commit 7ee5b8d0b9f566623e8307e298cadc38eeb9462c
Author: GrgMdmn <gregoire.mureau+pro@etik.com>
Date:   Mon Nov 10 18:19:17 2025 +0100

    Project 6 updates

diff --git a/P6_01_NLP_Basic_methods.ipynb b/P6_01_NLP_Basic_methods.ipynb
new file mode 100644
index 0000000..96ae09b
--- /dev/null
+++ b/P6_01_NLP_Basic_methods.ipynb
@@ -0,0 +1 @@
+{"cells":[{"cell_type":"code","execution_count":1,"id":"fancy-score","metadata":{"ExecuteTime":{"end_time":"2021-05-23T16:35:45.144096Z","start_time":"2021-05-23T16:35:45.130089Z"},"id":"fancy-score","executionInfo":{"status":"ok","timestamp":1747739907576,"user_tz":-120,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["import time,datetime\n","start_time = time.time()"]},{"cell_type":"markdown","id":"great-imagination","metadata":{"ExecuteTime":{"end_time":"2021-05-08T04:52:07.380904Z","start_time":"2021-05-08T04:52:07.361916Z"},"id":"great-imagination"},"source":["# 1) Loading data"]},{"cell_type":"code","execution_count":31,"id":"painted-bennett","metadata":{"ExecuteTime":{"end_time":"2021-05-23T16:35:48.559357Z","start_time":"2021-05-23T16:35:45.146080Z"},"id":"painted-bennett","executionInfo":{"status":"ok","timestamp":1747739961815,"user_tz":-120,"elapsed":9,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["import numpy as np\n","import pandas as pd\n","\n","import re\n","import nltk\n","\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","import missingno as msno\n","# import dataprep.eda as eda\n","# import qgrid\n","import plotly.express as px\n","# from plotly.offline import init_notebook_mode\n","# init_notebook_mode(connected = True)\n","\n","\n","bleu = (70 / 255, 130 / 255, 180 / 255)\n","pd.set_option('display.max_row', 50)\n","pd.set_option('display.max_column', 50)"]},{"cell_type":"code","source":["# 2D projection scatterplot\n","def plot_clusters(reduced,labels):\n","    data=pd.DataFrame(np.c_[reduced,labels],columns=['Component 1','Component 2','Cluster'])\n","\n","    plt.figure(figsize=(10,8))\n","    sns.scatterplot(data=data,\n","                    x='Component 1',\n","                    y='Component 2',\n","                    hue='Cluster',\n","                    palette=sns.color_palette('tab10', n_colors=7))\n","    plt.title(f'')\n","    plt.figure(figsize=(10,8))"],"metadata":{"id":"stMCD-ei3_5_","executionInfo":{"status":"ok","timestamp":1747739961964,"user_tz":-120,"elapsed":10,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"id":"stMCD-ei3_5_","execution_count":32,"outputs":[]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')\n","import os\n","drive_folder=  \"/content/drive/MyDrive/Colab_Notebooks/Project_6\"\n","os.chdir(drive_folder)\n","os.listdir()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qlOCRbmlJmQR","executionInfo":{"status":"ok","timestamp":1747739963749,"user_tz":-120,"elapsed":1657,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"f916f7bf-d5af-499a-9636-af9f876d1873"},"id":"qlOCRbmlJmQR","execution_count":33,"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"]},{"output_type":"execute_result","data":{"text/plain":["['P6_01_NLP_Basic_methods.ipynb',\n"," 'objectifs.pdf',\n"," 'Copie de P6_03_NLP_optim_description.ipynb',\n"," 'Copie de P6_06_IMAGES_Transfert_learning.ipynb',\n"," 'Copie de P6_02_NLP_optim_product_name.ipynb',\n"," 'Copie de P6_07_Faisabilité.ipynb',\n"," 'Copie de P6_05_IMAGES_SIFT_ORB.ipynb',\n"," 'Copie de P6_01_NLP.ipynb',\n"," 'Flipkart',\n"," 'NLP',\n"," 'Weather_Images_CNN_Transfer_Learning_Stage_1_feasibility_V1.0.ipynb',\n"," 'BERT',\n"," 'Copie de P6_04_NLP_TRANSFERT_BERT_tensorflow_full_model.ipynb',\n"," 'FEAT_TFIDF_PRODUCT_NAME',\n"," 'FEAT_TFIDF_DESCRIPTION',\n"," 'Flip_opt.data',\n"," 'Flip_opt.cat',\n"," 'DOC2VEC',\n"," 'USE',\n"," 'P6_NLP_optim_product_name.ipynb',\n"," 'P6_NLP_optim_description.ipynb',\n"," 'Copie de EDIT_P6_04_IMAGES_SIFT_ORB.ipynb',\n"," 'P6_03_NLP_transfer_learning.ipynb',\n"," 'P6_05_IMAGES_Transfert_learning.ipynb',\n"," 'Copie de Weather_Images_CNN_Transfer_Learning_Stage_1_feasibility_V1.0.ipynb',\n"," 'P06_06_CLASSIFICATION_CNN_deep_learning.ipynb',\n"," 'P6_Faisabilité.ipynb',\n"," 'openfoodfacts_champagne',\n"," 'test_images',\n"," 'P6_04_IMAGES_SIFT_ORB.ipynb',\n"," 'P6_07_OpenFoodFacts_API',\n"," 'P6_02_NLP_Doc2Vec.ipynb',\n"," 'P06_06_CLASSIFICATION_CNN_machine_learning.ipynb',\n"," 'FlipKart_NLP.pkl']"]},"metadata":{},"execution_count":33}]},{"cell_type":"code","execution_count":34,"id":"ranking-north","metadata":{"ExecuteTime":{"end_time":"2021-05-23T16:35:48.622954Z","start_time":"2021-05-23T16:35:48.561298Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"ranking-north","executionInfo":{"status":"ok","timestamp":1747739963836,"user_tz":-120,"elapsed":85,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4ce0e815-a6f2-46b2-970d-7cdef056f800"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["                            uniq_id            crawl_timestamp  \\\n","0  55b85ea15a1536d46b7190ad6fff8ce7  2016-04-30 03:22:56 +0000   \n","1  7b72c92c2f6c40268628ec5f14c6d590  2016-04-30 03:22:56 +0000   \n","2  64d5d4a258243731dc7bbb1eef49ad74  2016-04-30 03:22:56 +0000   \n","3  d4684dcdc759dd9cdf41504698d737d8  2016-06-20 08:49:52 +0000   \n","4  6325b6870c54cd47be6ebfbffa620ec7  2016-06-20 08:49:52 +0000  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                                                                                                                                                                                                                                                                                                                                                                                                                                     description  \\\n","0  Key Features of Elegance Polyester Multicolor Abstract Eyelet Door Curtain Floral Curtain,Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) Price: Rs. 899 This curtain enhances the look of the interiors.This curtain is made from 100% high quality polyester fabric.It features an eyelet style stitch with Metal Ring.It makes the room environment romantic and loving.This curtain is ant- wrinkle and anti shrinkage and have elegant apparance.Give your home a bright and modernistic appeal with these designs. The surreal attention is sure to steal hearts. These contemporary eyelet and valance curtains slide smoothly so when you draw them apart first thing in the morning to welcome the bright sun rays you want to wish good morning to the whole world and when you draw them close in the evening, you create the most special moments of joyous beauty given by the soothing prints. Bring home the elegant curtain that softly filters light in your room so that you get the right amount of sunlight.,Specifications of Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) General Brand Elegance Designed For Door Type Eyelet Model Name Abstract Polyester Door Curtain Set Of 2 Model ID Duster25 Color Multicolor Dimensions Length 213 cm In the Box Number of Contents in Sales Package Pack of 2 Sales Package 2 Curtains Body & Design Material Polyester   \n","1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Specifications of Sathiyas Cotton Bath Towel (3 Bath Towel, Red, Yellow, Blue) Bath Towel Features Machine Washable Yes Material Cotton Design Self Design General Brand Sathiyas Type Bath Towel GSM 500 Model Name Sathiyas cotton bath towel Ideal For Men, Women, Boys, Girls Model ID asvtwl322 Color Red, Yellow, Blue Size Mediam Dimensions Length 30 inch Width 60 inch In the Box Number of Contents in Sales Package 3 Sales Package 3 Bath Towel   \n","2                                                                                                                                                                   Key Features of Eurospa Cotton Terry Face Towel Set Size: small Height: 9 inch GSM: 360,Eurospa Cotton Terry Face Towel Set (20 PIECE FACE TOWEL SET, Assorted) Price: Rs. 299 Eurospa brings to you an exclusively designed, 100% soft cotton towels of export quality. All our products have soft texture that takes care of your skin and gives you that enriched feeling you deserve. Eurospa has been exporting its bath towels to lot of renowned brands for last 10 years and is famous for its fine prints, absorbency, softness and durability. NOTE: Our product is 100% cotton, so it is susceptible to shrinkage. Product color may vary from the picture. Size may vary by ±3% WASH CARE: Wash in cold Water, Do not Iron, Do not Bleach, Flat dry, Wash before first use. SIZE- FACE TOWEL - 23 cms X 23 cms.,Specifications of Eurospa Cotton Terry Face Towel Set (20 PIECE FACE TOWEL SET, Assorted) Bath Towel Features Material Cotton Terry Design SHUVAM General Brand Eurospa GSM 360 Type Face Towel Set Model Name SHUVAM20PCFTSETASSORTED Ideal For Boys, Girls, Men, Women Model ID SHUVAM20PCFTSETASSORTED Size small Color Assorted Dimensions Weight 350 g Length 9 inch Width 9 inch In the Box Number of Contents in Sales Package 20 Sales Package 20 PIECE FACE TOWEL SET   \n","3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Key Features of SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet Royal Bedsheet Perfact for Wedding & Gifting,Specifications of SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet (1 Bedsheet,2 Pillow Cover, Multicolor) General Brand SANTOSH ROYAL FASHION Machine Washable Yes Type Flat Material Cotton Model Name Gold Design Royal Cotton Printed Wedding & Gifted Double Bedsheet With 2 Pillow cover Model ID goldbedi-38 Color Multicolor Size King Fabric Care Machine Wash, Do Not Bleach Dimensions Flat Sheet Width 90 inch / 230 cm Fitted Sheet Width 228 cm Pillow Cover Width 16 inch / 43 cm Pillow Cover Length 28 inch / 72 cm Fitted Sheet Depth 280 cm Fitted Sheet Length 278 cm Flat Sheet Depth 282 cm Flat Sheet Length 110 inch / 280 cm In the Box Number of Contents in Sales Package 1 Sales Package 1 Bedsheet,2 Pillow Cover   \n","4                                                                                                                                                                                                                                 Key Features of Jaipur Print Cotton Floral King sized Double Bedsheet 100% cotton,Jaipur Print Cotton Floral King sized Double Bedsheet (1 bed sheet 2 pillow cover, White) Price: Rs. 998 This nice bed sheet made up of 100% cotton to give you comfort. This bed sheet is hand printed. This bedsheet gives nice look to your room And its fast colour and good quality gives this bedsheet long life.,Specifications of Jaipur Print Cotton Floral King sized Double Bedsheet (1 bed sheet 2 pillow cover, White) General Machine Washable Yes Brand Jaipur Print Type Flat Model Name jaipur117 Material Cotton Thread Count 140 Model ID jaipur117 Fabric Care machinewash, do not bleach Size King Color White Warranty waranty of the product only for manufacturing defect only and product will exchange onle when it is not used and returne its origional packing Dimensions Flat Sheet Width 86 inch / 220 cm Fitted Sheet Width 0 cm Pillow Cover Width 17 inch / 45 cm Pillow Cover Length 29 inch / 75 cm Weight 900 g Fitted Sheet Depth 0 cm Fitted Sheet Length 0 cm Flat Sheet Depth 0.2 cm Flat Sheet Length 104 inch / 265 cm In the Box Number of Contents in Sales Package 1 Sales Package 1 bed sheet 2 pillow cover   \n","\n","        product_rating       overall_rating                  brand  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  <td>55b85ea15a1536d46b7190ad6fff8ce7.jpg</td>\n","      <td>False</td>\n","      <td>Key Features of Elegance Polyester Multicolor Abstract Eyelet Door Curtain Floral Curtain,Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) Price: Rs. 899 This curtain enhances the look of the interiors.This curtain is made from 100% high quality polyester fabric.It features an eyelet style stitch with Metal Ring.It makes the room environment romantic and loving.This curtain is ant- wrinkle and anti shrinkage and have elegant apparance.Give your home a bright and modernistic appeal with these designs. The surreal attention is sure to steal hearts. These contemporary eyelet and valance curtains slide smoothly so when you draw them apart first thing in the morning to welcome the bright sun rays you want to wish good morning to the whole world and when you draw them close in the evening, you create the most special moments of joyous beauty given by the soothing prints. Bring home the elegant curtain that softly filters light in your room so that you get the right amount of sunlight.,Specifications of Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) General Brand Elegance Designed For Door Type Eyelet Model Name Abstract Polyester Door Curtain Set Of 2 Model ID Duster25 Color Multicolor Dimensions Length 213 cm In the Box Number of Contents in Sales Package Pack of 2 Sales Package 2 Curtains Body &amp; Design Material Polyester</td>\n","      <td>No rating available</td>\n","      <td>No rating available</td>\n","      <td>Elegance</td>\n","      <td>{\"product_specification\"=&gt;[{\"key\"=&gt;\"Brand\", \"value\"=&gt;\"Elegance\"}, {\"key\"=&gt;\"Designed For\", \"value\"=&gt;\"Door\"}, {\"key\"=&gt;\"Type\", \"value\"=&gt;\"Eyelet\"}, {\"key\"=&gt;\"Model Name\", \"value\"=&gt;\"Abstract Polyester Door Curtain Set Of 2\"}, {\"key\"=&gt;\"Model ID\", \"value\"=&gt;\"Duster25\"}, {\"key\"=&gt;\"Color\", \"value\"=&gt;\"Multicolor\"}, {\"key\"=&gt;\"Length\", \"value\"=&gt;\"213 cm\"}, {\"key\"=&gt;\"Number of Contents in Sales Package\", \"value\"=&gt;\"Pack of 2\"}, {\"key\"=&gt;\"Sales Package\", \"value\"=&gt;\"2 Curtains\"}, {\"key\"=&gt;\"Material\", \"value\"=&gt;\"Polyester\"}]}</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>7b72c92c2f6c40268628ec5f14c6d590</td>\n","      <td>2016-04-30 03:22:56 +0000</td>\n","      <td>http://www.flipkart.com/sathiyas-cotton-bath-towel/p/itmegfzhxbyucwgn?pid=BTWEGFZHGBXPHZUH</td>\n","      <td>Sathiyas Cotton Bath Towel</td>\n","      <td>[\"Baby Care &gt;&gt; Baby Bath &amp; Skin &gt;&gt; Baby Bath Towels &gt;&gt; Sathiyas Baby Bath Towels &gt;&gt; Sathiyas Cotton Bath Towel (3 Bath Towel, Red, Y...\"]</td>\n","      <td>BTWEGFZHGBXPHZUH</td>\n","      <td>600.0</td>\n","      <td>449.0</td>\n","      <td>7b72c92c2f6c40268628ec5f14c6d590.jpg</td>\n","      <td>False</td>\n","      <td>Specifications of Sathiyas Cotton Bath Towel (3 Bath Towel, Red, Yellow, Blue) Bath Towel Features Machine Washable Yes Material Cotton Design Self Design General Brand Sathiyas Type Bath Towel GSM 500 Model Name Sathiyas cotton bath towel Ideal For Men, Women, Boys, Girls Model ID asvtwl322 Color Red, Yellow, Blue Size Mediam Dimensions Length 30 inch Width 60 inch In the Box Number of Contents in Sales Package 3 Sales Package 3 Bath Towel</td>\n","      <td>No rating available</td>\n","      <td>No rating available</td>\n","      <td>Sathiyas</td>\n","      <td>{\"product_specification\"=&gt;[{\"key\"=&gt;\"Machine Washable\", \"value\"=&gt;\"Yes\"}, {\"key\"=&gt;\"Material\", \"value\"=&gt;\"Cotton\"}, {\"key\"=&gt;\"Design\", \"value\"=&gt;\"Self Design\"}, {\"key\"=&gt;\"Brand\", \"value\"=&gt;\"Sathiyas\"}, {\"key\"=&gt;\"Type\", \"value\"=&gt;\"Bath Towel\"}, {\"key\"=&gt;\"GSM\", \"value\"=&gt;\"500\"}, {\"key\"=&gt;\"Model Name\", \"value\"=&gt;\"Sathiyas cotton bath towel\"}, {\"key\"=&gt;\"Ideal For\", \"value\"=&gt;\"Men, Women, Boys, Girls\"}, {\"key\"=&gt;\"Model ID\", \"value\"=&gt;\"asvtwl322\"}, {\"key\"=&gt;\"Color\", \"value\"=&gt;\"Red, Yellow, Blue\"}, {\"key\"=&gt;\"Size\", \"value\"=&gt;\"Mediam\"}, {\"key\"=&gt;\"Length\", \"value\"=&gt;\"30 inch\"}, {\"key\"=&gt;\"Width\", \"value\"=&gt;\"60 inch\"}, {\"key\"=&gt;\"Number of Contents in Sales Package\", \"value\"=&gt;\"3\"}, {\"key\"=&gt;\"Sales Package\", \"value\"=&gt;\"3 Bath Towel\"}]}</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>64d5d4a258243731dc7bbb1eef49ad74</td>\n","      <td>2016-04-30 03:22:56 +0000</td>\n","      <td>http://www.flipkart.com/eurospa-cotton-terry-face-towel-set/p/itmeg6shbrpubhca?pid=BTWEG6SHXTDB2A2Y</td>\n","      <td>Eurospa Cotton Terry Face Towel Set</td>\n","      <td>[\"Baby Care &gt;&gt; Baby Bath &amp; Skin &gt;&gt; Baby Bath Towels &gt;&gt; Eurospa Baby Bath Towels &gt;&gt; Eurospa Cotton Terry Face Towel Set (20 PIECE FA...\"]</td>\n","      <td>BTWEG6SHXTDB2A2Y</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>64d5d4a258243731dc7bbb1eef49ad74.jpg</td>\n","      <td>False</td>\n","      <td>Key Features of Eurospa Cotton Terry Face Towel Set Size: small Height: 9 inch GSM: 360,Eurospa Cotton Terry Face Towel Set (20 PIECE FACE TOWEL SET, Assorted) Price: Rs. 299 Eurospa brings to you an exclusively designed, 100% soft cotton towels of export quality. All our products have soft texture that takes care of your skin and gives you that enriched feeling you deserve. Eurospa has been exporting its bath towels to lot of renowned brands for last 10 years and is famous for its fine prints, absorbency, softness and durability. NOTE: Our product is 100% cotton, so it is susceptible to shrinkage. Product color may vary from the picture. Size may vary by ±3% WASH CARE: Wash in cold Water, Do not Iron, Do not Bleach, Flat dry, Wash before first use. SIZE- FACE TOWEL - 23 cms X 23 cms.,Specifications of Eurospa Cotton Terry Face Towel Set (20 PIECE FACE TOWEL SET, Assorted) Bath Towel Features Material Cotton Terry Design SHUVAM General Brand Eurospa GSM 360 Type Face Towel Set Model Name SHUVAM20PCFTSETASSORTED Ideal For Boys, Girls, Men, Women Model ID SHUVAM20PCFTSETASSORTED Size small Color Assorted Dimensions Weight 350 g Length 9 inch Width 9 inch In the Box Number of Contents in Sales Package 20 Sales Package 20 PIECE FACE TOWEL SET</td>\n","      <td>No rating available</td>\n","      <td>No rating available</td>\n","      <td>Eurospa</td>\n","      <td>{\"product_specification\"=&gt;[{\"key\"=&gt;\"Material\", \"value\"=&gt;\"Cotton Terry\"}, {\"key\"=&gt;\"Design\", \"value\"=&gt;\"SHUVAM\"}, {\"key\"=&gt;\"Brand\", \"value\"=&gt;\"Eurospa\"}, {\"key\"=&gt;\"GSM\", \"value\"=&gt;\"360\"}, {\"key\"=&gt;\"Type\", \"value\"=&gt;\"Face Towel Set\"}, {\"key\"=&gt;\"Model Name\", \"value\"=&gt;\"SHUVAM20PCFTSETASSORTED\"}, {\"key\"=&gt;\"Ideal For\", \"value\"=&gt;\"Boys, Girls, Men, Women\"}, {\"key\"=&gt;\"Model ID\", \"value\"=&gt;\"SHUVAM20PCFTSETASSORTED\"}, {\"key\"=&gt;\"Size\", \"value\"=&gt;\"small\"}, {\"key\"=&gt;\"Color\", \"value\"=&gt;\"Assorted\"}, {\"key\"=&gt;\"Weight\", \"value\"=&gt;\"350 g\"}, {\"key\"=&gt;\"Length\", \"value\"=&gt;\"9 inch\"}, {\"key\"=&gt;\"Width\", \"value\"=&gt;\"9 inch\"}, {\"key\"=&gt;\"Number of Contents in Sales Package\", \"value\"=&gt;\"20\"}, {\"key\"=&gt;\"Sales Package\", \"value\"=&gt;\"20 PIECE FACE TOWEL SET\"}]}</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>d4684dcdc759dd9cdf41504698d737d8</td>\n","      <td>2016-06-20 08:49:52 +0000</td>\n","      <td>http://www.flipkart.com/santosh-royal-fashion-cotton-printed-king-sized-double-bedsheet/p/itmejt9uaqahahuf?pid=BDSEJT9UQWHDUBH4</td>\n","      <td>SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet</td>\n","      <td>[\"Home Furnishing &gt;&gt; Bed Linen &gt;&gt; Bedsheets &gt;&gt; SANTOSH ROYAL FASHION Bedsheets &gt;&gt; SANTOSH ROYAL FASHION Cotton Printed King sized ...\"]</td>\n","      <td>BDSEJT9UQWHDUBH4</td>\n","      <td>2699.0</td>\n","      <td>1299.0</td>\n","      <td>d4684dcdc759dd9cdf41504698d737d8.jpg</td>\n","      <td>False</td>\n","      <td>Key Features of SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet Royal Bedsheet Perfact for Wedding &amp; Gifting,Specifications of SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet (1 Bedsheet,2 Pillow Cover, Multicolor) General Brand SANTOSH ROYAL FASHION Machine Washable Yes Type Flat Material Cotton Model Name Gold Design Royal Cotton Printed Wedding &amp; Gifted Double Bedsheet With 2 Pillow cover Model ID goldbedi-38 Color Multicolor Size King Fabric Care Machine Wash, Do Not Bleach Dimensions Flat Sheet Width 90 inch / 230 cm Fitted Sheet Width 228 cm Pillow Cover Width 16 inch / 43 cm Pillow Cover Length 28 inch / 72 cm Fitted Sheet Depth 280 cm Fitted Sheet Length 278 cm Flat Sheet Depth 282 cm Flat Sheet Length 110 inch / 280 cm In the Box Number of Contents in Sales Package 1 Sales Package 1 Bedsheet,2 Pillow Cover</td>\n","      <td>No rating available</td>\n","      <td>No rating available</td>\n","      <td>SANTOSH ROYAL FASHION</td>\n","      <td>{\"product_specification\"=&gt;[{\"key\"=&gt;\"Brand\", \"value\"=&gt;\"SANTOSH ROYAL FASHION\"}, {\"key\"=&gt;\"Machine Washable\", \"value\"=&gt;\"Yes\"}, {\"key\"=&gt;\"Type\", \"value\"=&gt;\"Flat\"}, {\"key\"=&gt;\"Material\", \"value\"=&gt;\"Cotton\"}, {\"key\"=&gt;\"Model Name\", \"value\"=&gt;\"Gold Design Royal Cotton Printed Wedding and Gifted Double Bedsheet With 2 Pillow cover\"}, {\"key\"=&gt;\"Model ID\", \"value\"=&gt;\"goldbedi-38\"}, {\"key\"=&gt;\"Color\", \"value\"=&gt;\"Multicolor\"}, {\"key\"=&gt;\"Size\", \"value\"=&gt;\"King\"}, {\"key\"=&gt;\"Fabric Care\", \"value\"=&gt;\"Machine Wash, Do Not Bleach\"}, {\"key\"=&gt;\"Flat Sheet Width\", \"value\"=&gt;\"90 inch / 230 cm\"}, {\"key\"=&gt;\"Fitted Sheet Width\", \"value\"=&gt;\"228 cm\"}, {\"key\"=&gt;\"Pillow Cover Width\", \"value\"=&gt;\"16 inch / 43 cm\"}, {\"key\"=&gt;\"Pillow Cover Length\", \"value\"=&gt;\"28 inch / 72 cm\"}, {\"key\"=&gt;\"Fitted Sheet Depth\", \"value\"=&gt;\"280 cm\"}, {\"key\"=&gt;\"Fitted Sheet Length\", \"value\"=&gt;\"278 cm\"}, {\"key\"=&gt;\"Flat Sheet Depth\", \"value\"=&gt;\"282 cm\"}, {\"key\"=&gt;\"Flat Sheet Length\", \"value\"=&gt;\"110 inch / 280 cm\"}, {\"key\"=&gt;\"Number of Contents in Sales Package\", \"value\"=&gt;\"1\"}, {\"key\"=&gt;\"Sales Package\", \"value\"=&gt;\"1 Bedsheet,2 Pillow Cover\"}]}</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>6325b6870c54cd47be6ebfbffa620ec7</td>\n","      <td>2016-06-20 08:49:52 +0000</td>\n","      <td>http://www.flipkart.com/jaipur-print-cotton-floral-king-sized-double-bedsheet/p/itmejthnwahrnt7v?pid=BDSEJTHNGWVGWWQU</td>\n","      <td>Jaipur Print Cotton Floral King sized Double Bedsheet</td>\n","      <td>[\"Home Furnishing &gt;&gt; Bed Linen &gt;&gt; Bedsheets &gt;&gt; Jaipur Print Bedsheets &gt;&gt; Jaipur Print Cotton Floral King sized Double Bed...\"]</td>\n","      <td>BDSEJTHNGWVGWWQU</td>\n","      <td>2599.0</td>\n","      <td>698.0</td>\n","      <td>6325b6870c54cd47be6ebfbffa620ec7.jpg</td>\n","      <td>False</td>\n","      <td>Key Features of Jaipur Print Cotton Floral King sized Double Bedsheet 100% cotton,Jaipur Print Cotton Floral King sized Double Bedsheet (1 bed sheet 2 pillow cover, White) Price: Rs. 998 This nice bed sheet made up of 100% cotton to give you comfort. This bed sheet is hand printed. This bedsheet gives nice look to your room And its fast colour and good quality gives this bedsheet long life.,Specifications of Jaipur Print Cotton Floral King sized Double Bedsheet (1 bed sheet 2 pillow cover, White) General Machine Washable Yes Brand Jaipur Print Type Flat Model Name jaipur117 Material Cotton Thread Count 140 Model ID jaipur117 Fabric Care machinewash, do not bleach Size King Color White Warranty waranty of the product only for manufacturing defect only and product will exchange onle when it is not used and returne its origional packing Dimensions Flat Sheet Width 86 inch / 220 cm Fitted Sheet Width 0 cm Pillow Cover Width 17 inch / 45 cm Pillow Cover Length 29 inch / 75 cm Weight 900 g Fitted Sheet Depth 0 cm Fitted Sheet Length 0 cm Flat Sheet Depth 0.2 cm Flat Sheet Length 104 inch / 265 cm In the Box Number of Contents in Sales Package 1 Sales Package 1 bed sheet 2 pillow cover</td>\n","      <td>No rating available</td>\n","      <td>No rating available</td>\n","      <td>Jaipur Print</td>\n","      <td>{\"product_specification\"=&gt;[{\"key\"=&gt;\"Machine Washable\", \"value\"=&gt;\"Yes\"}, {\"key\"=&gt;\"Brand\", \"value\"=&gt;\"Jaipur Print\"}, {\"key\"=&gt;\"Type\", \"value\"=&gt;\"Flat\"}, {\"key\"=&gt;\"Model Name\", \"value\"=&gt;\"jaipur117\"}, {\"key\"=&gt;\"Material\", \"value\"=&gt;\"Cotton\"}, {\"key\"=&gt;\"Thread Count\", \"value\"=&gt;\"140\"}, {\"key\"=&gt;\"Model ID\", \"value\"=&gt;\"jaipur117\"}, {\"key\"=&gt;\"Fabric Care\", \"value\"=&gt;\"machinewash, do not bleach\"}, {\"key\"=&gt;\"Size\", \"value\"=&gt;\"King\"}, {\"key\"=&gt;\"Color\", \"value\"=&gt;\"White\"}, {\"value\"=&gt;\"waranty of the product only for manufacturing defect only and product will exchange onle when it is not used and returne its origional packing\"}, {\"key\"=&gt;\"Flat Sheet Width\", \"value\"=&gt;\"86 inch / 220 cm\"}, {\"key\"=&gt;\"Fitted Sheet Width\", \"value\"=&gt;\"0 cm\"}, {\"key\"=&gt;\"Pillow Cover Width\", \"value\"=&gt;\"17 inch / 45 cm\"}, {\"key\"=&gt;\"Pillow Cover Length\", \"value\"=&gt;\"29 inch / 75 cm\"}, {\"key\"=&gt;\"Weight\", \"value\"=&gt;\"900 g\"}, {\"key\"=&gt;\"Fitted Sheet Depth\", \"value\"=&gt;\"0 cm\"}, {\"key\"=&gt;\"Fitted Sheet Length\", \"value\"=&gt;\"0 cm\"}, {\"key\"=&gt;\"Flat Sheet Depth\", \"value\"=&gt;\"0.2 cm\"}, {\"key\"=&gt;\"Flat Sheet Length\", \"value\"=&gt;\"104 inch / 265 cm\"}, {\"key\"=&gt;\"Number of Contents in Sales Package\", \"value\"=&gt;\"1\"}, {\"key\"=&gt;\"Sales Package\", \"value\"=&gt;\"1 bed sheet 2 pillow cover\"}]}</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f09f0560-0a8a-4579-9d74-a455da3eb231')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-f09f0560-0a8a-4579-9d74-a455da3eb231 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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Only Genuine Products. 30 Day Replacement Guarantee. Free Shipping. Cash On Delivery!\",\n          \"Buy Philips 9.5 W LED B22 3000K A55 IND Bulb for Rs.419 online. Philips 9.5 W LED B22 3000K A55 IND Bulb at best prices with FREE shipping & cash on delivery. 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\"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"product_specifications\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 984,\n        \"samples\": [\n          \"{\\\"product_specification\\\"=>[{\\\"key\\\"=>\\\"Stand Material\\\", \\\"value\\\"=>\\\"MDF\\\"}, {\\\"key\\\"=>\\\"Frame Material\\\", \\\"value\\\"=>\\\"MDF\\\"}, {\\\"key\\\"=>\\\"Backing\\\", \\\"value\\\"=>\\\"MDF\\\"}, {\\\"key\\\"=>\\\"Finishing\\\", \\\"value\\\"=>\\\"Natural\\\"}, {\\\"key\\\"=>\\\"Material\\\", \\\"value\\\"=>\\\"Wood\\\"}, {\\\"key\\\"=>\\\"Other Body Features\\\", \\\"value\\\"=>\\\"Na\\\"}, {\\\"key\\\"=>\\\"Number of Contents in Sales Package\\\", \\\"value\\\"=>\\\"Pack of 1\\\"}, {\\\"key\\\"=>\\\"Sales Package\\\", \\\"value\\\"=>\\\"Photo Frame\\\"}, {\\\"key\\\"=>\\\"Shape\\\", \\\"value\\\"=>\\\"Rectangular\\\"}, {\\\"key\\\"=>\\\"color\\\", \\\"value\\\"=>\\\"Brown\\\"}, {\\\"key\\\"=>\\\"Number of Photos\\\", \\\"value\\\"=>\\\"1\\\"}, {\\\"key\\\"=>\\\"Mounted\\\", \\\"value\\\"=>\\\"Table Mounted Mounted\\\"}, {\\\"key\\\"=>\\\"Ideal For\\\", \\\"value\\\"=>\\\"Home Decor, Gift\\\"}, {\\\"key\\\"=>\\\"Character\\\", \\\"value\\\"=>\\\"Na\\\"}, {\\\"value\\\"=>\\\"one month replacement against manufacturing defects\\\"}, {\\\"key\\\"=>\\\"Diameter\\\", \\\"value\\\"=>\\\"3 inch\\\"}, {\\\"key\\\"=>\\\"Weight\\\", \\\"value\\\"=>\\\"480 g\\\"}, {\\\"key\\\"=>\\\"Suitable Photo Size\\\", \\\"value\\\"=>\\\"18x13 cm\\\"}, {\\\"key\\\"=>\\\"Other Dimensions\\\", \\\"value\\\"=>\\\"Na\\\"}, {\\\"key\\\"=>\\\"Height\\\", \\\"value\\\"=>\\\"24 cm\\\"}, {\\\"key\\\"=>\\\"Width\\\", \\\"value\\\"=>\\\"19 cm\\\"}, {\\\"key\\\"=>\\\"Depth\\\", \\\"value\\\"=>\\\"1.5 cm\\\"}, {\\\"key\\\"=>\\\"Care and Cleaning\\\", \\\"value\\\"=>\\\"wipe with dry cloth\\\"}, {\\\"key\\\"=>\\\"Other Features\\\", \\\"value\\\"=>\\\"Na\\\"}]}\",\n          \"{\\\"product_specification\\\"=>[{\\\"key\\\"=>\\\"In The 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Towel, Red, Y...\"]   \n","2   [\"Baby Care >> Baby Bath & Skin >> Baby Bath Towels >> Eurospa Baby Bath Towels >> Eurospa Cotton Terry Face Towel Set (20 PIECE FA...\"]   \n","3    [\"Home Furnishing >> Bed Linen >> Bedsheets >> SANTOSH ROYAL FASHION Bedsheets >> SANTOSH ROYAL FASHION Cotton Printed King sized ...\"]   \n","4             [\"Home Furnishing >> Bed Linen >> Bedsheets >> Jaipur Print Bedsheets >> Jaipur Print Cotton Floral King sized Double Bed...\"]   \n","\n","                                                      product_name  \\\n","0       Elegance Polyester Multicolor Abstract Eyelet Door Curtain   \n","1                                       Sathiyas Cotton Bath Towel   \n","2                              Eurospa Cotton Terry Face Towel Set   \n","3  SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet   \n","4            Jaipur Print Cotton Floral King sized Double Bedsheet   \n","\n","                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    description  \n","0  Key Features of Elegance Polyester Multicolor Abstract Eyelet Door Curtain Floral Curtain,Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) Price: Rs. 899 This curtain enhances the look of the interiors.This curtain is made from 100% high quality polyester fabric.It features an eyelet style stitch with Metal Ring.It makes the room environment romantic and loving.This curtain is ant- wrinkle and anti shrinkage and have elegant apparance.Give your home a bright and modernistic appeal with these designs. The surreal attention is sure to steal hearts. These contemporary eyelet and valance curtains slide smoothly so when you draw them apart first thing in the morning to welcome the bright sun rays you want to wish good morning to the whole world and when you draw them close in the evening, you create the most special moments of joyous beauty given by the soothing prints. Bring home the elegant curtain that softly filters light in your room so that you get the right amount of sunlight.,Specifications of Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) General Brand Elegance Designed For Door Type Eyelet Model Name Abstract Polyester Door Curtain Set Of 2 Model ID Duster25 Color Multicolor Dimensions Length 213 cm In the Box Number of Contents in Sales Package Pack of 2 Sales Package 2 Curtains Body & Design Material Polyester  \n","1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Specifications of Sathiyas Cotton Bath Towel (3 Bath Towel, Red, Yellow, Blue) Bath Towel Features Machine Washable Yes Material Cotton Design Self Design General Brand Sathiyas Type Bath Towel GSM 500 Model Name Sathiyas cotton bath towel Ideal For Men, Women, Boys, Girls Model ID asvtwl322 Color Red, Yellow, Blue Size Mediam Dimensions Length 30 inch Width 60 inch In the Box Number of Contents in Sales Package 3 Sales Package 3 Bath Towel  \n","2                                                                                                                                                                   Key Features of Eurospa Cotton Terry Face Towel Set Size: small Height: 9 inch GSM: 360,Eurospa Cotton Terry Face Towel Set (20 PIECE FACE TOWEL SET, Assorted) Price: Rs. 299 Eurospa brings to you an exclusively designed, 100% soft cotton towels of export quality. All our products have soft texture that takes care of your skin and gives you that enriched feeling you deserve. Eurospa has been exporting its bath towels to lot of renowned brands for last 10 years and is famous for its fine prints, absorbency, softness and durability. NOTE: Our product is 100% cotton, so it is susceptible to shrinkage. Product color may vary from the picture. Size may vary by ±3% WASH CARE: Wash in cold Water, Do not Iron, Do not Bleach, Flat dry, Wash before first use. SIZE- FACE TOWEL - 23 cms X 23 cms.,Specifications of Eurospa Cotton Terry Face Towel Set (20 PIECE FACE TOWEL SET, Assorted) Bath Towel Features Material Cotton Terry Design SHUVAM General Brand Eurospa GSM 360 Type Face Towel Set Model Name SHUVAM20PCFTSETASSORTED Ideal For Boys, Girls, Men, Women Model ID SHUVAM20PCFTSETASSORTED Size small Color Assorted Dimensions Weight 350 g Length 9 inch Width 9 inch In the Box Number of Contents in Sales Package 20 Sales Package 20 PIECE FACE TOWEL SET  \n","3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Key Features of SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet Royal Bedsheet Perfact for Wedding & Gifting,Specifications of SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet (1 Bedsheet,2 Pillow Cover, Multicolor) General Brand SANTOSH ROYAL FASHION Machine Washable Yes Type Flat Material Cotton Model Name Gold Design Royal Cotton Printed Wedding & Gifted Double Bedsheet With 2 Pillow cover Model ID goldbedi-38 Color Multicolor Size King Fabric Care Machine Wash, Do Not Bleach Dimensions Flat Sheet Width 90 inch / 230 cm Fitted Sheet Width 228 cm Pillow Cover Width 16 inch / 43 cm Pillow Cover Length 28 inch / 72 cm Fitted Sheet Depth 280 cm Fitted Sheet Length 278 cm Flat Sheet Depth 282 cm Flat Sheet Length 110 inch / 280 cm In the Box Number of Contents in Sales Package 1 Sales Package 1 Bedsheet,2 Pillow Cover  \n","4                                                                                                                                                                                                                                 Key Features of Jaipur Print Cotton Floral King sized Double Bedsheet 100% cotton,Jaipur Print Cotton Floral King sized Double Bedsheet (1 bed sheet 2 pillow cover, White) Price: Rs. 998 This nice bed sheet made up of 100% cotton to give you comfort. This bed sheet is hand printed. This bedsheet gives nice look to your room And its fast colour and good quality gives this bedsheet long life.,Specifications of Jaipur Print Cotton Floral King sized Double Bedsheet (1 bed sheet 2 pillow cover, White) General Machine Washable Yes Brand Jaipur Print Type Flat Model Name jaipur117 Material Cotton Thread Count 140 Model ID jaipur117 Fabric Care machinewash, do not bleach Size King Color White Warranty waranty of the product only for manufacturing defect only and product will exchange onle when it is not used and returne its origional packing Dimensions Flat Sheet Width 86 inch / 220 cm Fitted Sheet Width 0 cm Pillow Cover Width 17 inch / 45 cm Pillow Cover Length 29 inch / 75 cm Weight 900 g Fitted Sheet Depth 0 cm Fitted Sheet Length 0 cm Flat Sheet Depth 0.2 cm Flat Sheet Length 104 inch / 265 cm In the Box Number of Contents in Sales Package 1 Sales Package 1 bed sheet 2 pillow cover  "],"text/html":["\n","  <div id=\"df-3734ddc9-6d3b-4423-bcc1-e429e81c746c\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>product_category_tree</th>\n","      <th>product_name</th>\n","      <th>description</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>[\"Home Furnishing &gt;&gt; Curtains &amp; Accessories &gt;&gt; Curtains &gt;&gt; Elegance Polyester Multicolor Abstract Eyelet Do...\"]</td>\n","      <td>Elegance Polyester Multicolor Abstract Eyelet Door Curtain</td>\n","      <td>Key Features of Elegance Polyester Multicolor Abstract Eyelet Door Curtain Floral Curtain,Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) Price: Rs. 899 This curtain enhances the look of the interiors.This curtain is made from 100% high quality polyester fabric.It features an eyelet style stitch with Metal Ring.It makes the room environment romantic and loving.This curtain is ant- wrinkle and anti shrinkage and have elegant apparance.Give your home a bright and modernistic appeal with these designs. The surreal attention is sure to steal hearts. These contemporary eyelet and valance curtains slide smoothly so when you draw them apart first thing in the morning to welcome the bright sun rays you want to wish good morning to the whole world and when you draw them close in the evening, you create the most special moments of joyous beauty given by the soothing prints. Bring home the elegant curtain that softly filters light in your room so that you get the right amount of sunlight.,Specifications of Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) General Brand Elegance Designed For Door Type Eyelet Model Name Abstract Polyester Door Curtain Set Of 2 Model ID Duster25 Color Multicolor Dimensions Length 213 cm In the Box Number of Contents in Sales Package Pack of 2 Sales Package 2 Curtains Body &amp; Design Material Polyester</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>[\"Baby Care &gt;&gt; Baby Bath &amp; Skin &gt;&gt; Baby Bath Towels &gt;&gt; Sathiyas Baby Bath Towels &gt;&gt; Sathiyas Cotton Bath Towel (3 Bath Towel, Red, Y...\"]</td>\n","      <td>Sathiyas Cotton Bath Towel</td>\n","      <td>Specifications of Sathiyas Cotton Bath Towel (3 Bath Towel, Red, Yellow, Blue) Bath Towel Features Machine Washable Yes Material Cotton Design Self Design General Brand Sathiyas Type Bath Towel GSM 500 Model Name Sathiyas cotton bath towel Ideal For Men, Women, Boys, Girls Model ID asvtwl322 Color Red, Yellow, Blue Size Mediam Dimensions Length 30 inch Width 60 inch In the Box Number of Contents in Sales Package 3 Sales Package 3 Bath Towel</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>[\"Baby Care &gt;&gt; Baby Bath &amp; Skin &gt;&gt; Baby Bath Towels &gt;&gt; Eurospa Baby Bath Towels &gt;&gt; Eurospa Cotton Terry Face Towel Set (20 PIECE FA...\"]</td>\n","      <td>Eurospa Cotton Terry Face Towel Set</td>\n","      <td>Key Features of Eurospa Cotton Terry Face Towel Set Size: small Height: 9 inch GSM: 360,Eurospa Cotton Terry Face Towel Set (20 PIECE FACE TOWEL SET, Assorted) Price: Rs. 299 Eurospa brings to you an exclusively designed, 100% soft cotton towels of export quality. All our products have soft texture that takes care of your skin and gives you that enriched feeling you deserve. Eurospa has been exporting its bath towels to lot of renowned brands for last 10 years and is famous for its fine prints, absorbency, softness and durability. NOTE: Our product is 100% cotton, so it is susceptible to shrinkage. Product color may vary from the picture. Size may vary by ±3% WASH CARE: Wash in cold Water, Do not Iron, Do not Bleach, Flat dry, Wash before first use. SIZE- FACE TOWEL - 23 cms X 23 cms.,Specifications of Eurospa Cotton Terry Face Towel Set (20 PIECE FACE TOWEL SET, Assorted) Bath Towel Features Material Cotton Terry Design SHUVAM General Brand Eurospa GSM 360 Type Face Towel Set Model Name SHUVAM20PCFTSETASSORTED Ideal For Boys, Girls, Men, Women Model ID SHUVAM20PCFTSETASSORTED Size small Color Assorted Dimensions Weight 350 g Length 9 inch Width 9 inch In the Box Number of Contents in Sales Package 20 Sales Package 20 PIECE FACE TOWEL SET</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>[\"Home Furnishing &gt;&gt; Bed Linen &gt;&gt; Bedsheets &gt;&gt; SANTOSH ROYAL FASHION Bedsheets &gt;&gt; SANTOSH ROYAL FASHION Cotton Printed King sized ...\"]</td>\n","      <td>SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet</td>\n","      <td>Key Features of SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet Royal Bedsheet Perfact for Wedding &amp; Gifting,Specifications of SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet (1 Bedsheet,2 Pillow Cover, Multicolor) General Brand SANTOSH ROYAL FASHION Machine Washable Yes Type Flat Material Cotton Model Name Gold Design Royal Cotton Printed Wedding &amp; Gifted Double Bedsheet With 2 Pillow cover Model ID goldbedi-38 Color Multicolor Size King Fabric Care Machine Wash, Do Not Bleach Dimensions Flat Sheet Width 90 inch / 230 cm Fitted Sheet Width 228 cm Pillow Cover Width 16 inch / 43 cm Pillow Cover Length 28 inch / 72 cm Fitted Sheet Depth 280 cm Fitted Sheet Length 278 cm Flat Sheet Depth 282 cm Flat Sheet Length 110 inch / 280 cm In the Box Number of Contents in Sales Package 1 Sales Package 1 Bedsheet,2 Pillow Cover</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>[\"Home Furnishing &gt;&gt; Bed Linen &gt;&gt; Bedsheets &gt;&gt; Jaipur Print Bedsheets &gt;&gt; Jaipur Print Cotton Floral King sized Double Bed...\"]</td>\n","      <td>Jaipur Print Cotton Floral King sized Double Bedsheet</td>\n","      <td>Key Features of Jaipur Print Cotton Floral King sized Double Bedsheet 100% cotton,Jaipur Print Cotton Floral King sized Double Bedsheet (1 bed sheet 2 pillow cover, White) Price: Rs. 998 This nice bed sheet made up of 100% cotton to give you comfort. This bed sheet is hand printed. This bedsheet gives nice look to your room And its fast colour and good quality gives this bedsheet long life.,Specifications of Jaipur Print Cotton Floral King sized Double Bedsheet (1 bed sheet 2 pillow cover, White) General Machine Washable Yes Brand Jaipur Print Type Flat Model Name jaipur117 Material Cotton Thread Count 140 Model ID jaipur117 Fabric Care machinewash, do not bleach Size King Color White Warranty waranty of the product only for manufacturing defect only and product will exchange onle when it is not used and returne its origional packing Dimensions Flat Sheet Width 86 inch / 220 cm Fitted Sheet Width 0 cm Pillow Cover Width 17 inch / 45 cm Pillow Cover Length 29 inch / 75 cm Weight 900 g Fitted Sheet Depth 0 cm Fitted Sheet Length 0 cm Flat Sheet Depth 0.2 cm Flat Sheet Length 104 inch / 265 cm In the Box Number of Contents in Sales Package 1 Sales Package 1 bed sheet 2 pillow cover</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-3734ddc9-6d3b-4423-bcc1-e429e81c746c')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-3734ddc9-6d3b-4423-bcc1-e429e81c746c button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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Only Genuine Products. 30 Day Replacement Guarantee. Free Shipping. Cash On Delivery!\",\n          \"Buy Philips 9.5 W LED B22 3000K A55 IND Bulb for Rs.419 online. Philips 9.5 W LED B22 3000K A55 IND Bulb at best prices with FREE shipping & cash on delivery. Only Genuine Products. 30 Day Replacement Guarantee.\",\n          \"Lapguard Lenovo IdeaPad V470 6 Cell Laptop Battery\\r\\n                         Price: Rs. 1,799\\r\\n\\t\\t\\t\\t\\r\\n\\t\\t\\tThe product is compatible with the above mentioned model number.This Lapguard replacement battery is made from high grade cells and highest quality parts. This Lapguard brand replacement battery is 100 percent comparable to original battery in all terms including its size, appearance and most important quality. Each Lapguard laptop battery has to pass strict quality control procedures including filtration and safety testing of voltage, capacity and battery core (body). Each battery also passes necessary authentication certifications like CE, ROHS etc. Before leaving the factory, so you can be rest assured for its quality, durability and performance. Please note that all images are indicative, actual product label may vary. Battery part No./model may not be printed on label.\\r\\nThe product is compatible with the above mentioned model number.This Lapguard replacement battery is made from high grade cells and highest quality parts. This Lapguard brand replacement battery is 100 percent comparable to original battery in all terms including its size, appearance and most important quality. Each Lapguard laptop battery has to pass strict quality control procedures including filtration and safety testing of voltage, capacity and battery core (body). Each battery also passes necessary authentication certifications like CE, ROHS etc. Before leaving the factory, so you can be rest assured for its quality, durability and performance. Please note that all images are indicative, actual product label may vary. Battery part No./model may not be printed on label.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":37}],"source":["dataset.head(5)"]},{"cell_type":"code","execution_count":38,"id":"piano-scratch","metadata":{"ExecuteTime":{"end_time":"2021-05-23T16:35:48.718901Z","start_time":"2021-05-23T16:35:48.690916Z"},"id":"piano-scratch","executionInfo":{"status":"ok","timestamp":1747739964038,"user_tz":-120,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Renommage des catégories (legendes des matrices de confusion trop longues)\n","shorten={'Watches ':'Watches',\n","         'Computers ':'Computers',\n","         'Home Decor & Festive Needs ':'Decor',\n","         'Kitchen & Dining ':'Kitchen',\n","         'Home Furnishing ':'Furniture',\n","         'Beauty and Personal Care ':'Beauty',\n","         'Baby Care ':'Baby'}"]},{"cell_type":"code","execution_count":39,"id":"bronze-spanish","metadata":{"ExecuteTime":{"end_time":"2021-05-23T16:35:48.750881Z","start_time":"2021-05-23T16:35:48.721900Z"},"scrolled":true,"colab":{"base_uri":"https://localhost:8080/","height":269},"id":"bronze-spanish","executionInfo":{"status":"ok","timestamp":1747739964041,"user_tz":-120,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"2cc013c8-6427-4a89-b9fb-e91601dcbcd2"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["    category  count\n","0  Furniture    150\n","1       Baby    150\n","2    Watches    150\n","3      Decor    150\n","4    Kitchen    150\n","5     Beauty    150\n","6  Computers    150"],"text/html":["\n","  <div id=\"df-401152bf-299e-4364-8830-671c1b24d79b\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe 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\"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":39}],"source":["# extraction du premier etage de l'arbre category affichages des occurences\n","# prendre premier terme dans l'arbre de catégories\n","dataset['category']=dataset.product_category_tree.apply(lambda s : s[2:s.find('>>')])\n","cat=pd.DataFrame(dataset.category.value_counts())\n","cat.reset_index(inplace=True)\n","# remplacer les catégories (aux noms parfois un peu trop longs) par des noms plus courts\n","cat['category'] = cat['category'].replace(shorten)\n","cat"]},{"cell_type":"code","execution_count":40,"id":"atomic-diagnosis","metadata":{"ExecuteTime":{"end_time":"2021-05-23T16:35:48.782862Z","start_time":"2021-05-23T16:35:48.752880Z"},"colab":{"base_uri":"https://localhost:8080/","height":335},"id":"atomic-diagnosis","executionInfo":{"status":"ok","timestamp":1747739964044,"user_tz":-120,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"7d18cac8-a2f7-4e21-e0b6-67e46dc07c93"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["category\n","Furniture    150\n","Baby         150\n","Watches      150\n","Decor        150\n","Kitchen      150\n","Beauty       150\n","Computers    150\n","Name: count, dtype: int64"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>count</th>\n","    </tr>\n","    <tr>\n","      <th>category</th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>150</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> int64</label>"]},"metadata":{},"execution_count":40}],"source":["# Shorten category names\n","dataset['category']= dataset['category'].replace(shorten)\n","dataset.category.value_counts()"]},{"cell_type":"code","execution_count":41,"id":"brilliant-archives","metadata":{"ExecuteTime":{"end_time":"2021-05-23T16:35:48.814843Z","start_time":"2021-05-23T16:35:48.784861Z"},"colab":{"base_uri":"https://localhost:8080/","height":457},"id":"brilliant-archives","executionInfo":{"status":"ok","timestamp":1747739964048,"user_tz":-120,"elapsed":3,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"320e3288-9cd0-46ba-b786-1b00d750d56a"},"outputs":[{"output_type":"display_data","data":{"text/plain":["{'Furniture': 0,\n"," 'Baby': 1,\n"," 'Watches': 2,\n"," 'Decor': 3,\n"," 'Kitchen': 4,\n"," 'Beauty': 5,\n"," 'Computers': 6}"]},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":["cat_code\n","0    150\n","1    150\n","2    150\n","3    150\n","4    150\n","5    150\n","6    150\n","Name: count, dtype: int64"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>count</th>\n","    </tr>\n","    <tr>\n","      <th>cat_code</th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>150</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> int64</label>"]},"metadata":{},"execution_count":41}],"source":["# dictionary for ordinal encoding of category names\n","# comparison with clustering results\n","dico={cat.loc[i,'category']:i for i in cat.index}\n","dico_reverse={i:cat.loc[i,'category'] for i in cat.index}\n","display(dico)\n","\n","# assignment to cat_code column\n","dataset['cat_code']=dataset.category.map(dico)\n","dataset.cat_code.value_counts()"]},{"cell_type":"code","execution_count":42,"id":"administrative-consistency","metadata":{"ExecuteTime":{"end_time":"2021-05-23T16:35:48.845826Z","start_time":"2021-05-23T16:35:48.816842Z"},"colab":{"base_uri":"https://localhost:8080/","height":484},"id":"administrative-consistency","executionInfo":{"status":"ok","timestamp":1747739964198,"user_tz":-120,"elapsed":5,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"22fdcc54-b4ad-49b4-cf8a-9edd6a4818ea"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["                                                                                                                       product_category_tree  \\\n","0                           [\"Home Furnishing >> Curtains & Accessories >> Curtains >> Elegance Polyester Multicolor Abstract Eyelet Do...\"]   \n","1  [\"Baby Care >> Baby Bath & Skin >> Baby Bath Towels >> Sathiyas Baby Bath Towels >> Sathiyas Cotton Bath Towel (3 Bath Towel, Red, Y...\"]   \n","2   [\"Baby Care >> Baby Bath & Skin >> Baby Bath Towels >> Eurospa Baby Bath Towels >> Eurospa Cotton Terry Face Towel Set (20 PIECE FA...\"]   \n","3    [\"Home Furnishing >> Bed Linen >> Bedsheets >> SANTOSH ROYAL FASHION Bedsheets >> SANTOSH ROYAL FASHION Cotton Printed King sized ...\"]   \n","4             [\"Home Furnishing >> Bed Linen >> Bedsheets >> Jaipur Print Bedsheets >> Jaipur Print Cotton Floral King sized Double Bed...\"]   \n","\n","                                                      product_name  \\\n","0       Elegance Polyester Multicolor Abstract Eyelet Door Curtain   \n","1                                       Sathiyas Cotton Bath Towel   \n","2                              Eurospa Cotton Terry Face Towel Set   \n","3  SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet   \n","4            Jaipur Print Cotton Floral King sized Double Bedsheet   \n","\n","                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    description  \\\n","0  Key Features of Elegance Polyester Multicolor Abstract Eyelet Door Curtain Floral Curtain,Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) Price: Rs. 899 This curtain enhances the look of the interiors.This curtain is made from 100% high quality polyester fabric.It features an eyelet style stitch with Metal Ring.It makes the room environment romantic and loving.This curtain is ant- wrinkle and anti shrinkage and have elegant apparance.Give your home a bright and modernistic appeal with these designs. The surreal attention is sure to steal hearts. These contemporary eyelet and valance curtains slide smoothly so when you draw them apart first thing in the morning to welcome the bright sun rays you want to wish good morning to the whole world and when you draw them close in the evening, you create the most special moments of joyous beauty given by the soothing prints. Bring home the elegant curtain that softly filters light in your room so that you get the right amount of sunlight.,Specifications of Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) General Brand Elegance Designed For Door Type Eyelet Model Name Abstract Polyester Door Curtain Set Of 2 Model ID Duster25 Color Multicolor Dimensions Length 213 cm In the Box Number of Contents in Sales Package Pack of 2 Sales Package 2 Curtains Body & Design Material Polyester   \n","1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Specifications of Sathiyas Cotton Bath Towel (3 Bath Towel, Red, Yellow, Blue) Bath Towel Features Machine Washable Yes Material Cotton Design Self Design General Brand Sathiyas Type Bath Towel GSM 500 Model Name Sathiyas cotton bath towel Ideal For Men, Women, Boys, Girls Model ID asvtwl322 Color Red, Yellow, Blue Size Mediam Dimensions Length 30 inch Width 60 inch In the Box Number of Contents in Sales Package 3 Sales Package 3 Bath Towel   \n","2                                                                                                                                                                   Key Features of Eurospa Cotton Terry Face Towel Set Size: small Height: 9 inch GSM: 360,Eurospa Cotton Terry Face Towel Set (20 PIECE FACE TOWEL SET, Assorted) Price: Rs. 299 Eurospa brings to you an exclusively designed, 100% soft cotton towels of export quality. All our products have soft texture that takes care of your skin and gives you that enriched feeling you deserve. Eurospa has been exporting its bath towels to lot of renowned brands for last 10 years and is famous for its fine prints, absorbency, softness and durability. NOTE: Our product is 100% cotton, so it is susceptible to shrinkage. Product color may vary from the picture. Size may vary by ±3% WASH CARE: Wash in cold Water, Do not Iron, Do not Bleach, Flat dry, Wash before first use. SIZE- FACE TOWEL - 23 cms X 23 cms.,Specifications of Eurospa Cotton Terry Face Towel Set (20 PIECE FACE TOWEL SET, Assorted) Bath Towel Features Material Cotton Terry Design SHUVAM General Brand Eurospa GSM 360 Type Face Towel Set Model Name SHUVAM20PCFTSETASSORTED Ideal For Boys, Girls, Men, Women Model ID SHUVAM20PCFTSETASSORTED Size small Color Assorted Dimensions Weight 350 g Length 9 inch Width 9 inch In the Box Number of Contents in Sales Package 20 Sales Package 20 PIECE FACE TOWEL SET   \n","3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Key Features of SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet Royal Bedsheet Perfact for Wedding & Gifting,Specifications of SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet (1 Bedsheet,2 Pillow Cover, Multicolor) General Brand SANTOSH ROYAL FASHION Machine Washable Yes Type Flat Material Cotton Model Name Gold Design Royal Cotton Printed Wedding & Gifted Double Bedsheet With 2 Pillow cover Model ID goldbedi-38 Color Multicolor Size King Fabric Care Machine Wash, Do Not Bleach Dimensions Flat Sheet Width 90 inch / 230 cm Fitted Sheet Width 228 cm Pillow Cover Width 16 inch / 43 cm Pillow Cover Length 28 inch / 72 cm Fitted Sheet Depth 280 cm Fitted Sheet Length 278 cm Flat Sheet Depth 282 cm Flat Sheet Length 110 inch / 280 cm In the Box Number of Contents in Sales Package 1 Sales Package 1 Bedsheet,2 Pillow Cover   \n","4                                                                                                                                                                                                                                 Key Features of Jaipur Print Cotton Floral King sized Double Bedsheet 100% cotton,Jaipur Print Cotton Floral King sized Double Bedsheet (1 bed sheet 2 pillow cover, White) Price: Rs. 998 This nice bed sheet made up of 100% cotton to give you comfort. This bed sheet is hand printed. This bedsheet gives nice look to your room And its fast colour and good quality gives this bedsheet long life.,Specifications of Jaipur Print Cotton Floral King sized Double Bedsheet (1 bed sheet 2 pillow cover, White) General Machine Washable Yes Brand Jaipur Print Type Flat Model Name jaipur117 Material Cotton Thread Count 140 Model ID jaipur117 Fabric Care machinewash, do not bleach Size King Color White Warranty waranty of the product only for manufacturing defect only and product will exchange onle when it is not used and returne its origional packing Dimensions Flat Sheet Width 86 inch / 220 cm Fitted Sheet Width 0 cm Pillow Cover Width 17 inch / 45 cm Pillow Cover Length 29 inch / 75 cm Weight 900 g Fitted Sheet Depth 0 cm Fitted Sheet Length 0 cm Flat Sheet Depth 0.2 cm Flat Sheet Length 104 inch / 265 cm In the Box Number of Contents in Sales Package 1 Sales Package 1 bed sheet 2 pillow cover   \n","\n","    category  cat_code  \n","0  Furniture         0  \n","1       Baby         1  \n","2       Baby         1  \n","3  Furniture         0  \n","4  Furniture         0  "],"text/html":["\n","  <div id=\"df-7e43b94e-7e4c-4b41-b8b0-8f99ce0891f5\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>product_category_tree</th>\n","      <th>product_name</th>\n","      <th>description</th>\n","      <th>category</th>\n","      <th>cat_code</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>[\"Home Furnishing &gt;&gt; Curtains &amp; Accessories &gt;&gt; Curtains &gt;&gt; Elegance Polyester Multicolor Abstract Eyelet Do...\"]</td>\n","      <td>Elegance Polyester Multicolor Abstract Eyelet Door Curtain</td>\n","      <td>Key Features of Elegance Polyester Multicolor Abstract Eyelet Door Curtain Floral Curtain,Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) Price: Rs. 899 This curtain enhances the look of the interiors.This curtain is made from 100% high quality polyester fabric.It features an eyelet style stitch with Metal Ring.It makes the room environment romantic and loving.This curtain is ant- wrinkle and anti shrinkage and have elegant apparance.Give your home a bright and modernistic appeal with these designs. The surreal attention is sure to steal hearts. These contemporary eyelet and valance curtains slide smoothly so when you draw them apart first thing in the morning to welcome the bright sun rays you want to wish good morning to the whole world and when you draw them close in the evening, you create the most special moments of joyous beauty given by the soothing prints. Bring home the elegant curtain that softly filters light in your room so that you get the right amount of sunlight.,Specifications of Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) General Brand Elegance Designed For Door Type Eyelet Model Name Abstract Polyester Door Curtain Set Of 2 Model ID Duster25 Color Multicolor Dimensions Length 213 cm In the Box Number of Contents in Sales Package Pack of 2 Sales Package 2 Curtains Body &amp; Design Material Polyester</td>\n","      <td>Furniture</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>[\"Baby Care &gt;&gt; Baby Bath &amp; Skin &gt;&gt; Baby Bath Towels &gt;&gt; Sathiyas Baby Bath Towels &gt;&gt; Sathiyas Cotton Bath Towel (3 Bath Towel, Red, Y...\"]</td>\n","      <td>Sathiyas Cotton Bath Towel</td>\n","      <td>Specifications of Sathiyas Cotton Bath Towel (3 Bath Towel, Red, Yellow, Blue) Bath Towel Features Machine Washable Yes Material Cotton Design Self Design General Brand Sathiyas Type Bath Towel GSM 500 Model Name Sathiyas cotton bath towel Ideal For Men, Women, Boys, Girls Model ID asvtwl322 Color Red, Yellow, Blue Size Mediam Dimensions Length 30 inch Width 60 inch In the Box Number of Contents in Sales Package 3 Sales Package 3 Bath Towel</td>\n","      <td>Baby</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>[\"Baby Care &gt;&gt; Baby Bath &amp; Skin &gt;&gt; Baby Bath Towels &gt;&gt; Eurospa Baby Bath Towels &gt;&gt; Eurospa Cotton Terry Face Towel Set (20 PIECE FA...\"]</td>\n","      <td>Eurospa Cotton Terry Face Towel Set</td>\n","      <td>Key Features of Eurospa Cotton Terry Face Towel Set Size: small Height: 9 inch GSM: 360,Eurospa Cotton Terry Face Towel Set (20 PIECE FACE TOWEL SET, Assorted) Price: Rs. 299 Eurospa brings to you an exclusively designed, 100% soft cotton towels of export quality. All our products have soft texture that takes care of your skin and gives you that enriched feeling you deserve. Eurospa has been exporting its bath towels to lot of renowned brands for last 10 years and is famous for its fine prints, absorbency, softness and durability. NOTE: Our product is 100% cotton, so it is susceptible to shrinkage. Product color may vary from the picture. Size may vary by ±3% WASH CARE: Wash in cold Water, Do not Iron, Do not Bleach, Flat dry, Wash before first use. SIZE- FACE TOWEL - 23 cms X 23 cms.,Specifications of Eurospa Cotton Terry Face Towel Set (20 PIECE FACE TOWEL SET, Assorted) Bath Towel Features Material Cotton Terry Design SHUVAM General Brand Eurospa GSM 360 Type Face Towel Set Model Name SHUVAM20PCFTSETASSORTED Ideal For Boys, Girls, Men, Women Model ID SHUVAM20PCFTSETASSORTED Size small Color Assorted Dimensions Weight 350 g Length 9 inch Width 9 inch In the Box Number of Contents in Sales Package 20 Sales Package 20 PIECE FACE TOWEL SET</td>\n","      <td>Baby</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>[\"Home Furnishing &gt;&gt; Bed Linen &gt;&gt; Bedsheets &gt;&gt; SANTOSH ROYAL FASHION Bedsheets &gt;&gt; SANTOSH ROYAL FASHION Cotton Printed King sized ...\"]</td>\n","      <td>SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet</td>\n","      <td>Key Features of SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet Royal Bedsheet Perfact for Wedding &amp; Gifting,Specifications of SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet (1 Bedsheet,2 Pillow Cover, Multicolor) General Brand SANTOSH ROYAL FASHION Machine Washable Yes Type Flat Material Cotton Model Name Gold Design Royal Cotton Printed Wedding &amp; Gifted Double Bedsheet With 2 Pillow cover Model ID goldbedi-38 Color Multicolor Size King Fabric Care Machine Wash, Do Not Bleach Dimensions Flat Sheet Width 90 inch / 230 cm Fitted Sheet Width 228 cm Pillow Cover Width 16 inch / 43 cm Pillow Cover Length 28 inch / 72 cm Fitted Sheet Depth 280 cm Fitted Sheet Length 278 cm Flat Sheet Depth 282 cm Flat Sheet Length 110 inch / 280 cm In the Box Number of Contents in Sales Package 1 Sales Package 1 Bedsheet,2 Pillow Cover</td>\n","      <td>Furniture</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>[\"Home Furnishing &gt;&gt; Bed Linen &gt;&gt; Bedsheets &gt;&gt; Jaipur Print Bedsheets &gt;&gt; Jaipur Print Cotton Floral King sized Double Bed...\"]</td>\n","      <td>Jaipur Print Cotton Floral King sized Double Bedsheet</td>\n","      <td>Key Features of Jaipur Print Cotton Floral King sized Double Bedsheet 100% cotton,Jaipur Print Cotton Floral King sized Double Bedsheet (1 bed sheet 2 pillow cover, White) Price: Rs. 998 This nice bed sheet made up of 100% cotton to give you comfort. This bed sheet is hand printed. This bedsheet gives nice look to your room And its fast colour and good quality gives this bedsheet long life.,Specifications of Jaipur Print Cotton Floral King sized Double Bedsheet (1 bed sheet 2 pillow cover, White) General Machine Washable Yes Brand Jaipur Print Type Flat Model Name jaipur117 Material Cotton Thread Count 140 Model ID jaipur117 Fabric Care machinewash, do not bleach Size King Color White Warranty waranty of the product only for manufacturing defect only and product will exchange onle when it is not used and returne its origional packing Dimensions Flat Sheet Width 86 inch / 220 cm Fitted Sheet Width 0 cm Pillow Cover Width 17 inch / 45 cm Pillow Cover Length 29 inch / 75 cm Weight 900 g Fitted Sheet Depth 0 cm Fitted Sheet Length 0 cm Flat Sheet Depth 0.2 cm Flat Sheet Length 104 inch / 265 cm In the Box Number of Contents in Sales Package 1 Sales Package 1 bed sheet 2 pillow cover</td>\n","      <td>Furniture</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-7e43b94e-7e4c-4b41-b8b0-8f99ce0891f5')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-7e43b94e-7e4c-4b41-b8b0-8f99ce0891f5 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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Only Genuine Products. 30 Day Replacement Guarantee. Free Shipping. Cash On Delivery!\",\n          \"Buy Philips 9.5 W LED B22 3000K A55 IND Bulb for Rs.419 online. Philips 9.5 W LED B22 3000K A55 IND Bulb at best prices with FREE shipping & cash on delivery. Only Genuine Products. 30 Day Replacement Guarantee.\",\n          \"Lapguard Lenovo IdeaPad V470 6 Cell Laptop Battery\\r\\n                         Price: Rs. 1,799\\r\\n\\t\\t\\t\\t\\r\\n\\t\\t\\tThe product is compatible with the above mentioned model number.This Lapguard replacement battery is made from high grade cells and highest quality parts. This Lapguard brand replacement battery is 100 percent comparable to original battery in all terms including its size, appearance and most important quality. Each Lapguard laptop battery has to pass strict quality control procedures including filtration and safety testing of voltage, capacity and battery core (body). Each battery also passes necessary authentication certifications like CE, ROHS etc. Before leaving the factory, so you can be rest assured for its quality, durability and performance. Please note that all images are indicative, actual product label may vary. Battery part No./model may not be printed on label.\\r\\nThe product is compatible with the above mentioned model number.This Lapguard replacement battery is made from high grade cells and highest quality parts. This Lapguard brand replacement battery is 100 percent comparable to original battery in all terms including its size, appearance and most important quality. Each Lapguard laptop battery has to pass strict quality control procedures including filtration and safety testing of voltage, capacity and battery core (body). Each battery also passes necessary authentication certifications like CE, ROHS etc. Before leaving the factory, so you can be rest assured for its quality, durability and performance. Please note that all images are indicative, actual product label may vary. Battery part No./model may not be printed on label.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"category\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 7,\n        \"samples\": [\n          \"Furniture\",\n          \"Baby\",\n          \"Beauty\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cat_code\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2,\n        \"min\": 0,\n        \"max\": 6,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          0,\n          1,\n          5\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":42}],"source":["dataset.head(5)"]},{"cell_type":"code","execution_count":43,"id":"inside-option","metadata":{"ExecuteTime":{"end_time":"2021-05-23T16:35:48.875810Z","start_time":"2021-05-23T16:35:48.847826Z"},"colab":{"base_uri":"https://localhost:8080/","height":182},"id":"inside-option","executionInfo":{"status":"ok","timestamp":1747739964203,"user_tz":-120,"elapsed":4,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"0614d8df-a428-41f1-c1e9-951336e22faa"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["    category  cat_code  \\\n","0  Furniture         0   \n","1       Baby         1   \n","\n","                                                 product_name  \\\n","0  Elegance Polyester Multicolor Abstract Eyelet Door Curtain   \n","1                                  Sathiyas Cotton Bath Towel   \n","\n","                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    description  \n","0  Key Features of Elegance Polyester Multicolor Abstract Eyelet Door Curtain Floral Curtain,Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) Price: Rs. 899 This curtain enhances the look of the interiors.This curtain is made from 100% high quality polyester fabric.It features an eyelet style stitch with Metal Ring.It makes the room environment romantic and loving.This curtain is ant- wrinkle and anti shrinkage and have elegant apparance.Give your home a bright and modernistic appeal with these designs. The surreal attention is sure to steal hearts. These contemporary eyelet and valance curtains slide smoothly so when you draw them apart first thing in the morning to welcome the bright sun rays you want to wish good morning to the whole world and when you draw them close in the evening, you create the most special moments of joyous beauty given by the soothing prints. Bring home the elegant curtain that softly filters light in your room so that you get the right amount of sunlight.,Specifications of Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) General Brand Elegance Designed For Door Type Eyelet Model Name Abstract Polyester Door Curtain Set Of 2 Model ID Duster25 Color Multicolor Dimensions Length 213 cm In the Box Number of Contents in Sales Package Pack of 2 Sales Package 2 Curtains Body & Design Material Polyester  \n","1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Specifications of Sathiyas Cotton Bath Towel (3 Bath Towel, Red, Yellow, Blue) Bath Towel Features Machine Washable Yes Material Cotton Design Self Design General Brand Sathiyas Type Bath Towel GSM 500 Model Name Sathiyas cotton bath towel Ideal For Men, Women, Boys, Girls Model ID asvtwl322 Color Red, Yellow, Blue Size Mediam Dimensions Length 30 inch Width 60 inch In the Box Number of Contents in Sales Package 3 Sales Package 3 Bath Towel  "],"text/html":["\n","  <div id=\"df-8f33aeb9-983e-4ef3-9270-3b3cd6febfd8\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>category</th>\n","      <th>cat_code</th>\n","      <th>product_name</th>\n","      <th>description</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Furniture</td>\n","      <td>0</td>\n","      <td>Elegance Polyester Multicolor Abstract Eyelet Door Curtain</td>\n","      <td>Key Features of Elegance Polyester Multicolor Abstract Eyelet Door Curtain Floral Curtain,Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) Price: Rs. 899 This curtain enhances the look of the interiors.This curtain is made from 100% high quality polyester fabric.It features an eyelet style stitch with Metal Ring.It makes the room environment romantic and loving.This curtain is ant- wrinkle and anti shrinkage and have elegant apparance.Give your home a bright and modernistic appeal with these designs. The surreal attention is sure to steal hearts. These contemporary eyelet and valance curtains slide smoothly so when you draw them apart first thing in the morning to welcome the bright sun rays you want to wish good morning to the whole world and when you draw them close in the evening, you create the most special moments of joyous beauty given by the soothing prints. Bring home the elegant curtain that softly filters light in your room so that you get the right amount of sunlight.,Specifications of Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) General Brand Elegance Designed For Door Type Eyelet Model Name Abstract Polyester Door Curtain Set Of 2 Model ID Duster25 Color Multicolor Dimensions Length 213 cm In the Box Number of Contents in Sales Package Pack of 2 Sales Package 2 Curtains Body &amp; Design Material Polyester</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Baby</td>\n","      <td>1</td>\n","      <td>Sathiyas Cotton Bath Towel</td>\n","      <td>Specifications of Sathiyas Cotton Bath Towel (3 Bath Towel, Red, Yellow, Blue) Bath Towel Features Machine Washable Yes Material Cotton Design Self Design General Brand Sathiyas Type Bath Towel GSM 500 Model Name Sathiyas cotton bath towel Ideal For Men, Women, Boys, Girls Model ID asvtwl322 Color Red, Yellow, Blue Size Mediam Dimensions Length 30 inch Width 60 inch In the Box Number of Contents in Sales Package 3 Sales Package 3 Bath Towel</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-8f33aeb9-983e-4ef3-9270-3b3cd6febfd8')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-8f33aeb9-983e-4ef3-9270-3b3cd6febfd8 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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Only Genuine Products. 30 Day Replacement Guarantee. Free Shipping. Cash On Delivery!\",\n          \"Buy Philips 9.5 W LED B22 3000K A55 IND Bulb for Rs.419 online. Philips 9.5 W LED B22 3000K A55 IND Bulb at best prices with FREE shipping & cash on delivery. Only Genuine Products. 30 Day Replacement Guarantee.\",\n          \"Lapguard Lenovo IdeaPad V470 6 Cell Laptop Battery\\r\\n                         Price: Rs. 1,799\\r\\n\\t\\t\\t\\t\\r\\n\\t\\t\\tThe product is compatible with the above mentioned model number.This Lapguard replacement battery is made from high grade cells and highest quality parts. This Lapguard brand replacement battery is 100 percent comparable to original battery in all terms including its size, appearance and most important quality. Each Lapguard laptop battery has to pass strict quality control procedures including filtration and safety testing of voltage, capacity and battery core (body). 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Battery part No./model may not be printed on label.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":43}],"source":["data=dataset[['category','cat_code','product_name','description']].copy()\n","data.head(2)"]},{"cell_type":"code","execution_count":44,"id":"frequent-borough","metadata":{"ExecuteTime":{"end_time":"2021-05-23T16:35:49.176636Z","start_time":"2021-05-23T16:35:48.877809Z"},"scrolled":true,"colab":{"base_uri":"https://localhost:8080/","height":978},"id":"frequent-borough","executionInfo":{"status":"ok","timestamp":1747739964553,"user_tz":-120,"elapsed":314,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"7b1e7720-5a3a-49e2-e319-31d549b909bf"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["<Axes: >"]},"metadata":{},"execution_count":44},{"output_type":"display_data","data":{"text/plain":["<Figure size 2500x1000 with 2 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4)"]},"metadata":{},"execution_count":45}],"source":["data=dataset[['category','cat_code','product_name','description']].copy()\n","\n","data.shape"]},{"cell_type":"code","execution_count":46,"id":"unlimited-lighter","metadata":{"ExecuteTime":{"end_time":"2021-05-23T16:35:49.224608Z","start_time":"2021-05-23T16:35:49.194628Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"unlimited-lighter","executionInfo":{"status":"ok","timestamp":1747739964572,"user_tz":-120,"elapsed":8,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"be655f5f-a1b1-40fe-d8b6-3ee0ae233e7b"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['FlipKart_NLP.pkl']"]},"metadata":{},"execution_count":46}],"source":["import joblib\n","joblib.dump(data,'FlipKart_NLP.pkl')"]},{"cell_type":"markdown","id":"composed-score","metadata":{"id":"composed-score"},"source":["# 2) Counting words"]},{"cell_type":"code","execution_count":47,"id":"stopped-liver","metadata":{"ExecuteTime":{"end_time":"2021-05-23T16:35:49.240600Z","start_time":"2021-05-23T16:35:49.226608Z"},"id":"stopped-liver","executionInfo":{"status":"ok","timestamp":1747739964889,"user_tz":-120,"elapsed":14,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["def text_stats(serie):\n","    results=pd.DataFrame()\n","    results['word_count'] = serie.apply(lambda x: len(str(x).split(\" \")))\n","    results['char_count'] = serie.apply(lambda x: sum(len(word) for word in str(x).split(\" \")))\n","    results['sentence_count'] = serie.apply(lambda x: len(str(x).split(\".\")))\n","    results['avg_word_length'] = results['char_count'] / results['word_count']\n","    results['avg_sentence_lenght'] = results['word_count'] / results['sentence_count']\n","\n","    return results"]},{"cell_type":"code","execution_count":48,"id":"stainless-stylus","metadata":{"ExecuteTime":{"end_time":"2021-05-23T16:35:49.272580Z","start_time":"2021-05-23T16:35:49.242598Z"},"colab":{"base_uri":"https://localhost:8080/","height":424},"id":"stainless-stylus","executionInfo":{"status":"ok","timestamp":1747739965240,"user_tz":-120,"elapsed":131,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"46191ab7-2648-4d9b-b2d1-6061f9cbd047"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["      word_count  char_count  sentence_count  avg_word_length  \\\n","0              7          52               1         7.428571   \n","1              4          23               1         5.750000   \n","2              6          30               1         5.000000   \n","3              9          55               1         6.111111   \n","4              8          46               1         5.750000   \n","...          ...         ...             ...              ...   \n","1045           7          40               1         5.714286   \n","1046           5          34               1         6.800000   \n","1047           8          58               1         7.250000   \n","1048           5          35               1         7.000000   \n","1049           4          25               1         6.250000   \n","\n","      avg_sentence_lenght  \n","0                     7.0  \n","1                     4.0  \n","2                     6.0  \n","3                     9.0  \n","4                     8.0  \n","...                   ...  \n","1045                  7.0  \n","1046                  5.0  \n","1047                  8.0  \n","1048                  5.0  \n","1049                  4.0  \n","\n","[1050 rows x 5 columns]"],"text/html":["\n","  <div id=\"df-f66fba78-128e-4b0a-ae75-fccf98d6a4aa\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        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\"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sentence_count\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 370.7056498039018,\n        \"min\": 0.35966705239525015,\n        \"max\": 1050.0,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          1.099047619047619,\n          5.0,\n          0.35966705239525015\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_word_length\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 369.3100369390797,\n        \"min\": 1.2753486512554195,\n        \"max\": 1050.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          5.271459028052228,\n          5.142857142857143,\n          1050.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"avg_sentence_lenght\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 368.4717398435283,\n        \"min\": 1.6666666666666667,\n        \"max\": 1050.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          7.166095238095238,\n          7.0,\n          1050.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":49}],"source":["stats_product_name.describe()"]},{"cell_type":"markdown","id":"legitimate-creek","metadata":{"id":"legitimate-creek"},"source":["# 3) var 'PRODUCT_NAME'"]},{"cell_type":"markdown","id":"ranking-pathology","metadata":{"id":"ranking-pathology"},"source":["## Preprocess"]},{"cell_type":"code","execution_count":155,"id":"confirmed-apartment","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:29.496676Z","start_time":"2021-05-24T06:38:29.485702Z"},"colab":{"base_uri":"https://localhost:8080/","height":398},"id":"confirmed-apartment","executionInfo":{"status":"ok","timestamp":1747741552357,"user_tz":-120,"elapsed":15,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"983fee18-e778-49a9-b308-7c8d0fb4ec36"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["0          Elegance Polyester Multicolor Abstract Eyelet Door Curtain\n","1                                          Sathiyas Cotton Bath Towel\n","2                                 Eurospa Cotton Terry Face Towel Set\n","3     SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet\n","4               Jaipur Print Cotton Floral King sized Double Bedsheet\n","5                  Maserati Time R8851116001 Analog Watch  - For Boys\n","6                 Camerii WM64 Elegance Analog Watch  - For Men, Boys\n","7                   T STAR UFT-TSW-005-BK-BR Analog Watch  - For Boys\n","8                   Alfajr WY16B Youth Digital Watch  - For Men, Boys\n","9    TAG Heuer CAU1116.BA0858 Formula 1 Analog Watch  - For Boys, Men\n","Name: product_name, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>product_name</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Elegance Polyester Multicolor Abstract Eyelet Door Curtain</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Sathiyas Cotton Bath Towel</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Eurospa Cotton Terry Face Towel Set</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Jaipur Print Cotton Floral King sized Double Bedsheet</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>Maserati Time R8851116001 Analog Watch  - For Boys</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>Camerii WM64 Elegance Analog Watch  - For Men, Boys</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>T STAR UFT-TSW-005-BK-BR Analog Watch  - For Boys</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>Alfajr WY16B Youth Digital Watch  - For Men, Boys</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>TAG Heuer CAU1116.BA0858 Formula 1 Analog Watch  - For Boys, Men</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{},"execution_count":155}],"source":["pd.set_option('display.max_colwidth', None)\n","data.product_name.head(10)"]},{"cell_type":"code","execution_count":156,"id":"cheap-postage","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:29.512681Z","start_time":"2021-05-24T06:38:29.497676Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"cheap-postage","executionInfo":{"status":"ok","timestamp":1747741552807,"user_tz":-120,"elapsed":196,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"8df6f64e-76e5-478c-aab3-8756af960f94"},"outputs":[{"output_type":"stream","name":"stderr","text":["[nltk_data] Downloading package punkt_tab to /root/nltk_data...\n","[nltk_data]   Package punkt_tab is already up-to-date!\n"]},{"output_type":"execute_result","data":{"text/plain":["['TAG',\n"," 'Heuer',\n"," 'CAU1116.BA0858',\n"," 'Formula',\n"," '1',\n"," 'Analog',\n"," 'Watch',\n"," '-',\n"," 'For',\n"," 'Boys',\n"," ',',\n"," 'Men']"]},"metadata":{},"execution_count":156}],"source":["import nltk, re, pprint\n","from nltk import word_tokenize\n","nltk.download('punkt_tab')\n","\n","tokenized=word_tokenize(data.loc[9,'product_name'])\n","tokenized"]},{"cell_type":"code","execution_count":157,"id":"upset-swiss","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:29.528658Z","start_time":"2021-05-24T06:38:29.514665Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"upset-swiss","executionInfo":{"status":"ok","timestamp":1747741552814,"user_tz":-120,"elapsed":6,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"c921a5db-4d54-4370-ae38-6a7a0ea67217"},"outputs":[{"output_type":"stream","name":"stdout","text":[" Punctuation list : !\"#$%&'()*+,-./:;<=>?@[\\]^_`{|}~\n"]},{"output_type":"execute_result","data":{"text/plain":["['TAG',\n"," 'Heuer',\n"," 'CAU1116.BA0858',\n"," 'Formula',\n"," '1',\n"," 'Analog',\n"," 'Watch',\n"," 'For',\n"," 'Boys',\n"," 'Men']"]},"metadata":{},"execution_count":157}],"source":["import string\n","print(f' Punctuation list : {string.punctuation}')\n","no_punct=[w for w in tokenized if w not in string.punctuation]\n","no_punct"]},{"cell_type":"code","execution_count":158,"id":"satisfied-ceramic","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:29.543659Z","start_time":"2021-05-24T06:38:29.530671Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"satisfied-ceramic","executionInfo":{"status":"ok","timestamp":1747741552898,"user_tz":-120,"elapsed":4,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"6f7fd88b-27ba-4124-c2ce-ef0bd06dab31"},"outputs":[{"output_type":"stream","name":"stdout","text":[" Punctuation list : ['a', 'about', 'above', 'after', 'again', 'against', 'ain', 'all', 'am', 'an', 'and', 'any', 'are', 'aren', \"aren't\", 'as', 'at', 'be', 'because', 'been', 'before', 'being', 'below', 'between', 'both', 'but', 'by', 'can', 'couldn', \"couldn't\", 'd', 'did', 'didn', \"didn't\", 'do', 'does', 'doesn', \"doesn't\", 'doing', 'don', \"don't\", 'down', 'during', 'each', 'few', 'for', 'from', 'further', 'had', 'hadn', \"hadn't\", 'has', 'hasn', \"hasn't\", 'have', 'haven', \"haven't\", 'having', 'he', \"he'd\", \"he'll\", 'her', 'here', 'hers', 'herself', \"he's\", 'him', 'himself', 'his', 'how', 'i', \"i'd\", 'if', \"i'll\", \"i'm\", 'in', 'into', 'is', 'isn', \"isn't\", 'it', \"it'd\", \"it'll\", \"it's\", 'its', 'itself', \"i've\", 'just', 'll', 'm', 'ma', 'me', 'mightn', \"mightn't\", 'more', 'most', 'mustn', \"mustn't\", 'my', 'myself', 'needn', \"needn't\", 'no', 'nor', 'not', 'now', 'o', 'of', 'off', 'on', 'once', 'only', 'or', 'other', 'our', 'ours', 'ourselves', 'out', 'over', 'own', 're', 's', 'same', 'shan', \"shan't\", 'she', \"she'd\", \"she'll\", \"she's\", 'should', 'shouldn', \"shouldn't\", \"should've\", 'so', 'some', 'such', 't', 'than', 'that', \"that'll\", 'the', 'their', 'theirs', 'them', 'themselves', 'then', 'there', 'these', 'they', \"they'd\", \"they'll\", \"they're\", \"they've\", 'this', 'those', 'through', 'to', 'too', 'under', 'until', 'up', 've', 'very', 'was', 'wasn', \"wasn't\", 'we', \"we'd\", \"we'll\", \"we're\", 'were', 'weren', \"weren't\", \"we've\", 'what', 'when', 'where', 'which', 'while', 'who', 'whom', 'why', 'will', 'with', 'won', \"won't\", 'wouldn', \"wouldn't\", 'y', 'you', \"you'd\", \"you'll\", 'your', \"you're\", 'yours', 'yourself', 'yourselves', \"you've\"]\n"]},{"output_type":"stream","name":"stderr","text":["[nltk_data] Downloading package stopwords to /root/nltk_data...\n","[nltk_data]   Package stopwords is already up-to-date!\n"]},{"output_type":"execute_result","data":{"text/plain":["['TAG',\n"," 'Heuer',\n"," 'CAU1116.BA0858',\n"," 'Formula',\n"," '1',\n"," 'Analog',\n"," 'Watch',\n"," 'For',\n"," 'Boys',\n"," 'Men']"]},"metadata":{},"execution_count":158}],"source":["from nltk.corpus import stopwords\n","nltk.download('stopwords')\n","print(f\" Punctuation list : {stopwords.words('english')}\")\n","wo_stop= [w for w in no_punct if w not in stopwords.words('english')]\n","wo_stop"]},{"cell_type":"code","execution_count":159,"id":"short-torture","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:29.559654Z","start_time":"2021-05-24T06:38:29.545649Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"short-torture","executionInfo":{"status":"ok","timestamp":1747741552987,"user_tz":-120,"elapsed":4,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"041d1100-c58f-4721-ab6b-3382e03a9d8f"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['tokenized', 'toto']"]},"metadata":{},"execution_count":159}],"source":["# example\n","[''.join([char for char in word if char not in string.punctuation+'0123456789 ' ]) for word in [' -''toke3nized','t?o33to']]"]},{"cell_type":"code","execution_count":160,"id":"bright-contact","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:34.963842Z","start_time":"2021-05-24T06:38:29.560653Z"},"id":"bright-contact","executionInfo":{"status":"ok","timestamp":1747741553020,"user_tz":-120,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["from nltk.stem.porter import PorterStemmer\n","import nltk\n","import re\n","import pprint\n","from nltk import word_tokenize\n","\n","\n","import string\n","from nltk.corpus import stopwords\n","\n","# stemming (reducing words to their base to avoid plurals, conjugations, etc.)\n","from nltk import SnowballStemmer\n","snowball = SnowballStemmer(language='english')\n","\n","porter = PorterStemmer()\n","\n","\n","# lower + no punctuation + tokenize + no stop_words\n","def preprocess0(text):\n","    text = text.lower()\n","    no_punct = ''.join(\n","        [char for char in text if char not in string.punctuation+'0123456789'])\n","    tokenized = word_tokenize(no_punct)\n","    wo_stop = [w for w in tokenized if w not in stopwords.words('english')]\n","    return ' '.join(list(set(wo_stop)))\n","\n","\n","# lower + no puctuation + tokenize + no stop_words + stemming\n","def preprocess1(text, detailed=False):\n","\n","    ltext = text.lower()\n","    no_punct = ''.join(\n","        [char for char in ltext if char not in string.punctuation+'0123456789'])\n","    tokenized = word_tokenize(no_punct)\n","    wo_stop = [w for w in tokenized if w not in stopwords.words('english')]\n","    stemmed = [snowball.stem(w) for w in wo_stop]\n","\n","    if detailed:\n","      print('Original text:')\n","      print(text)\n","      print('\\nLowered text:')\n","      print(ltext)\n","      print('\\nNo punctuation:')\n","      print(no_punct)\n","      print('\\nTokenized:')\n","      print(tokenized)\n","      print('\\nNo stop words:')\n","      print(' '.join(wo_stop))\n","      print('\\nStemmed:')\n","      print(' '.join(stemmed))\n","\n","    return ' '.join(list(set(stemmed)))\n","\n","\n","# lower + tokenize + no stop_words + stemming + no punct\n","def preprocess2(text, detailed=False):\n","    text = text.lower()\n","    tokenized = word_tokenize(text)\n","    wo_stop = [word for word in tokenized if word not in stopwords.words('english')]\n","    stemmed = [snowball.stem(word) for word in wo_stop]\n","    no_punct = [''.join([char for char in word if char not in string.punctuation+'0123456789 ' ]) for word in stemmed]\n","    return ' '.join(list(set(no_punct)))"]},{"cell_type":"markdown","source":["Comparing different preprocess functions"],"metadata":{"id":"Abuc7Y9bwpr-"},"id":"Abuc7Y9bwpr-"},{"cell_type":"code","source":["index_ = data.sample(2).index\n","\n","display('Original ', data.product_name.loc[index_])\n","display('Without stemming ', data.product_name.apply(preprocess0).loc[index_])\n","display('With stemming remove puctuation BEFORE tokenization ',\n","        data.product_name.apply(preprocess1).loc[index_])\n","display('With stemming remove puctuation AFTER tokenization ',\n","        data.product_name.apply(preprocess2).loc[index_])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":609},"id":"TnPstOEIwwCl","executionInfo":{"status":"ok","timestamp":1747741556410,"user_tz":-120,"elapsed":3119,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"27108965-3122-4b7f-ad4d-ddb8c39348db"},"id":"TnPstOEIwwCl","execution_count":161,"outputs":[{"output_type":"display_data","data":{"text/plain":["'Original '"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["353                                          Asus DSL-N10E Wireless-N150 ADSL Modem Router\n","70     Caffeine Handmade Tribal Print Influenced Katori Bowl (Set of 2) Stoneware Bowl Set\n","Name: product_name, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>product_name</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>353</th>\n","      <td>Asus DSL-N10E Wireless-N150 ADSL Modem Router</td>\n","    </tr>\n","    <tr>\n","      <th>70</th>\n","      <td>Caffeine Handmade Tribal Print Influenced Katori Bowl (Set of 2) Stoneware Bowl Set</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["'Without stemming '"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["353                                 adsl modem wirelessn asus router dslne\n","70     katori bowl handmade set caffeine print stoneware influenced tribal\n","Name: product_name, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>product_name</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>353</th>\n","      <td>adsl modem wirelessn asus router dslne</td>\n","    </tr>\n","    <tr>\n","      <th>70</th>\n","      <td>katori bowl handmade set caffeine print stoneware influenced tribal</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["'With stemming remove puctuation BEFORE tokenization '"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["353                            adsl modem wirelessn asus router dslne\n","70     katori handmad bowl stonewar set influenc print caffein tribal\n","Name: product_name, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>product_name</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>353</th>\n","      <td>adsl modem wirelessn asus router dslne</td>\n","    </tr>\n","    <tr>\n","      <th>70</th>\n","      <td>katori handmad bowl stonewar set influenc print caffein tribal</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["'With stemming remove puctuation AFTER tokenization '"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["353                             adsl modem wirelessn asus router dslne\n","70      katori handmad bowl stonewar set influenc print caffein tribal\n","Name: product_name, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>product_name</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>353</th>\n","      <td>adsl modem wirelessn asus router dslne</td>\n","    </tr>\n","    <tr>\n","      <th>70</th>\n","      <td>katori handmad bowl stonewar set influenc print caffein tribal</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{}}]},{"cell_type":"markdown","source":["Step by step"],"metadata":{"id":"R-tkmdW-wn7V"},"id":"R-tkmdW-wn7V"},{"cell_type":"code","source":["index = pd.Index([866])\n","\n","preprocessed_text = preprocess1(data.product_name.loc[index].values[0], True)\n","print('\\nSet preprocessed text:')\n","print(preprocessed_text)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qfw0Pjc_wesH","executionInfo":{"status":"ok","timestamp":1747741556416,"user_tz":-120,"elapsed":6,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"6fa4ad9e-a94d-487f-88d1-481e9280fec6"},"id":"qfw0Pjc_wesH","execution_count":162,"outputs":[{"output_type":"stream","name":"stdout","text":["Original text:\n","Sivanna Baking Powder Rouge  Highlighter\n","\n","Lowered text:\n","sivanna baking powder rouge  highlighter\n","\n","No punctuation:\n","sivanna baking powder rouge  highlighter\n","\n","Tokenized:\n","['sivanna', 'baking', 'powder', 'rouge', 'highlighter']\n","\n","No stop words:\n","sivanna baking powder rouge highlighter\n","\n","Stemmed:\n","sivanna bake powder roug highlight\n","\n","Set preprocessed text:\n","powder roug bake highlight sivanna\n"]}]},{"cell_type":"code","execution_count":163,"id":"juvenile-functionality","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:36.714015Z","start_time":"2021-05-24T06:38:34.965843Z"},"id":"juvenile-functionality","executionInfo":{"status":"ok","timestamp":1747741557856,"user_tz":-120,"elapsed":804,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Applying preprocess1 to sentences\n","data['product_name_prep']=data.product_name.apply(preprocess1)"]},{"cell_type":"markdown","id":"joint-cover","metadata":{"id":"joint-cover"},"source":["## countvectorizer (BoW)\n","\n","Preprocessing has already be done so we will not apply preprocessor in the CountVectorizer method. Moreover, some features are not available in CountVectorizer preprocessing method (no stemming + nltk linguistic tokenization)"]},{"cell_type":"code","execution_count":164,"id":"painful-topic","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:36.746000Z","start_time":"2021-05-24T06:38:36.717014Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"painful-topic","executionInfo":{"status":"ok","timestamp":1747741562635,"user_tz":-120,"elapsed":17,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"740b58c0-6166-40de-9626-33306e773200"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(1050, 1941)"]},"metadata":{},"execution_count":164}],"source":["from sklearn.feature_extraction.text import CountVectorizer\n","from nltk.corpus import stopwords\n","\n","# Bag of Words (BoW) feature engineering tool\n","  # creates a table with columns for each different word in the entire dataset\n","  # each row of the dataset will have a vector value for each word (which can be 0 in case of a word that is in another row)\n","cv_prod = CountVectorizer(\n","                          encoding='iso-8859-1',\n","                          decode_error='strict',\n","                          strip_accents='unicode',\n","                          lowercase=False, # useless since already done in preprocess1\n","                          preprocessor=None,\n","#                           tokenizer=None, # default value\n","                          stop_words=None,\n","#                           token_pattern=r'(?u)\\b\\w\\w+\\b', # default value\n","                          ngram_range=(1, 1),\n","                          analyzer='word', # better than analyzing character by character\n","                          max_df=1.0, # do not filter words that appear in 100% of the strings (= keep all words)\n","                          min_df=1, # do not filter words that appear in less than 1 string (= keep all words)\n","                          max_features=None,\n","#                           vocabulary=None,\n","                          binary=False,\n","\n","                         )\n","\n","count_vector_prod=cv_prod.fit_transform(data.product_name_prep)\n","count_vector_prod=count_vector_prod.toarray()\n","count_vector_prod.shape"]},{"cell_type":"code","source":["preprocessed_text_bow_matches = { word : cv_prod.vocabulary_[word]for word in preprocessed_text.split(' ') }\n","# Sort dictionary by values\n","preprocessed_text_bow_matches = dict(sorted(preprocessed_text_bow_matches.items(), key=lambda item: item[1]))\n","print(preprocessed_text_bow_matches)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"yngIHS8x9VNJ","executionInfo":{"status":"ok","timestamp":1747741562706,"user_tz":-120,"elapsed":12,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"9ded93fa-ad64-4ea7-9acf-93ab917af223"},"id":"yngIHS8x9VNJ","execution_count":165,"outputs":[{"output_type":"stream","name":"stdout","text":["{'bake': 121, 'highlight': 761, 'powder': 1332, 'roug': 1455, 'sivanna': 1567}\n"]}]},{"cell_type":"code","source":["print(\"stop_words parameter:\", cv_prod.get_params().get('stop_words'))\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-vnw0uLYQ3gN","executionInfo":{"status":"ok","timestamp":1747741562988,"user_tz":-120,"elapsed":16,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"52351fd0-a9e6-4110-aac4-4509a158130f"},"id":"-vnw0uLYQ3gN","execution_count":166,"outputs":[{"output_type":"stream","name":"stdout","text":["stop_words parameter: None\n"]}]},{"cell_type":"code","source":["print(f'Different words : {count_vector_prod.shape[1]}')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"uZRbR8S3GYz1","executionInfo":{"status":"ok","timestamp":1747741563176,"user_tz":-120,"elapsed":39,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"d002db34-3c78-4d17-f41b-42982fbd1456"},"id":"uZRbR8S3GYz1","execution_count":167,"outputs":[{"output_type":"stream","name":"stdout","text":["Different words : 1941\n"]}]},{"cell_type":"code","execution_count":168,"id":"brilliant-philadelphia","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:39.132613Z","start_time":"2021-05-24T06:38:36.747996Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"brilliant-philadelphia","executionInfo":{"status":"ok","timestamp":1747741567047,"user_tz":-120,"elapsed":3728,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"1516005f-12fa-4734-e764-a11410841602"},"outputs":[{"output_type":"stream","name":"stdout","text":["Cluster 0 values count : 83\n","Cluster 1 values count : 149\n","Cluster 2 values count : 435\n","Cluster 3 values count : 84\n","Cluster 4 values count : 74\n","Cluster 5 values count : 122\n","Cluster 6 values count : 103\n"]},{"output_type":"execute_result","data":{"text/plain":["0.3106953248835906"]},"metadata":{},"execution_count":168}],"source":["# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","from sklearn.metrics import adjusted_rand_score\n","\n","# n_clusters = different categories number\n","kmeans = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(count_vector_prod)\n","    # Assign clusters\n","labels=kmeans.labels_\n","for i in range(0,7):\n","    print('Cluster {} values count : {}'.format(i, np.count_nonzero(labels == i)))\n","\n","adjusted_rand_score(data.cat_code,labels)"]},{"cell_type":"code","execution_count":169,"id":"endangered-republic","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:39.147603Z","start_time":"2021-05-24T06:38:39.135610Z"},"colab":{"base_uri":"https://localhost:8080/","height":458},"id":"endangered-republic","executionInfo":{"status":"ok","timestamp":1747741567152,"user_tz":-120,"elapsed":81,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"3cafeeaf-c92f-4c21-c9ab-c450c9893578"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["0       Furniture\n","1            Baby\n","2            Baby\n","3       Furniture\n","4       Furniture\n","          ...    \n","1045         Baby\n","1046         Baby\n","1047         Baby\n","1048         Baby\n","1049         Baby\n","Name: cat_code, Length: 1050, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cat_code</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Furniture</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Baby</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Baby</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Furniture</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Furniture</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>1045</th>\n","      <td>Baby</td>\n","    </tr>\n","    <tr>\n","      <th>1046</th>\n","      <td>Baby</td>\n","    </tr>\n","    <tr>\n","      <th>1047</th>\n","      <td>Baby</td>\n","    </tr>\n","    <tr>\n","      <th>1048</th>\n","      <td>Baby</td>\n","    </tr>\n","    <tr>\n","      <th>1049</th>\n","      <td>Baby</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>1050 rows × 1 columns</p>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{},"execution_count":169}],"source":["data.cat_code.replace(dico_reverse)"]},{"cell_type":"code","execution_count":170,"id":"interim-wyoming","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:39.843187Z","start_time":"2021-05-24T06:38:39.149602Z"},"colab":{"base_uri":"https://localhost:8080/","height":547},"id":"interim-wyoming","executionInfo":{"status":"ok","timestamp":1747741567460,"user_tz":-120,"elapsed":307,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"09546396-7ea1-4aee-99c6-89640a347a1e"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 600x600 with 2 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\n"},"metadata":{}}],"source":["from sklearn.metrics import confusion_matrix,ConfusionMatrixDisplay\n","\n","cm=confusion_matrix(data.cat_code,labels)\n","\n","disp = ConfusionMatrixDisplay(confusion_matrix=cm,\n","                              display_labels=cat['category']\n","                             )\n","fig,axe=plt.subplots(figsize=(6,6))\n","disp.plot(xticks_rotation=33,ax=axe)\n","axe.set_xticklabels(cat['category'], rotation = 45, ha=\"right\")\n","# axe.set_xticklabels(cat.index, rotation = 45, ha=\"right\")\n","plt.show()"]},{"cell_type":"markdown","source":["Of course, the clusters numbers order is random so the predicted label order could be wrong. So we have to fix this.\n","\n","Note : ARI is insensible to labels order so the score remains true."],"metadata":{"id":"zLbTrc91Mf7t"},"id":"zLbTrc91Mf7t"},{"cell_type":"code","execution_count":171,"id":"hundred-blink","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:39.859177Z","start_time":"2021-05-24T06:38:39.844182Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"hundred-blink","executionInfo":{"status":"ok","timestamp":1747741567530,"user_tz":-120,"elapsed":37,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"77beaf3a-804d-4b3e-f215-c33ae67a23a5"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(array([0, 1, 2, 3, 4, 5, 6]), array([0, 3, 1, 6, 4, 5, 2]))"]},"metadata":{},"execution_count":171}],"source":["# solves optimal assignment problem (labels assignment method)\n","from scipy.optimize import linear_sum_assignment\n","row_ind, col_ind = linear_sum_assignment(cm,maximize=True)\n","\n","row_ind, col_ind"]},{"cell_type":"code","execution_count":172,"id":"embedded-paradise","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:39.875169Z","start_time":"2021-05-24T06:38:39.861157Z"},"id":"embedded-paradise","executionInfo":{"status":"ok","timestamp":1747741567543,"user_tz":-120,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# change the columns indexes for the confusion matrix\n","cm=cm.take(col_ind,axis=1)"]},{"cell_type":"code","execution_count":173,"id":"adverse-killer","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:40.559353Z","start_time":"2021-05-24T06:38:39.877151Z"},"colab":{"base_uri":"https://localhost:8080/","height":547},"id":"adverse-killer","executionInfo":{"status":"ok","timestamp":1747741567830,"user_tz":-120,"elapsed":286,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"c44bf6d2-fb2d-44b8-b2bf-0e65ccb4432e"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 600x600 with 2 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["disp = ConfusionMatrixDisplay(confusion_matrix=cm,\n","                              display_labels=cat['category']\n","                             )\n","fig,axe=plt.subplots(figsize=(6,6))\n","disp.plot(xticks_rotation=33,ax=axe)\n","axe.set_xticklabels(cat['category'], rotation = 45, ha=\"right\")\n","plt.show()"]},{"cell_type":"markdown","source":["Now, the labels are well assigned."],"metadata":{"id":"5MCZbfEQOoZO"},"id":"5MCZbfEQOoZO"},{"cell_type":"code","execution_count":174,"id":"anticipated-brave","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:40.574340Z","start_time":"2021-05-24T06:38:40.561333Z"},"id":"anticipated-brave","executionInfo":{"status":"ok","timestamp":1747741567833,"user_tz":-120,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["cv_prod.get_stop_words()"]},{"cell_type":"code","source":["data.product_name_prep"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":458},"id":"8bFLDIJcQmPu","executionInfo":{"status":"ok","timestamp":1747741567836,"user_tz":-120,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"c4affd75-8d1c-4d57-d77c-4d1adc98662b"},"id":"8bFLDIJcQmPu","execution_count":175,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0              eyelet curtain abstract door polyest eleg multicolor\n","1                                         sathiya towel cotton bath\n","2                               towel terri set eurospa face cotton\n","3       royal king doubl fashion bedsheet print size santosh cotton\n","4               king size doubl jaipur bedsheet print floral cotton\n","                                   ...                             \n","1045                       empow extra larg adhes oren self sticker\n","1046                                  larg wallmantra sticker vinyl\n","1047       pigment extra larg uberlyf import film polyvinyl sticker\n","1048                                medium wallmantra sticker vinyl\n","1049                                     larg vinyl uberlyf sticker\n","Name: product_name_prep, Length: 1050, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>product_name_prep</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>eyelet curtain abstract door polyest eleg multicolor</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>sathiya towel cotton bath</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>towel terri set eurospa face cotton</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>royal king doubl fashion bedsheet print size santosh cotton</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>king size doubl jaipur bedsheet print floral cotton</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>1045</th>\n","      <td>empow extra larg adhes oren self sticker</td>\n","    </tr>\n","    <tr>\n","      <th>1046</th>\n","      <td>larg wallmantra sticker vinyl</td>\n","    </tr>\n","    <tr>\n","      <th>1047</th>\n","      <td>pigment extra larg uberlyf import film polyvinyl sticker</td>\n","    </tr>\n","    <tr>\n","      <th>1048</th>\n","      <td>medium wallmantra sticker vinyl</td>\n","    </tr>\n","    <tr>\n","      <th>1049</th>\n","      <td>larg vinyl uberlyf sticker</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>1050 rows × 1 columns</p>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{},"execution_count":175}]},{"cell_type":"code","execution_count":176,"id":"favorite-creator","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:40.605307Z","start_time":"2021-05-24T06:38:40.576326Z"},"scrolled":true,"colab":{"base_uri":"https://localhost:8080/"},"id":"favorite-creator","executionInfo":{"status":"ok","timestamp":1747741567874,"user_tz":-120,"elapsed":37,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"e0f1d516-76cb-430d-a7b8-871d071da29d"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'eyelet': 558,\n"," 'curtain': 396,\n"," 'abstract': 7,\n"," 'door': 464,\n"," 'polyest': 1316,\n"," 'eleg': 515,\n"," 'multicolor': 1124,\n"," 'sathiya': 1498,\n"," 'towel': 1751,\n"," 'cotton': 368,\n"," 'bath': 134,\n"," 'terri': 1714,\n"," 'set': 1519,\n"," 'eurospa': 540,\n"," 'face': 562,\n"," 'royal': 1458,\n"," 'king': 905,\n"," 'doubl': 466,\n"," 'fashion': 573,\n"," 'bedsheet': 146,\n"," 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501,\n"," 'puls': 1366,\n"," 'ice': 797,\n"," 'deodor': 425,\n"," 'pari': 1247,\n"," 'dark': 407,\n"," 'majesti': 1021,\n"," 'vincent': 1837,\n"," 'valentin': 1811,\n"," 'denver': 423,\n"," 'code': 329,\n"," 'roblack': 1441,\n"," 'smoke': 1590,\n"," 'archi': 81,\n"," 'vj': 1844,\n"," 'dualband': 479,\n"," 'wireless': 1891,\n"," 'asus': 102,\n"," 'ac': 9,\n"," 'gigabit': 676,\n"," 'sporthamilton': 1617,\n"," 'spray': 1618,\n"," 'shot': 1551,\n"," 'impact': 808,\n"," 'layerr': 943,\n"," 'explod': 550,\n"," 'turbo': 1778,\n"," 'compact': 340,\n"," 'mdhna': 1065,\n"," 'tenda': 1712,\n"," 'tef': 1710,\n"," 'extend': 554,\n"," 'rang': 1395,\n"," 'huawei': 789,\n"," 'mbps': 1060,\n"," 'wsc': 1914,\n"," 'floralina': 609,\n"," 'andr': 57,\n"," 'anna': 63,\n"," 'tewdru': 1715,\n"," 'trendnet': 1766,\n"," 'edimax': 511,\n"," 'brnc': 219,\n"," 'forc': 618,\n"," 'team': 1705,\n"," 'rtacu': 1468,\n"," 'wirelessac': 1892,\n"," 'lx': 1008,\n"," 'rtn': 1470,\n"," 'avenu': 109,\n"," 'orign': 1220,\n"," 'park': 1248,\n"," 'edp': 512,\n"," 'adsl': 26,\n"," 'modem': 1098,\n"," 'binaton': 173,\n"," 'wrn': 1913,\n"," 'offer': 1198,\n"," 'kamasutra': 883,\n"," 'dir': 451,\n"," 'band': 125,\n"," 'evolv': 546,\n"," 'arabian': 78,\n"," 'readi': 1403,\n"," 'get': 671,\n"," 'vital': 1841,\n"," 'arwna': 95,\n"," 'engag': 526,\n"," 'drizzl': 473,\n"," 'blush': 187,\n"," 'belkin': 152,\n"," 'share': 1535,\n"," 'envi': 527,\n"," 'express': 553,\n"," 'station': 1631,\n"," 'base': 131,\n"," 'airport': 32,\n"," 'tha': 1720,\n"," 'yardley': 1919,\n"," 'rose': 1453,\n"," 'lace': 926,\n"," 'fresh': 629,\n"," 'nivea': 1180,\n"," 'deo': 424,\n"," 'boost': 198,\n"," 'zyxel': 1940,\n"," 'card': 256,\n"," 'data': 409,\n"," 'tewr': 1717,\n"," 'nano': 1145,\n"," 'tlwrn': 1741,\n"," 'tplink': 1752,\n"," 'pla': 1295,\n"," 'wirelessn': 1893,\n"," 'dslne': 476,\n"," 'bracl': 209,\n"," 'berlin': 156,\n"," 'playboy': 1304,\n"," 'london': 985,\n"," 'satin': 1499,\n"," 'jasmin': 855,\n"," 'spinz': 1615,\n"," 'season': 1511,\n"," 'casual': 271,\n"," 'nike': 1175,\n"," 'aero': 28,\n"," 'new': 1167,\n"," 'fh': 589,\n"," 'bever': 161,\n"," 'hill': 762,\n"," 'archer': 80,\n"," 'caliberprid': 245,\n"," 'gm': 688,\n"," 'horizon': 779,\n"," 'netgear': 1164,\n"," 'jwnr': 878,\n"," 'chargesurg': 287,\n"," 'brn': 218,\n"," 'addict': 19,\n"," 'riohawaii': 1434,\n"," 'dive': 455,\n"," 'pride': 1345,\n"," 'hamilton': 730,\n"," 'origin': 1219,\n"," 'rush': 1477,\n"," 'ibal': 795,\n"," 'wra': 1910,\n"," 'intensemagnet': 833,\n"," 'magic': 1016,\n"," 'neti': 1165,\n"," 'wf': 1873,\n"," 'honour': 775,\n"," 'rage': 1383,\n"," 'factor': 565,\n"," 'french': 627,\n"," 'year': 1921,\n"," 'dynamicmagnet': 502,\n"," 'numero': 1190,\n"," 'york': 1929,\n"," 'cabledsltlr': 240,\n"," 'dslnc': 475,\n"," 'driftwav': 471,\n"," 'teas': 1706,\n"," 'tewhr': 1716,\n"," 'bravecalib': 213,\n"," 'vdsl': 1818,\n"," 'gateway': 653,\n"," 'vmgba': 1846,\n"," 'dslu': 477,\n"," 'tdw': 1702,\n"," 'cinthol': 307,\n"," 'airtel': 33,\n"," 'bs': 225,\n"," 'malibu': 1028,\n"," 'coolhonour': 358,\n"," 'victori': 1833,\n"," 'leagu': 947,\n"," 'rpn': 1462,\n"," 'ladi': 929,\n"," 'rospr': 1454,\n"," 'digisol': 448,\n"," 'dgbgn': 433,\n"," 'expedit': 549,\n"," 'ajmal': 34,\n"," 'titanium': 1738,\n"," 'passion': 1254,\n"," 'gr': 705,\n"," 'univers': 1794,\n"," 'wnrp': 1895,\n"," 'nourish': 1189,\n"," 'multivitamin': 1129,\n"," 'chandan': 282,\n"," 'almond': 46,\n"," 'clear': 313,\n"," 'cream': 382,\n"," 'skin': 1572,\n"," 'honey': 774,\n"," 'kesar': 897,\n"," 'memo': 1072,\n"," 'tab': 1690,\n"," 'ygs': 1924,\n"," 'clip': 315,\n"," 'style': 1651,\n"," 'majik': 1022,\n"," 'zingalalaa': 1937,\n"," 'projector': 1357,\n"," 'cord': 362,\n"," 'lm': 976,\n"," 'lp': 997,\n"," 'basra': 133,\n"," 'uepgrn': 1784,\n"," 'chang': 283,\n"," 'adapt': 17,\n"," 'va': 1806,\n"," 'replac': 1422,\n"," 'charger': 286,\n"," 'smartpro': 1588,\n"," 'vaio': 1808,\n"," 'vgncrel': 1827,\n"," 'connect': 348,\n"," 'marco': 1038,\n"," 'graco': 706,\n"," 'click': 314,\n"," 'literid': 974,\n"," 'vgncre': 1824,\n"," 'ocean': 1197,\n"," 'vglass': 1823,\n"," 'vgncrebw': 1826,\n"," 'vgncrgl': 1829,\n"," 'vgncrer': 1828,\n"," 'vgncreb': 1825,\n"," 'product': 1356,\n"," 'reiki': 1415,\n"," 'crystal': 389,\n"," 'bed': 145,\n"," 'homeedg': 772,\n"," 'bud': 228,\n"," 'linen': 968,\n"," 'jewelkraft': 860,\n"," 'pink': 1286,\n"," 'sleep': 1579,\n"," 'bear': 142,\n"," 'sherin': 1540,\n"," 'oximet': 1229,\n"," 'nam': 1141,\n"," 'fulli': 637,\n"," 'automat': 107,\n"," 'rute': 1479,\n"," 'tidi': 1726,\n"," 'jbc': 858,\n"," ...}"]},"metadata":{},"execution_count":176}],"source":["cv_prod.vocabulary_"]},{"cell_type":"code","execution_count":177,"id":"controlling-consumer","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:40.621309Z","start_time":"2021-05-24T06:38:40.606307Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"controlling-consumer","executionInfo":{"status":"ok","timestamp":1747741567913,"user_tz":-120,"elapsed":38,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"00edf2c9-e13d-41b5-a8de-a98722d9f913"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["1941"]},"metadata":{},"execution_count":177}],"source":["len(cv_prod.vocabulary_)"]},{"cell_type":"code","execution_count":178,"id":"healthy-reputation","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:40.637289Z","start_time":"2021-05-24T06:38:40.622313Z"},"id":"healthy-reputation","executionInfo":{"status":"ok","timestamp":1747741567938,"user_tz":-120,"elapsed":24,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Dictionaries to hold results\n","# Function to append results to result_dict\n","def append_dict(dict1_obj, dict2_obj):\n","    for key in dict1_obj.keys():\n","        dict1_obj[key].append(dict2_obj[key])\n","\n","# Initialize results dictionary\n","results={'title' : [], 'metrics':[]}"]},{"cell_type":"raw","id":"sweet-credits","metadata":{"id":"sweet-credits"},"source":["Colorsets for seaborn\n","\n","'Blue' is not a valid value for name; supported values are 'Accent', 'Accent_r', 'Blues', 'Blues_r', 'BrBG', 'BrBG_r', 'BuGn', 'BuGn_r', 'BuPu', 'BuPu_r', 'CMRmap', 'CMRmap_r', 'Dark2', 'Dark2_r', 'GnBu', 'GnBu_r', 'Greens', 'Greens_r', 'Greys', 'Greys_r', 'OrRd', 'OrRd_r', 'Oranges', 'Oranges_r', 'PRGn', 'PRGn_r', 'Paired', 'Paired_r', 'Pastel1', 'Pastel1_r', 'Pastel2', 'Pastel2_r', 'PiYG', 'PiYG_r', 'PuBu', 'PuBuGn', 'PuBuGn_r', 'PuBu_r', 'PuOr', 'PuOr_r', 'PuRd', 'PuRd_r', 'Purples', 'Purples_r', 'RdBu', 'RdBu_r', 'RdGy', 'RdGy_r', 'RdPu', 'RdPu_r', 'RdYlBu', 'RdYlBu_r', 'RdYlGn', 'RdYlGn_r', 'Reds', 'Reds_r', 'Set1', 'Set1_r', 'Set2', 'Set2_r', 'Set3', 'Set3_r', 'Spectral', 'Spectral_r', 'Wistia', 'Wistia_r', 'YlGn', 'YlGnBu', 'YlGnBu_r', 'YlGn_r', 'YlOrBr', 'YlOrBr_r', 'YlOrRd', 'YlOrRd_r', 'afmhot', 'afmhot_r', 'autumn', 'autumn_r', 'binary', 'binary_r', 'bone', 'bone_r', 'brg', 'brg_r', 'bwr', 'bwr_r', 'cividis', 'cividis_r', 'cool', 'cool_r', 'coolwarm', 'coolwarm_r', 'copper', 'copper_r', 'crest', 'crest_r', 'cubehelix', 'cubehelix_r', 'flag', 'flag_r', 'flare', 'flare_r', 'gist_earth', 'gist_earth_r', 'gist_gray', 'gist_gray_r', 'gist_heat', 'gist_heat_r', 'gist_ncar', 'gist_ncar_r', 'gist_rainbow', 'gist_rainbow_r', 'gist_stern', 'gist_stern_r', 'gist_yarg', 'gist_yarg_r', 'gnuplot', 'gnuplot2', 'gnuplot2_r', 'gnuplot_r', 'gray', 'gray_r', 'hot', 'hot_r', 'hsv', 'hsv_r', 'icefire', 'icefire_r', 'inferno', 'inferno_r', 'jet', 'jet_r', 'magma', 'magma_r', 'mako', 'mako_r', 'nipy_spectral', 'nipy_spectral_r', 'ocean', 'ocean_r', 'pink', 'pink_r', 'plasma', 'plasma_r', 'prism', 'prism_r', 'rainbow', 'rainbow_r', 'rocket', 'rocket_r', 'seismic', 'seismic_r', 'spring', 'spring_r', 'summer', 'summer_r', 'tab10', 'tab10_r', 'tab20', 'tab20_r', 'tab20b', 'tab20b_r', 'tab20c', 'tab20c_r', 'terrain', 'terrain_r', 'turbo', 'turbo_r', 'twilight', 'twilight_r', 'twilight_shifted', 'twilight_shifted_r', 'viridis', 'viridis_r', 'vlag', 'vlag_r', 'winter', 'winter_r'\n"]},{"cell_type":"code","execution_count":179,"id":"minor-drove","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:40.653280Z","start_time":"2021-05-24T06:38:40.639289Z"},"id":"minor-drove","executionInfo":{"status":"ok","timestamp":1747741567942,"user_tz":-120,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Resumption of all results evaluation steps\n","\n","from sklearn.cluster import KMeans\n","from sklearn.metrics import precision_recall_fscore_support\n","from sklearn.metrics import adjusted_rand_score\n","from sklearn.metrics import confusion_matrix,ConfusionMatrixDisplay,classification_report\n","from scipy.optimize import linear_sum_assignment\n","from collections import Counter\n","\n","# Plot confusion matrix with better cmap look.\n","def plot_conf_mat(matrix,y_names,x_names,title=''):\n","    fig,axe=plt.subplots(figsize=(8,6))\n","\n","    sns.heatmap(matrix, annot=True, cmap='Accent',ax=axe, square=True,fmt='g',vmin=0,vmax=150)\n","    axe.set_yticklabels(y_names,rotation = 0,fontsize=11)\n","    axe.set_xticklabels(x_names, rotation = 45, ha=\"right\",fontsize=11)\n","    axe.set_title(title,fontsize=16)\n","    plt.show()\n","\n","\n","\n","\"\"\"\n","Main function.\n","Evaluates clustering performance by comparing predicted cluster labels with ground truth labels.\n","\n","This function performs several key evaluation steps:\n","1. Counts the frequency of each cluster\n","2. Computes a confusion matrix between predicted clusters and true categories\n","3. Optimizes cluster-to-category alignment using the Hungarian algorithm\n","4. Visualizes the aligned confusion matrix\n","5. Calculates the Adjusted Rand Index (ARI) to measure clustering quality\n","6. Generates a detailed classification report with precision, recall, and F1-score\n","\n","Parameters:\n","    pred_labels (array-like): Predicted cluster labels from clustering algorithm\n","    true_labels (array-like): Ground truth category labels\n","    cat_names (list): List of category names for visualization and reporting\n","\n","Returns:\n","    tuple: ((precision, recall, f1, support), ari) - Macro-averaged metrics and ARI score\n","\"\"\"\n","def clustering_evaluate(pred_labels, true_labels, cat_names):\n","\n","    # Count clusters effectives\n","    effectives=dict(sorted(Counter(pred_labels).items()))\n","\n","    # compute confusion matrix\n","    conf_mat=confusion_matrix(true_labels,pred_labels)\n","\n","    # Plot confusion matrix\n","#     plot_conf_mat(conf_mat,cat['index'],range(7),title='Confusion matrix')\n","\n","    # Maximize values on first diagonal\n","    row_ind, col_ind = linear_sum_assignment(conf_mat,maximize=True)\n","    permut = pd.DataFrame(col_ind,index=cat['category'],columns=['cluster'])\n","    permut.index.rename('Category',inplace=True)\n","    permut['effectives']=[effectives[cls] for cls in permut.cluster]\n","    display(permut)\n","    cm=conf_mat.take(col_ind,axis=1)\n","\n","    # Plot aligned confusion matrix\n","    plot_conf_mat(cm,cat_names,cat_names,title='Aligned confusion matrix')\n","\n","    # Align cluster label on category code   [corresp[cls] for cls in labels]\n","    corresp = np.argmax(conf_mat, axis=0)\n","\n","    # print  adjusted rand score\n","    ari = adjusted_rand_score(true_labels,pred_labels)\n","    print(' ARI : {}'.format(ari))\n","\n","    # Print classification report\n","    print(classification_report(true_labels,\n","                                [corresp[cls] for cls in pred_labels],\n","                                target_names=cat_names,\n","                                zero_division=0)\n","         )\n","    return  precision_recall_fscore_support(true_labels,\n","                                [corresp[cls] for cls in pred_labels],\n","                                             average='macro', zero_division=0), ari"]},{"cell_type":"code","execution_count":180,"id":"powered-joshua","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:41.395532Z","start_time":"2021-05-24T06:38:40.654280Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"powered-joshua","executionInfo":{"status":"ok","timestamp":1747741568347,"user_tz":-120,"elapsed":406,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"06f3fd58-3bb7-4e41-91d1-97bef45a4b0d"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        0          83\n","Baby             3          84\n","Watches          1         149\n","Decor            6         103\n","Kitchen          4          74\n","Beauty           5         122\n","Computers        2         435"],"text/html":["\n","  <div id=\"df-32beb31b-37e0-4c4a-8411-13ab242e9291\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>0</td>\n","      <td>83</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>3</td>\n","      <td>84</td>\n","    </tr>\n","    <tr>\n","      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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.3106953248835906\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.57      0.31      0.40       150\n","        Baby       0.98      0.55      0.70       150\n","     Watches       1.00      0.99      1.00       150\n","       Decor       1.00      0.69      0.81       150\n","     Kitchen       0.99      0.49      0.65       150\n","      Beauty       0.66      0.53      0.59       150\n","   Computers       0.28      0.81      0.41       150\n","\n","    accuracy                           0.62      1050\n","   macro avg       0.78      0.62      0.65      1050\n","weighted avg       0.78      0.62      0.65      1050\n","\n","Clustering onBoW\n"]}],"source":["title='BoW'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on'+title)"]},{"cell_type":"markdown","id":"conventional-insured","metadata":{"id":"conventional-insured"},"source":["## Clustering on text statistics as baseline"]},{"cell_type":"code","execution_count":181,"id":"living-database","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:42.407352Z","start_time":"2021-05-24T06:38:41.396531Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"living-database","executionInfo":{"status":"ok","timestamp":1747741568937,"user_tz":-120,"elapsed":589,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"2a54fef4-e939-4d16-837b-423b183d4073"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        0         128\n","Baby             3           7\n","Watches          4         279\n","Decor            6         189\n","Kitchen          1         278\n","Beauty           5          59\n","Computers        2         110"],"text/html":["\n","  <div id=\"df-2277b669-20ee-4ab2-92f2-a484fa4bae27\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>0</td>\n","      <td>128</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>3</td>\n","      <td>7</td>\n","    </tr>\n","    <tr>\n","      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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.03645444556585251\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.23      0.20      0.22       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.26      0.80      0.39       150\n","       Decor       0.32      0.13      0.18       150\n","     Kitchen       0.23      0.59      0.33       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.57      0.03      0.05       150\n","\n","    accuracy                           0.25      1050\n","   macro avg       0.23      0.25      0.17      1050\n","weighted avg       0.23      0.25      0.17      1050\n","\n","Clustering on product_name Text statistics\n"]}],"source":["# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans0 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(text_stats(data.product_name))\n","    # Assign clusters\n","labels=kmeans0.labels_\n","\n","title='Text statistics'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on product_name '+title)"]},{"cell_type":"markdown","source":["The poor ARI and confusion matrix results shows that using only the words stats give worse resultats than using countvectorizer (BoW) method."],"metadata":{"id":"DmsCxAtAakMF"},"id":"DmsCxAtAakMF"},{"cell_type":"markdown","source":["## Text encoding Strategies"],"metadata":{"id":"ZQc8UwxS5BJF"},"id":"ZQc8UwxS5BJF"},{"cell_type":"markdown","source":["The next steps will be about changing words weights using different methods."],"metadata":{"id":"ndcQBxXClLBi"},"id":"ndcQBxXClLBi"},{"cell_type":"markdown","id":"applicable-soldier","metadata":{"id":"applicable-soldier"},"source":["### countvectorizer + tfidf"]},{"cell_type":"markdown","source":["TF-IDF (Term Frequency-Inverse Document Frequency) weights words based on their specificity to documents. It emphasizes distinctive terms while reducing the importance of commonly occurring words across the corpus.\\\n","This technique helps identify characteristic vocabulary for each document category, improving clustering and classification by focusing on truly discriminative features rather than generic terms.\n","\n","\n","\n"],"metadata":{"id":"Au3rnZXij1ix"},"id":"Au3rnZXij1ix"},{"cell_type":"code","execution_count":182,"id":"sized-swing","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:42.469317Z","start_time":"2021-05-24T06:38:42.408351Z"},"id":"sized-swing","executionInfo":{"status":"ok","timestamp":1747741572000,"user_tz":-120,"elapsed":35,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["from sklearn.feature_extraction.text import TfidfTransformer\n","tf_transformer = TfidfTransformer(use_idf=True).fit(count_vector_prod)\n","data_tfidf = tf_transformer.transform(count_vector_prod)"]},{"cell_type":"code","execution_count":183,"id":"excessive-intermediate","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:42.485307Z","start_time":"2021-05-24T06:38:42.473314Z"},"colab":{"base_uri":"https://localhost:8080/","height":187},"id":"excessive-intermediate","executionInfo":{"status":"ok","timestamp":1747741572248,"user_tz":-120,"elapsed":76,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"c9dafada-6569-43e6-ecc5-f7ca46a369dc"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["scipy.sparse._csr.csr_matrix"],"text/html":["<div style=\"max-width:800px; border: 1px solid var(--colab-border-color);\"><style>\n","      pre.function-repr-contents {\n","        overflow-x: auto;\n","        padding: 8px 12px;\n","        max-height: 500px;\n","      }\n","\n","      pre.function-repr-contents.function-repr-contents-collapsed {\n","        cursor: pointer;\n","        max-height: 100px;\n","      }\n","    </style>\n","    <pre style=\"white-space: initial; background:\n","         var(--colab-secondary-surface-color); padding: 8px 12px;\n","         border-bottom: 1px solid var(--colab-border-color);\"><b>scipy.sparse._csr.csr_matrix</b><br/>def __init__(arg1, shape=None, dtype=None, copy=False, *, maxprint=None)</pre><pre class=\"function-repr-contents function-repr-contents-collapsed\" style=\"\"><a class=\"filepath\" style=\"display:none\" href=\"#\">/usr/local/lib/python3.11/dist-packages/scipy/sparse/_csr.py</a>Compressed Sparse Row matrix.\n","\n","This can be instantiated in several ways:\n","    csr_matrix(D)\n","        where D is a 2-D ndarray\n","\n","    csr_matrix(S)\n","        with another sparse array or matrix S (equivalent to S.tocsr())\n","\n","    csr_matrix((M, N), [dtype])\n","        to construct an empty matrix with shape (M, N)\n","        dtype is optional, defaulting to dtype=&#x27;d&#x27;.\n","\n","    csr_matrix((data, (row_ind, col_ind)), [shape=(M, N)])\n","        where ``data``, ``row_ind`` and ``col_ind`` satisfy the\n","        relationship ``a[row_ind[k], col_ind[k]] = data[k]``.\n","\n","    csr_matrix((data, indices, indptr), [shape=(M, N)])\n","        is the standard CSR representation where the column indices for\n","        row i are stored in ``indices[indptr[i]:indptr[i+1]]`` and their\n","        corresponding values are stored in ``data[indptr[i]:indptr[i+1]]``.\n","        If the shape parameter is not supplied, the matrix dimensions\n","        are inferred from the index arrays.\n","\n","Attributes\n","----------\n","dtype : dtype\n","    Data type of the matrix\n","shape : 2-tuple\n","    Shape of the matrix\n","ndim : int\n","    Number of dimensions (this is always 2)\n","nnz\n","size\n","data\n","    CSR format data array of the matrix\n","indices\n","    CSR format index array of the matrix\n","indptr\n","    CSR format index pointer array of the matrix\n","has_sorted_indices\n","has_canonical_format\n","T\n","\n","Notes\n","-----\n","\n","Sparse matrices can be used in arithmetic operations: they support\n","addition, subtraction, multiplication, division, and matrix power.\n","\n","Advantages of the CSR format\n","  - efficient arithmetic operations CSR + CSR, CSR * CSR, etc.\n","  - efficient row slicing\n","  - fast matrix vector products\n","\n","Disadvantages of the CSR format\n","  - slow column slicing operations (consider CSC)\n","  - changes to the sparsity structure are expensive (consider LIL or DOK)\n","\n","Canonical Format\n","    - Within each row, indices are sorted by column.\n","    - There are no duplicate entries.\n","\n","Examples\n","--------\n","\n","&gt;&gt;&gt; import numpy as np\n","&gt;&gt;&gt; from scipy.sparse import csr_matrix\n","&gt;&gt;&gt; csr_matrix((3, 4), dtype=np.int8).toarray()\n","array([[0, 0, 0, 0],\n","       [0, 0, 0, 0],\n","       [0, 0, 0, 0]], dtype=int8)\n","\n","&gt;&gt;&gt; row = np.array([0, 0, 1, 2, 2, 2])\n","&gt;&gt;&gt; col = np.array([0, 2, 2, 0, 1, 2])\n","&gt;&gt;&gt; data = np.array([1, 2, 3, 4, 5, 6])\n","&gt;&gt;&gt; csr_matrix((data, (row, col)), shape=(3, 3)).toarray()\n","array([[1, 0, 2],\n","       [0, 0, 3],\n","       [4, 5, 6]])\n","\n","&gt;&gt;&gt; indptr = np.array([0, 2, 3, 6])\n","&gt;&gt;&gt; indices = np.array([0, 2, 2, 0, 1, 2])\n","&gt;&gt;&gt; data = np.array([1, 2, 3, 4, 5, 6])\n","&gt;&gt;&gt; csr_matrix((data, indices, indptr), shape=(3, 3)).toarray()\n","array([[1, 0, 2],\n","       [0, 0, 3],\n","       [4, 5, 6]])\n","\n","Duplicate entries are summed together:\n","\n","&gt;&gt;&gt; row = np.array([0, 1, 2, 0])\n","&gt;&gt;&gt; col = np.array([0, 1, 1, 0])\n","&gt;&gt;&gt; data = np.array([1, 2, 4, 8])\n","&gt;&gt;&gt; csr_matrix((data, (row, col)), shape=(3, 3)).toarray()\n","array([[9, 0, 0],\n","       [0, 2, 0],\n","       [0, 4, 0]])\n","\n","As an example of how to construct a CSR matrix incrementally,\n","the following snippet builds a term-document matrix from texts:\n","\n","&gt;&gt;&gt; docs = [[&quot;hello&quot;, &quot;world&quot;, &quot;hello&quot;], [&quot;goodbye&quot;, &quot;cruel&quot;, &quot;world&quot;]]\n","&gt;&gt;&gt; indptr = [0]\n","&gt;&gt;&gt; indices = []\n","&gt;&gt;&gt; data = []\n","&gt;&gt;&gt; vocabulary = {}\n","&gt;&gt;&gt; for d in docs:\n","...     for term in d:\n","...         index = vocabulary.setdefault(term, len(vocabulary))\n","...         indices.append(index)\n","...         data.append(1)\n","...     indptr.append(len(indices))\n","...\n","&gt;&gt;&gt; csr_matrix((data, indices, indptr), dtype=int).toarray()\n","array([[2, 1, 0, 0],\n","       [0, 1, 1, 1]])</pre>\n","      <script>\n","      if (google.colab.kernel.accessAllowed && google.colab.files && google.colab.files.view) {\n","        for (const element of document.querySelectorAll('.filepath')) {\n","          element.style.display = 'block'\n","          element.onclick = (event) => {\n","     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dataframe."]},{"cell_type":"code","execution_count":184,"id":"yellow-passport","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:42.501316Z","start_time":"2021-05-24T06:38:42.487306Z"},"id":"yellow-passport","executionInfo":{"status":"ok","timestamp":1747741572517,"user_tz":-120,"elapsed":16,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["data_tfidf=data_tfidf.toarray()"]},{"cell_type":"code","execution_count":185,"id":"thousand-sewing","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:42.517304Z","start_time":"2021-05-24T06:38:42.502297Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"thousand-sewing","executionInfo":{"status":"ok","timestamp":1747741572780,"user_tz":-120,"elapsed":62,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"c9c4686b-23c8-4d8c-d32b-9a5ba01d4f5e"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(1050, 1941)"]},"metadata":{},"execution_count":185}],"source":["data_tfidf.shape"]},{"cell_type":"code","execution_count":186,"id":"drawn-screen","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:42.627244Z","start_time":"2021-05-24T06:38:42.519288Z"},"colab":{"base_uri":"https://localhost:8080/","height":424},"id":"drawn-screen","executionInfo":{"status":"ok","timestamp":1747741573779,"user_tz":-120,"elapsed":169,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"bfca6db3-4114-436a-eded-c51f7c6ef448"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["       T0   T1   T2   T3   T4   T5   T6        T7   T8   T9  T10  T11  T12  \\\n","0     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.319099  0.0  0.0  0.0  0.0  0.0   \n","1     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  0.0  0.0  0.0  0.0   \n","2     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  0.0  0.0  0.0  0.0   \n","3     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  0.0  0.0  0.0  0.0   \n","4     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  0.0  0.0  0.0  0.0   \n","...   ...  ...  ...  ...  ...  ...  ...       ...  ...  ...  ...  ...  ...   \n","1045  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  0.0  0.0  0.0  0.0   \n","1046  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  0.0  0.0  0.0  0.0   \n","1047  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  0.0  0.0  0.0  0.0   \n","1048  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  0.0  0.0  0.0  0.0   \n","1049  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  0.0  0.0  0.0  0.0   \n","\n","      T13  T14  T15  T16  T17  T18  T19  T20       T21  T22  T23  T24  ...  \\\n","0     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  0.0  0.0  ...   \n","1     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  0.0  0.0  ...   \n","2     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  0.0  0.0  ...   \n","3     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  0.0  0.0  ...   \n","4     0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  0.0  0.0  ...   \n","...   ...  ...  ...  ...  ...  ...  ...  ...       ...  ...  ...  ...  ...   \n","1045  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.379881  0.0  0.0  0.0  ...   \n","1046  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  0.0  0.0  ...   \n","1047  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  0.0  0.0  ...   \n","1048  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  0.0  0.0  ...   \n","1049  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000  0.0  0.0  0.0  ...   \n","\n","      T1916  T1917  T1918  T1919  T1920  T1921  T1922  T1923  T1924  T1925  \\\n","0       0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n","1       0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n","2       0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n","3       0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n","4       0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n","...     ...    ...    ...    ...    ...    ...    ...    ...    ...    ...   \n","1045    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n","1046    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n","1047    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n","1048    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n","1049    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n","\n","      T1926  T1927  T1928  T1929  T1930  T1931  T1932  T1933  T1934  T1935  \\\n","0       0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n","1       0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n","2       0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n","3       0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n","4       0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n","...     ...    ...    ...    ...    ...    ...    ...    ...    ...    ...   \n","1045    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n","1046    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n","1047    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n","1048    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n","1049    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n","\n","      T1936  T1937  T1938  T1939  T1940  \n","0       0.0    0.0    0.0    0.0    0.0  \n","1       0.0    0.0    0.0    0.0    0.0  \n","2       0.0    0.0    0.0    0.0    0.0  \n","3       0.0    0.0    0.0    0.0    0.0  \n","4       0.0    0.0    0.0    0.0    0.0  \n","...     ...    ...    ...    ...    ...  \n","1045    0.0    0.0    0.0    0.0    0.0  \n","1046    0.0    0.0    0.0    0.0    0.0  \n","1047    0.0    0.0    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dictionnaire\n","print(my_dict)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"i0XT04fahAzn","executionInfo":{"status":"ok","timestamp":1747741591115,"user_tz":-120,"elapsed":31,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"28b79969-f628-4248-e24c-aa128355673d"},"id":"i0XT04fahAzn","execution_count":187,"outputs":[{"output_type":"stream","name":"stdout","text":["{'T121': 0.4521, 'T761': 0.4269, 'T1332': 0.4521, 'T1455': 0.4521, 'T1567': 0.4521}\n"]}]},{"cell_type":"code","execution_count":189,"id":"affiliated-speed","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:46.021239Z","start_time":"2021-05-24T06:38:42.629224Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"affiliated-speed","executionInfo":{"status":"ok","timestamp":1747741628815,"user_tz":-120,"elapsed":7000,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"aa67ec51-b527-4117-ea2a-cace21d552d4"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        6          77\n","Baby             1          82\n","Watches          3         143\n","Decor            2         110\n","Kitchen          4          73\n","Beauty           5         532\n","Computers        0          33"],"text/html":["\n","  <div id=\"df-8528cd4a-4c3d-49fe-b09b-28f8cb9d5082\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n"," 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.2725094110833238\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.92      0.47      0.63       150\n","        Baby       0.96      0.53      0.68       150\n","     Watches       1.00      0.95      0.98       150\n","       Decor       0.94      0.69      0.79       150\n","     Kitchen       0.99      0.48      0.65       150\n","      Beauty       0.28      0.99      0.44       150\n","   Computers       1.00      0.22      0.36       150\n","\n","    accuracy                           0.62      1050\n","   macro avg       0.87      0.62      0.65      1050\n","weighted avg       0.87      0.62      0.65      1050\n","\n","Clustering on BoW + TFiDF\n"]}],"source":["# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans1 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok)\n","    # Assign clusters\n","labels=kmeans1.labels_\n","\n","title='BoW + TFiDF'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)"]},{"cell_type":"code","execution_count":190,"id":"presidential-handle","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:48.616574Z","start_time":"2021-05-24T06:38:46.023218Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"presidential-handle","executionInfo":{"status":"ok","timestamp":1747741637774,"user_tz":-120,"elapsed":8939,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"aa85b7aa-0e7b-4fef-b057-114932e740dd"},"outputs":[{"output_type":"stream","name":"stdout","text":["Cluster 0 values count : 33\n","Cluster 1 values count : 82\n","Cluster 2 values count : 110\n","Cluster 3 values count : 143\n","Cluster 4 values count : 73\n","Cluster 5 values count : 532\n","Cluster 6 values count : 77\n"," ARI : 0.2725094110833238\n"]}],"source":["# Check if the results are the same with a sparse matrix\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans1 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(data_tfidf)\n","    # Assign clusters\n","labels=kmeans1.labels_\n","for i in range(0,7):\n","    print('Cluster {} values count : {}'.format(i, np.count_nonzero(labels == i)))\n","print(' ARI : {}'.format(adjusted_rand_score(data.cat_code,labels)))\n"]},{"cell_type":"markdown","id":"dying-slave","metadata":{"id":"dying-slave"},"source":["Same result with sparse matrix.\n","\n"]},{"cell_type":"markdown","id":"interior-cylinder","metadata":{"id":"interior-cylinder"},"source":["### countvectorizer + LDA"]},{"cell_type":"markdown","source":["Unlike TF-IDF which represents documents by the relative importance of words, LDA (Latent Dirichlet Allocation) takes a thematic approach. This probabilistic generative model decomposes each document into a mixture of latent topics and each topic into a distribution of words. It captures the hidden semantic structure of documents by automatically identifying recurring themes and their associations. In our product description context, LDA can reveal more abstract conceptual groupings beyond simple keywords, potentially aligned with product categories.\\\n","LDA is a pure statistic algorithm and does not use LLM."],"metadata":{"id":"s1Su4D8_ufpJ"},"id":"s1Su4D8_ufpJ"},{"cell_type":"code","execution_count":191,"id":"beautiful-wells","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:54.964055Z","start_time":"2021-05-24T06:38:50.200846Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"beautiful-wells","executionInfo":{"status":"ok","timestamp":1747741647047,"user_tz":-120,"elapsed":9264,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"9f5971b6-ff34-49e0-afa2-c50f8ed3e12e"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        0         109\n","Baby             4         133\n","Watches          1         229\n","Decor            3         152\n","Kitchen          2         166\n","Beauty           5         177\n","Computers        6          84"],"text/html":["\n","  <div id=\"df-4277e348-ee94-4e83-95e8-7607ec569f12\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>0</td>\n","      <td>109</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>4</td>\n","      <td>133</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>1</td>\n","      <td>229</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>3</td>\n","      <td>152</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>2</td>\n","      <td>166</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>5</td>\n","      <td>177</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>6</td>\n","      <td>84</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4277e348-ee94-4e83-95e8-7607ec569f12')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-4277e348-ee94-4e83-95e8-7607ec569f12 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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BU+Qfzn84Dxgw4KL9zl/8Mn/+fNtcxn9j2LBhODk5MXv27EI36p4zZw5fffXVv952UW6++WYaNmzImjVrGDRoUJG1nzlzhrffftvuQ/qRRx4BYMqUKbaLhM6bNGkSGzZsuOJa7rnnHiIjI9m4cSODBw8mLS3NbnlKSgo///yz7XmLFi1o3LgxGRkZDB06lPT0dNuyU6dOMXToUAD69OljG7k1U6NGjfDx8eGPP/4oFLS/+OILJk+eXOR6L730UpFzDnfs2GEbpStXrtwl9//www/j7OzM3LlzC4Wun376yXaxzOWOXJc05+eqLlq0iD/++MNu2bvvvstnn312wXUjIyMB2LZtmym1zZo1i3fffZeQkBBmzZqFk5MTDzzwALfddhv79+8vdBGhyPVKQVPkb5YuXcqePXuwWq306dPnon2rV69OvXr1yMnJ4cMPP/zX+6xfvz7jxo0jLy+P7t2707RpU/r27Uvjxo3p0aOHLeCdP037Xzk5OTF37lzq1KnDBx98QGxsLM2bN+f222+nR48e1K1bl+DgYO677z67oHnTTTfxwAMPkJqaSsuWLWnbti133HEHNWrUYMSIEf/q7797eXkxb948QkNDef/994mMjKRr16706dOH5s2bExoayrhx4+zWmTVrFuXKleObb74hNjaWnj170r17d8qXL8/atWupV68eb7zxxn9+nS6Hu7s7Y8aMAQq+eDRr1oyePXtSo0YNevfuzVNPPVXkeuPGjaNcuXJUrVqVW2+9lb59+9K2bVtq1qxJWloa/fv3p169epfcf82aNZk6dSoWi4V+/fpRv359+vbtS4sWLejUqRNZWVkkJCTQoUOHq/pzF5e6dety8803c+7cOerWrUvHjh25/fbbqVq1Kvfeey9PP/30Bdft0aMHAPHx8fTu3Zt77rmHe+6556J/9epy7dy5k6FDh+Lk5MSsWbMIDQ21LXvvvfeIi4vj66+/5vXXX//P+xK51iloivzN+dPgN91002VdOXp+VPO/nj4fMWIEc+bMoXnz5mzZsoVvv/0WV1dX5s6dy8033wxAUFDQf9rH34WHh7Nq1SrefvttGjVqxM6dO/nyyy9ttzC69957+fHHHwvdhuaNN95gxowZ1K1bl1WrVvH9998TFhbGokWL6N69+7+qpW7dumzZsoWRI0cSFRXFL7/8wrx580hMTKRbt26MGDHCrn9cXBwbNmxgxIgRBAYGMn/+fBYuXEj58uV54YUXWLZsWbFe9fvII4/wwQcfUK9ePTZu3MhPP/1ESEgIP/300wVHtaZOncqgQYNwdnZm6dKlfPXVV+zfv58bbriBr7/++oKnwosyZMgQVqxYwW233cbRo0f5/PPP2bFjBzfeeCM//fQTo0ePvko/qWN88cUXvPjii1SuXJlly5bx008/ER0dzY8//sg999xzwfWee+45nnjiCfz8/Jg7dy7Tp09n+vTpF5xPe7kyMjLo2bMnqampjBo1inbt2tkt9/X15fPPP8dqtfLEE0+wdu3a/7Q/kWudxfgvl+uJiOnGjh3L6NGjefDBBy94KlZERKQk0oimSAmwe/duzpw5U6h93rx5TJgwAYvFcsk5oyIiIiXNtXcZokgp9MknnzB+/Hjq1q1LVFQUOTk57Ny50/YXTxISEqhfv76DqxQREbkyCpoiJUCnTp3YvXs3q1atYvv27WRmZhIYGMhNN93E/fffX+SfmBQRESnpNEdTREREREyhOZoiIiIiYgoFTRERERExhYKmiIiIiJhCFwOVcPlLJzi6hBJhaVI3R5dQIrQOmOfoEkqEse5Zji5BSpDWR3o6uoQSYWnEF44uoURIaJTgsH2f/zO4Zjj/J2WvNRrRFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTFGvQTEhIwGKxFHrUqFGjWPY/c+ZMLBYLp06dAiA5OZmEhAT++OOPYtm/iIiIyPXEubh36O7uzuLFi+3aPDw8imXfXbp0YeXKlfj5+QEFQXPMmDHUqFGDatWqFUsN14JpP2zmla830K99VZ7u3RiAz3/dyfw1+/jjUBJpmTmsfu12fDysDq706lqw5Cs2bltF4okjuLq4EleuCrd07kdocAQAaenn+HbhbLbv/p2k5FN4efpQp3ojunW4HXc3TwdXf/V8+ssOZi/dyZHTqQBUCPfj/i61aVUzEoCTZ9N58ct1rNx+lLTMXGJCfLj3xlp0qB/jwKrNl5+fz9Y5Wzmw/ACZZzNx93cntmUs1W+ujsVicXR5xWbbvG0cXneYlGMplHEpQ1DFIOr0qYNPmI+jSzPVpY4PAGfPnWHO9x+yfffvZGZlEBIcTue2t1GvZlMHVn71ndhxgu3fbefMgTNkJGfQ8uGWRDaItC3/c+2f7Fm8h6QDSWSnZtNpXCf8y/k7sOLrz6+//sqLL77I+vXrOXbsGF9//TXdu3cvsu+9997LO++8w6uvvsojjzxia09KSuLBBx/k22+/xcnJiR49evD666/j5eV1RbUUe9B0cnKiSZMmV217GRkZuLu7X1bf4OBggoODr9q+/2s9JdGWA6f47NddVI60PyhkZOfSsnoELatH8MrXGxxUnbl27d9G6yadiYmqQH5eHnN//ITJ08cwevhkrK5uJKckcTblDD1uHEBYSBSnz5xk1ty3SU5JYuidTzi6/Ksm1N+T4bfWp1xZHwwMvlmxl2FvLuarUTdRMdyfp2Ys41xGNlMfaI+/lxvz1+zj0XeX8sUz3lSLDnR0+abZPn87uxftpsnQJvhG+JK0P4nV01bj4u5C5Y6VHV1esTmx4wQV4ysSGBdIfl4+m7/YzJKJS+jyQhec3Yr9I6XYXOr4ADDz88mkZ6Rx34AReHl4s3bTb0yb9TIjhk0iOiLOwT/B1ZOblYt/tD9xreNY9vqyIpcHVwomunE0a6avcUCFkpaWRu3atbnrrru49dZbL9jv66+/ZtWqVYSHhxda1rdvX44dO8bChQvJyclh0KBBDBkyhFmzZl1RLSVmjmZMTAzDhg2za5s7dy4Wi4UDBw4AcODAASwWCzNnzmTw4MEEBgbSqFEjACwWC5MmTSIhIYGQkBCCgoIYNGgQaWlptu39/dT5gQMHiI2NBaBnz5620/gHDhzgl19+wWKxsG7dOrt6unfvTps2bWzPExIS8PLyYs2aNTRt2hQ3NzemTp0KwPbt27n55pvx9fXF09OTLl26sHfv3qv9sl1VaZk5PP7er4zt1wwfD1e7ZQPiqzO4cy1qx5kb1B3pobuepVmDdoSHRBMZHsuAng+SlHyKQ4cL/t8iQssxtN8T1KrWkODAUKpUqMnNHfqyZfs68vLyHFz91dO2dhSta0YSE+JDbIgvj9xSDw+rM7/vOwnApn0n6Nu2KrVig4kK9ua+LrXx9nBl28HTDq7cXKd2nyKyXiQRdSLwCvYiulE0oTVCOb2vdP/c/9T2ibbEtYrDN9IX/3L+NB7SmPTT6SQdSHJ0aaa61PEBYN/BnbRtdiOxURUJDgzlxvY98XD34NCRkn3sv1LhtcOp1bMWUQ2iilwe2yKWGrfUIKR6SDFXJud17tyZcePGccstt1ywz5EjR3jwwQf55JNPcHFxsVu2fft2FixYwHvvvUfjxo1p0aIFU6ZMYfbs2Rw9evSKanFI0MzNzbV7GIZxReuPGDECwzD49NNPefHFF23tb7zxBrt37+aDDz7g2WefZdasWTz33HNFbiMsLIw5c+YAMH78eFauXMnKlSsJCwu7olqys7O54447uPPOO/nhhx/o0KED+/bto1mzZiQlJTFz5kxmzZrFyZMnad++PVlZWVe0/eL03KeraF0zkmbVCn+zuR5lZKYD4OFx4dMEGZlpuLl5UKZMmeIqq1jl5efz3Zp9pGfnUieuLAB14sryw7r9JKdlkZ9v8N2afWTn5NGocqiDqzVXUMUgjv9xnJRjKQCcOXiGk7tOEl7r+v59ycnIAcDV0/USPUuXoo4PceUqs37zctLSz5Gfn8/a35eRk5NDpbjiuQ5BSresrCxSUlLsHv82U+Tn59OvXz8ef/xxqlevXmj5+WmGDRo0sLXFx8fj5OTE6tWrr2hfxX6eIy0trVBy/uijj65oG3Xq1OG9994r1B4WFsYnn3wCQKdOndiwYQNffvklL7zwQqG+VquVunXrAlCxYsV/fTo/JyeH559/nt69e9vaBgwYQEBAAAsXLsTNreCUSrNmzYiLi2P69Oncf//9/2pfZvpuzT7+OHiaL57p6uhSSoT8/Hy+mD+D8uWqEBFarsg+qWkpfL/4C1o0uqGYqzPfrsNnuH3id2Tl5OFhdWbKfe2oEO4HwKtDWzP83aU0ffRTnJ0suLk6M+W+tpQrW7rn6FXrWo2cjBy+e/I7LE4WjHyDWrfVIqZ5jKNLcxgj32DDxxsIqhSEX5Sfo8spNhc6Pgy+43+8N+tlHhs7ACenMri6WLm335OUDbqyAQyRokyYMIExY8bYtY0ePZqEhIQr3tbEiRNxdnbmoYceKnJ5YmIiZcuWtWtzdnYmICCAxMTEK9qXQy4G+vXXX+3a4uLiGDly5GVvo0uXLkW233CD/Qd+tWrVmD179pUXeYX+Wc9PP/1Enz59cHZ2Jjc3FwB/f3/q1q3L2rVrL7idrKysQt9OXLJzsbqa+990LCmNCZ+tYfqjHbC6lN45Vldi9jfTOJJ4iMfve77I5RmZ6bwx83nCykZxU3zvIvtcy2JCfZgzqhupGdn8uP4gI97/jQ//15kK4X5M/mYj59KzmfFoB/y93Fi06RCPvvsLHz9+I5UiS++E/0OrD3FwxUGa3dcM30hfzhw8w4ZPNuDu705cy9Iz/+5KrPtgHWcPnyV+VLyjSylWFzo+zPtpFumZaTxyTwJeHt5s+mMN02a9xP/uff6CX1hFLteIESMYPny4XZvVeuUX5a5fv57XX3+dDRs2FMuFjA65GOjvQ7H/RkhI0fM+zl9Nfp6rq6vpp6o9PDwKXYF16tQpXnvtNV577bVC/V1dL3x6qahvK88OaMfoQeYexLcdPMXpc5n0GPetrS0v32Dd7uPMWrKD39/sRxmnEjOd13SffjONLTvW8djQcfj7BhVanpmVwZQZz+Fmdefefk9SpkzpC+euzmVsI5TVywWx5cApPlr0B3d3rMEnS3YwL+FmKoYXhMoqUQEF75VftpNwZzNHlm2qTbM3UbVrVco1LQgMflF+pJ1K449v/7gug+a6D9ZxdNNR2j/THo+A4rlzSElwoePDydOJ/LLyB5599DXCQ6IBiAyPZc+B7fyy8gf63nKvo0qWUsJqtf6rYPlPv/32GydOnCA6OtrWlpeXx2OPPcZrr73GgQMHCA0N5cSJE3br5ebmkpSURGjolU2TKjGfkG5ubmRnZ9u1nTlzpsi+Zifw86e7i6rnn/suqpaAgAC6dOlS5Clyb2/vC+63qG8rLqtfv+y6/62mVcP5ZvTNdm3PzFxGbKgv93Sqed2ETMMwmD3vPTZtW83wIWMJCij8hSYjM53JM8biXMaF+/uPwMXl+piXZhgG2bl5ZGYXXPTk9I/3fRknC/lXNtX6mpObnVv499/JAqX85/4nwzBY/+F6Dq8/TPun2+NV9spudXKtutTxITunYFDDYrE/XjpZnK74OgQRM/Xr14/4ePsBrI4dO9KvXz8GDRoEQNOmTUlOTmb9+vXUr18fgMWLF5Ofn0/jxo2vaH8lJmhGRkayfft2u7affvrJ1H2eH13MzMwsVAsUXHXVrFnBCM2pU6fYsGGD7QW/mPj4eLZu3UrdunWv6CKRor6t5Jt82hzA082FShH2pzzdrc74eVlt7SfPpnMqJYODJ84BsOtIMp5uzoQFeOHnWTrup/npN++ydtNv3Nd/BG5Wd86eK/ii4+7mgauLtSBkTh9Ddk42d/V7hIysdDKyCi4I8Pb0wcmpdFwQ9Mqc9bSsEUF4gCdpmbnMX7OPNbsSmfZwB2JDfYku683oj1fyxG0N8PO0smjTIVZsP8pbw0r36dOIOhFsm7cNjyAPfCMKTp3vXLCTuFbX12jmug/WcXDlQVo90gpnN2cykjMAcPFwwbkYjleOcqnjQ2hwBMGBYXwy5216dBlQcOp822q27/md+wc87eDqr66czBxSj6fanqeeTOXMwTO4erriGeRJVmoW6afTyThT8N44fwGdm68b7n7X7u3/riWpqans2bPH9nz//v1s2rSJgIAAoqOjCQy0vxWdi4sLoaGhVK5ccKu2qlWr0qlTJwYPHszbb79NTk4Ow4YNo0+fPkXeCuliSsxR4bbbbuO+++5jzJgxNGvWjO+//56VK1eaus/Q0FD8/Pz49NNPiY2NxWq1UqtWLSIjI2ncuDFjxozB19cXZ2dnJk6ciK+v72Vtd8yYMTRs2JCOHTsyZMgQQkJCSExMZOnSpbRs2ZLbb7/d1J/LDJ8t3cnU+b/bnvd78QcAxg9szi3NKjqqrKvq11U/AvDKu6Ps2vvfNoxmDdpx6Mg+9v+5G4BRL9qPVo974m2CAuwnTl+rTp/L5Kn3f+Pk2Qy83V2pFOHPtIc70Pz/70bwzoM38Mqc9dz/xiLSs3KJLuvNhIEtaV0z8hJbvrbV71+fzV9tZt3MdWSlZOHu706FthWofkvhKzZLsz2LCj68Fo1fZNfeeHDjUh26L3V8KFPGmWGDnmHuDx/z5gfjycrKJDgwlAE9H6RmlUsPUFxLkvYnsXj8X394ZeOsjUDBbY2aDG3CkQ1HWD3tryuTV0xdAUCNW2pQ89aaxVvsdWrdunW0bdvW9vz82dIBAwYwc+bMy9rGJ598wrBhw2jfvr3thu2TJ0++4lpKTNC855572Lt3L2+99Ravvvoqffr0YcKECdxxxx2m7dPJyYn333+fp59+2nbrof379xMTE8Mnn3zC4MGDGThwIKGhoYwbN47Zs2eTnJx8ye1WqFCBNWvWMHLkSO6//35SU1MJCwujVatW1KpVy7Sf52r68H+d7Z4P61aXYd3qOqia4vH2C3Muurxy+RqX7FMaPD+g+UWXx4T4MPm+thftUxq5uLtQ/8761L+zdIWGK3X7R9feF+Wr4XJ+90OCwhnar/T88YYLCakactH3QVyruFL9peNa0KZNmyuasnH+fuV/FxAQcMU3Zy+KxdDkkRItf+kER5dQIixN6uboEkqE1gHzHF1CiTDWveTej1aKX+sjPR1dQomwNOILR5dQIiQ0SnDYvocOHWratt955x3Ttm2m6+MqDxEREREpdgqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWzowsQERERKQ1uT/vGxK2/Y+K2zaMRTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUuo9mCTfWPcvRJZQICbcsd3QJJULCGr0fRETk2qERTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiUIr/++is33XQT4eHhWCwW5s6da1uWk5PDk08+Sc2aNfH09CQ8PJz+/ftz9OhRu20kJSXRt29ffHx88PPz4+677yY1NfWKa1HQFBERESlF0tLSqF27NlOnTi20LD09nQ0bNjBq1Cg2bNjAnDlz2LlzJ926dbPr17dvX7Zt28bChQuZP38+v/76K0OGDLniWpz/9U8hIiIiIiVO586d6dy5c5HLfH19WbhwoV3bG2+8QaNGjTh06BDR0dFs376dBQsWsHbtWho0aADAlClTuPHGG3nppZcIDw+/7Fo0oikiIiJyHTt79iwWiwU/Pz8AVq5ciZ+fny1kAsTHx+Pk5MTq1auvaNvXRdBMSEjAYrHYHm5ublStWpVJkyaRn59/Rdtq06YNXbt2NalSERERkcKysrJISUmxe2RlZf3n7WZmZvLkk09y++234+PjA0BiYiJly5a16+fs7ExAQACJiYlXtP3r5tS5u7s7ixcvBiAjI4MlS5bw1FNPkZ+fz1NPPeXg6kqe9KR0Nn22iWObj5GXlYdXiBeNBzcmMC7Q0aWZpl27aRw5klKo/Y47ajN6dLztuWEYDB48h99+O8DUqd2Ij69YnGUWixM7TrD9u+2cOXCGjOQMWj7cksgGkbblW+Zs4eCqg6SfTsfJ2YmA2ABq3VaLoApBDqzaXPn5+Wyds5UDyw+QeTYTd393YlvGUv3m6lgsFkeXV6y2zNnC1q+32rV5h3nTdVLp/RK+YMlXbNy2isQTR3B1cSWuXBVu6dyP0OAIAE4lnWDkpHuLXHfwHf+jfq1mxVmuqS51fPi036dFrlenTx2qdqlaXGWWOhMmTGDMmDF2baNHjyYhIeFfbzMnJ4devXphGAZvvfXWf6ywaNdN0HRycqJJkya2523btmXLli3MmTNHQfMfstOy+fm5nylbtSxt/tcGq7eVc8fP4erp6ujSTPXll33JyzNsz3fvPsWgQV/SqVNlu34ffLCh1AeL3Kxc/KP9iWsdx7LXlxVa7h3qTYP+DfAq60Vedh47Fuzgl0m/0PWlrrj5uDmgYvNtn7+d3Yt202RoE3wjfEnan8TqaatxcXehcsfKl95AKeMb4Uvbp9ranjuVKd0nyHbt30brJp2JiapAfl4ec3/8hMnTxzB6+GSsrm4E+AUy8ZnpdussW72Qn36dS/XKdR1UtTkudXzoPqW73fNjm4+x+r3VRDWMKqYKS6cRI0YwfPhwuzar1fqvt3c+ZB48eJDFixfbRjMBQkNDOXHihF3/3NxckpKSCA0NvaL9lO4jwyV4e3uTk5Nje/7UU09Rs2ZNvLy8iIiI4Pbbb+fYsWNFrvvhhx9Svnx53N3dadOmDTt37rQt69GjB82bNy+0zltvvYWbmxtJSUlX/4e5iv6Y/wceAR40GdKEwPKBeJX1IqxmGN4h3o4uzVQBAR4EB3vaHkuW7CM62o9Gjf76pr59+wlmzFjH+PEdHVip+cJrh1OrZy2iGhT9wRDTLIbQGqF4lfXCN9KXen3rkZORQ/KfycVbaDE6tfsUkfUiiagTgVewF9GNogmtEcrpfacdXZpDWMpYcPdztz2s3v/+A+9a8NBdz9KsQTvCQ6KJDI9lQM8HSUo+xaHDewFwciqDr7e/3WPTttXUr9UcN6u7g6u/ui51fPj7+8Ldz53D6w8TUjUEr7JexVxp6WK1WvHx8bF7/NugeT5k7t69m59//pnAQPuzlU2bNiU5OZn169fb2hYvXkx+fj6NGze+on1dNyOaUJDG4a9T51999RVPP/20bfmJEyd4+umnCQ8P5+TJk7z88su0bt2aP/74A2fnv16qDRs2sHfvXl544QUARo4cSceOHdm5cydWq5XBgwfTuXNndu7cSeXKf410zJgxg1tuuYWAgIBi+on/nSMbjhBWM4xlk5dxYscJ3APcqdi+IhXaVnB0acUmOzuPefP+YNCgBrbRy4yMHB577DuefbY9wcGeDq6w5MjLzWPP4j24eLjgH+3v6HJME1QxiL1L9pJyLAWfMB/OHDzDyV0nqXdHPUeX5hDnEs8x98G5OLk4EVQhiNq9auMZdP38XmRkpgPg4VF0eDp4eC9/HttPn+6Di7OsEifjbAZHfz9KkyFNLt1ZrprU1FT27Nlje75//342bdpEQEAAYWFh3HbbbWzYsIH58+eTl5dnm3cZEBCAq6srVatWpVOnTgwePJi3336bnJwchg0bRp8+fa7oinO4joJmWloaLi4udm29e/e2O20+Y8YM27/z8vJo2rQpkZGRLF68mA4dOtiWHT9+nKVLl1KxYsHcvLp161K5cmVmzpzJ0KFD6dChA9HR0cyYMYOJEycCsHXrVtatW8f48ePN/DGvitSTqexevJsqnapQrVs1kvYlseGjDTg5OxHXMs7R5RWLn3/ew7lzWdxyS3Vb24QJv1C3bjjx8ddP4L6YIxuPsGLqCnKzc3H3c6ftk21L9ahWta7VyMnI4bsnv8PiZMHIN6h1Wy1imsc4urRiF1g+kCZDmuAd5k1mciZbv97Kz+N+5sYJN+Li7nLpDVzj8vPz+WL+DMqXq0JEaLki+yxf9zOhZSMpX65KMVdXsuz/bT8ubi4XHP0Uc6xbt462bf+a2nL+lPuAAQNISEhg3rx5ANSpU8duvSVLltCmTRsAPvnkE4YNG0b79u1xcnKiR48eTJ48+YpruW6Cpru7O7/++itQcOXW+vXrefbZZxk8eLAtYP7www8899xzbNu2jZSUvy4K2bVrl13QrFGjhi1kAlSoUIHatWuzevVqhg4dipOTE3fffTdvvfUWzz//PM7OzsyYMYNy5crRvn37C9aYlZVV6Aqy3OxcnF2L+b8pHwJiA6jdqzYAATEBnD18lj2L91w3QfOrr7bQqlUsISEFoxWLFu1h1apDfP11PwdXVnKEVA2h0/OdyDqXxd4le1k+ZTkdEjrg5ls652geWn2IgysO0uy+ZvhG+nLm4Bk2fLIBd3/36+b34rzw2n8b0YguCJ7zHp3HodWHKN+mvOMKKyazv5nGkcRDPH7f80Uuz87JYu2m37ixXc9irqzk2ffrPso1K0cZ1zKOLuW60qZNGwzDuODyiy07LyAggFmzZv3nWq6bOZpOTk40aNCABg0a0Lx5cx566CGeffZZ3n//fbZu3cratWvp1q0b4eHhfPTRR6xcuZJVq1YBBZf+/90/L/kHCAkJsZvPedddd3Hy5Em+//57cnJy+Pjjjxk4cCBOThd+ySdMmICvr6/dY9kHhSdam83Nzw2fCB+7Np9wH9JPpxd7LY5w5EgKK1Yc4rbbatraVq36k0OHkmnY8A2qVXuFatVeAeDBB7+lX7/PHFWqQzm7OeMd4k1QhSAaD26MpYyFvUv3Oros02yavYmqXatSrmk5/KL8iG0RS+WOlfnj2z8cXZrDuXq64h3qzbnj5xxdiuk+/WYaW3asY/iQsfj7Fn2XhQ1bVpKdk02Tem2Kt7gS5sTOE5w7do7yrUv/lw+5sOtmRLMoVasW3GZh27Zt/P777/j6+vL555/bwuDBgweLXO+fV2JBwen0vw9BR0ZG0qlTJ2bMmEFubi6nTp1i0KBBF62nqCvKJm2edCU/0lURXCmYc8fsPzDOJZ7DM/D6mH81Z85WAgM9aNPmr1GqIUMa0bNnTbt+N930ASNGtKFtWx1EATAgP/fK7kt7LcnNzi10twGLkwUuPTBQ6uVk5pB6IrVUTyMwDIPZ895j07bVDB8ylqCAkAv2Xb52EbWqNsDby7cYKyx59v2yj4DYAPzLld6523Jp13XQ3Lq14D5wQUFBZGRk4OLiYvdB8sknn1xwvT179lChQsFcvT179vD7778zdOhQu36DBw/mtttu48SJE7Rv355y5Yqey3Oe1WotdAVZsZ82Byp3qszCsQvZNm8b0Y2jOb33NHuW7KHRXY2KvZbilp9vMGfOVrp3r4az81+jz+evRP+n8HBvoqJK34dJTmYOqcdTbc9TT6Zy5uAZXD1dsXpZ2TZvGxH1InD3cyfrXBa7ft5F+pl0ohtFO7Bqc0XUiWDbvG14BHngG1Fw6nzngp3Etbq+TpsDbJy1kYi6EXgEeZBxJoMtc7ZgcbJQrunFj3HXsk+/eZe1m37jvv4jcLO6c/bcGQDc3TxwdfnruH3i1DH2HPiDYQOfcVSpprvY8eH8BWE5GTkcWnOIuneUrls7yZW7boJmfn6+7VR4dnY269evZ9y4cVSrVo1WrVqRlZXFa6+9xoMPPsgtt9zCypUr+eijj4rcVkhICDfddBNjx44FYNSoUURERDBw4EC7fl26dCE4OJiVK1fy6adF38C2JAqMC6Tlwy35/fPf2Tp3K17BXtS7s16pHq04b8WKgxw9eo4ePWo4uhSHStqfxOLxi23PN87aCEBsi1gaDmpIyrEU9k/eT9a5LKxeVgLiAogfGY9vZOkL3efV71+fzV9tZt3MdWSlZOHu706FthWo/rcLxq4X6UnprHhzBVmpWVi9rQRXCuaG0TeU2nuoAvy66kcAXnl3lF17/9uG0axBO9vzFesW4ecTSNWKdYqzvGJ1seNDk6EFV5cfXFlwRrA0f/mQy2MxLmdG6DUuISHB7m76zs7OREVF0blzZ0aPHm2bczlp0iSmTJlCUlISzZs3Z+rUqVSqVIkXX3yR//3vf0DBBFsvLy969OjB2LFjOXbsGI0bN+btt9+2nYr/u6FDh/LFF19w7Nixf3W/q4Q1Cf/uhy5lEhpd2e0USquENUcdXYJIidP6iC66AVga8YWjSygREholOGzfv9x5ZTczvxJtPr6yP/1YUlwXQdNR8vPzKV++PF27dmXKlCn/ahsKmgUUNAsoaIoUpqBZQEGzgIJmyXLdnDovTtnZ2fz+++98+eWX/PnnnwwbNszRJYmIiIgUOwVNExw9epRGjRoRHBzMG2+8YffXgURERESuFwqaJoiJibmsm6GKiIiIlGbXzQ3bRURERKR4KWiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiptAN20VERESugrqf3mvexj82b9Nm0oimiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgpnRxcgcjkS1hx1dAklwrHpxxxdQokQdneYo0uQEmRpxBeOLkFELkAjmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERkVLk119/5aabbiI8PByLxcLcuXPtlhuGwbPPPktYWBju7u7Ex8eze/duuz5JSUn07dsXHx8f/Pz8uPvuu0lNTb3iWhQ0RUREREqRtLQ0ateuzdSpU4tcPmnSJCZPnszbb7/N6tWr8fT0pGPHjmRmZtr69O3bl23btrFw4ULmz5/Pr7/+ypAhQ664Fud//VOIiIiISInTuXNnOnfuXOQywzB47bXXGDlyJDfffDMAH374ISEhIcydO5c+ffqwfft2FixYwNq1a2nQoAEAU6ZM4cYbb+Sll14iPDz8smvRiKaIiIhICZeVlUVKSordIysr64q3s3//fhITE4mPj7e1+fr60rhxY1auXAnAypUr8fPzs4VMgPj4eJycnFi9evUV7U9BU0RERKSEmzBhAr6+vnaPCRMmXPF2EhMTAQgJCbFrDwkJsS1LTEykbNmydsudnZ0JCAiw9blcOnUuIiIiUsKNGDGC4cOH27VZrVYHVXP5FDRFRERESjir1XpVgmVoaCgAx48fJywszNZ+/Phx6tSpY+tz4sQJu/Vyc3NJSkqyrX+5dOpcRERE5DoRGxtLaGgoixYtsrWlpKSwevVqmjZtCkDTpk1JTk5m/fr1tj6LFy8mPz+fxo0bX9H+HBY0Z8yYgcViKXTfpilTpmCxWBg9erRde1JSEk5OTkyaNOmS205OTiYhIYE//vjjiusaOHAgNWrUuOL1REREREqC1NRUNm3axKZNm4CCC4A2bdrEoUOHsFgsPPLII4wbN4558+axZcsW+vfvT3h4ON27dwegatWqdOrUicGDB7NmzRqWL1/OsGHD6NOnzxVdcQ4OPHXevHlzAFasWEHFihVt7cuXL8fDw4MVK1bY9V+xYgWGYdCiRYtLbjs5OZkxY8ZQo0YNqlWrdnULv47sWriLHd/vIONsBv5R/tTvX5/A8oGOLsth/vj2D37//HcqdaxE/TvrO7qcq6ZixYp06NCB6Oho/Pz8ePPNN/n999+L7HvHHXfQunVrPv/8c7tvw507d6ZmzZpERUWRm5vLo48+WlzlF5tt87ZxeN1hUo6lUMalDEEVg6jTpw4+YT6OLs0hdHyAEztOsP277Zw5cIaM5AxaPtySyAaRji6rWOn3omRat24dbdu2tT0/P7dzwIABzJw5kyeeeIK0tDSGDBlCcnIyLVq0YMGCBbi5udnW+eSTTxg2bBjt27fHycmJHj16MHny5CuuxWEjmpUrVyY4OJjly5fbtS9fvpyBAweyatUq8vLy7Nrd3NzsLrUX8xxcdZCNszZS45YadHquE37RfiyZtITMs5mXXrkUOr3vNHsW78Evys/RpVx1rq6uHD58mE8//fSi/erUqUNcXBxnzpwptMzZ2Zn169ezdOlSs8p0uBM7TlAxviIdRneg7ZNtMfIMlkxcQm5mrqNLK3Y6PhTIzcrFP9qf+gNKzxfPK6Xfi5KpTZs2GIZR6DFz5kwALBYLY8eOJTExkczMTH7++WcqVapkt42AgABmzZrFuXPnOHv2LDNmzMDLy+uKa3HoHM3mzZvbBc1Dhw5x+PBhHn74YTIzM9m8ebNt2fLly2nQoAH79u2jT58+REVF4eHhQbVq1Xj55ZfJz88H4MCBA8TGxgLQs2dPLBYLFouFAwcOAAX3oRo5ciRxcXFYrVYiIyMZOHBgodp++eUX6tati6enJ40aNbKbpwAFNzx96aWXqFSpElarlbi4OF599VW7PocPH6ZXr16EhITg5uZGbGzsNTPSs/OHnZRvU564VnH4RvjScFBDnK3O7Pt1n6NLK3Y5mTmsfGslje5uhKunq6PLueq2bdvGN998YzvFUhQ/Pz/69OnD9OnT7b4Anvftt9+yaNEijhw5YmKljtX2ibYFvw+RvviX86fxkMakn04n6UCSo0srdjo+FAivHU6tnrWIahDl6FIcRr8XcikOD5rbt2+3jZAsX76cqKgoKlWqRO3atW0hNCcnh7Vr19KiRQuOHDlC5cqVefPNN/n+++8ZMmQIY8eO5bnnngMgLCyMOXPmADB+/HhWrlzJypUrbVdW9ejRg1deeYW77rqL7777jhdffJG0tDS7uhITE3nooYd4/PHH+fzzz8nMzOSWW24hJyfH1ufhhx/m2WefZcCAAXz33XcMHDiQJ598krffftvWp3///mzevJnJkyezYMECxowZU+SHdEmTl5tH0oEkQqv/dWWZxclCSPUQTu055cDKHGPdB+sIrx1OaI0ru9KutLBYLAwaNIiffvqJY8eOObqcEiMno+B4UBq/fFyMjg9yMdfr74VcmENvb9SiRQsMw2DlypXceOONrFixgmbNmgHQrFkzVqxYwbBhw9iwYQOZmZm0aNGC9u3b0759ewDbnM309HTeeOMNRo8ejdVqpW7dukDB3LMmTZrY9rdw4UK+++47Zs2axe23325r//u/oeDCo6VLl1K9enUAPD09adu2LatXr6ZFixbs3buXN954g7ffftv2dz/j4+NJT09nzJgxDBkyBCcnJ9asWcOECRPo3bu3bdv9+/c34ZW8urLOZWHkG7j5utm1u/m4ce7oOQdV5RgHVx7kzIEzdBzT0dGlOEzHjh3Jz89n8eLFji6lxDDyDTZ8vIGgSkGlcjrFxej4IBdyPf9eyIU5dESzfv36uLu720Yuly9fbguaTZs2tWu3WCw0a9aMzMxMRo8eTYUKFbBarbi4uPDMM89w7NgxUlNTL7q/RYsW4eHhQZ8+fS7aLzw83BYyAdsFRYcPHwbg559/BgpGR3Nzc22P+Ph4EhMT+fPPPwGoV68eL730Em+99RZ79uy55OtR1J+Xys3WPBdHSTudxvqP19P0vqaUcS3j6HIcIjo6mnbt2tnm9UiBdR+s4+zhszR/oLmjSxEpMfR7IUVxaNB0cXGhYcOGLF++nNTUVDZv3mw3onl+zuby5cupVq0a/v7+PPnkk7z44osMHjyY77//nrVr1zJy5EgAMjMvPhH99OnThIWFYbFYLtrPz8/P7rmrq6vd9k+dOoVhGAQFBeHi4mJ73HDDDQC2oPnZZ5/Rvn17nnnmGSpWrEiVKlVsp/WLUtSfl1r2wbKL1moGq7cVi5Ol0MT+zJRM3PzcLrBW6XNm/xmyUrL4cdSPzB4wm9kDZnNixwl2/bSL2QNm2+YFl2YVK1bE29ubCRMm8Oabb/Lmm28SFBTEbbfdxvPPP+/o8hxi3QfrOLrpKO1GtMMjwMPR5RQ7HR+kKNf774VcmMP/MlCLFi147bXXWLZsGVar1XZX+nLlyhEWFsby5ctZsWIFN998MwBffPEFQ4cO5cknn7Rt47vvvrusfQUGBnLs2DEMw7hk2LyYgIAALBYLy5Yts4XQv6tcuTJQMF90xowZvPfee6xfv55x48bRu3dvdu7cSVxcXKH1ivrzUpM2X/q+oVdbGecyBMQEkPhHou1WHUa+wfFtx6l0Q6VLrF16hFQPofP4znZtq6etxifch6pdquLkVPr/3sGqVavYvn27XdtDDz3E6tWrC92CrLQzDIP1H67n8PrDtH+6PV5lr/zqy9JAxwf5O/1eyKWUiKA5fvx43njjDRo2bIiz818lNWvWjI8++ojExETbfTczMjLswl1eXh6zZ8+22+Y/RyDPi4+PZ+LEiXz++ed28yav1Pk5oqdPn+amm266ZH8nJycaNmxouznqnj17igyaRf15KWdXx/wXVe5cmVXvriIgNoDAuEB2/riT3KxcYlvFOqQeR3Bxdyk0z8jZ6oyrl2upmn9ktVoJDg62PQ8KCiIyMpK0tDTOnDlT6GK5vLw8UlJSOH78uK3N398fT09PAgICcHJyIjKyIICcPHmSrKys4vlBTLbug3UcXHmQVo+0wtnNmYzkDABcPFwc9nvqKDo+FMjJzCH1+F9TtlJPpnLm4BlcPV3xDPJ0YGXFR78XcikOfxc0bdoUJycnvv/+e5566qlCyx5//HEA243ab7jhBqZNm0a1atUICgrizTffLPRBFhoaip+fH59++imxsbFYrVZq1apFfHw8N954I3fddRd79+6lcePGJCUl8eWXX/LZZ59dds2VKlXigQceoF+/fjz++OM0btyYnJwcdu3axZIlS5g7dy5nz56lY8eO9OvXj8qVK5Odnc2UKVPw8/OjXr16//FVM1+5JuXIOpfFlq+2kHk2E/9of9o83gZ3X3dHlyZXWbly5Xjsscdsz3v16gUU/JGEDz744LK20a1bN9u0F4BRo0YB8PLLL7Nr166rWK3j7FlUMM960fhFdu2NBzcmrlXhL46lmY4PBZL2J7F4/F8XyW2ctRGA2BaxNBna5EKrlSr6vZBLsRiGYTi6iFq1arFlyxa+/fZbunbtamtfuXIlzZo1Izw83HZ/vuPHj3PvvffaLuwZOHAgFSpUYPDgwZw8eZKgoCAA5s6dy9NPP82+ffvIyspi//79xMTEkJmZyZgxY5g1axbHjh0jJCSEDh06MH36dKDgT1CuW7eOrVu32upITk7G39+f999/33bPTcMwmDp1Ku+88w67du3Cy8uLypUr07NnTx599FGysrIYNmwYv/32G4cOHcLd3Z0GDRowbtw4GjZseNmvTcKahP/46kppcmy6bi8EEHZ3mKNLEJESKqFRgsP2fbaMefv2zTNv22YqEUFTLkxBU/5OQbOAgqaIXIiCZslS+q9mEBERERGHUNAUEREREVM4/GIgERERkdKg0/11Tdv2StO2bC6NaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVM4O7oAEbl8YXeHObqEEuHHj+o6uoQSoWO/jY4uoURofaSno0soEZZGfOHoEkQK0YimiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiUInl5eYwaNYrY2Fjc3d0pX748zz33HIZh2PoYhsGzzz5LWFgY7u7uxMfHs3v37qtei4KmiIiISCkyceJE3nrrLd544w22b9/OxIkTmTRpElOmTLH1mTRpEpMnT+btt99m9erVeHp60rFjRzIzM69qLc5XdWsiIiIi4lArVqzg5ptvpkuXLgDExMTw6aefsmbNGqBgNPO1115j5MiR3HzzzQB8+OGHhISEMHfuXPr06XPVatGIpoiIiEgp0qxZMxYtWsSuXbsA+P3331m2bBmdO3cGYP/+/SQmJhIfH29bx9fXl8aNG7Ny5cqrWotGNEVERERKuKysLLKysuzarFYrVqu1UN+nnnqKlJQUqlSpQpkyZcjLy+P555+nb9++ACQmJgIQEhJit15ISIht2dWiEU0RERGREm7ChAn4+vraPSZMmFBk388//5xPPvmEWbNmsWHDBj744ANeeuklPvjgg2KuWiOaIiIiIiXeiBEjGD58uF1bUaOZAI8//jhPPfWUba5lzZo1OXjwIBMmTGDAgAGEhoYCcPz4ccLCwmzrHT9+nDp16lzVujWiKSIiIlLCWa1WfHx87B4XCprp6ek4OdlHvDJlypCfnw9AbGwsoaGhLFq0yLY8JSWF1atX07Rp06tat0Y0RUREREqRm266ieeff57o6GiqV6/Oxo0beeWVV7jrrrsAsFgsPPLII4wbN46KFSsSGxvLqFGjCA8Pp3v37le1FgVNERERkVJkypQpjBo1ivvvv58TJ04QHh7O0KFDefbZZ219nnjiCdLS0hgyZAjJycm0aNGCBQsW4ObmdlVrUdAUERERKUW8vb157bXXeO211y7Yx2KxMHbsWMaOHWtqLZqjKSIiIiKmUNAUEREREVOUmqCZkJCAxWLBYrHg5OSEr68vNWvWZNiwYWzfvt3R5YmIiIhcd0rVHE13d3cWL14MwLlz59iyZQvvvvsu06ZNY/r06dx5550OrrDkOrHjBNu/286ZA2fISM6g5cMtiWwQaVtuGAZb5mxh75K95KTnEFQpiIYDG+Id6u3Aqs23++fd7F68m7STaQD4RvpSo3sNwmuHO7iy4rVlzha2fr3Vrs07zJuuk7o6qKLi4WF1ZkiXKrSqHUaAl5Vdh8/y6ldb2H4omTJOFoZ2rUqz6iGEB3qQmpnLup0nefObPziVkuno0k11Pb4fFiz5io3bVpF44giuLq7ElavCLZ37ERocAUBa+jm+XTib7bt/Jyn5FF6ePtSp3ohuHW7H3c3TwdVfXZf6vNgyZwsHVx0k/XQ6Ts5OBMQGUOu2WgRVCHJg1eIopSpoOjk50aRJE9vzG264gfvvv58uXbpw991306xZM+Li4hxYYYGMjAzc3d0dXYad3Kxc/KP9iWsdx7LXlxVavv277ez6aRdNhjTBM9iTLV9tYcmkJXR5oQtlXMs4oOLi4RHgQZ1edfAO9cYwDPYv289vr/5Gp3Gd8I30dXR5xco3wpe2T7W1PXcqU2pOiFzQiDvqEBfmzdgPN3DqbCYdG0YyeVgz7nh+MelZuVSO8uX9BTvZfSQFbw8XHu1Rk0lDG3PXi0sdXbrprrf3w67922jdpDMxURXIz8tj7o+fMHn6GEYPn4zV1Y3klCTOppyhx40DCAuJ4vSZk8ya+zbJKUkMvfMJR5d/VV3q88I71JsG/RvgVdaLvOw8dizYwS+TfqHrS11x87m6VzRLyVe6jwyAm5sbU6ZMITs7m/fee8/WPnPmTGrVqoWbmxsRERE888wz5OXl2a175MgR+vfvT0hICO7u7lSpUoXXX3/dtjw/P59x48YRExOD1WqlSpUqvPPOO3bbSEhIwMvLizVr1tC0aVPc3NyYOnWquT/0vxBeO5xaPWsR1SCq0DLDMNi5YCfVu1Unsn4k/tH+NBnahIzkDA6vP+yAaotPRL0IwuuE4x3qjU+YD7V71sbZzZlTe045urRiZyljwd3P3fawehd9o+DSwuriRJvaYUz95g827T3N4VNpTP9hJ4dPpnFLixjSMnN5eOpKFm08yqETqWw7cIaXv9hM1Wg/QvxL1hdJM1xv74eH7nqWZg3aER4STWR4LAN6PkhS8ikOHd4LQERoOYb2e4Ja1RoSHBhKlQo1ublDX7ZsX1fos+Vad7HPC4CYZjGE1gjFq6wXvpG+1Otbj5yMHJL/TC7eQqVEKFUjmhdSrVo1IiIiWLlyJQCvvPIKTzzxBI8++igvv/wy27dvtwXNF154AYDTp0/b7o7//PPPExcXx+7du9m7d69tu48//jivv/46I0eOpFmzZsyfP597772XnJwchg0bZuuXnZ3NHXfcwaOPPsr48eMJDAwsxp/+v0s7mUbm2UxCa4Ta2lw9XAmMC+TUnlOUa1rOgdUVn/z8fP5c/Se5WbkEVbz+TgGdSzzH3Afn4uTiRFCFIGr3qo1nUOk6Jfh3ZZyccC7jRHaOfUjIysmjdvmif4e93F3Izzc4l5FTHCU61PX2fvinjMx0ADw8vC7SJw03Nw/KlCm9Z30uJS83jz2L9+Di4YJ/tL+jyxEHuC6CJkBUVBSJiYmcO3eO0aNH88QTTzB+/Hig4BS7q6srw4cP5/HHHycwMJBXXnmFEydOsGPHDmJiYgBo166dbXunTp1iypQpPP744yQkJADQoUMHTp06xdixY7nvvvtsB5ecnByef/55evfuXaw/89WSkZwBgJuv/SkPN183Ms+W7rloAMl/JrNwzELycvJwdnOm5cMt8Y24vk6bB5YPpMmQJniHeZOZnMnWr7fy87ifuXHCjbi4uzi6PFOkZ+WyZV8SgzpV5kBiKknnMrmhfiQ1YgM4/P9zdv/O1dmJ+7tVY+H6w6Rn5jqg4uJzPb4f/i4/P58v5s+gfLkqRIQW/UU7NS2F7xd/QYtGNxRzdSXDkY1HWDF1BbnZubj7udP2ybalftRbilbqT52fZxgGFouFFStWkJqaSs+ePcnNzbU94uPjycjIYOvWggnuixYtol27draQ+U+rV68mJyeHnj172rX37t2bkydPsmvXLrv2Ll26XLLGrKwsUlJS7B652aX7A+ta4B3mTafnO9EhoQMV2lVg1burOHvkrKPLKlbhtcOJbhyNf7Q/YbXCaP2/1uSk53Bo9SFHl2aqMR+txwJ8+3xHlr56E73axLFw/WEMw7DrV8bJwri7GmCxwKTPNzum2GJ0vb4fzpv9zTSOJB7injuGF7k8IzOdN2Y+T1jZKG6KvzYHGP6rkKohdHq+Ezc8ewNhNcNYPmX5dTEwIYVdNyOahw8fplKlSpw6VTC3rl69ekX2+/PPP4GCU+c1atS44PbOnDkDQEhIiF37+edJSUm2Ng8PD7y8Lnx65bwJEyYwZswYu7bW97SmzeA2l1zXTO5+BfPNMs9m2v59/rl/udJ/KqSMcxm8Qwqurg+IDSBpfxI7f9xJo7saObgyx3H1dMU71Jtzx885uhRTHTmVzv2Tl+PmWgZPN2dOp2Tx3KAGHDn914hmGScLz9/VkNAAD4ZNXl7qRzOLcr28HwA+/WYaW3as47Gh4/D3LTyFJjMrgykznsPN6s69/Z6kTJnr5mPWjrObM95u3niHeBNUIYhv//cte5fupXq36o4uzVQrpxx3dAklznXxG7Bt2zaOHDnCwIEDCQgIAGDOnDlERRWeyBwbGwtAYGAgR48eveA2z2/nxIkTRERE2NqPHz9utxwK/szT5RgxYgTDh9t/Q560edJlrWsmz2BP3HzdSNyWaAuWORk5nN53mortKzq4uuJn5Bvk5+Q7ugyHysnMIfVEKjHNYxxdSrHIzM4jMzsPb3cXGlcpy9RvtgF/hczIYE+GTVlOSnrpn5tZlOvh/WAYBrPnvcembasZPmQsQQEhhfpkZKYzecZYnMu4cH//Ebi4uDqg0hLKgPzc6/u4eb0q9UEzMzOTBx98EKvVyj333IOfnx8eHh4cPnyYW2655YLrxcfH89JLL3Ho0CGio6MLLW/UqBEuLi588cUX1K1b19b++eefU7ZsWSpVqnTFtVqtVqxW+zkszq7F81+Uk5lD6vFU2/PUk6mcOXgGV09XPIM8qdypMtu+2YZ3qDdewV5s/nIz7n7uRNaPvMhWr32bPttEeO1wPAI9yM3M5cCKA5zYcYI2j7dxdGnFauOsjUTUjcAjyIOMMxlsmbMFi5Ol1F8I1rhKMBaLhYMnUokM8mRY9+ocPH6O+asOUcbJwvi7G1I5yo//vbMKJ4uFgP+fg5aSnk1unnGJrV+7rsf3w6ffvMvaTb9xX/8RuFndOXuu4KyWu5sHri7WgpA5fQzZOdnc1e8RMrLSycgquGDI29MHJ6fSc0HQxT4vrF5Wts3bRkS9CNz93Mk6l8Wun3eRfiad6EaFP0ul9CtVQTM/P59Vq1YBkJqaarth+759+5g5c6ZtvuXYsWN54oknOHz4MG3atKFMmTLs27ePb775hq+++goPDw8effRRPvzwQ1q1asWoUaOIi4tj37597Nq1i4kTJxIUFMSDDz7Iiy++iJubG02aNOH7779n1qxZTJky5Zq7yjBpfxKLxy+2Pd84ayMAsS1iaTK0CVW7VCU3K5e1M9aSnZ5NcKVg2jzeplTfQxMgKyWLVe+sIiM5Axd3F/yi/WjzeBvCaoY5urRilZ6Uzoo3V5CVmoXV20pwpWBuGH1Dqb8nnpe7C/feVI2yfm6kpOfwy+9Hefvb7eTlG4QGuNOqVsH74KO/3U8S4P7Xl7Fxz2lHlFwsrsf3w6+rfgTglXdH2bX3v20YzRq049CRfez/czcAo168367PuCfeJiigbPEUWgwu9nnRcFBDUo6lsH/yfrLOZWH1shIQF0D8yPjr7t7DUsBi/HNW+zUqISHBbn6jl5cXMTExtG7dmmHDhlGlShW7/rNnz+aVV15h69atuLi4UL58ebp27cqzzz6Ls3NB/v7zzz8ZMWIEP/zwA+np6cTExHD//ffz4IMPAgXB9vnnn+e9997j2LFjxMTE8NhjjzF06FC7ul566SVSU1P5NxLWJPyr9URKsx8/qnvpTteBjv02OrqEEqH1kZ6X7nQdWBrxhaNLKBESGiU4cO/vmrjtISZu2zylJmiWVgqaIoUpaBZQ0CygoFlAQbOAgmbJct3c3khEREREipeCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREzh7OgCRESuVMd+Gx1dQomQ0Cjc0SWUCEu+dnQFInIhGtEUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUERERKWWOHDnCnXfeSWBgIO7u7tSsWZN169bZlhuGwbPPPktYWBju7u7Ex8eze/fuq16HgqaIiIhIKXLmzBmaN2+Oi4sLP/zwA3/88Qcvv/wy/v7+tj6TJk1i8uTJvP3226xevRpPT086duxIZmbmVa1Ff4JSREREpBSZOHEiUVFRvP/++7a22NhY278Nw+C1115j5MiR3HzzzQB8+OGHhISEMHfuXPr06XPVatGIpoiIiEgJl5WVRUpKit0jKyuryL7z5s2jQYMG9OzZk7Jly1K3bl2mTZtmW75//34SExOJj4+3tfn6+tK4cWNWrlx5VetW0BQREREp4SZMmICvr6/dY8KECUX23bdvH2+99RYVK1bkxx9/5L777uOhhx7igw8+ACAxMRGAkJAQu/VCQkJsy64WnToXERERKeFGjBjB8OHD7dqsVmuRffPz82nQoAHjx48HoG7dumzdupW3336bAQMGmF7r32lEU0RERKSEs1qt+Pj42D0uFDTDwsKoVq2aXVvVqlU5dOgQAKGhoQAcP37crs/x48dty64WBU0RERGRUqR58+bs3LnTrm3Xrl2UK1cOKLgwKDQ0lEWLFtmWp6SksHr1apo2bXpVa9GpcxEREZFS5NFHH6VZs2aMHz+eXr16sWbNGt59913effddACwWC4888gjjxo2jYsWKxMbGMmrUKMLDw+nevftVrUVBU0RERKQUadiwIV9//TUjRoxg7NixxMbG8tprr9G3b19bnyeeeIK0tDSGDBlCcnIyLVq0YMGCBbi5uV3VWhQ0RUREREqZrl270rVr1wsut1gsjB07lrFjx5pah+ZoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJXnYuIiIhcBflLT5u2bafWpm3aVCV2RDMhIQEvL69C7Y899hhOTk5Mnz6dgQMHUqNGDduyTZs2kZCQQHp6+hXvLyYmhmHDhv2nmkVERETkL9fUiOaTTz7Jq6++yttvv83dd99NmzZtSEtLsy3ftGkTY8aMYdiwYXh4eDiw0mtfTkYOm7/azOF1h8lKycK/nD/1+tUjMC7Q0aWZ6sSOE2z/bjtnDpwhIzmDlg+3JLJBpG35ljlbOLjqIOmn03FydiIgNoBat9UiqEKQA6s2X3pSOps+28SxzcfIy8rDK8SLxoMbX/fvB8Mw2DJnC3uX7CUnPYegSkE0HNgQ71BvB1Z9dbVrN40jR1IKtd9xR21Gj47n2WcXsmLFQU6cSMPDw4W6dcP53/9aUr586XpvLFjyFRu3rSLxxBFcXVyJK1eFWzr3IzQ4AoBTSScYOeneItcdfMf/qF+rWXGWa6qL/V7k5+az+cvNHP39KKknUnH1cCWkegi1e9fGw1+fy9ejayZojhw5kkmTJvHmm28yZMgQAMqXL+/gqkqvNdPXkHw4mab3NsXd350Dyw+w5IUl3PjCjXgElN6DRW5WLv7R/sS1jmPZ68sKLfcO9aZB/wZ4lfUiLzuPHQt28MukX+j6UlfcfK7uX1MoKbLTsvn5uZ8pW7Usbf7XBqu3lXPHz+Hq6ero0kx3qffD9u+2s+unXTQZ0gTPYE+2fLWFJZOW0OWFLpRxLeOAiq++L7/sS16eYXu+e/cpBg36kk6dKgNQvXoIN91UlbAwb86ezWTKlBXcffdXLFp0D2XKlNiTZlds1/5ttG7SmZioCuTn5TH3x0+YPH0Mo4dPxurqRoBfIBOfmW63zrLVC/np17lUr1zXQVWb42K/F7nZuSQdSKJG9xr4RfuRnZbNho828Nurv9FxbEcHVSyOdE0cBRISEnj++eeZMmUK9913n63976fOZ86cyaBBgwAIDg7GYrEQExNj63vkyBH69+9PSEgI7u7uVKlShddff73QvqZOnUq5cuXw9fWle/funDx50m55cnIy999/P2FhYVitVurXr89PP/1k16dNmzZ07dqVL7/8ksqVK+Pl5UW7du3Yu3fv1XpJTJWbncufa/+kTp86lK1SFu8Qb2reWhOvEC/2LNrj6PJMFV47nFo9axHVIKrI5THNYgitEYpXWS98I32p17ceORk5JP+ZXLyFFqM/5v+BR4AHTYY0IbB8IF5lvQirGYZ3SOkZtbuQi70fDMNg54KdVO9Wncj6kfhH+9NkaBMykjM4vP6wA6o1R0CAB8HBnrbHkiX7iI72o1GjghGs3r1r0bBhJJGRvlSvHsIjj7Tg2LFzRY6CXsseuutZmjVoR3hINJHhsQzo+SBJyac4dLjguO7kVAZfb3+7x6Ztq6lfqzluVncHV391Xez3wtXDlXZPtSO6cTQ+YT4EVQii/oD6JO1PIu1UWhFbk9KuxI9oPv/884wZM4ZXX331onMou3TpwsiRIxk3bhwLFizA19cXq9UKwOnTp2natKlte3FxcezevbtQ8Js3bx67d+9m6tSpnDp1ikcffZQHH3yQ2bNnA5Cdnc0NN9zA8ePHef7554mIiODjjz+mS5cubNiwgZo1a9q2tWnTJl588UVeeOEF8vLyGD58OHfeeScrV6682i/RVWfkGRj5BmVc7EdkyriW4eSukxdY6/qTl5vHnsV7cPFwwT/a39HlmObIhiOE1Qxj2eRlnNhxAvcAdyq2r0iFthUcXZpDpZ1MI/NsJqE1Qm1trh6uBMYFcmrPKco1LefA6syRnZ3HvHl/MGhQAywWS6Hl6ek5zJmzlchIX0JL0fSBomRkFlwL4OFR+FoCgIOH9/Lnsf306T64OMsqkXLSc8DCdXEWRAor0UEzLS2NkSNHcs899/DII49ctG9wcLDtVHr9+vUJCvprztwrr7zCiRMn2LFjh22Us127doW2YRgG8+bNswXUAwcOMH78ePLz83FycuKTTz5h06ZN/P7771SrVg2Ajh07snv3bp577jk+//xz27aSk5PZuHEjwcHBAKSmpjJo0CAOHz5MZGRkoX2XJC7uLgRVCGLb3G34hPvg5uvGwZUHOb37NF4hRR9UrydHNh5hxdQV5Gbn4u7nTtsn22L1tjq6LNOknkxl9+LdVOlUhWrdqpG0L4kNH23AydmJuJZxji7PYTKSMwBw87WfMuHm60bm2UxHlGS6n3/ew7lzWdxyS3W79k8+2cRLL/1KenoOsbH+vP/+bbiWkqkDRcnPz+eL+TMoX64KEaFFf6FYvu5nQstGUr5clWKurmTJy85j02ebKNekHC7uLo4uRxygRJ86d3d3p1WrVsyaNYvly5f/6+0sWrSIdu3a2Z1KL0rr1q1tIROgWrVq5OTkcOLECQB++uknatasSaVKlcjNzbU9brjhBtauXWu3rTp16thC5vltARw+fOFTallZWaSkpNg9crNzr/THvSqa3NsEwzD45qFv+HzQ5+z6aRfRTaOxOBUexbjehFQNodPznbjh2RsIqxnG8inLS22wACAfAsoFULtXbQJiAqjQrgLl25Rnz+LSPY1CCvvqqy20ahVLyD++cHbrVpWvv+7Hxx/3JibGn0ce+ZasLMccu4rD7G+mcSTxEPfcMbzI5dk5Wazd9BvNG7Qv5spKlvzcfJa/sRwMaDiooaPLEQcp0UHTycmJefPmUalSJbp27cqWLVv+1XZOnz5NeHj4Jfv5+fnZPXd1LRjmz8wsCBGnTp1i48aNuLi42D3GjRvHn3/+eUXbKsqECRPw9fW1eyz7oPAFCMXBO8Sb+JHx9JzWk5tfv5mOYzpi5Bl4BWtE09nNGe8Qb4IqBNF4cGMsZSzsXXptzL/9N9z83PCJ8LFr8wn3If30ld9GrDRx9yuYd/fPLxmZZzMLjXKWBkeOpLBixSFuu61moWXe3lZiYvxp2DCSyZO7sW9fEgsX7nZAleb79JtpbNmxjuFDxuLvW/TdJjZsWUl2TjZN6rUp3uJKkPMhM+1UGm2fbKvRzOtYiQ6aAL6+vvz4448EBQXRsWNH9u/ff8XbCAwM5OjRo/+5loCAAGrVqsXatWsLPVatWvWftz9ixAjOnj1r92gxoMV/3u5/4ezmjLufO9lp2RzbcoyIehEOradEMgoOqqVVcKVgzh07Z9d2LvEcnoGeDqqoZPAM9sTN143EbYm2tpyMHE7vO10qb3c1Z85WAgM9aNPmUtMlDAyjYD5naWIYBp9+M41N21bzyOAxBAWEXLDv8rWLqFW1Ad5evsVYYclxPmSeSzxH26dK99QiubQSPUfzvLJly7Jw4UKaN2/ODTfcwLJlywgNDS3U70KjhvHx8bz00kscOnSI6Ojof11HfHw833//PeHh4Zc1QnqlrFar3al7AGdXx/wXHdt8DAMDn1Afzh0/x6bZm/AJ8yGuVemek5eTmUPq8VTb89STqZw5eAZXT1esXla2zdtGRL0I3P3cyTqXxa6fd5F+Jp3oRv/+fVXSVe5UmYVjF7Jt3jaiG0dzeu9p9izZQ6O7Gjm6NNNd7P3gGeRJ5U6V2fbNNrxDvfEK9mLzl5tx93Mnsn7Jnod9pfLzDebM2Ur37tVwdv5rfOLPP5P5/vudNG8eQ0CAO4mJ53j33TW4uTnTunXpOlZ8+s27rN30G/f1H4Gb1Z2z584A4O7mgavLX8ftE6eOsefAHwwb+IyjSjXdxX4v3P3cWTZlGWcOnKHV8FYY+YZtPrOrlytlnEvv3F0p2jURNKHgL/f8+OOPtGrVik6dOrF06dJCfapWrQoU3KKoe/fueHh4ULNmTR599FE+/PBDWrVqxahRo4iLi2Pfvn3s2rWLiRMnXnYN/fv355133qFNmzb873//o1KlSraLfrKzs5kwYcJV+3kdLScjh98//530pHRcPV2JahhFrZ61cHIu8YPg/0nS/iQWj19se75x1kYAYlvE0nBQQ1KOpbB/8n6yzmVh9bISEBdA/Mh4fCNL78hFYFwgLR9uye+f/87WuVvxCvai3p31iGke4+jSTHex90OToU2o2qUquVm5rJ2xluz0bIIrBdPm8Tal5h6a561YcZCjR8/Ro0cNu3ZXV2fWrTvCBx9sICUlk8BADxo0iOTTT28nMLB03W/311U/AvDKu6Ps2vvfNoxmDf66uHTFukX4+QRStWKd4iyvWF3s96LGrTU4suEIAAtGLrBbr93T7QipeuGRYCmdrpmgCVCjRg2+++474uPj6dq1a6FRxbp165KQkMB7773HpEmTiIqK4sCBAwQGBrJ8+XJGjBjBE088QXp6OjExMdx///1XtH+r1crixYtt9/U8duwYQUFB1K1b94q3VdJFN44munHpHaW7kJCqIdz+0e0XXN7y4ZbFWE3JEVE3goi619+0iUu9HywWC7V61KJWj1rFWFXxa9Eihp07HyvUHhLixbRptzqgouL39gtzLqtf90530r3TnSZX41iX+r242DK5/lgMwzAu3U0cJWFNgqNLEJESKqHR1Z/Ccy1a8nVzR5dQIiyN+MLRJZQICY0SHLbv/KXmndl0aj3CtG2bqXSfBxURERERh1HQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCmcHV2AiFy+1kd6OrqEEmFpxBeOLqFEyF962tEllAitA+Y5uoQSYamjCxApgkY0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERESklHrhhRewWCw88sgjtrbMzEweeOABAgMD8fLyokePHhw/ftyU/StoioiIiJRCa9eu5Z133qFWrVp27Y8++ijffvstX3zxBUuXLuXo0aPceuutptSgoCkiIiJSyqSmptK3b1+mTZuGv7+/rf3s2bNMnz6dV155hXbt2lG/fn3ef/99VqxYwapVq656HQqaIiIiIiVcVlYWKSkpdo+srKwL9n/ggQfo0qUL8fHxdu3r168nJyfHrr1KlSpER0ezcuXKq163gqaIiIhICTdhwgR8fX3tHhMmTCiy7+zZs9mwYUORyxMTE3F1dcXPz8+uPSQkhMTExKtet/4ykIiIiEgJN2LECIYPH27XZrVaC/X7888/efjhh1m4cCFubm7FVd4FKWiKiIiIlHBWq7XIYPlP69ev58SJE9SrV8/WlpeXx6+//sobb7zBjz/+SHZ2NsnJyXajmsePHyc0NPSq162gKSIiIlJKtG/fni1btti1DRo0iCpVqvDkk08SFRWFi4sLixYtokePHgDs3LmTQ4cO0bRp06tej4KmiIiISCnh7e1NjRo17No8PT0JDAy0td99990MHz6cgIAAfHx8ePDBB2natClNmjS56vUoaIqIiIhcR1599VWcnJzo0aMHWVlZdOzYkTfffNOUfSloioiIiJRiv/zyi91zNzc3pk6dytSpU03ft25vJCIiIiKm0IimiIiIyFWwNKmbadtua9qWzaURTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYoprJmgmJCRgsVhsDzc3N6pWrcqkSZPIz893WF1z58417e+DioiIiFzLrqm/DOTu7s7ixYsByMjIYMmSJTz11FPk5+fz1FNPOaSmuXPnsm7dOu6//36H7N8s6UnpbPpsE8c2HyMvKw+vEC8aD25MYFygo0srVjkZOWz+ajOH1x0mKyUL/3L+1OtXr1S/DguWfMXGbatIPHEEVxdX4spV4ZbO/QgNjrD1+W31T6zZ9Bt/Ht1HZlYGr4z+CA93TwdWbY4TO06w/bvtnDlwhozkDFo+3JLIBpG25aveWcX+Zfvt1gmtGUrbJ67Vv+FR2BvzNjJ1/u92bbEhPnz/3K0AfP7rTuav2ccfh5JIy8xh9Wu34+NhdUSppvr0lx3MXrqTI6dTAagQ7sf9XWrTqmbB++HQiRQmfbmODXuOk52bT8vqETxze2OCfNwdWXaxuB6Pk3L5rqmg6eTkRJMmTWzP27Zty5YtW5gzZ47DgmZplJ2Wzc/P/UzZqmVp8782WL2tnDt+DldPV0eXVuzWTF9D8uFkmt7bFHd/dw4sP8CSF5Zw4ws34hHg4ejyTLFr/zZaN+lMTFQF8vPymPvjJ0yePobRwydjdXUDIDsni+qV61K9cl3mLvjYwRWbJzcrF/9of+Jax7Hs9WVF9gmrFUbjwY1tz8u4lCmu8opNhXA/Zjzawfbc2emvk2EZ2bm0rB5By+oRvPL1BkeUVyxC/T0Zfmt9ypX1wcDgmxV7GfbmYr4adRMRgV7c89pCKkf5M3N4JwAmf7OB+99YxOynuuDkZHFw9ea6Ho+TcvmumVPnF+Lt7U1OTo7teVZWFk8//TTlypXDarVStWpVZs2aZbfOypUr6datG+Hh4Xh6elKnTh0++ugjuz4zZ87EYrFw6tQpu/Y6deowcOBAAAYOHMgHH3zAtm3bbKf0Bw4cyLfffovFYmH37t126545cwZ3d/cSf6r9j/l/4BHgQZMhTQgsH4hXWS/CaobhHeLt6NKKVW52Ln+u/ZM6fepQtkpZvEO8qXlrTbxCvNizaI+jyzPNQ3c9S7MG7QgPiSYyPJYBPR8kKfkUhw7vtfVp3+ImOrW5ldioSg6s1HzhtcOp1bMWUQ2iLtjHydkJdz9326M0fiFzdrIQ7Othe/h7u9mWDYivzuDOtagdF+zACs3XtnYUrWtGEhPiQ2yIL4/cUg8PqzO/7zvJxj0nOHI6lQkDW1Ap0p9Kkf5MGNSSrQdPsWrHMUeXbqrr9Tgpl++aGtEEyM3NBf46df7VV1/x9NNP25b36tWLZcuWMXr0aKpWrcr333/PnXfeib+/P507dwbg4MGDNG/enHvvvRc3NzeWL1/O3XffTX5+PgMGDLjsWkaNGsXJkyfZsWMHn3zyCQDBwcHExMQQERHBjBkzmDBhgq3/+cB7xx13/OfXwUxHNhwhrGYYyyYv48SOE7gHuFOxfUUqtK3g6NKKlZFnYOQbhUaoyriW4eSukw6qqvhlZKYD4OHh5eBKSqYTO04w5/45uHq6ElIthFq31cLqXbpOHR88cY5Wj3+G1aUMdeLK8ugt9QgPvH7fD3n5+SxYd4D07FzqxJXlz5PnsFjA1fmvY4XVpQxOFgsb9hynWbVwB1ZrLh0n5VKuqaCZlpaGi4uLXVvv3r1tp82XLFnCvHnz+PHHH+nQoeA0zw033MCxY8cYPXq0LWj26dPHtr5hGLRq1YrDhw/zzjvvXFHQLF++PMHBwRw8eNDulD7AoEGDmDFjBuPGjaNMmYJfwBkzZnDrrbfi5+d3xT97cUo9mcruxbup0qkK1bpVI2lfEhs+2oCTsxNxLeMcXV6xcXF3IahCENvmbsMn3Ac3XzcOrjzI6d2n8Qq5Pj5k8/Pz+WL+DMqXq0JEaDlHl1PihNUKI7JhJF7BXqQeT+X3L37nl5d+4YbRN+DkdM2fMAKgVmww4we2IDbUh5NnM5j67SbufPEHvk3ojqeby6U3UIrsOnyG2yd+R1ZOHh5WZ6bc144K4X4EeLvh7urMS3PW8Wj3+hgYvDJnPXn5BifPZji6bFPpOCmXck0dCd3d3Vm7di1r165l2bJlvP766yxYsIDBgwcD8NNPPxEQEEC7du3Izc21PW644QY2btxIXl4eUHAK+6GHHqJcuXK4uLjg4uLCu+++y65du65arXfffTfHjh1jwYIFAGzevJkNGzZw9913X3CdrKwsUlJS7B652blXrabLlg8B5QKo3as2ATEBVGhXgfJtyrNn8fV3GqTJvU0wDINvHvqGzwd9zq6fdhHdNBpLKZ9zdd7sb6ZxJPEQ99wx3NGllEjlmpYjsl4kflF+RDaIpPVjrUnal8SJ7SccXdpV06pmJJ0axFA5MoAW1SN456F4zqVn88O6/ZdeuZSJCfVhzqhufDaiC31aV2HE+7+x52gyAd5uvDa0Db/8fpj6D31Mo4dnkZKeTbXowOviWHG9Hyfl4q6pEU0nJycaNGhge968eXNyc3N57LHHGD58OKdOnSIpKanQqOd5x44dIzIykoEDB7JixQqeffZZqlevjo+PD2+99RafffbZVas1JiaGG264genTp9OlSxdmzJhBbGwsbdte+GrUCRMmMGbMGLu21ve0ps3gNletrsvh5ueGT4SPXZtPuA9/rvuzWOsoCbxDvIkfGU9uZi45mTm4+7mz/I3leAWX/m/qn34zjS071vHY0HH4+wY5upxrgldZL6zeVlKPp0J1R1djDh8PKzEhPhw6cc7RpRQ7V+cylCtbcGysXi6ILQdO8dGiPxjTrxnNq0fw0/genDmXSZkyFnw8rLT832yigmIdXLX5rufjpFzaNRU0i1K1alUAtm3bRkBAAMHBwXz//fdF9i1btiyZmZnMnz+fV155hQcffNC27J/34nRz+/+ra7Oz7drPnDlz2bUNHjyYO+64gyNHjvDJJ5/w0EMPYbFc+BveiBEjGD7cfuRo0uZJl72/qyW4UjDnjtl/iJxLPIdnYOm7fc3lcnZzxtnNmey0bI5tOUad3nUcXZJpDMNg9rz32LRtNcOHjCUoIMTRJV0z0pPSyUrNws3P7dKdr1FpmTn8efIc3ZqU/tv2XIphGGTn5tm1nb9QatWOY5w+l0m72he+kKy0uZ6Ok3L5rvmguXXrVgCCgoKIj49n0qRJuLq6UqtWrSL7nz17lvz8fFxd/7oy9Ny5c8ybN8+uX2Rkwb3Rtm/fTnh4uO3ff/5pP6rn6upKZmZmkfu6+eab8ff354477iApKcl2tfqFWK1WrFb7iwicXYv/v6hyp8osHLuQbfO2Ed04mtN7T7NnyR4a3dWo2GtxtGObj2Fg4BPqw7nj59g0exM+YT7EtSq9c1U//eZd1m76jfv6j8DN6s7ZcwVfrtzdPHB1KXh/nj13hpRzyZw8XXBF7ZHEg7hZ3QnwC8LTo/TcnSAnM6dgdPL/pZ5M5czBM7h6uuLq5crWr7cS1TAKN183Uk+ksmn2JrxDvAmrGebAqq+uSV+spU2tKCICPTlxNoMp8zbi5GShS6OC34GTZ9M5lZLBwf8f4dx1JBlPN2fCArzw8yw9F0W9Mmc9LWtEEB7gSVpmLvPX7GPNrkSmPVxwPcCc5buJC/MlwMuNTftOMv6zNQyIr05sqK+DKzff9XiclMt3TQXN/Px8Vq1aBRSMNK5fv55x48ZRrVo1WrVqhYuLCzfddBOdOnXiiSeeoFatWqSlpbFt2zb27NnDe++9h6+vLw0bNuSFF14gODgYZ2dnXnjhBXx9fTlx4q95VY0bNyYqKopHH32UCRMmkJKSwgsvvEBgoP0NaKtWrcqMGTP49NNPqVixIkFBQcTExADg4uLCgAEDePHFF+nYsSNRUdfGN9vAuEBaPtyS3z//na1zt+IV7EW9O+sR0zzG0aUVu5yMHH7//HfSk9Jx9XQlqmEUtXrWwsn5mprefEV+XfUjAK+8O8quvf9tw2jWoJ2tz3eLPrcte/mdkYX6lAZJ+5NYPH6x7fnGWRsBiG0RS4NBDUj+M5n9v+0nJz0Hd393QmuEUvO2mqXqXpqJZ9L433tLSU7LIsDLjXoVyjL7qS4E/P/I3WdLd9rd0L3fiz8AMH5gc25pVtEhNZvh9LlMnnr/N06ezcDb3ZVKEf5Me7gDzf//ivL9x8/y6tfrOZuWTXigF/feWIsB8dUcXHXxuB6Pk3L5LIZhGI4u4nIkJCTYzV90dnYmKiqKzp07M3r0aMqWLQsUBNAXXniBjz/+mIMHD+Lr60uNGjUYNGgQ/fr1A2DPnj0MHTqUVatWERgYyEMPPURqaiovvfQSqal/jV6sX7+e++67j61bt1KhQgVeffVVHnvsMerUqcPMmTMBSElJYejQoSxcuJDTp08zYMAA2zIouGdns2bN+Oyzz+jVq9eV/9xrEq78xZJSq/WRno4uoURYGvGFo0soEZ7NKD0jhvLfjXXPcnQJJUJCowSH7XvJ19tM23bbW67Nid/XTNC8Vj377LO8+eabHDlypNBp8cuhoCl/p6BZQEGzgIKm/J2CZgEFzZLlmjp1fi3ZuXMnO3fuZMqUKTzwwAP/KmSKiIiIXMsUNE1y/tR8p06dGDFihKPLERERESl2Cpom+eWXXxxdgoiIiIhD6ZIwERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCmdHFyAX1/pIT0eXUCIsjfjC0SWUCHod5O+WJnVzdAlSgrR2dAFSYkyYMIE5c+awY8cO3N3dadasGRMnTqRy5cq2PpmZmTz22GPMnj2brKwsOnbsyJtvvklISMhVrUUjmiIiIiKlyNKlS3nggQdYtWoVCxcuJCcnhw4dOpCWlmbr8+ijj/Ltt9/yxRdfsHTpUo4ePcqtt9561WvRiKaIiIhIKbJgwQK75zNnzqRs2bKsX7+eVq1acfbsWaZPn86sWbNo164dAO+//z5Vq1Zl1apVNGnS5KrVohFNERERkVLs7NmzAAQEBACwfv16cnJyiI+Pt/WpUqUK0dHRrFy58qruWyOaIiIiIiVcVlYWWVlZdm1WqxWr1XrR9fLz83nkkUdo3rw5NWrUACAxMRFXV1f8/Pzs+oaEhJCYmHhV69aIpoiIiEgJN2HCBHx9fe0eEyZMuOR6DzzwAFu3bmX27NnFUGVhGtEUERERKeFGjBjB8OHD7douNZo5bNgw5s+fz6+//kpkZKStPTQ0lOzsbJKTk+1GNY8fP05oaOhVrVsjmiIiIiIlnNVqxcfHx+5xoaBpGAbDhg3j66+/ZvHixcTGxtotr1+/Pi4uLixatMjWtnPnTg4dOkTTpk2vat0a0RQRERG5Csy813Fbql923wceeIBZs2bxzTff4O3tbZt36evri7u7O76+vtx9990MHz6cgIAAfHx8ePDBB2natOlVveIcFDRFRERESpW33noLgDZt2ti1v//++wwcOBCAV199FScnJ3r06GF3w/arTUFTREREpBQxDOOSfdzc3Jg6dSpTp041tRbN0RQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERM8a+D5rx58+jQoQMBAQG4uroSGxvL0KFD2bVr19Wsr1hs2rSJhIQE0tPTHV2KiIiISKnh/G9Weuqpp5g4cSK33XYb06ZNIzg4mL179zJjxgx69+7Nxo0br3adptq0aRNjxoxh2LBheHh4OLqcYrd01QJ+XfUjp8+cACAsJIou7XtRo3I9TiWdYOSke4tcb/Ad/6N+rWbFWWqxys/PZ+ucrRxYfoDMs5m4+7sT2zKW6jdXx2KxOLq8YrVlzha2fr3Vrs07zJuuk7o6qKLicWLHCbZ/t50zB86QkZxBy4dbEtkg0rb8036fFrlenT51qNqlanGVaaqLHR8AcnKy+fK7mazbvIzc3FyqVazD7d2H4OPt58Cqr75LvQ6fzHmL7Xs2czblDFarG3HRlbm1cz9Cy0ZebLPXnAVLvmLjtlUknjiCq4srceWqcEvnfoQGR9j6XC/vCbk8Vxw0v//+eyZOnMioUaMYO3asrb1Vq1YMGjSI+fPnX9UCr0VZWVm4uLjg5HRtzEzw9wmke6c7KRsUBgas3LCEtz58gWceeonQ4AgmPjPdrv+y1Qv56de5VK9c10EVF4/t87eze9Fumgxtgm+EL0n7k1g9bTUu7i5U7ljZ0eUVO98IX9o+1db23KnMtfH+/i9ys3Lxj/YnrnUcy15fVmh59ynd7Z4f23yM1e+tJqphVDFVaL6LHR/CQ6L5Yv77bNmxnsF3PI67mwez503j7Y8n8sR9Exxd+lV1qdchOqI8jeq0wt8vmPSMc8z/+TNenz6W5598CyenMo4u/6rZtX8brZt0JiaqAvl5ecz98RMmTx/D6OGTsbq6AVw37wm5PFf8SfHyyy8TEhLCqFGjilzetWvBCEdmZibDhw8nPDwcNzc36tSpw9dff23Xd+DAgdSoUYOff/6ZWrVq4e7uTuvWrTlw4ABJSUn06tULHx8fypcvz2effWa3bps2bejatSsffvgh5cuXx93dnTZt2rBz505bnwMHDmCxWPjyyy/t1n3kkUeIiYkBYObMmQwaNAiA4OBgLBaLbRnA4cOHufPOOwkKCsLd3Z1WrVqxfv16u+3FxMQwbNgwJk2aRLly5XB3dycpKYnDhw/Tq1cvQkJCcHNzIzY2lkcfffTyX+xiUqtaQ2pWqU9IUDghweF079gXq6sb+w/twsmpDL7e/naPTdtWU79Wc9ys7o4u3VSndp8isl4kEXUi8Ar2IrpRNKE1Qjm977SjS3MISxkL7n7utofV2+rokkwXXjucWj1rEdWg6OD499fD3c+dw+sPE1I1BK+yXsVcqXkudnzIyExj+bpF3NZ1IFUq1KRcZHkG3DaMfQd3su/Qzktv/BpysdcBoGXjDlSMq05QQFmiI8rTrcMdnDl7itNnTjq48qvrobuepVmDdoSHRBMZHsuAng+SlHyKQ4f3AlxX7wm5PFc0opmbm8vy5cvp0aMHLi4uF+3bt29fFixYwPPPP0+VKlX48MMP6dGjB3PnzqVbt262fomJiTz22GM888wzuLi48NBDD9G3b188PDxo1aoVgwcPZtq0adx55500adKEcuXK2dbdsGEDe/fu5YUXXgBg5MiRdOzYkZ07d2K1Xt6HYJcuXRg5ciTjxo1jwYIF+Pr62tY9c+YMLVq0wMvLiylTpuDr68uUKVNo164du3fvpmzZsrbtfPXVV1SsWJHXX3+dMmXK4OnpSa9evTh69CiTJ08mJCSEQ4cOsW7dust+vR0hPz+P9VtWkp2dSWx04VG7g4f38uex/fTpPtgB1RWvoIpB7F2yl5RjKfiE+XDm4BlO7jpJvTvqObo0hziXeI65D87FycWJoApB1O5VG88gT0eXVWJknM3g6O9HaTKkiaNLMc0/jw8HD+8jLy+XqhVq2/qElo0kwC+IfQd3EVfEMaQ0uNRxMis7kxXrFhMUEIK/b6ADKiw+GZkF1zZ4eBR8ubpe3xNyYVcUNE+fPk1WVhbR0dEX7bd582bmzJnD22+/zdChQwHo1KkTBw4cYMyYMXZBMykpiaVLl1K9enUAjh49yoMPPsiTTz5pGzVt2LAhc+bMYe7cuTz88MO2dY8fP87SpUupWLEiAHXr1qVy5crMnDnTtt9LCQ4Opnz58gDUr1+foKAg27LXXnuN5ORk1qxZYwuV7du3p1KlSrz00ktMmjTJ1jcnJ4cffvgBT8+/PnjXrFnDhAkT6N27t62tf//+l1VXcTuSeJBJb44gJzcbq6sbQ/s9SXhI4VGc5et+JrRsJOXLVXFAlcWrWtdq5GTk8N2T32FxsmDkG9S6rRYxzWMcXVqxCywfSJMhTfAO8yYzOZOtX2/l53E/c+OEG3Fxv/iXzuvF/t/24+LmcsHRz2vZhY4Ph4/tx7mMMx7u9l84vL38SEk946BqzXOp4+QvK3/g6x8+Iis7k5DgCB6+ezTOzqX39yM/P58v5s+gfLkqRIQWDAKlpJ65rt4Tcmn/6mKgS10I8dtvvwHQs2dPu/bevXvz6KOPkpaWZgtk4eHhtpAJUKlSJQDi4+NtbX5+fpQtW5Y///zTbns1atSwhUyAChUqULt2bVavXn3ZQfNifvrpJ9q2bUtAQAC5ubkAlClThtatW7N27Vq7vm3atLELmQD16tXjpZdewtnZmRtuuIEKFSpcdH9ZWVlkZWXZtWXnZOPq4vqff5ZLCQkK55mHXiYjM50NW1fywRdTGD7kObuDaHZOFms3/caN7XpeZEulx6HVhzj4f+3dd1gU59oG8GfoWFhp0psiCCpKE1GMItg9GhsoiiVGNGpsUXNiYotGE5OgiHKsmBiNLUcssX2JvbfYxRYrCIKCdFgW7u8Prp3sCppyXNYdnt91cSXMDvjssDt7zztvOfmQWn/QmmSOMsp+mE2/bfiNTM1NqUHbBtour1rZN7f/4xvniuC5c9JOenTmETVs31B7hb1F7h29Ry6tXUjfSDr98ZRedX6oaf7sPBnk+w55NWpOubnZ9MuxHbTqx29o6uj5ZFgN53Bt2LRjFaWmP6KpH3yh7VLYW+xv9dG0tLQkExMTevTo0Wv3y87OJkNDQ7KwsFDbbmNjQwDoxYsX4rZ69eqp7WNkZPTK7cXFxWrbVG9dq/4baWlpf/JM/ppnz57R9u3bydDQUO3rhx9+qBR6bWxsKv385s2bKSwsjD799FNq1KgRNW7cmLZt2/bKf2/BggUkk8nUvn7876o38lz+jIGBIdW3siMXx4bUu8tgcrRzpUMn1Ad2/Xb1FMlL5dTKr3211KRtlzZdIq8eXuQS7EL1nOqRW4gbeXb2pBu7bmi7NK0zqm1EdW3rUt7TPG2X8lbIuJVBeWl51LCdNEP3q84PZnXMSVGmoMKiArX98/JfkFkdcy1Vqzl/dp40NalNNlb21KhBE4oZNJXSM1Lp0vUzWqxYczbuWEVXb56nyTGfk7nsjzuBNe01wf7c3wqaBgYG1KZNGzpw4IDYwlcVCwsLKi0tpexs9Wbyp0+fkiAIlULkP5WRkVFp29OnT8nOzo6IiExMKkbAyeVytX1erutVLCwsqEuXLnTu3LlKXy8PbKqqldfOzo4SExPp2bNndPbsWfL09KTIyEi6d+9elf/eJ598Qjk5OWpfUX210xcS5eVU+tLf+MS5A+TjFUB168i0UlN1U8gVlf6ugp5ABC0V9BYpLS6l/Ix8Mq0n7QFhf9W9w/fIws2CzF1qxgep8vzg4tiA9PUN6ObdK+Jj6ZmplPXiGTVw8dBihdWjqvOk+BgRgUClitLqLUrDANDGHavo0vUzNHHkHLKyUG9kqemvCVbZ3x51PnnyZEpPT6cvvqi6qXzPnj0UEhJCRERbt25Ve2zr1q3k6+tb6RbzP3Xt2jW6e/eu+P3du3fp8uXLFBQUREQVLZ6GhoaUnJws7iOXy+nIkSNqv0fZivpyi2l4eDjduHGDvLy8KCAgQO2rWbNmf7lOPT09CgwMpHnz5pFCoVCrWZWxsTGZmZmpfVXHbfOkfevpzr3r9Cwrg1LTH1LSvvV0+/51aunbVtwn41ka3X1wg0ICw1/zm6TFoYUDXd95nVIvpVJ+Zj49Pv+Ybu27RY7+0poX76+4+ONFykjOoPzMfMq8nUnHFh8jQU8gl2CXP/9hHVZaXErZD7Mp+2HFxWl+Zj5lP8ymgmd/tNaUFpXSo7OPqEE7aXaneN35wdSkNrUJCKOfdq+lW79fpYcpv9O6rUupgbOn5AZ9vO44ZD5Pp32H/ksPU36nrBeZ9PvDm7Rqw9dkZGhETRtLa/Dgxh0r6ezFIzRiwCQyMTalnLxsysnLJnlpRbevmvSaYH/N3+6j2a1bN5o2bRrNnj2bbty4QQMGDCArKyu6f/8+JSYmUk5ODl28eJH69OlDkydPpqKiIvL09KT169fTyZMnaceOHW+seBsbG/rXv/4lzuc5Y8YMcnBwoGHDhhFRRcDr06cPLV26lNzd3cnKyoqWLl1KANRaqry8KiZWXrZsGb377rtUq1YtatasGU2ePJk2bNhA7dq1owkTJpCzszNlZmbSmTNnyN7e/rVTFeXk5FDnzp0pOjqaPD09SS6XU3x8PNWrV4/8/N6uE09efg6t3bKEcvOyydSkFjnYudKH780g70YtxH1Onj9A9cwsyUtlm9T5D/GnK/+9Que/O08luSVkam5K7qHu1KR3kz//YYkpzCqkkwknqSS/hIzrGpO1hzV1nNWRTMxMtF2aRmXdz6KD8w+K31/8sWIxCrcQN2o1qmJ0+cNTD4mIJBu6/+z80L/HcBIEgVas/5oUilLy9qiYnFtqXnccXuRm0Z0HyXTgxM9UWFRAZnVk5O7mTVM/WEBmdeppu/Q36ujp/UREFLtSfYrDIf3GUeuADkRUc14T7K8RAPyjG4E7duygpUuX0vnz56mgoIAcHByoc+fONGXKFHJ3d6eioiKaPn06bdq0ibKysqhx48Y0a9Ys6tOnj/g7hg0bRufPn6dr1/5YceTw4cMUGhpK586do4CAAHG7q6sr9ejRg5YuXUpEFYNv6tSpQ3379qXPP/+c0tLSKCgoiJYvXy4GRyKizMxMiomJoYMHD1LdunVp6tSpdP/+fdq+fTs9ePBA3G/OnDm0evVqevLkCTk5OYmPpaen02effUZ79uyh58+fU/369alVq1Y0adIkat26dZW1EVUM7Bk3bhwdO3aMHj16RKamphQQEEDz5s2jwMDAv3ycDyVd/8v7StkRh61/vhNjNUy71JoxMI+xvyNUi40Bs8/O1tzvbqm5361J/zhoapsyaEp9JSIOmhU4aDJWGQdNxirjoPl2kf4acowxxhhjTCs4aDLGGGOMMY34RxO2vw0OHz6s7RIYY4wxxthrcIsmY4wxxhjTCA6ajDHGGGNMIzhoMsYYY4wxjeCgyRhjjDHGNIKDJmOMMcYY0wgOmowxxhhjTCM4aDLGGGOMMY3goMkYY4wxxjSCgyZjjDHGGNMIDpqMMcYYY0wjOGgyxhhjjDGN4KDJGGOMMcY0goMmY4wxxhjTCA6ajDHGGGNMIzhoMsYYY4wxjeCgyRhjjDHGNIKDJmOMMcYY0wgOmowxxhhjTCM4aDLGGGOMMY3goMkYY4wxxjSCgyZjjDHGmAQtW7aMXF1dycTEhIKCgujs2bPVXgMHTcYYY4wxidm8eTNNnjyZZs2aRb/99hs1b96cOnfuTBkZGdVaBwdNxhhjjDGJiY2NpZEjR9Lw4cPJ29ubli9fTrVq1aLExMRqrYODJmOMMcbYW66kpIRyc3PVvkpKSqrcVy6X04ULFyg8PFzcpqenR+Hh4XTq1KnqKrkCGHuN4uJizJo1C8XFxdouRav4OFTg41CBj0MFPg4V+DhU4OOgWbNmzQIRqX3NmjWryn1TU1NBRDh58qTa9qlTp6Jly5bVUO0fBACo3mjLdElubi7JZDLKyckhMzMzbZejNXwcKvBxqMDHoQIfhwp8HCrwcdCskpKSSi2YxsbGZGxsXGnfJ0+ekIODA508eZKCg4PF7dOmTaMjR47QmTNnNF6vkkG1/UuMMcYYY+wfeVWorIqVlRXp6+vT06dP1bY/ffqUbG1tNVHeK3EfTcYYY4wxCTEyMiJ/f386cOCAuK28vJwOHDig1sJZHbhFkzHGGGNMYiZPnkxDhw6lgIAAatmyJS1evJgKCgpo+PDh1VoHB032WsbGxjRr1qy/3FwvVXwcKvBxqMDHoQIfhwp8HCrwcXi7REZGUmZmJs2cOZPS09OpRYsWtG/fPrKxsanWOngwEGOMMcYY0wjuo8kYY4wxxjSCgyZjjDHGGNMIDpqMMcYYY0wjOGgyxhhjjDGN4KDJGGOMMcY0goMmY4wxxhjTCA6arMZSKBTaLkHrysvL1b6vybOdlZWVEVHlY8JqJuXroSZTHoOafF5g/zsOmjWM6oeo8uRRU08iBgYGlJ+fT8uWLdN2KVpRVlZGenoVp4Dk5GQiIhIEQZslaZW+vj4REX355Zd07NgxLVejHVWFq5oavPX19amwsJB2795NRDXvOCgUCtLX16eCggKaOXMm7dq1S9slMR3FQbMGUQ0WBQUFlJGRQUR/hIuaGDg3bNhAEydOpMuXL2u7lGpVVlYmBqtx48bRqFGjaMuWLVquSjtUw1VMTAwlJCSQqalpjWvRUn1NXLp0iS5evEilpaXiOaMm+vDDD2ns2LFERDXqOJSVlZGBgQHl5eVRcHAwHT16lK5cuUIKhaJGfk6w/03NeefUcKofImPHjqV27dqRh4cH9erVizZt2kQASBCEGncS8fPzI1tbWzpx4gQR1ZzbZcrXQkREBO3evZtGjRpFAQEBWq5KO5THIjU1lSwtLWnRokUUEBAgbq8plM83OjqawsLCKCQkhPz8/OjChQtarkx7PvjgAyooKKC1a9dqu5Rqpa+vT8XFxdSpUyeysbGhFStW0LRp08jAgFetZn8fB80aQvkhMmjQINq9ezf17t2bFi1aRMXFxfT555/TRx99RETSvnWqeutLGSgDAwOpV69eNH/+fMrOzq5R4SI2NpbOnz9Pmzdvpv79+1ODBg2ouLiYnj17pu3Sqt2cOXPIycmJVq1aRba2ttoup1qpXlwtWbKETp06RYsXL6a4uDiqV68edevWjfbu3Sv5W8dVXWS7uLhQ48aN6eDBg6/cR0pUn9+vv/5KaWlp9MUXX1Djxo3J0NCQTp8+TcuWLaMlS5ZQZmamFitluoSDZg1y7NgxOnHiBCUkJNCUKVPovffeo88//5xu3rxJ+vr6JJfLtV2ixgAgPT09ksvlJJfL1QLlwIEDydjYmJKSkoio5vTFevz4MTk7O1OLFi3IyMiILly4QD169KB27dpReHg4XblyRdslVpumTZtSeHg45efn0/Pnz4mo5gwWU74Xdu3aRU+ePKEJEyZQdHQ0vf/++7RlyxYKCAig6Oho2r9/v2TfG8o7Oi8/P2traxo7dixt3LiRTpw4IekL8bKyMhIEgfLy8oio4vVfWFhIxcXFlJycTLNmzaJ33nmHYmNjaeLEifTee+9puWKmM8AkS6FQAADKy8sBAJs3b4a5uTmePn0KALhx4wasrKwQGRmJgoICAMCVK1e0U2w1KCkpQffu3dG0aVPs3bsX9+7dEx8LDw9HSEiIFqurPmVlZSgvL8eoUaPg7u6OhQsXYsKECTA2NkaHDh0wffp0uLq6onv37touVSPKysqq3L5z5074+vqiXr16uHHjBoA/3kNSt3TpUlhYWMDR0RH79u0D8Mdzz8jIQLdu3WBpaYl9+/a98vjpKuXzLCkpgb+/P6ZOnYq9e/eKj+fl5aFNmzaIiYlBcXGxeD6VEuVzysvLg0wmQ2xsLB4/fgxnZ2fY2dnB1dUV1tbWSExMRFpaGvbs2QNBEHDy5EktV850AQdNiVI9GS5duhS3b9/Gr7/+CmNjYzx48AApKSkwNzdHZGQk8vLyAADff/89pk6diufPn2urbI0qLi5GXFwcevfuDQsLC/j4+OCrr75CVlYWTp06BWdnZ6xbt07bZb5xrwpLubm5aNmyJZydnREUFIS4uDjxsU8//RSBgYEoLCysrjKrheqxuH//Pu7cuaN2wbF37174+vrCwcGhRoXNlJQU9O/fH4IgIDo6WtyuDJUZGRno2bMnBEHAL7/8oq0y35icnBzk5OSI3xcWFuLXX3/F7Nmz4eXlBRsbG/Ts2RO7d+9GSUkJFi9eDFtbWzx79gwAJBU2la/vsrIyLFq0CB07dsTFixcBAI8ePcKCBQuwbt06XLt2TfyZbdu2wcvLCzdv3tRGyUzHcNCUINUWh6ioKDRo0AAXLlzApUuX0LBhQ0RGRsLCwgIDBgxAfn4+gIoPksjISERHR4vBU9e9LiDs2rUL06dPR506ddCqVSt07NgRzZs3x4QJEwC8utVL16gegzVr1uCTTz7Bt99+i19//RVARStOeno6UlNTxf2eP3+OXr16ITIyEiUlJdVes6ao/k1HjhyJZs2awcTEBM7OzpgxY4Z4rPbu3Qs/Pz/Y29uLH6RSCpuvei5paWmIiIiAk5MTZs+eLW5XHrf09HRERETg1q1b1VKnphQXF2P16tXo06ePGDabNGmCOXPmAADu3buH3bt3w9/fH56enggICMDKlSthaGiIqVOnarN0jSkoKMCCBQvQrVs3zJ07F2VlZVWeA0tKSnD16lW0bdsWXbt2lcx5kmkWB00Jy8nJQUxMDHbs2CFu++qrryAIAjw9PfHbb78BAG7fvo0RI0bA1tZW569Qi4uLAUAMSPn5+YiNjcX06dOxbt06JCcnq+1/+/ZtzJ8/H23btoUgCDAwMMCFCxeqvW5NUG116du3LxwdHeHj44PmzZvDyMgIc+bMwYsXL9R+5tKlSxg+fDisrKxw/fr16i65WkRHR8PR0RHx8fFYsWIFRo8eDSMjI0RFRYldSHbt2oWgoCAYGxvrfLBSpRoyT548iaSkJNy6dQtpaWkAKlo2+/Tpg0aNGlUZNqUSLNatWwcPDw8EBwfD2dkZHTp0wMOHD9X2kcvl2LdvH4YMGQJra2uYmpqiRYsWyMzMBCCtVs01a9ZAEASYmZlh1apVACqen+pzzMzMxJQpUxASEgJ/f3/I5XIA0nlNMM3hoClRkydPRt26deHi4lKp3+WCBQtgbW0NHx8fBAcHIyAgAE5OTuLtEl119epV9OvXT3y+OTk58PDwgI2NDZydnaGnp4fWrVtj+fLlaj+nPJmuWbNGbNVU9mOUggULFsDFxQWHDx8WW7A/+ugjCIKA3bt3ix8Un3/+OTw8PODt7Y3Lly9rs2SNOX/+PBo2bIhNmzaJz7ugoAAbN26EqakpJk2aJO6blJSE0NBQ3L59W1vlvlGqgSAyMhJOTk4wNjaGnZ0d2rdvjzNnzgAAUlNT0a9fP7i7u2Pu3LnaKlfjFi9eDD09PZibm+P06dMAXh2ojx8/jsWLF8PExARLly6t9lqrQ3x8PARBQLNmzXDp0qVKj9++fRsdOnTAyJEjUVpaCgDifxl7HQ6aEqF6YpTL5ViyZAn8/PxgZmYmBsiioiJxnz179iAuLg4jRozA6tWr1fqp6aq4uDhYWVmhd+/euHHjBlavXo1OnTohOTkZpaWluHDhAjp27Ahvb2/xqh1QP3YTJ06Ek5OT2LIlBX379kV0dLTYynvnzh1YW1tj4MCBan0wnzx5gri4ODx48EBbpWrciRMnYGBgoDbYA6hoAZ8zZw5MTU3FwAVADOZSMmHCBLi6umLnzp14/Pgx9u3bh6CgIOjp6YnngbS0NLGLzVdffaXlit8c1ff6xx9/DF9fX3h4eCAkJER83avuo/r/CoUCw4cPR/v27fHixQudvRB9XTeQb7/9Fubm5hgyZIjYRxn44zioPm8pdSdhmsVBU2KUJ8uCggIkJibC3t4eTZs2FUOm8tayVC1evBiNGjVCnz590L17d/z73/9We/zOnTsIDw9H69atcffuXXG78kR68OBBODg4iN0KdFl5eTnkcjlCQkIwcuRIABUzDZibmyMiIkIMUbNmzcKxY8e0WapGVPVBePz4cZiamiIhIQGAepA4deoUDA0NsWvXrmqrsbplZWXBz88PCxcuFM8Jv//+O2QyGQYOHIiCggLxmDx+/BhDhw7FnTt3tFnyG1dUVITff/8dcrkcubm5SEhIQJMmTdCmTRsxaCuPwcstdl999RVcXFyQnZ1d3WW/Ecrnk5+fjy+//BIffPABFi1aJPbZBoD58+fDysoKQ4YMUetqpBqsdTVkM+3goCkhM2fORLNmzcQ+hkVFRUhMTISDgwOCgoLEDxZl3xopUQ0M33zzDby8vGBubi6OpC4tLRWDx4ULFyAIAn788Ue131FeXo6IiAjY2NggIyOj+op/Q1518n/vvffQoEEDXLlyBZaWlujXrx9yc3MBADdv3kSXLl2QkJAgqb5WqiFz/fr1+O9//yt+r/wbv9yl5PTp03BycpLEqOpXuX//PurUqYOkpCQAwPXr12FhYYGIiAixFf/777/H48ePAUiv1UqhUKB79+4ICgrCiRMnxO3Lli2Dt7c32rRpg5SUFAAVLfyfffaZ2EdXLpdj9OjRaNSokTj6XJeoTmHk6ekJT09PBAcHw87ODoGBgZg2bZq478KFC2FtbY3hw4dLeso7Vj04aErIkiVL0Lx5c4SFhYlhs7CwEImJiXByclILm1L7AAHUn1NcXBzq1asHR0dHsb+h8mq+sLAQDg4OmDVrVqWfnzJlCs6ePVttNb8JZWVlai0vhYWFajMHXL9+HY6OjhAEAQMGDBC3Z2ZmYvjw4WjWrFmlgRC67OW+iN7e3pg8ebI44OXy5csIDAyEg4MDtm3bhgcPHuDWrVuIjo6Gq6srnjx5oq3S36iqLjwUCgUaNmyIyZMnIzU1FRYWFujfv7944XH06FH07t1bbOGWYsvVqlWr4OHhge7du+Po0aPidmXLZrNmzbB69Wq0atUKvr6+4nnl/v37aNeunU73ZVcoFBgwYADatWsn9j1WKBRo3749DA0N1e5sKAeOzps3T1vlMongoKmjXhUUExMT4ePjg9DQ0Eph083NDR4eHpK6ff66wBwfHw8XFxd07txZ7NxeXl6OK1euwMrKCvHx8dVVpkYUFRWpTUsEAGPHjkWrVq3g7u6O1atX48WLF1AoFFi1ahXc3d3h7e2N/fv3Iy4uDhEREZDJZJId+DNmzBi4urri4MGDYpACKl4D586dQ7du3SAIAszNzdGoUSPY2dlVOQhC15SXl1d6XygDY3FxMWbOnAlHR0cYGxtj4MCB4mPPnz/H0KFD0bZtW3FRB12nehxU/3/Dhg1o0KBBpbCZmJiIVq1awd7eHl26dBHv/ih/Vtf7bpeUlMDX1xdz584Vn9v27duhp6eHb7/9FoD6c1y/fr0kGyVY9eKgqeOUrS+qLQ/K0dOhoaFqA4ESEhLQtGlT3L9/XwuVvnmqLZRJSUlYunQpjh49qtaa9+2338LFxQX29vb45ptvMHnyZLRt2xY+Pj46PWKytLQUffv2RePGjcV+ucOGDYOLiwtGjhyJd999F4IgYPz48cjMzIRcLseBAwfQvn17uLm5wdPTE3379lWbhFlKUlJS4OnpidjYWLUWzpdb6DZt2oS4uDisXbtW51t1S0tLK3WLmTdvHkaNGoVJkyaJFyW3bt1C165dYW1tjWnTpkEul+OXX37B0KFDUa9ePcm9JgoKCsS/rep7Xhk2u3btqnYb/enTp7h582aV/TR1rYX35XlwHz16BFNTUyQmJgKoCJKCIGD+/PkA/ui7eerUKbWf0+VzJdM+Dpo6RvVDc/r06bC2thbnO1Q9Ca5YsQJWVlYIDQ0VW6yKiooqzZuoq5RX2bm5uQgODoa7uzu8vLwgCAImT56s1jK1ZMkSWFhYoH79+ujevTvWrFkjnjh1+Wr922+/hY+PD0JCQpCcnIwxY8bgwIED4utg2bJlEAQBo0ePFm8bAxWDP/Ly8nS+deZ1Ll68CEEQcOTIEQCVl2OVmqKiInTv3h3z5s0Tn2u/fv1gZ2cHHx8f2NnZwdzcXAxUycnJGDVqFGxtbSGTyeDm5obAwEDJtW6XlZVhwIABMDQ0FG8Vq4am7777DgYGBujcuXOVA+J0sd9yVlYWNm7cKA72y8rKQnR0tPh9jx490LVrV8TFxUFPTw9ffPGF+L7YvXs3wsLCcOjQIW2VzySIg6YOKC8vR2FhodqHpEKhwOnTp+Ht7Q0fH58qw2ZMTAxkMhl8fX11ul8RUPWIx4KCAgQGBqJDhw5ih/1mzZrByMgIgwcPVuvEHhcXBwsLC3z66afiNl0NmarHYvny5WjSpAl8fHzg4uIijhBW7rN8+XIIgoAxY8ZIpiX7dZTPOzMzE2ZmZpgxY4b4mOrf+7vvvsN3331X7fVpSkFBAXx9feHu7o7Fixfj3Llz6NSpE06dOoXc3FycO3cOHTt2hEwmE0NETk4OUlJSsG3bNly7dk2ciFxqDhw4gMDAQDg5OVUZNocPHw4bGxu0adNGEgNfbt68CV9fX7zzzjt4+vQpGjZsiLZt24pLCyckJKB+/frQ09MTVzpSKBS4c+cO2rRpg169eulkwGZvLw6aOmD9+vWYN2+eONIxNDQUc+fORXl5OS5cuAAvLy80bdq00kouH330Efz9/REWFia5uRHlcjm++eYbdOjQQbwl+O6778LNzQ1z5swR12xWbdncsGGDJFq2Xv4QiI+Ph7+/P2rVqoWrV68CUP8gXbFiBQwNDTFkyBBxRK1UvOpiITs7G/369UPTpk3FEdZK6enpGDBgAKZOnSqJJTaVr4e8vDxxntiRI0ciNDRUrdVaOcOATCbD4cOHtVWuRlUVkMrKynD06FH4+fnB0dFRbQL+0tJSREVFITw8HAMGDJBEwCooKMDu3bthZWWFunXrIjQ0FFlZWWrvlc8++wz169dH586dsXHjRnz++ecICgpC8+bNxXOHFI4Feztw0NQBSUlJYqtUly5dYGtrqzaptGrYvHDhAoqKipCfn4/hw4cjKSlJXM9XV12/fh1z587FuHHjsGzZMnH7/v37xRbKMWPGwMXFBefOnQMATJ06FYaGhhg9erS4TUlXWzIB9dpVPzBXrlwJBwcHNG/eXGy5VA2bixcvRr169dRuoeu6lwd3xMbGYunSpWJ/vAsXLqBRo0YICAjAokWLUFJSgsOHD+O9996DtbW1zi+3qlReXi6GgtzcXHTo0AHGxsbw9/evtK8ybFpbW+PAgQPVXapGKV/vcrkc9+7dQ3JystiHXaFQ4MiRI2LYvHjxInJycvDgwQN07txZbd5cKQSs7Oxs2NvbQxAEtGnTptLSvEBF15revXtDJpOhbdu2iImJ4RV/mEZw0HxLqa7YAgCbN2+Gvr4+ZDIZ9uzZU2n/ixcvonnz5qhfvz66du2KDh06QCaTqU1KrouOHTsGa2trtG7dGo6OjnBycsKgQYPEx0tLS5GZmQkvLy/Ex8eLJ9QtW7bAyMgIgiBUmsZIV6kGq7Fjx8LPz0+ttW7FihXw9vZGSEiIOPG06geGrk4yXRXVFul+/frB2dkZLi4ucHd3h0wmw9q1awEAZ86cQVhYGExMTGBgYAAbGxs0atRIEqPLAfXXRFZWFoCKsNmjRw9xkMfLs0zcunULwcHBcHV1rXSe0VWqfbY7deqEpk2bon79+njnnXewf/9+cZ8TJ06gbdu2MDU1hb+/P1xdXdG8eXNJ3OlQfQ75+fmIj4/H8uXLYW1tjdDQUHFqu5db8V++y6HLF+Ls7cRB8y0kl8vRuHFjtYAUGxsLQRCgp6eHmJiYKm+BZmdnY8SIEejQoQN69Oih86NHjx49CkNDQ0yYMAFPnjxBbm4u5syZAycnJ7VWyrNnz0IQBGzfvl3c9v3332POnDk4cuSI5K7O+/fvjwYNGmDFihVi31Sl//znP+LE08qWTSl/cMycORNOTk44evSo2HrVt29fGBkZiaudPHnyBBcuXMB//vMfHDx4sNKUULpK9e86Z84cTJw4UQzQ+fn56NixIxo0aIDFixdXChd37tzBo0ePqrVeTcvPz4ePjw/atm2LI0eOYOfOnbC2tkbt2rXFC7KysjKkp6dj9uzZGDZsGD766CNJDAxUKiwsRFRUlNhVKi8vD1u2bBHDpuqFRWZmptoMHYBuB2329uKg+RbKz8/Hzp071W55y+VyPH78GGvXroWenh5Gjhwprt4BVF6fV9f7nilX75k9ezYKCgrED4PLly/DxsYGhw4dwtWrV1FYWIjc3FyEhobCz88P586dw/Hjx9G6dWtx2UVAOreCvvvuO7i4uOCXX34R/+aqt06BigFAzZs3R5MmTXR+yp7XKSoqQo8ePTBhwgRxWp9XreMuNS+36Lq5ueGrr75SG/CVl5eH8PBwuLm5VRk2pUShUGDcuHEIDQ0V5wCNjIyEvb092rRpAxMTk9cuLSqV88PPP/8MW1tbBAYGinc1cnNzsXnzZlhbW6Njx45IT0/HnTt30KpVK4wYMULLFbOagIPmW2706NEIDw9X25aYmAg9PT28//77YutMSUkJNm3aJIkTplwux8iRIyEIgjjfm7K1Yd++fahduzbc3NxgZmYGT09PJCUlYdmyZfDz84MgCLC1tUVAQIAkjsXLLQxTp06Fl5eXOIJU6eV+Zd988w1atWolqZHmjx49UutjWlpaiiZNmuDDDz8EUNFnVbmOu3IQzMKFCyWz0k9VPv/8c7i4uOD48eNqQVL5flGGTQ8PDyxYsECyYTMnJwdffvklNm/eDAAYPHgw7O3tcf36dRw5cgSWlpYwMjKqstuR1Kxfvx7NmzeHn5+fGDbz8vKwefNm2NrawsLCAh4eHmjevLkklyNmbx8Omm+x4uJiLFq0CLVq1cLAgQPVHktMTIS+vj6GDh2KpKQkjB49GoIgSGZUcWpqKqKiomBsbIzvv/8eAHD+/HnUqVMHAwcOxLZt27Bp0yb4+vrCxcUFJ06cwMOHD7FhwwZs3LhR/KDV1bD5qgEJUVFR8PPzA1ARQl8OoqoTT0uhT2ZhYSHmz5+PsLAwmJubw9zcHMOGDRPXLu/ZsyfCwsJw9epVmJubo3///uKdgBs3biA4OFh8/UhRjx49EBERUan1VvW1kZeXh4CAALRo0aLSBYqUXLlyBSUlJfi///s/uLq64ueffxYfGzduHExNTSEIgmTmiFTtk/nyeeCHH36Aj48PfH19xYvNgoICXLp0CR9//DHmzp3LA39YteGg+RapKlxkZ2dj1apVqFWrFiIjI9UeU67q4ODgAFdXV7WRk1KQlpaGiIgIGBsbY86cOTAzM0NMTIxagDpz5owYMF6mi32uysrKsGnTJuzevVvcFhERIY4Q3rx5MwRBwI8//ijur3TmzBn4+/tXWtVDV+Xm5qJ169Zo1aoVIiIiMG/ePLz//vuoXbs2LCwsEB8fj0uXLsHKygqCICAqKkpsscvIyMDw4cPRokULtS4muuzl1sjs7Gw4ODhg0qRJAKo+fyjnVc3Ly5NMN4o/e1+vXLkSNjY24nRvZWVliI6OxuDBgzFv3jxJBauCggIMHDgQx44dqzJsent7IzAw8JX9cXXxHMl0DwfNt4TqG/7evXvIyMgQP1ieP3+OlStXVhk2k5OTcejQIckMcHiZcs5DY2NjhISEiNuVx+v58+do3Lgxhg4dqqUK36yysjJMmTIFRkZG2LZtG3r27Im6deuKFxEPHz5Ejx494ODggJ9++kn8ubS0NIwaNQrNmjWTxGshJycHDRo0QFhYGM6dO6cWok6fPo2WLVuiVq1amDZtGhITE2Fra4tevXrh0KFD+OGHHxAREQFzc3Odn4BboVDg//7v/8RVXYCKORCVF1uDBw+Gu7u7OFWT6nlk//79iImJkcTrQUm1S8C0adPQq1cvTJw4EWvWrBH3WblyJYyNjbF9+3Y8ffoUDx48QGhoKDZs2CDuI5Wwee/ePZiamiIwMBBnzpyptLDF3LlzIQgCgoODdX4GEqa7OGi+BV5ezcfV1RXu7u6IjIwUP1BeFzal7smTJxg8eDCMjY3xww8/iNsVCgUuX76Mpk2b4uuvv9ZihW9eZGQkatWqBUtLS7Xb4QBw6NAhdOrUCYIgYODAgRgwYADCw8NRr149SUzbk5+fD1dXV/Ts2ROpqaliyCwrKxPfK1euXEGrVq1gZ2eHhIQE7Ny5E25ubuIUR126dBEnr9dljx49QufOndG6dWsAQO/evWFtbS3ONrBu3To4OjoiJiZGLUg8e/YMQ4cORZcuXSTRhQKAWlcAT09P+Pr6omfPnujQoQMsLS0xbNgwcd/u3bvDxMQEPj4+aNCgAXx8fMRwqcsjq6taIS05ORmurq7w8/OrFDZTU1Ph6ekJCwsLtePDWHXioKllqi0Q06dPh7OzMxYuXIiYmBg0bNgQnp6eYr8qZdiUyWTo1q2btkrWCtXb6Mqw+eDBA7Rq1QpBQUGSuwU0ZMgQCIKAOnXqYMOGDZXmQrxx4wZiY2Ph6+srjh5NTk7WUrVv1syZMyEIAuLj48Vtqi2ayg/SM2fOQCaTiRdeubm5uH37NtLS0tRaAHVZfn4+duzYARsbG9ja2sLBwQHXrl1TOx7//ve/YWdnhzZt2mDjxo2Ii4tD//79db5Ft6pAWFZWhlGjRiEkJERtaq9hw4ZBEARxSiug4nwaExODKVOmSGIKI9UVe14+Njdu3ICzszP8/Pxw8uRJcfvOnTsRGRmJnTt36vRzZ7qNg+Zb4sqVKxg2bBjWr18vbtuxYwc8PDzg5uamFjaXLFkCe3t7yQz8+auUYdPExASLFy9GWFgYvL29xZGTUjqR/vbbbzh79iz69OkDMzMzrF+/vsrpepQBVCq3AoGKCaSjoqJgYmKi9n5Q/XBVBq2pU6fCwMBAUrcF8/Pz0bdvX7XR8sHBwRAEAf7+/lVOvB0fH4/27dtDEAQ4Ojqiffv2Oh0yq6L8m4eEhOCDDz4Qv9+yZQsMDAywcOFCAKg0N6SSLr9HVJcZ7d+/P1q3bg0/Pz8sW7ZMDNzXr1+Hq6srPDw88O2332LLli1o3bo13n//ffH3SOkcyXQHB00tUW2R+Oijj1C7dm34+Pio3e5TKBTYvXt3pbCZlZUlmdthf1d6ejqioqIgCAK8vLzEkKnLHyKvO/kXFxejT58+qFu3Ln744QcxWBYWFuLy5cvifrp8O7AqVbVgA388T+X7Z82aNTA2NpZMa65cLsfSpUsxbNgwsVW2qKgIc+bMwcKFC2FjY4N33nlHnL5JNWzK5XLcunULWVlZyM3N1Ur9b8qrlp199uwZGjVqhNmzZwOo6DqgXAEJqHhfjB8/Xm0wna5TvtaLiorELgPDhg3Du+++C0tLS/To0QPHjx8HUPG+CQoKQr169WBhYYF27dqJ50ipnSOY7uCgqQWqIfPXX3/F8+fP4e7uDkEQsGjRIrXgUVZWht27d8Pb2xsymUxcZq4me/z4sdroUV0Omarz2P3www+YMWMGZs+erbaWfVFREfr27QuZTIY1a9bgypUrGDlyJKytrXU+ULzOq8LmyxdpXl5ekpicPT8/H+3bt8exY8fEbV9++aU4Wjw/Px8//fRTpbCpUChQUlIime4CVS07Gx0dLT4+ZswY2NvbY8mSJdDX18e8efPExw4fPowOHTqoDZTTZcrXulwux7Fjx9CjRw+12QPWrFmDFi1aoGfPnuLFVmlpKS5duqQ2iE6Xz5FM93HQrGaqV5WDBw+Gg4MDnj17hvT0dHEgw969e9V+pqysDNu3b0dgYKA4XQmroIsn0MLCQpw/f15tW0REBBo1aoSgoCB07NgRpqamaiuZFBUVISIiAoIgoGHDhrCzs1NbhlOqXteyeefOHXTu3BkTJkzQydfBy7Zv3w4jIyNxOqYDBw7A3Nwcbdu2FedCzMvLw9atW2FjY4P27dvjxYsXyM7OxujRo9G1a9dXzr+qK1637OzZs2cBAKdOnYK3tzcEQcCUKVMAVJwjk5OT0bp1a3Tt2lVSt4iLi4vRr18/+Pv7Izg4GAqFQu3vvHr1alhYWGDFihVV/ryUjgXTTRw0q5HqyeHs2bMICQnBwYMHxZaI1NRU2Nvbo0mTJlWGTam0WNRk5eXlaNWqFdq3by9uGzNmDBo2bCje/po2bZq4rr1yvkyltWvXYvXq1fj999+rtW5tUg2byj6bubm5GDFiBBo0aCCZ/pm7du2CiYmJ2iCXhIQENG3aFCEhIWLYzM/Px9atW2Fvbw8bGxu0a9cOMpms0sWLrvmzZWcPHjyImzdvoqioCGvWrEHLli1hZ2eHJUuWYMyYMQgMDESLFi3UBs1IQVZWFjp27Ij69eujWbNm4nbVbhPdu3dHYGCgNspj7E9x0NSCDz74AEOHDkXHjh3FW37Kk0ZKSgrs7e3h7e2N/fv3c78aCVq9ejUMDQ3x/fffIyMjAx06dMDGjRsBAF9//TUMDAzEkcN6enrYtm2blivWPtWwuXr1akydOhWmpqaSmM5J6eeff4ahoWGl/qYJCQnw9vZWC5sFBQU4c+YM3nvvPYwcORI3btzQQsVvzl9ddlbZlz0pKQl79+7FmDFj4O3tjS5dumDatGmS6E5T1Tk/MzMTgwcPhiAIGD9+vFpf5bKyMkRFRaFdu3bVXCljfw0HzWrw8oljwIABEAQBzs7OePDggbhd2V8vJSUFLi4usLOzU5uug0lDWloaevfuDWdnZ+zatQtbt25FTk4Otm3bBjMzM6xduxZARf9dQRBgYmKidtu4pkpLSxMHghkaGuLChQvaLul/kp+frzZoZe/evTA3Nxe7x6je8qwqbCpJZf3yv7rsbIsWLeDo6CjeAXjx4oXa79HlW8WqQfnJkydqzyUjIwMDBgyAi4sLPvzwQwAVf/u7d+/Cy8tLrR8rY28TDpoaVtXVaWlpKaZOnQpBEDBv3jxxbWbgj7D56NEjeHl5Sea2YE1WWlpaaY3ppKQk2NraYuLEieLKLUOGDEGfPn3Uuki0adMGbm5usLS0VHud1FQpKSkYM2aMJEaZK7tIKC8i9u/fDxMTE7XWSdWWuaVLl8LLywuhoaGS7TrxV5edtbS0xLvvvgtA/Rjp8h0gZe25ubkICwtD48aN0aRJEyQmJopTXSlXShMEAU2aNEFgYCA6d+4smQnpmTRx0Kwmw4cPx/Tp08Xvy8rKMHr0aBgZGWHZsmVqo4elOC9kTVVYWIiQkBBERUVVWot+/PjxqF27ttgy06lTJ4SGhoofGNeuXUP79u2xb98+ZGRkVHvtbytdvi2qKjU1FQMHDoSJiQm2bduG69evQ09PDxcvXnzlz2zYsAGOjo7o0qWLZI7Dy2rasrOq5HI5wsLC0KZNG3zxxRfiil/Tpk0T1yvPyMjAoEGDYGVlhfDwcLWVw6T6mmC6zYDYGweABEEQvy8oKCAzMzNasGABmZmZ0ccff0x6enqUkJBA5eXlNGnSJAJAQ4YMobp165KhoSEREenp6WnrKbA35PTp0/Tbb7/R7du3ae/evfTFF19Qv379yNramr7++ms6ceIExcTE0MWLFyksLIwWLFhACxcuJC8vL9qzZw9lZ2eTn58fWVtba/upvDUMDKRx2rK3t6fY2FhSKBQ0cOBAGjRoELm5udG8efPI09OTDAwMqHbt2mRpaUkAyNLSkkpKSqhbt270ySefSOY4vMzGxoZiY2PJwMCAtm7dSuvXr6fBgweTvr4+lZWVUUpKChkYGFDTpk21XeobUVZWRvr6+uL3tra2NHHiRAoICKDp06fT2LFj6bvvvqPS0lKaNGkSOTk5UWxsLI0bN46uX79O+/bto9atWxMRf2awt5SWg66kKK+4q7p18fz5c3FpvQULFojby8vLERMTg9q1a+Obb7555aoWTDfl5eVhxIgRaN++PeLi4mBubo4hQ4Zg8+bNACqmtLGyshInoI6OjoZMJoNMJoObm9trW7eYNKSlpWHQoEEwMTGBIAh45513UL9+fZiZmaFu3bowNDSEnp4eBEGAubk5bt68qe2Sq0VNWHZW2QJZVFSEs2fPYvPmzQgLCxO70yh9+OGHsLa2xuTJk8WWzfT0dERGRsLT0xOTJ0/mW+bsrcVB8w3JyclBy5YtcfjwYXHbs2fP1PZ59uwZZsyYUWXYHDhwIOrXr88TskvQ48ePUa9ePSxfvhyPHz/G8OHDERAQgLFjxyInJwe9e/eGh4eHuNLPsWPHcPLkyUofNky6njx5gmHDhqFOnTriQBiFQoGCggKkpaXhyZMnSE1NRVpampYrrV41YdnZ3NxctGjRAmZmZnB0dISFhQX27t2L8vJytSmaxo8fDzs7O4wYMQLp6ekAKkajd+3aFX5+fty9hr21OGi+ATk5OXB1dUVoaKh4Avjwww8xaNAgtVHlQEXL5vTp0yEIAmJjY8Xt5eXlamsbM92Un5+P1atXV1oiVDnv4fHjx1FYWIidO3fC1dUVnTt3xqJFi6Cvr6+2JjGreZ48eYKIiAgYGhqKU/wA3O9O6svOxsTEIDw8HJs3b8bixYvRoEED+Pr64vbt2wDU5wMdMmQIunfvrrbt2bNnSElJqb7iGfubOGj+j3JycuDm5oYOHTqoBcWxY8fC2toa48aNqzQdyb179+Dr6wtBEDB37txqrphp0pdffglBENC5c2ds2rRJ3P7kyROMHDkSQ4cOxdOnTwFUTE0SGRmJLl26wMzMDIIgYN26ddoqnb0FVG8Xb9iwQdvlvDWktOysUkFBARISEjBq1Ci1VcBOnDiBhg0bws/Pr8qwqfx/5RyajL3tOGj+D/Lz8+Hq6oqePXsiNTUV5eXlamtXx8TEwM7ODmPGjKnUsjl48GA0btwYlpaWyMzMrO7SmYYUFRVh7969cHFxgb29PQYNGiROyv/LL7+gYcOGlQLEli1b0K9fPxgbG+v8xNvsf6c6X6iyLy/7gxRCJgDMmDEDtWvXhqWlpThdlzI4nj59Gu7u7vD39xfDpmofTA6YTJdw0PwfKAf3xMfHA/jjdkh+fj5CQ0OxZ88eTJs2DVZWVmphMyUlBREREdi1a1elyYaZNDx8+BAfffQRLCws4OHhIYbLRYsWoXbt2pX6X2ZnZ/MFBxOlpqZi+PDhfOEhYTdu3MB7770HQRAwbty4So+fPn0anp6ecHR0FAcAMaaLBADQ9sh3XZWamkrTpk2jbdu20YoVK2jIkCFUUlJCgYGBVFZWRseOHSMLCwv69NNP6bvvviN3d3dq27Yt3bx5k86fP0/Hjx8nR0dHbT8NpiGFhYV0+fJl+vTTT+nUqVPUrVs3+vjjjykhIYEKCwspMTGR6tSpo+0y2VtKoVBIdgqjmublKYyU7ty5Q1988QX9/PPPNH78eJo5c6ba48eOHaOlS5fSjz/+WOXPM6YLOGj+j9LT02nChAm0Y8cO+s9//kPx8fFkbGxMmzdvJicnJ3E+zYSEBEpKSqKbN2+Sk5MTLV++nHx8fLRcPasuc+bMoZ9++onu3r1L/v7+VFJSQtOmTaN+/fqpzbnKGJMW5QVDUVERHTp0iFJTU8nJyYmCg4NJJpPR7du3af78+fTrr79STExMpbCp9KqwytjbjoPmG/D06VOaMGECbd++nWxsbOjevXviCUG1VSInJ4eKiorIxMSE6tWrp8WKWXUpLy8XJ1E+deoUbd26lRYvXkxERBEREbRu3ToyMjLSYoWMMU1Rvv/z8vKobdu29OLFC0pJSaE6deqQra0tbdu2jby9venWrVu0YMECOnDgAI0aNYo+++wzbZfO2BvDywi8ATY2NrRo0SKKiIigp0+f0qZNm4ioYoUgfX19UmZ5mUxGtra2HDJrED09PfHvHxwcTLGxsbRz504KCgqiGTNmcMhkTML09PRILpdTr169yNzcnDZu3EgZGRkUHx9PMpmM2rdvT8nJyeTp6UmffPIJderUiWbPnk1r167VdumMvTHcovkGqd5GX7VqFUVHRxNR5SUpGSspKSFjY2Ntl8EYe4NSU1Pp/v37dPfuXRo2bBgREd28eZM6depECxcupAEDBhBRxZ2uq1ev0qhRoyg/P59OnTpFMpmMbt68Sf/973/p3//+N98mZ5LBPc3fIFtbW4qLiyMiopEjR5K+vj5FRUVxyGSVcEsmY9Jy+vRpGj9+PBUWFpKlpSX5+vpS8+bNKScnhzIyMsjExISIiEpLS8nQ0JB8fHxo7NixNGnSJDp//jyFhYVR48aN6dNPPyUi7pPJpINvnb9hyrDZt29fGjx4MG3ZskXbJbG3EF98MCYdp06dorCwMAoMDKRly5bRkSNHxMGejRo1IktLS0pKSiIiIkNDQyotLSV9fX3q2rUr5eTkUEpKSqXfySGTSQW3aGqAra0tff3112RsbEzNmjXTdjmMMcY0JCUlhUaNGkXR0dG0YMECMjMzI6KKLlPl5eVkYWFBn3zyCY0fP54aNmxIM2fOJENDQyIiSk5OJicnJ7Kzs9PmU2BMozhoaoi9vT2tXLmS58FjjDEJUva9v3btGhUXF9OgQYPEkElE4mwTRES9evWiO3fu0OzZs+nOnTv0r3/9i0pKSmjZsmVka2tLYWFh2ngKjFULHgzEGGOM/UOzZ8+mZcuW0aNHj8jU1PSV+6Wnp9OOHTvoyy+/pJSUFHJwcCAvLy/auXMnGRoacp9MJlnc3MYYY4z9Q0ZGRqRQKKi0tJRMTU2rnGWkrKyMbGxsyNvbm27fvk03b94kExMTatiwIenp6fEqUEzSeDAQY4wx9jcpbwa2atWK8vLyxBlHBEGgl28U6uvrU1ZWFkVHR9OpU6eoWbNm1KhRI9LT06Py8nIOmUzSOGgyxhhjf5Oy1bJp06bk5eVFa9asoZ9//ll8rLy8XNy3vLyc9uzZQ/Xr1ycXFxe136Pal5MxKeJXOGOMMfYP1a9fn9auXUvPnj2jWbNm0c6dO4nojwBZXl5O9+/fp5UrV5K7uzs5Oztrs1zGqh0PBmKMMcb+R/v27aN+/fqRTCajqKgoGjNmDJWUlNC5c+coISGBCgsL6cKFC2RgYCCugc5YTcBBkzHGGHsDLl++TGPHjqXffvuNBEGgkpIS8vLyokaNGtGWLVvIwMCAB/6wGoeDJmOMMfaGvHjxgh4/fkyXLl0iQ0NDatasGXl7e5MgCBwyWY3EQZMxxhjTML5dzmoqDpqMMcYYY0wj+PKKMcYYY4xpBAdNxhhjjDGmERw0GWOMMcaYRnDQZIwxxhhjGsFBkzHGGGOMaQQHTcYYY4wxphEcNBljjDHGmEZw0GSMMcYYYxrBQZMxxhhjjGkEB03GGGOMMaYRHDQZY4wxxphGcNBkjDHGGGMa8f9slLh06LcWjgAAAABJRU5ErkJggg==\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.22335537137809217\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.38      0.27      0.32       150\n","        Baby       0.56      0.49      0.52       150\n","     Watches       0.62      0.94      0.74       150\n","       Decor       0.61      0.61      0.61       150\n","     Kitchen       0.44      0.49      0.46       150\n","      Beauty       0.22      0.26      0.24       150\n","   Computers       0.24      0.13      0.17       150\n","\n","    accuracy                           0.46      1050\n","   macro avg       0.44      0.46      0.44      1050\n","weighted avg       0.44      0.46      0.44      1050\n","\n","Clustering on BoW + LatentDirichletAllocation\n","Clustering on BoW + LatentDirichletAllocation\n"]}],"source":["from sklearn.decomposition import LatentDirichletAllocation\n","tok_lda = LatentDirichletAllocation(n_components=8,random_state=42,n_jobs=-1).fit_transform(count_vector_prod)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_lda)\n","    # Assign clusters\n","labels=kmeans2.labels_\n","\n","title='BoW + LatentDirichletAllocation'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","print('Clustering on BoW + LatentDirichletAllocation' )\n"]},{"cell_type":"code","source":["tok_lda[index][0]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"RrHzJI-ghZAY","executionInfo":{"status":"ok","timestamp":1747741969020,"user_tz":-120,"elapsed":12,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"b451b07d-4980-4115-c990-c00bd22a48ca"},"id":"RrHzJI-ghZAY","execution_count":209,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0.02083335, 0.02083336, 0.02083334, 0.02083335, 0.02084743,\n","       0.02083335, 0.02083335, 0.85415246])"]},"metadata":{},"execution_count":209}]},{"cell_type":"markdown","source":["Best result obtained with LDA ncomponents=8. (Near from the number of categories)\\\n","LDA is more suitable for long texts corpora so it explains the worse result."],"metadata":{"id":"SbgQeZmZwXAh"},"id":"SbgQeZmZwXAh"},{"cell_type":"markdown","source":["## Projections"],"metadata":{"id":"NIKZhJfL5zmO"},"id":"NIKZhJfL5zmO"},{"cell_type":"markdown","source":["### PCA"],"metadata":{"id":"NLBZ3r-YYk6R"},"id":"NLBZ3r-YYk6R"},{"cell_type":"markdown","source":["* **Linear space transformation**: PCA projects data into a new coordinate system defined by orthogonal directions of maximum variance\n","* **Dimensionality optimization**: Reduces feature redundancy by identifying and preserving only the most informative dimensions\n","* **Noise reduction effect**: Lower-ranked components often capture noise, so eliminating them increases signal-to-noise ratio\n","* **Global pattern prioritization**: Emphasizes broad patterns that explain the largest sources of variation across documents\n","* **Feature correlation resolution**: Addresses multicollinearity by creating uncorrelated components from correlated original features\n","* **Variance-based information retention**: Provides clear metrics on how much information (variance) is preserved in the reduced space"],"metadata":{"id":"1NycYdGBYk6U"},"id":"1NycYdGBYk6U"},{"cell_type":"markdown","source":["Overall, PCA gives the same (weak) ARI scores for both encoding strategies. It also worsened ARI score for BoW only.\n"],"metadata":{"id":"2vMaRbkrYk6W"},"id":"2vMaRbkrYk6W"},{"cell_type":"markdown","metadata":{"id":"37Rcu_thYk6X"},"source":["#### countvectorizer + PCA"],"id":"37Rcu_thYk6X"},{"cell_type":"code","source":["from sklearn.decomposition import PCA\n","from sklearn.cluster import KMeans\n","\n","# Create full PCA model to calculate explained variance\n","pca_full = PCA(random_state=42)\n","pca_full.fit(count_vector_prod)\n","\n","# Calculate cumulative variance explained by the first 2 components\n","explained_variance_ratio = pca_full.explained_variance_ratio_\n","cumulative_variance = explained_variance_ratio.cumsum()\n","variance_2_components = cumulative_variance[1] * 100\n","\n","# Apply PCA with 2 components for dimensionality reduction\n","pca = PCA(n_components=2, random_state=42)\n","bow_pca = pca.fit_transform(count_vector_prod)\n","\n","# K-Means clustering on reduced data\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42, n_init=30).fit(bow_pca)\n","labels = kmeans2.labels_\n","\n","# Title including explained variance\n","title = f'BoW + PCA (2 components, {variance_2_components:.2f}% explained variance)'\n","\n","# Evaluate and store metrics results\n","append_dict(results, {\n","    'title': title,\n","    'metrics': clustering_evaluate(labels, data.cat_code, cat['category'])\n","})\n","\n","# Display clustering results\n","print(f'Clustering on {title}')\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535364080,"user_tz":-120,"elapsed":2060,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"8c59c341-0c33-40e2-e4f5-7c0780c7f57f","id":"ZH4ROguxYk6Y"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        6           9\n","Baby             4          27\n","Watches          1         124\n","Decor            2         101\n","Kitchen          5         217\n","Beauty           3          90\n","Computers        0         482"],"text/html":["\n","  <div id=\"df-24a83dc8-fe73-44c4-85f9-e772ddd7cf63\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>6</td>\n","      <td>9</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","  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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.22139824350032977\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.44      0.03      0.05       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.99      1.00      1.00       150\n","       Decor       1.00      0.67      0.80       150\n","     Kitchen       0.38      0.55      0.45       150\n","      Beauty       0.71      0.43      0.53       150\n","   Computers       0.25      0.80      0.38       150\n","\n","    accuracy                           0.50      1050\n","   macro avg       0.54      0.50      0.46      1050\n","weighted avg       0.54      0.50      0.46      1050\n","\n","Clustering on BoW + PCA (2 components, 8.66% explained variance)\n"]}],"id":"ZH4ROguxYk6Y"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:50.199847Z","start_time":"2021-05-24T06:38:49.755630Z"},"colab":{"base_uri":"https://localhost:8080/","height":713},"executionInfo":{"status":"ok","timestamp":1746535364426,"user_tz":-120,"elapsed":345,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"c9b36e88-39c8-4ecc-e6f2-cd477da6c185","id":"w7KD55UdYk6a"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["plot_clusters(bow_pca,labels)"],"id":"w7KD55UdYk6a"},{"cell_type":"markdown","id":"statutory-prague","metadata":{"id":"statutory-prague"},"source":["#### countvectorizer + tfidf + PCA"]},{"cell_type":"code","source":["from sklearn.decomposition import PCA\n","from sklearn.cluster import KMeans\n","\n","# Create full PCA model to calculate explained variance\n","pca_full = PCA(random_state=42)\n","pca_full.fit(tok)\n","\n","# Calculate cumulative variance explained by the first 2 components\n","explained_variance_ratio = pca_full.explained_variance_ratio_\n","cumulative_variance = explained_variance_ratio.cumsum()\n","variance_2_components = cumulative_variance[1] * 100\n","\n","# Apply PCA with 2 components for dimensionality reduction\n","pca = PCA(n_components=2, random_state=42)\n","tok_pca = pca.fit_transform(tok)\n","\n","# K-Means clustering on reduced data\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42, n_init=30).fit(tok_pca)\n","labels = kmeans2.labels_\n","\n","# Title including explained variance\n","title = f'BoW + TFiDF + PCA (2 components, {variance_2_components:.2f}% explained variance)'\n","\n","# Evaluate and store metrics results\n","append_dict(results, {\n","    'title': title,\n","    'metrics': clustering_evaluate(labels, data.cat_code, cat['category'])\n","})\n","\n","# Display clustering results\n","print(f'Clustering on {title}')\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"j1svarr_rXLM","executionInfo":{"status":"ok","timestamp":1746535366594,"user_tz":-120,"elapsed":2167,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"b838e80d-7de6-4f60-921c-39bc52349e3e"},"id":"j1svarr_rXLM","execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        6          36\n","Baby             4          48\n","Watches          2          67\n","Decor            3         268\n","Kitchen          1          53\n","Beauty           5          21\n","Computers        0         557"],"text/html":["\n","  <div id=\"df-51bd8a7a-02e8-4380-b72d-0aeb5eaa7ed1\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>6</td>\n","      <td>36</td>\n","    </tr>\n","    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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.12962113301944223\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.00      0.00      0.00       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.99      1.00      1.00       150\n","       Decor       0.35      0.63      0.45       150\n","     Kitchen       0.99      0.49      0.65       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.25      0.92      0.39       150\n","\n","    accuracy                           0.43      1050\n","   macro avg       0.37      0.43      0.36      1050\n","weighted avg       0.37      0.43      0.36      1050\n","\n","Clustering on BoW + TFiDF + PCA (2 components, 4.50% explained variance)\n"]}]},{"cell_type":"code","execution_count":null,"id":"oriental-feelings","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:50.199847Z","start_time":"2021-05-24T06:38:49.755630Z"},"colab":{"base_uri":"https://localhost:8080/","height":715},"id":"oriental-feelings","executionInfo":{"status":"ok","timestamp":1746535367111,"user_tz":-120,"elapsed":516,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"0f1a4d10-a126-4b1a-ec19-5dbe9feabefa"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["plot_clusters(tok_pca,labels)"]},{"cell_type":"markdown","metadata":{"id":"f2MmyTg-6huK"},"source":["#### countvectorizer + LDA + PCA"],"id":"f2MmyTg-6huK"},{"cell_type":"code","source":["from sklearn.decomposition import PCA\n","from sklearn.cluster import KMeans\n","\n","# Create full PCA model to calculate explained variance\n","pca_full = PCA(random_state=42)\n","pca_full.fit(tok_lda)\n","\n","# Calculate cumulative variance explained by the first 2 components\n","explained_variance_ratio = pca_full.explained_variance_ratio_\n","cumulative_variance = explained_variance_ratio.cumsum()\n","variance_2_components = cumulative_variance[1] * 100\n","\n","# Apply PCA with 2 components for dimensionality reduction\n","pca = PCA(n_components=2, random_state=42)\n","tok_pca = pca.fit_transform(tok_lda)\n","\n","# K-Means clustering on reduced data\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42, n_init=30).fit(tok_pca)\n","labels = kmeans2.labels_\n","\n","# Title including explained variance\n","title = f'BoW + LDA + PCA (2 components, {variance_2_components:.2f}% explained variance)'\n","\n","# Evaluate and store metrics results\n","append_dict(results, {\n","    'title': title,\n","    'metrics': clustering_evaluate(labels, data.cat_code, cat['category'])\n","})\n","\n","# Display clustering results\n","print(f'Clustering on {title}')\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535367630,"user_tz":-120,"elapsed":518,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"ae52dafc-e6cf-4bba-97eb-b2fbf66d0793","id":"MeY4V7pz6huK"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        3          98\n","Baby             2         424\n","Watches          6         155\n","Decor            1         113\n","Kitchen          5         126\n","Beauty           0          70\n","Computers        4          64"],"text/html":["\n","  <div id=\"df-aec30f86-a2b9-4b6f-a7d0-e7a44b6b0e6a\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>3</td>\n","      <td>98</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>2</td>\n","      <td>424</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>6</td>\n","      <td>155</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>1</td>\n","      <td>113</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>5</td>\n","      <td>126</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>0</td>\n","      <td>70</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>4</td>\n","      <td>64</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-aec30f86-a2b9-4b6f-a7d0-e7a44b6b0e6a')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.14370071701135675\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.00      0.00      0.00       150\n","        Baby       0.27      0.75      0.39       150\n","     Watches       0.59      0.99      0.74       150\n","       Decor       0.59      0.69      0.64       150\n","     Kitchen       0.41      0.53      0.46       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.00      0.00      0.00       150\n","\n","    accuracy                           0.42      1050\n","   macro avg       0.26      0.42      0.32      1050\n","weighted avg       0.26      0.42      0.32      1050\n","\n","Clustering on BoW + LDA + PCA (2 components, 41.37% explained variance)\n"]}],"id":"MeY4V7pz6huK"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:50.199847Z","start_time":"2021-05-24T06:38:49.755630Z"},"colab":{"base_uri":"https://localhost:8080/","height":713},"executionInfo":{"status":"ok","timestamp":1746535368146,"user_tz":-120,"elapsed":512,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"34f96903-44e0-4dfe-b211-0526083b1da2","id":"ZkmGSAfl6huK"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["plot_clusters(tok_pca,labels)"],"id":"ZkmGSAfl6huK"},{"cell_type":"markdown","source":["### TSNE"],"metadata":{"id":"B8SleDQR6Yd-"},"id":"B8SleDQR6Yd-"},{"cell_type":"markdown","source":["* **Optimized spatial reorganization**: t-SNE transforms the vector space by preserving local similarities while amplifying differences between distinct groups\n","* **Curse of dimensionality mitigation**: Addresses the \"curse of dimensionality\" problem that affects high-dimensional TF-IDF vectors, where distance metrics become less meaningful\n","* **Adaptation to textual complexity**: Unlike linear methods, t-SNE adapts to complex and non-linear structures present in textual data\n","* **Dimensional noise elimination**: Reduction to 2D eliminates non-relevant dimensions that hindered K-means performance in the original sparse vector space\n","* **Enhancement of natural boundaries**: The transformation accentuates natural separations between categories, considerably facilitating the clustering algorithm's task"],"metadata":{"id":"NTvg_NTv3BTf"},"id":"NTvg_NTv3BTf"},{"cell_type":"markdown","source":["It is interesting to see that using TSNE projection helps having a better ARI score for BoW only and TFiDF strategies."],"metadata":{"id":"syUWDm9QMi17"},"id":"syUWDm9QMi17"},{"cell_type":"markdown","metadata":{"id":"EX4Ug2UaaNHa"},"source":["#### countvectorizer + TSNE"],"id":"EX4Ug2UaaNHa"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:09.300140Z","start_time":"2021-05-24T06:38:57.803703Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535390778,"user_tz":-120,"elapsed":22631,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"838712d9-a371-46c8-bb99-1cefba4a7d2c","id":"9FgNLvbEaNHb"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        4         107\n","Baby             3         112\n","Watches          1         149\n","Decor            2         166\n","Kitchen          5         119\n","Beauty           0         152\n","Computers        6         245"],"text/html":["\n","  <div id=\"df-237c2a66-bd7e-4c0f-ab72-096ac97d4edd\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  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+5fIP5379+l213+WbXxYuXGhby3gzhg4dipOTE19//XWOB3V///33fPfddzd97Nzcc889NGjQgA0bNjBgwIBca09ISOCDDz6w+yH99NNPAzBt2jTbTUKXTZ06lS1bttxwLQ8//DBlypRh69atDBo0iOTkZLvtSUlJ/Prrr7aPmzVrRsOGDUlJSWHIkCFcvHjRtu3MmTMMGTIEgN69e9tmbs10xx134OXlxV9//ZUjaM+bN49333031/1ef/31XNcc7tmzxzZLV7Zs2Wue/6mnnsLFxYX58+fnCF1Lly613SxzvTPX+c3ltarLly/nr7/+stv20Ucf8c0331xx3zJlygCwa9cuU2qbM2cOH330EQEBAcyZMwcnJycef/xx7r33Xg4dOpTjJkKRwkpBU+QfVq1axf79+7FarfTu3fuqfatVq0bdunXJyMjg888/v+lz1qtXjwkTJnDp0iW6dOlC48aN6dOnDw0bNqR79+62gHf5Mu1/5eTkxPz586lduzazZs0iLCyMpk2bct9999G9e3fq1KlDiRIlePTRR+2CZufOnXn88ce5cOECd955Jy1btuT++++nevXqjBw58qb+/nvRokVZsGABgYGBfPbZZ5QpU4ZOnTrRu3dvmjZtSmBgIBMmTLDbZ86cOZQtW5Yff/yRsLAwevToQZcuXShXrhwbN26kbt26vPfee/95nK6Hh4cH48aNA7J/8WjSpAk9evSgevXq9OrVixdeeCHX/SZMmEDZsmWpUqUK3bp1o0+fPrRs2ZIaNWqQnJxM3759qVu37jXPX6NGDaZPn47FYuHBBx+kXr169OnTh2bNmtG+fXvS0tIYO3Ysbdu2vaWfd16pU6cO99xzD+fPn6dOnTq0a9eO++67jypVqvDII4/w4osvXnHf7t27AxAZGUmvXr14+OGHefjhh6/6V6+uV3R0NEOGDMHJyYk5c+YQGBho2/bJJ58QHh7ODz/8wDvvvPOfzyVyu1PQFPmHy5fBO3fufF13jl6e1fyvl89HjhzJ999/T9OmTdmxYwc//fQTbm5uzJ8/n3vuuQeA4sWL/6dz/FNQUBDr1q3jgw8+4I477iA6Oppvv/3W9gijRx55hCVLluR4DM17773HjBkzqFOnDuvWrWPRokWUKlWK5cuX06VLl5uqpU6dOuzYsYNRo0YRHBzMb7/9xoIFC4iNjeXuu+9m5MiRdv3Dw8PZsmULI0eOxN/fn4ULF7Js2TLKlSvH5MmT+eOPP/L0rt+nn36aWbNmUbduXbZu3crSpUsJCAhg6dKlV5zVmj59OgMGDMDFxYVVq1bx3XffcejQIdq0acMPP/xwxUvhuRk8eDBr167l3nvv5eTJk8ydO5c9e/Zw1113sXTpUsaMGXOLPlPHmDdvHq+99hqVKlXijz/+YOnSpYSEhLBkyRIefvjhK+73yiuvMGLECHx8fJg/fz6ffvopn3766RXX016vlJQUevTowYULFxg9ejStWrWy2+7t7c3cuXOxWq2MGDGCjRs3/qfzidzuLMZ/uV1PREw3fvx4xowZwxNPPHHFS7EiIiL5kWY0RfKBffv2kZCQkKN9wYIFTJo0CYvFcs01oyIiIvnN7XcbokgBNHv2bCZOnEidOnUIDg4mIyOD6Oho2188GTt2LPXq1XNwlSIiIjdGQVMkH2jfvj379u1j3bp17N69m9TUVPz9/encuTOPPfZYrn9iUkREJL/TGk0RERERMYXWaIqIiIiIKRQ0RURERMQUCpoiIiIiYgrdDJTPNX7ix2t3KgQmtirv6BLyhVWl5zm6BJF8p8WJHo4uIV/Q94dsY+8Y67BzX/4zuGa4/Cdlbzea0RQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERU+Rp0Bw7diwWiyXHq3r16nly/pkzZ2KxWDhz5gwA586dY+zYsfz11195cn4RERGRwsQlr0/o4eHBihUr7No8PT3z5NwdO3YkKioKHx8fIDtojhs3jurVq1O1atU8qSE/crLAw3dVpl2DMvgXc+d0YiqL1h/lsyV7AXB2sjCkUxWaVAsgyN+TC6mZbIo+zf9+/IszSakOrv7WWbzyO7buWkds3AncXN0IL1uZrh0eJLBEaVuf02dj+fbnmRw4sofMzAyqVqxD77sfxquYj+MKzyN7l+1lz6I9pCSm4BvsS72+9fAv5+/oshzmr5/+4s+5f1KxXUXqPVDP0eXkucL2fli1bjGr1y3hbEIcAKUCgunYuifVK9UFYPb377N7/3YSkxKwWt0JD6lEtw4PEliyjCPLNt2uBbs4vuk4STFJOLs6U7xCcWr3ro1XKS9Hl1aorV69mtdee43NmzcTExPDDz/8QJcuXXLt+8gjj/Dhhx/y1ltv8fTTT9va4+PjeeKJJ/jpp59wcnKie/fuvPPOOxQtWvSGasnzoOnk5ESjRo1u2fFSUlLw8PC4rr4lSpSgRIkSt+zc/7We/OLBNhXo2iyUV77cysGYJKqE+PBSn7pcSM1k3qqDuLs5UynYm88WR7PvRBLFPF0Z1r0GU4c05KHXVjm6/Ftm76FdtGjUgdDg8mRdusT8JbN599NxjBn+LlY3d9LSU3nn03GUKRXKsEHjAFiw9Cumz5rI849Nxsmp4K5EObLuCFvnbKXBgAb4l/MnenE0K6eupNPUTrh7uzu6vDx39uBZ9q/Yj0+wj6NLcYjC+H7w9fKnS/sHKFm8FBgQtWUl738+mZeefJ2ggBBCSpfjjtrN8fUpwcWU8yz89Rve+XQ8rz7/Pk5Ozo4u3zRxe+KoEFkB/3B/si5lsX3edlZOWUnHyR1xcc/ziCH/Lzk5mVq1avHQQw/RrVu3K/b74YcfWLduHUFBQTm29enTh5iYGJYtW0ZGRgYDBgxg8ODBzJkz54ZqyTc/GUNDQxk6dKhd2/z587FYLBw+fBiAw4cPY7FYmDlzJoMGDcLf35877rgDAIvFwtSpUxk7diwBAQEUL16cAQMGkJycbDvePy+dHz58mLCwMAB69Ohhu4x/+PBhfvvtNywWC5s2bbKrp0uXLkRERNg+Hjt2LEWLFmXDhg00btwYd3d3pk+fDsDu3bu555578Pb2pkiRInTs2JEDBw7c6mG7JWqE+fH7jljW7jpFbHwKK7fFsGFPHFXL+gCQnJrJU9OjWL71JEfjLrDrcAJvzNtOlRAfAnxvr1B9NU8+9DJN6rciKCCEMkFh9OvxBPHnznD0ePb/24HDezibcJp+PZ6gdGBZSgeWpX/PJzh64gDRB3Y4uHpzRf8STbmIcoQ3D8e7tDcNBjTAxerCwdUHHV1anstIzSDq/SjuGHgHbkXcHF2OQxTG90PNqg2oUbkeAcWDCCgRRJd2fbC6uXPoaPaVnzsbtqVCeDWK+5UkpHQ57m57PwmJZzibcNrBlZur5YiW2e+DMt74lvWl4eCGXDx7kfjD8Y4urVDr0KEDEyZMoGvXrlfsc+LECZ544glmz56Nq6ur3bbdu3ezePFiPvnkExo2bEizZs2YNm0aX3/9NSdPnryhWhwSNDMzM+1ehmHc0P4jR47EMAy++uorXnvtNVv7e++9x759+5g1axYvv/wyc+bM4ZVXXsn1GKVKleL7778HYOLEiURFRREVFUWpUqVuqJb09HTuv/9+HnjgAX755Rfatm3LwYMHadKkCfHx8cycOZM5c+Zw+vRpWrduTVpa2g0dPy/sOBRP/YolCC5RBIDypb2oFe5H1F9xV9ynqIcrWVkG51My8qrMPJeSehEAT8/sywSZmRlYLODi8vcXpIuLGxaLhf2HdzukxrxwKfMS8YfjCawWaGuzOFkIqBbAmf1nHFiZY2yatYmgWkEEVg+8ducCSO8HyMq6xMY//yA9PZWwkEo5tqelp7J20wqK+wXg611wlxPkJuP/fyYU1l/CzJSWlkZSUpLd62YzRVZWFg8++CDPPfcc1apVy7H98jLD+vXr29oiIyNxcnJi/fr1N3SuPJ/XTk5OzpGcv/jiixs6Ru3atfnkk09ytJcqVYrZs2cD0L59e7Zs2cK3337L5MmTc/S1Wq3UqVMHgAoVKtz05fyMjAxeffVVevXqZWvr168ffn5+LFu2DHf37MtITZo0ITw8nE8//ZTHHnvsps5lls+X7cPT3ZWvR7UmyzBwslj4cOFulm46nmt/NxcnHru7Kss2H+diamYeV5s3srKymLdwBuXKVqZ0YFkAwkIq4ubqzg+/fE6Xdg9gYPDDL1+QlZVF0vkEB1dsnrTzaRhZRo5Lou5e7pw/ed5BVTnGkagjJBxOoN24do4uxWEK8/vhROwRpv5vJBmZ6Vjd3Bny4PMEBQTbtv8W9Qs//PIFaempBJQozVMDx9j9YlrQGVkGW77cQvGKxQvtshIzTZo0iXHjxtm1jRkzhrFjx97wsaZMmYKLiwtPPvlkrttjY2MpWbKkXZuLiwt+fn7Exsbe0LkccjPQ6tWr7drCw8MZNWrUdR+jY8eOuba3adPG7uOqVavy9ddf33iRN+jf9SxdupTevXvj4uJCZmZ2EPP19aVOnTps3LjxisdJS0vL8dtJ1qUMnJzN/UbVuk5p2tUvw5hZmzkUk0SFMt483b0GZxJTWbThmF1fZycLEx6qj8UCU+duN7UuR/r6x485EXuU5x591dZWrKg3g/s8y5z5H7Jy7SIsFgsNat1JSOlwLJZ8swpFTJJ8NpnNX26m5fMtcXYruGvu5MoCigfx0pNvkJJ6kS07o5g1bxrDB79iC5sN6zSnSoVaJCUlsOz3H/l4zus898hEXF0Lx+zeplmbSDyeSOToSEeXUiCNHDmS4cOH27VZrdYbPs7mzZt555132LJlCxaL5VaVd0UOuRnon1OxNyMgICDX9st3k1/m5uZm+qVqT0/PHHdgnTlzhrfffpu33347R383tyt/w8ntt5XSDXoR3PC+W1LrlQztUo0vlu3j1y0nADgQc55AP0/6tq1gFzSdnSy8+lADAv08GfrumgI7m/nVjx+zY88mnhkyAV/v4nbbqlaszYQR73MhOQknJ2c8PYowYsJDFK+Z+3uyILAWs2JxspCaaP+EgdSkVNx9CuaNH7lJOJRAWlIaS0YvsbUZWQZx0XHsW7aPnp/1LNA3hF1WmN8PLi6u2TcDAWXLlOPI8f2sXLOQPt0eBcDDvQge7kUIKB5EWEhFho/ry7Zd62lQ+05Hlp0nNs3axMltJ2n9Ums8/fLmSTKFjdVqvalg+W+///47cXFxhISE2NouXbrEM888w9tvv83hw4cJDAwkLs5++VxmZibx8fEEBt7YsqF8c0uYu7s76enpdm0JCblfjjQ7gV++3J1bPf8+d261+Pn50bFjx1wvkRcrVuyK583tt5U2Lyy97rpvlrubM1n/WieblWXYfW6XQ2aZEkUYOm0NSRcL3tpMwzD4esEnbNu1nuGDx1Pc78rhsWiR7Ed37Nm/g/PJidSs2iCvysxzzi7O+IX6EftXLGXqZz+qxcgyOLXrFBXbVHRwdXknoFoAHSZ2sGtb//F6vIK8qNKxSqEImaD3wz8ZWVlkZOb+C7cBGBhkZBa875X/ZBgGmz/fzPHNx2n9YmuKlryxR99I3nvwwQeJjLSfdW7Xrh0PPvggAwYMAKBx48acO3eOzZs3U69e9uPbVqxYQVZWFg0bNryh8+WboFmmTBl277a/oWLpUnND1uXZxdRU+9/My5TJ/ua5e/dumjRpAmTPUm7ZssU24FcTGRnJzp07qVOnDs7O13+JLbffVsy+bA7wx85Y+retyKmEFA7GJFGpjA+9W5Zj4bqjQHbInDiwAZWCfXj2w3U4WSz4FcuuM+liOpmXbuxmrvzqqx8/YuO233m070jcrR4k/v+6Sw93T9xcsz/ftZuWE1iyDMWKeHPwaDRzf/qU1k072T1rsyCq1KES6z5ah1+YH/7h/kQviSYzLZOw5mGOLi3PuHq45lh35mJ1wa2oW6Fbj1YY3w8/LP6S6hXr4OtTgrT0FDZs+529h3bxxEOjOX02ls3b11ClQm2KFfUiIfEsS377HjdXN6pXruvo0k21adYmjkQdofnTzXFxdyHlXAoArp6uuLjlm4hR6Fy4cIH9+/fbPj506BDbtm3Dz8+PkJAQ/P3tb1JzdXUlMDCQSpWyb26rUqUK7du3Z9CgQXzwwQdkZGQwdOhQevfuneujkK4m37wL7r33Xh599FHGjRtHkyZNWLRoEVFRUaaeMzAwEB8fH7766ivCwsKwWq3UrFmTMmXK0LBhQ8aNG4e3tzcuLi5MmTIFb2/v6zruuHHjaNCgAe3atWPw4MEEBAQQGxvLqlWruPPOO7nvPnMvhd+oN+ftYHDHyjzbsyZ+Ra2cTkxl/prDzFgcDUAJH3ea18y+XPTFCy3t9n3snT/Yuv9sntdshtXrsi+JvvnRaLv2vvcOpUn9VgCcOn2S+Ytnk5xyAX/fEnRoeS+tm3XO81rzWtlGZUk7n8aO73aQmpiKb4gvEc9F4OFdcB5vJdevML4fzl9I5LO575J0PgEPd09KlwrliYdGU7VCbc4lxbPv8G6Wr1nIxZRkvIp6Uz6sKs89Ogmvoj6OLt1U+5dnh5nlE5fbtTcc1JDw5uGOKEmATZs20bLl3z+vL18t7devHzNnzryuY8yePZuhQ4fSunVr2wPb33333RuuJd8EzYcffpgDBw7w/vvv89Zbb9G7d28mTZrE/fffb9o5nZyc+Oyzz3jxxRdtjx46dOgQoaGhzJ49m0GDBtG/f38CAwOZMGECX3/9NefOnbvmccuXL8+GDRsYNWoUjz32GBcuXKBUqVI0b96cmjVrmvb53KyLaZm8/f1O3v5+Z67bY+NTaPzEj3lcVd77YPL31+zTtcODdO3wYB5Uk/9UbFOx0F0avZbWL7V2dAkOU9jeD33vffyK23y8/HhiwPXf0FqQ3PdF/po4kWwRERE39OjIy88r/yc/P78bfjh7bizGjT7EUvJUYQh412Niq/KOLiFfWFV6nqNLEMl3Wpzo4egS8gV9f8g29o6xDjv3kCFDTDv2hx9+aNqxzVQ4Vq+LiIiISJ5T0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpXBxdgIiIiEhBcF/yjyYe/UMTj20ezWiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiptBzNPO5dg9udXQJ+cKLXzi6gvyh3YOOrkAk/1lVep6jS8gXWpzo4egSRHLQjKaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERECpDVq1fTuXNngoKCsFgszJ8/37YtIyOD559/nho1alCkSBGCgoLo27cvJ0+etDtGfHw8ffr0wcvLCx8fHwYOHMiFCxduuBYFTREREZECJDk5mVq1ajF9+vQc2y5evMiWLVsYPXo0W7Zs4fvvvyc6Opq7777brl+fPn3YtWsXy5YtY+HChaxevZrBgwffcC0uN/1ZiIiIiEi+06FDBzp06JDrNm9vb5YtW2bX9t5773HHHXdw9OhRQkJC2L17N4sXL2bjxo3Ur18fgGnTpnHXXXfx+uuvExQUdN21aEZTREREpBBLTEzEYrHg4+MDQFRUFD4+PraQCRAZGYmTkxPr16+/oWMXiqA5duxYLBaL7eXu7k6VKlWYOnUqWVlZN3SsiIgIOnXqZFKlIiIiIjmlpaWRlJRk90pLS/vPx01NTeX555/nvvvuw8vLC4DY2FhKlixp18/FxQU/Pz9iY2Nv6PiF5tK5h4cHK1asACAlJYWVK1fywgsvkJWVxQsvvODg6hwvbk8cu3/eTcLhBFLOpXDnU3dSpn6ZXPtu/Gwj+1fsp06fOlRuXzmPKzWPkwUevqsy7RqUwb+YO6cTU1m0/iifLdkLgLOThSGdqtCkWgBB/p5cSM1kU/Rp/vfjX5xJSnVw9ebbu2wvexbtISUxBd9gX+r1rYd/OX9Hl5XnCuM4XOv7w7GNx9i/Yj/xh+NJv5BO+wnt8S3r68CKzXGtcfjqwa9y3a9279pU6Vglr8o01eKV37F11zpi407g5upGeNnKdO3wIIElStv1O3gkmh+XzObQsX04OTlRplQYTw4cjZur1UGV3/4mTZrEuHHj7NrGjBnD2LFjb/qYGRkZ9OzZE8MweP/99/9jhbkrNEHTycmJRo0a2T5u2bIlO3bs4Pvvv1fQBDLTMvEN8SW8RTh/vPPHFfsd23SMM/vP4OHrkYfV5Y0H21Sga7NQXvlyKwdjkqgS4sNLfepyITWTeasO4u7mTKVgbz5bHM2+E0kU83RlWPcaTB3SkIdeW+Xo8k11ZN0Rts7ZSoMBDfAv50/04mhWTl1Jp6mdcPd2d3R5eaawjsO1vj9kpmVSomIJQhqGsOHTDQ6oMG9caxy6TOti93HM9hjWf7Ke4AbBeVSh+fYe2kWLRh0IDS5P1qVLzF8ym3c/HceY4e9idcv+Gjh4JJp3Z7xC+5bd6HXPwzg5OXM85jAWS6G4iGqakSNHMnz4cLs2q/Xmg/vlkHnkyBFWrFhhm80ECAwMJC4uzq5/ZmYm8fHxBAYG3tB5CvX/erFixcjIyLB9/MILL1CjRg2KFi1K6dKlue+++4iJicl1388//5xy5crh4eFBREQE0dHRtm3du3enadOmOfZ5//33cXd3Jz4+/tZ/Mv9RUK0gavaoSXD9K39DvBh/kc2fb6bJo01wci54b50aYX78viOWtbtOERufwsptMWzYE0fVsj4AJKdm8tT0KJZvPcnRuAvsOpzAG/O2UyXEh4ACGLz/KfqXaMpFlCO8eTjepb1pMKABLlYXDq4+6OjS8lRhHYdrfX8IaxZG9a7VCagWkMeV5a1rjYOHj4fd6/jm4wRUCaBoyaJ5XKl5nnzoZZrUb0VQQAhlgsLo1+MJ4s+d4ejxA7Y+8xbOoFXTu2gf0Y2ggBACS5Smfs2muLq4OrDy25/VasXLy8vudbNB83LI3LdvH7/++iv+/vZXZRo3bsy5c+fYvHmzrW3FihVkZWXRsGHDGzpXwUsLV5GZmUlmZibnz59nwYIFfPfdd9x777227XFxcbz44ov8/PPPvPPOOxw+fJgWLVqQmZlpd5wtW7YwadIkJk+ezOeff05MTAzt2rWzrZUYNGgQa9eutQufADNmzKBr1674+fmZ/8neYkaWQdQHUVTpWAXvMt6OLscUOw7FU79iCYJLFAGgfGkvaoX7EfVX3BX3KerhSlaWwfmUjCv2ud1dyrxE/OF4Aqv9/VusxclCQLUAzuw/48DK8pbGQW5ESmIKJ/88SXiLcEeXYqqU1IsAeHpmh+mkC+c4dGwfxYp4M/V/I3luwgDe+HAU+w/vdmSZhc6FCxfYtm0b27ZtA+DQoUNs27aNo0ePkpGRwb333sumTZuYPXs2ly5dIjY2ltjYWNLT0wGoUqUK7du3Z9CgQWzYsIE1a9YwdOhQevfufUN3nEMhunSenJyMq6v9b1O9evWyu2w+Y8YM278vXbpE48aNKVOmDCtWrKBt27a2badOnWLVqlVUqFABgDp16lCpUiVmzpzJkCFDaNu2LSEhIcyYMYMpU6YAsHPnTjZt2sTEiRPN/DRN89fCv3BydqJi24qOLsU0ny/bh6e7K1+Pak2WYeBksfDhwt0s3XQ81/5uLk48dndVlm0+zsXUzFz7FARp59Mwsowcl4bdvdw5f/K8g6rKexoHuRGHfj+Eq7vrVa8S3e6ysrKYt3AG5cpWpnRgWQDOxJ8CYOHyb+h+Vz/KlApj3ZbfePvjMYwe9jYBxW8spMjN2bRpEy1btrR9fPmSe79+/Rg7diwLFiwAoHbt2nb7rVy5koiICABmz57N0KFDad26NU5OTnTv3p133333hmspNEHTw8OD1atXA9l3bm3evJmXX36ZQYMG2QLmL7/8wiuvvMKuXbtISkqy7bt37167oFm9enVbyAQoX748tWrVYv369QwZMgQnJycGDhzI+++/z6uvvoqLiwszZsygbNmytG7d+oo1pqWl5biDLDM9Exc3x/43xR+KZ+/SvbR7pR0Wi8WhtZipdZ3StKtfhjGzNnMoJokKZbx5unsNziSmsmjDMbu+zk4WJjxUH4sFps7d7qCKRSS/Orj6IGWblMXZzdnRpZjm6x8/5kTsUZ579FVbm2EYANx5R1ua1M/+eRdSOpzoAztYu2kFXds/4JBaC5uIiAjb/0VurrbtMj8/P+bMmfOfayk0QdPJycnueVBNmzYlMzOTZ555huHDh5OSksLdd9/NPffcwwsvvEDJkiWxWCw0atSI1FT7O4r/fcs/QEBAgN16zoceeojx48ezaNEiOnTowJdffsljjz2Gk9OVVyvkdkdZi4dbEDEo4iY/61sjLjqO1KRUFjy9wNZmZBlsm7ONvUv2cvdbd19l79vH0C7V+GLZPn7dcgKAAzHnCfTzpG/bCnZB09nJwqsPNSDQz5Oh764p0LOZANZiVixOFlIT7b8OUpNScfcpuDfA/JvGQa5XXHQc52PO0/TxnGv1C4qvfvyYHXs28cyQCfh6F7e1exfLftpAqQD7mdzAkqWJP3c6T2uU/KHQBM3cVKmS/biJXbt28eeff+Lt7c3cuXNtYfDIkSO57vfvO7Eg+3L6P6egy5QpQ/v27ZkxYwaZmZmcOXOGAQMGXLWe3O4om7p96o18SqYIaxpmty4N4LfXfiO0aSjhzQvO+iN3N2ey/vVbXlaWYTeLezlklilRhKHT1pB0seCuzbzM2cUZv1A/Yv+KtT3KxcgyOLXrFBXbFNylFP+mcZDrdfC3g/iF+RXIRzwZhsHXCz5h2671DB88nuJ+9jeA+fuWxNvLj1OnT9i1x52OoVqlOnlZquQThTpo7ty5E4DixYuTkpKCq6urXaiYPXv2Fffbv38/5cuXB2D//v38+eefDBkyxK7foEGDuPfee4mLi6N169aULVv2qvVYrdYcd5Dl1WXzjNQMLpy6YPv4wukLJBxJwK2IG0WKF8FazL4uJ2cn3L3d8Srl9e9D3bb+2BlL/7YVOZWQwsGYJCqV8aF3y3IsXHcUyA6ZEwc2oFKwD89+uA4niwW//x+XpIvpZF669qWI21WlDpVY99E6/ML88A/3J3pJNJlpmYQ1D3N0aXmqsI7Dtb4/pF1I4+LZi6QkpACQFJO99Mjd2x0Pn4LzRIZrjQNARkoGRzccpc79BTNUffXjR2zc9juP9h2Ju9WDxPMJAHi4e+LmasVisdC2+T38tOwbSpcKJbhUGOu2rCT29AkGP/Ccg6sXRyg0QTMrK4t169YBkJ6ezubNm5kwYQJVq1alefPmpKWl8fbbb/PEE0/QtWtXoqKi+OKLL3I9VkBAAJ07d2b8+PEAjB49mtKlS9O/f3+7fh07dqREiRJERUXx1Ve5P8g3v4g/FM+KiStsH2+dsxXIfmxJoyGNrrRbgfLmvB0M7liZZ3vWxK+oldOJqcxfc5gZi7OfHlDCx53mNUsB8MULLe32feydP9i6/2ye15xXyjYqS9r5NHZ8t4PUxFR8Q3yJeC4CD++CEyKuR2Edh2t9fzix5QTrP/77z9Ktnb4WgOpdq1OjW428LdZE1/N98khU9pWwso2vPrFwu1q9bgkAb3402q69771DaVK/FQCtm3UmIzODbxd+RvLFC5QpFcpTD4+hhP+NPX9RCgaLcT0rQm9zY8eOtVv76OLiQnBwMB06dGDMmDG2NZdTp05l2rRpxMfH07RpU6ZPn07FihV57bXXePbZZ4HsBbZFixale/fujB8/npiYGBo2bMgHH3xguxT/T0OGDGHevHnExMTc1POuxm4Ye3OfdAGz5IuCOTtwo9o9uNXRJYhIPtXiRA9Hl5AvtOxazWHn/u0B88J0xJc39qcf84tCETQdJSsri3LlytGpUyemTZt2U8dQ0MymoJlNQVNErkRBM5uCZv5SaC6d56X09HT+/PNPvv32W44dO8bQoUMdXZKIiIhInlPQNMHJkye54447KFGiBO+99x6VKlVydEkiIiIieU5B0wShoaHX9TBUERERkYKsUP2tcxERERHJOwqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCn0wHYRERGRW6DOV4+Yd/AvzTu0mTSjKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJjCxdEFiFyPdg9udXQJ+ULMpzGOLiFfKDWwlKNLEMl3VpWe5+gS8oWWVHN0CfIPmtEUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIgUIKtXr6Zz584EBQVhsViYP3++3XbDMHj55ZcpVaoUHh4eREZGsm/fPrs+8fHx9OnTBy8vL3x8fBg4cCAXLly44VoUNEVEREQKkOTkZGrVqsX06dNz3T516lTeffddPvjgA9avX0+RIkVo164dqamptj59+vRh165dLFu2jIULF7J69WoGDx58w7W43PRnISIiIiL5TocOHejQoUOu2wzD4O2332bUqFHcc889AHz++ecEBAQwf/58evfuze7du1m8eDEbN26kfv36AEybNo277rqL119/naCgoOuuRTOaIiIiIvlcWloaSUlJdq+0tLQbPs6hQ4eIjY0lMjLS1ubt7U3Dhg2JiooCICoqCh8fH1vIBIiMjMTJyYn169ff0PkUNEVERETyuUmTJuHt7W33mjRp0g0fJzY2FoCAgAC79oCAANu22NhYSpYsabfdxcUFPz8/W5/rpUvnIiIiIvncyJEjGT58uF2b1Wp1UDXXT0FTREREJJ+zWq23JFgGBgYCcOrUKUqVKmVrP3XqFLVr17b1iYuLs9svMzOT+Ph42/7XS5fORURERAqJsLAwAgMDWb58ua0tKSmJ9evX07hxYwAaN27MuXPn2Lx5s63PihUryMrKomHDhjd0PocFzRkzZmCxWHI8t2natGlYLBbGjBlj1x4fH4+TkxNTp0695rHPnTvH2LFj+euvv264rv79+1O9evUb3k9EREQkP7hw4QLbtm1j27ZtQPYNQNu2bePo0aNYLBaefvppJkyYwIIFC9ixYwd9+/YlKCiILl26AFClShXat2/PoEGD2LBhA2vWrGHo0KH07t37hu44BwdeOm/atCkAa9eupUKFCrb2NWvW4Onpydq1a+36r127FsMwaNas2TWPfe7cOcaNG0f16tWpWrXqrS28kIjbE8fun3eTcDiBlHMp3PnUnZSpX8bRZTnE3mV72bNoDymJKfgG+1Kvbz38y/k7uqxbpkKFCrRt25aQkBB8fHz43//+x59//plr3/vvv58WLVowd+5cu9+Gg4OD6datG6GhoWRlZbF161bmzZt3U3dE5ncF/f1wvTQO2TQO2TQO+cumTZto2bKl7ePLazv79evHzJkzGTFiBMnJyQwePJhz587RrFkzFi9ejLu7u22f2bNnM3ToUFq3bo2TkxPdu3fn3XffveFaHDajWalSJUqUKMGaNWvs2tesWUP//v1Zt24dly5dsmt3d3e3u9VezJOZlolviC/1+tVzdCkOdWTdEbbO2Ur1rtVp/0p7fEJ8WDl1JamJqdfe+Tbh5ubG8ePH+eqrr67ar3bt2oSHh5OQkGDX7u3tzbBhwzh9+jSTJ0/m3XffpVSpUvTr18/Msh2iMLwfrofGIZvGIZvGIf+JiIjAMIwcr5kzZwJgsVgYP348sbGxpKam8uuvv1KxYkW7Y/j5+TFnzhzOnz9PYmIiM2bMoGjRojdci0PXaDZt2tQuaB49epTjx4/z1FNPkZqayvbt223b1qxZQ/369Tl48CC9e/cmODgYT09PqlatyhtvvEFWVhYAhw8fJiwsDIAePXpgsViwWCwcPnwYyH4O1ahRowgPD8dqtVKmTBn69++fo7bffvuNOnXqUKRIEe644w67dQqQ/cDT119/nYoVK2K1WgkPD+ett96y63P8+HF69uxJQEAA7u7uhIWFMWzYsFsxdKYLqhVEzR41Ca4f7OhSHCr6l2jKRZQjvHk43qW9aTCgAS5WFw6uPujo0m6ZXbt28eOPP9ouseTGx8eH3r178+mnn9r9AghQs2ZNLl26xFdffcWpU6c4cuQIs2fPpl69epQoUcLk6vNWYXg/XA+NQzaNQzaNg1yNw4Pm7t27bTMka9asITg4mIoVK1KrVi1bCM3IyGDjxo00a9aMEydOUKlSJf73v/+xaNEiBg8ezPjx43nllVcAKFWqFN9//z0AEydOJCoqiqioKNudVd27d+fNN9/koYce4ueff+a1114jOTnZrq7Y2FiefPJJnnvuOebOnUtqaipdu3YlIyPD1uepp57i5Zdfpl+/fvz888/079+f559/ng8++MDWp2/fvmzfvp13332XxYsXM27cuBw/pCX/upR5ifjD8QRW+/sOO4uThYBqAZzZf8aBleUti8XCgAEDWLp0KTExMTm2u7i4kJmZiWEYtrbLXyvly5fPszrNpvdDNo1DNo1DNo2DXItDH2/UrFkzDMMgKiqKu+66i7Vr19KkSRMAmjRpwtq1axk6dChbtmwhNTWVZs2a0bp1a1q3bg1gW7N58eJF3nvvPcaMGYPVaqVOnTpA9tqzRo0a2c63bNkyfv75Z+bMmcN9991na//nvyH7xqNVq1ZRrVo1AIoUKULLli1Zv349zZo148CBA7z33nt88MEHtr/7GRkZycWLFxk3bhyDBw/GycmJDRs2MGnSJHr16mU7dt++fU0YSTFD2vk0jCwDd293u3Z3L3fOnzzvoKryXrt27cjKymLFihW5bt+zZw89evSgbdu2LF++HKvVSteuXYHsy+oFhd4P2TQO2TQO2TQOci0OndGsV68eHh4etpnLNWvW2IJm48aN7dotFgtNmjQhNTWVMWPGUL58eaxWK66urrz00kvExMRw4cKFq55v+fLleHp60rt376v2CwoKsoVMwHZD0fHjxwH49ddfgezZ0czMTNsrMjKS2NhYjh07BkDdunV5/fXXef/999m/f/81xyO3Py+VmZ55zf1EzBISEkKrVq1s63pyExMTw2effUZkZCTTpk1j6tSpnD17lsTERLtZThERKXwcOqPp6upKgwYNWLNmDRcuXGD79u12M5qX12yuWbOGqlWr4uvry1NPPcXHH3/MmDFjqFevHj4+Pvz4449MmDCB1NTUqy5UPXv2LKVKlcJisVy1Lh8fH7uP3dzcAEhNzV7YfObMGQzDoHjx4rnuf+zYMcqWLcs333zDSy+9xEsvvcRjjz1GpUqVmDhxIt26dct1v0mTJjFu3Di7thYPtyBiUMRV6xVzWItZsThZcixoT01Kxd3H/Qp7FSwVKlSgWLFidn/mzNnZmXvvvZdWrVrx0ksvAbBx40Y2btxIsWLFSE9PxzAMIiMjOX36tKNKv+X0fsimccimccimcZBrcfhfBmrWrBlvv/02f/zxB1ar1fZU+rJly1KqVCnWrFnD2rVrueeeewCYN28eQ4YM4fnnn7cd4+eff76uc/n7+xMTE4NhGNcMm1fj5+eHxWLhjz/+sIXQf6pUqRKQvV50xowZfPLJJ2zevJkJEybQq1cvoqOjCQ8Pz7Ffbn9eaur2az83VMzh7OKMX6gfsX/F2h7tZGQZnNp1ioptKl5j74Jh3bp17N69267tySefZP369TkeQQZw/nz2pbImTZqQkZGRY9/bmd4P2TQO2TQO2TQOci35ImhOnDiR9957jwYNGuDi8ndJTZo04YsvviA2Ntb23M2UlBS7cHfp0iW+/vpru2P+ewbyssjISKZMmcLcuXPt1k3eqMtrRM+ePUvnzp2v2d/JyYkGDRrYHo66f//+XINmbn9eysXNMf9FGakZXDj191KEC6cvkHAkAbcibhQpXsQhNTlCpQ6VWPfROvzC/PAP9yd6STSZaZmENQ9zdGm3jNVqtbs7vHjx4pQpU4bk5GQSEhJy3Cx36dIlkpKSOHXqlK0tIiKCAwcOkJaWRtWqVenevTvff/89KSkpefZ55IXC8H64HhqHbBqHbBoHuRqHB83GjRvj5OTEokWLeOGFF3Jse+655wBsD2pv06YNH3/8MVWrVqV48eL873//y/FQ6MDAQHx8fPjqq68ICwvDarVSs2ZNIiMjueuuu3jooYc4cOAADRs2JD4+nm+//ZZvvvnmumuuWLEijz/+OA8++CDPPfccDRs2JCMjg71797Jy5Urmz59PYmIi7dq148EHH6RSpUqkp6czbdo0fHx8qFu37n8cNfPFH4pnxcS/b/7YOmcrAGHNwmg0pNGVditwyjYqS9r5NHZ8t4PUxFR8Q3yJeC4CD28PR5d2y5QtW5ZnnnnG9nHPnj2B7D+SMGvWrOs6RmhoKJ07d8ZqtRIbG8uXX37J+vXrTanXkQrD++F6aByyaRyyaRzkaixGPlitX7NmTXbs2MFPP/1Ep06dbO1RUVE0adKEoKAgTpw4AWT/0fdHHnnEdmNP//79KV++PIMGDeL06dO2dZPz58/nxRdf5ODBg6SlpXHo0CFCQ0NJTU1l3LhxzJkzh5iYGAICAmjbti2ffvopkP0nKDdt2sTOnTttdZw7dw5fX18+++wz2zM3DcNg+vTpfPjhh+zdu5eiRYtSqVIlevTowbBhw0hLS2Po0KH8/vvvHD16FA8PD+rXr8+ECRNo0KDBdY/N2A1j/+PoSkES82nOxwsVRqUGlnJ0CSKST429Y6zDzp3obN65vS+Zd2wz5YugKVemoCn/pKCZTUFTRK5EQTN/cejjjURERESk4FLQFBERERFTOPxmIBEREZGCoP1jdUw7dpRpRzaXZjRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpXBxdgIhcv1IDSzm6hHxhWGNHV5A/vBXl6AokP2lxooejSxDJQTOaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiJSgFy6dInRo0cTFhaGh4cH5cqV45VXXsEwDFsfwzB4+eWXKVWqFB4eHkRGRrJv375bXouCpoiIiEgBMmXKFN5//33ee+89du/ezZQpU5g6dSrTpk2z9Zk6dSrvvvsuH3zwAevXr6dIkSK0a9eO1NTUW1qLyy09moiIiIg41Nq1a7nnnnvo2LEjAKGhoXz11Vds2LAByJ7NfPvttxk1ahT33HMPAJ9//jkBAQHMnz+f3r1737JaNKMpIiIiUoA0adKE5cuXs3fvXgD+/PNP/vjjDzp06ADAoUOHiI2NJTIy0raPt7c3DRs2JCoq6pbWohlNERERkXwuLS2NtLQ0uzar1YrVas3R94UXXiApKYnKlSvj7OzMpUuXePXVV+nTpw8AsbGxAAQEBNjtFxAQYNt2q2hGU0RERCSfmzRpEt7e3navSZMm5dp37ty5zJ49mzlz5rBlyxZmzZrF66+/zqxZs/K4as1oioiIiOR7I0eOZPjw4XZtuc1mAjz33HO88MILtrWWNWrU4MiRI0yaNIl+/foRGBgIwKlTpyhVqpRtv1OnTlG7du1bWrdmNEVERETyOavVipeXl93rSkHz4sWLODnZRzxnZ2eysrIACAsLIzAwkOXLl9u2JyUlsX79eho3bnxL69aMpoiIiEgB0rlzZ1599VVCQkKoVq0aW7du5c033+Shhx4CwGKx8PTTTzNhwgQqVKhAWFgYo0ePJigoiC5dutzSWhQ0RURERAqQadOmMXr0aB577DHi4uIICgpiyJAhvPzyy7Y+I0aMIDk5mcGDB3Pu3DmaNWvG4sWLcXd3v6W1KGiKiIiIFCDFihXj7bff5u23375iH4vFwvjx4xk/fryptWiNpoiIiIiYQkFTRERERExRYILm2LFjsVgsWCwWnJyc8Pb2pkaNGgwdOpTdu3c7ujwRERGRQqdArdH08PBgxYoVAJw/f54dO3bw0Ucf8fHHH/Ppp5/ywAMPOLjC29NfP/3Fn3P/pGK7itR7oJ6jy8lTcXvi2P3zbhIOJ5ByLoU7n7qTMvXLOLosh9i7bC97Fu0hJTEF32Bf6vWth385f0eXdcs431kW67NNcK4bhFNQMZK7fU3mj3vs+ljHtsTt4bpYfNy5tOYYKY8vJGt/vF0fl7sqYB3VAueaAZCaSebqI1zs9nVefiq33PV8HSSeSOTPb/4kbk8cWZey8C7tTbMnm1GkeBEHVW2uXQt2cXzTcZJiknB2daZ4heLU7l0br1Jeji7NVItXfsfWXeuIjTuBm6sb4WUr07XDgwSWKG3r8/v6pWzY9jvHTh4kNS2FN8d8gadHwXwfyLUVmBlNACcnJxo1akSjRo1o06YNw4cPZ9u2bTRr1oyBAwdy8OBBR5cIQEpKiqNLuG5nD55l/4r9+AT7OLoUh8hMy8Q3xJd6/QpXwP63I+uOsHXOVqp3rU77V9rjE+LDyqkrSU1MdXRpt4yliCuX/jxFyhM/57rd7bmmWJ9oSMpjC7nQ+BOMi+kU+eVBsP79+7pLtyp4zOpGxqxtXKjzARfunEHGVzvy6lMwzbW+Ds6fOs+vE36lWKlitHqxFR0mdqBal2o4uzrncaV5J25PHBUiK9B2TFtaPt8S45LByikryUzNdHRpptp7aBctGnXg+ccn89TAMVy6lMm7n44jLf3v7wXpGWlUq1SH9i27O7BSyS8KVNDMjbu7O9OmTSM9PZ1PPvnE1j5z5kxq1qyJu7s7pUuX5qWXXuLSpUt2+544cYK+ffsSEBCAh4cHlStX5p133rFtz8rKYsKECYSGhmK1WqlcuTIffvih3THGjh1L0aJF2bBhA40bN8bd3Z3p06eb+0nfIhmpGUS9H8UdA+/ArYibo8txiKBaQdTsUZPg+sGOLsWhon+JplxEOcKbh+Nd2psGAxrgYnXh4Or88cvbrZC5eD9pL68gc/6eXLdbn2pE6quryVwQTdaOU1zs9wOWoGK4dqmc3cHZCY+3OpD6/FLSP9xE1r6zZO0+Tca8XXn4WZjjWl8H2+dtJ6hWEHXuq4NfqB/FAopRpm4Z3L1v7WNS8pOWI1pmfz2U8ca3rC8NBzfk4tmLxB+Ov/bOt7EnH3qZJvVbERQQQpmgMPr1eIL4c2c4evyArU/rZp1pH9GNsOCKDqxU8osCden8SqpWrUrp0qWJiooC4M0332TEiBEMGzaMN954g927d9uC5uTJkwE4e/as7en4r776KuHh4ezbt48DB/7+Ynruued45513GDVqFE2aNGHhwoU88sgjZGRkMHToUFu/9PR07r//foYNG8bEiRPx9789LjdumrWJoFpBBFYPZNePt/8PS7k5lzIvEX84nqqdq9raLE4WAqoFcGb/GQdWlncsYb44lSpG5vJ/BOukNC6tP45zozJkfLMT57qlcCrjBVkGRTcNwRJYlEt/xpI6YhlZu+IcV7zJjCyDk3+epErHKqycupKEwwkULVGUqp2rFqplJhkpGQCF7pfylNSLAHh6FnVwJZJfFYqgCRAcHExsbCznz59nzJgxjBgxgokTJwLQpk0b3NzcGD58OM899xz+/v68+eabxMXFsWfPHkJDQwFo1aqV7Xhnzpxh2rRpPPfcc4wdOxaAtm3bcubMGcaPH8+jjz6Ks3P2ZaOMjAxeffVVevXqlaef839xJOoICYcTaDeunaNLEQdLO5+GkWXkmJ1y93Ln/MnzDqoqbzkFZv8QNU5dsGvPikvG8v/bnMJ9AXB/OYKUZ5eQdfgc1uFNKLKiPxcqT8NIuH2WzNyI1KRUMlMz+eunv6h5b01q96pNzPYYfn/3d1qPbE3JKiUdXaLpjCyDLV9uoXjF4oVqmVFWVhbzFs6gXNnKlA4s6+hyJJ8q8JfOLzMMA4vFwtq1a7lw4QI9evQgMzPT9oqMjCQlJYWdO3cCsHz5clq1amULmf+2fv16MjIy6NGjh117r169OH36NHv37rVr79ix4zVrTEtLIykpye6VmZ73632Szyaz+cvNNH60Mc5uBXeNlcgt5WQBIHXS72R+v5usLTGkPDQfDAPXHlWvvu9tzDAMAMrUK0PlDpXxLetL1c5VKV27NPtW7HNwdXlj06xNJB5PpOnjTR1dSp76+sePORF7lIfvH+7oUiQfKzQzmsePH6dixYqcOZN9qa9u3bq59jt27BiQfem8evXqVzxeQkICAAEBAXbtlz+Oj/97nY6npydFi177ssKkSZMYN26cXVuLh1sQMSjimvveSgmHEkhLSmPJ6CW2NiPLIC46jn3L9tHzs544ORWa31EKPWsxKxYnS44bf1KTUnH3Kbhr8P4pKzZ7JtMSUBQj9u9ZTaeSRbj0Z2x2n5js2d2sv07/vWP6JbIOJmAJ9s67YvOYtZgVi7MFryD7u629grw4vff0FfYqODbN2sTJbSdp/VJrPP08HV1Onvnqx4/ZsWcTzwyZgK93cUeXk29ETTvl6BLynUIRNHft2sWJEyfo378/fn5+AHz//fcEB+dc2B4WFgaAv78/J0+evOIxLx8nLi6O0qX/fqzDqVOn7LZD9p95uh4jR45k+HD73wynbp96XfveSgHVAugwsYNd2/qP1+MV5EWVjlUUMgsZZxdn/EL9iP0r1rbmzsgyOLXrFBXbFI7F/sahBLJizuPSKoz0/w+WFLPi3LAM6R9uAuDS5hiM1EycKvlzac3R7D4uTjiF+pB1NNFBlZvP2cUZ/zB/zsfaL6M4H3u+wD7aCLJncjd/vpnjm4/T+sXWFC1ZONYoGobB1ws+Yduu9QwfPJ7ifgHX3kkKtQIfNFNTU3niiSewWq08/PDD+Pj44OnpyfHjx+natesV94uMjOT111/n6NGjhISE5Nh+xx134Orqyrx586hTp46tfe7cuZQsWZKKFW/8B7DVasVqtdq1ubjl/X+Rq4drjnVGLlYX3Iq6Far1R5B95/2Ff6zLu3D6AglHEnAr4lagf4j+W6UOlVj30Tr8wvzwD/cnekk0mWmZhDUPc3Rpt04RN5zK//0LolOoD061AjHiUzCOJZL2zjrcX2pO1v54sg4l4D6+FcbJ82Rcvkv9fBrpH27CfUxLjGNJZB05h/XZ7Eupt/ud59f6OqjcsTJr31tLiUolCKgaQMz2GE5sPUHrF1s7sGpzbZq1iSNRR2j+dHNc3F1IOZe9BtfV09Uh37fzylc/fsTGbb/zaN+RuFs9SDyffXXPw90TN9fsn1+J5xNIOn+O02djADgRewR3qwd+PsUp4lnMYbWLYxSor4asrCzWrVsHwIULF2wPbD948CAzZ860rbccP348I0aM4Pjx40RERODs7MzBgwf58ccf+e677/D09GTYsGF8/vnnNG/enNGjRxMeHs7BgwfZu3cvU6ZMoXjx4jzxxBO89tpruLu706hRIxYtWsScOXOYNm2a7UYgub3FH4pnxcQVto+3ztkKQFizMBoNaeSosvJc2UZlSTufxo7vdpCamIpviC8Rz0Xg4e3h6NJuGef6QRRd0d/2sceb7QFIn7WNlIfmk/7aGixF3PD4oHP2A9v/OEryXV9C2t/rqFNHLIXMLDxmdcXi4UrmhuMkR86Cc7f380av9XUQXD+Y+gPq89dPf7Hliy0UK1WMZk82o0SlEo4q2XT7l+8HYPnE5XbtDQc1JLx5uCNKyhOr12UvqXrzo9F27X3vHUqT+q1sfX5ePte27Y0PR+XoI4WHxbi8kvs2N3bsWLv1jUWLFiU0NJQWLVowdOhQKleubNf/66+/5s0332Tnzp24urpSrlw5OnXqxMsvv4yLS3b+PnbsGCNHjuSXX37h4sWLhIaG8thjj/HEE08A2cH21Vdf5ZNPPiEmJobQ0FCeeeYZhgwZYlfX66+/zoUL9nerXvfntWHsTe0nUpANa+zoCvKHt6IcXYHkJy1O9Lh2p0KgZddqDjz7RyYee7CJxzZPgQmaBZWCpkhOCprZFDTlnxQ0sylo5i+6q0NERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVO4OLoAEZEb9VaUoyvIH5Z8UcfRJeQL7R7c6ugS8oWWXdc4uoR8opqjC5B/0IymiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiISAFz4sQJHnjgAfz9/fHw8KBGjRps2rTJtt0wDF5++WVKlSqFh4cHkZGR7Nu375bXoaApIiIiUoAkJCTQtGlTXF1d+eWXX/jrr79444038PX1tfWZOnUq7777Lh988AHr16+nSJEitGvXjtTU1Ftai/4EpYiIiEgBMmXKFIKDg/nss89sbWFhYbZ/G4bB22+/zahRo7jnnnsA+PzzzwkICGD+/Pn07t37ltWiGU0RERGRfC4tLY2kpCS7V1paWq59FyxYQP369enRowclS5akTp06fPzxx7bthw4dIjY2lsjISFubt7c3DRs2JCoq6pbWraApIiIiks9NmjQJb29vu9ekSZNy7Xvw4EHef/99KlSowJIlS3j00Ud58sknmTVrFgCxsbEABAQE2O0XEBBg23ar6NK5iIiISD43cuRIhg8fbtdmtVpz7ZuVlUX9+vWZOHEiAHXq1GHnzp188MEH9OvXz/Ra/0kzmiIiIiL5nNVqxcvLy+51paBZqlQpqlatatdWpUoVjh49CkBgYCAAp06dsutz6tQp27ZbRUFTREREpABp2rQp0dHRdm179+6lbNmyQPaNQYGBgSxfvty2PSkpifXr19O4ceNbWosunYuIiIgUIMOGDaNJkyZMnDiRnj17smHDBj766CM++ugjACwWC08//TQTJkygQoUKhIWFMXr0aIKCgujSpcstrUVBU0RERKQAadCgAT/88AMjR45k/PjxhIWF8fbbb9OnTx9bnxEjRpCcnMzgwYM5d+4czZo1Y/Hixbi7u9/SWhQ0RURERAqYTp060alTpytut1gsjB8/nvHjx5tah9ZoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJ3nYuIiIjcAlmrzpp2bKcWph3aVPl2RnPs2LEULVo0R/szzzyDk5MTn376Kf3796d69eq2bdu2bWPs2LFcvHjxhs8XGhrK0KFD/1PNIiIiIvK322pG8/nnn+ett97igw8+YODAgURERJCcnGzbvm3bNsaNG8fQoUPx9PR0YKUFw95le9mzaA8piSn4BvtSr289/Mv5O7qsPKdxyFbYx2HXgl0c33ScpJgknF2dKV6hOLV718arlJejSzOVkwUevqsy7RqUwb+YO6cTU1m0/iifLdlr12/QXZW5u0lZinm4sv1QPFO/+ZPjp5OvcNSCISMlg+3fbef4puOkJaXhW9aXug/WxT+84H5dTJu2lvfei7JrCwvzZfHihwA4evQcU6asYvPmE6SnX+LOO0MZPboVxYsXcUS5kg/k2xnNfxs1ahRTp05l+vTpDB48GIBy5cpRs2ZNB1dWMB1Zd4Stc7ZSvWt12r/SHp8QH1ZOXUlqYqqjS8tTGodsGgeI2xNHhcgKtB3TlpbPt8S4ZLByykoyUzMdXZqpHmxTga7NQnlj3g56v7qc/y3YRZ/ICvRoEW7r80BkeXq0CGfqN38y8I3VpKRl8vZjjXFzuW1+xNyUDZ9uIHZnLI0faUyHSR0IrBHIyskruRh/41fVbicVKvjzxx+P2F5z5vQG4OLFDB566FssFpg1qwdffdWbjIxLPPLIfLKyDAdXLY5yW3wXGDt2LK+++irTpk3j0UcftbX/89L5zJkzGTBgAAAlSpTAYrEQGhpq63vixAn69u1LQEAAHh4eVK5cmXfeeSfHuaZPn07ZsmXx9vamS5cunD592m77uXPneOyxxyhVqhRWq5V69eqxdOlSuz4RERF06tSJb7/9lkqVKlG0aFFatWrFgQMHbtWQmC76l2jKRZQjvHk43qW9aTCgAS5WFw6uPujo0vKUxiGbxgFajmiZ/fmX8ca3rC8NBzfk4tmLxB+Od3RppqoR5sfvO2JZu+sUsfEprNwWw4Y9cVQt62Pr0yuiHDOXRPP7jlgOnExi/BdbKO7tTvOapRxXuMky0zM5tvEYtXvXpmTlkhQLKEaNbjUoGlCU/cv3O7o8Uzk7O1GiRBHby88v+wrili0nOHEiicmT21OpUgkqVSrBlCkd2LkzlnXrjjq4anGUfB80X331VcaNG8dbb7111TWUHTt2ZNSoUQAsXryYqKgofvjhBwDOnj1L48aN+e2333j11Vf5+eefGTZsGCdOnLA7xoIFC1iwYAHTp0/nnXfeYdWqVTzxxBO27enp6bRp04aFCxfy6quvsmDBAqpWrUrHjh3ZsWOH3bG2bdvGa6+9xuTJk5k5cyb79+/ngQceuFXDYqpLmZeIPxxPYLVAW5vFyUJAtQDO7D/jwMrylsYhm8YhdxkpGQC4FXFzcCXm2nEonvoVSxBcIvvSZ/nSXtQK9yPqrzgAgvw9Ke7tzsbov38pT07N5K/DCVQP83VIzXnBuGRgZBk4uzrbtTu7OXN67+kr7FUwHDmSQLNmH9C69Sc888zPnDyZBEB6+iUsFnBz+3tMrFZnnJwsbN584kqHkwIuX6/RTE5OZtSoUTz88MM8/fTTV+1bokQJypUrB0C9evUoXry4bdubb75JXFwce/bssc1ytmrVKscxDMNgwYIFWK1WAA4fPszEiRPJysrCycmJ2bNns23bNv7880+qVq0KQLt27di3bx+vvPIKc+fOtR3r3LlzbN26lRIlSgBw4cIFBgwYwPHjxylTpsxNj0leSDufhpFl4O7tbtfu7uXO+ZPnHVRV3tM4ZNM45GRkGWz5cgvFKxbHJ9jH0eWY6vNl+/B0d+XrUa3JMgycLBY+XLibpZuOA+Dvlf39Mv58mt1+8efT8Pdyz3G8gsLVw5Xi5Yuza/4uvIK8cPd250jUEc7uO0vRgJw3shYUNWuWYtKk9oSF+XH6dDLTp6+lT5+v+emn/tSuXQoPD1dee+13hg9vhmHAG2+s5tIlg9MFfL2uXFm+ntH08PCgefPmzJkzhzVr1tz0cZYvX06rVq3sLqXnpkWLFraQCVC1alUyMjKIi8v+zX3p0qXUqFGDihUrkpmZaXu1adOGjRs32h2rdu3atpB5+VgAx48fv+L509LSSEpKsntlphfs9V8it6NNszaReDyRpo83dXQppmtdpzTt6pdhzKzN9J/yG698uYX7W5fnrjuCHV2awzV6pBGGYfDjkz8yd8Bc9i7dS0jjECxOFkeXZpoWLcLo0KESlSuX4M47Q/noo24kJaXxyy/R+Pl58s47nVm58gB16rxL/frTSEpKo1q1klgsBXdM5Ory9Yymk5MTCxYssK15XL16NTVq1Ljh45w9e9buMUhX4uPjY/exm1v2JbHU1OwbHs6cOcPWrVtxdXXNsa+zs/3lk2sdKzeTJk1i3Lhxdm0tHm5BxKCIa9Z+K1mLWbE4WXLc6JGalIq7T8Gdofg3jUM2jYO9TbM2cXLbSVq/1BpPv4L/dIuhXarxxbJ9/Lol+9LngZjzBPp50rdtBRZtOMbZpOyZTL9iVtu/L3+890SiQ2rOK8UCihE5KpLM1EwyUjPw8PFgzXtrKFqi4M5o/puXlzuhob4cPXoOgGbNQvn114eJj7+Ii4sTXl7uNG36Pnfd5e3YQsVh8vWMJoC3tzdLliyhePHitGvXjkOHDt3wMfz9/Tl58uR/rsXPz4+aNWuycePGHK9169b95+OPHDmSxMREu1ezfs3+83FvlLOLM36hfsT+FWtrM7IMTu06RfHyxa+yZ8GiccimcchmGAabZm3i+ObjtBrZiqIlC0eYcHdzJsuwv2M4K8uwzVCdPHuRM4mp1K/09xUcT3cXqob6svNQQp7W6igu7i54+HiQnpxOzI4YStct7eiS8kxycjrHjiVSooT944v8/Dzx8nInKuooZ89epFWrcg6qUBwtX89oXlayZEmWLVtG06ZNadOmDX/88QeBgYE5+l1p1jAyMpLXX3+do0ePEhISctN1REZGsmjRIoKCgggKCrrp41yJ1Wq1u3QP4OLmmP+iSh0qse6jdfiF+eEf7k/0kmgy0zIJax7mkHocReOQTeOQPZN5JOoIzZ9ujou7CynnUgBw9XR12NdpXvhjZyz921bkVEIKB2OSqFTGh94ty7HwH3cRf/PbAfq3q8ixuGRiziYzqFMVziSmsnp7jAMrN1/M9hgMDLwCvTh/6jzbvt6GVykvwpuHX3vn29SUKb/RsmU5goK8iIu7wLRpa3FystCpU2UAvvtuJ+XK+eHn58nWrSeZOHEl/fvXIzzcz8GVi6PcNt8dQ0NDWbJkCc2bN6d9+/asWrUqR58qVaoA2Y8o6tKlC56entSoUYNhw4bx+eef07x5c0aPHk14eDgHDx5k7969TJky5bpr6Nu3Lx9++CERERE8++yzVKxY0XbTT3p6OpMmTbpln6+jlW1UlrTzaez4bgepian4hvgS8VwEHt4eji4tT2kcsmkcsD2yZvnE5XbtDQc1LNDB4s15OxjcsTLP9qyJX1ErpxNTmb/mMDMWR9v6fPnrfjzcXHjhvloU9XBl+8F4hv0vivTMLAdWbr6MlAz+nPsnF+Mv4lbEjeAGwdTsUROnAvz80NjYCwwf/jPnzqXi5+dBvXqlmTv3ftsjjg4diufNN38nMTGV0qW9eeSRhvTvX8/BVYsj3TZBE6B69er8/PPPREZG0qlTpxyzinXq1GHs2LF88sknTJ06leDgYA4fPoy/vz9r1qxh5MiRjBgxgosXLxIaGspjjz12Q+e3Wq2sWLHC9lzPmJgYihcvTp06dW74WLeDim0qUrFNRUeX4XAah2yFfRzu++I+R5fgEBfTMnn7+528/f3Oq/b7eNEePl60J4+qyh9CGoYQ0vDmr5Ldjt56q9NVtz/7bHOefbZ5HlUjtwOLYRh6XH8+NnbDWEeXICL51JIv6ji6hHyh3YNbHV1CvjD2jlu/pOv2NNhhZ85aZd6VTacWI007tpkK7vy+iIiIiDiUgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERM4eLoAkRE5Oa0e3Cro0vIF5Z8UcfRJeQLL6f85egS8gWnFo6uQP5JM5oiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIlJATZ48GYvFwtNPP21rS01N5fHHH8ff35+iRYvSvXt3Tp06Zcr5FTRFRERECqCNGzfy4YcfUrNmTbv2YcOG8dNPPzFv3jxWrVrFyZMn6datmyk1KGiKiIiIFDAXLlygT58+fPzxx/j6+traExMT+fTTT3nzzTdp1aoV9erV47PPPmPt2rWsW7fultehoCkiIiKSz6WlpZGUlGT3SktLu2L/xx9/nI4dOxIZGWnXvnnzZjIyMuzaK1euTEhICFFRUbe8bgVNERERkXxu0qRJeHt7270mTZqUa9+vv/6aLVu25Lo9NjYWNzc3fHx87NoDAgKIjY295XXrLwOJiIiI5HMjR45k+PDhdm1WqzVHv2PHjvHUU0+xbNky3N3d86q8K1LQFBEREcnnrFZrrsHy3zZv3kxcXBx169a1tV26dInVq1fz3nvvsWTJEtLT0zl37pzdrOapU6cIDAy85XUraIqIiIgUEK1bt2bHjh12bQMGDKBy5co8//zzBAcH4+rqyvLly+nevTsA0dHRHD16lMaNG9/yehQ0RURERAqIYsWKUb16dbu2IkWK4O/vb2sfOHAgw4cPx8/PDy8vL5544gkaN25Mo0aNbnk9CpoiIiIihchbb72Fk5MT3bt3Jy0tjXbt2vG///3PlHMpaIqIiIgUYL/99pvdx+7u7kyfPp3p06ebfm493khERERETKEZTREREZFbYFX83aYdu6VpRzaXZjRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpbpugOXbsWCwWi+3l7u5OlSpVmDp1KllZWQ6ra/78+ab9fVARERGR29lt9ZeBPDw8WLFiBQApKSmsXLmSF154gaysLF544QWH1DR//nw2bdrEY4895pDzm2HXgl0c33ScpJgknF2dKV6hOLV718arlJejS3OIvcv2smfRHlISU/AN9qVe33r4l/N3dFl5TuOQrTCOQ9yeOHb/vJuEwwmknEvhzqfupEz9MgBkZWax/dvtnPzzJBfiLuDm6UZAtQBq9aqFp6+ngyu/dZws8PBdlWnXoAz+xdw5nZjKovVH+WzJXrt+g+6qzN1NylLMw5Xth+KZ+s2fHD+d7KCqb733Fmxl+sI/7drCArxY9Eo328dbD8TxzvwtbD90BicnC5WD/fjkqTa4u91WkUNukdvqf93JyYlGjRrZPm7ZsiU7duzg+++/d1jQLIji9sRRIbIC/uH+ZF3KYvu87aycspKOkzvi4n5bvWX+syPrjrB1zlYaDGiAfzl/ohdHs3LqSjpN7YS7t7ujy8szGodshXUcMtMy8Q3xJbxFOH+884f9tvRM4g/HU71LdXxCfEhPTmfLF1v4/a3faTe+nYMqvvUebFOBrs1CeeXLrRyMSaJKiA8v9anLhdRM5q06CMADkeXp0SKcV77cwsmzFxncsTJvP9aY+19dQXqm46683Wrlg3yYMayt7WMXp78vjm49EMfgd5YxuEMNXrqvIS5OTuw5Ho+TxeKIUiUfuG0unV9JsWLFyMjIsH2clpbGiy++SNmyZbFarVSpUoU5c+bY7RMVFcXdd99NUFAQRYoUoXbt2nzxxRd2fWbOnInFYuHMmTN27bVr16Z///4A9O/fn1mzZrFr1y7bJf3+/fvz008/YbFY2Ldvn92+CQkJeHh45PtL7S1HtCS8eTjeZbzxLetLw8ENuXj2IvGH4x1dWp6L/iWachHlssejtDcNBjTAxerCwdUHHV1antI4ZCus4xBUK4iaPWoSXD84xzY3TzdavdCKkIYheJXyonj54tTrV4/4Q/Eknyk4M3k1wvz4fUcsa3edIjY+hZXbYtiwJ46qZX1sfXpFlGPmkmh+3xHLgZNJjP9iC8W93Wles5TjCjeBi5OFEt6etpdvsb9/yZo8dwMPtK7CoA41qRDkS1igNx3qh+Hm6uzAisWRbrvpqczMTODvS+ffffcdL774om17z549+eOPPxgzZgxVqlRh0aJFPPDAA/j6+tKhQwcAjhw5QtOmTXnkkUdwd3dnzZo1DBw4kKysLPr163fdtYwePZrTp0+zZ88eZs+eDUCJEiUIDQ2ldOnSzJgxg0mTJtn6Xw68999//38eh7yUkZId5N2KuDm4krx1KfMS8Yfjqdq5qq3N4mQhoFoAZ/afucqeBYvGIZvG4fplXMwAS8H6nrHjUDz3NAkluEQRjp1OpnxpL2qF+/HOD7sACPL3pLi3OxujT9v2SU7N5K/DCVQP8+XXLSccVfotdyTuPM2f+warqzO1w0syrGtdgvyLcjYphe2HztC5YTnum/wzx06fJyzQm6e71KVehQBHly0OclsFzeTkZFxdXe3aevXqZbtsvnLlShYsWMCSJUto2zZ7Wr9NmzbExMQwZswYW9Ds3bu3bX/DMGjevDnHjx/nww8/vKGgWa5cOUqUKMGRI0fsLukDDBgwgBkzZjBhwgScnbN/k5sxYwbdunXDx8fnhj93RzGyDLZ8uYXiFYvjE+zj6HLyVNr5NIwsI8clUXcvd86fPO+gqvKexiGbxuH6XEq/xLZvtlG2UVlcPVyvvcNt4vNl+/B0d+XrUa3JMgycLBY+XLibpZuOA+DvZQUg/nya3X7x59Pw9yo4yypqhpVgYv9mhAV6cToxhek/beOB137hp7FdOHYm++vgvZ+2MeLe+lQO9uPHqAMMeGsJC8Z0ITSgcK7zL+xuq0vnHh4ebNy4kY0bN/LHH3/wzjvvsHjxYgYNGgTA0qVL8fPzo1WrVmRmZtpebdq0YevWrVy6dAnIvoT95JNPUrZsWVxdXXF1deWjjz5i7969Vzv9DRk4cCAxMTEsXrwYgO3bt7NlyxYGDhx4xX3S0tJISkqye2WmZ96ymm7GplmbSDyeSNPHmzq0DhHJ/7Iys1jz3howoMGABo4u55ZqXac07eqXYcyszfSf8huvfLmF+1uX5647ci4nKMia1yhD+/qhVCrjR7NqpfnwyUjOX0znl02HMIzsPr2aV6Rb0wpUDfFnZK87CAvw5vs1+65+YCmwbqsZTScnJ+rXr2/7uGnTpmRmZvLMM88wfPhwzpw5Q3x8fI5Zz8tiYmIoU6YM/fv3Z+3atbz88stUq1YNLy8v3n//fb755ptbVmtoaCht2rTh008/pWPHjsyYMYOwsDBatmx5xX0mTZrEuHHj7NpaPNyCiEERt6yuG7Fp1iZObjtJ65da4+lXcO4evV7WYlYsThZSE1Pt2lOTUnH3KTgzFNeiccimcbi6yyEz+UwyrUa2KlCzmQBDu1Tji2X7bJfAD8ScJ9DPk75tK7BowzHOJmXPZPoVs9r+ffnjvScSHVJzXvDytBIa4MXRuPM0qpy9FrVcKR+7PuGlvImJLzjrdeXG3FYzmrmpUqUKALt27cLPz48SJUrYZj3//SpZsiSpqaksXLiQUaNG8cQTT9CqVSvq16+f41mc7u7ZPzjS09Pt2hMSEq67tkGDBrFw4UJOnDjB7NmzGTBgAJar3Hk3cuRIEhMT7V7N+jW77vPdKoZhsGnWJo5vPk6rka0oWrJonteQHzi7OOMX6kfsX7G2NiPL4NSuUxQvX9yBleUtjUM2jcOVXQ6Z52PP0/KFlliLWR1d0i3n7uZM1uUpu/+XlWXYvqefPHuRM4mp1K9Uwrbd092FqqG+7Dx0/T83bjfJqRkcO32eEt4elPYvSkkfTw6dsg/WR04lEeRfxEEViqPdVjOaudm5cycAxYsXJzIykqlTp+Lm5kbNmjVz7Z+YmEhWVhZubn8vUj9//jwLFiyw61emTPYz4nbv3k1QUJDt38eOHbPr5+bmRmqq/QzHZffccw++vr7cf//9xMfH2+5WvxKr1YrVav8N2sUBzx3bNGsTR6KO0Pzp5ri4u5ByLgUAV09Xh9TjSJU6VGLdR+vwC/PDP9yf6CXRZKZlEtY8zNGl5SmNQ7bCOg4ZqRlcOHXB9vGF0xdIOJKAWxE3PHw8+GPaHyQcTqD58OYYWYbte4ZbUTecXQrG3cZ/7Iylf9uKnEpI4WBMEpXK+NC7ZTkWrjtq6/PNbwfo364ix+KSiTmbzKBOVTiTmMrq7TEOrPzWmjpvIxE1gyntX4S4xBSmLdiKk5OFjneEY7FYeKhtNd5bsI3KZfyoHOzH/Kj9HIxN5O0hEY4uXRzktkoNWVlZrFu3Dsieady8eTMTJkygatWqNG/eHFdXVzp37kz79u0ZMWIENWvWJDk5mV27drF//34++eQTvL29adCgAZMnT6ZEiRK4uLgwefJkvL29iYuLs52rYcOGBAcHM2zYMCZNmkRSUhKTJ0/G39/+wcxVqlRhxowZfPXVV1SoUIHixYsTGhoKgKurK/369eO1116jXbt2BAffHmt59i/fD8Dyicvt2hsOakh483BHlOQwZRuVJe18Gju+20FqYiq+Ib5EPBeBh7eHo0vLUxqHbIV1HOIPxbNi4grbx1vnbAUgrFkY1btV58T/X05ePGqx3X6tXmxFQJWCcbfxm/N2MLhjZZ7tWRO/olZOJ6Yyf81hZiyOtvX58tf9eLi58MJ9tSjq4cr2g/EM+19UgXqGZmxCMs9+sopzyWn4FXWnbvmSfP1CR/z+/xFH/SKrkZ5xiclzN5CYnE6lMr58+nRbQkrqRqDCymIY/7oWkE+NHTvWbv2ii4sLwcHBdOjQgTFjxlCyZEkgO4BOnjyZL7/8kiNHjuDt7U316tUZMGAADz74IAD79+9nyJAhrFu3Dn9/f5588kkuXLjA66+/zoULf//WvnnzZh599FF27txJ+fLleeutt3jmmWeoXbs2M2fOBCApKYkhQ4awbNkyzp49S79+/WzbIPuZnU2aNOGbb76hZ8+eN/55bxh744MlIlKILPmijqNLyBfW3PuXo0vIF5xajHTYuVf+/+OuzNCyazXTjm2m2yZo3q5efvll/ve//3HixIkcl8Wvh4KmiMjVKWhmU9DMpqCZv9xWl85vJ9HR0URHRzNt2jQef/zxmwqZIiIiIrczBU2TXL403759e0aOdNxvVyIiIiKOoqBpkt9++83RJYiIiIg41G3/HE0RERERyZ8UNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTuDi6ABGRG/VyitXRJeQL4z3SHF1CvtDuwa2OLiFfaPpFHUeXkC9EtXB0BY43adIkvv/+e/bs2YOHhwdNmjRhypQpVKpUydYnNTWVZ555hq+//pq0tDTatWvH//73PwICAm5pLZrRFBERESlAVq1axeOPP866detYtmwZGRkZtG3bluTkZFufYcOG8dNPPzFv3jxWrVrFyZMn6dat2y2vRTOaIiIiIgXI4sWL7T6eOXMmJUuWZPPmzTRv3pzExEQ+/fRT5syZQ6tWrQD47LPPqFKlCuvWraNRo0a3rBbNaIqIiIgUYImJiQD4+fkBsHnzZjIyMoiMjLT1qVy5MiEhIURFRd3Sc2tGU0RERCSfS0tLIy3Nfl221WrFar36mvWsrCyefvppmjZtSvXq1QGIjY3Fzc0NHx8fu74BAQHExsbe0ro1oykiIiKSz02aNAlvb2+716RJk6653+OPP87OnTv5+uuv86DKnDSjKSIiIpLPjRw5kuHDh9u1XWs2c+jQoSxcuJDVq1dTpkwZW3tgYCDp6emcO3fOblbz1KlTBAYG3tK6NaMpIiIiks9ZrVa8vLzsXlcKmoZhMHToUH744QdWrFhBWFiY3fZ69erh6urK8uXLbW3R0dEcPXqUxo0b39K6NaMpIiIicgusKj3PtGO3pNp193388ceZM2cOP/74I8WKFbOtu/T29sbDwwNvb28GDhzI8OHD8fPzw8vLiyeeeILGjRvf0jvOQUFTREREpEB5//33AYiIiLBr/+yzz+jfvz8Ab731Fk5OTnTv3t3uge23moKmiIiISAFiGMY1+7i7uzN9+nSmT59uai1aoykiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiY4qaD5oIFC2jbti1+fn64ubkRFhbGkCFD2Lt3762sL09s27aNsWPHcvHiRUeXIiIiIlJguNzMTi+88AJTpkzh3nvv5eOPP6ZEiRIcOHCAGTNm0KtXL7Zu3Xqr6zTVtm3bGDduHEOHDsXT09PR5eQ7f/30F3/O/ZOK7SpS74F6ji4nz+1dtpc9i/aQkpiCb7Av9frWw7+cv6PLynOFbRzeW7CV6Qv/tGsLC/Bi0Svd7NoMw2DIu7/y+64TTHu0JZF1yuZlmQ5T2N4PAHF74tj9824SDieQci6FO5+6kzL1y9i2H9t4jP0r9hN/OJ70C+m0n9Ae37K+Dqz41nOywMN3VaZdgzL4F3PndGIqi9Yf5bMlf08ytahViq5NQ6kc4oN3ETf6Tl7JvhNJDqxaHOmGg+aiRYuYMmUKo0ePZvz48bb25s2bM2DAABYuXHhLC7wdpaWl4erqipPT7b8y4ezBs+xfsR+fYB9Hl+IQR9YdYeucrTQY0AD/cv5EL45m5dSVdJraCXdvd0eXl2cK6ziUD/JhxrC2to9dcvmanvXrX2DJy6ocr7C+HzLTMvEN8SW8RTh/vPNHrttLVCxBSMMQNny6wQEVmu/BNhXo2iyUV77cysGYJKqE+PBSn7pcSM1k3qqDAHi4ObP94FmWbz3Bi/fXcXDF4mg3nITeeOMNAgICGD16dK7bO3XqBEBqairDhw8nKCgId3d3ateuzQ8//GDXt3///lSvXp1ff/2VmjVr4uHhQYsWLTh8+DDx8fH07NkTLy8vypUrxzfffGO3b0REBJ06deLzzz+nXLlyeHh4EBERQXR0tK3P4cOHsVgsfPvtt3b7Pv3004SGhgIwc+ZMBgwYAECJEiWwWCy2bQDHjx/ngQceoHjx4nh4eNC8eXM2b95sd7zQ0FCGDh3K1KlTKVu2LB4eHsTHx3P8+HF69uxJQEAA7u7uhIWFMWzYsOsfbAfLSM0g6v0o7hh4B25F3BxdjkNE/xJNuYhyhDcPx7u0Nw0GNMDF6sLB1QcdXVqeKqzj4OJkoYS3p+3lW8w+RO0+dpaZy3bxar+mDqrQMQrr+yGoVhA1e9QkuH5wrtvDmoVRvWt1AqoF5HFleadGmB+/74hl7a5TxMansHJbDBv2xFG1rI+tz+KNx5mxeC8bo087rlDJN24oaGZmZrJmzRpat26Nq6vrVfv26dOHDz/8kBEjRjB//nyqVq1K9+7dWbBggV2/2NhYnnnmGV566SVmz57NgQMH6NOnD7169aJGjRp899131KtXjwceeIAjR47Y7btlyxYmTZrE5MmT+fzzz4mJiaFdu3akpaVd9+fUsWNHRo0aBcDixYuJioqyBeKEhASaNWvGtm3bmDZtGt999x1FihShVatWxMXF2R3nu+++Y+HChbzzzjv8+OOPFClShL59+7J9+3beffddFi9ezLhx47h06dJ11+Zom2ZtIqhWEIHVAx1dikNcyrxE/OF4Aqv9/flbnCwEVAvgzP4zDqwsbxXmcTgSd57mz31Dmxe/5blPVnPy7AXbtpS0TJ77ZDWj729ECe/Cs+SmML8fBHYciqd+xRIElygCQPnSXtQK9yPqr7hr7CmF1Q1dOj979ixpaWmEhIRctd/27dv5/vvv+eCDDxgyZAgA7du35/Dhw4wbN467777b1jc+Pp5Vq1ZRrVo1AE6ePMkTTzzB888/b5s1bdCgAd9//z3z58/nqaeesu176tQpVq1aRYUKFQCoU6cOlSpVYubMmbbzXkuJEiUoV64cAPXq1aN48eK2bW+//Tbnzp1jw4YNlCxZEoDWrVtTsWJFXn/9daZOnWrrm5GRwS+//EKRIkVsbRs2bGDSpEn06tXL1ta3b9/rqsvRjkQdIeFwAu3GtXN0KQ6Tdj4NI8vIcSnQ3cud8yfPO6iqvFdYx6FmWAkm9m9GWKAXpxNTmP7TNh547Rd+GtuFIu6uTJ67gdrlStK69tW/HxY0hfX9INk+X7YPT3dXvh7VmizDwMli4cOFu1m66bijS5N86qZuBrJYrr4g6ffffwegR48edu29evVi2LBhJCcn2wJZUFCQLWQCVKxYEYDIyEhbm4+PDyVLluTYsWN2x6tevbotZAKUL1+eWrVqsX79+usOmlezdOlSWrZsiZ+fH5mZmQA4OzvTokULNm7caNc3IiLCLmQC1K1bl9dffx0XFxfatGlD+fLlr3q+tLS0HLOxmemZuLjd1H/TTUs+m8zmLzfT8vmWOLs55+m5RfKL5jX+vsmjUhmoGVac1i98yy+bDuFX1J110TF8P+ruqxxBpOBpXac07eqXYcyszRyKSaJCGW+e7l6DM4mpLNpw7NoHkELnhhKMv78/7u7uHD169Kr9EhIScHV1xc/Pz649ICAAwzA4d+6cLZT5+PjY9XFzc7tie2pqql3b5VnGf58jJibmej6dazpz5gzr1q3LdZnA5VnQf57337755hteeuklXnrpJR577DEqVarExIkT6datW46+AJMmTWLcuHF2bS0ebkHEoIib/yRuQsKhBNKS0lgyeomtzcgyiIuOY9+yffT8rGeBuNHpWqzFrFicLKQm2r/vUpNScfcpuDc8/JvGIZuXp5XQAC+Oxp1n74kEjp0+T8On59j1eeqD36hXoSSfP9vBQVWaT++Hwm1ol2p8sWwfv245AcCBmPME+nnSt20FBU3J1Q0FTRcXF5o2bcry5cvJzMzExSX33f38/MjIyCAhIQFf378f7XDq1CksFkuOEHmz/r1O8vI5ateuDYC7e/Y3vfT0dLs+CQkJ13V8Pz8/2rdvzyuvvJJjm9Vqtfs4t1neUqVKMWPGDD755BM2b97MhAkT6NWrF9HR0YSHh+foP3LkSIYPH27XNnX71Bz9zBZQLYAOE+1/UK7/eD1eQV5U6VilUIRMAGcXZ/xC/Yj9K9b2CBMjy+DUrlNUbFPRwdXlHY1DtuTUDI6dPs/djTxoXz+Ue5vZf+73jPuRF3o2oGWt3G8UKSj0fijc3N2cyTIMu7asLOOaVzql8Lrha7LDhw+nY8eOvPrqq4wZMybH9kWLFtGsWTMA5s2bx+DBg23b5s2bR506dXJcYr5ZO3fuZP/+/bZL0vv37+fPP/+0XTYvWbIkrq6u7N6927ZPeno6q1atsjvO5VnUf8+YRkZG8uWXX1KlSpX/VLOTkxMNGjRgwoQJLFiwgP379+caNK1Wa44Am9eXzQFcPVxzPM7IxeqCW1G3QveYo0odKrHuo3X4hfnhH+5P9JJoMtMyCWse5ujS8lRhHIep8zYSUTOY0v5FiEtMYdqCrTg5Weh4Rzh+xdxzvQGolF8RyhQv5oBq81ZhfD9A9pM4Lpz6+4awC6cvkHAkAbcibhQpXoS0C2lcPHuRlIQUAJJisp8d6e7tjoePh0NqvtX+2BlL/7YVOZWQwsGYJCqV8aF3y3IsXPf3lU4vT1cCfD0o/v/reEMCigJwNimN+PPXf7OuFAw3nGLuuusuRowYwdixY/nrr7/o3bs3xYsX59ChQ8yYMYPExES2bt1Kt27dGD58OCkpKVSqVIkvv/yStWvX8uOPP96y4gMCAujcubPteZ6jR4+mdOnS9O/fH8gOeN26deO9996jfPnyFC9enPfeew/DsP/tq0qVKgBMnz6dLl264OnpSY0aNRg+fDizZ8+mRYsWPPXUU4SEhHD69GnWr19PUFDQVR9VlJiYSLt27XjwwQepVKkS6enpTJs2DR8fH+rWrXvLxkDMVbZRWdLOp7Hjux2kJqbiG+JLxHMReHgXjB8a16swjkNsQjLPfrKKc8lp+BV1p275knz9Qkf8iunycGF8PwDEH4pnxcQVto+3zsn+4yRhzcJoNKQRJ7acYP3H623b105fC0D1rtWp0a1G3hZrkjfn7WBwx8o827MmfkWtnE5MZf6aw8xY/PejBZvVCGT0A3//nJswoAEAnyzaw6e/ROc4phRsNzVdNmXKFJo0acJ7773HQw89RHJyMqVLl6Zdu3Y8++yzAHz55Ze8+OKLTJ48mfj4eCpXrsy3335L586db1nxdevWpXv37owYMYKYmBgaNmzIBx98YDcrOG3aNAYPHsyTTz5JsWLFeO6556hUqRLz58+39alTpw5jx47lk08+YerUqQQHB3P48GH8/f1Zt24do0aN4vnnn+fs2bOULFmSRo0a0bVr16vW5u7uTo0aNZg2bRpHjx7Fw8OD+vXrs3TpUrs7228XrV9q7egSHKZim4q6JEjhG4c3B0fcUP/dH/U3pY78qrC9HwACqgRw3xf3XXF7ePNwwpvnvFpVkFxMy+Tt73fy9vc7r9hn0fpjLFqv9ZqSzWIY/1pscZuIiIigaNGi/9fefYdFca5tAH+GjoUVEOlNEQQVBURFMdLsfhobKIqKBjRq7JLEJJZo1JiIIEqsaIzGkhwxGtuJvWEjtiioiRqlKFZ6Xe7vD66d7ArmO+eLy7rD87uuXAmzs+SdYXfmnrdKfiWieRfmaboIjL115hQb/t871QGfG3MzJPvLoe94FR4iopSE/hr7f6vznj2vvfp+tzrVjVEdjDHGGGOs1nHQZIwxxhhjalH7Q5rfkOPHj2u6CIwxxhhj7G9wjSZjjDHGGFMLDpqMMcYYY0wtOGgyxhhjjDG14KDJGGOMMcbUgoMmY4wxxhhTCw6ajDHGGGNMLThoMsYYY4wxteCgyRhjjDHG1IKDJmOMMcYYUwsOmowxxhhjTC04aDLGGGOMMbXgoMkYY4wxxtSCgyZjjDHGGFMLDpqMMcYYY0wtOGgyxhhjjDG14KDJGGOMMcbUgoMmY4wxxhhTCw6ajDHGGGNMLThoMsYYY4wxteCgyRhjjDHG1IKDJmOMMcaYBK1atYqcnJzIyMiIOnToQBcuXKj1MnDQZIwxxhiTmB07dtD06dNp7ty59Ouvv1KbNm2oR48elJOTU6vl4KDJGGOMMSYxsbGxFBUVRZGRkeTh4UGrV6+mevXqUVJSUq2Wg4MmY4wxxthbrrS0lPLy8lT+KS0trXHfsrIySk1NpZCQEHGbjo4OhYSEUEpKSm0VuQoY+xslJSWYO3cuSkpKNF0UjeLzUIXPQxU+D1X4PFTh81CFz4N6zZ07F0Sk8s/cuXNr3DczMxNEhLNnz6psnzVrFtq3b18Lpf2LAAC1G22ZNsnLyyOZTEa5ublkYmKi6eJoDJ+HKnweqvB5qMLnoQqfhyp8HtSrtLS0Wg2moaEhGRoaVts3KyuLbG1t6ezZs+Tn5yduj4mJoRMnTtD58+fVXl4FvVr7PzHGGGOMsf+X14XKmjRu3Jh0dXXp8ePHKtsfP35MVlZW6ijea3EfTcYYY4wxCTEwMCAfHx86cuSIuK2yspKOHDmiUsNZG7hGkzHGGGNMYqZPn06jRo2idu3aUfv27SkuLo4KCwspMjKyVsvBQZP9LUNDQ5o7d+5/XF0vVXweqvB5qMLnoQqfhyp8HqrweXi7hIWF0ZMnT2jOnDn06NEjatu2LR08eJAsLS1rtRw8GIgxxhhjjKkF99FkjDHGGGNqwUGTMcYYY4ypBQdNxhhjjDGmFhw0GWOMMcaYWnDQZIwxxhhjasFBkzHGGGOMqQUHTVZnVVRUaLoIGldZWanyc12e7UwulxNR9XPC6ibF56EuU5yDunxdYP8cB806Rvkmqrh41NWLiJ6eHhUUFNCqVas0XRSNkMvlpKNTdQlIS0sjIiJBEDRZJI3S1dUlIqIlS5bQqVOnNFwazagpXNXV4K2rq0tFRUW0b98+Iqp756GiooJ0dXWpsLCQ5syZQ3v37tV0kZiW4qBZhygHi8LCQsrJySGiv8JFXQycW7dupalTp9LVq1c1XZRaJZfLxWA1adIkGjduHO3cuVPDpdIM5XAVHR1NiYmJZGxsXOdqtJQ/E1euXKHLly9TeXm5eM2oiz744AOaOHEiEVGdOg9yuZz09PQoPz+f/Pz86OTJk3Tt2jWqqKiok/cJ9s/UnW9OHad8E5k4cSJ17dqVXF1dqX///rR9+3YCQIIg1LmLiLe3N1lZWdGZM2eIqO40lyk+C6GhobRv3z4aN24ctWvXTsOl0gzFucjMzCRzc3Navnw5tWvXTtxeVyiONyIigoKDg8nf35+8vb0pNTVVwyXTnPfff58KCwtp48aNmi5KrdLV1aWSkhLq3r07WVpa0po1aygmJob09HjVavbf46BZRyhuIsOHD6d9+/bRgAEDaPny5VRSUkKff/45zZgxg4ik3XSq3PSlCJS+vr7Uv39/WrRoEb148aJOhYvY2Fi6dOkS7dixg4YMGUJNmzalkpISevr0qaaLVuvmz59P9vb2tG7dOrKystJ0cWqV8sPVihUrKCUlheLi4ig+Pp4aNWpEvXv3pgMHDki+6bimh2xHR0dq0aIFHT169LX7SIny8R0+fJiys7Ppiy++oBYtWpC+vj6dO3eOVq1aRStWrKAnT55osKRMm3DQrENOnTpFZ86cocTERJo5cyaNGTOGPv/8c0pPTyddXV0qKyvTdBHVBgDp6OhQWVkZlZWVqQTKYcOGkaGhISUnJxNR3emL9fDhQ3JwcKC2bduSgYEBpaamUt++falr164UEhJC165d03QRa02rVq0oJCSECgoK6NmzZ0RUdwaLKb4Le/fupaysLJoyZQpFRETQe++9Rzt37qR27dpRREQEHTp0SLLfDUWLzqvHZ2FhQRMnTqRt27bRmTNnJP0gLpfLSRAEys/PJ6Kqz39RURGVlJRQWloazZ07l9555x2KjY2lqVOn0pgxYzRcYqY1wCSroqICAFBZWQkA2LFjB0xNTfH48WMAwM2bN9G4cWOEhYWhsLAQAHDt2jXNFLYWlJaWok+fPmjVqhUOHDiAu3fviq+FhITA399fg6WrPXK5HJWVlRg3bhxcXFywdOlSTJkyBYaGhggKCsLs2bPh5OSEPn36aLqoaiGXy2vcvmfPHnh5eaFRo0a4efMmgL++Q1K3cuVKmJmZwc7ODgcPHgTw17Hn5OSgd+/eMDc3x8GDB197/rSV4jhLS0vh4+ODWbNm4cCBA+Lr+fn56Ny5M6Kjo1FSUiJeT6VEcUz5+fmQyWSIjY3Fw4cP4eDgAGtrazg5OcHCwgJJSUnIzs7G/v37IQgCzp49q+GSM23AQVOilC+GK1euxO3bt3H48GEYGhri/v37yMjIgKmpKcLCwpCfnw8A+PbbbzFr1iw8e/ZMU8VWq5KSEsTHx2PAgAEwMzODp6cnvvzySzx//hwpKSlwcHDA5s2bNV3MN+51YSkvLw/t27eHg4MDOnTogPj4ePG1Tz75BL6+vigqKqqtYtYK5XNx79493LlzR+WB48CBA/Dy8oKtrW2dCpsZGRkYMmQIBEFARESEuF0RKnNyctCvXz8IgoBffvlFU8V8Y3Jzc5Gbmyv+XFRUhMOHD2PevHlwd3eHpaUl+vXrh3379qG0tBRxcXGwsrLC06dPAUBSYVPx+ZbL5Vi+fDm6deuGy5cvAwAePHiAxYsXY/Pmzfjtt9/E9+zatQvu7u5IT0/XRJGZluGgKUHKNQ7h4eFo2rQpUlNTceXKFTRr1gxhYWEwMzPD0KFDUVBQAKDqRhIWFoaIiAgxeGq7vwsIe/fuxezZs9GgQQN07NgR3bp1Q5s2bTBlyhQAr6/10jbK52DDhg34+OOPsWzZMhw+fBhAVS3Oo0ePkJmZKe737Nkz9O/fH2FhYSgtLa31MquL8t80KioKrVu3hpGRERwcHPDZZ5+J5+rAgQPw9vaGjY2NeCOVUth83bFkZ2cjNDQU9vb2mDdvnrhdcd4ePXqE0NBQ3Lp1q1bKqS4lJSVYv349Bg4cKIbNli1bYv78+QCAu3fvYt++ffDx8YGbmxvatWuHtWvXQl9fH7NmzdJk0dWmsLAQixcvRu/evbFgwQLI5fIar4GlpaW4fv06unTpgl69eknmOsnUi4OmhOXm5iI6Oho//fSTuO3LL7+EIAhwc3PDr7/+CgC4ffs2xo4dCysrK61/Qi0pKQEAMSAVFBQgNjYWs2fPxubNm5GWlqay/+3bt7Fo0SJ06dIFgiBAT08PqamptV5udVCudRk0aBDs7Ozg6emJNm3awMDAAPPnz8fLly9V3nPlyhVERkaicePGuHHjRm0XuVZERETAzs4OCQkJWLNmDcaPHw8DAwOEh4eLXUj27t2LDh06wNDQUOuDlTLlkHn27FkkJyfj1q1byM7OBlBVszlw4EA0b968xrAplWCxefNmuLq6ws/PDw4ODggKCsKff/6psk9ZWRkOHjyIkSNHwsLCAsbGxmjbti2ePHkCQFq1mhs2bIAgCDAxMcG6desAVB2f8jE+efIEM2fOhL+/P3x8fFBWVgZAOp8Jpj4cNCVq+vTpaNiwIRwdHav1u1y8eDEsLCzg6ekJPz8/tGvXDvb29mJziba6fv06Bg8eLB5vbm4uXF1dYWlpCQcHB+jo6KBTp05YvXq1yvsUF9MNGzaItZqKfoxSsHjxYjg6OuL48eNiDfaMGTMgCAL27dsn3ig+//xzuLq6wsPDA1evXtVkkdXm0qVLaNasGbZv3y4ed2FhIbZt2wZjY2NMmzZN3Dc5ORmBgYG4ffu2por7RikHgrCwMNjb28PQ0BDW1tYICAjA+fPnAQCZmZkYPHgwXFxcsGDBAk0VV+3i4uKgo6MDU1NTnDt3DsDrA/Xp06cRFxcHIyMjrFy5stbLWhsSEhIgCAJat26NK1euVHv99u3bCAoKQlRUFMrLywFA/Ddjf4eDpkQoXxjLysqwYsUKeHt7w8TERAyQxcXF4j779+9HfHw8xo4di/Xr16v0U9NW8fHxaNy4MQYMGICbN29i/fr16N69O9LS0lBeXo7U1FR069YNHh4e4lM7oHrupk6dCnt7e7FmSwoGDRqEiIgIsZb3zp07sLCwwLBhw1T6YGZlZSE+Ph7379/XVFHV7syZM9DT01MZ7AFU1YDPnz8fxsbGYuACIAZzKZkyZQqcnJywZ88ePHz4EAcPHkSHDh2go6MjXgeys7PFLjZffvmlhkv85ih/1z/88EN4eXnB1dUV/v7+4udeeR/l/66oqEBkZCQCAgLw8uVLrX0Q/btuIMuWLYOpqSlGjhwp9lEG/joPysctpe4kTL04aEqM4mJZWFiIpKQk2NjYoFWrVmLIVDQtS1VcXByaN2+OgQMHok+fPvjoo49UXr9z5w5CQkLQqVMn/P777+J2xYX06NGjsLW1FbsVaLPKykqUlZXB398fUVFRAKpmGjA1NUVoaKgYoubOnYtTp05psqhqUdON8PTp0zA2NkZiYiIA1SCRkpICfX197N27t9bKWNueP38Ob29vLF26VLwm/PHHH5DJZBg2bBgKCwvFc/Lw4UOMGjUKd+7c0WSR37ji4mL88ccfKCsrQ15eHhITE9GyZUt07txZDNqKc/Bqjd2XX34JR0dHvHjxoraL/UYojqegoABLlizB+++/j+XLl4t9tgFg0aJFaNy4MUaOHKnS1Ug5WGtryGaawUFTQubMmYPWrVuLfQyLi4uRlJQEW1tbdOjQQbyxKPrWSIlyYPj666/h7u4OU1NTcSR1eXm5GDxSU1MhCAK+//57ld9RWVmJ0NBQWFpaIicnp/YK/4a87uI/ZswYNG3aFNeuXYO5uTkGDx6MvLw8AEB6ejp69uyJxMRESfW1Ug6ZW7Zswb/+9S/xZ8Xf+NUuJefOnYO9vb0kRlW/zr1799CgQQMkJycDAG7cuAEzMzOEhoaKtfjffvstHj58CEB6tVYVFRXo06cPOnTogDNnzojbV61aBQ8PD3Tu3BkZGRkAqmr4P/30U7GPbllZGcaPH4/mzZuLo8+1ifIURm5ubnBzc4Ofnx+sra3h6+uLmJgYcd+lS5fCwsICkZGRkp7yjtUODpoSsmLFCrRp0wbBwcFi2CwqKkJSUhLs7e1VwqbUbiCA6jHFx8ejUaNGsLOzE/sbKp7mi4qKYGtri7lz51Z7/8yZM3HhwoVaK/ObIJfLVWpeioqKVGYOuHHjBuzs7CAIAoYOHSpuf/LkCSIjI9G6detqAyG02at9ET08PDB9+nRxwMvVq1fh6+sLW1tb7Nq1C/fv38etW7cQEREBJycnZGVlaarob1RNDx4VFRVo1qwZpk+fjszMTJiZmWHIkCHig8fJkycxYMAAsYZbijVX69atg6urK/r06YOTJ0+K2xU1m61bt8b69evRsWNHeHl5ideVe/fuoWvXrlrdl72iogJDhw5F165dxb7HFRUVCAgIgL6+vkrLhmLg6MKFCzVVXCYRHDS11OuCYlJSEjw9PREYGFgtbDo7O8PV1VVSzed/F5gTEhLg6OiIHj16iJ3bKysrce3aNTRu3BgJCQm1VUy1KC4uVpmWCAAmTpyIjh07wsXFBevXr8fLly9RUVGBdevWwcXFBR4eHjh06BDi4+MRGhoKmUwm2YE/EyZMgJOTE44ePSoGKaDqM3Dx4kX07t0bgiDA1NQUzZs3h7W1dY2DILRNZWVlte+FIjCWlJRgzpw5sLOzg6GhIYYNGya+9uzZM4waNQpdunQRF3XQdsrnQfm/t27diqZNm1YLm0lJSejYsSNsbGzQs2dPsfVH8V5t77tdWloKLy8vLFiwQDy23bt3Q0dHB8uWLQOgeoxbtmyRZKUEq10cNLWcovZFueZBMXo6MDBQZSBQYmIiWrVqhXv37mmgpG+ecg1lcnIyVq5ciZMnT6rU5i1btgyOjo6wsbHB119/jenTp6NLly7w9PTU6hGT5eXlGDRoEFq0aCH2yx09ejQcHR0RFRWFd999F4IgYPLkyXjy5AnKyspw5MgRBAQEwNnZGW5ubhg0aJDKJMxSkpGRATc3N8TGxqrUcL5aQ7d9+3bEx8dj48aNWl+rW15eXq1bzMKFCzFu3DhMmzZNfCi5desWevXqBQsLC8TExKCsrAy//PILRo0ahUaNGknuM1FYWCj+bZW/84qw2atXL5Vm9MePHyM9Pb3GfpraVsP76jy4Dx48gLGxMZKSkgBUBUlBELBo0SIAf/XdTElJUXmfNl8rmeZx0NQyyjfN2bNnw8LCQpzvUPkiuGbNGjRu3BiBgYFijVVxcXG1eRO1leIpOy8vD35+fnBxcYG7uzsEQcD06dNVaqZWrFgBMzMzNGnSBH369MGGDRvEC6c2P60vW7YMnp6e8Pf3R1paGiZMmIAjR46In4NVq1ZBEASMHz9ebDYGqgZ/5Ofna33tzN+5fPkyBEHAiRMnAFRfjlVqiouL0adPHyxcuFA81sGDB8Pa2hqenp6wtraGqampGKjS0tIwbtw4WFlZQSaTwdnZGb6+vpKr3ZbL5Rg6dCj09fXFpmLl0LRp0ybo6emhR48eNQ6I08Z+y8+fP8e2bdvEwX7Pnz9HRESE+HPfvn3Rq1cvxMfHQ0dHB1988YX4vdi3bx+Cg4Nx7NgxTRWfSRAHTS1QWVmJoqIilZtkRUUFzp07Bw8PD3h6etYYNqOjoyGTyeDl5aXV/YqAmkc8FhYWwtfXF0FBQWKH/datW8PAwAAjRoxQ6cQeHx8PMzMzfPLJJ+I2bQ2Zyudi9erVaNmyJTw9PeHo6CiOEFbss3r1agiCgAkTJkimJvvvKI77yZMnMDExwWeffSa+pvz33rRpEzZt2lTr5VOXwsJCeHl5wcXFBXFxcbh48SK6d++OlJQU5OXl4eLFi+jWrRtkMpkYInJzc5GRkYFdu3bht99+Eycil5ojR47A19cX9vb2NYbNyMhIWFpaonPnzpIY+JKeng4vLy+88847ePz4MZo1a4YuXbqISwsnJiaiSZMm0NHREVc6qqiowJ07d9C5c2f0799fKwM2e3tx0NQCW7ZswcKFC8WRjoGBgViwYAEqKyuRmpoKd3d3tGrVqtpKLjNmzICPjw+Cg4MlNzdiWVkZvv76awQFBYlNgu+++y6cnZ0xf/58cc1m5ZrNrVu3SqJm69WbQEJCAnx8fFCvXj1cv34dgOqNdM2aNdDX18fIkSPFEbVS8bqHhRcvXmDw4MFo1aqVOMJa4dGjRxg6dChmzZoliSU2FZ+H/Px8cZ7YqKgoBAYGqtRaK2YYkMlkOH78uKaKq1Y1BSS5XI6TJ0/C29sbdnZ2KhPwl5eXIzw8HCEhIRg6dKgkAlZhYSH27duHxo0bo2HDhggMDMTz589VviuffvopmjRpgh49emDbtm34/PPP0aFDB7Rp00a8dkjhXLC3AwdNLZCcnCzWSvXs2RNWVlYqk0orh83U1FQUFxejoKAAkZGRSE5OFtfz1VY3btzAggULMGnSJKxatUrcfujQIbGGcsKECXB0dMTFixcBALNmzYK+vj7Gjx8vblPQ1ppMQLXsyjfMtWvXwtbWFm3atBFrLpXDZlxcHBo1aqTShK7tXh3cERsbi5UrV4r98VJTU9G8eXO0a9cOy5cvR2lpKY4fP44xY8bAwsJC65dbVaisrBRDQV5eHoKCgmBoaAgfH59q+yrCpoWFBY4cOVLbRVUrxee9rKwMd+/eRVpamtiHvaKiAidOnBDD5uXLl5Gbm4v79++jR48eKvPmSiFgvXjxAjY2NhAEAZ07d662NC9Q1bVmwIABkMlk6NKlC6Kjo3nFH6YWHDTfUsortgDAjh07oKurC5lMhv3791fb//Lly2jTpg2aNGmCXr16ISgoCDKZTGVScm106tQpWFhYoFOnTrCzs4O9vT2GDx8uvl5eXo4nT57A3d0dCQkJ4gV1586dMDAwgCAI1aYx0lbKwWrixInw9vZWqa1bs2YNPDw84O/vL048rXzD0NZJpmuiXCM9ePBgODg4wNHRES4uLpDJZNi4cSMA4Pz58wgODoaRkRH09PRgaWmJ5s2bS2J0OaD6mXj+/DmAqrDZt29fcZDHq7NM3Lp1C35+fnBycqp2ndFWyn22u3fvjlatWqFJkyZ45513cOjQIXGfM2fOoEuXLjA2NoaPjw+cnJzQpk0bSbR0KB9DQUEBEhISsHr1alhYWCAwMFCc2u7VWvxXWzm0+UGcvZ04aL6FysrK0KJFC5WAFBsbC0EQoKOjg+jo6BqbQF+8eIGxY8ciKCgIffv21frRoydPnoS+vj6mTJmCrKws5OXlYf78+bC3t1eppbxw4QIEQcDu3bvFbd9++y3mz5+PEydOSO7pfMiQIWjatCnWrFkj9k1V+Oabb8SJpxU1m1K+ccyZMwf29vY4efKkWHs1aNAgGBgYiKudZGVlITU1Fd988w2OHj1abUoobaX8d50/fz6mTp0qBuiCggJ069YNTZs2RVxcXLVwcefOHTx48KBWy6tuBQUF8PT0RJcuXXDixAns2bMHFhYWqF+/vvhAJpfL8ejRI8ybNw+jR4/GjBkzJDEwUKGoqAjh4eFiV6n8/Hzs3LlTDJvKDxZPnjxRmaED0O6gzd5eHDTfQgUFBdizZ49Kk3dZWRkePnyIjRs3QkdHB1FRUeLqHUD19Xm1ve+ZYvWeefPmobCwULwZXL16FZaWljh27BiuX7+OoqIi5OXlITAwEN7e3rh48SJOnz6NTp06icsuAtJpCtq0aRMcHR3xyy+/iH9z5aZToGoAUJs2bdCyZUutn7Ln7xQXF6Nv376YMmWKOK3P69Zxl5pXa3SdnZ3x5Zdfqgz4ys/PR0hICJydnWsMm1JSUVGBSZMmITAwUJwDNCwsDDY2NujcuTOMjIz+dmlRqVwffv75Z1hZWcHX11ds1cjLy8OOHTtgYWGBbt264dGjR7hz5w46duyIsWPHarjErC7goPmWGz9+PEJCQlS2JSUlQUdHB++9955YO1NaWort27dL4oJZVlaGqKgoCIIgzvemqG04ePAg6tevD2dnZ5iYmMDNzQ3JyclYtWoVvL29IQgCrKys0K5dO0mci1drGGbNmgV3d3dxBKnCq/3Kvv76a3Ts2FFSI80fPHig0se0vLwcLVu2xAcffACgqs+qYh13xSCYpUuXSmaln5p8/vnncHR0xOnTp1WCpOL7ogibrq6uWLx4sWTDZm5uLpYsWYIdO3YAAEaMGAEbGxvcuHEDJ06cgLm5OQwMDGrsdiQ1W7ZsQZs2beDt7S2Gzfz8fOzYsQNWVlYwMzODq6sr2rRpI8nliNnbh4PmW6ykpATLly9HvXr1MGzYMJXXkpKSoKuri1GjRiE5ORnjx4+HIAiSGVWcmZmJ8PBwGBoa4ttvvwUAXLp0CQ0aNMCwYcOwa9cubN++HV5eXnB0dMSZM2fw559/YuvWrdi2bZt4o9XWsPm6AQnh4eHw9vYGUBVCXw2iyhNPS6FPZlFRERYtWoTg4GCYmprC1NQUo0ePFtcu79evH4KDg3H9+nWYmppiyJAhYkvAzZs34efnJ35+pKhv374IDQ2tVnur/NnIz89Hu3bt0LZt22oPKFJy7do1lJaW4t///jecnJzw888/i69NmjQJxsbGEARBMnNEKvfJfPU68N1338HT0xNeXl7iw2ZhYSGuXLmCDz/8EAsWLOCBP6zWcNB8i9QULl68eIF169ahXr16CAsLU3lNsaqDra0tnJycVEZOSkF2djZCQ0NhaGiI+fPnw8TEBNHR0SoB6vz582LAeJU29rmSy+XYvn079u3bJ24LDQ0VRwjv2LEDgiDg+++/F/dXOH/+PHx8fKqt6qGt8vLy0KlTJ3Ts2BGhoaFYuHAh3nvvPdSvXx9mZmZISEjAlStX0LhxYwiCgPDwcLHGLicnB5GRkWjbtq1KFxNt9mpt5IsXL2Bra4tp06YBqPn6oZhXNT8/XzLdKP6v7/XatWthaWkpTvcml8sRERGBESNGYOHChZIKVoWFhRg2bBhOnTpVY9j08PCAr6/va/vjauM1kmkfDppvCeUv/N27d5GTkyPeWJ49e4a1a9fWGDbT0tJw7NgxyQxweJVizkNDQ0P4+/uL2xXn69mzZ2jRogVGjRqloRK+WXK5HDNnzoSBgQF27dqFfv36oWHDhuJDxJ9//om+ffvC1tYWP/74o/i+7OxsjBs3Dq1bt5bEZyE3NxdNmzZFcHAwLl68qBKizp07h/bt26NevXqIiYlBUlISrKys0L9/fxw7dgzfffcdQkNDYWpqqvUTcFdUVODf//63uKoLUDUHouJha8SIEXBxcRGnalK+jhw6dAjR0dGS+DwoKHcJiImJQf/+/TF16lRs2LBB3Gft2rUwNDTE7t278fjxY9y/fx+BgYHYunWruI9Uwubdu3dhbGwMX19fnD9/vtrCFgsWLIAgCPDz89P6GUiY9uKg+RZ4dTUfJycnuLi4ICwsTLyh/F3YlLqsrCyMGDEChoaG+O6778TtFRUVuHr1Klq1aoWvvvpKgyV888LCwlCvXj2Ym5urNIcDwLFjx9C9e3cIgoBhw4Zh6NChCAkJQaNGjSQxbU9BQQGcnJzQr18/ZGZmiiFTLpeL35Vr166hY8eOsLa2RmJiIvbs2QNnZ2dxiqOePXuKk9drswcPHqBHjx7o1KkTAGDAgAGwsLAQZxvYvHkz7OzsEB0drRIknj59ilGjRqFnz56S6EIBQKUrgJubG7y8vNCvXz8EBQXB3Nwco0ePFvft06cPjIyM4OnpiaZNm8LT01MMl9o8srqmFdLS0tLg5OQEb2/vamEzMzMTbm5uMDMzUzk/jNUmDpoaplwDMXv2bDg4OGDp0qWIjo5Gs2bN4ObmJvarUoRNmUyG3r17a6rIGqHcjK4Im/fv30fHjh3RoUMHyTUBjRw5EoIgoEGDBti6dWu1uRBv3ryJ2NhYeHl5iaNH09LSNFTaN2vOnDkQBAEJCQniNuUaTcWN9Pz585DJZOKDV15eHm7fvo3s7GyVGkBtVlBQgJ9++gmWlpawsrKCra0tfvvtN5Xz8dFHH8Ha2hqdO3fGtm3bEB8fjyFDhmh9jW5NgVAul2PcuHHw9/dXmdpr9OjREARBnNIKqLqeRkdHY+bMmZKYwkh5xZ5Xz83Nmzfh4OAAb29vnD17Vty+Z88ehIWFYc+ePVp97Ey7cdB8S1y7dg2jR4/Gli1bxG0//fQTXF1d4ezsrBI2V6xYARsbG8kM/PlPKcKmkZER4uLiEBwcDA8PD3HkpJQupL/++isuXLiAgQMHwsTEBFu2bKlxuh5FAJVKUyBQNYF0eHg4jIyMVL4PyjdXRdCaNWsW9PT0JNUsWFBQgEGDBqmMlvfz84MgCPDx8alx4u2EhAQEBARAEATY2dkhICBAq0NmTRR/c39/f7z//vvizzt37oSenh6WLl0KANXmhlTQ5u+I8jKjQ4YMQadOneDt7Y1Vq1aJgfvGjRtwcnKCq6srli1bhp07d6JTp0547733xN8jpWsk0x4cNDVEuUZixowZqF+/Pjw9PVWa+yoqKrBv375qYfP58+eSaQ77bz169Ajh4eEQBAHu7u5iyNTmm8jfXfxLSkowcOBANGzYEN99950YLIuKinD16lVxP21uDqxJTTXYwF/Hqfj+bNiwAYaGhpKpzS0rK8PKlSsxevRosVa2uLgY8+fPx9KlS2FpaYl33nlHnL5JOWyWlZXh1q1beP78OfLy8jRS/jfldcvOPn36FM2bN8e8efMAVHUdUKyABFR9LyZPnqwymE7bKT7rxcXFYpeB0aNH491334W5uTn69u2L06dPA6j63nTo0AGNGjWCmZkZunbtKl4jpXaNYNqDg6YGKIfMw4cP49mzZ3BxcYEgCFi+fLlK8JDL5di3bx88PDwgk8nEZebqsocPH6qMHtXmkKk8j913332Hzz77DPPmzVNZy764uBiDBg2CTCbDhg0bcO3aNURFRcHCwkLrA8XfeV3YfPUhzd3dXRKTsxcUFCAgIACnTp0Sty1ZskQcLV5QUIAff/yxWtisqKhAaWmpZLoL1LTsbEREhPj6hAkTYGNjgxUrVkBXVxcLFy4UXzt+/DiCgoJUBsppM8VnvaysDKdOnULfvn1VZg/YsGED2rZti379+okPW+Xl5bhy5YrKIDptvkYy7cdBs5YpP1WOGDECtra2ePr0KR49eiQOZDhw4IDKe+RyOXbv3g1fX19xuhJWRRsvoEVFRbh06ZLKttDQUDRv3hwdOnRAt27dYGxsrLKSSXFxMUJDQyEIApo1awZra2uVZTil6u9qNu/cuYMePXpgypQpWvk5eNXu3bthYGAgTsd05MgRmJqaokuXLuJciPn5+fjhhx9gaWmJgIAAvHz5Ei9evMD48ePRq1ev186/qi3+btnZCxcuAABSUlLg4eEBQRAwc+ZMAFXXyLS0NHTq1Am9evWSVBNxSUkJBg8eDB8fH/j5+aGiokLl77x+/XqYmZlhzZo1Nb5fSueCaScOmrVI+eJw4cIF+Pv74+jRo2JNRGZmJmxsbNCyZcsaw6ZUaizqssrKSnTs2BEBAQHitgkTJqBZs2Zi81dMTIy4rr1ivkyFjRs3Yv369fjjjz9qtdyapBw2FX028/LyMHbsWDRt2lQy/TP37t0LIyMjlUEuiYmJaNWqFfz9/cWwWVBQgB9++AE2NjawtLRE165dIZPJqj28aJv/a9nZo0ePIj09HcXFxdiwYQPat28Pa2trrFixAhMmTICvry/atm2rMmhGCp4/f45u3bqhSZMmaN26tbhdudtEnz594Ovrq4niMfZ/4qCpAe+//z5GjRqFbt26iU1+iotGRkYGbGxs4OHhgUOHDnG/Gglav3499PX18e233yInJwdBQUHYtm0bAOCrr76Cnp6eOHJYR0cHu3bt0nCJNU85bK5fvx6zZs2CsbGxJKZzUvj555+hr69frb9pYmIiPDw8VMJmYWEhzp8/jzFjxiAqKgo3b97UQInfnP902VlFX/bk5GQcOHAAEyZMgIeHB3r27ImYmBhJdKep6Zr/5MkTjBgxAoIgYPLkySp9leVyOcLDw9G1a9daLilj/xkOmrXg1QvH0KFDIQgCHBwccP/+fXG7or9eRkYGHB0dYW1trTJdB5OG7OxsDBgwAA4ODti7dy9++OEH5ObmYteuXTAxMcHGjRsBVPXfFQQBRkZGKs3GdVV2drY4EExfXx+pqamaLtI/UlBQoDJo5cCBAzA1NRW7xyg3edYUNhWksn75f7rsbNu2bWFnZye2ALx8+VLl92hzU7FyUM7KylI5lpycHAwdOhSOjo744IMPAFT97X///Xe4u7ur9GNl7G3CQVPNano6LS8vx6xZsyAIAhYuXCiuzQz8FTYfPHgAd3d3yTQL1mXl5eXV1phOTk6GlZUVpk6dKq7cMnLkSAwcOFCli0Tnzp3h7OwMc3Nzlc9JXZWRkYEJEyZIYpS5oouE4iHi0KFDMDIyUqmdVK6ZW7lyJdzd3REYGCjZrhP/6bKz5ubmePfddwGoniNtbgFSlD0vLw/BwcFo0aIFWrZsiaSkJHGqK8VKaYIgoGXLlvD19UWPHj0kMyE9kyYOmrUkMjISs2fPFn+Wy+UYP348DAwMsGrVKpXRw1KcF7KuKioqgr+/P8LDw6utRT958mTUr19frJnp3r07AgMDxRvGb7/9hoCAABw8eBA5OTm1Xva3lTY3iyrLzMzEsGHDYGRkhF27duHGjRvQ0dHB5cuXX/uerVu3ws7ODj179pTMeXhVXVt2VllZWRmCg4PRuXNnfPHFF+KKXzExMeJ65Tk5ORg+fDgaN26MkJAQlZXDpPqZYNpNj9gbB4AEQRB/LiwsJBMTE1q8eDGZmJjQhx9+SDo6OpSYmEiVlZU0bdo0AkAjR46khg0bkr6+PhER6ejoaOoQ2Bty7tw5+vXXX+n27dt04MAB+uKLL2jw4MFkYWFBX331FZ05c4aio6Pp8uXLFBwcTIsXL6alS5eSu7s77d+/n168eEHe3t5kYWGh6UN5a+jpSeOyZWNjQ7GxsVRRUUHDhg2j4cOHk7OzMy1cuJDc3NxIT0+P6tevT+bm5gSAzM3NqbS0lHr37k0ff/yxZM7DqywtLSk2Npb09PTohx9+oC1bttCIESNIV1eX5HI5ZWRkkJ6eHrVq1UrTRX0j5HI56erqij9bWVnR1KlTqV27djR79myaOHEibdq0icrLy2natGlkb29PsbGxNGnSJLpx4wYdPHiQOnXqRER8z2BvKQ0HXUlRPHHX1HTx7NkzcWm9xYsXi9srKysRHR2N+vXr4+uvv37tqhZMO+Xn52Ps2LEICAhAfHw8TE1NMXLkSOzYsQNA1ZQ2jRs3FiegjoiIgEwmg0wmg7Oz89/WbjFpyM7OxvDhw2FkZARBEPDOO++gSZMmMDExQcOGDaGvrw8dHR0IggBTU1Okp6drusi1oi4sO6uogSwuLsaFCxewY8cOBAcHi91pFD744ANYWFhg+vTpYs3mo0ePEBYWBjc3N0yfPp2bzNlbi4PmG5Kbm4v27dvj+PHj4ranT5+q7PP06VN89tlnNYbNYcOGoUmTJjwhuwQ9fPgQjRo1wurVq/Hw4UNERkaiXbt2mDhxInJzczFgwAC4urqKK/2cOnUKZ8+erXazYdKVlZWF0aNHo0GDBuJAmIqKChQWFiI7OxtZWVnIzMxEdna2hktau+rCsrN5eXlo27YtTExMYGdnBzMzMxw4cACVlZUqUzRNnjwZ1tbWGDt2LB49egSgajR6r1694O3tzd1r2FuLg+YbkJubCycnJwQGBooXgA8++ADDhw9XGVUOVNVszp49G4IgIDY2VtxeWVmpsrYx004FBQVYv359tSVCFfMenj59GkVFRdizZw+cnJzQo0cPLF++HLq6uiprErO6JysrC6GhodDX1xen+AG4353Ul52Njo5GSEgIduzYgbi4ODRt2hReXl64ffs2ANX5QEeOHIk+ffqobHv69CkyMjJqr/CM/Zc4aP5Dubm5cHZ2RlBQkEpQnDhxIiwsLDBp0qRq05HcvXsXXl5eEAQBCxYsqOUSM3VasmQJBEFAjx49sH37dnF7VlYWoqKiMGrUKDx+/BhA1dQkYWFh6NmzJ0xMTCAIAjZv3qyporO3gHJz8datWzVdnLeGlJadVSgsLERiYiLGjRunsgrYmTNn0KxZM3h7e9cYNhX/rZhDk7G3HQfNf6CgoABOTk7o168fMjMzUVlZqbJ2dXR0NKytrTFhwoRqNZsjRoxAixYtYG5ujidPntR20ZmaFBcX48CBA3B0dISNjQ2GDx8uTsr/yy+/oFmzZtUCxM6dOzF48GAYGhpq/cTb7J9Tni9U0ZeX/UUKIRMAPvvsM9SvXx/m5ubidF2K4Hju3Dm4uLjAx8dHDJvKfTA5YDJtwkHzH1AM7klISADwV3NIQUEBAgMDsX//fsTExKBx48YqYTMjIwOhoaHYu3dvtcmGmTT8+eefmDFjBszMzODq6iqGy+XLl6N+/frV+l++ePGCHziYKDMzE5GRkfzgIWE3b97EmDFjIAgCJk2aVO31c+fOwc3NDXZ2duIAIMa0kQAAmh75rq0yMzMpJiaGdu3aRWvWrKGRI0dSaWkp+fr6klwup1OnTpGZmRl98skntGnTJnJxcaEuXbpQeno6Xbp0iU6fPk12dnaaPgymJkVFRXT16lX65JNPKCUlhXr37k0ffvghJSYmUlFRESUlJVGDBg00XUz2lqqoqJDsFEZ1zatTGCncuXOHvvjiC/r5559p8uTJNGfOHJXXT506RStXrqTvv/++xvczpg04aP5Djx49oilTptBPP/1E33zzDSUkJJChoSHt2LGD7O3txfk0ExMTKTk5mdLT08ne3p5Wr15Nnp6eGi49qy3z58+nH3/8kX7//Xfy8fGh0tJSiomJocGDB6vMucoYkxbFA0NxcTEdO3aMMjMzyd7envz8/Egmk9Ht27dp0aJFdPjwYYqOjq4WNhVeF1YZe9tx0HwDHj9+TFOmTKHdu3eTpaUl3b17V7wgKNdK5ObmUnFxMRkZGVGjRo00WGJWWyorK8VJlFNSUuiHH36guLg4IiIKDQ2lzZs3k4GBgQZLyBhTF8X3Pz8/n7p06UIvX76kjIwMatCgAVlZWdGuXbvIw8ODbt26RYsXL6YjR47QuHHj6NNPP9V00Rl7Y3gZgTfA0tKSli9fTqGhofT48WPavn07EVWtEKSrq0uKLC+TycjKyopDZh2io6Mj/v39/PwoNjaW9uzZQx06dKDPPvuMQyZjEqajo0NlZWXUv39/MjU1pW3btlFOTg4lJCSQTCajgIAASktLIzc3N/r444+pe/fuNG/ePNq4caOmi87YG8M1mm+QcjP6unXrKCIigoiqL0nJWGlpKRkaGmq6GIyxNygzM5Pu3btHv//+O40ePZqIiNLT06l79+60dOlSGjp0KBFVtXRdv36dxo0bRwUFBZSSkkIymYzS09PpX//6F3300UfcTM4kg3uav0FWVlYUHx9PRERRUVGkq6tL4eHhHDJZNVyTyZi0nDt3jiZPnkxFRUVkbm5OXl5e1KZNG8rNzaWcnBwyMjIiIqLy8nLS19cnT09PmjhxIk2bNo0uXbpEwcHB1KJFC/rkk0+IiPtkMungpvM3TBE2Bw0aRCNGjKCdO3dqukjsLcQPH4xJR0pKCgUHB5Ovry+tWrWKTpw4IQ72bN68OZmbm1NycjIREenr61N5eTnp6upSr169KDc3lzIyMqr9Tg6ZTCq4RlMNrKys6KuvviJDQ0Nq3bq1povDGGNMTTIyMmjcuHEUERFBixcvJhMTEyKq6jJVWVlJZmZm9PHHH9PkyZOpWbNmNGfOHNLX1yciorS0NLK3tydra2tNHgJjasVBU01sbGxo7dq1PA8eY4xJkKLv/W+//UYlJSU0fPhwMWQSkTjbBBFR//796c6dOzRv3jy6c+cO/c///A+VlpbSqlWryMrKioKDgzVxCIzVCh4MxBhjjP0/zZs3j1atWkUPHjwgY2Pj1+736NEj+umnn2jJkiWUkZFBtra25O7uTnv27CF9fX3uk8kki6vbGGOMsf8nAwMDqqiooPLycjI2Nq5xlhG5XE6Wlpbk4eFBt2/fpvT0dDIyMqJmzZqRjo4OrwLFJI0HAzHGGGP/JUVjYMeOHSk/P1+ccUQQBHq1oVBXV5eeP39OERERlJKSQq1bt6bmzZuTjo4OVVZWcshkksZBkzHGGPsvKWotW7VqRe7u7rRhwwb6+eefxdcqKyvFfSsrK2n//v3UpEkTcnR0VPk9yn05GZMi/oQzxhhj/09NmjShjRs30tOnT2nu3Lm0Z88eIvorQFZWVtK9e/do7dq15OLiQg4ODposLmO1jgcDMcYYY//QwYMHafDgwSSTySg8PJwmTJhApaWldPHiRUpMTKSioiJKTU0lPT09cQ10xuoCDpqMMcbYG3D16lWaOHEi/frrryQIApWWlpK7uzs1b96cdu7cSXp6ejzwh9U5HDQZY4yxN+Tly5f08OFDunLlCunr61Pr1q3Jw8ODBEHgkMnqJA6ajDHGmJpxczmrqzhoMsYYY4wxteDHK8YYY4wxphYcNBljjDHGmFpw0GSMMcYYY2rBQZMxxhhjjKkFB03GGGOMMaYWHDQZY4wxxphacNBkjDHGGGNqwUGTMcYYY4ypBQdNxhhjjDGmFhw0GWOMMcaYWnDQZIwxxhhjasFBkzHGGGOMqcX/ApGZ2s0Nhs1GAAAAAElFTkSuQmCC\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.3947853053209465\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.77      0.55      0.64       150\n","        Baby       0.73      0.55      0.63       150\n","     Watches       1.00      0.99      1.00       150\n","       Decor       0.64      0.71      0.67       150\n","     Kitchen       0.67      0.53      0.59       150\n","      Beauty       0.53      0.53      0.53       150\n","   Computers       0.33      0.54      0.41       150\n","\n","    accuracy                           0.63      1050\n","   macro avg       0.67      0.63      0.64      1050\n","weighted avg       0.67      0.63      0.64      1050\n","\n","Clustering on BoW + T-SNE 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA1UAAAKnCAYAAABu0mdgAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd81PX9wPHX7btc7rIHCQmEvfcUNygqDhRREYsDrVpQ0dpW/WlL1Zballrrwr0RxYEKCCIKiILKkqEMIRBG9s4lt+/3x8eM4+4CIQkQeT8fjzwq3893fHKh4d73/nzeb00gEAgghBBCCCGEEOKYaE/0BIQQQgghhBCiLZOgSgghhBBCCCGaQYIqIYQQQgghhGgGCaqEEEIIIYQQohkkqBJCCCGEEEKIZpCgSgghhBBCCCGaQYIqIYQQQgghhGgGCaqEEEIIIYQQohn0J3oCJxO/38+hQ4ew2WxoNJoTPR0hhBBCCCHECRIIBKisrCQtLQ2ttvFclARVDRw6dIiMjIwTPQ0hhBBCCCHESWL//v20b9++0XMkqGrAZrMB6oWz2+0neDZCCCGEEEKIE6WiooKMjIy6GKExElQ1ULvkz263S1AlhBBCCCGEOKptQVKoQgghhBBCCCGaQYIqIYQQQgghhGgGCaqEEEIIIYQQohlkT5UQQgghhBC/coFAAK/Xi8/nO9FTOakYDAZ0Ol2z7yNBlRBCCCGEEL9ibreb3NxcqqurT/RUTjoajYb27dsTHR3drPtIUCWEEEIIIcSvlN/vJzs7G51OR1paGkaj8aiq2Z0KAoEAhYWFHDhwgK5duzYrYyVBlRBCCCGEEL9Sbrcbv99PRkYGUVFRJ3o6J52kpCT27t2Lx+NpVlAlhSqEEEIIIYT4ldNq5W1/OC2VtZNXVwghhBBCCCGaQYIqIYQQQgghxDHRaDQsWLDgRE/jhJOgSgghhBBCCBFWXl4ed9xxB506dcJkMpGRkcEll1zC8uXLW/xZK1asQKPRUFZW1uL3bm1SqEIIIYQQQggRYu/evYwaNYrY2Fj+9a9/0bdvXzweD0uXLmXatGls3779RE8xrEAggM/nQ68/fqGOZKqEEEIIIYQQIX73u9+h0Wj47rvvmDBhAt26daN3797cc889rF27NuT8cJmmTZs2odFo2Lt3LwD79u3jkksuIS4uDqvVSu/evVm8eDF79+7lnHPOASAuLg6NRsMNN9wAqLLws2bNIisrC4vFQv/+/XnvvfdCnvvpp58yePBgTCYTq1evbrXXJRzJVAkhhBBCCCGClJSUsGTJEv72t79htVpDxmNjY4/pvtOmTcPtdrNq1SqsVis//vgj0dHRZGRk8P777zNhwgR27NiB3W7HYrEAMGvWLN58803mzJlD165dWbVqFddddx1JSUmcddZZdfe+7777+Pe//02nTp2Ii4s7pvkdKwmqhBBCCCGEEEF+/vlnAoEAPXr0aNH75uTkMGHCBPr27QtAp06d6sbi4+MBSE5OrgvaXC4Xf//73/n8888ZOXJk3TWrV6/mueeeCwqqHn74Yc4777wWne/RkqBKCCGEEEIIESQQCLTKfe+8805uv/12PvvsM8aMGcOECRPo169fxPN//vlnqqurQ4Ilt9vNwIEDg44NGTKkVeZ8NCSoEkIIIYQQQgTp2rUrGo2mScUoahsMNwzIPB5P0Dk333wzY8eOZdGiRXz22WfMmjWL2bNnc8cdd4S9Z1VVFQCLFi0iPT09aMxkMgX9OdwyxeNFClUIIYQQQgghgsTHxzN27FiefvppHA5HyHi4sudJSUkA5Obm1h3btGlTyHkZGRncdtttfPDBB/z+97/nhRdeAMBoNALg8/nqzu3Vqxcmk4mcnBy6dOkS9JWRkdGcb7FFSVAlhBBCCCGECPH000/j8/kYNmwY77//Prt27eKnn37if//7X93+poZqA52ZM2eya9cuFi1axOzZs4POmTFjBkuXLiU7O5sNGzbw5Zdf0rNnTwA6dOiARqNh4cKFFBYWUlVVhc1m49577+Xuu+/mtddeY/fu3WzYsIEnn3yS11577bi8DkdDgiohhBBCCCFEiE6dOrFhwwbOOeccfv/739OnTx/OO+88li9fzrPPPhtyvsFg4O2332b79u3069ePxx57jEcffTToHJ/Px7Rp0+jZsycXXHAB3bp145lnngEgPT2dv/71r9x3332kpKQwffp0AB555BEeeughZs2aVXfdokWLyMrKav0X4ShpAq21C60NqqioICYmhvLycux2+4mejhBCnDxcVVBdDAEfmOxgTTzRMzp6Ph848sHvA4Olbc1dCCGayel0kp2dTVZWFmaz+URP56TT2OvTlNhAClUIIYRoXEk2LPszbF8IAT+06w8XzYbUvmA4yf6BripQgZ85VgVQlXmw4XVY+wzUlEJqPxj7N0gbBKboEz1bIYQQvxKy/E8IIURk5Qfg1Yvgp49VQAWQ+wO8MhaKd57YuTVUmQfrX4XXLobnz4bFf4SSPfDRdPjybyqgAsjbDK9dAvu+OZGzFUII8SsjQZUQQojI9q6GikOhx/0+WP4w1JQf/zkdrqoAFkyDT+6Cwh0qwNo6Hwp+gp+Xhb9myZ+gMv/4zlMIIcSvlgRVQgghwvP7YfuiyOM5a8FRePzmE0nJHtj9efCx2A6Qt6Xxa1yVrTsvIYQQpwwJqoQQQoSn1UJMIz1AohKg4Edwh/YvOa62fRR6zFMD5kY2FWt1oDO03pyEEEKcUiSoEkIIEdnA6yKPDZgMa56CmrLjNp2wwhXLKNsH8Z0iB07dL1ZBoRBCCNECJKgSQggRWUwGnP830GiCj3c9D2IzIH9b6Njx1ueK0GP2NLUE8IoXVFaqobiOcM79Jz4YFEII8ashJdWFEEJEZrZB59GQ1A1yN4OnGtIHqYIQH02HIVNPfMbH3h5OuwO+eVL9WauDa+fDp38EQxTculqVg684BGkDwGiF1y+FtMFw0T8hNvOETl8IIUTbJ0GVEEKIxtlSYMNrkL0CdCbV88lTozI+p00Hvanx66tLobpQ7b0yx0J0sgpsWkpUHJx+D/S8FL59XgV9eZshexV0PhdyN8GOxerZuz6DioPqup2fQv+rJagSQgjRbBJUCSGEaFxUPJz1B+g9Hr57HqwJ0GciZJ0BMe0bv7ZsPyy4TZVmB5VFGvAbOOcBFay15ByjhkHawF9KrN+mjg++Qe37OrQx/HXfvwQdzwBrYsvNRQghxClH9lQJIYQ4sqgEyBwBlz8HV8+FAZOOHFBVFcC8yfUBFaj+Vhteha/+o7JdLa22MIXPXf/nxqoTehzg87T8PIQQQrSYp59+mo4dO2I2mxk+fDjfffddo+fPnz+fHj16YDab6du3L4sXL271OUpQJYQQ4ujpDOGr7YVTmQt5P4Qf2/AKVLVS892oeLUUEGDfWuh2QeRzu48Da1LrzKO6RO09+/EjtRSxbL8KKoUQoo0qr3azu6CKjTml7C6sorza3erPfOedd7jnnnv4y1/+woYNG+jfvz9jx46loKAg7PnffPMNkyZNYurUqWzcuJHx48czfvx4tm7d2qrz1AQCgUCrPqENqaioICYmhvLycuz2RvqbCCGEOLJ9ayB/qwrE9n0DPy4Ar6t+/LavIbVP6zy7eA+8fRUU74bbv4HXLwsN4uxpcP1CSOjc8s+vzINP/6S+51rmWJg8H9IGgU5W3wshjg+n00l2djZZWVmYzUf5oVgYh8pq+NP7m/lqV1HdsTO7JvKPCf1Ii7W0xFTDGj58OEOHDuWpp54CwO/3k5GRwR133MF9990Xcv7VV1+Nw+Fg4cKFdcdGjBjBgAEDmDNnTsj5jb0+TYkNJFMlhBCi5ZUfhN1fwFf/hs9nAgGY9A4k9VDjWn3LFqs4nFYP17wNZ9wLX82GKR/BoCkqsLHEweCbWi+g8nlh3SvBARWAs0wFd7WFMoQQoo0or3aHBFQAq3YVcd/7m1stY+V2u1m/fj1jxoypO6bVahkzZgxr1qwJe82aNWuCzgcYO3ZsxPNbinxUJoQQomVVHII3J0DhT/XHNr8LOz+Dia/A3KtUoQtrcus8v+AnePUicFWqoGrQFHAUwdBbYNQM0GjVkj9TdOs8vyoPvn02/JinGvZ/C3EdWufZQgjRCoqq3CEBVa1Vu4ooqnITE2Vs+ecWFeHz+UhJCS5slJKSwvbt28Nek5eXF/b8vLy8Fp9fQxJUCSGEaDqPE8oPwLYPoHA7dDpbfcVmqqBBb4Kxf1OZoYKf4Ie5ao/RlvlwzkPQ7yowtUKmqrIAvnhUPQtgxazg8Zu/gPaDW/65Dfk84CyPPF68p3WfL4QQLazC2XhBn8ojjJ8KJKgSQggB7hqo2A+7PofiXdB+GGQMC788zuuG7JUwb1J94YWt76sCETd8CkYb9LpMlSuvKoD2Q+Cyp2HDG/Dzcjj7PrC3a53vw1Wh+k9Fsv2T1g+qDBYVXJblhB/PGNK6zxdCiBZmNxsaHbcdYfxYJSYmotPpyM8P3hObn59Pampq2GtSU1ObdH5LkT1VQghxqvO64MB3MOcMWHo/rHtZ9Xl6eSzk/xh6flUezL8htJJddQnsWw2b3oLlf4WSPeCugj0rVGn1vleqPVX6Y98ofUQaoLH6S35/6z27li0VRs8MPxbbAZJ7tf4chBCiBSVGGzmza/h+fmd2TSQxuuWX/gEYjUYGDx7M8uXL6475/X6WL1/OyJEjw14zcuTIoPMBli1bFvH8liJBlRBCnOrKD8C7U8DrDD7uKISPp0NFbvDxol1qb9DhdEZVUW/bB6FjAT+s/Cec+QeIaqUS5qCyZF3Oizze8+LWe3ZDnc+BS/6nimLUyjpLFcywpx2fOQghRAuJiTLyjwn9QgKrM7sm8tiEfq2yn6rWPffcwwsvvMBrr73GTz/9xO23347D4eDGG28EYMqUKdx///115991110sWbKE2bNns337dmbOnMm6deuYPn16q80RZPmfEEKIshxVmS6cg+uhujh4uV6kZrrxWZC3JfJzCreDNRG0rfh5ni0FxvwF9q8N3dfU+wqIbt3lH3Wi4mHAddBltJqH3gRRiWCJPT7PF0KIFpYWa+HJSQMpqnJT6fRgMxtIjDa2akAFqkR6YWEhf/7zn8nLy2PAgAEsWbKkrhhFTk4O2gb/rpx22mnMnTuXBx98kAceeICuXbuyYMEC+vRppRYev5CgSgghTnWuysbHHYXgqqqvlpfcM/x5Pg8YG6mop9GA/hh7mVSXqODOU60Ck+hUFaiEk9ANpn4O615SSw8tsTDst5A+BOIyj+35x0Kng5j26ksIIX4FYqJaP4gKZ/r06REzTStWrAg5NnHiRCZOnNjKswomQZUQQpzqkrpHHrPEqeIPVfn1QVV0Mgy9Gb5/Mfjckj2QdSZodaH7rQA6j1GNgJuqJBsW/A5yvlF/NlhUafShU1Vp9MPpDZDUDc59CIbfppYlxqQ3/blCCCHEUZI9VUIIcaqzxEH/a8OPnX4PbD1sj5Q5RlXwG/8sxHdSGaP2w+DGT8GeDpc+HXqf6BQYcZvqV1VVePRzq8iFN6+oD6gAPDWqVPrmd8EXJnirZYpWSxIloBJCCNHKJFMlhBCnuuhkOG06xHdUlf8q8yCxK4y8Q5VXj81UwVJD1iQYcK3aM+TzquxRVLwa63QW/OYjVb7cUQjpg1Vp9kW/h7J90P0CiD7KYhUle9RXOKv+pUq3N3V5natKVQg025p2nRBCCBGBBFVCCCHAYAVnBZz9gNqDVL4f1j6telJd9z4YIpRBj04JPeaqhLlXqqWA5ljY/A7kb6sf37My8r6swxWEKeleq6ZUZa2OVmU+HFwH3z0PPrfKznU+9+gzWa5KlTnbuRhqyqHr+SpYjE4++jkIIYT4VZKgSgghhMpSDb0FcjepbJWnBgbdAN3Ghm8AfCQ+j2r0G47f04R5dYo8ZrQefc+ryny1L2v35/XH9n2jMnK/WXDkbJezAn6YB5/+of7Y6v9Ah1Fw5cuqN5UQQohTlgRVQgghlPiO6qvDKAj4VBZKo2n6fYw2SB8EBzeEH+901tHfK6k7RCWoyn+HG/rbo88S5W0ODqhqFe1Se7NG3aUKbERScTA4oKq172vY+BacPqPx64UQQvyqSaEKIYQQwaKTVOblWAIqgJg0uPCf4UueD5wS2vzX51YV/tY+CwvvgS3vQdl+NWZPh+s/Cc4k9b4CblgMXc6F3M2qebHPG/osv1/9r9cF378Ueb4bXgdHUePf0w/vRB77bg5UFTR+fSSlOfDzF/DJDFhyPxxYH9psWQghxElPMlVCCCFaXnIfuGUFfP0E7P9WNf0dOQ3aDw1uJOzzQs5aeHOCCq5A9ZeyJsGNiyGxG6T0hqnL1BI+rVYtK3zjMrXEENS+rStfgQ6nqWWLZftgw2uqt1XfK1VlwkAjVQIDPiDQ+PdTlR95rKYUAv6jeFEOU5oDC25T2a5aa5+BEbfDaXeCPa3p9xRCCHFCSFAlhBCi5RktkNILLvqXCjr0RrC1Cz2vMhfmTa4PqGo5CuHD22HyfFVV0J6mvnYtg+V/DT7XWQZzJ8Lt38CW+aoqYK0fF0Dn0TD4etj1Wfi59r0aohIb/356XAw/zA0/lnVWfQ+vo+X3q7k1DKhqrX0Wel4mQZUQQrQhsvxPCCFOVhW5qmpe3laoOKTKgLc1ZjvEdQgfUAGU7lXNhcM5uE6VP6/IheLdULoPvvx7+HP9Xtg0Fw6uDx3bvVwFTelDQ8fs6TB4CuiO8Blj+sDwBTu0ehjzF9W7qynK98P6VyKPr3+1PhMnhBDipCdBlRBCnGy8Lti7Gl4aA8+eBnNGwQvnwM+fg7v6RM+uZbmrIo+dcS/sWw0vngtPDlKl2EuzI59f+FP4Eu8aLWxfDFc8D+P+A6l9VQGMcx+Cm5aqPlxHYk9TvbeG3FRfcTBzJNz8OSR2P/L1hwv4IgeToLJv4faJCSHEKWTVqlVccsklpKWlodFoWLBgwRGvWbFiBYMGDcJkMtGlSxdeffXVVp8nSFAlhBAnn7J98MZ4VYChVmUezL0KSnafsGm1ioQu4Y93GKX6ZS24XWXpQAVUST0i3yu1H5TlBB/TaGH8s+AshaeHqqIU3S+C02bAwN9AbMbRzzU2A8bOgjvWw4wtcM3bkDYwfEGOI7EkQKdzIo/3uFgtoRRCiJNJTSkU7YQD61T11JrSVn2cw+Ggf//+PP3000d1fnZ2NuPGjeOcc85h06ZNzJgxg5tvvpmlS5e26jxB9lQJIcTJxeeBb18Iv/Qr4IfVj8OlT4Ex6vjPrTVEJ8PgG0OXwg2aAksfCD626S248DHIWRN6H0MU9L4cvvp38PF+V6l+VJveUn/O3aS+ANIHw6R3VLXDSDxOVU79p4+h6GdVDj5zZGh2y+dV+8Oq8tRSRFua+t4MEQIjSwyc8XvYsRjcjuCxuCzoeHrkOQkhxIlQfhA+mg57vqg/1nk0XPrk0TdRb6ILL7yQCy+88KjPnzNnDllZWcyePRuAnj17snr1ah5//HHGjh3bKnOsJZkqIYQ4mbgdkBuhvxOofkuNLZk72fj9Kigp/lmVSfe6gsfNMXDO/8FFs+sLM6QPURmpw3tTVeWrJYAX/hMscfXH47JU2XVrEqQNDr6mx8Xww9vh53ZwvQqCIvG6IXsVPD0MPp8Jm96ED25RyxGLfq4/z1Oj9m3NGQUvjoGXL1DXbHwTasoi3z++E9z0GXS7UPW4MkSpAPM3H0B8VuTrhBDieKspDQ2oQP3u+/iOVs9YHa01a9YwZsyYoGNjx45lzZowH8a1MMlUCSHE4WrKwFGglt+Z41QJcFvq8Xm2wQzxXdTSinBis9Sb77aguhh+/EgVl3AU1gcNg69XfaFi2qs9UNFJMHQq9LxYBWE1pVBTrJbuHV6qfP0rKotzwyKVEdLq1X01WnBVwjVzYetHsOZx9WeDJbSyYEPlB9Qeq3Cq8mD+FPWcoOMF8MmdcM1bKrgry4F5k8DfoGy71wmL71XBYdYZ4e+vN0FqH7js6fr9VdFJYGxiJUEhhGhtjsLQgKrW7uVqvOGHXSdIXl4eKSnBe2tTUlKoqKigpqYGi6X1llVLUCWEEA1V5MKS+1S561pxHdX+mZRerfdcR5EKJjQ6GP1X2Dwv/Hln3dv08t1Hq6ZcBZM+tyrGYEsHo/nY7uXzwA/zgpfweaph7dNQvFMtvVv9X7j4P9DjUjDbVOCat1VlggbfCF3Pg51h1sHnbgaTXZVaL/oZPrsH9nwJWoNqDHzmH2DARJVB8tSED85qNRYsF+5Q14ez72vVB8toh3WvBAdUDa34hwraLLGRn2NNUF9CCHGycjZSWOdoxk8BsvxPCCFqeZ3w9X+DAypQZb/fvFz9b0tzVUP+jyqQe+VC1W/px/fhzk0Q26H+PL0JLnkCknq2/BxAfW/fPw+vXKAqDr40BtY+FVwsoykq81RAEc6uZarAg98DC36nlgaCyhAu/T+1RHDjmzD0FtX8tyGjFSa/p5YKlu6FV8bC7i9UuXmfWwWjb4xXAY89TWXCel8Rfh4JXSKXeofQNwkaTfCffW7wOVXVwUhK90QOzIQQoq0w25s3fpykpqaSnx/crD0/Px+73d6qWSpow5mqf/zjH9x///3cdddd/Pe//wXA6XTy+9//nnnz5uFyuRg7dizPPPNMSBpQCCHCqshV/YHCqcxTvZLiOrbsM0t+hpfHqiwOqCUUSx+AHUvgNwvUErSAH2IyVIBgOMbMUWMqclXD2W/n1B+rLoEvHlHFF0bPVJmkpnCVN14yvPwAWOLV9/vNEzD+GbVcL3uFGndXwYe/hfMeBp0JCrdDfGe1lM6WprJ6Xz0ePmAxx6gKigmdVVbv/EfU+buX15+T2A0mzWs8U5XaR/1vlzEw+Ab1c9BoVdC3Zb56jt4MaYNgz4rw90jqqQLBI3FVqe9Zb248qyWEECeCNUkVpWj4e7RW59Fq/CQwcuRIFi9eHHRs2bJljBw5stWf3SaDqu+//57nnnuOfv36BR2/++67WbRoEfPnzycmJobp06dzxRVX8PXXYTrWCyHE4dwOla2KpGgndBndcs8rPwTLH64PqBrauwrKc6DT2S33vEhqSmDdy+HH1r8Cw29telClP8Ingpa4+qp3xbt/WaanURm52mIWPg9s/VDtMaougujU+qp7NaWwd2XwPRM6w/mPqmV7G15XVf/6XQX29jDhRRXAVeapZYPRyeF7WjUUnayqWtWUwQe/rf85WeLgsqdU8KPVwcDJalnj4UU4AM76o7rOZAvNdIF6DYp3q6xe3g8Qk6muaddfzVMIIU4Gljj1+/DjO4IDq9rqf620n6qqqoqff64vDJSdnc2mTZuIj48nMzOT+++/n4MHD/L6668DcNttt/HUU0/xxz/+kZtuuokvvviCd999l0WLFrXK/Bpqc0FVVVUVkydP5oUXXuDRRx+tO15eXs5LL73E3LlzOffccwF45ZVX6NmzJ2vXrmXEiBEnaspCiLZCb1Z7dSJlWCL1VDpW3urwn/rV+mnh8QmqqgojF3Pw+9R+r8OX4R1JVCJ0Ojf8xmZrorpvbZCSNkgFTgYr9JsEG19XFQETu8LuL9U5fS6HlAYFJTRalSmqKqi/54X/VMFPw6qBX82Gq16DrmNVkJLUhEa9ljiVHXv1ouDjNaXw7hS4fY26X2ymagz8wc31yyUtcXDun1Vwt+dLOOs+6DFOzbNWIKACv7lX1e/5Kj+gli+OngnDf3t0WS4hhDgeYtLhypfUB1TOCrXkz5rUqgUq1q1bxznn1Pf0u+eeewC4/vrrefXVV8nNzSUnp74/YVZWFosWLeLuu+/miSeeoH379rz44outXk4d2mBQNW3aNMaNG8eYMWOCgqr169fj8XiCyij26NGDzMxM1qxZEzaocrlcuFz1nyxWVMgmOyFOadEpMOy3ob2OQAVULb30D0BnjJwdi9TjqKUdqfDFsczDEgOX/FftRStu0LDYHKs+1Vz+sPqzVg8jf1ffQPfMe6H9YPj5c7X8sNb6V9TeqAsfUxmkhM4wZKraiwYw5CZY+c/QMuwBP7x/M0z7HuI6cFRcDpW9A1j1z/Dn+H3w/Ytw3t/AYIQOI2Hq5+rNRnWJyqyte0kFTaCqBVYchFEz6nuMVeaq4+GKaHz5KPQeL6XVhRAnF0vcca3yd/bZZxMIBCKOv/rqq2Gv2bhxYyvOKrw2Vahi3rx5bNiwgVmzZoWM5eXlYTQaiY2NDTqekpJCXl74PiSzZs0iJiam7isjI6M1pi2EaCvMNhh4HQy7tf5NPkDmCLj8OYhq4TXjlgToMyHyeO/LW/Z5kViTVOnvcOI7qWV3xyKugyp9fsNiGDsLJr4Gl8+BL/4GBT+pkuq/+bC+IIffr77MsaoU++G2fQD7v6v/c/cLodMvn2Cm9oP934afh9fVeDGJhkqy4ZM74H8DVMGShgHh4Qp+guwv67NT9nbqk9u5V8L7U+sDqlqrH1dBV62aUqg4FP7efm99AQ8hhBAnvTaTqdq/fz933XUXy5Ytw2xumY3a999/f10aEVSmSgIrIU5x8Vkw6i7oN1EtezNEQVSCKo4QFduyz4qKgzPugb1fqV5HDY2cpp7rKFJZD5dDnW9NUvtzWlJsJkx4SWWVapfTgVoud9UbKlg4VrZ26qvjKPXnilwVoGo06v4Nq++V7VMZqUObIt9vzVPQ8QyVCYvrqHo81ZQeucKey3HkuZbtV9UPK3/5IK78gFqCWL4//PmJXdVetNhMOPt+9f04itResHB8bjVemzHT6hqfj9Zw5DkLIYQ4KbSZoGr9+vUUFBQwaNCgumM+n49Vq1bx1FNPsXTpUtxuN2VlZUHZqvz8fFJTw3/KajKZMJlMYceEEKewmHT1Zt9dCTpD6zbbTeiiqvxlr4Idi1WWZvANKotDQO23ObhenavRQv9rYfRDLduMWKNRle5uWgr521SJ95SeKvvT0kse7e3CB2k+ryqjXtvENxJXhcri+LxQcUCVZ8//EdoPgWvnw7IHVaGKw7WL0OC3oV2f1QdUAFvehYufUCXbD6czqD1Sc68GAjDsFhVU6Y/wb0rDcUu8CsyKdoWeZ7BAQqcjz1kIIcRJoc0EVaNHj2bLli1Bx2688UZ69OjBn/70JzIyMjAYDCxfvpwJE9Rymh07dpCTk3NcyigKIX5ltL8UQjgeEjqrr95XqD1WRgtU5sPrlwQHCAE/bHpTFXU4b2bL77mK76S+el7Ssvc9Gq5yFdRYYlXZ9EMbwp/X42JVTOTgOnj9svr9aOtfVuv8r3geFt4d3F9r8A1gTW78+Z4a2H5YdajqEjWni/6lliw6y9Tx6BQY+3dY+4wK8AAqC1QxD2uSCkTL9qlg3FOtClKAem0blh2OTlZZu1fHBWfaNBq49Okjz1kIIcRJo80EVTabjT59+gQds1qtJCQk1B2fOnUq99xzD/Hx8djtdu644w5Gjhwplf+EEG2DpUEQV3EgOKBK6qH2e9nT1D6c6hKVUWtMdbHKvORvU1mRpG5qGaPuJPzVrzOpoCh7JZx2B2yaG7z/CNRyyAGTwVEA864NLfBRUwrL/gznPgQLZ6hs4xm/V5X/jtT7SWsIrsxXa+MbUHoG3LREZZQ0GpUt+/oJyNtcf15t8QlbqmpOXLJbvf5RCVCwHb5/Ca5+E2yHlXFP7Q+3fwOb3oacNZDQFYbdrAKz1uhJJoQQolWchP+yHrvHH38crVbLhAkTgpr/CiHESasiV+2Z8ntVGXJbispWNdxjdc4D6s35t8+pN+sJXVUzYIMlci+jyjxYeA/saJB9MUbDte9A+2GgN7bu99VUpmi1ly17JSz+o8rgbHoLti9UmZ5el6nXIa4DHFgXWuWvVsFPkNoXpq9XweORelGBKg2ct1VV29v8Tui4NUkFeF88onqVHS62Q/3PoXQfvHdTcMCVMRyu/zj8UkqdXmWwzr5PZav0JrW0UAghRJuiCTRWp/AUU1FRQUxMDOXl5djt9hM9HSHEr5nPq5a4vXdj/VI1kw3O/zv0vkxlRV4crZYExnWE1f8JvcfYv8OQm8Fw2D4en1eVAl/5WOg1ehNM+651ysM3VF0CVfmqgp05FuI7qixZY8UZHEWwYpYqVa43Q58rVGNJWyokdofoX5bOZa+C1xpZonjrKtU892j4/fDTRzD/BlXu3O9VxTAaumERfDRdLQNccJuaZy1LnNoTlzZABV5vTYRDYUr5djoXJr58XEsRCyEEgNPpJDs7m6ysrBYr9vZr0tjr05TY4FeVqRJCiDajfD+8fmnwXhpXpSrnHdcBknuqIhZ9r1SBVzhfPAI9LoG4zODjVfnw7Zzw13hdsPfr1g2qSnNUH6qt8+uPmWNh0jxoPzTy8kNromr6O+Qm2LlEHUvuqZbxNczIxWSoghbh+juZ7Gqp49GqyoVP/6j+++v/qoIT174LOWvB54Jel4PfA6XZsORPMO6XsujFu1SGydZOZRZBBVvhAipQTZAdRccWVPl9KvNYXQRo1Otka6eWIgohhDgpSFAlhBAnwrYPIpcB/+IR9cZ+8ntqOZvXFf48T416o314UOX3gLM88rNLs49tzkejKl/tQ2oYUIEq8vDGeJj2beMBXVS8+krpHfkca6IqOf/Nk6FjY2Y2rTJiTVlwGfnvXoB1r6hMl84AHc+s3wdVvBve/Y0K6uxpsH2xKkhx29f192qMq+ro51XL7YA9K+DjO+qXPEanwOXPq/5psu9KCCFOCm2q+a8QQvwq+DxqX1AkRTtVEYb4rCP3iAq3/0ZvUVmUSDJasXhPRS6seyn8mNeplu41l8mmlupd+pQKcEBV3rtm7i8VFJuwJyncuX6vKmOfs1btW7Mmqz1ttcr3q0bDZfvUfqraAhfWhNB71dJoVWPgpir+Gd6ZHLyHrCof3pqgni+EEOKkIEGVEEI0hbNSZSzytkDpXnAfoelsODpD43t+4jupPUWgshK2CIFVbKYqbnE4Wwqc/2j4a+I6QkqvJk33qPm8KlsTqYgEhC/0cCysiTDoN3Dzcrh7m9r31GOcapDcFJYESBsUfswYrQJbWypc9Xr9Mr9ahii48pX6zFhUInQZE/5efSaqEupN4XbAV/+pL8nekN+rCpd43U27pxBCtCGzZs1i6NCh2Gw2kpOTGT9+PDt2hOlFeJj58+fTo0cPzGYzffv2ZfHixa0+VwmqhBDiaJUfhI9uh6cGw5zT4amh8PlM1VOqqfpODH2TXuuc/6vfQ2RrB1e/EdqA2BgNE19XmSyPUwU0DXUYBVe8UF/9TqOBrufDlI/U0rXWoNGqJYmNZcnaDwt/3ONSmZdDG9WSx8PLqUdiS1GNkpsasNSyJsD4Z0OrKGr1cNVrEN1OFdfIGAa/W6vKtfe8FM57RJVCbxgcR8XDpU+q8dr9Tlod9J8E5/1VZdiawu2Agm2Rx/N+UH2whBDiOCl3lZNdns3mws1kl2dT7mpkqXkLWLlyJdOmTWPt2rUsW7YMj8fD+eefj8PhiHjNN998w6RJk5g6dSobN25k/PjxjB8/nq1bt7bqXKX6XwNS/U8IEZGjWO2n2fd16Niw29ReHmMTmvH63JDzLbx3Q301Ob0ZRv8ZBlwbXNDA51V9q3Z+poKO9MHQbax6475nhdqfZUlQRRYSutQHCH4/VOWp/VV6k8qkuGvAWQqF21VvpbgsiEqCqNhje10Ol7cVDnynGvAeztYObv5cBUENOYphw2uqYmHtPrOU3ioLlNS9ZebVmEBALenbswqyV6jiGL3Ggz09/J4lv181h47EWal6abmrVOEMa5IqGd9Urir44GbY8Wn48QHXwcX/UT9bIYSIoKWq/+U58vjLN3/hm0Pf1B0blTaKmafNJNXahL2szVBYWEhycjIrV67kzDPPDHvO1VdfjcPhYOHChXXHRowYwYABA5gzJ7SIk1T/E0KI46G6RC1p81SFD6gA1r+sGrYao9WytKPZ06MzqmzSraugqlAFWdEp6uvwN/I6vVq2N/y39cfKcuCVi4L7WW15VzXOPf33ahmcVquyUrWZqbL9sPYZVRmwtnKe0aoyNZmn1Zcsbw57mqq+d94jqgx8Tak6njFcZXEOD6gCAVXpb/lfg4/nb4NXx8FvV4Re09I0GrWUctB16utIGguoAMw29dVcpmjVvDhcUKXRqL5eznL1GgcCKhA/vLmwEEK0gHJXeUhABfD1oa+Z+c1MHjvzMWJMMRGubsF5lKvMWHx85Cqva9as4Z577gk6NnbsWBYsWNCaU5OgSgghwvJ6oPBHWDgDivfA+Y9EPtfnVpmfhXdD/2tVxig248jP0GpVNsSe3rS5eZxqr03DgKrWN09Cv6vD7y3a97UKqhpyO1TJ9lu/apmgKioess5Uy/fSBqnXxpqgCj2EC44q8+DLv4W/l6MQDv3Q+kHVySyxuwp6F/2+fqmfya6WhLorYf4UtVwS1LLLy55Wr7tUBRRCtKASZ0lIQFXr60NfU+IsafWgyu/3M2PGDEaNGkWfPn0inpeXl0dKSvAHTCkpKeTl5bXq/CSoEkKIcMr2wkvnq4p1Wn3j/YU0GrV3xlEI3zwBPy6AGxe3XjBQXQw/vB15fOuHkNo3+FhpDqx+PPz5fh/88I7aL6RvQuW8SGrLoh/N0j2fCyoORh4/tAF6jmv+nJrD5VDz9HvVEs1jqeJ3rMx26HMldDxdBaAarcpm+lxqX19idxg3Wy3tdFXAF4+qPyf3PH5zFEL86lW6K5s13hKmTZvG1q1bWb16das/61hIUCWEEIfzOOGbp1RABerNdFUBJHRWlf8O13UsZH9V/+eyffDTQlWgwNIan9wFVAYoknDFC/weKD8Q+ZrSPeCtaZmgqil0RrXnKFJhioQuak9ZpIbBrakyT5U09/tg/SuQt1mVcD/jXkjtc2yNfI+F3qiWJ8b+0o/M51XNlc/4vVq+ufq/ak9YdDIMvVkt84zt2LQ9fkII0QibsfElzUcab67p06ezcOFCVq1aRfv2jX9gmZqaSn5+cAGp/Px8UlNbd9+XVP8TQoiGHEWqDxB+lRWoteqfcOG/1Jv8hjKGw5AbYf2rKlsVnaz2Vm37ADa+CYVHLv3aZOYYFchF0nt86DFDlAoEIkkfot6gHw81ZfV7raJT4fR7wp9nsoMlFsrDLHM80v1L96nlkcfScBdUQPXF36AyF968HLZ9qALqPSvgtYthw5uqEEVDgcDxKXHu/qXqldcFS+5XARWowP/Lv8P2harZshBCtJB4czyj0kaFHRuVNop4c+Q9Ts0RCASYPn06H374IV988QVZWVlHvGbkyJEsX7486NiyZcsYOXJkq8yxlmSqhBACVNPaHYvh+xdVhqrbBTB5vtrLUrpXvcn+aBqc+QdVNMLnUVmWvB/gw9tUgYj0wepcS5wq1pC7CV65AH67sj7L0BJMNlWie++q+jfYtTqfG76kub2dKtX+2iWhY+YY6HGRCgpbU0Wuav677iUI+GDgb6Dreaq/VMGPsOmt+gIa9jQY9x8VJIy6S1UprC1THonPq/a2LfkT7F2tvp8el8CYvzRe5j2cgxsgfSAsf0Rlqg63fCb0vBjio9XPoGw/bHhdBaa9L6/PJFpi1d+XlqQ3QdcxMPfq8OMb34BRd7bsM4UQp7QYUwwzT5vJzG9m8vWh+qJNtdX/Wms/1bRp05g7dy4fffQRNputbl9UTEwMFovKxk+ZMoX09HRmzZoFwF133cVZZ53F7NmzGTduHPPmzWPdunU8//zzrTLHWhJUCSFEZR68O0WVAq+19hnY+p4qEjD3KvXGujIXFt0DNy2DzGFqH9Lyh2HCS7B5Hqx8rP76qHi47BmI7QC7v4TB1zc+B0eR+nJVqKDMmtj48rKELqq4xOr/ws+fqazOiN9B9wsj92xK6q7muvSBX7JxQEqfX6ryHfnTv2apyA19jQ+sU3Oa+JoKUK99R1WzM1hUJmvZQ1C0C0qz1T4ya5hGxw2VZsNLY+rLsvt9an9bzjdw8xdHVzwEwF0N616EwTeqpZzh+L1QtEOVid/1mSr2MfQWyDoD3pkMJXvUebGZKjjMGN5ye7EMZhVYRepRFfCrv9OHZ1WFEKIZUq2pPHbmY5Q4S6h0V2Iz2og3x7dqgYpnn30WgLPPPjvo+CuvvMINN9wAQE5ODtoGVVlPO+005s6dy4MPPsgDDzxA165dWbBgQaPFLVqCBFVCCHFoU/Cb/VpVBbB9EXS/CH76RGVKzn0IEruq8U5nqf01OWtg59Lga6tL4P2b4fI5sOU9GDQlcqalNEf1qzq4vv5Y94tUwYFIjXq1OrXH66J/gvMB0OiO3AA3OgV6XwFpA9XyMJ0BjHaI79j4dS0hZ03417hwh8r67VisMlg6o9r/1bCFYmI3tdStMe4a+Orx+oCqoaoCVZZ82C1HznYBEFC9qI5Eo1d7wT68FXQm9TN+cXTwXMty4O2r4ZYvgxsFN5fxCH2vjtdSTiHEKSXGFHNcSqfXOpp2uitWrAg5NnHiRCZOnNgKM4pM9lQJIU5tXjdsfD3y+I7FMHK6yuZMX6eyEbXlym2pqhjFprnhr3VXqexW+uDIb+arClRmo2FAVfvcpQ+CK0JFJXc1+Hwqq2Nrd+SAqpZWq4Kx9MGQ2u/4BFSuSlj3cuTxze/AOQ+o//a5gwOqtEEqSNEfoUS4q1w17o1kx6LImZ3DGa0qQCo/UB9AH05nVGMFP6r5nfkHWP9a+ODP74PVT0BN+dE9/2hEJ6sGyeHYUlUALYQQ4riRoEoIcWrTaEHbSMU77S+NdwdNUcupQpZwBUILFjRUfhB6XRZ5vKpAVZUL58cPQ6viFe+G755Xma2Fd6kldJX5YS9vM3Z/AR3PgAv/qQJEUEFL34lw9p/A3l71umqMVq+WXEZiTW7853y4zJGqouPov4QP6C5+XAU2tZmxhC6QuzHy/fJ+UIFfS7EmwZWvhC6JNNlg0rz611EIIcRxIcv/hBCnNp0ehtyk9t6EM+A6tV+poco8tbwPVKao45mqaEQ4HU5Tb4AjqWokIAr4gzNVhTvh9UvU82ttfEO98R84BaLD7DnyeeoDM0usqgJ4vJlsak/Z3q/Cjw+8Tu09636RWu5YW6xi3xq1DO/wnlvhWBPhtDvhg1vCjw+/VZUmP1r2djDu33Dge5j8nvr7kbdZlSofOU1l+wwWVVFRo1H74WIyVZAbTmxmy7/2Sd3hlhWql9fBDZDcCzJHqP5oR7XMUQghREuRoEoIIZJ7qipx2z8JPp7QRS2TW/8K9LkCLAlqmd4nM6BouzqnthCBwQS7lgVfH5elCkEYG3kzbWukb4ZWVx/QVZeoinMNA6pay//6S4GKw4Kq8gPw3Qsq8PK5ocelcObvVSW84/2mu8Ppai/XocOyOQldoNd4tSwxNkMFYNXFal9V+2EquDlanc6G3hNg2/vBx8+6TwVBTWVPU1lGR7EKWLRaFRjpTfXnWJPV8tBV/4SrXlOl9MM57c4jF9o4FrEZ6quxbKgQQohWJ0GVEEJEJ8PF/1EZk3Uvqn0xXc5TAdOC29Sb/OSeqvGroxDOuFtV5tu+UJXRfvsauGkJ5G6uzzx1OhcueRxi0o/w7BQVuB2+pwqgz8T6LFd1sSq2EMmuZWqOtcoPwuuXBjcr/uEttbfotysgvpWr/R3O3g6umQs/fwHrX1IZqIGTofu44NfIEqu+jkV0Mlz0Lzj9Tti5TAU/3caq1/hY7wmNLz0022HUDNXnqzJPBdhL76/fW6XVw7kPBv9shBBC/OpIUCWEEKDekNeUgj1dVcXb/A7kb1VjmSNUCe2Xx6rgBlQWadANcMEs1YB13asqWKkpVW/mo5LAchQVkqyJqqT4gttUbyVQWaReV8DoP4PplypvAX/9srhwDu9XtXd1cEBVy1kGa5+G8/8WnHE5HuxpMOg66DlOfS+WePW9VuZC0c+Qs1YtXeswUp2ra8JyvVrWBPXVbkDLzNnrhOpSNU9rsspWhTwzUTVcdhSpjGDWmVD8sypQkdQNohIb3+/VHBWHVIXBsv2Q0EntP7NJkQohhDjeJKgSQohae1fDpjdDj59+D7zzG/UGu5bfp0qAn/eIegN/aL0KAiJVZGtMbaPb8v3gqlJ9iPZ+A9s+hAHXqjfkekvkjBaoJrq1PE7Y8m7k521fBKf/vmlL61pSw/5bZfvhrStV095aehNMelftR2vKPqiWFAioRs7f/E+V0zdYVN+q/tdELnPfcHlfpKqBLaloF7xxufp7Uyu5p+r3Fduh9Z8vhBCijgRVQghRK7lH6LF2/SF3U3BA1dD3L8Jp01UFuyOV/Qa1LMxT88venF8ChvIDqr9RuPLpMe1V5mPnUpVdev0SVXyioe4XBe/N0mjBaIs8B0OUyrQdiasKqvJU416tTi2js7dX+8dagtsBn88MDqhAvUZvXw3TvoO4FggO/H71GpfvV3u1SvaqJYdJ3VVmMtxrUZoNL5yrMo+1lv9VBbrXvnviAtJalXnqNWoYUAEU/AQf/g6ufrO+9L8QQohWJ0GVEELU6jYWvng0OICypULpvsjXlO1Ty8JG3V2/VC8ct0NlPtY8o4pcpPaHYb9V5dr3fBm5H9WXj0LyXFh6Hwz9Ldz0GXw1WzXTjYpXx7qer4IvUMFD4U4YcI0qyR7OsFsbr0gIqtT7jx/Bsofqy4abY+CS/6mCEM3Zo1TLURh5jl6nqrbXEkFVwVaVEfv2OcheWX/cHAuT56teWLoG/xx6nPD1/4IDqlp5m1W1Pfu45s+rOaoKgpd32tqpghWV+bBvNVQXSVAlhBDHkfSpEkKIWjEdVPnshsu4yvZD2oDI1yR1V0FVuCxXLa8Hdn8Jc0ap5YUH1qmlg3NGqeCoIkxFP1AZFK9LBUp+L3z7jCqK0eNiVfThotlw4DtwFKjzC36C58+CNy+H/B+h75Wh98wcAT0vOXL1v8LtsPje+oAKwFkO792oAsmW4HOrZZSRhKt02FRVBbBxrirk0TCgArW/7I3L1b6khmpK4KePI99z01vg8zZ/bs3hLFP/G5sJV74MZ9+vqiWOnAbXnATzE0KIU4xkqoQQopbBpJq+3rRMBSruapUB0hnUPqBwmYtzH1Klwo2WyPd15MOC29U+nYb8XvjwVhUgrZxVf9xohTP/AEk9oKpQ7bGqVZWvilo0NHK6CkDmXauKJQB88Yh6oz3xVRVQ+Nxqf1Zyr9Ay7uUHVD+mPStVVcBuF8LuFeG/l4BflWm/8F+Nf89Hw2RTr2/5gfDjsZlQfghiIuxhOhrVRZAxDD76Xfhxd5Va3hmXWX9Mo1V7qCIxRKufXeUh9XfEYFFLIw1Hsfyzpdja/VK18r/w0TRV7KOWOQZ+s0D9fZN+VUKINuzZZ5/l2WefZe/evQD07t2bP//5z1x44YURr5k/fz4PPfQQe/fupWvXrjz22GNcdNFFrT5XyVQJIURDOr2qopY5Arqcq6q3xXWEGxarIKeWya6KS3Q4/cjBRWUeuCrCj1Xl/7IHyqr+rDfDhJdg12cqK/XJHWoPVKTqcQldVEarKh9K9tQfD/jhy7/Bx3eqrMbov0Dnc0MDqpI98NJ5MP8G1Y9r2Z/h2RGq0ELWWeGfWfyzCkaay9YOxv49/FjmSCjepb4HT/WxP8PnUa+vz6OWLfa8NLSIRFlO8J+tSaooRTgaLZx5L6x8DJ4eDs8Mh6eHqb1hLZFZO1rWRBg7SwXPDQMqUBnFedeGHhdCiGbylpfj2rOHmh9+wLUnG295eas+r3379vzjH/9g/fr1rFu3jnPPPZfLLruMbdu2hT3/m2++YdKkSUydOpWNGzcyfvx4xo8fz9atW1t1ngCaQODwj05PXRUVFcTExFBeXo7dbj/R0xFCnGyqClRJdZ9blQO3paos1pHs/x5eGhN5/LcrIeBTFQa7X/jLXqOP6sf7Xg39r4K3J6ln1zLZ4IoXYMkDMPZvMG9S5Gfc8iWkDwo+VlMG82+EPV+Enq83q2Vl864NHRtyswqGWqJgRU25ev7yh1WAZ7RC36ugy2j44BaVEZq+/tj3VpXtV8FZIKACVUchtB+iCm4svV9lyW5YDB1HBV9XcQjemlhfVr/WJU+qfVXfvxD6rD4T4eLZKlN0PORvg2dPizwe7mcuhDjlOJ1OsrOzycrKwmw+9oy6JzePQw8+SPXXX9cdizr9dNIeeQRDu0Ya2bew+Ph4/vWvfzF16tSQsauvvhqHw8HChQvrjo0YMYIBAwYwZ86csPdr7PVpSmwgy/+EEOJoRSerr6aypahg4fBeUqAyUNYkVY3u5uUqqzTnsDf4W95RvZd+uwJ+Wqj2OyV1V8sOv/w7lO5R2SqNNnwvK50RosI0sK0pCR9QgSoUUZWvlrXVNjQGFUQOndpyFQAtMWrOw29Tz/J7VUA5//r6/VY+17Hf3xyrAqdP7qxffrn1fVX179InYfkjkNA59Dp7mipicXA9bJqrfn5Dpqqf1aK7wz9r23twzv3HL6g6vArk4SIVPxFCiCbylpeHBFQA1atXc+ihh0if/W/0Ma37u8/n8zF//nwcDgcjR44Me86aNWu45557go6NHTuWBQsWtOrcQIIqIYRofdGpaqngh7cGH9doVDW92iV59nYq0AlXvGHtM6pohcGigpCdS2FFg31YO5fAgMmw8Y3Qa0f8ThXTOFzDrFdYGjW32qDKnqYCkdgG+49qytS+JVeVqghoTQZj1BHue5jYDvDeTeHHbKlgbKSq4pFUF8End4XuZ6s4qMrhX/1G6JLIWvY09dV1rApatTo4uEEFfuEEAmovXrggrTVExauloeGWR2o09RUhhRCimXzFxSEBVa3q1avxFRe3WlC1ZcsWRo4cidPpJDo6mg8//JBevXqFPTcvL4+UlOAG6CkpKeTltf7ybAmqhBCitemNqpfUTUtVOfTSbEjsBgN/o8qsOwrr39gbbZHfKOsMKnOSsyZ0bP0rcMWLEJcFa55URTWi4uH0e6HfVeH3fZljQgtFdD5XZY0MFojtCJ3OheoCQKvuF9sBtL9sxy3fDx/PgN2f189v0A2qyIYt+B+1RsVmqrLmhzaEjo2eqfZeHaucNeGzd6AC0QtmhR9rqGED4tq9b5GYmrB03OdVQZjfq37mDatOHs5Vqf6eFO5UP5v4LPXzOPOPsHxm6PkDpzR+PyGEaAJ/ZeOZb39lC+yzjaB79+5s2rSJ8vJy3nvvPa6//npWrlwZMbA6USSoEkKI48FdBQvvgQ4jVTW68gNqz5CrUu37GfMX0JtUMDLid7BrqepjZY5VWYeqAig/CL2vCA2qzDEw4nYVIMVlQc+L1Z4orV4Fa5Ea/drawUX/Unu1NFq1t6g0Wy0pdBRCxgg4425I6AGWw5oJVxXCO1OCAyGfR+010hlg9J8br6DXUHSyalb7xaOwdb66T3QKjJmpeoc1p4JdY0vgAv7GS7qHE5Wo9mQdWBc6ltQdoo7Q/6tWZR6sfxXWPquWfKb2Vfvi0gapvXINOYphzVPw9X/rA0RDFEx4EQZOVktDv/y7KkxhiYPT7oSB1x2/ZYhCiF89ra2RhvKA1taMFQVHYDQa6dKlCwCDBw/m+++/54knnuC5554LOTc1NZX8/PygY/n5+aSmtv6eLwmqhBDieCjJhoJt6utw61+GEbepjI3epIKptIGw5E/1WaS4LLjs6fpMVG3FOkucKlax+j+w4h/qmEajiiac/0jkgKpWxzPg+oUqa7L+Vdg8r35s2/uw/RO4YSFkDA++riovfGYJVA+u4beqqolHKyYdxs2Gs+9Te6iM0Sroa25J8A7h190DkNyzaZklUAHMFS/CW1eqKoi1YjPh6rlgO4o9d44i+Gg6/Lys/ljeFnjtUrh2PnQ7P/j8fV+rn29Dnmp45zr43VqV8ewyRu2D05nUclPdEX7uQgjRBLqEBKJOP53q1atDxqJOPx1dQph9u63E7/fjcoXfazty5EiWL1/OjBkz6o4tW7Ys4h6sliQl1YUQ4ngozY485qkJbrJbXQTzpwQvyyvNhjfGg8ehMkojpqmA6uwHVIZn3zf15wYCsOVdVYTBFaY4RkMmG2SdAVFxwQFVLZ8bPr0vtOx42f7I9/S6jq1IgjFKVflL7Kb2MrVEjyVbOvS4JPS4RquaJ0cfZWapofgsFWhOXQaXz4Ebl6ilnYldju76ioPBAVVDS/4UXJrdUaTKt4cT8KtGxKBer/hOKjiVgEoI0cL0MTGkPfIIUaefHnQ86vTTSXv0kVbbT3X//fezatUq9u7dy5YtW7j//vtZsWIFkydPBmDKlCncf//9deffddddLFmyhNmzZ7N9+3ZmzpzJunXrmD59eqvMryHJVAkhxPGQ0MgbbmN0/VI5TzWs/m/4ZWk+tyqucP6jamncadPVMr1P/xD+vpvnqZ5Kpqwjz2/PishjhzaEVi6MVNwBVHasOcUlWpI1QZU5zzodvnnyl5Lqw+C8h4P7jjWVrZ36yhjW9GsPfB95rGSPKvpRu9LG547cHBmgaKdaLqnVqeV/zgqV7YxKVJUVhRCihRjapZI++9/4iovxV1ahtUWjS0ho1ap/BQUFTJkyhdzcXGJiYujXrx9Lly7lvPPOAyAnJwettj5HdNpppzF37lwefPBBHnjgAbp27cqCBQvo06dPq82xlgRVQghxPMR2UJmEhg16aw2/TS3ZApVZyt0Y+T4HvlcBjiVWZSfywzdABFQBhKPNGOmMkcc0GpXZaag2MxLu++l9hSo9frKIToFht0Kv8aofmMGqXr8TxRKhkbPBovaiOUvhuxfUvNsNUPut9n4V/poOp4PPCZsXwOd/geoSdbzzaLj4P01bgimEEEegj4lp9dLpDb300kuNjq9YsSLk2MSJE5k4cWIrzSgyWf4nhBDHorpEZQmyv1JFC0qzQ8t2N2RvB9d9ENyMVatXb/aH31pfYc5gVlX3IknoElwAIrqRKntaXWjRg0g6nR15uV3W2aH3saXC5PfUUr2GOo9WWSDTSZKpqqX5pTy8Pf3EBlSg/g4cHsRq9arwxI+fwItjYPG98O5v4NWL1D6zcEx2VZRk5zL4+I76gApg93J4fbxqYiyEEKLVSaZKCCGaqvwgrH0avn2uvmdRTHu48hVVYEJnCH9dfBZc+57aM+V2qD1R0cnBZbpNNrVkL9Kem5HT1PKuWrZUSOkdPmPVe8LRZ4wscXDO/6n9WQ1FxauqdPa00GsSOqsiF1X56g29vZ16XlSETIxQolPhqtfhncn1yzyH3gzZqyHnm+Bzy/fDD2+r6oiL763fb5XSR+3n0keFL6kOKtAv3BH+ZyeEEKJFSVAlhBBNEQjA9kWw5ung4+UH4M0r4JYVjRcssCaor3AqclWAYrDAhf+Ezx6sb9CrN8MlT6gldw1FJ8M1b8P86+FQg2WD3cc1LWNkbwf9JqlqgN+/qEq4Z52plsw11szWltK0nlRCZSM7nQPT1sGuz8BVAT0vhRfOCX/+xjdVsY1bvlT9x7R6Fbhak1RVycOLiDR04HvoHOG+QgghWowEVUII0RRl++Drx8OPuSrV3pejrQJXKxCA/B/h7avqixL0ugymfKwKV2j1am9MdIp6Q364uA5wzVzVC8vnVUsJoxKbvswttr36SumjqhFa4kB3HP+ZqC5RAcLGN8FZDn0nqv1E9mY0/z1ZGczqy5aqMpil2eEbPtfK3wrdLwjNOukMKrsZae9c/FEUKRFCCNFsElQJIURT+LyN71PJ/7Hp9yw/CK+NU1mIWj9+pL5G/0U1c40U3FSXqD1dq/6ploalD4Yz/xC8RLCpTNHHf09UdYlqbvv1E/XHtrwL7frDpHltewlbxSFVgr7ioMo02tPUsr+3J0HuJhUQlx+IXPgDIHNE+OO1RTi++nfomCFKVToUQgjR6qRQhRBCNIXOoBq9RpLWv+n3zN8SHFA19PV/VaPdcJyVsPYZmDtRLfMq3w8/LoDnz4SD65o+jxOpbF9wQFUr9weVufKFKTHfFhTthJfOg5fPh/duhOfPgoX3wN7VKqACtS9v/atw+t3h75HUM3JJfp0Bht2ilns2ZI6B3yxQhTmEEEK0OgmqhBCiKeI6wBkR+kJZ4iDzGLq2F+2KPOYsV810w3EUhM9Q+H3w8Z1Qmd/0uZwo61+PPPb9i+p7bWsqc+Gtq0L7TNlS6pv2gipXX7pXBZAX/xdiMtRxrV7tabtmbnBfML8fqktVPytQY5c9Bb9bq4qlTPkYbvtaZS2P5/JNIYQ4hclvWyGEaKquY+Cs+1QWyetUxxK6wISXIO4Y9rCkNtKU0JqoilSEk7clchn3kj0q+9UWikgEAuAsizzudqgApbYseltRmaf2Sh0u4A/u+/XD26qq46p/qb5UZ/xeBegarWrsG51cf25ZDmz9AH76SJVUHzFNVZyM/qXqYnLPVv+2hBBChJKgSgghmsqeBqdNV4UUqotU0GOJh7hGlgU2JqmHKsl+eEYD4Mw/gS1CoYbGGvaC6lN1svHUqO/zwPcq8EsfDMm9od9E2PZB+Gu6jIYNr6mldFe+0nYCK0dR+OM/L4fTZ6heUqCqSab2g4v+BWuegYUz1N+Hs+6D7hfW728r3auWElY1yNrtWQH9rlFl762Jrfe9CCGEaJQEVUIIcSxMtl8a4jax0l849jS4/hN4byoc2qCOGSwwagb0uQK0EVZqJ/dSe2p8ntCxdv1VtuNk4nGp7++tq1SlwlpxWXDd+6rqYP7W4GuMVhh8A7xzncpYHdwAPS46rtM+ZrXL+A5Xtk8FxB3PUNUiAVbMUv3GzvwjZA5X33fD4NFdAyv/FRxQ1do8D4b/VoIqIYQ4gWRPlRBCnAziO8Hk92Dad/DblfC7b1U2o7E3yrYUtQfncMZouPSpk+9NdsV+mDc5OKACtUTuswfV3qEz/6j6Lxmtaj/RlE9UADL8NpV5W/eSyna1BdHJ0Hl0+DFnOVzxgmrqm3UWdDgNRk6HzmervmCHZ+NqSmDre5GftbmRMSGE+JX4xz/+gUajYcaMGY2eN3/+fHr06IHZbKZv374sXry41ecmmSohhDhZNNYYOByDRfWzSu0H370AZXuhw+nQ76rGKxSeKCV7I1c53LEYRj8Ew34L3cZC8c+QsxZev0RlqHqNV82Pty04jhNupqh4VUBi+cOwZb6q8pfUAy59UjXtXf6wWv54yf/U/ihrfOP3C/gbGWuj1RGFEG2K0+GhptKNu8aL0aLHYjNithqOy7O///57nnvuOfr169foed988w2TJk1i1qxZXHzxxcydO5fx48ezYcMG+vRpZA9zM0lQJYQQbZnJBu36wcX/UVUCDVGRlwueaNUR9hjV8jjBVaHKj/sPCxJ+XAApveD0e1Qw2Rx+n9rvpAEsiaBrxb1n9jQYN1vtj/K61DNfuwSqfqnM+MNcVZDi6jehy5jI/cUscdD7ctj8TvjxvhNbZfpCCFGrqsTJF29sZ/9PJXXHMnrGc+5vehAdH6GgUks9u6qKyZMn88ILL/Doo482eu4TTzzBBRdcwB/+oCr1PvLIIyxbtoynnnqKOXPmtNocT9J/eYUQQjSJzqAKGpysARU0XpnOEgdmO/z0SWhAVWv9qxDTzL5L5QdUP6xXLoCXL1Al6cv2N++eR2K0QnxHtVxz8b31AVWtgF/1sKqM0I8MwBgFZ9+nsl+H63UZxHVsyRkLIUQQp8MTElAB7P+phC/e2I7TEWZvbwuaNm0a48aNY8yYMUc8d82aNSHnjR07ljVr1rTW9ADJVAkhhDheLPHQ7ULY+Wno2Jl/BHt7tewvkspc1bvpWJUfhNcvC37Gir+rnlE3LlYV91pTdTFkrwo/5nVB/jbVBy2S+E5wywrVDHn7QpWlHDkdMkeokupCCNFKairdIQFVrf0/lVBT6W61ZYDz5s1jw4YNfP/990d1fl5eHikpwe1EUlJSyMtr5IOrFiBBlRBCiOMjNgMufEwVYtjwGrgqwZ4OZ/0JOp8DBjN0Ohs2vhH++nYDQd+MpX+7PgsftJXtg60fql5RrZnp83sbH3dVHPkecR3U6zX8VhVgWmJbZGpCCNEYd03jv7+ONH6s9u/fz1133cWyZcswm1t3iWFzSVAlhBDi+InrAOf8Hwy+EfweVdkvoXP9eMYIVfku3FK48x9uWiGPhmrK1P6lSDbPgwGTWrdiosmuyqyXR1humDbw6O6j0598lR2FEL9qRkvjIcORxo/V+vXrKSgoYNCgQXXHfD4fq1at4qmnnsLlcqE7bF9samoq+fnBy6zz8/NJTW3dHocn8eJ7IYQQv0rGKEjsovZYNQyoAGLbww2LVQ+nWjHt4eq3oN2AY3+mRgfaRpam6IyqYERrsreDi/4dfqzfNaoEuxBCnIQsNiMZPcNXKM3oGY/FdoRm9Mdo9OjRbNmyhU2bNtV9DRkyhMmTJ7Np06aQgApg5MiRLF++POjYsmXLGDlyZKvMsZZkqoQQQpxcEjqranjVxSqbZYpRAUlzmG0w7BbY93X48WG3hC8C0dI6ng43LoFlD8GhjWBrB6PuUsUmTrZmzUII8Quz1cC5v+kRvvrflB6ttp/KZrOFlEG3Wq0kJCTUHZ8yZQrp6enMmjULgLvuuouzzjqL2bNnM27cOObNm8e6det4/vnnW2WOtSSoEkIIEaoyF2rKVfbGaIWoBLXn6XixxLb8fqHMkdDxTNh7WLGI9sOg0zkt+6xITNHQYSRc+65qYqzVQXQKaDTH5/lCCHGMouPNnH9z7xPWpyqSnJwctA32w5522mnMnTuXBx98kAceeICuXbuyYMGCVu1RBaAJBAKBVn1CG1JRUUFMTAzl5eXY7fYTPR0hhDj+3FWwbw0sugfKctSxjGEw5mGVLbK3V3t62qrKPDi0Cda9qEqZD74R0oc0PxMmhBAnKafTSXZ2NllZWSd9sYcTobHXpymxQRv+l1EIIUSLK/gJ5k6Ehp+37f8O3rkWxj8LzgrVbLitsqVC9wtUlUECzW8kLIQQQiCFKoQQQtSqKYXPZwYHVLWqS1QfpbXPqv9u6wxmCaiEEEK0GAmqhBBCKJ4atTQuktwfwOcCZ/lxm5IQQgjRFkhQJYQQQtHqG99bZEtV2SwhhBBCBJGgSgghhBKdDKf/PvyYRgtdxgAasByH0uNCCCFEGyJBlRBCiHpdx8CQm4KP6U0wbjZsXQAXzAJLzAmZmhBCCHGykup/Qggh6lmTYPRMGHYrHNoAaNSyv8p8OPuPENvhRM9QCCGEOOlIUCWEECKYJUZ9JfcAjxN8btUAWKs70TMTQgghTkoSVAkhhIjMYFZfQgghhIhI9lQJIYQQQgghRDNIUCWEEEIIIYQ46cycORONRhP01aNHj0avmT9/Pj169MBsNtO3b18WL158XOYqQZUQQgghhBDiiJxVlZQcPEDurh2UHDqAs6qy1Z/Zu3dvcnNz675Wr14d8dxvvvmGSZMmMXXqVDZu3Mj48eMZP348W7dubfV5yp4qIYQQQgghRKMqiwtZOud/7Nu8se5Yx/6DOP/WO7AlJLXac/V6PampqUd17hNPPMEFF1zAH/7wBwAeeeQRli1bxlNPPcWcOXNabY4gmSohhBBCCCFEI5xVlSEBFcDeHzbw2XNPtmrGateuXaSlpdGpUycmT55MTk5OxHPXrFnDmDFjgo6NHTuWNWvWtNr8aklQJYQQQgghhIiourw8JKCqtfeHDVSXl7fKc4cPH86rr77KkiVLePbZZ8nOzuaMM86gsjJ8EJeXl0dKSkrQsZSUFPLy8lplfg3J8j8hhBBCCCFERK5qR+PjNY2PH6sLL7yw7r/79evH8OHD6dChA++++y5Tp05tlWceK8lUCSGEEEIIISIyRVkbH7c0Pt5SYmNj6datGz///HPY8dTUVPLz84OO5efnH/WerOaQoEoIIYQQQggRUVRMDB37Dwo71rH/IKJiYo7LPKqqqti9ezft2rULOz5y5EiWL18edGzZsmWMHDmy1ecmQZUQQgghhBAiInO0jfNvvSMksKqt/meOtrXKc++9915WrlzJ3r17+eabb7j88svR6XRMmjQJgClTpnD//ffXnX/XXXexZMkSZs+ezfbt25k5cybr1q1j+vTprTK/hmRPlRBCCCGEEKJRtoQkxt35B6rLy3HVODBZrETFxLRaQAVw4MABJk2aRHFxMUlJSZx++umsXbuWpCRVwj0nJwettj5HdNpppzF37lwefPBBHnjgAbp27cqCBQvo06dPq82xliYQCARa/SltREVFBTExMZSXl2O320/0dIQQQgghhGgWp9NJdnY2WVlZmM3mEz2dk05jr09TYgNZ/ieEEEIIIYQQzSBBlRBCCCGEEEI0gwRVQgghhBBCCNEMElQJIYQQQgghRDNIUCWEEEIIIYQQzSBBlRBCCCGEEEI0gwRVQgghhBBCCNEMElQJIYQQQgghRDNIUCWEEEIIIYQQzSBBlRBCCCGEEEI0gwRVQgghhBBCiJPSwYMHue6660hISMBisdC3b1/WrVvX6DUrVqxg0KBBmEwmunTpwquvvtrq85SgSgghhBBCCHFEvmoPnoJqXDkVeAqr8VV7WvV5paWljBo1CoPBwKeffsqPP/7I7NmziYuLi3hNdnY248aN45xzzmHTpk3MmDGDm2++maVLl7bqXPWtenchhBBCCCFEm+ctc1H6/k5cu8rqjpm6xhI3oRv6WFOrPPOxxx4jIyODV155pe5YVlZWo9fMmTOHrKwsZs+eDUDPnj1ZvXo1jz/+OGPHjm2VeYJkqoQQQgghhBCN8FV7QgIqANeuMkrf39lqGauPP/6YIUOGMHHiRJKTkxk4cCAvvPBCo9esWbOGMWPGBB0bO3Ysa9asaZU51pKgSgghhBBCCBGRv8oTElDVcu0qw1/VOkHVnj17ePbZZ+natStLly7l9ttv58477+S1116LeE1eXh4pKSlBx1JSUqioqKCmpqZV5gmy/E8IIYQQQgjRCL/T26zxY36u38+QIUP4+9//DsDAgQPZunUrc+bM4frrr2+VZx4ryVQJIYQQQgghItKaG8/DHGn8WLVr145evXoFHevZsyc5OTkRr0lNTSU/Pz/oWH5+Pna7HYvF0irzBAmqhBBCCCGEEI3QRhswdY0NO2bqGos22tAqzx01ahQ7duwIOrZz5046dOgQ8ZqRI0eyfPnyoGPLli1j5MiRrTLHWhJUCSGEEEIIISLSRRmIm9AtJLCqrf6ni2qdoOruu+9m7dq1/P3vf+fnn39m7ty5PP/880ybNq3unPvvv58pU6bU/fm2225jz549/PGPf2T79u0888wzvPvuu9x9992tMsdasqdKCCGEEEII0Sh9rIn4ST3wV3nwO71ozXq00YZWC6gAhg4dyocffsj999/Pww8/TFZWFv/973+ZPHly3Tm5ublBywGzsrJYtGgRd999N0888QTt27fnxRdfbNVy6gCaQCAQaNUntCEVFRXExMRQXl6O3W4/0dMRQgghhBCiWZxOJ9nZ2WRlZWE2m0/0dE46jb0+TYkNZPmfEEIIIYQQQjSDBFVCCCGEEEII0QwSVAkhhBBCCCFEM0hQJYQQQgghhBDNIEGVEEIIIYQQQjSDBFVCCCGEEEL8yvn9/hM9hZNSSxVClz5VQgghhBBC/EoZjUa0Wi2HDh0iKSkJo9GIRqM50dM6KQQCAQoLC9FoNBgMzeu3JUGVEEIIIYQQv1JarZasrCxyc3M5dOjQiZ7OSUej0dC+fXt0Ol2z7iNBlRBCCCGEEL9iRqORzMxMvF4vPp/vRE/npGIwGJodUIEEVUIIIYQQQvzq1S5xa+4yNxGeFKoQQgghhBBCiGaQoEoIIYQQQgghmkGCKiGEEEIIIYRoBgmqhBBCCCGEEKIZpFCFEEKcBMoKqinYV0HBvkri21lJ6xJLdIIZvV599uX1+HCUucnbXU51pZv23WMxRRmoqfJQXeHGFm/GGmPEYjOe4O9ECCGEOPVIUCWEECdY0YEqPvnfJqor3HXHDGYdl9w5gJSONnzeAPt/KmHpc1vx+wNEx5lISLOy5PmtVBQ5665p1yWW86f2IjrOfCK+DSGEEOKUJcv/hBDiBKoscfL5Kz8GBVQAHqePJc9tobLYSXWZiyW/BFQAQ8dlsfLtHUEBFUDuz2V8NX8X7hrvcZu/EEIIISSoEkKIE8rp8FB8sCrsWHW5m+oKNzk/lRD4JaDS6jUYo/QhAVWt7I2FVFe6w44JIYQQonVIUCWEECeQz+1vdNzj9FFd4ar7s9Gsx9lI0BQIgNfta7H5CSGEEOLIJKgSQogTyBytR28M/6tYo4HoeDNpXeLqjrmqvVhjTRHvpzNoMZplu6wQQghxPElQJYQQJ5A1xsjgCzqGHes5qh3maAPx7azEtYsCIOAPUJZfTWone9hr+p3TnqiYyEGXEEIIIVqeBFVCCHECGcwGuo9M5ezrehAdp4Ihi83AyMs7M+SiLKJsRqyxJi65YwDdR6Si1Wn4ftFehl3SiawBSWg06j46g5YB52cwYEwGeoP8ahdCCCGOJ00gEAic6EmcLCoqKoiJiaG8vBy7PfynwEII0VrKC6vx+wJotRps8Wa0+uDgyOPyUlPlwe8LYDTp0Bl11FS68bp9GM16ouxG9EbdCZq9EEII8evSlNhAFt4LIcRJIiYpqtFxg0mPwRT8a9tkkV/jQgghxIkm/xoLIYQQosV5XF6qylxUlbjwuHzEJkdhjNIRHXt8mlM7yl1UlTgpK6zBFm/Gnmg+bs8WQpx6JKgSQgghRIty1ngo2FPBZy9tw1WtmlFrNND7zHQGnp+JPcHSas/2+fxUFjspOeTg4I5Stq/Nw13jJTrOxKV3DSAu1dpqzxZCnLpkN7MQQgghWlR1mZtFz26uC6hA9VDbuvIgOduKW+25VaVOvl+YzfuPrWfpi1spL6zh/Km9Se0cQ1Wpi0XPbMZR7jryjYQQoonaTFA1a9Yshg4dis1mIzk5mfHjx7Njx46gc5xOJ9OmTSMhIYHo6GgmTJhAfn7+CZqxEEII8evg9/lxlLmoKnMdVXPpPRsL8XvD18Ha+FkOZQXVLT1FHGUuFj69mfWf7sPp8OD3Bti3tZhPn9vCkAs7YjTrKC+ooboicvNsIYQ4Vm0mqFq5ciXTpk1j7dq1LFu2DI/Hw/nnn4/D4ag75+677+aTTz5h/vz5rFy5kkOHDnHFFVecwFkLIYQQbVtVqZP1S/Yx/x/reOfR71g9fxflhdU0Vjy4LD9y0FRZ7GzR+bmdXqorXBTur6T4QFXIuM/jZ8vKA3Qf0Q4Al8PTos8Xrct94ADOHTtw7dmDt6TkRE9HiIjazJ6qJUuWBP351VdfJTk5mfXr13PmmWdSXl7OSy+9xNy5czn33HMBeOWVV+jZsydr165lxIgRJ2LaQgghRJtVVerkk6d+oORg/QeY2746xM8bCph431BiksLvjUrpZGfHt3lhx+LTotFqNc2em9vppTSvmnWL92KNNeJx+SOeu/+nEkZP6cmWFWCNlebYbYG3tJSaTZvIn/UPPDk5oNUSfeYZJP/pT5iysk709IQI0WYyVYcrLy8HID4+HoD169fj8XgYM2ZM3Tk9evQgMzOTNWvWhL2Hy+WioqIi6EsIIYQQSt6e8qCAqpbL4WXT5zl4veEDmfY94jBZw39uO/zSLOyJzStU4ff5ydlWzHv/WMfezUVUFDkxmCL3aDOa9HjdfrL6J2KxGZv1bHF8uHbs4MDtv1MBFYDfT9WKleTcNBV37TEhTiJtMqjy+/3MmDGDUaNG0adPHwDy8vIwGo3ExsYGnZuSkkJeXvhPy2bNmkVMTEzdV0ZGRmtPXQghhDjpOMpdFB2oomBfBZUlTnw+P16vnx1rw//7CZC7qwx3jTfsmD3RzGV3DSSxfXTdMZNVz9mTu5OYYWuB+bpZ8Vb9vupDu8ro0Ds+4vndhqfgcXk5a1J3zFZDs58vWpcnP5+C/zwedsybm0vNDz8c5xkJcWRtZvlfQ9OmTWPr1q2sXr26Wfe5//77ueeee+r+XFFRIYGVEEKIU4bf56cwp5KlL26r2+tktOg546qudOyXgN4Ymv2xJZgZOb4zXq+fn74+RHw7K4kZNqLjTGg0almfTqcjKdPGhbf1xev1YzDo0Bo0GM16DGHu2VQ1le6gyoI+j5+DO8sYMCaDTZ/vDzo3MSOafudkYI0xhv1+xMkn4HLh3LIl4rhj7VrsF12Et7gYAgF0MTFozSdHDzK/14uvtBSt0YguJuZET0ccR20uqJo+fToLFy5k1apVtG/fvu54amoqbrebsrKyoGxVfn4+qampYe9lMpkwmWRttRBCiFNTZYmTBY9vxOuuX8bnrvGy/LWfGH/3QPqPac/P6wvqxqLsRs6+tjtfvLEdR1l9aXKTVc/4uwcFZaZqlRfUsG9rEZZoI50HJWONMTZ7CV5t8NbQD8v30390Bhfd3peDO8twVXvoMiSFxPRo2UfV5mjQJSTgKyoKO2po357yTxZS+L//EXA6sY0ZQ8LNUzFkZIT9u3G8uPbto2LRIhyrvkIbHU3c5MmYenTH2K7dCZuTOH40gcbK95xEAoEAd9xxBx9++CErVqyga9euQePl5eUkJSXx9ttvM2HCBAB27NhBjx49WLNmzVEVqqioqCAmJoby8nLsdnurfB9CCCHEyWL9kr2sXbAn7FhqZztjb+7Dd5/s4adv1DLAkZd3Zte6fIr2h1bZs8WbueKPg4n+JYApL6zh0zmbKT5sT9aZV3ejy5DkJgVWjnIXPo+fQCCAXq/FH4D3/rEubHn0qBgjVz84jCjZO9Vm+X0+il94gaL/PhE6qNWS+dJL5EydCv76DwO0djtZ783HmJl5HGdaz7VnD/umXB8SCNovu4yku2dgjPABvzi5NSU2aDN7qqZNm8abb77J3Llzsdls5OXlkZeXR01NDQAxMTFMnTqVe+65hy+//JL169dz4403MnLkSKn8J4QQQhzG7/OTnx25QFPJIVUWfeTlXbjiD4PoPiyFpExb2IAKVNarplIFOW6nl03L9oUEVACr3tl51L2i/P4AJblVFOZUsmHpPr5fuJf9O0pxVXsYc1OvkCqCGg2cM7kH5qg2txBHNKDV6Yi99FKsZ58VPGAwkPbPxyh9662ggArAX1FB8Usv4Xe2bMn+o+GtqKDw6WfCZtYqPvoIb4S9/eLXpc381nn22WcBOPvss4OOv/LKK9xwww0APP7442i1WiZMmIDL5WLs2LE888wzx3mmQgghxMlPq9OS0D6a7B/CL7GKSbKgM2ixRKvleilZMRTtr2z0nh6n2udUXeFmeyNFLvZsKiQhPXSp4OEqi2vYuvIQW1YcqDu249s8kjJtnD+1N1c/NIytKw9StL+S+HQr/c7OwJZoRqtrM58ZiwgMaWm0+8tMvNOLqF6/Hp09BsvAAVQsXETl55+Hvabys2Uk/u53x31/lb+0jMrPPos4XvHpp0QNGHD8JiROiDYTVB3NKkWz2czTTz/N008/fRxmJIQQQrRt3YelsmHJPvy+0H9jh12ShSW6fgmdVqvBbDWgM2jxecKUUteANeaXvUsBgvZpHc5ZdXQNeCtLXEEBVa3CnEp+WpPLwPMzGXVlF7weP3qDBp1eClH8mhjapWJol4rll0rPAb8f9/79Ec/XmM2g0RDw+wn4/Wj1kd/m+j0evAWFBJw1aMwW9MlJaA3HWhkyEJI5C+LzHeN9RVsiH+UIIYQQpyhbvImL7+gfVGZcq9cw8orOpHYK3T8QZTcyaGyHsPfqNaodZpu6j96kJSUr8v6DzD4JR5yb3+dn13eRs13b1+TicnjQ6bWYLHoJqE4BGq2WuKuuijiePGMGvtJSCmb/h0Mz7qbohRdx7d1L4LCgxlNYSNGTT7HnkkvYM+5i9lxyCUVPPoUnQmGMI9Ha7USfe07EcfsFFx7TfUXb0mYyVUIIIYRoWTqDjvRucVz1f0OprnDj8/qJjjURZQ9fflxv1NH3rHTMVj3rFu+lptKDKUrPgDEZ9Do9DZNFBVXRsWZGTejCh//ZSMAfnAVLzIgmLjXqiHPTaDS4nZE/4fe4fCe00ps4MYxZHYm58krK33sv6LjtkkvQxtjJnnAleNUy1MrPP6d4zrNkvvoqlr59AfA5HBQ9+RRl775bd22gupri55/HV15O8h//gM5qbdKc9HFxJN91F9Xffoe/InifYvToc9GnpR3LtyramDZT/e94kOp/QgghTgUep4/qShfuGh8Gs44ouxGj+cifs1ZXusnbXc6+bUWkd4vDEm3EGmfCHm8OCcKc1R5Kcx2s+WA3ubvLMZh19BrVjn7nZGBPtBzVPHdvKGDJ81vDjnUelMToKb0wmCVDdarxlpTg3ruX0nnv4Hc4iLl8PMaOHdk36Vr8laH7/oxZHenwxhvoExNx5+Sw+4ILwy/X0+no/OniY6og6Pf78ezbR+m8eTi+Wo3WZiNu8rVEDRmCUYKqNqspsYFkqoQQQohTiKPMxdqPdrPj23wC/gAaDWQNTOKMiV2Jjou8wd9V46HkQBV+X4CkDDs/fL6fgn2VaLUaxv9+IO06xwadb44y0K5zLOff0huv248GiIo1Nan5b3JHO/HtrJTkBlcR1Bu1DLs4SwKqU5Q+Ph59fDyW/v0JBAL4KyqoXrc+bEAF4M7ei7ekBH1iIr7Sssj7n3w+NX6EoMpbVIwnNxfnTz+iT0nB1KUrhtQUTFlZJN19N/HXX49Gr8eQnNy8b1S0KRJUCSGEEKcId42XNR/+zI5v8+uOBQKwZ0MhXpePsyd3JyrGhO6w6nnVFW52rM1l47Icaio9RMeZ6D86g6wBSXz70R5WvLWDy2YMJMoe2hsqOvbYK7HZ4s1cfEd/tqw4wI+rD+Fx++jYJ4Hhl3YiNuXISwjFr5tGp0MD+LxeAq7GS6kHflkSqIlqPEt6pHFPXh4HZszAuemHumNaq5WMl17E2Lkz/pISnDt2oDGZCLjd6JOS0Jqk+fSpQIIqIYQQ4hThqHCz87v8sGM520ooOVTNtq9y6XtWOtZfmvi6a7x8vyibrSsP1p1bVeri6/d+ZvCFHcnqn0j2D0W4ajxhg6rmssWbGX5ZJ/qd055AAExR+qNaqihOHbrYWAzt24NeX7ef6vBxfVwcoLJcpm7dcO3cGXKeqVs39PHxEZ/jr6mh8H9PBgVUAH6Hg/1TbybjhefZN/k60GiIu3YSGjS49+1DHxePLjFBMle/clL9TwghhDhFuKo8NLaT2u30snHpPj57eRvVFS4AairdbF11MOz5m7/YT/cRqQCtWjRCp9MSHWfGFm+WgEqE0BqN6JOSiJ8yJex48v33o/8loNEnJJD+vycwpAfvczKkp5H+v/+hT4hcmdJbXEz5J5+EHfM7HLh+/hl9UiLtHn0EX3kF+2+7jf1Tbyb7iivYN/k6nLt2HeN3KNoC+c0khBBCnAJ8Xh8BGq9NZY0x4fcHOLSzjMpiJ1F2E5WlLiJd5nH5sNiMDDgvI6gsuxDHmyE9nbhJ12Dq1o2SV17Bc+AApm5dSbrrLsy9e6PR1e+/M3XsSIe5c3Hn5ODetw9jhw4YMzMxpKQ0+oyA2w2eyD3WfEXFRI8ejWvXLioOC748+/eTc/0NZC34EPx+fKWloNGii4+TDNavhARVQgghxCnA4/JTcshB++5xHNhRGjKemBFNw4LAB3eVkZIVc8RiEC6Hh/SucVI0QpxQGo0GY0YG+uRkooYOIeDzobPZ6pb9Hc6QkoIhJQXr0KFH/QxtVBS6xER8EfpZGTtlYcjqSN5Dfw47bh0xgppNm8j768P4iosB0KemkvbPx7AMGIDW2PLLZ8XxI8v/hBBCiFOA3qSlNK+aAedlhDTmTUiP5oyJXTm0q6zumCVaZZ6sdiNRMeHf7CVmRFOaV82yl7dRXe5qtbkLcbS0JhPG9HRMmZkRA6pjpU9OJvmeu8OOmfv0xltcjEarxV9VFTqv6Gjsl1zMwbtm1AVUAN68PHKm3oznQPgltk3hq6zElZ1NyZtvUfzSyzh/2o63NPQDFNE6JFMlhBDiuPP5/DhKXeRlV+AodZKSFUNMsgVrjFTJai16vY4eI1NZ8J+NDBrbgcEXdsRZ5cFs1VNR7MRR4WbbV4cA0Gg1pHWNBcAaa2Lc7/qx4PGNeBo0442yGxkxvjNfvP4TbqePqlIXtvij6z8lRGvxVVXhKysDvx+d3Y4uNrbF7q3Raok+91za/e1vFDz+uMpYGQzYL7qIxNtvY++VE0l96CF0sbFqDg3Yx11E2fz3CLup0eOhdN48Uv5wLxrDsS2j9VVUUPrOOxTO/k/wcy8eR/J992FITDym+4qjJ0GVEEKIJqupdOPz+tHqtE2u+OZxe8nfU8Gipzfj9dT3i4lPt3LxtP7Y4o+9BLdonC3BzDm/6cEXr/2E2+XDYNTh9/sZdH4HqsvdOMpcaDRw/s29ifolwNVoNCRl2LjyT0PI+bGYyiIncalRmKONrHp7J9XlbgB8ngi9f05SrmovNVVuvG4fRoseq92IziBLGFtKwO9Hoz2+C6Jce/eS/9g/caxYAYEA5v79Sf3zQ5i6dUN7jMHK4fSxscRcPh7rqNPwO6rRmIzoExIIAOmP/4eyjz4m9pprKJ4zJ+g6Q3p7HGu/jXhf55Yt+J1OdMc4T3dOTkhABVCxcBHRZ51FzCWXHNN9xdGToEoIIcRRczo85GeXs/ajPZTmVROTZGHYJVmkd43DHH10bwYqi5wsfnZLUEAFUHLQwZoPd3POdd0xmOSfp9Zgshjo0CeBiQ8MxVHmwu8LEB1nwlnjZff6AkZN7ELHvolYY4Kb9Gq0GgwmHbu+y0dn0JL9QxGVJfV9gbRaDbaEtpOlqixxsnLuDvZtK4aAaiY88PwO9DkrnSib7Gs5Vr6KCtwHDlD23vv4iouxX3gBlgEDMKSmtvqz3QcPsu/ayfhKSuqOOX/4gX3XTCJrwYeYOndusWdptNqw31P0GWdg6t4df00NAa+H0tdeJ9CgsIUxMxPPvn1h72ns0hnNMfazCni9lL41N+J48QsvYh01KqhcfCAQUMsQAwG0sbEtFnSeyuRfLSGEEEfF5/Wxa10+q96u7+9ScsjBkue2MmJ8J/qfm4He2Pgn/TWVbvL2VOBx+cKO715fwIjLOklQ1Yr0Bh2xyVHEJgc3z22XFdPoddZYEwPOy+SzF7eFjA25OIsoe9t4U1Zd7mLRM5spPlC/78Xr9vP9wmx0eg0DzssMaX4sjsxXUUHp3Lcp/O9/645VLl2KoUMHOrzyMoa0tMgXN1MgEKDqiy+CAqq6MY+HojlzaPfww2gtrR/411byS5o+nbirr8ZXXo7WbEaXkEDUkME4vvoq9CKNhvjrrjvmQhUBrxdvYUHEcV9ZaV3zYwBPbi4VS5ZQ9u67BNxubGMvIO7aSRjbtz+m5wtFfmsIIYQ4Ko5yN2s+2B127LuF2VRXuI94D7fT2+h5fn8An7dtLSM7VWi1GjJ7J3D5vYNo1zUWU5SepEwbF/2uL33PTG8zgXBlqTMooGpow5J9VJcd+e+xCOXJzw8KqOqO79tH0Usv43e33usacDqp+nJFxPHqb7/DV1nZas8PR2s2Y8zIwNKnD6YuXdDHxWHq0pXUv/41KCOltUaR/t/HMWZkNOtZ0eecE3E8avhwdNHRALj37+fAtOkUPPZP3Nl78Rw8RMnLL7P36mtwHzhwzHMQkqkSQghxlJxVnogZJr83gKPcjT2x8U+C/b4AcalREcetscY28+b8VGSy6EnrEstFt/XF6/ahM2ixRLet5XKludURx9xOHx6XN+K4iKxy6dKIY+Xvv0/iLTejbaVlgBqDoa65bzi6+Hg0+hP/e0VntxEz/jKsp4/Ck5tbt4xQl5TU7OV30WefTdEzzwZVFgTQGI0k3nor2qgovCUlONauxfnjjyHX+4qLKX3zLZJ+f48sBTxGkqkSQghxVLQ6DdFxJoZdnMX5U3tz5qRuQaW5dXrNEe9hthpwu7ykdg6/1GzE+M5YY9vWm/RTkdlqIDrO3OYCKoDoRgqhaPWaIy5hFeH5wpQRrxVwucDfeOPp5tDo9cRdNznieMIttwTtJzqRaku+W4cMIWrQIAxpaS0SxBjT0+kw9y2iR4+GXwqEWAYOpMPbb2Po0AEAX3k5Vcu/iHiPisWLVVPiE8hTWopr3z5c+/bhycsj4Av/Qd7J6MSH7UIIIdoEs9XA6RO7svGzHL5flI011kSv09PofXoaaz/eTVSMkcoSJ9XlLnxeVQDBYjcGFTyw2IwkpEczaGwm2ZuK2PV9Pl6PH1u8maGXdCSzVzwazZGDMyGOVUyShSi7Mewy1O7DUzHbDLhqvOgMWvR6+ez5aNnGjKH01dfCjllPG4nf48bvdrdag1tjZiZJ9/6ewn/PDjpuv+xSrMOHtcozTzamDh1Ie+wfqpx7IIDOZgsqKe85dKjRku0aoxFO0O9fn9uNZ+9eSl5/A9f27RjS04i57DI0UVFYevVCZ7cf+SYnmCYQCFcw/9RUUVFBTEwM5eXl2NvAD08IIY6n7M2FLH5mS8jxzoOSGHZpJxxlLpa+sBWz1YA90UJNlZuug1PoOapdUEbD7/NTUewk9+dyLDYDWp0Ga6yJ6DgTJossOxGtr/hQFZ/87wccZfUNizN6xXPWpG7UVHioqfKgN2mJjjMT8AXYt7UIgI79EtHptZQX1lCa5yCunZW4lCii46QNgLeoiAN330PN998HHdcYjbR/8kkOzZxJ5nNzMHfr1mpz8FVV4S0sxLF2LQGnC+tpI9EnJ7d4E+C2qmr113iLisi9776w40l3zyDh5pvR6I5/ttbx3Xfsn3pzULVEgOQ//RHLoEFE9e9/3OcETYsNJKhqQIIqIYQIr6rMxQf/XB9URruWRgNXPzSMz17YyrBLO1FV6qLkkIOYZAspHe0YTDqSO4T+TvX5/Hical+OQZZcieOsqtRJVamLmiq1F1Cv17Ltq0Ns/vJAXbGUhHQrp13RhZVv78Tn9XPub3rwxRs/4WhQzCI6zsSlMwYSlxJ5r+CpwlNQQPmHCyidNw9/RQVRw4cTN+kaiuY8R8369djOO4/URx5G34INeRvyFhXhrahAAwT8ATQ6LfrERHQ2W6s8r61xHzxE1YovcXz9DVVfBC8DNHXtSsZzc1q1SmMknsJC9l07Gc/+/SFjGqOR9s8+g7lHD/QJCcd9bk2JDWT5nxBCiCNy13jDBlQAad3i2Lu5iNMmdOXzV3/EWVX/SaPeoOXC2/tSUVhDdLwJbYNS1TqdFp1VlleJEyM6zlyXYaoqdbLj2zw2LssJOqf4oIPlr/3E6Vd1pbrCzer5u4ICKnWtiyXPbeGyGQOb3Aj718aQnIzf5yNh6k1oLRacW7dxcMbd+B0OAKq++gp/VRVuRzWeQwdxZ2djzMjAkJGJsX16s57tPniQymWfE/B4KHnpJbUETqPBeuaZpP75IYzpzbv/r4EhJRlzz54A2M4/T71eLhfRo88l+vTTT0hABeArLQ0bUAEE3G68hYUEOnc5zrNqOgmqhBBCHJFWF3mdvTXGiD3RwpoPdwcFVABej59lL//IGVd1I8ahMldCnGzcTh+bvwhfTrq6wo3H6SMmyUJpXvjKgSWHHNRUuk/5oArAV1hA8f/+F3ZMn5xMwOPhwO+m4c7Orj+emkrGC89j7tr1mJ7pLS2lcM4cLF27UjC7wZ6qQADHypXsv3kfma+9VtdD6lSl0eux9OuHPiUF955s4iZdg6FdO3Tx8RGXSPrdblW8IhBAa7Ohs1qP86wBjQaN/uRfzSAfEQohhDgis9VAerfYsGOOMjfRsSaKD4av/uWs8qDVa/jsxa04ysJnu4RoCQF/gMriGnaty+e7T/aQ/UNhxAxrQ36fv9H+aWX51fiPUL3O62k7VcpaU8xll0UcS/7TH8n9vweDAioAb14eB6bfgefQoWN6pq+khKi+fSl++ZWw4+7svbiz9x7TvX9tNHo9xvR0os84nejTT8fUuXPEgMpz6BCFs2ez56Jx7D7vfHL/70Fc2dktXpFPFxOLPkKWTGMwYO7aFX1iYos+szVIpkoIIcQRma0GzrmuB+uX7MPr9pO3p5zKEicarYb+o9s3mskC8Lh81FR6qK70YI0N3tTv9fioKnWxZ2MhZQXVtO8RR7vOsdgaKX0txOECgQBFB6pY8J8NuJ31b/qi7EbG3zOQuNTIn7Dr9FpMVj0uR/geVfZEM3q9Fo0Gwu1E12o1mK2SpQIwtGtH3HXXUfrmm0HHjZ07Y8zIoGbDhrDXefbtw1tcfExL0PwOB7qYGLx5eRHPqdmyuUlVAL1FxXgLC/Dk5qpiFykpGJKSmjy31uSrrMRbVIR7zx60VivGzEz0yckt0pPLk5fHvhtuxJNTvyS2cskSHF99Rdb772Hs2LHR6/1OJ96iInxlZWhNZnQJ8RHL2htSkkn7+9/ImXozHBawJd19N7qT7HWPRIIqIYQQR1Rd6aa60o3fH8Dv9zP8sk7YE8xY7EassSZqKt0YzDo8ztBPMDUaiLIZ8bh8+H8pAFDL5/VxYHspi5/dQuCXTMBPX+cSZTdy+e8HESub/8VRcpS5WPTMD0EBFajle5+9tI1L7xyAxRY+8LHYDAwYncm3H+8JGTNZ9VhsRvZsKqT7iFS2rwl9497n7HSi7FK5EsCQkkL8LTdjv+hCyt57H39VJbbzx2Lp1w/vYY1pD+crrzimZ+piYnAfOIAmKopAdfglmsb09kd9P/fBgxy8806c2+qb5Bo7dSJjzrMYMzOPaY4tzVtcTOH/nqTsnXfqjmmtVto/9SSWwYObXbresXZtUEBVy+9wUPziS6Q8+CBasyni3EreeIOSl16uq+Zn6tGD9Mf/gykrK+w1lgEDyPrwQ4pfegnn1q0Y2qeTcPPNGLOyMLSBLBVIUCWEEOIIHOUuig9UUV5YQ1WJk4M7y9i9oZDkDjYuvL0vBqMObayJkeM7sWrerpDre4xsx94tRegM2pA3tY4yN0uf31oXUNWqrnDz5ZvbufC2vpit4d+s+rx+qkqdZP9QRFFOJamdY8jsnYAt3oxGK72ujsRR7sLn8auS9jGmNv+aVVe4Q4pI1CraX0VNlSdiUGW2Guk2PIWqMic/fnWoLhtlSzBz7m968NU7uyjNd3DhbX2Jjjezefl+3E4fRoueAedl0Pv0dAwmeUtVy5iSgjElBfOAAeD3o/0lcxLwuMFggMPKZtfSpxzbniddQgLewiJiLr2UsnnzQsY1UVGY+/U9qnt5y8vJfeD/ggIqAPeePRy4404yX3oJfeLxr0LXUCAQoPKzZUEBFaiAJ+e3t9J50cJmBX++qioqP10Scbxq5UoS77wDrTn05xXw+ahYuIjiOc8FHXdt307O9TeQ/tST6BMSMKSlBfUk1JrNmLt1pd1f/4rfUYXGYkEX1bY+VJPfAEIIIcLy+fyUF9Tw7cd72P9TCUaznu7DU+l7dns+f/VHCvZV8vO6AvqPzkCn09J1aCoWu4m1C3ZTXlCDNdZIn7PaY4rSs2reTkZc2olAIIDT4akLlEpyHXg9/rDPP7SrLOjchjxOLwU5lXzy5A/4frl+x3f5GMw6Lr9nEEmZp1YJ5UAgQFWpi9JcB5UlTuLTrNgTLVhjQj9Jrqlys//HEtZ9upf0bnFk9o6notiJNcZETJLlBMy+Zbid4Zfu1Yr096yWPcHCiPGd6X9uBo5yN0azDmuMCb1Jx7hp/QAwRRnI7J1Ar1FpeD0+9AYdUTFGdDrZoh6OVqsFbYOKn3FxxF55JWVvvx1yru2884Ia1TaFLjoa+4UX4MnJwZOTg+Obb+rnYLOR8cLzGFJSjupevpISqr/9NuyYa8cOvCXFJzyo8hYWUvTcc+EHPR4qv/iShBuuP+b7+6ur0TZSkEJrtQb9XEPmNmdO+LGCAty7dpF73/20f/J/mDp3Dr232RQxA3ayk6BKCCFEWGX51cyfta4uaPE4fWxYuo+ULDujruzKyrk72LryIN2GphAVY8JsNdBlUDIpHew4qz2UHHKwZcUB3DVezrqmGzWVHt58aC0d+iZw9rXdiY4zH/GN8OHLBUG9eS7Lq2bpC1vr5lbL4/Sx9MWtXP77QWEDil+j2r1EH/13Y9CeoPh2VsZN74c9oT5Q8nn97Pwun/Wf7mX0Db3Ytuognz67hUBA9Vs67couZPaMxxTV9payRceZUQ2KQsf0Ri1m65Hf8pijDJijDCH7r0yW4Gtlv9+x0cfHk3DzVLRWK2Vvz8XvqEZjMhFz+XgSbrmlWXuWDMnJ6Gw2UmfOxFdRjntPNrqEBIxZHTGkpDTa0NbncOB3ONAYjSHNZxsydesGgYBaaqjXo09KOiGNcvH7G90/5t6zu1m395WUYBszhorFi8OOx15zTcSeUQGXC+uo0zB26IC3qJjKpUtVefvaue3bh9ZiJnfmTNo/9RT6mJhmzfVkIkGVEEKIEK4aL2s+2B0StADkZ1fQ96z2WGwGPG4fhxdFsyWYsSWYMUXpMVn0lOZXs3nFAUpz1V6HfVuKWf3eLs65rieJ7SNnlKyxJoxh3txXFjupKnNRUxn+zU95QQ01VZ5fZVDl8/iornDj9QYwGLVExZioLnex8MkfQooslOQ6WPX2Ts67qTemKPXPfXW5m28/3sOZ13Tjq3d2Ul5QU3d+VamLz17YxkW/60dWv7axh6Ehi81A7zPS2bbqYMjY0HFZWKXc+UnBmJ5O/M1Tib3icpURiYpSJb1boCGw1mLBmJkBZGDp0+eI5/ucLryHDuI5lEvA48b1826MnTuRdO+9FP7730HnJtxyM4a0dFWlcP9+dLGxxN9wA7ETJqBPOr7/f9EYjZi6d8e1Y0fY8aihQ5t1f63FgmvPHmInTqRs/vygMcugQUSffVbQ0r1aPocDv9MJWh2Vyz7H0K4dqX/5M9UbNlL6xhsAGNq3x1tYhLegAH9ZGUhQJYQQ4tfMXeMlZ1vkTeUHd5aSlGkjJsmCOTp8VsPj9LHomc1hx/ZsKGTkZZ2JshvpPjKVHWE2/595dVesMcFvhAOBAD99c4iUjo3/Qxwuw9XWOcpcbFyWw7avDuJ1+zFHGxg6riPp3eIilgPft62Ymip3XVDlrPZgMOoIBAgKqBr65v2fSe5ga3NBqcliYNjFWcQkmdmwNAdnlYfoOBPDLsmiY79EdIaTv8/NqcIQGwstEEQ1h8/hoHrtWvL/8ZhqPKvVEn3GGZh79sBfXU3sNdfU7c+KGj4cXUwseX/9a/31ZWUU/ve/uH7+mZSHHgybcfFVVOLJPUTFJwvxlpZgGzsWc/ceGI5x71gtfXw8yX/4A/tvvjlkTBcfj2Xw4GbdX5eQgGvXTowds2j/1JNUfbWagNuFdeRI0GjQRUeHva7mhx/Y/9tbwas+4HHt3EnVypUk3XkntrFjqf7uO3Q2G96CAgAC3sZXKrQ1ElQJIYQIodGA3qjD4wrfj8Rg0qHVaek/OhO9Pvza+sb6/gQC4Kz2EpMcxWmXdyalg50NS/fhKHORmGHjtAldSMq0hXwaGvAHqChy0r57PFqdBr8vdK2XwayLWJCgrXKUu1j59g6yfyiqO+as8vDVO7sYdmkWWf0Tg8bqBAjKNur0WmKSLBTtr4z4rLL86iPuPzpZRdmN9B+dSdchKfi8AXQGLdYYY9hP1cWpzbl1KwemTa8/4PdTtXIlzl27SLn3XvTtUin74ANwu4mdOJH8Rx8Ne5+KhQtJ/N3tIUGVr6KS0nfmUTj7P3XHyt//AFO3bmQ8/xyG1NRmzd/Srx9p//oX+bNm4SspAcDcvz9ps/6O8SjL0ntyc/Hk5lKxaDEBrwf7hRdhyMzAmJZGyv33c+jBhyh5/XWiBg9GY9BT+t77pP3t0bA9o9wHDpD3l5l1AVVDhc8+S8azzxB7xRXk/+Mf6Nu3p92sv4NOhyt7L1qLBUPq0e15O5lJUCWEECKEJdpAz1Ht2PzFgbDjWQMSscWbsSdG3ltisUXel6PRaup6W0XZTfQ5K51OA5Lw+wPojVos0eGDIq1OS2bvBHatL6DfOe3Z9Pn+kHNOu1xlwH4tKkucVBTVhA+agI1Lczh3Ss+w4wazDqO5PkNjiTYQFWMkyh45C2Uw69C24UqAWq1G7a8Sp7SAz6eWmDmdaIwm9EmJdWXGvaWlFPzrX2Gv8x46hK+8HCxmOi/5FH9FJQGfN2hf0OHcu/dg6tQp6Jgn91BQQFXLtXMnJW+8SdKMu9AaQn9HesvK8Obn41izBo3BgHXkSPSJiejs9qDzdHYb9nEXETV0CL6KCjQGA7rY2IiNfEPmfOgQhU/8j4qPPqo7VvbOu1jPOovUv87EmJpK+3//C29JCd6iInXvhISIe6l8FRUq4xeOx4Pf4aBoznOYBw4kcepNlL33PmXvv4+/ogJzr14k//EPmLp1i9jLqi2QoEoIIUQInUHHgDGZ5GwroSw/uO/LkHEdSUizYrE1vjzMaNaTkmUnPzu090znQUmUHKoiKUPtqdJoNFhjj265WWbveL77ZA8Dzsvk4jv7gz+Ax+VHb9RiitITl2pFFyF71tY4yl0se2Ub3YdG/lTb4/JhMIVf2jbkwo5ENXhdLTYjwy/rTEVRDVq9Br83NNPX9+z2RMX8eoJScerxlpRQsfhTip5+Gl9pKRqLhdirrybhphsxJCfjr6nBuXVbxOtrtm4ltmcPlfFJA9fevY0+TxtjDzlWvnBhxPPL3nmH+N9ch/awbJW3uJiC/zxO+fvvBx1PvOtO4q69NiQbptFqMaSmHlPWy7VzZ1BAVcuxciWOlSup8nqJGjoUXUIC1sMCxmPhr6lBGxtL/G+uI2/mX6n+/vu6MeePP5Jzw41kPPcc0Wed2exnnSi/jn91hBBCtDhbvJnLZgzgglv70HlwEn3OSueqB4bS/9yMIwZUAFq9hmGXZJHeLbb+oAY6DUyi86BkHGWuusNej4/yohp2fpfH5i/3U7i/kprK8MsH7QkWLr93EKlZMVQWOXFWeXFVe9i66iD7thbj97XNpWvhVBQ5KdhbiekIletsCWb6nJVeF0yarQbOuLorPU9rF1LuOy4lioQ0Kxfe2he9IXisfc84+p3dXkqEizbL7/FQ9v4H5D/6KL7SUgACNTWUvvoqeQ8/gresDI1Oh66RjIgxMxN9UhJ+l/odpYuLwxKh+IPWbsfYPrixsLe8HF9JaeQ5VldT1wytgep16yh//320VivmPr0x/tIot+iJ/+HJzm78G28CX0UFZW+H9vOqVTb/PbyFRWRfNh7HV1/hKS454j11djuGCL2xNAYDln79SXv0Eby5uUEBVUP5//gH7oOhhWbaCslUCSGEiCg6zkx0nJlO/ZOa3BzWYjOSvzeXdl1i6T8mE5/Xj16vZf/2Epa9so1r/m8YAB63j5xtxXz2wjb8DUoJZvaJ59zremCNDV3KZbLocZS62Lu5iAM7SjGadXQfnkpyBztbVx1k0AUdI+71akuK9lfi8/jxeQJE2Y1h96mld48lym5k1IQuDDzvl9fZqMMaa4q4jC86zozFZmTSX4ZTfLCK6koPyR1sRMeaCAQgd085B34qwRJtoH3PeKwxpojZMCFOJr6CAornPBt2rOrzz/HdPQNjx47E33hD2OV56HSYe/Zgz7iLib1qYl2p97RHH2Hf9TcElTLXmM1kPPsM+sN6YPnKy4kaMjgk41TLOnIk2sOKPXjLyih5/Q1SHvw/9ImJOLdtQxcTi6lrV0rnzqX4jTdI69WrbgljcwTcbnxVVRHH/Y4qtBYzBALk/t+DdPr4I0hofFmesX172j38MDm33BLS3Dn5D39AmxAPDgc1m7dEvIc7O1sFnG2UBFVCCCGOqKkBFYBOp6XXaWksfXEr6xbvbXAzGHN9z7rlfo5SF0uf3xrywW3O1hJ+/DqXQWMz0emD39BXlblZ+NRmfL9U+avx+Nn0+X4O7iyj71npVJe5sCe23Ua2taLj1Gu0fslezrmuB5+/9mNQ6fSYZAvn/KZnXYPkpnzPOr0We6Il6JqqMiefvbiN3J/L645pNDD6hl5k9U/EaJa3DeLk5qusxO+I/MbcnbMfU+fOxIwfT83GTVR98UXdmMZgIPXPf6b07XkEnE5KX38Db1Ex7Wb+BWOHDnSc9zbO7dup2bgJY1ZHooYMwZCaGtKrSqPVgt+PuVcvnD/+GDxmMJB45x3obMHtJAIeD4m3/paiZ5+lZuOm+gG9ntQ/P4T7wAHVQ6sFgiptfDzRZ59Fzfr1YcetI0ZS88MvlVt9Phxrvw3bqPdw5v79yHr/PUreeAPXth/Rp6WRcMMNGDp2wBATg7vGic7eSGN2vR5NmH1mbYX8dhRCCNFqrLEmLvhtX8oLaziwvQSz1UBGr3isMUYMJvVP0J5NheFWwgCw+YsDdBuaQkxyVN0xV42Xbz/aXRdQNVSYU4lGq8HjDl+1sK1JbB+NwayjNK+aNQt2c/a1PXDVeHGUOknMsJGUaWuxRrQ+n5+tKw8FBVSgVil9/uqPXPuX4RhT5W2DOLlpzI3//0H3Syl3Q1IS7f72KN6CAmo2bCTg82FIT6P0rbdwrP667vzKxYtJuvMOdHY7GoMBc+/eRA0bhi4qKsIT1HJBx3ffkzjtdzi+/Y6Kjz/GV1WFdcQI4qf8Bn2YJsdaazRVq78ODqgAvF7y/vowHee9jdbSMh8UabVa7OefT+kbb9aVN68bi4khevS57L/1trpjjRXpaEhnsaDr1o2U++/HV1GBNsqKvkEQpbfbsPTrB3p92CqB9rHnozvKQhsnI/ntKIQQolVF2Y1E2Y206xy+t1RFiTPitU6HB+9hwZPH6WX/T5H3KxzcWUb7nm33H+aGrHFmLr1rAAuf/IGSQw6WvrCVKLuRzN7x9DoznegW7CVVU+Fmy4rw1R4JQPYPRcSlWlvseW1VVakTt8vHwe2llBfW0GlgErHJUb+qipNtmT4ujqiRI6lesyZ0LCkJQ7vUoHP1cXGg1bL/1tvwHjoUekONhoDHQ/miRRQ/9xzegkLM/fqRNOMujFmd0P0/e2cdZkd59uF7Zo77nnXfZOPuTkiCe4K7tAUqFD68tLSUGqUUKFKkFCju7oEAISSBkBB3l3U9rjPz/XGSTU7OOStxmfu6uC4y78g7u2fnzO99nuf3mFNFnGS1knfzTdT88Y8Qi5N3yy0IZhPhpctQBSGtg57i9WRMF0SWCS1chHngwE7/HDrCUF5O2fPP0fjkk/g+/gRVUbBPmYzr/POp+9s9IO9cmLKOGb1zKqEwcmMj0Y0bUBUFY/fu6HJyEHcRmZLFklZ0ihYLusJCCu66i9q77gJl57PdUFFBzvXXp+33dbigiSoNDQ0NjYNKaZ8sls9MX5ycW2YnnibqpDeIRMPpo1FGi4TRcvimkOyKKArklTu44M6RtNQGCXmjuIttWF1GLPu4F5eqJpo+ZyLgiWQcO5Txt4SIBGV8zWGMZh1mhwFHtgmxi2Yc/pYwGxc3snJODQDdBudQUOnk48eWkFtu5/gr+x12DZOPRCSnk8I//4mtP7ua6C6ufaLTSel/nkypf4JEul5aQQW4r7wC/zezMBQVknPddYk/FEGg4f77yb76aqxjxiTtH29qIlZdTWDOHGxjx2EZMZzwqlXILS1kXXwRurw8RGPq50SNyyiBQMb7ijc0dPIn0HmMFRUU/Pa35P7ylyjBIC0vvsS2636NGtrZGNwyamTbz0z2+fB++hl1f/pTIhURQKcj75abcU2bhtQJQWQoLkaYMJ5ub72J/+uZxBsbsI4bj6FXT4ylpfv8Hg8kmqjS0NDQ0Dio5JTYceSY8DamRqyGnVSGaTeBZLYb6D+xmIXTt6Q9X+/RhegNR46pgigK2N1m7O79WyOmN0jkd3dQtyHVAh+grF/6/jSHMp7GEAs+3sSquTVtKaa2LCMnXzuAnBJbSq1eJvwtYT54dDHNVTtfehu2+HAXWZl0SR8+e2oZGxc1MODYknbOonGgMJSUUPb8c8Q2bya8ejX60lJMPXuhKyxI2whacrsxDx2SmnonSdhPPoXI6tXU/OEuFF+iabZotZB74434v52NsUePtma4sYYGan53J4Fvvtl5DkGg4K67cE6dirSbOcWuiGYzxj59iKxalXbcMjYh3tTtH+R096HEYsiNjajxOKLJlDbNMOXe7XYku51YYyOO008jvHo14SVLEJ1Osi64ANf557W5G0Y3b6b2979PPkE8Tv3f78XUty/W0aPTXCEVfWEh+sJCTH37dmr/w4XD3xpJQ0NDQ+Owxu42cvK1A+k2OKfNEMOZZ+a4K/vib41gtCaLKkknMmhyCe7i1FS0UWd0a7chsUZmTDY9E87tCWk8SbIKLGSXZH4hPBQJeCOsnlvDyjk1STV7/pYIHzy8GF9T5yNvm5Y2JQmqHTRXB/A0BMkts7P4y21p3Rk1Dg76vDwsI0fivvRS7Mcei76oMK0QgUQaYNE/7sNQUZG03TxiBKgKtXftFFQASiBI3V/+imXI4DYXPVVR8H78cbKgAlBVav/4R2I1Ne3OV5ftJv+OO9KOGXr0wFBWhn/uXOrvu4/gvHl4P5tOw+NP4Pv6a2I1NcSammh8+GE2nH466084kU2XXobvyy+RvekXSXZHn5ODdfRoih98gO6ffkK3118j+5e/aBNUSjhC8zPPZjy+6amniGza1Cb6jka0SJWGhoaGxkFFlETsbhNDTiij3/gi4nGFsD9GLCLTc0R+m7PdrtiyTJzx6yE0bvWx7oc6THYDfcYUYHObjpjUv4NBdrGNaTcNY9Zra2jc5kfSifQanc/I07ph62Rz5n1FyBshEpIJB2JEQnHsWUYsTmPaz0M6IoE4S79On1YaCcap3+LF7DRg7MDRMByIsXJ2+tQwgI2LGinpk8Xq72pRlSOnR9rRhqF0e3Srqoroxk3oS0swdO9Ow333pe0pBdD61tvk3/k7AOKNjTQ/+7+M5/e8+y6mW29tdw6mAf0pffpp6v76V6IbNiDo9TjOOIOcX/yc+nv/QXjFcgruuouqG29Cbt7ZO0rKzqb4wQfwfPhRm/NhbPNmtv3yVxQ9+CCOk0/KKChTfg7FxWm3q5Ew0W0Zai6BWHUNvi++wHHKKRnPcaSjiSoNDQ0NjYOOyaqnqIeLgCdCPKYgSQIWh6Hduheby4jNZaRiYM4BnOmRjd4oUdTTxZk3DCEalhHFRLql7gCnU/qaw/iaw8z430q8jTvrOyqH5nLMhb06VbskxxXCgVjG8YbNPiRJpLSfu0Or+HZfSLcPlfZ3Y9AE/SGF7PEQq63FN306SjiM/fjjE4190xhFQCK6pc/LwzJ0KADxVg+R9Rsynj+6eTOI259RitLWbDgdsZrajGM7kKxWbOPHYXr+uUR9lU6HLjsb7xdf4Pv8c/J//3vq/nZPkqACkJuaqP3j3WT/5Crq/vq3pLH6v/8dy7Ch6NPUknUFwWLBPHQI4SVL0o6b+vQhunYdwZz5R62o0tL/NDQ0NDQOGaxOI84cM7asrhsJaOw7zHYDzlwz9mzzARdUIX8ET0OIz55aliSoANYvbGDBJ5uIxzqOCAkC7TryufItzHp9LYHW9tMATVY9/Y4pyjjefWgu1WtbGX5y+RFVy3e4E29tpenpZ9h41lQa//0YzU8/w+aLLqb6N3d02vRBtCTqnDJh7Nmzza1OtFqxjB6VcV/7Ccd3eu66nBwM5eUYiotRwmFa/vccAPqC/CTzjV2JbtiAvij1cxqvq0Npp9FvZxH1erIuugghXZ8snQ7n1LPwfvYZ4cWL9/pahyvaN5aGhoaGhsYRTiQUJ+SLIsuHfnpa2B8n0Boh6Elfn7Ridg1Bb8f1UAazjmEnl6cdszgMGC06Aq0RNi9v6vBcZf3c5JSm1pTllNrILbEz5fK+OI+AZtNHErFNm2n6z39StgdmzcL35VedOodoMJB9+WUgpRHLgkD2tde2WYlLdjt5N96Y6MG0G/riIixDhnRp/m3IMko4YeLT5riXgbTjopheCO0BhuJiyp59FkO3irZt+tJSiu69l+YXXkQNhzH2zSxCj3S09D8NDQ0NDY0DgL8lTEtdkObqAO5CK1kFFmxZXTPViEdlgr4oiqyiN0hYO6hzCvqi1G30sujzLUSCccoHZtNvQhGObFOnayy6iiIrKIqKTr9nURs5ruJvp3eZHFOIRzsWh0azjrJ+bkaeXsGPn21B3h7dyi62MfbsSr55ZQ2QqK/qCFuWiZOvGcimpY2sm18HgkCfMQXkd3OgM4q4crX+XYcSajxO88svZxxvfu457MdNaXPtaw99aSmlTzxO9W/uQG5KCHDJ5aLgz3/GWJEs2g3dulHx0ovU/vkvhJctA50Oxyknk3vDDegLC/foXiSnE8eJJ9K4bl2isXGGxrno9UhOV8pm+3HHIbnde3Tt3RH0eizDh1F4zz3E6xsAFbmxicbHHiO6fj2C2Yx13Lh9cq3DEU1UaWhoaGho7Gda6oK89+DCpFQzi9PA1BuHdrqhrr8lzPxPNrFqTi1yXMGebWL8uT0o6e3GaEn9Og/5o8x9ex2r5u6s5Wiq8rP8myrOuX0EWfmpzTn3hkgojq8xxNKZVfibw5QNyKbb4Bzs7q4JOFEn4MjNHPUxmKROpdkZLXp8zWHyyu2c+ouBRMMykiTQWhfky+dXtkXCyvt3bBUfi8T54aONNG71U9ov0Vh66dfb+PqlABangfN+M6LLAlkjFSUWI15fn+iTJIpIO5rzdhFVlpFbWzOOy15vp01FRJMJ6/hEXyW5uRlVVdG53ejy8hB2i2CJJhPmwYMpfeo/KD4/gpS4BzFNI9zOIuh0OM+eRsvrr+P/YgZZF15Iy4svpuyXdd55iFYLksvVdu+GigryfnM7knXfin5DWRn+r76i6eln2gSeLjeXkkcfQV9Q0MHRRy6aqNLQ0NDogJDPRzwaQRBFbFn7ZsVP4+gh6I3y6ZNLU2p3gp4onzyxlKk3DsXSgfFC0Bvl0/8so27jTntkX1OYT59cxsnXDKByWF7KMb6mcJKg2kEkGOf7d9cz5Yq+HRo0dJZoOM7aH+qY+fLqtm1bVjQz/6NNnH3rsE4LRwCzTY/JqseVb6G1LpgyPuSEMiyuzqUzWRwGZr2+hiHHlfH5f5ejKMkubsW9szplwR/0xlg7rw5FUWmqSq5PCXqieBtDmqjaS+JNTUQ2bKThgfsT/aIEAeu4ceT95jcYe1R2TZgbjThOOjHV3nw71mOOQbLbO30+QRTRFxR0WjDosrIggxiM1dcjezwgCOhcrk5FywwlJVS88jItr72G45RTkBwOWl5+Gbm1FSkri6yLL0JyZ1P/0EMUP/IwwXnzMA8dirGyB/r81GfD3qJzu8m59lpc55xLvKEewWhCl5ONLj9/v0XADwc0UaWhoaGRgWgoRMPmDXzz8v+oW78WmzubUWedR+WIMVhdroM9PY3DhJAvSnN1ao8jgJbaICFfrENR5W0KJQmqXZn95joKujtTUgE3LGrMeL4NixsZH4zvM1EV8kb55pXVKdvDgRgzX1nNydcM7LQVutlmwJVnZsrlfZn79jpq1nuARH+ygZNL6H9MMVInTUwsDiOTLurDvI82cMovBrLky21Ur23FZNMxcFIJfcYUYnF0wkkwJqcIsl3xtXS+55VGKko4THTrVrb+7Geoke0/S1UlMHs2my+9lG5vvI6hrKxL57SOG4euqIh4dbIdvmA2k3PN1YjmA1sDp0QihBYvpuZ3dxLbuhUAQ/fuFN1zD6b+/RDS1GLtiqG0lNzrr6f+vvuIrF1H3m9uRzSZUEIhPO++R/D770EQMPzlL1hHjtzv9yNaLBjKLBjKSvf7tQ4XNFGloaGhkYGtK5by7j/+1PZvT30dnz/1KNVrVzPpsp9ish1ezVA1Dg7xmNzueCza/jiQUVBBwn48Fkk9x4FcL67d6M3Uyoeq1a2EA7FOiapwIIa/JcLmZY2U9nUz+fI+xKMKckzBaNFjdxu77EaYVWhl/Dk9aa0PMviEUsadU4neKOHINrc1m+4IvVFCb5KIhdP/rvZ1KuXRRrylhZaXX9kpqHZB8XjwfvIJ2VdfjSB23l9NX1hI+fPP0/TE43je/wA1FsM6cSJ5t9yMofTAC4Holi1s+clPk+qhohs2sPnyy+n23nsp9VnpEA0GRKeT4HffEfzuu5RxwWRK2F52knhLC2okgqDXZ7SZ1+g8mqjS0NDQSIO/uYkZzzyedmz5158z8syzNVGl0SlMVgOiKKSNdAhCIt2tIxw5Jo6/ql/i5V1IiI95H2ykbqMXUScgSqkvUt2H5jL/k01pz9d9aC6mfdhTqSOL80yCa1fC/hgLPtvEos8Tq/jfvZvoD1Q5PI+JF/Rq1x69I2xZpr1Kz7M4jQw7sYzv39+YMpZbZtNS//YSJRAgtHBhxnH/rG/JuuQSpC4+cw0lxeTf+XtyfvUrUEG027qU9revUEIhmp76b1qDCTUSofX118i78UYEfSeeBSedRNOj/0475jr33E6ZUsheL6Fly2h44EEi69djKC0h57rrsIwcuUc1bBoJNEt1DQ0NjTREggF8jZl7mdRvXH8AZ6NxOGNx6BkwKX0zzH7HFGPuQCwosoLVaWTp19t44+/zeeOe+cz/eBMTzuvJsJPL6TEsD1GXKqpsbiP9JqQ6jhmtOsac2R29ad/1VCqsdGYcyy62YkpjpLE7zTWBNkG1K+sX1FO1OnNT1QOBpBPpN6GYkad3Q2fY/uokQLfBOZzy80F7Jfg0Eq5yUjsv87qcnE4JjnSIJiP6wkL0RYUHRVBBQjSGl6ZvmgsQ+nEhSiiUcXxX9PkF5N58U8p2Q/fuZP/kKsQO7NPVeBzfFzPY+pOfEl62DDUUIrJmLVXX30DLK690eh4aqWiRKg0NjaOegKeVSMAPCJhsdiwOB2K6viS7YDjA+fgahy96o47hJ1dgtulZ+PlWoqE4BpPEkOPL6DexqMO6Jk9DiHf++WNSNKhmnYf3H17E2bcMIxyIs21lM33GJjf+NNsMjDmrksqheSz8YguRQJxug3PoPboAxz7uqWRxGOh/TBHLZyXXr4iiwLEX98Zsb/9FLx6TWfxlqqDawcLPt1DSNwuz7eCJF4vDwPCTyugztoBoKI7OIGG2GzCatVepvUXKyiLr/POoWZJeeLgvvRTR2HHt26GKYDKhKyoiunFT2nF9SQlCJ+9PctjJuuACbBMn0vr2O8jNTThOPhnTgAHo8/M7PD5eX0/dPfekHWt8/AmcZ5xxUNIjjwS0J4GGhsZRixyLUbdxPd+++jw6vYFoOIQcj3HC1ddhtjso7tufqpXLU46T9HpySjvOf9fQ2IHFYWDoSeX0HlNIPCaj00tYnIYODRfkmMySr7alTa+LhWVWzqmhqJeLlXNr6T40L0Wgme0GyvpnU9DdiSKrGMwSYidNHrqCyapn1BndKe6dxY+fbibojVJQ6WDU6d1x5nUs4JS4SjiQubFpJBhDkTuRQ7ifkfSJWiyNfYvO4cAyegyOM8/A+/4HSWM5v/olhp49DtLM9g2SzUbONdeyZfactOPuq67skmhUZBlBr8d13rmIFguCwYC+Ey6CAPHWVhSfL/1gLEastlYTVXtIl0RVKBRiwYIFuN1u+vXrlzQWDod5/fXXufzyy/fpBDU09pSgp5Wgx0MkFMDscGJxODFZtRoYjZ146utpqa2m74RJVK9ZSbatjNJ+A1n46YcMP30qo6eez6fVDxL0tLYdIwgiJ//yRqyatbpGF5EkEbu7a7U3kbBM9ZrWjOO1Gzz0GJ6PpBPbtTI2HIBoisVhoOeIfEp6ZyWaE5ukTrsL6k0S3QbnZrzXsv7ZGPdhDZjGoYehtIS8G2/EffnlBObMRTAYsI4fhz4/H8nhONjT22uMfXqTe+stNDzwIMgJwxNBryf/D3/okrNhtKqKhocexvvRR23nsYweTeGf/9Sp83TkMng4RwQPNoKqdqZ8FNasWcOJJ57Ili1bEASBCRMm8Oqrr1K4vUN0XV0dRUVFyHLHLkaHKl6vF6fTicfjwXEE/AEfzbTW1fD+/X+jYfPOouKeo8cx5cqfY9tHncU1Dm9ikQj1mzYw/cmHaa5KTjuaeMlVmO0Otq1eQeWwUXjqaqjbuB5blpvSAYPZtGQhY8++ALNde05o7F8ioTifPLE0Y01R+cBshp1UTjQUp2Jg51aqD1W8TWHeunc+QW80abveKHH+70biytMc9jQOb5RgMNGPa906BEnC0L07UnYOkrlziy1xr5f6v9+L5+23U8ZMAwdS8tC/0BcVpTlyJ7GGBjZfehmxzZtTxiSXi27vvI2+MLUW82ilK9qg0zkAt99+OwMGDKC+vp7Vq1djt9sZP348W7Zs2esJa2jsS/wtzbxz791Jggpg7fdzmP3aC8TC4YM0M41DiWg4yLIvP0sRVADfvPQsjtw8TBYr79//V5Z9/QVyLEbt+rW8e++f2LTwB5TDeAFJ4/DBaNYx9ITMqTj9xhdRv8VLXvnBKcDflziyTZx96zB6jsxHFAUQEqLx3NtH7PMaMA2Ng4FosWAoLcU+eTK2iRMxlJR0WlAByI2NeN5/P+1YeOlS4s3NHZ5Dn5tL8QP3I1qTFykEvZ7ih/6FLm/fNws+Wuh0PsCcOXP44osvyMnJIScnhw8++IBf/vKXHHPMMXz11VdYrZ3vlq6hsT/xNzfRXLUt7diKWV8y+uzzsYnZBFpbiEej6E1GrFnZSB0YE2gcWcQiEVbN/ibjeNXqlW1mFE3bttC0becCUuXIsZhsdoKeVvzNTdRtXI/Z7sCZl09zzTZsrmyc+QXYtBRBjX2AK9/CgGOLWTazKmn78FPKcRdZye/u6FQD2/1NPCoTCcWRdAIma2ZDiWg4TsgXpaU2iCBAVoEVs8OA3iDhzLUw+dLejJ1WCSTSFg+WEYSqqHibQoT8MVBULE4jVpcBSad9V2gcHBS/P60t+w5iNTWYBwzo8DymPn3o9t57+L78ktCCHzH17YvjlJPRFRUhaO9Ce0ynn1ShUAjdLnmYgiDw+OOPc91113Hsscfy8ssv75cJamh0FV9TY8YxRZaJBALM//Bdln01HTkWw2i1Mmrq+Qw49jgsTteBm6jGQUWS9Ey68mrMdgeCINJSU8Wizz5s+/zEI2F8LakpVyabnd5jJuBvbuKzJx5m6/LFbWN6o4mTfnEDs17+HyG/l7Pv+BPOXG3VT2PPCfqifPqfZRT1dHHarwbRsMWHIArkltpoqQlgsuo71VR3f6LICt7GMAu/2MK2lc2YbHqGHF+GM89MwxY/+eV2rFlGzDYD4UCMFbOr+e7dDajb+3aJOoFjL+pN5bA8jGYdemPiv4NJOBClbqOPGc+tIORLGGjojRITzutJ5bDcw6a+K97SguzxoMbiCAL4v/8eQZKwjh2LLjcXyaKlVB5OiBYLiCIo6fvCdTbKJEgShpISsi+/HPXSS7vUVFkjM51+avXp04f58+fTt2/fpO2PPvooAGeeeea+nZmGxh7iyMnNOCbpdESCARZP/6htWyQQYNZLzxKPRBg19Tx0e9gLQ+PwIRaJ0LRtM/PefRNvQx0AeRXdOfX6W1HiMmG/D3dxCSaLFZ1ez6rZM1EVhcoRoxkw6XhWzPoSVVaSBFXivGE+fexfnH7Dbbx735/54qlHOe3/bsdk0SL5GntGyBulcaufxq1+ln5dRVa+BRWVee8HUVUoH5hz0EVVc02At+5d0OZQ6G0MM/2/y+kxPA9XvoWvX1xF+cBsplzWh5baIHPfTu7xpsRVvnphFTmlNvLKDo06RX9zhI8fW5LUsDkWkfnqxVU488wU9zq0G6Sq8TiRNWuo+cMfCC9LOJga+/Qh97pf0fS/56i7+08U3vM3HCecgKhlGh02iNnZ2E88Ed+nn6aMGXv2RNdJB8Bd6Yygins8yM3NqJEIksOBLi+vQ8OLo5FOS9Np06bxyiuvpB179NFHueiii+ik54WGBgBhv5+GzRuZ9cpzfPH042xZthh/S8f5wB1hc2eTW94t7diAySey4psv04798MFbBPbB9TUOfZqrt/H2PX9sE1QA9Zs28M7f/4gci/LBg/fw8p23sPq7bynpN4DjfvJzTrjmOnQGA+/9868U9erLsplfpD13PBqhtb4WZ34Bm5YsJOTxHKjb0jgCiQR3pvqoikpzTYCWmoSggsSL/sEkHIjx7etr01q+r1tQT165HUkvsnlpE7Ubvcz/eFPGcy2esTXteQ40IX+M5d9WJwmqXZn34UYiwcz274cCsepqNl1yaZugAoisWkXVTTeT84ufI+h01NzxW2J1de2cReNQQ5+VRd4tN2M95pik7cY+fSh+6CEMxembjO8N0S1bqPr19Ww45VQ2Tp3GhrOm0vLqq8itrfv8Woc7nRZVd9xxBx9//HHG8cceewwlQzhSQ2N3wgEfP37yHs/f9mvmvfsGi6d/xBt//h0fPHAP/uamvTq31ZXFWbfeSXGf/m3bBEFkwKQTGHLSaayY9VXa4+KRCJFgYK+urXHoEw0FmfvGy6hq6vMqGgqxdcVSSvoOIBYO8fXz/yXi97Pgo3f55NH7Wf71F8SjEQRRJB6JZLxGoKUZk80Oqko8mnk/DY2OMNszR6EEgYPeeDYailPVruW7l+ziRCTEUx/C15zZKMhTH0KOHXwDmFhUprUumHHcUx8kHj1033fUWIyW115HDYVSx6JRvB98gP2EE0BV8X722UGYocbeYCgpofCvf6Hbe+9R+szTVLz1FiX//jfG7ukXk/eGWG0tW666iuC8eW3bFJ+Pur/8Ff/MmVowZTe02J3GPiXk9+FvbmLr8iVIOh2l/Qdjdbkw7pb+5KmvY+6bqZHP6jUrWf7Nl4w882xEcc+LJZ25+Zx1y+8Iej3EwmGMVitWZxZNVVtQ2xH/eq0/wxFPJBSidsPajOP1mzaQVVTMtpXLAFjw0TsMP20a3776HM68AiLBACGvF0duHt6G+rTnyCmrYOmX0zGYzSmffQ2NrmC26ynt52britQoeq9R+ZjtmQ0hDghCQtxlercSRIEd6xfN1QHyKxx46lNf9gEKK13ojAe/SF6SBFz5FratSm9j78q3oDMcujUocjBI8PvvM46Hli7DceopAMS1SNVhiT4vD31eHtBrv14nsn4DsarqtGP1D/4Ly5gx6PPzidXXowaDoNejy85GNHWtH9+RgiaqNPYZQU8r3776PEu/nJ60/ZiLr2TQ8Sdhsu60/N19n11Z9NmH9J84BZs7u93r7YiMihnygc12R0ofIbs7B3t2Tlozi7KBQzA7nO1eU+PwR6fXY3fnZEz1tLtzCHm9bf/21NdR2KMXJ157PQ1bNmFxOMkuKWPM2Rcy/cmHU453F5eixOOE/T4mXvITrFpfNI29wGQ1MOWyPsx6fS0bFjWAmhAqvUfnM+asygPS1DcTsqwg6UTKB2azaUn6DIOC7g5+/CzRD6e5xs/kS/uybn59SmqdpBfpf0wRknTwxYrRqqfXqHxWfFuNIqeqxRGndjukjSpEoxFdQQEsW5Z2XJeXh9yaSEu2HTvpAM5MQ/b5UAIBEAQktxvxEK/hDi1bmnEsXluLEgzi+fRT6v9xH/HqagSjEee0aeT8/OfoC/IP4EwPDTRRpbHP2LZyWVqxNOvl/1HafxCFPeyE/X5a6mqSXlp3JxIMpoSUo6EQ/pYm1s6bS9DTSvnAISAIrJ4zi74TjiWnrKJT9tU2dzZn/+Zu3vjL7wh6Wtu2u4tLOfGaX2Oy2jp9vxqHJ2a7gzFnX8C79/057XiPUWP54MF72v5tdWXhaajnw3/d27ZNpzdwwd33csp1N/PNi88QaG1BEEUqh41i0PEn8+X//sOUn/yc3mOPQZK0x6zG3mHLMjHl8r6MnVZJLCxjMEtY7Eb0poMT1VEVFX9rhLU/1LJxcRNjpnandr2XcCC5zmjQlBK2LG9uc/kbc1YlrnwzZ94whC9fWIm3MZEKmFVg4bgr+mLPOTRWt3U6EXu2iRN+2p9Zr65pa0asN0mMP6dHWzrjoYpoMpH905/g/yJ93adr6lTq//lP9OXlmPr2OcCzOzqJNTcTr62l4aGHCHw7G9FsxnX++bgvvwx9QcHBnl5GDGVlGcdEux0lEKT6/25s26ZGIrS++irh1aspfeQRdDntL44faQiqlhDZRle6JmskE/J5eetvf6Buw7q0430nHMsJ197AyllfMe+9Nxhx+jRmPP142n17jRnPST//v7YeQdFQiNVzZ6VEBXLLuzH+gst4759/obh3P8ZfcClGixV7di4mW6o4Cvm8hHxe5HgcvcFAyO+jcctmsktKceTmaz2FjiKCXi8LPnqHee+92Za3JOl0TLzkJ9RuWMvKXerujrn4SjYsmEfV6hVJ59DpDfzk4adAVYmGQ4iShKjTIcdi6A0GrFnuvUphPRxQFTXRwwcVk82QaNh6mOJrDhP2R/G3RrA6jZhsehzZWsPZ3Ql6o3jqg2xZ0bz9Z2Ri3Y/19BqZT/0mH9tWt2C2G+g9Op+6TT4WfLIJe7aJCef1pLh3VlsNWMATIRyIIQgCJqvukOiztTtBb4SQP7bdUl3F6jJhdRowmA79hRLZ46HlzTdpuP+BnfbbgoD78ssRHXai26rI/fV1GIqKDu5EjwIimzYhNzWx5aqfoEajSWOGnj0p++9T6PMPblQn3twMioLkdCLsEj2LVlWx8cwzUQKpNYbZv/wFsW1VeDM0I65443XMAwfutzkfKLqiDbr8ZPjmm28YN25cUs8qgHg8zpw5c5g4cWJXT6lxBCDH4wTbcTnzt7QQ9nn55sVniAQDGC1W3EUlNFcnN+nV6Q2MO++SNkGVOLYpbZpVw+aNbPhxHpUjRrNu3lxq169l+ddf0HP0eIadekZSumFT1VY+fexBatetAcDidDHlqmvpNWa8VvNyFGJxOBh11nkMmHwCDZs3otMbcOTm8f07r7Nq9kwgYW4y+MRTMFltKYIKIB6LUrVyOX3GH53PPF9LmLU/1LFqTg2qCn3GFNBrdAF296ERbegKnoYgnz+zgrqNOyPoOaU2TvrZAFz5Wh+fHfhbI3z2n6XUbtj5c5J0IpMv68Oiz7ciyyqTL+uD3W1EkVXcRTZ6j87HYNJhdSWLJqvTiNV56AmpXbE4jIek2OsMktNJ1oUX4jjhBEJLloCiYurfH4wGRFFEyspCNGuLBvub6KZNtL71FtG161IEFUB07VrCK1YeNFEVq6/HP3MmLS+8iBKJ4Dj5ZFznnYuhpAQAfUEBZc8+y9Zrf468S99G+ymn4Jo6lfUnnZzx3OFly44IUdUVuiyqJk+eTE1NDXm7NRjzeDxMnjwZWT74zj0aBx6jxUpp/4EZ7cq7Dx1BbBd3va/+9x9O/tVNrJ//HSu/nUk8GqFi8HAmXnwlroLklbN187/LeN2Vs77mhGuuY928uayaPZPKkWOY++bLVI4YjalbQlR5Gup57a7bCfl2vggEPa18+K97Oe/3f6VswOC9vHuNwxGjxYLRYiFr++dNVRQmXnIVw049i1goiD03D0EQefqGqzOew9+yd06Vhzq+phABT4Sa9V7Mdj35FQ6sLiPRUJz3/7UoySHtu/c2sHJODWfdOPSwElb+1jBfvbAqSVABNG718/kzyzn52oGH1f3sL+JxhYWfbU4SVAByXOHLF1ZyyjUD+eixJaxfUM+IUytAzwGN6Ciykkg/FATMNj2CcPhGTfcVktWKZLW2m8Klsf9QolGan38B8+DBtDz/Qsb9vJ98jH3ypAM2rx3E6uupuukmQvMXtG1revJJWt96i4pXXsFQWoIgSZgGDKDb228Rq65G9ngwlJcnUv/8ftDpIJa+vYCUm7ln6JFKl594qqqmfVg1NTVh1RrIHbXojUZGTT2P1XNnIe/2B2a2O+g5ejyxXaylQz4v7933Z7oPH8XxP/0Fkk5Hdmk5OaXlKeduLwIWi4SRdIlQdTwabatfWfbVdPK7/QKAbSuXJgmqXfnmpWc5+467sexiUBGLRgg0N7N56SL8LU2UDRhMVmGxlh54hCOIIvbshJHJDvwtTThy8pL6We1KYc/eB2p6BxxvY4gZz62kem1r2zZJJ3LS1f1RVDWt5bSnIcT6hfUMnlJ62LzUhgOZLcHrN/sIB2KE/VGiYRmry4jZrsdoPrSLy/cHIU+UFd+mdwFT4iotdcFEVO8g/Np9zWFWza1h09ImcstslPVzk1fuwJaliWGNg4fc0oJ3+nSMfXoj2mzIGdpwSFkHp5F0eNWqJEG1A7mxkebnnyfv1lsQDQYEUURfWIi+sBCAyMaNVN18C4ayMhwnnIA3TbslwWzG1Lfvfr+HQ41Oi6qzzz4bAEEQuPLKKzHuYj0tyzJLlixh3Lhx+36GGocNrvxCLvrTfcx45glq1q4CQaBi8DAmX3E1zrx8gp5Wcsu70bB5IwCKLLNu3lzWzZuLyWbn8n88QjQUIhzwA2CyWjGYLXQfOoIFH76T9ppFvfrQuHUTABVDhlO1ZiWQqJnZsQCwddmSjHOu37QhSQTGohE2LfqRDx68p816/bu3XiW3vDvTbv899uyjb+XlaMaWlc2ky3/G+/f/NWUsv1sPXHmFB2FW+59YRGbJV9uSBBUkohKf/mcZp/86c3R39dxaeo8uwGw7yFbfnSQWirc77mkIMf2pZYnSOwH6jS9k9JndD9u0sD1FUZR2G/OGfFGMZh0VA3My7rM/8DWHefeBHxk8pZTBx5WybVUzW1a0IIoiiqLuUV2coqgEWiPEIjKSXsRi16M3Hvp1VBqHGIKAoNPhmz4d55ln0Pzs/9Lu5po67cDOC1BlGc+bb2Uc9378Mdk/+ynibmmJsepqNl96GXJTE+ElSyh5+GEiGzYQWbWqbR/BZKL0P09ut3w/uuj0U8LpTKzkq6qK3W7HvEsursFgYMyYMVx9deY0GY0jH0mnI797D6bd/gci2y1DzXZ7W82Sxeni1Otv5fU//iYpcqTTGzjnt3cTi0b46rmnWPfDXFChcsQojrn4StxFpeR160H9xmQTDEEQGXHGOXz5zBNYs9yUDxjMgo/eBaDPuIltK+Xu4tKMc7Zn5yLsYskeaGlOElQ7aNi8ge/efp3JV1yNznB4vCxq7BtK+w/kzJt+y9cv/BdvQz2STkffYyYz7ryLsR6kFcb9TcATYcXsDFEJWaVxiw93kZXm6tRm2aIkcJgEqQAwWnSJ6EoGyyadXtzZg0mFFd/W4Mg2M/TEMsRDwP77QKEzSDhzzXga0veYyimxoSoqNteBE5uKrLByTjUjT+/G6u9qk/pKLf+miv4Tixh9Rvcu9fIK+aOsW1DPvPc3Eg7EEEWBniPzGDO1Uot8aXQJXXY2rnPPofHfj5F14YUEf/iB8LLlSfvkXP9r9MUHwSxEEKAdO3dBkkj3IA98/z1yUyLtXY1EqLrlFvJuvgnR7iC6cQOGim6YhwxGn5+fZHhxtNBpUfXss88CUFFRwS233KKl+mlkJF1/qB3klJRxyT3/omrVcqpXryS7tJxuQ4YD8PLvbkoSW+t++I6ty5dy6b0PMfXWO1nwyfssnzmDoSeeRl637rjyC5j/yQd0GzaCXqPH8/lT/wZVxV1UQkFlz7bz9Bw1jtmvvYCSpt5vzLTzk9L6ti5fmrE58IqZMxg97TwcOUff6svRjMlqo+focRT27E0sEkbU6bA4XEd0o2hVUYmFM9fHhvyxjH16BhxbjMl6+Cw8mGwGKofmsv7HhpSxsn5uajekph8v/HwLvUYXIOkEFFlFZ5AwWY/sFwir08j483rw8WOpfWuyi624i6yU9nVjsh24n0PYH6Nhiw+dQUrbqHf5N9X0HJFPcSdFlaKorFtQzzevrEnatvr7OlrrQ5z6i4FHXYRSY88RJAnXuefi/eRTqm+/nfzf3AGX6gjOm4dkt+M46ywMJSVIB8FtWhBFsi44H99HH6Udd557Dro0PRYDs+ck/Vvx+aj9492IdjuGbt0omDgRQ0kJSiSC3NyMYDIhWY4es58ux7Pvuuuu/TEPjaMIZ24eztw8+h0zGUikAX7/7htp654iwQBLPv+U8Rdeyuip59FvwiS2rVyO3mSmpbqaPqPHY3VlMefNlwn5vAw/bSrDTj0rqS7Gnp3DuXf+hU8efQBf084Xp0EnnELliNFJ1wu0pn4x7yAei6YVZhpHBx01oz6SkPQiWYUWWmpS66YAinu5aK1NHcuvsFPa7/D6OVkcBsad0wNRJ7Jufj2qoiII0H1oLr1HF/DZf5enHBMJxgl6I3z+zAoCLRFyyuyMm1ZJdontsLDb3lOKero45ecD+faNtfiawoiSQM+R+Yw6o9vBsZ8XBEr7ujPWegEs+Wor+d2d6HQdRxUDrRHmvb8x7VjdRi/+logmqjS6hL6ggLKn/0tw3jw8772HlJeP+9JL0BcVoTvImQ7GykrsJ5+E79PPkrbry8vJOu88BF3qs8xQnt70RPH5kJubiTc1E6upwf/NLHS5OQhGE7q8XPQFBUh2e9pjjyS6/PSvq6vjlltuYcaMGdTX16c0adXc/zTSEWhtQZHjiJIeq8uVNBYJBdmwYF7GY6tWryDY2kr1mlVsXbEUR04u79xzF3I8UQsh6fUc95NfMOnSn4IoYDDtTNEIelrxNzfhbajnhKt/hS07h6CnFXt2LhanM6XZb2m/zPaf2SVl6E2aBa3GkY8j28zYqZV8/HhqVMKVbyGrwMqxF/emz7hCls2sQkWl/4RiCiudKdbZhwOObDMTz+/FiFMqiIbiGMw6YtE47/xzIXKaOiKLw0BzVQBPfSIVrna9h7f/+SOn/GIg3QblHDYmHV3FaNbTfUgu+RUOFFlBllV0BvGgWaOb7XrcRVai7URVo0EZVVY79bYTi8gpDYx3panKT1651sNSo2voCwpwnnkm9hNPBEFAPESyHHTZ2RTceSeuc8+l+YUXUUNBnGeehXX8uDZTit1xnHoqjY8/sbP32S64zj8P0WYlunUbge++w/fFFxCPYx07lpzrf42xZ0+kIzzLrcui6sorr2TLli38/ve/p7Cw8Ij98tDYN4R8XrYsX8Kc116kuaaKrIIixl9wGWUDBrWlCEqSDlt2DkN79qa4b39QFDYsnM+aud8i6iQmXHgZDZs38vXz/2XylVfzwQP3JF1DjsWY/uTDnHnz7/j0sQfJq6hk0hU/xeJw8smjD7B1xc4XQ6PVyrm/+wuugoK0jVmdBYUU9OjV1s9qVyZfeTVWp2vf/oA0NA5R8ro5OOnq/sx5ez2+pjCCKNB9cA5jp1XiyEksLnQfkktp30SKiN54eDc6Ntn0SalrvpYwJquOQGtqb5mBk0tYObc2Zfs3r6xJuM4dhsKyK8iyysrZNaz9oQ5REuh3TDE9huUe8JojQRDIyrdQ0juLlXNq0u7TY0Repz+bkl5EFAUUJX2B3eG4YKBx6CCaDr2aPF1ODrYJE7CMGIEqyx2KHl1RMcUPPkD1rbcl9d1ynHYq+u2pjFuvuZZ43U7H3MCcOQQXLqTi9deRevbYb/dyKCCou4eaOsButzNr1iyGDBmyn6Z08OhK12SNjolFIyz69EO+eenZlLFjLr6Soaecgd5gRFFkGjZvYvZrL7Bp0Y+IkkjP0ePpf+xx1K5bQ+2GtfQdfyxbli/B39zMhh/TR7V6jByLyWZj2Vef02/iFHR6A0tmfNo2Xty7H8NOO4tYJILeYCCnrAKL05USrfI1NzL/g3dYMuNT4pEIOaXlTL7yGgoqeyU1JdbQOBrwNIaIhWUknYDZrj+s6qX2lpa6INP/u4zGrQlHUkkvMvT4MowWHbPfWpf2mAv/MIrsIlvasYNNNBQn5Iviaw6jN+qwugxYXcYuLY56m8K8fd8CAq3J9tDZJTZO/9Wgg2Lm0FIb4M2/z0+JWNndJqbdMqzTfcZikThfv7SaNfNSWygYLTouuHOU1rNM46gj3tKC4vWCKCK5XCCKxGtrCS1ZgtzairGyEiUSwdS7N74ZM6i/9x9pz+OcOpWCP951SIrL9uiKNuhypKq0tDQl5U9DIx3B1lbmvP5S2rG5b7xM77HH4MzLx1Nfx2t//A2xcCKVRo4rrJo9k20rl3HOb//Md+++Tu+xx2Bxuqhesyrt+QC8jfW4ixNdwLsPH8Unj97fNlY+eBj9Jkzi08f+1XYdgEHHn8y48y9NikDZ3Tkcc/GVDD9tKoosozeZtAiVxlGLM+foXUjIyrdw5vVDCPmjxKMKJqueoD/KW39P7e2yA1E8NLM3gt4I8z/elEjX3P4VbnEYOPWXg8gts3dq3rKssHJ2dYqgAmja5qdmvYeeIw78C5Mrz8K5d4xk3gcb2LCwAVES6D2mgGEnlXdJBOmNOsZOq8RTH6Ruk69tu9Gi48wbhhzxEUgNjV1RolEiq1dTe/fdCddCQcA6YQL5v70DY2Ulurw8lFAIVBXJ7SZWW0tg9uyM5wvMmY3s9R52oqordFlU/etf/+I3v/kNTz75JBUVFfthShpHCkGvh3gsNXUGEqYPQU8rVlcW8z94J0no7MDf3MTW5UvIKS3HYDLjbagnp6yCxi2b0p4zp7QcT/3OFca2/lOCwPBTzuTd+/6cYjSx5ItPyauoZNDxJyet1ur0ehw5Wk8qDY1DhVhYJhJKWFxbDmANj9luSLHk1unFtD2b8rs5Dsn+XKqisnZ+PUu/rkraHvRGee/BhVz4+1FtKZ3tEfbHWPtD+kbYACtn11AxMOeAp4IKYiINcMqlfRl3Tg8EEq6OOn3XLe9tWSZO/eUg/M0RGqv82LKMZBVYsbmMCIeoYNbQ2B9Et2xh08WXwI53KVUlMGsWmy9eRsWbb2AoLk4yn5CsViSHM+P5RIczYdV+BNPlJ84FF1zA119/TWVlJXa7HbfbnfSfhsYOpDTOMUnjej3hgJ+Ni+Zn3GfdD3Mp7t2X5TNn4C4spt+ESYhp/ihFSUef8ceybl7C7jMWDmF1JZx1Cnv0pmr1iozOfd+/+3q7rn8aGhoHDzmu0FTtZ8bzK3jtLz/w9v0/suSrbfia0vdL2t9YXQZO/Fn/lBdsk1XPlMv7HlBL8c4S8ERZ8MmmtGOxiEzN+lTb+HQIQqIPWSYOdo8yvUnCnmXClmXaI0G1A4vDSF6Fg37jiyjrl43dbdIElcZRhRIM0vTY4zsF1S7ILS34ZsxIyVrTud24Lrow4zndV12FLvvwcoftKnsUqdLQ6AwWhxN7Ti6+xtT+L/bsXCwOJ6IkYbLa0u4DYLTYKOzZhx8//gfOvHwEUeS062/j6xf+23aMIzefYy6+gh8/fq/NEXDZl58z5uwLmPHME1gcDnxNjRnn6W9qQlU010oNjUOR5uoAb/5jPko88QUeDsSY9doaNi11M+mS3gfcylvSSZT0dXPRH0az5odaWmoDlPZxU9rPfXBsxTuBIiuEfJld7Zqr/Z06j9lmoN+EIma/mb6ebOCkEnSGI3slWkPjaED2+wnO/yHjeGDmTLLOPx9ht1Q+Q2Ul2ddeS9OTTyZtt02ejG3ixP0y10OJLouqK664Yn/MQ+MIxObO5sybfsvrf/ptUnqf3mTmzJt/29b3Z/hpU/n0sQfTnqPXmHEEPR7GnXcJCz/9gJWzZzLijLM565Y7QVWJhkOoqsqXzz5J09bNbccpikz3YaMQJYnlM2dQ0o5Vem5FNyT9oZeyo6FxtBMOxPj2jTVtgmpXtq5oprUuhNVlRJL2PCqxJ+gNElkFFkaf0R1VVQ95F1xJL2LPNuFrCqcdz6vonDGTIAr0GJ7Pqu9qaNoWSBorH5BNbtmhadChoaHRNQSdDsmdTbw+/YK3Lj8/bR8rvdtN9k9/guO0U/F98QVqOIL9+OPQFxcf8VEq2ANRBbB+/XqeffZZ1q9fz0MPPUReXh6ffPIJZWVl9O/ff1/PUeMwJq9bd6647xE2LV5I7fo15HfvQbchw7HvUq9UMXgo3YeNSnH1GzjlJFpqqpnzxkuUDRjMpMt/hs5gxGA2Y3E4ef626wj7/QycciLHXHQF21YuIxoKUdK3P47cfBy5eQyYciIVQ0YQj0aY996bhLypaS4TL7kKSzt5wBoaGgeHaDhO9drMqWlbljeRU2I9qA1Z97egCngieOpDVK9rxeoyUtTDhc1lQNJ3PiJkdRoZfWZ3vnh2RcqY2a7vUu8lW5aR0381mJp1HlbMqUaSRAZOKia3zL7Pfg/xmEIsEkdvkLTIl4bGQUDndpN99dVU33xz2vGsSy5JK6oAJIcDyeHA1KvX/pziIUmXLdVnzpzJKaecwvjx4/nmm29YuXIl3bt35+9//zvz58/nzTff3F9z3e9oluoHj6Cnlda6WtZ8NxudXk9R775UrVrOvPdSP0/lg4dx/E9/ydPX/6xtmyhJFPbojc5goH7TBgZMPoGJl1yVdFxz1VY+ffwhatYmHAQtTheTr7yWbkOGYbQc2Q3pNDQOR3zNYV68c27GvkHDTy5n4OSSg9Z8tiOC3ijxqIwoCZgdhi5H1PwtYT789xKatu1MzxMlgVN/OYiSXq4uCauwP8aq72qY98FGYpFEunNOiY0Tftofd+GePf9iERlBYJ8Jn1hUxtsYYtEXW2nc6sOVb2HYieU488wYTHu0BqyhobGHxJuaqL//fjxvv7NzoyCQd/vtuM6ehnSUvCd3RRt0WVSNHTuW8847j5tuugm73c7ixYvp3r078+bN4+yzz2bbtm17NfmDiSaqDg0UWWbeu28y+/UX0o6fcdMdlPQZwJt/vZOGzRvT7nPu7/5M+aChKdtDPi8hnxclHsdotWHLciOIBzZ1SENDo3PEInG+enF1Rse5M28YQk6p7ZBz3IuEYtRt8DL7zXU01wQwWnQMmlJK/wlFnW4gG4/KfPPaGlbOTm1qK+oELvnjmE459u2KHJcJeKJEAnEkvYjZpk9xNjxYqKrK1pUtfPjoYtTdRPQJP+lH5bBcJJ0WtdLQOJDEW1uJ19cT/H4egtGIddQopNycDpsEH0l0RRt0+W1y6dKlTJs2LWV7Xl4ejY2ZzQA0NDqLKEn0O3ZyUorgDgoqe1HUsw8Wp5PJV16T9nh3SRnZJWVpx8x2B+6iEnLKKrBn5+yRoIpFI8TjmYu+NTQ09g16o45Rp3fDlpUqRIadVI7Jpj/kBBVA1aoWPnhkMc01ibqjSDDODx9u5KsXVxHypW8zsTtBX5TV39emHVPiKrUbOufYtyuSTsKRbSa3zI670HrICCqAQGuEGc+tSBFUAF+/tJqAR3vmamgcaHQuF6ZevXBfdilZ55+HoaL8qBJUXaXL8XSXy0VNTQ3dunVL2r5w4UKKi4v32cQ0jm4cOXlcePe9rJw1k5XffoWk0zH4hFPpPmxkm8FFfvcenHvnX/jy2SdprtqKpNPRZ8Ikxp13cds++xJfYwObly1i1exvMJgtDD35DLJLSrV6LI39SqC1haDXw8aF85HjcboNGYbV5caenXOwp3ZAcOVbOOvGoWxZ3sTWlS2YrHoqh+ZizTLgzE2O1AQ8EVpqg1SvacGaZaSkdxZWlxFdF9Lk9hZ/a4RZr69NO7Z5WROB1kinxIwSV9MadOwg4OmcODtcCPtjBDPcUywiE2gN48juetPQSDBG0Bulam0rggBFPVxYnAaM5kPP+l5DQ+Pwpsui6sILL+T222/njTfeQBAEFEVh9uzZ3HLLLVx++eX7Y44aRymOnDxGnnU2A6ecAIKQIl4MJjPlA4dw/l33EA0FESUJi8OF3rjv6yu8DfW8/qc7kpoLr/1+NoOOP5kJF16O2a6li2rse/wtTSz67EO+f+eNtm1zXn+RPuOP5ZiLr8CRk3cQZ3fgcOVZsGYZqRyaB6gIoojFkSxMfM1hPvz3YpqrdrrSiaLAKb8YSGmfrC7VH+0NsXAcf0sk43j9Fh85pfaM4zvQmyScuWY8Den7cRVWaos5HRH2x1j4xRZ+/HRz0vYRp1YwaErJIRnl1NDQOHzpcu7T3/72N/r06UNpaSl+v59+/foxceJExo0bx5133rk/5qhxFCOKEhanq91okNXpIqugCGdu/n4RVPFYjAUfv5ckqHaw5ItPaa1Ln6KjobG3tNRUJwmqHayaPZNtK5YdhBkdPPR6CavLiNVlShFUsajM9x9sSBJUAIqi8skTSw9oVEeUxHYb4JqsnYuQWJ1Gxp/XM+1YfjcH9pyuR20OZUw2fcrvdQc6g4itk7Vou9KwzZciqADmf7yJ5upAmiM0NDQ09pwuiyqDwcBTTz3F+vXr+fDDD3nxxRdZtWoVL7zwApKkFZFqJAj5vHgbG/A3N6EcwMa68VgUT30dtevW0LB5I/7m5r0+Z9jnYfnXX2QcXzFzxl5fQ0Njd6KRCAs/+zDj+I+fftBuU+ujiZAvytp56c0sFFmlZn3X64/2FLNdT8Wg9KmZkl4kp6TzvZyKejg57VeDcOYl0hx1epGBk0o4+ZoBWDuwL5dlBV9zmPrNXuq3+PC3hDO6KB4KWJ1GjruiL4KYqkgnXdw7o+DKRDQc58fPUgXVDhZO30wsfPQ0fY9u3Upk0yaiDen7DmloaOw9e+xRWlZWRllZejMAjSMDX3MTwdYWIqEgdncOFocTYwcFitFwmMYtG5n54jNUr1mFxeFk+GlT6T9xCtYs936db8jnZfnMGcx+7UXi0UT6jTMvnzNuvIO8iu577PKnqiDH4xnHd1xLQ2NfIkcjhLzejOMhr7fdz+XRhCKrKHJmwdBZc4h9gcGkY8J5PWmqCuBt3Jm6J0oCp/58IFZX58WB0aKnYmAOeWV2YlEZURIxOwzodO0/y6LhOFuWN/HVi6uJhhKfEZNNz/FX9qWoVxb6Llqgy3EZf0uUqjUt+JrDFPVwkVVowebad9EyQRQo7Onigt+NZOHnW2jc6seZb2b4SeW48i1dTt+UYwohb+bfe9AbQ5Zl9BzZi8HRbdsIzJpF84svITc1YR46hJxf/Qp9aSk6556nkMbq6oisXo3/29noCwuxT56MlJ+HZO6aI6WGxpFEl0WVLMv873//Y8aMGdTX16MoStL4l19+uc8mp3FwUFWVxq2beefeu/E1bl/VEgT6H3scx1x0BVZXVsZja9ev4Y0//y6hREj0n5r18v+oWrmck375f/vV1GHriqXMfOHppG2e+jpe/9MdXP6PR3Hm5e/ReU02Gz1GjWXVt1+nHe97zOQ9Oq+GRnsYLVbKBw1l24qlacdL+vbHZOu4NudoQG+UcOaZ8dSnrz8q6ET9kaKoxMJxRJ3YZdGxO44cM9NuHkpTlZ/qta3Ys02U9s1ONO3dA1twSxf7cLXWBfnsqeVJ28L+GB89tpQL7xyJu6jz0TI5rlC1xsNHjy1OMs5w5Vs44/rBOLL33Uu03iCRXWxj0sW9iUVkdAYRvXHP1n4NZoni3lk0VaVP8yvpk4X+APe+ilbXQDyGYDCgLyjY79eLVFXR8M9/4vv0s7Zt/q++xj/rW8qeeRrdqFF7dN5oVTVbf/ZTohs3tW2rv+8+ih98ANuxxyKajqzUVA2NztLlpfsbbriBG264AVmWGTBgAIMHD076T+PQIOTz0rhlM0u/nM7qud/iqa8lHu3caq2vqYE3/vTbnYIKQFVZ/vUXLP78Y2Q5/ep4oLWFGU8/1iaodmXDwh+6nKoU9Hlpqa2mqWorLbXV7a7KB1pbmP1q+r5W0VCIzUsWdunau6I3mhh37kVpGwSX9h+EO4N9u0ZmQj4vAU9rxs+SRqK1QO8xE9KaoOgMRkaecTYmzdoWSKSOHZOh/qiwu7PdF39VVfE2hvjxs818+OhiPn96OdVrWwj59y66ZcsyUT4gh7HTejBgYgnOXPMBMcuIhWXmf7wp7ZiqqCz+ahtyXEk7no5Aa4SPH1+S4kTYWhdkzlvriYb3/d+wziBhthv2WFBBwj5+4KQSdIbU1xy9UaL/hKIuN2PeU2K1tXg+/phtP/85G6ZOY9uvr8c3cyax/ZyKpzQ3JwmqNuJx6v52D5E96CuqhEI0PvZvZI8Xdi35UBSqbrqZuJZeqHEU0+Un1quvvsrrr7/Oqaeeuj/mo9FFgp5WQn4fACabHavTRaC1ha+ee4rVc75p20+UdJx2/a10GzocvbH9VaSGzZsI+dKnHS346D0GTD4RR5oeUtFQkOaqzA/pbSuXk9+tsjO3RWttDa31tXz/9mtUr12NTq9j4HEnMfTkM3Dmpkac5Hic5urM165Zt4ZBx5/c9u9wwE+wtZV4LIreZMKRm4skZS4gd+UXcuk9/2LBJ++x/ofv0ZtMDDvlTCpHjMbWTuTuUEBVVeRYFFGnQxQPbqpLoKWZzcsWs+Cjd4mFw/QYOZbBJ5yMIzcfob3q/qOUrMIizr/rHr556Vk2LfoRVVUo7tOfSZf/FGd+4QGfT9wbId4QIrymBcmmx9TbjeQyIu5lZGdfUNDDxRm/Hsy3b6ylpTaI3ijRb0IRQ04oa7cep7U+xFv/mE8ksFMcbFzcyLCTyhl2UhlGy+FlvR2Lxtv6Y6WjaZufWFRG6iCFcAeN23zIsfQibMOiBsaeXYnhAEd8Oosj28TZtw5n5iurqduQ+E4rqHRy7EW9sHexcfKeEvd4aH39dRofe7xtW3jpUrZd+3Py//hHXNOmIu4HgyWAwPffZxyLrFqF4vMT93g6nQaoxOPEamuxjhuHuf8A9EVFhJYuoek/T6HGYiDLBOfPx1Bauq9uQUPjsKLLT0KDwUCPHj32x1w0uoAcj9OwaQOfPvEQTVsTxbjZJWWceO31+JqbkgQVgCLH+fBf93LlA4/hLipp99wtNVUZx6KhIHIs/QquKOkQRBFVSf8F3NlVdU9DHc211fgbG5hy1bWE/D5EUULS6Zj/4buMnnoett3qsySdjqzCIlpqqtOeM7/7TjHnqa9l1ivPs/b72SiyjNnuYMzZF9Jz9LiMvX8EUcRVUMixl/6E0VPPRxRFLE5Xp+7nYKEqCp6GetZ89y1bly/BVVDE4BNOwZGbj+EgpGcEWlv47MmH2bhwftu2H95/k2VfTeeiv9xPVsGBFwmHAzml5Zz0ixuJBHyoqorRYk35/B8I4q0Rmp5bTmyXF3bPxxvJOqcnxp5Z6LqYoravMZp1lPXPZmqpjVhUQRQFLA59u+l2kVCc2W+uTRJUO/jxs830HlPQJVGlKiqyL4rii6LGFSSHEdGm3yPRKcsKYV8MVVUx2Tuuo9qB3qDDXWjNmAqZXWzrUnpj0Je56a6qqChdiHpFw3EigTgqKkazbr8LVlESyS21c9ovBxEJxhEEMFp0mKwHzkpdbm6m8an/ph1ruP9+rGPHYCwv3y/XbjcNTxAQVJXo+vXohg3r8FxKLEZk+XK2/vJXyLsYQFknTqToH/dSdcutIMvILS37YuoaGoclXRZVN998Mw899BCPPvqotrJ8EPE01PHaH39DfBeB07RtC6/f/Rum/eaPSDpdSrqcqiqsmvMN4869uN1z55RmfsCb7Q50hvQvT2a7g56jxrLmu9kpY4IoUtynX7vX3YG/pRmzzYG3rpZX/nAbsXCo7fwn/vwG/C1NKS+VVlcW4867lI8e/kfK+fRGE92GDAfA29jAB/+6l7r1O5tzhnxevnruPyDA4BNORdJl/rPQ6Q0H5YV2T2jcuplX77qNaGj7y9XiH1k0/SNO+/Wt9Bg5Bp3hwPZoaampShJUOwj5vHz/zmsc95Nf7BdL/CMBq9OJdS+KyvcWJa7gm7ktSVABoELLW2vJvWYQgiQgHQJ9fywduOLtSiQQY/OypozjW5Y34S7s3GKQKitEt/poenElin+7EJEE7FNKsY0pQuqklTokem6tmF3Nytk1KLJCj+F5DD6+DGcnoit6k8TwUyrYuDg13VoQYNCUkk5HqQDyyzP34LO7TZ2uS/LUB5n77gY2LGpAVVRK+mQx4byeZBVYEPdzGp7ZZjhoPaliNTUQSy9MFZ8vIUL2k6iyjhmT+KWnScm3TphAZONGfNM/w9S/f4fRslhVFVuuuRZlN/OcwDffoC8qwn7cFHzTP8c8ZCjx5mZ07sPje1JDY1/S5SfZt99+y0svvURlZSVnnHEGZ599dtJ/GnuPLMfxNtTTuHUzrXW1RMPJK45yPM7izz5KElS7jq345kt6jBqX9tyednoqRUMh6jauB8CenZreBzD67AuxZqVPdzOYzUy85Cocu6fnCQKnXncLVlfnHrIGs4WQr5UZzzzeJqgg8fL9/v1/RRDSf2zLBg5h/AWXJokimzub8/7w17b78TU1JgmqXfnu7dfwNtanbA/5vPiaGomEDp++JkGPh0/+/cBOQbUDVeXTxx8k0HrgVxNXfJPZxGb13FmEt6exahx6KP4owfkZnh0qRNa3ogQP0/q4dlzG1S5YkMdbIzT8d9lOQQUgq/g+30JkfWunz+NvCfP+Q4uY/9EmAq0RQr4YS7+u4q175ye5CbZHVoGFE3/aH4NpZ0TKaNVx6i8H4ehi2psty0hJ3/TP/PHn9uhU/yhvU5i3//kj63+sb/uZblvVwpv3zsfTGO7SfA43OhIrQjuLeHt9baeTvN/8JmW7lJND3s030fDII4g2O6rcsbV8eOWqFEG1A89772E/6WTMI0YQXrqU6ltvI1af+l2qoXGk0+W/ZpfLxbRp0/bHXDRIvAwv+/pzvn/ndaKhIIIo0nvMMUy89Mo2YRANhdi2annGc9RvXE/P0elFVcX2iM2uxGMxJEmifvMG3vjT77C6sjjx2l/z7WsvtAkQnd7AyLPOoe+EY9uty3HmFXDh3fdSu34tGxctwJGTS68x47G5szsdhdDpdPz48ftpx1RFYdmXn5Fz5TVIUvLH1+JwMPy0afSdMIlAays6vR6z04Uty90WVa3ftD7jdUNeD7Hwzi/4oNfDthXLmPfeGwRaWijo2YvRU8/HmpWN/RBfhQv7vTRs3ph2TI7FaKrausduiHuKKGV+3Ih7aHevcYBQQM1QVwOghOJEt/rQ51naPU3cF0ENySAKiBYd0kGuVzKYdRT3clG1pjXteGm/7E6fK7yyGTKkwnk/34yxmxPJ3nG0pGp1C611wZTtIV+MZd9UMfrM7h1GmgwmHd2H5VJQ6SDojSEIYLYbsNh1qP4YoY0e1HAcfaEN0aZv9/dgths4/op+LPlqK0tnVhELy7jyLYw/pweFPTuOnqqqysbFDQTT2JvHowqLvtjCMef1RHcI1OXtD3Q5OUguF3Jra8qYvrwcyeXab9fW5+ZiP+lELEOG0Pr2W8TrG7CMGYN1zGjCK1eRf+stRNatw/vhh1hHj0bKyUHKkKYf27ol43XUUAhdXi7uyy+j+tbbUCMRmp97ntz/uwFRf3jVJGpo7A1dFlXPPvvs/piHBokI1bKvpzPr5efatqmKwqo5M/E21XPWzb/D4nShM+hx5ORRvzG9QLBn5xDypa7627KyKe6dSMFTVRVvQx3r5n/HlqWLGXjcycx982UUOY6vqYFP/v0AQ08+g7FnX4gcj5NdUoozr6DdlDFFkfE3NVG/eQPRUJDhp52FxeHCbO+a7bMsx9ut62rYupl4JIpkSf346o1GnHkFOPPS29Xa3elrpiDx0q/TJ+4vHPDz3VuvsvDTD9rG182by4YF85h62x8QJRHrIVxTtXurg93JVBe3P+l37BQWf/5x+rGJUzA7MqcZaRxcBIOIvshKrDp9tNZQakcOZY5UKTGZ6FYfrW+vI7492mLo5iDrnF6IRgnZH0ONyUhWfaIGaS9c37qCyarnmAt68ea984lHk/9m+k0oxJbV+ZSxaJU/41i8KYzaTh+tHcQiMqu+z5xNsG5BPYOPK8Xaifo1SRKxu83Y3YnIlBKTiWzw0PziyiSBbB6ah+vUbu0KPqvLyKgzujPg2BJURUUyiB02H267p6icNhVxB1tXNBMJxTsUVYqsEPBECXgiKHEVW5YRi8NwyIsxXVERRf/8J9t+8YuEmcN2RKuFor/fg6Gk/RrnvcVQUEAkGkVXUoKpb1+C8+cj2az4ZnyJf9cWOIJA/p2/w3HmmejSfGeb+mVO35dychBtNrZccSVs/+5pffUV3Jdcglik1cpqHD3s8TdXQ0MDq1evBqB3797k5qZPF9PoPP7mZr5/5/W0Y9WrV+JvbsLidBGLRBg45UTW/TA37b4jzzoXVVHZtGgBrXU1IAhUDB7GlKuubXPta9q2hVfvuo1IIPGS1H/S8UkiLehpZfZrOy3KJ15yFSPPPCfj3BVFpnbdWt762++TUs5yyrsx7bY/pHULzITeYMJdVIK3IX36QG5ZN3TGPcuPzy4pw2ixEgmmvhz2GjO+rY9WoKU5SVDtQJFlvn7+v5x1y+8OaVFlstpw5Oal/xkKAjllFQd8Tq78QvpNnMyKb75K2m7PzmXE6We3CVqNQw/JZsB5encan1qaki6nL7ahRGRMla6Mx8frQynHKt4ocnOIpvc3tAktRLCOKcIxpfSA1WdlFVi44M5RLPlqG1tXNGOy6Rl6QhkF3Z1dMjQwltkJLUz/zNLnmRF0HdcgCyLo9JmjUDqDiOKNEg3GkGyGTkW+dqB4ojQ9twJ2S2kMLazHUGrDNrao3TppSSdidRgS6Y1xFTkQ61SdmCiJmG2Z9zNZ9YhS+z+beEymem0r0/+7nMj2NFNRJzDmrO70HVeEqQv1agcaUa/HPGwo3d59B+/HHxNZtw5T/wHYTzge/X4WVDswFBVhnziR2r/8FTUYwNird7KgAlBV6v78F8yDBiH164cgJYtVQ0UFhooKops2pZw/55qraX3t9TZBBaAEgqjxzCYnGhpHIl0WVYFAgF//+tc8//zzbavhkiRx+eWX88gjj2CxtJ/+oZGZWDiUWgOzC83V28jrVsnmJQupXb+WsedexHdvv9bmticIIuMvvJTcsgpMNjsX3H0v0WAQUZIwORyYtvdZCvm8fPbkw22CKnGskLGgFejQ1MDf3MTb99yVMv/GzRuZ+eIznPTz6zGYOpfLb81yM/z0aWxa/GPKmChJDD7hlJTUv87iyM1l2m/u4p2/350krPIrezL+gsswbV+hq167OuM5mqu2EvJ5UWQZUTo0V0lt7mxOuPo63rrnrpTf6aizzj0ogtDicDLx0p/Sd8JkFnzyPrFQiN5jJ1A5YjSOnLwDPh+NrmEosZPzs4F4Pt5IrMqPYBCxDMnD1NdNrC6IZE//YquE43imb0oRY44TK2h+fU1yDZICgTnV6JwGbBNKEDp42d4XiJKIK8/CuHN6ED0lhiiJe/SSburtRjBuQo2k1qc4TqrolEjU6SUGTS5l05L05hn9R+YTfHcdnio/+iIr2Zf2Q+funJNnaEVTiqDage/rbVgG5CC1E32Kt4bxzawiOL8WNaagL7HhOqMSfZEVsZ3+WzqdyKAppaxbkF5wDj2hrEMTCV9ThI8eXYKyy/yVuMqct9bjLrRRPqDzaZoHA8liQaqsJPfXvz4o3xuCToepd29KHn0EpdXD1muvzbhv6+tvkHP99ehzk7M6DCUllDzxOLV/vJvgd98BINpsZF/9Mwzdu1P3t3uS9teXlCBoTYA1jjK6/GZ60003MXPmTD744APGjx8PJMwrrr/+em6++WYef/zxDs6gkQmd3tCuJbk1K5ugx8P3775B09bN9Jkwiam3/WG7+YSKM7+QoKcVo9UGkHCpS+NUF/L5qN1NNFStXkn5wCHpm+QKAqUD2m/s3FS1NW30B2Dt97M55qIrOi2qdHo92SVlnHDt9XzzwtNt57U4XZz8y5twddF6OxIMEPb7iYXDxGMRjFYbF//1AZqrt+JrbCCvWyV2dw6O3J0v9u05AEJChCqqgsihKaoAivv049K/Pcjs11+kbsM67Nk5jDnnIop79cFgPjiLH1anC+vgYRT37oeiyBjMFs1F9DBBNEiYKl3oLumDHIihBOPEGoJINj2G8gJEcwZRFZGJbU1ORxbtepRIPFlQ7YL3622YB+eh64QJQtK14sp2O3MVwSAiOQyd/nzpdCK6LjgH7o7kMpJ7zUCaXlqF3JyozRQMEo5TKjC046C3O9nFNnqMzGPdD8kiJL/CTmmRleA3iX58seoATa+sJOfK/kidiKjF2zG5ULzRdk054t4ddvo7a71i2/w0PLGY3F8MxljW/v1lFZgZfnI5Cz7dnLS9x4g8inu72j1WVVVWfVeTJKh2Zd6HG8irsHfa3U8JxVHCcRBANOsOWKrpDg7mQpzO6SQWChHfxRJ9d+LNzUS3bkkRVQDGigqK/nkfSmsrSiiMaLPi+/prtv7s6pR98265BX2etlimcXTR5afJW2+9xZtvvsmkSZPatp166qmYzWbOP/98TVTtBRani56jx7Nm7qy0Y678fGRFRo4m6mFWffs1q779GmuWGwEBf0sTlcNH0XfCpHZFgaqkrqQu+2o6p99wO/WbNhDyepLGJl58JRaHq+3fvqZGatauYu33c7G53Qw87iQCuzykswqLMNsdeOrrCLS2oCpKl2t47O5s+ow9hpK+/Ql5vYkUEocTZ04eQidNDQKtLcQiYZZ99QWFPXrx5f+ebEuH0xmMTPnJz+k3cQpGS2phbkFlr4wCt6hXHwwWKzrdoZtyAgkr+fzuPTjt+oQtvajTYzlE6pb02grmYYvObUbnNqPEZEw9XAgd2GELkoBoNyS5A0oOI3JTZtc3NRRH7UL/I4C4J4Lv660EfqiDuILkMOA4pSLRoPgAGGIIooCh2E7eLwaj+GOosoJo1SeEXRcswy0OA8ec34uBE4tZ9k01ckyh18BsXHqB0NvJzqWxrX4Uf6xTospY6SIwL329lr7IitCO+UW8LpgkqNpQwfPRBrKv6N/uz9hkNTD0xDJ6jSpg09JG5LhCxcAcbFlGzB2kMCqySlM79WrehnDG5sRJU1VU4g1BWj/aSGRtCwgC5oE5OE8sR5d9YBoBHwqINhvm4cMJfPVV2nHzkCFEVq7CmqF3lT4nB3J2Ci7BYCC84Ed8X34JioIuN5e8W2/BOm7sfpm/hsahTJdFVTAYJD8/1TUsLy+PYDDNQ1ej0xjMZiZd9lP8TY1YnC76HzsFRVGQdDrcxWWoikpL1RbGnH0BZqeL9fO/Y8kXnxJo2SloygcP6zDKYrTacOYXJNmrRwIBZjzzBCf9/AZa62rYtPhHrK4sBh1/Ms7c/LaXcU9DHW/8+XdJxy767CPO/u3dFPbsw+ip59FSW4OvqYEBk09EZzAw7703MZi7/qVlMJtxm4uhsLhLx8VjUWrXr2XN3G9RFYWKIcP56OH7kuzZ49EI0594CFEU0RuN5HXrgd2djbTdqcjmzmbKVdcy4+nkRQKj1cqEi67AYDp80lyNFgtGLS1XYx/TXsrXrkg2A47JpTS/ujM6Lnsj6Nqx9hYtunZf8ndH9sdofm010Q07F4Rkb5SW19aQdW5PLMPyEcS9j4gq4ThqTEEwSIjG9Pcv2TPXOilxBUEUOpyLxW7AYjdQUOki3hSi6ellhFojGebUsR02gKHcnhC3vtQFLuep3dtNTwytzhzZiG72JVIeOxCuRoseo0WPu6hzfb92IOlECro52bw0fUpkVpG1U2YV8eYw9f9ehLrDkERVCS1uILK+lbxfDUGXdfgv9MihEPG6OlBVBJMJQ2FqVodks5H76+sIzJoFu/Wy1OXlYuxWAV1wYzUUF1P493vIa25GjUYRbTZ0+flaBoLGUUmXRdXYsWO56667eP755zFtX20OhULcfffdjB2rrUzsLfbsHE77v9tY9e1MPnr4n8SjESpHjKbHyLHMeOZx4pHtX6yCwOATTuHYS3/CzBefAcBks9N96MgOr2HLcifqbf76B1R15wpfa201m5ctYvz5lzJgygnoJH2byIiGggQ8rXjq6xhz9gUs+eIzatauAkGgpP9AJL2O8Rdcyrv3/XnnHAFHbj5n3fI7bFkHLue9taaGN/70W6bdfhchvw+z3cGky37K8plfUL1mVdK+8957g4GTT+TjR/7JtNv/SEm/AUg6HQaTiV5jjiG/e08WTf8If3MjhT1603P0eMwOJ47szC6CGhoayRh7uLCMLiC43dlO8cUQjFIiDdCXmgJoP7YUydF5EwbZG0kSVLvi+XQTxp5Z6DrhmJcJJRwnVhfEO2Mz8cYw+gILjill6HLNHaaPqYqK3BohtLyRyHoPUrYJ26gCJJexw2NFUUAQBGRPekEFCQHaGXQuE7nXDqLl7bVtPyvJYcB5ZiWGElu7x7YnuASjBPtAsLZHzxF5LPhkE/E0EakxZ3XvsAZOiSn4vtm2U1DtOuaPEV7ZjHVs4WEtBKJbttD83HN4PvwI4jFskyaRffXViLm5GLKTv3+NlZWU/fe/1P/jH4RXrABRxDZxIlmXXEzDI49Q8tBDbfsqkQix+noEBHT5eYhp6qslmw3J1v5nSEPjaEBQ1QzOBBlYtmwZJ510EpFIhMGDE3U2ixcvxmQy8dlnn9G/f//9MtEDgdfrxel04vF4cBzENKm18+bw/v1/A0AQRabe9gfe/cef0qaiTbnq5yya/iEWh4vjf/ZLskvKOnWNWCRCc9VWZr/+IrXr1mBzZzN62vmU9huExZnce8TTUMfXz/2X9fO/R1UVrFluRp11LuFAgMLKnmxa8iNl/QfzyWMPJJlf7KBs4BDOuPE3mKz7/6EbC4eZ/uTDZBWV4MzLZ+6bL+Opr8ORk8fosy9AbzTxyb/vTzL3OO2GW/nwX/eiMxq5/B+PkFVQlHTOkN9HLBRCkCQsDmeHkUANDY1U5FAMxRcjutWHoBcxlNlRIwpNL60kXr89y0EUsI0vwn5sScYXeSUqo/hjKJE4olFCtBkILW2k5Y01Ga+df9PwDntoZUKNywQXNdDyZmrTcPclfTH3y27XUCNWG6D+icWou0aUBHBf2AdTP3eHET8lHKf57bWEl6Takpv6uck6rxdShnq2dMjBRD0csoKwI7okJyJooj19DVqsIUjdAwvSNkq2HVuC88TyLqU4dhVZVmjY4uPzp5fj3d4s2GjRccwFveg2KAeDuf1nsuyNUv/4IuSW9OLU2N1J9hX9M0YfD3UiW7aw9ac/I7Z1a9J20emk/H/PYujZE3G37624x0Nk1SoUnw9VUQnO+57wmjUU3n03xm7dAIhu3kzzK6/i++wzBFHAcfrpuM49FyUYxPflV4CKfdJkdIUF6PZjvy0NjYNJV7RBl98OBwwYwNq1a3nppZdYtSqx6n/RRRdxySWXYN6DFC+NZAKtrXz76k4r87L+g9i0aEFG84rFX3zCWbfcidnhxGzrfD8ovdG4vd7mVqLhMJJO12Ynviv+5ibe+uvvaamp3jnHlma+fu6/XPr3f/HO3+8mGg6R371nWkEFsGXpIrwN9VStXI67uBSL05m2jmlfEAkFkQwGQOXTxx4EQWDkmedQ3Kc/tevXoDeaOP8P97BqzkwWT/8YV0EhvqZEWkk8EqFm7WpsWW70xp2pIGabvUs/Ww0NjVQksx7JrE8SN7Ivivui3qhxFdEgIpgkRFNm8wDZF8X75ZZEbZCsgihgHVuIqYcr84VFOmVnngnZF6P1vfQ9AVvfWYuh1J7RUEMOxGh+Y02yoAJQofmN1RTcNALR3f6LvGjSkXV6dzw6keCielAAAcyDchJpe10QVACSJdHsVw7GiG7y4vlkI/GGEJLTgH1KGeb+2SmCVnIYyDq3Z0JY7iKs9KU2bOOKOiWolEgc2Rslsq41YcHfMwvJZehUPZgkJVIAz75lOCF/DFVRMdn0WJ0GxM6IOUlANOsyiirRqocD4DS5vwjO/S5JUIlOJ6Y+vVGjUVpee53sa69JSQXUOZ2Iw4YRr69H8XgwVl6ElJWFbntj++jmzWy+4kritTtT/SW7g8bHHsfzzjtt2xofehjX+eeT+383tB2roXG0skdL7haLhauvTnV70dh7lN0a31qcLnxNmRsn+hobqF2/ltJ+A2EPXvyNFmu7Aqe5eluSoNpB92EjWPrldPwtTTjzC4hFMhedA7TUVvPhg38HQWDE6dMYdeY5mNOIuL1Fp9fTe+wxfPBAwt712EuuonHrZt79x5+S9ht26lmMnnY+VpebxV980rbd39RIyOdLElUaGhr7FjkUJ94QpOX1NW2udKJVj+usSky9str2UxUV2ReFuAKiQGBxPYG5NTtPpKgEZldj7utGMEpp7cxN/XMQ98KoQvZFk5rl7ooSjKMEYpBBVCnBGLFMJgtxlVhdoFOW6JLDiOusHtiPK0ONyNsjdMlNklVVRfZGUfxRlIiM5DQmmimbUr/mVVkhtKyR1rfX7bxPT5TWd9YRrw/iOKE86TjRqMM8IAdDuYPwqmZkfwxTbzf6HHOnemUp4TiBH+vwvL+hbZv3002Y+mWTNa1Hp/ttWV1GrF10hASQrHpsE0toeTV9qwzb+CLELtTwHUoowSDeTz8FQDCZyLv1FiSXi9CCHxHMZqxjx6BEMohJvR5DcTEUJ9ctK7EYre++mySodPn5SO4sPP98Z/fT0Pr669iPPw7bxIn78M40NA4/9khUrV69mkceeYSVK1cC0LdvX6677jr69OmzTyd3NCJKElmFRTRXJWxzW2qr6TZkRMZGv7nl3WjatgVHTh72/VDnU7V6Zdrtpf0HseCj9xg19TwKKnthTtOBfQdmuwNlR0GsqjL/g7fJ796TPuOO2efzNdns6I0mYpEwjtw8DBYry2fOSNnvx4/fY9rtf6CpahtNW3fa/LqLSwl6PF1qVqyqKoosa2mBGhlRVRVvYz0hrwdVVTFZ7YmI6FHogqiE48jNiWbAu4oVJRCj+eVVCYvucgeyP0poWRPeLzaj+GOIVj22sYW4zqqk9f31SRETz6ebyL6yP03PLkuqm9HlW3CeWE68NZyI0OyJZXpHdTbtDbdjUw5kFGsAsj+KKqsggs5uTAgpY/psEFVRidUEaHpuObI32jYv65hCHMeVpUSeZF8Uz8cb057LP6ca69iiFDEmGhMRRP2EXSKN/iiyJ5KIMLZTHxZvCScJqh2EVzQR6p2FbXTX2mTsCaZKF+aBOYSWJi9S2iaWoMs9NIx8lFCIeGMjSiCAaLEgZWcjWTvI6pAkxO37FP39HppfeJHQggVtw81PP03uLTejP/98pE6WNcTr6/F/kfy9aT/heDwffJjxmKann8E8dChSO+8CGhpHOntkqX7hhRcyYsSINmOK7777joEDB/Lqq69yzjnn7PNJHk1YXVmMP/9SPnjw7wDUrlvD2HMuwmixpu0DNeyUM5nxzONkF5dC331fz7Zr76ZdURWFISedhqe+jvfv/ytjzr6QyuGjWL9gXsq+I888h6VfTk/a9t3br1LWfyCW/dCEdofTXe+xx7Dimy8z7rdkxvQkMVgxZDhN27aQVViU8ZhdiYSCeBvqWfrldLwNdXQbMoKKIcNxZviZaRydxKIRtq1YymdPPNzm1Gl1ZTH5ymsp7tMv0U/uEEAOxJCDMdRgHFQV0apHtBuQ0kQ69gYlGCO0pDGjoPBO30TWxX0IzKnG9+XOlCYlEMP7xRasowuwDM8nOL+ubSy2LdGMOP/G4USr/MjNYfQFVmRflPrHFqOG4khuE9kX9kZfbOtS/Y9k1yOYdaiheMqYaDcgtWOSIJp1SFnG9GlnAuiLUutM5VCc6BYv3k83EasNIGWZcBxXhql3VsY6M9kToeGpJclphioE5tagyzJhm1Cc5DioBOOpKYm7HBdvDqNvx51R9kUJr2vFP3Mrsj+GobsT53Fl6LLNKa6NqqpmtHIH8H2zDXO/7A6jVbI3kvjMSAKSzdAld0hIuDK6plZiP7aE0IomBEnA3D8H0Wnocgrl/iBW30DjY/+m9a23IRYDScJx+unk3XQj+jSOyzsQjUayLroIxeshvHJlkqDaQcM/78c2YUKnRRWShGBI/pmIViuKN70ZDIDc2ooaS/0b0dA4muhyvPu2227jjjvuYO7cuTzwwAM88MADzJkzh9/+9rfcdttt+2OORx2l/Qcx4cLL25z3vn31ec757Z/ILe/Wto/VlcUJV1/Hhh/nEfS0ktVF2/HOUtKnHzkl5SmpeltXLCWvWyVLtqfOzXvvDXqPm8jw06a2pRM6cvOYctXPCQf8bF2+JOl4X2MDcnz/PIAtriyyS8sxmC0EPa0Z9wt5E42SjRYrw049k4kXX8mGhT90Ki0xFgmz9rvZPH/rdSz85H3Wz/+eL/77b1767Y00V2/bh3ejcbjTWlPNO/f+Kan1QaC1hY8e+gcttdXEo13r4bY/kANR4o1BvB9uoOGJxTQ8sYTml1cR3ewl7t+384tu9RGrTV9/CRCrCaAG4/hmpv87CvxQh7l/qpuoIInoskxYBuRg7OGk6ZVVtLyxpk0Myc1hGp5aipzBmjwTkt2A+/xeqREpUcB9QS/EdlwKJYcR17QeaaNZtgnFSLbkF1dVVgkvb6Tp2eXEagKgJubd8sYafDO3JZrWpiG61ZdRJPlmbkukUO5CR4KkPcMGORCj9eONtLy2mlhtMOGet6SRuocXJua8O6qK7Mn8GVKC8XYbD8vBGMHF9dQ/vpja++ZT98CPeKZvQvZ27fcIIFkNGErsOE+swHFcOfoC6wETVLLHQ3jVKurvf4DaP/+ZwA8/EG9MRM3kQICGf/2L1ldfSwgqAFnG+9571P7pz8iezGIGwNirJ+6rfoLn3fcy7tP6TmraXiYMBQU4d1sgD69YiXnY8IzH2CYdi2TXHAA1jm66vARZU1PD5ZdfnrL90ksv5b777tsnkzraMdsdDDvtLLoPG0lzTRWSJBGLRphw4eUochxFVoiGQyz+/GNq160hu6QsY0Rpb/A21hP0eBh80qlIOj0mm43v332DuvVryeveg9W7NClWZJmPH72fboOHM+WqazGYLTjzC/j0sQep37gee04uRrMFT30dsUiYvIrKLtUtKbKMv6WJaDBhRGF2ODFlqAWzOl2cfsPtLPjoHYp6902qUduV0v6DKBs4lLyK7qyeO4tAawsn//LGtIYduxNobWH6fx5J2R7yepjxzBMHzO1Q49AmHo2y4OP30hrNqKrC4ukf47w0H0d259NN9weyN0rTi6uSehjtSCfL/cUQdO1YaneVeGsEqZ2eQJLbhBKKJ4wo0qGoiYiFQFsKoL7Q2iZQ5FCM1g83po0sqTGFwKIGHFNKO22fLUgixkoX+f83DP+camJ1QfRFNmxjCpGyjKCoKHEZQSeldQE0VjjJ+9UQPNM3E9vmQ3IasU8pxdjdlZJiJ/sitH6UIS3v2ypsYwrT1kjF6jL3iFQCMZCTP3+iRYe+0JpWBIkWHVI79vOyN0poYX2aAZWW99aRc9WApOidIIqY+2cTXpG+z5SxmyOjiFMVlfCKpiTnRTUq4/+milhtAPcFvTtldHGwibe20vTMMzT/56m2bS0vvYx5zBiK/3EvajiM59130x7rnzGDePPNSM7M30v63FzUHpXIXm/mOTQ0oqpqpz/3tokT8Q4ZQmjRIgAC336L+/LL8Lz/PspuIk+023Gdey6C/uBH/DQ0DiZdFlWTJk1i1qxZ9OjRI2n7t99+yzHH7PsamaMVvcGI1Z3NqjnfMO+9N0FVOeHq62jYvJGlX01H3r6aVdZ/MCf+/HqsrqwOztg1PPW1fPzo/VTvUlNlMFs48+bfYstyY81yM/3J3USFqrJx0Xw2LpqP0WLlknsexOJ0MfXW3+NtbCDk85BTVoG/qYmCHr0wdbKvRcjnZdWcb5jz2ouEA34QBLoNGc5xP/kFzrz0aRE5pWWMPfciwj4fq+fMIh5NXtU0WqwU9+nPG3/+Lagqo846j5yScmzZneunVbN2dUZHxi1LFxH2+TRRpUEsEqFhc/qXZICmbVuIhds3ednfyMFYwpEtTVNYFPB+vhn3hb2R0pg9xFsjxBuDxBtD6PIs6LPN7b6QA+hzzBgKrATm1SSc7HbDcVwZYgfNXAWdiHlADpYhCTG6q0hTowrxdkRGbIsXVVa75AgoGiTEfCuuMysTzX/1ImpcId4UJjCnilhDGEOZHevIAnQuY1IkSDRIGErsZF/cByUiI+jEjCmDSjCeVgwmbgziTWF02alpeYbizHU3ksMAu0WmJJsB94W9afjP0oTo2oFOJPuyfu32CIusb804FtvmRw3HYbf7M1Y6kRyGnfVeOxAFHCdUpBWKkEj583yyKf081rQie2OHhaiKbdmSJKh2EPruO3zTp2MePBgyfJ8AyM3N0K1bxnEAKSsLy9gxBL78Ku2446STutSHy1BSQtE/7yO8bDme994FUQK9nvKXXqThwX/h/ypxHeukY8m/5Rb0JSWdPreGxpFKl0XVmWeeye23386CBQsYM2YMkKipeuONN7j77rt5//33k/bV2HMsdgejzjqX/pOOp27dGkRJYsRZ5zDstKlEQ0H0RhMWhwPTPrb7jgSDfPf2a0mCChINgN+77y9ceu9DmKw2+k44lrXfz057jm7DRmKxOxl2ypm8/8+/Eo/t/DIt6t2PHqM61yhaVVXWzf+eL595YteNbFw4n7f+9gfO/8PfsLnTCyFHTh62rGwu+vN9zHjmCapXrwCgbOBgRp55Ll8//1+cuXmMPfdiug0d0akI1Q5iGdyUdqAoGeoVNA47Qj4vciyG3mTqcisAncFAYc/edB82EmdeAYHWFpZ//UVb9NSVV4DesOdNafcJKkQ2ZV7hjm72Jlz1dhNVsfogDU8tTRJjkttE7k8HpH3x34G+xI73yy1knd2T1g827HTsEwUcx5VhKHeArKLLNRNvCKUcL7lN6PLM6PIsNL2yOuEMSCJa5b6oD6JNj85tIhpIbSoMoCuwtttXqj0ESUSQRNS4THh1C82vrGqLlkU3evDPrib36oEYy1NrV0STLqN4gETqn2AQMQ/KJbyyKW3NmWBMn7anL7Ih2vQo/jSNlE8oT1uvpM+3knfdECKbvEQ3e9HnWzD1ykJyGlGCMVRZRUxjQCHo20kdFEib6rij8XDrpxsJL28CBfQlNrLO6oE+N3PUUo3IyaJvN2K1fgyF+6c9x75ClWVaXnkl43jzCy9SMnp0u+cQO2H+INls5P3f/7Fp1reoseSfmb68HPPgQZ2b8C4YSkowlJRgnXgMCALS9rY5Rff+HcXrRVVVJKdTa/yrobGdLouqX/7ylwA89thjPPbYY2nHgEQXeFl7sdxbdlieu/dTzdQOVEUh4GlFVRRikQgrv/067X6xSJi6DetwFxZT0KM32aXlSe55AHqjibHnXEg44Oe9f/6lLaq2g+rVK1jw0bscc/GV6DpIF/C3NDP7tRfSjrXUVNFSW51RVEHCTTGvojtTb/t9Wx8ts81OXI5z9h1/RBR12LK6HuUr6tU345i7uBTjYR6lisfjBFuaaa6pIhoKklNajsXpOqqibyGfl+o1q5j71iv4GhvIq+jO+PMvxV1ShqGTrn2yHKfHiDHMeeMlGrduwZmXz7BTzyLs9zH7tRcYfOKpmA6yW5ZglNqNTEg2PewW1ZG9EZqeW54S3ZKbwzS9siolBWxXdE4jjsmlBBY1kHVuz0S0SlXRF1oRHTtNA7Iv6ZsQbbu8VAtmHdmX9SW6zY9vxpak88ZqAjQ8tYS8Xw3BcXwZjc8uT724KGAdkd+lFft0yL5Yotnw7hmKcYXm11eT9/PBaYWMKqso4RiCKCJub1irygrxlgjBBXVENnmQXEbcF/UhtLyJ4IKdZhyCOXNans5lIveaQTS/sqotpU/Qi9inlGLu50YQhETdkkDSveuyTOiyTFiHJtLHZX+U4NIGfF9vQ/HHMJTbcZxQji7H3Nak2FjpTEq93BVTH3dG+3pdthn3ub1RTo2BoiKYdO2afCQOEjNeC7b3lzrEUWUZuTVzTZTi8yFarVhGjSI4L9Xoydi3L7pOZlAYKiqoeO1V6v5+L8F58xCMRpxTp5J97TXoCwr2+B4kS7I7omSzaUJKQyMNXRZVSjshao3DE39zEyu+/YpFn35ENBTk9Bt/kyKEdsXbkMint7uzOeeOu1k0/SOWzviMWCRC5fBRjDvvElwFhaz8dmbG8yyZ8SnDTzsLR077tWDxSDipwH936jasS/To6oDdG/jubWzAlpVF/0nHs/zrL5K2C6LI8T/7Fdb94Gp4oIjHomxdvpQPHrgnqf/YwONOYvwFlx3W99ZZoqEQCz/9kLlvvty2bdPiH9m0ZCFTb/s93YeO7PDFXJFlNsyfxyf/vr9tW+OWTcx4+jGGnz6NqbffhbukFIPp4DZNF3Ui1hEFyf2fdsE2sQSdPfkvRvbHiDelT1uMbfOjBGLtu+JZ9VgGZCO3RFBjMrIvTrwlgmGXY/QFVvJ+PYRolZ9YdQB9oRVDsQ1VEvB8lGrPDaD4YsRqAhgqHDhP7Ybns01ttVmCWZdIY9yDPke7E28JZ3QvlJvCyIFYiqiKN4cJ/liXcJ4zStgmFGOscCC3RGh4cknS+UILG3Ce3h1TXzfhlc0gCWRf1hdp999DMJaI9AkCOreRnJ8OQAnEUOMKolmPaNejhmRCa5oTbomSiHVUAfpcc6rNejCG57NNBH/YKeTCK5oJr2om95pBGCsSkXzJZsB5Wjc8HyantYpWPc7TurUbjUvYwref2rkrklWf+BmsSP0OEIwS+n1ghR73hJG9UYILG1DDccyDc9EXWtHtif1+GkSDAcepp7Sly+2OdeIx6LKyKLznHqqu/zXh5SvaxgyVlZQ8/FCnRZVoMGDq14+SRx5GCQQS0SW3G9F4kKPhGhpHCVpjnaMcf0szH/zr70mpfr7GemxZ2fhb0hcWF/bs3fb/9uwcxp1/CUNOOh1UFaPV2vaS6GtqyHjdeCSCEu84kinp9OiMRuIZ0u2ceXu++rY3mGx2jrn4Skr7DWTee28SbG2hsFcfxl9wGe7iwzu33NfYyLv/+BPKbpHmpTM+I797TwYff/JBmtmBI+Bp5bu3Xk0dUFW+eOrfXPzXB7C3EyGFxN/WV/97Mu3Ywk/eZ/DxJx90g4odSG4Trmk9aH13XVJUwDwoB3O/1PtM12Q3aTza/nisyk/Df5am9HGyjStKpKttj+LoXCZ0LhP039mDL94UQvG1kxJW7cfcNxvrmELMA3KIeyIIkoDkMCDZDV2yU89IB/2ndo+sxJtC1D+2OCnq1rzRi/vSPninb0kr0DyfbiT3pwMxdndi6pedqNXanraoxGTitUFaP1xPdLMPwZAQS7YJJejzd6bDxb2RhIvjLumdoYX1mAfn4jqje5KwUnzRJEG1cwBa3llH7tUDkWwGRJMO6/B8jN1c+OdWI3ujmPu6MfXNBkUlVh9EMCSin7vauO+O7I0gB2KoMSXRpHi3ZsaQSJl0nV5JY32orUk0JKJwOVf137O+Y7sQaw7hn11NYPbOBvfBH+vRF1vJvrw/ug7qAzuLZeRI9KWlxLZuTdoumM3kXHMtotmModhM6ZP/Id5QT6ymFl1+Hrq8PPS5XX9GSE5nu8YWGhoa+4c9ElU//PADX331FfX19SmRqwceeGCfTEzjwNBctTWldmrpl9MZcebZfP1camFtbnk3nLnJ5hCSpEv7glncO3PfLFd+IbpOrJ5ZXFkMPv5UFnyUagdrMJvJ61bZ4Tn2F1ani/7HHkfFkOEosoxhD2puDkXW/jAnRVDt4Pt3XqNy+KhDprfS/qKlpgpVTR+J8Dc3Efb7OhRVYZ83YaySBkWW8TU17rdWCF1FMuuwDMnF2N1JZKMXNSpj7O5EchrTRpxEuz5zWpYkIFoyf7XI/igtb5OPuYoAAQAASURBVK9LK0z8c6qxjilsE1XpJ5s4vxJMb+ig2y4qRIOE6JbQufeswbKqqsjeaMI4QhQQLfo2h0Gd2wySkNahULQbkHa5fyUm4/1yS9raIAGBeH0GU424ihKVsR+TukgTrw1S//iiNqMPNarg/7aayHoP2Vf1b4uyhFc2JwmqHYQWN2AdkY/Uc6eoaq+uLl4XRAnF20SYaNZjKNaTNa0HqqKiBOP4ZmwhsKAO5ESPM8fxZZgH5aZ8flRVJVYboOmFlcjN26OdooBtfBH2Y0tSImg6t4ncawYSawgR3eJFcpsxltqRnIY9ro2DRK+teF0oSVDtIFYVIDC/Fseksr26xg70BQWUPfc/mp5+Bs/bb6NGo9iOPZa8m27EUFbatp8uJxtdTjamvpnTyzU0NA5duiyq/va3v3HnnXfSu3dv8vOTc9P3Nk9d48Cz+rtvU7bVrF1Naf9BHHvZz/jh/TcJeloRRJGeo8ZxzEVXZHTcg4RBQ8jrBUEgu6Q0bc0VwLGX/6xTL+Y6vZ4RZ0yjuXorGxfOb9tustk55467sXcyLWJ/cqSlwzVXZe6z5W9qyuh6eCQh6dp/NIpix9EOsYNz6A62QcVuiEYdYq6uUylVks2AZWgewR9TrbVt44oQ27FgV0LxzEICiG7xos/LPAfJYcR+bElaVzjBrMNQvPe1HkokTmSDh9Z31rU51ukLLGSd3xt9gRXRpsd5SkVKChwCZJ3TM6l3lRKIE1zcmPY6HcS70gpPORij9aMNaZ0TYzUB4vVBdA4jsj+Kf06qYNiBf041hgpHW62UYOjgM50m6iRIIkooSvPrq4mu31k3pARitL63HlVRsY0pTIoOyq0RGv6zNNnlUFHxz6pCyjJiG1OUEuGSHEYkhxFTpWvnITEZVKXLTYDbjo/KhJan/70ABL6rwTayYK+jYTswFBWRf/tt5Fz9s0Rzbbtdq0vS0DjC6LKoeuihh3jmmWe48sor98N0NA40RnP6l5d5775B2cAhXPjHe4lFI0h6PRanE7Mtc0d2b2M9K775ihXffIkgigw87iSm3vp7fnjvLZZ9PR1FlrHn5DLp8p9R2jdzFGt3bFluTvnVTQRaW2iq2orF4cSZV4DdnY3QiZdbja5RNmBwSq3YDnIrurU1pT6SceUXojMYU6z4AbJLyzHZM/8d7MBsd5BVWJy2T5rRam3XYOVQRzTpcJ5SgWg3EJhbjRpVEEwS9oklWEcWtG+J3sHiW0cvyYIoYBmWT7w5TGBebZsykZwGsq/ov29qpupDND2/Ikn1xGqDNDy5hPwbhqFzm7AMy0dfaMP35RbizWH0RTYcU8rQ5Zo7vcCoBGJIWUbkljTpzSJpxaUaldNGn3YQWtGEqUcWqGrGuq8d59lVmBnKHBmjj8YezowGFLIvmiSodsX7xRbM/bMTKZzbiW7zZbSN9325FXP/nHbT7uKeCNFNHoIL6kEvYhtbhL7AkhLh6gjZH203TVWNyKgdqt6uIRoMiHthGKGhoXFo02VRJYoi48eP3x9z0TgI9Bl/LD+8/1basdyyChy5eZ16ifY21vPaH+/A27AzJ3/m8/9l2Vefc/btdzFq6rnI8RgGk3mPXibNdgdmu4Oc0vIuH6vRNUr69sfidBH0tKaMHXvpT7pkPX+wiYZCBDwtRIIBDGYLFoezUw6G1qwsTr3uZj548O9JaYB6k5lTfnVTp6KTVlcWp91wG6/98TfEwjvrQURJxxk33nHYp1BKdiPOE8qxjSls690kOTquWRItOgwVjvTCQAR9aftuiKqsIHsiiPaEiFLD8YSDYZYJfY5przMmlHAcz/RNacWFGpEJLmnAMakUyaJHqnRhKLIl7j+DCYNo0WEZnJMQAbsRmFuNa2oPmp5bnhJ5cpxQjmhL8+wVBASjlLGurS1Fz6LHPCAb/zfpm59bhuaBoBJvCYOaMH5wTetB69vrkudv1eM6q0fGlMz2oo5qKI4aTp5nuobDO1D8sTaL/LTX8kRofGZZUh+y8PKmtDViHSHqE02dQ0vSR6uMvd3tmm5oaGho7E6Xnxg33ngj//73v/nXv/61H6ajcaBx5OYyetoFfP/Oa0nb3UUlDDv1rE4JKkWRWfntzCRBtYOmrZvZunIZ/SdO2Wdz1ti/OHLyuOCue/jsyYfb6u2sriwmX3kt+d17dHD0oYO/pZlZL/+PlbO+bhNG3YaO4ISrr8OendPusTq9gYohw7j8n4+ydMZnNFdtpbjvAPqMm4ijC4XjueUVXHHfI6yb/x1VK1eQW9GNPuMmYs/JRZQ674J2qCLoRHRZXatZkiyJWpz6J5akRCxcZ/VIa0W+K/Hd3fIkIZEmJwrkXz80yahhT1AiMrHqzC/+0Y0elAnFiNsjaqJZB+ZEOpkSlVOidKJBwjGljPDqlpQ+Urp8K/pCK3m/Hor3y63EqvxIroTlvL7UjpAm4ifZ9FjHFOCfmV4smQckPtuCJGIbU0hwQX1KPZeUbcJQ4aTl7XUJUaGoGCocZE3rQd4NQwl8X4vcGsHUOwtTHzeSw0i8NeGSh6wiOY2Idj2iXmo31RMB2K2vlb6d9EzRntqoeAeqrBKcX5e2sXNocQPW0YVdElWSzYBo0aHLt6ScU9CLOI8v65JToYaGhoagql0LcCuKwmmnncaaNWvo168f+t1eut9+++19OsEDidfrxel04vF4cDg6Tu85Ugj5fXjq61g64zNCPi99xk+ksEfvDl88dxD0tPL6n35L07YtacdL+g5g6m1/wGjZe/tbjQNHyOcl5POhyHGMlkS62uFSNxkNhZjx7BOsmDkjZayk7wDOuPm3WLan8EXDoUQPM0FAbzIT9noItLagMxixuFxYnC5UOY6kN+zV/SuK0qlarKMBVVWRWyIElzYQWduaqKUZW4TObeqgQa6C57NNmaMvw/NwTe3RVie0J8iBGI1PL80orKwTinGd2q2t7mdHOlrgh7qE4cKYQgyl9vSW6ovqCS1vQtxuqb7rfkokjhpVUHUChGTCq5uJbPCgy7dgGZKbEDLb7yvuidD0/HJiVclzdJ3dA8vg3CQXvXhTCN832wgtbWzr02UZWUDziytTo0ZSQpjqci2oioqoE1FiMtGNHppeWb1TBEsCzpMrsAzPR40q1D+yMK0Rh6l/Nu7zeiX9TuOtYeofWZR2f9e0HlhHFaT9O4t7IzQ8thi5Nb0TrHlwDu4LencpJTzWFEJuDhNe2UxwUT1KVMHUy4XzxAp0uZZ9YlKhoaFxeNMVbdDlSNX111/PV199xeTJk8nOPnxesjQys6OHU0H3Hnv24icI7a66i5KkfU4OQ3akXB6OBD2trJyVvi/MtpXLCHlaMVmttNZUM+eNl1m/YB56o5F+E6dQPmgoa7+fg6oq+JoaOObiq8gr77bXn2FNUO1EEAR0bhP2iSXYxhYhSEKnrM6VqEJ0Y+Z6ouhmXyLdrJOiSg5EUeMqgkFsazosWfU4jiun6YUVqQcIYBuZ3yaoZE+iCfKuAiyypgVjDxfuC3onCSud24R9UinWMYUIopAiHkWjDoyJ9Lj6JxfvTJtbmqg1yr6iH6ZKVyI66DSSc0V/Yg0hwquaEa16zP2zkRyGFFtyXbYZ5xmV2KeUJe7Ppie4qCF9Gp6s4vl8M+5zdwohuTVC4/9WJJtmyCqejzaiz7Ng7JVFzk8G0PDfZPMJfaEV1xndU+4z0ah4IE0vriTesD0tVhKwH1uCuX9Oxr8zQQW1ndRANaZ0wvkjGX22GdEgIWUZsYzMR9CJCCYdug6ipRoaGhrp6LKoeu6553jrrbc47bTT9sd8NA4ye/LiZ7Y7GHT8ycx4+vG040NOOh2Def83OI3HYijx+AG5lsahTSQYaNelMOjxIIgiL95xY1uD43g0woKP3mXT4h+ZdMXV/PjRe1QMGoa3oR6zw5G2p5SvqZGWmipaaqtxF5WSVVB4WBtQHGgEQUib4pZxf52IlGWErb6045LLiKDv+BkmB2NEt3jxfrEFuTmMrsCK88TyhLOfKVHzZZ9ciu/rrW0v6oJeJOv83kjb0x1VVSW0oiltRCuyrpXoVi/mfsnRfkEUQE2YO8jeKKJFl5SyJvsTTnq71yGhqDS/vIr8/xvWlm6ZzhEvE6JORNxu/qDKCqHl6XsQAkTWe1AiMqJJh6qoBObXZezL5f1iC9mldvSFVvJvGEqsLojcGkFfaEWyG1DCMpHNXkRrwo5+h8DS51vJvWYQin97o2KrDtFuaDfCKFj1mAfmEpib3tHQOjx/j3qQSXZDhymnGhoaGp2hy6LK7XZTWXnwegNpHHoIgkDliDEs/fJz6jcmFzmX9h+c1Cx4fxD0emiu2sqPH79POOCn15jxdB86Ekdu3n69rsahi8FsTrjMZchutrr/n73zjJOsLtP2dVLl3Dn3zPTknGFgyFmiohIEVMQIouyqq666r7tueHfX14SiIhiQoCAgOec0MDNMzjl17srxhPfD6anumqrqMHngXB/4MedUnToV+3+f53nuu4K3Hrw3L6gG07N7J+H2ffTu282299/DX13DZf/4PThAVPXu2cVf//WfC0Ky/dU1XPndfyNQW3d4n5AFYJoLeBY3ljUX8J7ZNKy5gJ7VSCxpJ/r09vy27NYIXXesJHT1RJzTzWwl7+mNuObWoHYmERQRucKJ5FMQZHPhrydVEu/sK/s48Tf3YW8L5mesDN0g15Gg76FN5Hab+WVytYvgR9uwNXoQZAk9oZY1cjAyGmpfumiGTUvn0GM5tL40CAJSwIHolZEcZeZhRQHJV35WVnTJ+UqcoRuo7eXny9TetGnS4RIGgpqBXHeS7rvXDJhYCKYxhv+C1rxF+YFiRk+r5KIp04TEJpl5X76BlltRFvGeWk9qZVdR66DS4MbWOLTBiYWFhcWRZtSXdf7lX/6FH/zgByST5R1/jjW33347ra2tOBwOFi5cyJIlS471KX3g8YYquPyb3+Mjt36T5ukzaZk5h8u+8c9cdMs/HFGXs1QsxtsP3c8D//JPbFryJrvWrOSF3/2K+77/DSKdxcYZFh8OnP4A4+YsKLmvqmUMoiiybdm7Ze+/c9X71I2bAECks4PlzzyOmsvm98f7ennkv/+1QFDtv+3jP/u/JKOlLaYtDh2l0kng8nGFuUkC+M5vQakb3qRCj2eJPlecnQcQfnQLWtSc2REdMkqlE+eUChzjg8ghR15QAaZleYnw34EHMgpEvdaXputXK/OCCkznvK7frkLtMcW9UaYilH/IbGH1VYtnSb3fTcdPl9P9x7Ukl3aQ2RZG7UiiJrIljyEIAu4F5UW/d3FDXuwIkoDSXF6syDWuokqjFsnQfefqQldAA5LLOom9tge9RAufFs8SeW4HHf/zHt2/WUXnL96n8xfvk9sdL3hN5Aon1V+ZiefUeiS/HbnSif/isVRePxVpCBt2C4uDQe3pIbNlC5nNm1G7uo716VicAIy6UvWzn/2MLVu2UFNTQ2tra5FRxbJlyw7byR0MDzzwALfddht33HEHCxcu5Cc/+Qnnn38+GzZsoLraqlzsJxkJE+/rJd7bgzsYwhMM4Q4ED+mY3lAFkxadxtg58xEEAcU+OlewgyHa3cnypx8r2h7v7eGdhx/grM984bgLWbU48jhcbs6+8Uvkshl2rno/v726dSyX/sN3kBQFxeEgkyx9Fd7mdJrmFf2sf/1lTv7YVXnzllQ0Qt++0m1IHVs2kYpGTijr+RMJ0SnjmlODY0KQ7L4kGIbZbuZRiuaJSqH2ZaCMGNKTKnpShcAIzsOl4JpdTfTZ0gLNNa8mfz6GbpBY1lE6F0kziL28G9+FrQiKiOhWSpo4IIBcWdjarHanCD+yGbnaReDisSSXdxJ9ejuCLOKaX4t7bjVyqLgdWg7a8V80hsiTheHF9vEBlEYvajSD7LObAmxWNfGXd5fMvPKf11JktZ7rTZc1k0i8vc8Mhx5UbTN0g+TKbhJvFH6f9FiWrt+uMlseQwO3l0NO/BeMwXNaI4IgIHoUa2a3BNnuboxojPT69WjdXTimT0euqcFWX3+sT+24x8jlSK9bz97vfIfsZrP7xtbaSu0P/w/2iROR/X4MTUPt6sJIpxHsduTqaoQPgKOrxaExalF1+eWXH4HTOHz8+Mc/5qabbuIzn/kMAHfccQdPPPEEd911F//0T/90jM/u+CDcvo8nfvbftG/ZmN9W0dTC5d/4HoGaQw8mtDmO3kzTxrdeK7tv7WsvcfKV1+CtsETVhxFvRSUX3/pNkpEwiUgYp9eH22+6+em6xqzzLub1+/9Q8r5j5y7g6V/+JP9vTS1c5GaGqdTnMqUXlRaHB9EmIYacJQXDcAjyMOHDYuF+PaOCQVFboSAKuGZXk1jSXiQi5FoX9kGzTkZWI1MmIBcgsyNKalU3qZXd+M5tIfzI5qLbeBY3Ig3KrdKSOWKv7gZJIHDxWHruW19gFBF7YSep1d1UXD8FpaLwdRKdCu4FtTgmBEmu7MLI6thafWi9abp+tQJbo4fQtZNNYeVRqLxxGr0PbMiHFAtOmcClY1FqiyuDWk+qaFv+dcjpRcJSi2WJvVTaOdbIamS2RwpEFfRb+fvsGJpu2tSLILkPfS5KT6sgMCJxfjyTbW8nu3kzu2/5KkZq4P1wzptH/X/+B7bGxmN4dsc/2T172HHddRiDfsez27ez88bP0XzXXWjVVWQ2b0a02UitXEnfA38hdN11BD56BXKFNVP7YWbUvxw/+MEPjsR5HBay2SxLly7l29/+dn6bKIqcc845vPXWW0W3z2QyZAZ9aaLR8q5SHxSi3V0899tfFAgqMPOk/v6/P+Jj3/3XEQWbHi+ouRJXdPvRNY1RJgZYfMDY72BY0dhcsF0UJaaefhablrxJx9ZNBftmnHMhndu2FAT2jpu3ELtrYAHpDgTLzmyJkozDY813HK9IfnvZ8Fy5woHoNoWLFs2S2REh8fY+DN3APa8We1sAeVCbmRx0UPWFGSSXdpBc3mlali+oxTmjquB2yCJSoPzFHclrQ49mye6IolS7CF09ifjre8i1J8zcqrObsY8PFgg7I6uh9aZxTqskuaKzKPMLQO1Ikt0VKxJVYBpvJN7vJLMpjCAJJJa05wVPdkeM3J44ss+O2p6k7+FNeE9vQvIqGDqgG2Tb4zgmFHc3HFhNK3hMm1hsTKIZ6LHyv+O5EjNdpiV/mvhb+0iv7UHot6h3tAWRfMOLKzWSIbcnTnpzH3LQgWNiCLUvTezlXQiigPukOmwtPmTfiXdBTg2HMWIxdt98C0a6cGY09d579Pzud1R/4xtIVsRJSfRcjvD99xcIqjy5HOEH7sc+YQJ6IkHPr3+De9Ei6n7wffZ8/Ta0nm6qvvpVROu1/dBy0Jdjli5dyrp1ZjDo1KlTmT179mE7qYOlu7sbTdOoqakp2F5TU8P69euLbv8f//Ef/J//83+O1ukdFyTCvexcvaLkvq4d20hFwieUqJpw8qkse/LRkvva5p+Ew10+aNLiw40nVMHl3/xnunfuYN3rL2Nzuhg7ex6716/hnYf/kr+d4nByyievK3CVdPn9TFl8JmtffbHouLMvuOSQW2mPF7RIhmxHgvSGPiSvraxt99FCz5mL/kPJoZK8NkLXTKLnD2tgUEeboIiErpqE5LWhRjP03r+B7NaB6lJ2WxSlzkXFp6cVCSvvmc24F9aZU8oG6GkNtSeF4JKRnEq/yUIDqfdLz2W459cQfc6s1iTebSe9oRf3KfUEr5qIaJdKhtoKDhm5zo292Uf0hdKVHjCDcZ1TQoi2wvdMS+RILe9Ei5SevUosacfW7CP86GbUjlTJ6plrelW+QqTGMpDVEb02XAtqSL7bUWRx7jmlochpT5AFpKA9XwU7kFIGFGpPms7b3y8Qkn1/2Yh9UpDQxyYM6ean9qbp+u3KgseLPLWNwOVtCIpEZmMfmS0RbGP8hK6eeMIJKy2RJLliZZGg2k/k4UcI3XADUmvr0T2xEwQjmSS5tPwYS3rtOmxjxuKaPYceIPHmm4g+H/4rrqD3nj8TvPZabJao+tAy6r+MnZ2dXHXVVbz88ssEAgEAwuEwZ555Jvfffz9VVcW2w8cr3/72t7ntttvy/45GozQ1NR3DMzqyJKNREuG+IW+Tipe2Kj5eCdTUMXb2fLYuLzQdsDmdnHrV9Za9usWQeIIVeIIVtM6cA5gGFNGuTkL1jWRSScbOmc/8Sz6Kv78tNtbTTS6TQRQFTvvUZ/FWVrP0iYdRMxlsThfzL/0o08+6AMV+Yi3ESqGG06aDW8dAq2P0me0EPz4B59RKRPvRmx9Qoxlyu+Om254Brvk1KHUes1XLKSO5yrvZHYggidjH+qn5+lyS73WQ60hia/HimlGF1O9el90RLRBU+8ntS5Je04P75LqCOR5BEhCdMrn2BH2PbM6bUdjG+gleNg652mXmRV02jshjWwbEnADuk+vRolm0yMAiX4tmiT61HeekEFKJKhOA5JDxntpIZltkSBt5QRELTT0GU257/z5D1cuGIAOkN4eRgg6y2yJEntiK2pM2q0Yn11Hx6alm1pdqmBW8hbV4FtUjyIXnKvns+M9rofeBjUXHF90KtqZCUaVnNWIv7ChZmcus70PtTpUVVXpGJfzE1mIBp5smJRWfmkxmo/k3MrstQnZnDHna6L7LhmagxTJokSxGVkMKOUY873dY0DXUfeVdKY10Gobo8PiwI9gd2BobSa9aVXK/UleL1teLnkrmuxVizz1H409/QviBB9B6++AIrSO1cBgtkUAQRaSKCkSbFQVwvDHqb/ktt9xCLBZjzZo1TJ48GYC1a9dyww038NWvfpX77rvvsJ/kSKmsrESSJDo6Cl3fOjo6qK0tnhWy2+3YPwCLn5FjICs2BEHEMEpn+Jxow/Vuf4DzvngL21csZ+kTj5BJJhk7Zx5zLrqMQPXAex7r6Sbe28P2FUtR7A5aZ83F5Qvg8p9Yz9fiyOIJhph53kW0LTgZw9BxuD3INjvpZJzuHdt55Z67aN+8EdlmZ8riM5l/2ceYcc75qOk0st2BOxhEkk7seQwAPacTfXFXgaACwIC+v27E1uxDtB+dCxZaiapRemMftmYvnpPrib/bTvCyNuRq54gNC0RFQqxy4bugFUMzEAct9PWMRuLt9rL3jb+zD+eMyqLqkdqbpvOOFaaI6Ce7NULnr1ZQ81XTbME9pxrnhCDZPaarnVLtIvFOe1mzC0rkLuk5DT2eQ0/mEJwSSpMH18wqYi/vLnkI94JaRLlYAEtuG665NcSeL13l8iysMx0MRQoqegXHCNrJbOyj976BThAjoxF7eTf2PXFqbp2DkdYQXTLiIGGhRTNo0SxqOIMcdGAb48d/0Riiz+/IOxzKNS4qrplUZCGvp1SSq0pb6gMkl3diH1P6d11PqKTXlsno0gzU3nRB1Szx9j4c44MjvoBgaDqZ7VF67lk3IPoEcx7Oe1rhTNwRwwDnrJlldysNDQiOI28idaIiOuyEPvNpok89VXK//4or6Pj3/8B96qkD7d+ahqGZVXTBefhfWz2dJrNhA+3//h+kV6xAcDgIXPkxKm68EaXOiu84nhj1X/+nn36a559/Pi+oAKZMmcLtt9/Oeeedd1hPbrTYbDbmzp3LCy+8kDfU0HWdF154gZtvvvmYntvxgNPjRdM0Ji5azPo3XinaP2b2PFwnYNuSOxBi6ulnM2b2PAxNw+7xICsDC55oVycv/v7XbHnvnfy2V+65i8XXfJopp511RC3fLU5MDmzf69m5k7/88Dv5QGE1m2HlC0+zZ+M6rvjG9wg1fLAq3HoiS3JZmUgCAzKb+lCGmJ0xDAMtmsVIqyAKiC4FyX1wC8rMtkjJqlF2ZwxtehY9kaPzjhXU3DK7yNCgHLqqI8qiGT5cZFxhlJyVG7y76Hg5zTSNUIt3GmmNxPJOPAtrkTxm66TcX31S+9IlX2fBIZmLefcBLXvxLIkl7cRe2pV343OdVo93YT3pjX1FVSXn7CrkSidaNEOuPUFqYx+yz45jSgjJZ8c9r4bU+12o3YXmEvZJIZQ6N4JNxDGlgvTqEkJEAFutm67flr6in9kUxsjpRZUmtSdF9+/XoHYNPKZc46LyM9NwTq80xaIs9gcGl74SL4gCRqk3AmAIIxJD00u+f/n9KRVhcGupbjDkHQ5AC2fovmt1obukAfFXd6PUunDPqSl/58OEHAxgpGuwjx9PZtOmov1VX/satg9wR87hwDZmDDXf/z4d//7voPaLY0mi4nOfI7NhA0pjI5mNA5VVwWYDQcQ2bhxy6PCvJzKbNrH9mmuhX7gZ6TR99/yZ5JIlNN15J4rlbH3cMGpRpet6kY06gKIo6HqZy1lHkdtuu40bbriBefPmsWDBAn7yk5+QSCTyboAfZgRRpKq5Ff3kxYiSxPo3XkHXNARBpG3+SZx+3WdxnsAD9uWqbFuWLSkQVPt57d7f0zR1hiWqLIYk1tvDq/fenRdUg+nZtYPu3Tvz7YEfGHSjpEDYjxYfwiAmrZLZFiH8yOb8vI7S6CF05QQz12gU9td6SiX+VvlWptTKbpyTQ8Re3k1yZRfe0xvLHt/QdNS+DMllHeT2xFEaPbhm1yAH7QiDKkKiXcY1v5ZMCSEH4JpTjWCXUHvT6GkVQRYRFLHs7QEym82WMtlvwzEplBcLktdG6FOT6fnDWtANlAYP3tMb84t/rTeD4dGR/XYM3SC1uqeoqpV8dS+5rVFC10wmtzdOckUXgizinl+LXGmKzK4DcqMiT20jdNUkHJNDVH5uOulNfSSXdiDIIp5T6rE1evMtdIELx9C1K1Y0exW4vA10Az1aeiYLILc3jq1+YK5Vi+fo+fO6AkEFpqFG733rqLh+Krbg0MJYdJtW9ol3SlcT3bPLCxfRLiGFHGi9peeNlDo36qCKn2tB7aja9lKru8va9cde2IljfHDIea/DgeT1oiUSNPz0J3T99GfEnn8eNA25poaqW2/FddLCI/r4HwQkrxf/FZfjPvkkUsuWYWSyKA0NRJ54guzmzVR9/Wvs+cdv5G/vv+IKEm+/TePPfopcWXlYz0WNROj4z//KC6rBZDZuIrNpkyWqjiNGLarOOussbr31Vu677z7q+/MO9uzZw9e//nXOPvvsw36Co+WTn/wkXV1dfP/736e9vZ1Zs2bx9NNPF5lXfFjxVZozbwIwadFpaJqGOxDAE6zIZ/B8kIh0dbD8qeIcq/2seuFpasaMQ7TyJSwGkQj3kkkmkWQZXdPZu2Fd2dtuW/4u4+aaQcPJaIR4bw/dO7fjCgQJ1TfgCVUgiifW50uwSyj17rLzNI7xgbL3zXUkTZEweNvuOJ2/XknNV2cXtXMNhWEYZRep0F956J8LymwKmzM7B7rLYWYhZXbE6P7dqvzx0hv6iL2ym6obp2Nr9RWIMftYf8nnL4UcuGZWEX9jL7EXd+Zb1fyXjkXyKGUX65LbhtaTIvbcDlwLavFf2IrkVBBkc76r9ra5ZHZGEd0Kvfetx0gPLKAcE4OmgBEFos+XbhPM7Y6j9qZwzajCMTlkzprJEnpWI/zYFnNeS2Cg6GJA7/3rqfnHeSgVTjzza3FNrwRJQI/l0DMaei6FFLAjVzip+tJMMtsipNf0IgVsuObVIgfsZp7W4OMegHhAdVKPZ8t+prI7YuiJ3LAVTVEW8Z7eRHp9X8EcGpizdtIQ1UrJZydw2Th67l5TtM/eFiDXlYL+cGKl3l22jbAc2fbyUQtqX2bosOjDiK22FjUSofpb36Tylpshl0NwuVCamhDF8vN3FgNITifSmDFIgQBqbx9qRzsVn76BzLbt7P3GN9EjEVAUAldeSfDqq5C83iPSimckk6SWLi27P/7iS3hOOeWwP67FwTFqUfWLX/yCSy+9lNbW1rypw65du5g2bRr33HPPYT/Bg+Hmm2+22v2GwFdZhScUIh0zTSmcPv8HNjxR13RSsfJW+clIGE1VLVFlAUA2lWLvxnW8cNcdhNv3Iogin/rPn2JzusimSi+YXP1umfHeHp78xY/ZtWbAXdPudvOxb/+QmnFtJ5SwEuwygYvHmq1dB6wDbS2+fPvagWjJHJFntpfcZ6RU0ut78Zw88vBRM+i3muyu0gY6jskVZLaEzdv6bQhS6d8xLZal9951xQJNNei5dz01N89CGuzo57dTecNUUut6SLzTjqEbuOZU45pdTXpdL9GnC59j/LU9eM9qJruz9Hk6Z1TS95DZipVc0o731AYkpykeREVCrHRiAJ0/XVYUspve0Ef8zb14FjeYmUxlyO2JmyLAGHBH1GNZnJNC2Jt9iF4buT1xoi/tMoWDAZnN4bzdup4xM6Fiz+1E7U4hem14T2/EOa0COeBAnu3ANbO6KMfLMaWC9Jri9kBBEZErnflWSzBNJoailM29oelmK2lGM8ORPQpyyEHVF2eQXt9LcmUXYr+lulLrGVaU2Vt9VH5+OpEntpHbE0d0yXhOqcc+IUjfw5tR6ty4F9binFxR8JkYCfYxPlLLO0vuU2pdCMrR+zsr+/1gzQwfMnIwiBwMwrixACiNjTjuvw89kUDy+ZArKxGPpCGWICB6POjxeOnzO4HM4T4MjFpUNTU1sWzZMp5//vm8TfnkyZM555xzDvvJWRw5RFHKLwY/yDhcbuonTmbr0iUl97fMmPOBcGqzODx0bNvCQ//+/fy/DV1ny7tvM+3Mc8ta949fsAg1m+WdR/5SIKgAMokED/7on7nhv2/HV3VitGiovWlir+xCS6lUXDuZ2Cu7ye6Kma5ui+pxn1QHskiuK4kWzSI6TBMC2W/HyOnk9pT+4w+mW5x7YV3RwrwcgiDgmFyB/Poe1J7CKpAUcmBr8BDrtxP3LqovaOMbjB7PlRUkeiyLFs8VLaAlvx3PSfU4p5kVfNGloMWyJatFWl8GI6XiPqmOxNuD2hUF8J7eSHZXrEAwZPfGUaoLbZez2yNFgmo/iSXtuBfUIjjlkq53YFq79z20CT2Rw3NKPXLQQfcf1hZUz+xtASqunkjPvevNfKiE+ZroWY3U6m4ij20teF0ij29F7UrimlOD6DTf58FOi6JDJvCRsXR3JAvnsmSB4MfG0/fwZmwNHtOkwWtDdA6x5BBAcJWYIXu3g9jLu8zXTxRwzarCd34rctCB+6Q6XLOrQRJGbLMv2mUcYwMon52KkdMRBAHRYwMBqj47DaDsLNdwOMYHy75H/gtaD0tAscWxRfL5kHy+o/Z4ckUFwWuuoec3vym533veuUftXCyG56BsqgRB4Nxzz+Xcc6030+L4xunzsejj17L9/WXoWuEfOncwROusOcfozCyON5LRCK/86c6i7W8/9ADX/ffP2LNhLR1bBg1+CwJnf/aLuIMhEpEwq198ruRxs6kUndu3HhNRpWdUQBixe5nal6brNyvRwmZbVW57FPeCWjynN6LUupCDDvSkSvjRzQWZS1LIQeUNU0xDCr+9YH5nMEqVc8SCaj9ywE7lTTNILu8k+V47BuCcUoF9XIC+hzaCAP5LxiJXDNFWqA/TdjXE/oIFdk4vG1QbeWobFTdMwbOonvTmMEZGQ6lzk1rdTfK9QjMKsUSLolqmdRD6Kzi6gefUBmLPDYg6yW9D8tnNCpAs5t8T18wquh/Zkn8f95PZHDZnkuZUk3y3A3tbADDd+KLPlW4tTCxpxzG5gq5frcA5o5LAJeMK5oLkkIOqm6aT60iS3tSH5FGQa9zEX91NdqtpMmJkNfwXjUH02HBMryRdwr3PNbu6oMpkqDqJJQc4I+oGyWWdqOEMFddMQvLYEBwH57ZZSuAcrJjK3z9gp/oLM+i5b33eOVNwygQ+MgZb09FbiFuMHD2bJbdvH0YqhWC3I1dXI7ndw9/xKCEoCsFrryHxzjukVxRetKv7t39FtkZbjitG/Gv04osvcvPNN/P222/jO0ClRyIRFi1axB133MHixYsP+0laWBwKwdo6PvGD/+DlP/6W9s0bEUSRcXMWsPiaGwjWjrwVyeKDjZrN0rG1OOBU11X++q/f5crv/JBkJMzW5Utx+ny0zVuIKxDA5fXTu3c3aq78wH60u3RL0JFAS2RRu9Pm0LwB9glBRKeMHLAPOySf3thXsBDXolmi/Zbb7pPr8V3QQuy13UUhtlpvmq47V1F9yxx8ZzXRe/+G4oML4DpI9zM5YMd7eiPueTUYmm7OSG0O479gDPYWn2nXPcTiWvQoCIpYshIk2MyWspGdiIDgkApmnvIYZkaRUu1C9CqEH91C9NntxfNGsoBSW7xoO9AlbzBSwA6yiGdBLVpvmuzOKL7zWtETOdSeFLYmL4JstttpkQyCIhUJqv2kVnVTce0k1M4UctCB2pdGT+RKP6f+56Uncwh2idTKbuRKJ76zmwuqgpLfjp7TyO6MoSdzRUYUiXc78J7WiFzhJHjJWCIOieSyTrMdUxJwz6/Fd1ZzwXuoxbJlbeKzWyNosdyQIkjP6eipHIIoHLJYGimCYL63VZ+bjp7MmXb9LhnJay/bmmpx7Mju20fk0Ufpvetu9GgUweHAf8UVVHzuRmwNDcf69PIoNTU0/uLnZLdvJ/Haa0jBIJ4zzjjuBKDFKETVT37yE2666aYiQQXg9/v5whe+wI9//GNLVFkcd9icLhomTubS275DNpVEEEWcHi/OEyyTy+LIIogiTq+v5AxeMtzHjpXLmXfJR2mZMbtovyQrZsWqr7fksWvGtB328y2FFssSfmwLqZUDlYD463twza3B3ubH0VbefUzPaAX3O5D0+h48p9STKOPGp8dyqJ0J7G0BPKfUE39zb15QCIpI8KqJpjg4SARRKDh3ZcHI5xgkr4L/I2MIP7KlaJ//I2MLjquG02S2R8ls7kOucOGcbs7WiIqE5LWZ1aIS2U6CQ0KpcqFGMkg+G76zmslsCudb7MwbQeiTkxC9CrqqmwIIQBJR6t1lnel857bkZ58Cl4xF7UvTfefqgmOLboXQJyYQeWEHWqy8wEc3EBwyoWsmYWg6kae24Zo1dBVVCtipuGEK4Ue3EH9jL+4FtciBA/Kj4jmyO8rMr+oGen9LnOSzE7hkHP7zWtCzOoIAotdW1L6nZzSMIWaw1J4UtrriBaWhm3lTsVd3k9nQi+CQ8S5uwDEhhOQ7OuJK8tqOuMvf0SKeydETz5LJ6XgcMjVeO1KZNtvjGS0WQ+3qIv7qq+iZDL6LLiLy4IP0/Hqgrc5Ipwnfdx9qRwe1//KD48pVT6mqQqmqwj1//rE+FYshGLGoWrFiBf/1X/9Vdv95553H//zP/xyWk7KwOBJ8EN0NLQ4f7kCAOR+5jDfu/1PRPkEQGTfvpLL3zWXTzLv4Cl750++K9lU0tRw1y/XMtkhJYZRc2oF9nJ9cT6r8Yk8SEJzl2wRFuwSqXnbuB0DtTuFoC+I7pxn3yXXk2pMIiohS5ULyKQglQmiPBoIs4ZxZjVzpJPrsDtTuFHKVE9+5rSgNHoR+I4Vcd4quX69EHyRKos9tp+K6KTjGBxBkCc/COrTetFlp6Uf02gh+tI3e+9ajxXP4L2rFMTlE9c2zSG8Ok9nYh1zpNFvcAnb0eI7kii7ib+xBj+dQ6j34z2+l8saphB/ZQmZz2DSccCv4zmnGPsht0cjp9P55faFYA/REjvBjW/GcUj/kgl5QROSgA9lvJ72xl9TKbmz1nrJuj6JLNl8PUSBw+Tj67ttQ0m5/uDa8/a6MWiyL2pMiubIbQRFxzaxCcOhwgKgSFHFIZ8Fyz1HtStJ5+4oBQRbJ0vfgJuyTQoQ+Nv4DI3aOBnvDKf7tibU8vbod3QC/U+G2cydwycx6QifQfJgWjdL3wAN0/e+P89u8ixfT+4c/lrx9/MUX0W796nElqixODEYsqjo6OkrmU+UPJMt0dXWV3W9hYWFxPCOKEtPOOJe9G9axbfl7A9slmYu/9k08oYqS99M1lXcffQhfVTWLr/k07z32N1KxKIIgMnbufOZceCmidHBzH6NBS+aIv7an7P7Uii7sk00nuFJzTaIs4lnUUDroFfCc2ojgkMq3vwFytVk5EJ0KolNBqXSVvN2xQHLKSG1BlHqPaVCgiAWmC1oqR/jhTQWCCgAdev68ntrb5iKHzGqV/5JxeM9sQutNY2hmFSby5LZ821vfAxsJXT0R18xqPPNrcc+tyb/maiRD+PGtBY55uT1xuu9aTehTkwldMwk9mjXP0SkjBeyIgyoDWjxbFNa7H7U7heS3o8WzZUWSe1E9otu0W08sMbOeYm/sJXTleHr/srFArAmKSOCK8cRe2onalaLi+il4Tm8EpbhSIbkVnLOqMLIaameq4BxtrWaLphbN0PvgRjIbw/l98Vd24zm1Ae9ZTQXvh+RWyjoLil5byaqnnlaJPL29ZIUrs74XtS99WEWVljTbC4dqPT1R6Ypl+Nwf32Pt3oHqYySV4wd/X4MkClyzoBlxlPORx4rszl0FggpAT6Uw0uXnGHO7d+OYOPFIn5rFB4wR/xI0NDSwevVq2tpKt7GsXLmSuiPg0W9hYWFxtPAEQ1zw5a8T7+lmz8Z1ODxe6sdPxB0IIdtKL8Y0VSMR7mPtqy/SOGU6Z1z/OWSbHUEU2bl6Bc/99nY++YP/OPInP6jFquTutIaZnGBglgCKUWqcxQ52gH1iAMeEIKJbxnt6E9EStulShQMjp5FY3oF9jL+oPexYYRgGWjhDdk+c3L4ESr0bW4OnYAEPoCdUMlvKBPiqOrmOBHJ/BpLklJGcMnoiR/dvVpU0uog8tR1bqx/Zby8QsXo8V1IoAESe2ErVTdNRasrPSQxVKQQzY0x2OAl9ciLhx7eS2RQ2d8gC7nm1KNUu9ISG4BLyx9JjWcKPbaXyxmlktkVQ25NIITtKrZvYy7vz4izXkcQ21lfURqfnNPSMilLtQu1K4T6pDjlgJ/zEVgRFIvSJiUguhfiSfQWCaj/x1/eYbZYtAy3ZokMmcOlY+rLawHMARK9C1Y3TkEvYnetp07a/HKnV3dibD90wQg1nSK/vIbm0EyQBz8l12Mf4kXwfHCfZ3X3JAkE1mB8/t5GzJ1VTFziCVuLDoOsGiayKTRaxD1EBNzSNvvvuLdouOIb+fZICwfz/d8cyxLMqsihQ4bHhVD54Itri8DDiT8ZFF13E9773PS644AIcB3wYU6kUP/jBD7j44osP+wlaWFhYHE1cPj8un5/qMeNGdHvFbmfcvIXsWLmc3WtXsXvtqoL9k089E/tRGCYWHTL2icGyVQz7WD9ynRthiPBPyW3Dd24L7vm1JJd3Yqg6rllVyBXO/BV+9/wajIxK7PU9+TYwW5MX37kt9P51I3osi+S3U/WF6cihg190qZEMWl8aLZIxH98/vNFGKXLtCbp/uwo9OSA4RbdC1ecPEC/DOASWEqyZnbGy99PCmZICKLurfG6e1pdBL2cY0Y/kUUASSociSwJGVqPnD2sR3DKBy9rwnduCkdYQPQp6Ioee7hdAATvOGVWkN/QBZpVL602TeGsfUtBOdneM6DOFjoBaNIuoSAW5hoZqip6ee9bC/qe7vBPRa6PqxmmIbtOoQYtlib++t+zzir+5D1ujF0ES0dMqWjxHbl8Cz0l1BC4eixrJmmYcFY6SgspEMMOgy4Ts7m/zPBTUcIbuO1cVfM96t0exjfETunoi8gdEWK3fVzpzDaA3kSUxTObY4UbTdLoSWURMQfX65m7+umw3FW4bN546hnFVHgKu4t8HQ1VRO4u7qNT2Dlzz55N8992ifXJdHXJVJYmMyvu7wvzg72vY3BlHkQQum9XA18+dQMMxFJQWxy8jFlX//M//zN/+9jcmTJjAzTffzMT+suj69eu5/fbb0TSN7373u0fsRC0sLCyOV8bNWcDbD91PMhIu2C4pCguv+ASK/chXbQRZxLuonuR7HUUhqqJHwd4WQBnBQkByK0huBVuDp/R+jw3v2c24F9SiJcz8p9zeBL33r88LFy2SIfz0dkJXTihpHz4cuY4E3b9bjRYdaMVTGjwErmgj/s4+nG0BM4R4mGqYFs3Q86d1BYIKzPmjnnvWUfX5GXmhJjgkpIC9rGueraHYnU8ewnhDUMSSjm+icwinQQFTMPWjRtLoCZXUqm70jIpzUgipwonn7CbizxabZbjn15Lqb980Eip9966n8qbpJFd0kVzWkZ9PEt0KFTdMwTbWj1zjytt/a/EchqYXVIYGo9S7EQ6w59eiOXruXTcgqPrRY1nCT2wldM1k83wMAyM9RCU1mcPQDfR0jvhru4m9sntgnkoyc6+cUysQ7UO4PLpkXLOqzApSCZzTD22u1tANkss7S164yG6LkNsdR57ywRBVdUN8t2ySiP0wCNSR0hFN85f3duGxy8xsDPDCug4UWeSLp43jmTXtfOxXb3Hr2eO58dQx+A74fol2O95zziHx2msF29t/9COa7vgVe269ley27fntUkUFjb/4BUpTE8u39XLtne/k9+U0gweX7ub9XWH+fONCavzHRzXe4vhhxKKqpqaGN998ky996Ut8+9vfxjDMXztBEDj//PO5/fbbqbH88i0sLD6E+KqqueqH/5fX/nw3m999B8PQaZg0lbM+/XkCtUevLVoKOqj+yiwiz2wnvbYHBAHn1Aq8ZzYheZXDN0+iGRi6WY1BM5CrnEghB3pyIPg3vbob/cIxoxZVaiRD991rCgQVmHNHsed2IFe56L1vA5LfRtXnZyBXlBeKWiJX0k0PQO1KoSdy+ddE9tkJXDqOnj+uLbqtc3Y1ordYDNmavGWt2l3zahBLvN5KvQdkoaTZg31cIN+WqIZNM4zBOU2JN/dha/YSumoikl0m9uIu9EQO0a3gObkO0W1auefPb4yfzLYIyaWFOVl6Ikf3nauo+dpcKm+YQmJpB4ZmIFc6CH1iInoyR2pdrynE+p+aXO0yDUcOsCfP7ouXfC5A3v1QcsqIThn7xBDJd9tL3tY5owpRkUhtDhdbqWsGfX/ZiHLrbGx1pcU+mPlfvrObyWwOo0UKPz+exQ1FAc+jRU/kil7LwSTe3od9fGDEQcRlHyelmkW3YzirNb7Gi88pEy1Rof3onAYqj5JNfWcszZfuWcqVcxt5fXM3/+exwu/nl88Yx42njuGnL2zikpn1RaIKwLP4VOTqqoKKlbp3L3u/9U803nEHub17yWzYiK2lGfvYsShNTfQls/zw8eLfAoDNnXE2dMQsUWVRxKi+sS0tLTz55JP09fWxefNmDMNg/PjxBIPB4e9sYWFh8QEmWFvPBV++jVQ8CoaBzenG6S2fPXQkEEQBpdpF6BMT0JMqhm4g2CTkwzmcH88Se2lXoWW6UyZ4eRuJJfsG5pJ0hg/dLXX8SKZstSi9sY+KhXXEX9+DFumvhHxiYtnF53DzRwfut4/1U/mFGUSe2EpuTxzJZ8N7ehPO6ZVFM1gAks9GxWen0XP3aozswLFsrT68ZzQhlriaL/lkQp+cSO996wuqO5LPRuDSgWBdPZ4rDL7tJ7szRmJpJ54zGnFOqwRVR0vkiD69nczWwpkw95xqIiXm3wRFxDEhiBpOYx/jx72gjshT2+i+a7V5TpKAa1YVoU9MpPfBjTgmhPBf0IrksxWZnJTNt9pP/2dAVCS8pzeSWtFVZCQhBew4xgfRkjliL+4qe6jEW/tQLhtXkJF1IHLISdUXZ5Le2EdqVTeiW8azqAG50lnyPRw1RvnPtJH/z8GhhjOkN/aSXNqJIAm4T6rD1uo7Ji2FdT4H99y4kOvvWkI4OWBesnBMiK+dMx6n7egIvq2dCRIZjWRW48lVxYL8ly9v4Y5PzeX+JTt5ZUMnbdXFolupr6flnnvo/PH/I/bcc6BpOOfOpea730Gpr8fe0oLn5JML7pPMaqwpM1MG8Prmbk6bUHXoT9DiA8VBfSuCwSDzLa98CwsLiwJsTic257HvtRft8pBtUodCal0v8TcKZ2OMlErvXzZQcd2UvKhSGj3D2myXQo/nyu/sD9jdT3pdr1mpKfM4klsxZ2xKiTtJQHQX3k90yDjG+FE+M8103xNNp7nBM0SDESQRe7OXmq/PJdeeQIvlsNW7kQL2soGzot1sxay5dQ7JVd1o4TT2MWY7o1I58NlJDFURWdKOa3Z1/vZqX7pIUIFpc37g6+maV4NzSgWp1d3EXtqFoeok3tpHet0ggwfNyLfQ1Xx9LoJNQhDM90ZPqmbYcn8F0tZ4wCJWEnBOq8Q5pQJBFhHkgddODjmovrm/krquB0QR95xqvGc2IQfsqNEMaqS0oAZQ+90WhWEKQXLQgWdhHa7Z1QiiMOQslRbPmu2hhoHolIc0mxDdCq451USfK269BHAvrD2odlfon9X63aqC4OTM1gi2cX5Cnzz6s1qiKDCt3s+TX13M9u4EnfEM46s91PocVHiO3rk8s7adi2fW8eDS0kHQAE+t3scZE6vJDXERx9bcTN2P/o3qb/yj+V57vcj+8lmVkiDgtcvEMqVbVuusKpVFCSwLEwsLCwuLEaFFs8ReLL2gRDPI7opha/KS3RMneOk4U9SMEilUfrGSzy7aj2HOuZRD9ChmEHEJq3nv6Y2IZYTPaM5bkPpzn4IOtFQOI2vatQ+F5FSQnAr+IVz+DpwDK9iXUhlcEpErXWagcCyHVOHAPi6AHs+apiGDAoWd0ypRqlwFLY6eUxoKBdUgkss78Z7RhNqeIPz3LeaCXxRwzazEd14rctCB6LXhnFlFakUXgl0idNVEUqt76P3rRlB15Con/ovHYm/xITrkgUpqSgUEU6D1ix7RJmFr8pZ1R7SP9RcIJC3ZP9PXnkB0yGYbqteWv81QAsfQDHL74vT+dWN+pkyqcBD82HhsTd6SLXyCKOCaW0NiaWdRW6mtxYu96eAq04ZukFzRWSCo9pPdcuxmtURRoD7gpP4YmjL4HQoeu0xPonygdV8iS13AyenDVI4ktxtphKZBlV47153cwi9fLg4MFwU4c6KVYWVRjCWqLCwsLCxGhKHrZVvzALS+NI7JIQJXtCFXHdxCTPLasI8LkNkSLtrnXlBLasXAXIRc5Rxy7kS0y3hPb0QK2Im9tAs9nkP0KvjObsY5rXJEVQVd1dHjWdBBsItIJUJPtXgWtSdN/LXdqH0ZlAYP3kX1SEGHGZp8EDgnhwqe62Ac4/z5MF0wDTOqPj8dI2O2Ama3RVCqXabjY72H7jtWAGaVquePawYOJApDmkeg989f/W71oG0GyeVdZHfFqbxpOrLfTuDisdhavIg2iejzO8ntGZitU7tS9Ny9horPTMU5MWQ+bH8l1dB0tGgWNZ7rrxya7016bU9RG51gl3DNqsq3H2qxLOEnt5FaPmBKIdhEKq6bgn2Mf1inP7UvTdevVxa0gGo9aXPW7KtzEGtLL77lgIOqz88gtbrbnDkTBTwn12MfHzhoS3U9kSP5XvnKZPztfdjbAgddBTuRuWhGHb97fRvzW4Ml2/8A5raGEAyDWt/hqx4pksgNi1p5b3sfS7YPXHSQRIFfXD37uJ6n2hdOsWZvlOU7w4yrdrOgNUSt34E8RNusxeHBElUWFhYWFiNCkEWUWje5fcWhsmBWEpzTKw+p9VByKwQ/MYHoM9tJvt8F/XNh7oW1yBXOgdZDAQKXtQ1rviF5bHhOrs/PHyGL5mxQmZa+wajhDLGXd5F4rwNUHaXeTeCScSj1nrxY0lI5Uqu6CwwicnviJJd2UPmZaTjaAgf1OiiNXuRKZ7HTnCTgO7elqB1MkCR6/7ahIPA3IkLoqklUfn4a4Ye3oPakCl36dKPIze9Ays2lqd0pcu0J5H6re8/J9aYD3iBBNZjIY1ux1XsGZsZSOVJregg/tjXvVil6bVTcMJnKG6fR97fN+WqQUu8meOUEpH5HOkM3SL7fWSCoAIysTvfv11Bz21yUIQxMDM0gubSj9HPTIfriLoIfayv7OZYDdjyn1OOaXQ0C+VktLZEDCSTHQcxuDTWLNcQc1wedWp+DiTVe2qo9vLCuk4xa+J5VemycN6WGKq+dYIkLHodCjc/BL6+dw66+JG9v7aHCY+ekMSGqfQ4ch2hGcqTY1h3nqt+8TUd04OKXU5H48+cWMqspcMIENp+oCIbxIf62HkA0GsXv9xOJRPD5Dj0g0MLCwuKDRmpDLz13rynaLrpkqm+ZjRw8PFdw9YyKnjDb6ZBFcu0JIo9tQYvnsDV7CVw4BrnWfVBX79VYxqw8yWLZVj81mqHn7tXk9iULdwhQ9YUZ2FvNeYxcV5KOny4r6YAnVTiounE6UsCOYRiIo7xSnOtOEXt1N6nlnRg5HftYv2kYEXQUiEktrRJ5YivJd0tUO0SBmq/NQbBLZDb10ffgpoLd/o+MIbmss6RQto/1Y2v1lTWP8CxuIPCRsfl/R1/aWZRtNZjab8zLuzVmtobp+s2q4htJAjX/OA9REswWQVFAdMkFFUI1kqHz58vLzt/5LxmL95SGsuehp1W6f7+G7PbSRgRSyEH1l2YgeUdWecr1pMhsjZgtkKKAa0EttgbPiL8Lhm4Qe2ln2Vmt0LWTcE3/8JoiRFM5umJpOmNZ/vuZDSzb2YcowLlTavjmBZMYV1XeEfLDRF8iy2f/8C7Ld4aL9gVdCk98dfExbeU8URmNNrAqVRYWFoeNdCJOOhZD1zTsbjfugOUM+kHD1uwj+PEJRJ7Ymp/7Uerc5jD9YRJUUGy2IVc4sDd7MQxztupgnNy0eJbUul5iL+1CC2dQ6t34LxyDrcFT1EaodqaKBRWAAeHHtlL52WlIbsWcg9kvqA6wStd60qYz3/M7MDTDNJeocY34dVIqnfgvbMV7WgMYoKc1wo9tQU9r+D8yBnuzF9GpoMezJJeXbhVEN8hsDuNZVI/RUrwgiL2+l8rrJtP7l42onQPPV2n0EPjYeLp+s7Ls+ck1LvS0imGA5JSHFiGyaA6jYFb3Is+VEV+aQfLddnzntJRvpzOMIQ1NygVg70eQRXN2r5yoCthBHplYz/Wm6Pnj2vxcFpgulfYJAYJXjB/Rez3UrJbS5MFe4n37MOFzKvicCuOq4a5PzyOayiEKAgG3gsd+GBwdPyD0JrIlBRVAXzLHvkjKElVHGEtUWVhYHBb69u3h+d/9ip2r3gcgWFfP2Td+mfoJk45K+K3F0UFyyrhmVWMf50dPqgiyaFYSjnBujSAIBz2zAmZ1IvrCThJv7ctvy+2O0/3bVYSumYRzWmWBXXh6U1/ZY+X2xE1b8H53Qd/5rSh1bvRkDtEpo3Ymib68GyOlokUyJJeZbWqpFV3Yx/oJXjkeOTTCxY0B0ae350N999Nz9xrzvKdXgmaYrY1l0OLmkL/osZnGHftbKEUIXjKW6Eu78Jxch+SzocXN7C4pZEfyKrjn1hRXqmSR4OXjEGSR7j+sBU3HNbcG+1i/GV6sFVft3HOrB3K7sjpqZ3nhk9sdx9B0BLG0sBFksSC0+EDsY8u7uu2/v/eUBlLLSocE+85sQnIOvzzSVZ3k+10lzyOzMUxubxzRpaCnzdwpyVNsSb8fc1ZrOqmVXebnRRJxn1SHY0LwkD73HzQCLhsB19HJyDpW9MQz5DQdt13GO4pW0gNbIw8kOtT8pMVhwRJVFhYWh0ykq5P7f/AtkpFwflvfvr08+KPvce2PfkztuPHH7uQsDjuCJCAHHBA4+o+tZzTTEnmUdu1aLFsgqAYT/vsWbC0+5EHhsJKn/GJGsEl5F0K50knspV0kl3bgXlBr2nKHHFReP5m+R7egJworKpmtEdKbwngWDi+qDFVD68sUCar8eT++FVuLz8wiq3YVVJoGYx9jigzJKeM9sxnbGD+xl3Yh17lJbwmTXtNjOu6JAoJdwsioIIrU3jYXz0l1ZHZEyW4ZsGwPXjaOxLIOslsHKj3ZnTGcc6upuHYyPX9eVyCslAY33jObB3K7bCJylZNsonS1San3DJlFJXls+C8aU7oN1WvDNgIXPrnCQfDK8fQ9vHngXAXwndOC0jCydjI9mi0rzAAS73aAItJ773pEp4xnUT3OmVVl7dHlgAPPqY245tSAIByUe+aBGIZBX9IU1UHXyGYJLY4NPfEMb2/t4RcvbaY9kmZmY4DbzptAW7UH1whywfwuZUgb+JaQ63CfssUBWKLKwsLikMgkE+xYubxAUOUxDF679/dcctu3cbitvneL0WFoBlosg54wc4QQBeJv70XtSuOeW419fLBACA1FrozgADN/yUip0H8sNZLB1ug1hVOJqWP3wlokjw0tkSP88Cbs4/wo1S6iL+1C7UohVzrxndVkCox71hXdP7GkHcekIPIwDmLZjiTZzcX5U/nzjmYx0ipKjdsUGb8vFhlKvRsp5ECNZJDcMpJHwTWtEvsYP3pKpfNnywYd0DBfBwBdJ7Mjint2NRVXT0Lry5DeFkEO2kEUCgTVflJLO3G0Bai5bS7ZbRG0aNZ0IKxwFLQGSk4F37ktdP+29EyVa25N2YrOfuzNPkJXTyL8+Bb0mCnObGP9BD863hT8wyA6ZJwzq7CP9ZPrSGLoBkqtG8mjjNhoxcAY0tLf0PT+90hDS2tEnthGal0vFVdPKmuwIojCYav67guneGp1O395z6w0fmJeExdOq6XOagE77oilcvzq5S3c+fq2/LaXN3bxyqYu/vCZBSMKGq7x2vnG+RP5/t+Lfwc+PreRyqOYL/ZhxRJVFhYWB028r4e1r79C+6YNZW+zb9MGcum0JaosRoWeUUlv6KPv4c35hb7otRH4yBgSfR30PbgJucpJ5eemj0hYDWttvn/eJ5mj72+bEBWJwCXjCD+2pUBYKU0evKc2IMgiem8aoX/2q/f+ge+A2pmk9/4NeM9txn1SLZHHt+GcUoFS40JPqWT3xEsHEg9Ci2eJPL7VdJgrhwD0V3SURg8Vn55K5MltqJ1JBEXEObsa7+IGkmu7IW0afrhnVSEHHUhuBSOtmkYg5c6hz5zvkTw2JI9ZAdJzGr0lhOJ+Yi/souoLM3DPqx04TjJHrjOJnlLNSp5HQan3ELiijcjjW/MufKJbIXTNJOSgDT2tmmHDWQ3RISN6bYiD8r9Ep4xzeiW2Vp/5+ZAFRJcyqlk7UZEQQ84hWzF1VUdP5BAE8/wGV9Akrw3ntArirxbnoAG4ZlWTfL+wkpXdGiHXnRrWtfJQ2RdO8anfLWFL14Ab4w8fX8uf39nJPZ9bQJ3fElbHE13xTIGg2o9hwHceXsVDX1pEzTCW8bIkcumsegIuG//3mfXs7ksRdCl84bSxfGxuEz6nNX92pLFElYWFxUGRTad5/f4/Eu/tJVRf3mnLHQwhSsen/azF8YvamaL33vUF2/RYlt6/bqTy+ilktkRQu1JmQO1pjcNWNuQKJ4JNLCkilEYPYn+rlR7Pkdmwf57KoPLTU8m1J5CCDuSQwwz27V/cGxkNz0m19PyptMiIvbSL6q/OofIGF8mVXSRXdZsW76c0gDi0E6CeUslui5oCThFL2n/bxwfzLWKyx4Y8KYRS7cJQdRD6rcNXdJJe24sgiThnVJLdFQPBbDUTFLEgHPhAbI0ecr0pJHdh9WYoz+ADDYXVcJq+hzaR2RQeOO82P8ErJ+CeW41jQhAtnkUQRUS3Ys51RbOEH9sykFclm1lQ3tMaC8SIIAqmoB4kqrVEzrRoF8zw51IhviNF7U0Te203qZXdIIJrbg2ek+rylTBRkXAvqCP1fhdatDCcVql3o9S6Cp73flKru3GMGXru61AwDIPn13UUCKr9bOmK8+K6Tq49qeWIPb7F6Fm7r7RpCsDuvhTRVG5YUQXmzNmls+pZODZEVtWRJYFqrwPJslI/KliiysLC4qBIRsKse+1lAOZceCnLn3mi5GprwWVXWi6AFqNCz5imEiXRDFJrenBMCpJe20vi3Xbcc2uGz6vy2ghdO5meP6wtqBKJboXQJybmxYkWG1gcp1b3kOtMEbh0HLGXduUDiW3NXgKXtSG4ZMhqZbOcJJeCkVLp/uPavJGE2pEksyWM59QGM5i43Hn3L4Jir+0h+NHx9D64sWBOSQrYCV42DvEAQwU55MDQDLJ74/Tet75AMGV3xbA1e/F/ZCyS347ks+O/aEzJypNc5USLZum+ew2uWdX4L2xF8tn7hUQtmY2ljTzcc6oR9+c2JXNFggogszlC34MbCV09GTnoKHDI0+JZeu9fR3Z7bOAOqkH8tT3mzNO5rQUVq/3oOQ21PUn4sS1kd8bMNsJZVfjOaTkoV0q1N03nL98vcBmMv2wKrKrPz0AOmEJOqXRS+fkZJN5tJ7262zSYmFeDfUKQ7rtWlzy26DiyF5kiyRx/Xbq77P6/vLeLj8yo+8AbPpxIOIcQ/y6bhE0W2doVJ5pW8TvN2amspiMIUOG2Yzsg7Ho4AabrhpVZdQSwRJWFhcVBkUun0DUztHPday9x5g038cqffoeuaUiyzPgFi5h82lmEGhrRNBVJsn5ujiV6TstfTRft0hF36zsUjIxOrqN0wDCY2VBKXX87qW4UVUdKIcgi9rF+am6bS2pVN7nOJI5xAezj/AWLbtFV+DkNfGQMPX9eNzBrhGnK0PmrFdR8dTaCXL7i5D6pjvDft5R05ou/vgf3vPJiUHTK2Mb6yW6NkJBFKq6bQm5PHC2aRal3Yx8XyGc+HYiezpFa2VWyApXdGUPtSiLXuJAcMvZxAUJXTST85Db0aBZEcEyqwLOwlt4HNoAByeWdCIqI/5KxiIqEvdmLbYzPrPppOrmOJBggBe3mPJRkLtb0eK5kpQZMYaUnckVmDFosVyioBr9mb+7Dc1I9Yqh4wah2pej81YoBwawZJJd2ktkWpeoLM0Y8ewfmLFTi3faStu1ab5r0hl48C+vy25RKJ75zms1tAuCViT2+3Xw9S3DEM6cEkIYwpJBEwTKsOM6YUOPFJolktcLfCrdN4s4b5vG9R9bw6iYzNkEQ4OxJ1XxyfhPf+OtKLptVz+dPH0fDMLNyqazK3nCavy3fzZauBIvbKjl9YhUNAaf1eThMWKscCwuLg0JxOJFkGU1VWf/mq+QyaS77x39GzWbwV9ey8oVneOoX/4soSUw9/RxmnX8Rvsoh5kMsjhi53hSJd9pJvteBnlFxtAXwndeKXOEY8VD+aNBSOfRYjvSGXtS+DI62AEqDZ8QLW6HfHU7ry5TcL1c40aPmPtes6hG7pImKhFjpRDmzqextJI8tb9dtH+cnvSVSIKjyqDqx1/bgPaMRKWBHCxefq1LrJvps+TDczLYISq279Hm4FIKXt9H5qxVkNofJbA6j1LkRXQpKowcE83WWSsxJ6Fmd1JrSjoEAqVXdOKZWmo/jNA0bbGP86PEcWl+a9OawKSQHtUomlnbgPaMRMeQESSTwkbGk+6tV/mYvekYzA28HmUToZVzI8vtLWDzvn+MqiaqXPKaeUok8ta3knJrWmya7M4o8CiGjJ1VSq7rL7k++34lrZlWBA6U5nzVQbfCe0Uh6Ux9aT+Hz8Z7TjDgKgXcwBFw2rlnYzPJd4ZL7r13Ygt+arzmuCLoU/vvjM/jaA+8XNHzcfFYbP39xM29uGfg+GwY8v86c1fvE/CZ+8+pWXt3UzZ8/t7BsDlVW1XhlYzdf/vPS/Nfk6dXtBF0Kf/nCyYyvGd4x02J4RhfvbmFhYdGPJxhkxjkXAuBwe2iZMQc1lyWbTtPXvpf6CZOwOV0kI2He/fuD/OWH3yHaXSag1OKIofam6L1nHfFXdpv23qpBen0fnb9cgdo9xAL2YB8vkiGzoY+Onywj8sQ2Em/upeePa+m6YwVq79ChrPsRHTK+s8rMfAjgnFZJal0vkt+Ge0HtkPbbg9FVHTWSQQ1nTGv2EkheG5XXT0GucqLUusnuLD/rkNkaRnRIhK6aiGDrN4yoc+OaW4NzZiWSf5hq4DAXh+UqJzW3zMZ/USv2tgBKvRvPqfXk9sTp+O/36P3zOnIlgm7z1uUiOKaE8J7VhHtRPaK3fyEtCAUVNkEwZ5O0SIaee9aReHtf8eyZZqBnNLRYlvDft9D5i/eJPruD6LM76L5zNVpvusgMZDjb+wNbF4Gh2zgFEG3FbVJ6RiOzrbxL4lACs/SJkX8/S56GTcq3Z5bDzJ2a0Z+BVoF7YS3Vt8zGc0r9iDKwDpXF46uY2Vg8tzWz0c8pbRVH/PEtRs7ecIr/eno9L2/o5NGvnMK1C5s5e3I1Xz27jVPaKgsE1WBeWN/JgjEhALZ1J3hzSzcdkdK/sR3RDLfev7zoukNfMsc3H1qZt923ODSsSpWFhcVBIdvsLLzi4xgYjJ09n9fu/T1dOwbci7wVVZz/pVt55o6fEuvuItLRzvYVy5hx9vnH8Kw/fOTaE+T2lmilU3Wiz20neOWEw9YKqMWzqF1Jc/7ngL/eWl+G8ONbCX1i4ogyppQaF8GPjSf89y35mSXBKRO4eCzp9b34zmrGNad6xPMyam+a2Ku7SC7txNAMHFNC+M9rRa50FplcyBVOqm6ajp7WUJ/bXvaYklsBQUCud1N9y2zTXGJnlMzmCKJbBknE1uQ1zSEORBjIjyqHIAjIIQfuUxqwjw8Re3Envfeuz78emc0Ruu5YQfVXZh3QwqjgOa0BJeQktaaH9LpeRLeC/8IxaOEMSq275FySNFQFRRQQnDLpTX2kVhRfHIk8sQ372AC2hoEKiOhWsE8MDjL+GMA+IZg3Byl4GL+trHmGY2oFYon8MEE0n3O5drshn1ep27ttuE+uJ/zQppL7PYvqS4q7A5H9duQZVTinVYLAUW2xqvU7+PX183hnaw/3vrMTQYBrFrawYEyI2hEYHlgcHdojKa7rd2m8fFY927vN3+qgy8abm7sZX12+gmQYkBk0z/n8uk6W7wzzxdPH0XRAJtXmzljZcODlO8P0JbIErRm7Q8YSVRYWFgeNOxDipI9exVO3/7hAUAG4AgG2r1jG5d/4Hvd9/xuomQzrXn+ZSYsWY3NaIYRHi3LBsQDpTWH0jIZ0mNzutXgOtTMFaukZp/S6XvREbkSiSnTKuGZXYW8LmOYRgoDkVcAm4ZgYRHQq+dmd4VDDabp+u7KgnTC9uofMpjDVt8xGqSxumZF8diQfeE9tJL2q9GvoPaMpb+FtSDl6/7wOLTKwsE9vDFNxzSS6715dVPnxntGEMAL7bz1l2pFHnthmGjAcuD+eI7M9UiCqBEnA3uyj646VGNmBilxmcxj3yXW45pRuw5V8trIhwq7ZVQiiQOzl8gYIibf3olw+Pv++SC6F4EfH0/e3TQXCyj4xSPCK8SXtz2WfncrPTKX77jUFwso2xkfgknEl21VFjw3PKfVEn9pe8rzcQ9nSl8E5MUiyf6atYPv0Smz1o/vCDOdMeaSo9Tm4bFYDZ00yn7/XcWgtf72JDHv6Ury0vgubInL2pGpqfA7LqvsQWLM3it+pcNen57OpI8YbW3oYV+WhtcLFT1+I0FIx9N9Kx6CLI16HTGcsw+/f3Ma3LpiETR4Q/sls6cr8ftRhIh4sRoYlqiwsLA6JTCLBjhUDAaKBmjrOuOEmOrdvZe/GdSx/+nEu/YfvsvW9d4h0dSCIlr360UQYQsAMm900StTuVMk5mTyGafM9UgRZQg5KB+XeNpj0pnDJ+SwjoxF/dTf+S8aVrNyA6bLnPaeZ2POFboSuhbXYms2ryHpGJfLsjgJBBaYFfPiJrVR/ZRaJJe1kdkRNS/VT65GrXMgjyCrK7o6jJ3JmtlW557cxjHt2Tf7fWjJH+LEtBYJqP4m39uE5ub70c/XaqPz0FHruWVdQ3XRMq8B/fisYmC2kZdCiWQzDQBjU1yj77YSummgGLKc1BIdkWqcPISiVKhfVX5yBFsmixbNIAQeST0Fylw/Mdc2uJrPJnD0bTODycUiB0c8wST47FVdNJNeeIPFuB0gC7oV1KFXO49rkpRSHKqYAumJpvv/oGp5a3Z7f9p9Predr54zn04taLSfBg+T9XX18/rSxfPnPS0kPqjoFXAp33TCfrd0J5rUEeW9HcbX3jAlVvLd9YPs5k2v42v3v47JJ3LR4LLWDssgm1/nKnkO932HN2B0mLFFlYWFxUKjZLNHuTmI9AwPddpebs2/8Ek/d/mOSkXB+++qXnuXkK69hyulnoditVPejiWt2NYk395beN6cGyXf4FkOiQ0KpKX9lVQraj7id9IHoWY3UyvKzfOn1vaZ5gFL8uVR7U/TetwGlzk3Fp6eS2xMHEezjAqYxRX87l55UzSyjEuR2x0mt78V3QSt6SjWzoUa4gNESWSJPbsM9v9bMbypr3FEoOo3+jKtyZDaHUarN90nP6ejxLIaqI9gkpICDys9OM4N3MxqiS0b02JCcsmlGMdZPuoyJg2NyaGCeaxCSUwHNwLBJCLI4ooBes1I48t8K2WeKN7U3TWZjH4JTxjEhiOSzHbQZy/5zsLeZkRDHquKUzKhohnFYxNHB8uqm7gJBtZ+fPL+JMyZWMcsSVQfFqW1VfPnPywoEFUA4meOf/raSaxc2c/NZbfzixc0FwuqUtgquO7mFm+9dDsDnFo/hve19pHIabrvEgQOblV4bN5zcwh/eKjTOEQT418unjSgDy2J4LFFlYWExajRVZeealTzyf3/IJV//NpKioOVyTD3jHJY++WiBoNrPWw/dx8RFi4/+yX7Ikf02vGc2EXtpV8F2pdaFZ1HdIYWjFj1WpZPkym7s4wMlrbQDl4wb1UL5cCCIQklDhPx+h1xysaxFM3TftQa1O0V2V4zEu+3I1S4EUUCL59CjWbPiMi5gBtQO0T5jZHXTHW6Ur7WR08m1J0gu78R9Uh1abwZbsxcjp5Na3W1WZQRwzRylRXf/01UjGWIv7SLxXgeoOqJHwX9+K44pFSVdCUW7hP+cZjOU94CKo+hRcEwMFd1Hi2fJbIkQfWEnWl8apc6N74JWbPWeIdtA9ayGHsuS3ZvA0HRsDR4kj4I4hCCVPDYkjw17c/mr8gfDsRJTXbE0K3dHuPuN7aRzGpfPNlv5yjm8HSl64hl+88rWsvv/8OYOpl3pRx6hYYzFAJIo0JMoPQuoagZzWoLs7Uvz7YsmoUgiHZE01T4HkgAPvLeLqxc0saitkjc3d3PXG2YL/uWzG6jwKKRyGl2xDGv3RkjlND51UgsXTa/juw+vYm8kzfQGP9+6YBITay3nv8OFJaosLCxGTC6TIRHpQ8vmeOKn/4Wh62x85w2mn3ke7z/7BI2Tp7Lsqb+XvrNhsHvdGioayttZG7pOJplElCRszqO7cPigIvnseE6uwzGlguSyDvS0inNqJbZ6N3Lo8L7Gks+OY6wfOWhHqfOQfK8dPami1LnxXzQGW9PR/+MtyCKeRfVlK0meU+tLtnOp4QzqYGc9wwzuBbPNMfjxCcRf242tyYvgkPKZUqVwTioWGyM6d1EwTRYEcIwNEN25i/CjWxDsEq7ZVXhOrsMQhKL2NsEpYxvjK1utso8LmCG7f9lAdsvAOQuyaM7F9aQw0hqiWy4SPnKFk+ovzqTv75vJ7Yqb5zY5hP+isUVtmnpGJf76noI5rOzOGN2/WUXoqok4Z1SVFCx6WiW1upu+v20uEKuexfXmHFuZNsBy6KkcWjRHan0v5DQck0JIAftx3cbXHcvwz4+s5pk1Hflt7+3ooznk4r7PnzRsJtHhRNUNwqny7nDd8Qw5XbdE1UGQLWMece6UGi6dWc/X7n+fLV1mK+6CMSG+fMY4bvvL+3xu8RgCLhvvbe/jnrd35vOt6v0OPja7kaxq8OzaDr754Apygy6A3HByC3/87AKzZdYm4Xcev9+BExFLVFlYWIyIRKSPd//+N1a/+Axn3/hlsilzwbn+jVc496abmXPRZYAAQwSxqtnS7UsAka4ONr7zBoamUzN2PLKi4PT58AQrLIF1iOTbmI6wqBFEAaXeg+hREP12nNMqEO0Sgu3Q56JGipZW0WNZ9EQOQRYR3QpytQvPonriB7RB2tsCZQWPWsKqfD/73ff0pIqhGUguhcAlY+m8/f0ikw7H5BBS8OCqc6LXhvecZmSvja7frMw/rpHViL+6h0xjhIrrJhdVwCSXQvCyNjp/uaJorspzeiOi14YWThcIKntbAM9JdURf2kX0me2mWJoUwv+RsQVGHoJsOhpWfnoaRloFQTDFV3+LnZbIma2EkoCe0Yi9UtrYIvzYVmytfuQS805qX5q+B4ud9+Kv7cXe6sfZn7E1ErRkjsRbe4k+NzATF31+J44pFQSvaBvawv0YsqkzXiCo9rOzN8m9b+/ka+eORzlKIsbnlDm1rZKHlu0puf/8qbU4FWs5ORRZVUcWBcQDLiI0BJ2IQmGh2+eUuWp+Ezf98b2C7Uu29bKpI8b/fHwmz63p4KIZdXknx1RO48LptYyt9NAZTyOK8PUH3i86jz+8tYN5rSEumVl6rtLi0LC+BRYWFsOi5XK8/8yTLH38YWxOJ1pu0LC6YfDcb3/B+Pkn4wmFqBk3no4tpa2Im6fOKLk93NHOX374bc769OdZ8+qLvH7fHzEMHUEQmXTKaZx27WfwhKxslRMBQRSQA46CENijRa4vTXLJPmKv7cmLG7nCQeiayXjObcY1r4bk+50YWR3XzCrkSmfZRbUcGuL8ZREEAcekUN7sQ6lyUXPLbKIv7SKzKYzokvEsbsA5uWLIiogWzWCoBkgCks9WYLstCAKOCUHCf9uUF1QFz3d3HLUzhewvPle52kXNrbOJv7OPzOYwokfBe1oTSp0bySmTXj/g8CfYJbyLG+j+w9qB1Z1hujVmd8WKLNuh305+kCW6llLJ7Y4ReXo7amcSpc6F9/QmszWyBHoih57MwQGiytD0sjOAANGXdmFr9Y848FnrSRcIqv2k1/aQnhLCPa92RMc5mmi6zr3vlA+N/uvSXVy/qOWozcE4FZkvn9nG4yv3FdlyV3vtnDlxlO2nHyJ29yV5cX0nL63voiHg4JqTWmgKOvPzcZUeO59bPJbfvDrQXvmxOY386a0dJTuK+5I5tvckuHxOA3vDKVoqXFwwrYa94TTT6/185vfv8to3z+RXL28pe063v7SZReMqqPBY882HG0tUWVhYDEsi3MvSxx8GIJtK4fIHEEQRQ+//A2sYbFryJu1bNnHWZ7/IYz/+D3St0AVu8uIzSgqjXCbD2w/dx+RTz2Dl88+w7f338vsMQ2fd6y+jaxrnfv5m7K7iOY8TCUM3TBc0zOqGUGKo32L0aIkcWiJLdkuE2EuFlRG1J03Xnauo/sosbPWeEdthy0EHUtBe0hzCPbua9KZefGc059vXBFlEqXETvKINI62BKAxZBdESOdLre4k+uwMtkkH02vCd3Yxz2gEizDDdC8uRXNmFY3ywaLsgCsgVTvznt6KfriHIQoFhg+QdECWu2dXE39lXci5Mj+dIb+jFc1L5K9uGppNa1U34bwMXU7J7kyWFYME5lqi0GJqBGi5f0daiWQxt6OPmj6XrxN4uL9Bir+4xWwGPwzZAbYiKv24YQzUEHBFaQi4e+cop/PCxNby1tRdZFLhwWi3/eP5EGoJWREYptnbFufKOt+gdNDN1zzs7+dEV07hiVgMuu4zbLvOF08YyrsrDz17YxJ5wihkNfh5ZXroqCPDmlh7W7Yvx4NLdOBSR7140hUgqR3c8w8+vno3HLrOjtzgWYT8d0TS5EX6HLEaHJaosLCyGJZtOk8sMZMZsfOcNZl9wCcuefLTgdrGeLhS7g+v+66e89eC97F63BqfPz4LLrqRl+iyc3uIB8nQ8xvo3X+XS277Dkkf+WvLxN7z9Oqd88lPHvajSkjn0/vYn0Skjee35zB41kiG5vJPEknZQdZwzKvEsahi6ImIxJHpWQ0+ppDf2odS6ymYoGf2hvKXyqMohem1U3jCVnnvXD+Q2CeCcVolncT2IYsn3TrTLMIzbnJ7TSCzZR/SZgWqEHssSfmQzam8K39nNeQEkAIJNwkiVtqrfP/NkaAZaLGM6DEpm26PkVhAkEcldLF7kSieCU8ZIqSi1blJlHP3ArFi55tWWdPYDU+hEnjjAyEDVzcBgu4SRKbZ2l2tcGLqOntMK2hcFRcQ+rrTRCYCtyTtiNz9DAyNW3gJeT+aKDDeOByRR5JPzmnhyVbHbHsClM+sJjbBSd7iQJZHJdT7uuG4usZSKIEDAZcN9kM6KH3SiqRw/+PuaAkG1n+89sppT2ypp6X/tKjx2Pjm/iYVjQqzdFyXgVKjy2ulLlv7sVnnsdMfNCw/pnM73/76aB7+4iBqvnQqvHacisXh8JS+u7yx5/1lNAet9O0JYr6qFhcWwKHZH3uEPYM3Lz3PqVddzzk1fYcWzTxLt6qSqZQynXnU9lc2t2F0uzv/S18j2m064/IEhjm5g6EaBaCu+iUE6UT6n53hA7UnR++DGvDmA4JTxn9+Kc0YlRk6n5/erye0buHoYf30vyeVdVH9l5mE3jPigo6dUcl1JYi/vRgunUeo82Ju9aJHyFY7cnjjMqSm7/0C0SIbuP6/Dc1IdcsiBkdUR7BKZLWES73XgP6915MdK5kA1EJymA6AeyxF9YVfJ28Zf34NnYV1eOIgeBff8GuKvlr5y7ZpTjZbMkV7TQ/jJbXnxpTR6CH1iYt46/UAkn52qz06j685V5kUAt1I2g0ry24d0wNMTuZLCKf7GXgKXjTPnowZVwQSHhP+CVnr+tI7K66cgDnIaFAQB14wqYi/vMit+gxHBd07ziPPVREXEMbWC9MbijB8Ax/gAwhDOkMeSyXU+Th4b4q2tvQXbq7x2PnPKmIJg16OJ32mzzA1GQF8yy+ubS1+o0A14d3svLRWFFwnrgw72hFP851PruWp+Mz98fG3J+58zpYYv3zOQDWkY8Ldlu/mXS6fm5+zOmVzDT57fRCRV+J0WBfiH8yYeU3v+DzLH56+JhYXFcYU7EGDameey4tkn89tev/+PBOvqmXnuRYyduwCnx4vDM2CEYHM4sTmGFwsOt5cJJ5+KbBu6v9vuPH5bTNRIhq7frCpY1BsplfAjmxGdEoJTQe3NmGWHQRfG9USO+Fv78J/farUCjhA9q5F8v5PwowMzA7m9CWwtXjPLKVrapUyuG12VM7cvjtaVIvJYfwVGBPo7ZgSbiOfk+mHNN7R4luzOGLGXdqHFs9hbfXjPaMLI6mYlp+QTBC2WRa4wvzuCJOJZ1EB6Q1/efXA/3rOakAJ2sluj9D1UOMeY2x2n6zcrqb55Vsn5NkEUUBo8VN86Gy2Sxb2wduC5HoD7pLqhbcWl0vuyO6KIdonqm2eRXN6JFs6g1LhQGr1En9mO1psm+vIugh8dj2gbEAlSwG46DP5tE9mdMcCsrAU+2oY8imojgGNCENFnQz/wcyGLeM9sLnjcQyGb09gTTrFmb5RNnXGm1PmYVOctWjiPlGqfg59cNZvXNnXx+ze3k8rqXDKjjivnNdJotdsddrKqjiSaVcLDgW4M6dlUlEsFYJMkFo4J8ctPzSGeVvnkvCYeeG/g4ossCnzrwkk8vbo97/a3n63dCbKqnhdVjUEnD37xZL798Kp8QHBrhYsfXTGdcVXHd8fHiYwlqiwsLIZFttk56aNXkQyH2bTkzfx2QzcYM3sewdqDdxJSHA4Wffwati5dQt34iezbtKHoNk1TpuP0+Q/6MY40uX2JslWSyNPbqbhuCoFLxiK6FdTOJNEXd+Wv7KdWduFZ3IB8lPObTlT0eI7w48WL/+S7HXhObSDy5LaifYJDwt46us+P2nvA+zloDWNk9WHnerSUSuzlXcRfH5jpSfZ1kVzZTfWXZpa8j2CXsI/xIx4wiyUH7FR+dhq53TGSK7oQXYoZCBy0g2oQebr4OYP5WmV3xsqahuipHLHnd5Jc1kngijac0ypIre4ZdELgv6TYKv1AJLdSdv4suyeOFsmQ2xNH9Cik1vcSfX7AOCK7M4aRUWGQuBFEAaXWTcUNU80WPYP+dlrzdVEjGbS+NFoka5qN+G1l56LkoIPqL84g8uwO01ZfN7CP9ZvP6zC13mZVjQ0dMT7z+3fpjg+It2qvnT/duPCgc4BqfA6unNvE2ZNq0AyDoFNBsmzLDyt7wyne2dbD4yv3EXDa+NRJzYypdBM4xDBjn0NmUq2X9e2xkvsXtJZ2HZUlMS+av33RJG46bSzLd/Zhl0VqfA7uemM7z6wpbgud3xrCMbiNVhAYX+Plt9fNI5zKoukGPqdCtddqNz+SWKLKwsJiRHiCIc77wi2cevX1xHt7cLg9uAJBPMGDy+AZTKCmjvELTqZh0hSe++3tdG4bqELUjp/IBV/5esl5rOOF/VfTS6H1ZVB7Biyibc1eQldPovfe9abdtSwWOL5ZDE2uM1lyDia7K2bOqZ3eSPz1PfnbSEE7FddMRq4Y3WJCGaKyJXoUhGGCfPVYtkBQ5dEMch1J5Conale/bbsAvrObkatdpDf2EXthJ6451Sg1LiSvKbZlvx3Zb8cxpaLg86L2pQeOU4LMjiiuGaXd2dTuNMll5txF+NHNeM9spmJODdndMUSnbJo4+GzDzjBJPvM17vrtSrMKl98hELp2EqlNfWTKZHhJATuUaWWT+ufCBpPrSND9u9UFFUmlyUPFtVNK2rMDyCEnwSva8J/fCgYITglpiBDh0bIvkuar979fIKgAOmMZbr53GX/87ALqDiFXKjjKXC6LkbGnL8VVv32LXb0D35+Hlu3mi6eP44unjz0kYVXhsfNvl0/jqt+8jXqAAczH5zZSPYKLaAGXjYDLRlu1aa6zek+EZ9cOCKoqj53FEypxKhKfnNeIVKKaHHTbrM/PUcQSVRYWFiPG0d/iF6pvPKzHFQQBX1UN7lAll/3jd0nHE6SiYdyBEK5AANdxXKUCkKvKL5gEp4yRG5gNye6MmXMzi+qJvbzLnJ85ykPnRxs9p5tzOzaxpOPbqBiipybyxDaqvjoL16wq9ISKYJcQXTJKxegXtEqVE7nCgdpTPOvnO69l2Hyj7M7SwbsA0Wd3UHHDFLrvXIWeVPGd14LamSqo4CSXdWIb6yd01cSCKmaRABcFRK+CXsaQodxMFUDivUE5SDrEXtgJsoBS5UJQRJwzqkZsCqHUe6i5dQ6ptT1kd8RQGjy4plciBe2IdonES6VNRLynN454RkqLZOi+a3VRi2duV5zwY1sIfXxCUVjxfkS7POLnMlp6E1m2dSdK7tvUGac3kT0kUWVx+MmoGr96ZXOBoNrPHa9s4bJZ9YdcrZre4OexW07l/z23kfd29FHpsfGlM9pYPL7yoI49tsrN3Z+ez3f/tprPLm4l4LTx7Np2ehNZlu8MI4kCtX7rc3YssUSVhYXFcYMkSfgqq/GNPNvzuMDe4kNQxJIW0u75tSSXF7owZTaH8ZxSj1Lvxjmzauh5lRMYPaWS604Rf203WjiDfawf17xa5KAj74o4WpQaF0Vpmf3IlU7UfUmye+J4FtUjhxwH/dpKPjuVN06n7+FNeSc6wS7hO7cF59TK4Y87hHjUIhkEp0z1LbPJ7o0jCEKBE+B+slsjpNf2DGlnLnlteM9oKj0PJYs42gJl72uUmutSDXL7EnnXPkPTRySEBcm0cPcubsQ4xSh4feQKcx4q/OiWgSqjAJ7FjahdKWK7Y7jm1AzbZqiGM2iR0jNz6bU9aPFcWVF1JElmi006BpPKDb3f4ujTG8/y4NLSQh/gsRV7mVw3fHdEIqMSz6jYJLGoImRXJCbX+fjxJ2cST2soknBI2VAum8zpE6p44Asn8Z9Pr+fxlfvy+17e0MXkOi93fXo+dZawOmZYosrCwsLiEDGA4Ccn0vfQpgLra8fUCpQ6N/HXiv94C3aJihumIvtPrFkqNZLBSKvkulIIkoBS7UL02QpssQH0jEpieQeRvw8s9rM7Y8Tf3EvVF2ZiaxhZXtSBiB4b/ovHFBwXAEkg+LHxyNVOXDMrEQ6DO5ocMoOD9UQOI6cjOiUkr21EIsPW5C0yJsnva/Uh2iUkl4LktdH7wPqyx4m/sRfn1MqylTFBFHDNrELtTaEnVES7RG5vglx3isrrp5jtdWVwz60mtby07bJjcojYK7vwnNIw4myvwec0GNEh45pVjaMtSHZfHD2eQ/LbSa3uJv6q+d1ILGmn6oszhxRWWry0oALAoKAifDSp9tqRRAGthNBXJIGQ1X513GEAuSHs9FPDCOV0TmNbd4KfPr+J5bv6qPU5+MqZbcxrDRW93x67gsde3I2wpy/F0h29LNnWy7hqD2dNqqYu4MAmlf/tEgSBXX3JAkG1n3X7Yjy6fC+fP20soigQz+SQBBHnYTJjsRgeS1RZWFhYHAKGqpN4cw+ZrRGCl40DzAqNrdlLalU3fX/dULywFkDy2E44QZXrSpJc1kHsld0Dxg2yQPDy8TinVRRUCbR4jkgJQwkjq9P3t01UfnYq0kEsNkWbhGt2DbYGL7GXd6H1pVGafXhPNTO/DreLouSUkQ7CdlvyKvgvHltUQRIcEsHL25Bc5iLLMAz0A63DB2FkNYzhkl5F04Y8/uY+1J40zpmVBCdVDFsRVGpc2Mb5yW4pnHcSXTLuOTV0/3EtWl+G0HWTD3kGSbRJiCGJXFeS6PM70WOFAkmLZEksacd3TnNZ0TpU9ICgiEesvW84gm6FT8xr5L4lxTb5153cQq3fMgc43vA6ZM6cWMXz60pfVLhoet2Q939/V5hr73wnL6Q7ohk+/6elfOG0sdx8ZhveYb4vWzrjfPI3bxXM4f3Hk+v5/Wfns6A1hFzmO5DTdP70VnFVez9/XrKDC6fX8u72Ph5auhubLHLDyS1MbwxQ5T2x/t6ciFiiysLCwuIQ0DMa6U1h1I4kvfdvQLCJCIqE+6Q6srvjBa5x+3HOrEL0nlhzVGokTXZ3nNiBszGqQd+DG1HqZxdUNHJ7Sj/3/fv0pHpQogr6hU6LD+XqSRg5DcEulw2mPVoYhoEWy5pOdXYJ0SHjnlONvcVH7I096JEs9rYArllVSIPc+ERFwjWrumzYrWNKBaKr/GdFT6nEX99L7MWBeazM5jCxV3ZT/cWZeWv2UkheOxWfnEhyVTeJJe0YOR3H+ADOqZWEH9sCqk5ma8TMizoMxg66qpN4e1+RoNpPcnkn7pPryjphSl4F21g/2RKmF57TGpF8x+Y7VelxcMtZbdT4HNz9xnYiqRxBl8LnTxvLFbMbcNmspdbxhiQI3HbuBN7Y3FPUnnnKuEpaK8sb1XTG0nz7b6tKViZ/89pWrlrQNKSo6k1k+ccHVxQZm2Q1nS/8cSlPf/00GsrM4BkGpMvFMWBawy/Z1ss3HlyZ3/bKxi7OnlTNf35sOlWW+98RxfqmW1hYWBwCgiQgeRTU/pl/I6tjZHXir+4mdPUkBLtEem2PWa0SwTmrGv85zYfVfexooEXNSkI5Ym/sJXRF20ClqMSCo4Bhdo8E0SYVWHEfClosi6EbeUE02vsmV3YRf30PelLFPtaP77xWlCoHtkYvoY9NMGeTFKnkLJZ9XACpwoF2gCmG4JDwnNowpGDUopkCQbUfPZYj/Mx2QldOGDKLSfLZERQR14wqBFkgszNG9+9XF1QiOZwjf0MdSxSGdMKUPDZCn5xI5KltpFZ2gQ6CTcJzegOehXWjavnU0yp6Ruv//h56e159wMVXzhjH5bMayGo6DkWkIeAq6chmcWzRdIM3Nnfzi5c28+vr5vLX93bx5pYevA6ZT53UwsUz6oas6kRTubLGJIYBK3dHcNtk9oRThFM5moMuKjy2vDlFX7+xRCliGZVdPcmyosomi3x8biMvri9dYbtgam3JfS+s72R9e8wSVUcYS1RZWFhYHAKiQ8Z7eiOZA1qojJxOz73rqf7SDHzntGBkNUSHhOhRhq3QqOEMhq5jpFTUrhSi14Zc4UDy24+Z/bqR0cpmcQFoPSkMVc+LKqWx/EyRXONCdB0ff360WJbU+l7ir+w2A3rH+PGd24Jc5SyaEyt5/3iW3gc3kNkQzm9Lr+slvbGP6i/NxNboRZDFIdsS5YCdqs9NJ/7mXtORT9VxTqvEe3bzsOYNqXW9ZfelV3ejXzhm2IBbe4uPjv+3rOQ+15waxBKfVzWcJrszRmptD7LfjmtONVLAPmQLniiLuE+qI7229Dm759UM64Qp++2mPfq5LRg5HcHeP+c2wkqlntNMp8XndpDdFUPyKnjPbDKF7SGKK0WWhqxwWBwfdETTfPOhlfQlc3z+T+9xyYx6vnbOBFI5jefWtnPBtNoh7y8O8xssiQKfvnsJa/cNRG1cPKOO7188hWqfoyi490BiGXXI/bNbgkyr97F6b6HDaIXbxgXTarnud0tK3u9Pb+9g4ZgKbFbQ/BHj+PirZmFhYXECozR48JxST/yNwlwizyn1SAFHUdZOOdS+NJntESSPzVz0Dcq/Et0KlTdOQ6lzHxNhJThklDo3Wm+xxTjsd0AcWLxLHgXvWc2mTfdgJIHgR8cflurAoaIlzCDh1Iqu/Lb0ul7SG3qp+vyMEQUGa33pAkE1sMMg/NgWKm6Ymp+fGgo56MB/fiueUxsAM0tJQOi3kC//fpd08NuPzogqgpLfju/CVqJPbS/cXuHAd2YTolK4CFN703T9dmVB2G/sld0EPtqGa+bQNuy2Og/2iYGi10yudOKaUzMit8ZDsUfP7ozRfeeq/OuiJ3L03rcB90l1+M5vPaj5ueORzliaWFpFkQSCLhtex4lVGT+S9Cay9CXNCIJ0TuevS3fz10FOgJ3RTD6AtxQBl40ZjX5W7jYvpAkCLBpXwaRaH/F0jnqfo0BQATy+ch9NIRdfP2c8fqdCyG2jN1G6DbatamhhXutzcOcN83ls5V7+/PYOMqrOxTPquGZhM998cGVRLtZ+VM3AOBwtAhZl+WD8elhYWFgcQyS3De/ZzbgX1JLeHAYBHG1BRK9txIs0NZIm+sJOBEFAz2hFgcJ6Ikf371ZTfcss5MDRb+GQPDbcC2tJr+spmpUSFBHX/NoCUwTRIeM5pR57q880lIhksbV48Z7ehBw6PlpQtGi2QFDl0SH86BYqb5w2rPhLb+gruy+7I2bOI41AVAEIsojks6H1ZUi8uY/MpjBSwJ63hxdLfJack0LEni9u/wOwt/kRRvD5Ex0yngW1OCYESSzpQI9ncU6vxNbsKwrU1TMqkWe3Fwiq/YQf3ox9bGBIwSN5bYSunEB2V5z4m3sxVB3X3BocE4JDGrcYmoEWy5iW7LJoVqdG2VqnxbKEH95cUmgm3t6HZ1H9CS+qEhmV97b38f2/r2ZHTxJBgLMnVfO9i6fQUnFkq2h9ySzpnIZTkQ454+lIMtw1qeH2h9w2/u+VM/j4r96i1u/gnz8ymTe29PDedjOLKqPp/O/HZ/APf11ZcL8/vrmdTy1sptbv5HsXT+brD6woOvbVC5qoGMEFp1q/gxtPGcPlsxrQDYOgS0EQYG5LkHe3l/5Nump+E/bD4IpqUZ4T+9fDwsLC4jhBcilILgWl5uAWLnpCJfleBxWfmkzPvaUttvVEDrU7fUxElRywY2g6oU9OIvL0tvyiWq52EbxyPHKweEEsuRSk8UFsTV6zVcshjailbrToaRUtnkOPZc12MI+CVMbsYDCZbeGy+3L7EuhpDWkYN3FhqOBaafTzSGpnks47VhZY8yeXduC/bBzuOdVFgkUK2nFOryC1qqfwvBSRwEfGjVgkiE4Fm1PBdpkHQzfKChY9qZJa2V36IAZkNvehVA6dkyN57Tin2LGPC4BhDDvDpsWyeddJPakiehR8ZzfjnFE14iowmKYeandx2Ot+srtjQ4Ylnwis3RvlhrsH2r8MA55f18navVEe+tKiIxJCHE5mWbErzP8+t5HtPQnaqj3847kTmdrgw+88/sRVyG2jymunK1Z8YcBrl6n2Df/72lbp5i9fPJlkVuUzv3+X6KDv67NrO7jlrDY+dVIL97w94NSXyGpkNR3DMJjfEuK318/jf57ZwIaOGDU+OzefOZ4LptUQy2js7I2YVUa3jeoyc1CiKBTNfn3qpBYeXr6Hjmjhc5vVFGBmU2DY52VxaFiiysLCwuI4ILPd7I83dGNIk4eh5pqONEqFE9EhU/nZaRgZDUQB0aOUdWvbj+iQ4QjpQC2WJfLUNjNguf9lkyocVN4wddgF8pCzRkJx3lIpHJNCRJ7YVnKfa0YVomfki34tmaPv4c0Fgmo/kb9vwTEhWCyq3DYCl7bhmFJB/NU96Mkc9vFBvKc3HnRFcMjnPcznU0+ppngJZ0gu70CP53BOq0Rp8BRVosShBOn+46VVoi/sJPH2QC6PHs8RfnQLWiKH94ymkTs/DvN+Hm47/qNNXyLLj55cV3Lf3kia93eFD7uoSuc0/rZ8Dz98bG1+27IdYa658x3+62PTuWJOw5C5S8eCWp+D//eJmXz67ncLWuUEAf7nEzOpHkFA795omufWdvDOtp4CQbWfn7+4mftuWsh9S3bmXQIrPTYUSeSZNe3800OrqPDYuGpBM60VbhqDThoDDp5d18m/Pb6WaNo85phKNz+/ejZT6nyII/g9agy6eOhLi/jre7t5bMVebLLIdSe1cPbkGmpGIBYtDg1LVFlYWFgcBwhy/x9MzUBwyiUX1mBmCx1LJLcyqurAkcRQdeKv7yG5rNDtSusxZ36qvzJ0q6St1V/WTMMxKTQiMw3Ja8N/SXEelRS04zu3ZVSVOT2pkt0eLb3TgOyuGEoJi3TJa8M9uwbHhBCGpiM65GHNKQ4WwSGhNHhMy/wSOCZXkHi3nciTA0IzuawTucZF5WemFbUTDoeWyJF4pzjoFCD28m7cc2oQRygeRZeMrdVX+jUWhYMOpD5eSOU0VuwOl93/6qZuLhwmf2m0dMUy/NdTpSvr//r4Ok5tq6IhePirY4eCIAjMaw3x9NcW84c3trN6b5QJNR4+c+oYmkMulBGIa1UzmFDj5f89v7HsbVbsijC+2sP6drOV+9azx5PJaXzl3uWAaUjxn/2vnSDAw18+he8/upp0bqC/elt3gqt+8zZP3bqYptDIfvsbgy6+elYbnzqpGVEQqBiBSLQ4PJzYl2UsLCwsPiDYW3wgQmJZB55F9SVvozR6kEa5KP0go8WyxN/aW3KfHssN2eoFZu5R4Iq2ou2iV8H/kbEjslY386hqqL51Nu5T6nFOqyR01USqvjBz9JWi4UJ+c0O7hklus2p4pASV+Rg2ApeOK7l6sE8MIECBoNqP2pEk9tpuDLV80HEp9Gi2vNmGqqP3Gw6MBMmlELxifMk5s+DHxiN6j79WtdEgigKV7vK/D80jXJSPhq54hkwZs5R4RqUncewq60PhUCTaqr1875Ip/P6zC/jXy6czqdY34kwxRRKRRWHIr2xW05BEAZdN4lsXTOT8qbX8+LlNJW9rGHDXG9u4YGqx6I1nVF5Y1zGi89qPJIlUeR2WoDrKWJUqCwsLi+MBm4T/knFEHt2Coy2I9+xm4m/sMY0ORHBMqyRw0djjwjXveMFQzUywcqjdKWgLlt0v2mVcM6qwNftILGlHC2dwTA7haAsMa2VecBynjM3pwXbJ0PNIwx7HISPXuFA7kiX321p8ozqeoZvmDnpKA8FsdxQ9yiHPtSn1bqq/MovI09vJbIsguRQ8ixtwzakh8XZpkQuQXNKOd3EjcmDkjy8MIxAFZXTXhuVqJzVfnU16bQ/pjX1IFQ7cC+qQg0dWjB4Nqj12bjptLP9eogVQFOCCaTWH/TGVYT7r8nGe02WTJWwHYd7QFHKxN5xibkuQpTtKG0OcPamGcybX4HMqVHvtxNIqGztiJW8LsK0rwaltlSX3vbu9jxsWtR6zSA2LkWGJKgsLC4tjjJbIEX91N0ZOp+L6KaTW9CD5FCo/PRVBEREcMpLHNqIZlA8T5msjmcKzBHL18KYhokPGVitju3Qchq4jiIfWwHGwggrMNr7gR8fT9euVRXNLnkX1o6qkaOkcWk+a+Gt7yHUkkYJ207JcFrA1+0Zk814OUZGwNXgJXTMZI6MhiCB6TDc+LVk+Y8fIjdDjffBjeRSkgB0tXFzxUGpdw+ZaHYggCMhBB55TGnAtrEMQhUN6zw4GwzDoimXQDAOfQ8F9kPbwByKKAlfMrmfpjl6eWTNQ2VAkgZ9fPYda/+Fvw6v02Klw2+gpYQ9e73dQMUTl7FgSSeXoiWeIpnN47QqVHhv+UToWtla6+Ob5E7nh7iUFLXtgOu1Veu0Fc0xOm8HEWi+bOku3zo6rcrM3Urq6PqXeZwmqEwDBMIbrN/jwEI1G8fv9RCIRfL7RXRG0sLCwOFiyu2N0/uJ98x+yiGNiENElo3YksTV58V/YimBZ4RZhaDqxV3YTfXZH0T4p5KD6CzOQhrDpHg41mkHrTaP2pJFDDuSQY9THM1QdRrFwN1QNtTtN5MWd5HZEEb02fGc2YWvxI43C9CK9qY/uu9cUiTP/ha3YxviwN5fP4NJiWdAN061xlAv+9JYw3b9dVXKfvc1P6NrJSM7RCaHsvjhdv1lVMGcoehWqbppxwrn1dUbTPL5qH3e9vo1oOsfitiq+ds54WivcI5rlGQm9iSydsTTLd4TxOmVmNgao8tpxHAnnTd1gyfZerv/dkoJQW7sscu9NJzG3pXyl+FjRHknzz4+s4vl1A7OYi8dX8l8fm0H9MEYesXSO7niWWDqHxy7jd8r0JHLc/cZ23t7aQ8ht43OnjmFmU6DksVbviXDJL14vahsUBXjwi4u45s63iwSaTRJ59uunWcHSx4jRaANLVA3CElUWR5p4Xx/pRAwBAafXi8sfONanZHEc0PfYFhJvlG6bEuwSNbfNHTLD58OMFs8Se3W3GbysmX/OlEYPFVdNQh7G2nso1O4UXXevRusZCDuWgnYqb5yOUulET6voaRUwHRAPdKBTIxmyO6Ikl3ci2CU8J9UhVzoxVAM9kTOtxD2KmbckFS+m9YyKntEQJHHUxiBqJEPXL1eUdoqUBdMZsd5TdFwtmiW1vof4a3vQUyr2tgC+s5qRQ44RO+NpsQw9f1pXlLOGJFD9lVnY6kdvBmEYBlo4Q3ZvHLU9idLgRql1H5NogUOhO5bh1vvf540thZb0dlnkka+cwuS6E3PdkVU19oRTPPr+XlbviTCrKcAlM+ppCDqRS3y2jyXRVI5/+Ov7PLe2s2jfKW0V3H7NnLIZW+2RNP/2xFqeWLUvL4rOnlTNv10xDa9DJpzIYVPEshboAMmMyqubuvjWQ6uIpMx5wKBL4dsXTcYhi6zcE+H3b2zPuxIGXAq/unYOc1uDx52L4ocFS1QdJJaosjhSqLks+zZt4Nk7fka4w3Syqmhq4YIvfY2qljFIstWJ+2Gm72+bSCxpL71TFqj9x/mjdk37MKFnNfR4Fj2pIthERLftkBwKtXiW7rvXlHS4c8ysxHdGkzlPtLEPJBH3nGq8Zzbl57DUSIbuu1YXzUa55tUg17iI9luwCw6J4OVtptPgCEwxRkp2X5zOny4vuz/4iYnYx/kLhLoWz9L30CbS63oLbywLVH95dGJIjWRIvttO/K196GlTnPkvGINS5TzhbcsPhXe39/LxO94quW/x+Epuv2YOvlFW8Y43cpqOcpwJqcFs7Ypz1v++Unb/87edTlt18Wc9ls7xTw+t4olVxU6Ui8dX8vOrZ4848FjVdLb3JNjcmUAQIJXV+ONb21m2M8zlsxq4ZGYddlnCY5eo9jmo8TmQjvPZtA8yo9EG1krOwuIoEN63lwf/7Z/RtYHZj55dO3jgX/6J6//75wRrS7u9WXw4cM6sKiuqHFMqRmTt/WFGtEmIISeEDs/x9ESupKASFBHP3Fq6frmifz4IUHUSS9pJbw5T9fkZSF4biSXtJc0mku91ELpmUn4OzEhr9N6/gaovz8TefBgv5A0zeyFIQpHBg9aXKRZUAKpB5PGthK4bedue7LfjPbMZ1/xaMEB0SIdVNB5tOqNpNN1AkUUqD8FN7dk1ZS6cAK9v7iaeUU94UXU8CyqAWLr8zB9AJFU8GwbQE8/y5OrS1v6vbeqmO54dsaiSJRGPXeZf/r6G9mi6YN8j7+/htU1dPHbLqcO2Ilocfxzfn34Liw8AuUyGJY8+VCCo9qNmM6x64VmSsSi5dLrEvS0+DCjVLmxji2dcBLuE/9yWE96V7ESjnKOgc2YViXfbBwTVILTeNJltEfR4tnzVEUiv68XRFijYFn1hR38r4eFBdMnlrfdlEaXGVWRUkVpfQlD1k9kawUiNzgpdkARkvx05YD9hBVVPPMMD7+7io796k5P/80Wu+s3bPLe2nXCy9MJ7ODxDzKfZJBGrFnHk8Q7zWfQ7SwujaDo3pH16RzTN1q54vqVvOGp8Dn5+9WzsB1RuFUng59fMtoJ6T1AsUWVhcYTJppLs27yh5D5Rksmmk+xYuZznf/cr2jdvJJMsbads8cFF8tqouGoigcvHIVc5EX023Atqqb5lNnKJsFeLI4vokkv+dbQ1eslsCZe9X2plF4ZhmOYUZTBUHQ64mq92poa0hh8tss9O8OMTzOn3Awh8ZAyit7gaMqQ1uSjwYVvxJzIqv351K996aCW7+0xHts2dcW7641KeWLmPnDb69+uCaeWDdz82p5Gg24pLONJUeGycObGq5L6FY0JUlHkPhhLEAOmcxln/+wrff3Q1nbHhL5AKgsDMZj/PfO00bj17PGdMrOLmM8fx7NdPY15L0Gr3O0GxRJWFxRFGttnwVhRnT8w450Iu/YfvYHO42LNuDS0zZtGxfQtbly5BzR3clVCLExfJZ8dzUj1Vn59B9c2z8F86DqXSedTtni1Me3D3/Nqi7UZOKxkcm7+fW0F0yjinVpS9jX18gOyOaME2ucqJYDu8f45tzV5qvjYH1/walHo3jmmVVH1pJs5ZVUglFo7OyeXP2TWzctTW5Sc63fEMd762teS+/3xqPZ3R0XcW1Pkd3HbuhKLtTSEnXz5z3CG586VzGt3xDLH0yMOQP4z4nTb+/aPTOW184d/kk8aG+PEnZ5UVthUeG6dPKC3GZjcF8vlTj76/lz++uX1EotsmSbRWuvnaOeP59XVz+YfzJjKm0nNQuVkWxwcnZk3ewuIEwu5ys+gT1/L+034MQ2fXmlVMPHkxdo+HR/7vD/O3W/Hck9S2TWDh5Z8gEe7DX3X4gxotjn+kUWQRHWsM3UDtS5uueyKIATvSUVgQ6BkVLZ7DSGuI9v5A28PYYibaJXzntCA6ZeJv7MXI6QiKiCGYeVGRx0ovtj0L6xDtMt4zmkit6SmwAAdQGjwIkliUueQ7u+Wwt8iJioRY7SJwWZuZJaWIQ7aRSj4F37nNRJ/becB2G74PYQvqnnDqQDf6PLGMSjiZo2GUbuE+p8INi1o5a1I19y7ZSU88w0dm1DO/JUjdQc7PZDWNXT0p7nxtK0u291Hjs/OVM9uYUu8jOMrcpaOBpulE0yqyJOB1HBuhXud38rOrZ9MTz5o5VQ6ZCo99yNfL77TxHx+dzj/8dQVvbenJb5/VFOBr54znlvsHjGF+/+YOrlnYMuKZKEEQsFtC6gOBJaosLI4wiXAfajYLAoiCxJmf/gLeykoe+MG3im7bvnkjezasxVdtCSqL45tcX5rc7hjR53aidiYRXTLuk+txz61BDh25eQAtmiXy3A6SSzvMDCYBHFMrCFwy7rDazkteG75zmnEvrMPIagg2CdFrw0jmSK3tIbslUnB771lNSBXm85YrHFTfPIv4K7tJre1BsEm4F9bimBSi5+41+fsINonAZeNQao5c1pIoizACxz3RqeBeVI9jYoj423vRYzkc0ypxjA+ccNblhwPnMFWjg82U8jsV/A1+fnT5NDTDQD7EsOl1e2N8/I638hlRW7rivLmlh6+e1cZNp409ZsKlFLt6k/xt2W6eXduB1yHzucVjmdUYoNJ79J1NAy7biI0l9lMfcHL7NXPoTWTY2ZvEMGBTR5xb7l9OdNAFlHhGJTNEC7DFBxdLVFlYHEHifb08/csfs2Pl+/ltqUR8SLe/ta++yJTTzj4KZ2dhMXIMVUfP6YiKiK7pZLeE6XtwU36/nlSJvbCTXHvcFDhHYCGuZzQiz24n+V7HoBOD9Ooe+jIaoasnFRkwHAqCLCEHD1hc++xUXDUJtSdFclU3ol3COb0KKWBH6m8NFAQBpcKJ/5Jx+M5uBlHIt89VfXEGetwcepc8CpKvdE7VsUByKkiNCsErJmAYRlH21uHG0A0wjCGfvxbNoKe1/tdQHnVw8MFS43MQctvoTRS3Yk+o8RA6xCqQIAjIw7g0Dkd3PMM//W1lQejufn7+0maumNM4alGVyWl0RNO8u6OPrliG+a0hmkNOqobIXhoJ23sSfPSXbxa8nm9v7eWK2Q187yOTCR2Cq+LRJOS2EXLb6IxmuObOd0repsJtwzHUjKLFBxZLVFlYHEF2rl5RIKgAFJuddDxW+g5AJplAVo6fq4sWH270nIbWkyb2xl7U9gRKnRvPqQ1EntlR8vbpNb3oZ7dA4AicSzxLcllHyX2ZTWH0eA5E0MNZkiu7UHvS2Mf4sLcFUQ4hCPhAJK8NyWvD3lrs2DgYURHhgOqZHHDAcV75ESQB4Qg6U2iJLGpXivjb+zCyGq45NdiavAWVRj2jktkeJfzoFrRec37J3uYncPn4w/pelqPW5+A3183l2jvfKag6+J0KP796zjGprhxIJJVj3b7Sf0sMA97f1ceYSveIj5fJabyxuZsv3LOUnDbQ+zi7OcAvr51Dnf/gXvdkVuUnz28sKVAfXr6HzyxqPWFE1X7GVnloDDrzJiaDufWc8dQcogi1ODGxRJWFxREiFYux7Km/F23v3L6FBZd9nPVvlA4gbJ42E6fHe6RPz8JiWAzNILMlQs8f1kD/Giu7K4a9LYAeK2+mktsbH1VY7EjR0yoM0VWjxbLkupL0/nld/napFV2IboXKz03DVnf4z8lidGiJLJGnt5N8d0Acp9f2Ite6qPzMtLywyrUnC1olATKbI3TdsYLqr8zKBy0fKURRYFZTgOe+fhovb+xi/b4Yc1qCnDQ2RMNxkh80nOwVR1kJa4+m+fyflqIeMEy2fGeYX7+yhe9cNAXbQVQvw8kcT64sHzPw2Mp9zGgKjPq4x5Jav4M/f24ht/1lBUt39AFmy+jNZ43j4hn1iJbB0IcSS1RZWBwhDF1DzWSKtke7OlEcDkINjfTu2V2wT5JlTr3qehxeS1QdC7qSXSRyCURBJOgI4rV9uN8HLZal7y8b8oJqP4I09IJBHMIh71AQhjFLEB0yPb9fUyS89ESO8MObCV0z6UM5H3QsMXQDLZYF3UBQRLRIpkBQ7UdtT5Jc2oH3jCb0tErkqW0lj6fHc2S2RY64qAIzpLW5ws31J4+82nM0CbgUpjf4WbUnUrRPFGBmY2BUx3t7a0+RoNrP/e/u4qbTxh20oDQO/BEZvG+oAKjjmJYKN3deP4/eZJZ0TsPvUKj22S33vg8xVtOnhcURwuHxMuGkU0vue/kPv+UjX/0Gsy64GNluB0GgefosrvnRj6loaDrKZ2qRyWVY072Gb732LS555BIuf/Ry/v2df2dndOfwd/4Ao8ez6P+fvbuOk7ra/zj+mu6Z3dnuoFm6QxQxELsRLOzuvOrPa1y7rnrtQlQUuxVBEAUB6W7Y7prumd8f6y6MM7PUFnCe9+Hjcfme73znO8uyO58557w/zsimtJ6iptmqaCRKKfLk9glekOoVqHpGf15Fmg5CoaiNeQG8xTZC7v1rYCscnIDNi31xOdX/W0XlU8uoeWMtvmon+qMyop7vWFrRtN/MG8RbEnuJtHtrQ3vd8iHFrFPx5Dn90Ub5sOFfk/qQtJ9LFKuskR8CNnP7ggSCBxa+EKdRcHL/2D26Th8Ye49xVxevU9ItSU9BuolMs1YUVEc4MVMlCO1EKpNRcMxxrJ37E47G8DcBCrUatd7IMRddwYjTzyUUCqHUaFDrxPKkzlBoK+SSny7BG2xa0uYL+vh+5/esrFrJWye+RbYxu5PvsJPE+ADZsayShCm98de4CFj2eCMmk2Ce2gdZXPvsj5BpFMSf3YP6jzfjLdr9plueoiXh4j54yuytPj50AA1bhQMTcPmbQkX2mJXy17homLUV0yl5qPJNeHaGz7CEfEFCoRASqQSZsWnfmlSvwF/rxl+9uym6/O89VUFvgKCzqS+TVCNHupcGrZ2t0emlzu6l2ubGpFGQaFCRfJB7b3qlGPjx5nHMWlbC4p11pMepuXJcPt2S9Oj28+sxMs8cc6xbkn6viYixaFVybju+J39sq43YV3XmoHQy47vGckpBOFhd+yeQIBziTMkpTHn0GZb/8DVbFv0OEgkFxxzH4ImnYkxsaiQYrTGw0HEsbgtvrH2jpaDaU7mjnGWVy47YokqqVyBRyQh5wmd4Qi4/jT/sJPGqfvjKHHgKrcgT1Kh7xiOLUyE9iCameyOPU5NwcV8Cdh8Bq7cpQe/v4IigJ/ZMlMyoRHIQvaCae3IF6lwEbD4UqTpkJiUyfdfrBfRPQV+AoM2Hr9YJ/hDyZC2yNu7tFfGcdm/UZX4AtvklxJ3WLaKoUvdLRKpVACESLuyDa0MdAYsH3fCmmH7LT4X461xoByThr3NhnVuEc20tBEOo+yZgOikXeULXbJhdZXHzwDfrmbNx99ckP1HH25cOIz/pwD9Mk8uk5CbquOPEntg9ftQKKWrFgf295iXq6JtmYGOU8IsHT+1zUAmAuYk6vrlhbGSkelbcIRdSIQixSEKH6mLWdmC1WjGZTFgsFoxGY2ffjnAY8fu8uG1Nv6g0RhMyufg8o6sothYz9cepWDyR+xIAjs06lmeOfgaV/Mj7xR8KBHGtq6X+ky0RY+apvdEUJHSZOPCAw4dzRRW+CgfOVdUR4+apvVH3S0B6AH2B/C4fgSondTM2hi2HVOYaMU/p3ab9sdpa0OPHvbmB+s+2QnOKnQQMx2ahH5uBTNc+SaOujXXUzdgYc9x8YZ+mQJG/6cZloB+agq/RgyQYou6jTU1Npf8m1SkwT+5JMBBCkaqj5pXVTWmPe5CoZaTcNBh5Qtea+XD5/Dz07UZmLSuJGMuM1/DFdWNIMXaNvX7ljS5e+nUbX60qw+MPkpeo49+n9WVoTnyb9LzqCs1/BWF/7E9tIN7ZCUIHkCuU6M0JnX0bQhQyqQyj0hizqIpTxSGXHpk/KiUyKereZpJvGIR1fjH+ahfyFC3GY7OQJ2m6TEEFEPo73CDujO4oUrXYl1YSsHhQpuub9vBIJQdUUIWCIYJ1bmrf30jIFb6/zFtoxfpLEXFndmvX2bmDEWjwUP/J5vClnCGwzStBmWVA06d9fi5J1K1/PWRGJbJ4FSFfkPizuuMpslL135VNxdZnW8MKKmgKG7HOKcZ8SV9cq6ojCiqAkDuAfUkFpom5SNq5x9b+qLF5+XJladSx0gYXpQ2uLlNUpcdpeOj0Am6a0B1fMIRWKTvoJYp7ksmkxOu6/uzu4aDO7iEYChGvVSLvQj+rD2dH5jsFQRCEv6Vp05jcazLPLn826vg5Pc9BJu2ab5g7glQtR5llwDy5NyFvAIlShlTVBb8ef8dHN369HUWGHv3YdGRaBb5aF5YfdmI49sACYAI2D75KZ0RB1cy5uhrjcdlIze3/NQkFggQcvqYkPa0C2V7SEEOBEPalFTH3xtnmlaDMNrbLbJXcrEailkUNB1FmG5Anaki6biAAvjI79t/Lmpaa+gKEvNGXcXpLbIScflwb6mI+r3tTPYajM5EZus4bd5fXH9b36Z8qGl2QE9+Bd9Q6tUJGRnz7hM0I7a/K6mbupio+WFyExx9kUr9UzhqcgVwmwaRRYlLLcfsDKOUyFKLYalOiqBIE4YgmlUo5IecEFpYuZEnlkrCxqwdcTbru0E2maktSlQy6YjH1N6lWjrq3Gfemenxldiz/CK2IlVa4NyFvkIAtdioagRAhf/sFYPgb3ATsXiQyKc6V1bjW1YBUgmZgMrpBSUjUspgx8aFgEH9tZHPSlms3uncvCWxjMoOKhEsLqH1nHfj3WManVxB/Xs+WQi7g9GGb37QsTqKQRuzf+6dQMIhUE/v7UKqRw14i/zuaTilHrZDijpFMmZ1wcAWMw+Onzu7B5QuiV8lINqpQyLruv1Wh/VRZ3Vz/0cqW3lkAr/62g89WlPL6hYOpsnqYv7maNaWNdEvUc/HoHLRKGd5A06xkehfpwXaoEkWVIAhHvHR9Og+PfZhyeznziuehVWg5IecEEtQJJGpFkMihQKqWYzolH2+xjaAjfGmYaVLuQc1cyBNjv+mV6hR77Z91oPx1Luo+2Yzp+BzqPt8W1nDZ/lsJ7g21mE7Lh2DTzNA/SeTSppS9bY1Rr6/MMCBpp0JZIpOgyjKQevtQ3Fsb8FU7UeWammap9iwC/X/3saJpiZ+slf5TUr0CqUaB/qgM3Jujx6rrx2Ug03atvTrJRjWXjs7ljd93Roz1STOQZjrw5XUVFhdP/bSZ79ZWEAiG0KvkXHtMPlNGZJMgAiCOOOvLLGEFVTOjWo7NE+CaD1bg+fuDlCU765m5rJhHz+jHj+sqaHT6uHdSb/qlG0V4yAESRZUgCAJNhVW6Pp1hqcM6+1aEA6RI1JB84yDcm+pxbapDalRhGJ2GLEFzwEl3Up2CUDCIIl2Hr9wRMW48LhuZse2XmvkdXixzi5BpFbi3NoQVVC3n1LjwVzoJ+UPRiyqJBO3AJGzzSyOX1EnAeHx2uyYASuRS5GYN6gIZyiwPnhIb3hI7hEBmUiGRSpCoZShzjLgaaiAEnu0NaIck41wZGTYSd1p+U4qjQoJuVBqOJRVh45r+iajyTO32eg6UUi7lynH5eP1BPlxa1LIUcHS+mWfOG3jAqXp1dg+3fLyavwrrW47ZPX6e/WUrAFcfnS/6Jh1BfIEgny6PDEMBuGxsHv/3zfqWgqpZKASP/7iJ588fxLUfruDS9/5i+rThHNMruSNu+bAjiipBEAThsCGPV6Mfk452eErTm/aD3DMg0ypQZhowTcrDvqQC96Y6CDYtNzRMyEYzILFdIrxDDj+utbUYT8jBuTx6NDmAe0s9KuIJ2PTIojR7lcWpSbp2AA2fbsFX2dTrSWZSEXd293Zr0rwnf72LmrfXE6h3txyTqGQkXdkfRYYeqVKGcXwWrr+j0e2Lyok7ozvyJC2OpRUELB4UaTpMk/JQZhqaeljplBhPyEE3IhXXulpCgSDa/knI4lVdNuI+yaDi7km9uGxsLha3H61SRqJOiUl74PdbZfOEFVR7eu23HZw5OINMsTfqiCEB5DF+FiUZVJTUR18K7PQG8PoDqORSPP4gT/y0me7JerGv7gCIokoQBEE47LRlGp8ioSnp0HBMJoZxGU3X1yuQmdqvJ1fIH2xKwAuEWt0jJJFJCflDxGqOIpFKUKbrSbyyf1McfDCERCtHbmz/5T0Bl4+GL7aFFVQAIU+A2ukbSL5pEPI4NVK9goSL+mD5uRB/tZPGr7ejGZLU1I/M5kGqV6LKNIRdQ6ZTINMpUKYfOg3TNQo52Qlt97arsDZy5rSZwxvA7okeriIcnuQyKReOyuGHdZURY8G9dE/yB0NI/w772Vxpw+lrfW+jEJ0oqgRBEARhL+RxKuRxHbfPQKKUITUqcW2qQzsgCeucIgB0I1ORp2oJ1LuxLypH0z+RYCC41z1jMn3HNyoO2v14dkRvVRB0+Ag0eJDHqQn5g1h+2IludDqyOBUSwFflpHb6BoI2L7rRaRFFldA0+xCLVAKaLhrzL7SfnskGTipI4ecN4bPbwWCIJL2KGntk6I5SJsWoUeD6u5BSyaUxZ7yE1omiShAEoQuyuq3Uumtx+p1o5VrMajNx6rjOvi2hg0hNSozHZdP41XYMR2eiPy4Tbb8kXBvr8Gy3NO0fu2kwQbcfpVGFRNL13gSF/K1/2h10/h0oIpEQdPmxfB8Z5ABNyxW7ErvbR53DS53Di1YhI0GvPOB9UQcjK15DskFFdZR0ypMKUkk4gCI6GAzhCwRRyqXt8j1Va/dQbfNQaXGRalSTZFC3WhwK+yfRoOLRM/txwYhspi8qxO0PML5XMiaNgrtP6sXdX6yNmNW+/thuYX3UzhqcQZIIqjggoqgSBEHoYspsZUzfMJ2vtn+FJ+BBKVVyZvczubzf5WQYMjr79oQOIFPIUPc2E3dWd1yb69CPSKPm1TWE/o7ldgO2hWUkXNK3yxUdzaRqecxeVQDypKY9GzK9Et3YdGxziiNPkoCmoOs0Tq+xefjvnK18vKyY4N9vTrsl6Xnj4qF0T+7YpYipJg0fXDGCi9/5K6ywGpRl4oFT+6JX7XsKossXoKzBxaxlJWyrsjE0J57TB6WTEadps8axpQ1Orv1wBevLrC3HeqcaeOuSYWSZxf6dtpJkUDO+l5qReQk4vX7cviB1Dg/Z8Vq+uWEs/5u3nY0VVjLjNVwwPJuNFVZ+/HvJYJ80A9eP745e3bUSNA8VklBoLwstjyBWqxWTyYTFYsFoNHb27QiCcASqddby/Irn+W7ndxFjk/ImcefQO0nWiWSmI0XQHyDQ6KH23Q0Re5OgKTAj6fpBKBK7Xn+ZUCCIfWkFlm8jZ6A0/ROJO6t7S/x5wOqh/tOteLY37j5JCubJvVH3MSNtp9j6/eELBPnfvO28+Ou2iLFkg4pvbhhL2gH2+amze/AGgmgUMuL2M7yiotFFSYOTSoub/CQ9qSY1ifsx0+DzB/l9Ww1Xf7CCQHD3W0KNQsYnV49iYFZc2PlVFjdljS7KG11kmbWkx6n3OlPX4PBy9QfLWVYYGfc9MNPEu9OGiwj4DmL3+HB6AkgkYPcEmLupihqrh6N6JJKXqBMF7j/sT20gZqoEQWg3Nc4ayu3l7GjcQbo+nVxTLqm61M6+rS7N4rXww64foo79vOtnru5/tSiqjiBSuQy/OxC1oAIIOv1NcetdsKiSyKRoByYjVcqw/FJE0OpFopKhH5OOfnR6WD8pmVGF+YJeBBo9eHZakGrlKPNMyIzKvYaB2D1+amwelhXW4/MHGZFnJsmg2u/iZG+qrR7eWbgr+pjNw44a+34XVfUOL3/tque/c7dSUu+kZ6qBu0/qTb80IwbNvs0WpMVpDriYA6i2ubnlk9VhBRU0zV7dOms1s64ZRfLfRVNhrYNL3/uLojpny3k9kvW8O214q2/G6xzeqAUVwJpSC3UOryiqOohepWiZxUwywFXj8jv5jg4foqgSBKHN+IN+yu3lNLgbCIaCOHwOZm2dxW8lvwFgVpt568S36Bnfs1Pvsytr9DQSDAWjjoUI0ehp7NgbEjpdKND6gpKQP/r3S1cg0ynQDk1B1SMefEGQS5AZlFGj7pvDNJT7EUphdfn4fGUpj36/MWyvyIUjs7nthJ77NWOzN25/64l6O2ocHNUjaZ+v5/T4+WBxIS/M3T3ztaq4kSlvLuGFyQM5fUA6sjZaeteacos75uvaVeugweEj2aCm1ubhqhnLwwoqgG3Vdm77dDVvXTyMeF30QnZvSYQiqVA4HLT/v1ZBEI4ITp+TpRVLufini7nop4u45OdLuO232+if2J9L+l4CgMPn4IXlL1DnrOvku+26tPLWl15oFWJpxpFGqmvamxSVTIKsA1MJD4REIkFuUiFP1CCPUx9077A9FdU5eOS7jRGb7z9aWsyyXdF7OB0otUKGsZVmyfu7p6rW7uXledujjj383UaqogRQtAffXoryQLBpvNbuYVu1Peo5ywsbqHNENqhuFqdR0FruRdw+zsoJQlcmiipBENpEhaOCG+fdSL179xsZd8DNy6tepo+5D/eOuJenj36a3gm9+bnoZ7Y3bKfe1bZveg4HJqWJgoSCqGO9zb0xKsV+zyONzKTCNCkv6pjh2CykuiPzDakvEGT6n4Uxx1/9bQcNrbzR31/JBhVXHx19qVSaSU1+om6/rlfW6MQfjD4L2ej00eBsu3tvTWa8JmaEdoJOSfzfyyht7tZnk5zeyHGb28euWjvVNjen9k+L+riT+qW26YyiIHQWsfxPEISDFgwG+Xrb1+QYc5hWMA2j0og/6EchVfD9zu+ZtWUWZ/c4m1vm39LyGAkSbh96O6d2O5VETWIn3n3Xkm5I54lxT3DLvFvYZd29fyPbkM2T454k05DZiXe37xw+Bx6/h0AoQLw6Hrn00Px1E/QFkEgkSOSd9xmkVCFD09eMLK4A26/F+KqcyBPUGMZnocwxhu1NOpL4AkEqLNH3mkHTzIo30HZLIxUyKZOHZ1Pv8DJjcVFLQdQ71cCrFw7Z731NKnnre8Xk0o75nks0qLjjxJ489fOWsONSCTx97gBSjE37qVqLaJdJJZg0CursHqRSCfFaJfUOL+8s3MUr87ejkEl4YfIgZFIp368txx8MIZNKOGNQOndP7I2xk2aqqm1uKi1uvlldht0TYGJBCj2SDSKsQTggh+ZvOUEQuhSX30UgFOCmwTfxxNInqHI2NR5USpVcWnApBQkFeIPhn7qGCPHciucYmjJUFFX/kGfK45XjXqHKWUWJrYRMQyap2lSyjFmdfWt75fK5KHeU83vp75TYSuht7k2P+B5k6jNJ0u77fpPO5rd48BRZCdS7kaplKDINyONUHd5At5nMoELTS4UiVUfIH0Qik3ZoM+KuSKOQMb5XEn/uiL6ceESeGYOqbd/mJBlU3HliL6aNyaXB6UOjkGHWKw9opiXVpMaokWN1Rc7wdEvSYY6xP6mtaZVyLhieTe80Iy/O3UZFo4tbj+/JgEwTxfVO/tpVT3aCFrNOycn9UvlxfWXENSYPy2JbpZ3n5m5BKZNyyehc+mUYeffvYA9fIMStn6zmvGGZvHrhEJIMKsy6pq+bro3/jvZVtdXNu4sKeX3BjpZjs5aVMCgrjpenDBaFlbDfRKT6HkSkuiAcmGAwyPq69Vz5y5W4/K6I8YfHPIzNa+PZ5c9GjJ3b41weGPUAMmnnRyYLB8cf9LO8cjk3/HpDWBGdok3hiXFPkGfMI1Hb9Qtov8WDY3klihQdrrU1BGxelJkGNAUJyJI0yDvoza6wdyX1Tk59eSEWly/suEIm4Yebx9EzZd9DLzqaPxBkyc46Lpu+DN8eYSQ6pYxPrhlN/wxTh99Tg8OLw+PnyZ838/3aipbjJo2C9y4dRka8lpfmbeOz5aV4A0FUcikXjcphSHYcN328ij1XMw7Njuf84Vnc88XaiOc5pX8qz50/CPVekh3b06riBs569c+oYzcf14Mbj+2Gci+zicLhb39qA7GnShCEgyaVSlldvTpqQQUwY+MMFNLoyztq3bX4gr6oY8KhpcJewa2/3RoxK1nlrOLV1a9S5+76ASWhQAhPoQVJCOo/3IRrbS3eXVbsf5RR+94Ggg0dEx4g7JvMeA1fXDeGsd13NwguSDfy6TWjyU3o2jMNcpmUEXlmfrntaG49vgcTC1L5v1P78tOtR9M37cA/2C1vdPHLhkr+8/1GPlpSRHGdA28gegPmfzKo5XyxsjSsoAKwuHxc+M5feANBHji1D3PvOIbZt45jzu1HMyDDFFFQAawobiAQDJEZH7kssrzRjaeTUys/W1ESc2zWsuJWl5YKQjRi+Z8gCG1iY93GmGNFliLiVHFRx8akjUEtb71xpNC1+YN+ym3lbG7YjMPniHrO8qrl2L3Rk8O6koDDi0yjoOHXLRFjIU+Axm93kHBpX2RitqpLkEgkdE/W8+qFQ2l0egmGwKSRY9YdGksjlXIZeYl6bj2+J8FgCGmMwIh9tbPGztS3llJp3V0QKGVS3r98OMNzzcj3krxYbfPwzqLovbhcvgAriho4c3AG2eamt4/VVjdPz94SUVA1+3VzFaPzE/hsRWnY8THdEtB1YkPnUCiExRk7eMO+l1AOQYhGzFQJgtAmBiQNiDmWa8pt2We1p0RNImMzxrbnbQkdYEfjDq6Zew01rppWz4vVf6srkQC+KgfEeJPoLbYRbOXNmNA5TBoFOQk68hJ1h0xB9U8HW1CV1Dv515frwgoqAG8gyJXvL6fKuveZF38wFHWPV7Ndtf/40ERCq1HpUokk4p+STinj/OFZey3wfIEgTo+fYKyK7SBIJBJO6pcSc3xsj0T0nbTXSzh0iaJKEIQ2cXTm0Wjk0dOvphVMo4+5T0tUuFQiZXzmeN458R2yjdkdeZtCG7N4LDz515OUO8rJMsQO0jCrzYdEUIVEq2iKPRPwN7rxltvxltvxN4qlUF1ZpdXN9mo7S2P05nJ4A2EFkc3to8LiYmeNnS2VVkobnHj9AdRyadTles0GZ8eF/TlBq+S8obETSc8flkmVdfey8IGZJj67dgyZ8bGXZtrcPjaWW7jvq3VcMWM5r/62neJ6Z5sXVwMz4+mWFNlbTCWXctvxPUkQMe/CfhJluCAIbSJNl8a7E9/l9t9up8LRtB5fLVNzWb/LKLYVs7p6Nc+Nfw63341UIiVOGUe8Jr6T71o4WDavjeVVywFYVb2KE3JOYE7RnIjzbhp8E0marl9USeVS1N3isMQYV6TpkGoO7FdnKBgiYPHgLbXjr3WizDAgT9EiN3WtN29BbwBvmZ3GL7fhr2l6QyxP0hB3dg+UmXqknRguIES3vcqGy9f6vqnmMI/CWgdbqqysLrbw0dIirG4/GoWMi0fncOW4PO49qTc3frwq4vGZ8Rp6pYYHf8hkUs4blsVXq8oorHOGjR3dI5FBWXEMyR6MxeVDIgGTRtlqqqHT6+f7tRX868t1LccW76jjjQU7+eza0fQ+iL1m/5SdoOW9acN4Z+EuvlxZhssXYFyPRO6c2KvL78cTuiaR/rcHkf4nCAev2llNjbOGRk8jwVCQxRWL6Z/Yn+Gpw0V0+mGozFbGpC8nESKETCLj4TEPU2Qt4vOtn9PgaSDPmMetQ2+lf2L/Q2KmCiDo8mP9tQj7wvLwAZmEpGsGoMre/98PoWAIX7mdmrfWEfLsfvMri1eRdGV/5An71+OoPfkqHVS9vAoC/3h7IJOQctNgFKn71+RWaH8vzNlKdoKWx3/YRF2Mhsdzbz8GjULK67/vRALMWFwUcc6Zg9K57+Q+rCuz4PUHCYZAKZdQ5/AytlsCWWYddXYPNo8fmURCvE6BXqWgvNHFvM3VfLmyFKVcyqWjcxmaE0+ycf/2yxbXOTj2uQUEosxKDc6O451Lh7d51LzL66fa1hRAo1PJRSNiIcz+1AZipkoQhDaVrE0mWZuMN+DF6rXSP7E/ceq4zr4toZ2YVCaOyTyG30p/IxAK8MCiBxieOpzbht6GTqGjV3wvckw5nX2b+0WqkWM4NgtVtzhs80sI2H2ocowYxmciNSjx1TgJuQNIVDKkOgUy3d4blwasHmrf2xBWUAEEGjzUf76VhIv7dokmvkGPH9vCssiCCiAQwvZnOXGn5iFVircPXUmWWcvHS4u5cUJ3Hv4uMjTojEHpJBtUzN5Qybjuidw4M3ImCuCbNeXcOKEHZQ0unpm9BZunaX/VkOw4xuQnsKKogQe/Wc+GcitSCZzYN5X7Tu5NdoKOi0blcNrAdKQSMKgP7Ht5fbk1akEFsKq4kUant82LKo1STk6C+H4WDp74LhIEoV0oZUoxM3UE0Cv13DHsDtbUrKHB0wDAssplLKtcxnUDr2N0+uhOvsMDI9Mp0fRJQJljhEAIiVpG0Omn8dsd+KUBAjqQVQWQBiD+vJ7I41r/RD7Q6CHoiN46wLvLStDh6xpFlcuPryx2SqOvpCmooz2LKo8/gD8QQquUIWktBaGTWVxeGhxevIEQSpmUFKMKTScVmyPyzNz/1Tr6Z5p4+twBvLFgJztq7CTolFw6JpfJw7PQq+TM3VTN6QPT8Qaih8aEQlDa4OQ/P2xqOcekUdA/w0S5xc2Fby9tKXqCIfh5QyWrSxr58voxpMdpMGkO7nvYF+O+mrVDZoUgtBlRVAmCIAgHJdeUyyenfsIvhb+woHQBCZoELupzEbmmXAzKrtt89Z+qHdVUOiupd9eTpktDLpUjk8iIV8djCOio21pG1XAnHxV/QoW7kmF9h3BayslI5hYSPyk/asx6wOoh5A/GLKiahTq5Z08ziUKKzKjEVxE9Gl9mUiFRtc+eqgaHl23VNqb/WUiDw8cJfVOY0DuZNJMaVRfbx1VU62B9uYUXf93G1io7KrmUswZncOOE7q2GMLSXVKOK6ZcN54r3l5NmUnPBiGwy4jQoZVIGZ8e1hC5kxmtQylvPKAsGQy0F1Q3HdqdPqgGr28+r87dHnUWqtLpZuquOswbHDqxocHiod/jYUGGh0eFjUHYc8VolWebwr1VrDY+7JekPumgThPYkiipBEAThoKXr07mk4BLO63kecqkclbzr7UuweqxUOauYXTgbm9fG8dnHkxeXR6ImkW0N27j+1+updFS2nD82fSzn9DyHr7Z9xZND/sM8+Z88vvCplvFV1av4cMdM3hv9FianP6yoCjh9eLY2YPm5kIDFQ8K0gpj3JVHJkKq7xq9jmU6Jflwm7i0NUcf14zKQtcMb20anl1fmb+fthbt7JC3eWcfrC3bw+kVDSTGqyOiEYiWaSqubdWWWsDAHjz/IJ8tKWFPSyPuXj9jvvUQHSymXMSynqZHw1iob9Q4veYk6UoyqsIj584dl8svGKgZnxbGqpDHiOtlmbUvT24tH5eD2Bbjx41U8e94AlhdF/54AmLOxijMGZkSNha+zu1lR1MjNn6zC7dv94cGE3kk8fHq/sMIqSa/imqPzeeP3nWHXkEslPHF2P5IMXe/niiA06xo/xQVBEIRDnlQiRafsmiEGVo+Vjzd/zP9W/6/l2MzNMxmcNJgnxj3BVb9cRZ27Luwxi8oXkaRNwqQyURdq5Kl1z0Zc1+V38cjGx3llxIsk0vTmMBQI4VpXS+NX21vO8+6yoC5IwL2hLuIaxhNykBm7TjNheZIG48QcrHOKoPk9sBSMJ+YiT2qfQI0KizusoGpWbfPw7qJdZMRpmDY2lzRT5wd6VDa6+N/87VHHNlXa2F5t7/CiCkAhl5IZryUzXovN7cPq9uPxBfH6gy2zUxnxWrLiNdx2Qk8e+Ho9xfW7E/uSDCrevGQot89ajUwq4djeyVw+fRkANrcfs06J0+uK+tzpJk3MPlv1Dh83zFyJ7x/79OZtrqFfRik3HpOP8u9lkwaNgmuOyeekghTqnT6CIbA4vYzIMyOTSSipd6KUS0nphK+vIOyNKKoEQRCEw165vTysoGq2qmYV3+/8nm5x3airjCx4ftz5I88e8yybGjYRCEWPrN5YtxGbzEnzDsKAzYN1dmHYObbfyzCf3xN5vArHsipCngBSoxLTiTmo+yQg2Usj1I4kN6nQDU9FU5CIr7xpf5UiXY9UK0emb5/ib/aGylbHXpg8iHWlli5RVLl9QTZX2mKO/7mjljHdO2c/qdcfYEeNg8d+2MTC7bWoFU2R59cd0430OA16lZwTC1Kpt3t5eepg6uxeSuud5Cbq6J6sJ8Wg4rSB6UjWVrC6ZPfM1Leryzl/WBbPz9ka9XnPHxa7R928LdURBVWzGYsLOWtwOnmJu/tFuXxBvlxdzmfLS/D6g7x+0VB+XF/JW7/vpM7hJTNew50n9uKYXknEa7vOhxGCIIoqQRAE4bD35bYvY459uvVTrup/FX9V/hUx5g16CRHCGYj+CX0zn8TP51s/p8xexrSkCwk6/eEnBEPUz9qCupeZpKv7Ny33kzftX+qKYQwyvRKZXokiuWOW3Pla2VPmD4aQIGH2hkpOLEjtkPtpjUohRaOQxewLlWzovFmUXbUOzvjfopY9UW5fkA8WF7FoWy0fXTWSNJMGrVKO1iwnxaii0uqhpN7JrGUlJBtUXDAii3OGZDTNcO0RGrGqpJGLRuUwvlcSv22paTkukcDjZ/UnvZWglrKG2P92Gp0+gnv81VdYXFz89lJ2/t2o+LKxufy8oZIvV5a1nFPa4OLWWat58LS+XDwqG4Wsa+23E45coqgSBEEQDmuhUKglmTAam9eGRh59BsSgMOAOuEnVpSJBQojIT9zzTfksq1zGk8ueBGDi2AnoI84CQuDeXI9+XAbKjEMnwKMjnFCQwiu/7Yg6dkyPJFYWN3SZJV8pBhVnDk7n479KIsZkUglH9+ycfmw2t4/nftkaNdlvZ62DNSW7Z/pCoRCrSy1c/M7SsH1O7y8u5PWLhjJtbC4l9S5e3ePv5J4v1nLbCT2ZOiKbDeVWUo1qRndLINmgQquK/XZyRJ45ak8sgJ4penyBIFaXF6NGyZoSS0tBBXB0jyQuf39Z1Mc+/8tWJvZN6TJ77QSh66w3EARBEIR2IJFIOCnvpJjjY9LHUGGviDo2ufdkvt/xPdsat3Fl/ysjxuVSOTcOupGZm2e2HPuj/k8U3aI3iZRo5MgTukZx0JVkxWs5KcoslE4p47KxuXy2ooQzB2d0wp1FSjSouOKo/IikOplUwstTBpNi6py/X7vHzx/bamOO/7C2nFCo6UOBknond3y6JqyggqbI8js+XYPV7SfLrGHy8N3L+grSjQzKMpFqUnNK/zTG9UjArFO2WlAB9Es3kRkf/UOLu0/qzYdLCnF6g4RCIX5ct7vhtk4po9buIRQjRt3u8dPobD1VUxA6kpipEgRBEA57/RL6kWfMY5c1PAxBKVVy4+Ab0cq1rK5ZzaLyRQBo5BrO63keSZok1gXWMSlvEmqZmmEpw3hr3VvUuesYlDyIyT0n8+KqFym2Fbdcc/qOGUw4YTzaBi+BenfLcYlSSuK0AmRGkWD2Twl6FY+eWcCJBSm8s3AXFpePUfkJnD4wnadnb+buib1J66Ri5Z+Uchm5CVpemTqYkgYXS3fVkWJQM6Z7ImkmNepOin+XIsGokcdclphkULUsNW1w+sJCKvZk8/ipaHSRnZ/AXRN7MaF3MpsrrBSkm7jvq/UU1TmRSJpmEG84tjuZ8RrS4mLvdUvSKXn/8hE88t1Gft9WQygEqUY1953cG38giMsXxKiWI5FISNTv/rfhDQTR7aVgUynE3IDQdYiiShAEQTjspehSePPEN5m+YTpfbvsSt9/N2PSx3D7sdnINuchlcp4++mnq3fU4/U40cg3+oB+ZRMYp+adgUjXNSgxPHU6WMYtqRzWBUACJRIJBEb6Uz+q1ctVf1/HYGY/Qn94ES13IEjWosgxNfZ5ipKQd6ZIMas4eksmo/ASsLh9bq2xsr7bx0gWDSTaq0e/lDXZHksukZCfoyE7QMbYDQykcHh+1di9uXwC9Sk6yUdWypyjRoGLamDye+nlz1Meeu0eYxN6a7Hr+3uOWqFcxsSCVOI2CyW8uaRkPheC3rTVsqbLx7HkD0arkMXtI6TQKsLm4bnw+953cG18ghEwqYfqfu/hqZTnf3ji2Zbbr3KFZvLuo8O97DOHxB0nUK6m1eyOu2z/DhDlKbzhB6CySUCjWxOqRx2q1YjKZsFgsGI3Rl24IgiAIhy5vwEuDu4EgQfQK/X41J3b5XCyuWMx9C+/D4Wva96GQKriy/5V4Ah7eXf9u2PlpujRmnjyTRG0ivoAPh8+BSq6KuX9LEFpT3ujiP99v5OcNlQRDTcvjrj+2GxcMz25p7ltldXPjzJUsKwzfQ3jPSb24cGQOxr8Lnx3Vds57YzH1jshiRSGTMPvWo8lPatoZ2OD0cvl7y6L2tQJ46PQCxvdMJDcx6k5CAKwuL5sqbPz72w0tyYndk/U8ekY/BmYa0aoUf5/n4+O/innip6bCsFeKgTtO7Mlts1bj8O6egUsyqPjk6lF0S4r9nHvj9QeotnoobXDhDwbJiNeQqFdhUIsGw8Ju+1MbiKJqD6KoEgRBEGLZ0biDs789m2Ao8lP+J456gudXPE+Na3cy2gvjX+CYzGMos5fx0aaPWFOzhgx9BtP6TSPPmIdRFfv3jDfgxe13o5KpumQjZaFj1do8XDljGatLLBFj95zUiyvH5aP4O5a/xuZhZ62dORuqMKjlTOqfRppRjWGPmaQGh5c5G6u4+4u1Ede748SeXDYmF/3fxUVFo4uxT80jGOPd4tlDMrh+fDe6J7f+AYU/EKTC4sbm9hECTGo5GfHaiPRLm8tHhdXNz+srsbp8nDEoHYNaweqSBrZV2RmYFUe/DBPprSw53BuHx8/cTVXc88Xaln1lSpmUOyf25KR+qWRFuS/hyLQ/tUHXmUsXBEEQhC7KH/Qza8usqAUVwOfbPufsHmfzxto3yDPlcdewuxicPJiNdRu5bPZlZBoyubzf5RiVRsrsZcglcjJCGcSp48Ku4wl4KLWVMnPTTDbVbyLflM/FfS8my5CFViFSzo5UFVZX1IIK4NX5Ozh9YAYZf4dBJBlUJBlUjMxLiHm9eJ2ScT0Sef+y4bz5x062VtrJMmu4+uhuDMoytRRUANK/9zpV2zxRr5WkV6GSh+8jq7C4WFdqYc6mKtJNGk4bmE6aSU2Wee/fwwaNAoNGQc+U8CItN7HtGosX1Tm45ZPVYce8gSCP/7iZjDgNoRDkJHTNRuZC1yWKKkEQhC7GE/BQ46xhfe16LB4LA5MHkqJNIV4d39m3dsSweqxUu6pZULIAX8DHxLyJ7GzcGfP8Ulspj4x5hLO6n4VKriJRk0its5YHFj1A97juXD/oev6z5D9UOasAkElkTOk9hav6X4VZYwaaYq5XVa3iurnX4Q819blaV7uOb3d8y7PHPMuxWceikImlSUeinTWOmGM2jx+7xx9zPJpgMIRZr2S0PoHuyXrc/iBquZRUkwbZP/b8JRlUXDUun8d+3BRxHakEju2VHBbOUdrgZOpbS8OCMF6at41nzh3Iyf1T0So7962n1x/k3UW7Yo5/sqyEk11+ZFIJJo1CLAcU9pkoqgRBELoQj9/DovJF3LHgDvzB3W+Ujs48modGP0SStnN64BxJLG4LMzbN4M21b7YcW12zml7mXiytXBr1Mb3ie2FWm9Erd+/xsHgtFFoLeWnCS9z7x70t+7AAAqEAH276kGxDNhf0vgCJREK1s5r7Ft7XUlA1CxHiwT8f5MvTvyRdn97Gr1Y4FKS20qNLLpWgUe5bCl6Dw0NZo5uP/yqmvNHNqHwzJ/RNIS9Bi1Qa/RpSqYTTB6WzsqiBnzZUthxXyCQ8dlZ/MuLVJBmalqg6PX6e/WVLRLJgKAR3f76GYTnx5CZ27ltPty/AzproyYfQFDff4PSyuqSRL1eW8dDpBWTvwwybIIgsSkEQhC6k0lnJ7b/dHlZQAfxe+jtfb/+aQDB6XLLQdnZZd4UVVACLKxYzOn00Smlk2pgECdcNui6soGqWa8ylxFoSVlDt6c11b1Jia2oi2+BpCNuTtSeHzxFzTDj8ZZu1JOmj7607dUAaibq977uzubz8tL6KU19eyEdLi5m/pZonftrM2a/9yeZKe6uPTTGq+c9Z/fj+pqP4zxn9+O/kQfx0yzjGdU8gy7x7mVy908v3a6L3fAuG4M8dsftodRSNUsbg7LiY471SjZQ2OCEE8zZXM/WtJVQ0ujruBoVDliiqBEEQupD5xfMJhCILJ6PSiEllYmPdRn7c+SMrq1ZSbi+PcgXhQPiDfqocVZTZyyi3l5OqC29EGwwFeXvd2zx7zLNk6Hc3oTWrzbww/gXyTfkR1zSpTPRL7NdSNEVT66ple+N2Kh2V7C03SuRKHbnS4jR8cMWIlhmhZiNyzdw7qfdeG/ACVNm8/N836yOONzp9PPTdBspi9K1qppRL0ShlqBVS6h0e7B4/in/spQoEQ/hjJVoAFlf0Zr3+YLDDvr8VMikXjsxGKYt8CyyVwOThWbh9QX7/u5FyaYOL9eXR97MJwp7E8j9BEIQupNwRWSjpFDqeGvcUL616iU31TfsahqYM5ar+V7GqehW1rloGJg0k05BJoqbjeuYcLqqd1Xy65VNmbpqJzWejX2I/7hp2F78U/sLsotkt562oWoFMIuPtE9/G6XcSDAWJU8WRrE1GKpESCAaod9cDEKeKI1GTyEV9LmJNzZqYz52mS6PGVcOf5X8yJn0MZrW55Rp70sg1JGuT2/7FC4eM3mlGvr1xLKX1LqptbvISdaQY1S1x6nuzrqyRQIyC569d9dha2Zdldfn4fEUpj3y/Mez4+F5JPH3uAJINTcsT9So5fdOMbKywRr3O2G7hP5/KG5uaJ/+8vpIkvYopI7LJMmtbot/bS6ZZw4dXjuSOz1ZTUt80C5VqVHPXSb34cV05Zw7O4OoPlrec/+eOOk7omxrrcoIAiKJKEAShSxmdPpqPN38cdmxK7ylM3zC9paAakjyEyb0mc8v8W/AEdidy9U3oy4vHvhgxyyLEVueq457f72F51e43UOtr13Pngjt56uin2FC/gVJbactYliGLRE0iann4HpdKRyVfb/+ar7Z9RSAUYFLeJC7odQE94nugU+iIV8XT4AnvHQRwcd+L+XLbl8Sp4jg572QeHvMwN8+7mRDhb37vH3m/KJgF0kwa0kwHFiXu8ra+dLi1GaayRldEQQXw25Yavl9TwcWjslDI5SToVTx8RgGT31gcEcE+rnsi6fG7772k3skFby6hbI+ldR8uLeauib2Y0DuZeK2CFKO6XaLNlTIZI/LMfHzlKGrsHiwuHy5fgCqLm1P6p/N/36xviVoHxJ4qYZ+I5X+CIAhdSF9z37DlZQADkwaGBSRMK5jGg4seDCuoADbWbeSV1a/g8ov1//uq1F4aVlA1CxHi7XVvc37P81uOaeQaphVMi1pQXfXLVbyy+hXKHeVUOauYvmE6F/90MbWuWnJNubw98W26xXVreYxapubK/lfi9rvZWLeReHU8cqmckWkj+fS0T5mYM5E8Ux7HZh7LzJNnMiF7AkpZ5H4u4dBX7/CwvszC67/tYMbiQnbW2Pc7zW9fDM6OnR7aLUmPXiWLOf7xX8Uxx95dtItlhY3U2pt+HvXLMPHV9WMZmWdGKoFEvZJ7JvbiufMHkvj3rJrT6+eFOVvDCqpmz8zegtcfZFVxI58uL2V5YT1VVve+vsz9kmnWMjg7nmE58ahkUn7eUMll05dRVLd7KaRcKuHYXmKWWNg7MVMlCILQhaToUnj7xLd5dvmzzC+ZTzAUDOuNlKpLpdJZiTsQ/U3G9zu/59oB15JhyIg6LoRbVrEs5tjWhq1k6jMBGJ02mruG30WmITPivMUViym0FkYcr3HV8PX2r7l6wNX0jO/JQ6MfosHdgC/oQyaV8d2O7/i1+FcApvSaglwqRy6V09vcm0ePehSnz4larkanEP1yDlc1NjcPfL2e2Ruqwo4/cEofTipIIT1Oi1TaNjM18VoFk4dnMWtZ+B4/mVTCA6f0IT3GDFiNzR2zRxU07ckqaXCxvKiBa4/JR6OQMTArjjcuHorLG0AilZCkV4VFtTc4vHy3Nvae0Dkbq/hjWw1rSpv2MuUkaHn/shFt2qtqT3q1gn6ZJkz/WHaokkt5/aKhpJlipy8KQjNRVAmCIHQxmYZM/jP2PzR6GvEFfYRCIeRSOf6gH4PCQL0rcs9NM3/Qjy8YfTO4EOmfzXf3pJAq6Gnuyc9n/4xRZcSgNESc4/A6+G7HdzGv8dOun5jcazIJmgQy9Zm8tfYtfi/7Peycy/tdTq4xN+yYRq5BIz+wZV7CoWPOxqqIggrgPz9sIi9RR6PTT990Y5sUVqkmDTdN6M6wnHjeWbiLapuHARkmbprQnUyzBqUicqbK6fHz5u87GZ4bz8/rK6NcFYbnmtlYYeXz5SWcPSSDzPimpXJxWiVxMVbNBUPgC8Rebuj0+lHsESRRVOfkhpkrmXH5iH3eQ7a/kg1qnjh7ALcd72ZNaSPxWiV90oykGFUo5bFn8QShmSiqBEEQuiC9Ut8S0d3obuTMbmfy+bbPKbOX0SO+R8zHpepS0SrE+v99NSJ1BFKJNGw2sNkp+aeQok2JWO63J6lEGjVmvZlSpmzZE5KoTeSRsY9QaitlbvFc1HI1J2SfQIouBZPKdPAvRsDi8lJn9+IPhFArpGQndN1Zvhqbmzd/j91Q+peNVbh9Ae45qTfpceEFdoPTS4PDi9cfxKhp2nv0z6a90WTGazl3qIYReWYCwRAqhZSMWJUPUOfw8t6iQl6aMpjMeA2lDeHL9RQyCZeNzeXGmStxeAPY3fu2bNGgljMiN56/CiP3GQIMyzXz6fLSsGMbyq3UObztVlQBmHVKzDolvdOM7fYcwuFLFFWCIAhdXJw6jqsGXIVCpuDLbV9S566jX2I/1tdGxiPfOexOkRK3H5I0STw17inu/v3usHCIPGMe1w+8vtWCCkCj0DC1z1QWlS+KOn5Brwswq80tf07QJJCgSWBg8sC2eQFCi+I6B68t2MGXK8vw+IN0S9Lzr5N70z/dSMoBhju0J38wRL3DG3O8weFFo5RR0uAMK6p21tj5dk05PVMMhEIQDIUwqOUMzo7DpNn7vjuJRELOPhab/mAQfzDEw99t4OlzBvDZilJmb6jEFwgxNCeeO0/syVeryrC6/UglTT2g9kWcVsm/TyvgrFf/xBsI/0BjbPcEyhpdUfeVOf4+5g8Gm4pCMYMkdCGiqBIEQTgEpOvTuWHQDUzpNQWn38nY9LFM3zCdb7Z/gzfoJV2Xzp3D7mRk2sjOvtVDikah4ZjMY/jurO+YVzyPamc1Y9PH0tPcc5+L074JfZmQNYF5JfPCjg9MHMgxWce0x20L/1Bc5+C6j1ayoXx3lPeOGjtXvr+cty8Z1iWLKoNazqj8BH7ZGLn8D2BoTjxfriyj3r678KpodFFY56Ck3smr83fgDQQx65RcNjaXRL0KU0bbhpnoVHJyErQU1Tm55sMVnDYwnRcmD0IqkbCl0obbF+S7v5v9TuqXRqJ+35+/R6qe7246iv/O3cqiHbXEa5VcMjqHBJ2Kuz9fG3G+VAJmnYLlhfV8tLSYRqePiQUpjOmW0KVnJIUjhyQkugm2sFqtmEwmLBYLRqOY+hUEoWvz+D3UuevwBX2ij1Enq3PVsa1hG7O2zMIf8nNOj3Pom9BX/J10kIXbarjonb+ijnVL0vPetGFd8o335gorp/1vYcT+olSjmofPKOCaD1Yw+9aj6ZXatJ9vdXEDT/68mSU7I/dV3n5CTy4amY25jZfHzd9czWXTIwNdRuaZOaFvCv/5YRODsky8euHQiGWK+8Lu9lHv8FHa4GRzhZXVpRa+XRMZYvH8+QPYWmXn9QXhSyYz4zV8eMXIdguxEI5s+1MbiJkqQRCEQ5RKriJdn97ZtyGwe1nf0NShhEIhEX/ewaIVGc121Nhx+yP3zHUF+Uk6Prt2DP/+Zj1rSi3IpBKO653MRaNy+NeX6zi2dzLJht1FkssXiPla3/5jJ6cNTGvzomp4bjwfXjmC/3y/ic2VNgwqORePzuGcIZlsrrTy/U1HkWpSt8Sl7y+9WoFerSDVpCI7QcuxfZJJMqj4aGkRbl8QtULKZWPz6Jli5PZPI2ewShtcvDJ/Ow+dXoBOJd7WCp1HfPcJgiAIQhtRSBV7P0loc0mG2EWsSi5F3kax5G1NKZcxKCuO1y8eSpWlKbr896013DZrFacPyuDaY7oRr9v92koaYvegs7r9OPfS4PdA6NUKjuqexEdXGnH5AsikEhL1KhQyKd2S9ft0DY8vgDcQRKuUxwzUUMplLcmB95zUm2ljcnH5AmiVMlIMap6fsyXm9b9dU86NE7qLokroVIfEd19hYSGPPvoo8+bNo7KykvT0dC666CLuv/9+lMrdP2zWrl3LDTfcwLJly0hKSuKmm27i7rvv7sQ7FwRBEIRDh8vnospZRbmjHKfPSZ4pD5PSRKI2sbNvrVVjuychl0rwByN3NJw1OIOE/djr0xnSTBpSDGqqbG66J+u5dnw3kg1qlHJp2HkZrSyvk0pAp2y/t3UHkrpncXrZUePgnYU7qbJ6OLpnImcOziQrXtOSihmNUi4lyxyeSuj0xZ5t9AaCiM0sQmc7JIqqzZs3EwwGeeONN+jevTvr16/nqquuwuFw8OyzzwJNax5PPPFEjj/+eF5//XXWrVvH5ZdfTlxcHFdffXUnvwJBEARB6Nqsbisra1Zy7x/34vA5gKbI+Cm9p3BJ30u69FLTBL2CFy8YxC2frA4rrArSjVw3vts+peJ1NqlUQtpeAjVyE7WYdcqoqYHH9U454CV47cHm9vHR0mKenr17hml5UQNv/7GLL64bQ4+UyL5vrTmxbwrv/1kYdezoHkloVSIJUOhch2xQxTPPPMNrr73Gzp1NGxZfe+017r//fiorK1tmr+69916+/vprNm/evE/XFEEVgiAIwpFqe+N2zvv2PPyhyCjrR8c8ypk9zuz4m9oPDU4PdXYfi7bXUmPzMCrfTLZZ2yUDKg5UKBRifbmVi99ZSqNzd5PvPqkG3r50GBnxXadH3c4aOxOeWxB1bHS+mdcvHrpfxW5pvZO7v1jLnzvqwo6rFVI+v3YM/TJErzeh7R0RQRUWiwWzeXfvj8WLF3P00UeHLQecOHEiTz31FA0NDcTHx0dcw+Px4PF4Wv5stVojzhEEQRCEI8FPO3+KWlABvLvhXYamDiXLkNXBd7Xv4rUq4rUquu/jPp9DkUQioSDNyA83j2N7lY2yRhe904xkxmtINrTeU62j/bUrdnjI4p31NDp9+1VUZZq1PHXOAH5aX8Enf5VgdfsYlZ/ADcd2Jzu+60XmC0eeQ7Ko2r59Oy+//HLL0j+AyspK8vLyws5LSUlpGYtWVD3xxBM8/PDD7XuzgiAIgnAIKLIWxRwrt5cTDHbNBL0jjVQqISNO0+r+qq4g2v62PR3IOqkss5ZLRudwUkEqgWBT0+PELlZMCkcu6d5PaT/33nsvEomk1f/+uXSvrKyMk046ifPOO4+rrrrqoJ7/X//6FxaLpeW/kpKSg7qeIAiCIByqBiQNiDnWM76nSDY8QhXXOfhzRy0rixqYubSIZ2dvYf7maiot7lYfNzLPHHNsUJYJk+bAvp/UCjnZCTrykvSioBK6lE6dqbrjjjuYNm1aq+fk5+e3/P/y8nKOPfZYxowZw5tvvhl2XmpqKlVV4V3Jm/+cmpoa9doqlQqVquts6hQEQWhvNq8Nm9eGBAkmlQmtouvswRA619GZR/PG2jeweiOXwt8w6AbSDV03qEJoH7tq7Tz+4ybOHpLJFbOW4/LtjmzPjNfw0ZUjyYmxZy3ZqGbamBym/xk+A6qSS3n0jH5hUfGCcDjo1KIqKSmJpKSkfTq3rKyMY489lqFDh/Lee+8hlYZPso0ePZr7778fn8+HQtH06cecOXPo1atX1KV/giAcmYKhIN6AF4VUgUx65KRFBYIBdll38fzy51lYthCZRMbE3IncMPiGLr1PRug4Wfos3jzhTR7880G2NmwFIF4Vzx3D7qB7XPdOvjuho9U7PDz2wybOHJTBPV+sDSuooKnp7r++XMdrFw2JujfKpFFw03E9GNcjiVd/20Gd3cPo/ASuHJdPtll8mNMWam0eAsEQRo0cTTvG6Qv75pBI/ysrK2P8+PHk5OTw/vvvI5PtfiPUPAtlsVjo1asXJ554Ivfccw/r16/n8ssv54UXXtjnSHWR/icIhy9/0E+5vZxV1avQK/UYFAZSdamkaFNQyQ//GesiaxHnfXceLn9489AkTRIfnvxhl47LFjpWqa0Um9eGL+jDqDSSpk1DpTj8/40I4bZX2zn71UU8dHoBt3+6JuZ58+8cT15i6wmLFpcPrz+AQa1ArThyPsxqL9VWN79uqubthbuwun2M75nEdeO7kW3WIpd16s6ew85hl/43Z84ctm/fzvbt28nMzAwba64JTSYTv/zyCzfccANDhw4lMTGRBx98UPSoEgQBgM11m6lz17GxbiM/7foJd8DN6LTRXDvwWvJN+QdcWHn8Hqpd1ayoWkG9q55hqcPI0GeQoElo41dw4Dx+D+9veD+ioAKocdXwW8lvTOk9pdVmnMKRI9OQufeThMOeLxBEpZBhc0dPhGzm8QdaHQf+3j8l9uS1hVqbh7u/WMtvW2pajn22opTv11bwzY1j6Rml/5fbF8Dm9qGSyzAe4F42Ye8OiaJq2rRpe917BTBgwAD++OOP9r8hQRAOKdXOasod5by+5nW2NW5rOT6vZB6LKxYz8+SZdI/f/+VNbr+bP0r/4K7f7yIQ2v3GYljKMJ46+imStcltcv8Hy+azsahsUczxX4t/5czuZ4r9VYIgtNCp5GjkMjJbiSuP0yowqsWb9I5UVO8MK6iauXwBnvp5M/+dPAjD338nPn+Q4nonb/2xkyU760gyqLh+fHcGZpkw68Tsc1sTc4SCIBz27F47Fo8lrKBq5vK7eGPtGzh9zv2+brWzmjt/vzOsoAJYXrWcWZtn4Q+0/glvR5FJZBhVsZctxKvikUsPic/YBEHoINlmLXdP6sWqkkZO7JsS9Zx7TupNilEk8HWkn9dXxBybt7ma8kYX5Y0ugsEQmyqtnPzSH3yyrITCOifLChu4bPoyXvttBxaXtwPv+sggiipBEA57SqmSpRVLY47/Xvo7Nq9tv6+7oHQBwVD03j0zN8+kzl2339f8J6fPicfv2fuJrYhXxzOtYFrM8al9pqKUiSQuQRDCjcg1MyjTxLlDM7lqXD5GTdOHL5nxGh47sx9juyUgk4plwx3JpFagjLFvSimTsqXSxikv/cGOWjv3fbUOjz/yd9Rbf+yi1iaKqrYmPpoUBOGwp1Pq0ChiL2HRKXQHtJ+o0lEZc8zus0fMYO2PCnsFC8sWMrtwNgalgYv6XER+XD7x6gNLMx2ZNpITck5gTtGcsOOXFVxGflx+jEe1zu13U+Ws4o/SPyizlzEmfQy9zL26zLJHQTjc1Ts8WF0+QIJZp8AYJYXvYDi9AWYtK+WysblcMDyT84dl0uj0sbnSysy/ikmLU5MdI1JdaFu1Ng8NTi990o08P3kggWCIN3/fyYby3S0QTh+UjtsXIBAMsavGwfqyyPYIzZYV1tMtWd8Rt37EEEWVIAidwuP30OhtxOK2gATUMjXJ2mTU8rZfSmJUGjmz25l8vf3rqOPn9zqfBPX+B0uMSR/DjI0zoo71MfdBI49dyLWmzF7GtJ+nhRVtc4vnMqX3FK4feD1x6rj9vmaiJpEHRj3A5f0uZ17xPJQyJcdlH0eyNhmTyrTf13P73SwqX8Qdv93RUjx+uOlDsg3ZvHXiWyJNUBDakTcQYFuVned+2cqfO2oxqhWcPyyLc4dmkhGnQSFvm4VIbn+AOZuqmLOpKur45gobE3pHXxootJ3yRicv/bqdWctLaM7sjtcqeOys/ryzcBcrihrIiNNw5qAMpv9ZyPOTB6HZS8qimGFse6KoEgShw1k9VjbUbaDcXs57G96jyFqESWXiwt4XcnaPs0nRte0vaZlURo4ph0v7Xsr7G98PG+ub0Jezup91QD2resT3IM+Yxy7rroixu4fffUCzSh6/h3fWvRN1FuzjzR9zVvezDqioAjCrzZjVZvol9jugx++p1lXLnQsi95MV24r574r/8vCYh1udHRQE4cBtqbRzzqt/4g00Le1y+zz8b/52/txRx/PnDyA3sW1mIFRyGXqVHLsn+v7Q7mKmo90Fg0F+WFfJJ8tKwo43OH3c/ulqpk8bwerSRnITdNz+6WqqrB5+3VTFp9eMZnhOPMuKGiKuKZHAsFxzR72EI4bYUyUIQocrt5ezvXE7Dy1+iCJrEQAWj4VX17zK08uebpq9amOJmkSuGnAVn5zyCRf0uoBT80/lteNf4+UJLx9wEZesTeb1E17njG5ntAQ9dIvrxtsnvk3fhL4HdM1GTyPf7fgu5viPu348oOu2tdXVq/EHo7/R+qXoF+rd9R18R4JwZLC4fDz546aWgmpPK4sb2Fplx+ltm5CcdJOai0fnRB1L0quixncLbau00c1bv++MOub2BdlYaWVgpgkI8eQ5A3j30mE8dc4A5myq4sHTCzCoIudP7p7YiyS92Efb1sRMlSAIHcrutVPlrOLtdW9HHf+l6BeuG3QdJvX+L0nbG5PKhElloiCxoM2uma5P5/5R93P9oOvxB/3oFLqIHlVOnxOn34lWrt1rbHmIUMxiBcAb6Bqbixs9jTHHAqEAvqCv425GEI4gNrePRTtih+D8tqWG4blmtG3wnlmlkHHRyByqrW6+XFXWsvQsJ0HLaxcOISeh89ow1Nk91Nm9OLx+4rVKEvTKlijxw0kgGKTaFjusaFeNg+WF9fy4rpI0k5orjsojEAzR6PRhVMt4/eKh/LG1hmVFDaQYVVw+No8eKQb0h+HXqrOJokoQhA7lCXgIhAKtzmRsb9hO97j97xvVHtx+N/XuegLBAFqFNmpTX41cg0YfudTN7rNTaCnkjTVvsNOyk25x3bh6wNXkGfPQKaNv7jYqjRybdSxziudEHT8p76SDe0FtZHDy4JhjucZc9MrDY1lQMBik1F7KTstOKuwV9DT3JE2XJvaMCZ1GKpGgVkhx+6InjxrUctqyj3dGvIb7Tu7Dtcd0o8bmQaeSE69VdGpARVGdg+s/WtkS0iCRwJmDMvjXpN4kH2YR7wqplLxEHbtqHVHH85N0/LGtqW9VhcXNf37YxI0TulPv8DL1rb94Z9owTFoFQ7PjqHf6eOi7jdxxQk+G5cYflkVoZxJFlSAIHUoj16BTtP7L+ECCE9pDhb2CV9e8yg87f8AX9NEjrgf/GvkvChIL0Mpb/4TWH/Dze8nv3PPHPS3Him3FzC+Zz7PHPMtx2cdF7Q3l9ru5ftD1LK5YjN1nDxs7Kv0osg3ZbfPiDlKaLo3RaaNZXLE4YuzeEfeSqEnshLtqW8FgkPV167n+1+uxeHYvSe0V34sXjn2BLENWJ96dcKRK1Ks4b2gmHywpjjo+sV8qcW0xTbWHBL2KBL2KHp283M/rD1De6Oay6cvCioxQCL5aVYZRLedfJ/dBvZeQhkNJplnLrcf34JZPVkeMJeiUpJk0FNaF91l8d+Eunjt/IHM2VjF/czU/rqtkXdnun2GXTV/G9MuGM76XSGptS2JPlSAIHUqr0JKsTWZ46vCo4zqFjhxj9DX8HanaWc01c6/h6+1ftyxl29a4jStmX8Hmus17f7yrmkeWPBJ17JHFj1Djqgk7ZvfaWVqxlGvmXsM9f9zDC+Nf4Pye55OuS6dnfE8eHfsoj4x9JOpMWTOn30mJrYTvd3zPZ1s/Y3vj9rBioC2ZNWYeO+oxrht4HUZlU2Ph3ubevDvxXQYlDWqX5+xopfZSbvz1xoiv4ZaGLTyz7BkaXJEbwAWhvSnlUq4+uhv5iZEfTt1yXHfSDrOZmmaBYIgdNXbKGl0xZ20+WVZCTStL5Q5Vo/ISePi0vhjVuz+IK0g38vz5A3nq58jfR05voGWp5oKtNQzJiQxNeuS7jYfl16oziZkqQRA6XKo2lXuH38uN826kwrG7O7xSquTlCS93iT5H2xq2scsSmeoXIsTTy57mteNfazXdr95dj8MX/Re/1Wul3lVPmi6t5dhflX9xy/xbWv583a/XcVz2cdwx7A4GJA4gVZ/a6v3afXZ+KfyFRxY/EpbId1b3s7hlyC2tFmMHKkmbxNUDruacHucQCAXQyDTEaw6sj1ZXVGIrocETvXBaULqABk/DYfV6hUNHllnLjCtGsKbEwk/rKzDrlJwzJJMUo4pU0+GXuuny+tlaZWf6n4UMyIi9ksHjD7ZZSEdXkmJSMyQnnsfP6o9EIkEpl5BsUHPVjOUx91sp/m4QrFPJcfsieyburHX8/bVSteetH1FEUSUIQofTKDT0iO/BOye+w9aGrayuWU2OMYdRaaNI1aZGXRbX0RaWLYw5tqFuAy6/i3hiv6GW0Pqmhj2bDVc7q3niryfCxv1BP7MLZzO7cDZfnfHVXu+33F7Ov//8d8Txr7Z/xYjUEZza7dS9XuNAyKXyNo/A7yr+OZu4p2AoiDvg7sC7EYRwmfFaMuO1nDIgbe8nH+KWFzVw6bt/oZRLOb5P7J83KrkUrbLzf3+0tXqHh3u/XBfW6Pe58wYSinF+vwwj26psAJzcL40nf4qczVIrpMilYsFaWzr8vvMEQTgkSCQSsoxZZBmzOC7nuA55zkAwgM1nQyFV7HVfV4o29i9uvUKPTNL6mn2zxoxJZcLisaCWqZmUN4mjMo4CoNJRGbbnyOa1Re1L1Wxj3cZWgzuCoSCfbfks5vjb699mdProqLNV3oCXGlcNW+q3YPVY6ZvQl2Rt8gH3wjqctPY1NygMe/0eErqWQDBEeaOLVcWNEAqSbtaSFaclxXR4Lpc7XFRZ3fzry3UEQ00R4haXl25JOnbURK4EmDoymyTD4Tfz4vYFwwoqgNcW7ODxs/pz26zVYX3Ekgwq7jqxF3d+vpZzhmRQ7/BQY4+czTpvWNZh+bXqTKKoEgThsBcKhSi3l/Ptjm/5rfQ3TEoTlxZcSp+EPpjV0Rsgjs8azwsrXyAYikzYmtJ7yl6X0yVpknj8qMd56M+HeGTsI3y9/Wvu+eMe/EE/fRP6MjBpIEalEbVcjUKqQIKEUIzPHZv3LMXiD/rDllH+U52rLmpMuyfg4a+Kv7jtt9vwBHb/0j0++3juH3X/YRE2cTAS1YkMTR7KiuoVEWOX97+cVF3rSzI7Ur2rnkZPI7WuWjRyDSaViWxj1wg16QpCoRDryyz8urmKHskGvl5TQY3Nw6DMOC4enUN+kh6ZtA0j84Q2Y3H5KG1wtfz5hTnbeO78gTwze0tL+IJUAmcPyeS68d0Oq5CKZjKphGSDKmyp3/ZqO/+du5Xnzx9Io8tHSb2TPmlGzFoFf2yv5c2Lh5IZp2F9uRWFTIIvsPv3y6CsOG4Y3w2lXMxUtSVJKBSKNXt4xLFarZhMJiwWC0Zj629iBEE4dBRZirjwpwsjAgfO63keNw++OeqsjMvnYkHpAu75456wwmpo8lCeH/88EokECZJWZ3TcfjeVjkqu+/U6Sm2lYWMyiYyZp8ykb0JfrF4rdy+4m0XliyKuoZKp+OaMb8gwZABg9Vhp9DQSCAUwKA0thc8nmz/hsaWPRb2P8ZnjeWLcExEx58XWYs74+gz8ociC69YhtzKtYBoy6eH3BmV/lNnKeHXNq/y06yd8QR9xqjgu73c5k/ImdZmiqsxWxoyNM5i1ZVbLfro0XRrPjX+OPuY+XWI5bWertLh46/ddyGUS3vhHI1WtUsan14ymXyt7dYSOFwyGqLK6qbZ5qLC4qXd4eXfRLrZX2zHrlFw1rqnfkkYhw6RRkGXWYNIcng1tg8EQ0/8s5JHvN0aMyaUSfrtzPJnm6Im0Xn+ASoubZUUN1Ng8DMuNJ8esE7NU+2h/agNRVO1BFFWCcPhx+Bzcv/B+fi3+Ner4Z6d9Rm9z76hjLp+LWnctf1X8Rb27nrHpYzGqjMwvmc+3O75FJpExuddkxqaPJVkXPVxjbtFcbvvttqhjo9JG8fz45zEoDRRbi7l89uVUOataxuUSOS9NeImRaSNRypTssuzi0SWPsqxyGQA5xhz+b9T/MSBxAA2eBi74/oKIYAWZRMYnp34S9TV+uPFDnlr2VNR7i1fF89npn7W6DPJIYfVaqXPV4Ql40Mg1pOvSUci6Rn8Xn9/HzC0zeXb5sxFjBoWBmafMJNeU2/E31sWsLW2kzu7l8veXEe1dz+CsON69bDjxbRxFLhwYp8fPoh11/OvLtdTamxqeZ/7dL2vG4kKW7Gzqc6iUSfnuprGkmTQYNV3j32R7qbF5eOyHjXy9urzlmFoh5bULhzKmWwKqw3CGrivYn9pAfHwlCMJhzeqxMr9kfszx+cXzYxZVGoWGLEVWSz+iSkcll8++nBJbScs5D/75IP0T+/PfY/8bNbUwVjEHsLxqOQ6fA4PSQLYxmw9P/pD1tetZUrGEbEM247PGk6JLQSlTUmYvY9rP08KaJhdZi7h6ztV8fPLH9E3sy4xJM3h86eMtvaO6x3XngVEPkGvMjfr8/5w921ODp4FgMHpz0SONUWnc6xLMzlLuKGf6hulRx2w+G2tq1oiiiqZP+rdU2qIWVACrShqxOH2iqOoidtTYufqD5WF/X6UNLm6btZo3Lx7KssIGgqEQT53bn5wE3WG55O+fkgwqHjq9gOuP7c6GcismtZweKQZSjCqU8sP/9R8KRFElCMJhLdY+pX0dbxYIBvhh5w9hBVWzdbXrWFW9iom5EyPG9oxN/6d4VXh6YKoulVRdKsfnHB9x7p9lf4YVVM2CoSAvrXqJZ45+hlxTLs+Nf44GdwPBUBCD0tDq3q8RaSP4aPNHUcd6xvdEJRfLQ7o6f8hPras25vi2hm0deDddV6JBtc//1oXOZff4eGnetqgFsMcfZP6WGh4+vS/Dc81kxmuPiIKqWZxWSZxWSc9ObsIsRCd2qAmCcFgzKo0ck3lMzPEJWRP26TqNnka+2fFNzPHPt36O0+eMOH5K/ikxH3NW97P4dse3bGvYhscfuwmjP+hnYXnsiPe1NWtx+pueu3nWK9eUu9cwjb4JfWPuC7pr2F0xQzyErkMukbe6RDPWLOyRJk6jYHhu7O/nAZmmw3752KHC6Q2wqcIWc3xzpZXTB2bQK9WITiXmBoSuQxRVgiAc1vRKPbcNva1l+ZZBYeDCPhfy3DHP8c6J7+xXo+HWek9J/v7fP6XoUnho9EMRY8NTh9PT3JOXV73Med+dx8rqlWHjLp8Li8eCP+hHLpWTqc+M+dyJ2sQDCiNI1aXy7sR3OTrj6Jb7S9Ol8eKxL1KQWBD1MU6fkxJbCZvrN1NiLYnZ4FjoGBm6DK7of0XUsThVHP0T+3fwHXVNerWCzHgNVx+dHzGmkkt57Mx+mHVNS/8qLW6WF9bz7eoy1pQ0Um0T/cg6klouIytG6AJA9yQ9GuWRMzslHDpEUMUeRFCFIHRtDq8Dq8+KWqYmXh278e4/hUIhyuxlLChZQI/4HkzfMJ2FZQuRSWScmHsiNw66kSxjVqvXCIaCzNgwgxkbZ3Bq/qkka5OpcFTw/c7vqXfX88L4F6Iu24OmQqTGVcPCsoVUOirpn9ifSkclL658EW+waRN2qi6Vj07+CKVUyfbG7by/4X1q3bWMSRvDmT3OxOP3cPa3Z0ddwvTYUY9xerfTW73/elc9Fo+FECFMKlPYLJbNa6PR04gv4EOv1McsNKud1fxv1f/4bsd3+EN+pBIpJ+WexO1Dbz9sGwAfCspt5Xy27TNmbJjR8v2UZ8rjqXFP0SehTyffXddS7/CwvszKm7/voNrmYWR+ApePzSUrXotcJmVHjZ1L3vmLssbdEd49U/S8O204mfGx3+gLbWvJjjoueGtJxHGpBH665Wh6pYrlb0LHEOl/B0gUVYLQNbl8LkrtpXyw8QPW164nWZvMpQWX0s3ULWbqXjTF1mLO//78iNmVBHUCM0+ZSbo+vdXHl9vLWVe7jk82f0KxrZg8Yx7n9zq/KZq8+xkkaZNaffy6mnU8+deT7LDsiDrD8+0Z3/LDrh94Y+0bYcf1Cj0fn/Ix62vX83+L/i8sAv28Hudx85CbUclUqOQqpJLwBQj+oJ8t9Vt48M8H2dqwFYB8Uz4Pj3mYvgl9Ucr2bWO+3Wvn8aWP893O7yLGjs06lkfHPopJJSKpO0uju5F6Tz0N7gbUMjVGlbElYEWIZHP78PqDGNSKll491VY357+xmMK6yGW8o/PNvHbRUOJEkEWHsLh8fLWqjCd+3ITH3xSYo1PKeH7yIMb1SESrFMv+hI4h0v8EQTisbKjbwNVzrsYX9AGwrXEbi8oXccOgG5jcczLxmr3PWnkDXmZumhm1mKlz1zGnaA4X9704oihp5gl4WFS2iEeWPNJyrNpZzdLKpTwx7gni1fE4fU4sHgtyqZx4dXzEkjyX38Xa2rVRry+TyPAFfREFFYDdZ+fRJY/yzNHP8N1Z37GxbiNOn5PBKYPxBDy8uuZVCi2FDEoexKn5p5KuT2957ubUQHdg9xKmnZadXDb7Mr447Qvy4yKXQ0VT767nh10/RB2bXzKfene9KKo6UZw6rqlnmvgr2CcGdeT+qRq7J2pBBbB4Zz21do8oqjqISaNg8vAsjuudTFmjC7lUQppJTZJRhVImlv4JXZMoqgRB6NLK7eU8uuTRloJqT6+teY0Tc07cp6LK5rXxR9kfMcfnFc/jnB7nRDTIbVbrquXpZU9HHXti6RMUJBTw6ZZPWVuzliRtEuf3PJ9cU27Y7FeGPgOVTIUnEBlKMTJtJCuqV8S8v78q/8Lhd5BlyCLTkIk34GVByQLuWHBHy5LAxRWLmb5hOu9OfJd+if3wB/x8vvXzsIKqmT/oZ/qG6dw38j7UcnXM521m9VrDmiD/U6Onca/XEISuzOKM/Bmzp9IGF3KplNxEXQfd0eGr3u6hwemjzuFFLZdi0ihIMapQ7zEDpVE07a1qbX+VIHQlIqhCEIQuzea1sdOyM+pYMBRkY11kh/lo5FI5RlXsqXuTytRq2EOtqzZqcQJNBcf2xu18uOlD1tWuQ6/Q4wl6KLIWsaV+C/Wupij0RG0iD456MOq93TDohn16HXvez30L74vYY+Xyu7jvj/uoddXi9DtZURW7UFtds3qfgyZ0itbfSBqUYo+DcGhLMe7+cEGrlHHmoAyuHJfHiX1T0Cpk+AJBznt9MWUNrlauIuxNab2Td/8s5OSX/uD8NxZz+iuLuPz95WyvceBwt17YCkJXJooqQRD2W4m1hD9K/+D9De/zR+kflFgjezd1FIkkdiLfnkwqE9MKpsUcv7jvxa3O2MgkrS85aV42+MCoB1DJVdz+2+1cPedqzv3uXK6Zew1F1iJUMhXH5RzHJ6d8wkm5J1GQUMCZ3c/k5Qkv8/a6tylIiJ64BzA4aTAm5e61XaW20phF3i7rLho9jahkqlb7ZKXqUlHJ9q0XlVllZkTqiKhjfc19MatE/LpwaEvQKzmhbwrnDc3kxQsGEwgGWVnUQKJexQdXjmBLpY0au4dfN1chtqMfmFAoxPwt1fxv3vaWvVLQ1Oz34neWUmWL3VpCELo6sfxPEIT9sr1xO9fNvY5KR2XLsRRtCq8d/xo94nu0+fMZlAZ6xPVgW2NkE1OZREYf876nmw1NGcpJuSfxc+HPYccv6nMR3eO6t/rYRE0iJpUJi8cSMZaiTcHqsTIuYxzl9nI+3fJp2Pjm+s1c9ctVfDDpA1J0KRiVRjRyDSPTRlJqK+XmeTfjC/rIMmQxtfdUZm6eGfb4CVkTuHnIzayoXoHb76bAXBB1CeGegsEgKrmKSwsu5ZeiX6Kec0W/K2Iud/wnk9rEo2Mf5fbfbmdD3YaW4z3je/Lc+Ocwa0RRJRza4rRKHjuzH79srOKqGctbjq8sbuTzFaX894JBdEvSMWdjFWcMSsfpDVBn9xIIhtCpZKjlMlQKGUkG0TQ7luJ6J6/+tiPqWIPTx6qSRjLjtS3hIYJwKBHpf3sQ6X+C0LoKewU3zruxJUVuT93iuvHqhFdJN7SeoHcgVlat5Oo5V0cUErcOuZVzepzTtEG/Fd6AF4vHglQiRS6RU2ovZW7xXBRSBcdnH0+KLiUiZMHtdyOXyluWBPqDfpZWLOXGX28MS99TSBU8Me4J3lz7Jpf3u5zHljyGzRe9ceXbJ77NyLSRvLb6NV5d82rUcx4Z8wiJmkSmb5hOnbuOi3pfhFah5YFFD4TtK/tg0gdc9vNlYffSLFmbzMyTZ5Kiayr2vt/5PU8ve5pAKAA0zardMOgGJveavN/hEvWuempdtVQ5q0jSJpGoTiRRm7hf1xCErqq80cmGchtefxCVQsqq4kZm/FmIzeMnJ0HLFUflEQyGGJmfwKfLS/h8eWnL2M0TepBt1iCTSumXaRSBClFsr7Zz/PMLYo5feVQed07siVohPvMXugaR/icIQrto8DRELagAdjTuoNHbSDptX1QVmAv45JRP+GTzJ6yrXUeKLoWL+15MnjGv1YIqFApRai/lo40f8WvJr2hkGqb2mcqE7AncMuSWqI+psFewsGwhc4vnEq+OZ0qvKeSYcohTxTE0ZShfnvEln2/9nK0NWylIKOD0bqczff10tjZsRSFVxCyooCl1b0jKkLCZnmZ3Dr2TkekjcfldGBQGnhj3BHKJnHp3fdT+VLO2zOLqAVdHFGcSJPx79L9J1iZT66xlp2UnUqRMP2k6FY4KJEjom9CXBE1CzH1Stc5aHD5HS4qhVrF7o7hZY8asMdPT3DPqY30BHxWOCn4t/pWtDVsZmjyU0RmjSdel7/NSTUHoDDU2N6/O38Eny0rwB5v+vY3ulsDLUwdzyyerKapzkmpU0y1Jz8PfbeD3bbUtjy2qc3LHZ2t48uz+rCpuIE7bjfykfZsFPpIoZBKSDCpqYizz65lqQCEVs1TCoUkUVYIg7DO3P/oenmZOX/Q44oOlUqjoHt+dO4bdgdVrRSPXtBo60azEVsKUH6Zg9Vpbjj229DF+2vkTz45/NqKvVKmtlGk/T6PKWdVy7IedP3D1gKu5tO+lGFVG8kx53D70drwBL0qZEplUxtk9z+b7Xd/jD/nRKXQxwx9yjbkopAr6JfZjQenuT2s/Ovkjfin8hYt/vBh3wI0ECUdlHMW9I+5lXsm8qA1/v9/5PfcMv4dXj3uVN9a+QYWjgj7xfbhu0HXkxeVR66rlX3/8i6WVS1sek6xN5tT8UxmZOjJqQeXwOlhTs4Yn/nqCQmshMomME3JO4NYht5JhyNjr19sf9LOqehXXzr22ZVbt+53fY1Qaee+k9+gZH70QE4TO5vYFeOP3nXy4tDjs+OIddVhdPm49vgcPf7eRbLOWWrsnrKDa03NztvLaRUOY/mchD5zSB6VczFbtKTNOw9VH5/PYD5sixoxqOcNy4pHJRFElHJrEd64gCPssThUXM7BBKpESr957tPnB0Cg0TXuS9qGgcvvdvLXurbCCqtnKmpVsb9wedszld/HqmlfDCqpmb659k2pndcufZVIZGoUGmbTpa1GQUMCnp35KnauOc3qcE/V+kjRJZOibCpOT807GrDJzav6pvDLhFeYVz+P9je+3BE+ECPFH2R/cteAuxqaPjfkaX1vzGv0S+vHisS/y0aSPePLoJylILEAr1/JbyW9hBRU09dV6d/27MdMUN9Vv4pq511BoLQQgEArwc+HPXDXnKqockV+Xf6px1XDbb7dFxN9bvVbu+f2elhREQehqamwePlhcFHVsQ7mV9DgNOWYNyUYVmyojf6bseR0JsKKoAYcn0E53e+iSyaSc0j+VaWNykUl3z1xnxGmYccVIsuI1nXh3gnBwxEyVIAj7zKw2c1b3s/h82+cRY2d0O4N4VfsWVfvD4rHwa9GvMce/3v41o9JGtSxJa3Q38tOun2Ke/2vxr3SPbwqzsHvt1LpqWVm9kmAoyJDkISRrkzm/5/nUu+uxeW18s+Oblr5OOcYc7h1xL48veZxHjnoElUzFc+Of45PNn5CiS4kIpmi2sX4jvqAPvVyP3W8PG4tTxfHUuKdYULaA73d8j0qmYmqfqfQ29wbgo80fxXwtH23+iP5J/VHKdjcybXA38MzyZ6KeX2IrYXP9ZlJ0KTGvCVDpqIxaxEJTwEmDp0EEWghdkt3jD0uj+6cKi5unzh2AWaci2RA7JVQigWAIsswaVArxuXU06XFabj2+OxeNyqbG5kGjlBGnVZKbIPp/CYc2UVQJgrDP4tRxXD3gauLV8Xy8+WPsPjs6hY7JvSZzQa8LutQbZolEgkKmgBhtT9QyNRKJhHpXPd6gF3/IT5Y+i13WXVHPb55FsnqsfLr1U15a+VLYsrxL+l7Clf2vRC1Tk23I5uUJL+P0OVHJVVQ5qnh48cNUOiqpdlSzoHQBs7bM4pT8U5Ag4Zwe5/DDzh9o8DREPG+hpZCCxIKwWScJEh4d+yhP/vVk2P3+XvY7J+ScwJ3D7my1/5Tda28JrWh5fX53qz2/Fpcv5pisY2KON1+jNdEaOAtCV6BTypFLJS17qf6pIM1I/8ymUJc+qQa0ShlOb+RM1IReySzYUs3VR3dDqxRvsWKJ06qI06roniz62wmHD/EvXhCE/ZKmT+OaAddwRrczcAfcqGVqUrWpqBQdHyPsC/ho9DQikUhIUCeEBSGYVWbO7H4m765/N+pjL+p7EX+U/sFLq15il2UX2YZsLut3GZWOyqjJfBOyJwBNYRMvrnwxYnzGxhmMShtFflw+L65qGpdKpC2zVc1/9oV81LpqeWDUA3y+9XNumHcDucZcHhj1AEsqlvDZ1s/CrpuqS+We4ffw8JKHWVOzBoBT8k9hfe36qAXgnKI5TO41mVPyTuGd9e9Efe2T8iehkYcvs5FKpBiVxpgzTa31u2qWaciMeM3NjEpjWJ8tQehKEvVKzhiUzhcryyLGss1ashO0qBVNy32zzFrevHgoV7y/PGx2KydBy3Xju7G1ykZ3EVIhCEccMTctCMJ+U8lV5Jhy6GXuRY4pp1MKqjJbGS+ufJGpP05l2s/T+HDTh1Q7du97ksvkXND7AnKMORGPvWvoXSyvWs71v17P5vrNeAIetjVu48E/H8Qb8DIxd2LY+cdmHkuGLgOP38OMjTNi3tPb694mEAy0hED8s7joHtedcns53eK6cceCO1hcsZhKRyVLKpZwx4I7yDPlMTptdMv5KdoUkrXJvL/xfU7NP5X3Jr7HZ6d+xvUDr+fbHd/GvI9Pt3zK1D5TMSgiPwXO1meHPUezRE0iF/e9OOr1pBIp47PHx3y+Zma1OWaD5buG30WyNnmv1xCEzqBVyblrYm+O6x3+PdotScf7lw8nxbh7yZ9cJmVkXgKzbz2ap88ZwE0TuvPupcN565JhpJrUnDk4A6NG0dEvQRCETiZmqgRBOOSU2kq58McLqXfvDj54etnT/LDzB16a8FLLm/c0XRpvn/g2yyuX893O79ApdEzpPYUUbQrnfndu1GvP2DiDt058i1XVqzAqjVxScAnjMsZh1pixeWxhgRX/pJFrqHJUcUa3M6Luk5JL5WTqM3l0yaNRH//K6ld4ZMwjLK5YTJoujZcmvMSjSx5ledVyvtnxDQAqmYqPT/kYfzCyP1UzX9BHnCqOmafM5PU1rzO3eC7j0sdxScElBAlS5awiFAqRpElCLmv6NSCTyjinxzmsql7Fn+V/7r5niZxnjnmGFG3r+6kAdAodlxZcSve47ryx9g3KbGV0j+/OrUNupX9i/5ZgD0HoilJNap47fyB1di9VVjdxWgWJhuh7qBRyKbmJOnITxT4gQRCaiKJKEIRDijfg5cONH4YVVM021G1gfe36lqV60LR87tRup3J8zvFIJVKUMiUbajfg8ruiXz/oRSPXMP2k6TS6GwmEAnj8Htx+N1qFljHpY1qW4f3TOT3P4YutX3Ba99PYULch7DyZRMaFvS8kSDDm3iOHz4FZbeadie+QqE5sKaj25Al4+GLbF0zMnciHmz6Mep2ze5yNUqYk15TLg6Mf5JYht7C0cinXzL2m5XXrFDoeHfMoYzPHopU39aFK0ibxxFFPUOmsZGXVSuJUcQxKHkSiJhG1PPbm/D2Z1WZO63Yao9NH4w/6UclU7Z4KKQhtJU6rJE6rpFuyWL4nCML+EUWVIAiHlEZPI7OLZscc/3r714zLHIdCGr78Zs+iQC6N/aNvSPIQ7D471829jjp3HQAKqYLrB17PuT3P5bRup/HBxg+w+3an8ckkMm4YdANpujQyjZlsqd/CA6MeoNpZzYqqFRiVRgYnDyYUCkEInhz3JCq5iu92fMecojlhzx8MBfnPkv8wtc/UiIKq2azNs/jyjC/5addPLffYbGDiQAoSClr+rFVo2d64nf9b9H9h5zl8Du5YcAefn/Z5WCPf5ua+fRP6xvwa7YtETeJBPV4QBEEQDiWiqBIE4ZAiQRJRMO1JJVMhQRJ1zOlz4vA5MCqNZOgzKLNHbkq/ZsA1XDf3OjwBT8sxX9DHi6teJNeUy4TsCXww6QP+s/Q/rKhaAcAzxzzDz7t+5qVVL7U85r8r/8ttQ2/DoDBQZC0iVZfKE389gcVjAUApVXJ5v8vJ6Z/D2+veBppmeQKhAPePup9CS2HM1+gP+ZFJZHx0ykd8s/0bllctxxPwcFr+aUzImhDW1Njpc/L22rejXidEiBkbZ/B/o/4Plbzj98UJgiAIwuFCFFWCIBxSzGoz5/Y4l5dXvxx1/Pxe50fMRLl8Lgqthby+9nU21W1iaMpQHj/qca6de23YMsBhKcNagiui+d/q/zEkeQjd47vz4rEvYvFYUEgV/Fn+J78U/RJ2bogQz694npcmvETvhN7c9OtN+EO790F5g15eX/s6j459lHRdOtXOau4adhcvrnwRi9fCC+NfiJmkl2fKQ6fQ4Ql4GJU2imRtMhn6DLIN2STrwjfau/wuCm2FMb+eOy07sXqtBD1BpBIpiZrEsBTF1jS4G6h31+P0OzEqjSSoE9ArxbIpQRAE4cgjiipBEA4pMqmM07ufzs+FP7OtcVvY2KTcSeSb8sOOhUIhVlSt4IZ5N7QUKN/v/J5CayHvTXyPldUrWVuzloKEAk7tdirPLIveABeg2FqMN+gFwKQyYVKZqHXVMn3D9FYfU+eqCyuo9jRryyxuH3o7OqWOmZtmsqFuAwDVzmquGXANr615Lex8hVTBf8b+B7vPzi3zb2FH446WsSRNEq8d/xq9zL1ajmkVWnrG9WSXJXr/rV7mXny57UveXvc28ep4Li24lBNzTyRJkxT1/GaltlLu/v1u1tWuA5pmEE/JO4Xbh90eNlMmCIIgCEcCUVQJgtDpapw1WL1WJEgwqUwkaBJaPT9Vl8prx7/GyuqVfLP9G9RyNVN6T6F7XPeIx1Y7q/n34n9HzPisr13PRT9exM/n/BwWJT4gaQA/7vox6vPmmfJQSpVhx3wBX9TQjGZSiZSdlp0xx0tsJShkCm6ad1NLol+6Lh27187E3Ikcl30cG2o38M2Ob8gz5XFpwaVo5VruW3hfWEEFUOOq4eZ5N/PeSe+Rrk8HmhIJrxxwJb8U/RLWrBiakv2OyzqOm+ffjC/oo8JRwZN/PcmS8iU8PPZhzOrozZxrnDXcNO8mtjdubzkWIsT3u75Hq9Ry17C79jnYQhAEQRAOB6KoEgSh0zS4Gyi2FfOfJf9hc/1moKlweXjMwxQkFKCUKWM+NkWXwqS8SRybdWxLql80Fq8lZgy6P+Rne+N2UnS748KPyTyGF1e+GDUd8ObBN2PW7C40qp3VrKpexaDkQfxe+nvU58gx5uDyu1hQuiDqeJ4xj3W161oKqpGpI5naZyqvrXmt5WsyLGUYD4x6gGx9NiqFim0N2/ir8q+o1yt3lFPjrGkpqgCyjdm8NOEl/v3nv1sKwCRNEncPv5uPt3yML+gLu8Zvpb9R6aiMWVRVO6vDCqo9fbXtKy4ruIxMQ2bUcUEQBEE4HInmv4IgdAqLx0KJrYSrfrmqpXgA2GXZxeWzL6fEVrJP11HL1a0WX9K9/Jj7Z+hFmi6N9ya+R4Y+o+WYRq7hvhH3MSh5UMuxenc9b619i+92fMeUXlOQSyI/o0rUJNI9rjsn5Z6EShY9CGJKnyl8s72pB5VapmZav2ncseCOsK/J8qrlXPrTpdS4awBw+p2tvqZ6T/jMmVauZVzGOGadOotPT/2Uz077jPdOeo93178bsxhcWrE05vUrHBUxx3xBH05f6/cnCIIgCIefRRiGAAA6q0lEQVQbMVMlCEK7cvvdVDurWVS2iCpnFSPTRtItrhsev4cfdv4QdUbIH/Tzzrp3eHD0gwe9jCxOHUeOMYcia1HEmFqmJsOQEXZMJpVRkFjAjEkzaHA34A/6iVfHk6RJQiFrKsDsXjvVzmp0Ch05phwUUgWvn/A6zy9/no31G5FKpIzPHM8dw+4gXZ/e9HpOfIe7f7+bckc5AAaFgbtH3E2No4YaV1OxdFLeSXy97euojX1tPhs/F/7M5f0ux6AwoJKpYgZqZOgyIo7JpDJSdamk6lIBKLOVsbVha8yvm14RO3Ci+RrRyKVytAptzHFBEARBOByJokoQhHbjCXhYXL6Y2367jUAoAMA7698h35TPC+NfYGPdxpiPXVu7FrvPftBFVaImkcePepwrZl+BO7C76a4ECY+OfTRmIEOyNplkbXLEcavHymdbP+O/K//bcuyjTR9xct7J3DfyPqqcVUgkEnrF9yLbmA00FRopuhSeH/88Fq+FYChIsjaZeFU8EomEAckDmFM0h7HpY3lk8SMxX8uf5X8ytfdUzGozk3tNZsbGGRHnHJ1x9D41241Xx3N8zvHMLozs+SVBwoi0ETEfm6pNJd+UH3Wv2JndztzrnjhBEARBONyIokoQhHZT46zh9t9ubymomu207GRJxRJStbFnPJI1yaik+987yeaxYfPakEgkJGuTkUll9E3oyxenf8HX279mVfUqco25TOkzhUx9ZqtLB6Mps5eFFVTNftz1I/mmfBaULmBD3Qa+P+v73Y+xlXHHgjtakv2aHZ9zPHcPu5vByYMZnDwYi8dCgiahZTbrn1K0KShkCrQKLRf2uRCVTMXHmz/G7rOjlCo5tdupXN3/6n1K39MqtNw65FbW1Kyh0lEZNvbg6AdbTf9L1CbyynGvcMeCO1oKYwkSJuVN4vpB16ORa/b6/MLhy+61Y/fZkUqkJKgTkEllnX1LgiAI7U4UVYIgtJvV1atjRom/uuZV/jv+v/xc9HPU8Sv7X4lBZdjn5/IEPOxo3MGLK19kWeUyTCoTk3tN5vRup5OuTyfbmM0Ng27AHXCjkqqQy/b+46/GWcP2xu38XPgzRqWRyT0n89nWz2Ke//WOr5nSawop2pSWkIdAMMDsotkRBRXA3KK5nN39bNL0aUBTTPsV/a/g1vm3Rr3+RX0uatkDlq5P57KCyzit22m4/C40Mg1mtRmT2hT1sQ6fg3p3PQ6fA71CT4ImgUxDJjNOmsGq6lXML5lPqi6VM7qdQao+da9L+DINmbx2/GtNfap8TkwqE2a1GYNy3//OhMOLN+Cl0FLIiytfZHHFYoxKI1N6T+GsHmdFnfUVBEE4nIiiShCEdtNa1LjFY0Ej13DT4Jt4dfWrLbNZEiRcPeBq+ib23a/n2lK/hUt/urSliKt11fLK6ldYUr6Ex8c9Tro+HZlUhk6q26frVTmruGXeLWHFUK2rttUQBqvHSqImkbuH341O0fQ8lY5Kvt7+dczHfLr1U4anDkctV+P2u0nXpXNW97P4avtXLedIJVJuH3o7WYassMfKpXI0cg0auYZ4VTwqefSZvSpHFf9d+V9+2vUTgVAAuVTOOT3O4ZoB15CmTyNNn8akvEn73PS3mVltjpkQKBx5dlp2MvWHqS1pknXuOv63+n8sLFvIC8e+QKImsZPvUBAEof2IokoQhHYzOGVwzLFcYy7x6ngGJQ3ijRPeoNBaiFwiZ1DyIJK1yfs149HobuTpZU9HnRVbUb2CEltJWMT43gSCAb7a+lXE7NKm+k2c3f1s5pXMi/q4kWkjGZYyjGTd7k/lg6EgHn/0QAkAj9/TUlDWOGuY+sNUpvaZyqvHvcqm+k3IpXJ6xvXE4rGglTfNHoVCIYptxbyy6hXmFM9BJpFxav6pXDXgqrDUQmgqXh9d8mhYpLs/6GfWlll4A17uGXEPOoVuvwsqQdiT1WPl2WXPRsTzA6yuWU2hpVAUVYIgHNZEUSUIQrtJ16UzNGUoK6pWRIzdM+Ie0vXppOvTaXQ30iOuB3qlfr/3OEFTL6o1NWtiji8oXcCgpEExZ3L+qc5VxydbPok4vqNxB6m6VNJ0aRGx4gqpgusHXR9WUAGYNWbGZ41n5uaZUZ9rUt6kllmtReWL8If8zNg4g482fUS2IZtAKECxrRi9Qs/Q1KGk6lIptZcy9YepWL1WAPz4+WLbFywsW8gHkz5oWU4ITbOFsXpkfbvjW67qf1XL8wvCgXL4HCytjB3DP694HsNSh3XgHQmCIHQs0adKEIR2k6BJ4Omjn+aKfle0vHHvGd+Tt098m8FJu2ex4tRxmDXmAyqooGnJoFIa+7F6hZ4QoX2+XpBgzF5QTy17iqePfpozup2BXNr0udTw1OHMPHkmOYaciPN1Ch0X9L6ABHVkIl6+KT/sjeaehVogFGCXdRfFtmIA7D47gVAAX8DHrM2zWgqqPVU5q5hfMp9QaPdrrXfFXoIZCAWiXkcQ9pdEImk1oMSoMnbg3QiCIHQ8MVMlCEK7StYmc+OgG7mg9wUEQoGmQAVN2+7DSdIkcXLeyXy94+uo48dkHrNf0ewGpYEx6WP4tfjXiLFqZzVWr5X7R93PDYNuIEgQvUKPSRU9IAIgy5DFeye9xwcbP2B+yXwUUgWn5Z/GmT3ODNsnNTJ1JO+ufzfqNXrG90Qj02DxWvit9LeYzzW7cDandzsdvbKpz9Tewj4O9Z5SwWCQUnsppfZSapw1dIvrRoI6IWy2Tmh/ZrWZs7qfFXNG9oScEzr4jgRBEDqWKKoEQWh3cpm81YaxB0uj0HDVgKtYWb2yZWan2S1Dbtnvvkk6hY6bBt/EwrKFEQ12e8T1oLe5d1NAhH7fosPlUjl5pjxuG3Ib0wqmIZfKSVQnopSHz651j+9OnjGPXdZdEde4a9hdmDVmGt2NrS7XMyqNLTNoAAnqBHrG94za6Hdk6shDOmgiGAyyoW4DN867MSwUZVjKMB4d+yiZhsxOvLsji1KmZFq/aSyuWMwuS/j3753D7iRFm9JJdyYIgtAxJKE914kc4axWKyaTCYvFgtEolioIwqGmxFrC2pq1/F72O3GqOCblTSJFm3JAsxb+oJ9Ca1M89MLShWgVWs7teS5Tek854ALRF/BR7axmQ90Gal21DEgaQJouLazoq7BX8OLKF5ldOBt/yE+2IZt7R9zL4JTB6BVNs08/7PyBe/+4N+L6apmaD07+AK1c2xSdrtSTqEmk1lXLjb/eGNastyChgBfGv3DQMzoevweL14IUKQmahA4NvCi2FnPhjxfS6GmMGDuj2xncM+IeEfHewaqd1Wys28jswtkkahI5rdtppOnSxN+DIAiHpP2pDURRtQdRVAnCoS8QDOD0OQlJQhgUhoN+k9/cyFSChAR1wj71t4rGG/CyomoFN827KWz2a2jyUJ465qmwT/KdPicN7gZ8QR86hS6imW+Ns4ZHFj8StgxQI9fw5glvMn3DdOYVzyNECLlUzrk9zuXagdcSCoWodlVT7awmVZdKkiZpv2fw9hQIBqh11fLdju/4aPNHaOQapvSewsTciR3Wk+i3kt+4ad5NUccUUgVfnP4Feaa8DrkXQRAE4fAjiqoDJIoqQRDaS6mtlNO/Pj1q5PRFfS7itqG37VdQR52rjhJbCT/u+rGleHps6WP8VflXxLmTe03mjmF3tBoksC8a3Y34Aj5cfhcfbv6Qcns5/RL70dvcm+eXP88u6y4GJg3khfEvRBSC7eHjTR/z+F+Pxxz/7LTP6G3u3e73IQiCIBye9qc2EHuqBEEQDpDT56TR00gwFMSoNLaacLayamXUggrgi21fcEnBJaTpYi/FC4VCYbNuCZoEEjQJDEoeBMD2xu1RC6rm619acGlE8+B9VeVoShX8ctuXABybdSwjUkfw0OKHWFC6gDhVHE+Me4L7/riPNTVr2NawrUOKqp7mnjHHTCrTQReRgiAIgrCvRFElCIJwAIqtxby08iXmFs8lEAowKnUUtw+7nXRdOiZ1ZBJgpbMy5rVcfhf+QGTjYrvXToWjgm+2f0Olo5IJ2RMYkjIk6p6uamd1zOv7g37sXvs+vrJwVY4qrp97PVsbdwddbKrfRL4pn3+P/je3/3Y7jZ5G3ln3Dmf3OJt31r/Dtzu+ZXT66HbfX5WmS4sZwnFFvytI1+17w2dBEARBOBiiT5UgCMJ+KreXc8lPlzC7aDaBUACAJZVLuPTnSymxl0QtYIYkD4l5vWxDdkTku9Pn5KddP3H2t2fz/sb3mV00m3v+uIdLfrqEUltpxDVaS/GTIDng6PSFZQvDCqpmOy072WXZRUFCAQDLq5bTL7EfAFq5tkMCK9L16fx3/H8ZnzkeqaTp15lBYeDmwTczKW8SCpmi3e9BEARBEEDMVAmCcBjy+D00eBqQSWRAU0R6W/VjCoVC/Fr0K3Xuuogxl9/FzE0zuWHQDS19oprlGHPoEdeDbY3bIh531/C7IsMoXDU8uuTRiHMrHBW8tPIlHhrzUNhrStQkkmfKi4izhqY+XWbV/kenWz3WliV/0fxa/Ctj0sewoW4DAMFQEICzep613891oLKMWTw85mEaPY24/C70Cj2pulRUclWH3YMgCIIgiJkqQRAOK+X2ct5b/x47LTt5d/273Pjrjdzx2x0sKV9Cg7vhoK/v8ruYXzo/5vjK6pWU28sjjidpk3jl+Fc4Ne9U5JKmz7PSdem8MP4FhqYMjTh/ScUSQkTPEZpTNIcGT/hrSdQk8r8J/yPPGJ52NyR5CPePun+vTYCjktDqjJNUIqU56yjPlEe1s5rzep5Hpr5j+0OZNWby4/IpSCwgx5QjCipBEAShw4mZKkEQDhuVjkpumXcLtwy9hTt/uxObz9YytrB8IZf2vZSrB1zdaqDE3silcuJV8THHTUoT3oA36liaLo3/G/1/3DjkRnwBH1qFNmb8eGt7oPwhf8us0J6yjdm8M/Edal211LpqSdWlkqhJJF4d+35bY1QaOa/neaypWRN1/Pjs45ldOBuZRMatQ24lVZfKKfmnHPDzCYIgCMKhShRVgiAcNpZXLmdk+khmbJgRVlA1e3/j+5zZ48ywoioUCmHz2pBL5fu0RFApUzK1z1R+Kfol6vhp3U4jRZ8SdQxAq9Du0/OMShsVc6xvQt+WRsD/lKRNatPkvdFpoylIKGhZ4tesV3wvso3ZJGmSeHjMw2Qbs9EpdG32vIIgCIJwKBFFlSAIhwVvwMvPhT9zRvczmLFhRszzFpUtontcd6BpqeDcorn8UvQLGrmGi/teTEFCwV6b4nYzdePyfpfz7vp3w45PyJpApiGTBPWBN9VtlqZP4+jMo/m99Pew4zKJjPtG3tdhs0HJumRemvASf1X8xWdbPyNEiHN7nMuQlCEopUpGp42O2D8mCIIgCEcaUVQJgtCu/EE/br8btVyNXNp+P3JkEhlxqjiAmHuRgJY9QGX2Mi796VKqnFUATMieQCAYYEPtBuLV8U0zPpokZFJZxDXi1HFMK5jGpNxJzCmagzvgZkTqCAxKAznGHIKhINsatuHyu4hTxWFWm/e78DCrzTw0+iF+KfqF9ze8T6OnkaHJQ7llyC3kmnL361oHK1mbzKndTuWYzGMIETqo5ZOCIAiCcDiShJrfYQj71TVZEITW+fw+Sh2l/Fr8K2tq1pChy+CsHmeRqkvFpIrs49QW1tWsY27xXNbXro/ZCPfL078kx5jDM8uf4ZPNnwBwWcFlaOQa3ln/Dp6AB4A4VRzPHP1M04yMTBnzOd1+N06fkxAhEjQJFFmLuP2321t6J0klUs7odgY3D7mZRE3ifr+mUChErauWQCiATqHDoDyAwAlBEARBEPbb/tQGYqZKEIR2sbVxK1f9clXY3qaPt3zME0c9wTGZx6BTtv3+myxjFlqZlssKLmND3QYcPkfY+JTeU0jWJtPgbuCHHT8ATeER3eO7c//C+8PObfQ0ct2v1/H16V+TY8qJ+Zxqubqlx1S1s5pr5lxDmb2sZTwYCvLV9q+IU8Vx4+AbWy3QopFIJPu9R8rlc1HjquGPsj+ocdYwOn00+ab8Nt1rJQiCIAjCbiJSXRCENlduL+eRxY9EhEUEQ0Ee/PNBalw17fK8cao4LuhzARn6DN4+8W2m9p5Kj7gejEgdwWvHv8a1A69tmSUL0pSed3q305m1eVbU6/mDfr7Z8Q37OqFfaisNK6j29MmWT6h11R7Aq9o/Lp+L38t+57SvT+PJv57knfXvcOUvV3Lt3GupdFS2+/MLgiAIwpFIzFQJgtDmbF4bG+s3Rh3zBDzssuxqt31BJpWppXDqFd8Lm8+GUqoM29NkUpk4Kfckvtj2BcnaZIptxTGvt7l+M76gb59mmIqtsa/j8rtw+V378UoOTI2rhrt/vzsicn1rw1beXvs2dw2/S/RxEgRBEIQ2JmaqBEFoc/6gv9Xx9i4uQqEQVY4qtjZsZZdlFw2eBpw+Z8u4Wq7miv5XYFabKbeXk2fKi3mtAUkDUEgV+/S82cbsmGMauQaNXLPvL+IALalYErWHFcDXO76m3l3f7vcgCIIgCEcaMVMlCEKbMyqNpGhTWpL19iRBQi9zr3Z7bn/Qz6a6Tdw8/+aW5XZyiZxLCy7lkoJLMKvNAGQZsph58kzmFs/l4j4Xs6p6VcS1VDIVJ+edjEQi2afnzjRkkqnPpNReGjE2pfeUAwqq2F91rrqYY56AB3+o9YJXEA5UIBig2lVNub0cu89OjiGHBHUCBpUIVxEE4fAnZqoEQWhzGfoM/jXiX0iILEam9p7aUti0h0pHJVf8ckXY/iV/yM87699hQcmC8Ps0ZHBhnwsZkDyAR8c+GtZQN1WX+v/t3Xd8VGW6B/DfzCRT0nslIYQSEroBYkBRyhJYlguKgCtLwOulBlcEFbCArrCwoLgLiwirArIuCKuYK0ozNMXQQkKAFFpCC+ll0pOZee8fbM5lzCQkpMyQ/L6fT/447/vOOc/kISTPnHOeg3+M/Ad8bH0afGwPGw9s+s0mBDn/f9Eol8kxoesETA2Z2ugmFQ8jzDuszrluzt1ga8UH9FLz0xl0OJ9zHs/973OYvn865sXMw9hvx2Jt3Np6C/0aBmFATlkOskqzjM4qExE9KthS/T5sqU7UfAorCnG96Do2JGxASn4KvGy98GKPFzHAawA8bT1b7Lj/vvxvvBf7nsk5b1tvfPnbL012wdPpdcgpz0F+ZT4UMgVc1C7wsPF4qBjyy/ORX5mPcl05HJWOcNW4wta6dYqZ3PJcvHL4FSTmJhqNyyDDZxGfYYDXgFaJg9qX28W3MT56vPRIgvstGrAILwS/ALnM9Oe42WXZOJB2AP9M/ifkMjlm9ZmFnm49YSWzgoPKoUU/hCEiqg9bqhOR2TmpnfCY+jGsGbIGpbpSKOXKFi2maqTmp9Y5d7f0bp33e1kprOBt5w1vO+8mx+CicYGLxjx/CLpp3LD26bXYnrQduy7vQrmuHMEuwVg0cBGCXYLNEhO1fSfvnjRZUAHApxc+xciAkSY/pMgtz8WSn5bgdOZpdHLshDcGvIHPLnyGd068A+Bes5l3wt9BsEtwq5zpJSJ6WCyqiKhFuWhc4ILWKzB6u/fGztSdJuc6OnSEtaJhTSfM7f6H/mqsNI16YLKnrSdeeewV/CHkD9ALPWwUNnDWOLdgtNTeXS+8XudcXkVenR9mZJdlY0THEZgcNBn+Dv5Yd24dzmadleZTC1Ixff907P7dbnRx7tLscRMRNRfeU0VEbUqoZygclKZP0f+x3x9bpVlEU+WV52H35d34ww9/wOhvRmNezDwkZCc06l4Ta4U1vGy94Gvny4KKWlxfj751znV06AiVonYb/8KKQiTnJ+OLS19g4bGFmH1oNnq59cLSx5ca3Y+pM+iwOXEz77UiIovGooqI2hRvW29sHbUVnRz+v026xkqDRQMWYaDXQDNG1jCFlYX44OwHeP/k+8gozYDOoENCTgIi90XiXNa5h95vXnkeLhdcxrmsc0gvSkdRZVEzRk3tXS/3XnBVu5qcWxC6AK4a47lqfTX2Xt+Ld395V+qWmVeRh4/Pf4zE3ERMDppstP5c9jmUVpe2TPBERM2Al/8RUZsik8nQ1bkrPh/1OQoqClBtqIaTygnuGvdH4tK/3PJc7L2+t9a4gMCKUyvwhcsXJhtt1Oem9iZePfoqLhdclsaG+w3Hm4+/+dDNOIjuV/NhxpKfl+Bi7kUA9x6tsCB0Afp79q+1Pqc8B+vj15vc1/9e+1/8fdjfjS7jdVW7wkpu/CdLYUUhiquKAdm9YzXmElkioubGooqI2iQ3jdsjcanfryXlJdU5d7vkNoqrihtVVOWU5SAqJgrp2nSj8ZhbMbBX2WPJwCWwsbZ52HCJJAGOAfh4+MfIK89DlaEKDkoHeNt6QyFX1FpbVFmEMp3py/kMwoD8inxorDTSg8L/p9f/wFntjHJdOcp15cguzcaKUyuQkJMAAOjv2R9vhr2Jzk6d6+wySETUkvg/DxGRBXnQc6R+/Wn9g2SVZdUqqGrsvbYXeRUPfoYQUUMUVxXjhvYG/nLmL4iKicJbP7+FuKw4lFaVQm/QG619UCc/G2sbVOurAQATu01EH/c+SMpLwrITy3Ct8Boi90dKBRUAnM06i6n7puJOyZ1mf19ERA3BooqIyIIEuQTBWm76MsUwrzA4qZwatb+s0qw653RCh/Lq8kbtj8gUnUGHn27/hKn7puLk3ZPILc+Fk9oJlfpKbErchIXHFmJHyg7cKb4DIQSc1c5GD8m+n6vaFd623lgStgTfjvsWL/d9Geeyz2Hy3snQCR32Xt8rncG6X2l1KfZc2VNnp0EiopbEooqIyIK427hj9ZDVtS5hctO44e3H34aDygFFlUW4Xngdh9IP4WTGSWSU3GtoIYRAXnkecspyUKWvAoB6n7tlLbfmpX/ULHLKc7Di1AppO8wrDEN8h2De4XnYcmkLYm7G4M+n/oxJeyfhauFVuKhd8Ocn/lyruYXGSoOl4Utx+MZhjAkcg85OnVGhr5Ae6N3FqQsSc4wfbH2/XzJ+YUMLIjIL3lNFRGRBVAoVBvsMRvS4aOxL24cb2hsY7DsY/T37w9vOG7nlufjwzIfYm/b/zSxsrW3x16f/iqLKImy7tA2DfAehn0c/+Nn7oYNtBwQ5ByG1oPZDkZ/r9hzcNY1rekFkSkFFAbRVWmn7heAXsOj4IhiEwWidtkqLt0+8jU9GfIJbJbfw1uNvIbc8F7eKb2Gg10C4a9yRUpCCY3eOYXzX8bC1tkVeRR5KqksAACXVJXBR1/3cO3eNO5RyPiSYiFofiyoiIgujsdYgwDEAc/rOMRrXG/T47tp3RgUVcO+yp6iYKHw68lPM6jMLO1J2YEfKDrhqXPFijxfx16F/xdITS3Em6wwAQCFTYHyX8ZjRawZUVrWfH0TUWPefWXVQOkBbpUWFvsLk2qS8JBRWFiK/Ih9/iv0TxnQag2e7Posvk79EfHY8nNXOeKbrM0bPqqpx+u5pTO8xHaczT5vcd2SPSGisNc3zpoiIGoFFFRHRIyK3PBdbLm4xOedl64WS6hK8cuQV6MW9pgDaKi2W/rIU4zqPw6onV6FUV4qy6jI4KB3gonGBrXX9TTGIGspF7QJPG09klWXBWm6NCp3pgqqGzqBDP49+8LTxxMiAkZj14yzoDDr42/tDbaXG5vObkZSbhCVhS+CqdkUPlx6Y3nM6ynXlcFY7Y0r3Kfgy5Uujfc7sPRNdnbq25NskIqoTiyoiIgukN+iRU56D0upSKBVKuKpdYRAGFFQWmFz/fPfn8WHch1JBdb/oa9GY3nM6ujh1aemwqZ1y19y7F3DGwRnIr8iHr50vZJBBQNRa62njCQeVA9QKNd4Y8Ab+ceEfCPUIxdSQqUjXpqOgogAv9ngRRVVFyCnLQaBTIN4OfxvzYuZJ3SqnhkzFpt9sQnpROhRyBQZ6DYSbxg32SvvWfutERABYVBERWZzCikIcunkI68+tR0FlARQyBUb4j8D80Pno6doTF/Mu1nqNl60XrhVeq3Of8VnxLKqoxchkMvRy64Vvxn2D6KvRSNemY3LQZKMH+NZ4+/G34aHxgEwmQzfnbrC1ssW4LuPw6tFXUW2oltaFuISgl1svaCu1eO3Ya0bt/7cnbceO5B0YGTASb4a9yQf/EpHZsagiIjKzgooCVOgqoJAr4KJ2QczNGPwp9k/SvF7oceDGAdzQ3sD7T7yPid9NrLWPB92czy5/1NKsFdbo6NAR8/rNQ5W+CqXVpXjM4zFsurAJmaWZCHYJxiuPvYKuTl0hk8mk10T2iMT8I/ONCioASMpPwq6UXYjqF2Xy+VM6ocMPaT9gVu9ZLKqIyOxYVBERmUlpVSmS85Ox5uwaJOUlwVXtio+e/gjr49ebXJ9SkIIKXQVWP7kaq86sQn5FPgCgv2d/+Nj5IMwrDKcyT9V6nUKmQG/33i36Xqjtyi7Lxt2Su8gozUAH+w7wtvGGm41bnevlMjnUVmqordQYHTgaA70HQmfQQWOlgYPKwWitk9IJt4tv1yqoauxN24vIHpH1xldXQwwiotbEooqIyEzOZZ/D3Ji50nZeRR5yynOMLnP6tZT8FEwKmoR+nv1QXFUMa7k1nNXOgABeH/A6Zh6aKRVbNZaFL4Obuu4/gmtklmQiryIPB9IPQFulxXD/4eji1KXeZ11R23ZDewOzf5yN28W3pbHOTp2xbug6dLDvUOt5aqa4alzrnLNV2krt0k2p1FdCL/R13p+llCvhoHQw8UoiotbFooqIyAxyynLw51N/NjlnLbeu85N7b1tvyGVyeNl6wcvWy2jOUe2If435F07cOYGf7/wMH1sfTOg2AT52Pg9sM3235C72XN2Djec3SmNfX/kaIS4h+GjoR/Cx82nkO6RHXW5ZLv54+I9GBRUAZJVm4ec7P+Mxj8egF3o4qZ3uPR9K8XDPh+rj3qfOOX97f6gUKvwu8Hf47vp3tean9ZjGZ60RkUVgUUVEZAbF1cW4XXK71viRW0cwKmCUyT8g7azt0NW5/pbRvna+mBQ0Cc92fRYKmUK6d6U+eoMemaWZRgVVjaT8JOxK3YV5fefBSsFfGe1JfkU+rhddNxpzUjlh5ZMrse3SNqw8vRIAoFaoMa3HNPw++PdwVdd9VqouPnY+CHYJRnJ+cq25+aHz4anxxKw+s/Bct+dwIfcCdqTsQHFVMWb0noGxncfyWWtEZBH4G5KIyAys5dYmL2nan74fa59ai4zSDMRlxUnjDkoHfDLiE3jaeDZo/1byhv/3rq3S4kD6gTrnd1/ejd93/z08bRt2bGobiquLa439sd8f8eHZD3G18Ko0VqGvwKbETVAr1JjeY7rJ4ltn0EFAwFpuXWvOz94PHz71If6R+A98n/Y9qgxV8LP3w/zH5iPENQRLY5fiYPpB6IQO3V26Y/ng5fC184WHjQcUckXzvmkioofEooqIyAycVc4Y4jsEx+4cMxrXGXR468Rb2PW7XSiuKsaVwitw07ihk0OnFv0jsr77WkqrS03ez0Jt26/POtU0mri/oLrfZxc/w5jAMUb34OWV5+FKwRXsurwLeoMez3Z9FiGuIXC3Mb5kz8/BDwv6L8CLvV6EzqCDSqGCo9IRk7+fbNT5LyU/BS8dfAn/+u2/eK8fEVkUFlVERGZgp7TDorBFuHzgMu6W3pXGFTIFVgxeAXcbd3Sw74Bg1+AWj0WlUGGQzyBEX4s2Of+49+OwtbJt8TjIsrioXTCy40gcvHEQAOCmcat1f9X9SqpLUKYrk7Zzy3Pxfuz7OHzrsDR2+NZhPOb+GNY8vQYeNh5Gr3dSO8FJ7SRtH0w/aLKVukEY8FHcR1j79Npa3QSJiMyFRRURkZn42fvhi9Ff4FLuJcRmxMLX3hfD/IfBy8YLKkXr3SdiY22DENcQdHPuhssFl43mrORWeOWxV2Cvsm+1eMgyOKgcsHjgYjgoHRB9LRpFlUX1Xn6qlCuhVqil7Uu5l4wKqhrncs7h5zs/49muz9Z7/KO3jtY5F5cdhzJdGYsqIrIYLKqIiMyopovf8I7DzRpHB7sOWPv0WuxI3oHoa9Eo05VhoNdAvBr6Kjo7dTZrbGQ+7jbuWDRwESJ7RCK9KB1etl5w07ghtzy31trxXcfDXeOO8upy6IUee67uqXO/O1J24Gm/p+Gidqlzza+7W97PWeXcoHbuREStRSaE4IXy/6HVauHo6IiioiI4OPDTLyJqf4ori1FYWQgAsFfaG12ORe1bZmkmrhRcgcZKgyU/L0FmaaY0N77LeMzoNQOxd2Px440f4ah0xOhOo5GSn4JPEj+pta9Ojp2wJWJLnc+wyi3PRU5ZDibtnWRyfmHoQkT2iGRhRUQtqjG1AYuq+7CoIiIierDssmxklWahoLIAHew6wEpuhRcPvIjssmyjdZOCJkFjpcG2S9uMxuf2mYuZvWeabLySVZqFhccWwt/eH0EuQfjw7IdGjVKe8HkCfxr8p1rNLoiImltjagNe/kdERESN4mHjITWaKNeV4/2T79cqqABgV+ourBu2Dv9K/pf0QGt3jTvGdRlnsqCq1lfjn8n/xPmc8zifcx7Vhmp8PPxjJOUnobS6FMP8h8HPzg8umrovGyQiMgcWVURERPTQCisLsS9tX53z57PP42m/p3E+5zx+2+m3eD7oefjY+Zhcm1eRh12pu6Tt/en7cSD9ADo7dYZKoYKvrS/6uPdp9vdARNRULKqIiIjo4QlAb9DXu2Tp40tRZaiCs8oZ1oraDwCuoTfopbbsAQ4BmBQ0Seo4+NOdn5BVltV8cRMRNSMWVURERPTQ7JX2eML3Cfx05yeT88P9hze44YnGWoPuLt0R6BiIIR2GYFPiJqQVpcFKboUR/iMwJnBMM0ZORNR82DaHiIiIHpqd0g4L+y+ExkpTa26Y3zD42vk2eF8uahe88/g7eNrvaSz+aTHSitIAADqDDvvT92P+kfkm790iIjI3nqkiIiKiJglwCMDusbux9dJW/HznZzgoHTAtZBoG+QxqdFMJb1tvLD+53ORcmjYNVwuuSk0yiIgsBYsqIiIiahKFXIGODh2xeMBiaPtooZAr6n2wb32qDdVIzk+ucz72biwG+Q562FCJiFoEiyoiIiJqFiorFdytmvb8KIVMATtrO5RUl5icr2lcQURkSXhPFREREVkMV7Urnu/+vMk5uUyOJzs82coRERE9GIsqIiIishhWCiv8vvvvEeoZajSukCnwwVMf8EwVEVkkXv5HREREFsXDxgMfPvUh7pTcwdnMs3BRuyDUKxQeGg+orFTmDo+IqBYWVURERGRxXDWucNW4ord7b3OHQkT0QLz8j4iIiIiIqAlYVBERERERETUBiyoiIiIiIqImYFFFRERERETUBCyqiIiIiIiImoBFFRERERERUROwqCIiIiIiImoCFlVERERERERNwKKKiIiIiIioCVhUERERERERNQGLKiIiIiIioiZgUUVERERERNQELKqIiIiIiIia4JErqiorK9G3b1/IZDIkJCQYzSUmJuLJJ5+EWq2Gn58fVq9ebZ4giYiIiIio3Xjkiqo33ngDPj4+tca1Wi1GjhyJjh07Ii4uDmvWrMG7776LzZs3myFKIiIiIiJqL6zMHUBj7Nu3DwcPHsTXX3+Nffv2Gc19+eWXqKqqwueffw6lUokePXogISEBa9euxcyZM80UMRERERERtXWPzJmqrKwszJgxA9u3b4eNjU2t+djYWAwZMgRKpVIai4iIQGpqKgoKClozVCIiIiIiakceiaJKCIHp06dj9uzZ6N+/v8k1mZmZ8PT0NBqr2c7MzDT5msrKSmi1WqMvIiIiIiKixjBrUbV48WLIZLJ6v1JSUrB+/XoUFxdjyZIlzXr8lStXwtHRUfry8/Nr1v0TEREREVHbJxNCCHMdPCcnB3l5efWuCQwMxKRJk/Ddd99BJpNJ43q9HgqFAlOmTMG2bdsQGRkJrVaLb7/9Vlpz5MgRDBs2DPn5+XB2dq6178rKSlRWVkrbWq0Wfn5+KCoqgoODQ9PfIBERERERPZK0Wi0cHR0bVBuYtVGFu7s73N3dH7hu3bp1WL58ubSdkZGBiIgIfPXVVwgLCwMAhIeH46233kJ1dTWsra0BAIcOHUJQUJDJggoAVCoVVCpVM7wTIiIiIiJqrx6J7n/+/v5G23Z2dgCAzp07o0OHDgCAF154Ae+99x5eeuklLFq0CBcvXsTf/vY3fPTRR60eLxERERERtR+PRFHVEI6Ojjh48CCioqIQGhoKNzc3LF26tFHt1GuuhGTDCiIiIiKi9q2mJmjI3VJmvafK0ty+fZvNKoiIiIiISHLr1i3p6ri6sKi6j8FgQEZGBuzt7VFcXAw/Pz/cunWLTSssSE0zEebF8jA3lol5sUzMi+VibiwT82K52nJuhBAoLi6Gj48P5PL6m6a3mcv/moNcLpeq0JpOgw4ODm3uH0hbwLxYLubGMjEvlol5sVzMjWViXixXW82No6Njg9Y9Eg//JSIiIiIislQsqoiIiIiIiJqARVUdVCoVli1bxudYWRjmxXIxN5aJebFMzIvlYm4sE/NiuZibe9iogoiIiIiIqAl4poqIiIiIiKgJWFQRERERERE1AYsqIiIiIiKiJmBRRURERERE1AQsqupRWVmJvn37QiaTISEhwWguMTERTz75JNRqNfz8/LB69WrzBNmO/Nd//Rf8/f2hVqvh7e2NqVOnIiMjw2gN89K60tPT8dJLL6FTp07QaDTo3Lkzli1bhqqqKqN1zIt5rFixAoMGDYKNjQ2cnJxMrrl58ybGjBkDGxsbeHh44PXXX4dOp2vdQNuhDRs2ICAgAGq1GmFhYTh9+rS5Q2p3jh8/jrFjx8LHxwcymQzffvut0bwQAkuXLoW3tzc0Gg1GjBiBK1eumCfYdmTlypUYMGAA7O3t4eHhgfHjxyM1NdVoTUVFBaKiouDq6go7OztMmDABWVlZZoq4fdi4cSN69+4tPeA3PDwc+/btk+aZExZV9XrjjTfg4+NTa1yr1WLkyJHo2LEj4uLisGbNGrz77rvYvHmzGaJsP4YOHYpdu3YhNTUVX3/9Na5du4bnnntOmmdeWl9KSgoMBgM2bdqES5cu4aOPPsInn3yCN998U1rDvJhPVVUVJk6ciDlz5pic1+v1GDNmDKqqqvDLL79g27Zt2Lp1K5YuXdrKkbYvX331FRYsWIBly5bh3Llz6NOnDyIiIpCdnW3u0NqV0tJS9OnTBxs2bDA5v3r1aqxbtw6ffPIJTp06BVtbW0RERKCioqKVI21fjh07hqioKJw8eRKHDh1CdXU1Ro4cidLSUmnNq6++iu+++w67d+/GsWPHkJGRgWeffdaMUbd9HTp0wKpVqxAXF4ezZ89i2LBhGDduHC5dugSAOQEACDLphx9+EN27dxeXLl0SAER8fLw09/HHHwtnZ2dRWVkpjS1atEgEBQWZIdL2Kzo6WshkMlFVVSWEYF4sxerVq0WnTp2kbebF/LZs2SIcHR1rjf/www9CLpeLzMxMaWzjxo3CwcHBKF/UvAYOHCiioqKkbb1eL3x8fMTKlSvNGFX7BkDs2bNH2jYYDMLLy0usWbNGGissLBQqlUrs2LHDDBG2X9nZ2QKAOHbsmBDiXh6sra3F7t27pTXJyckCgIiNjTVXmO2Ss7Oz+PTTT5mT/+CZKhOysrIwY8YMbN++HTY2NrXmY2NjMWTIECiVSmksIiICqampKCgoaM1Q2638/Hx8+eWXGDRoEKytrQEwL5aiqKgILi4u0jbzYrliY2PRq1cveHp6SmMRERHQarXSp4/UvKqqqhAXF4cRI0ZIY3K5HCNGjEBsbKwZI6P7paWlITMz0yhPjo6OCAsLY55aWVFREQBIv1fi4uJQXV1tlJvu3bvD39+fuWkler0eO3fuRGlpKcLDw5mT/2BR9StCCEyfPh2zZ89G//79Ta7JzMw0+iMEgLSdmZnZ4jG2Z4sWLYKtrS1cXV1x8+ZNREdHS3PMi/ldvXoV69evx6xZs6Qx5sVyMTetLzc3F3q93uT3nd9zy1GTC+bJvAwGA+bPn4/BgwejZ8+eAO7lRqlU1rpPlLlpeRcuXICdnR1UKhVmz56NPXv2ICQkhDn5j3ZTVC1evBgymazer5SUFKxfvx7FxcVYsmSJuUNuFxqalxqvv/464uPjcfDgQSgUCkRGRkIIYcZ30DY1Ni8AcOfOHYwaNQoTJ07EjBkzzBR52/cwuSEiehRFRUXh4sWL2Llzp7lDIQBBQUFISEjAqVOnMGfOHEybNg1JSUnmDstiWJk7gNaycOFCTJ8+vd41gYGBOHz4MGJjY6FSqYzm+vfvjylTpmDbtm3w8vKq1dGkZtvLy6tZ427rGpqXGm5ubnBzc0O3bt0QHBwMPz8/nDx5EuHh4cxLM2psXjIyMjB06FAMGjSoVgMK5qV5NTY39fHy8qrVdY65aVlubm5QKBQmfyb4PbccNbnIysqCt7e3NJ6VlYW+ffuaKar2Zd68edi7dy+OHz+ODh06SONeXl6oqqpCYWGh0ZkR/gy1PKVSiS5dugAAQkNDcebMGfztb3/D5MmTmRO0o6LK3d0d7u7uD1y3bt06LF++XNrOyMhAREQEvvrqK4SFhQEAwsPD8dZbb6G6ulq6n+fQoUMICgqCs7Nzy7yBNqqheTHFYDAAuNf6HmBemlNj8nLnzh0MHToUoaGh2LJlC+Ry4xPgzEvzasrPzK+Fh4djxYoVyM7OhoeHB4B7uXFwcEBISEizHIOMKZVKhIaGIiYmBuPHjwdw7/+ymJgYzJs3z7zBkaRTp07w8vJCTEyMVERptVrpE3pqOUIIvPzyy9izZw+OHj2KTp06Gc2HhobC2toaMTExmDBhAgAgNTUVN2/eRHh4uDlCbrcMBgMqKyuZkxpmbpRh8dLS0mp1/yssLBSenp5i6tSp4uLFi2Lnzp3CxsZGbNq0yXyBtnEnT54U69evF/Hx8SI9PV3ExMSIQYMGic6dO4uKigohBPNiDrdv3xZdunQRw4cPF7dv3xZ3796VvmowL+Zz48YNER8fL9577z1hZ2cn4uPjRXx8vCguLhZCCKHT6UTPnj3FyJEjRUJCgti/f79wd3cXS5YsMXPkbdvOnTuFSqUSW7duFUlJSWLmzJnCycnJqAsjtbzi4mLpZwKAWLt2rYiPjxc3btwQQgixatUq4eTkJKKjo0ViYqIYN26c6NSpkygvLzdz5G3bnDlzhKOjozh69KjR75SysjJpzezZs4W/v784fPiwOHv2rAgPDxfh4eFmjLrtW7x4sTh27JhIS0sTiYmJYvHixUImk4mDBw8KIZgTIYRgUfUApooqIYQ4f/68eOKJJ4RKpRK+vr5i1apV5gmwnUhMTBRDhw4VLi4uQqVSiYCAADF79mxx+/Zto3XMS+vasmWLAGDy637Mi3lMmzbNZG6OHDkirUlPTxejR48WGo1GuLm5iYULF4rq6mrzBd1OrF+/Xvj7+wulUikGDhwoTp48ae6Q2p0jR46Y/PmYNm2aEOJeW/V33nlHeHp6CpVKJYYPHy5SU1PNG3Q7UNfvlC1btkhrysvLxdy5c4Wzs7OwsbERzzzzjNGHedT8/vu//1t07NhRKJVK4e7uLoYPHy4VVEIwJ0IIIROCd/kTERERERE9rHbT/Y+IiIiIiKglsKgiIiIiIiJqAhZVRERERERETcCiioiIiIiIqAlYVBERERERETUBiyoiIiIiIqImYFFFRERERETUBCyqiIiIiIiImoBFFRERtbjMzEy8/PLLCAwMhEqlgp+fH8aOHYuYmBhzh2ZRpk+fjvHjxz9w3fHjxzF27Fj4+PhAJpPh22+/bfHYiIiobiyqiIioRaWnpyM0NBSHDx/GmjVrcOHCBezfvx9Dhw5FVFSUucN7JJWWlqJPnz7YsGGDuUMhIiKwqCIiohY2d+5cyGQynD59GhMmTEC3bt3Qo0cPLFiwACdPnpTW3bx5E+PGjYOdnR0cHBwwadIkZGVlSfPvvvsu+vbti88//xz+/v6ws7PD3LlzodfrsXr1anh5ecHDwwMrVqwwOr5MJsPGjRsxevRoaDQaBAYG4t///rfRmgsXLmDYsGHQaDRwdXXFzJkzUVJSIs3XnEH64IMP4O3tDVdXV0RFRaG6ulpaU1lZiddeew2+vr6wtbVFWFgYjh49Ks1v3boVTk5OOHDgAIKDg2FnZ4dRo0bh7t270vvbtm0boqOjIZPJIJPJjF5/v9GjR2P58uV45plnGp0PIiJqfiyqiIioxeTn52P//v2IioqCra1trXknJycAgMFgwLhx45Cfn49jx47h0KFDuH79OiZPnmy0/tq1a9i3bx/279+PHTt24LPPPsOYMWNw+/ZtHDt2DH/5y1/w9ttv49SpU0ave+eddzBhwgScP38eU6ZMwfPPP4/k5GQA9876REREwNnZGWfOnMHu3bvx448/Yt68eUb7OHLkCK5du4YjR45g27Zt2Lp1K7Zu3SrNz5s3D7Gxsdi5cycSExMxceJEjBo1CleuXJHWlJWV4YMPPsD27dtx/Phx3Lx5E6+99hoA4LXXXsOkSZOkQuvu3bsYNGjQQ3/viYioFQkiIqIWcurUKQFAfPPNN/WuO3jwoFAoFOLmzZvS2KVLlwQAcfr0aSGEEMuWLRM2NjZCq9VKayIiIkRAQIDQ6/XSWFBQkFi5cqW0DUDMnj3b6HhhYWFizpw5QgghNm/eLJydnUVJSYk0//333wu5XC4yMzOFEEJMmzZNdOzYUeh0OmnNxIkTxeTJk4UQQty4cUMoFApx584do+MMHz5cLFmyRAghxJYtWwQAcfXqVWl+w4YNwtPTU9qeNm2aGDduXL3fq18DIPbs2dOo1xARUfOyMmtFR0REbZoQokHrkpOT4efnBz8/P2ksJCQETk5OSE5OxoABAwAAAQEBsLe3l9Z4enpCoVBALpcbjWVnZxvtPzw8vNZ2QkKCdOw+ffoYnUkbPHgwDAYDUlNT4enpCQDo0aMHFAqFtMbb2xsXLlwAcO/yQb1ej27duhkdp7KyEq6urtK2jY0NOnfubLSPX8dKRESPHhZVRETUYrp27QqZTIaUlJRm2Z+1tbXRtkwmMzlmMBia5XgPOnbNcUpKSqBQKBAXF2dUeAGAnZ1dvftoaOFJRESWi/dUERFRi3FxcUFERAQ2bNiA0tLSWvOFhYUAgODgYNy6dQu3bt2S5pKSklBYWIiQkJAmx3F/Q4ya7eDgYOnY58+fN4rvxIkTkMvlCAoKatD++/XrB71ej+zsbHTp0sXoy8vLq8FxKpVK6PX6Bq8nIiLLwKKKiIha1IYNG6DX6zFw4EB8/fXXuHLlCpKTk7Fu3TrpsrwRI0agV69emDJlCs6dO4fTp08jMjISTz31FPr379/kGHbv3o3PP/8cly9fxrJly3D69GmpEcWUKVOgVqsxbdo0XLx4EUeOHMHLL7+MqVOnSpf+PUi3bt0wZcoUREZG4ptvvkFaWhpOnz6NlStX4vvvv29wnAEBAUhMTERqaipyc3ONugver6SkBAkJCdIljGlpaUhISMDNmzcbfCwiImo+LKqIiKhFBQYG4ty5cxg6dCgWLlyInj174je/+Q1iYmKwceNGAPcug4uOjoazszOGDBmCESNGIDAwEF999VWzxPDee+9h586d6N27N7744gvs2LFDOgNmY2ODAwcOID8/HwMGDMBzzz2H4cOH4+9//3ujjrFlyxZERkZi4cKFCAoKwvjx43HmzBn4+/s3eB8zZsxAUFAQ+vfvD3d3d5w4ccLkurNnz6Jfv37o168fAGDBggXo168fli5d2qiYiYioecgEL+YmIqI2TCaTYc+ePRg/fry5QyEiojaKZ6qIiIiIiIiagEUVERERERFRE7ClOhERtWm8yp2IiFoaz1QRERERERE1AYsqIiIiIiKiJmBRRURERERE1AQsqoiIiIiIiJqARRUREREREVETsKgiIiIiIiJqAhZVRERERERETcCiioiIiIiIqAlYVBERERERETXB/wF5BciPixq4gAAAAABJRU5ErkJggg==\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import TSNE\n","# tok variable comes from the countvectorizer + tfidf section\n","bow_tsne = TSNE(n_components=2,\n","                perplexity=50,\n","                early_exaggeration=12.0,\n","                learning_rate=200.0,\n","                max_iter=1000,\n","                n_iter_without_progress=300,\n","                min_grad_norm=1e-07,\n","                metric='euclidean',\n","                init='random',   # pca\n","                verbose=0,\n","                random_state=42,\n","                method='barnes_hut',   # exact\n","                angle=0.2,\n","                n_jobs=-1\n","               ).fit_transform(count_vector_prod)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(bow_tsne)\n","    # Assign clusters\n","labels=kmeans2.labels_\n","\n","title='BoW + T-SNE 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bow_tsne,labels)"],"id":"9FgNLvbEaNHb"},{"cell_type":"markdown","id":"severe-combine","metadata":{"id":"severe-combine"},"source":["#### countvectorizer + tfidf + TSNE"]},{"cell_type":"code","execution_count":null,"id":"separated-luther","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:09.300140Z","start_time":"2021-05-24T06:38:57.803703Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"separated-luther","executionInfo":{"status":"ok","timestamp":1746535413354,"user_tz":-120,"elapsed":22574,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"c0380428-2307-45e5-ebec-e467bc1d20b8"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        0         170\n","Baby             2         151\n","Watches          1         158\n","Decor            4         148\n","Kitchen          6         113\n","Beauty           5         185\n","Computers        3         125"],"text/html":["\n","  <div id=\"df-a864ca0d-695c-47f9-a01b-005c29879b75\" class=\"colab-df-container\">\n","    <div>\n","<style 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<th>Kitchen</th>\n","      <td>6</td>\n","      <td>113</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>5</td>\n","      <td>185</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>3</td>\n","      <td>125</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a864ca0d-695c-47f9-a01b-005c29879b75')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.4283648275189049\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.44      0.50      0.47       150\n","        Baby       0.59      0.59      0.59       150\n","     Watches       0.95      1.00      0.97       150\n","       Decor       0.74      0.73      0.74       150\n","     Kitchen       0.65      0.49      0.56       150\n","      Beauty       0.52      0.64      0.57       150\n","   Computers       0.85      0.71      0.77       150\n","\n","    accuracy                           0.67      1050\n","   macro avg       0.68      0.67      0.67      1050\n","weighted avg       0.68      0.67      0.67      1050\n","\n","Clustering on BoW + TFiDF + T-SNE 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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p6emGYRjGgAEDjNq1axtFRUWuOX379jVuv/12wzAMY/fu3YbVajX279/v9jldunQxnn76acMwDGPatGmGJGPbtm2u8cmTJxs1atRwvR8wYIBx0003nbVWfyTJmDt37jl9DQDgwrJVaqIDAFzWDMMo17xNmzYpOjpa0dHRrmONGzdWcHCwNm3apLZt20qS6tSpo4CAANecGjVqyGq1ysPDw+3YoUOH3M6fmJhY4n1KSorrs1u0aOF2Ja1Dhw5yOBxKTU1VjRo1JElNmjSR1Wp1zYmMjNS6deskOW8fLC4uVoMGDdw+Jz8/X2FhYa73vr6+qlu3rts5/rhWAEDVQ6gCAFSY+vXry2KxaPPmzRfkfJ6enm7vLRZLqcccDscF+bw/++xTn3P8+HFZrVatXLnSLXhJkr+//1nPUd7gCQC4dPFMFQCgwoSGhqp79+6aPHmyTpw4UWI8MzNTktSoUSPt3btXe/fudY1t3LhRmZmZaty4sel1nNkQ49T7Ro0auT57zZo1buv75Zdf5OHhofj4+HKdPyEhQcXFxTp06JDq1avn9oqIiCj3Or28vFRcXFzu+QCASwOhCgBQoSZPnqzi4mJdddVV+u9//6utW7dq06ZNevPNN1235XXt2lXNmjVT//79tWrVKiUnJ+vuu+/WNddcozZt2phew+zZs/XBBx9oy5YtGj16tJKTk12NKPr37y9vb28NGDBA69ev1+LFizV06FD9/e9/d93692caNGig/v376+6779acOXO0c+dOJScna+zYsfr666/Lvc46depo7dq1Sk1N1ZEjR9y6C57p+PHjSklJcd3CuHPnTqWkpGjPnj3l/iwAwIVDqAIAVKi4uDitWrVKnTt31vDhw9W0aVNdd911WrhwoaZMmSLJeRvcvHnzFBISok6dOqlr166Ki4vTrFmzLsgann/+ec2cOVPNmzfXRx99pE8//dR1BczX11fz589XRkaG2rZtq1tvvVVdunTRW2+9dU6fMW3aNN19990aPny44uPj1bt3b61YsUIxMTHlPsfAgQMVHx+vNm3aqFq1avrll19Knffbb78pISFBCQkJkqRhw4YpISFBo0aNOqc1AwAuDIvBzdwAgMuYxWLR3Llz1bt378peCgDgMsWVKgAAAAAwgVAFAAAAACbQUh0AcFnjLncAQEXjShUAAAAAmECoAgAAAAATCFUAAAAAYAKhCgAAAABMIFQBAAAAgAmEKgAAAAAwgVAFAAAAACYQqgAAAADABEIVAAAAAJjw/8vlTzJTr5IlAAAAAElFTkSuQmCC\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import TSNE\n","# tok variable comes from the countvectorizer + tfidf section\n","tok_tsne = TSNE(n_components=2,\n","                perplexity=50,\n","                early_exaggeration=12.0,\n","                learning_rate=200.0,\n","                max_iter=1000,\n","                n_iter_without_progress=300,\n","                min_grad_norm=1e-07,\n","                metric='euclidean',\n","                init='random',   # pca\n","                verbose=0,\n","                random_state=42,\n","                method='barnes_hut',   # exact\n","                angle=0.2,\n","                n_jobs=-1\n","               ).fit_transform(tok)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_tsne)\n","    # Assign clusters\n","labels=kmeans2.labels_\n","\n","title='BoW + TFiDF + T-SNE 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_tsne,labels)"]},{"cell_type":"markdown","metadata":{"id":"o64GWyJG7_HH"},"source":["#### countvectorizer + LDA +TSNE"],"id":"o64GWyJG7_HH"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:09.300140Z","start_time":"2021-05-24T06:38:57.803703Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535427727,"user_tz":-120,"elapsed":14371,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"831737af-2a5c-45f1-8636-17021dbceeaa","id":"2HJSc-aD7_HH"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        5         110\n","Baby             2         224\n","Watches          1         218\n","Decor            6         145\n","Kitchen          4         169\n","Beauty           0         101\n","Computers        3          83"],"text/html":["\n","  <div id=\"df-2b2aef95-be12-435e-b491-e5dfb7846133\" class=\"colab-df-container\">\n","    <div>\n","<style 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<th>Kitchen</th>\n","      <td>4</td>\n","      <td>169</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>0</td>\n","      <td>101</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>3</td>\n","      <td>83</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2b2aef95-be12-435e-b491-e5dfb7846133')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  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u3btfs9+Vi19mz55tm8v4b/Tt2xcnJyemTp2a40bdM2bM4Pvvv//X285Nu3btqFGjBqtWraJnz5651p6UlMTHH39s95/0c889B8DYsWNtFwldMWbMGNatW3fTtTz22GNERESwfv16evXqRXJyst3y8+fP89tvv9me169fn1q1apGSkkLv3r25dOmSbdnp06fp3bs3AJ07d7aN3JqpZs2a+Pj4sG3bthxBe/r06bz//vu5rvfmm2/mOudwx44dtlG6okWLXnf/zz77LC4uLsycOTNH6Jo3b57tYpkbHbnOb67MVf3999/Ztm2b3bJPP/2Ub7/99qrrRkREALB161ZTapsyZQqffvopISEhTJkyBScnJ5566ikeeOAB9u/fn+MiQpE7lYKmyN8sWrSIPXv2YLVa6dy58zX7litXjqpVq5KRkcGkSZP+9T6rVavGsGHDuHz5Mvfeey916tShS5cu1KpVi/bt29sC3pXTtP+Vk5MTM2fOpHLlynz55ZfExMRQr149HnzwQdq3b0+VKlUIDg7miSeesAua99xzD0899RQXL16kQYMGNGnShIceeojy5cszYMCAf/X9715eXsyaNYvQ0FC++OILIiIiaNOmDZ07d6ZevXqEhoYybNgwu3WmTJlC0aJF+fHHH4mJiaFDhw7ce++9FCtWjNWrV1O1alU++OCD/3ycboSHhwdDhgwBsv/wqFu3Lh06dKB8+fJ06tSJl19+Odf1hg0bRtGiRSlTpgz3338/Xbp0oUmTJlSoUIHk5GS6detG1apVr7v/ChUqMG7cOCwWC127dqVatWp06dKF+vXr07JlS9LS0oiPj6d58+a39HXnlSpVqtCuXTsuXLhAlSpVaNGiBQ8++CBlypShT58+vPLKK1ddt3379gDExcXRqVMnHnvsMR577LFrfuvVjdq5cye9e/fGycmJKVOmEBoaalv22WefERsbyw8//MB77733n/clcrtT0BT5myunwe+5554bunL0yqjmfz19PmDAAGbMmEG9evXYvHkzP/30E25ubsycOZN27doBEBQU9J/28XdhYWGsWLGCjz/+mJo1a7Jz506+++472y2M+vTpw6+//prjNjQffPABEyZMoEqVKqxYsYKff/6ZIkWK8Pvvv3Pvvff+q1qqVKnC5s2bGThwIJGRkfzxxx/MmjWLhIQE2rZty4ABA+z6x8bGsm7dOgYMGEBgYCCzZ89m/vz5FCtWjFGjRrFkyZI8ver3ueee48svv6Rq1aqsX7+eefPmERISwrx58646qjVu3Dh69uyJi4sLixYt4vvvv2f//v3cdddd/PDDD1c9FZ6bxx9/nGXLlvHAAw9w7Ngxpk2bxo4dO7j77ruZN28egwcPvkWv1DGmT5/OG2+8QalSpViyZAnz5s0jKiqKX3/9lccee+yq673++uu89NJL+Pn5MXPmTD7//HM+//zzq86nvVEpKSl06NCBixcvMmjQIJo2bWq33NfXl2nTpmG1WnnppZdYvXr1f9qfyO3OYvyXy/VExHRDhw5l8ODBPP3001c9FSsiIpIfaURTJB/YvXs3SUlJOdpnzZrFyJEjsVgs150zKiIikt/cfpchihRAkydPZsSIEVSpUoXIyEgyMjLYuXOn7RtP4uPjqVatmoOrFBERuTkKmiL5QMuWLdm9ezcrVqxg+/btpKamEhgYyD333MOTTz6Z61dMioiI5HeaoykiIiIiptAcTRERERExhYKmiIiIiJhCQVNERERETKGLgfK5rEUjHV1CvrAosa2jS8gXGgXMcnQJ+cJQjzRHlyD5SKOjHRxdQr6wKHy6o0vIF+Jrxjts31e+BtcMV75S9najEU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMUWeBs34+HgsFkuOR/ny5fNk/xMnTsRisXD69GkAzp49S3x8PNu2bcuT/YuIiIjcSVzyeoceHh4sWLDArs3T0zNP9t26dWuWL1+On58fkB00hwwZQvny5Slbtmye1JAfffPHDqYu2snRMxcBKB7mx5OtK9GwQgQAh06eZ8x3a1i35wTpmVk0KBfOqw/WIsjHw5Fl33JzF37P+q0rSDh5FDdXN2KLlua+Vl0JDQ639Tl3IYkZP09i++6NpKalEBIcRqsmD1C1Qh0HVm6u8b9s4u0f1tG1WRle6VQLgGmLdzJ71T62HUokOTWDle8+iI+n1cGVmu9S4iU2fLuB45uOczntMl4hXtTqVYvA2EBHl+Yw237axsZpGynZoiTVHq7m6HJMcyOfD1cYhsEHXwxj66719Onan8rlajmg4ryRlZXFlhlbOLD0AKnnUvHw9yCmQQzl2pXDYrE4urw71uLFi3njjTdYu3Ytx48f54cffuDee+/NtW+fPn345JNPeOedd3juueds7YmJiTz99NP89NNPODk50b59e9577z28vLxuqpY8D5pOTk7Url37lm0vJSUFD48bCzzBwcEEBwffsn3/13ryi1D/QvS7vxpFC/tgYPDjsr30/XAB3w+6h/BALx57dz6lIv2Z2K8lAO//uI4nP/idqS+3xsmp4HyQ7Nq/lUa1WxEdWZysy5eZ+etk3v98CIP7vY/VzR2AidPe51JKMk90H4CXpzerN/zJ+ClvMaDvGKLCYx38Cm69zQdO8+3iXZSK8LdrT0nPpEG5cBqUC+ftH9Y5qLq8lZ6czm+v/0bhMoVp/L/GWL2tXDhxAbdCbo4uzWHO7DvDngV78Iv0c3QppruRz4crfl8yG+6QkLV99nZ2/76b2r1r4xvuS+L+RFaOX4mrhyulWpRydHl3rOTkZCpVqsQjjzzC/ffff9V+P/zwAytWrCAsLCzHsi5dunD8+HHmz59PRkYGPXv25PHHH2fKlCk3VUu+maMZHR1N37597dpmzpyJxWLhwIEDABw4cACLxcLEiRPp1asXgYGB1KxZEwCLxcKYMWOIj48nJCSEoKAgevbsSXJysm17fz91fuDAAWJiYgDo0KGD7TT+gQMH+OOPP7BYLKxZs8aunnvvvZfGjRvbnsfHx+Pl5cWqVauoU6cO7u7ujBs3DoDt27fTrl07fH19KVSoEK1bt2bv3r23+rDdEk0qRdKoQgTRIT7EhPjy3H1V8bS6sHHfKdbvOcnRMxcZ2aM+JSP8KRnhz8ieDdhy8DQrdhx3dOm31DOPvEbd6k0JC4kiIiyG7h2eJvHsaQ4d+evntu/gTprUvZuYyBIEB4Zyd7MOeHp4cuho/vzZ/hfJqRm8+Nlihnati4+nfZjqHleOXq0qUinW3D/c8pNts7fhGeBJ7cdrE1gsEK/CXhSpUATvEG9Hl+YQGakZLP9oOTUfrXlHhO0b+XwAOHxsP7/9+SPdHnjKQZXmrdO7TxNRNYLwyuF4BXsRVTOK0PKhnNl3xtGl3dFatWrFsGHDuO+++67a5+jRozz99NNMnjwZV1dXu2Xbt29n7ty5fPbZZ9SqVYv69eszduxYpk6dyrFjx26qFocEzczMTLuHYRg3tf6AAQMwDINvvvmGN954w9b+wQcfsHv3br788ktee+01pkyZwuuvv57rNooUKcKMGTMAGDFiBMuXL2f58uUUKVLkpmpJT0/noYce4uGHH+aXX36hefPm7Nu3j7p165KYmMjEiROZMmUKp06dolmzZqSlpd3U9vPa5aws5qzax6X0TCrHFiY9MwuLBdxcnG19rK7OOFksrNtzwoGVmi8l9RIAnp5/nSaILVqKtZuWknzpAllZWazeuISMjAxKxubNPOO89Po3K2hUIYK6ZXP+pXsnOrruKAExASx5fwkznpzBLwN/Yc/CPY4uy2HWfLmGsEphhJYPdXQpDpHb50N6ehqfT32Hzu0ex9fb/2qrFihBJYI4se0E54+fByDpYBKndp0irKI+N261tLQ0zp8/b/f4t5kiKyuLrl278uKLL1KuXLkcy69MM6xevbqtLS4uDicnJ1auXHlT+8rzU+fJyck5kvNXX311U9uoXLkyn332WY72IkWKMHnyZABatmzJunXr+O677xg1alSOvlarlSpVqgBQokSJf306PyMjg+HDh9OpUydbW/fu3QkICGD+/Pm4u2efUqlbty6xsbF8/vnnPPnkk/9qX2badSSJB0fPIS3jMp5WF8Y+0ZTiYX4EeLvj4ebCmzPW8Py91TAweHvGWi5nGZw6l+Losk2TlZXF9NkTKFa0NOGhRW3tvR76H59NeYsXhnbHyckZN1crfbr2p3DQzf2Bkt/NWbWPbQfPMP3VNo4uJd+4eOoiuxfspnTL0pRtW5bEfYms+2odTi5OxDYoeNMmruXg8oMkHUiixZAWji7FIa72+TB99gSKRZWicrmaDqwub5VtU5aMlAzm9J+DxcmCkWVQ8YGKRNeLdnRpBc7IkSMZMmSIXdvgwYOJj4+/6W2NHj0aFxcXnnnmmVyXJyQkULhwYbs2FxcXAgICSEhIuKl9OeRioMWLF9u1xcbGMnDgwBveRuvWrXNtv+uuu+yely1blqlTp958kTfpn/XMmzePzp074+LiQmZmJgD+/v5UqVKF1atXX3U7aWlpOf46cU3PxOpm/o8pOtSHGYPacjElnV/XHmTAF38y6X+tKB7mx7u9GzNk8gq+XrAdJ4uFu2vEUDYqEEsBmp/5T1N/HM/RhEO8+MRwu/ZZ86ZwKTWZ5x6Lx8vTmw3bVjF+ypv8r89wu/9wbmfHE5MZ+e0qPn++OVbXPP+IyL+yICAmgEodKwEQEB3AuSPn2LNgzx0VNJPPJLP267U06d8EZzfn669QAOX2+bBx2yp27N3Cq8+86cDK8t6hlYc4uOwgdZ+oi2+EL0kHk1g3eR0e/h531PsiLwwYMIB+/frZtVmtN38R5tq1a3nvvfdYt25dnlyw5ZCLgf4+FPtvhISE5Np+5WryK9zc3Ew/Ve3p6ZnjCqzTp0/z7rvv8u677+bo7+Z29blMuf218lr3pgzuGXdLar0WNxdnihb2AaBc0SA2HzjNV79vY0jXutQrF868Ee1JupCKs7MFH08rDf43lcigGNPrcoRvfhzP5h1reKH3MPx9g2ztp84k8MfyX3jt+XcJC4kCICIshj0HtvPH8l/ocl8fR5V8S209eJozF1JpP+wnW9vlLIM1u08wZeEONn7YFWenfDO9O8+4+7njE+5j1+YT5sPhNYcdVJFjJO1PIu18Gr8O+tXWZmQZnNx5kt3zd9Pxi444FeDfj6t9Puzcu5nTiQn0G9LVrv8nX79B8egyvNA792lct7sNUzdQpk0ZitbJ/kPbL9KP5NPJbPtpm4LmLWa1Wv9VsPynP//8k5MnTxIVFWVru3z5Mi+88ALvvvsuBw4cIDQ0lJMnT9qtl5mZSWJiIqGhNzddJt8MV7i7u5Oenm7XlpSUlGtfsxP4ldPdudXzz33nVktAQACtW7fO9RS5t/fVLxzI7a8V15Xv3XDdt5JhGKRnXrZr8/fOPi4rdhznzIVUmlaKdERppjEMg6mzPmPD1pX0e3woQQH2f9CkZ2T/0WKx2P8n6mRxuul5xvlZnTJh/Di4nV3bqxOXEBPqy2MtK9yRIRMguGQwF45fsGu7kHCBQoGFHFSRY4SUC6HViFZ2bSvHr8QnzIcyrcsU2JB5vc+HFo3vp14N+0GB1999ng5telKxzH8bXMnPMtMzc/6/6GSBgvORWOB07dqVuDj739UWLVrQtWtXevbsCUCdOnU4e/Ysa9eupVq17NuWLViwgKysLGrVurnbdeWboBkREcH27dvt2ubNm2fqPq+MLqampuaoBbKvuqpbty6QPUq5bt062wG/lri4OLZs2UKVKlVwdr7xU0u5/bWSlQenzd+esZYG5cMJCyhEcmoms1ftY9WuBMY/2xyAGUt3E1vElwAvdzbsO8WIb1fRPa4cMaG+pteWl7758VNWb/iTJ7oNwN3qwbkL2X/oeLh74uZqJTQ4nODAIkye8THtW3fPPnW+dSXb92zkye6vOLj6W6eQuyslw+0vZPCwuuDnZbW1nzp3idPnUzh4Mjt47Tp6lkLuLhQJ8MKvUMG8n2aplqWYP3Q+W2dtJapWFGf2nmHPwj3UfOTOmY8H4OrhmuN2Ri5WF9y83Ar0bY6u9/ng6+2f6wVAAX5BOUJpQRJeOZyts7biGeSJb3j2qfOdc3cS21CjmY508eJF9uz562LF/fv3s2HDBgICAoiKiiIw0P7ev66uroSGhlKqVPYtqcqUKUPLli3p1asXH3/8MRkZGfTt25fOnTvneiuka8k3QfOBBx7giSeeYMiQIdStW5eff/6Z5cuXm7rP0NBQ/Pz8+Oabb4iJicFqtVKxYkUiIiKoVasWQ4YMwdfXFxcXF0aPHo2v740FqyFDhlCjRg1atGjB448/TkhICAkJCSxatIgGDRrw4IMPmvq6btaZC6m8/MWfnDqXgreHGyXD/Rn/bHPq/f/VxvtPnOOdH9ZyLjmdsEAv+txdke5xBe8G94tXZJ8KfPvTQXbt3R7oS93qTXF2dqFvz1eZ+cvXfPjlCNLSUgkODKV7h6epULrg3qg6N98u2sm42Rttz7u+8QsAI3rU4766JRxVlqkCYwNp8GwDNk7byJaZW/AK9qLqw1V10cMd4nqfD3eqat2qsen7TayZuIa082l4+HtQvElxyt2X80pmyTtr1qyhSZMmtudXzpZ2796diRMn3tA2Jk+eTN++fWnWrJnthu3vv//+TdeSb4LmY489xt69e/noo49455136Ny5MyNHjuShhx4ybZ9OTk588cUXvPLKK7ZbD+3fv5/o6GgmT55Mr1696NGjB6GhoQwbNoypU6dy9uzZ6263ePHirFq1ioEDB/Lkk09y8eJFihQpQsOGDalYsaJpr+ffGt693jWXv3B/dV64v+Ce+rni41EzrtsnJCiM3l1fyoNq8pdJ/7M/Vdq3bRX6tq3ioGocJ7xKOOFVcn4TzJ2u2avNHF2C6W7k8+FWrHO7cfVwpdrD1Qr0t0Ldjho3bnxTU7qu3K/87wICAm765uy5sRgFaXJZAZS1aKSjS8gXFiW2dXQJ+UKjgFmOLiFfGOqRv+9HK3mr0dEOji4hX1gUPt3RJeQL8TXjHbbv3r17m7btTz75xLRtm6lgztoWEREREYdT0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpXBxdgIiIiEhB8GDyjyZu/RMTt20ejWiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiptB9NPO5oR5pji4hX/h1wR5Hl5AvtOiq3weRf1oUPt3RJeQLjY52cHQJIjloRFNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiBcjixYu55557CAsLw2KxMHPmTNuyjIwM+vfvT4UKFShUqBBhYWF069aNY8eO2W0jMTGRLl264OPjg5+fH48++igXL1686VoUNEVEREQKkOTkZCpVqsS4ceNyLLt06RLr1q1j0KBBrFu3jhkzZrBz507atm1r169Lly5s3bqV+fPnM3v2bBYvXszjjz9+07W4/OtXISIiIiL5TqtWrWjVqlWuy3x9fZk/f75d2wcffEDNmjU5dOgQUVFRbN++nblz57J69WqqV68OwNixY7n77rt58803CQsLu+FaNKIpIiIicgc7d+4cFosFPz8/AJYvX46fn58tZALExcXh5OTEypUrb2rbd0TQjI+Px2Kx2B7u7u6UKVOGMWPGkJWVdVPbaty4MW3atDGpUhEREZGc0tLSOH/+vN0jLS3tP283NTWV/v378+CDD+Lj4wNAQkIChQsXtuvn4uJCQEAACQkJN7X9O+bUuYeHBwsWLAAgJSWFhQsX8vLLL5OVlcXLL7/s4Oryl6ysLLbM2MKBpQdIPZeKh78HMQ1iKNeuHBaLxdHlmcbJAo/dXZoWNSII9Hbn1LlUfl55iC9+3WXr82irUtxVLZzCfh5kXM5i5+FzfPzTdrYdTHJg5bfeyR0n2T5nO0kHkkg5m0KDZxsQUT3CttwwDDbP2MzehXvJuJRBUMkgavSogXeotwOrNt+s52eRfDo5R3uJZiWo3qN6LmsUTJtnbGbLD1vs2ryLeNNmTMH+I/x674uM1Aw2fruRI2uPkH4xnULBhSjZvCQlmpVwYNW33u59W5m3+EcOHd3LuQtJ9Onan8rlatmWn79wlhm/fMX23Ru4lJpMiZiydGr7GCFBN366VXIaOXIkQ4YMsWsbPHgw8fHx/3qbGRkZdOzYEcMw+Oijj/5jhbm7Y4Kmk5MTtWvXtj1v0qQJmzdvZsaMGQqa/7B99nZ2/76b2r1r4xvuS+L+RFaOX4mrhyulWpRydHmm6XpXCe6rH83rX69n3/HzlIny49UuVbmYmsn0RfsAOHzyIm9N38zR08lYXZ3p3KQY7z1Vhw5Df+PsxXQHv4JbJzMtE/8of2IbxbLkvSU5lm+fs51d83ZR+/HaFAouxObvN7NwzEJaj2qNs5uzAyrOG82HNMfIMmzPzx05x8LRC4msFenAqhzDN9yXJi83sT13ci74J8iu975YP3k9J7adoM4TdSgUVIiEzQms+XINHv4eRFSNyGWLt6e0jDQiikRTt3pTPvl6jN0ywzD46KtRODu58ES3l3F39+T3P2fx3mfxDO73PlY3dwdVffsbMGAA/fr1s2uzWq3/entXQubBgwdZsGCBbTQTIDQ0lJMnT9r1z8zMJDExkdDQ0JvaT8H/ZLgGb29vMjIybM9ffvllKlSogJeXF+Hh4Tz44IMcP34813UnTZpEsWLF8PDwoHHjxuzcudO2rH379tSrVy/HOh999BHu7u4kJibe+hdzC53efZqIqhGEVw7HK9iLqJpRhJYP5cy+M44uzVQVYgL4c3MCy7aeICExhYUbjrNqx0nKFvWz9Zm39iird57i2JlL7E+4wHs/bMHLw5XiYT5X3/BtKKxSGBU7VCSyes4AZRgGO+fupFzbckRUi8A/yp/avWuTcjaFI2uPOKDavOPu446Hn4ftcXTDUbwKe1G4dOHrr1zAWJwtdsfC6v3v/8O7XVzrfQHZn50xDWIIKROCV7AXxZsWxy/Kj8S9+fsz/2aVL1WVdi0eokr52jmWnTx9nP2HdvHQfY8THVmC0OBwHry3NxkZ6aze8KcDqi04rFYrPj4+do9/GzSvhMzdu3fz22+/ERgYaLe8Tp06nD17lrVr19raFixYQFZWFrVq1frn5q7pjgqamZmZZGZmcuHCBWbNmsX333/PAw88YFt+8uRJXnnlFebMmcN7773HgQMHaNSoEZmZmXbbWbduHSNHjmTUqFFMmjSJ48eP06JFC9tciV69erFs2TK78AkwYcIE7rvvPgICAsx/sf9BUIkgTmw7wfnj5wFIOpjEqV2nCKtYsE97bN6fSPWSwUQGFwKgeLgPlWIDWL7tZK79XZwt3Fu3KBcuZbD76Pm8LNWhkk8lk3ouldDyf/1V6+bpRmBsIKf3nHZgZXnrcuZlDiw9QGyj2AI9peRqLiRcYObTM5nVbxbLPlyW65SCO01QiSCOrjvKpcRLGIbBiW0nuJBwgdAKNzcCdDvLvJw9eOPq4mZrc3JywsXFlT0HdjiqrDvOxYsX2bBhAxs2bABg//79bNiwgUOHDpGRkcEDDzzAmjVrmDx5MpcvXyYhIYGEhATS07PPzJUpU4aWLVvSq1cvVq1axdKlS+nbty+dO3e+qSvO4Q46dZ6cnIyrq6tdW6dOnexOm0+YMMH278uXL1OnTh0iIiJYsGABzZs3ty07ceIEixYtokSJ7Hk3VapUoVSpUkycOJHevXvTvHlzoqKimDBhAqNHjwZgy5YtrFmzhhEjRpj5Mm+Jsm3KkpGSwZz+c7A4WTCyDCo+UJHoetGOLs1Uk+bvxtPdlakDm5FlGDhZLHwyezvz1tiP0tUrF8LQntVxd3XmzPlUnh23jHPJBee0+fWknE0BwN3X/hSYu687qedSHVGSQxxde5SMSxnENIhxdCl5LrBYILUfr413EW9Sz6ay5Yct/DbsN+4eeTeuHq7X30ABVa1bNVZNWMWPz/6IxTn74tOaj9a8o0a8Q4PDCfAL4oe5X9Plvj5Y3az8vuQnks6d4fyFgjWXPT9bs2YNTZr8NbXlyin37t27Ex8fz6xZswCoXLmy3XoLFy6kcePGAEyePJm+ffvSrFkznJycaN++Pe+///5N13LHBE0PDw8WL14MZF+5tXbtWl577TV69eplC5i//PILr7/+Olu3buX8+b9GqHbt2mUXNMuXL28LmQDFixenUqVKrFy5kt69e+Pk5MSjjz7KRx99xPDhw3FxcWHChAkULVqUZs2aXbXGtLS0HFeQZaZn4uKWtz+mQysPcXDZQeo+URffCF+SDiaxbvI6PPw9iG0Qm6e15KVmVcJpUT2CwV+uZf/x85SI8OW59hU4fS6Vn1cdtvVbu/s03Uf9ga+XG+3qFmXYI9V57M3FJBWgOZpyfXsX7aVIxSJ4+ns6upQ8F1bpbyMaUdnBc9bzszi08hDFGhdzXGEOtmveLs7sOUPD5xviGeTJqZ2nsudo+nnYnQEoyJydXej9cH+++n4cLwzthpOTE6WLV6RcqapgGNffgNwSjRs3xrjG8b7WsisCAgKYMmXKf67ljgmaTk5OdveDqlevHpmZmbzwwgv069ePlJQU2rZtS7t27Xj55ZcpXLgwFouF2rVrk5pqP0rzz0v+AUJCQuzmcz7yyCMMHTqUn3/+mVatWvH111/z5JNP4uR09dkKuV1R1uixRjTu1fhfvup/Z8PUDZRpU4aidYoC4BfpR/LpZLb9tK1AB82+95bjq/m7+W3dUQD2Hr9AaIAn3ZqXsAuaqemXOXI6mSOnk9l6IIlpg5pxT52iTJq/21Gl5ykPPw+A7DsS/P+/rzz3L+rvqLLyVPLpZE5sOUH9Z+s7upR8wa2QG96h3lw4ccHRpThMZnomm6Zvov5z9QmvHA6Af5Q/SQeT2P7z9jsmaAIUjSjGwGffJiU1mczMTLy9fBk1rj9Fw+/cP0LuZHdM0MxNmTJlANi6dSsbN27E19eXadOm2cLgwYMHc13vn1diQfbp9L8PQUdERNCyZUsmTJhAZmYmp0+fpmfPntesJ7crysZsGnOV3ubJTM/MMefM4mSBAv7HqLubM1n/+CsvK8u47vw7i8WCq8udM925UHAh3H3dSdiaYAuWGSkZnNl3psDdxuVq9i3eh9XHSljlgj1v+UZlpGZw8eTFAj+95lqMywZZl7PuyM/Oq/Fwz57vfuL0MQ4e2Uvbux50cEXiCHd00NyyJfs+cEFBQaSkpODq6mr3ITF58uSrrrdnzx6KFy8OwJ49e9i4cSO9e/e269erVy8eeOABTp48SbNmzShatOg167FarTmuIMvr0+YA4ZXD2TprK55BnviGZ5863zl3J7ENC+5oJsCSLQn0aF6SE0kp7Dt+nlIRfnRuUozZKw4B2UG0R4uS/Lk5gTPnUvH1cuOBBjEE+7mzYP0xB1d/a2WkZnDxxEXb84unLpJ0MAm3Qm4UCipEqZal2PrjVrxDvfEK9mLTd5vw8PMgolrBuYXL1RhZBvsW7yOmQcwdcUuf3Kyfsp7wKuF4BnmSkpTC5hmbsThZbGdBCqrrvS8Kly7Mhm824OzmTKHAQpzccZIDSw5Q5aEqDqz61ktNS+HUmb9u2n068SSHj+2nkKcXAX7BrN20DK9CPgT4BXE04RDTfvqcymVrUrZkZccVLQ5zxwTNrKwsVqxYAUB6ejpr165l2LBhlC1bloYNG5KWlsa7777L008/zX333cfy5cv56quvct1WSEgI99xzD0OHDgVg0KBBhIeH06NHD7t+rVu3Jjg4mOXLl/PNN9+Y+vpupWrdqrHp+02smbiGtPNpePh7ULxJccrdV87RpZnq7embebx1af7XsSIBXlZOnUtl5tIDTJibffeArCyDoiFe3F2zBr6F3Dh3KYPtB5N44t0l7E8oWKcME/cnsmDEAtvz9VPWAxBTP4bavWtTpnUZMtMyWT1hNemX0gkuGUzjFxsX6HtoXpGwNYFLZy4V+D+8ruVS4iWWfbiMtItpWL2tBJcM5q7Bd+HuU7DvkXi990Xdp+qycdpGln+0nPSL6XgGeVKxQ0WKNyvuqJJNcfDIXt4Z/5rt+XdzvgCgdtUm9Oj4NOcuJPHdnC84f/Ecvt5+1K7amLubdnBUueJgFuNGZoTe5uLj4+3mPrq4uBAZGUmrVq0YPHiwbc7lmDFjGDt2LImJidSrV49x48ZRsmRJ3njjDf73v/8B2RNsvby8aN++PUOHDuX48ePUqlWLjz/+2HYq/u969+7N9OnTOX78+L+631X8qvh/96ILmF+/KlgjAv9Wi67rHV2CiORTjY4qzAE0ceCgyB8PmzcXt/HXN/fVj/nFHRE0HSUrK4tixYrRpk0bxo4d+6+2oaCZTUEzm4KmiFyNgmY2Bc385Y45dZ6X0tPT2bhxI9999x2HDx+mb9++ji5JREREJM8paJrg2LFj1KxZk+DgYD744ANKlSq43w8uIiIicjUKmiaIjo6+oZuhioiIiBRkd+a9OURERETEdAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCl0w3YRERGRW6DKN33M2/jX5m3aTBrRFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREzh4ugCRG5Ei67rHV1CvtD4/Y8dXUK+8MczfRxdgki+syh8uqNLyBeaUM7RJcjfaERTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiJSgCxevJh77rmHsLAwLBYLM2fOtFtuGAavvfYaRYoUwcPDg7i4OHbv3m3XJzExkS5duuDj44Ofnx+PPvooFy9evOlaFDRFRERECpDk5GQqVarEuHHjcl0+ZswY3n//fT7++GNWrlxJoUKFaNGiBampqbY+Xbp0YevWrcyfP5/Zs2ezePFiHn/88ZuuxeVfvwoRERERyXdatWpFq1atcl1mGAbvvvsuAwcOpF27dgBMmjSJkJAQZs6cSefOndm+fTtz585l9erVVK9eHYCxY8dy99138+abbxIWFnbDtWhEU0RERCSfS0tL4/z583aPtLS0m97O/v37SUhIIC4uztbm6+tLrVq1WL58OQDLly/Hz8/PFjIB4uLicHJyYuXKlTe1PwVNERERkXxu5MiR+Pr62j1Gjhx509tJSEgAICQkxK49JCTEtiwhIYHChQvbLXdxcSEgIMDW50bp1LmIiIhIPjdgwAD69etn12a1Wh1UzY1T0BQRERHJ56xW6y0JlqGhoQCcOHGCIkWK2NpPnDhB5cqVbX1Onjxpt15mZiaJiYm29W+UTp2LiIiI3CFiYmIIDQ3l999/t7WdP3+elStXUqdOHQDq1KnD2bNnWbt2ra3PggULyMrKolatWje1P4cFzQkTJmCxWHLct2ns2LFYLBYGDx5s156YmIiTkxNjxoy57rbPnj1LfHw827Ztu+m6evToQfny5W96PREREZH84OLFi2zYsIENGzYA2RcAbdiwgUOHDmGxWHjuuecYNmwYs2bNYvPmzXTr1o2wsDDuvfdeAMqUKUPLli3p1asXq1atYunSpfTt25fOnTvf1BXn4MBT5/Xq1QNg2bJllChRwta+dOlSPD09WbZsmV3/ZcuWYRgG9evXv+62z549y5AhQyhfvjxly5a9tYXfQXbN38WOn3eQci4F/0h/qnWrRmCxQEeXZaqTO06yfc52kg4kkXI2hQbPNiCiegQAWZlZbPpuE8c2HuPiyYu4eboRUi6ESp0q4env6eDK/z3fUrWJbP0k3jEVsfqHsuWdHpxeOxcAi7MLMQ+8TEDlZngEFyUz5TxJW/5k37fDSD97wrYNr+gKxHYaiE9sZYysy5xaPYe9kwdzOe2So16WKTJSMtj0/SaOrDlC2vk0/Iv6U7VrVQJjC/b7Ijd34udDbnQcsuk45C9r1qyhSZMmtudX5nZ2796diRMn8tJLL5GcnMzjjz/O2bNnqV+/PnPnzsXd3d22zuTJk+nbty/NmjXDycmJ9u3b8/777990LQ4b0SxVqhTBwcEsXbrUrn3p0qX06NGDFStWcPnyZbt2d3d3u0vtxTwHVxxk/ZT1lL+vPC1fb4lflB8Lxywk9Vzq9Ve+jWWmZeIf5U+17tVyLkvPJPFAIuXvLU/LYS2p/2x9Lhy/wJ/v/OmASm8dZ6snyYe2svvLATmWObl54BVdgYMz32HNoLvY+u4jeBYpRoV+k2x93PxCqPTyNFJOHGBt/N1seuMhCkWUonTvm/9Ayu9Wfb6KhC0J1OlTh1YjWxFaIZSFoxZyKbFgBerruVM/H/5JxyGbjkP+07hxYwzDyPGYOHEiABaLhaFDh5KQkEBqaiq//fYbJUuWtNtGQEAAU6ZM4cKFC5w7d44JEybg5eV107U4dI5mvXr17ILmoUOHOHLkCM8++yypqals2rTJtmzp0qVUr16dffv20blzZyIjI/H09KRs2bK89dZbZGVlAXDgwAFiYmIA6NChAxaLBYvFwoEDB4Ds+1ANHDiQ2NhYrFYrERER9OjRI0dtf/zxB1WqVKFQoULUrFnTbp4CZN/w9M0336RkyZJYrVZiY2N555137PocOXKEjh07EhISgru7OzExMTz//PO34tCZbucvOynWuBixDWPxDfelRs8auFhd2Ld4n6NLM1VYpTAqdqhIZPXIHMvcPN1o+nJTompF4VPEh6DiQVTrXo3E/Ykkn052QLW3RuKmBez/bjSn1/ySY9nllAtsGt2JUytnkXJ8L+f3rmP3pFfwjq2ENTAcgMAqd2FczmT3ly+TcnwvF/ZtYNeElwiu2QaPkOg8fjXmyUzP5PDqw1TuXJnCpQvjHeJNhfsr4BXixZ7f9zi6vDx1p34+/JOOQzYdB7kWhwfN7du3k5SUBGSHycjISEqWLEmlSpVsITQjI4PVq1dTv359jh49SqlSpfjwww/5+eefefzxxxk6dCivv/46AEWKFGHGjBkAjBgxguXLl7N8+XLblVXt27fn7bff5pFHHmHOnDm88cYbJCfbh4SEhASeeeYZXnzxRaZNm0Zqair33XcfGRkZtj7PPvssr732Gt27d2fOnDn06NGD/v378/HHH9v6dOvWjU2bNvH+++8zd+5chgwZYjdKm19dzrxM4oFEQsv9dWWZxclCSLkQTu857cDK8p+MSxlgAbdCbo4uJc+4eHhjZGWReekcAE4uVrIy08EwbH2yMrJHMnxL3tyk8fzMuGxgZBk4uzrbtTu7OXNq1ykHVZX39PmQTcchm46DXI9Db29Uv359DMNg+fLl3H333Sxbtoy6desCULduXZYtW0bfvn1Zt24dqamp1K9fn2bNmtGsWTMA25zNS5cu8cEHHzB48GCsVitVqlQBoESJEtSuXdu2v/nz5zNnzhymTJnCgw8+aGv/+78h+8KjRYsWUa5cOQAKFSpEkyZNWLlyJfXr12fv3r188MEHfPzxx7bv/YyLi+PSpUsMGTKExx9/HCcnJ1atWsXIkSPp1KmTbdvdunUz4UjeWmkX0jCyDNx93e3a3X3cuXDsgoOqyn8up19mw7cbKFq7KK4ero4uJ084uVqJ7TyQk8t/4HLKRQCSti2hWJd4Ils/yZG543G2ehLbaSAAbn6Fr7W524qrhytBxYPYOnMrPmE+uPu6c3D5Qc7sPoNXyM2fTrpd6fMhm45DNh0HuR6HjmhWq1YNDw8P28jl0qVLbUGzTp06du0Wi4W6deuSmprK4MGDKV68OFarFVdXV1599VWOHz/OxYsXr7m/33//HU9PTzp37nzNfmFhYbaQCdguKDpy5AgAv/32G5A9OpqZmWl7xMXFkZCQwOHDhwGoWrUqb775Jh999BF79lz/1FpuXy+VmZ553fUk72VlZrH0g6VgQI2eNRxdTp6wOLtQ9ulPwWJh18T+tvZLR3ey45NniGzVh4YT9lN33CZSTh0i/exJjL+NchYEtfvUxjAMfnzmR6b1nMauebuIqhOFxcni6NJERPIlhwZNV1dXatSowdKlS7l48SKbNm2yG9G8Mmdz6dKllC1bFn9/f/r3788bb7xBr169+Pnnn1m9ejUDB2aPnqSmXnvi8ZkzZyhSpAgWy7X/U/Dz87N77ubmZrf906dPYxgGQUFBuLq62h533XUXgC1ofvvttzRr1oxXX32VEiVKULp0adtp/dzk9vVSS75ccs1azWD1tmJxsuSYyJ16PhV3P/errHXnuBIyk08n06R/kztiNPNKyHQPjGDjqE620cwrTi7/gWV9K7Ls6cos7VOGAzPexNUnkNSTBx1UsTm8Q7yJGxhHh/EdaPdeO1oMaYFx2cAr+M4Z0dTnQzYdh2w6DnI9Dr9he/369Vm9ejVLlizBarXa7kpftGhRihQpwtKlS1m2bJnttkbTp0+nd+/e9O/fn7i4OKpXr46Ly43NAAgMDOT48eP/eZQlICAAi8XC0qVLWb16dY5HpUqVgOz5ohMmTOD06dOsWrWKUqVK0alTJ/bty32C9IABAzh37pzdo37369/O6VZzdnEmIDqAhG1/fZ+pkWVwYusJgooH5Xk9+cmVkHkh4QJNXm6C1Tv/f/3Xf3UlZHqGxLJxVEcyLyZdtW/G+dNcTrtE4VrtyEpPI2nLojysNO+4uLvg4edBenI6xzcfJ7xquKNLyjP6fMim45BNx0Gux+FfQVm/fn1GjBjBBx98QI0aNexCY926dfnqq69ISEiw3XczJSXFNsIIcPnyZaZOnWq3zX+OQF4RFxfH6NGjmTZtmt28yZt1ZY7omTNnuOeee67b38nJiRo1athujrpnzx5iY2Nz9Mvt66Vc3BzzIyrVqhQrPl1BQEwAgbGB7Px1J5lpmcQ0jHFIPXklIzWDiyf+Gq27eOoiSQeTcCvkhoefB0vGLiHpQBIN+zXEyDJIOZsCgJuXG84uzlfbbL7mbPXEI+Svn6t7cBReUeXISD5L+tkTlHvmM7yiK7D5ra5YnJxw8w0GIOPiWYzL2RfIhd/1COd2r+ZyajL+5RtR7MFB7Pt2OJmXzjvkNZnl+KbjGBj4hPpw4cQFNkzdgE8RH2Ib5nw/F2R36ufDP+k4ZNNxkGtxeNCsU6cOTk5O/Pzzz7z88ss5lr344osAthHNu+66i/Hjx1O2bFmCgoL48MMPSUtLs1svNDQUPz8/vvnmG2JiYrBarVSsWJG4uDjuvvtuHnnkEfbu3UutWrVITEzku+++49tvv73hmkuWLMlTTz1F165defHFF6lVqxYZGRns2rWLhQsXMnPmTM6dO0eLFi3o2rUrpUqVIj09nbFjx+Ln50fVqlX/41EzX9HaRUm7kMbm7zeTei4V/yh/Gr/YGA9fD0eXZqrE/YksGLHA9nz9lPUAxNSPofz95Tm67igAcwfOtVuv6StNCSkTkneF3kLesZWp/OpfUzqKPzwUgITF33JgxpsEVWsJQI2/HReADcPv5+z2Zf+/jSpE3/8/nN0LcenYHnZNeIkTS7/Lo1eQdzJSMtg4bSOXEi/hVsiNyBqRVOxQEScXh58cylN36ufDP+k4ZNNxkGuxGPlgtn7FihXZvHkzP/30E23atLG1L1++nLp16xIWFsbRo9n/wZ84cYI+ffrYLuzp0aMHxYsXp1evXpw6dYqgoOyh+pkzZ/LKK6+wb98+0tLS2L9/P9HR0aSmpjJkyBCmTJnC8ePHCQkJoXnz5nz++edA9ldQrlmzhi1bttjqOHv2LP7+/nzxxRe2e24ahsG4ceP45JNP2LVrF15eXpQqVYoOHTrw/PPPk5aWRt++ffnzzz85dOgQHh4eVK9enWHDhlGjxo1fPBK/Kv4/Hl0pSBq///H1O90B/nimj6NLEJF8Kr5mvMP2fc7ZvH37XjZv22bKF0FTrk5BU/5OQTObgqaIXI2CZv5yZ53vEREREZE8o6ApIiIiIqZw+MVAIiIiIgVByyermLbt5aZt2Vwa0RQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZwcXQBInLj/nimj6NLyBd+/aqKo0vIF1p0Xe/oEkRErkkjmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiUoBcvnyZQYMGERMTg4eHB8WKFeP111/HMAxbH8MweO211yhSpAgeHh7ExcWxe/fuW16LgqaIiIhIATJ69Gg++ugjPvjgA7Zv387o0aMZM2YMY8eOtfUZM2YM77//Ph9//DErV66kUKFCtGjRgtTU1Ftai8st3ZqIiIiIONSyZcto164drVu3BiA6OppvvvmGVatWAdmjme+++y4DBw6kXbt2AEyaNImQkBBmzpxJ586db1ktGtEUERERKUDq1q3L77//zq5duwDYuHEjS5YsoVWrVgDs37+fhIQE4uLibOv4+vpSq1Ytli9ffktr0YimiIiISD6XlpZGWlqaXZvVasVqtebo+/LLL3P+/HlKly6Ns7Mzly9fZvjw4XTp0gWAhIQEAEJCQuzWCwkJsS27VTSiKSIiIpLPjRw5El9fX7vHyJEjc+07bdo0Jk+ezJQpU1i3bh1ffvklb775Jl9++WUeV60RTREREZF8b8CAAfTr18+uLbfRTIAXX3yRl19+2TbXskKFChw8eJCRI0fSvXt3QkNDAThx4gRFihSxrXfixAkqV658S+vWiKaIiIhIPme1WvHx8bF7XC1oXrp0CScn+4jn7OxMVlYWADExMYSGhvL777/blp8/f56VK1dSp06dW1q3RjRFRERECpB77rmH4cOHExUVRbly5Vi/fj1vv/02jzzyCAAWi4XnnnuOYcOGUaJECWJiYhg0aBBhYWHce++9t7QWBU0RERGRAmTs2LEMGjSIJ598kpMnTxIWFkbv3r157bXXbH1eeuklkpOTefzxxzl79iz169dn7ty5uLu739JaFDRFREREChBvb2/effdd3n333av2sVgsDB06lKFDh5pai+ZoioiIiIgpFDRFRERExBQFJmjGx8djsViwWCw4OTnh6+tLhQoV6Nu3L9u3b3d0eSIiIiJ3nAI1R9PDw4MFCxYAcOHCBTZv3synn37K+PHj+fzzz3n44YcdXGH+dXLHSbbP2U7SgSRSzqbQ4NkGRFSPsC3fPGMzB1cc5NKZSzi5OBEQE0DFByoSVDzIgVXfetc7DgDnjp5j47cbObnjJFmXs/AN96X+M/UpFFTIQVXnrW0/bWPjtI2UbFGSag9Xc3Q5pnGywGN3l6ZFjQgCvd05dS6Vn1ce4otfd9n6NKpUhPvqRVM6yg/fQm50G7WQ3UfPO7DqvHEp8RIbvt3A8U3HuZx2Ga8QL2r1qkVgbKCjSzOVPh+y3chxuGL1F6vZs2APVbpUoXTL0nlcqeQHBSpoOjk5Ubt2bdvzu+66iyeffJLWrVvz6KOPUrduXWJjYx1YYbaUlBQ8PDwcXYadzLRM/KP8iW0Uy5L3luRY7h3qTfVu1fEq7MXl9MvsmLuDP8b8QZs32+Duc2uvUHOk6x2HCycu8Nuw34htGEv5+8vj6uHKuaPncHZ1dkC1ee/MvjPsWbAHv0g/R5diuq53leC++tG8/vV69h0/T5koP17tUpWLqZlMX7QPAA83ZzbtO8Pv64/yykNVHFxx3khPTue313+jcJnCNP5fY6zeVi6cuIBbITdHl2Y6fT5ku95xuOLwmsOc3nMaD//89f+d5K0Cc+r8atzd3Rk7dizp6el89tlntvaJEydSsWJF3N3dCQ8P59VXX+Xy5ct26x49epRu3boREhKCh4cHpUuX5r333rMtz8rKYtiwYURHR2O1WildujSffPKJ3Tbi4+Px8vJi1apV1KlTB3d3d8aNG2fui/4XwiqFUbFDRSKrR+a6PLpuNKHlQ/Eq7IVvhC9Vu1QlIyWDs4fP5m2hJrvecdg0fRNhlcKo8mAVAqID8A7xJqJqBO6+BSdsX01GagbLP1pOzUdr3hGhokJMAH9uTmDZ1hMkJKawcMNxVu04SdmifrY+c1cfYcLcXazeecpxheaxbbO34RngSe3HaxNYLBCvwl4UqVAE7xBvR5dmOn0+ZLvecYDsUe+1k9ZS94m6ODkX+Kgh11CgRjSvpmzZsoSHh7N8+XIA3n77bV566SWef/553nrrLbZv324LmqNGjQLgzJkztrvjDx8+nNjYWHbv3s3evXtt233xxRd57733GDhwIHXr1mX27Nn06dOHjIwM+vbta+uXnp7OQw89xPPPP8+IESMIDLy9Ty9dzrzMngV7cPV0xT/K39Hl5Bkjy+DYxmOUaV2GhWMWknQgCa9gL8reU/aqp40KkjVfriGsUhih5UPZ+uNWR5djus37E2lXN5rI4EIcPpVM8XAfKsUG8N4PBf+1X8vRdUcpUqEIS95fwskdJ/EI8KBEsxIUb1Lc0aU51J3++fB3RpbB8o+XU6Z1GXwjfB1djjjYHRE0ASIjI0lISODChQsMHjyYl156iREjRgDZp9jd3Nzo168fL774IoGBgbz99tucPHmSHTt2EB0dDUDTpk1t2zt9+jRjx47lxRdfJD4+HoDmzZtz+vRphg4dyhNPPIGzc/bpkoyMDIYPH06nTp3y9DXfakfXH2XZuGVkpmfi4edBk/5NsHrn/vVXBVHq+VQyUzPZ9tM2Kj5QkcqdKnN803H+fP9Pmg1oRuEyhR1domkOLj9I0oEkWgxp4ehS8syk+bvxdHdl6sBmZBkGThYLn8zezrw1RxxdmkNdPHWR3Qt2U7placq2LUvivkTWfbUOJxcnYhs4fmqSo9zJnw//tG32NpycnSjZvKSjS5F84I4JmoZhYLFYWLZsGRcvXqRDhw5kZmbalsfFxZGSksKWLVto1KgRv//+O02bNrWFzH9auXIlGRkZdOjQwa69U6dOfPPNN+zatYsyZcrY2lu3bn3dGtPS0khLS7Nry0zPxMUtf/yYQsqE0HJ4S9IupLF34V6Wjl1K8/jmBe600NUYhgFARLUISrfKntTuX9Sf07tPs3vB7gL7H0nymWTWfr2WJv2b4OxWsOaaXUuzKuG0qB7B4C/Xsv/4eUpE+PJc+wqcPpfKz6sOO7o8x8mCgJgAKnWsBEBAdADnjpxjz4I9d3TQvFM/H/4pcX8iu+btosXrLbBYLI4uR/KB/JFg8sCRI0coWbIkp0+fBqBq1aq59jt8OPs/kDNnzlC+fPmrbi8pKQmAkJAQu/YrzxMTE21tnp6eeHl5XbfGkSNHMmTIELu2Ro81onGvxtddNy+4uLvg7e6Nd4g3QcWD+Ol/P7F30V7KtS3n6NLyhNXbisXZgk+Yj127T5gPp3YV3Dl6SfuTSDufxq+DfrW1GVkGJ3eeZPf83XT8oiNOTgVvDlbfe8vx1fzd/LbuKAB7j18gNMCTbs1L3NFB093PHZ/wnO+Bw2vu3GMCd+7nwz+d3HmS1POpzHpulq3NyDLYMGUDu37dRdt32jqwOvMtH3vC0SXkO3dE0Ny6dStHjx6lR48eBAQEADBjxgwiI3NOZI6JiQEgMDCQY8eOXXWbV7Zz8uRJwsPDbe0nTpywWw7c8F91AwYMoF+/fnZtYzaNuaF1HcKArMwsR1eRZ5xdnAmMCeRCwgW79gsJFwrUrUv+KaRcCK1GtLJrWzl+JT5hPpRpXaZAhkwAdzdnsv5/lOqKrCzjjh+lCS4ZzIXjubwHAgvue+BG3KmfD/8UUy+G0HKhdm1/vPEH0fWiiW14545438kKfNBMTU3l6aefxmq18thjj+Hn54enpydHjhzhvvvuu+p6cXFxvPnmmxw6dIioqKgcy2vWrImrqyvTp0+nSpW/bmsybdo0ChcuTMmSNz83xWq1YrXaz3nMq9PmGakZXDxx0fb84qmLJB1Mwq2QG1YvK1tnbSW8ajgefh6kXUhj12+7uJR0iaiaOY/N7exax6FQUCFKty7Nsg+WEVwqmJCyIRzfdJyj64/S7JVmDqzaXK4erjluZ+RidcHNy61A3+ZoyZYEejQvyYmkFPYdP0+pCD86NynG7BWHbH18PF0J8fcg6P+nj0SFZJ+5OHM+jcQLablu93ZXqmUp5g+dz9ZZW4mqFcWZvWfYs3APNR+p6ejSTKfPh2zXOw7/nLvv5OyEu687PkV8/rkpuQMUqKCZlZXFihUrALh48aLthu379u1j4sSJtvmWQ4cO5aWXXuLIkSM0btwYZ2dn9u3bx48//sj333+Pp6cnzz//PJMmTaJhw4YMGjSI2NhY9u3bx65duxg9ejRBQUE8/fTTvPHGG7i7u1O7dm1+/vlnpkyZwtixY20XAt0uEvcnsmDEAtvz9VPWAxBTP4YaPWtw/vh59r+/n7QLaVi9rATEBhA3MK7AXVF4reNQu3dtIqtHUr1ndbb9tI11X63Du4g39Z+pT3CpYEeVLCZ5e/pmHm9dmv91rEiAl5VT51KZufQAE+butPWpXyGUQQ//NQ1nWM8aAHz28w4+/2Vnjm0WBIGxgTR4tgEbp21ky8wteAV7UfXhqkTXi3Z0aabT50O26x0Hkb+zGMY/zg3dpuLj4+3mN3p5eREdHU2jRo3o27cvpUvbfyPB1KlTefvtt9myZQuurq4UK1aMNm3a8Nprr+Hikp2/Dx8+zIABA/jll1+4dOkS0dHRPPnkkzz99NNAdrAdPnw4n332GcePHyc6OpoXXniB3r1729X15ptvcvHiRf6N+FXx/2o9kYLs16/ujJujX0+LrusdXYJIvhNfM96Be//UxG0/buK2zVNggmZBpaApkpOCZjYFTZGcFDTzl4I5i19EREREHE5BU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZwcXQBIjei0dEOji4hX1gUPt3RJeQLLbqud3QJ+UJ8zTBHl5AvxK865ugSROQqNKIpIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiUsAcPXqUhx9+mMDAQDw8PKhQoQJr1qyxLTcMg9dee40iRYrg4eFBXFwcu3fvvuV1KGiKiIiIFCBJSUnUq1cPV1dXfvnlF7Zt28Zbb72Fv7+/rc+YMWN4//33+fjjj1m5ciWFChWiRYsWpKam3tJa9BWUIiIiIgXI6NGjiYyM5IsvvrC1xcTE2P5tGAbvvvsuAwcOpF27dgBMmjSJkJAQZs6cSefOnW9ZLRrRFBEREcnn0tLSOH/+vN0jLS0t176zZs2ievXqdOjQgcKFC1OlShXGjx9vW75//34SEhKIi4uztfn6+lKrVi2WL19+S+tW0BQRERHJ50aOHImvr6/dY+TIkbn23bdvHx999BElSpTg119/5YknnuCZZ57hyy+/BCAhIQGAkJAQu/VCQkJsy24VnToXERERyecGDBhAv3797NqsVmuufbOysqhevTojRowAoEqVKmzZsoWPP/6Y7t27m17r32lEU0RERCSfs1qt+Pj42D2uFjSLFClC2bJl7drKlCnDoUOHAAgNDQXgxIkTdn1OnDhhW3arKGiKiIiIFCD16tVj586ddm27du2iaNGiQPaFQaGhofz++++25efPn2flypXUqVPnltaiU+ciIiIiBcjzzz9P3bp1GTFiBB07dmTVqlV8+umnfPrppwBYLBaee+45hg0bRokSJYiJiWHQoEGEhYVx77333tJaFDRFRERECpAaNWrwww8/MGDAAIYOHUpMTAzvvvsuXbp0sfV56aWXSE5O5vHHH+fs2bPUr1+fuXPn4u7ufktrUdAUERERKWDatGlDmzZtrrrcYrEwdOhQhg4damodmqMpIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCl11LiIiInILZC06Y9q2nRqZtmlT5dsRzfj4eLy8vHK0v/DCCzg5OfH555/To0cPypcvb1u2YcMG4uPjuXTp0k3vLzo6mr59+/6nmkVERETkL7fViGb//v155513+Pjjj3n00Udp3LgxycnJtuUbNmxgyJAh9O3bF09PTwdWenvLyspiy4wtHFh6gNRzqXj4exDTIIZy7cphsVgcXZ5p5i78nvVbV5Bw8ihurm7EFi3Nfa26Ehocbutz7kISM36exPbdG0lNSyEkOIxWTR6gaoVb+5Vd+cmd+vsAcHLHSbbP2U7SgSRSzqbQ4NkGRFSPsC0/vPowexbsIfFAIukX02k5rCX+Rf0dWLE5Tpy4wBtv/Mmff+4nJSWTokX9GDGiBRUqZH8n8unTybz55p8sWXKACxfSqF49gkGDmhIdXbCOxfV+HzbP2MzBFQe5dOYSTi5OBMQEUPGBigQVD3Jg1beejoPcjNsmaA4cOJAxY8bw4Ycf8vjjjwNQrFgxB1dVMG2fvZ3dv++mdu/a+Ib7krg/kZXjV+Lq4UqpFqUcXZ5pdu3fSqParYiOLE7W5cvM/HUy738+hMH93sfqlv1NCROnvc+llGSe6D4AL09vVm/4k/FT3mJA3zFEhcc6+BWY4079fQDITMvEP8qf2EaxLHlvSa7Lg0sGE1UrilWfr3JAheY7dy6VBx+cSq1akYwffz/+/p4cPJiEr2/2e8IwDJ566kdcXJz48MN78fJyY+LEtfTsOZ05c3ri6enq4Fdw61zv98E71Jvq3arjVdiLy+mX2TF3B3+M+YM2b7bB3efWftuKI+k4yM3It6fO/y4+Pp7hw4czduxYnnjiCVv730+dT5w4kZ49ewIQHByMxWIhOjra1vfo0aN069aNkJAQPDw8KF26NO+9916OfY0bN46iRYvi6+vLvffey6lTp+yWnz17lieffJIiRYpgtVqpVq0a8+bNs+vTuHFj2rRpw3fffUepUqXw8vKiadOm7N2791YdElOd3n2aiKoRhFcOxyvYi6iaUYSWD+XMPvPmnuQHzzzyGnWrNyUsJIqIsBi6d3iaxLOnOXTkr5/bvoM7aVL3bmIiSxAcGMrdzTrg6eHJoaO3x8/237hTfx8AwiqFUbFDRSKrR+a6PKZ+DOXvK09IuZA8rizvjB+/itBQb0aObEnFikWIjPSlfv1ooqL8ADhwIIkNG44THx9HxYqhxMYGEB8fR2pqJnPmbHds8bfY9X4foutGE1o+FK/CXvhG+FK1S1UyUjI4e/hs3hZqMh0HuRn5PmgOHz6cIUOG8M4771xzDmXr1q0ZOHAgAHPnzmX58uX88MMPAJw5c4Y6derwxx9/MHz4cObMmcPzzz/P0aNH7bYxa9YsZs2axbhx43jvvfdYtGgRTz/9tG15eno6d911F7Nnz2b48OHMmjWLsmXL0rp1azZv3my3rQ0bNvDGG28watQoJk6cyJ49e3j44Ydv1WExVVCJIE5sO8H54+cBSDqYxKldpwirGObgyvJWSmr2XF9Pz7/mCscWLcXaTUtJvnSBrKwsVm9cQkZGBiVjy19tM7c9/T7c2RYs2Ev58iE888xP1KnzIffeO4lp0zbZlqenXwbAav3rBJmTkwU3N2fWrj2W5/XmF5czL7NnwR5cPV3xjypYUwhuho6D5OtT58nJyQwcOJDHHnuM55577pp9g4ODbafSq1WrRlDQX3NB3n77bU6ePMmOHTtso5xNmzbNsQ3DMJg1axZWqxWAAwcOMGLECLKysnBycmLy5Mls2LCBjRs3UrZsWQBatGjB7t27ef3115k2bZptW2fPnmX9+vUEBwcDcPHiRXr27MmRI0eIiIjIse/8pGybsmSkZDCn/xwsThaMLIOKD1Qkul60o0vLM1lZWUyfPYFiRUsTHlrU1t7rof/x2ZS3eGFod5ycnHFztdKna38KBxVxYLXm0u/Dne3w4XN8881GevasRp8+Ndm8+QTDhi3E1dWZ++4rR2xsAGFh3rz11p8MHXoXHh6uTJy4loSEi5w6ddHR5ee5o+uPsmzcMjLTM/Hw86BJ/yZYva2OLivP6TjIFfk6aHp4eFCjRg2mTJlCjx49qFev3r/azu+//07Tpk3tTqXnplGjRraQCVC2bFkyMjI4efIkoaGhzJs3jwoVKlCyZEkyMzNt/e666y6+/vpru21VrlzZFjKvbAu4ZtBMS0sjLS3Nri0zPRMXt7z9MR1aeYiDyw5S94m6+Eb4knQwiXWT1+Hh70Fsg4I5D/Gfpv44nqMJh3jxieF27bPmTeFSajLPPRaPl6c3G7atYvyUN/lfn+F2gbQg0e/Dnc0wDMqXD6FfvwYAlC0bwu7dp5k6dSP33VcOV1dnxo5tx6uv/krNmuNwdrZQp05RGjaMwTAMB1ef90LKhNByeEvSLqSxd+Felo5dSvP45rj73llzE3Uc5Ip8fercycmJWbNmUbJkSdq0aZPj9PSNOnPmDGFh1z/N5+fnZ/fczc0NgNTUVABOnz7N+vXrcXV1tXsMGzaMw4cP39S2cjNy5Eh8fX3tHku+zDnR2mwbpm6gTJsyFK1TFL9IP2Lqx1CqRSm2/bQtz2txhG9+HM/mHWvo9/hQ/H3/Ghk/dSaBP5b/QrcHnqJ08YpEhMXQJq4TRSOK88fyXxxYsbnu9N+HO11wcCGKFQu0a4uNDeDYsQu25+XLh/Djj91Ys6YvS5b04fPP23P2bAqRkb55Xa7Dubi74B3iTVDxIGr1qoXF2cLeRQV3DvfV6DjIFfl6RBPA19eXX3/9lXr16tGiRQuWLl1KTEzMTW0jMDCQY8f++1yhgIAAKlasyOeff/6ft5WbAQMG0K9fP7u2MZvGmLKva8lMz8xx2xqLkwUK+OCEYRhMnfUZG7aupN/jQwkKsL/AIz0je7TZYrH/+8zJ4lSgR27u1N8HyVa1ajj79yfZtR04kER4uHeOvt7eVtvyLVtO8Oyz/+4sVIFiQFZmlqOrcDwdhztWvg+aAIULF2b+/PnUq1ePu+66iyVLlhAaGpqj39VGDePi4njzzTc5dOgQUVFR/7qOuLg4fv75Z8LCwm5ohPRmWa1Wu1P3QJ6fNgcIrxzO1llb8QzyxDc8+1Tpzrk7iW1YsE+TfvPjp6ze8CdPdBuAu9WDcxey/3P1cPfEzdVKaHA4wYFFmDzjY9q37p596nzrSrbv2ciT3V9xcPXmuVN/HwAyUjO4eOKveYYXT10k6WASboXcKBRUiLSLaVw6c4mUpBQA2wVT7r7uePh5OKTmW61792o8+OA3fPzxSlq1KsmmTQlMm7aJoUOb2/r88stOAgI8CQvzZufO04wYsZC4uOLUrx/tuMJNcK3fB6uXla2zthJeNRwPPw/SLqSx67ddXEq6RFTNf///Tn6k4yA347YImpD9zT2//vorDRs2pGXLlixatChHnzJlygDZtyi699578fT0pEKFCjz//PNMmjSJhg0bMmjQIGJjY9m3bx+7du1i9OjRN1xDt27d+OSTT2jcuDH/+9//KFmypO2in/T0dEaOHHnLXq8jVetWjU3fb2LNxDWknU/Dw9+D4k2KU+6+co4uzVSLV/wKwNufDrJr7/ZAX+pWb4qzswt9e77KzF++5sMvR5CWlkpwYCjdOzxNhdLVHFFynrhTfx8AEvcnsmDEAtvz9VPWA9m3NarduzZH1x1l5fiVtuXLxi0DoPx95alwf4W8LdYkFSuG8sEHbXn77SWMG7eciAhfXnmlCW3blrH1OXUqmVGj/uDMmUsEBxeiXbtyPPlkbQdWbY5r/T7U6FmD88fPs//9/aRdSMPqZSUgNoC4gXH4RhSsKQQ6DnIzbpugCVC+fHnmzJlDXFwcbdq0yTGqWKVKFeLj4/nss88YM2YMkZGRHDhwgMDAQJYuXcqAAQN46aWXuHTpEtHR0Tz55JM3tX+r1cqCBQts9/U8fvw4QUFBVKlS5aa3lZ+5erhS7eFqVHu44Ian3Hw8asZ1+4QEhdG760t5UE3+caf+PkD2BQ0PfvXgVZfHNoy9I0Z2mzQpRpMmV/+CjG7dqtKtW9U8rMgxrvf70ODZBnlYjePoOMjNsBgFeXJZARC/Kt7RJeQLjY52cHQJ+cKi8OmOLkHykfiaupcpQPyqO/d+nZJTfM14h+07a5F5ZzadGg0wbdtmytdXnYuIiIjI7UtBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZwcXQBInLjGh3t4OgS8oVF4dMdXUK+kLXojKNLyBcaJep9AXpfSP6kEU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERESmgRo0ahcVi4bnnnrO1paam8tRTTxEYGIiXlxft27fnxIkTpuxfQVNERESkAFq9ejWffPIJFStWtGt//vnn+emnn5g+fTqLFi3i2LFj3H///abUoKApIiIiUsBcvHiRLl26MH78ePz9/W3t586d4/PPP+ftt9+madOmVKtWjS+++IJly5axYsWKW16HgqaIiIhIPpeWlsb58+ftHmlpaVft/9RTT9G6dWvi4uLs2teuXUtGRoZde+nSpYmKimL58uW3vG4FTREREZF8buTIkfj6+to9Ro4cmWvfqVOnsm7dulyXJyQk4Obmhp+fn117SEgICQkJt7xufTOQiIiISD43YMAA+vXrZ9dmtVpz9Dt8+DDPPvss8+fPx93dPa/KuyoFTREREZF8zmq15hos/2nt2rWcPHmSqlWr2touX77M4sWL+eCDD/j1119JT0/n7NmzdqOaJ06cIDQ09JbXraApIiIiUkA0a9aMzZs327X17NmT0qVL079/fyIjI3F1deX333+nffv2AOzcuZNDhw5Rp06dW16PgqaIiIhIAeHt7U358uXt2goVKkRgYKCt/dFHH6Vfv34EBATg4+PD008/TZ06dahdu/Ytr0dBU0REROQO8s477+Dk5ET79u1JS0ujRYsWfPjhh6bsS0FTREREpAD7448/7J67u7szbtw4xo0bZ/q+dXsjERERETGFRjRFREREboFFiW1N23YT07ZsLo1oioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERU9w2QTM+Ph6LxWJ7uLu7U6ZMGcaMGUNWVpbD6po5c6Zp3w8qIiIicju7rb4ZyMPDgwULFgCQkpLCwoULefnll8nKyuLll192SE0zZ85kzZo1PPnkkw7Zf17Y9tM2Nk7bSMkWJan2cDVHl2OauQu/Z/3WFSScPIqbqxuxRUtzX6uuhAaH2/pMnvER2/ds4tz5JKxWd2KjSnF/q66EFo5wYOW31o0chz9XzmPVhj85fGwfqWkpvD34Kzw9CjmwanOc3HGS7XO2k3QgiZSzKTR4tgER1XP/Wa/+YjV7FuyhSpcqlG5ZOo8rNc8Hs9YzbvZGu7aYEB9+fv1+uzbDMOj9/m/8ufUoY59oQlyVonlZpulu5H3x1ieD2L1/q916DWo1p8t9ffK63DyVkZLBpu83cWTNEdLOp+Ff1J+qXasSGBvo6NIkH7itgqaTkxO1a9e2PW/SpAmbN29mxowZDguaBd2ZfWfYs2APfpF+ji7FdLv2b6VR7VZERxYn6/JlZv46mfc/H8Lgfu9jdXMHICq8GDUrN8TfL5hLKReY/du3vPf5UIb3/wgnJ2cHv4Jb40aOQ3pGGuVKVaFcqSrMnPu1gys2T2ZaJv5R/sQ2imXJe0uu2u/wmsOc3nMaD3+PPKwu7xQP82PC881tz12ccp4M+/K3bWDJy6ry1o28LwDq17yLe+7qbHvu5mp1RLl5atXnqzh75Cx1+tTBw9+DA0sPsHDUQu4edTeeAZ6OLk8c7LY5dX413t7eZGRk2J6npaXxyiuvULRoUaxWK2XKlGHKlCl26yxfvpy2bdsSFhZGoUKFqFy5Ml999ZVdn4kTJ2KxWDh9+rRde+XKlenRowcAPXr04Msvv2Tr1q22U/o9evTgp59+wmKxsHv3brt1k5KS8PDwuG1OtWekZrD8o+XUfLQmboXcHF2O6Z555DXqVm9KWEgUEWExdO/wNIlnT3PoyF5bnwa1mlMithxBAYWJCi9G2+YPkXTuNGeSTjmw8lvrRo5Ds/r30LLx/cRElnRgpeYLqxRGxQ4ViaweedU+lxIvsXbSWuo+URcn59v+IzVXLk4Wgn09bQ9/b3e75dsPn2Hi/K0M717PQRWa70beFwBurm74evvbHh7uBTtoZaZncnj1YSp3rkzh0oXxDvGmwv0V8ArxYs/vexxdnuQDt9WIJkBmZibw16nz77//nldeecW2vGPHjixZsoTBgwdTpkwZfv75Zx5++GH8/f1p1aoVAAcPHqRevXr06dMHd3d3li5dyqOPPkpWVhbdu3e/4VoGDRrEqVOn2LFjB5MnTwYgODiY6OhowsPDmTBhAiNHjrT1vxJ4H3roof98HPLCmi/XEFYpjNDyoWz9cev1VyhgUlIvAeDp6ZXr8rT0VJatWUBQQAj+vgX3FNH1jsOdzMgyWP7xcsq0LoNvhK+jyzHNwZMXaPjit1hdnakcW5jn76tKWGD270NKWiYvfraYQQ/VJti3YIeqv7va+2LVhj9ZuX4xvt5+VChTg9ZNO+DmVnBHNY3LBkaWgbOr/RkdZzdnTu0qOH+Ay793WwXN5ORkXF1d7do6depkO22+cOFCZs2axa+//krz5tmnee666y6OHz/O4MGDbUGzc+e/TmsYhkHDhg05cuQIn3zyyU0FzWLFihEcHMzBgwftTukD9OzZkwkTJjBs2DCcnbPfgBMmTOD+++/Hz8/vpl97Xju4/CBJB5JoMaSFo0txiKysLKbPnkCxoqUJD7Wfa/bH8l/44ZevSEtPJSQ4nGcfHYyLi+tVtnR7u9ZxENg2extOzk6UbF5wR3YrxgQzokd9YkJ9OHUuhXE/beDhN37hp/h7KeTuyqhpq6hcrDDNKkc5utQ8c7X3Rc3KDQjwD8bPJ4Ajxw/wwy9fceLUUfp07e/Aas3l6uFKUPEgts7cik+YD+6+7hxcfpAzu8/gFaI/TuU2C5oeHh4sXrwYyD5FvnbtWl577TV69erFhAkTmDdvHgEBATRt2tQ28gnZYbNPnz5cvnwZZ2dnkpKSGDx4MD/++CNHjx7l8uXLAAQG3rpRqUcffZThw4czd+5cWrduzaZNm1i3bh1vvPHGVddJS0sjLS3Nri0zPRMXt7z9MSWfSWbt12tp0r8Jzm4FY97hzZr643iOJhzixSeG51hWq0pDypSoxPnzScz/80fGT3mTF/uMwNW14E0vuNZxuNMl7k9k17xdtHi9BRZLwZ2c2LDCXxc/lYqAijFBNHv5O35Zs58AL3dW7DzOjIFtHVhh3rva+6JBrb/msYaHFsXXO4B3PxvMqTMJBAeG5nWZeaZ2n9qsHL+SH5/5EYuTBf9of6LqRJF0IMnRpUk+cFsFTScnJ6pXr257Xq9ePTIzM3nhhRfo168fp0+fJjExMceo5xXHjx8nIiKCHj16sGzZMl577TXKlSuHj48PH330Ed9+++0tqzU6Opq77rqLzz//nNatWzNhwgRiYmJo0qTJVdcZOXIkQ4YMsWtr9FgjGvdqfMvquhFJ+5NIO5/Gr4N+tbUZWQYnd55k9/zddPyiI065XAxQUHzz43g271jDC72H4e8blGO5h3shPNwLERIURkxUSfoN6caGrSupUbmBA6o1z/WOw53u5M6TpJ5PZdZzs2xtRpbBhikb2PXrLtq+UzDDl4+nlegQHw6dvMCuo0kcPnWBWs/Zz4N/9uM/qFaiMJP+18pBVZrnZt4XMVElADh55niBDpreId7EDYwjMzWTjNQMPPw8WPrBUryCNaIpt1nQzE2ZMmUA2Lp1KwEBAQQHB/Pzzz/n2rdw4cKkpqYye/Zs3n77bZ5++mnbsn/ei9Pd/f+vrk1Pt2tPSrrxv9B69erFQw89xNGjR5k8eTLPPPPMNUc+BgwYQL9+/ezaxmwac8P7u1VCyoXQaoT9fxArx6/EJ8yHMq3LFNiQaRgGU2d9xoatK+n3+FCCAkKuvw5gYJCRmXHdvreLf3Mc7kQx9WIILWcfHv544w+i60UT2zDWQVWZLzk1g8OnLtC2tgctq0fzQH37aQPthvzIyx1r0KTS1S+guh39m/fF4WP7AfD19je7vHzBxd0FF3cX0pPTOb75OJU7VXZ0SZIP3PZBc8uWLQAEBQURFxfHmDFjcHNzo2LFirn2P3fuHFlZWbi5/XWa88KFC8yaNcuuX0RE9umi7du3ExYWZvv34cOH7fq5ubmRmpqa677atWuHv78/Dz30EImJibar1a/GarVitdpPGs/r0+aQPefmn7czcrG64OblVqBvc/TNj5+yesOfPNFtAO5WD85dyP6jwsPdEzdXK6fOJLB201LKlKiMt5cPSefO8OsfM3BzdaN86aoOrv7Wud5xADh3IYnzF85y6sxxAI4mHMTd6kGAXxCFPL0dVvutlpGawcUTF23PL566SNLBJNwKuVEoqBBWb/v3q5OzE+6+7vgU8cnrUk0zZvpqGleMJDywECfPpTB21nqcnCy0rhlLgLd7rhcAFQkoRERQwfk9gBv7fFi1YTHlS1WjkKc3RxMOMH32F5SIKUtEkWjHFm+y45uOY2DgE+rDhRMX2DB1Az5FfAr0H1xy426roJmVlcWKFSuA7JHGtWvXMmzYMMqWLUvDhg1xdXXlnnvuoWXLlrz00ktUrFiR5ORktm7dyp49e/jss8/w9fWlRo0ajBo1iuDgYFxcXBg1ahS+vr6cPHnStq9atWoRGRnJ888/z8iRIzl//jyjRo3KMY+zTJkyTJgwgW+++YYSJUoQFBREdHQ0AK6urnTv3p033niDFi1aEBlZsP7CL2gWr8ieKvD2p4Ps2rs90Je61Zvi6urG7gPb+X3pbC6lJOPj5UvxmLK8+MRIfLz8HFCxOa53HK70mfP7NNuytz4ZmKNPQZC4P5EFIxbYnq+fsh6AmPox1O5d+2qrFSgJScn877NFnE1OI8DLnarFCzP15dYE/OMWRwXd9d4Xzs4u7NiziQVLZ5OWnoa/bxBVytfh7qYPOKLcPJWRksHGaRu5lHgJt0JuRNaIpGKHiji5FMyzX3JzLIZhGI4u4kbEx8fbzV90cXEhMjKSVq1aMXjwYAoXLgxkB9BRo0bx9ddfc/DgQXx9fSlfvjw9e/aka9euAOzZs4fevXuzYsUKAgMDeeaZZ7h48SJvvvkmFy/+NXqxdu1annjiCbZs2ULx4sV55513eOGFF6hcuTITJ04E4Pz58/Tu3Zv58+dz5swZunfvblsG2ffsrFu3Lt9++y0dO3a8+de9Kv7mD1YB1OhoB0eXIPnIovDpji4hX3gtpeDeNudmLEosmPNhb5beF9nia8Y7bN8LfzDvVoBN7itn2rbNdNsEzdvVa6+9xocffsjRo0dznBa/EQqa2RQ05e/0H2o2Bc1sCprZ9L7IpqCZv9xWp85vJzt37mTnzp2MHTuWp5566l+FTBEREZHbmYKmSa6cmm/ZsiUDBgxwdDkiIiIieU5B0yR//PGHo0sQERERcShdEiYiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREzh4ugC5NpeS7E6uoR8YZGjC8gnFoVPd3QJko8sSmzr6BLyBb0vsjU62sHRJUg+MXLkSGbMmMGOHTvw8PCgbt26jB49mlKlStn6pKam8sILLzB16lTS0tJo0aIFH374ISEhIbe0Fo1oioiIiBQgixYt4qmnnmLFihXMnz+fjIwMmjdvTnJysq3P888/z08//cT06dNZtGgRx44d4/7777/ltWhEU0RERKQAmTt3rt3ziRMnUrhwYdauXUvDhg05d+4cn3/+OVOmTKFp06YAfPHFF5QpU4YVK1ZQu3btW1aLRjRFRERECrBz584BEBAQAMDatWvJyMggLi7O1qd06dJERUWxfPnyW7pvjWiKiIiI5HNpaWmkpaXZtVmtVqzWa1/LkZWVxXPPPUe9evUoX748AAkJCbi5ueHn52fXNyQkhISEhFtat0Y0RURERPK5kSNH4uvra/cYOXLkddd76qmn2LJlC1OnTs2DKnPSiKaIiIhIPjdgwAD69etn13a90cy+ffsye/ZsFi9eTEREhK09NDSU9PR0zp49azeqeeLECUJDQ29p3RrRFBEREcnnrFYrPj4+do+rBU3DMOjbty8//PADCxYsICYmxm55tWrVcHV15ffff7e17dy5k0OHDlGnTp1bWrdGNEVERERuATPv6dqEcjfc96mnnmLKlCn8+OOPeHt72+Zd+vr64uHhga+vL48++ij9+vUjICAAHx8fnn76aerUqXNLrzgHBU0RERGRAuWjjz4CoHHjxnbtX3zxBT169ADgnXfewcnJifbt29vdsP1WU9AUERERKUAMw7huH3d3d8aNG8e4ceNMrUVzNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFT/OugOWvWLJo3b05AQABubm7ExMTQu3dvdu3adSvryxMbNmwgPj6eS5cuOboUERERkQLD5d+s9PLLLzN69GgeeOABxo8fT3BwMHv37mXChAl06tSJ9evX3+o6TbVhwwaGDBlC37598fT0dHQ5ee6bP3YwddFOjp65CEDxMD+ebF2JhhUiADh17hJvfLeG5duPkZyaSXSID33urkjzatEOrPrWW7RiLotX/MqZpJMAFAmJpHWzjpQvVdWun2EYfPDFMLbuWk+frv2pXK6WI8rNU5tnbGbLD1vs2ryLeNNmTBsHVZQ3Tu44yfY520k6kETK2RQaPNuAiOoRtuXfdP0m1/Uqd65MmdZl8qpMU13vffHnynms2vAnh4/tIzUthbcHf4WnRyFHlpxn7sT3xdyF37N+6woSTh7FzdWN2KKlua9VV0KDw219MjLS+W7ORNZsWkJmZiZlS1TmwXsfx8fbz3GFi8PcdND8+eefGT16NIMGDWLo0KG29oYNG9KzZ09mz559Swu8HaWlpeHq6oqT0+0xMyHUvxD97q9G0cI+GBj8uGwvfT9cwPeD7qFEmD8vT1jChZR0xj3VDH8vd2av2sfzny5i+qvelI0KdHT5t4y/TyD3tnyYwkFFwIDl6xby0aRRvPrMm4SFRNn6/b5kNlgsDqzUMXzDfWnychPbcyfn2+P3+7/ITMvEP8qf2EaxLHlvSY7l94691+758U3HWfnZSiJrROZRhea73vsiPSONcqWqUK5UFWbO/drR5ea5O+19sWv/VhrVbkV0ZHGyLl9m5q+Tef/zIQzu9z5WN3cAps/+gs071tLroRfxcPdk6qzxfPz1aF56YqSDqxdHuOl3xFtvvUVISAiDBg3KdXmbNtl/yaWmptKvXz/CwsJwd3encuXK/PDDD3Z9e/ToQfny5fntt9+oWLEiHh4eNGrUiAMHDpCYmEjHjh3x8fGhWLFifPvtt3brNm7cmDZt2jBp0iSKFSuGh4cHjRs3ZufOnbY+Bw4cwGKx8N1339mt+9xzzxEdHQ3AxIkT6dmzJwDBwcFYLBbbMoAjR47w8MMPExQUhIeHBw0bNmTt2rV224uOjqZv376MGTOGokWL4uHhQWJiIkeOHKFjx46EhITg7u5OTEwMzz///I0f7DzSpFIkjSpEEB3iQ0yIL8/dVxVPqwsb950CYMO+k3RpUoaKMcFEBnvzROtKeHu6sfXgGQdXfmtVLFuDCqWrERIURkhwGPe26ILVzZ39h/6aDnL42H5++/NHuj3wlAMrdQyLswUPPw/bw+ptdXRJpgurFEbFDhWJrJ57cPz78fDw8+DI2iOElAnBq7BXHldqnuu9L5rVv4eWje8nJrKkgyt1jDvtffHMI69Rt3pTwkKiiAiLoXuHp0k8e5pDR/YCkJKazNI1v/NAmx6ULl6BohHF6P5AX/Yd3Mm+Qzuvs3UpiG5qRDMzM5OlS5fSvn17XF1dr9m3S5cuzJ07l+HDh1O6dGkmTZpE+/btmTlzJm3btrX1S0hI4IUXXuDVV1/F1dWVZ555hi5duuDp6UnDhg3p1asX48eP5+GHH6Z27doULVrUtu66devYu3cvo0aNAmDgwIG0aNGCnTt3YrXe2Ju9devWDBw4kGHDhjF37lx8fX1t6yYlJVG/fn28vLwYO3Ysvr6+jB07lqZNm7J7924KFy5s2873339PiRIleO+993B2dqZQoUJ07NiRY8eO8f777xMSEsKhQ4dYs2bNDR9vR7iclcXcNQe4lJ5J5djs11c5tjC/rNlPo4oR+Hi48cua/aRnXKZmqVAHV2uerKzLrN28nPT0VGKiSgGQnp7G51PfoXO7x/H19ndwhXnvQsIFZj49EydXJ4KKB1GpYyUKBd0Zp0hvRMq5FI5tPEbtx2s7uhTT5Pa+uNPd6e+LlNTsaxs8PbP/uDp4ZB+XL2dSpnglW5/QwhEE+AWx7+AuYvV7c8e5qaB55swZ0tLSiIqKuma/TZs2MWPGDD7++GN69+4NQMuWLTlw4ABDhgyxC5qJiYksWrSIcuXKAXDs2DGefvpp+vfvbxs1rVGjBjNmzGDmzJk8++yztnVPnDjBokWLKFGiBABVqlShVKlSTJw40bbf6wkODqZYsWIAVKtWjaCgINuyd999l7Nnz7Jq1SpbqGzWrBklS5bkzTffZMyYMba+GRkZ/PLLLxQq9NcHzKpVqxg5ciSdOnWytXXr1u2G6spru44k8eDoOaRlXMbT6sLYJ5pSPMwPgHd6N6Lfp4uo8/w3uDhZcHdzYewTTSha2MexRZvgaMJBxnw4gIzMdKxu7vTu2p+wkOzRrOmzJ1AsqhSVy9V0cJV5L7BYILUfr413EW9Sz6ay5Yct/DbsN+4eeTeuHtf+o/NOsf/P/bi6u1519PN2dq33xZ3sTn9fZGVlZX8uFi1NeGj2IND5i0m4OLvkmKfr7eXH+YtJjihTHOxfTSaxXGd+2p9//glAhw4d7NqvXCiUnJxsawsLC7OFTICSJbNPv8TFxdna/Pz8KFy4MIcPH7bbXvny5W0hE6B48eJUqlSJlStX3uQryt28efNo0qQJAQEBZGZmkpmZibOzM40aNWL16tV2fRs3bmwXMgGqVq3Km2++yUcffcSePXuuu7+0tDTOnz9v90hLz7wlr+V6okN9mDGoLd8OaE3nRqUZ8MWf7Dl2FoD3f1zPhUvpTHi+OdNfvYced5Xj+U//YNeRgvehERIUxqvPvEX/J0fTsHZLvpw+lmMnDrNx2yp27N1Ch3secXSJDhFWKYyoWlH4R/lTpGIRGv2vERmXMji08pCjS8s39i3eR9G6RXF2c3Z0Kbfc1d4Xd7o7/X0x9cfxHE04xGMP9XN0KZKP3VTQDAwMxN3dnUOHrv0mSkpKwtXVlYCAALv2kJAQDMPg7NmztjY/Pz+7Pm5ubldtT01NtWv7+6nrv+/j+PHj13klN+b06dPMnDkTV1dXu8dXX32VI/SGhITkWP/bb7+lWbNmvPrqq5QoUYLSpUszY8aMq+5v5MiR+Pr62j1GTf7jlryW63FzcaZoYR/KFQ36v/buOyyKc20D+DN0LCC9N0UQFJSmohhFsHs0NlAUS4xo1FiIksTEbmJiIooIx4qJ0djyiSW2k9h7IXaxJFaaoCC97XJ/f3DtZFfQJOe4rLs8v+vyOmF2lvPusDNzz1speqAfudub0g+Hb9Hj7ALafPQ2LRrdkQI9bKmFgylN+lcbaulkTj8eS62TstUlHR1dsjS3ISf7ZjSg5wiyt3Gmo6d/pjt/XKdnuVkUPT+SJs4aTBNnDSYiotWbvqGlq2vvr6zJ9BrqUWPrxlT4tFDVRXkrZN/JpsLMQmrWuZmqi6IUrzovmKL6dF5s2b2Wrt++RNFRC8jE+M+WQKNGJiSRSqiktFhh/8KiF2TUqP51OWL/sOlcR0eHOnbsSIcPHyaJREI6OrW/3dTUlCorKykvL49MTP78Yj19+pQEQagRIv9b2dnZNbY9ffqU2rRpQ0REBgbVI+AqKioU9snL+3s1caamptSzZ09auHBhjdde7gNaWy2vjY0NJSUl0bp16yglJYUWLVpE4eHhdOfOHWratGmN/T/99FOKjlZ8MtQ9H/e3yvqmAaAKiZTKKqRERKT10ufT1hKoCqooWd1CVRVVSiTUt9tQ6hgQqvDawuXTaUjfMeTt4a+i0qlOZVklFWUXkXNHZ1UX5a1w/9h9MnUxJROn+nEjlZ0XTFF9OC8A0NY96+jKzfMUHbWAzE0VK1mc7JuStrYO3f79Gvl6BRIRUVZOOuW+eEZNnerngLH67h83nUdHR1NWVhZ98cUXtb6+f/9+CgoKIiKiHTt2KLy2Y8cO8vHxqdHE/N+6ceOGQpP077//TlevXqV27arnNbS0tCRdXV1KTf2z5q2iooKOHz+u8Htktagv15iGhobSrVu3yMPDg/z9/RX+eXl5/e1yamlpUUBAAC1atIgkEskrm9H19fXJyMhI4Z++3n811ek/ErszhS7ezaL0Z4V0Ny2PYnem0IW7WdS3XTNysTYmR8vGNHfTWbr2IIceZxfQhv/coDOpGRTS5vV9ddVN8sFNdO/+TXqWm03pWY8o+eAmuvvgJrX16UTGjU3IztpJ4R8RkWkT8xoXWk10+cfLlJ2aTUU5RZRzN4dOLj9JgpZAToFOf/1mNVZZVkl5j/Io71H1w2lRThHlPcqj4md/1tZUllbS4wuPqWnnmg+PmuB15wURUX5hHj3JeEA5z6tbktKzHtGTjAdUXKL5tXr18bzYsnsNXbh8nMYOnU4G+oaUX5hH+YV5VFFZTkREhgYNqaN/CP20bwPd+eM6PUr7gzbuWElNHd15IFA99Y9TTO/evSkmJobmzZtHt27doqFDh5K5uTk9ePCAkpKSKD8/ny5fvkwDBw6k6OhoKi0tJXd3d9q0aROdOXOGdu/e/cYKb2VlRf/617/E+Txnz55NdnZ2NHr0aCKqDngDBw6klStXkqurK5mbm9PKlSsJgEINpIdH9cTKCQkJ9O6771KDBg3Iy8uLoqOjafPmzdS5c2eaOnUqOTo6Uk5ODp0/f55sbW1fO1VRfn4+9ejRgyIjI8nd3Z0qKiooPj6emjRpQr6+vq98nyo8LyyjTzacpJz8UmpsqEdudia0dmp36uhpS0REqz/sRrE7U2jiysNUUi4hR8vGtHh0J+rsZf8Xv1m9FBbl04btK6igMI8MDRqQnY0zffjebPJs3kbVRVO5ktwSOpN4hsqLykm/sT5ZuFlQt7ndyMDIQNVFU6rcB7l05Msj4s+Xf6xejMIlyIXaj68eXf7o7CMiIo0NF391Xpw4d4j2Hd4u7r909edERDRy8GTq4N9VFUWuM/XxvDhx7hAREcWuUewyJP/3HtJ3DAmCQKs3fUMSSSV5ulVP2M7qJwHAf9UAunv3blq5ciVdunSJiouLyc7Ojnr06EEzZswgV1dXKi0tpVmzZtHWrVspNzeXWrRoQXPnzqWBAweKv2P06NF06dIlunHjz5UVjh07RsHBwXTx4kXy9/+zSdLZ2Zn69u1LK1euJKLqwTeNGjWiQYMG0YIFCygzM5PatWtHq1atEoMjEVFOTg5FRUXRkSNHqHHjxjRz5kx68OAB7dq1ix4+fCjuN3/+fFq3bh1lZGSQg4OD+FpWVhZ9/vnntH//fnr+/DlZWlpS+/btafr06dShQ4day0ZUPbBn8uTJdPLkSXr8+DEZGhqSv78/LVq0iAICAv72ca46zhPcEhEdz+331zvVA8ftdvz1Tqze6Jw+5K93qgf4vKjG34dqwQNa/vVOSjLvwjzl/e62yvvdyvRfB01VkwVNTV+JiINmNQ6a1fiGyuRxsKjG50U1/j5U46D5dtHstbIYY4wxxpjKcNBkjDHGGGNKofwhzUpy7NgxVReBMcYYY4y9BtdoMsYYY4wxpeCgyRhjjDHGlIKDJmOMMcYYUwoOmowxxhhjTCk4aDLGGGOMMaXgoMkYY4wxxpSCgyZjjDHGGFMKDpqMMcYYY0wpOGgyxhhjjDGl4KDJGGOMMcaUgoMmY4wxxhhTCg6ajDHGGGNMKThoMsYYY4wxpeCgyRhjjDHGlIKDJmOMMcYYUwoOmowxxhhjTCk4aDLGGGOMMaXgoMkYY4wxxpSCgyZjjDHGGFMKDpqMMcYYY0wpOGgyxhhjjGmghIQEcnZ2JgMDA2rXrh1duHChzsvAQZMxxhhjTMNs27aNoqOjae7cufTbb79R69atqUePHpSdnV2n5eCgyRhjjDGmYWJjY2ncuHE0ZswY8vT0pFWrVlGDBg0oKSmpTsvBQZMxxhhj7C1XXl5OBQUFCv/Ky8tr3beiooJSUlIoNDRU3KalpUWhoaF09uzZuipyNTD2GmVlZZg7dy7KyspUXRSV4uNQjY9DNT4O1fg4VOPjUI2Pg3LNnTsXRKTwb+7cubXum56eDiLCmTNnFLbPnDkTbdu2rYPS/kkAgLqNtkydFBQUkLGxMeXn55ORkZGqi6MyfByq8XGoxsehGh+HanwcqvFxUK7y8vIaNZj6+vqkr69fY9+MjAyys7OjM2fOUGBgoLg9JiaGjh8/TufPn1d6eWV06uz/iTHGGGOM/VdeFSprY25uTtra2vT06VOF7U+fPiVra2tlFO+VuI8mY4wxxpgG0dPTIz8/Pzp8+LC4raqqig4fPqxQw1kXuEaTMcYYY0zDREdH06hRo8jf35/atm1Ly5cvp+LiYhozZkydloODJnstfX19mjt37t+urtdUfByq8XGoxsehGh+HanwcqvFxeLuEh4dTTk4OzZkzh7KysqhNmzZ08OBBsrKyqtNy8GAgxhhjjDGmFNxHkzHGGGOMKQUHTcYYY4wxphQcNBljjDHGmFJw0GSMMcYYY0rBQZMxxhhjjCkFB03GGGOMMaYUHDRZvSWRSFRdBJWrqqpS+Lk+z3YmlUqJqOYxYfWT7PtQn8mOQX2+LrD/HQfNekb+Jiq7eNTXi4iOjg4VFRVRQkKCqouiElKplLS0qi8BqampREQkCIIqi6RS2traRET01Vdf0cmTJ1VcGtWoLVzV1+Ctra1NJSUltG/fPiKqf8dBIpGQtrY2FRcX05w5c2jv3r2qLhJTUxw06xH5YFFcXEzZ2dlE9Ge4qI+Bc/PmzTRt2jS6evWqqotSp6RSqRisJk+eTOPHj6ft27eruFSqIR+uoqKiKDExkQwNDetdjZb8d+LKlSt0+fJlqqysFK8Z9dGHH35IkyZNIiKqV8dBKpWSjo4OFRYWUmBgIJ04cYKuXbtGEomkXt4n2P+m/pw59Zz8TWTSpEnUuXNncnNzo/79+9PWrVsJAAmCUO8uIr6+vmRtbU2nT58movrTXCb7LoSFhdG+ffto/Pjx5O/vr+JSqYbsWKSnp5OZmRktW7aM/P39xe31hezzRkZGUkhICAUFBZGvry+lpKSouGSq88EHH1BxcTFt2LBB1UWpU9ra2lRWVkbdu3cnKysrWr16NcXExJCODq9azf45Dpr1hOwmMnz4cNq3bx8NGDCAli1bRmVlZbRgwQL66KOPiEizm07lm75kgTIgIID69+9PX375JeXl5dWrcBEbG0uXLl2ibdu20ZAhQ6hp06ZUVlZGz549U3XR6tz8+fPJwcGB1q5dS9bW1qouTp2Sf7hasWIFnT17lpYvX05xcXHUpEkT6t27Nx04cEDjm45re8h2cnKiFi1a0JEjR165jyaR/3y//vorZWZm0hdffEEtWrQgXV1dOnfuHCUkJNCKFSsoJydHhSVl6oSDZj1y8uRJOn36NCUmJtKMGTPovffeowULFtDt27dJW1ubKioqVF1EpQFAWlpaVFFRQRUVFQqBctiwYaSvr0/JyclEVH/6Yj158oQcHR2pTZs2pKenRykpKdS3b1/q3LkzhYaG0rVr11RdxDrTqlUrCg0NpaKiInr+/DkR1Z/BYrJzYe/evZSRkUFTp06lyMhIev/992n79u3k7+9PkZGRdOjQIY09N2QtOi9/PgsLC5o0aRJt2bKFTp8+rdEP4lKplARBoMLCQiKq/v6XlJRQWVkZpaam0ty5c+mdd96h2NhYmjZtGr333nsqLjFTG2AaSyKRAACqqqoAANu2bYOJiQmePn0KALh16xbMzc0RHh6O4uJiAMC1a9dUU9g6UF5ejj59+qBVq1Y4cOAA7t+/L74WGhqKoKAgFZau7kilUlRVVWH8+PFwdXXFkiVLMHXqVOjr66Nr166YNWsWnJ2d0adPH1UXVSmkUmmt2/fs2QMfHx80adIEt27dAvDnOaTpVq5cCVNTU9jb2+PgwYMA/vzs2dnZ6N27N8zMzHDw4MFXHj91Jfuc5eXl8PPzw8yZM3HgwAHx9cLCQnTs2BFRUVEoKysTr6eaRPaZCgsLYWxsjNjYWDx58gSOjo6wsbGBs7MzLCwskJSUhMzMTOzfvx+CIODMmTMqLjlTBxw0NZT8xXDlypW4e/cufv31V+jr6+Phw4dIS0uDiYkJwsPDUVhYCAD4/vvvMXPmTDx//lxVxVaqsrIyxMXFYcCAATA1NYW3tze+/vpr5Obm4uzZs3B0dMTGjRtVXcw37lVhqaCgAG3btoWjoyPatWuHuLg48bXPPvsMAQEBKCkpqati1gn5Y/HgwQPcu3dP4YHjwIED8PHxgZ2dXb0Km2lpaRgyZAgEQUBkZKS4XRYqs7Oz0a9fPwiCgF9++UVVxXxj8vPzkZ+fL/5cUlKCX3/9FfPmzYOHhwesrKzQr18/7Nu3D+Xl5Vi+fDmsra3x7NkzANCosCn7fkulUixbtgzdunXD5cuXAQCPHz/G4sWLsXHjRty4cUN8z86dO+Hh4YHbt2+roshMzXDQ1EDyNQ4RERFo2rQpUlJScOXKFTRr1gzh4eEwNTXF0KFDUVRUBKD6RhIeHo7IyEgxeKq71wWEvXv3YtasWWjUqBHat2+Pbt26oXXr1pg6dSqAV9d6qRv5Y7B+/Xp8+umnWLp0KX799VcA1bU4WVlZSE9PF/d7/vw5+vfvj/DwcJSXl9d5mZVF/m86btw4eHl5wcDAAI6Ojpg9e7Z4rA4cOABfX1/Y2tqKN1JNCpuv+iyZmZkICwuDg4MD5s2bJ26XHbesrCyEhYXhzp07dVJOZSkrK8O6deswcOBAMWy2bNkS8+fPBwDcv38f+/btg5+fH9zd3eHv7481a9ZAV1cXM2fOVGXRlaa4uBiLFy9G7969sXDhQkil0lqvgeXl5bh+/To6deqEXr16acx1kikXB00Nlp+fj6ioKOzevVvc9vXXX0MQBLi7u+O3334DANy9exdjx46FtbW12j+hlpWVAYAYkIqKihAbG4tZs2Zh48aNSE1NVdj/7t27+PLLL9GpUycIggAdHR2kpKTUebmVQb7WZdCgQbC3t4e3tzdat24NPT09zJ8/Hy9evFB4z5UrVzBmzBiYm5vj5s2bdV3kOhEZGQl7e3vEx8dj9erVmDBhAvT09BARESF2Idm7dy/atWsHfX19tQ9W8uRD5pkzZ5CcnIw7d+4gMzMTQHXN5sCBA9G8efNaw6amBIuNGzfCzc0NgYGBcHR0RNeuXfHo0SOFfSoqKnDw4EGMHDkSFhYWMDQ0RJs2bZCTkwNAs2o1169fD0EQYGRkhLVr1wKo/nzynzEnJwczZsxAUFAQ/Pz8UFFRAUBzvhNMeThoaqjo6Gg0btwYTk5ONfpdLl68GBYWFvD29kZgYCD8/f3h4OAgNpeoq+vXr2Pw4MHi583Pz4ebmxusrKzg6OgILS0tdOjQAatWrVJ4n+xiun79erFWU9aPURMsXrwYTk5OOHbsmFiD/dFHH0EQBOzbt0+8USxYsABubm7w9PTE1atXVVlkpbl06RKaNWuGrVu3ip+7uLgYW7ZsgaGhIaZPny7um5ycjODgYNy9e1dVxX2j5ANBeHg4HBwcoK+vDxsbG3Tp0gXnz58HAKSnp2Pw4MFwdXXFwoULVVVcpVu+fDm0tLRgYmKCc+fOAXh1oD516hSWL18OAwMDrFy5ss7LWhfi4+MhCAK8vLxw5cqVGq/fvXsXXbt2xbhx41BZWQkA4v8y9jocNDWE/IWxoqICK1asgK+vL4yMjMQAWVpaKu6zf/9+xMXFYezYsVi3bp1CPzV1FRcXB3NzcwwYMAC3bt3CunXr0L17d6SmpqKyshIpKSno1q0bPD09xad2QPHYTZs2DQ4ODmLNliYYNGgQIiMjxVree/fuwcLCAsOGDVPog5mRkYG4uDg8fPhQVUVVutOnT0NHR0dhsAdQXQM+f/58GBoaioELgBjMNcnUqVPh7OyMPXv24MmTJzh48CDatWsHLS0t8TqQmZkpdrH5+uuvVVziN0f+XP/444/h4+MDNzc3BAUFid97+X3k/1sikWDMmDHo0qULXrx4obYPoq/rBrJ06VKYmJhg5MiRYh9l4M/jIP+5Nak7CVMuDpoaRnaxLC4uRlJSEmxtbdGqVSsxZMqaljXV8uXL0bx5cwwcOBB9+vTBJ598ovD6vXv3EBoaig4dOuD3338Xt8supEeOHIGdnZ3YrUCdVVVVoaKiAkFBQRg3bhyA6pkGTExMEBYWJoaouXPn4uTJk6osqlLUdiM8deoUDA0NkZiYCEAxSJw9exa6urrYu3dvnZWxruXm5sLX1xdLliwRrwl//PEHjI2NMWzYMBQXF4vH5MmTJxg1ahTu3bunyiK/caWlpfjjjz9QUVGBgoICJCYmomXLlujYsaMYtGXH4OUau6+//hpOTk7Iy8ur62K/EbLPU1RUhK+++goffPABli1bJvbZBoAvv/wS5ubmGDlypEJXI/lgra4hm6kGB00NMmfOHHh5eYl9DEtLS5GUlAQ7Ozu0a9dOvLHI+tZoEvnA8O2338LDwwMmJibiSOrKykoxeKSkpEAQBPz4448Kv6OqqgphYWGwsrJCdnZ23RX+DXnVxf+9995D06ZNce3aNZiZmWHw4MEoKCgAANy+fRs9e/ZEYmKiRvW1kg+ZmzZtwv/93/+JP8v+xi93KTl37hwcHBw0YlT1qzx48ACNGjVCcnIyAODmzZswNTVFWFiYWIv//fff48mTJwA0r9ZKIpGgT58+aNeuHU6fPi1uT0hIgKenJzp27Ii0tDQA1TX8n3/+udhHt6KiAhMmTEDz5s3F0efqRH4KI3d3d7i7uyMwMBA2NjYICAhATEyMuO+SJUtgYWGBMWPGaPSUd6xucNDUICtWrEDr1q0REhIihs2SkhIkJSXBwcFBIWxq2g0EUPxMcXFxaNKkCezt7cX+hrKn+ZKSEtjZ2WHu3Lk13j9jxgxcuHChzsr8JkilUoWal5KSEoWZA27evAl7e3sIgoChQ4eK23NycjBmzBh4eXnVGAihzl7ui+jp6Yno6GhxwMvVq1cREBAAOzs77Ny5Ew8fPsSdO3cQGRkJZ2dnZGRkqKrob1RtDx4SiQTNmjVDdHQ00tPTYWpqiiFDhogPHidOnMCAAQPEGm5NrLlau3Yt3Nzc0KdPH5w4cULcLqvZ9PLywrp169C+fXv4+PiI15UHDx6gc+fOat2XXSKRYOjQoejcubPY91gikaBLly7Q1dVVaNmQDRxdtGiRqorLNAQHTTX1qqCYlJQEb29vBAcH1wibLi4ucHNz06jm89cF5vj4eDg5OaFHjx5i5/aqqipcu3YN5ubmiI+Pr6tiKkVpaanCtEQAMGnSJLRv3x6urq5Yt24dXrx4AYlEgrVr18LV1RWenp44dOgQ4uLiEBYWBmNjY40d+DNx4kQ4OzvjyJEjYpACqr8DFy9eRO/evSEIAkxMTNC8eXPY2NjUOghC3VRVVdU4L2SBsaysDHPmzIG9vT309fUxbNgw8bXnz59j1KhR6NSpk7iog7qTPw7y/71582Y0bdq0RthMSkpC+/btYWtri549e4qtP7L3qnvf7fLycvj4+GDhwoXiZ9u1axe0tLSwdOlSAIqfcdOmTRpZKcHqFgdNNSerfZGveZCNng4ODlYYCJSYmIhWrVrhwYMHKijpmydfQ5mcnIyVK1fixIkTCrV5S5cuhZOTE2xtbfHtt98iOjoanTp1gre3t1qPmKysrMSgQYPQokULsV/u6NGj4eTkhHHjxuHdd9+FIAiYMmUKcnJyUFFRgcOHD6NLly5wcXGBu7s7Bg0apDAJsyZJS0uDu7s7YmNjFWo4X66h27p1K+Li4rBhwwa1r9WtrKys0S1m0aJFGD9+PKZPny4+lNy5cwe9evWChYUFYmJiUFFRgV9++QWjRo1CkyZNNO47UVxcLP5t5c95Wdjs1auXQjP606dPcfv27Vr7aapbDe/L8+A+fvwYhoaGSEpKAlAdJAVBwJdffgngz76bZ8+eVXifOl8rmepx0FQz8jfNWbNmwcLCQpzvUP4iuHr1apibmyM4OFissSotLa0xb6K6kj1lFxQUIDAwEK6urvDw8IAgCIiOjlaomVqxYgVMTU1haWmJPn36YP369eKFU52f1pcuXQpvb28EBQUhNTUVEydOxOHDh8XvQUJCAgRBwIQJE8RmY6B68EdhYaHa1868zuXLlyEIAo4fPw6g5nKsmqa0tBR9+vTBokWLxM86ePBg2NjYwNvbGzY2NjAxMREDVWpqKsaPHw9ra2sYGxvDxcUFAQEBGle7LZVKMXToUOjq6opNxfKh6bvvvoOOjg569OhR64A4dey3nJubiy1btoiD/XJzcxEZGSn+3LdvX/Tq1QtxcXHQ0tLCF198IZ4X+/btQ0hICI4ePaqq4jMNxEFTDVRVVaGkpEThJimRSHDu3Dl4enrC29u71rAZFRUFY2Nj+Pj4qHW/IqD2EY/FxcUICAhA165dxQ77Xl5e0NPTw4gRIxQ6scfFxcHU1BSfffaZuE1dQ6b8sVi1ahVatmwJb29vODk5iSOEZfusWrUKgiBg4sSJGlOT/Tqyz52TkwMjIyPMnj1bfE3+7/3dd9/hu+++q/PyKUtxcTF8fHzg6uqK5cuX4+LFi+jevTvOnj2LgoICXLx4Ed26dYOxsbEYIvLz85GWloadO3fixo0b4kTkmubw4cMICAiAg4NDrWFzzJgxsLKyQseOHTVi4Mvt27fh4+ODd955B0+fPkWzZs3QqVMncWnhxMREWFpaQktLS1zpSCKR4N69e+jYsSP69++vlgGbvb04aKqBTZs2YdGiReJIx+DgYCxcuBBVVVVISUmBh4cHWrVqVWMll48++gh+fn4ICQnRuLkRKyoq8O2336Jr165ik+C7774LFxcXzJ8/X1yzWb5mc/PmzRpRs/XyTSA+Ph5+fn5o0KABrl+/DkDxRrp69Wro6upi5MiR4ohaTfGqh4W8vDwMHjwYrVq1EkdYy2RlZWHo0KGYOXOmRiyxKfs+FBYWivPEjhs3DsHBwQq11rIZBoyNjXHs2DFVFVepagtIUqkUJ06cgK+vL+zt7RUm4K+srERERARCQ0MxdOhQjQhYxcXF2LdvH8zNzdG4cWMEBwcjNzdX4Vz5/PPPYWlpiR49emDLli1YsGAB2rVrh9atW4vXDk04FuztwEFTDSQnJ4u1Uj179oS1tbXCpNLyYTMlJQWlpaUoKirCmDFjkJycLK7nq65u3ryJhQsXYvLkyUhISBC3Hzp0SKyhnDhxIpycnHDx4kUAwMyZM6Grq4sJEyaI22TUtSYTUCy7/A1zzZo1sLOzQ+vWrcWaS/mwuXz5cjRp0kShCV3dvTy4IzY2FitXrhT746WkpKB58+bw9/fHsmXLUF5ejmPHjuG9996DhYWF2i+3KlNVVSWGgoKCAnTt2hX6+vrw8/Orsa8sbFpYWODw4cN1XVSlkn3fKyoqcP/+faSmpop92CUSCY4fPy6GzcuXLyM/Px8PHz5Ejx49FObN1YSAlZeXB1tbWwiCgI4dO9ZYmheo7lozYMAAGBsbo1OnToiKiuIVf5hScNB8S8mv2AIA27Ztg7a2NoyNjbF///4a+1++fBmtW7eGpaUlevXqha5du8LY2FhhUnJ1dPLkSVhYWKBDhw6wt7eHg4MDhg8fLr5eWVmJnJwceHh4ID4+Xrygbt++HXp6ehAEocY0RupKPlhNmjQJvr6+CrV1q1evhqenJ4KCgsSJp+VvGOo6yXRt5GukBw8eDEdHRzg5OcHV1RXGxsbYsGEDAOD8+fMICQmBgYEBdHR0YGVlhebNm2vE6HJA8TuRm5sLoDps9u3bVxzk8fIsE3fu3EFgYCCcnZ1rXGfUlXyf7e7du6NVq1awtLTEO++8g0OHDon7nD59Gp06dYKhoSH8/Pzg7OyM1q1ba0RLh/xnKCoqQnx8PFatWgULCwsEBweLU9u9XIv/ciuHOj+Is7cTB823UEVFBVq0aKEQkGJjYyEIArS0tBAVFVVrE2heXh7Gjh2Lrl27om/fvmo/evTEiRPQ1dXF1KlTkZGRgYKCAsyfPx8ODg4KtZQXLlyAIAjYtWuXuO3777/H/Pnzcfz4cY17Oh8yZAiaNm2K1atXi31TZf7973+LE0/LajY1+cYxZ84cODg44MSJE2Lt1aBBg6CnpyeudpKRkYGUlBT8+9//xpEjR2pMCaWu5P+u8+fPx7Rp08QAXVRUhG7duqFp06ZYvnx5jXBx7949PH78uE7Lq2xFRUXw9vZGp06dcPz4cezZswcWFhZo2LCh+EAmlUqRlZWFefPmYfTo0fjoo480YmCgTElJCSIiIsSuUoWFhdi+fbsYNuUfLHJychRm6ADUO2iztxcHzbdQUVER9uzZo9DkXVFRgSdPnmDDhg3Q0tLCuHHjxNU7gJrr86p73zPZ6j3z5s1DcXGxeDO4evUqrKyscPToUVy/fh0lJSUoKChAcHAwfH19cfHiRZw6dQodOnQQl10ENKcp6LvvvoOTkxN++eUX8W8u33QKVA8Aat26NVq2bKn2U/a8TmlpKfr27YupU6eK0/q8ah13TfNyja6Liwu+/vprhQFfhYWFCA0NhYuLS61hU5NIJBJMnjwZwcHB4hyg4eHhsLW1RceOHWFgYPDapUU15frw888/w9raGgEBAWKrRkFBAbZt2wYLCwt069YNWVlZuHfvHtq3b4+xY8equMSsPuCg+ZabMGECQkNDFbYlJSVBS0sL77//vlg7U15ejq1bt2rEBbOiogLjxo2DIAjifG+y2oaDBw+iYcOGcHFxgZGREdzd3ZGcnIyEhAT4+vpCEARYW1vD399fI47FyzUMM2fOhIeHhziCVOblfmXffvst2rdvr1EjzR8/fqzQx7SyshItW7bEhx9+CKC6z6psHXfZIJglS5ZozEo/tVmwYAGcnJxw6tQphSApO19kYdPNzQ2LFy/W2LCZn5+Pr776Ctu2bQMAjBgxAra2trh58yaOHz8OMzMz6Onp1drtSNNs2rQJrVu3hq+vrxg2CwsLsW3bNlhbW8PU1BRubm5o3bq1Ri5HzN4+HDTfYmVlZVi2bBkaNGiAYcOGKbyWlJQEbW1tjBo1CsnJyZgwYQIEQdCYUcXp6emIiIiAvr4+vv/+ewDApUuX0KhRIwwbNgw7d+7E1q1b4ePjAycnJ5w+fRqPHj3C5s2bsWXLFvFGq65h81UDEiIiIuDr6wugOoS+HETlJ57WhD6ZJSUl+PLLLxESEgITExOYmJhg9OjR4trl/fr1Q0hICK5fvw4TExMMGTJEbAm4desWAgMDxe+PJurbty/CwsJq1N7KfzcKCwvh7++PNm3a1HhA0STXrl1DeXk5/vOf/8DZ2Rk///yz+NrkyZNhaGgIQRA0Zo5I+T6ZL18HfvjhB3h7e8PHx0d82CwuLsaVK1fw8ccfY+HChTzwh9UZDppvkdrCRV5eHtauXYsGDRogPDxc4TXZqg52dnZwdnZWGDmpCTIzMxEWFgZ9fX3Mnz8fRkZGiIqKUghQ58+fFwPGy9Sxz5VUKsXWrVuxb98+cVtYWJg4Qnjbtm0QBAE//vijuL/M+fPn4efnV2NVD3VVUFCADh06oH379ggLC8OiRYvw/vvvo2HDhjA1NUV8fDyuXLkCc3NzCIKAiIgIscYuOzsbY8aMQZs2bRS6mKizl2sj8/LyYGdnh+nTpwOo/fohm1e1sLBQY7pR/NV5vWbNGlhZWYnTvUmlUkRGRmLEiBFYtGiRRgWr4uJiDBs2DCdPnqw1bHp6eiIgIOCV/XHV8RrJ1A8HzbeE/Al///59ZGdnizeW58+fY82aNbWGzdTUVBw9elRjBji8TDbnob6+PoKCgsTtsuP1/PlztGjRAqNGjVJRCd8sqVSKGTNmQE9PDzt37kS/fv3QuHFj8SHi0aNH6Nu3L+zs7PDTTz+J78vMzMT48ePh5eWlEd+F/Px8NG3aFCEhIbh48aJCiDp37hzatm2LBg0aICYmBklJSbC2tkb//v1x9OhR/PDDDwgLC4OJiYnaT8AtkUjwn//8R1zVBaieA1H2sDVixAi4urqKUzXJX0cOHTqEqKgojfg+yMh3CYiJiUH//v0xbdo0rF+/XtxnzZo10NfXx65du/D06VM8fPgQwcHB2Lx5s7iPpoTN+/fvw9DQEAEBATh//nyNhS0WLlwIQRAQGBio9jOQMPXFQfMt8PJqPs7OznB1dUV4eLh4Q3ld2NR0GRkZGDFiBPT19fHDDz+I2yUSCa5evYpWrVrhm2++UWEJ37zw8HA0aNAAZmZmCs3hAHD06FF0794dgiBg2LBhGDp0KEJDQ9GkSRONmLanqKgIzs7O6NevH9LT08WQKZVKxXPl2rVraN++PWxsbJCYmIg9e/bAxcVFnOKoZ8+e4uT16uzx48fo0aMHOnToAAAYMGAALCwsxNkGNm7cCHt7e0RFRSkEiWfPnmHUqFHo2bOnRnShAKDQFcDd3R0+Pj7o168funbtCjMzM4wePVrct0+fPjAwMIC3tzeaNm0Kb29vMVyq88jq2lZIS01NhbOzM3x9fWuEzfT0dLi7u8PU1FTh+DBWlzhoqph8DcSsWbPg6OiIJUuWICoqCs2aNYO7u7vYr0oWNo2NjdG7d29VFVkl5JvRZWHz4cOHaN++Pdq1a6dxTUAjR46EIAho1KgRNm/eXGMuxFu3biE2NhY+Pj7i6NHU1FQVlfbNmjNnDgRBQHx8vLhNvkZTdiM9f/48jI2NxQevgoIC3L17F5mZmQo1gOqsqKgIu3fvhpWVFaytrWFnZ4cbN24oHI9PPvkENjY26NixI7Zs2YK4uDgMGTJE7Wt0awuEUqkU48ePR1BQkMLUXqNHj4YgCOKUVkD19TQqKgozZszQiCmM5FfsefnY3Lp1C46OjvD19cWZM2fE7Xv27EF4eDj27Nmj1p+dqTcOmm+Ja9euYfTo0di0aZO4bffu3XBzc4OLi4tC2FyxYgVsbW01ZuDP3yULmwYGBli+fDlCQkLg6ekpjpzUpAvpb7/9hgsXLmDgwIEwMjLCpk2bap2uRxZANaUpEKieQDoiIgIGBgYK54P8zVUWtGbOnAkdHR2NahYsKirCoEGDFEbLBwYGQhAE+Pn51Trxdnx8PLp06QJBEGBvb48uXbqodcisjexvHhQUhA8++ED8efv27dDR0cGSJUsAoMbckDLqfI7ILzM6ZMgQdOjQAb6+vkhISBAD982bN+Hs7Aw3NzcsXboU27dvR4cOHfD++++Lv0eTrpFMfXDQVBH5GomPPvoIDRs2hLe3t0Jzn0Qiwb59+2qEzdzcXI1pDvunsrKyEBERAUEQ4OHhIYZMdb6JvO7iX1ZWhoEDB6Jx48b44YcfxGBZUlKCq1evivupc3NgbWqrwQb+/Jyy82f9+vXQ19fXmNrciooKrFy5EqNHjxZrZUtLSzF//nwsWbIEVlZWeOedd8Tpm+TDZkVFBe7cuYPc3FwUFBSopPxvyquWnX327BmaN2+OefPmAajuOiBbAQmoPi+mTJmiMJhO3cm+66WlpWKXgdGjR+Pdd9+FmZkZ+vbti1OnTgGoPm/atWuHJk2awNTUFJ07dxavkZp2jWDqg4OmCsiHzF9//RXPnz+Hq6srBEHAsmXLFIKHVCrFvn374OnpCWNjY3GZufrsyZMnCqNH1Tlkys9j98MPP2D27NmYN2+ewlr2paWlGDRoEIyNjbF+/Xpcu3YN48aNg4WFhdoHitd5Vdh8+SHNw8NDIyZnLyoqQpcuXXDy5Elx21dffSWOFi8qKsJPP/1UI2xKJBKUl5drTHeB2padjYyMFF+fOHEibG1tsWLFCmhra2PRokXia8eOHUPXrl0VBsqpM9l3vaKiAidPnkTfvn0VZg9Yv3492rRpg379+okPW5WVlbhy5YrCIDp1vkYy9cdBs47JP1WOGDECdnZ2ePbsGbKyssSBDAcOHFB4j1Qqxa5duxAQECBOV8KqqeMFtKSkBJcuXVLYFhYWhubNm6Ndu3bo1q0bDA0NFVYyKS0tRVhYGARBQLNmzWBjY6OwDKemel3N5r1799CjRw9MnTpVLb8HL9u1axf09PTE6ZgOHz4MExMTdOrUSZwLsbCwEDt27ICVlRW6dOmCFy9eIC8vDxMmTECvXr1eOf+qunjdsrMXLlwAAJw9exaenp4QBAEzZswAUH2NTE1NRYcOHdCrVy+NaiIuKyvD4MGD4efnh8DAQEgkEoW/87p162BqaorVq1fX+n5NOhZMPXHQrEPyF4cLFy4gKCgIR44cEWsi0tPTYWtri5YtW9YaNjWlxqI+q6qqQvv27dGlSxdx28SJE9GsWTOx+SsmJkZc1142X6bMhg0bsG7dOvzxxx91Wm5Vkg+bsj6bBQUFGDt2LJo2baox/TP37t0LAwMDhUEuiYmJaNWqFYKCgsSwWVRUhB07dsDW1hZWVlbo3LkzjI2Nazy8qJu/Wnb2yJEjuH37NkpLS7F+/Xq0bdsWNjY2WLFiBSZOnIiAgAC0adNGYdCMJsjNzUW3bt1gaWkJLy8vcbt8t4k+ffogICBAFcVj7C9x0FSBDz74AKNGjUK3bt3EJj/ZRSMtLQ22trbw9PTEoUOHuF+NBlq3bh10dXXx/fffIzs7G127dsWWLVsAAN988w10dHTEkcNaWlrYuXOnikusevJhc926dZg5cyYMDQ01YjonmZ9//hm6uro1+psmJibC09NTIWwWFxfj/PnzeO+99zBu3DjcunVLBSV+c/7usrOyvuzJyck4cOAAJk6cCE9PT/Ts2RMxMTEa0Z2mtmt+Tk4ORowYAUEQMGXKFIW+ylKpFBEREejcuXMdl5Sxv4eDZh14+cIxdOhQCIIAR0dHPHz4UNwu66+XlpYGJycn2NjYKEzXwTRDZmYmBgwYAEdHR+zduxc7duxAfn4+du7cCSMjI2zYsAFAdf9dQRBgYGCg0GxcX2VmZooDwXR1dZGSkqLqIv1PioqKFAatHDhwACYmJmL3GPkmz9rCpoymrF/+d5edbdOmDezt7cUWgBcvXij8HnVuKpYPyhkZGQqfJTs7G0OHDoWTkxM+/PBDANV/+99//x0eHh4K/VgZe5tw0FSy2p5OKysrMXPmTAiCgEWLFolrMwN/hs3Hjx/Dw8NDY5oF67PKysoaa0wnJyfD2toa06ZNE1duGTlyJAYOHKjQRaJjx45wcXGBmZmZwvekvkpLS8PEiRM1YpS5rIuE7CHi0KFDMDAwUKidlK+ZW7lyJTw8PBAcHKyxXSf+7rKzZmZmePfddwEoHiN1bgGSlb2goAAhISFo0aIFWrZsiaSkJHGqK9lKaYIgoGXLlggICECPHj00ZkJ6ppk4aNaRMWPGYNasWeLPUqkUEyZMgJ6eHhISEhRGD2vivJD1VUlJCYKCghAREVFjLfopU6agYcOGYs1M9+7dERwcLN4wbty4gS5duuDgwYPIzs6u87K/rdS5WVReeno6hg0bBgMDA+zcuRM3b96ElpYWLl++/Mr3bN68Gfb29ujZs6fGHIeX1bdlZ+VVVFQgJCQEHTt2xBdffCGu+BUTEyOuV56dnY3hw4fD3NwcoaGhCiuHaep3gqk3HWJvHAASBEH8ubi4mIyMjGjx4sVkZGREH3/8MWlpaVFiYiJVVVXR9OnTCQCNHDmSGjduTLq6ukREpKWlpaqPwN6Qc+fO0W+//UZ3796lAwcO0BdffEGDBw8mCwsL+uabb+j06dMUFRVFly9fppCQEFq8eDEtWbKEPDw8aP/+/ZSXl0e+vr5kYWGh6o/y1tDR0YzLlq2tLcXGxpJEIqFhw4bR8OHDycXFhRYtWkTu7u6ko6NDDRs2JDMzMwJAZmZmVF5eTr1796ZPP/1UY47Dy6ysrCg2NpZ0dHRox44dtGnTJhoxYgRpa2uTVCqltLQ00tHRoVatWqm6qG+EVColbW1t8Wdra2uaNm0a+fv706xZs2jSpEn03XffUWVlJU2fPp0cHBwoNjaWJk+eTDdv3qSDBw9Shw4diIjvGewtpeKgq1FkT9y1NV08f/5cXFpv8eLF4vaqqipERUWhYcOG+Pbbb1+5qgVTT4WFhRg7diy6dOmCuLg4mJiYYOTIkdi2bRuA6iltzM3NxQmoIyMjYWxsDGNjY7i4uLy2dotphszMTAwfPhwGBgYQBAHvvPMOLC0tYWRkhMaNG0NXVxdaWloQBAEmJia4ffu2qotcJ+rDsrOyGsjS0lJcuHAB27ZtQ0hIiNidRubDDz+EhYUFoqOjxZrNrKwshIeHw93dHdHR0dxkzt5aHDTfkPz8fLRt2xbHjh0Ttz179kxhn2fPnmH27Nm1hs1hw4bB0tKSJ2TXQE+ePEGTJk2watUqPHnyBGPGjIG/vz8mTZqE/Px8DBgwAG5ubuJKPydPnsSZM2dq3GyY5srIyMDo0aPRqFEjcSCMRCJBcXExMjMzkZGRgfT0dGRmZqq4pHWrPiw7W1BQgDZt2sDIyAj29vYwNTXFgQMHUFVVpTBF05QpU2BjY4OxY8ciKysLQPVo9F69esHX15e717C3FgfNNyA/Px/Ozs4IDg4WLwAffvghhg8frjCqHKiu2Zw1axYEQUBsbKy4vaqqSmFtY6aeioqKsG7duhpLhMrmPTx16hRKSkqwZ88eODs7o0ePHli2bBm0tbUV1iRm9U9GRgbCwsKgq6srTvEDcL87TV92NioqCqGhodi2bRuWL1+Opk2bwsfHB3fv3gWgOB/oyJEj0adPH4Vtz549Q1paWt0VnrF/iIPm/yg/Px8uLi7o2rWrQlCcNGkSLCwsMHny5BrTkdy/fx8+Pj4QBAELFy6s4xIzZfrqq68gCAJ69OiBrVu3itszMjIwbtw4jBo1Ck+fPgVQPTVJeHg4evbsCSMjIwiCgI0bN6qq6OwtIN9cvHnzZlUX562hScvOyhQXFyMxMRHjx49XWAXs9OnTaNasGXx9fWsNm7L/ls2hydjbjoPm/6CoqAjOzs7o168f0tPTUVVVpbB2dVRUFGxsbDBx4sQaNZsjRoxAixYtYGZmhpycnLouOlOS0tJSHDhwAE5OTrC1tcXw4cPFSfl/+eUXNGvWrEaA2L59OwYPHgx9fX21n3ib/e/k5wuV9eVlf9KEkAkAs2fPRsOGDWFmZiZO1yULjufOnYOrqyv8/PzEsCnfB5MDJlMnHDT/B7LBPfHx8QD+bA4pKipCcHAw9u/fj5iYGJibmyuEzbS0NISFhWHv3r01JhtmmuHRo0f46KOPYGpqCjc3NzFcLlu2DA0bNqzR/zIvL48fOJgoPT0dY8aM4QcPDXbr1i289957EAQBkydPrvH6uXPn4O7uDnt7e3EAEGPqSAAAVY98V1fp6ekUExNDO3fupNWrV9PIkSOpvLycAgICSCqV0smTJ8nU1JQ+++wz+u6778jV1ZU6depEt2/fpkuXLtGpU6fI3t5e1R+DKUlJSQldvXqVPvvsMzp79iz17t2bPv74Y0pMTKSSkhJKSkqiRo0aqbqY7C0lkUg0dgqj+ublKYxk7t27R1988QX9/PPPNGXKFJozZ47C6ydPnqSVK1fSjz/+WOv7GVMHHDT/R1lZWTR16lTavXs3/fvf/6b4+HjS19enbdu2kYODgzifZmJiIiUnJ9Pt27fJwcGBVq1aRd7e3iouPasr8+fPp59++ol+//138vPzo/LycoqJiaHBgwcrzLnKGNMssgeG0tJSOnr0KKWnp5ODgwMFBgaSsbEx3b17l7788kv69ddfKSoqqkbYlHlVWGXsbcdB8w14+vQpTZ06lXbt2kVWVlZ0//598YIgXyuRn59PpaWlZGBgQE2aNFFhiVldqaqqEidRPnv2LO3YsYOWL19ORERhYWG0ceNG0tPTU2EJGWPKIjv/CwsLqVOnTvTixQtKS0ujRo0akbW1Ne3cuZM8PT3pzp07tHjxYjp8+DCNHz+ePv/8c1UXnbE3hpcReAOsrKxo2bJlFBYWRk+fPqWtW7cSUfUKQdra2iTL8sbGxmRtbc0hsx7R0tIS//6BgYEUGxtLe/bsoXbt2tHs2bM5ZDKmwbS0tKiiooL69+9PJiYmtGXLFsrOzqb4+HgyNjamLl26UGpqKrm7u9Onn35K3bt3p3nz5tGGDRtUXXTG3hiu0XyD5JvR165dS5GRkURUc0lKxsrLy0lfX1/VxWCMvUHp6en04MED+v3332n06NFERHT79m3q3r07LVmyhIYOHUpE1S1d169fp/Hjx1NRURGdPXuWjI2N6fbt2/R///d/9Mknn3AzOdMY3NP8DbK2tqa4uDgiIho3bhxpa2tTREQEh0xWA9dkMqZZzp07R1OmTKGSkhIyMzMjHx8fat26NeXn51N2djYZGBgQEVFlZSXp6uqSt7c3TZo0iaZPn06XLl2ikJAQatGiBX322WdExH0ymebgpvM3TBY2Bw0aRCNGjKDt27erukjsLcQPH4xpjrNnz1JISAgFBARQQkICHT9+XBzs2bx5czIzM6Pk5GQiItLV1aXKykrS1tamXr16UX5+PqWlpdX4nRwymabgGk0lsLa2pm+++Yb09fXJy8tL1cVhjDGmJGlpaTR+/HiKjIykxYsXk5GRERFVd5mqqqoiU1NT+vTTT2nKlCnUrFkzmjNnDunq6hIRUWpqKjk4OJCNjY0qPwJjSsVBU0lsbW1pzZo1PA8eY4xpIFnf+xs3blBZWRkNHz5cDJlEJM42QUTUv39/unfvHs2bN4/u3btH//rXv6i8vJwSEhLI2tqaQkJCVPERGKsTPBiIMcYY+y/NmzePEhIS6PHjx2RoaPjK/bKysmj37t301VdfUVpaGtnZ2ZGHhwft2bOHdHV1uU8m01hc3cYYY4z9l/T09EgikVBlZSUZGhrWOsuIVColKysr8vT0pLt379Lt27fJwMCAmjVrRlpaWrwKFNNoPBiIMcYY+4dkjYHt27enwsJCccYRQRDo5YZCbW1tys3NpcjISDp79ix5eXlR8+bNSUtLi6qqqjhkMo3GQZMxxhj7h2S1lq1atSIPDw9av349/fzzz+JrVVVV4r5VVVW0f/9+srS0JCcnJ4XfI9+XkzFNxN9wxhhj7L9kaWlJGzZsoGfPntHcuXNpz549RPRngKyqqqIHDx7QmjVryNXVlRwdHVVZXMbqHA8GYowxxv5HBw8epMGDB5OxsTFFRETQxIkTqby8nC5evEiJiYlUUlJCKSkppKOjI66Bzlh9wEGTMcYYewOuXr1KkyZNot9++40EQaDy8nLy8PCg5s2b0/bt20lHR4cH/rB6h4MmY4wx9oa8ePGCnjx5QleuXCFdXV3y8vIiT09PEgSBQyarlzhoMsYYY0rGzeWsvuKgyRhjjDHGlIIfrxhjjDHGmFJw0GSMMcYYY0rBQZMxxhhjjCkFB03GGGOMMaYUHDQZY4wxxphScNBkjDHGGGNKwUGTMcYYY4wpBQdNxhhjjDGmFBw0GWOMMcaYUnDQZIwxxhhjSsFBkzHGGGOMKQUHTcYYY4wxphT/D8L+nvKU4sudAAAAAElFTkSuQmCC\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.18518220530713048\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.35      0.26      0.30       150\n","        Baby       0.37      0.55      0.44       150\n","     Watches       0.59      0.86      0.70       150\n","       Decor       0.56      0.54      0.55       150\n","     Kitchen       0.41      0.46      0.43       150\n","      Beauty       0.25      0.17      0.20       150\n","   Computers       0.24      0.13      0.17       150\n","\n","    accuracy                           0.42      1050\n","   macro avg       0.40      0.42      0.40      1050\n","weighted avg       0.40      0.42      0.40      1050\n","\n","Clustering on BoW + LDA + T-SNE 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import TSNE\n","# tok variable comes from the countvectorizer + tfidf section\n","tok_tsne = TSNE(n_components=2,\n","                perplexity=50,\n","                early_exaggeration=12.0,\n","                learning_rate=200.0,\n","                max_iter=1000,\n","                n_iter_without_progress=300,\n","                min_grad_norm=1e-07,\n","                metric='euclidean',\n","                init='random',   # pca\n","                verbose=0,\n","                random_state=42,\n","                method='barnes_hut',   # exact\n","                angle=0.2,\n","                n_jobs=-1\n","               ).fit_transform(tok_lda)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_tsne)\n","    # Assign clusters\n","labels=kmeans2.labels_\n","\n","title='BoW + LDA + T-SNE 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_tsne,labels)"],"id":"2HJSc-aD7_HH"},{"cell_type":"markdown","source":["### MDS"],"metadata":{"id":"J7zRVCe66alM"},"id":"J7zRVCe66alM"},{"cell_type":"markdown","source":["* **Distance preservation focus**: Maintains pairwise distances between documents in lower-dimensional space\n","* **Global relationship retention**: Preserves overall structure of document relationships\n","* **Similarity visualization**: Transforms abstract similarities into interpretable spatial relationships\n","* **Stress minimization**: Optimizes projection by minimizing distortion in distance representation\n","* **Metric integrity**: Provides faithful representation of original document dissimilarities\n","* **Euclidean interpretation**: Projected distances correspond meaningfully to original feature differences"],"metadata":{"id":"tT-oJHlTFm5G"},"id":"tT-oJHlTFm5G"},{"cell_type":"markdown","source":["Interesting to see that the MDS projection gives better results coupled with LDA approach (compared to TFIDF). The best ARI score is for the BoW only strategy."],"metadata":{"id":"hZcRWNZ8CA8Z"},"id":"hZcRWNZ8CA8Z"},{"cell_type":"markdown","metadata":{"id":"9_LXyNYras58"},"source":["#### countvectorizer + MDS"],"id":"9_LXyNYras58"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:42.980711Z","start_time":"2021-05-24T06:39:09.302139Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535452494,"user_tz":-120,"elapsed":24766,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"e01dff08-dda6-46bb-9737-f29dd28b0426","id":"e7--3JnWas5-"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        4         133\n","Baby             1         123\n","Watches          5         160\n","Decor            6         150\n","Kitchen          0         150\n","Beauty           3         147\n","Computers        2         187"],"text/html":["\n","  <div id=\"df-fa9f5d82-c723-4bce-985c-28b55d1942b2\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>4</td>\n","      <td>133</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>1</td>\n","      <td>123</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>5</td>\n","      <td>160</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>6</td>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>0</td>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>3</td>\n","      <td>147</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>2</td>\n","      <td>187</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-fa9f5d82-c723-4bce-985c-28b55d1942b2')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-fa9f5d82-c723-4bce-985c-28b55d1942b2 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.23828443866644475\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.38      0.34      0.36       150\n","        Baby       0.46      0.37      0.41       150\n","     Watches       0.90      0.96      0.93       150\n","       Decor       0.51      0.51      0.51       150\n","     Kitchen       0.51      0.51      0.51       150\n","      Beauty       0.44      0.43      0.44       150\n","   Computers       0.24      0.29      0.26       150\n","\n","    accuracy                           0.49      1050\n","   macro avg       0.49      0.49      0.49      1050\n","weighted avg       0.49      0.49      0.49      1050\n","\n","Clustering on BoW + MDS 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import MDS\n","bow_mds = MDS(n_components=2,\n","              metric=True,\n","              n_init=4,\n","              max_iter=300,\n","              verbose=0,\n","              eps=0.001,\n","              n_jobs=-1,\n","              random_state=42,\n","\n","             ).fit_transform(count_vector_prod)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans3 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(bow_mds)\n","    # Assign clusters\n","labels=kmeans3.labels_\n","\n","title='BoW + MDS 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bow_mds,labels)"],"id":"e7--3JnWas5-"},{"cell_type":"markdown","id":"awful-remainder","metadata":{"id":"awful-remainder"},"source":["#### countvectorizer + tfidf + MDS"]},{"cell_type":"code","execution_count":null,"id":"committed-shaft","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:42.980711Z","start_time":"2021-05-24T06:39:09.302139Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"committed-shaft","executionInfo":{"status":"ok","timestamp":1746535478568,"user_tz":-120,"elapsed":26072,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4b148457-1665-4025-c3af-da4fe11a671c"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        2         159\n","Baby             0          96\n","Watches          3         168\n","Decor            1         160\n","Kitchen          4         151\n","Beauty           5         155\n","Computers        6         161"],"text/html":["\n","  <div id=\"df-2e78cc1e-06c9-4e43-a5a3-94d5b8605d0e\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>2</td>\n","      <td>159</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>0</td>\n","      <td>96</td>\n","    </tr>\n","    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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.09610740271693684\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.25      0.26      0.25       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.47      0.83      0.60       150\n","       Decor       0.23      0.24      0.23       150\n","     Kitchen       0.54      0.54      0.54       150\n","      Beauty       0.19      0.19      0.19       150\n","   Computers       0.21      0.23      0.22       150\n","\n","    accuracy                           0.33      1050\n","   macro avg       0.27      0.33      0.29      1050\n","weighted avg       0.27      0.33      0.29      1050\n","\n","Clustering on BoW + TFiDF + MDS 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA1kAAAKnCAYAAAB07ofuAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsnXd4HNX5tu+Z2d7Ui3vvHWOM6d0G04kpoRNqqCGdjyQkJHHyS0hCgNBDNxB6L8ZUgynGGNu44F7V22pX2j7fH8fSarWzq7YruZz7unTZmjMze3a26Dzzvu/zKrqu60gkEolEIpFIJBKJJCOofT0BiUQikUgkEolEItmXkCJLIpFIJBKJRCKRSDKIFFkSiUQikUgkEolEkkGkyJJIJBKJRCKRSCSSDCJFlkQikUgkEolEIpFkECmyJBKJRCKRSCQSiSSDSJElkUgkEolEIpFIJBlEiiyJRCKRSCQSiUQiySCmvp7Ank4sFmPXrl243W4URenr6UgkEolEIpFIJJI+Qtd1Ghsb6d+/P6qaOl4lRVYH7Nq1i0GDBvX1NCQSiUQikUgkEskewvbt2xk4cGDKcSmyOsDtdgPiQno8nj6ejUQikUgkEolEIukrvF4vgwYNatUIqZAiqwNaUgQ9Ho8UWRKJRCKRSCQSiaTDMiJpfCGRSCQSiUQikUgkGUSKLIlEIpFIJBKJRCLJIFJkSSQSiUQikUgkEkkGkTVZEolEIpFIJBLJfoiu60QiEaLRaF9PZY9B0zRMJlOPWzdJkSWRSCQSiUQikexnhEIhysrKaGpq6uup7HE4HA769euHxWLp9jmkyJJIJBKJRCKRSPYjYrEYmzdvRtM0+vfvj8Vi6XHkZl9A13VCoRBVVVVs3ryZUaNGpW04nA4psiQSiUQikUgkkv2IUChELBZj0KBBOByOvp7OHoXdbsdsNrN161ZCoRA2m61b55HGFxKJRCKRSCQSyX5Id6M0+zqZuC7yykokEolEIpFIJBJJBpEiSyKRSCQSiUQikWQERVF4+eWX+3oafY4UWRKJRCKRSCQSiaRTlJeXc/311zN8+HCsViuDBg3ilFNOYdGiRRl/rA8//BBFUaivr8/4ubONNL6QSCQSiUQikUgkHbJlyxYOPfRQcnNz+dvf/sakSZMIh8O88847XHvttaxdu7avp2iIrutEo1FMpt6TPjKSJZFIJBKJRCKRSDrkxz/+MYqi8OWXX3LWWWcxevRoJkyYwM0338znn3+etL9RJGr58uUoisKWLVsA2Lp1K6eccgp5eXk4nU4mTJjAm2++yZYtWzj66KMByMvLQ1EULrnkEkBY0M+fP59hw4Zht9uZMmUKzz//fNLjvvXWW0yfPh2r1crixYuzdl2MkJEsiUQikUgkEolEkpba2lrefvtt/vSnP+F0OpPGc3Nzu3Xea6+9llAoxMcff4zT6WT16tW4XC4GDRrECy+8wFlnncW6devweDzY7XYA5s+fz5NPPsl9993HqFGj+Pjjj7ngggsoKiriyCOPbD33r371K/7+978zfPhw8vLyujW/7iJFlkQikUgkEolEIknLhg0b0HWdsWPHZvS827Zt46yzzmLSpEkADB8+vHUsPz8fgOLi4lYRFwwG+fOf/8x7773HrFmzWo9ZvHgx999/f4LI+sMf/sDxxx+f0fl2FimyJBKJRCKRSCQSSVp0Xc/KeW+44QauueYa3n33XY477jjOOussJk+enHL/DRs20NTUlCSeQqEQ06ZNS9h24IEHZmXOnUGKLIlEIpFIJBKJRJKWUaNGoShKl8wtWpr6thVo4XA4YZ/LL7+c2bNn88Ybb/Duu+8yf/587rjjDq6//nrDc/p8PgDeeOMNBgwYkDBmtVoTfjdKa+wtpPGFRCKRSCQSiUQiSUt+fj6zZ8/mnnvuwe/3J40b2awXFRUBUFZW1rpt+fLlSfsNGjSIq6++mhdffJGf/vSnPPjggwBYLBYAotFo677jx4/HarWybds2Ro4cmfAzaNCgnjzFjCJFlkQikUgkEolEIumQe+65h2g0ykEHHcQLL7zA+vXrWbNmDf/+979b66Pa0iJ8brvtNtavX88bb7zBHXfckbDPTTfdxDvvvMPmzZtZtmwZH3zwAePGjQNgyJAhKIrC66+/TlVVFT6fD7fbzc9+9jN+8pOf8Nhjj7Fx40aWLVvGXXfdxWOPPdYr16EzSJElkUgkEolEIpFIOmT48OEsW7aMo48+mp/+9KdMnDiR448/nkWLFnHvvfcm7W82m3n66adZu3YtkydP5q9//St//OMfE/aJRqNce+21jBs3jjlz5jB69Gj+85//ADBgwAB+//vf86tf/YqSkhKuu+46AG6//XZ+85vfMH/+/Nbj3njjDYYNG5b9i9BJFD1bVWz7CF6vl5ycHBoaGvB4PH09HYlEIpHsazTVQqABFAXs+WDrxN8aXYdIEDQzqFr25yiRSPYpAoEAmzdvZtiwYdhstr6ezh5HuuvTWW0gjS8kEolEsufTWAH+Kgg1grMYnEWdEyN9SSwm5qzHwJEHpnYLmUgYqlbDGz+FHV8JkTXyOJg9HwpHGZ8zGoGG7bDyOdj+ORSOhekXQ84gsDiy/5wkEolE0imkyJJIJBLJnk3V9/DMeVCzQfyuKDDpXDj+9+Au6fn5dR2a63dHknITx7xlUP09lC2HvGHQfxp4+nccPfLugpXPw9KHIdwMY0+BQ66DvKHicQDqNsPDx4uIVMs81i+EnV/DFR9B3uDk85avhEdPgnCT+H3DIvjiXjjnSRh1PGiW7l8HiUQikWQMKbIkEolE0ntEQqCqoHbyz493Fzxxmvi3BV2HFU8LgXX0LWCypj6+Ixp2wrq34NunQNFgxuUw7Ejw9IO6LfD46UIMtWD1wEWvQL+p4nkYzrkMnvkh7Pomvm3pQ/DdC3DF+5A/XIikxf+MC6y2NNXCmldh1rVxQQYimvfi5XGB1YIegxevhB8vgVwDYSaRSCSSXkcaX0gkEokkmXAz1G0VkZOajRDw9ux83l3w3cvw3EXw0tWwdQn4qzs+rmZDosBqy5cPgK+i+3Nq2CEE3Js/hZ3LRMreS1fB/y6C+u3w6g2JAgsg6IWnfgCNKeYEIurVVmC10FwHi++EcEBczy0fpz7H+neTxVRzTTya156QT8y5hUAD1G6G6vXgq0z9OD0hFhMitXwVVKzu2WshkUgk+xgykiWRSCSSRHyV8Nld8OX9ItKiKDB6Dpz0d8gZ2PXzNeyEJ8+CqjXxbSufgwMuhmN/B86C1MfWbko9Fm4SYrA7xGKw6kUhQtqz40vY/iV4dxgf21Qj5uUoBHO7OqtYFJYvSP24a1+Fo34JmlUc35DiMdwloJqT55yOaEj8W7MR3voFbFwkon6Fo2HuP2DA9MzVbQV9sPkjeP2muIgrGAFnPgSlk0GTywuJRLJ/IyNZEolEIokTCcCS/8Bn/06sFVr3Fjx3Cfiqko8J+oWQ8u6CaDhxLBqFZY8lCqwWlj0GtRtTzCMkRFTh6NRztXrA3A3REPCCdycsfyr1Pt88DsOPTj1e/b0wnoi0e74o6edksgGqEJaH3ZR6v4OuAlO7+ip7HriKjfdXTaJmrH47PHIibHhPvG4tc338VKhel/rxUhFqSn5NAarWiZTItlGymo3w6FxhzCGRSCT7OVJkSSQSyf5KJCSiMqE2aWmNFfDlfcb77/gKfOXx32NREQl67Ua4Zwbcdxh8MF8Irhb8lUJMpWLpI3ExACKFcMtiePEKePYCMNmFWYQRh1wH7tIOn2b83DXCKOKZ8+H7t4A0HUx0PdkNsC05g0RaYdvrAaJO68BLUx83/VLhjAgw5DCYen7yPsf+DgpGJm9394O5/zQ+79G3gKsItnxinLanx2DhbdDckHpubanfBl8+JF6DV6+HHV+LdEcQIvWDPxkfF24SUcoOusNEmyNE6gNE6oPEIh1E6CQSiWQvRMbzJRKJZH8jEoL6LfD5fUI45Q6Bw26EwjEQbEyfgle3BUon7f7/ZnjwaHEMQMgPi++AdW/AhS8JFz50Y3OHFsJNYkGuKEIEvXcbfPNEfLxiNZz5ACz8HexaJrZpZphxhRAsmtnwtEk014u5LblH/K5HheNfVYrozoGXitopI0bPEdct0CCiNrmDEscLRsK0CxOfB0DxeCGqtN3OhK4iOOGPwuBi4wfCwGP4UeAqMbanV1UxfvkieP9PULlKiL2jfi1SAU12+P7t1Ndg51cQ9oM9J/U+IFIh/zs7MUr17dNw9K0w80ohyitWpj5+2+ciImq2Jw3pkRjhqmYa3txEcEM9iknFcWAJ7iMHYsqVvXokEsm+gxRZEolEsr+x6xt4bG48Dax8Bax9TURJRh4j7MljUeNj3f3Ev+Em+PgfcYHVlqq1sGMpjD8VbHkw9uRkwdHC1B/GXfpqNyXv11gGz18Kp90rxEy4eXfaXEnX6ot8FXGBBbD1UxEJKxiZbCYx8CAYdLBI1zvl3/DhfDEPq1vMd9BMYZABxoLUWQjH3Sb2/fIhCPtgyg9h0EG7hWcbHPnip2RC556H1QUDD4SzHxOi1mQVx7eQKuoHor8YxI1E7PnJNWVBn4h4GZllfPBH8Zo6i4SLYSpDjaIxKa3kIzXNVN7zDUREpEsPx/AvKSO4vp7CKyZhyumBU6REIpHsQUiRJZFIJPsTjRXw8tXGdTZv/wKu/RLGnw6rXkgezx0CngHi/831sP6t1I+z4hkYexJY7HD4zbDmNQjUJ+7Tfxr0mxL/fdnjxufyV8Mr18BVn0DxuDRPLg2bDZz8XrkOTrkTKtfAujeFuJxxRdzCHWD0iUJsmewQC8N3L8GXD4r0O1UTduxGOAvFz8CDRNSsJzbzRtg8xtGuKT8U9XRG6XqH3gDfPgOL/yF+n/gDURfWVpg118K611M/7ob3ROTtyF8Jl8X2KCpMv8Swj1gsGKHh3a2tAqstkepmQtsbpciSSCT7DLImSyKRSPZUws0iha67DnpGNNemduyLhoV5wew/wbAjEsfyhsIFL8TFh6KC2Zn6cWw5tP6JyRsGV34AB/5IGDfkDYXjb4dzF8RrqnQdImmeZyTUiSeXBqXNn7v84TDiGPHYz14gUux+8Aic/zxMOTf+HEEYVJhs8NzF8MLlsPYNIbAADv1JvL4qFZqpewIr6BORopC/a8flDITT70sWORN/ABYXLPq9iD4GG+HrR0Qz5Ppt8f30WOooJsRTKAdMh2NvS+x3ZnGKpsg5gwwPjQWiBNfXpTx184oq9A5quSQSiQTgnnvuYejQodhsNmbOnMmXX36Zdv/nnnuOsWPHYrPZmDRpEm+++WbW5ygjWRKJRLKnEfKLHkef3QUVq6BoLBx6IxQMFwvlVDQ3CCOLaFCIHHe/xGa2nUHXxXHzHhUpdvXbRZqZu7Sd+CgWUZ/3fmt8numXxdMAFUUIm9l/hiN+Jpr+OosSm/kqCkw5T5gmGDH+NJF62F2GHS4sxo/7vXAWrFwDQw8TJhPrF4oURHtu8nGqBiOOg0vfgvd+D5XfCRFx5K/E8dYOXg904/OmItAg6sQ++bsQvCWT4IifQv6IzqVHWl0w7lSR0rhjqeifNWim6Ou14Ozk/X2VsOJ/cNhPxHO15cCQQ0U6pRGjjhP/OvJFfdbEM8R7VbOIdE53acpUQUUB1WYiGjIWzKrTjNLV96tEIulTGppCVPtCeANhPHYzhU4LOQ7j74BM8eyzz3LzzTdz3333MXPmTP71r38xe/Zs1q1bR3FxsgPrZ599xnnnncf8+fM5+eSTWbBgAaeffjrLli1j4sSJWZunosvbRmnxer3k5OTQ0NCAx2OQmiGRSCSZJBYVjWifOS8x5UtR4AePivomox5EtZvg9Zth0wfid3c/mPMXGHH07qjSbhorhKlB+ya7IEwkrl0K+UM7N1dvmYgE7VyauH3mNXDkLxJrhTpDY7mIGG37PHG7PQ+ueD91al5naPZC9VpxXds2QTbb4fwXYPDBhiluCTTVikiOyZw+guUtg00fikgROhxwiXgd2tdjtSccECLz1esStysKnPsMjDohUZh2lqZaeOIM0STZiNLJcNHL4Njdr6x8JTx0nDCvaMv4M2DuHen7mhkQ9YfRw1EwqTQtrcD79hbD/YpvmIalfxrR2oZYMELUF4ZwDMWqoXksKJpMzpFIOksgEGDz5s0MGzYMm617pjO76pv55Qsr+GR9/Dv1iFGF/OWsyfTPTTa+yRQzZ85kxowZ3H333QDEYjEGDRrE9ddfz69+9auk/c855xz8fj+vvx5PhT744IOZOnUq991n7Kab7vp0VhvISJZEIpHsSTSWwSs/Tq6p0XV47QaRptXeza5hJzx6sojQtD3PcxfDBS/CyGPj290lcPp/RN+k9nVZJ/xJON61EIuK83jLhNFF7iARwWqJ3nj6wblPQcV3otbH5oFpF4jara4KLBBRkHmPwprXRSPkUBOMnQsH/zi9oUNniIXgzZ8lCiwQqZj/u0DUe3XUaLkzz8lbBk+fmyhotn8phMwPn00vtPyV8NbPk7fruhBeV34EOQM6nkN7VJNI5UuFxZmY9lc4VlyPT+4QDYcd+XDIDSLFsgsCKxaMEN7lp+HNzYR2NKK6zBRePIHAUA+hLd6EfT0nDEHL69xCL1IfpP71jQS+qwEdFKuG++hBOA8sRXN10m1SIpH0iIamUJLAAvh4fTW/emEFd503LSsRrVAoxNdff82vf/3r1m2qqnLcccexZMkSw2OWLFnCzTffnLBt9uzZvPzyyxmfX1ukyJJIJJI9CX+1iDwYEWgAf1WyyNr1TaLAasu7t0K/yYmRlwHT4epPhdvezqVCFB16ExSPjS/Go2FhU/7s+fH5qBoccqMwPnAWim3uUvHTVsj1BHc/mHG5SA/UYyKKlQnTiKYaKPs2xVitcNzrSGR1hk0fGEeMyleItMTpF6c+1rsrdf2dv0o8h+6ILJtHvGapUgBnXZsY7TSZoWg0nPxPCDaAao6/3l0guMVLzSPftf4eawxTdf8K8s4bg3r8EJpX16DaNByTitByLKj2jpckUV+ImidWE97pa92mB6N4396Coiq4Du2fENGK+kLogSioCqrThGqVyx6JJBNU+0JJAquFj9dXU+0LZUVkVVdXE41GKSkpSdheUlLC2rVrDY8pLy833L+8vNxw/0whv20kEomkt4hGRGQo5BNuda6i9BGGzrJlceqxytXJ/Z5MVmGzfdL/CYMFsz15Hg074InTE3tcxaLCma5oLEw5p+fzToWiCIOMTBLtwDjDyIq+qzTX704RTMHXj8K4U1JHxDqqR+pJvdLAGaJWa82ridvHniIcEI2wOOJ1YLou0jkjzSKt1FWatkdZtDFE/Ssbk7br4Ri1j6+h+KYDyDtlRJefRrQ+mCCw2uJ9fxv2SYWY8mzEwlHCO33Uv7KRcJkfFLCNyyd37nBMBdlLY5JI9he8AQOH2jY0djC+PyBFlkQikfQG/mpY8Sx89H/CylzVRI3L8X9IjE44C8Ui3CiaZcsxrgUqSFOr5CxMXWtksokfI9a9mbqJ8Ed/gRFHiV5Vewv2XLB6IOhNHlMU4YDYY/S482Cq8XS4+wtjk5CBiPD0j9dMdQdXMcz9h4haLV8gRNPUH4o+Ya409WUg3ovfvwPv3y4iplY3HHQVHHRF3B2yHbFAhGhtimbOQGirF0tp128whCubUo7pgSh6SDgjRiqbqXpgBbS8HDoEVtdStcNH0Y+nyMbHEkkP8djSp+a6OxjvLoWFhWiaRkVFRcL2iooKSkuNv49KS0u7tH+mkFWiEolEkm2iEeHg9s4t8V5RsSisel7UTbVt6uruB6f9JzlqoSiiMa67H0mMPC51VOGQG7snhipWpR6r2yKe096Eq59oEGzEgT/qVjpcEvY8mJYmHXDahenrutwlcNo9ya+9aoIz7jd+7buCq0gYfJz6bzjtLhgyq2OBFY3AqhdFb7WWlNRgo3A/fPPnKVNbFVWBNIG3zqQGGqF50qSOqgqKWSPWHKHhnc1xgdWGqDdEcLOB0JZIJF2i0GXhiFHG35tHjCqk0JUdh0GLxcL06dNZtGhR67ZYLMaiRYuYNWuW4TGzZs1K2B9g4cKFKffPFFJkSSQSSWcIN0FzXWpxEfAKK+vq9cLBry2NZfDRX42P2/GVqMVpQdVEM9yrFsPkc6F0EkyaB1d+DKOON3YW9AyAH/4PzO0sviecJdL62keyohFh0NCwS5hLGDHoYOPtAMXjM99cN9toJphwpujjVLA7Tc1dCif9XdixGzX27Q6jjoPiCcnbi8bBmDkdzNEijr9qMUy9AAYeCDOuhGuWCBv2vrA395WJCJYRa14VtWIGqE4z1tEpLPc1BcvAzrkItsdUaEd1Gt9QcEwtQnWZiYWiScYabQmsrul0Py49EiPaGCLql6lPEklbchwW/nLW5CShdcSoQv561uSs2rjffPPNPPjggzz22GOsWbOGa665Br/fz6WXXgrARRddlGCMceONN/L2229zxx13sHbtWm677TaWLl3Kddddl+ohMoJMF5RIJJJ0NNdB5VpYcrcQS8OPEhGJ3MFx8VK7Cd7+lbBe13WxiD/pDhg0Y3f6lz8ewTKiai30nxr/3eKA0olwyr+ECLI4RN1UKkxWGHIYXPuFmGugXrjZuYqTIycNO2HpI7DsUWHRPeYkYbeeNzzRHnz4USI9MdCQ/HjH/i4zkZ/expEnaqIGHSSaG6smIbQyKV48/eGC50R63bLHxfth2oUw9kQhhtsSDQvxbnbEI5EWl3jtT/6HMMGwONPWPnUafxX4qoSDoatYuER25jUMeNO/d6vXi/q+dqg2E3mnjqDqgRVEG9rUwymQf95YVHf3FmBajoXCyydS/fAqYr648LEM9eCZPRTVohELRlCdZqIh43RXLc/aYT8uXdeJ1gXwLSkTBh0WDdehA7CNzk0fTZNI9iP659q567xpVPtCNAbCuG1mCl3Z75N1zjnnUFVVxW9/+1vKy8uZOnUqb7/9dqu5xbZt21Db/D075JBDWLBgAbfeeiu33HILo0aN4uWXX85qjyyQfbI6RPbJkkj2YwJe+PKB5Dv5Fhf86F0omSAMIh4+PjEaBWLhftm7YkFftwXumg6xdlEw1SQW/Uf8XCymLc70/ZdaiITAVw7VG8QivWisOM6ek/447y544kyoWpO43eqBKz+MR3hAiIOK7+CFy0RzXBCi6/jbYfypIjVOkp6mGvGvPT9RyIWboW4rfPkgVKwUDYcPugLyhqQX092lfhv872LYtSy+beBB8IP/JjtVtqdmg3jvpuKSN2HooSmHI/VBQtu8BNfXoeXbsU8sQMu1opo76EmWBl3XiTaEiNQFiDWGMBU7WtMPFU1BdZrxf15maLwBUHLTAZg7qAcLVzdT9Z/lxJoSP7PWkbnknzMGrZsiUSLZU8hEn6x9GdknSyKRSLKJrxI++GPy9pBPNP497xnY9kWywAIhUt79jdjHUQQTzhCNZluwuuHMB4XBxEPHCbFUPB7mzIcBB8Z7UbUn3AybPoLnLxXHgFjAH3QVHPGz9CJt+5fJAguEGcTif8JJf4sv8hVFRFQufl2IhWhIRMVc/YxTFtvOrzPRt97AWwbV62DH16LB8oADRTQp3fwziZFRRSwq3CCfPkf8H2D7F7DsETjvf6JpcUdNkbuCvwae/1GiwALY8aWoszr7ifR1Yo5Ckb66+aPkMXueEIZpMOVaMeUW4ZjciZsHnURRlN3ntYpeXBVN1L26kdAuH1qOFc+xg7GNy8e+oZ7m72raHAi5Z45Cy00fiYqFozR+sC1JYAEEN9QTrmySIksikXSIFFkSiWT/JRoRQsVkA5PBomnbkuSmwC1s/xwCdaL3USp2LhXnd+TBcb+Hum2w4wsxdvwfRJ3Wrm/i+1euhsdPg4teEel6RjTsgGd/GF+gg5jjF/dB/wNSW6tHI7Dyf6nnuu5NOPqWZGHkKu6cnXrIL9ImP71TPI+icXDYTZA/TET+jObjK4f67eIa5Q8TYtTm7vixOkPdVmFBX7spvs3sgAtfFrVOmRQyXaGxHF66MvH1A/H7S1fuborcjV5Y3jJx3Td+IPp9jT5BGGX4q4SgMmLLYuF6mU5k2XOFUcbjp0Pd5vh2iwvOf77nZhw9QNd1gpsaqHl8datxYyTQRO2CtbgOH0DOaSNwHzuY4KYGVKuGZVgOmtvc2itLj8aI+sMoioh+KaqINsaaIjSvNO7/A9C0rBLbiNxsPz2JRLKXI0WWRCLZ/4iEoWErLHtCLEDzR8LMqyBvaGIEKa0dN2Jhlz809birOL6YzxkA5z4FjbugZpNYvLYVWG15+1dw0avG4mblc8kL9BY++ZuIhBgdpyhgSZPybHGC0k0vpGgENn0oGhe3iNKK7+C7F2De46Luq230KBISIvXZC+P1Pooq7MUPvann9V6BBhFpbCuwQIi5BfNEI+aO0uQyRWMZNNWJ62/P391UOEWz6aYaMd5VkVW/XQjKmg3xbe/eIq59RwI51In+YHlD4dI3Rdrorm+EIB4wXUQF+0qsIpwC61/aYOiM71u8E+fMflj6u7D0Txb5kboA/i/LafqmElQF54ElOA4owdQS5VJT12wpFpVYKEqsKQy6+F0Px4g1R1DMGprLjGqTyyuJZH9HfgtIJJL9j7Ll8NjceB+orZ/B8ifgzIdEjVSLc96QNPau/Q8QNVATzxIRKSNB1t4+3VUkfvpNgY/+lvrclWtEZKg9uh6vjzKiYacwUzBC1WDGpbDiaePxAy8XZgjdwVcOr1ybHPXTdXj1erjmABFdacG7A548K7FBsB6Dz+6C4okw9dzuzaMFfzVsWmQ8FmgQ4ivbIiscEAL+lWtFTRSImrfT/pP+uI6EfXtCflh0e6LAAiHEn7sYrk7TqFpRwJbbucfx9Bc/I47u2vyyiN4cIepN0WRah3CFH3NhcspqpC5A1X3fJhhyeN/dStM3lRT+aBKay4TjgBL8nyWnAaseC65Z/al/ZQNNy6sgqmMdkYPr8IE0frCd0DYvtjH55J4+Qvbikkj2c6SFu0Qi2b9orBBpWe0b7eo6vHod+NrYr7tKRGSlPSYbnPxPUXPj6S8MBNR296zGny7qsFK5mKWLMJhsyecDca5UaYQgHAXb27i3pWAkHHRl8vb+02HyvER3wa7grxYujEYE6oWrXVvWvJ4osNry8V+TLfC7SiSYOs0T4oYU2aR2k4gutQgsgJqNIl3QmiKiaPV0zvikLf5qETE0IhaB5noYfaLx+LjTuv54exJpok0Aijn5/axHdZqWVSQ6Hu4mUtVMcEMdiknDffgAw9qt/HPHUP3IKpq+roSoeI8FNzZQ8+RqPMcORjGrBNbWUvP4aqKNKd7jEolkv0BGsiQSyf5Fc01yGlkL4WbhBJg7WPxuy4FDbhCF/4v/Cf4KGHI4HHw15A0T+1icMHoOXP+1MFgIeoWjoLvU2PighWFHiOiSUerf1PNTN4kdeawwHDASNcfdJuq/UuEoED2hJp8L3zwOQR9MOVcYXPRWbU04IFIJU1G/LdmFsavYckSdUaq0vOKxPTt/R4SbYPG/jF/bpQ/DCbfDazcmj538T/G+6QqxSPrrVbZc2MG/bYM1r4hImaKKnmEn/DFz/cH6ANVpwtzfSXhXctRXMauYi5JvOMSawyIClQL/1xXYJxZiyrNRdPVkAuvqaP62CsWq4T56IJGqANE6A2v4iI7/yzIcU4vxf1lOeJefaH1QGmRIJPsxUmRJJJL9i466VrRvNuwsgJHHCLOEaFBEG9o34jXbRd1K3tDOz8NdCvMeEyldbRfjpZPh8J+KaJYROYPg0rfg5WviNV3ufqKpbmm7nh9NtcIJUVGFS5zZJp6PswAGThfXIhM9opyFqYWfLTdeYxUOwJZP0oucTDQ6dpfCsbfBazckj40+EVxdFDJdJeiDXV8bj23+GIYcCj96Dz75O1R/D4WjhY1/0Ziu98SyuEWEsn26YAuDZopo62l3wXG/hWCjcLZ0Fol/92I0p4W8eWOouv9b9ECbz5ACeeeMQXMbX0vFlDpiq2hq62fClGvDNbMfjqlFoCooqkLjBztSHhvc1IDnhKGtv4crm7AM6tw1jvpDxJqigI5qN6G5pDiTSPZ29iqR9fHHH/O3v/2Nr7/+mrKyMl566SVOP/30tMd8+OGH3HzzzXz33XcMGjSIW2+9lUsuuaRX5iuRSPZA7Hli0Wlku66ZE3tFtcXqhkYf1G4W+znye9YrymyHkcfBdUuFaURjBQw7XCyY00UzFAWKx8H5L0BzrajBsucKodUimMIB4TT39q+EPbjJCpPPExbvbWuRMtWE11UKp92TaHzRcv5T74pHyXwVYp95j6UWZcf/vufGF6omenlZnPDe74TomX4xjJotXntrB/3EeorZLqKhqYRPzUY47Cdw1sOipsriTG3Z3xHuYjjxb/DkGcljQw8XohzE+zeLoirqDRL1hyGqozrNaG4ziqkXTDFU0dw4tK2RcJmwcLeNzUd1mw3TXzWXBefB/YRhhgGuQ/qjWhPn3epGGNNRXalFsGo3oYfjYq8jq3gQ6Yvhcj91L64nvNMHgLm/k7wzR2Hu5xSiTyKR7JXsVSLL7/czZcoULrvsMs4888wO99+8eTNz587l6quv5qmnnmLRokVcfvnl9OvXj9mzZ/fCjCUSSUYJNIgalHCzSHNy9+v6nX93PzjlLuEy195k4NjbjGtUAo2iT9BbP4+Ls6GHwSl3ClHUXcx2yB8ufrpKS0TKiOrvRYPkljSySBCWPQpbP4GLXoec/t2esiGaCYYfDVctFuYVld9B0Xg49Hrx3FqcBWs2irm8dxuc+YD4tyV10J4n0tf6p2l82xXseTDpB+J18lXAB38SNvdWj6hLm3YheLKUIml1w+E/g43vG4/PulYIX5O1++KqLYMOgotfg3dugfKV8ec44/LUaacZQo/phMt81Dy1lmhtABCpep7ZQ3EcUIzm6OLnswtEG0PUPr6aSE0AyyA3pkI7kZoANY+tRrWbKL5+WtwtsA22sfmYB7sIb/MlbLeOyUsbeVJUBdfMfjR9ZVwz6DighOYVwvpddZkxFXTcJ67FhEMPx7+Lwrv8VN63gpIbpxmmPEokkr2DvUpknXjiiZx4YooCXgPuu+8+hg0bxh133AHAuHHjWLx4Mf/85z+lyJJI9jbqt8EbN8OG90S0xOISC9kDLuxa5ENRYMghcNXH8PHfoOxbyBkMR/5CpNtZDBY1Zd+ICExbtiyGR06Cy9+H3IHJx/QVzQ2w8HfGdTo1G8VzybTIAnHdSifCKf8SNUlmg2bELWYXVWvhtZtg5tVQMFykS0ZDccfGTOKvFs2eWx47UiUE1/fvCkt9d0n647tLyQSY/WdY+Nv4a6FZRN1VfopoaXexukSN34Uvi2uvaMJYpas3ILpBtD5I1QMr0YPxCI4ejtHw+iZMeVbsE3oYlUxDzB8mUiOEXWh7I6HtjQljMV8IDESWKcdK4QXjCW1vxP9lOWgKzoP7Yenn6rCGSiuw4Tl+CN6FWxO2W0fkYiqwEdreiOqxUHTZREOB1xY9GsP/+a4EgdVKJIbvs13kzh2WMiKoR2My0iWR7MHsVSKrqyxZsoTjjjsuYdvs2bO56aabUh4TDAYJBuNFrV6vN1vTk0gknaWxHJ6aJxbnLYR8sOg2UWc040rhYte4C7Z/KeqABk4X7oAtC/2mGgh4d9cnFUDpJDj9XpFKZrYJswQj/DVioWyEr0Kk4+1JIivkg61pbLtXvwZj52bv8c32ZHHVQtEYcf31GHh3wsLfxMdyBoo6pUzSXA/v3mrsZLjzKxHxy5bIsufC9EvFta5eL4RPwQghflJdn57S0zTLbhBYX5cgsNrS8M5WLEM8aC4Luq4TbQgRqW4iWh/EVOzAlGfrkTGEHk1fX6lHUtvhax4r9glWrKPzQQE1TZ1WwnF2M65D+mGfWEDzdzXooahIT3SaiVQ3U3TNFEy5VrScjlMFY4Eowc2p1xjBTQ3EAlE0V1xk6TGdaF2AppXVhLZ5MZc4cBxQgpZrRTX3Xc8yiaQ32VvKh/ZpkVVeXk5JSeIf0JKSErxeL83NzdjtyX/o5s+fz+9///vemqJEIukM9VsTBVZbPvqrcPd751ZY93p8u2YWfa9GHAs16+HNn8LOZWKRP+ZEOP52sei1ONM/diQgHNpSsflDmHRWV59R9lBUscD3VRqPe7Js+pAOZ5FwN/zwz4nbFUWkXmY6fS/kE69PKta8JurgsoXFAZahXTNE2csIbUstEiJVTegRIYTC5U1UP7ySmC/ex83cz0HBxRPS9pOK+sNEG4I0r6wGXcc+sRAtz4rmtKA6TCgWDT1kIPI0Bc3TsdBRDWzeOzzGbka1mzGXJH53dDW1TzGraB4z4Z3G41qOJcmGPrzLR9UDK9BDQkAGVtfS+NFOCi4ej21kroxsSXqf5jrRRD3gFTcrW4yQssjeUj60T4us7vDrX/+am2++ufV3r9fLoEFZblopkUjSU7E69VhznYh0tRVYIAwhnr8Urv4UHjlRiCUQUZS1b8COr+DyRXG79lSomqjjaqnFKpkgmgmH/LBhEeT3oCYrG7iKRRreoj8Yj08+u3fmEfSBHk2MEFpdcNAVMOAAIY4bdkC/qXDUr6BwVObnoCgibdGosTNkfSHQKUJ+0UesuUbM1VGY9TqqThPwimuYxjDDMsAtekYZYCqwo2gKkYYg1Y+sShBYAOGyJupe2kDBuWNR7cnLkagvhPe9bfg/L2vd1vjhDuxTisg9eTiax0LOSUOpf3lj0rHuowYZmlToMZ1oY0jMRRdGFprbklVxEgtEiPrCRGsDKDYNzWNB81hRLRruIwcRWGPcY8595KBW0w3YXYP2zLpWgRV/AJ3ap9dSctMBsgGypHdp2AmvXAeb2tSfjjhWGB7lDMjaw+4t5UP7tMgqLS2loiKxQLWiogKPx2MYxQKwWq1YrT20D5ZIJJklnRAy2VI3l9VjsOoF6D8Vtn2eOOarhPULYcaP0j+2qwQOuxkW/wNO/D/hLrh1sUhJPOM+Ibr2JFRN9Nna8H5y2uBJfwdPllMbG8uFgP3yQYiFYcr5MPJo8Oz+g+vIh1HHC0v8SHC3s16WXO8chXDAxfD5f4zHJ5yencftLL5K0U/ry/vjdVslE4X7YmEfinfvLtj8iTBLUVQ48EcweJZhpNE2Jg/FrBrWFXmOH4LmthDc6iXmNW7MG/y+jqg/bCiywuX+BIHVQvO3VdgnFeKYWIh9chFajhXvO1sIVzZjKrDhOW4I1pG5qJbE9LlYOEpoi5faZ9e1Cj7FbiLv9JHYxuSh2jK/JIr6QngX7RaKu7MbVaeZggvHYRnkwVTswDN7KN53t7SOo4D72MGY+yVGymL+MJHqZsPH0QNRog1BKbIkvUdzXbLAAti4CF69Hn7w8J5xI4vulQ9lgn1aZM2aNYs333wzYdvChQuZNWtWH81IIpF0i6IxqZvLTj0fVr+U+tjGXUIQGfH9WzDtgvR9mRQFxp8molfPXwYN2+NjK56Fo34NM6/JvGFDT3CXwrxHhCBc/66IJo05UWzPZm+kxnJ46SphSd/C1s/E63fBS4l3Nnvjj6/JKpz8Nr6fnG563B+EnXtfEY3AN0/C5/ckbq9YBY+fCpe/1zfz8+6CBedA+Yr4ti2LYeBMOPuxJKGl5doovHwSNU+uIda4W0hpCu5jBmMdmQsIcZASnQTb8xZioSi+xSny6ADfxzuwDs9Bc5ixjyvAMsiNHtVRVCVlnVe0Lkj1I99BLF7LpTdHqH16LcXXTu10T6vOous6zSur8S9JFIoxf5jqh1dR8pPpmPJtuGb1wz6pcLdxh45lkAfNZU4SfXqsoxq0DnoASiSZxF+VLLBa2LhIjO8hIqs75UOZYK8SWT6fjw0b4r0tNm/ezPLly8nPz2fw4MH8+te/ZufOnTz++OMAXH311dx999384he/4LLLLuP999/nf//7H2+88UZfPQWJZP9C16GxTDi8oQvDCXc/EW3pCp4BYpG+4GxhNtHCyONFv6EXLk997MCD4NM7jcfc/UHpxNeg1Q1LH0kUWC18OB/Gn75niSwQaYOuYhg8s/cec9fyRIHVQtU6WPU8zLresHdRVskZCBe+BGUr4LuXRb3AlHNF/6hUZie9QWM5fPov4zHvTmHK0Rci6/t3EgVWCzu+gK2fClv8NiiagmWwm5LrphL1hdEjMTS3GdVlaY0kmfJTR1cUi2oYQdKjOrEmA4fM3cSaIwliqaPmvXo0hu/zXQnHtMW7aBv5541JSM/rKdHGEN4PDL4zEA6MgQ11uA7qh2ozodpMmAvTL/RUhwnVYTK+LqqCKU9GsSS9SKADY7iOxvcD9iqRtXTpUo4++ujW31tqpy6++GIeffRRysrK2LZtW+v4sGHDeOONN/jJT37CnXfeycCBA3nooYekfbtE0htEgsLp78UrhNACcVfrlH/DiGO61h+oYYewJT/+D8IGu7lWLJ71mLByP/738MicxEa4IBbS/adB3Wbj8x54GWidEHxNNUIkpGLt61A8tvPPZ18k3ARfPZh6fNnjMOU8Ifx6G09/8TNmTu8/dioizaLvWyqq1sHwo7p//mhYCLlIULhndubmRlMtfP1I6vGlD8OoE0SPujYoioKWk9pRT3VbsI7OJfh9fdKY+8hBhpEn1aphG19AaFtj0hiIXldGKYap0MMxwjtT1OYB4comYaCRQZFFVE+ZJgkQrmjq8BS6rhP1hog1iWhg4aUTqX3+eyLtjvUcNxjVuVct6SR7O+2+B7o83ot0p3woE+xVn8ijjjoKvf0iqg2PPvqo4THffPNNFmclkUgMqd8KT54hFnstNNfBcxfB5R/AgGmdO08kCJ/9W7jEbf5Q2F9bnOJcsShc9YmoYzn/RXjrZ6IXlKIKx8HZfxZRqIk/SBZJs/8MecM6NwddN7YBbyGVsUI20HWRwrinoevJIjdhPEa86ESCySaaBgdT3O3tiRGIrwK+fAi+uBeCjSLV9vCfCdMTo2bbLeh6coPutsSi6V/jFGhOM3lnjaZx0Tb8X1dAVEexm/AcNQjH9GIUA/t0RVVwTCnCt3hnkmGGYtNwHdyvS2YVilnF3M9JaKvx9TYV2VAybIGumFTRIDlFHZV1cPpFaCwcJbS5gbrn1xPdLda0PCt5Z42ieU0NTcuqMOVZ8Rw3BMsQT6ejcLFghGhjGD0YFUYcLguqVdq/S7qIs0iYXGxclDw24tj03zW9TF+VD+1VIksikewlRMPw1X8TBVYLug4f/x+c+WDnollNNbD8qfjv4Wbx08LK5+CE22HkMXDJW2LRqplFamJL/dFJ/weH3SRS2Ux2GHGUMLTobH2S1QPDjkptBz7mpM6dp7uEm0U0b8X/RBrZiKNFNLAjZ8TexOKEAy4y/oMLMPlcsGepj1Nj+W7zEx3s+SJqsycK0ba4S0W92Ifzk8dcJVA4pnvnDTTAwtvg2wXxbU218M4tYuywm0VkywhHPkz5IZT/2nj8gIu7nRZryrGSc/Jw3EcNQo/EUCxqh65+pjwbRVdPwfveVppXCAt32/gCcmYPRetiapyiqbhm9cP/ZRkY6EjPMUMybnyhuS145gyl9sk1SWOq04xlcPrvn2h1QNSQtdG1LXVlJTdMw33EIBSTiubsfNPpSEOQhjc307yiSpxXVXBMK8YzewimTljeSySt2POEi+Cr1yd+77e4C2axHmtvKR+SIksikWSecHP63lKVa0T0pzMiS9dFNCvlY7VJm3GXGDeXdRTEGxB3B3sOzPkzPHhM3Aq+hZEnZLcPUiQkjBuevSAeZVj9slgQX/q2MJVIhb9GFB/7q0QtkrMwu3cXB80U6Zm72mUP5A6Gaed3LjWzK0RDovfZS1dB3RaxzdMfTr0bhhySvaa/mUAzi3RVXwV8/Wj8tS0YCecu6L79sb8aVjxtPPbpncIoJm+I8biiwPhTYelDIiLcluIJQtz3ANWioeZ37T1gLrSTd8ZIcuYMFeewm7pdN6Xl2yi4aAJ1/1vXWtekWDRyTx2OateINATRPBaUDAp06/Acck8fQcNbW1qbNpv7Ock/d2zaGqpYOIr3w+3Gwd+oju+LMnJPGm4YBUxFtDlM/SsbCKxuYyAU02n6ugI9GiPv9JFZcViU7MPkDBAugq19sjzib0yWDS/2lvIhRU+XfyfB6/WSk5NDQ0MDHs+ek18qkezRRMPw5i/g6/8aj484TrjfdSZnO+gTi+i1rxuPX/ImDD20+3PtLJEw1G2Cj/8u7trZ80QkYsxcY2GXKeq3wT0HJUbvWhhwIJz/nBBc7WnYAS9eKcwKWvefDvMezW4EzLtLmCcs/a+wcJ98DkyaJ2roMk31Brh3VnIqp6KKNNLSiZl/zEwTaISmKiGOzA6xQOnJ+2nzJ/DYyanHr/xItDRIR8MOWP0qfPOEuJbTL4Gxc/vWjTFD6FHRJyvaGEQPxdADEXyflxFcX4/qNpN/9hgsQz2oGUwd1KOx3XVVERSziuowdWjUEfWFqLp/BZEq41RDyyA3BZdOQHOkjmLp0ZiIGpo0FE0hXNVExR1fG++sQMlPD+zQfEOy7xAIBNi8eTPDhg3DZpOmKe1Jd306qw3kLQuJRJJ5NDPMvEL02TGq8Tjy550virW64NjfilS/kC9xbOgR4s5/b2Ayi6jRKf8SaVeqqXdMHKq+NxZYADuXijS59iKruQ5evSFRYAHs/FrY0J/3jIhqZQNPfzjwUhh3KhAT6XtddZPsDNGwMGIwqpXTY6Kv2al3iTTGPRmbW/zkD8/Q+Tr4XKWK7jVWCPfMmg3CMGbSvHjjakfBnp9+2UkUTcGUayXmD1P10LcJkaJYY1ik4t10AGqxI4OPqYqoVRdu7itmFS3fllJkaYX2lDVksWCESF0Q/2e7iFQ3YxniwTG9pNU8wxBd2NlLJJLMIUWWRCLJDrlD4Zyn4OWr4y5qZgfM+SsUj+/auQpGwlUficat698RtVQzr4Fxp2Q3imSExdm7C/eOTDViBgsjf3Xq2qgdX4nxbImsFpwF2T1/qEmIzFSULRfXbk8XWZnGWSxEklG7gQEHiAbN7anfBgvOhcrv4ts8/eHCl9Ono+6lxIIRvB9sM07Fi+n4Pt1F7ildS8XLNKrVhOfoQVStqzMcdx82ANWcPD89EiWwto7aZ9a2Pr/gpgYaP9lJ8TWT0z6mIs0vJJKMIkWWRCLJDhaHsHu+5lNxl1yPiWJ/V0n65r9GqJoQWif+DY7+f+J3Z9E+c3c9LSVpBKmnv3Gvp6Cx7XUrgfrOPXZjmXjtWizzeyHXvtOYbZA/UrQJMCJ36J5dk5UtPP3gh8+Khsb+6vj23MFw1sPJ4re5XkQ92wosEGmfT82Dy95JakC8t6OHY0TKU9unh3f5iIVjaD0QWbFIDKIxFIvW7Rovc6mT3DNGUv/aRtjdaFgxq+SeORJToXF6V9Qbpu7575MFZCRGaLsP80AX4R2+pOMsw3NQu2CgIZFIOkaKLIlEYkywUaRiWT0i/a87aCZxVz1nUPr9Al6xoF/zmnBCG3sSFIxKjlJZ7OJnf8JVDDOuMO5BddIdwkmvPbYcIUBTldwa1XC1p3KNaP5cHy8eZtypcNLfhFjua0xWOPiaRBe9thzxs867R6bDVyl+mmvFDQJnoUif25MpHi9qrypWi/S/kgnCEt6opspfDZs+MD5P/Vbh3LiPiSzFrKW1VjeVOFAMokSdIeoPE6lqwvfpLmL+MLYJBdjHF3SrUbBqM+E4oBjbqFwidUFQwJRrQ/OYifoiBDc1ENrqxVTowDo8By3HQqQugB42tuH3vruFoqunUPv0WsJl8Qi5eZCL/HmjU7oUxpojotF0MIJiM6G5zNIgQyLpBPJTIpFIEvHXQPm3womsqQZGHi+suXOHgNrNO7u+StFjx+oBa7v0rYAXli+At38Z3/b5PTDwIDj78X1ugddlbDlw1C+FacUnfxMRhn5T4bjfi8Wz0V1yZxGMOx1Wv5Q8NvI445SxtjTshCdOFwvstqx5Fdz94YTfiz5PfU3+cDjzIXjt+njdmmaBE/7U9ZRUI2o3C1fHilXxbcOPgtP+0333v95AUUTkMWcgcEL6fcOpIzqAEJf7GKpVw33MIAJrDZ6bsjsVrxtRrGhzmMaPd+D7aEfrtuCmBho/2E7xNVMwFXT9BpFq1lDz7Zjy48dGqpupenAl0YY2rqsmlaIfTQQtddQs1hRB13UKL5u42/wjhOaxoLktKY04Ig1B6l/dSGB1jYiOKWCbUEDuKSMwpWg+LZFIBFJkSSSSOE11oofVF/fFt5WvhK8egsvfS67PaKqFSDOoZmMTCF8FrHsbltwlzBiGHgFH/hLyRwgjCQDvzkSB1cKOL2HZ46KJaqatv/c2nEUw9TwYeawwfLA40qft2TwwZ74Qxd+9JFI1FQVGnwRz/9ZxJKt2Y7LAamHZozDrx6ltwHsTq0vU5Q06SETcYlHIHyrqkiw9NC7wVcIzP4TK1YnbN30Ib/0STv9P581b9mRsOUIwt29N0EI2XCH3AMzFDvLmjab+lQ3oIRH5UawaeWePRsvv3g2EaEMoQWC1EPOFaXh3K3lnjuy2/XzrYzSFqX1xfaLAAojEqH7sO4qvnQqqArHkKLbmsaDaTEJUudO7G7Y8Vv3LGwisaSNGdQisqqE+ppM3bwyaXS4jJZJUyE+HRCKJ01iWKLBaCHpFM9Mf/FcsygJeKPsW3vsdVHwnFmJH/lI0yG0xVPBXw2s/gXVtmv1996L4/UfvQb/dRdgrnk09ny/vF1G0PSGaFW4SdvImu3CDyxSxqOgxAiINLV1qZlfcDD394JQ74ZhbxetldQmxZlTD1Z6WnlNGRAKpF+R9gdkmBF+mRZ+vIllgtbDudfD/ft8QWa4SkXa5+J/JY6PnZLevWh+i2kw4phRhHZ5D1BsCVUFzmUWD5G7WYgVW16Qca15ZTc6coT0WWbGmCKFNDYZjeiBKtCFIzklDaXh9c+KgArlnjkLzdCyuWh/LH04UWG0IrK4l5gtJkSWRpEF+OiQSSZwN76Ue27hIGCZY3GK/5y+Nj9VsgBevgEOuhyN+KURI/bZEgdVCJAhv/xrOfVJEY3xVqR8z0GBsAd+bhANQu0k4G+5aKurLDv+ZaGxsz+3ZuRt2wrdPi4hdLAwTfwAzLs+cYLC6u1eXlM5RzpYjXCL3dfxp3pe6ntxOoP14sFEYtGTK3TAWE46BWz8VzZ77T4Mhh4r3Y3fTeEGI1IOvFdGsz+4Sz0uziKbFR/6yc/V7PSDaHEYPx1CtWo8FSFdRTMJavTv1UkbokTRtRzPVkjSS/vsw1hzFcUAJ5lIn3kXbiNYFMQ9w4TlmMKYie1oTDj2mo6hKm3Olt3SXlu8SSXqkyJJIJJ1HR0S73vq58fiSe+DAy4TIWv9u6vNsXSyiK/Y8GH8qLH/SeL/hR4kITDqa66GpWtTk2HKEEUR3jTqM2PEVPHGaiDgB1GwUKWPH/xFmXNb9RXRL3VP19/Ftn/1bRPYufy+7DYM7IneIMEqoXp88duiNe4bxRbYxMhRpQTWJ+kIj6reLmwvfvQwWl4gSlU4GVw8jQhUr4dGTRVS5BasHLnkd+k3p2bldRXD4T4WwCvmEK6OzJKsmM9GmMOGdvt1CIIC5vwvPcYMxFTlQLXtnerB9fD6N728zHLOOykPNQNRHsWmoDhOxJmOBYy5xoDnMaCPzMA9wCQFr0dIaVUTqAwQ3e2leVY3mseA8qBRTrq1Dcwtl93i0OQK6jmo3ddtJUSLZF+m7JhASiWTPY+RxqcdGHCsiN821idbQbdFj8YV5umiHagJl99dP6WQoGpu8j2aG425Ln95Wv000171rOtx3GPxnFiz5T+r5dZXGcnj1urjAasui36WPwnXE5o8TBVYLvgoR2Yr24V1idymc/wIMOSy+zWQTC/FpF2VWxO6pOIth8CHGY1N+aJy6WbcN/jtb1GxtWwIbFsKTZ8LC3/TsPdlYBs9emCiwQPz+7IVivKdoZsgdBMXjIG9oVgVWLBSl6atyqh9eRWiLl2hDiMCaWirvXk5wYz16pqI+XZ1XOEbUGyTaGOrWHLQ8K/bJyaYyikUld+6wjDjyaR4rOScNMxyzTylEdcU/m5rdjMljTS+wagNU3beCumfXEfiuBv+SMirv/Ab/1+WoNg3LMOObCdYROSgWFf83ldQ8+h3V/12F//MyIvVBw/0lkv0RKbIkEkkcdz846Krk7VaPcGyz5XS8wG6J7IyenXqf8WfE05A8/eCCF2Dm1XFhNvQwuHwRFI5OfY7GcnjyrMSmuyEfvPdbWPWCsTDqKs11qeuTYlGoWtu98wZ9qa3HQcy/KXV9R6+QNwTOeRKuWwpXfQzXfglH/KLnEZm9BWcBnPVg4vtY1WDahXDM/0uOYEYCwpHTuzP5XN8+nb7OrSP81cJO3Yj6rZm7qdBLxHwhGt4xeD461L20QdRI9SJ6TCdc3Uz9axupuGs5VfevwL+kjIi3a4JBc1rIPWUEeeeOwdzfiZZnxXlQKcU3HICpKDMptoqqYBtfQP4F49AKRJqj6jDhOWEIuSePQHN0/gZILBih4d0tRA2EUcPrm4kFo+SfMwbLkMSUY8tQD7lnjqLu+fXUPbuO0FYv4R0+6l/ZSPVDK6XQkmSV+fPnM2PGDNxuN8XFxZx++umsW7euw+Oee+45xo4di81mY9KkSbz55ptZn6tMF5RIJHEceXDkL2DMnLiF+4jjYPol8fQ1e4GoRypfmXy81S1SzUAItmN/B4t+n7iPpz8ce2viIjVnIBz/BzjkBhENs7o7rneq22wcCQL46C8wdm4GnNE6SH1Ru5nWpKqgpbE/Nlm7f+5M4sgTP/sjQb94jU69R9QGhnzC6MJVYpwi2lQLK9OYuCx/GgYe2L25RDpYtHY0vocRqQ4Yut8BxLwhYk1h6EV78EhNM5V3L0cPihszsUaof3UjlhVVFJw/Fs3d+blobgvOqaK3FVFQHKYEO/ioPyyeX1RHsZvQPJYup9hpDjOOiYVC/IR10BQ0lwUljX27EbGmCM0rUgv0wLpa3IcNpOCi8cR8EaJNYTSHGdVlJrjVS3BDfdIxkepmmpZX4j5iYEJ9l2TfpSHYQG2glsZQI26Lm3xbPjnWThgsdZOPPvqIa6+9lhkzZhCJRLjllls44YQTWL16NU6ncfr+Z599xnnnncf8+fM5+eSTWbBgAaeffjrLli1j4sSJWZurFFkSiUTYgrfcDXcUCJfAgQdBNJjcjNhVBGc8AI+cKIwwWlBNMO8xcO2u17F5RH3WiGOEBby/EsaeIuqscg2aE5usXes9VPFd6rGm2o77/3QGR56IphmJOc2SPtKWDrMDZl4l0smMmHFF3KVxbyESFHVma14T12vY4cKYwei1bkugQdQxrXhWiPrxp0O/SelrorJJyCfq7j7+u3AXLBwljE4Kx6R3ldR1iKVJ8YyFuz8nZ6H4fBiJKZN173MA7EAM9GZdTywYwbtoW6vAaktoi5dwRVOXRFYLmjPRxU/XdSKVTdQ+9z3hHcI0RfVYyD1tBLaRud0y/TB1Y16JkyKl2AVar4nmtKA5LbT8FYiFoviX7Ep5XNPSCpzTSzplEy/Zuyn3l/O7z37HZ7s+a912aP9Due2Q2yh1Zqd29+233074/dFHH6W4uJivv/6aI444wvCYO++8kzlz5vDzn4t68ttvv52FCxdy9913c999Bo7KGUKKLIlkf6d+O3z5AKx4Rvw+cR4cfPXuyFUK04nicXD1J7BhkagtKh4PE88Ez4B4/ysQ0Sj7VGElHouIBWGmyE3jwGe2Z6ZZrqtE9EN69ORk2/K5d3TNUr09/abCmJOFHXhbBhwIY07s/nn7gkgYtnwKC+bFhcbyJ4U4uOQtKEohRpsbYOnDidHO5U9BySQ4/38i6tmbxKKw8UP43wVxN7iaDbDuLTjjfphwJphSLBwdeTD+TPj2KePxKed2f16uEjj85/DBH5PHDv9Zz96HfYAp34ZiVtHDyU55pkI7qrP3av5igSiB71Kn5jZ9U4ltZM+judH6IFX3r0gwrIh5Q9Q+sYaiqydjHZq9O/+pUG0aliFuQlsbDcdto7PrLCnZu2kINiQJLIBPd33KbZ/dxl+P+GtWI1qt82gQLQ3y81O/X5csWcLNN9+csG327Nm8/PLL2ZyarMmSSPZrGraLiNRn/xbNV32V8Pk9oni/fnvq4xRFiLADL4V5j8CRP4eCEcIO2ghV65zAaiwX5gHeXcKyOh3F41I35J12ceYWnqVT4ZrPYNb1MHAGTD4HrvxI1JWZu2gOEGoStTnr3xPplif8Aa74AMadKnoSnfu0qIPqbXHRU3xlQpi0j+T4q+GVH4vIohHeHcnppCCc9L58UERYe5PGMnjtemO77Td+Cr4UDZpBRCeP/Jmx5fnIE6BgZPfnZbaLqPAZD8RvLuQOEcLvwB91/X3Yx2huM3nzRidl4ypmlfyzR/d+BCRNXyzFnJm03cD3dSkdARve3kK0qZff64DqMJN7ygjDyKJ1TB5anvF3tmrRcM5MHWl2TC/pklCO1AdoXl2D972tNK2sJlIX6DPzE0nnqQ3UJgmsFj7d9Sm1gRTf+xkkFotx0003ceihh6ZN+ysvL6ekpCRhW0lJCeXlab7TM4CMZEkk+yuxGKx+VQit9nh3CfOFQ27oWQ+eztJUCxvfh0V/EIX8rmLhZDfhrNRGC54BcNGr8NRZQhy2MGoOHHZTZiJZICJzBSPguN8JkWS2dS8i11wP3z4D7/6/uBjRLDD3H3DKv8HiyGykrzep2Qghv/HYjq9EGqCR+Fj5XOpzLv0vHHRF7wrOpprUgjDkE86P6az184YJ0bz0UVj7mqgtPPgaGHZkz0W/swCmnCPSbaMh8d5xl3R42J6IYtKwjc2n5MYD8H1eRqSqCcsQD44DSjClWNh3Bz0aQ9dJqIlqj+Y04zywBN8nBoYlgPPAnl9jXdcN65daCO/0oYdi0Aft58ylTkqun0bDu1sIbmxAdZpxHz4A+4QCNFdqsWsd7DaMgpkKbDimFXe6Hitc2UTVAyuI+eIiU7GbKLpiEpb+HbTvkPQpjSHjCGhnxzPBtddey6pVq1i8eHHWH6s7SJElkeyrxGIiMhRpFilOrtLE2qpAA6x8PvXxq14QTmrOgq49brhZ9MAyWTvXrDcaFvU4b/8qvs1XKWywq9cLG3ejhrqKIgw4rvgQGnaIBXL+cLGYzUYDVc0M9h6kPlSugbd/mbgtGhIW8aUTRXPZvZV0jXkhdUSqqS7NORsz18C1RQB22NOso4VhBzccFEXYnx/z/2DWj0WdYqbfi3upsGqPatFQS53knjIcPaKjmNWMGSVEfSHCFU34l+xCj+g4DizBMsiNycBMQzGpuA7tT2B1DZGaxJRg56x+aBloVKwoCqbi1NFGLcfaZdOKTKGYVMylTvLPGUMsEEVRFVSXucO6OM1jpeD8cQQ21ONfUoYe03FOL8E2vgBTbvw665EYUb/4/KsOE2qbyGDUF6LmqTUJAgtEk+Oax1dTdM0Uw9dMsmfgtqRvdN/ReE+57rrreP311/n4448ZODC9yVVpaSkVFRUJ2yoqKigtzW7PRymyJJJ9EX81rHkVPpwvBIvVI+6oH/ij+CJN1VKn94EY64rDXSQkHP8W/1P0CHKViHqRAdPTC7XGcnjfoNYERDTj4B8biywQi9qcAV0zzOgLgo3wyR2pxz+7G067e69L+2rFqM9ZC64SsOUaj40/FZY9ajw24tjUr3tnaSyH7V+K9xE6HHAxDJ4l2gYY4SwQIr1tZLQFW07no1Gaea+rk+orFE1FyaCRZrQxRP1rGxNc8wJrazH3d1Jw8QTDRbsp10bhlZMJbmqgeXklis2Ec3oxsUiM4KZ6IdByeya2HFOLafxgOxhkQbuPGdTpFMloY4hYICLEkNOckd5bAKrV1CnzjVg4RswXQg/HUCwqjqnF2MaKGwntmxFH6gP4Fu/E/3UlxHTskwrxHD0IU4H4nov5wkQqjA2KovVBYv7edZmUdI18Wz6H9j+UT3d9mjR2aP9Dybdlp6ZP13Wuv/56XnrpJT788EOGDTPuG9eWWbNmsWjRIm666abWbQsXLmTWrFlZmWMLUmRJJPsakSAsewIW3RbfFvTCR3+F2i1w0v+JCJPNAzOvga3GOdXMvKZzkagWyr6FR0+MRy3qtggjhENuEGIrVRSouTZ1JESPiXTGghGdn8eeSDiQus8RCHEaCWRXZIUDEGwQtuRdeV07g7MYpl8KXz+SPDbnL6K5sREl46HfFPHeaYvJursRtXEj1E7RWCYaVbd9f2/6UIj+VHVvrn6i7umpsxL7rCkKnPafvnM8lHSacIXf0JY8vMtP84oqXIcOMIyYmXKsaFOKsPR34P1oJzVPr0NvFmm9qstM0ZWTMRd3P59Py7VScOF4ahesjRt+KCJaZhvdsbFGLBgltN1L/csbiVQ3gwLW0XnknjICc2Hv3JyJNARpfH87/q/LIaKjOs14jh+MfVIRWrsarEh9gKr7VxCtiztiNi2tILC6huLrpmLKt6NH0tfdGjk+SvYccqw53HbIbdz22W0JQqvFXTBbphfXXnstCxYs4JVXXsHtdrfWVeXk5GC3i8/CRRddxIABA5g/fz4AN954I0ceeSR33HEHc+fO5ZlnnmHp0qU88MADWZljC1JkSSR7O021Ih1KUYWVc2MFfPI3431XPitMKloW2YNmwqjZsP6dxP1GHANDDun8HPxV8PqNxmlhn/0bDrgotcjqqA7Jsg/k5Vtc0P+A1H29Bs7I3vOMhKF+s4iWbflERFgOu1m4GHY1FTQV9hw4+v8JwbT4HyJ9s3Sy6H3Wf1rquj53PzjvGRFpWvqwiPiNOBaO/S0UdNMev4UtnxrfQNj5taj/m3ZB8piqikjXNUvgiwegfDkUjRNR4LxhoMk/mXsysUgM35KylOP+L8pxTC1OGTWKeoNU3b8yyaAi5gtT+791FF46MUlMdBbVrGEblUfJzdOJVDURC8UwlzjQ3JZORaMilX6qH14lbNcBdAiuq6Nq1wqKr53S40hbR0T9Ieqe+z6htizmD1P/8kb0qI7r4H4oWvxzHlhblyCwWo9piuD7opycE4agOszCdMRIbCnC4l6yZ1PqLOWvR/y1V/tk3XvvvQAcddRRCdsfeeQRLrnkEgC2bduG2ubvziGHHMKCBQu49dZbueWWWxg1ahQvv/xyVntkgRRZEsneS7hZ9Ip6+9ew40tRb3LAJTDjMtLm39RvE71/QKQOnna3qBda9piIHB1wiXDu60rtR3N9+r5VO76KP2Z7HIWpmxs7i/aN6IHFDofdCKueS4yQgDAwmHF5Yr1cJqn8Dv57QrzHUu0mWHC2iFQe9avMRbVcRcJtcsyJu+367Z0TcZ7+cOSvhHuerovU1nT9qDpDwCt6s6Xiq4dhzEnG9VJmGxSNgTnzRa81syO1bbtkz0LXwcAWvnU4HEvrWhetD6Z0AAzv8BHzh7stskDUP5nybJi6WOcVbQ5T/9aWuMBqQ6wxRHBzA6ZpmRFZkYYgkZpmovVBzIV2tDwbmttC1BtOad7hfW8b9gkFrUIvFozQ9G1VyscIrKrGfdgAVLcF91EDaXxvm4jMjcjFMaUIxaKhK/ToWkt6jxxrTq9YtbfQGefJDz/8MGnbvHnzmDdvXhZmlBopsiSSvZWK7+Dh44UwAhHN+vweEa2Y/WdhqGCErd2XoatY/Aw9HNC7VofVgtKBIYCa5qvGWQhn/RcePUlExFqwOEWUY28TWd4ykf5X9q1woiudJJwQ84bDhS/DK9fFUwcLRsDp90Jemp5fPcFfA6/fFBdYJRNEo2NHgUiBa6rJfOpgqtTAdGimzLoI6rEOGgNHOjbVMFl6V1wFvKJhsS23e5/BPRg9GiPaGIKYjmLWemTRHgtEiPrC6MEIitWE5orXJalmDcf0YgLfGxuq2CcXpl24xzpIT+sovS1b6MEYoW3elOOBtXU4p/XcECVc4afq4VXEvKHWbaZSB4UXTxApiqnm1xxBD7S5dqqCak1ji2/RxD5mFdes/mg5otlxcEsDDW9vIdYUxjIsB3O+DVOJI8EsQyLZm5AiSyLZG2mqFW58usEf/fIVwg7cWZQoWkAsgFMtZnti1W7Pg4EHiYhaexRVpMOlo2g0XPkh7FwGO5aKSNqQQyBnYO9YyIOIxjVVi2trdYvr5yzs2jnqt8GTZyWmBVo9cNHL0G8aDDsCfvSueAxFAXt+dt3iAvWw6xvx/3Gnwti58MGfxDxBpPed9h/RTLq3rnNvYM8V6YA7vjIen3Jedhwou4OvUsxzyT2iNnHcqTDpbMhLYxXfGaJhYfwRDYqooru0T8Rb1Buk8dNdwoEuFMVUZCdn7nCsQzyo9q4tQSINQRre2ETzymoR1VHANrGQ3JOHtxpaWIbmYCp1EClPNFRQXWZcs/onpLS1x1RgFwaTBvpbsZtQHX20ZFIR0SSD9DsQtuk9JeINUv3odwkCCyBS3kTdi+vJOSmNuYBCQq8x1azhOnQAgbXGYtd16IBWsas5zdjG5lO7YB2hzQ2t+4Q2NVD5n+UUXT0F6+Ae1GZKJH3IPvRXVSLZxwg0iPoqo/5DIX/qBSTAjq9FP5222HLhh//LTmTIkQ+n/EsIivbMni8ES0fkDBRucyf8AaaeJ6I7PV0URkKi51fDTlHvkwpvGbx6A9w1XUQH/3MwPPUDYd7RWQJeePNnyXVXQa8QXo27xO/uUmH40NWUzO7QEmG054lr+vLVcYEFItr2yInQsM34+L2ZkcdDoUFdV/5w8T7rwKK6V/BXi1YFz/wQtn4qXo/3b4eHjoHazd0/b2M5fPBn8T6+azrcfxh8eb94vF4k6gtR+7/v8X20Az0kIh2RqmZqHv2OwKb6rp2rOUL9q7tdA9vUJQVWVlP/ygaizaIe1JRjpfDSiXjmDEXLt6F6LLgO60/xj6dgyk8vRjSXGcdBxpHYnBOH9n6T5N1obgvuI1JYVCvCubCnxLyhlCIuuL5euBmmEJm2cflorsQIobmfE/u05HlZR+ZiG52bsC1aG0wQWPFJQf2rG1st4CWSvQ0ZyZJI9jSa66B8FXz0fyKtrN9kOOIXIrWspc+Poor/p2oA6y6Gw38CU88XC7eCUeI8OQOzt7gsGgdXfwLfPgubPwTPQGEYUDACrH1gXtGwA5b8B755XNSvjToBjv0dFIxMNDAI+cXCds0ricfv+gaePg8ueqVzdtz+alj/rvFYc50QbDnpe3lkHHsuDDlUpCx+9ZBxilzQC9+9AofesGcIj0yRM0CkZ373InzzhHjuU8+HST/o/dchFbWbxPza468Slv8n/k3U83WF5np499bERs9NtaJ2M+CFQ38C5t6xxY42hFLW8TS8vgnLQOPeVUbEfCEC39UYjgVW1xLzhdHsYqFvyrHiPmIgzukl6LqO5jCjpGlI3IJqM5Fz/BDMJQ4aP9hOrDGMqdCO58ShWIflpI2CZRNFUbBPLCS4pYHmb9sIZVUh/+zRaDk9F38dCRk9qlN42USqHl7V6roIIp0w95QRSeYdmstC7txhuA7uh39pOXpEx3lgCeZiR5JYDa5P3S8vvMOHHoyiWzXQlA77d0kkexJSZEkkexKhJli+AN65Jb6tfiusfQPOexZGHS8Wws4iYZm95G7j84w5Sewz4mjx0xuoqmjEesTPRCNWzdKxc2C28O6CJ04XzYxbWPcmbPoArvxYpCe24KuEFc8Yn6dytbAC74zIigTS1/m0T93sDex5MPcO2Pa5aC6dii0fwcyr0vdN2xvJGQAHXwuTzwV0YbKyJ6VFrvhf6rFVz8NRvwZLF3vA+asTBVZbPv2XSJXMVg1gO0LbU9cRReuCrdGtzqAH0tTYAbHmxHFFVboVedJcFlwH98c+oVDUkJnUPolgRbxBUeekKWhOM5rbQu5pI3EfPZjQVi+qzYRlkAvVbclIzVJad0KTimozoeVaKblhGuHKJqJ1Acz9XJjybSmvj+ayoLksWIekT/dT0qVhagpRn+h9Ziqy4zywFC3PKuu0JHsFUmRJJHsS/kp473fJ2/UYvHYDXPG+qKkyWWDWtcLkon2PoVPvBncGTQS6iqr1vIlsT9mxNFFgtRBuho/+AqfcBdbdUcGQL9nxry3eXaJ2qSOsbpGSGag3HjdKXesNCseImpyvH00t9PJHZM/dsK9RVeF8mC3CTUKoR4Iiuuzu17fGFQ3bU4+Fm3e/P3tHZKnONOJEpUuRIaWDRrmZasoLQqB1NsKWaWKBCMFNDSJNrj7Y2g8r77QRmPLtaA4zllJnxh9Xc5uxjskjuC45quQ+vD+qxyKuSzfcETvCNiqPhhS1cPZJhfg/LyOwphbWgO+TneRfMB77mLxORSclkr5EvkMlkj2J2i3GvaZARFSaauO/e/qLGquLX4dZ14ueRNcthQlnZC49LxYD704h5HYtFyl40fR3lPucWExEAVKx4T3RlLcFizu9+6Gnk5EEdz/RK8qIkceDqxuue5lAVUWU7aArjccVRURF9zFHu17Buwve+DncfSDccxDcd5hIy/Qbp7UlMfns1GMTfyCMUbqKLTf9uKl3GtcCWAa4EgwR2mKbWIjaBYtu1WXGMsw4ImIZ6unSufZkQjsaqXl8tRBYEO+H9cBKIvXGNVPpiEVixJoj6NH0zoiqw0z+maNwHlQKmkjJU6wanuMH4zp0AGoWBY3msZB7ZnKLD1OhHee0YppWtLk5pEPdM2uFW6VEsocjI1kSyZ5ERwvd9vno7lLxM+zwzM8lHIBtS+ClK8WdehDpZ6fcKRrGdkbIRUIiehKLiLv8XXXr6w4trn2psLoTLeddxaJWZ9ljyfuWTu68JblmEvU+Zhu8/0fwVYDZLvqOHXpj5hr/dpWmWnj1euEsOONy0fS3Ja3RZIVT/t1r6WO9SlOdcNazuuO1jJnEXwUvXC4MK1poroO3fgF6FGZc2XHz4vzhMOHM5LosZxEc/rOu12OBMFPxDBA3R9ozaGbvfAZ3o3ksFF40jurHVkM0HqYwFdrJPXEYqrXzwl5zmMk/ewy1T68ltC1uYmMe5CL/nDH7RE+lqC9EwxvGhifR+iDhXY2YcjtZwxaMEKkJ4Fu8k0h1M5bBbpwz+2HKt6WMIGo5VnJOHo77qEHo4SiKRUPzWLJei6ZaTTgmF2Id4qHp20qi3hC2MfkQiVH7v+8hkhji0sMxIjXNGY+oSSSZRoosiWRPIm+IaH4abkoeyx8uakqM8FWKtDfVBI6i7i3O2lO/VTjste031FwH/7tI2K33n5b+eO8uYUv99SPCXKLfVJjzF2HAkY1FbwuKAtMvFo9rxIwrwNmmxsrigKNvEaJy1XNxW/xBB8NZD3auHqsFRz5MuxBGHifq60xWcXxf1aaBcKnc8aX4OfAy+OFzwnDBZBNpdOFQdl+P3sZfI57rx38TQnfADDjy5yIlMpM1Z41liQKrLR/+FcadAjmD0p/DWQgn/hUmzxOflWCjsHCffLbosdYdPP3h/OfgsZMTI9+5Q+CM+3vVul4xqViH51B683SCmxqI1AexDvNgLnKgdSMdz5Rno+Ci8cR8YaK+MKrLjOYyo7n2jWbRejhGuCyFmREQ2FCPfXzHIjkWjhJYXUvts+tat4W2NeL7vIyiyydhHZq6caxq0VDzez+qrVpNqMUmco4fCkCoqonKO75Oub+epum0RLKnIEWWRLIn4SqB0+6BFy5LNFEwWcUCqb3ld9AHO5eKu+dV64TZxORz4Khf9cxBLRqGLx9M3dD147+L+aSKZjVWwLMXirm1ULYcHj0RLn4Dhh7a/bl1htyhIhLwyd8Ttw86WFyftuYHkRCoZpjzZzjql8KdzeoS0YTuLEgVJbONdXuKooo56Tos/a8Qn64S8Ro31cBJf+/4HHsLAS98eid8dmd8W8MOWPsaXPya6L2WKaq+Tz0WqBefzc7gKhZGNUMOy1wz4uLxcNUnULkGajZAyUThqunp/cbeiknDVGAXPagyQIuZwt4ftzJgt016rMn4e7ez1zDmC1P3okFNakSn9n/fU3z1ZDRPH9746QSqRUN1W4gZpQUqYCpy9P6kJJIuImuyJJI9CZMVRs+Gqz+FAy4Wi8JDb4Jrlohmtu0pWw6PnyYEFkA0JOyqn/yB6P3UXUJNoqlxKipXQzj1HVdqNyYKrBZ0Hd7+Zfb79Tjy4JDr4OrFcMiNouboolfh7MfjC81oRCxA370VnjgNXv6x6C9UMByKxuw5zWp7ij1PpHe2oOvieTbtrhtq309tb8ZXmSiwWohFhHFMS9prJnCl6XGmqCJS2BVsHnAUZKY2TlHETZZRx4s2CsMO7xOBJekamtuC6/AUNaCqIlLoOkGkNpAy0hOtDRBNIeL2JDSPhbwzRhqOuY4cmNSXqy2xUJRITYDApgaC27xE6oPosTTOr5K9invvvZfJkyfj8XjweDzMmjWLt956K+0xzz33HGPHjsVmszFp0iTefPPNXpmrjGRJJH2Bv0oscmNRsQh294vXW1mcUDJBWG9HAmBygGaw8PJXw9u/Mj5/1RohvLq7sDLbxd3w7V8YjxeOEmmNqdj0Ueqx8pUitTHbtSH2PPFTOsl4vGIl/HeOuMYt81r/Dhz7W2ES0dcOiZnC5hFpmv89ITF9DODoW9OLhb2Nsm9Sj1WvF+muXUn/TEf+MCGKmgxMLsad0rkG3BJJGxRVwXlgKaEdvsSeYCaVggvGdb4fVkeCIkt6I+oLEakNEFxfh2IzYRudh+a2dMv5UVEUrCNyKPrxFLzvbCG0y48p14r72MFYh3lSnjPqD+P7vIzG97e11gGqDhP554/DOsQjHQmzQKShgWhNDbHGRlS3B60gH1NO6pTUnjJw4ED+8pe/MGrUKHRd57HHHuO0007jm2++YcKECUn7f/bZZ5x33nnMnz+fk08+mQULFnD66aezbNkyJk6cmLV5ghRZEknvEotB5Xfw0lVQ8Z3Y5u4HJ/8Thh6emH6nmdPbaof8QhikYtMHMOKo7s3TZIGZVwozCN3gjugRP08vQtIJKJMNlD52svNXCzOIFoHVlvdvh/Gn7zsiC4QovvIj+O4l0TDZWQKzroH8kUKE9ZRYVNQ/RUOgWfsuaqJ2sAjNpIOiZwBc8KLox9bcxva63xSY/ee+acC9BxELRYk1honUNoOqtPZTkovc9GhuC3lnjiJ6/BDCOxpR7CYs/VzCgKKT185UYBcOgdFkNaXlWFDT9aXqJhFvkLr/fZ/QfLpBgdzTR+KYUtQtoaVaTVgHe8i/YDx6KIqiKR3W3wU3N9C4cGvCtlhThOr/rqL0J9MxFfaeu+b+QLisnF233krTp/H6VMdhh9H/9tsx98uOo+4pp5yS8Puf/vQn7r33Xj7//HNDkXXnnXcyZ84cfv7znwNw++23s3DhQu6++27uu+++rMyxBSmyJJLepH4bPHKiKHBvobEMnjkPfrQQBs7o/LlUkxACbc/Vlp7WBeUOhXMXwEtXx3s/WVyihqdwbPpjRxwrUqaMBNrUC7Lbt6gzNNelFqi6Dju/hoIRvTunbJM7WFj9H/gjId4zZcbhqxQNtD+7U0TKcgbBMb8RqWq9nXLZb7L4XBjVEg6Y3j1L9FQoihBUV38CVeuFm1/xeMgdlLlo2V5KtClM09IKGt7Z0rrQV8wqefNGYxubj2rZs9sFRH0h9FAMVFBdlqzalxuhOc1ozu73w1JdZnLmDqPh1U2JAwrknTUKzZNZoxA9ptP0TWWCwBIDUP/SBqxDU0eeOoNmN4G94+OjvhDedgIrPqjTtKIKzzHdNJSRJBFpaEgSWABNixez6ze/YcAdf89qRAsgGo3y3HPP4ff7mTVrluE+S5Ys4eabb07YNnv2bF5++eWszg2kyJJIepc1rxqLIl2HRX8UNUP2Tn4puYrFgvnTfyWPKapY5PYEi0P0d7riA/CVC4MIV5FIkbJ1EOVxl8CZD8GLlycKrZKJcPjNXa9XkWQGVc1shCXQAItuh28ej29r2C5s/+fMF06Ovdnk2FUs0mxfuzFxu9UjrOozLfoURYjKjlwE9zPCu3w0vJloRa6HY9Q+vZaSGw9AzUIz3UwQC0YJ7/JR/9pGwrv8KGYVx4EluI8a1GfNibuDatFwTCvB0s+F9/1tRGsDmAa48Bw9CFOhHaV9K5AeEvOF8C3elXK86ZtKcuYMy+hjGqFHdaK1BtkJuwnv8qPHdBQ1s89/fyVaU5MksFpoWryYaE1N1kTWypUrmTVrFoFAAJfLxUsvvcT48eMN9y0vL6ekJDEtvqSkhPLy8qzMrS1SZEkkvUUkBFsXpx4v/1aYSXRWZGlmmHk1bP8ctn0e365q8INHRRpiT6leB4+dIupOWhzqPAOEU1u6SI/FCWPmiObI698VRgsjj4XC0Z3vO5VN7HmiB5aRuYeiiKiHpGN8VbD8CeOxD/4MY08RkZ3ewuIUfaf6HwBfPiAix8OOEP3LcuQd7N4g2hzBu2ib8aAOviVl5J46POu9l7pDuMxH1QMrWmuW9HAM/5IyQlu8FFw6AdMe7sjXFs1uQhuWQ8H549DDMRSLimrNzpJPj0GsKZxyPNLQO42DFZOKqcRBeIexs6dlmEcKrAwSa0yRRdM63kmH1W4wZswYli9fTkNDA88//zwXX3wxH330UUqh1VdIkSWRZIpoRKT+NVWLmiNnYaKhhWaGgtHAO8bH5wwSFuxdwdMPzn4C6rYKk4qSiaLXlrNQmFf0hMYyePq8eGF/i6W8dyc8fxlc8EL62iuLUwixgms6+XgVwu1v04ciIjHiGHH9LFmw6nUWisjGI3OS67KO+U320r2a60Qfp5BPWHW7ivbuHlX1WxNbDbQl2Cieb2+KLBA1Zv0mizrHaAhM9kTLfklW0cNRorXBlOORqib0iN7nZZntifpC1L+2ydAUIlzmJ1LVvFeJrBZUmwmynDigWDWsw3MIrq83HLdP6LgRe7QpLKzrozEUm8kwcthirNG0rBLQcUwtxlRob63T0pxmcuYMpfqhVclztGjYx6WOZMciMYjEUCyaFGKdRHWnz2hR3dmrS7VYLIwcKdwnp0+fzldffcWdd97J/fffn7RvaWkpFRUVCdsqKiooLc3+DV8psiSSTBBohO/fhjd/KlKoQAiEsx6CgQcJIwlFgQMuhM/vMa5VOvIX3XPccxULpz+TFT67C2rWQ+kUOPhqyBvW/QasviqxiDaibLkQk5lyCGzYCc/8UJy3BUWFs/4rLO2zIbRKJ8E1n4p+YFs/BXd/OOwmKB6XHdOL+u3w6nVCRIKoHTrgEvG6t+9/trdg7cA0oy/TQjsyjpFkBdWqYR7gJNpgLLQsQzwo5j1P9OqhGOGdqe+8B76vwzYit/cmtBeh2U3kzBlG5cZvoN2fNi3fhmVg+u/TcFUTdS+uJ7TZK47JsZJ72gisI3Jao2/RxhD1r2+k+dt4+w//5+XYJxSQe/pINLcQWpYBbvJ+MIr6NzajN4vaTFOhnfxzx6DlJn8fRZvDRKqa8S3eSdQbwjY6D8fUYrQ8a8bTKvc1tIICHIcdRtPi5Awdx2GHoRV0LK4zRSwWIxg0/s6ZNWsWixYt4qabbmrdtnDhwpQ1XJlEiiyJJBNUrRH1R21pLBPOY9d8DoW7+33kDBJ1Vy9eCeEmsU1R4bCbO9co1V8DelQU8Gu7P76RkEjJe/7S+H67vhFpXOe/CMOPjEfTukIqQ40Wws1dP6cRkSB89u9EgQVCiL5wGVz/NeQPz8xjtUUziQatx98unqvZlr2okq8Snr0g8TnGIrD0ISHAj/1tzyOPfYGnvxDaRn3PBhwg6vfSEQ2LaxOLiGufbVt/SdZRrSY8xw4hsKY2KSqkmFUc00syGinQozrRxqDoDRWIYiqyo7oswiyhSxMHxaIKwwsDWhbxEmNMxXaKr55C3asbRbqepuCYWoTnuCGYclNHACN1AaruX0HMF083jDYEqXl8NUVXTcY6TKTPh3Y0JgisFpq/q8E+rRjHRPHdodpNOKYVYx2ZS8wfBk1Fc5gNzT5igQj+L8rxvr2ldVtoi5fGT3ZSfPVkzCV7cZZBL2DKyaH/7bez6ze/SRBajsMOo/8fb89aPdavf/1rTjzxRAYPHkxjYyMLFizgww8/5J13RJbQRRddxIABA5g/fz4AN954I0ceeSR33HEHc+fO5ZlnnmHp0qU88MADWZlfW6TIkkh6SsALH8w3HouGRXPgY38raqUsDhg1G679Amo3C6FSNFr01EkXPWksgw2LRJ1JuElYjB9wkXCM85WLCEl7YlF4+Wq44v3uOQ26S+N1WO0xWTPn1OavgmWPG4/pMdjwnuhblS1MFjBl+Y5bY3myiGxh6cMw8yrIG9r583nLoPp7KPsW8keI9DjPgN5Pi3P3gx/+Dx47VaRAtm4vhTMfBGea6+otgy/ug68eEseWThZmGf2m7vf250lEgiIFWds7/mSbiuwUXDSeupc2EPOKehxToZ28s0djystcyp0ejRHc6qXmsdXowWjrdseMEnJmD+3Q7rstmsuM86BSYwMHBWxj95Hm5FlCNWtYBnsovHQiejACioLqMqOa0+eFBjc3JAistjS8tZmCiyegaAq+xTtTnsP3yU6sI3JbhbWiqZhybWAQuWpL1BfC+86WpO16c4T6VzeSf8E4NLuMhqfD3K+UAXf8fXefLB+q24VWUJBVV8HKykouuugiysrKyMnJYfLkybzzzjscf7ww+9q2bRtqm7+FhxxyCAsWLODWW2/llltuYdSoUbz88stZ75EFUmRJJD0n5IfqtanHd30j6n5aoiQmixBHuZ0sxG+sgBeugC2fxLd9/DfRw+pH74n+RCF/imPLRE1Vd0SWswimXpjoHNfCITdmroltLBqP6hnRWJF6rD2RoLCbV0zpF/i9Tf321GORIAS7UCBcu1lESOu2xLfZcuCiV4WleG+muKiqEEXXfCZqAqu/F6YhpZMhZ0Dq43yV8PwliYYt5Svg0blw0Ssw/Kj49lhUOBZueF+IyoHTYdiRIiq8r9daeXeJ6/rtMyIl+KArhHnMHh7xUy0atrH5lFw7lWhTGBRF2JJnOBoUrQ9S/fCqpH5QTV9VYO7nxDWrf6dTvhSThuvwgQQ3exPTBhXIP2dMxm3P91U0pxmcnRcmgRR1XAChnT70cBQUjVgbEd0ePRgRPSi7SGiTN2Vj5uDGBvSmCEiR1SGmnJysW7W35eGHH047/uGHHyZtmzdvHvPmzcvSjFIjRZZE0lPMDhFN8KawsC2ZAFoPalMqViUKrBZ8lbDkHph+cQcnSPFXpCNsHjj2N2KxvOQeCHqFBfYRP4dJ87pf69UeizO10x8IA4yOiEVF/djn/4H17wnRccj1MOzwzInBnpCuOa+qdT5NsblORC3bCiwQdYBP/UA0HE4nbtoS8osoYtVaQIGiMUJYdzVlUtWE2UrekM4fU7c1UWC15a1fCvdKV7GIou5aDo+fEr+RsOxRUQt2yRsigrev0rBTvKaVq+PbvntR9Jk7/vd7vNBSFAUtx4qWRevzwLo6w4a7AI0f7MA+sbBLZhWmHCuFl4wnXB0guL4OzW3BOioPzWPZ43t77a2kaw6seSwoqopqM2GfWJjSNdA2sRDV1nUxpHcgzFJ5+kgknUWKLImkp9hz4Khfw6MGQkjVYPqloHXzD3QsmjqVDuC7F0SqmdlhHA1yFXdcF5MOVzEc/lOYdr6IuJjsIhVMzeCCw1kIJ/4VHj0p+a9avymdawpcswEeOjaxjuyFH8H402DuP/p+QerpL+rKajclj02c13k3Q38NbEnRBsBfBQ07OieymutFdOTd/xdv3KuZYc5fYeIPOt9GoLuka2VQtXZ36mGxiMQ+e35ypDbohecuhkvf6puWAMFGcb2basC8u5Ysk46U0SgsfypRYLWw/ElhoNPX7+k9gHBV6gh4rDEEsa6vkjW3Fc1txTas9+7M7884JhfSuGhrkmEGgPuoQa0RRMeUInyf7iTWmJhaqDrNOA8oQdG6HsG3DstNOWYe6EK1m4g2R9BDURRN6VL6qUQCsI/nWkgkvUTpRDjlTiF2WrDniXqV9mmBIb+IRFSvF7U6aVHSO6QpmnBwm3uHwZgKp94Drh72y9LMIjWrYKRYwGdSYLXQbzJc/IZw/ANhAnHQVXDu0x0vogNeWPg7Y6OO1a+IXkl9jbsUzn9eRIvaMuoEOO53nY8etbebb0+gvnPnqVoLb/8yLrBA1A++cbNwp8w2jjQCQbOAuvs9768SQsuI2k3GhhvZprEC3r4F7poODx0H986Cx08TQj9TNFXB14+mHl/6326lR+1rWNMIIVOxY4/sxbWnokeiROoCRGqaiXpTW/BnGi3XSsEF48GUKJIc04uxj4/fIDTl2Si+ZgqOGaUoZrXVRKX4x1Mw5Xcvq0J1m3EeYvD30aSQd9pIog1Bap9aTcW/llH14EqaVlQRTVE/JpEYISNZEkkmsOXAlPNEapuvQthzO4vAVZpYrF6/Dd79Lax9VUSp8oaJKM6QQ4yNL1QVpl8CK58zftyp54s76GNPgSvGwCf/hNoNUDIZDr1BRE96u24lHBCRBpNVXJfOYHHB0EPhwpdFFKPl+pk6keoT9ML6FL3HAFa/Kpzu+pqCESINzlcp0v5cpSIa4ehCQb0tR7xPUjk/5g3r+BwhP3zyj9Tjn94JZ96feMMg0ww9TIj1mEGdxeRz4iIs0sFiL9o7TU5biQRFSmr7OsXK1fDEGXDZO92rf2yPHksvqMNNiFv/vS8iov4wscYQoR2NKDYTlv4uVHfHBgfZwDLYjeoyGxon5Jw4bJ92BIwFI0S9IYIb6omFYthG5Yr0zC7UQ7UQaQjS+PEOmr4sRw/H0PJt5Mwdhm14LmpXXRq7iGrWsI3OpfSnBxIu96MHo5j7u1BdZjRH4nMx5dvJPXU4nuMGgw6qw9TlNM6oLyQcJFUFzW3Gc8wQbCPzaPxwO1FfGOvwHNxHDiTqD1H9n5Wt2faR5gi1C9biOqw/nmOHZP26SPYN5LtEIskUJmt6QwvvLnHHu23KWN1mWHC2MC0YfqTxcYWjRdrb6lcSt+cNgxmXxfsBDZguFsfhZhEZ6W1L8EhIROg+uwu2fSac5w77CfSf1nkh4SzsXhqUohr3HoM9q1eSq6RnNWLuUjjil7Dw1uSxCWeI5sYdEW4WRhKpqN8qhHI2RZa7FH7wqEj5a/u6FY2Fo34Flt3vXVexeP2iBnePzY7eT5nzVQiHTyPqtwlTkkyILHu+uHGy7FHj8annixsRvUy0MUT9axtpXtEmgqgp5P9wLLbReb0utEy5Noqumkzdc98T2iZuPKgOEzlzh2MZ2kEPt14m2hRGD0RBBdVlQTV1XyDHmsP4l1XS8Fr8b4n3LbBPKiT31BFdEpdRX4jaZ9YR2twQ31YboPaJNeT/cCyOyZ34TukhiknDlKdhyus4IqWaNdScrr/PYoEIoe2N1L+2iUhlE4pVw3lwP9yH9sc+vkC8X6I6ik0j1hyh7uHvDcuZfZ/uwjmznxRZkk4h3yUSSSbw14jmvOEmkSboLIkvFFuo+M64JgfgnV8LoWW0aHQVw0l/h2kXwOf3iceYfA6MOh5yBibua3Fmr9dTR1SshP/OiUcXajYIw47DbhZiy5alRY89HyaeBSueNR4ff1p2Hrcv0Mww7Ydgc8MHfxaLfqsbZlwJM68U772OsLpg4Azjeh8QzbMtWbZQN9vF+/f6r0WPN28ZDD9apFO2NQlxFsNhP4WP/pJ8jqP/n/ic9SbhpvROmLWbRES2p5htcNiNsOYVEfVsS/9pwtGxl9F1naYVVYkCCyCqU/vkGkpuno5alEVhngJzkYOCiycQ84fRozFUuwnNY81oL66eEAtHiZT7qX9tkxCCJhXn9GLcRw8SNuPdIFIXTBBYLTSvrMY6Og/XjM7XKUbrgwkCqy0Nb2zCMsSDKYvmJb1FcIuXmke/a/1dD0bxfbSD0I5GCs4bm1BvFa0NEK1PEUXXIVzmx9wH73XJ3ocUWRJJT6ndLJrm7lwmftcsMPMa4W7XNrKw6aPU56j4Lv3izVUs6neGHCpSrLIlWLqLvxpeu9E4fWvxP2DqD7M3Z4tDGI9s+lCIjrbMvEb0j0pFLAb+SnFNre4977oa4SiAaReJ90O4Wbzf3KWdj9iZbDDrWvh2QXKESLMIIxVTL6RZme0inXXm1an3sThEj7SCEfDhfCFiCkbCMb+BYUeAuZcXf2aHuImRqmVCZ0xaOkveMLjiA+HsueZV8dgzfiRuKKRzq8wSscYQjR/tMB7UoXlVDeaj+2bhqTnN3UqT6w0iFU1U3vtt3NghEsP/RTnBTQ0UXj6pywJGj+n4P09Rpwj4Pt6BfVx+p00aQjtSN52PNoTQQ6mt0/cWok1hGt7ebDgW2thAtD6YeL06EOiK3ZQYmXT2TbqsZM9HiiyJpCd4y5J7FkVD8NmdYM+FQ26I12Sl64tly+mcoURfRak6orkeylemHt/xFRSOyt7j5w+Dy9+DtW/AmtdEdOvga0T6mSNFdKexHFa9IGpsmutEXdyxvxPpmZ2pBetLVLVnaWl5Q+Gi1+CVH8ejqwUj4fT/dM2KvTdwFsDks2HYURALCSGYUSe/sKhxM1k7/ny5SoUhy2KDmrbcIV1rKN0RiiLe17P/JBw+FVXUKfZRbzA9ttuxLwWRmjQ3ifZAYuEYoGd1cRxtDlP/5mZD57xIVTPhMn/Xo0QxnWia10FE9DrvqqimSy1UlW659u0JxAKiZi2wrpZYcwTPMYOJekNCbEUSr09wqxfLwHhNtOowYx7oMrSMt47ORbVq1Dy+mtAWL5gUHFOL8Rw7uFPpjpL9CymyJJKuEovujn7o0FwrjBeM+PROmDxPOPMBjDoO3klR7D/z6t5PfcokHTX8zIYjYXtyB4vrOO0C4U6Xro+Xrwpe/jFsXBTftn4hbPwAfrRwzzDKyCYmKwyZBZe+Ld7DKEKM7gk9xVLhzqCwAohGRP3ZVw/D1k+FaD30BiHMU6Vdmixw8NWiL9myR+Of5dJJMO+xzNRjJT2mtU8iV+1RLCqWQe7W2qf22EZ1wcClE0Qbd0dRVAXVlblIQbQxRGiXT0SDojqOGSVYh3jQutBPq7PowWjKVDyAwOoa7GO7dt0Uk4ptXD6BNbWG45bhOai2zi/tLP1cKGYVPZysBO2TC1H30AhhOmLNEfxfV9DwemJKpXVELvk/GE3tM+sStqvton6a00z+D0ZTef8K9Oa4A6viMOE5dghV96+I92eL6DQtrSC4uYGiKyZjyt3Db9BJehUpsiSSrtBYDt8+DZ/fG49+nH6vKIbfsChx30C9SOdqwd0fznkK/ndRYlrd8KPhwMsSXQi7gq7vtrLWRSpZbwia9tjzYMCBsHNp8piiwoAZvTMPRTF2aWxP/dZEgdVCLCKa4f7w2a65/nWF+u2iVm3DIhHdm3iWqK3rbaMSAHeJ+NkfqfwO/js7/hktWw7r3oRjb4ODrhC1a0a4SuD4P4h04KZakdLoLBRRpn0YzWEm58RhYoHZDtVjwTKkE5+7TtBqUPDqRiJVzaApOKYU4TlhSLdrmFqINgapff57guvqW7cFvq/DPNBFwYXjM197pCiodhOxpojhcNooUhpso/JQ3ZbkyKKmkHPcEFRr5/8GaB4LBRdPoPrRVQkRHlOJg5w5Q1Gte98yMVIfSBJYAMGN9ViGerAM8RDauvvmqKZgHZT8WTeVOCi5fhqBNTUENtRjKrTjnNmP+tc2GjbAjtYECO1olCJLkoBsIiGRdBZfJbxwBbx3m6j9iYZEHdAz5wuR1P4utsUpmve2YLYJQXXdV/CDR4SZxVUfwVkPdr+hqnenEHyPzRXNfBf/M71zXLZw5Is+YUaGCcf9IbPpXZlgw3upx3Z8mWyRHgkKge2r6Fl/our18ODR8PI1sOp5UWd0z0FCcHVkVy7JHP4aePX6xJsgLbz/++TavvZYXSKVb+B0KB63zwusFsz9nRRcMgGtpS+RAtbReRRdObnHAqiF0C4f1Q+vEgILIKrTtKyS6odX9bh/U2i7L0FgtRDe4UsZGeoJmsuMc1bq6KZjSvfeN6Y8G8VXT8Y2sQB2JxFYBrspvnoKpsKu3axRTCrWYR5Kb55O3rlj8MweQuGVkyn80cSMvaa9jf+r1J/fpmUV2CfvNphSFQouGNfa8LgtiqJgyrfhOnQABReMI+ekYShmleDG1JHJ5lV90LdPwl/+8hcUReGmm25Ku99zzz3H2LFjsdlsTJo0iTfffDPrc9v7blFIJH1F3RbY8nHy9lgEFv8LDrhYLJpbmHFFcvqV2SbqNjJRu+HdBU/OE3fkW3j/dlj2OFzyBuQO6vljdIXicXD1YvjmKdjykYjczbpORGtSRQX6CmsagwvNLKJvLdRtgS/uh9UvC9OIAy/bbT7QxdSw5jphDuKvStyux4RxyrVf7Xn1UPsqzXVQ9q3xmK7DrmWZNbHoKf5qaNghIqBWNww9XEQgs+0C2Q7VasI+Nh9LfyexQBQ0RfQyMimiTqjl924S9YUMIxCwu4apvKnbaX2xUBTfkl0px/1flGGfVJhRAw1FU3HNLCW4oT4eOdlN7hkjDRf3ncVUYCd/3mhicyMQ01Fspm7PXdFUTPl2TPl9EE1nd8+vxjChbV6I6ViGeNDcli6lPbagx3Ri3nQ1axHMpU5yTx+JdVQumseCYkof+Wtpaq0ookVAqvPvy33Z0hHwh2luDBFqjmCxm7C7Ldh6Kc30q6++4v7772fy5Mlp9/vss88477zzmD9/PieffDILFizg9NNPZ9myZUycODFr85MiSyLpLGmjH18JQQHim3jSOXDwj7Pr0rbpo0SB1UL9VhElOeTG3i2SVzVxd/+oX0HoevHc+yIFrjOMOl7Y5hsxcZ4wWwAhsB48Bppq4uPv3gorn4fznularUxTjaj9MSISFJbqUmT1Eh0YA+idNw7IOo0VQpx//1Z8m6LAyf+GiWd0Lj02w2geK5oH9EiMSE0zjR/uILilAc1twX3UICyD3Z12t2uLHo4R3pXCuREIbKjDNroTbQqMiOmGaV6tjx2JZeV11zxWCi4YR6SmmcDaWlSHCduYfOFI1w0RARCLxFA0BdVq2ivT+doSbY7QtLSchjc3J3wsXYcPwH3UQDRn195Hiqpgn1SQMqpkHZmDZYAL24jcLs9VdVlwHdIf79tbDMcdB+x/qde+2gDvP7GW7W0iwYPG5XPMhWNx5Wc3Eurz+Tj//PN58MEH+eMf/5h23zvvvJM5c+bw85//HIDbb7+dhQsXcvfdd3PfffdlbY4yXVAi6Sxpox8WEcm55E247ms46f+yW+sSbIRvnkg9/u0zicIgEzTVQu0W0XQ1lYU1iNoye86eK7BANEo+8W/J23OHwNG/EnbZkaCwzza6jmXLRbSjK8SM6zJaaZ+iKMke9jxhVmGEoojG3nsCui4iqG0FVsv2164X0a0+JLzLR8W/v6Hpm0qidUFC2xqpeXw1jR9uJ9rcwfvdCEVBSVNPpPWgZkq1mdIugh1Ti1B7EIVLh+a2YC5xYJ9SRKQ2SPWj31H73DqC27zEAp27TnokRqS6mYb3tlL75Bq8720lXN2EHu1B+vIeQKSqiYY3Nifd9/B9spPQ9mR3v85gGZKDlmfwXtEUPCcM7ba4VVQF5wElWEbkJI3lnDIck9Fj7sME/OEkgQWwfU0t7z+xloDfoIl8Brn22muZO3cuxx13XIf7LlmyJGm/2bNns2TJkmxND5CRLImk84yeDe/+P+OxyedAzmDRTLVXUEFN8/FVTR07/nWWSFD08Xrz58LYQjXBuFPhuN9l1rK6N7G6YMq5MPQw+OZJaNwlntOgmZCzu69WU61Y4KbimydFr6rO9qey5ginyVQ1c/2nduUZSHqCsxBOvUs0z44EEseO/LVogrwn4KuAz+5KPb78aTjhD703nzZEfSHqXtpgGB3yLd6F86B+aPauLTE0txnXrH40fmggHhWwj+mZGY11VC6mYgeRykS7eS3HguOAkqw1MNYjUZpW1VD/wvrWbdG6IFXr6sk/bwz2iUVprdJ1XSe0o5Gqh1a2mlME1tbS+OEOCn80EevQnD2m+XJXiEVi+BbvTDne+MF2LEPcaPauiV9TrpWiKyfjfW8rTcurIKpjGeoh9+ThmAt7Fl3RPBYKzh1LpDZAYG0til2k0Gqe7qU37s00N4aSBFYL29fU0twYylra4DPPPMOyZcv46quvOrV/eXk5JSWJN1lKSkooLy/PxvRa2b/eERJJKnyVol/QmtdFBGb8aWKx3dbK2d0PTroD3vxp4rH5w+HIX4KlFyM3VqdwQNucosHxgZeJhWQmqNkA/z0h3rg2FoHvXoTtX8CP3hXOeHsjNg/YxsOcP4vIQHtRqiigpbkzabJ3Tch6+sHcO2DB2clj0y7cb8wT9hiKJ4oaws/vg22fic/3YT+Bkolg6/0UPENiUWhKU0zfsN34vdsLxJojhMtSR7RDW72Yi7vWnFjRVFyH9Ce4xSt6ELWgKuT/cCxqTs/Sr005Vgovm0jT8kqavipHj+k4phXjnFGa1R5H0cYwDa9uNByre3kjliGetCYTUW+I2gVrk/o7EdWpXbCW4uumZdXVLtoUJtogek4B2Mbko+VYelR/B0AkRrQhdf1U1BdKfs6dxJRnI/f0kXiOGwI6KDat5/Pdjea2oLktWIfsBc3rs0iog2h1R+PdZfv27dx4440sXLgQm23PNmeRIksiaayAV66FDQvj2z7+PzjsZmHT3GLlbXWJpqhDD4Vvn4XGMhh3MvQ/IB796AyxGHh3wPYvoXyViGAMmC7ESlcWSwNnwNAj4mYchaNh/KngGQhjTur8edIRbIQP/hwXWG3x7oTNi2HquZl5rL7E6Lo7i2D6JcJMxIgZP0ofTTRiyKFw2buw8LdQ9s3uhf3NMObE1L2Z9if8VcLFsW6LMI3JGZid3lMAJrMwZZnz53gz4lT1TdEw+MohHBA3YVyl3W+50BUsLhg0Cza9bzw+dm6fCCyg48ftZhNbzWOl4PxxROsDBDZ50ZxmrMM8qB5LRnplmXKtuI8YiHO6uKutOkytxgbZItoYMuxDBaA3R4j5I5Cb+viYP0w0hdlCzBcm5g9DlkRW1B/C+942/EvKWrd5396Cc1Y/PMcO7lbtXQuKRcM6KjfJFKQF61BP2vTRjlDNGmpe94/XYzqx5gioSpejsvsDlg6uSUfj3eXrr7+msrKSAw6I97OMRqN8/PHH3H333QSDQTQt8XUvLS2loiLRdbKiooLS0m46O3cS+a6RSNa9mSiwWlj8D7GIadsvyeYRP8ff1v3Hq1gFj50sGpq2YM8T9Vwl4zt/HnepsH/fuQzQxeL0mych2CCswg+6QqTz9WQRFvAKR7NUrH0NJv+g62Jjb0DVYOp5sOoFYUrRlklnQ9Horp/T6oLBM+G8p4V9uGraf/tUtadhJzx/qYiQtpAzCC54IbtpuCar+EmFr0I0LP78P0KM2XLh0JtE02tXlqOP9hzxXfPgR8lNzHMGwuCDe/wQUX+YWHMERRHNVjubmqU6TFiGehIjTi0oYBnc/bv8LZECy6DsRAoUVelVJzilo+/gjr6i0xh2AFmtywrv9CUIrBb8S8qwjcvHPjoxhTPqDRILRlFUpUNzD0VVcE4rxvfJTvRgu/e3puA+chCqpQ/6PgKRugBN31bRvKIKxazhOrQ/1mE5+62DoBF2t4VB4/INUwYHjcvHnqVrdeyxx7Jy5cqEbZdeeiljx47ll7/8ZZLAApg1axaLFi1KsHlfuHAhs2bNysocW9gHV0YSSRfwVcLn96Qe/+pBEWnqjIjwVQlraAB7rnFvqMYyeOaHiQILxHHPXQQXvwnuLtSDuEth0Ax47SZY+3p8e809sPwpuPw9cbe+u2gm0eC4/XxbH78fKH3zR7BX8AwQi/ztX4jrabLDQVdC0diepfdlq9Hx3kqwUbg9thVYINLhnjxLpKVmK6LV0bze/zMsezS+LVAPi26D5ho46hbRjDibFI6GS96CN38G5SuE+B97Chx3W49SdfVIjHBFE3UvrSe8QxgMWIbnkHfaCExFjg5rfDSHmbzTR1J577dJC+ScucPQ3L1j4bw3oLrNKHYTukH6lOq2oHZQt6K6zCgWDT0UTRpTzGqPoknpiAUjNH6cumbK9/FOrIM9qDYTsUCE4FYv9a9sJFobaO2hlnfqCEwFqVPptTwbxddMoe6l9YS2CvMfc38neWeMwlTQN6lgkdoAlfd9m2DVXrvVi3VsHvlnje6U0IoFI+ihGIpZ3WdrtWxOM8dcONbYXfCisVmrx3K73Um2606nk4KCgtbtF110EQMGDGD+fNFW58Ybb+TII4/kjjvuYO7cuTzzzDMsXbqUBx54ICtzbGHffOUlks4Si4poTSr81RCNpBdZkTBUrBQphy0Rj6KxcNrd0G+KcB5swVeV2vigej00VXVeZLXUYtRuSRRYLQTq4YM/wWn3iMbI3cFZLKzp37jZeHz6xX2XrtRbePrDhDNg9Imif1Y2bfn3NkJ+8WOyiQhvd/FXwZrXjMcatovU1L4QWb5K+OZx47Ev7oMZl4NlaHbnYLaL6OeFL0HQK25qOAp63HsuUhug8t5vIRKPgoQ2NVB577eU3DCtUz2TTMUOSm6cRtM3VQQ21KPlWHAfNgBTgX2vtxbPJJrbSv65Y6h57DtoG3TSFPLPHdNhvyzNYyHn5OHUv7g+acxz4jDULAlaPaITa0rtEBfzh9F3R9nCZX5qHmnTUkSH4Lo6qh5YQdE1U1PWjCmqgrnUScFFE0Rqng6qXUsSjlFfCD2io5iUrIlKECYljYt3GvbCCq6tI1zZlFZkxUJRItXNeD/YTmSXD63AhufowZhKnftkyqEr38YJl0/osz5Zqdi2bRtqmxY2hxxyCAsWLODWW2/llltuYdSoUbz88stZ7ZEFUmRJ9lNi4TCRykpivnqsw45BWfm08Y4TzhQNhNNRvxUemSNc+FqoWguPzoWrP02MJLV3MmtPR+P+aqjdCMueEPsefJ0woUjFmtfghD92X2QpCow9Gda/B9+3644+5y+QO7h7590b6eh9sD8RahLvw4/vgPJvhfX9ET+Hkgkiitud8+lpUp4aK1KPZRN/Vep5RcPCgbK3HDadhRkzs4mFYzR+sjNBYLWgB6L4l1XiOWZwh9EsRVUw5dtxHz0I12H9UTQVxSQ7w7RH0RSsw3MoufEAfF+UESlvwjzAhfMgYbjRUTqhoqk4JhViyrfhXbiFSFUzpgI7nhOGYB7gykitmhGqTcM2Oi9l7zLrmDxUm0bUH6b+TeMm0tGGEKFtXky56SP/mtNs2Ew52hQmuKkB77tbiVQ3YSp0kDN7CJahORltHN36eP4IzcsrU477vyrHOjzH8DXTdZ3g5gZqHv2u1ZI+UhOg6vt6ck8bgePAkqy9Vn2JzWnuc1H14Ycfpv0dYN68ecybN693JrQbKbIk+x2xQAD/51+w8yc/gViM4U/ciWXtKxBOtPUlZxAMPzL9ySIh+PKBRIHVOhYUzmVz/hyv+XAWi6iYUc8kkw0caRZR/ipY+DuRttZ2W2GaehVFpeOE/w5wl8Bpd0HDL2HjIiHYRhwrUhX7oBGqpI/RdeHG99S8uACp3QSbPoA5f4UDLup6Cp3NIyI24Wbj8b5qFWDpIFq0J/eCS4MeiBDaVJ9yPLi+Hv2wASidTHNSVAVFRq7Sopo11BInuXOHo0diKCa1S4Ybqt2EbWQu5v4T0MPi+GyIjLYomopzRim+z8vQA4mpiopVwzWjFEVT0cOh1pRTI4Lr63BM7np6dSwcpemrChre2ty6LVLZRM0Ta8g5aRjOWf0yKlpi4ZhoSp2ONII45g1R9/x6w17n9W9sEk2o8/c9kSVJjbzlJNnvCJeVs+Paa9Gbm9GDQXb+8W7CJz+FPuxY8QVqssK0i+GSNzqueQg1wvbPU49v/zyxyayzEA6+1njfw38qHNVSUbkmUWCBcCgcdnjqYyadDfYM1P84C0Vt2uE/hZlXi+icFFj7J41l8Mp1xhGehb8Rwr+ruEpSfy4GHyIEfV/gLBItGowonbz32u6bFNQ0KVeqx9Jtd8CuEm0MEakPEG1MbeW9L6FoKqq1+46GmsOMKceadYHV+nh5Nop/PBXrmDxxv04REazia6eitdjeq+nfT1onUk+NiDWGaVi41XCs4d2txBoz1+w2Uhug4bWNeBduxT4h9c1O54ElKSOP0aYwsVTv44hOpK6DTBXJPoe89STZ72h4/XWIxu/KBVasYtMVvyb/7NNwz/kxlhEjUXNKOneX2mQTQqzsW+NxzwCxTwtWFxx6PeQNho/+TziXeQbAUb8WtuupUtIiQVED0p5wkyiGn3IefNsu5dFdCkf+vHf7d0n2fZrrhNAyIhqC2s2QN6Rr5zRZYeZV4v+f3yMiWooq+tWd8KfM9XzrKu4SOO8ZeOwU8VltIWcgzHuk7+bVQzS7GfdRA6l5bLXhuPuwAVlPa4r6wwQ31uNduJVIdTOmQpH+Zh2e22sCQtIxiqpgLnZQcN7YeM2Uw5Rg5qC5LLiPGEDDG5sNTgD2iQXdeuyYP2SY0gpAJCas6/N7nsYdqQtQee9yIdpUhcKLxxNYV5tkm28dl99B77fstDWQ7L1IkSXZZ9B1nfCuXTR9/TWBb1dgHTsW56yDMffrh7Lb0lOPxQht2JB0bMzrpfqhJ6h56nlGvPUmamfTgCxOOOQGWPuG8fhhNyUXqDuL4MAfwZi5YlFqsgiXvnTEIqJuxYiP/wYn/g0mnwNf3C8ML8adCuNOgdxBnXseewqxqKh1kfVPezAdLBTUbi7OXcVw5C/ggIuFwYPFIdJre2jw0GOKxsAVH0DVOqhZL0xtCkf1jRFHBrEMduM6tD++T3clbPecMARTUXZvzMTCMfxfleN9e0vrtkhVM7VPrc1KGpik56g2U0qXPEVVcEwtJrTVS/OqmviAJppIa93t4dVRtC8DokWP6TR9UxmPisV06l7cQO4ZIwltayTwfR2KZbeF+xBPWtMLzWlCy7MSrWtXPqAp5MweiqqpNH6yE9WmYRku7OD7yqJe0jtIkSXZZwh+/z1bL7qYWEPcblxxOBjy6CPYJk1CURQUVcV58ME0vvOO4TlsY8eidLWDeNFYcbf9vd/Ge9koKhx7GxSPMz5GUcDTgbBqi8UpGiFv+iB5TNdF9OCAi4ULWTQiUvn60vUvEoSmGjE3e17HNTrBRqjbCkv/K4xERhwrepTlDt733Qv3Nhz5kDcM6gzuWpvtXY9itcVkFVHePY2cAeJn5DF9PZOMoTktuI8bjHNmP4Kb6kEV5gyay5J1y+lYYxDve8ZpYN6FW7FPLJS1K3sYUW+IcFUTgbW1qC4z9vEFaB5Lq4uk5raQe8Yo3McOIbS9EdVuwjLAKSzquymYVacZLcdCtCE5BU/LsXZofd8ZYs0RmldVJ2yLNgSpeWw1lmEeHFOLsE8twuS2osd0It4gxHZb57d7fM1jJf/sMVQ9tDKht1n+vNH4v6mk4c0235kK5M0bjX1CgXTi3IeRr6xknyBSXc3Om36SILAA9KYmdlx3HUOfew5ziah3ch5xOKrHQ8ybbN1e/NOfYsrN7dqD23Nh+iVCFJSvFMKi36TM34UfdqSoD6lt5+Jkz4OZV+62FrdAX2fa1G+HJXeL9MVoWETUjvylmLuRYAr5YfUrwgK/hQ3vwcf/B5e9k91GtJKu4y6FM+6Hx09JNHxRFDj17vR1hZI9Cs1uRrObO0iByjxRX/j/s3fW8W1eZxu+XhKTZbbjxGFOA6UUVliZuSus7da1K25rB10H39YxlbZ2xZV568oM67oyN1AIk2O2ZDG88P3xJnYUS45BtmVH1+/ndTlHenUsC859nue5H1CzN9g10vlLAyuSH9TOJO33fEa6odvcIvTcOnzHT8Exv7xbaG1xCLRUD9DNdjskj4XSM2bSettSjHR32qBgESk9cyayd4ARsm0QRAEhRzQptTYECDh3q0ILp4h90kL4v5vQI2mUWhfeIyeZQnIbkWSpc1P5PdNFMr0xgnV6CWpnkuSXgcyLGxD45wos4xYhVhS34mOV4l+2yJhA7eggtTbLyTogWKzo8Th6MolotaLU1DDh/vtovOLHJD4zaxLk8nIqf/4zrDMGuKG3uswf/8SB/go7xlsLZz8F790On9y7RcAcB/teZlpoFwKdm+DuoyCwrntsycOw4gU4/7Xsz0+kFZ76Ts/xeACevhy+dp8pJIsUDrUL4IK34MM7YdP7UDrVNETxT+x20iwyYmjRtNnfSDcQ7TKSp7D+Jju0eS/WrhQMhqYTeWtzhsDaSvCxVVgneodMJAiCgFJripbElwGSG8NY69zYZpQg+fIjwkW7jGufWjrWZe+X6dqnBkMzCD65mvjS7ohXuiFC261LKD17FvaZ3TVngiyilDvwHT4RI6WjJzVa/v5J9gc3IPZJC95D6vPyuxQpPIoiq8iYwEj1TCcQHA6qfv4zjGSS5t/9HkEU8X3ta9hnz8I2dSp1/7gdLRDAUFUkjwe5MrdrUMHgHQcH/tSMXGGYzoGFZCO96tVMgbWVRNA07jj4Vz034Zs/7E6z3J71b5i9iEaDyNLSEG6CWBuIitkwtj8poaMJyQJlU+Cgq0zzFdlWbNJcABiGgdoco+NfK7ostSW/jZLjp2CZ4CmY+o9e08BKrIiukQ7HDy16WkMPp9AiaQRZNJ8Pj6Xf3z96UjWd/Yawfk2LpIm+k8PoBogva0M5cOhSfAVJQC6149rLzkDzQgxVRwunzAipJJgRt20OHqwTPNhml5JY3p5xP/vsUqzjPWjhVIbA2pbgU2uw1Lp6HGQIkohgF9GTqvm4OdC17BHdImODosgqMiaQSkoQ7HaMeHefnepfXUXgvvuJf/JJ11jktddw7LUXNX/4PUpFBXLJKNi8b4+kFGbRfSoKyx/NPf/ls7DP5aZj27Zk6zG2LUYOAVZIxDvhi6fh+R+bpg1g1pOddAdULwBpjH7USjJInpFeRZEtaIEkLbcswYh39+HTOhK03bGMiovnYxlXGG0XJI+F0jO3pIGltk0Dkyg9YyZygUXe8okWTRN9r5HQKxu6UiYlr/l8KDVuhD5E8dRggsSXAeKftpr9qvauQalyIvVioz5gDAMjmfszuNCt97VYmtgnrYSeW9uVciiVWCk9fSZKjQtBEpDcFkqOn4K6by3RD00XUeeiSuRSO5LbQuKLjtzX70igJ7ScH4OCVcIywUNqTWYpg+Sx4D16MkZSo/2Bz5FKbDgXViD5rMUarTFEsU9WkTGBXF5O+Xcu7fq3dcYM1KbmDIG1ldhbbxH/uOd4kUEiyr03b7W4tjRH3o7aRbnvUzYNbL5BL23IafoUnrioW2ABBDeY1t+dG0duXUX6TrgZGpfA2tehbaWZrjrKiC9vyxBYXRjQ+dJ69ESWuRFAEASUGjeV31uE79jJOBZV4DtuMpXfW4hSM8JukkNMcnWQ0AvrM2rStM4UrbctRevcwYETpt146y1LCD62iuSaThKfd9B2+zI6n12LFsm/4BEsEpb63Acp9lkDs2cfLlIbwnQ+uTqjpksLJGm9bQlaZ3ffKsllwVrvxX/iNPwnTsNa7+1yEhTsvYgegV7TWyW7gu/wiRmmrIJFouTEqXQ+vYbAv1YQX9JG5L+baL72I+JL2swIZZExQVFkFRkTiBYLvuOPp/baa1DGj8e1336Enn8u5+0D99+HFsndob7IAJCtZl1OLva4AFxZmre6KmG3b/UcFyU46jrT2ruQiXXAK7/OPpeOw/LHh3U5RXoh3GS6WIY2g75N/522FXDX4XDLvqYwvmFXs+FyuGnk1tpPdFUnuSqYcz69KYLeS0RiuBEkAdlvw7W4Bv/J03HtWYPstyGIBZ6yPQi0cIrQi9ldFY2UTuLL3BETAEPVCL/R0NMiHIh91ILakf9mt5JDwXfUpKy7RaXagVI5vKYp/UGLpgi9sC7rnJHSiX/e+/O9FUuNK6eQsk4r2WFfN7nSQfn585C3PFeOhRVE3mvKKqoD/16Jlscmy2ORX/7yl6Zb9DY/M2bM6PU+//znP5kxYwY2m425c+fy7LPPDstaiyKryJhB8vnwHH449Q/cj++kEzFSuT+ojFQ6c5NVJD9UzDSt5Ldn4n4w7dDs97H7YP8fw8l3QdVcs8Hr9CPh/P9C7cKhXG1+UBPQ9mXu+U3vmbb6RUaOWAcs/Rf842C4fp4ppt75O0RaTMF17wnQvjrzPl88Da/9EVLx7NfM17qCG0zDmPTgNsiCKCCV5q7PlDyWHRtOFBlSDE1Hbc/9ekplMZfYFi2qEvuwOed87IPcc4NBrnRQceF8LBPMdFNBEXHuXUPp2XMKzlRlW4y0Qbo1R39JILU+u9nF9ohuhdIzZvbYMUteCyXHTN5hywPRImGd6KX8vLlU/WBXXHvXkPi8PfuNDcyWCqOIRCRMR8MmGld+ScfmTSQi4SF/zNmzZ9PY2Nj188Ybb+S87VtvvcVpp53Gueeey8cff8xxxx3Hcccdx7Jly4Z8ncXEzyJjDrmsDEPX8R59NC1XX531Nt7jj0PyFGtJ8o6zDL76C1h0Nnz8AGgJmPc104a9t4iUsxxmHw/1+5oNmq1u82c0IFvNvlGNn2Sfr95l7NZkjQa0NCx5BJ6/onss2gYv/tRsLrz7+blTOj+5D/b5Lljq87umdAJaPjNr+Da+a76Gdjkd9v3+gBuIC6KAc/cqom9vhiy19O4D63Z44l5kaBEkEbnMjtqaXWhZ6vrwmafnNkowtOwHh4ZuoIVS6NEUGCC6FCS3tU/1XwCiImGpc1N61myMlAYCSC4FQS4MI5VcCLJpmqE2ZxdafXq+MX9/61QflZfvSnx5G1pHAusUH5Y6D3I/Gi1LLgu4MIV2L2e8eqJwIs47Itzeygs3/5X1Sz7uGqvfZSGHfPtS3KVZMlfyhCzLVFVV9em2119/PYcddhg//OEPAfj1r3/NSy+9xA033MDNN988ZGuEYiSryBhFEEXcRx6BUtvTIMJSX4/rK/uNwKrGEPGgmUqVzHJi5Sw166yOuhqOvREm7tv3lD9nmWnqsa3AUlPmT6HiKIUDfpp9TlJg7snDu558oKXNfmetX0Jgw47NSQqZcBP85zfZ5z66u/coo5Yy3RPzTdsKM6q28V3z32rStMO/9zgzsjZA5BKzGer2qU2ufWqwTvQNfL1F8oLktuA5JHu7DcEiYZvauxGT6JCxzy3LOe9Y2LNHnZ7WSKwM0PK3j2n52ye03PAJzdd/THx5/2t/JKeCXGJD9tkKXmCBKWq8OZ5vZLFf9WSiIqGU2fHsV0fJ8VNxzC3vl8DaFsEqofTSS8w22Teg6w43iUi4h8ACWPfpR7x4y9+GNKK1cuVKampqmDRpEmeccQYbNmzIedu3336bgw46KGPs0EMP5e233x6y9W2leLxapKDRQiHUjg70zk5EpxPJ70f2+/t0X0tNDRPuvZfgv/9N52OPgyjiO/FEvMcei1LdtxOQgiIeME/gUxHTDMJVAZb8NH3s1xoaP4X//gmC66FyLux/hWlQke+1hJtMI4KP7gIEs+Fz1bye7oSFwLhd4ZDfwKu/7hYkjlIzBdI7sMjEiBFpNTf8b/3VFNGKHRZ9E/b+jtmIeLQRD2Q/DACzcXi40RT12W6jOEDJsxFDvBNe+j/Qs2xw21eZEdEBuoeKVhnbnFKqJiwi3RTDSOsoNU4kl4JoH94olqHpaKEURlJDUERElwXROjIbcy2SQgskSaztRHIqWOs9iB7LkFqf58I6yYf3yImEXlyf6XZ3xkykHWzaRUXCfcB4Ep93oMcyXz/WKb6sTaW1jgTtdy/PiJwYcZWOB76g4hLTcVILJdHCafS4iuSxmJEux9iIelomevEcVk/o5W6zka3pfzt6vocKyWXBd+xkWm9d0iOiZZvpR/JmukQaqo4eV037+QL6u8Q6O3sIrK2s+/QjYp2d2Fz5z0jZY489uOuuu5g+fTqNjY1cddVV7Lvvvixbtgy3u+fjNTU1UVmZuW+orKykqWnoa26LIqtIwZJuaaH5N78l/OKLXWO2uXOpvfYaLOPGZdzW0DSMdBrBas3oNaLU1FB24YX4Tj0VANnvR5AK/wSuB8GN8MTFsPa/5r9F2ax92u+K4RMdqRh8dB+89LPusc5NsPJ5+NpDZs1VvvqMhZvg3+d3/75g1shMOgCOv7nwNvsOv2neMfMYc9MuWUxDD3eVaeAxWkjFTXH11l+7x9JxeOdGs37pyKvB7h259Q2EHTVHtvvMdM+mJT3n9rwo/++vVMTs/5aLz5+C6UcM+PKiIiH67cj+keufp0XTxD5oJvTqBtP+WwTbnDJ8R0wa8On/gNcSStL+0JeZFtqigP/0Gdimlwy70JKcCs49q7HPLjP7J8k9+zb1hlxqo+KSBUTe2Ux8WTuiVcK1dy22ab4uN7ytGKrZSDhXalrkvSbcFon2u5ejtnfXBNpm+ik5fkpB11v1Fcmh4Nq7Fse8MrMvmSSahw4D6EuWT5RaFxUXLyCxsgO5zIEgCIhuBdlv7bLiNwwDrSNB5J1GEl90INpkXPvWYp3o7fG3HgmSsWjv8/He5wfK4Ycf3vX/582bxx577MGECRN45JFHOPfcc4fkMQdKUWQVKUi0aJSWa6/NEFgAiaVL2XTRxYy/4x/IZWVo0SjphgYCDz5IesMGHLvvgeeIw1FqaxFEMxtWkCSU8vzkBuvpNFpbG4aqIthsebtur0Ra4OEzM2t+dBU++Ie5mT/oF8PTkDjaAq/8sue4YcDT34Xz/pO//l3r/pcpsLay5j+w4R2YfVx+HiefKHYomWD+jFaizWbT6Gws+6dpUDLaRJazDGoWwOYsJ67OMjPSeOp98PhF3eJHssBu58Ee396xSOsvgmhGoqOt2eddo7uBtaHpxD5opvO5td2DOiSWtNEeSFB29uyh6eeUYy2Rtxt79ChCN+i4/3Mqv78rYtnwi1FTCEvgt/X7voJgujJ6D63Hve84EIWctXZ6WiO9OfdG1zbZR9udy3q4FSY+76DTtR7fMZNHJNqXb0RFHPGDh+0RFQnJpaB1JAm9tAE0w+x59pVaXHtUI7ksqG1xWm78BGObGq2OB77APrcM37GTh+19lAuro/fsFat9eDJtfD4f06ZNY9WqVVnnq6qqaG7ONIVpbm7uc03XYCjWZBUpSLT2dkJPPpV1LrliBWprK3oiQeTVV1l7zLEEH3yI6Jtv0Xrttaw97niSK1bkfU3plhba/nYDa446mtUHH8L6M84k9PLLaKFuhyI9lSLV0EDkrbcIv/YaqQ0b0KKDPM0JN+U2VfjwDogMjaNUDzrWZk9xAnONsb7Z4e6QeBDevSX3/Ls3Q6Iz93yRgRMPmnVIuYiMHkvzLhylcMJtZmRxWyxOOO1hcFebwvjU++CSD0xXy0veh6/+fGjaB7gqem91MG/oavj0pIYWSaGnhq6wXgunCP0ne31EemMELTh89X1aJG1GcrJh0GuT2VzoaQ21I05qY5h0U3RIelP1BUESkdyWXs1MREVCrspusS5YRARFzGoHD6YlvJ7FSlwLJUk1RUltjqB2JjF6MeIokhstlibw+Cqi7zWBZj6HRlIj/NIGIm80oMXSdL6wLkNgbSW+tC3n3204cXi91O+S3QG4fpeFOLzDcyAXiURYvXo11dXZD6gWL17MK6+8kjH20ksvsXjx4iFfWzGSVaQg0aMx0HJvBNLNzYhuN40/6Wk4oEejNP7kp9Tdfluf67d2hBoI0PjTnxL9X3eaT3rDBhouuZSav/wFz5FHYMTjRP73PzZf8WOMxJbUC1Gk7MILKDnz68glvoE9eLCXZrZqEpLD1O9L2kEueLZGwwPB0Hrf6KvJov3+ULGjiKhtlEWxtlI2Fc57FTZ/Cg0fmG6X4xeDdxxsiXjjKDF/hhpRggVnwOpXYP1bmXNHXA2e2rw/pB5XSbfECP9nI2p7HLnaiWf/OuQyO6Ilv5EKI6ll3RhuJd0axzJumJxDdcNMV8xBX5r/Ztw+kiLy1mbC/93UtTGWKx2UnjEzaz3USCPIIu69a01r9+20kGhXem9OrRmmk+AWDE0ntTFMx8Nfdm3wRZdCyYlTsU725f11NJYwdAND0xFksStFUY+kSeTo0xV+YzOORZUkPsth8w7Elrb22R1xqLC53Bzy7Ut58Za/se7Tj7rGt7oLDkU9FsAPfvADjj76aCZMmMDmzZv5xS9+gSRJnHbaaQCcddZZ1NbW8vvf/x6A7373u+y3335cffXVHHnkkTz00EN88MEH3HrrrUOyvm0piqwiBYnodIAsg5r9S0CpqSG5ahVGOnsvrMRnn6EFg/kTWS0tGQJrW1r+9Eccu+6KHgnT8L3LzPS5reg6bTf+Hdvcubj3339gD+7pJX1IlIbP/MI33jQCyOa25p9kRgzyga0E5pxkGmxkY94pZh1NNpJRSATN2jBn+Y6FYZFMnOUwbnezt9f2+CeZ86MV7zjzZ+aRI70SM3p28t1mdHjFC+brefrhZg1fnlsX6GmN+LI2Ao+u7BpTW+MklrZRetYsbNP9eW0ALCgiiEJOq3HJM3wpToJFRKlx5kyZs0719flahm4QW9JG+NXMQy+1OUbrrUuouGQ+sq//6X9DjeS3UXrWLDoeWYERN79PBauE9/D6XvuqCYqIsI1RiRpI0Hrb0i5xCaZQaL/nMyouWYClNs8GMWMAPa2hBZNEP2hGbYyi1LlwLKhE9llRe4voqrp5UCEIZO3HAF3lECONu7ScI7/zQ2KdnSTjUax2Jw6vd8gEFsCmTZs47bTTaG9vp7y8nH322Yd33nmH8i3lGxs2bEDc5vnZa6+9eOCBB/jZz37GT37yE6ZOncrjjz/OnDlzhmyNWymKrCIFiVxWhvfYY+l89NEec9aZM5HLykitXdf7RfIY7Uh89lnOObWlFUNTCTz8SKbA2oa2G27EvssuyCUDOCn31EDp5J7NUgHmnDw0KU3ZcFXBcTfBv87J/D1lG5xwa/4MAkQR5pwA799mNmrdFt8EmHl0T4MNXYeO1fDa7+HLZ801Lfi6WVPjzTRJKdILDr/5t7zvBOhY0z3urobTHio8w5HRjKvC/CmbZjp1vvk3s5/a/NOhpN6sF8sDeiRN8Mksnx0GBB5dScWlC5C9+as7E50W7HPLiH/as+ZMdCrIpcMnRCSnBe9Rk2i7dWmPObnMjqWy7wdUWjhF+NXsaZB6JE26MVqQIku0SNim+an87kL0SApDEJAcMpLHgh5TUaodpBt7Hpy59q5BcpuHVIamZ6S1ZWBA6NUN+E+ZPmLukYWIoRmk1oZou2t514FDYkWA8H83Uf6tuTs8bBBskvk++iR77aZ9Xn4+H/KBzeUeUlG1PQ899FCv86+99lqPsZNPPpmTTx7+dipFkVWkIBEdDsq/+x2MRILQs892bertCxZQ85c/I/v9WKdPNzfbWYSNMm4cYh6bDUu9RcREEUEUSa1dm/Mm6cZGjNQAc/fdVXD6P+Gh06H1i+7xaYfBQb8cvkiWbIGpB8OFb8F7/4D2FWbUY/7ppvjJJ95xcM6z8OFd8OmD5t95l9Nh4VnZRVNgLdx2QLcNd3qLS96Xz8BZT4E3/ylYYxb/RPjGsxBYB60rwV8P/sk713OoJk3DGT1tRm+HSlyGm+DxC2H1q91jH/wD5p8JB/8yL5FDrTPZZRW+PXokbTrc5VNkWSW8R0xECyZIre+2xRddCmXfnIOUx8fqC5YaF2XnziH45GqzCbAk4JhXjueQCf1bi6qjR7JnTgCkG6PYZ+Ypmp9nBEkwa7AsEmprDCOlmA2FPVZKz5pN4F8rSK7eUucqCTj3rMa1d21XLywjbaYK5iK9OWKmFvZDZGmxNIaqI1okRNvY24pq4STtD37RM6KrGnQ89CVl581FKrFmra2yTvYiuhS8B08guSrY43Xn2KNq2N9HRQbG2HtlFxkzKBUVVP3yF5RfeglaKNTdJ2tLNEguK6X0/PNov2W7vFpRpOpXV6FU5C/CY50yBcHhwIhlOfE74ABErxfHbrsSfSN7SqFt9ixExyBy9ksnm2Ih2mL2/XFXgqN8eGpItsXihIpZcPgfzI2oYh86i3JfHex/Jex+nvlvR5l50r896Ti8cX32Pkftq2HD2zD3pKFZ41jFXW3+jB/6wuCCI9RoCvQP7zJTY0vq4eBfwcT9cqepDpTV/8kUWFv55D4zLXZSHpqm7ygTcAhcrGWvldKvz0ILpVBbYogeC7LfhuS1DrtttmiTsU0tofz8eehJDUEUEF1K/2uIZBHRIffoT9U1XVl4NVlb0cIpgk+uJr60rWtMdMiUnjMbyzg3/jNmokfTGCkN0S6bPc22eX4ERUQpt5NaG8p2eWS/zUwT7ctaYmnSm8KEXt6AGkiiVDvxHjwBucKOaB07W1ItnO5Kz+wxF0xipDTKzplN6z+WoYe6D2DlCgclJ01DsitgV6i4eD7xpa2mXb9DxrVPLUqVs8vwROtMktocIb60DdGp4FhYgeyzDntfvCLZGTuv6CKjHi0cRm1vJ/7xx2CAfcF85LIyLPX1WW8vuVz4zzkH+/z5tN34d9TmZmxz51J+6SUoOe4zUJTKSupu+jsbzzs/IyKlTJhA5U+uRHI48BxxBO233mqadmyLIFD+ne8gZWmS1y/cFeZPISApw1PvJMk7jiLEg7DyudzzSx8xUwzzbcXdH2LtkE6Ya8hTGliRISDaavZnW/d691hgHTxyFpx4h5nGmi+REGs3+4/l4p2boG73QbdnkDxWBIuIkeoZzZI8FsQham4quSxILguWmsKo1ZHcFqRBfARLbgvu/eoyrem3IDrkgq1JMm3sN2cILAA9ptJ2+zIqL1uIXGLrtcmtIIm49qol+n5PAw0Az1cn9Ckapac0Yu830fncuq6xZDhFy8oApWfOxDazNK/1gSPKjsoVdFCqnVRcPB+1PYEWSCCX25FLrEju7u8qucSGa59xOHarRpCEDPGrBpO03bUMtal7zxH5XwOeQ+tx7VlVFFoFQFFkFSkI1M5OAvfdR9sNN2ak/5VddBElZ30d2efLej+5pAT3AQdgX7AAI5Uyo13O/KfPCbKMY+FCJj3zDLEPPyC9aRP2hQuxTp6CUmkKH6Wmhgn33svmH/+Y5AqzyFyurKTqqquwTpqU9zUV2YIggsUFtGSft/pGriFwPAgNH8Grv4K2FaZ5xAE/gbo9zfqnIoVFqCFTYG3Liz+FCYvz1wtO1yDVS3uHZCh3y4R+IHkslJw0jY4Hv8jcIIsCJadOH1YjitGMIAo4FlWgBpNE3+1u8CuVmCl3hZq+pYVTRN7MbmNvpDRSG8PIJTuuJZP8NvynzyDwzxXdgl0S8B45Ebm6b9+5ejhN54vrsywEAo+tomKcu1/1gVokZRpESAKiQymomjDJbQVZBLWn2BLsMqLT3H7LXuuW3zm3c6sgCkj2zO26oepE3mzIEFhbCb2wDvtMf1FkFQBFkVWkIEiuWEHb327oMd7297/j2GN35D326PX+uURYPhEUBUvdOCx12Y0UBEnCNmsW4++8Ey0QwNB1JK8XuaJiRDvLj3lcFbD7+fD8j7PP73YuiCPwUaelYPnjZqPmrTQthQdPg4N+BXucPzxNpLMRD5qRFDUJNo/ZAFcqnA1Kn9HSZp84LWU+l+5BNvLd/EnuuXBj9pTUgWIvgelHwNs9P/cAmHNiXpwGBUnENr2EiksXEHmjAbU1jjLOhWtxDVLJ8KfvjWYklwXvYfW496lBi6QRFBHJpSB5ClNgAaYVey829mpbvE+XES0S9pmlWC5bZKa76QZyiQ3RrfS5YbEaiGc3z6B/9YF6SiO1KUzwidWozTEQwTanDN9hE5EH0OB5KBDdCt7D6+l8ak2PuZJjJiG5B3e4oUXTphlJDmKftuKtGqZ67SI5KYqsIiOOFo3S/o9/5Jxvv/0f2ObMGZII1VAgl5Yil2YWQKvt7agdHRixGJLPh1RaiuQqzPSSUYcgwOzj4LPHYcM7mXO7nw9lU0ZiVRBuNqMf2Xjtt+aaS/JsGNIXAuvg6cvNPk1gbva/+n8w67jRFV0LN8F7t8F7t5jixzsOvvpLmPLVgf8ezl7ScUUpvymnkmLWG35yv1lnuS3eOph2aN4eSrTKWGpc+E6YipHWEBUJQS4MC+jRhmiVEK125F7szwsKWUTyWtA6sxsv9adnmSCLyCW2PkW+siLt4DXXx1RBtSlK221LuyOzOiSWtNG6MUz5Bbvk1S1zoIiKhGNBBUqFg9BL61E7EigVDjyHTECpciLs6LnYEUZmH7Pt0XPUgxUZXooiq8iIY6RSaC3ZbUrB7FFlpFLQD5GlJxLoySSSw4GgjGzIPLV+A5u++12SX2xxBhRFPMceS+XllyGXj+K+Q4XE1r5DLV+YNVgWZ7fr4UgJh1gbpHI0ilaTEGkafpEVaoR7jjPdGLcSD8DTl5kpl/NOGd71DJRYBzzzA/jiqe6xzk3w72/BUdeb9v0DicxVzcndC27msfnvE+abAN96BV6/Gj57zIy47nI67HXxkLQeEGXRTGHayTAMAz2UQgul0BMqUokNyakg2sf+FkjyWPAcWk/gkRU950qsw2rYIfusCBYpqziQy+y91oVtRYulCT67NmttmBZIktoUzovI0iIp9EgaLZpGcimILgXJ2b/ok+RQkKaWoNS6IK2DReqR9tfrGsIp1I4E8c/azEji7DIkrwXRriBaZaxTS0iuCGS9r31OYTpd7myM/U+YIgWP6HLh2H33nL2oHHvsgdjHqI/W2UlyzVra77wTtbERx+67U3LKySi1tQjy8L/c0y0tbDjvPNIbtumvouuEHnsMyeuh4rLLEK0jf+o2JnBXmT+T9x/plZiIO9gwSCPwd2/7MlNgbcsrV0H9vr03vy4UIi2ZAmtbXvklTD1oYCLFVQ2nPwL3nwRqonu8fIbpMJjvdgmCYDqHHvUXOPCn5r8dpf2OmOkpDSOtI9qkwZ+QjzEM3SDdGKXt7uXdLm4COBZV4j20ftBpW4WOIAjYpvvxHTuZzhfXdzneWSd7KTlh6rBGfSSPBf+p02i/7/MMkSQoIv5Tp/WpPtBIaaTWZ3c5BEh80YFj9uDMhdRAgo4HvyC1oTs92DLBjf+0GQPqhdYX8bg9WihFxz+/JLky2DUWemkD7oPG49qrBsmh4D18Ii1rgqBmKk6lzoVSUbhulzsTRZFVZMQRFQXfmWcQeOSRHhbpgs1GyemnIfYhGqVFowQf/Tctf/pT11hi6VICDzxA/f33YZs1a1Dr1GMx1LY2Ep9/jqGq2GbPRi4t7dU1MN3QkCmwtiH44EP4z/w6lnE7Uf+hnQlnGfjG92yoDGZEJN9Rkb7Q8FHuuc5NoPatPmPEaf0891w8AInOgYksWTFNSS5+Dza+az4ndbubQmiw9V69oTjA2/9NkRZLk26KEnl9E1o4jXWKD9fuVUgltrHj0jZItM4krbcvzbTTNiD2QTOy34Z7vzoEaWw/V5JTwbl7FbaZfvS4hiCLiC7ZtAkfRgRJxDq1hMrvLSTyXhNqSwzLeA/OBRVIJX0Ue4KA6FRy9iyTfIMTjVo0TccjX2YILIDU+jAdj6yg7MyZQ+bIuRXDMIgvb8sQWFsJv7wB+8xSJIeCUm6n8pIFdL6wjsTKAKJVxrm4GuduVYVdJ7gTURRZRUYMPZVCbWkhuWYNRixG/YMPEvnf67T+5WoAbHPnUn3VL7GM69tmSWtvp+Uvf+kxbsTjNP7859TdfntXj63+ooXDdD71FM2//R1oW1IdBIHSC76N/6yzcl43tXFjzmsaySRGPEtaUpGxgbsKTroL7j4qM/1MtsIp9wztpj0XJfW556xukEbJqb5jB6kw8iCK32XFTOMciXq5fqDHVSJvbCb8areITzdEiL7dSMVFu6AUi94BSDVEcvYrCv+vAcfCSuRBbsxHA4IkmlEY38iuQ7RIiJVOfEdMwtB0BFns14GA5Lbg2qeW0PPrek4K4Jg7uMMrPZrO2Q8staYTLZIecpGlR9KE32jIOR95ZzMlx09FkEWUKif+U6ejbzE3EewyRkJFi6SQXKPk83wMU8wrKDIiaPE4kddeY82RR7Hp/G/T8L3LWHvssajNLUx+6UUmPf88dbfegm3WrD6n+cWXLs3ZmyKx/DO0YHDA602tW0fzr37dLbAADIP2m24msXx5zvtZ6upyzgk2G8JgGhQXKXyqd4EL34ZDfgMzjzENJi56B8btCuIIfPzWLsqd8rbbeeCqHN71DBT/JNOwIxuTDjQbV49xtEgqQ2BtxUhpBB5fhRbLftK/s6G25D7IMuIqaDvoZ1RkSNja86m/EVdBFHAurMQ63bfdBPhPmYbkHZyw0BO9G0boyaE3lDB0I+fBAJgibNtWN6JNRnJbMNI6nU+vofXGT2i9bSmR95vQQtkNT0Y7DQ0NnHnmmZSWlmK325k7dy4ffPBBr/d57bXXWLhwIVarlSlTpnDXXXcN+TqLkawiI4K6eTMN37ushygK3Hsv9l12wXvUkf2/qJ7dGrY3tHAYtaMDrb0D0ekwnQHLMjdoeipFx9335LxG2y23YJ83D8nj6TGn1NaiTJhAen3P3iAlp51WNL4Y60gy+Othr0vN1/pICKtt8dTC1x+H+0+GRLB7fPqRsMe3h6fBdD5wb6mduve4zF5TJRPh6GvBnrvnzFghubYz51xqXcjcpA3xiftoQOmlSbDotuyURiCjHcljwX/ydLRgkuSaTrMZ9EQvktuS0ax3IOzIDKUvTZcHi2iTsEzxkVjSlnXePq+sR+2l2han5YZPuk1FOlMEH11JfLoP/0nTh7T2UIulTQv+hIpolxGdyoDq0PpKIBBg77335oADDuC5556jvLyclStXUtJLptLatWs58sgjueCCC7j//vt55ZVX+Na3vkV1dTWHHpo/J9ftKYqsIiNC578fyxl1arv5ZpyL9+xhg74j7PPmmoXjRk+xZZ0+HcmbufFSW1tpvuZaQo8/3nUfy+TJjLvhb1gnTuy6nZFMkt6cvZkjgNrcYjoZZplTKioYf9utNHzvsm5jD1HEe/zxlH7zG4iWYjh/p2GkBRaYoq92EVz4JnSsNXtllU83I1ijyb5dlKBmoRklbPgQOtaYv1f5jNFh3JEPdhCA6f+R09hEqXLmtDD3HDy+2Ix5lCK5LEguS78s6PuC6FKwzfST+Lyjx5xtlh9xGFLwRKuM96AJJD7r6NHMWCqxYp2YuZfRkyqdz6/N6tqY/DKI2pEYMpGlBpMEHl2RUT9mneqj5MRpQ5aG+8c//pG6ujruvPPOrrGJ2+zZsnHzzTczceJErr7aLEeZOXMmb7zxBtdee+2QiqwC+NYvsrNhqCqpLJGdrahNTRjp/ofkpdJSyi6+uMe4YLFQ/etfIfu7N5F6KkX7XXcReuyxDFGWWr2aDd88l3Rzc9eY6HDg2GP3nI9rX7Cg155XlvHjqbvtNiY9/RT1jzzM5Oeeo/InV46uKFYyYvYlivX84ikyyhAl0xRi4r5mr66KmaNLYG1Fks26qTknwFd+AJMP2HkEFmCdlDtaZ5ng3insyfuC7LVSdt48lHHdn9GCIuI5tB777NJiM+YiGUh2Bd9xU7DNKYWtLw0BbHPL8B07pV8W7H1Bi6ZINYQJPreWwGMrSawKoIVSyH4bFRfPxzrVZ95QFnDsWkn5+fN6OBzqcZXEF7m/m2NLcrfIGdTaY+keAgsguTJI4NEVQ5ay/OSTT7Lrrrty8sknU1FRwYIFC7jtttt6vc/bb7/NQQcdlDF26KGH8vbbbw/JGrdS/BQuMuwIsoz3lJOxzpxBenMj4eefQ492583b5sxBdPS/0aPkclFy5hk4dl1E2623oTY349h1Ef6zz0bZrjZKbW0l8MCDWa+jNjaS2rABpdKsTxEkCd/xx9Nx9z093A9RFMrO+xaivff1yqV+5NJRuJFNx6F9Jbz2R9j8EXhq4Cs/gnG7jc6Neb7QdbPPlZYyrdjdVWYUtcjYQ0ubBwyJTlDspmukbeTTESW3BddXxhF5fVPGuKCI5mawmCrYhVJmp+wbc9CjadPq3iEjuRUEeXCpZUXGJrLXiv+kaWiHpTESKoJNNntl5TlVUA0miL7bRPg/3QZZ0XebUOpclJ45C0u1E//pMzESKgggOhVEJctrVhDMTIkc2UGiMjTxFD2SzuqACKbQ0iPpIfkcWrNmDTfddBOXX345P/nJT3j//ff5zne+g8Vi4eyzz856n6amJiorM2uOKysrCYVCxONx7DvYww2UosgqMqxo0SipdevofPTfJFevxjppIjV/+Quhp54m9OyzIAhUXPa9rPVNfUH2+ZD33BPbnDkYySSiy5W1D5URj2PEc9tVp9ZvwLnbbl3/Vmprqb//Php/9jMSy820P8vkyVT/+lco48cPaK2jgo3vwr3Hg7Hlwzu0GR44Bb7yQ9jru2DLb6rGqCDSCssehf/9BaKtpvDc/0qzrslZbAA5poi2wcf3w+t/MhtLCwJMOQiOvMa05x9BRLuMe79x2Kb6CP93E1o4ZVq4L65BLumbu6IWS6MFkkQ/asaIq9h3KUepdiKPQftnyakgOYvCs8iO0aIptI4EkfeaMZIqjoWVCBYxryJLj6uorfEMgbWV9MYIsQ+bce9fZ0bOdlQn5pBxLKgg9n5T1nn7vKHJmtmhScgO5gf8uLrOrrvuyu9+9zsAFixYwLJly7j55ptziqyRoiiyigwbRjpN5L+vs/nyy7vGUqtWEX7pZaqu+iVaOkXJiSdinTJl0I8luVzQSwqfYHcgOh0ZEbRtsU6sz7y9JGGbOZO6225D6+wEw0DyeJHLxvCmOtwET323W2Bty/+uhl1O3/lEVjICb1wD7/y9eyy0GZ68FA5sNg0uBmMfXqRw0DVY+k94+f+6xwwDVr5kGoec9YQZwRxBJKeCNLUES50bQzMQrWKfozNaLE3k9U2EX+uOhMU+akGpdVJ61uxhbVJbZOdGC6dIt8VJfNaOYJVwzC1D8lgQh7mPF5h9skKvbCD6VmPXWHxJG0qti9KzZuXtfaGnNOJLsxtbAETe3oxz18o+9bsSFQnPAXUkVwTQOpMZc659apCG6L28I9E5VCYh1dXVzNqu7+nMmTN59NFHc96nqqqK5m3KQACam5vxeDxDFsWCosgqMoyora00/d//9ZwwDFqvuZb6Rx7GMkxRIbminJKzzqb9ppt6zCl1dT3SC7vu5/dn1HaNaeIBCKzLPmfo0LwMSicN65JGnGgrvHdL9rnX/wJzTyn4/kpF+ki4Ef77x+xzrV9AYP2Ii6ytDGQzowWSGQJrK+mGKLEPmnDvP37MN+ktMvJooSTtD36R0Zsq/PIGPIfW49yzOu81UDtCbYtnCKytpBsixD5uwf2VcXlp9K3HVPRET6OKrRgJLZuHV05kv43yC+aRWBkgvrQN0S7j2qsGudwxZBFc0aVgnerLmjJonepDdA3N4+699958+eWXGWMrVqxgwoTc372LFy/m2WefzRh76aWXWLx48ZCscStF44siw4ba3o4eiWSd04JBtHA469xQICoK/jNOp+TMM2GbPly2ObMZf/vtKBUVw7aWgkXcwYm4vBOedEeazQhHNtSE6dZXZGyQjpkHDblo+Wz41jIERHOkFgFE3mlEj46e/jqGbqCFkqjBJFov/YWKFBaGbhD7uCVr89/QC+vQAolhX0/03Z4CayvRdxrRIvl6Xxi9mtdYp5Ug2vpXMyiX2HDtXk3p12fhP2U61nrvkKbISg6FkhOndZtzbGGru+BQ1YVedtllvPPOO/zud79j1apVPPDAA9x6661cvI3x2ZVXXslZZ53V9e8LLriANWvW8KMf/YgvvviCv//97zzyyCNcdtllQ7LGrRQjWUXyjhaNorW1oUUiSE4nUmkpkrsPaWXDbBwgl5VRcfll+M/6OlqwE9FhR9qZIlU7wu6HqrnQtLTnnGQx7bJ3NpQdNI8upgqOHWSb+aPm2Oj5cjcaL3QMw0DvRYwYyf6doo8kaihJ7KMWIm9uRo+nsU704j1sInKFPbtJQJGCQY+kiLyVuz1K9P1mLMfmTvvfEWpn0jSNkARER196NxnoyV6iSyktb70RRIeC6JSRKxw9G2bLIp6DJyBaB7ZF31GvMMMwBtRXNBuyz4r/tBndfbJsMqJraPtk7bbbbjz22GNceeWV/OpXv2LixIlcd911nHHGGV23aWxsZMOG7mbtEydO5JlnnuGyyy7j+uuvZ9y4cdx+++1Dat8ORZFVJM+kW1poufoaQk891eV049x/f6p/8Qvk0lJEtxs9S8RKKilB7qWR3FAhOhxmiuIY8q7QYzHSLS1E/vMf1JZWnPvug3XKlP5H55xlcOzf4c7DzaL/bTnmBnDthNE+Z7lpf97ZM82K8hnmc1ZkbOCsgAVfh/ezWAM7/GZ/sVGKIAg4dikn/ml2a2frdP+wNF0dLFokReCRFSRXBbvGkiuDtKz+mIoL52Op6/1wTwunUNvjJFcHEV0WrFN8Zi1QUZwNC4YBejy3qNEjKQzd6Hd6np5USa4NEXxiFVrArFGyTPRQcvxUlIrcB2WCKOKYX05iefaMBNvM0ry1RpC9VvRyO76jJhJf3k7sk1aMtIZtSgmew+pRyvJfJ6QnVNRAguj7zWjBBMJMD4Zj8GJL6pOAzS9HHXUURx11VM75u+66q8fY/vvvz8cffzyEq+pJ4X+KFhk1aNEoLddcQ+iJJzLGo6+9RkMsxri/Xk/N73/Hpku/k9kwWBSp/v3vkYspeoNGi8eJvPIqm3/0o67nuOPOO7FOm0rdLbegVPezj1DlbLjgDVj6L1j/BpRMhN2+BSX1pp31zoanGr72ANx9tGnpvRVHKZxyz84pPPtLrMO0vre4wDrwU+ohR7HBvt836xJXvdQ97qqAMx8Fz7gRW1o+sIxzIVc5UJsyT9EFRcR78AREa0+hYWgGejSFYWw5iR8ia+i+onYkMgRWFzoEn1pN6dmzc6ZLqZ1J2u/7jPTGbQ6QBPCfNgPbDP8OowFFBo9ok7BO9eUUNfZ5ZQOqf0o3xWi/a3nGWGptiNZbllBxyfxe3Tct4z3Z3xdWCfcBdXl9XSiVTjSbjMMqmQ6GVgnRJvXog5UP9KRK7NNWgo+t6hpTNwbQv+pCT+tQTMIYEooiq0je0NraCT35VNa5+HvvobW14dxrLyY+/hjtd9xJavUqrNNn4D/7LJS68QhS8UttsKgtLWy+4gq2z/VJrlhJ2y23UvnjKxBt/fg0FSXwTzQ3m4svMntCSTv5x0blXFN4bvoAmpdDzXyoWWBGuHZEqNE0DFnxginYZh4N7prCFhv5ItoGG9+D//3ZdK6sXQT7/RhKJxeuYPdUwwm3mrV47WtMi35vnWnbP8r7okkeK2XfmEP0nUai7zaip3RsM0rwHjwBubTn30PtTBJ9v4nYe00YmoF9dimu/cYh+20j1tA3uSJ3zVxqQxgjqUEWkWWoOpE3GjIFFoABHQ9+QeX3d0UcgkhCkUxEq4z34AkkvuwANfM7Sy61YRnf/1YuWixN53Nrs87p0TTJ1UHkXXMb1sjeLe+L9xqJvtuEkdaxzyrF/dXxyP78KhFBEJB9tkGLKkM3MFQdQRJzmtVo4TTBx1f1GDd0Ay2SwnDa82LoUSSTnXy3VCSfaJFwzmZ4AGpbO9YpU7BNn071r65Cj8cR7fasfayKDIzoG2/m/Bt0PvYYZeefh1hT0/8LiyJYnINc3RhBFM0eSb7xMOeEvt+vcyPcewK0regee/XXZkrmrGPMyM5YJRGCN6+Ht/7aPRbaDF8+a1qh1+87cmvbEQ6/+VMxc6RXkndkrxXPQeNx7lkNhhlZyJYmqHYmabtjGWpz9+l+9L0m4svaqLh4flZRNhwIvaU0SgLk2DNqkVRugwPDFG9Dka61LXpSRQubm349oWGb7EXyWZFcliF93EJDLrNTcfF8Op9dS3JVEEEWcSyqxL3fuAHZpRtpndSm7AZbAIkVAZy9iCzY8r44cDzO3c3MD9EuF2Rk09ANtECC6CetpNZ1IpfZce1RjeS39Vhvam1nznoyI6mZNVpFkZV3iiKrSN6QnE7zdDdHxbTk7665Eq3WERVXejKJ2taG1t6OoCim4UVFxYidyOYLLdCRc85IJjG03PnvI06oCZKdsP5tSEehfh+w+caGJXo6Dv/9S6bAAvO98sRFULcHlI5hkRVpgbf/1nNc18xebOc8B+7K4V9XEQRJ3OFmNrU+lCGwtqLHVMJvbMZ75EREefhTB23TS+h8OvucY345Yi5nNR2MVC8HgqFkzrl8oCdUYku2pG5t+boMAdaZfvwnTEFy7/i70dB0tFAKPZZGkEREp4LkHn0CTZBFLNUu/KfPxEiqgIDoUgb8ehJEAclrQWvPblgj91E89+V9MdKkGyO03rKk67WcXBkk+k4j/tNmYJ/lz+iZp6d6/+43jJxnEkUGQVFkFckbUmkpzgP2J/rqf3rMWWfORC4tjMa9amcnoSefpOXqazAS5gexXFVF7fXXYZ89G0EevW8L5+K9aLvhxqxz1pkzEZ0FGo0KNsCKZ+C5KzKbH889BQ78qVkDNpqJtsGSB7PPGQasesVMmxurNH6S8/CF9tWQCBZFVoGiqzqxD5tzzseXt+E+YBxiH5qm5hvJY8F33JQeaVCS34bnoAk5ow+CVUSpcZLeHM06b5sytCZMWjBJ8N89U7eSn3cQW9KGa6+aXg/8tFia+JJWOp9bZ0YhMMWD//QZKFXOUZn2JdllyIOphOS24N6/juCjK3tOCuCYPzbqZrVwio6HV/Q8LDAg8M8VWC5bhOzvfv1vtYuXKx04F1YguizEAhEiYhhBFhCKDZ2GhOLTWiRvSG431f/3fzj23DNj3DpzJuP+9teCEVnxjz6m+be/6xJYAGpTExvO+Qbpxtw9MkYDyvg6bPN36TkhCFT+9CeFa08fbYFnf5gpsACWPgJrXh+ZNQ2GSCtsfBeevxJe+oXpzqj2cjoeyx2BHBPsqKeaUHipOKMBQ9VRAwlSDWHSzdE89vDpRhDMov+c84o4YhkAolXGMb+cyssW4t5/HPYFFfjPnEn5+fN6NTeQnBa8R03OenQvVzmQK4Y2VTD6UW7RGvlfA3o43ev9U+tDBB9f3SWwwGyi23rrErTOoYvCGZqOGkyQbomhdiRMw4QCxD7Tj2O37Q5tZAH/mTORfIUdneoreizd0/p9C0ZaR+2IZ4xJHiv+M2fi3L2K6IctBJ9YRWpDGMEuI7gVBKkoB7ZH76X8pa+MuiP7G2+8kT//+c80NTWxyy678Le//Y3dd989623vuusuvvGNb2SMWa1WEonhbXC3M6FUVVF77TVo7R2o7e1IJT7k0tKCEVhqRwet112Xdc6Ixwm/8iql55w9vIvKI0p5OeOuv57AffcTeOAB9GgU29y5VF75Y6wzC7SmREvDR3flnn/nRpi4r2nAMRoIN5spcCue6x6zeaB6vhnRycbkA4ZjZflB101RrGtmnZ7dt+P7VM4FUQY9S2+mmoVmzVORfqFF08Q+aib00vqu02yl2on/tBm92lT3F0ESce5ZQ3xJW9Z5157VudPyhgHRJiPaZLyH9e/zwVLrpOy8uQSfWG2mQsoCzoWVuA8cjzyEUTnDMNCCuYWQHk2bfYxyoEVSdD6/Lvu1ExqJlQFcu/fTRbYPaJEUsQ+aCb22ESOhgSzi3K0SzwF1SCMQxewNyWXBe8RE3PuOI7U5gmiVUCodiO6xY8+/oz52xnZGIoIkkFofIvK/hu7brAyjj7fTaG2kAh2LxTLqSybygWEYpFIpWltbEUURi2XgabijSmQ9/PDDXH755dx8883sscceXHfddRx66KF8+eWXVOSw//Z4PHz55Zdd/y6+gIYWLRzGSKWQykqxTim89CcjlSK1NrvzEEB8yafDuJqhQamspOw7l1Jyxumg6wh2+4j0IOsz6TiEe4kgbt3QjxbWvJYpsAA+uBMO/S3885ye0brxe44uAbn8UXjrBoi2mms/+Fdmj7DeHAJdFXD09fDExZnjVg8ce0NRZA2A5IoAnc9kfpalG6OmTfWl8/NqA61U2HEsrCD2UUvmeK0L+7zyUZmeJlplbJN8lJ8314wISQKi0zLktvSCIGCbVZpTtFomeno1WTA0I2cEAyC1LgR5Flm6qhN5ezPhVzZ2D6o60bcb0UJJSk6cNux9knaEZFeQ7EpeDxwKCdEuI3ksaKEs0WsR5PLMz2MtkibyRkPGmGCA540EsQUGDZo6Kt/HQ4nD4WD8+PGI4sA/E0aVyLrmmms477zzuqJTN998M8888wx33HEHP/7xj7PeRxAEqqp6d5IpMni0aJTUqlW0XP9Xkl98gVJbS/nFF2OfvwuSzzfSy+tCsFiw1NeTXLEi67x97txhXU+6sZH40qXE3n0XZcIE3Pvth1xdjTiIkxMAUVEQR8vr3uaB+v1MW/Ns1O42epwNo+1m5G17OjfCkofh9Efg9b/AxndMU4/dz4ddvzk6+mtF2+Dp75mOgFtZ+zrcdiCc8yxMWJz7vhYHzDoWqneB926H4HqY+BXTndE7hjqBDxNaKEnni+uyzunRNKmN4byKrK2RAefuVUTeacRI6zh3rcRS6yq4KEZ/kVwWGGbPGWu9B8ln7RnREsF76MReG94KooDst6HmMHZQavP/y+jhFJHXG7LOJZZ3oB+aHjGRZWg6WjiFHlcR5C0GIAUm+MCsodKCSdKtMSSfDbnUNihjDcljwXfCVNrvXt7DNdB94HgkV+ZzoLbGsroLSgkD19sJSnedhlg6ut/L+USSJGRZHnRgZtSIrFQqxYcffsiVV17ZNSaKIgcddBBvv/12zvtFIhEmTJiArussXLiQ3/3ud8yePXs4lrzTYOg6sbffZtMll3aNaR0dbLzgAsq/9138Z52F6CiM0yTZ76f8e99l00UX95gTbDbcX/3qsK0ltX496886G7W5Oz+/5U9/pu7mm3DssQeiUnhfFEPG9EPhzWvMjfy2iBLs/2OzX9FoQFczmxRvyxfPmLVHp9wDehoEEZwVo6fvWKghU2BtxdDh2e+bVuzO8tz3t7qhai4ceTVoSZDtph1+kX5jqAZaIHfKWWpjGMfcXv4WA0ByWZBcli29iwyE4t9uwMg+G+XnzyX43DoSy9tAB6XGie+YyTusB5PcFjwHTaDj4S97Tsoithn5jwrrcRWjl/orNZgckYiRaQDSRucL6zDiZiqyZYKbkpOnD7kFf39QAwna71lOurE7Ail5LJSdOwelcmAHiIIgYJ3kpeLi+YRe3kCqIYLss+I+aDyWOjeiNfN7ReglOioAiqIgCTJ6JI0aSCDIotlSwG0p1msNglHzzLW1taFpGpWVmcWMlZWVNDU1Zb3P9OnTueOOO3jiiSe477770HWdvfbai02bNuV8nGQySSgUyvgp0jtqSwuNv7wq61zrDTeitmfv5j5S2BcupOLHVyBsYyEvV1Qw/q47UQbSQ2oAaKEQjVddlSGwAFBVNl36HdSWlux3HKuUToGznoJJ+3ePVcyCMx8bXZEOuw+mHpZ7fuJXzKiVd5zZ0Ha0CCyAtW/knmtebvbC6guSbEYmi5v0gSOZNte5UKqGLvIriEJRYOUB2W/Hf9I0qn6wG1U/3JWyc+dgrff2qWbIOtWH+8C6jL5GolOh/FtzkIfA2EHYQQqllAdXwIGQXBUk+PiqLoEFkFofpvXWJajBwqi912JpAv9emSGwALRQira7lqMOwqhEtEhYxrnxf206FZfOp/Qbs7FP92eN5Ml+G4Il+99RqXEiWETCrzfQdPUHtN2+jNabl9B87UckVgfR06MoXb/AGEXf8P1n8eLFLF7cncKy1157MXPmTG655RZ+/etfZ73P73//e666KrtgKJIdLRhEa8ueX46qktqwAUtdXV4f0zAM1OZm1KYmtM5OlLo6pNJSZK93h/eVfT5KTjsN90EHo7W3IVgsw94nSwsEiL2VPQJrxOOkVq/GUls7LGvpC1o8gdbWitraiqAoyGVl5vMl5bGIuHIWHHOj6cSnq2ZzXn99/q4/HMhW2PMC+PQBSG4nOjw1MP0w065tNGLz5J4TJdPYosiwILktuA+so/PJNT3mBIuEtX7Hn4NgbgC1QJLYklYMVccxtwy5zL7TNcQdKUSrhNiLc2MuJJcF937jcC6qRA2lEGUR0W1B8liGpK5GdCpYJ3tJru4ZpZe8VkTP8L9etFBuAxA9lCK9OZLXlNmBokfTJFcGs85pgSR6OAWD7Me11fylx2OnNfSYigCILgX/6TNpv2c5bBOUFOwy/tNmkG6IEH5lQ8b9jaRG+12fUXnZQsTywshGGm2Mmm/FsrIyJEmiebuT/+bm5j7XXCmKwoIFC1i1qmd/iq1ceeWVXH755V3/DoVC1OVZIIw1drTRFgZZX7Q9hmGQ/OILNn7726gtrV3j7sMOo/KnP0Ep33GajGi1YhlXC+NGRsgY6d4terUCiqCqwSCd//43rdde17Vuyeej9rprsS9cOOj6sQx84/J3rZHCNwHOexVe/Q188ZQpPuaeCl/5PnhH8WdJ/d5miuP2xh0AM44GR2E4iO4MCKKAY145aluC6Nubu2otRLdC2Vmz+2RTrUXThF5ZT/StbtOZ6Jubsc7w4z9hKtIIbJyL9B3RKiNaZeTSoU+LkxwKJSdOo+3OZait3dbgokuh7BuzR6Rpr6HqaB25o1XJ9WHss8qGcUXZ6S3NEsz3Yd4f0zBQOxKEX9tEfFkbgiTg3K0K5+5VVF6+iNjHLajNcayTvdim+xEsIqGXN2S/mG4Q+6QF78H1eV/nzsCoEVkWi4VFixbxyiuvcNxxxwGmh/0rr7zCJZdc0qdraJrG0qVLOeKII3Lexmq1YrUWi//6g1RSgmXixKyufaLTgZLniIza2Mj6c76B3pl5qhZ+/nks48ZR9t3vFHw9k+h2I1dU5EwLtM2YMcwryk3ik09p+dOfM8a0YJAN553P5KeexFJfPzILK1REEcqmwrE3mo6CCKZ7Xm/ue6MBZ6X5Oz1+Yea4tw4Ovgqsw+wesJMjuSx4D5mAa+8atGAS0SIherZEM/oQLU23xDIE1laSX3SQWBnAuajYHLpIN7LfRvl5c1EDSdLNMWS/DbnMPiTpiX1CEhCdCnoOkVIoroKiTQZZBDW72Oqtn9tA0ToStN74CXrMTKM0gPB/NhJf1kbZt+biPbgeQze6op5qZxK1F8Gaboph6HoxTXgAjKpn7PLLL+e2227j7rvv5vPPP+fCCy8kGo12uQ2eddZZGcYYv/rVr3jxxRdZs2YNH330EWeeeSbr16/nW9/61kj9CmMSQxCo+eMfELY3txBFav78Z+Q+RJb6Q2LFih4CaysdDzyA2tqada6QkCsqqPzJT7LOuY88EinPz9lAUQMBWm/4W/bJdJrgU08P74JGE1aXWXvlrR39AgvA6oSZx8DF78G+P4C5J8NJd8A3n4eS+pFe3U6JaJNRSu3YJvuw1LmRvdY+CSxd1Ym8md0tDiDyRsOQnLAXGd1IHivWCR5cu1dhm+IbOYHFlpTZr2Q/wBUUEevEXtKbhxHRbcG9T/Zab+v0kh4ugINFT2uE39zcJbC2RW2Nk1xj7p22TSsVFBGlOncdp7XeUxRYA2TURLIATj31VFpbW/m///s/mpqamD9/Ps8//3yXGcaGDRsy/OwDgQDnnXceTU1NlJSUsGjRIt566y1mzZo1Ur/CmELt6CDy2mu03XgjUmkZdTfeSOyDD4gvXYp18mR8J52IXFOb96hSekOOsDZgxGIYySx9IwoMQRBw7r0Xdf/4By1//CPJFSuQSkvxf+McPIcdhmgvjE25kUqR2rAx53zy88/RVRVRHlUfJUUGitUF5dPhqz8f6ZUUGQyagRHPXcyuJ1TQdtDtdATY2sg3uS5EalMYS60La70XyWct9vjZyRBEAcfCStItMWIfdmeEiA6Z0rNnI3lHvh4LQFREXPvUgiwSeb0BI2X2ZHMsrMR70HjEPNvN63HVdKzMQezjFuxzSjMMViSHgveQCbTeujTjtoIiYl9QgW2mHy2SKtZqDgDB6K21eBFCoRBer5fOzk48nsI4GSkE9FiMtptupv2227oHBQHHbrviP/dcHHvthTREKXvR995jw1lnZ52T/H4m/vtRlFHSI0qLREiuXIna2oreGaLzySeJL1tG9a+uwnXggUjOke0PpQaDbLrwIuIff5x1vvzyyyg7//xhXlWRIjsfkUSa9miKdW1R7BaJ2hIHlW4r8gDtlSPvbCb4+Oqsc87F1XiPnIQoF9bpdaoxQuutSzPc5ASrRPn587AMQX+oQkKLqxgJFQQQHUqvDYt3JrS4ih5JobbFEW0yUokVyVN4otvQdLRQCiOlISimUUlfnCT7ixZO0XrLEtS2eNZ529xSSk+dgbDde1tPqCS+7CD4xGr0mIplggfPweOJftBCck0QySHj+so4bFNLkNxFsdVXbVA8fi6yQwxVxdD1DIMDta2d9jvu2O6GBrH33ie+bDmTnnoSaYjc8SwTJqCMH581olV2ycXIFYNv7KqFw6htbcTeew9D1XDusTtyeTlSH9wL+0Nq7VrWn3Z6j/HNP/wR9Y/+C/sI93STfT7Kv/ddNpx9To85wWbDc1gvduWjjVg7hJug4UOw+82eTu4q0zGwSJERpD2a5PbX13DL62vQtxyLuq0yN56xkD0n+bHI/d+s2ab7kbwb0TozI/+CVcK1d23BCSwtlKT9vs8zBBZscUC79zPKL9oFeZQ3Rs6GoemkW+J0PrOa5KpOMwoyrwzPwfXI/sKI1owkkl1GsssoBe5+J0jigOqvDMPAUHUESeyTcBRdCq7F1QSf6uk8CuDas6aHwAIz9dg+txzLBA96QgNVp+XmJV21ZHooReCRFdjnluE7dnIxqtVHiiKrSE7Ujg5Sa9fS8eCDGJEonqOPxrFoIUpVFWprC2jZ002MWAwtEIBeRJYWCqG2t5P47HNEmw3r9GnIZWWIttwfQumWFoxkEsFqZfztt9P4s58Re+89wDTYKL3gAjyHHTbo3GG1s5Pggw/Ret11GeMlZ5xO2cUXI/vz0+xRj8Vou/W2nPMdd9xB9W9/2+tzMhzYZs6i+ne/o/n3v0cPhwFQamupvebqYesrNuSEm+GZ75tugFuRrXDKfWZvK6W4mSkycry5so2b/pu5aQonVb551/u8dPl+TCzrf8RbLrFR/u1dCP1nI7GPW0A3sM3y4z2kMDfvWjSN1p69OF8LJtEjaRiDIkttT9D690+6Xeo0g9jHrSRXd1J+4S5DYpxQZOQxdDM1NrbU/FvLpTace1Qjl1h7NBreFkEQsM8pI/ZpK6kN4Yw5x6IKlMrcYlQQBWSfDS2Wpv3ez7KadcSXtuHev64osvpIUWQVyYoaCNB6/V8JPvxw11jktdewTJzI+DvuyGjkmw3Bknte7eig7aabCdx7b/ftFYXqP/4R9/77IW5noKF1dhJ95x1a/nI16Y0bEd1u/OefR/Uf/4CRSGAkEogeD3JFRV7qv1Jr1vYQWACB+x/Aufc+uA88YNCPAaAnEqTXr8u9jrXr0BOJERdZkseN95ijcey5B1oggCBJSH4/Sh4ihgWBrsEnD2QKLAA1CQ+dBhe/D6WTRmZtA0FLmxG5ZNg03HCWgdU90qsqSFpCCaIpFUUUKXVbsCuF95XYGk5y/SvZ246ousHTSzZz6YFTB3Rt2W/Dd8wkPAeNB8NAtMu9buBGFLX3ygYjh3vbaEZPa4T/szGrDbgWSpFYGcC1e/UIrKzIUKO2xGi56VOMpHmYnQSi7zTiP2U6tu1qqrZH8lrxnzmTdGOU2AfNCIpoCrRSW5/EkZHQSK3N3UYm8UXHmE/PzRcF+mlaZKRJb9iQIbC2klq7lsDDD1Fy6qnI5eVZnfwsEyci+0tyXjv6zjsZAgvMvlGbv/99Jj71JLYpU7rHdZ3wK6/SuI0Tnx4O03b1NSSWLKX6179C9vkG8BtmR08m6bjnnpzz7bfdhmPRwrykDYoOJ9ZZs0iuWJl13jZ7Vg/BmW+0SAQ9EjGFU1lZTmcyQZax1NTAWIlcbUukGd7O4aCoq7DyBSi9MPt8oRFtg0/uh9f/YjZDFkSYeTQc+jvT6bAIAOFEmvfWdvCrpz9jfXsMRRI4Zpdavn/INGp8hWE6sxVV12kIxnLOf9EYxjCMATdSFxUJ0Vv49T2iUwFZyC62JCHvLm2FgBFXSawK5JxPLGvHsaCiX7U9WjSNHk6hdiaRnAqSx4JUQBFALZreUnsmIDqHRvRrSRXSOoJdRhxgTeNQokXTdPxzRZfA6sKAjn+toGrCroj+3v/msseK7LFim1oCAv37fBAwvcdznFsIlsJ7zgqV4jNVJCvBfz2ae+6Rf4KiMO6GvyFs54InejzUXnctcln2JoBqezvtN9+c/cKGQee/HmVbLxa1pYWWP/85680jL72Ud7t2I5VC3a7h9baoHR07bCTcV0SbldJvfhOyNXOWZfxnn53fRr/boCeTJL74goYf/og1Rx7FutPPIPjQw6RHgf193tE1sx4rFx09+78VJJoKnz4EL/2fKbDAbBz82RPw8JnQuXlk11dAfLg+wLl3f8D6dlO8pDWDRz/axDfueo/mUO5+MSOBVRaZUZW7sHrx5NIBC6zRhOi24DlwfNY5937jEMdi+pIoINpzi0fBpfTL4EHtTNLxwBc0X/cR7Xcup+WGT2i5eQnpltwifrgwVJ3UpjBtdy2j6c8f0PTn9+l4ZAXpHAYOA0HtTJJYHSTwyAra7/uc8KsbSbfG0PWRjYKqoSSJVUGCz64h/Pom9HAqd5NpzSDdHO3ztQVR6Pfng+hQsM3O3VzeNj0/JRM7A0WRVaQHhmGgJ3J/sBnJJKgqttmzmfTUk1T96ipKTjuN6j/8gYmP/RvrtGm576uqpJuzN+AFSK1fj6F2FzZr4bBZ35Xr9iuzp9EMFNHhwLnvPjnnnbvvjujKX5hcqRtP3S03Z5h1yJWVjL/tVpRxQxd5SH7xBWtPOpnof/6DHo2S3riRpquuoumXV6F2dAzZ4xYkit00ucjFxP3M/6opiAchXVib8C7CjfB69gMJNn8MgTWQzt+GZbTSGk7y66c/yzr3ZVOEta1938AMB36nlR8dNj3rnMcms9+0wuipN9SIiohzjypKTpmGVGJGXiSvlZKTpuLaq3ZMuu1JLguufXPXNrsXVyP0MRKjJzU6n11LcnUwY1zrSNB25zLUUHIwSx00anuclps+Jb0xYg4YkFjeTustn6IGBv+Zq4VTRN9ppO22pSSWt5NaFyL8ygZab/oUtWXkPhfVYJL2O5fTdvtSIq830PnsWpqv/wjLeDf2ednf29nSR/OJaJXwHTYR0d1T4HsOHo+UZbxIdorpgkV6IAgC3mOOJZSj0azr4IORvF4zhWzcOCynnNLna4sOB/a5c4m+8UbWeedeizPqqnYUyRF9+XX7EyQJ79FH03HnXeihzJxkwWrF/41v5LVGSrLbcO69N/WPPGKKSUFAKvEhV1QM2em0GgjQ9Otfg9qzWWHklVdIX3xR3sw9RgXOMjjkt3DPMT3nvHVQswt0rINIIzQvh7aVUL0LjF8MvglQKE0a01FIBHPPN3wIJRPN5sg7MbGUyupehNS7a9vZc3LuU9yRYE6tl+u/Np+rnvqMjqjpBji90s11X5vPuJLCSm8cSiSnBefCSmxTfBiagSAJBZXqNhTYZ/hJzPKT+Czz8Mv91fFIuaIdWdAiKeJLs2cqaIEkWjA5Yu6MelKj8+X1WXuz6eE0iRUBXHsMrvZMi6YJ/6dnz0c9ptL5zBr8p0wfdmtyPa0Rfn0T6cbtPo8M6HxmDaVnzzb/Zts+LQIoNUNfDyX5bJRfsAuJLwMkPm9HdCu4F9cildp6ja4WyaQosopkxTp9Grb580l88knGuOh2U37BBQNuliu53ZR/77tE33wTtmvRJnq9uA48MPP2fj+Ovfcm9uabPa4lulxY6+sHtI7eUGprqX/wAZp++1tib70NgG3+LlT93/9hGV/Xp2tooRCGrptidAdiSRAElKpKlKrKQa+9L+jhMIlly3POR996C/vO1rC7ZiGc9hA89yMIbgBBgKmHwmF/gEQIQpvh39+C+DZRVZsXzn7KFFyFgGwHUTbryLLhqoDWL3d6kSVLInZFIp7O7o5aVSBNTLfFY1M4al4Nu9X76YynkUUBv9NCqWtsC4xcDJew0sIpszGzICA6ZKQ8N47tC5LbQskJU9EOSBL/vB1BkbDP8iN5rIj2vm/hjJSes8YGTCONkUJPqKTW9GK08Fk7jkWVg2orkFyROyMmuSqIHleHX2RFVWLvN2WfNCC1IYRS4yLdEOkadu07bsjrD9VgktiHTUTfa0KucODYpRzrVJ/Zf2wnSE3OJ0WRVSQrSkUF466/jtDzzxO4/wGMeBzXgQdSeu43B53GZpk0ibrbb6PpF78kvWkTYIqYmt/8pocluOR2U/3LX7DhnG+QbmjoGhes1h5pdv1BT6XQgkEQReTSzJoGQRCwTp7MuOuuM29jgOhxI5fkNvPYSrqlldgHHxC47z6MVArP0UfjOeRglOoCcoASJbMOLIcFvzjCDZBHBJsbph8ONfNNUSVZwFFqOgxueAf+95dMgQWQ6DRrnc59EdwF8Pd1lsOck2DJQ1nmykBUQC2mC5a7LJy+x3j+8UbPWjtFElg8afiiWJ3xNMFYCl03cNsVynoRTZIoUOOzF5wxx1hET2ukNkUI/nslaqv5nrHUeyg5fipyhX3YN5qSy4LksmCpG7hLqGiVEBQxZ6rZSNr2C6KA6FTQo9nrnSXv4JsLG1miZN2TXf8zvOhGr6l/hmpgm+pD60wiea14DqzDUu9BtA3d1l3tTNJ21zLUJrNOT+tMkVwZRHTIVFw8P3etWJGsFEVWkZwolZX4zzoLz1FHg5pG8vkQd2Dd3hckhwPX3nsz4YH7zZQ8SUYu8SHlcAm01NUx4f77SK5cRfzjj1EmjMexaBFKVRWC3P+XcGrjRgL33UfoxZcQbVZ8XzsNz2GHolRmRpIkjwepl07e26O2trL5iiuIvf1211hi2TIC99zDhHvvKZieUlKJD/dBBxF+4YWek4KAc/Hi4V9UoeCuzhRMrV+CzQPtOWr/ghsg0lYYIsvigAN+AsF1pjDcirMcjr3RNMQ47cERW16hYJElztt3Iks2Bnl/fbdwtkgit561aNgiWatbIvzs8aW8vcZMA5te6ea3x89hbq0Xaz/c4orkH7U1TtttSzIiP6l1IVpu/pTKSxcUZB+xHSF6LLj2qiH830095pQ6F5Jn5IxDJLcF91dqCfwru9Ouc4/qQYss27QSQi+syzpnmeBBGELhkgvBKqGMc5HeFMk6b5tRgqXGhWtxDcgiknPoI6mp9aEugbUtekwl/MZmvEdOzIgo6kkVQ9URrXLWJsc7O0WRVSQn6ZYW1KYm0psbUcbVIogiYnn+iqyVigroYyRKqapCqarC1YspRV9IbdzIulNOzTDTaPn97wk98wzjbvjboHo/JT7/PENgbSXd0EDwX49SdtGFAxKF+UZyOqn4wfeJf/opalNmqkLlz3+GnMe/8ZhA24GbZCFFh0omwBFXQ3C9+eMsN9NyX/yZGeVyjpHeZoOkymvnpjMXsSkY48P1QcpdFhaML6HSY8UiD73A2RSIceLNbxGMdb+2vmwO87Vb3+HpS/dhRnXfD3f6SmcsRTSlIQoCZS4LcgFaVxcCelIl9PL6rKl1Rlwl/lk77n1GX8qtKIu49qnFMAwib202rfAF0ynOd9zkEW8ua5vuxz6vjPiStoxx75ETkf2DP9wVXQqOhRXEPso03hIUEd9Rk0akHk1yKviOnkzrzZ/2CKQptU6UcocZtRomAaireo/nZ1viy9rw7D8OvFa0WJp0Y5Twfzeih9NYJ3tx7lmDXGJDkIophVsZ+R1fkYIktX49G87/Nun167vGrFOnMu6mm7CMG31fMGDalrffeWdWt8LEkiUkln82YJGlp1IEHn4k53zw8ccpOe1reRUwhq6Tbmwk/vHHJFeuwjZ7Nva5c/qUmmipq6P+wQeIvvc+kVdeRq6swnfySSjV1Ug7Y7pgLuw+sLhAtpqpg9sjymatUyFROhkQYMULsPEusPngsN+bdWfWYgPJrZS5rZS5rcyv23EacL558bPmDIG1FVU3uO6VlVx98i4489QfKJHWWNEU5jfPfMb76wO4bTLn7DWR03cfX5D1ZyONkdBIbQjnnE+uDODcoxpRGX0iVXJb8Bw8AdeeNegJFcEiIbmUIU0/68/afMdOwb1/HYlVQURFxDrFh+S25GV9steK55AJ2KaXEHlzM1o0jbXei3vfWqTSkattVKqdlF+wC53PrCG1IYxgkXDuUYV7n9phrxEThN57YAmKCKKAHleJvNFA+NVuI5F0Y5Tou02UX7gLlmEw5hgtjPw7q0jBoba1s+nSSzMEFkBy5Uo2X3EFdTfekDO1r5DRgkHCz2dJkdtC56OP4tp3n4FHm4zecr6NjP5fg8UwDBKff86Gs89Bj3SnGkh+PxPuvQfr5Mk7vIZSXY3v2GPwHnUkQrZeXUXAVQmedtj92/DWX3vOL77EjBYVEoodqmabwioZBtlmisUiBUEirfH6l7n70X24LkAkqeZNZH22OcRJN7+FvuXjJxRX+esrK3l7VRt/P3Mh5e6i0MpAEpDcFvRIjvqgUX5SLyrSDhvZjhSSU0FyKkO2SZd9NmSfDctEL6gGgkNGGqCA0yIp0+FSEQdliCJaJKwTPJSePRsjpZkOwy5lyFLv1GCS1MYQiRUBZL8N+5wyJJ8VUZEQJBHnntU9oolbce1ZjehUUNvjGQJrK0ZaJ/jEKkrPnj0iJjGFSFFkFemB2tFOckX23Oj4hx+idnT0WWSpwSBqayuxd99FsFhx7r4bUlkZUh57TfUZQUBQemnsaLMN2I5btFjwnXoqkVdfzTrvPe7YvNqiqy0tbLro4gyBBaB1dNBw2WWMv/NO5NK+FfAXBdYOKJ0Cu55j2rm/dT10bjJrsL7yQ5h1DFgGEPlLhCDaatrBW12mFby7GqQ8fiRbnANbW5EhRREFqnsxryhzW1DytIkPRFP88qnlXQJrW95fH2B9e6wosrZDcllwH1BHxwNfZJ137lE1qPogLZJC7UgQW9KGIIJjXjlSiW1Y6m2KmAwmNVCLpkmt6yT08gbUQAKlyon30HqUauegIm6SU4Ehfg2o7XFab12C1tntJBl6cT3+M2Zim16CqEgoFY6saZVKjRP7LuUIokBqbW4nyNT6MHpMLYqsLRRFVpEe6OHcqRIAerRvzTrV9nZarruOzn/+q3tQEKj44Q/xnXRiv0wl8oFcWorv5JNpu+GGrPMlXzsVYRA9j+yzZuJYvCext9/JGFdqayg5+eS81mOpbW2ozc1Z55IrVqJ2dPRZZBXZAbIF/JNhUR1MOxQM3YwOuavM/Ir+Em2F//4Z3r+1O/pp9cCp98L4vczH28kIxlJs7kzw1CebiaVUjphbzaRy55gUAJIk8vU9x/Pgexuyzl+0/xT8zvykL0WSKks2deac/++KVnat34l64vUR6yQvzj2rib7T2D0oYroLlgz8NamFUwSfXE18aXekIPJ6A45dK/AeNnFE66L0hIoWTBL9qBktmMQ+pwzLeDeyb+y9BweKnlSJvL2Z8Mvd793UuhCttyzBf9p07HPLB23QMVToCZXg02syBBYABnQ8+AVV398V0S8huSx4j5iIc7cqIu82YqR1nIsqsdS6kLw7Z8uIwVAUWUV6IPW2OZckJG/fGgDH3n8/U2ABGAYtf/oTjt12xT537iBW2X8EScJ30omEnnuO1OrVGXOeo47CMmnSoK4vl5dT88c/Ent/q4V7Es/Rx+A59JC8W7jrsd7NFoxklvqhIoNDtpjGEoPly+fhvVsyx5IhuP8kuOjdLTVVW9ga8Wr5wnQPLJ0MrqoxJcQCsRS3/Hc1N/93TdfY3W+vZ6/Jfq49dQGVnrG3yavzO/jt8XP4+ePLMqJMp+1ex+I8NkIWRQGrLJJUs9tE+51j53WUTySXBc+h9bj2qiG1MYygiFhqXYhuC6Jl4JH/5LrODIG1ldgHLWZEa9rICF49oRL7tJXgY90uqvElbUglVsrPmzcq3RSHAj2SJvxq9sOR4JNrsEzwIvsKU4jo0TSJLzqyT2oGqU3hrr9zV8uACR4wDITtTHIsE3MfkFsmuBEdRWmxleIzUaQHst+P+9BDs1p8+048sXcRtgU1EKD99ttzznfcdx/Vv/0t4jC77SlVVYz/x+3EPviAzsefQLTbKTnjDKxTp+QlnU+pqMB75BG49tm7uxnxIKJjOR+nssJMbdR7bp4Eux2pDz29RgItEkFtbiH8ystooRDu/ffHUl+PXFY20ksbHsLN8Pqfs89pafjiGdj7O+a/o23wv6vh3Zu6I16KA066EybtZ9ZejQHWt0czBNZW3lrdwQvLm/j6nhPGXANMt03h+Pm17DOljI82BEmkNXadUEK524rPkT/hU+q0cOLCcTyQJWomCLD/9AKrJywgJLuMZJdRKhx5uZ4WSxP5X0PO+fAbDVgmeBGtw5++rUVSBB/v2aZCCyTpfHEdJcdPQcxTjeBoRg0kcjZ01qNp9FgaClRkGZrRayswPd6zib0Zlev52Su5LLgPrOtRlyVYRHzHTimmCm5D8V1TpAeSx0PlT3+C5PEQfPxxSKcRLBZ8p51G2bfO7Zv7XDqN2taec1ptboFUCkbA0lypqsJ71FG4DzoIRBHRkv/T3L5G+wZ8/dJSSs44g8C99/aYK7voopwuhmp7O6m1a+l84kkQwHvscVjqJwxLaqEWCtH5+OM0/+73XWMdt/8D+66LqL3mmkHZ548adBU6exYMd9G6TR3I6lfhnb9nzqdj8PDpZsSrbOrQrHEY0XSde9/OfjIMcMcbazl8TjXl7sLcuAwGh1VmglVmQunQ1c3ZFIlLDpzCu2s7WN2aWb/5xxPnUTEG0zELFt1AT2ZvAA9gxDUMXQeGX2QlVwZzbsDjS9rwHlpfFFmwQzOKQjZEEe0ykt+G1pHIOm8Z3/fyDdEu49q7FutkH+HXN6GHU1gn+3DuUT2odNqxSPFdsxOjp9Nora2ogQCCxYLs93dttpWKCip/ciWl55+HHo8jOhzIZWWItr69gUS3G8fuuxN68sms866vfAXBnv+TeC0SwUilEN1uxF5MLoA+/y6FiOR0UnbBt7HU1dF2yy1o7e3I1dWUf/c7uPbbL6twTLe20XTVVURefrlrLPjIP3EfeihVP//ZkEeT0k1NGQJrK/EPPqTzsccp/da5gzLhMAyj8CMeshUq50DTkuzz9Vv6wEVa4PU/Zb+NrsHSf5qNh0c5mg7BeCrnfDihomVzbSjSZ2p8du7/1h580RTilc+bqXDbOGJuNVVeW94cDIvsGNEuY5/pJ9zcs9ErgG1O6YgJmWxRjO5Jg6zOKTshks+KYJUwsohludyOWMARHNMifzLtdy7vMWefXdrvZtSSU0Ga7MMyzm02I7ZJPdIKixRF1k6LGgwSeuZZWq+5psvIwjJlCrXXXI116lQEQUC027HU1Q3o+qLdTtn55xF+7jmMdKYVruTz4T7kkLxuiNWODhLLl9P+jzvQOjpw7rsvJaeegjJu3JCk6xUCcmkpJWeegfvQQzC2RBt7iwbFP/ooQ2BtJfzCC3iPORr3V786lMul84kncs513Hsv3uOOM9Mg+4EaCJBav57gv/6FEU/gPe44rNOnFW5UzFkGB18F9x7fc87h7xZZWho6c6cW0fqFmSo6yl/bFlnk6HnVvPJ59gaY+08vx1vM7x80VV4bVV4b+08v0PfFToAgiTh3ryLybhPGdqJGdCk45o2caYJtagmhF9dnnVPGuRAKoI9WPjE0Ay2Sgq0W7H3sRyW5LfhPn0H73Z9lCE/BIuH/2vRh72vVX6z1HsovmEfns2tJbQwjuiy4v1KLY37FgN0tRasEI5DiOloYW++cIn0m9v4HNP/61xljqVWrWP/1s5j470ex1A6+4bDo9zPhvvto+vWvSSxbBoKAc++9qfzJlXltaKwGO2n7+00E7ruvayy5YgXBhx6i/qEHsU4d/WlVuRBEEaWycoe300IhOu66K+d8xz334NhjjyG11ldbs/feANA7O03Xvv5cr6ODlmuvzTBXCT3zDLYFCxh3/XWFK7RqFsEJt8PzV0BsS0pt9Xw44VbwjTf/rTigah5sfCf7NSbuN+oF1lb2mFjKeL+DDR2ZJ/x2ReLiA6ZgV4pfU4VAMJaiI5pC0w28doWKMWhIMtRIJTYqLp5P6KX1pgGGAI5dyvF8dfyIpllJJVas030kvwxmTojgO2bymLKX18JJIu81E3mjASOuIpXa8B4+EetkL5K9999TkESsk7xUXraQ2EctpJtjWOs92OeUIo0CF0bRKmOt95o9udJbenK5LX0S93o8jRZJm426JQFLndtsZF2MhvdK8dnZCVHb2mi95pqsc3pnJ7EPPhyUyFLb24m+9z4dt90Gooj/3G9inTwZwWZD9vnybt2utrRkCKyt6NEoTb//A+Ouu3bY7eILDUPT0OO5HQn1aBRDy10vkA/chxycM33UsXgxYl9q/bYhuWZNT/dKIPHxx4RfeIGSM88szPRBuxfmnAAT9oJEAESLGcVybpOu6SiBg34Jdx6W5f4lMPXgYVvuUFPts/PgeXty8+ur+dcHm0hpOl+dUcEPD53OeH9+TAeKDBzDMFjVEuGKfy/ho/VBAMb7Hfzu+DksmlCC3VLcRvQVQRBQyuyUnDAF7+ETARCdMqIyspEAyWXBf+J0YktaifyvAT2WxjLRi/eweuTyvqf16wkVQzcQbXJBWplrsTTBJ9dkODxq7Qk67vuckpOn4lhQucN1i4qEWO7Ae2g9hqaPyhQ5UzT3XThr0RTh1zZlGrcI4D16Ms4F5YhbxKkaTJJuipLaGEYut2Md7zFTLAvwtTBcFD8dd0KMdJrU2rU55+OffIzv2GMGdG21s7NHb6zNl12OoChMeOB+pPHjB3Td3oi++WbOudhbb6GFQju9yJI8HtyHHELyi+wNNj2HHobkdg/pGuxz5mKZWE9q7brMCUWh4vLL+vX4uqoSuP/+nPOB+x/AffjhKIXqWihK4K01f3JRNQdOvQ+e/QGEm8yx6vlw3E1mY+QxRG2JnZ8fOYuL9p+MYYDHpuAaYylKo5WGYJyTbn6bznh32veGjhhfv+M9nrh4b+aN843c4kYpolUuuAiA5LHg2qsGx7wyDN1MAxPtfVujFk6R3BAyo0MpHfucMhzzywvOBEEPp7Ja6AN0PrsO6+SSflmwj0aBNRBSG8I9nTEN6HxyNdbxbizjFNJtcdpuy2x0LFhEyr41F8s4904rtHaOV0iRTGQZpbYm57Rt+vQBX1ptackaXTDSaZp++UvUQGDA185Jb+/dQoxkjACCJOE99hikLKJDrijHc8ThQ167plRVMv4f/8B32tcQrOYXmWP33al/+KH+9yjTNPRo9gJyAD0Wy2pvP6qwumHGUXDef+Cit+GS9+Hr/4bKWWPydW2RRaq9dmp89qLAKiBe/qw5Q2BtxTDgmhdXEE70nCtUDM1ADSZIrg+RWBkg3R5HT/Zi+rCTIYgCkseK7LP2XWBtsX/vuPdzUmtDpBsihF5YR8vfP0Xt6L2f43CTzmE6AqYFu5EY3teCnlBJt8WJf9lBcl0najCBUWAmI1osTfg/uR1xw29tRoukCPxrRY9Gx0ZKp/2u5WihnbdvZ/GbbCdEKS+n7KKLaPzpz3rMWSZNwrnXXiRWrMBIpZBKSpDLy/tscx577/2cc4nln6GHQpDnHk7OvffOPbfPPkNup74VQ9dRW1oxUknTrbG8fFBuefnGUltL/YMP0n77bYSefhoQ8BxzNKXnnouShxq8vqDU1FD54x9Tdv75ZpNDpxN5AH8f0WrFe/TRRF9/Peu866CDkHy+Qa62ABAE8NSYP0WKDDMpVeeNVblrKT/ZFCSa1HDbCr9mx9B0kutCtN/3ebfxhACufcfh/so4JFfh/w6FiNoWJ768Z7sWPZwi/PomvEdNRtyB9flwscMmufLwHV5pkRShVzcSfXtzl32+YJcpPWsW1jr3Du3ihw3VQAvndoDVAkn0WJrUulDWeT2mogWTyKOgZm0oKJC/YpHhxnXAAfjPPRe2EQG2RYuo+dMf2fjtC1h7zLGsO+lk1hx1NIH770cLBvt0XaE3MSYIQ1Ksr1RU4D/77B7jostF5RVXDHkaHJgmDMFHHmHtSSex+pBDWXvc8bTfcWevvcJGAkvdOCqvvJJJzzzDpGefofLHP8YybtywrkG0WlGqq1FqagYksLbi2G1XLBMn9ry+x0PpOWcPSf+zIkV2JhRJ6LUurtJtQyng3kDbogaStN2xLNPZz4DI65tIrByCDIudhOiHzTnnYh+3YkQLJ9Ipl9oRcjjhWSd7EYfJ4MMwDOLL24m+tTmjP5kRV2n7x1K0zsKJ/Ag2CcuE3OUWtileDLX36FuvLQLGOMVI1k6K7PdTdtGFlJx6CummJkSbHdHrYd0pp5pOb1sw4nFa/vgn5KoqvIcfvsPrOnfbzRRTRs83nWOvvYYkqiR5vZRe8G1c++9nWrgHTAt334knDkuERk8mCTz0EG1//VvXmBYM0nr11aQbGqj4wfeH1LWvv4g2G2JV1bA8lhYKbXEwyr/QVaqqGH/HPwg89LBp4Z5K4T74YMq+fT7KAFsPFMlOJJkmFFcRBPA7LVjlwonQFhk6BEHga7uN58631mX7SOfiA6ZQ6hodjaLjy9tAy74ZDL+yAdsUX8FbcI9G+pL8Zmg6WjiFFk6DYSC5LabrXZ6jOZLHSuk5s2n7xzJQu9PJJZ+VkhOm7tBdMF/o4RThV3Ok4KkGiRUBXIsH10fUMAy0YJLU5ghqUxSl2oVS4+x3REm0SHgPmUB8WRtsJ6YEq4RjQQWIAoJNwkhkN8+Sy/LfE3W0UBRZOzGS04nkdGLZYkYRfOKJDIG1La3XXodzt9122LBWKi+j4ooraPnDHzLHfT6qfvqTvBlQ6KkUejSKaLWajZJLSpAXL8Y2bx5GOo3kciHIg39564kEeiSCYLHkXLva2kr7LbdmnQs+8gil3/xGQYms4SDd1ET0jTcIPvooCCIlp52GY4/dM2zV9VgMQ9MQXa4BuwAq1dWUX3IxJaefBgZIPu+objJdaGi6wbq2KH9+8Ute/qwZRRI5cVEtF+43mdqSovPfzsC4EjvXnTKfH/zrU9LbiJSzFk9grymlI7iy/pFuyl2Po3YUXi3MaMG5sJLY+9mjWY5dyncYHdJTGomVQQL//LJrky5YJHzHTcY+qxQxj/WZgiRgrXNTdfkikmuCqG1xLPUelGoXsnf4DgsM3eg1WpVuig76MdJNMdpuW4Ie644iiS6F8vPnoVTs+LNb7UySbgiT+DKA5LNScfF8ou83m9E3wDLBTcnxU03resPAc0g9nU+u7kcENyMAAQAASURBVHEd+/wKxJ04Fbcosop0kViyNOdcesMGjFTuvNytSE4nvhOOx7HbrgTuux+1uRnnvvviPvjgvPTG0tNp0hs30XHvvcQ/+QSltpbSb30L66SJSB4PUj9twHM+TipFesMG2m67nfjHHyNXVlD27W9jmz0bebuaMi0YxEjm+MDUddItLV1Cdmcg3dTEhvPOJ7VyZddY/KOPsM2fz7i/Xo8gSiQ+/4yOu+9Bj0bxHHEE7q9+FaWmekCPJyhKn3qFFek/GzpiHHPDG0RT5uZH1TXue2cDr33ZyiPfXkyNb+c9oRzLJNIawVgKURAodVk5dE4VCyeU8HljiFhaY26tl3KXBY999ER+rPUe4h9nb3qtVDkQRknaY6Ehl9uxzS4lsV1dluhWcO8/bof1WFpHgo77PstMm0tpBB5ZgXzxLljr8usMLMgist+G7B+ebI6sa5BE5AoHakt24W+pH1zGjxZK0n7vZxkCC0CPpGm/73PKz5vba9RWDSRovW0pWkeiayz04npKTp2Oa+9dwTDr2yTHVvEk4NilHMku0fnCerRgEsEu4963FuduVcMWISxEiiKrSBfWGTNyzsk1NaD07Y0ieTzYZ8/G+utfQTqNYLPlrV9RYtlyNpx1FkbazPNOfv45kZdfpvLnP8N3wgmI9vxs+hLLl7P+rLNhy+OkN2xg4/sfUHrhBZSee25GZGqrU14uRPvOc+JvGAbhl17KEFhbSXzyCbH33yexbDkdd97ZNR7/+GPa77iDCffdm5cm2EXyQyKtcdvra7oE1rZsCsR5a1UbJ+1aTMscS+i6wYaOGH9/bRUvfdaMXZE4Y4/xnLhoHHV+B3UF3rdMDSXNaIgoIHkUxG16eNmmliDY5cyarC14D6tHco0ewVhISC4LJcdNIbmggsibDRhJDfvc8j5ZuBuqTvjNhpw5heFXN6J8bQZijjqq0YrktuA9vJ72uz/rMSc6Faz1gxOWWiSdIZC2RW2JoUfTSG4LekrDSGkIVhlRMcWwntTofG5dz/sbEHjkS6q+v2vW9D/JqeBYUIl1sg9D1UEUzZTPnfzwoiiyinThXLwngsOBEet5ulJ+ycUo5eX9up4oy5CHlL2tqK2tNP7kyi6BtS3Nv/8Drq98BUseanHUtnYaf/bzLoG1Le0334LvuOMyRJbs92OdMSNrDyq5uhq5zEypSTc1kVy9msTnn2Opr8c+axZydXVhNswdIFogQPBfj+acDz7yCNZp03qMq42NdNx9DxU/+H7RsKJA6IynefWL7Cf/AE8taeSoXaqxKcWvkbHC1shlaIuVdYA0f35xBc8ta+L2c3ajylOYqbhaUiW9KULn02tIN0ZBFnDML8dzwHjkUnNDKJVYKT9/Hh0PfYG6xcpbsMv4jpyIkudoyc6G5LbgmFOGbbLPbEZs71szYj2tdf0tsqG2xjFSGowxkQVgqfdQcuJUgs+u7RL+So0T/6kzBt1fzEj33r5ET2kkN4QIv7YJtT2OpdZlOmyW2tCjaeLLWnPcEZLrQl3vqWxIntFRozlcFL8di3ShVFcz4e672HTxJagtWzZXskzpud/Etf/+I7o2AK2zs2cj262oKsnVq/MisrRQJ6nVPXOLATAM4kuXYpkwoWtILi2l9pqr2XDOOagt3R9OotdL3d//jlJZSWr9etaf8w3UxsbueY+HCXfdiXXmzDEltDB6+YA3DHI1Nut8/HFKv/lNxKpi6l8hIAmC2a8quzMvXruMNMS91YoMH/GUyo3/WdUlsLZl2eYQyxo6C1ZkpRsitN2+tDsiohrEPmghtSFC2Tmzkf1mNoWl2kn5eXPNnkiaYaY8ua2j7rRdi6vokRR6TDWbBruUgojE9bW3VtftFQml2kVqQzjrvFzlQLCMzc8Yya7gWFiJdaoPPaYiyCKiU0ZyDv7vKLkU0zs821exLCCIAi03fNI1pDbHiH3SQtk355g1Vr18hffXKbAj3kFDtIFX1r+CRbLw1fFfpcpZhdc6PK11RpqiyCrShSBJ2ObMof6fj6C2tWEkEsgVFcilpYiO7jQRPZVCbW1FD4cRbHZkf0neDC16Y4dlyfkqXN6B4MlmqGGdNIn6hx8msWIFic8+xzplCrbZs1Cqq1EDARquuCJDYAHooRAbL7iQ+kceQRkjwkLy+fCecGIP45OteA4/go777st+Z02jb15URYaDMreVb+49kZ88lr1W86zF9ShS/zdAHdEUwViKtKbjtVuo9FjH1iHDKKUzrvLiZ7ntuP/14SYOnF6B2IcIxXCihVJ0Prs260eH2hIj3RxF9neLQ8llKQhBMlC0UJLAU2tILO3uX6bUOCk9Y2avEYZCRJBFXHvVEH2/sefGXgDPAeMRrWN3mypIgun258vvdUWXgnNxDdE3N/eYc+87jvBbDT3vpEPgnysp//a8XuvFrBP7Lo7a4m385p3f8MqGV7rGbvr0Jr4+8+ucN+88Smz57ZlaiIzNI4IiOTEMA13NfRIhCAJKZSX22bNxLFqEpa4uQ2Cp7e203347a446mrXHHc+aww6j4fLvk2rI8qbNM7LXi6W+PsekjHXqlLw8juTzYZs9K8ekhG327KxTSnU17v32o/zCC/AcfBCWmhoEQUALBEh88mnW+6gtLd1RwzGAIIp4Dj0Ey8T6HnO22bOx77prziih54gjkHxj/0N3NHHQzAr2mdLTUfSbe09kcnn/HDMNw2Blc5hv3PkeB179Xw697n8ce+MbvPRZM5FE4fTS2VkRBLApubcEbqu8o/OnEUFPaaQ3RXLOJ1aMnR5Yekqj86X1GQILIL05Sttdy9HChdNfqa9Ifitl58zJcKATHTL+M2YilxVW5FQLJUmu6yT8VgPxz9tRg4XpSilaZTwH1OE9cmKXu6PoUvAdOxn7LuXEP8qeDqh1JtFVHd8xk7MmnFin+ZC8fT+geLfx3QyBtZV7P7+XNZ1r+nyd0czYPSIokoEej5NuaCD478dIrVuHc/GeuA44AKW2ts+nyIaqEnz88Yx+UADRN95g0wUXUnfHP/pdt9Uf5PJyqn/3W9affU6PeqnKH/0QuTQ/dsJySQnVv/kt6844o0d9WuVPf9LvxzES2QtQt6JFsqdKjFaU6mrG33kn4ZdeIvjvxxAkEd+pp+L6ylcQZBnnvvsS/d//Mu4j+f2UnvctRFsxn7uQqPDYuPbU+axri/LUp5uxWySO2aWG2hI7Pkf/ogENwTin3PI2gVj3e7c5lOT8ez/knxcsZrd6f76XX6QflDktnLHHBK55aUXW+dP3GF+YEUfB7NdjJLP36BltUSstmsZQdQRF3Ma9zUSPpIh9lP1QTm2No3WmkNyj6zNUVCSsU3xUXLoAPWr2yRKdCpLH2qe6ruFCDSRou3N5RoRHsMuUf2sOSrWroNYK5uvetXct9nnlZk8w2TSiSK7N3qanC83AMt5N+bfn0fnsWlIbwohOBdfeNTh2rezz+ymQCHD38rtzzt/32X3MKZ2DVR5dr9f+UhRZOwF6Mknkv/+l4bLLu5oER159lda/3UD9/fdhnTq1T9dRW1ppv/mWrHPJlStJN2weUpEFYJszh0lPPE7H3XcT//gTlHG1lH7rPKxTJmdE3AaLddpUJj3+GMHHHiP27nsoNTX4zz4LS319vx9H9HoR7HaMeDzrvFJTk48lFxRKVRUlZ56J56ijQBCQfb6uuerf/ZbYO+90Wbi7Dz0E30knYRk3buQWXCQn5W4r5W4ru00cnAh6Y2VbhsDalj889wX/OHvXfgu3IvlDkkRO3nUczy1r5PPGzIOfM/ecwITS/LTHyDeSx4Jztyoib2TJphDANnt09PLSYmlSG0KEXtqA2pFAqbDjOaQeS40TcYsFtp7UcjZUBlCDSSzjBt/4XY+rXbU3okPuU68qLZxCC6VQAwlkrwXJa+2zCYIgCmafqmHsVdUf9IRK8InVPVLojLhK2x3Lqbh0fr+b/A4HXc/rNsh+G8hiRjPmrUglVkSnjGiRsNZ7KT1nNkZKB8E0N+mPkNR0jXAq9wFyMBlENVSsFObfPF8URdZOgNrayuYfXdElsLaih0Js/unPqLvl5h69n7Khx2Po4dxvmuSqVTjm7zLo9faGaLFgnTSJyp/+FD0SRbBa8tYba1sEScIyfjzll1yC/s0YgsWCuAOr9lzI5eWUXXABrdde22POe+yxyP6xeYIvCELW15VSXo736KNx7rsvaBqS15uXxtFFChfDMHhjVVvO+WUNncRTGr7CdggfFcSSKp3xNAhQ6rRgkfvuzFbttXPnObuzZFOQRz9qwGWVOH2PCUwsc+DPQ0H+UCAqEq69akitD5HauM33kwC+46cgOgv/s0VPa8Q+aDZry7aQWh+m7ballJw8Dcf8cgRJNOuTJCGn0JJ9g9uwGrqB2hYn+PQakivNNEvr9BJ8R0xCLrfnjGSqgQTt935GenN3E1251EbpN+agZLH7Hm1okTSJLzuyzunRNGogWZAiKxuiS6Hk+CkE/rldxFoUKDlpGvI2wlhyKJDjMzmhJmiNt/JB0wcEEgF2rdqVWlctpXbzUMNj9bBP7T489OVDWe9/8ISDcchj/wO/8D99igya5OrVORsJJ5YsQQsG+ySyBKsVwWLJeS1L7fBFZESLBdE/9F/6giQhuQd3MihaLPhOORnJ66H1hhvR2toQ3W78Z59Fyde+NiymIYXIttGtImMbQRB6reGq8dmRB2CiUaQbwzBY1x7jupdX8MLyJhRR5MRF4zhv34nUlvR9M1PltVHlreLAmRWICAVndJEN2W+j5LQZaB1xEiuCiE4Z23Q/olNGHgXpc3o4TecL67LOBZ9ajXWyF9lnMw0Ndq8i+nZjj9vJlQ6kQUaCtECClhs/yUi9TH4RoGX9p1ReOh/Z31MwabE0gX+tyBBYAGp7gvZ7Ptth49tRgar36smkR0ZPTamoSNhnl6JUzif8+ibU9gSWWheufWqRSvr2+omn47ze8DpXvH4FmtH9Wtmtajf+sO8fqHBUYJEsfH3W13ly9ZPE1MwIYLm9nP3r9i/M9OM8UxRZOwFGvPeaIKMXI4xtkcvK8Z5wAsGHep5MSKWluU0piiCXlOA75RRc+++PkUwiWCzI5eXFCM4YR9cNNgViBONpVE2nxGmh2mvbKXtLHTu/hhv+swotS6H4pQdOoXyQm+HWcIJNgTjLNndS7bUzo8pNlce204i3DR0xjr3xDUJb0rwS6Nz11jpe/ryZR769mBpf/yIK8iiz51f8NhS/zXQ/E4SCq5HpDS2UzBmdMhKaWavksyFaJDwHjMdIaWZt1pa7WCa48Z86Y1BixtB0Iu82Zq1tM+Iq0Q+a8Xx1PMJ27yc9mia5Onudj9oSQ4ukRr3IEmwSgk0yG11nQS4fXdE60SZjGeem5ORpGCkdwSohyn1/v7fEW/jR6z9C365dy/tN7/PIl49wwS4XIIsyta5aHjzyQa796Fpe3/Q6oiBy+MTDuXCXC6lxjb0yiWzsfN/0OyHWGdNzzim1NUjevllyijYrZRdegNrYSOS//+0alysrqbv1FpTq6kGvNRuGrqO2tGAkk2CxoAyhODE0DbWlBT0WQ7BaTft6e34+QAVRRKmqysu1ihQ+ibTK8s0hvv/Ip6xrN0/yPDaZHx46nUNnV1FRoD2Hhooan51bvr6ISx74iMQ2zTLPWjyB/aYNrpZzczDOt+/9gKUN3U29XFaZe765O/PGece80EqmNe58c22XwNqWTYE4r69s5Wu7jR+BlQ0/24uAUcGO1ryNYJQ8FnzHTMZ94HiMmGpukJ0KklPp5QI7Ro+rJHtxYkx8GcC1dy2SM3OtRiq78Oi6bqx/fZUKEcltwXPQBDqf7umIZ51WMmpFpKhIoPS/0fNrG17rIbC28sDnD3DytJOpdFYiiRKTfJP4/T6/N+uzBPBZfdjl0SVKB0NRZO0EyP5SSs76OoF77s2cEASqfvELlIqKPl9Lqayk+g+/R2tvJ7VxE3JJCXJ1FUrl0PR5Ujs6CD3/Am033ojW3m6m2Z1zNr5TT0Up62ktPajHCgQIPfccbX/9G1owCIqC99hjKL/k0rz2sdJCIdT2dtKNjUgeD3J5+ZA9f0VGjoZAgrP+8R7RbTYhoYTKz59YTm2JnQPzKLI03SCaVLHIQsFGyWyKxFemlvHy5fuxpjVKLKUxrdJFmcuKxz7wDWIsqfKnF77IEFgAkaTK2Xe8x3Pf25dx/UiXG410xtO8/HnuVhBPfrKZY3apwWHp22sjGEuRSOs4LNKg/jZF+obktiA65KyCRCqx9hBQolU267Py6OkhyCKiI/ffWnTKCFmiHaJNNkVgDivz0SpAtkWQRBwLKhAUkdBL69EjaQRFxLFbJZ7967r+PoZhoHUmSTfH0DoSKNVOJL8to85pLNAUa8o5F06Hewgwl8WFy+JC0zWCySDxdJwSW0kxXbDI2EDyuCm74ALsu8yn/eabSTc3Y5szm4rvfQ/rlP73lpJLSpBLSgZ0X0NVSTc2En3zTZIrV2KfPx/7woVYamt73FZPJgk+/DCt1/+1eywcpu1vN5Bu2EzllT8edL1U17o0jdDTT9P82991D6bTdP7rUVLrNzDu+uvyYlCRbm2l+Q9/JPzMM11jcnU1dbfcjG3atEFfv0hhYBgGL37WnCGwtuXal1Yyq9pDlXdwJ3qGYbApEOeJTxp49YtWKtwWvrnPRKZWuCkpQKMCiywxrsSRV9HTHk3x9Kc9a1QAwkmVlc3hMS+yJFHA2YuA8tgUpD6kzwVjKZZs6uTal1awoSPGtEoX3z9kOtOr3LhtRbE1VEgeC/7TZ9B25/KMtEFBESk9bUafXfoGg2iTce03juSa7Kl/7q+MQ7T2jHqILgXnblVE3+35HrTN9Gf0vxrNSE7z97TN8GOkNFOUui1daXaGYZBujNJ621KMbSLKcrmdsm/MyWiIPVyomkpCS2CTbchi/rb7e9fszX2f35d1blbpLGxyz9+1MdrIM2ue4cnVTyIJEidNO4mDxh9EpXNsHzAXRdZOguz34z3yCJx77omRTiE6HMNuuGDoOvGlS9nwjW929Y4K3P8Aks/HhPvu7SHa1NZW2m65Neu1Oh97jNLzz+sSWWpbG8k1a+h8/AkEWcJ7/PFYJkzoszBSW1po/dsNWefi77+P2tw8aJGlp9N03HV3hsACUBsb2XDON5j46L+GLOWyyPCS1nSWNeTuR7KyJUwynT3doj+saY1y4s1vEdzGGv355c1cfMAUvv2VSTtFFCKp6qi9NARtDo2+Bq39pdRl5Rv71PPjR5dmnT9nr3qsO3AZjKdU/vXhJn7zzOddY2+v6eCkm9/mb6ct4PA5VWM+7XKkEEQBa72HyssWEfuomXRTFEudG8e8cqRhdK2z1Lpx7FFF7N3MSIVrrxqU6uwuvqJVxnPQeFBEou9sBtUAUcCxoBzvofU9en2NBgxNR+tMkdoURouksI73IPmsSC5LD0v0rWidKdruWJYhsMDsXxZ4bCX+02ci2Ydny51QEzREGnjoi4dYFVzFTP9MTp5+MrWuWizS4A/fppZMpd5Tz7rQuoxxAYErdruCElumkVpjtJFvPv9NNkU2dY394b0/8O+V/+bvX/37mBZaRZG1kyGXdgsFLRxGCwTQEwkktxu5ogJB6n9+bl9RW1rYdNHFPZrzasEgDZd/n/F33pHR6FcLhXI38jUM1KYmrPX1pFtaafzpT4j+742u6eAj/8Rz1FFUXvnjPjUP1iMR9FAo53xy1SpsM2fu8Dq9oba2EnjwwaxzWkcHydWrx6zI0jWNdEMDRsy0w5dLS/tcCzgakUWRKRW5WwuM9ztQ+lFonI1wIs1vnvksQ2Bt5cb/rOL4BbU7hchyWiXKXBbaItldT2fV7BzunQdOr2CfKWU9rPJP272OqZW5nR230hZJ8afnv8w69/MnlrHrhBKq+2meUaTvCLKEUmbHe0g9hqaPSG2Z5FLwHlqPa88aEl90mH3GZviRPJZexZLktuA9tB73XtXoSR3RIiK6FDOlcZRhqDrJNZ203bPcFIxbsNR78J82oxeRlczpMphcGUSPpodFZKm6yruN7/Kd/3ynK23vg+YPePDLB7nloFvYrWq3QafpVTorueXgW7jxkxt5du2zqLrKFN8Ufrz7j5nhn5FxW03XeHbNsxkCaysrAit4v+l9jpp81KDWU8iMvndAkbyQamig6be/Jfqf18wO614v5d/9Lt4jDkcaImtttbkZLZC9sDa5YgVaIJAhiHbUl0p0mRuH6DtvZwisrYSefhrvscfi2nefHa5NsFpBFEHPHl2Q89Bk2UgmMWKxnPOp9Rtgx0sddaSbW4i8/l/a/vo31NZWkGXcBx9ExWWXYRk/NovxRVHgqHk13PTaGlJaz9fUJQdM6bfb2/YEY2leW9Gac/71Fa1Mqdjx5nq0U+m28cNDp3NFlijOwvE+agaZkjlaqPDYuPbUXVjTGuXfHzdgk0VOXDiOcf6+9bja3BnP+loF87XWHk0VRdYwMZLmHZJDQXIoWHJErnIhKiJiFov30YbWmaLt7uU93B5T60JE/rcJ72ETs9am6dHebdyNdO8GIfmiNdbKlf+7skddlKqrXPnGlTxwxAN5iRzVuGr42Z4/4+L5F6PqKk7F2dUja1uCySBPrn4y53UeXfko+9ftj8syNr+riiJrJyTd0srG879NavXqrjG9s5PmX/0K0WrFe8LxQ1KQqPUiMIAe/bckvx/bnDkkli3rcVu5shK5vBw1GCRwzz05r9nx/+ydd3yTZfeHryRPdpO2SZru0pa9N4Kg4EKGAzcuRBEnoqLi+L2+7r1fUFERVBwoblBUxIkKAjJk7+6VdKTNXr8/KoWYpIOutOT6fPiD+zTJ3TZ98nzvc873vPMOqqFDEKvq78mQ6PVoxo+n+ptvgmNxcci6dKn38Y1BrFAgiYurNdUIgbx703vcIh2fz4f1tzUU3//fI4seD9Urv8F14CBpr7wcsh+vM5AWr2ThVcO4dekmKv7JNkklIm4Y25UTspvfse4naL54APWV0DWHcquT4ionWwsqiVfJ6JOsJTFWjqwVs+D1IRaLOLNvEhKxmKe+2UVZtROZRMx5g1O4/YweGDrAnKSWIkGjIEGjOKb3l7SBG/vG9HRFidLRcR6sDGunb/2zmJgxqSEHDwv68GWdIrmk1iCkDTDZTVS7q0PGSm2lVDgrWqw8TykoUcbUL6zFInG9/WASkQSxqPOWIUdF1nGIOzcnQGAdTdmLL6IePbrOTc/v9+MpKcVbUY7f70fQ6WrLCo9hhoosNTVstkgcE4P4Xxk0IT6elOeeJfeq6XiKj9SIi2NjSX9tAdLERDxmMz5rePHms1rxexs+QZKo1STePRd3Xi6O7TuOrMfFkf7mQoQWcP8TjEb0182k9OlngmLS9PQWEXKRhic/P8C45Gicu3fjzstvF5HlKi3DZ6nCW1aGWKVGHBeLvIV//kqZwInZej67eTSmaicOt4+UOAUJMTI0yubXxWsVAiOzdaw9UB4yPrZHy7pvApRaHMz9ZCs/7T6SQZMLYt6YNoyR2TpkDfT9tBZxKhkXDElldDc9NpcXmUSMIUaGspFueu2B3++nxOLEbHXi9fnRq2UYtYoGxU5rkaRVoFUKIW3g03VK9BFopBIlSkvjrQrfw+l3+cK6KIo1MhS9dTh2Bl+PtaemI9G2zd+Pj/p7fcNZr7cWcfI4LupxEY+teyxkfGqvqaikndeYKHI/gaK0Go4dO8LGPGVl+Ox2oNbdz/7XJgrvvhtPaa09sESnI/nRR1CPHNlgdujfSPR6dFdeSfnbbwfFEubMQRqiJE/epQuZSz/AuX8/jp07kWdloejdG+Gf3iWJVotm/HjMr70W8jW1kybVlRU2hDQ5mfTXXsNdWIhjzx6kSUnIsrORJiUdk6j8NyKJhNhzz8VrtVG+cGHt3C9AOWQIKU892Slt3H12B56SkrBx+9atqEee0IY7Ald+PqYFC6j69LM6wS9NSyP1fy+h6N27RbO4giAmU68mU9+00pvGEKeS8eDZfTnvld+x/6sU5dIR6S0+h8vj9fHeutwAgQW1xhMz3l7P93PG0qUVvs/GIhKJSO4gpYEur5fNuZXc8sGmOmMOjVzgoXP7cnqfRLTt4ORn1MiZN3UwM97eEJAFVUjFvHTJ4ONurltb4LN78EObGSJEaRhZZvheYcGgBGnoewGJSkr8ed2w6PKx/VmM3+1DrJaiOS0D1UBDo0pAPT4PJdYS/iz+k0OWQwxKGERvfW+S1I2fr5mgTEApKLF77EGxWHksOkXzXZLD4fK6MNlNFNQU4PP7SItJQ6/Uc0r6KXyy5xN2VewK+PoRSSMYmDCw1fYTCYj8/voKTqJYLBZiY2OpqqpC28ZufK1F9erV5N88K2RMpFCQ/fVXyFJScO7fz4Fzp4DnXyebIhFZn35yTEYQHrOZ6u9XY3r1VTzFxciyskiYMwfViOEIx2iE4MrP59BFFwf1ewnJyWS+9x7SlMgyk/A5nXjKyvDb7SCV1ootvx9JXNwxZwkjFefBgxw8d0pQKehhUp55htiz267p1Wu3U75wIaaXXwmKSeLj6fLB+8gzM9tsP83F4/WRV2Fn0W8HWbPXRLxKxo3jujI4Iw5DTMuWyRVV2jnzxV+wOEIPF338vH5cdkLny8a2BgdNVs584ZeQPVDLbhjF8MyWuRGqcXgw1TixubzEKAQSGsjuOdxeCivtfLQhj11F1QzOiGPK4FRS45QR4yzo8ngpsTjZUWSh0uZiYFocRq2iUX1nkYKnyolzfyXWf1z81MOTkHePC2uqcLzgrXHhd/sQiUWIY2SIJI0/8PI5PHhr3HjMdsQySe18MY28Sc8B4LE4Mb25DU9JcIWM/qo+KHvXX4rr8/jwVbvwe3yIpBIkWhmiRpTaen1etpq2ct131+HwHjH8MqqMLD5zMRnaxvUvu7wulu9fzoN/PBgUe27sc5yacWqL2rkfxuqy8kvBLzzw+wN1Ak8qljJ3+FwmZU3C7rGzoWQDn+79FIlIwiW9LmGAYQAJqub3u7cHjdUGUZHVAB1NZPmcTjwmE96KiloXN50O4V9De10FhRw85xx8VmvQ4+OvvBLjXXeCSETJE09Q+X5oNzzNhAmkPP5Yk7NZ8E8JYlkZeL2IpNKg/R0LrtxczK+/jmXlShBLiJ0yBd30qyK238fv8eDYtYvCu+biOngQAInBQPKDD6IaNRKJuv0yAi2Jt6aGkiefourjj4NiIpWKrE8/aVNR4zx4kEOXTA3rJJn64otoJ5zZZvtpKVweH1V2NzKJiFhV69xs5pXbOOnpH8PGbxrXlbkTeoWNR6nF5/Pz3He7efmn0CXbJ3bV8+oVQ4ltpjNkUZWdR1fsZOW2Inx+kEnEXD4yg5vGdSOhgT41n8+P2+tDJogjamCow+3l930mbnzvL5yeIwL1zL6JPDqlHwmayM+2eaqcmN/ZgbugJmBdmqJGf1Xf41Jo+RweXPk1VH11AHeRFbFKQD06lZjhiY2aEeatcVH9Ux41vxXWNqsCIoUE/ZV9kHfRhjSqqA9PpQPLt4ewbTGBz48kXk7s5GwUXeMQt1LWschaxIVfXojFFfzZNDhhMPNOnUesonEH0dWuavZV7OPVra+Sa8mlW2w3bhh0A1naLNSy1rm32FW+i4uWXxQy9vaEtxmSOASoFWMikaiuRNDv91PjqkEilnSossHGaoNojroT4amooPKTTzG9/HJtlgSQZWeT+uKLyLt3q/uwlCYlkrF4Ebkzr8NXdWSWj3rMGPQzr0Usk+G1WAJ6k/6Nc/cufHb7MYkskUiE1Ghs8uPqQ5aRQeJ/7scwaxYgQqKLRyyL3JNNd2EROVdOq/s9AXhNJvJnzSLzww9RDhzQjrtrOSQxMRhuqDVZsW/aVLcuVqtIe+WVNres97vcDVr1Q8cTWTJB3OCNc3NRyiR0M8awr7QmZHxEVuuVoXQmHB4vf9c7Q60Gh8vbLJFVbnUy56Mt/LHfXLfm8vpY/Nsh/H64e2JPlNLwH/9isQi5uH366+qjuMrBzCUb8f6rL+bb7SUMyYjn2pOyI96gw7mvMkhgAbgLrdi3mRCMKqQGJZJYeaMyIJ0B58EqzG8fud/w2TxUr8rBlVeN7qLuSBrIUjp2lVOzpjBgze/wYlq0jcTbhyI1NK2MWIhTEDelG9ozau30xXJJqw+ELqguCCmwADaVbaLCWdFokaWRaRicOJjnxz6P3WNHJahaTVxBbfbs3R2hhxMDvLH1DZ4Z+wwxspiAfRTVFLE6dzXfHvoWlVTFFb2voI++T0iXwo5KVGR1Iqxr1lD27LMBa64DB8idNo3MTz5BlpoC1PYGKfr1I/uzT3Hl5uIpL0fetStCQkLdwF2RQoE8OxvHli0hX0uamYVIEVmnhmKFHHFS42uX2wu/34/l668CBNbRlM2bR+oLz9cNWj6Mu6gI24aN1KxZgywjA+2kiQhJSUiUkd2HIktLI+W5Z/GUlOLYtg3BaETeswfS5OQGbfpbGpFchiQ+PuwoAUWvaCYmHIYYOfdP7s1Vi9cHxbroVfRK0oR4VJR/Ixck9E7W8steU8h4tkGNIkzfR2Mx1bgCBNbRvL8ul2vGZJGh63gf/9/vLAkSWId5/ZcDTBmcSmIE94557R6s64rCxm2bSlF0i6f8vZ0kzByANEUdUZnE1sBrcVL5ZeisrnNXOV6Lq16R5al2YvkhL8yT+3HsNCM9Ka3J+xLLhTad81XtCu0IeBint+lD1WNkMY2yRq90VlLhqMDmthErj0Wv1KMUGn9f4fQ4gwYTH01eTR4Or4MYjuyloLqAq765ihLbkZ7t3wt/Z1LWJO4ecXer9o61JZFRZB2l2bjLyih78aWQMW9lJfYtmwPWRGIx0pQU1CNHEjtpEoqePesEFoBYJkM3/SoIc4E33HB9pylpa2v8The2jX+FjTt27sT3L7t7Z04Ohy65hMK77sLyxReY5s3jwOSzsP76Kz5n0y++bY0sJQXV4EHorrwC7ZnjkWdmtrnAAhBSUtBdc3XomNGIrBPa6LckgzPiWXDFEFJia29kxSIY3yeRd2ecQFIHMZ1obyRiERcPT0cIk6W47fQezS75LKoKM8Sd2oxWtb3+mT6RSl55eCdZs9UVVoBFDg3szw+I/snCvL0dryV0L2tnwufw4q0I/xnmyq1ffOADb0X497u7KLgtIhLJjM0MG4uVxxIrP7ae9YYoqC5g9urZnPP5OUz9aipnf3Y2L258EZM99CFQKJSCkv6G/mHjveJ7oRKOVD25vC7e3vF2gMA6zNcHvybXktu0byKCiYqsToLf5cJdUBA2bt+8hcovvqTys89w5eXhC2NEcDSy9HRSX3wB8VFiSqRUkvzYY8izs1tk38cjIqmArGv4n580NbV2OPI/eC0Wih96GE/pvwbP+nwU3nFnbX9blEYhkcnQTpyI7uqrEUmPlGPJe/YkfeEbLW7j3tnQKqVM6JfMZzeP5vs5Y/nprnE8f8lA0nUdp5Y+EkiLU7L46uHEq468BxVSMY9N6UfflOb3/tZnty4SgaoNT+hbkhO7he/f7ZuibXYGsLWRKKWohoevtlD21ePYW5tl91lc+Ko7v8gSSURQT7JOrKq/bFYkiJAmhT/wlWe3jjhpafQKPed0PSdk7PYht5OgbHmDiDJbGTf/cDObyo6U8nv8Ht7f9T7v7ngXl7dx7z9BInBJz0uQioN/V2KRmJkDZgb0W1U4Klixf0XY5/t83+eN/yYinI55pY0ShEiQIhiNdVbr/0aaaMT8+uu49u9HJJWS/vprKIcNQywNfwETq1RoTj0V5fIvcZeWgt+PYDQiJCREdL9TpCOSSIi/6CIq3lkScmZYws03Ixw1M8xbWYnt999DPpff7caxcyeytKaXQxyvyNLS0F9/HXEXXYi3shKRQoFEq43+DJtAolZBYuT7AEUscqmEE7sa+Gr2SZhqnHh8fowaOQkxcuTS5vdCGTVysg1qDpiCT/FP62XEENMxr98DUmNJjVNSUBlcav1/k3ujU0e+aYSiRzzSZBXuosCsnGBUIRhVuL/LqVvzORqe8dhaeK3uWoc8iQhJK75fxGpp7XypHSHm/QkiZKn1l7tJ1DK0E7MwL9oWFBMpBeRd41pop62LVq7l9qG30y2uG4u3LabCWUG6Jp3bh97OiKQRSFqhR7LYVsz+ytClmu/vep+Lel5EakzjzMNSY1JZOH4h9625j4Ka2gN/o8rIwyc+TIYm2BmxvnleXl/7ve9bmqjI6iQIxgQMN99M8QMPBMXEahWyrKy6AcR+t5u8G28ie8UKZGn1/wGJpFKkKSlIU1JaZd/HK0JKCmnz/kfBXXPxHy4NFAQSZt0cZHrhd4e2zD6Mrzq0EUFHxv2PQ6bXXI5YE4MkLr6up7AlEOLiAoRspFLtcFPt8CASQbxKhqIFbsCjRAYSsYiUOCUpcS1fZmnUKnhz+jCueWsDB48SWsO6xPPwuf3QtMMcrpYgOU7JB9edwINf7uDH3aX4/ZAWr+TBs/syILVjZCyEWDn66f1w7CzHur4Y/H6UfQ1IE1VUfLr3yBeKQBLX9qLRa3PjyqvG8u0hPGV2BIMS7fguyLpokTSQVToWxAqBuLO6UlZsw1t+VNmfWIT+8t5ItA2/pixdQ/xFPaj66gA+W+3npTRZje6Snu3yMzxWDEoD0/pMY1LWJDw+D3JBjkHZ8kPlD5NnCdPLBtg9duzu0H3joZBKpAxJHMKSiUuocFbg9/uJl8eToErA4/NQWFNIYU0hbp+btJg05gyZwyPrHgn5XOd2O7fJ30ukEhVZnQSRSITm9NNw5eZS/tZb4K09CRCMRpIe+C+mVwLnAvkdDhw7dzQosqK0DhKlEvXJJ5O9fDnuggL8bheyjAwEvT7IsVGsiUGaloY7Pz/kcyn692uLLbcZroICSp96murvvqtbk/foTuoLLyDv2rUdd9Z2eLw+DpqsPPXNLn7YVYpUIuaCIWncdEpX0uKjpXlRGibLEMOH142k2OKgrNpJapySBK0cfQfI9tRHhk7NS1MHUW514fb60SiEiDa7CIUQKydmZDLKfjpc+VaqV+diWZUT8DWqYUlIYtpWDPs9Puxbyqj84kh2w11kxfz2DmInZ6EemYy4FQ56BJ2ChOsH4C6swbG/EiFegaKnDkmsDJHQ8OtJlAKqQUbkXWPx2TyIJGLEaqFVM3CthUQsIVGd2CavlRwT3t1XKpaiEJr+d5WgSgiYfeXwOFhbtJa7f7kbm6f2QFkQCdww6AZuG3IbL/71YsDjT0o9iazYrCa/bqQSnZPVAB1uTpbNhsdkqu3TEQRc+/ZhXrS4Lot1NEkPPkD81KntsMsoTaXml1/Ju+66oHXtWWeR+J//6xBZmcbgsVgoffqZkHO1pBkZZLy5EFl6ejvsrG05WFbD5HlrsLkCyybS4pV8dP2oVsl+RIkSpe3xWl3Yd5RjWZWDz+JCrBKIOTkN9dBEJJq2FQmeCgclL2zE7wpRyiWISZozFEHXsQRtlPCU2kqZtnJaXXnf0Vzc82LmDpuLXGjeocz+yv2c/+X5+PzB76l5p87jUNUhPt33KWqpmit6X8GIpBEdYkBxdE7WcYpYpUKWkYEsIwN3SSkFt92Opyi0Zayif3g3mCiRhWroELq8/x6lzzyL/e+/EYxG9DNmoD1zfKcRWFA7K8zyxRchY+7cXNzFxW0isjwmE363G5EgICS07QXf7vLw6k/7gwQWQH6Fnd/3mbhwWMcVmtUON6YaF9sKqpAJYnonaUjQyFHKoh9HUY4/JGoZ6mGJKHrEg8cHEhESjbzWEKKN8VndoQUWgMeHt8YVFVmdCKPKyILTFzD7x9kcrDpYtz6+y3huGHBDswWWz+/j072fhhRYAK9vfZ35p87n7K5nIxFLiJPHNev1IpHop1onRppoJPGeuym49bagmHLkyDYfBNvR8FqteM1mPCYzYqUCiV7f4kOUG4tYrUY1ZAhpr76C3+EAiQTBYOh0M1R8Nht+d3h7aXdePgwf3mqv76mowPbHWkpffBF3bi7S1FQSbp2NesyYgBEHrYnF7uHHPeEdI1f8XcTZA1NaxCChrSm3OnnjlwMs+OUAh2soBLGIx8/vz6R+ScR00F6hKFGag0gkQoiNgDLOBoSdSBLZ7o2RRoWjgsKaQlblrALgjC5nkBKTQrwivp13doTM2EwWnbkIs91Mtasag9KATqFDK29+5Zbb6+ZA1YGw8cM9Wm1VHtkeREVWJ8TndIJIhFgmQz3qRNJeeYWSp57CnZODWK0ibupUdNOmtdlNY0fEYzZjfmMh5UuW1PW3SVNTSXt5PvKePdtN3HSmrFUoxGo1Irkcf5jZX7IuwS5FLYXP6aTy088oe+aZujV3QQGFc+/GMOtm9DNmIG6Dwc8SsQitQqCsOvTPIF4lQxJmxlKksym3kld/DvzQ9fj8zP14K/1StPRJ6RjmBVGidEbEKimSWDnequBrj1gjRdzGPWIdGbPdzPMbnufLA1/Wrb257U3O7Xoutw+9Hb1S3467C8SgNLSKwYZMImNQwiDWFKwJGe8R3yNgflZnJHos0Ylwl5RQ9fVK8mfdQuEdd2Jduw6/24Xm1FPIfHcJXb/7juwVK0i47TakiR3r5MBjNmPbvJmSZ5+lbP58HLv34K2qapXX8vt8WL5eGWAgArU33DlXTcddGLr8MkrzERISiLvwwpAxWdeuCInhZ8w0F4/JhGnevJAx82uv4zGZW+21j8agkXPN6PCNv1eO6oLQAU+UK20u5v+wL2z8nT9y8HjD2/pGiRKldRFi5egu74Xo3/PGBHGt018b94h1ZP42/R0gsA7zxf4v2GHe0Q47antEIhETsyaiFEIfTs4aPAuNXNPGu2pbopmsToK7uJi8667DueeIBWz1qlW1xgj33tPmfSUtibusjKL7/4v1p5/q1kzzX0Z/3XXorrm6xbM7nrIyTAsWhIz5qqpw/P13o+zE/X4/fqcLkVRAJOl4pV3tgSQmBt2Ma/DZbVR98WWdyFUOGkTyk0+0qhum11xeW4oZAr/bjcdsQpbeNrO0zuiTyDfbi/l1rylg/fqTs8nShx+8Gck4PT6KLaF/vgB5FTacHl+HFJBRonQWZKkaEm8bgn27GVduNdK0GFT9DUhi5Yg6aAa9ral2VfP29rfDxt/e/jaDjYOJkdU/A6y1MNlMFFoLOVh1kGR1MhnaDJLUjT/ArHBU4Pa6UUvVqGX1fx6lxKSw6MxF3PvrvRyyHAJqBy//Z+R/6Brb+d2CoyKrE+D3eqn87PMAgXUYy4oVxE29BEHf9qlpv6d2XoVIaN7brOannwIE1mHMr7+O5rRTW1xk+V0uvObwWQvn7t0w4czwj/d4cBcWUfXVCuwb/0LWtSvxF1+EkJKCpA3KzTo6spQUjHfdhX7GDLxVVYhVKiRxcUiTWi+LBSBqYMB2Q/GWxKhV8MLFgzhktvL130UopRLOGphCcqyCOFXHPE2OkQsMSo+jqKo4ZHxUth5lB+wz68y4PF4KKx18s62YncUWhmfqGNsjgdQ4JeLoDXenRCQRIeiVaE5Ow+/zR4XVMeDxeah2VYeNW1wWPL7651+2FoU1hdyy+hb2VO6pW9Mr9Lwx/g26x3ev97HljnI2Fm/k9b9fp8xWRv+E/tw86GaytFlhTTIEsUA/Qz8Wn7mYSmclXr+XOHkcCaoExKLgA7UaVw1unxuNVIMg6fgSpeN/B1HwmM1ULlsWNl7x/geoBg1qtthp9H5MJhx79lD54Ufg9xF34YUoevc+pmyax2ym/K3wJ0Ll771PSt++Lfq9iWQyBGMCntLQ5gPyPn3qfbxj1y5ypl1VN2TYumYNFUuWkPa//6EeezJiabSuvSGE+HiE+LZtDpbodUjT03HnBQ9oFJKS2vygwqCRY9DIGZbZOXon1XKB2ad157sdJXh9gZNDYuQC5wxKPS5u3O0uL378qCLATdHv91NiceL0eJFKxBg18rpMosfrY2NOJVct+hPXP2WcX2wuRKsQWHrdKPqkRP5Ik0jB7/XhrXaB1w9SMYI2AkwuGkFbCawaVw02jw2pWBpRphDHikamYVz6OHZX7A4ZPzXjVDSyti+Ts7gsPLr20QCBBWB2mLnx+xt5b9J7YU0oqp3VvLH1Dd7d+W7d2k95P/Fr/q+8Pv51RiSNqPe1DSoDBlX4vq9yRznbTNtYvG0xFpeFMaljuLDHhaTGpIYUYx2F9r/KR2k+fj9+lyt82OHAD7TF5dJjMlH4n/sDMk/V361CecIJpD3zNEIT3fn8Xi++akvYuLe8HL/H06IiSzAaMdw8i+IHHgiKSeLjUfbrG/axHpOJwrvm1gmsOnw+CubOJXv5l8hSowOgIxFpQgJpL71IzrSr8NXU1K2L1SrS5v2vye/dKMFkGdS8d+0J3Pvp3xw0WQHonxrL0xcOIK2Tz/4qsTjYnFfJu2tz8Pn9XDoig2FddCTFto8ldrnVxaodxTz33R5Kq51oFQIzxmRx2QldSNDIKa12csO7G+sE1mEsDg+zl25i6cyRGDSRIxZsTg9lNU4sDjcqmYBBLSM2ArK+XouTmt+LqPmjEL/TiyRWhvbMzNphu+rj+8DN7rZzsOog8zfPZ7t5O0aVkesGXMfQxKHoFB33cEkQC0zpNoWlu5dS5QzsHY+Tx3F2dq1leVtT4agIa0JRYiuhxFYSVmSZHeYAgXUYr9/LI388wuIJi4/ZPKPSUcm8v+bx8d4j8zH3VOxh2e5lvDvpXbLjso/peSOBqMjqBEji49FOOJOKd98LGY+78ALEbZTFsm3dGrK0z75uHTVr1xJ3zjlNej6JVot6zElUffppyLh2wpmIFS17kyISidCccTqeslLMr79RJ2BlXbuS9tKL9VrfeysqcR08GDLmt9lwFxRERVYEI+/Vi6zPP8P253rsf29F0acv6lG14w46m11+e6CQShiZrefD60dSZXcjEYmIU0nRqSPnZr01KLE4uHXpJtYeKK9b+22fmYFpsbx25bA2F1pur5ePN+bx+Ne76tYsDg8vfL+XQ2YrD57Tj6IqO1X20OMU9pXWUG5zRYzIKqt28r/v9/DB+jw8/2RJT+yqrxXv8e3nXua1uqn4Yj+O7UfKz71VLio+2kPclG6ohye1yzysSGFz2WauX3U9fmp/Z+WOcub8NIfpfadz3YDr2iXb01KkxqTy3qT3mLdpHt/nfA/UWrjPGjyLVE373AM4PI66n3Uoyh3lYWPbTNvCxg5ZDmFxWuoVWXa3nSpXreCMk8ehEI5c84ptxQEC6zDV7mpe2PgCT5z0RLv1rzWXqMjqBIhlMnRXXYXlq6/xVlQExBT9+qHo16/VXttjMuE6dAjL1ysRyeWoR41Ef/11mF97PehrK95ZQszJJzeph0qsUKCfeS2WlSvx2+0BMSE5GfXo0c39FgLwVFTgrajAZ7cTe845xF5wAV6TCZFcjqDTIRjqP6nx+4IHyAbE68k4tjXusjJ8Fgt+lwuRUokkLQ2hjcR4pCISi5GlpSFLSyPu/PPa7HXNNU7KrS4cHi/xKhkJMfIOOQersRg1Coya42eo6fpD5QEC6zBb8qv4aXcpU0e03miCUJRanLz0fXAPL8BnmwqZfWp3nO76nR7dEeIE6XB7efWnfSxZlxuw/vt+M9cv2chbV48goZ3EoK/GFSCwjqbq20MoesUjxB0/fwdHU2or5aE/Hgp50//29re5sMeFHVpkiUQiumi78PCJD3PH0DtABHGyOJTSpmXsTTYTdq8dQSygV+iRSY49Oxsji0EpKLF77CHjaZrwxk5ySf1/Q+Eyc36/n9zqXF7e9DKrclchEUk4K/ssZg6YSWpMrdj8Oe/nsM/7S8EvWFyWqMiK0n747HaExEQyP/qIivfexfLNt4jkcuIvvRTtxAmtNkDXXVpK0d33YP3jj7q18sWLibvwQgy3zMI0b37A1/tdTvA1/YNZlp5O5kcfUvrMs1h//RWRIKA9+2wMN90YMqvkczrxlJZi+/NP3KVlqIcPQ9alS4M9Ya68PArn3o190yYARHI5uquvRnflFY3ux5HExiIxGPCaTMFBQUDWpUujnqe1cR06RMlzz1Hzw4/g9SIkJZFw+22ohg2LZtramP2lNdzywSZ2FNWWxSqkYm45tRuXjsjo9Bme44Fqh5t31+aEjb+7Locz+yYRr2670rZKuxurK/yBUG65jUyDGolYFNQ/B6BVCsRHQCke1Gax3vuXwDrM9kILJRZHu4ksd6ktbMxv9+B31H8o15mxuCwU1BSEjPnxs7t8N120kfF52RxUUhUqadOzqdWuav4q+YtnNjxDjiUHpaDkgu4XML3fdBJVxzaCJ0GZwNX9ruaVza8ExUanjMagCH+I3EvfC0Ek4PEHG3YMTBhIrCz0jMP8mnwu++oyLK7azzcPHj7Z+wlrCtawZOISkmOS26aXpZ2IiqwOjLuwiJpff8HyzbdI4uLQXXEFuuuvR3fNNSAWI+j1rVriVPPjTwEC6zCVH39MynPPIdZq8VmO9FNpJ09GEtv0YaMiQUDRvTupzz2Lr7oaRCIk8fEhywR9TifWP/4gf9Yt8I+7oYlas4r0V14O61DnLikhd8a1uHOPfFj7nU7MCxYgjlGjv/rqRtmwC0YjyQ8+SP6sWUExw803NTgA2lNRgcdkwlNcgkSnQzAmIG1h+31XTg55N94UUNboKS6m6O57SHnhhajIakMKK+1MfWNtwOBhh9vHM9/uQR8j55Jh6dEyxQ6O3w9ub/gSHY+3vgKe1kEu1H8t0yqlGGLk3HByNi//tD8ofv/kPiRGSKmg1eXB6Ql/eJdfYadfavsMuRarGui5EjpuQ39zkYjqfw82lDnp7KwvXs+tP95a93+7x867O99lp3knz4177piGGcskMi7pcQkysYw3/36Tanc1UrGUc7qew02DbiJOERf2sQaFgQdPfJD//PafgHWtTMsDox4I+Vi3182Huz6sE1hHU2Ir4ce8H7m016WcknYK8zfND/oagHFp49DKOq7JTlRkdVBc+fnkXHElnuIjdsjVK1eimz4d/Y03IByDmGkKHrOZ8nfeCRuvXrWKmJNPxrJiBQBCYiKxZ53VrHlREo0Giab+8gFPSSn5t8yuE1iHce7YgenVBSTee09IcebKzQ0QWEdjfv0NtJMnI6unF+swIrEY9aiRZH70IWX/m4dj506kqakk3HwTyoEDEavDz5RwFxdTeM+92NaurVuTZWWS9uoC5Jktd6LnPHQobN9Y2YsvouzTO2Iybp2dHYWWAIF1NC+s2sO4HsZm9+uYa5wcMtv4fFMBImDKkFS66FToY47vm5i2QquUctGwNDbmVISMnz8klThl2xog6GNkDOkSx185lUGxhBg5SbEK1HKBGSdl0zNJw0ur95JXbqdHUgxzz+zFoPQ4JBEyz0wlFRDEorperH+TFNt+73NBr0CsEvDZgk//5d3jEB/Hxhdx8jj66PuEHMwrE8voGtf5ZyiFo9RWytPrnw4Z21i6kSJr0TGJLACdUsdVfa5iYtZE7B47cokcg9IQ0CMVCqVUyeldTqe3rjcf7fmIgpoCRiaP5PSM00mJCT03tMpVxU/5P4V9zu9yvuOcrudgVBuZ2nMqS3cvDYhrZVpuH3p7hy0VhKjI6pD4HA5Mry4IEFiHKX/rLWKnnNvqIsvv9QY4sP0bX00N8h7dEYwJaM8+h/jLLkXaBhkS28YN4A7drF312Wfor78OWUrwBcG1b1/Y5/RZLEH9YPUhVqtRDhhA6gvP47PZavu5GuhD81qtlDzxZIDAAnAdPET+DTeQ8c7bLVb2ad/4V9iYOycnovrGOjvbCqrCxg5bazeHsmon//1iGyu3HblWvLM2h7MHJPPA2X0jxrigszO2ewLdjDHsKw28ZqbrlJw1IKXNrevjVTKev2gQl72xlsIqB4JYhM/vRy0TWDR9OEna2hsunVrGOYNSObGrAbfXh1wqjrgSVkOMjHMHpfLJX/lBsUy9iuTY9nOtlGjl6Kf3xbRwG/6jyjMlOgXx53VDojx+b8HiFfE8MvoRpq+cTrX7yEwpESIeGf3IMTvVdQZsblvYUkqALWVb6Gc49l57QSKEFUb1oZaq6aHrwb0j7sXj8yCTyOqttBBEAmpp+INljVSDIBaIEWK4cdCNnJpxKm9tf4tKRyVj08dyTtdz6vq2OirH7194B8ZbUYHlyy/Dxi3ffIuiV69W3YNEqyVm7FgqP/ooZFw7aSLqcePQTZ9eW9rXRrOhws22gn9MJzyhBwBKM8I3nouUSkTypmcTGpN5O4zXZKZ61aqQMdehQ3hKS1tMZElTwmfkxGoVHOfmF21J98TwJ3Q6tQxZM8uJNuZUBAiswyzfWsSUwamc1vvYavujNI3kOCVLZoxgxdYilv6Zh9/v54IhqZw3JI2UdrKuzzSo+eSmE6myuSmqcqCUSUjSykmNUwbdOEWyGFfJBe46sycWu5tVO0vq1rsZY1g4bRiJ2vYzlhCJRchSNSTeNgRXfjUesx1ZugYhQYXQjhm2SKFbXDc+OvsjVueuZl3ROrpounBBjwtIiUlpMLPSmZGKpWH7n4B2F6ASsaRRFvRxijim9ZnGPb/eEzJ+RZ8r6n7POoWOUSmjGJgwEJfPhUaqaReb+5YmejfVQfF7w59w+xyOVn99sUKB/pprsHy1Ap81sLlXmpqCetQopA30H/0bj9mMt7wcn92OJC4OiV6PpJ7yulCohg8LG5NlZSFWhW5AlWdnI9Hr8ZqDnaDiL70UIaF1L2o+u61eUxBPWQgjjWNENWIEIpksZMYq9vwLEEfnQbUZg9Lj0CoELI7gD9Mbx3ZtlgOfxe5m4a8HwsYXrjnICVl6YhTRj4G2IDlWyYzRWZw3OBW/349OLUfSjsOXK20uVmwp4plvd9fNwopTSZl/6WBGZOmQNdC3FUkkxSp49qIBmGpclFU7iVVJ0cfIIsLBUiQRIegUCLr230ukIRaJSdOkcVXfq5jacypSibRDD55tKXRKHROzJ7J8//KgmEwsa1YWq6Vwepx4/d4GTT1GJI1gXNq4oLLBC7pfQPf47gFrFY4KbB4bEpEElaBCQse5BoUj+unaARFrNMSMG0fNDz+EjGvPHB/2se6SEtx5ebjy8pBlZiJNTT3mDIk0PY3MZcsoe/Elqn/4AZFUSux5U9DPmFHvLKlQOHNyKLj1Npy7/pnbIpEQd8EFGGbfgrQB2/TAPaWj6NcPx7bgmQ6J990b1oJdmpxMxluLyb/hBtwFhXXrmsmT0V09HbGsdZ20xGo1IqkUf5hSx/qyT01+LYOBtPnzyZ89G/9Rglw1YgS6q6YhbaKwjXLsJMcq+WDmSGa8vYFiS+3vQiyCy07I4LzBqc26Cff4fFhdoU9CAWocHjzH4PYZ5dgRi0UYIqQXbnNeJY99vTNgrdLmZvri9Xx3+8lkJ3SsPohYVe3w4a7GjrXvKLXIhcj4u2gIk91EjasGQSwQL49HLWv5z0uloOSWwbewy7yLvZVHRi1IxVLmnTqPBGXLmmE1hXJ7OXsr9/L+rvexuqxMyp7EiSknkqQObSqWoErgwRMfJK86j68Pfo0gFpicNZmUmBTiFfFA7fyu3eW7eeLPJ9hu3o5CouC87udxTb9rwj5vR0Hk9/sbbWxkt9vZuHEjOp2OPn36BMQcDgcfffQR06ZNa/FNticWi4XY2FiqqqrQaiPH4cS5fz+HLr44KIukHjeOlMceDWk57jxwgNwZ1+IpKqpbk2Vmkv7G68jS0495L16rFZ+lGkQg0emaLEjcJSXkXHY57oLgGmT9dddhuGVWk8oN3cXFmF5/g6pPP8XvcCDLyiLxvntRDh6MJKb+D2B3SSkekwlftQUhMRFBr0fSBr93n8NB6fMvUBHCTEQ5eDBpL89v0JmwKXhqavCWluHYtROvyYxiQH8EgwFZWvg5GVFaB7/fT4nFQVm1E6vLS5JWgT5GhkbRvBJbr9fHvB/38WKYeUh3T+jFdSdnt2s2JUr7UG51cvXi9WzJD90TOOuUbtwxvkfU2TJKlH+weWz8XfY3j617jINVBxGLxJySfgp3Druz3vlSzaHMVsYhyyH+KvmLJHUSQxOHYlQZmzUrqzmU28t5fuPzfLH/i4D1NE0ab45/85j6vAC2lm3lypVX4vMHHvr1iOvBq2e8ilEVedU1jdUGjRZZe/bsYfz48eTm5iISiRgzZgxLly4l+Z+MRUlJCSkpKXjrKWPriESqyPJ7vbjz8jAvfouaX35BoolBd/XVqMeMCWn57S4rI3faNFwHDwXFFIMGkv7qqwjx8W2w82BsGzaQc8WVIWMilYrs5V822Vbc53LhNZnwe72IlcoGhwhHAm6TCfOC16j48MNa8w6RCPW4cST/9/4mZwYjGa/VireiEvy+2r61JgynjtI08sptTHn5N8zWwNLQhBg5n918ImnxTZ/fEqXjU1zlYMJLv1BpC505P623kVcvH9rsnsAoUToLW0q3cOXKK4OGJyerk3ln4jsdPuPSGDaXbubKlaHv1ab3nc7swbORSpp2OFjprGTW97PYYtoSMv7GGW8wMmVkk/fa2jRWGzT6Cnr33XfTr18/SktL2b17NxqNhtGjR5MbxvY6SusikkiQZWaSeO89ZH24lIzFi4k777ywM5W8ZnNIgQXg2LwFb3l5K+62fpyHwg/q9NtsTXL2O4xYJkOakoIsPb1DCCwAqcGA8Y45dP36K7I++5Tsb1aS+vRTnUpguXJyKLr7HvaPH8/+M8aTd+ON2LdvxxemTDJK80jXqfjsphO5eGgaCqkYpVTC1OHpfHJTVGAdzyikYrrXU1Y3OD0uKrCiRPmHKmcVz298PkhgARRZi9hatrUddtX2fL7v83pj5Y6m30fa3fawAgvgl/xfmvyckUSje7J+//13vv/+ewwGAwaDgeXLl3PTTTdx0kkn8eOPP6KO9nG0C2KFIuTcp3/jrcduHcB3DEKmpahvBpRIqUSkbD8L3rZGrFQ2q3QzknEVFNTOdis74gBp37SZnKmXkvXZp8i7dWvH3XVeMvRqHjq3L7eP7wF+iFfLUEg7fkNxlGMnTiXjzvE9ueT1tUExhVTM2QOPrewnSvtT5ajC5DCRY8khTh5HSkwKRpXxuDCUcHldlNhK+KvkL0psJQxNHEqGJoMEVfN6mOweO1vKwguBX/N/ZXxm+F74zoLLG368i9t3bAelYpEYlaDC5rGFjDf3d9feNFpk2e12hKOsnUUiEa+++iqzZs1i7NixvP/++62ywSgN4/f7cRcWYlu7FtvmLSh69iRm7MlIk5MR/fM7qzebI5UiaeW5WvUhTU9HmpoSYDhxGN0VlyOEyc5F6VhYf/01QGAdxu92Y3p1AcmPPBzW/TFK81DKBJSypvscVdldlNe4cHh8aJVSEjVyhAgZQhsJmGuclNU4Kaiwk6CRk6hVtKtleFPok6Ll+YsH8uDy7VjstQYpafFK5l06mNR2spWP0jzKbGU8vu5xvs/9vm4tXh7PK6e/Qm9d705hiR0Ol9fFuqJ1zP5xNh7fEcOf3rre/O/U/zWrnE8sEqNT6Cizhx4Rk6rpuLOcrG4r5fZyKpwVqAQV8Yr4sIOOz+l6DssPBDseAozvMp5YedPvI3UKHVN7TmXR9kVBMREiTkk/pcnPGUk0+lO3V69ebNiwgd69ewesz58/H4BzzjmnZXcWpdE4d+8h58or8VXXDvSrAkqfVZCxeDHKgQMQicUIOh3ayZOxfPVV0OPjp05t15I6aWIi6W++ScHsW3Hu2VO7KBYTd/556KZd1erOflFaH5/DSfXq0G6YANZ16/DW1ERFVgSRW27j3k+28tv+2rEGWoXAbWf0YMqgVHTq6N9kUaWdW5du5s9DR0pkMvUqFk0f3iGc+TQKKecMTOGEbD0VVheCWES8WtZhRGKUQNxeN+/tfC9AYAFUOCuY+d1MPjnnk2M2JugIlNpKufXHWwMEFsDO8p0s2LKAe0fce8wOhgalgel9p/PMhmeCYiJEnJl55jE9b0tjspvw+ryopWpiZA1fg0x2Ey9vfplP935aZzrRI74Hz497ni7a4AqjbvHdGJ40nPXF6wPWY+WxXNv/2mOabSaVSLms92WsL1nP36a/69YPD6WORNOLptBo44snnniCX3/9la+//jpk/KabbmLBggX4OpklcKQaXxzGYzKRc+U0XAcPBsUkej1Zn3yMNKn2BMddVob5jYVUfvghfqcTsVpF/FVXobvscgRD6JOLtsRjMuEpL8dvtyOJi0ei1zXoBhilY+D3eCh64AGqPvk0ZFzevTsZby0O6YrZGrhLS/HV1CASpEh08dH32b8otji4eMEf5JYHl3A8dUF/Lh6Wflw7z1U73Ny5bAvfbi8JimXqVXx4/aioWInSphTVFDHliylhy65eHPcip3U5rY131Xas2L+Ce9fcGzImE8tYft7yZonMMlsZj659lB/yjhwWCiKBx096nLHpY1EJ7XdAaLKb+CnvJxZvW0y5o5zBxsHMHjybzNjMsMLH5XXx6uZXWbhtYVAsRZ3COxPfIVEdPKy+zFbGz/k/897O97B77JyWcRqX9rqU1JjUZn0mlNnKyLXk8mvBr+iVesakjkEmluH1e4mRxqBTtpy7ckvQ4u6CxyuRLrIce/ZysJ4sYubHy1D2OzK4zud04jGZ8NvtiJRKBKOxSfboUaIcK/bt2zl0wYUhY8lPPkHclCmtvgdvTQ229espefSx2pEBIhHqU8aRdO+9DfbClVY7qLC68PkhXiUjUSvvtELj930mLlu4LmTMqJHz5azRJMUevyVlh0xWTnnuJ8J9en45azQD0uLadE9Rjm9yLDmc9dlZYeNzhs7h6n5Xt+GO2pbF2xbz/Mbnw8ZXnLciZHamKVQ4Kup6vrQyLQONA0lQJhxTBqelqHBU8Pi6x/nm0DcB6xKRhMUTFjPYODjk4wprCpnyxRTsntD9+IvPXMywpGFhX7fcXo7X7yVOHtdkR8GGKLGW8NyG5/gu5zu8fi8943ty3wn30Uffp11/1kfTWG0QHUbcwfG7wzciQu38paMRy+VNtkOPEqUlkKWnk3DXnZQ982zAumbSJGLGjGmTPTi2bSP/xpuOLPj9WH/4kdzdu+ny3nt1Wd+jcXt8/F1Qxe0fbSbHXHtKnKiV8+T5AzghW4eqnl4np9tLscXBD7tKyS23Mbqrgb6pWpIjXKD8XRB6fhJAabUTu7tzVSw0FZvLE1ZgAZhq6r8uR4nS0igkChKUCWH7hvro+4Rc7ywMMQ4JG+ui7YJa2nxztnhFPPGKeHrpejX7uVqKUltpkMAC8Pq9PLb2MV4/4/WQWSC7xx5WYAHkVufWK7JaK7NUZC1i+srpFFqP9OjvrtjN1d9ezfuT3qevoW+rvG5rERVZHQifw4nHbMLvciFWqRCMRoT4eMRqVdBQYgAEAWlicLq3KXhMJvweDyKZrEWH4UY5/pBotcRffDGaU0/F+tvv+Bx2YkaPRkhKapMZbZ7yckqeejpkzF1QiGP79pAiK7/SzqVvrMXpOSIsSixOZry9nuWzxtA3NXSzr8vj5ff9Zma+swGPr/aOfPFvh0iLV/L+zJFk6CK3/6yLPvwNiVomOe7tvWMUUmQSMS5vaLGZGhcZp61ROh8+vy+kU6BRZWTW4Fk88PsDQbF0TTpZsVltsb12I1WTygDDALaagu3U5w6fi0HZMn3ndo8dq8uKVCI9JqOHlmZD8Yawsd0Vu6l2V4cUREpBiVJQhhVaGZqMZu+tyFrEgcoDHLIcoltcNzK1mSFLEI9ma9nWAIF1GJ/fxwsbX+D5cc+jlUdeVVk4oiKrg+AuLsH08nyqPv8Cv9uNYEwgYc4c1CefTMKcOyh55JGgx+ivnXHMPS6eigps69ZRNm8+7txcZF27YpxzO8qBA9vVibAx+D0eEIsRiY/vG8FIRKLRINFokGe1/Qe+3+HAuXNn2Lh17Vo0pwX2LHi9Pj5anxcgsA7j88P/ftjH8xcPRC0PvpSWWJzc8O7GOoF1mPwKOw8v384LlwxCo4jMUt1+qVo0coFqpycoNu3ETIya49v4IiFGxhUjM1j026Gg2AnZOhI0x9ZgHyVKOIqtxWwp28J3h75Dp9BxQY8LSFGn1N1wikS1Tmy24TZe2fwK1e5aI6yRySN5YNQDHd5AoCEMSgPPj3ueN/9+k8/2fYbD6yBTm8nc4XMZZBzU7Od3eV3kWnJZ+PdCNpdtxqA0MLP/TAYkDCBe0fqHhOFQScMf1olFYiSi0I6SBqWBy3tdHrYnK13TvFEy+yr3ce2312J2mOvWktXJvDH+jXrLNn/K+yls7K/Sv7B77FGRFaVl8ZjNFMyZg/2vv46slZZRdM+9JD/2GNqzz0JINFL2wou49u9Hmp5OwqxZqE8ac0xubT67nYr33sf0j3MkgHPXLvKuu56kBx8k7oLzEUVgH5e7uBj75s1YVnyFOFZL/CWXIM3IQIiLa++tRYkEJBIkcXF4KytDhqVpaUFrdo+Xv3Irwj7l9sIqrE5PSJG1o8gSUpwBrN5VSoXVFbEiKzlWyXszT2D64vWUW4+Uvp3RJ5Gpw9Px+OB4HrWllAncOK4rIhG8uzYXp8eHWAQT+iZx/1l90KmPTWSVW13kmK0s25CHw+3jvCGp9EzUYIyaaBzXFNYUcu1315JXnVe3tnT3Um4dciuX9LwEjUwD1JazTe01ldMyTqPaVY1ckBMvj+9QN6XNIVGdyJ3D72R6v+l4fV6UghKDqmUyWDvMO7j626vr3AsLagqY9cMsru57NTMHzKz7HbQ1QxOHIhaJ69wBj+bk1JOJk8eFfJxMIuPyPpdT6aoM6S7YUMapPspsZdzywy0BAgtqM1tzf57LgjMWhBWmyerksM+rU+g63Ly3Jhtf/PLLL5x44okBM7MAPB4Pv//+OyeffHKLbrC9iQTjC/u27Ry6MLRhwNEOgh6zGb/LhUgQmjVbypWXx/5Jk8EdPFxOrFaTvfxLpCltawXr9/nqzUy5i4rInXEtrgMHAtZ1M65Bf911CBGefYvS+vi9XsxvvknZ8y8EByUSsr/+CnmXwBM2t9fH/Z9vY+n6vODHACOzdbx+5TC0ymCx9OH6XO7+5O8Qj6rl+zlj6WaMXFdDr9fH3rIa9hRXU2X3kBKnYHNeJa//sp9XLx/KyT0SjvuZWQ63l9JqJzUODyqZBEOMnBjFsZ1dmq1Onvt2N+//GfheG54Zz/zLhkTdCo9TnB4nT69/mo/2fBQy/vm5n9M1rmsb7+r4wmw3c+1317Kvcl/I+PIpy8mMzWzbTf2DzW3j64Nf89AfDwWsJygTWDxhcYNmH1a3FbPdTKWzEpWgQqfQNarfqtJRSamtlD+L/0QmkTEiaQQGlYEYaQy7y3dz4fLQ96xQ/3t2f+V+pnwxJWTsrmF3cUWfKyJCaLWa8cUpp5xCUVERRmNg6rmqqopTTjkFr9fb9N1GqRfHrvAlTl6zua4fq6Xsrz2lpSEFFoDPasVTUdFskeUuLMS+dSv2rVuRd++OasQIpElJiCSBx+PuoiJs6zdQvfp7hKRk4i44H2lKSoDlts/tpnzJu0ECC6D8zUVoJ0+OiqwoiCQSYs87D/uWrdSsXn1kXSYj9X8vhexflErETB+dyYcb8kIaHcw+rXtIgQXU6y6XFq9Ec4w3421FWY2T6YvWU2V3o5JJqLDVOisC3PbRZlbeevJxP7RWIZW0WG/dvtKaIIEFsP5QBd9uL+bKkV06lJul1enB4faikkmOaRB2FPD4PFhcFraZtoX9mtU5q6Miq5WpdlWHFVgAW01b201kqaQqJmRNYGDCQD7b+xmF1kLGpY9jRNKIRlnWq6Vq1FI1GTS+B8tsN/PCxhf4Yv8XAet3DbuLKd2mUOOuqffxDq8jbCxJlcQjox/hgd8fCMjOnZx6MhOzJkaEwGoKTb7y+f3+kBd6s9mMWt1895YowQjGemqpBQFRCw/rFcnqL3URCc37wHTu30/OldPwlh8Z4ilSqejy1mIU/frVZaxceXnkXDkNT3Fx3ddVvP02SQ8+SOzZZyH+5/3mNZdT+fHHYV+v6osvUPbp3M5KURqHNCGB5EcfwTP7FuxbtyKJjUPRp3ftKIMwf0cZ8SrmXTqYu5Ztxe6uPUSSSkTcM7EXfZLDn2AlahWc0dvIqp2lQbEHzu4b8ZmJcqubYkvth+Hh7/swFruHsmrncS+yWgqXx8c7f+SEjb/9+yEm9UvG0AF6vSx2N3tLa3jlx33klNvon6rlhrFd6aJXoziea0ybQKWjktzqXJbuWkqls5KJ2ROZ0X8GT/75ZJB74OHeq0jD7/fj9XsRxB1fYDd0uCEVt2/Zd4w0hu7x3Zk7Yi5enxeJuHX/ztYVrQsSWADPbHiGYUnDMCqNiBDhJ/hkUiqWEisLf+itlqkZnzmeIcYhrC9eT7WrmhOSTyBRnYhO0fHM1xr97j///POB2jfb9OnTkcuPXOy9Xi9bt27lxBNPbPkdRkHetRtitRqf1RoU006cgKBv2TeekGBAotMFiKDDSLt0QdIMl8Ha/rI7gp7bb7ORd9PNZH28DGlSEl6rldJnnwsQWIcpfugh1KNGIqsT9X78jvAnI77q+k9VohxfCPHxCPHxKHr2bNTXq+QC4/skMmjOyeSX2/H4fGTo1RhiZPXat+vUMh47rz+D0vNZuOYAFTY3vZM1/GdyHwakRX5m1Ruixv9ofL7oiMWWwuf3U+MINhk5jNXpxdsBRlra3V6Wby3k/z47knnZV1rDl1uKePvq4Yzpfuxl7McLVc4qFm9fzKJti+rWfi34ldSYVB4e/TCzf5iN23ek0uSU9FPaY5thsbltFFmL+HTvp+RW5zIyeSTj0seRok7pUJnYo4mVxTLQMJAtpi1BMbFITD9DvxCPah9aW2CVO8oD3pv/5oNdH3D38LuZ0m0Kn+37LCg+rc+0Bp0eVYKKDG0GcfI4yh3lFFuL8ePH6/OSoOpY15BGi6zYf8qt/H4/Go0GpfLICaZMJmPkyJHMnDmz5XcYBWmikfSFC8m7dkaAVbu8bx+Mc+Yck7lFKNylpbV9XV4vqS88T97M6/C7jjS9i9VqUp9/Hmkz+r28FRU4d+8OHTOZ8JSW1Yqsykqqv/8+9JP4/VjXrkX2T/+MWKMhZtw4qr/7LuSXa8+afMz7jRIFQCZISItXYYiRY3V6kEvF9Qqswxi1Cm4Y15ULhqbh9flRSMXoYyI/GwGgV8uJU0mptAWXDiukYozajvF9dAQUUglTBqfw857QM47O6JtIvCryHR1N1U4eXr4jaN3r8zP34618dvPoiM/gtjfF1uKQN7EFNQV8c/AbTu9yOisPrgRgeNLwZg/YbUkcHge/5P/C3F/m1mUxfsr7iVc2v8I7E9/psGWNcYo4/nvif7lq5VVBpXD3jrgXvaJlWjU6Ah6fh3JH8AH8YUptpQhigdlDZmNUGXl357tY3Va0Mi0z+s1gSrcpjRooXGYr48k/n+S7nCP3dWkxacw/bX6Heh81WmQtXrwYgMzMTO68885oaWAbIhIElP37kfXllzh37cZdXIyibx+kqanNEjxH49izh/wbb8JdUACAasRwMt5ajG3TZpw7d6IcPJiYsSc3uxfL52pgeLLtn2yd11v7L9zX1RzJ6knUahJuu5WaNWvw2wLnhSkGDULRvfuxb/g4xO/14rPZEMnlYUvojjdcHi85Zhuv/3KATXmVpMYpuOmUbvRK0hIbpifrMBKxiKTYjndjadTIeXRKP2a9vyko9sBZfUnoIGKxozAyW0+WQc1BU2DFglYhcO2YrA4xmyyv3BbWUbOwykG51RXxIsvlqTUzqbC6kApi9GoZCZq22/O3h74NG/vm0Dc8OvpRNpVu4oreVzApaxJ6ZeTc4JvtZu5bc19QmZjFZeGB3x9g/mnzw7rdRTrd4rrx0dkf8dWBr1hXtI6UmBQu73056Zr0em3UOxsx0hiGJw3n64Nfh4yfnHYycokchaDg+gHXc37383F5XcgFOUalsVGZNqfHyaJtiwIEFkB+TT7XfnctH0z+gCR18EzLSKTJxbIPPBA86C5K6yMSBGSpqchSU1v8ud2FReROuyrA2tr253pyLruc5McfR//Uk0GGFMeKJDY2/PBksbhOxIljYlD07YNje/CpKIBq1MiA/8syMsj65GNMC16j5qefEKvV6C6/vNbevoWEaFNx5efjs1rx1Vhrv+9YbYuJYp/Tiae0FOvadXiKi1ANH4EsOwtpff17DeD3eHAXFFD5yafYNmxAmp6O7qppyDIyAoxGjkc251Vy2Rvr6mZe7Sut4ec9Jv5vUm8uPyEDVQgL946CqcaJx+tHqxACvg9BImZcTyOf3zya/32/h90lNWQZVNx6Wg96JmmQR/trmk1RpZ0cs40ii51uCTG8c80Ilm3IY8naHFweHxP6JTHr1O6kx3eMm7iGqsEivVqs0ubi880FPP3Nbmyu2kO+LIOaly8bQq8kDWJx638D4YbDArh9bvro+/D+pPfRK/URZwKwp3JPQCnj0Wwp20Klo7LDiiyxSEy6Jp2Z/WdyZe8rkUqkyCTH3yGkSqriugHXsSpnVdDvWqfQcUr6KXVloVKJtFHmG//G5DCxbM+y0DG7iRxLTucVWSUlJdx5552sXr2a0tJS/u0AH3UX7Hg49uwOOzuo5MknUY8aiTQ5/OyCpiAYjSTMnk3JE08GxeIvu6yu30vQ6Ui8/35yLr8iKKMVc9ppSJMC/8BEgoA8K4vkBx/Aa7kdRCIEg6HdBhK7Dh2i6IEHsK37s3ZBEIg991wMN96ALMQ8pqbgc7mwrV1L3s2zwHO4j+MVZN27k/Haa0hTju135di1i5wrrqzrb7P/9ReWL74g+dFH0UyejEQZ2SfQrUVptYO5H28NGioM8OQ3uzizbyIZbSiyHG4vZdVOnB4fKpmERI0cyTFYqZdVO1i9s5Q3fj1Ipc3FqK56bj2tO130KmRCrYCKkQsMSo/jf5cOwebyoJBKwropRmkau4osXPHmOkw1R7L7A9NieeXyIVx+Qhd8+IlTSVFKO46AT9OpkAvikNmstHhlxJc8rjtYzoNfBh7sHTRZueS1P1h560mktZCTZH2c0eUM3t35bsjYyakno1PoiJG1/6FXma2MUlspJoeJJFUSiapEHJ7wvdEAXn/j7w+9Pi8muwmn14lMIsOoMkaEqJSIJahl4Su5qpxVlDvKqXHVoJFp0Cl0nW5OWYYmgyUTl/DoukfZZtqGCBEnpZ7EXcPvOiZR9W+cHidOrzNsPL86nxOST2j267QFTb56T58+ndzcXO6//36Sk5M7bCNjlCOEsj4/jM9iCejLai5iqZTYc89FYkig7IUXcOfnIyQkoL/herQTJgRkTBS9epH18TJKX3gR+8YNSOLi0V1zDdrx4xHCmG+IlUrEyvZ1PHPm5lFw+xycO4+y3vd4qPrkE0QyKQmzbmmWWYmntJT8WbccJbBqce3dS+m8eST/9/4m/ww8JhNF994X0kCk6KGHUJ1wApL05onDjkqVzc0hc4jMK7W9JrtLqsnQt035dHGVg/+t3svHG/NxeX3EqaTMPrU75w5OQd+EAbjmGif/99k2vttRUre2YmsRq3aU8OlNJ9I3JdCYI0YhHPP8pyjBFFXaufLNPwMEFsCW/Coe+2onT180gBh5xxOzxhg5T5zfnzkfBRoESCUinrtoYMSWCvr9fsw1Lp75NnS/cLXTw2/7TVyia7zN9bHSRduFkckjWVu0NmBdKSi5behtESGwci253Lz6Zg5ZDtWtDUoYxAMnhq90SotJQytrnNgw282sOLCChX8vpNJZiU6hY2b/mUzKmtSoGU7/xua2UWwt5quDX1FQXcDY9LEMShhEckzLHB4fpthazAO/P8Dvhb/XrZ2cejL3j7q/w2ReGoNUIqWvoS+vnPYK1a5qxCIxcfK4FntvKgUlMdKYsFbw2bHZLfI6bUGTPzXXrFnDr7/+yqBBg1phO1Gai8dkwu/1Io6JQdLIvjl5jx5hY5L4eETylu29kMTFETt5EqoRw48MTzYagwS7WKFA0bs3qc89i89qRSSRIDEYIl7Ye8vNgQLrKKo++RTdFVc0S2TZN23GH2aOmWXFChJm3dzkslJvVRXOvXtDB91unPv3IWsBkeUuKcF18CCOXbuRdemComcPhA5+WCNuo72XW53M/XgLv+w11a1V2tw8vGIHbq+Pa8ZkIW1kRqug0h4gsA7j9Ph4ePkOXr9yKLERnnXoyORV2CirCX1S+832Yu6e2KtDiiy5VML4Poksv2UMb/xygENmKwPT47hqVCYZusiy+3d5vBRWOlixtZAdRRauP7kr+8vCO9H+lVvJJcNbX2TplXoeH/M4P+T+wLs736XaVc2Y1DFc2/9a0jTtf9Blspu45YdbAgQWwOayzWwo3sBlvS7j/V3vB8REiLh/5P2NcoazuW28ue1NluxYUrdW7ijnqfVPYbKbuH7g9SiFxr+X7G47P+T+ENAr9tXBr0hSJ7HozEWka9Ib/Vz1Uemo5P7f7g8Sx78U/MKjax/l8TGPd7qMVrwinnhFfJMfV2wtZn/lfvZW7qVrbFe6xXcjWX1E8CYoE7im3zX8b9P/gh7bRdslIv4OGkuTRVZ6enpQiWCU9sdjMlHz8y+YFy7EU16OauhQEmbfgiwrC3EDIknerRuC0Vg7hPhfGG68odV6mhrbnyTRaJBoNK2yh9bAnZ8fNuZ3uUJa8TcFj9kUPuh2hx0kXR8N/k17ml8G7MrNJfeaGQE/H0lcHBmLFyHv1StihVacSkbXhJiQN2BSiYjuiW3z3iyrdgYIrKOZ98M+zhqQTGoje3d+3BX8t36YdQfLsTg8UZHVipRVhy+F8flrS0I7KjEKKf1TY3nmwgHY/xlGfLj8NFLweH1syKngqkV/4vbWXvuGZ+rI0KnICZO17pvSdjfICaoELul1Cad1OQ2fz4dGrmmSsGhNTHYTB6pCV788vu5xvjr/KwYlDOKNv9+gxFZCP0M/bhl8C9lxjcs+mO1m3t/5fsjY2zve5sIeFzbpJrvMXsZ/fvtPkBlHsbWY5zY8x2OjH6u3/K+xlDvKgwTWYX7O/5lyR3mjRJbH56HUVsr+yv2U2cvopetFkjqpQ86ICsXBqoPM+HZGwLw3vULPm2e+WecaKEgEzu9+Pja3jXd2vIPLV5vxH2ocyqNjHu1QNu5NFlkvvvgi99xzD6+99hqZmZmtsKUoTcVTUUHJk09iWfFV3VrNDz9Q88svdHl3CaoGso7SpCQy3n6rtsRt1y4ARDIZuhnXoD3rrBYzvTheqLd/TRAQq5p3QVcNHhL+tTMyEB3D80u0WqTp6bjz8oKDYjHyHs1zaPRWVlJ4z71BAtRbWUne9TeQuewjpImJzXqN1iJBI+fZiwYw9fW1Qb0mD57dl4SYthEjB02hb/4AapwequuZs/RvlPXYzwtiUcQbFHR0shLCl9XEyAViOrCRymHkUknEmqOUVju58d2/6gQWwLIN+Uwb1YVHVgRXISiktSYwbU1D84TagwpHRdiYHz/VrmomZk/khOQTcPvcqAQVGnnjD6LKneVhe7c8Pg+VzsomiaxNpZvCPt+PeT9S4axoEZFV7ap/KHS40rej8fg8/G36mxtW3YDNc+R6P9Q4lKfGPkWiKjI/IxuL2W5mzk9zggZqmx1mbvvxNhZPWFz3ntcr9dww8AYu6HEB1a5qFIICnVxHrCLyZ0weTZO7CC+55BJ++uknunbtikajQafTBfyL0vZ4SksDBNaRgIeShx/BE2Ko8L+RZ2WR8eabZK9YTubHy8j++isM118ftvcpSngEQwKyMAcQ2okTEMc270RUmpqKcujQkLHE++5Famz6KY/UaCT50UchhKBOmD0bib55NsGe8grsf/0VOlZaiqckfGYlEuiXEsvKW0/imtGZDEiL5az+yXxx82jOGZhSr2BpSfTq8GJOJKqdtdRYTu0V/oZx8oBkdNEsVquSqJUzIjP0tfWmcV0xRmjvUmeh2OKgyh6Y8d9RZMHt9XPN6EyEo1wEE2LkvHftSFI64BiG1sCoCn/tEMQCGlmtoNIpdSSqE5sksAAUkvp/znJJ09oX6hM3Pr+vSWYc9XH4+w5HjLThfqUSWwnXr7o+QGABbCzdyMKtC3F6wmfAOwLljnL2Ve4LGTtkOUS5PfheVYQIqUSKXCJHKY2MbG5TOKZMVpTIos7BLgSOHTvwVVdDI8SSoNc1q1coSi2yLhmkzZ9H/m2349p35IKiHjuWhNmzm23jLhj0pD7/HOWL36Lio4/w22zIunYl8Z57UA4edMzPqxw4gKzPPsX82uvYt25FmpyM4YYbkPft0+j+vnD4nQ24TlkszXr+1kYqiMlOiOHeSb2wOr3IpeI2d31Li1eSECMP2ctzSk8j+iZk1IxaOXef2ZOn/tXon6RVcMf4nh3akr4joFfLeenSQTz9zS6WbynC46u10L/plG5cNDSt0b11LYHD7cVc48Tt86OWCSRoOv/8M2eYcswnV+7i/CGprLz1JCrtbhSCBINGRpJWEbHlzE2hyllFhaOCMlsZWrkWvUKPQdW0bJlOoWNU8ij+KPojKHZ+9/ObnX3TKXSka9LJqw6uqsiOzW5y2dxQY+gDSaidfdUY8dMYdEodI5JG8Gdx8P3YmJQxjdr3DtOOsBb+n+37jKv7Xd0i7n3tRX2OgQB275HvvcxWxqK/F7Fs7zKcXidKQcllvS7jij5XRGSGNxwif7TBql4sFguxsbFUVVWh1UZm02LFsmUU3//f0EGxmK7ffdts2/AoTceZk4PPYsFbWYlgNCKOiWnROWc+txuvyYTf40GsVCIYWubC47Pb8dbUIFYoWqwXzlVQwIGzzsZvD/0Bkr3ya+RZWS3yWp0Vv9/PziILly9cR4XtyCl8ryQNC68aRloTZylV2d3kmK28uzYHU42LM/smMqZ7AqlxHe+0sKNic3owWV043F7UMgmJWgVCGwqs4io783/Yx7KN+Tg9PrINav57dh+GdolHo+h4xhuNJdds49Tnfgo5lkGrFPjm1pNJ6WR/B6W2Uh5f9zirc1fXrWVqM5l36jwyYzOb9Fwl1hKeWf8Mq3JX4fP7kIqlXNTjImb2n9lk0RaKfRX7uObba6hwHilN1Cv0LDpzUaN7uw5T4ajgwd8f5Ie8HwLWxSIxC8cvZHjS8Gbv9zDF1mL+s+Y/rCteV7c2OmU0D574YKPcBZfsWMLT658OG18xZQVdYru0yF7bg/zqfM7+7Gw8/uDSdolIwvIpy0nXplPtrObxPx9nxYEVQV83tedUbh96e7sPgG6sNjgmkbV//34WL17M/v37eemllzAajaxcuZKMjAz69u3brI1HGh1BZDlzcjgwYSKE+FWqTz2F1KefPu6HyUZpX3wuF+WLFlH24ktBMc3kySQ/8F8kEfr3FUn4/X4KqxzsL62hoNJOzyQNafFKjJpjL2Xy+vx4fX5kQvvPoInSdpRVO7jmrfX8XRCcRX7r6uHt0oPUVticHl775QAvrQ52VH3uooFMGZRyTLPnIhWHx8FTfz7Fx3s/DoqlqFNYMnEJRnXTft9WlxWzw4zdY0ctVWNQGlAILVdSWVRTxO6K3eyt2EuP+B70iO9xzJbrJruJbw99y+Jtiyl3lDPIOIg5Q+fQNbZri5egVTmrMDvMAXOyYuWN6yP6q+QvrvrmqpCxRFUi709+v95yzUjH7rHz8uaXeXv720GxS3tdyq1DbkUtVZNTlcPZn58dZFYCIIgEvjzvyxZzhTxWGqsNmlwT8vPPPzNx4kRGjx7NL7/8wmOPPYbRaGTLli28+eabfPxx8B9xlNZFEh9P4n33UfLYY4HrBgOJd9wZFVhR2h2xTEbcxRcjjtFgeuUVvOXliNUq4q+4At0VV0QFViMRiUSkxilbNNskEYuQiDt+KVSUppFjtoUUWAAPL99B35TYTls6qJILXHViF3olaXjh+z3kltvomahh7oRe9E+N7VQCC2pFxhf7vwgZK7QWUmAtaLLIUsvULWIYEY7kmGSSY5IZlz6u2c9lUBq4rNdljO8yHq/fi0pQtZqdeqw8ttGi6t+ka9LpEdeDPZV7gmK3Db2NBGXHcdULhVJQcnXfq2vdBLe9SZWzCq1My/S+0zm/+/mopbXvp3JneUiBBeDxe6hyVrW7yGosTRZZ99xzD48++ihz5sxBc1Qp0amnnsr8+fNbdHNRGoevqgrn/v2kvfIyNT/8iMdsRjl4EPKuXan+8QekGemIpZ239CNKx0DQ6Yi/7FI0p5+Gz+FALJMhSUiIvjejRGkH1h0Mb4h0wGTF5vIAnVNkAejUcib2T2Z4lg6314dCkBBfj7lMR8buseP2hR/tUVRTxGDj4DbcUcvh9Xkps5dh99iRSWQYFAbkQvD7ViQSRbz1d4IqgfmnzeeFjS/wXc53eP1e9Ao9tw+9nZNST+pwfYHl9nJyqnNYsX8FIpGIs7LPIkObwbQ+05iYNRGn14lMIsOoNCIRHzFuOiy2wqES2rdUsCk0WWT9/fffvP9+8AwDo9GIyVTP/J4orYbtz/VULl1K1WefoT7xRCRaLZaV3+DcuROxWk3s5MmI67MVjxKljRCJxUiTGq5NjxIlSuuSWE+WSi6IAxz2OjOGmM4rJA+jkqpQCsqwpgrp2o6RFfg3FY4Kvj74NQu2LKDSWYlMLOO87udx3YDrOmxZXXJMMg+e+CCzh8zG5XWhkqowqoyIRc3Prta4ajDZTWwp2wLAIOMg9Ao9MbKWr3Yy2U08vu5xVuWsqlv7cPeHTMicwD0j7qm3R00n19E1riv7K/cHxfob+h/TAOT2oskiKy4ujqKiIrL+1aS+adMmUluwqT9K43EXFiBWq9BOnoy8Rw98lmrs27YB4LNa8XsaPz8nSpQoUaJ0fkZk6ZBKRAGzog5z0dA0DJ20VPB4JEGZwGW9LuPNbW8GxbrFdSNZ1fEOYT1eD1/s/4LnNjxXt+byufhw94fkV+fzxElPdKib8aNRSVUtbuxQ6ajkvZ3vsWDrgro1ESJuHnQzU3tNbbDEsdxRTqmtlL0Ve9EpdGTFZpGoSgzIQB3N5tLNAQLrMN8c+obJ2ZPrLQM1qAy8OO5Frl91PYXWwrr1LtouPHXyUx3q99pkkTV16lTuvvtuli1bhkgkwufz8dtvv3HnnXcybdq01thjlAZQjx2LcuBAKpd9jPm115HodMRffDEiqZTy995FrOxcLkmH8Xs8uEtKcOzciae0FGW/fkhTUlrMZS9KlChROiuJWgWvXTmM65dsCBBa/VK03HxqN+RCZA4SjtJ0ZBIZV/S5AqfXydLdS/H4ag9ehyUO49Exj7aII2BbU2ovZcGWBSFjvxX+hsluitibcZvbhtlhptJRiVJQolPo0Clbd3zOnoo9AQILaodHz988n2FJwxiaGN7qvtRWyv+t+T/WFq2tW4uRxvDq6a/Sz9APQRwoJSxOC0t2LAn7fO/seIdhicPqzaBlxmayZOIS8mvyya/JJ0OTQWpMasSXfP6bJousxx9/nJtvvpn09HS8Xi99+vTB6/Vy2WWX8Z///Kc19hilIXw+8m6eBe7ammtPWRklTzyBZuJEUp58qlOKDr/Hg33zZnKvux6/7cjgPsWggaS9+GK0JC1KlCjHDT6fH3ETy/vkUgmju+pZfcc4/jxoptTiZESWji56FQnNcKtsb3w+PyXVDkzVTpweH0atAkOMDFUbDQ2PVAxKA7OHzOay3pdhcVlQCSp0ch2ximMzaWhvatw1WN3WsPEcSw7d47u34Y4ah9lu5o2/3+DDXR/WWZn3iO/Bc2Ofa7KVfmOxuqwhs5iHeWvbW/TR9QnptOjyuli8bXGAwILan/91q67j83M/D5rd5fV76/3dWN3WkDbu/8aoNmJUGxmSOKTBr41UmnzVkclkvPHGG9x///1s27aNmpoaBg8eTPfukfdmPh7wVFRQ8vAjdQLraKpXrsRww/XtsKvWx11SQu7M64LmLjk2b8H08isk/t//IVa0frmL3+/HU1KCp7QMn82GNCUZiU4XdXTs4Li9XkotTkw1LgSJCL1aTqJW3uEaj6N0bvIrbPyyx8Qve8vINqg5f0gqKXHKRgsKuVRChk5Fhq7jNJLXh8frY0teJTe8+1fd0G6pRMTsU7tz+cgu6DqpsUVjUQrKDuPK1hAKiQIRorAudE0dWtwWeLwePt7zMe/tfC9gfU/FHmaumsm7E98lUZ3Y4q/r9Dkps5WFjZfaSnH6nCgJFlkmu4lP9n4S8nF2j50d5h1BIksr03J6l9PZXbE75OPGdxmPRtoyMzgjnWM+2snIyCAjI6Ml9xLlGPBZLDh27Agbt61fj6Jnz2N6br/Xi6+mBpFMFnElh47tO8IOtq364gv0N1zfooN/Q+H3enFs30HeTTfhPWz6IhYTd9mlJNx4I4Je36qvH6V1sNjdrNxWxMPLd2B1eQFI1MqZf+kQBmbEIpO0bhlVWbWD4ioH+RV2kuMUpMQqMWo7bmbheMJU46S8xoXD4yVeJSNBI0chbZ33y77SGi5a8HvAYOoFP+9n/mVDOK2XEXkrvW4kU1Bp57KF63B6fHVrbq+f51btITtBzeQBKfU8Okok4fP7qHHVIBFLQrrNxSviOTn1ZH4u+Dkoplfog278I4EyexlvbX8rZKzYWswhy6FWEVkx0hiGJQ1jb2XwXDiA4UnDUQuhHf3cPndYwxSAgpqCoDWJWMLZXc9m6a6lmB3mgJheoWdi1sSwvVz/xmQ34fF5kIql6JUd756qySLL6/Xy1ltvsXr1akpLS/H5fAHxH374Icwjo7QKYjGIRCEHEQOI5Md2c+bKz6dq+QpqfvoJSXwc+qumI+/VEyE+MmqcPcXFYWN+lwu/K7xdbUvhLioi9+rp+KxHyhXx+ah89z3kXboQf/nl+L1ePGVleIqK8Ls9SFNTERIMiBXRm+ZIZXuhhbs/+TtgrcTi5Io31/HtbSeTaWi92TD5FTaufXsDu4qr69ayDWoWTR/eqq8bpfnsLanmpvf+Ym9pDVDr0HfjuK5cOaoLenXLZtUrbS7u/mRrgMAC8PnhtqWbWX3HWNI7SXaqKazaURIgsI7m+VV7OSFLH3GGHj6/D5/fF9TXcjxTWFPIqpxVfHfoO1RSFVf2uZK++r4BN9kamYb7Rt5H4erCAPEQK49lwekLSFS1vFhpLg6vgxp3Tdj4waqDnJB8Qou/rkwi4/Lel/PZ3s9weB0BMaWg5OKeFyOVhB6lohSUJKoSKbGVhIz3M/QLuZ4ak8qSSUt4Y+sbfHPoGwAmZU3i2v7XNkoAVzgq+KPwD+Zvnk9+dT6ZsZnMHjyb4YnDO1SJa5P/qm+99VbeeustJk+eTL9+/aLlM22A12LBXVRE1Zdf4imvQDthAopevZAmGpHExaEeMwbrr78GP1AkQjV8eJNfz3noEDlTL8VbWVm3Zv3pZ+KvvBLDrJvxO514SkvxmEx1RhOCrm1T84r+/cPGhKQkxKrWz7zZNm4MFFhHYXrtdTTjx+P4exuFd8+t+zqRVErCnDnEnn8eQmzHuVC0Jj67HY/ZjN/tRqxWIzW2n/Vupc3Fc6tClzg4PT4+21TAbad3b5XrXoXNxe0fbg4QWFA7s+j6JRt579oTIu4GMUothZV2Ln1jLaYaV92a0+Pjxe/3kqCRc9mIjBZ9z1TY3GzMqQgZc3l97C6p7pQiq7DSzt8FVfydX0WPJA1DMuJIiVXW9aNtLww9XBkgx2zF7QstwNqDSmcledV5LNu9jCpnFROzJjLIOKhea+v2xGw3U+msxOf3ESuLJUGV0CrXwYLqAqZ9M41SW2nd2tqitUzMnMg9J9wTUAaYEpPCa2e8RkFNAXsq9pAak0p2bDZJ6qSIvDdVSBSopeqw/UqZ2sxWe+3UmFTenvg2D/3xEDvMtdVPAwwDuH/U/fWKngRlArcNuY1719wbFMuOzSZDE76iLV2Tzn0n3MfNg25GhIhYeSxSccNzMe0eO0t3LeWVLa/UrR2sOsjtP93O3cPv5uKeFyOTdIzS3yaLrKVLl/LRRx8xadKk1thPlH/htVio+OADyl54sW7N8tlnyHv0IP3115AmJZF4373kXLYNb0Xgh27ivfcgJDTN9MJrtVL27HMBAuswFUuWEHveFArumot7/5H5Bcrhw0h95pk2NZuQpqWi6NsXx/btQTHjXXchTWz9Uyzn3tCpd6gdEO2tqCB/9mw46oPd73ZT+tRTKHr1RBg1qtX3GOm4i4oofeklLF99DW430tQUjPfei/qEE5Bo2r5m2+H2sq80/Enj1vwq3F4/MqHlP8DNNS7WHwp947y7pBqz1RkVWRHK9sKqAIF1NC99v5fTeiWSFNty2WuPt36xYHV2vrEde0uqmfr6WszWIz9njVxg6XUj6ZOiRSQSMSQjjs82BZcvAXQzxiCTNH/WUEtQ5axi8bbFLNq2qG7th7wfyNBksHD8QpJjIsdS3evzsqdiD/etuY99lfsASFQl8t9R/2VY0rAWHQzr9DhZvG1xgMA6zMpDK7m89+VBvVYJqgQSVAkMMg5qsX20FgalgSt7Xxnk8gdgVBlbxfjC66steRfEAn30fVhw+gIsLgsiRGhkmgYdGEUiEWPSxvDQiQ/x0l8vUe4oRywSc0r6KcwdPrdBtz+FoMDpdZJfnc+CrQuocFQwIWsCgxIGhS2NNNvNvP736yFj/9v0P07NODUiy0FDcUzGF926dWuNvUQJgbuoKEBgHca5Zw/l776H8dbZyLOyyPx4GTU//kjNTz8jJCURf+mlyNLTkaibVmLkq6qiup6ST8vXKxG0Go4uUrGv30DJ44+T/PjjbWb4IE1IIG3+fEr/9xKWFV+B242QmIjxrruIGTO6TfagrCebpp0yhcplywIE1tGUzX8ZRZ8+SI7jbJa7tJS862/AuWfPkbWCQgpm3ULaK6+gOfWUNt+TQioh26Dmr9zKkPH+qbFIJa1zQtrQjbHF0fwb5yq7i+IqJ6t2FGN3eTmtTyIZOtVxMZC1NdlWED6DUlrtxOnxtujraZVS0uKV5FeE7pXol9q5riumGic3v/9XgMACqHZ6uPadDXx202iSYhWM7WkkRr6bmhB/S3ee2RN9hLzPi2qKAgTWYXKrc1mycwm3D7k9bPlWW1NoLWT6N9OxeY5UbZTYSpi1ehYfTP6Avoa+LfZalc5KVhxcETb+xb4vGGgc2GKv19ZIJVIu6XUJ5Y5yPt77MT5/7f1BVmwWL53yUotmMc12M/sr97NszzJ8fh/ndz+fHvE9SFAlNNnaPk4ex5RuUzgx5USsbisyiQydXIda1vD9pcVp4b2d7/Hqllfr1r7P/Z5MbSavn/F6yAOFMntZ3ZiBf2P32KlwVHQYkdXkY5077riDl156CX+YHqDW5uWXXyYzMxOFQsEJJ5zAn3/+We/XL1u2jF69eqFQKOjfvz9ff/11G+20ZbCs+CpsrPLDD/GUlwMgS01Fd8UVpM2fR/KDD6Ds2weJtumZAL/fH7a/CwCvBwi+yaz+fjVeszn461sRaXISyf/9L11Xfk32yq/J/OhDtJMntZlwUQ4YgCRMmWTslHNxHjgY9rHu/Hx8Tmdrba1D4MrJCRBYR1Py1FO4y8K7IbUWcSoZd4wPbRQjk4g5b0hqq5WhxKmkSOqx4dY30xmt0uZi0ZpDnPniLzz73R5e/mk/57/yO3ct20KpxdHwE7QDfr+f/AobyzbkMffjLSxac7C27CtM30170TMp/LVWr5YhE1o2g5KoVfDolH6EeitefkJGpxPN5TUu9pSEzjAXVTkw/eMkmBqnZOl1IwPcEtUyCY+c25dhXSKjnxhgxYHwQuLTvZ9S7ihvw92Ex+/3s/LgygCBVRfDz8ubX6bGFT7zf6yvGQ4vLXtY0R4YlAZuH3o7y6cs592J7/LJ2Z+waPwismKzWuw1THYTD//xMDO+m8E3h77hu5zvuOH7G7j313tDZgkbg1gkJkmdRNe4rqRr0hslsKDW0ONogXWYQ5ZDvL3jbVze4AoAuaT+61djSg4jhSZf+desWcN7771H165dOfvsszn//PMD/rUmH374IXPmzOGBBx7gr7/+YuDAgZx55pmUloZ+0/z+++9ceumlzJgxg02bNjFlyhSmTJnCtm3bWnWfLYnXEv6E1GezBQkisUKBSDj2BlqJVov6pJPCxlVDh4Z2M/T58Nnt+Ox2XHl52DZtwr59B+7iklYV5GKlEllaGvKsLKSJiW1ahy1NTqbLkneQH+XeKFarMN5zN4ru3VEODH/iJu/ZE7Gq8/VMNAXbX3+FjblzcsK6R7Y2/VJjeXRKP5RHubMlxMh5Z8YIUuNaz7DEECPnoqFpIWMT+iU1+xQ+x2zjpdXBJa4/7i5j9c5j++BtbfaU1DD5f2u46+OtfLQhn4dX7GD8C7/wV24FXl/7HPSFYmBaLLHK0B/8N53SlcRWmDs1IlPHZzeeyKhsHWpZbQb2uYsGcvsZPcLupaPSUCbQ5qo99ZaIRfRLjeXjG0fxza0nsXzWaL67/WSmjkgnThU5PRz1ubU5Pc6wtuRtjdPrZGPJxrDxHeYdIQXYsRInj+PMzDPDxs/tem6Dz+Hz+yixlpBXnUeJtXXvP46VGFkMGdoMBhoH0kPXo8WHQW8zbeOHvOCKpHXF6/izqP7EREtz2PQiFJ/u/ZQKR3CJvF6hJ0EZugwxXZMesUOmQ9Hku/G4uDjOO++81thLgzz//PPMnDmTq6++GoAFCxbw1VdfsWjRIu65556gr3/ppZeYMGECd911FwCPPPIIq1atYv78+SxYEHpSeKShGX8GlR9+GDKmHjMGcRPLARtCotGQePdcDm3ciM8a2JypnXIujl278IfIwIhkMsQxMZgWLsT8+ht1c7sEo5G0+fNQ9O2LqJWtr9sDedeuZCxehLe8HJ/TiSQuDsFoRCyVEnfeFMoXLw7+eYlEJNwyK6JmaXndbjz5BTj37cNdkI+id2+E5BTkGa03U6W+Hj6RUtmsw4LmEKuUcvGwNMb1TMBU40QQi9HHyEjUKJo88LUpqOUCc87ogVIm4f11uTg9PqQSEecPSWNOM2+cPT4f76zNCRtfuOYAp/dJJCGCer5MNU5mf7CJKnugg57T4+P6dzfy9eyTSImLjNESKf9kUGa+s6GuhE8iFnHVqC6cOyi1Vd43KrnAoIx4FlwxFJvbi1Qs7rQ9e3EqGQqpGIc7OIMpFtVm9o7GqFFgjOCBymdmnslHez4KGRubPhaNLDJmCEnFUjK1mfxe+HvIeHJMMjJxy4lXuSBn5oCZ/Jz/c1A2b1zaOLpou9T7+HJ7OV8f/JqFfy/E7DBjUBq4ceCNnJ5xOjpl5M3Nag2sbivv7ng3bPzdne8yJnUMcYq4Bp+rwlFBqa2UvZV70Sv0ZGozMaqMjbZfB+p1U3R6nfgI/ps2qoy8eMqLXPvdtQEHEjHSGJ4b+1yDfWCRRJPvYhYvXtwa+2gQl8vFxo0buffeIw4nYrGY008/nT/++CPkY/744w/mzJkTsHbmmWfy+eefh30dp9OJ86ibYks9maS2QN69e0iDB5FMhvGOOa1iDiDLyiLrs0+peP8Dan79FUlsLPoZ1yDv04fCuXeHfEzC7bdj37gR88uvBKx7SkvJmX412V9+gSwt9Cl9R0fQ6UK6K0pTU8l4+y0K75qLOy8PAIleT/JDDyHPzm7rbYbF63bj3L6dvOtvwFdVVbcu79Gd1HnzkHep/4PtWFENGYJIKsUfYpB23IUXIjG07OleU5AJEtLiVaTFt2220ahVcPeEXlwzOosapwe1XIIhRt7o4bLh8Pr8lIcxZgCosrsjKjMEUG51sbukOmSs0uamuMoRMSJLJBLRO1nLJzeeiKnGid3lJUEjxxAjRy1v+cMCt9eHw+1FLkiIVcnoXB1YwRg1cm45tRvPfBtcXnzViZnNLqVta7JisxhqHMrG0sAskVJQMnvw7JBzodoDiVjCRT0u4oNdH4TMrt0w4IZG3aw3hXRNOu9Pep/P93/O9znfo5aquaL3FQxLGlbvnCSb28ab297knR3v1K2Z7CYeWfsIZbYyZvSfgUKIXOHdUnh93iCb9qNxeB11vWD1UWor5f7f7g8Q2BqphldPf5W+hr6NHjlwRsYZfLDrg5Cxk1JPCjmUWCQS0Uffh0/P+ZQ1BWvYWb6TAYYBjEweGVGmMI3hmK/+ZWVl7N5da3Xcs2dPEhJaV1maTCa8Xi+J/3KNS0xMZNeuXSEfU1xcHPLri+uZsfTEE0/w0EMPNX/DLYTUaCTtlZep+PBDKt//AK/VivqkMRhvux15VmarvKZILEaWkUHCHXPQz7wWkVSKRKsFIPWZpyl+7HFqVq8Gnw+RTEb85ZejOeN0cq++JuTz+W02rGvWIJs6tVX22xZ4ysvx1dSARIIQH9+oUj+RIKAaNIgu779X6/zo9SKJj0cwGhGJI8PlCsBTUED+jTcFCCwA5569lD75JIkPP4ysFf6+hcRE0l9bQN4NN+J3HREAyqFD0V87A7GsY904tRQKqaTF7bflgoSJ/ZP4cfeRssAuehUndTOASIRaJkGrjKw5Pe4GHPQOl4hFEolaRVBWpSVxebzkV9h5b10um/Mq6Zqg5prRWWToVKhaQcxFCnKphEtHZJCgUfDCqj0UVTkwxMi4+ZRunD0whRhFxyqPTFAl8MzYZ/jm4De8v+t9atw1nJR2Etf1v440TWQdRqZoUnh27LP835r/q7t5F4vEXD/gegYmtI4JRaomlesHXM+lvS5FIpIQK2/4GMHsMPPezvdCxhZtW8S53c6NuJ9ta6CRaTgr+yy2lG0JGZ+QOaHBn6fL6+KtbW8FZTCr3dVct+o6Pj33U1JjUhu1n6y40AcKComC24beRowsdEWPIBZI06QxtVftfWOFvYIaTw0lthIMCkPEGMM0RJOvylarlVtuuYV33nmnbhCxRCJh2rRpzJs3D1UH7zO59957A7JfFouF9PTWK5lqDNLERBJuuon4Sy4Bvx9xTEyblJqJpVLE+sCTI2lSEilPPI7XbMZnsyHWaBAMBrwVFXXZmlA4doYWwpGO127HsX07JY88inP3bhAEtBMnkHDbbchSG3eRkSYkIG3lQ4jm4M7PD7L/P0zNz7+QUFkFrbB/sUyGcvhwsr/+Csff2/CYTCgHDqgd2KzveJPdI50x3QykxCoot7l45Nx+ONw+vt1ejM/v5+Jh6VgcnmZnzFqSOJUMrVLAYg8WU2IRnXIOVENsyavi8oXrcP0jQDfmVLBsYz7zLh3M+D6JyISWKcl2ebyUVjupcXhQSCXoY2Ro2lnI6NS1PYtjuyfg8taW0hpbuYS3NUlQJXBFnyuYkDUBn9+HVq5FKURGZvZoVIKKcenj+HzK5+RacnF5XWTHZaNT6Fo14yaIhSC79vow2814/aF791w+F5XOynYVWTWumrrfc2siEokYmz6Wt7e/TX5NfkAsQZnAOV3PabDcz2Q3sWzPspAxm8fGTvPORossg9LA02Of5usDX9ceKLhqGJ06mhsH3kiGNvyMrcNUu6rZWLKRZzc8S44lB5WgYmrPqVze53KMqvabqdlYmvyJOmfOHH7++WeWL1/O6NG1Vtlr1qxh9uzZ3HHHHbz6arCLSEtgMBiQSCSUlAROnS4pKSEpTG9HUlJSk74eQC6XI5dHXl27SBDaZPZTY5CEEHk+qRRZViaug4dCPqY+u/NIxrVnL7nTrjpixe7xYFm+AvvmLXRZ8k6bzgZrLTyl9bj4+Xz4Ha1nQCGWSpGlpXXaUtJIIiVOyYfXj+KQycpLq/ey4ahhtr/vNzMgVcvr04a36Dyn5pCokfN/k3pz9yd/B8VmjMnucCVizaXE4uD2jzbXCazD+P0w9+OtDLr95BYpbzXXOFm6PpdXftyP1eVFJILText58Ox+pMa3rwgQiUQkRsj7syUQiUQdor9EJpGRGpPa6Bvr9qAhgdqQY11rUWorZWPJRj7c/SEen4fzup3HmNQxYWdEtQTJ6mTePPNNlu1Zxhf7vsDn9zEpexKX97q8Udbnbp+73pLDwprCJu3HqDIyre80JmdPxuf3oZFpUEkbd636o/AP7vj5jrr/2zw2Fm1fxI7yHTx18lNNEuLtQZNF1ieffMLHH3/MuHHj6tYmTZqEUqnk4osvbjWRJZPJGDp0KKtXr2bKlCkA+Hw+Vq9ezaxZs0I+ZtSoUaxevZrbbrutbm3VqlWM6oRDYN2lpf+UpPmQ6OIREhLa1GhCotNhuGU2hf/qgQMQx8SgGnlCm+2lpfBUVVHy7DMhZ1258/Kwb9vWKUSWvHv4uXdirRZxBBl0RGke6ToVW/IrAwTWYbYWWPhpdylTRzR8utgWCBIxE/olY9QoeOqbXewuqSYtXsnsU7tzai9jhysRay4VVlfYuVg2l5fCSnuzRZbH6+PjjfkBvU9+P6zaUUpB5Qbevno4CRFsKNEWuDxeKmxuxCLQq+UdMpPm9/sps5VR4axAJBIRJ4/rEFmB+ohXxJMak0pBTfAw6uzY7Ha5GS+1lTL357kBpXJbyraQHZvNa2e81qJzsf5NSkwKNw+8mUt7XQpAvDy+0SV2ComCRFUiJbaSkPE++j5N3o9YJG7ygUKprZSn1z8dMra2aC0l1pLOJ7JsNltQnxOA0WjEZms5K89QzJkzh6uuuophw4YxYsQIXnzxRaxWa53b4LRp00hNTeWJJ54A4NZbb2Xs2LE899xzTJ48maVLl7JhwwZefz30JOmOiN/txr5tO4V33om7oPbiIomPJ+mhB1GPHt3kYcQAfo8Hn82GSCZHrGj49MdrsVDz08+4i4sw3Hgj5sWL8TtqT0GkGRmkvfQi0pSGT088ZWX47PbaHjC9vt17cvw2O/aN4W3Ga376Ge3pp7fhjloHSbwO1QknYFu3LiimnzkTIbljNZpGCU+1w82SP8K7DC5Zm8OZfZOIj5AsUaxSyim9jPRPi8Xt8SH5p0TseKQhX5Iwc8+bRInFycs/7gsZ21FoobDS0SYiq9rhxu31oVFIkUoip381t9zG4t8OsvLvYuRSMZefkME5A1MjJvvbGBweBxtLNvLf3/9bNzMpRZ3CY2MeY0DCAGSSyPjbbypGlZGXTnmJa769BovriGGZTqHjuXHP1Wua0VpsKdsS1IsEcKDqAKsOreKKPle06tgZQSIck3g2qozcOuRW7ltzX1AsKzarQZfHY6XKWYUIUV1JpdVtDSv0ALaZt9Fb37tV9tJSNFlkjRo1igceeIB33nkHhaL2wmK323nooYdaPUN0ySWXUFZWxn//+1+Ki4sZNGgQ33zzTZ3oy83NRXyUocCJJ57I+++/z3/+8x/uu+8+unfvzueff06/fv1adZ9tibuwkNzp0wNswr0VFRTMvpXMjz5EOWBAo5/L7/HgLiig8uNPsK1fj5CUhP7q6ciysuqML0Jh37yFwrlzAYg57TRSnn4a/D5EMjnybl2RNdDT5rVUY9u4gZInn8Kdk4NIpSL+4ovQXX11+5ZIikVI4uPDDllujSyWz+nE7/EgVqnabOaXLC2V5EcfwbTgNSzLl+N3uZDEx6O//no0Z5yORBH5NxB+jwdPaRk+hx2RXIGQYGh3kR6J+P3gqedu3euLlAk9gXS24brHQrxaSoJGTll18AgNuSBukVI+q8uDxRHeUGRvaQ0D0+Oa/TrhMNc42ZpfxWu/7KfS5mZczwQuG5FBWryq3TNGueU2prz8G+XWIyY9j3+9iy83F7Lwqsgps22I3Opcblp9U4DDXKG1kJmrZvLpOZ+26FDctqZHfA+Wnb2M7abt7K3cSy9dL3rrereLI53NbeOj3aFt+gE+2fcJk7InBYm/KmcVdo8diUiCQWlo09mfhxGJRJycejIPjnqQl/56iQpnBWKRmLFpY7lnxD0tXuJaYi3h14Jf+XTvpwBc2ONCRqeMRiqWIhFJwvba6RWR37st8jdxUtu2bds488wzcTqdDPxn2OqWLVtQKBR8++239O3bt1U22l5YLBZiY2OpqqpCW4/QaA/8Xi9l8+ZjDjPzS33SSaQ+/1yjbd4dO3Zw6PIrgobAJt53L3EXXhjSUc9jNpN79TU49wRb6wKkPP8csZMm1fu6lu++o2D2rUHryuHDSXvxhXYzQfB7vZjfXETZ888HB0UislcsR961a4u8lqeiAue+fZS/swSfpQrNGePRnHpKozKALYWnqgqv2Yzf6USkVCKkpCDpAELFYzZT+emnmN9YiM9iQaRSobvsMuKvmhbRhiPtxdL1udwTos8J4P8m92bG6Kx2v6HtDLg8XsqtbkSALkaKtJnl2z6fn5/2lHLt2xuCslqPnNuXi4alo5A27zXyym2c+txPuL2hbws+mHkCo7q2zmiFCquLZ77dxft/BhooaRUCn950It2M7Tc7yuXx8vjXu3jr90Mh4wuuGMqEfpFfOm732Hnw9wf5+uDXIeNTe05l7vC5Hca5LZKxuW3c8sMt/FkcevhvVmwWi89cXCeybG4beyr28PyG5/nb9DcGlYFr+l7DGZlnYFC2zzgTr89Lmb2MGncNMrEMnUIX1g3wWCmxlnDT6pvYUxF4D9lb15t5p87j6fVP813Od0GPU0gUfD7l83brE2ysNmhyHr5fv37s3buXJ554gkGDBjFo0CCefPJJ9u7d2+kEVqTjd7lwbN0aNu7cvRufvXGmBZ7ycor+c3+QwAIoeeppPCZT2D2EE1gAtvXr631dd0kpJU8+FTJmX78ed1FRvY9vTUQSCbFTzkV94omBAbGYlCefaLFMlqeyEtPLr5B75TRqVq3Ctu5PSh59lEOXXoYrP7/hJ2ghhNhY5NnZKHr3Rp6Z2SEEls/hoPztdyh77nl8/8y089tsmBcupPTpp/G285y7SGRsjwS6GYM/KNN1Sib3T44KrBYgv8LGU9/s5qx5v3LW/DU8990eCiqbZyAjFosYma1n+S1jmNQ/iS56FSf3SGDZ9aM4Z1BKswUWgEEjY8qg0DcthhgZybGtZ3xRZHEECSwAi8PDEyt3Ue0InqfXVlTY3Hz9d/jPoo835uH2tEC9Zitjc9vYWb4zbHybeRs2T+u2fRwvqKQqLuxxYdj4ed3OI14RX/f/zaWbmbZyGpvKNuHxeyi2FvP4n4/z9J9PU+mobIMdByMRS0hSJ9EtrhsZ2owWF1gAP+f/HCSwAHaW72R98XruGHYHWdrA7KpULGXeqfMwKiO/j/CY/HpVKhUzZ85s6b1EaSIimQxZt65Yfw89jV2akYG4kU6J3qoqHDt2hAl6cWzfgSwjREO8RIJgNOIpLQ2OQYNDd302K57C8E419q1bUbZjeafUaCTl2WdwFxRiXbcWSWws6hNOQJKQgFjZMjccnqIiKt4NntDuKSnB9OoCku6/v1G9cccjHpOJ8rfeChmzLF+B4eab6y11PR5JjlWyZMYIvtpaxNL1efj9fi4YksaUwakRM9y3I1NQYePCV/+g2HLEnWvBzwdYsbWIj64f1ayfsUom0DcllmcvHIjVVWuv3pLW6kqpwIyTssirsLH2QHndulEj58kLBvD7fhPpOhWSVhDiP+wM33vxw65SquzudrORF4lAJoQ/k1ZIJTSlqsvitFBiK2HlwZXUuGs4PeN0smKzWt1pUCko6aLpwsGqgyHjmdpMFJKOUfbYERiaOJS++r5sN28PWE/XpDMxayJiUe17qsxWxqPrHg058HnloZVcN+C6Fh/6HAlUOir5ZO8nYeNLdy9lbPpYFp65kAOVB9hUuonkmGSGJQ4jUZXYITKuxySydu/ezbx589i5s/ZEpHfv3syaNYtevXq16Oai1I9IIiH+kkuoePe9kF3PCTffhCS24SF+QG2zRn1hX+iaWCEhAf3111HyyKPB+5NKiRk7tt7nFUmlIAjgCd0HIOjbJ00esAedDkGnQ9m/dcSeZeU34WPLl5NwyyzEncDFsDXwVlYFDDL+N57SUuSZmW23oRCYrU6KKh1syq1Ar5bRPy2ORK28xWYaHQvJsUpmjMliyuBU8EO8WtYqN87HG16fn882FQQIrMPkV9j5bnsxV52Y2ew+C5VcaJXhw1anh6dW7uKk7gnMGJNNUZUdnUqG0+vjkRU7EAHj+yRh0LT8oY+I8D+T9n5n6tVyLhuRwdPf7g4Zv2JkF4RGGnRYnBY+2PUB8zfPr1v7YNcHDE4YzLPjnm1Vlz+VVMW1/a/lp/yfQsan9ZmGXIge6LUUh804fiv8jQ93f4jX5+XcrudyeubpAc6CNe4a8qrDzxndWraVbvHhXYA7M36/H6PKiFFlZGTKyPbeTpM5Jgv3qVOnMmzYsDqji7Vr19K/f3+WLl3KBRdc0OKbjBIeISWVtPnzKZw7F19NDVArXIx33omiT+NtNiWxsci6dcO1L4SzlEiEIkw2SSQSoZ0wAceuXVQt+7huXaxWkzZ/foPOdIJOh3bCBCwrVgQ/t1yOom/TrUI7Gr56RILf621QAB/PiJX1n7qKG9mP2FqUWBzc+dEWft13pNxWJhGz4MqhjO6qR94CJV7HikgkihpKtDCVNhcrtoYvK/t8cyFTBqcSp4rMUlyxSITH5+eZb3cjiEXEq2TUOD3Y3bWHbF0TYlpE8fj9fkosTsqtLvz40alknNrbyDPfhRYxp/U2Eqdsv5+ZRCzivCGpfLmlkF3F1QGxcwem0D1E+W04Cq2FAQLrMJvKNvHl/i+5uu/VDQ6LbQ7Zcdn8d9R/eXLdk7h8tZ89SkHJf0f9t1HDYaM0jUR1Iud3P59T00/Fj584eVzQIYsgFhAhCpnJAlDLWm/oc1vg9/sps5fh8/uQiqV1fWhxijgu6H4BO8yhq6gu6nFRqw9vbm2aLLLmzp3Lvffey8MPPxyw/sADDzB37tyoyGoFvHYHXlMZjh078NlsKPsPQJJgQIiNRaJUEHPSGLK//AJ3SQl+twdpSjISvQFJAzegRyPo9SQ/+gi5V07D7w6sfTfcdGO95hOCXk/iXXehv+YaXPsPII5RI8vIQDAaEQn1v8XEKhXGObfj2L0b1969desiqZSMtxYjkkpx7t8PYjGS2FgEXWTPRDgWtBPOpCJMyZvmtFMRR8vdwiLR6VAMHIhjy5agmDQtrd1MUwDcXh9L/sgJEFgALq+P697ZwPd3jCVT37E/PKMEIhGL6u2NUkolCOLIsST/N0qZhCtGduHXvSY8Pj9lNYFOhpeOSEfXTIHo8njZmFPBbR9upsRS+/w6tYw3rxrGtFFdeOdfIwZilVLumdibGEXLZ+6aQnKskreuHs7GnEo+3piPUipm2qhMuiXGoG/CYcWnez4NG/tg1wec0/WcVs1maWQazsk+hxOTT6SwphCRSERKTAoGpaHD2rd3BOor94uTxTE6ZTRrCtcExQSxQF99x/U7MNvNrMpZxRt/v0GprZTucd2ZM2wOAwwD0Mq1jE0by4dxH7KnMrAvq1d8L0Ymj6TKUUW5s5wqZxUamQadQhfQyxbpNNldUKVSsXXrVrp1C0xd7t27l4EDB7b6rKy2pr3dBX1WK9U//kjhvffBUeIn9qILMd52W5NvIj0VFXjLy/GYzUji4hD0+rrn8LlcuPPyMC9ajP2vvxASEzFcdx3yPr0R4uJa8tsKwl1aiuvQIWwb/0KanIRq+HDceXkU/fcB3Lm5ACj69iH5sceQ9+iBKIJvVJqKx2ym6D/3U/PjjwHr4pgYMj/6sMG+tia/ns2Gt6QEx86duAsLUfbrjzQlOXTPXQfAlZtL7oxrcecdKbeQGAxkLF6Eonv3dttXUZWd8c//QrUzdCnsI+f25cpRmW27qSitzhebCrj1w80hY69fOZTxfSO79LfE4uC2pZv446ieLIBuxhiWzBjRbPOL/WU1THjxlyAHQ7EYvrvtZIqrnLz+637KrS5O65XIBUPTSI9XtouVdTicHi8iRPX2aYXC7/cz95e5fHModIm4UlCyfMpyEtXtOLokSruQa8nl6m+vrptdBrUDfJ89+VlOSjsJhdDxeuUsTgsvbHyBj/d+HBR7YswTTMqehFgkrrNw/2TvJ4gQ1Vm4+/Hz4O8P8lvhb3WPG5QwiKdOfoqUmLZzXg5FY7VBk0XWpEmTuOiii+oGAB9m8eLFLF26lG+//fbYdhyhtLfIcu7bx4GzzwlZMpb85BPETZnS6OdyFxdTeM+92NaurVuT9+5N2v9eCphl5XM48FmtiGSyRtu/tzSOXbs4eMGF4A3sBROr1WR9/lmDs7c6Gp6yMmr++IPyxW/hq64mZtxYdNOmIU1La1FB6bHZcG7bRv6NN+KzHjkQkffsWfs+6NI6QwZbG3dJCa7cXFz79iHt0gV5VhbSdh6inF9uY8zTP4aN3zi2K3dPjPaxdjZKLQ7u+FeJKMDpvY08cX7/Nhnm21xKLQ425FSw5I8c3F4fFw9L56QehmYLLLfXx+Nf72Txb4dCxsf3SeTFSwbhB9weHxqFgCSChhG3BKtzV3Pbj7eFjJ2WcRqPjXkMtTSa4Y40zHYzbp87oNytpSmyFrGpZBNrCteQHpPOhKwJJKmSUEo7piHRoapDnP352SFjOoWOD8/6MKA3rcpZBUCsPJZqVzX3/XpfyP7BgQkDmXfqvHbNaDVWGzQ5/37OOedw9913s3HjRkaOrG1CW7t2LcuWLeOhhx7iyy+/DPjaKM2j8tPPwvbkmF97nZgxYxAMDZtDeKurKX74kQCBBeDcuZP8W2aT8ebCuoyWWKFA3I4DaL1WK6aXXwkSWFCb2bN89TX662Z2qmyWkJBA3DnnEHPSSfg9HiSxsa0yTNdbXEL+TTcHCCyotfsvff4FEv/zH6QJ7W820lSkiYlIExNRDx/e3lupQymT0CMxhj0lNSHjI7t2vtLXKGDUKnju4oHsLqlm6Z+5iEQiLjshg+5GDQmtYBjRGhi1Cib1T+ak7gb8ftAqW8bFy+H2sq2gKmx8V3E1Vpe39ufUMX5UTaafvh9Z2iwOWgId/mRiGbMGz4oKrAij0lHJ+uL1zNs8j1xLLl20Xbhl8C0MSxzW4o5/yepkkrOTmZRd/2zRjsKBqgNhY+WOciwuS4DIipUfMWoz281hDVq2lG2h3FHeIcoGmyyybrrpJgBeeeUVXnnllZAxqG2q9oa4SY7SePxeb12pXCg8ZWX4w7jy/Ruv2RxUjnYY565deEymdu1fORqf1Yq9nvlf1nXr0E27ElGI4cgdHSG+dS8azv376gxS/k3199+TMPsW6IAiKxLRx8i5/6w+XPlm8DDKTL2Knkltmxl3e31UWF2IRKBTy6Nugq2IUavAqFVwYlc9IkQddvZYS1umywUxPYwa1h+qCBnPMqhRSDvP4VkoEtWJvHbGayzZuYSP93yM0+tkdMpobh96O5mazPbeXpSjcHqc/8/eecc3WW9//J290zSje7H3lg2yURFx4MC9RXH/9Lq97nuve4ET90IR90AFBQEB2cjetKW7aUaz1++PSiEmKW1JJ3m/Xv7h9yTP85CkyfP5nnM+hwW7F/DC+hdq1/ZZ93H7ktu586Q7mdFtRsKNsQ7UkroNYSTC2N8vDp+jzuceznq1dhossoJRrMITNA0CkQjV6FHYFy2KGpf37YuwnkIj4HDW6VIXMEf/0WsJBFIp4tRU/KXR56ZIsrNrrN+bmYDVSsBqhVAIoVbb5IKoKfCXlccOBgIEPZ7Y8QQNpn+2jrmXn8TD32ylsMqFSCjg1F5p3DulO2na5ssWF1Y5+WR1Pl9vKkIoEDBjcDZnD8gkPTEXq0kRtaNsezyQikVcNiKXT9bkE4zyc3Tz+M4tNgurOUlXp3P7wNu5vOflhAihkqjQSFvWCTVBJOWucl7Z+ErU2OwNs5mYO5FMdfTh3Qlq5oGpJKqogqmfsR/Jstj3UGqpuk7HRZ1MF6/LbFJa1q4nwTFRjRqFSK8nYA5vQkYoJOX22+o9aFWkUYNIFLUED0DcirIXYp0O4w3XU3jDrKhx/UUXNqvICoVCePfuo+Sxx3CuXg2AvHdv0h5+CHm3bi0i+BqLvGePmDGRwYBQ0f6ygw0hGAzFNeugkUuY2COVPplJVHv8SERCDCopqiaYcRSLwion5722kmLrkdlNT/20kwXrD/HhNcdvZJAgQUPI0St57ZJB3PHZplpTGLlEyENn9KJb6okjNCQiScLgopVjdptrbe7/iTvgpspdlRBZdWBSmnhx3IvcsOgGfMEjxm0GuYHHRj1WZ7mlXq5nYu5Efjn4S0RscOrgNlEqCI0UWWvWrOG3336jrKwsIrP13HPPxeXCEtQgzcwk98MPKHnk0dobfGleHmkP/Rvp3w6PIZ8PX3k5QasVgVyOODkZ0T/cAEVGI9ppZ2D78quIcyiGDEHUSkoFD6Po3x/9tddinjv3SAZOIiH9kUeQZGU167X4Dh3iwEUXEbTZatfcW7Zw8KKL6fDVl3F3/2tKxEYjigEDcG3YEBEzzpqFOLNlHXtagkAwxCGLi0XbSvnzgJnuaRrO7J9Bpk4Rt4HBqVo5LXE7FQgEWbCuMExgHWZveTUrdldw7knty0QmQetGIRUzrlsKC28bTZndQzAUIlUjx6SRtejcuAQJ/olUWHdftFiYyFPUhVgoZkDKAL4+62uWFixlv3U/J6WeRP+U/qSrI42pXD4XAAqJAo1Uw92D7yYUCrE4f3FtRmtkxkgeHvFwmxFZDXYX/M9//sMDDzxAt27dSE1NDbNVFQgE/Prrr3G/yJakpd0FD+O3WglaLIT8AYRaDRKTCYCAxYL1u+8of+HF2l4bxcCBZPz3PxFOcb6yMsqeew7bN9/C3+JYNWYM6Q8/1OJObNEI2O34KyvxbN+OQCJF1q0rIqOpQfO/jpdQIEDlm3Mpf+GFqPGk6dNJe/CBFjUKaSjeggIqXn0N23ffEfJ6EaeYMM66EdXoUUgzT7xdua2HrJz/+koc3iNZXolIwNtXDGZ4RwPiNuxuVlHt4YLXV7K3PHp9+9AOet66fHCLzyBKkCBBgtZGqaOUi3+4mFJnZOtCmiqNj6Z81KQzzU4Uyp3l/FXxF5/u/JRQKMQ5Xc5hYOpAUpQp2D12zB4zdq8dtURNsjw5zCCjpWgyC/fU1FSefPJJrrjiiuO9xjZBaxFZsbB+/Q1Fd98dsS5OSyNv3idI0sJnsgQcDgIVFQTsdoRqNWK9vt4lhycigepqCq6/AdfatVHjkuxscj/+uM058vmrqghUVRHyemuyn1lZiI4xOLo9Um6vESH7KiJFiFYhZuGtJ5PRhvuWzA4PF725mh0l9qjx0V2MvH7pIJTStvXeB4LBNm0okSBBYwmFQpQ5yyhzluHwOUhXp2OQG1BL6zYZSNBwQqEQWyq2cPXPV+Pyu2rXFWIFb5/yNr2NvVvw6pqfMmcZNo8NkVCETqaLSzap3FnO3cvuZk3JmrD1XoZevDjuxVZbUttkFu5CoZCRI0ce18UliA++sjLKYmRY/CUluHftihBZIpUKkerEsoj1lZfjr6ggaK9GnGJqkLAUSCRIUlNwxYiLDQYE0rbTk3UYcXJymzTuiDdVDm9UgQVgc/kptrratMjSq2RcOiyX+7/aEjV++Yi8NiWwymxuthbZ+GxtAVKxkIuG5NDJpMbYRqzREyQ4HoKhINsrt3PTrzdR4aqZwyZAwLldzuXGATc22fymExWBQEAPQw++mPYFyw8t56+Kv+hj7MOozFGkq1pf9U80qr3VlLvKWVW8Cl/Ax7D0YaQqU0mS1z8b5PQ7WVeyjkdXPUqJowSA7vruPD7ycbokd0EoaHy1x/qy9RECC2Br5VaWHVrGuV3PbfSxWwMN/nW9/fbbmTNnDi/EuLlP0HyE3B78xcUx4+7Nm1H06YP34EE8e/YiycxAlpfXKksDmwrP3r0U3DArzApfe8ZUUv51F5IU0zGfL5TJ0F92Gbbvf4gaN1x3LeKklk9dJ2gcvmO4pXp8bd9NdUKPVOavK2RjgSVsfVz3FPpltZ3PbqnNzY0frWftwSNOqF9vLOKMvuk8dEavhNCqg2AwRDAUatOlrwmgxFHC1T9fHebWFiLE/N3zydZmc1nPyxAJW7avrdRRSpGjiApnBbnaXExKU5vpn4mGWCgmS5PFjO4zmMGMlr6cBmHz2Ji3Yx4vb3w5bP2czudwy8Bb6i3K91n2cePiG8Oc/naYd3DFwiuYf8Z8sjR198mXO8sprC5kr2UvmepMOiR1IE2VRrW3mnk75sV83mc7P2NCzoS2/flp6BPuvPNOTj/9dDp16kTPnj2R/MNZ7YsvvojbxSWoG4FEgjApiaA1+rwAaW4uRXffg+P332vXRAYDOW+/hbxbt+a6zBbDV1JC/pVXRtiW2779DrEpBdNtt9Zr4K+0QwdMd95B+bPPhdngJ198EYr+/eN92QkaQdDlqrHXB0TJyQhl9bvhTlZK0SklWJy+iJhYKCArue27LaYlyXn9kkFsKrTw8Z/5SEQCLhmWS490LSZN2+klXLStNExgHebbzcWcPzib0Zpjb5qcaFQ5vByodPDRqnxsbh9n9s9gYG5ywlGyjbK5fHPM+UFvb3mbKR2mtFh5VSgUYnfVbmYumlmbZQMYmjaUJ0Y90WrLvupDtbcal9+FQqxoU2WZB2wHIgQWwBd7vmBU1igm5U465jHsXjsvb3g5qpV6ta+axfmLubzX5TGff8h+iBsW3RA2fFsv1zN38lzSVekEQrHn6fqD9ZsD25ppsMi65ZZb+O233xg3bhwGgyHM+CJB8yJOMWG44grKX3wxIiZUKRGbTGECC2qGEhdcN5O8zz5Fktp2v/Tqg3f/gZhzoao++YTkiy+ql9GDSKslecYMNBMn4lyzFgJ+lCcNRmwyIkpksVqUUCiEr6CA8ldexb5wIQKREO20aRiuuaZe722qRsbDZ/Titk83RsRuGtcZo/rYIrwtkJokZ3JSGmO6mhAIBEjFbSujUVnt4b2VB2LG3/3jAIPz9MgT7nS1WJxe5vy2h7nLj9zc/LytlE4mFR9cPbRNl8GeqOy17I0Zs3gsYTbZzU2ps5TrfrmOSndl2PrqktXM3jib+4beh0Lctj5z1b5q9ln28fqm19lr3UsHbQdm9ptJZ13nJhdboVCIclc5ZleNjbxBbsCgMCAX129jzBvw8sG2D2LG397yNoNTB9dpow7g9DnZVrktZnx18Wou7H4hUlHkb6XVY+XhlQ+HCSyoscaftXgWH532EWd1PosNZZFuxwDTOk1rFSYXx0ODRdZ7773HggULOP3005viehI0AIFIRNK55+LZvx/bN9/UrouSk8l6ZQ6lT/wn6vP8paX4i0vav8gqyI8ZC7lchNyRttaxEKnViNRqZHl5cbiyBPHCd+gQB86/gIDFAkAIsHwyj+rflpD38UdIMuq2pBeJhEzonsIn1w3jqYU72FViJytZyW2TujC0gwFlM86zag7aqkV2MATuOko3nd4AgWjTbU9gCqtcYQLrMHvLHby/8gB3TO6KRNQ2Pw8nKr2MvWLGUpWpUW90m4t8W36EwDrMd/u+Y2bfmRFlZXavnWJHMd/t/Y4qdxWT8ibRXd+9VTj2+YN+lhUu467f76pdO1R9iOVFy3li5BOc2uHUJnu9/UE/283buf2322udDaVCKbP6z2J6l+nHFEYAvoAvLKP4T6rcVfXKFElFUtJUaVg8lqjxvKQ8JMLofelV7ipWFa+KGitxlFDqLGVkxkg6JnVkn3VfWDxLncUpeaccV79Xa6DBdxB6vZ5OnTo1xbUkaAQSk5G0B+7HeMP1+PLzEWq0SNLTCDicuLdEb3aHGne59kDQ68VfVoZ7xw6CNhvy3n2QpJgQ6XR1zq8SqtUIlW2/FOxEJujzUTXv01qBdTT+khLsv/5K8sUXHzPbrlFIGN7RwNuXD8btDyAVCTGoE/09rQmdUsKUPmm8tnRf1Pj0AZmNHvDs9Pixun0IAL1KGrfZaC3NgnWFMWOf/FnAFSPySEuUDbYpuuu7Y1QYo9483zzg5hYVJyXOkpgxf9CPOxC+qWn32pm/az7Pr3u+du2rvV/RVdeVORPnkKZK++dhGoTH70EkFDV6llW5s5zHVj4WNfbE6ic4Ke0kMtRNM1eyxFHC1T+FOxp6g15eWP8C2ZpsJudNPuYxFBIFY7LGsLY0ujPykLQh9crGJcuTmdl3JrcvuT0iJkDA9C7TY/7G/vM9/ydWr5U+pj68Pul1fjrwEwt2LyAUCjGt0zSmdpraZsxF6qLBn76HH36Yhx56iHfeeQdl4ia1VSDSahFptcg6dKhdCx06hEChIOSK7osnzW7egb5NQdDtxrFyJYduvY2Q98hUds1pp5J2//1IcnKQ5OSEmV4cxnD11YiNbct2vSEEbDb8VVWEnC6EWg1ik6le/WdtiaDNRvXixTHjth9+JOnMMxFpNPU6XrKqfb0+7QmJSMjFQ3P5fF0hFdXesFgHo4qRnRv+txwMhjhodvDCot38vLUUqVjI+SdlceXIDu2ilK7aE3uX2u0L0LDhLQmaAqvHisPnQCgQopfrj5kZSVOl8c4p73D373ezzVxTwqUQK5jVfxYnZ53cHJcck45JsTc1NRINKnG4q3GpozRMYB1ml2UXH23/iFsG3IJE1HDn3hJHCetK1/H9vu9RS9TM6D6DDkkdGmyeYHabsfuij75w+p1UuiqbTGQtP7Q8TGAdzewNsxmUOuiYphVCgZBJeZN4a8tbEVkomUjGlb2vrHfp4aDUQVzV+yre2fJObW+WTCTjiVFPRB0qfBiNVINCrIj5bzn8+qWp0ri056VM7TgVAJ1M1+IGLvGiwSLrpZdeYu/evaSmppKXlxdhfLF+/fq4XVyCxiM2mTBcew0VL0U2ParHjEFkaPtWr/7SUgpvuhkC4Y2T9h8XoujbF/3ll5Mz900O/esu3Js2ATVmIcmXXoruvHMRSNqe9Xp98BYVUfLIIzh+XwahEAKFAsNVV5F80YWI28H7XotIhFAVe6NHqFYjOAFnf7VXsvVKvpg1kreW7eO7zcWIRQIuOCmbGUNySG+EKMo3O5n28grsf4sRly/Am8v28/O2UuZdO6xRx2xNTOufwfwY2ayJPVLRKtrn919bwO13s7tqN0+ueZJN5ZtQiBVM7zKdy3tdfswMTl5SHq9NfI0qTxXugBudTIdJYWqUIIkn6ap0eup71oq/o7m277WYlOHGND8e+DHmsebvms8lPS5psFlGsaOYa3++loO2g2HnuaDbBdzY/8YGCa1jlak1ZRnblorYVUgH7Qcjeu98AR8uvwu5WB4m1DPVmXxw2gc8veZplh1aRogQA0wDuG/YfWRrsut9PcnyZK7tcy3ndDmHPVV7kIlkdEjqgFFpRCaKXfVhVBi5steVvLLplYjY+OzxGGRH7keEAmG7HEHQ4DuQs846qwkuI0G8EUqlJF9wAQKZjMrX3yBosyGQSkk65xyMs26IOiMp4HITqKzAs3MXIZ8XWffuiI1GROrW6aZjX7Q4QmAdpvKtt9FOOR1pTg7Zr71KwGwm6HYj0mprsjry+Lmq+SoqwO9HqNG0+AwyX3k5hbNuxLNjR+1ayOWiYs4cBFIphquubDfiUqzTob/scoruuitqXH/5ZQgVbftGOUE4OXol95/ekxvGdkYgAINK2ihbcrcvwJu/76sVWEdzsNLJqv2VnD2gbWf7u6ZqGJijY32+JWxdJRXxf5O6Nrq8MsHxs9uym0t/vLTWWc3ld/Hh9g9ZW7qWORPmHLPsL1mRTLKiddlaGxQGXhj/Av/7838sKVhCMBREKVZyTZ9rOLPzmRFle1ZPdFdkqHk9ornZ1YUv4OPj7R+HCazDfLrzU87qfFaDRJZerscgN0TtM9PJdE0qCPqY+vD13q+jxnK1ubU9UN6Al0PVh5i3Yx5bK7eSq83l0p6XkqPJQSmp2YDMS8rjyZOfxOqxEiSIVqJt0Iysw6ilatRSNbna3Ho/RyaScUG3C5CL5cz9ay42rw2ZSMa5Xc7lqj5XNeo62hoN/pZ96KGHmuI6EjSQoNeLv7yckMeDUC5HbDJF3DyLDQYMl19O0pQpBJ1OBDI5YqMhqsAIOBzYf/mF4gf/Db6/d0kEAgzXXov+yita5eDauowtAhUVEKz5AWuqwbv+igrsS5Zgfust/JVmlIMHY7rlZqR5efW2EI/7NZWUhAmso6l8802Szph6TDOIfxKw2wlUVhKw2xGq1TXDnFuJq6Jy+DBUY8bgWLo0bF175pnIu3dvoatK0JRIxULSko5vk8Tq8rFoR2nM+NcbipjSO73NGoUApGrlvHLxIL7ZdIj3Vx7E4fEzvnsKN43rTI7hxBpI35qwuq089edTUa2rd5h3sM+yr8l7qyxuC1avlWAoiEaiwaiMT+l8uiqdJ0Y+gdltxh1wo5aoY2bZJuZM5NOdn0Y9zoj0ERHlhcfC7Dbz5Z4vY8a/2vMVvY296308k9LEf0f/l1mLZuEPHdmMEQlE/HfUfzEqmq7dYGTGyJhldjf3v7lW4G0u38y1v1xba2CxqXwT3+79lidPfpIJORNqs1qHBVJLoFfoubTnpZza4VRcPhcysQyj3IhMfGL0PTd6K2vdunVs374dgF69ejFgwIC4XVSCuvGXl2N+733MH31EyOVCqFZjuPoqdOefH1EOJhCL6zV82FdYSPE994YvhkJUvvEGigH90YwbF89/QlxQDR+OZV70L2l5r54I4pit+if+qipKHn8C+8KFtWvVixdTvXQpeR99iKJfvyY7d1149kY3BgAIVlcTdDgbdDxfaSmljz+BfdGi2hlhqtGjSX/0USTpx9eYHA8kJhMZTzyB9+ABrN98AyIxujOnIcnORqzXN/v1BIIhgsEQkjZmkX6iIRQIUErFgCdqXKsQIxS2/fEkaUlyrhnVkbP6ZxIMhUhSSlBIEhmslsTpd7KxfGPM+NLCpQzLGNYk5w6Gguyx7OHhPx7mr4q/AOig7cC/h/+b3sbe9e7RqYv63tB30nWil6EXWyu3hq1LhBJuH3Q7Gln9emmPxhvwxow5fQ377RMKhAxMHciCaQuYv2s+283b6arryozuM8hUZzbaUKM+pKvSefuUt7ljyR0UOYoAkIvk3DjgRganDwagzFnGfcvvi3AIDBHioT8eop+pX509Yw6vA3fAjUqiisv7fjQ2j41KdyX5tnw0Ug0Z6gxSlan1KrH0+D1YPBYEAgF6mR6xqG1/XzX46svKypgxYwZLlixBp9MBYLFYGDduHPPmzcNkSgyEbEoCdjulzz6L7asjqeRgdTXlL75EwGbHdMvNDS6RCvn9mD/6OGa84tXXUAwYgPjv97u1oOjbF3FaGv6SSFejlLvvbtLsm7+kJExgHQn4KXn0UbLffLNFbvIlGbEFtUAiaZDwDNjtlD7xBPZffglbdyxbRtF995L1/POIWsFnQmw0IDYaUA4a1GLXYHX5yK908sGqA1RUezm1dxqjOhvbhYFCe8SolnLFiDwe+mZr1Pilw/OQNKIMsTUiFApI0badodPtHaFAiFKsxOmPftPflGVoRdVFXP7j5VT7qmvX9tv2c83P1/DZGZ/RNblrk537n5iUJl4c/yILdi1g3o552H12RmSM4LaBt5GnzWvw8bQyLRNyJvDdvu+ixs/odEaDjykTyeio68gdg+7AHXAjF8mb5aZfJBTR29ibD6d8iNltxhvwolfowzJAFreFYkdx1Oe7/C6KHcVRRZbNY2O3ZTdz/5rLIfshehl6cVWfq8jR5MQlu1ThquCZNc/w/f7va9d0Mh1zJsyhl6FXTEOLUChEob2Qt7e+zc8HfkYilHBW57O4oPsFbdplsMG/IjfffDN2u52tW7diNpsxm81s2bIFm83GLbfc0hTXmOAo/JVmbF9/EzVW9eGH+Ctiz0WIRcjnw1dQEPucpaVh7n3xxm+14jlwAM+ePfhKSwnV0/ZKkp5O7vvvoTp5NPxtISrJzCDrlVeQ9+zZZNcL4Fi9OmbMvXUbQXt1zHhTIs3JQRxjo0N71pmIjfX/AQ9UVmL/ZVHUmHPlKvyV0WeinGjYXT4+XHWQM2Yv57O1hfy6o4y7Pt/M9Ff/IN/csN3Tw5TZ3ewqtbOr1E6Zvf7z3BLUD4FAwKm90xiSF7kRcsmwXDqZEuV0CZoGmUjGeV3PixmfkDOhSc4bDAVZeGBhmMA6TCAU4PVNrzc423O8pCpTua7vdcw/Yz4/nvMjT45+ki7JXRpl4qEQK5jZbyYaSWQGbFDKIDrrOjf6OsUiMWqputmzKialiW76bvQx9SFTnRkmgo7VsxYMRc4VdPvdfLfvO65YeAXLDy1nv20/3+3/jvO+PS/mQOCGEAgG+GLXF2ECC2oGZV/z8zWUOGLb/B+qPsRFP1zE57s+x+atyYS9teUtrvmp7ue1dhr8iVm4cCGLFi2iR48etWs9e/Zkzpw5TJ58bO/+BMeHv6KcWN67IZ+PgNUK2fV3jQEQyGSohg7FuXJl1Liib1+ETWTo4Nm/n+IH/41rbc0sB3FqKmkPPohy2NB6GW5Ic3LIfPZZAlUWQj4fQo0aSUrTzwqpM1soFEIL7YJL0tLIfvstCq69LizDpxw9CtNNNzUoyxmw22N+1oCo86lORErtbp7+aWfEerHVzfO/7OKJs3v/XZp2bLz+AJsKrNz5+SYOVtbc8HQ0qnj6vH70ydIiTQyPjRupWjmzLx7A7tJqvtxQiEIi5ryTsshKVqBXtb1+AX8gSJndgy8QRC4RkdqOs1eBQJBSuwePP4hcLCRFK0fUyss7/UE/u6p28djKx7iu33X8WfIn283bwx7z8PCHSVE0ze+Xx+9hdXHszcFN5Ztw+By1hgnNhVgobrCLYCxyNDnMmzqP97a+x28Fv6GUKLmw+4VMyp0U4W7Y1tHJdDFnpslEMjJUkVmsClcFT699OmI9EArw7z/+zYdTPjyufsByVznvbXsvaszld7G5fDOZmsyImC/gY96OeVEHHufb8/mz+E+mdZ7W6OtqSRossoLBYIRtO4BEIiEYjFTOCeLLsYRHY9zUBEIh2tOnUPnmmwQdjn+cUITxxlm1rnmhYBB/WVlNFsMfQGQ0IDYaG2X04C0q4uAllxI4KiNSY8t+Eznvv49qyOB6HUek0dR7FlK8UA0bVpM9iyJCNOPHI2pBoxB5ly7kfToPf0kpfrMZaXYWIoOhweWTwmO8pq3F/KKlWbS9LGbsu81F3Dm5a71F1sFKJxfNXYUvcORzta/CwYVvrGLhbaPpaGqdTp9tlRSNnBSNvFFztloTZXY3H63K550V+7G5/WQlK7jrlO6c3NWITtm+5r+V2z3MX1vA67/vw+ryoVdJuWlcZ87sn9Gqh4gfqj7E5T9ejjvg5t5l93LnSXciF8nZUL6BDFUGE3ImYFKYUEmbZkNTIpKQqY68wT1MijKl1rWurSIUCMnR5nDX4LuY2W9mjS243HDMgfRtkRRlCo+OeJSbfr0pImt19+C7oxpzHLQdjOjhOkyxoxirx3pcIssX9GHz2mLG99v2R123eCwsyo9eNQPw7b5vmZQ7CYWk7ZXfN3i7ffz48dx6660UFRXVrh06dIjbb7+dCROaJs2d4AgigwFJbnQLTXmfPjUDiGPYmteFJDOT3I8+RN7rSJmdJCeHnLfmIsnNA2ocDZ1r1rJ/+rkcmH4uBy64gH1Tz8Cy4IuaDFoDca5dGyawjqbs6afxV1U1+JjNhchoJPXBByLWxSkmUv71rxa3cpekpqLo1xfNuLHIOnduVH+aWK9HNWZM1JhiwIB2MWstHri8sYe++gIhgvV0Inb7Asxdti9MYB3GGwjy3h8H8Pob/redoH1jcXp56OutvLh4NzZ3zWexsMrFLfM28OOWEgL1/QC2AardPl7+dTdP/bQTq6vGBdfs8PLod9t4a/n+Ov8WWxJfwMf8nfNxB2pKfx0+B4+sfISn1z7NQetBhAIhGeqMJhNYUJMxmtF9Rsz4tX2uRSfXNdn560O0ErfGIBPLSFGmYFQY26XAgpqS55NST+KzqZ9xat6p5GnzGJ05mvdPe59TO5watb/qWMYTAo7vtZKJZHX2T/Ux9om6LhKI6jTfUEqUTTqXrClp8FXPnj0bm81GXl4enTp1olOnTnTo0AGbzcbLL0cOvk0QXyQmE9mvzEGcEp76lmRlYfq/2ymcdSMVr76Gr7hhNawCoRB59+5kz51Lxx9/oON335L70Yeohg1DpKj58PuKisi/5powYRRyuSh99FHcWyMHEB4LR4zyRAD3tm2E3K23F0WkUpF0xhl0+Porki+6CPX48aQ//jh58+Yhzc1p6cuLCyKtlvRHHkY5cmTYumLAADKefaZV2vq3BOO7xy51GdZRj1ZRvyyWw+NnQ4ElZnxdfhVOT0JkJQinzO7hxy3Rv++fWriDUlvr/R5tKJUOLx+uipyDBDB32X7Kq5uud/h4cPgcrClZE7FudptZXbKab/d+S7W36ft4s9RZPDT8IcSC8O+ky3tdTv+U/k1+/mhUuavYXL6Zh1Y8xD3L7uH3wt8pc8auDjgWTp+TAnsBWyu3st+6H4vbEr+LbWUoJAq66bvxyIhHePfUd3n65KcZkDIAjTR6FUqOJgepMHpmO0eTQ5Ls+KpTUpQp3DIwujdDqjKVLsldosb0Cj0Xdr8w5nEv6n5Rm7V8b3C5YHZ2NuvXr2fRokXs+HseT48ePZg4cWLcLy5BdGSdOpH32Wd49x/As38foqQkQl4vxXffg7+sDM+OHdi+/56cd95GkhZusx2orsZfUYl782YA5H37IjYaassQY82UCoVCWL/++sgMrX9Q/vJLyHr1RNyAEjJZXl7MmDg1FVq5dadIo0HUrVtNRisQQCBu3dfbGCRpaWQ++wwBs5mAxYJIq21U6WF7JitZwcQeKRFlgzKxkH9P7UWSon7lWnKJiKxkJbtKo99s5eiVyKRtczcvQdOxJ8bnBaDK6cPu9gFtr8wmGhXVnpiZYW8gSJXDS46+eXuK6oNMJCNVmco2c/TNyBRlCjJR099EqqVqTu9wOkPTh7K9cju+gI9exl4YFIaYN+ZNSZW7ilc2vsK8nfNq137c/yO9DL14cdyLDe7VqnBW8MbmN5i/a37tbKsBpgH8Z/R/yNK0ruHiLp+LCncF60rXYffaGZQ6iHRVeoMGJh9GKVHWq5fOoDDw7+H/5oEV4VU4EqGEx0c9Hta35vA5sHvtCBCgl+vrbUYyKmMU9w25j5c3vIzdZwdq3oPHRz1Omir22Jdx2eP4cd+PrCtbF7Z+Rscz6KKLLs7aAo26KxQIBEyaNIlJkybF+3oS1BNJWhoigwHX9m2UP/8CQbs9LO7dvx/Hn3+im3akWdBvtVL18SdUvPTSkV4igQDjLbeQfNGFdQqkkNeLZ9v2mHHv/gOEXC58bjcEgwiUymMKLu0pp1D+0ssQpbzReN21iE1to09CIBBAOxRYhxHrdIh1OgJOJwKRqMUGLbdWDGoZ/zmnDxO2lzF32T6qnD5GdTZwy4Qu5OrrX/6jkom5YWwnft0RfRf3upM7JWYcxaDc7qGy2oPLF0CvkmJUy1DJTozXKllV982PVNx+zFKO9fmXt9Lh0QqJgit6X8Fvhb9FjV/V+6omLRX857VkS7LJ1jTMIKspOGg7GCawDrO1cis/7P+By3tdXu8yMW/Ay4fbP+STnZ+ErW8o38CNi29k7uS5rcb8wulzsjh/MQ+seCCsRHJM1hgeHv5w3IZD/xO5WM7E3Il0Se7C+1vfp8BeQB9TH2Z0m1Hbr+cP+sm35TN7w2yWFi5FLpZzbtdzubD7hXWKpMPo5DrO63YeY7PHYvPakIqk6GV6kuR13w+mKFN4eszT7Lbs5qs9XyERSpjeZTo5mhz0iuYfhxMv6r0t+uuvv9KzZ09stsimNqvVSq9evVi2bFlcLy5B3QQsFiwffxIhsA5j/fIrgs4jlqyeXbuoePHFcLOGUIiKF1/Es2t3necSSKXI+sSeli7t2BH3rl3sP/sc9kyYyKGbb8H1118EXLFLVcRpaWTNno3gHzftSeecjWbSpHZbS93W8BUVYf74EwpvmEXR3XfjXLu2VffLtQQpGjkXDslh3nXD+eGW0fzvnL50TtE0eChx11QND53RE/FRTmkSkYDHz+pNJ2PCVjwae8qqufDNVZz64jLOfuUPxj+7lKd/2kG5Pfqg4ZbG7PCwu9TOhvwq9lc4sLmiVwfUlxyDKmZJ6qjORvSq9mN8YVRLY2aquqVqMKhb77+1k64Ttw68NazvRYCAG/vdSLfkbi14ZS1DMBjk052fxozP2zGPSlf9x4RUuCr4eEf0eZ/7rPtizpRqCUqcJdy//P6IHrSlhUv5Yf8PcetNi4ZKoqKnoSePjHiEVye+yh2D7iAvKa82U1VgL2DG9zP4Jf8XvEEvNq+Nt7e8zfW/XE+po7Re5xALxaSr0+mm70aHpA7HFFiHMSlN9EjuwWU9LyNVmcrz657nvW3vUWAvaNLXpCmp91bfCy+8wLXXXotWq42IJSUlMXPmTJ577jlGjx4d1wtMEBuBUBghUI5GKJfD34PfAk4nlW/OjfnYyrfeQt6rJyJl9B8wgUCA7owzML/xZtSZWfrLL6PkgQcJmM0AOP/8kwMXzCD3ww9QDhwY8/pUI0fQ8fvv8OzbR7C6Gnn37ogNhoRzXSvBW1jIwYsvwV965MvVvvAnki+9FOONs1rdgOqWxqQ5vixfkkLCBYOzmdAjlT2ldgQC6JSiwaSWoqinQ+GJRLHFxYVvrgoTVIFgiHf/OIhJI2PmyZ0Qt6KhwgVmJzd/soGNf/feCQRwep90Hpzas9GW62laOe9cMZhL5v6Jy3ekKiArWcF/zulDkqJtO8YdTYpWzpuXncSFb67C7DjyO5SikfHKxQMxtmJ3wSRZEjO6z2BS7iS2lG8hRIg+pj4Y5AbU0hPPNTRIsM65XC6/q0E31k6fE5ffFTNeYC+gr6lvg66xqfhh3w8x51y9v63GuOJ4XP7qg0wsi+hzcvqcvLbptaiv417rXrZUbomb3X40qtxVPL/+eb7c82Xt2sbyjXy+63M+mvIRHXUdm+zcTUW9f7U3bdrEk08+GTM+efJknnnmmbhcVIL6IdLrSb7wQkoffzxqPPnSSxDKa/6IQh4P/rLYzaT+khJCHg/EEFkAkowMct55m0O3/1/tsYQqFaZ//asmu/HP4weDlD7+BNlz30Ssj57uFUqlSLOykGa1rnrpBBB0u6l45dUwgXWYqg8+QHfO2XEVWf7KSgJmMyG/H5FOh9hkapd9bsdCKRWToxe3yt6S1sbusuqYGavXf9/H2QOyyNC1jn6kcruHa99fy46SI5UHoRB8t7kYpVTEw2f0QtmIEkeRUEC/LB0/334y6/OrOFDhoH+Ojm6pGtKSmvffbnf7qHR4MVd7UUhFGNWy4954+Cfd0jR8d/ModhTb2FVWTfc0Dd1SNaS3kve5LtQSNWqJmlxtdIfgtkK1t5pKdyUljhLUEjVGhZEUZUqDqk/EQjGndzydXwt+jRoflz0OnUxX7+MpxAokQgm+YPTMcIY6cm5US1FUXRQzVumubLGsjd1rZ1lh7Iq07/d9z7iscQiFTbNxVeooDRNYh6n2VfPcuuf43+j/tbkNiXp/o5eWlkadj1V7ILGY8vLyuFxUgvohEAjQTJqI9btvcW/cFBbTnHYa8q5HShCEajXKwSfh+dus5J+ohgxBeIwZXAKJBMXAgeTN/6zmZjgQQKzX41i3jqoPPoz6HPe2bTWzt2KIrAStl0BVFbZvv40Zty38CflRQ8kbSygYxLN7N4fuuBPvnj0ACLVaUu+5G83EiYiiZM8TJADYVRq9VBrA5vLjaUWW96U2d5jAOpov1h/ipnGdyWlkH5lYJCRbryS7BYV5ud3Nsz/v4rO1BbXmFJ1Mat64dBCdUuJ7Y5ShU5ChUzC+R9PtqieIToWrgjkb5rBg94LabEyqMpWXx79MN323Bllt9zP1o4uuC7st4e0Kaomaq/pc1SBHOaPCyPQu06P2eGWqM8lUxZ4R1tyMyR7Dt/ui/7YOSBmAQtwyGwYCgQClRFlrWPFPkqRJTdrGsaRwSczY74W/Y/Pa2pzIqvdfQ2ZmJlu2bIkZ37x5M+npsf3xEzQNktRUsl56iazXXkUzcSKaKVPIef890h64H7HxyBwjoURC8sUXRy0vFMjl6C66EGEdIrr2sQIBktRU5D16oOjdG0lGBsHqOqxnJRIEotbZjJzg2NQ1cy1a2Whj8BUXc/CSS2sFFkDQZqP4vvtx/e2CmSBBNLqmxnZE0yrEyFqR6UOJNXZ/qj8YwuEN4PT6yTc7Wb2/ko0FFoosrjYx58rrD/DeHweYt6YgzP1vb3k1F89dTbE1dhlXgoZj89iwe2JvMDQVgWCAr/Z8xee7Pw8rdyt1lnLNz9dQ4mjY6JhUVSqvTHyF6/teX1M2KVEzrdM05k2d12BjDplYxnV9r2Ny7uSw9Q5JHXht4mukqJq2/K4h9DP1izpPSigQcvug24/bSr2xGOSGOmepTe86vUlFVl1zutpqj369t82mTJnCgw8+yKmnnopcHl477nK5eOihh5g6dWrcLzDBsZGkpCBJSUE1ahQCgSCmqJFmZZH78UeUPPhv3NtqrGTlvXqS9sijx1Wupx4xglKBINxQ42+0p09BlLD7bpMINRrU48ZRvXhx1LjmlMlR1xuKY8WKmOYtZc8+h7xnz5jlpglObLqkqEnRyCiLUjJ4/cmdSIlzqdrxkJ4Uu+dKLBQgEwt5a9l+Xvp1d+1A6mSlhFcvGcTAXB3SVrxZVW738PaKA1FjJTY3ByocpDdz6WJ7pNRRyqriVXy+63MAzu92PkPThjabgCh3lfPu1nejxmxeG1srtja4LC9NlcbMfjM5r9t5hEIhtDJtozM5JqWJh0c8zM0DbqbSXYlGokGv0GNUNI9TsdPnxBf0oZaoEQlj/72mqdJ4+5S3eX7d8yzOX0wgFKCLrgv3Db2Pzkmd43pNZpcZX9CHSqI6ZhZIJBRxRqcz+C3/NzZXhG9wXtX7qia3wR+XPY7ZG2fHjLWU+DweBKFQlDvjKJSWljJw4EBEIhE33XQT3brVlKLt2LGDOXPmEAgEWL9+Pamp7St9b7PZSEpKwmq1RjX9aIv4zWYCVisIBIi02uO+gQ06ndgW/kTxffeFrUtycsh5522kma0nTZ+gYXj27ePAeefXlHwehXrcONIffwyxwRDjmTX4ysvxl5bhLy9DkpaGOCUl4jmH7rob2zffRD+AWEznRb9EzHs7EXD7ApTbPVicPhRSIXqVrFU6xXn9QYKhIPIWspffW1bN9R+uY3dZTUZdLBRw6fBcbhzXuVUZIZTbPVz29mq2F0duKFxwUhbnD85m+quRA9qlIiE/334yea3YXXJPWTUTn1saM/7EWb25eFjb7kNqaUodpdy0+CZ2VIWX/Pcy9OKlcS81i9AqsBUw5cspMeM3DbiJmX1nNvl1tDbMLjPbzdt5f9v7WD1WxmWPY2rHqWRq6r73cfgcWNwWAqEAKokKg6Lu39OGXtPK4pXM/Wsu5a5y+hr7cvOAm+mQ1AG5uG6TnXJnOXsse/hh3w9opBrO6HQGGeqMuIuccmc5noAHsVCMUWGk2lfNKxtf4ZMd4Tb8SbIkPjztQ/KS8uJ6/uOhvtqg3r+Kqamp/PHHH9xwww3ce++9HNZmAoGAU045hTlz5rQ7gdVeEev1cc0MCJVKNKdMRtGvH9Yff8BfXIJm/DjkvXq1y5vjUCCAv6ISgoF6zQNry0jz8ujwxQIq33sPx9KlCDVa9FdcgXrkiGMKLG9+PgXX34B3377aNXmvXmS+/BLSjCO7nfJu3YgcDPH3+bOymsT8wubyUm73suagGYlQwKBcPUaNDHUrma1UWe3hreX7eWv5fjz+miboAdk6XpjRn1xD67jZNjs87Cmr5v2VB7G5fEzrl8GIzsZmN5rolKLmk2uHUenw4PIemZPVGBOJpsSkkfHGpSdxy7wNbMi3ADXugmf0zeCWCV249v11UZ/nDQT5fnMxN46P7w53PFFIRKhlYqo9/qjxTqa21UfRGll2aFmEwIKamVKrilcxrfO0KM+KL1KRFJPCRLkrev99D/3x9+i2NSxuCy9vfLk2uwg178lH2z/igykf1GlyopKoUEni/31u89iYs2kOn+38rHZt2aFlrChawZuT3mRI+pA6n29SmjApTQzPGB73awOweqysKl7FC+teoLC6EK1Uy6U9L+XcLudyQ78bGJ89nve2vYfFY2FM1hjO6HhGqzIuaQj1zmQdTVVVFXv27CEUCtGlSxeS23E5WHvMZCVoPL7ycqxff4353fcIVFWhGDiQ1Lv+hbRzZ0SK9lsOE/R4CNhsCESiegl0f0Ul+VdfjWfnzoiYctgwMl98oVacevPz2Xf6VEK+SFeojKefJumM+JYhm6u9zFmyh7eW769dEwjg/ik9OO+kLJIULZst8geCzF22j/8tjHztsvUK5s8cQVodpWfNgdnh4flfdvPBqoNh6zl6JZ9cO5TM5IQzYizMDg+VDi/Vbj86pRSjWorD42fcM0vDLNiPZkqfNGZfOBChsHX2JfgCAWb/upcXF0fOW8xKVvD59cOb3emwPWHxWLhh0Q1sqYjeF9/P1I9XJryCVta09yihUIgFuxfwyMpHImIpyhQ+mvJRvQbWtid2VO7gvO/Oixo7Ne9UHhnxCEpJ834f7rPs48yvz4way9Pm8c6p7zRbCeU/CQQDfLP3G/79x78jYqfkncKDQx8kSZ6Ey+fCG/Qes/SypaivNmiUD2NycjKDBw9myJAh7VpgtQcC1dV48/OpXrEC5/oN+IqLCfmj7zYmqBu/2UzxvfdR/syzBCoqIBDAtWYNBy6YgefvHrf2ilAmQ2Iy1TsD6jdXRhVYAM5Vq2rnqQGI09PJfmsuoqPt4EUiDDOvQzVyxPFcdlQ2FFSFCSyoaSd8/PvtHKiIPbeluSize3hl6d6osQKzi4OVjqix5qSwyhUhsADyzU7eXrEfbyty9Wtt6FUyuqRoGJCTTAejCo1cgkwsoktq7GzPSXn6ViuwACQiEZcOz+WKEblhg7R7pmv54OqhCYF1vISo09a7EXvljUIgEDAhZwK3Drg1rG+qp74nb01+64QTWACL8hfFjP1y8BesXmszXk0Nf1X8FTN2wHYAh89BmbOM1cWreXnDy3y28zMK7AW4/bHNeRqC0+ek0F7IPus+Sh2lYZ/PMlcZz617LurzfjrwExXuCgAUEgVJsqRWKbAaQuuqp0gQV/xmM5VvzsX83nsQrPmCFiYlkfXyyygG9K+Xm2CCI/gOFeFYvjwyEAxS8tjj5Lz9VsKg4W8CtlgFgDUc3eMllEhQDhpEhy+/wFdaSsjlQpKVhUivR6SKbymFxellzm/RBQzA28v38/R5/ZCKW26ArcsXwOaKvRGyq8zO0I7xq91vDF+sPxQz9tmaQq4d3TFxY90AklVS7jqlG5e89WdETCUVMbF76y/FN6pl3HVKd64c2YEqpw+lRIRBLcXQivri2io6uY5zupzDtsrom3nTu05v8izWYZLlyVza61JO63gaVo8VmUiGXqYnWXFibrjXKX4JEWPmcJNSV8+VTCRDgICZv8xkj+WIo69YIOaF8S8wLH0YMlHj/2aLHcW8sO4Ffj7wM/6QnxRlCncMuoNRmaPQyrRUe6uxeCwxn7/XspdOuk6NPn9ro+XuJBI0OdVLl2J+551agQUQtFopuOYa/MXFLXhlbRPH6lUxY54dO+q2sj/BEOvrEAEiUcTsK4FIhCQ9HWX//qiGD0eanR13gQU1/S3l1bF364ptbrz+lhkEeRi5WIhCEnv3Lq8V9GTFKmuDmte4mTbW2xV9s3Q8dW5ftPIje595BiXzrhtOZnLbEKxKmZhcg4r+2Tq6pmmOS2DZ3T6KrS5KbW6CzWBjX2Z3s73Yxob8Kg5WOnDE6C9rDC6fi4O2g3y8/WNmb5jN2pK1lDsbNld0bNbYqDefXXVdGZkxMl6XWi9kIhmZ6kx6GnrSSdfphBVYABNyJsSMjc8e32zi92h6GXohFkTPoVzX9zpe2/RamMAC8If83PbbbQ3+XB5NubOcmxbdxA/7f8Afqvn7KXOWcfeyu1lZXGPqIxXVXY7fFh0E6yKRyWqn+MrLqZjzStRYyOvF/tsSDJdf1sxX1bapcyiuWAyt2GK5uREZ9DX277/9FhFLOudsRMcwzWgqNDIxQ/L0FJijZ2JGdTaikLbs+2jSyLh8RC6vLd0XGVPL6NwKTATO6p/Bp2sKosZO7Z1GkiKRJW8oWoWEcwZkMrKzkSqHF7FIgF4pJUXbsv13zY3XH2BvuYNnft7JH3sq0SklXDWyA2f2z2iy12J3qZ2ZH6xjX0VNhl0kFHDZ8FxuHNsZ43GOAXD5XCwpXMI9y+6pzXq8vvl1ehl68eK4F0lV1S9LmapK5bWJr7GkYAlf7P4CAQKmd53OmKwx9T5GgviToc7gjI5nRAwX1kq13Drw1iYxtjgWRoWRR0Y+wv3L7w9bT5IlMTFnItO/nR71ef6gn03lmxpt1Z5vz2eXZVfEuk6m47WNrzEgZQDJsmSGpg1ldcnqiMdpJBpyNDmNOndrJSGy2iv+AL5DsUt6PLui98skiI1q6FAQCsMyg4fRnnYq4kR/Yi3ipCTSHn6IMo0a2/c/QCAAEgm6c8/FeMMNTZKlqg8KqZjrx3Ti203FeAPh76NWLuasAZmIWrj3RSoWcdWoDpRY3Xy1sah2PStZwVuXDya9md37otEpRc2ITnr+2GsOW9fIxNw2oUurc/ZrK4hFQjJ1CjJbwXscT0KhEKU2Nza3H6lISLJKGlOI7yqt5uxXVtTOCnNZAzzxw3aW7CznxRn9j1v0/JMii4sL31xFRfWR4eqBYIh3VhwgVSvn2lEdEIkaX/RT5ioLE1iH2Vq5lfe3vc9tA29DIqrfpkSaKo0Lul3AqXmnAjVlhAlalmR5MnecdAeTcifx7tZ3sXltjMkaw7ldzyVT3TLja+RiOROyJ9BjWg8W7FpAYXUhIzJGMCZ7DP6gH38wdpa20lXZ6PNuLg+frXVOl3OYmDOREkcJUpEUp8+JTqbjoREPcc1P11DkOPL7JhfJmT1hNialqdHnb400yl3wRKKtugv6KyvJv/IqPLsidxUA0v/zH3TnnF3/41VU4i0swLFsOcIkLerRoxGnpLTYzTJAwG4nUFVFyONFqFEjTklBIGy6CtiA04n9558pvve+sMHLkqwsct59F2lWYh7YPwk4HAQqKwk6nQhVKsRGI8IWdmH0BgJsK7Jx/5db2FpU0zs2tEMyj57Zhy4p6lZjMGBz+ah0eCm1utEoxBjVMlJbUVaj1OZm0bZS3l5xAIfHz6SeKVwzuiPZycpW8xomaHlsbh8rdlfw8LdbKbXVDI0e2dnAE2f1iZj9ZXF6ue79tfx5oCrqsRbcMIJBufHdzPp1RylXvbs2akynlPDDLaOPayzBh9s+5Mk1T0aNKcQKvjnrmxPSMKI9YvPY8Af9aKVaxKLWsdEUCoXwBX21ZXrlznKuWHgF+fb8qI//+PSP6WPs06hz/bj/R+76/S4Abh14K+XOcubtnFe7wSAXyfnf6P8xImMENq+N3VW72Vi+kVxtLgNTBpKqSkUsbB2v27GI+5ysBG0LscGA6c47KLwucjCgSKdDObTuOQlH4ysr49C/7sK1+kh6t4z/kvbwQ2inTkWkbv7yJW9hISVP/AfHkiUQCiEyGkm961+ox46tu6zvOBAplWgnTULRp2/NPLCiYtTjxqLo06ddzgOLByKVqkWFeDSkIhH9s5N5/6oh2Fx+BIKamymdsnUN+tUqJGgVEjq00iG0qVo5Fw/L5ZReaQRCIXTKGpe8BAmOZnOBhRs+Wh+2tmJPJRe8sZIvZ40MEzDVHn9MgQXw646yuIusnSWRw6EPY3H6aufUNZYKV0XMmMvvIhBKOHE2FcFQkDJnGQ6fA6lIil6mRyVtuu/Tlui/OhYCgSCsD8qkNHHPkHuYtXhWxGMHpQwiQ9X4eVR9jX2Ri+SkKFNIkibx4voXw+LugJv/W/p/fDHtCzrpOpGqSmVU1qhGn68tkDC+aGeEgkH85eX4yspQ9OlD+hNPIDxKdMi6diXn/feRZNTvDykUCGD98qswgXWYkocfwV9SErdrry++0lLyr7oax2+/1WaUAhUVFN11N45Vsc0p4oFQpULWqSMpN91Exn+eQDtpUqMEVigUwl9Zib+iglAg8SN7vLjsNqqrzPjc9begNahldDCpyDOqWp3AaksYNTUZtoTASvBPKqs9PPHD9qixUpuHjQWWsDWhQIC0jtI8jTz++8Ld02PfGCcrJciP02l0REbsMRQ9DT1RihMz5ZoCq8fKN3u/YcZ3Mzjr67OY+uVUHljxAEXVRcd+cjtnQMoA3pj0Bp11NQPOlWIlV/S6gqfGPIVB0fh+6VRlKq9OfJWzOp/F/F3zoz4mGAryxe4vmm3sQEuTyGS1I3wlJdi+/Y6qefMIeb2oJ0/GcO01dPjqS4JWKwKJBFFyMuIGmA74Kyoxv/9+zLj1u+9Iue22OFx9/fHs3YsvP3qqu+zpZ1AMGIDE1Hrren0lpdh/+RnLZ/MJ+X1oz5iG7qwz6y18ExzBabNyaMc2/vxqPg5LFZndezL07PPRpaUjliSE04mAxxegvNpDldOLTCxCr5JiTNiGtwo8/iDbi2NnilbtrWRKn/Ta/9erpJw9IINP1xZGffzEHvE3eOiWqsGkllFe7YmIzRrb+bjNNjokdaCHvgfbzeFiU4CAuwffTbI80csbb0KhEMsOLePBFQ/WrgVDQRblL2K/dT9vTn6z3fX+NAS1VM3wjOHMnTwXl9+FWCjGIDfUuzcwFmKRmP4p/UlRpvD+ttj3jfut+8NKGNszCZHVTvCVllJwwyw82498kVs++gj799+TN/8z5D16NO7AoSABa+xher7S0noeJoivpATv/v34S0uRdemKJD0dsbHhuyauDRtiX09BAaEGZDOaG19JKQXXX49nx47atYqXXsLy+efkffhBQmg1ALfDzqoF89iw8Iir044VS9m1agUzHnmS9C7dWvDqEjQHZoeHT9cU8OLi3bh9NWVd3dM0vHzhALqkalr46hKIBIKYAgaI6MmSS0TcMqELq/abOVgZPhj8wak9SNXGXzxn6BR8ct1Qrv9wPXvKasZwSEQCrhyRxzkDj98Ix6Q08dL4l3h7y9t8uftL3AE3PfQ9uHvI3XTXd4/HPyHBPyh3lfPCuheixvZa95Jvzz+hRdZhjidrFQuxUEyyLJke+h61tu3/ZHDa4BNCYEFCZLUbXJs3hwmswwQsFirfeZfUe+5GKG34h1qoVKIcMhjnH9H/WDQTYs+IOEwoGMS9bRv5V19D8CjBJu/bl6yXXmxwuZ0kM7bBhFCtRiBuvR9r59o1YQLrMP6iIixffY1x5nUIElbw9cJhsYQJrMMEA35+eXM25z7wOEpt+5q5keAIoVCIxdvLeHJhuFPqjhI7M95Yxbc3jzouw4IEx49JI+O6MR154vvI3yaxUMD47ikR65nJSuZdN4wN+RZ++KuYFK2M8wZlk6VToJE3zWiAzika5l07jEqHB7cvSLJKilEtRSmNz29JmiqNO0+6k6t6X0UgGEApVp7Qs6WaGpffRakz9gbwXxV/MSh1UDNe0YmFRqbh5gE3s6p4Vc1A5qNQSVRMyp1U+/8uv4tSRymL8hdRVF3E6MzR9DT0bDdjCVrv3WiCehP0+bB++VXMuP3nnzHOvA5hasM/tCKtlpQ77+TAeefX2HAfhSQnB0WfY7vQ+EtLIwQWgHvzZsqefY70Rx5GqKx/XbrypJMQyGSEPDW7o5KsLIRqNb6CfJIvvhix0VjvYzUnAacTy+cLYsZt33xD8vnntdrrb20U7dgWM1Z+cD/u6uq4iCyfx4O7uqbkSaHRIm7EZkWC+FNm8/DcL9HdUysdXrYcsiZEVgsjFAo4q38mWwqtfL3pKLtmiZDXLzmJDF30Urz0JAXpfRSc1jsNgaB5nCqNGlnc7eGPRiqSnlAugla3lWJHMYvyFxEIBZiQM4FMdWazlEdKhBLkIjnuQPSqluMxd0hQPzrpOvHS+Jd4fNXjtYK3a3JXnhj1BBnqmtff7XfzW/5v3LPsnloxNn/XfLI0WcydPLfFLPDjSUJktQMEAgECeey6caFMelzW5rKOHcn75GNK/vMf3Bs3IZBI0E6bhnHWLCT1EG6e/fsjBNZhbD/+iOmWm5E2QGRJUlPJfvNNKt9+i+QZM/AdzMdvNqPo3x9Z1y4IJK1zEKpAIEBQlzmASARNeEMRdLnwV1QQsNkQKpWI9XpESW030yM6xvscDxvxqpJiVi2Yx65Vy0EAPUeNZchZ55OU0j522doy3kCQYmvs0uBNhVYm9zpxbmpbKyaNjEfO7MVN4zuzrdiGViGhS4qaFI0M6THMUppLYCWIL1XuKl7Z+Arzds6rXZv711xOyzuNu4fc3SRlakdjVBiZ3nU6H23/KCKmECvoZex13OeweqyY3WacfidaqRaD3IBSkjAxOYxSomRM1hh6nN4Dm8eGSChCJ9WhV+hrH1PuKue+5fdFZLsK7YW8uO5FHh7xcJt/TRMiqx0gEItJvnAG9h9+iBrXzZiBSK+PGqsPQrkcRd++ZL/6KkGHA4RCxHo9wjqE3dH46+rb8vtrM1L1RSCRIO/TG/1FF1F4082EvEeGSMr79yfrxRfqJf6aG6FCQfJFF+FYviJqXHfB+cf1PtWFr7yCytdeo+qzz8DnA0A5cgTpjz2GtI32gaV37Y5AICQUirRYzurRB7n6+Ox0rWUlfPLAHbjsttq1zYt/Yu/6NVz02DNoTZGlTm0Zu9tHIBBCq5C0iTlXYpEAo1oaNkT2aLqlNv9oiQTR0Sml6JTSRJ/cCcLOqp1hAuswPx74kcl5k5mYO7FJzy8VSbmq91XsqdrD6pIjzsgqiYrXJr5GqvL47g+Kqot4cMWD/FnyJwAigYizOp/FTQNuwqg48SpRKl2VVLorcfgc6OV69HI9GqkGgUBAqjI15uu9tmRtzBEGvxz8hVsH3ZoQWQlaB7JOndCeOQ3b19+Er3frRtIZZ9T2+QQslhrr8PJyRDodYqOx3uVp4uRkSA5P9ftKS/FXVBCsrkacmobYoEekCf8hlXXpEvOYIp0OYSPmKAUqKii88SZCfwuGw7g3bqRy7lxS/vWvRvWgNTWKPn1QjRyJY0W40JJ164Z28uQm2bkNut2Y336bqo/Cd/WcK/7g0M23kP36640yIGlpVLpkxl5xLb+983rYukylYsLVNyA/jvltgUCAv379OUxgHcZRZWbX6hUMmnJmkw6/bi7KbG7WHqzinRX7cfuCTOufwZTe6WQmt+5Su1SNnFnjOvPot5FloxqZmIFxnqeUIEGCY+Pyufhg2wcx4+9ufZchaUOafKZUijKFp8Y8RZmzjJ3mnRjkBjrqOpKiTDmugbeVrkpu/+12tpmPfO8EQgEW7F6AVCjl/076P+Ti1jM0vqk5aD3IrUtuZa9lL1Djmjm141RuH3T7Mc1FrN7Ypmr+kJ9AsO2Pt0mIrHaCWK8n9e670Z17HlUff0zI7SLprLNR9O9Xm9XxlZZS9MADOJctr32erEsXsubMRpqT06DzhUIhPDt3UnDDLPzFxTWLAgFJ55xNyu23hwk3SXo68v79cW/cGHEc4803I05peEbAuW5dhMA6jGX+5xiuvBJhK8zQiE0mMv73X1x/baHq448I+fzozp2OcsiQJsu++SsqIgTWYdxbt+IvL2uTIksqV9Br9Hgyu/Zgw8LvsFeWk9t3AN2Gj0JrOr7X0lNtZ8+a2DPXdq1aTu9xk5Cr2na2pNzu5q4Fm1mys7x27a9DVt5Zvp/51w8nM7n17iIKhQKm9csgv9LJ+ysPEPy74iRNK+fNy08iI6l1i8QErQePP4C52ksI0CrEqGWts+S8LeAL+rB6Yt882zw2fMHov91HY3abKa4uZlP5JvRyPX2MfTApTQ1ypTucVYmni2O5szxMYB3N57s/57Jel5GlyYrb+VozZY4yrvvlOoocR/otQ4T4dt+3JMmSuG3gbcjEsfscT0o9KWass64zKknTDY5uLhIiqx0h1usR6/UoB/QnFAohPKpnJeBwUPbkk2ECC8CzezcF199AznvvNmi2lL+4mPwrriRgsRxZDIWwLvgCSWYmxuuuq3X5ExsMZL3wPGXPPY/thx/A70ek02G8+Wa0U05rlJteXdbxIbebkN/f4GM2F2KTCc34caiGDyMUCiFqQD9aYwg6HGEllf/EW1CIvEcPgsEA7moHQpGwzYgHmUpFasfOTLruJgJ+HxKpLC7ZJaFIhFQR+yZdqlAiFLZ9F8hdpdVhAuswRVY3H6w6yB2TuyJpxW6XRrWMOyd35YqReZTa3CilYkxqKalaeaKfJ0G9KKxy8vrSvXy+7hDeQJCJPVL51ynd6GBUHbd9+4mIWqpmfPZ4NpVvihofkz0GrbTuLFaZs4z7lt0XVuonEUp4YdwLDE0fikx0/AYlVo8Vu9eOAAFJsiTU0vr95hU7imPGfEEfDp/juK+trVBYXRgmsI5m/q75XNLzkjrNKzJUGYzMGMmKovDKHgEC7h16b5P37jUHbb/WJUEEArE4TGABBCorsS38Kerjvfv24S+LvNGqC/f2HeEC6yjM77yLrzz8eJK0NNIffohOP/5Ix++/o8OXX5A844KaEsRGoBw4MGZMmpeHsI4b5OYkFAziKy3FW1CAr7QsbMq5UKFocoFVcx4l1GFrL0lLxVpWyuov5/P54/fz1ZOPsmv1ChyWqia/tnghEouRyhVxK9+TqzUMOv2smPFBp59VpwhrCwSCQT5efTBmfMH6Q5irj73j3NKo5RLyDCqGdjDQJzOJtCRFQmA1AI8/gM3lwxeI7G1s7xRZXFz45io+WJWPyxcgEAzx09YSzpy9nHzziXOzHE+EAiGndjgVgzzyBlkj0XB+t/PrHHrrD/iZt2NemMCCGgFz66+3UuYsO67r8wf97DLv4rbfbuO0L05jypdTuHfZvRywHqjX81OUsStvRAIRSnHrzf7Hm8Lq6EPDATwBD25/3TNL9Qo9j418jJsH3IxOpkOAgH7Gfrx/2vv0MRzbubotkMhknSAEnU4Ixv4R9ZeXAT3rfTzP/v2xz2W3gycycyJUKhvkIlgX0txcZN264dm5MyKWcs/diBuQlWsq/JWV2H78kYrXXidQUYE4JQXjzTehmTABcRMZXERDZNCjPf10bF9/HRGT5OQQSk7m4wfuwGm11K4f2rmNzoOHM/GaG1HpdM12ra2JrB696Tx4OHvWhM+I6zF6HKkdOrXQVTUjIf7h+dQ2cXn9VFR7MTu8yCVC9CoZpia06m4r2N0+DlQ4mLt8PwVmJyfl6blwSA7ZyQrEohNj/3Xl3koKzK6IdYc3wGtL9vLImb2RS1pvJre1kqHO4P3T3mfOxjn8fOBnggQZlz2OWwfeekxb7gp3BR/v+DhqzB/ys7JoJdndsht9bYX2Qi7+4eJae/dgKMiSwiVsLN/IvKnzjnl9KcoUOmg7sN8WeQ80pcOUdpF9qS85mthtJgqxAoX42BuRJqWJq3tfzZmdzyQUCiEXydHJdXG8ypYlIbJOEIQqFUgktc5y/0SSnh51PeBw1GSsgkFEGg2iv2+45d1j1ziL9HoE8qa9iZGkpJD92quUvzwb67ffgs+HJCuL1PvurTPL1VwEHA4q33wT87vv1a75y8ooefDf+MvLMVx1Vb3dGY8XkUpFyv/dTsBiwbF0ae26tGNHsubMYdXvv4QJrMPsWbOSQVPPOmFFlkqXzMRrb+SkM85m+7IlCIQCeo4eT1JqWrsYciwSCpkxJIfv/yqJGj97YCYGddvuTams9vDOiv288ft+vH9najqZ1Lx2ycAT2unO5Qvw3eZi7v3ir9q19fkW3vvjAJ/NHE6/bF3LXVwz4fEF+HZz9FIngF93lvN/Ll9CZDWSHG0ODw1/iNsG3QYh0Eq1qKTH7rEJBAN1ltzVVa53LDx+D+9tey/q/CyLx8LPB37m8l6XIxTE3mQwKU3Mnjib2369jd2W3bXrY7LGcNug2+rthucJeKhwVWB2mRELxejlelKUKW0qC5+hziBHk0O+PT8idnH3iyOcFv1BP/6gP8IYRCQUHbfjY2slIbJOEMRGI7pzz8XyyScRMXm/flEdBr0HD1L61NNU//YbBIMoBvQn9f4HkHXriqxzJ8RpafhLIm/QjLNmNcrMoqFI0tNJe/ABjDfOAp8PgVKJpBnOWx8ClZWYP/gwaqzy9TdImjYNaVbzNcdKUlPJePJ/BCor8ZeVIUpORmQw4BGL2PzLjzGft3XpYrK6H/9MkbaKKkmHKklHZrf6Z3nbEt3SNIzpYmLp7vDy3vQkOZcNz23V/VjHIhgM8f1fxcz+bW/Y+t7yama8sYpvbx7VosOKfYEgwWAIWQvcxJfbPfz76y0R6x5/kDvnb+KT64ZhVNdvo6zK6cXpDSAS1PTItZUsmEgoQKeIvYmglYsRtqEb3mh4A17cfjdKsRKxqPlv95QSZYMtuOViOZ10nWrd6v7J4LTBjb4eu9fOqqLYhka/F/7OeV3PO2Z/Vo4mhzcnv0mluxKbx4ZRYSRZnkySrH6bb1aPle/2fccL616oFXwmhYlnxz5LH0OfFnmvGkOKMoXXJr3Gv5b+i62VW4Gakslzu57LxT0vrjUpsbgtHLAd4JMdn2DxWDgl7xSGpw8nXR19c7890TbeyQTHjVChwDTrBggEsHzxBfxtDKEaNYr0Rx9BbAhPcXuLijhw8SUEKipq11wbNnLwwgvp8OUXyDp3Jvfddzl05x24t9T8cQlkMgzXXVtjZtFM1tZChQJpZmR631tUhGvdOhyrViHr0BH1xIlI0tMQypqnTMhfUQmB6PajIY+HQFUVNKPIAhDrdIh1OmSdjpS6uc0VdTyjpgE1QfslRSPn6fP68ucBM++sOIDbF2Bavwym9s1o9Rbux6LM7ublxXuixiodXrYWWVtEZFVWe9hTVs37qw7i8Pg5Z0AmgzvoSW9GN8TdpXZ8gejFoLvLqrE4fccUWU6vnx3Fdh7/YRvrD1pIUki4ckQeFw7NIVXb+i2sxSIhlw7P46uN0bNZV47s0GbLSh1eBwXVBXyw7QMO2g7Sx9iHC7pdQKY6s85+qNaAQWHgrpPuYuaimRGxPG0enXWdG31siVCCTq6L2UtkkBuQCOv3+hgUhkaXBm4u38z//vxf2Fq5q5xrfrqGL8/8khxtw9yeG4LH78Ef8qMUK+OSNcvWZPPqxFdrBzPrZLqwwcxWj5W3trzFu1vfrX3OH0V/kK5K551T3iFTU3d5ZlsnIbJOIMQmE6n33I3hmqsJ2KsRqpSI9XpE2kinn+olS8IE1mFCPh8Vr71O+qOPIM3LJfuNNwhUVRF0exAlaRGbTM0mZGLh2b+fg5dcSqCysnat7IUXyH7lFZTDh0WYgjQFAkXdNxmCFn6NDqNQa+k+ciybF0XPZvUaM6GZryhBc5OilTO1bwaju5gIBEPo2sgw4mPh8Qcpr4496HxbkY1JPdOa8YrAXO3hqZ928umagtq1JTvL6WRS88HVQ5pN9AVDdXfbHSsO8FehlRlvruLwQ60uHy8s3s3q/ZW8fOFAjG1AoHQ0qrh2dAfeXBbeXzOqs5FJPdtm+ZI34GVp4VLuXnZ37dqm8k18uvNT5k6ey8DUli+nPxZ9TX15efzLPLnmSQrthYgFYibnTebWgbfWaTxxLJLkSVzV+yr+b8n/RY1f0vOSOi3H40GVu4rZG2ZHjXmDXn468BPX9r027uctc5Sxz7qPeTvnYfPamJAzgTFZY+JiN58sTyZZHt3ErNhRHCawjl6fu2Uu9wy+p8lf85YkIbJOMIRK5TFnYgXdbqp//S1m3Ll6NQG7HaFSWWsbHw9CoRABa818DXEj+4D8FgvFDzwYJrBqAn4Kb72Vjt99GzXzFW/Eej3ijAz8RZG7pNJOnRDrW0dzrFgqZciZ09m7bjWOKnNYrMvQkSSnt75ZYwmahqQ6SqfaIlKxEINKSqUj+viC7ulNOww1GvsrnWEC6zB7y6v55M98bp3QpVnK7bqmahAJBQSCkWIq16BEp6z7s1BZ7eGhb7YSTYut3GemoMrZJkRWskrKjeM6c/aATL7ZVITLG+D0vul0MKowaVp/Ni4a5a5yHvrjoYh1X9DH/Svu5/1T3z/mkNiWRi1VMzZ7LL0MvXD4HEiEEpLlyQ0uPYzGwJSBnNnpTL7eG24EdX3f68lLyjvu4x8LT8DDAduBmPGtlVsJBAOI4jgipNhRzNzNc/ls12e1a2tK1vDOlnd465S3yNXmxu1c/+TnAz/HjH2791tm9p1Jmrh5N7uak4TIShCBQCxGnBL7S1iUrKudgRUvfCUl2H/9DeuCz0EgRHfB+ahPPrnBA3oDFguudeuixkIuF979+5tFZElSU8meM5uDl19B0GarXRclJ5P14gutavhvUkoaFz32DDtW/s6ulcuRKhQMmnIWaZ27oUzStfTlJUjQKFI0cm4c15lHv4scHKpTSuid2bzmJaFQiHl/RjaIH2benwVcMiy3WUrtDs8Xe3JhuDurWCjgqel9STmGwKj2+NlRYo8ZX7m3kgE5jRvP0dzolFJ0Sik9M5rm82D32ql0VbKmZA3+kJ/BaYMxKUz17t9pKIfsh6IaO0CNs57FY2n1IuswJqUJE/G9VoPCwJ0n3cllPS9j+aHliIViRmWOwqQ0oZE2vRmOTCQjLymPbZXRBxr3NvaOq8CCmizW0QLrMKXOUt7c/CYPDnuwybJJLn+ke+dhfEEfoXbhYRubhMhKEIFALCb5oouwfvFl1Lj+6msieriOB19JCflXX4N375FG15ItW5D16EH2a682SGiFYrgnHiZYXd3o62wosu7d6fDll7g2b8KzaxfyHj1R9O6FJKP1ZYe0phQGTz2HPuNOQSgWIVOcOLM+ErRPREIB0/pncMji4t0/DtRmbXL0St64bBAZSc2bqQiFalz9YuEJBMLm6DUlKpmYC4fk0D9bx5zf9nDI4qZ/to4bxnQi13Dsv32RUIBEJIjZ15WslMb7ktskVo+VT3d+yssbXg5bv7D7hVzf93r0iviP8giG6p53dqz4iYBOrkMn19FV37XZz50sT+bmATdzw6IbImIykYzJuZPjej6n18nCAwtjxn/c/yM39LuhyXqjJudN5sPt0U3AxmaNRSNp3y6vCZGVoJagywUCIUK5DGlODqY776D8mWfDHqOdMgX1yBFxO2coFMK+aFGYwDqMZ/t2HCtXojvrrHofT6TRIk4xxRyuLOvafF+qAoEAaWYG0swMOO20ZjtvYxEIhSg07fsLL8GJhVEt445JXblseC6VDi9yiQiDStoixgxCoYBzB2Xx3eboFtSn9UpD1whxUlntoczu4UCFA5NGRmayol4mGjqllOGdjPTOTMLtC6KWi1BI6ndLYFBLmdYvgwXrD0XEhAIY3qn1ZOpbkv3W/RECC+CTHZ8wIn0EY3PGxv2cWZosJEIJvmDkhmOqMrVdzSBqq/Qx9uH+offz3LrnajM9qcpUnhnzDBnq+G7CegKeqJ+FwwRCAQKh2Js/x0uOJodRGaNYXrQ8bF0hVnDrwFuP6eTY1kmIrBOEUChE0OlEIBZHGFP4Sktxrl2H9YsFCCQSki+6CFmPHiRfcAGaCRNwrPiDoNuFeuRIxGlpiJPjVwYSsFhiZswALJ/NRzN+fFRzjmiIU1NIvf9+Dt16W0Qsafr0uGbgEiRI0PpRysTkysTkGo49o6ep6ZGuZWCOjvX5lrD1JIWEG8Z2bvBMpmKri9s/3ciqfUf6KVO1Mt6/agjd0ur3namRS2ho+5FCIub/JnVlfb6F/RVHZhoJBPD8+f1J0bb+fqymxuP38MG2D2LG526Zy4DUAXEvGzQqjPxr8L/4z+r/hK0LBUIeGfEIKYrWMebkRCZJlsQ5Xc7h5KyTMbtr5mQly5KbZE6WTCxjdOZoPt35adT4yVknN2k2yaAw8OjIR1l2aBnvb3ufam81ozJHcWXvK8lSN6/DckuQEFknAN6iIuyLFlG9aBGi5GT0l12GtGNHxMnJ+EpLKZh5PZ4dO2ofX71kKepxY0l79FFkHTog69Ah5rFDgQD+snJCPi8CqQxxapy/JASCmv/q/XABqhEjyHn3Hcqefhr39h2IU1MxXncdmsmTECW1/SGyCRIkaJukauW8cvEgfthSzAcrD+L0+jm1VxpXjepAjr5hJbpOr5+nFu4IE1gApTYPl7z1J9/cOJL0JnQrzExW8sm1w9hebGPJzjLSkhSc0iuVtCQ5Smni1sIX9FHuil5RAWB2m+vMMDQWuVjO6R1Op2tyV+ZunktBdQE99T25ps815Ghz2tSw2/aMVCQlQ50R98zVP1FKlORqcxmZMZIVRSvCYmqJmpsG3ESy4vg2zq0eK+WuctaVrEMikjAodRBGhRGVpGZjy6Q0cU6XcxiTNYZAKECSNKldOwoeTeKbsJ3jzc/n4MWX4C8/8mVv/+ln9FdegWHmTGw/LgwTWIep/m0Jnh07kJhiN536KyqxfPEF5rffJmCxIDIaMd10I5rJk+vtOCjS6dCddx4ljzwSNa674HxEDSxhE2k0qIYNI3vuXEJuD4iEiE2mxI9LggQJWpy0JDlXjsjjjL4ZBEMhkpVSpOKGOwpWVHv4dlP00sNyu4d8s7NJRRbU/FvSkuSM6946siNmhwe7249QIMCglrao2FOIFYzKGMWGsg1R40PShjRZBkEr0zIodRDdxnTDE/CglChRiNv23LsEjSdFmcKdJ93JyOKRfLP3G6q91QxJG8LFPS8mU3V8vVhml5nZG2czf9f82jUBAu486U7O6nwWWtmRjHpj54q1ZRIiqx0TdDopf/nlMIF1GPM775I0bRrWL76I+fyqjz5COXgIQnnkjkOgupry2bOxzJt3ZK2igpKHH8FvNmO4+up6zcsSCASox41F9skneHbtCovJ+/RBNXToMY8Ri4aWNTptVjxOBwJBTW+STNny5UUJEiRofwgEguMedOvyBvFHsWA/TIktusNce8TtC7C1yMa/v97C1iIbYqGA03qncdep3cluYIYwXoiEIqZ0nMJ7297D5rWFxWQiGVf0uqLJd/PVUjVq2nfPS4Jjo5Qo6ZzcGbVUzciMkQRDQdQSNWnq47dOX1e2LkxgAYQI8fTapxmYOpDest64fC4q3ZXsNO/EG/TSQ98Dg8LQLG6OLU1CZLVjAlYrth9ju8rYFi1G2qlThLg5TMjngxhORAGzGctnkZagAJVvvEnStGlIs+pXbytJSyP7jddxLF9B1fz5CIQCdDMuRDVsaIMt3BuD3+el/MB+Fr31CmX794JAQF6/gYy74jr06e17GnmCBAnaJiqZCLVMTLXHHzUW3xluAAEAAElEQVTe0XjibBLtKavm/NdX1jpI+oMhvt1czIYCC5/NHN5sQ57/SaY6k/dPe5///fk/VhWvAqCfsR/3D7s/LkNgEyRoCGmq+M6jsrgtvPXXWzHjH23/iPuG3sfi/MU88scj+EM131UCBFzZ+0qu6HVFzCHG7YWEyGrPhEIQqMM1xudDNXIE9h9/jBpOmn4uQkX0HydfSSkEowuwkNtdM1S4niILaoSW7tzpaCZNBIGgXkYXIb+foNeLUCZDIGr8XAlLcTHzHrqbYODvm5VQiAMb1zHv33dx8X+eI8nU9EIvQYIECRpCqlbGDWM78vRPkZtk/bOT6uUw2B6wuXw8uXBH1MHKhVUu1udXtZjIEggEdNJ14tkxz2L1WgmFQmil2oTDXyMIBAO4A25kIhliYeLWtTXgC/qodFfGjJc5yzC7zDy44sGw9RAh3t7yNgNSBjA2e2wTX2XLkviktmOEGg2qMWNwLFkSNa6ZNBGRwYA4JQV/WVlYTNa9O8pBA2MfW1V3CUZ9SgWjUR9jioDLhf/QIao+mYdnzx4UffuSNP0cJJmZCCWSBp3P63axcsHHRwTWUbhsVvatX8OAU6Y26JgJEiRI0NRIRCJmDM4hFIJXl+zF4Q0gFMApvdJ4cGpPjMdZjthWcHj8/LnfHDP+89YSpvZt2dmEWpk2rDelPeDxe6hwV2BxW5CJZOjl+iaZ++UP+imqLuKbvd+wvmw9OZocLux+IVnqLFTS1p2trfZWY3abKaouQiVRYVKaSFGmIBQ0vAezNaKWqhmcOphv930bNT4qcxS/5v8a8/lvbH6DAaYBJMnbryFZQmS1Y0QaDal33smBNX8SdDjDYppTTkGSmYlYryf3k4+xfP45tu++RyAWo5txAdpTTqmzVE9sNCJOT8dfHNl4LeveHVFy/L9soaaE0blyJYU33VybSXOuXo35vffIeeedOoVhNLxOJ4Xbt8aM71u/hj7jJyOWJIZrJkgQbzz+AGU2D9UePwqJCINaikbesI2S9kqZ3U1hlYs9ZdVk6RTkGVURGRmDWsZ1J3fk7AGZ2P9+DfWqE+s1FAoF6FVSiq3Re9AyG5nFCoVCFDuK2VqxlT2WPXTXd6eHoUfcS67aIlXuKj7f9TlvbH4Dd6Dmde+a3JWnT36ajrqOcT3XTvNOrvzpytp5UmtK1rBg9wL+O+q/TMydiFzc/DPvDlPuLCcQCiAVSdHLw+95Kl2VvLbpNT7d+SkharKsBrmBl8a/RC9DL0TCxlffePweJCJJi4s1hVjB1X2uZuGBhRFOmUmyJCblTuKRldFNzaAm0+UNepv6MlsUQai5Rsy3UWw2G0lJSVitVrT1nNXUmggFAvgKC6l87z0cS39HlJSE/qorUQ0bhthoPPI4vx9/VRUCoRCRXl8vJz739h0cvPxygrYjTb3iFBM5776HrGNs2/fjwVdUxL5pZxKsro6ISTIzyP3kEyQp9Xe6ctqszH/0PioKDkaN95lwChOvnoXwOMoREyRIEEm53cM7K/bz1vL9ePxBBAKY1COVh6f1arHyrsOYHV4CwSBJCglScfP/7RdWObnq3TXsKj3yPWdSy/jwmqF0S4t/s7jPH6wZaFzpwOkN0DlFjVElRaOILdZKrC4KzC4KqpzkGlRkJytIaYEhz8FgiHf/OMCj322LGv/59pPpmtrw12yHeQdX/3R1mGmFQW7g7VPejruQaEuEQiEW7F4Q9ebZIDfwyemfkK5Oj8u5Kl2VXP3z1ey17I2ISYVSvjnrGzI1zd83Xemq5PfC33l98+sUVRfRWdeZ2wfdTj9TP7QyLcFQkI+3f8yTa56MeK5CrODLaV82+LqDoSBF1UUsOriIP0v+JE+bx/Su08lQZ7Soc6Qv4GNn1U4eW/UY2ypr/gaHpw/nniH3kKvN5a0tb0UdyA0wIWcCT4x6otbqvS1RX22QEFnHoK2LrMMEPR4CNhsCsThuw4RDoRC+4mLcW7fi2bMXec8eyLt2Q5LedDt9zg0bOXjhhTHjHb7+Cnm3bg065vZlS/hh9jNRY5f+70VSOnRq0PESJEhQN15/gJcW72H2b3siYv2zk5h7+WCM6uYvdyuzuVm2u4K3lu/H7vExoXsqV4zMIydZiVDYPCMgrC4fN328nmW7KyJi6Ulyvpw1krSk+IkZjy/Aqn2VzPpoPQ5vTQ+vQACXD8/j5vGdMUR5H/aVV3PpW39yyOKqXetoVPHuVUMaPO8rHpTZ3dyz4C9+3XGk7F0ggP+e3YepfdNRNzCzV+Ys45IfLqHYEVmp0VnXmbmT556QdtQApc5SLvr+IsqcZVHjL417iXE54+Jyrr2WvZz19Vkx469NfI2RmSPjcq76Uu2t5pVNr0QdNP3YyMc4o+MZVLgquOC7C2L2Kz0x8gmmdZ7WoPPuNO/k8oWX4/AdNfwbAc+MeYax2WORilq22qbKXYXNa0MoEKKT6WqdAwvthZz37XlU+8I3xkUCEZ9O/ZRu+obdr7UW6qsNEuWCJwhCmQxhHTOvGoNAIECakYE0I4PQhAn4KyoIOV14i4uRmEwIxPH/eIWi9E6Fx+sw+ohBTt/+9Bozga1LFx9ZFAgYd8V1JKW2rdIQr9uNu7pm51WmVCNTtox9cYIEdVFm8/DW8v1RYxsLrJTa3M0usirsHu5asJklO4+MvHj3jwMsWFfI1zeNpKOpeaywzQ5vVIEFUGx1U2Jzx1VkFVndXP3e2jA7+FCo5t/eJzOJ6YPCDYzK7G6ufX9tmMAC2Ffh4LZPNzD3ssHoVc17w5eikfP0uX0psrhYvqcCrVzCyM5GTBoZKlnDf4cqXZVRBRbAHsseqtxVrV5kVXurqXRXst+6H4VYQbYmG5PChER0fKWk3oA3psAC2G7eHjeRFYzhbnwYf7Du+4GmwOw289H2j6LGnl7zNEPThxIMBes0hNhjidxcOtY5719+f5jAghoDifuW38fXZ31Npjp+Gb1gKEixo5i1JWv5q+Iveuh7MDR9KOmq9KhljsFgkCRpUlSnwAx1Bu+d9h4PrniwNtOVq83l38P+TZ42L27X3FpJiKwEx43fbMb2/Q9UvPoqAbMZoVaL4cor0J13XlhJYjyQpKUhkEoJeSPreEXJyfUegnw0qiQdYy69mkFTz6Zw21+IpTKyevRGpUtGGsNdsTVSVVLEinkfsGv1CkKhEB36D2LMJVeRnJGJ8Djqv6MR8PtxVJmxlBbjc7vRZ2ajTNIlRF2CelHt9ePyxd4QOVjppFdG8zZDH6h0hAmsw9g9fp79eRdPndu3UTfsDcXlrfvG0ezwxPV8328uijlv6+Vfd3NyVyMmzRFRV1ntZW+5I+rj1x+0YHZ4m11kQU1/mkEto0+W7riPdbj/JxaH+5BaK2a3mXe2vMN7W9+r7QdSiBU8ffLTDEsfdlzzuaRCKcmyZKo8VVHjnXTxq/xIkiWRrkqPKnhFAhEdk5q/bLPAXhBT/Nm8NqweKwa5gUx1JoeqD0V9XF9T3wad0+KxsLNqZ9SYJ+DhgPVAXEXW7qrdXLnwSuw+e+2aUqzkrVPeopehV207SaWrkn2WfczfPZ9AMMD0LtPpktwFk/LIhr5QIKRrcldem/gaVo+VYCiIVqbFqIjvvWFrJSGyEoTht1oJ2u01Nuo6HSJV3bWyQbcb80cfUzlnzpE1m43yF1/CV1RMyt13IVLHbwdYbDSSctddlD7+eEQs7ZGHETcyW6fQaFFotJhy8o7zClsGW3kZ8/59F06rpXZt/4a1FG7fyqVPvkRyWnxq5AH8Xi8FWzfz7fP/w+f5+2ZDIGDglDMZetZ5KLXt1ymoMdQI0kq8bjdiqQxVkg6JvOWatVsDCokIkVAQ1XYbIK0Fenu+2xw9cwHw09YSHji9R7OILK1cgkIiiilCs5Pju5Gxq9QeM1ZkcUcIMLvbF+PRNTiPIRLbAiaFCaFAGPVm+rDIaM2sLlrNu1vfDVtz+V3c+tutfHXmV+Ql5TX62EaFkav7XM0zayNL7DUSDX2MfRp97H+SokzhkRGPcP2i6yPei1n9Z0WYTTQHSkndf38SoQST0sQtA27h7mV3R8T1cj29jL0adM5gjHE5h/EE4rfxUu4s5/Ylt4cJLACn38ltv93Gx1M+JkWVQoWrgsdWPsavBUfcA38++DND0obw39H/JUUZ3hufLE9u9zOxotE+fCQTHDchvx/39h0U3ngTeydOYu+kyRTddTeeAwfqfJ6/ogLzm29GjVk+/xx/ZeyUeWMQyuUknTGVnPfeRTlkMOK0NFRjxpA3/zNUI0ce17ystkooFGLXn3+ECazD+Nwu1v/4NX5f/Bx8bBXlfPnUo0cEVs1FsP77rziwaX3czlMfgsEA9spySvftoXTfHmwV5QQbUTLaVDitFv78ej7v3nkT7915I+/cPpNFb7+K3Ry9HOxEwaiWMbVPdOGfqVOQoVPgCwQ5VOViQ34V6w6aKaxy4vU33XsrFcf+ORSLBNA8LVmYNDWOgdEY3y0l7tbsIzrF3lHuka5BLgn/TjXVUcYpEQnQ1WGW0VbQK/TM6DYjauzqPle36l34Slclr21+LWosEArEtNuuLyKhiKkdpzKj+4wwd7tUZSpvn/I26ar4begBDEgZwKdTP2VCzgTSVekMShnE65Ne5/yu54dZuAdDQUodpey37udQ9SE8/vhmfA+TpkpDK43eg9MtuVutAB+RMYK7B98dZurQXd+dd055p8GvkVamJVUZ3e1ZKBDSWde5QceriypPFQX2gqixUmdpbRnklootYQLrMH+W/Fk7eDtBIpOV4G+8+fkcmDGDkOfvL6ZgkOrFi3Ft2EDe/M+QZkZPRQes1qilewCEQvjLypHl5sb1WkVJSaiGDkXeowchtxuBUhnXbFm8Cfh8eJwOhGIJ8mNkBhuD1+Viz5qVMeP7N6xl2NkXINbFp4Rnxx9LCcXYWVu1YB65ffqj0jX9jpXP4yF/y0Z+evVFXPaaPjS5WsMp199KTp/+SFs4W+T3ednw0/esWvBJ7VowEGDb0sVUmys5/Za7ULZhM53jQSUTc8+U7pTZ3azcd2TGUVaygnevHIxWIWbx9lLunL+Zak9NZkQhEfHomb04tXdak1iUn9E3nTd+3xc1ds6ALJKVzVMCJ5OIuGx4LnKJkFeX7MXm9iMTCzl3UBa3TOgS9+sY1cWITinB4ozMUN0zpUfE+QxqGWf0S+fbTZGZv4uH5rSL+VwqiYrr+l5HpjqTuX/NpcpThVFhZFa/WUzMnXhc5XZNjT/op8RREjO+z7KPYDCIUNj4PXaDwsCtA27l0h6XUu4sRyFRYJQbSVHV39m3vsjFcrrru/PEqCdw+pzIRLKImWMWj4XFBxfz8oaXqXRXIhVKObPzmczsNzOmOGksJoWJF8e9yMxfZobZjyfJkvjfyf+rnRWmk+u4oNsFjM8Zj9VjRSqSkixPblT2LUWZwkPDH+LGxTfWln8e5qpeV8U1o+cN1L0h6wl4cPqcMfvSAD7a/hEnZ56cGLpNQmQlAIIuFxVvzj0isI4iYDZT/euvJF9ySVRb92MNHRY2gag4jEirhVZ8kxoKBrGWlbLx5+/Zv3EdCrWGk6ZNJ6NLN5RJuridRyQWodDEfh3kak3cLOhDoRCVhdF3uQDslRXNlkmylBTx9dNPEDqqjMRdbefrZ5+ocYXMa1mbZUdVFWu//SJqLP+vjTgtVSesyAJIT1Iw5+KBlNs9FJhdGDVS0pMUpGrl7Ci2ccNH6zna+9blC/CvzzfTOUXNgJz4i/isZCWXDMvlw1Xh4xzSk+TcMLZTREanKTGoZVw7uiPT+mXi8vmRiUWYNLImuYZMnYL5M4fzf59t4q9DVqAmW/XQtJ70zoj8fGoVEh48vScGlYxP/szH4w+ilIq4amQel4/ogFLaPm4rDAoDF/e4mMl5k/EFfUiFUlKUKfUab9KSHBYl68uiVxUMTht8XALrMGqpGrVUTY4257iPVR9UElVUq+9AMMDPB37msVWP1a55g17m75rPfut+nh3zbFyHJIuFYvqZ+vHVWV+xtGApuy27GZgykMFpgyMyVBKRhAx1Bhnq4x+GPShtEB+f/jGzN8xmW+U20lRpzOw3k4EpA1FL47fJnCxPRi6SR+07FAvFGBVGAsEAbn/svkRPwEMg1HoqSlqS9vFtmOC4CNjtOFfGzoTYf/0N3fTpCKKYGoj0euQ9e+LeFjmjRJKZgdjQuh2YmhJzUSEfP3AHXteRJupDT2+j19hJjLnkyjqFUUMQS2UMPO1M9vwZ/T0cfMY5cTuXQCAgp1dfdq1cFjVuyu2AWNr0O/5+r5e1338VJrBqCYVY880CJs+8BckxNgGaEq/Lid8bu2TFWlaCMSe+Wd62hl4lQ6+S0S3tyOfT6w/y1vL9xBouMvvXPbx04YCw/qhyu5vKai8efxC9StooQZKskvJ/k7owtW867644gNXl4/S+6YzrlkJmcvMb4IhFwmY5r0AgoEuqhveuGkyVw4fv7/lgqRp5TNv6FK2ce07rztWjOuDyBVBKRaRoZC0yU6wpEQlFbW74cJIsiVsH3srlCy+PiGmlWsZkjWmBq2o6ylxlMecwrS1dS6mzNK4iC2rEU7Ymm0t6XhLX49aFUqykt7E3T495GqfPWZsZizdGuZEb+t3A8+ufj4hd0+caDAoDcpGc0zuezsbyjVGPcWruqehkurhfW1skIbISIJBIEOl0+EuilxiIjUaQRC/PEev1ZDz3LPmXX4G/tLR2XaTTkfXKK0hS418+0BbwOB0s+eCtMIF1mK1LfmHgaWfETfgAGLNzGHT6Waz7/quw9W7DR5PVo3fczgOQ128gcpUatyNyIPTJF10R139XLHweNxUHo1uAA1QUHMTncbeoyBJLZTXDemKohXhmM9sTLl+APWWRn63D7K9w4PIGakXWrhI7N3y0rtbxTioScv2YTlw+IjfqjKe60KtkDOsoY0C2Dn8w1CxGF62Fw4K3vsglIrJbYCZWgmPTVd+V58c+zxOrn6DCVdP/ebjkLh5ZldaEw+fA4rHEjO+x7KGHoUfzXVATo5FqamdQNQUysYxzupxDujqdlze8TIG9gEx1JrP6zWJU1qjawcdjs8fy3tb3KKwuDHu+SWFiWudpUa3eT0ROnF+QBDERJydjuOZqiu78V9S4/pKLEcYQWQCyvDzyPp2HZ88e3Dt2IuvYEXn37oibcChxa8ftcNRpArFv/Zq4lrMpNFqGnnMBvcZOZM+aVQQDfjqdNAyt0VQvtz+/z4unuhqBSHTMx2tNKVzwyJP8OOc5yvbvBWoEw/irrsfUTCV6EpkMQ3YuZQei99DoM7ORyFq2J0uZlETHgYPZt+7PiJjGYEJtaL3N8y2JQiKkd4aWDQWWqPEe6VqU0pof8EMWJzPeXIXZcaSPwBsI8tKvu0lPkjNjSHajyrtkEhGtt+smQYK6UUvUTMiZQB9jH2xeGyKhiGRZ+3R3k4lkMZ0ggeM2KbG4LZjdZqrcVSTJk9DL9S3iahgvzG4zbr8bkUCEQWFALIyUATq5jtM6nMbg1MH4gj7EQnGYLTuATCjjqZOf4tt93/LLwV8IhoKMyx7HpT0vJUVxYm6uRyMhshIAoBo+HO3Uqdi++y5s3XjLLUjz8o75fElaGpK0NNSjRjXRFUbiqDJTVVJE0c4daIxGMrr2QK03IGqCIciNQYAgokm1NhajDOd4UKg1KNSaBtnQh4JBLGWlrP/hK/atX4NUrmDg6WfSof9JqJOj/5AIBAKM2blMv+9RXHYbwUAAuUqNOlmPIA61/vVBLJVx0tSz2b58SWSmSCBgyJnntmgWC0CmVDHhquupNpsp239k+KQ62cA59z6CRn/iltLWhVQs4vKReXyypiDCPlwggFnjOqH8O8P0V6E1TGAdzfOLdjGue0pcB/cmSNCUHK8hxdEIBAJSVamkquJr/NDa0Mv1TMqZxE8Hf4qIaaXa4xp4W+Io4YHlD7C6ZHXtWh9jH54Z80ybywg6fA62VGzhqTVPsatqFxqJhot7Xsz5Xc+PEFCHMSpjC9QlhUt4eOXDjM4czcy+MxEKhKwqXsVF313E59M+J1ub3VT/lDaFIBSKVfmeAMBms5GUlITVakXbzpvU/VVV+EtKqV62DIFMimrkSLxSKZXmMpRJyaiT9c3iGlcfbBXlfPnkI1TkH6hdE0kknHPPw2R074W4hYWWx+lk4SvPsWdNdCvTy56eXacYcliqsFeUU3moAI3BSHJaBmqDMe5N1+aiQ3x8///hcYYPF83tO4DTbvy/VvF+e10uvG4XYqkszJ3R63ZzcNN6fnrtxdrrlylVTJp5Mx36D0Iqbx2DpB2WKuzmSixFh1AbDCSlpKFp4iyW31fjFCeuIwPdmvH4Aqw9WMXtn26kzF7T12ZQSXlyel9GdDbUmis8+/NOXv51T8zj/H7XOHISJW0JWjG+gI9iRzEL9y9ku3k7/Uz9mJBbY1ceLcuQIJJiRzE3L745bGCvWqLmjUlv0NPQs1GlazaPjXuX3cvvh36PiPUx9mH2hNltKqO1rHAZsxbPilgfnj6c/43+X4P61sqd5Vz646Uxhy3fPfjuZu1Xawnqqw0Sf8EJahEnJyNOTkbeozvVVWa+ev5JDu3cWhvXZ2Zz9t3/Rpca3zkYDcXncbN83vthAgtqrNK/fPJRrnj2FZJSWnb3TqZUMvqiKyncvhV3dfhQvwFTpqGuI4thqyjn62eeCMt+KLRJnPfA4xhz8uImtLxuNyvnfxQhsAAObt5AVXFRi4osr9uNuaiAVZ/Po+zgPpJS0xgx/UJMeR2Rq9RI5XI6DhrCZU/PrpkRFgqh1OlQJRsQtaJ5aSpdMipdMmkd4zfLJBbVVWbKDuxl86KFAPSdeCopeZ1iZiVbKzKJiBGdDHxz0yjMDg/BUI3IStWGmzF0T4vdm2BSy5CKWrcTXIITm0AwwKbyTVz3y3X4gjUbI4vyF/HKpld465S36GPsQ4WrAqunxvVRJ9NhUCQy4P8kXZXOa5Ne45D9ENvN20lXpdMluQupytRG9waZ3eaoAgvgr4q/MLvNbUZklTvL+e+f/40aW1m8khJnSYNEViAUoKi6KGZ8t2V3g6+xvZIQWQkicDuq+em1F8MEFoD5UAFfP/045z7weIvefDutVnb+Ef3Lz+/1ULp/b4uLLIDk9Awu+e8LbF/+G3vX/YlSk8SgqWdhzOmAQh395tDjdPLbu2+ECSwAl83K5088yCX/fSFuWRCPo5rdf/4RM759xRKyejRsMn28CAWD5G/ZxNfPPF5bDmivKOezrX8x7orr6DP+FCQyGSKxGK3RhNYYvdzhRKK6yswPLz9DwdbNtWt7164mu1dfptx8Z5sTWgKBgLQkeZ3lfv2zdSQpJFhdkTOebhrfmRRNolQwQeul3FXO/y35v1qBdRiX38VdS+/i5fEvc/uS2zlgOwBAB20HHhv1GD31PZGI2maWuqkwKowYFUb6pfSLy/EcvsjNx6OxeWxxOU9z4PA5Yg4YBthYtpGehp71Pp5EKKGzrnNMMTUoZVCDr7G90jwNFAnaFE6blQMb10WNVRQcrMkatCABv6/OWUxOS1UzXk1svC4nHpcDiUxB7zET6X/aGejSMuqcjeSyWdm7dnXUmNNqwVpWGjXWWISi2PssYknzDF+NRnWVmV/eeDmqM9/vH76N09o63uPWROG2LWEC6zAFWzdTuH1LC1xR05OhUzDvumFkHWV1LhYKmHlyR6b2TY9pQZ6g9WKrdLFzdQlLP9nJlqWFWCtcBALRTQ3aOhWuCqo80b/LCqsLybfn1wosgP22/Vy58MqYZVoJ4odGqkFA7O+PtmRRLhFKEAliZ/QaaohiUBi4bdBtUWNJsiROSjupQcdrzyQyWQki8EWxHYeanidTbgcC/shd43jhcTlxWa1UHipAJJGQnJ6BWqdHdFRviVSuQGMwYa8sj3qMtE5dmuz66ovX7WbHH7+z6M05YesKjZYZjz6FPiMr6vN8Xk/02U9/44ijuFBotfQaM4GNP38fNd5j9Li4nauhuOy2mGI+4PdjLS8jKeXEda/8J25HNRt++jZmfMPCb2ut99sSHn8AoUCARBR9P1AgENAjXcuCG0ZQ6fDi9gUwqqQY1bJac4wEbYfKomq+fHY9Hoe/dk0kEXLmrf1J7ZjU7kTzPzNY/8Qf9Ees+YI+Pt7+MXcOvhOpqOU2wto7ermeU/JOYeGBhRGxoWlD4z57qylJliczKXdS1H+LWCimj7FPg4/Z39SfR0Y8wrNrn8XmrcnqdU3uypOjn4wYynwik/gVShCBTKVCKBIdyRYJBAw96zzSOnWlaNd2Dm7eiEgiRa03xCx7awxOu40NP3zN6i/n1woNsVTGaTf9Hx36D6q15FbrDYy57Gq+e/5/EcfI7N4Tranl7UOdlioWz301Yt1lt7H47dc44/Z7ot7wyhRKpApF1PlaAPr0zLhdo1gi5aRp09m3YQ228rKwWL9JU9AaW+51PJZLobAV9VzFk4DfT7W5goJtW6gqPkRmt56Ycjscs0Q0FAwS8MW+YQv4fISCbScbUGJ1sfZgFV+sP4RCKuLSobl0SVXHnHuVqpWTqk2UBrZlnHYvv7y1NUxgAQR8QX549S/Ov38wGn37eo9NChMSoSSq2FJLYm+IbCzfWDuQNkHToJaq+dfgfyFAwE8Hf6q1iB+bNZb7h93fpjJZSomS2wfdzrbKbeTb82vXRQIRz499Pqa7YF1oZVrO7HQmwzOGY/VYkQglJMuS25T4bA4SIitBBMokHb3GTuSvxTWWqGMuuZqyA3tZ/eVntY9ZPu99Bk45k6Fnn1+vOUz1oWjndlZ98WnYmt/r4dvn/8cVz8zBkJVTu57bpz/T7rifpR/MxVpWilgqo8/4yQw+c3qrGPJ6aOe2mBmp/L824rbbo4osVbKeIWedz/JP3ouIZffqgyrOfTVJphQuePhJDmxaz84/fkemVDHgtGkYs7JRtKCbpkKtRWtKxVYeWR4pkSvQGtpfD1YwEKBkzy4+f+JB/F5P7brGYOK8f/+H5LTYu4NylZruo8ZSui+6016P0eOQx3FDpCkptrq48p017Cg5Yhjz/eZipg/M5N4pPTA2cMBwgraBu9pH5aHofTBuhw+HxdPuRJZRYeSmATfx/LrnI2Kz+s9iwe4FUZ+Xqc5EJk78HTQ1KcoU/j3839w04CbsXjsqiQqDwtCkw4Cbigx1Bu+c+g67zLtYXbKadFU6ozJHkaJMQSaK/Vkqc5bh9ruRCCUYFcawXkCRUES6Kj2RuaqDhMhKEIFUrmDE+ZcgFAo5uHkTMqWC7ct+i3jc+h++ptOgIeT0Dm80DQQCuGwWQiFQaDT16u1x2W2s/Pzj6MFQiM2//sTYS66uzXDIVWq6DBlOepdu+DxuRGIxyiRdo/uIqqsqcdnthIJBFBrtcc98Cviiz+45TCwBJhKL6TN+MkKRiNVfforH4UAoEtNj9BhGnn9p3ATt0WiNJvpOOIXuI8cgFIlahe23Wq9nys13MP+x+8MzNAIBp826Pe5iszVQXWXmyycfCRNYAPbKcn5542Wm3XFfzHI/gVBI16Ej2fDjtxHCVGtKpcuQEXG3/28KAoEgn68tDBNYh1mw/hAXDM5OiKx2SsBXd6bV54ndh9tWkYvlnNP5HDomdWTOxjnk2/LpqOvILQNuQS/X89Sap6I+74reV6AQt9yICpvXhtvvRiFSoJG1PcHRENRSNWpp2yqzjkWKMoUUZQqjso49z9TqsbLi0AqeX/88JY4SFGIFM7rN4NKelzYq83WikhBZCaKi1iUz5tKrcdpsLJzzXMzHrf32S9I6d0Mqr9lhtFWUs3nRj2xZsoig30+34aMZNPVsdKl1988EfD7sFdF7rACqDh0iEPAjFoaLqON1TAv4/ZTu28MPs5/BWloC1GTyJl13Mzm9+9X+uxpKRrfYTj3GnDxkSlXMuFKbxMApZ9Jt+Ch8bjciiRSVTldbLtlUNPbf2lSkderK5U/P5q9ff6F4z04MmVn0P2UqSSmprWbg9D9xWMwEAwFEYkmDM6qWkqKodvpQY17hslnr7KnSGk1c8NB/+eu3n9m6dDEAvcZMoM/4yW3GfbHC4eWTP/Njxj9anc+g3GREzTT0OkHzIVdLkMpFeN2RYkogAK2hdX0/xQudXMfY7LH0NfbFG/QiF8nRyXXYPDbuGnwXz659lkCo5jURC8T8a/C/6KDt0CLXavPY2FW1izkb53DQdpBOuk7M6j+LLrou7UaItHUCwQBlzjIO2g5idpvprOuMSWlqkLlFIBhgcf5iHvrjodo1l9/FO1vfYa9lL4+PerzBZhknKq3zTiVBq0AikyOReXBVR+4qH8Zpt/5thCHHXlnB/Mfux1JyZH7Cxp+/Z+fKZVz8n+fqNCqQyOWkdOjEwc0bosazevZuErc7W3kpnz16b1i2xGm18PUzj3Pxf54jrWPjTDTUyXp6j5vElt9+CVsXikRMvGbWMW/ARSJRi/ZEtQZEYjHJ6ZmMmnEpfq8XkVSCqA43xJbEabNycPMG/vjsIyxlJegzshh94WVk9uhd775Ft6O6zri/jp6rw2hNKQybfiH9Jk0BauartaaZYcciFAJvHU5yLm+AYAjazr8oQX1RJkkZfk5nln68MyLWd1w2Ck377j/6Zy+LVqZletfpjM0eyx7LHgQI6KzrjEFhaJEsljfg5eeDP/PIykdq18pd5awqXsV/R/2XU/NORdxKv59PFPxBP1srtjJr8axaMwqAkRkjeXTko6Qo63dPUe4q54V1L0SN/X7od8qd5QmRVU8S24EJ6kSmVJHXb2DMeMcBg5EplAAc/GtDmMA6jMtuY9MvCwn4I52Sjj7PyAsurdmy/AcSuYKuw46d3m4owUCALUsWRTcMCIVY+fk8vC5no44tV2sYfeHlTLn5TozZuSi0SXQePJxL/vsCqc0wlLY9IRSJkCoUrVZgeT1uNi78jh9efgZLaTGEQjUz5Z55gh3Ll9RpSHE0hsycmDGFRotMFTv7eTQikQh1sh51sr5JBFYwGMBeWUHx7p3kb92MpbQ4plFLQ0lWSTitd+zNmPNOyo7pNJigbSMSCek8KIXTru9DclrNb4o6WcbYS7ox6LRcpIrW+ffflCjFSrI12YzLHsfY7LFkabJarEywwlURs3zxP6v/Q7krdiVKguahzFnGdb9cFyawAFYUreDdLe/iDdS0MXj8Hg7ZD7G1Yiu7q3ZT6aoMe3y1tzrmaAEBAiweC0XVRey17KWoughfoOkcp9s6J963VoIGIRKL6T9pCn8tXhhxIyVXqek1ZjxCkQivy8X2ZUtiHmfX6uUMnDKtzvI+Q1YOZ/3rQRbNnUO1ueaP3piTx6mzbiepCRwD/V4vxbt3xIyXH9iH1+1G+reIbCjKJB09Ro0lt09/goEA0r+dAxO0L5wWC6u/+ixqbNkn79Np0NCYjpfVVWZ8HjdCkRiFRkO3ESdHHbQ9+qIrWsUw4YDfT/HunXzz7BO47DU/5AKhkCFnnsvAKWced8+gTCzimtEd+XZzMRZn+A93n0wtfbLi35OYoPUgV0no2N9EWsckAv4gQqEAZZK0TfQTtncqXBW4/NE3U+w+O2a3mXR1wgChJdlWuQ2nP/rG8Oe7P+eSnpegECv4bOdnvLH5DbzBGtHVIakDz415js7JNRvAUpEUAQJChM+pFAqEPDriUVYcWsEnOz/B5XehECu4uPvFXNzzYoyKul1wT0QSIivBMUlKSeXCx59l6ftzObB5AwIEdBg4mDEXX4HWlArU3GiJZbEb0iVSGcJj9FFI5XI6DhzMRU88h7vajlAoRKHRNplboEgqQZ+RRcHWv6LGk1LTEEuPv0SlNbgdJmg6HFXmmMOxfW4XLrstQmS5HQ4Kt29h6ftzsZQWI5ZI6TV2IqMvuhxjdg7rvvsKt6MaXWo6oy++guxefREKW75Izl5ZzudPPBCWnQsFg6z+8jMMWTn0GDX2uM+Ro1fyzY0jeWv5fn7cUoJcIuKSYTlM65dJWsKm/YRAqW3fpYFtkbqG2UKN01yClqWwujBm7LBA/q3gN2ZvnB0W22/dz5U/XclnUz8jXZ2OXq7n5MyTWXpoadjjzu16Ln+W/Mk3e78JO+7cLXOxeC3cedKdqCT1q7g4UUiIrATHRCAUYszK4fTb7sZTXQ0CkKs0hEJBLKXFBP1+pEoVQ886j33r/ox6jP6nTK2X2BAIBGj0BjR6Q5z/FZGIRGL6nzKVTYsW1jSD/IPh02e0ueGtCZof0TGEuDCKSUfh9i18/fRjtf/v93nZ9MsPlOzbwzn3PESvMRNrDDQkUtTJraf2fe+6P2OWP/4x/2NyevdDpTu+6xUIBOQYVNx/ek9mjeuMUAAGlazdDaJNkKAtYVAY0Ml0WDyWiJhJYSJZ1nq+p5oDm8eGL+hDI9W0mnllvQ29Y8ZSlakEQgFe2fhK1LjFY2FLxRbS1emopWruHXovBxYd4KDtYO1jxmSN4ZZfb4n6/C92f8GVva5MiKx/kBBZCeqNXKlC/rcrXlVJMYvmziH/r40AaAxGxl1xHeOvuoFf3w4fwpvZvSedThrS3JdbL5JSUpl2+738OOc5fB43UFMiOfqiK0nJ69TCV5egLaBK0qFM0uG0WiJiyekZKP8xb6y6ysyS99+MeqzSvbuoKikis2uPprjU46b8wL6YMWtpScyMXmOQioWJAcMJErQSTAoTT538FLMWzcIfOtJfLRaKeXL0k/U2VWjrVLoq2VS+iXe2vIPVY2VExggu6nERmer/Z+88A6SszjZ8Te91e2Uby9J7kypNAQVE7DUaTaImXyzRGGvsLUZN0SRqjL0XFAUBRVHpvS8sfdm+03v7fqy7MMzMFna2wVy/4Jx533lnduadc5/nee4nq1XRPLvXjsVjIRgKopFp4trUOFebS742nwPWAxFzvxv2OwQIqHJG9p5sZGf9TqbnTQcgS5PFq+e8ykHLQbbVbiNLnYVWqm1yujyZYCiI2WMml9i1xWciCZGVoM1Ya2t4/89/bKqbArDV1bLwL4+x4N5HuPzRv7Dpq8/x+30MPHsGKb3yu0U9STQkMjkFw0dx7V/+ibW2hmDAjy41DaXOgKSZ9Mf2EAoG29WDK0H3Qm0wMveOe/ng4XvCelzJlCrO+/1dqPThn32f293ULiAaFXt2d1uRlVnct8ke/mSScnIRiSN7rLntdoIBPzK1utualyRIkKB5REIRw9KG8fHcj/lo70eU1pfSL6kf84rmkanOPKW6OW/AS62rFk/Ag0KsIEWR0q3TDs1uMy9sfIGP933cNHbAeoBP9n3CW7PeaqppisUhyyGeXv803x/9nhAhBqcM5p7R99Bb3zsuzoypylRemv4Sj699nO+OfEeIEHqZnv8b9n9MypqEO+AmSZ5Enbsu6vF9DH0izpeqTGVURsMm+T5T9Gb3jXRl77buSuIXL0GbqSwrDRNYJ/L9m69y4T0PM/Pm2whBi3VY3QGHxURd+RHqyg+TnN0LoUgUd4HlslkxV1WybfkSPC4n/SZMJi2/CHUnpEUm6FgEQiFpBUVc+8w/2L95A9UHysjs3YfcgUOi9qcSikWIJJKYaXfdudFyr0FDkSlVUft5Tbj8GpS648YUDrOJ8t072LDoUzwuF4XDRzFo6jloU9ISRgYJEvRAZCIZ+bp8bh12K96AF6lIesqiqMZZw6vbX+XD0g9xB9wYZAZ+PfjXzMyf2W57cJPbhNPvRCQQYZQb45bOV+msDBNYjTj9Tp5Z/wxPT3w6ZnPmcns5V311VZhr35aaLVz55ZV8MOcDCnQFcbnGTHUmj49/HJPbhCfgQS1VN4lXTUjDrwb/isfWPBZxnEaiYVDKoGbPbZQbKTYUU2oqjZjrre+NUd59f7u6ioTIStBmDm/bEnOu+uB+/F4vAqGQnrCMqjt6hA8e/hMO8/Ebn1Kn5+IHHicpKycuz+GyWVn18bts+vJ4sWjpqpWk5hUy76770BgTjjw9HZFYjC4tnaHnzG7xsSqdnv4Tp7B1+ZKo58ks7hPlqO6BNjmFix98gkXPP0l9eUORtVShZNJV15HZu6TpcU6rheWvvsTeNT82jdUdOcTWZYu5/JG/YMjI7PRrT5AgQXwQCUUohKcetbB4LDy06iFWHF3RNGbymHh87eO4/W6u6ncVElFkVLwl3H43e+r38MS6J9heux25SM4FvS/gugHXka6K3Rqitaw8ujLm3E/HfsLqs0YVWaFQiG8OfRPVFt0b9PLKtle4d8y9cYsEqaXqqM2hhQIh5+SdwzH7Md7Y+UZT6l+GKoMXzn6BDFXz7pBGhZFnJz/LjV/fyDHH8XY9GaoM/nr2X0lSJDaNTyYhshK0GX167C+iUqfvEdEraNhpX/jso2ECCxqaES985lEufuDxdhfxA5irKsMEViPVB8vYsWI5o+Yt6BbOcQk6B7FUxpgLL6VqfxlVB46nX4jEYubdeT9qQ/f9oRIIhaT2yufi+x/HZbMS8PlQaLWoDMawVEBzVUWYwGrEbbfx0wdvMePG3yKRJ+qtEiQ4E6l11YYJrBP597Z/c27+uWSqM7G4LdR56jhsPYxepidDlUGqMjVmJHyPaQ9XL76aYKihobk74Oad3e+woXIDL05/sd11Y0JB7LWNQCBAEGNr2eV38d3R76LOAaytXIvda++UdDuj3MhvBv+Gi4svptZdi0KswCg3tvq96aXtxRuz3uCw9TCHrYfJ1eaSo80hTZnWwVfeM0mIrARtpnDEaFa+/VrUIveRcy6MKUz8Xg8OswmXzYZIIkGp1cVFxJwqTqulaTf+ZOqPHcVpMbf7+kKhEFuXL445v2XplwyYPC2RNniGoUlK4YI/PoC5qoJjpbtQG5LILC5BbUhCJGn7Dm5no9Ibmv1u7Pkp9o5v6eofmXjFLxIiK0GCM5TD1sMx5xw+B3avnRpnDY+teYxlh5c1zSXJk/jntH9SYiyJEDxmt5mn1z3dJLBOpNRcSpm5rN0ia1L2JJ7b+FzUucnZk9FKtVHnJCIJycrYGSsGmQGxsPOW40qJEqVESY721LJ1Gmu1RqSPiPOVnX4kRFaCNqNJSmbuHffx+bOP4fd5m8b7jJ1A3/GTo5o6OC1mNi35gnWffUjA3+BMZMzK4fzb7iY5u2vcaE40KYg6f8JrO1VCoRBeZ/TmgAA+j5tQFPv4BKc/jUIlq0+/rr6UuCNobsdXKADi85k3O73U2DyUVtnQKaTkJytJ08oRi3pGND1BgjORlmqupCIpb+x8I0xgAdS567jh6xv44PwPyFSHpxy7/C621MQuZfj+6PeMzRx76hdNg7i4pv81/G/H/8LGdTIdtw6/NWqKHoBEKOGKkitYtH9R1PnrBlzX7jq0eOEP+ql0VLK+cj0HrQcZkjqEEmNJXNItz0QSIitBmxFLpPQaOJhr//oitYcP4XHYSc0vRKU3oNBE7uSEgkFK1/7E6o/eDRuvLz/C+3++mysffy6qQUBHo9DoEIpEUSNyAqEQhTr6rlRbEAqF9B0/mdLVP0SdLxg+Crk6eqFsgo7BZbfhNJuoPrgfmVJFUk4uar2xR0SQomE31WM31eM0m9AkJaMyGFFqdS0f2IGUjJvIhkWfRJ87ayLyOHy3amxu/vz5Tr7YWtE0ppaJefmaEQzPNSARJ4RWggTxJBgKUu2sxua1IRaK0cv0pyQO0lXpMV3uzso8C6lIyrt73o1yJFi9VkpNpREiSygQopKocPgiTXkAkhXtr33WyrRcP+B6JmVP4vUdr2PymJiUPYlZ+bPI0mQ1e2wvbS/+b9j/8fzG58PG5xbOZWT6yHZfWzwIBANsq93GjV/fiDvgbhpPU6bx6jmvkqtN2LO3lYTISnBKiCQSdClp6FIi83AdFjPBQAC5So1EJsNurmf1h+9EPY/LaqH6QFmXiCyVTs/Qc89nw6JPI+aGnnMeyjilMqYX9ia5Vz61h8J7V0gVCsZccGmHWcX3ZELBYIN4qK/D63KiTUlDqdMhU7av0aHDbOK7N15l1w/fNo2JpTLOv/VucgcMQtxCY+HuhqniGJ88+SCmiuNFyJnFfTnv93eiSer871Qj2pRU+k+aGmH3rtTpGXPhZe3+zAcCQd5fdzRMYAHYPX6ueXUtS2+dSG5SoilmggTxwu6180P5Dzyx9okmcdQ/qT+Pjn+UQn3bekqmKdN4cdqL3LD0BiweS9N4njaP+8fcjz/gx+V3xTz+iO1IxJhRbuSSPpfw6vZXI+YECJiaO7VN1xgLg9zAyPSRDEweiDfgRSVRtcphUSvTckmfS5iWO41VFavwBryMzRhLqjIVvVwfl2trL9XOam5ZfkuYwAKoclZx/4/38/yU59HJunYDr6eREFkJ4obdVE/ZhrVs/PJTPE4neYOHM2ruAgRCYYS5xIlUH9xP0cgxnXilDUjkckbOXYBKb2DtZx/ittuQqzWMnHMhAyZPQxqnmhG1MYn5dz3A9m+/ZsuyxfjcbgpHjmbMBZeiT+9ZIXi/34fLaoEQKDTaDhElwWCAqv37+PSph483+BUIGDhlBuMuvgqVXn9K5w0Fg+xZtTJMYEFD2uhnzzzMtX95sUe53tlNJj558s9hAgvgWOkulr3yIjNvub2peXhno9TqmHjFL+gzbiIbFn2G1+mg96iz6DN2AtqU9jctrbZ7+M8P0Rsje/xBVu2vS4isBAniyI66Hfzh+z9EjF27+FreO++9iMhScwgEAkqMJXxw3geUmcs4Yj9CH0MfcjQ5pChTqHRUNtvPqcRYEjEmEUm4vORy1lWuY1vttuPPhYCHxj0U92bJcrEcubhtawSNVINGqiFPlxfXa2ktZrcZk6fB2l0r1ZKqSA3rz3XUfhSr1xr12A3VGzC5TQmR1UYSIitBXHBYzCx56XkObt7QNLZjxVJKV63kysefQ6HVNSzOo5Ccmxd13FZfS/WB/RzcshFdSiqFI0ajNibHNfKj0ukZPnsefc6aSMDnQySRoDYYEYri6/anSUpm9AWXMHDKOYRCIeRqNRJZzyr8t1RXsX7RJ+xa+S2hYIiSsyYycu6F6NOat31tK7baWj54+F587hN2MkMhti1fgjEzm+Gz5p5SM2eHxcTazz6MOhcMBChbv5oR588/1cvudBzmekwV5VHn9m9ch8ti7jKRBQ1Rq/zBw8kq7kcwGECmUMatCbc/EMLsjN5nDOBAbfSUoQQJErQdk9vEsxuejTpn9phZW7mWeUXz2nROgUBAhjqDDHXk70eqMpXfDPkNj6x+JGIuR5NDL22vqOdMU6XxwtkvcMh6iJXlK0lSJDExeyIpihSUEmWbrq8jMLvN2H12hAIhepm+U6/pkPUQ96y8hy21DXVraoma3w79LbPyZzVF0mxeW7Pn8AbaX6d+ptFjRFZ9fT2//e1v+fzzzxEKhVx44YU8//zzqNXRCw0BJk+ezHffhdtm/upXv+Kll17q6Ms94zBXHgsTWI34PG62f7ec0fMuYsXrL0fMy1Vq0gsiu6Rbqqv48JF7MVcdTwf6/q3XOO/Wu8gfOgKJNH5CSygSdUq6olAkareLoMfpxOt2IhKJUer08bmwGDQaf4glUqw11bz7wJ1hTai3Ll/MvvWrufyRv6BLjZ99a/meneEC6wTWfvoBfcZOQJPU9vz6UDCIw1Qfc95UeSzmXHck1qYFAKEQPrc79nwnIlXE35ZYLhGRn6yKKaZG5iWaYraEw+zBZfMSCIRQaCQotVLEkkQriQSReAIeSusjG9A2sqZiTZtFVnMIBUJm9JqB0+fkX1v/1VRnNTp9NA+e9WCzUalkZTLJymSGpw+P2/W0F2/AS6mplMfXPM7W2q2IBWJm5M3gd0N/12It14nnqHXVUueqQyRsaLLc2GS4JSodlVy35DqqndVNY3afncfXPo5OpmN2QUN/x+YibDqZLmaj5QSx6TEi64orrqCiooKlS5fi8/n4xS9+wY033sjbb7/d7HE33HADDz30UNP/lcqu3804Hdm75qeYc+sXfsT1f/sPtrpaNn61kFCwwWJVm5LGvD/ci+YkgeN1u1j59mthAgsgFAqy6Pmn+MVfX4p79KS74/N6MB0r58f336KidBdKvYHRcy+i16AhcRdbdlM9VWV7m6znR85dQOXe0jCB1YjTYmbHd8sZM/+SuEX/6o7Gtvd12axRjUpag0giJTW/kOoDZVHnc/sPPqXzdhXNCXahSIw0TlEsv8+L02zG7/MhkclQG4xxi0idKikaGXfPLOHGNyI3djJ1cvpltN9Y43QlGAxRe8TG4n9vx1bXIMTFEiGj5hZQMiYdhbpn1SUm6HiCoSDpqnSO2qO3PGlrTVZrMMgNXNn3Ss7JOweb14ZMJMMgN8RMV/MH/dQ4a3AH3MhEMlIUKafU0LgjOGg5yFVfXoU/1OCs7A/5+fLAl2yq3sTrM19v0bnP5rWx7NAyHl/7eFOtmkFm4MmJTzIsbRgyUfObznvq94QJrBN5YeMLjEwfSaoylWR5Mufln8cXB76IeNzvh/2eVEV8Uy7PBHqEyNq1axeLFy9m3bp1jBjR4Mv/t7/9jVmzZvHMM8+QmRk7F1ipVJLew+peeiLiZiJLQrEIoVDEWRdfwZBzZuO0mBFLZSh1uqiNV11WK6VRGplCQ1rXsdLdTSIr4PcTCgURS07vhUFV2T7ef+juJoHqsln58u/PMHDKDCZe8Yu4ORTaTfUsev5Jju7a0TRmzMqhfPeOmMeUrvmRIefMjpujXXpRccw5bUoqIsmp3baUWh2TrryODx6+J2JOZTCSURyZ59+dUeoN5PQfxJEdWyPmBk07Ny496Oz19az7/CO2Ll+M3+NBqdMz7tKr6T1yTFQn0c5kdEESz148mEcX7aLO0RB1HVeUxGMXDCRD3/FNPXsq9no3nz67CZ/n+GaF3xfkpw/3oU1SUDi06wxTuguhYAiHxYPfG0QkEaDUSBGdoVE+t9/N5urNXNzn4qgpg2KBmOm9pnfIc0tEklbVetW56vh478f8d/t/sflsKMQKLi+5nCv7Xtlsf6rOwO6187dNf2sSWCdS4ahgY9VGZhXMavYce017uf+n+8PGTB4TNy27iY/nfky+Lr/Z40+sUTuZY45jTWmAWpmW20feTpGhiNd2vIbZYyZbk82tw25ldMboVkXNEoTTI0TWqlWr0Ov1TQILYNq0aQiFQtasWcMFF1wQ89i33nqLN998k/T0dM4//3zuu+++ZqNZHo8Hj+d4/ySrNXoRYIJw+owdz5pP3os612/ilCaTBKlc0WIUKhgINImJaLhsVlx2G7WHD7F5yRf43G76TZxCVkm/U0oj6+44zGaWvfyPqO/Jtm++ZvjseXETWYe3bwkTWAABn7fZxrFSuRxhHCMbaflFqPSGqGYp4y+5Kqowb/W5C3oz5/Z7+Pa1f2GrqwUaIljTbri5Sxwu24NSo2Xmzbex4n//Ye/aVYRCQURiMYOmzWT0BRe3u3bRabXw9b9f4MCm9cfHLGaW/usFAl4vg6bPRBTn2sW2oFNImDcki7EFSVjdPqRiEUaVFJ2ie+xed1cO76wLE1gnsmZhGRmFOpTa03vTqjlcdi/7N9eyduF+nFYvYqmQ/hOzGDotF5X+zHOCrXPVcd+P9/GHkX9gXtE8Ptv3GaGf+9wpxUqemfQMGaquyyxx+V28tuM1XtvxWtjYK9tfodZVyx9H/TFm/6rOwO6zs65qXcz5ZYeXcW7euTF/Q20eGy9ueTHqnD/k58PSD7lt+G3NCqDm0gD1Mn1YI+RkRTLX9r+W8wrOwx/0IxPL4mJ/f6bSI0RWZWUlqanhYUqxWIzRaKSysjLmcZdffjm9evUiMzOTrVu3ctddd7Fnzx4+/vjjmMc8/vjj/PnPf47btZ8paJJSGDl3AetOMhbQJKcwet7FbXKhkyoUGDKyYhb1ZxX35cd3XmfLsq+axg5sXo8xK4cF9zx8SkLL7XRAKIRc1XU341h4nPZmU+jK9+wiKQ4Nnd12O5uXRDZL3Ld+DWPmX8rhbdEbPQ6bOTeuvb60ySlc/MDjfPm3Z6javw9o+EycdfGV5A1pX569TKmkaOQYMoqKcTsciCRiFGot8mZqO7szmqRkZvz6/xh/+TX43G6kCiUqvSEu5jBOszlMYJ3Ij++/QeGI0V0uTIVCARl6BRkkIletpXJ/7I1Dc6WTYCD2BtfpTiAQpHRtFT+8v7dpzO8NsmXZESzVLqZe3Re5umeJ+EAgiN8TQCQRIZa0fTOsylmFN+jlsTWPcVnJZfxz6j8pd5SjFCuRi+VkqDOQirpOlNe6anlz15tR5xaWLeSGQTd0qcgSCUToZfqY/btSlanNblK6A24OWA7EnN9TvwdPwINSGDt4MDRlKAqxIqot/i8G/IIURfh9XCQUkaaKX531mUyXiqw//vGPPPnkk80+ZteuXad8/htvvLHp3wMHDiQjI4OpU6dSVlZGYWH0HOK7776b2267ren/VquVnJycU76GMwW5Ws3I8+dTNHIMmxZ/gc/tYtisOWiSUhFJJASDAYStDDWr9AamXvdrPnzsfgiFwuZ6DRqKWCYLE1iN1JcfYds3Sxg9/9JW77Db6+s4sms7W5YsIhgM0H/SNAqGjexWEbGW3rd4uS2GQkEC/kjHNlttDQGfj6IRY9i3fnXYXMHQkeT0GxiX5z8RY2Y28+/+My6rFb/Pi0KtQWUwIhK3/5YlEAhQG5PabULSXZAplcg6oNa0rjyyF00jHocDj9MB9KzoXwJIy9OyZ3X0zUldqhKhSNDJV9R9cFq8rP08+oL24NZanFZvjxFZAX8QW52b7SvLqSyzoEtVMGRqLtoUBTJF6++jjVGOECHe3v027+x+B4PcgCfgweFz8OH50R1bOwurx4o/GJmKBw3XXOeqi+lG2BkkK5K5ut/VPL728ajz84uad7SVi+Xk6/KpclZFne+b1LfFmqx0VTovz3iZW5bfgslzPENkXtE85hTOSaQBdiBdKrJuv/12rr322mYfU1BQQHp6OtXV4UV7fr+f+vr6NtVbjR49GoB9+/bFFFkymQxZojnsKaHQaFFotKTmFWCprmL1R+9yYNN6pAoFg2fMpv/EKa1a2Ab8fgyZ2Vx036N8/+arVO3fh1ytYfisuQyYMoMf34u+awWwdfkSBk09t1XPYzfV88XzT4XVG1Xs3YMxK5sF9zzSbYSWXKMhd8BgDm+PjCQJhEIyeveJz/Oo1PSdcHZUY4gVr/+HBfc+yojz57P9u2WEAkH6T56GMTMrLrU/0VBqdXGr80rQdpS6Zt57gaDHNW5O0EDugCTEUiF+b2TEavScfJTa+Pz+Bf1BEBLXVOKOxuP043VFX7ADmKocGDM7ry1CMBjCbvJQd9SG3eQhOVeDLlneqr9RzWEbnz67iYC/4e9cdcBK6ZoqplxdQtGINCTS1i2sU5QpaKXapv5JIULUuxtcWjNVmRjkHXP/by0t9apSSbq2X55AIGB6r+n8WP4j35d/HzZ396i7W6w500g13DTkJlZXrI6YEwvFzO89H5FQhM1jo85dR7m9HI1UQ5oyjVRlKgKBAJFQxIDkAbx//vtUOiqxeW3kaHIwyo1oZQmToI6kS0VWSkoKKSkt74SOHTsWs9nMhg0bGD68IV3om2++IRgMNgmn1rB582YAMjLOLGe6zsZSXcWbd/8e/8+1bR6ngx/e+R/71q1i7h33ojbEtle21dex8cvP2LL0K+RqNaPnXcy5N92KVKFsOE4gwOtyxjw+4PWeHPyKybHSXVENHerLj7Jn1cpW9WMKBgLYTfU4zSaCwSAqvQGVwRBXIw65Ss3U637Duw/cicsWnuoz/YZb4iZyBEIhxaPHsXnx51iqw3fNNMkp6FLT0CankFXSLy7PFwu3w47TYsHjsCNVKlFqdV1usnAmoktNR6HRRnzmAPKHDE8I4B6KxiBj3q1D+epf23GYG+7RIrGQkbPzyOoTB7MUk5vK/RZK11YhlYvoPzEbfZqiR7gWiqXN3+8VnRjFCgZDVB+0svCFzfjcx2voknPUzPrNIDTG2OLCYfGw/H+7mgTWiXz3dilZxQYkya1LsU1RpPDUxKe4ZfktYeYNMpGMJyc+Gfcmv23FKDfSL6kfO+t2RszlanIxyru+nUOKMoWHxz3MMccxfjz2I2qJmnGZ40hWJqOWtJzK2Fvfm0fHP8rjax7H7rMDkCRP4smJT5KlzqLWVctzG5/js32fNR2TJE/iH1P/Qd+kvggFQoQCIemq9CYnQ4/fg9ljxul3opVqu0UfsdMRQSjU2iVp1zJz5kyqqqp46aWXmizcR4wY0WThXl5eztSpU3n99dcZNWoUZWVlvP3228yaNYukpCS2bt3KrbfeSnZ2dkTvrOawWq3odDosFgtabWKh1xJel4vFL/41pqX7gnsfodfAIVHnHGYTnz3zCBV794RPCARcfP/j5PQbADQ0Wv3kyeh1cwOnnsOUa3/V4i671+1m4TOPcGjb5qjzxqwcLn7gcVTN2KP7vB6O7NjGV397Brej4cYnlso4+5ob6DN2AjJVfHfQLDVVHNi4ngObN6BNSWXQtHPRpqQiU8T35mitrWbPTysxV1ciAHRpmfQZO75T6m9s9XV88+pL7Fu3qmksq6Q/s265HW1Kwj62MwkFg1Tt38cHj9wbtrFhzMxm/p/+jC4lkbPfUwmFQjjMXlx2LwFfEKVW2tAnq5XRjVjYTW4WvrAZU0X4RtiAyVmMOi+/w4SW3ezBZfXg8wRQ6WQoNFKkbUiJa8Tj9LHk5R0c2RnZT0+ulnDJn0aibkbcxBNbnYt3H16L1x1pUtJ7ZBpnX1mCRBb971V/zM47D62Nee7zfzeY3H6tT5d2+91UOCr4ZO8n7DXvZWDyQM4rOI9MVSZiUdeX9h+2HubGpTdSbj9ex52iSOHlGS9ToC/owiuLH/6An2pXNfXuekSCn/tkKVMIhUK8uv1VXtj0QsQxaomaj+Z8FBEtK7eX899t/2Xh/oX4g36m5k7l5iE3k6vNRSjoOZHnrqS12qDrvx2t5K233uKWW25h6tSpTc2IX3jh+IfK5/OxZ88enM6Gm7tUKmXZsmU899xzOBwOcnJyuPDCC7n33nu76iWcEXicDvZviH1z3/3jdzFFlrmyIlJgAYRCfPvav1hw7yMotTpS8wtJLyqmcl94c0S5Ss3IOQtamcYUanJIijXfEtbqKj596qEw1z+/18PS//wdY1Y22X0HNHu83+vF/7Nzn6gVP1S6lDSGnDObAVNnIBKKOqxXkUgsIa2wN7WHD4EA0guLEEk6fgfX63Ly/RuvhAksgPLdO/j8uSe44M77W+wJFvD7sdfXcmT7VuorjpHZp4S0/EI0Sd2rdsjrduP3epEq5N22/YBAKCS1oJBrnv471Yf2Y6mqIjW/EENGZrPR6ATdH4FAgNogQ22IX2p8IBBk23flEQILYPuKckrGZMRdZIVCIWqP2vnyn1uxmxqicgIB9J+YxcjZeW1OfZQpJUy+vA+f/20L5qrjr0OqEHP+bwd3qrtgfaUzqsAC2LehmtFzCtClRI9GtfTrFQq2bW+9sS7o98N/jy/gQyqSIhB0n9q9XG0ur898nUPWQxywHCBXk0ueLq/F/lM9CbFITKY6M0IwVTorw5wVT8Tus7OtdlvYMRX2Cn6x+BdUOI73IV18cDE/lv/Ie+e9R4424UEQT3qMyDIajc02Hs7Ly+PEoFxOTk6bIlYJ4odYJiPgj57XLm0m6nJo++aYczWHDuB1uVBqdagNRubcfg+lq39g85JF+D0eikaPZfisuehSW3dTlcoVDJxyTkzHvP6Tp6FsJkUtEAiwZelXMa3mV334LufffjfyKA1hPU4HpopjbPjiEyw1VWT26cfgaTMbekC1wthBLO44weMw1/P1v/7O/o3HhfLO77+hcMQYpt9wc4fVXzU8t5k9q36IOle5rxSHxdysyAoGAlTu28OHj96P33u8DYPamMTFDzyOIb353He7qR6X1YLP42moB9PpkSri61rnttupKz/Cus8+wFpbQ0ZxSdPnNh6mHvFGKBShTUlNRBETtIjL5mXXj8dizu/68RhpefHNBrHVu/nsr5vwOI//3oRCsP27crTJcgZPzUUobJsY0CYrmHfrUMzVTmqP2NEmy0nOVqM2yBG08VztoTGVMxqhYChqKmAjcqUETZK8qdn0iQiFAvRpp5ZlIRQIkYm7Z816qjKVVGUqI9NHdvWldCq+gK+pXi4aJzsT/lD+Q5jAasTms/Hmrje5bcRtLRppJGg93e9XPUGPRqnTM3Dquaxf+FHU+f4Tp8Q+VquPOSeWSBGKjkduNMYkhs2cQ8lZEwkFg8g1mjZHBLJL+pNeWExlWXhETJ+WQclZk5qNFAW8XmqPHIo5b6oob6hJO0lk+Twe9vy0kqX/+XvTWMXePWxZsoiLH3ycjKL4mFicKuW7d4YJrEbK1q+m/+Rp9B45psOe2+tyEgrFXjg4LeZmj7eb6vjkqYfCBBY0OEh+/dILzLnjHhQxrOZrjxxm4V8ewVTRsEgUCIUMnjGLMfMvbTZltC143W52fr+cb//3n6axmkMH2PHtUi5+4HEyi/vG5XkSdD4N6XcevO4AIrEAuVraJge304IQUc00GvF6AoRCobhGQKoPWsME1olsXHKY3iPSUBvant6n0stQ6WVkFXedqUNyduxaHYVGglQeO7VTpZcx5eq+LHx+c0TUauz8QpTanuGQ2B7q3fWY3CY8AQ96mZ5kRXJcreYtHgtuvxuZSIZero/beduKVCwlVZlKtbM66nz/pP5N/3b6nCw5uCTmuVYcWcENA29ApkyIrHhxhv0KJOhoRGIxw849j/0b11F/Um+nkXMXoGlmRzxv0BAEAmHUhXa/SVMjRJhAIGhXZEVtTGLOHfdwaOtGNn/9JaFA4GchMRZNC/VHYqmUtIIijuzYGnU+KScXiSzyx91hNrH81Zcixv0+L0tefJ6L7n8sbov6tuJ2ONjw5Wcx5zcu+pTc/gORRYnOxQOpUhnz7w+0+L6YqyrxOKL3Ijm6aztumzWqyLLW1vDBw38KE3GhYJDNi79AbUhi5PnzEcah6a7TYmbFG69EjAf8fpa8+HxDDWAHRgoTdAwep49D2+v58aO9OC1eBALoNTCZCZf0Rpt05vTvkinF5A9OpnRtdKvpPqPT455iVh8lNbERt91HwN8jSs6jojbIySjSUbHPEjE3Zl4hKl0Ltt0FWi65dyQbvzpE1SEr2iQ5w2fmkZSlRiI7vZd+BywHuPP7O9ldvxsAhVjBrwb9ivm957fbDdHmtbG7fjcvbHyB/Zb9ZGuyuXnIzQxOHoxO3vlmQKmKVG4Zcgv3/3R/xFyaMo3eht5N/xcJRGiksXtaqqXqHuUG2hM4vb9pCboETVIKC+55iMp9e9m18lvkag2Dpp3b4FbWTNNalSGJWb+9gy//9kzYQjsppxdjLmhbQ+NWX6sxiQGTp1M4fAwQQq7WtGohIBSJGDhlBhu/XEgwELmTOnbBZVF7F9UdPRz18Y1zbruty0RWKOhvcoSMhs/j7tBGpUqtnuKx49jz08qIufSi4hbrsRr6NsXG7/VGHa89cihmlGz9wo/oO2Ey2jjUdNUeORgzvbT+2NGGv31CZPU4yveYWPrqcZfSUKihp5Kp0sG824ah7sQ6nq5EIhMzYnY+B7bWhrnhAaTla0nOin9D2JSc2OdU6qSIxN2nbqitKLVSZlw/gHWLDrBndSUBfxClTsqYeYXkD0pqMXVRLBGRlKlm8lUl+Nx+RBLRGRFdrXBUcN2S66h11TaNufwuntv4HEa5kXlF805Z7PsDfr49/C33/HhP09jOup3cvPxmbh9+O5eWXNqipXy8EQgETM6ZzO0jbufFzS/i9DdsPAxKHsRjEx4Lq0uTiWVc3vdylh1eFvVcV/a7slu4MZ5OnP7fuARdgsaYjGZUMoUjRiMQCFp1U5PIZBSOGMUv/voS+zeuxW6qJ2/wMJKycjq8caxCE1v8xUKXksaCex7my789g91UB/xst379TSRl50Y9prl0uJ8f0ObriBcylZriMROoPrg/6nyfsyYij7NjYtjzK5VMvuqXBHz+qO6CLYmspMzYBbsKjRa5OvqCrO5o7LRPt8NOwBvZoDlBAmiwyv7p48i+cgCWahemCke7RJbPHcDvCyCRidrt/NcZ6FMUXPynkWxccoiDW2sRS0UMnJxF8cj0DjGNSM7RoNRKcVojN1BGnZffqUYVHYHaIGPCxb0ZPrMXAV8QiUyESi9rk0iQSEWt7ol1OrCnfk+YwDqRf2z+B+Oyxp2y7XyNq4Yn1j4Rde6FTS9wTq9zUMvUWDwWgqEgGqmmU/qIGeQGrii5ghm9ZmD1WpEKpRjkhqjPXaQv4pI+l/DenvfCxsdljmN85vgOv9YzjYTIStChtDX0LJHJMWRkMnz2vI65oDgikkjI7jeAyx/7Cy6rlVAwiOJnY45Y6WXJ2b0QCIVRIxr69MyYQqAzEApFlIyfxOYlXzSJxkbUxiT6jBnfYY6GJz7POb/5PyZcfm2b+2QpdTr6TjibXSu/jZibcPm1qGI44iXn5sU8p0KjjZuzYnJOHkKRiGAg0jHMmJWNvJkob4Luid8XxFLjijlfsc9MTt+27wx7nD5MlU42LjmEtdZFap6WIVNz0abIEUu674JZIBSgT1Uy8ZJiRp1fgEAASo20wwwjNEY5824bypL/bKeuvCGSLZYIGXZuLwqGpnQrB7xTRSwVnVFpp+0lWr+sRqqcVXgCsbM1WsLkMWHz2aLO5WhysPgsPLDqAVZVNGwS9k/qz31j7qPYUIxE1LF1cBKRhDRlWou1Zwa5gVuG3MIFRRewaP8iPAEPswpmkafNI0nRsZvZZyIJkZWgSwgGA9jr67HX1eLzetClpKHQ6eLe86mjEQgEDVE7Y3KrHq/U6xl/2dWsfOu1sHGhSMSMX/0OlT7+oXqv2w2hUKuc8nQpqVz60FOsX/QJu1euAIGAfhPOZtisuZ3mMCdXqZGr2i425WoNk668juScXqz//GNcNiv69EwmXH4tOf0HIhTGFr4qgxGHKbI3zsi5C1Ab4/M3Uer0TLrqer597d9h4yKxmHN+/X+JVMEeiFAoQCIXRaTHNaJpZcPXE/F5A+xdV8V37xw35Kkrd7BnVSVzfj+kS80YWotYKkLdSdETQ7qKOb8fitvmw+8LIFdJUOqk3VqMJug4CnWFMecMMgMS4amLHZEg9mfqjhF38Muvf4nFc7yGbkfdDq7+6mo+OP+DDu3XZXabOWw7zLu738XitXBu3rmMTB8Z08JeL9ejl+vpn9w/6nyC+NFjmhF3FYlmxPEn4PdzrHQXC595tKmJr0AgZMT58xlx/gUotZ1fPNqZuO02ag4dYM0nH2CrqyG9qJiRcy5En5YR17ozu6meyn2lbF7yBcFggAFnzyCn/yA0rUi99Pu8uGxWQIBCo0XcCX2y4kUwGMBhNhH0BxBLpa0SL/XlR1j47OPU/WzWIhSJGTprDqPOn99immJbcDvs1JcfYd3Cj7BUV5HVpx9DZ57fbS3cEzRPIBBk3ecH2LA4MuVUJBZy+YOj0bZRaFlqXbz94GqCUUwbtMly5v9heIumBwkSnKkcsx/jwoUXYvfZI+ZuH347V/W7ClGMDbeWqHZWc/VXV4c1PQYYnjacYanD+M+2/0Q97vzC87lvzH0oxC3fC/xBPzWuGkxuE0KBEIPcQKoiNWZU1uKx8Or2V3l1+6th49nqbF4555WIvloJ4kNrtUFCZLVAQmTFH3NVBa/d9puovbRm3nI7/Sac3QVX1fl4nE78Pi9SuQKJLL6LJrupnq/+/iyHT+o9ltwrn/l3PYAmqXWRtzMJh8WMy2rB7/Eg12hR6fVRHSLjgc/txu/zIJEru5WAdTvsBP0BZGo1ojg4KrYWp8X884aLALla3aM2WhxmD9++uZtD24+n2EpkImbdNIiMQh0icdtSbA/vrOPzF6L37wO49L5RJHWAiUSCBKcDwVCQ3fW7+e03v6XGWcPZOWdzbv65GOVGMlQZpKvS22XlvrVmK9cvuR534HgPsstKLqPMXMbaysj2JwAZqgzemvUWKcrmDZTsXjsry1fyyOpHmnpfpSnTeHLikwxKHhQ15XBP/R4WfL4g6vku7XMpd4y4o9v2NuvJtFYbJLZOE3Q6+9atjtmseNWH79Br4JAzInVKplQio2PSIyv3lUYILIDaQwfYu/Ynhp57/mlRrxBPVDp9pzk7SuRyJPLOdaFqDofZRPnunWz48lO8TidFo8YyYPJ0dKlpcXsOn8dDMBBAqlA0ffYCfj81B/fz9b//Rs2hhqaZaQVFzLjxtyTn5sXFOr+jUellTL2mLw6Lh9ojduRqCcZMFSqdrM0Cq1UkvrYJEsREKBDS19iXt2e9jcvvYmHZQh786UGcficKsYLLSy7nyr5Xkqw8tY3Gfkn9+Hjuxyw5sIQttVvoY+jDgt4LeG7TczGPMcqNrUpT3Gfex53f3xk2VuWs4oavb+CTOZ/QS9cr4pjFBxfHPN+n+z7llwN/SZo4fvfxBG0jIbISdDqNi6loWKorCYVCWGuq8bpdiKWyNkcUfF4PTrMZu6kOkUiMSm9AZTTGrMk53fC63Wz+elHM+a3LFlNy1sS4psEl6Lk4LGaWv/oSe9f82DRWe+QQW77+ksse+QuG9Ix2nd9ptVBz+CCbvlyIx+mgeMx4CkeMQpuciqW6kncfvIuA77iDY9X+fbzzwJ1c/dTfMKT3jFQXhUaKQiMlObv95iX6VCVCsSBGuqACuar7RD4TJOiOCAQCNFINr2x7hXf2vNM07vK7eGX7K9S567hr5F2opW2PCIuFYnI0Ofxy0C/xB/2IhQ3L6CtKrmDR/ui/u9cPvL7FhsU2r40Xt7wYdc4X9PHJvk/47dDfRqQ6un3uqMdopVpuHX4rh22H+frQ16Qr0+mX3I80ZVrTNSfoeBLvdIJOJ6ukPzu//ybq3Mybb2Pb8iWs+/xjfG4XQpGYvhMmM/6Sq1pl4+6229jx3XJWvvO/poWbQqNl9v/dRVZJX8SS+Pfa6naEQlEd7BoJBgIksoQTNGKpqgwTWI24bFZWf/QO03558ymns7psVn5493W2LV/SNHZ013bWLfyQix94go1fLQwTWI34PR62LlvM+MuuRiQ6s36mFFopEy/tw4o3d4eNC0UCpl7Tt8vqsbxuf5ONeE+wk09wZlPnruP90vejzi0sW8gNA284JZF1IieKlV7aXtw+/Hae3fAsIY7/vl5UfBHDUoe1eC63302ZOXo7CGgw0fAGvCiE4XVd0/Om8+buN8PG5CI5T0x4gr9u+Ct7zXubxhViBS9Ne4lBKYMSQquTSLzLCTqdXgOHIFOp8DjCm8cWjxlP7ZFDrP30g6axYMDPjhXLsNfXM/t3d7Ro5V2xr5QVr78cNuayWfn48Qe45pl/YMzMit8L6aZIFQoGTpnBkR1bo873mzQFRaK+MMHP7Poh0vK+kT2rVjL+0qtPWWRZqqvCBFYjtrpa1n32YbOOl0d2bsPrcjXbwPx0RCIVUTQ8heRsNZu+PoSlxkVavpbBZ+egTencFFOnzYvL5sVW52bbiqPY6z2k5mkYOj0XXYoCUSc7+HndfvzeIFJ5QujFG5/Hj9cdQCQWnhbRUovHQiAUfbMxGApicpvI1UbvZ3kqaGVaFhQv4Ozcs1lfuR5v0MvI9JGkKFLQyVquMZWL5eRocqhyVkWdL9IXRa0l66XtxZiMMayuWN00dn7h+Xy89+MwgQUNkbyblt/Ex3M+ThhidBIJkZWg09GmpHLJA0+w6IWnm9zcZCoVI+dcyHsP/jHqMYe2bsRhNjUrslw2Kz+9/1bUuWDAz66V33DWxVe2uhbJ5/EQ8PuQyBWdagIQD7L7DSAlr4CakxoLa1NS6Tfh7DMmdTJBywgEseuGBO0sANr1w4qYczt/+Jbzfn8X67/4JOq8Jin5zIg8R0GmkJCWJ2HqNX3x+4JI5eKOqe9qBqfVS+m6SnyuAGu/OJ7iXV/hoHRNFXNuHUJW786pnXU7fNSV29nw1UFs9R7S8rUMm5GLNkWRsGpvJwFfAEuNmw2LD1JRZkGllzFiZi9S87Qo1D33+ycXNb8h0Rqnv7ailqpRS9X00kbWTrWERqrhpiE3cd2S6yLmRAIRFxVfRL27niO2I+w17SVLnUWhvpB0VTqPjX+M5YeX8+auN7F77czMn8kNX98Q9XkcPgf7zPsSIquTSIisBJ2OQCAgpVc+F93/GC6rlaDfh1yjxW234ffGbhRorakiOSf2zcvv82Guqog5X33wAIGAH7G4+V26Bpvto6z/4hPs9bVk9x3IwKkz0KWk9YhCfACNMZkL7ryffetXs2XpV4QCAfpOPJt+E85Gm9w5/a4S9Az6TpjMpsWfR50rmTAZhebUI0nBQHSDG4BQIICumc/iyPPmx911s6chkYmRdNFbUHXQij5FyVcvbYuYCwZDfPO/3cz/w7AOT1/0uv3s+qmCnz7a1zRmrnKyd23nCr14EAqGOqwx86lSfdjOp89uJBhoSHGz1bn54u9bGTojl+EzeyFT9MyollFhpK+xL7vqd0XMFegKumXj3T6GPtw/5n6eWvdUk3uhTqbjifFPoBAruP7r6zlgOb7hoZfpeXnGyxQbirmkzyVM6zWNYDCI1WuNGcUDqHXVdvhrSdBAQmQl6DJOdnML+HwgEECMeiHFSbbOXpcLj9OBUCRCpTcgkUpJys6lfPeOqMdn9C5uUWB53S52fLecFf873u+iYu8eNi35nMv+/BSp+bEbHXY3NEnJDJkxmz5jxhMCFBpNmyJYfm9jryyQq9UdZmeeoGvRpabTd8LZ7FoZnjao0hsYPe9ixNJTX0T3OWsim5dELwbvPXocCp2esQsuZ9VH7zR97wUCIRMuvwZjdvYpP2+C9uFx+dn5Qzl5g1IIBqPfj621LjwOX4eLLJfNy6pPImtVgsEQ376+mwvu6Hih115sdW6O7jFxaHst2hQFJWMyUBtkSOVduwRzWr2seHN3k8A6kU1fH6bfuMyeK7LkRp6Z9Aw3Lr0xrK9Vuiqd589+vluKLK1My5yiOYzLGke1sxqxUEySPAmVRMUd390RJrAAzB4zv1n2G96Z/Q5pqjSSFQ2OiSFCJMmTqHPXRXsaSowlHf5aEjSQEFkJug0KnY78IcM5sGl9xJwmKQW1seEGEvD5MFUc46cP3+bI9i0otFqGnzef3iNHM+6SK3n/z3dHHC+Wyuhz1sQWr8FpNvPd669EjPs9Hpb86wUW/OmhCLHXnREIBKfkImiprmLtwg/Z9f23BIMBeo8ex1kXXY4+LSNh/X6aodTqmHzV9ZSMm8iGRZ/idbroPeYs+oydiC6lfVFPQ0YWBUNHsn/TurBxmUrF2IsuR6XTM3z2XPqOn0TFvlIEAgHpRcUodXpkio5pb3Am4fcHcdu9gACFWtLqlMNgIIjX5W85WbQTbgX1xxyEYgg9S40Lj9PfrUWWudrJJ89sxGn1No1t+vow067tR8HQFCSnUFvmcfqw1bvZs6YSt91H0fBUkrLVqPVt2wjzOH3UVzhizlcdtKJP67nfw1xtLq+f+zpH7Ec4aDlIrjaXXE0uaarua2kuE8nIVGeGpfMdsh5iVcWqqI+vcdVQ6agMe00pyhRuHX4r9/54b8TjR6SNIF2VHv8LTxCVhMhK0G2QK1VMu/4mPn3mkbBaIpXByPy7/4zmZ3fB2iOHeOe+O5p6bbkddpb95+8c3LyBKdf9mnNvupVvX/s3HmfDj4c2JZXZv7uzVWlyVfv3EgoFo85VHyjDZbf3KJF1Klhra3jvwT9iq6tpGtv9wwoOblrPFY8/hz4tcYM+3VDq9BQMHUl2yQCCgQAypRKBsP01QCqdnhm/+i2Htm/5WcA5KRw5hiEzZqFLbfgcyZQqZEoVhozT35SmM7HUutiy7DB711UjEEKfMekMnJyDNqnlhbhMISa7jxGlVopQJCAYCKHUSukzJh21UY693k1FmQWZsuOjHN0tva4teJx+vn+3NExgARCCb/63i/QCHbqUttUGeZw+tn9fzupPj/9G7l5VSVK2ivNuHoza0Hqh1dKGmVDUc9/7RlJVqaSqUhmeNryrL+WUcfuj27Q3YvKYwv4vFAiZnDO5yWGwylmFTCTjgqILuGHQDRjlxo683AQnkBBZCboV2pRULrz7z9jqaqkvP4o6KQm1IQmpQkEoFMJtt7H8vy9FbWa8b90qxsy/hJLxk8npPxCX1YpAJEKp1aI2tC41INiStflpbn0eCoUo27AmTGA14nbY2bz0SyZcchUiSc9MIekpOCxmPA4HAoEAuUbTaQ57zbn9nSoqg5F+E84mb/BwQsEAcpU68fnpYKx1Lj5+akPY4n7z0iOUbajhgjuGoTE2vxAXioT0GZPO2i/2M+r8AhxmDxmFOrZ9V45ldSW6VCUjz8tDLOl4Mw5jhqpJ6J2MIV2JXNV9lzFuh48ju+qjzgWDIaoOWtsssuwmT5jAaqTuqINtK44yak4BIlHr/i4ylZjUPA3VB20RcwKhgNReZ5azZ3dFI9WgECtw+V1R53M0ORFjOpmOWfmzGJk+EqfPiVQkJUmehEzcfaO+pyPd9+6U4IxFpTcQDAbYu/YnVrzxMi6rBZXewPhLryan/0AqSnfHPPbA5g2kFRShTU49JYOH9ILeMevCknN6IVe3r69Gd8frclG66oeY82XrVjPyvAtQ6XtOsXlX43E6cVrNeBx2pHIlCp0upmgK+HxUH9zP0v/8valpd2afvkz/5c0kZefGJbrUVSgTbQM6hWAgyO5VFZHRE8BW7+bAlhoGTs5uMYqhTVYwYlY+pkoHMqWYr185XuvqtHr5/HkzZ19VQp/RaYjEHWcI1NA3rJgVb+0JGxeJhUy5pi9KbfddNAYDQWhmX87njm0ME4vStdEtvgG2f3+MgZOzWx3NUqilTLmyLx89swGfO9woYcLFvVFousZdMBgMIuzB97q24PQ5qXPX4fA5UElUJMmTUErCUzRTFCncMPAGXtj0QsTxk7Mnx6wvEwgEpCoTRlddSUJkJeh2OC1mvvzbMxzdub1pzGE2seSl55n2y5vJ6T8oZg+o9u7EK3V6xl54Kas+fCdsXCQWM/3G355SfVNPQigSIVXGzsGXKhQIfjbPsJvqcdmshAIBFFodaoOxR4uAjsBuquf7t/7L7h++a0pDzR0whHN+/Tu0UeqdzFUVvPvAXWGufMf27OKd++/kqidfSKRqJmgRt9NP2cbISHQje9dVUTw6HXkrUv30qUqEQgFLX1kbdf6H9/eSU2JAkxT/CGgjEqmIohGpJOdq2LL0CNZaF+mFOgZMzELTitTHrkSmEKNPU2KuckadTy9oe+q52xHZvLsRnyfQnKaLijFTxSX3jqJ0dSVHdpvQJMkZPCUbXaqiU405fN4A9p/rzOqPOcjsradgSAoao7xTUkaDoSB2rx2xUBwhcjqKamc1z298nkX7FxEIBRALxJxXeB6/G/o7UpQpTY+TiCRcWHwhCrGCf239F2aPGblIzoW9L+T6gdejl+k75XoTtJ2EyErQ7bDV14UJrBP58b03mHnL7TFFVt7gljurN4dMqWToueeTVdKftZ99gL2+jqw+/Rh+3gXo0zLCHuu0WnHbrYSCQWQqDWpDz4/uSGQyhs2cw/4N0RdVw2fPQ6ZUcqx0F1/+7Rks1Q27qgqtjuk33EKvQUOQyjtuwdWT8Lpd/PDu6xGufYe3b+bz557ggjvvDxPtPo+HNZ99ENX23OtysuuHFYy+4KJEj7MEzSIUglgae7NDLBUhbMOi1WX34fNEt4P2eQI4bd4OFVnwc9+wXhKmXFOC3xdEIhO1OiWuPQT8QZwWD5ZaFz5PEEO6EqVGilTRuqWTUidj0uV9WPjcpojkiOJRaSh1bY8UFQ5LZecPx6LO5fYztlkYCYQCdMkKhs/KY/DUHEQSISKxkIA/gMPiQSgUdHhEK+APUr7HxJcvbmsyOTmwpZZ1Xxxg3u3DSMnp2LTFY/ZjLD20lKWHlqKWqLmy35X0NfbtUAdCq9fKE2ueYOnhpU1j/pCfT/d9isfv4f6x96OWHs+cMcqNXFZyGTPyZhAIBhAJReikukT6XzcnIbISdDsa06Si4bJZUekNqI1J2OvD7UknXXU9Kn37CzoVGi29Bg4hvbA3fp8PmUKJWHr8RyYUDFJ75BBLXnqeqv0NvVv0aRlM/9VvySjq0+N7+6Tk5jFwygy2ffN12Hj+0BH0GjAYa0017z/0pwbL/Z9xWS0sfPYxrnj0L6QXFnf2JXdLnGYzO7//Jupc5b5SHBZzmMjyOB0c270z5vkOb9vM8FlzkCZc9xI0g1wlZdDZOSz7b/TP0uCpOW1aiLckyOKZ1uW2+/C4/QgEDalsEln4hoJYIuq05sN+X4DyPWaW/Gf7cZEpaHj/hp/Tq9XCIy1Py4K7RrDq0zKqDlhRaKQMOyeX/MHJp9TsNylTRUqumprD9rBxkVjI2AsKkbVSAJ6MUChAqhATCoWw1LjYuuIIBzbXIpYKGTQ5m/zBKaj0HfPb5rR4+PrlHREukl53gGX/3cnc3w9Fqe0YoXfUdpSrv7qaGtfx6O+Px35kTuEc7hhxBwZ5x2yemlymMIF1IosPLubmoTeHiSwAk9vEnvo9vF/6PqFQiAXFC+if1D8s6pWge5EQWQm6HWpDbKEkEAqRKpRc9vDTHN6+hX1rV6EyJjFo6rnoUtOQNZPq1lZkShXRflIsNdW8+8BdeF3HU0DMVRV8+Mi9XPnEc6T2KojbNXQFSp2e8Zddw6Bp57Lz+28JBPz0HTcZQ0YmCq2WTUu+CBNYTYRC/PTB28z+3Z1x/Tv0VLwuJ6FgdKdKAHt9HSm5eU3/F0skqPSGpujgyWiSkhEmDCO6LQ1RDy9+XwCxVIRSJ+2UaEs0sksMZPc1cHRXuOtYwdCUNpsZKDQSlFpp1BovpVaKQtP+z2TAF6Cu3MH375VSdcCKUCigYFgKY+YVokvumsi4vd7Don9uDV/4h2DLsiOk5mooHtW61F2JTERqnpZzbxyAzxNAIBS0y3JepZcx6zeD2bGynO3fleN1+8ntb2TM3MK42K1ba1188MR6PI7jEfXv3imldG0V59w4oEPs8q117pjR0vpjDtx27ymJrGpnNVavFSFC9DI9RkX42sLj9/DytpfDBFYjC8sWcmnJpTFFlsfvQSwUIzrFzAKL1xJzLkQIq9caNlbjrOFPP/yJ1RWrm8a+O/odI9JG8OTEJxO1V92UhMhK0O0wZmUjU6qaLNhPpPfos1BqdUgVCgZMnk7f8WcjFAoJBAK4rGY8TidSuRyFpmOK7EOhEHt+WhkmsJrmgkFWffAOM2++rUNc2joTpVaHUquLiEp53S4q9u6JcRTUHj6Iz+NKiCxAolAgEAhjtgQ42TxErtYwat7FfPrUQ1EfP2zW3BabaSfoGpxWD9tWHGXLN0fxuQNIFWKGTs+h3/jMLjFmUOlkTL+2H3UVDnb9eAyBQEC/8ZkY0lVtXqyqdDKmX9+fz1/YHObwJxQJmH59/7gsuk1VLj56ekPT+YPBEPvWV1NZZmH+H4a36IbYEZSuq4rZn2v9lwfJLjG26b2UKSVxs7xXG2SMmJ1H/4lZEAohkYubjWAFAkHsJg9HdtRRV+4grUBLZm99Q73TCQYofm+ADYsPhQmsRirKLNSV2ztEZPl9sTejgJgNsWPh9rvZUrOFB396kKP2owAUG4p5eNzDFBuKEQsb3iuTx8Si/dGbpQMsKlvEwOSBTf8PhUIccxzjm0Pf8FPFT2SoMrikzyVkqbMiok4toZKomp8Xh89vrN4YJrAaWV+1nrUVazmv8Lw2PX+CziEhshJ0O9TGJObf/Wc+euw+vK7jlqXJvfKZdOX1YQJGJBZjq6tl/RefsHX5YvweD+mFxZx97Q2k9CqIe+qe3+vhyI4tMecr95XidTl7vMiKhUgixZiVw+Ht0d8DbWoaYmnPTpeMFyqdnuKx49jz08qIueTcvKiprRm9+zB89jw2LPq0aUwgEDL56uvRp2dEPD5B5+Dz+PF5g0ikQiSy8J9Nr8vPmoX72flDxUljB3A7/Iyekx9xTGeg1MlQ6mRkFzeI+VM1DxAIBWQUarn0/tHs/qmCmiM2UnI0lIzNQJssa7cpgdflZ+0X+6NatNtNHo6VmugzpnM/+6FQiPpj9pjztjp3g3NgFyISCVG3In0vFAxRfdDGwuc2NYmZ7d+XI1OKueD2YSRlHRcHboeP/Ztim6bsXlVBTl9j3BvS61MVsUx9UWgkyFVtE6eHrIf41dJfEQgdj46Vmkq5dvG1fHj+h+Rqc5vGgzE2wYCw4wEOWA5w9eKrsXiOR6E+KP2AB8Y+wOz82Sgkrf/dN8qNDEgewPbayPrzoSlDwyJoNo+Nd3a/E/G4Rt7Z/Q4Tsiegk53ePTx7IgmRlaDbIRSKSC/qzdVP/4PaQwew1taQWlCIPiUd1UnmEnZTPZ8+9TDVB8uaxirLSnn3/ru49KEnySzuG99rE0uamqhGQ21M6lY9gFw2KwG/H5lSiUTW/t1gkUjE4Bmz2PL1l1EjNGctuBy56vS2uW8tUoWSSVf9Eq/LzYFN65rGU/MLmXPb3aj0+ohjlFodYy68lEHTzuXYnt0IRSIyivug0hk6VbiHQiHs9XU4rRaCAT9KnR6VzhBWm3gm4HX7MVc52bDkEKYKB0mZaoad2wt9qqJJOLlsXnb9WBH1+G0rjjJwcja6lK77qW2rCAoEgjjNHjxOPyKpEIVailwlwZCmZMzcAvz+IGKxMG6Ob163n/I95pjzZZtr6D0qrVMtvQUCAdl9DDFdGpNy1M2ai3QnHBYPX720NSJa5HH6+fqVHeH1TgJBsw2IRRJh3AUW0FCndm4eG746GDE38bI+bYqeOX1O/r313xECCcDld/H5/s/59aBfNxhHyHSck3cOn+//POq5ZhfMbvq3xWPh4dUPhwmsRh5Z/QijM0aTI4nsVxULg9zAMxOf4Xff/o5SU2nTeImhhMcnPh4msoIE8QYi03Ub8Qa9zYrFBF1HQmQl6JYIhSJ0Kanoothcn0h9+ZEwgdVIKBTk29dfZv5dD7QpddDjcuL3eJAqlFGjYCKRiCHnzGbr8sVRjx89/5IOS1VsCw6LmSM7trFu4Yc4LWZy+g9i9LyL0KdnIhK372uvS0ljzu1/4qt//KUp0igSi5l4xS9IzSuMx+WfNmiMScy65TacFgsumxWZStWQitlMKwC5So1cpcaYmd15F3oCAb+fqv17+fzZJ7CbGsxlxBIp4y+7mn6TpnZaY+SuJuAPcmhbXVh/KFOFk30bq5n5q4HkDUxCKBLitHlj9igPBkJ4HD5oY8PZrsJt97FnbSVrF+7H+3PfpPRCLVOv6Yc+VYlAKEAija/xhEAoQK6S4HVF7xml1su6pGdS7oAkZEoxHmfkdY29oAi5qmdsODjMHly26LbvJ9c7KTQS+p6VwcYlh6M+vt+4rA65RqlczOAp2aTkqln3xUFsdS6SctSMnVuIMUvdJkHv8DnYVrst5vz6yvW4+7tRCVUoxAp+PfjXrCxfidljDnvclJwpYU1+LR4L66vWRz1nIBRge+32qE2BmyNLk8W/p/+bGmcN1a5qUpWppChSIlwNtVIt5xWcF/N1zc6fnYhidVMSIitBj+bA5g0x5yr37sHrdrdK9LjtdmoOH2DNx+9jra0irbCYUXMXoE/PQHJS+ps2NY1zb7qVr//1t+N22wIBI+dcSHpRMeaqSqoPluH3ekkv7I1Sp+/U6I7LZmPl26+xY8WyprFdK7+ldNVKLn3oadILe7fr/BKZjPxhI7jmmX9gq6sl4PejS0lFqTP0eGfFjkCu1iDvQcLEVlvDBw/dg993fOfU7/Oy4vWX0adnUjh8VBdeXefhtHr59q0ojc9D8O0bu7n4npFojPIWUwFFLUQ8goEgDosXl80LP7vqqfSyNtmsx4NQKMTB7bX88P7esPHKMiuf/XUTF945vNVNbtuCUitl6PQcvnunNOp8v3GZcX/O1qAxyrng9mEse20ntUcaUgeVWikTLulNcnbPidb7vc1HOAL+4zsEIpGQAZOyKdtUg6XaFfa4kjHp6FM7brNAoZFSODSVjCI9QX8QsVTU5jRBAJlIRroqnQpH9OhyrjYXmej471SOJod3Zr/Dx3s/Zvnh5aglaq7ufzXD04aHiZ1okbET8fg9bb5WgCRFEkmKJEooifkYgUDAlNwpvLHrDY7ajobNZaoyOSfvHISCnhFZPdNIiKwEPRpVMxEBiax1TQy9bjfbVyzjuzdebhozVRxjz0/fs+Ceh8kdMDjs8TKFkuIx48nu25+awwfxe72k5RchVak4tHkDS156nmDg+A15yDnnMXbBZSi1nbPTZDfVhQmsRgJ+P8tffZH5f3yw3dE2kUiMNjkVbXLC0eh0Y++6VWEC60R+fO8NMnr36bTPclfitHjxuaMvrNwOHy6bF41RjkIjidlwNjlb3azVt9ft58iuer59Y3dTxEShkTD1mn5kFuvjHjVqDofFy5rP9keds5s81JU7OkRkCQQC8oekcGhHPQe31obNjb+4N5rkjjW9CPgCOKxeXDbfzz2hJKh0DbVmSVlq5vxuCC6Hj2AghFwpbprrKagNspj1ThJ5pJDRGOXM/f1QyveY2LO2EqlMxMCzszFmNv9ZjhfKdj6HVqblV4N+xa+X/Trq/GUllzUZX8DPqaGabG4afBNX9r2yKY0w4rxSLQW6AvZbon9HBqUMatd1t0S6Kp1XZ7zKZ/s+49OyTwmFQpxfeD4X9r6QDHWiXre7khBZCXo0BcNH891b/436CzJo2rmotPoWz+G0mFj59n8jxkPBIEteep7LHn4atSE8fC+RydClpofVZ9UePshX/3g24jybl3xBVkl/Ss6a0IpX1H5imVLA8f5MIokUqTxy8eJ1OXHZbASDAWRK1RmxmE5wnFAoROW+2O6Rpopj0e37T0daWEc3lqaodDJm/nognz23CafluDhVG2Scc8OAZheN5moni/+9HU64fblsPhb9cyuX3jsSY2bnRUwCvgYHulhUH7LSa0DHNGdV6WRMuaoEW72bwzvrkcpF5PZLQqltfePfU8Ht9LF3XRU/fbSvKeKj1EqZcUN/0vN1iMRCFBppp4iLjkKhlTJ4Wi6bl0amAI6dV4hSH/naNEY5JWMzKByWikAoQCzpWVGS/sn9uXnIzby45cWmWiWJUMKDYx+MmdInFokjLN5PJEmRxP1j7+f6JddHRLUuLr6YZEVyu6+72lnNAcsBVlesJk2ZxlmZZ5GmTGtqOJyhzuCGQTewoHgBIUIY5IYwwZig+5H46yTo0aiNSZz7m9+z+MXnwoRWan4Rw2fPa5UJRf2x8rDI04lYa6px2+0RIutkQsFgzDotgLWfvk9u/0EodR0vWsTNvWaBANOxo1TvL6No1NgwoWWurOC7N1+lbP0aQqEgqfmFTL3uN6TmFfRYw4MG44YAcpUq4XrYCgQCARm9Syhd/WPUeUNGZth3ylZXS/2xo1iqKjFm56BPy2i2z11PonGBH61WSKGRhC28jRkqLvrjCEyVTsxVTgwZSvSpymYjPz6Pnw1fHQoTWI2EgiG2fHuUiZcUIxJ3zgJXJBLErEEC4tKDqTkaxUxqr86raa05ZOP7k9IUnVYvC5/fzGX3j0af2vNbUUjlYobOyMWQrmT9ooPY6t3o05SMmVdIVrG+2V5uJzeD7inoZXqu6ncVs/Jnsc+8D7FQTKGukGRFcpNgORX6J/XnvfPe48UtL7K5ejPJimRuGHgDI9NHopW173Nb6ajkpmU3sdd8PF1XJBDxl0l/YVzWOOTihnuJSCgiWdl+QZegc0iIrAQ9GqlcTu/R48goLmH/hrU4LWbyhgzHmJkdtthzWi247TZCwSAylTpsrqWi6ta4KQUCgZhNZKGh8WzAH33xEvOcfj9elxORRIJU3vpc+Jz+g2PO9Ro0lPLdO9nw5Wdc1/tfSDMa6h2stdW89+Afm4wOAKoPlPHeg3dxxWN/JTWvZzVYdphNHN6+hXULP8LtsNNr0BBGnn8h+rQMhKKeuXDoLIpGjuHH997E742Maoy/9Kqm6GbtkUN8+Mi9OMzHG94aMjKZf/dD6NNa16i1O6PUSZl6TV+++te2MCEkEAqYek2/CMcztUGO2iAnp2/rRKbPE6T+WGQvwEbqjtjxeQOdJrIUOimDp+aw9vMDEXMSuYi0/K439IknboeXNQujp34F/SFK11Yx6rz8Tr6qjkGpkdJvXCa9+icRDIYQiQXt7t/mcflxmD3s31SN2+Enb1AyhnRlh/TROhVUEhUqiSrMrr29yMVy+hj78Oj4R3H4HEiEkpjNituC2+/mxc0vhgksaKgDu+O7O1h4wcI2m2ok6B4kRFaCHo9ULseYkYXxvAsi5kKhEHVHDrH4peepKmu4gelS05h+wy1k9umHRCZr2p2PlgZlyMhqlWmBWCKh18Ch7N+4Lup8elFxqy24g4EAlpoqtnz9JUd2bEVtTGLknAUk5+S26lpUegOTrryO7958NWxcodEyYvY8Fj3/FIRC7N+0juEZcwE4sn1rmMA68Vp+fO9NZv32jh7TYNhltfDNf/9F6eofmsa2f7OU3T9+zxWP/IXk3Lyuu7hW4nbY8Xs8iGWyTrfE1yanctF9j/LFc09gq2uokRFLZUy4/Jqmlgj2+jo+efKhMIEFDemEi//5V+becU+3cNlsDyKRkJy+Bi65ZySblx2h/piD5Bw1g6fmoE1WtLsuRyIVYUiPXssFYMxSdWpNlkgkpP/4TMzVTkrXHN8wUmgkzL55cIfUY3Ulfm8w5nsPUHPISsAf7DSR2xmoWtFXqzV4XD52r6oMM0nZsvwIaflazv3VwFb17+rJNAq4eFHvro9pI+8P+dlQtSEhsnooCZGV4LTGWlPFuw/chcd5fMfYUl3FR489wBWPPUtaQRFKvYHpN9zC4n/+NexYkUTCuTf9HpW+dTtVhSNGs+rDt3E7wptYCgRCxl1yVatFSu3hg7xz/51NkYTqg/vZv3Ed4y65kqHnzmnxPDKlkgFTZpDZpx+bFn+Oy2oho3cJGb378M1//9V0fU6LGYBgMMi+9Wtinu/oru14Xc4eI7IstdVhAqsRv8fDijde4fzf/xGZKn4/kPHE43RQc+gAP7z3JqZjRzFkZjHuoitIySvoNLElFInILC7hskf+guvnPlkKrQ6V3oBY0pAi5zCbsNZEj9yW796By2rt8SILQCITk5ytYfIVJfi9AcQyEeI4LbolchHDZ+ZxYEttxJxAAIOn5HT6Al+pkzHhkmJGzMzDUuNCphQ3ROj0PcvsoTWIpUL0aUqqDlijzqf00p5WAiue2E2eCBdKgKoDVnb+UM7wmXnNpiEmaGgwbPKY8Af9DemM+kJ210dxMwXqXJEboAl6BgmRleC0pnTNT2ECq5FQKMiP77/J7N/diUyppGjUWK7MzWPjok8xV1WQUdyXgWdPx1xVwRfPP4khPZO+489Gk5wS06Zcm5LKJQ89xdJ//41je3YBDelT0355M8bMbHweNw6zGY/TgVQuR6HVRSycnVYrX//7b1FTtX58/y36jJ3YKrEjV6nRp2egTUlFqlByeMcWVn/8bthj8gYPAxrSJTXJKTHPpdTqelSK3f4N0aOJAIe2bcbttHdLkRXw+9m75ieWvPR805jTYub9h/7E9Btuof+kqZ3a6FpjTEJjjF6LePJGwsn4onx+uzt2kxtTlZP6Yw70aUqMGSo0xobojVgi7JDif0O6kunX9WfF27ubnAxlSjFTru6LNrlremvJlRLkSgmG9O73HYkncpWU0XMKWPj85og5kVhI8ai0zr+oHsLetbFT47d9W06/cVmoDad3NKs9HLYe5vE1j/PjsR8JESJTlcnNQ25mbeVaPiv7LOLxI9JGdMFVJogHCZGV4LTF7/NyZPvWmPNV+/fhczdEaGQKJWn5hUy/8bf4fV48Tgfv3PcHHKb6psev+eQDzrv1LgqGjoxqBCEQCEjOzmXeH+7HbbcSDAaRq9So9AYc5nrWfPIBW5Z+1dRbK2/IcKbfcAvaEwSOx2Gjav++6BccClGxdzeGjNb1jVFqdRQMG8V7D9xF6KRu8Gn5RRgyjjeWHDhlBpu+Whj1PCPOn9/qaF53oDkhIhQKEbRkG9dFOEz1fPPav6POrXj9ZXoNHtZic+7OQpMUu/BaJJEg74YitjnM1U4WPrcZW727aUyhkTD31qEkdaDDn1QupnB4ChmFOpw2LwJBgwGESidF2M0iAW67D7vZw7G9JsRSEVm99Si0UqTynruMSOmlYdIVffjpw334PA0iV6mTcs4vB6BJOr3SI0/GYfbgsHhwO3yoDXKUWkmrGyw7bdFbPEBDrVYomptLAqDB4OK6JddR5TwuVI85jnHPj/fw1MSnWFu5NqzH15CUIWRruqYxfYL203PvjgkStIBQJEKXFns3Um1MQigOX5CLpVL8Xg9L/vlcmMCChujXly88zbV/fQl9auzCfoVGg0JzvHbK7/Ww9rOP2LQ4POf64OYNfPHXJ5h3530om+n3FX4NbfvxSs0r4NKHnuTb1/5DZVkpEpmcQdNnMnzW3DDzD21yKtN+eRPLXnkxzKWx9+izKBo5pk3P2dUUDh/FD+/8L+pc8ehxyLtpGpvTasHndkWd83ncOC3mbiOylFo9xWMnULpqZcTc8NnzUOl7jsOgy+bl65d3hAmshnEfX/5zG/P/MKxDi/lFIiGaJHm3XtQ7rV5++KCUveuqm8YEAph0eR+KRqQh60Cb9Y5ErpTQd2w6uf2MuGxehEJhQ58svaxVhkc9lfoKB4v+sQVr7fHPfK+BSZx9RUmr6rYKhqSw68fozX6z+xiQttGV0OP043b4CAVDSJXidvfK6iz8QT81zhrq3HWEQiGSFcmkKFIQi2J/H7bWbA0TWCfy2o7XuG7AdTy65lGUYiUX97mYK/tdGdYUOUHPomfeGRMkaAVCoYjB02ay+esvm4SDQCCkYNgI0ouKyR04JGofKJfNxpGd26KeM+D3U3v4YLMi62QcZhNbln4Zda5i3x7spvomkSVXqUnNL6T6QFnkgwUCMopjd4WPhkQmI7O4L/PvfhCv24VQKEKp1UVEe2RKJX0nnE3ugCEc2bkNr8tJ7oDBqI1JPa5XltqYxOgLLmbNJ++Hjav0BsZdclXU/mDQIHICPi8CgQiVwdDpiyxBCy6XQmH3SdmUq9Wcfc0NqI1Gti5djN/rQaZUMXLuAgaePb1HWf677D5qDtuizllrXbis3m7jmAYQCARx2xtMehQaKcJOqJU6uK02TGBBwy11xVt7SC/QIcvqXHOWeCISi9AmKdAmdU16ZmdjN7lZ+PxmHObwlN5D2+pY+8UBJlzcG3ELhivJORoMGUpMFeHGIUKRgLHzC5EpW5/WbK5ysvL9Ug7vrIcQGDNVTLq8Dym5mlYbv7js3qZm0SJJ59wnnT4nPx37ift+vA+7ryF9WiVR8eDYB5mQNQGVNHo0f3XF6pjn3Fm3k79M+guL5y9GJBSRJE9CIuq8FPEE8SchshKc1mhT05h58218/dLz6NLSOfuaGylbv4ZdK1dQtn4tw2fPI6f/wLB0uMZ0vlh4nbEdqaI+3uVqtoGrtba6ySJdodUx48bf8u4Dd0XUZZ214DJUrYx4nYxCo23RiEAqVyDNULQ6HbG7IlepGT77AvKHjWTTVw3GH0Ujx1A4fDTaKJEgt8NBZVkp37/5KjWHDqA2JDFq3gKKx0xApdd32nUrfzaXONmxD0Cp03dKj7W2oDYYmXDZNQybOQe/14tEJkNlSELUg+r3APze6D3yGvG6m5/vTGx1LravPNZQEyOAfuMy6TMmval2rCNwWr1s+jqykW0jO344xsRLijvs+RPEF0uNK0JgNbJ7dQXDz+3VYj2gWi/j/N8OYfOyw+z84Rh+b5CsYj3jFvTGmN56gyRbnZtP/rIRp/V4+mH9MQefPruJi+4eQUpO8266DouHwzvq2bL8CD5Pg438oLNz0CbJO9yo5YjtCLetuC0sNdLhc/CH7//Ae+e9R7+kfmGP9wf9CBCQrY6d+pesSEYqkpKq7B4ZCwnaT0JkJTitkcoVFI8eR1afvnhdLt5/6E+47cd3rRe98BSFI8Yw/cZbmgSMTKlCm5IW0z0trbB3m65BIpMjEAoJBYNR509u3pqcm8fVT73ApsVfcHTXdlR6I6PmXkhybj4yZc+qdekqFBoNWZq+pBUUEfT7G/4GUSJToWCQg1s2suj5J5vG7KY6vvnvv6g6sJ/JV1/faa5+amMSs393Jx89dl9YTzWhSMzs3/2hWzb5FUuk6FJ6tkGAXCVBKBYQ9EdJxRU01Oh0B2x1Lj5+ZiN20/EF8pqF+9mzppK5vx/SYRbrwUAQVzM1OPZ6N8FgsMV+g52Bzx3A6/EjEguRqxIRgGjYT0qLPZGgP9TipkMjGqOcsy4oZOj0XEKhBrdMeRsiWACHd9WHCaxGQsEQaxbuZ/p1/WOmojqtHr55fTeHdxx33tv6zVH2rK5kwV0jOrR5tsfv4X87/hez9uyVba/wyPhHUIgV1Dhr2FW/i0/2foJMJOMXA37BC5teIBCKfJ9/0f8XJCsSjYZPJxIiK8Fpj1gqRanT8+N7b4UJrEbK1q9m5JwLm0SW2pjEtF/+ho+f+HNYfRLAgLOno9K1zQRCqdPTZ8wEdv/0XcScPj0TtTH8pioSizFkZDHxyuvwulyIJZJW99hKEI5YLAFx7B9+u6meb1/7V9S5HSuWMmruhZ0msgQCAZnFJVzzzD/YvmI51Qf2kZpXQP/J09ClpLWYTpjg1FBqpQyZlsvGxYci5vqelYGiG9SHBANBdq+pChNYjZirnBzeWU+/cR0TgZbIxWQU6ji4LbqNdN6g5C4XWD5vAEu1i/VfHqT6oBW1QcaIWXmk9tIiVyfE1ok0Jz4kMhHiNtRTiSQi1IZTi1wHA0EObYtsX9BIZZkFn8cfU2SZq1xhAqsRj9PP2i8OcPaVfZDIOmaJ6/K7KDNHSen/mQOWA7h8LmxeG7evuJ3NNZub5uw+O4+Of5T7f7wfb/C4wDwn7xxmFcxCKEjc508nEiIrwRmB226ndE1k76RGdv+wgqw+fZv+n1UygMseeoqVb/+PyrK9qA1GRs27iILho5Cr27bolioUTLzyF7jsVg5t3dQ0bszMZt6d98eMUIglEsSdaNl9JuJx2Jv6hUWj9vBBjJmd5+wkkkgwZGQx/pIr8ft8iCWSLhFXoWCQQCBwRnz+xFIRg6fmIFeK2bD4EB6nH4lcxOAp2QyclN0tTB3cDj9711XGnN+9qoLCYalxu9aG6JWPUCiETCVh1JwCDu2oJxQM33RSaqXklHS982jVfgsLX9jSdH22ejef/20Lo87LZ/C0nB7tgBhv1EY5xiwV9eWRrU2GTM/ttPpDgVDQbJprQ71h7Htf6brYNvJlm6o5a35hh4kshVhBsbGYnfU7o873NvRGIVHw2b7PwgQWwHdHv8Mb8PLuee9yxHYEq8dK/+T+pChS0Mv1HXK9CbqOxJ0nwRmDoJkdIsFJdSRSuZzM4r7MveMefB4PQpGwXY5pmqRkZv/uDzgtZuz1dSg0OpR6A2pD1y9QzmROdpc8GWkXpWcKhMKY/dg6Eo/LibWmmq3LvsJaU02vQUObatlOZ7c1pUbK4Kk5FI1Iw+8LIpYIUeqk3aahqkBAs41xRWJh3Aww7CY3u36qYMfKY/i9AfIGJzNyVh4X3D6U798ppfaoHQSQNyCJcRf1RtPFhhEOs4dv39wdIQAB1i06QPHotITIOgGVTsbsmwbx7Ru7Obq7of5TJBYyaEo2AyZmdloDZoFAQL/xmWz99mjU+WHn5KLUxo4iN/t96ODvrUws4+p+V7OwbCHBk9qjCBDwiwG/wOlz8u6ed6Mev6piFS9sfIFnJj2DTNx9THUSxJ/EnSfBGYFCo6HvhMlsW74k6ny/CZOjjsvVGuTq5otvW38NDeYTSdm5cTlfgvaj0GjJKulP+e4dEXMSmTysl9jpjs/jaWiG/OJzTWP7N65j1YfvcOlDT5GUldN1F9cJCEXCDjWQaA8KjZSBk7L59s3dUecHnZ2NpI222dFwmD188Y+t1B093mx6z6pKDmyq4ZJ7RnH+/w3B6/IjEAqQqyTdIsrncfrDrMhPJBSCunIHupSOq8/piWiTFJxzwwBcdi9+TxCZUoxSK23RVTDeaIxyzr6qhBVv7g7LzC8enUavAc3XJvUZlcbWb45EnxuTjryD03yz1dm8fu7r/GX9X9hU05Chopfp+fNZfyZXm4vT68Tjj92U3eV3Ra3LSnB60fV3yAQJOgGxVMboeRdxYON67KbwPO7+k6aijVG832hAIBInviqnIwqNhhm//h3vPXBXWNqgUCRmzh33RKRyOixmbLU1VJbtRWUwkNqrALUx6bT4fDjMJr7+1wsR4267jWX/+Qdz77gnbhsOCdpOrwFJpBXoqNpviRhPzYtP77fqQ9YwgdWI1x1g7ZcHmHRZn+7Xw6iFoIVQ1DER2IA/8HNKJUjlojbZlncH5CpJl5uDSBVieo9IJatYT0WZBZ8nQGaRHqVOikLd/OdMkyyn/4RMdqw8Fj5ulDN0Ri7iDozI2U1u6o85ce/TcFfyY6QMU+OQmlDIFKQoUhAJRUgEEmbkzeDV7a9GPcecojkoJQnxf7rT81cGCRK0El1qOpc9/DR7162idPUPSJUqhs+cQ2peQUQvKIfZRM3hg2xZ+hUEgwycOoPU/KJu6fCWoH0YM7K44rG/cqx0F0d2bMWYmU3B8FFokpLDxJOtvpZFzz8dFvUSy2TMv+tBMvv07fFCq2r/3pgOmEd3bcdltyVEVhei0suYeeMAqg9Z2fHDMYRCAQMmZZGcpUYZhzqaYDDEnjWx674ObqllzJyCVvcuag0epw+X3UfQH0SqEKPSydpsvS1XSTBmqqg/FlljJBQLMGbEP+XXbnKzZflRdvxQjs8TILuPgbMuLMKYoUQk7lktDLoaiUyMLkXc5mijQi1l9JwCeo9MY8vyI3jdAYqGp9JrQFKHRqSttS4+e24z1trjjeOFYgHn3zKYlCI9op/ryCQiCRcXX8yn+z6l3l0fdo48bR6j0kd12DUm6D4IQqFQdA/KBABYrVZ0Oh0WiwWtNj67hQm6llAohMflQCQUI4nSmLZhR/9v7N+4Nmw8q6Q/5/3fnaiNie7rJ+PzeHBaTPg8HiRyBSq9HrGka3a8vS4nTosFn8eNVKFEpTe0uzmu3+vluzdfZfOSLyLmxFIZ1/7ln+hSe7aV+fYVy8JSBU/mF8++iPGElEG/z4vDVM+x0t3YTfVk9emHLjUtrOdcgo7B7wu2WKfVVkKhEN++sZtdP1VEnVfpZVz0xxGo9PGpIbHUuvju7T0c2dmwAFVoJJx1YRF5g5LbbAVec9jKx89sxO8N3ySYck1fioanxlUYOsweFv5tc4RxhFAk4KK7R5Cc3fUbEQ6zB783gFAsRKmVdlqdVVfh9wUIBkNIO8joohGPy8+y/+7g4NZIV0OxVMhlD4yOaGp91HaU13e+ztcHv0YsFDO/93zm955Puiq9Q681QcfSWm3Qs7deEyQ4BQQCAXJlbIfAyn2lEQILoHz3Dg5u3ciAydM78vKaCAYD2OpqqdxXirmqkvTC3iRl5XQ7kWc31bP643fZ/s3XBPx+xFIZQ2eez/BZczt9wW2rq2XFGy+zd/VPhEJBxBIpQ2fOYfjsee1qLOy0mNn+7dKoc36vh8p9e3q8yMro3SfmnDEzG9kJVvZ+n5ejO7fx6VMPh/X0yujdh/NvvRtNUqLXS0cilsR/0dxoRBBLZPWfkImiGSOCtmA3ufnsr5uw1R2vpXLZfCx/bRfn/moAhUPb1ow1KUvNpfeOYveaSo7tNaNLUTBwcja6FEVcBRZA7VF7VGe+YCDEqk/KmHH9AGTKrllauR0+juyqZ9UnZdjq3EhkIgZMzmLw2TlxE8fdEbEkPn/jQCBIwB9ELBFFNZJx270xWxn4vUHqjzkiRFa2Jps7RtzBLwf+EgCj3IhYmFh6nykk/tIJEpyA1+Vi4+KFMec3Lf6CgmGjUZ60c2E31Tf14JKrNe1OKwwGA1SV7eWDR+7D5z6elqBLS+eiex9Bl9o9dsHcDjvfvvZvSlcft8f3ez2s++xD/B4PEy67Jmq0sCNwWiws+tvTlO86ns7n93lZt/BDQoQYd9EVpxzRCvj9+L2xi5itdbH7vXQ0HpcTl8VCIOBHqlCiNhhPyQlQpdczePrMhhTZExAIhEz75c1hgtlhqo8QWAAVe/ew9rMPmXTlde2OHiZoO6FQCEK0OeWuEX2qkgGTs9i+ojxsPClbTd+zMuLmYFhX7ggTWCey6uMy0gt0bbISF4qE6FKVjJydj98TQCQRdlj0pmxTdcy5I7tMeD3+LhFZoWCIA1tq+Ob14+YoPk+ATUsOU1/uYOq1fVusczqdcTt8+L0BRGJhRO87r8ePtcbNthVHsVQ7SS/SUzImHW2SHOEJToUBf8P3K+Zz2H1Rx6UiKanKtm0cJDg9SIisBAlOIBQKEvD5Y877vV44wbLV7/NSua+UxS8+h6WqoZ5Bn57JuTf9nvSC3ohOsc+Qvb6ej5/4c5jAArBUVbL0P//gvN/f1e4muaFQCLupHq/TgUgsQa7VIm+jZbnTYgkTWCeyZemXDJs1B708o13X2VocFlOYwDqRzV99zpDpM09ZnEpkMrQpqVhroi+wMopiR4E6Ekt1Fd++9m/KNq6FUAhNUjKTr76B3IFDkKva9reUqzScddEVZPcbyJpP3sdhqiejdwlnXXxFRK+wo7t2RAisRrZ/u5SRc+ajTU4sKjoLl82LudrJjpXHCPqDlIzNIClb3eaeR3K1hNHnFdBndDo7VpbjcwfoMzqd1F7auEZCKsssMecsNS4Cvui1gS0hFAqQnuB46PMGGha+oQaThXiIn+aaU0sVIrqq04Hd4mHVJ9Eb5B7aXofT4j0jRZbH5aP2qIPVn5Y1RJqS5Yw6L5+MQj1ytQS/L8DBLXUs/e+OJgFVXmpmy9LDzLt9GGknmMpI5SKUOilOizfqcyXndE7j+gQ9h4TISpDgBGRKFX0nnB3V0hugZNyksOJ/S1UlHzx8L8HA8QWnufIYHzz0J65++u+n3MjWXFXRFBk7mUNbN+GyWtolsjxOB4e2bebb1/6Nvb4OBALyBg9j6i9+jT699aLIaTHFnAsGArjtduikLDprTezmlH6fF6/LecrnVhuTmHjldXzx1yci5pJ75bfpPYsXtvpaPnjkniZxDw3pkp//9XHm//FB8oeOaPM5lTo9JWdNJHfAYAJ+P1K5ApkysiDdXh89ZQYaIplBf8KauLNw2bz88OFeStcc//zvXV9NRpGOGb8cgLqN4kiulpCu1pGWpyUUCjXbEPZU0abEjm7LlOK4OAJaal2s+3w/e9dXEwyGyO1r5KwFRRjSlGHRibZSPDKNjYsPRZ0bODG7WRHWkfhcfly26JEUgNpyO0lZZ5YICAaCHNpWx9JXjzcNrj1i58sXtzF6bgGDp2Tjsvn45o1dEREqvy/I8v/tZN6tQ1FqG75DKr2McQt6s/SVyPVBr4FJp3VKZoJT4/SuhkyQ4BTIHzocfXpmxLjakET/iVMQ/ty42O/1sn7Rp2ECq5GA38+mxZ/j98X+0WsOt83a7PypnreRir17+PzZx48vlkMhDm7ewPsP/QlbG1LfZC1EvqTyzmtUqtI1U/8lECCWtS9tsdeAIcz+3XHjE6FIRMn4yVxw5/1d4jpZe+hgmMA6kRVvvILDbD7lcyu1OjTGpKgCCxpMYGJhyMjstBTRBA2L5xMFViMV+ywc3HrqaawCgaBDBBZAVrEBUYy6skFTctpd+2Wrc/PJMxvZs6aKYKAhxevwzno+fGI9lhg9tVqL2ijjrAVFEeMpvTT0n5jZ6ka4Hpcfp9WLzx2fDQmRWAjNaFPlGRjFcli8fP9eadS5dV8cwGnzNRs5NVU4cTuO/74LBAJ69U9i1m8Goktt+G2TKsQMn5XH2VeWnJGRwgTNk4hkJUhwEtqkFC66/1G2f7OU7SuWEgoG6Tt+MoOnz0KbkkrA70ckFuN1u6jcuyfmeY6V7sbndiE+hZTB5hoWy9WaFsVNczgtZr5745Woc7a6Gqr272u1cYFSp8eYlU19+dGIucw+/VBEcd0JBYMIOmDxpjYmoUtNw1IdueAsGjEGpVYf9TiH2YTTaiHg86HQaGO6EcrVavqcNYGsvv3xuV2IxGKUWn2XCYojO7fHnKsvP9JsDVl70adnkJpXSPXByPSkyVffkHAY7CT8vgDbvo387jWybcVRCoamdLveViq9jPN/O5hF/9waJjLyByfTf0LrhUosDu+sw2GO/Pz7vUE2LTnExEuLT7nxrkwhod+4DHr1S2LfhipcDh+FQ1IwZKhalZ7pcfqoK3ew/ssDWGrcJOeoGDEzH32aAkk73PHkGil5/ZM4uD0yyiyVi9Cnnz49mXzeAA6Th7JN1VhrXOT0M5KWr4uwbnc7fHgc0dOag4EQDpOHgL/51NRQMDzEJVOKyR+cQmqeFr8viFAoQKmTtvszm+D0JCGyEiSIgjYphTHzL2HQtHOBEDKVGntdHas/epfKslLSC4spHjuB/KEjqD0SPXVEl5qOWHpq6QNKnZ6ikWPZt25VxNy4S65qV+TE7/PGvGaAIzu3UTRyTKvOpdIbmPuH+/jo0fvD0vWMWTnMuuV2FJrjIstaW8ORHVsoW78WbWoaAyZPQ5OcgkwRnx9/tTGJ+X98kI8efzDsWjL79OXsa2+MiMqEQiHqjhxm4bOPYapoKPQXSSSMvuASBk+fGdE7DRp2MjXdxN2xOTdDmUrVFHHtCNQGI/PuvJdVH77Lzu+XE/D70adlMPmaG8gq6ddhz5sgnFCwwdwgFj5PIGKR2B0QiYWkF+q47L5RmKqcuB0+kjIbasjk6vY1yPV5A5Rtqok5f3hnHR6n/5RFFjQILZlCwqjMgjZfW+m6Kr5/53h0xVrrYv/mWmbfNIhe/ZNO2bREphAz4dJiTC9sxlJ9vJZXLBVy3i2DUem6j9D2uPz4PQGEYkGboz9+X4AjO+tZ/K9tNDYg2vljBWqDjHm3DQ3rt9WSUYtACIZ0JQKhIOr3RG2QIVdFXya3td4xwZlJQmQlSBADoUiE2mAkFApRvmcnHz5yL4Gf0/TKNqxl9SfvMf+PD3Jg8wZqDx+MOH7knPlIZKd2I1ZotEy9/jcYs7LZvOQLvC4XmqRkxl96NflDR7RrAS0QilBotLhipCTq09pmDmHMyOLSh57CWlONtaYKfXommqTkMCFoqjzGew/+EYfpeFPGDV98wjm//j+Kx46PW1qhMSuHyx56Clt9LQ5TPbrUdFR6I0pdpGCy1dbw/kN3h70PAZ+Pn95/E01SMgMmT2vx+ZwWM4GAH4lM0WajifbSa9BQhCJx1HTVYTPnouzgaJImKYUJl13DyDkXEgoFm5wNE3QeEpmI4lHpHN0dvTaycGgKclX7REtHIRIJ0SQp0CTFN6VYJBSgaEaoyZQSBHGo+ToVXFYvP36wL3IiBN++sZuL7h6B2nDqkXFtsoILbhtGfaWDqgNWtEnyBqdGg6xddWh+bwCn1Yvb4UMsFaFQS06p9szr9mOudLL28wPUHLGhNsoYOTuf9Hxdq8W1w+JlycvbObnDq93kYeX7e5l+XX9kP5ufyNUSdKmKMNHZiEwpRm2QI1OJGT0nn9Wf7g+bFwhg8pUlqPTysPfA6w4gkTX0H2tP5DHBmUHiE5IgQQvY6+v44q9PNAmsRgI+H1/+/S/Mue1u3nvw7qbFrkgsZuIV1yFXa/E4HMhOcfGtNhg566IrGDx9FgG/D4lUFpceWSq9nhHnz2fl269FzAlFIvKGDG/zOTXGJDTGJLL69I2Y87icrPjfy2ECq5Gv//U3svsOQJoev4WW2pjUqvepYu+emELzp/ffIm/QMNTG6KLBaTFzaNtm1nzyPvb6OtIKezPhsmswZuUg7aT0QbXRyAV/fIDPnn4kLDWwYOhIBk07F1EHRrKcFjPlpbtZ99kHOMxmcvoNYOTcBcg1WsTixM9KZ5JdYoi6kJSpxAyYnH3aN6J1mD247D6CgSBytQSVVsrAydmUro1uhDNkWk6XpU/a6t0x09OcVi8uu69dIgsaUjFVehk5JfHZ8HDavGxedpgty48Q9Dcom5RcDTN+2R99auuzEEKhEMf2mln0z61NJhNOq5dF/9jKqPPyGTItB4m85XtHzSFb03WczKHtdbjtviaRpdLJmHF9fz59dlNYxFcoFDDjl/2b0vz6T8gkJVfD+q8OYqt1k9JLw8jZ+U2vz2HxsHHJIXZ8f4yAvyFFsHh0GqPnFrbZWCbBmUXi1zBBghZwWi04zNF3ih2mekRiCdf+5R9U7S/D53Gj1OnZvmIp3/7v34yadxEjzrsgLG2uLYjEYrTJKQ3XYbFQfaCM6kMHUOkNTY2J2xrVEgpF9J80lcqyvexd82PTuFgqY87tf4p7I1mX1cr+TeuizoVCQcp370SfntHUfLmqbB/m6krSC4owZmZ3WPPlqgNRdpR/xlZXQ8Af3VzE7bCz6qN32LxkUdPY4W2beWv7Fi68+8/kDR7W6muw1tZQc2g/VfvLSMrOJaOoGE1ySqv6XIklUrL7DeTaZ/9J7eGDuKxW0gqKUBmSIvq4xROX3caqD99h89fHX/+O76rY/dP3XPbQ06QVRJoC9ERcNi82k4cjO+oQS4Xk9k9CqZM1LeC6CxqjnLm/H8r278vZ9eMxgoEQRcNTGTojF23S6WtAEgqGqD1qZ/G/t2OtbRCYYqmQMXMLKRyewrBze0W4AOYPSqZX/65L920pFfBU+tu1lYAvgOvnfk5ytbTZxtbBQJDdP1WwacnhsPGawzYWPr+Z+XcMR21onchwWDyseGt31D5T6748SPHoNHStEFkeV+wWK4QarvlEknM0XHLfKPZvrKaizIIxU0XJmAzURllTHZVcJSW3XxJpP9dZSWQipD9fi8/jZ92iA+z4/ljTOYPBELtXVeJ2+Jh6Tb9uGy1O0PV0r1+LBAm6IcFA8+5PoVAQa001y1/5J9CwCG9k7acf0GvQUHL7D2rXNdjr6/jy789wZMe2pjGpQsn8u/9MRlFxm4WWSm9g+g03c9aCy6k6sA+5WkNybi/UhiREcY5EhIJBInI7TsDrdv7cfHkfHzxyb1hvMH16JgvuebjZ+qNTJaVX7HqK5t4Hp8UcJrCaCIVY9vI/uPShp1uVNld/7CjvPfhHnBZz05hMqeLiBx4jNa+wxeMBxGIxupQ0dCmd5JMPOM2mMIHVSMDnY9nL/+SCPz4QtZ6tJ+GwePj+3VL2n1jb88E+xl5QSP8JmciU3WtRpTHKGXV+PoMmZxMKhZCrJO2qOeoJ2OrdfPLsxjDjDL83yA8f7EWTJGfYObkUj0xj/+Ya/L4g+YOT0SYrutQERG2QI5GJotbRaZLkzaY5xgNrnYst3xxhz+pKCEHRiDSGzchFmxw9k8Bh8bJxSfT6XVudG3O1o9Uiy+Pw4zBH7y8VCoYwVTrD6qlicWLfqpPRJivC+qRBQ9RKl6xg6IxeDA4Em02blCklnPxqnFYvu36oiPr4g1vrcNm8CZGVICandx5BggRxQKnTIY5RWyWRyZGrtaxd+BFuhz1MYDWyfuHHeF2ROeGtxe/1subT98MEFoDX5eSjR+/DVn9qNs0KjZbk3F70nzSVwuGj0KWkxV1gAciUSpJzesWcz+47oKH58uMPRDRfNlceY9kr/8TtdMT9ujL7lMR0aRyz4FJUMYRS9f7oDT+hoTmwJ8pn4GScFjNfPPdkmMCChv5lnz71cLN9qLqaIzu3xZyrLCvF0wF/q87m8I66cIH1M6s+KcNSe+rf5Y5EJBKi0stQG+SnvcCCBkv2WPbnqz8rI+ALkZSlZuTsfMbOKyQ9X9flLosqnYQp1/SNsFoXigVMu7ZfzD5LbocPU5WTqoMWTFVOPM62t/Cw1TfY2m9dfhSPw4/H6WfH9+V89NQGrHXRP9N+XwCPM3bkqP5Y67/rghZWm81F1E5EpZdSOCwl6tzES3s3a0jRmro0l92L3ezB62543R6nn2Az5jFOa3ThmCABJERWggQtotIbmXTFdVHnJl75C6RyRcRi+UQcFlPM1LPW4LCY2f7N0qhzPo+b6gOxF/3dAaVOz9Trb0IQ5Ve2z9gJqI1JmCuPRRWoAAe3bMRltcT9urRJKVx8/2Noko//YAtFIkbOuZDeI8fGTN0Ry5vfuRW0IqrotFmpOXQg6pytrhZHM5+nrkYoal6Id0bKU0fitHrYtPRwzPnt35VHpCQl6HyqDsS+J5grnd3ybyQSi8jtZ+TSe0fRd1wGGUU6Bk/L4dL7RpGWr4l6jN3kZtmrO3n7gdV8+MQG3n5gNcv+uxO7qfX9vkKhEPs312A3RdraO61edq+qiPp+iSUiJLLY9zN9WutrsuQqKcaM6JtaYqkQbUrr6nIVaikTLinmrAVFKLVSEEBqnoYL7hhGRpG+1ddzMi6bl30bq1n4/GY+eGwdy/+3k9qjdsTNvH6g20W1E3QvEumCCRK0gFgioWT8JPQZGfz43puYKsoxZGQx/pKrSCssQiJT0GvgkKgOgwC9Bg5FGqOpa2sI+H34fbF3y6w11ad87s4iraCIKx5/lpXvvM6xPbtQ6nSMPP9CikaOadbpEIBQiIA3/ruFAqGQ1PxCLn/4GZxWC36vB6XOgFKna9btMCU3D5FYTMAfucOb2acvCnX0xdKJtPR62hP57Ghy+g1osN6KkgKaO3AI8la8/u5MMBjCbY+9KeK0eAkGQXj6B4vahc8bwGnxYqpsiHYY0lU/O7LF541L6aVl96rozbi1KQqEXeQg2BJSuZikLDWTLuuD3xdELBXG7LHkdvj49o3dHN4Zbhp0cFsdobf2MO26fshbscj3uPzsWx/dCASgbGMNAyZlR0T6lFopg6Zks+GryJRBhUaCIb31pk5KrZSp1/aNMKFAQEMUrw0NqFU6GUOm5FA8Io1gMIREKmqX9b/b6WPdlwfY9m1509j+TbUc3FLHxfeMJKtYT3mpOeI4Y4YKpTYhshLEJiGyEiRoBXKVmrxBw0jLL8Lv9SKWSsPMLAbPmMXWZYvxecJ3FyVyBQOnnoMoyu5/wOfDYTbhsJgRCIWodHpUBgPCk1ZvEpkctSEJuyl6CllaYe84vMKORSKTkZZfxHm/vwufy4VQJAprWNtS82VpO5ovt0Rr3QgbUemNnHvzbSx64ekwoSFXa5hx429bZXIiV2sQS2VRGwYLBMJu04srGkqdgQmXXRPhTilXqZly7Y3IVequubA4IVOIyepjYN/66JsX+YOTW53adKbicfrYs6aSHz/Y15RqJRQJGH9xb4pHpiNTtn/p0at/EqukQvzeyAjM6DkFKLXd2/VNJBa26PzosnkjBFYjh7bX4bL5WiWyhEJBsxEZiVQUtaeUSCxk4ORsHGYPu3+u44KG2qfZNw2MaP7bEsk5Gi65dxR711VxbJ8ZQ7qS/uOz0CTLEUnaJr4FQkHM9Mq24rJ6wwRWI8FgiG/f2M306/ux+N/bqT1yPNtCl6pg1m8GdvvPWYKuJSGyEiRoA7EW0LqUNC57+GmWv/oS5bt3AJDddyBTrvsVutTUiMd7nA72rvmJb177d1MdkkKrY/Zv/0BW336IJcd39dQGIxMuv4av/vFsxHmScnqhT8uIx0sjFAwSAoTCjltAypUq5FEEk0pvoGD4KPZvWBsx197my/FGLJVSMGwU1z7zD7Z/uxRzZQW5g4ZQMHQk2pTIv3U0VAYDoy+4mB/feyNibvCMmVH7enUXZEolg6adQ07/gWxc9Bl2Uz15g4dTMm4C2k404OgoJDIxI2fns39zTYRVtFInJbd/9/ksdldMFU5Wvrc3bCwYCPH9O6Wk5GhIL2j/51tjlDH390P56l/bcFoaIsNCsYARM/PILunYHnHRaOyj5LL7kEiFyDXSdteANeukB3hbWZsllYsZPCWHo7uiu+QOmpod07xBpZMx/uJihs/Mw2nxIJGLUWqlp9SMVygUoEtRMHxmL4b4chCKhS02DO4MKvfHTj2tOmglFAxx/m8H4zB7sda5UBsaah8TDYkTtIQgFGrG9isBVqsVnU6HxWJB24G2yAlOD1x2Gx67HQQNO/uxUqeO7t7Bew/cFTEuFIm45ul/YMzKDj+vzUbZ+tWsfOd/OH+OfPUefRaTrrwObXLrFvaxcFotmCqPsXXpV3jdLvpPnEp6Ye8Os06Phd1Uz4YvP2PL11/ic7tQG5MYf+nVFAwbecoW+J1BMOBvsU4pGk6rhX3rVvPTB2/hMNWj0GgZOXcB/SZMQaXXx/9COwC/z0vQ70cikyPoQHF+KthNbszVLmx1bgzpSjRJrV8UBfxB6o/Z+f69vVSWWRAIBRQMSWHsBQWtckA7HfC6/XhdfoQiQZt2633uAF+/uoODW6Mb8hQMTWHatX3j0sg1FAo19Mmy+fD7gqh0UpRaaacbfzitXrZ8c4TNyw43CfPkbDUzbhiAoQ11SydjqnTw9oNrYs5f/uDoVqfsOa1evn93D2Ubww1dcvsZmXJN3zNaMJSuq2LpKztizl/x0Jg29QRLcPrTWm2QEFktkBBZCeKN2+ng82ce4/COLVHnh8++gIlXXBthyx4KBrGb6vG6nIgkUpRaHVJF+5r4Oq1WfnzvdbYuWxw2nppXyLw774t7z6yWCPh8DUYhPj9imQy1wdhjjBTs9fW4bBb8Xi9KnQ6lTo9E1nw6TSgUwm6qJ+DzIRKLo6aLJmg79cccfPb8pqYIB4AxU8V5Nw9Ck9T674zb4cXjCiAQgFwlaeqdczoT8AcwV7lY+8V+yveYkaslDJmWS8HgZJQtLMQD/iAOi4cv/7mVuvLoznPJOWrm/N8QFOqudfqLF8FgiC3fHOGnDyP77qn0MhbcNfyUGwy77F6WvLyD8t2REajsvkbO+WX/NtmHO21ezFVOdv5wDIIh+o7LRJ+hRHUGpbz5fQ21gtWHbHjdftLytIhlIt5+cA3BKI2iM3vrmPnrQQmb9gRhtFYbnP6/GAkSdCEuqwWn1YLP40au1qDSGfC7PdRXHI15TM2h/fh9PqQniSyBUBh30WOqOBohsACqD5axc+W3jJwzv1MX/SKJpN2Ruc4mFApRc/gAC595FEt1Q3G5SCxm5NwFDD33/GZ7RgkEgm5df9UTsZs9fPH3LWECCxqE1zdv7OacGwa0esEkV0mRd1w5YLekrtzBR09tIBho2H/1OP189/YeDu+o4+wrS1DESIGz1rrY9l05AX+A5BxNTJGVXqA7rcSqw+JhYxRjCACH2UN9heOURZZCLWXq1X1Z/r9dlO85LrSySgxMvbqkzQt/5c8pjJlFekKhUI/ZwIoXPk+Awzvr+PqVHWGpwEXDU7nwD8P44PH1YY+XKcVMuqzt73OCBI2cPne6BAm6GebKCha98DSVZaVAQyrgkHNmM+K8CzFm5sTshZSaX4hY0vE39WAwyJalkQKrkS1Lv6T/pKndqh4qXnicTgRCIVL5qS1+TsRaW8P7f74bj+P4ojLg97P6o3fRJqcy4OzpZ9xipitxmD3Y6qPbWx/dbcJt7/zmoW6HD7fdRzAYJBQMgUCAUi1F0QZHtc7Abffx/XulTQLrRA5sqWXEbHdUkWWpcfHhk+tx232IxEJm/mYge9dVRZxHKBYw6OzsFg0f4oHD7MFl9wENzZlVelmHfA8D3iBuR+zaqLpyB7n9Tn0jRWOUc+4NA3DavHhdfmRKMQqNtN2f4TPxnmQ3uVny7+0Rxqj7NlSTXqjj8gdHs3nZEWz1bnL7GSkYkoImqf2/EQnOXBIiK0GCDsBeX8eHj92Hpeq4xXAwEGDjlwtRG4ycddHlHN6+OeI4oUjMwCkzIlIFO4RQEJ/LGXPa7/FwumUT2+pqObh1Izu/+waRRMLQmeeTXtA7zOmwrVSU7goTWCey6sO3yR86HLUhEa3qLJpb8AL4orjRdRShYAhTpYPv3y1tsoBOy9My/uLeHDxYi6nKSXYfA0mZ6rg5pbUHj9tP1f7Y7RQO76gnNTc8NcbvC7Lp60NNtvcBf5DNyw4z/br+rP6sDEt1g7GPLlXB1Gv6ok1uX4pzSwT8AaoO2Fj22k5sdQ1iW6WXcvZVfcks0sfNQr4RkUSIVCHGG8OkwpjR/loeuVrSLovy7kQoFMJh8eC2+QiGQKGWoNJJW9UouDU4LB5MlU72bahGIhVSPCodTZIcuUrCvo010TpPALB56WGKhqUy8bJiQoEQIonwjBSiCeJLQmQlSNABmKsrwwTWiaz++D2ufvofzLz5Npa/+mJTTySlTs/s3/2h1Q517UUoEtNv0hT2rV8ddb5o1NhW9XzqKVjravjw4XsxVRy36j20dROFw0cz/cZbTlloVTbTDNpWV0vA17xDWIL40pyttFgiRKbovJ89a52bj57agNd9vC9Q1UErn/51E7N+PZAVb+9h05LD6NOUzPnd4DbVi3UEAkGDNXYoGH0lKpVHChS3o6GJ64kc3WXCXu9h0JQcDGlKVHopMqWkU8wVrLVuPntuU1gUzWH2sujvW7j4nlEkZ8e3xYBSJ2XI9BzWLoxsLq7QSDBm9uyWBvEk4A9Qud/K0ld34DA3pPPKVGLOvqKEnH7GdqeROswevn5lB8f2mpvGNi87wtAZuQyf2QtLTexNRYfFSygUauhZliiLTRAnupcdVIIEpwmmY5E9Nxrxulz4PR76jJvINU//gysefZYrn3ieKx9/jpx+A8Ps2zuajKI+JPfKjxiXKVWMnHMhYmn3Smc6VYKBADtWLA8TWI2UbVhDTYxG0q0hPb8w5pwmKRmROLGX1ZkoNBLyBkWvXRwyPadF84Z4EQwE2bOmIkxgNRLwBSldV0XhkIYNFXOVk58+KcMX5bGdiUIlpXBYSsz5nL7RUocFUZvpmqucrHy3lD2rKzGkqTpFYAX8QbZ/Xx413TEUgg2LD+LzxHfTQyQS0n98Jv0nZHJi4EObrGDurUPb3Euqu+Cye6mvcFB10IqlxonX3f73zVrrZuHzm5sEFoDH4Wfxv7djqowtgFpDKBRi38bqMIHVyKavD2Ota0gBjEVqngZRov9dgjiT+PVPkKAD0KfH7l0llskQy6SIRGK0KakdErmym0z4fR5EIhFKvRFRjPRDtTGJ+X98gB0rlrN12Vf4PB56jxrLyLkL0Kemt/g8wWAAh6kev9eHSCJBZYj9XF2J02ph+7dfx5zfsvRLcvoNPCVBlFncF5lKFTVlcOyCy1GdhjVt3RmFWsrky/uwTi9l90+VBPxBpHIRQ8/pRb/xmZ3WSNjnCXAkRiNZgKoDVkrGpLP351r7so01jJ1XiETeddEsiVzEmHmFVJZZsJvCG2WPv6goqlBSaCSUnJXBxsXRzR/6T8hE0Em9kPzeAFUHYqc71h6x4/ME4mIffyJKrYyz5hcxZHouLqsXiVyEQnNqvaS6A//f3p2HR1Vf/wN/39n3Nfu+hxAICQmEHdkEQWRRBKVutdVa7bfW3Val1vqzWmur1dpV0S5qXRArCCq7gOwQCAlr9n2bfZ+5vz/GTDLMTNZJQuC8nsfnMfdz7507ySW5Zz7nc46h1Yov3yr1pY4yHAY5U2Mw+Ya0Ab8nt9uD0m/qgwbAAHD48wosuDsXggHONFuNDpzcEbqg1Imva1B8QxqkKoFfkAcAYIDpKzOumIqX5PJBQRYhQ0AVHQu5NgLGtsBeMfnXLoFUFfjgbbdaYNHpYLeYIRBLIFEqIZL2L9XEZjaipvQkdv/rbeiaGiCUSlG4ZDnGz1sEWYh0OLkmApOX34RxcxaA9XgglsvBE/T+h9Si1+H0nh04+OmHsBoNEEq8r5U3f9Gg1jgNFdYTei2Ox+UGi4GtP5NHROLmdb/BZ7973pci6q0uuArpRcWU1z8CpCohZtyUiYnXJsPl9IAv4EKiEgSdcRkqXB6nx1kzsZzv12yW9bBwu0Z+DaQyQoyVjxaitrwDFSdaIFEJkTsjDgqtKOgDMJfLwbhZ8bhwtNm3/qpT1uRoKAfRJ6q/uAIuVNGSkIGWIkIMHn9oPgQSiHkQiHmjvp+SWW/HpjdK0N7Q9aER62Fxem8DeEIepi5PG1AfMrfDg5YqY8jxtgYznA73gIMsj5vtcbbNbnZCohBg+UMT8c0H51B1ug1gAWWkGDPXZEEb5jRSQgAKsggZEnJtBG76xXPY+PLzaK//7tM1hsHYmXNQtGRFQPVAU3sbdv3zHyjfvwedK3PTJk7C/B/c3+ey7azHgwuHD2LLn37v22Y3m7Hvv/9GS2UFFtzzQMimvhwOt19VBF0OO45+8RkObPhv12tZzNj34b9hbG/F7O/dDaHk8nnYEMsVyJ42C4f/90nQ8bz5C8HjDWxhOcMwiEpOxZpnX4LV0L1Plhp84ej8JPtKwBNwh7zIQm+vnz8/ERePtQQdHzMlFoc3V/q+VkSIgq55GglyjQg502KRXRwNhsP0+kGBXCPCsgcLUFvegbMHG8EXcjH+mgRo42WQhCj5PhR4PA4mzEvEmW+Dr4ctvC55wA/xVwtzh90vwOqudHcdJsxNGNC/K66AA02cNGg6HwCoosSDaiItlPKRNE6LM/uD/+wzJ0WDy+NAFSXBgrtzYTU5wHpYCMS8UTvjSC5/9NuGkCGiiU/EzetegEWvg8NqhUSpgkShhFDq33jHbrV4A6x9u/22Xzx6CFv+9Htc/+DjfsGRxWCAx+WCQCLxK0Fu6mjDrn+9FfRazh3ch2k3fy9kkNVfZl1HyIDl1PavMOmGG/sUZNktFjisFjAMIFaqwOUOza8kLo+H/GuXoPybXTB1+JfOj8vKQXRqxqBfQ6bWXJHl7snAqWOkmLw0FQf/518UIWdaLGwWp1+p+Rk3Z14WFQa760/Ft87ALGNiFBguhmzGqDfKSDEWfD8XO/5VBtd3lSS5PA6mr8qAlopQ9MrQag055nZ54LQPbN0gl8vB+NkJKN1dF7TCX9GS1EEVpeELuChclIKLR1sCrlEZJUZcpsr3tVDCg1BCj79k6NFdRsgQkqrUvabOWXQ67wxWENWnTsBi0EMsV8Bi0KO27BQObPgvLDod4seMxZSVa6CKjQWPL4DdYoHVoA/5Oq01lYhITBrU++lkNZrgdgVPzWBZD8wdHVDHxIU83uVyoaO+Fnv+sx6VJ45CIBZjwoLFyL92SdgbLndSRkXjlud+i9JdX6N8725w+XzkL7weqQVFkFFDYDIERFI+8uYmIqMoCvVndXC7WMRlKqFrtmL7u2UAAE2sFNNvykB0Wuim1aMJf4Rn4wQiHtILIhCTXuwt4c4Ccq0IYoUA/EHMlFwtZD30heLwGPAGUQJfHiHCdffl4eu3T/tK3vP4HMxYnQVtXO9dv+0Wpy/9t3NG0uP2wKx3wKy3Awyw8rFCHPr8IipPtIHL5yBneizy5ycNuCE0IYNBQRYhI8xuMSNk8w4AVoMBNpUR+z/8D45/ucm3/cz+PTh3cB9W//I3iMvKAbeXBsaiMJZj5wl7TgES9LJ4v6O+Fv/++c/gdnp769jNZhz89ENUHDuClU/8EjLN0MwIKSKjULxiNfIWLAbDMJAorowH2+Hi8bhhM5nAMEzYZkWvdEIxD0IxD+rorodIdawUtzxTDNbDgifgQnKZNSUe7bh8LhRaMRQjXBJ/NJJrRFBGiQPW1wFAztRYSAdxr/IFXCTlarDm6cmwGOxgGAYiOR8SuaDHmU+bxYm2WhMObaqAocUGbZwURdenQhklRmuNCVv+ehJ2szdoE0p4mHN7DqbdmAEulwOxjA/uCM2qEkJBFiEjTCDuOa1OJJPB3KHzC7A6edxufP33P+GmXzwHsVyB5LwCVJUcC/IaYmji4sN2zRKFElEpaWiuvBgwpoyKhkSlCnms3WLGnv+s9wVY3bVUXURLdUXYgiyryQhDSxNKd34Nq8mEMdNmITo1nWauBsDQ2oyyb3ah/Jud4PB43lnA/InUaHkAuFzOqC3tTa5sUqUQS38yAV/8+RTa6kzejQyQURiFSUtSB7VuCvDe+1yed41fR4MZMrsIHIaBTB38vE6HG2cPNGLPB+d824ztNlSebsPNT07C/1477lex0G5xYcufT2LRPeOQPnF4ek4SEgoFWYSMMIlSidSCIlQcOxwwFpORBYlShQuHgjcMBoCWqgrYLGZoYuMx/wf348Pnfg5DS1dzUB5fgOWPPRPWh2GJQonrH3wcHz73C78KimKFEssffabHtUkOqzVoINjp7Ld7kZpfOOhrtJlMOPL5pziw4QPftvJvdiIyORUrHl83ZGmJVyJDSzPe/+XjMLZ2FXH48s+vIjZzDG546EkKWgm5gigjJbjhp/mwGh1w2FwQywQQy/kQSgZWHKg7Q5sVm98sQVttV3ENqUqAG35aAE1sYMqg1eDAvo8DG77Hpatw7lBTyJLwBz+vQGyGimaJyYiiIIuQESaSyjD/h/djyxu/R01piW97TEYWrn/wcUgUyl5TATmMd4G6KjoGa559Ca3Vlag7UwZVTCwSx46DTBMBTpj7V6lj43HLcy+jra4GrdWV0MQlICIpBYqI0M1MAQAMA4FYApspeDnfcKWh6Vua/AKsTi1VFSj5+gtMuenWy7Kn1+XG7Xbj5PatfgFWp4Zz5Wi8cA4ZV1GQZdLZYTXYYbe4INOIIJYJaBE9ueJIFIKwByh2ixM7/3XGL8ACALPOgc9fP4GVj06ETOU/w2vqsMPtCmy/IVEKeizSYWi1wuMO3baDkOFAfxkIuQwotJFY+rMnYDHoYTXoIZLJfdUIASA2awwYhgOWDfyjkTh2PETyrvVWcm0E5NoIpBYUDfl1d75WSl5Bn4+RKJWYsGBx0AAIAHJmzO7XNdhMRtgtlu/y+xW+ioulu74OecyJr75A3oLFkF9FwcFAWQ16nN6zM+R4ybYtSJlQ0KfeaqMZy7Joqzdj8xslXVUBGSC7OAZTV6ZDqriy3/+lPB4PAAacYWo0PNTcLg8sBgeMbTa43R4otGKI5XwIREP3mOSwumA1OqBrtvhaDkiUfevn5rC54LC6wOFyLtvZGpZlYdY7YDU6fOsPa8qCN+g2ttlg1jkCgiwmxLfC2GpD4lgNgOAtEjRx0hGrcElIJwqyCLlMiOUK7yxOfGLAmFSlxty77sW2t9702y6SyjDv7vv63bR4JHG5PEy49jpUHD+C5orzfmMzbrkD8t5mwr7jdrnQVleNnev/hprTJ8HhcpFVPB3T19wGVXQs7ObgvV4AwGmz9VhshHRhGAZMDw/SDMMJ/SR0BTF12LHx98dgM3VbS8gCZ75thFwjRNGS1GFtdjxSzHo7WmtMKNtXDw6Xg9yZcVDHSPv0oO9xe+DxsJfdw6/T4UbdmQ58+Y9SOG3e8t8cDoNJS1MxbmY8RLLBp8ldymp04MjWKpRsq/H9KhKIuFh073jEZSrB5QX/HrldbuiarDj4+UXUndVBLBMgf0ESUvO0kIxAoG/R22ExOuGwuiBRdKUVul0eNFUa8NU/SmHqsAMAFt07rsdz2UyOgG0ytQh8Edf3c+nUVGnA5BtSwRdyg5aVn7IsfUh+boT0BwVZhIwCApEYY2Zeg9isMTi+dROMrc1InjARWcXToYgcfYt75ZoIrHjsabTWVOHsgX0Qy2QYM+MayLURfQ4YdU0NeO8Xj8Dl9P5h9rjdKN+3G7Vlpbj1+d9hzLRZOL17e9BjUydOglDSe8lgAogVCoy7ZgH2fvDPoOMTrl0c0Fy7Ny6nA+aODtjMRvAEQojlSkgUA0sTtZmdMOvtaDivA5fHQVyGCmKFIKwzEHarCy01Rv8Aq5sT22sxdkb8FV/MwqyzY+vfT6HhfFeriHOHmpA+MRKz1mSHDLSsJgf0zVac3FkLu8WFjKIoJGSpIQvD98sbuHlLgQ+Uqd2GzW+eBOvp+uDF42FxYONFRCTIkDI+/Os3q0vbceLrGr9tDpsbn79+AresK4YqKnhBpLY6Mz5+6YhvLZLd7MLOf5WjuiAS19yaDfEwNn/WNVmw+c8l6Giw+LalF0Zh5qpMOB1ufPaH4wGpflw+B25n8DQ+eZBqkBKFAPPvGostfz7p97kYh8dAJOVjxcMTsfXvp3zVEIUSHqbflIGo5PBV0yVkoCjIImSUEEmkEKWmY8EPfwy3ywWeQAiG8c4wuBwOmHUdcDns4AtFkKo14PK8/7xNHe1or6tB1cnjkKk1SJlQCJlGC75wZNObZBotZBotUiZM7PexTpsN337ygS/A6s7U0YaK40eQVjAJUakZAbNlPIEQ02/+HgRiKu/cFxwOF7mz5+L07m3oaKj3G0vOy0d0Snq/zmcx6FHy9Rc4sOFDuBzeT7hj0rOw+CePQB0burda8HM58O2n51G2r9G3jWGAWWuykDk5GkLx4D/JdjndqD/bgebK4GsIAcBpc4d8cLySVJ1q8wuwOl042oKx0+OQlBuYfmszO3F0axWOf9UVUFSdaoMiQoRlPysYcJl1q8kBXZMFJ3fWwWF1IXNSNOKzVAH9kIztNjRXGVBb3gFlpBgpeRGQqYW+2TSWZXF6X71fgNXdoc8rEJOqDOusiFlvx6HNFUHHPG4WF442o3BRSsCYzeTE7vfPBi32cPFYC4quSxm2IMuss+N/fzwOQ6vNb/uFI82IzVDCanAEBFjnjzQjd0YcSnbUBpwvebwWkiDXzuVxkDhGgzVPF+PUrlq0N5gRlarA2GlxkGtF4PI4WPHwRNhMTnjcLEQyfp9TLgkZahRkETLKcLg8cLhd/3RNHe04+OmHOLltK1xOB/giMQqXLEf+tYvhcbvxyYvPorWq6w86w3Cw5KePIW3ipD4FWqaOdhhamtDR0ABVdAyUUdEjXk3ObjGj+uTxkOPnDu7D2FlzsPzRp3By+5c48dVmOGxWpBUUYdqq70EVEzt8F3sJs64ddrMFHC4XIrl8VKR6yrWRWPX086g4fhSlu74Gl8dHwaLrEZeZA6m652bb3bEeD87u/wZ7P/iX3/bGC2fx4XO/wC3P/bZfVR9ry9v9AizAmwW6672ziE5TIjJx8A/GFr0Du947iynL0kLuI5LywR3ETMpoYDU5gj4cdzqxowaxmaqAhr/GdptfgNXJ0GrDsS+rMX1VJni8/n3vrCYHDm2qwMkddb5tVafaoIwSY9mDBb4ZRX2LBZ++csyXrgYA+z+5gOvuG4/EHDW4PC7cbhYd9ZaA1+h+na4ghRcGg/WwXev6gmirC57qbLe60FRhCHlc9el2RCYNzwyOoc0WEGB16mgww9ASOHb+cDNm35KFgmuTcGp3HZw2Nzg8BtlTYlF8fWrIQJYv5EITJ8X0mzPhdnrA43PA6RZESZVCSJVX15pIMjpQkEXIKGYzm7Djnb/h7P49vm1OmxXffvwenHYbNPEJfgEWALCsB5tefQnf/8Nfeg02dE0N+OSFdX4zGMqoaNz48+f6PesQThwuFyKZHBa9Lui4VKUGh8uDXBuBKStXY/y8hQDLQiiRjtgMlsNmRcO5s9j2jzd838+k8fmYf/d9UMeGr4fZpVwuJ1x2B/hCoW92cyDk2kjkzVuIrCkzwDAMhJKe+7sFY+pox/6P3ws6ZmxrQVtdTZ+DLIvRgSNbqkKOl+6pw6w12YMuzGBotcKss4PhMJBrREEfjosWp0CqurIf8lgPC5czcO1LJ5fDAzbIDMu5Q00hjynf34DCRckBs0+9Mbba/AKsTvpmK0q212DK8jS4HCx2v3/WL8ACvGmAW/5yCrf+shiKCDF4PA5i05WoOtUW9LW0CVLwBeENoLl8DrRxMrRUB58djc8O/sGFd/kjE3LWjS8cvrVuxrbQlf1M7XZo4iRBi1zseu8sChYmYfUvJsHl9ID/XTPuvvTf4nI5NENFRhW6WwkZxSx6vV+A1d3xLf+DRK4MOsayHlT1MBMEeNO6Pv/DiwEpYvrmJnz2u+dh1ukGcslhIVGqMGnpypDj+dcuBofj/fXG4XIh12gh10aMaIpge20NPnr+Kb/vZ/XJ43h/3eN+fc3CxWGzoaW6Etv//iY2/GYddr77d7TV1gRNsewPkVQ6oAAL8Ka1hgqMAQRtbh2Kx+2B1Rj6vZja7SF76PRH5xn2b7iAa9ZmIyqla6aAy+egaHEKMidHXzFV9kIRSvnIKAy9/jO7OAYCcWAQ73SEDszcroH9fMq/bQg5VravAVajEzaTA9Wng1eyc7s8XY12AWQURYcMUKYsSw9Lf6juxDIBpq4MnmYrlPCQOCZ4kCWS8pE2IfSHEEljw9PEvS/UcVLkL0hE4aJkxGb4/51pOKdDzrS4kP8mknI0UEZKoI2TeQPdQTY4JuRyRUEWIaOYqSP4p6+At/qexx36Aces7+jx3FaDHk0Xzwcda62pgsWg69M19ofNbArZP+tSqQVFyJg0NWD79NW3QRU9crNswdjMJuz5zztBKxpa9DpUl54I6+u53S5UlRzDu4/9BCd3fIn6s+U4vvVzvPvYA6g/UwZ2hCorcvn8HguOaOL6PqMnEPECHu66S8rVDKoYQidlhBgcHgOzzo6v159Gal4kFt83Hgt/OA6L7hmHcbPjgq4ludJwuRyMnR4HsTww4FBGipGUE/wBP2Ni6MAsJU8bNDDrjcsROn3P9d3aOLeb7YqQg7BbXL7/l2uEWP5QAVTRXR8eiOV8LLxnXNAGueEQlSzHgu+P9UuR08bLsOLhiZBrg8/sCUQ8b7sAVeD9NmNVxrCVcjfr7ehoMKPpogHVp9sRl6nCkh/n+WZzc2fHQ6YVYfH9eX495Lh8DmatyULEMKU0EjLSKF2QkFGst/U8Pc3cJI4dD0NbK4RiSdCZCact9JqBvoz3h6m9DVWnTqDkq83wuD3IvWYe0guLe0wdk6rUWHDPAyheeTMuHj0EvlCItILJkKrVl906J6fNhobzZ0KOVxw7jNxZ88BwwvO5l7m9HVv+9EpAUOdxu/HF66/g1ud/16+1T+EiVatRuGQ59n3474AxkUyOqJTQ654uJRDxMGlJGipPtMFzSfqUWM5HSl543p9YIcDMVZnY9d5ZWI1OHPjMO9vGcBgs/ckESJVXdkXB7hQRYtz0eBFObKvBucNNYDgMcqbFIXdmXMhKgaoYCeLHqFFX7v+hDl/IxZRl6QOqApk1ORpl+4LPZqVNiPA+2DMMZGphQLpgp+5rlzhcDqKSFVjxUAGsZifY7wooSJXCHtsXDIZQzEdGUTRiM1SwW5zgcDkQy/i9Fq5QRkpw42NFqC1vx8XjrZCqBMidGQ+FVjSggLW/LHo7tr1zGjWnu36eLdVGyNRCzLltDCpPtiJ/fiKEIu+M3OqnJsNicMDj9kCqFEKiFFx2JfwJGSoUZBEyikmUKqhi4qBrrA8Yi8seC6lK7S23dsnDdnR6Jjrq6/Dhr36B1ImTMOvWO6COiweH0/XHTySTg+FwwHqCfGrMMBDLw/NppKm9DZ+98gIazpX7tjVeOItjX/wPNz31HOTa0H2zJAolJAolYtIyw3ItQ4XD5UKqUkPXFPzBUBkdG7YAC/CufXJYg6+ZMHW0wWo0jEiQxeXykDd/IXTNjd7y+t/dl3JtBJY//kyPP+tgVNFirHhkInb++4w3/YsBEnM0mHlz5oCr1l2KL+Aic1IMtAlyHNlSCUOrFVHJChRcmwRl5NVXoVIRIcbUlekoWJgMBixE8p4ruUkVQiy4cywunmhByfZaOKwuJI/TYuLCZCgG+P1Tx0oRl6FC/Xmd33a+iItJS9PAF/LAF/Iwc00WvnjzZMDx6RMjgxZKkCiFkAxjAQXOd+v8+lv6X64RIWdaHLInx4DhMr4qs0PF8l0zYZGEh9Y6k1+A1cnUYUftmXZMXZ4Ggcg7O9fZKFko5oEn8C9WQcjVgGFHKm9klDAYDFAqldDr9VAMsI8LIUOpva4WHz3/FIxtrb5tmrgErHzylxArVGi+eB473v0bmisugC8UYeysOUiZUIjNr/8OTpv3QZwvFOF7v3nVL13LYbVi1z//jpJtWwNeM2fWHMy760dh6TVVvm8PNr36YtCx2bf/AIWLlw35Q8RwOLn9S3z5l9cCBxgGd778BrQJSWF7rfozZXjvmUdDjn/vN68iOrV/pdcHg/V4YLdawOHyIBCJYLOYYNXrYWxrhUAsgVStgXwQFSutRgfsFhcYDgORlBf2NTSdHDYXXE4PBELusKwjcTqdMHc4YTd7U9uEUl7I/kmjgcXgfVgXSniD/v6ZdXZcONaMkh21cNrcSJkQgYIFSVBGiH2zT3arCy1VBuz9+Dxaa0wQy/kouDYZWcXRkI5A497Rxqyzo/JkK0q218LpcGPykhRUnmrDhaMtQfeXKAS4+edFkKpEcDrcMLR4e6N1NFkQnaLA2OlxkEeIqHgFGfX6GhtQkNULCrLIaGBsa4WuqRH65kZo4uKhiIyGTN21RsKi18Fpt8NqNODAp//FhcMHAmaoxs1ZgLl3/civrLtZ14Ejmz7FsS2fw+Wwg8cXIG/BdZh0w41+5x8oh9WKT3/7HGpKS4KOaxOTcfPTz0OiVPXrnN73a4NALIZUpQFPMPJrZsz6Duz593qU7trm28bh8nDd/T9DWmExBKLwpZ3pW5qw/uEfw2UPTJUSK5S47TevDttMlr6lGWf378G5g/sglMpQuGQ5opLTIFGGXk9FAJPehrYaM3b+u9yX8ibXiHDN2mxEJEghuYrSFENhWRYWgwNg0WPgZjE64HZ6wHC8M2tDlQJ4JTHr7fjqrVLUndH5tmVNjobb5ek1yBLJBKg82Yotfz3lty6Oy+Ng2YP5iM1QDe3FEzLE+hobULogIVcAuTYCcm0EEseOCzouUargcjqw7R9vouL44aD7VBw7DPtqk1+QJVWpMe3mtZhw7WI4bTZvo2OVOiBoMXW0w2mzgsPjQaJQha/RcT8/AzK2t2L3v97Gmf17wHo84PEFmHDtEky6YaU3dTIEl9MBp80OvlAAnmBoPuGWKtWYffsPMOmGG1F/7gwEIhGi0zIhVavBD/NrSlUazL3z3sCZM4bBgh/c32NvK4tBj47GepTu+Apulxu5s+dCm5DU4/cvFF1TA957+lG/ioKVx49g/NxrMfPWOyGW0wdXoVj1Tmz6U4lfuW5juw2b3ijBqp8XXVZBltvlhsPmBo/HBV80fOttGIbpU3+kq6EwSbh1NJj9AiwAqD3TgSnL0kMGWWOmxkAkE3jXba0vCyg84nZ58NXbp3HjY4XU14pcFSjIIuQqweFwIJKFXkcllEjBcAIfkHh8AZSR0UGPsVvMqC0/jZ3r/wpdUwO4PB5yZszB1FW3QhHR+/oagViMvPmLQs5kjZuzoM8P4lajAVvffBVVJcd821xOB45s2gCWdWPGmjsCgj+nww59UyOObv4MTRXnoYlLwKSlK6GKjYNAFP71NmKZHGKZPKypgcG47HY4bDYs/dmTOLnjS+ibGqCJT8T4OdeiuboCCbnjIQ5yL5j1Oux89+8o/2anb9vp3duQnFeART/+Wb9mL512O/Z/9F7Qku0nt3+JCQsWU5AVgtXowPGvq4P2Q/J4WJzYVoPpN2ZAJBvZ4MHt9nh7Vu2qRf1ZHaQqIQquTYI2XgaRdGhSNsnAmfV2GFqtvp9VbKYKMqUA3CCFKM4caAzYZtE74HK6EZ+tRt0Z/3VZMrUQubMSwOVxYOyww2kPXtnW2GaDzeSkIItcFSjIIuQqweHykL9wCcq+2RF0fOJ1N0Daj7Q8wLv259MXn/V97Xa5cGrnV2isOI+bnnwW0j48lCeMyUVMRhYaz5/1266OjUf21Bl9Lghh0ev8AqzuTny5GRMX3QBldIxvG8uyqCs/jU9eWOdLnWyuuIDyfbtx/U8fQ8akqYNq3juSLAYddr7zV4hkcoyZPhsJY3Khb2nC5tdfhsNqRXbxjKBBVkvlRb8Aq1NVyTFUnTyO3Flz+3wNNpMRZ/btDjlevn8PotMy+ny+q4nd6vLr43Sp1loT7FbXiAdZbbUmbHj5qK9semutCVWn2lB8QxrGz0mAcAiq3bldbtitbnC5TFjX3jntbjBcBjzelbleyNRhw+Y3S9BS3XVfcbgMFt+Xh4RsVUCgxQ3R/mDvh+dxzfeykTsjDid31sLl9CBrcjTSJ0b5CniEapbciVapkKvF6HyCIIQMiDo2DpNuuBGHPvvYb3vy+HykT5oC1uOBsa0VTRXn0V5fh6jUNEQkJAddv2PWdWDHO38L+jqtVRXoaKzvU5Al02ix7OFfoOrkcZz4ajM8bjdyr5mPjKIp/Vo31L3wx6XcLhfsFrPfNlN7G7a88Upg9USWxdY/v4bYjGwoIkP3+Lmcdb5Xm8mI41s/DznendNuw5EvPgt5zqObNyKtoKgfs09sjw9TbA893K52fAEX8ggx2uoCf06At8Iff4QbuFqNDuz4V7kvwOruwP8uIqMoKqxBFuthYWiz4uTOOlSfboNIwkfBwmREpyoGlQ5obLehpqwd5w43QSDiIW9OAjSx0l5LqY8mLocbh7+o9AuwAMDjZrH5zRLc+sspAZUyc6bGonR3YNVat8uDtloTpixPQ1KuBh4PC5GE77fOTa4RgcNj4AnSbFqiENAsJ7lqUJBFyFVELFdg0rKbMGb6bJzZ/w1cdhsyp0yHOiYOEqUKLZUX8d/nfg67uevhTq6NxKpnnoc6xr/Br9NuQ0dDnd82oVSK3NnzEZedAw6XC4fN2qe0O5lGi9zZ85BWOBlgWW/5+H5WFBQrei6kwL+ksITVaIBZF7whs9NmhamjfciDLLvFAotBB6fNBqFE8t16t8Gn0QjFPVd9FATpi+Zxe+AMUfYd8H5PempuHXANUhkyJ0/Dmf17go5nT53Z53NdbaQqIQrmJ6HyRPAPDvLnJQ5rqfFgbBYnWmtCzLaxQFOFIayVEDuaLPjoxcNw2rruwYY/lSBneiymrkiHeACzeoY2Gzb+/igMrV09/y4ea0HuzDgUL0sb0DkHy+32wNRuQ0VJG9rrTYhNVyE+WwW5RjTgKqsWowPl+wLT/wBvoNV4QR8QZCkixMiZHoeyvfUB2/PmJILL44LLCx7oixUCTFuZgW/+e85/gAGuWZtNqYLkqkFBFiFXmc51QZc2fjW2teKTF5/1C7C821vwxeuvYMXjz/jNYnC4XPAEQrgc3spnUanpmLHmdhzdvBFHv/gMDMMgq3g6pq+5LSBA6+naBkqqUkMdG4eOhsBPX1PyCyFRqPw39payMsQpLca2Vux85284d3A/WNYDLp+PCQsWY/KymwZUZKI7iVKJ5LyCoOmTibl5Qas1CsRijJk+C3XlpUHPmVk8HaJ+9EYTiMSYtvp7qCo5BpvZ/2E8a8oMv9RNEkimEWLWmizs/fg83N/NFnH5HMxYlQmp+up6SLVbXNj74Tm/AKtT2d4G5M1J6HdA5Ha6cWJbtV+A1al0Tz3GTo8b9iDL4/EGPP977QTcLu/PvGxvA4QSHlY8MhHauIE1Wfe4Wd/5gjHrvb/DXQ73d5UYWfCFHExbmYbs4miU7PD2N8uaHI2EHA3k6p6LrvAFXGRPiUFEggyHNlXA0GpDRIIMRYtToIqWUHVHctWgIIsQAsBbIdDc0R50rOFcOawGg1+QJVGqMH7utTi25X/gcHmYecsd+OyVF3y9t1iWxZn9e1Bz+iRuff53IYtnhItMrcHyx9fhkxfWQd/U9altTHoWFvzwfgil/rM7YoUSEqUqaGEGvlAEqSZ0qqPdYoHDagHDMJAoVeBw+5e6ZTXosfn136H2dFejVLfTiaObNwIAZqy5fVAVGkUyOa699/+w9c+vovrkcd/2xNzxWPTjnwUNZhmGQdrEyTj02ccwtDT7jYnlCuTNWwgut39/MtQxcVj7wh9Qsm0LLhw+AKFEiqKlKxCfPRaSXmYew8Vhc8FmdoJlAaGIB5FsdKQqKbRipE6MRMIYtTcQYACFVgShmHtZVBYUSfiISJQFn81igOjU8BU1sVudqC4L/ruJw2NgaLOBL+TBYXNBIOJCohCAL+z5XrWanCjfF7w5OACUf9uAqJThLcxi1tnxxV9OBgREdosLX/2jFDc8WDCg1Ei+kAtllBj65uAz1bGZSph0dhzZXIGyfY1wuzyQKASYsjwNKXkRWHB3Llg3C76w77/nRBI+4rPUiEiQweX0gC/kQiCiR05ydaE7nhACALCbQy+0B+CbserE4wswadmNaLxwFnJtJM7s3+MLsLqz6HU4d2Cft6lwH4tYsB4PzAYd4PGmDva1z5UmNh5rnn0RxrY2mDraoIyMhlStCVrQQ6bWYOGPHsSnL/0KLOv/UDP/Bz+GTBUYZLldLnTU1+Gb999FVckxCCQS5F+7GOPmLuxXM12zXucXYHV34stNKFi0FKpBzvQoIiJx/U8fg8Wgh91shlAqhUSh7HFNlSIiEjev+w2Obt6I07u2weNxI3vqTExevgrKqP5fD8MwUEXHYPrq76FoyXJwuDyIZAP7NH4g9C1W7P/kPC6eaAXrYRGdpsCs1VnQxktDpjpdTmQKIaAQQh0z+Kbf4SaWCzDne2P8Cl90Kl6aFvY1TQwCKoKDy+Ngwd1jcf5wM7YcOQXWw4LDYTBmWiwmL03tNS3N7Q49Wx1srdlQM3XYfI2nu4tIlCF3Rhxs3/X7kigE4PajQIdUKcTMVZn4/I3AKq5RyXJIlUJ8/Y9S1J3T+bZbDA5sf7cc13xvDHKmxYIzwIIgQgkfV9e8KyFdKMgihAAAFD3MNPGFIgiDzH7INRFY9shTsBj0+Ox3/y/k8ecPfYvxc6+FUNL7w6KpvQ1le3fhxJeb4LTbkTFpKiYtXQlldEyf1iTI1FrI1L0HPAyHg8Tc8bjtxVdx6LNP0Fx1EZq4eExetgrquHhw+YEzHu31tfj3z38Gt9MJAHDpHdj34X9w4eghLH/06T6XODe2Be8zA3gDOYfV0qfz9EYsV/S7TLoyMgozb70TRdev+O4c8kGvE+Nyef1qKB0OxjYrPnn5CCx6h29b00UDPv7tEaz++WRo4i6/wGW00SbIsPqpyTi5sxb15/xLuIez6IVIykfyeC0qS9r8tk+Yl4iyvQ2oOtW13eNhcfqberhdHsxanQVBiOsQSnhIz4/E2UNNQcezi4c/ndXlCAzsChYkQaYV4eiX1dj13lnwhVyMmx2PCXMTIVX1/d9lTIYK19+fhz0fnoO+2Qoun4OcqTEovC4FVpPTL8Dq7ttPLyBprMZXOZAQ0ncUZBFCAHjT/8bOmovTu7cHjE25cTVkIdYJSVVq7wyFNPQMhUguB6cPqWam9jZsfPl5NF7oKude8vUXOLN/N9b+v9/3eW1XX/GFQkQmp2LBPQ/AabeBLxAGFMjoZLeYsec/630BVndNF86hrba6z0FWwPqw7hgGfOHIPtDw+Px+VXa8HFWfbvcLsDp5XCwOba7A3O/lDGvj3CsRl8uBKlqCaTemw2Fzg8vjDElKmEDEw7QbM9FwXg+7pWumJzZDiaNbq4Iec/ZAI4oWp4QMsvhCHiZdn4rKU21wWP1nj+LHqKGODl/Rjr5SaEVgmK7loLEZSkgUAux5v+v3odPuxrEvq9FWZ8b8u3L6vG5MKOYheXwEIpLkcDnc4HAYiBVC8Pgc1JYHLwAEADaTM2TPK0JIz67MhhCEkH4TSaWYtfYuTFu11jfjJFWpseCHD2D8nGuDzux0EsvlKFq6IuR44eLlfVpj1Fx50S/A6mQ3m3Hw0w/htNuDHDV4fKEQEoUyZIAFAA6rFZUnjoYcP/vt3j6/nlStgTo2eMCYXlgMiXJ41isNBafdBl1TIy4eO4yK44ehb24csp9bKC6nBxUhKvMBQN2ZDthtgcEyGRgujwuxTDCka25UUWLc/PNJmLw0FdEpCiSP14InCP0Iw7KAwxKYetedMtJ7zrw5CZBrRNDESXHN98ZgwV1jR6R6o1guQN68RN/XY6fH4eiXwYPI6tI2mHWBHyL0RqoUQhkpgVwrBu+7XlgSZehAjeEw/UpNJIR0oZksQoiPVKXG5BU3I3fOfLidTvAEQsjUmj6l6SWMHY/s6bNxZu8uv+0TFy9DRGJSr8ezHg9Kd20LOX7u4D5Mu3ntoApCDArjTZsMlcon6kdlRJlagxWPr8Mnv3kWusauaohxWTmY+/17+5RWeTmymU0o27MDO9/9Bzxu7wMuh8vD3O/fizHTZg3b++JwmR4fHEUyPjj9qHBm1tvBelhweZwrqn/ScLJbnDB12HHhWDMcVjfS8iOhjBZDqujbv2eGYaCIEKPwuhSMvyYBXB4HhrbQLQcA9DpTyXAYKCPFmLoyHRMXJYPhMIPquTVYAjEPExcmQxsnxeHNleAJubAaQ38Y0FZnQkTC4Nc4qqOlEIh5ATN6AJCWHwmxfHQUiyHkckNBFiHED5fLhUIb2e/jpEoV5t55D4quX4ELh/aDw+UhY9IU8MUSGFpbYDHovRX9Qq0RYpgeZ5J4fAEYjFzpX4lChfHzF+HI/z4JOj5m+qx+nU8dG4/Vv/wNTO2tMOt0UEREQqpSD/vapXBqr63B9rf/4rfN43bh67+9gaiUdMRmZA3LdXA4DMbNjkfZ3uDV4woWJEHSh4d7i8GBypOtOPJFJYxtNmgTZJi2Mh1RyQoIJfTg2Vc2ixMnd9bh4GcXfdtObKtBfJYKC76f26+1RRwO42tmK5YLQlY4jMtU9bmSJI/PBU8ZntRRh9UFh83lrTyqEPS7XLlELkDOtDgk5Wpht7qCV/z4Tl+Dn87S7KyHBV/ECwgkpWohlv5kAj577bhfmXxNvBTTb8qgqoCEDBD9yyGEhI1EoYREoURMWgZsFjNO7fgK+z74F5x2by+amPQsLP7Jw1DHxgccyzAM8uYtROnOr4OeO2/+IohHMADh8ngovO4GVB4/grYa/xSe6WtuG9AaJpla0+d1XMG43S5YdDp4PG7whaJhK4sejMNmxcGNH4YcP/TZx7ju/oeGbSZSGSHGtBvTse/jC37b0ydGIjm398IodqsTR7ZUomR7rW9ba40Jn716AvPvGovMSdH9mg27mhlabX4BVqe6szqcO9yECXMTB9Q7SSIXYNG947H5TyVor+/q7xeRJMO8O/u+Xikc3C4PdE0WfLvxImrL2yGU8JA3JxHZxTH9CiI7SZVC8ARcpAQp+AF4Z+n6UnXS2G7DoU0VOHOgER4XC02cFDNXZyEqWe5NqbS6wDDeCoZrni5GW60RxnYbIpMUUESIqHEwIYNAQRYhJOxYlsX5A/uw692/+21vvHAW/33257j1+d8FDUpUMXEYP28hTm7b6rddm5iM8XOvBbef/ai683jcMLW3w9TWCofdBmVUNKRKFQTivi9wl2sjcOPPf4WWygs4s/8biOUK5M6eB3lEZI+FP4aCqb0Nx7Z+juNbP4fDakVUajrm3PFDRKVmQNDDjOBQcTkc0DcHr9QGAPrmRrgc9mELsoQSPsbOiEfK+AjUlLXDafcgKVcDmUrYp5Q/q9GJkh21Qce++fAc4jJVVHGtD1iWxelv6kKOl+yoReak6AE/zCsjxLjhwXxYdA6Y9XZIVUJIlUJIFMOb9tfRYMaHLx6Gx+WddnI5HNi/4QKqTrXh2h/kDuj9CcU8zLw5Cx2Nx/16XPH4HFz/wARIe0iJBbx9tz5//YRfANpeb8bGPxzDsp/m48zBRpzZ3+itNDg9DgULkpA6of9ZDISQ4CjIIoSEnbmjHXv/+6+gY6aONrRUVQQNslwOB8bPuRbphcUo/2YnHDYbxs6ag7isnEFVu3O7XGg4V46NLz8Pm8kIAGAYDgquW4ri5av6laIn12gh12iRNnHygK9nsMy6Dnz+6kuoKy/1bWuuuIAPnn0Sq55+Hkm5ecN+TQKRGDGZ2WitCb5QPy5rDPgi8aBfx25xwu3yQCDm+xbuhyIU8yAU8wbUZ0rXZAmZpmUzOWG3OEdlkOVxe8DhDl8hA5Zle1xXZDc7wXpC96vqC6lCCKlCiEj0fV1kONktTnzz8XlfgNVd/Tkd9C3WAQeRiggxVjw0ER2NZjRWGKDQihCTpoRULQSHy4HH4wHABJ1VbW8w+wVYPiyw9+PzyJgYBZb1lo4/uaMW1aVtWP6zAsjUo+++JuRyREEWISTsXE4HTO2BKS6dGi+eR9rESX7bOhrq8cGzT8Dc0Q6RVIaUCRMhViggVWkGnSZobGvBR88/7Vd+nWU9OLp5IyISkzB+7sJBnX+46Vua/AIsH5bF9rf/glVPPx+0AfNQ4gkEKFqyHKd3bfcVvejE5fFQsGgpeD1UqOyN1ehAc5UBR7ZUwWJwID5bjfz5iVBoxUNS/Ywv7HnWdKDNWUeC0+GGqd2G8v2N6Gg0Iy5ThdT8SCg0ogGl6QHeYiCdjXOFUl7IIILD4SCjMAoXjwXvDZc4VguheGTXt1kMDlhNDrgdHohkfEgUAvAEfZ81d9jcqOuhDHrF8RbEZagGfH1SlRBSlRAJY7pSi006G5orjSj/tgF8ARfjZsVDFS3xm6WtOd0e8pytNSYUXpfit03fbEXjRT0yCinIIiQcKMgihIQdl8eHSCqDzRy4IB0AtPEJfl/bTEZ89dc/wtzhfSiwmU0o37cbAHBm/x7c+bs/QdlDs+TeVBw7HLS/FQDs//h9pBZMGtTaqOFWU3oy5FhbTRWcVisQxiDL5bDDotfD4/FAIBKFnPlTRsdg1dO/xtY3X4WuyVt0Qh0bh4X3PTion5/N7MSRLVU4sa3Gt03fbMWZbxux8pGJiEruX8PlvlBEiCEQceGwBfYIikySQywdHYUv3C4Pass78MWfT/pmjCpOtOLQ5xVY8Uhhv6vTuV1uNFeZsP3dMu9sHwBVtARzbxuDqBQ5uLzA4CQ2XQllpBj6Fv9qgFweB5OXpo5ov7KORjO2/PWUb8aHw2NQMD8JefMS+1xpkGEALp8DtzOwmTCAkL26urOaHGA9gEjK63Wm0dRhx+Y/laClW8GPswebMGZqDKatzPAFWj2tBeOLuEGv99yhZqQVRILDGT0fIhByuaIgixASdlKVGkVLV+Kb998NGBOIJYjJyPbbZjUaUXM6eODgstvRXlc7qIf0UClsAGBsbYHHPbqabfZU4ILL44EZxNq1Sxlam/HtJx/g9O7tcDudiExOxdw770V0ekZA02QeX4CEnHFY/eyLvrRMsVwOqWpwAazF4PALsDq5nR7seu8Mrn9gQtiLHEiUAiz60Xh8/scT8Li70sBEUj7m35kzakq5m/V2fPWP0oCUPIfNja/fLsUNDxb0q2y5odWGT39/1C81Ttdkwad/OIY1T00OmpopU4uw7MECHNlahfL9DXC7PEgco8G0GzOgjBx8CulAGdtt+PSVY7AYuvpNeVwsjmypgkQpwPjZCX2a6RPJBBgzNRalu4OvPUsviAp5rFlnR/XpNpTsqIXb5UFmYTSyp8ZCoQ0+m8R6WJw92OgXYHUq39+InOlxvnszeZwWez8652tu3F12cQzOH2kO2C6W8fvUsoMQ0jsKsgghYcfhcjFuzgJ0NNZ7e19991deqlJj+WPPQHHJ+iq3q+fGsHaL91Nmi0EPq9EA1uOBUCqDXNN7lTgAiMsei5KvtwQd0yYk9dhoORRjeytsRiPsFgtEMhnECuWwpegljh0PhsMB6wn8JDpnxpywVRk0tbfh4xd+ifbaat+2lqoKfPCrJ7Hm2RcRnz026HGDrZp4qfrzupBjzZVG2C2uPgdZxg4b2mpNaK0xQhUtQVSKAnJ1YNocl8tBXIYSt64rxsUTLWivNyMuU434bBUU2pELDPrL0GKF0x78Q4S2OjNsJmefgyy3y4MT22uCrj3yuFic2F6DGTdngRcklVKuFWHGqkwUXZcMlgUEIh6EkpF9BGmrM/kFWN0d3lyJtPzIPq1P4vE5KFyUjNrydr8CFQAwdUU6pOrg31+z3o4v/17qd38f/LwCpd/UYeUjhVBEBN5nFqMDp0IEcwBwalcdYtIU4HA4kKqEuPYHufjyH6f9guyYNAUSczTY8tdTAcePnRlHQRYhYUJBFiFkSEhValxz+w8wefkqGFuaIZBIvQ/fGm3AH3GhRAqpWuNLF7xUdGoGWqoqsOVPv0dzpbcUtFwbifk/uB8JY8f1Wk0vMWccxHIFrEZDwNjMW+/sd3Cka6zH1j+/htqy7x5SGAYZRVNwze0/gDJq4DNufSVVa7Dk/x7DpldfAst2BVqa+ERMXXVL2Cr4tdZU+QVYPiyLHe/8DSuf+OWwlI3n9PLQ19dHQl2TBZ/+/ijMuq4Ha4GYh+U/K0BEoizgvuTyuFBGSVCwILm/l3zZcIVIYevUfZauNw6bC00XA/8NdWq8YIDT5gIvRMDL43NGtKiCxeiA3eItWS6WC9BaGzydGfBWl+zte9edXCPC8p8VoKnSgPOHmyFRCpAzLRZyjRjCEOmCLdXGoB8gmHUOnNxZhynLUwPTL1k2ZFoiADhtLrAeABzvusLk8RFY+2wxas90wGp0Ij5bDalSgJ3/OhMwu1m0JCVoYEcIGRgKsgghQ0YklUEklUETpC9WdzKNFnPuuAef/+E3AWM5M+cADPD+usfhsFp8241tLdjw0rNY+/wriEnP7PH8isgo3LzuN9j8x9+ipaoCACCUSjFr7fcRPyanX+/J0NqCTX98GY3nz3ZtZFmcP7QfHB4P877/o7AFHizLwqzrgMfjBo8ngETpPS9fKETaxEm46/d/xsWjB2HsaEfK+HxEJCZD1sfZvb6oPH4k5FjThXNw2e1he62exGWqQjZljctUQdiH9VFWowNfvVXqF2AB3j5Bn79xAqueKLoiq6qpoyVgGARNGZMoBRBJ+/4YwONzIdeKQgYnCq0IPP7Ira8Kxe1yo6XGhF3/PuO79vSJEcgsigl5jEjae/XKS8nUIsjUIqTlR/Y6G+RxeXB6b33I8bOHGpE/PxFSlf/3UygVIDU/MmRq4pipsX6FYPgCLpSREigj/VtVzLszB7omCy4cbYZAzENGYTRkaqGv0TMhZPAoyCKEjDiGYZAyoQA3/eI57PrXW2ipqoBUpcbkZTchZ+YcnNr5tV+A5cOy+OaDf2Lpg49DKOm5THdEYhJu+sVzsBgN8LicEMkUkKo1/e69ZTXq/QOsbs59uxfTbrolLEGWWdeBM/v34ODGj2DuaEdkcipmrb0LMRnZEEml4AuFUMfGoXDJ8kG/Vig9BWwCsQTMMC2OFysEmHJDGr7d6N/QViDiYtYtWX16MLSanGiuMgYds+gdMOsdV2SQJVYIULAwGUe3BK5LnH1Ldr8a5fKFXExcmIyKE61BxycuTO61KuNI0DfbsOHlo36zdheOtiJrcixEUj5s5sB05YJrkyAZYNn1PqXbMeixmXWoMR6fg4IFSTh/uAl2i38VT028FNFpfSsCI1V6+4nFZ6n7tD8hpP9GTZD1/PPPY9OmTTh+/DgEAgF0Ol2vx7Asi3Xr1uFvf/sbdDodpk+fjjfffBOZmT1/6k0IGX5CiRTJed5Ay+V0fremQA23242a0pKQxzVfPA+H1QanzQ6HzQoujweJQgl+kBRCiVLVr55YwZhCpDQC3rLwdkuQYLCfbCYT9vxnvXc923daqirw8f97Bkt++jiyp84Y8LoJU3sbrJ1FKWTyHgOptMJi7Pr320GnQfIXLoFEpRrQNQTj8bCw6OxwuTzg8jiQKAXgfldlTSjmIXdWPOKyVDjxdQ3MejsScjQYMzUWij72quopxQrwpsJdiQQiHvLnJSIqSY5Dmyph6rAhIkGGKcvToYmT9vs+UsdIMHN1JvZ+eB6e79LNOBwG01dlQB3b98bew8Vpd+HIlsqgaZHffnoBi388Hl+/fRqGVhsAgOEwGDc7HmOmxvYYBA0Wh8tB7sx4XDgavLR9RmEU6i/oEJWkgELrv2ZQESHCqieLcOzLalw41gIe33uuMVNjIFNdeR8UEDJajZogy+FwYNWqVZg6dSr+8Y9/9OmYl156Ca+99hreeecdpKam4umnn8bChQtx+vRpiHpZw0EIGRmXBkFcAOq4eFQcOxx0f7k2AqaONnz+hxdhaGkCh8tF9tRZmHHL7VBERIb9+mQ9VMpjGA4E4sE/aJr1HX4BVnc73/0b4rP735zZ5XSg4ewZbHnz9zC0eKuKybWRWPTjBxGXlQOeIHAdjVyrxZIHHsHm13/nt/YrLjsHBQuvB5cbnj8hFqMD5w424fAXlbCZnBCIuMibl4jxs+J9swkiKR+x6SpEJsnhdrLgCzn9aqorlPLAE3DgcgQJthhA3s9ZLLvVCavRidZqI7h8DrTxMogVAvD70V9puIjlAqRPjEJspgoelwd8IRdCycDSwoQSPnKmxyF5XATaG8wAWGhiZZAo+OALL79HCofNjYbz+qBjHY0WnNxZi+UPFcBmdsHlcEOiEEAsF0AgGvr3oo2TISUvApUl/jODykgx4rPV2PSnEvCFXKx8eCIiErsaLTMMA2WkxFtIZEkqGHhnLIcyKCSE9N/l9xsxhGeffRYAsH79+j7tz7Is/vCHP+Cpp57CsmXLAADvvvsuoqOj8emnn2LNmjVDdamEkDBiOBzkzV2Io5s/CzqjMmnZjfji9ZdhaGkCAHjcbpR9swPNVRdx0y+eC3v/K7FCgei0DDRdPB8wljFpSlhSBVurQ5ecN3e0w24x9zvI0jc34aPnn/IrV29sa8HH/+8Z3Pbia4hIDCzuwBeKkD5pCu76w59RffIELAY9ksfnQxkVDakqPGlGLocbJ3fW4vCmSt82h82Nw5sqYeqwY8aqTL/CATw+F7wBxAdShQCTlqRi/4YLAWM5U2MhVvS9jLnV6MDxr6tx9Mtq3zoxDpfBnNvGIC0/MuQDus3khMXgQEejGSIZH4oIMWQq4YAbAvdXf0q198S7zkc8ouXX+4rL40CiEMDYbgs6zuFwIFEIIdcM/3uRKAW4Zm02mmfEoWRHDdxOD5JztVDFSLD93TKABZw2N75efxo3/LQAkkvuUZ6AC9llGNQTQryu2G5zFRUVaGxsxPz5833blEoliouLsX///pDH2e12GAwGv/8IISNLHhGFpQ8+AR6/6yGDYTiYdMNNsJst6GgIXEDeVlOF9vragO1ulwvGtlYY21rhsFoDxnujiIjCkp8+hrisMX7bUydOwuzbvu8rTjEYQknPs2FcXv8+H3M5HTi6eWPQfmAetxuHP98AlyN4KWu+UAh1TBwmLLgOU29cg7isMWELsABvD6xjXwapYAigfH8DrMbg19VfXD4XOdNiMee2MZAovfeRUMJD8bI0TFmeFrICXDCNF/U4urXarxCHx81i2/oyX9rZpcw6O7b9swzv/eoAtvz1FD595Rj++/whNFcZfGl3JPxEUj4KrwtdHTJvboJfoYjhJlUKkZoXgWkrMxCVrMCFYy3Y8pdTsBq71om11ZmDrhsjhFzeRs1MVn81NjYCAKKj/cspR0dH+8aCeeGFF3yzZoSQy4NAJELaxEm48/dvor2+Fm6HA9rEZHA4HPz9Jz8IeVxd+Wkk5eb5vja2teDoF//Dye1b4bLbkTZxEqavvh3q2Dhw+lEAQx0Th+sffAJWowF2ixliuQIimTxss2bquHjwhSI47YEP7Ak54yCS921xeyenzY7GC+dCjjddPA+HzRo0ZXCo2czO0OulWG9woooKz1ofsdxbVjspVwO30+Ob5ehP2qHV5MDhzZUhx0/trsXM1Vm+9WSAt7rdie01qLykYITN7MTBTRWYtSYLYtnwpKhdjWLSlMibm4CS7V0fujAMMH1VZkDVvZFi1tmDNtzu1J9S+4SQy8OI/kZ/4okn8OKLL/a4T1lZGcaMGdPjPuH05JNP4qGHHvJ9bTAYkJiYOGyvTwgJjicQQBkZDWVk1wcnhtaWkMEIAL9mxca2Vnz0/9b59X06d3A/Kk4cxW0vvApNfEK/rkeujeh3yl5fydRa3PDIL7DhN8/C4+4qyCBVqXHtvT+BWCbv4ehAPIEAquhYNFcEpsoBgCo6FjxBeHpr9Revl3QngSi86VAMwwyqOIDHxcKkC1263tBig8fl8QuyLHonTu3yL7mtiBBj1ppM1J3V4cu/lUIg4mHC/EREpSjCltZHvMRyASZdn4pxM+PRcFEPDpdBbJoSYsXQB7YOmwtmnR1Vp9pgN7uQNE4LZYTYN5vaKZyl9gkhl4cR/Vf78MMP48477+xxn7S0tAGdOybG2/+iqakJsbGxvu1NTU3Iz88PeZxQKIQwTI08CSFDS6JUIW/+IhzZ9GnAGIfLQ8LY8b6vG8+fDdpY12W3Y//H72HBPT/ptalxT6wmI5w2GxgOA4lSNaiiEFweDwk5ubjzlT/h4tFD6KivQ8LY8YjLyoYiIqrf5+MLhZh0w404++03QccnL7tpUO99MMQyPqKS5UHLq8u1on6tlRoOfBEX0SmKkGXM47NVAYGj2+WB096VqsnjczD7lix8vf60X1pY7ZkOZBVHY8ZNmRBToBVWIgkfIgkf6tieWz2Ek93qwrlDTdj1nzO+bYe/qERclgrXfj/Xr3y+WCHAxEUpOPJFZcB5+ltqnxByeRjRICsyMhKRkeGv/gUAqampiImJwbZt23xBlcFgwIEDB3DfffcNyWsSQoYXj89H0fUr0HTxHGrLSn3buXw+lj/6tG8my+PxoGzfrpDnqTh2GHazyS/QcNissOj1cNptEIjEkKrUQdPpnHY72mqqsOPdv6P+zGkIJVLkL1yC/GuXDKoxMI8vgDomDoWLlw34HN2pY+Ox8Ec/xbZ/vAmX07vOicvnY+5dP4ImfuRm68VyARbcnYvP/nDcrziBSMbH4vvyLruS1AIRD5OvT0VlSWvArINAxEVGUXRAWXSewFuS3qL3ft8ziqJRtr/BL8DqdPZAE/LmJPQ5yDLp7GirM6HmdDtkGhFSxmshVQkvyyqHo5lJZ4fd4gTDMBDL+H36+Zg77H4BVqf6szqU7W/AxIXJvoqAAhEPE+YlIDJJhsObK2FssyEiUYYpywZWap8QMvJGzfxzdXU12tvbUV1dDbfbjePHjwMAMjIyIJPJAABjxozBCy+8gBUrVoBhGDz44IP49a9/jczMTF8J97i4OCxfvnzk3gghJKxkGi2u/9mTMLY2o+HcGUiUasSkZ0Cm1oLL95ah43A4EEtDp9jxRf59aIztbdjzn/Uo37sLrMcDHl+A/EXXo+j6FQFFH1qqLuL9Zx73lTi3W8w4sOG/qCk9iRse/nlYi0QMhlAiwZjps5GYmwd9cyNYAKqoGEhUKvBHKFWwkypKgpWPTkRHowVtdSaooiXQxssgU1+en94royW44cEC7PxXOfQt3uIpkUlyzL09J2jfLqlKiCnL0rD93XIAQOJYDba9czrk+c8dakZ0Su8FVAxtNvzvtePQNXX1Ztv30TksvGccknK1FGiFgdPuRsMFHXb+64zvQwBNnBTz78yBNkEOh9UFh80FhmEgkvL8ytifPRR6/XfJ9pqAvlZimQDpBVGIy1DB7faALxh4qX1CyMgbNUHWM888g3feecf3dUFBAQBgx44duOaaawAAZ86cgV7f1Q/jscceg9lsxj333AOdTocZM2Zgy5Yt1COLkCuMVKmCVKlCTHpWyH3Gz1uIkm1bgo7lL7ze15/LajRg65uvoqrkqG/c5XTg8P8+gcfjxozVt4P/XUqx1WjA9vV/9esh1an+bBk6GusHHGS5HA5YjQYALIQSGQTiwZeY5gkEUEZFQxkV3fvOw0ymFkGmFiExJ7wl94cCX8BFQrYaKx6ZCLvZCYbDQCTjQywLPrvBMAxS8yIxc7UbB/9Xgd7mJIKty7mU0+7CgY0X/AKszmO//Fspbn12yqgosd5fTrsLFoMTdosTfCEXYpkAIlnwQMTtcsOsd6C93gyn3Y2IBG8vM1E/AhddkwWf//GE38+kvd6MvR+fx7QbM7Dvo/OoO6sDh8MgvTAKxcvSoIzwft/NutCVMW1ml191yu4oVZSQK8OoCbLWr1/fa48s9pK/TAzD4Fe/+hV+9atfDeGVEUJGA2VUDCYtuwmHNn7ktz0mIwu5s+aCw/F+6m/R6/wCrO5ObN2EiQuXQhntXfPpsFrR1EPVvsrjR5EwJrff16pvbsLBT/+L07t3wO12Ib2wGDNvuQOq2FjfdYZiNRrgtNvAMBzv2rB+lnu/mtitLjis3sIiIgkf/H4W2ZAqhZAq+zbbJpLxkTsrHqkTIuF2eZBeEIVzh5qC7ps5qfd1d1aTE+cPNwcd83hYNFzQXXFBlsXgwNGtVTi5s9ZXbS8mXYH5d+X6AptOTocbtWXt2Pr3Ur/qlbkz4zB5aVpAz6lgHFYXDn5eERD08vgcTLw2GZ/89qjv3B4Pi3OHmlB/rgM3PloEuVaE1AkRKN/fEPTc8Vkq8IU000jIlYz++hJCrgpiuRyTbrgRY6bOROme7XBYLMieNgsRicl+pdeNbcELGgDeHls2ixmdiVwMhwMeX+Bb4xTsNVmWhamjHVaDDqyHhVihgFStCVkYw9Dagg+efQLG1hbftvOH9qP61HF87zevQh0TF/Q4p92OlqoK7Hj3b2g8dwYCsRgTFizBxOuWDmpt2JWI9bDoaLJg/yfnUXmqDQzDIK0gElOWpYWtXHwwXC4H8u/SCYuXpqLmdHtA/6OMoqiAgCEYj5vtsb9WsPVeQ82st8PjZsHhMJAoBX1eR+RyemA1OsB6WPBF3KAzgm6XGyd31QaUOW+8YMDnfzyB5T8r8CsOYWq34Yu/nAJ7yfeodE89olMVyJkW/N9Rd067Gy3Vgb0yMydF4/Te+qCtB8w6B2rK2jF2RhyikuVQRomhb/bvx8dwGExbmUGpgIRc4SjIIoRcNcQyOcQyOaJS00Pv00sPKn63dGOJQomx18xDyVdfBO7IMEgvmoK68lJsevW3MHW0AQAEYgnmff9HSC8qhlASWOms8sRRvwCrk8NqxeHPN2DO7T8MWoCjufIiPljXtTbMYbXi0GcfoeZ0CZY/+vRlszbscmBos+LjFw/DYfNW/GNZFheONKP+bAdueqIICu3QzwApoyRY9WQRyvY3oOJ4CwRiHvLnJyEmTdmndDGBiAtVtCQgXbBTfKYqzFccms3sRN3ZDuzfcAH6ZiskSgGKrktBWr531s5mdoLH50Ik5weUpze223B0SyXK9jfC7fQgKlmOmauzoE2Q+a0ps+gdOPF18D5SuiYLDG02vyDr3KGmgACr05EvqpCUq+11FpLL50CmFgWk/UUkyXGkh15pF441I6s4GjK1CMt+WoDDX1TgzLdNcLs8iE5TYOaqTKhjL4/+XISQoUNBFiGEdCNVa6CKiYOusT5gLCW/EBJFV0ECnkCA4uU3o7asNKA8/MJ7/w8etwsf/fopuF1dva4cVgu+eOMVo6GBNAAAKh1JREFUrHn2JcSPGet3jNNmC1lmHQAqjh7G1BtvgUzgv27JYjRgx/q/BF0b1nj+LDoa6ijI+o7b5UbJzlpfgNWd1ehNwStYkORXCGWoKCLEKFqcgrxrEsDhMv2a2ZAohJi1JgufvXo8YCw+WwVZkAIcQ8Ht9uD8kWa/KnoWvQO73z+L1joTuDwOTu7wNgHWxsuw8Ie5UMd4P1ww6Wz4/PUTaK83+45trjLik98ewY2PFSI6tevfmtPhXwb/UromC2LTu/bvaA4efHpf1x4yAOtOJOVj0pIUfP56id92p80FoZQHiyH4DLZELgCH671/5FoRZt6chaLFqWBZFgIhL+QaMkLIlaXvbe4JIeQqIFNrsOLxZ6CI9C8OEZWWgQU/uB8iqcxvuyIiEqt+8RxW/vxZ5C9cgulrbsOdr7yJrKkzUbpru1+A1d2+//4bNrPJbxvD4wacvzuhRAIOJ/DXttNqRdPF8yGPqzwRfI2Z1WhAW2016s+Wo72+FjZTYK+qK43d4kb1qfaQ4xUnWoIGYEOFy+VALBcMKHUsOlWB5Q8VICLRe88IxDwULk7Bgrty+7TmKBwsegf2bwje5Pr0N/VIzu36QKCtzoRPXznmq9LXXmf2C7A6sSyw9+PzfqmUPD4HXH7oRxZFhH9QmdRDAZXIJFmvTbA7RacoUbQkBd0zHy8eb8X4a0I3Lx93Tbzfv1OegAu5RgSFVkwBFiFXEZrJIoSQS2jiEnDLcy/B2NoKY3srlFExkGu0vgqEl5JptJBptEidUOjb5rTb0FQROvBpq6uGy24HugVVPB4f+Yuux5n9e4IeM3HJsoBr8LjdYD0ezLjlDlw8cgD1Z8sDjpMoA8uBG1qasfn136GuvKu/WEp+Ia695yeQayNCXvdo550xCv2nTyTlo5faIpcNgYiH+Cw1lv5fPtwONxgOA7FCAC53+D4/tZmdvuIhAVhvEMYXceH8LnC1GBxoqzNBrhGh8mTo9Y8N5/Vw2t0QSb1BiUQpRO7MOJRsrw3YV6YWBhT5SMhWQyTjw2YKXJs2bUWG77wuhxt2qwscLhN0LZhIxkfBgiSMmRKD9nozuDwOVNEScHgMak63BzSlnnx9KpSRlApICKEgixBCgpKptZCptYhF9oCO5/L5iExKQVWIWSRVbDx4QfpTaeMTUXDdDTj2xWd+21PyJyI1v8hvm6GlGad2fo3yvTvB4fKQNWU6ipauxNY3X4Xd8t0MAcMg5ZLjrAY9Nv3xZdSf8e/VVHn8CLa99Wcsuv9nEAVZL9YfdosTdov34Vso4fcY2AwnkdT70Lzlr6eCjufPT/LrdTQaXLrOaThxeT0HdHwRF26Xfxpra60JKeMjIOlhTZRAzPMrnMHjczBxYTKsBgfOdauqqIwSY8mP8yBT+89kybVirHhkInb8swyNF7zFK2Rqb4qlNkEGj9sDQ6sNx7+uRk1ZB0RSHvKvTUJ8pjpgFlAg4kEg4gUET3O+NwZF19lQcbIVfD4XKRMiIFUObFaSEHLlGV1/SQghZJTgcLgYP/daHN28ER53YPrZtFW3QiTzTw10O50wtbchIjEZyx55ClWnjoN1e5A9fRa0cQl+s1iGlma8v+5xGNu6imTs/6gakcmpmHf3fdj8x5cBhsGi+x6ETO1fXdBi0AcEWJ0uHDkAi1434CCrs3Lfnv+eQ21ZO8B4U7emr8qEOloSsNbJ7fbAZXeDy+eC10M6WDjFZqiQOSk6oIT6+DkJ0MQNLri82ohlfEQkytBaYwoYE0n53iqILv/1T5pY7/c4vSASBzZeDHre8dfEQ6zwD1akSiFm3ZqNyUvTYNbbIZTwIJYLQhaw0MRIseTHebCZXPC4PRBIeL7mv211Jnz04mG4HN4A0NDq7S+WVRyNGasyQ/Y883vvcgHEcgGiUnoulkMIuTpRkEUIIUNEERmFFU/8Eptf++13jYUBnkCIa26/G1EpaQH7t9XX4D8/fwhulws8gRBx2WPA4XDx7cfv47r7H/Lt53a7cWrn134BVqeWqgo47XYsuPf/kDBmLGSaCAguacBuMQSWpfZhWTgsoYsG9MbQZsVHLx72pYeBBapPt6PxxcO4+ReTfWldbpcHxjYbTu2uQ+NFPZRREuTPS4QyUgyBeGj/NEkUAsy8ORP58xNx8XgrOFwgLT8KMpWQ1sz0k1guwILv5+LTV476lY3n8TmYvTYbR76o9NtfKOUh8rs1ZFKVEHNvH4Pt/yz3a8wbnabEuNkJQdMeRRI+RBI+VNESuBxuOGzedD9hiHtGJBVAJPUPmOwWJ7758JwvwOru7IEm5M9P6lOQRQghPaEgixBChgiPL0DSuDx878VXYdHp4HG7IVWrIVWpweP7P8TZzCbs+udbvkIZLocd1SdP+Mbb62p8/bxsRgPKvtkZ8nXP7t+DGx55KiC46iRR9PDJO8NAKJHCYbPB2NaCsj070NHYgLSCQiTm5kEREbpRrtvlQeme+q4AqxuHzY2yvfWYtDQVXC4HzVVGbPz9MV8qWVOFAWcPNGLenTnIKIwCjz+0C6N8sxDJV+cshN3igtPuAhgGYjl/UOu4NLFSrHpyEhov6tFwQQ9tnBTxWWpcPN6CttquGS65VoTF9+X5Kh8KRDykT4xCbLoKVadaYTU5kZSrhTJS3GN5dbfTDX2LFUe/rEZThQEytRCF16UgIkHmW2vV23uvLe8IOV51sg2RifJ+fAcIISQQBVmEEDKEOBwuFNpIKLSRPe7ntFlRfepEyPFzB/cjadyErvP28FDMcLk9NoIVK5RIyBmH2rLAdUmZk6dCJJPh4tGD2PTab72l3uAN3CRKFVY/+yI0sfFBz+uwulBdGrpyX1VpG/IXJMLmYrFt/emAtToAsPPfZxCXoYKiDw15Sf+5nW50NFqw75MLqDvTAYGYh3HXxCN3Zjxkqp77RvVErhFBrhEhs6irKue4WfFIK4j0Fb8QywUBr9G53kkVndTn12qqMmLjK8d8zZh1TRbUlndgyvI0jL8mAQJRL482DMAwvls7QGf5dUIIGQwq4U4IIZcFBnxh6N5GYlnXJ+sShRLj5y0KuW/BwuvBF4Z+YJYolFj6sycwbu61ftszJk3FnDvvhd1iwRevvxLwFGrR67DtH28GlJ7vxOVzIJKHnkkQywXgcDmwmZ3Qt1iD7uN2ekKODYTH7YGx3Ya6Mx24cKwZ7Q1mv9LgV5v2Rgs+/M1h1JS1w+NhYTM7cXhTJbb85STMentYX0sg5kEVJUFcpgqRifJBBXGdzHo7tr9b5guwujuw8SKsxuC9q7oTSflImRC6gmbK+Cu3uiYhZPjQTBYhhFwGJAol8uYtxJFNnwYdz5o6w/f/DIeD7CkzULprG1qrKvz2S8kvRHRqRtBz2K0WGFtacGrX1zA0NyG9cDIm3XAjXHY7eAIhJEoVRFIpzuzfA487eFnu6pPHYTMag/bzEoh4mLggCXUhUrEKFiR5Zxl66QPbW6NYi8EBm8kBt5uFSMqHVCUEJ0jzYLfbg+YKAzb9qcRX6RAAMiZFYcZNmT2mpA0lu8UJq8kJt9MDgZgHiXJ4yq7bzE7s/fAcPO7A729ThQG6JkufvycuhxtmgwMOiws8IRdiGb9PqXrBeFwecHqpUtjJbnFB3xw8CGdZb+XC3kqoC0Q8TFuZgcYLer91ZABQuCgZUhWtxyKEDB4FWYQQchng8vkoXLIclSXH0FZT5Tc2a+1dkGn8P12XayOw8vF1qC07hVM7vgKHy0XBousRnZYJqUodcH6HzYaz+7/Bl395zbft3MF9kGm0WL3uN1DFxPrt25Ng1RI7RSbJMX5OAk7u8O9nlDcnAcooMewWJ0RSHmRqIUwdgTMnHC4DVXTwh2TWw6Kt3oyv3ir1NbEVSfmYcXMmUvK0EIr9H/LNHXZ89upxuJz+aYnnDzVDEyNF4aLkHtMuh4Kh1Yod/z7jrbwIQCjhofiGNGQURfkVWzDr7fC4WXC5TI+lzvvDaXej7qwu5PjF4y2Izwq8dy5lMThw7MsqlOys9VUOjM9WYe7tOVBo+5bm6bS7YGy3o2xvPXTNViSMUSM1LwJyrajHVNfeBAu2g1FFSXDTE0W4eKwFFSdaIZbzMWFeItQxEirBTggJCwqyCCHkMiHXRuDGn/8KLZUXcfbAXkgUKuTMvAYKbQSE0sDS4nJtBHJmXIP0omIwTM/phhZdO7766+sB203tbdj1r7dw3f0/g0DsDW5iM7JCnkcVEwehNPRMgVguwOTrU5E7Iw7Vp9sAFohNV6GmvB3/WXcAMekKzLo5C3Nuy8Hnr58ImLWatjIDYkXwmQRjuw0bfnfUr/mtzezE12+fxrKf5SMhW+O3f/05XUCA1enEthrkTIsN6K8EeAMAh9XtbVAbxh5UJp036OueDmm3uLD7/bPgi7jILo6BzeRE1ak2HPy8AsY2G5SRYhQvS0PiGE3QyodWowOmDjtqytvBF3KRmKOBRCEIui6JYQC+kAunPXiQ3JeZKLfTjZIdNTj+dY3f9rozOmz6Uwlu+L/8XmfDXE43qk61YevfS32zmpUlrTj0eQVWPDIR2rjAWdLu16iJk/qC7O44HAaa+NDHXkqhFWPC3ESMnR4HDo8zbC0ECCFXBwqyCCHkMiLXaCHXaJE2cVKfjxGIep89qDl9CiwbPOC4cPgArEaDL8iSqjUYO2sOTu/e4b8jw2D+3fdBIJZC39wIs04HLo8HiVIFmUbrm4EQSb2pY1K1EEe/qMSGV476UtTqzujw/q8P4qYni7D6F5NwZEsVmqsMUGhFKFycCm28FHxB8MqCVaVtfgFWd/s3XMDSB+R+gYiuOXQpervFFZA253Z514Md2VyJunMdEEkFmLgwCQlj1JAoBj+bpGs0h1xv9u2nFxGfqULpN/U48kXXTKa+xYov/16KaSvTMX5Ogl/VRYvejp3/OYOKE61dJ2KAWWuykDU5JqCsuVjGR870WJRs959l7JQ+MXTlSN9rGhw4sa0m6Fh7nRmmDnuvQZZF78DXb5cFpI3aLS5sf7cM1z8wIWQJdYlCgLm352DD747CfUkAPWN1Zr8bMzMcZshbBhBCrk70m4UQQq4CDlvoYhIs64HH0/XAKpbJMWvt3YjPzsXBzz6CuaMDsRlZmHnrnZBHROLo5o3Y/9F/fOXmpSo1bnj454hOywSX1/Vnxdhmw7GvAh/IWRbYtr4Myx4swJzvZcP5XTPiUL2OvMewqO8h1a2tzgyX0w2gK8iKSVOG3F8RIQb3kpmLtjoTPv7tEV8KnFnnwFdvne5Xg9qeNFcZQ46ZdXY47G4c21oddPzg/yqQXhjlS8djWRYXj7f4B1gAwAK73zuLuAwVhJfM6nD5XOTPT0JteUfATND0VRmQKrven9vpXXPlcnjAF3C868Z43lmwYP2lOulbLIjupTlve4M5aGVJAGiuNMJmcvb4vY5IlGHN05Nxek896s/rvDNS8xOhihaDLxza0v+EENJXFGQRQshVIHHs+JBjkcmpEEr80xGlKhXy5i9CeuFkeDwe8IUiiGQynPn2G3zz/rt++5p1Hfjwuadwx8uvQxXdtbar/pwu5Gu215vhsLkgUUjAF3b9KWJZFhaDA6yH9Zb3/i7wYhgG2ngZzh9pDno+RYQoYH1VRIIs5NqvqSvS/WZcbCYndn9w1hdgdXf2QBMKFiT3+ODvdnlg0TvgcrrB43O/C0r8r6ezEXMwfJE3OAhWNQ8AXE4PrEanL8iyGBxBA9hOp/fWY+bNgWmfco0IS/8vH601Rlw81gKxQoCsSdGQaYS+NW1mvR0l22txcmctnHY3+EIuJsxLwPhrEsAVcMHhMkGLZ3Sevzc9BWlA74VPuFwOVFESFC9Pg9PuBo/PGfK+aoQQ0l8UZBFCyFVAptEis3g6zh3Y67ed4XAw7+77IFEEn/WRqrvWOZl1Ouz777+D7udy2HHh8AEULlnu29ZTGhbDBBYpMOvtqDjegmNf1cBmdiI+W4XipWlQRYvB5XGRURSFQ5sqgj7gT1qSCskla7lkahGW/6wAO/5V7iv4IJLyMXVFOhLG+Bd4sFudaLpoCHm9NeXtiEgIvt7HYrDj1O56HP+6Gk5bV1AybnaCXyAXlSwPuSZq/OwE3/dDJOMjZ2ostAkyOGwunDvUjIbzOr+gjfWwsJpClys3ddjh8XjgcXnLtLOs973zhVzIVELIVMKgpcodVhcOfHYRZXsbfNucdjcOb66CzezClBvSMGZKDE53G+8kUwv7FGSF+j4C3obFfS08weVywJXQOipCyOWJgixCCLkKSBRKzPv+j5A8Ph+H/vcxLHo94seMxcw1t0Mdn9Cnc3jcTugaAx+uOzVdPO/3dVyGMmTT15QJEX6FFqxGB3b++wwqS7rS3yqOt6LqZBtufKwQUckKyNVCXP/ABGz56ynf2iyGw6Dg2iQkZKvhcXvgcnjA5XN8AYkySoJF946HzeSE2+UtmR6s5DvDMACDkOXleSFKjDttLhzeXIWTO7vWOXUGJRajE9NXZviCTalahGUP5uN/r5+A3dy1tiw1PwJ5cxPAsiyyiqORURiNkm01OLGjBmKZADnTYpG/IBHibj3I+CIe4jNVqDzZFvS6sidHw9hux6FNFTh/qBmsh0XaxEgUL02DMkocsoKf1ehA+b7gP+PSPfXIn5+EyUvTYDE6UFnS9drKSDGW3J8XtJDIpcRyPibMTcSJ7ZfMxDHA7FuzIQ1DPy1CCBlpFGQRQshVQqpSY8KC65AxqRgetwcCsTggTbAnXJ4Amrh4tF5SYr5TbOYYv68lCiHm3pGDbe/4FzmQqYWYfmOm30yXsc3mF2B18rhZ7P7gLK6/fwJEUj7islRY8/RkGNttcDncUEaKIZLxYTU6cWJbDerP66GMEiFvTiKUkWIIRDxfIY6ecLgcLP1JPhw2F2rL2nH2YJPfjNOlM1+dLEYnTu2uCzpW9k29tzfYd++Tw2EQlazA6l9MhqHVCpvZCXW0FGIFH2KZACzLYuz0OGz8w3FfypxZZ8fhzZVIHKvxW2MmFHtLv1eXtgekGEpVQmjiZfjkpSOwGLpmu84fbkbN6Xbc/PNJUEQET120mpxBg2LAO3tmMzkRnarAvDvGwmpwwKSzQyTlQ6IU9LnHllDCR+F1yYhJV+DQpkqYdXZEJiswZVkq1DF9vx8JIeRyRkEWIYRcZaQqTe87BSFRKjFjze349LfPBYzxRWKkTSzy3ybkIi0/ElHJCpw90AhDmw2peRGISVcGpJVVnw4+IwMATRcNsFtdEEn54HI5kGtEfsc3Vxmw4eWjvnLtDeeB8n2NmHdnDtInRoWsVggATocbrTVG7H7vLFprTWA4DFLytFh0zzhs/2cZzDoHpq5ID9mrymZyhFxDxLLetV7oVrSP4TAB1991Lie++fBc0PPVnG6Hqc3mVz1PFSPBikcnYvd7Z9FSbQTDYZCWH4npN2Xg/JEmvwCrk93iQumeOkxemhawZgxAr4UjeELvMZ2Bqzp2YEGRWC5ARmE04rLU8Lg84Au51J+KEHJFoSCLEEJIn8WPGYu5d92LPf95B067t2mxMioa1z/4BOQRkQH7C0Q8aGJ5mLI8vcfz8oP0derE4TAI1WPWYrBj2/qyoP2wdvyrHHEZKvBDzNoAQEeDGRtePuqbvWE9LCqOt6K12oQFd+WCL+JCESEOWfmQ10MAB/QetHTnsLnRWmMKOV5T1o6obpX7eHwuYlKVWPp/E+CwusBwGIikfLAeFhePtYQ8T8WJVkyYlxSwhg3wpvKF6kMVkSgLa98wAP0uuU4IIaMFBVmEEEL6TCSTI2/eIqQVFsNq0IHL40OsUEKmHtjsWKeksaGPTy+MCtqIFwBsZhfaGwIDAgDwuFh0NFpCpsbZLU7s33AhaHqcsd0Gi9GBzOzoHq9bLBdAGy9DW11gcKSJlfqto+oNw/EGlKEqDAolwf9ki2UCv8qHTru7x6IjAjEPHG7wqFWiEGLRvePx2R+O+VVllGtFWPjDcRQUEUJIH1GQRQghpF+4fD6UkVFQRvbevLavJEohpq/KwN4P/YtnyNRCFC9L8yvz3h0bagHRd7r3/7qU0+5G/XldyPGKklZkFvUcZEkUAiy6Zxw+e/U4jO02v+tedO+4fjUxFsv4yCiMwtlDTYGDDJCQ07dA1lvdMAnVpe1BxyfMT+xxjZo6WoIbHyuCvsUCXbMV6mgJFJEiyFS9F7UghBDiRUEWIYSQEScU85AzNRbxWWqc/qYeZr0d6fmRiMtS91gWXCThQ64VwdhmCxhjOAw0saHLhTMMA7FMALMusI8W0LeeTwCgipZg5aMToW+xoqPRDFW0BKooSZ8q7XXHF/JQvCwNDRf1Ae/nmrVjgqb3hRKRKEPOtFiUXVIpMK0gEvGZwYt4dCdTCyFTCxGf1fu+hBBCAjFsbx8DXuUMBgOUSiX0ej0Uip672BNCCBk8lmXBsiw4nL71QKopb8f/XjsRUDCieFka8uYkQBBivRfrYXFiR03A7FmnW9YVQzPAwg6DYWy3oanCgIsnWiBXi5BdHA2ZWtRjCmAwVpMDxjYbzh1qgscDZBZFQREpppQ/QggZhL7GBhRk9YKCLEIIubw5HW7om604vLkSzVUGyDQiTFqcgsgkGUTSngMKs96OHf8qR1X3flMMMPe2MUifGBUyQCOEEHJ1oiArTCjIIoSQ0cFpd8Fhc4PH5/SrHLjV6ICxw4668nYIJDwkZKkhUQpCrgMjhBBy9eprbEB/QQghhFwR+ELegAIjsVwAsVyAqCT5EFwVIYSQq1HfEt4JIYQQQgghhPQJBVmEEEIIIYQQEkYUZBFCCCGEEEJIGFGQRQghhBBCCCFhREEWIYQQQgghhIQRBVmEEEIIIYQQEkYUZBFCCCGEEEJIGFGQRQghhBBCCCFhREEWIYQQQgghhIQRBVmEEEIIIYQQEkYUZBFCCCGEEEJIGFGQRQghhBBCCCFhREEWIYQQQgghhIQRBVmEEEIIIYQQEkYUZBFCCCGEEEJIGFGQRQghhBBCCCFhREEWIYQQQgghhIQRBVmEEEIIIYQQEkYUZBFCCCGEEEJIGFGQRQghhBBCCCFhREEWIYQQQgghhIQRBVmEEEIIIYQQEka8kb6Ayx3LsgAAg8EwwldCCCGEEEIIGUmdMUFnjBAKBVm9MBqNAIDExMQRvhJCCCGEEELI5cBoNEKpVIYcZ9jewrCrnMfjQX19PeRyORiGGenLuawZDAYkJiaipqYGCoVipC+HXAXoniPDje45MtzoniPDje65nrEsC6PRiLi4OHA4oVde0UxWLzgcDhISEkb6MkYVhUJB/yjJsKJ7jgw3uufIcKN7jgw3uudC62kGqxMVviCEEEIIIYSQMKIgixBCCCGEEELCiIIsEjZCoRDr1q2DUCgc6UshVwm658hwo3uODDe658hwo3suPKjwBSGEEEIIIYSEEc1kEUIIIYQQQkgYUZBFCCGEEEIIIWFEQRYhhBBCCCGEhBEFWYQQQgghhBASRhRkkUF5/vnnMW3aNEgkEqhUqj4dw7IsnnnmGcTGxkIsFmP+/Pk4d+7c0F4ouWK0t7dj7dq1UCgUUKlUuPvuu2EymXo85pprrgHDMH7//ehHPxqmKyajzRtvvIGUlBSIRCIUFxfj4MGDPe7/4YcfYsyYMRCJRBg/fjw2b948TFdKrhT9uefWr18f8PtMJBIN49WS0Wz37t1YunQp4uLiwDAMPv30016P2blzJyZOnAihUIiMjAysX79+yK/zSkBBFhkUh8OBVatW4b777uvzMS+99BJee+01/PnPf8aBAwcglUqxcOFC2Gy2IbxScqVYu3YtSktL8dVXX+Hzzz/H7t27cc899/R63A9/+EM0NDT4/nvppZeG4WrJaPPBBx/goYcewrp163D06FFMmDABCxcuRHNzc9D99+3bh1tuuQV33303jh07huXLl2P58uU4derUMF85Ga36e88BgEKh8Pt9VlVVNYxXTEYzs9mMCRMm4I033ujT/hUVFViyZAnmzJmD48eP48EHH8QPfvADbN26dYiv9ArAEhIGb7/9NqtUKnvdz+PxsDExMexvf/tb3zadTscKhUL2vffeG8IrJFeC06dPswDYQ4cO+bZ98cUXLMMwbF1dXcjjZs+ezf70pz8dhisko93kyZPZ+++/3/e12+1m4+Li2BdeeCHo/jfffDO7ZMkSv23FxcXsvffeO6TXSa4c/b3n+vr3lpDeAGA3bNjQ4z6PPfYYm5ub67dt9erV7MKFC4fwyq4MNJNFhlVFRQUaGxsxf/583zalUoni4mLs379/BK+MjAb79++HSqVCUVGRb9v8+fPB4XBw4MCBHo/997//jYiICIwbNw5PPvkkLBbLUF8uGWUcDgeOHDni9/uJw+Fg/vz5IX8/7d+/329/AFi4cCH9PiN9MpB7DgBMJhOSk5ORmJiIZcuWobS0dDgul1yF6HfcwPFG+gLI1aWxsREAEB0d7bc9OjraN0ZIKI2NjYiKivLbxuPxoNFoerx/br31ViQnJyMuLg4lJSV4/PHHcebMGXzyySdDfclkFGltbYXb7Q76+6m8vDzoMY2NjfT7jAzYQO657OxsvPXWW8jLy4Ner8fLL7+MadOmobS0FAkJCcNx2eQqEup3nMFggNVqhVgsHqEru/zRTBYJ8MQTTwQsqr30v1C//AkZiKG+5+655x4sXLgQ48ePx9q1a/Huu+9iw4YNuHDhQhjfBSGEDL2pU6fi9ttvR35+PmbPno1PPvkEkZGR+Mtf/jLSl0YI6YZmskiAhx9+GHfeeWeP+6SlpQ3o3DExMQCApqYmxMbG+rY3NTUhPz9/QOcko19f77mYmJiAxeAulwvt7e2+e6sviouLAQDnz59Henp6v6+XXJkiIiLA5XLR1NTkt72pqSnk/RUTE9Ov/QnpbiD33KX4fD4KCgpw/vz5obhEcpUL9TtOoVDQLFYvKMgiASIjIxEZGTkk505NTUVMTAy2bdvmC6oMBgMOHDjQrwqF5MrS13tu6tSp0Ol0OHLkCAoLCwEA27dvh8fj8QVOfXH8+HEA8Av0CREIBCgsLMS2bduwfPlyAIDH48G2bdvwwAMPBD1m6tSp2LZtGx588EHftq+++gpTp04dhismo91A7rlLud1unDx5EosXLx7CKyVXq6lTpwa0paDfcX000pU3yOhWVVXFHjt2jH322WdZmUzGHjt2jD127BhrNBp9+2RnZ7OffPKJ7+vf/OY3rEqlYjdu3MiWlJSwy5YtY1NTU1mr1ToSb4GMMosWLWILCgrYAwcOsN988w2bmZnJ3nLLLb7x2tpaNjs7mz1w4ADLsix7/vx59le/+hV7+PBhtqKigt24cSOblpbGzpo1a6TeArmMvf/++6xQKGTXr1/Pnj59mr3nnntYlUrFNjY2sizLsrfddhv7xBNP+Pbfu3cvy+Px2JdffpktKytj161bx/L5fPbkyZMj9RbIKNPfe+7ZZ59lt27dyl64cIE9cuQIu2bNGlYkErGlpaUj9RbIKGI0Gn3PagDYV155hT127BhbVVXFsizLPvHEE+xtt93m2//ixYusRCJhH330UbasrIx94403WC6Xy27ZsmWk3sKoQUEWGZQ77riDBRDw344dO3z7AGDffvtt39cej4d9+umn2ejoaFYoFLLz5s1jz5w5M/wXT0altrY29pZbbmFlMhmrUCjYu+66yy+or6io8LsHq6ur2VmzZrEajYYVCoVsRkYG++ijj7J6vX6E3gG53P3xj39kk5KSWIFAwE6ePJn99ttvfWOzZ89m77jjDr/9//vf/7JZWVmsQCBgc3Nz2U2bNg3zFZPRrj/33IMPPujbNzo6ml28eDF79OjREbhqMhrt2LEj6HNb5z12xx13sLNnzw44Jj8/nxUIBGxaWprfMx0JjWFZlh2RKTRCCCGEEEIIuQJRdUFCCCGEEEIICSMKsgghhBBCCCEkjCjIIoQQQgghhJAwoiCLEEIIIYQQQsKIgixCCCGEEEIICSMKsgghhBBCCCEkjCjIIoQQQgghhJAwoiCLEEIIIYQQQsKIgixCCCHDrrGxET/5yU+QlpYGoVCIxMRELF26FNu2bRvpS7us3HnnnVi+fHmv++3evRtLly5FXFwcGIbBp59+OuTXRgghJDQKsgghhAyryspKFBYWYvv27fjtb3+LkydPYsuWLZgzZw7uv//+kb68UclsNmPChAl44403RvpSCCGEgIIsQgghw+zHP/4xGIbBwYMHceONNyIrKwu5ubl46KGH8O233/r2q66uxrJlyyCTyaBQKHDzzTejqanJN/7LX/4S+fn5eOutt5CUlASZTIYf//jHcLvdeOmllxATE4OoqCg8//zzfq/PMAzefPNNXHfddRCLxUhLS8NHH33kt8/Jkycxd+5ciMViaLVa3HPPPTCZTL7xzhmml19+GbGxsdBqtbj//vvhdDp9+9jtdjzyyCOIj4+HVCpFcXExdu7c6Rtfv349VCoVtm7dipycHMhkMixatAgNDQ2+9/fOO+9g48aNYBgGDMP4Hd/dddddh1//+tdYsWJFv38ehBBCwo+CLEIIIcOmvb0dW7Zswf333w+pVBowrlKpAAAejwfLli1De3s7du3aha+++goXL17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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import MDS\n","tok_mds = MDS(n_components=2,\n","              metric=True,\n","              n_init=4,\n","              max_iter=300,\n","              verbose=0,\n","              eps=0.001,\n","              n_jobs=-1,\n","              random_state=42,\n","\n","             ).fit_transform(tok)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans3 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_mds)\n","    # Assign clusters\n","labels=kmeans3.labels_\n","\n","title='BoW + TFiDF + MDS 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_mds,labels)"]},{"cell_type":"markdown","metadata":{"id":"zalcQSXFBbjP"},"source":["#### countvectorizer + LDA + MDS"],"id":"zalcQSXFBbjP"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:42.980711Z","start_time":"2021-05-24T06:39:09.302139Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535492842,"user_tz":-120,"elapsed":14273,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"f009d362-d991-4420-c06b-6bab6dae1ed6","id":"2N3Q-bYnBbjP"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        6         130\n","Baby             0         178\n","Watches          2         221\n","Decor            4         150\n","Kitchen          5         164\n","Beauty           3          95\n","Computers        1         112"],"text/html":["\n","  <div id=\"df-f1f4eb03-9ea3-4311-a8f8-1ca364b604fa\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>6</td>\n","      <td>130</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>0</td>\n","      <td>178</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>2</td>\n","      <td>221</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>4</td>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>5</td>\n","      <td>164</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>3</td>\n","      <td>95</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>1</td>\n","      <td>112</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f1f4eb03-9ea3-4311-a8f8-1ca364b604fa')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.21142301801669833\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.27      0.23      0.25       150\n","        Baby       0.43      0.51      0.46       150\n","     Watches       0.63      0.93      0.75       150\n","       Decor       0.59      0.59      0.59       150\n","     Kitchen       0.43      0.47      0.45       150\n","      Beauty       0.22      0.14      0.17       150\n","   Computers       0.29      0.21      0.24       150\n","\n","    accuracy                           0.44      1050\n","   macro avg       0.41      0.44      0.42      1050\n","weighted avg       0.41      0.44      0.42      1050\n","\n","Clustering on BoW + LDA + MDS 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import MDS\n","tok_mds = MDS(n_components=2,\n","              metric=True,\n","              n_init=4,\n","              max_iter=300,\n","              verbose=0,\n","              eps=0.001,\n","              n_jobs=-1,\n","              random_state=42,\n","\n","             ).fit_transform(tok_lda)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans3 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_mds)\n","    # Assign clusters\n","labels=kmeans3.labels_\n","\n","title='BoW + LDA + MDS 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_mds,labels)"],"id":"2N3Q-bYnBbjP"},{"cell_type":"markdown","source":["### SpectralEmbedding"],"metadata":{"id":"IDehsU896cmQ"},"id":"IDehsU896cmQ"},{"cell_type":"markdown","source":["* **Graph-based approach**: Leverages connectivity patterns between documents for dimensionality reduction\n","* **Non-linear manifold learning**: Captures intrinsic geometric structure of the document space\n","* **Eigenvector foundation**: Uses the most significant eigenvectors of the graph Laplacian matrix\n","* **Community detection strength**: Excels at revealing natural groupings and thematic communities\n","* **Connectivity preservation**: Maintains connected components from the high-dimensional space\n","* **Local-to-global mapping**: Builds global representation from local neighborhood information"],"metadata":{"id":"vfNFfYUIFqg3"},"id":"vfNFfYUIFqg3"},{"cell_type":"markdown","source":["On spectral projection, TFIDF gives better results than LDA. BoW only ARI score is also falling."],"metadata":{"id":"KjDSEb-SCCUg"},"id":"KjDSEb-SCCUg"},{"cell_type":"markdown","metadata":{"id":"88aMx9bLbSeR"},"source":["#### countvectorizer + spectral"],"id":"88aMx9bLbSeR"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:45.982998Z","start_time":"2021-05-24T06:39:42.982702Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535494079,"user_tz":-120,"elapsed":1235,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"7828c713-dcab-4505-92da-9f494e05dc2e","id":"H2ALipVTbSeR"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        3          13\n","Baby             4         643\n","Watches          1         119\n","Decor            0         180\n","Kitchen          2          74\n","Beauty           5          17\n","Computers        6           4"],"text/html":["\n","  <div id=\"df-7809f8c1-9eb5-4778-8fb1-7fc9035dd8e4\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>3</td>\n","      <td>13</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>4</td>\n","      <td>643</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>1</td>\n","      <td>119</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>0</td>\n","      <td>180</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>2</td>\n","      <td>74</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>5</td>\n","      <td>17</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>6</td>\n","      <td>4</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-7809f8c1-9eb5-4778-8fb1-7fc9035dd8e4')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-7809f8c1-9eb5-4778-8fb1-7fc9035dd8e4 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.18685982438726498\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.00      0.00      0.00       150\n","        Baby       0.23      0.99      0.38       150\n","     Watches       1.00      0.99      1.00       150\n","       Decor       0.57      0.69      0.62       150\n","     Kitchen       0.99      0.49      0.65       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.00      0.00      0.00       150\n","\n","    accuracy                           0.45      1050\n","   macro avg       0.40      0.45      0.38      1050\n","weighted avg       0.40      0.45      0.38      1050\n","\n","Clustering on BoW + Spectral 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import SpectralEmbedding\n","bow_spec = SpectralEmbedding(n_components=2,\n","                             affinity='nearest_neighbors', # rbf\n","                             gamma=None,\n","                             random_state=42,\n","                             eigen_solver=None, # arpack lobpcg amg\n","                             n_neighbors=50,\n","                             n_jobs=-1\n","                            ).fit_transform(count_vector_prod)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans4 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(bow_spec)\n","    # Assign clusters\n","labels=kmeans4.labels_\n","\n","title='BoW + Spectral 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bow_spec,labels)"],"id":"H2ALipVTbSeR"},{"cell_type":"markdown","id":"decent-nevada","metadata":{"id":"decent-nevada"},"source":["#### countvectorizer + tfidf + spectral"]},{"cell_type":"code","execution_count":null,"id":"warming-adoption","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:45.982998Z","start_time":"2021-05-24T06:39:42.982702Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"warming-adoption","executionInfo":{"status":"ok","timestamp":1746535495539,"user_tz":-120,"elapsed":1458,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"e94be8a7-9781-4dae-c127-bebe66536752"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        6         331\n","Baby             3          73\n","Watches          5         123\n","Decor            4          79\n","Kitchen          0         111\n","Beauty           1          29\n","Computers        2         304"],"text/html":["\n","  <div id=\"df-0815a098-7c76-471e-b21d-dfab94f4a2b5\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>6</td>\n","      <td>331</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>3</td>\n","      <td>73</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>5</td>\n","      <td>123</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>4</td>\n","      <td>79</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>0</td>\n","      <td>111</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>1</td>\n","      <td>29</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>2</td>\n","      <td>304</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0815a098-7c76-471e-b21d-dfab94f4a2b5')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.29078701458624595\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.41      0.90      0.56       150\n","        Baby       1.00      0.49      0.65       150\n","     Watches       0.98      0.99      0.99       150\n","       Decor       0.97      0.51      0.67       150\n","     Kitchen       0.66      0.49      0.56       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.31      0.63      0.41       150\n","\n","    accuracy                           0.57      1050\n","   macro avg       0.62      0.57      0.55      1050\n","weighted avg       0.62      0.57      0.55      1050\n","\n","Clustering on BoW + TFiDF + Spectral 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import SpectralEmbedding\n","tok_spec = SpectralEmbedding(n_components=2,\n","                             affinity='nearest_neighbors', # rbf\n","                             gamma=None,\n","                             random_state=42,\n","                             eigen_solver=None, # arpack lobpcg amg\n","                             n_neighbors=50,\n","                             n_jobs=-1\n","                            ).fit_transform(tok)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans4 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_spec)\n","    # Assign clusters\n","labels=kmeans4.labels_\n","\n","title='BoW + TFiDF + Spectral 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_spec,labels)"]},{"cell_type":"markdown","metadata":{"id":"m-BudaiFB2OQ"},"source":["#### countvectorizer + LDA + spectral"],"id":"m-BudaiFB2OQ"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:45.982998Z","start_time":"2021-05-24T06:39:42.982702Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535496637,"user_tz":-120,"elapsed":1096,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"b88069c6-37b3-4244-f867-6093678613f8","id":"HpJV7niPB2OQ"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        3         200\n","Baby             1         423\n","Watches          6         109\n","Decor            2          87\n","Kitchen          0          92\n","Beauty           4          74\n","Computers        5          65"],"text/html":["\n","  <div id=\"df-e472a5d2-59f7-45e2-bc9f-3cac405db531\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>3</td>\n","      <td>200</td>\n","    </tr>\n","    <tr>\n","      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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.08170373605315741\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.30      0.40      0.34       150\n","        Baby       0.26      0.73      0.38       150\n","     Watches       0.58      0.42      0.49       150\n","       Decor       0.59      0.60      0.60       150\n","     Kitchen       0.44      0.49      0.46       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.00      0.00      0.00       150\n","\n","    accuracy                           0.38      1050\n","   macro avg       0.31      0.38      0.32      1050\n","weighted avg       0.31      0.38      0.32      1050\n","\n","Clustering on BoW + LDA + Spectral 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import SpectralEmbedding\n","tok_spec = SpectralEmbedding(n_components=2,\n","                             affinity='nearest_neighbors', # rbf\n","                             gamma=None,\n","                             random_state=42,\n","                             eigen_solver=None, # arpack lobpcg amg\n","                             n_neighbors=50,\n","                             n_jobs=-1\n","                            ).fit_transform(tok_lda)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans4 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_spec)\n","    # Assign clusters\n","labels=kmeans4.labels_\n","\n","title='BoW + LDA + Spectral 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_spec,labels)"],"id":"HpJV7niPB2OQ"},{"cell_type":"markdown","source":["### UMAP"],"metadata":{"id":"BsI-oQZ-6eVJ"},"id":"BsI-oQZ-6eVJ"},{"cell_type":"markdown","source":["* **Balanced structure preservation**: Maintains both local similarity relationships and global data patterns\n","* **Topological foundation**: Constructs representation based on manifold topology and fuzzy simplicial sets\n","* **Computational efficiency**: Delivers t-SNE-like quality with significantly better performance\n","* **Meaningful distance preservation**: Maintains more of the important distance relationships than t-SNE\n","* **Theoretical rigor**: Built on stronger mathematical foundations with clearer optimization objectives\n","* **Cluster separation clarity**: Produces well-defined clusters while preserving their relative positions"],"metadata":{"id":"CUKloKkPFuew"},"id":"CUKloKkPFuew"},{"cell_type":"markdown","source":["On UMAP projection, TFIDF gives better results than LDA. BoW only ARI score fell a bit."],"metadata":{"id":"DFvlOS6FF1wp"},"id":"DFvlOS6FF1wp"},{"cell_type":"markdown","source":["#### countvectorizer + UMAP"],"metadata":{"id":"9_VjLmDcb4VS"},"id":"9_VjLmDcb4VS"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:53.337637Z","start_time":"2021-05-24T06:39:45.984017Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535551492,"user_tz":-120,"elapsed":54854,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"f9636361-033b-4aad-f068-cc513af6ac16","id":"K_PGQg20bk2J"},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n","  warnings.warn(\n","/usr/local/lib/python3.11/dist-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n","  warn(\n"]},{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        5          50\n","Baby             1          99\n","Watches          2         149\n","Decor            0         107\n","Kitchen          4          74\n","Beauty           3         110\n","Computers        6         461"],"text/html":["\n","  <div id=\"df-2fce2dac-3aa1-43c2-851d-14d4ba9faa74\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>5</td>\n","      <td>50</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>1</td>\n","      <td>99</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>2</td>\n","      <td>149</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>0</td>\n","      <td>107</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>4</td>\n","      <td>74</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>3</td>\n","      <td>110</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>6</td>\n","      <td>461</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2fce2dac-3aa1-43c2-851d-14d4ba9faa74')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-2fce2dac-3aa1-43c2-851d-14d4ba9faa74 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.2906052432375619\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.28      0.96      0.44       150\n","        Baby       0.78      0.51      0.62       150\n","     Watches       1.00      0.99      1.00       150\n","       Decor       0.94      0.67      0.79       150\n","     Kitchen       0.99      0.49      0.65       150\n","      Beauty       0.74      0.54      0.62       150\n","   Computers       0.00      0.00      0.00       150\n","\n","    accuracy                           0.60      1050\n","   macro avg       0.68      0.60      0.59      1050\n","weighted avg       0.68      0.60      0.59      1050\n","\n","Clustering sur BoW + UMAP 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["import umap\n","\n","Umap = umap.UMAP(\n","                n_neighbors=50,\n","                min_dist=0.1,\n","                n_components=2,\n","                metric='euclidean',\n","                random_state=42\n","    )\n","bow_umap = Umap.fit_transform(count_vector_prod)\n","\n","kmeans5 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(bow_umap)\n","    # Assign clusters\n","labels=kmeans5.labels_\n","\n","title='BoW + UMAP 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bow_umap,labels)"],"id":"K_PGQg20bk2J"},{"cell_type":"markdown","id":"cognitive-essex","metadata":{"id":"cognitive-essex"},"source":["#### countvectorizer + tfidf + UMAP"]},{"cell_type":"code","execution_count":null,"id":"technological-shareware","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:53.337637Z","start_time":"2021-05-24T06:39:45.984017Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"technological-shareware","executionInfo":{"status":"ok","timestamp":1746535557728,"user_tz":-120,"elapsed":6235,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"e31ea696-4bcf-4340-cb8a-dd92d3d251dd"},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n","  warnings.warn(\n","/usr/local/lib/python3.11/dist-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n","  warn(\n"]},{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        3         211\n","Baby             5         202\n","Watches          2         141\n","Decor            0         159\n","Kitchen          1          95\n","Beauty           4         135\n","Computers        6         107"],"text/html":["\n","  <div id=\"df-04d6d1af-3ae9-40ee-aede-5fb708b91cd3\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>3</td>\n","      <td>211</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>5</td>\n","      <td>202</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>2</td>\n","      <td>141</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>0</td>\n","      <td>159</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>1</td>\n","      <td>95</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>4</td>\n","      <td>135</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>6</td>\n","      <td>107</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-04d6d1af-3ae9-40ee-aede-5fb708b91cd3')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-04d6d1af-3ae9-40ee-aede-5fb708b91cd3 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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ARI : 0.4535620437536929\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.00      0.00      0.00       150\n","        Baby       0.51      0.71      0.59       150\n","     Watches       0.99      0.93      0.96       150\n","       Decor       0.72      0.76      0.74       150\n","     Kitchen       0.97      0.61      0.75       150\n","      Beauty       0.70      0.63      0.66       150\n","   Computers       0.47      0.97      0.64       150\n","\n","    accuracy                           0.66      1050\n","   macro avg       0.62      0.66      0.62      1050\n","weighted avg       0.62      0.66      0.62      1050\n","\n","Clustering sur BoW + TFiDF + UMAP 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["import umap\n","\n","Umap = umap.UMAP(\n","                n_neighbors=50,\n","                min_dist=0.1,\n","                n_components=2,\n","                metric='euclidean',\n","                random_state=42\n","    )\n","tok_umap = Umap.fit_transform(tok)\n","\n","kmeans5 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_umap)\n","    # Assign clusters\n","labels=kmeans5.labels_\n","\n","title='BoW + TFiDF + UMAP 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_umap,labels)"]},{"cell_type":"markdown","metadata":{"id":"-7LSGaYTCSta"},"source":["#### countvectorizer + LDA + UMAP"],"id":"-7LSGaYTCSta"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:53.337637Z","start_time":"2021-05-24T06:39:45.984017Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535561872,"user_tz":-120,"elapsed":4143,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"af81a2f9-64d3-4697-9053-0a813a446f4b","id":"tdlXDG9yCSta"},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n","  warnings.warn(\n","/usr/local/lib/python3.11/dist-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n","  warn(\n"]},{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        6          30\n","Baby             4         407\n","Watches          5         159\n","Decor            2          98\n","Kitchen          0          93\n","Beauty           3          65\n","Computers        1         198"],"text/html":["\n","  <div id=\"df-ed7d324e-9a3a-41b5-9674-8633531bdc51\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>6</td>\n","      <td>30</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>4</td>\n","      <td>407</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>5</td>\n","      <td>159</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>2</td>\n","      <td>98</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>0</td>\n","      <td>93</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>3</td>\n","      <td>65</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>1</td>\n","      <td>198</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-ed7d324e-9a3a-41b5-9674-8633531bdc51')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-ed7d324e-9a3a-41b5-9674-8633531bdc51 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.09190171436659296\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.00      0.00      0.00       150\n","        Baby       0.23      0.62      0.33       150\n","     Watches       0.66      0.83      0.74       150\n","       Decor       0.30      0.19      0.23       150\n","     Kitchen       0.42      0.26      0.32       150\n","      Beauty       0.34      0.15      0.20       150\n","   Computers       0.21      0.27      0.24       150\n","\n","    accuracy                           0.33      1050\n","   macro avg       0.31      0.33      0.30      1050\n","weighted avg       0.31      0.33      0.30      1050\n","\n","Clustering sur BoW + LDA + UMAP 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["import umap\n","\n","Umap = umap.UMAP(\n","                n_neighbors=50,\n","                min_dist=0.1,\n","                n_components=2,\n","                metric='euclidean',\n","                random_state=42\n","    )\n","tok_umap = Umap.fit_transform(tok_lda)\n","\n","kmeans5 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_umap)\n","    # Assign clusters\n","labels=kmeans5.labels_\n","\n","title='BoW + LDA + UMAP 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_umap,labels)"],"id":"tdlXDG9yCSta"},{"cell_type":"markdown","metadata":{"id":"we1jJXnIGGsq"},"source":["# 4) var 'DESCRIPTION'"],"id":"we1jJXnIGGsq"},{"cell_type":"code","execution_count":210,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:48:02.160509Z","start_time":"2021-05-24T06:48:02.124529Z"},"colab":{"base_uri":"https://localhost:8080/","height":424},"executionInfo":{"status":"ok","timestamp":1747742009385,"user_tz":-120,"elapsed":96,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"2ab631b0-e788-48d4-b880-9adde462f8fc","id":"Hq5Rxk44GGsq"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["      word_count  char_count  sentence_count  avg_word_length  \\\n","0            230        1191              11         5.178261   \n","1             74         371               1         5.013514   \n","2            215        1045               9         4.860465   \n","3            145         714               1         4.924138   \n","4            214         984               6         4.598131   \n","...          ...         ...             ...              ...   \n","1045         431        2006              36         4.654292   \n","1046         303        1358              20         4.481848   \n","1047          37         226               6         6.108108   \n","1048          31         180               6         5.806452   \n","1049          29         159               6         5.482759   \n","\n","      avg_sentence_lenght  \n","0               20.909091  \n","1               74.000000  \n","2               23.888889  \n","3              145.000000  \n","4               35.666667  \n","...                   ...  \n","1045            11.972222  \n","1046            15.150000  \n","1047             6.166667  \n","1048             5.166667  \n","1049             4.833333  \n","\n","[1050 rows x 5 columns]"],"text/html":["\n","  <div id=\"df-4584f4a9-4712-415b-8b3f-6ca42a18112a\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>word_count</th>\n","      <th>char_count</th>\n","      <th>sentence_count</th>\n","      <th>avg_word_length</th>\n","      <th>avg_sentence_lenght</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>230</td>\n","      <td>1191</td>\n","      <td>11</td>\n","      <td>5.178261</td>\n","      <td>20.909091</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>74</td>\n","      <td>371</td>\n","      <td>1</td>\n","      <td>5.013514</td>\n","      <td>74.000000</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>215</td>\n","      <td>1045</td>\n","      <td>9</td>\n","      <td>4.860465</td>\n","      <td>23.888889</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>145</td>\n","      <td>714</td>\n","      <td>1</td>\n","      <td>4.924138</td>\n","      <td>145.000000</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>214</td>\n","      <td>984</td>\n","      <td>6</td>\n","      <td>4.598131</td>\n","      <td>35.666667</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>1045</th>\n","      <td>431</td>\n","      <td>2006</td>\n","      <td>36</td>\n","      <td>4.654292</td>\n","      <td>11.972222</td>\n","    </tr>\n","    <tr>\n","      <th>1046</th>\n","      <td>303</td>\n","      <td>1358</td>\n","      <td>20</td>\n","      <td>4.481848</td>\n","      <td>15.150000</td>\n","    </tr>\n","    <tr>\n","      <th>1047</th>\n","      <td>37</td>\n","      <td>226</td>\n","      <td>6</td>\n","      <td>6.108108</td>\n","      <td>6.166667</td>\n","    </tr>\n","    <tr>\n","      <th>1048</th>\n","      <td>31</td>\n","      <td>180</td>\n","      <td>6</td>\n","      <td>5.806452</td>\n","      <td>5.166667</td>\n","    </tr>\n","    <tr>\n","      <th>1049</th>\n","      <td>29</td>\n","      <td>159</td>\n","      <td>6</td>\n","      <td>5.482759</td>\n","      <td>4.833333</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>1050 rows × 5 columns</p>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4584f4a9-4712-415b-8b3f-6ca42a18112a')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 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2.228571   \n","25%      31.000000   161.000000        5.000000         4.724138   \n","50%      47.000000   231.500000        6.000000         5.108108   \n","75%     103.000000   486.750000        8.000000         5.500000   \n","max     589.000000  2902.000000       44.000000         6.866667   \n","\n","       avg_sentence_lenght  \n","count          1050.000000  \n","mean             17.269636  \n","std              18.719521  \n","min               2.875000  \n","25%               4.833333  \n","50%              10.200000  \n","75%              21.875000  \n","max             145.000000  "],"text/html":["\n","  <div id=\"df-539d2c5e-7560-428e-89ee-caec06710c17\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    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The surreal attention is sure to steal hearts. These contemporary eyelet and valance curtains slide smoothly so when you draw them apart first thing in the morning to welcome the bright sun rays you want to wish good morning to the whole world and when you draw them close in the evening, you create the most special moments of joyous beauty given by the soothing prints. Bring home the elegant curtain that softly filters light in your room so that you get the right amount of sunlight.,Specifications of Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) General Brand Elegance Designed For Door Type Eyelet Model Name Abstract Polyester Door Curtain Set Of 2 Model ID Duster25 Color Multicolor Dimensions Length 213 cm In the Box Number of Contents in Sales Package Pack of 2 Sales Package 2 Curtains Body & Design Material Polyester\n","1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Specifications of Sathiyas Cotton Bath Towel (3 Bath Towel, Red, Yellow, Blue) Bath Towel Features Machine Washable Yes Material Cotton Design Self Design General Brand Sathiyas Type Bath Towel GSM 500 Model Name Sathiyas cotton bath towel Ideal For Men, Women, Boys, Girls Model ID asvtwl322 Color Red, Yellow, Blue Size Mediam Dimensions Length 30 inch Width 60 inch In the Box Number of Contents in Sales Package 3 Sales Package 3 Bath Towel\n","2                                                                                                                                                                     Key Features of Eurospa Cotton Terry Face Towel Set Size: small Height: 9 inch GSM: 360,Eurospa Cotton Terry Face Towel Set (20 PIECE FACE TOWEL SET, Assorted) Price: Rs. 299 Eurospa brings to you an exclusively designed, 100% soft cotton towels of export quality. All our products have soft texture that takes care of your skin and gives you that enriched feeling you deserve. Eurospa has been exporting its bath towels to lot of renowned brands for last 10 years and is famous for its fine prints, absorbency, softness and durability. NOTE: Our product is 100% cotton, so it is susceptible to shrinkage. Product color may vary from the picture. Size may vary by ±3% WASH CARE: Wash in cold Water, Do not Iron, Do not Bleach, Flat dry, Wash before first use. SIZE- FACE TOWEL - 23 cms X 23 cms.,Specifications of Eurospa Cotton Terry Face Towel Set (20 PIECE FACE TOWEL SET, Assorted) Bath Towel Features Material Cotton Terry Design SHUVAM General Brand Eurospa GSM 360 Type Face Towel Set Model Name SHUVAM20PCFTSETASSORTED Ideal For Boys, Girls, Men, Women Model ID SHUVAM20PCFTSETASSORTED Size small Color Assorted Dimensions Weight 350 g Length 9 inch Width 9 inch In the Box Number of Contents in Sales Package 20 Sales Package 20 PIECE FACE TOWEL SET\n","3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Key Features of SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet Royal Bedsheet Perfact for Wedding & Gifting,Specifications of SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet (1 Bedsheet,2 Pillow Cover, Multicolor) General Brand SANTOSH ROYAL FASHION Machine Washable Yes Type Flat Material Cotton Model Name Gold Design Royal Cotton Printed Wedding & Gifted Double Bedsheet With 2 Pillow cover Model ID goldbedi-38 Color Multicolor Size King Fabric Care Machine Wash, Do Not Bleach Dimensions Flat Sheet Width 90 inch / 230 cm Fitted Sheet Width 228 cm Pillow Cover Width 16 inch / 43 cm Pillow Cover Length 28 inch / 72 cm Fitted Sheet Depth 280 cm Fitted Sheet Length 278 cm Flat Sheet Depth 282 cm Flat Sheet Length 110 inch / 280 cm In the Box Number of Contents in Sales Package 1 Sales Package 1 Bedsheet,2 Pillow Cover\n","4                                                                                                                                                                                                                                   Key Features of Jaipur Print Cotton Floral King sized Double Bedsheet 100% cotton,Jaipur Print Cotton Floral King sized Double Bedsheet (1 bed sheet 2 pillow cover, White) Price: Rs. 998 This nice bed sheet made up of 100% cotton to give you comfort. This bed sheet is hand printed. This bedsheet gives nice look to your room And its fast colour and good quality gives this bedsheet long life.,Specifications of Jaipur Print Cotton Floral King sized Double Bedsheet (1 bed sheet 2 pillow cover, White) General Machine Washable Yes Brand Jaipur Print Type Flat Model Name jaipur117 Material Cotton Thread Count 140 Model ID jaipur117 Fabric Care machinewash, do not bleach Size King Color White Warranty waranty of the product only for manufacturing defect only and product will exchange onle when it is not used and returne its origional packing Dimensions Flat Sheet Width 86 inch / 220 cm Fitted Sheet Width 0 cm Pillow Cover Width 17 inch / 45 cm Pillow Cover Length 29 inch / 75 cm Weight 900 g Fitted Sheet Depth 0 cm Fitted Sheet Length 0 cm Flat Sheet Depth 0.2 cm Flat Sheet Length 104 inch / 265 cm In the Box Number of Contents in Sales Package 1 Sales Package 1 bed sheet 2 pillow cover\n","5                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             Maserati Time R8851116001 Analog Watch  - For Boys - Buy Maserati Time R8851116001 Analog Watch  - For Boys  R8851116001 Online at Rs.24400 in India Only at Flipkart.com. - Great Discounts, Only Genuine Products, 30 Day Replacement Guarantee, Free Shipping. Cash On Delivery!\n","6                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Camerii WM64 Elegance Analog Watch  - For Men, Boys - Buy Camerii WM64 Elegance Analog Watch  - For Men, Boys  WM64 Online at Rs.449 in India Only at Flipkart.com. - Great Discounts, Only Genuine Products, 30 Day Replacement Guarantee, Free Shipping. Cash On Delivery!\n","7                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                T STAR UFT-TSW-005-BK-BR Analog Watch  - For Boys\\r\\n                         Price: Rs. 399\\r\\n\\t\\t\\t\\t\\r\\n\\t\\t\\tWhether you are on your way to work or travelling abroad with family, lifestyle accessories like watches, wallets and belts help to add a touch of sophistication and class to your otherwise mundane and regular daily wear. When it all comes down to it, suave leather belts and intricately designed and finished timepieces are what separate you from the rest.\\r\\nWhether you are on your way to work or travelling abroad with family, lifestyle accessories like watches, wallets and belts help to add a touch of sophistication and class to your otherwise mundane and regular daily wear. When it all comes down to it, suave leather belts and intricately designed and finished timepieces are what separate you from the rest.\n","8                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Alfajr WY16B Youth Digital Watch  - For Men, Boys - Buy Alfajr WY16B Youth Digital Watch  - For Men, Boys  WY16B Online at Rs.4995 in India Only at Flipkart.com. Azan Times ( For All Cities Around The World ), Prayer Reminders, Qibla Direction, Hijri And Gregorian Calnedars, Qur'An Bookmark, Daily Alrams - Great Discounts, Only Genuine Products, 30 Day Replacement Guarantee, Free Shipping. Cash On Delivery!\n","9                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  TAG Heuer CAU1116.BA0858 Formula 1 Analog Watch  - For Boys, Men - Buy TAG Heuer CAU1116.BA0858 Formula 1 Analog Watch  - For Boys, Men  CAU1116.BA0858 Online at Rs.107750 in India Only at Flipkart.com. Swiss-made, Quartz movement, Scratch resistant, Sapphire crystal glass, Water resistant to 200 metres, Feature Chronograph - Great Discounts, Only Genuine Products, 30 Day Replacement Guarantee, Free Shipping. Cash On Delivery!\n","Name: description, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>description</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Key Features of Elegance Polyester Multicolor Abstract Eyelet Door Curtain Floral Curtain,Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) Price: Rs. 899 This curtain enhances the look of the interiors.This curtain is made from 100% high quality polyester fabric.It features an eyelet style stitch with Metal Ring.It makes the room environment romantic and loving.This curtain is ant- wrinkle and anti shrinkage and have elegant apparance.Give your home a bright and modernistic appeal with these designs. The surreal attention is sure to steal hearts. These contemporary eyelet and valance curtains slide smoothly so when you draw them apart first thing in the morning to welcome the bright sun rays you want to wish good morning to the whole world and when you draw them close in the evening, you create the most special moments of joyous beauty given by the soothing prints. Bring home the elegant curtain that softly filters light in your room so that you get the right amount of sunlight.,Specifications of Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) General Brand Elegance Designed For Door Type Eyelet Model Name Abstract Polyester Door Curtain Set Of 2 Model ID Duster25 Color Multicolor Dimensions Length 213 cm In the Box Number of Contents in Sales Package Pack of 2 Sales Package 2 Curtains Body &amp; Design Material Polyester</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Specifications of Sathiyas Cotton Bath Towel (3 Bath Towel, Red, Yellow, Blue) Bath Towel Features Machine Washable Yes Material Cotton Design Self Design General Brand Sathiyas Type Bath Towel GSM 500 Model Name Sathiyas cotton bath towel Ideal For Men, Women, Boys, Girls Model ID asvtwl322 Color Red, Yellow, Blue Size Mediam Dimensions Length 30 inch Width 60 inch In the Box Number of Contents in Sales Package 3 Sales Package 3 Bath Towel</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Key Features of Eurospa Cotton Terry Face Towel Set Size: small Height: 9 inch GSM: 360,Eurospa Cotton Terry Face Towel Set (20 PIECE FACE TOWEL SET, Assorted) Price: Rs. 299 Eurospa brings to you an exclusively designed, 100% soft cotton towels of export quality. All our products have soft texture that takes care of your skin and gives you that enriched feeling you deserve. Eurospa has been exporting its bath towels to lot of renowned brands for last 10 years and is famous for its fine prints, absorbency, softness and durability. NOTE: Our product is 100% cotton, so it is susceptible to shrinkage. Product color may vary from the picture. Size may vary by ±3% WASH CARE: Wash in cold Water, Do not Iron, Do not Bleach, Flat dry, Wash before first use. SIZE- FACE TOWEL - 23 cms X 23 cms.,Specifications of Eurospa Cotton Terry Face Towel Set (20 PIECE FACE TOWEL SET, Assorted) Bath Towel Features Material Cotton Terry Design SHUVAM General Brand Eurospa GSM 360 Type Face Towel Set Model Name SHUVAM20PCFTSETASSORTED Ideal For Boys, Girls, Men, Women Model ID SHUVAM20PCFTSETASSORTED Size small Color Assorted Dimensions Weight 350 g Length 9 inch Width 9 inch In the Box Number of Contents in Sales Package 20 Sales Package 20 PIECE FACE TOWEL SET</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Key Features of SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet Royal Bedsheet Perfact for Wedding &amp; Gifting,Specifications of SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet (1 Bedsheet,2 Pillow Cover, Multicolor) General Brand SANTOSH ROYAL FASHION Machine Washable Yes Type Flat Material Cotton Model Name Gold Design Royal Cotton Printed Wedding &amp; Gifted Double Bedsheet With 2 Pillow cover Model ID goldbedi-38 Color Multicolor Size King Fabric Care Machine Wash, Do Not Bleach Dimensions Flat Sheet Width 90 inch / 230 cm Fitted Sheet Width 228 cm Pillow Cover Width 16 inch / 43 cm Pillow Cover Length 28 inch / 72 cm Fitted Sheet Depth 280 cm Fitted Sheet Length 278 cm Flat Sheet Depth 282 cm Flat Sheet Length 110 inch / 280 cm In the Box Number of Contents in Sales Package 1 Sales Package 1 Bedsheet,2 Pillow Cover</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Key Features of Jaipur Print Cotton Floral King sized Double Bedsheet 100% cotton,Jaipur Print Cotton Floral King sized Double Bedsheet (1 bed sheet 2 pillow cover, White) Price: Rs. 998 This nice bed sheet made up of 100% cotton to give you comfort. This bed sheet is hand printed. This bedsheet gives nice look to your room And its fast colour and good quality gives this bedsheet long life.,Specifications of Jaipur Print Cotton Floral King sized Double Bedsheet (1 bed sheet 2 pillow cover, White) General Machine Washable Yes Brand Jaipur Print Type Flat Model Name jaipur117 Material Cotton Thread Count 140 Model ID jaipur117 Fabric Care machinewash, do not bleach Size King Color White Warranty waranty of the product only for manufacturing defect only and product will exchange onle when it is not used and returne its origional packing Dimensions Flat Sheet Width 86 inch / 220 cm Fitted Sheet Width 0 cm Pillow Cover Width 17 inch / 45 cm Pillow Cover Length 29 inch / 75 cm Weight 900 g Fitted Sheet Depth 0 cm Fitted Sheet Length 0 cm Flat Sheet Depth 0.2 cm Flat Sheet Length 104 inch / 265 cm In the Box Number of Contents in Sales Package 1 Sales Package 1 bed sheet 2 pillow cover</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>Maserati Time R8851116001 Analog Watch  - For Boys - Buy Maserati Time R8851116001 Analog Watch  - For Boys  R8851116001 Online at Rs.24400 in India Only at Flipkart.com. - Great Discounts, Only Genuine Products, 30 Day Replacement Guarantee, Free Shipping. Cash On Delivery!</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>Camerii WM64 Elegance Analog Watch  - For Men, Boys - Buy Camerii WM64 Elegance Analog Watch  - For Men, Boys  WM64 Online at Rs.449 in India Only at Flipkart.com. - Great Discounts, Only Genuine Products, 30 Day Replacement Guarantee, Free Shipping. Cash On Delivery!</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>T STAR UFT-TSW-005-BK-BR Analog Watch  - For Boys\\r\\n                         Price: Rs. 399\\r\\n\\t\\t\\t\\t\\r\\n\\t\\t\\tWhether you are on your way to work or travelling abroad with family, lifestyle accessories like watches, wallets and belts help to add a touch of sophistication and class to your otherwise mundane and regular daily wear. When it all comes down to it, suave leather belts and intricately designed and finished timepieces are what separate you from the rest.\\r\\nWhether you are on your way to work or travelling abroad with family, lifestyle accessories like watches, wallets and belts help to add a touch of sophistication and class to your otherwise mundane and regular daily wear. When it all comes down to it, suave leather belts and intricately designed and finished timepieces are what separate you from the rest.</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>Alfajr WY16B Youth Digital Watch  - For Men, Boys - Buy Alfajr WY16B Youth Digital Watch  - For Men, Boys  WY16B Online at Rs.4995 in India Only at Flipkart.com. Azan Times ( For All Cities Around The World ), Prayer Reminders, Qibla Direction, Hijri And Gregorian Calnedars, Qur'An Bookmark, Daily Alrams - Great Discounts, Only Genuine Products, 30 Day Replacement Guarantee, Free Shipping. Cash On Delivery!</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>TAG Heuer CAU1116.BA0858 Formula 1 Analog Watch  - For Boys, Men - Buy TAG Heuer CAU1116.BA0858 Formula 1 Analog Watch  - For Boys, Men  CAU1116.BA0858 Online at Rs.107750 in India Only at Flipkart.com. Swiss-made, Quartz movement, Scratch resistant, Sapphire crystal glass, Water resistant to 200 metres, Feature Chronograph - Great Discounts, Only Genuine Products, 30 Day Replacement Guarantee, Free Shipping. Cash On Delivery!</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{},"execution_count":212}],"source":["pd.set_option('display.max_colwidth', None)\n","data.description.head(10)"],"id":"yg6jipGpGGsr"},{"cell_type":"code","execution_count":213,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:48:02.223482Z","start_time":"2021-05-24T06:48:02.208482Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1747742010240,"user_tz":-120,"elapsed":18,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"e0619745-dbc9-43a6-f4ba-198331a37c6f","id":"6DLXhuowGGsr"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['TAG',\n"," 'Heuer',\n"," 'CAU1116.BA0858',\n"," 'Formula',\n"," '1',\n"," 'Analog',\n"," 'Watch',\n"," '-',\n"," 'For',\n"," 'Boys',\n"," ',',\n"," 'Men',\n"," '-',\n"," 'Buy',\n"," 'TAG',\n"," 'Heuer',\n"," 'CAU1116.BA0858',\n"," 'Formula',\n"," '1',\n"," 'Analog',\n"," 'Watch',\n"," '-',\n"," 'For',\n"," 'Boys',\n"," ',',\n"," 'Men',\n"," 'CAU1116.BA0858',\n"," 'Online',\n"," 'at',\n"," 'Rs.107750',\n"," 'in',\n"," 'India',\n"," 'Only',\n"," 'at',\n"," 'Flipkart.com',\n"," '.',\n"," 'Swiss-made',\n"," ',',\n"," 'Quartz',\n"," 'movement',\n"," ',',\n"," 'Scratch',\n"," 'resistant',\n"," ',',\n"," 'Sapphire',\n"," 'crystal',\n"," 'glass',\n"," ',',\n"," 'Water',\n"," 'resistant',\n"," 'to',\n"," '200',\n"," 'metres',\n"," ',',\n"," 'Feature',\n"," 'Chronograph',\n"," '-',\n"," 'Great',\n"," 'Discounts',\n"," ',',\n"," 'Only',\n"," 'Genuine',\n"," 'Products',\n"," ',',\n"," '30',\n"," 'Day',\n"," 'Replacement',\n"," 'Guarantee',\n"," ',',\n"," 'Free',\n"," 'Shipping',\n"," '.',\n"," 'Cash',\n"," 'On',\n"," 'Delivery',\n"," '!']"]},"metadata":{},"execution_count":213}],"source":["import nltk, re, pprint\n","from nltk import word_tokenize\n","\n","tokenized=word_tokenize(data.loc[9,'description'])\n","tokenized"],"id":"6DLXhuowGGsr"},{"cell_type":"code","execution_count":214,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:48:02.239473Z","start_time":"2021-05-24T06:48:02.224473Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1747742010431,"user_tz":-120,"elapsed":24,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"52b93f11-bf24-4cc6-a182-541c8250c0c5","id":"8YvE5wyTGGsr"},"outputs":[{"output_type":"stream","name":"stdout","text":[" Punctuation list : !\"#$%&'()*+,-./:;<=>?@[\\]^_`{|}~\n"]},{"output_type":"execute_result","data":{"text/plain":["['TAG',\n"," 'Heuer',\n"," 'CAU1116.BA0858',\n"," 'Formula',\n"," 'Analog',\n"," 'Watch',\n"," 'For',\n"," 'Boys',\n"," 'Men',\n"," 'Buy',\n"," 'TAG',\n"," 'Heuer',\n"," 'CAU1116.BA0858',\n"," 'Formula',\n"," 'Analog',\n"," 'Watch',\n"," 'For',\n"," 'Boys',\n"," 'Men',\n"," 'CAU1116.BA0858',\n"," 'Online',\n"," 'at',\n"," 'Rs.107750',\n"," 'in',\n"," 'India',\n"," 'Only',\n"," 'at',\n"," 'Flipkart.com',\n"," 'Swiss-made',\n"," 'Quartz',\n"," 'movement',\n"," 'Scratch',\n"," 'resistant',\n"," 'Sapphire',\n"," 'crystal',\n"," 'glass',\n"," 'Water',\n"," 'resistant',\n"," 'to',\n"," '200',\n"," 'metres',\n"," 'Feature',\n"," 'Chronograph',\n"," 'Great',\n"," 'Discounts',\n"," 'Only',\n"," 'Genuine',\n"," 'Products',\n"," '30',\n"," 'Day',\n"," 'Replacement',\n"," 'Guarantee',\n"," 'Free',\n"," 'Shipping',\n"," 'Cash',\n"," 'On',\n"," 'Delivery']"]},"metadata":{},"execution_count":214}],"source":["import string\n","print(' Punctuation list : {}'.format(string.punctuation))\n","no_punct=[w for w in tokenized if w not in string.punctuation+'0123456789 ']\n","no_punct"],"id":"8YvE5wyTGGsr"},{"cell_type":"code","execution_count":215,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:48:02.271446Z","start_time":"2021-05-24T06:48:02.240463Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1747742010580,"user_tz":-120,"elapsed":16,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"483bd6d0-e990-4c22-c291-74e12247e249","id":"2yBmXEGwGGsr"},"outputs":[{"output_type":"stream","name":"stdout","text":[" Stop Words list : ['a', 'about', 'above', 'after', 'again', 'against', 'ain', 'all', 'am', 'an', 'and', 'any', 'are', 'aren', \"aren't\", 'as', 'at', 'be', 'because', 'been', 'before', 'being', 'below', 'between', 'both', 'but', 'by', 'can', 'couldn', \"couldn't\", 'd', 'did', 'didn', \"didn't\", 'do', 'does', 'doesn', \"doesn't\", 'doing', 'don', \"don't\", 'down', 'during', 'each', 'few', 'for', 'from', 'further', 'had', 'hadn', \"hadn't\", 'has', 'hasn', \"hasn't\", 'have', 'haven', \"haven't\", 'having', 'he', \"he'd\", \"he'll\", 'her', 'here', 'hers', 'herself', \"he's\", 'him', 'himself', 'his', 'how', 'i', \"i'd\", 'if', \"i'll\", \"i'm\", 'in', 'into', 'is', 'isn', \"isn't\", 'it', \"it'd\", \"it'll\", \"it's\", 'its', 'itself', \"i've\", 'just', 'll', 'm', 'ma', 'me', 'mightn', \"mightn't\", 'more', 'most', 'mustn', \"mustn't\", 'my', 'myself', 'needn', \"needn't\", 'no', 'nor', 'not', 'now', 'o', 'of', 'off', 'on', 'once', 'only', 'or', 'other', 'our', 'ours', 'ourselves', 'out', 'over', 'own', 're', 's', 'same', 'shan', \"shan't\", 'she', \"she'd\", \"she'll\", \"she's\", 'should', 'shouldn', \"shouldn't\", \"should've\", 'so', 'some', 'such', 't', 'than', 'that', \"that'll\", 'the', 'their', 'theirs', 'them', 'themselves', 'then', 'there', 'these', 'they', \"they'd\", \"they'll\", \"they're\", \"they've\", 'this', 'those', 'through', 'to', 'too', 'under', 'until', 'up', 've', 'very', 'was', 'wasn', \"wasn't\", 'we', \"we'd\", \"we'll\", \"we're\", 'were', 'weren', \"weren't\", \"we've\", 'what', 'when', 'where', 'which', 'while', 'who', 'whom', 'why', 'will', 'with', 'won', \"won't\", 'wouldn', \"wouldn't\", 'y', 'you', \"you'd\", \"you'll\", 'your', \"you're\", 'yours', 'yourself', 'yourselves', \"you've\"]\n"]},{"output_type":"execute_result","data":{"text/plain":["['TAG',\n"," 'Heuer',\n"," 'CAU1116.BA0858',\n"," 'Formula',\n"," 'Analog',\n"," 'Watch',\n"," 'For',\n"," 'Boys',\n"," 'Men',\n"," 'Buy',\n"," 'TAG',\n"," 'Heuer',\n"," 'CAU1116.BA0858',\n"," 'Formula',\n"," 'Analog',\n"," 'Watch',\n"," 'For',\n"," 'Boys',\n"," 'Men',\n"," 'CAU1116.BA0858',\n"," 'Online',\n"," 'Rs.107750',\n"," 'India',\n"," 'Only',\n"," 'Flipkart.com',\n"," 'Swiss-made',\n"," 'Quartz',\n"," 'movement',\n"," 'Scratch',\n"," 'resistant',\n"," 'Sapphire',\n"," 'crystal',\n"," 'glass',\n"," 'Water',\n"," 'resistant',\n"," '200',\n"," 'metres',\n"," 'Feature',\n"," 'Chronograph',\n"," 'Great',\n"," 'Discounts',\n"," 'Only',\n"," 'Genuine',\n"," 'Products',\n"," '30',\n"," 'Day',\n"," 'Replacement',\n"," 'Guarantee',\n"," 'Free',\n"," 'Shipping',\n"," 'Cash',\n"," 'On',\n"," 'Delivery']"]},"metadata":{},"execution_count":215}],"source":["from nltk.corpus import stopwords\n","print(' Stop Words list : {}'.format(stopwords.words('english')))\n","wo_stop= [w for w in no_punct if w not in stopwords.words('english')]\n","wo_stop"],"id":"2yBmXEGwGGsr"},{"cell_type":"code","execution_count":216,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:34.963842Z","start_time":"2021-05-24T06:38:29.560653Z"},"executionInfo":{"status":"ok","timestamp":1747742010635,"user_tz":-120,"elapsed":1,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"id":"G30ob9IHygS-"},"outputs":[],"source":["from nltk.stem.porter import PorterStemmer\n","import nltk\n","import re\n","import pprint\n","from nltk import word_tokenize\n","\n","\n","import string\n","from nltk.corpus import stopwords\n","\n","# stemming (reducing words to their base to avoid plurals, conjugations, etc.)\n","from nltk import SnowballStemmer\n","snowball = SnowballStemmer(language='english')\n","\n","porter = PorterStemmer()\n","\n","\n","# lower + no punctuation + tokenize + no stop_words\n","def preprocess0(text):\n","    text = text.lower()\n","    no_punct = ''.join(\n","        [char for char in text if char not in string.punctuation+'0123456789'])\n","    tokenized = word_tokenize(no_punct)\n","    wo_stop = [w for w in tokenized if w not in stopwords.words('english')]\n","    return ' '.join(list(set(wo_stop)))\n","\n","\n","# lower + no puctuation + tokenize + no stop_words + stemming\n","def preprocess1(text, detailed=False):\n","\n","    ltext = text.lower()\n","    no_punct = ''.join(\n","        [char for char in ltext if char not in string.punctuation+'0123456789'])\n","    tokenized = word_tokenize(no_punct)\n","    wo_stop = [w for w in tokenized if w not in stopwords.words('english')]\n","    stemmed = [snowball.stem(w) for w in wo_stop]\n","\n","    if detailed:\n","      print('Original text:')\n","      print(text)\n","      print('\\nLowered text:')\n","      print(ltext)\n","      print('\\nNo punctuation:')\n","      print(no_punct)\n","      print('\\nTokenized:')\n","      print(tokenized)\n","      print('\\nNo stop words:')\n","      print(' '.join(wo_stop))\n","      print('\\nStemmed:')\n","      print(' '.join(stemmed))\n","\n","    return ' '.join(list(set(stemmed)))\n","\n","\n","# lower + tokenize + no stop_words + stemming + no punct\n","def preprocess2(text, detailed=False):\n","    text = text.lower()\n","    tokenized = word_tokenize(text)\n","    wo_stop = [word for word in tokenized if word not in stopwords.words('english')]\n","    stemmed = [snowball.stem(word) for word in wo_stop]\n","    no_punct = [''.join([char for char in word if char not in string.punctuation+'0123456789 ' ]) for word in stemmed]\n","    return ' '.join(list(set(no_punct)))"],"id":"G30ob9IHygS-"},{"cell_type":"markdown","source":["Comparing different preprocess functions"],"metadata":{"id":"ZZzkQNy3ygS-"},"id":"ZZzkQNy3ygS-"},{"cell_type":"code","source":["index_ = data.sample(2).index\n","\n","display('Original ', data.description.loc[index_])\n","display('Without stemming ', data.description.apply(preprocess0).loc[index_])\n","display('With stemming remove puctuation BEFORE tokenization ',\n","        data.description.apply(preprocess1).loc[index_])\n","display('With stemming remove puctuation AFTER tokenization ',\n","        data.description.apply(preprocess2).loc[index_])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":627},"executionInfo":{"status":"ok","timestamp":1747742038207,"user_tz":-120,"elapsed":27126,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"fb4e21f4-a95a-4830-e575-6a47f44702f2","id":"Yn3VljMhygS-"},"execution_count":217,"outputs":[{"output_type":"display_data","data":{"text/plain":["'Original '"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["749                                                                                                                                                                                                                                                                        Buy Rajasthan Crafts Abstract Single Quilts & Comforters Maroon at Rs. 940 at Flipkart.com. Only Genuine Products. Free Shipping. Cash On Delivery!\n","283    Specifications of Yves Bertelin YBSCR557 Analog Watch  - For Women General Mechanism Quartz Type Analog Style Code YBSCR557 Ideal For Women Occasion Party-Wedding Power Source Battery Powered Warranty 6 month plating, 1 yrs Warranty for movement & battery In the Box Watch, Warranty Card, Box Body Features Dial Shape Round Box Material Wooden Strap Color Multi Dial Color White Strap Material Ceramic Strap\n","Name: description, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>description</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>749</th>\n","      <td>Buy Rajasthan Crafts Abstract Single Quilts &amp; Comforters Maroon at Rs. 940 at Flipkart.com. Only Genuine Products. Free Shipping. Cash On Delivery!</td>\n","    </tr>\n","    <tr>\n","      <th>283</th>\n","      <td>Specifications of Yves Bertelin YBSCR557 Analog Watch  - For Women General Mechanism Quartz Type Analog Style Code YBSCR557 Ideal For Women Occasion Party-Wedding Power Source Battery Powered Warranty 6 month plating, 1 yrs Warranty for movement &amp; battery In the Box Watch, Warranty Card, Box Body Features Dial Shape Round Box Material Wooden Strap Color Multi Dial Color White Strap Material Ceramic Strap</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["'Without stemming '"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["749                                                                                                                                                              abstract products rs free single maroon cash genuine delivery buy rajasthan comforters shipping quilts flipkartcom crafts\n","283    color type code wooden features partywedding power general mechanism specifications occasion multi strap style source quartz plating ideal powered body month box shape material yrs white watch yves dial analog battery warranty ybscr bertelin movement round ceramic women card\n","Name: description, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>description</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>749</th>\n","      <td>abstract products rs free single maroon cash genuine delivery buy rajasthan comforters shipping quilts flipkartcom crafts</td>\n","    </tr>\n","    <tr>\n","      <th>283</th>\n","      <td>color type code wooden features partywedding power general mechanism specifications occasion multi strap style source quartz plating ideal powered body month box shape material yrs white watch yves dial analog battery warranty ybscr bertelin movement round ceramic women card</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["'With stemming remove puctuation BEFORE tokenization '"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["749                                                                                                                                       quilt product abstract ship comfort deliveri rs craft maroon free cash buy rajasthan singl flipkartcom genuin\n","283    color type code wooden specif general mechan multi strap style quartz materi ideal month box shape partywed ceram featur sourc yrs occas batteri women white watch yves plate dial analog ybscr warranti bertelin movement bodi round power card\n","Name: description, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>description</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>749</th>\n","      <td>quilt product abstract ship comfort deliveri rs craft maroon free cash buy rajasthan singl flipkartcom genuin</td>\n","    </tr>\n","    <tr>\n","      <th>283</th>\n","      <td>color type code wooden specif general mechan multi strap style quartz materi ideal month box shape partywed ceram featur sourc yrs occas batteri women white watch yves plate dial analog ybscr warranti bertelin movement bodi round power card</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["'With stemming remove puctuation AFTER tokenization '"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["749                                                                                                                                        quilt product abstract ship comfort deliveri rs craft maroon free cash buy rajasthan singl flipkartcom genuin\n","283     color type code wooden specif general mechan multi strap style quartz materi ideal month box shape partywed ceram featur sourc yrs occas batteri women white watch yves plate dial analog ybscr warranti bertelin movement bodi round power card\n","Name: description, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>description</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>749</th>\n","      <td>quilt product abstract ship comfort deliveri rs craft maroon free cash buy rajasthan singl flipkartcom genuin</td>\n","    </tr>\n","    <tr>\n","      <th>283</th>\n","      <td>color type code wooden specif general mechan multi strap style quartz materi ideal month box shape partywed ceram featur sourc yrs occas batteri women white watch yves plate dial analog ybscr warranti bertelin movement bodi round power card</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{}}],"id":"Yn3VljMhygS-"},{"cell_type":"markdown","source":["Step by step"],"metadata":{"id":"zL5kGrydygS-"},"id":"zL5kGrydygS-"},{"cell_type":"code","source":["index = pd.Index([866])\n","\n","preprocessed_text = preprocess1(data.description.loc[index].values[0], True)\n","print('\\nSet preprocessed text:')\n","print(preprocessed_text)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1747742179719,"user_tz":-120,"elapsed":62,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"c280170f-b110-4f8c-f029-1a84e9238e3f","id":"RGpJp3lUygS-"},"execution_count":242,"outputs":[{"output_type":"stream","name":"stdout","text":["Original text:\n","Specifications of Sivanna Baking Powder Rouge  Highlighter (Dark pink brown shimmer 10) General Traits Organic Type Mineral Quantity 12 Shade Dark pink brown shimmer 10 Ideal For Girls, Women Container Type Compact Case Highlighter Traits Multi-shaded Yes Texture Powder based In the Box Highlighter\n","\n","Lowered text:\n","specifications of sivanna baking powder rouge  highlighter (dark pink brown shimmer 10) general traits organic type mineral quantity 12 shade dark pink brown shimmer 10 ideal for girls, women container type compact case highlighter traits multi-shaded yes texture powder based in the box highlighter\n","\n","No punctuation:\n","specifications of sivanna baking powder rouge  highlighter dark pink brown shimmer  general traits organic type mineral quantity  shade dark pink brown shimmer  ideal for girls women container type compact case highlighter traits multishaded yes texture powder based in the box highlighter\n","\n","Tokenized:\n","['specifications', 'of', 'sivanna', 'baking', 'powder', 'rouge', 'highlighter', 'dark', 'pink', 'brown', 'shimmer', 'general', 'traits', 'organic', 'type', 'mineral', 'quantity', 'shade', 'dark', 'pink', 'brown', 'shimmer', 'ideal', 'for', 'girls', 'women', 'container', 'type', 'compact', 'case', 'highlighter', 'traits', 'multishaded', 'yes', 'texture', 'powder', 'based', 'in', 'the', 'box', 'highlighter']\n","\n","No stop words:\n","specifications sivanna baking powder rouge highlighter dark pink brown shimmer general traits organic type mineral quantity shade dark pink brown shimmer ideal girls women container type compact case highlighter traits multishaded yes texture powder based box highlighter\n","\n","Stemmed:\n","specif sivanna bake powder roug highlight dark pink brown shimmer general trait organ type miner quantiti shade dark pink brown shimmer ideal girl women contain type compact case highlight trait multishad yes textur powder base box highlight\n","\n","Set preprocessed text:\n","powder type specif organ case general shade highlight contain roug ideal yes shimmer girl box quantiti dark multishad base pink bake textur brown trait miner women compact sivanna\n"]}],"id":"RGpJp3lUygS-"},{"cell_type":"code","execution_count":243,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:49:21.423719Z","start_time":"2021-05-24T06:48:55.627952Z"},"id":"n1rypc55GGsr","executionInfo":{"status":"ok","timestamp":1747742189341,"user_tz":-120,"elapsed":9406,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Applying preprocess1 to sentences\n","data['description_prep']=data.description.apply(preprocess1)"],"id":"n1rypc55GGsr"},{"cell_type":"markdown","metadata":{"id":"TT-LtOeqIhck"},"source":["## countvectorizer (BoW)\n","\n","Preprocessing has already be done so we will not apply preprocessor in the CountVectorizer method. Moreover, some features are not available in CountVectorizer preprocessing method (no stemming + nltk linguistic tokenization)"],"id":"TT-LtOeqIhck"},{"cell_type":"code","execution_count":244,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:36.746000Z","start_time":"2021-05-24T06:38:36.717014Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1747742189383,"user_tz":-120,"elapsed":31,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"9c7d2cdd-2718-4517-a99c-29888f5d2dbf","id":"LjCNGwdUIhck"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(1050, 4595)"]},"metadata":{},"execution_count":244}],"source":["from sklearn.feature_extraction.text import CountVectorizer\n","from nltk.corpus import stopwords\n","\n","# Bag of Words (BoW) feature engineering tool\n","  # creates a table with columns for each different word in the entire dataset\n","  # each row of the dataset will have a vector value for each word (which can be 0 in case of a word that is in another row)\n","cv_prod = CountVectorizer(\n","                          encoding='iso-8859-1',\n","                          decode_error='strict',\n","                          strip_accents='unicode',\n","                          lowercase=False, # useless since already done in preprocess1\n","                          preprocessor=None,\n","#                           tokenizer=None, # default value\n","                          stop_words=None,\n","#                           token_pattern=r'(?u)\\b\\w\\w+\\b', # default value\n","                          ngram_range=(1, 1),\n","                          analyzer='word', # better than analyzing character by character\n","                          max_df=1.0, # do not filter words that appear in 100% of the strings (= keep all words)\n","                          min_df=1, # do not filter words that appear in less than 1 string (= keep all words)\n","                          max_features=None,\n","#                           vocabulary=None,\n","                          binary=False,\n","\n","                         )\n","\n","count_vector_prod=cv_prod.fit_transform(data.description_prep)\n","count_vector_prod=count_vector_prod.toarray()\n","count_vector_prod.shape"],"id":"LjCNGwdUIhck"},{"cell_type":"code","source":["preprocessed_text_bow_matches = { word : cv_prod.vocabulary_[word]for word in preprocessed_text.split(' ') }\n","# Sort dictionary by values\n","preprocessed_text_bow_matches = dict(sorted(preprocessed_text_bow_matches.items(), key=lambda item: item[1]))\n","print(preprocessed_text_bow_matches)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"WUn3qY_Z5Z8c","executionInfo":{"status":"ok","timestamp":1747742189389,"user_tz":-120,"elapsed":4,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"6ede1cfd-ae6b-4d83-fb5c-5027e470d650"},"id":"WUn3qY_Z5Z8c","execution_count":245,"outputs":[{"output_type":"stream","name":"stdout","text":["{'bake': 300, 'base': 320, 'box': 468, 'brown': 512, 'case': 617, 'compact': 809, 'contain': 855, 'dark': 1002, 'general': 1665, 'girl': 1693, 'highlight': 1883, 'ideal': 1960, 'miner': 2548, 'multishad': 2652, 'organ': 2842, 'pink': 3015, 'powder': 3112, 'quantiti': 3237, 'roug': 3446, 'shade': 3604, 'shimmer': 3630, 'sivanna': 3693, 'specif': 3806, 'textur': 4082, 'trait': 4181, 'type': 4242, 'women': 4509, 'yes': 4564}\n"]}]},{"cell_type":"code","source":["print(\"stop_words parameter:\", cv_prod.get_params().get('stop_words'))\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1747742202260,"user_tz":-120,"elapsed":5,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"673927f9-dd88-4b33-e176-fbe87d5cfa21","id":"5x1WceKyIhck"},"execution_count":246,"outputs":[{"output_type":"stream","name":"stdout","text":["stop_words parameter: None\n"]}],"id":"5x1WceKyIhck"},{"cell_type":"code","source":["print(f'Different words : {count_vector_prod.shape[1]}')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1747742203481,"user_tz":-120,"elapsed":4,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"63577c1e-10ef-4916-db35-06b370092200","id":"DJJjORRbIhck"},"execution_count":247,"outputs":[{"output_type":"stream","name":"stdout","text":["Different words : 4595\n"]}],"id":"DJJjORRbIhck"},{"cell_type":"code","execution_count":248,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:39.132613Z","start_time":"2021-05-24T06:38:36.747996Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1747742212556,"user_tz":-120,"elapsed":8853,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"ff84f14f-f332-40e7-a4ef-2d77c2e71992","id":"aN2uoGxyIhck"},"outputs":[{"output_type":"stream","name":"stdout","text":["Cluster 0 values count : 335\n","Cluster 1 values count : 95\n","Cluster 2 values count : 21\n","Cluster 3 values count : 134\n","Cluster 4 values count : 11\n","Cluster 5 values count : 282\n","Cluster 6 values count : 172\n"]},{"output_type":"execute_result","data":{"text/plain":["0.21884203291921556"]},"metadata":{},"execution_count":248}],"source":["# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","from sklearn.metrics import adjusted_rand_score\n","\n","# n_clusters = different categories number\n","kmeans = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(count_vector_prod)\n","    # Assign clusters\n","labels=kmeans.labels_\n","for i in range(0,7):\n","    print('Cluster {} values count : {}'.format(i, np.count_nonzero(labels == i)))\n","\n","adjusted_rand_score(data.cat_code,labels)"],"id":"aN2uoGxyIhck"},{"cell_type":"code","source":["description_labels = labels.copy()\n","description_distinct_words = count_vector_prod.shape[1]"],"metadata":{"id":"SIB-qEROjI48","executionInfo":{"status":"ok","timestamp":1747742212581,"user_tz":-120,"elapsed":10,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"id":"SIB-qEROjI48","execution_count":249,"outputs":[]},{"cell_type":"code","execution_count":250,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:39.147603Z","start_time":"2021-05-24T06:38:39.135610Z"},"colab":{"base_uri":"https://localhost:8080/","height":458},"executionInfo":{"status":"ok","timestamp":1747742212598,"user_tz":-120,"elapsed":15,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"92e8148a-c8d1-480c-e615-93033055c22a","id":"6pfyDZ2pIhck"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["0       Furniture\n","1            Baby\n","2            Baby\n","3       Furniture\n","4       Furniture\n","          ...    \n","1045         Baby\n","1046         Baby\n","1047         Baby\n","1048         Baby\n","1049         Baby\n","Name: cat_code, Length: 1050, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cat_code</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Furniture</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Baby</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Baby</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Furniture</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Furniture</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>1045</th>\n","      <td>Baby</td>\n","    </tr>\n","    <tr>\n","      <th>1046</th>\n","      <td>Baby</td>\n","    </tr>\n","    <tr>\n","      <th>1047</th>\n","      <td>Baby</td>\n","    </tr>\n","    <tr>\n","      <th>1048</th>\n","      <td>Baby</td>\n","    </tr>\n","    <tr>\n","      <th>1049</th>\n","      <td>Baby</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>1050 rows × 1 columns</p>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{},"execution_count":250}],"source":["data.cat_code.replace(dico_reverse)"],"id":"6pfyDZ2pIhck"},{"cell_type":"code","execution_count":251,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:39.843187Z","start_time":"2021-05-24T06:38:39.149602Z"},"colab":{"base_uri":"https://localhost:8080/","height":547},"executionInfo":{"status":"ok","timestamp":1747742212914,"user_tz":-120,"elapsed":314,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"14aef782-69a2-42cf-bb41-fd2251626e07","id":"ZxVgYy2LIhck"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 600x600 with 2 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["from sklearn.metrics import confusion_matrix,ConfusionMatrixDisplay\n","\n","cm=confusion_matrix(data.cat_code,labels)\n","\n","disp = ConfusionMatrixDisplay(confusion_matrix=cm,\n","                              display_labels=cat['category']\n","                             )\n","fig,axe=plt.subplots(figsize=(6,6))\n","disp.plot(xticks_rotation=33,ax=axe)\n","axe.set_xticklabels(cat['category'], rotation = 45, ha=\"right\")\n","# axe.set_xticklabels(cat.index, rotation = 45, ha=\"right\")\n","plt.show()"],"id":"ZxVgYy2LIhck"},{"cell_type":"markdown","source":["Of course, the clusters numbers order is random so the predicted label order could be wrong. So we have to fix this.\n","\n","Note : ARI is insensible to labels order so the score remains true."],"metadata":{"id":"rqbPnUBOIhck"},"id":"rqbPnUBOIhck"},{"cell_type":"code","execution_count":252,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:39.859177Z","start_time":"2021-05-24T06:38:39.844182Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1747742212922,"user_tz":-120,"elapsed":6,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"45679b52-e920-4537-d72a-0773abf63553","id":"7gkZsd2EIhcl"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(array([0, 1, 2, 3, 4, 5, 6]), array([1, 5, 3, 6, 2, 0, 4]))"]},"metadata":{},"execution_count":252}],"source":["# solves optimal assignment problem (labels assignment method)\n","from scipy.optimize import linear_sum_assignment\n","row_ind, col_ind = linear_sum_assignment(cm,maximize=True)\n","\n","row_ind, col_ind"],"id":"7gkZsd2EIhcl"},{"cell_type":"code","execution_count":253,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:39.875169Z","start_time":"2021-05-24T06:38:39.861157Z"},"id":"nvXlAsciIhcl","executionInfo":{"status":"ok","timestamp":1747742212925,"user_tz":-120,"elapsed":1,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# change the columns indexes for the confusion matrix\n","cm=cm.take(col_ind,axis=1)"],"id":"nvXlAsciIhcl"},{"cell_type":"code","execution_count":254,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:40.559353Z","start_time":"2021-05-24T06:38:39.877151Z"},"colab":{"base_uri":"https://localhost:8080/","height":547},"executionInfo":{"status":"ok","timestamp":1747742213076,"user_tz":-120,"elapsed":151,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"a60a8d3b-b6f9-4dc9-9da1-6b4329d52d6f","id":"6BL8ep_ZIhcl"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 600x600 with 2 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["disp = ConfusionMatrixDisplay(confusion_matrix=cm,\n","                              display_labels=cat['category']\n","                             )\n","fig,axe=plt.subplots(figsize=(6,6))\n","disp.plot(xticks_rotation=33,ax=axe)\n","axe.set_xticklabels(cat['category'], rotation = 45, ha=\"right\")\n","plt.show()"],"id":"6BL8ep_ZIhcl"},{"cell_type":"markdown","source":["Now, the labels are well assigned."],"metadata":{"id":"3RolndrZIhcl"},"id":"3RolndrZIhcl"},{"cell_type":"code","execution_count":255,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:40.574340Z","start_time":"2021-05-24T06:38:40.561333Z"},"id":"p0f7Ri5xIhcl","executionInfo":{"status":"ok","timestamp":1747742213079,"user_tz":-120,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["cv_prod.get_stop_words()"],"id":"p0f7Ri5xIhcl"},{"cell_type":"code","source":["data.description_prep"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":528},"executionInfo":{"status":"ok","timestamp":1747742213083,"user_tz":-120,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"9b6bd05e-adf2-4f92-fdd3-b91e1af4aaef","id":"pNOHcqUdIhcl"},"execution_count":256,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0       whole print made duster filter dimens sale thing even fabricit featur world brand given soft abstract door number surreal rs ringit bodi valanc multicolor type price right look home attent sure first style sun room modernist set box smooth sunlightspecif model make light key environ welcom good steal want shrinkag eyelet slide moment beauti sooth qualiti apparanceg name ray bring packag bright content eleg joyous special ant enhanc romant apart interiorsthi cm wish curtain stitch appeal morn close color contemporari general height anti id polyest lovingthi high materi creat draw length heart metal get amount wrinkl design pack floral curtaineleg\n","1                                                                                                                                                                                                                                                                                                                                                                                                                                        color type towel specif general bath name size self red boy id dimens blue asvtwl sale packag men inch materi ideal sathiya content yes box girl washabl featur brand model machin length yellow gsm cotton number design mediam women width\n","2                                                                                                                                                        towel print fine shuvampcftsetassort absorb size boy dimens sale take inch featur brand iron give gsm cotton â± soft number terri rs cold deserv width type flat price note exclus first wash x set box girl use model key assort textur shrinkag water famous dri last cmsspecif qualiti name bring suscept renown packag content product pictur enrich year lot eurospa women care small export color durabl skin general feel bath height g id shuvam may men bleach materi ideal cms face length vari design piec weight\n","3                                                                                                                                                                                                                                                                                                                                                         color type flat fit fashion general print name size gift id wash depth dimens sale packag king doubl inch materi bedsheet bleach content cover yes box washabl santosh featur brand royal model key machin length perfact cotton cm sheet giftingspecif number design fabric goldbedi wed pillow multicolor care width gold\n","4                                                                                                                                                                                                     bed type color nice qualiti flat fit defect price thread general print made name size count cottonjaipur look g fast id manufactur lifespecif depth dimens sale packag comfort king doubl inch room bedsheet materi bleach content cover colour yes box washabl featur brand use exchang white model product machinewash give key return waranti good long machin length cotton cm sheet number rs origion fabric weight jaipur warranti pack pillow floral onl care width hand\n","                                                                                                                                                                                                                                                                                                                                            ...                                                                                                                                                                                                                                                                                                                                      \n","1045                                                                                                                       big help shade brick take minimum pleas recommend tree featur block empow peel fresh paint give two bubbl rs free d�cor sharp wall price note member self sand sticker look extra reusabl stucco contamin cure use week larg leav altern instal back remov friend reus press fun like allow decal air firm wet greeneri anoth idea area clean wait appli oren complet desir dust reflect wish famili lacquer simpli differ must arrang squeez sued stick certain precut doubl simpl ie surfac attach adhes discourag paper green concret piec greas pack\n","1046                                                                                                                                                                                                                                                                        wallmantra final qualiti wall width price exclus size height home look sticker bring receiv readi personalis practic x inch video appli refresh best reusabl latest way selfadhes ensur item world use manual product larg give also sweep remov art vinyl highest interior transform decal instruct see rs piec design premium easi nearest quick contact option send round pack decalstick deserv trend\n","1047                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      uberlyf cash price film polyvinyl sticker deliveri extra best import pigment product larg buy guarante onlin ship rs free day replac genuin\n","1048                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               medium wallmantra product onlin ship deliveri rs free cash price best buy day replac guarante vinyl sticker genuin\n","1049                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    product onlin ship deliveri larg rs uberlyf free cash price best buy day replac guarante vinyl sticker genuin\n","Name: description_prep, Length: 1050, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>description_prep</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>whole print made duster filter dimens sale thing even fabricit featur world brand given soft abstract door number surreal rs ringit bodi valanc multicolor type price right look home attent sure first style sun room modernist set box smooth sunlightspecif model make light key environ welcom good steal want shrinkag eyelet slide moment beauti sooth qualiti apparanceg name ray bring packag bright content eleg joyous special ant enhanc romant apart interiorsthi cm wish curtain stitch appeal morn close color contemporari general height anti id polyest lovingthi high materi creat draw length heart metal get amount wrinkl design pack floral curtaineleg</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>color type towel specif general bath name size self red boy id dimens blue asvtwl sale packag men inch materi ideal sathiya content yes box girl washabl featur brand model machin length yellow gsm cotton number design mediam women width</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>towel print fine shuvampcftsetassort absorb size boy dimens sale take inch featur brand iron give gsm cotton â± soft number terri rs cold deserv width type flat price note exclus first wash x set box girl use model key assort textur shrinkag water famous dri last cmsspecif qualiti name bring suscept renown packag content product pictur enrich year lot eurospa women care small export color durabl skin general feel bath height g id shuvam may men bleach materi ideal cms face length vari design piec weight</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>color type flat fit fashion general print name size gift id wash depth dimens sale packag king doubl inch materi bedsheet bleach content cover yes box washabl santosh featur brand royal model key machin length perfact cotton cm sheet giftingspecif number design fabric goldbedi wed pillow multicolor care width gold</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>bed type color nice qualiti flat fit defect price thread general print made name size count cottonjaipur look g fast id manufactur lifespecif depth dimens sale packag comfort king doubl inch room bedsheet materi bleach content cover colour yes box washabl featur brand use exchang white model product machinewash give key return waranti good long machin length cotton cm sheet number rs origion fabric weight jaipur warranti pack pillow floral onl care width hand</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>1045</th>\n","      <td>big help shade brick take minimum pleas recommend tree featur block empow peel fresh paint give two bubbl rs free d�cor sharp wall price note member self sand sticker look extra reusabl stucco contamin cure use week larg leav altern instal back remov friend reus press fun like allow decal air firm wet greeneri anoth idea area clean wait appli oren complet desir dust reflect wish famili lacquer simpli differ must arrang squeez sued stick certain precut doubl simpl ie surfac attach adhes discourag paper green concret piec greas pack</td>\n","    </tr>\n","    <tr>\n","      <th>1046</th>\n","      <td>wallmantra final qualiti wall width price exclus size height home look sticker bring receiv readi personalis practic x inch video appli refresh best reusabl latest way selfadhes ensur item world use manual product larg give also sweep remov art vinyl highest interior transform decal instruct see rs piec design premium easi nearest quick contact option send round pack decalstick deserv trend</td>\n","    </tr>\n","    <tr>\n","      <th>1047</th>\n","      <td>uberlyf cash price film polyvinyl sticker deliveri extra best import pigment product larg buy guarante onlin ship rs free day replac genuin</td>\n","    </tr>\n","    <tr>\n","      <th>1048</th>\n","      <td>medium wallmantra product onlin ship deliveri rs free cash price best buy day replac guarante vinyl sticker genuin</td>\n","    </tr>\n","    <tr>\n","      <th>1049</th>\n","      <td>product onlin ship deliveri larg rs uberlyf free cash price best buy day replac guarante vinyl sticker 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3765,\n"," 'abstract': 18,\n"," 'door': 1158,\n"," 'number': 2770,\n"," 'surreal': 3980,\n"," 'rs': 3461,\n"," 'ringit': 3401,\n"," 'bodi': 435,\n"," 'valanc': 4303,\n"," 'multicolor': 2643,\n"," 'type': 4242,\n"," 'price': 3142,\n"," 'right': 3398,\n"," 'look': 2349,\n"," 'home': 1906,\n"," 'attent': 246,\n"," 'sure': 3972,\n"," 'first': 1504,\n"," 'style': 3918,\n"," 'sun': 3944,\n"," 'room': 3433,\n"," 'modernist': 2583,\n"," 'set': 3588,\n"," 'box': 468,\n"," 'smooth': 3744,\n"," 'sunlightspecif': 3950,\n"," 'model': 2580,\n"," 'make': 2422,\n"," 'light': 2301,\n"," 'key': 2162,\n"," 'environ': 1326,\n"," 'welcom': 4451,\n"," 'good': 1733,\n"," 'steal': 3857,\n"," 'want': 4410,\n"," 'shrinkag': 3660,\n"," 'eyelet': 1404,\n"," 'slide': 3723,\n"," 'moment': 2590,\n"," 'beauti': 342,\n"," 'sooth': 3781,\n"," 'qualiti': 3233,\n"," 'apparanceg': 184,\n"," 'name': 2678,\n"," 'ray': 3284,\n"," 'bring': 498,\n"," 'packag': 2888,\n"," 'bright': 492,\n"," 'content': 859,\n"," 'eleg': 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'yes': 4564,\n"," 'girl': 1693,\n"," 'washabl': 4423,\n"," 'machin': 2399,\n"," 'yellow': 4561,\n"," 'gsm': 1783,\n"," 'cotton': 896,\n"," 'mediam': 2500,\n"," 'women': 4509,\n"," 'width': 4479,\n"," 'fine': 1494,\n"," 'shuvampcftsetassort': 3665,\n"," 'absorb': 17,\n"," 'take': 4022,\n"," 'iron': 2073,\n"," 'give': 1696,\n"," 'terri': 4074,\n"," 'cold': 783,\n"," 'deserv': 1060,\n"," 'flat': 1520,\n"," 'note': 2761,\n"," 'exclus': 1376,\n"," 'wash': 4422,\n"," 'use': 4286,\n"," 'assort': 234,\n"," 'textur': 4082,\n"," 'water': 4428,\n"," 'famous': 1430,\n"," 'dri': 1178,\n"," 'last': 2240,\n"," 'cmsspecif': 762,\n"," 'suscept': 3985,\n"," 'renown': 3349,\n"," 'product': 3171,\n"," 'pictur': 3003,\n"," 'enrich': 1313,\n"," 'year': 4560,\n"," 'lot': 2362,\n"," 'eurospa': 1351,\n"," 'care': 599,\n"," 'small': 3731,\n"," 'export': 1387,\n"," 'durabl': 1208,\n"," 'skin': 3702,\n"," 'feel': 1460,\n"," 'shuvam': 3664,\n"," 'may': 2477,\n"," 'bleach': 409,\n"," 'cms': 759,\n"," 'face': 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1452,\n"," 'franck': 1587,\n"," 'shape': 3616,\n"," 'appl': 189,\n"," 'rida': 3396,\n"," 'aplledblack': 181,\n"," 'alarm': 86,\n"," 'date': 1007,\n"," 'month': 2597,\n"," 'display': 1130,\n"," 'skmei': 3708,\n"," 'function': 1620,\n"," 'addarkorang': 46,\n"," 'spethnic': 3813,\n"," 'fba': 1451,\n"," 'dgred': 1084,\n"," 'construct': 851,\n"," 'fastrack': 1444,\n"," 'sportier': 3825,\n"," 'increas': 1999,\n"," 'pl': 3029,\n"," 'stainless': 3843,\n"," 'steel': 3860,\n"," 'back': 286,\n"," 'precis': 3124,\n"," 'rug': 3469,\n"," 'shock': 3637,\n"," 'analogu': 137,\n"," 'hybrid': 1950,\n"," 'calcul': 555,\n"," 'compass': 817,\n"," 'wq': 4533,\n"," 'disney': 1128,\n"," 'dw': 1231,\n"," 'hour': 1927,\n"," 'photograph': 2995,\n"," 'vizion': 4379,\n"," 'displayautomat': 1131,\n"," 'plastic': 3040,\n"," 'backlight': 288,\n"," 'second': 3560,\n"," 'boxnot': 469,\n"," 'seri': 3585,\n"," 'nonreceipt': 2754,\n"," 'us': 4282,\n"," 'minut': 2556,\n"," 'tuff': 4227,\n"," 'strap': 3891,\n"," 'enlarg': 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2591,\n"," 'freshen': 1599,\n"," 'uniqu': 4261,\n"," 'bowl': 467,\n"," 'electr': 1274,\n"," 'oil': 2801,\n"," 'pot': 3105,\n"," 'heat': 1856,\n"," 'ml': 2567,\n"," 'hot': 1925,\n"," 'aroma': 210,\n"," 'liquid': 2321,\n"," 'children': 688,\n"," 'becom': 347,\n"," 'tea': 4046,\n"," 'everi': 1357,\n"," 'air': 74,\n"," 'live': 2327,\n"," 'keep': 2156,\n"," 'away': 275,\n"," 'corner': 883,\n"," 'lemongrass': 2276,\n"," 'three': 4112,\n"," 'usespecif': 4289,\n"," 'purifi': 3212,\n"," 'southampton': 3790,\n"," 'solut': 3774,\n"," 'safe': 3483,\n"," 'wool': 4517,\n"," 'jug': 2129,\n"," 'dungri': 1203,\n"," 'dishwash': 1124,\n"," 'gramsdungri': 1750,\n"," 'myriad': 2670,\n"," 'show': 3651,\n"," 'scratchi': 3540,\n"," 'diseas': 1121,\n"," 'quantiti': 3237,\n"," 'microb': 2534,\n"," 'base': 320,\n"," 'wherea': 4468,\n"," 'virtual': 4367,\n"," 'health': 1851,\n"," 'copperwar': 876,\n"," 'pitambari': 3022,\n"," 'order': 2837,\n"," 'old': 2803,\n"," 'excel': 1371,\n"," 'ageless': 69,\n"," 'tumbler': 4232,\n"," 'ware': 4413,\n"," 'fact': 1422,\n"," 'caus': 633,\n"," 'tip': 4136,\n"," 'digest': 1102,\n"," 'practic': 3119,\n"," 'mm': 2570,\n"," 'serv': 3586,\n"," 'capac': 584,\n"," 'oxid': 2880,\n"," 'gram': 1749,\n"," 'rishit': 3406,\n"," 'virtu': 4366,\n"," 'cloth': 745,\n"," 'per': 2965,\n"," 'juic': 2130,\n"," 'instruct': 2040,\n"," 'mani': 2436,\n"," 'dilut': 1107,\n"," 'power': 3113,\n"," 'basi': 322,\n"," 'mrsa': 2629,\n"," 'aliv': 94,\n"," 'bear': 339,\n"," 'elixir': 1286,\n"," 'clean': 725,\n"," 'elimin': 1284,\n"," 'vinegar': 4361,\n"," 'dont': 1157,\n"," 'permanat': 2975,\n"," 'therapeut': 4093,\n"," 'alloy': 99,\n"," 'remain': 3340,\n"," 'age': 68,\n"," 'soap': 3754,\n"," 'store': 3885,\n"," 'salt': 3497,\n"," 'univers': 4265,\n"," 'vedic': 4325,\n"," 'ayurveda': 277,\n"," 'testimoni': 4076,\n"," 'cleaner': 727,\n"," 'characterist': 667,\n"," 'prefer': 3127,\n"," 'uk': 4249,\n"," 'utensil': 4291,\n"," 'deterg': 1076,\n"," 'research': 3360,\n"," 'avoid': 271,\n"," 'accord': 28,\n"," 'prevent': 3141,\n"," 'bacteria': 292,\n"," 'greater': 1760,\n"," 'equal': 1329,\n"," 'life': 2295,\n"," 'craft': 926,\n"," 'simpl': 3679,\n"," 'test': 4075,\n"," 'microwav': 2537,\n"," 'everlast': 1358,\n"," 'dia': 1092,\n"," 'result': 3373,\n"," 'copper': 875,\n"," 'inchescapac': 1992,\n"," 'exposur': 1389,\n"," 'diamet': 1094,\n"," 'regul': 3325,\n"," 'cardiac': 597,\n"," 'ducjugducgl': 1198,\n"," 'damag': 995,\n"," 'lemon': 2275,\n"," 'bulbbft': 533,\n"," 'lamp': 2227,\n"," 'technolog': 4056,\n"," 'tabl': 4015,\n"," 'bulb': 532,\n"," 'lumen': 2384,\n"," 'introduc': 2064,\n"," 'chandeli': 662,\n"," 'bftcw': 385,\n"," 'fixtur': 1511,\n"," 'bft': 384,\n"," 'suit': 3937,\n"," 'new': 2724,\n"," 'filament': 1483,\n"," 'degreesspecif': 1034,\n"," 'consumpt': 853,\n"," 'squar': 3831,\n"," 'cottonspecif': 899,\n"," 'xcm': 4549,\n"," 'jmd': 2118,\n"," 'suitabl': 3938,\n"," 'neck': 2702,\n"," 'greenmom': 1764,\n"," 'babi': 281,\n"," 'night': 2735,\n"," 'mom': 2589,\n"," 'pyjama': 3227,\n"," 'setspecif': 3593,\n"," 'green': 1762,\n"," 'detail': 1074,\n"," 'top': 4162,\n"," 'ccmh': 637,\n"," 'cmspecif': 761,\n"," 'kripa': 2206,\n"," 'greymom': 1770,\n"," 'pyjamasetspecif': 3228,\n"," 'nack': 2674,\n"," 'deep': 1027,\n"," 'bee': 353,\n"," 'hair': 1801,\n"," 'appli': 190,\n"," 'grapefruit': 1752,\n"," 'condit': 836,\n"," 'trait': 4181,\n"," 'repair': 3350,\n"," 'burt': 542,\n"," 'condition': 837,\n"," 'shea': 3621,\n"," 'hairspecif': 1804,\n"," 'unforgett': 4259,\n"," 'volum': 4390,\n"," 'howev': 1933,\n"," 'provid': 3197,\n"," 'love': 2368,\n"," 'specialti': 3805,\n"," 'akup': 84,\n"," 'ilovesmus': 1973,\n"," 'compromis': 829,\n"," 'would': 4528,\n"," 'coffe': 778,\n"," 'clay': 724,\n"," 'forev': 1568,\n"," 'remov': 3344,\n"," 'disclaim': 1118,\n"," 'shown': 3656,\n"," 'tone': 4155,\n"," 'dirt': 1115,\n"," 'mug': 2637,\n"," 'mugakup': 2638,\n"," 'glossi': 1708,\n"," 'freezer': 1593,\n"," 'cospecif': 891,\n"," 'wipe': 4493,\n"," 'moist': 2587,\n"," 'ilovemymom': 1972,\n"," 'keepcalm': 2157,\n"," 'humid': 1943,\n"," 'mbps': 2485,\n"," 'ic': 1956,\n"," 'dsl': 1190,\n"," 'ieee': 1966,\n"," 'fcc': 1453,\n"," 'fstorag': 1611,\n"," 'antenna': 159,\n"," 'storag': 3884,\n"," 'modem': 2581,\n"," 'appiosandroidspecif': 188,\n"," 'ce': 639,\n"," 'temperatur': 4066,\n"," 'degre': 1033,\n"," 'oper': 2829,\n"," 'connect': 845,\n"," 'extend': 1392,\n"," 'speed': 3810,\n"," 'servic': 3587,\n"," 'support': 3969,\n"," 'standard': 3846,\n"," 'dap': 1001,\n"," 'usb': 4285,\n"," 'dlink': 1146,\n"," 'summari': 3942,\n"," 'noncondens': 2751,\n"," 'wireless': 4495,\n"," 'port': 3091,\n"," 'qrs': 3231,\n"," 'intern': 2059,\n"," 'plug': 3056,\n"," 'protocol': 3195,\n"," 'ngb': 2732,\n"," 'certif': 654,\n"," 'extendersrepeat': 1393,\n"," 'leagueoflegend': 2263,\n"," 'sunshin': 3954,\n"," 'natur': 2686,\n"," 'lifeisnotliv': 2296,\n"," 'multimedia': 2646,\n"," 'interfac': 2053,\n"," 'outdoor': 2866,\n"," 'school': 3534,\n"," 'restaur': 3370,\n"," 'backpack': 289,\n"," 'germ': 1673,\n"," 'librari': 2291,\n"," 'lbs': 2257,\n"," 'also': 111,\n"," 'dustproof': 1216,\n"," 'factori': 1424,\n"," 'tini': 4134,\n"," 'alcohol': 88,\n"," 'hospit': 1922,\n"," 'quiet': 3242,\n"," 'area': 205,\n"," 'wire': 4494,\n"," 'harder': 1837,\n"," 'flexibl': 1530,\n"," 'requir': 3359,\n"," 'briefcas': 491,\n"," 'disinfect': 1125,\n"," 'roq': 3439,\n"," 'seal': 3554,\n"," 'match': 2459,\n"," 'cspecif': 954,\n"," 'place': 3031,\n"," 'dusti': 1215,\n"," 'output': 2871,\n"," 'keystrok': 2168,\n"," 'slim': 3725,\n"," 'easili': 1244,\n"," 'push': 3223,\n"," 'physic': 2999,\n"," 'handheld': 1817,\n"," 'bit': 400,\n"," 'keyboard': 2164,\n"," 'handheldroq': 1818,\n"," 'public': 3202,\n"," 'casserolecookart': 621,\n"," 'includ': 1996,\n"," 'cookart': 868,\n"," 'casserol': 620,\n"," 'silver': 3676,\n"," 'nonstick': 2756,\n"," 'lid': 2293,\n"," 'cook': 867,\n"," 'fusion': 1630,\n"," 'kitchen': 2183,\n"," 'perfect': 2969,\n"," 'coat': 770,\n"," 'lspecif': 2376,\n"," 'ech': 1252,\n"," 'ss': 3836,\n"," 'handi': 1819,\n"," 'hygien': 1952,\n"," 'finest': 1497,\n"," 'smallest': 3733,\n"," 'micro': 2533,\n"," 'smart': 3734,\n"," 'jrb': 2127,\n"," 'enabl': 1298,\n"," 'otg': 2856,\n"," 'plasticspecif': 3041,\n"," 'phone': 2991,\n"," 'system': 4012,\n"," 'fan': 1431,\n"," 'mobil': 2576,\n"," 'portabl': 3092,\n"," 'android': 143,\n"," 'bors': 456,\n"," 'vaniti': 4309,\n"," 'jewelleri': 2113,\n"," 'nail': 2676,\n"," 'organ': 2842,\n"," 'rythmx': 3479,\n"," 'fb': 1450,\n"," 'import': 1981,\n"," 'profession': 3174,\n"," 'polish': 3068,\n"," 'lipstick': 2320,\n"," 'vivid': 4377,\n"," 'chic': 685,\n"," 'glide': 1703,\n"," 'matterythmx': 2469,\n"," 'stay': 3855,\n"," 'intens': 2047,\n"," 'creasesspecif': 939,\n"," 'ultracreami': 4252,\n"," 'shadesit': 3605,\n"," 'creami': 938,\n"," 'shampoo': 3611,\n"," 'control': 863,\n"," 'intenso': 2049,\n"," 'scienc': 3535,\n"," 'brillar': 494,\n"," 'dandruff': 999,\n"," 'creme': 943,\n"," 'eye': 1402,\n"," 'eyelin': 1405,\n"," 'gloss': 1706,\n"," 'liner': 2316,\n"," 'lip': 2319,\n"," 'eyelinerspecif': 1406,\n"," 'mar': 2443,\n"," 'actual': 39,\n"," 'varianc': 4315,\n"," 'shade': 3604,\n"," 'calibr': 560,\n"," 'screen': 3542,\n"," 'represent': 3356,\n"," 'indic': 2007,\n"," 'fidelityth': 1476,\n"," 'resolut': 3365,\n"," 'giftbag': 1683,\n"," 'jutebag': 2138,\n"," 'jute': 2137,\n"," 'wine': 4488,\n"," 'bitsbob': 401,\n"," 'bag': 294,\n"," 'insul': 2042,\n"," 'larg': 2237,\n"," 'kohl': 2199,\n"," 'bottl': 459,\n"," 'carri': 606,\n"," 'easi': 1242,\n"," 'bitsbobsspecif': 402,\n"," 'happi': 1831,\n"," 'start': 3849,\n"," 'letter': 2284,\n"," 'shopmania': 3645,\n"," 'birthday': 398,\n"," 'mugspecif': 2640,\n"," 'multi': 2642,\n"," 'ed': 1258,\n"," 'waterproof': 4431,\n"," 'mattress': 2470,\n"," 'chhote': 684,\n"," 'janab': 2100,\n"," 'cozi': 918,\n"," 'plain': 3034,\n"," 'protectorset': 3193,\n"," 'cmprime': 756,\n"," 'pvc': 3226,\n"," 'seater': 3558,\n"," 'seaterspecif': 3559,\n"," 'seat': 3557,\n"," 'prime': 3149,\n"," 'center': 644,\n"," 'skyblu': 3710,\n"," 'ski': 3700,\n"," 'low': 2371,\n"," 'bos': 457,\n"," 'winner': 4491,\n"," 'lunch': 2386,\n"," 'gayatri': 1651,\n"," 'luck': 2379,\n"," 'creation': 941,\n"," 'orang': 2835,\n"," 'ceramicstonewar': 649,\n"," 'highlight': 1883,\n"," 'food': 1562,\n"," 'enough': 1312,\n"," 'veget': 4326,\n"," 'sparkl': 3801,\n"," 'custard': 977,\n"," 'potteri': 3110,\n"," 'snack': 3748,\n"," 'sweet': 4001,\n"," 'tribal': 4204,\n"," 'appreci': 193,\n"," 'soup': 3788,\n"," 'cream': 937,\n"," 'elit': 1285,\n"," 'combin': 802,\n"," 'definit': 1032,\n"," 'influenc': 2018,\n"," 'guest': 1787,\n"," 'stonewar': 3880,\n"," 'bottom': 462,\n"," 'modern': 2582,\n"," 'ice': 1957,\n"," 'sizecaffein': 3697,\n"," 'fruit': 1608,\n"," 'sauc': 3520,\n"," 'dine': 1112,\n"," 'nt': 2768,\n"," 'katori': 2149,\n"," 'dessert': 1073,\n"," 'pud': 3203,\n"," 'caffein': 554,\n"," 'etc': 1343,\n"," 'meal': 2494,\n"," 'handmad': 1826,\n"," 'cute': 981,\n"," 'field': 1477,\n"," 'garnet': 1645,\n"," 'stylish': 3920,\n"," 'pink': 3015,\n"," 'capspecif': 587,\n"," 'short': 3648,\n"," 'basic': 323,\n"," 'vitamin': 4376,\n"," 'occas': 2788,\n"," 'lukewarm': 2381,\n"," 'tgnblue': 4084,\n"," 'gentl': 1668,\n"," 'melangespecif': 2512,\n"," 'melang': 2511,\n"," 'tgantra': 4083,\n"," 'antra': 173,\n"," 'graphic': 1754,\n"," 'rani': 3277,\n"," 'pocket': 3061,\n"," 'patch': 2931,\n"," 'denim': 1048,\n"," 'miter': 2562,\n"," 'tgraw': 4085,\n"," 'thigh': 4101,\n"," 'drawer': 1171,\n"," 'jewellari': 2112,\n"," 'compart': 816,\n"," 'stor': 3883,\n"," 'aluminium': 118,\n"," 'ke': 2154,\n"," 'wood': 4513,\n"," 'armani': 208,\n"," 'dualtip': 1197,\n"," 'gorgeous': 1736,\n"," 'defin': 1031,\n"," 'giorgio': 1691,\n"," 'soyeux': 3795,\n"," 'colourspecif': 796,\n"," 'pencil': 2957,\n"," 'smudgefre': 3747,\n"," 'silk': 3675,\n"," 'superior': 3962,\n"," 'singl': 3684,\n"," 'qualityjaipur': 3235,\n"," 'jaipurspecif': 2098,\n"," 'cap': 583,\n"," 'florenc': 1541,\n"," 'check': 673,\n"," 'holder': 1901,\n"," 'util': 4292,\n"," 'wooden': 4514,\n"," 'lbhxx': 2255,\n"," 'conveni': 865,\n"," 'manag': 2432,\n"," 'sheesham': 3624,\n"," 'car': 590,\n"," 'protect': 3191,\n"," 'hook': 1915,\n"," 'tradit': 4178,\n"," 'gentlyvareesha': 1669,\n"," 'wrought': 4544,\n"," 'vareesha': 4313,\n"," 'dailyspecif': 994,\n"," 'keybox': 2165,\n"," 'dust': 1213,\n"," 'outsid': 2872,\n"," 'bigger': 393,\n"," 'brown': 512,\n"," 'less': 2282,\n"," ...}"]},"metadata":{},"execution_count":257}],"source":["cv_prod.vocabulary_"],"id":"ciMdcVYLIhcl"},{"cell_type":"code","execution_count":258,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:40.621309Z","start_time":"2021-05-24T06:38:40.606307Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1747742213131,"user_tz":-120,"elapsed":11,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"6c988cb3-f890-45da-9ae3-73ea574813b0","id":"EzGKCuM0Ihcl"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["4595"]},"metadata":{},"execution_count":258}],"source":["len(cv_prod.vocabulary_)"],"id":"EzGKCuM0Ihcl"},{"cell_type":"code","execution_count":259,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:40.637289Z","start_time":"2021-05-24T06:38:40.622313Z"},"id":"Usjm4lSQIhcl","executionInfo":{"status":"ok","timestamp":1747742213196,"user_tz":-120,"elapsed":63,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Dictionaries to hold results\n","# Function to append results to result_dict\n","def append_dict(dict1_obj, dict2_obj):\n","    for key in dict1_obj.keys():\n","        dict1_obj[key].append(dict2_obj[key])\n","\n","# Initialize results dictionary\n","results_1={'title' : [], 'metrics':[]}"],"id":"Usjm4lSQIhcl"},{"cell_type":"markdown","source":["Colorsets for seaborn\n","\n","'Blue' is not a valid value for name; supported values are 'Accent', 'Accent_r', 'Blues', 'Blues_r', 'BrBG', 'BrBG_r', 'BuGn', 'BuGn_r', 'BuPu', 'BuPu_r', 'CMRmap', 'CMRmap_r', 'Dark2', 'Dark2_r', 'GnBu', 'GnBu_r', 'Greens', 'Greens_r', 'Greys', 'Greys_r', 'OrRd', 'OrRd_r', 'Oranges', 'Oranges_r', 'PRGn', 'PRGn_r', 'Paired', 'Paired_r', 'Pastel1', 'Pastel1_r', 'Pastel2', 'Pastel2_r', 'PiYG', 'PiYG_r', 'PuBu', 'PuBuGn', 'PuBuGn_r', 'PuBu_r', 'PuOr', 'PuOr_r', 'PuRd', 'PuRd_r', 'Purples', 'Purples_r', 'RdBu', 'RdBu_r', 'RdGy', 'RdGy_r', 'RdPu', 'RdPu_r', 'RdYlBu', 'RdYlBu_r', 'RdYlGn', 'RdYlGn_r', 'Reds', 'Reds_r', 'Set1', 'Set1_r', 'Set2', 'Set2_r', 'Set3', 'Set3_r', 'Spectral', 'Spectral_r', 'Wistia', 'Wistia_r', 'YlGn', 'YlGnBu', 'YlGnBu_r', 'YlGn_r', 'YlOrBr', 'YlOrBr_r', 'YlOrRd', 'YlOrRd_r', 'afmhot', 'afmhot_r', 'autumn', 'autumn_r', 'binary', 'binary_r', 'bone', 'bone_r', 'brg', 'brg_r', 'bwr', 'bwr_r', 'cividis', 'cividis_r', 'cool', 'cool_r', 'coolwarm', 'coolwarm_r', 'copper', 'copper_r', 'crest', 'crest_r', 'cubehelix', 'cubehelix_r', 'flag', 'flag_r', 'flare', 'flare_r', 'gist_earth', 'gist_earth_r', 'gist_gray', 'gist_gray_r', 'gist_heat', 'gist_heat_r', 'gist_ncar', 'gist_ncar_r', 'gist_rainbow', 'gist_rainbow_r', 'gist_stern', 'gist_stern_r', 'gist_yarg', 'gist_yarg_r', 'gnuplot', 'gnuplot2', 'gnuplot2_r', 'gnuplot_r', 'gray', 'gray_r', 'hot', 'hot_r', 'hsv', 'hsv_r', 'icefire', 'icefire_r', 'inferno', 'inferno_r', 'jet', 'jet_r', 'magma', 'magma_r', 'mako', 'mako_r', 'nipy_spectral', 'nipy_spectral_r', 'ocean', 'ocean_r', 'pink', 'pink_r', 'plasma', 'plasma_r', 'prism', 'prism_r', 'rainbow', 'rainbow_r', 'rocket', 'rocket_r', 'seismic', 'seismic_r', 'spring', 'spring_r', 'summer', 'summer_r', 'tab10', 'tab10_r', 'tab20', 'tab20_r', 'tab20b', 'tab20b_r', 'tab20c', 'tab20c_r', 'terrain', 'terrain_r', 'turbo', 'turbo_r', 'twilight', 'twilight_r', 'twilight_shifted', 'twilight_shifted_r', 'viridis', 'viridis_r', 'vlag', 'vlag_r', 'winter', 'winter_r'\n"],"metadata":{"id":"xgpBdQLpV_Oy"},"id":"xgpBdQLpV_Oy"},{"cell_type":"code","execution_count":260,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:40.653280Z","start_time":"2021-05-24T06:38:40.639289Z"},"id":"SqTBDcqaIhcl","executionInfo":{"status":"ok","timestamp":1747742213197,"user_tz":-120,"elapsed":5,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Resumption of all results evaluation steps\n","\n","from sklearn.cluster import KMeans\n","from sklearn.metrics import precision_recall_fscore_support\n","from sklearn.metrics import adjusted_rand_score\n","from sklearn.metrics import confusion_matrix,ConfusionMatrixDisplay,classification_report\n","from scipy.optimize import linear_sum_assignment\n","from collections import Counter\n","\n","# Plot confusion matrix with better cmap look.\n","def plot_conf_mat(matrix,y_names,x_names,title=''):\n","    fig,axe=plt.subplots(figsize=(8,6))\n","\n","    sns.heatmap(matrix, annot=True, cmap='Accent',ax=axe, square=True,fmt='g',vmin=0,vmax=150)\n","    axe.set_yticklabels(y_names,rotation = 0,fontsize=11)\n","    axe.set_xticklabels(x_names, rotation = 45, ha=\"right\",fontsize=11)\n","    axe.set_title(title,fontsize=16)\n","    plt.show()\n","\n","\n","\n","\"\"\"\n","Main function.\n","Evaluates clustering performance by comparing predicted cluster labels with ground truth labels.\n","\n","This function performs several key evaluation steps:\n","1. Counts the frequency of each cluster\n","2. Computes a confusion matrix between predicted clusters and true categories\n","3. Optimizes cluster-to-category alignment using the Hungarian algorithm\n","4. Visualizes the aligned confusion matrix\n","5. Calculates the Adjusted Rand Index (ARI) to measure clustering quality\n","6. Generates a detailed classification report with precision, recall, and F1-score\n","\n","Parameters:\n","    pred_labels (array-like): Predicted cluster labels from clustering algorithm\n","    true_labels (array-like): Ground truth category labels\n","    cat_names (list): List of category names for visualization and reporting\n","\n","Returns:\n","    tuple: ((precision, recall, f1, support), ari) - Macro-averaged metrics and ARI score\n","\"\"\"\n","def clustering_evaluate(pred_labels, true_labels, cat_names):\n","\n","    # Count clusters effectives\n","    effectives=dict(sorted(Counter(pred_labels).items()))\n","\n","    # compute confusion matrix\n","    conf_mat=confusion_matrix(true_labels,pred_labels)\n","\n","    # Plot confusion matrix\n","#     plot_conf_mat(conf_mat,cat['index'],range(7),title='Confusion matrix')\n","\n","    # Maximize values on first diagonal\n","    row_ind, col_ind = linear_sum_assignment(conf_mat,maximize=True)\n","    permut = pd.DataFrame(col_ind,index=cat['category'],columns=['cluster'])\n","    permut.index.rename('Category',inplace=True)\n","    permut['effectives']=[effectives[cls] for cls in permut.cluster]\n","    display(permut)\n","    cm=conf_mat.take(col_ind,axis=1)\n","\n","    # Plot aligned confusion matrix\n","    plot_conf_mat(cm,cat_names,cat_names,title='Aligned confusion matrix')\n","\n","    # Align cluster label on category code   [corresp[cls] for cls in labels]\n","    corresp = np.argmax(conf_mat, axis=0)\n","\n","    # print  adjusted rand score\n","    ari = adjusted_rand_score(true_labels,pred_labels)\n","    print(' ARI : {}'.format(ari))\n","\n","    # Print classification report\n","    print(classification_report(true_labels,\n","                                [corresp[cls] for cls in pred_labels],\n","                                target_names=cat_names,\n","                                zero_division=0)\n","         )\n","    return  precision_recall_fscore_support(true_labels,\n","                                [corresp[cls] for cls in pred_labels],\n","                                             average='macro', zero_division=0), ari"],"id":"SqTBDcqaIhcl"},{"cell_type":"code","execution_count":261,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:41.395532Z","start_time":"2021-05-24T06:38:40.654280Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1747742213446,"user_tz":-120,"elapsed":253,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"aee6ed93-795d-4723-c1f8-544f7fd2002d","id":"5aoR_ipDIhcl"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        1          95\n","Baby             5         282\n","Watches          3         134\n","Decor            6         172\n","Kitchen          2          21\n","Beauty           0         335\n","Computers        4          11"],"text/html":["\n","  <div id=\"df-99b1da0e-5a21-4b9a-af87-d55f7d61d09c\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>1</td>\n","      <td>95</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>5</td>\n","      <td>282</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","   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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.21884203291921556\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.44      0.79      0.57       150\n","        Baby       0.33      0.63      0.44       150\n","     Watches       1.00      0.89      0.94       150\n","       Decor       0.00      0.00      0.00       150\n","     Kitchen       1.00      0.21      0.35       150\n","      Beauty       0.30      0.67      0.42       150\n","   Computers       0.00      0.00      0.00       150\n","\n","    accuracy                           0.46      1050\n","   macro avg       0.44      0.46      0.39      1050\n","weighted avg       0.44      0.46      0.39      1050\n","\n","Clustering on description BoW\n"]}],"source":["title='BoW'\n","# Evaluate and store metrics results)\n","append_dict(results_1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on description '+title)"],"id":"5aoR_ipDIhcl"},{"cell_type":"markdown","metadata":{"id":"7b6Hl5WCGRU9"},"source":["## Clustering on text statistics as baseline"],"id":"7b6Hl5WCGRU9"},{"cell_type":"code","execution_count":262,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:42.407352Z","start_time":"2021-05-24T06:38:41.396531Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1747742213856,"user_tz":-120,"elapsed":411,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"6f925d7c-4160-47d9-a468-d1ef68a016c6","id":"a1UOLA_7GRU-"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        5          68\n","Baby             6           2\n","Watches          0         228\n","Decor            3          51\n","Kitchen          2         126\n","Beauty           4         557\n","Computers        1          18"],"text/html":["\n","  <div id=\"df-af04eea8-9893-4caf-8d15-b268c845fb19\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>5</td>\n","      <td>68</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>6</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","  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//v0vO+7ixS9z5861ncv4bwwbNgwnJye+++67fDfqnjVrFj/++OO/XndBunXrRsOGDdmwYQMDBw4ssPbExEQ++ugju1/STz75JACTJk2yXSR00cSJE9myZcs11/LQQw9Rvnx5tm7dyqBBg0hNTbXrT05O5rfffrM9b9GiBY0bNyYtLY0hQ4Zw4cIFW9+ZM2cYMmQIAH369LHN3JqpUaNGeHl58eeff+YL2jNnzuS9994rcLk33nijwHMO9+zZY5ulCw0NveL2n3jiCVxcXJg9e3a+0LVo0SLbxTJXO3Nd1Fw8V3XJkiX8+eefdn2ffPIJ33///SWXLV++PAC7du0ypbbp06fzySefEBgYyPTp03FycuLRRx/l7rvv5tChQ/kuIhS5WSloivzN8uXL2b9/P1arlT59+lx2bI0aNahXrx5ZWVl8+eWX/3qb9evXZ+zYseTk5NC9e3eaNm1K3759ady4MT169LAFvIuHaf8rJycnZs+eTZ06dfjiiy8IDw+nefPm3HPPPfTo0YO6desSEBDAww8/bBc0b7/9dh599FFSUlJo2bIlbdu25d577yUyMpKRI0f+q+9/L1myJHPmzCEoKIjPP/+c8uXL07VrV/r06UPz5s0JCgpi7NixdstMnz6d0NBQfv75Z8LDw+nZsyfdu3enYsWKbNy4kXr16vH+++//5/10NTw8PBg9ejSQ94dHs2bN6NmzJ5GRkfTu3ZvnnnuuwOXGjh1LaGgo1apV46677qJv3760bduWmjVrkpqaSr9+/ahXr94Vt1+zZk0mT56MxWLh/vvvp379+vTt25cWLVrQqVMnMjIyiI6O5tZbb72ur7uw1K1bl27dunH+/Hnq1q1Lx44dueeee6hWrRpDhw7l+eefv+SyPXr0ACAqKorevXvz0EMP8dBDD132W6+uVkxMDEOGDMHJyYnp06cTFBRk6/vss8+IiIjgp59+4t133/3P2xK50SloivzNxcPgt99++1VdOXpxVvO/Hj4fOXIks2bNonnz5uzYsYNffvkFNzc3Zs+eTbdu3QAoXbr0f9rG3wUHB7Nu3To++ugjGjVqRExMDD/88IPtFkZDhw7l119/zXcbmvfff5+pU6dSt25d1q1bx/z58ylbtixLliyhe/fu/6qWunXrsmPHDkaNGkWFChX4/fffmTNnDnFxcdxxxx2MHDnSbnxERARbtmxh5MiR+Pv7M3fuXBYvXkzFihUZP348q1atKtSrfp988km++OIL6tWrx9atW1m0aBGBgYEsWrTokrNakydPZuDAgbi4uLB8+XJ+/PFHDh06RIcOHfjpp58ueSi8IIMHD2bNmjXcfffdnDhxghkzZrBnzx5uu+02Fi1axMsvv3ydXqljzJw5k9dff50qVaqwatUqFi1aREhICL/++isPPfTQJZd75ZVXePbZZ/Hx8WH27NlMmTKFKVOmXPJ82quVlpZGz549SUlJ4cUXX6Rdu3Z2/d7e3syYMQOr1cqzzz7Lxo0b/9P2RG50FuO/XK4nIqYbM2YML7/8Mo899tglD8WKiIgURZrRFCkC9u3bR2JiYr72OXPmMG7cOCwWyxXPGRURESlqbrzLEEWKoW+++YbXXnuNunXrUqFCBbKysoiJibF940l0dDT169d3cJUiIiLXRkFTpAjo1KkT+/btY926dezevZv09HT8/f25/fbbeeSRRwr8ikkREZGiTudoioiIiIgpdI6miIiIiJhCQVNERERETKGgKSIiIiKm0MVARVz0hmhHlyBFSOvjPR1dQpGwvNxMR5cgRcivX9V1dAlFQsf7tzq6hCIhulG0w7Z98WtwzXDxK2VvNJrRFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTFGrQjI6OxmKx5HtERkYWyvanTZuGxWLhzJkzAJw7d47o6Gj+/PPPQtm+iIiIyM3EpbA36OHhwdKlS+3aPD09C2XbXbp0Ye3atfj4+AB5QXP06NFERkZSvXr1QqmhqIrfE8/uebtJjE0k7VwaLZ9oSfkG5W39RzceZf/S/STEJpCZkkmnsZ3wDfV1YMWFZ+/iveyZv4e0pDR8K/hSv199/Cv6O7os0yxft5AV637lbGI8AGUDK9ClfS8iq9TjTEI8oyYOLXC5Qff+j/q1mhVmqQ715y9/8seMP6jcsTL176vv6HJMpc8HcLLAQ7dVpWPD8viXcud0Ujrz1x/h81/32o0LDSzJo92qU/eW0jg7WTgUd57np2zkVGKagyo335XeH1L4VqxYweuvv87mzZs5efIkP/30E927dy9w7NChQ/n44495++23efLJJ23tCQkJPPbYY/zyyy84OTnRo0cP3n33XUqWLHlNtRR60HRycqJJkybXbX1paWl4eHhc1diAgAACAgKu27b/az1FSXZGNr4hvkS0jmDVu6sK7A+oHEBI4xA2TNnggAod4/C6w2ydvpWGAxviX9GfmIUxLJu4jK4Tu+Lu7e7o8kzh6+VP9073UaZ0WTBg7ZZlfPjleF54/A2CAsox4YUpduNXrV/MohWzqVGlroMqLnxnD55l/9L9+FTwcXQphUKfD3B/h0rc2SKMV77eysGTyVQL8eGFvvVISc9m5vKDAJQr7cnHT7Xkl7WH+Wx+DKnpWYQHeZGZlePg6s11pfeHFL7U1FRq167NAw88wF133XXJcT/99BPr1q0jODg4X1/fvn05efIkixcvJisri4EDBzJ48GCmT59+TbUUmXM0w8LCGDZsmF3b7NmzsVgsxMbGAhAbG4vFYmHatGkMGjQIf39/GjVqBIDFYmHixIlER0cTGBhI6dKlGThwIKmpqbb1/f3QeWxsLOHh4QD07NnTdhg/NjaW33//HYvFwqZNm+zq6d69O23atLE9j46OpmTJkmzYsIGmTZvi7u7O5MmTAdi9ezfdunXD29ubEiVK0KVLFw4cOHC9d9t1E1w7mFo9a1GhQYUC+8NbhBN5ZySBNQILuTLHilkQQ8U2FYloFYF3OW8aDmyIi9WFgysOOro009Sq3pCaVesTWDqYwIBgunfsi9XNnUNH9uLk5Ix3KV+7x7Zd66lfqznu1hvvD6x/Iys9i7UfrqXRg41wK+Hm6HIKhT4foGa4Hyt3xLFm1yniEtJYtu0kG/bEUz3UxzZmSNdqrNl1isk//8neY0kcP3OBVTvjSEzJdFzhheBK7w8pfJ07d2bs2LHceeedlxxz/PhxHnvsMb755htcXV3t+nbv3s3ChQv57LPPaNy4MS1atGDSpEl89913nDhx4ppqcUjQzM7OtnsYhnFNy48cORLDMPj22295/fXXbe3vv/8++/bt44svvuCll15i+vTpvPLKKwWuo2zZssyaNQuA1157jbVr17J27VrKli17TbVkZmZy7733ct9997FgwQJuvfVWDh48SLNmzUhISGDatGlMnz6d06dP0759ezIyMq5p/eI4Odk5JMQmEFQjyNZmcbIQWCOQM/vPOLCywpObm8PGP1aRmZlOeEiVfP2Hjx3g6MlDNG/Y3gHVOcamLzYRXDuYoMigKw+WYmPHoQQaVA6gQkAJAG4p50XtCD/W/pl3ionFAs1qBHE0PoW3H2nKvNc68dnTrWhVS+8TuT4yMjJITk62e/zbTJGbm8v999/PM888Q40aNfL1XzzNsEGDBra2qKgonJycWL9+/TVtq9APnaempuZLzl999dU1raNOnTp89tln+drLli3LN998A0CnTp3YsmULP/zwA+PHj8831mq1Urdu3qG+SpUq/evD+VlZWbz66qv07t3b1ta/f3/8/PxYvHgx7u55h1ebNWtGREQEU6ZM4ZFHHvlX25LClXE+AyPXyHeI3N3LnfMnzjuoqsJxPO4wEz8YSVZ2JlY3d4bcP4LgwPyzFas3/UZQmfJUDK3qgCoL3+G1h0mMTaTj6I6OLkUK2ZeL9+Hp7sp3o9qTaxg4WSx8PHc3izYdA8C3pJUS7i7c36ESn8zbzQc/76JJ9UDGPdiIYZNWs3X/WQe/ArnRjRs3jtGjR9u1vfzyy0RHR1/zuiZMmICLiwuPP/54gf1xcXGUKVPGrs3FxQU/Pz/i4uKuaVsOuRhoxYoVdm0RERGMGjXqqtfRpUuXAts7dOhg97x69ep89913117kNfpnPYsWLaJPnz64uLiQnZ0NgK+vL3Xr1mXjxo2XXE9GRka+v06yM7NxcSv0fya5yQWWDuaFx98kLf0CW3au5YuZkxg++BW7sJmZlcHGbSu5rV1PB1ZaeFLPprL56820HdEWZzdnR5cjhax93XJ0bFCel7/YzKGTyVQq782TPWpyJimd+RuO4mSxALByRxzfLcs7tWbf8WRqhvvSvUWYgqb8ZyNHjmT48OF2bVar9ZrXs3nzZt599122bNmC5f/ft2ZyyMVAf5+K/TcCAws+D+ji1eQXubm5mX6o2tPTM98VWGfOnOGdd97hnXfeyTfeze3S53QV9NdK64da02ZQm+tRqlwjaykrFicL6Unpdu3pyem4+xTPC4EucnFxzbsYCAgtX5HDx/azbPVc+t71sG3Mlh1ryczKpEm9Ng6qsnAlHkokIzmDX1/81dZm5BrEx8Szb/E+en3eCyenInPau1xnw7rX4KvF+/hty3EADpw8T5CfJ/1urcT8DUc5l5pBdk4uh+Lsj3bExqVQu6KfI0qWYsZqtf6rYPlPK1euJD4+npCQEFtbTk4OTz/9NO+88w6xsbEEBQURHx9vt1x2djYJCQkEBV3b6SBFZqrM3d2dzEz7E6YTExMLHGt2Ar94uLugev657YJq8fPzo0uXLgUeIi9VqtQlt1vQXysTt0+86rrl+nJ2ccYvzI+4P+Nst+owcg1O7TpF5Q6VHVxd4TJyc8n6/9n5i1ZvXEKtag0oVdLbQVUVrsAagXR+rbNd2/pP1+MV7EW1LtUUMos5dzdncv9xPUFurmH7HZCdY7D78DlCythPPISUKUlcQvG9tZHceO6//36ioqLs2jp27Mj999/PwIEDAWjatCnnzp1j8+bN1K+fd/u2pUuXkpubS+PGja9pe0UmaJYvX57du3fbtS1atMjUbV6cXUxPt5+xKl8+L1Ts3r2bZs3y7gt45swZtmzZYtvhlxMVFcXOnTupW7cuzs5Xf4itoL9WCuuweVZ6FimnUmzPU06nkHg4EbcSbpQoXYKMlAwunL1A2v/fCy75ZDIA7t7uePgU36uNq3SuwrpP1uEX7od/hD8xv8aQnZFNeKtwR5dmmp8Wfk1k5br4+gSQkZnGhm0r2XtoF4898KJtTPyZk+yP/ZNhA15wYKWFy9XDNd/tjFysLriVdCv2tznS5wOs2hnHgFsrcyoxjYMnk6lS3oc+bSsyd90R25hvluznlYEN2HbgLFv2nqFJ9TI0jwzk0fdWO7By813p/SGFLyUlhf3799ueHzp0iG3btuHn50dISAj+/vb3gnZ1dSUoKIgqVfIu+qxWrRqdOnVi0KBBfPTRR2RlZTFs2DD69OlT4K2QLqfIBM27776bhx9+mNGjR9OsWTPmz5/P2rVrTd1mUFAQPj4+fPvtt4SHh2O1WqlVqxbly5encePGjB49Gm9vb1xcXJgwYQLe3lc3czN69GgaNmxIx44dGTx4MIGBgcTFxbF8+XJatmzJPffcY+rr+jcSDiWw9LW/bqS/dfpWIO+2JU2GNOH4luOs//SvK83WTF4DQOSdkdS8q2bhFluIQpuEknE+gx0/7iA9KR3fEF/aPNMGD+/i8cuzIOdTkvh8xnskn0/Ew92TcmXDeOyBF6leqY5tzJpNS/Dx8qfa39qk+NLnA7w1cweDu1Tlf71q4VfSyumkdGavjmXqwhjbmOXbTzLx+z/o16ESw3vU5HB8Cs9P2cj2gwkOrNx8V3p/SOHbtGkTbdu2tT2/eLS0f//+TJs27arW8c033zBs2DDat29vu2H7e++9d821FJmg+dBDD3HgwAE+/PBD3n77bfr06cO4ceO49957Tdumk5MTn3/+Oc8//7zt1kOHDh0iLCyMb775hkGDBjFgwACCgoIYO3Ys3333HefOnbviem+55RY2bNjAqFGjeOSRR0hJSaFs2bK0atWKWrVqmfZ6/ovAaoHc89WlA3BEqwgiWkUUYkVFR+UOlW+qQ+X97n70imO6d7qP7p3uK4Rqirb2L9wct3XS5wNcyMjmnVk7eWfWzsuOm7vuiN0s583gSu8PKXxt2rS5pltHXrxf+d/5+fld883ZC2IxrvUmllKoojdEO7oEKUJaH785rvC+kuXlZjq6BClCfv3q5vlWqsvpeP9WR5dQJEQ3inbYtocMGWLauj/++GPT1m0mnb0uIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpXBxdgIiIiEhxcE/qzyau/WMT120ezWiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiptB9NEVuIK395ji6hCJhuaMLKCJaH+/p6BKKhOhJqx1dQpEQvcHRFYjkpxlNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiBQjK1as4Pbbbyc4OBiLxcLs2bNtfVlZWYwYMYKaNWtSokQJgoOD6devHydOnLBbR0JCAn379sXLywsfHx8efPBBUlJSrrkWBU0RERGRYiQ1NZXatWszefLkfH0XLlxgy5YtvPjii2zZsoVZs2YRExPDHXfcYTeub9++7Nq1i8WLFzN37lxWrFjB4MGDr7kWl3/9KkRERESkyOncuTOdO3cusM/b25vFixfbtb3//vs0atSII0eOEBISwu7du1m4cCEbN26kQYMGAEyaNInbbruNN954g+Dg4KuuRTOaIiIiIjexpKQkLBYLPj4+AKxduxYfHx9byASIiorCycmJ9evXX9O6b4qgGR0djcVisT3c3d2pVq0aEydOJDc395rW1aZNG7p27WpSpSIiIiL5ZWRkkJycbPfIyMj4z+tNT09nxIgR3HPPPXh5eQEQFxdHmTJl7Ma5uLjg5+dHXFzcNa3/pjl07uHhwdKlSwFIS0tj2bJlPPfcc+Tm5vLcc885uDrHi98Tz+55u0mMTSTtXBotn2hJ+Qblbf1HNx5l/9L9JMQmkJmSSaexnfAN9XVgxYVn7+K97Jm/h7SkNHwr+FK/X338K/o7uqxC8+mC7bz10xbub1+N53s3trVvPRDPu7O3sP3QGZycLFSt4MdnT3TA3a34fqxcSLjAtu+3cXL7SXIycigZWJLGgxrjH1F83w8Ll/3I1l3riIs/jpurGxGhVbmz8/0EBZSzjUk6n8is+V+ye98fpGekERgQTOe2d1OvZlMHVn59TZq0hvffX2vXFh7uy8KFDwBw+nQqEycuZ82aw6SmZhIe7sfQoY3p2LGyI8otVFf6/SHXx7hx4xg9erRd28svv0x0dPS/XmdWVha9evXCMAw+/PDD/1hhwYrvb4R/cHJyokmTJrbnbdu2ZceOHcyaNUtBE8jOyMY3xJeI1hGsendVgf0BlQMIaRzChikbHFChYxxed5it07fScGBD/Cv6E7MwhmUTl9F1Ylfcvd0dXZ7pdsSe4fsVe6lS3v6Piq0H4hn87mIGd67JC/c0xsXJiT3HEnCyWBxUqfkyUzP57ZXfKFOtDG3+1wZrKSvnT53HrYSbo0sz1d5Du2jdpDNhFW4hNyeH2b9+w3tTRvPy8PewuuX9DEyb8R4X0lJ5uP9ISnqWYuO2lXw6/U1GDptISLkIB7+C66dSJX8+/7yn7bmz81/v9xEjFpCcnMGHH3bH19eDX37Zw5NPzuXHH/tSvXqgI8otNFf6/SHXx8iRIxk+fLhdm9Vq/dfruxgyDx8+zNKlS22zmQBBQUHEx8fbjc/OziYhIYGgoKBr2s5Ncej8UkqVKkVWVpbt+XPPPUfNmjUpWbIk5cqV45577uHkyZMFLvvll19SsWJFPDw8aNOmDTExMba+Hj160Lx583zLfPjhh7i7u5OQkHD9X8x/FFw7mFo9a1GhQYUC+8NbhBN5ZySBNYr3B+Y/xSyIoWKbikS0isC7nDcNBzbExerCwRUHHV2a6VLTs3jmsxWMub8ZXp72YWr8jA3c174agzrXolKwL+FB3nRuEI6bq7ODqjXfn3P/xNPPkyaDm+Bf0Z+SZUpStmZZSgWWcnRppnr8gZdo1qAdwYEhlA8Op3/Px0g4d4Yjxw7Yxhw8HEPbZrcRXqESAf5B3Na+J54enhw5fuAya77xODs7ERBQwvbw8/O09W3deoL77qtLrVplqVDBh0ceaYKXl5Vdu045sOLCcaXfH3J9WK1WvLy87B7/NmheDJn79u3jt99+w9/f/qhM06ZNOXfuHJs3b7a1LV26lNzcXBo3bvzP1V3WTTOjCXlpHP46dP7jjz/y/PPP2/rj4+N5/vnnCQ4O5vTp07z55pu0bt2aP//8ExeXv3bVli1bOHDgAOPHjwdg1KhRdOzYkZiYGKxWK4MGDaJz587ExMRQpUoV23JTp07lzjvvxM/Pr5BesfwXOdk5JMQmUP326rY2i5OFwBqBnNl/xoGVFY5Xvl1H65rlaVY9mI/m/2FrP5ucxvZDZ7i9cUXuGT+Po6fPEx7kzZPd61G/UvH9Q+T4luOUrVmWVe+tIn5PPB5+HlRqX4lb2t7i6NIKVVr6BQA8PUva2iJCq7B5+2pqVq2Ph3sJNu9YQ1ZWFpUjIh1VpikOH06kRYuPsFpdqFOnLE8/3ZLg4LxZoLp1g1mwIIY2bcLx8nJnwYIYMjKyadRI4UsKX0pKCvv377c9P3ToENu2bcPPz4+yZcty9913s2XLFubOnUtOTo7tvEs/Pz/c3NyoVq0anTp1YtCgQXz00UdkZWUxbNgw+vTpc01XnMNNFDRTU1NxdXW1a+vdu7fdYfOpU6fa/j8nJ4emTZtSvnx5li5dyq233mrrO3XqFMuXL6dSpUoA1K1blypVqjBt2jSGDBnCrbfeSkhICFOnTmXChAkA7Ny5k02bNvHaa6+Z+TLlOso4n4GRa+Q7RO7u5c75E+cdVFXhmLfhIH8ePsvMF/Jf+Hb0TN5rf/+XbTx7dwOqVvDj57UHGPj2r8x5uTthgV75likOUk6nsG/pPqp2qkr1O6qTcDCBLV9twcnFiYiWxefw8OXk5uYyc+5UKoZWpVxQqK190L3/47Ppb/L0mP44OTnj5mpl6P0jKFO6rAOrvb5q1SrLuHGdCA/34/TpVCZPXkPfvt/xyy8DKFnSjXfe6cpTT82lceMPcHFxwt3dhfff70boTXIuuxQtmzZtom3btrbnFw+59+/fn+joaObMmQNAnTp17JZbtmwZbdq0AeCbb75h2LBhtG/fHicnJ3r06MF77713zbXcNEHTw8ODFStWAHlXbm3evJmXXnqJQYMG2QLmggULeOWVV9i1axfJycm2Zffu3WsXNCMjI20hE+CWW26hdu3arF+/niFDhuDk5MSDDz7Ihx9+yKuvvoqLiwtTp04lNDSU9u3bX7LGjIyMfFeQZWdm41KML66QoudkQirjvt/AlKduxeqa/71nGHn/7d2qMnc1z/s5qB7iz7o9J5m1eh/D76pfmOUWnlzwC/ejdq/aAPiF+ZF0LIn9S/ffNEHzu58/5XjcEZ55+FW79jmLpnMhPZUnH4qmpGcptv25gU+nv8H/hr5qF0hvZK1bh9v+v2rVAGrXDqJt209ZsCCGnj1r8u67q0lOzmDatLvx9fXgt9/28+STc/nmm95UqRLgwMrlZtSmTRuMix/WBbhc30V+fn5Mnz79P9dy05yj6eTkRIMGDWjQoAHNmzfn8ccf56WXXuLzzz9n586dbNy4kTvuuIPg4GC++uor1q5dy7p164C8S///7p+X/AMEBgbanc/5wAMPcPr0aebPn09WVhZff/01AwYMwMnp0rt83LhxeHt72z1WfaETqx3FWsqKxclCepL9v396cjruPsX3QqBdh89w9nw6Pcb+QuTQL4gc+gUb957i66W7iRz6Bf6l8l57xbI+dstFlPXmZEKqAyouHO4+7niVs5+t9Qr24sLZCw6qqHB9+/On7NizieGDx+DrXdrWfvpsHL+vXUC/ux+l6i21KB8cTteo3oSWv4Xf1y5wYMXm8vJyJyzMlyNHznHkyDm+/nobr73WkaZNQ6latQzDhjUjMjKQb77Z5uhSRRzqpp4qq1atGgC7du3ijz/+wNvbmxkzZtjC4OHDhwtc7p9XYkHe4fS/T0GXL1+eTp06MXXqVLKzszlz5gwDBw68bD0FXVE2cfvEa3lJch05uzjjF+ZH3J9xtlt1GLkGp3adonKH4nvLkqbVgvn55W52bS9MW0V4kDcPdapJhYBSlPHx5NCpJLsxh08l0zKyHMVVQOUAzp+0P2XifNx5SviXcFBFhcMwDL6b8xnbdq1n+OAxlPazPw83MyvvKIzFYv9HtJPF6apmTW5UqamZHD2aREBACdLS8i4qdXKyv+uCs7OlWO8DkatxUwfNnTt3AlC6dGnS0tJwdXXF8rfbs3zzzTeXXG7//v3cckveRQD79+/njz/+YMiQIXbjBg0axN133018fDzt27cnNPTyh5CsVmu+K8gK67B5VnoWKadSbM9TTqeQeDgRtxJulChdgoyUDC6cvUBaYhoAySfzTi1w93bHw8ejUGp0hCqdq7Duk3X4hfvhH+FPzK8xZGdkE94q/MoL36BKuLtSuZz9eWUeVhd8Slpt7Q/cWoP352yjank/qlbwY/ba/RyMS+KdIW0cUHHhqNKpCovHLGbXnF2ENA7h7IGz7F+2n0YPNHJ0aab69udP2LhtJQ/3G4m71YOk84kAeLh74uZqJSigHAH+Zflm1kf06NI/79D5rvXs3v8Hj/R//gprv3FMmPA7bdtWJDjYi/j4FCZNWoOTk4WuXatSqpSV0FAfXnppMSNGtMbHJ+/Q+erVh/n44zsdXbrprvT7Q25uN03QzM3NtR0Kz8zMZPPmzYwdO5bq1avTqlUrMjIyeOedd3jssce48847Wbt2LV999VWB6woMDOT2229nzJgxALz44ouUK1eOAQMG2I3r0qULAQEBrF27lm+//dbU1/dfJRxKYOlrS23Pt07fCuTd1qjJkCYc33Kc9Z/+9bVTayavASDyzkhq3lWzcIstRKFNQsk4n8GOH3eQnpSOb4gvbZ5pg4d38Q3XV6N/VA0ys3IYP2MDSamZVCnvy5QnbyWkTPG8EAjAP8Kflk+05I8Zf7Bz9k5KBpSk3n31CGse5ujSTLVi3a8AvPXJi3bt/e4eRrMG7XB2dmHYwBeYveBrPvjiNTIy0gnwD6J/z8eoWbX4nK8bF5fC8OHzOHcuHT8/D+rXL8eMGffabnH0ySd38eabKxk6dDYXLmQSEuLL+PGdad26+J+/e6XfH3Jzsxg3wbx+dHS03d30XVxcqFChAp07d+bll1+2nXM5ceJEJk2aREJCAs2bN2fy5MlUrlyZ119/nf/9739A3gm2JUuWpEePHowZM4aTJ0/SuHFjPvroI9uh+L8bMmQIM2fO5OTJk//qflfRG6L/3YuWYumltH9/c97iZIzHf//ateKg9fGeVx50E2h752pHl1AkRG844egSioToRtEO2/bv913bzcyvRZuvr+2rH4uKm2JGMzo6+qq+ounZZ5/l2WeftWv7Zw7//fffbf9/pXMuc3NzWbRoEX379v1Pd+8XERERuRHdFEGzsGVmZvLHH3/www8/cPToUYYNG+bokkREREQKnYKmCU6cOEGjRo0ICAjg/ffft/t2IBEREZGbhYKmCcLCwnRLCxEREbnp3TQ3bBcRERGRwqWgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCN2wXERERuQ7qfjvUvJV/bd6qzaQZTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQULo4uQESunlNrf0eXUDRsOOHoCoqE5eVmOrqEIuH5x+o6uoQioeP9+rmQokczmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERkWJkxYoV3H777QQHB2OxWJg9e7Zdv2EYvPTSS5QtWxYPDw+ioqLYt2+f3ZiEhAT69u2Ll5cXPj4+PPjgg6SkpFxzLQqaIiIiIsVIamoqtWvXZvLkyQX2T5w4kffee4+PPvqI9evXU6JECTp27Eh6erptTN++fdm1axeLFy9m7ty5rFixgsGDB19zLS7/+lWIiIiISJHTuXNnOnfuXGCfYRi88847jBo1im7dugHw5ZdfEhgYyOzZs+nTpw+7d+9m4cKFbNy4kQYNGgAwadIkbrvtNt544w2Cg4OvuhbNaIqIiIgUcRkZGSQnJ9s9MjIyrnk9hw4dIi4ujqioKFubt7c3jRs3Zu3atQCsXbsWHx8fW8gEiIqKwsnJifXr11/T9hQ0RURERIq4cePG4e3tbfcYN27cNa8nLi4OgMDAQLv2wMBAW19cXBxlypSx63dxccHPz8825mrp0LmIiIhIETdy5EiGDx9u12a1Wh1UzdVT0BQREREp4qxW63UJlkFBQQCcOnWKsmXL2tpPnTpFnTp1bGPi4+PtlsvOziYhIcG2/NXSoXMRERGRm0R4eDhBQUEsWbLE1pacnMz69etp2rQpAE2bNuXcuXNs3rzZNmbp0qXk5ubSuHHja9qew4Lm1KlTsVgs+e7bNGnSJCwWCy+//LJde0JCAk5OTkycOPGK6z537hzR0dH8+eef11zXgAEDiIyMvOblRERERIqClJQUtm3bxrZt24C8C4C2bdvGkSNHsFgsPPnkk4wdO5Y5c+awY8cO+vXrR3BwMN27dwegWrVqdOrUiUGDBrFhwwZWr17NsGHD6NOnzzVdcQ4OPHTevHlzANasWUOlSpVs7atXr8bT05M1a9bYjV+zZg2GYdCiRYsrrvvcuXOMHj2ayMhIqlevfn0Lv0nE74ln97zdJMYmknYujZZPtKR8g/KOLssh9i7ey575e0hLSsO3gi/1+9XHv6K/o8sy1alT53n99ZWsXHmItLRsQkN9eO21jtSsmXfI5MyZVN54YyWrVsVy/nwGDRqU58UX2xEW5uvgys2za84ujm06RvLJZJxdnSldqTR1+tTBq6yXo0srVDfrfpgV3YGy/p752n9ccYg3Zm4HIDLMlyG3V6NGqC+5uQZ7jyfx1AdrycjKLexyC93N+DlZlG3atIm2bdvanl88t7N///5MmzaNZ599ltTUVAYPHsy5c+do0aIFCxcuxN3d3bbMN998w7Bhw2jfvj1OTk706NGD995775prcVjQrFKlCgEBAaxevZr+/fvb2levXs2AAQP48ssvycnJwdnZ2dbu7u5ud6m9mCc7IxvfEF8iWkew6t1Vji7HYQ6vO8zW6VtpOLAh/hX9iVkYw7KJy+g6sSvu3u5XXsENKCkpnXvu+Y7GjSvw6ad34evryeHDiXj//+s1DINHH/0ZFxcnPvigOyVLujFt2mYGDpzJvHkD8fR0dfArMEf8nngqRVXCP8Kf3Jxcts/czrIJy+gyvgsu7jfP6e4363544I3lOFkstucVg714b1gzlmw9DuSFzLcfacqXi/fx1swd5OQaVCrnRa7hqIoLz834OVnUtWnTBsO49JvPYrEwZswYxowZc8kxfn5+TJ8+/T/X4tBzNJs3b87q1attz48cOcKxY8d44oknSE9PZ/v27ba+1atX06BBAw4ePEifPn2oUKECnp6eVK9enTfffJPc3Ly/GGNjYwkPDwegZ8+eWCwWLBYLsbGxQN59qEaNGkVERARWq5Xy5cszYMCAfLX9/vvv1K1blxIlStCoUSO78xQg75ftG2+8QeXKlbFarURERPD222/bjTl27Bi9evUiMDAQd3d3wsPDeeqpp67HrjNdcO1gavWsRYUGFRxdikPFLIihYpuKRLSKwLucNw0HNsTF6sLBFQcdXZppPv10A0FBpRg3rhO1apWlQgVvWrQIIyTEB4DY2ES2bTtJdHQUtWoFERHhR3R0FOnp2cybt9uxxZuo7bNt894H5b3xDfWl8eDGXDh7gYTYBEeXVqhu1v1wLiWThPMZtkfzGoEcO53C1v1nAXjirkhmLj/IV4v3cSjuPEfiU1iy9QRZ2cV/NvNm/JyUq+fwoLl7924SExOBvDBZoUIFKleuTO3atW0hNCsri40bN9KiRQuOHz9OlSpV+OCDD5g/fz6DBw9mzJgxvPLKKwCULVuWWbNmAfDaa6+xdu1a1q5da7uyqkePHrz11ls88MADzJs3j9dff53U1FS7uuLi4nj88cd55plnmDFjBunp6dx5551kZWXZxjzxxBO89NJL9O/fn3nz5jFgwABGjBjBRx99ZBvTr18/tm/fznvvvcfChQsZPXo0OTk55u1Qua5ysnNIiE0gqMZfV9hZnCwE1gjkzP4zDqzMXEuXHiAyMpDHH/+Fpk0/oHv3L5kx468/+jIz897DVutfs1dOThbc3JzZvPlEodfrKFlpeZ8HbiXcHFyJY92M+8HF2ULHhuWZu+4IAL4l3YgM9yPhfAafPNWSea925IPHm1Mrws/BlZrvZv2clKvn0OMcLVq0wDAM1q5dy2233caaNWto1qwZAM2aNWPNmjUMGzaMLVu2kJ6eTosWLWjfvj3t27cHsJ2zeeHCBd5//31efvllrFYrdevWBaBSpUo0adLEtr3Fixczb948pk+fzj333GNr//v/Q96FR8uXL6dGjRoAlChRgrZt27J+/XpatGjBgQMHeP/99/noo49s3/sZFRXFhQsXGD16NIMHD8bJyYkNGzYwbtw4evfubVt3v379TNiTYoaM8xkYuUa+Qz/uXu6cP3HeQVWZ7+jRJL799g8GDqzP0KGN2LHjFGPHLsPV1Zk776xBRIQfwcGlePPNlYwZ0wEPD1emTdtMXFwKp0+nOLr8QmHkGmz5egulK5fGp4KPo8txmJt1P7SuVZaSHq7MW3cUgODSJQB46LaqTPppF/uOJ9G5UQUmDWtG33HLOHY69XKru6HdrJ+TcvUcOqNZv359PDw8bDOXq1evtgXNpk2b2rVbLBaaNWtGeno6L7/8MrfccgtWqxVXV1deeOEFTp48SUrK5X/JLVmyBE9PT/r06XPZccHBwbaQCdguKDp27BgAv/32G5A3O5qdnW17REVFERcXx9GjeR8+9erV44033uDDDz9k//79V9wfBX29VHZm9hWXE7meDMOgRo0yDB/ekurVA+nduxa9etXku+/+AMDV1ZlJk7oRG5tIo0aTqVPnXdavP0qrVuFY/nYOW3G26YtNJB1LovmjzR1dikPdrPuha9NQ1v0Zz5nkdACc/v9tP3t1LPPWH2HvsSTenbWTI/Ep3N4kxIGVijieQ4Omq6srDRs2ZPXq1aSkpLB9+3a7Gc2L52yuXr2a6tWr4+vry4gRI3j99dcZNGgQ8+fPZ+PGjYwaNQqA9PT0y27v7NmzlC1b9oq/DH18fOyeu7m52a3/zJkzGIZB6dKlcXV1tT06dOgAYAua33//Pe3bt+eFF16gUqVKVK1a1XZYvyAFfb3Uqi9u3gtxHM1ayorFyUJ6kv37Kj05HXef4nuCe0BACSr+42rRiAg/TvxtdiIyMpCff+7Hpk3DWLVqKFOm9ODcuTQqVPAu7HIL3aYvNnFi2wnajWyHp1/+q5BvFjfrfgjy9aBhlQDmrD1sazuTnPd904dO2s/gxZ5KIdDXo1DrK2w36+ekXD2H37C9RYsWbNy4kVWrVmG1Wm13pQ8NDaVs2bKsXr2aNWvW2G5rNHPmTIYMGcKIESOIioqiQYMGuLhc3RkA/v7+nDx58rJXYl0NPz8/LBYLq1evZuPGjfketWvXBvLOF506dSpnzpxhw4YNVKlShd69e3PwYMEnSI8cOZKkpCS7R4v+V76dk5jD2cUZvzA/4v7863tdjVyDU7tOUfqW0g6szFz16pXj0KFEu7bY2ETKlSuVb2ypUlb8/DyJjU1k585TtG9/S2GVWegMw2DTF5s4tvkY7Ua2o2SZko4uySFu9v3QpUkIieczWLPrlK3t5NkLnD6XRmig/b4ICShBXGJaYZdYqG7Wz0m5ekUiaF48x7Jhw4Z2obFZs2Z89dVXxMXF2e67mZaWZpthBMjJyeG7776zW+c/ZyAvunge5YwZM/5TzRfPET179iwNGjTI9yhVyv4XspOTEw0bNmTs2LFkZ2df8jC61WrFy8vL7uHi5pjTaLPSs0g8nEji4bzAkXI6hcTDiaSeKb7nGhWkSucqHPj9AAdXHiTpeBIbp20kOyOb8Fbhji7NNP371+ePP07y0UfrOXw4kV9+2c2MGdu59966tjELFsSwfv1Rjh49x2+/7eeBB34gKuoWWrQIc1zhJtv0xSZi18TS7OFmuLi7kHYujbRzaTfd6S03836wWPKC5vwNR8n5x32Lvlmyn56tI2hbpyzlS5dgcJeqhAaW4pe/zXwWVzfj56RcPYff9Kxp06Y4OTkxf/58nnvuuXx9zzzzDIBtRrNDhw58+umnVK9endKlS/PBBx+QkZFht1xQUBA+Pj58++23hIeHY7VaqVWrFlFRUdx222088MADHDhwgMaNG5OQkMAPP/zA999/f9U1V65cmUcffZT777+fZ555hsaNG5OVlcXevXtZtmwZs2fPJikpiY4dO3L//fdTpUoVMjMzmTRpEj4+PtSrV+8/7jXzJRxKYOlrS23Pt07fCkB4i3CaDGlyqcWKndAmoWScz2DHjztIT0rHN8SXNs+0wcO7+B4Oq1UriPffv4O33lrF5MlrKV/em+efb8sdd1SzjTl9OpXx43/n7NkLBASUoFu3GjzySPF+X+xfkvcH4pLXlti1Nx7UmIhWEY4oySFu5v3QsEoAZf08mVtAePz+94O4uTrzxF018fJ0Zf/xZB6fvIbjZy44oNLCdTN+TsrVsxj/9TjydVCrVi127NjBL7/8QteuXW3ta9eupVmzZgQHB3P8eN5NcU+dOsXQoUNtF/YMGDCAW265hUGDBnH69GlKl86bqp89ezbPP/88Bw8eJCMjg0OHDhEWFkZ6ejqjR49m+vTpnDx5ksDAQG699VamTJkC5H0F5aZNm9i5c6etjnPnzuHr68vnn39uu+emYRhMnjyZjz/+mL1791KyZEmqVKlCz549eeqpp8jIyGDYsGGsXLmSI0eO4OHhQYMGDRg7diwNGza86n0TvSH6P+5dKU6iG13bV38VV9Ebbp7bKMmV/fpV3SsPugl0vH+ro0soEqIbRTts20nO5m3bO8e8dZupSARNuTQFTfk7Bc08CprydwqaeRQ08yhoFi0OP0dTRERERIonBU0RERERMYXDLwYSERERKQ46PWLeaRxrTVuzuTSjKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETOHi6AJE5Oot+6m5o0soGsrNdHQFRULr4z0dXUKR8Cv7HV2CiFyCZjRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERKQYycnJ4cUXXyQ8PBwPDw8qVqzIK6+8gmEYtjGGYfDSSy9RtmxZPDw8iIqKYt++fde9FgVNERERkWJkwoQJfPjhh7z//vvs3r2bCRMmMHHiRCZNmmQbM3HiRN577z0++ugj1q9fT4kSJejYsSPp6enXtRaX67o2EREREXGoNWvW0K1bN7p06QJAWFgY3377LRs2bADyZjPfeecdRo0aRbdu3QD48ssvCQwMZPbs2fTp0+e61aIZTREREZFipFmzZixZsoS9e/cC8Mcff7Bq1So6d+4MwKFDh4iLiyMqKsq2jLe3N40bN2bt2rXXtRbNaIqIiIgUcRkZGWRkZNi1Wa1WrFZrvrHPPfccycnJVK1aFWdnZ3Jycnj11Vfp27cvAHFxcQAEBgbaLRcYGGjru140oykiIiJSxI0bNw5vb2+7x7hx4wocO2PGDL755humT5/Oli1b+OKLL3jjjTf44osvCrlqzWiKiIiIFHkjR45k+PDhdm0FzWYCPPPMMzz33HO2cy1r1qzJ4cOHGTduHP379ycoKAiAU6dOUbZsWdtyp06dok6dOte1bs1oioiIiBRxVqsVLy8vu8elguaFCxdwcrKPeM7OzuTm5gIQHh5OUFAQS5YssfUnJyezfv16mjZtel3r1oymiIiISDFy++238+qrrxISEkKNGjXYunUrb731Fg888AAAFouFJ598krFjx1KpUiXCw8N58cUXCQ4Opnv37te1FgVNERERkWJk0qRJvPjiizzyyCPEx8cTHBzMkCFDeOmll2xjnn32WVJTUxk8eDDnzp2jRYsWLFy4EHd39+tai4KmiIiISDFSqlQp3nnnHd55551LjrFYLIwZM4YxY8aYWovO0RQRERERUyhoioiIiIgpik3QjI6OxmKxYLFYcHJywtvbm5o1azJs2DB2797t6PJEREREbjrF6hxNDw8Pli5dCsD58+fZsWMHn3zyCZ9++ilTpkzhvvvuc3CFRVf8nnh2z9tNYmwiaefSaPlES8o3KA9AbnYu23/Yzok/TpASn4KbpxuBNQKp3bs2nr6eDq7cfHsX72XP/D2kJaXhW8GX+v3q41/R39FlmWbhsh/ZumsdcfHHcXN1IyK0Knd2vp+ggHL5xhqGwfufj2XX3q0MvX8EdWo0dkDFhScrLYvtP27n2KZjZCRn4BvqS7376+EfUXzfDwD7Du5i0YqfOXL8AEnnE/P9WyefP8esBV+xe982LqSnUim8Or3veIjA0sEOrPr6crLAQ7dVpWPD8viXcud0Ujrz1x/h81/32o0bdFtV7mgWSikPV7YfSmDi939w7HSqg6ouHBcSLrDt+22c3H6SnIwcSgaWpPGgxsX+50KuTrGZ0QRwcnKiSZMmNGnShA4dOjB8+HC2bdtGixYtePDBBzl48KCjSwQgLS3N0SXkk52RjW+IL/X718/fl5lNQmwCkd0j6TS2Ey2eaMH5k+dZ+fZKB1RauA6vO8zW6VuJvDOSTq90wifEh2UTl5GelO7o0kyz99AuWjfpzIhHx/PEgy+Tk5PNe1NGk5GZ/zUvWTUXLBYHVOkYG6ZsIG5nHE2HNqXzuM4E1Qxi2fhlXEi44OjSTJWRlUH5smH06TYoX59hGHz41XjOJJzi4X7P8cLjb+LvE8C7n0UX+J65Ud3foRJ3tgjjzZk76PPqEj6Ys4u+UZXo2TrCNua+qFvo2TqCid//wYNvriAtI5t3HmmKm0ux+lVrJzM1k99e+Q0nZyfa/K8Nt42/jbr31sWthJujS5Miovi++/+fu7s7kyZNIjMzk88++8zWPm3aNGrVqoW7uzvlypXjhRdeICcnx27Z48eP069fPwIDA/Hw8KBq1aq8++67tv7c3FzGjh1LWFgYVquVqlWr8vHHH9utIzo6mpIlS7JhwwaaNm2Ku7s7kydPNvdF/wvBtYOp1bMWFRpUyNfn5ulGu+faEdI4BK+yXpS+pTT1+9cn4VACqWeK91/qMQtiqNimIhGtIvAu503DgQ1xsbpwcEXR+KPFDI8/8BLNGrQjODCE8sHh9O/5GAnnznDk2AG7cUdPHOK3lT/T7+5HHVRp4crOzOboxqPU6VOHMlXLUCqwFDXvqknJwJLsX7Lf0eWZKrJKPbp1vJe6kU3y9cWfOcmhI3u5987BhFWoRFBAOe7pPoSsrEw2bis+f4zWDPdj5Y441uw6RVxCGsu2nWTDnniqh/rYxvRuU5Fpv8awckccB04kM+arLZT2dqdVrbKXXvEN7s+5f+Lp50mTwU3wr+hPyTIlKVuzLKUCSzm6NCkiin3QBKhevTrlypVj7dq1ALz11ls89NBDdOzYkV9++YURI0bw3nvv8cILL9iWOXv2LE2bNuX333/n1VdfZd68eTz11FMcP37cNuaZZ54hOjqaAQMG8Msvv3DrrbcydOhQ3n//fbvtZ2Zmcu+993LfffexYMECbr311sJ54SbKupAFFor1X6052TkkxCYQVCPI1mZxshBYI5Az+884sLLClZaeN1vn6VnS1paZmcGU796mT7fBeJfydVRphcrIMTByDZxdne3and2cOb33tIOqcrzsnCwAXF3++ixwcnLCxcWV/bF7HFXWdbfjUAINKgdQIaAEALeU86J2hB9r/4wHINjfk9Le7myM+eu9kJqezZ+xiUSGF9+fkeNbjuMX7seq91Yx65FZLBi1gP3LivcfXnJtitU5mpdToUIF4uLiOH/+PC+//DLPPvssr732GgAdOnTAzc2N4cOH88wzz+Dv789bb71FfHw8e/bsISwsDIB27drZ1nfmzBkmTZpkC5sAt956K2fOnGHMmDE8/PDDODvn/ULKysri1VdfpXfv3oX6ms2Sk5nDtu+3EdokFFcPV0eXY5qM8xkYuQbu3vY3r3X3cuf8ifMOqqpw5ebmMnPuVCqGVqVcUKitfebcqVQMqUKdGo0cWF3hcvVwpfQtpdk1exdewV64e7tzeO1hzu47S8nAkldeQTEVFFAOP5/S/LTwa/reORSrm5Ulq34hMeksyecTHV3edfPl4n14urvy3aj25BoGThYLH8/dzaJNxwDw98r7KsCE8xl2yyWcz8Df6/reALsoSTmdwr6l+6jaqSrV76hOwsEEtny1BScXJyJaRlx5BVLs3TRB0zAMLBYLa9asISUlhZ49e5KdnW3rj4qKIi0tjZ07d9K6dWuWLFlCu3btbCHzn9avX09WVhY9e/a0a+/duzfffvste/fupVq1arb2Ll26XLHGjIwMMjLsP6SyM7NxcSs6/0y52bmsfn81GNBwYENHlyMm++7nTzked4RnHn7V1vbHnxvYc2AnLzz+hgMrc4wmQ5uw/tP1/Pz4z1icLPiG+RLSNITE2OITqK6Vs7MLQ+4bwVc/TubpMf1wcnKi6i21qFGlHhiGo8u7btrXLUfHBuV5+YvNHDqZTKXy3jzZoyZnktKZv+Goo8tznFzwC/ejdq/aAPiF+ZF0LIn9S/craApwEwXNY8eOUblyZc6cyTvkWa9evQLHHT2a94Fx9uxZIiMjL7m+xMS8XyyBgYF27RefJyQk2No8PT0pWfLKMx7jxo1j9OjRdm2tH2pNm0FtrrhsYbgYMlPPpNJuZLtiPZsJYC1lxeJkyXfhT3pyOu4+xXeG4qJvf/6UHXs28fSQsfh6l7a1xxzYwZmEOIaPvt9u/Mdfv84tYdV4esgrhV1qoSkVWIqoUVFkp2eTlZ6Fh48Hq99fTcmAm3dGEyC0fEVGPfEWaempZGdnU6qkN+MnjyC0XEVHl3bdDOteg68W7+O3LXmnTx04eZ4gP0/63VqJ+RuOcjY5b5LAr5TV9v8Xn+89nuSQmguDu487XuW87Nq8gr04uunmDN9rJ51ydAlFzk0RNHft2sXx48cZMGAAfn5+AMyaNYsKFfJf+BIeHg6Av78/J06cuOQ6L64nPj6ecuX+uu3LqVOn7Poh72uersbIkSMZPny4XdvE7ROvalmzXQyZ5+PO0+75dlhLWR1dkumcXZzxC/Mj7s84262ejFyDU7tOUblDZQdXZx7DMPhuzmds27We4YPHUNrP/o+pjm3uonnDKLu2V955ip5dB1KrWoPCLNVhXNxdcHF3ITM1k5M7TlKndx1Hl1QkeLjnnb946swJDh87wB0d7nFwRdePu5szuf+Yoc3NNWyf7yfOXuBMUjoNqgSw73gyAJ7uLlQP82XWqtjCLrfQBFQO4PxJ+1OJzsedp4R/CQdVJEVNsQ+a6enpPPbYY1itVh566CF8fHzw9PTk2LFj3HnnnZdcLioqijfeeIMjR44QEhKSr79Ro0a4uroyc+ZM6tata2ufMWMGZcqUoXLlaw8iVqsVq9U+wBXWYfOs9CxSTqXYnqecTiHxcCJuJdzw8PFg1aRVJMYm0mp4K4xcg7RzebdocivphrOL86VWe8Or0rkK6z5Zh1+4H/4R/sT8GkN2RjbhrcIdXZppvv35EzZuW8nD/UbibvUg6f/Ps/Nw98TN1Yp3Kd8CLwDy8ymdL5QWNye3n8TAwCvIi/OnzrPtu214lfUiolXxPkSYnpHG6bNxtudnEuI5euIQJTxL4ucTwObtayhZwgs/n9IcjzvCjF+mUKd6I6pXruO4oq+zVTvjGHBrZU4lpnHwZDJVyvvQp21F5q47Yhvz/e8HGNCxMkfjUzl5NpVBXatxJimdFdtPOrByc1XpVIXFYxaza84uQhqHcPbAWfYv20+jB26e87fl8opV0MzNzWXdunUApKSk2G7YfvDgQaZNm2Y733LMmDE8++yzHDt2jDZt2uDs7MzBgwf5+eef+fHHH/H09OSpp57iyy+/pFWrVrz44otERERw8OBB9u7dy4QJEyhdujSPPfYYr7/+Ou7u7jRp0oT58+czffp0Jk2aZLsQ6EaRcCiBpa8ttT3fOn0rAOEtwom8K5Lj/3+4aOGohXbLtXu+HYHVim+4CG0SSsb5DHb8uIP0pHR8Q3xp80wbPLw9HF2aaVas+xWAtz550a69393DaNagXUGL3DSy0rL4Y8YfXEi4gFsJNyo0rECtnrVwKsb3SQQ4fOwAb3/6ku35D/M+B6BJvbYM6PUYSecT+WHe5ySnJOFdyocm9dpwW7uel1rdDemtmTsY3KUq/+tVC7+SVk4npTN7dSxTF8bYxnz923483Fx47p7alPRwZfvBBJ76YC2Z2bkOrNxc/hH+tHyiJX/M+IOds3dSMqAk9e6rR1jzMEeXJkWExTCKx9na0dHRduc3lixZkrCwMFq3bs2wYcOoWrWq3fjvvvuOt956i507d+Lq6krFihXp2rUrL730Ei4uefn76NGjjBw5kgULFnDhwgXCwsJ45JFHeOyxx4C8YPvqq6/y2WefcfLkScLCwnj66acZMmSIXV1vvPEGKSkp/BvRG6L/1XJSPLU+Xrx+ef9by8vNdHQJRYLeD3meX6rb6QB0vH+ro0soEqIbRTtw65+YuO7BJq7bPMUmaBZXCprydwoWeRQ08+j9kEdBM4+CZh4FzaKleB/vERERERGHUdAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKVwcXYCIiPw7rf3mOLqEImHtJH9Hl1AkRG9wdAUi+WlGU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERKSYOX78OPfddx/+/v54eHhQs2ZNNm3aZOs3DIOXXnqJsmXL4uHhQVRUFPv27bvudShoioiIiBQjiYmJNG/eHFdXVxYsWMCff/7Jm2++ia+vr23MxIkTee+99/joo49Yv349JUqUoGPHjqSnp1/XWvQVlCIiIiLFyIQJE6hQoQKff/65rS08PNz2/4Zh8M477zBq1Ci6desGwJdffklgYCCzZ8+mT58+160WzWiKiIiIFHEZGRkkJyfbPTIyMgocO2fOHBo0aEDPnj0pU6YMdevW5dNPP7X1Hzp0iLi4OKKiomxt3t7eNG7cmLVr117XuhU0RURERIq4cePG4e3tbfcYN25cgWMPHjzIhx9+SKVKlfj11195+OGHefzxx/niiy8AiIuLAyAwMNBuucDAQFvf9aJD5yIiIiJF3MiRIxk+fLhdm9VqLXBsbm4uDRo04LXXXgOgbt267Ny5k48++oj+/fubXuvfaUZTREREpIizWq14eXnZPS4VNMuWLUv16tXt2qpVq8aRI0cACAoKAuDUqVN2Y06dOmXru14UNEVERESKkebNmxMTE2PXtnfvXkJDQ4G8C4OCgoJYsmSJrT85OZn169fTtGnT61qLDp2LiIiIFCNPPfUUzZo147XXXqNXr15s2LCBTz75hE8++QQAi8XCk08+ydixY6lUqRLh4eG8+OKLBAcH07179+tai4KmiIiISDHSsGFDfvrpJ0aOHMmYMWMIDw/nnXfeoW/fvrYxzz77LKmpqQwePJhz587RokULFi5ciLu7+3WtRUFTREREpJjp2rUrXbt2vWS/xWJhzJgxjBkzxtQ6dI6miIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKXTVuYiIiMh1kLv8rGnrdmpt2qpNVWRnNKOjoylZsmS+9qeffhonJyemTJnCgAEDiIyMtPVt27aN6OhoLly4cM3bCwsLY9iwYf+pZhERERH5yw01ozlixAjefvttPvroIx588EHatGlDamqqrX/btm2MHj2aYcOG4enp6cBKbzzxe+LZPW83ibGJpJ1Lo+UTLSnfoDwAudm5bP9hOyf+OEFKfApunm4E1gikdu/aePoW//28d/Fe9szfQ1pSGr4VfKnfrz7+Ff0dXZap9h3cxaIVP3Pk+AGSzicy9P4R1KnR2NaffP4csxZ8xe5927iQnkql8Or0vuMhAksHO7Dq6+9yPxcA397/bYHL1elTh2pdqhVWmYXq0wXbeeunLdzfvhrP9857T8xYEcPcDQf580gCqelZrH/nHrw8C/4O5hvVpElreP/9tXZt4eG+LFz4AABHjpxjwoTlbN58nMzMHFq2DOPFF9tRunQJR5RbaHbN2cWxTcdIPpmMs6szpSuVpk6fOniV9XJ0aVJE3DBBc9SoUUycOJEPPviAwYMHA1CxYkUHV1V8ZGdk4xviS0TrCFa9u8q+LzObhNgEIrtH4hPiQ2ZqJlu+2sLKt1fScUxHB1VcOA6vO8zW6VtpOLAh/hX9iVkYw7KJy+g6sSvu3tf32xOKkoysDMqXDaNZg3Z8/PVEuz7DMPjwq/E4O7nwcL/ncHf3ZMnKObz7WTQvD38Pq1vx2S+X+7kA6D6pu93zk9tPsv6z9VRoWKGQKixcO2LP8P2KvVQp72vXnpaZTcsa5WhZoxxv/bTFQdWZr1Ilfz7/vKftubOzBYALF7J44IEfqFo1gC++yOt/993VDB06mxkz7sXJyeKQegtD/J54KkVVwj/Cn9ycXLbP3M6yCcvoMr4LLu43TMQQExXZQ+d/Fx0dzauvvsqkSZN4+OGHbe1/P3Q+bdo0Bg4cCEBAQAAWi4WwsDDb2OPHj9OvXz8CAwPx8PCgatWqvPvuu/m2NXnyZEJDQ/H29qZ79+6cPn3arv/cuXM88sgjlC1bFqvVSv369Vm0aJHdmDZt2tC1a1d++OEHqlSpQsmSJWnXrh0HDhy4XrvkuguuHUytnrWo0CD/L0g3TzfaPdeOkMYheJX1ovQtpanfvz4JhxJIPZNawNqKj5gFMVRsU5GIVhF4l/Om4cCGuFhdOLjioKNLM1VklXp063gvdSOb5OuLP3OSQ0f2cu+dgwmrUImggHLc030IWVmZbNy20gHVmudyPxcAHj4edo9jm48RWC2QkmXyn/Zzo0tNz+KZz1Yw5v5meHm62fX1j6rBoM61qB0R4KDqCoezsxMBASVsDz+/vCM6W7Yc5/jxZMaP70SVKgFUqRLAhAmd2bkzjnXrjji4anO1fbZt3udjeW98Q31pPLgxF85eICE2wdGlSRFR5IPmq6++yujRo3n77bcvew5lly5dGDVqFAALFy5k7dq1/PTTTwCcPXuWpk2b8vvvv/Pqq68yb948nnrqKY4fP263jjlz5jBnzhwmT57Mu+++y/Lly3nsscds/ZmZmXTo0IG5c+fy6quvMmfOHKpXr06XLl3YsWOH3bq2bdvG66+/zvjx45k2bRr79+/nvvvuu167xeGyLmSBBdxKuF158A0qJzuHhNgEgmoE2dosThYCawRyZv8ZB1bmWNk5WQC4uvz1b+/k5ISLiyv7Y/c4qiyHS0tK48QfJ4hoHeHoUkzxyrfraF2zPM2qF6/TI67F4cOJtGjxEe3bf8bTT8/jxIlkADIzc7BYwM3N2TbWanXGycnC5s3HL7W6YikrLe/zoTj/bpBrU6TntVNTUxk1ahQPPfQQTz755GXHBgQE2A6l169fn9KlS9v63nrrLeLj49mzZ49tlrNdu3b51mEYBnPmzMFqzTu3KDY2ltdee43c3FycnJz45ptv2LZtG3/88QfVq1cHoGPHjuzbt49XXnmFGTNm2NZ17tw5tm7dSkBA3l/4KSkpDBw4kGPHjlG+fPl8276R5GTmsO37bYQ2CcXVw9XR5Zgm43wGRq6R7xC5u5c750+cd1BVjhcUUA4/n9L8tPBr+t45FKublSWrfiEx6SzJ5xMdXZ7DHFp5CFd310vOft7I5m04yJ+HzzLzhUt/b3JxV6tWWcaN60R4uB+nT6cyefIa+vb9jl9+GUCdOmXx8HDl9ddXMnx4CwwD3nxzBTk5BqdPF++jPn9n5Bps+XoLpSuXxqeCj6PLkSKiSM9oenh40KpVK6ZPn87q1av/9XqWLFlCu3bt7A6lF6R169a2kAlQvXp1srKyiI+PB2DRokXUrFmTypUrk52dbXt06NCBjRs32q2rTp06tpB5cV0Ax44du+T2MzIySE5OtntkZ2Zf68s1VW52LqvfXw0GNBzY0NHliAM4O7sw5L4RxJ85wdNj+vH4S/cQc3AnNarUw2IpvueiXcnBFQcJbRaK899mtYqDkwmpjPt+A68/1Aqra5GemzBV69bhdO5chapVA2jZMoxPPrmL5OQMFiyIwc/Pk3ffvZ1lyw5Qt+57NGgwieTkDGrUKHNT/Uxs+mITSceSaP5oc0eXIkVIkf7UcHJyYs6cObZzHlesWEHNmjWveT1nz561uw3Spfj4+Ng9d3PLm/pPT08H4MyZM2zduhVX1/yzeM7O9r9crrSugowbN47Ro0fbtbV+qDVtBrW5Yu2F4WLITD2TSruR7Yr1bCaAtZQVi5OF9CT7f7P05HTcfYrPBS//Rmj5iox64i3S0lPJzs6mVElvxk8eQWi5m/MCvfiYeM6fPF8sf8HuOnyGs+fT6TH2F1tbTq7Bpn2nmL5sD398cD/OTkV6zsIUXl7uhIX5cuTIOQBatAjjt98eIiHhAi4uTnh5udO8+Yfcdpu3YwstJJu+2MSJbSdo/0J7PP2K/91I5OoV6aAJ4O3tza+//krz5s3p2LEjq1evJjw8/JrW4e/vz4kTJ/5zLX5+ftSqVYspU6b853UVZOTIkQwfPtyubeL2iZcYXbguhszzcedp93w7rKWK161LCuLs4oxfmB9xf8bZbmlj5Bqc2nWKyh0qO7i6osHDPe/WLafOnODwsQPc0eEeB1fkGAd/P4hfuB++ob5XHnyDaVotmJ9f7mbX9sK0VYQHefNQp5o3ZcgESE3N5OjRJAIC7G9fdPECobVrj3D27AXatSvef3wZhsHmLzdzbPMx2j/fvlheCCf/TZEPmgBlypRh8eLFNG/enA4dOrBq1SqCgoLyjbvUrGFUVBRvvPEGR44cISQk5F/XERUVxfz58wkODiY4+PqfEG+1Wu0O3QO4uBXOP1FWehYpp1Jsz1NOp5B4OBG3Em54+HiwatIqEmMTaTW8FUauQdq5NADcSrrh7FK8DhX+XZXOVVj3yTr8wv3wj/An5tcYsjOyCW91bX/s3GjSM9I4fTbO9vxMQjxHTxyihGdJ/HwC2Lx9DSVLeOHnU5rjcUeY8csU6lRvRPXKdRxXtAku93NR4v/vj5iVlsWRDUeoe29dR5VpqhLurlQuZx+gPawu+JS02tpPJ13gTHIah+Pzzl3ee/wcJdxdKOtXEp8SxeOP0gkTfqdt24oEB3sRH5/CpElrcHKy0LVrVQB+/HEnFSv64efnydatJ3jttWUMGFCfiAg/B1durk1fbOLw2sO0erIVLu4utt8Nrp6uhfb7S4q2G+ZdEBYWxq+//kqrVq3o1KkTy5cvzzemWrW8GyRPnjyZ7t274+npSc2aNXnqqaf48ssvadWqFS+++CIREREcPHiQvXv3MmHChKuuoV+/fnz88ce0adOG//3vf1SuXNl20U9mZibjxo27bq+3sCUcSmDpa0ttz7dO3wpAeItwIu+K5PiWvCsnF45aaLdcu+fbEVgtsPAKLWShTULJOJ/Bjh93kJ6Ujm+IL22eaYOHt4ejSzPV4WMHePvTl2zPf5j3OQBN6rVlQK/HSDqfyA/zPic5JQnvUj40qdeG29r1vNTqbliX+7loMiTv1k+H1x4GILRpaOEXWER8vzyGyXP/sD2///UFALw2oDl3NqvkqLKuq7i4FIYPn8e5c+n4+XlQv345Zsy41zaDeehQAm+9tZKkpHTKlfNm6NDGDBhQ38FVm2//kv0ALHltiV1740GNiWhVPO/AINfmhgmaAJGRkcybN4+oqCi6du2ab1axbt26REdH89lnnzFx4kQqVKhAbGws/v7+rF69mpEjR/Lss89y4cIFwsLCeOSRR65p+1arlaVLl9ru63ny5ElKly5N3bp1r3ldRU1gtUDu+erShz0v11fcVe5Q+aY7VF6lYiQfjZ91yf52zbvQrnmXQqzIMa70cwFwS7tbuKXdLYVUUdHw5f862z0fdkddht1RPGd0L3r77ctfcf+//7Xif/9rVUjVFB038+8GuToWwzAMRxchlxa9IdrRJUgR0vp48Zs1/DeWl5vp6BKKhJfSisdh6f/KqXXx/krYqxW94b9fi1AcRDeKdti2c5ebd2TTqfVI09ZtppvzLG4RERERMZ2CpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREzh4ugCRETk3xnjkeHoEoqEp5xPOLqEomGtowsQyU8zmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiUkyNHz8ei8XCk08+aWtLT0/n0Ucfxd/fn5IlS9KjRw9OnTplyvYVNEVERESKoY0bN/Lxxx9Tq1Ytu/annnqKX375hZkzZ7J8+XJOnDjBXXfdZUoNCpoiIiIixUxKSgp9+/bl008/xdfX19aelJTElClTeOutt2jXrh3169fn888/Z82aNaxbt+6616GgKSIiIlLEZWRkkJycbPfIyLj0vXQfffRRunTpQlRUlF375s2bycrKsmuvWrUqISEhrF17/W/GqqApIiIiUsSNGzcOb29vu8e4ceMKHPvdd9+xZcuWAvvj4uJwc3PDx8fHrj0wMJC4uLjrXre+GUhERESkiBs5ciTDhw+3a7NarfnGHT16lCeeeILFixfj7u5eWOVdkoKmiIiISBFntVoLDJb/tHnzZuLj46lXr56tLScnhxUrVvD+++/z66+/kpmZyblz5+xmNU+dOkVQUNB1r1tBU0RERKSYaN++PTt27LBrGzhwIFWrVmXEiBFUqFABV1dXlixZQo8ePQCIiYnhyJEjNG3a9LrXo6ApIiIiUkyUKlWKyMhIu7YSJUrg7+9va3/wwQcZPnw4fn5+eHl58dhjj9G0aVOaNGly3etR0BQRERG5ibz99ts4OTnRo0cPMjIy6NixIx988IEp21LQFBERESnGfv/9d7vn7u7uTJ48mcmTJ5u+bd3eSERERERMoRlNERERketgecIdpq27rWlrNpdmNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiClumKAZHR2NxWKxPdzd3alWrRoTJ04kNzfXYXXNnj3btO8HFREREbmR3VDfDOTh4cHSpUsBSEtLY9myZTz33HPk5uby3HPPOaSm2bNns2nTJh555BGHbP96id8Tz+55u0mMTSTtXBotn2hJ+Qblbf1HNx5l/9L9JMQmkJmSSaexnfAN9XVgxYXjSvulOFq47Ee27lpHXPxx3FzdiAityp2d7ycooJxtzMr1i9iwbSVHTxwkPSONt17+Ck+PEg6sunDs+20f+5buI/V0KgDe5b2J7B5JcO1gB1dWeHJzc9k5ayexq2NJT0rHw9eD8Jbh1OhWA4vF4ujyrhvnlqFY/9cM53rBOAWXIvWu78j+eY/dGGt0W9weqofFx52c1UdJe3QuufsT7Ma43FYJ66jWONcKhPRsslcc5sJd3xXmSykUexfvZc/8PaQlpeFbwZf6/erjX9Hf0WVJEXDDzGgCODk50aRJE5o0aULbtm0ZM2YM3bp1Y9asWY4u7YaXnZGNb4gv9fvXv2R/QOUA6vSuU7iFOdiV9ktxtPfQLlo36cyIR8fzxIMvk5OTzXtTRpORmW4bk5mVQY0qdenUtocDKy18nn6e1OlVh06vdKLjmI4EVg9k5dsrSTqW5OjSCs3uubvZt2Qf9fvX57YJt1G7d212z9vN3kV7HV3adWUp4UrOH6dIe2xegf1uzzTH+lhj0h6ZS0rTzzAuZFJiwf1g/Wv+xuWuanh8cRdZX2wjpe5HpLScSta3OwrrJRSaw+sOs3X6ViLvjKTTK53wCfFh2cRlpCelX3lhKfZuqKBZkFKlSpGVlWV7npGRwfPPP09oaChWq5Vq1aoxffp0u2XWrl3LHXfcQXBwMCVKlKBOnTp89dVXdmOmTZuGxWLhzJkzdu116tRhwIABAAwYMIAvvviCXbt22Q7pDxgwgF9++QWLxcK+ffvslk1MTMTDw6NIHmoPrh1MrZ61qNCgQoH94S3CibwzksAagYVcmWNdab8UR48/8BLNGrQjODCE8sHh9O/5GAnnznDk2AHbmPYtbqdTm7sIr1DZgZUWvnL1yhFcJ5hSQaXwKutF7Z61cXF34cz+M1deuJg4s+8M5euVp1ydcpQMKElIoxCCIoM4e/Cso0u7rrIX7ifjpaVkz95TYL/1iSakv7qC7Dkx5O44xYX+P2EJLoVr96p5A5yd8Hi7M+kjFpH58SZy950ld/dpsmbuKsRXUThiFsRQsU1FIlpF4F3Om4YDG+JideHgioOOLk2KgBvq0DlAdnY28Neh8x9//JHnn3/e1t+rVy9WrVrFyy+/TLVq1Zg/fz733Xcfvr6+dO7cGYDDhw/TvHlzhg4diru7O6tXr+bBBx8kNzeX/v37X3UtL774IqdPn2bPnj188803AAQEBBAWFka5cuWYOnUq48aNs42/GHjvvffe/7wfRApLWvoFADw9Szq4kqIlNzeXo+uPkp2RTelKpR1dTqEpXak0B5YdIPlkMl5lvUg8nMjpvaepd289R5dWaCzhvjiVLUX2kr8FqeQMctYfw7lJebK+34lzvbI4lfeCXIOSm4ZgCSpJzh9xpD+7mNxd8Y4r/jrLyc4hITaB6rdXt7VZnCwE1gi8qf4Ak0u7oYJmamoqrq6udm29e/e2nZ+5bNky5syZw6+//sqtt94KQIcOHTh58iQvv/yyLWj26dPHtrxhGLRq1Ypjx47x8ccfX1PQrFixIgEBARw+fJgmTZrY9Q0cOJCpU6cyduxYnJ2dAZg6dSp33XUXPj4+1/zaRRwhNzeXmXOnUjG0KuWCQh1dTpFw7ug5Fo9eTE5WDi7uLrR8oiXe5bwdXVahqd61OllpWcwbMQ+LkwUj16DW3bUIax7m6NIKjVNQ3h9dxqkUu/bc+FQs/9/nFJF3Drv7S21I+9+v5Maewzq8GSWWDiCl6iSMxLTCLdokGeczMHIN3L3d7drdvdw5f+K8g6qSouSGOnTu4eHBxo0b2bhxI6tWreLdd99l4cKFDBo0CIBFixbh5+dHu3btyM7Otj06dOjA1q1bycnJAfIOYT/++OOEhobi6uqKq6srn3zyCXv3Xr9zjB588EFOnjzJwoULAdi+fTtbtmzhwQcfvOQyGRkZJCcn2z2yM7OvW00i1+q7nz/leNwRHrp3uKNLKTJKlS1Fp1c7cWv0rdzS7hbWfbKOpOM3zzmaR9Yf4fCawzR7uBmdXulEk8FN2LNgDwdX6jCpHae8C6PSx60ke9ZucrecJO2B2WAYuPasfvllRYqRG2pG08nJiQYNGtieN2/enOzsbJ5++mmGDx/OmTNnSEhIyDfredHJkycpX748AwYMYM2aNbz00kvUqFEDLy8vPvzwQ77//vvrVmtYWBgdOnRgypQpdOnShalTpxIeHk7btm0vucy4ceMYPXq0XVvrh1rTZlCb61aXyNX69udP2bFnE08PGYuv981zaPhKnF2cKRVYCgC/cD8SDiUQ82sMjR5o5ODKCse277ZRrWs1QpvmzXD7VPAh9Uwqf/7yJxEtIxxcXeHIjcubybQElsSI+2tW06lMCXL+iMsbczJvNi/3z9N/LZiZQ+7BRCwVis8MuLWUFYuTJd+FP+nJ6bj7uF9iKbmZ3FBBsyDVqlUDYNeuXfj5+REQEMD8+fMLHFumTBnS09OZO3cub731Fo899pit75/34nR3z/sByczMtGtPTEy86toGDRrEvffey/Hjx/nmm294/PHHL3v7j5EjRzJ8uP3M0cTtE696eyLXg2EYfDfnM7btWs/wwWMo7XdzXQB2rYxcg9wsx93Lt7BlZ2bn+xyzOFnAcFBBDmAcSiT35Hlc2oWT+f/BklJWnBuXJ/PjTQDkbD6JkZ6NUxV/clYfyRvj4oRTmA+5R4rPDLizizN+YX7E/Rlnu/WbkWtwatcpKne4uS4WlILd8EFz586dAJQuXZqoqCgmTpyIm5sbtWrVKnB8UlISubm5uLm52drOnz/PnDlz7MaVL5/3A7N7926Cg4Nt/3/06FG7cW5ubqSnF3wLh27duuHr68u9995LQkKC7Wr1S7FarVitVrs2F7fC+SfKSs8i5W/nG6WcTiHxcCJuJdwoUboEGSkZXDh7gbT/P68o+WQyAO7e7nj4eBRKjY5wpf1SHH378yds3LaSh/uNxN3qQdL5vD+uPNw9cXPNe38mnU8k+fw5Tp89CcDxuMO4Wz3w8ylNCc9SDqvdbNu+30Zw7WA8/T3JTs8mdk0s8XviafNMG0eXVmjK1SnHrjm78CztiXc5bxIPJxKzMIaIVsVsNrOEG063+NmeOoX54FQ7CCMhDeNoEhnvrsP9hVbk7k8g91Ai7mPaYZw4T9bFq9TPZ5D58SbcX26LcTSZ3MPnsP6vOUCxu/K8SucqrPtkHX7hfvhH+BPzawzZGdmEtwp3dGlSBNxQQTM3N5d169YBeTONmzdvZuzYsVSvXp1WrVrh6urK7bffTqdOnXj22WepVasWqamp7Nq1i/379/PZZ5/h7e1Nw4YNGT9+PAEBAbi4uDB+/Hi8vb2Jj//rSsDGjRtToUIFnnrqKcaNG0dycjLjx4/H39/+BrTVqlVj6tSpfPvtt1SqVInSpUsTFhYGgKurK/379+f111+nY8eOVKhQdG+Rk3AogaWvLbU93zp9K5B3W6MmQ5pwfMtx1n+63ta/ZvIaACLvjKTmXTULt9hCdKX9UhytWPcrAG998qJde7+7h9GsQTvbmHlLZtj63vx4VL4xxVFGcgbrPl5H2rk0XD1c8Qnxoc0zbShbs6yjSys09fvVZ/uP29k0bRMZyRl4+HpwS9tbqHFnDUeXdl05Nwim5NIBtuceb3UCIPOLbaQ9MJvM11djKeGGx0e3592wfdURUm/7GjL+Oq8+/dlFkJ2Lxxd3YvFwJXvDMVKjvoBzxev+kqFNQsk4n8GOH3eQnpSOb4gvbZ5pg4d38Z2EkKtnMQzjhjjgER0dbXf+oouLCxUqVKBz5868/PLLlClTBsgLoOPHj+frr7/m8OHDeHt7ExkZycCBA7n//vsB2L9/P0OGDGHdunX4+/vz+OOPk5KSwhtvvEFKyl+zV5s3b+bhhx9m586d3HLLLbz99ts8/fTT1KlTh2nTpgGQnJzMkCFDWLx4MWfPnqV///62Psi7Z2ezZs34/vvv6dWr17W/7g3R176zpNhqfbyno0soEpaXm+noEqQIeaqpoysoGt5e6+gKioboRtEO2/ayn8ybrW57g/4xd8MEzRvVSy+9xAcffMDx48fzHRa/Ggqa8ncKmnkUNOXvFDTzKGjmUdAsWm6oQ+c3kpiYGGJiYpg0aRKPPvrovwqZIiIiIjcyBU2TXDw036lTJ0aOHOnockREREQKnYKmSX7//XdHlyAiIiLiUDfUNwOJiIiIyI1DQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYujCxCRq7e83ExHlyBS5HR6pK6jSygSOrLV0SVIETFu3DhmzZrFnj178PDwoFmzZkyYMIEqVarYxqSnp/P000/z3XffkZGRQceOHfnggw8IDAy8rrVoRlNERESkGFm+fDmPPvoo69atY/HixWRlZXHrrbeSmppqG/PUU0/xyy+/MHPmTJYvX86JEye46667rnstmtEUERERKUYWLlxo93zatGmUKVOGzZs306pVK5KSkpgyZQrTp0+nXbt2AHz++edUq1aNdevW0aRJk+tWi2Y0RURERIqxpKQkAPz8/ADYvHkzWVlZREVF2cZUrVqVkJAQ1q5de123rRlNERERkSIuIyODjIwMuzar1YrVar3scrm5uTz55JM0b96cyMhIAOLi4nBzc8PHx8dubGBgIHFxcde1bs1oioiIiBRx48aNw9vb2+4xbty4Ky736KOPsnPnTr777rtCqDI/zWiKiIiIFHEjR45k+PDhdm1Xms0cNmwYc+fOZcWKFZQvX97WHhQURGZmJufOnbOb1Tx16hRBQUHXtW7NaIqIiIgUcVarFS8vL7vHpYKmYRgMGzaMn376iaVLlxIeHm7XX79+fVxdXVmyZImtLSYmhiNHjtC0adPrWrdmNEVERESuAzPvddyWGlc99tFHH2X69On8/PPPlCpVynbepbe3Nx4eHnh7e/Pggw8yfPhw/Pz88PLy4rHHHqNp06bX9YpzUNAUERERKVY+/PBDANq0aWPX/vnnnzNgwAAA3n77bZycnOjRo4fdDduvNwVNERERkWLEMIwrjnF3d2fy5MlMnjzZ1Fp0jqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiin8dNOfMmcOtt96Kn58fbm5uhIeHM2TIEPbu3Xs96ysU27ZtIzo6mgsXLji6FBEREZFiw+XfLPTcc88xYcIE7r77bj799FMCAgI4cOAAU6dOpXfv3mzduvV612mqbdu2MXr0aIYNG4anp6ejy3GI+D3x7J63m8TYRNLOpdHyiZaUb1De1m8YBjtm7eDAsgNkXciidOXSNBzQkFJBpRxYtfmutF+Kq8u97tzsXLb/sJ0Tf5wgJT4FN083AmsEUrt3bTx9i9fPj34u8lxpP3x7/7cFLlenTx2qdalWWGWaztPqwuAuVWlVuyx+Ja3sPZbE2z/uYPeRczg7WRjStRrNagQS7O9JSno2m2JO88HPf3ImOd3RpZsmNzeXnbN2Ers6lvSkdDx8PQhvGU6NbjWwWCyOLk+KgGsOmvPnz2fChAm8+OKLjBkzxtbeqlUrBg4cyNy5c69rgTeijIwMXF1dcXK6cc5MyM7IxjfEl4jWEax6d1W+/t3zdrN30V6aDG5CiYAS7PhxB8smLqPL+C44uzk7oOLCcaX9Ulxd7nVnZ2aTEJtAZPdIfEJ8yEzNZMtXW1j59ko6junooIrNoZ+LPFfaD90ndbd7fnL7SdZ/tp4KDSsUUoWFY+S9dYgoW4oxX27hTFI6HRuW571hzbj31aVcyMimSgVvPl8Yw77jyZTydOWpHjWZOKQxD7y+3NGlm2b33N3sW7KPJkOa4F3Om4RDCaz/dD2uHq5U6VjF0eVJEXDNSejNN98kMDCQF198scD+rl27ApCens7w4cMJDg7G3d2dOnXq8NNPP9mNHTBgAJGRkfz222/UqlULDw8PWrduTWxsLAkJCfTq1QsvLy8qVqzI999/b7dsmzZt6Nq1K19++SUVK1bEw8ODNm3aEBMTYxsTGxuLxWLhhx9+sFv2ySefJCwsDIBp06YxcOBAAAICArBYLLY+gGPHjnHfffdRunRpPDw8aNWqFZs3b7ZbX1hYGMOGDWPixImEhobi4eFBQkICx44do1evXgQGBuLu7k54eDhPPfXU1e/sQhRcO5haPWtRoUH+XwyGYRCzMIYad9SgfP3y+Ib40mRIE9LOpXFs8zEHVFt4LrdfirPLvW43TzfaPdeOkMYheJX1ovQtpanfvz4JhxJIPZPqgGrNo5+LPFf6OfDw8bB7HNt8jMBqgZQsU7KQKzWP1dWJNrXLMvnnP9l24CzHzqQyZUEMx06ncmeLMFLTs3li8lqWbD3BkfgUdsUm8ubM7VQL8SHQ18PR5ZvmzL4zlK9XnnJ1ylEyoCQhjUIIigzi7MGzji5NiohrCprZ2dmsXr2a9u3b4+rqetmxffv25eOPP+bZZ59l9uzZVK9enR49ejBnzhy7cXFxcTz99NO88MILfPPNNxw4cIC+ffvSu3dvatasyY8//kj9+vW57777OHz4sN2yW7ZsYdy4cYwfP54vv/ySkydP0rFjRzIyMq76NXXp0oVRo0YBsHDhQtauXWsLxImJibRo0YJt27YxadIkfvzxR0qUKEG7du2Ij4+3W8+PP/7I3Llzeffdd/n5558pUaIE/fr1Y/v27bz33nssXLiQ0aNHk5OTc9W1FRWpp1NJT0onKDLI1ubm6YZ/hD9n9p9xYGVSVGRdyAILuJVwc3QphUY/FwVLS0rjxB8niGgd4ehSritnJydcnJ3IzLL/DM/IyqF2Rf8Clynp4UpursH5tKzCKNEhSlcqzak/T5F8MhmAxMOJnN57muBawQ6uTIqKazp0fvbsWTIyMggJCbnsuO3btzNr1iw++ugjhgwZAkCnTp2IjY1l9OjR3HHHHbaxCQkJLF++nBo1agBw4sQJHnvsMUaMGGGbNW3YsCGzZs1i9uzZPPHEE7ZlT506xfLly6lUqRIAdevWpUqVKkybNs223SsJCAigYsWKANSvX5/SpUvb+t555x3OnTvHhg0bKFOmDADt27encuXKvPHGG0ycONE2NisriwULFlCiRAlb24YNGxg3bhy9e/e2tfXr1++q6ipK0s6lAeDu7W7X7u7tTnpS8T33SK5OTmYO277fRmiTUFw9Lv8HaHGin4uCHVp5CFd312J3FOBCRjY7DiYwsFMVYuNSSDifTof65YkM9+PY6fwz+W4uTjxyR3UWbz7GhfRsB1RcOKp3rU5WWhbzRszD4mTByDWodXctwpqHObo0KSL+1UmEVzrBd+XKlQD07NnTrv3ihUKpqX/9UAYHB9tCJkDlypUBiIqKsrX5+PhQpkwZjh49are+yMhIW8gEuOWWW6hduzbr16+/xldUsEWLFtG2bVv8/PzIzs4mOzsbZ2dnWrduzcaNG+3GtmnTxi5kAtSrV4833niDDz/8kP37919xexkZGSQnJ9s9sjOL7weU3Phys3NZ/f5qMKDhwIaOLkeKgIMrDhLaLLRYnaN60eivNmMBfnm1I8vfvp1ebSJYvPkYhmHYjXN2sjD2gQZYLDBxxnbHFFtIjqw/wuE1h2n2cDM6vfJ/7d15eEz3/gfwz8keS/bIvhGJBCFbJUSJxO5SW0KIpSoUtRVttbZSWm1DRHJRorWU0CuW2m5L7XtqKWK7KNkkiOzJJJP374/85nRGwm1vTcacfF7P42lz5gzfczJzzvt81x4UFBNEN/bfoLvH72q6aOw18ZeCpqWlJRkZGdGDBw9eul9eXh7p6+uThYWFynYbGxsCQM+ePRO3mZmZqexjYGDwwu1lZaq1BIpaxuf/jaysrP9yJH/O48ePaefOnaSvr6/yZ+PGjTVCr42NTY33JycnU1hYGH388cfUvHlzatGiBe3YseOF/96SJUvI1NRU5c+J7zQ/AMXYrLp/0fO1NGX5ZTVqc1j9oQiZxY+LKfSD0HpVm0nE34va5NzMocKsQmrWqZmmi6IWGY9LaMKKkxT6/o/01tx/05ivjpGerg5lPPmj8kRXR6DP3g4kW4sGNHnlKUnXZhIRXdp6ibz6eJFLsAuZOZmRW4gbeXb3pOt7rmu6aOw18ZeCpp6eHnXo0IEOHTpElZUv/vJYWFhQRUUF5eXlqWx/9OgRCYJQI0T+r57vJ6n4N+zs7IiIyMio+mIvk8lU9nm+XC9iYWFBPXr0oPPnz9f48/zAptpqee3s7CgpKYkeP35M586dI09PT4qMjKS7d2t/0vvoo48oPz9f5U/IyJA/VVZ1amjdkIxMjSj7Wra4raK0gp7cfUJW7lYveSeTKkXILMwupNAPQ8mwsaGmi1Tn+HtR090jd8nCzYLMXcw1XRS1KpPJ6UlBOTU21qd2LZrQ8SvVnwFFyHS0bkiTV56ighLp9s1UqJRV1rj/CToCEV7wBlbv/OXpjaZPn069e/emzz77jObNm1fj9X379lFISHU42r59O8XExIivbd++nXx9fWs0Mf+vrl69Snfu3CF3d3ciIrpz5w5dvnxZ7J/ZpEkT0tfXp7S0NPE9MpmMjh5VnWpCUYv6fI1peHg4bdq0iby8vP5WmXV0dCgwMJAWLVpEu3fvpjt37lDTpjU7yhsaGpKhoeoNW8/gf5rq9C+rKKugokdF4s9FuUWU93seGTQ0oIZWDcmzhydd23WNGts2pkbWjejKD1fI2MyYHP2lPafkfzsvUvWy4zY2M6YT8Sco734evTn9TUIVxP6KBo0MSFdPOk2m/L2o9me+BxWlFfTg3APyjfLVVDHVrl2L6plJfs8pIkerhjTprZb0+6NC+vHMA9LVEWjxmEDydDKjGavPkI4gkMX/P4AVlMioUi7N5OXQ1oGu7b5GDawakKmDKeX9nkc3D9ykpm9KazAY+9/95RTTq1cvmjVrFs2fP5+uX79OQ4YMISsrK7p37x4lJSVRfn4+Xbx4kQYMGEDTp0+n0tJS8vT0pE2bNtGpU6do165dr6zwNjY29I9//EOcz3POnDnk4OBAo0aNIqLqgDdgwABauXIlubu7k5WVFa1cuZIAqDyBeXlVTyickJBAb731FjVo0IBat25N06dPp82bN1OnTp1oypQp5OzsTLm5uXT27Fmyt7d/6VRF+fn51L17d4qOjiZPT0+SyWQUHx9PZmZm5Ofn98rOwavy9N5TOrz4sPjzxe+rJ913C3GjoHFB5NXbiyrLK+l80nmSlcjI2sOaOs/sLMl+WMr+23mRqpcdd6sBrSjj1wwiIjrwyQGV93WZ3YVsvGp2I9FW/L2o9me+B7+frp4VxCXYpe4LWEcaGevT+H94UxMzIyooqaAjlzNp1Z40kleBbC2M6U2f6ta0jR+GqrxvQtwJunhHmtP9+I/wpyv/ukIXvr1A5QXlZGxuTO6h7tSyf8v//mZWLwh4vhfzn7Rr1y5auXIlXbhwgYqLi8nBwYG6d+9OM2bMIHd3dyotLaXZs2fT1q1b6enTp9SiRQuaN28eDRgwQPw7Ro0aRRcuXKCrV6+K244cOUKhoaF0/vx5CggIELe7urpSnz59aOXKlURUPfimUaNGNHDgQPr0008pKyuL2rVrR6tWrRKDIxFRbm4uxcTE0OHDh6lx48Y0c+ZMunfvHu3cuZPu378v7rdgwQJau3YtZWZmkpOTk/hadnY2ffLJJ7Rv3z568uQJNWnShIKCgmjatGnUvn37WstGVD2wZ9KkSXT8+HF68OABGRsbU0BAAC1atIgCA//8oIn55+b/6X0ZY6w+OrhRurWof0X3aO1alU9d5r8xX3P/thrv2Zo8rr/jfw6amqYImlJfiYiDJmOMvRwHzWocNKtx0Hy9aM8aiYwxxhhjTKtw0GSMMcYYY2pRN0Oa1eDIkSOaLgJjjDHGGHsJrtFkjDHGGGNqwUGTMcYYY4ypBQdNxhhjjDGmFhw0GWOMMcaYWnDQZIwxxhhjasFBkzHGGGOMqQUHTcYYY4wxphYcNBljjDHGmFpw0GSMMcYYY2rBQZMxxhhjjKkFB03GGGOMMaYWHDQZY4wxxphacNBkjDHGGGNqwUGTMcYYY4ypBQdNxhhjjDGmFhw0GWOMMcaYWnDQZIwxxhhjasFBkzHGGGOMqQUHTcYYY4wxphYcNBljjDHGmFpw0GSMMcYYk6CEhARydXUlIyMjateuHZ07d67Oy8BBkzHGGGNMYpKTk2n69Ok0b948+vXXX6lNmzbUvXt3ysnJqdNycNBkjDHGGJOY2NhYGjt2LI0ePZq8vb1p1apV1KBBA0pKSqrTcnDQZIwxxhh7zZWXl1NBQYHKn/Ly8lr3lclklJqaSuHh4eI2HR0dCg8Pp9OnT9dVkauBsZcoKyvDvHnzUFZWpumiaBSfh2p8HqrxeajG56Ean4dqfB7Ua968eSAilT/z5s2rdd+MjAwQEU6dOqWyfebMmXjjjTfqoLR/EACgbqMt0yYFBQVkampK+fn5ZGJiouniaAyfh2p8HqrxeajG56Ean4dqfB7Uq7y8vEYNpqGhIRkaGtbYNzMzkxwcHOjUqVMUHBwsbp81axYdPXqUzp49q/byKujV2b/EGGOMMcb+Jy8KlbWxsrIiXV1devTokcr2R48eka2trTqK90LcR5MxxhhjTEIMDAzI39+fDh06JG6rqqqiQ4cOqdRw1gWu0WSMMcYYk5jp06fTyJEjKSAggN544w1avnw5FRcX0+jRo+u0HBw02UsZGhrSvHnz/nR1vVTxeajG56Ean4dqfB6q8Xmoxufh9RIZGUm5ubk0d+5cys7OprZt29KBAwfIxsamTsvBg4EYY4wxxphacB9NxhhjjDGmFhw0GWOMMcaYWnDQZIwxxhhjasFBkzHGGGOMqQUHTcYYY4wxphYcNBljjDHGmFpw0GT1VmVlpaaLoHFVVVUqP9fn2c7kcjkR1TwnrH5SfB7qM8U5qM/XBfb3cdCsZ5RvooqLR329iOjp6VFRURElJCRouigaIZfLSUen+hKQlpZGRESCIGiySBqlq6tLRESff/45HT9+XMOl0YzawlV9Dd66urpUUlJCe/fuJaL6dx4qKytJV1eXiouLae7cubRnzx5NF4lpKQ6a9YhysCguLqacnBwi+iNc1MfAuXnzZpo6dSpdvnxZ00WpU3K5XAxWkyZNonHjxtG2bds0XCrNUA5XMTExlJiYSMbGxvWuRkv5M3Hp0iW6ePEiVVRUiNeM+ui9996jiRMnEhHVq/Mgl8tJT0+PCgsLKTg4mI4dO0ZXrlyhysrKenmfYH9P/fnm1HPKN5GJEydSp06dyMPDg/r160dbt24lACQIQr27iPj5+ZGtrS2dPHmSiOpPc5nisxAREUF79+6lcePGUUBAgIZLpRmKc5GRkUGWlpa0bNkyCggIELfXF4rjjY6OprCwMAoJCSE/Pz9KTU3VcMk0591336Xi4mJav369potSp3R1damsrIy6detGNjY2tHr1apo1axbp6fGq1eyv46BZTyhuIsOGDaO9e/dS//79admyZVRWVkaffvopvf/++0Qk7aZT5aYvRaAMDAykfv360eLFiykvL69ehYvY2Fi6cOECJScn0+DBg6lp06ZUVlZGjx8/1nTR6tyCBQvIycmJvvnmG7K1tdV0ceqU8sPVihUr6PTp07R8+XKKi4sjMzMz6tWrF+3fv1/yTce1PWS7uLhQixYt6PDhwy/cR0qUj+/nn3+mrKws+uyzz6hFixakr69PZ86coYSEBFqxYgXl5uZqsKRMm3DQrEeOHz9OJ0+epMTERJoxYwa9/fbb9Omnn9KNGzdIV1eXZDKZpouoNgBIR0eHZDIZyWQylUA5dOhQMjQ0pJSUFCKqP32xHj58SM7OztS2bVsyMDCg1NRU6tOnD3Xq1InCw8PpypUrmi5inWnVqhWFh4dTUVERPXnyhIjqz2AxxXdhz549lJmZSVOmTKHo6Gh65513aNu2bRQQEEDR0dF08OBByX43FC06zx+ftbU1TZw4kbZs2UInT56U9IO4XC4nQRCosLCQiKo//yUlJVRWVkZpaWk0b948evPNNyk2NpamTp1Kb7/9toZLzLQGmGRVVlYCAKqqqgAAycnJMDc3x6NHjwAA169fh5WVFSIjI1FcXAwAuHLlimYKWwfKy8vRu3dvtGrVCvv378fdu3fF18LDwxESEqLB0tUduVyOqqoqjBs3Du7u7li6dCmmTJkCQ0NDdOnSBbNnz4arqyt69+6t6aKqhVwur3X77t274evrCzMzM1y/fh3AH98hqVu5ciUsLCzg6OiIAwcOAPjj2HNyctCrVy9YWlriwIEDLzx/2kpxnOXl5fD398fMmTOxf/9+8fXCwkJ06NABMTExKCsrE6+nUqI4psLCQpiamiI2NhYPHz6Es7Mz7Ozs4OrqCmtrayQlJSErKwv79u2DIAg4deqUhkvOtAEHTYlSvhiuXLkSt27dws8//wxDQ0Pcv38f6enpMDc3R2RkJAoLCwEA3333HWbOnIknT55oqthqVVZWhri4OPTv3x8WFhbw8fHBF198gadPn+L06dNwdnbGhg0bNF3MV+5FYamgoABvvPEGnJ2d0a5dO8TFxYmvffzxxwgMDERJSUldFbNOKJ+Le/fu4fbt2yoPHPv374evry8cHBzqVdhMT0/H4MGDIQgCoqOjxe2KUJmTk4O+fftCEAT89NNPmirmK5Ofn4/8/Hzx55KSEvz888+YP38+vLy8YGNjg759+2Lv3r0oLy/H8uXLYWtri8ePHwOApMKm4vMtl8uxbNkydO3aFRcvXgQAPHjwAEuWLMGGDRtw9epV8T07duyAl5cXbty4oYkiMy3DQVOClGscoqKi0LRpU6SmpuLSpUto1qwZIiMjYWFhgSFDhqCoqAhA9Y0kMjIS0dHRYvDUdi8LCHv27MHs2bPRqFEjBAUFoWvXrmjTpg2mTJkC4MW1XtpG+RysW7cOH330Eb7++mv8/PPPAKprcbKzs5GRkSHu9+TJE/Tr1w+RkZEoLy+v8zKri/LvdOzYsWjdujWMjIzg7OyMOXPmiOdq//798PPzg729vXgjlVLYfNGxZGVlISIiAk5OTpg/f764XXHesrOzERERgZs3b9ZJOdWlrKwMa9euxYABA8Sw2bJlSyxYsAAAcPfuXezduxf+/v7w9PREQEAA1qxZA319fcycOVOTRVeb4uJiLFmyBL169cLChQshl8trvQaWl5fjt99+Q8eOHdGzZ0/JXCeZenHQlLD8/HzExMRg165d4rYvvvgCgiDA09MTv/76KwDg1q1bGDNmDGxtbbX+CbWsrAwAxIBUVFSE2NhYzJ49Gxs2bEBaWprK/rdu3cLixYvRsWNHCIIAPT09pKam1nm51UG51mXgwIFwdHSEj48P2rRpAwMDAyxYsADPnj1Tec+lS5cwevRoWFlZ4dq1a3Vd5DoRHR0NR0dHxMfHY/Xq1Rg/fjwMDAwQFRUldiHZs2cP2rVrB0NDQ60PVsqUQ+apU6eQkpKCmzdvIisrC0B1zeaAAQPQvHnzWsOmVILFhg0b4OHhgeDgYDg7O6NLly74/fffVfaRyWQ4cOAARowYAWtraxgbG6Nt27bIzc0FIK1azXXr1kEQBJiYmOCbb74BUH18yseYm5uLGTNmICQkBP7+/pDJZACk85lg6sNBU6KmT5+Oxo0bw8XFpUa/yyVLlsDa2ho+Pj4IDg5GQEAAnJycxOYSbfXbb79h0KBB4vHm5+fDw8MDNjY2cHZ2ho6ODtq3b49Vq1apvE9xMV23bp1Yq6noxygFS5YsgYuLC44cOSLWYL///vsQBAF79+4VbxSffvopPDw84O3tjcuXL2uyyGpz4cIFNGvWDFu3bhWPu7i4GFu2bIGxsTGmTZsm7puSkoLQ0FDcunVLU8V9pZQDQWRkJJycnGBoaAg7Ozt07twZZ8+eBQBkZGRg0KBBcHd3x8KFCzVVXLVbvnw5dHR0YG5ujjNnzgB4caA+ceIEli9fDiMjI6xcubLOy1oX4uPjIQgCWrdujUuXLtV4/datW+jSpQvGjh2LiooKABD/y9jLcNCUCOULo0wmw4oVK+Dn5wcTExMxQJaWlor77Nu3D3FxcRgzZgzWrl2r0k9NW8XFxcHKygr9+/fH9evXsXbtWnTr1g1paWmoqKhAamoqunbtCm9vb/GpHVA9d1OnToWTk5NYsyUFAwcORHR0tFjLe/v2bVhbW2Po0KEqfTAzMzMRFxeH+/fva6qoanfy5Eno6empDPYAqmvAFyxYAGNjYzFwARCDuZRMmTIFrq6u2L17Nx4+fIgDBw6gXbt20NHREa8DWVlZYhebL774QsMlfnWUv+sffPABfH194eHhgZCQEPFzr7yP8v9XVlZi9OjR6Ny5M549e6a1D6Iv6wby9ddfw9zcHCNGjBD7KAN/nAfl45ZSdxKmXhw0JUZxsSwuLkZSUhLs7e3RqlUrMWQqmpalavny5WjevDkGDBiA3r1748MPP1R5/fbt2wgPD0f79u1x584dcbviQnr48GE4ODiI3Qq0WVVVFWQyGUJCQjB27FgA1TMNmJubIyIiQgxR8+bNw/HjxzVZVLWo7UZ44sQJGBsbIzExEYBqkDh9+jT09fWxZ8+eOitjXXv69Cn8/PywdOlS8Zrwn//8B6amphg6dCiKi4vFc/Lw4UOMHDkSt2/f1mSRX7nS0lL85z//gUwmQ0FBARITE9GyZUt06NBBDNqKc/B8jd0XX3wBFxcX5OXl1XWxXwnF8RQVFeHzzz/Hu+++i2XLlol9tgFg8eLFsLKywogRI1S6GikHa20N2UwzOGhKyNy5c9G6dWuxj2FpaSmSkpLg4OCAdu3aiTcWRd8aKVEODF999RW8vLxgbm4ujqSuqKgQg0dqaioEQcD333+v8ndUVVUhIiICNjY2yMnJqbvCvyIvuvi//fbbaNq0Ka5cuQJLS0sMGjQIBQUFAIAbN26gR48eSExMlFRfK+WQuWnTJvzrX/8Sf1b8jp/vUnLmzBk4OTlJYlT1i9y7dw+NGjVCSkoKAODatWuwsLBARESEWIv/3Xff4eHDhwCkV2tVWVmJ3r17o127djh58qS4PSEhAd7e3ujQoQPS09MBVNfwf/LJJ2IfXZlMhvHjx6N58+bi6HNtojyFkaenJzw9PREcHAw7OzsEBgZi1qxZ4r5Lly6FtbU1Ro8eLekp71jd4KApIStWrECbNm0QFhYmhs2SkhIkJSXByclJJWxK7QYCqB5TXFwczMzM4OjoKPY3VDzNl5SUwMHBAfPmzavx/hkzZuDcuXN1VuZXQS6Xq9S8lJSUqMwccO3aNTg6OkIQBAwZMkTcnpubi9GjR6N169Y1BkJos+f7Inp7e2P69OnigJfLly8jMDAQDg4O2LFjB+7fv4+bN28iOjoarq6uyMzM1FTRX6naHjwqKyvRrFkzTJ8+HRkZGbCwsMDgwYPFB49jx46hf//+Yg23FGuuvvnmG3h4eKB37944duyYuF1Rs9m6dWusXbsWQUFB8PX1Fa8r9+7dQ6dOnbS6L3tlZSWGDBmCTp06iX2PKysr0blzZ+jr66u0bCgGji5atEhTxWUSwUFTS70oKCYlJcHHxwehoaE1wqabmxs8PDwk1Xz+ssAcHx8PFxcXdO/eXezcXlVVhStXrsDKygrx8fF1VUy1KC0tVZmWCAAmTpyIoKAguLu7Y+3atXj27BkqKyvxzTffwN3dHd7e3jh48CDi4uIQEREBU1NTyQ78mTBhAlxdXXH48GExSAHVn4Hz58+jV69eEAQB5ubmaN68Oezs7GodBKFtqqqqanwvFIGxrKwMc+fOhaOjIwwNDTF06FDxtSdPnmDkyJHo2LGjuKiDtlM+D8r/v3nzZjRt2rRG2ExKSkJQUBDs7e3Ro0cPsfVH8V5t77tdXl4OX19fLFy4UDy2nTt3QkdHB19//TUA1WPctGmTJCslWN3ioKnlFLUvyjUPitHToaGhKgOBEhMT0apVK9y7d08DJX31lGsoU1JSsHLlShw7dkylNu/rr7+Gi4sL7O3t8dVXX2H69Ono2LEjfHx8tHrEZEVFBQYOHIgWLVqI/XJHjRoFFxcXjB07Fm+99RYEQcDkyZORm5sLmUyGQ4cOoXPnznBzc4OnpycGDhyoMgmzlKSnp8PT0xOxsbEqNZzP19Bt3boVcXFxWL9+vdbX6lZUVNToFrNo0SKMGzcO06ZNEx9Kbt68iZ49e8La2hqzZs2CTCbDTz/9hJEjR8LMzExyn4ni4mLxd6v8nVeEzZ49e6o0oz969Ag3btyotZ+mttXwPj8P7oMHD2BsbIykpCQA1UFSEAQsXrwYwB99N0+fPq3yPm2+VjLN46CpZZRvmrNnz4a1tbU436HyRXD16tWwsrJCaGioWGNVWlpaY95EbaV4yi4oKEBwcDDc3d3h5eUFQRAwffp0lZqpFStWwMLCAk2aNEHv3r2xbt068cKpzU/rX3/9NXx8fBASEoK0tDRMmDABhw4dEj8HCQkJEAQB48ePF5uNgerBH4WFhVpfO/MyFy9ehCAIOHr0KICay7FKTWlpKXr37o1FixaJxzpo0CDY2dnBx8cHdnZ2MDc3FwNVWloaxo0bB1tbW5iamsLNzQ2BgYGSq92Wy+UYMmQI9PX1xaZi5dD07bffQk9PD927d691QJw29lt++vQptmzZIg72e/r0KaKjo8Wf+/Tpg549eyIuLg46Ojr47LPPxO/F3r17ERYWhl9++UVTxWcSxEFTC1RVVaGkpETlJllZWYkzZ87A29sbPj4+tYbNmJgYmJqawtfXV6v7FQG1j3gsLi5GYGAgunTpInbYb926NQwMDDB8+HCVTuxxcXGwsLDAxx9/LG7T1pCpfC5WrVqFli1bwsfHBy4uLuIIYcU+q1atgiAImDBhgmRqsl9Gcdy5ubkwMTHBnDlzxNeUf9/ffvstvv322zovn7oUFxfD19cX7u7uWL58Oc6fP49u3brh9OnTKCgowPnz59G1a1eYmpqKISI/Px/p6enYsWMHrl69Kk5ELjWHDh1CYGAgnJycag2bo0ePho2NDTp06CCJgS83btyAr68v3nzzTTx69AjNmjVDx44dxaWFExMT0aRJE+jo6IgrHVVWVuL27dvo0KED+vXrp5UBm72+OGhqgU2bNmHRokXiSMfQ0FAsXLgQVVVVSE1NhZeXF1q1alVjJZf3338f/v7+CAsLk9zciDKZDF999RW6dOkiNgm+9dZbcHNzw4IFC8Q1m5VrNjdv3iyJmq3nbwLx8fHw9/dHgwYN8NtvvwFQvZGuXr0a+vr6GDFihDiiVipe9LCQl5eHQYMGoVWrVuIIa4Xs7GwMGTIEM2fOlMQSm4rPQ2FhoThP7NixYxEaGqpSa62YYcDU1BRHjhzRVHHVqraAJJfLcezYMfj5+cHR0VFlAv6KigpERUUhPDwcQ4YMkUTAKi4uxt69e2FlZYXGjRsjNDQUT58+VfmufPLJJ2jSpAm6d++OLVu24NNPP0W7du3Qpk0b8dohhXPBXg8cNLVASkqKWCvVo0cP2NraqkwqrRw2U1NTUVpaiqKiIowePRopKSnier7a6tq1a1i4cCEmTZqEhIQEcfvBgwfFGsoJEybAxcUF58+fBwDMnDkT+vr6GD9+vLhNQVtrMgHVsivfMNesWQMHBwe0adNGrLlUDpvLly+HmZmZShO6tnt+cEdsbCxWrlwp9sdLTU1F8+bNERAQgGXLlqG8vBxHjhzB22+/DWtra61fblWhqqpKDAUFBQXo0qULDA0N4e/vX2NfRdi0trbGoUOH6rqoaqX4vMtkMty9exdpaWliH/bKykocPXpUDJsXL15Efn4+7t+/j+7du6vMmyuFgJWXlwd7e3sIgoAOHTrUWJoXqO5a079/f5iamqJjx46IiYnhFX+YWnDQfE0pr9gCAMnJydDV1YWpqSn27dtXY/+LFy+iTZs2aNKkCXr27IkuXbrA1NRUZVJybXT8+HFYW1ujffv2cHR0hJOTE4YNGya+XlFRgdzcXHh5eSE+Pl68oG7btg0GBgYQBKHGNEbaSjlYTZw4EX5+fiq1datXr4a3tzdCQkLEiaeVbxjaOsl0bZRrpAcNGgRnZ2e4uLjA3d0dpqamWL9+PQDg7NmzCAsLg5GREfT09GBjY4PmzZtLYnQ5oPqZePr0KYDqsNmnTx9xkMfzs0zcvHkTwcHBcHV1rXGd0VbKfba7deuGVq1aoUmTJnjzzTdx8OBBcZ+TJ0+iY8eOMDY2hr+/P1xdXdGmTRtJtHQoH0NRURHi4+OxatUqWFtbIzQ0VJza7vla/OdbObT5QZy9njhovoZkMhlatGihEpBiY2MhCAJ0dHQQExNTaxNoXl4exowZgy5duqBPnz5aP3r02LFj0NfXx5QpU5CZmYmCggIsWLAATk5OKrWU586dgyAI2Llzp7jtu+++w4IFC3D06FHJPZ0PHjwYTZs2xerVq8W+qQr//Oc/xYmnFTWbUr5xzJ07F05OTjh27JhYezVw4EAYGBiIq51kZmYiNTUV//znP3H48OEaU0JpK+Xf64IFCzB16lQxQBcVFaFr165o2rQpli9fXiNc3L59Gw8ePKjT8qpbUVERfHx80LFjRxw9ehS7d++GtbU1GjZsKD6QyeVyZGdnY/78+Rg1ahTef/99SQwMVCgpKUFUVJTYVaqwsBDbtm0Tw6byg0Vubq7KDB2Adgdt9vrioPkaKioqwu7du1WavGUyGR4+fIj169dDR0cHY8eOFVfvAGquz6vtfc8Uq/fMnz8fxcXF4s3g8uXLsLGxwS+//ILffvsNJSUlKCgoQGhoKPz8/HD+/HmcOHEC7du3F5ddBKTTFPTtt9/CxcUFP/30k/g7V246BaoHALVp0wYtW7bU+il7Xqa0tBR9+vTBlClTxGl9XrSOu9Q8X6Pr5uaGL774QmXAV2FhIcLDw+Hm5lZr2JSSyspKTJo0CaGhoeIcoJGRkbC3t0eHDh1gZGT00qVFpXJ9+PHHH2Fra4vAwECxVaOgoADJycmwtrZG165dkZ2djdu3byMoKAhjxozRcIlZfcBB8zU3fvx4hIeHq2xLSkqCjo4O3nnnHbF2pry8HFu3bpXEBVMmk2Hs2LEQBEGc701R23DgwAE0bNgQbm5uMDExgaenJ1JSUpCQkAA/Pz8IggBbW1sEBARI4lw8X8Mwc+ZMeHl5iSNIFZ7vV/bVV18hKChIUiPNHzx4oNLHtKKiAi1btsR7770HoLrPqmIdd8UgmKVLl0pmpZ/afPrpp3BxccGJEydUgqTi+6IImx4eHliyZIlkw2Z+fj4+//xzJCcnAwCGDx8Oe3t7XLt2DUePHoWlpSUMDAxq7XYkNZs2bUKbNm3g5+cnhs3CwkIkJyfD1tYWFhYW8PDwQJs2bSS5HDF7/XDQfI2VlZVh2bJlaNCgAYYOHaryWlJSEnR1dTFy5EikpKRg/PjxEARBMqOKMzIyEBUVBUNDQ3z33XcAgAsXLqBRo0YYOnQoduzYga1bt8LX1xcuLi44efIkfv/9d2zevBlbtmwRb7TaGjZfNCAhKioKfn5+AKpD6PNBVHniaSn0ySwpKcHixYsRFhYGc3NzmJubY9SoUeLa5X379kVYWBh+++03mJubY/DgwWJLwPXr1xEcHCx+fqSoT58+iIiIqFF7q/zZKCwsREBAANq2bVvjAUVKrly5gvLycvz73/+Gq6srfvzxR/G1SZMmwdjYGIIgSGaOSOU+mc9fBzZu3AgfHx/4+vqKD5vFxcW4dOkSPvjgAyxcuJAH/rA6w0HzNVJbuMjLy8M333yDBg0aIDIyUuU1xaoODg4OcHV1VRk5KQVZWVmIiIiAoaEhFixYABMTE8TExKgEqLNnz4oB43na2OdKLpdj69at2Lt3r7gtIiJCHCGcnJwMQRDw/fffi/srnD17Fv7+/jVW9dBWBQUFaN++PYKCghAREYFFixbhnXfeQcOGDWFhYYH4+HhcunQJVlZWEAQBUVFRYo1dTk4ORo8ejbZt26p0MdFmz9dG5uXlwcHBAdOmTQNQ+/VDMa9qYWGhZLpR/Lfv9Zo1a2BjYyNO9yaXyxEdHY3hw4dj0aJFkgpWxcXFGDp0KI4fP15r2PT29kZgYOAL++Nq4zWSaR8Omq8J5S/83bt3kZOTI95Ynjx5gjVr1tQaNtPS0vDLL79IZoDD8xRzHhoaGiIkJETcrjhfT548QYsWLTBy5EgNlfDVksvlmDFjBgwMDLBjxw707dsXjRs3Fh8ifv/9d/Tp0wcODg744YcfxPdlZWVh3LhxaN26tSQ+C/n5+WjatCnCwsJw/vx5lRB15swZvPHGG2jQoAFmzZqFpKQk2Nraol+/fvjll1+wceNGREREwNzcXOsn4K6srMS///1vcVUXoHoORMXD1vDhw+Hu7i5O1aR8HTl48CBiYmIk8XlQUO4SMGvWLPTr1w9Tp07FunXrxH3WrFkDQ0ND7Ny5E48ePcL9+/cRGhqKzZs3i/tIJWzevXsXxsbGCAwMxNmzZ2ssbLFw4UIIgoDg4GCtn4GEaS8Omq+B51fzcXV1hbu7OyIjI8UbysvCptRlZmZi+PDhMDQ0xMaNG8XtlZWVuHz5Mlq1aoUvv/xSgyV89SIjI9GgQQNYWlqqNIcDwC+//IJu3bpBEAQMHToUQ4YMQXh4OMzMzCQxbU9RURFcXV3Rt29fZGRkiCFTLpeL35UrV64gKCgIdnZ2SExMxO7du+Hm5iZOcdSjRw9x8npt9uDBA3Tv3h3t27cHAPTv3x/W1tbibAMbNmyAo6MjYmJiVILE48ePMXLkSPTo0UMSXSgAqHQF8PT0hK+vL/r27YsuXbrA0tISo0aNEvft3bs3jIyM4OPjg6ZNm8LHx0cMl9o8srq2FdLS0tLg6uoKPz+/GmEzIyMDnp6esLCwUDk/jNUlDpoaplwDMXv2bDg7O2Pp0qWIiYlBs2bN4OnpKfarUoRNU1NT9OrVS1NF1gjlZnRF2Lx//z6CgoLQrl07yTUBjRgxAoIgoFGjRti8eXONuRCvX7+O2NhY+Pr6iqNH09LSNFTaV2vu3LkQBAHx8fHiNuUaTcWN9OzZszA1NRUfvAoKCnDr1i1kZWWp1ABqs6KiIuzatQs2NjawtbWFg4MDrl69qnI+PvzwQ9jZ2aFDhw7YsmUL4uLiMHjwYK2v0a0tEMrlcowbNw4hISEqU3uNGjUKgiCIU1oB1dfTmJgYzJgxQxJTGCmv2PP8ubl+/TqcnZ3h5+eHU6dOidt3796NyMhI7N69W6uPnWk3DpqviStXrmDUqFHYtGmTuG3Xrl3w8PCAm5ubSthcsWIF7O3tJTPw589ShE0jIyMsX74cYWFh8Pb2FkdOSulC+uuvv+LcuXMYMGAATExMsGnTplqn61EEUKk0BQLVE0hHRUXByMhI5fugfHNVBK2ZM2dCT09PUs2CRUVFGDhwoMpo+eDgYAiCAH9//1on3o6Pj0fnzp0hCAIcHR3RuXNnrQ6ZtVH8zkNCQvDuu++KP2/btg16enpYunQpANSYG1JBm78jysuMDh48GO3bt4efnx8SEhLEwH3t2jW4urrCw8MDX3/9NbZt24b27dvjnXfeEf8eKV0jmfbgoKkhyjUS77//Pho2bAgfHx+V5r7Kykrs3bu3Rth8+vSpZJrD/qrs7GxERUVBEAR4eXmJIVObbyIvu/iXlZVhwIABaNy4MTZu3CgGy5KSEly+fFncT5ubA2tTWw028MdxKr4/69atg6GhoWRqc2UyGVauXIlRo0aJtbKlpaVYsGABli5dChsbG7z55pvi9E3KYVMmk+HmzZt4+vQpCgoKNFL+V+VFy84+fvwYzZs3x/z58wFUdx1QrIAEVH8vJk+erDKYTtspPuulpaVil4FRo0bhrbfegqWlJfr06YMTJ04AqP7etGvXDmZmZrCwsECnTp3Ea6TUrhFMe3DQ1ADlkPnzzz/jyZMncHd3hyAIWLZsmUrwkMvl2Lt3L7y9vWFqaiouM1efPXz4UGX0qDaHTOV57DZu3Ig5c+Zg/vz5KmvZl5aWYuDAgTA1NcW6detw5coVjB07FtbW1lofKF7mRWHz+Yc0Ly8vSUzOXlRUhM6dO+P48ePits8//1wcLV5UVIQffvihRtisrKxEeXm5ZLoL1LbsbHR0tPj6hAkTYG9vjxUrVkBXVxeLFi0SXzty5Ai6dOmiMlBOmyk+6zKZDMePH0efPn1UZg9Yt24d2rZti759+4oPWxUVFbh06ZLKIDptvkYy7cdBs44pP1UOHz4cDg4OePz4MbKzs8WBDPv371d5j1wux86dOxEYGChOV8KqaeMFtKSkBBcuXFDZFhERgebNm6Ndu3bo2rUrjI2NVVYyKS0tRUREBARBQLNmzWBnZ6eyDKdUvaxm8/bt2+jevTumTJmilZ+D5+3cuRMGBgbidEyHDh2Cubk5OnbsKM6FWFhYiO3bt8PGxgadO3fGs2fPkJeXh/Hjx6Nnz54vnH9VW7xs2dlz584BAE6fPg1vb28IgoAZM2YAqL5GpqWloX379ujZs6ekmojLysowaNAg+Pv7Izg4GJWVlSq/57Vr18LCwgKrV6+u9f1SOhdMO3HQrEPKF4dz584hJCQEhw8fFmsiMjIyYG9vj5YtW9YaNqVSY1GfVVVVISgoCJ07dxa3TZgwAc2aNRObv2bNmiWua6+YL1Nh/fr1WLt2Lf7zn//Uabk1STlsKvpsFhQUYMyYMWjatKlk+mfu2bMHRkZGKoNcEhMT0apVK4SEhIhhs6ioCNu3b4e9vT1sbGzQqVMnmJqa1nh40Tb/bdnZw4cP48aNGygtLcW6devwxhtvwM7ODitWrMCECRMQGBiItm3bqgyakYKnT5+ia9euaNKkCVq3bi1uV+420bt3bwQGBmqieIz9Vxw0NeDdd9/FyJEj0bVrV7HJT3HRSE9Ph729Pby9vXHw4EHuVyNBa9euhb6+Pr777jvk5OSgS5cu2LJlCwDgyy+/hJ6enjhyWEdHBzt27NBwiTVPOWyuXbsWM2fOhLGxsSSmc1L48ccfoa+vX6O/aWJiIry9vVXCZnFxMc6ePYu3334bY8eOxfXr1zVQ4lfnzy47q+jLnpKSgv3792PChAnw9vZGjx49MGvWLEl0p6ntmp+bm4vhw4dDEARMnjxZpa+yXC5HVFQUOnXqVMclZezP4aBZB56/cAwZMgSCIMDZ2Rn3798Xtyv666Wnp8PFxQV2dnYq03UwacjKykL//v3h7OyMPXv2YPv27cjPz8eOHTtgYmKC9evXA6juvysIAoyMjFSajeurrKwscSCYvr4+UlNTNV2kv6WoqEhl0Mr+/fthbm4udo9RbvKsLWwqSGX98j+77Gzbtm3h6OgotgA8e/ZM5e/R5qZi5aCcmZmpciw5OTkYMmQIXFxc8N577wGo/t3fuXMHXl5eKv1YGXudcNBUs9qeTisqKjBz5kwIgoBFixaJazMDf4TNBw8ewMvLSzLNgvVZRUVFjTWmU1JSYGtri6lTp4ort4wYMQIDBgxQ6SLRoUMHuLm5wdLSUuVzUl+lp6djwoQJkhhlrugioXiIOHjwIIyMjFRqJ5Vr5lauXAkvLy+EhoZKtuvEn1121tLSEm+99RYA1XOkzS1AirIXFBQgLCwMLVq0QMuWLZGUlCROdaVYKU0QBLRs2RKBgYHo3r27ZCakZ9LEQbOOjB49GrNnzxZ/lsvlGD9+PAwMDJCQkKAyeliK80LWVyUlJQgJCUFUVFSNtegnT56Mhg0bijUz3bp1Q2hoqHjDuHr1Kjp37owDBw4gJyenzsv+utLmZlFlGRkZGDp0KIyMjLBjxw5cu3YNOjo6uHjx4gvfs3nzZjg6OqJHjx6SOQ/Pq2/LziqTyWQICwtDhw4d8Nlnn4krfs2aNUtcrzwnJwfDhg2DlZUVwsPDVVYOk+pngmk3PWKvHAASBEH8ubi4mExMTGjJkiVkYmJCH3zwAeno6FBiYiJVVVXRtGnTCACNGDGCGjduTPr6+kREpKOjo6lDYK/ImTNn6Ndff6Vbt27R/v376bPPPqNBgwaRtbU1ffnll3Ty5EmKiYmhixcvUlhYGC1ZsoSWLl1KXl5etG/fPsrLyyM/Pz+ytrbW9KG8NvT0pHHZsre3p9jYWKqsrKShQ4fSsGHDyM3NjRYtWkSenp6kp6dHDRs2JEtLSwJAlpaWVF5eTr169aKPPvpIMufheTY2NhQbG0t6enq0fft22rRpEw0fPpx0dXVJLpdTeno66enpUatWrTRd1FdCLpeTrq6u+LOtrS1NnTqVAgICaPbs2TRx4kT69ttvqaKigqZNm0ZOTk4UGxtLkyZNomvXrtGBAweoffv2RMT3DPaa0nDQlRTFE3dtTRdPnjwRl9ZbsmSJuL2qqgoxMTFo2LAhvvrqqxeuasG0U2FhIcaMGYPOnTsjLi4O5ubmGDFiBJKTkwFUT2ljZWUlTkAdHR0NU1NTmJqaws3N7aW1W0wasrKyMGzYMBgZGUEQBLz55pto0qQJTExM0LhxY+jr60NHRweCIMDc3Bw3btzQdJHrRH1YdlZRA1laWopz584hOTkZYWFhYncahffeew/W1taYPn26WLOZnZ2NyMhIeHp6Yvr06dxkzl5bHDRfkfz8fLzxxhs4cuSIuO3x48cq+zx+/Bhz5sypNWwOHToUTZo04QnZJejhw4cwMzPDqlWr8PDhQ4wePRoBAQGYOHEi8vPz0b9/f3h4eIgr/Rw/fhynTp2qcbNh0pWZmYlRo0ahUaNG4kCYyspKFBcXIysrC5mZmcjIyEBWVpaGS1q36sOyswUFBWjbti1MTEzg6OgICwsL7N+/H1VVVSpTNE2ePBl2dnYYM2YMsrOzAVSPRu/Zsyf8/Py4ew17bXHQfAXy8/Ph6uqK0NBQ8QLw3nvvYdiwYSqjyoHqms3Zs2dDEATExsaK26uqqlTWNmbaqaioCGvXrq2xRKhi3sMTJ06gpKQEu3fvhqurK7p3745ly5ZBV1dXZU1iVv9kZmYiIiIC+vr64hQ/APe7k/qyszExMQgPD0dycjKWL1+Opk2bwtfXF7du3QKgOh/oiBEj0Lt3b5Vtjx8/Rnp6et0VnrG/iIPm35Sfnw83Nzd06dJFJShOnDgR1tbWmDRpUo3pSO7evQtfX18IgoCFCxfWcYmZOn3++ecQBAHdu3fH1q1bxe2ZmZkYO3YsRo4ciUePHgGonpokMjISPXr0gImJCQRBwIYNGzRVdPYaUG4u3rx5s6aL89qQ0rKzCsXFxUhMTMS4ceNUVgE7efIkmjVrBj8/v1rDpuL/FXNoMva646D5NxQVFcHV1RV9+/ZFRkYGqqqqVNaujomJgZ2dHSZMmFCjZnP48OFo0aIFLC0tkZubW9dFZ2pSWlqK/fv3w8XFBfb29hg2bJg4Kf9PP/2EZs2a1QgQ27Ztw6BBg2BoaKj1E2+zv095vlBFX172BymETACYM2cOGjZsCEtLS3G6LkVwPHPmDNzd3eHv7y+GTeU+mBwwmTbhoPk3KAb3xMfHA/ijOaSoqAihoaHYt28fZs2aBSsrK5WwmZ6ejoiICOzZs6fGZMNMGn7//Xe8//77sLCwgIeHhxguly1bhoYNG9bof5mXl8cPHEyUkZGB0aNH84OHhF2/fh1vv/02BEHApEmTarx+5swZeHp6wtHRURwAxJg2EgBA0yPftVVGRgbNmjWLduzYQatXr6YRI0ZQeXk5BQYGklwup+PHj5OFhQV9/PHH9O2335K7uzt17NiRbty4QRcuXKATJ06Qo6Ojpg+DqUlJSQldvnyZPv74Yzp9+jT16tWLPvjgA0pMTKSSkhJKSkqiRo0aabqY7DVVWVkp2SmM6pvnpzBSuH37Nn322Wf0448/0uTJk2nu3Lkqrx8/fpxWrlxJ33//fa3vZ0wbcND8m7Kzs2nKlCm0a9cu+uc//0nx8fFkaGhIycnJ5OTkJM6nmZiYSCkpKXTjxg1ycnKiVatWkY+Pj4ZLz+rKggUL6IcffqA7d+6Qv78/lZeX06xZs2jQoEEqc64yxqRF8cBQWlpKv/zyC2VkZJCTkxMFBweTqakp3bp1ixYvXkw///wzxcTE1AibCi8Kq4y97jhovgKPHj2iKVOm0M6dO8nGxobu3r0rXhCUayXy8/OptLSUjIyMyMzMTIMlZnWlqqpKnET59OnTtH37dlq+fDkREUVERNCGDRvIwMBAgyVkjKmL4vtfWFhIHTt2pGfPnlF6ejo1atSIbG1taceOHeTt7U03b96kJUuW0KFDh2jcuHH0ySefaLrojL0yvIzAK2BjY0PLli2jiIgIevToEW3dupWIqlcI0tXVJUWWNzU1JVtbWw6Z9YiOjo74+w8ODqbY2FjavXs3tWvXjubMmcMhkzEJ09HRIZlMRv369SNzc3PasmUL5eTkUHx8PJmamlLnzp0pLS2NPD096aOPPqJu3brR/Pnzaf369ZouOmOvDNdovkLKzejffPMNRUdHE1HNJSkZKy8vJ0NDQ00XgzH2CmVkZNC9e/fozp07NGrUKCIiunHjBnXr1o2WLl1KQ4YMIaLqlq7ffvuNxo0bR0VFRXT69GkyNTWlGzdu0L/+9S/68MMPuZmcSQb3NH+FbG1tKS4ujoiIxo4dS7q6uhQVFcUhk9XANZmMScuZM2do8uTJVFJSQpaWluTr60tt2rSh/Px8ysnJISMjIyIiqqioIH19ffLx8aGJEyfStGnT6MKFCxQWFkYtWrSgjz/+mIi4TyaTDm46f8UUYXPgwIE0fPhw2rZtm6aLxF5D/PDBmHScPn2awsLCKDAwkBISEujo0aPiYM/mzZuTpaUlpaSkEBGRvr4+VVRUkK6uLvXs2ZPy8/MpPT29xt/JIZNJBddoqoGtrS19+eWXZGhoSK1bt9Z0cRhjjKlJeno6jRs3jqKjo2nJkiVkYmJCRNVdpqqqqsjCwoI++ugjmjx5MjVr1ozmzp1L+vr6RESUlpZGTk5OZGdnp8lDYEytOGiqib29Pa1Zs4bnwWOMMQlS9L2/evUqlZWV0bBhw8SQSUTibBNERP369aPbt2/T/Pnz6fbt2/SPf/yDysvLKSEhgWxtbSksLEwTh8BYneDBQIwxxtj/aP78+ZSQkEAPHjwgY2PjF+6XnZ1Nu3btos8//5zS09PJwcGBvLy8aPfu3aSvr899MplkcXUbY4wx9j8yMDCgyspKqqioIGNj41pnGZHL5WRjY0Pe3t5069YtunHjBhkZGVGzZs1IR0eHV4FiksaDgRhjjLG/SNEYGBQURIWFheKMI4Ig0PMNhbq6uvT06VOKjo6m06dPU+vWral58+ako6NDVVVVHDKZpHHQZIwxxv4iRa1lq1atyMvLi9atW0c//vij+FpVVZW4b1VVFe3bt4+aNGlCLi4uKn+Pcl9OxqSIP+GMMcbY/6hJkya0fv16evz4Mc2bN492795NRH8EyKqqKrp37x6tWbOG3N3dydnZWZPFZazO8WAgxhhj7G86cOAADRo0iExNTSkqKoomTJhA5eXldP78eUpMTKSSkhJKTU0lPT09cQ10xuoDDpqMMcbYK3D58mWaOHEi/frrryQIApWXl5OXlxc1b96ctm3bRnp6ejzwh9U7HDQZY4yxV+TZs2f08OFDunTpEunr61Pr1q3J29ubBEHgkMnqJQ6ajDHGmJpxczmrrzhoMsYYY4wxteDHK8YYY4wxphYcNBljjDHGmFpw0GSMMcYYY2rBQZMxxhhjjKkFB03GGGOMMaYWHDQZY4wxxphacNBkjDHGGGNqwUGTMcYYY4ypBQdNxhhjjDGmFhw0GWOMMcaYWnDQZIwxxhhjasFBkzHGGGOMqcX/AXJyZs9KzzAAAAAAAElFTkSuQmCC\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.022712742133757596\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.00      0.00      0.00       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.30      0.46      0.37       150\n","       Decor       0.18      0.08      0.11       150\n","     Kitchen       0.33      0.39      0.35       150\n","      Beauty       0.19      0.71      0.30       150\n","   Computers       0.44      0.05      0.10       150\n","\n","    accuracy                           0.24      1050\n","   macro avg       0.21      0.24      0.18      1050\n","weighted avg       0.21      0.24      0.18      1050\n","\n","Clustering on description Text statistics\n"]}],"source":["# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans0 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(text_stats(data.description))\n","    # Assign clusters\n","labels=kmeans0.labels_\n","\n","title='Text statistics'\n","# Evaluate and store metrics results)\n","append_dict(results_1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on description '+title)"],"id":"a1UOLA_7GRU-"},{"cell_type":"markdown","source":["The poor ARI and confusion matrix results shows that using only the words stats give worse resultats than using countvectorizer (BoW) method."],"metadata":{"id":"-buMexb1ODdQ"},"id":"-buMexb1ODdQ"},{"cell_type":"markdown","source":["## Text encoding Strategies"],"metadata":{"id":"I_t0C7UUKs_J"},"id":"I_t0C7UUKs_J"},{"cell_type":"markdown","source":["The next steps will be about changing words weights using different methods."],"metadata":{"id":"zLRb7-l4Ks_K"},"id":"zLRb7-l4Ks_K"},{"cell_type":"markdown","metadata":{"id":"Cnn829LVKs_K"},"source":["### countvectorizer + tfidf"],"id":"Cnn829LVKs_K"},{"cell_type":"markdown","source":["TF-IDF (Term Frequency-Inverse Document Frequency) weights words based on their specificity to documents. It emphasizes distinctive terms while reducing the importance of commonly occurring words across the corpus.\\\n","This technique helps identify characteristic vocabulary for each document category, improving clustering and classification by focusing on truly discriminative features rather than generic terms.\n","\n","\n","\n"],"metadata":{"id":"Q5nF79A3Ks_K"},"id":"Q5nF79A3Ks_K"},{"cell_type":"code","execution_count":263,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:42.469317Z","start_time":"2021-05-24T06:38:42.408351Z"},"id":"tXGuSNIsKs_K","executionInfo":{"status":"ok","timestamp":1747742213943,"user_tz":-120,"elapsed":75,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["from sklearn.feature_extraction.text import TfidfTransformer\n","tf_transformer = TfidfTransformer(use_idf=True).fit(count_vector_prod)\n","data_tfidf = tf_transformer.transform(count_vector_prod)"],"id":"tXGuSNIsKs_K"},{"cell_type":"code","execution_count":264,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:42.485307Z","start_time":"2021-05-24T06:38:42.473314Z"},"colab":{"base_uri":"https://localhost:8080/","height":187},"executionInfo":{"status":"ok","timestamp":1747742213973,"user_tz":-120,"elapsed":16,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"54d8248f-cee1-41df-9904-fd5b5fa1796c","id":"taYWS32WKs_K"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["scipy.sparse._csr.csr_matrix"],"text/html":["<div style=\"max-width:800px; border: 1px solid var(--colab-border-color);\"><style>\n","      pre.function-repr-contents {\n","        overflow-x: auto;\n","        padding: 8px 12px;\n","        max-height: 500px;\n","      }\n","\n","      pre.function-repr-contents.function-repr-contents-collapsed {\n","        cursor: pointer;\n","        max-height: 100px;\n","      }\n","    </style>\n","    <pre style=\"white-space: initial; background:\n","         var(--colab-secondary-surface-color); padding: 8px 12px;\n","         border-bottom: 1px solid var(--colab-border-color);\"><b>scipy.sparse._csr.csr_matrix</b><br/>def __init__(arg1, shape=None, dtype=None, copy=False, *, maxprint=None)</pre><pre class=\"function-repr-contents function-repr-contents-collapsed\" style=\"\"><a class=\"filepath\" style=\"display:none\" href=\"#\">/usr/local/lib/python3.11/dist-packages/scipy/sparse/_csr.py</a>Compressed Sparse Row matrix.\n","\n","This can be instantiated in several ways:\n","    csr_matrix(D)\n","        where D is a 2-D ndarray\n","\n","    csr_matrix(S)\n","        with another sparse array or matrix S (equivalent to S.tocsr())\n","\n","    csr_matrix((M, N), [dtype])\n","        to construct an empty matrix with shape (M, N)\n","        dtype is optional, defaulting to dtype=&#x27;d&#x27;.\n","\n","    csr_matrix((data, (row_ind, col_ind)), [shape=(M, N)])\n","        where ``data``, ``row_ind`` and ``col_ind`` satisfy the\n","        relationship ``a[row_ind[k], col_ind[k]] = data[k]``.\n","\n","    csr_matrix((data, indices, indptr), [shape=(M, N)])\n","        is the standard CSR representation where the column indices for\n","        row i are stored in ``indices[indptr[i]:indptr[i+1]]`` and their\n","        corresponding values are stored in ``data[indptr[i]:indptr[i+1]]``.\n","        If the shape parameter is not supplied, the matrix dimensions\n","        are inferred from the index arrays.\n","\n","Attributes\n","----------\n","dtype : dtype\n","    Data type of the matrix\n","shape : 2-tuple\n","    Shape of the matrix\n","ndim : int\n","    Number of dimensions (this is always 2)\n","nnz\n","size\n","data\n","    CSR format data array of the matrix\n","indices\n","    CSR format index array of the matrix\n","indptr\n","    CSR format index pointer array of the matrix\n","has_sorted_indices\n","has_canonical_format\n","T\n","\n","Notes\n","-----\n","\n","Sparse matrices can be used in arithmetic operations: they support\n","addition, subtraction, multiplication, division, and matrix power.\n","\n","Advantages of the CSR format\n","  - efficient arithmetic operations CSR + CSR, CSR * CSR, etc.\n","  - efficient row slicing\n","  - fast matrix vector products\n","\n","Disadvantages of the CSR format\n","  - slow column slicing operations (consider CSC)\n","  - changes to the sparsity structure are expensive (consider LIL or DOK)\n","\n","Canonical Format\n","    - Within each row, indices are sorted by column.\n","    - There are no duplicate entries.\n","\n","Examples\n","--------\n","\n","&gt;&gt;&gt; import numpy as np\n","&gt;&gt;&gt; from scipy.sparse import csr_matrix\n","&gt;&gt;&gt; csr_matrix((3, 4), dtype=np.int8).toarray()\n","array([[0, 0, 0, 0],\n","       [0, 0, 0, 0],\n","       [0, 0, 0, 0]], dtype=int8)\n","\n","&gt;&gt;&gt; row = np.array([0, 0, 1, 2, 2, 2])\n","&gt;&gt;&gt; col = np.array([0, 2, 2, 0, 1, 2])\n","&gt;&gt;&gt; data = np.array([1, 2, 3, 4, 5, 6])\n","&gt;&gt;&gt; csr_matrix((data, (row, col)), shape=(3, 3)).toarray()\n","array([[1, 0, 2],\n","       [0, 0, 3],\n","       [4, 5, 6]])\n","\n","&gt;&gt;&gt; indptr = np.array([0, 2, 3, 6])\n","&gt;&gt;&gt; indices = np.array([0, 2, 2, 0, 1, 2])\n","&gt;&gt;&gt; data = np.array([1, 2, 3, 4, 5, 6])\n","&gt;&gt;&gt; csr_matrix((data, indices, indptr), shape=(3, 3)).toarray()\n","array([[1, 0, 2],\n","       [0, 0, 3],\n","       [4, 5, 6]])\n","\n","Duplicate entries are summed together:\n","\n","&gt;&gt;&gt; row = np.array([0, 1, 2, 0])\n","&gt;&gt;&gt; col = np.array([0, 1, 1, 0])\n","&gt;&gt;&gt; data = np.array([1, 2, 4, 8])\n","&gt;&gt;&gt; csr_matrix((data, (row, col)), shape=(3, 3)).toarray()\n","array([[9, 0, 0],\n","       [0, 2, 0],\n","       [0, 4, 0]])\n","\n","As an example of how to construct a CSR matrix incrementally,\n","the following snippet builds a term-document matrix from texts:\n","\n","&gt;&gt;&gt; docs = [[&quot;hello&quot;, &quot;world&quot;, &quot;hello&quot;], [&quot;goodbye&quot;, &quot;cruel&quot;, &quot;world&quot;]]\n","&gt;&gt;&gt; indptr = [0]\n","&gt;&gt;&gt; indices = []\n","&gt;&gt;&gt; data = []\n","&gt;&gt;&gt; vocabulary = {}\n","&gt;&gt;&gt; for d in docs:\n","...     for term in d:\n","...         index = vocabulary.setdefault(term, len(vocabulary))\n","...         indices.append(index)\n","...         data.append(1)\n","...     indptr.append(len(indices))\n","...\n","&gt;&gt;&gt; csr_matrix((data, indices, indptr), dtype=int).toarray()\n","array([[2, 1, 0, 0],\n","       [0, 1, 1, 1]])</pre>\n","      <script>\n","      if (google.colab.kernel.accessAllowed && google.colab.files && google.colab.files.view) {\n","        for (const element of document.querySelectorAll('.filepath')) {\n","          element.style.display = 'block'\n","          element.onclick = (event) => {\n","     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dataframe."],"id":"uzcnBaXCKs_K"},{"cell_type":"code","execution_count":265,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:42.501316Z","start_time":"2021-05-24T06:38:42.487306Z"},"id":"uljT9v9CKs_K","executionInfo":{"status":"ok","timestamp":1747742214066,"user_tz":-120,"elapsed":91,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["data_tfidf=data_tfidf.toarray()"],"id":"uljT9v9CKs_K"},{"cell_type":"code","execution_count":266,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:42.517304Z","start_time":"2021-05-24T06:38:42.502297Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1747742214068,"user_tz":-120,"elapsed":6,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"d6824eba-3faa-4ee3-e53b-13fb1a0f8aac","id":"_qBIE5HzKs_K"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(1050, 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dictionnaire\n","print(my_dict)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qgePkh49d9UI","executionInfo":{"status":"ok","timestamp":1747742214313,"user_tz":-120,"elapsed":5,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"b22de5a0-0a7e-469e-e01f-bb8414e8c221"},"id":"qgePkh49d9UI","execution_count":268,"outputs":[{"output_type":"stream","name":"stdout","text":["{'T300': 0.2623, 'T320': 0.1774, 'T468': 0.0878, 'T512': 0.1589, 'T617': 0.1468, 'T809': 0.2122, 'T855': 0.1872, 'T1002': 0.1726, 'T1665': 0.0832, 'T1693': 0.1221, 'T1883': 0.2292, 'T1960': 0.1076, 'T2548': 0.2623, 'T2652': 0.2623, 'T2842': 0.1895, 'T3015': 0.1569, 'T3112': 0.2477, 'T3237': 0.1741, 'T3446': 0.2623, 'T3604': 0.1622, 'T3630': 0.2623, 'T3693': 0.2623, 'T3806': 0.1076, 'T4082': 0.2171, 'T4181': 0.1611, 'T4242': 0.0897, 'T4509': 0.1296, 'T4564': 0.1319}\n"]}]},{"cell_type":"code","execution_count":269,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:46.021239Z","start_time":"2021-05-24T06:38:42.629224Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1747742223895,"user_tz":-120,"elapsed":9581,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"5313f50d-6aa5-4842-bd43-f0dcdda36f01","id":"F_eyDP5AKs_K"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        5          94\n","Baby             4         181\n","Watches          3         133\n","Decor            6         183\n","Kitchen          1          44\n","Beauty           0         152\n","Computers        2         263"],"text/html":["\n","  <div id=\"df-74862a76-57b6-46e4-84fa-b8742c30bb4c\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr 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<td>1</td>\n","      <td>44</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>0</td>\n","      <td>152</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>2</td>\n","      <td>263</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-74862a76-57b6-46e4-84fa-b8742c30bb4c')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    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\"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 70,\n        \"min\": 44,\n        \"max\": 263,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          94,\n          181,\n          152\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 800x600 with 2 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ARI : 0.2867203680217476\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.79      0.49      0.61       150\n","        Baby       0.52      0.63      0.57       150\n","     Watches       1.00      0.89      0.94       150\n","       Decor       0.30      0.88      0.44       150\n","     Kitchen       1.00      0.29      0.45       150\n","      Beauty       0.53      0.53      0.53       150\n","   Computers       0.00      0.00      0.00       150\n","\n","    accuracy                           0.53      1050\n","   macro avg       0.59      0.53      0.51      1050\n","weighted avg       0.59      0.53      0.51      1050\n","\n","Clustering on BoW + TFiDF\n"]}],"source":["# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans1 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok)\n","    # Assign clusters\n","labels=kmeans1.labels_\n","\n","title='BoW + TFiDF'\n","# Evaluate and store metrics results)\n","append_dict(results_1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)"],"id":"F_eyDP5AKs_K"},{"cell_type":"code","execution_count":270,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:48.616574Z","start_time":"2021-05-24T06:38:46.023218Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1747742229985,"user_tz":-120,"elapsed":6089,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"26ae0b01-6f66-495a-d375-a659846cb9ab","id":"9g8kd6JlKs_K"},"outputs":[{"output_type":"stream","name":"stdout","text":["Cluster 0 values count : 152\n","Cluster 1 values count : 44\n","Cluster 2 values count : 263\n","Cluster 3 values count : 133\n","Cluster 4 values count : 181\n","Cluster 5 values count : 94\n","Cluster 6 values count : 183\n"," ARI : 0.2867203680217476\n"]}],"source":["# Check if the results are the same with a sparse matrix\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans1 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(data_tfidf)\n","    # Assign clusters\n","labels=kmeans1.labels_\n","for i in range(0,7):\n","    print('Cluster {} values count : {}'.format(i, np.count_nonzero(labels == i)))\n","print(' ARI : {}'.format(adjusted_rand_score(data.cat_code,labels)))\n"],"id":"9g8kd6JlKs_K"},{"cell_type":"markdown","metadata":{"id":"gTrr6kwxKs_K"},"source":["Same result with sparse matrix.\n","\n"],"id":"gTrr6kwxKs_K"},{"cell_type":"markdown","metadata":{"id":"RixIrR1RKs_K"},"source":["### countvectorizer + LDA"],"id":"RixIrR1RKs_K"},{"cell_type":"markdown","source":["Unlike TF-IDF which represents documents by the relative importance of words, LDA (Latent Dirichlet Allocation) takes a thematic approach. This probabilistic generative model decomposes each document into a mixture of latent topics and each topic into a distribution of words. It captures the hidden semantic structure of documents by automatically identifying recurring themes and their associations. In our product description context, LDA can reveal more abstract conceptual groupings beyond simple keywords, potentially aligned with product categories.\\\n","LDA is a pure statistic algorithm and does not use LLM."],"metadata":{"id":"tU5U63LPKs_K"},"id":"tU5U63LPKs_K"},{"cell_type":"code","execution_count":271,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:54.964055Z","start_time":"2021-05-24T06:38:50.200846Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1747742234902,"user_tz":-120,"elapsed":4905,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"610cfbc3-93da-4651-d88d-8a6f5a366ed9","id":"NvADhX29Ks_K"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        0          62\n","Baby             4          92\n","Watches          5         139\n","Decor            1         187\n","Kitchen          6         287\n","Beauty           3          90\n","Computers        2         193"],"text/html":["\n","  <div id=\"df-37cbf4b9-834b-412c-8563-937f0459d1ab\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>0</td>\n","      <td>62</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>4</td>\n","      <td>92</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>5</td>\n","      <td>139</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>1</td>\n","      <td>187</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>6</td>\n","      <td>287</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>3</td>\n","      <td>90</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>2</td>\n","      <td>193</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-37cbf4b9-834b-412c-8563-937f0459d1ab')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-37cbf4b9-834b-412c-8563-937f0459d1ab button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.23803897638927776\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.49      0.50      0.50       150\n","        Baby       0.86      0.53      0.65       150\n","     Watches       0.95      0.88      0.91       150\n","       Decor       0.42      0.53      0.47       150\n","     Kitchen       0.28      0.53      0.37       150\n","      Beauty       0.38      0.49      0.43       150\n","   Computers       0.00      0.00      0.00       150\n","\n","    accuracy                           0.49      1050\n","   macro avg       0.48      0.49      0.48      1050\n","weighted avg       0.48      0.49      0.48      1050\n","\n","Clustering on BoW + LatentDirichletAllocation\n","Clustering on BoW + LatentDirichletAllocation\n"]}],"source":["from sklearn.decomposition import LatentDirichletAllocation\n","tok_lda = LatentDirichletAllocation(n_components=30,random_state=42,n_jobs=-1).fit_transform(count_vector_prod)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_lda)\n","    # Assign clusters\n","labels=kmeans2.labels_\n","\n","title='BoW + LatentDirichletAllocation'\n","# Evaluate and store metrics results)\n","append_dict(results_1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","print('Clustering on BoW + LatentDirichletAllocation' )\n"],"id":"NvADhX29Ks_K"},{"cell_type":"code","source":["tok_lda[index][0]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fGGOx1GJiwud","executionInfo":{"status":"ok","timestamp":1747742234950,"user_tz":-120,"elapsed":47,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"6a9f12cb-92cc-4b58-b97e-ce3c9210857e"},"id":"fGGOx1GJiwud","execution_count":272,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0.00114943, 0.00114943, 0.00114943, 0.00114943, 0.32206701,\n","       0.00114943, 0.00114943, 0.00114943, 0.00114943, 0.00114943,\n","       0.00114943, 0.00114943, 0.00114943, 0.00114943, 0.00114943,\n","       0.00114943, 0.00114943, 0.00114943, 0.00114943, 0.00114943,\n","       0.00114943, 0.00114943, 0.00114943, 0.00114943, 0.00114943,\n","       0.00114943, 0.00114943, 0.00114943, 0.64574908, 0.00114943])"]},"metadata":{},"execution_count":272}]},{"cell_type":"markdown","source":["Best result obtained with LDA ncomponents=8. (Near from the number of categories)\\\n","LDA is more suitable for long texts corpora so it explains the worse result."],"metadata":{"id":"qWDq1oFlKs_K"},"id":"qWDq1oFlKs_K"},{"cell_type":"markdown","source":["## Projections"],"metadata":{"id":"lBahwmBLKs_K"},"id":"lBahwmBLKs_K"},{"cell_type":"markdown","source":["Essential Differences Between Dimensionality Reduction Techniques\n","\n","Understanding the key differences between various dimensionality reduction techniques helps in selecting the most appropriate method for specific data and objectives:\n","\n","1. **Global vs. Local Structure Preservation**\n","\n","PCA and MDS: Preserve global relationships (distances/variances) between all pairs of data points\n","t-SNE and UMAP: Focus more on preserving local neighborhood structures\n","SpectralEmbedding: Balances local connectivity with global structure\n","\n","2. **Linear vs. Non-linear Approaches**\n","\n","PCA and classical MDS: Linear methods that work best with linearly correlated data\n","t-SNE, UMAP, SpectralEmbedding: Non-linear methods capable of capturing complex relationships and manifolds\n","\n","3. **Stability and Determinism**\n","\n","PCA: Completely deterministic, producing identical results on each run\n","t-SNE and UMAP: Stochastic behavior with slightly different results on each execution\n","MDS: Deterministic in its classical form, but some variants may have stochastic components\n","\n","4. **Speed and Scalability**\n","\n","PCA: Very fast even on large datasets, highly scalable\n","t-SNE: Slower with scaling issues on larger datasets (>10K samples)\n","UMAP: Faster than t-SNE while maintaining comparable quality\n","MDS: Computationally intensive for large datasets due to pairwise distance calculations\n","SpectralEmbedding: Moderate scalability, faster than t-SNE but slower than PCA\n","\n","5. **Purpose and Primary Applications**\n","\n","PCA: Dimension reduction, noise reduction, feature engineering, simple visualization\n","t-SNE: Primarily for visualization of clusters and complex relationships\n","UMAP: Visualization and general-purpose dimensionality reduction with better preservation of global structure than t-SNE\n","MDS: Distance-preserving visualization, especially useful when distances have meaningful interpretation\n","SpectralEmbedding: Identification of connectivity-based structures and communities\n","\n","6. **Information Retention**\n","\n","PCA: Provides clear metrics on variance explained per component\n","t-SNE: Prioritizes local structure at the expense of global relationships\n","UMAP: Better balance between local and global structure than t-SNE\n","MDS: Focuses on preserving original distances in the reduced space\n","SpectralEmbedding: Preserves spectral properties of the similarity graph\n","\n","7. **Parameter Sensitivity**\n","\n","PCA: Minimal parameters (primarily number of components)\n","t-SNE: Highly sensitive to perplexity parameter\n","UMAP: Multiple parameters (n_neighbors, min_dist) but generally more robust than t-SNE\n","SpectralEmbedding: Sensitive to the choice of affinity metric and number of neighbors\n","\n","The choice of method depends on your specific objective, the nature of your data, and the trade-off you're willing to make between global and local fidelity of the projection."],"metadata":{"id":"4or3JL76TA1r"},"id":"4or3JL76TA1r"},{"cell_type":"markdown","source":["### PCA"],"metadata":{"id":"mUId9B5rKs_K"},"id":"mUId9B5rKs_K"},{"cell_type":"markdown","source":["* **Linear space transformation**: PCA projects data into a new coordinate system defined by orthogonal directions of maximum variance\n","* **Dimensionality optimization**: Reduces feature redundancy by identifying and preserving only the most informative dimensions\n","* **Noise reduction effect**: Lower-ranked components often capture noise, so eliminating them increases signal-to-noise ratio\n","* **Global pattern prioritization**: Emphasizes broad patterns that explain the largest sources of variation across documents\n","* **Feature correlation resolution**: Addresses multicollinearity by creating uncorrelated components from correlated original features\n","* **Variance-based information retention**: Provides clear metrics on how much information (variance) is preserved in the reduced space"],"metadata":{"id":"Ex_RvH41Ks_K"},"id":"Ex_RvH41Ks_K"},{"cell_type":"markdown","source":["Overall, PCA gives quite the same (weak) ARI scores for both encoding strategies."],"metadata":{"id":"ww-P2vQPMEFV"},"id":"ww-P2vQPMEFV"},{"cell_type":"markdown","metadata":{"id":"R1AVMmg5cLUL"},"source":["#### countvectorizer + PCA"],"id":"R1AVMmg5cLUL"},{"cell_type":"code","source":["from sklearn.decomposition import PCA\n","from sklearn.cluster import KMeans\n","\n","# Create full PCA model to calculate explained variance\n","pca_full = PCA(random_state=42)\n","pca_full.fit(count_vector_prod)\n","\n","# Calculate cumulative variance explained by the first 2 components\n","explained_variance_ratio = pca_full.explained_variance_ratio_\n","cumulative_variance = explained_variance_ratio.cumsum()\n","variance_2_components = cumulative_variance[1] * 100\n","\n","# Apply PCA with 2 components for dimensionality reduction\n","pca = PCA(n_components=2, random_state=42)\n","bow_pca = pca.fit_transform(count_vector_prod)\n","\n","# K-Means clustering on reduced data\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42, n_init=30).fit(bow_pca)\n","labels = kmeans2.labels_\n","\n","# Title including explained variance\n","title = f'BoW + PCA (2 components, {variance_2_components:.2f}% explained variance)'\n","\n","# Evaluate and store metrics results\n","append_dict(results_1, {\n","    'title': title,\n","    'metrics': clustering_evaluate(labels, data.cat_code, cat['category'])\n","})\n","\n","# Display clustering results\n","print(f'Clustering on {title}')\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535634383,"user_tz":-120,"elapsed":3539,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"b21cc39f-5ba3-4ab4-8986-ddff20fbe3e0","id":"V42Qu_xxcLUL"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        1         143\n","Baby             2         133\n","Watches          5         134\n","Decor            6          62\n","Kitchen          3          46\n","Beauty           4         102\n","Computers        0         430"],"text/html":["\n","  <div id=\"df-b2f5b7f9-32a7-47d6-940a-e7b6e6b2cb8e\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        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<td>102</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>0</td>\n","      <td>430</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b2f5b7f9-32a7-47d6-940a-e7b6e6b2cb8e')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      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\"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 129,\n        \"min\": 46,\n        \"max\": 430,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          143,\n          133,\n          102\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 800x600 with 2 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.17479247629518957\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.00      0.00      0.00       150\n","        Baby       0.53      0.47      0.50       150\n","     Watches       1.00      0.89      0.94       150\n","       Decor       0.28      0.39      0.33       150\n","     Kitchen       0.96      0.29      0.45       150\n","      Beauty       0.24      0.85      0.38       150\n","   Computers       0.00      0.00      0.00       150\n","\n","    accuracy                           0.41      1050\n","   macro avg       0.43      0.41      0.37      1050\n","weighted avg       0.43      0.41      0.37      1050\n","\n","Clustering on BoW + PCA (2 components, 19.28% explained variance)\n"]}],"id":"V42Qu_xxcLUL"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:50.199847Z","start_time":"2021-05-24T06:38:49.755630Z"},"colab":{"base_uri":"https://localhost:8080/","height":713},"executionInfo":{"status":"ok","timestamp":1746535634726,"user_tz":-120,"elapsed":327,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"ebe7f0d5-8d5e-4604-f923-d0d99f94f952","id":"EdAGSc-EcLUM"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["# 2D scatterplot\n","def plot_clusters(reduced,labels):\n","    data=pd.DataFrame(np.c_[reduced,labels],columns=['Component 1','Component 2','Cluster'])\n","\n","    plt.figure(figsize=(10,8))\n","    sns.scatterplot(data=data,\n","                    x='Component 1',\n","                    y='Component 2',\n","                    hue='Cluster',\n","                    palette=sns.color_palette('tab10', n_colors=7))\n","    plt.title(f'')\n","    plt.figure(figsize=(10,8))\n","\n","\n","plot_clusters(bow_pca,labels)"],"id":"EdAGSc-EcLUM"},{"cell_type":"markdown","metadata":{"id":"50zvavbRKs_L"},"source":["#### countvectorizer + tfidf + PCA"],"id":"50zvavbRKs_L"},{"cell_type":"code","source":["from sklearn.decomposition import PCA\n","from sklearn.cluster import KMeans\n","\n","# Create full PCA model to calculate explained variance\n","pca_full = PCA(random_state=42)\n","pca_full.fit(tok)\n","\n","# Calculate cumulative variance explained by the first 2 components\n","explained_variance_ratio = pca_full.explained_variance_ratio_\n","cumulative_variance = explained_variance_ratio.cumsum()\n","variance_2_components = cumulative_variance[1] * 100\n","\n","# Apply PCA with 2 components for dimensionality reduction\n","pca = PCA(n_components=2, random_state=42)\n","tok_pca = pca.fit_transform(tok)\n","\n","# K-Means clustering on reduced data\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42, n_init=30).fit(tok_pca)\n","labels = kmeans2.labels_\n","\n","# Title including explained variance\n","title = f'BoW + TFiDF + PCA (2 components, {variance_2_components:.2f}% explained variance)'\n","\n","# Evaluate and store metrics results\n","append_dict(results_1, {\n","    'title': title,\n","    'metrics': clustering_evaluate(labels, data.cat_code, cat['category'])\n","})\n","\n","# Display clustering results\n","print(f'Clustering on {title}')\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535638183,"user_tz":-120,"elapsed":3457,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"d2f84c41-3858-472e-fea0-ef3cdddb08db","id":"I1jWm-hxKs_L"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        3         252\n","Baby             4         211\n","Watches          2          88\n","Decor            0         179\n","Kitchen          1         263\n","Beauty           5          12\n","Computers        6          45"],"text/html":["\n","  <div id=\"df-2b11a6db-7295-48c3-8583-9bedb364291b\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        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<td>12</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>6</td>\n","      <td>45</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2b11a6db-7295-48c3-8583-9bedb364291b')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.15474133741461255\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.29      0.49      0.37       150\n","        Baby       0.45      0.64      0.53       150\n","     Watches       0.99      0.96      0.98       150\n","       Decor       0.26      0.31      0.29       150\n","     Kitchen       0.29      0.51      0.37       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.00      0.00      0.00       150\n","\n","    accuracy                           0.42      1050\n","   macro avg       0.33      0.42      0.36      1050\n","weighted avg       0.33      0.42      0.36      1050\n","\n","Clustering on BoW + TFiDF + PCA (2 components, 8.92% explained variance)\n"]}],"id":"I1jWm-hxKs_L"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:50.199847Z","start_time":"2021-05-24T06:38:49.755630Z"},"colab":{"base_uri":"https://localhost:8080/","height":713},"executionInfo":{"status":"ok","timestamp":1746535638594,"user_tz":-120,"elapsed":410,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"28885a95-cc4c-4c32-c6d5-06e819445953","id":"UOU02PngKs_L"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["plot_clusters(tok_pca,labels)"],"id":"UOU02PngKs_L"},{"cell_type":"markdown","metadata":{"id":"Fgf9oyUqKs_L"},"source":["#### countvectorizer + LDA + PCA"],"id":"Fgf9oyUqKs_L"},{"cell_type":"code","source":["from sklearn.decomposition import PCA\n","from sklearn.cluster import KMeans\n","\n","# Create full PCA model to calculate explained variance\n","pca_full = PCA(random_state=42)\n","pca_full.fit(tok_lda)\n","\n","# Calculate cumulative variance explained by the first 2 components\n","explained_variance_ratio = pca_full.explained_variance_ratio_\n","cumulative_variance = explained_variance_ratio.cumsum()\n","variance_2_components = cumulative_variance[1] * 100\n","\n","# Apply PCA with 2 components for dimensionality reduction\n","pca = PCA(n_components=2, random_state=42)\n","tok_pca = pca.fit_transform(tok_lda)\n","\n","# K-Means clustering on reduced data\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42, n_init=30).fit(tok_pca)\n","labels = kmeans2.labels_\n","\n","# Title including explained variance\n","title = f'BoW + LDA + PCA (2 components, {variance_2_components:.2f}% explained variance)'\n","\n","# Evaluate and store metrics results\n","append_dict(results_1, {\n","    'title': title,\n","    'metrics': clustering_evaluate(labels, data.cat_code, cat['category'])\n","})\n","\n","# Display clustering results\n","print(f'Clustering on {title}')\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535638960,"user_tz":-120,"elapsed":365,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"3b0a5070-0092-4216-afbd-ad74f1f4aa2e","id":"Fl7F2BEjKs_L"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        2          88\n","Baby             0         491\n","Watches          3         135\n","Decor            1         137\n","Kitchen          5          53\n","Beauty           6          28\n","Computers        4         118"],"text/html":["\n","  <div id=\"df-cd6846f8-0399-4885-a424-51f58aee4ed2\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>2</td>\n","      <td>88</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>0</td>\n","      <td>491</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>3</td>\n","      <td>135</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>1</td>\n","      <td>137</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>5</td>\n","      <td>53</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>6</td>\n","      <td>28</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>4</td>\n","      <td>118</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-cd6846f8-0399-4885-a424-51f58aee4ed2')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.15675097142700645\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.58      0.34      0.43       150\n","        Baby       0.23      0.76      0.36       150\n","     Watches       0.96      0.87      0.91       150\n","       Decor       0.43      0.54      0.48       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.39      0.07      0.12       150\n","   Computers       0.46      0.36      0.40       150\n","\n","    accuracy                           0.42      1050\n","   macro avg       0.44      0.42      0.39      1050\n","weighted avg       0.44      0.42      0.39      1050\n","\n","Clustering on BoW + LDA + PCA (2 components, 36.23% explained variance)\n"]}],"id":"Fl7F2BEjKs_L"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:50.199847Z","start_time":"2021-05-24T06:38:49.755630Z"},"colab":{"base_uri":"https://localhost:8080/","height":713},"executionInfo":{"status":"ok","timestamp":1746535639295,"user_tz":-120,"elapsed":336,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"3e91ce91-dc14-4223-efeb-44bc5097d872","id":"u7dhU-EkKs_L"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["plot_clusters(tok_pca,labels)"],"id":"u7dhU-EkKs_L"},{"cell_type":"markdown","source":["### TSNE"],"metadata":{"id":"wXiBoJMdKs_L"},"id":"wXiBoJMdKs_L"},{"cell_type":"markdown","source":["* **Optimized spatial reorganization**: t-SNE transforms the vector space by preserving local similarities while amplifying differences between distinct groups\n","* **Curse of dimensionality mitigation**: Addresses the \"curse of dimensionality\" problem that affects high-dimensional TF-IDF vectors, where distance metrics become less meaningful\n","* **Adaptation to textual complexity**: Unlike linear methods, t-SNE adapts to complex and non-linear structures present in textual data\n","* **Dimensional noise elimination**: Reduction to 2D eliminates non-relevant dimensions that hindered K-means performance in the original sparse vector space\n","* **Enhancement of natural boundaries**: The transformation accentuates natural separations between categories, considerably facilitating the clustering algorithm's task"],"metadata":{"id":"QAvcLMj4Ks_L"},"id":"QAvcLMj4Ks_L"},{"cell_type":"markdown","source":["It is interesting to see that using TSNE projection helps having a better ARI for all strategies. The one that benefits the most from t-SNE is Bow + TFiDF"],"metadata":{"id":"WxakqcLfMup1"},"id":"WxakqcLfMup1"},{"cell_type":"markdown","metadata":{"id":"dqOHkkIBcwfj"},"source":["#### countvectorizer + TSNE"],"id":"dqOHkkIBcwfj"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:09.300140Z","start_time":"2021-05-24T06:38:57.803703Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535658617,"user_tz":-120,"elapsed":19322,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"6b95893d-f9ab-484a-c683-d5baf64e5f62","id":"BDSptVrpcwfj"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        5         223\n","Baby             1         106\n","Watches          2         134\n","Decor            0         187\n","Kitchen          6          62\n","Beauty           3         177\n","Computers        4         161"],"text/html":["\n","  <div id=\"df-b887a533-ecee-4409-bc95-655e3f92fe67\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>5</td>\n","      <td>223</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>1</td>\n","      <td>106</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>2</td>\n","      <td>134</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>0</td>\n","      <td>187</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>6</td>\n","      <td>62</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>3</td>\n","      <td>177</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>4</td>\n","      <td>161</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b887a533-ecee-4409-bc95-655e3f92fe67')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-b887a533-ecee-4409-bc95-655e3f92fe67 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.30857368070278396\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.38      0.96      0.54       150\n","        Baby       0.75      0.53      0.62       150\n","     Watches       1.00      0.89      0.94       150\n","       Decor       0.41      0.51      0.46       150\n","     Kitchen       0.79      0.33      0.46       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.49      0.57      0.53       150\n","\n","    accuracy                           0.54      1050\n","   macro avg       0.54      0.54      0.51      1050\n","weighted avg       0.54      0.54      0.51      1050\n","\n","Clustering on BoW + T-SNE 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import TSNE\n","# tok variable comes from the countvectorizer + tfidf section\n","bow_tsne = TSNE(n_components=2,\n","                perplexity=50,\n","                early_exaggeration=12.0,\n","                learning_rate=200.0,\n","                max_iter=1000,\n","                n_iter_without_progress=300,\n","                min_grad_norm=1e-07,\n","                metric='euclidean',\n","                init='random',   # pca\n","                verbose=0,\n","                random_state=42,\n","                method='barnes_hut',   # exact\n","                angle=0.2,\n","                n_jobs=-1\n","               ).fit_transform(count_vector_prod)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(bow_tsne)\n","    # Assign clusters\n","labels=kmeans2.labels_\n","\n","title='BoW + T-SNE 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results_1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bow_tsne,labels)"],"id":"BDSptVrpcwfj"},{"cell_type":"markdown","metadata":{"id":"Cn41RXXDKs_L"},"source":["#### countvectorizer + tfidf+TSNE"],"id":"Cn41RXXDKs_L"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:09.300140Z","start_time":"2021-05-24T06:38:57.803703Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535679820,"user_tz":-120,"elapsed":21200,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"e006ccfb-4eb4-4416-c02a-e238ce17ef61","id":"9uVMfCgxKs_L"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        2         123\n","Baby             3         140\n","Watches          4         145\n","Decor            5         211\n","Kitchen          0          90\n","Beauty           1         153\n","Computers        6         188"],"text/html":["\n","  <div id=\"df-ee7b340c-980b-402f-a72f-34d2992d5952\" class=\"colab-df-container\">\n","    <div>\n","<style 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<th>Kitchen</th>\n","      <td>0</td>\n","      <td>90</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>1</td>\n","      <td>153</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>6</td>\n","      <td>188</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-ee7b340c-980b-402f-a72f-34d2992d5952')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.3574253411469525\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.80      0.66      0.73       150\n","        Baby       0.64      0.60      0.62       150\n","     Watches       0.95      0.92      0.94       150\n","       Decor       0.46      0.65      0.54       150\n","     Kitchen       0.73      0.44      0.55       150\n","      Beauty       0.54      0.55      0.54       150\n","   Computers       0.25      0.31      0.28       150\n","\n","    accuracy                           0.59      1050\n","   macro avg       0.63      0.59      0.60      1050\n","weighted avg       0.63      0.59      0.60      1050\n","\n","Clustering sur BoW + TFiDF + T-SNE 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import TSNE\n","# tok variable comes from the countvectorizer + tfidf section\n","tok_tsne = TSNE(n_components=2,\n","                perplexity=50,\n","                early_exaggeration=12.0,\n","                learning_rate=200.0,\n","                max_iter=1000,\n","                n_iter_without_progress=300,\n","                min_grad_norm=1e-07,\n","                metric='euclidean',\n","                init='random',   # pca\n","                verbose=0,\n","                random_state=42,\n","                method='barnes_hut',   # exact\n","                angle=0.2,\n","                n_jobs=-1\n","               ).fit_transform(tok)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_tsne)\n","    # Assign clusters\n","labels=kmeans2.labels_\n","\n","title='BoW + TFiDF + T-SNE 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results_1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_tsne,labels)"],"id":"9uVMfCgxKs_L"},{"cell_type":"markdown","metadata":{"id":"_Qjl-oOaKs_L"},"source":["#### countvectorizer + LDA +TSNE"],"id":"_Qjl-oOaKs_L"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:09.300140Z","start_time":"2021-05-24T06:38:57.803703Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535695017,"user_tz":-120,"elapsed":15196,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"9afd1b5f-807e-48c7-d647-caa2d258f2f3","id":"ZC2-TUrxKs_L"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        1         116\n","Baby             4         136\n","Watches          0         142\n","Decor            2         186\n","Kitchen          3         152\n","Beauty           6         166\n","Computers        5         152"],"text/html":["\n","  <div id=\"df-44024461-aa93-48bc-8947-150c1228ee23\" class=\"colab-df-container\">\n","    <div>\n","<style 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<th>Kitchen</th>\n","      <td>3</td>\n","      <td>152</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>6</td>\n","      <td>166</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>5</td>\n","      <td>152</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-44024461-aa93-48bc-8947-150c1228ee23')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  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\"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 22,\n        \"min\": 116,\n        \"max\": 186,\n        \"num_unique_values\": 6,\n        \"samples\": [\n          116,\n          136,\n          166\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 800x600 with 2 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.24701273557154663\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.52      0.40      0.45       150\n","        Baby       0.61      0.55      0.58       150\n","     Watches       0.93      0.88      0.90       150\n","       Decor       0.35      0.78      0.48       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.42      0.47      0.44       150\n","   Computers       0.28      0.28      0.28       150\n","\n","    accuracy                           0.48      1050\n","   macro avg       0.44      0.48      0.45      1050\n","weighted avg       0.44      0.48      0.45      1050\n","\n","Clustering sur BoW + LDA + T-SNE 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import TSNE\n","# tok variable comes from the countvectorizer + tfidf section\n","tok_tsne = TSNE(n_components=2,\n","                perplexity=50,\n","                early_exaggeration=12.0,\n","                learning_rate=200.0,\n","                max_iter=1000,\n","                n_iter_without_progress=300,\n","                min_grad_norm=1e-07,\n","                metric='euclidean',\n","                init='random',   # pca\n","                verbose=0,\n","                random_state=42,\n","                method='barnes_hut',   # exact\n","                angle=0.2,\n","                n_jobs=-1\n","               ).fit_transform(tok_lda)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_tsne)\n","    # Assign clusters\n","labels=kmeans2.labels_\n","\n","title='BoW + LDA + T-SNE 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results_1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_tsne,labels)"],"id":"ZC2-TUrxKs_L"},{"cell_type":"markdown","source":["### MDS"],"metadata":{"id":"YRjtRFHrKs_L"},"id":"YRjtRFHrKs_L"},{"cell_type":"markdown","source":["* **Distance preservation focus**: Maintains pairwise distances between documents in lower-dimensional space\n","* **Global relationship retention**: Preserves overall structure of document relationships\n","* **Similarity visualization**: Transforms abstract similarities into interpretable spatial relationships\n","* **Stress minimization**: Optimizes projection by minimizing distortion in distance representation\n","* **Metric integrity**: Provides faithful representation of original document dissimilarities\n","* **Euclidean interpretation**: Projected distances correspond meaningfully to original feature differences"],"metadata":{"id":"3HfRg99DKs_L"},"id":"3HfRg99DKs_L"},{"cell_type":"markdown","source":["Interesting to see that the MDS projection did not bring any improvement (worsened the ARI score for BoW + TFiDF and BoW + LDA. BoW only ARI score did not change)."],"metadata":{"id":"z8QNaaHZKs_L"},"id":"z8QNaaHZKs_L"},{"cell_type":"markdown","source":["#### countvectorizer + MDS"],"metadata":{"id":"rpr5SA-Nc_Sr"},"id":"rpr5SA-Nc_Sr"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:42.980711Z","start_time":"2021-05-24T06:39:09.302139Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535721261,"user_tz":-120,"elapsed":26244,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"ad0847aa-8230-4e92-d914-27b966e0d24a","id":"9K4o4C45c7Af"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        2         137\n","Baby             6         141\n","Watches          3         157\n","Decor            4         191\n","Kitchen          1          82\n","Beauty           0         251\n","Computers        5          91"],"text/html":["\n","  <div id=\"df-03b8a68e-5c35-4729-bd14-d211d31a6acf\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>2</td>\n","      <td>137</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>6</td>\n","      <td>141</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>3</td>\n","      <td>157</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>4</td>\n","      <td>191</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>1</td>\n","      <td>82</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>0</td>\n","      <td>251</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>5</td>\n","      <td>91</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-03b8a68e-5c35-4729-bd14-d211d31a6acf')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-03b8a68e-5c35-4729-bd14-d211d31a6acf button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.2151568193621565\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.32      0.83      0.46       150\n","        Baby       0.52      0.49      0.50       150\n","     Watches       0.85      0.89      0.87       150\n","       Decor       0.38      0.48      0.42       150\n","     Kitchen       0.34      0.39      0.36       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.00      0.00      0.00       150\n","\n","    accuracy                           0.44      1050\n","   macro avg       0.34      0.44      0.37      1050\n","weighted avg       0.34      0.44      0.37      1050\n","\n","Clustering on BoW + MDS 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import MDS\n","bow_mds = MDS(n_components=2,\n","              metric=True,\n","              n_init=4,\n","              max_iter=300,\n","              verbose=0,\n","              eps=0.001,\n","              n_jobs=-1,\n","              random_state=42,\n","\n","             ).fit_transform(count_vector_prod)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans3 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(bow_mds)\n","    # Assign clusters\n","labels=kmeans3.labels_\n","\n","title='BoW + MDS 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results_1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bow_mds,labels)"],"id":"9K4o4C45c7Af"},{"cell_type":"markdown","metadata":{"id":"zngV0LBmKs_L"},"source":["#### countvectorizer + tfidf + MDS"],"id":"zngV0LBmKs_L"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:42.980711Z","start_time":"2021-05-24T06:39:09.302139Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535747296,"user_tz":-120,"elapsed":26020,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"f9f79e1e-ae9e-4a9f-b5ac-bf1cfa1dcd37","id":"lDQLflUBKs_L"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        5         155\n","Baby             3         169\n","Watches          6         169\n","Decor            1         153\n","Kitchen          4          88\n","Beauty           2         173\n","Computers        0         143"],"text/html":["\n","  <div id=\"df-80b96ffe-7bfa-44cd-989f-5197ccc75584\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>5</td>\n","      <td>155</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>3</td>\n","      <td>169</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.1492956405213197\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.32      0.33      0.33       150\n","        Baby       0.30      0.63      0.40       150\n","     Watches       0.77      0.87      0.82       150\n","       Decor       0.00      0.00      0.00       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.31      0.53      0.39       150\n","   Computers       0.19      0.18      0.18       150\n","\n","    accuracy                           0.36      1050\n","   macro avg       0.27      0.36      0.30      1050\n","weighted avg       0.27      0.36      0.30      1050\n","\n","Clustering sur BoW + TFiDF + MDS 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import MDS\n","tok_mds = MDS(n_components=2,\n","              metric=True,\n","              n_init=4,\n","              max_iter=300,\n","              verbose=0,\n","              eps=0.001,\n","              n_jobs=-1,\n","              random_state=42,\n","\n","             ).fit_transform(tok)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans3 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_mds)\n","    # Assign clusters\n","labels=kmeans3.labels_\n","\n","title='BoW + TFiDF + MDS 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results_1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_mds,labels)"],"id":"lDQLflUBKs_L"},{"cell_type":"markdown","metadata":{"id":"iHJrGMgvKs_L"},"source":["#### countvectorizer + LDA + MDS"],"id":"iHJrGMgvKs_L"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:42.980711Z","start_time":"2021-05-24T06:39:09.302139Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535771217,"user_tz":-120,"elapsed":23919,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"01584c8f-f1f0-448a-8952-12571d020cc8","id":"jqf6QsWgKs_M"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        6         123\n","Baby             2         122\n","Watches          3         144\n","Decor            0         192\n","Kitchen          5          93\n","Beauty           4         137\n","Computers        1         239"],"text/html":["\n","  <div id=\"df-a9b08074-d127-4953-90b9-bbc8a5fef475\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>6</td>\n","      <td>123</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>2</td>\n","      <td>122</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.225769438809369\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.26      0.21      0.23       150\n","        Baby       0.56      0.45      0.50       150\n","     Watches       0.91      0.87      0.89       150\n","       Decor       0.43      0.55      0.48       150\n","     Kitchen       0.30      0.45      0.36       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.34      0.54      0.42       150\n","\n","    accuracy                           0.44      1050\n","   macro avg       0.40      0.44      0.41      1050\n","weighted avg       0.40      0.44      0.41      1050\n","\n","Clustering sur BoW + LDA + MDS 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA2IAAAKnCAYAAADk/f4hAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3XeYlNXZ+PHv9D6zvbAFFlh678WCSlMs2KImxhL1fU0sUfImEV+TmJhfSPONJhp7osYQojGWiKKIoiJNel/aLgtsb7PT+++PlYVhZpa2s/X+XBeX7jnP88zZZZl57uecc9+KSCQSQQghhBBCCCFEh1F29gCEEEIIIYQQoreRQEwIIYQQQgghOpgEYkIIIYQQQgjRwSQQE0IIIYQQQogOJoGYEEIIIYQQQnQwCcSEEEIIIYQQooNJICaEEEIIIYQQHUwCMSGEEEIIIYToYOrOHkBPEA6HqaiowGKxoFAoOns4QgghhBBCiE4SiURwOBz06dMHpTLxvJcEYu2goqKCgoKCzh6GEEIIIYQQoos4fPgw+fn5CfslEGsHFosFaPlhW63WTh6NEEIIIYQQorM0NzdTUFDQGiMkIoFYOzi2HNFqtUogJoQQQgghhDjlliVJ1iGEEEIIIYQQHUwCMSGEEEIIIYToYBKICSGEEEIIIUQHkz1iQgghhBBCiLhCoRCBQKCzh9GlqFQq1Gr1OZetkkBMCCGEEEIIEcPpdHLkyBEikUhnD6XLMRqN5ObmotVqz/oaEogJIYQQQgghooRCIY4cOYLRaCQzM/OcZ396ikgkgt/vp7a2ltLSUoqLi9ss2twWCcSEEEIIIYQQUQKBAJFIhMzMTAwGQ2cPp0sxGAxoNBoOHTqE3+9Hr9ef1XUkWYcQQgghhBAiLpkJi+9sZ8GirtEO4xBCCCGEEEIIcQYkEBNCCCGEEEJ0GIVCwdtvv93Zw+h0EogJIYQQQggh2k1VVRX33Xcf/fv3R6fTUVBQwBVXXMGKFSva/bVWrlyJQqGgqamp3a+dbJKsQwghhBBCCNEuysrKmD59OikpKfzud79j5MiRBAIBPvzwQ+655x727NnT2UOMKxKJEAqFUKs7LjySGTEhhBBCCCFEu/je976HQqFg/fr1XHvttQwaNIjhw4ezYMEC1q5dG3N8vBmtLVu2oFAoKCsrA+DQoUNcccUVpKamYjKZGD58OO+//z5lZWVcdNFFAKSmpqJQKLjtttsACIfDLFq0iKKiIgwGA6NHj+Zf//pXzOt+8MEHjB8/Hp1Ox6pVq5L2c4lHZsSEEEIIIYQQ56yhoYFly5bx//7f/8NkMsX0p6SknNV177nnHvx+P59//jkmk4ldu3ZhNpspKCjgzTff5Nprr6WkpASr1dqaan/RokW89tprPPvssxQXF/P5559z8803k5mZyYUXXth67Yceeojf//739O/fn9TU1LMa39mSQEwIIYQQQghxzvbv308kEmHIkCHtet3y8nKuvfZaRo4cCUD//v1b+9LS0gDIyspqDfR8Ph+/+tWv+Pjjj5k6dWrrOatWreK5556LCsR+8YtfMGvWrHYd7+mSQEwIIYQQQghxziKRSFKue//99/Pd736Xjz76iJkzZ3LttdcyatSohMfv378ft9sdE2D5/X7Gjh0b1TZhwoSkjPl0SCAmhBBCCCGEOGfFxcUoFIozSshxrDDyiUFcIBCIOubOO+9kzpw5LF26lI8++ohFixbx+OOPc99998W9ptPpBGDp0qXk5eVF9el0uqiv4y2h7CiSrEMIIYQQQghxztLS0pgzZw5PP/00Lpcrpj9eivnMzEwAKisrW9u2bNkSc1xBQQF33303//73v/nBD37ACy+8AIBWqwUgFAq1Hjts2DB0Oh3l5eUMHDgw6k9BQcG5fIvtSgIxIYQQQgghRLt4+umnCYVCTJo0iTfffJN9+/axe/du/vjHP7bu1zrRseDo0UcfZd++fSxdupTHH3886pgHHniADz/8kNLSUjZt2sSnn37K0KFDAejbty8KhYL33nuP2tpanE4nFouF//mf/+HBBx/klVde4cCBA2zatIk//elPvPLKKx3yczgdEogJIYQQQggh2kX//v3ZtGkTF110ET/4wQ8YMWIEs2bNYsWKFTzzzDMxx2s0Gv7xj3+wZ88eRo0axW9+8xt++ctfRh0TCoW45557GDp0KHPnzmXQoEH8+c9/BiAvL4+f//znPPTQQ2RnZ3PvvfcC8Nhjj/GTn/yERYsWtZ63dOlSioqKkv9DOE2KSLJ21fUizc3N2Gw27HY7Vqu1s4cjhBDiNAT9ITwOP6FQBK1ehdGqO/VJQgjRS3i9XkpLSykqKkKv13f2cLqctn4+pxsbSLIOIYQQvY6jwctX75VSsr6KcDBCSraR828oJqe/Da1ePhqFEEIknyxNFEII0au4mny89/RWdq+uJBxsWRTSVO3mP3/cSnVpcyePTgghRG8hgZgQQohepbHaRcPR2GxeAKve2Ie72d/BI0oud7MfR70HZ6OXcFh2IwghRFch6y+EEEL0Kkf2NCbsa6hwEfSHEvaHQmHcdj+eZj8owGDRYrJpUaq63nNNnydA1QE7q/99gIYKFzqTmjGXFDB0eh9MNtkPJ4QQnU0CMSGEEL2KOTXxpnONToVCqYjb5/cGOby7gU//tgefOwiAzqTmkluGkj80DY1WlZTxno1IJEL5zgY+enFna5vPFWTdu6XUlDu5+OYh6M2aThyhEEKIrvcITwghhEiigqGpCYOt4ef3wWiNH6DYazwse35HaxAGLcHNB89ux17jTspYz1ZznZcv/7Uvbl/pllqcTb4OHpEQQoiTSSAmhBCix/A4/FSV2ln52h4+/stODu9qwGWPDjpMKTrm/vcIlCcFYzn9bYy+pACVOnZmK+APsemjQxBni1UkAls+PtzmksaO5vcGcTUl3utWWy5JSYQQorPJ0kQhhOhFwuEIfk8AhVKJztCzPgI8Dj9r3znIrlUVrW0l66vpMzCF2XcOx5TSsi9KrVFROCyNb/58CpX7m3A7/PQZmII1w4DRqo177aAvRENF/AQfcHxvmbqLLE9UqhSgIG7gCKAzyrJEIYTobD3rU1gIIURCzfUe9q6v5uDmWjR6FWMuKSC7yJYw+OhuGqtcUUHYMRX7mzi4tZYRF+ShULTMgqk1KmyZBmyZhtO6tlqnIi3XlDAYS8s1dZkgzGX34aj3UjAkjcO7G2L61RolqTnGThiZEEKIE0kgJoQQvYC91sObv92AxxFobavY28TACVlccMMgDJbuHYyFgmG2fXo0Yf+2T44wYGwmRuvZZQvUaFWMm9OX/ZtqYmaZFAoYM6ugywRijVUuag45mHxVESq1grId9a1jVqoUzPjWEFSa+HvkhBBCdBzZIyaEED1c0B9i4wdlUUHYMfs31GCv9XTCqNpXJBzB7w0m7A/4QkTOsYSWLcvA3LtGoDMef4apM6qZ+98jsWV1nRkmpVJJRr6Z3WuqyC1O4fqHJnD+DcVMuqKIy747kiMlDag1XSNoFEKIZHn66afp168fer2eyZMns379+jaPf+ONNxgyZAh6vZ6RI0fy/vvvJ32MMiMmhBA9nNcVYN9X1Qn7966vIqe/rQNH1P7UWhWDJ2VzeFfsUjyA/mMz0ZnObV+UVq+m3+gMbug3CY+jJRFGV6sj5mjw8tniEhoqjy+hVChgxs1DaKrx8N5T27jseyPPemZQCCHOlN3tp87pp9kbwGrQkGHSYjMmdxXGP//5TxYsWMCzzz7L5MmTeeKJJ5gzZw4lJSVkZWXFHL969WpuuukmFi1axOWXX87ixYuZP38+mzZtYsSIEUkbpyISOddnhKK5uRmbzYbdbsdqtXb2cIQQIoqz0cvff7qWYCAct3/EhXlceNPgJL22D5fdh88VwJKux2DRoj/HgCjxa3l5+w+bsddEz/DpjGqu/dF4bFkGlMquETAlQ9Af4vMle9m9ujKmT6FUcPm9o3A3+ykamXHOQakQoufzer2UlpZSVFSEXp+4/mJbKpo8/PjNbXyxr6617YLiDH597Sj6pJzeHt2zMXnyZCZOnMhTTz0FQDgcpqCggPvuu4+HHnoo5vgbbrgBl8vFe++919o2ZcoUxowZw7PPPhv3Ndr6+ZxubNBzP5GEEEIAoDdpGDgxO2H/4Mk5SXnd+qNO3vztBv716w38509bWfzoOj59bQ+uJNWwMqfqueqBsYyZXYDepEGjU1E8IZvZd45g5eI9VO63EwgkXr7Y3bkdfkrWV8Xti4Qj2Gs99BslQZgQomPY3f6YIAzg8311PPTmNuzuxCU2zoXf72fjxo3MnDmztU2pVDJz5kzWrFkT95w1a9ZEHQ8wZ86chMe3FwnEhBCih1NrVUy4tB8GS+wN+IBxmVhPM3PgmXA0eHnnic04G6ODroOba9m8vJxgMP7s3LmypOnpNzKDKVcP4PwbB6HSKHn/mW1U7LXz3p+24qjvuYWMg4Ew4WDiRS4+dxC9pK0XQnSQOqc/Jgg75vN9ddQ5kxOI1dXVEQqFyM6OfgCZnZ1NVVX8h1VVVVVndHx7kT1iQghxmlxNPhoqXezfWIPOqGbQpBwsabpuUZPJlmnguh9PoGRdFQe31KLRqRkzs4Cc/laMSciY2FjlipscBGDn50cZfXE+lvRkBIAevliyj/qjzpi+YCDMwU21pF1mavfX7Wwuu4/q0uaWFPuV8VPs5w9O7eBRCSF6s2Zv/M+AYxyn6O8NJBATQojT4Gzy8cGz26kpa25t2/xROZOuKGLkjPyk7XtqT9YMA+Pn9mXEhXkolcqo7H/trbnOm7AvGAgn3K92rsLBCE017oT99UedhMPhHrdXrLHSxcYPyph0eRHL/7orJsV+zgAb1ozk7ccQQoiTWfVtfy5aTtF/tjIyMlCpVFRXRyepqq6uJicn/lL8nJycMzq+vfSsTyIhhEiCcCjM7lUVUUHYMev/U4qjIXHQ0dUoVUoMZm1SgzCAtD6JZ510RnXSam4p1QpSsxOnkk/PN/e4IAzg4JZa7DUeyrbVM+fO4WQUmAHQ6FWMnJHHrNuH9ZjC3UKI7iHDrOWC4oy4fRcUZ5BhTs57klarZfz48axYsaK1LRwOs2LFCqZOnRr3nKlTp0YdD7B8+fKEx7eXbvVp9Pnnn3PFFVfQp08fFAoFb7/99inPWblyJePGjUOn0zFw4EBefvnlmGPOtM6AEKJ3cTsC7Pg8cbHgkjWxWep6O1uGAVtW/BmY8Zf2xWRLzgewJc3AhHn94vapNUoGjM1Myut2tmMJOPZtqGb1vw8wcFwWc+4awYU3Dcbd7EepkgLOQoiOZTNq+fW1o2KCsQuKM/jNtaOSmsJ+wYIFvPDCC7zyyivs3r2b7373u7hcLm6//XYAbrnlFhYuXNh6/Pe//32WLVvG448/zp49e3j00UfZsGED9957b9LGCN1saaLL5WL06NF85zvf4Zprrjnl8aWlpcybN4+7776bv//976xYsYI777yT3Nxc5syZA5x5nQEhRC8UieD3JM6253HKOveTmVJ0XHn/GD55dTdH9zYBLYHQ2Dl9GTwlN6l1t7KLbEy9ZgBf/ae0dQmkOVXHrO8Mx5LeM+tnDRyfxYalZQA46r2sfedga9+YmQVxE7UIIUSy9Ukx8KebxlLn9OPwBrDoNWSYk19H7IYbbqC2tpaf/vSnVFVVMWbMGJYtW9aakKO8vDxqdcS0adNYvHgxjzzyCA8//DDFxcW8/fbbSa0hBt24jphCoeCtt95i/vz5CY/58Y9/zNKlS9mxY0dr24033khTUxPLli0DzrzOQDxSR0yIns3vCfLxK7so3RI/+9O8742i36j4yy96O68rgMfhJxgIozOoMaboUKvjB2GhUBi/J4hKrUSrP7fnhD5vALfdj9cRQKlSoDdrsGUmXrLY3fk8AXZ+UcGafx+Iak/rY+KK+0ZjTj27GkBCiN6rPeqI9WTtUUesW82InalENQEeeOAB4HidgROnJk9VZwDA5/Ph8x1PgdzcHLtvRAjRNfg8AVyNfg5srsHnCVI0KoPUHCNG6+nPjGgNaqZcOYDynQ2ETkoykZZnIqPQ0t7D7jH0Js0pE5lEwhGa6z3sWlVB+a4G9GYN42b3JaPAjOEs9xDo9Bp0eg0kLp/Wo+gMGoaf14e+w9IpWV+FxxFgwLhMMgosmFN65iygEEJ0dz06EEtUE6C5uRmPx0NjY2PCOgN79uxJeN1Fixbx85//PCljFkK0H587wM5V0bMEWz8+TO5AG3PuHIHpDG5QbVkGrl84gbVvHeDQzgY0OhXDz+/DqIvyz/pGNxQI4Xb6iYQjKBRKlErQW7SokrhsrytqqHLx5m83EvCGWtuO7G5kzKwCxs/t1y0yUnYFOqMGnVHDtPyBnT0UIYQQp6FHB2LJsnDhQhYsWND6dXNzMwUFBZ04IiFEPI4GX8xSLYDK/Xb2rK1k7Oy+KJWnl8RApVaS3sfMzO8Mx+8NogAMFi2qBMvsTsXnCuD1Bgh6w9SUNdNU4yYj30JmoQW9WYXe1DtmMbyuAF/8c29UEHbMluWHGTqtjwRiCQQDIVyNPkq312Gv8ZA/JJWsvlYsabKESAghuoMeHYglqglgtVoxGAyoVKozrjMAoNPp0Ol6x02SEN3ZnjayGW779AhDpuSe0awYgM6gRmc497dOnzeAq8HH+89sx+c+ngjEaNNy5f1jek0g5vMEOVrSlLD/8O4G0nJ7XgHmcxUKhjiyp5H3n9lOJNyy1XvHZ0cxp+qYv2ActkypGSaEEF1dj17/cqqaAGdTZ0AI0X24m/0AKJQKCoamMWhSNtn9WjbN+txBOitXkdflJ+SPsPwvu6KCMAC33c/HL++iuc7TKWPrcrpnPqmkczX5Wfb8jtYg7Bhno4/Pl5TE/F4JIYToerrVjJjT6WT//v2tX5eWlrJlyxbS0tIoLCxk4cKFHD16lFdffRWAu+++m6eeeoof/ehHfOc73+GTTz7h9ddfZ+nSpa3XWLBgAbfeeisTJkxg0qRJPPHEE1F1BoQQ3dfA8VkEAyGGn9eHQzsacDZ6KRyexoR5/Ti0sw7NOWbmO1vBYAS3w4+z0Re3v+6wE18b6fJ7Ep1BTd6glNYU9ycrGJresQPqJuqPOmMSxxxTvqsBr8uf9KLdQgghzk23epfesGEDF110UevXx/Zp3Xrrrbz88stUVlZSXl7e2l9UVMTSpUt58MEHefLJJ8nPz+fFF19srSEGp64zIITovrL6WvC5gyx9elvrxErp1jq0BjVXPTCmXZYYng1FJBJ3T9SJEt1k9zR6k4bzbxzEm7/ZSMAX/TMZfUkBxpTk1prprtqc8YpAKCgziUII0dV1q0BsxowZbS4levnll+Oes3nz5jave++99ya9crYQouOFwxE+/0dJzOo2vyfIp6/t4cr7x2CwdPyNfsAfxpKhBwUQ5y1NpVGi60UJKlJzTNzwvxPZuaqCw7sa0FuOp6/XG0//5xAKhXE3+fA4AyiUCgxmDaYUHQrF6SVk6U4y2yiZYEnTozWoOnA0Qgghzka3CsSEEOJM2Gs8BBPMLNUdduJ1BTolELNlGGiscTNkSg571lTF9I+dXYglvfdkvlMqFdiyjEy+sj9jZxeeVUFnnydA6dY6vliyF//Xs42mFC2z7xhOdpHtrLNbdlUmm44B4zI5sKk2pu+8bxRjTuk9vz9CCNFd9axPJiGEOEHQ3/byv3Coc5ZvKZQKNFoV4+f2ZdIVRehMLUGH0arl/BuLGXF+H9Q9LHA4HSq1EoNZe8ZBGED9URcrXt7dGoRBS0KLd57cgqPe257D7BL0Zg3n3zCIadcOwGBpmTXMKDBz1QNjyBuc2smjE0IIcTpkRkwI0WOl5poSLv8zpWg7NZmBJU1PwBdiyNRcBk7IJhIKo9QosWUYeuRSumTyuQOs/8/BuH3hYIQ9ayqZfGV/FKdZM667MNl0jLmkkOKJ2UTCLUtajZ0wwyuEEF3N559/zu9+9zs2btxIZWUlb731FvPnz2/znJUrV7JgwQJ27txJQUEBjzzyCLfddltSx9n7HrkKIXoNo0XL2FmFcfsuuHHwGdcQa28anQpLmp7UbCNpfcykZBolCDsLAX+Yxkp3wv6aQw6CwZ6Z/EShVGBO0WNJ00sQJoTomjyNULcXjmyAun0tXyeZy+Vi9OjRPP3006d1fGlpKfPmzeOiiy5iy5YtPPDAA9x55518+OGHSR2nzIgJIXosrUHN2FmFZPW18NXSMpwNXjIKLEyZ35/0PPMpgx6vM4C9zsPu1RUEfWEGTc4hPc+EydY7ii13FxqtElu2obVu3MkyCsw9bo+YEEJ0C/aj8M69cPCT420DLoEr/wS2vKS97KWXXsqll1562sc/++yzFBUV8fjjjwMwdOhQVq1axR/+8IeobOvtTQIxIUSPZrBoGTg+m7xBqYSCYdRaFfrTyEjocfpZ/14pO1YebW0rWVdFbn8bs/9reJvJEEKhMG67H783iFqjwmjVoNHJ222y6IwaJl3en3f+EJshV6lUMHR6LsoetixRnLtwOILH4ScSjhAJR1BpVBitMqsoRLvxNMYGYQAHVsC798F1L4Gha+xpXbNmDTNnzoxqmzNnDg888EBSX1fuDIQQvcKZZkdsqnZHBWHHVB60s39jLaMvzo87o+Zx+Nm9upKNH5Th94ZQKhUUT8xiyvwBmFMlk12yZBaYufCbg/nyX/sI+luWIepNGmbfORxLmvzcRTS/N4jHEcBt9xIIRAj6Q1jSDfg8gZYlwhK4C3HuXLWxQdgxB1a09HeRQKyqqiqmhnB2djbNzc14PB4MBkNSXlcCMSGEOEk4FI4bhB2zY+URBk3IwnjSEsVQMMyuLytY+/bxxBHhcISSddU0N/iY+18juvw+Hq8rgNcZIBQMozWoMaXousVsks6oYejUHAqHp+Fp9rfUEbNou834RcfyOAKEw2EMVh3aYBifJ0TAG8TvCqPWKrGkJuemq6MFAyFCwQhanUqCS9HxvM3n1t8LSCAmhBAnCUfA5w0m7A/4QnGLy7vtPjYuOxT3nMp9TbibfBgtWiLhCM4mH44GLz5XAFu2EaNFe1pLJpOpqcbNp3/bQ8W+JqAlRfq0awZQNCbzjAordxaVRoU13YA1vWfcRIvkcDV5iEQiuO1+qg7Y0Vs05BTZiAABb5BQoHPKWrQnj8uPq8mP1+En4A9jsGgw2bRY0uTfhuhAeuu59XegnJwcqquro9qqq6uxWq1Jmw0DCcSEECKGWq1k8KQcDm2vj9vfb3QGujiBid8bIuBNXLusqdpNep6Z2sMO3ntqKx5HoLVvwNhMzr9xUKclAnE2ennnD5txNvpa27zOAJ+8uodLjRr6j8nslHF1BwFfEJ87iFKpwGDVSubLLi4UhE9e3U3lfntrm0qtZNYdw0jJMREMhAiHwyiV3TPBi88ToLnGw+f/3EtNmQMApVrBsOl9GDOzAFumsZNHKHoNU2ZLYo4DK2L7BlzS0t9FTJ06lffffz+qbfny5UydOjWpryuBmBBCxJE70MbgKTkUDktDqVKiUiuoOeSgZF0lY2cVotaqYs5Ra5UoFBBnsgwAo02Ho9HHO3/YHFV4GODA5lpSso1MvLyoUzL81ZY7ooKwE63+935yiqwxSzF7u1AoTHOthw0flFG+swGdUc3oiwvoPzZTMmt2UR6Xjy0rDkcFYdCyrPijl3byjYcnolAqum0QBuBuDvDRSztprjteyDwcjLDjs6PoDGrGzSlEa+j6M9yiBzCktmRHfPe+6GDsWNbEJO4Pczqd7N+/v/Xr0tJStmzZQlpaGoWFhSxcuJCjR4/y6quvAnD33Xfz1FNP8aMf/YjvfOc7fPLJJ7z++ussXbo0aWMECcSEEJ3JWQvuenBVg9YCxnRI7dvZowJArVWRU2Tl8yV78blblinmDrBx+b1jsGXEX6ZgMGspGpPJwc21MX1GqxZrup7qQ80xQdgx21YeYfgFeZ2SXKLygD1hn73G02PrcJ2Lpmo3/1q0gWCg5WfjdQb4fMleDm6tZdbtwzBaJRjraryOILu/rIjbFw5GqDpgp/+4rvOU/mzYa9xRQdiJtn92lCFTcyUQEx3HlteSHdFV27InTG9tmQlLcpKODRs2cNFFF7V+vWDBAgBuvfVWXn75ZSorKykvL2/tLyoqYunSpTz44IM8+eST5Ofn8+KLLyY1dT1IICaE6CxNh+GTX8L2fx6fQkofANe/CjkjOndswOHdDXz2j71RbZUH7Pznj1u49kfj42ZA1BrUnHd9Ma5GL9VfLwkCMFg0XHH/GMxpevZuqI4575iAN0SokwKelOzEy5X0Jo0kvDiJzxNkzZsHWoOwEx3Z3Yi91iOBWBcU8IZas2rG47L7Uam672wYQGN14uLmfk+QYCDx8mkhksKQ2uHZEWfMmBF3L/cxL7/8ctxzNm+OLYOSTBKICSE6XsAD61+AbUui2+sPwN+vhds/gLT+nTM2wNXkY81bB+L2ORt91B1xJkxFb0nTc9n3RuFs9NFY5cacqsOaYWid5costCR8XaNNi1oTu+SxI+QNTkWlVsYNBMfMKpBliSfxe4Ic2hV/DyHAgU215A5I6bgBiVNyN/vwugOkZBtpShCs5A6wodV371ujtBxTwj6NTiXFzYXoQuRfoxCi4zVXwIaX4vc5qqBuX8eO5yShYBhHffylPQDVB9tOuWu06sjqa2Xw5BzyBqVGLTVMzTFhzYgfxE2+sj+mlM5Jb29O0XHl90ej1UcHgsUTsxk6TQoin0yhoM0bWo2ucwJqkZjPEyQSjjBuTvzlz2l9TFjSu3/NOWumHqMt/vvI8PP7EA7JMmMhuoru/dhHCNE9Bdzgdybur9sLg5K7LrstSpUCnVHdujfsZG0t4zsVc4qOKx8Yy6ev7ubo3iYAtHoVk67oT9HojE7LuKdSK8npb+PGn07CXuvB5wqSlmvCYO38tPpdkd6kYfCUHHZ9EX+/0cBxWR08InEqkXBLSYbDuxu56NtD2PhBGc11XpQqBf3HZjJ+Tl8s6d1/5jcShsvuHsnyv+zCXutpaVTAoInZ9ClOwZvgfU0I0fEkEBNCdDyNEfQ28CZIEJE5tGPHcxKjVcuYmYWse/dgTJ9aqyR3oO2crm/LMDD3v0ficQYIBULojGqMNl2n701RqpRY0gxSa+g0qLUqJszty+FdDTGzp+Mv7Ysprfvf0Pckjnovy1/aydRrBlI8IYtNH5UzZlYhBrMWhRLCoQgavQqVqvvPZGp0Kj792x4mXNYPS7qegC+EVq+idFsdH7+8i+sfmtjZQxRCfE0CMSFEx7Pmw+Tvwme/ju1LKWxJ2tGJlColQ6fn0lDlYt/648k1dEY1l98zCnPqud9k600amWnq5izpBq7+wTgq9jWxf0M1erOWERfmYcswdIsC2L1FJBxh/6ZqdCYNzfUejGYNA8ZlYknTEw5FUGtVaHRKdKaec0s0+pJ8lv91F+FgBKVKQTgUAQVccOMgmus95zSrL4RoPz3nXUcI0X1odDDu2+BphI1/gdDXhY1zR8PVz0NaUeeODzDZdFxwwyAmXtaPpmo3OqMaS7oBU4pO9kuJVpY0PYMn5zBwfNbX9afkd6Or8bkDZBVa8TQHOLChhpwBNvqPycTrChDwhWisclEwLB29sXP2Z7a3oD/Mzi8quOy7ozi4uZaGShfWdD0DJ2Szv42srUKIjieBmBCic9jy4aKHYdKd4G5oWa5oTGtp7yKOzVqltpGFTAhoO3GH6FyORh9Ln9lG4Ov6fUdKGtnwfhnTrh1A5QE7XkeA4gnZnTzK9qM1qGiu8/L+09voOzKd7H5W3HY/H72wg2AgzJhZhZ09RCHE1yQQE0J0HkNKyx8hhEgCj8PPp3/b0xqEnWjt2we59sfjcdT70PWgpaQts/nFvPf0Nkq31kX1FQ5Px5wi+xeF6CrkEZ4QQggheiSvO0htuSNuXzgUoa7cSVZfcwePKvlyi1O46sExZBS0fG86o5pJVxRx8beHYLD0jCWYQvQEMiMmhBAirlAwhNcZBAUYLFrZ/yS6nUg40mZ/wBfi4JY6Rs7I71G/31q9mvzBaVx5/xiCgTAKRUs2WGUnZ2YVQkSTf5FCCCFiNNd5WPPWQd749Ve8+duNbP7wEM7GxEWuheiKdEY1tqwE5RgUkJJtYNOHh/A0+zt2YB3EYNFiSdNjTtVLECZ6jUWLFjFx4kQsFgtZWVnMnz+fkpKSU573xhtvMGTIEPR6PSNHjuT9999P+ljlX6UQQogozXUe/vWbDWxdcRhXkx9HvZe17xzkP09tlWBMdCsmm46Lbh6CIs5s14gL8ijdVo/fHSQSaXvmTCSf1x3A6w509jBEEth9dkrtpWyr3UapvRS7L0EN0Xby2Wefcc8997B27VqWL19OIBBg9uzZuFyuhOesXr2am266iTvuuIPNmzczf/585s+fz44dO5I6VkVE3n3OWXNzMzabDbvdjtVq7ezhCCHEWQsFw6x79yCbPyqP2z/7juEUT+w5GeZEzxfwh6g/4mTTh4eoLXdgStExdHofvE4/a98+SNGYDGbeNgytXnZrdAZnk48juxvYuaqCSDjCsPP6UDgsDXOqvrOH1ut5vV5KS0spKipCrz+7v48qVxU/W/0zVlesbm2b3mc6j057lBxTTnsNtU21tbVkZWXx2WefccEFF8Q95oYbbsDlcvHee++1tk2ZMoUxY8bw7LPPxj2nrZ/P6cYG8q4jhBCildcVYP/GmoT9u9dU0m90BhqtqgNHJcTZ8zr8uJp8pOeb6TMoBa8zyMYPynDUe1GplUy+or8EYZ3E2eTjg2e2UXPoeEKV6tJm0vNNXH7PaAnGujm7zx4ThAF8WfElj65+lN9c8BtsOlvyx2FvmYFLS0tLeMyaNWtYsGBBVNucOXN4++23kzk0WZoohBDiOIWi7ZpYao0ShaLnJDUQPV/tYSef/n0P2f2sNFa62fbJYRwNXvKHpnLpd0eiM0oQ1lmO7GmICsKOqT/i4tCO+k4YkWhPDd6GmCDsmC8rvqTB25D0MYTDYR544AGmT5/OiBEjEh5XVVVFdnb0ao/s7GyqqqqSOj4JxIQQQrQyWLQMvyAvYf/IGfmoNfLRIbqPxkoXPleQD57ZjtcV4MJvDmbOncPJyDez/C87CQbCnT3EXsnnDrDzi4qE/Tu/qMDj7JlJVHoLhz9+6YjT7W8P99xzDzt27GDJkiVJf62zIY+BhOiJPE0Q9IHeCpoEGcOEiEOhUDBwfCZ711VSW+6M6hswLpP0PFMnjUyIs3OsllY4HOHg5loObq5t7TNatfJgoZNIgoKez6K1nFP/ubr33nt57733+Pzzz8nPz2/z2JycHKqrq6PaqquryclJ7j42efcRoidx1UHJB7D4evjLHHj/R1C3F4KSiUqcPnOKnnnfG82ld4+k38h0BozL5KoHx3DBjYMwWnWdPTwhzkhanhmjLX4R4wmX9cNkk9/pzqA3ahg2PTdh/9DpuehNmg4ckWhvafo0pveZHrdvep/ppOkT79k6F5FIhHvvvZe33nqLTz75hKKiolOeM3XqVFasWBHVtnz5cqZOnZqUMR4jM2JC9BSeJvjsN7D++eNtjaWw/Z/wnY+gz5jYc5w14Kxu+a8lF8xZYMroqBGLLsyUoqP/mEwKR6SjBJRt7BsToiuzpOqZ/+BYPnpxJ3VHWmZ5VRol4+b0ZeD4rLip7UXHKBiaRnq+mfoj0bPvqblGikZlyH7Ubs6ms/HotEd5dPWjfFnxZWv7sayJyUrUcc8997B48WLeeecdLBZL6z4vm82GwdCySuiWW24hLy+PRYsWAfD973+fCy+8kMcff5x58+axZMkSNmzYwPPPP5/wddqDpK9vB5K+XnQJNXvgz5Pj9+WNh2+9Acb0422NZbDkW1B9Qo2M/Elw/V/B1vYUvhBCdDcehx+PM0DQH0Jv0mC06WRZYhfgbPRyaGcDu744SiQCw6bn0m9UhmRM7ALaI309tGRPbPA24PA7sGgtpOnTkpotMVEA/9e//pXbbrsNgBkzZtCvXz9efvnl1v433niDRx55hLKyMoqLi/ntb3/LZZddlvB12iN9vQRi7UACMdElfPUSLF2QuP/+zZDWv+X/XXXw2rVQuSX2uP4XtQRjhlQIh8BRBe76lnR6xgyw5LT8vxBCCNFOvC4/kQgYzPGXkYqO116BWE8ldcSEEMcpT/XP+YTgyVUbPwgDOPhpS6Cm0sCBlfCf+1sCMQBrHlzzfMvMmVo+LIUQQrQPvUk+U0TvI3PyQvQUfeNviAWg3/ktM1zHeJravpbfA3X74PWbjwdhAM1H4W/zoansHAYqhBBCCCEkEBOipzBnwyWPxrbrU+Cy34Mh5XjbiXvFTqZQgtEGn/8e4q1cDgVgw19b/iuEEEIIIc6KLE0UoqfQW2DCbdDvPFjzNDirYMAlMOp6SOkbfawpEwbOgv3LY68z4npQqKF6Z+LXqtgMAU/L8kUhhBC9TsAbwucJgKKlELxKJc/2hThTEogJ0ZMYUqFgIuQ+11LQWWsCpSr2OGMqXPlHWPYw7H4HIuGW40bdCJf8FDSmlsQejaXxXydzCKhl464QQvQ24XAEe42b9e+Vcmh7PWqtkmHn9WHEBXndItOhO+im3lNPSUMJ4UiYIWlDSDOkYdaYO3tooheSQEyInkita/nTFmsfuOpPMPOn4HOAztpSR0xraum/4IdwYEXseQolTPovSdYhhBC9kL3WzRuLNhDwhQAI+EJs/OAQpdvquOLe0V06GHP4Hbx38D1+s/43hCIt41cqlHxv9Pe4cfCN2PTJS6kuRDwyjyxEb6aztMx85Y6GtKLjQRhA1jC44knQGE443grf+Buk9uvwoQohhOhcAV+QDUvLWoOwEzUcdVFzyNEJozp9ZfYyfrXuV61BGEA4EuapLU+xp3FPJ45M9FYyIyaEiM9gg1E3wYCLW7IlKlRgyW2pIyZ7w4QQ3YjXGSAYCKEza9Bo4izXFqfF5w5yaEd9wv6SdVX0G5WBUtn1ak36gj5e2fVKwv4Xt73I8PThmLWyRFF0HAnEhBCJaXSQUtjyRwghuhivK4CryUf57gYUQOHwdIxWLXpTy8MiZ6OXhkoX2z45grvZT59iG8PPy8OSaUCtlkVBZ0qhUKDWqvC5g3H7dUY1iq4XgwHgC/uodFYm7K92V+ML+TAjgZjoOBKICSGEEKLb8Tj8rF9ayo6VR1vbvvzXfsbOLmTs7EIioQjbPj3C5o/KW/tryx3sWlXJ/AVjyepr7Yxhd2sGq5aRF+ax9p2DcfuHn9cHRReNxIxqI+Ozx7Otblvc/tFZoyVhh+hw8jhICCFEtxcOR3A2emmqceNo8BIKhTt7SCLJag45ooKwYzZ/VE7DURceZyAqCDsm4Aux6o19uJp8HTHMHkWpVDB4Si5ZfS0xfWNmFWDNNMQ5q2tQK9VcO+ha9KrYZCJqpZrbht+G7lRJrkS38MwzzzBq1CisVitWq5WpU6fywQcftHnOG2+8wZAhQ9Dr9YwcOZL333+/Q8YqM2JCCCG6NbfDz7711Wz4oAyvM4DWoGbMzAKGn98Ho1VurHoinyfIpo8OJew/uq8RnSHxLU7lfjs+TxBTivx+nClzqo7LvjuKuqNO9q6rQmtQM3RaLtYMPXpT186mm2fO4+W5L/PT1T9lb+NeAIpsRfx82s8psBR08uh6rqDdTqi+nrDDgdJiRZWehtqWvAyV+fn5/PrXv6a4uJhIJMIrr7zCVVddxebNmxk+fHjM8atXr+amm25i0aJFXH755SxevJj58+ezadMmRowYkbRxAigikUgkqa/QCzQ3N2Oz2bDb7VitstRBCCE6StAfYsMHZWz8IPamfNh5uUy7diA6Q9vJZbyuAAFfCMWxwrSyd6jL8zj8vP1/m2modMXtHz0zH3Oqni/f2J/wGjf9bDJpuaaE/aLnavA0YPfbiUQi2HQ20g3pnT2kLsnr9VJaWkpRURF6/dmVJQhUVlHxyCO4v/yytc143nn0eewxNLk57TXUU0pLS+N3v/sdd9xxR0zfDTfcgMvl4r333mttmzJlCmPGjOHZZ59NeM22fj6nGxvIp40QQohuy93sZ8vyw3H7dn9ZiccRSHhuMBCittzBsue28+rDq1n883Wse/cgzkZvsoYr2onWoCJ/WGrCfo1eTf7gtIT9Of2taA2SPbEjeV0BGqtcVJXaaaxy4XX5O20saYY0imxF9E/pL0FYEgXt9pggDMC9ahUVP/kJQbs96WMIhUIsWbIEl8vF1KlT4x6zZs0aZs6cGdU2Z84c1qxZk/TxydJEIYQQ3ZbXFSAUjL8fLBIBt91PSpYxbn9jpZt//XoD4XDLwpCAN8Tmj8o5vLuBy+8djckmy9a6KpVaxcgL89m9qjKmppXWoGbI5FzUWiWjLs5n2ydHovrVWiXnfWMQ5pSuW3g4EZ8niMfhx+sMoNGrMFq0GCxdezkgtGSv/PRveyjf1dDaljcklUtuGYolrfv9PYjTE6qvjwnCjnGvWkWovj5pSxS3b9/O1KlT8Xq9mM1m3nrrLYYNGxb32KqqKrKzs6PasrOzqaqqSsrYTiSBmBBCiG5LfYqaUBp9/H6vK8CqN/a1BmEnqjvspKHCJYFYFxUORwgFQljS9Vz74/F88fo+ju5pBAUUDktj+nXFWDP0KBQKxswqpGBoGls/Pozb4afPQBsjLyrAmtH9/m5ddh9r/r2fkvXV8PWvbUaBmbl3jcCW4GFDV+B1Bfj0teggDODonkZWvLqbuXeNaC03IHqWsKPtAt9hhzNprz148GC2bNmC3W7nX//6F7feeiufffZZwmCss0ggJoQQotsyWDRkFJipOxz7gW5J12NMMFsQ8IWo2NeU8LqlW2spGJp4aZvoeMFACEe9l11fVlB/xEVWXwtDpuYy967h+D0ts2I6owad8fitjSVVjyVVT1aRlZA/hN6kQaPrfrc+QX+IjcsOUbKuOqq97rCT/zy1lasXjOuyiUc8Dj/lOxvi9h3d04jH4ZdArIdSWmKza0b3J69cgFarZeDAgQCMHz+er776iieffJLnnnsu5ticnByqq6P/bVVXV5OTk/w9bLJHTAghRLdlsGiZc+cIzKnRN6F6s4Z53xuV8OZUoUg8W3bsuqLrCIcjVOyzs+QX69my/DCHdzewcdkh/vHYOhoqXFjS9VgzDFFBGEAkHCESjmA0a7GkGbplEAYteyF3fVERt89e48HR0HX3Nfo98Ys/H5OoOLTo/lTp6RjPOy9un/G881Cld9z+vHA4jM8Xv2TF1KlTWbFiRVTb8uXLE+4pa0/d8x1JCCGE+FpKtpFrfzSehgoX9RUuUnOMpOeZ29x7YrBoGXFBXtw6UwADxmUla7jiLLjsPj56aUfMUtJwMMJHL+3iuh9PiArG3c0+Gqvc7F5VQTgCw6bnkppr6rbLTQO+UMK9kADN9R5y+icvHfi50LZRRgCICZ5Fz6G22ejz2GNU/OQnuFetam03nncefX75WNL2hy1cuJBLL72UwsJCHA4HixcvZuXKlXz44YcA3HLLLeTl5bFo0SIAvv/973PhhRfy+OOPM2/ePJYsWcKGDRt4/vnnkzK+E8lvvxBCiG7PnKrHnKqncPjpPWFVqZWMuiifw7sbYpY1XnDjoC67zKu38jT78bniz5y4mnx4nP7WQMzd7GPl30so3VrXesy+r6opGJbKJbcO65bBmEanQqVREgrED8asGV23kLLBoqXv8HQO7ayP6csfkorBIssSezJNbg55j//+6zpiTpQWM6r09KTWEaupqeGWW26hsrISm83GqFGj+PDDD5k1axYA5eXlKJXHFwVOmzaNxYsX88gjj/Dwww9TXFzM22+/nfQaYiCBmBBCiF7KnKrn8ntH01DponRrHQazhgHjsjCl6NosBiw6lt8bjMmMeLLICTNl1aXNUUHYMYd3NXJ0bxODJmbH9HV1RmvLDO7WFbGlGlKyjV0686DepGHGzYNZ+VpJVDBWMDSNi749pMsXgRbnTm2zJTXwOtlLL73UZv/KlStj2q6//nquv/76JI0oMfmkEUII0WuZbDpMNh0FQyQxR1cUiUQ4sqcRALVGSTDOjJDWoG7d0+f3Btl6Urr6E2375DCFw9K6XXIItVbF2NmF+D1B9qypJPJ13JlZaGHOXcO7/CyfOVXPzDuG4Wn24/cEW//OutvfgxDtTQIxIYQQQnRJriYfn/2jhKy+ViZc1o+17xyMOeaCGwdhtLUEYuFwhKA/8exZwBeKW7KgOzDZdJx3fTHj5vbF5wqg0akwdJM6YgB6owa9UQIvIU4kgZgQQgghuiSfO4jb7qdsWx22TAOzvjOMHZ8fxV7jITXHyPjL+pHV14pK1bLfQ2dQUzwxm+rS5rjXGzghu1vPwmgN6lMmvxBCdB/dLn39008/Tb9+/dDr9UyePJn169cnPHbGjBkoFIqYP/PmzWs95rbbbovpnzt3bkd8K0IIIYRog0KpaP3/rSsOs/rf+8npb2P83L5k9rWgUimi9vMpFAr6j8mMu2fKaNMyeHIOyhOuKdqfP+SnwduA05+8Yr1C9BTd6rHKP//5TxYsWMCzzz7L5MmTeeKJJ5gzZw4lJSVkZcWmGv73v/+N3+9v/bq+vp7Ro0fHbMabO3cuf/3rX1u/1um69lprIYQQojdQKCE9z0z90ZabeleTv7XkgFqrZOSM/JhzLGl6rv7BWLZ9eoSSdVVEwjBoUjajLynAmt51k1p0d8FQkCPOI/x999/5qvorMvWZ3DHqDoakDSFFl9LZwxOiS+pWgdj//d//cdddd3H77bcD8Oyzz7J06VL+8pe/8NBDD8Ucn5YWvfl6yZIlGI3GmEBMp9N1SPVsIYQQQpwenzuIq8nP+TcW8/6ft0cVBlYoFcy8PXEqeku6gSnz+zP6kgJQgMGsRaXudouAupW9jXu5Zdkt+EItRXMPcIC1VWv571H/zW3Db8OsNXfyCIXoerpNIOb3+9m4cSMLFy5sbVMqlcycOZM1a9ac1jVeeuklbrzxRkwmU1T7ypUrycrKIjU1lYsvvphf/vKXpLdR7dvn80VV525ujr8WXQghhBBnx+cJsOOzIzRVu5l9xzCqS5upO+LEkqaneGI2HmegzeBKpVZhTlV14Ih7r0ZPI4+uebQ1CDvRc9ue4/L+l0sgJkQc3ebxUF1dHaFQiOzs6Pof2dnZVFVVnfL89evXs2PHDu68886o9rlz5/Lqq6+yYsUKfvOb3/DZZ59x6aWXEgolzrq0aNEibDZb65+CgoKz+6aEEEIIEVfQH8KWaWTKVQMI+MLkDkxhwLhM7HUe/vPUFvSmbvMsucez++3sbtidsH9r7dYOHI0Q3UeveRd76aWXGDlyJJMmTYpqv/HGG1v/f+TIkYwaNYoBAwawcuVKLrnkkrjXWrhwIQsWLGj9urm5WYIxIYToYfyeIB5XgEg4glavwmiV/cMdKgJ1hx1s+vBQa1PhsDRGzMjnaEmjJN3oQhSKtv8uTtUvRG/VbQKxjIwMVCoV1dXVUe3V1dWn3N/lcrlYsmQJv/jFL075Ov379ycjI4P9+/cnDMR0Op0k9BBCiC7I7w3ibvbjcwfR6lVnXTTWXuvhyzf3Uba1jkgE0nJNnH/jILL7WdHoZLlbsnldAb58cz/luxqi2st3NRABRl9SgEbfbW5hejyr1sqIjBHsqNsR06dAwejM0Z0wKiG6vm6zNFGr1TJ+/HhWrFjR2hYOh1mxYgVTp05t89w33ngDn8/HzTfffMrXOXLkCPX19eTm5p7zmIUQQnQcV5OPzxaXsPhna/nXrzew+NF1fPjCDhwN3jO6jqPBy9v/t4nSLS1BGEBDpYt3nthMQ4Wk5O4IHoef8p0NcfsO72ogb1AqBkv3rQfW06TqU/nZ1J9hUBti+u4fez/phsT77oVItl//+tcoFAoeeOCBNo974403GDJkCHq9npEjR/L+++8nfWzdJhADWLBgAS+88AKvvPIKu3fv5rvf/S4ul6s1i+Itt9wSlczjmJdeeon58+fHJOBwOp388Ic/ZO3atZSVlbFixQquuuoqBg4cyJw5czrkexJCCHHuAt4Qa985wN711a3BE8CRPY18+MIOPA5/4pNPUnXQjrMxNukAEVj97wN4XYF2GLFoi9cVbLNfrVFiMGs7aDTidAxMGci/rvgXtw+/neHpw7m44GJenfsq1w++HrNGEnX0Zl5XgMYqF9WldhqrXB36HvrVV1/x3HPPMWrUqDaPW716NTfddBN33HEHmzdvZv78+cyfP58dO2JnedtTt5rXv+GGG6itreWnP/0pVVVVjBkzhmXLlrUm8CgvL0epjI4tS0pKWLVqFR999FHM9VQqFdu2beOVV16hqamJPn36MHv2bB577DFZetib+F3grAG/E7RmMGeD1tjZoxJCnAG3w0fJuuq4fdWlzbib/Rgsp3fjfmhbXcK+qoN2gv4QnMVyR3FqriYfR/Y0YEyQlv4Yvfn0f/7hUJhwKIJKo5S9SkmkVqoptBZy/9j7cQVdaFXauDNkondxNnj55G97OLz7+Ax3wdA0Lv72EMxxCq+362s7nXzrW9/ihRde4Je//GWbxz755JPMnTuXH/7whwA89thjLF++nKeeeopnn302aWPsVoEYwL333su9994bt2/lypUxbYMHDyZy4uPRExgMBj788MP2HJ7obhxVsOIx2LYEwkFQqmHMt+Cih8EiteWEOFuRSARPs59wBHQGFRpdcj9u/J4QkXD893oAl91Het7pPZW3ZCa+eTRYtCgkSURSuOw+lv9lJ0f3NjHx8iLyBqdytKQx5rj8Iae3LNHvCdJc72XH50dw1HnJH5rGgLGZWNL1PTogCwbDeOw+QqEIaq0Sk03Xod+vWqXGprJ12OuJrsvrCsQEYQCHdzfwyd/2MPvO4We1h/d03XPPPcybN4+ZM2eeMhBbs2ZNVCI+gDlz5vD2228nbXzQDQMxIdqN1w7LHoKdbx1vCwdh0ysQ8MC8/wO9pfPGJ0Q35bL7OLillq0rDuNzBSkYmsqEeUXYMg1JK6qr0atQKCDBczeM1tNfxlY8MZsN75dBnGuNnVVwRtcSp6/usJO0PibGzi7E5wkxYFwmq17fx5E9x4OxvCGpXHzLUPSmtv8OAr4QBzbX8Mmre1rbync1sPGDMq75n3Gk9emZS+WcTT42f3iIXasqCAbCmFN1TJk/gL4j0pN6wytEPB6HPyYIO+bw7gY8Dn/Sfi+XLFnCpk2b+Oqrr07r+KqqqrMukXUuJBATvZerFna9Hb9vxxsw4yEJxIQ4Q+5mP5+8sjsq292+DTUc3FrHdQ9NIOM0Z6XOlNGqZcC4LPZvrInpS88zn1HwZE7RMev2YXz88u6oWbai0RkMnJDdKbMpXmcAnyeAQqFAZ9KgM/Ssj+9wKEwkEsHvDfHe09sgAhqdionz+jH16gG4mnxYMwyYUnSndePmbvaz8rWSmHafO8infy9h3vdGnjKY6248Dj8f/3VX1Cyis9HHx3/dxcW3DGHIlFyZzRUdyu9pe6/nqfrP1uHDh/n+97/P8uXL0euTu/zxXPWsd3IhzoSnMfHj80gEPE0dOhwhegJ7nScm5ThAKBDmy3/tZ+5dw9EZ2/8JqFavZvp1Awn4QxzaXt/anlloYe5/jTijGmBavZqi0Zl86+dWqg404/MEyB2YgjlV1+EJIkLBMA0VLj5bUkL1wWZQQL8R6Uy/rpiU7J6zlzVChJpDDkrWHn/6HPCFWP3vA2gNambdPgydSXPaT89ryx2EEyxVrTpgx+sM9rhAzNnki7uUE2DNWwcoGJqGObVr35SKnkV7igdGp+o/Wxs3bqSmpoZx48a1toVCIT7//HOeeuopfD4fKlV0GZKcnJyzKpF1riQQE72X9hSzXbqeuXRFiGQq3VqbsO/I7gb83lBSAjEAc6qembcNw+Pw43EG0BnVGCxajKeZpONEGp0KW6YRW2bnBjv2Wg9v/nYjoWC4pSECZdvrqS5r5rqHJmBN7xnJEDzNAbavPBK3z+8J4nH4zyhdfSgQarM/nOghXDdWfyRxaQWPI4Df2/bPRIj2ZrBoKRiaFnd5YsHQtNNOoHSmLrnkErZv3x7VdvvttzNkyBB+/OMfxwRhAFOnTmXFihVRKe6XL19+yhJZ50oCMdF7mTKgzzio2BTblz8JjBkdPyYhurm2knIo1clfFqX/etYk9SzP97oC+Nwty2V0RnWn7qsJ+IJs/KDseBB2Ao8jQNnWOkZelN8jEk+EghG8zsQprZsbvKhUp7+/MKufNWFfao4RfQ9b2glgaGP5rUJB0vZnCpGI3qTh4m8PiZ818ZYhSXt/tVgsjBgxIqrNZDKRnp7e2n7LLbeQl5fHokWLAPj+97/PhRdeyOOPP868efNYsmQJGzZs4Pnnn0/KGI/pee9EQpwuUwZc/1f4x41Qs/t4e/YIuPZFMEkBSiHOVP8xGax/92DcvsGTcjCcQdrxc+VzBwgFw2gNGtSatm9Cw+EIjZUuPvtHCZX77QDkDrRx4U2DSc01oeyEvTV+T4ije+MvNQMo3V7H0PP6oNHGPt3tblQaBaYULa6m+PXesgrPbL+u0apl1EX5bPs0epZNoVRw4TcHnzI9fneUlmNEq1fFnfnqPyZTCmCLTmFO0zP7zuF4HH78niBaQ8tKhc5OHnNyyatp06axePFiHnnkER5++GGKi4t5++23YwK69qaIJMrtLk5bc3MzNpsNu92O1Zr4KZzoohzV4Khs+WPtA+ZcsGR19qiE6JZ87gDbPjnC+vdKo9ot6XrmLxjbIUvpPA4/1WXNbPrwEB5HgLzBKYy+pBBrhj7hrEpTjZvX/99XBHzRN7EanYob/ncitqyOX6Locfh598kt1CVYcjZ4Sg4X3zwEZQ+Y6YhEIuxeXcmnf9sT02e0arnuoQlYzrDmkMfh5+i+JjZ+UIbb7ie7v5VJlxdhyzL2iOD1ZOFQmOqyZv7zx61Rv8dpfUxcfs9oLOmyP0ycGa/XS2lpKUVFRV0+6UVnaOvnc7qxgcyICWHJbvnDmM4eiRDdns6oYeRF+fQdmc6Oz4/iafYzcHwWfQalnvGN9NnwugJ89X4p2z892trWVO2mZE0V1/xoPJkFsTMroWCYnZ9XxARh0JIwYueqCiZf2T8pS7sCvhChUBidXh2T0c5g0TJ2Tl+Wv7Qz7rkjZ+T3iCAMQKFQUDQqA8/8/mx4v4ygv2U5ZkaBmdl3DD+r3x2DRcvAcVnkDUohHIyg0avQ6nvubY9SpSS7n5UbfzKJ2nIHjgYvWX2t2LIMmHrgDKAQPUHPfUcSQgjRKY7t05rxLQuRcKRD96a47f6oIOyYYCDM50tKuOy7o2IyH/q9QY7siV/rBlrq3YydXdiuGRPdzX5qDzvYuuIwfk+Q/mMzKR6fheWkGcP8wSkMmpzN3nXR2bymXj0AW1bXTtQRCobxugIoFF8Xwj7FXjaDRcvoSwoonpiN1xlArVVhMGvOeUN/R2e67ExKlRJrhgFrRtf+3eit7D479d567D47Vq2VNH0aqfqz3dEqegIJxIQQQiSFUqmADt5b1daeqqoDzfjdwZgbc5Va2WadMaNF267BpMfpZ/W/90elaq8ubWbrx4e55kfjsZ1wE2206jjv+mLGzurL4T0NqNVK8oekYrTpunQtseY6D9s/O8qBTTWo1EpGXJjHgLFZmFPbnplRa1RY0w2tS1gDviD2Wg9ep78lMLNozqgUgRBdRZWrip98+RPWVq5tbRudOZrfXfA7cs25nTgy0Zm67ru4EEIIcYZOWbA2TrdWr2bM7MK49c8Axs4ubNclbc11nqgg7Bh3s5+NH5RxwQ2DUJ+wh8lg1mIwa8nI7x4lNex1Ht78zQY8juNZEFe9vo+966q49LsjMaec3jJDd7OfzR+Vs+2Tw601wdJyTcz9rxGk5pqSMnYhkqHZ18wv1/wyKggD2Fq7lR9+/kP+dPGfZGasl+oZi8uFEEIIIG9QSuK+IakJM3Vl5lsYN6cwpn3cnL5k5J9Zxr5T2bu+OmHfvvXVeF2J07h3daFAiG0rDkcFYcfUHHJQe8hxWtcJhyOUrK9k64ry1iBMZ1JjSdezfmkpjgbvaV0n4A1ir3VTsa+JmkPNOBu9SI4y0VEqnBUcbDpItbuaz45+FveYrbVbafAmXhotejaZERNCCNFjGG1aJl7ej6/eK4tq1xrUXPCNQQmLSevNGsbN6ceQqbkcKWlZ3pg/OBWjVdvuBagj4cSBQHePEbyuIPs31iTs3726ksLh6W0u9QwGQjgafFjSDMy5awSRSIRIuCWz4pE9jShVChwNXtRaZZv7vzwOP5s+LGfrJ4dbf+amFC2X3T2KjEJLp5QkEL1Do6eRo66jPLPlGTbXbOaX5/2yzePtPnsHjUx0NRKICSGE6DF0Bg2jLiqgYEgaW1Ycxm33UTgsncFTck6ZvltnVKMzqknNSe6yt+KJOWxfGZtQBGDg+Ex0xm780XyKwsEqtYKAL0hDpY/6I04MFi2puUbMKTqUKiU+d5B9G6v58vV9BAMtmRN1RjXn3zCIA5trKN1SB8DOLyoYcWEeky4vipvMIxKJcGBzDVs+Lo9qdzX5efsPm7nxJ5MkoYVImrLmMr7z4XcIRlqKw6sUKhQoiBD/SUuKPqUDRye6km78bi+EEEIc52z00lTtxl7nJT3PxAU3DkKtUaLRqVAmqB/WGWxZBvqPzeTg5tqodr1Jw4R5RWh03fej2WDRMnR6Luv/Uxq3f/j5eXz6WknU967Rq7ji3tFkF1mpP+rks7+XRJ3jcwdZ8cpu5n1vJId21BMOttzM7vjsKAPHZ5EXJxBz2f1seL8s7hgCvhAV+5skEBNJUeGs4Nfrf90ahAGsr1rPRQUX8cnhT2KOn5wzmTRdWkcOUXQh3ffdXgghhPhaQ4WLd57YjLvZ39qWkm3kivtGt/vSwnNltGi58KbBFE/IZsvH5QS8IYrGZDBsep9uHxwolQqGTstl34ZqGivdUX0Dx2cRDIZjAtCAN8S7f9zCTT+bzFdL4wdwkXCEA5tr6TsivXVWDGDbp0fI7m9DfdIsXDgUxtXkP/kyreoTFMkW4ly5A252NeyKaluyZwm/vfC3AHx6+NPWmbHz887np1N/KjNivZgEYkIIIbo1V5OX957eGhWEQUsh549f2c1ld49MmKSjsxitWgaOzyJ/SCqRcAStUY2qC83anQtzqp4r7x9Dxb4m9qytQq1RMvKifFIy9dRXuJlz1wiUKgXuZj9blpdjr/UQ9IdxN/ux13gSXre51hOTLdHvDhIJRWLuZlQqJZZ0PY76+Ek9svpZz/n7FCIelVKFUqEkHAm3tvnDfn702Y+4cciNvHbZawCtdcSsOvld7M16xru+EEKIXstl9ye84a7c14THkXhmpLPpTS0Fi3tKEHaMOVXPoEk5XHr3SGbfOYKMPDO7VlfxwXPb+fCFHXzw7HY2f3SI864vJj2vJS2/3xskrU/i/XkpOaaYbIkDJ2Sh0alijjWl6Jh8Zf+419GbNOQU2c7huxMiMZvGxoX5F8a0+8N+/rbrb+hUOkZljqKfrZ8EYUny6KOPolAoov4MGTKkzXPeeOMNhgwZgl6vZ+TIkbz//vsdMtae9c4vhBCi1/G6gm32B/3hNvtF8mi0KtQaJWU76tmwtKx1fxdAc52X5X/dxQU3DuLye0cR9IUYOzu2hACAUq2gaHQG5TuPp/m2pOkpHJ6e8LULh6cx7ZoBqLXHb3VSc43M/8HYUyZuEeJUGj2NHHEcod5dH9WeZkzjgXEPkGXMijnnBxN+gFnTPeoBtiev00HD0SNU7iuhoeIIXufplbE4F8OHD6eysrL1z6pVqxIeu3r1am666SbuuOMONm/ezPz585k/fz47duxI+jhlaaIQQohuzZKmS9in0ii7dxbCHsBl9/FVguQdfk+Qhgon2z49QmOVmyFTc7jwpkGsffcgvq8DbFOKjktuG0rlATsKBai0SgZPyWXc7EIsaYkDKoNZy8iL8hkwPguvM4BKrcRg0WC0Jv59EeJUGj2NlDWX8cL2F9jftJ98Sz53jbyL4pRiMowZAPRP6c9fZv+Fr6q/4osjX5BpyOTq4qtJ0aWQZ8nr5O+gYznqa/nw2T9yaNvm1rZ+o8cx+7/vw5KembTXVavV5OTknNaxTz75JHPnzuWHP/whAI899hjLly/nqaee4tlnn03aGEECMSGEEN2cwaKNm4UQYMzMAow2ufHuTKFguM0CzHVHnJhSdDRWudmzpgp7rYcLbhyMNUOPWq1Eb9ZiStGSU2Rj2LRcAPRmLWrNqRf1qDUqrOkGrOndOwmK6BoCwQBrKtfw4y9+3NpW6arkq6qv+PHEH3N18dWYNC3La/va+tLX1pfL+1+ORqFBpYpdQtvTeZ2OmCAMoGzrJj567k/Mu/+H6M2WpLz2vn376NOnD3q9nqlTp7Jo0SIKC+PPuK9Zs4YFCxZEtc2ZM4e33347KWM7kSxNFEII0a3pTRouuGEQoy7OR/X1zbnWoGbKVf0ZdXHBad2wt7dIOELQHyLcRvHm3kKlVrY5c5WSZcTZ6Gv9unK/neUv7aRkbRVpfUyYU3UoFAo0OhXmVD3mVH2n/J0KUemuZNH6RXH7ntj0BLXu2IdBerW+VwZhAG67PSYIO6Zs6ybc9uQUsp48eTIvv/wyy5Yt45lnnqG0tJTzzz8fhyP+ksiqqiqys7Oj2rKzs6mqqkrK+E4kM2JCCCG6PVOKjqlXD2T0xQUEA2E0OhVGW8cnwQiFwjjrvZSsr6b6oJ3UXBPDzuuDJV2PRts7b8ZMNh0Tryjik1d2x/RpDWpsWQaaqt0xfU01bkLBcJeqASd6p0gkgt1np9HbSJOvKe4xvpCPGncN/Wz9OnRsXZnP7Wq739N2/9m69NJLW/9/1KhRTJ48mb59+/L6669zxx13JOU1z5a8uwkhhOgR1Bol1gwDabkmLGn6TslEWHfYwZLH1vPVe6WU72pg64rDLPnFOo7saSAU7L1JQ/qNSGfi5UUo1YrWNmuGnrn/NYJ178bfP9anOBW1pncGr6LrqHJV8c+Sf/Jfy//rlMeqlPL7eiKdMXEWVACdoe3+9pKSksKgQYPYv39/3P6cnByqq6uj2qqrq097j9m5kBkxIYQQoh247D6Wv7SLYCA64IpEYPlfdnHTTyb32mx9BouWcbMLGTIlB7fDj1qtxGDV4nUFaKiILa6s0akYNDEbhVIR52pCdIwqVxXf/fi77G9quYFXKBRkG7OpdlfHHGvWmMkwZHT0ELs0o81Gv9HjKNu6Kaav3+hxGG0dU0bC6XRy4MABvv3tb8ftnzp1KitWrOCBBx5obVu+fDlTp05N+thkRkwIIYRoB15nAHtt/ILEAW8IR2PihBVdgdflp+ZQM6ve2MfK1/ZwpKQRt9136hNPk1qrwpphIKfIRkaBBZNNhzXdwOX3jsacejyhSnqeiat/MC5u0BoMhLDXeti7voqtnxympqw5ppC3EO3lsyOftQZhAC9tf4mfT/s5GmV0gXilQsnPp/2cHGPyZ1C6E73Zwuz/vo9+o8dFtR/LmpisRB3/8z//w2effUZZWRmrV6/m6quvRqVScdNNNwFwyy23sHDhwtbjv//977Ns2TIef/xx9uzZw6OPPsqGDRu49957kzK+E8mMmBBCCNEOIgkSc2j0KtLzzKjUXXd2x+P0s2FpGds+PdLatnNVBXmDUph1x3BMSco8qdGpKByezrU/noDPHUChUKA3azBatDHHBgMhjuxp5IPntkfVI8sblMKs7wzHlCLZMUX7sfvsvLXvrai2Tw5/QoGlgMXzFvP2vrcpaSyhn60fNwy+gTxTHjq1/A6ezJKeybz7f4jbbsfncaEzmDDabEkLwgCOHDnCTTfdRH19PZmZmZx33nmsXbuWzMyWdPnl5eUolcfnoqZNm8bixYt55JFHePjhhykuLubtt99mxIgRSRvjMRKICSGEEO1Ab9JgsGjwOAJASxHiqVcNwJymp+qgnaMlTWj1aow2HTpD1/r4bar2RAVhxxzd28TBLbWMuCAPhSJ5gaQ5RYf5FIGUq8nHB89sj8lEeXRvE9s+PcykK/qjUstCH9F+lIrY36dXdr3CP/b8g4cnP8wdI+/AqrGi00gA1ha92ZLUwOtkS5YsabN/5cqVMW3XX389119/fZJGlJi8YwkhhBDtwJSi48JvDm79+pJbhnJoZz0fvrCDrSsOs+atAyx+dB27v6zA5w504kijhYNhtq+MDcKO2fbJETyO9ln+F4lEaK73ULKuis/+UcKOz49gr/MQCp06kcnh3Q0JywFs/+yoLFEU7cqms3HdoOvi9vnDftRKNZnGTAnCxDnpWo/khBBCiG5KoVRQMDSNa388nr3rWwoTH9nTGHPcl//aT97gVDKNmjhXOXtuhx9ng7elQLJNR1quEVOqHuUpEl6EIxH8nmDCfr83SLidEj42VLp46/FN+FzHX0+tUXLlA2PJKbJGJefwfr1U8djsoaMh8X61gDeUcGmoEGdrep/pDE0byu6G6NILw9KHMSV3SieNSvQkEogJIYQQCXgcfpxNPqoO2NEZ1WQX2TClaBOmVdfq1eQU2TDZdLz1eGymsGN2f1lB5o2DE/afKWejlw9f2EnVweMFUrUGNVfcN5qsftY2gzG1RkXxhCwO7aiP299vVAZ647nfLrib/Xz04s6oIAwgGAjzwbPbuH7hRCxpehwNXsq211GytgqVRsmoGfnkDLCRPySVTcsOxb12Wh8T6jh12pyNXhqr3DRUukjNMZKaa8KS2jszV4ozl23K5k8X/4l1Vet4o+QNFAoF1w+6nkk5k8g2ZZ/6AkKcggRiQgghRBwuu49PX9vDoe3HAxSlUsHsu4ZTOCwdjS5xzSCFAnyuxMsPXXY/4XDklLNVpyPgD7H+vdKoIAzA7wnynz9u4cafTMKSbmjzGn0GpWLNMNBcF531UaNXMXZWYdwg51iQ2nDUidGqIyXHiClFl/B78jr9NFTEL+DqcQRaMzS+84fNUdknK/Y2UTAsjRnfHExKtjFu8efzri/GaI1O8NFU7eadJzbjbDw+k2a0arnqwbGk5XZM/aKuyO6z4w/5MWvNGNRt/16IlmDsygFXMiN/BgoUWHQdt9dJ9HwSiAkhhBAnCYcj7FlTGRWEHWv/8PkdfPPRKaRkGxOer9Wr6TM4lbKtdXH7B4zNbJcgDMDT7KdkXVXcPr83RH2F65SBmCVNz/wHx7JlRTm7V1cSCoYpGp3J5CuKsGbEnuts8vLxX3dztOT40stTzcCFgm0vHQz4QpSsrYxbAuDwrgaaqt1c9cAY1vz7APs31hAOR7BlGjjvG8Vk9bNGHe92+Fn2/I6oIAxaZuXef2YbV/9gXNIyQXZVDZ4GttRu4cXtL1LvqWd8znjuGHEHBZYCtKrYLJUimlVnPfVBncjpd1LrqaXR24hWpSVVl0qeJa+zhyVOQQIxIYQQ4iTuZj9bPj4cty8SgYNbahk3p2/C87UGNVOu7E/5jnrCoegAxJKuJ3dgSruNNRQMR6VzP9HA8VkYrVqOlDSgVCqxpOkw2nRxswta0vVMu3oAY2cVAqAzaNDoY2fCgoEwm5aVRwVh0DID9+6TW7jxp5Owxgn89OaW6wW8oZg+haIl2cmuLysTfp87Pj/KnLtGMOPmwUy+qj/hUASNXhU3oPI4/NQfjS0UDWCv8eBx+Ds8EAsFw7jtfpqq3fi9QdL6mDBYtOhN7btXMJ5mXzPPbX+OxbsXt7ZVHKhgWekyXpn7CiMzRyZ9DCJ5KpwVvLP/HV7c/iL+cEvSmgJLAb+94LcMSxsWlapddC0SiAkhhBAniYQjeJ2JlxY66k9dnDkl28C1PxrPF6/vo+qAHaVKQfHEbCZdXoQlrf32KWl0KoxWbUzWwHFz+qJUKXjztxtbg8FRF+czeEouteXNKFCQO9CG0aZFZ2gJBlQaFebUxEsuAdzNPnZ9WRG3L+ALUXfY0RqIRcIRXM0+wqEISpWCi24ewkcv7ow5b9TFBWh0qjYTbkTCESKARqdGo2v79iXkbzu7SMAXGwwmUygYomKfnQ+e3R712kOm5jD16gEYrckNCus8dVFB2DGBcIDH1j7Gc7OeI1WfmtQxiPbn9DsptZeyrW4bf97656i+w47D/Pfy/+bvl/2dfrZ+nTNAcUoSiAkhhBAnUWuVZPW1UHPIEbe/YFjaKa+hUqvI6mtl3vdG4veEUChBb9aiibPf6lyYbDomX9WfT/+2p7XNnKojNdfIipePZ3ubeHkRPneAN371VdT5Ey7rx6iL8zGYT295WigYIRRIHOgcy27obvaxb0MNm5Ydwt3sx5ZpYPJV/bn2x+NZ8fJumqrdmFN1TJxXRNHoDLRGNYOn5LDxg/gJOYZfkIf6NOuE6UwalCpFzGxkWh8TBrMGo61jl+I5G3y899TWmPHsWVNFRoGFURflJ7VO2+aazQn7djfsptnfLIFYN7ShegNVripe3flq3P5mfzMbqzdKINaFyVylEEIIcRKDWcv064rj9lnS9WT2Pf0N+3qTFmuGAUuaod2DMGhJm180OoOLbh6CwdIyszV4cg47vzg+a2W0arFlGtj2SWy9sA3vlyVMohGPRqtsM5DJKrTg8wT4amkZq17f1zpTZ6/18NGLO6k91MzV/zOWW341jesemsCw8/pgsGhRqZQMPy8v7mxhn4EpZBac/s/caNUw6qKC1q/zBqcy73ujGDQpm4xCC01VHpyNp57VbC9l21uWqKrUyphloZs+PITbntwaaGpl28/dFSQvCBTJUeOu4VfrfkWaPo0KV/wZaoA9DXsS9onOJzNiQgghRBwZBWauuH80ny/Zi73Gg0IBRWMymH5tcZdLgW4waxk6LZfCYWn4fSGUKgV71h7fbzVgXGbChB7QEgxkFlrQ6k99W2BK0TFl/gA+eWV3TF9anglrpgGPI8COz4/GPX/t2wfpNyoDS1rsPjJLup6rfzCOvRuq2Le+BpVGwcgZ+RQMScOUcvrL9zQ6NWNnF2KwaDi6t5HBk3P44PntrXvptn58GGuGgaseGBM3GUl7Uyjhsu+ObF2WqNaq2PnFUcp3NuD+OoNmMo3JGoMCBS2LO6NNyJ6ATWdL6uuL9uf0O6l0VdLoayTHlEOVK/6/70Fpgzp4ZOJMyIyYEEIIEYdWr6ZwWDpX/2Ac3/z5FL712FQuuXVYh9y4nw2FUoE5TU9abksSiPQ8c2uf1qCJmXUxWrUMnJBF8YRswuEIoeDpVW1WKBQUjUpnxs1D0Js1X7dB/7EZXP690ZhsupY0+AliC783hNeVuIC0JV3PuFl9ueqBMVxx3xiGTMk9oyDsxO9vzMwCzv/GID59bU9MQpPmOg9fvLEPvzfxWNqDzxNAqVLw4Ys7Wf6XXS1/XtpJ4bB0hk7LJT3PhFqT3NuxDH0GP5z4w5h2q9bK/07+XwnEuiG1Uo0CBW/te4tvDvlm3GPMGjOTciZ18Mi6hqNHj3LzzTeTnp6OwWBg5MiRbNiwoc1zVq5cybhx49DpdAwcOJCXX3456eOUGTEhhBCiDSabDlM3u0/VGdRMurw/5TsbAGiodJLT30r9USdKtYLp1w5Ea1BzaHs9ESIMPz/vtAMxaFlueWwGLuANotIoMZi1aA0ttxWnSqYRL2vjiRRKBQbLue/jUqqUNFW7CSZI3nFoWx0eh/+0ZgLjcTX7cNR5qTzQhNGqI6e/DXOKFtUJBb+bqt18tnhv1HnBQJhVb+zj0rtHUjwxu12+17aYtCauGnAVY7PG8vfdf6faXc20PtOY228ueWZJcd4dpepSOS/vPL44+gVzi+Zy89CbWVKyhGC45cFCrimX31/4+y7x9xtyBwg7A4S9QZQGNUqTBpUxedlCGxsbmT59OhdddBEffPABmZmZ7Nu3j9TUxPsgS0tLmTdvHnfffTd///vfWbFiBXfeeSe5ubnMmTMnaWOVQEwIIYToIM5GLzWHHOzfWI3+6+WEljR9UlKYp+YaufS/R7BycQmHttUz797RlKyr4rxvDOLAxhoO725oPXb/xhoKhqVyya3DTiutu7PJh9cZIBwOYzBrMdm0KFUtwZWjwUsoGEJv1sTNPJlRYMZgTn7K9mM8zsT7ryKRU9c3S8TZ6GXZ8zuoLm1ubVOqFVx29yjyB6eg0qgI+IJsWhY/+QjAvq+queCbHbN0zKqzMkI3gp9P+zmBcACD2oBSIQujuiuLzsLCyQvZ9+E+Ht/wOJf3v5w/zPgD/pCfLGMWGYYM8i35nT1Mgk0+Gt/ci29fU2ubrjiF1GsHoT6Lme7T8Zvf/IaCggL++te/trYVFRW1ec6zzz5LUVERjz/+OABDhw5l1apV/OEPf5BATAghhOjuHA1e/vPHLTRWuVvbtn96hElX9mfUjDx07fyEWKtXUzQ6k6x+VrzOACqdkusemkDVAXtUEHbM4V2NVOxronhCdsJrhoJhag45WP7SThwNLckudEY1F9w4iH4jM/B7g7zzh82otSpmfGswH/91V9RslMGiYfYdw5M+A3SizMLEST5MKbqzmg0LBsNs+rA8KggDCAcjvP/MNr758ynYMgwE/WGaamILVB/TVONGkdztYTG0Kq0UcO4hCiwF/O3Sv7GzbidrKtdQ3lzOjIIZZBmz0Ks7fx9ryB2ICcIAfPuaaHxzL2k3DUnKzNi7777LnDlzuP766/nss8/Iy8vje9/7HnfddVfCc9asWcPMmTOj2ubMmcMDDzzQ7uM7kQRiQgghRJKFAiG2rjgcFYQds/7dg/QfndHugRh8vW8sVY/56+QiPk+QknV7Ex6/7ZPDFA5LSzgWR4OXd/6wOWoZo88dZPlfdnH9wgnYazzYa1sCj80flTP7zhE0VrporveSVWgmf0hah++xM6Xo6DsinUM76mP6zrt+IKaUMw9KPHY/uxPUUguHIlTsa8KWYUCjU5FZaEmYlTKrnxX1WS6LFAIgx5RDjimHS/peAkAwHKTWXUu9t55QJESmIZN0Qzo6VccWMAcIOwMxQdgxvn1NhJ2BpARiBw8e5JlnnmHBggU8/PDDfPXVV9x///1otVpuvfXWuOdUVVWRnR39ECo7O5vm5mY8Hg8GQ3Let+RfvxBCCJFkHmeAXasSp5jet6EmKrlGskTCEUKBxMWMg/5wwgx+kUiEveuqEu4lO7SjntrDx+uuVZc28/6ft5HWx4TRoqX6oJ3CEenn9g2cBYNZy0XfHsL2z46y/dMj+D1BUrKNTLt2IH0G2s6qflc4HCbYRi01V1NLLTW1VsXY2YXsXV8dU6xaqVQw+uKC066NJsSp+II+NlRv4Mdf/Bi7zw6AXqXnR5N+xJy+c7DqrB06nvApEuGcqv+sXzccZsKECfzqV78CYOzYsezYsYNnn302YSDWWSQQE0IIIZIsEoGgP3EA5HPH7qVKBp1BTfHE7ISFqosnZqM3aggFQnicQSCC3qRBrVURCoapLmuOex6AvdaNwRQ7u9RQ4aIBF5Z0PaFAGJfdh9GiRaFMHACFgsdeHwxmzSmTe5yKyaZj4rx+jDivD+FwBJVWicl69jMEaq2KlGwjTdWxM5zQUvfsGGuGgcvvHc0nr+5uDdDMqTouuW0Y1ozOXz4meo6jzqPcs+IeQpHj7zXekJdfrPkFRdYiJuRM6NDxKE8x23uq/rOVm5vLsGHDotqGDh3Km2++mfCcnJwcqquro9qqq6uxWq1Jmw0DCcSEEEKIpNMa1BQMS2vNYniyAeMyO2QcCqWCAeOy2PbJkdY9XseYUnQUT8jG0ehl64rDlKytIhKOMHBCFuPm9MOaric9z5zwe3A0+Jh2zQB2JViyN2x6Hz77RwlN1R5Gzshj0MScuGnpm+s9bP/0CHvXt9wUDZqcw8gZeVjTz+1mSKVSYo5TLPpsmGw6zrtuIO89vS2mLyPfjC3r+Fg1WhUFQ1O57scT8Lr8gAK9WY05peODMKffSZOviWA4iEVrId3Q8TOUIjlC4RBv7H0jKgg70TNbn+EPaX/Aqu24WTGlWYOuOCXu8kRdcQrKJCXtmT59OiUlJVFte/fupW/fvgnPmTp1Ku+//35U2/Lly5k6dWpSxniMzIcLIYQQSaYzqJl2zcC4MzvZ/W2k5piS+vrOJi9HShrZvLychkoXVz4whrGzCzFatRgsGsbMLODaH45DoYK3H9/Mtk+O4HMH8XtD7FpVyZu/3YCjwcvQabkoE8xkTZjbD1umkQnz+sX05Q60kZJt4PCuRhz1Xla/eYAPX9iBy+6LOs5R7+Wt329iy8eHcTf7cTf72bK8nLd+vykmcOxsOQNTmPe9UdgyW4IupVrB0Om5XPa9UTGZJxUKBeZUHRn5FjLyzZ0ShJU7yln4xUIu+/dlXPH2Fdz+4e18VfkVnkDiZCKi+/CFfOxr3Jew/1DzIXxBX8L+ZFAZNaReOwhdcUpU+7GsiclKYf/ggw+ydu1afvWrX7F//34WL17M888/zz333NN6zMKFC7nllltav7777rs5ePAgP/rRj9izZw9//vOfef3113nwwQeTMsZjZEZMCCGE6AAp2Uauf3gC6949yOFdDWj1akbOyGfItJzTShl/tprrPLz75JbWJBoAOpOaa/5nHKMuygeFAoNZjVKlZMdnR+MGPB5HgF1fVjBubl/m3TOKj17aic/dsnRQpVYyZX5/gsEQW5aXUzwpmwFjMtm/uZaAJ0ifQSm47X4+fnl31DUrD9hprHK1fu+RcIR9G6pxNsbeLDobfRzYVMPoiwvaXNLYkXQGNf1GZZDZ10LAF0KpUmC0aFFrVac+uYNVuir5zrLvUO0+vvSq1F7Kncvv5LXLXmNkxshOHJ1oDzqVjuHpw1lXtS5u/8CUgRjUHV+MXp2iI+2mIcfriOnVKM3JrSM2ceJE3nrrLRYuXMgvfvELioqKeOKJJ/jWt77VekxlZSXl5eWtXxcVFbF06VIefPBBnnzySfLz83nxxReTmroeQBGJRDo4cWrP09zcjM1mw263Y7V27EZIIYQQnSscjuBq8uFx+CECBqsWo02LShV/0YnfE8TvDaJQKDBYtQlnmNqD1xVg2fPbOVrSFNNnsGi4fuFELGnHMyoufWorlQfsca+Vkm3k6h+MQ29S47K3zFaFAmEUSgVblpdzcEtt67EDx2dx4U2DCEfgn79Yj9txvJaXSq0kQoRwMMLwC/ow45tDgJZ6X+8+uYW6w864r59ZaOHK+0ejN0vq9TO19OBSHvriobh9E3Mm8sSMJzo8kYNof2X2Mq559xoC4dg9p3+79G+MyRpzRtfzer2UlpZSVFSEXi/7GU/W1s/ndGMDmRETQgghzlLAH+JoSSMrXt6N19Vy86PVq7jwW0PoNzI9bo0qrUGN1tAxH78eZyBuEAYts1yOBm9rIKZUKtDoE8/maHQqFEpQqpRY0vRY0vRU7Gvi37/bGHPs/o01FI3OIG9wKoGvszT2H5vJkCk5BHwhFAoFSpUCl+P47JdSqWhzNkmtVaJQyo6Ks/H5kc8T9m2t2Yon6OmwQKzZ14w/7MeisaBTd3xK9Z6sj7kPz896nh9/8WNq3DUAWLVW/nfy/zIwZWAnj07EI4GYEEIIcZYcdR7e//M2Tlxb4veGWP7STq57aALZ/Tp3lqGtVPUAPtfxJ+canYpRFxckTMYx+uJ8DCfMRgUDYbZ+cjjhtTcvLyd/SGrrvjKtQc2yF3YQDkZaX+/iW4YQ8IfQaFXojBpGXZxPVYIZuVEXF6Azym3L2cgz5yXsSzeko1QkP8Bt8DSwrXYbL+14iQZvA1Nyp/DtYd8m35KPWil/r+1Bq9IyPns8iy9bTKOvkVAkRJo+jUxDpvyMuyh5tCSEEEKchVAwzNZPjpBogf/GD8oIeNsOhJJNZ1SjbWOWy5ZljPo6s8BM8cTsmOMKhqWSPzQtqi0cCkcFcifzuYNEIjB2ViFZ/ays/09paxAGEPCF+PDFnTSfsHetz8AUCofHZvIrHJ5O7gBbwtcSbbu8/+UoiL8E9vbht5NhyEjq69t9dp7Z+gz3fXofW2q3UO4o5/W9r3P9f65nf9P+pL52b6NQKMg2ZTMkbQjD04eTa8qVIKwLk0BMCCGEOAsBf4j6o/H3MwE0VLoI+JNTsPR0GW06Jl3RP25f0ZhMjNboDfNGq47zvlHMNT8cz9DpuQyeksP8BWO55LZhMQlFNDoVRWMSp93vOyIdnVGDRqdm5xdH4x8Uge2fHSEUaimObLLpuPiWIVz1wBgGjs+ieEIWVz0whotvHZLUhCY9XY4ph1+d9ytUiuigfFbfWczqN+usilqfiVpPLUtKlsS0e0NefrX2V9i98WdBhejpJEQWQgghzoJGqyI930x1afwix2m5JjTazv2YVamUDJqcjUanYt27B3E3+9HoVIy4MI/RlxSgj1OA2WjRYrRoTzkDpVAo6D86g03LDuFu9kf1aXQqxs4pRKkCnztEc13i1PONVW5C/jAqQ8uzYZNNh8mmo8+gFECR1GQmvYVRY+SSwksYkzWGLTVbcAacjM0aS5Yxi1R9atJff11F/Ex+AJtrN9McaMamlxlP0ftIICaEEEKcBZVayeiLCtj9ZSWRcOz6xAmX9msz+UVHMZi1DJ2eS+HwNIL+MCq1EqNNg0p97mOzpBu45ofjWP+fUvZvrCEcjjB0ai5jZ/flyO5GyrbXMXBcFul5Zhz18YOx7H5W1NrYBTpKSczRrgwaA/mafPIt+R3+2qdaGpdo2aToGiTBenzhcPicryGBmBBCCHGWLBl65n1vJB//9YSsiQY1F35zMCk5xlOc3XFaCgonJ/20LdPIjG8NZsr8AaCAoD/M2/+3Cbe9ZZasYm8Tl9w6lLLtdXDS/ZxKrWTY9D4oE6T6P1ORcKTL1BkTx03KnZSwb2ruVGw6mQ3rijQaDQqFgtraWjIzM5O+hLW7iEQi+P1+amtrUSqVaLVnX1JD6oi1A6kjJoQQQDgEjiogAuZsUCWvYGdXcqo6Yu5mf2uQpjepMVp77l4nnyfIx3/ZSdn2+qj24gnZ5A9NZe3bB/A4Wn4WlnQ9s24fRlY/Kyp1dCAWiURw2/2EwxFUGiVGS+IbHb83iKPBy541lTgavBSNyqRPcUprWn7R+Rx+B6/teo0/b/1zVLtVa+Vvl/6N/inx9zGKzud0Ojly5IjMisVhNBrJzc2NG4idbmwggVg7kEBMCNHrNR6CrYth6xKIhGHYfJhwO6T13husUDBM3WEHn7y6h4ZKFwCpuUYu/vZQMgstMcFHT2Cv8/DaT9bEzHxByxLE828chFLVsu9Lb9bETcDhbvazf1MNGz8ow233k9bHxLRrB5JTZItJX+/3Btm/oYZPX9sT1W5K0XH1D8ZhyzS06/fXXVW5qthau5VPyj8hx5TDFf2vIMecg1lj7rAxNPmaKLWX8urOV6nz1DE9bzqX97+cPHOezLR0caFQiEAgcYbU3kilUqFWqxP+7vbYQOzpp5/md7/7HVVVVYwePZo//elPTJoUf8r75Zdf5vbbb49q0+l0eL3H16lHIhF+9rOf8cILL9DU1MT06dN55plnKC4uPu0xSSAmhOjVGsvgtWuh/qQ01NY8uPU9SO+dwVhjtZt/PraeUDB6H4FSreDGRyaRmmNqt9fyOP14nQEC3hBaoxqjVRu3mHSyNdW4+ftP1ybsP+8bxYy+uCBhv9cdYM2b+9n1ZWVM38zbhzFoYnbU0sOmGjeLf7Y2bgmB/mMzuOTWYZ3yc+hKjjqPcseHd3DUGZ258mdTf8ZlRZdh1HTsElpf0Ic/7MeoNqJSdv4eSnF2/CE/3qAXg9qAppesfjgTpxsbdKt3p3/+858sWLCAZ599lsmTJ/PEE08wZ84cSkpKyMrKinuO1WqlpKSk9euTI9ff/va3/PGPf+SVV16hqKiIn/zkJ8yZM4ddu3ah18uyBiGEOKX9H8cGYQDNR1tmyS58CFTd6uPmnIUCIbZ/eiQmCAMIByNs++Qw078xCHU7zIo56r2seGUXR/c2AaBQQPHEbKZdMxBTSscug9Qa1KTnmROm9c8b1HaGPk+zP24QBvDlv/aRV5yC+YQlhxX7mhLWcSvdUof32kC3CsQavY1UuapYfmg54UiYmX1nkmfOO+vMhu6Amz9t+lNMEAbwizW/YGLORPpq+p7rsM+ITq1DR89dntvTuQNuDjsO8+quVymzlzEsfRg3Db2JfHM+WtXZ75XqrbrVuoj/+7//46677uL2229n2LBhPPvssxiNRv7yl78kPEehUJCTk9P6Jzv7eKHKSCTCE088wSOPPMJVV13FqFGjePXVV6moqODtt9/ugO9ICCG6OVcDbP9X4v7d77YEZL2M3xei8kBTwv7KA80EPOdeY8zt8LPshe2tQRhAJAJ711ez7j8HCfjar6B0JBzB2eilodJFc50nbrFqo0XLhd8cFDdhxsAJWZhS2r5Rczf7mXbNAM77RjEDxmVGpa73OAL4TvqZ+b2Jf4aRSMv+ve6iwdPAk5ue5BvvfYMXtr/ASzte4qalN/Gb9b+h3lN/6gvE0eRr4sOyD+P2RYiwtiLx7KUQJ/OH/Hxx9Auu/8/1vHvgXbbVbWNJyRKuffdattRs6ezhdUvdJhDz+/1s3LiRmTNntrYplUpmzpzJmjVrEp7ndDrp27cvBQUFXHXVVezcubO1r7S0lKqqqqhr2mw2Jk+e3OY1hRBCfE2pAHUbT7dVOmiHFL/djVqjwtJGlkJzmg615tyXZbntfmrKHHH7StZUxdT3OlteV4CSdVW8sWgD//j5Ol776Vo+eW03jobYlPSZhRauXziBfiPT0RrU2LIMzLh5COd/oxiDOXEg5mzyUl3WzM5VFWz+qBytQc28e0eTkn186ZxSFR3gtTXDlpFvRmfoPrNhexr28Oa+N2Pal5YuZWvt1rO6ZigSIhhJHKw2++PXwBMinjpPHT/58idETtoEGgwHeXjVw9S4azppZN1Xt3mHqqurIxQKRc1oAWRnZ7Nnz5645wwePJi//OUvjBo1Crvdzu9//3umTZvGzp07yc/Pp6qqqvUaJ1/zWF88Pp8Pn8/X+nVzs7yRCSF6KUMqjL0FDq6M3z/6ppZgrZc5VtC4dFtd3P5xs/u2S40xV1PiQsnhcKTNGaOTeV0BPE4/oUAYnVHTmvkxEolwaEc9K17Z3XpsJBxh/4YaGipdXHn/mKikG2qNiswCCzO/M5yAN4hSpThlpkhXk48PntlOzaHjQeXuLysp3VLHrDuGs/TprWT2tcQEcuYUHf3HZHBwS/TPWaFUcMFNgzC0kW2xK3EH3Lyy65WE/S/vfJkJOROwas9sH7pZY2ZY+jB21e+K2z+1z9Qzup7o3apd1XiCnqi2ftZ+3DTkJjKNmTR4G1Ar1KQZ0jpphN1PtwnEzsbUqVOZOvX4m8y0adMYOnQozz33HI899thZX3fRokX8/Oc/b48hCiFE95c3FvrPiA3G8sa1tHvtnTCozpeaa2L69QNZ/eaB1oLPCqWCqVcPIC2vfRJ1GONkHTxGoWgJCE+HvdbNJ6/uoWJfEwBavYpJV/Zn8KQcgsEQa946EPe8hqMumms9cbMf6gzq056RqjnUHBWEHeN1Bdi/oZqh03IZPbMQvTk6KYDBouXCmwaTPySNzcvL8ToD5AywMXX+gC5Vx+1UguFgm7NTDr+DYPjMl7Km6lN5eNLD3LrsVkKR6KWk5/U5jz6mPmd8TdF7hYle3TCtzzSuLb6WP23+E2XNZQAMSh3EL6b9gsFpg09ZyFt0o0AsIyMDlUpFdXV1VHt1dTU5OTmndQ2NRsPYsWPZv79lU/mx86qrq8nNzY265pgxYxJeZ+HChSxYsKD16+bmZgoKEmeBEkKIHk1tgFmPQcNB2PZPiIRg+DWQPQKW/gCue6mzR9gp9EYNw6b3oWhUBvVHnUQikJFvwWDRtFsCCZNNS3qeifqjrpi+gROyMVpPPSPkbPTyzhNbcNQfn13ze0Osen0fOoOaPoNScDX5Ep5ffaiZ3IEpUW1+X5BwMIxGr26tp5ZIOBRm95r4CToAyrbXcc0Px5OSFT+wMtp0jLgwj/5jM4mEI2h06pg0912dSWPi4oKL2VG3I27/hfkXYtWcXVbmwWmDWTxvMU9uepKN1RtJ0aVwy7BbuLToUpm5EGckx5SDTqXDF/KhV+n59tBvc98n90Utf93buJfblt3Gm1e+SaG1sBNH2z10mz1iWq2W8ePHs2LFita2cDjMihUroma92hIKhdi+fXtr0FVUVEROTk7UNZubm1m3bl2b19TpdFit1qg/QgjRa1lyIOCB7W/CmG/BuNvg4Gfw4iVwyU/BknvKS/RUWr0aW6aR/mOyGDA2C1umoV2z+BmtOi777igyCy1R7f1GpTPtmoGn9VoNla6oIOxEa985SDjUUlQ5kRMLJ3scfg7vbmDZczt454ktfPVeGfZaT0wx2KA/hL3OQ90RJ25HoM39ciq1Eo227Zk9hUKByabDnKrvdkEYgEqp4rL+l5Gmjw2MrFor1w26DvVZZh7Vq/UMSx/G7y78He9d/R6L5y3m5mE3k2nMPNdhi14mQ5/BwkkLAZjdbzbvHHgn7h5Eb8jLm/vePKtZ3N6mW71bLViwgFtvvZUJEyYwadIknnjiCVwuV2utsFtuuYW8vDwWLVoEwC9+8QumTJnCwIEDaWpq4ne/+x2HDh3izjvvBFreuB944AF++ctfUlxc3Jq+vk+fPsyfP7+zvk0hhOheFArIGw+zfwE734ajG6DPOPjeGrAWtPSLpLFmGLj8vtF4HH78niB6kwaDVYveeHq1fWrjLAk8xtXkgwgMnZrDjs8rYvo1OlVrEOh1BdjwfhnbPj3S2l932Mn2lUe49kfjScttWY7psvvY+EEZO1dVEA5GMFq0zLh5MPu+qo65PsCw8/pgOI2Zve4uz5zH3y79G09veZqPyj4iQoRLCi/hvrH3kWfOO+frW7XWM95jJsSJdGods/vNZmDKQMod5Ty/7fmEx26s3og74Maqk9+5tnSrQOyGG26gtraWn/70p1RVVTFmzBiWLVvWmmyjvLwcpfL4U7vGxkbuuusuqqqqSE1NZfz48axevZphw4a1HvOjH/0Il8vFf/3Xf9HU1MR5553HsmXLpIaYEEKcCZUa0org/AchHAIp1NqhjBYtxrNMTGHLMiTs0xrUqDRKxl/aj4YKNxX7m1r7NHoVV9w7GvPXtcpcTb6oIOwYvyfI6n/tZ9adw1EoYN27B9l9Qq0wt8NPY7WbgeOz2L8xOutaWh8Tg6fk4GryoVCAwao95VLH7qzQWsjPpv6MB8Y/ABGw6WwdXnBZiLZYtBZGZ42mwFLAO/vfad0bdrI8Ux46ldSLOxVF5OT1AuKMnW71bCGEEKKraa73sOSx9XHrgk2Y148Jl/VDpVLidvhxNnipO+LEaNWS1seEOUWH8uvAaPNHh1j97/hJPVDAt385lUg4wt9/ujamCLNCqWDq/P5kFFjY+cVRgv4wgyfnkJ5vZtUbezm8qxGtXsWIGfmMnJHfGvz1dI3eRpp8TfhCPmxaG5mGzLNeoihEe1tXuY47P7ozbt8/5v2DERkjOnhEXcfpxgbyr1mcWtMR8DeDzwE6G+itYJVMS0II0V687gCeZj815Q40WhUZ+WaMNm271Bo7FXOqnqseGMt7T23F6wy0tg+ckMWIC/JQqZT43AH8niAqtZLC4ekYLJqYmalTPtaNgNcVjHtcJBxh9b8PcN1D45n1neFEIhEaq9ws+cW61uP93hCblh3iaEkjl949Mm6mxp6kzF7GwlULWxN4mDVm7ht7H5cVXUaKPqVzBycEMCR1CPeNvY+ntzxNONKSUVGtULNw8kL6Wvt28ui6BwnERNsaSuGjR6BkacunrFINI6+HGQ9Bar/OHp04HfYKcNeCoxJsfcGY0quTJwjR1bgdfta/e5CdXxzfg6VUK5h1+zD6jsw4ZaKKc6VUKsgqtPCNhyfibPDidQdJyTJgsGjRmzQ013lYubiEw7saANAZ1Uy6oohBE3Oi0sn3HZGeMM194dA0dEYNwWDbxb3VGhUqtRKP08/K1/bEDdqqS5uxJ0iZ31NUuaq4/cPbqfMcr4/mDDhZtH4Rafo05hbN7cTRCdHCprfxraHfYm6/uext3ItSoWRQ6iDS9ekYNImXPIvjeu5Ca3HuGsvhvQdgz3vHH3WGg7D1H/DJL6E5cdFr0UU0lsOHC6FuLzRXwpo/wpo/Q9V2cNd39uiEEED5jvqoIAwgHIzw4Ys7E2YzbG8KpQJLmp7cgSkUjcogNceE3qTB1eTj3T9uaQ3CAHzuIF/8cx+l22qjsiGaUnSMmBGbVEKrVzH9+mJ0RjVGs5bcgba4Y8jIN7cWYA54Q3Hrih1TvrMhYV9PsKt+V1QQdqInNj1Brbu2g0ckRHwmjYlCayEz+87k4sKLybfkSxB2BiQQE4n57LEFWo/Z8SZ4Gzt0OOIMeZrhi/+Dcd+GT3/VElRvWQyr/wivXAGH1oL9aGePUohezd3sZ+OyQ/E7I7BnbeL6Wh2hqcaNvcYTt2/tOwej6ovpTRomzSvi8vtGkzcklfQ8M2NnF/KN/51IanZLwgm9WcPM24aRflJB65RsI3P/e2Rr3TOFUtFmynyD+fQyQnZX22q3Jew76jyKP+TvwNEIIZJFliaKxJw1ifsiYfDaO24s4sy5qoFwS/DVcLClzZgOs34BKi1UbISQDwKjwJYH8gRLiA4XDoXbLJZsr/EQDkdQKjunBMDJs1IqtZKBE7LoNzIDgKA/eqmhwaKl7/B0cvrbCAfDLVkX1dEBlTXDwBXfH4OryY+j3oMlVY8pVRe11NBg0TJ0Wi47PovzsEjRsgyyJ+tv65+wL02fhlopt29C9ATyL1kkZowtLBlFakN0bQEPDLgY/v11RiOtGa55HpZ9vVTxGK0ZvvUGpA0CS0bnjFWIXkqjU5HV18LRvU1x+wuHpXVaEAZgyzxeykVnVDPrO8PYu76a5X/dSTgYwZZl4PxvFJMzIAWd4fgtxYn/H4/JqsNk1ZF1UiHqY9QaJePm9KViXxMNFa6ovou/PQSjrWfXFRufMx6D2oAnGDsb+Z0R35FizEL0ELI0USSmT4WcUfH7+l8E+vjr/EUXoTWBQgWhr7Ogjfs2rHsuOggD8DvhHzeBtwEaEyyREkIkhc6oYerVAyBOrKU3aygYdooHYkmWWWBBq29JFjLtmoGseesge9dXEw627A2z13j48MWdVJe1/woJS5qeK+8fwxX3j2bkRflMmd+fbz46mQHjstDqe/Zz5GxjNi/OfpFUXWprmwIF1xZfy+X9L0epkNs3IXoCqSPWDnp0HbG6ffDGrVC983hb/sSWmZW0xEsnRBcQ8MHhNfDRT6BqG9z4d/jnzYlzTF/9LGxeDHN+CVkjQCUFeYXoCAFfkMr9dlYuLmlNzpE70MZFNw8hNcd0irOTKxyOUFvuYPlLO5l0RRHL/7KrtW/AuEwGT8nF6wqgUinI6mfFnKrrkJT7vUE4EqbGXUO1qxpHwEGBpYA0fRoWbfxZRNEzhCNhfEEfGpVGlqB2Y6cbG0gg1g56dCAG0FjWkmHPUd1SP0xrbsmcOOAiyBgE5qzOHqFIxFHVkiFx8Tfgur+2BNWJzFkEvmbIHg6ZQ8GWDxp94uOFEO3KZffhcwdRqhToTRr0pq6RkCISjuB2+tmx8igb3i8DYPQlBeiMaja8X0Y41HIbodIouehbgykak9njZ6yEaG/BcJAKVwX/OfAfNldvpp+1HzcMuYE8cx5GjbGzhyfOkBR0Fu0ntR9oLbDrPVj9REuiDoAvfg9FM+Ca58CS03njE4lZclpqv93+AXgaW/b9uROkfS6YBJ//Fj77Nah0MPomOH8BpBR27JiF6KVMNl2XrI2lUCowWXVY0lsezBgsGrL7WfnopZ1Rx4UCYT5+eTff+F8zmQUyayPEmShpKOH2D29v3Re4rmodr+99nd9e8FsuLrwYrapn74vsrWSRsTg9dSXw5f8dD8KOKV0Je5d1ypDEaTJlQOEUyBkNF/1v/GMGXAKHVsHeD1uWLga9sPGv8PLlYD/SseMVQnRJeYNSUaoUFE/IZvfqxGn1t3x8mGCg7cLNQojj6jx1LFy1MCY5S4QIP/nyJ9R6pG5cTyWBmDi1oL8lyUMia58Bl7xJdHm2PjBwNlz5FFhyW9o0Rph4F5y3oKXW2MmaDkHZqo4dpxCiSzKlaLn07pEYbVocDYkLTdtr3AQDoQ4cmRDdm91np9ReGrfPG/JyuPlwB49IdBRZmihOLRxs2TuUiM8BYfnQ7RZSC8F0HfSb3rJEsam8Jbvim9+BYIJaRjvfalmCGnABypbaY6aMlj9CiF5DrVGRPySV9DwTdUecNFW74x6XXWRFo21J2BEJRwg5/RABpVGNUhJ5CBEjdIp7KH9YCnj3VDIjJk5Na4Th1ybuH3QpGFI6bDjiHGkNLRkvTVlw6MuWdPY6c+LjjWlQuQXq90PzEYiEwH4UavdDKNhhwxZCdD61RoUhAmMvzEMRp76ZUq1gxIV5qNRKQnYfjs+PUPv0Vmqe3ETTv/cTqHUTCUuOMCFOZNPZyDZmx+1TKVQU2Yo6eESio0ggJk7PgBmQ0je2XWeFafeAWrLrdTuphXD+D2Dw5TDhjsTHjbiuJfvi23fDK5fDM9Pg/f+BSKBlRs3d2HFjFkJ0qmCDh5o/byWyuoLLbhuKOfV4chFbpoGrHxyLNd1AsNlH3Wu7aF5WRsjuI+wO4t5cQ82fthCsjy1SLERvlmXM4tGpj6KIU1DwnjH3kK5P74RRiY4g6evbQY9PX39M02FY/RRs/TuE/DDkcpixENIGgFJi+m7NUQVv/TccXBndPuW7MHQ+/HVO7DnmbLj1P7DmKbj4J1LGQIgeLhIMY19WinNVBQCaXBOqybkEDWrUOiWWVD0Rd5CIt2WmvP6VXXGvYxiVSep1xSi1skxRiGM8AQ9lzWX8eeuf2V2/m1xTLnePvpvh6cNJ0ad09vDEGZI6Yh2o1wRi0FIk2FPfklnPkNKyv0j0DM4aaDgIu95t+XsdPBe89v/P3nmHR1Wmb/g+c6a39EYSSOi9F5WiiIKgYsGCBeyufde26lp/tl13rWuv2HtbBcVC7woivXdCep8+c2Z+f3ykDDMTEghJgHNfVy7N+c6cOTMJk/Oc932fB368R7QvRuP8N2DTTOgyFvpf0rLnq6KiEkHQE0Bx+PDtcSDJErpMK7JVh8Zw+CPhgSovxS//iVIZPq+iy7BgP70D5V9tIej0Y+yVhEanwfVndBMnSach7c7BaOMPzapfcQdACaIxapG06k3A44FyTzlFriLWla4jTh9H98TupJhTjklLd6fPiTPgxCAbiDPEtfbpqBwiao6YypFBZwBdu9Y+C5UjgTVVfLU/QXy/exnI+tgiDGDXUjjpFlj/PThLoht4uCuEmYviFfEHsk5U01RUVJoVxenHsTCP6rl7oOYWqwbizuyIZVAamsMMWZYkCSmK2Ybt1PaUfbGZkHv/zGggCObYzyXpNETpwDooisOHb3c11fP2EnQHMHaNx3piO+QEY9R5NZVjg2JXMY8ueZS5e+fWbjPIBp4/5XmGZAzBILe97L3DwaK3YFFvch83qLeSVA6NgFfMB+35DfYuF22LqnHDsYU1RVQ+G2o5jM8EvxscBaKaVj8s2lUKW36BDdNh3Vfw7pnwXC+YNl44McYKllZRUTkk/HnVVM+pJ8IAglD5/XYCxYc/l6Wx6rAMSw/fZtMRdPvrRBjg3VGJqVtizONYhqYjW3VNem7F6afyxx2Uvr8e364qAkUuHAv3Ufjflc3y2lTaJkpQ4estX4eJMACv4uXW2bdS5CpqnRNTUWkmVCGm0nQ8lbDmC3h5GLx9Orw1Bl4bDlt/Bl90O2OVo5C49iJnbNgN0de1BsgZBT4n5IyApa/Aj3fDjvlQtQ9Ktom8spSuoso2/K+Q3A3ic2DBM/DHB+CPnUXUIKGQmGurzBMVNxWV4xzFHaBqTuysoeqFewkGDi9kWZIkzH1T0GXWuaxqzDqCVeGtiiFfEF+eA8vQ9AMPgTbNjOWEDCS5aZcfSqUX14rIi+6QV6Hih+0EPdFvBCpVXnz5Dnx7qgmUeQiq+WZHFSXuEj7Y8EHUtUAowKK8RS18RioqzYvamqjSdIo2wv9uDt/mqYRPL4MbF0Nqj9Y5L5XmRdYKEWVKgMJ1sParujWDHc5+Qaz98iDsXlq3tuZL6HUu9LkYFn0g4g+KNkDWEJj0JiyfJoRZWg9RNYvLbNp5VReKitqSl0SQePsT4bRHIKUb6EzN8cpVmgtHIRRvhnVfg94KfS6EuGwwJ7T2mR17BIIRgqg+SoVPtAwe5kyVHGcg+Yqe+PY6cC4vRGOW0edEzrFUz9mD7dRsEi/rgWdjGUFPAPOAVPTZNrRxTW8l82wojbnm3VxO0B0Ia70MBUP4852UfrQBZX/4tKTTYB/bAfPANGRL0ypyKq2DElKo9FbGXN/r2NuCZ6NyuPgUHz7Fh0lrQtaoZj2gCjGVpuKthnn/Fv8v64VzYnIXcUG97htY9gZM+LeYA1I5+jHYQGcR7piDrtyfOWYTAsySDpt/ChdhIHLH4rIhPltU03YvhnYDxLaVH4p95jwhKmqXfiHmxeRGfhQ5S2D67bBpRt227XPgzXlw1Y91820qrU91Pnx5LSTkQu4oCLjgy6uh+wQY/jfxe6LSbEgGGX0HO4HS6FVmQ6e4qPNdh4JsN2DqacDYLQEkCDr8aFPNBIrCOyKqZ+8hflJn4s/vjCSBdDjuulLTZsCUCi/Fb6wm5K2rgIX8QSpn7ECON2Duk3Lo56LSYhhlI13iu7ClYkvU9SHpQ1r4jFQOBYfPwe7q3Xy04SPyHHkMThvMOZ3OoZ213XEvyNTWRJWm4XNB2TbRinbJp6AzwsbpUL4Dxj8Fqd3FzJDKsYNGI8R2eh/ofDpkDgRHMeyYC6s/C9+336Uw5X/QbYJoT1R8kNQZEjoK8dV1nHBjBDFn+PkUKN8OAX/jzqUqL1yE1RAKimwzZ8lhvVSVZiIUgl2LxU2ZpI6w4m3YOAPGPg4dR4t5QpVmRaOXsZ2cBXKkYJH0GiyD0pCirB0OkqxB0miQ7QaSr+qFsXtirQmHZJSJO6sjpp7JaPbvV4NS7cNf6MJf6EKpjl3Fq4+xR+wcJWPPJDQHmIN4tpaHibD6VP28q9HPq9K6JJoSuWvIXVHXMq2ZdE/o3sJnpNJU3H43P+74kYunX8x3275jReEKXl/9OpO+nxRTYB9PqBUxlaaht0DHU6DzGPj0EnExDaJ1bessUTlRExGOTUwJ4gtg358Q9IO/3h3wnBHCQdFVBoVrxLbEzuCphmAITn0YVn4UPnPmqYT81eJ3JqVb9Of1OUULYnWBMIQ591VY/CIUHZBRVLAGvFXRnRtVWhZnEaT2hA/OFT+3Grb8DAMuhwFThZPmcX4ntLnRJplIub4v5V9vIVAo/m3qsqwknN8FOcF4ZJ87wUji5G4oDj8EgkgGGdmuD5sFCylBfHsdlH+5udZgQ5tiIuGCruizrA3OjclxeqzD2+FYtC9su8asJe6MnAh7ft+e6pjHCpS4CSnq36mjhT7JfXhh9Av887d/UuAsQCNpGJU1inuG3EOaRXXgbeuUeEp4ctmTEdvdATcPL3qY105/jQTj8duurgoxlaZhsIqQ3y+uqBNh9Zn3FPS9CExq9sUxTYfhsHOJEOSlW0Xb0Fn/BU+ZmAtK6iJaDit2ibZDvRksKaKF1WADY7x4bE0GzMIXRPXEsN8EwOess71f+QEseg6U/VUzaxqc+QwsegH2/l53ThoZJPXCvk0QAhY+Fy7Calj5IQycKqqYqD+v5kTSajB0sJNybZ9a8wqNWddi81Aao7ZBi/xAqYfiN1ZDPREUKHZT/MZq0v42EF2KOeZjZbMO26ntMfZMwrFgL0FnAGP3RMwDUpETImfO9O2suCiMeixtorHZq4MqRw6b3sap7U+ld3JvHD4HOllHgiEBq9568AertDqbyjYRCEU301lftp4Kb4UqxFRUmkQoKMwXYq3lr4bEji17Tioti70dnHyXCIFe+zWc+SwsfgH+eK9uH4Mdzn4e7FmgN4nq2Yk3g6SBs54VrWqeCggGoOvpYv5QbxHthwtfgLzfoe/FMP/f4c/tKISvr4ML34OPL6rb3u0sMMduX1JpQXxOMTMai7XfQPawljuf4wzZpke2ta2g22AgKKpZ0SpRSgjH4n3En5mLpI0tzmWLDrlTPPpsGyEliMagjZkfZuyWiKTfQcgX6RRpP71Dm3t/VA5OqjmVVHMDcSoqbZJAsOFoo9Bx3kWlCjGVpnPQqoN6p/G4wN5OVKeumwObfggXYSDaBL+5AS7+SAh0axoQEm6HK+vZEW/6UbQlXvIpbPhOVLnSe0H/S+Cra6I/t98N+X9CRn/x37gsGPtoXUVNpXWR2F/xisFB/jCrHHuEvAF8u6tirvt2VhH0KsgNCLEaNHqZg1VT5TgDKdf1oeSDDXVukrKEbXQ2hi7H7913FZWWpkdSDyQkQkQKrty4XOx6eyucVdtBFWIqTcecIOY/DpzRAdEeltG35c9Jpfnxe0RQc8Ea8DqE86E1Ldx6XCMLh8xFL0Q/huITlS0k6D8FqvaEi7AaijcJx82yrSIEGmDyR8IEJhblu2Do9aL6mtxZtD4eDqGQmG0KKmCKFxlqjcXvqXsvaqjKh8K1sPlnsGdAj7PFf4+HdhpDHHQ9Qxj5RKPXeS17PiqtjqSTkeMN+POdUdfleEOzuToCSLKELstG6s39CTr9hPxBZJsejVW3X8ipqKi0BEnGJK7vez2vr349bLtW0vLwiQ+TbD6+57pVIabSdCwpcM7LMG08BA6wSj7t0cO/IFZpfXwuYazw9XVCTNXQ/3I47WGw1msPCQZEO2EsKvcK8aF44M+PYu+39ksY/Y86IVa2Q8yalWyOvn/WYDAmwrLXhEV6/0tEJtmhCJ3qAtgwHZa9Ap4q4Q458g5xXEkDilfMsx1oLlGZBzsXiHM32GHIdZDcFQJu+OC88HOf/Sic+5oQZHpL08/xaMKSBKc+ADsXivbT+nQ9A+Lbt8ppqbQeNa6Ong1lUddtp2Q1KJAUl5+gMwBKEMkoI9sNMdsSa5AkSWSWHUJuWTScfiel7lIqfZVYtBYSjYnEG+Ob5dgqKscqVr2Vy3tczoDUAby++nWKXcX0TenLdX2uI9ue3dqn1+qoQkzl0EjrAzcsgt/fFDlScZlw0m2Q0l1tDzsWqNwLX14Z6YD554fQfpgwW6hBa4S0XsI5MxppvaFsJ2i0QuDFIuANryj98b4whpl+e+S+Bjuk9ABCsP5bsW3x83D+2yKnylEM7nIgKJweE3LEPqGQeB6toS6XyFEE3/wFts+tO/6qj6FyD0x4Wsw67f0NkrvBoCsgvoMwH6ncA+9NDLdiX/uVEGMdTooUkKEQfHsDZA0Vlu7HMlX74Pe3RLbb8mmwfZaokg2+GnKGi4w5laOKQJUXpcxDoNSDNtmEnGBAa2+awNGmWYg7qyOVP2yHms5VDcSNz0Vj1FK9MA+NVYehvR2NTYdmf4XMX+Km/KvN+HaI1kaNWUvc+FyMvZKQzS1jRFLiLuHFP17kf9v+hxIStvj9Uvrx1MinyLQ1MZReReU4I94Yz/DM4fRJ7oNP8WHRWzBpTa19Wm0CKXS8T8k1A1VVVcTFxVFZWYndfpz1ugZ84HOIi3F9E1q5VNo2sx6DBU9HX0vsCFfNBFs92+Ctv8KHkyL3tSTDWc+LKmn+KtHu990t0Y/be5L4PapfNRt1l3BYnPtPYQBR8/xn/BNmPwHnvwGv1AtxlnXwl/nw2eVQuk1ss2fCpLeEkcfqz8VMWbuB0G+yCJne+xu8e2bkaxz7GHx1bXgunqSBiz6ATqfC7Mdh6ct1a1lDYMi14jXaMkRL55IXIzOzJjwNQ6+L/h4cLkFFmJkEPOK9tKaLHLiWZtNM+ORicQ6j7xftygEfrJgmKo6TP6yLQlBp8/hL3JS8vQalvM4pV5tkJPnq3miTmnYxFfQGCDr8+ArEv2ddqhnXyiKqZ++p20mWSLq8B4bO8QSdAYpf/ROlMjL3K/GyHpj7HPm2Jk/AwwsrXuDDjR9GrHWK78Rbp7/V6u1VJe4SvIoXnaQjyZR03IfkHq8UOgvxBX3IkkyGJQOpiUHoKs1HY7WBWhFTOTy0etAmtvZZqDQnoZAI7Y5FdX6k2ULGADj7vzDr/4RFPYjg59EPCGGwdwXY04WJQ+YgyFsR/nhjnMiX+uSS8O2L/gtTv4PzXhfmDxqtqLb8eK+YH3MUgs4C/v0iTfHDjoXh0QqWFPGY9yfWWeBX7YNe58LmH2Hb3MjXeMJN8PODkeHkoaConv1lfrhg7HeJcAH8+f66UOmkTkLMLXwO9i6v29cVvTXrsHEUwZovYOGz4hysqTDybuh9fstnq236Ufw34IFfHgxfkyQhqtuQEFOqfISCQSStBtmquunVR6n2UfrB+jARBsKKvvTjjSRf3QvZEv09U6p9KFU+FIcP2W5AtumQrXo0Bi3aJBOhQJDKn3fimH9Aa7MSovSDDaTdPYhAgSuqCAOonLkDQwc7sv3I/sxK3CV8vvnzqGvbKrZR4CpoNSFW5a1iReEKnl3xLDurdpJgSOCq3ldxdqezSTYd37M3xwuhUIhCVyHbKrbx4soX2Vi2kVRzKlf1uopT25+qZq21cVQhpqKiEo4kQafTYtuPZw6KrH4abGJe6rzXhaiSNKI646sWToilW2HgFVC5Dy54B9b/D5a/Iy7Iu02AQVfBdzdHzhyeeAuseEdUsqJhsNWJsBr8zrp8MhDtjTPvrRNhkkacw6eXCrfFlO6Rx7WlR1ayavA5hJCrudNoSYbuZ4oqXH1Kt8FX18HFH8BHF9S1eXYaHf24h4PXCQufD6/QOYrgx7uFWB15l4gQaCnsGbHXTAniZ9AGUBw+PBvLqJq1G6XcizbNTNwZuehzbMimlml5a0mCgSD4g0h6TYPhyfVRHP7acOgD8ec5CDoCUYVYoNRNyfvrwx6ry7aSdFkPtPHG/cf24VwaJWsOIBjCn+/C34DTolLqIRRowJ2zmXAH3PiC0cUgQJ4jj97JvY/4eRyIElSYu2cu9y+6v3ZbubecZ1c8y+byzdw39D7shuOsS+c4whPwUOQqYp9jHyXuEu5beF/tWr4znyd/e5K1pWu5e/DdR+0sY4mrhApvBYFQgHhDPCmmlGOu2qsKMZXmI+AFZ7G4ANdbWv4uvErz0fFkUUlyFodvlyQ47ZHIaoZWLwTGtDPE9zVmFDXthOOehMzBokqzc6H4GnodyAao2A2EYOTfYed88dySRjg0WjPgs0ujn2ONkUa7gbDvj7rtqT33H5O6c6n/Oob/VQi7su3CZGTYDfDbG+HHPljHdjAA3c4UM3N9J8Nvb0bfz++C7fOgwwhh6tH+xLp5tdpjKcIsxFslZtfMyWDcf/HkqRTB1oREi6YpPvrzOIvgt9eiry3+LwycAvqc6OtHgl7niXbSaAy7EdrAHdqgJ0D1vL04FtRVYwKFLkrfW0f8+V2wDEpttFhp6wQ9AQKlHqoX5qGUedB3sGEZmoE2wXDQ1xjyKU1eVxw+Sj/cECHg/HsclH+5hcRLu4vZrmDDx1fKPWiTY7e8a8xaaIFgZpPWhFajjZmHlGFp4MbDEaTMU0YgFOCF0S8QCAbQaXTM2DGDn3b+xPTt07m+7/WqEDtGKXYVs8+xj3sX3MszpzzDPxb+I+p+3237jqt6XXXUCTElqLCpfBP3zr+XHVXCPTneEM99Q+9jVNaoYyrM+9j4K6PS+lTlwS8PwUtD4IW+wjFu56K6C3GVo4v4bGG0kDOybltCLlz2FaT2iP6Y5K7CjAHEz73mZ9/+RFExSu0uxM//bhaOjD/dDz/cJYTC++dAek8I+sVc1meXixmjtV/Ahe+KOa/6WFLgzKdhxl0wpF7WWO8LYM+y8NbJA/OsOo+BdV+L/w94xf5Drg3fx+8Kd4asj6yDxFwY8TdhGpKYGz3KoYai9cJYZNTf4YJp4cd1lcOqT+GNUWLW7cWB8PW1wpq/ZBt8eTX8tx+80E+8J4XrhXA7kJobINFQfHXtoi2FPVM4qx44n9BhhDB6kVv/jqbi9ONYGN3ts/LHHSjVsSsgRxNBv4J7bSlFL67EvbII364qHPPzKHz+D/x5joM+XmPRxo6G1OwXQwegOPwxbeq9WysIOkV1WtJp0KbGFlq6NAuGjnGgjX6pYh2R2SKtpEmmJM7rHD1yoYO9Q6sIsWAoSKGrkDfXvMlf5/yVO+fdyV3z7iLTmslfB/4VgK3lW1v8vFSOPFXeKr7e8jU/7vyRvY69+BU/xe7imPtvKt/UgmfXPOQ787lq5lW1IgygwlvBPQvuYWPZxlY8s+ZHrYipHD7VhfDpZbBvZd22gtXw3plwxQzhkqZy9JHcBS7+UFzEBwOi5dCWHnv/GsvyAZfDyo+EmOk7WQgwW7qoUs19MvpjvVVirigYqLPLd5WJmTNJEhf11flCyNW4Fv74d9H+N/yvwlxj+N+EW+HLQ8OPLWmEgYa/5u68FC7OFr0gTEEufE/kXtVUps54Cr66OrI6NvoBIQS1Jrh+rjDliG8fWT2sfR+7CSt8YzzIB3zkbpsN/7up7vtQCDb/JFo5T75XmKDUsHMBvH0a3LBQvN766A7Sdqg1Nrze3BisYgav/YmwbZao6nUaLX52sQRuC6OUeYiSLwpAyB0g6ApAfIue0hEhWO2n/JstkQuBIGVfbCbl+r7ItthiRrbqMfdPwbUy8vfbMjgdTRQhFHQ3HNgd8u6/aaCBuAk5lL4beSNDm2ZGl2pCY9GRck1vSt5bR8hTd7PB1C8Zy5B0pBaqiN3Y70aqfdX8tPOn2mDargldee6U50gxt3xkS74zn+t/vp5qf3XtNl/Qxztr3+HvQ/5Oj8QeajXsGKDCW4Hb70YjaUgyJaHVaCnzlGHRWfhyy5cAaDUNX8pbdEdfXMrs3bNxBaK3RL/wxwu8NOYl4gxxLXxWRwZViKkcPqVbw0VYDaEQzLwHpnyrtikerZjiY7fDRcOcJL4yB0WuKT4o2hD7sXkrxIU7H4dvX/gcnPUc/PyAcCN0Fon5pxqSOsHVM0Uro7MUJr4IM+6smzf782M49UH4aX///I550PM8WFwvhHr+06K61fk0GHaTqNJZkoRD4vJ3RFUrvr0QR+0G1rVeJnUCexbojPDxxZGvSdIIy/tov//V+fDrw9Hfi9JtEFLEe1m/muVziuDr0/9PiMUaLCmiYhktADu5a+v8+9NbIckq3qM2iHSQUN+WuMBvCfzFLlCiK85AsZugy9+gENMYtcRN6Ihk1uFcVgCBIJJOg+WkdthGZKIxRL6PsqWB+ToNaExalCovpZ9tQptgJOHCrlTP3k2g1AOyhLlvCvZxHZD32+Pr29tJ+9tAAqUegu4AulQzGquuxazrAVLMKTx44oPc0v8WyrxlWHVWEo2JJJmSWuwc6vNH4R9hIqw+H234iGt6X0N7m5rXd7Ti8rvYXL6Zp39/mlUlq7Dr7VzW4zIu6HoBpe5SJEmixvTcp/jon9KfP4v/jDiOUTaSG5fbwmd/eChBhRVFK2Kub6nYgifgUYWYikot2+fFXitYI8wNVCGmIslCzMQSY4mdw2e7ard3FCJj3JNQvEnMZdWQ3kcIsJrfL0uSEFkdToKSLaLCltwF9HZI7wWzn4QV78EV38P6b8Kfz1slWmwr94gqDohw6X6ThZBLzI3u9KcziGywMQ/DnCfq2iINNjj/zdjhxX63eK5YFG0Q82QHthVunw3eO0Fb7y68LR0mfwTvnRXuymhJFmLS2vozWW0NOc6AxqwVla8D0KWb0TQkJo4mDhZQ04gAG9mmJ258LrbhmYT8CpJeRrbpkWK0DGqsOgzdEvBuKo9YMw9IQzJrqZ6zB9+2SnxU4ttTjXV4JhqrDjQS+ixrraEHCFGsjTeGbWsN7Ho7dr2dDnRo1fMAWFcSI7cRYR4yIHVAq1TqVJqH9aXrufqnq2urr1W+Kl5d9SrLC5fz4AkPsmTdEk5tfyqfbPyEl/58ifuG3cdNv95Eqafu74Usyfxr1L9abYbxUJE1Ml3juzJ79+yo65nWTHSaY+TzGVWIqTQHDbUa6UzCclxFJTFXtA9+85fINY1WtLK9Wc9RUNKISpi7XMxKOQqg3QA481lY+7Vo2zv3tToRVr4LKnaJIOWkzpDYCZBEm5wtTdjnX9pXCCCdRVRq134NG/4nXBYHToWcEbDgWXE+wYCofGWfIKo6xgbuvpkTYdhfhFV8+U5xvLhskeOljfEHQ6MTVSNfjDkdW3p0q3tzUrgrZA2pPeH6+SKvrWg9pPeG9L7CGVIlAtmuJ2lKT4rfXgOBOjWiMWtJnNz9mLGx16WYQCNBMFJxyQmGqDNe0dBoNWgSGyeEZLOOhPO7UPnDdtyrS4TYkyUsg9Kwn9aekFfBuTS/dv9AoYuK7+oiMxIu7Ip2UOuKrrZOz6SeMdcyLBnY9faDtqyptD7VvmqcficSEonGRHSyjjJ3GU8ue7JWhNXn94LfqfJWUeouZXK3yczZM4ffCn7jw/Uf8ubpb7KyeCUri1aSbctmbM5Y2lnaoY/296KNc1bHs3hrzVsEQpE3ym7qfxOJpmMnNkn9V6py+HQaLS6aDzRFABgwRbRNqaiAaD086TZhs15jLmGME7b3m38KN9kY/jdRba0x1gDYtRh2LxFVnrFP1M2sFW8W5h71LefjO8Dkj+GX+0W1KrWHqGiZEsBbLcxlbBkicDgYEC2MM+8Vv7M3LRXHMFjFPo1BbxFfB7oixsKWLkxCFj0fuaYzi/OP1mo4/G/RRaEkCZOV+GzocVbjzuE4RtJI6LNtpN8+CM+mcvz5DvQ5cRg6xiHHGw5+gKMEjVVH3Bk5VP5wwO+SBhImda1t/2tutHEGEs7vgv30HEI+BY1BRmPVoTFoCZS6Cfli284rFd6Ya4eL4vKjVPrwrCshFAxh6pmEnGCImYXWVhmUNgiLzoLzwPgO4Ob+N5NqSUUJKhS7iyn3lCNLMvHGeFLNbWNG80DcATeV3kokJOIMcRhbeq61hfEpPnZU7uDp5U+zLH8ZJq2JC7pewJSeUwgoAbZURJnr3M/ywuU8c8oz/H3+33lg2AOsLFrJgrwFPLLkEe4cfCfjc8ZjM9ha8NU0P+nWdF4e8zJ3zburtgVXK2m5vu/1DEwd2Mpn17xIodDBfJpVDkZj07OPWXwu2DwTvromXIyl94VLPoW4zNiPVTn+qNwn8sXKtouKqT0LTClQtVO4J7rLRUVq8kfR565AtCte9aMQM5V74fMrhIGH1iiMYqr3ZxOl9oAzn4HPpohqUfz+6lDZDuFQGO3mAYhq2ZHI+zqQ6gL47jbY8lPdNoMdLv0M8tfAzL+H7z/4Ghj9D7XVV6VJKC7hYlg9Zw9KuQddlg376GzkJCMaXcs7WCrVPopfWyVmwqKQfG0fjJ3jm/95nX6q5+4JiywAMPVNJv7sTg3OyrU2gWCAEncJSlDBoDWQaExkY9lG/jbnb+Q7RXVRp9FxTe9ruLTHpeg1ehbnL+axJY9R7hUtou0s7Xhq1FP0TuqN9kDjoFZkd9VuXlv1Gj/t/AmNpOHMjmdybZ9rybIdu9X8zWWbmTxjMv6gP2x7l/guvDD6BSb+b2LMuIRHTnyESV0n1WaIuf1uUswpWHQWMqxHVxtiQwSCAYpdxRS6CvEqXjKtmSQaEzHrYjuttiUaqw1UIdYMHPdCDIQYq84X7WKOIuh4ipjNachlT0WlPqGQEFUlm8VclM8J0/8We/+bf4eUrqIaVrZNmHB4q/cbfgA//UPkcF07C945QwgxvRkIierRh5OE0Uz/y6HTKeCuFG2KO+aL2a6+F7XAi0YYjDgKoXCdEFhJnUUVzucQ27f+KgRjpzFiuznKnJqKSiMIegKE/EEkg4zmIGYlRxr3+lJK34/ilphiIuW6PkekUufdUUnx66ujriVe0g1zv7ZZLSpyFfH5ps/5aMNHOPwOcuw53Dn4TgamDsSjeCjzlOFTfLXmISatiTXFa7j0h8gMRr1Gz9fnfE0He+vPuQHsrd7LJTMuocJbEbY9xZTChxM+pJ21Xeuc2BGk2lfN3+f9nYX7FkZdf/nUl1mav5QPNnwQsaaRNEw/bzrZtuwjfZoqh0ljtUHbuSWicnSjN4s5mjbqkKZyFFDTWudziIDlzqc1vL+sBU8VbP5RtBnWsPJDYeJx3uvw6aWg+OGGBbB8Gqz6WBw/ZySc9xqYEmHDd0J8pfcTbYoj72pZi3VLkvhKO2Dmo8axMqVby52LyjGNxqiFAzq+gp6AsJPXahp2O2xmDLl2Ei/tTuWMHSiVXtCAsXcy8eNzj4gIC/oVqhdFz40DqF6Qh6FzQou+B42h3FPO/y3+P+bnza/dtrNqJ7fOvpWnT36asR3GRrQbOnwOXvnzlbBtXRO6cm7nc0k1p7Knag9Z1ixkTeuK8YAS4KstX0WIMIBidzG/7PqFKT2noJGOrchbp9/J0vylMdd/3f0rfxv4N+bnzWdX1a7a7RIS/xz5T5KNakfEsYQqxFRUVNoOlXth+u1iDmzwVSI8WfFH7pc7SoiomiDxAylYI5wPu44Touqzy8NDl3fMh2njRXvjyg9FZQyEu+D5b9bZ06s0jqAiHChdpYAkzEsSciIDnVXaDEG/QqDEQ9Wvu/DtqkK26bGNzhYzclGMSkJKCKXaJypqOkm4JsqHfoGsMekw901B38FOyKcgyRo0Fl1UO/xmQQkRdMbONwu6AhCMPbfWWhS5isJEWH3+8/t/6J/SnzRLuCuqO+AOmzG6fdDt6DV6Ptn4CXsde8mNy+Wvwb8yMG1gq1qAV/mqmLNnTsz1X3b9wnmdzzvm8tAkJKx6a1QBCpBoTCTRlMjbY99mc/lmFuQtIM2cxpj2Y0i1pGLSHiQ3UuWoQhViKioqbQdPlRBhAL+/DWf8C364KzxU2ZIiQpUVn3A9jMWqz+CyL4QNfFFkCxSKH+Y8CWMegc8vF9schTD3n6IqZs+EVr5jfFTgroBdi0QbaU2+my1D5LllnwhGa2uenUoM/HkOit9YDfu1R9Dhp+zjjVhOyBAZXqa6ypDi8OH6o4jquXsIugJIBhnryEyswzIOe65KG9cyxiiSQcbUMxHfjsqo68ZuCUimtlUNA9hQGjt7sdBVSJmnjGAoSIo5pdYl0SAbyLJmUegqZGKniRS7ivlwQ13sx7aKbdw25zbuH3Y/k7pMQie3zuuWNTIWbeybXlad9Zh0fkwyJTG5+2ReW/Va1PUJHScAkGZJI82SxsiskS15eiotzLFV71VRUWk9KvNg3f/gq2vh5wehcL0QVk2h/nDylp9h50K4bi6ccCP0Og9OfxTOfh6+vQF+uh9cJbGP5XOIOcVNP8TeZ8c8SDhgVmL3EiAU3To+4Bc2+Ru+h9/eFCHU9cOlj2YOdVy4fKeoONZ/H6rz4ZPJUBHF9VGl1VGqfZR/vbVWhNXHuTSfYHVdFTroU3AszKPyhx21mWshr0L1r7up/GUXQU/sKlNbQpIkTL2TRVbZgWt6WeSYxchFa00SjLFnQjWShn3OfVzw/QV8vOFjyjziM8tusHNj/xsBGNthLJ9u/DTq45//43mK3cXNf9KNJM4Qx5SeU2KuT+k55agxZmgKWo2WC7peQJ/kPhFrdw6686jL/VI5PI69Ww0qKiotT8VueG9iuN364v/ChKeh3yXCBr4xGKxizrB0f6ZQ+S5hVlG0QdjOr/q0rrrld8H4/8Dyd6IfK3cU7Pkteghz7fPZw8VfDcFAZFtdwA97lsLHF4osshranwAXTAP7/qHyoLK/RS8E5uS2X1Wr2A3bZsP2uZDURZiUxGUJR8uD4SiGqnwY8xCs+UIYjtQQDMDSV8XvgP7Yu5g6mgl6AgSKXDHXfbuq0KWKn1nQ4aN6QfTZKtfvBdhGZYnZs6MAbYKR1Bv7UfnzLtxrSiAUwtA1gfgJuWgbmZHW0nRJ6IJJa8IdcEesDW83XORK+ar4z/L/oIQUpvSYglbW0j2xO/cOuRdXwBU1iwnErFK5t7xVDTEGpw/m1OxTmb0nPLx3YqeJdE/s3mzPU+IuIRAMoNfo20QGVZo5jRdGv8D2yu3M3j2bOEMcY3PGkmZOw6Y/uq3nVZrG0fHpqaKi0nbxu2HuU9Ezr364SzhoGro07liJHWH8v+GjC4VTYPsTYOsvsDvKYHN1gbjYT+8rLOvrI+vghJtgxh1w0fuw5KXozzfgctjyS/g2a6rI8Dowq6t6H3x0AQQOsNzevVSEQI97HFwVIlTaVSrOLeCFDie23VDl4k0w7Yzw6t+Cp+HiD6Hz6aCN0Xbm94i5ujmPw55lol10wBQRUD3jjrpYgKL1wrlSFWJti4PN7unqKkNBVwCUGNXSkBBqJB89MyvaJBMJ53cm7owcADQmbZsWkqmmVP576n+56debwqzOs23ZXNbjMu6cd2fttjdXv8kZOWeQYc0gzhDHpK6T2FS2qcHj6zWta9mfbErmoRMf4qreVzFj+wxkSebMTmeSZc2qrQYqQYUyTxkhQsQb4psUUFzuKWdZ/jJe/vNldlfvFvNxA/7KgLQBxBvij9Crahwp5hRSzCkMyxjWqueh0rq03U8fFRWVowNXGSR3Fplxig+0Btg6S1SqggEhdJIbKcQAMgbANT+L+S2NDA0NJv/+tsgb+/0dWPGOsK/PHSVE2JKXhPlH0QY49UGY/dgBz9NfWNe/PiJ8+6h7YPYTIoNs0BXCyRFg7/JIEVbDnx/CCTcIZ8Y/3hPnYYyHwVeLClnn0eK/PgfIejCngKGVDUFcpfDtTZEtmKGgyAS8+TeIbx/9sfmr4N3xdaHcrjL4+QHRPjryTpj/H7E9oSMc5cGixyIasxZ9rh3fjiitwxrQZ9f9zCRdw+16Uivb4B8KGoMWjeHouPzRyloGpg7ku3O/Y1nBMnZV7iI3LhedRsf9C+8PC3Su9lfj8DtqvzdqjaRb0kkyJlHqKY04do49p8HWx5YiyZREkimJ/qn9I9YKnYVM3z6dLzZ/gVfxclqH05jacypZ1iykg9xQcAfcfL7pc176s+5GXM183L1D7+Wirhe12nycikoNR8cnkYqKStvF74KN0+HXR8T3kkZckJ/3OnxzPXgqmna8Gjv3c14VwqdoHWyP4aw14DJhFqHRitmx5G6iffHbG+oExv9uhnNehuvniZZHaxqY4oRA2P2bcF90FEJqTxh+mxBcm6aLrzWfCWfFuCyo2tvAe+AWM3L1K2+eClj4LAy9QYSaf3uDEIYaLfQ6H057COJaMQvGVQZ5y6Ov+d0izy2aEHMWw4zb60RYfdZ9I8KoZb0Q5Sfe1Pi2VJUWQzbrSDivC8Wvraqd+6oh/tzOYQYcGosOXTsL/n3OAw+DnGhEjjJzpdK86GU9WbYssmxZbCzdyE2zboo626WRNBjl8BbLFHMKz41+jut+vg6v4q3dbtVZ+c/J/yHZ1Hat0Audhdw862Y2lddV9T7d+Ckzd8zk4zM/PmiWVqm7lNdWRzfEeOGPFxidPfqYzClTObpQhZiKisqhU10ojBqKN9ZtCwVh7VegM0OfC6HL2EM7tn1/GLjeDN3Pho3fh6/njISUHvB6PUepC96B398S4rA+c/8Fk96EjTNEaHMwAO1PgvH/EgKtah/sXADz/g1l2+seV7Eb1v8Pht0IWUNin2t8hzoL/ANZ8TZ0HCVEGIjnXvM5FK6FKd+I0HN3hTAe8btFS6Q1va4tUAkI84uqPNESmNBBtAIersCJNhtXH2/khTcgDFjqz4IdSPEmmPiSEK8JHQ/9/FSOKNoUE6m3DMC9vhTv5nLkBAOWEzLQJhjDwp5lq57ES7pT8tYalEpf7XaNRUfy1J5HJPNLJTbxxniCNa2/B3Ba+9Mi5p80koY+yX349pxvmb93PhtKN9AvtR8ntjuxzZtCrC5ZHSbCaqjwVvDh+g+5c/CdSEi4A24MsgGDNvx3sdhdTCDG55w74KbMU6YKsVZGCSrkO/NZvG8x60rW0Se5j/jdtGYcc/lxsVCFmIqKyqFTlRcuwuqz+jNRHTElCEMH+yH+0bemwlnPwrC/wIppQkAMvELMk705Jnzfdd9C/0uFGKtBo4VLPoGPLxKCq4bdi+Gt04QQ+/kB8X2s19Fvsni+tN5CQB3ImIdh0fPRH6/4o4ueovVQvlvMkX13q3BwBDFnNfIuGLh/5mr3EvjiCjFrBaJdc/jt0ONM8DrEeVnTRcB1UzDGCYOR+u9JfdJ6Rd8uacSMUSyXRY0OVn4g3vdT7gW5JxiPrRygYwFJktAmGrEOb4dlWDqSRoMkR2/10qWYSbmpP4EiF/5CF9oUE7o0M9r4tmlwcSyTZk7j9dNf5/pfrq91SQTondybu4fcjUUX2fKs1WjJsmVxaY9LW/JUm0S5u5x8Vz5L9i3BrDNzStYpfLftu5j7/7LrFy7pfgmrilfxzZZvSLekc0WvK8i2Z2PViZtUBrnhmwQ6jVrNbU1CoRDry9ZzzU/X1JrRfL31ayw6C++Me4eeST1b+QxbBlWIqaioHDoVe2KvKT7QWeDVk0QFZ8LTkDP80GaGrKniK6O/aFcMBcWMk/uAuYdNM2DSO8JSfeuvYtv4p2D7vOiCQ/GJeaYup8cWYloDSDLYkoSwnPUYrP1SiCt7Jox9XAi0Aw1D6hNzuDwIH55X5xIJYo5s1iMiVLrTqcIgpL6QCyrCUMOeActeF22Vl3wKmUNA24QLC1sGTHgGPr0kcm3o9WBNif44cyJ0GlP3/tZH0oh5wZ8WiO+3zxFtoX0uim38odKqSJKEpDv4nJc2zoA2zoCxS91MUaDSi39vNZ6NZWjiDZj7pCDH6Y+a+aujEUmS6JrQlc/O+oxdVbsocBbQKb4TGZYMkkxJUR/j8DlqZ8cSDAkYtAYcPgelnlJWFq4kEAowMHUgyabkVglPLnGX8NiSx8KcE1cVrWrQSMQgG1iQt4BVxau4vt/1PLb0MS6afhFPDH+CsTlj0Wq0WHVWkk3JlLgjY06ybFkkGlvfPfF4pthdzO1zbo9wBHX6ndwx9w4+GP8BKeYYf4eOIdRPSxUVlUMnvoEefVkHziIhnCr3wCcXw1UzhYtgU/G7henGLw+KCpE5CYZcDxe+C9/8RVSVQIiUr68ThhFjHhIVp7Se8NN9sY+9Yx4Mu0EYfOSOEsfSGsT25e/A4GvAFC/2jcsS1bnR94lKl94qBFF1gahM1W9rrCGjn2jXOxBjvBBd9UVY2HnNFe2KsVoIf39bRAPM+j/44Dy4eRkk5MR+nQciSeL1Xv0T/PIwFKwSFbKRd0Pn0yJdI2vPOw7OeAqmjQPnARc4pz4oZvTq8+PfxfPEMv5QOSoJlHsofmsNSmmdgU31r7tJuKgrpl7JYe2NbYWgN4BS6cO1uphgtQ9j90R07awtFirdEMWuYopcRRS7i0m3pJNiSokprCRJIt2STrolPeq6N+ClwleBjEylr5IX/niB+Xvno9PoOKfTOVzR+woW7F3Av377FyHqKttX9LyCa/pc0+IGHrN3z46wr1+8bzH3DL2Hn3f9HPUx43LGMXv3bJYXLmd5wXIeG/4YN826iUeXPsrAtIEUOAtQggr3D7uf+xbch0ep+z216Cw8OfxJZKnt/Y4eT5R5yih0FUZdy3PkUeYpU4WYioqKSoPYM4UjYsmWyLXeF8CmH8O3/fKQqCqZm3gnMn8VTBtfZ4vuKBLW6bmjxMX/zw/U7av4YMW7MHCqEEE7FwtDjliYE0X7ZPkuWHaJaLmTJOg2AS79PNJ6XW8RX/WxpYuq1HtniwpVDXHZour0WZSWoMTc6O9bDVqjEJ+xqNglqoQgxO6OBU0TYiDmzNqfIFo3A27RVlhzzIZI7gzXzRGOmFt+FgKuy+mwaaaYD6yPzyneE1WIHTMEfQpVP+8ME2EAhKD8883o77SjaWOW9kFvAPeaEsq/rPs351xWgDbFRPI1vVu1zXJP1R5unn0zOyrrIkB6JfXi2VOebdIMUygUYk/1Ht5Z+w7z8+bzzxH/5NbZt9ZWHBRF4bPNn7Fw30LuGHRHmAgDeG/9ewzNGMqorFHN88IaQYm7hPfWvRexvdxbTpGriCk9ptDO2o5UcyqSJLE0fykbSzfSN6Uvb699G4BSTylrS9dyQ98beGvNW+yu2s2rq15leOZwOtg68Oppr/JbwW/sqd5Dblwu3RK68dmmz7ip/01tIlPseMWn+Bpcrx/XcCxzfEzCqaioHBlsaXDpF0Lw1CBJ0GMidB0n5qvqk78yPAy5MThLRB5ZtAH1HfPFBb6+nnGFrIPz3xCtdwBBP3Q/M/bxT7gZfn9TtDXWzD2FQsLYY9lr4KhX9VECwppeifIHIqWbECdTvhVZaFO/Ezb88dmQ1Dl8X50Jxj0pqmixqC4QIikWqT2EGKshlllIYzAnClHdGBFWQ3x7GHINXPQBnHQrfHGVsO6PhnrnuU0QqPTi2+fAt6eaQJmHoD+K82UjCDr9uFZFtnsBEALv9opDP8kjhFLto/yryBsfgWI3VbP2HPJ7cbiUecr4astXdEvohl1f1xa4rnQdDy9+mEpvZaOPtbd6L5fMuISvtnzFiRkn8vWWr6MGQec58sh35tMlPjJW5O01b1Pli4w1UIIKTr8zpvnFoaIEFco95VHXNpZtZGjGUD7f9Dl3zruT++bfh9Pv5KETH+LZ5c+G7btg7wI62Dvw8mkvo5E0OPwOUkwpeBQPV/10FfP3zsfld/HLrl+4ZfYtzNgxg4V5CwnFmnVVOeIkGhNjzukZZWObiFZoCdSKmIqKyuGRmAuXfyUEk3d/hs36b0WL4IF/tG0ZwsShKXiroWBN7PWSLTDqbtg8U8yQDblauBjWZMwkdhTmHSPuEHby9ekyDnJPhul/i37sTT/C6AdEla18txAaeSsguSsMvQ4ScsMrZnGZ4qvT6PDjXPi+sL/PWyHs89P7ivfCUSiqce4oFyIZ/UVVbu4/xXtwIMNuFBXGGtq3UiioVi+qd8Y4cETJWTMlNE3gqTQ7ISWEf181pR9uRKkUbbySToN9bAfMg9KQzXUXQ0GfQtDhI+hRkAwysk0f2WYYDImvGBxoid8W8Gwqhxin7FpZiH1MNpr4lr1hUOQq4s+iP9lRuQOD1sD9J9zPPsc+Xlz5IsFQkKX5Syn3lBNniNEmXA9vwMu7696tFVG9k3vzxuo3Yu6/LH8ZvZJ7saUiXJyWekrx17vR5FN85Dny+HLzl2wo20C3hG5c0PUCMq2ZGLVNryJW+apw+pwgiXk1i87CoPRBzN0zN2y/NHMaY9qP4bbZt5Fjz+Hx4Y9j1plx+p2Uecp4dMSjXD3zapSQENBWvZVVxav4YccPvHfGe+yp3kO3xG688ucrgBC260rD3V6/2PwF43LGxWwBVTmyJJuSuaHvDbz454sRazf1v6lNRys0J6oQU1FROXwsKeILoGQrLHs1es7UiNtFFa0paGQh3mLdiTUnwYDLRXiyziQqYvWxZYi2uXXfwGVfwJ5lwga+w3BRVTow0PhAQkHI+0O0Hda0UuxaBH+8Cxe+B93GN2DGsR9rivhqNyB8e1yWqJx9dEF4S2P3s0WmmSUVrvoBvrq2bs7MnAgn3yPOoSpPbLO3E+LucFD8ogrnd4oQbWuqeD8bgy0DJr0FH54fXi3UyHDeG8LVUaXVUCo9FL+xhpC/rqoc8gepnLEDbZIJU09xIapUean6dTfOFYWghEAjYR6QQty4nDCbeskgo0s34y9wRTwXgLFT/BF9PYdCg+IwEILojvBHjGgZWT/u+JHxueO5dcCtvPDHCwC4AtHf4wOp8FYwa/es2u/dATdWnTWqUQWATW/DEyWgfnDa4FrXwWAoyMqildzwyw0EQuL9+73gdz7d+Ckvj3mZYRnDkDV14rXSU0m5txx/0I9NbyPVnFprQR4IBthRuYOnlz/Nkn1L0Gq0nNXxLG7odwO39r+VhXsX1j4HwAVdL2Dauml0SejCbQNu4/+W/F9YdtpZHc/iqVFPcfe8uwkRYkLuBF5c+SJVvireW/ce43LG8WfRnw22t3kVb0R7pkrLYdQaubDbhWTbs3lp5Uvsrt5Njj2HWwfcytCMoQd1vTxWUIWYiopK8xKXKdrVvryqzkQDoP/l0P2sph/PnCQCkNd8HrlWYzgh6yIFWA2yFrKGCdGzYyFY0kQrZXy2EDAH6VNHZ4bPLovcLxSCb2+Cm5Yc+vyTJEF6H7h+jgiEdpWJCqMlpW6OLr0vXDFduEQqPggGYd6/RAUQoMMImPhf8foOFUeRMP9Y8pIwENEaYMBUGHWXmH9rzOvIHgY3Lobl7wrjj9ReQhwndGi6tb5Ks+LeUBYmwupT+dNO9O1tSDoNlTN34vqjqG4xGMK1ooigRyHhgi7IJvFvTLbqiT+nM8VvrI6oMhk6xyMntL0LKGPXBKpn7Y66psuyIhlarhqmBBW+2/Zd1IysH3f8yOjs0dj1dpx+JzZd41xmNZImrEL1y65fOLvT2by4MrLaADCm/RgeXvxw2Da9Rs8Vva6ozeMqdhVzz/x7wgQSQCAU4N4F9/L52Z/XGobsc+zjgYUP8Hvh7wAkGZO4a8hdjMochd1gZ3f1bi6ZcUltqLQ/6Oebrd+wLH8Z741/j/fHv8+Tvz3J2pK1yJJM/5T+vPznyzw/+nn+sfAfEe2S07dPJ82cxojMEVj1Vqq8VRS5xO/ur7t/5aETH+LN1W9yQdcLWJq/NOp7cEbOGcTr4xvz9qocIRKMCYzPHc+Q9CEEggG0Gu1xUwmr4aj76/jyyy/zn//8h4KCAvr168eLL77I0KFDo+775ptv8v7777N2rcj9GTRoEE8++WTY/ldeeSXvvRc+1zBu3Dhmzpx55F6EisqxjM4kXPdu/l2YTXirhPCxpIL5EHq+9RYY8wDs/U3Y0tfnnFcaV2HT6oSRRTQzC0uKqI7tWhS5ljNChENXRL+Aw+cQAupwjCgkScxn2TNj71Nj3w+i0njmM8IVUtaDJVm0/x0qfjcsfgkWv1C3LeAVc3OOQiHyGnN8rUG0bJ7+qDD+0Bpji2OVFsW3J0pr634CJW5CgRBBjx/XyqKo+3jWlRI8I6dWiAHoMq2k3tiPih924NtVhcaswzqiHZZB6cjWthdVoE00os+x49t5wPyTBPFnd0K2tNzvapmnjC82fxFzfc6eOZzY7sRa+/XGkGRK4qKuF/HcH88BsLZkLVN6TGFw2mCWFy4P2/eqXlfRNaEr3RK7saJwBQA9k3ry0AkPkW2tc8It95RT6qmLCEkyJnFl7yvJsefgU3x4Ah62lG9hUd4iKn2VTO01lX6p/Xh7zduUekq5b8F9vDLmFQalDeL1Va/XirD67HPu47f835jYeSL/GfUf9jn2YdaZcfgcdE3oSrGrOOrMGojWwrfGvsW8vfN4ZsUztdtTTCn0Se5Dli2LJFMSuXG5YUYoNa9lUpdJaNWbRG2C40181eeo+g387LPPuOOOO3jttdcYNmwYzz//POPGjWPTpk2kpkbOIMydO5dLLrmEk046CaPRyFNPPcXYsWNZt24dmZl1Fz1nnHEG06ZNq/3eYGh7d/NUVI4qtAZRCUno0DzHi+8AV/4A+/6AzT+JSlbvSUK81DfqOBTMiXDe66KCt/f3uu3Zw+Dc18BZHPuxAKEjPOTvrQZnKSheMNiFXX5c1uFVwOrjKBStpNHY8J0QfE0RerIW5EPIilM5YuizbLj/jP57rE02IckSweoAhEDSa7Ce2A59jp1QIIQkS3g2l0e09mn0Mvr2dpKm9iTkU0CSkG16JE30UOjWRrbpSbq0O47fCnAu3kfQHUCfYyd+Qke06eaDH6AZCYaCUUVJDd6Al9HZoxmeORxTI9uDNZKGMzueyU87f2J92XoAHlz0IHcOvpOpPafWBiWPzx1PuiWdOEMcL4x+gUpvJSFC2PX2SHMECXLsOeQ784kzxPHY8Md4bsVzbCzbyE39biLPkUeaJY1MWyaZZOIKuNBpdNw1+C7+s/w/ADy74llePPVFluxbEnboVHMqw9KHIUkSvxf+zriccfy882ee++M5Tmx3Ijf0vYHJ3Sezpyp2VmWVr4q9jr28/OfLAEzIncCZHc+kylvF1oqt3DX4LnQaHS+e+iIzd8zk6y1fEwgFGJ8znku6X0KmrYGbXyoqLcRRJcSeffZZrrvuOq666ioAXnvtNWbMmME777zDvffeG7H/Rx99FPb9W2+9xVdffcWsWbOYOnVq7XaDwUB6ujrDoKLSpqkxwuhxdt02v0vMNcmGQ6u21RCfLeznncWiBdCcLCplOiOUbBbVKMf+aoE9U1jjp3QX1uyJnQ7vdTVE+S6RgbbpRzGrFpcN456A9ic2nwGGp7Lh9syqfSKi4FBwFIlja3SiclkzP6ZWyloUU49Eqn7aGbU9MW5sB2SbnqA7gGSQSbykO45FeVTP2yt20ICpTwqaGBUj2awD89Hx85TtBuyj22MZkg6hEJJeDjMqOVwUh4+QEkLSahqssMUb4hnTfkzMqthZHc9iVNao2hbBxhIMBZnSawqegIfF+xZjkA0kGhPZXb2b03NOZ0j6kLD94wxxUY1AAkqAQnchedV5TOw0kU7xnUg0JPLwkofZXrmdRGMiA9IGkFedx5PLnqx1dow3xHPHoDtIMibRztKOfc59bK3YSigUwm6wU+4tR6/R8/ehf0ev0TN3z1xChBjbYSxlnjIW5y8GYMm+JSzdt5SXTn0Jsza2SE42JVPtE9XeK3pdgVE2ctvs22oNPLSSlnuH3cuE3Alc2+dazu9yPiFCJBgS0KmfQSpthKNGiPl8PlasWMF999UFs2o0Gk477TSWLFnSwCPrcLlc+P1+EhPDcyPmzp1LamoqCQkJnHrqqTz++OMkJcV20fF6vXi9dXezqqqil81VVFRiEAyKdr/K3SIjzJ4pZqHisoT4ORiKD8p2wIJnYfdiIZpG3CmcAy3Jot2uRgTozWDNAM1B0josyeKrBncFVOwRomH80/DlFWJWrcdEWPxf4WZoToLqfGEW0phZqqZQtQ/enxjejlm5Bz6fCpM/go6jI/PMDgXdQaoBNWHWTcFdDrsWi7Dp4k2iJXTknaKit+ZzMS/YboCo7qkcceR4I8nX9aHsww0oVftFt1ZD3Okd0OeIC3GNVUfcxI5Uz9mDb1e9v2lBcK8qRtJqiJ/YCU0LzlIdCSRZavYAZ8Xpx7ezkqpfdhEo86BNNRN3Ri76TAsaU+QFv0Fr4MpeV/LTzp8i2u66J3anX2q/JoswgJVFK7lvwX1kWDIYkDoAr+Ll0SWPUu2vJsuWxftnvH/QgFy/4uePoj/C8scAhqUP45YBt3D3vLsZ12EchOD/lvxfmNlFhbeCR5Y8wmunvcaEjhN4a81bJBmTMOvMTOkxhceXPc4/hv2DmTtnhs1tzdkzh0Gpg7iu73Usy18GQIgQt8+9nXfGvUO6JZ0CZ0HEud7Y70a6J3Tn3E7n0j+lP7fPvT1sPRAK8PjSx+mZ2JM+KX2Oi3Dgo5E8Rx4On3BctugsZNmaqdvjKOGoEWIlJSUoikJaWvg8SFpaGhs3bmzUMe655x7atWvHaaedVrvtjDPO4Pzzzyc3N5dt27bxj3/8g/Hjx7NkyRJkOfofnH/+85/83//936G/GBWV453yHcLePm9F3TaDXQQLZw0RrY0NUbAW3hlXV8mp2C1Ck0+8Wdi6L3gGVn0sZp2sqSL0uftZjQ+SrsyD6X8VgcUg2iCvnAmOAvjyyrq8MVcpzH4Mdi+F814LF3L1cZaIc9WZGy9sCtZEzsTVMPtxSOkJSQ3kkDUWc7Iw/Ni1MHItIVfY7TcFxQ9rvhTZbzWU74TvboVhN0BSV2F+kn0CnPsqJOYcztmrNAJJltBn20i5uT9Bp5+QEkS26tFYdWh04u+cbNahz7BSsSt6yLhrZSH2U7PRGNpWUHNrE/QpOJfmU/VLXaaff6+DkrfWkHBhV8z9U5DkyJtA2bZsPj3zU95d9y6/7v4Vg2zgom4XcXbHs0k1H1q1e02JiPnId+aTvyM/bG1v9d5GBeQWugq56deb8AXDq+TLCpbRMb4jo7JG0SelD19s/iKq42AwFOSbLd9wWgdxnXVtn2tJMCZwavtTWVuyFn/QH9U8Y0XRCia6JtIlvkutpb4v6OOzTZ/x39H/5bGlj9W+PpPWxBU9r2Bk5kgyrBncPeRu7l0Q2RVVw7R103hyxJOHZLevcuTwBrxsKt/EE8ueYH2paKftldSLe4feS449h3hjfOueYAtx1Aixw+Vf//oXn376KXPnzsVorPvHOHny5Nr/79OnD3379qVTp07MnTuXMWPGRD3Wfffdxx133FH7fVVVFdnZ2VH3bYsEgwqOsjJCwSAGqw2juWX741WOcxxFMO+pcBEGwtTjk8lw/TxIaqDdz1kqcr+itdPZMuCb60U1pv7zfXersL8feIWwVG8IVzl8fxts/bVu29qvoMNJIuA5WgDo1l+E2NAawVBvZs1ZKip28/4tqlnpfUVlqDpfVPFSe4h5t2jsmB/7HIs2QIwQ1KgoAajeB/tWCtHabqB4j23poqXz3Ffg4wvrLPJBnNelnzW90ledD78+En3t9zfhml8g5yQhcjfPhJ7ngl1tDT/SSNL+SlAD1aCgs4EL9SAEPa0TetyWCVb7qYrhxlgxfTuGTnFo4yMFgCRJZNuz+fuQv3N93+vRSBoSjYlhdvBNpVtit5hraeY0tI3IcFxRuCJChIEwt7DqrFzb51q8ijfC/KI+O6p24PK7OKfzOYzPHY9G0pBiTuG2gbdxz4J7Yj7ui81fcOuAW7ltzm0ASEhMyJ3AzbNu5uJuF3Ndn+vwB/1IksT07dP5dfevXNbjMgKhAPuc+2Ied59jH17FqwqxNsae6j1c89M1eJS6GIV1peu4/pfr+WjCR6oQa2skJycjyzKFhYVh2wsLCw863/X000/zr3/9i19//ZW+fRvO2unYsSPJycls3bo1phAzGAxHraFHZXEhGxbMYfWvM/F53OT2G8yw8y/CYLVjSzg+UsxVWhl3ucj0ioa3GgrXNSzEPBWinfFAtAZh/V5fhNVn9uOi2mbLiF25AnAVh4uwGiwpIjw6FptnilmuodcJ8eKthqWvwIKn6/bZMU98TXxRnI+nAqb+L7rrYkNOjMZ4Ia4agxIQovfD88RMWw0p3eGyL8V8XEIHkWdWsQdKt4rnTsxp2MkxFq4y4SYZjaAihJpGJ5w1dWYhwIOpB28dVTniaKwNzM1ItKjF+9FCoNITM9w65A4QdAYgPvbjDVoDadomVp1jMLzdcCbkTmBL+ZaIoOYb+t1AiungrXl5jryIbRd2vZBhGcP4dOOnfL3lay7tfikd4ztGPEcNneI6MTBtICOzRoaFJXsVL74G5lF9io+eST353zn/Y2HeQhIMCWyu2Eyxu5iX/nwpYv/VxasZlzOOOH0cfZP7sq1iW9Tj9k/t3+CsmUrLUOAsoNRdyl7HXlJMKUiSRKIxMUJEuwNuPt34KTf3v5lEUyO7WI5ijpq/fHq9nkGDBjFrVl1gYTAYZNasWZx44okxH/fvf/+bxx57jJkzZzJ48OCDPs/evXspLS0lI+PYm12oKinm+2f/yaLPPqS6tASv08nGxfP4+IG7cJaXUl0aPfhRRaVZCXgPbg7REFKMjy1bBpRG/0MMiDbCsu1irsxdEXs/d2WsJ264mmaMg3VfC4Hlcwrjj4XPRt93zhMw5BpxPj/dD94owqXTGBFkHY0Bl4Ml9hxrGNX5IjC6vggDKN4IP/2j7rlt6ZA9BPpfAjnDD02EwcHDrfVW+HwKfHwRvHcWvDse9iwND4JWaRVkqx5dRvS5Q2PPJOSGhNpxiqRt+DJKko+8i6RP8bG7ajf/2/o/ZElmYqeJ/Hf0f8mNy0WWZK7qdRWntj8VSTr4uQxMHRj2/bD0YXSM68hd8+5ieeFySj2lvLPuHc7tfC4SkceTkDin8zlcNP0iFu1bhHd/lmSRq4ifdv7EuJxxMZ97Qu4Ekk3JdIzvyNReUzm789nkVUcKwxpK3CUEQ0EMWgNX9LoiasVPr9Ezudtk1ZyjFQkEA+yu2s2dc+9k8ozJ3DXvLq6YeQX3zL+Hp0Y9RTtLZFfI6pLVOPwxbugdYxw1Qgzgjjvu4M033+S9995jw4YN3HjjjTidzloXxalTp4aZeTz11FM8+OCDvPPOO+Tk5FBQUEBBQQEOh/jhOhwO7r77bpYuXcrOnTuZNWsW55xzDp07d2bcuNgfFkcrxbt2ULh9a8R2v8fNb99+QcB/kGBbFZXmwGBt2PGvXf+GH29KEPleB+KtEuYZsdDIQsQtfVlYtsfCaI++fftc6Do+xrG1wlmwbDus+kTMhJVsFk6H0aguAMN+i/eN08EV5SZIXBZc/KFod6xPp1Ohy1g40Go6FiWbxHsTjY3TG7bnd1dA/hr44R5Y950wSMn7A/b9KRwdDxR3IGbOYrksWlLEa68f9O0sgQ/Ohcq9jXs9Kk1Gqfbhy3fi3VWFv8RN0BO9mirb9CRN6REhxgyd44VRh/GoaaJpMWS7AckU/X3RJhnRRHFlDHoV/KVufPkOAhVe3F53rWBpKgElwO8Fv3POt+fwwsoX+H779zyz4hkeWvwQT418ihnnz+CGfjeQaGxcZaFjfEdy7Dm131/Y7UJe+fOVsH2cfifTt03noRMeCguctuvt/Gvkv/hm6zc4/U4eWfwIJR7x2VblraLMU0aWNYtsW+QoR5o5jQm5EyJaM4dmRM+JBeiR2AODLLqTsm3ZvD32bTrY6yJTcuNymXbGNLKsx5f5Q1uizF3Gzsqd/Gf5f1hdsjpsLd+Zzz3z7+H2QbdHPC7ZlIxBc3R2njWVo+pT9eKLL6a4uJiHHnqIgoIC+vfvz8yZM2sNPHbv3o2mXnvLq6++is/n44ILLgg7zsMPP8wjjzyCLMusXr2a9957j4qKCtq1a8fYsWN57LHHjtrWw4bYuDj2zMnOP1cwaMI5mO1xGMzN4MSmohILe3s45T6YHvnhS0Z/YdHeEKZ4mPCMMOvwVNRtd5WJdjtjfPh2vUUYgWQPhW1zxLZdiyElxjyFJQVyR0XOaK3+VLTyFa4NN9GQNDD+37B8fxahdb9NuzVDiKbtc6LPldVU9kJBCES5CaIzilmuv8yHPb+BswjS+wgBl9ip8RWxGtv9aISC4aKoPp5K+P0tYUYy9TvxvItfFFW/gBe6nA7D/waJncFUT7zaUuGCd+HdM8N/DjoTnP0CzHky8rkCXlj/HYz4a+Nek0qj8Ze4KP1gA4FCl9gggXlgKnFn5CDbIv/OaRNNJF/TG8XhJ+j0I9uEqUdz2rwfS8h2PUmX9aBk2lpQ6v6dS3oRBSDbwyvEgUovlT/swLO5jOB5yazXbOXbgu+RJZmLu11Mj8QeJJsbH25b5C7ijrl3EAiFi+v6Dobmgzmj1iPVnMrb497mmd+fYeaumUhIVPsjA8Fn7JhBoauQt8e9zV7HXiQkAsEANp2tNjPMH/SzvWI7aeY0Zu+Zzfvr32fG9hk8OvxRluUv45ddvxAMBRmfO55JXSaRYY3sROqb3JdUcypFrsjPsTsH31mbfaaX9QxMG8i7Z7wbZqdfvzVSpWXxBDx8teUrTsg4gfl7o19/7nPuI94Qj16jD5tNvKz7ZaQ11SjqKOWoEmIAt9xyC7fcckvUtblz54Z9v3PnzgaPZTKZ+Omnn5rpzNo+BmNstyutwUDA7yXg93PsSVCVNoVWKypLZ0miRc9ZLCpKvc4T7oZxB2mJUxTRBnjtL+LiffscsLWDE24QAuXSz+CjC0XV7eS/gySLyk5GPxHYrLfEbvkD4ax47qvwzQ2wc0Hd9swhwkXwqh9g7wrY8rMQbR1OhD8+EN+PewIMcTDjDiFkckYIJ8eZ94bPl6X1EtUlEPNYBhsRFG2EL6aKVs2h10Nab/FaUro3LWA5vXfsNUtK9OcG4Rw5+zEY/Q9RafziCjE/VsP6/wlhe/VPYOoZ/ti0XnDDAiFmdy2BhPbiZz7zH0LIRiP/z8a/JpVGoVR6KXl7LUp5ndiWjFr8BS6cKwqxjshCU6+1LhQMCVfFUAhdigkpXb0pdzAkjYQhx07a7YNwrSomkO9A38GOqVcS8gEmHYrTT/mXm/FuqSA0NZ27tz3Auv3hywDz9s5jRLsRPDbiMZJNjRNje6r34Aq4oq6tL11PhbciMqg5Ci6/ixJ3CX8U/YHD52BKrylM6TUFfwMtw8sLl5PnyOOOuXXmZWd3PJuBqQOZvWc2IMRYsbuY99a9B0Cpp5RbZt3Cie1OZErPKUhIdEnoUlvZOpAMawbTxk3jsaWP1botppnTuG/offRM6hmxf7IpudHvncqRpcRdwm8Fv9E7uTfBWN0hQLm3HIvOgs/rQ0Li2j7X0jG+GRyBjxKOOiGmcuj0PHkMq379Mepa9+Enozea0B2DlUCVNog9QzgYdhwNfgfIRrHtYLlYzhJY/TnM/7cw/cg9GfpOhi7jRCUGIKGTEEt+D3x+uWiFq6H9CTDpbWGh3hBxWXDR+0IkeipFlc2SXGd/38GwX2QshEXPiYrXmEdEG9/qT+uOk/+nsNE//y0xF+VzCuFz6oPww91in3FPRuZpVewR81M1bYMLnqlbG/8fGHKtmHlTfGImy9rAEL6tHeSeAjvmRq6d9oiYrYvG2q8gvgP0uQi2zgoXYTV4q0SVbPy/wVhP0EmSEJgDLhezbl9cKSqAvhgtkiAqlirNSqDMUyvCJKNM3PhcNAYZf4ETSSujlHuQEoxIWg2BSi+uFYU4lxeCEsTULwXrCe3QJqpOcwdD0mrQJZuIG9OeUDCEpIk+ixV0+PFuqUCXZWW257cwEVbDwn0LWVuyllOyT4l6jJoWP3fATbwhHqc/Snvwfqw6KxISu6t241E82HQ2UswpuANuSt2lrC9dj17W0yOxB78X/s7Dix8Ou2AelTWKm/vdTJo5jUJXZDt3vCE+wnxD1si1gcoaSUOXhC54Ap6wvLQQIRbvW8zifcJY6a7BdzEgdUDM19He3p5nTn6GCm8F/qC/9nU0ZuZNpfWo9FZS7C7GrDVjkA14lejdFx3sHbhtwG0gCWMVu85OquXQIhyORlQhdhxhT05hwPizWfnj92Hbk7I70GnQUIxWO/oGqmYqKs2KRtO0DCklAKs/EwYTNdS4ELY/CS5+X1R4bCngrYAPJ0XOgu1eCvYvhXA4GObE2LljlmQ46RYRrhwKiUpZh5Ng1iOR+7rK4I/3hPjyOiBzoLB315vhsq+iC5CCNZGzWyndIaOvaH3cOAPmPC7EUXIXcez2J0Y/X0uyyDhb9Lw4D79bGHGc9n/Q5bTYboWeShh8tXA63Ppz7Pdp26/CSt8Yo7JmSYEznxYW/sP+At/eFLmP3grdYszfqRwygdL9gbxaDYmTu1P10078+XUX7pUzNSRf1QttiomSt9cSKKqrrDjm5+FaWUzqjf1UMdYEYokwAKVKXIj6euv5cu/XMff7ZOMnDEsfhkkX/vd4n2MfDy9+uLYypNfoeXvc20hIEZleicZEnhr5FE/9/hSL8hYRIoRdb+fm/jeTYcmotYjXarS8MPoFHlz0YMR5zN87n/4p/Xl8+OPcNOumsBwyraTlniH38OGGD8MeM7zdcB5d8iggApcTjYlUeCswysYwm/L6dI7vjP4gJj92gx27Icb8rkqbxKg1sq1iG5IkManLJD7e+HHEPgNTB5JmTqNnt8jq5vFCk4SY2+1mxYoVJCYm0rNn+Jvm8Xj4/PPPmTp1arOeoErzYU1MYuCEc+k6bDhr5vyC3+2mfd/+JGZkYk9OwRwX3r7grq7GXVWJz+PGYLFgiYtHb1ItYFVaiep8kT8Wjd2LoWp/NhcIARbLkGP9t0K4NHbGKhYJOUJIuYpBZxFW9bHYOB3GPiGqT45CYcKhM8U2LanfvmfLEMKxYhfsXiKET9dx0PEU4XxYtAE+vVRU1gZfC7ooVW17Bpz+KJx4S12wtC1dVK78HjFHppHD20IHXSFEmEYGfQyRBUJEaRq4iJK1Yrbt7BeEuDvzWfj1YWHvD0LEXjjt4LOBKk1Gmywu5M39U3D9URQmwgAIBCl9dx0pN/QNE2E1BKt9OJcXYB/TPmoocWuhuMT8WsirIBm1yDYdGkPbv69cY9wR0tBgy59P8dVWlWoocZVw6+xb2Vy+uW6/oI8fd/zIpC6T+HLLl2H73z7odp5Y9gQ7q3bWbqvyVfHP3/7JnYPvpH9Kf/4s/pMh6UNYlLco5rl8uflLsqxZ/PfU/7IobxHbK7fTMa4jp3U4jbfXvF0bsgwwPmc82bZsnhz5JO2s7UgxpWDRWdBKWi7oekGEaAMhGDvFNxBXonLUkmhMpFdSL55Z/gz3Dr0XCYmvtnyFR/GgkTSMaT+GOwfd2eg5PofPQamnlHxnPhathVRzKqnm1KO+MtroT67NmzczduxYdu/ejSRJjBgxgk8//bTW5r2yspKrrrpKFWJtnPjUNPGV3o5gIEAwqKDV6bEmhv9DqCouYuarz7NnnXC5kSQNPUaNZuQlV2BNOPZzHVTaIL5qcSEfDa1RBDbvXCTmluJihCSD2C/GTEWTsaaIr7w/gOhZQrVIkhAlB5uBAxH0DEKsnfMyfP9XEQhdwx/vi2DoQVfCinfFttmPQfezxTxWNLQGkRlWg9cJjgKRmbb2S9E62O9S0e5ZvB5mPwHlO6DdIBh1l9gnGkOuBVsjhqprKoxxU4Tro6tEtFWak5oeGq3SKOREI3KiEWO3RMo+3Rh1n5A/iC/PgRxnQKmMbB1yryrGemI7ZNtBYglaiECFh/IvNuPdtv+zQAJz/1Ts43PQ2tt2a71s06FNNiFtCXBG77G8WvV61P3O63weVr01bFuBqyBMhNXwycZPeOCEB3gk5RHeWvMWBY4CBqQNINmUHCbC6vPeuve4dcCt/Fn8JzadjVJ3acxzLvOU4Q/5uXnWzQzLGEY7Szsu73E5GknDyVkn0yepD9n2bHLtueyp3sNlP1yGElLQa/Rc3/d6Lup2EQnGBK7ufTUFzgJ+3V2X0ZhuSeeVMa+QblH//R+LJBgT+Peof3P9L9fz6JJHuXPwnUzsNBG34iZOH0eCMaHRIqzUXcrLK1/myy1f1lZ/k03JvHjqi/RM6okmVqzNUUCjhdg999xD7969Wb58ORUVFfztb39j+PDhzJ07l/btGwgeVWmTNCSmXJUVfPfcPyncVmcuEAoFWT9vFrJWy+ip16Ezqq0qKi2M1iSqM0Elcu3cV+CXh4S5htYg5sBiYbCLYzUn2+ZCzkhYFv3Ciu5niTmzxpLRX4iWbhNg5YdChCV1Fm2IrlJhOrLgGbj0c1j5gXhP/G5RnYslxOoTDAoR9tnlUFRvTsXWTjzX/P/Ubds5H3JHwKCrYMW08ONknyBMVppyR1LWC0EYr1bAjjRau4Hkq3sTKHGHOfodSNDpRzLKEO0+h1ZDlLioVkFx+Cj7eCO+3fVc/ELgWlkEsiQs9vVtN3RathtIurInJdPWcVbyGXxt/jZi9qpjXEeGZQyLeOzuqt1RjxkixGNLH+PnST+TYkrB4Xfg9Dn5s+jPmOdR4i7BqhNCb0vFFi7ocgE/7YpuXNY3pS9by7cSDAVZWbiSC0dcSKIpEa2kZUj6EKatm8Z3O74jyZjEuZ3P5baBt/HciufwBX289OdLpFvSOafzOaSYU3jkpEe4deCt5DvyiTPEkWJKIc1yfDjjHa+0t7fn/fHvs6tqF9sqtpEbl0uOPadJM2BKUOH7bd/zxZYvwraXuEu49udr+WriV2RaDzH3sg3QaCG2ePFifv31V5KTk0lOTub777/npptuYuTIkcyZMweLRXVXOlZwVpSHibD6rJv7K0PPuZB4o3oHS6WFsaRA94mw/pvw7VlDRJBzjcNhwCsyqdoNhH1/RB5n6HWx870OlfgsIWh6nitaH+tjSoDR94v8tPpUF0LZNti5UMx95Y4SlSGdSZiFXDFD2OT/8qBoZazcA/mrIKUHjPo7/PYG7FkmRFveCnHMhuYsvA4xdxbwCLG6b2W4CAPoeyF8fkXkY+f+E075B1zzM6z6DPwu6D0JUnuCvYHqo0qro0s2IWmIWfEC0HewUz1nT9Q16wkZaCxtw7pecfjDRVg9XH8UYRudjSapbc8565LNpPylL0GHj3dPncY3O79lxs4ZyJLMpC6TmNBxQlRx0lDVSKfR4Qv6uG/BfVT5qkgzp3Fd3+ti7m/SmmpbH3dU7qCdtV1UQw6NpOGvA/9KlbeKEzJOoENcB1JMKehlPWtL1jL1x6m1c2N7q/eyqngVk7pMYkrPKXyw/gMAXvrzJU5qdxIp5hTiDHHEGeLoGHf8OOKpUNtCOCR9yCE9vsRdwttro99cdfqdrC5efXwIMbfbjVZbt7skSbz66qvccsstnHzyyXz8ceQQnsrRSXVZ7DaFoKLgczdTW5eKSlMwWGHc42JWqr7A6nMhLHstfN85T8Kkt4Q5xaYfhfAy2GDIdULQbfoBTrq1+c4te5jIRTv1Aeg0GtZ8ISzzc0cK18GEAy48KvPgs8uEGKpBI8OF70PnMUKMpfUUWWLj/w3f3hg+87b4vzDxv+CpqhNfcdnCmCMalXvhp/thw3fivTAlCFv9MQ/BrEfrnj/gFTNkBxIKiaiBrKHCBTFzoAi+PtDl0uuA6n2w+WfwOaDz6aJCVzO7p9IqaBNNxJ2ZS9nHke2J+vY2tAlGDJ0T8KwP/+zXZVsx9kxqMzMYSlWU380agiFC3ijV8iNxHtU+QoEgkiyhsenD3p9QMETQHRBrMQKwtXYD2A1kYePGhBuZ3GMykiSRaEyM2WKVac0k3ZJOgbMgYm1ip4noNHViudBVSLIpGavOisPviNj/7E5n88uuX2q/f+r3p3hs+GN8uulT5u6ZSzAUpEt8F+4/4X66JnTFeECofLm7nEeXPBpm3lHDV1u+4uUxL/Pxho9RQgoFzoKo+6moHAxPwEOFtwKf4mNU1ihm7pgZljVWw7aKba1wds1Ho4VY9+7dWb58OT169Ajb/tJLLwEwceLE5j0zlVbDEh87c0TSaNCpzooqrUVclsgJq8yD4g2iGhPfPryVDoSt+hdXwoDLYMq3onXPWyms7xc+CxOebt7zsmfC5V/DxxcJwddzojDEkPViTVuvohDwwqIXwkUYiHP8YircsgISc8U2rVm0IB5oPBIMwIw74ZpfhEDSW+Ci96Jb0TuK4JNLoGB13TZ3Ocx+XJiW1IRXh4IN56uBEHqdTgnf5i4XEQHb5kDQJ6pklbtFm+bcf4p5sIkvqnNgrYyhSwKJl/egcsZ2YWmv1WAZkobtlGy0cQYSzuuM/8QMHEvzQQlhGZKGPtuGHGPuKuhXCFb78e2tJujyo29vR47TI1uO3CyZbG2gMidxxNsSFZcf7/ZKqmbuJFDiRmPXYz+1PabeSchWPYEKD+7VJbhWFSPpNVhPaochJ67B+TqtRkuK+eA3KtIsabxx+hvcNOsm9lbvrd1+ctbJ3NT/JuIN8UzIncCnm0R8xuurXufJEU/y0OKHqPBW1O2feTKXdb+Mv86pC09PM6WRakrlieFPUOGtQAkpWHXWmPM7Vf4qNpRtiHmuG8s20t7Wnh1VO0gzp6E92OeKisoB7Knew+urXmfmThEqPqb9GF4c8yKPLX0s7PcfoHdyA1mZRwGN/tdx3nnn8cknnzBlypSItZdeeolgMMhrr70W5ZEqRxvWhESSsjtQumdXxFq3E0diiYtv+ZNSUanBmiq+Mvfnzvjd0HksrPoofD+/C357U7jy/fG+cBisoePo5j0nWQtZg+GGhcLgwlUOKd3EeR5oKe8sgpXvRz9OUIHt8+qEmN8Ju2I4mvndIhR67BPQ8eTYroMVu8NFWH2WvizcFnfMF1Uvv0uILWdJ5L7xHSIrbs4S4WT52xvh24deDyffI9a2/AwbvhemHm2ksnI8Ipu0mHsnY2hvI+irq+bUBDrLNj2yTY8hN44QhAU9H0jQr+DdXE7pxxvDZs8M3RNJPL9zTPF22K/BpkeXbsZfENmVYeyTjKYhoXaYhJQg7tXFVHxbd/c9WOWj4tut+Itd2Ia3o/j1NWHtn2U7qjB0TyBxUtdmMTvJjcvlvTPeo8RdQoW3gnRzOonGROL3z59e2etKZu2eRbG7mA1lG3jpz5e4b9h96DQ6lKBC54TOJBmTSDAm8M64d6jyVSFLMvGG+NpjHGgSUh+X30W1rxol2pxuPbSStrb18cZ+N5JiUiviKo0nrzqPy3+4nDJPWe22GTtmsDR/KY8Nf4ybZtVFoCSbkumW2K01TrPZaLTNyH333ccPP/wQc/2VV14hGGzmuQuVVsESn8C5dz9Iak54O1WnQUM5+fKr0ZvUiphKG0JngpG3Rw+DTsgVVbT6Iuz0x8RMVnOjkYUBRe4o6HUOpHaPnuulBISIikX9AOpobYJhx/IJm/mEHPH8IMRUZZ748jrDX/uBuMpE5a6GJS/Dmc9FzprpzMJi/sCq1r4/IkUYiG3JXYQjYs1xnUUNvxaVI04oEEQy69Alm9AmGKOKLUmraVCEASiVPko/2hBhAOLdWIZzeSGh4EEcRA8R2aYnaWpPdO3C/60buiUQf2bHmK2AzYFS5aPyx53R1yq8VC/OjzqD591Yjj9KNEA0gp4ASpUXxRm7lS/VnErPpJ6c1O4kOsZ3rBVQAJm2TD6c8CF/HfhXuid2x6KzoNPoGJgykDNyz6BzfGcSjKLjJcWcQqf4TuTE5YQdI+rrCyrsrNzJo0se5Zz/ncPs3bMZmDow6r4SEl0SupDvzOe6Ptcxuv3oNtPaqtL2qTHmqC/Caij1lLK8cDlD00X2Zs/EnkwbN40MS5ROkKMItV6sEpX4tHQm/eNRXJWVeF1OTHY7Zns8Rmvsu2UqKq1GQi5cN0fMO23+UdjZ978MTrhRWNp3GiNExNDrhWiJFT7cEuitwp6+KEZrT+7Iuv83xon2y6p90fdN7xP+fdlOEZy89gsgBD0mwvC/QXJXKIm0vkbWC6fE9L7Cvr7/pcL846ZlwhRl358icLr7WZEVN08lLHw+9utc84V4/hXTwF0W3e1SpUVQqr349jlxLsuHEFiGpqPPtB5y5cqzoRRi3Hd1LMzDPDjtiFnJaxNNJF/dm6DDT9ATQGPWobHqkM1H1lAk6ArEnEEzdkmg6tfIDpIanL8XiEqjT0Fxigw0jV5GY9Eh2/QEfQqBYjdVv+7Ct7ca2W7Afmp79Dm2Jrd6trO246peVzGpyyRkSW6WEOQ91Xu4ePrFuPbHfny44UMeG/4Yf5//94gZtL8N/Btp5jS+O/c7kkxJmJrboVblmKbKVxUWcXAgS/ct5cmRTyIhkWBMqL2xcDSjCjGVmJjj4jGrbYgqRwOyVrQCnveaMLCQAHOycAdM7Ah9LgBZd/AZqJbAmgJnPAXvR5mrzegnbOprsGXA+P8IY48D6XdpeCB0xW5453QxE1bD2q9g22y4YBp8eH6kW2TfyaJyddEH4r2Jz6pbG3mnsLnXaETbYlUelG4VlbbU7mBJFQ6MsXCWQEp38f85I0VsgEqLo1R5KftiM94tFbXbPBvK0OfGkXRJt0MSY4Hy2D/3oCsAR6giVoNs1SNbWzbXTDpIlbDBGMFgiKAnQNXMnTh/LxD7SqDLtpE4uRtKqYeSd9bWHiNY7af0g/VYT87CPjobDBryHfks2reIPwr/oFtiN8a0H0OGJQOdHClAZY3cbBeo7oCbN1a/USvCQFQmnv/jef5z8n9YVbyK3wt+J9WUyuU9LyfHntMs4q8toAQVKn2VaNActGqo0jxoJS0WXWwXdoveQpo5rcEW2qONNnBVoqKiotJMGGzi60B0beyubOYgmPo/+PEe0TqoNcKAKTDi9vBwZEkSActXToefH4T8P0UFa8Tt0PMc4X4IQjCt/TpchNXgLhdirNd5QpjV0GE4jL4PTPHiKxo1IqxgDXxwjmhlrCGjP5z5DLx3tmiHPJDsYVCwVgjgaPb9Ki2Cd1dVmAirwbejEs+2CiwDmt6ma+ycgHNxftQ1XaYVSdd2s7wOFY1Fiy7Dgj/fGbHm3V2FqX8KzkXRK9eWoek4lxXg/K0ANGAdmYmhY7xoQyz1EPQE0KaaCRSG/ztyzN+LZVgG21w7uWrmVbXVpxk7ZvDiyhd5/bTXGZg2EFlz5N7vKm8V8/bOi9i+uXwzN/16Ezf2u5EXR7+IXtZj0LbtQO2msM+xj+nbpjNz50z0sp7LelzGCRknNMpYReXQsRlsTO01lT+KokTPAFN7Tj2mRBioQkxFReV4we8S81c75gvBkjNSVMtsR2Be7GAYrNDxFLjie/A5RUXPkiIE2YEYbeJcL/sKAm5RubKmiVa/ij0i4Flnho3fx36+LT/D2f8VDoauEtGemdS1cRlgVftENc11QM9+/p+w8AUYfJWYAQs75zhhw5+3Eq75NbzKp9JiBD0BHDEEE4Bj0T6M3RKb3Nany7QiJxiE++IBxJ2Zi9xGcseaE9mqJ3FyN4rfWEOw3gyXpNNgHZqBHKfHs6YkwmLf0C0eOcFI9fsbQIKESV3xbCyj9N11tftorDoSzu9C1azd+PPqtfqFoMxbxt+XRbYA+oN+bp93O1+e/WWDGWOHi0bSYNQaqfJVRayFCFHgLMCqtx5Tc2B5jjyu+PGKsFy1fyz8B0PTh/Kvkf9SxdgRpl9KP8Z2GMvPu34O235Gzhn0Se4T41FHL00WYvPnz+ekk04KyxQDCAQCLF68mFGjRjXbyamoqKg0C343bPkVvrwyfFap3SA4+3nYOEM4DyZ2qhNmzlKRhaWR94ukI3C3t35r4cGw1LOS9lSJfLQf7xazWkOubbj1z2gX2Wkrpon9nEVw45LGPW/5ThEEHY1N0+EvC4QV/67FYlvuyXDaIyJHbcBlQoRpW7aNTEUQCoUg0ICJlhISFc8moo0zkHJdHypm7BDZYyGQk4zET+yEPvPYultdH12ahdRb+uPbXYV3VxW6NAvGLgnIcXokWUPKjf1wrSrGvboYSSdjHd4OQ46doEch5FMwdE3AX+jCvSbclTTo8FP22SYSL+pK6Qfhs6OVmmp2VO6Iej6V3koKXYVHVIglGhO5sOuFvPzny1HXL+h2wTElwvyKn082fBIRbg3wW8FvbC7frAqxI0yyKZn7h93P1J5Tmb59OhpJw5kdzyTLlkWiMYoB1lFOk4XY6NGjyc/PJzU1/AKisrKS0aNHoyjqQLaKikobozo/UoQB7FsBy98W7Xvz/gWZg8W8VOVu0TaY/6doaxwwFYb/FeIyW+Psw1EUqNorwp7PfRWK1sP6/8GwG0QLYjT6XARLXxGizVMJXcfFDn8+kAMzzOoTCor3tv1JMOxGsS1vOXw0SVTQEjtC17FqW2IroTFqMQ9MxbenOuq6qX8KGtOhVa+0iSYSL+pK0BkgFAiCLEEwhFLthxBH1MGwNdEmGNEmGDH3i7yJok0wYhuVhWVIOmgkZJN4D0KKB0kvY+6fQsX326MeN+RVCFR4kRONKGX7Z/BkCUXT8DWVp6E5zWZA1sic1/k85uyZw/rS9WFrU3pMIdsaIzbjKKXcW86MHTNirn+5+UuGZQxTs9GOMImmRBJNifRL7dfap3LEafJvUigUinr3o7S0FIsl9oCdioqKSquxdXZs177Vn4vA4fX/A0cBFK2Djy+sqxT43fDb67B7CVz2ResGE7vLxXn++oj4f4DMgaICVbEXek8KnwMD6DZBVPXK9l8AZg6CM58V7YONIbmBtkJjnGiLXBAjIDutN+hUEdZaSJKEsUcS8sI8lNLwC3Y53oC5XwqS5tCrGRqDlpA/iHN5AY4FeYT8QZDA2C2R+HM6oU2I0mp7jCNppIjWTNmuxzqiHZJWQ8gdiPlYpcKLbNXVCrHEC7qgMSrY9faorYGyJJNpPfI3h9Isabx46otsLNvI9O3TseqsnN/lfLKsWcekiYVGim3M0tCaStMo95QTDAWJM8Qd18K20a/8/PPPB8QH+5VXXonBUNemoygKq1ev5qSTTmr+M1RRUVE5XKpjz8ngd9W1HQ68AuY8Gb1dq2C1sIA/EkKsah+UbhPHT+osvqJV33Yugu//Gr4t7w/49kaY8LRwjrzsC9g+H0KKEGaWVNFaePGHIpTZliGcGxuLNQNyRsDOhZFrI+8WtvayDpQDso8kCUbdDYYDbtAFfKI1MqiI7LfGVuZUDgltvGgjdC4vxLWiEEJgHpCKZWg62vjDE0ohJYhjWQHVs/fU24iYgaryknxV72YJMj7akWQN1hPb4c93IMfpUSqj5wPqs20oVV4smVYswzLQJhhI1cFdg+/iocUPRex/Te9rWqxVK9WcSqo5lZGZI4+pVsQDSTQkMrHTRN5a81bU9Yu6XXRci4bmoMhVxMK8hXyy8RO8ipczcs7gnM7ntMhNhbZIo3+b4uLE3dNQKITNZsNUL9RXr9dzwgkncN111zX/GaqoqKgcLrkjG67a1JhkJHeFOU/EPs7WWSKwuTkp3QYfnCvs52uwtxOuisld67Y5CuHXh6Mfw1EkjEj+/EQ4KI59TAihGhLag7+nEEtNdZyypsD5b8DsJ2DN5+IYpgQY9Xfoe5GYOZvyP/jmeqjcu/8xqXD2i5DUKfxYVfuEsceKacKkJKMfnPEv8d9ogdwqUQlUePEXOQkUudGlmdGmmNHGx55h1MYbsY9uj2WouIkgW3RI8uHf2VeqfDjm7Y265t/nRKn0qkJsP7JND3o79tM6UP7Vlsj1OD369naMPRKRNBokWfz71QBj2o8hzZzG8388z9aKrWRZs7ix342c0O4EzPUD2VuAY1mEAWhlLRd1vYiZO2ay1xH+u31y1sl0iu8U45EqjaHYVcw98+9heeHy2m2vrnqVLzZ/wYfjPyTTdvyJsUYLsWnTpgGQk5PDXXfdpbYhqqioHD2YkyGtFxSui1wbcbto3QNQfEIQ+CItqgFh2tGcOIvhiyvCRRgIwfLpZXDF9DrzkIBP5HjFomiDED59LgwXYc5SYZG/5GURrNz9TGF9H98+8hjBoJj7kuv9aajcK6zxLSlw8UdCyNnSIT4H5P3vW85wuPZX8VyEwJwE1nRhf19DdSF8NkXMkNWQvwrenSBeZ86IxrxjxxWhUAilyidc+oIhNDYdIY9C8ZtrCDrqKpCyXU/ydX3QpcS+KJdkqdlDlkM+YUIRC3+JG31WK4anNxNBv0KwWgRIS3oZ2ao7pBk42aDF2DOJOK9C1S+7agOi9R1sJFzYLaaYthvsnJR5Ej2SeuBVvOg0OpJMdeY9Vd4q8p35zNg+g2pfNWNzxtI5vrNqKnGIZFgzmHbGNObumcv07dMxyAYu63EZfVP6kmxSK/iHw8ayjWEirIYSdwkfb/yYvw38W9RsvGMZKRQ6BMsklTCqqqqIi4ujsrISu/3YCDJUUTmmWPsN6M2w/lshKgIeSO0BI+4Q1u49zobPp0KPiaIatey1yGNIEty8vOGZqaZStAFeOSH2+o2LhYAEqMqHN0ZFzwoDEdqc0U/Mjmm0Yn7LkixaLZe+Er6vJQWu+VmYaYAw1ijfCcvfEWKt1yRov/+83p8YKQATcuDKGRCXRaPZtQSmnRF9Lb0PXP5N01omj3FCShDf7mrKPtlYa4kef15nHAvyCJS4I/bXpZtJvrZPiwYdB8rcFDy9ImaAc/Jf+mLMbeQs4hFEqfbhL3bj3VaBbNNh6CycDjWNyDtTqn1Uzd2Dc2m+cJmUwNgrifizO6GNOzRhG1KCQmC7A0haDRqrrskRAjVUeiv5aMNHvLrq1bDtfZP78uzoZ0kzt0I8xzFCKBSi2leNLMlY1Ir9YRMIBvj7vL/zy+5foq4nGZP4/OzPSTU3wU24DdNYbdDkWzqFhYXcddddzJo1i6KiIg7UcaprooqKSpsjtQe8PhJ6ThROgxpZVKHm/lOYcXQ8WQQUn3iLmM3avVQ4JtYgSXDe62DPaN7z8kdeUIdRvzJnTRPCcea9kfudcAsEA/DWmDoTj8SO4rXao4glZzHMfhLOfgGCPlj8Eix8pm594wzofpbIOotWhSvfud+p8cbwqldD7IgMha2lYM3+16oKsRoC5V6K31ojLv73I9v0UUUYgL/ARdDpb1EhprHqMQ9IwbUi8uaAxq5Hm9j6Zh2BSi+l763Dv6/evyUNJF7SA2P3hAbFWNCnCBFWP6g5BJ61pZS5/CRd1gPZ0vT3W5I1wsgkockPjWCfY1+ECANYXbKab7d8y7V9rj2igc/HMpIkYW8oFkSlSUhIaBr4e3G8/p42WYhdeeWV7N69mwcffJCMjIxjvl9YRUXlGMCaKqpea74UX/W5YBpknwBdx9cZR1z6mZjd2jpLVGm6jBXteM19V9SUIKpXwShOapJGtFTWoNFA7wugeBP88W6doUhKN+g2Ft6bGP74su0iiPnaWbAkI9KwZP03cPojIu+rvgirIbEjrP4s9rmv+gT6Tg7PN2sISwN3ObXGuvZQFULBEK7lhWEiDAlhE9/Q43wNrzc3Gr2MfWwOSpUP75aK2u1ynIHkq3sdcsUoGqFgqMkOj8FAkOq5e8JFGEAQyj7ZQNqdg9EkmaI/GAg6fKISFgXf9iqC1f5DEmLNybdbv4259ummTzmvy3nHTIVB5ehG1shc1PUiftr5U9T18zqfd0zmhB2MJguxhQsXsmDBAvr3738ETkdFRUXlCGBOFKYQ7QbCoudFRSitF4x9XGSHGQ+462lLF185w4/seVlSYfA1wh7/QAZMjWzVs6bAKfcJk4ySzWJeK6M/fHdr9OP7nMLO/sxn4NNLw9dCihBza76I/tiQItwQYyHrwmfRDkanU4S4DEURC/0vU9sS6xEKBPHlHZD9FQJJpwFJ/H8EsoTGUvcnPehVCHpF69uhtr01Bm2cgcTJ3QlW+wiUe9BYdMhxhmYTYYEKD94dVXjWlaCxG7AMSUObYGzUjFbQ4ROCNuoieLdUoGtIiHmUcDF84LlVetGlt27LWoW3Iuaa0++M6FpSUWlNOsV3Ykz7MczaPStse7Ytm0ldJx2XjpRNfsXZ2dnqP2wVFZWjD2sqnHCTsHQPBkRQc2tbpxssMOouIRSXvAzeKiGuht0AQ68HQxSjA2+1MLgwxotZt+sXQPGG2M9RuBZ6nRe5vcs4cQyfI/rjNv8EQ66FXYujrw+5Tpx3Y7Gmw6S34atrwsVYai8YeWedc6UKklaDLt0SVmUC8GwsxzwwNWoroPWkdmiseoJ+hUCJh6rZu/DvrkZj02M/tT369rYj1rYoW3TIFl2zi5JAmZviN9agVHhrtzkX7yNuYkcsA9MOLsaCIZFtFgOlOrqNfA2SXo4tfKFF20BjcUbOGfyw44eoayPajcAf9LOyaCU6jQ673k68IV5tt1NpNZJMSTxwwgOc3+V8PtrwEZ6Ah7M7ns2IrBGkW1oxo7MVabIQe/7557n33nt5/fXXycnJOQKnpKKionKE0Giaf87rcLGmCiHS/zIxM6YziWpcrGqUo1BUsmpmwYJ+kQ9W8/2BxHeInEUz2GDMQ0BIiLTfo2TmlG6FxE7QYQTsOiBDLGsodBzdpJeJ3gxdz4BblsOWX4TdfqfRorWyXjab4vCjOHwEq31obHpkq65NXPC2JJJGwjIkHceifWFGGM7f8kk4vwtyvBHHojxCHgXJpMV2chaWwWlo9DLeHZUUv7ka9usPpdJH6fvrsY7MxH5qNhpT6zmSKU4/SqUX7/ZKNAYZfW4csk2HxhB5KRL0Bqj8eVeYCKuh8rvtGLskHFSISXoZbZqZQKEr6rqhc3yDj5etOow9EvGsL4tY0yYZke2t7+7WM6knXeK7sKUi3BLfIBuY0msKk6dPptJXCUC3hG78Y9g/aG9vH9P9r8pbRZG7iDm75+AJeDg5+2SyrFkkmtp2y5g34MXhd6CX9dj0R79T57FMsimZUVmjGJI2BCWkYG1qpMoxRpNdExMSEnC5XAQCAcxmMzpd+AdRWVnkB9axztHimqgEAjgrygkqAbR6A9aEtv3BqqKiEoWCNfBaPav3vheL+bfPLo/cV6OFq34U2V+/PCDmwXJHCfv6Xx4WInD8v+G7WyIrXzozXDcXTHGw7w/4/W0gBIOuEu2cR0DQBso9lH68Af+euiqdLttK0qU9hLnBcUTQr+DdXkn5Z5sIusQMoaTTEDchF1P/FEJehZA/iKTTINsMSLKEUu2j+PXVMQ090u4c1KDF/ZFEqfZR8f023KtL6jZKEH9uZ8z9UiJEVaDcQ8F/lsd0ZIw7uyO24QfPHPJsq6DkzTUR23XtLGGB04rDRygQFK2c9YR/oMJD2acb8e2saxXVJhlJuqo3uuTYbY0tSYGzgI83fMyXm7/EHXAzInMEV/e5mmeWP8Oq4lVh+2ZYMnjspMfol9oP4wFV6FgOjKdkncLDJz3cJq3bA0qAPY49vL/+fX4v+J0kYxLX9LmGPsl9SDA2gxuKisoh0lht0GQh9t577zW4fsUVVzTlcMcER4MQc5SX8ccP3/HnzzPwe9zEpaYx6rKrad+nL0aLevdIReWooboQ3h0vzERquGkprPsGFjxTZ/xhjIMzn4X2JwonyLIdsHE67F0u/luznyUVrvkFNs2AZa+L9sjOp8PJd0NCx7pMsZqqmu7IXHwqTj+lH6zHt7MqYk2fayfp8p7IltavQBxISAmiVPuEKNJqkG06JG3zGI+ElBBKtagOhoIhZLsejVUX0+nPX+Si8NkVMY+XcHE3LANS63KxvAEknYxs0aExHdnZDMdv+VR8HT0HL/VvA9Ef0NYYKHNT8O/IvKEa7Kd3wD4mShbeAQS9AXx7HVR+vw1/gQtJp8E8OB3bKVlo4wwoTj++nZVU/ryLQLEbbYqJuLEd0OfE1f6+KQ6fqNSWe5BtemS7HrmZM9kOF7/ip8wjboSHQiGm/DiFAldB1H2fHPEkA1MHRoTnrilZw6UzxCyphESqOZVgKEixu5j/O+n/OL/L+Uf2RRwC60vXM/XHqXiV8MrplB5TuKHfDWobpkqrccTs649HoXW046qq4ufX/8uOlXV/1CqLCvn+uX8y/uY76DHiFKTGWlCrqKi0LrY0uORTeP9cqMoT2145Aa6dLebfSreJtkZ7JpgSwZ4OSgBWfggLno48nrMIVrwLo+8XrowhRYi4Ax0ij5AAqyHo9EcVYQC+HVXCmr2NCTHF4cP5eyHV8/aINkGdBstJ7bCNyKyttBwOkiyJkN8YQb8RHORjXNJqUJw+HIv34ZifJ+anJDB0TSDhvM5o449M1VGp9uGYtzfmuvP3AvRndwo/V4MWfXsbvt2iEqXPtqFNMxPyKHg2lWHs1rhqh8agxdgpHt21fYSrpEbY7mu0GoJ+BdeKQip/2FG7f6DQRekHG4g7MxfLCRlodDKyVS+qZK1szNEQOllHmkVkhm2v3B5ThAHsrd5L3+S+YdsCwQCfbRQuqed3OZ/T25/OrupdaCQNmdZMFu9bTKm7NCxIurUp95Tz6JJHI0QYwAcbPha70xQAAQAASURBVOCCrheoQkylzXNIt8C2bdvGtGnT2LZtGy+88AKpqan8+OOPtG/fnl69ejX3OaocJs7y0jARVp95H75Ddq++2JLaXsuBikqz4qkSRheSBJY0kI9iu/TkrnDtr8KivmynCJmOyxSzVindIvf3Vorg6lhs+xVOulWIvFYi6Ili4d+EdRDVqaBXESG5+iP78w36FKoX5IUJjJA/iGPeXpQqLwkTOx/xKtOBaEw6dNnWsNbOukUJXTsLzqUFVM/aU7c9BN5N5ZS+vz6sVa85CQVDKA5/zHWlwhthTy9bdMSf3YmyzzcRNyEXf54D7+5qZKuOxCk90diaJsqjzRkGq/1U/rwr6v5VP+/C1DsZTcLR9zlhlI2YtWZcgeizcVm2LPRy+PuhBBVKPaXc0O8G3AE3N826idB+lxKtpOXmATfjV8J/huWecordxWws20icPo4uCV1IMaWga8httRmp9lWzrnRdzPXlhcvpGN+xRc5FReVQafJfiXnz5jF+/HiGDx/O/PnzeeKJJ0hNTWXVqlW8/fbbfPnllwc/iEqLUrRze8w1V2UFPnf0D2sVlWOCgA9Kt8Csx2D7HGFUMfR6GDCl7Rl3NAV7O/GVM+Lg+8oGMDdwJ9uUCNrWNcRoULRIDa+HgiGUcg/O3wvwbK1AtuuxjcpCm2o+YtbtQYcPx8K8qGvuP4uxj+nQ4kJMtuhInNSVoldXEfIqYWvx53YGDVTPj16Z8u9zolR6j4gQ0xhk9Dl2vJuiG8qYeiRFzQjTZZhJuqwHxW+uIeisEwGuP4oa75zYAEGnH2Jks4X8QYIOHxyFs4kpphQu73E5b6x5I2ItzZxGpjUzorJl0Bo4q+NZKCGF+xfeH7Zm1pmZtnYaJ2ScQLpVGOsUu4p5YtkTYTbkRtnIf0/9L4PSBkUIvdZAlo4+Ea1ycGqMWQyyAaveihJUKHIVsbNqJyXuErokdCHVnHrUZJI1+RPs3nvv5fHHH+eOO+7AZqubLTr11FN56aWXmvXkVJoHkz0u5pokaZC1bavdR0WlWSnZDG+OBmW/VXXAA3OeEPbskz8Kc+w7ZjFYYfhtQohGY/ht0a3yWxCNVYexVxKedaURa8aeSWgacE4MFLkoemUVIZ8QH37As74M++kdsA5vd1gX67EIugKxM6ZCoFT5WsXMQZtqJu2vA3GtKsa7rQI5wYD1xHZoE40old4IgQbCXdA8IIUQoFR50Vj1TQ5PbgiNUUvcuByKtpTXujnWrtn0GDqF/40KKUGUKh9KlY+g00/8eZ1xLssPs/Ov/H47xq6Jh/ezlQ/yGuWjs2VfJ+u4pMcllHpK+WbrNwT3x0XkxuXy6EmP0sHeIapQGpg6kH8s/Eft92Paj+HczudS7iknRAiv4qXaW41ZZ+brLV9HZEF5FA83zbqJ7879jmxb9pF9kUCcIY5BaYNYURg5FykhMTh98BE/B5WWw6/42VO9h/fWvcfK4pWkmdO4dcCtBENBbp51M1W+utb2oelDeXLkk6SZW6/Lo7E0+RNszZo1fPzxxxHbU1NTKSkpifIIldYmOas9OqMJvyfSSavjwCENCjUVlaMadyX8/GCdCKtP3nIh0o4HIQaQ3lfkky17LXz70OtFKHQrI5t0xE/sRKUs4V5TIrKbJDD1TSZuQkfkGNUlxeWn/JsttSKsPlW/7sLUN/mICDHpIK2PGmPr3I2XNBLaRCO2k7OwDm+HJEtI+wVF0BUQ4qOegNRn27Cf3gHHsnxK3liDZNBgPaEd5sFpzRbKDKBNMZHyl35UfLsVf74TJDD2SCRuQscwR8ygN4BnUznlX9b9TCW9Bvu4HOQ4Q11Acwh8OysPS+yK8Gk9SmXk54Mcp0fTxmYSm0KyKZm7Bt/Flb2upNRTilE2YtPbSDGnYNJGf8/0sp4il8iom9xtMmmWNG6fezuB/cY+Wo2We4bcw8lZJ/P++vejHiMQDLBk3xKyu7WMEHtg2ANM+XEKDn94O+4tA245aioiKo1jfel6rvrpKvxBUR3fUbmDi7tdzAOLHsDpd4bt+1vBb7y5+k3uHnw3Bm3bMtY5kCb/dYqPjyc/P5/c3Nyw7StXriQz8+BWsiotjyUhkfPvfZivnniIgL/uD058ejtGX3k9BnPr2BmrqBxxfNWwY27s9fXfCzv3A3GWgqsEfE4wJQib9wPNK442LMlw8r0w6EoxLxYKQZexYMsAc9uwedbGGUg4vwtxY3MIegNoDFo0MXKmagi6Avh21VmLI4l8KFPPJJAllErvEbFs11h06LNt+PZUR6zJiUZka+texEsaKUIsaqw6zANSa8WMZJCxn96B0g/W1wYfh3wKVb/swr2+lKQreqJtJndAjU7G0MFO8jW9CXoUJA1ozLpI2/pSD2UfbwzbFvIFqfx+O0lTeuBeU1Jb1WsorLkxyHZ9betj/WNJOg1Jl/VoViHaGlj1Vqx6KzlxOY3a36Kz0D+1PxXeCoZmDOWOuXeErQeCAZ5Y9gRdE7o2eJw91XsaXG9OOsZ35Iuzv+C7bd+xeN9iUk2pTOk1hY5xHdU8sWOIUncpDy95uFaEgWjBLfeUR4iwGr7Z8g1X9b6KTGvb1iZNFmKTJ0/mnnvu4YsvvkCSJILBIIsWLeKuu+5i6tSpR+IcVQ4TWaslo0t3rnz2FfZt3khlUSHtunQjMTMba2LbcUBSUWl2JEnkYfmimBcAmOIjt5XtgK+ugbz97S4aLQy6Gk6+C6xtv82hQcwJ4iu1R2ufSUw0Ru0hV7Akk5bEC7vi3VFJ1Zw9hPxBjN0SkOONaBONEe12QW8ApdKHa1UxSqUHY/ck4c7XiAtw2aIjcXI3it9ei1LmqTt/m47kK3q2OXtzAI1eCC+l0ot3SwXmAak4lu6LKmj8eQ4CBc5DEmIhJYhS6cO7uwql3IO+vR1dignZbtjvQBj9cUG/QnVD7oorijD3TcH5u3AENOQeXjeHJEnoMm2k3T4Qz4YyvHuqMWTbMPZIRI47+mbDDhej1sjVva/GIBv4ftv3Mfd7d927XNL9El5f/XrU9cFpLdcSqJE0ZNmy+EvfvzClxxT0sr7NV0BUGkcwFEQjiWp+lbeKbRXbwtbjDfEUuYtiPt4X9EUYzLRFmvzX7sknn+Tmm28mOzsbRVHo2bMniqJw6aWX8sADDxyJc1RpBmStlrjUdOJSj5M2LBUVAHMyDLwClr4cfb33eeHfVxfAR5PCM7qCAfj9DTDaREWplU0tVMLRmLTosqz49zqIP7sjVT/vxF9QZ0Dk/rMYz4YyUm8dENbGFvQpuNeVUv7FZvabw+FaXoScaCTl2j5oEw9+Ia5NMpF6Q1/8pR4ChU60SSa0KaYjZgPfHGjjDCRO7k7Q4SOkhCh6ZVXMfV1/FmPs2rT2rpASwre7mpJ31oYJPG2yieRrejcYzB3yBwkUxzaPCpS60WWIyrR5YCoaezNFBCSasA7PJIY+PK7ItmUzudtk7l90f8x98hx5/KXvX6IKsXaWdnRP7H4kTzEqskbG1spzriqHj8PnIN+Zz7dbv6XAWcDo7NEMSh8EUcY58535dIyL7YqZbEqO2YbblmjyJKper+fNN99k27ZtTJ8+nQ8//JCNGzfywQcfIB/NdtAqKirHHloDnHgzpES5MBjzCBwQaErFrnARVp9lr4EjdjZPqxLwQ8Ue2L0Mdi6C8l11AczHOLJFR8J5XZBTTIR8wTARVkPIq1A9dw/BenNkSpUvTITVbi/zUPnzToLeg9vlA8h2A8bcOKwntMPYJaHNiTDF4SNQ5SVYzx1QtujQpVnQWHRo9LEvA6RDcH1UqryUvLsuosoWKHFT8f222hgCxelH2S8Ga59PL6NrF1sO6VLNoARJmNyNuAm5YY6YSrUPf6ET7+4q/EUuFFfbvxPeFtHLenLiciJyxurTJ7kPWbYsnjn5mVozBAmJkZkjeXvc27V5ZioqTcHldzFz50zO/+583l//Pj/v+pn7Ft7HlB+moNPoIgS+w+/A6XfSJb5L1OPdNuA2UswpLXHqh8UhTzC3b9+e9u0PnmqvoqKi0qrEZcKUbyB/Naz7RsxK9bsE4rNFcHF9YokwEPNivjYY9eBzCTfEb/4ictIAZD2MfRz6Xhy9/fIYQ5duJuXaPlR+H/vn51lfSvD0DrX5Yr7tlREirAb36hLixuY0OJvW1lGqvLg3leNYkEfIG8DQLVFY+tdr0ZStOixD06meG70d0DKw6RfU/iJXVGdGAM+GMpQqH+51pTgWi5ZIU59kLIPT0CYY0Wg12EZk4vqjMMJdEQlso7OR7fqITLBAmZuK77fj2VgmfqYaCfOAVOyntW+wAqcSHb2s5/Kel/P11q9rjTpq0Gq0TO05lThDHKd3OJ3+Kf2p9lej1+iJN8arc1kqh0yxu5hHlzwasb3QVci7a9/lkRMf4cqZV+JR6lrBn1vxHG+NfYs3V7/JrD2zCIaCxBviuW3gbYxuP7q2tbEt0+S/Moqi8O677zJr1iyKiooIBsM/LWfPnt1sJ6eioqLSLNRkbnU7o+H9EnJir2mNYt6srVGxCz67HEL1PosVH/z4d0jtCbkj/5+9s46Toz7/+Htk3c817h7iQICQQALB3d3d2tJSvAXaAr9CsdLiLkGLW5AQEkgggbhe5FzWfXZ+f2xyyWV3L3eX02Ter9eVZp6Z2e/d7c3OZ57n+Txdt7ZtJGIKiUA8OQ/MrEPUte+HoyCJSDY9giFzVYagExF2Km9RmhsQnVCTZiY9FMUXpf7N1URWuxu3BRdWElpSQ96VY5KZJZI/N8vkIkIr64nvkkm0HlKC5Gp9r02imcHNqBBvCCczkdvwfbGJwMIK8i4fg5xlRMo2kn3ucBreWN14LtGqw3XCQBJRBaXcjy7HnDRx0UnEPRHq31hDdINnp0WoBBdVgarimN0XyaKVE7eWYmsxTx3+FH+e9+dG840SWwl37383JbYSINljl2fJI4+8rlyqxl7CwoqFjUPEd+XNNW9y0aiLmHPMHN5c/SY/Vf1EgaWA84afR4m1hLsPvJvrw9cTVaJYdBZyTblIYs+o0mu1ELv22mt59tlnmT17NiNGjEAQ2m/WiIaGhkaX4uoDjlLwpHH9Gnc+2LrZDYcSgx+fairCdubrv0HByC7NisXqQvi+2JS0pBfANCYP+yElyFntW7sviAKWSYUEF6Vv3rZMKmwyi8zYz4E37Z7JDFtzoq67E68LNRFh21EjCp5PN5J18qDGbJ/sNJBzwQhiW/0Ef65GNMlYJhYiuQxtGoatK8rsLipadWmFWsIXwzdvK84j+iDqJIwDXeRdPTY5cDmhosYTuD9YT2zzNtMdWcB1wkBMw7NJBGJNRdhOBH+pwXZIqSbE2oBe0rNf/n48P+t53FE3qEm7+J5Q6qXRM8nkfgigqAqxRIxe9l5cM/YaAvEABsmAUd6R8bboeqazcauF2Kuvvsrrr7/OkUce2RHr0dDQ0Og67EVw9jvw2hlQsyq5TRBgxElw4HXJrFh3Ih6B2lWZ4w0bkgOsu4h4fZiax5Ykb6i3EVxYSXhlPXmXj273sjE524RlSiGB+RVNtuuKLJjH5TdxTZScBgyDnKmCRQDnsQNSyt96EsGlNRlj4eV1JELxJmWXst2AbDdgHJK1xw9XJbsew0Bnk+HL27Ef2ovAwvR9lqFfapKlkw4pOQvNYQCHgfBaN7X//bXpznGVhtdXo7tuLGpMIeuMZO+IIAmE13kI/liZ7FFLqCRCLev100hPjjmHHHNOVy9DYx9gYuHEjLFhWcOw6pL9o7Ik45D2nvm3rRZier2eAQMGdMRaNDQ0NLqenAFwzvvJOWIRL1jykn1lu/aTdQdkExSNgw3fpI/nD++y+WeqkiDwY2UTEbadhDdK6LdarAcUp1jK7wmSRYd9Rm/MY/MILKxEjSiY98tDX2RF2sWSXrLqyTppEIGfq/F/u5VEIIa+jx3nkX2R83vmk9XtCHIzBhySCAgk4gnUWAJRLzYOfG6PChfJoifr5EH4vttK4IcK1GgCyWXAcURfEjGFaFmGPKSYaoymhOL4vtyU8bWU+gixCj++r7cmhz8LYByaTdaZQ6l/ZSVqVEHoosHaGhoaraPQXMihpYfy5eamLU6SIPGnSX/CZewe8y7bm1YLsRtvvJGHHnqIRx55RCtL1NDQ2Dux5Se/ujuSBPudBQseS2bHdkYQknb7XWTpnAjFCS2ryxgPLa3FPL4AqQ3OfM0hWXRI24Yto9Ks0JPsBmxTSzCPzYMECHqxTeV43Q3z6Dz832xNHxubRyKm4H17I/GaELoSG9bJhUkTj2YEXGuQ7AYch/fBun8RKCqCTkSyGwivc2de87h8xF2HYMcTxN0RJKcB4yAXiAKR9R7i1UGMQ7OIbvbh+2qnMmI1mfFTvBHsh/cmsroBydxzDVc0NPYlXCYXt06+lclFk3lu2XPUh+sZlzeOa/e7tsVDyXsirb5Cfffdd3z11Vd89NFHDB8+HJ2u6YXzrbfearfFaWhoaGjsBmdvOOc9eOticG/LHlhy4Kh/Qs6grluXKCDu1GclWnSYx+WjKzCjhhWitcF2zYbtiiAIaWfPpOwnCm0aWtydkVwGrAcU4Z9X3nS704BlShHVDy2GeLIpPrrJR2BBBTkXjsTYr/2yvoIsplj56/LMGIdnE95FoEtZRqyTChszc43n0Is4j+6H4osS+q0OFBXLhPzksGwRGt5ck/a1Y1v8yDN6YzwmC8m2+9+tEoiBkkAwSD3aKVNDo6eTY87htMGnMaPXDBJqArPOvNc7cbb6iuN0Ojn++ON3v6OGhoaGRscj6aDXZLjwMwjWQUIBSzZYC0HsOuteyazDOrWY+pdXYhyWhWVCAf7vtuL/vhzJpsO6f1GynKwHm2J0Jqqq7jbDpyoqalxBNEjYDu2FaWQO/u/LSYTimEblYujroPbp3xpFWCOKSsPrq8i9YjSiUSbhj6EqCQS9hGTXt1v1i2TT4zpuANHx+YSW1SGaZPSlNvS97MjOVMGkRhP451cQWd3QuC2yzo2cb8Z1wsCMNvkAiWAMXXbzw6gVf5RomRfvl5tRPBH0pTbsh/VGzjE1jjnoahKROGo0gaAXNZGosU8gCMI+ZQrT6r/qZ555piPWoaGhoaGxJ9gKkl/dCENfB+aJ+RgHuKh7fnnj3C6lIYLngw1ENnpxnTAQydLzywE7CiUQJV4fJrBgW8/bmFx0JbakmcU21HiCeEOYwMJKYlv9yPlmrJML0RVbyTplMGpCRdRLRDZ4UOrTm7co7ggJXwzvxxsJLqkBRUW06XEc0QfjkKx2K9mUbHp0BRYSoTjRMm+yh1BJJIXfLhmx6FZ/ExG2nXhVMJntFIXkqIF0r7ObwdqJUBzfN1vxf7Njhlp4RT3hlfXkXDgC44Cu7UdJhOLEqoN4v9yEUhdGLjBjn9YLObf7iEQNDY09p82PV2pqali1KunWNXjwYHJz9x31qqGhoaGxeySbHvu0XtQ+uyzt8OTwsjqU6b00IZYBJRDD9+XmJiWGoV9r0RWayT5vBLLDgKqqRDZ5qX3qN1CSP+TIeg+BHyrIPmcYxkFZiPqkwFF3MxtN8UUJLt5h/5/wRWl4fTWuUwdhHpPXLpmxWFWAmn8vJRHcyc1QFsm9aAT6XvbGjF8iphCYX57hLBBeWY9pVA6hX1IdIkWbDjmreSGmBGL4v00zyFqFhrfWknfZqGQJZBeQiCmEfqulYc6O0st4bYjwsrrk73RwVoeW9WpoaHQera5bCQQCXHDBBRQWFnLQQQdx0EEHUVRUxIUXXkgwGNz9CTQ0NDQ09hlURU1mMDIQWZ9+BpQGKPWhlD4vgFhFkMCPlaiKiuKNUv/qqkYR1ogK9a+vRvHtMHGRnUaQ09/AizZ9WodLAM9HG1G80bZ/I9tQ/Mm1NhFhAPEEdc8vR/HuZDijgpoh2wUQ/K0Wx+F90Pe1N9ku2vTkXDAybanjzsTK/WkfDgAo9eEutb1P+GK431uXGlChYc6advldaGhodA9anRG74YYb+Prrr3n//fc54IADgKSBxzXXXMONN97I448/3u6L1NDQ0NDomQhJt/SMN72iZi8OgOKNoMYTIIpINh2CJOJfWJVx/8CCCqwTC0gEYiQy3JiroTiKL9ZomiHadDiP7o/77bVNdxTAeUw/fHPTZIhIjhtQo5n7sVpKIhAjVpF+aGsiGEfxRHesVS9hmVCQdh4ZgHlELpJDT/aZQ1F8UeI1ISS7HsllbFK2mYndOkR2YcZJ8UaSc9DSkPDHSARjsBuhuTdRF6pjs28zn5V9hl7SM7P3TAosBTiNzq5emobGHtNqITZnzhzefPNNDjnkkMZtRx55JCaTiVNOOUUTYhoaGnsfDWUQ9cOWH0HSQ/E40FnAWdLVK+v2iBYdxmGpTnkACKDv2w3ns3UiSjBGZHUDnk82ojREEEwy1gOKkmYmkcxZGTWaQFXJKHAb2SmrJOokzKNy0OWb8X61CaUuglxkwX5IKYlInNhWf/pzSEJK/1ZbUHfN2u0a30Xs6Xvb0RVZiJU3FW+SQ49lQj6CJCJZ9UhWPfpCa6vWoiuwgCSkZhIBXYkVsRPGGKhKAjWeQJDFpj9fbTRQIzXBGu6cfydfb/m6cdt/f/0vZw49k0tHXbpHs6XqQ/Vs8W/hg/UfAHBkvyMptZWSZWze5EWj6/BGvFSHqvl2y7ck1ARTi6eSZ87DprdRG6olnoijl/Q9yuyj1UIsGAySn586XycvL08rTdTQ0Nj7aNgIC/4NCx6H7T02ogSH/QWGHAWuXl26vO6OaJBxHtmXmi0+FE/TzI3rxIFIVn0XrWwHakJFcUcIr3MT2+JDX2rD0M+J5DR0aC+OqqiEltbifmdHhkoNxfF9volEIIp5TC6hpbVpjzUNy0Y0yaCqCCYZNU0pXXJ+V9Ofr2jSYejjIPuMoU3c+OINYQS9iBpNzcSY90sz46sNiGYZwSihhtNk1wRS+rpkh4Gcc4cTWlaH/4cKSKiYxuRiGZeP7Gq+B2y3a7HpcJ04kIbXVzddhkEi66RBHdq3qMYV4vUR/AsriG0NoCs0Y51UiJRlRNRtc6o0SGldISW7HnEf6qmcXzG/iQjbzksrXuKw3ocxzjiuTeetC9Xxt4V/46ONHzVue3nly8zqM4ubJ95Mtim7zWvW6Bgawg08/dvTPLvs2cZtD//8ME/MeIKV9St55rdnaIg0UGQp4tr9rmX/ov17RNZUUHfXvbsL06dPJzs7m+effx6jMXkhDIVCnHvuudTX1/P55593yEK7M16vF4fDgcfjwW637/4ADQ2NnkFCgRXvwxvnpo9f+CmUTkofC3kg6gOE5Fwved8pJUpH3B0mssFLeEUdssuIeb88JKehW1hyR7f4qHny1yYZGcEgkXvpKPRFVuLuCNEtPsIr65FdRkyjcpAchj12r4u7w1Q99HNaEQWQf9N46l9ekZIREgwSeVeNRZdrSoq5ZbXUv7wy5XjnCQMwj81D1O1+naqiEt3spfbpZU1+DrpeVrLPHNaicr/dv0aCwI+VuN9J7X+yTCjAemgpujQCS1XVZP+aCqJZhyC1jzhOROLEGyIEFlQQrwtj6O/APDK3QwW4mlCJrHdT+/Sypo6PImSfOxzjQBeoKqEV9dS/tKJpxlMSyLlgBIZ+jnYbKdCdaQg3cPGnF7OqYVXa+IxeM7hv6n0Y2nBtnbt5Lld/eXXa2EPTHuLQXoe2+pwaHcvCioVc+OmFTbadNfQs3BE3/1v/v5T9b554M6cOOhVZ6prPmJZqg1av7qGHHmLmzJmUlJQwevRoAJYsWYLRaOSTTz5p+4o1NDQ0uhuezfDDY5njC/8DuUPBuNNFNh6D2lXw6a2w4SuQTTD2TDjgOnB0cSljxA/B2qTANNrB0nnlG7LTiDzWiGVsXqe9ZkuIeyLUvbA8pSxOjSjUv76K7LOGUfvUrygNO4wkvJ+XkXXaYIzDslskcjKRCMUzijCAWE2Q7HOHE1xUReCHChKxBKahWdim9ULOTgoWQRIwDnaRd+UYPJ+XEa8OImebsE/vha7A3OL1CZKAvtRO/vX7EasIoHij6IutSE4Dkq19spaCJKIrsuI8YQD+b7cm+7ocBixTChENEoH55Thm9kkd7CwIHZI5FQ0y+gIZ3VH9URPbSgQ7WOAovm3mKrsakSSg4bXkLLd4dQjJoSfvqrH455cTrw6iK7ZinVKEnGVoskbFGyFaESC8vA7RqsM8Kjf5kMDY9Q849pR4Io4v6ssY90a9KGrrexf9UT/PL38+Y/z55c8zoWDCXj9IuCcRiofS/s4OKDqAK764Iu0xj/z8CNNKp1FkLero5e0Rrf5LHTFiBGvWrOGll15i5crkE7jTTz+dM888E5PJ1O4L1GhfYpEIQY+beCyK3mjC6spC6MKhrxoa3RolDr7KzHFveTLzVbsqKbJshVC/Fv57KMS33bjHgknBtu5LOPd9sBd3ztp3pX4DfHYrrPwA1ATkD4cjH4Ci0aAzd82augGJQCylZHI7hj4OPB9vaCLCgKQj4WurKLhxPGJ22z/3dmcYIRplZIcB2yGlWMbno6rJ8r5dxZVoSA5Gzj59yI5ywzbciAuSgOwy7nHZXybUeALfV5uJ14awTCxAchhIBGIEFlUR2+JHtOuxHliM3Mm28YIkIEidYxqTCMRI+NO7UyaCceJVQepeWAGAaJHJPm84ssuIaJJTBGrcHab2mWVNXEl9X2zGedwAzGNzu0W2eU9wGBwcVHIQr656NW388N6HY27DtSueiBOIpjeNgaRQUxJ7bk6j0X7ElBgN4aYzBa06KzWhGtQMjbL+mB9v1EsRe5kQAzCbzVx88cXtvRaNDsZXV8u8119kxbdzSShxzA4nU08/l/7jJ2OyaU9+NDRS0FuhaCy4y9LHSydB9TJ45VRw9oYz34AFT+wQYTtTtw62LIJhXSDEPFvg2dng3bpjW9UyeG42XPQlFI3p/DV1E9R4enc6AOMAJ3UvrUgfTECkzIu8B0JMtOjQ97UT3eBNiQkmGdmVFCSCKLRoppVolKFjNFT7IACSQLwmhOeDDanhfWE2VjOW/JB8RtK4ayBOzeNLyb9hXEpGMBFP4Ptma9rREO531mLo50DM69lCTC/pOXvY2by//n0CsabCKd+cz0ElB7XpvDa9jem9prO8fnna+IzeM7RsWDfDorMwtWQqS2uXNm6LKBEsOkuzx+nFru9B3h1tSoWsWrWKq666iunTpzN9+nSuuuqqxuyYRvck4Hbz/v/dy7K5n5NQkqUwQY+bT554iHU//YCayHwzsivxWJSEoj0t0tgHsBfA1BtATHNDo7fC6NPh9W39Y+4yePlUKB6f+XzL3oJW/K21G2XfNxVh20ko8PkdyazePopk1Sfd89KgNv5PevZ01pRk1iWNIXaxIhd0IjnnDe+ygcI7kzSWCBNe20BoZT2xuhCJZtwcm0OQRKyTCzPGLRPyu4V5S0ciWnUIGUY2CHox1TAxoRJamjq0OuGPEfwxc7Y+tDyNS+keEFNilPvLWVW/io2ejXginXPNKLGV8MrsV5jeazqSIKEX9Zww4ASenfUshdbM76XmkESJ2f1nk21MNeTIMmZxdP+jkURtrEZ3QhIlju53NA7DDpfdWCJGVIlmdLkcnj18j1w1O4s22defdtppjB8/nilTpgDwww8/MHLkSF599VVOPPHEdl+kxp7jq62mYk36htdvX3mO3qPGYsvOafYcnppqNvz8I+sWLcSWlcPow47AmV+IwdL8EwkNjR6NtQDOfhs+vAlqtv0NFe0Hsx+A9V+DEt6xb8MGMGeBpAMlTfmROQc6uxRYVWHVh5njm3+AmB9MPctGXo0nUHxRFE8ENaEiO42INl2re7ZEqw7btFJ8n29KjZlk5FwT8ZpQ2mMNffb8ZyZnm8i9fDSxygDRTT7kHBOG3jYkh7HDMkSJmAIJdbela4moQnhlPQ1vrN4x10oE+/ReWKYUIbXB4l2Xb0mOM9hFKMi5JszjCrpFVkzxRUlEFARRQLTq9tiUZWckmx7XcQOSfWK7YD+sN/6FqeIqlm4guqpmnDUGJGeNtRMN4QbeW/cejy95vDEzNbFgInfufyclto7texUFkb6Ovvz1wL/ii/oQEHAanG0y6NiZYmsxLxz5Av9e8m8+2pB0TpzVdxaXjb6MYmsXlY9rNEuRtYgXj3iRB356gK+3fI2KyqKqRfzzkH9y6eeXEorvuE7nmHK4b+p9PUKItdo1sX///px55pncddddTbbffvvtvPjii6xbl2Ya/F5OT3BNXPr5x3z2n0cyxs978HGyi0szxhsqynn19t8T9LibbD/k3IsZMe0wDKZ9t8dEYx+hfkNylpggJmeJfXM/LE3Tu3DSM/C/6yHsTo1d+i0Ujurwpabw2W0w76H0MWcvuPBzsKWOJemuJKIKkbVu6l9btcPiWxJwHNE36cbYSoGgBKKEV7vxflaGUh9GyjbiOKw3hkEuYuUBap/6NSUzZhiSRdbJA5EsPSeDo/ijxCoC+L8vR40omEbnYhychZxhOHC0MkD1Q4vTZgWzzx+OaXDb5i0pvijRcj+BeeWo8QTm/fIxDHBmXEdnkYjEiZb5cL+3jnhtCCQB86hc7DN7Nw6abpfXCceJVQfxflFGvDqEnG3COqWQ8Bo3gR8qUvZ3njgQ64SCJtuUYIy655cT3Zha1gqQc8lIjP2ce75WNcGcNXO4a/5dKbFSWynPznqWPHP3MuBpDeF4GHfEDSR70kyy5nXQ3fFH/XiiHlDBbrBjls1UBir5ufpn1nnWMSpnFEOyh1BoaVvGtL1oqTZo9aPZiooKzjnnnJTtZ511FhUVqReQ9ubRRx+lT58+GI1GJk2axMKFC5vd/4033mDIkCEYjUZGjhzJhx82fTKsqiq33XYbhYWFmEwmZsyYwZo1azryW+gSrFmZZ2KIkoysy3zjEgkFmfv8f1NEGMDc5/9LwN2QelA3Rk0kiIXDKFp5pUZryOoLBSOTJYlPHJBehAHkDEwaYezKobcmRU8m4pGk+YdnC4Tc7bLkRkafkTk25WqwduyNlLqbvpjWojSEk06HO89ZUlQ8/1tPrDzDUOJmkCx6LGPzyLtsNAU3TyD3slGYxyQFnb6XjdzLRqPvbQMhmUFzHNGHrBN6nghzf7CB2qd+I7yinsh6D+6311Lz5FLiDeGU/VVFJbCgImNppu+LTShtzLpINj2mwVlknTWU7HOHYRmf3+UiDCC6xU/t078lRRiAohL8uZrap35D8abp+2wjolHG0MtO9ulDybt8DNlnDUWw6NKKMNEsYxzgTNkumXU4j+qX9i5OV2pFl9s+gqImWMOjPz+aNrbZt5mNno3t8jpdhVE2UmApoMBSoImwHoJVbyXPlIdRTj4ckUSJYlsxR/U/imv3u5ZpvaZ1uQhrDa0WYocccgjffvttyvbvvvuOqVOntsuiMvHaa69xww03cPvtt7N48WJGjx7NzJkzqa6uTrv/999/z+mnn86FF17Izz//zHHHHcdxxx3Hb7/91rjP3//+dx5++GGeeOIJFixYgMViYebMmYTDqR9MPZmc0t7oM7haDjngIMwOZ8Zjwz4v63/+MX1QVdn829L0sW5GQlFwV1Xww1uv8s79d/PlM09Qs2kj0XD6siMNjbRY82DiJeljfQ8GWxGc/Ayc9yFMugIOvhmu+AEmXAwmZ/rjPFvh8zvhkfHwf8PhtbOgYml604+24CiBYx9NZvN2ZvBRMOxYUhtT9hw1oRKvD+Obt5X6l1fi+aKMWG0INb5nD0BURcXfjEDwfr4HAsGuT9rs23aIAlEvYehtJ/vc4RT8YSJ514zFOrUkZVBydydeFyb0c+pnpVIfTmbIdjEtUZVExpJMgHhDJMXyv7WIeqnbOPsp/iie/61PG4vXhIhWpikP3ENEo5wc0GyU0RdYyDpjSJPB2bpiK7mXjkrpIdyOnG8m74oxGPo5QEgavNimlZJ91jAkW/sI27ASpi6cud9sRX0GMxsNjQ5ASShs8m7i/xb/H+d/cj5XfH4FX236irpQ+/ZEdiatLk184oknuO222zjllFOYPHkykOwRe+ONN7jzzjspKtphE3nMMce062InTZrEhAkTeOSRZIldIpGgtLSUq6++mptvvjll/1NPPZVAIMD//rdj0NvkyZMZM2YMTzzxBKqqUlRUxI033shNN90EgMfjIT8/n2effZbTTjutRevqCaWJiYRC5do1zLnnVqKhHR+u+f0GcsxNf8KenXmekLuqgqeuyeySecg5FzFu9nHtudwOoWr9Wl6742ZikZ1EtiAw++qbGDBxCrKuZ91YaXQh/mqY/xgsfAJiIRAlGH4CHHYX2FtpleutgBdPTLov7oykg4u/Smbh2oNoAPxVsHEeRLzQZ2pyrZbme0Pb/HJb/dQ8ubRp1koSyDl/OIa+zjYP5U1EFeqeX05krTttXLTrybtqTKdboHc3ElElOQDZkOxvqn9zNcGfqtLuK5pl8q7dr8nQZjWh4v1qE77PUnvnAIyDXDiO6YcuZ+8oS4/Xh6n8e4YHjoD1oGKcR/br0DWoCTXZnxaKJ/vTLDoky+7LbJVQDDWiIAjJnrZdbe73hAp/Bce9exzBeHoh+vC0h5nWa1q7vZ6GRnOsc6/jzA/PTHHRPH7A8dww7gacRmfXLCwNHTbQ+YorkoPTHnvsMR577LG0MUgOYGzP0q9oNMqiRYv44x//2LhNFEVmzJjB/Pnz0x4zf/58brjhhibbZs6cyTvvvAPAhg0bqKysZMaMGY1xh8PBpEmTmD9/fouFWE9AFCUK+g/k3H88Ss2mjfgb6sjr3Q97bh4WZ/PNjHqThfz+A6lal75ks9eI0R2x5HYl4HHz0aMPNhVhAKrKJ48/ROHAITjyek6PjEYXY82DaTfD+PMh4gO9JTkc2WBt/bmqfksVYZA0+/j0Njj52fYx0tBbIKtf8quDUXxR6l9Z2VSEASgqdS+tJP/asW3uuRFkEX2pLaMQ0xWY29Vcoaeh+CJEt/gJzK9ATaiYx+djGOhEVTI/c00XE0QB8+g8/F9vQY3uYgohgGVyIf7vK3Ae2Xe389B6BKKAYJBS37PbaM8esUwIopAUw47WPUSQTDowtd44pSXkmHI4fcjpPPXbUykxu97O4KzBHfK6Ghq74ov4uP/H+1NEGMDba9/mjKFndCsh1lJaLcQSXWG9DNTW1qIoCvn5TW+W8/PzM1rnV1ZWpt2/srKyMb59W6Z90hGJRIhEdpQMeb3pm2W7G6IkYc/Nw57bun4Qs93OjAsu55Xbft9ofb+dIQce0mz/WXch7PNStyX9k914LEpDxVZNiGm0DtkIrt7pYyE3BGuT2TKDPWmEIWe4kVvxfubX2DAXor4e52iYCMR29NnsghqKo3iibRdiooB5XD6+b7dCmhlgjsP6tGmY8d6A4otQ/8ZqIqvdjdsia90Y+tuxHlyatjQRwDQqB9Gc+jMTjBJZZwzF8+EG4tXJjIhk12M/vDfBX6pRvFHUeKLThZgaT6B4o0TKvCjeCIY+DuQsI5Kt7VUNkk2HdUoRvrmbU4MiGAZ1f/e1jkAn6Thz6Jls9m3m07JPG7dnG7N5bMZjFFgKmjlaQ6P98Ma8zCuflzH+9ZavGZI1pBNX1D7sm59We8i9997LnXfe2dXL6FRye/fl7L89xPw5r7Bl+W+Y7Q4mHHsSvUeOwWTrnuWYO7O7OWlKfM/mAWnsIZ6tSZfBkBuMjqR4cRQnS/56Gu5N8N61sP7L5L91JphyFUy8FKxpSoAtmcuCMTpS+7p6ALsz52jOdrslyE4DuRePpP61VSj1ySy3aNHhPH4Acl73bLhX4wnUhNqh2broFn8TEbadyDov9sMk9P0dRNc1nf8kmmXsh5Smtf0XdRKhFXVYJhYguwyoKqjhOP7vy4mVB7AeWISga/n7MxFPIMAeCTc1niC8zk3d88thp0yerthK9jnDmpRXtgZBErFOKSSyyUt0/U4/I1Eg68whSI59t3Q915zLrVNu5coxV7LZtxmHwUGBpYB8cz5CB/SXamikQ0BAEAQydVRJ9MD7BdooxH788Ue++uorqqurUzJkDz74YLssbFdycnKQJImqqqY17lVVVRQUpH8iU1BQ0Oz+2/9bVVVFYWFhk33GjBmTcS1//OMfm5Q8er1eSkszW7/vDUg6HTmlvZl52bVEg0FESWrW4KO7YbTasGXn4qtLHYwpCGKz1v0aHUz9BvjgRlj3xY5tvQ+AY/4Fjl4gd0zJTYfgq0oOda5evmNbLATf/COZETvg2mTv186MPAm+vT/9+SZcDJaeZw0tmmUEk4yabuCxKCBn7Vn/liCLGHrbybtsFEownpyJZdYh2fVtmkOlBGJJ4wlBQLLq2iwUFG8EJRBL9mZtW08iFCdeE8T/fTmJUBzTiByMg13tXuqWiCoE5md2Lm54bx05Zw8jvNZN4PtyElEF0/BsrJOLkFzpfx+iQcI6sYDqR35JNUeRBCyTClvUjxT3Roht8RP4sRJEAeukAnSF1jZlsBRvNEWEAcS2+vF9uQnHUf0RWyEOd0ZyGMg+YwhKQ4TIBg+iVYehtx3Rrm/1fLq9DafBidPgpJ+z40ubNTTSYdfbOaTkEL7c/GXa+MGlB3fyitqHVguxe+65hz//+c8MHjyY/PymT0M68smIXq9n3LhxfPHFFxx33HFAskzyiy++4Kqrrkp7zJQpU/jiiy+47rrrGrd99tlnjYOo+/btS0FBAV988UWj8PJ6vSxYsIDLL78841oMBgMGw77ZCK43mtAbu+cT5+awZmVz2CVX8fZ9d6KqTR8eTDnpNEyOnlX6tdfgq4SP/tBUhAGUzYN3r4Tj/525/K874tncVITtzLyHYNSp4NxF9NuLYdZ98PEuhkNF45I9aFLPK1yQbAacR/ej4fXVKTHbtFLEFhgQtOh17AakPTDlSMQU4pUB3P9bT7TMh6CXsEwqwDqlMCnq5JbdfKvxBNGtfupfXYnSkCxbFy06nMf1R40qNLyxo782ssaN5DCQe+ko5Kz2FWPNZiIjCoIsYp1QgGlY9jbxKu9WSMk5JrLPHkbDnDUkAkk3SslhwHXqYGTX7tcf90Sof3kF0TJf47bwsjoMg11knTSw1e5+kY2eFBG2ncCiKmyHlCK2YF2ZkKx6JKsefamtzefQ0NBof6x6K9ePu57F1YsbZ79t55xh5/TYeXat/oR/6KGHePrppznvvPM6YDnNc8MNN3Duuecyfvx4Jk6cyD//+U8CgQDnn38+AOeccw7FxcXce++9AFx77bUcfPDBPPDAA8yePZtXX32Vn376iSeffBJICsfrrruOv/zlLwwcOJC+ffty6623UlRU1Cj2NDqHoNdLNBRAECVMNjt6Y/s3RpcMHc6Z9/4f8994mar1a7Hl5DLlxNMoGDBIG0jdVQTrYM0n6WOb5m8bityDhFhtqvBAEMFgS5p6RFObjDHaYcyZ0P9QWP4uBOthyJGQMwhsPbP/QpAETEOzkC4eiffjjcSqAkguI/YZvTD0c3Yby/J4RYDqJ5bAtmczalTB/+1WIuvcOI7si5xjalHmKu6OUPOfpRDfIRASgRj1L60k++yhiGaZRHBHdlDxRPB+tQnnMf3bLdMi6iXM4/MzmpiYxuYhbht03RInvsbzGmSMQ7LIu2ZsUogJSZHZUlfK8OqGJiJsO5FVDUQ3+zENa50QU7zRzMG4Cu08s05DQ6P70Nvem1dnv8oHGz7g681f4zK6OGfYOQx0DcRh6JkP1Fv9aSiKIgcccEBHrGW3nHrqqdTU1HDbbbdRWVnJmDFj+PjjjxvNNjZt2oQo7ni6t//++/Pyyy/z5z//mT/96U8MHDiQd955hxEjRjTu8/vf/55AIMAll1yC2+3mwAMP5OOPP8bYAUJAI5V4LErNxg188fTjVK1fiyhJDJp0AAeefg6OvPa9CdUZjOT37c+RV99INBRG1uswWrWnnl1KeDdGN6GeNSy8ycBmkwsO+l1yEHSgNtkLJme46TTak18H/75z1tkJiCYdxv5OdOcNTxo6SAKStfv02SSCMdwfrG8UYTsTKw+geKN4Py0j68yhzfYdqQmV4KKqJiJsZ/w/VGAem4d/XnmT7cGfq7FP743o3DMhpibUpGlGREFfakNXaCFW0VTwSw4DlvH5bR4Z0FY3PyUQJTC/PGPc/305hv7ORov9lmDo04wNdLYRYR8vIdTQ2JsRBIFiWzEXjriQ0wafhk7S9fhB3K2eI/b3v/+d8vJy/vnPf3bQknoePWGOWHeleuN6XvzjdSlmGrbsXE676+/Yc5oxMtDo+VQthyf2h0yXocu+a785Wp2BZyv891CIheHE/8KXd0PFkh3xwjFw6gtNBZtGlxBvCFP5t8xzoyyTConXhrBMLsA8MvN1aHdzzSS7HutBJanDggUo+MOEVvWKKb4oiUAMNaYks1t6ifDyOryflpEIxBDMMtlnDSVW7iewsAqUBKaxeVjG5beojLC9UfxRap78tdFxcVf0fezknDe8VS6Xii9K7bO/Eduaml3OPncYpqHd38VXQ0MjFVVVqQvXoSQUrHorFp2lq5e0R3TYHLGbbrqJ2bNn079/f4YNG4ZO17TE4a233mr9ajX2SSKBAN+9+nxaR0NfXQ1bVy3HntMzmy81Wog5GwbOgtUfpcZ67w89rdTAUQxnvwPr5sLXf2sqwgAqfoE5F8Fpr4BFu2HsUgQBQS+mzsjahmiSUKMKoSU1mIbnZDQBESQROc+UWYhlGUn4UsvpjEOzWiVAYtVB6l5csUPUiAKWSQXoCiyNvVtqME7tk79i2i+XnPOHI8giolnX5kzYniKadJhH5+DNMBTavF9eq0cNSDY92WcPx/flJgKLk5lIOduI46h+GPr2sOuFhoYGADWhGr4o+4Lnlj+HN+JlQsEErhp7Fb1svdBL3aeSoiNotRC75ppr+Oqrr5g2bRrZ2dmadalGm4mGQ2xe/mvG+Noff2DI/gd1yXssFg4T8LgJet3o9AZMdgdWV1anr2Ovx5YPs+4FNdG0V6zvwXD0P1ONLXoCeUOT388nN6ePb16QnDGmCbEuRbLqsEwswP9d+tI5fR8Hvq+3YCksaNaJUZAErJMKk46FaRK71v2LcO+SDRP0Io6ZLZ93FneHqfnPr00FXUIlML8C2yElGAa5iKzeUcYbWlyDbXIR+l5dW6EhSALm/fIJLKhM6e2Sc0wYB7Xtmio7DTiO7o9tWikoKoJeQrLv3TdrGhp7G56Ih7pQHSElxKM/P8q3W79tjH2x6Qu+2fINLx75IgXmAuoj9STUBA69gzxz3l6lPVotxJ577jnmzJnD7NmzO2I9GvsQgihistnxRVIt5QFs2Tld8scW9Lj56X/vsOiDt0koCgCOvHyOuenP5Pbqs1ddALoFWX3h6IcgVL9jjpjR0TNF2HZi6YcZNxJyJ8sYzVnJOWO74q9K9pVFfElXxUQM4hHQmZsfDq3RYgRZxDq1hMh6D7HypmVujiP6EvqlGlSwTNx9r6qUZST77GHUv7YKNZK8ZiALOI7oi763HfthvfF/txU1FMcwOAvbwSWtckyMV4fSZtUA/AsqcR7dr4kQA4iWB7pciAHILiO5l4/Gv6AiOVBaFLCMy8c8vgDZ2XbHS1En7pE7ooaGRtdRE6zhvoX3Ma98Hnftf1cTEbadWCLG3xf+nUN7H8o/fvwHALmmXG6bchsTCyZi1u0dJmutFmJZWVn079+/I9aisY9hcboYf9TxfPXsk2njww+e3skrStYor/5hHj++92aT7Z7qKl6/82bO+du/sOf2TIvUbo29MPm1t2BygiCk730ThKQb5HNHwchT4ODfgavPjnjtanj1TKhfB8c9DktfhyUvJ8WdzgTjL4T9r0kKMo09QnYYyD5vOPGqIKFltYgGGX1fB6Ffqgn+UoPt0FKkFggmUSdhHOQi//r9UDxRVCWB7DQi2nSIOilpGT80KznQ2SS32ikxVpW+xwpADcXTGlRIzu6TIZJdRhyH9ca6fxEAkkXfZeWSGhoaXUtcifPKylf4tOxTxuSOYUnNkoz7LqpexJnDzmz8d02ohmu+vIaXZ7/MiJwRGY/rSbR66uEdd9zB7bffTjCY+YNBQ6MlCILA4MkH0m/shF0DzLjoCuw5nS94/A31/PDWq2ljkUCAijWrOnlFGj0SSy4MOSZ9bNARsPFbUKLwy4vw9Cxwb07GvOXwwvFJMTb+AljzKfz01I4MWywE8x9JmoBEUi3BNVqPbDdgHOjCfnhvjCNzCK+sQ3IayLt2P6xTi5HMLbN6F2QR2WnE0NuOsZ8TOcvYRHBJVj2y3dAmu3o5P7MrmGCSUeNN+9wEg4Quf88b3RVflLhn25DqPUSQRGS7Adlu0ESYhsY+TE24hpdXvgwks17N9YDJosyunoIqKo/98hj+qL9D19lZtDoj9vDDD7Nu3Try8/Pp06dPilnH4sWL221xGns/FlcWM6+4Dm9tNZuW/oLeZKbXqDFYnVnoTZ1vSarEYwTcmS3TazZtYPD+UztxRRo9EqMDjvxbMoP12xuQUECUYOixMOIEePOCHfv6KmDVRzDxYqhfD54tye0DZsArp6c//y8vwYHXJ+eTabQLklmPZNZjKOl+P1NdngXRpiPhSxVE1kkFyZK/bQhGiZwLRyC10mp+Z5RAlMhaN97PNxFviKArMOOY1Rd9sRXR1D1mwGloaPRMYkqMQCxZDr6yfiVXjLki477TS6fz3dbvUravqF9BMB7Eqrd22Do7i1ZfUbVBxxrtjdnuwGx3UNBvYFcvBVnWYXVl42+oSxvP66OV5Wq0EFshzH4ADvkDhDxJg45VHyVFmLJLv8/yd2DsGUkhtp14JGn6kQ410fNmrGm0GdlpIPfiUdS9sJx4zbbsqAiWSUVYJheS8Mcwjc5FtOnQ5ZqRHIZmDUaaIxGJ4/92K765Wxq3xbb4qf3vr7hOHYx5dG6bz62hoaFhkA3km/OpClahqApfbvqSS0ZdwpNLm7apFFoKOW7gcVz/1fUp5yiyFGEQ2/6wqTvRaiF2++23d8Q6NDS6BRZXFlNOPp3PnnwkJWay2Sno3/ViUaMHYbAmvwJ18L9rU+3st2N0giBD9k7vr91Z9up79owVjdahyzOTe8koFH9yjphk0SFadYgGGZxG9O2UyVP8MXxfb0kb87y/DkNfe6tmn2loaGjsTJ4pj2vGXsMt824BYM6aOZwx5AwenvYwczfPxR1xc1jvwxiRM4KLP72YsBJOOcdloy/DYdw7xlW0ucZg0aJFrFixAoDhw4czduzYdluUhkZXIQgCAyZMwV9Xx8J330CJxwFwFRZxzA23aEYdGm3Dkg1TroS3Lkkfn3w56IxJ0w5XX2jYALVroGAUVC5N3b9gFFhyOnTJGt0PyaZHsnWsCUe8LpzWhh8gEYyTCMbB2aFL0NDQ2IsRBIGDSg/ijxP/yCM/P4Iv5uPllS+zybuJuw64C5fRhSzKhOIhfj/x99zy3S2E4slKAEmQuHz05YzKHdXF30X7Iai7dsHthurqak477TTmzp2L0+kEwO12M23aNF599VVyc3M7Yp3dmpZOz+4qlHgcX10NG35ZTN2WTRQPHkbxkKFdYobRU4hHI/jdDYS8HmSdHrPDicXp6uplafRk/FXw/vWw6oOm2ydcDIfcvENY1W+AN89P9ood/2/48KamJYtZ/eCst5K2/90MNZFAEFvtAaXRjYhs9FDzRBrxv43868ehy987bKM1NDS6jngiTk2oBl/Eh0E24DK4sBua3kNHlSi1oVq2+LYQVaL0dvQm25jdI6zrW6oNWi3ETj31VNavX8/zzz/P0KFDAVi+fDnnnnsuAwYM4JVXXtmzlfdAurMQSyQUylet4M2/3ooS29HobbLZOfWO+8gu6dWFq9PQ2McI1ED9Rlj2Nki6pHGHowTMuwx3DtQme8risWQJYqAaGjYmxZejV7ey+k+E48QbwgQWVqJ4opiGZWPo70DWZjz1SOINYaoeWowaVlJicr6Z3ItGdnhWTkNDQ2Nn4ok49eHkUGebzoalB5Tmd5gQczgcfP7550yY0NRyfOHChRx++OG43e42Lbgn052FmLe2hhd+fzXhQKrNZ17f/pz4p7sw2/eOOlsNDY3OJRGJE1hcjefddU22S3Y9uZeOQs7ufOdTjT1DVRJE1nuofXYZKDtuDwSjRO6lo9AX9nyXMg0NjZ5DVaCKN9e8yWsrXyMQC3BA8QFcs9819LH1QZa6r4trS7VBq7+DRCKRYlkPoNPpSCQyOHxpdBm+2pq0IgygesM6Qj4vBrMFf0MdlWtW4amtoXDAYFyFRVhdWZ28Wg0NjU4h7E0Omzbt2UMYxRvF8966tNvdH28g66TBiIbWz83S6DoEScTQ107+9eMILa0hVhnA0NeBcXAWknPvcCnT0NDoGVQHq7nmq2tYXre8cdtXm7/i+/LvefWoVxngHNCFq2sfWi3EDj30UK699lpeeeUVioqKANi6dSvXX38906dPb/cFarQMJR4n0FBP0OtBlCTMdgcWVxbRcPODt5VYjIo1q5hz723EI5HG7cVDR3DklTcgiCKiJGn9URoaewPeCiiblxwSnVBg7Dkw4FCwF7XpdJF17ozGDuFldSSOjGlCrAciyBK6HBO6Q7XSdQ0Nja5jTcOaJiJsOxElwkOLH+LeA+/t8bPEWi3EHnnkEY455hj69OlDaWkpAJs3b2bEiBG8+OKL7b5Ajd0TDvhZ/cM85j7/X2LhpLOMLTuH2df+AWd+IQhC8un3LhgtVnQGI6/e/ocmImzQ5AMZeuDBfPTY/1G1bg0Wp4txRx1Pn9H7YbLbMZi6f5OkhobGLvgq4PVzYcuCHds2L4C84XDWG2AvbvUpE5HUPqIdQSDRqsp3DQ0NDQ2NRj7d+GnG2Hdbv8Mf8+97Qqy0tJTFixfz+eefs3LlSgCGDh3KjBkz2n1xGi2jav06PnvyX022+epqefPuWzj3wccYc/iR/PLJBynHHXTWBQS9nkbxBpBd0ov+4yfx7gP3NIo3d1UFXzz1GEP2P4hBU6ZSPGSY1lemodHTKJvfVIRtp3oZrPwQJlyUfGjTCowDXHjZmDamK7EiGLtv/X5PIBGJo/hjxLYmy8t1RVYk27bZYRoaGhp7OTZ95vmIZtmMQM8fLt+mq7kgCBx22GEcdthh7b0ejVYS8vmY99rzaWPxWJSV333NlBNPJ6e0Dz+89Sr++jqyiks56IzzKB46jLULf2hyzJiZs5n/xstpM2grv/+GoVOnUfbrEoYecFCHfD8aGhppUGIQD4NsgrY0J0d88NPTmeOLnoXhx7d6Nplo1ZFz0QgSIYXoRg+BRVVJtz1RwHVMfyRLaj+xRstQgjGCP1bi+XjjjvJPAewz+2CZWIBk3nd+tqqqorgjRNa5iWz0oiuwYByahewwIMjauAQNjb2Vo/sfzXPLn0sbO2XwKWQbs9PGehIt/kT/8ssvueqqq/jhhx9S3D88Hg/7778/TzzxBFOnTm33RWpkJh6NUL91S8Z45brVTDjmREbNmEX/cZNIJBQknQ6LwwlAXp9+TfY32524qyoynq92cxmbfv2FXsNHan1jbcBfX4e7qpL6rZtxFhTiKizGlq0N5tXIQDSQnCH243+3DXgeCePOA2evpK19S1FVUJsxU2oulm53JUGsOoj7vXVEN3hBAOMgF9lnDiX4Wy3WyUXIOZp9/Z4Qrw7i+Whj040qeD/eiKG3HanvvlOVEK8KUv3vpaiheOM2z8cbyLlwJIbedgSx5z8V19DQSKXQUsiVo6/k0SWPNtk+yDWIUwef2q1dE1tKi7+Df/7zn1x88cVpLRgdDgeXXnopDz74oCbEOhlZr8dZWETVujVp43l9+iPJyV+zNSvVBdGalUPp8NFsXrYEYLfDWHUGI+7qShJKM70h3ZiAu4Ggx008GsVkd2BxONEZO+eG0V1VyZy/3tpE6Fpd2Zx861/IKi7tlDVo9CDiMVj7Bbxx7g6hVDYvmdk68w3ofWDLs2NGO+x3bvL4dIw9C0wtd0mN14epeWwJamzbulQIr2ogusVP7hWj0Wm29XtEIqrg+3pzxrjv683oiqz7hBGK4otS98rKJiIMgLhK/QvLybtmP2TNzVFDY6/EbrBzxtAzmNZrGu+uexd3xM0RfY5gcNZg8sx5Xb28dqHFOf0lS5Ywa9asjPHDDz+cRYsWtcuiNFqOyWbngFPOShuTZJmhBx7S7PFmh4Mjr7qB/Y48FtlgoHLdakqGjUy7ryjJ2HPzMFqsyPqeN9CzdssmXr/zjzz/+6t5+c838sz1lzLvjZcIetwd/tpBr4cP//WPlGyjv6GOt/9+N/6G+g5fg0YPw7MJ3r0yNVulRJPb3Ztad76+B0HBqNTt2f1h2LGwm4cw20nEEvi+3bpDhO0cC8QIL6tF1Uw69gg1lkDxRDPGFU8UNd4zH4a1BjWhovijxKvSu/8mgnEUTyRtTENDY+/AbrAzOGswv5/we+458B6mlkzda0QYtEKIVVVVpZ0fth1ZlqmpqWmXRWm0joIBg5h23iXIuh3iyOxwcuItd2PP3f2b1ZqVzdQzzuX8Bx5n5LSZzLjwcszbShcbEQSmnXsRSz//iKlnnIfJ1r0GV+8Ob20Nb9z1J+rLd5RxJhSFRf97m+XffkUi0bE3NSGvl4o1q9LG3JXlnSIGNXoYviqIeNPHPFsg1Erxbi+EM16Dox+CwjHJMsdZ98E574GjpMWnUcNxImvdGeOhFQ2osb1fJHQkokFC3ydz6aG+j32fyIbFKgPE68LN7qNGtfeahoZGz6XFpYnFxcX89ttvDBiQfnja0qVLKSwsbLeFabQck9XGqOmz6D9+EoGGBiRZxuxwYnVl7bbUcDuyTt9EtJ3x1wcpW7KYjUt/xurKos/o/Vi94HsGT5lKQb+eN0CvdtPGjGJn4TtvMHjK1A7t1YpFmr+ZiASbn/emsQ+ixpqPJ+LNx9NhL0r2mA09OmkAYc5qtVMikoBollHS6EDBJKPvZQNJM1DYEwRZxDqlkMDCSojvknmUBaz7FyHIe7cQU3xR6l9dhX16LwSjlDSB2RUBpCytF1FDQ6Pn0mIhduSRR3Lrrbcya9YsjLv01IRCIW6//XaOOuqodl+gRsuQ9Xocufk4cvPb5XyO3DxGzZjFoMkHEgkGiQT9HHDyGViyshDFnncDULNpY8ZYyOclHs1cBtQeGK02REkmoaS5eRYELC7N+ERjF2xFIBuTbom7Ys5OfrWVPThWMuuwHVRC/csrG7eJZhnHEX0RdCJxd4Twinr0JVYkuwFB0owU0qH4oySCcVBVRLMOyda03Ft2Gcm7dBQNc1YTq0w+qNEVmHGdOAjZtfeLj0QwRrw6SODHSuzTSlONSwDr1BLEFjhzJsJxEAVEfc/77NLQ0Ni7abEQ+/Of/8xbb73FoEGDuOqqqxg8eDAAK1eu5NFHH0VRFG655ZYOW6hG12C0WjFarUDPrsfN7dU7Y8xks3d4z5vF6WLsEUez6H9vp8SGHHAwZruzQ19fowdiyYfpt8Mnf2y6XRDg8L/smRDbQwx9HZj3yyO4uBpBL5J16mDcH2wgXr0jsyvoRXIuGIm+1KaJsZ1QlQSxigD1b6xu7H2Sso24ThyIvtSGqEuKBUEW0ZfayLloJIlQHNSk4JWsLb9WqaqKqqgIkoDQ2sxnF6MqyT7DyFo3ukILrpMG4vt2K/HqIJLLiO2QEuRsI+4312AY4MA4KAvJZWjyfcbdEcIr6wguqUHQS1j3L0JfZE0RvRoaGhpdhaCqaQZGZaCsrIzLL7+cTz75hO2HCYLAzJkzefTRR+nbt2+HLbQ74/V6cTgceDyetK6SGl2Pt7aGl/50fdryxIPOuoBxs49tU6bPX19POOBDEEVMVltqb91OBDxufv3iY3587y2ioSCywcCYw2czbvZxWF0td6zT2Idwb4baVTDvYWjYALmDYf9rIKsvOLrWaVMJRFG8UeLuCMEfKwkvT61VFAwS+dftt09kcFpKrDZE9UOLU81ORIH8a8aiK2jFWIIMqPEE8YYwwZ+riW31oyuxYh6bj+wyIPSQstG4O0z1wz8ns4aAnG3EMqEAKcuI4o+iK7RS+++ljfsLJpm8y0ahy7c0Hl/z5K8o9U0zyqaROTiP6a+JMQ0NjQ6lpdqgVUJsOw0NDaxduxZVVRk4cCCufbysShNiPYPaLZt47/6/0lCxFQBRkhg76xgmHntiswIqHbFIhPLVK/j03//CW1MFQG7vvsy6/DpyevfJKOoUJU6goZ5YJIKsN2BxuZDlfWcwq0YbadgESgRkQ1KAdaPsRrwuROX9P+0YOrwL2RcMxzRIe9AAyWyY59My/F+nn/1oGpOL68SBjVmxNr1GQiWywUPt07+BstMvRRbIvWgk+t72HpEdUxMqoaU11L+aanJkPaCIRFghuKiqyXZdsZWcC0YgGiU8n5Th/yb9zznn0lEY23EOm6qoqEoCQRa1mWYaGhpAy7VBmyahuVwuJkyY0ObFaWh0BTklvTjl9vsIefd8jlhDxVbm/PU21J2sxWvKNvDq7X/gnH/8C2d+euMaSZKx5/TsMk+NLsDVq6tXkBE1nsgowgAS/t2YjuxDqLEE0Y0ZnDCB6GZf0pRiD4SY4o0m+/eUXX4pcZX6l1eSe+UYZEf3n7sliALGIVnkXDUapTaMIAooviiSw0C8NoR/3saUY2Jb/SQCMdR4guDiqtSTbiOwsBJDnz0XpEpMIeGLElpeR2RlA/pSG+Zx+chOA4LcMzKPGhoaXUvPH0mtsVcRi4QJuN34G+owmMyoqAiCiMlmw+ra854Yq8uFdQ8zuNFQiB/mvNJEhG0nFgmz4ru5TD7+1BY7VraFsN9H2O9HVVUMFitmLROr0UUIBhnRoiMRSC+42qPUbq9BFpFcRihLL8ZkpwFBt2fXjYQ/mvF3oXi3xfZQiKmqiuKNosYSCJKAZNN3iPBQYwnim/345m5B8UXRF1uxz+zTpBcxhe0z7JqbZadse3jQRh2WiCooDWH8P1Sg1IXRFVqwTS3G82kZvm+3knvxSAy9tWuyhobG7tGEmEa3IeT3sWzu56xZOJ8JRx/PZ0/+i/qtydISe24eh196DUWDh6LTd+3T3Gg4SOW6NRnjW5b/Rmz2ceiNpnZ/bVVVqd+6mS+eepzNy38FIL/fAGZcdCW5vfsiydqftEbnItn1OI7oQ8ObqX8ThgFOJLvWi7MdURaxTS0i9Et12rhtRm9QIe6NIOhEJFPry5Z3O0x7D4dtK4EY4RV1eD4pI+GLIuhFLJMLsR1Y0q6/ayUYw/3hBkI/7/hZRTf7qP3vr7hOGkisIkCsItDkGNGuRzAlHwyYRuUS+KEi7bktEwraXEKoxhXCqxqof3lFYyY4vLoB//wKsk4fjPvdddS/upK8y0cj2bt/5lFDQ6Nr0XLnGt2Gmo3r+ebFZ5hy4ml88PD9jSIMwFtTzZx7bsNdUd6FK0wi6/RYszLPHHPmFyI1M/x8T/DUVPHKbb9rFGEAVevX8uptv8Ndlf6mQ0OjIxFEAeOwbFynDkZyJG/EBZ2I5YAisk4Z1CqXv30BOduE88SBsLOTpABZZw1FEKDuxeVU/+sX6p5fTni9GyXUunlxkk2fMasmGKTd2r0rgRjxuhDx+lDS9n0nVCVBcEkNDW+uIeFLjvxQown832yl/u3VKBkycW0h4Ys2EWE74/1iE5bJqeXfzmP7I9n1ScF7UDGiNfV71fd3oCswt3ldii9Gw+urUspx1aiC95ONWPcvQmmItOvPQkNDY+9Fe3yu0S0IBwPMf+tVeo8ey/rFC4lHIyn7qIkEP7z9GjMvuw59G/q62guj1cbkE0/l7fvuTBsfM3M2ktR+f1oJRSHgcaMmEjSUb0XWG4gEmj4JVuJxfnz3TaZfeAU6g/YUtlvjrwYlCqIE1oJuZbzRViSzDvOYXAz9HI3laqIteUOs0RTRKGMek4uxv5NYVQA1oaIrshDd6KXmiRWN+0V9UWqf/BXncQMwj8trsYGHaNVhP7IvnnfXpcScR/XLmLVS4wlilQHc760juskHAhgGuXAe1Q9dblK4KL4o3s/K0h4fWdFAwhdFasFcr5YQ3erPGFMaIugKLMi5JhR3BF2xFcesPugKLI19X3KWibwrxhD4sZLQr7UIehHr/sUYBzmRbG2/RsZrQ6mOl9uIVQaRs7d9Nu1Z4lFDQ2MfQRNiGt0CJRrFW11N//GTqN6YegOxnap1a4iGgl0qxAAKBwxm8omns+Ct1xp7xSRZ5vBLr8GRV9Bur+Ovr+fXrz5h8YfvEfb7KBo0hOkXXM7yb79k7cL5TfbdsuI3oqGgJsS6KyE3bPoBPr8NalaBrRCm3gjDjgNrblevbo8RBKFHmEB0B0SdhJglIWclr2Nxdxh3GuEE4PlgPcZBLsSsFgoxnYR5TC66HBPez8qI14aQ88zYD+uNvtia0b4+Xh+m+oklEN+mIFSIrGqgZvMS8q4ei+wyooYV1GYydLGaYLv1BAqG5r9f0aIj95JRqAk1WcZpThWAcpYR+4xeWPcvAhEky55nZ9V4ehHWGN827000a7dXGhoau0e7Umh0C3RGI/l9+xHyuLFlZ74pteXkIXdxjxgkh0CPP/p4hh90KDWbNiDpdGQX98LsdLZbD1vQ4+bDR+5n87Ids3LKV6/k/QfvZfa1v6Nm43o81TucwcwOp9Yj1l1RFFj5Abx7xY5tvgr48CaoXgEzbgdjG+20EwqEPSDKYNQMAnoiCX8s6ZaYBjWWQPFHG0VbS5BMOqSBLnTF1mSGcptQUQIxYrUhUFVE047h0Imogu+rzTtE2M5rC8YJ/VaL9cBikMWkwUWGbI+YRgy1FX2hFWQh7ZoMAxyIFrlFPXSCJLbrzDA5z5zxZyDZ9ajhOM7jBmj9YRoaGi1CqxvR6BbojSYmn3Aa6xb/yJApUzPuN/mEUzFauocLm8FkxllQyMCJ+9Nv7AQcefntaiTiqa5qIsK2o6oJFrz9OqMPO7LJ9onHnozRamu319doR/wV8Okt6WOLnoZAbdvO694E3z8MLxwPr5wKK95Plj5q9Cx2YxzRVmMJyaxDdhgQjTLRcj+1z/xG1f0/UfXAImqf+i1pl68kSITjRNa7M54nvKoBNZZAsugwDEzvOiuaZeTs9jMokuw6sk4fkuJsKNp0OI8b2CYjk3ZZl1WHbVqaYeoC2I/og1xswTjYpc0T09DQaBGaENPoNriKSjj6+j+wadkSDjnnoiaGF4IoMvWM88jr278LV9i5bFq2JGOspmwD9rz8xn+PmXkURYOHdsayNNpCyA2hhvQxVYW6ta0/Z0MZPHUYfH4HVPwCZd/Da2fB+9drYqyHIVp0GXu3RLOc1nSiNSgNYWqeWEJsy46+q1hFgOp/LyFeF0aQRMRmTFVEuw5BFBBNMq7jBiDnNBVcgkEi5/wR7eqaKMgSxkEu8m8Yh/3w3pj3y8N16mDyrhyDLqf9HWlbimiQsR5QTPa5w9AVWxEtOgwDneRePhrjQBeGQhuiQatM0NDQaBna1WIvxVdfS6C+no1LFyPrDfQZtR9mpxOD2UKgoZ768i2E/T5cRSXEIhEkScKek4vFldVla9YZDPQZPY6cXn2JhoP0GT0OT00VqAmyikoxO50dYgnfXTFaMme3REnGkZvPjIuuoGToSCwuZ7P7a3Qx0m5upA2t/N3FI/D9v8BXmRpb9T/Y/0qwaoPDewqSXY/r9CHU/vfXpoOYRYGs0wbvkbmEqiQI/FiJGk3T2xRX8X27Fecx/bEdXJIcBJ0G25TixjlhcpaRnEtGEq8JEd3qR842oi+yIjkM7Z4FEnUSYq4Z3aHda6C5ZNFhGpqNvpcN4mrSjdKo3U5paGi0Hu3KsRfira1h7vP/Zc2CeY3bvuYpZl15PVZnFu8+cA+xcKgxNnDi/vQfP4lPnniI4/9wO46dMi2djSAI2LKygeTw5uySNCUg+wi9R45GEMS0g6OHHngw2SW9KOg/sAtW1j0IeNx4qipZ+9MP6PQGBk7cH2t2NkaLtauXloo5B4r2g/LFqTGjA5ytfJ8H6+DXNzLHf34Reu/funNqdBmCIGDoZSP/+nEEf6oiusWHrtCCZWIBktOAILVd4CSiCSLrPBnj0Y0e1EgcQz8H5nF5BBc1zabaj+iDtEsGSrYbkO0GjP2dbV7X3kB7mH9oaGjs22hCbC9k45LFTUTYdkxWO2//7U6UeFPXqzULvyerpBST3cHHj/+TY274Eyabll3paiyuLGZdeT0fPfpgsnxtG67CIqacfOY+7Y7ob6jnkyceYuMvixq3ff/GS0w+8XT2O/IYTN2tV86SDcf/G549omk/mGyA014Ga+pMpD1C1byzexqCJKLLMWE/vDdqPIEgi+2SYRJkAdFpgM2+tHHJrkeQRUSjjGN2P6xTS4isdSPIIob+DiSbXsv2aGhoaHQQ2tV1L8NbW8Pij95L2Z7Xpx9V69emiLDtLP38Yw464zw+eeIhQj7PXivEQj4v/oZ6qjesx2SzkV3aC6sru1u6DeoMRgZMmML5Dz7OmgXf46urpe/Y8eT16YctO/NA6X2BdT8taCLCtvPDnFfoP25C9xNiALmD4OK5sGUhlM2H3MEwYAbYS6C1c+fMWTDiJPjpv+nj+521x8vVaH8UfxTFHSGywYNo1mHoY0e065vMCBNEAUHfMqv6liDqJGxTiwn/mt4QxnZIaaPQksw6JLMOfTtZ0GtoaGhoNE/3u/vU2CMS8Tghb2oZisnuwN9Ql/G4kNeD3pQc2hkLhztsfV2Jv6Gez//zKOsWLWjcpjMYOe73t1I8ZHi3FGN6o5GsohImHX9KVy+l2xD0eDDbHRx9/R8JuOtZ+sUn1G7a2Bj/5dMPOfyS/ohS+93MthvO0uTXiBP37DyyEQ64JtkPtmuf2KCZEKiDL+6CUaeCoxT05j17PY09RvFGqHttFdGdywRFgazTh2Ac4mrxwOa2IOeacBzRB8/HG5vYrtumlaAr6oalvBoaGhr7CN3vzlNjjzBYLBQPHs6ahU1LExsqyhkwYXLG47JLeuGtqUKSZQzWve+DWVEUln72URMRBhCLhHnrvjs474HHcea33yBmjY7B31DPL598wM8fv080FMSZX8j4Y06goXwriz54B0jOX0skEt1TiLUnrt5w4Wfw6xxY/jbozDDyZBBEmHMBKDH47kE46RkYdATounYI+r6MqiTwL6hoKsIAEir1L68g/8bxiB3oBCiZdFgmF2IcnkN0sw8SKvpeNq3sUENDQ6OL0ezr9zJMNjuTTzw1JbvjranC6srGmpWd9rjxRx/P0i8+Yczhs7E40s+J6ckE3Q1pSzYBlFiMLct/7eQVaexK2O+jbutm1v60gC0rl+Grq0FN7DAqCfm8fP6fR1nw9mtEQ0EA3FUVfP6fR7Hl5Dba9w+efCCyrmtmDHU6zl7JzNhpr8Lw42H+I/C/65IiDJK9Ym9dAv6qZk+j0bEo/hj+7yvSB1UIr8xcrdBeiAYZXY4Jy9g8LOPy0eWaNRGmoaGh0cVoV+G9EGd+Iafcdi9zX/gvFWtWIQgiffcbT3ZJKafcdi+fPfkvNm8THmaHk8knnErtpjIGTT6QsbOO2itNIBQlTiQYyBh3V6WxAdfoNAINDXz1/JOs+v7bxm0mm53jb76d/H4DEEUJf0N9SkZzOwvfeYODzjwfX10tpSNGd9ayuweiBPEQfPT79HElCpVLkxk0ja4hoaKG0vfnAsTdkU5cjIaGhoZGd0ETYnshepOJosFDOfr6PxINBZPWyBYbFqcTgGNu/BMhn5d4NIqsN4AAoiRhdWY1GaK8N6HTG3AVFtFQUZ42Xjx0WCevSGM7ihLnl88+bCLCIJkBe/Mvf+acvz+CIy+f2rINGc8R9LixuLI49fb7sOfktnktsUiYaCiEpNdjNPcgw4JE5pt8ACL+5uMaHYqgE9EVW4ltTf97MA7c+6oQNDQ0NDR2jybE9mIyOesZrTaM3dFVrgOxOF0cdNaFvPuPu1Nijrx8ckr7dP6iNIBkNmzxh++mjUVDISrXr8GRl4/Rbs98EkHAkZvX5hl48WgUd2U5C959k8o1q7Dl5DLphFPJ69Ovezow7orRAa6+0JBBrBbv17nr0WiCZNXjmN2P2ieXpsTkbCM6zaVQQ0NDY59E6xHT2GcoGTqc2Vf/DosrK7lBEOg7dgIn/fmv24ZIa3QFSjze2POVDve2LGZ2USk6Y3pDg75jxmF2ONu8hoo1q3jh5mtZ+d1c3FUVbF62lDfvvoUln31ENBTa/Qm6GlsBzH4QhDRzp8aeDZa8zl+TRhP0xRZyLhyBnLvtPSwKmMbkknPRSGTH3lcOvjehhGLEqoNENnqIlvuJu/dOZ2ENDY3OR8uIaewzGC1WBh9wEMVDhxMNBZFkHSa7HUNPKkHbC5H1eqxZ2fjr0xsW5PcfCCQHXB//h9t4657biceijXFHXj7TL7iszb9Hf0M9n/77YRKKkhL7/rUXGTJlKnpTxznatRu9JsKFn8Pnt8PWxUlxduANMGgmPtFKxB/BZpQxyHu5m2Q3RTTIGAe6yL1kFImIgiAKiBYZ0aB9DHcVij+KGlcRZAHJqk+7T9wdxvfNFqKbfVinFCHqJRSPgBpLIGeb2mXotoaGxr6L9gmgsU8hCEKPGIYcj8UI+30IoohlDzI9mVBVFX99Hb66WsJ+H468AswOZ5cM8ra6sjjwtHP4+LH/S4nZc/PILukFgCTLFA0aynkPPsaWFcvwVFdSNGgo2aW99yijGQn4cVeld7RT1QS1m8twFhS2+fydht4KJePh1JcgGgBJxiNlsWSzm8fm/kSNL8LkvtlcOLUvpS4zOlkriNhTlGCMRCBGIhhHNMmIFh2Spfk+W8mmR+oB1a57M0ogRnSjB8+nZcRrQ8g5Jhwz+6DvY0cy7/j9JWIKgZ+qUBoiWKcU4flwAwl/0pFUtOhwnTAAw0AXYjsO4NbQ0Ni30ISYhkY3QlVVPNVV/Pzx+6z9cT46g5GxM4+i/4TJWLeXVLbDa9Rs2shb995OoKG+cfuACVOYfuHlbXqdoNeDEosh6w2tFnOCINBvvwlMO+8Svn/9pUZ3y9JhIzn8smuaiCxJlnHkFeDIa8eZb7uU8zkLihg1fSb2vHxioRAmWzO9ad0RkxNMTryhGE/MXcvjX69vDK2rCfDm4i28edn+jCxxdN0a9wLinggNb64mssbduE3fx07WqYORXdrMtu5KIqYQXFSF58Md/ZTxqiB1zy/HcVRfLJMKG4drK54I/h8qyD55ELXPLYPETucJxKh7cQV5V49Frw3F1tDQaCOaENPQ6Ea4qyp4+ZYbCft9jds+f+oxVn7/NbOv/UO7iDFfXQ1v3n0LIZ+3yfa1P87HkZvHgWeci6xLX6azKyGfly0rlzH/jZfxVFeSXdKbqaefQ17f/q0qFTTZ7Iw+/EgGTJhMOBBA1ukx2+2dYipjtNrILu1N3eYyRs04guLBQ/nxvTnUbi7DZLMz/ujjcRYUYnH2LGe7Gn+kiQjbTiSe4E9v/8pzF0wgy6L1JrUFJRTD/fbaJiIMILrRS/1rq8g+e9huM2MaXUPCF8PzaVnamPeTMkzDcxBdSSGmxhIY+zkJLqlpIsIaUcE3dzOukwZpWTENDY02odWmaGh0E+LRCAvfeaOJCNvOlhXLqN2c/uahtdRt2Zwiwraz5POPCbrdLTpPNBxmyacf8t79f6WmbAPRUIiKNSt5/a4/se6nBWl7rppDkmTsOXnk9e5LVlFxpzl7WhxOZl1+HUWDh5HXpx8fPfpg48865PPy7cvP8eWzT2b8mXVXftrYkDH261YPnmbmWmk0T8IfI7yyPm0sutFLwh9NG9PoepRAFOLpVFVSeG0vPYTk2AE5x0isOrOZUKwyiBpt3bVOQ0NDYzuaENPQ6CaEfD5W/zAvY3zZ11+gquoev46nmeHV8WikiRFGcwQ9bubPeSVt7Ktnn8TfkP5GtTuS27svsy6/lh/mvJo2vnr+twTcmYVNd0TajYeAZjHQdtRw8zfeCU3kdlsEcTe3PTv94UgOA3KOCTkrs1mPnGtC2CkbFq9vIF5Xh9rKB1EaGhr7JlppooZGd0EQkOTMf5KyXo+Qzp68leT06p0xZrLZk0O+W4C3tjpj1isc8BPyefdouPLORENBIsEQkiztkU19JiRZRokr+BvSOzcCVG9YR05p5p9dd2NcnywEAdJp93G9XThMWulcWxFMclLJZnguIpq1n213RbTqkOx6FG/qAyfJYUDcqaRU1EkY+jqQHAZCv9ak/X3bp5Ui6iViVVX4v/mGhpdfQY3FsM+ejfPYY9AVFWVcS7y+HsXthkQC0W5Hl6eNmdDQ2NfQMmIaGt0Es93B8GmHZYyPnHZ4u7yOs6AIV2Fx2tikE07FmtWyPrTd9ZGJ0p73TMSjUarLNvDhIw/ywh+u5vW7b2H5t18R8Lj3+Ny7Iumafy7V04ag51j1/P7wwSnbLXqJvxw3ApelZX2AGqlIFh3GYemdOg39HU1u5jW6F6oAzuMHIOia3v4IOpGsM4ekzHSTXUbkXBNZpw9BMOy4pgl6Cdepg5FzTMSqq9ly7XVU3nobkRUriK5dS+1DD7HxjDOJbt2augZFIbxyFZsvupj1R85m/VFHU3bGmQS+n4/SE+YWamhotBtaRkxDo5sgyTJjZx7F2gXfp9ipDz9kRrtZqFtdWZz4p7v49ImH2bRsCQA6g5FJx5/C0AMPQRRbJqCsWdkYLBYigUBKzFVYhMm25658VRvW8todN6Mmkj0dIZ+Xjx55gOGHHMbBZ1+AqR3Fkclmp/eosZQt/TklJhsMZJf2arfX6gxsRh2nT+rFxH5Z/Oeb9VR5I+w/IIdTxpdQ4jJ39fJ6NKJJxnlMf9yqSnhFfWOmxDDIieuEgZpRRzclEU/g/2oLsa0+ss8aSmSTj3hNCDnXhL7UhphhlphsNyANz0bfy4bii4GqbhtDoEeQRQLzfiX8yy8px8UrK3G/+Sa5V1yBoNvxnoiVl1N25pkkdrp2xrZsYdNFF9F3zptIQ4e2+/euoaHRPRHU9mg62cfxer04HA48Hg92ew+zutbodnjratj86xJWfDcXndHE2COOJqekV7uX5IUDfoJeD/FIBIPFitXpQtK1/AYyoShsXv4rb917BwllR0+MzmjilNvvoaDfwD1aX9Dj5o27b8loUnLu/Y+2e6lgQ2UFb9z1J3x1NY3bREnm+D/cRsnwUcjNlI52Z8KxOJG4ikUvIUtaIUR7oYTiJPxR1LCCYJSSc8S0ssRuhxJVSPiikFCpfvhn1FjywY6+1Ibk0BN3R4ht8eM8tj/WKZlLCdORiETYeu11+OfOTRvXFRfR55VXkLeVHaqqSt2/n6Tmn/9Mu791+nSK/v43JEvbBtS3lEQ4TLy6Gv+8ecTLKzBPnoxh4ACtPFJDo51oqTbomXcVGhp7MfbsXIYfMoNBkw9EkCTkVoij1mC0WDFa2j7/RpQkiocM47wHHmXlvG+oLltP8eBhDJgwBXvunveGhYOBZp0it65c3u5CzFVQyOl3/53K9WvZsuxXnAWF9B0zHmt2NrIsk0goBBoaiEejSDodFlcWUjuUYHY0Rp2MUdMH7Y5kkpFM2sdodyZeF8K/oJLgL9W4jh3QKMIAopt9sHnHvoovluYMLaA5AxBRQt2pt1cNhwn+uDDj7uFfl5IIBDpUiCUiEQLfz2fL1VfDtj7fuv/8B33fvpQ+9V/0zfS1aWhotC/aJ4iGRjdFZ+z+Q2FlnR5XYTFTTjqdRCKBuDtHslYgCs2fS2fomBlYtuxcbNm5DJwwpcn2oMfNinlfs+Ct1wj5vBjMFsYddTyjps/scTPGNDT2BWJ1IeqeW058m/18vCaIrtBCrCK1nBrAMMDZ6tcQDQZcp5+G/8sv08adJ52IvFPfraDToSstzXg+Ob8AQd+x/Zvx6mq8H39M/h9+TyISxffZZ4SXLiW6YQM1//d/FN55J6JZK1/W0OgMtBoVDY0eStjvp6GynLotm/HXZ3b76yzaU4RBsmer18gxaWOCIFI0qPP6KOLRCIs/ep+5z/2ncZ5YJBjg+9dfZN7rLxIJZp4z1J1QVZU6f4Raf4REQqtK19h7URMqkfWeRhEG4F9Yie2Q0rSzG3RFFnQ5mW3qm8MwdCiWqQembNf37YPjmGMRdsqaC7KM6/TTM54r54rLkZ3ONq2jJaiJBAm/H0ESqfvvU3jemoPtkEMoeuABBKMR70cfE2/oWaM6NDR6Mj1GiNXX13PmmWdit9txOp1ceOGF+P3+Zve/+uqrGTx4MCaTiV69enHNNdfg8Xia7CcIQsrXq6+mnyWkodFdaKjYynsP3sPT117Cszdezsu33sS6RQuIhHqGIGgJBouF6Rdchsmeavox46IrMHdiFirgbuCn/72VNvbbl58R7AAXx/amwhPi+fllnPnfBZzxnx/4z7frKXdrDm0aeydKME7419qm2+rDhJbVkXXaEHSFydI/QSdi2b+I7HOHI9l3n4lSAgGiZZsILV1KZO1a4vX16HJyKLrnHkoefQTz5MmYxo2j8C930+uZZ9AVFqScQ1dSQtHf/9bEwANBIPvSSzGNGbNH3/fuiG3aRNk55+J5+x3i1dVEN2yk5uGHaXjpJfJv/gPE46ixNpZoamhotJoeU5p45plnUlFRwWeffUYsFuP888/nkksu4eWXX067f3l5OeXl5dx///0MGzaMsrIyLrvsMsrLy3nzzTeb7PvMM88wa9asxn87O/BplIbGnuKtrea1O25uMmDYV1vDO3+/m1Nvv4+SYSO6cHXtg7++jqDHjZpQOe3Ov1P2689s/GURtpw8Rs+YhT03H30nlm6GfD6UDDcnqpog4G7AVdh9+yoqPCHOf+ZHVlb6Grfd+9FKXl64iVcunkyRs22ZAA2N7SQicRLBOKggGKQud44UJQF0qc+aQ0triG7xYTuoGEN/J4JORLToEHW77/WM1dRQ/eD/4X33Xdjm5GocMYLi/3sQfWkptunTMU+eDIkEki2zo6tksWA7/HBM++1HZO1a1EgUw5DByNnZSNa29+3ujkQwSM2jj5Lw+VJiocWLcZ16KsYxYxA72ChEQ0NjBz1CiK1YsYKPP/6YH3/8kfHjxwPwr3/9iyOPPJL777+fojSNpSNGjGDOnDmN/+7fvz9//etfOeuss4jH403cz5xOJwUFqU+tNDS6I1tXLm8iwnbm65ef4YQ/3I7J1rnunYqiEPIms80mux1JatulRVVVajZt4N1//AVvTTUAgihy0BnnM/Py6zFZrQjtXALZEuTd9KPpjd1byMxbU9tEhG2nrC7IB79WcOEBfRHFPR8WrrFvEq8P4fm0jNDSWkio6HvbcB7dH12BBUHumsIb0SRjmVhAeFlq2bZSHyYRUZBzTAhCy973iXCEuiefxPv2243bLAcdhPOkk4isXo3idiPn5iLn5bXoGiUajehLStCXlLT8m9pDFK8X32efZ4z7582j4NY/o2sHsyUNDY2W0SNKE+fPn4/T6WwUYQAzZsxAFEUWLFjQ4vNst5Dc1YL6yiuvJCcnh4kTJ/L000+zO0f/SCSC1+tt8rU34qmuouzXX1jw9hus/P4bPDVVKPH47g/U6FDKfv0lY6xq3Rri0WjnLQbw1tbww5xXefnPN/LyLTfw/esvNYqotpzrjTv/1OR4NZHg6xefYvk3X7TXkluN2e4gr0+/tDF7bj7mbpxF94VjvL5oS8b4nEVbaAh27ntGY+8h7g5T8++lhH6pgW19h9EyH9WPLyFe27Wlr7o8M6bRqaJCV2LFPDK3xSIMIF5bg/u11xv/7Tr7bMwTJlB+881sufIqNp58ChtOOpngjz+R6ORrcMsRmjUCES1m9P3SX+c0NDQ6hh6REausrCRvl9kWsiyTlZVFZWVli85RW1vL3XffzSWXXNJk+1133cWhhx6K2Wzm008/5YorrsDv93PNNddkPNe9997LnXfe2fpvpIcQDvjw1dXxv3/eR/3WHTdwssHASX+6i8KBQxB7gGX33kpzg52truxOzRh5a2t4/a4/4qna8Xe48J03WPHtXE6762/Yc1o3k6Zy3WrCgfS9nwvfeYPB+0/FlpWzJ0tuE2a7g6Ou+wNv3H0LvrodfScmm53jf38bVldWM0d3Pc0luyRRoBX3oxoaTYis86B40ggPRcXzeRlZJw1CNHbNrYbsMuI4og+WCQUEfqqEeALTmDz0RVbkrNaVNicCQdRtAkvOz8c0ehTlN/2uyT5KbS2bL7qIvu+/h6FPn/b6NtoNKTsL5wnHU//sc2njzhNORDJ17+y+hsbeRpcKsZtvvpm//e1vze6zYsWKPX4dr9fL7NmzGTZsGHfccUeT2K233tr4/8eOHUsgEOAf//hHs0Lsj3/8IzfccEOT85c2Y0fbk0gkFKo3bmTxB283EWEA8UiEt+67g3P/8Sj2XG3oY1cxaNKBfP/6S6iJREps4rEndqiVejgQIBYOIYgiZoeTdYsWNBFh2/HV1bBy3jdMOPqEVgnDus2bMsZCPi9KrOsysq7CYk6/+37qtmyidlMZWcUl5PTqgz2ne5fx2Iw6zprcmx/W16eNnz6xF1mWjhkFoNEyEjEFxRMl9FstSl0IwwAX+t42ZGf3HmGhKglCaUr/thNZ5yERUbpMiAHITiOy04ihnwNQ2/ygSrSYEXQ61FgMx7HH0PBS+v50NRbD88675F57TbMZN1VVUeNxxA6aE5kOUacj65xz8H35FbFNTa+1zjPOQFdS3Glr0dDQSNKlQuzGG2/kvPPOa3affv36UVBQQHV101KneDxOfX39bnu7fD4fs2bNwmaz8fbbb6PbzUVv0qRJ3H333UQiEQwZ+kIMBkPGWE/H39BALBRk/eKf0sajoRB1WzdrQqwLseXkcOyNt/D+P+9rYiAx7KBpDJx0QKvKbVpKLBqhfutmvnnpWcpXLsdktzNu9nE4C4oQJZmEkiqQVnw3lxHTDsOcxvUwE3l9M5fFWFxZSJ1405IOW3YOtuwc+ozer13OV+0Ls6bKz3tLyrHoJY4fW0xJlhmXuX3nCE3ok8WEPi5+3Ni0t3BYkZ0ZQ/Pb9bU0WocaTxBZ66buheWw7dlK4McqRLue3EtGtdlSvVMQBSRb5r9JySwjdJPew+Q62r4WOScH5ykn0/DSy+gKColu3Jhx3/CyZajRKEKa+4REMEi0vBzPm3OIlpVh2X8K1mnT0BUXd8i1e1d0RUX0fv45AgsX4n3/f4g2G1lnnoG+Xz9klzYPUUOjs+lSIZabm0tuC5pCp0yZgtvtZtGiRYwbNw6AL7/8kkQiwaRJkzIe5/V6mTlzJgaDgffeew9jC1zWfvnlF1wu114rtHZHNOBHicdR1dRsy3Z6glX33oxOb6D36LGc/+AT1G7eSCQYJL9vfyxOF0ZrZqeuPaF6w3peu+MPjVk4X10tc5//L71H78eBp53NNy89k3KMrNMj7GYo867k9emP2eFM+x6bctLp3b4EsDVUecNc/fLPLNy4I1P19LyNXHBAH64+dCAuS/uJsXy7kUfO2I/FZQ288EMZCVXltAm9mNwvmwJH98667O0ovih1L61sFGHbSXijuN9ZQ9aZQ5FMXfcAIu6OEKv0E9vsR84zo+9lQ3IYEMTkuBfLpEICC9K3CFinliDZOnY4cWchGo1kX3YZitdHrLICfd++hDLM2zKOGJ62FysRDuP7ai7lN90E23rR/V99Rc0jj9LnxRcwDBzYod/DdnQFBTiPOQb74TNBlhDlHtGloqGxV9Ij/vqGDh3KrFmzuPjii3niiSeIxWJcddVVnHbaaY2OiVu3bmX69Ok8//zzTJw4Ea/Xy+GHH04wGOTFF19sYqqRm5uLJEm8//77VFVVMXnyZIxGI5999hn33HMPN910U1d+u12KpNMRi4Qz3gwD5Pbu27mL0khB1ulx5OXjyOv4bEbQ4+HLpx9PWwpZtmQxo2ccgWwwEI9EmsTGzDoKUzMWzumw5+Ryyu338v7/3Ufd5jIg+b1OPO5kBk7cv0VPjMN+P/FoBEmvx9RBwnRPUVWVD3+taCLCtvP0vI3MHlXEuHYUYpAUY0eMLOSgQTkk1GTJokbXE6sMQDz9g6/IWg+JQLzLhFisNkTtk0tRvDt6wASDRO5FI9EVWxFEAdllwHFkXzwfbmhyrHFoFqZh2Z295A5Fl5tLwW23orjdmCdNYvOFF6XsI+h0OI49Nu21Kl5bS8XNNzeKsO0kPB7Kb72VXk88gdSJxj+icd984Kyh0Z3oEUIM4KWXXuKqq65i+vTpiKLIiSeeyMMPP9wYj8VirFq1imAwOdB28eLFjY6KAwYMaHKuDRs20KdPH3Q6HY8++ijXX389qqoyYMAAHnzwQS6++OLO+8a6GSa7g8p1a5hwzEl8/cJ/U+K9Ro3BmrV3fbhqNE80FKR64/qM8eoNa8kuLqVq/drGbSXDRtB7xOg2vV52cSkn//mvhHwe4tEoJpsNizMLuRm3L0j2r9Vu2sB3r71A/ZbNOAuK2P+UMynoNxBjB87maQu1/gjPfr8xY/zFHzYyptSB1AHGKxaDJsC6E4nwbvoelczVCR2JEojR8NqqJiIMQI0o1D63jLyrxiI7DYgmHZaJBRiHZhFeVY8aUTAOzkJyGpCse0c2bGckmy355XBQcPddVN93H4lA8r5Dzs2l6IEH0KUZqQMQWbU647Dk8C9LiDe4O1WIaWhodD09RohlZWVlHN4M0KdPnya284cccshubehnzZrVZJCzBhgtVsYdeSwr533N9AsuY+F7c/DV1qAzGBl56OGMP+bExp6fgMdNyOshFomg0+txV1diMFtwFhRh60SxllAU/PV1VJetx1dbS36//jjyCjrUtGJfQhBFBFFMmxGDpFPjtPMu4af/vY2aSDBq+izy+vbfozJCi9OJpRU3JIoSZ/2iBXz06ION20I+L3P+eivTzruEUdNnIev1eGtrCPm8xEIhTDY7RrsNi6Pz3yeJBAQimW/APaE4iQRIPWLAiMaeoC/K/JBAchgQusjoIhGIEd2cOnsOIOGPoXgjyM5kRkU0yohGGV2uuTOX2KVIdjuOY4/FcsABKHV1IEnI2dnJOWIZMveJcLj5k27rtVX8fhSPp/F1mhsOraGh0bPpMUJMo/NwFhQy/JAZuKsrmXnZteiNJgwWK7bsbHQGI6qqUru5jA8e+jt1W5LOS3qTmYnHnUwk4GfV/G856Za/4CpM/1SwPUkoCpXrVvPmX28jFt4xsya3Tz+O+92t3d7RridgstsZNOkAVs3/NjUoCPQaNQZXQREF/QehoiLLnZ9xCTTU8+Uz/04b+/alZxk4YX9i0TAf/uv+HZk7QWDQpAM46MzzO6XEc2fsJplDh+Tx+k/p53sdN6YIXRcNwtXoXESbHtOY3OQcrl1wHtsf2dE15WNqhnLJ7STCSietpPsi6vXoi4ogQwZsV4zDhmaM6UpKEJxOIhs2UPWPfxCY+zWoKpaDDyb/dzeh79u3S4bZa2hodCzaX7VGWmzZOZQOHUFen/4YzBYC7nrcVRUE3A14a6t57Y4/NIowSJavfffKc7gKi5BkHf976G8EvZ4OX6evvo4599zeRIQB1Gxcz7cvPUt0d08gNXaL3mhi6hnnYksjag+75GoszmTmS5LlLhFhACGvl0gwkDYWj0WJxSK8e/9fmpRPoqqs/uE7fnjr1YyzyzoKk17m8kMGYDWkPgvrk21mQp+9x5REo3kksw7n7H44ju6HaNeDALpiKzmXjNxmud41iCYZwZB5XqTs0vqLWoucnY3rrLNSA4JAwR13QCjExtNOJ/DlV8m0uaoSmDuXjaeeRmxL5qHsGhoaPRctI6aREV99LZ/++xE2/rLDyn7AhCn0228CkUD6m95FH7zLyEMP55uXniHo9bTKurwt1G3ZRDQUTBtb9cO3HHDa2eiNzY840Ng9jrwCTrvz75SvXsm6H3/AlpPLsIOmYcvJRd8CN9KOprknxXqTiZDHnTIXbzsrvv2KCUefiNHSuX1kvbLMvHvlAfzf56v5bHkVBlnklPGlnH9gXwqd3diyXKPdkWx6rPsXYR6Zg5pQEXQSkqVre/kkux77Yb3x/C+1P9Q8Lg9xL+z/6mgku52cKy7HNHYsdf9+gnh1DcYRI8i97lr0/fpR/9RTJDypDzATfj8Nr79B7rXXdOrcMQ0NjY5HE2IaaYmGQnzzwjNNRBgkSwG3rFyW8bi6LZuwbyvzindCNirgTm8fDKAmEk3mbGnsGfacXOw5uQzZf2pXLyUFk92BLTsXX11qeVdu7754aqrTHJVEiceJ7pJR7QwkUaB/npW/nTiKW2Yn36fZFj16OXMWor2p9ITZ6g5R7Q3TO8dCvs1AtlXLdHQFgiAg2bvPz16QRMxj8xDNMt5PylA8EUSzjHVqCZbx+Ugm7fahLchZWThmH4ll8iTUWAzRYkGy2Yh7PPi//jrjcYFvvibrvHOJh0KEf/sNwWhEP2AAktOJ3EE9ZPHaWuL19aihEJIrCzknG9G87/QBamh0BtqVVCMtAU9D2p6ggLue/H4D0hyRxJ6bT9DdgChJGDuhwbg5K32zw4nepGUW9gVsWdnMvvZ3vHH3LU3EtyhJTDn5LGRd5kudJMtd+j6xGGQsaUoUO5o1VT7OfXoh5Z4dD0zG93bxr9PHahk5DQAkiw7LfvkY+juTFvuSgGQzIEjdY0hzT0bObmpoJeh0SA5nxv2thx5K6KdF1D33HLmXX0Zw4Y+4X30Nff9+OE46CX1REWI7VidE1q9nyzXXEl27rZxblnGdfjo5l12asnYNDY22o/WIaaQlFg6nHepctX4tBf0HIuvSl6WMnTmb3+Z+zpiZR3WKG50tO4fiIcPTxqaefm5G576g14OnugpvbQ3xaDTtPhptR1HieGurqd64nvryLYR83g5/zYL+gzj3/keZcvIZ9B0znonHncK59z9K8eAhWF3ZZJf0SnvcsIMOxbyPOWxWesIpIgzgp7IG/vLBCvwRLZOssQPZYUDONiE7jZoI6yAks5msCy9IHxRFbIcfTvU//0nORRey5drr8H/9Nfajj8I4bBjBefOIrF5NvK6uXdYSq6xk03nn7RBhAPE4DS+8gPvNOajx3Yxc0NDQaDGCujuPd43d4vV6cTgceDwe7HZ7Vy+nXXBXVfLM9ZeRUFIvuMVDhnPAKWfx/v/d23iDLYgio2ccQVZxKeGAj1EzjsDSzNO99sRXX8v8N19l+TdfoMRiWFxZTD39XPqNm5gy0DcWiVC9YS1fPvsk1RvWIesNjDhkBhOPOwlbtuaw2B6EfF5WfDeXea+92Ni/VzhoCEdccUOnOGmqqooSjyPJchMb6fryrXz06ANUrl0NgCCIDN5/Kgeefi6O3LwOX1d3YnFZAyc8/n3amCjAlzceQp8cSyevSkNj3yZeX0/to4/S8FLTUT25N92EGo0gORw0vPAigl5P7vXXUXHLn1HqdwyFNx94IIV33I6uoABBbnuW3T9vXtph1QCi3U7fd99BX1iYNq74fCgNDajxOKLNhi5X+1zV2DdpqTbQShM10mJxOhlx6GEs/eyjlJgSi5Fd2ouz//Yw/oY6YuEw1qxsRFFClCUsriwkqfPeWrasHA4972ImHX8ySiyGzmDEmpWddpZLTdl6Xr3jZtj2/CEejfDLpx+wZeUyTvzTXXs0+0ojyYZfFvHVs0822VaxeiWv3/VHzvjLA9iyczr09QVBQE7T0J5VVMzR1/+RsN9HNBTEZLNjsjkwO7rOma6rqPZFMsYSKoRimjW5hkZnI2dlkXPNNThPOQX/3LmoCRXbtGnoSoqpuudejAMHEd24keKH/kn5zX9MMfYIfvcdtY8/gf344zANHYpkadvDlMiaNRljCa8XNZz++hEt20TlX/9C4NvvQFXRlZZScOutmMfth9jGtWho7O1oQkwjLTqDkSknnk5CUVg29/PGYb69Ro5h5mXXNLohdvRNdUuR9QYcuc3Pggr5vHz57JONImxnajdtpG7LJk2I7SH++jq+e/X5jLGasg1d+p7Zbjiyr9M7O3PDvUknYeuCnrWOIBiJUxeIEoknsBok8u3GjMN2NTTak2hVFfHycjzvvosajmA7YhaG/v3Rl5Q0e5zscCA7HBgHD26y3TL1QNSEgpSdTcLrS+uuCOD93/+wHngAUaMR04gRbVq7YeDAjDHRbkcwpprKxCoqKDv7bOLVO4yRYps3s/mSS+j90ouYx41r01o0NPZ29o5PW40OwerKYtq5FzPp2JOJBAPojEbMdgdGa8ebcLSUeDRCQlHQm3bv5BQLh6lal/lJ34ZfFtF75Jh2XN2+RzwWw1eb6ly4ncq1q+m334ROXJFGOvJsBib2yWLhxvqU2CUH9SWvG7n3tZVyd4i/fbySD5ZWEE+o5NsN/OmIoRwyJA+HSbMA1+g4YpWV1D3xBO5XX2vc5nnnHUz77UfRP/6O5HSS8PlAEJFzshGk3TulmseMIfTLEvS9ehGrrsq4nxqJgCBQ+8S/KfrbfW3Kihn69UPOyyVenXotz77wgrTlhsGff24iwnam6h//oPTxx5Fd+1YvroZGS9CEmEaz6I0m9AXdz0Et6PVQu7mMxR++RyQYYPCUA+m338Rmsx2CKKIzmlKGP29Hy4btOZIsY7RYMw5IdhU1/zS4taiqSqChnmgohKSTMdmd3WKuWXcn22rgodPG8NcPV/DhrxUk1GQm7JKD+nL2lD6daqHfEVT7wlz43I+sqPA1bqvyRrj2tV945PSxHDW643sVNUAJxkBRk8Oh5X3HGyxaVtZEhG0ntHgxvo8/BqORmvsfQLRYcJ1xBs4TT0CX33xFh66wEFVVcZ56CkIGsywAKSuLRDhMdO1a1FAI2iDEdIWF9Hr2WbZcfQ3Rdeu2nVjattYTEWQZNZFAjcYQDHoEQSDw3byM5wsv/RW1E8bZaGj0RDQhptHjCPm8zHvtBZZ+/nHjti3Lf2XhO29y4i13YbY7MNlSGyPNDiejDzuCn95/K/WkgkC/cRM7ctk9ipDPSywSQRRFzE4notiyG3OL08W4o49n3qsvpMR0BiNFg4Y02RYJBQl5PHhqqtAZDFizcrBmZbXo9cJ+PxuXLObrF5/CX1+HIIoMnnwgU888D3vOvmW+0RYKnSbuO3Ekv5s5mGBUwWaUybMZerwIAyirCzYRYTtzz4crmNAni3yHJtg7CsUXJbLeje/braihOMYhWVimFCFnGRHEvbs0NBGN4n799YzxhtffoPCO21FDIZRQiNqHH8Y/dy4lj/wLXV7z1y19URHC1Kko9fXoBwxo6mq4jaxzzsbz9tvo+/VD2IOxHIZ+/ej93LM7zRFzIWUns3eR9etxvzmHyJo1mMaOwTF7NqZx4/C8leazFZBzc6EFWT8NjX0RTYhp9Dg81VVNRNh2fHU1/PjumxQOGsLAifs39rFtR5Jl9jvyWLas+K3ROQ8AQeCIK67H6tJmo0RDQao3bmDuC/+lat0aTHYH42Yfx/CDp7coYyhKEiOnHU5DeTnLv/micbvJZuf4m2/HlrOjPyzo9fDje3NY9L93GkclGK02jr3pFgoHDdmt4cvmZUv54OG/N/5bTSRY+f031Gwu46Rb7tYynC3AatBhNex9ZXq/bHJnjJV7wgQ1M5IOQ/FHcb+7ltBvO6zU/fPKCfxURd6VY9Dl7d0DgdV4nIQ/kDGeCARA3zSjFV66lMjatbsVYgC67Gx02dmUPv4YlX/5K4FvvgFVRbTZyDrnbBBFggsW0ueN11PKEhW/n4Q36XQsOhy7LVuUc3KQd7pmq7EY/nnz2HLlVaAk/4YC335L3ZP/odfTT6Hv14/o+vUp58m+8MKkGNPQ0EhBE2IaPY4V383NGFv1w3f0GjmG+vItKUIMkoN/j/vdrTRUllO2ZDFmh5M+o8dhcbm0kjagfPVK5txzW+O/Q14P373yHBWrVzLzsmswpfmZ7orF6WLaeRcz6fhTcFdVYDRbsOXkYnVlIYg7ypM2/PxTSnYy7Pfx5l9v5bwHHsOZn94eGcDfUM/cF55KG6vbXEZDRbkmxPYhwrE4kbiKVS8hSSKFzsx/ywZZRKfNwuowlIZwExG2HTWi4PlkI1mnDELcS8xg0iGZzdgOOwz/11+njVumHkhkxcqU7b6PP8a6//6o8Tjxmhri9fUIkoTkciHn5aWYzOhLSym6915ilRXEtmxFjcXwvPsuocWLKbr/fvR9+zbuq6oq0Q0bqLr/fgJzk+uyHnIIeTfdhL5vnxYb2MRraii/6XeNIqzx/OEw5Tf/keL/e5Cy005Hje2YQ2g78khsRx6hmeRoaGRg770aavQIFEUBNYEkt/ypvNLMMElVURAEgSWffEDhgMFIaWapWJwuLE4XJRkGQe+rBNwNfPH0E2lj6xYtwFdf1yIhBmC0WDFarGQVFWd8rflzXkkbU2Ix1i1ayLgjj814/lgkjLcmc8N6xZqVlA5rm2OYRs/BHYyyrsbPf75ZT5U3wtSBOZw0roTRJU6MOpFwLHUo/SnjS8m19Xwzku5K8LfajLHw8joSofheLcQAzBMnouvdm1hZWZPtosVC9nnnU3bmmSnHSHYHit+P/6u5VN59d2PmSs7Pp+j+f2AaMwZxl7EccpYLyW5DdrmI19WRe/VVyNnZyLm5CDvtG9uyhY2nnd54TgD/N99gHD0ax5FHINntSC0Y4xGrrCThT9//G9u0CQSBvm+/TWTNahS/H9PoMejycpGczt2eW0NjX2Xf6Z7V6FY0VJTz29zP+fix/2Peay9SvXE93mbc9nZmyAEHZYz1GzeJzct/JRwMoCa08qPWEAkGcFeWZ4yXr17Rbq+VUBQ8zTh/1ZRtaPZ4SZKRDZlvprXh3Hs/vnCMlxZs4sTH5/Pxsip+3uzm4S/XcvZTC1FVlecumIhZ37QvZUIfF1dOG4BhL+iD667snPVOYS/vD9uOvlcpvf7zJK6zzkzavRsM2GbOpPfLL1Hz+ONpxYz9uGOJrF5N+e9+10Qwxauq2HzBhUQ3biS8fDnR8nLUnR5GCrKMrrAQ04gRmEaORFdU1ESEqbEY7jffbHJO6+zZ9H1rDolgkIY33yS4+GfCK1cRq2n+M1iNZX4ICkm7+vVHHUXVP+4num49ksOuiTANjd2wdz+W0uiW1G/dwpt//TO+uh1PTn98/y1mXnoNvUaO2e2cp6zCYvqOHc+Gn39qst1gsTBq+kzefeCvHH7J1ch67al3axAlGUEQG/u1dsVoab+xBZKsI6e0N7WbNqaNF+8mW2l2Ohk1fSaLP3wvJSbr9BQNGpzmKI3mcAejeMNxRMBl0WHp5r1jtf4I93+6qvHfo0ocXHHIABqCUT76rZKDB+Xy4bVTWVPlo8YXYUSxgyKniRyrdl3oSEwjc/B9tTltzDwqF9Hcvd9X7YW+Vy9yb7wR1znnIACSw0EiEiG2fl3KvjlXX4XsdLL1nnvSnkuNxXC/9hrRsk2EfvmFvN//Dvvhh7coi6X4/fi//mbHugYOJOeC89l6403k/+H3eD/4gPKbbkJVVWyHH07OZZdi6NMn7bl0xUWg08FOpYfbkVwu1GgUgHh5OfXPPkusooLCv9yNZOs+I280NLobmhDT6FSCHg9fv/R0ExEGgKry6ZP/4py//wtFUZCacVgyO5wcfuk1bFyyiJ8/ep9IKEjvkWMYOHF/5r7wFFZXNiVDtbLD1mK22+k/fhJrf5yfEhMlmYIBg9rvtRwOpp5xLm/fd2dKzGix0mvEqGaPl3V6Jhx9ItUb17Nl+W87thsMHP+H27FmdY9B4z2BWDzB6mofd7y3jB83NiAKcNiwAv54xBD65LTe+rqzWLihoXE2+5hSJ5ce3I+b3liCP5J8an/vRyuZ0NvFI2eOJd/e/UZw7K1ITgOWKYUE5lc02S7adNhn9ELU7zvZSMlkQurVa8e/gdL//IfwsmV4P/gQyeVKWtcXFZGIRIiuTRVp24mu34CutITAt99SeettyHn52A7OXB2yHUGnayLY8m68gZoHHiT/xhup+NMtTWZ/ed95h8A339D75ZeSvWm7CD05O5vc666l5h/3p7xO7jXX0PDKq022+T79lNzrr9OEmIZGM2hCTKNTCfm9bFj8U9qYmkiwdeVyzA5nWqONnbG6shh+0HRKhgynauN61i6Yz0ePPsiwgw5l7KyjtNK0NqA3mTnknAup3rgOb82OD2dBEDnqut+3u/lF0cChHH7pNXz94lNEAkmXsezS3hx1ze9aZD9vzcrm6OtuxltXS/X6tZgdTnL79MXqyk7bG6iRnk31QU547Hsi8WQmNKHCJ8sqWVzWwDtX7k+xq3u63CW2qzDg8kP6c8NrvxCINi1H/rGsgYc+X8ttRw/DqNt3BEBXIpmTgss0Igf/d1tJhOKYhmdjGpGD7NIMkXT5+ejy87EdemjTgNeLrnevjEORdaWlxHcq56554AFMI0YgZzd/XZasVrIvvIDgggUAyHl5JKJRgr/8kva1lPp63HPmILmysEwYj653b2R7chyMaDLhPPFEjIMGUfPIo8S2bMEwcCCuM07HP3cuocWLm55MVUl4vCmvoaGhsQPtbkWjU1EVJWPpGyT7lGhhG4EgijgLirC4sigaNAQBAZPdod2E7wGOvAJOu/PvVK5fQ9nSX7Dn5jJgwhRsWTnI+sxDRNuC0Wpl2MHT6T1qLGG/D0mWMdnsmB3OFp/D7HBidjgp6DegXde2rxCKxXls7tpGEbYzNf4In6+o5pwpvbul49mEPskb0AK7kRpfJEWEbWfO4i1cMa0/Jd1UUO6NSBY9Un89+l42UFQEg9Qt30PdCcluJ/eqq9h07nlpghK26Yey+YorGzdF1q5tLAXcHcYRI3CeckrjfDPTqFEEvv8+4/6BuV9TeO89qIpCrLwCxeslEY2i+gNIZhPhFStxHn8ccmEhutJSGp57Ds9bb6c9l2i1tmiNGhr7Ktodq0anojOZyCouoX7rlrTx0mEj0Bta99RUZzCia+UxewuqquJvqCcejSDJOixO1x4LUVt2DrbsHAZOmNJOq8yMJEnYc3J32xeo0TF4Q3G+W5vZ5e6z5VWcPL4Es777fVTk2vRcPLUv36yupcYXybhfJJ4gmkZoanQ8ok6CfaMlrF0wDh1KwR23U3Xf31DDYQAkp5O8m2+m4ZVXYCeTDl1xMYKuZX+XclYWuTdcj+uM01ETCeS8XERz5gcTjpNPJlZZSf3TzxDbshl9/wHkXHE5gtHEhhNPQo3s9PcmCBTcdSfmTZsJzm9a1m6aMH63GTsNjX2d7vfpqrFX48jN55BzLuat++6AnUqLAPrtNxGTzamZbLSQkM/LukULmffqC/gb6tCbTIyddQxjZs7WZmhptAidJJBl0VPlTS9kcu0GdFL3NNd1mPRcfkh/Dh6cSzCS2SE1325IcU9sKdW+MOGYgiyK5Nr06JrpXdXQ2FMkux3H8cdjmTqV+DYHw1h5OfXPPU94yZIm++ZedVWTYcu7Q3Y6kbc5GAqyjGS1Evzhh5T9bDNnoobDbL3q6m2LkjCNtaHU1CIXFlD84APUv/DijmNVlap776PkoX82EWLGUaMo+tvfNNdEDY3doAkxjU6nYMAgTr3jPr579XkqVq/C4nQyZuZR/9/efYdHVaUPHP9Ob0lm0nsIofcOgggqKIiKKHYUdFXsXVf9rb2u6Lq7uqyuq4gVFQW7KALqikjvPbSE9DqTMpl6f39EBsZMQoB03s/z5NnNPefeOYOTmXnvOed96T5yNNbY+NYeXrvg8/nY/suPLJv7euCY2+lk5cKPKMvLYfwNt2IKkw3SomFRFgM3junCXR9tCNk+Y2SnNhuIQe34R3eNJbfcSe/ECLbl1d2P8sDEnsRHHNuMud3pZuXeUp79Zjv7S6oJM2iZPrITM0alH/O1hDiSr6ICb0EhFUt+wFdRQfgZZ6Dv1CkQVKkNBvTJyeiTk2sLI3t9wfXINBqi//QnLKeNPu4x6NPTUen1hE84m4rvvg9qi7zyCrKvv6H2F52O5Oefp3r1anL/8hcUpxNNZCRRV19N2JjTKJz1AgBKdTUqvZ7OX36Bt6gIbUxM7U+U3BAU4mhUivKHaQlxzBwOB1arFbvdTsTvm1rF0VWUluJ11YCqdjmcVte0e5A6MkdxIe/cf3vtnroQrnnpVaKTU1t4VKI9Kqpw8fRX2/h8Y3ANufvO7s5Vp3TCZj6xv8u8cifVHh9qFcSE6Qk3Ns/feW65k+e/3cHXm/Pw+hViwww8cE5PxveMw2Zp/GMqisJXm/K4fd76Om1ju8Xy98sHEGWRWXtx7HyOCso/+YTCWbOCjpuGDyf5xRfQxdVNUqT4fHgLC/EWFuJ3OtElJaGJjkZjOfGMpp6CQjwHs7F//gWK2034pHNQAdkzbwQg+qabcO3cSeWyZXXOjZ55A649e6lcsgSA1LfmEDby2Jaz+2tq8JWXA7Xp79UN1IYUor1pbGwgM2Ki1YTL3bLj5qqqqjcIAyjLy5FATDRKbLiBxyb34caxGSzbWYRJp2Fs91jiwg2Em45/g4+92s3Oggqe/WYHG7LLMerUXDgomZvGdqFTdNOnxU+ymXjuon7cO6EHbq8fi0FDfLgR9TEWES5w1PD019tCtv20u4h8e40EYuK4ePJy6wRhAM5Vq3B88SVRf7q2TkFslUaDLjERXWJik49HFx+HLj4OQ69euPbspeKHHzD3/710iEqFedAgSl57LeS5pe+9T9Jzz9YGYjoduvh4/B4Pal3j3jPcWVkUvfoaFYsWoVKriJg8mejrrkOfktJUT0+IdkECMSHaoaNlMDTKskRxDKIseqIsenonHb1AbGPtLqzkiv+uxOevXXRR4/Ezb1U2a/aXMeeaYaRGNX0WQ7NBS5rhxD7WKl3eevfMAWzJdTTpv5M4eZTXk1kQoPSdd4iYfH7IWbHmpjGb0aemEHHORFSoajMdqtV4CvLrPUeprg7s84697TbsX32NecgQzMOHHTUYcx88yP7LLsfncJD6+n/QxsfjtzvwV1bizslBn5zcpM9PiLas7S7+F0LUyxQeQWqf0EWPTeERjarDJURzyXc4+eu3OwJB2JF2F1ayPcRertZQ6fKQZ3dSVFHDoVX6eo2ahibRoo9hmaMQhyiKEkjAEYrP4QB/62X31NpsmHr2RB0VSeIzz6C43WiOstVCExFB0guzUGm1qLVaDt56K978+oM3AMXjofyTT/A5HGR89SUVP/zAvgsv4sC0aeybciG5DzyIa//+JnxmQrRtEoiJ41ZTVUVZXg4FezMpz8/D7XS29pBOGsawcM6+8Q6sccHJTfQmExc9+DjhUdHHfE2fx0NVeRnVjrbxJVm0XzVuP2sOlNXbvmxn6KK1LcXt9bEz38G9H29iwj9+5uLXVvDebwcorKgh0qLnrN4JIc8z6TT0SJDZZnHsVCoVERMn1NtuHjWyTdTc0sfFYTplBOkffYgmMhJtXOjSIubhw/FVV1P4wguUL1gAKhVKTQ3OzZsbvL7P4aBi8Q8k/f0lyj/+mPJ5H4LHE2h3rlnDwdtux5WV1aTPS4i2SpYmiuNSUVLMD2/+m73rVoOioFKr6T3mTEZfPl1Sp7cQW3xt8eWSg1nk780kMiGJ+C5dCY+OqbPPoCGKomAvzGfDd1+zZ81K9CYTg8+dQnq/gVjkv6U4DioVRBi1OGq8Idtjwlp3j9XOgkqm/vtX3L7aGQiH08sjn2/lx51FzLq4P4+c14tdBRXsKz68D9OgVfPmNUOJD5esieL4mPr3R5+ejvsPMz4qnY64u+5C0wKBmN/lwltUjDvrAPh86NPT0UZHB9UV01mt6KxWPOV2Uv79b7KvvyGQVANA16kT0TNvIOfe+/Db7URPmULVitoC0d6i+usSAqDVorZYMGZkkPfAgyG7uDMz8RUVoSQloTrBuphCtHXyChfHrNrh4Jt//Y2D2w7f+VL8frb++AMAZ157I3qjqbWGd1IJi4omLCqaTv0HHfc1yvNzef8v9+CqOvylc9Hsl+g8aCgTbroTiy2yKYYqTiLxEUYuH57G6z/vDdl+bv+mTzzQWOXVbh7/YmsgCDvSkh2F5JQ56Z9qY97MU8gsrGT1vlJSo8wM7xxFgrXt1lUTbZ8uIYHUOW9S8p/XsX/2GYrLhXnECOIe+DP69PRmf3x/VRUVP/5E3v/93+GizFotsXfege3SS9Fag/c+6mxWtNYIOi9YQM3OHdRs244+LRXF6yX3wYfw2+3o0tIwDRpEyev/BcA04PCSecXnw1tQiL+6CpVejyY6Gq3VStSMGfhralAaWEXj3LQZtdWKsWvXkO3ekhL8VVWg1aKNikZtlAQ6on2SQEwcs2p7eVAQdqRtPy/llAsvQ59w8gZifr+PytJSKstK8bhqsMbEYbJaMZiaPjnBifLU1PDr/A+CgrBD9q1fQ1l+rgRi4pgZdRquPqUTq/aVsiG7PHBcpYInJ/chPrz1vjRV1HhZ28CyyR93FtE/1UZChJGECCOjuza+aK5o//xOJz67HVQqNFFRjc4C2Fj6pCTi/+8hYm66ERQFtcWCxtoyyV/cB3PIve++QJINALxeiv72EqY+fdCOGlXnHJVKhS4pEV1SIsb+/an6+X+Uvfse2qgoIi+5BGO/vuQ98igAxgEDAlkPvWVlOL78kqLZ/8Zvt4NGQ/hZZxF3z92Yhw/D53Cg0ulqa6WFoI2Lo+D550l8/HFUOj3a2BhUKhX+6mqcmzdT8PQzuHbvRqXTYb1gMjG33tosmSWFaG4SiIljVl1eWm+b4vc3mFa9o/N5veRl7uSLF5/BWVG710qlUjPk3AsYdsHFmCPaVra1mqpKdq/6td72Hb/8RErPPi04ItFRpEaZ+deVg9hfXM1PuwqxmfWM7xVPXLieyFZM/65WqdCqVXhDJBIBMBs0LTwi0RYoioLnQBZFr75K5Q+LUen0WC+6iKirr2ryL/hqgwF1CwcNisdD2QcfBAdhRyj696sY+/ZtMEGHLjoa24VTMA0fhregkNK336b41VdR6fXYLruMmJtvQhsTg+Lz4fjqKwqefe7wyT4fFYsW4TmYTdKsWYEAqvyTT+s+TnISittF9f9+wb1/PyqVmqrfVhA2ZgyuzEyyrrk28Dxqk398SvWGjaTNebNVsk4KcSIkEBPHzNRQMKFSoW+DMz8tpaKkmE+ffgSvxx04pih+1ny1kOiUNPqecVYrji60hvaTqTXypfRkVO3yUlbtxq9AhEmL1XR8mQJTIs2kRJoZ3a3tzCpFmnVM6pfIF38oYH3IGT3ki9zJyJOdzb5LLsFfUfH7kWpK58yhYskSOr09F11C6AQu7YXf48G9f1+97Z6cHPw1NUfNlAhgSE7GkJyMLiGeuDvuQGU01O4zM9bun/QUFlI8+98hz63ZshX3/v248/OJvvFGvOXlVP6wJNCu75xO/F/+Qt6jj4FKhb+qisIX/0b8k0/gs9vRREeTvmABRX//O1U//xw4z52ZiSszUwIx0e5IICaOmcUWSWynzhQdqPum3mXICMwttMyiLdq3fk1QEHakFZ/Oo/OgIVhsbScBhik8gt5jzmTT4m9Dtvcec2YLj0i0tgMlVbz43U6+3ZKP168wMiOKR8/vQ7e4MLQdYH+UTqPm5tO7sGZ/Kbn2mqC2+yd0J8IkH4snG7/LRcncuUcEYYd5DhygatUqbJMnt8LImo7aYMA0eDDVK1eFbDf16XPMWRv1SUkhjytVVUHJPf7ItWcvxl692H/Z5XR6710iL7kUn70cdVgY3vwC8h5+BG9+PpbTTqN6zVqSZj0PPh/evDxce/eiUquJu+dulLvuZP9FUwPXrfrf/zB2747GakXVxEtKhWgu8okjjpnZamPyvX/hi789ExSMpfbpz7g/3YTBbGnF0bWuoqz99bY5igrxeX0tN5hG0Or1DJ98MfvWraaiJDjbVb8zJ9RJjy86tpyyai55bQWFFYcLGq/YW8qU2cv55o7T6BLX+um1T1ROuZO7PlzPI+f35mCZkzX7S7Ga9JzVO47f9pRQUeMlVjLUn1R8djuVS5bW2+744ksizj47MOPTHqk0GmxTLqT0rbkoNcE3IFCribn1FjTmplnNojIYQKsFb+isqdqYaBS3C19pKWXvvofKoKfsg3m1+8V+X3KosdmIvfsuVCYT7gMHcG3dSvG/XwWf7/CYb7mZtHfeIWv69NpDJjMH77ob6wUXEDHh7EbN7gnR2iQQE8fFFp/A1L88RbW9HKfDjsUWidlqwxR+cr/xJffoxeYli0K2RaekoWmDd+mscfFc/sQs9q5bzc4V/8NgtjB40mRi0tJP+v+eJ5tlO4uCgrBDXF4///4xk6cv7ItJ174/Nsqq3ewsqOTm99bRPT6MXokRlFW7uX3eemo8fs7oGUdGbPsJOKvdXtxePxaDVjI6HieVWh2Uvv2P1OFh0AGWaeuSk+j07jvk/vkB3Ptqb6JqExJIfPJJdE2YtVEbHU3EuZNwfP5FnTaNzYY6LKy2gDVQNm8e0TNvIOU/r1E+bx6+8nIso07FNHAAuffeR8q//w0uN8Wv/Cv4Qn4/xf+aTdqcwWiio/GVlWEaMIDiV1/FuWYN+uQkLEckH/Ha7fhKSvDk5KKxWdHGxaGLlxuNovW1709U0aosVhsWq621h9GmpPbuh9ESRk1VZZ220VfMaLP/XhGxcQw4exK9x5yBSq1BZ5BUwCebGo+X77fm19v+v93FOJzeYw7EqlxeNGoVRl3Lf5H1+fyUOz2o1SoizbX73DRqVaB9V0EluwqC/1bbSzBTXu0ms7CS13/eS569hlMyopg2ohMpkaYOsYS0JWmio4m86ioKnnoqZHvUlVc2efbE1qDSajH160end9/BV16O4vejsdmafF+V2mwm9s47cR84QM2GjYHjGpuNxOeeRVFrsH/0MTG3346xZw9UegO6xCRsV12FWqul8KW/U/SPfwCguF3Yv6gb0B1S8uYcIs6dhLFXL8rnzw/MqBX+45+k9uqFNjIST2EhBU8/Q8X33wfO0yYkkPqf1zB0745Kparv8kI0OwnEhGhC4TGxXPbE83z9z1kUZx8AwGC2MGbaNW0++6DqJE+0crLTqtVEN1BoOdKsR6tu/BeWPLuTXzNLWLD+IEadhmtGptMrMYKYFkpdf7Csmk/XHuTrzXmYdBpmjEpndNcYbGY9KZEmDpbVrWEUbtASH9H2l59Vurx8uCqLvy7aGTi2OcfOe79lMf+mkfRNPnn36R4PlUpF+FnjcXz7Dc41a4PabJdeir5Ll1YZl6+6GsXjQRMWhqoJZ+S0MTFoY5o3gY4+KYnkv/8db24uzi1b0ERGorHaQKvBl5dH3D33kP/EExS/8goA6rAwUl55hYK/PkPNtm2HL6RS4S0srE3zHxmJt7QUpbo60OwpKCD27ruo2bIVTfTh/dfuPXtQXC78bjclc94KCsIAvPn5ZF37Jzp/+omkvRetSgIxIZqQSqUiJrUTFz/yDE6HA7/XgzE8HEtkNJoOsLRFdFxajZoZozqxcH1OyPaZYzIaDNSOlFvu5Ko3VrK3+HApiyXbCzmvfyKPT+5DTCOvc7yyS6u56NVfKTpimeU9H29kdNcYXrpsAC9eMoAZc1bh8h4u6qxRq5h1SX8SrS07G+z3K6iPIcAFKK5wMeu7nXWOOz0+HlywiXf+NJyoViwR0B7p4uJI/vvfce3ejf3zL1AbjdguughdWirayJatpegtK8O1Ywclb83FV1pC2NixWKdMQZeS0q5mb/SJiaiNRtxZ2eDz4Vy9mvLPPiPh//6PgzffjLegINDXX1mJz2EPDsIAdXg4sXffha+sDG9ePrqkJPxVVRS9/DLeoiJMAwdS+t77OD7/nLS35+LJzaNm82YsY8fWBnHFxVQtXx5yfL7SUlx790ogJlqVBGJCNANZtinao/RoC3eP78bff9gddPycPgmM6R7bqGv4fH4+Wp0dFIQd8tWmPK4+pVOzBmJur583/rc3KAg75JfMYnYVVDIk1cZXt49m/pqDbMtz0DnGwpUj0ki2mTC0wB44R42HnDIn89dkU1jhYmKfBIakR5JoNTXq/I0Hy6mnDBpbchyUV3skEDsOuthYdLGxhIUobNxSfHY7Jf95ndK5cwPHarZspfTd90j/cB6GjIxWG9tx8fspeeMN3Hv2AKCNj8dXWRkUhB2iuN2ozObAjJc2LhZvYSH5jzyKJ+fwDSJ9ejqJzz1L3v/9Bdull+A5eBBdfDxqg6E26UhEBFW//MLBO+5EbdATNWM6GquV3Pv/XCdRiScrC049tRn/AYRomARiQgghALCZ9Vx7amcm9UtkyY5Cajw+zuwZR7LN1OjZsOIqNx+vya63/f2VWQxNj0TTQP26E1Fa5aq3RhjAR6uyGJURTbf4cO6f2INqtw+zVo2uhfawVdZ4+HTtQZ748vCd/6825ZESaeLDmaeQEnn05cH11OQVHYCnsDAoCDvE73BQ8MKLJM96Hk14+0nrqYmMxHbRRRS+8AIAupQUXJmZIftWfPc91vPPp/yjjwCIvv568v7ycFAQBuDev5+if/yTlP/8h8Lnn8d6wQV48vLYf/kVpL76Krn33Y/n4MFA/+pVqzGfeirp8z6g+N+vUrF4caDN0K1bUz9lIY6J7OgVQggREGHS0S0+nJvGduGu8d3pn2JrdBAGtUGC11d/pODy+po9kFA3sHzryGQdOo0aq0nXYkEYQEGFKygIO+RgmZN//LAbpyd0yu8jDUi1Ud9T7J0YgdXU/hNLnKyOLFJcp+3HH/HZHS04mhOnUquJOHcS+t9n8nwlJejqqT9WsWwZYWecjrF/fwB0qam46wnaarZswVdcRPVvv1H+8UdoY2OxjB5N5fLlQUHYIdXLl1OzfTth48dhOe00oHZmTZeW1gTPUojjJ4GYEEKIJhNl0TGpX0K97ZcNTW3WrH7RYXqmDkmpt/2K4WnHvCerKf24s7Dets835FBaGbog/JFiwvTcNa7unXyDVs1zF/U7psBZtC2K33+0Hi0yjqakS0ggbc6bJDzxBBqbDWOP7qhClQvw+ajZvIXEZ58l6W8vHrVkgP/3JYyKy41KpyPstNFU/PBDvf0rl/1I1W+/EXnlFZiHDyf1jf82ecZIIY6VBGJCCCGajF6r4brTMoi26Ou0DU6z0aeZM/rpNBpmjKxN4/5HE/rEt3pR6oqa+me8PD6l3r1fRwo36pg+Mp15N4xgTLcYuseHcdWINL658zR6J0rtv/YsbMyYetsso0ejsbbPjJi6hAQiL7u0NmV83750mvsWmj8kQYmYNAnz8OEUPv88+U8+hVqnp96pX40Glb72PcYyZgzVa9bU9m0gkFX8fiwjR6L4/CT/6xX0KfXfsBGipcgeMSGEEMelwFGDw+lBo1YRadEHanWlRZn57NZTeX/lAb7enIdRq2H6yE6c1TuhRdLDJ0ea+fjGkfywvYDP1udi0qv506md6Z9ibfaMjUcztnss//hDMpRDhnSKJNzYuI/lSIuekV1i6Jdsw+X1EW7UodfKvdX2Thsfj+3yyyj/8KOg42qLhfgH/tyu9oeFciiQ1PTtS+eFC/Dk5eN3ONAlJ4FWi+Lz4Vy3Fn9VNZU//Uj4hAlULFpU5zrWyedTuWwZ2qQkTAP6U/Laa2jCwwgfN46yDz4I+dgRk85BExUFfn+7yj4pOjaVosi23xPlcDiwWq3Y7XYiIuRupDh5KH4/1RUO8PsxRkSg0ci9nZNBtdvL2gNl/N/CzWSX1tbjGpRmY9bU/nSNCwt8yfH4/JRXu1GrVK2yXE5RFBw1XrRqsBjaxr6p4koX93y8gZ93FQcd16pVLLhlFP1TbK0zMNFmeEtLcW7eTOmbb+IrL8cyejSRl19em76+mZLctBXeoiL2X35FbYIOrZak5/9K9apV2D/7HMXlQmUyYZs6FdOgQbh278Z6/vlkXXst3sJCUKtJfe1V8h59DG9+cHF605AhWC+4AFO/vuybejGJzz6D9dxzUXWAQt2ibWpsbCCBWBOQQEycjCpKS9i54n9sWvwtPq+XnqeOof+4iVjj4lt7aKKZbTpYzgWzl9dJumE16fjq9tGkRklh8IYUOmr4clMec37ZR1m1m5Fdornv7B50ibWg10q9QVHLV1GB4vGgDg9HfZIEDIqiUPb++xQ8/UztAY2GiHMmEn7WWUBtlkN1RAT4/WgjI/E7nZQvWEDhrBdqj8XHk/DE4zg3b6Hyhx9QGQxYJ5+PaeBAKn/5BV1cHH6/H8vw4eDzoTIa0UsdMdEMJBBrQRKInbhqezk+rxed0YjRUncPh7OiAr/Pi9EShuYk+UBqyypKilk460mK9u8NOm6JjOKKJ1+QYKwDczg93DZvPT/vKgrZ/vjk3lwzqnOTP67H56Os2oNapTqu5YVFFS68fj9hBi3hxtZ/D/H7FYoqXfgVpc2MSYi2wFtURO4jj1L1449Bx+MfeRjr5MlByzPdeXmUvfcelhEjcO3ajcpixtSnD84tW/CVlKB4PFQu+xHX7t1EXXcdYWecjlJTQ/Hs2XhycjB07UbMLTejTUpCX082RyGOR2NjA1lHJFqF1+OhurwUd00NPo+HTUu/Z+evPxGf3pVTL7+amLRO6I0mKsvLOLh1M2u+XoirqoqMwcMYNPE8rLHxHX6JRluWs3N7nSAMoKqslE1LFjHq0mmyTLGDqnb72JhdXm/78swSrhzeqUn3K2WXVvP+ygN8szkfo07N1ad04uw+jdtvVlThYtnOQl77cQ/FVS6GpkVy74QedIkNw9iCaev/SK1Wtch+OdF6/C4XvrIyADQ2G2qj/PduDG1sLEnPPoMnN5eq5ctRh4VhOfVUtLGxaCyWoL6+8nJK35xD6Ztz0HXqROqrr5J13XV48/LqXLd07lxsF05h73nnB455C4uo+vVXkv72IuroaLQGyTgqWpZ8UxItrrKslLVff8aG77/G63JhsFgYcNYkRl8+nSVvvkrWo5uYcv8jJHTtztI3X2X3ql8D56775nO2/vgDVz7zN6KSTo6MRz6fl2q7HRQFg8WC3lg3G1xL8rhcbP1xcb3tO5b/zKCJ5xMWGdWCoxItRadRkRBhxO70hGxPtpnw+nxNFohllVZz0b+XU3xEWvdHPt/KwvU5vHrVkAaDmbIqN898vZ3PNhwuCLt0ZxE/7S7mo5mnMDRdXqOiebgPHqTkjTdxfPkFil8hfOJEYm++Cb3UrWoUbVQU2qgoTH37NthP+T2FPYDnwAHcWQdCBmFAbXr8bdtQW6347fagpoJnniU5Pp7yDRsJH3cm2oQENKbW/awVJweZUhAtorK0hOLsA5Tl5/LTO2+y5ssFeF0uAFxVVaz6bD6luTn0HH06KAo/vzeH8vzcoCDsEFd1Fcs/ehe309nCz6LlVZQUs2L+B7z759uZc/eNfP/ay5TmZOP3+VptTCq1CrW2/ns4Gq1WMlJ1YNFhBm49s0vINpUKxnSPZVdBZZM8lsvjY84ve4OCsEPWZZWzNcce4qzDChw1QUHYIT6/wsOfbaG40tUk4xTiSO7cXA5Mu4ryDz/EX1WN4nTiWLiQ/ZddjjtEsWFx/DTR0cEp7o9SEF3xK+CtexPJV1pae7MzozP5Tz5F5dJleB0VTT1cIeqQQEw0K4+rhn0b1vLBI/fx9n23UpaXy45ffwrZd9MP39LjlFMBCI+OYddvy+u97u5VK6ipapove21VeUEenz73GCsXfoyzwoHX5WLniv/x3kN3U15Qzx2/FqDV6Rk44dx62/uPn4g5on3WuhGNMzIjmiuGB9/Z12vUPHZ+Hz5bn8MrSzOpcjX8hagxyqo9fL0pv972j9Zk4/XVXzdo1f7Sett25Fc0WNOroympdLG/pIrs0uom+W8jQlMUhYrFi/EWFNRp85WVUf7ppyhe+fdvKtroaCLOPfx55MnNRZ+REbKvymhEY7Hgr6qu06ZNSEBtMgMqYm6ciTY2Bl9ZKT5nTXMNXQhAliaKZlaac5AFf30cFAWtTo+zwlFvX5/Hg+/3mR5FUVA3sMdIrVbTkedcHCVFZG3ZREn2gTptHlcNKz79kLNvuA1dK+05iOuUQdehp5C55reg4zGdOtNj5Gmyf6+D02s1dI4289Y1w9hTVIlJpyEuwsgHK7NYtrOQLrEWnG4fFsOJfcSoVKDV1P+Xrteq6633CmDW178HTKUCzUnwMnW6vWzOsfPo51vZkV+BRq3inL4JPDCxp2S3bAb+ioqQda8Oqfh+MVFXXYU2OroFR9VyFEVBqalBpdOhamDlRFPRhIcT98Cf0URFUv7Rx5S++y7xf/k/cu69L2jZIioVic88Q9nChXWuoUtLI/Hxx8n9859x7/1977NWi+3SS4i+/no0JkniIZqPBGKi2biqq1n+8XscynHt9XowHGXNtVZbmznM63bTZehw1nz5ach+PUefjjG8Y2ao9LhqyFz1Gzk7ttTbZ+/aVdRcWdlqgZjFFsn4G25lwNmTWP/dV/g8HvqecRbJPfsQHtUxv2CIw0w6Ndml1fx10Q4SrSbcXj9FlS7Meg1XndKJSX0TKHd68KMQF378r9Foi55Lh6byzyWhCyBPG9EJTQNB/7D0KNQq8IfIDXx699hAAeqObFdBJZe//lvg38DnV/hqUx4bssv5+MaRJNlkH0yT0mpRmy31NqstFtB0vBIFiqLgycmhYtF3VP36K9rERCKvmoY+JaXZi1DrYmOJu+ceoqbPQHE6UYWHkfHZQuxffYVzzVr0ndMJGzsWtdWGbfLk2myM/sMz6bF330XuAw/gLToiE6zXS/kH89DGxhEz8wZUHfC/mWgbJBATzcZT46Rgb+bhA4pCtcOBNS4ee2HdZRtJ3XtSuH8PBrOFERdeSu7O7fQeO45tPy0J6meJjGLkRZej66DZjaoddg5u34zeVP/dar3J1Or7sCy2SCy2SFJ690Xx+9EZJCPYyUKv1TD91HTmrc4mp7x2r2ZsmIEXL+nP+yuzuHrOKnx+hU7RZp6Y3Ieh6VGEHcfsmFaj5rJhqXy5MZe9xVVBbef1T6RrXN1SF0eKDTfwzIX9eGjB5uDjYQYePb9Ph08ZX17t5rlvt4cMRA+WOdmQXS6BWBPTmM1EXTODquWhl9ZHzZiB1mZr2UG1APeePey/chp+x+FVL/ZPPyXh8cexTj4ftbn288xbUoo7OwvHF1+iKArW889D36lTYIbQX1ODr6ICtcGA5hjKAamNRvQpyUHHYm66CcXlQlGrKXn9v5TMnk2n+R/T+dNPKF+wAPfevZgGDkSl0wUHYUconTsX25QL0EmtMdFMJBATzUaj0xEeHUO1vTxwbOXCjxl//S189+o/qCovCxy3xScyZtq15OzczqTb7+N/896mOPsAp10+nSn3P8Kmpd/hqqqi24hRdBs2kojYuFZ4Ri1D8fnZv3E9E2+5i60//hCyz8Czz8XcRj7MtbqOP6sg6kqLNPP2n4Zz90cbKKxw8fB5vXj0i60cKDm8HOhASTXXvLWaeTeMYGSXmON6nCSbifdvGMGvmSV8uu4gJr2GGSPT6Z0YcdR6Yma9lvP7JzIozcaHq7LJLXdyRs84xnSLITmy4y/Lc7p9rNlfVm/70u2FTOonXzCbmrF3byLOOw/HV18FHbecfjqW4cNaaVTNx1teTt6jjwUFYYfkP/UUllEj0ael4S0pIf/Z56j4+utAe/m8eYSdfTYJD/8Ff0UFJW/OoXrNGvSdOxN7552o1Cp8lZVoo6LQREUdUxCrUqtR/b4KJ/Lyy3Dv3cOBSy6F2Fgy3nsX+5df4S0uQtm8ud5r+O12FNfhpD6+qir8FZWgVqGNjpaZMnHCpKBzE5CCzvXLXP0bn7/4dNAxW0ISp146DYPFgqOokMikFPxeD3vWriZ/zy7yM3cF9e9+yqmcNfN2VCoVepO51WeCmlu1vZz5Tz9MxuBh1FRWsumHb4Pa4zt35YI/PyJLAEWrUxSFAocLh9PNvpJqbnx3bch+fZIiePe64URZTmwW2+504/T4cHsV9Bo18RGGRr8fKIqCz6+gPRk2hv2uwFHD+a/8QmFF6OyQd5zZjXvO7g7UFswur/agUauJssjNlRPlLS3FnZWF/fMvwOvFOuUC9J3S0cZ0vPdt94ED7Jkwsd72pL+9iPXcc6lYtoyDN98Sus9LL1H8yiu49+1DExlJ0guzKHrp79Rs2xboYxlzGolPPYUuPv64xum12/GVlOA+kFWbjMNuJ/eBB4m76y7yHn445Dlqq5WMzxaijY3FfeAARf/6F2FnnIGpf39QqWq/l0hJAhGCFHQWbUJyj94Mn3IJqz//FEWpXZNdUVIEKjXJPfvSeaCRaoedT55+mKID+0JeQ6PVojMY0bTAxt+2wGy1cea1NzH/yf9j2AVTmXzvX9i3YQ0el4uMQUNI6t5bgjDRJqhUKhKsRhKsRj5cnV1vv625DpxuH9S/deaoCh01zFm+j3dWHKDa7SM+wsCfJ/TkzJ5xRDYicFCpVA0m/jgav1/Bpyjo2lEgFxtm4PrTMnj2m+112lQqmDwwCUVRyC5z8t5vB/h+az5mvZY/nZrOmO6xxEnB6eN2qA6WeeDA1h5Ks1OOUk5FcbnwVVZSOnduvX3K3n+fsDPOoHTfPmJuuonCWS/g2hV8U7bq5/9R8OyzJD7zDJqwhpcl/5Hf5aqdyfL7MfTsgTY6GsXtJvGJx1H8CtrY2JDLE6Ovvw5tXByuffvYf/EldP7ic6pXr0ZRFFReL57ycnyVlWjCw9Gnph7TmISAdhSIlZaWcvvtt/Pll1+iVquZOnUq//znPwlr4I/x9NNP56efglOl33jjjbz22muB37Oysrj55ptZtmwZYWFhzJgxg+eeew7tSfKlv7mZIiIYfsEl9D3jLEqyD6DR6YlKSsFii0Srr/3yZI6wMvT8i9iy7HvS+w8GlYqsLRs5sHkDKAqDJk4+aYKwQxK6dOWKp17gx3ffZN2iL+k6eDhdR4wipWcfLLbI1h6eEHUkR9a/18hq0qFRH38QVFbt5j8/7aFbQjgvXjIArVrF1lwHz36znWq3lyuHp6FppgCpvNpNVmk176/MorTKzXn9EhneOYrEdrC3Sq1WMWVgEiv2lrBsR+Hh4yp48ZIBJFqNHCipZsq/l1Nefbi20n2fbGJMtxj+dukAYk8g2Yo4OWisVvRdu+LOzAzZbho4EMXrxV9VFbIdwF9ZidpoBLUaXWpKnSDskIrFPxB3zz3HFIh5iooo+e8blH/0EYrLhcpkIuqqaUTNmEH4uHF4SkpIfeO/5NxzL+49e2pP0mqJnDYN20UX4Xc6KXrp76TP/5jyj+cTedmlFP/3DewLFsDvpQgMPXqQ9OILqGNj0beRbQOifWg3326nTZtGXl4eixcvxuPxcO211zJz5kw++OCDBs+74YYbePLJJwO/m82H9wX4fD7OPfdcEhIS+PXXX8nLy2P69OnodDqeffbZZnsuJxuD2YzBbCYyof4UsMk9elGWl8OWHxej+BW6DDuFwedMpiTnIJGJJ1/qWJ3BSGK3Hky5/xE8rhrUajVmqw21rEcXbdS4nvE8+80OfCEyQ/zp1HRij7KfqyFlVW66JYTzzx92k2evreszOC2Sv106gL99v4txveKbJemE3elmzi/7eHnp4S+Yi7cVkBplYt4Np5DSDvaZxUUYefHi/uTZa1ixp4QIk5ZTMqKJDTegUsG/lmUGBWGH/Ly7mD2FVRKIiaPSRkeT+OQTHJg+IxCYHBJ59dVoY2JQWyyEn302NVu2hryGZdRInBs3oDaZ8JWX1/9gfn+DAd0f+SoqKJz1Ao4vvwwcU5xOSv77Br7KKuLvvw9ddDS66GjS3p6Lr6QEpaYGTWQU2pho1GYznvx8Kn/+mbh77yH8nImUz5+P/eOPgx7HtXMn2TfeRNqcN3FXV6MKD0fXzNkiRcfQLtZYbN++nUWLFvHGG28wYsQIRo8ezSuvvMKHH35Ibm5ug+eazWYSEhICP0eu0/z+++/Ztm0b7733HgMHDuScc87hqaeeYvbs2bjd7uZ+WuJ3FSVFLHjucX779EPK8nIpL8hj7VcLWTLnNbqPGIUx7OR9MzOFhxMRE0tYVLQEYaJNS7Aaee2qIej+sPxvbPdYrjjBGavccicPfro5EIQBrMsq496PN3LHuK5U1NQNJJpCXnlNUBB2SHapk9d+2oPL2/CSrLYiOsxA32QrN4zJ4LJhaXSKtmDWaymv9vDt5vqLw3+67mALjlK0Z8Y+fei84FPCJ05EGx+PsW8fkl95mZibb0ITEYFKoyHi3HPRxNRN2qOJiiLsjDOo+nUF/upqNJENrPrQaFAfw2yYt6S0TtKUQ8rnz8dbXBL4XRcTg7FHD0wDBqBPSw1kekSlQh0fj7ewEI3JRNn7oScAvLm5eLKz8Xu9+EtL8RQXN3qc4uTVLgKxFStWYLPZGDp0aODY+PHjUavVrFy5ssFz33//fWJiYujbty8PPfQQ1UcU+FuxYgX9+vUj/oiNnxMmTMDhcLB1a+i7NgAulwuHwxH0I47fvvVrKc2t+4HvKCpg18rlKEfU+xBCtE1GnYYx3WJYcu/pvHLFIJ68oA9f3T6aly4dcEJ7jSpq3PxvdzFGXd2Pq5IqN3uKquqkxi901LC7oIK9RZWUVoVOVNEYXzcQpMxfc5DSqvZ9w06FqsElo38MqoWoj9pgwNi9O4nPPE36/I9J/e9/iTjrLLRRUYE++uRk0ud9gO2SS1CZTKiMRqwXXUT6h/PQxsbW1lhTFNx79mIcMCDk41gvuADNMRTD9pWVBmqZ1uH14jsiq3N9NFFR2CacjcpgxF9T0+CMnGvPHvyVlSgeD77S0kaPU5y82sXSxPz8fOLigtOVa7VaoqKiyM/Pr/e8K6+8kk6dOpGUlMSmTZt44IEH2LlzJwsWLAhcN/4P2XcO/d7QdZ977jmeeOKJ43064gg1VVVs/XlJve3bfl5Kn7HjMEdYW3BUQojjYdBpSIsykxZ14kv28sqdrN5fyteb87GadLxyxSB+3VPCW8v3B/Xblutg+imdAHC6vazLKuehBZvJKq296dY/xcqsi/vTPS4c9THuU6t2e+ttc/v89X6/ay+iLDqmDkmp8296yCVDJfmAODYaiwWNpf6sPPrUVOL/8hdibq3Nnqix2VAbjSh+P50XLsD+xRdU/vYb8Q/8maLZs6le/mvtiWo1EeefT+xddzZ4/T9SH6Wv2nz09yq1TkfU9On4a2rA70dtMeOvqg7ZV9+5M96cHDSRkajDwvAUFqKL67jldsSJa9VA7MEHH+T5559vsM/27XWzPTXWzJkzA/+/X79+JCYmMm7cOPbs2UOXLl2O+7oPPfQQ99xzT+B3h8NBqmTLOS4qtQq1pv6XoUar7fDp6oUQwQ6WVXPFf38ju9QZOPbxmmxuOb0L00ak8f7KrMDxjBgL5t9nxPYWV3H1myuDChhvOmjnkldX8M2dp5F6jAHihD6JvPnL/pBtp3ePJdzYLu5l1kuv1XDd6M4s3lbAwTJnUNvUwcmkRbf9PXCi/VEbDagTEoKOqdRq9KmpxNx0E36nE5VOR/JLL+ErLcVfVYUmIgJNdPQxBWFQm72yvkQixv790RwxY9cQXUICnrIy8PmwXXYZpXPeqvtYCQno09LwlZejUmtQ+RUUT/MsmxYdR6t+itx7771cc801DfbJyMggISGBwsLCoONer5fS0lIS/vDH3JARI0YAkJmZSZcuXUhISGDVqlVBfQoKCgAavK7BYMBgOLF6OKKWwWRm4NnncnBb6IKKA86ehClcarMJcbJwur28vGR3UBB2yL9/3MNb1wzjo9XZeP0KGrWKyQNrk/lUujz8ffEuQuQKocLl5ZvNecwck3FMN3YyYiyc2iWG5XuC93oYtGoePKcX4UbdsT25FpJX7mRTjp1fM4tJjTIzvlc8CVYjRl3dfaYpkWY+vnEky3YU8sXGXMKNWq45tTM9E8KJPsG6b0IcK5VGE8iIqDYY0FpPbDWMNiaGlH+9QvZ11+PJyQkc16enk/y3F9E2tB/tD3SRkXgrKoi84gp85eXYP/scft86oe/SheS/v4RzyxZ8JSWYBg3CW1iIsQPWjRNNq1UDsdjYWGJjY4/ab+TIkZSXl7N27VqGDBkCwNKlS/H7/YHgqjE2bNgAQGJiYuC6zzzzDIWFhYGlj4sXLyYiIoLevXsf47MRxyu5Z29S+/Qne+umoOOJ3XrQecCQVhqVEKI1lFV7+Gx9/UmYVu4roX+Kla25Dv515eBAtsTyag8bs+31nvfrnhJmjOqEUdf4j72YcAN/v2wA32zOY87y/ThqPIztHsvtZ3YjvY3OFmWVVHH567+Re0Rik+e+3cF/rx7C6G4x6LV1g7Ekm4lpp3TigkHJaNUc07+REG2dIT2dTh+8j+fgQdwHc9CnpaJLTj6uJYPa8HAIDyfmjjuIuvZP+MrKUJtNqC0WvOXlqLRaLKNORUFByS+QZYniqFSK0j5WuZ9zzjkUFBTw2muvBdLXDx06NJC+Picnh3HjxvHOO+8wfPhw9uzZwwcffMCkSZOIjo5m06ZN3H333aSkpARqi/l8PgYOHEhSUhKzZs0iPz+fq6++muuvv/6Y0tc3tnq2qF9lWSkFe3ez4ftvUBSFAeMmktitB2EtWLjY7aymqrwMn9eLSq3GFB4he9OEaGEHy6oZ/fyyettvHJPBxL4JxIQZiI8woNdqKK92sy6rjJcW72JLTujkSdNHduKx83ofV/ZGRVEoqnTh9ytEGHWBpZBtTUWNhzvnrWfpzrqFaQ1aNT/cM/aYl2cKIernKS7BX111OIGHSoXKaMS5dSvhI0cGJSsRJ5fGxgZt89MkhPfff5/bbruNcePGBQo6v/zyy4F2j8fDzp07A1kR9Xo9P/zwA//4xz+oqqoiNTWVqVOn8vDDDwfO0Wg0fPXVV9x8882MHDkSi8XCjBkzguqOiZYRFhlF2JARpPUdCICuhZd+OooL2f7Lj6z75guq7eVY4+IZev5FpPUbSFRicouORYi2RFEU7E4PapWKCFPzL8ULM2g5JSOK3/aGzjg2oU8Cg9KClxMVVbqodvl47Lw+lFW72Zbn4L3fDlBceTir4ZUjjj+FvkqlIq4d1NMqrXKzbFfdIAzA5fWzLc8hgZgQTUgXEw1E4y4sRKmurg3EAOuZZ6I2tf2i76L1tZsZsbZMZsTat5rKSn5+fw6bl35fp+3Uy66iz+lnEy53tcRJKLfcyXdb81m4Pge9Rs01p6YzPD3qhNLRN8a2XDtTZv+K2xdcuuK0rjH8/bKBxIQfvlHjqPHw3ZZ8Zn23k6KK2lT1g9MiuXNcVx77Yiu55TU8d1E/JvZNwNJGZ7KaSmZhJeNf+qne9llT+3PpMEksJYQQza3DzYgJ0VyqysvYvGxxyLbVXyygy5AREoiJk05uuZPLXl8RlDRjzYEyRneN4aXLBjTrDFHXuDC+umM0f1+8i192F2M165gxKp2JfRKIsuiD+m45aOf+T4L3l67LKuPe+Rt565phFFW66ZUY1uGDMIBwo5Zkm4mc8rqJTqA2lb8QQoi2o10UdBaiOTmKCuot+Oh2VuOsqGjhEQnRurw+Px+uygqZufCXzGK25zZvEXu9VoPNpGN4ehR/Oa8Xfzq1M99uzue8V35h08FyfL+nRiytcvHst6FLnBRXulm9v4zlmcVEGPUh+3Q08RFGHp/cJ2TbhD7xzT6TKYQQ4th0/FuEQhyF3tTwngm9rPMWJ5nSKjefrsupt/39VVmM7BKDXts89/LcXj+v/bSHOSEKDV/15ioW3XUaKZFmXB4/2xoICjfn2Ll/QveTYjbskJEZUXxw/Qie+WY7W3MdRFv0zByTwUWDk+vMJgohhGhdJ8+nk2jzygvycVdXodZqMYVHYLE1vr7HiQiPicUUYcXpqJv6Oq5zF6ljJk46CrVJOuptV6A5y6wXVdTwwaqskG2VLi9bcx2kRJrRqFUkWutfitctPqxdJNmoT2WNlwqXBxUQHWZA14hkI2FGHaO6xvDOdcNxefxo1Cpiwgxo1M35X0wIIcTxkEBMtLpqRzl5u3ay7O3XsRfWFtRO6tGLs66/lZi09GZ//PCoaKbc9zDzn3kYr8sVOG622ph4y91Y4+KbfQxCtCVRFj0XDk5h9rLMkO1XDk9DdwyzYfl2J5tz7CzeVkB8hJHzBySRZDUSVk9BZLfPT43HH7INILu0NjtubLiBW87owl8WbqnTR6tWMalvItrjzJTYmjxeP3uLq3jhux38tKsIs17LVad04upT0kiwNm6GXooxCyFE2ydZE5uAZE08MdnbtvDxkw/V2adlCo/giqdfJDIhqdnH4Pf5cBQXkb1tMyXZWSR07U5Cl67Y4hOb/bGFaItyymqTdRwsC55tGpkRxT8vH9To/UY5ZdVc9eYq9hVXBR1/7qJ+TO6fhMVY935gvt3J5H8tp7DCVacN4KMbT2FE59oag8WVLv72/U7mrcoOtJv1Gl67ajAjOkdj0NUtYNzW7Sqo4PxXfsHlDQ5GeyeG89a1w4mXvV5CCNGmSdZE0S5UlBTz6/z3QybLcFY42L9hHZETmz8QU2s02OITsMUnNPtjCdEeJEea+PjGkXy9OY/P1udg0KqZMSqdUzKiGx2E1Xh8vLxkd50gDOD/Fm5mROcoMoxhddriI4zcN6EHf/5DNkSALrEW0qMtgd9jwgw8eE4vrj8tg135FYQZtXSOsRAXXlvsua3y+RUKK2pwefwYtGriIoxo1Coqa7y88N2OOkEYwLa8CrbnOSQQE0KIDkICMdGqvB43hftCL38CyN66iQFnT0Ktbn/Li4Ro75JsJq47tTMXD05BpQKb+diSPZRUuVm4Pjdkm6LAT7uKyIitG4ipVCrO6h3P01P68uL3Oymv9qBSwbiecTw+uU+dQMRq0mE16egS4lptUUmli8835jJ7aSYlVW4izTpuPr0rFw1KxuP389PO4nrP/WpjHqf3iGvB0QohhGguEoiJVqVWqQmLjKbUeTBke0RcvARhQrSiGq8Pp8eHoiho1CrC69nXFYrfrzCscySXDk1Fq1aj16pYn1XO+yuzsDs9lFd76j030qznimGpnNkzjsoaL3qtmugw/TE9flvkdHt543/7ePWnPYFjZdUenv1mO3l2Jzee1gWLQYO7OvQeOZu5fT9/IYQQh8k3XNGqwmJiGXTO5NCNKhV9xpzZsgMSQgQcKKniLwu3MPaFZYyetYzbP1jProIKvL76E2kcSatRMaZbLI9+vpVbP1jHDe+sZX12Oa9cMYi4cANju8c2eL7y+48fpfZ/ldrgLrfcyfY8B5mFFZRUht5HdiSfX6Gsyk1FTf2BX0spqnTxxi97Q7a9s+IALp+Pq07pVO/5Fw1Jaa6hCSGEaGEyIyZalUajIWPQUPJPH8/WH384fFyrZcJNdxEe0/AXNSFE88gpc3Lpf1ZQ4Dgc6Py4q4iV+0r55s7RdI45+jLAVXtLee7bHUHHVuwpobiyhv9OH0KkWU9RhYvY8LoZ/sqq3Hy5KZcXv9+Jw+kF4LSuMfzfub3423c70Gk1VNR4sTs9vHhJf7rHh6NS1U3RfrC0moXrc1i0NR+LQct1ozszOC0y5GO2hNIqDx5f6BxZPr9CSZWbK0eksXRHIVv/UCPtnrO6kWyT/WFCCNFRSCAmWl1EbBynXnY1QyZdQF7mLgwmM7HpGYTZItGbGy62LIRoHst2FgYFYYc4PT7+89NeHp/cB2MDGQkLHDXM+m5nneOD02zcNb47b/6yn+WZxUSYdFw3ujNn944PJAFRFIWlOwp59POtQefuKaokt9zJ2X0T+d+uIrrGhTGmeyxzf93HrWd0IyUy+P0iq6SKqa+uoOiIWbNV+0qZ1C+BJy/oS0xYywdjxqOk/TfpNCRaTcy5Zhg78h18vSkPq0nPRYOTSbIZsZqkKLMQQnQUEoiJNiE8KprwqGhiO3Vu7aEIcdJzun0s2pJfb/tPu4qwOz0NBmI1Hl+dQsuRZh23n9mNme+uCdQJK6ly8/BnW1i8rYC/XTqAmDADhQ4XL/whiAszaPnr1P488Okm8uw1geNvr9jPw+f2Ykd+RVAgVuPxMXtZZlAQdsg3m/O5fnRGqwRiMWEGusaFkVlYWaetU7SZaEttoBUfYSQ+wsjY7pKYQwghOirZIyaEECKIRq0iylJ/UgirSYdWXXcZ4JF0GjXhhuB7fZcMTeXNX/aFLNb8064iskpqCzU7PT7yHTVB7VOHpPD2iv1BQRjUZl985uvtRBh1HFkWs6zazRcb8+od36frQicIam4x4QZeu2owsX8IAqMsel6/emijSwMIIYRo/yQQE0IIEUSvVTNjVP2z09eflkH0UWaTYsMNXHtq8DUGpNhYvqf+1Ozfb8sPPH7YH4K4UzKiWLajMOR5fgV25jtC7hGrzzF0bXJd48L5/LZTmTNjKPdP6MEb04fy5e2j6ZEQ3nqDEkII0eIkEBMntZrKChzFRVSUluDz+Vp7OEK0GV1iLdw8tkud42f1jmNs95ijnq/TqLnqlDQm9TtcJN2vKOgaKEdh+n2pY2y4nhkjgzMH+v21AVd9/lgAOdKsZ/KAxHr7XzSoebIPVru8ZBZW8vKSXTy0YBOLt+WTb3fW6ZdkM3Fmr3huPaMr43vHk2wzNct4hBBCtF2yR0yclDxuFyXZWfz07psc3LEVo9nCoHMm03/cBMKiolt7eEK0OptZz02nd2HKoCS+21pAjcfHhD4JpESajjobdkhchJFnL+zHPWd1J7OwitQoI5MHJvHJ2tDLAs/qnYDH50On0TBjVDqZRZV8t7UAgFy7k+7xYewqqLu3CmBkl+C/W6NOw61ndmXpjqI6+8TO7ZdIp+imTwRU7fayaGs+987fyKFVkvNWZdMp2sz714+ok0xECCHEyU2lHLmoXhwXh8OB1WrFbrcTERHR2sMRjZC7awcfPvpnFCX4Lnpyz96cf/dDWGyRzfK4FSVF5O/NJG/XTqKSU0jt3Y/w6BjUmvqTHgjRUWQWVJBrr+GhBZvrJPK4bnQ6Bq0Gj09hxqhOpESaKatyU1zpYk9RFQkRBpweH9PeWFlnZmxinwSevagvUZa6AeLB0mq+2JjLN1vysOi1XH9aZwam2ogNb/q9WAeKqzjjbz+GnLm7aFAyT1/YF7Ne7n8KIURH19jYQD4RxEnF43JR7bCzdO5/6gRhADk7tlFekNcsgVhZXg4fPfEQVWWlgWNavYFLHnmahK7dUaslGBMd20+7i3j95708MbkvWaXV/La3BKtJx1m949l0sJx//7gHgK835TL/5lEk20xEWvR0iw/H51fItzv59s7T+GV3Mf/+cQ9GnYYbxnRmUr/EkEEYQEqUmRvHduGKEWlo1SrCjfUnITlRy/cU17t88stNudxzdncJxIQQQgTIJ4I4aZTm5vDbgg/pOuwUCvbsrrff/o3rSO7Ru0kf21nh4NvZfw8KwgC8bhcLn3+S6c+/LMWrRYenUakocLi46b21XDwkhQsHJfHtlnzun7+RKvfhPZq59hq+2ZzHdad2Rq1WkV1azfLMYt5avp/iShdDO0Xy9p+GExduIDbccNQkHRq1ikhz89ffKq/21Nvm8Sn4GtrkJoQQ4qQjgZjo8HxeL+UFeXz8xENU28vpMngYGp0Onyf0lyZTeNNnLnM67OTt3hGyraayAkdJkQRiosM7rdvh13h8hJHXftrL1lxHyL5fbMjl4sEpVLq8zFq0gy83HU5F/922ApbsKGTezFPaRLp3h9NDbnk1fZKt9fbpnRhRJxOkEEKIk5tkTRQdmtvlwlFUiKuykqHnXYgtIYnMtavoMfK00CeoVKQPHNrk4/B5679TDuCqqmryxxSirYkNN3DbGV0B8Pj8DRaENurUlFS5KKt2BwVhh3j9Co99vpWSEAWbW1JFjYePVmcz8Z+/kFlYwYjOUXX6qFXwxOQ+jU5yIoQQ4uQgt+dEh2UvKmDTD9+xcfHXuKqqiEntxMiLryBn+1a6DDuF/MxdlOYGZ287e+bthEXW/SJ1ogyWcAwWS70Bly0hqckfU4i2JsKk4/rTOjOmewxfbszlwkHJrD1QFrLvef2TePqrbQzuVP/f47Y8B3anp1UDnEKHi2e+2Q7ArEU7eenSgQxMtTF/7UHKqt0M6xTJ/03qJTXChBBC1CGBmOiQKkqL+eG/s9m/cV3gWHH2Ab791984+8bbWf3Fp4y46DJ8Hje5O7cTERtP95GjCY+KQW9s+no+lsgoTrtiBj+88e86bX1OPwuz1dbkjylEU3F7fZQ7PWjVaqIsx7bXqtBRg9vnR69RExdhxGbWM7xzNP1SrJRVeTi9Ryw/7iwKOue0rjEMSLGSHm3mQGl1vddWqWr3f7WmJTsKAv/f5fVz27x1jOoSzQMTexJm1DAgxSZp64UQQoQkgZjokKrKyoKCsCP9tuBjhl9wMd/+62+ER8dw7h1/Jrln0ybn+CONRkP3U07DGBbB/+bNxV6QjynCyrDJU+l92hkYLZZmfXwhjoffr5BdVs3cX/ezZHsh4UYtfzq1M6d1iznq3qzSKjdLdxTw98W7ySl3khJp4p6zunNGj1giLQZMOi0mm5YXLu7ProJK5q3KAuCCgUmEG3Tc8eF6skqdvHfdCNSq0MWcT+sa2yJJOBpSWeMN+l1RYHlmCcszSwD435/PaI1hCSGEaAckEBMdUt7unfW2OYoKMIXX1nRI7NYDW0Jii4zJFB5Oj5GjSe7ZG5/Hg1qrwWKLlLT1os3aX1LFlNnLcRwRbNw7fyNn9oxj1tT+xISHXhJY7fby9q/7+eeSw9lJD5Y5uefjjdx7dnduOC0jsD9MpVKxt6iKbvFhjO4Sw9eb85mzfF/gvI/XZHPPWT148fvgv+loi55HzutFhKn50tH/UXm1m2q3D6/Pj9fvp8bjZ0z3WF5emhmy/4jOkYQb5WNWCCFEaPIJITokUwPF81QqNWarlYsffpqopJRmK95cn+bYgyZEU6tyeXlp8a6gIOyQpTsKOVBaVW8gVlzp4tXfa4L90b+WZjKxbwKKAhFGLe+u2M/sH/cSG27gzB7xvPXrvqD+X2zM5crhabw5Yyg/bC8gz17DqV1jOKt3POnRLTOTXOPxsSPfwTNfb2fNgTLCjVouHpzCiIxoSipdnNYthv/tLg46R69R88h5fbC18oydEEKItksCMdEhxXXuUm+K+ozBw7DFJ6I3m5tlP5gQHYHD6eG7rfn1tn+xIZch9STSKKl0Ex2mx+PzU1zpDmpzef3sLqjklvfX0SM+nP+b1JOvN+dTXOkmz+5ECbEE8YNVWSxYf5Bv7ziNqDA9VlPLBjfbch1c/NqvgeWRDqeXOcv3sz6rnKlDUrh4SApju8fy9or9lFd5GNU1hnvO6kbnGFlyLIQQon4SiIkOKSImlvPuepAvX3oWv+9woVhrfAJjr/4TYVHRrTg6IdqB3xNheHyhixDrNKGrnzicHkw6TWD5YWy4gfd/O8CPu4qOOLc2wcbOggru+XgjT03py10fbsAfKgr7XY3Hj1dR6gRhpVUuskqqWbAuB6/fz5RByWTEhNU7W3esSqvcPP7l1pB71NZnl/On0Z15+LMtXDY0hY9mnoJKpSLcqCXM0HJLJoUQQrRPEoiJDkmr05M+YBDTX5jN/g1rcBQVktKnH7FpnbHFJ7T28IRo8yLNei4alMIHvyfR+KMLBiXXOVZc6eKVpbt5+9cDgWO1S/R6E2bU8tWmPNKizBQ4Dtf+Kqly43T7eGpKH6LD9HSKNnOgpG6mxN6JEUT9vsyvpNJFpcv7e2KMYp78ahsurx+AD1Zlc0aPWJ6f2r9Jij1XubxsOmivt31dVhnd48NYtLWAG8Z0IbaJAkAhhBAdnwRiosPS6vREJ6cQnZzS2kMRot0x6jTcfHoXlu0sJM9eE9Q2bUQaKba6y3p/zSwOCsIA3D4/j36xhTdnDOPXzGIeO783T3y5LajP1lw7efYavt6Ux6yp/flkbTbz1+YE2qMsev55+UBMeg2/7S3hsc+3srOgAr1GzcS+Cfzn6iHc/dEGyqprlyIv21nE8j3FXDjoxP/2NWoVBq06EOj9UbhRi9Pjo3OMBVMDBaqFEEKIP5JATIgm5PN6qSwrxVVVidftxhQejiUySvaiiXYpNcrMJzeNYtnOQr7elBdIX989IYzIP9QTq50NC509UFFgU3YZH84cSZ7dyf9N6kVZtZt3Vuxne14FyZEmlu4oZH9JNT/vLuZfVwxibI84Vu4tYWinKIakR5ISaWbN/lKu+O9vgX1kbp+fLzbmsjXXzsPn9ebejzcGHvPNX/Zxeve4OuM8VlEWPRcPTuH9EDODKhUMSo3klaWZfHrTKMIkQ6IQQohjIJ8aQjQRj6uG8vw8lr39OtlbNwNgtIQx8pIr6T7iVNmXJtql5EgT00akceGgJDRqdSDt/B95fX4KHDUh2/okRTC6Wyx3f7yBrbkOAFIiTTwwsSdLdxSQFmVm/xHLER/7Yitf3T6a8/onBY6VVrl56qttIZN57CmqwudXiI8wBJY9Vrl8eP2hZ7Ea4vX5KaxwUeXyYtRpiAnTc+uZXVm5v5TMwsqgvg+d04uvN+cya2p/usWHHfNjCSGEOLlJICZEE6koKeGzF57CUVQYOFZTVcmyua9jMFvoM3ZcK45OiOOnUqmwHCX5hFmvpX+yjV/2FNdpe/bCfkx7YyWVrsOp8A+WObnjw/V8etNInl9UWyOsS6yFK0ekkRBhotLlxeX1YdDWBn5Ot4+NDezV2pBVTre48EAgdnbveGzmY0uYUVLpYuH6HF5Zmond6UGvUXPxkGTuHN+d964bwY58B0u2FxATbuSsXnGoVSom9UsgLtyAXivLEoUQQhwbCcSEaAI+n4+i/XuCgrAjLf/4PVJ79yMiNq6FRyZEy4gw6bhnQneWv1ocNGs1qW8CP+8qCgrCDlEUeGVpJn2TIkiLMnNKl2j+vWwPe4oqMWjVXDo0lVvP6EqC1YhGXVt3LFRdMwCbWcf2vNo2q0nHtFM6odM0Pjjy+Hx8tCabWYsOF452+/x8sCqbg2VO/nH5QE7vEcfpPeRvWAghRNOQQEyIJuD3esnfG7qALUBFcRFet6vediHaO79fIclq5N0/DedASTU2s54ar48usWb+sTj03jGALTkOrh7ZibIqT9AeL5fXz7u/HWBjdhlvXjOMmDAD00em869lda+lUsHwzlHMWb6PiwYlc8e4bqRGHtu+zAKHi9n17HH7eXcxRRVuoiySEVEIIUTTkUBMiCag0WmJTEist91gtqDRtWwRWiFais+vsDnHzlebchnWKZK3ft1PZmElESYt14xK5+bTu/DrnhLcvrp7thKsRmLDDDzz9faQ196U4+BASTWx4UauOqUTq/eXsnJfaaBdrYJ/XD6IHvHhLLvvdGxmHSbdsX+0VdZ4qXL76m3fV1xFj4TwY76uEEIIUR8JxIQ4AT6fj6qyEjw1NST36kO/8RPZ9uMP+LzBy6cGnXM+YdExrTRKIZpXnt3Js19vY8qgZG58b13guMPp5eUlmWw+aOeOcd148fuddc69bnRnDFo1e4qq6r3+yn2lDE2PIsFqZPa0wWSXVvNrZgnRYXpGdokmLtyASX9iH2dGnQaVipDJQABiw+VGihBCiKYlgZgQx6naYWfrT0tYufAjXFVVqDVaeo0+nfPv+T+++sfzgaWI3UacSv/x56A5hv0qQrQnW3MdXDQkhX/+sDtk+7KdRdxyRlfCDNrAXjGVCq4+pRP9U6wUV7qDanWlRZkJN2rJKqmmwuUl7ogiyTFhBmLCDAxKi2zS5xAdpufMHnEs2VF3n2dsuIGkEHXThBBCiBMhgZgQx8Hn9bJl2ff874O3A8f8Pi9bf/oBR3EBVzz1AqW5B4lOSSMsMgpTeEQrjlaI5pVVUk1ypKlO4ecj7cyv4I3pQ9lfWoXb6ycjxoJZr+GhBZt4cGIvJg9I4mC5k+tGd2Z/cRWlVW56J0ZQ7vRwSufmL/0QbtTx5AV9yLU72Z5XETgebdHzzp+GkxBhbPYxCCGEOLlIICbEcagqK2Xlwo9DtmVv3YxKpaLnqDEtPCohWke/FCt2p6fBpX06jQqTXk2y1YjXD7sLK5n7634OlFRz+4frePvaEWzNtXPLe+uC9pINSLFyZs+WyVSYHGnmnT8N52CZk10FFSTbTGTEhpFoNaJSqVpkDEIIIU4e6tYegBDtkctZjdvprLe9LC+3BUcjROvqHGNhV76DM3rEhmw36tREmvVc//Za8h0urp27mie+3MaB34s4Hyyrwev3c9/8TXUSemw8aOfVHzNxeetPpHGs3F4/pVUuqt11U+HHhhsZlBbJZcPSGN0tliSbSYIwIYQQzUJmxIQ4BlXl5XjdNag1GlQqNYpSNwscgNlqa9mBCdGK4iOMXDQ4hdN7xLG7sJLs0sM3KXQaFc9e2I83f9lHUaULi6Hux07nGAsbsstDZlUE+HjNQa4+pRPlTg+JVhOx4QaMusbtufT4/BQ6XBRXujDq1KhUKt5dsZ+1B8pJtBq5+fQudIsPx2o6tuLPQgghxImSQEyIRnBVV5G7azs/vvMGpTkHGXr+RWQMHsaetSvr9DVbbVjj4lthlEK0nuRIM1ajjv9cNYRNOXa25DiIjzDQN8nKm7/sY+W+UvSa0Iswoi16iirqr7Pn8vrJLKrilvfXYdCqeeS83kwekETEUYKnyhoPS3cU8peFW4i06PnLub24Y976QFKQbXkOluwo5C+TenHliLSQQaIQQgjRXGRpohCNkL11Ewuee5zSnIMAbPz+G/qfdQ5x6RlB/UwRVqb+5SnCopo/uYAQbU2YSYfVpOeNn/eyp7CSbzbnce3c1fySWQzA+QMS+WF7QZ3zJvSJZ3ADWRA7RZsp/D1Qc3n9PPzZFnbkO446nj1FVdzx4QYqXF5mjOrEi9/tDARhR/rroh0UV0rBdSGEEC1Lbv8JcRSVZSUsnft60DGPq4ZvXnmB0ZddTWynDMryc4mIicWWkER4dIzsKREnrQSrkRcuGcCMOatw1BzegzWkk40bTstg48FytuU62FtURXqMmRtOyyAjNoyd+Q56J0awLa9ugHXL6V2Z88u+oGOvLNnNv6+KINwYelasyuXl3z9mBn5PspnYXVgZsq/Pr7A9z0GnaMvxPGUhhBDiuEggJsRRuKudVBQX1TnuqqpiyZzXOHvm7fQbN6EVRiZE26NRq+ifYuPbO8eQWVhBrr2GKIuenDInS3YU0DfZyl3juxFu1GEz6fD4/Fz2+m/oNWr+cflAvtyYxzeb83D7/KRFmbnljC5sOljOzoKKoMfZX1qN0+OrNxBzenzsLggdeAkhhBBtgQRiQhyFWqtFpVaj+EMnEjCEhbXwiIRo2zRqFcmRJpIjTXyyNps7P1xPjaf278ei1zCscxQatQq/X+GOM7vh8vpxef3c/N46zu2fyN8vG0iESYvXp/D8oh3syK+o8xi9EyOw6Ov/CDPrNfRICGdvcRUAueVOusWFhZwV06hV9EqUWn9CCCFaluwRE+IozBFWuo0YFbJNq9MT37lrC49IiPbB71dYsbckEIQBVLl9/LiziCXbC/H6/ERadMy9dhgvXTqAqYOT+WFbAbd+sI5r31pNdJievUVVda6rUsHtZ3ZrMLmGWa/lltO7cGiV8Nu/HuDes3tg0Nb92HvwnJ7EhBlO/AkLIYQQx0ClKPWV3xSN5XA4sFqt2O12IiLkrmpHZC8q4NNnHgmqD6bWaLnwgUdI7d0fjU5SXwtxiMPpxu70kllYQbXbj1oNr/24h40H7UDtrNgLlwyg2u0lIcLIgnU57CyoIC3KzMVDUli2o5DoMAPTR6axp6iKuz7cQK69BoCYMD3PXdSfU7tEYz5KlsMql5efdhXx0ILN2J0eRnSO4vYzu/Ltlnw2ZJeTZDVx49gMSV8vhBCiSTU2NpBArAlIIHZyqCwtofhgFge3bSEiJpa0fgMJi4pCq9O39tCEaBNqPD6yS6uZv/YgWaXV9EwIp1+ylX8vy+TGsV14Z8V+fsks4fmp/VmeWcTEvvG8snQPB0qqqHYfnjWbdXF/zumbENj/VeCoobTKjV9RiDLriY8wolY3LiGO1+ensMJFSaULlUpFlEVPlEVPtduLUafB3MDyRnFy87vdeIuK8BWXgFaDNjoabVwcKrUsJhJCNEwCsRYkgZgQ4mTn8fr5JbOY699Zg89/+GMl3KDln1cM4pmvtvHyFYM4UFpNuEFDSqSZggoXeXYnqZFm/IrCvR9vJLvMiVGn5od7xpISaW7FZyROZj6HA/s331D4/CwUZ22Bck10NMkv/Q3ToEGo9XIDTghRv8bGBnIrUAghxAkrrKjhtg/WBQVhABUuL7MW7eCy4Wms2l9KuEFD17gwrp27mv0l1YF+fZIiePOaYcx4cxV5jhoOljklEBOtpmbrVgoefyLomK+khKzrbyDjyy8wpKe3zsCEEB2KzK8LIYQ4YdllTqrcvpBtO/IrSI82U+hwMTQ9mlveXxcUhAFszXXw+BdbefKCPrUHZK2GaCVeu52il18J3ejxYP/sc2QxkRCiKUggJoQQ4oTVeEIHYYd4/QrdE8KxOz1k1lNY+dc9JSTYTBi0apKjTA1ez/n7frRV+0pYd6CMnHInXl/oEhNCHAulpgb3/v31ttds24bidrfcgIQQHZYsTRRCCHHCOsdYUKvAH2KiICZMjwowqNWUVjf8Bdbp9vHkBX2IayCdfHm1mwXrc/jrNztw/x58hRu0/OPygZzaNQajTnMiT0Wc5FRGI/qMDJxr14ZsN/bti0r2iAkhmoDMiAkhhDhh0RY9N43tErLt/gk9iIsw8K9lu0mIMNZ7Da1aRaRZx6R+iRgaCKa25Dp48sttgSAMavei3fDOGrLLqus9T4jG0FqtxN55R8g2lV6PbfL5qFSNy9ophBANkUBMCCHECQsz6rhyeBpPT+lL9/gwLHoNQztF8s51w9Go1Ex/cxXXj8mgpNLF2O4xIa9xydAUrCZdIG19KPZqNy8v2RWyza/AByuz8MkSRXGCjD17kvjMM6gtlsAxbVwcqXPeRJuc3IojE0J0JLI0UQghxAnz+xUWbc1n3qpsLh6STGy4gcFpkXy5MZfXf96L2aDF74db3l/H/JtGYTXt5uvN+fj8CgatmkuHpjBzTAZxDcyYAdR4/RwoqX/Wa3dBJW6fgklWJ4oToImIIGLy+VhGnoK3tBSVWo3mUB0xmQ0TQjSRdjMjVlpayrRp04iIiMBms3HddddRWRl6wzfA/v37UalUIX/mz58f6Beq/cMPP2yJpySEEB1GudPNwvU57Cmq5PlFO1m6o5C3ftnHtjwHf53an5cvH8TuogocNV4u+vevnNYtli9uPZVPbhrJgltG0TUuHDj6F1yzXkOPhPprsgxMtaLXtpuPNtGGqXU6dElJmPr2xdi7N7r4eAnChBBNqt3MiE2bNo28vDwWL16Mx+Ph2muvZebMmXzwwQch+6emppKXlxd07PXXX+eFF17gnHPOCTr+1ltvMXHixMDvNputyccvhBAdmVqlQqs+/CV1Ut9E7v9kE06Pj++2FnD9aemkRdYu86pye7n/k01B54cbtJzdO/6ojxNu1HH3+G78vKuoTptBq+biIalo1PJlWQghRNvXLgKx7du3s2jRIlavXs3QoUMBeOWVV5g0aRIvvvgiSUlJdc7RaDQkJCQEHVu4cCGXXnopYWFhQcdtNludvkIIIRrPZtZz1Smd2PjJJsx6DeEmLc7fU9qf2y+RZJuZlCgzOo0Kj69uasXpozoRE143U6LD6aGwwsWa/aU4arwM7xxFXLiB164ezEOfbqas2gNASqSJf1w2kGRbw2nvhRBCiLaiXQRiK1aswGazBYIwgPHjx6NWq1m5ciUXXnjhUa+xdu1aNmzYwOzZs+u03XrrrVx//fVkZGRw0003ce211za4/MDlcuFyuQK/OxyOY3xGQgjR8YzpFsvTU/oSE2bArNMSZdFTXu3m4iEp/Ont1YzqEs2siwfw4KebcHkPJ9Q4tWs05/RNxO31o9McXlZYXu3mh+0FPPDpZnxH5MU/s2csT13Ql6/vOI2yajcatYpIs574o+wvE0IIIdqSdhGI5efnExcXF3RMq9USFRVFfn5+o67x5ptv0qtXL0aNGhV0/Mknn+TMM8/EbDbz/fffc8stt1BZWckdd4ROXQvw3HPP8cQTTxz7ExFCiA5Mq1GxNdfOgnU5fDTzFK4Zlc6POwvZmmtHUWB5Zgk+v8K/rhxEvt1FudNNz4Rwoi0Gpr72K4vuHENnw+GPpXx7Dfd/sgnlDxNoS3cUMSw9lxtGZ5AkM2CiFXkKC/FkZeHaswddaiqGjAx0f1hho3i9eEtKANBYraiNcsNACFGrVQOxBx98kOeff77BPtu3bz/hx3E6nXzwwQc88sgjddqOPDZo0CCqqqp44YUXGgzEHnroIe65557A7w6Hg9TU1BMepxBCtGe7CiqYtyqbCwYm8cGqLMb1imdC73g+WpMd6PPb3lJ+21tKfIQBi15LTrmTly4diMvjZ3lmMZ1jDqcL/3xjbp0g7JC5v+7n3H6JpEVbQncQopm5s7PJuv4GPAcOBI5pY2NJfWsOxq5dAfDk5VH20UeUf/IpisdDxNlnE33D9ehSUyXxhxCidQOxe++9l2uuuabBPhkZGSQkJFBYWBh03Ov1Ulpa2qi9XZ988gnV1dVMnz79qH1HjBjBU089hcvlwmCou18BwGAw1NsmhBAnoxqPjznL9wFwSkYUfZNs+BU/Lq+PUV1jmLN8f1D/AocLcDEgxUpmUW0G3Gq3L6hPvr2m3scrqXRTT4wmRLPzlZeT+8CDQUEYgLeoiIM33kSneR+A30/Wn/6Ee9/+QHv5/PlULF5M+vyP0csNXCFOeq0aiMXGxhIbG3vUfiNHjqS8vJy1a9cyZMgQAJYuXYrf72fEiBFHPf/NN99k8uTJjXqsDRs2EBkZKYGWEEIcA6/fT0WNF4Bh6VF8vPogfZMjiLIYqKzx0i0ujN2FwSVHVCq4cWwXnvpqG1C7V+xIo7vGsHB9TsjHG5hqw6iVYmGidXhLS3GuWxeyzZOTg89RQc22rUFB2CG+8nJK332PuPvuRa3XN/NIhRBtWbsottKrVy8mTpzIDTfcwKpVq1i+fDm33XYbl19+eSBjYk5ODj179mTVqlVB52ZmZvLzzz9z/fXX17nul19+yRtvvMGWLVvIzMzk1Vdf5dlnn+X2229vkeclhBAdhUWvZVK/RC4flsJPu4p445e9pEWZ+XZLHo99sZWHJvVi6uBkDL/X+OqTFMFb1wxj7YEy8uw1TOqXQLLNRIGjhp35DrbnORjcKZIka939NCoV/HliD+JDtAnREvxOZ8MdvB4cX3xZb3PF99/jKy9v2kEJIdqddpGsA+D999/ntttuY9y4cajVaqZOncrLL78caPd4POzcuZPq6uqg8+bMmUNKSgpnn312nWvqdDpmz57N3XffjaIodO3alZdeeokbbrih2Z+PEEJ0JCqVinE94xmYauPat1ajVavRatT8b3cxdqeHm95dy8S+CfztkgGo1Sr2F1fx6docusRa+OvUfozrGcfugkrumb+B7NLaL7ln9IjlnetG8Ny321m2oxC/Al1iw3jkvF50jw87yoiEaD4aqxWVXo/idodsV0dEoLbUv39RbTKhUreLe+FCiGakUpT6tkKLxnI4HFitVux2OxEREa09HCGEaDW7Cio4++8/A7D0njHcOm892/MqQvY9q3ccT1/Qj3irkT2FlUz85891aowlWY18OPMUPD4Fr9+PRa8lJcrc7M9DiIb4a2oofvU1Sv7znzpt4ZMmkfjE49Rs20bWjGtCnh//8F+InDZNEnYI0UE1NjaQ2zFCCCGalM2sA0CtUnHZsPoTEkwb0Yl4qxG318c7v+0PWeg5117DSz/sIinSSI+ECAnCRJugNhqJmn41sffegzo8HACVyUTUtdcS/9CDaMLDMXTrhjVEnVPjwIGEn3WWBGFCiPazNFEIIUTbZ9SpuXJ4Gnn2Gn7aXczIjGhGdYnm1z0lQf0uHJQUSFVf7faxMdte7zU3H3RQ5fJh0slHlmg7tNHRRF97LdZzz8PvdKIyGtDGxKD+PdmXNiqKuPvvw3bpJZR9/DGKswbb1Isw9OiJLu7oycOEEB2ffKoJIYRoMmEGLX2TrZzeI45L/7MCg1bNW9cM4+bTu/D5+hx0Wg1TBiZh1msI+714s0mnIT3azIbs8pDXTIsyYdLJAg7R9qi0WnRJifW2a6Oi0EZFYRo4EBRF9oUJIYLIO4IQQogmE2Ux0Dcpgt/2FgPg8vq58o2V3P3RBvQ6NQoKt81bR7hRR3RY7cyBQafh+tMy6r3mrWd0xWLQtcj4hWgOKpVKgjAhRB3yriCEEKLJuL0+ft5VHKgpdkhxpZsPVmbz4apsiircaDXB+2PSo828dOmAQHp7AL1GzVMX9KF7fHiLjF0IIYRoSbI0UQghRJOp8fj5flsBFw1OrrfP4DQbFkPwx0+YUce5/RIZlh7FwbJq/AqkRZmJCTdg0knhZtG++D0evIWF+EpKQaNGGx2NNi5OZsWEEEEkEBNCCNFkjDoNqZEmKl1eBqRY2XgwOAmHRq3ikfN6E2nW1znXoNOQGmUmVTIjinbM53DgWPQdBX/9K8rvtU01UVEk/+1FTEOGoNbXfe0LIU5OcmtGCCFEk9Fr1cw4NZ2/frudW8/oyp9OTcdq0qFSwYjOUXx840h6JUq9RdFx1ezYQf6jjwaCMABfaSlZM2/Ek5PTiiMTQrQ1MiMmhBCiSaVGmfnn5YO4b/5GBqTYeOS8Xlj0WmLDDfSMD8MoSw1FB+Wz2yl65ZXQjR4P9gULiL37blmiKIQAJBATQgjRxEw6DV3jwvj0plGYDWrKnG4iDHpiIwzoNRKEiY7LX1ODe9/+ettrtm9HcbtRGY0tNyghRJslt2SEEEI0mfzSanLLqvH5FRQVuL0KFq0Gi14jQZjo8NQmE4aMzvW2G/v0QSV7xIQQv5NATAghRJOwV7nQaFU4PX7KqtxU1njx+hUMei3VHu/RLyBEO6eJiCD29ttDtql0OqxTLpRliUKIAFmaKIQQoklUuLz8tKuYv367gwpXbeCVEmnib5cMoFOUiYNl1aRESkZE0bEZevYk8dlnKXjmGfxVVQBoY2NJ+tuL6JKTWnl0Qoi2RKUoitLag2jvHA4HVqsVu91ORIRkAxNCnHy8Xi/L95Qy463VddqMOjVf3T6aCJOGuHAJxETH5/d48BUV4S0pRaVRo4mKQhsfj0qlOvrJQoh2r7GxgcyICSGEOGH5FW7+uSQzZFuNx88XG/OYeVp6yw5KiFai1ulQJyWhS5IZMCFE/WShshBCiBPm9vrJLKqot31brh1ZfyGEEEIcJoGYEEKIE6ZRq+gUZam3vWtcOOEmyRYnhBBCHCKBmBBCiBOmU6u47Yyuods0Ki4anNzCIxJCCCHaNgnEhBBCnJBqlwdHjYfu8WHcP6EHBu3hj5Yoi57/Th9KhFE+boQQQogjSbIOIYQQJ8SvKFS5fewqqGRS3wQm9ImnsMKFXqMm0qzDrJePGiGEEOKP5BalEEKIE1JR4yHSpCPcqGP+2mzy7TVEGHXotWp2FVRir/EQbdG19jCFEEKINkVuUwohhDghBq0Ov99LTJieMIMWp8eHo7QavUZFuFFLuEGDTisfN0IIIcSR5JNRCCHECYkK07Mlx0mYUce4XvFUuXx4/Qo2sw6LXoNWLUVshRBCiD+SpYlCCCFOWFq0mbIqNxVOL5FmHUk2Az6fD7VKRbzV1NrDE0IIIdocmRETQghxwiKMOgZ3iqTQUUON14cKFZ1iwiRRhxBCCFEP+YQUQgjRZOIijK09BCGEEKJdkKWJQgghhBBCCNHCJBATQgghhBBCiBYmgZgQQgghhBBCtDAJxIQQQgghhBCihUkgJoQQQgghhBAtTAIxIYQQQgghhGhhEogJIYQQQgghRAuTQEwIIYQQQgghWpgUdBZCCCGEaGd8FRX4ysrwu1xowsLQxsWh0mhae1hCiGMggZgQQgghRDvizskl/5mnqVr2IygKaquV2DvvxDrpHDQ2W2sPTwjRSBKICSGEEEK0AL/Tibe4GH9VNeowC9qYGNRG4zFdw1NYRPbMmbj37Dl8XbudgiefRG0wYL3oQlQqVVMPXQjRDCQQE0IIIYRoZp7CQope+Rf2zz4DjweVTof14ouJuflmdHGxjb9O1oGgIOxIRf/4B5ZTT0WXEN9EoxZCNCdJ1iGEEEII0Yx8DgcFf/0r9vnzweMBQPF4KJ83j8K/v4SvqqrR16rZtq3eNm9REX6n84THK4RoGRKICSGEEEI0I29pKRXfLgrZ5vj8C3zFJY2+li4pud42ldGIyqA/5vEJIVqHBGJCCCGEEM3IV14OihK60e/HZy9v9LUMvXqhtlhCttkuuQRtTMyxD1AI0SokEBNCCCGEaEb1BU6NbT+SLiGetLfmoLZag45bRo8m+obrUetlRkyI9kKSdQghhBBCNCNtVBTG3r1D7u8yDRqIJiqq0ddSaTQY+/YlY+EC3FlZeEtLMXTpgjY2Fu0xXEcI0fokEBNCCCGEaEba6GiS//kPsm+6OSjjoaF7N5JeeAFtZCTesjK8hYVUr1qNymjAPGw42tgYNCFmy1RqNbqkJHRJSS35NIQQTUwCMSGEEEKIZqZPTSVt7lt4Cwrw5ObVBlLxcWhjY/EWF1Mw6wUcX3xx+ASViviH/4J18mQ04eGNfhyv3Y6vuATF7UJtsaBLSUGllp0oQrRFEogJIYQQQrQAXWwsuthYTH37Bh2vXP5rcBAGoCgUPPU05sGD0fTq1ajru7OyKHh+FpXLloHfjyY6mtg7bifsjDPQxcU11dMQQjQRuUUihBBCCNFKvCUllL7xRr3tZR9+hOLzHfU67oM5ZN98C5VLloDfD4CvpIT8xx6n6pdfUOrL2iiEaDUSiAkhhBBCtBLF68VbUn8dMW9+fqMCMU/WgaD9Z0cqeuVfeLIPHvcYhRDNQwIxIYQQQohWog4PxzxkSL3tYaef3qiU9NUbN9bb5s3Lw1/jPK7xCSGajwRiQgghhBCtRGM2E3P7baCtu21fEx2NZcxpjbqOPjm53jaVyYRKpzvuMQohmocEYkIIIYQQrUifnk76++9h7N279oBKheX00+n0/nsNBlhHMvbvj8psDtlmvXAK2tjYphquEKKJqBTZvXnCHA4HVqsVu91OREREaw9HCCGEEO2Qt7QUf0UFqNVobLZjSlvvr6nBuXEjB2+5FX9VVeC4efgwEp99Fn1KSnMMWQgRQmNjA0lfL4QQQgjRBmijoiAq6rjOVRuNmAYMIP3TT3BnZuIpKsLUuw+a2Bj0UvhZiDZJAjEhhBBCiA5AbTRiSE/HkJ7e2kMRQjSC7BETQgghhBBCiBYmgZgQQgghhBBCtDAJxIQQQgghhBCihUkgJoQQQgghhBAtrN0EYs888wyjRo3CbDZjs9kadY6iKDz66KMkJiZiMpkYP348u3fvDupTWlrKtGnTiIiIwGazcd1111FZWdkMz0AIIYQQQggharWbQMztdnPJJZdw8803N/qcWbNm8fLLL/Paa6+xcuVKLBYLEyZMoKamJtBn2rRpbN26lcWLF/PVV1/x888/M3PmzOZ4CkIIIYQQQggBtMOCznPnzuWuu+6ivLy8wX6KopCUlMS9997LfffdB4Ddbic+Pp65c+dy+eWXs337dnr37s3q1asZOnQoAIsWLWLSpEkcPHiQpEbW3ZCCzkIIIYQQQghofGzQbmbEjtW+ffvIz89n/PjxgWNWq5URI0awYsUKAFasWIHNZgsEYQDjx49HrVazcuXKeq/tcrlwOBxBP0IIIYQQQgjRWB02EMvPzwcgPj4+6Hh8fHygLT8/n7i4uKB2rVZLVFRUoE8ozz33HFarNfCTmpraxKMXQgghhBBCdGStGog9+OCDqFSqBn927NjRmkMM6aGHHsJutwd+srOzW3tIQgghhBBCiHZE25oPfu+993LNNdc02CcjI+O4rp2QkABAQUEBiYmJgeMFBQUMHDgw0KewsDDoPK/XS2lpaeD8UAwGAwaD4bjGJYQQQgghhBCtGojFxsYSGxvbLNfu3LkzCQkJLFmyJBB4ORwOVq5cGci8OHLkSMrLy1m7di1DhgwBYOnSpfj9fkaMGNEs4xJCCCGEEEKIdrNHLCsriw0bNpCVlYXP52PDhg1s2LAhqOZXz549WbhwIQAqlYq77rqLp59+mi+++ILNmzczffp0kpKSmDJlCgC9evVi4sSJ3HDDDaxatYrly5dz2223cfnllzc6Y6IQQgghhBBCHKtWnRE7Fo8++ihvv/124PdBgwYBsGzZMk4//XQAdu7cid1uD/T585//TFVVFTNnzqS8vJzRo0ezaNEijEZjoM/777/Pbbfdxrhx41Cr1UydOpWXX365ZZ6UEEIIIYQQ4qTU7uqItUVSR0wIIYQQQggBUkdMCCGEEEIIIdosCcSEEEIIIYQQooVJICaEEEIIIYQQLUwCMSGEEEIIIYRoYRKICSGEEEIIIUQLk0BMCCGEEEIIIVqYBGJCCCGEEEII0cLaTUHntuxQKTaHw9HKIxFCCCGEEEK0pkMxwdHKNUsg1gQqKioASE1NbeWRCCGEEEIIIdqCiooKrFZrve0q5Wihmjgqv99Pbm4u4eHhqFSq1h5Ok3M4HKSmppKdnd1gdXAhWpK8LkVbI69J0RbJ61K0NSfDa1JRFCoqKkhKSkKtrn8nmMyINQG1Wk1KSkprD6PZRUREdNg/GNF+yetStDXymhRtkbwuRVvT0V+TDc2EHSLJOoQQQgghhBCihUkgJoQQQgghhBAtTAIxcVQGg4HHHnsMg8HQ2kMRIkBel6KtkdekaIvkdSnaGnlNHibJOoQQQgghhBCihcmMmBBCCCGEEEK0MAnEhBBCCCGEEKKFSSAmhBBCCCGEEC1MAjEhhBBCCCGEaGESiImQnnnmGUaNGoXZbMZmszXqHEVRePTRR0lMTMRkMjF+/Hh2797dvAMVJ5XS0lKmTZtGREQENpuN6667jsrKygbPOf3001GpVEE/N910UwuNWHQ0s2fPJj09HaPRyIgRI1i1alWD/efPn0/Pnj0xGo3069ePb775poVGKk4mx/K6nDt3bp33RKPR2IKjFR3dzz//zPnnn09SUhIqlYrPPvvsqOf8+OOPDB48GIPBQNeuXZk7d26zj7MtkEBMhOR2u7nkkku4+eabG33OrFmzePnll3nttddYuXIlFouFCRMmUFNT04wjFSeTadOmsXXrVhYvXsxXX33Fzz//zMyZM4963g033EBeXl7gZ9asWS0wWtHRfPTRR9xzzz089thjrFu3jgEDBjBhwgQKCwsZrBvBAAANHklEQVRD9v/111+54ooruO6661i/fj1TpkxhypQpbNmypYVHLjqyY31dAkRERAS9Jx44cKAFRyw6uqqqKgYMGMDs2bMb1X/fvn2ce+65nHHGGWzYsIG77rqL66+/nu+++66ZR9oGKEI04K233lKsVutR+/n9fiUhIUF54YUXAsfKy8sVg8GgzJs3rxlHKE4W27ZtUwBl9erVgWPffvutolKplJycnHrPGzt2rHLnnXe2wAhFRzd8+HDl1ltvDfzu8/mUpKQk5bnnngvZ/9JLL1XOPffcoGMjRoxQbrzxxmYdpzi5HOvrsrGf60I0BUBZuHBhg33+/Oc/K3369Ak6dtlllykTJkxoxpG1DTIjJprEvn37yM/PZ/z48YFjVquVESNGsGLFilYcmegoVqxYgc1mY+jQoYFj48ePR61Ws3LlygbPff/994mJiaFv37489NBDVFdXN/dwRQfjdrtZu3Zt0HucWq1m/Pjx9b7HrVixIqg/wIQJE+Q9UTSZ43ldAlRWVtKpUydSU1O54IIL2Lp1a0sMV4iQTub3Sm1rD0B0DPn5+QDEx8cHHY+Pjw+0CXEi8vPziYuLCzqm1WqJiopq8DV25ZVX0qlTJ5KSkti0aRMPPPAAO3fuZMGCBc09ZNGBFBcX4/P5Qr7H7dixI+Q5+fn58p4omtXxvC579OjBnDlz6N+/P3a7nRdffJFRo0axdetWUlJSWmLYQgSp773S4XDgdDoxmUytNLLmJzNiJ5EHH3ywzgbdP/7U98YtRHNp7tflzJkzmTBhAv369WPatGm88847LFy4kD179jThsxBCiPZh5MiRTJ8+nYEDBzJ27FgWLFhAbGws//nPf1p7aEKcdGRG7CRy7733cs011zTYJyMj47iunZCQAEBBQQGJiYmB4wUFBQwcOPC4rilODo19XSYkJNTZfO71eiktLQ28/hpjxIgRAGRmZtKlS5djHq84OcXExKDRaCgoKAg6XlBQUO/rLyEh4Zj6C3Gsjud1+Uc6nY5BgwaRmZnZHEMU4qjqe6+MiIjo0LNhIIHYSSU2NpbY2NhmuXbnzp1JSEhgyZIlgcDL4XCwcuXKY8q8KE4+jX1djhw5kvLyctauXcuQIUMAWLp0KX6/PxBcNcaGDRsAgm4YCHE0er2eIUOGsGTJEqZMmQKA3+9nyZIl3HbbbSHPGTlyJEuWLOGuu+4KHFu8eDEjR45sgRGLk8HxvC7/yOfzsXnzZiZNmtSMIxWifiNHjqxT2uOkea9s7Wwhom06cOCAsn79euWJJ55QwsLClPXr1yvr169XKioqAn169OihLFiwIPD7X//6V8Vmsymff/65smnTJuWCCy5QOnfurDidztZ4CqIDmjhxojJo0CBl5cqVyi+//KJ069ZNueKKKwLtBw8eVHr06KGsXLlSURRFyczMVJ588kllzZo1yr59+5TPP/9cycjIUMaMGdNaT0G0Yx9++KFiMBiUuXPnKtu2bVNmzpyp2Gw2JT8/X1EURbn66quVBx98MNB/+fLlilarVV588UVl+/btymOPPabodDpl8+bNrfUURAd0rK/LJ554Qvnuu++UPXv2KGvXrlUuv/xyxWg0Klu3bm2tpyA6mIqKisD3RkB56aWXlPXr1ysHDhxQFEVRHnzwQeXqq68O9N+7d69iNpuV+++/X9m+fbsye/ZsRaPRKIsWLWqtp9BiJBATIc2YMUMB6vwsW7Ys0AdQ3nrrrcDvfr9feeSRR5T4+HjFYDAo48aNU3bu3NnygxcdVklJiXLFFVcoYWFhSkREhHLttdcG3RzYt29f0Os0KytLGTNmjBIVFaUYDAala9euyv3336/Y7fZWegaivXvllVeUtLQ0Ra/XK8OHD1d+++23QNvYsWOVGTNmBPX/+OOPle7duyt6vV7p06eP8vXXX7fwiMXJ4Fhel3fddVegb3x8vDJp0iRl3bp1rTBq0VEtW7Ys5HfIQ6/DGTNmKGPHjq1zzsCBAxW9Xq9kZGQEfb/syFSKoiitMhUnhBBCCCGEECcpyZoohBBCCCGEEC1MAjEhhBBCCCGEaGESiAkhhBBCCCFEC5NATAghhBBCCCFamARiQgghhBBCCNHCJBATQgghhBBCiBYmgZgQQgghhBBCtDAJxIQQQgghhBCihUkgJoQQok3Kz8/n9ttvJyMjA4PBQGpqKueffz5Llixp7aG1Kddccw1Tpkw5ar+ff/6Z888/n6SkJFQqFZ999lmzj00IIUT9JBATQgjR5uzfv58hQ4awdOlSXnjhBTZv3syiRYs444wzuPXWW1t7eO1SVVUVAwYMYPbs2a09FCGEEEggJoQQog265ZZbUKlUrFq1iqlTp9K9e3f69OnDPffcw2+//Rbol5WVxQUXXEBYWBgRERFceumlFBQUBNoff/xxBg4cyJw5c0hLSyMsLIxbbrkFn8/HrFmzSEhIIC4ujmeeeSbo8VUqFa+++irnnHMOJpOJjIwMPvnkk6A+mzdv5swzz8RkMhEdHc3MmTOprKwMtB+aqXrxxRdJTEwkOjqaW2+9FY/HE+jjcrm47777SE5OxmKxMGLECH788cdA+9y5c7HZbHz33Xf06tWLsLAwJk6cSF5eXuD5vf3223z++eeoVCpUKlXQ+Uc655xzePrpp7nwwguP+b+HEEKIpieBmBBCiDaltLSURYsWceutt2KxWOq022w2APx+PxdccAGlpaX89NNPLF68mL1793LZZZcF9d+zZw/ffvstixYtYt68ebz55puce+65HDx4kJ9++onnn3+ehx9+mJUrVwad98gjjzB16lQ2btzItGnTuPzyy9m+fTtQO7s0YcIEIiMjWb16NfPnz+eHH37gtttuC7rGsmXL2LNnD8uWLePtt99m7ty5zJ07N9B+2223sWLFCj788EM2bdrEJZdcwsSJE9m9e3egT3V1NS+++CLvvvsuP//8M1lZWdx3330A3HfffVx66aWB4CwvL49Ro0Yd97+9EEKIFqQIIYQQbcjKlSsVQFmwYEGD/b7//ntFo9EoWVlZgWNbt25VAGXVqlWKoijKY489ppjNZsXhcAT6TJgwQUlPT1d8Pl/gWI8ePZTnnnsu8Dug3HTTTUGPN2LECOXmm29WFEVRXn/9dSUyMlKprKwMtH/99deKWq1W8vPzFUVRlBkzZiidOnVSvF5voM8ll1yiXHbZZYqiKMqBAwcUjUaj5OTkBD3OuHHjlIceekhRFEV56623FEDJzMwMtM+ePVuJj48P/D5jxgzlggsuaPDf6o8AZeHChcd0jhBCiKalbdUoUAghhPgDRVEa1W/79u2kpqaSmpoaONa7d29sNhvbt29n2LBhAKSnpxMeHh7oEx8fj0ajQa1WBx0rLCwMuv7IkSPr/L5hw4bAYw8YMCBoxu7UU0/F7/ezc+dO4uPjAejTpw8ajSbQJzExkc2bNwO1Sxt9Ph/du3cPehyXy0V0dHTgd7PZTJcuXYKu8cexCiGEaH8kEBNCCNGmdOvWDZVKxY4dO5rkejqdLuh3lUoV8pjf72+SxzvaYx96nMrKSjQaDWvXrg0K1gDCwsIavEZjg1UhhBBtl+wRE0II0aZERUUxYcIEZs+eTVVVVZ328vJyAHr16kV2djbZ2dmBtm3btlFeXk7v3r1PeBxHJgU59HuvXr0Cj71x48ag8S1fvhy1Wk2PHj0adf1Bgwbh8/koLCyka9euQT8JCQmNHqder8fn8zW6vxBCiLZBAjEhhBBtzuzZs/H5fAwfPpxPP/2U3bt3s337dl5++eXAksHx48fTr18/pk2bxrp161i1ahXTp09n7NixDB069ITHMH/+fObMmcOuXbt47LHHWLVqVSAZx7Rp0zAajcyYMYMtW7awbNkybr/9dq6++urAssSj6d69O9OmTWP69OksWLCAffv2sWrVKp577jm+/vrrRo8zPT2dTZs2sXPnToqLi4OyMh6psrKSDRs2BJZX7tu3jw0bNpCVldXoxxJCCNF0JBATQgjR5mRkZLBu3TrOOOMM7r33Xvr27ctZZ53FkiVLePXVV4HaJXqff/45kZGRjBkzhvHjx5ORkcFHH33UJGN44okn+PDDD+nfvz/vvPMO8+bNC8y0mc1mvvvuO0pLSxk2bBgXX3wx48aN41//+tcxPcZbb73F9OnTuffee+nRowdTpkxh9erVpKWlNfoaN9xwAz169GDo0KHExsayfPnykP3WrFnDoEGDGDRoEAD33HMPgwYN4tFHHz2mMQshhGgaKkUWmgshhBBBVCoVCxcuZMqUKa09FCGEEB2UzIgJIYQQQgghRAuTQEwIIYQQQgghWpikrxdCCCH+QFbtCyGEaG4yIyaEEEIIIYQQLUwCMSGEEEIIIYRoYRKICSGEEEIIIUQLk0BMCCGEEEIIIVqYBGJCCCGEEEII0cIkEBNCCCGEEEKIFiaBmBBCCCGEEEK0MAnEhBBCCCGEEKKFSSAmhBBCCCGEEC3s/wE1SnNyMHYqMwAAAABJRU5ErkJggg==\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import MDS\n","tok_mds = MDS(n_components=2,\n","              metric=True,\n","              n_init=4,\n","              max_iter=300,\n","              verbose=0,\n","              eps=0.001,\n","              n_jobs=-1,\n","              random_state=42,\n","\n","             ).fit_transform(tok_lda)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans3 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_mds)\n","    # Assign clusters\n","labels=kmeans3.labels_\n","\n","title='BoW + LDA + MDS 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results_1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_mds,labels)"],"id":"jqf6QsWgKs_M"},{"cell_type":"markdown","source":["### SpectralEmbedding"],"metadata":{"id":"Big4_OaqKs_M"},"id":"Big4_OaqKs_M"},{"cell_type":"markdown","source":["* **Graph-based approach**: Leverages connectivity patterns between documents for dimensionality reduction\n","* **Non-linear manifold learning**: Captures intrinsic geometric structure of the document space\n","* **Eigenvector foundation**: Uses the most significant eigenvectors of the graph Laplacian matrix\n","* **Community detection strength**: Excels at revealing natural groupings and thematic communities\n","* **Connectivity preservation**: Maintains connected components from the high-dimensional space\n","* **Local-to-global mapping**: Builds global representation from local neighborhood information"],"metadata":{"id":"RwEFKPTyKs_M"},"id":"RwEFKPTyKs_M"},{"cell_type":"markdown","source":["Spectral projection did not bring any improvement."],"metadata":{"id":"zY_UiRk4Ks_M"},"id":"zY_UiRk4Ks_M"},{"cell_type":"markdown","metadata":{"id":"R4UhmXE4dGdW"},"source":["#### countvectorizer + spectral"],"id":"R4UhmXE4dGdW"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:45.982998Z","start_time":"2021-05-24T06:39:42.982702Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535772633,"user_tz":-120,"elapsed":1415,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"e71df5f7-07ae-4035-86cb-1825a9384a45","id":"x2MVqW-8dGdW"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        5          80\n","Baby             1         444\n","Watches          0         134\n","Decor            2         181\n","Kitchen          3          67\n","Beauty           6          60\n","Computers        4          84"],"text/html":["\n","  <div id=\"df-c5f12775-038f-4662-afb5-be5b4d0aec1d\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>5</td>\n","      <td>80</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>1</td>\n","      <td>444</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.23398654671431143\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.30      0.89      0.45       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       1.00      0.89      0.94       150\n","       Decor       0.42      0.51      0.46       150\n","     Kitchen       0.40      0.39      0.40       150\n","      Beauty       1.00      0.40      0.57       150\n","   Computers       0.81      0.45      0.58       150\n","\n","    accuracy                           0.50      1050\n","   macro avg       0.56      0.50      0.49      1050\n","weighted avg       0.56      0.50      0.49      1050\n","\n","Clustering on BoW + Spectral 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import SpectralEmbedding\n","bow_spec = SpectralEmbedding(n_components=2,\n","                             affinity='nearest_neighbors', # rbf\n","                             gamma=None,\n","                             random_state=42,\n","                             eigen_solver=None, # arpack lobpcg amg\n","                             n_neighbors=50,\n","                             n_jobs=-1\n","                            ).fit_transform(count_vector_prod)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans4 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(bow_spec)\n","    # Assign clusters\n","labels=kmeans4.labels_\n","\n","title='BoW + Spectral 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results_1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bow_spec,labels)"],"id":"x2MVqW-8dGdW"},{"cell_type":"markdown","metadata":{"id":"MFcGC2KfKs_M"},"source":["#### countvectorizer + tfidf + spectral"],"id":"MFcGC2KfKs_M"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:45.982998Z","start_time":"2021-05-24T06:39:42.982702Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535774796,"user_tz":-120,"elapsed":2163,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"f85d06df-f0e2-4686-d71b-a2d3b49a4d08","id":"6Ht1VoDiKs_M"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        1         226\n","Baby             4          80\n","Watches          2         150\n","Decor            5         260\n","Kitchen          3         150\n","Beauty           6          79\n","Computers        0         105"],"text/html":["\n","  <div id=\"df-8a3077a1-a054-45e4-ae78-d24405eb75e6\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>1</td>\n","      <td>226</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>4</td>\n","      <td>80</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>2</td>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>5</td>\n","      <td>260</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>3</td>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>6</td>\n","      <td>79</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>0</td>\n","      <td>105</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-8a3077a1-a054-45e4-ae78-d24405eb75e6')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.27366680066822413\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.21      0.32      0.26       150\n","        Baby       1.00      0.53      0.70       150\n","     Watches       0.98      0.98      0.98       150\n","       Decor       0.33      0.57      0.41       150\n","     Kitchen       0.37      0.37      0.37       150\n","      Beauty       0.94      0.49      0.65       150\n","   Computers       0.65      0.45      0.53       150\n","\n","    accuracy                           0.53      1050\n","   macro avg       0.64      0.53      0.56      1050\n","weighted avg       0.64      0.53      0.56      1050\n","\n","Clustering sur BoW + TFiDF + Spectral 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import SpectralEmbedding\n","tok_spec = SpectralEmbedding(n_components=2,\n","                             affinity='nearest_neighbors', # rbf\n","                             gamma=None,\n","                             random_state=42,\n","                             eigen_solver=None, # arpack lobpcg amg\n","                             n_neighbors=50,\n","                             n_jobs=-1\n","                            ).fit_transform(tok)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans4 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_spec)\n","    # Assign clusters\n","labels=kmeans4.labels_\n","\n","title='BoW + TFiDF + Spectral 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results_1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_spec,labels)"],"id":"6Ht1VoDiKs_M"},{"cell_type":"markdown","metadata":{"id":"dcWhwlTKKs_M"},"source":["#### countvectorizer + LDA + spectral"],"id":"dcWhwlTKKs_M"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:45.982998Z","start_time":"2021-05-24T06:39:42.982702Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535776230,"user_tz":-120,"elapsed":1433,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"255f6234-6ef7-4742-910e-0e0755df0ab4","id":"K43uqyiSKs_M"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        0         410\n","Baby             4         313\n","Watches          1          87\n","Decor            2          79\n","Kitchen          5          70\n","Beauty           6          53\n","Computers        3          38"],"text/html":["\n","  <div id=\"df-ff73a515-9f76-4534-bcbe-dd6857299ade\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>0</td>\n","      <td>410</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>4</td>\n","      <td>313</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>1</td>\n","      <td>87</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>2</td>\n","      <td>79</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>5</td>\n","      <td>70</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>6</td>\n","      <td>53</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>3</td>\n","      <td>38</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-ff73a515-9f76-4534-bcbe-dd6857299ade')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.11604934478232491\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.23      0.63      0.34       150\n","        Baby       0.29      0.61      0.39       150\n","     Watches       0.94      0.88      0.91       150\n","       Decor       0.48      0.48      0.48       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.26      0.07      0.11       150\n","\n","    accuracy                           0.38      1050\n","   macro avg       0.32      0.38      0.32      1050\n","weighted avg       0.32      0.38      0.32      1050\n","\n","Clustering sur BoW + LDA + Spectral 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import SpectralEmbedding\n","tok_spec = SpectralEmbedding(n_components=2,\n","                             affinity='nearest_neighbors', # rbf\n","                             gamma=None,\n","                             random_state=42,\n","                             eigen_solver=None, # arpack lobpcg amg\n","                             n_neighbors=50,\n","                             n_jobs=-1\n","                            ).fit_transform(tok_lda)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans4 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_spec)\n","    # Assign clusters\n","labels=kmeans4.labels_\n","\n","title='BoW + LDA + Spectral 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results_1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_spec,labels)"],"id":"K43uqyiSKs_M"},{"cell_type":"markdown","source":["### UMAP"],"metadata":{"id":"4AitBcGfKs_M"},"id":"4AitBcGfKs_M"},{"cell_type":"markdown","source":["* **Balanced structure preservation**: Maintains both local similarity relationships and global data patterns\n","* **Topological foundation**: Constructs representation based on manifold topology and fuzzy simplicial sets\n","* **Computational efficiency**: Delivers t-SNE-like quality with significantly better performance\n","* **Meaningful distance preservation**: Maintains more of the important distance relationships than t-SNE\n","* **Theoretical rigor**: Built on stronger mathematical foundations with clearer optimization objectives\n","* **Cluster separation clarity**: Produces well-defined clusters while preserving their relative positions"],"metadata":{"id":"-lI9xwRpKs_M"},"id":"-lI9xwRpKs_M"},{"cell_type":"markdown","source":["On UMAP projection, TFIDF gives better results than LDA. UMAP has improved BoW only and TFiDF and worsened LDA respective ARI scores."],"metadata":{"id":"Yt2qj_8yKs_M"},"id":"Yt2qj_8yKs_M"},{"cell_type":"markdown","source":["#### countvectorizer + UMAP"],"metadata":{"id":"HwlJCVeXdM2Q"},"id":"HwlJCVeXdM2Q"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:53.337637Z","start_time":"2021-05-24T06:39:45.984017Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535781921,"user_tz":-120,"elapsed":5690,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"0d18a6b2-4864-4cac-d55a-0068ce22c7ba","id":"uh6q-7NhdM2Q"},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n","  warnings.warn(\n","/usr/local/lib/python3.11/dist-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n","  warn(\n"]},{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        6         267\n","Baby             1         261\n","Watches          0         134\n","Decor            3         184\n","Kitchen          4          33\n","Beauty           2         160\n","Computers        5          11"],"text/html":["\n","  <div id=\"df-bf5ba03a-7bac-456b-8340-edb4631072c5\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>6</td>\n","      <td>267</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>1</td>\n","      <td>261</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>0</td>\n","      <td>134</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>3</td>\n","      <td>184</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>4</td>\n","      <td>33</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>2</td>\n","      <td>160</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>5</td>\n","      <td>11</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-bf5ba03a-7bac-456b-8340-edb4631072c5')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-bf5ba03a-7bac-456b-8340-edb4631072c5 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 100,\n        \"min\": 11,\n        \"max\": 267,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          267,\n          261,\n          160\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 800x600 with 2 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.2579149072191781\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.39      0.70      0.50       150\n","        Baby       0.36      0.63      0.46       150\n","     Watches       1.00      0.89      0.94       150\n","       Decor       0.42      0.51      0.46       150\n","     Kitchen       1.00      0.29      0.45       150\n","      Beauty       0.51      0.55      0.53       150\n","   Computers       0.00      0.00      0.00       150\n","\n","    accuracy                           0.51      1050\n","   macro avg       0.53      0.51      0.48      1050\n","weighted avg       0.53      0.51      0.48      1050\n","\n","Clustering sur BoW + UMAP 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["import umap\n","\n","Umap = umap.UMAP(\n","                n_neighbors=50,\n","                min_dist=0.1,\n","                n_components=2,\n","                metric='euclidean',\n","                random_state=42\n","    )\n","bow_umap = Umap.fit_transform(count_vector_prod)\n","\n","kmeans5 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(bow_umap)\n","    # Assign clusters\n","labels=kmeans5.labels_\n","\n","title='BoW + UMAP 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results_1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bow_umap,labels)"],"id":"uh6q-7NhdM2Q"},{"cell_type":"markdown","metadata":{"id":"X4Pdr-IOKs_M"},"source":["#### countvectorizer + tfidf + UMAP"],"id":"X4Pdr-IOKs_M"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:53.337637Z","start_time":"2021-05-24T06:39:45.984017Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535789032,"user_tz":-120,"elapsed":7109,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"f7c6f1ee-0439-4577-cde4-8bfaf389f8ed","id":"Tj3d_5TjKs_M"},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n","  warnings.warn(\n","/usr/local/lib/python3.11/dist-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n","  warn(\n"]},{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        3         112\n","Baby             1          97\n","Watches          6         154\n","Decor            2         237\n","Kitchen          5          53\n","Beauty           0         171\n","Computers        4         226"],"text/html":["\n","  <div id=\"df-f6499b7b-aba7-410f-91de-c142b5a4a675\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>3</td>\n","      <td>112</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>1</td>\n","      <td>97</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>6</td>\n","      <td>154</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>2</td>\n","      <td>237</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>5</td>\n","      <td>53</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>0</td>\n","      <td>171</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>4</td>\n","      <td>226</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f6499b7b-aba7-410f-91de-c142b5a4a675')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-f6499b7b-aba7-410f-91de-c142b5a4a675 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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zUdAU+ZeLf5z79et32X4XL36ZP3++/VzG6zF06FCsVitfffVVrht1z5kzh2+//fa6t52Xrl270rBhQ9atW8eAAQPyrP3MmTO8++67Dn+kn3jiCQCmTJliv0jookmTJrFx48ZrruWBBx6gbNmybNq0iUGDBnH+/HmH5UlJSfz666/2582bN6dRo0akpKQwZMgQLly4YF926tQphgwZAkDv3r3tM7dmuuWWW/D29uavv/7KFbRnz57N5MmT81zv1VdfzfOcw507d9pn6cqXL3/F/T/++OO4uroyd+7cXKHrl19+sV8sc7Uz1wXNxXNVFy9ezF9//eWw7P333+frr7++5Lply5YFYPv27abUNnPmTN5//32CgoKYOXMmVquVRx55hLvuuov9+/fnuohQpKhS0BT5h2XLlrFnzx5sNhu9e/e+bN/q1atTr149MjIy+PTTT697n/Xr12fs2LFkZWXRrVs3mjRpQp8+fWjUqBHdu3e3B7yLh2n/K6vVyty5c6lTpw6ffPIJ4eHhNGvWjLvvvpvu3btTt25dAgMDeeihhxyCZpcuXXjkkUc4d+4ct956K61ateKee+6hRo0ajBgx4rq+/71EiRLMmzeP0qVL8/HHH1O2bFk6d+5M7969adasGaVLl2bs2LEO68ycOZPy5cvz/fffEx4eTo8ePejWrRsVKlRg/fr11KtXj6lTp/7ncboanp6ejB49Gsj54NG0aVN69OhBjRo16NWrF88++2ye640dO5by5ctTtWpV7rzzTvr06UOrVq2oWbMm58+fp2/fvtSrV++K+69ZsybTpk3DYrFw3333Ub9+ffr06UPz5s3p0KEDaWlpxMTE0K5duxv6uvNL3bp16dq1K8nJydStW5f27dtz9913U7VqVR588EGee+65S67bvXt3AKKjo+nVqxcPPPAADzzwwGW/9epqxcbGMmTIEKxWKzNnzqR06dL2ZR9++CERERF89913vPXWW/95XyI3OwVNkX+4eBi8S5cuV3Xl6MVZzf96+HzEiBHMmTOHZs2asXXrVn744Qfc3d2ZO3cuXbt2BaBkyZL/aR//FBISwpo1a3j33Xe55ZZbiI2N5ZtvvrHfwujBBx/k559/znUbmqlTpzJ9+nTq1q3LmjVrWLBgAcHBwSxevJhu3bpdVy1169Zl69atvPDCC5QrV47ffvuNefPmER8fz+23386IESMc+kdERLBx40ZGjBhBQEAA8+fPZ9GiRVSoUIEJEyawYsWKfL3q94knnuCTTz6hXr16bNq0iV9++YWgoCB++eWXS85qTZs2jQEDBuDq6sqyZcv49ttv2b9/P23btuW777675KHwvAwePJhVq1Zx1113cezYMWbNmsXOnTu57bbb+OWXXxg1atQNeqXOMXv2bF555RUiIyNZsWIFv/zyC6Ghofz888888MADl1zvpZde4umnn8bX15e5c+fy0Ucf8dFHH13yfNqrlZKSQo8ePTh37hwjR46kdevWDst9fHyYNWsWNpuNp59+mvXr1/+n/Ync7CzGf7lcT0RMN2bMGEaNGsWjjz56yUOxIiIiBZFmNEUKgN27d3PmzJlc7fPmzWP8+PFYLJYrnjMqIiJS0Nx8lyGKFEJffPEF48aNo27dupQrV46MjAxiY2Pt33gSExND/fr1nVyliIjItVHQFCkAOnTowO7du1mzZg07duwgNTWVgIAAunTpwsMPP5znV0yKiIgUdDpHU0RERERMoXM0RURERMQUCpoiIiIiYgoFTRERERExhS4GKuASXWKcXUKB8MZqZ1cgIlKwvZhic3YJBYK15YgrdzLJxa/BNcPFr5S92WhGU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMka9BMyYmBovFkutRo0aNfNn/jBkzsFgsnDp1CoCzZ88SExPDX3/9lS/7FxERESlKXPN7h56enixZssShrVixYvmy706dOrF69Wp8fX2BnKA5evRoatSoQbVq1fKlhgKrhDseY1rj1q0KllLFydoUT+qwn8j645i9i7VKSTwmtMW1RXlwtZL110ku9JiFcTjRiYWb60LCBTZ/vZm4LXFkpWVRIqgEjQY1IiAiwNml5btdi3axc8FOUhJT8CvnR/2+9QmooHHQOGgcivI4fPDTFl7/biP3tanKc70aAXAy8QKvfPMHq3cc43xqJmFB3jx4Wy3a1Q9zbrFFyPLly3nllVfYsGEDcXFxfPfdd3Tr1i3Pvg8++CDvvfceb7zxBk888YS9PSEhgUcffZQffvgBq9VK9+7deeuttyhRosQ11ZLvQdNqtdK4ceMbtr2UlBQ8PT2vqm9gYCCBgYE3bN//tZ6CxPOD23GpXooL/b7DOJaMW59aFP+lL8k1pmEcS8Ya4Ufx5QPJmL6JczFLISkNa/VSkJrp7NJNk34+nV9f+pVSVUsR9b8obF42ko8n417c3dml5buDaw6yaeYmGg5oSECFAGIXxrJ00lI6T+qMh4+Hs8vLNxqHHBqHHEV9HLYeOMXXy3cRWdbPof3Z6StITkln2iNt8Cvhwfx1+xj2/jJmP+9FtdCiE8Kd6fz589SuXZuBAwdy5513XrLfd999x5o1awgJCcm1rE+fPsTFxbFo0SIyMjIYMGAAgwcPZubMmddUS4E5RzMsLIyhQ4c6tM2dOxeLxcKBAwcAOHDgABaLhRkzZjBo0CACAgK45ZZbALBYLEyaNImYmBiCgoIoWbIkAwYM4Pz58/bt/fPQ+YEDBwgPDwegR48e9sP4Bw4c4LfffsNisfDHH3841NOtWzeioqLsz2NiYihRogTr1q2jSZMmeHh4MG3aNAB27NhB165d8fHxoXjx4nTq1Im9e/fe6GG7MTxccbuzGqnPLiLr94Nk700gbcxvZO9JwP3BhgDYxrYh86fdpD67iOzN8WTvO0PmD7EYJ89fYeM3r7/m/0Ux/2I0HtyYgAoBlChVguCawXgFeTm7tHwX+1MsFaIqENEiAp8yPjQc0BBXmyv7lu9zdmn5SuOQQ+OQoyiPw/nUDJ76cDlj7muKdzHHD9+b952gT6uq1AoPpFygFw91qo1XMXe2HzztpGqLno4dOzJ27FjuuOOOS/Y5evQojz76KF988QVubm4Oy3bs2MHChQv58MMPadSoEc2bN2fKlCl89dVXHDt27BJbzJtTgmZmZqbDwzCMa1p/xIgRGIbBl19+ySuvvGJvnzp1Krt37+aTTz7hxRdfZObMmbz00kt5biM4OJg5c+YAMG7cOFavXs3q1asJDg6+plrS09O55557uPfee/npp59o164d+/bto2nTpiQkJDBjxgxmzpzJyZMnadOmDWlpade0/XzhasXiasX41+ykkZKJa7NQsFhwu60S2btOU+yne/GKe4riqx7AtWsVJxWcP45uPIp/uD8rJq9gzsNz+OmFn9izdI+zy8p3WZlZJBxIoHT10vY2i9VCUPUgTu055cTK8pfGIYfGIUdRH4eXvlxDy5plaVot90xYnYhS/PTHfs6eTyM72+DHdftIz8jilsjSeWxJrlZaWhpJSUkOj+vNFNnZ2dx333089dRTVK9ePdfyi6cZNmjQwN4WHR2N1Wpl7dq117SvfD90fv78+VzJ+bPPPrumbdSpU4cPP/wwV3twcDBffPEFAB06dGDjxo188803TJgwIVdfm81G3bp1AahUqdJ1H87PyMjg5ZdfplevXva2fv364e/vz6JFi/DwyDl80rRpUyIiIvjoo494+OGHr2tfpjmXTuaqw3g835ILO05hHD+H2901cWlSluw9CVhKFcfiZcP2THNSRy4h9dlfcWtfkWLf9OJ8mxlkLT/o7FdginMnz7F7yW6qdKhCtdurkbAvgY2fbcTqaiXi1ghnl5dv0pLTMLKNXIcCPbw9SD6W7KSq8p/GIYfGIUdRHocf1+3jr4Onmf185zyXvzGkJcPfX0aTYV/iarXg4e7KlIdaUb6Udz5XWriMHz+e0aNHO7SNGjWKmJiYa97WxIkTcXV15bHHHstzeXx8PKVKlXJoc3V1xd/fn/j4+Gval1MuBlq+fLlDW0REBC+88MJVb6NTp055trdt29bhebVq1fjqq6+uvchr9O96fvnlF3r37o2rqyuZmTmzhH5+ftStW5f169dfcjtpaWm5Pp2kGZnYLOb/mFL6zcHzw654H3kSIzObrI1xZHy1DZd6wWC1AJAxL5b0t9bk1PVnPC5Ny+E+pAEphTRokg3+4f7U7lkbAP8wfxKPJLJnyZ4iFTRFRC6KSzjP+K/X8dGwdtjc8v7bNPn7TSRfSGf6sHb4lfBg8eZDDHv/Nz5/6jYq/+t8Trl6I0aMYPjw4Q5tNpvtmrezYcMG3nrrLTZu3IjFYrlR5V2SUy4G+udU7PUICgrKs/3i1eQXubu7m36oulixYrmuwDp16hRvvvkmb775Zq7+7u6XvpAkr08rz9CSEZaoG1Dp5WXvO8P51jOgmBsWbxtG/Dk8v7yL7P1nME5dwMjIIvuvk47r7DiJS7NQ02tzFg9fD7zLOH4C9w7x5vAfh51UkXPYvGxYrBZSE1Md2lOTUvHwLfwXPFykccihcchRVMdh+8FTnE5OpfvYH+xtWdkGf+w+zsylO1kw5g6+WLqTeTFdqRSSEyqrlPPPWf7bDmLubeqs0m96NpvtuoLlv/3++++cOHGC0NC//35nZWXx5JNP8uabb3LgwAFKly7NiRMnHNbLzMwkISGB0qWv7RSIfA+al+Lh4UF6erpD25kzZ/Lsa3YCv3i4O696/r3vvGrx9/enU6dOeR4i9/K69IUkeX1aSfWddNV13xAXMjAuZICvB27tKpLy7CLIyCJr/TGskY5XC1orB5B9qPDe2iiwciDJcY6HwJLjkykeUNxJFTmHi6sL/mH+xP8VT9kGZQEwsg2Obz9O5baVnVxd/tE45NA45Ciq49Ckagjfj+rq0Pb8jBWEl/bhgQ41SU3PAsD6r7+NLlYL2dd2OYaY5L777iM6OtqhrX379tx3330MGDAAgCZNmnD27Fk2bNhA/fr1AViyZAnZ2dk0atTomvZXYIJm2bJl2bFjh0PbL7/8Yuo+L84upqY6fiItWzbnP40dO3bQtGnOp69Tp06xceNG+4BfTnR0NNu2baNu3bq4uLhcdT15fVox8uGwOYBruwpgsZAVewqXiv54TGxH1s5TZHy8CYC011ZS7MseZP5+kKylB3BtXxHXzpE5s6CFVGSHSBaNWcT2edsJbRTK6b2n2bN0D7cMvMXZpeW7yI6RrHl/Df7h/gREBBD7cyyZaZmEtwh3dmn5SuOQQ+OQoyiOQ3EPNyqXcTz87WlzxbeEjcpl/MjIzCa0lBejPl/N03c1wLe4jcWbD7FqxzHeGRp9ia3KjXbu3Dn27Pn74tX9+/ezefNm/P39CQ0NJSDAceLIzc2N0qVLExkZCUDVqlXp0KEDgwYN4t133yUjI4OhQ4fSu3fvPG+FdDkFJmjeddddPPTQQ4wePZqmTZuyYMECVq9ebeo+S5cuja+vL19++SXh4eHYbDZq1apF2bJladSoEaNHj8bHxwdXV1cmTpyIj4/PVW139OjRNGzYkPbt2zN48GCCgoKIj49n2bJl3Hrrrdx9992mvq7rYfHxwPZyG6xlvTESUsiYs4PUFxZDZjYAmXN3kvLwfGzPNMf6ZkeyY09zocfXZK085OTKzRMQEcCtj9/Kn7P+ZNvcbZQILEG9e+sR1izM2aXlu/KNy5OWnMbWb7eSmpiKX6gfUU9F4elz890z9r/QOOTQOOTQOOTm5mrlvUfb8vqcDTw8dTEX0jIJLeXF+P630rJmWWeXV2T88ccftGrVyv784tHSfv36MWPGjKvaxhdffMHQoUNp06aN/YbtkydPvuZaCkzQfOCBB9i7dy/vvPMOb7zxBr1792b8+PHcc889pu3TarXy8ccf89xzz9lvPbR//37CwsL44osvGDRoEP3796d06dKMHTuWr776irNnz15xuxUrVmTdunW88MILPPzww5w7d47g4GBatGhBrVq1THs9/0XG7O1kzN5++T4fb7LPcBYVZeqWoUzdMs4uo0Co3LZyoT4keLU0Djk0Djk0DvDp/zo6PA8L8mbyQ60u0VvyQ1RU1DXdOvLi/cr/yd/f/5pvzp4Xi3GtN7GUfJXoEuPsEgqEN8yd3BYRuem9mPLfLxQpDKwtRzht30OGDDFt2++9955p2zZTgflmIBEREREpXBQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgpXZxcgIiIiUhjcff57E7f+nonbNo9mNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFT6D6aBdwbq51dQcHw82d1nV1CgdD+vk3OLkFECqhlCbc7u4QCoZWzCxAHmtEUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiISCGyfPlyunTpQkhICBaLhblz59qXZWRk8Mwzz1CzZk2KFy9OSEgIffv25dixYw7bSEhIoE+fPnh7e+Pr68v999/PuXPnrrkWBU0RERGRQuT8+fPUrl2badOm5Vp24cIFNm7cyMiRI9m4cSNz5swhNjaW22+/3aFfnz592L59O4sWLWL+/PksX76cwYMHX3Mtrtf9KkRERESkwOnYsSMdO3bMc5mPjw+LFi1yaJs6dSq33HILhw4dIjQ0lB07drBw4ULWr19PgwYNAJgyZQq33XYbr776KiEhIVddi2Y0RURERIqwxMRELBYLvr6+AKxevRpfX197yASIjo7GarWydu3aa9p2kQiaMTExWCwW+8PDw4OqVasyadIksrOzr2lbUVFRdO7c2aRKRURERHJLS0sjKSnJ4ZGWlvaft5uamsozzzzD3Xffjbe3NwDx8fGUKlXKoZ+rqyv+/v7Ex8df0/aLzKFzT09PlixZAkBKSgpLly7l2WefJTs7m2effdbJ1TnfiZ0n2PHjDs4cOEPK2RRuffxWyjYo69An8Wgif379Jyd2niA7KxufMj40f6w5xUsWd1LVN5bVAg/cVoX2DcsS4OXBycRUFqw9xMc/7wLAxWphSOeqNK0eREhAMc6lZvJH7Ene/v4vTiWlOrl6c22ds5Vt321zaPMK9qLzpML9oetKvxdf3vdlnuvV6V2Hqp2q5leZTrFr0S52LthJSmIKfuX8qN+3PgEVApxdVr66kHCBzV9vJm5LHFlpWZQIKkGjQY0IiCi847Bw6bds2r6G+BNHcXdzJ6J8Fe7oeB+lA8vk6msYBlM/Hsv2XZt48L5nqFO9kRMqLjzGjx/P6NGjHdpGjRpFTEzMdW8zIyODnj17YhgG77zzzn+sMG9FJmharVYaN25sf96qVSu2bt3KnDlzFDSBzLRM/EL9iGgZwYq3VuRannw8mV/H/kpEiwhq3FkDN083Eo8m4uLm4oRqzXFf20rc0TyMlz7fxL64JKqG+vJ8n3qcS81k9rJ9eLi7EFnOh48XxrL7aBJexdwY1r0mk4Y0YuAry5xdvul8yvjQ6tlW9udWl8J/QORKvxfdpnRzeB63JY61H66lXMNy+VShcxxcc5BNMzfRcEBDAioEELswlqWTltJ5Umc8fDycXV6+SD+fzq8v/UqpqqWI+l8UNi8byceTcS/u7uzSTLVr/3ZaNu5IWLmKZGdlMffnL5j80WhGDZ+Mzd3xZ794xXywWJxUaeEzYsQIhg8f7tBms9mue3sXQ+bBgwdZsmSJfTYToHTp0pw4ccKhf2ZmJgkJCZQuXfqa9lP4/1JchpeXFxkZGfbnzz77LDVr1qREiRKUKVOGu+++m7i4uDzX/fTTT6lQoQKenp5ERUURGxtrX9a9e3eaNWuWa5133nkHDw8PEhISbvyL+Y9CaodQq0ctyjXI+w/kltlbCKkdQt276+If5o9XkBdl65UtVH9Uaob78/vWeFZtP058QgpLN8exbucJqpX3BeB8aiaPT1vN4k3HOHTiHNsPnOG12VuoGupLkJ+nc4vPBxYXC56+nvaHzev6/4O7WVzp9+Kf4+Hp68mRDUcIqhpEiVIl8rnS/BX7UywVoioQ0SICnzI+NBzQEFebK/uW73N2afnmr/l/Ucy/GI0HNyagQgAlSpUguGYwXkFezi7NVI8NfJGmDVoTEhRK2ZBw+vV4lISzpzh0ZK9Dv8PH9vPr79/T965HnFRp4WOz2fD29nZ4XG/QvBgyd+/eza+//kpAgOMsfJMmTTh79iwbNmywty1ZsoTs7GwaNbq2mekiM6MJOWkc/j50/u233/Lcc8/Zl584cYLnnnuOkJAQTp48yWuvvUbLli3566+/cHX9e6g2btzI3r17mTBhAgAvvPAC7du3JzY2FpvNxqBBg+jYsSOxsbFERkba15s+fTp33HEH/v7++fSKbwwj2+DYn8eo2qkqSyct5cyBM5QILEG1LtVyHV6/mW3dn0DXpmGUCyzO4ZPnqVjGm9oR/rz13fZLrlPC043sbIPklIxL9ikskuOTmfvoXKxuVkpWLEntnrULzWkTN0JKYgrH/jxG48GNr9z5JpaVmUXCgQSqdalmb7NYLQRVD+LUnlNOrCx/Hd14lOCawayYvIITO0/g6e9JpTaVqNiqorNLy1cpqRcAKFbs7w9X6elpfPTVG/TuOhgfLz9nlVaknTt3jj179tif79+/n82bN+Pv709wcDB33XUXGzduZP78+WRlZdnPu/T398fd3Z2qVavSoUMHBg0axLvvvktGRgZDhw6ld+/e13TFORShoHn+/Hnc3Nwc2nr16uVw2Hz69On2f2dlZdGkSRPKli3LkiVLaNeunX3Z8ePHWbZsGZUqVQKgbt26REZGMmPGDIYMGUK7du0IDQ1l+vTpTJw4EYBt27bxxx9/MG7cODNfpilSk1LJTM3krx/+otZdtajTqw5xW+L4ffLvtBnRhlJVS115IzeBTxftppiHG1+90IZsw8BqsfDe/B388seRPPu7u1p5+PZqLNpwhAupmflcbf4KqBBA48GN8Qr2IvVsKtu+28avY3/ltvG34ebpduUNFAH7f9+Pm4fbJWc/C4u05DSMbCPX0QwPbw+SjyU7qar8d+7kOXYv2U2VDlWodns1EvYlsPGzjVhdrUTcGuHs8vJFdnY2s+dPp0L5KpQpXd7ePnv+dCqERlKn+i1OrK5o++OPP2jV6u9TnS4ecu/Xrx8xMTHMmzcPgDp16jist3TpUqKiogD44osvGDp0KG3atMFqtdK9e3cmT558zbUUmaDp6enJ8uXLgZwrtzZs2MCLL77IoEGD7AHzp59+4qWXXmL79u0kJSXZ1921a5dD0KxRo4Y9ZAJUrFiR2rVrs3btWoYMGYLVauX+++/nnXfe4eWXX8bV1ZXp06dTvnx52rRpc8ka09LScl1Blpmeiau7c39MhmEAULZ+Wap0rAKAX3k/Tu0+xe4luwtN0GxTtwztG5Rl1Ccb2B+XRKWyPjzRvSanElNZsO6wQ18Xq4WxAxtgscCkWVucVHH+Can9j0+woTnBc96weRxae4gKURWcV1gBsm/5Pso3LY+Le+E5b1kuIxv8w/2p3bM2AP5h/iQeSWTPkj1FJmh+9f0HHI0/xFMPvWxv+/Ovdezcu43nH3vViZVJVFSU/W93Xi637CJ/f39mzpz5n2spMkHTarU63A+qWbNmZGZm8uSTTzJ8+HBSUlK4/fbb6dq1K88++yylSpXCYrHQuHFjUlMdryj+9yX/AEFBQQ7ncw4cOJAxY8awYMECOnbsyOeff87DDz+M1Xrp02LzuqKs5QMtiRoUdZ2v+sawedmwuFjwDvF2aPcO8ebkrpNOqurGG9qtOp8t2s2vG48CsDcumdL+xejbrpJD0HSxWnh5YENK+xdj6OSVhX42My/uxd3xKu1F8vGiM4N1OSdiT5Acl0yzR3Kfm13Y2LxsWKwWUhMd/19MTUrFw7fwnLN9JR6+HniXyf1/4uE/Dl9ijcLly+8/YOvOP3hyyFj8fEra22P3buVUQjzDR9/n0P+9z1+hYlhVnhzyUn6XKk5WZIJmXqpWzbn9yPbt2/nzzz/x8fFh1qxZ9jB48ODBPNf795VYkHM4/Z9T0GXLlqVDhw5Mnz6dzMxMTp06xYABAy5bT15XlE3aMulaXpIpXFxdCAgPIDneMVQkxycXqnP0PNxdyP7Xp7zsbAPLP66avBgyywYWZ+iUlSRdKPznZuYlIzWDcyfOEdYszNmlFAj7ftuHf7g/fuUL//loLq4u+If5E/9XvP0cbSPb4Pj241RuW9nJ1eWfwMqBJMfl8X9iQOH5PzEvhmHw1bwP2bx9LcMHj6Gkf5DD8vZRd9KsYbRD20tvDqNH5wHUqtoAKXqKdNDcti3nvoAlS5YkJSUFNzc3h1DxxRdfXHK9PXv2ULFizknfe/bs4c8//2TIkCEO/QYNGsRdd93FiRMnaNOmDeXLl89rc3Y2my3XFWT5ddg8IzWDc8fP2Z+fO3mOMwfP4F7cneIli1OlUxVWTV1FYGQgQdWCiNsSx9FNR2nz3KVPBbjZrNgWT/92lTl+JoV9cUlElvWld6sKzF9zCMgJmePub0hkOV/+994arBYL/v9/5XXShXQys658KOJmtWnmJsrULUOxksVIOZPC1jlbsVgtlG9y+ff0ze5KvxcAGSkZHFp3iLr31HVWmfkusmMka95fg3+4PwERAcT+HEtmWibhLcKdXVq+iewQyaIxi9g+bzuhjUI5vfc0e5bu4ZaBhfu8xC+/f5/1m3/nob4j8LB5kph8BgBPj2K4u9nw8fLL8wIgf9+SuUKpFA1FJmhmZ2ezZs0aANLT09mwYQNjx46lWrVqtGjRgrS0NN58800effRR7rjjDlavXs1nn32W57aCgoLo0qULY8aMAWDkyJGUKVOG/v37O/Tr1KkTgYGBrF69mi+/zPvGzgVFwv4EloxbYn++aeYmAMKbh9N4SGPKNShHgwEN+OuHv9j42Ua8gr1o/lhzAiMDnVXyDff67K0M7lSF//WshX8JGycTU5m78gDTF+bcuirQ14MWtYIB+Owf95MEePitFWzaczrfa84vFxIusOrtVaSdS8PmZSOwciBtR7XFw7twHyq90u8FwMHVOUc+Cnvo/qfyjcuTlpzG1m+3kpqYil+oH1FPReHpU/hv83VRQEQAtz5+K3/O+pNtc7dRIrAE9e6tV+hn+Zev+RmA198f6dDe966hNG3Q2hklSQFnMa7mjNCbXExMjMO5j66urpQrV46OHTsyatQo+zmXkyZNYsqUKSQkJNCsWTOmTZtG5cqVeeWVV/jf//4H5JxgW6JECbp3786YMWOIi4ujUaNGvPvuu/ZD8f80ZMgQZs+eTVxc3HXd7ypmXcz1vehC5ufPis5s0eW0v2+Ts0sQkQKq5dEezi6hQGh1R3Wn7fu3e6/tZubXIurza/vqx4KiSARNZ8nOzqZChQp07tyZKVOmXNc2FDRzKGjmUNAUkUtR0MyhoFmwFJlD5/kpPT2dP//8k2+++YbDhw8zdOhQZ5ckIiIiku8UNE1w7NgxbrnlFgIDA5k6darDtwOJiIiIFBUKmiYICwu7qpuhioiIiBRml757uIiIiIjIf6CgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCN2wXERERuQHqfvmgeRv/3LxNm0kzmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpXJ1dgMjVaH/fJmeXUCDEfRTn7BIKhOD7g51dgkiBs6zMbGeXUCC0orqzS5B/0IymiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERESkEFm+fDldunQhJCQEi8XC3LlzHZYbhsGLL75IcHAwnp6eREdHs3v3boc+CQkJ9OnTB29vb3x9fbn//vs5d+7cNdeioCkiIiJSiJw/f57atWszbdq0PJdPmjSJyZMn8+6777J27VqKFy9O+/btSU1Ntffp06cP27dvZ9GiRcyfP5/ly5czePDga67F9bpfhYiIiIgUOB07dqRjx455LjMMgzfffJMXXniBrl27AvDpp58SFBTE3Llz6d27Nzt27GDhwoWsX7+eBg0aADBlyhRuu+02Xn31VUJCQq66Fs1oioiIiBRwaWlpJCUlOTzS0tKueTv79+8nPj6e6Ohoe5uPjw+NGjVi9erVAKxevRpfX197yASIjo7GarWydu3aa9qfgqaIiIhIATd+/Hh8fHwcHuPHj7/m7cTHxwMQFBTk0B4UFGRfFh8fT6lSpRyWu7q64u/vb+9ztXToXERERKSAGzFiBMOHD3dos9lsTqrm6iloioiIiBRwNpvthgTL0qVLA3D8+HGCg4Pt7cePH6dOnTr2PidOnHBYLzMzk4SEBPv6V0uHzkVERESKiPDwcEqXLs3ixYvtbUlJSaxdu5YmTZoA0KRJE86ePcuGDRvsfZYsWUJ2djaNGjW6pv05LWhOnz4di8WS675NU6ZMwWKxMGrUKIf2hIQErFYrkyZNuuK2z549S0xMDH/99dc119W/f39q1KhxzeuJiIiIFATnzp1j8+bNbN68Gci5AGjz5s0cOnQIi8XCE088wdixY5k3bx5bt26lb9++hISE0K1bNwCqVq1Khw4dGDRoEOvWrWPlypUMHTqU3r17X9MV5+DEQ+fNmjUDYNWqVVSqVMnevnLlSooVK8aqVasc+q9atQrDMGjevPkVt3327FlGjx5NjRo1qFat2o0tvAjZtWgXOxfsJCUxBb9yftTvW5+ACgHOLivfFfZxqFSpEu3atSM0NBRfX1/efvtt/vzzzzz73nPPPbRs2ZJZs2Y5fBouV64cd955J2FhYWRnZ7Np0yZmz559XVdEFnSF/f1wtTQOOTQOcGLnCXb8uIMzB86QcjaFWx+/lbINyjq7rCLtjz/+oFWrVvbnF8/t7NevHzNmzODpp5/m/PnzDB48mLNnz9K8eXMWLlyIh4eHfZ0vvviCoUOH0qZNG6xWK927d2fy5MnXXIvTZjQjIyMJDAxk5cqVDu0rV66kf//+rFmzhqysLId2Dw8Ph0vtxTwH1xxk08xN1LijBh1e6oBvqC9LJy0lNTH1yisXIkVhHNzd3Tly5AhffvnlZfvVqVOHiIgIzpw549Du4+PDsGHDOHnyJBMmTGDy5MkEBwfTr18/M8t2iqLwfrgaGoccGoccmWmZ+IX6Ub9ffWeXIv8vKioKwzByPWbMmAGAxWJhzJgxxMfHk5qayq+//krlypUdtuHv78/MmTNJTk4mMTGR6dOnU6JEiWuuxannaDZr1swhaB46dIgjR47w+OOPk5qaypYtW+zLVq5cSYMGDdi3bx+9e/emXLlyFCtWjGrVqvHaa6+RnZ0NwIEDBwgPDwegR48eWCwWLBYLBw4cAHLuQ/XCCy8QERGBzWajbNmy9O/fP1dtv/32G3Xr1qV48eLccsstDucpQM4NT1999VUqV66MzWYjIiKCN954w6HPkSNH6NmzJ0FBQXh4eBAeHs6wYcNuxNCZLvanWCpEVSCiRQQ+ZXxoOKAhrjZX9i3f5+zS8lVRGIft27fz/fff2w+x5MXX15fevXvz0UcfOXwABKhVqxZZWVl8+eWXHD9+nIMHD/LFF19Qv359AgMDTa4+fxWF98PV0Djk0DjkCKkdQq0etSjXoJyzS5ECyOlBc8eOHfYZkpUrV1KuXDkqV65M7dq17SE0IyOD9evX07x5c44ePUpkZCRvv/02CxYsYPDgwYwZM4aXXnoJgODgYObMmQPAuHHjWL16NatXr7ZfWdW9e3def/11Bg4cyI8//sgrr7zC+fPnHeqKj4/nscce46mnnmLWrFmkpqZyxx13kJGRYe/z+OOP8+KLL9KvXz9+/PFH+vfvzzPPPMO7775r79O3b1+2bNnC5MmTWbhwIaNHj871R7ogysrMIuFAAqWr/31lmcVqIah6EKf2nHJiZflL45DDYrEwYMAAfvnlF+Li4nItd3V1JTMzE8Mw7G0Xf1cqVqyYb3WaTe+HHBqHHBoHkavj1NsbNW/eHMMwWL16NbfddhurVq2iadOmADRt2pRVq1YxdOhQNm7cSGpqKs2bN6dNmza0adMGwH7O5oULF5g6dSqjRo3CZrNRt25dIOfcs8aNG9v3t2jRIn788UdmzpzJ3XffbW//578h58KjZcuWUb16dQCKFy9Oq1atWLt2Lc2bN2fv3r1MnTqVd9991/69n9HR0Vy4cIHRo0czePBgrFYr69atY/z48fTq1cu+7b59+5owkjdWWnIaRraBh4+HQ7uHtwfJx5KdVFX+0zjkaN++PdnZ2SxZsiTP5Tt37qRHjx60a9eOxYsXY7PZuOOOO4Ccw+qFhd4POTQOOTQOIlfHqTOa9evXx9PT0z5zuXLlSnvQbNKkiUO7xWKhadOmpKamMmrUKCpWrIjNZsPNzY3nn3+euLg4zp07d9n9LV68mGLFitG7d+/L9gsJCbGHTMB+QdGRI0cA+PXXX4Gc2dHMzEz7Izo6mvj4eA4fPgxAvXr1ePXVV3nnnXfYs2fPFccjr6+XykzPvOJ6ImYJDQ2ldevW9vN68hIXF8fHH39MdHQ0U6ZMYdKkSZw+fZrExESHWU4RESl6nDqj6ebmRsOGDVm5ciXnzp1jy5YtDjOaF8/ZXLlyJdWqVcPPz4/HH3+cDz74gFGjRlG/fn18fX35/vvvGTt2LKmpqZc9UfX06dMEBwdjsVguW5evr6/Dc3d3dwBSU3NO8D516hSGYVCyZMk81z98+DDly5fn66+/5vnnn+f555/n4YcfJjIyknHjxnHnnXfmud748eMZPXq0Q1vLB1oSNSjqsvXeaDYvGxarJdcJ7alJqXj4elxircJH45BzVMDLy8vha85cXFy46667aN26Nc8//zwA69evZ/369Xh5eZGeno5hGERHR3Py5ElnlX7D6f2QQ+OQQ+MgcnWc/s1AzZs3580332TFihXYbDb7XenLly9PcHAwK1euZNWqVXTt2hWA2bNnM2TIEJ555hn7Nn788cer2ldAQABxcXEYhnHFsHk5/v7+WCwWVqxYYQ+h/xQZGQnknC86ffp0PvzwQzZs2MDYsWPp1asXsbGxRERE5Fovr6+XmrTlyvcNvdFcXF3wD/Mn/q94+y0qjGyD49uPU7lt5SusXXhoHGDNmjXs2LHDoe2xxx5j7dq1uW5BBpCcnHPIsGnTpmRkZORa92am90MOjUMOjYPI1SkQQXPcuHFMnTqVhg0b4ur6d0lNmzbls88+Iz4+3n7fzZSUFIdwl5WVxVdffeWwzX/PQF4UHR3NxIkTmTVrlsN5k9fq4jmip0+fpkuXLlfsb7Vaadiwof3mqHv27MkzaOb19VKu7s75EUV2jGTN+2vwD/cnICKA2J9jyUzLJLxFuFPqcZaiMA42m83h6vCSJUtStmxZzp8/z5kzZ3JdLJeVlUVSUhLHjx+3t0VFRbF3717S0tKoVq0a3bt3Z86cOaSkpOTb68gPReH9cDU0Djk0DjkyUjM4d/zvU9fOnTzHmYNncC/uTvGSxZ1YmRQETg+aTZo0wWq1smDBAp599tlcy5566ikA+43a27ZtywcffEC1atUoWbIkb7/9dq6bQpcuXRpfX1++/PJLwsPDsdls1KpVi+joaG677TYGDhzI3r17adSoEQkJCXzzzTd8/fXXV11z5cqVeeSRR7jvvvt46qmnaNSoERkZGezatYulS5cyd+5cEhMTad++Pffddx+RkZGkp6czZcoUfH19qVev3n8cNfOVb1yetOQ0tn67ldTEVPxC/Yh6KgpPH09nl5avisI4lC9fnieffNL+vGfPnkDOlyR88sknV7WNsLAwunTpgs1mIz4+ns8//5y1a9eaUq8zFYX3w9XQOOTQOORI2J/AknF/Xyy4aeYmAMKbh9N4SONLrSZFhMUoAGfr16pVi61bt/LDDz/QuXNne/vq1atp2rQpISEhHD16FMj50vcHH3zQfmFP//79qVixIoMGDeLkyZP28ybnzp3Lc889x759+0hLS2P//v2EhYWRmprK6NGjmTlzJnFxcQQFBdGuXTs++ugjIOcrKP/44w+2bdtmr+Ps2bP4+fnx8ccf2++5aRgG06ZN47333mPXrl2UKFGCyMhIevTowbBhw0hLS2Po0KH8/vvvHDp0CE9PTxo0aMDYsWNp2LDhVY9NzLqY/zi6UpjEfZT79kJFUfD9wc4uQUQKqJhbYpy270QX8/btk2Xets1UIIKmXJqCpvyTgmYOBU0RuRQFzYLFqbc3EhEREZHCS0FTREREREzh9IuBRERERAqDDg/XNW3bq03bsrk0oykiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREzh6uwCROTqBd8f7OwSCoRhTZxdQcHwxmpnVyAFScujPZxdgkgumtEUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTREREZFCJCsri5EjRxIeHo6npycVKlTgpZdewjAMex/DMHjxxRcJDg7G09OT6Ohodu/efcNrUdAUERERKUQmTpzIO++8w9SpU9mxYwcTJ05k0qRJTJkyxd5n0qRJTJ48mXfffZe1a9dSvHhx2rdvT2pq6g2txfWGbk1EREREnGrVqlV07dqVTp06ARAWFsaXX37JunXrgJzZzDfffJMXXniBrl27AvDpp58SFBTE3Llz6d279w2rRTOaIiIiIoVI06ZNWbx4Mbt27QLgzz//ZMWKFXTs2BGA/fv3Ex8fT3R0tH0dHx8fGjVqxOrVq29oLZrRFBERESng0tLSSEtLc2iz2WzYbLZcfZ999lmSkpKoUqUKLi4uZGVl8fLLL9OnTx8A4uPjAQgKCnJYLygoyL7sRtGMpoiIiEgBN378eHx8fBwe48ePz7PvrFmz+OKLL5g5cyYbN27kk08+4dVXX+WTTz7J56o1oykiIiJS4I0YMYLhw4c7tOU1mwnw1FNP8eyzz9rPtaxZsyYHDx5k/Pjx9OvXj9KlSwNw/PhxgoOD7esdP36cOnXq3NC6NaMpIiIiUsDZbDa8vb0dHpcKmhcuXMBqdYx4Li4uZGdnAxAeHk7p0qVZvHixfXlSUhJr166lSZMmN7RuzWiKiIiIFCJdunTh5ZdfJjQ0lOrVq7Np0yZef/11Bg4cCIDFYuGJJ55g7NixVKpUifDwcEaOHElISAjdunW7obUoaIqIiIgUIlOmTGHkyJE8/PDDnDhxgpCQEIYMGcKLL75o7/P0009z/vx5Bg8ezNmzZ2nevDkLFy7Ew8PjhtaioCkiIiJSiHh5efHmm2/y5ptvXrKPxWJhzJgxjBkzxtRadI6miIiIiJhCQVNERERETFFogmZMTAwWiwWLxYLVasXHx4eaNWsydOhQduzY4ezyRERERIqcQnWOpqenJ0uWLAEgOTmZrVu38v777/PBBx/w0Ucfce+99zq5wpvLrkW72LlgJymJKfiV86N+3/oEVAhwdln5TuOQo7CPg8ut5bH9ryku9UKwhnhx/s6vyPx+p3256x1VcR/SAJd6wVgDipFc712y//zXN2jYXPF4tR1uvWpgsbmS+cseUh75EePE+Xx+Neba/etudi/ZzfmTOa/Lp6wPNbrVIKR2iJMry3+F/ffi35atWcjyNT9z+swJAIKDytGpTU9qRNbjVMIJXpj0YJ7rDbrnf9Sv1TQ/S5UColAFTavVSuPGje3P27Zty8MPP0ynTp24//77adq0KREREU6sMEdKSgqenp7OLuOyDq45yKaZm2g4oCEBFQKIXRjL0klL6TypMx4+N/aKtIJM45CjKIyDpbgbWX8eJ/3jTRT/tnfey1ccImP2doq9f3ue2/B4vT1ut1XmQq/ZGImpeE6+jWLf9OJ8i+lml5+vivkXo07POniV9sIwDPav2M/vb/xOh7Ed8Cnr4+zy8k1R+L34Nz/vALp1uJdSJYPBgNUbl/LOpxN4/rFXKR1YhonPf+TQf8XaRfyyfC7VI+s6qWJxtkJz6PxSPDw8mDJlCunp6Xz44Yf29hkzZlCrVi08PDwoU6YMzz//PFlZWQ7rHj16lL59+xIUFISnpydVqlThrbfesi/Pzs5m7NixhIWFYbPZqFKlCu+9957DNmJiYihRogTr1q2jSZMmeHh4MG3aNHNf9A0Q+1MsFaIqENEiAp8yPjQc0BBXmyv7lu9zdmn5SuOQoyiMQ+bCPaS9uITMuTvzXJ7x+RbSxi4j89dLvGZvG+4D65Hyv5/JWrqf7I1xpNz/Pa7NQnFpVNbEyvNfmXplCKkTgldpL7yDvandozauHq6c2nPK2aXlq6Lwe/Fvtao1pGaV+gSVDCEoMIRu7ftgc/dg/6FdWK0u+Hj5OTw2b19L/VrN8LAV7MkVMU+hD5oA1apVo0yZMqxevRqA119/nQceeID27dvzww8/8MwzzzB58mSef/55+zqnT5+mSZMm/Pbbb7z88sv8+OOPDBs2jKNHj9r7PPXUU8TExNC/f39++OEH2rVrx4MPPsjUqVMd9p+ens4999zDvffey08//US7du3y54Vfp6zMLBIOJFC6eml7m8VqIah6UJH6Q6JxyKFxuDou9UOwuLs4BNHs2FNkHzyLS+PCFTT/KTs7m4OrD5KZlknJSiWdXU6+0e8FZGdnsf7PFaSnpxIeGplr+cEjezkct59mDds4oTopKArVofPLKVeuHPHx8SQnJzNq1Ciefvppxo0bB+QcYnd3d2f48OE89dRTBAQE8Prrr3PixAl27txJWFgYAK1bt7Zv79SpU0yZMsUeNgHatWvHqVOnGDNmDA899BAuLi4AZGRk8PLLL9OrV698fc3XKy05DSPbyHXox8Pbg+RjyU6qKv9pHHJoHK6OtXQJjLRMSEx1aM8+fh5r6RJOqso8Zw+fZdHoRWRlZOHq4cqtj9+KT5mic9i8KP9eHI0/yKS3R5CRmY7N3YMh9z1DSFC5XP1W/vErpUuVpUL5Kk6oUgqKIjGjCWAYBhaLhVWrVnHu3Dl69OhBZmam/REdHU1KSgrbtm0DYPHixbRu3doeMv9t7dq1ZGRk0KNHD4f2Xr16cfLkSXbt2uXQ3qlTpyvWmJaWRlJSksMjMz3z+l6wiIiJvIK96PByB9rFtKNi64qseX8NiUcTnV2W5IOgkiE8/9hrPPPwRFo07sAns6dw7Phhhz7pGWms3/w7zRpoNrOoKzIzmkeOHKFy5cqcOpVzSKNevXp59jt8OOeX5fTp09SoUeOS2ztz5gwAQUFBDu0XnyckJNjbihUrRokSV57RGD9+PKNHj3Zoa/lAS6IGRV1x3RvJ5mXDYrWQ+q+ZmdSkVDx8C+cJ7nnROOTQOFyd7PhzWGyu4OPhMKtpDSpORvw5J1ZmDhdXF7yCvADwD/cnYX8CsT/HcsvAW5xcWf4oyr8Xrq5uORcDAeXLVuDgkT0sXTmfPnc+ZO+zcetq0jPSaVwvyklVOsfqKcedXUKBUyRmNLdv387Ro0dp2rQp/v7+AMyZM4f169fnenTs2BGAgIAAjh07dsltXtzOiRMnHNqPHz/usBxyvubpaowYMYLExESHR/N+za/+hd4gLq4u+If5E//X37duMbINjm8/TsmKReccLI1DDo3D1cnacAwjPQvXNuH2NmvlAKzlfclac8SJleUPI9sgOyPb2WXkG/1e/M3IziYj0/Ho28r1i6lVtQFeJYrO6RSSt0I/o5mamsqjjz6KzWbjgQcewNfXl2LFinHkyBHuuOOOS64XHR3Nq6++yqFDhwgNDc21/JZbbsHNzY3Zs2dTt+7ft22YNWsWpUqVonLlytdcq81mw2azObS5ujvnRxTZMZI176/BP9yfgIgAYn+OJTMtk/AW4VdeuRDROOQoEuNQ3B1rxb8/IFrDfLHWLo2RkIJxOBGLnyeWUB+sITmzeC6ROfdKNOLPYRw/B0lppE/fiOer7bmQkIKRlIbnW7eRueowWWsLV9Dc/PVmQmqHUCygGJmpmRxYdYATO08Q9VSUs0vLV0Xi9+Jfvlv4OTUq18XPN5C09BTWbf6dXfu38+jAkfY+J07FsefAXwzt//xltiRFRaEKmtnZ2axZswaAc+fO2W/Yvm/fPmbMmGE/33LMmDE8/fTTHDlyhKioKFxcXNi3bx/ff/893377LcWKFWPYsGF8+umntGjRgpEjRxIREcG+ffvYtWsXEydOpGTJkjz66KO88soreHh40LhxYxYsWMDMmTOZMmWK/UKgm1X5xuVJS05j67dbSU1MxS/Uj6inovD0KVq3qNA45CgK4+DSIIQSS/rbn3u+3gGA9E82kzJwLq63R1Jsejf78mJf5pyfnTr6N9LG/Jbz7+E/Q7ZBsdm9sNhcyPxlLymP/JhfLyHfpCWlsea9NaScTcHN0w3fUF+inooiuGaws0vLV0Xh9+Lfks8l8vGsySQln8HToxhlgsN4dOBIqlWqY++z6o/F+HoHUPUfbVJ0WQzDMJxdxI0QExPjcH5jiRIlCAsLo2XLlgwdOpQqVRyvevvqq694/fXX2bZtG25ublSoUIHOnTvz4osv4uqak78PHz7MiBEj+Omnn7hw4QJhYWE8/PDDPProo0BOsH355Zf58MMPiYuLIywsjCeffJIhQ4Y41PXqq69y7tz1naMVsy7mutYTKcyGNXF2BQXDG6udXYEUJC2P9rhypyKg1R3Vnbj3903c9mATt22eQhM0CysFTZHcFDRzKGjKPylo5lDQLFiKxMVAIiIiIpL/FDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCldnFyAicq18skKcXUKB8OKy084uoUAY45nm7BJE5BI0oykiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiJSyBw9epR7772XgIAAPD09qVmzJn/88Yd9uWEYvPjiiwQHB+Pp6Ul0dDS7d+++4XUoaIqIiIgUImfOnKFZs2a4ubnx008/8ddff/Haa6/h5+dn7zNp0iQmT57Mu+++y9q1aylevDjt27cnNTX1htair6AUERERKUQmTpxIuXLl+Pjjj+1t4eHh9n8bhsGbb77JCy+8QNeuXQH49NNPCQoKYu7cufTu3fuG1aIZTREREZECLi0tjaSkJIdHWlpann3nzZtHgwYN6NGjB6VKlaJu3bp88MEH9uX79+8nPj6e6Ohoe5uPjw+NGjVi9erVN7RuBU0RERGRAm78+PH4+Pg4PMaPH59n33379vHOO+9QqVIlfv75Zx566CEee+wxPvnkEwDi4+MBCAoKclgvKCjIvuxG0aFzERERkQJuxIgRDB8+3KHNZrPl2Tc7O5sGDRowbtw4AOrWrcu2bdt499136devn+m1/pNmNEVEREQKOJvNhre3t8PjUkEzODiYatWqObRVrVqVQ4cOAVC6dGkAjh8/7tDn+PHj9mU3ioKmiIiISCHSrFkzYmNjHdp27dpF+fLlgZwLg0qXLs3ixYvty5OSkli7di1NmjS5obXo0LmIiIhIITJs2DCaNm3KuHHj6NmzJ+vWreP999/n/fffB8BisfDEE08wduxYKlWqRHh4OCNHjiQkJIRu3brd0FoUNEVEREQKkYYNG/Ldd98xYsQIxowZQ3h4OG+++SZ9+vSx93n66ac5f/48gwcP5uzZszRv3pyFCxfi4eFxQ2tR0BQREREpZDp37kznzp0vudxisTBmzBjGjBljah06R1NERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUuupcRERE5AbIXnbatG1bW5q2aVMV2BnNmJgYSpQokav9ySefxGq18tFHH9G/f39q1KhhX7Z582ZiYmK4cOHCNe8vLCyMoUOH/qeaRURERORvN9WM5jPPPMMbb7zBu+++y/33309UVBTnz5+3L9+8eTOjR49m6NChFCtWzImVFg67Fu1i54KdpCSm4FfOj/p96xNQIcDZZeU7jUOOojYOU6asYurU1Q5t4eF+LFw4EIBDh84yceIyNmw4Snp6FrfeGsbIka0pWbK4M8o1zdR5m5g2/0+HtvAgbxa8dCcAaRmZTJz9BwvW7ycjM4tm1crwYp/GlPT2dEa5+WrrnK1s+26bQ5tXsBedJ1363oU3u2VrFrJ8zc+cPnMCgOCgcnRq05MakfXsffYdjOX7n79g/+HdWK1WygaH89j9I3F3y/t7uaVwu2mC5gsvvMCkSZN4++23GTx4MAAVKlRwclWF18E1B9k0cxMNBzQkoEIAsQtjWTppKZ0ndcbD58Z+a0BBpnHIUVTHoVKlAD7+uIf9uYuLBYALFzIYOPAbqlQJ5JNPcpa/9dZKHnxwLrNm3YPVanFKvWapGOLL9GHt7M9drX8fDBs/az3LtxzhzSFReHm68dKXa3nsnaXMfOY2Z5Sa73zK+NDq2Vb251aXAnug8Ibw8w6gW4d7KVUyGAxYvXEp73w6gecfe5WQoFD2HYxl8vSX6NDqTnp1fQCr1YUjcQewWAr3uMil3RQ/+ZiYGF5++WWmTJnCQw89ZG//56HzGTNmMGDAAAACAwOxWCyEhYXZ+x49epS+ffsSFBSEp6cnVapU4a233sq1r2nTplG+fHl8fHzo1q0bJ0+edFh+9uxZHn74YYKDg7HZbNSvX59ffvnFoU9UVBSdO3fmm2++ITIykhIlStC6dWv27t17o4bEdLE/xVIhqgIRLSLwKeNDwwENcbW5sm/5PmeXlq80DjmK6ji4uFgJDCxuf/j75xwp2bjxKEePJjFhQgciIwOJjAxk4sSObNsWz5o1h5xc9Y3narUQ6FPM/vDzyvlwkXwhnTkrdvNMz4Y0rhJM9fIlGdevGZv2nmDzvhNOrjp/WFwsePp62h82r8I9a1erWkNqVqlPUMkQggJD6Na+DzZ3D/Yf2gXA7PnTad3sNjpE3UlIUCilA8vQoFYz3FzdnFy5OEuBn9F8+eWXGT16NG+88cZlz6Hs1KkTL7zwAmPHjmXhwoX4+Phgs+X8wp8+fZomTZrYtxcREcHu3btzBb958+axe/dupk2bxqlTpxg2bBiPPvooX331FQDp6em0bduW48eP8/LLL1OmTBk+//xzOnXqxMaNG6lZs6Z9W5s3b+aVV15hwoQJZGVlMXz4cO69915Wr3Y8FFcQZWVmkXAggWpdqtnbLFYLQdWDOLXnlBMry18ahxxFeRwOHjxD8+bvYrO5UqdOME8+eSshId6kp2dhsYC7u4u9r83mgtVqYcOGozRtWt6JVd94B08k0+Kpr7G5uVAnohTD7qhHSEAJth86TUZWNk2qBtv7RgT7EuxfnM17T1InopQTq84fyfHJzH10LlY3KyUrlqR2z9oUL2SnT1xKdnYWG7auJj09lfDQSJLOnWX/4d3cUqcFk94ewcmEeEoHlqFr+z5UDKvq7HLFSQp00Dx//jwvvPACDzzwAE888cRl+wYGBtoPpdevX5+SJUval73++uucOHGCnTt32mc5W7dunWsbhmEwb948e0A9cOAA48aNIzs7G6vVyhdffMHmzZv5888/qVYt549u+/bt2b17Ny+99BKzZs2yb+vs2bNs2rSJwMBAAM6dO8eAAQM4cuQIZcuWve4xyQ9pyWkY2UauQ6Ie3h4kH0t2UlX5T+OQo6iOQ61awYwf34HwcH9OnjzPtGmr6NPnK374oT916gTj6enGK6/8zvDhzTEMeO215WRlGZw8ef7KG7+J1AoPZFz/5oSX9uZkYgrTftjMva/8xA8x3TiVmIKbqxXvYo6zeCW9PTmVlOKkivNPQIUAGg9ujFewF6lnU9n23TZ+Hfsrt42/DTfPwjuDdzT+IJPeHkFGZjo2dw+G3PcMIUHl2HcoFoD5i7+m+239KBsczpqNv/HmB6MYOexNgkqGOLlycYYCfejc09OTFi1aMHPmTFauXHnd21m8eDGtW7d2OJSel5YtW9pDJkC1atXIyMjgxImcQ0C//PILNWvWpHLlymRmZtofbdu2Zf369Q7bqlOnjj1kXtwWwJEjRy65/7S0NJKSkhwememZ1/pyReQGaNkynI4dI6lSJZBbbw3j/ffvJCkpjZ9+isXfvxhvvdWFpUv3UrfuZBo0mEJSUhrVq5fCYilc52e2qFmWDg3CiCzrT/PqZXjvsWiSL6Tz0x/7nV2a04XUDiG0USh+oX4E1wqm5f9aknEhg0NrC9/pE/8UVDKE5x97jWcenkiLxh34ZPYUjh0/jGEYANx6SzuaNmhDaJkIenYZSFBgGVb9scTJVYuzFOgZTavVyrx58+znPC5fvtzh8PTVOn36tMNtkC7F19fX4bm7uzsAqampAJw6dYpNmzbh5pb7k6qLi4vD8yttKy/jx49n9OjRDm0tH2hJ1KCoK9Z+I9m8bFisFlITHWtNTUrFw7fwXvjxbxqHHBqHHN7eHoSF+XHo0FkAmjcP49dfHyAh4QKurla8vT1o1uwdbrvNx7mFmsy7mI2wIG8OnUimabUQMjKzSbqQ5jCreSoppUhcdf5v7sXd8SrtRfLxwjvTD+Dq6pZzMRBQvmwFDh7Zw9KV82kflXMnguCgcg79S5cqQ8LZk7m2I0VDgZ7RBPDx8eHnn3+mZMmStG/fnv37r/1TdEBAAMeOHfvPtfj7+1OrVi3Wr1+f67FmzZr/vP0RI0aQmJjo8Gjer/l/3u61cnF1wT/Mn/i/4u1tRrbB8e3HKVmx5GXWLFw0Djk0DjnOn0/n8OFEAgMdz7/z9y+Gt7cHq1cf4vTpC7RuXbjvhnE+NYPDJ5MJ9PGkemgAbi5W1uyIsy/fH59IXMJ56lQIvMxWCqeM1AzOnTiHp2/RCtlGdjYZmZkE+JXCx9uf4yePOiw/cTKOAN+i936QHAV6RvOiUqVKsWjRIpo1a0bbtm1ZsWIFpUuXztXvUrOG0dHRvPrqqxw6dIjQ0NDrriM6OpoFCxYQEhJCSMiNP9fEZrM5HLoHcHV3zo8osmMka95fg3+4PwERAcT+HEtmWibhLcKdUo+zaBxyFMVxmDjxN1q1qkBIiDcnTpxjypRVWK0WOneuAsC3326jQgV//P2LsWnTMcaNW0r//vWJiPB3cuU31qTZ64mqVY4yAcU5kZjClHmbsFotdLolAq9i7tzZvBITZq/Hp7iNEp5ujP1yLXUiAovEhUCbZm6iTN0yFCtZjJQzKWydsxWL1UL5JoXrYrB/+m7h59SoXBc/30DS0lNYt/l3du3fzqMDR2KxWGjXois/LPqaMsFhlAsOZ83GpcSfPMrge59yduniJDdF0IScb+75+eefadGiBR06dGDZsmW5+lStmnNV27Rp0+jWrRvFihWjZs2aDBs2jE8//ZQWLVowcuRIIiIi2LdvH7t27WLixIlXXUPfvn157733iIqK4n//+x+VK1e2X/STnp7O+PHjb9jrdbbyjcuTlpzG1m+3kpqYil+oH1FPReHpU7Q+qWscchTFcYiPP8fw4T9y9mwq/v6e1K9fhlmz7rHf4mj//gRef/13EhNTKVPGhwcfbET//vWdXPWNF3/mPP/7cBlnz6fhX8KDehVL8dWznfD//1scjejZEKvFwuPvLiU9M5tm1UN48Z7GTq46f1xIuMCqt1eRdi4Nm5eNwMqBtB3VFg/vwntKSfK5RD6eNZmk5DN4ehSjTHAYjw4cSbVKdQBo07wLGZkZfDP/Y85fOEfZ4DAef2AUgQG5J4ekaLhpgiZAjRo1+PHHH4mOjqZz5865ZhXr1q1LTEwMH374IZMmTaJcuXIcOHCAgIAAVq5cyYgRI3j66ae5cOECYWFhPPzww9e0f5vNxpIlS+z39YyLi6NkyZLUrVv3mrd1M6jctjKV21Z2dhlOp3HIUdTG4Y03Lv/tLv/7Xwv+978W+VSN87w+OOqyy21urrx4T+MiEy7/qdnQZs4uId/1veuRK/bpEHUnHf7/fE0Ri3HxMjEpkGLWxTi7BJECJ+YW3SYFIHvZaWeXUCCM8UxzdgkFQsujPa7cqQhodUd1p+07e5l5RzatLUeYtm0zFfiLgURERETk5qSgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVO4OrsAEZFrFbPumLNLKBg8nV1AwfDzZ3WdXUKB0LK1sysQyU0zmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiUkhNmDABi8XCE088YW9LTU3lkUceISAggBIlStC9e3eOHz9uyv4VNEVEREQKofXr1/Pee+9Rq1Yth/Zhw4bxww8/MHv2bJYtW8axY8e48847TalBQVNERESkkDl37hx9+vThgw8+wM/Pz96emJjIRx99xOuvv07r1q2pX78+H3/8MatWrWLNmjU3vA4FTREREZECLi0tjaSkJIdHWlraJfs/8sgjdOrUiejoaIf2DRs2kJGR4dBepUoVQkNDWb169Q2vW0FTREREpIAbP348Pj4+Do/x48fn2ferr75i48aNeS6Pj4/H3d0dX19fh/agoCDi4+NveN36ZiARERGRAm7EiBEMHz7coc1ms+Xqd/jwYR5//HEWLVqEh4dHfpV3SQqaIiIiIgWczWbLM1j+24YNGzhx4gT16tWzt2VlZbF8+XKmTp3Kzz//THp6OmfPnnWY1Tx+/DilS5e+4XUraIqIiIgUEm3atGHr1q0ObQMGDKBKlSo888wzlCtXDjc3NxYvXkz37t0BiI2N5dChQzRp0uSG16OgKSIiIlJIeHl5UaNGDYe24sWLExAQYG+///77GT58OP7+/nh7e/Poo4/SpEkTGjdufMPrUdAUERERKULeeOMNrFYr3bt3Jy0tjfbt2/P222+bsi8FTREREZFC7LfffnN47uHhwbRp05g2bZrp+9btjURERETEFJrRFBEREbkBliXcbtq2W5m2ZXNpRlNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJjipgmaMTExWCwW+8PDw4OqVasyadIksrOznVbX3LlzTft+UBEREZGb2U31zUCenp4sWbIEgJSUFJYuXcqzzz5LdnY2zz77rFNqmjt3Ln/88QcPP/ywU/Zvpl2LdrFzwU5SElPwK+dH/b71CagQ4Oyy8lVGSgZbvt3CkT+OkJaUhl95P+rdV4+AiKI1DlA03w8ndp5gx487OHPgDClnU7j18Vsp26CsffmX932Z53p1etehaqeq+VWmUxTF90MxmyuDO1WhRe1g/EvY2HUkkTe+3cqOQ2ftfQbdVoXbm5bHy9ONLfsTmPT1nxw5ed55Rd9gy9YsZPmanzl95gQAwUHl6NSmJzUi6zn0MwyDqR+PZfuuTTx43zPUqd7IGeVKAXBTBU2r1Urjxo3tz1u1asXWrVuZM2eO04JmYXVwzUE2zdxEwwENCagQQOzCWJZOWkrnSZ3x8PFwdnn5Zt1H6zh75CxNHmyCp58nB1YeYOmEpdw24TaK+Rdzdnn5pqi+HzLTMvEL9SOiZQQr3lqRa3m3Kd0cnsdtiWPth2sp17BcPlXoHEX1/TDinjpEBHsx5tONnEpMpX3Dskwe2pR7Xl7CycRU7o2uSI+WEbz0+UaOnb7A4E5VePPhJtzz8hLSM5135O1G8vMOoFuHeylVMhgMWL1xKe98OoHnH3uVkKBQe7/FK+aDxeLESqWguGkOnV+Kl5cXGRkZ9udpaWk899xzlC9fHpvNRtWqVZk5c6bDOqtXr+b2228nJCSE4sWLU6dOHT777DOHPjNmzMBisXDq1CmH9jp16tC/f38A+vfvzyeffML27dvth/T79+/PDz/8gMViYffu3Q7rnjlzBk9Pz5viUHvsT7FUiKpARIsIfMr40HBAQ1xtruxbvs/ZpeWbzPRMDq8/TJ3edShVpRReQV7UvLMmJYJKsGfxHmeXl6+K6vshpHYItXrUolyDvIOjp6+nw+PIhiMEVQ2iRKkS+Vxp/iqK7webm5Wo2sFM+/4vNu89zZFT5/nop1iOnDzPHc3DAOgVVYEZP8fy+9Z49h5LYsxnGynp40GLWsHOLf4GqlWtITWr1CeoZAhBgSF0a98Hm7sH+w/tsvc5fGw/v/7+PX3vesSJlUpBcVPNaAJkZmYCfx86//bbb3nuuefsy3v27MmKFSsYNWoUVatWZcGCBdx77734+fnRsWNHAA4ePEizZs148MEH8fDwYOXKldx///1kZ2fTr1+/q65l5MiRnDx5kp07d/LFF18AEBgYSFhYGGXKlGH69OmMHz/e3v9i4L3nnnv+8ziYKSszi4QDCVTrUs3eZrFaCKoexKk9py6zZuFiZBkY2QYubi4O7S7uLpzcddJJVeU/vR+uTkpiCsf+PEbjwY2v3PkmVlTfDy5WK64uVtIzshza0zKyqF0hgJCAYpT08WB97N//N5xPzeSvA2eoEe7HrxuP5nfJpsvOzmLD1tWkp6cSHhoJQHp6Gh999Qa9uw7Gx8vPyRVKQXBTBc3z58/j5ubm0NarVy/7YfOlS5cyb948fv75Z9q1awdA27ZtiYuLY9SoUfag2bt3b/v6hmHQokULjhw5wnvvvXdNQbNChQoEBgZy8OBBh0P6AAMGDGD69OmMHTsWF5ecoDJ9+nTuvPNOfH19r/m156e05DSMbCPXITAPbw+SjyU7qar85+bpRsmKJdk+dzveId54+HhwcPVBTu8+TYmgwj1j9U96P1yd/b/vx83D7ZKzn4VFUX0/XEjLZOu+BAZ0iORA/DkSklNpW78sNcL9OXLyPAHeNgASktMc1ktITiPAu3CdTnA0/iCT3h5BRmY6NncPhtz3DCFBOe/72fOnUyE0kjrVb3FylVJQ3FSHzj09PVm/fj3r169nxYoVvPXWWyxcuJBBgwYB8Msvv+Dv70/r1q3JzMy0P9q2bcumTZvIysr5JHrmzBkee+wxypcvj5ubG25ubrz//vvs2rXrcru/Jvfffz9xcXEsXLgQgC1btrBx40buv//+S66TlpZGUlKSwyMzPfOG1STXrvGDjTEMg+8f+55ZA2ax65ddhDYJxWLVuUfiaN/yfZRvWh4Xd5crd5ab0ujPNmABfni5Pcve6ELPqAgWbTiCYRjOLi1fBZUM4fnHXuOZhyfSonEHPpk9hWPHD/PnX+vYuXcbPboMdHaJUoDcVDOaVquVBg0a2J83a9aMzMxMnnzySYYPH86pU6dISEjINet5UVxcHGXLlqV///6sWrWKF198kerVq+Pt7c0777zD119/fcNqDQsLo23btnz00Ud06tSJ6dOnEx4eTqtWrS65zvjx4xk9erRDW8sHWhI1KOqG1XU1bF42LFYLqYmpDu2pSal4+BauT+ZX4hXkRfQL0WSmZpKRmoGnrycrp66kRGDRmdHU++HKTsSeIDkumWaPNHN2KaYryu+Ho6cu8PDklXi4u1Dcw5XTSWm8NKABR0+f53RSzkymv5fN/u+Lz3cdTXRWyaZwdXXLuRgIKF+2AgeP7GHpyvm4ublzKiGe4aPvc+j/3uevUDGsKk8OeckZ5YqT3VRBMy9Vq+bcQmT79u34+/sTGBjIggUL8uxbqlQpUlNTmT9/Pq+//jqPPvqofdm/78Xp4ZHzH2Z6erpD+5kzZ666tkGDBnHPPfdw9OhRvvjiCx577DEsl7kKb8SIEQwfPtyhbdKWSVe9vxvFxdUF/zB/4v+Kt9/Kxcg2OL79OJXbVs73egoCVw9XXD1cST+fTtzWOOr0quPskvKN3g9Xtu+3ffiH++NXvvCfk6b3A6SmZ5GanoWXpxuNqpRi2vfbOXb6AqcSU2kQGcjuo0kAFPNwpVqYH3NWHHBuwSYzsrPJyMykc9veNGsY7bDspTeH0aPzAGpVbXCJtaWwu+mD5rZt2wAoWbIk0dHRTJo0CXd3d2rVqpVn/8TERLKzs3F3d7e3JScnM2/ePId+Zcvm/Ae6Y8cOQkJC7P8+fPiwQz93d3dSUx0/2V/UtWtX/Pz8uOeee0hISLBfrX4pNpsNm83m0Obq7pwfUWTHSNa8vwb/cH8CIgKI/TmWzLRMwluEO6UeZ4nbEoeBgXdpb5KPJ7P5q814B3sT0SLC2aXlq6L6fshIzeDc8XP25+dOnuPMwTO4F3eneMniOX1SMji07hB176nrrDLzXVF9PzSqEojFYuHgiXOULVmcod2qc/B4MvPXHALg69/20r99ZQ6fOE/c6fMM6lyVU4mpLN8S5+TKb5zvFn5Ojcp18fMNJC09hXWbf2fX/u08OnAkPl5+eV4A5O9bkpL+QU6oVgqCmypoZmdns2bNGiBnpnHDhg2MHTuWatWq0aJFC9zc3OjSpQsdOnTg6aefplatWpw/f57t27ezZ88ePvzwQ3x8fGjYsCETJkwgMDAQV1dXJkyYgI+PDydOnLDvq1GjRpQrV45hw4Yxfvx4kpKSmDBhAgEBjjckrlq1KtOnT+fLL7+kUqVKlCxZkrCwMADc3Nzo168fr7zyCu3bt6dcuZvnIoHyjcuTlpzG1m+3kpqYil+oH1FPReHp4+ns0vJVRkoGf876kwsJF3Av7k65huWo1aMWVteb6vTm/6yovh8S9iewZNwS+/NNMzcBEN48nMZDci4APLj6IADlm5TP/wKdpKi+H0p4uvFgl2qU8vUg6UIGv/15jHd/2EFWds45mp//ugdPd1eevbs2JTzd2LIvgWFvry4099AESD6XyMezJpOUfAZPj2KUCQ7j0YEjqVapjrNLkwLKYtwkZzHHxMQ4nL/o6upKuXLl6NixI6NGjaJUqVJATgCdMGECn3/+OQcPHsTHx4caNWowYMAA7rsv57yRPXv2MGTIENasWUNAQACPPfYY586d49VXX+Xcub9nLzZs2MBDDz3Etm3bqFixIm+88QZPPvkkderUYcaMGQAkJSUxZMgQFi1axOnTp+nXr599GeTcs7Np06Z8/fXX9OzZ89pf97qYax8sEZEi5OfPis5s8uWMa13R2SUUCK3uqO60fS/9brtp23bm6/ovbpqgebN68cUXefvttzl69Giuw+JXQ0FTROTyFDRzKGjmUNAsWG6qQ+c3k9jYWGJjY5kyZQqPPPLIdYVMERERkZuZgqZJLh6a79ChAyNGjHB2OSIiIiL5TkHTJL/99puzSxARERFxqqJ16ayIiIiI5BsFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUrs4uQETkWrU82sPZJRQIy8rMdnYJBcLqKcedXUKBkL3sL2eXUEBUd3YBTjd+/HjmzJnDzp078fT0pGnTpkycOJHIyEh7n9TUVJ588km++uor0tLSaN++PW+//TZBQUE3tBbNaIqIiIgUIsuWLeORRx5hzZo1LFq0iIyMDNq1a8f58+ftfYYNG8YPP/zA7NmzWbZsGceOHePOO++84bVoRlNERESkEFm4cKHD8xkzZlCqVCk2bNhAixYtSExM5KOPPmLmzJm0bt0agI8//piqVauyZs0aGjdufMNq0YymiIiISCGWmJgIgL+/PwAbNmwgIyOD6Ohoe58qVaoQGhrK6tWrb+i+NaMpIiIiUsClpaWRlpbm0Gaz2bDZbJddLzs7myeeeIJmzZpRo0YNAOLj43F3d8fX19ehb1BQEPHx8Te0bs1oioiIiBRw48ePx8fHx+Exfvz4K673yCOPsG3bNr766qt8qDI3zWiKiIiIFHAjRoxg+PDhDm1Xms0cOnQo8+fPZ/ny5ZQtW9beXrp0adLT0zl79qzDrObx48cpXbr0Da1bM5oiIiIiBZzNZsPb29vhcamgaRgGQ4cO5bvvvmPJkiWEh4c7LK9fvz5ubm4sXrzY3hYbG8uhQ4do0qTJDa1bM5oiIiIiN4CZ97ZtdQ33B33kkUeYOXMm33//PV5eXvbzLn18fPD09MTHx4f777+f4cOH4+/vj7e3N48++ihNmjS5oVecg4KmiIiISKHyzjvvABAVFeXQ/vHHH9O/f38A3njjDaxWK927d3e4YfuNpqApIiIiUogYhnHFPh4eHkybNo1p06aZWovO0RQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMcd1Bc968ebRr1w5/f3/c3d0JDw9nyJAh7Nq160bWly82b95MTEwMFy5ccHYpIiIiIoWG6/Ws9OyzzzJx4kTuuusuPvjgAwIDA9m7dy/Tp0+nV69ebNq06UbXaarNmzczevRohg4dSrFixZxdToGxa9Eudi7YSUpiCn7l/Kjftz4BFQKcXVa+0zjkKGrjsGzNQpav+ZnTZ04AEBxUjk5telIjsp5DP8MwmPrxWLbv2sSD9z1DneqNnFFuvitq74fWrT/g6NGkXO333FObUaOiSUvLZMKE31iwIJb09CyaNw9j1Kg2lCxZ3AnV5p8PftrC699t5L42VXmu19/v/U17T/DW3I1s2X8Kq9VClXL+fPh4Wzzcryt2yE3smn/iCxYsYOLEiYwcOZIxY8bY21u0aMGAAQOYP3/+DS3wZpSWloabmxtW6817ZsLBNQfZNHMTDQc0JKBCALELY1k6aSmdJ3XGw8fD2eXlG41DjqI4Dn7eAXTrcC+lSgaDAas3LuWdTyfw/GOvEhIUau+3eMV8sFicWGn+K4rvh2++6UNWlmF/vnv3KQYM+IYOHSIBGDfuN5Yt28ebb3bBy8vGSy8tZujQeXz11d3OKtl0Ww+c4uvlu4gs6+fQvmnvCQa/tYjBHWvy/N2NcLVa2XkkAWsR+z2RHNechF577TWCgoIYOXJknss7d+4MQGpqKsOHDyckJAQPDw/q1KnDd99959C3f//+1KhRg19//ZVatWrh6elJy5YtOXDgAAkJCfTs2RNvb28qVKjA119/7bBuVFQUnTt35tNPP6VChQp4enoSFRVFbGysvc+BAwewWCx88803Dus+8cQThIWFATBjxgwGDBgAQGBgIBaLxb4M4MiRI9x7772ULFkST09PWrRowYYNGxy2FxYWxtChQ5k0aRLly5fH09OThIQEjhw5Qs+ePQkKCsLDw4Pw8HCGDRt29YPtRLE/xVIhqgIRLSLwKeNDwwENcbW5sm/5PmeXlq80DjmK4jjUqtaQmlXqE1QyhKDAELq174PN3YP9h/4+Pejwsf38+vv39L3rESdWmv+K4vvB378YgYHF7Y+lS/cRGurLLbeUJTk5jW+/3cqzz0bRpEkoNWoEMW5cezZtOsbmzcecXbopzqdm8NSHyxlzX1O8i7k7LJswax33tqnKoI61qBTiR3hpHzo2CMfdzcVJ1YozXVPQzMzMZOXKlbRp0wY3N7fL9u3Tpw/vvfceTz/9NHPnzqVatWp0796defPmOfSLj4/nySef5Pnnn+eLL75g79699OnTh169elGzZk2+/fZb6tevz7333svBgwcd1t24cSPjx49nwoQJfPrpp8TFxdG+fXvS0tKu+jV16tSJF154AYCFCxeyevVqeyA+c+YMzZs3Z/PmzUyZMoVvv/2W4sWL07p1a06cOOGwnW+//Zb58+fz1ltv8f3331O8eHH69u3Lli1bmDx5MgsXLmT06NFkZWVddW3OkpWZRcKBBEpXL21vs1gtBFUP4tSeU06sLH9pHHJoHCA7O4v1f64gPT2V8NCcGaz09DQ++uoNencdjI+X3xW2UHjo/QDp6VnMm/cX3bvXwGKxsG3bcTIysmna9O+Z7goVAggJ8WLz5jgnVmqel75cQ8uaZWlaLcSh/XRSClv2nyLAy5O7J/xI8ye/4r5XfmLD7uNOqlSc7ZoOnZ8+fZq0tDRCQ0Mv22/Lli3MmTOHd999lyFDhgDQoUMHDhw4wOjRo7n99tvtfRMSEli2bBnVq1cH4NixYzz66KM888wz9lnThg0bMmfOHObOncvjjz9uX/f48eMsW7aMSpUqAVC3bl0iIyOZMWOGfb9XEhgYSIUKFQCoX78+JUuWtC978803OXv2LOvWraNUqVIAtGnThsqVK/Pqq68yadIke9+MjAx++uknihf/+3ycdevWMX78eHr16mVv69u371XV5UxpyWkY2UauQ2Ae3h4kH0t2UlX5T+OQoyiPw9H4g0x6ewQZmenY3D0Yct8zhASVA2D2/OlUCI2kTvVbnFxl/irK74eLfv11D8nJadxxR87frVOnzuPm5oK3t+OYBAQU5+TJ884o0VQ/rtvHXwdPM/v5zrmWHT6V8x6Y+sNmnr6rAVXK+fP96r0MeONn5o3qRliQd36XK052XScRWq5wnsXvv/8OQI8ePRzaL14odP783794ISEh9pAJULlyZQCio6Ptbb6+vpQqVYrDhw87bK9GjRr2kAlQsWJFateuzdq1a6/xFeXtl19+oVWrVvj7+5OZmUlmZiYuLi60bNmS9evXO/SNiopyCJkA9erV49VXX+Wdd95hz549V9xfWloaSUlJDo/M9Mwb8lpE5NoFlQzh+cde45mHJ9KicQc+mT2FY8cP8+df69i5dxs9ugx0doniBN9+u5UWLcIJCirh7FLyXVzCecZ/vY5XHmiBzS33XJXx/6ex9mpRmTubVaJaaAAjet1CeJAPc1buzudqpSC4phnNgIAAPDw8OHTo0GX7nTlzBjc3N/z9/R3ag4KCMAyDs2fP2kOZr6+vQx93d/dLtqempjq0XZxl/Pc+4uJuzKGKU6dOsWbNmjxPE7g4C/rP/f7b119/zfPPP8/zzz/Pww8/TGRkJOPGjePOO+/Mc3/jx49n9OjRDm0tH2hJ1KCo638R18HmZcNitZCa6DjeqUmpePgWzhP986JxyFGUx8HV1S3nYiCgfNkKHDyyh6Ur5+Pm5s6phHiGj77Pof97n79CxbCqPDnkJWeUmy+K8vsB4OjRJFatOsSUKX8fmStZsjgZGVkkJaU6zGqePn2ewMDCddX59oOnOJ2cSvexP9jbsrIN/th9nJlLd7JgzB0AVAj2dVgvItiHuITCN7srV3ZNQdPV1ZVmzZqxePFiMjMzcXXNe3V/f38yMjI4c+YMfn5/n7t0/PhxLBZLrhB5vf59nuTFfdSpUwcAD4+cX/j09HSHPmfOnLmq7fv7+9OhQwdeein3Hw2bzebwPK9Z3uDgYKZPn86HH37Ihg0bGDt2LL169SI2NpaIiIhc/UeMGMHw4cMd2iZtmZSrn9lcXF3wD/Mn/q94yjYoC4CRbXB8+3Eqt62c7/U4i8Yhh8bhb0Z2NhmZmXRu25tmDaMdlr305jB6dB5AraoNnFRd/ijq74c5c7YREFCMqKi//w+vUSMINzcrq1cfon37nDHYty+BY8eSqVMn2FmlmqJJ1RC+H9XVoe35GSsIL+3DAx1qUi7Qi1K+xdh/PNGhz8HjSdxao0x+lioFxDXf3mj48OF06tSJl19+mVGjRuVavmDBApo3bw7A7NmzGTx4sH3Z7NmzqVu3bq5DzNdr27Zt7Nmzh4oVKwKwZ88e/vzzT/v5maVKlcLNzY0dO3bY10lPT2fZsmUO27k4i/rvGdPo6Gg+//xzqlat+p9qtlqtNGzYkLFjxzJv3jz27NmTZ9C02Wy5Aqyrk+45FtkxkjXvr8E/3J+AiABif44lMy2T8BbhTqnHWTQOOYriOHy38HNqVK6Ln28gaekprNv8O7v2b+fRgSPx8fLL8wIgf9+SlPTPfXSjsCmK7weA7GyDOXO20a1bNVxd/z7zzMvLRvfuNZkw4Td8fDwoUcLG2LGLqVs3mDp1Qi6zxZtPcQ83KpdxfO972lzxLWGztw9sV52p8zZTpaw/Vcr5M3f1HvbFJ/LmkCgnVCzOds0p5rbbbuPpp58mJiaGv/76i969e1OyZEn279/P9OnTSUxMZNOmTdx5550MHz6clJQUIiMj+fzzz1m1ahXff//9DSs+KCiILl262O/nOXLkSMqUKUP//v2BnIB35513MnXqVCpWrEjJkiWZOnUqhmE4zEBWrVoVgGnTptGtWzeKFStGzZo1GT58OF988QUtW7bk8ccfJzQ0lJMnT7J27VpCQkIue6uixMRE2rdvz3333UdkZCTp6elMmTIFX19f6tWrd8n1CoryjcuTlpzG1m+3kpqYil+oH1FPReHp4+ns0vKVxiFHURyH5HOJfDxrMknJZ/D0KEaZ4DAeHTiSapXqOLs0pyuK7weAVasOcuxYMt2718i17LnnorBa4bHHfiA9PfP/b9gencdWCr9+0dVJz8hiwqx1JJ5PJ7KsHx890Y7QUroQqCi6rumyiRMn0rRpU6ZOncrAgQM5f/48ZcqUoX379vzvf/8D4PPPP+e5555jwoQJJCQkUKVKFb755hu6dOlyw4qvV68e3bt35+mnnyYuLo5GjRrx7rvvOswKTpkyhcGDB/PYY4/h5eXFU089RWRkJHPnzrX3qVu3LjExMXz44YdMmjSJcuXKceDAAQICAlizZg0vvPACzzzzDKdPn6ZUqVI0btyYO+6447K1eXh4ULNmTaZMmcKhQ4fw9PSkQYMG/PLLLw5XthdkldtWLhKHwq5E45CjqI3Dtd4b890Jc0yqpGAqau8HgObNw4iNfTLPZTabK6NGRRfJcPnp/zrmahvUsRaDOtZyQjVS0FgMwzCu3K3giYqKokSJEoX+m4hi1sU4uwSRAqfl0R5X7lQELCsz29klFAgxtxSuw9PXK3vZaWeXUCBYW45w2r7N/Jsdc4t52zbTzfsdiSIiIiJSoCloioiIiIgpnHNJ8w3w22+/ObsEEREREbkMzWiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiEghNG3aNMLCwvDw8KBRo0asW7cu32tQ0BQREREpZL7++muGDx/OqFGj2LhxI7Vr16Z9+/acOHEiX+tQ0BQREREpZF5//XUGDRrEgAEDqFatGu+++y7FihVj+vTp+VqHgqaIiIhIAZeWlkZSUpLDIy0tLc++6enpbNiwgejoaHub1WolOjqa1atX51fJOQyRy0hNTTVGjRplpKamOrsUp9I45NA45NA45NA45NA45NA4mGvUqFEG4PAYNWpUnn2PHj1qAMaqVasc2p966injlltuyYdq/2YxDMPI32grN5OkpCR8fHxITEzE29vb2eU4jcYhh8Yhh8Yhh8Yhh8Yhh8bBXGlpablmMG02GzabLVffY8eOUaZMGVatWkWTJk3s7U8//TTLli1j7dq1ptd7kWu+7UlERERErsulQmVeSpYsicv/tXfnYVGVfR/Af4edVEY22TdFEGSRLUExWdz11VQEQVHRAENzl8rSJE3NEkGUXNFMc6lHDEP0ySW3cCO3FJRSUzbBjX2bme/7B9ecZgR7n+dNGOdwf/4pzgxe9znM3Od77lVdnR49eqRw/NGjR2RqatoaxXspNkaTYRiGYRhGQLS0tMjLy4uOHz/OH5NKpXT8+HGFFs62wFo0GYZhGIZhBGbevHk0efJk8vb2pjfffJOSkpKourqaoqKi2rQcLGgyf0tbW5s++eST/7i5XqjYdWjCrkMTdh2asOvQhF2HJuw6vF7CwsKorKyMlixZQiUlJdSrVy86cuQImZiYtGk52GQghmEYhmEYplWwMZoMwzAMwzBMq2BBk2EYhmEYhmkVLGgyDMMwDMMwrYIFTYZhGIZhGKZVsKDJMAzDMAzDtAoWNBmGYRiGYZhWwYIm026JxWJlF0HppFKpws/tebUziURCRM2vCdM+yT4P7ZnsGrTneoH551jQbGfkb6KyyqO9ViIaGhpUVVVFGzZsUHZRlEIikZCaWlMVkJubS0REHMcps0hKpa6uTkREq1atojNnzii5NMrRUrhqr8FbXV2dampqKDMzk4ja33UQi8Wkrq5O1dXVtGTJEjp06JCyi8SoKBY02xH5YFFdXU2lpaVE9Fe4aI+Bc/fu3TRnzhy6du2asovSpiQSCR+sZs6cSbGxsbR//34ll0o55MNVTEwMpaamkq6ubrtr0ZL/TFy9epWuXLlCjY2NfJ3RHr333ns0Y8YMIqJ2dR0kEglpaGhQZWUl+fn50enTp+n69eskFovb5X2C+WfazzennZO/icyYMYP69+9PDg4ONGrUKNq7dy8BII7j2l0l4unpSaampnTu3Dkiaj/dZbLPQmhoKGVmZlJsbCx5e3sruVTKIbsWhYWFZGhoSGvXriVvb2/+eHshO9/IyEgKDg4mf39/8vT0pJycHCWXTHneffddqq6upu3btyu7KG1KXV2d6urqaNCgQWRiYkKbNm2i+Ph40tBgu1Yz/z0WNNsJ2U1kwoQJlJmZSaNHj6a1a9dSXV0dffrppzR//nwiEnbXqXzXlyxQ+vj40KhRo2jFihX07NmzdhUuEhMT6fLly7Rv3z4aN24cde3alerq6ujx48fKLlqbS0hIICsrK9qyZQuZmpoquzhtSv7hat26dZSdnU1JSUmUnJxMnTt3pmHDhlFWVpbgu45besi2sbGhHj160IkTJ176HiGRP79jx45RcXExffbZZ9SjRw/S1NSk8+fP04YNG2jdunVUVlamxJIyqoQFzXbkzJkzdO7cOUpNTaUFCxbQ1KlT6dNPP6W8vDxSV1enhoYGZRex1QAgNTU1amhooIaGBoVAGR4eTtra2pSenk5E7Wcs1sOHD8na2pp69epFWlpalJOTQyNGjKD+/fvTgAED6Pr168ouYptxcXGhAQMGUFVVFT158oSI2s9kMdl34dChQ1RUVESzZ8+myMhIeuedd2j//v3k7e1NkZGRdPToUcF+N2Q9Oi+en7GxMc2YMYP27NlD586dE/SDuEQiIY7jqLKykoiaPv81NTVUV1dHubm59Mknn9Bbb71FiYmJNGfOHJo6daqSS8yoDDCCJRaLAQBSqRQAsG/fPujr6+PRo0cAgFu3bsHIyAhhYWGorq4GAFy/fl05hW0D9fX1GD58OFxcXJCVlYW7d+/yrw0YMAD+/v5KLF3bkUgkkEqliI2Nhb29PVavXo3Zs2dDW1sbQUFBWLRoEWxtbTF8+HBlF7VVSCSSFo9nZGTAw8MDnTt3xq1btwD89R0SuvXr18PAwACWlpY4cuQIgL/OvbS0FMOGDYOhoSGOHDny0uunqmTnWV9fDy8vLyxcuBBZWVn865WVlejbty9iYmJQV1fH16dCIjunyspKiEQiJCYm4uHDh7C2toaZmRlsbW1hbGyMtLQ0FBcX4/Dhw+A4Dr/88ouSS86oAhY0BUq+Mly/fj3u3LmDY8eOQVtbG/fv30dBQQH09fURFhaGyspKAMDXX3+NhQsX4smTJ8oqdquqq6tDcnIyRo8eDQMDA7i5ueHzzz/H06dPkZ2dDWtra+zcuVPZxXzlXhaWKioq8Oabb8La2hq9e/dGcnIy/9pHH30EHx8f1NTUtFUx24T8tbh37x7y8/MVHjiysrLg4eEBCwuLdhU2CwoKMG7cOHAch8jISP64LFSWlpZi5MiR4DgOP/30k7KK+cqUl5ejvLyc/7mmpgbHjh3D0qVL4eTkBBMTE4wcORKZmZmor69HUlISTE1N8fjxYwAQVNiUfb4lEgnWrl2LgQMH4sqVKwCABw8eYOXKldi5cyd+++03/ncOHDgAJycn5OXlKaPIjIphQVOA5FscIiIi0LVrV+Tk5ODq1avo1q0bwsLCYGBggPHjx6OqqgpA040kLCwMkZGRfPBUdX8XEA4dOoRFixahY8eO8PX1xcCBA+Hu7o7Zs2cDeHmrl6qRvwbbtm3Dhx9+iDVr1uDYsWMAmlpxSkpKUFhYyL/vyZMnGDVqFMLCwlBfX9/mZW4t8n/T6OhouLq6QkdHB9bW1li8eDF/rbKysuDp6Qlzc3P+RiqksPmycykuLkZoaCisrKywdOlS/rjsupWUlCA0NBS3b99uk3K2lrq6OmzduhVjxozhw2bPnj2RkJAAALh79y4yMzPh5eUFR0dHeHt7Y/PmzdDU1MTChQuVWfRWU11djZUrV2LYsGFYtmwZJBJJi3VgfX09bty4gX79+mHo0KGCqSeZ1sWCpoCVl5cjJiYGP/zwA3/s888/B8dxcHR0xK+//goAuHPnDqZNmwZTU1OVf0Ktq6sDAD4gVVVVITExEYsWLcLOnTuRm5ur8P47d+5gxYoV6NevHziOg4aGBnJyctq83K1BvtVl7NixsLS0hJubG9zd3aGlpYWEhAQ8f/5c4XeuXr2KqKgoGBkZ4ebNm21d5DYRGRkJS0tLpKSkYNOmTZg+fTq0tLQQERHBDyE5dOgQevfuDW1tbZUPVvLkQ+Yvv/yC9PR03L59G8XFxQCaWjbHjBmD7t27txg2hRIsdu7cCQcHB/j5+cHa2hpBQUH4888/Fd7T0NCAI0eOYNKkSTA2Noauri569eqFsrIyAMJq1dy2bRs4joOenh62bNkCoOn85M+xrKwMCxYsgL+/P7y8vNDQ0ABAOJ8JpvWwoClQ8+bNQ6dOnWBjY9Ns3OXKlSthbGwMNzc3+Pn5wdvbG1ZWVnx3iaq6ceMGQkJC+PMtLy+Hg4MDTExMYG1tDTU1NfTp0wcbN25U+D1ZZbpt2za+VVM2jlEIVq5cCRsbG/z88898C/b8+fPBcRwyMzP5G8Wnn34KBwcHODs749q1a8oscqu5fPkyunXrhr179/LnXV1djT179kBXVxdz587l35ueno7AwEDcuXNHWcV9peQDQVhYGKysrKCtrQ0zMzMEBATgwoULAIDCwkKEhITA3t4ey5YtU1ZxW11SUhLU1NSgr6+P8+fPA3h5oD579iySkpKgo6OD9evXt3lZ20JKSgo4joOrqyuuXr3a7PU7d+4gKCgI0dHRaGxsBAD+vwzzd1jQFAj5irGhoQHr1q2Dp6cn9PT0+ABZW1vLv+fw4cNITk7GtGnTsHXrVoVxaqoqOTkZRkZGGD16NG7duoWtW7di0KBByM3NRWNjI3JycjBw4EA4OzvzT+2A4rWbM2cOrKys+JYtIRg7diwiIyP5Vt78/HwYGxsjPDxcYQxmUVERkpOTcf/+fWUVtdWdO3cOGhoaCpM9gKYW8ISEBOjq6vKBCwAfzIVk9uzZsLW1RUZGBh4+fIgjR46gd+/eUFNT4+uB4uJifojN559/ruQSvzry3/X3338fHh4ecHBwgL+/P/+5l3+P/P+LxWJERUUhICAAz58/V9kH0b8bBrJmzRro6+tj0qRJ/Bhl4K/rIH/eQhpOwrQuFjQFRlZZVldXIy0tDebm5nBxceFDpqxrWaiSkpLQvXt3jBkzBsOHD8cHH3yg8Hp+fj4GDBiAPn364Pfff+ePyyrSEydOwMLCgh9WoMqkUikaGhrg7++P6OhoAE0rDejr6yM0NJQPUZ988gnOnDmjzKK2ipZuhGfPnoWuri5SU1MBKAaJ7OxsaGpq4tChQ21Wxrb29OlTeHp6YvXq1Xyd8Mcff0AkEiE8PBzV1dX8NXn48CEmT56M/Px8ZRb5lautrcUff/yBhoYGVFRUIDU1FT179kTfvn35oC27Bi+22H3++eewsbHBs2fP2rrYr4TsfKqqqrBq1Sq8++67WLt2LT9mGwBWrFgBIyMjTJo0SWGokXywVtWQzSgHC5oCsmTJEri6uvJjDGtra5GWlgYLCwv07t2bv7HIxtYIiXxg+PLLL+Hk5AR9fX1+JnVjYyMfPHJycsBxHL799luFf0MqlSI0NBQmJiYoLS1tu8K/Ii+r/KdOnYquXbvi+vXrMDQ0REhICCoqKgAAeXl5GDJkCFJTUwU11ko+ZO7atQv/+te/+J9lf+MXh5ScP38eVlZWgphV/TL37t1Dx44dkZ6eDgC4efMmDAwMEBoayrfif/3113j48CEA4bVaicViDB8+HL1798a5c+f44xs2bICzszP69u2LgoICAE0t/B9//DE/RrehoQHTp09H9+7d+dnnqkR+CSNHR0c4OjrCz88PZmZm8PHxQXx8PP/e1atXw9jYGFFRUYJe8o5pGyxoCsi6devg7u6O4OBgPmzW1NQgLS0NVlZWCmFTaDcQQPGckpOT0blzZ1haWvLjDWVP8zU1NbCwsMAnn3zS7PcXLFiAixcvtlmZXwWJRKLQ8lJTU6OwcsDNmzdhaWkJjuMwfvx4/nhZWRmioqLg6urabCKEKntxLKKzszPmzZvHT3i5du0afHx8YGFhgQMHDuD+/fu4ffs2IiMjYWtri6KiImUV/ZVq6cFDLBajW7dumDdvHgoLC2FgYIBx48bxDx6nT5/G6NGj+RZuIbZcbdmyBQ4ODhg+fDhOnz7NH5e1bLq6umLr1q3w9fWFh4cHX6/cu3cP/fv3V+mx7GKxGOPHj0f//v35scdisRgBAQHQ1NRU6NmQTRxdvny5sorLCAQLmirqZUExLS0Nbm5uCAwMbBY27ezs4ODgIKju878LzCkpKbCxscHgwYP5we1SqRTXr1+HkZERUlJS2qqYraK2tlZhWSIAmDFjBnx9fWFvb4+tW7fi+fPnEIvF2LJlC+zt7eHs7IyjR48iOTkZoaGhEIlEgp34ExcXB1tbW5w4cYIPUkDTZ+DSpUsYNmwYOI6Dvr4+unfvDjMzsxYnQagaqVTa7HshC4x1dXVYsmQJLC0toa2tjfDwcP61J0+eYPLkyejXrx+/qYOqk78O8v+/e/dudO3atVnYTEtLg6+vL8zNzTFkyBC+90f2u6o+dru+vh4eHh5YtmwZf24HDx6Empoa1qxZA0DxHHft2iXIRgmmbbGgqeJkrS/yLQ+y2dOBgYEKE4FSU1Ph4uKCe/fuKaGkr558C2V6ejrWr1+P06dPK7TmrVmzBjY2NjA3N8eXX36JefPmoV+/fnBzc1PpGZONjY0YO3YsevTowY/LnTJlCmxsbBAdHY23334bHMdh1qxZKCsrQ0NDA44fP46AgADY2dnB0dERY8eOVViEWUgKCgrg6OiIxMREhRbOF1vo9u7di+TkZGzfvl3lW3UbGxubDYtZvnw5YmNjMXfuXP6h5Pbt2xg6dCiMjY0RHx+PhoYG/PTTT5g8eTI6d+4suM9EdXU1/7eV/87LwubQoUMVutEfPXqEvLy8FsdpqloL74vr4D548AC6urpIS0sD0BQkOY7DihUrAPw1djM7O1vh91S5rmSUjwVNFSN/01y0aBGMjY359Q7lK8FNmzbByMgIgYGBfItVbW1ts3UTVZXsKbuiogJ+fn6wt7eHk5MTOI7DvHnzFFqm1q1bBwMDA3Tp0gXDhw/Htm3b+IpTlZ/W16xZAzc3N/j7+yM3NxdxcXE4fvw4/znYsGEDOI7D9OnT+W5joGnyR2Vlpcq3zvydK1eugOM4nDp1CkDz7ViFpra2FsOHD8fy5cv5cw0JCYGZmRnc3NxgZmYGfX19PlDl5uYiNjYWpqamEIlEsLOzg4+Pj+BatyUSCcaPHw9NTU2+q1g+NO3YsQMaGhoYPHhwixPiVHHc8tOnT7Fnzx5+st/Tp08RGRnJ/zxixAgMHToUycnJUFNTw2effcZ/LzIzMxEcHIyTJ08qq/iMALGgqQKkUilqamoUbpJisRjnz5+Hs7Mz3NzcWgybMTExEIlE8PDwUOlxRUDLMx6rq6vh4+ODoKAgfsC+q6srtLS0MHHiRIVB7MnJyTAwMMBHH33EH1PVkCl/LTZu3IiePXvCzc0NNjY2/Axh2Xs2btwIjuMQFxcnmJbsvyM777KyMujp6WHx4sX8a/J/7x07dmDHjh1tXr7WUl1dDQ8PD9jb2yMpKQmXLl3CoEGDkJ2djYqKCly6dAkDBw6ESCTiQ0R5eTkKCgpw4MAB/Pbbb/xC5EJz/Phx+Pj4wMrKqsWwGRUVBRMTE/Tt21cQE1/y8vLg4eGBt956C48ePUK3bt3Qr18/fmvh1NRUdOnSBWpqavxOR2KxGPn5+ejbty9GjRqlkgGbeX2xoKkCdu3aheXLl/MzHQMDA7Fs2TJIpVLk5OTAyckJLi4uzXZymT9/Pry8vBAcHCy4tREbGhrw5ZdfIigoiO8SfPvtt2FnZ4eEhAR+z2b5ls3du3cLomXrxZtASkoKvLy88MYbb+DGjRsAFG+kmzZtgqamJiZNmsTPqBWKlz0sPHv2DCEhIXBxceFnWMuUlJRg/PjxWLhwoSC22JR9HiorK/l1YqOjoxEYGKjQai1bYUAkEuHnn39WVnFbVUsBSSKR4PTp0/D09ISlpaXCAvyNjY2IiIjAgAEDMH78eEEErOrqamRmZsLIyAidOnVCYGAgnj59qvBd+fjjj9GlSxcMHjwYe/bswaefforevXvD3d2drzuEcC2Y1wMLmiogPT2db5UaMmQITE1NFRaVlg+bOTk5qK2tRVVVFaKiopCens7v56uqbt68iWXLlmHmzJnYsGEDf/zo0aN8C2VcXBxsbGxw6dIlAMDChQuhqamJ6dOn88dkVLUlE1Asu/wNc/PmzbCwsIC7uzvfcikfNpOSktC5c2eFLnRV9+LkjsTERKxfv54fj5eTk4Pu3bvD29sba9euRX19PX7++WdMnToVxsbGKr/dqoxUKuVDQUVFBYKCgqCtrQ0vL69m75WFTWNjYxw/fryti9qqZJ/3hoYG3L17F7m5ufwYdrFYjFOnTvFh88qVKygvL8f9+/cxePBghXVzhRCwnj17BnNzc3Ach759+zbbmhdoGlozevRoiEQi9OvXDzExMWzHH6ZVsKD5mpLfsQUA9u3bB3V1dYhEIhw+fLjZ+69cuQJ3d3d06dIFQ4cORVBQEEQikcKi5KrozJkzMDY2Rp8+fWBpaQkrKytMmDCBf72xsRFlZWVwcnJCSkoKX6Hu378fWlpa4Diu2TJGqko+WM2YMQOenp4KrXWbNm2Cs7Mz/P39+YWn5W8YqrrIdEvkW6RDQkJgbW0NGxsb2NvbQyQSYfv27QCACxcuIDg4GDo6OtDQ0ICJiQm6d+8uiNnlgOJn4unTpwCawuaIESP4SR4vrjJx+/Zt+Pn5wdbWtlk9o6rkx2wPGjQILi4u6NKlC9566y0cPXqUf8+5c+fQr18/6OrqwsvLC7a2tnB3dxdET4f8OVRVVSElJQUbN26EsbExAgMD+aXtXmzFf7GXQ5UfxJnXEwuar6GGhgb06NFDISAlJiaC4zioqakhJiamxS7QZ8+eYdq0aQgKCsKIESNUfvbo6dOnoampidmzZ6OoqAgVFRVISEiAlZWVQivlxYsXwXEcDh48yB/7+uuvkZCQgFOnTgnu6XzcuHHo2rUrNm3axI9Nlfnqq6/4hadlLZtCvnEsWbIEVlZWOH36NN96NXbsWGhpafG7nRQVFSEnJwdfffUVTpw40WxJKFUl/3dNSEjAnDlz+ABdVVWFgQMHomvXrkhKSmoWLvLz8/HgwYM2LW9rq6qqgpubG/r164dTp04hIyMDxsbG6NChA/9AJpFIUFJSgqVLl2LKlCmYP3++ICYGytTU1CAiIoIfKlVZWYn9+/fzYVP+waKsrExhhQ5AtYM28/piQfM1VFVVhYyMDIUu74aGBjx8+BDbt2+HmpoaoqOj+d07gOb786r62DPZ7j1Lly5FdXU1fzO4du0aTExMcPLkSdy4cQM1NTWoqKhAYGAgPD09cenSJZw9exZ9+vTht10EhNMVtGPHDtjY2OCnn37i/+byXadA0wQgd3d39OzZU+WX7Pk7tbW1GDFiBGbPns0v6/OyfdyF5sUWXTs7O3z++ecKE74qKysxYMAA2NnZtRg2hUQsFmPmzJkIDAzk1wANCwuDubk5+vbtCx0dnb/dWlQo9cOPP/4IU1NT+Pj48L0aFRUV2LdvH4yNjTFw4ECUlJQgPz8fvr6+mDZtmpJLzLQHLGi+5qZPn44BAwYoHEtLS4OamhreeecdvnWmvr4ee/fuFUSF2dDQgOjoaHAcx6/3JmttOHLkCDp06AA7Ozvo6enB0dER6enp2LBhAzw9PcFxHExNTeHt7S2Ia/FiC8PChQvh5OTEzyCVeXFc2ZdffglfX19BzTR/8OCBwhjTxsZG9OzZE++99x6ApjGrsn3cZZNgVq9eLZidflry6aefwsbGBmfPnlUIkrLviyxsOjg4YOXKlYINm+Xl5Vi1ahX27dsHAJg4cSLMzc1x8+ZNnDp1CoaGhtDS0mpx2JHQ7Nq1C+7u7vD09OTDZmVlJfbt2wdTU1MYGBjAwcEB7u7ugtyOmHn9sKD5Gqurq8PatWvxxhtvIDw8XOG1tLQ0qKurY/LkyUhPT8f06dPBcZxgZhUXFhYiIiIC2tra+PrrrwEAly9fRseOHREeHo4DBw5g79698PDwgI2NDc6dO4c///wTu3fvxp49e/gbraqGzZdNSIiIiICnpyeAphD6YhCVX3haCGMya2pqsGLFCgQHB0NfXx/6+vqYMmUKv3f5yJEjERwcjBs3bkBfXx/jxo3jewJu3boFPz8//vMjRCNGjEBoaGiz1lv5z0ZlZSW8vb3Rq1evZg8oQnL9+nXU19fj3//+N2xtbfHjjz/yr82cORO6urrgOE4wa0TKj8l8sR745ptv4ObmBg8PD/5hs7q6GlevXsX777+PZcuWsYk/TJthQfM10lK4ePbsGbZs2YI33ngDYWFhCq/JdnWwsLCAra2twsxJISguLkZoaCi0tbWRkJAAPT09xMTEKASoCxcu8AHjRao45koikWDv3r3IzMzkj4WGhvIzhPft2weO4/Dtt9/y75e5cOECvLy8mu3qoaoqKirQp08f+Pr6IjQ0FMuXL8c777yDDh06wMDAACkpKbh69SqMjIzAcRwiIiL4FrvS0lJERUWhV69eCkNMVNmLrZHPnj2DhYUF5s6dC6Dl+kO2rmplZaVghlH8X9/rzZs3w8TEhF/uTSKRIDIyEhMnTsTy5csFFayqq6sRHh6OM2fOtBg2nZ2d4ePj89LxuKpYRzKqhwXN14T8F/7u3bsoLS3lbyxPnjzB5s2bWwybubm5OHnypGAmOLxItuahtrY2/P39+eOy6/XkyRP06NEDkydPVlIJXy2JRIIFCxZAS0sLBw4cwMiRI9GpUyf+IeLPP//EiBEjYGFhge+//57/veLiYsTGxsLV1VUQn4Xy8nJ07doVwcHBuHTpkkKIOn/+PN5880288cYbiI+PR1paGkxNTTFq1CicPHkS33zzDUJDQ6Gvr6/yC3CLxWL8+9//5nd1AZrWQJQ9bE2cOBH29vb8Uk3y9cjRo0cRExMjiM+DjPyQgPj4eIwaNQpz5szBtm3b+Pds3rwZ2traOHjwIB49eoT79+8jMDAQu3fv5t8jlLB59+5d6OrqwsfHBxcuXGi2scWyZcvAcRz8/PxUfgUSRnWxoPkaeHE3H1tbW9jb2yMsLIy/ofxd2BS6oqIiTJw4Edra2vjmm2/442KxGNeuXYOLiwu++OILJZbw1QsLC8Mbb7wBQ0NDhe5wADh58iQGDRoEjuMQHh6O8ePHY8CAAejcubMglu2pqqqCra0tRo4cicLCQj5kSiQS/rty/fp1+Pr6wszMDKmpqcjIyICdnR2/xNGQIUP4xetV2YMHDzB48GD06dMHADB69GgYGxvzqw3s3LkTlpaWiImJUQgSjx8/xuTJkzFkyBBBDKEAoDAUwNHRER4eHhg5ciSCgoJgaGiIKVOm8O8dPnw4dHR04Obmhq5du8LNzY0Pl6o8s7qlHdJyc3Nha2sLT0/PZmGzsLAQjo6OMDAwULg+DNOWWNBUMvkWiEWLFsHa2hqrV69GTEwMunXrBkdHR35clSxsikQiDBs2TFlFVgr5bnRZ2Lx//z58fX3Ru3dvwXUBTZo0CRzHoWPHjti9e3eztRBv3bqFxMREeHh48LNHc3NzlVTaV2vJkiXgOA4pKSn8MfkWTdmN9MKFCxCJRPyDV0VFBe7cuYPi4mKFFkBVVlVVhR9++AEmJiYwNTWFhYUFfvvtN4Xr8cEHH8DMzAx9+/bFnj17kJycjHHjxql8i25LgVAikSA2Nhb+/v4KS3tNmTIFHMfxS1oBTfVpTEwMFixYIIgljOR37Hnx2ty6dQvW1tbw9PTEL7/8wh/PyMhAWFgYMjIyVPrcGdXGguZr4vr165gyZQp27drFH/vhhx/g4OAAOzs7hbC5bt06mJubC2biz39KFjZ1dHSQlJSE4OBgODs78zMnhVSR/vrrr7h48SLGjBkDPT097Nq1q8XlemQBVChdgUDTAtIRERHQ0dFR+D7I31xlQWvhwoXQ0NAQVLdgVVUVxo4dqzBb3s/PDxzHwcvLq8WFt1NSUhAQEACO42BpaYmAgACVDpktkf3N/f398e677/I/79+/HxoaGli9ejUANFsbUkaVvyPy24yOGzcOffr0gaenJzZs2MAH7ps3b8LW1hYODg5Ys2YN9u/fjz59+uCdd97h/x0h1ZGM6mBBU0nkWyTmz5+PDh06wM3NTaG7TywWIzMzs1nYfPr0qWC6w/5bJSUliIiIAMdxcHJy4kOmKt9E/q7yr6urw5gxY9CpUyd88803fLCsqanBtWvX+PepcndgS1pqwQb+Ok/Z92fbtm3Q1tYWTGtuQ0MD1q9fjylTpvCtsrW1tUhISMDq1athYmKCt956i1++ST5sNjQ04Pbt23j69CkqKiqUUv5X5WXbzj5+/Bjdu3fH0qVLATQNHZDtgAQ0fS9mzZqlMJlO1ck+67W1tfyQgSlTpuDtt9+GoaEhRowYgbNnzwJo+t707t0bnTt3hoGBAfr378/XkUKrIxjVwYKmEsiHzGPHjuHJkyewt7cHx3FYu3atQvCQSCTIzMyEs7MzRCIRv81ce/bw4UOF2aOqHDLl17H75ptvsHjxYixdulRhL/va2lqMHTsWIpEI27Ztw/Xr1xEdHQ1jY2OVDxR/52Vh88WHNCcnJ0Eszl5VVYWAgACcOXOGP7Zq1Sp+tnhVVRW+//77ZmFTLBajvr5eMMMFWtp2NjIykn89Li4O5ubmWLduHdTV1bF8+XL+tZ9//hlBQUEKE+VUmeyz3tDQgDNnzmDEiBEKqwds27YNvXr1wsiRI/mHrcbGRly9elVhEp0q15GM6mNBs43JP1VOnDgRFhYWePz4MUpKSviJDFlZWQq/I5FIcPDgQfj4+PDLlTBNVLECrampweXLlxWOhYaGonv37ujduzcGDhwIXV1dhZ1MamtrERoaCo7j0K1bN5iZmSlswylUf9eymZ+fj8GDB2P27Nkq+Tl40cGDB6GlpcUvx3T8+HHo6+ujX79+/FqIlZWV+O6772BiYoKAgAA8f/4cz549w/Tp0zF06NCXrr+qKv5u29mLFy8CALKzs+Hs7AyO47BgwQIATXVkbm4u+vTpg6FDhwqqi7iurg4hISHw8vKCn58fxGKxwt9569atMDAwwKZNm1r8fSFdC0Y1saDZhuQrh4sXL8Lf3x8nTpzgWyIKCwthbm6Onj17thg2hdJi0Z5JpVL4+voiICCAPxYXF4du3brx3V/x8fH8vvay9TJltm/fjq1bt+KPP/5o03Irk3zYlI3ZrKiowLRp09C1a1fBjM88dOgQdHR0FCa5pKamwsXFBf7+/nzYrKqqwnfffQdzc3OYmJigf//+EIlEzR5eVM3/te3siRMnkJeXh9raWmzbtg1vvvkmzMzMsG7dOsTFxcHHxwe9evVSmDQjBE+fPsXAgQPRpUsXuLq68sflh00MHz4cPj4+yigew/yfWNBUgnfffReTJ0/GwIED+S4/WaVRUFAAc3NzODs74+jRo2xcjQBt3boVmpqa+Prrr1FaWoqgoCDs2bMHAPDFF19AQ0ODnzmspqaGAwcOKLnEyicfNrdu3YqFCxdCV1dXEMs5yfz444/Q1NRsNt40NTUVzs7OCmGzuroaFy5cwNSpUxEdHY1bt24pocSvzn+67axsLHt6ejqysrIQFxcHZ2dnDBkyBPHx8YIYTtNSnV9WVoaJEyeC4zjMmjVLYayyRCJBREQE+vfv38YlZZj/DAuabeDFimP8+PHgOA7W1ta4f/8+f1w2Xq+goAA2NjYwMzNTWK6DEYbi4mKMHj0a1tbWOHToEL777juUl5fjwIED0NPTw/bt2wE0jd/lOA46OjoK3cbtVXFxMT8RTFNTEzk5Ocou0j9SVVWlMGklKysL+vr6/PAY+S7PlsKmjFD2L/9Pt53t1asXLC0t+R6A58+fK/w7qtxVLB+Ui4qKFM6ltLQU48ePh42NDd577z0ATX/733//HU5OTgrjWBnmdcKCZitr6em0sbERCxcuBMdxWL58Ob83M/BX2Hzw4AGcnJwE0y3YnjU2NjbbYzo9PR2mpqaYM2cOv3PLpEmTMGbMGIUhEn379oWdnR0MDQ0VPiftVUFBAeLi4gQxy1w2REL2EHH06FHo6OgotE7Kt8ytX78eTk5OCAwMFOzQif9021lDQ0O8/fbbABSvkSr3AMnKXlFRgeDgYPTo0QM9e/ZEWloav9SVbKc0juPQs2dP+Pj4YPDgwYJZkJ4RJhY020hUVBQWLVrE/yyRSDB9+nRoaWlhw4YNCrOHhbguZHtVU1MDf39/RERENNuLftasWejQoQPfMjNo0CAEBgbyN4zffvsNAQEBOHLkCEpLS9u87K8rVe4WlVdYWIjw8HDo6OjgwIEDuHnzJtTU1HDlypWX/s7u3bthaWmJIUOGCOY6vKi9bTsrr6GhAcHBwejbty8+++wzfsev+Ph4fr/y0tJSTJgwAUZGRhgwYIDCzmFC/Uwwqk2DmFcOAHEcx/9cXV1Nenp6tHLlStLT06P333+f1NTUKDU1laRSKc2dO5cA0KRJk6hTp06kqalJRERqamrKOgXmFTl//jz9+uuvdOfOHcrKyqLPPvuMQkJCyNjYmL744gs6d+4cxcTE0JUrVyg4OJhWrlxJq1evJicnJzp8+DA9e/aMPD09ydjYWNmn8trQ0BBGtWVubk6JiYkkFospPDycJkyYQHZ2drR8+XJydHQkDQ0N6tChAxkaGhIAMjQ0pPr6eho2bBh9+OGHgrkOLzIxMaHExETS0NCg7777jnbt2kUTJ04kdXV1kkgkVFBQQBoaGuTi4qLsor4SEomE1NXV+Z9NTU1pzpw55O3tTYsWLaIZM2bQjh07qLGxkebOnUtWVlaUmJhIM2fOpJs3b9KRI0eoT58+RMTuGcxrSslBV1BkT9wtdV08efKE31pv5cqV/HGpVIqYmBh06NABX3755Ut3tWBUU2VlJaZNm4aAgAAkJydDX18fkyZNwr59+wA0LWljZGTEL0AdGRkJkUgEkUgEOzu7v23dYoShuLgYEyZMgI6ODjiOw1tvvYUuXbpAT08PnTp1gqamJtTU1MBxHPT19ZGXl6fsIreJ9rDtrKwFsra2FhcvXsS+ffsQHBzMD6eRee+992BsbIx58+bxLZslJSUICwuDo6Mj5s2bx7rMmdcWC5qvSHl5Od588038/PPP/LHHjx8rvOfx48dYvHhxi2EzPDwcXbp0YQuyC9DDhw/RuXNnbNy4EQ8fPkRUVBS8vb0xY8YMlJeXY/To0XBwcOB3+jlz5gx++eWXZjcbRriKioowZcoUdOzYkZ8IIxaLUV1djeLiYhQVFaGwsBDFxcVKLmnbag/bzlZUVKBXr17Q09ODpaUlDAwMkJWVBalUqrBE06xZs2BmZoZp06ahpKQEQNNs9KFDh8LT05MNr2FeWyxovgLl5eWwtbVFYGAgXwG89957mDBhgsKscqCpZXPRokXgOA6JiYn8calUqrC3MaOaqqqqsHXr1mZbhMrWPTx79ixqamqQkZEBW1tbDB48GGvXroW6urrCnsRM+1NUVITQ0FBoamryS/wAbNyd0LedjYmJwYABA7Bv3z4kJSWha9eu8PDwwJ07dwAorgc6adIkDB8+XOHY48ePUVBQ0HaFZ5j/Egua/1B5eTns7OwQFBSkEBRnzJgBY2NjzJw5s9lyJHfv3oWHhwc4jsOyZcvauMRMa1q1ahU4jsPgwYOxd+9e/nhRURGio6MxefJkPHr0CEDT0iRhYWEYMmQI9PT0wHEcdu7cqayiM68B+e7i3bt3K7s4rw0hbTsrU11djdTUVMTGxirsAnbu3Dl069YNnp6eLYZN2f/L1tBkmNcdC5r/QFVVFWxtbTFy5EgUFhZCKpUq7F0dExMDMzMzxMXFNWvZnDhxInr06AFDQ0OUlZW1ddGZVlJbW4usrCzY2NjA3NwcEyZM4Bfl/+mnn9CtW7dmAWL//v0ICQmBtra2yi+8zfxz8uuFysbyMn8RQsgEgMWLF6NDhw4wNDTkl+uSBcfz58/D3t4eXl5efNiUH4PJAiajSljQ/Adkk3tSUlIA/NUdUlVVhcDAQBw+fBjx8fEwMjJSCJsFBQUIDQ3FoUOHmi02zAjDn3/+ifnz58PAwAAODg58uFy7di06dOjQbPzls2fP2AMHwyssLERUVBR78BCwW7duYerUqeA4DjNnzmz2+vnz5+Ho6AhLS0t+AhDDqCIOAJQ9811VFRYWUnx8PB04cIA2bdpEkyZNovr6evLx8SGJREJnzpwhAwMD+uijj2jHjh1kb29P/fr1o7y8PLp8+TKdPXuWLC0tlX0aTCupqamha9eu0UcffUTZ2dk0bNgwev/99yk1NZVqamooLS2NOnbsqOxiMq8psVgs2CWM2psXlzCSyc/Pp88++4x+/PFHmjVrFi1ZskTh9TNnztD69evp22+/bfH3GUYVsKD5D5WUlNDs2bPphx9+oK+++opSUlJIW1ub9u3bR1ZWVvx6mqmpqZSenk55eXlkZWVFGzduJDc3NyWXnmkrCQkJ9P3339Pvv/9OXl5eVF9fT/Hx8RQSEqKw5irDMMIie2Cora2lkydPUmFhIVlZWZGfnx+JRCK6c+cOrVixgo4dO0YxMTHNwqbMy8Iqw7zuWNB8BR49ekSzZ8+mgwcPkomJCd29e5evEORbJcrLy6m2tpZ0dHSoc+fOSiwx01akUim/iHJ2djZ99913lJSUREREoaGhtHPnTtLS0lJiCRmGaS2y739lZSX169ePnj9/TgUFBdSxY0cyNTWlAwcOkLOzM92+fZtWrlxJx48fp9jYWPr444+VXXSGeWXYNgKvgImJCa1du5ZCQ0Pp0aNHtHfvXiJq2iFIXV2dZFleJBKRqakpC5ntiJqaGv/39/Pzo8TERMrIyKDevXvT4sWLWchkGAFTU1OjhoYGGjVqFOnr69OePXuotLSUUlJSSCQSUUBAAOXm5pKjoyN9+OGHNGjQIFq6dClt375d2UVnmFeGtWi+QvLd6Fu2bKHIyEgiar4lJcPU19eTtra2sovBMMwrVFhYSPfu3aPff/+dpkyZQkREeXl5NGjQIFq9ejWNHz+eiJp6um7cuEGxsbFUVVVF2dnZJBKJKC8vj/71r3/RBx98wLrJGcFgI81fIVNTU0pOTiYioujoaFJXV6eIiAgWMplmWEsmwwjL+fPnadasWVRTU0OGhobk4eFB7u7uVF5eTqWlpaSjo0NERI2NjaSpqUlubm40Y8YMmjt3Ll2+fJmCg4OpR48e9NFHHxERG5PJCAfrOn/FZGFz7NixNHHiRNq/f7+yi8S8htjDB8MIR3Z2NgUHB5OPjw9t2LCBTp06xU/27N69OxkaGlJ6ejoREWlqalJjYyOpq6vT0KFDqby8nAoKCpr9myxkMkLBWjRbgampKX3xxRekra1Nrq6uyi4OwzAM00oKCgooNjaWIiMjaeXKlaSnp0dETUOmpFIpGRgY0IcffkizZs2ibt260ZIlS0hTU5OIiHJzc8nKyorMzMyUeQoM06pY0Gwl5ubmtHnzZrYOHsMwjADJxt7/9ttvVFdXRxMmTOBDJhHxq00QEY0aNYry8/Np6dKllJ+fT//zP/9D9fX1tGHDBjI1NaXg4GBlnALDtAk2GYhhGIZh/p+WLl1KGzZsoAcPHpCuru5L31dSUkI//PADrVq1igoKCsjCwoKcnJwoIyODNDU12ZhMRrBYcxvDMAzD/D9paWmRWCymxsZG0tXVbXGVEYlEQiYmJuTs7Ex37tyhvLw80tHRoW7dupGamhrbBYoRNDYZiGEYhmH+S7LOQF9fX6qsrORXHOE4jl7sKFRXV6enT59SZGQkZWdnk6urK3Xv3p3U1NRIKpWykMkIGguaDMMwDPNfkrVauri4kJOTE23bto1+/PFH/jWpVMq/VyqV0uHDh6lLly5kY2Oj8O/Ij+VkGCFin3CGYRiG+X/q0qULbd++nR4/fkyffPIJZWRkENFfAVIqldK9e/do8+bNZG9vT9bW1sosLsO0OTYZiGEYhmH+oSNHjlBISAiJRCKKiIiguLg4qq+vp0uXLlFqairV1NRQTk4OaWho8HugM0x7wIImwzAMw7wC165doxkzZtCvv/5KHMdRfX09OTk5Uffu3Wn//v2koaHBJv4w7Q4LmgzDMAzzijx//pwePnxIV69eJU1NTXJ1dSVnZ2fiOI6FTKZdYkGTYRiGYVoZ6y5n2isWNBmGYRiGYZhWwR6vGIZhGIZhmFbBgibDMAzDMAzTKljQZBiGYRiGYVoFC5oMwzAMwzBMq2BBk2EYhmEYhmkVLGgyDMMwDMMwrYIFTYZhGIZhGKZVsKDJMAzDMAzDtAoWNBmGYRiGYZhWwYImwzAMwzAM0ypY0GQYhmEYhmFaBQuaDMMwDMMwTKv4X4rPrMnFCr6qAAAAAElFTkSuQmCC\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.36838312263712375\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.43      0.96      0.59       150\n","        Baby       0.85      0.55      0.66       150\n","     Watches       0.97      0.99      0.98       150\n","       Decor       0.46      0.73      0.57       150\n","     Kitchen       0.94      0.33      0.49       150\n","      Beauty       0.53      0.60      0.56       150\n","   Computers       0.00      0.00      0.00       150\n","\n","    accuracy                           0.60      1050\n","   macro avg       0.60      0.60      0.55      1050\n","weighted avg       0.60      0.60      0.55      1050\n","\n","Clustering sur BoW + TFiDF + UMAP 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA0wAAAKnCAYAAAC1ac1CAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3XWYXOX1wPHvtXFZt2Tj7kGTICle3N0pUAEqVIDS9lcoLYW2tKUtFClarLi7e4IkxN02u1nfndnxuff+/rjJbiY7GwJEdpPzeZ59kr02713Izpx73vccxbZtGyGEEEIIIYQQ3ag7egBCCCGEEEII0VtJwCSEEEIIIYQQPZCASQghhBBCCCF6IAGTEEIIIYQQQvRAAiYhhBBCCCGE6IEETEIIIYQQQgjRAwmYhBBCCCGEEKIHEjAJIYQQQgghRA/0HT2A7cmyLGprawkGgyiKsqOHI4QQQgghhNhBbNsmGo1SVVWFqvacR9qlAqba2lqqq6t39DCEEEIIIYQQvcSaNWvo379/j/t3qYApGAwCzg8lFArt4NEIIYQQQgghdpRIJEJ1dXVnjNCTXSpg2jANLxQKScAkhBBCCCGE+NKlOlL0QQghhBBCCCF6IAGTEEIIIYQQQvRAAiYhhBBCCCGE6IEETEIIIYQQQgjRAwmYhBBCCCGEEKIHEjAJIYQQQgghRA8kYBJCCCGEEEKIHkjAJIQQQgghhBA9kIBJCCGEEEIIIXogAZMQQgghhBBC9EACJiGEEEIIIYTogQRMQgghhBBCCNEDCZiEEEIIIYQQogcSMAkhhBBCCCFEDyRgEkIIIYQQQogeSMAkhBBCCCGEED2QgEkIIYQQQggheiABkxBCCCGEEEL0QAImIYQQQgghhOiBBExCCCGEEEII0QN9Rw9ACCGE2Fqy7e3YsRioKlpxMaphdDsm09CAnUiAYaCXlKC6XDtgpEIIIfoKCZiEEEL0eVYqRWrJEupvuIHEzE9QfD4KTzmFovPOxaioAMBsbyf24Yc0/OlPZNbWoni9FJxyMsUXXIBRXr6D70AIIURvpdi2be/oQWwvkUiEcDhMe3s7oVBoRw9HCCHEVpKYO4+Vp50G2WzOdveoUVTffht6aSmRZ5+l9hdXdDvXN3UK/f7yF/Siou01XCGEEL3AlsYGkmESQgjRp2Xb26m/4YbcYElRUAMB0suWkVq6FICGP/057/nxDz8iW18vAZMQQoi8JGASQgjRp9nxOImZM51vdJ3i88/Dt8eeZOrr0UJBFFXFtm2yjY09XiMxfz6e0aO304iFEEL0JRIwCSGE6NsUBdXvx0okqLr+D0RfeZXmO+7s3K2VlFB96y24R40itXBh3kvoJSXba7RCCCH6GCkrLoQQok/TiospOP10AtOnk5w7j+irr+bsN5uaWP2dCym/6sq85ys+H+5hw7fHUIUQQvRBEjAJIYTo01TDoOjssyg4+STaHnss7zFWJILZ3o53ypSc7YrHQ/Vt/8YoL9seQxVCCNEHyZQ8IYQQfZ5RXo4VjWLFYj0ek169hn43/YX0smUkZs3C6NcP74QJTtlxTSNTX4/Z0gKAVlSEXlaGoiid59umCaqas00IIcTOTwImIYQQfVq2rY3M2lrMSDtaSQlmU1Pe4zxjx2AUFWEUFeHfc8/O7WYiSeLDD6m96ped54ZPPYXi887DbG/HTqWwsiaq20Xs3XcJHnQQxoAB6AUF2+P2hBBC7GASMAkhhOizsm1tNN92Gy1334N3990pOuccGm+6qdtxRr9+uIcMyXuNzJo1rPnu98CyACg4/XTCRx1F3dW/Ir18OVpJCZ4xoyk4/nj806ZRc+mlhI46ioLTTiO1cCGqz4dr8GD00lJUl2ub3q8QQojtTwImIYQQfVZm1Spa7r4HgMSnnxKYPp3i732P1vvvw4rFAfDuvjtV1/8Bo7wccDJKZmMDHe++hxYO0fHuu53Bkur3UXDC8dT+8mpKvvc97HSKbH09roEDyTQ0oJeXU3jGGTT+7e/4Ju9G7RVXYicSKB4P/W76C/5p01A9nh3ysxBCCLFtKLZt2zt6ENvLlnbzFUII0fvZpkndr35F+5NP5WwPHHAA4WOPQTEMZ+pcaWnn9DkzkST27jus/cnlYJqU/OAHRF9/ndSiRQAUnn0WtmUT3H9/aq+6qnNNE4Br2DCqbvgjVjzO6rPPoeDkk8k2NNDx9tvOAZrGkOeexT148Pa4fSGEEN/QlsYGUiVPCCFEn2TbNmZ7pNv2jjffZO2Pf0Ldr36NFgrlrDUyGxs6gyWAbEMDrurqzv2ekaPwTZ5E3a9/nRMsAaSXLqXxppvQ1l/PSiRQDKPrANOk/bnnt94NCiGE6BUkYBJCCNEnqbpO6Kijetzv/9a30DZ5Yhj7+OPOYAkg8tJLhI89tvN7syOK6vGQbWjIe83Y+x9gZ7PO9adNJfHFFzn700uXsgtN3BBCiF2CrGESQgjRZ/l2m4xr8CDSK1bmbFf9PkouvhjV683Znm1uzvneSiRI19Ux4J57SMyZQ3rVKvTS0s2+ZrahAc+4sWDZ3QIr/7SpUnZcCCF2MpJhEptnWdDRCLEmkKemQohexqioYMBdd1F0/vmowSCKYRA87DAGPfoorgHV3Y7377VX599dgwdRfdu/SS9bRt3VV9P+9NO4hw3DPXRoj6+n+HxooRDFF3+X+uv/kLNPKyjANXQo8U8/JV1bS6apSbJNQgixE5AMk+hZew3MfRxmPQiKCrufB6OPhlDVjh6ZEEJ0MiorKb38JxSdey5gowaDaH5//mOrq/FMnEhq/nzKf/Uran/2c8zW1s799b+7jorfXYt/+nRiG4o5bKT4/PNIr1sHHTHUQLCzEl/wsEMpvuhiWu65m8jzL1B4xuloxSVooSDBQw/FKCvbJvcuhBBi25MqeSK/9rVw71HQsjx3e9lYOOsxCZqEEH1Wpr6e2AcfEv/4I9qferrbfsXlYtATj9P63wdof+IJ7HQaNRym6Mwz0cJhoq+9RuCAA/CMHYNt2+ilpSRnf0H8k5noxcX49tiT1ocfouCUU6j54Y/wTppIv5tuwviSqX5CCCG2ry2NDSTDJHLFWyAZgflPdQ+WABrmwdLXYbezt/vQhBDi6zATCcyWVhJfzCY5fz6B/ffHt8fuNNxwQ97j7XSaplv/TcWvf0Xw0EPQ/H7SNTV0vPse4QkT8O42mcjLLxN7/z0KzziTxIqZrPvd7zp7ObU9/Qz9/vwnFJeLymuvoeWee0kvXSoBkxC7KDOewU6aoIDq01Hd8vG7r5H/YqJLpBaevgSq94YFz/Z83Kz/wsjDwV+y/cYmhBBfkZ3Nkq6pof3pZ0gtWIBRXU1gv31pvu12wscfD3rPb4GKoaOFw3iGDye1YgWpZcsIH30UdVdeRbaxsfO42PsfEDz8cEovvZTGm28mdNSRBA89jKZ//JPk/HnoZWUUnHIKViq9PW5ZCNGL2KZFpiFO2zPLSK+IgAKeMcWEDx+MUeL98guIXkMCJuFIx+DV/3OCppGHw8LN9BJRNMjEt9/YhBDia0jMncvqc8/DTqU6t7U+9BBVf/g9iS++IHz0UbTcfU/ecwtPPgVFUZymt6WluAYNovEvN+UESxtEX3yR0OHfxjNpEv5992Xtj37UWSQnvWIlDTfcSPikE/HtNrlbmXMhxM4r25Kk4V+zIetkn7FBdWuYLQky62IouopR5kMNGqiGtmMHKzZLquQJR0cDLHkZDvsDvHw1jDmm52PHHANWdvuNTQghvqJMQwNrL/9pTrAEQDZL/R+uJ7D//vin7YMxcGC3c0NHH41rUNf2TEMD2aYmIi++2OPrxd7/gJLvf4/Gm/+Rt6Jo+2OPdytpLoTYeVkZk+hba7qCJSD4rWq0kIume+bR8t8FNN8zj3V/+YTErEaspHyu6s0kYBIQqXPWLo07ET65C1a+C8XDoGJ892Or9wJfMWiu7T9OIYTYQmZLC9na2vz72tpQFEjM+YIBd9xO5fXX45s6lcBBBzHg7rsov/IK9OJiYEPgdTnpFSs3XyLctlADgR5fEyA5f8E3uichRN9hJbKklrR1fq8GXejlPqJv1YC10YGmTevjS8g2J7b7GMWWkyl5u7qmJfDASXDI72DwdHj8O872Z34IR93kZJ4WveCUFR9/irNuqW21BExCiF7NNs3N7s+2tuEaPBi1oICC448jdNihoGmobnfOcfFPPiXxyae4Bw8heOABRF9+Je/1/FOnYkUim31N1e/7ajchhOizFE1F9RuYEWf9om9iKfFP1vV4fPTdtRSeNAJVl1xGbyT/VXZl0XXw4CnQutKpiucvcQIjgFQEHr8QPrsPysdC6SiI1kKizVm/dOdB+avoCSHENmQlk6Rr1hKbMYPYjBmk167F2nTaHaAXFqIGg3mvobhcqF4Prffd11nZTvX5ugVLZkcHbQ89BED7c89RcMopaAUF3a4XOPhgzHic5Lz5eCdN6rbfM2YMxZf8APeIEV96f2YkQmr5Ctqfe47o62+QrqnBSia/9DwhRO+i+Q0C0/t3fq/6Dcy27r+rNjBbU5iRFNnWJFbW6vE4sWNIhmlXks1AdC0sewual8KEk8EdBN0N856A3c6BMcfCnEe7zmlc6HwBnP8ifHAzLFo/j//x78AZj4G/OP/rJdoh2QYo4Ct0XksIIb4iK5Mh29iIFY1iZzK0PfYY7Y8/gZ3JoLjdVFzzW4IHH4wWCHSeo5eVUX711dRdeWW36xVfeCHtTz9Nek1N9zVOG7Nt7KyzrsBOJKj//R+o+vOf6Hj7bWIffoQWCFB4ztm4Bg8mvXw5/v32JXjwQaw+73zMtjbUYJCqG25ADQWxolHiH3xAdvBg9PIKXP37dXu5bHMzjf/8V2eQBqAYBpU33kBw+nRUn2SohOhLPEML8E4sJTG7kWxzAqMqQLY5/wMQo8pP+zPLSddECezXD+/4EhS3hu6XGT29gTSu3VWYWaiZAfcfD2OPh3EnOUFTrBH67Qb1c+H9f8DZj8MjZzlT8TY2/mQoGgJvb9K35JIZUDrS+XuiFbIpMPwQqYGXfgkr3gQUGH4YHPo7Z22UomyXWxZC9H3Z5mZaH36YlrvuworFQdcJHXYoocMPZ+3Pfo69Pvsy6NFH8Y4fl3OuGYkQ//xzmm+/g/SyZRgDBlB4+mmkV66k+bbb8U2dSv+//22zlevaHn+cuqt/BYaBe+hQAIzKCoq/+13in32OUVpK6yOPYFRVkW1oINvYSNnPfkpq8WK8e+wB2Sx1v/k/MqtWdV7TM2EC/f7yZ1zV1Tmv1f7sc9T+/OfdB6EoDHnu2c7XF0L0HWYsg9meIrm4FffgMI23zc5dwwQohkrx2WNofWIxgX37oxd5QFPQCz3Yio1R5EPRduxnJyuZxezIYCezKC4NNWCg+YwdOqatYUtjAwmYdhXta+DWfWH8SeAvhbf/mFvJadRRMPxQeO8mOPxGWDMDVr4D7jCMOx5izfDab7pXf7r4LSgYCLWfOcFUtB5OuB3+eyKkO3KP9RbCxW9DYfeqVEIIsSlrfQPZ5ltv7bbPt/fe+KdOofFvfwcgeNhhFF98kZN10jT08gqMslLSNTW0Pf44Rnk52YZG2p9+isxapzDDwIcexDd5cu5rZjJY7e2gaeiFhWTWrSPywgu4Bg8mOWcuaCreceNRQyE63nid+MxPSMya1W18oSOPpPDMM6i7+mrSK1Z22++fvj/9/vSnzmAt29zMqnPOJb1sWd6fRdEFF1D+izzBlBCiz8i0JsmsjtL+8krMFudhj17mI3zYQGKzGgjsUUHb8yvINqxv3aIrBPfvj2/3coziHde3KdueJNuUxEpksSJpOj6qQwsYFJ48Ar3Qs8PGtTVsaWwgU/J2FYl2mHYpDD0I7j+ue+Cz8DmnYa0r4KxrOuQ6OPZW0F3wn0Oc9U6b0t3gCcPM/8Cb1znbRh8Dsx7sHiyBk4Ga8yjs+xNQpd+AEGLzso2NtNx9d9598Y8/pui8c0FVwbJIr15N9JVXaX/ySSqv+x0Nf/0blb+7FqOigsD+06n92c/IrF0LgFZQQPmvf4V7+PCca6Zramh9+BE6XnsNxeOh6Oyz8E2ZSnrtWhpu/FPOsSWXXoJvylQ63n0v7/iMqiqsjo68wRJA7J13yTY2dgZMdiZLtr6+x59FZvVqrGQS1dO3P5wIsStT3RqJhc0E9+/vZGhCLtKro7Q9v4Lw4YNpeXQxVkem64SsTfSNNah+A23vClR9+392yjQ6jXdTS9vABr3YQ+jQgeDWMKNpbNtGL/CgqDv37CEp+rCzyySgfp6z9mjuE/DOn+HYf8Hu53U/dtZ/YcKpsNdFECgBw+MERIMPyH/tqZeCasBbf+jaVjEeVn/Y83gWvwip6De6JSHErsGKRjun3OWTbWjoDDjcw4eTqVlDtqGBdddcQ/iII1h33e+xEgl8kycx4N57GPjQg/T/961U/v467HQGs72981rpNWtYefIptNx5J+mVK0ktXEjd1b+i9qqr8Awb3u21m/75L7SCMMHDDss7NsUwMNvaer4528ZKdJURVn1ePBPytHJYzzN2bM54hRB9j+YzCB04gMjrq2n57wKsaJr255aDZWPFMrnB0kaib9Vgra+2tz1l25I03j7HKY++/jl7tjlJy8OLUGxofmABLfcvIDG3iUzrzl2cRjJMOzPbhlUfwgMngr1+wmzDfFj0PBx6nTMFb8lGJXJjTTBoP/joX+ArgUAFaDoccg2Eq+Dj25zMkbfQyRJNPB3Wftp1bXD2+4p6HpOvREqSCyG2iOLxgKLgnzqV8IknomgqimGQXLiI1gceQCsowIrFQNcJH3UkNZdeBkBmbS1qKEjs/fcxW1qxUynWXXMtsXffzbm+XlbKwAcfRC8pofn2OzBbW7uNITFjBgUnHI9WUoLZ1JSzr/mOOyj7yU9o+9//yNbV5exLLpiPf//9er43w0ALhzu/10IhSi/7Ias+/KjbDACtoAD36FEk587FKC/fsh+eEKJXMkp9lF0ykfSaKLZp4xocAguyTfEez7GiacxYBtVroHq330f31IoIVjRPoGZD9J0a/JPLib61hpYHFxI6dCDK7mXo4Z0zCy4B084sWgdPfz83oNngzd/DCXfkBkwDpkDrCtj/F1AwwAmWAILlMP1K2P18yCbB8EKgEjSte/Az/2nY58ew+qP8Y9r7u07WyyXVnoQQm6cXF1NxzTWY7e2su+aazj5HnokTqfrLn7Ha2tCKiyn72U9p+e8D2OmuN3azrR3V48FKp8jU1nYLlgCyDY203HsfRRecT+Tll3scR+zdd/Htvlu3HkzZxia0khIG3nM3LQ88SPSll0BRCB56CMFDD0UrLMS3997EP/642zXDp5yCEgiQqa9H9XrRQiG0okKq/vhHGm++uXP6oHfyJEq+/33q/3gDxRdf9LV+jkKI3kUv8KAXOIGFUeGn5dHF6EU9r1FS/QbZ+jhkbNxDwj0et7UlF7b0uC+9Jop/r8rO76NvrcE9tAAt4MJKmViRNKmV7Si6intQGDVooLr7btjRd0cuvly8Of/aI3CClmzKWYeUTYFmwPQrnKp5G7JGwXInmwTOWqaC6u7XKR7WdQ1wejplk05xiTmP5R67xwXgLYJZ90P9Aqe/0+ijINxfsk5CiG4UlxvV72Pdb36Tsz05ezZ1V1xB9R13UnrJJTTffgepxYtzjjHKypxGtH4/zbff3uNrRJ59lqKzz0JRNzNDXdMh3X2qTGD//ZxgZ+BASn94GYVnnI6dyaB6vageD01330351b+k6ZZbiL7yKlgWistFwamnUnDqKay99DLSK1fiHjqU0h/9EL2ykvZnn6H4ogvRCgtRNI3kggXUXvVLzOZmPGPHfrUfoBCi1zPKfBSdOgI7aaJ4dexEttsx/imVxD9zqhcXnT0GbTtlmfTinrNFWtCVM1Y7bWF1pDEjaSKvryb+yUZrMhUoOGYovsllqJ6+GXr0zVGLLfQlC/AUxZn6UbUbHPQbWPEOhKuhYx38exqMPQkO+x0ENjMFJFAOx94CT1zYNY3k5V/Ct66Ei96ExS+BmYaB+zpT9e47dn1vpvXe+B2c/SRUT3XGs7kPLUKIXUq2fl1nFbxu+xoaSc6fT9O/b+2sereBf9o0EvPmUXrppehlZWz2d6GioPh8hI8/vscCE4FvTWfdb6/J2aaGQoSOPLIz0NICgZw+UACFJ53E6vMvoPC00yg65xzsVArF5SLT2sqKY47tbJobb25m1Zln0f/ft1J45pnUfP8H3cYQOupI9NLSnu9DCNFnGSU+MpEUJeeNpeWhhV0NblXw716BFnSRWt6OFnZhZ0zYTgGTb1IZ0TfXdK5f2ph/zwrin+e2oFE8OqmV7bnBEoANbU8vwzUwhKsq9/dkXyGfTndmviIIVeXfZ/icDM8Zj8CoI+GZS+GVX8Gj50LNJ/DtP8KcR+CTu2DpG85X2xqnn1POdTww4tvwvfdh9wtg8HRnSt/4k501UGs+cgKx5sXw9A9ygyWAoQc6Gam3/gCPngMf/xtaV3V+kBBC7LrsbJbMmjU97k8uWkjRRReh+tdP8TUMQsccQ+E5Z6NXVhA64nBUXafg5JN6vEb42GPQwmEKzz4Lo3//bvtDRx2FZ9Sorh5IioJvn30Y9NCDGP26N5/tHLttE581i8prr8GMRqn/w/U033EnisdD3U9/lvd3XO0vrsA9ciQD7r8Pz/jxoKrrG/D+kvIrr0QvKOjx9YQQfZsRcmP0C1B89hhKLh5P0VmjKT5nLCjQ9vRSAPRyH6rLqZRnmzZmNO1UqrO2TYcgrcBN0WmjYJMKeJ6xxWhhN+k1XUW8tEI3qk+n4+2aHq8X+6gO2+yb3Ywkw7QzC1bCcf+G/54A1iaBzsG/dRrXPnxm9/MWPgfDD3HWMX30bzh8MDz5XXCH4MzHoN/uXeubANwBJ/g64kYnm6R7nUxR01JY/rZzzH6XQ8OC3NcZuA+MPtopY+4tgklnOoHc/GdgxGFQOmKr/jiEEDuelU6TbWggOXce2ZYWfFP2RvV40IJBtGAw51hFN9CKijBb8s+j14tLSC1ZSuV116EGQ+jl5SiGDopCYPp0lPVNst1DhhA48EA63ngj9/yKCgrPPhvVMHBVVTHw/vvoeOddIs8/h+rzUXj22XhGjUIvLqb/rbdgRaOAglYQ7jbWTZmtrbTecy+pRYvwTZmCf8oUrGSCTM1a7FQq/88mEiFbX49n1Ciqb78NO5kCTUUvLe28FyHEzkvVVRSXStMtc8Gyu2V2QgcPRPXoZFuTxD6tJ/55A4qi4Nu9HN/kMvQC99Ydj0vDM6aI8st3I7mkDTtl4h4aJrm4ldbHu6ZBKy6VguOGobg0zB4q/QGYbSlsy97hTXi/DgmYdmaK4vRW+t778NEtUDfbaRo74VRIRuDDW3o+d85jTubpo1udIAYgFYH/Hg/f/zB/81nNcL42MDzgKXCySpbZ/fj9fw6PnAnjTnIa5378b/j0bgj1c4Iwlx/CPT/BFUL0LVY6TXzmTGp+cAlG//6UX3UlbQ89RPzjGaihEMUXnI934kT04mIAjH5VFJ17Do1//Vu3aykeD+5hQ2n8y19oe+ABfFOmUP7Lq6i75lrsaITq229HL3IqduolJVRccw2JE44nOWcO3smT0SsqUH2+nEp1RmUlhaeeQujII1B0PafnkV5QAF8lw7NRgBP/6CPiH33kZKf22nuzp5lNzbR9/jkFp5yCXli45a8nhNgp6IUeSr4zntaHF2KuLyWueHUKjxuKUeZbX+r7C8zWrgcvkZdXEv+0npILx2/9oMnQMBWFjrdrUAyV5KJWQt/qD9+qJtuUxCjz4h5eiFbkQXVpuAaFSM5tznst94hCVKNvTm6TgGlnZ3igbBQc8SencWyiDV78mRNIba4fUirqBEqhfk5Rhg3SMaj9PH/AtKlAhVMx7/XfgplxCkgkWp2mtcffDrbp7C8ZAf87u+u8ZDs892OY9iPY/2fg6bnzshCi78jW11Pzve+juFyUX3Ula3/6M6yNegvVfPIJoWOPofyKK9CLilA0jdCRR5JesZL2p57qPE4rLqbf3/9GpqaG0p/+lI533qb00ktYe/lPSS91pq6YzS2dAROAUVqCMnkymYYGFMMg8vTTJGbNQi8pofDc83APH4a+PnjadC3S16EVFFBw0onU/36jPnW2jZ1JoxUU5O3RpFdWYra10fCnPxM48MCtMg4hRN+i6CruwSFKL5mEFcuAZTtNboNuUCD+cV1OsLRBtilBclELgb0r81z167NNCzuewU6bztqqxgRNK9pxVQfRwi4SC1tAU/AXVaC6NUIHDiA5v8XJkG1E9Ru4B4UwYxk0v9HDq/VefTPME1+d7nYq0X1ws9NraciBzrS3ngyZ7qxlmnqJk5mq3uipaNuqLXtNTYfJZzmBz+f/hf1+6mw/5HcQrHCyT/33hJeuzH/+h/+AeFP+fUKIPic+cyZ2JkPROecQfe11p4fSJiJPP0OmtqunkVFZSfEPvs+gRx+l39/+ysCHH2LAvfcQefFFmv7xD9qfeJzgAQdgZ82cXkhmrCPnulYySesjj+Du35+1P/4JLXffQ+LzWURffY3VZ51F24MPYka3XlNtRVEIHnIIrmHDcra33Hsf5b/5Nei5zysVl4vyK6+g5b77wLaJf/LpVhuLEKJvURQFPezGVRXA1T+IXuBB0RSseIbErMYez4t/Wo+Zp8reN2FG0rS/sRr/nhU529NroiTmNpOpjeGqDsGGaXaqQtEZozAq/etvxlnzVHL+WMxYBiuWxkz0PG2vt5IM066ko97pu6S54O0b4PRHwF/iNKzdmL8UBu3vZJhSEWeq3NRLYM36XiL9dt/y1wyUOhXzYg2QTsDZ4yHVDpm4k6kqGOj0i8rHtqBxERQN+Xr3K4ToXQyD6ttvI9vYiOLzUf3PfxKbOZOWu+7KadYafeUVvOOcEtqKpkE2y8pTTkEtLKTfn26k5geX5KxrarjxT3jGjKH817+i7sqrANDCBTkvnW1txc5kab7jzvVrkXI1/v1mgocf/qVrk77S7VZUMODOO+h45x3aHnscRVMpOO10fLvvzuAnn6Dt4YdJr1qNe+hQ/PvtS/Ptt5NasgQAO5OnWaQQYtemKt0KMOTQVLZ0uWO2PYXZnsKMptELPWghF1qge4sXK5YhtbAV/8QyPCMLSS7qavCtGCpFp41EcatoPgMrmSXbEKf9xRUEplSiHTgAxaehuXTaX1pJammbE0CNLiJ8+GCM0r7Tk1MCpl1FJulMizvgasgmnP5Jaz91psbNesAp9IACY4+HqZdCZC3UzISlr4E76KwnAigZDsVDv9pru3zgGuT8vXgovPgLmHgavP83ODp/yeBOmgENC8HOOoUheqr6J4To1cxoFCvawZorrsypEBc+4QTKf3lV7tS1Td7xVZ8PragI3x67E33p5bxFIJLz52Mnkhj9++MZPRq9uAizvZ1sUzPxzz5D0XVChx5KeuXKHscYnzET96BB3/RWcxgVFRSecgrBww5DURS0kDPFWDEMbEAvLye1ZAkt99+f83Px77nnVh2HEKLv03wGgamVtD62JO/+wLTKLepzlGmM03T3PMyWZOc2ozpA8ZmjOxvqdr2oAja0PLqY0IED8E+pJFMfR/XoaEEDrcCNVuTBSmWJz25E9eiYrSnaX1xJ6JABeEYX0/jvL7DT69ey25Cc30J6ZYSySyejF/Xc66k3kYBpV5COOZmlJy52qthtMPlsZ12R7oZj/wWlo+DDf8GdBzmlvjcYuA+smwsjj4TD/+hU3/u6bMvJdBleJ7PVvAwqxsO6Od2PNXzOB4hb1k8HDPVzxjlginO+EKLPSK9eTf2113bb3v7EE/iu+x2uwYNJr1gBQPCwQ3OO0cvKKLnsUshmN9uEtuOddyi68EKCBx6Anc3S+I9/0vbQQ10HaBqlP/oRWjBA2/8e7Xa+vWnbhK1I36i4BIBeVETBccex6owzsTO501MKTjtNei4JIfJyDy/ENSBIenVuptw1NIxr4Jev+TYjKZrvyQ2WADJrOmh9cilFp43KaYyr+p2gyGxLEXl1FWgKWtjtBEA2lFw8HjthYmVM2p5cStGpI1H9Bt4xxaghNx0f1HYFSxux4k6AFZzeH2VzWbNeQtYw7Qraa+Cx83ODJYDP7wdsJ9M060FY/DLMfig3WNIM+NZVMOX7cMJtTqnxLWFmoKPBKfKwMcMDE06BdAcEyuDj2+DAXzklyzemqHDcLU72a4PIWnjgRGhZvsW3LoTY8WzTpPXBh3rc3/LAg4SOPQaA8EknYVTmPpRRVJXQoYfiHj4cxeh5sbDidhM++iiMsjLiM2bkBksApknjTTc5Jcc93Z9q+vfa6yvc1TfnHjWKwU89SejYY9GrqvCMG0e/f9xM6Q8vy6neJ4QQG+hhN8Vnjabo7NG4RxTiGVlI8bljKD51FHroyyvkmdEM2eZk3n2pxa1YsdzPinrI7Uy721DdzrQxW5JYiSyFJ4+g/YXlNP93PvE5zvKOyFtrKDxxON7xxVjRNOmVkR7HklzQjJ3KU0W5F5IM087OtuGz+3LWB+T49F7Y8yKnUh02jDsRFjzjBDy7nw97fseprGemnSBGdYGx0T/IWJMTYKk6BMqdba0rYeadsORl8IRh6mUwcJoTIAFUTIB3/wr7Xu4UfHj9d3DSf5wpgOvmQrgaJp0O855ypgBuzDLhvb/C0Tc7U/2EEL1etq2NbP26HvebTU14J0yg+o7b8Ywdm7ectl5UhDJ5MgUnnUTj32/Oe53C009D8/tJr12L4vHS7+absSIRWu6/n9SiRZ3HRV99lcD0/Ym+/ErXuWefjV5S8g3u8qtTDQP30KFU/vb/MDs6UAxDmtMKIb6UFnLjG+vGM8L5Xaka2hafa8Y2U3DBBjvdvak2ikLxWaNJrWgn05hAL/HiHVtM5OVVpJa14RoQ7Ax8svVxOj6qxTexDDtlovp6DjXUgAF6788ugQRMOz8ru/mMTLQOhh4A9xzpBEbjToAT7gBfCaiGM30u2Q66x2k8a/hg8H6QSTiNb1+/xplOF6pyAqBhB8MdB+Rmlh49F0YfC4f+zilRXr8ARh7mTO2b9kOnqMQDJ0P/PWDAPjD2OGf6YPMSOOnu7mOu/dzJUEnAJESf4Z04idh77+fd55k4Affo0Rhf0ndIc7kIH3887S+8SHpJ7hz+4BFH4Bo6lNiMGdReeRXZ2lrAaU5b9tPLibzwAh1vvgVAtqmJ4KGHklq0GK2oiILjj8c3Ze8dltVRvV5Ur0wzFkJ8NV8lUNpAD3cv7NBJU1A9ea5p2TTdPQ/XoBBagRvvqCKa7pzTGVxl6uME9u3qm5ldF8camSU+p4ng/v27TR/cILBv/691DzuCBEw7O82AId+CRS/k3185CVwhZx3RkledqXlzHoOL34IP/gFfPOKsOwIoHOT0c2paDG2r4elLuq4TqYUXfuY0xZ18Fsz8j7M2KtnmZLcWPA0TToaORqcp7f3HOpmtAVPh5HucjJZmONf939nONEJvobP+alOFg2UNkxB9iOp245s6Be2BB7r3H9J1ii+88EuDpQ2MigoG3HE78U8/o/3JJ1G8HorOOAP3iBGYbW2svuA7kO1ai5Rdt47aK6+i+pZbiH34EXYyiWfceDL19YSPPw4zEqXx1lvpN3QIrurqrXjXQgjR+6gBF+5hBU7Fuk34p1SCoZJtT6GoClrQCa60AjeKW+ucXucdW5KTibJTJmYkjXtImNTydsxIGr3Yi9mWBMvGO6GUxBe55dAD+/XDKO87D74lYNoVjPg2vHV99/VEigIH/RqCZXDItbDyPSdztN9PYe4TznqmjbWuhCe/Byfc7gQ2+TQvgX1+5ARi6Q4n87T0dZhxGyx/yznvsD84zWs/vcspPHHH9PxTBied6YxjU/v91KncJ4ToE7RAAK2ggKo/3UjzHXcQnzETAPeI4ZRcehl6eflXup5RUUH4yCMIHnQgKAqq242VTtN48805wVIn06T9macJHnoosXfewTd5Mmu++92cQyTDI4TYFWh+Y/3aoxUk5jSCBegqgamV+PYsJ7suTrYxgZUxcQ8Oo4XdaEEXRWePJrW0DaPCh17uRfEb2BtN72t/aQVFJ4/ENTBE7NN64rMbCB0yiLZnlxE8cADF54whtbIdRVHwTihFK3KjeftOA1vFtnta3NK7/fGPf+Sqq67iRz/6EX/729+26JxIJEI4HKa9vZ1Q6MsrifQZqQ5nat2y152/Dz0QCqqdfkrgBCONC+GZy5x1QuD0PzrqJifDY1lOJshMweJXoXICPHyGsy2fY/4BtgnP/rhrm6LAwddCxTh49PyucxUFJpzmNL5tmO9M6xt/ilP84YmL4LznYd0X8PIvc4OmAdPg29fDXd92yqCD0z/q0OucLJa3YKv9+IQQ256VTJJYuJDk559j9OsPtoWdyeCZMBH3gG+e2cm2tbHmO98hOW9+3v3uEcMpOONMXFWV1N/4J9JLl3buM6qrGfjAfzHKyr7xOIQQoi+wUiZmRxo7baK6NLKxDNmaDtqeXw5m1+cx76RSwocNwopnMKMZkouctg6+8SVkW1O0Pr7YCbrWc48rJjS9P9mWJFrQjaIrdLy3FjOaxjexFM+oIme71jvWLm1pbNAnM0wzZ87ktttuY8KECTt6KDteMgKzH4YXf9617Y3fwfBD4Zh/QrDcCVrKRsMZ/4N4s1M4wVvgrFNqXgKv/dYpO657nOl0ww7oOVgCaFsDnk3+p/r2DU5W6b6jIZvq2m7bTqaqeCiMPsapzFc5EQ64Ci583WmMu2aGM7baWc73/faAjnXwzp/gu29DdJ0zLbBoMPjLZO2SEH2Q6vHgnzQJd3U1ZiSComloBQWdfYm2xvVdAwf2GDAZ1dX4992HtZdcmhMsaUVF9L/lXxIsCSF2KapbQ3U7mfVsWxI7kaXt2WWwSRolMasR95AwRoUfO2PhHlpAekU7zY8swj00TOGJI2h9dDHoCqFDBuIeWkC2MY7md6EXuNEK3BSePBI7a6G6VBStbxbo7nMBU0dHB2eeeSZ33HEH11133Y4ezo7XviY3WNpgySsw/ynY6+KuJpC+Iudrg8bFToGGzPoMTiYOM253+i75ip3gKp+qSTD3ya7v++0GrgCseCs3WNrYzP84WaZMwvnTFXCKPLTXwOqPnLGWjXHWJn16rxM4FQxwquyVjvxqPxMhRK9iJVNYsQ4Urxe9uBi9uHirv4bq8VB0wQVEXngx7/7iiy/G3b8/1bf9m9SyZaQWL8Y1dCie4cO7lTEXQoidkW3ZWLEMtm2j+XQU3Sm4YGdtkgtbugVLG3S8s5aC44aCadH6xBLcQ8KUnDMWsyONXuyh8OxRGIVe2l9aQeTFlZ3nKV6dkgvG4uoXRDX6XMiRo8+FeZdccglHHnkkBx988Jcem0qliEQiOV87nc/uz7+9eBjUfQHxlvz70zF4+8auYGljn/zHqV6XT7DSCWImndZVJnzSmbDyXSfz1JNonbOGKlDmBFgbhPrBKfc72a36eVDziRMsuQJw8n0QrOj5mkKIXs1KJkkuWULdb/+PVeecy9qfXE78s88wt9HvYtegQVT+8XoUd1frA8XlouLaa3EPGQI4658C++xD8fnnE9x/fwmWtpNsezvpmrWka2uxEnned4QQ21S2PUXH+2tp+PdsGv85i/YXV5Jtcf4tKrqCFe253LgZSWG2pej4qI7wEUOwszZWLI3ZkiT2YR0qCtg2mZqOnPPsRJamO+ditvfwML0P6VPh3sMPP8xnn33GzJkzt+j466+/nmuuuWYbj2oHsiynmevGioY4BRza1zg9jb54GEYeAeF+zhqgDZLtsOy1/Ndd8Y5TwW7aD51iDRuyRoP2g6P/DktfczJDR/0d2lZC6Sj46BbY88Kex1o60llfdd4LTmnxDRQFqibD9z+CxS860/L67wHDD3H6MQkh+qzErFms/s6FYDr9OdLLlhF7+23Kf/Mbwscfh7aVCy1ogQChww/Ht+eeZGrWgm1j9O+HXlqKulEQJbYfK5MhvXQp6/5wPYmZM8EwCB1+OKU/vAxX//5ffgEhxDdmRlI03zePzNquysMd79cSn9VI2SUTUTw6RnWAxNymvOe7+gfJNCRIr4wQ/FZ/fLuV03Tv/M61Th3v16KXeik6fRTN983HzuRW0EvXdqAXdm8W3pf0mYBpzZo1/OhHP+LVV1/Fk6dDez5XXXUVl19+eef3kUiE6p2pbKyqwuijnUaz4BR5OOJPTiW72EblG1/7LZz1uFNIQVv/n1zRnEzRppXzNlj0ApSPc/ogWVknE5RohRd/AW2rnPVKgVIoH+v0a1I0J8DxlzjNbDd10P85r+/LUzpY06FoEEz5/jf4YQghepNMfQO1v7y6M1jaWMP11xPYfz+0bfCBWXW7cfXrh6tfvy8/WGxz6VWrWHnqadjptLMhkyHyzDPEZ85k0IMPSIZPiO0gtSaaEyxtYMUyRN+tJXzkYLxjiul4dy1WxyaZJgUC+1TR+oSz9lN16zT/d0FOYQiAbGOC2Mx1+CaXEZuR26jcbO37GaY+MyXv008/paGhgd122w1d19F1nbfffpubb74ZXdcx87wpu91uQqFQztdOZ+C0rkzMXhc55cNjubXuMdNO1bv2jabMBcpgr9yyujlGHuFc6+EzYN6TTlbpgZOcP5uWwJxH4a7DnFLj4So4+Bp49Tdw/G1OxmgDbyEcffP6dVFb1mdFCNH3me1tnc1jN2VnMqRXrdrOIxLbmxmL0fSPf3YFSxvJ1tUR+/jjzZ8fj5NZt47MunVY6TRmLEamvp7U8uVkGhq21bCF2KnYpkX80/oe9yfmNGJ1pLGBkgvG4R7a1cBbL/ZQdMpI4p83YsUyaAVuMo0JyOZf7JSY24x7RPfPeka/wDe+jx2tz2SYDjroIObMmZOz7fzzz2fUqFFcccUVaFrf6BS81YX7w3nPwRu/h/Lx8OYf8h+XikLdbDD8Tt8lRYFxJ8DC52HVe7nHTrkEaj9z+igBTDwNHjmr+zUt02lee/aTUD4Gpl0GL14JE0+F/X8GqFAyDAqHwq7630cIkZ+ybUrK2raN2dSEbZqofj9aUHq27ShWRwfxzQRF0ZdfIXTUUah67kcR2zRJr15N49/+TvSNN1AMg/Cxx1Jw8klEX38d75gxJBcvxjtuHL7dd0f1SeVUIXqkgGL0nB9RdBU7Y9Hwt89Q3Rrh44cROmgAZiyLFU0TeXMN2Ya4c6xbw07l6XW3gWU7XxvRS73oxX17Oh70oYApGAwybty4nG1+v5/i4uJu23c5hYPg6L85mZ/NiTfBqndh3InO98EKOPkuaF7mVL1zB2H8ic6fz6wv+uAJOxkrs4fFgO1rnN5Kj18AB/6fUx483QG6y6m05ymE6FpnPVVkrTOVr3BgV8GITVkmdNQ7r6d7nLLoQog+RyssxKiuJrOmezEYxe3GNXDgVn/NTFMTHa++RvN//oPZ2op3jz0o+/GPcQ0ZLGuYdgRVQw2HMdva8u7Wy0pR1O4f5DJralj9nQspOO44wsccjZ1x3n9aH3yIorPOIvLC81jxOPGZM9FCIbwTJ27LuxCiT1NUFf/eVSRm51+f5J1YihnL4B4SJrWkjdaHFlFy7hjaX1yB2ZLMOdY1IIhR2XO2SCt0o3p1J7BKm3hGFVFwzFD0UN///dtnAibRg1gTRGph1QcwcOrmy4EXDIDXroHB0521RgCBcudr4LTcY0+6y7l2KgqJHirtbaAoToDz6q+cbNVxtzrly82sk6m6//iubBU4QdNpD+QWfwCI1js9mz74u1Pdr3goHPI7ZzqfNKoVok8xSkup+uP1rD7v/M4PvBtU/N//oZeUbNXXy7a0sO6aa+h4tauYTeztt1nx/vsMeuC/8qF6B9BLiik+7zzW9VB8qeCUU7sFTFYySeujj1J57TU03fpvmm65BQDV76PonHMx21pR3G40lwv3iBE03nIr/f5041br5yXEzsgo8+KdVEpiVu6SDb3ch3tgiOZ75lHyvQmQtpy1SbpCyXljSa1oJzG3CdWj49+zAtu2QQHXkDDp5e3dXid4QDWJRS2U/WASGCqaT0f17ByhhmLbdg9V13c+W9rNt09ItkPbapj7BGSTMGCqUyI80QovXdH9+Amngb8Y5j8DF70JZsqpfqd7nUzTxm9amaRzfc1wAp/WVfCvPfP3WCoaAlN+AC/8zPleUeFHXzjXjLfAP3d3gq5NjT8Vjv4ruPzO94lWeOEXMOd/3Y897laYcCqoMq1PiL7ESqfJ1Kyl9YEHSMyejWvgAIrOPx/XoEFoga07pz0xfz4rTzgx7z7P2DFU33kneqGso9zeso2N1P76N8Teeitne+nll1N42qndAp1MQwOJTz+j4c9/JrN2kyqwQNkVV2BnMrj69yc2YwZWR5Syn/0Mo0JaUAixOdlomsyaKLFP6yFr4RlZhOrTic9pIrh/P8y2FG3PLMeKOQ+4FK9O4QnDMap82GmLprvmogVc2ED44AEkl7QR/6wBO22il3oJfqua9KoIsRnrUIMuyn4wsU9UxtvS2EACpr4o3gof3+L0UdrY8EPh0N87a5Xeuwka5kOoCvb8Dow4Aj67zwk8Fr8IH93q9Dvyl8K3roQxx4GnAFpXwAf/hOVvOAUbpv3QKSe+7HV4apMqdpoLTrwTXr8WmpfCsINg7+872a7GBVC1m1MA4u0/Ov2VNqbqcNmnznRCgMZF8K+98t+vrxi++65TGl0I0edYmQxWLI7q8aB6ts3UjOa77qbhxht73D/0lZdxDRiwTV5bOFURsy3N2PE4emkpWnExmt95IJZtaSFTU0P0rbfQfH4CB3wLvaws7/qydF0diU8+ofbnv8j7OnppKZXXXUf700/jHjMGs7WFovPPx9jKGUshdjZWMkvzI4vQAgaq3yC1tA0rlqHg6CEomkrTvfPAAtWn49utHFf/AFbaRC/zofkN4p/VE32zxrmYCuGjh6IXebDTFmZ7itjHdWQbu3qsFZw4nMCevf9BxpbGBjtHnmxX07Kse7CkKE41vPY1EKlxmskWVDvT82Y9CF88CifdA+/+CeY+3nVerBGe/6mTURpzPNy2P2ScxX20rYbHv+OseTrsD/Ddd+DDfzmvXz4ORh/jBGbNS53eSRNOg4dOc8qQAyx6EQwfnHiHU0GveVnX61rZ3IxV46Ke7zfeDMk2CZiE6KNUw0AtCH/5gd/kNfybWfivaVJ4ZhuxbZvUosXUXPIDMmvXV0VUVQpOP53SH3wfvbgYvagIvagI74QJm71WpqGB9mefhUwPa2ZxMlZWKoUZjeIZPRorEZdgSYgtoOgqgb0rsNMW2eYEgalV6CVeEitasRqTYIF7aAGB/frR8f5aOj6sRfXo+PYoxzepFN/elbgHF5Ba2Q6WjXtAkMY752In8heBSM5vxr9bGYrWZwpyb5YETH2NmYUZt+duq5wIB/0Glr/lBDChfjDmWKcE+IJn4eDfOtmgTCw3WNrYO392skEbgqWNzX0c9vmhs/bo6Jsh2Qoz74IHT+kKjqb8wAm8rE3+4WTi8PKvnAp6z3f1xCJQ5hSX2MDzJR+mtL6/YFAIse349t7beXCUZ9JE8KCD0AoKtv+gdgGZujpWnXsuVvtG6xksi7YHHsDoV0XxueeibEGwalsWkeeep+2hhyn76eU9HqcGAtipJP599sHoV4UW3raBuBA7CzOapv3FlWTruz7nqX6D4rNG07G2FjVgENi3iub7uxrSWrEMHW/XkF7RTtHpo0BXSS5uARRUv4HmN8j2EDBpYReo26Ya6o6wc4R9uxIrk9sYNlgJB1wNj54HH/wDVr4HXzzi9E8qGAinPQTv/RWe+wk0Luz5upl4/rVGGyx62fnT8Divuds5UDra2aZqzhS7nprgtq7oXu3uoN9CYKNUbdEQcPeQCh20r7P+SgghemCUllLxf7/ptl0vL6fsZz/tnB4mtq7k3Hm5wdJGWm6/g2xjY959m8o2NdNy//1k6+pQvV7UHsrBF5x2GrGPZ+CfNpV1v/kNWNbXHrsQuworkaX1qaU5wRI4AVHzQwvx71WBf48Kou+s7daQFiC9Okq2JYlW7CF86GA0v0FyYQv+vXqecuffqxJlG7WP2BEkw9TXGF4YdZSzpgic9Ulv/TF/sPPGtXD2086UOVXvOSDZQHP1vE/fJMNTUA1nPwHtNU7z2i+79oY3tWCFEyyNOCy30ESwEk5/GP57glPEYoNQPyer5ZXF2kKInql+P6Ejj8S72260Pf442bo6AgcdjH+vPTEqK3f08HZaqaVLe9xntrXlbVqbl2ViRZzAq/Hmf1B14w3U/fo3mE1dDwiDhx1G+NhjsGJx1nz3e2Tr6rBiMSiWB2pCbI4Zy5BanP+hthVJg6pg9PMTfat7G4gNkgtbUAMuom+uxje5DKPMh1HhxzO6iOSCjaopKxA+akifKPjwVUjA1BcNP8QJPKLroHQUvHFd/uMss6vwQ6TWKfIQrIRoXfdj++/hrGPqyYhvd98WKHO++u3mBE2akb9fk7cQysfC9z9wKvmteBcWPANDDnBKi6saaDr03wsu+RhWvANNS2HAFGe6oaxdEkJsAS0YRAsGqbjqKmzLytvj55uwMxnM9nbQNKm4t55n9Oge92klJSiuLZtOrQaD+KZMpeP110ktWkTDn/9C2c9+hupxY0aieEaNJDZjBs333IMdT5CtqwPDkLVpQmwBO2PCZkq8ma1JjKoAiuE0sc1HcWskFzZjJ01iH67/HKkqhA4egH+PcjL1cVSfgXtoGC3kQnXvXCHGznU3u4qCajj/JXjj93nn6+ewMqCsf0N5769Og9snv5c7fS5c7Uzrc4fgmH84fyoKLHkV5jwKUy91ArTN0Tyw38/hrT9033f4Dc7aprsOy82EuQJw3nPO2ikA3XCq5m2onCeEEF/T1g6W0mvX0vboo8TeeZfgEUfg33svFF1HKyhALyvbonU6OyPPqJFoJSU5maANSi75AXpZ6RZdR/P7Kb30EmLvvIOdyZBetoy6K69EMQxcw4dTcuGFNP75LwQOOgh1/fTK0OHfRi8q2qr3I8TOSPXoKC4VO50/GDKqAliJDL7dy4h9tC7vMd6RRUTf2CQDZdlEXlmFYqiEjx9GYLfyvOfuDCRg6quKBsMxf4eOBigZDk1Luh+jKFAyyqmaB87UvNeucaa4xZuc8uShCigf7wRGZaPh3ZucNUeaAaOPdcp5+0s33zg23uL0YSofDcf8E2be6WScSkfC9CugbEz3YAmcZraPnAXfeQ1CMmVGCNE7pdfUsPK008C2qbrxBlruuZfGv/wFbButoIDSH/+I4Le/jb4LFpYwKisZeN+9rP3xj0ktdt6HFJeLoosuInTYYV8pcFVcbqrvuJ2mW24hPmMmistF6PDDCR11JLVXXgWAf9pUWv/7X4yBAym97DJUr3eb3JcQOwPbtjEjaWzTJji9msirq7od4x5RiBZ2Y1T60Yu8pJa155QHBwgdNhAzlkYrdGM2J7tdw85YGCU7979F6cO0M1j1Idx7VPcKdXt/z2lo++i53c+ZcApUT4W3fg/H3w6xBifztKnS0XDaA04pcXfImUIXrMxtIls/H26d6vy9cDBMPM3JSLWtdir1nXgXNC9xyogHK5xxxpudoGztZ04584qxW+/nIYQQW4mVTlN/w420PfAAlX/4Pc133EF6xcpux1X+8XrCxx67Uy1y/iqyzc2YLa1YqaSTdSspQfVsfg2DlcmQbWjE6og6x+o6ay65lKo//N5pWpvJEn3jDaIvv+w0qx08iIprrsFsbcUzdiyu/v23090J0fdYqSyp5e20PbkUM5ImfNQQrGSWjvdrnVLguoJ/93JCBw5AC3dNnc22p8jUdpCY04QadOGbXEZ6bQcd79QQ3K8frY91f0DvGhCk+OwxaMHNrIXvpaQP066karKTCXr3z1Az0wlKJp/j9FhqWe6UHP/oVud7wweTz3LWQT18JgycBqrhTNfLp3GBk72qmQkLn4OOeqc4Q789nHVHAOu+6Dq+dQW8dX3uNVqWOv2Z9vuZE3i9f7PTVwmcgG7ciVv9RyKEEFuD2dpK9IUX0AoKUHQ9b7AE0PjXv+GfOhWjfOedkrI5imGArmHHstjJJFY83hkwZRsbSa1eTbauDq2oCNegQSi6Tvuzz9J8y61O4QZFwT99OlXXXkPDDTdQfNFFtD71MLF33kHxegmfcjLF552HVliIFgjs4LsVovfL1Mdpvnd+5/ftzy3HPaKQwuOGoZd6UT06atBAURSykRSK4pQK18Nu9LAb7+iuYipWNE22Pk5qVYTCk0cQfWsN2cYEiqHim1xG8IDqPhksfRUSMO0MDA+Uj3HWH0XrINEGj10AbetTrwP3gUOucdYMWaaT4XnjD1C9Fxz9d8gkN984dtV7zjG7neNMz3vkLLjwta61RpurYKcozutVTnIKRLy4Sff21R/CAyfBd15xKuIJIURvoigouo5eVkpq2bIeD8vW12MnEj3u35ll6utZd801dLzxZuc2z4QJ9LvpJhTDoP3pp/GMGkn01dfI1NUROvYYSGdo/NOfuy5i28TeeotsbS1lV/yC2st/SvDww6n8w+9RgyE8Y8dglG7ZeighdnVmIkPkpZXdtqcWt5Ja3Er4qCF4xxaTbUoQ+6Se5Jwm0FX8e1Xgm1yGHs4t1qKX+zCq/MRn1pNeGcG/dyVayAW2jVEV2Okq4uUjAdPOxOWH8EAnuCke1hUwrXrf+drgojfhgF9C+xpIRqB1uXNuOpb/ut4iWPo/mHmHE/h8+49OJbsNAVPZaCdzla/p7ZADYdUHTrD1/t/yX7+9BtbNk4BJCNHr6IWFhE84nvZnn0MvK8t7jOJ2g9uN4tq5n7DmY8ZiNNz4p5xgCSD5xRfUXHYZVTfeiGf0KGqvvAqzuRmAorPOpP4P1+e7HKnFi1F9PgY9/hhWNIri86EXF0tWSYivwE5bpGs7etyfWtGOqzpI8/3zsTq6qhtHXlpJfFYDJeePywma9JCb4nPH0vFhLbGP6mh/fjnuoWHCRwxBL9yySph9nQRMOxvdcEqNH/Z7uPuz7s1k9/4ezH4YZtwGFROcIGXOYzDhVPjkru7X0wynJPjrC5zv62ZBosVZq7RBoBJOfwgeOBnMjXpuFAyAqZfAY+c7hSbaVvc87rWfwIhDv/ZtCyHEtqAYBoWnnkbkxZcwystR/T6smPNwKHT00YSOPAIrEkErLMS2wc5mUfRd563VbGom8uKLefelFiwgW1dLy733UX7lFaSWLqX5tttR3G7MtrYer5lavATf5MnbaMRC7PwUTUELu8km8zzIBtwjC4l/0ZgTLG2QXRcnvbIdfWLuAyI97CZ8yECCU6uwbRvFraN5d53fdbvOne5KNN0Jmi5+2wmOlr8BvmJnrVDDfHhn/TSI8SfB4pdh0Qtwyn1QPxfWzNjoOi444U74+Lbc63/xCEw8wzm3arIz1W7ANLhkBix/y6mQN3Cak4G67xinv1M24Uzd2zSA26B42Na592waOtZBrMlp1usvddZ07aILsYUQ35xRVcnAe+8hMXcu/W66ibW/uILic8/F7Oig5tLLIOsU3FFDIfr99a/49twDdRfJNlmxjq7G5HlkGxtJzJpF7P33Kb7wQsInn4xR1Q/F5erW1NY9ahRF55yNa/BgEvPmoxcV7tIl24X4ulSfTmCfKtqeyNNYWgF3vwAdb/bcpDb2ST2eMcWoRu6/PUVTcwpE7EokYNpZKQoUDoQ9LnDWODUugud/2hWwlI2FfrvD2k+ddU2PX+QUh5h6qVPEwVvkZJbaVsOy13OvbVnONLrnL3dKjx94tZNZ8pXA7ud1BSfRdc66KXDKlk8+Gz64uftYXX6o3vub33OiDeY9Ca9c3TW9MNQPTr7HmUqoqF2FKoQQYgvZlgWqinf8eDAMBj/zNInPPqPxJ5fnHGdFIqz57ncZ8tyzuAcN2jGD3c7UQMBpHmuaefdrRUVYiQSuwYNRvF6KjjuW9LJlhI8/jrZH/td5nH/ffQkffxwNN9xAtqHRObeggIprryGwzz6dvZeEEFvABtWj4d+7gtiMdZ1NaxVDJXzUELItSRSt55L/iqHKg+ZNbN3OfqL3CZTC+FNgyHSnL1L1Xk6vpJP+A0/9AMYe7xyXicNLVzrbFr0EM+5wgqz3/979mqOOgOXr56sveBrWzYF7j4Y7D4LVH3VNywtWwJmPOcHKsjegYhyMPib3Wt5COPuprbN+qfZzeO7HuWuxImudsdV+7pRXn/c0RGq/+WsJIXYJmcZGWu65l5Unn8zSQw6l9vKfYkUiNP/7tvwnZLO0P/fc9h3kDqQVFxM66qi8+zzjxpFesYLyq39J4Zln0PH666y54DtEnn+egpNOovC885wDDYOic86m9oorO4MlALOtjbU/+jGpHioTCiHyUzQVNCfoKT53LAXHDqXwpOEUnTaSxJwmMo0JfLvlX5MJEJhahapLiLAxedy+KwhVOmuURnwbbNtpQhupBWwn2Jl6CXz4L+fYdIczNW/8yc5xzZukc0tHQslIqL2ua9uSl2HQfrDgGWcK3g8+7JpiVzQYznrcKWmejsMh18IBVzvlzr0FzjqnTfs6fR3xFnjj2vz7skln2mGiBR49x+ktddbjEJYiE0KInmVbWqi7+lfE3nmnc1v8449JfjGHTE1Nj+elFy7CNs1dYiqZ5vdT9tPLIZNx1jKtb+3o3WMPSi6+iMScOaTnzyfy3POd50RfeZXom29RffttBPbfDyuVIvrW251TG3PYNk233krVn25E8/m2120J0ee5q4NE31hN7OM6VL+BbdrYiSyq3yC4f3/sjIlR5SdTm1vwyzu+BKNCMrqbkoBpV+IJd/09VAXnPANPXAxVE+GM/0HdF2CmoGoSNC52Kt9960pY/bEzba5qkrM26tkf5l7XMrsCHjMNnz8AB/6qa5u/xPnaWNmorXtv2YTTL6onzUu6sliNC+Cze2H/X8gUPSFEjzK1tTnBUuf2mhrcw4eTmDUr73ne3XfbJYKlDYyyMiqu+S2lP7yMbFs7VkeUxOefs/bKq6j6/XU0/eOf3U/KZGj8858JfvtwrFiM1MKFPV4/tXgxVjwuAZMQX4EacFF02ijinzcQn92IkrHwjK/Av1cFmfYUkRdXEDpwAHbKJLmwBQyVwJRKjHL/Tt9T6euQfNuurGgwnPEI7Hmxk+WZdCa0roLHvgOvXwMf3QLVU5ztg/Zxquq1rYLMJr1Ghh+SW7a89jMnq7M96Z7NF44oGur0qNrg07udrJcQQvQg/vGMvNvbnniCwrPPyrtP8fkIHnzwthxWr6QFg7gGDcI3aSJaOEzznf/BKCkmOX9+j+ck583HNXAA6RUrcA2o7vE416BBnU1whRBbxoykaLx1NqkV7QT2qiQwvT9WIkvDLbNJr4pQ+p3xuPoFcI8sovDUkRSfNgrPsEIJlnogj9d3db4i5wucQEhRnWBn0L6w+/nw8Om5AdKAqXDCHfDoeU5D2kH7OWuGOhq6jikbC9p2fnPzFcMBv4IHTuy+T3c7a7g+/EfXtkwS6LmyU6+T6oB4M1gZcIecyoRCiG3KN3UKgx59FNsyUXSdjjfeoPmOO8nW15P47DMqfn8dDTf+Cau9HXA+2Ffd8EeMqqqc69jZLGY0imIYu0Q/Ic/o0Qx++mmir7yy+UyboqAoKh1vvkn/W/5F+zPP5q24V/L97+0SPzchtqZscxIrniW9IkJ6RSRnX+zdtQT2drJJYstIwCS6GF7Y54cw538w7TL43zmQTeUes/pDp1HtlEsgWOZU03vux137Vc2plLcjpqP0391pqvv6NV1BXqAMDr8R3vtb59x6AEYd7RSc6AtaV8LLVzvrsGwL+u0GR97kTI80vDt6dELsFGzLItvQQLa5GQwDxTRZd821JGfPBsAYOJCyn/6U6rv+w5oLLyLb2Ije1kbFb36NoutOYKBpuEeN6gwSbNsmU1ND25NP0vHmW2ihIEXnX4B3/Dj04uIdebvblKLruAcNxDj/PDJr1tDw5z/n/v5dzzdlCsklSyg8/XS0wkL6/fUm6n71a6xo1LmO10vF1VfjHj58e9+CEH2eFU33vNMGMn3ooXEvoNh2nt9iO6lIJEI4HKa9vZ1QKLSjh9M7peNOqfF1X8DLv8x/jOGD778PtbPg6R90BSfeQif7NGg/p5T5thBvWV8a3QZPQfe1UZkkxBqgo97JlkXq4O0/OsUtNnCH4OK3oHjothnj1tS+Fu7+tlPFcI8LYeThkGxzqg56C2H4oU52LVixo0cqRJ9lpVLEZ8yg9oorMVtaqL7tNtb+/OdYkdynsqgq1XfcQWb1KowBA6i59DLshPP7zz1mDNX/+idGZWXn4amVK1l12undmrSGTziesp//HL2wjzy0+QbMWIy2xx6j4fo/5mzXCgoYcP99KD4/qsuF4jLQ/H4yDQ2YTU3YpoVeVopeWrrL9LQSYmtK13XQ8PfPu213DQ7j37McV1UAK2mS7UjhKnPWLam7UCPaDbY0Ntj1fjJi81w+GLiPk0nqSSYOKDDyCKdZbbTOaRIbKIdAxbYppGBZ0LgQnv0R1KxfV1AxHo76G1ROcJrsghOoFQxwvgCCtTDuZKd5bjoGI4+EfX8MhYO3/hi3hbWfOlmko/4KqE7p943/27z2WzjkdzDhFAmahPiaMmvWsOZ73wfTxDt5MvHPP+8eLAFYFq333UfZlVeguN1U/u5aMuvq8U2ehGvAADAMUkuXkpg7F9fgIbT8585uwRJA+xNPUnjWWbtEwKT5/RQcfwK+Pfag9YEHyNbX499/f4IHH4yrX/dKpa6qKthkSqMQYstYGRNFVZwGs0EXrqFh0svaO/eHjxqCnTJpf2EFVkcG1afj36sCEiZmJI1/aiWaz9iBd9B7ScAkulNVGDit5/2Fg50P8ZsGJ9tS2yq461BIRbu2rZsDdx8O33vPKXeeT6jKmV448VRnOpu3sG9NY1v6Khz6e5j5H+ce8wWyr/4aBu8vAZMQX4OVydDy4IOdjVfdQ4eSnDevx+MT8+ZhxeN4Bw92Ptyvl21qov663xNZ34Op319vIvr6Gz1eJ/ryK3jHjNlKd9G7aaEg3rFj8Vx7LXYmg+LxoEhTTCG2mmxrkuSiFhLzmlEDBoFpVejFXopOGemUFv+0Hu/YEsy2JB3vdfWitOJZom/V4Nu9HMVQyTYl0AZIwJSPVMkT+RUPdfoV5XPoddv3w7lpwuyHcoOlzn1peP/m7pX7NqaqznhDVX0rWAKongprPnIqEc56sOfj5j4OyTw/HyHEZtmJBKkFCzq/z7a2opf1XFTFKCtDcbtzr2HbRF54sTNY2iK7YMCg6Dqq1yvBkhDr2aZFti1FtiWJubk1R5uRbU7QcMts2p5aRmpJG4nPG2n812w63lsLQPiooVT8dA9CBw2g46O6vNeIf1aPZ1QRHe/XYmdlbVM+EjCJ/IKVcOajMO7Ern5K4f5w8j3OGqXtKdMBK97uef/qD/IHUzuDQfvC2s/AFVi/dqsH0VpnqmKqY/uNTYidgOL14h7ZlaGOvfsuwUN6LgtecMopaAUFOduyjY0033lnzrbYxzMITJ/e43WChx7y9QYshNgpmJEUkVdXUf/XT1l340wa75hDYnELVjJPA+ceWKksbS+vzFvgIfrGGrLNCexUFr3Qg502IdtD2QIb7GQWK5bGNneZ0gZfiQRMomcF1XD0P+Cyz+DSmXDhazD2ePCGv/zcrUlzdzWdzSdQ3rWGaWfjK3YyY+u+2Pw0yQHT4PnLnWIXQogtphoGRWee6WSiATudJvriS5RdeSUYuVNTCk45Gf+0qRglmxSbMS2yjbl93SLPPkPhGad3C67AKfqwcXEIIcSuxexI0/zIIqJv1WCnnOnA2YY4zXfNI7Wi/UvO7mLFsyTnNve4P7WolWyr0xdT0Tf/kV9xaXhGFqG4JDTIR9Ywic1z+52vHcnwwJQfONPO8tn3cvAWbNchbTduP+x5Efz3eDjuVlj5ntP/amNFQ8ATdsqPr3q/b1T/E6IX0ftX0/8f/6Du6qsx29pof/ppguk0gx95mNTq1dixGJ6xY1HDYVx5Ah3F48YzdizJuXM7t1mxOPW//wNVf7qR+Cef0PHOu2ihEEXfuQDv2LG7RMEHIUR+ZlsqpxjDxtqeXY6rXwAt5M67vxur54yQbdok5jZjVPhRAwZGpZ9MXazbcVqhGyuRxTu2RKbM9kACJtE3FA9zih+8+muneMMG037o9F/amRUNgQOuho9vh3Ofhdf+D9bMcBryjjkWxp8CT33POfYrTk00sxbxSJpYWwrbtvEXuPGFXOjGDuijJcQOYrW20PLQQ5T/+lcohgtnfopN/Z/+TOkPL8M3efJmz9cLCym74hesPvucnO3pFSuo+9WvGfTYoxSdd94u07hWCLF56TU9v1ebLUmslMmWvAsrHg33kDCp5fmDL/egEB0z1oFlowVcFJ0xisbb5+RM4VN9OoUnjUArcKMXbaOWMDsB6cMk+o5UB3Q0OGt1rCxU7w3+su0/RXBHSHdAdB3EW6H2cwiWg2XC4hdh/tNdDYa/+65TZn0LZNIma+a38Po980knnSkBuqGy36kjGLp7KW6vVMoRu4a2J5+i7qqr8u7zjBtH9R23f2lGyOzoID5jJuuuu45srVOFyjdtGhX/9xvcAwdu9TELIfqu+BeNtDy4MP9OVaHiZ3tscfCSruug4V+zYZNiDZ5RRbgGhVC9OoG9uzLj2bYUmXUxMrUd6KVejMoAakBH8+ya7/nSh0nsfNwB56t4yI4eyfbnCjhZtugHEO4H/zun+9S8Mcc7+75EJmUSj6ZJxTO8eNscp+P3etmMxZv/XUhhpZ/KoeGNzsmSSZnoLg2XR35tiJ1L7OOPetyXXLAAO5X60mtogQDBAw/AM24sVjTqZJMKCtDk4ZwQYhOu/gHQFMhTYME7rgTVv+Xvs0aZj/JLJxF5Yw2ple2oXh3/7uWoPp3Im2sovWh8zvF6gRu9wI13VNE3vo9diXzyEaIvKR0Osx+B0x6EmXfAmpngL3HWOY0+2ikSsRnRliQfPrkMbBtVU3OCpY198sJKDrtoLIqi0N4Q55MXV9FUEyVc6mWPwwdRVBXA7ZNfH2Ln4B7S87o/o6ICRdvyKapGWRlspiy52L7MaJRscwt2Io4aDKKXlKB6ZNqR2LG0kIvic8bQfO/8nDVIeqmX8OGDUN1b/v6qaCp6uY/Q4QPJ1MXINiSIz23CVR2k9MLx6AXy//vWIFPyhOhr4i3O1MS2NeAJOgGTv9z5++ZOa0/x3L9mk4xlmX7GSD55YSXrelh0Gi71cuIvdqN+ZZQXbvmCTX9LTD99BCOnVmK4ZK2T6PvSq1ax7MijINu9nG/Fdb+j8KSTdsCoxDeVqa2l7re/JfbOuwAobjdFZ59N0fnnoRdv/uGSENualTGxImmSS9sw21K4h4Qxyn1bXuyhp2vGnd9jml9H0eU9+svIlDwhdla+IuerbNRXOi3SnMS2Yb9TR7BqThOFFb4eA6aifn6yaYs371/YLVgCeO/RpQwYW4xR0scaAQuRh15RQfUtt1Dz4x9jx+Od2wtOO5XgAQfswJGJryvb1ETNZZeRnDe/c5udSjn9sgyDku9/D9W1k7ajEH2CamioxV4CxVvvfVQ1NNSwBEnbggRMQnxT2ZTT/yiTAMMHwQrQet/iyaaaKFOOHcLLd87DzFgc8YMJ1C5uY+C4YjRdpW55uxNAKbDH4YNIxbPEI/k7j5tZi2hLkpAETGInoLrd+KZOYcizz5BetQqrowP38OHoJSVowc1nbkXvlKlvyAmWNtZyzz0UnHQirn5fvuZTCCFAAiYhvploPXz4D5j5H8jEneIMUy+BPS+EQO9ax1BcFWDVvBYySRNVVcikTPY+dgjz360lkzapHl3EHocPAmwKyn1EmpKbvZ70ahA7E9UwcPXrJx+idxKZ1at63GcnElixeI/7hRBiUxIwCfF1JSPw2m9h9oNd29Id8PYNkGyHg34Drm/e9DcVz5BJmSiqgi/k+tqBSqjUS0ttBwBTTxjKwg/rWDWnq0N4/YoIgUI3x/90N1weHW/AIFjsIdrcPXAy3BoB6dcgeiHbssg2NGAnkyhuN1pJCarR+zK+YtvSy8s3s1NH9crvLyHEllN39ACE6LNijfDFQ/n3zbzTKczwDWRSJg0rI7x0+1we+M1HPH7jp8x7Zy3xyJeXOM7HG3RRUO7D4zfwhVw5wdIGHa0pZr+xBjNj4i9wc/B5o1H1TQI0BQ44exT+sHwIFb1LtqWF1v/9jxUnnsSybx/O8qOOpulf/yLb2Lijhya2M6NfP/TKyrz7QkcdJUUfhBBfiQRMQnxdsUbyVkQAp0dSovUbXb5hVYTHbviEmoWtZDMW0eYkbz+0mHceWUKyI/OVr6eqCqOnVVI1ooBVc7sHSxss+ngdiViGdDJLoMDDCT/bnXHT+1ExJMSoqRWcevWe69c9ycJS0XtY6TRtjz9O/W+vwWx2/v+2YjGa/30b9TfcgNmev8CJ2DkZ5eUMuPMOjP79c7b79tuXsp/8GNXn20EjE0L0RTIlT4ivyxX4kv1f/w05Hknx9kOL8sZjyz5tYI/DB+EJfPUMT7DYw26HDeCLN2p6PsgGy7RZ+mkDb/53IaqiMHB8MeWDw+guDU/AJc1rRa+TbWyk6dZ/590Xee55Si65BC0czrtf7JzcQ4cy8IEHyDY2YDa3YPSrQisuRi8s3NFDE2KbMWMZrI4MZiyN5jNQAwZaQCpCflPyqUeIrytQBiUjoGlx931Vu4Gv9GtfOp0waa3reVFy3bI2Svp/ScCWh25olPQPMmpqJYtn1Oc9Zvie5aiqwuKP1wFgWTYrZjflHLPnUYPQNElQi97Dao/klATfVKZmLe7Bg7fjiERvYJSXYZT3rgI8Qmwr2bYkLY8sIr0i0rnNNSBI0emj0Atl3d43IZ94hPi6AmVw2oMQ2qSqVuFgOOku8H/9OfKKqsBmaju4vkIX8E1pukpxVYABY7uPzxdyMWpqJW8/vJiygSFO+Pnu7HH4QMoHdzVzm/fuWhId+cuNi60n29RE/PPPabz5HzTfey+pFSswY7EdPaxeS/Fs/sOAJs3KhRA7MTOeofXxJTnBEkB6dZSWhxdixuR9+5uQDJMQ30TJcLjwNWhZ7nwVD4fCQRDKv9h4S3kCBgPHFectzKCoChVDv9mHP1/YxYHnjKJ2SRuzX19DJmUyZHIpFUPCvHLnXHwhF/32q2L13GbaGhIMGFPE1OOHkIyZ2JZN48oo6TITX8jA45dU/9aWaWhg7c9/QeLjjzu3NVz/R8r/7zeEjz4aLfDVs4s7O72oEO9uu5H47LPu+8pK0Ss2UzVNCCH6OCuWIbWkLe++9KooVkcGTd6vvzYJmIT4pkJVztegfbfaJd1enX1PHk7Tmiixto2eCilw0Dmj8IXc3/g1/GE3w/cop3p0Eal4hg8eX8YnL6ykqMLP5EMH8tJtc8lmLAAKK3yUDw7x7iOLcsYzeGIJ008fib/gm49HOGzTJPLCiznB0gb111yLb4890IYP3wEj6920ggKq/ng9q8+/gMzatZ3b1XCY6ttuQy+TaVlCiJ2XnTQ3u99KZrfTSHZOEjAJ0UsVlPk48Rd7ULukjZVzmggVexk5pYJAoRvDvfUq1Hn8Bu2NCZbPckovTzq4mnceXtwZLAHsedRgXrtnQbfqfCtmNxEs9jD1hGHouszw/apibSmirUk6WpIEi714/Aax1gTxAXtRfP8TpF99juj9d+dUY4w8+xyey3+yA0fde7kGDGDggw+QXr6C5IIFuAYNxDNqFHplpTRaFkLs1BSv7kzl76F4r+qTViDfhARMQvRiwSIPI/euYMRe5dv0A59ldgVHbr9BrK2r15MnYJBNWz2WMp//bi0TD6omVOzdZuPbGbU1xHnuH7Npb0x0biuq8rPPicN467lGUoks46YcwqjfDqfl/67qPCbT+M36e+3sjPJyjPJy/FOn7OihCCHEdqMFDDzjiknmmcrvHlGI6peA6ZuQR8JC9AHb+um4P+xGW58hsqzcx1PeoEFHa7LHc7MZC3OjbJT4cvFIihdvnZMTLAG01Mb45MWVTDiwGmyY+2ELjcEReMaM6TwmeNBB23u4QgghtiPb6iFNtBmqR6fwqKF4J5R0FY1SwDOmiMITh6NJhukbkQyTEAJvyMXU44fy3qNLUFUFzVA7g6BYa4pwWc89pdx+Hd0lTWzzSUTTdLSlqF3ShsujUTWsAF/YTSKaoaUuf8W7uqXtTD50YOf3sz5s56CTzyJ5zS8xBg7EO27c9hq+EEKI7cRKZTHbUsQ+rSfbnMQzohDPiMKvVA5cC7spPGE4oUMHYSezKG4dLWCgeuXj/jclP0EhdjJmxiSVMNF0BfcWPlEyXBojp1RQWOljzfwWJh86gE+eXwlAOmmSTZkUlPtoq+/e52b3wwfhD0vlnU3F2lO8/eCinB5WBWVe9jttBG7f5n/1bpyxizYn0UrLKTjpJIp/8H2MioptNmYhhBDbn5UxSS5ooeWRRZ1rkLKNCdIrI4QOGYhetOVBk+rRUaW5/FYnP1EhdhKWZRNpSjDnzRpWz2/BEzDY7dABlA8O4wt9eUDj8RsMGFNM6YAgmZRJaXWQGc8up60+waKP6/j2xeN479El1CxsBUB3qez27YGM2rsCVZrY5rBtm6WfNXQGS4WVPqYcO5RoS5Lls5ooHxTkiO+PZ8ZzK2ha05FzrqIqaHrXFMzi/gH844fh3Xd3VI9UIxRCiJ2NFc3Q8uhisEEv8RI+fBDZliSZuhixT9fhm1SGXuhG0WU2x44iAZMQO4nWdTEev+FTMqn1pUXr4YVb5zB6n0qmHj8Ub2DLskDegAtvADx+naKq8aTiWcyshe5WOfj8MaSTJmbaxOXT8YdcaIb8At9UvD3N7FfXABAs9jDthGG8dvd8UnGnrOu8d8DwaBxy/hg+eGJZTuZuxF7lrNxo0e60E4biLy/cvjcghBBiu0mv7QDTRg0YFBw9hJb/LcaKdRVair5VQ8l5Y3EPDqNIRdodQgImIXYCqXiG9/63pCtY2siC9+uYcED1FgdMAMlYhjlv1TDj2RU523c7bACTDhmAt7xrTZOZtUgns+i6huGR4AmcDFM84vSrmnRQNe8/trQzWNogkzR55+HF7HX0YN64byGaoTJ6agUVQwp4/d75eIMG+54ynNKBwR1xC0IIIbYTO+28dwemVhF5bXVOsASAadN8/wLKf7LbV1rTJLYeCZiE2Amk4tnOqXL5rJrbTEn/wBZfr6U2lhMsFZT7GDWlAl/IRUdrCm/AhWVaRJqTzH17LWsXt+IPu5l86ACK+wXw7OLlSw23RsXQEGsXtREs9uRd+wXQ0ZqioNzHYRePQ9MULNPC8Ogc8+PJBArdhEu8KKr0DxJCiG/KTGSx4hnI2qheDW0rNIDfWlzr35+NCh+RV1flPcZOm2SbkxIw7SASMAmxM1DYfMO6r5D4SSczfL7RL+y9jx2Cx28w9+21RJoTFFf5mXLcULxBF49eP5Ns2ilQ0LSmg1Vzm9nr6MFMOLAa9y5clcftM5h2wjAe++MnmObmy8N2tKZ49T/zOnvTVg4r4ODzR0tfKyGE2EoyTQnanl5KakkbAFqhm4JjhuIeHO4VBRIUt4ZvUin2l3TosFPZzR8gthmZCCnETsDtMxg0rrjH/QPHlmzxtaItKWJtznSykVMqSMUyvP3gIprXdpBJmqxbHuGpmz6nbkkbpQNC3c6f8dwKEtH0V7+JnUxhpZ/jLt8Nw6WhGfl/1aqqguHSOoMlgNHTKiVYEkKIrSTblqTp9i86gyUAszVF873zSdfmb++wPVnxDHbWInjgALSQi+JzxxA+cjBanuqz+mZafIhtSwImIXYCbq/OtBOH4fZ3f1I2+dAB+Nb/4o21p1i3vJ2576xl1dwmoi3JnAZ5sfYUs19fQ8UQJxAatnsZs9+oyfuaHz29nD0OH9h9hw3rlrdvhbvq2wyXRtXwAkoGBtjjiEF5jxmzXxXLPm/s/L6w0kf1aCnwIIQQW0t6dRQzkv8hXvsLyzE3XS+0HWWaEsRmNZD4oomGf82i8dbZNN87n9gn9RQcPxy9tOvhmW/vCrSvsBZZbF07Pg8phNgqCsp9nHLVniyeWc+qOU14gi4mHVRNcZWzpijakuT5W2bTXNP1RM3t0znmR5MorQ6iqArJjgwLP6jjqMsmsfTTBrJpq8eO48lYBt2tESh009Gaytlnf/Um5Tstf9DN2P2qCBa6+fjZFUSbk/gL3Oxx+EAKyn28+d9FhMu8jNmniuF7lROQ+elCCLFVWBmT5JKe1/dm1nZgZ0xg+6+7zbalaH1iCb6JpbS/utyZHugzyDTEydbHaf3fIgpPHE7bc8sJfqsa79hiaUC7A8lPXoidhKIohEq87HbYQMZP74eqqxguZ/FSOpFlxnPLsS1weXXSCWcedCqe5dmbZ3PK1XsSLPJgWTa2DR89tYwjfzCBZGzz86UzSZMx+1blVtNToHJIeJvdZ1/kDbgYOaWS/qOKME0LTVPxhV3Yls0JP98NBfAGXVLgQQghtgIrlcVOW5iJTLemr3qZD//uZaghN2ZHGkXbMb93M7UdeMcUk1kXo/jcsaSWtmFG0/j3LEcv8tD2/AqsRJbS705AL5AHaTuaBExC7GRUVcHt63patqHEdcWQAoKFHgrKfZgZiw+fWkYimiEZy9DeGCdY5MHrN/AGDdrq48QiaaysnRNgbaywwkd7Q5zCCn/O9j2PHIR3Cxrl7or8BblVmRRNwR/uPZWahBCiL7MyJtmmJNE315CuiaIXuAlM70/JdydgRdNoIReZ+jgd79eSbUlglPkwyv24dA1tO2dv0qsjuIcXougqzffO6yzalJjdiBowKDp5BMmlrfj3qOg8x4xlMCMpUivaUT06roEhtKAL1SUtPbY1CZiE2InZtk3Tmg6e/tvnOX2ACsp9HHTeGF65cx7pRLazZ5C/wM3000ey9NMGln3aQKQpwf6njuCN+xZgbTQ1z/BoTD9jJG8/tIjpp4+kuF8Af9jFbt8eSHE//y5dIU8IIcSOkV4dpek/c2B9tTmzJUlqeTvBb/VHDblJr4nS8e7azuMztTGa75pL4YnD8e1WhqJtv6X9eqkP1a3R9uyybhVurY4M0XdqCEzvj23bKIqCGU3T9tRSEvO6GpujQuHJI/COKUZ1y/vutiRFH4TYicVaUzz3z9ndmqa21ceZ9epqxu5XBUDR+iyRoir0G1XIlOOGEI+mWbc8wuKZ6zjikglMPKiawZNK2OOIQRz+3fF0tCapHl1E2cAAx/5kEoddPI5+Iwrx+CW7JIQQYvsyIylaH1vcGSxtLPpODe7BITrer817btvzyzG3c3VX16AQ6doO6KH1RGpZO1rAhdWRcWaKzGnMDZYALGj932LMdqlMu61JOCrETizamuzMHm1QWOFjwoHV+EIuvEGDymEFBAqdaWGpeIalnzawZOY6qoYVUrOgldXzWlgzv4WqEYX4Qi7WLGihdV2Mwko/kw8ZgOE2MGRWmRBCiB3ISmQxNylA1ElRnKCihyJGdtLEimVgO64VUlxqj70TNzA70mh+AyuapuPttfkPsiH+eQPhwwZt9TGKLhIwCbETS3bklkutGl7A+AP688HjS4k2JwHwBg2+ddYo+o8spHFNB28/sAiAyQcPxBMwSHZksG1Yu8ipNKTqCvufPgJ/2C3rb4QQQvR+lo3SQz+8DbbndLwNr7e5vkpakccZt0/HimUxYz1nkbKtyW0xRLERmZInxFaSTmbpaEuR6Og9qfFwadcvY0VV2P3bA3ntrvmdwRJAIprhxX/PoaM1yYznlnduf//xpRx8/hiqRxfB+iJCZQODnPCz3Smu8kuwJIQQotdQfUbPAYiqoHp1VF/+PIFe4kX1b9/S4prPQPPpeCeWdt+pQOjgAejlflRDQ3GpuPI0it/AM6poG45UgGSYhPjGshmTtvoEM59fzrplEXxhF7t/exD9RhTgDe7Y9Ty+kItBE0pY+UUTA8YUsXJOE2Y2zwRvG1rr4rSti3duaquP8+p/5jF6WiVj96/CcGsU9w/gD/XdQCkZyxCPpmlbF8fjNwiWeAiE3VLOWwgh+jgt6KLo5BE03v4Fdib3fS582CBin66j4NhhtPxvUc66IcWtUXT6KLQd8H6tFXkIHTQA94Ag0ffWYkbSuPoHCR5QjV7qQV//YFLzGRQcPpiGW2Z1m8anhVy4B/UcTImtQ7HtXafFZCQSIRwO097eTigk/3P1OdkUJNpA1cFfvKNH06l2aRtP3fR5twav477Vj72PGYLHt/0b4m0s1pbi81dXY9s2zTUdrF3clve4vY4ZTM3CVmp72L/74QPZ++ghfTa4iLWneO9/S1j6aUPnNk/A4KhLJ1I6IIjaR+9LCCGEwzYtsq0pYjPXkV4ZQSt24xtfSmJeM/FP6nEPCRM8oJp0TQeZug7cg8J4RhWhFezYB2fZeBo7YTpd3zUFzWd0q3pnpU3SNVHanlpGtiEOCnhGF1Fw5BD0Yu8OGnnft6WxgQRMovezLGhbBR/9G5a8BO4gTLkEhh4AwYovP38bikdSPPXXz2mti+fdf8Zv9+7Wp2hHyGYtkh1pPnlhJfPeyV8laPDkEiYeUM1TN33ebZ+qK5z+670pKO95vnVvZpoWnzy/gk9eWNVtn+HROO3XexGSNxwhhNgp2KaNnTFBU7A6MqTXdpBtiGP0C2CU+9EL+u5MCbMjjZUwUTRnGqLqkcli38SWxgbyUxa9X8syuPMgSLZDyXCwLXjuRzDkW3DMPyFQtsOGlopnewyWANYtb+8VAZOuqwQKPEz4Vn/mv1tLvsckE75VTbjcx4HnjOLd/y0hkzQB8IVdHPqdsQSL+26n8Xh7mi/eqMm7L5M0aVgZkYBJCCF2EoqmoGjOR1y1UEMv7H3vX1bGxIpmyDYnsC0bo8SLulETWtu0MKNprJSJoqtoXh3VZ6AFXGiBr/maqSxW0kQBVL+Bokspgy0lAZPo3RJt8MZ1MPQgmHQ61M+DTBwqJ0H9XGhZvkMDpi9L4eu9rPt2sMTLty8ex2v3LCCTcgIiVVeYdvwwXB6NF/71BYEiN4ddOA7Do6EbKr6QC3+BG0Xpu1PWrKxFen0AmE97Q2I7jkYIIcSuzEplScxvpvXxpbBhXbGqED58EL7dy7EzFpnaDjreXUu2LYVR6ScwpRKt2INR9NUf7tmWTbY5QeS11STmNaPoCv49ygns2w99O5ZS78skYBK9VyYJsUbwhKB4GDx4qpNd2mDkEVA9dceND/D4DSqHhalb2t5tn6IqlA0M7oBR9cxwaQwcX8Lpv9mLaGsK27IJFHqIR1J88uJKWupiNK6OsmJWEwAHnjOK4v4VfTpYAtBcKv4CN7G2/D06ymTBrBBCiO0k25yk9ZHFuRstm/bnV+AeXkhyfjORV7qmkJstSZLzmyk6dSSKrqGHvlqBimxLkoZ/zsJe/6DUzkLHe7Uk5rdQevGEPj1FcXuRXJzovWKNEG+FcSfBq7/JDZYAFr3gZJl2II/f4FtnjMKdp1Tp9DNG4vuKv9S2B01XCRZ7qRpWQLDYw6q5TXz64io8PoPDLhzLmH2rOo9979GlxNvzBxmpRJa2+jjz369l3nu1tK6LkYpn8h67o/nDbqYcOyTvvmCxh8KKvrk2SwghRN9iZS063u+hCS2AZRN5rft6W2xof2kl1ldsXWJlLTreqekMljZmtiRJLW/7StfbVUmGSfRetZ+DrxgWvtDzMTPvgPEnQqB8+41rE4WVPk755Z4s+7yRNQtaCBZ5GDe9H6ESL4a79/4Ta62P8eSfPyMR7QpyFnxQx5TjhjBsjzKWftJAOpElEc0Q3GQKQDKWYc5bNcx4dkXO9t0OG8CkQwbgDfSuQFFRFAaNL2G/U4fz8TMrSCeyAPQbUcABZ48i0AvntwshhNgJZS2yTfkbzao+nWxLEvJ0/wAw21JY69+/NmVbNrZpoehqzqwQK54hsbClx+EkZjXiHV+CavSuJQS9Te/9NCdEwwIYdwJEN/MkJtYEmfwZkO1FURRCJV4mHVzN+On9UDQFbTt3DP+qUvEM7z68JCdY2uDjp5dz5CUTWPqJU35bzXMvLbWxbsESwGcvr6b/qCKn2W0v4wkYjN2/H4MnlpKKZ9EMFW/AwLOdmxUK8U1lW1rI1teTmD8fvaQE97BhGOXlKLq8pQvR2ymGimtAkPSqSLd9tmV/6droTQs1WGkTszVJx4x1ZBviuAaF8E8qQyvwOMUvFAXVrfUUg6F4tD7bLmR7kt+uovcqGwUdDdB/L1jwbP5jqveGxoXOOidvwXYd3qYURel1RR56koxlWdPDEyfbhubaGOEyL5Zp4w3kBhSZVJbPX13d47U/fXkVZYNCuL2979eLpqkEizwEe188J8QWydTXU3vllcQ//Khzm+r3UX3b7XgnTZSgSYheTtFU/HtX0vFhLWRzS9baKRO91Au60m0fgF7qRdvoPdk2LZJLWmn574LOhrapJW10vFVD6cUTcFUHUQMGgWlVtD29LO94AtOqUHr5Q97eQH5Covfqv6dTBa94SP5+S6oG038OT17s9GkSW8y27G7dwjdmZixcbo1DvzMW/yaLQc2s3eO6JoBEexor29OzLCHE12Wl0zTffXdOsARgxeKsvvBCMuvW7aCRCSG+Cr3ATelFE9BLuqa7a2E3JReMQw0aFB4/vNs5iqFSeOJwtI2q2pmRNK2PLOr2fm5nLFoeWYQZTaMoCp6xxbiGhLtd0z+1Er1U1vBuCXkUJXqvUBX038OpjnfsLfDxrbD0daf4Q/k4mH4FJCOQaIVP74Ejb4I+Xs1te3H5dIr7+WleG8u7v/+oQkbsVU6wqPvaHsOj0X90EQ2ronnPrRpRgNELs0tC9HXZpibaHvlf3n12Mkniiy9w9e+/nUclhPiqFF3FPTBE6XcnYMUy2Dh9kTSvjpUxQbEpuXg8sU/qMVuSuKqD+CaXoQR0UCDblsRKZJ1z0/kfUGabEpixDFrQhR5yU3z6KDINceKzGlAMDf9uZWiFHjSZlr5F5FON6N1C/WDEYfDoeU4fplPOdQKm1pWQTcAHNzvHddSDZYK2/f+Xti2bWHuKeCSNZdq41s8Hdnl1/OHeWarTF3Qx/YyRPPWXz7Gs3EdTo6ZWUFjhw+PPX7hB01TG7FPJnDdrOns5baAbKhMPrEaXZnhCbH2ZDHai555hmbW123EwQohvSgu60IIusi0JkvOaSS5sQQ258I4sJDGvGbI2roFBso0JGv7xOQWnjCBtQ/tzy7FNm4Jjhm7+BTbqUr/htTxDC7btTe2kJGASvZsnBNN/4TSqfffP8MldUDEeplwCK9+FmpnOcaOP2SHBUjZjUre0nVfvmtdZQMHwaOx11GCSsQwj9iynqOprtuTexkoHBDn5l3sy47nl1C1txxdysdthA6keXdRjsLRBsNjLiT/fnbceWsS6ZU4PqvLBIaafPpJgiVScE2JbULxejH5VPQZG3kkTt/OIhBDfVLY1SeTdGlKL2jBbnOp58RnrCB08ADuZpeNtp/CVVuhGQaH1f4s6z1V9OqgKWN3n2KsBA9Un2aOtRbFtezMrGXYukUiEcDhMe3s7oZA0quxzmpZA3SxoXgaf3w/tNc72cH+44GXnz+2sdV2Mh6+d0S1LA3DYReOY8exyjrxkIuHS/J2508ksqZhTItTl03dIoYR0Iks6ZaJpCt7gVysHnoylSa4fv9un97py4kLsbNpffJHan1zebbtr2DAG3PUfjLKyzm1mNEq2uRmztRXV70cvLkYvLt6ewxVC9MDsSJNZFyf2cR22aeEZUYRiqLQ9s8zpmaRAyXljabpnHtgQOmQgifnNZNZ2AM6aptCRg7FjGSIbFWJSXBqBaZV4x5eCbaN6ddSAC9XdN4pSbW9bGhtIhkn0HYUDIROHT+52giXNgLEnwAFX75BgyTIt5r1bmzdYApj37loGjC2mbmkbukvBH87NvLTVx/nwqWWsmNWIDQwaX8y0E4ZRUObbriU+XV4d19cM1Dx+15dmo4QQW09g2jSqbriBhj//mWxjI2gawYMPpuyKX6CXlJBeW0ty/nz08jJa77mHyIsvdU7LcY8YQf9/3Ixr4MAdfBdC7NrMjjRtzy0nMauxc1tyfgtGvwBFJ4+geX3Vu3RNB3qZj2x9HL3IQ6beWXes+g2KThlB7JN69DIfhScNJ/bxOsx4hqKTRhB5czXRt9Y/VFbBt1s54UMHoYXk/frrkoBJ9B2aCyonwmkPOMUeFNVpbOvaMRVeshmLpjX5Cx+AExANHFdM67o4bp/O4IldAVOkKcHjN35KMtbVB2nlF83ULmnnlF/u2WNGSgixa9PCYULHHI1v772wYjEUlwutuBjV4yE5bx6rz7+A4EEHga4TeeHFnHNTixez+qKLGfjf+3MyUUKI7SuzLp4TLHVuX9tBurYD18AQ6VUR7IzZ2XfJjGfQCz1kGxOEjxxM27PLyTY5axrdIwoJHzUExaPR9sQS0hsXZbIg/kk9KAoFRw1GdctH/69DVmaLvsdb6GSbCqp3WLAEToGDkupgj/sLyn10tKYIl3qZ+/ZakrE0AJZls+jjdTnB0gbpRJZ5767F3InLctuWTawtRbQlSaIjvaOHI0SfoygKRkUF7qFDcVVXo/l8ZOvrWfPd72F1dBA46EAiz+bvXZdZvZpMrRSHEGJHsbMWHR/1/G8wMbsR7xinWaBrUBgzkcG3VwWeMcWEDhyAGnSBZXcGS0aVn8DeFTTfNw+zJZkbLG0k/mk9Zkf3zx1iy0iYKcTXpGoqY/erYs6bNXmn5Y3drx8zn1tB+eAQ8Ugae30MlE5kWTWnucfrrprTzORDBnzl9UR9Qaw9xeIZ9cx6dTXxaJrywSH2OXE4xf38uDzy60iIrytTtw6zZX0zasvCTvf8MCJTsxYmTdo+AxNC5LAyFvRQChycHkq4NAIHVmNU+Sj73kRUr4FqqKgujVDGJL2mo/P40IEDaPnfYufamwuILNtZGyW+FskwCfENBIs9HHXZRLzBrko0hkdjn5OG0VLbwbSThvHRU8sZOaUCj98gm7XQNBVfQc/BkNuvo2pda5jMrEV7Q5zPX1nFy3fOZfbrq2lvTPS4dqq3SkTTvPXgIj54fCnxSBpsqF8e4Yk/f0r9isiOHp4QfZrZ3tb1jaKguHtuaeCqll5NQuwwloV7dFGPuz1ji3H1D6BYNonZTU6QYzoBluY38E0qRS91pvhrIRdmR8Y5RgW9wk/xOWMoOmMURWeMwjN2oyIvCqguKfzwdckjXbFLikdSJGMZbNup7hYo+HqlsHVDo//IQk755Z7E2tOYGQvDo5FOZmlcHeXN+xei6QqDJ5ay4IM6ls9qxBtyMengAYSKvcx+fU3O9UIlXqYePxT3+lKgtmVTvzLCM3+fhZlxfmEu/aSBj59ZwbE/mUz5oL5R7TEVz5KMZRg0vgQzbbFmYUtXZ3Ib3nl4McdfPhlfnr5V2bRJOmmiu1VcMvdaiLxcAwZ0/j36yiuEjz+etocf7n7ckCHoVVXbc2hCiI0ohoZR4kUvd4o5bEz1G/gmlNJ46xedpcLbn19BwQnD8U0sQXXrqC4d76hi2l9Ygeo3MCMpVJ9O0akjibyyktSSNud1XCqBqVW4jxxM+/Mr8IwtRg1ImfGvS8qKi12KaVo0reng9XvmY9swZp9KCsr9BIvcFFT40I1v9vQl0pRg0Yx1LPpoHdgwZHIpo6dV8cp/5tK0UQodYPcjBpGMppn3bi0F5T6mHDeEZCxLW32M4n4BqoYVoOoKj/7hEycjs4lgsYcTf7F7r22OC2BmTFrXxfngiWWsXdyK26czckoFFUPCvHb3fLIbTUs4/f/2pqjS3/l9Jm0SaUzw+SuraFgdJVTsZffDB1JUGcDtk8BJiI1l29tZ99vfEn3xJVBVqq6/ntgHH9D+3HNgOtNwPBMmUHX9H3AP/ZJml0KIbSpd14HZmiK1sp3EF03YWQvP6GICe5XT8sjizvVJGyu/fHeMMmfdtpUxyTTGIWuhaBpWIkvbM8vINsS7nRc8aAB21iQwrR96L/68sKNIWXEh8og2J3nqL58xbno/Civ9zH5tDS11MYJFHnY7bABDdyv72muHzKzJitlN1CxsZfS0KhTFKeT30dPLugVLAJ++sJJTf7UnhZU+ygeFef6WL0huNP/YcGsc/cOJuP163oAp2pwkEU336oCppS7OYzd8gmU6z2US0QyzXl1D+eB29jlxGG8/5My7VvJUUV+3rJ1n/zEbe/1Ttta6OKvmNrP/6SMYNbUSQ6YWCNFJD4cp/+UvcQ0cSOv9/6X2l7+k6LxzGfTQg5gdMexUElDQSkp29FCF2OXpxV7M1hTZ5gSBffuhaAp6mY/Ge+Zj5ykIBRD/ohH/7uVYiQw2YDYl6Xi/FjOapuDIwXmDJYCOD2opv2zSVwqWbNvGbEuRWtZOamUbRrkf75hitAI3irZrruaRgEnsMizTYuEHdVQMDeMNuXjz/oWd+6ItSd5+aDGt9XH2PnpITl+ieDSNZVq4PPpmCxPE29N8/MxyMimT2sVtABzx/fF89OTyHs9Zs6CF4XuW8+zNs3OCJYBMyuSl2+cy5dihvPnfhZ2BQ+499d4EcTKW4b1HF+cdY/2KCBMOrMbt10nFsgwYV0w8kurMMHW0JXnjvgV57/m9R5cwcGwxRomUXhdiY0ZpKSWXXELhKadiJeLYmQyR117Ham0lfMLxGP36oYfDO3qYQuzyVJeGZ1QRRlUAK5YBBRS3hh3vuWiD2ZYi+k4NnlGFZNbGiLyyCgC91EumPn+wBGAnstjZr/ZZIVsfp/H2L7Di2c5t7S+vpOSCcbgHhlG07dcrsreQgEnsMrJpi3Qyy7QThvH03z7Pe8ycN2sYu18/Gr9owrM+szP79RrikRQVQ8PsddQQCsq9eafuJToyZDaqQOPxGwSLPZstzpBJWUSbk7TUxvLuj7enCZd5OeSCMeiGSkdbis9fXk20JYnh1vD24vnImaRJ7ZL2HvfXLW2jpH+Q/2fvvsOjOu+8/7/PnOl9VEa9Cwkk0ZsptnHFNu49dhynOYnjlE3Z3ST7y2brk919nmSTXafbsdMdJ+69m2JjepUAgQQS6n16Pef8/hgQDJrBYANGcL+ua/cKc8ocZDRzvue+78/XPxRhxrJSErEj0/NioSTB0VjG49SkxthAmOBolF3v9iLpJKYtKsJVYMV6DiYLCsLJ0BkM6IqLxv9snjr1I7waQTi/qQkF1R8ndsAPJh3GPCtaUkUyyehsBvRuE7hTIz9KOIGx0kk8SwiSqcIJegk0icBbR9Y/q+Hk8RvS6nXjvZxOhBKMM/LY7rRiCYCkxvDvdlHw1dnoP+C678lMFEzCeUNDo6DKhX84QuzYD4LD+2jQf8CPfyCMfyRG67q+8W37tw5xYPswN319NkW17gnHyob0D6TGC4sZPBikqNZF777MhUNhtZNw4Ph9EYIjUd747S7UpIbLa+Hiu+pZ/edWZl5ehtV1FhcIutTP5HBYxbFMNj3TLy5B0zRW/mkPN3xt9gmfOh5J8vIvdo8XqLve6aVmrpeL7qjDKjqZC4IgCB8xNaEQbR1l5A+7ca2oQumLMfbn1lRsOGCscpJzWx36nNRsCdlqwL2imoGfboVjvjb1Xmuq8DHo0OLK+DkA1FACyZAqwNQM0/ls8wtSvZvehxJJQFJDjSskszyw1CJJlLHYeVkwnZ8TEYXzUmg0xhuPtqDTSdQtLOTqL0xn+eeauOb+6UxfVjpe8BiMOgprXGnF0mGaqvH2H/dkXFNksRvJKU5NKXN5LdTO86IDFl5fjZzh6U7VjDyGu4OgauiNmX8VJSmV4qceGk73DUR487e7uOrz05kyrwBZf/au47HYjUxbXJR1e1l9DmufbuO1h1u48I46bEcVf2Z7anQuE9mgQ9br0kbzANo2DTDQIeLJBUEQhI+e4osz8oddmGpcqKEEwdXdaYVOfL+foV83k/QfKU70Bam+S8Zyx6EXdNgWFOJeUYXvubZDa6MnTofzv96B57a6CYWRqd6D85IydIbst/tKOEF07yjDv21h4Kdb8b24n5w769MjyY+iHqeH1LlMjDAJ5wVFUdn+dhcAFocRg1HHqw81oyRVJAkqZ+ax/LONrHxsDzpZx1DXxJCGw0Z6QsQiiQkjGVankeWfbeTVh5tZdHMtz/54K5FAgqJaN9fcP52Wd3voaR3DbDPQeFEJ5Y05PP6vGyhrzGHW5eVsfPHAhPeatqSY/duG0l4L++NEAnHySu0f/gdzGukNOuYsr6Br9yhjx8yvXnxrLf7hCNMvLqVyei42jymt+LO5TFz+yQae+dGWCWugFt1UQ/PqzF3St71xkOJad9oaNEEQBEE402Kto6CCdU4BY8+2ZdwnORRBGY2hsxhA09AZZYzlTnLvbRzvrYSm0ff/NoGiEe8KYix3oLPq06bMJQcj+J5vx3NbHbLDgDIWQ5J16L0WZGf2sAc1liS0rhf/Kx3orHrMDbnoTDLB1d1Y5xeiDEdI9B31/S2BIcvDzHOduKsQzgtKXGW0N0zdwkJ2vdtLy5ojN9yalppuF48kufZLM1n3TDsldZ7jnk+XKdYNyCm2c/UXpvPCT7YTOTTVbrQ3hKZpVDblUTY1h3g0SWg0iprUaLiomO1vdpFf7mDp7VPY9sZBAsNRrE4j05eVYrLpWfVY64T3GesPU3acxndnC0eOmRv+ZhaDB4O0bRnA5jRRt6AAu8c03msqm4IqB3d+dwE73u6m/4APV76VmZeVsX/bIB07hzMek4gqk66hryAIgnBu0FQNNRhH00Bn0yOZZCS9Di2SYRmABK6rq1DDCUb+tAstpmKdnY+p1p2a8mZLfUcqkQTmOg/RXSOE1vViqnPjvr6Gkb+0wqEHivp8C65rqlAGw4TX+5GdRkx1Ht7v21ANJvC/1oHjsnIMhTbCW/pJDkYwVbmQ7Qbsl5Qx+qc94/vbl5ags529a6dPJ1EwCecF2ajDW+GgqNbNKw/tzLhP954xEhEFT6ENT6EVSUoVU8cqqXNjshtQFHU82c5iN6A7FLWZjKuMHvVE5sI763jnr/vSXgPYubqHm785h70b+ln/3H7yyuzMvqIci9OIK9/C2qf2cbBlNOO1eoqsH+TH8JGwe8zYPWaqZpxcnLGsl/EU2lhyaw2JmIreoEMnS3TsHMp6TO08LyYxuiQIgiCcYYovRmhTP8G1vWixJKZaD7l3TUXTSK09OmY9r/PKCuJdQXwv7h9/LdY2hpxrJv+z09F7UiM5ssWA+8ZaxqR9RHeNMPqXvXhunYL3CzMJbR1ADcSxLylh+DfNaaNOwbU95Nw1FdlmQGeQUUIJ1EgCVNBZ9MgOI4nBCPaLS9ESCiN/2DV+bLzDT2h9L3mfnY5kkdFZDDgvK8dc70F3nLTgc9n5+bcWzjuyrKPxwhKGuoPj64EyGe0P46100r5lkIU31PDe021IOgmjRSYRVTCYZS6+eyqJSJKtr3XSuq4fgPpFhTQsKcaRYyZ51Ieiy2shGkpMKJYgNRqy9fWDXPulmexc2U3X7lGaV3dTt7CQ/DI7JVM8GQsmR44Zt/f9C6ZELEk0lPrwNFmPH4l+NpP1ctp0vamLiti5snt8BO8wm9tEzWxvxvndgiAIgnC6KP4YQ39oIdF5ZDp/tGWYaOso+Z+bjnWOl9BR66Ils4w+x4L/lY6J5xqOElzbg2t55XjPI73LhOe2+tToVVRBMsvoHEYcl5aR6Anhe6F9YqqdBiN/3kPBN+ehRKOM/LWVxKHlBvp8C56bpyBZZayNeQw8uHXCdajhJP7XOyj46lyQQe84e3s+ngmT8w5KED4AR66JZEIBCbKNU5ttBlrWdOOtdBEcjXDbd+aRiCgERqLYc8w4ckzIBh1P/tdmAiPR8eM2vnCA1nV93Pj1OYdGmyRUJZXK17VrJOs1dewYpumiEgxmHTMvL8NglimodGJxGKmdV0DIF6N5dc/4Op68MjvLP9uE3XP8OcS+wTDrnt1P26YBNKB6Vj4X3FCNy2tByjKdcLJw5lq45e/nseWVDlo39CNJEvUXFDLrsrKsQRGCIAiCcLokBsJpxZKp2oWxzIGWUAm+14t9QSFKIE60ZeTQdjfRPdnvDcIb+7EvKUlrNitb9MjHzKDQFBXVZiDeGch8IkVDiyoM/mxbak3UIcnBCIO/2oH3S7OItE68Dsmix3FRCYZCG8poFJ3dgCInkN9nKv25TBRMwnlD1ss4cixUNOXSsWPiGhiX10LIFyMwEuPiu4rQVI03frtrvAktgDPPwpWfaUDLMFfPPxRl/7ZBGpYWceknprHu2XaUhILBlD3JzmCWseeYmbO8Ek3VMJhkTFYDY/1hHv+PDVTPzOeqzzWhKBqyLBEJxDGaj5+M5x+K8MR/bUobgWnbPEDX7hFu+858XOdAw1dXnoWlt01h3jWVAJgdRvQn0WdCEARBEE6VyKF1tXKOGff1NcT3+4i2jaEz6bHOykfnMOJaUY1reSVJXxx9jgn/651Zz6edYFN6SdbBcWZVmKpdRHYMpRVL41SNwNsHMTekp+FJFj25d9bjf6MzbQTMPC0H9421aUXc+UQUTMJ5JRyIMf+aSqLBBP1HNYdzeS1ceEcdb/1uF+WNuQRHo+xe28vwMWl5/qEIrz7czPwVVbz1+90Tzt+6rh+zzcD+7YNccEN1Kqpcg9b1/Rmvp25BAZ3Nw1Q25WI7NGqUiCXZ8Px+EhGFPe/1see99HjzFQ+YqJye+QNLVTX2buifMF0NIBZO0rK6mwXXVyPLk7+40Btl7MazN1ZdEARBOD/ozHrQS3hurGXk8T2owSPfwbG2MSyz8nFfV41ss2AoSLUfsc0tILJ1MOP5LNPz0FlP7BZd0kvIbhPK2MTeSfp8K/ED2RvIxzsCOC4rT3vNeUkZvtc6xqfvHRbdNcKY3EbOrXUT1jEp/hhKMIEWU9A5jKl1U+fYeuJz628jCMcRGIny1P/bjKpo3Pi12QRGo4TG4ljsBqLBBG/9bjfRcJKmi0pAgtxiO4U1bowmma2vd9LXniqw/ENRjFY9sl6HkkxfxKnT6xjoCNC2aZC2TYPkltq4+vPTmXFJKdvf6krb11vpIL/Mwcu/3Mm0JUUsuXUKJoueWDjJ/h3Zgw32rOujojE341qdeCQ5IYb8aAe2DzPr8nIsJ9DEThAEQRCE92eZmY/iT4U+HF0sHRbZOoh9UTGy7ch3r6HQirHaRbw9vaDRWfU4LilDZzixB4LRfWM4Ly9n9Im9E5Yb6AutSGY9ib5wxqa2stOIGkliW1pCaE03SKn1TccWS+Pv1TyMclUirWBKDIQZ/k0zyeFDyxQksM724rq6EvkcWvckCibhvNHbNjY+8rLqz63MurycPe/1MdDpR01qeAqtrHhgBptfPsC+TUee+hhMMss+PhXZ0EP3nlQIQyQQx2iRiQTSC6baeV62v3lw/M/DXSH2rOtj7jUVTJlfQMuaHpIJlbJpOakpf79JpdLsereXOcsrMFn0SJKEzWnEF4tMSOnTG3SUTcsh5IshSRIWpxHdocJJUzV0egnjcZ5KGa16JHlyr2ESBEEQhLOJ7DZhW1DIYJYUXoBo2yjGUhuSnCqEZIeJnDvrie4aIfhuD1pcwdKYi31xMfL7rFM+TEuqxPaMIplkcu6eRvCdbhLdIfReC+5rq9GSGmjguakWyWYg9E73+PRBAOv8AgJvduK4tBxDnoXwtkG0aIbpe+NvCFrsqP5PYzEGf7UDNRBP2ye8eQCd04jr8gqkc2S6vCiYhPNG956x8f/du89HaGwf05eVMPvKckxWPcmEyv6tQ2nFEkAipvDGb1q45gvTxwsmV56FWCg9kaak3o0rz4xvIJL2evOqHhqXliDrJcKBOLKsY92zbYTG0j9gosEEYVOccCDOguur0Rt0jA1E2PjiAeKRJHlldhbdVMue93p556/7MJhkFlxXRXGtmwM7hhg8GKCk3sOMS0o52JJ5Mensy8swn8eLNgVBEAThVJMtejSniUyJUuapOdguKCI5GMb/ZhfmWjf6PAuyw4jeacK+sAhLY24q7tuqP6kCQ9LrMJY68L/WQWzfGLZ5BdgWFGIotRPdOYwaVzBVuEj0BknuimCqcWNbWITvpf0Yy5xo4STxjgA6gw4toWBpyEE+XniSBDrTkdIhORhOL5YO7eO4qBRjpZPQ+l4kg4yxyoXsMKQdO9lM3isXhJPkKUyP4vYPRXjnr/sAWHJrLVaXiZ2rujIdiprUGOgIkFdmR9brMJhlLrqrngPbh5AkqJyRh06W8B+VnHdYIq6gaRqyQc4YNgFgcRgwWvQ88+MtjPSExl8vqHRy5WcaeOO3u1h0Yw0v/2IHiUOLN60uI26vleGeIEU1Lopq3fiHw1idRqYtLmLXu71p71E1K4+8cseJ/8AEQRAEQTgxeglLQy6R7UemxZun5mBuyGH4t81waEJK4I1ODCU2cj/ROB6gINs/+DR568x8/G8dRA0miLX5ME/LJbyuDyWYwDa3gOHf7UKLp+4bwpsGkEwyeZ9uIrp3FN/LBzBWOonsGCLW4cdxcRk6pxFjuSNj8p5lRj46R+qhqxpXSPQfuV9BJ2FfVIR1bgHBtT0MP9pyZJsErhVVWOcWTkj6mywm51ULwgdQNSOPtU+1jUd0H81dYMFoNmQMSzgsOBqjYnouhVUunvvfbZgsekqnetA0WP/cfiwOA1MvKMr4vqZDa57yyx0MZvgQWnh9Na/9ujmtWALoP+Bn62sHueq+Jnas7B4vliQJLv9kA+1bBmle3U0snMTiMDB9WSmhsTj55Q4alhbTur4fTdMorfcw1h8mNBrDmTv5U/IEQRAE4WygqRrJoQhKMI5tXiGxNl9qvZBewn5RCUMP7Rgvlg5LdIcIvH0Q14pqdB9yyprsMZF/33R8z7fjuLSMoYd2oCVUPLdMYfSve8eLpfHrjSmM/HkPjotKAbAvLSG8oQ/nsjIMZQ5kq4Gcj01l9C+txA6vr5LA3JSL+5qq8VEiJRg/siZLgpzb6kiGEiQGwoQ3HBN0pYHv+f2YKl3IpZPzwa0omITzht1j4tovzeSlnx8ZpQGYtqQYb4WLRCxJTpGNkd5QxuNL6z24vBae+sFmknGVRFRh99ojCXYLrqti+1sH044xmGTmrajEYNJjMMGVn2nkmR9tITh6JM3G4jDgrXAwdDDzIsuuPaNc9LG6tNGppotLaV7dza53jowiRQIJ1j+3n5mXlRHyxejdN0blzHzaNg/wxm92kYgpXPSxOopq3Sf1cxMEQRAEITNlNMrgr7bjuqqKwFsHybm9DiWcQO8xEz8YmFAsHRbe2I99aQm6k3yIqakaij8+HuKgsxswljnwfGwqI79rQUuk3lBn1aP4JibnASgjUWSXkZy7p2IstWOqrk/rsaT3mMn5+DTUQ8l3kkWPbDekhT3ED/hBSwVL2BYUITkMmAssjD6xL+u1B97tIeeWKeMNeScTUTAJ5w3ZIFM8xc2d/7gA30CEeDRVIFmcRsxWA5pq4IIbq3nxZzsmHGtzGzEc6n80ZV7BhOluFU05lNR7CPniRINdJGIqlTNymXdNFa78Ix+G7gIrt/zdXEb7w4x0h3AXWMkptuEbTF/3dCxN1dAbdeOFXkVTDs//ZHvGfXeu7ObKzzby8i92MP2SUipn5FEzO593ntiH8xQ0dg3744TGYoz2hbC5TbjyLdjcpknfEFcQBEEQToamqATX96GGEugsMsmhCJGdw+jcJkJrezGWO7Mfm1BRhqPozHJael7W/VUNTVGJtY0x+pe9aQVTzu11yC4TiaMe+L5fLyedNVVoZUrcBZCthuM2qtXiCvG+EJ6bphBY001oXS/Oy8pRg0etadKBeWouhkIr6HWYyh1EW0dJDkcxFNkw5FmQJ0lfJ1EwCecVWa/DmWvJOC1N0km4vBaW3V3Pumfbx6fnFdW6mXd1BWv+upfln29ixmVl1MzJp2PnCKqqUjM7H5fXijPXwtzl5TQsLkLTNExWPYYMCxztHjN2j5myqTkAhMZiaGr2DzZJSjW4bVxawsaXDqCTJWLhZKa1pQAoSRVV1dA0iEcV3vzNLhy5Zi7/ZAPuY9ZxnazgaJSXf7kzrYeV1Wnkuq/MJLfELoomQRAE4byhxpIYS+zk3j0NJIm8zzQhWfQM/nQrOrMe+8WlsKY747H6AiuJ/hA6m+G4BVNyLEa8009kxxA6mwHzFDfW2fkE1/SkriGYYOjRZrxfmp12nKTXgSxBpsJJr0N2GLMWSyfCWO0GJAZ/vm38fiTaOoqxPLUmylBqx3VlJZHmIeK9QRxLShj5427U8JHALDnHTP5nmtBPgqUComAShKMYTHr2bR5g8S216I0ysiwx2h8mFk4w/5oqhg4EyCm2kVNsw1vhTM3rtRnGCwWdrMPmPrmnJcM9QXr3+ShryMmYble3sBCT1UDjRcW0bx9kpCeE/n0atsqyhMEkozekhr0Dw1E2vXSAqz7fdFLXdrR4NMk7f92XVixBasTpuf/Zxq3fmocj58OPYAmCIAjC2U7TNJSxOL4X9h+Z+iaBZVY+nlvriGwbRHYaMRTbSPRMnOrvXFaG/41O0EkYS+wZ3yM5GmXooR1HehwBofd6sV9Uim1REaG1h2a7qKD4YujzLCSHUjNWwtsGsS8pJrhqYsHmuqJ8PLzhg5JkCd/L+9Me3ka2DZL78WnEOv04L69g+PctaHEVz211jDzemlYsQWpq4MhfWsn9RMNxR7POBqJgEoSjWF1GGpcW88qvmoHUuqdlH5/K27/fnbbuKKfYxooHZpySAIXOlhGaD02jMxhl9m8bRNNAp5OonV/AgmurMJr1GM16rvvSTAY6Akg6cOSaCQxPTOXLK7Mz2hdm5mVl9B04Utx0t44RCSYxn8DQfyaRQJy2LZm7kof9cfxDEVEwCYIgCOcFxRdj6KEd6UWABpEtg8h2I/aLSonsGibnznoCq7oJbx2EpIrea8V5SVlqatpQJG1d0NHUpEpg5cG0Yumw4Koucu9tILS+b3wEKd4fxn1jDUO/bgZVI7JtEOfySlzXVRN8twdlOIo+14xzeSWmGvcJN8bNRoskJ/Rs0hIqgVVd5H58Gr7n96PFVZAlJJOM6o9nPE/8gB81lBAFkyBMJrKso7wxl9u+PY+NLx6gZnY+qx9rTSuWAEZ6Qrz5211c9bnpmG0f7pfc7jGRTKi88qtmGpYWc/UXpqMoGrIscXDXCLqjGs3aPWZsLhPt2wZYfl8jz//vdqJHde+2uU0suqmG/v1+8ssdHDgq3hRASWRZfXoCkgn1uFMHw77MH4aCIAiCcK5J9IYmjJhAak2RzqpHZzNgnZ6PGkmiz7eQc1sdSKlCy/9GZ2okSAfGiszrnNRQgtDGgazvH2v3YSxzED/gR3abMBbaCKzqJu/eBkIb+4n3BIm2juK4uITcjzeQHAxjKLBiKLCdsp9Bxutq86EGEsQ7Ug9sJb0OLTLx53Q07UPcm5wpomAShGMYzXq8FU6u+FQjo32hrIEM3XvGiAYTH7pgqpyex7t/3YeSVNnxdhc73j7SC2ruVRVYnOkjQqk5xxJ6o47LPjWN0GiM4FiM/DIHjlwzwdEog50B9m0aoGZ2/pG/l0WPyfrBf+WNJj0Gs0wiSxfwD7s+ShAEQRAmi0SGewPr3ALMU3PQYknCm/sJvtODJOvIvXsqo0/tQxk76uGrBO4ba9HZs9xDaBoo2QsJnVnGUGwn0R/GtqAQ/2sd6Cx6ovvGMNa6MZY7UAJxxp7ch/uGGnwv78dc68F9U+0pWW+ssxuQLPrMxZB25OGqFlfQObLPbJEMuqyjbGeTs/8KBeEjYjDLxKLHfypydDz5B2Vzmbjys428+nBL2ghOUa2LpmWlyBniN73lDrpax+hsHqZ3nw+r00jL6h7CRw15V8/KTxsZW3h9FVbXh2iO5zYy96pK3nu6bcK2whrXSa/dEgRBEITJyliUPlJjrHBiLHPgf70D+8Ki8bVDmqIw8sRe3NdWo4YSxLuC6Kx6TLVu9Llm5CzFgmRK7RPbO5b2urkxF/uCQhKDEaSoguemWgxFNoyldqJ7x4gfDCCPxbDMzEfxxVD8caLtPnLuqCfa5kutOToF+Uyyw4Tn1imM/H5XegiVBDqHEWOFMzXKpEH8gA9zYy7R5uEJ53FcWobsPLun44EomAThuOzHKQJ0eulDjdgcZjDJVEzP4+5/Xkh3a2rUqrjOjTPXjNWZ5f0liU0v7mfp7XW0bRogNHZMrwUJpi8r4cWf78DuMbHwhmoqm/IyFl8nSpZ1NCwpQqeDjS8eIB5VkHQStXO9LL65ButxniC9H03TRMKeIAiCMGnovVZkl2k88MF2QVGqeeyyUoLv9qTtq/rjjPxxN3KuGdeVFcS7g0gGHXp39nW/skWP65pqBn6yBZKpisTSlIep2sXQo81pRYqx3IHjkjKC73SP932K7BjCcVk51jledGY9Y8+147ys/EMl4x1NkiXMUzx4vzKH4OouEn0hDIU27BeWos8147mxloGfbUWLqwRWdY9Hn4c39qdGnWyG1PXNzEfSf7j1VGeCpGna8YPazyF+vx+Xy4XP58PpzJ6NLwiHRUMJ3vzNLvYfsxYIYNblZSy8vvp9E+sAkgmFsC9OJBhHJ+uwOIxZizEloRDyx0nEFAxGGavTOOE9gqNR/vzvGyit91DWkMO7T+xLRY0DJqueJbfWUt6QQzKuIht12Fynrk+SoqiEfXHi0SR6g4zVcaRH1cmIhhIEhqO0vNNDNJhgyvwCvBUO7B4RHCEIgiCc/RJDEUYe202iK0jO3dMY+cMucj42lZHHdmdt/WGd48V1TRW6Qwm7SiBOcjRK/IAfndOIqdyJ7DSm1v4kVZLDEXyvdRDbN0bu3dMY+vXOjOe2LSpCGYsR3XVU2q4Eufc2AjD8m2ZkjxnvF2YgZ3sY+wGpCRUtoSAZZHSH0nk1VSM5EiW0vpfYvjF0DgPOKytT0+9UDckof+ho81PhRGsDMcIkCKSm1oX9cZJxBaNZxuoyIet1mG0GLr6rHovTyO73elGTGgaTzMzLSpm+rCxrsRQci+EbCDPSE8KZb8Fs1fPm73Yzciha1O4xsfxzTXjLHeiOGvUJ++PsePsg297oIhFT0Oklpi0qYv6KqrQpb2a7kZo5XppXdRMci3HRx+qR9RJooKoaNpcJ23GeXH0Ysqz70Gl40VCC7W8dZMPzB8Zf27dpAE+hleu+Mkuk7QmCIAhnPUOehbxPNaGGEmjx1BR9ZSyKPt9KciCc8RhjhRPZnpqRkfTFGP5DC4nO4JEd9BJ5n2jAUOFECyXRVA3XNVVIeonwlsGshVh48wDuG2vTCyYtdT2J/nDqf49EUSPJU14w6Qw6MKTPYJF0EoY8C67llagXK0h6HTrT2T+SlI0omITzXnAsyton29i3cQBVTRVEc5aX03hhCRaHEZvbxIW3T2HuVRUk4goGk4zNZUTOMoTsGwjzzI+3pkV+W51GLv3ENFb+aQ+B4SjB0RjP/PcW7vzuQlz5qWjyZFxh8ysdbHvj4PhxalKjeXUP4UCCS++ZOh4woTfomH1FOW2bB+hr89HX5hs/pqDKwfL7pgOHRoPG4viHIyRiCu4CKxaHAZPlo50vHByNpRVLh432hdn+5kEuuLE66883GyWhEAkm0LTUNMfjhXEER6P4BiP4BiN4ClNNh8UaLEEQBOFkyTYDss2AEoijz7MQ2tiP/cISxp7cN2FfySRjnuIBDsWGv30wvVgCSGoM/aaF/M/PYPCXO5BtBgwlNsyNeSiB7Gm0WkxBkieO1mgJNX0d1Bke0ZFkHbLtgy8HOFuIgkk4r0UCcV5/uIXuoz5MEjGFdc/uR9NgzvJyZL2M3ijjzHv/nkuRYJxXf908oT9S2B9n1WOtzFlewco/7gEgGVfZv32IWZeVje+zY2XXhHMC7N86SOTG6rQiwJVv4bZvzWPH2120bRlEb9QxZV4BnkIrG57fz8LrqxjpDfPSL3YcSbaTYMYlpcy7uhLLh1hzdDJi4SSqqmKyGtAd+qDeu6E/6/7Na3qYeVkZds+JF0yBkShbX+9k1zu9JGIKxVPcLLm1ltxiG5FQgmgggapqWJ1G4lGFZ3+8NW3dl7vAynVfnnlC/40FQRAE4Viyw0jOnfUM/nI7ymgM5xUVBFYeTPUiAuQcM7l3T0M+9HBODcQJZfsuVDQS3UFyPlaPGkqgjETR2fSYaz2E1vRkPMRQah9vWns0fb6V5HBkfB/dWd7v6GwlCibhvBbyxdOKpaNtebWT+gsKT6o5bSSQYOBAIOM2/1AEm8uYSqc5NKQ+sN8HpAqmWDiJmsy+pDA0FsNTmJ7KYzDJSDqYsawURVHZv3WI9c/tBwmmLS7i+Qe3oSpHnVOD7W92kVfmYNqiohP+e30QIV+MvnYf2944SCKmUDPHS92CApy5FmLH6cmQjKuczMrK0FiM53+yjZHuI53Ue/aO8cR/buLmv53D2ifb0EgVwnOvrmDtk20TQjLG+sO89kgLK+6fgTlbxKsgCIIgHIehyE7BV+cQ3j6EllTJ+3QTSBKSUYdsNyIf9aBSS6iQzB4brkaSxDp8mGs96GwGAq924FhWhr7ASrL/mOl+EjguLsP3Qnvay7YFhcT2joKWGt3KuaUO+UO2QjlfiYJJOK/5BjPPMYbUDXYicnKx4cn48fdPxBR0sjReGHkrjyww1BuPP2RtyvAhF/bH2fLqwQmvF1Y56dg5nF4sHWXjCwcob8jB5jo909DC/jir/rSH9q1HwjKGDgbZ8VYXN//dXGrn5tN8KHL1WBWNORgtJ/7RNNQVSCuWDlNVjfeeaWfhDdX0to1RUu8hGVez9tXqa/MRCcZFwSQIwlkjqaj0+6MMBuNomobXYSLfacIoT961IOcySZbQ51pwXlKGmlSRZCl74JIE+lwzyWNmpBxmKLIhmfWEtw2OT6kbfWofOXfUE9k+SHj7ICQ1DEU2HJeXI9sNGKtdxDv8yHYjjotKAAi+14vzqkqsM/LHR7eEkycKJuG8ZnUep5maBOhSSS8nmuJithnQ6aXMI0VSKsHu8Da9QUfVzCONZS0OIyV1brpbxyYc6vJaMsZ2h3yZ5zNbnEYCI5k/hCE1hS0RVQgoESxOE3r9qZ1fPDYQTiuWDksVeB3Mv7aKgmoX/e2+tO2yQccFN9VgOomCKdP7HNa9Z5TopaV4iuw8/+B2lt425bjnOhV9tQRBEE6FcDzJ6r1DfPPxbQRiqVF5m1Hm/9w0ncsaCrCbxC3c2Uz3ft+rkoRjWRmjT+ydsMlQbEOJJJFthrT1R1okyfDvWrBMzyPv3kbQSSS6Avhe2I+hxI77+mokJJAlZKsBTdEw1XmQ9DrRuuNDmvyrsAThQ3DkmLG5MxdNFdPz8A9GCI5mLzyOZXUamXVZecZttXO89Owdo6jWTeWMPG742mwcOUcl39kMXPqJaeQc0wzP7jGx4oszMoYSWLM0e/MNRMgtsWe9zrxSO/s2DfDH761j7RP7CB7bx+lD2r22N+u21vX9aIrGVZ9r5IIbq7G5jRhMMjVzvNz+nfm4C6wn9V4WR+afgdluYMF1VbjyLUQCcW782mxcXgu3fXseF99VNyEKPdVXS4wuCYJwdugcDvOF328aL5YAQnGFr/55K20DweMcKUwGOpNMcjSK55YpyIeTYWUJ66x8cm6vJ9oyTGzf2MQDFY3I1kGGHm1GiylEdg7juqoSz/U16B0mZIcR+dB3mSRL6AyyKJZOAfF4Qjiv2T1mrv3STJ77322EjxqtyS930HhhMa/8aifXfXkWGhI2t/GEGr9OW1xE2bQckgmF7tZR9rzXR8PSYqYtLiLkiyNJEnqjDoNZJhFTMFmPnNOZZ+H6v5lFcDTKWH8EZ64ZR655Qm+icCCOmlQxWfRUzcxj/7b0UZaRnhAFVU5MNj2x0MT1QrMuL+O9Z9pJJlS2v9XFUFeQ5fc1HXfE7VSzu83MvrKCqRcUoWkaRoseY5aO58czZX4Bm17qSHvN5bVw0R11bHzpADVzCxjqCrLyT3tSo3sSlDfkcPM35/D0D7eM96+asaw0tcZMEAThIxZLKvxqdXvW9Zw/fXsf/33HLKxGcRs3WckOI+apOYw9sw/HhSXoDk27j+4eQQnF0XvM44ERGUkShkIruZ9qHC+QhNNn0vymff/73+fJJ59k9+7dWCwWFi9ezH/+539SX1//UV+aMMmZrHqW3VU/3ovJmWchMBLltYebScZVdqzsQm/UMfWCIgqrXchZhtnD/hibX+lkx8qu8RvzisZcbvm7eegNEiv/1JpW2Kx7dj/zVlQy89KytPQ7m8uEzWWioNI14T2ioTi9+3y890w7Y/1h3AVWFlxXRenUHFb/uXV8v4qmXNxeCzd/Yw6vPdLC0MHU00iz3cD8FZX0tvnSkvx69o4RHI2esoJp6qIidr2TeZSpbkEB5kM9KHQ6acLIWSySJBlX0BvlE5qaZ/eYufCOKaz+85FpDUtuqeX1R1uYfWUFO1d2seOto9IHNehsHiEaTHDFpxt45aFmZl1eTtNFxSfUhFgQBOF0i8QV9h5nFKltMEQ4roiCaZIzFtvJuXMqwfd6iW/qR/aYcVxUiiHPgs6sRxmNEVqX+bvUOseLzmEabxQrnF6T5jdt5cqVPPDAA8yfP59kMsl3vvMdrrzySlpaWrDZbO9/AkHIQlU01vxlL5FgApNFTySQQDkquSY0Fie/zM5z/7uN2741D0knYXEYsNiPFBfJuMKW1zrTeiihQcfOYUy2dkrqPBNGgSAVvlDRlEth1cTi6FjJhMLutX2889cjvR1GekK8/IudLL6llrv/ZSFhfwKL3YDFYcRsM2Bzw/VfmUUkmCAZUxjtD9O8upvefb4J5x/sDOCtyN7l+mS4vVaqZ+XTvnUw7XWry8icKyvQZ/iAj0USjHSH2PDCfsb6I3iKbMy/tpKcIttxR55MFj31FxRROjWH9i2DyHqJ0FiMSCBB6VQPT/zXpozHDXQEMNsM3PateTjzLFkLYUEQhDPNatTTUORke9fEz2qAqYUOrOIBz6Qn6XUY8q24r6lCjSlIBh06Q+q/q6HACgYd1jlewpsH0o6TnUacy8pEsXQGTZqC6eWXX07786OPPorX62XTpk1cdNFFH9FVCecCq8NIQZWTvRsGjvQrOkpBpYOh7iBKQqWjeZjd7/ZicRi4/FONOA7NOw774+x4K3Pqm6fQll5IHWPH2114yxzvu0A07Ivz3jPtGbetf7admtn5FNe6J2yzOIxYHEb8QxHe/K9dqGrmOR6nsi+T1Wnk4rvqqL+gkG1vHCQeTVI710vd/AIcGWLalaRC+5ZB3vzt7vHXAiNROpuHueLTjdTMzT/udEiTRY/JoienyIamabz6UDOQKmSVRPYpDb7BCJ5imyiWBEE4qxj1Oj69pIq/bOpCOeYzW5Lg/mU1YnTpHCLJOmRr+veQpJcxem04l1dine0luLYHLapgmZ6HeVoOerc5y9mE02HS/rb5fKmnLjk5OVn3icVixGJHFrP7/f7Tfl3C5GMw65l7VSVtmwcnxHAbzDKl03LYeqjgCY3FMNsM9Oz18dbvdnPlZxsx2wzEo8m0UamjGU0ysXACg1nGU2AlEVMY7TsSZx4JJFBULS2BRVU1QmMx4tEkeoMOvVEmOBbNevOfTKhEAvG0xquJuELEH0dJahjMOiwOIzVzvRmbxuqNOvLKsodEfBBWp4nqWfmU1HvQVBWj5Ujj2mOFfPG0KXVHW/mnPRTVusaL0/cjSRIub+rnoDfKSDoJLUuRaHWd+oRAQRCEU6E818qv753PN/6ylaFgao2tx2rgP2+ZQVWemFlzvtC7TOhdJoyVTlA1JKMIcfgoTMqCSVVV/uZv/oYlS5bQ1NSUdb/vf//7/PM///MZvDJhsnJ7Ldz49dm8/fs9jPSmevoUVDqZd00l7z3dNt5oNq/Ezr6NqaHxg7tGiATimG2GQw1kM9+YD3UHufhj9ShJlYGOACargbxSGztX9XBg+xA1s/MxHDW1IhqKs2/zIOuebicaSoyvhVp0Uw1mu4FoMJHx73B4hOpwobT++f3s3dCPqmjYPSaW3FbLBTdUM9wTTOtbJBt0XPulmaetJ9OJrEOK+ONZI73jkSSRQPyECyaA+oWFbH65g+BIlOpZebRtHpywjzPPjNmmF0EPgiCclcwGmQun5PHcl5YyEo6jaZBjM1LgNCOfYKuLk5FQVCJxBbNBxigeJJ11Dk/VEz4ak7JgeuCBB9i5cydr1qw57n7f/va3+frXvz7+Z7/fT1lZ2em+PGESkg0yRTVubvjabAIjUYKjUUZ6Qrz1h93j6XnOPAs6vQ6jRU9BtZNEVEHVYKw/jKap1MzOZ9+m9HnGkgQ1s71sermD3qPiQSWdxEV3TMFi11PeeGSUVNM0DuwYZuUf9hw5yaG1UL7BCBfePoXXft0y4frtHhNmq57BgwGCo1HWP7d/POgBIDga45VfNnP1/dO5/iuz8A1E6Nvvw+4xU1jlxOY2faTT0t6vz9WJ9sE6zO4xs/y+Jtb8dS8rvjiTaChJ957R8e0ur4WrPteExWHEaBHpQoIgnJ10Ookit4Ui98SpzKdKXFHoGonwh3WdbOkcpSLXxmeWVlGZZxO9ngThkEn3m/ClL32J559/nlWrVlFaWnrcfU0mEyaT6GosnDir04hOlhjrD7NzZTdhfzwVQz0th9lXVZCIJGm6uIT+/X5yCm0kIkmiSZV1z7Yz+4pyIoF4WuPZqYuL6Nk7llYsQaoZ7qrHWrnzuwtx5Bz5IgyNxVIjWhmM9YcxWQ3Y3EZCY0ci0PVGHcvva2KkP8SrD7Ww7GP1acXS0dY8vpdb/m4uxVPcFE9xf+Cf06lmcRizRqBbnUYs9pMragwmmYrpueSXO/APhrn4Y3XEowqB4VQSoNVlwOI0YjKLYkkQhPPbji4fd/1qHbFD08o3d47x1JZufnj7TK6ZXoRZjGwIwuQpmDRN48tf/jJPPfUUb7/9NlVVVR/1JQnnKLPNQN38Akrq3MTCScL+OF27R9EUjZV/aiV0VJPXTa90cNEddZisBl59uJm5V1cy6/JyoqEE7kIrJquev35/Y8b30TTo3DVMTvGRuejJhJpWDB1rqCvI8s81cbB5hLH+CO4CCzVzvZgsBp77l20488wM92SPog0MR7NOffso2VxGrvh0Iy/8ZHvatEadTuLyTzVkbNr7fvQGGWeeJW1dV0HlqUkBFARBOBcM+KN8/fFt48XS0b795A7mV+VQ5jm5ZuKCcC6aNAXTAw88wB//+EeeeeYZHA4HfX19ALhcLiyW0zdULZyfJJ2E3WPG7gGTNYpvMMLW1zvTiiUAtNSozdX3T+fA9iHWPdMOUiro4eK769EbZOIZkvcO8w9G6Gv3Yc8xY3ebkGUdeqOOZJZmdSaLTDKq0NE8jN1jprfNx7QlxYR9MeKRJLFw8rhpd7Jed0LNd880nayjpM7Nnd9dwM5V3Qx3B8kvSzUPduaaxQJXQRCE02A0HKdjOJxxWyyp0jkcFgWTIABn351TFj/72c/w+XwsW7aMoqKi8f/785///FFfmnCOs3vMlNZ76GwZybhdVTXGBsI48w6FEmgQjyr0tfmJhRPklzuynju/zMFLv9jBc/+zlcBIFKvTQOOFJRn3NZhkrC4Tffv9SJJEx85h5l1TmTb6EhiO4sw1I2fpzVC/qBCL4+ychqY3yOQU2Vhyay0r7p/Boptr8BTakMV0EEEQhPcVT6r0jkXoHovgi2QOBzpMUTW6RsL4oxOnQR+7nyAIk2iESdPEL63w0dHG/19miaiC/pgbe5NVT9uWQeYsL+eVh5onHO8usCLJEmFfnLAvztbXO1l8cw0zLi1luDtI1+7RtHNd/YXpJGMKRTUuyhpyMJr1uLwWdDoptR7HqicWTrLltU4u+8Q03vztLpJHxZAXVLuYf00l+rO82aEs65Atk+ZZjiAIwkeuZyzCL1e18ecNXUQSCktqc/mHa6ZR67Vj1Kd/5muaxs5uH3f96j2+e10DxS4zPb7ohHMaZIlKEV8uCMAkKpgE4aNkNMu4C6yM9WeeupBXamfjSweOvCBBYbWTjS8dwGjSc8WnGtj0UgcjvSF0skTNHC/1Cwt5/ZEjiXe73umlYUkxZpuB2rleZlxSSmAkijPPgppUWfOXvQwdDCJJ0LSslHlXVyDLOmKRJGgqy+6eyisP7aR3nw80uPKzjQRHYyhJlcIaF85cC1aniNAWBEE4l/T5Itzz8HraBoMYZInrZhRx2bQC9g+FsBhkqvLTe+z1+aN88febqS90sL59hG9dPZWvPb5twmjSd66ZRp5dfGcIAoiCSRBOiM1l4qI763j2f7ZOGCmqnJHLUFcQNXlogwRLbq1l99o+0GDvxn4GOv3MWFZK0RQ3voEIHTuHeOkXO9Ia0SbiqYa2JouM3ijz8i93suKBGbz1u90ER4+sndI02PFWF26vherZ+az84x4O7Bimdq6XFV+cQev6Pkb7wrRtHmTOVeU48iwYxLQ2QRCEc9KObj9tg0Hy7Sb+720zeGF7L99+cgdxRWVZfT5/f9VUqvNs6A+tXw1Ek/zTDQ1sOJCaxZBjM/LUFxfz87fb2NUXoMxj4YFLa5la6MRqFLeJggCiYBKEE1ZY7eSWv5vL2if30dfux+o00nRxCdWzvfgGwsy8rBSLw0h+uYNd7/am9WTyDUTwDUfIKbLxyq92Zjx/aZ2HgQ4/e9b1ccvfzmXKggJGekJpxdLRNr3Ugc1t4sD2YQD2bRygY8cw1bPyWXJrLYWVTvSih4YgCMI57cUdvQD88w2NfPeZnRwciYxve2PXAGvbhnn+y0upzrczHIzx6zX7eWzDwfF9frmqnVvnlnLD7BIa+oNcPb2QmmNGpQThfCcWCgjnpJAvRmAkSsifudj4IAwmPYVVLq7+wgzu+qeFLLq5hgPbh/jj994jGVcJjMQY7gpishmomeNl2d31lDfkIOlg2qIi8ssc+IYieCsmhkDo9BIzLysjmVC55O6pBEdjzF1ekeoDlUXYH8dTaCO//MgXWyKmsGddH68+1EwkQ08jQRAE4dySZzdRV2CneyySViwdFo4r/OztNqLxJNu7fWnF0mF/3dSFP5Lgr5sOYvoIm5gLwtlKPH4WzimRQJz9O4bY+PwBAiNRXF4LF9xQTUm9B8spmottthkw2wzojTIWu5HW9X2YrHpCYzEWXFvFxhcO0LVrBINZpmFpMUtvn4KiqLz6UDPBkRhXfKaR/v0+Wtb0EIskKa3zMOPSUhIxBVXRePHnO9BUDUeumTlXlme9DrvHRG+bj4vurOfp/96C1WnEW+EgmVDp3j1KMnH29VsCUJIqyYSK3qBDFl/MgiAIH8otc0sYC8dZ2zacdZ+39gwwFq7jlyvbs+7zzNYe/un6RryOk+97JwjnOlEwCeeMRCzJ1tc72fxK5/hrvoEIr/yqmaW3TWHakkKioSSB4SiqouHMs2B1GTF8wNQ4m8uEzWWibFoOIz1B5l9bxUs/3zGeTJdMqGx6qYOOncMsvL6amZeUoZMlXvt1MysemIkzz4LeoGOgI8D2t7sorHLRvKp7/PyB4SgWhxGLw0AkMDEidublZbSs7sZTaOO6L89ktC9M955RrE4jV3ymEd1Z1m8pmVDwD0XZubKbwYMBcktszFhWhiPP/IH/GwiCIJzvil0WljcU8Oz23qz7OMwGFE1jLJJ91sJYJE59oWNCqp4gCKJgEs4hYX+CLa+lTzUw2fQ0Li0hr9TOSE+Y4Z4gO9/uZqgriE6WuODGGqYtLsJs+3C9iYxWPTufakuL8T5s6GCQSCDBhhcPYHebWHb3VNY/2860xUW88eguVFXj0numsvbptgnHrn26jeWfa2LVn1oZ6QkBoDfqmHlZGUpcZaAjwFh/mMrpuaz8457x43a908u8ayqZeXkZZutH33dJUzV69vp44cFtqIeSmPrafLSs6eWa+6dT3pBz1hV4giAIk4HTYmBBTS5Oq4Fnt/Vk3OdTSyrxOkxcUu9lV28g4z6X1nvJt4vRJUHIRBRMwjkjNBZDOyoW1Zln5uKP1bP5lQ42v9IBgCPXzPwVVXTtGaV1XR/vPrGP/DI7pVNzxo9TFJWwL04snERv0GG2GzIWVMm4QjgQR1U0JAk6d2VubAvQtXsEb4WD/duGCAxHcBdY8FY6+Nj3FtC+dQhHrjnjKJJvIMKetX0svL4KSZJQkhqSDlrX9dO+dRAA2XAoWvwYG188QPXs/LOiYAr5Yrz+SPN4sXSYpmq8/mgLd/zDAhw55o/o6gRBECY3p9nAFK+Dz19UzS9WpU+7W1KTy1WNhRj0MnfOL+P373VMaFjrtOi5dV7ZeJKeIAjpRMEknDP0xvQP+sW31PLGb3alBScEhqO8+dtdLL+vie49o4TGYmx48QD55Q5MVgORYJx9GwdY92w7sXDqC6Wkzs0l90zDlW85cp6RKBte2M+edX2oSY0rPtOAwSQTS2YOWjCYZKLBVEG0b+MAKx6Ygd2TKhDmLLcRHItidRozhjy0bR6gbmEhz/z3loznnjKvgP3bhzJu2/NeL44c84ceQfuwIoF4xoIQIBZKEgnERcEkCILwIXhsRu5fVsMNs0p4dls3kbjCNTOKqM6zke9Ifb6Weqw8+cUlfP+lXby5ewAJuGyal29dNY0yj+X4byAI5zFRMAnnDKvTOF50eAqtBIajWVPmtr7eScOSIja8cIDAUJRkQsWoaXTsHGbVY61p+3a3jvHMj7Zw8zfnYPeYCflivPDT7Qx3Bcf3aV3fT/2CQra/1ZXx/SqacnnloWYgtbbp2OlnNpeJ+ddWsvKPrROOlQ26VIDEkiJa3kmfo+4usFLekMMLP92e8X1j4STtWwapnefFaP5wv+7JpErYF0NJqOgNMla3EfkEn0Zq2vtsV99nh3OQqqgk4iL8QhCEU8dtNeK2GmkodmbcrtNJ1Hrt/OiOWfgiqYdYbosR+4f8fhCEc534DRHOGTa3iavvn86zP9qKp9DKYGfmedoAgx0BZlxaBkBemR1N0wj54qx7JnOCUGA4ykhvCLvHzFh/GF9/mPxyB0pSZaQ3ROfOYa6+fwbdraMMd4fSjp1xaSk9e8fGm9ROme/FbEv/1ZMkicrpefguj7D97a7xJrieQitLbp3C64+0cNm906hbWMjOVd0kogr1CwsprHay9pn2rAVJSZ2H955uo6Te/aEKppAvxpZXO2le1Z0qLi165l5VwdTFRVgd758+aHEYMVn146N2RzOYZUxWA9FQ4iMfCTsTlKRKYCRKy5oe+tp9uL1WZlxaijPP8qGLWkEQhBPhMBtwmM/9z1tBOFXEt7NwzpAkCW95al1QMq6yZ11f1n1tbhPRUAIkmLakmDd+s5tL7q4jt8ROTpGNnn1jJOPpAQ4DHQHKG3JRkuqhaHA/eqMOb4WT1vV9vPFoC0tvn4LRomffpgEMJpmKxlx628bYeiiMwuoyMnVRcdaAg7A/zlX3NaEoGrIsERiO8vYfdhMcjbHz7W4u/1QDRTUuVBX0htQ55l1Vyf4tgxMCJ/LLHahKqhAMjsZw5VtP+meqKCrB4SjxaJLcUjsWp5HAcJR4JMnap9qIR5PMu7oS/fuk3FldRi76WB2vPdwyYdsFN1TzzhN7iYaSLLqphtwSOybLufvRNHgwwNM/3DJeQPfu87Hr3V4u/1QDNXPy0RtEQpUgCIIgnE3O3bsS4bwk6SQCwzGe/Z8tXP356UhS5ulgDUuL6dg5xKWfmMbeDX1UzchlpCeM1WlEJ0tcfmEDQweDbHzpABw63pVvIeyLsePtLg5sP6rfhQQLr69Gb5RZ+cc93P3PF1A9M59wIM6uNT20bRrE5jZRt6CApotLcOZmXqsj6SS6W0dpXd+fcbs9J5VepJN16I66p3YVWLjl7+ey/rn9dO0exWCWD40+uXj9kVSBYjCd/E24bzBCy5pu9m0aRCdL1M71cs3909mzro+trx1Ep5ewOIwMdATYv20Q2ShTO8eL3WOaMFIkyzqcuRau/sJ0Wtb0MNoXxl1goWFJMZ0tI+M/z6f+32aW39dIzWwvkk466Ws+24V8Md54dNd4sXS0t36/m6IaF848sY5AEARBEM4momASzikhX4xXH25GSWg0r+5h2d1TWfVYK0ryyA3qlPkFVE7PxeY2seOtLmZeWsaud3vobh0b36d5dQ9TFxWx8Lpq1j3bjsEkU1Tjom3rYHqxBKDBumfaueb+6RjMMhZ7qliwOozMvrKcqYuLQAOz3XDctSqSDqYtLmbjiwcybq+d4yUWSU4YfZFlHSabgbwyB1Wz8lHiCm1bBtnyWidoqdEdq/Pkmvb6hiI8/cPNBEdj469tfPEA7VsHufQT0+hr99N4YTF71vWx5vG9AFgcBpy5ZoKjRoKjUVz5VtwF1vEwh/atg7Ss6eHSe6fhzDXTsqaXt/6wm1gofZreqsdaKax2jYdinEuioQRj/eGM25SEim8wIgomQRAEQTjLiIJJOKdEAwlCY6mb/P3bhkjGVZbf10hoLEYiplBS76F9yyCP/58NaFpq2lpwLJpWLB22e20vV3ymEVe+hSs+3YCqwtbXOifsd9jhBrXyUVOqdLIOm+vE+lqEfXE8RTZKp3ro2j16ZIMEi2+uZcvrB0lEk1x4ex2OY0aplLhKQaWT1x9tGU/jg9TI0qX3TEN/EiNMqqKyZ21vWrF02EhPiN62MS64vpq+/X66dqWu02TVc/knG1j9+N60gsDiMHDD38wmt8SeKgQkUJMqAwcC7Hg7c0BGJJAgGkqckwUT75NtoSoTR54EQRAEQfhoiYJJOKccG7Z2cNcIB3eNYHUa0Rt15JU72PxKx/g0vZrZ+bSuyzwFDqB9ywA3/90cLDYjgweDRIKZo7EBIsEEpg8RWpCMq7zxmxYuuL6aWZeV0d8RQCdL5JfZ2b22j32bBgDwD0e47suz0gqxzpZhdrzdzbK76wmNxhjpC+PKt+AusLL+uXau/GzTCfdjioYS7N04kHX7ge3DlE/LYc+6I4l9TReXsumVjgmjJ5FAgucf3MYtfzePsmk59LWPsX/bIBVNece9hnO1ia3ZpsfuMWUsRnU6CXeh7SO4KkEQBEEQjufcvCsRzlsWuwGTdeJzgLA/TtiX6vXjLjgSfiAbdcSjmXsnAcQiSXwDUfwjETp2DlFU7cq6b/XMPHQfYt2NxWEEFd59so1oJEnv3jH2ru/n+Qe3jxdLAMNdIQLD0bRjJUlirD/My7/Yyfa3uvD1h9n1bg8v/nQ7Ax3Z0wIzkiR0cva/h06WQCcRP6pZbkGlg54Mo3QAwdEYIV8Mu8fIzMvLiYaSyHpd1nVVOcU2zPZzM73J5jZzyT3TkDL8eC+4qRqr49z8ewuCIAjCZCYKJuGcYnUZuejOuozbFt9Si91j4rqvzGLWFeUYLXoGOvyUNeRkPV/Z1BxWPbaHiD/BtjcOMv2S0oxFkc1torjO8+Gu3WGgaVkJkFqX1LVnlJHeUMZ9h7uDaX8unXrkvX2DEbr2jDLaGx7fdmyM+fFY7AYalhZn3T5lnhdZr0v7uamKhk6fvciKhRLIepmcQhu187xse7OLC++smxDskF9u56r7mlCTKpFA5h5ak11RrYvb/2EBNXO8OPPMlNS7ueFrs5i2uBiDSQz6C4IgCMLZRnw7C+cUWdZRMT2Pm/92Duuf289IbwiX18KCFVXklTvQG2QcOTIX3FDNzEtLgdRUuLZNA8SjStq5HLlmXF4LQweD+AYjIMGOt7pY/rkmNr54gMHOAJJOonJ6LvNXVI2HG3xQBrOeuVdVYneb0MkSsl6XFlaRdm3HvJfVaWTu1RVseqkj7XWjWebC26dgOsHpeADJuELljDx2v9fLUOfEwqyo1o0rz8Kc5ZVoKtTM8SJJcMUnG0CC7W920dvmS7/eQ2uuZL2O0vocNr3UQfvmAVZ8cQadLcMER2JMW1KEklR55aGdjPVH8BRaWXhDNYXVrnOqP5PBKJNXaueye6cSjyroDXLGUVFBEARBEM4OkqZla3l57vH7/bhcLnw+H05n5i7YwrkjFk6SiCvoDbrj3nBrqsbYYIR1z7Sxf/sQsqyjdq6X2nleuveMUlDlQidLGC16Nr/SwUh3iMYLi3EdmtrX0zrKrCvKceaefLqZpmqE/HE0VUNv0GFxGFEVlXAgwYYX9tOyumfCMSabnjv+YT6OnPT3iwTjjPSE2Pr6QSL+OGXTcpi6uAhnrvmEIroVRcU/GGHDCwfobRvj0numEQnE2b22D50sMXVxEfll9vF+TpFAnOY1PWx4fj+qkvoYMZpllt5RR/uWQQ5sHwKgalY+l94zNe2/QWAkyvY3u9i9toeCKieNF5Yw2hdm7VNtE67rojun0LCkOC1MQxAEQRAE4cM60dpAFEyCcMhwd5DhnhCaqtG1a4TaeV6a1/RwYNsQmpYqBmZeXo7RJPPOE/uA1GsrHphBQbUL+SSDCsK+GHvW97Pl1Q4igQS5JTaW3FKLt8qJyWIgOBbjjUdb0hLzLA4D1315FnlldqRMC2GARExBSaoYzPJJXdNwT5C/fn9jWgNcd4GVuVdXUNGUi8WeHk3esXOI5x/cPuE8kk5ixRdn8OqvdjJ1SRFzrqzA5p6YFKgkFSKBJKChJFX+9M/rM46oGUwyd/7jgg9UkAqCIAiCIGQjCqYMRMEkHE9gNMrj/7aBaCjBhXdMYffaPgY7JwYmXHBTDW6vBYNRxlNkw+YynnSqWzQUZ+WfWtmXIY3uqs81UT07H0mSiATihHxxxvpDWBxGXHkWbB5T1mLpg4pFkrz2cDMdO4czbr/pG3MonuIe/3MkGOf5B7cxcCBzoMSsy8uYdUUZJqsRveH9fzZ97T6e+K9NWbff9q15eCvF76wgCIIgCKfOidYGIvRBEA6xuUxc88UZmKx6bC5TxmIJYMsrHRjNegqqXThyzCdcLCkJhcBIFN9gmEgwwUhP5kCH1Y+3EhpLBR5YHEbySu3Uzi2gpM6DPcd8yoslgHgkSWdz5mIJYN+m9Oh1JanhH4pm2RtG+8InXCwB6I7T0Bc4bmrf+9E0jeBolMGDAQY6/ARGoiii35EgCIIgCCdIrDQWhEN0OomCSgd3/H8Lso60QGptlNlmwGQ58V+f4FiMra910ry6m2RcxeW1MGd5BYOdAXau7E7bNzQWJx5JgOfEGt6eCpKUCmQ4ejre0YzH/F0NRh25xbaMDX8BCqtdyMdJzTuW1WHA6jQS9k9MxnPkmDE7jBmOen9KUqGv3c9rv24eL0JNVj0X3VlHxfS8k/pvKAiCIAjC+UmMMAnCUXSyDkeOGVd+9vUyOp00oYA4nrA/zmsPNbPtjYMk4yqSTiIRU3jnL3vJK7WTV2af+B56HUpSwT8UoW3LADtXdTPYGUiL2lYVlcBIlMHOAMPdQUK+ic1QT5TZYWTq4qKs26fMK0j7s8lqYOEN1Rn31Rt1TJlfcFIjYTa3ias+34R8zIiU3qhj+X2N2DOsgTra4VGkoYMBBg8GCIxEUVWNwHCMZ3+8dbxYglTB+9qvWxjNEtkuCIIgCIJwNPF4VRAysDoNWBwGIoHEhG2187xYnScecx0cidKzbwydTmLOVRUUVDnxD0YwWQ0YLDJzr6rglV81j+9fOi0Hk1VP154xXvrZjrQghLIGD5d9ogGDSebAjiFW/bmVWCjVQNbltXDlZxrJK3OcdANdvV7HnOUVHGwZSUWoH2Xe1ZXYMox25ZbYWX5fIyv/1Eo0mBi/his+3Ygj5+RGxyRJwlvp5GP/uID2rYMMHAhQUO2kakb++54rmVDobfPxxqMt44WR2W7gmvun075tcDzB71jrn9vP8s81iVEmQRAEQRCOS9wpCMIxknGF7W93ceknpvHW73anTRMrqnExdVERibiK4QRrgr79PpDgsk9OY+/GATa+eGB8m8mq56rPNVFY7aSv3Y/dY2LZx+pIRBVe/On2CTf7B1tG2b2+j8JKJ6/9uiVtm28gwtM/3MId/9+C446QZePIMXPj12fTu8/H3o39mO0Gmi4qwZlnwZyhj5PRrKd6tpeCKhfRUAKdTsJsN2BzfbCphLKsw5VvZfYVFSd1nH8oyvP/sw1VPfKzigYT7FnXj68/nPW4kd4QybgiCiZBEARBEI5L3CkIwjFUVcM3EOXdJ/ax5NZaACKBBM48M2MDEdb8ZS/Xf3UWAImoQjgQJxZKoDfJWByGCfHbVqeJisZcBjsD472JDouFk7zw0+1c/9VZRPxx8iucOHLM7FzVnXVkRI2rvPdMe8ZtiZhC2+YB5iw/uaLjMLvHzJT5ZmrmpFL63q9/k04n4cgxf+imvR+UklTZ8XZXWrF0WGgshrvQStee0QxHgttrOeFQCkEQBEEQzl+iYBKEYxjNeuoXFvDmb3fz2q9bMJhljGY9kWAcNakxZ3k5ZpuBsC/G+hf207KmF+3QDXtBpZMrPtuIK+/ICI+3woGiqKz6U2vG90vGVfxDUeoXFo6/FhiOZNwXUut9siXsQSqiW1XUk446P9qHOfZMSsaVrGmGnc3DXPulmTSv7hn/73O0+ddVYcowciYIwpnROxZhW9cYa9uGKc+1ctnUAopcZkyiSbUgCGcZUTAJQgalU3NweS34BiIkogqJqAKk1sY0XFiCBmx5o5PmVT04cszUX1CIzW0iMBzljUdbWH5f0/jUNJvbRE6RjXgkmfX9fAPpU8dK6jxsfqUz475KQsWZZ2boYDDj9pxi26QpeD4svVEmp8hG/37/hG2qotG7b4wVX5zOa4+0jK/10ht1LL29jrwSx5m+XEEQDukYDnHnL9+j13ekPcH3X9zNL+6Zy7RCB2ajjEkvMxSMEY4r2E16vE4TJr0opgRBOPNEwSQIGThyzNzwN7NpXt3Nrnd6URWN2nleZl1ejivPgn8ows63upl9ZTk5RTZ2rurGNxDBU2ilaVkpkWB8vGCS9TosdgOOXDOB4cy9iwqqXWl/zimxjxdsx8ottbHg2ipe/NmOCdt0OompF2RPuzvXyHodMy4rY9faXsgwg7G8MRdvhYM7/mEB4UAcTdGwuozYnEZk8RRbED4S/kiC7z3TnFYsASRVjS/+YTN//OxCIgmFxzYc5KWdfSiqhkmv41NLKvnM0iryHR/NFGDh/fX5IvT5Y4yEYpR6rOTbTXhsH6wthCCcTUTBJAhZOHLMzL+2iqaLSwENs+1II9ZEXKGsMQeDSeaN3+waP6a3zUdvm49ld9fjKbQhHxrpsXvMLLqphlcfap74Prlmcottaa/pDRLXfmkm3a2jrHtmP5FAHEeumaW3TSG3xI6mwsIbqtnw/P7xtU4mq54rP9OI/SQT6iY7V56Zqz7XxBu/2TU+Eqg36rjozjo8RdbxqPiPap2VIAjpRsNxVu4dzLgtllSRJPjpW2282z6c9vrPV7ajqBrfuLIes3jgcdZp7Q/wyV+vp+eoQnhZXT7/ccsMCl3i81eY3CRN0zKvLD8H+f1+XC4XPp8Pp9P5UV+OMIn5hyIMdwd55aFmlAzNXo1mmTv/cWHaTXo0lKB9yyBrn2ojGkrFcJdO9bDs7qnjqXaRYJyBA342PH+AwEj00GhSNWa7AYNRxnZUP6JELEnYnyA4GkXW67C5Tdhcxkk9HS/sj6EqGrJBNyE843gURSXsixMai6FpWupnIUaRBOGstG8gwOU/XJVxm06Cxz+/iFt/vjbjdpNex7NfWkJVng2jmJ531ugdi3DDT95hIDCxH+Cd88v4x2sbGIskCMaSmPQ6cm0m7GbxzF746J1obSD+tQrCB2B1GhntkzIWSwDxqJIaFTqqYDLbDExdXERZQw7xSPJQUWAYDx6Ix5I0r+5h3aEEPJ1eIhFTWft0G7OuKKeyKTftPQwmPa58/QeKED/bRAJxOltG2PjiAQLDUXJLbCy6qYb8Cgcmy/sHM8hiFEkQJg2HyUCxyzw+EqGT4LJpBVw3owijXofZILO0No81+4YmHBtLqrQPhjDIOqrzJzb9Fj4aHcPhjMUSwJObu7lrQTmffHQDI6E4Ogkun1bAP17XQKnHeoavVBA+mMn7KFoQPkJ6o4zJdvwb+UzNYw/HcOeW2HF7rWkpbRF/gvXP7Qdg5mVlXHVfqj9TXokdNallXf80GcUjSXwDYbpbR+k/4Ge4J8jGFw8w1h9GSaoMdAR45kdb6dgxnDEyXBCEyavAZeZ71zcCIOskfnD7LMo8Fr795A6+8PvNfPzhdcypcPO96xomHCtJoJd1/P69DhKKcqYvXciix5c92TWuqHSNRRgJpXoaqhq82tLPvb/eQL//3PleE85tYoRJED4gu9uE2WYYn16Xts1jwuI4uchq32AYTdWYe3UF8UgyLdRh+1tdVM7I45KP12N1Tu41SmF/nPXP76dldTeHJwTb3CaW3VXPe8+0M9x9JP1v9eN7Kap1n9DIkZpUUVQNg1FM0xGEs93imlx+++kF7Or18+aufp7b3ju+bSyc4H/e2MdnllZx/cxint3WM75tWZ2X99qH2dw5Riim4LaK3/ezQXV++jpcq1HmptklLK7JQ9ZJ5DuM5NiM40UTQNtgkNb+AKnEHonBQIyEopLnMOG1m0S8vHBWESNMgvABWV0mlt/XhE5OH0mSDTqu/GwjNvfJTQ+T9TqMFj15pXZ2vN09YfuB7UN07Bz5UNf8UVNVjT3remledaRYglST2dceaWHBdVVp+0eDCWLhiQVp2j6hBH37fbzxu1289PMd7FzVTWAkQiyaZKw/TMuaHnau6makN0T0fc4lCMKZ4TAbqMixsqw+n+d39Gbc5/fvdbBixpHUz5mlLu5ZVMGf1ndS5rEQTShiBPosUey2MK0o1aqhLMfCzz8+l6FgnK88toUv/H4TP3i1lR/cNpNZZe6049a2DfPtJ3fQ2h/gM7/ZwE0/fZfLf7CSP6zrZCwcz/BOgvDRECNMgvAB6XQSRTVOPvaPC9n9Xi9DXUG8FU7qFhR8oLU0jlwL1bPzaNucOT0KYOvrnVRMz8XqmJwxrWFfjM0vZ+4vFY8kCY5GJ8SvHy/EIhZOsO31g2x86cD4awdbRrC5jVz/lVmMDYTxDUZoeaeHaDDBzEvLmHt1BZZJ+vMThHOJxSSzq89PtuipWFLFYzXwoztnYTPKdAyH+eqfthCOK9yzqIL32odpLHZRk2/POAVaOHO8DjMP3Tuf7zy5g3sWVfCNv2xj8Kg1Te+2DbOlc4xf3DOX+367kVgytf63wGmmYzjEO/uG+Pcbm/jC7zcTS6r8y/MtVOfbWFbv/aj+SoKQRowwCcKHIBtk3AVWFl5fzVWfn878FZW4vVZk/ZFfreBYlO7WUZpXd9O1Z5TgaOY52zaXkcYLS4iFsze4jYWTaMrkfaKqJLWMUxgP8w9FsbmOFDO5JXbM9sxTGxVFJeSLk1tq56rPN9GwtBj5UOx7aCzOhhcOcGD7MH37fVz+yQZyim1se/MgAx0Tm9wKgnDmeR1m8h3Hn2LsjyQJxZL8v1da+bcXdhFLqnzr6qk8s7WH//tKKzt7/PSJdTBnhRK3hZ/cNZvO4XBasWSQJaYVOSjLsfDUlm6ubkqNGtqMMgurcijLsbKnL8h77SM8dO88rmgoAOAHr7amTeEThI+SGGEShFNAkiT0+olPOH0DYZ79n634h458ods9Jq7/6iw8helzvmW9jtwSO1Uzczm4K/PUu/KGHEzWyfFrG48mkSQJg+nIPHTZIGFzGwmNZf4S9BRYads8AKT6Sl3x6YaMo2mBkQh7Nw6w+eUOYuEkOp1E9ex8lt/XxGsPN5OIKbRvGeSKzzTwyq+aGToY5MrPNvL8g9vY9HIHhdWutMANQRA+GsUuC6UeC12jE0MDZpW52d0XYHevn/+8ZTqt/UFy7EYe33CQV1v6AfjG41t54v7FFLsnf1rouUCnk3h9V+q/jSTB/RfXMKfCw44uH3pZYmapm1hS5c3d/fzinnl879mdrNs/CsBbe+CRdw/wHzdPxxdJsKvHTywpgj2Es8PkuPMShEkoEojzykPNacUSQHA0xks/38ENX5uNzZX+dNVglKmckcemlzsJjaVHtOqNOmYvr0B/locaBEeidLaMsGddH3qjjhmXlJJf7sTqNGJzmVhwbTVv/X73hOOsTiO5pXaKal2U1Hkoa8jJOLUxHIixe20f65/bj8VhYO7VFeSXp+bOh/0xltxay9t/2JNa2yClith4JEn37lFK6zwERqMoycxx8IIgnFlFbgu/umceH394HcNHjSaUeix8/Yo6vvbnrdw0p4TO0TD//uIufJH0EWpVg5++3caP7piFzSRuaT5qep2O3EM99P7x2ga2HfTx07c3pu3z9Svq+Ov9i/nBK3vGi6XDFFXjn59r4b9uncGq1kGiCZVH3tlPS6+fueUelk7Jo9hlEVMwhTNOfLoIwmkSCSQY7Axk3DbaFyYSSEwomAAcORZu+sYcNjzfzt6NA6iqRnlDDotvqcWVd3b3GQqMRHnmR1vwDRx5WtzZPEL17Hwu/lgdVqeJqll5RALVbHzxAMlDfazySu1c+dlGPIU2CqtdGc8dDsTR1NSUvq2vHxzv1bTp5Q42vdQBQH65g6W3T6Gk3o0kSQwcODL9rm+/j/xyB06vBaNomCgIZ42pRQ5+/cl57O4L0jUapjLPhgT83V+3MxyKc+OsEv7j5d0TiqXDdnb7CMaSomA6zXyRxHgQg8NsIMc2cfTfqNfxqcVVbO/yYZB1PL11YoDRD19rZX6lh3fbhjO+TzCWxGLQcd3MYq760arx9U5/2diF06znsc8toqE4e4NRQTgdxKeLIJwmifjxpxIkYtm3u/ItXHxXPQtvqAHAaNaf9VPxFEWleXVPWrF0WPuWQWZcUorVacJiNzLz8jKmLCggGkygN8qY7YasQRYhX4wD24fY/mYXibjCJR+fSjyaZNHNjbz6UDPxyJE1X4OdAZ790Vau/dIMVEXltV/vGt9mcRhJxBRmX1l+1o/SCcL5RJIkilwWfrv2AM09Afr9UUbDCSQJ/r8V01i/f4SC46x1KnZbMBvEkuzTRdM02gaDfPfpnaxtT00Xn13u5l9vaKK+wIFBn/6zr8q38d0V03jwrbas5/zj+k4ubyjgqS0TCypIjTze/at148XSYf5oki/9cTN//vyi913/Jgin0tl9ByYIk5jZZkCnkzLG3koS79unyWDSY5hET0yjgQS71/Zk3b5zZTdFtS50Oh16g4wz14Iz9/jrDkK+GK893Ex369j4a4mYQulUD127R9KKpcOUpMqedX3Yc8xpARP1Cwtx5Jje9z0FQTjzvE4z/7Cigd6xKGv2DSHrJOoKHDy5uQtV07jvwhqe3NKdMVHvK5fW4rKI5MvTpWs0ws0/exf/UZ+3WzrHuOVn7/LiVy+kJt+etr/HaqS+0MFQMHbsqcYNBmLMPiZi/LDljV78kUTaFM2jtQ+FGAnFRcEknFHikYwgnCZWp4GmZSUZt9UvKjrnoq01NNTjJPh9kH4pIz2htGIJ4OCuEWpm59Pfnj3trnefD/3hpocSLLyhGm+Fg/xyZ1qCoSAIZ48cm4nGEhefv7iGexdVMKXAzt9fNZX/c/N0qvNt/Oj2WZiO+v3VSfD1y+uYkeXGW/jwFFXj6S3dacXSYbGkyq9WtRNNTJwtkWc3cUF1btbzLqzKZVa5G4CafBvXTC/kwil52E0yn7uwhl7f8ZMPE4pYhyqcWZPn8bUgTDIGk565V1VgshrY+noniaiCwSQzfVkpMy4txWQ5t379LDYDU+YXsP3NrozbG5YUo9OdXLFyODHvaLvf7eXGb8zh4K7RDEccuhanEW+FnUs+Xk/xFA8Wp/Gc+3kLwrnMoJcpcqWPBl/VVMicCg/tQ0ESisYUr508u0msXTqNwvEkK1uz9wZc2z5MIJrAbEif5mwx6vns0iqe29YzYVqdy2LgmumF/HVTFy999UI2Hhhh3f4Rar12/nZ5PTu6fBS5Leh1EskMD9rsJj0ekXIqnGHiU0YQThFV1Qj746BpqXU5NgNWp4m5V1UwbVERibiCwajD6jIi60/fGhpN0wj5YkQDCVRVw+IwYnMZj9sA9lSQDTIzLy1j38aB1M/hKEW1LvLK7FmOTBePJokE4oz0hCiu81AxPY/mVd107EwtEE4mVF7+xXYuvbeB9i2Zv8inLirC6jJSNi37E05BECYXk0GmLMdKWY71o76Uc9JwMMZwME4onsRtNZJnN2LU6yh0ZQ8byrWZMB7z3RJPqiSUVHT4g3fN4adv7WPLwTEkCZbU5PHZC6t4ZWcfVzYW8plHN9Bz1GjSI+8c4LvXTqNjKMQ9iyp45J0DE97z75bX43WK6XjCmSVpWrYe2+cev9+Py+XC5/PhdIqEFeHUCfli7H6vl22vHyQaTFBU62LxzbXkFNvT+hCdbkpSoa/dz2u/bh7vdWSy6rn4rnoqGnMxnoFRFv9whF3v9LJv0wB6g47pl5RS0ZiLzf3+X3DRYIIdK7vY8Pz+8bUKsl7H4ptrGOgIsGdd3/i+y+9rZKw/wrrn2uGoT7FpS4rIKbJRPTs/bb2SpmpIIopWEARhgs6RMF/8wyZ2dqemOksSXDejiO+uaKBzNMItP3s343EP3TuPy6elGs32+SJs6Rzjic1dWAwyy5sKGQ3GGQnHqSt0ICGxqWOUv2w6yOcvqmZr5xivHOqndTSdBA/fO5/W/gAmvY6NHaNE4goJVeWm2SUsrc0X65eEU+ZEawMxwiQIH1I4EOfN3+yis+VIs9mevT6e+K9N3PD1OZRMcZ+xa/EPx3j2x1vT1hLFwklefaiZW/9+LgVVmSO7TyVnroV5KyqZvqwESSdhsZ/4Wq3+Dj/rn9uf9pqSVFn9l72suH8G+zYPoCRVpi4qIq/UgbvASnlTDt2tYyhxlbwyO127R5H1OqzO1PsGR6P0tfvYt3kAq9NEw5IiHDlm0bhWEAQB6BkL83pLP/ajpjZqGjy7rZdZpW7mVHj4wsXV/Hxle9px91xQPh7c0OuL8KlHNrC770grjee293LdjCKW1eczGIhhNsiEYkniSZWZZW7+7yt7Ml6PqkFrf4CKHAvFHiv+aILu0SgXVOcws9QtiiXhI3FSBVMkEmHTpk3k5OTQ0NCQti0ajfL444/ziU984pReoCCc7Q43aj2WpsHqx/Zw/d/MzhqZfSqpikrL6u6swQvrnz/AlZ9tPCNreWRZh/Ukp0xEQwk2vrA/80YN2rYOMGd5OZXT8+jYOcxf/mMjnkIr0y8uoajahd4k0906StXMPHJL7egNMoHhCM/8aCu+wSNR5zve6mLxLTU0LCkWRZMgCOetfn+UVa2D/HZtBwlF5ZJ6L/ddWM13ntpBvz+VcFfttXPrz9dy69xSHvnkfJp7/CiqSlOJi0hcwWHWo6gaT2zqSiuWDntuey83zi7h56t20zsWZUltHj//+FxyrEaOlwNU4DQTjCvc+JN3xvf788aDlHos/PG+CygX0zKFM+yE75xaW1u58sor6ezsRJIkli5dymOPPUZRUREAPp+PT33qU6JgEiataChBMq4gG3TIso5wII5vIIzemIrAtrqNyBnWAR2b4na04e4Q8UjyjBRMyaSatVEuwEhPkGRcOWvDD5SESnA0ewxtYDjGohtr2fjiAXa83cX0ZSV4Cm28+1QbYV8cJChvyKGyKQ+z1UAyrrDhxQNpxdJh7z7RRkVTniiYBEE4L/X7o3zpD5vZ0HEkPGd3X4CSbRb+4+YZfPo3G6jzOtjZ7Sepajy24SB/3niQmnw7siTxv2/uwyDrmFNxMXqdxB/XdWZ9r6e3dFNf4GBvf5BXmvtY1TrIC19ZyrQiB7t6M39n1RU4uOEnayYUVV2jEf7t+RZ+eMdM7Cbx+S2cOSe8Cvzv//7vaWpqYmBggD179uBwOFiyZAmdndl/SQRhMohFEnS3jvLCz7bz2L+up2PnMOuea+cP33uP5x/cztM/3MJj/7qOntYxlAzxqcdrKKvTSejkM7NuRtbryCnJHqzgLrCe1Q1bDWaZ/ApH1u3FU9yoisLOVd14Cq3klztZ9VhrqlgC0KCzeYRnfrSF4GiUSDBB67qJ8+MP278te/LTRyUZV/APRRjuCeIfjpBMiuhcQRBOve1dvrRi6bDusQir9w5ycV0+drOekdCRh1iaBvsGguzpD5BUNQx6CUXVCMaSE5LwjhZLqhiOetgYSSj8es1+/vn6RuQM60pvm1vK9q4xEllmS7y+q5+Ro3rsCcKZcMIF07vvvsv3v/998vLyqK2t5bnnnmP58uVceOGFtLe3v/8JBOEspCoqIz0hEjGFGctKueYL00nG1VQ09lGf1fGowvMPbiOQYQSkZIobKUtNVDMnH4v9zDwFk2UdTReVZA02mL+i6qwdXQIwmvXMX1GV8WdpMMnULywgOBpHUzUaLixm8ysdGc8TGI4y1BVEklLrn7LJ1PT2oxTyxVj7dBvvPrmP7W928fbvd7P+2XbCvuyjboIgCCcrllD40/rsD7tfbelnaW0e7YPB8V5KJr2OpbV5XFLvJc9upNBp5hcfn8t3ntzBj17fy7L6/Kznu7gun40d6dPWH9/YRZnHwjMPLOHCKXmYDTpK3Ba+ubye5U2F9Puz92FSNUiKPkzCGXbCBVMkEkGvP3KzJUkSP/vZz7juuuu4+OKLaW1tPS0XKAinU2Akxrpn9/PCT7bz6kPNDBwMsPX1zF8kqqJl7AtkdZm47JMNcMyNvjPPzAU31mA4gz1CHLlmrrl/etqol96oY9nHp5J7nNGns4Xba+XaL8/CkXskxjan2MaNX5+NI8eM4dAImd1jZqw/nPU8PXvHMJr1FB8ncKNyRvYv+DMtFk6yb9MA5Q05FNW4sblMFE1xU1LnoeXdHhKxs6u4EwRhEpNSSXRZNx/adkm9l4YiJ39/VT0P3jWb6nwbeQ4j3756Gr/6xFy++3Qzq/cN8fLOPm6fX4Y7wxTnxmInFqPMwZH0qdEWo4wkSTSVuHjwrjm89c1l/PnzFxCMxHngD5uZVpQ9rawqz4bdfPY+/BPOTSf8L27q1Kls3LiRadOmpb3+4IMPAnD99def2isThNMsGkqw6rE9dO85Mi3B6jASGM7+ZGu4JzThNYNJpmpmHnd9byF7Nw4QHI1S2ZSLt9KJ3ZO9f8XpYDDKlDfkcMf/t4CwP46qaNjcRqxOI3rD2Tsd7zCDKXX9t/ztXKKhBJJOwmw3jK8BMzsMeAqtJGMKJqueWDhzIeHMt2C06Fl6+xT++p8bUZPpUztK6t248s/sf5vjiYbi5BTbiEeSjPSGSCZUyqZ6CPli5Jc6iASTZ7TwFgTh3OWLJFjeWMjruyY+AAS4dU4p1zQVcef8cpKqSjiucN9vN41v/8vGLmaXu/nG8jru//1mnBY9qqrx4Mdm88y2Ht7ePYjJoOP6mcVcNCWfrQfHJrzHXQvKybWngoFcFgMuS6rYuqAmj5+v2s/egSAX1+VnbJr7z9c34nWcPZ/fwvnhhL+Bb7rpJv70pz9xzz33TNj24IMPoqoqP//5z0/pxQnC6RQNxulsHkHSSVROzyW/3IHBLFPRlMv+bUMZjymt82R83WjWYyzUs+DaqtN5ySdEJ+tw5Jhx5EzeLxSb25Sxb5PNZeLqL0xn/fPtNCwtZsurE0cDdXqJsqk5AOQUWbn92/NZ91w7XbtGMVn1zLysjCnzCk46xe90UlWNvev72fVu7/hrrev6KKx2MvfqSpLxiWvnBEEQPoiRYJyEorKoOpe17cNp2ypzrayYUUSxJ9XDbuvBMf73zX0TzrGlc4ztB30sqs5lToWH/359L1s6R7mqsZAvXVpLQlF5raWfn77dxi/vmYvZoCOaSE2jqyuw84lFFWnrmg5rLHayrD6fH73eyg9um0lTiYs/b+hkOBRnVqmb76yYRsNxRp8E4XQRjWuF89bAAT9v/m4Xi2+ZQvuWAXr2jmGy6pm+rJRYOMnqx/eiHRXRY7Lquf0f5uPMtaAkFcK+BEpSRW/UYXOZRFPUMyg4GiUeTfLe0+1pxa3eqOOaL86guNaFrD8yohaPJIlHk0iShNVpPOv+W3XtHuGZH23NuG3+ikqmLCjAU2A7sxclCMI5aXevnxt+8g7/fEMjiaTGCzt6iCc1Lp3qZUqBnRybgfmVuQz4o/zg1Vb+vPFgxvMUOs3cv6yGfIeJL/5hc9b3+/oVdRhkiZ3dPm6YVcKMUheFLkvW/Qf8UTZ3jvLouweozbdz05wS8uwmnGYDHtvpT5wVzi+ica0gvA+TTc/im2t55Vc70wIA+tpbqJ3nZdFNNbz7ROrJWl6pncs/1YAjx0zIF2PbGwfZubKbREzB4jCw4NoqauZ4sZyB+HCB8amOl94zjdD1MYa6gphtejxFNmwuE7I+/cml0aLHeBYGXgRGooTGYrS805t1n9b1/dTOKziDVyUIwrnMYzWSYzPyrSd2UJFr5dKpXvQ6Ha+29PG/bwZ4/esX448k+MvGgwRi2dPogrEklkPrSnUSWfsqWYwy911Yjapq6E7gYZXXaeaqpiKW1OahauA065GyJSsJwhly9t1BCMIZYjDp2f52V8a0tH0bB5h5WRl3fHc+Op0Oi92AxWEkGkqw+rFW2rYcmVcdCSRY+afWVNLepWUTbtaF08dsN2C2GyZFoMWxRnqCPPXDLTQsLSYezR7qEI8mkfXiZkEQhFOjwGXm/902k0/8ej0dw2EeeefA+Lb/uGU6XoeJPn+Uxzd18dml1by4oy/jeS6qy2NXjw9Fg0unerOuibqk3gtwQsXS0Rxm0WdJOHuIgkk4bykJhc6dw1m3H9g+xAU31KS9FvbH04qlo2148QA1c704c7NPNRAmB03ViIYTSJKE2Xbqv7TD/hi73+vj8k9Owz8cxZVnpmNH5n+LlU152Fxnz3orQRAmv7kVHl766oU8tbkLu0mPx2ZkTrmHEo8Fk0EmnlTpGA7jtOipybfTNhhMO95s0PHZC6vJtxnpHI3gthrYenCMoWA8bb+vXT4Fr0N8fgmTnyiYhPOSoqhoWioeP9syPkknERqLEQ7EMdv0mK1GfIORjPsCJKLKWdfbRzh5gZEobZsH2LOuD5vbxNyrKzGaUtNO9CYZiVRIg9maGt36IGKRJAaTzPM/2Q4aLL+vEZfXgm8g/d+XwSwz+6rys7rhsCAIp09SURkIxAjHk5j0MvkOE+ZTkHhqNsg4zXoumpLPcCiOqmn0+iO4rAYcZgNOs4Fil5l/eraZH94+i9d39fPM1h4iCYULp+Tx9SvqWLVngM9dXEtZbmp95dMPLOH1ln5ebenH6zBx7+JKqvJsOC1ipEiY/E66YFq1ahWLFy9O68kEkEwmeffdd7noootO2cUJwqkWjyYJDEfZsbILV76Fqll5tG3OPGJUUufhlV/vYM7llXTsHCY4EqV6tve4558M0d1CdoHhKE//92b8Q1Fyim1Mv7iE1Y+1MtgZAFLpfQuuraJ77xi+gTAX3VmHI8d80mvX4uEk65/bP/7nVY+1cuknpnFgxzD7NvajJFQqZ+ax4NoqXPnWU/p3FIRzyYA/SvzQAzBN04glVdxWA/nnQOz0cDDGE5u7ePCtffgjSUx6HbfPK+NLl9ZS4Pxwf7++sQgdI2Ge39HLqy39SMDyxkJMsowOKHBZ+KfrG/nc7zbx2d9u5PJpBfzzDY2YZB2jkTjv7Bti2dQCjEdNQS/1WLl3cSW3zy9Dr9OlbROEye6kU/JkWaa3txevN/3GcXh4GK/Xi6KcvfG3IiXv/JZMKLRvHeK1XzeDlur5c9Xnp/P6I81EAukLWxuWFpNTYsOVa+HVh5tJxBS8FQ4uvKOOsD/OaG+Ilnd68A8d6dlUUufmqi9Mx5yheZ9w9lMVlY0vHWDD8wcAWPHADF5/pIVYOIkj18yMS0tx5lrQyRLOXDOjA2EObB9i6uJi3PmWE542p6kab/9pDy2re9JePxxvP2V+AfllDmxuo+i9JAhZjITivL1ngB++1krXaIQCp4l7F1ViMcr8bm0H/3XrDGaUujDqJ+dDrHhS4Rcr2/nBa60Ttl021cv/u30mHusHDxna1evn049uoNeX3new1GPhp3fPoanYRSieZOvBMb7/4m5aev3k2ozcMb+M+kIHsaTC1U1FYp2RMOmdtpQ8TdMyppUMDw9js4nYW+HsFfbFefO3u+DQI4JETGHVY3u47N4GeveN0bVnFJNNz9QLigCwuoz07h0jEVe46GN1JKIKrz7cTGAkSl6pnQXXVtO338fOld248i1c8olpoliaxCLBBHve6wfAW+FgsCNALJwkr8zOguuqee+pNkZ6U42L7R4TC2+opqDKhV6WGOkNjhdMYX+MSCBBMqFgthmxOg1phY+qaoTHYhPeX1M19m8bonefj9u+M08US4KQRSyh8Nj6Tv7rlT3jr/X7Y/zXK3u454IK5lZ4+Niv3uOlr15ErXfyBcIADARi/PTttozb3tg9wGAg9oELppFQjBd29E4olgC6RiO8tWeAshwLHquJC6fkU/dJO6G4QjiWJJJQKHBZyLcbsRjFZ5Rw/jjhf+0333wzkFrz8clPfhKT6cjTVEVR2L59O4sXLz71VygIp8jYQBjlUOO8w3wDEZ5/cBsldW6W3j6F3e/2subxvYT9qYWrsy4v48avz2bv+n6ajxoRGDoY5PVHW7jknqnc9p152FwmsTD/HOLyWhnsSk3Du+CGGl55aCeJaCpCfuF11ZjsBkKjMXJL7fgGI3iKbEQCMSLBJC//cgejvWEAdLLEzMvKmHVFOdZD0/ZkvY7KmfkcyBLyUDzFdVqCJgThXDEYiPHjN/Zm3Pan9Z384p65/GVTFw+tbuefrm88JWt+zrRANFWcZHNwJExdgSPjNk3T6PfHGA7GSKoauXYjXodpfLQtFFN4M0uiHcCbuwa4pqmIRFLD6zRTcJyeSYJwvjjhgsnlcgGpX0SHw4HFcuQXyGg0csEFF3Dfffed+isUhFNESWaffdrdOkZwNJZWFAFsfeMg9RcU0rymJ+NxW1/rZMUDMxjpCdG8ugdHrpmSKW5s7om9gISzm8VhZOqiQtY/t59IME5OoY2CKid97T4SUQWzzcDln2xgzV/2MtoXHj/OXWDlsk9MIx5VeOa/t4wX2wCqorHl1U6sTiMzLi0bj9Utn+bB6jSm7Qup2N0F11VjNIsnt4KQzUg4TiypZtyWVDUicQWdBJs6RgnFkpOyYDK9z/eHK0uQQkJR2do5xgN/3MxAIDWSbTXK/MOKaVw7oxiXxYCEhtmQ/fxmg8xjGw7y5u4BfnHP3KyFmSCcT074W/mRRx4BoLKykm9+85ti+p0w6eQUWZEkyLRqz+4xkYgqNF5YTFlDDpqaWvO0b9MAwz2h8Wl8RzOYZJbcNoXn/ndbWrqZrNdx7ZdnUlTjEkXTJKLTSUxdVMSe9/ro3jPGrMvKiIYSDHen4nRnXVHGumfb04olgLH+MOueb2fGstIJBdBhm17uoHaud7zhriPXwk3fnMO7T+7jwLYhNC01DfCiO+twe8XTXEE4nvcLEzDqdagalHgsxy0MzmZGWceS2lze2TdxJLrAacKWZcpu92iEjz+8Lq2gDMcV/uGpnZTnWClxW4jGFe5eWMHmzrGM57h2RjEPrWmnYzjMxx9axxP3L6YsR4TPCOe3k36M+b3vfe90XIcgnHZWh5H511alpZMBSBIsurkGq9NIx84Er/yqGU3VsDgMzLqiPOsN7LTFRex8u2tCFLSSVHnhJ9v42PcWip5Mk4wjx8wNX5vNge1DHNwzSv3CQjqaUzcsOcV23nu6PeNx8XByvLDKJBpMkDxmOqjba+XyexuIhhJomobRosdi/+CLuAXhfJFrM1GTb6NtMDRhW5HLzGg4FeJz/7IabKbJOb01rqh87sJqBvwx9g4c+WzJtRn5j5tn0DYQZFrRxAXqz2ztzjr69t+vtbKkNo+mEhfV+TaW1OTyTlt6QbakNhe9LNExnHowNBCIsX8oJAom4bx30gVTf38/3/zmN3njjTcYGBiY0MPmbE7JE85vBrOe6ReX4q10suH5/QRHY+SXO5i/opJ4JMk7f9nHUNeRL6ZIIMHaJ9tY9vGplEx10717LO18JfUedrzdlfG9knGVkZ6QKJgmIUeOmaaLS4iFk2ga2DwmdrzdjZLlJgQg5IvhKco+6m6y6ZEzPOk2WvQYLWL6nSCcjHyHiZ/ePZc7frmWsfCRhFO7Sc+/3NDEf768i+9cM436STyVzKSX+e4zO/nCxbU4zXoODIcpcpkxyBL/9kIL/3HLjAnHxJMq27t9Wc/ZNhji1rllBKNJ/uXZFv71pkY+vbSKJzZ1gQSXTS0gGEvyvWea047b1eunPMdKnsOEXYTRCOepk/6X/8lPfpLOzk6++93vUlRUlDExTxDOVma7gYrGXAoqnSgJFYNJxmjR07N3NK1YOtr6Z9u55oszePL/bkJVjjwg0DQt4/S+w7JNzxLOfpIkjQcvGEw6rrl/OkhkndIZ8sXJLbZjcRgmRNQDzF1eIUJBBOEUqiuw88KXl7Kpc4ztXWPUFzhoKnExGorx8L3zybNnn7Y2GXidJu6cX853ntqBzShT4DQzGo4zGk5QlWejPMOIj1GvY3qJizeyBDpU5dmYUeoiqaj86t65/HFdJytbB/nhHbP468aD/MdLuxkMTkzw9DrN3PCTd/jONVO5bmYxVpGOJ5yHTvpf/Zo1a1i9ejWzZs06DZcjCGfGsSlkw90Tp3YcFvbHiQYTXHP/dHrb/ARHouSV2ckttmNzGwmNZS6MvOWT9+mmcITeIFM2LYewP0bdwkL2vNc3YZ+6+QVYXUZu/NpsXvz5jvFpmpJOYvqyEuovKBwPfBAE4cOTJIkSj5USj5XrZxZ/1JdzyhlkHbfPLyMYS/Lwmv20D6W+o+ZXevjB7bOyNq69YVYJP32rjbgycUT88xdX89XHttA2GEKvk7huRjH/87HZrNk3RJHbkrFYKvVYUDUNXyTBt57cwcKqXCrzRMEknH9O+l99WVnZhGl4gjDZ2T3Zn/7Leh1KUuWln++goMpJ8RQXlTPzcOVZWHLrFF59qHnCMWUNOdjcYkThXCHrdThyLCy6qQajRU/L6h6UpIpOL9GwpJh511RiNOvJKbZz0zfmpPowxRUsDiNWhwGDSL0TBOEk5dlNfOWyKXxsQTm+SAKLQSbXbsR9nP5LJR4zv//sAh744xYGD6XkWQwyX79iCps7xsbXfSVVjae2dtPrj/CJCyqoL3QwGIjx+MaDJA7NpGgqcfJ3y6fyd3/dDqRG199rH6YyT4R+CecfSTvJ6ufVV1/lBz/4Ab/4xS+orKw8TZd1epxoN1/h/OMfjvLYv64jEZ24Bq9haTELrqsiFkogyRIWu3F8hCoWTtC9d4x3n9iHbyCCwSwzfVkpM5aVioLpHJWMK4T9cRIxBYNJxuo0ojdOvthiQRDOTaqq0R+IMhyMk1RVXGYD//nybl5u7s+4/68/OQ+7Sc/jG7v41JJKOobDGGQd+wYCPLxmP0PBI7Mo/uGaadx3UXXW944mFAYDMfYOBEgkNeoLHeTajTjMkzN8Qzj3nWhtcNKPPe+44w7C4TA1NTVYrVYMhvRfgpGRkZO/WkH4iNk9Jq7/yiye+99txCPJ8deLa93MX1GZtTGtyWqgemY+BZVOknEVnSxhdRpFnPg5TG+UceaJMA9BEM5OOp1EkctC0aGGsy09/qzFEoBBp0NRNZ7b1kNtvp1nt/XQ0uvPuO+imtys5wnFkrze0s/f/nX7+JRASYIHltXy6aVV5NhECqgweZ10wfSjH/3oNFyGIHy0dDoJb6WTO7+7gNHeECFfnLxSOzaPCavj/T/kxYJ+QRAE4WxkNcpZA2sAnBYDv3/vAPddVM0f1nfw7aun8eU/bUFR0w+4fJqXYnfmtVMAPaMRtnf7+PY1UxkMxHhyczd9/igPvrWP2eVuLptWcCr/WoJwRp10wXTvvfeejusQhI+cTifhyDHjyMn+hSAIgiAIk0mu3cil9V7e2D0xPa/EbSGhqGzuHOP6mVY+d2ENq/cO8vOPz+XRd/ezqWOUXJuJz15YxbUzisixZX446I/E6fVH2dMX4LltPZTlWPnbq+rZ1x/kZyvb+N839zG3wnPc9VeCcDb7QCuR29raeOSRR2hra+PHP/4xXq+Xl156ifLychobG0/1NQqCIAiCIAgfgMNs4F9uaGIgsJEd3Uem2hU6zfzHLdNJKCp3zi/n31/cxRSvnTvml6FqGp+7qJpIXKU638YUrz1rGxlF1Xhn3zD3/2Hz+GsDgRibOkb5ymW1XDO9kE0do1kb6grCZHDSBdPKlSu5+uqrWbJkCatWreLf//3f8Xq9bNu2jYcffpi//vWvp+M6BUEQBEEQhA+gxGPhkU8uoM8fpW0giNdpwuswY5Ql+vwxmkqcLKvP5+09g/zbC7vGj/vaFXUsqsk9bs/NAX+Uf3h6Z8ZtP3+7nZ9+fA4JRcVmEuE4wuR10gXTt771Lf7t3/6Nr3/96zgcR/rMXHrppTz44IOn9OIEQRAEQRCEDy/PYSLPYaKpxDX+2vPbe/jqY1tZVpfPnfPLuOeCCt7ZN4RJLzOv0kNVng2X5fgJdyPhOCOhzP0I44pKMJrka5fVYTeJpDxh8jrpgmnHjh388Y9/nPC61+tlaGjolFyUIAiCIAiCcHq5LQYUVeON3QO8sXsAm1GmodhJQtH41ep2Xvv6xe97Dvk4o08AXqeJqnzRu0mY3E46+9jtdtPb2zvh9S1btlBSUnJKLkoQBEEQBEE4varybDhMR56dh+IKGw6MsvXgGItqcsk9gSjwHJuRUk/mVgsOk56KXBsWo2jeLUxuJ10w3Xnnnfz93/89fX19SJKEqqq88847fPOb3+QTn/jE6bhGQRAEQRAE4RQrcJp56N55mI7pHVjqsfBvNzbhfJ/peABep5n/uXP2hHPoJPjvO2fhtYu2G8LkJ2latmT+zOLxOA888ACPPvooiqKg1+tRFIW77rqLRx99FFk+exf1nWg3X0EQBEEQhPNBIqnS64+yrn2YA0Nh5lV5mFroGG98eyKSikrXaIQnN3ezuXOUKQV27lpQTmmOFYvh7L0vFIQTrQ1OumA6rLOzk507dxIMBpk9ezZTpkz5wBd7poiCSRAEQRAE4fRQVY1oUsEk65Dlk57EJAhn3InWBh94Uml5eTnl5eUf9HBBEARBEAThHKLTSVjFeiXhHHTS/6oVReHRRx/ljTfeYGBgAFVNb0T25ptvnrKLEwRBEARBEARB+CiddMH01a9+lUcffZQVK1bQ1NR03GZmgiAIgiAIgiAIk9lJF0yPPfYYjz/+ONdcc83puB5BEARBEARBEISzxkmvyDMajdTW1p6OaxEEQRAEQRAEQTirnHTB9I1vfIMf//jHfMBwPUEQBEEQBEEQhEnjpKfkrVmzhrfeeouXXnqJxsZGDIb0pmZPPvnkKbs4QRAEQRAEQRCEj9JJF0xut5ubbrrpdFyLIAiCIAiCIAjCWeWkC6ZHHnnkdFyHIAiCIAinyWg4TjShoJMkvA6TSLgVBEE4CR+4u9jg4CB79uwBoL6+nvz8/FN2UYIgCIIgfHihWJKWHj//56VdbPv/2bvv6CirrYHDv+k1k94JSQiE3psUKUoTvaCCoqJi76KCDa/da8d2AXvBrigWbCAdkd5rgIRAAum9TC/fH/kYzU2ClDTIftZiLXPOed/Zb8Bk9pxz9sksISJAz23D2nBh12jCA/RNHZ4QQpwRTrroQ2VlJTfccAPR0dEMGTKEIUOGEBMTw4033ojVam2IGIUQQghxCjakF3HZO2vZmlGC1wc5ZXaeXLCHp3/eQ4nV2dThCSHEGeGkE6Zp06axcuVKfvrpJ0pKSigpKeHHH39k5cqVTJ8+vSFiFEIIIcRJyi2z89iPu2rt+2l7NnnljkaOSAghzkwnvSRv/vz5fPvttwwbNszfNnbsWAwGA5dffjlvvfVWfcYnhBBCiFNQbndxpNhWZ//2IyUkRwY0YkRCCHFmOukZJqvVSmRkZI32iIgIWZInhBBCNBNq1fF/xVv0muP2i/rl9npxub1NHYYQ4hSc9AzTgAEDeOKJJ/jkk0/Q66s2jNpsNp566ikGDBhQ7wEKIYQQ4uSFGLWc2y6MPw4UoFDApD5xjOgUidPtRatSkhxpbuoQW4SiSieHCir5dN0hSm1uLu4RQ9+EEKKDDE0dmhDiBCl8Pp/vZC7YtWsXo0ePxuFw0L17dwC2b9+OXq9n0aJFdO7cuUECrQ9lZWUEBgZSWlqKxWJp6nCEEEKIBnWooJIr3l3LtFHt2XSomO+2HMHtrfq13yXWwuwre5EQZmriKM9exZVOZi07wId/HqrWnhhm4vOb+hMjSZMQTepEc4OTTpigalne559/TkpKCgAdO3Zk8uTJGAzN+398SZiEEEK0NHlldj5ec4g5K9Jq9MWFGPj2toFEWqTEeEPYcaSEcbP/rLXv5nMTeWB0e7RqVSNHJYQ45kRzg1M6h8loNHLzzTefcnBCCCGEaBxOj5e5aw7V2pdZZONwoVUSpgby3ZajdfZ9vSmTGwYnEh1oIK/MTqXTg0alIMysQ6+RJEqI5uSUEqZ9+/Yxa9Ys9u7dC1TNMN1111106NChXoMTQgghxOmxOT1UOj119h/Mr6BfYkgjRtRyWJ3uOvscLi9er4/fd+fwzC97yCyyoVMrmdCrFXef11b2OAnRjJx0lbz58+fTpUsXNm/eTPfu3enevTtbtmyha9euzJ8/vyFiFEIIIcQpMmhVGI4zY5Eoe5gazLgesXX2XTcwgV1Zpdzy6WYyi6rKvzvcXr7YkMGtn24iX87JEqLZOOkZpgcffJAZM2bw9NNPV2t/4oknePDBB5kwYUK9BSeEEEKI0xMRoGPKwHjeXnmwRl9MoJ74UGMTRNUyJEea6ZsQzMZDxdXazTo1k/rGMeWjDTWu0agUpBdYySiyEh6ga6xQhRDHcdIJU3Z2Ntdee22N9quvvpqXX365XoISQgghRP3QqlXcMDiRwgon3245wrFST20jzLx7TW+iAmXpV0OJCNAz+8pe/LYrm4/WHKLS4eb8DhHcPqwtPnz+mSWo+vu4fVgSerWKcocLlQJKbS4Aiioc2N1eLHo1ERYdGpXscRKiMZ10wjRs2DD++OMP2rZtW6199erVnHvuufUWmBBCCCHqR0SAnsf/1Yk7h7elsNKBSasm1KyTGYxGEBmoZ8rABC7sFo3XC4FGDXqNiiPFVnRqJQ63l47RAUwf1Z4Z3+30L8ULM2t555o+vL54P3+kFgBVM1NTz2/LxN6tCDHJ350QjeWkE6Zx48bx0EMPsXnzZs455xwA1q1bxzfffMNTTz3FggULqo0VQgghRNML0GsI0Gvk3KUmoFAoCA+oXokwzKzj0p6xfLkxk6nnt6act40AALkNSURBVGPavG2U2f4qEvHQmA7c/8120gsq/W0VDjfP/ZqCUavmqn6tUSoVjfYMQrRkJ30Ok1J5YnUiFAoFHk/dVXmagpzDJIQQQojmIrvExr+/38l5HSN5Z1Ua47rHEmjQcKTYSp/4YKZ+ta3W68LMWn66ezDRZ8FySo/XR26ZnVKbC51aSbBJS7BR29RhiRaiwc5h8nq9pxWYEEIIIYSA6CADMy/vzt6sMm4fmsQ3m46QX+Hggi5R5JZVr5LXLsJMQpiJwgonWzOLsR2nVPyZotTmZG1qIV9tzOBoiZ30gkq6xQUyc2J32oSbmzo8IfxO6RwmIYQQQghx+lRKBb/vzePjvx0u/OO2LO4bkQxUlX1/ZGwH0gus7Mkqo10bM/ec3xaD5qRPhmlWiiqdZBZbKbG5mNg7jlYhRvRqJVanh3UHCzHp1HKgsmg2Tilh2rhxI8uXLycvL6/GjNOrr75aL4EJIYQQQpzt8sud1ZIlgLxyB4FGDd1aWXh6XBdeXrSPNQcL/RUO3111kA+m9CHMrEejPvMSp7wyO//+fieL9+b524xaFS9c2pXDRVYiA3Sk5VcQYtSekc8nzj4n/a/wueeeo3///nz00Uds2rSJrVu3+v9s27atAUIUQgghhDg7bcmofkZTkFHD1PPakhhmYsYFHflpRzZ9EkL4cEpfLuoWDYDb6+P2z7eQW25vipBPi9vj5fP1GdWSJQCr08P93+ygU7QFh9vHkwt2k1lsrffXLyh3sCerlOX78tibXUZBhRwQLP7ZSc8wvfHGG3z44Ydcd911DRCOEEIIIUTLoVX99dl1QqiRp8d3Qa1U8PD8HWw/UurvUyjg32M7olQoWLA9C6vTw6FCK62Cz6yDh/PLHXz0Z3q1thCTlikDE+gUbcGgVZEUYeKOYUl8uu4wMy7ogFZdP+dOZRZZueXTTezNLve3dY218NbVvc+476NoXCc9w6RUKhk0aFBDxCKEEEII0aL0iAviWHXw5y7tyndbjrBoT261ZAnA54Nnf93LJT1j/ePL//9g2zOJ2+ujzP5X+fQoi57XLu/Oyn153PzJJq56bz03zt1EeoGVTtEWrPVU3KKwwsGdX2ypliwB7DxaxvR52ymxOuvldcTZ6aQTpvvuu485c+Y0RCxCCCGEEC1KeICOxy7qxP2jkjmQU8GQ5HDmbz5S61ifDzYeKqJHXDAAieFn3plaeo2KNn87C+yhCzrwyPe72JJR4m+zuTy8sfQAhZVO9GolBRUOjhbbyCm14/Ue/zQch8tDidWJ0119j31hpZMd/5OEHrM+vYjCCkmYRN1Oekne/fffz4UXXkhSUhKdOnVCo9FU6//uu+/qLTghhBBCiLOZSadmYq9WZJfaeHXJAcZ1j6HC4a5zfLHViUmnYkKvWLQqJT6fD4XizDnANsio5t4R7Zj61TZCTFq8Xh9HS2y1jn3/j4MMaRfGvV9vo9LhIcys5aJuMVzcM5bwAF21sZUON4cLK3l/dTppeRV0iQ3kuoEJtA4xotOoqLDX/T0Fjvs9F+KkE6apU6eyfPlyhg8fTmho6Bn1P6kQQgghRHOjUCj4aUc24WYd+3PL6RkXxNbMklrH9kkIoUOUiyCjlnVphZh1aiLOoPLbZTY3hwoqeWpcZ5buzSUtv6LOsQUVTgornTx8QUcOFVTidHtpG2Fm+b5cRnWKIuj/D7h1ejws35fH3V9u9VcS3H6klK83ZjL3+n4MahtKkFFT5+soFBBoqLtfiJNOmD7++GPmz5/PhRde2BDxCCGEEEK0KDaXh192ZPPoRZ145PsdPPmvLtzx+Wb+d/VZcoSZxDATTy7YzSU9Y/l8fQZtI81nVMKkUSn5I7UAt8fHDYMTOd7n7gE6NUatmsvfWYvnb9+Mib1b0Sc+hAO5FYQF6FAr4aFvd/iTpWPcXh/Tv9nGj3cOJtSkZVSnSH7fk1vjdcZ1jyHUrK2vRxRnoZPewxQSEkJSUlJDxCKEEEII0eIYtEoSw0z8uO0otw5J4setR5h9VS+6xgYCoFMrmdi7FTPGduT6jzaSEGpCpVSQmlfBHwcKmjj6k2MxaLhlSBJbM0u4+8utKBWKOmd3rhkQz5srUqslSwDztxxhx5ESXluyjzGvryItv5LKOopD5JY5KKx0oFWreObiLlzcIwbV/1fNUCsVXNa7FY+M7UiAXmaYRN0UPt//5uPH99FHH7Fw4UI++ugjjMYzqwRjWVkZgYGBlJaWYrFYmjocIYQQQggAtmeWMH7On4zsFMlV/Vpjd3kINmoINmlRKBQcKbJytMRGfKiJtWmFvL0qDZ8PnhrXmSkDE5o6/JNSUOHghV9T+HbLEZIjzTw0pgOPfL+T3LK/zkS6uEcMl/eJY/IH6/0zR3qNkjuGtaVLbCAlVicxQQYO5lcQEaDjpk821/l6H9/Ql3dXHWRctxjOTQ7H5fFS6XBj0qkJD9Bh1J70gitxljjR3OCkE6aePXuSlpaGz+cjISGhRtGHLVu2nFrEJ2jOnDm8/PLL5OTk0L17d2bNmkW/fv1O6FpJmIQQovkpd5aTa81l0aFFVDgqGN56OImBiYQbw5s6NCEaTaXDzYp9ecz4fidlNjexQQb6J4Rw09BEMgttrE4tYOOhIlLzKnD//4yLQgHLpw8jIezMq5ZXVOkgLa+ShbtziAjQMbxDBAXlDo6W2IgI0PmXHi7blw9UzbLNvqonH/15iDVphf77JIaZmH1VT+76fCvphZU1XifMrGXG2I5Mn7cdgJhAPV/fOoC4kBP/0N/p9lBud6NTqzDrJbk6m5xobnDSf+sXX3zx6cR1Wr7++mumTZvG22+/Tf/+/Xn99dcZPXo0+/btIyIiosniEkIIcWrKHGV8e+BbXtv8mr/ts5TP6B7enVeHvUqEUX62i5bBpFMzunMU3eOCyC1zUG534XR7OVxQSfsoC68v2U9Kzl9nCCkU8PrlPYiw6I5z1+bL7vJy71dbaRcZwAVdohg/509cbi86tZKLuscQE6ijf5tQf8J0We9WfL/1aLVkCSC9oJLbPtvMq5f34LK311brUyrgwTEd+GTNIX9bVqmdN5en8sS4zug1xz8Q1+3xcqTYxidrq5K0MLOW24a2pVOMhRCT7HlqSU56hqkp9e/fn759+zJ79mwAvF4vcXFx3H333Tz88MP/eL3MMAkhRPOyv2g/E36aUGvfXT3u4qauN6FSHv9NjRBnozKbi0qnG7VSSXiAjtwyO2l5Fazcn0+ERcd5HSKJCNBh0p2ZMx77csoZ/foqbhycyIHcclb9bS/W1PPbsnhPLo+M7cjdX26lxOri3Wt6c/vnW2rsZzrm4+v7YTGoeWtFGgcLKmkfFcClPWP5dvMRftuVU22sTq1kxf3DiA4y1LhPTqmNI8U2ymwuwgJ0THpnHTZX9f1Rtw9tw+3D2mL5/71XHq+PggoHXp+PAL0as072Q50pGmyG6ZjNmzezd+9eADp37kzPnj1P9VYnxOl0snnzZmbMmOFvUyqVjBgxgrVr19Z6jcPhwOH4az1sWVlZg8YohBDi5PyY9mOdfV+mfMklbS8hwiSzTKLlsRg0/jfkAJEWPZEWPQPbhjVhVPVHp66qO9YxOoAvN2RU68ssstEuIoCnftrD65N6MGd5Ki6Pr85kCaDc7qJnXCCvTeqBzeVh1f6qMuPWWopBuDxeartTSk4Z136wgbxyB/ec344/DuTXSJYA3lp5kAm949BplOSW2TmYX8nsZanszirj3HZhTB/VnsQwI1q1fNhztjjpKnl5eXmcd9559O3bl6lTpzJ16lR69+7N+eefT35+fkPECEBBQQEej4fIyMhq7ZGRkeTk5NR6zfPPP09gYKD/T1xcXIPFJ4QQ4uQV2Yvq7KtwVeDF24jRCCEaS4hJy5DkcMrt7hrL237blc0lPWNJL6hk+rzt9G8TSkKY0Z9k1SbIqOHGjzexNaMEjUpJ6xBTrckSwMhOUVgM1ecMskttXPP/yRJAx2gLWzJK6ny9tWkFvL0ijavf38Cri/dzUfcY/n1hR5bszWXc7NWk5dfcTyXOXCedMN19992Ul5eze/duioqKKCoqYteuXZSVlTF16tSGiPGUzZgxg9LSUv+fzMzMpg5JCCHE34yKH1Vn34DoAZg15kaMRgjRWCwGDf+5uAvrDhZwWZ/qH2jbXV6+2JDBW5N7oVQqmL0slVX7CriqX+ta79WtVSBhATp6xQfzy84sft+dQ0KYkWHtaxaOMWlVPDC6fY1lcxmFVvLLHTXG16XM7uanHdlkFFnZcaSUJxfsZnVqAfeMSMbh9vLcr3sps7lO+H6ieTvpJXkLFy5kyZIldOzY0d/WqVMn5syZw6hRdf/iO11hYWGoVCpyc6sfOJabm0tUVFSt1+h0OnS6M3MzpBBCtASdQjvRJrANB0sPVmvXKDVM7TUVs1YSJiHOVq1DjDw1rgtldjfbM0tYlpLn71uyN5f7Rybz0Jj2mHRqWgcb2Z9bzlX9WvPt5iM4PVWzz8PahzPjgg5YnR66twpk8d5cIi16Sq0unr+0CwXlTvLKHVQ63OSXOzi/Y2StFfKySu3Vvt6TXUrv+GA2Hy6uNfZO0RZe+X1ftbaFu3K4tGcseo2S1akFlDvc1ZZVijPXSSdMXq+3RilxAI1Gg9fbcEsntFotvXv3ZunSpf5KfV6vl6VLl3LXXXc12OsKIYRoOJGmSN4Z+Q5zd8/luwPfYXfbOSf6HKb1mUaCJaGpwxNCNLCoQANRgTDzsm5kldj5M7UAs07NwLZhaFUKFu3OZfGeXN6c3Ivp32znkp6xzL6qJyadGr1GyfKUPC59cw2VTg/dWgUyfWQyj3y/k3+P7YhBq2LexkyW7M3DrFdzy7mJmHRq/8G1f9c2vHpp9i/XZ/LSxG7c9cWWGofiXj8ogaUpedS2pWrDoSI6xwSyJ6vs5JdxiWbrpKvkjR8/npKSEr788ktiYmIAOHr0KJMnTyY4OJjvv/++QQKFqrLiU6ZM4Z133qFfv368/vrrzJs3j5SUlBp7m2ojVfKEEKJ5cnqcFNuL8eHDpDERoA04oevKneWUOErw+rwEaAMI0Yc0cKRCiMaSXlBBZpGNe7/exvWDEli8J5cdR0rpHGNhYu9WPPXTnhrXhAfoeP/aPjg9XpbtrZqx6hUfzObDRbyz6iA3DUrk5iFtUCkVWAwaNKqqtKag3MGNH29k+5FS/736xgfz5PjOfLUhk62ZxYSZdFw3KIEtGcX8d2lqrTHfNrQN6w8W0a1VIP++sBPa4+y7Ek2vwarkzZ49m3HjxpGQkOAvopCZmUmXLl347LPPTj3iEzBp0iTy8/N5/PHHycnJoUePHixcuPCEkiUhhBDNl1alJdJ0cj/LD5Ue4oUNL7Amaw0+fLQPbs9jAx6jY0hHtCo5I0WIM12ATsMHq/fwymXd2Z9bzl3D23LrZ5u5om9r3lmVVus1+eUOUvMreGXRvmrL7Cb1bcXXt5xDSk45t322hTK7ixEdI7iqfzxxwQbCAnS8dXVvnvppN4v35OL1wZ7sMhwuL1mlNoa0C6fM5mJdWiFpBXUXdOibEMKyvXncOjRJkqWzyCmdw+Tz+ViyZAkpKSkAdOzYkREjRtR7cPVNZpiEEOLskFWRxRU/X0Gxo/r+ArVCzbx/zaNdcLsmikwIUZ/WHyzkyvfW0S8xhIt7xhJq0qFSwg1zN9V5zZSBCaRkl7E+/a8qnA+Obs+uo6X8+j9nMlkMan64YxBtwqv2S1bY3RRUOLC7PRj+/2DbN5en8vWmI0BV0Yi3ru7NfV9vo7DSWe1e1w1MYFyPGGIC9UQF1jzjSTQ/DXoOk0KhYOTIkYwcOfKUAxRCCCFO1YrMFTWSpUhjJJe3v5xCWyE6lY5gfXCdS/vKHeVY3VZSS1IxqA1Em6MJN4SjVp6Zh4AKcbbqFhfEgrsG8/KifTz78166xwXx5LhOhJi0FP1PwnJMq2ADf+z/66gbs05NQpiJlxbtqzG2zObmld/389LEbph0asz6qj9/d//oDnSItvDmijTyyx28vTKNT27ox7J9efxxoIBQk5YbBiWSFGEixCTFxs5GJ/ybYdmyZdx1112sW7euRgZWWlrKwIEDefvttzn33HPrPUghhBDiGIfbwYacDQTpgih1lOLDR7+ofkzuOJl3d7zLrK2zUKBgcOxgHuz7IAmBCUDV6oijFUdZcngJG3M3EmmMZFjcML7a9xV/Hv2T14a9Rs+InmhUUtVKiObCoFHRJTaQWVf2pNLpRq1UAj4m92/NrGU19xEZtSoSQo0c/NuyuW6tAlmTVljnayzcncO/L+yISVf72+LwAB1TBiQwunMUVqebzCIbn6w9TNdYCzMv60aoSYtJJz83zmYnnDC9/vrr3HzzzbVOVwUGBnLrrbfy6quvSsIkhBCiwbi9bgrthYxLGseAmAHEmGLYnLuZPlF9uHvZ3bi9bgB8+Pjj6B/sKtjFlxd9Saw5ltSSVKb8NoVyV7n/ft/u/5ZH+j9CubOc25fczucXfk6UKYogXVATPaGoTVGlkyPFVhZsy8Lr83FRtxhahxoJM8un+S2FxaDxl+jOK7OTFG7m4h6x/Lj9KD4fKBTQOtjIfy7uwsv/U+7bB9RSGM9PqYDjdFeNUSqICapaZhcfaqJvYjAGtQqVSvYptQQnnDBt376dF198sc7+UaNGMXPmzHoJSgghhPhfLo+L7fnbmbpsarWkZ1zSOLxerz9Z+rtiRzErMlcwNnEsj65+tNp1UJVYvbzxZWYOm8nqo6tZlrGM9sHtGRY3DJVS1dCPJE5AYYWDFxemMO//95AAfPjnIcZ0juKZizsTHqBvwuhEUwgz68grsxNi0vDRdX0xaVXoNCqOFtvQaZRcNzCBN5Ye4HChFYBtGSVcPyiBT9YervV+/+oWQ6DxxGeINCqlv7qeaBlO+G87Nze31vOXjlGr1eTn59fZL84uFUWFFGcfpTQ/D7ez9jXEQghRn3Ktudy6+NYaSc+CtAXsKdpDz4ietV636sgqiu3F7CmqWYIYwOl1UmgrJEgXRFZFFosOLyLfJr/Pmos92WXVkqVjFu7OqbapX7QMJVYnueV2LuwWzd6ccqxOD3NWpDFu9p/c/vkWLn9nHTMX7eOFS7uSFG5CoYC+CcHEBBq4pGdMjfuFmbXcM6IdpVYXq/bn88naQ6w7WEju/xxkK1q2E55hio2NZdeuXbRt27bW/h07dhAdHV1vgYnmyV5ZzuHt21j5+YeUF+Sj1mjpPGwE/S+9nICQsKYOTwhxFvsz60+c3to/oPl639fc2eNOtuZtrdEXaYzE4/PUctVfHB4HGqWGdsHt+O7Ad5Q7y4kyRdVL3OLU2ZwePlidXmf/+3+kM7htGEFGKSN/tiu3u9ibXcZLi/axN6uMNuEm3ryqN+/+cZAV+6p/wJFVamfql9v4/Ob++Hw+5m06wuT313Hn8HYMahvGT9uzKbO5GJAUyoTerfB6ffzrrdUUVPz18yUuxMBnN/YnPtT0v6GIFuiEE6axY8fy2GOPMWbMGPT66tPfNpuNJ554gosuuqjeAxTNh8/n49DWLfwy62V/m9vlZPviXynIPMS/pj2CKTCo6QIUQpzV0kvqfuNcYCvAoq29JOwVHa4gUBdIjCmGrMqsGv0KFMQHxOP2uokLiONg6UE5x6mZcHm8lNtrLrU8ptzuwu096dNRRDPn8/k4WmJjbVohWzKK6RhtoU98MLuOlnHHsLaYtCoC9GqsLg/zNmXWeo/8Cgd7s8sIN+v4ZlMmZXY3z/26l4gAHaM6RWKIDOBosRWtSsmV762rliwB/gNzP5jSlxCT/Dxo6U44YXr00Uf57rvvSE5O5q677qJ9+/YApKSkMGfOHDweD//+978bLFDROCpLiinLzyPv0EGCY2IJjo7BFBiMUqWioriIlZ99WOt1R1P2UF6QLwmTEKLB9Izsyecpn9falxiYiEpRfc+RAgUP9H2AVuZWWHQWHh/wOLcvuR0f1d9gT0yeyJ6iPTw3+Dle2vQS/aP6E6wLbrDnECfOrFNzQZcoNh8urrV/ZMdIAg1SCv5sk5JTzqR311Jm+ytZ1muUzLmqFzMX7WNPdhlGrYoPp/TF4fbWeZ/MIhvLU/J44l+deXD+DjxeH3nlDj5bn4FBo+KrW87B5vRwpNgGQJ/4YKYMTECtqioB4fH4KLe5JGESJ54wRUZGsmbNGm6//XZmzJjBsfNuFQoFo0ePZs6cOURGntwp7aJ5KS8s4KdXn6d1tx5Et23P0ZQ95B5MJbF7bwLCwnHZbFQU112WM/dgKlFJclikEKJhdAvvRqg+lEJ7zZ9D03pPo1dEL74b9x0bsjegU+voG9WXMEMYJk3VkpqekT358sIvmb11NrsKdxFpjOT6LteTGJjIuqx1PLH2CdQKNU8MfAKLTg43bw6USgVjukTxzqqD5Jc7qvUFGjRcdU48GpUU5zib5Jc7uOuLrdWSJQC7y8uD3+7g3xd2ZNq87VidHnLL7Vj0asrqmIXsmxBM2wgTJp2an+4axJK9eWzLLCE50swlPVuRFG5if24570/pg1mnpqjSySPf76TE6gKq/o09d0kXwgN0GOsoOS5aBoXvWOZzEoqLi0lNTcXn89GuXTuCg8+MT+JO9DTflsjlsLPk/TeJSe5Ixq7t7F+32t+nUCgZcdPttOrUlY/vvxOvp/a9AOMfeJS2fc5prJCFEC3QodJDPPrno2zP3w5AkC6I+/vcz/C44Sec5JQ7y7G5bKiUKtweN5vyNnG47DDdw7vTNqgtkSb58K+5ySiyMnvpAX7cXlVW/IIuUdw3sj0JoUYUin8qCC3OJPtyyhj9+h919r99dW/u+HwzXh8Max9Ol5hAZi+veR5T2wgzNw5OZMZ3OwFICjfz+qTubEwvYtPhYq7s35pWwQZyyxz8sPUoF3aN5tqPNnDsXbFCgb9c+c93D6ZzTGCDPK9oWieaG5xSwnSmkoSpbqV5uSx49Xk6DhpS57K7a174LxsXzCdlzcoafWqdjuteeZPAcHmjIYRoWCX2EoodxTg9TgJ1gYQbwqUEeAtgc7opsbnw+SDIoJFP/M9SO4+W8q9Zq+vsf31SDx78dgdOT9VSvCfHdaao0sG7qw5id1W1DUgK5bYhbbhv3naKKv/amxQfauT5S7pSZnfz5opUdhwpRadW8vhFHdl0uIQftx1lcv94hneIwOp0o1OryC61kZpXwYyxHTBo5N/c2eZEcwP5mxcAeFwu2g8YzM7lv9c5Zufy3+k/YRIFRw5TkHHI367W6rjkwccxB4c2QqRCiJYuSB9EkD6oqcMQjcygVWPQytuWs12IUYNZp6bCUXOZnVqpwGLQEBdi5Mp+cUQHGrC53PSLj6RjtAWvF1qHGlm4M5u7v9xaY6ne4UIrCoWC+77eiu3/kyuH28vREjsHcst5aWI31qQVctPHGzlWSyQxzMR/Lu6C3emRhKkFk795gdvpQKlWYwoKxlpSUue48sJ8slP3ceHd91NeVMjRlN0YA4OwhEVgr6xApZZ/TkIIIYQ4dREWHQ+Oac/jP+6u0XdV/9aUVDq4eUgi761KJy2/gogAHbcMaYNRq+bfP+xk9pW9mLMirc77H8yvwKzXYHNV7YnTqBT0ah1MkEFDSk453205Wm18ekEl9369je/vGEiwVBhvseQdbgvmdjkpyc1h04L5eL1e+l9yGZc98Tw+rxevx0PqxjVs/uVHPK6qzY9RbdsTHBXLgY3rKC8sIKx1PJt//p6y/Dx6X3QJyf0HNfETCSGEEOJMplGpGNc9huhAPS8u3EdqXgVxIQbuPq8dgXoNh4usPPfrXv/4vHIH//llL5f2iuW6gQmolAp0amWd1fPCAnSU/n9RB4DnL+3KVxszmDYymUnvrKv1mvxyB2l5lbQKNtbvw4ozhiRMLVhu2gHmPf1vNDotVzz1Eil/rmLXssXYKyto1akL/cZNIL5bL75//km0RiMR8W2oKMyn8EgG+9as4uIHH6eiqOqU9VYdOzfx0wghRPPh9rrJt+VT7ixHp9IRog8hQBvQ1GEJcUYIMmoZ2SmKnnHBOD1e1CoFEQF6DhVU8uD8HbVe8/3Wo3w4pS8/bjvKZb1b8dn6jBpjOkVbKKxw+Pc/dYwOoLDCyZK9eUwZkEB5LcsAj9l+pIRO0QGEW/R1jhFnL0mYWqjKkmIWvf1fvB43F937OIvff5OsfXv8/Ye2bSZz13YueehJJj31Ij6fl6KjRwiKiqF1l24c3r6F7NR9hMW1xlZeRmRiUhM+jRBCNB/F9mJ+Tf+VOVvnUO4qB2BgzEAeO+cxWgW0auLohDhzhAXoqn1tc3kotblqHevzgc3lptLlZlTnKNxeH99uPuI/2HhAmxBemtidX3b8dXj12K7R/iV4BZVOLAZ1jXLmx8QGGZi17AAPj+2IUfbStTjyN95C2crLKM4+it5kBoWiWrJ0jMftZt33XzN8ys18+tB9/vaIxCTG3n0/eYfTiUxsS9+LJxIQGt6Y4QshRLPk8/lYnrmcFza8UK19TdYabltyGx+O/pAIY0QTRSfEmU2jUh63P0CvYVLvOAoqnAxNDufKfq1xuD0EG7WEB+gIMmq5pFcrlqbksfFQMQaNinJ7VQL249ajXNM/vtb9TzGBelRKBV9uzOTmIUkYQ+Ttc0sjf+MtlNdbNR0dkZjEoW2b6xx3ZM9O+J/K83npaayd/xVj7rgPoyUQvdncoLEKIcSZIs+ax6yts2rtO1x2mMNlhyVhEuIUhZi0dGsVyI4jpTX6LAY1VqeHWz+t/p6mf2IIL07oSpBRC0CkRc+bk3uTUWQlq8TG4HZhzNt0hBX787m4ZwxTBsbzxfoMXJ6q9z4dowOYcUFHHp6/A5fHV+feKHF2k4SpBfJ43FVFG+Li8Xq96Ex1l31Ra7SgrPmJTvaBFLwetyRLQgjxN3aPnTBDGLd2u5UQfQhlzjIWpC1ga95WAPYU7qFvVN8mjlKIM1OIScurl/fginfXUlDx1/lKOrWStyb3xuPx8cz4Lny1MYPdWWUA7DpaSonVxZEiK158BOg1hAfoCA/Q0Ts+mC6xgfyyI5tKp4dHvt/Fxzf0ZXDbcFweL1q1krS8CqZ/s538cgfhATpMOjnzrSWShKkFctsd7FmxhPNvvJ1tv/9KYvferJn3ea1j2w8aQnHW0Vr7XHZ7Q4YphBDNjs/no8RRgs/nI0gfhFJR/QMltULNxW0vZu7uuRytOEqYIYwr2l/BhW0u5Nl1zxIXENdEkQtxdmgbYebHuwazNaOYjelFJIWb6dYqkNeX7mfFvgJaBRu4ZUgbckrt/Lgti+cv7cpbK9NYsjcPj9dHz9ZBPDWuMx2iAtCqVbQOMfLjXYN4cWEKS/fmsTe7nO82H2FbLbNYD43pQGSAFH1oiRQ+3/+stzqLnehpvmc7j9vNsrnvEJPckfD4RDL37MLtsLP6y4+rjQuOjmHc9EeZ98wMbKU1f3Bc/9o7hMTENlbYQohGZnPbUKJEp9b98+AWILcyl6UZS5l/YD5en5fxSeMZkziGKFMUAC6Piy9SvmDmppk1rp3QbgJ6tZ5rO11LjDnmhF/T5XFRZC/Chw+zxoxZK7P6QhxTYXcxZ3kqb608WKPv4TEd6NIqkOnztpFb5qjWp1Ep+PnuwbSP+uu9YIXdTandhRLwAm8s2c8PW7NweryEB+h4eEwHzu8Y4V/aJ84OJ5obSMLUQhVkHubHmc8y8qY7yNi9E7fTQYdBQ9izajnWshKS+pxDWFw823//le2Lf61xfdu+5zD69nurikYIIc4quZW5bMzZyIK0BehUOq7qeBXJwcmEGkKbOrQmk1uZyx1L7mB/yf5q7a0DWvPB6A+IMkWRVZHFxT9ejM1tq3G9UqFk/r/m0yaoTY1ZqbrkVObw2Z7PmH9gPja3jXNjz+We3veQYElArZQFIkKk5pUz4tVVtfb1TQhmfI9YHv1hV639Y7pEMfOybph1mlr7bS43BeVOnB4vRq2KKIsehUJRb7GL5uFEcwP5idtCBUZEMezam9i9ahm9L7qEr594kMIjmfQYcxEpf67kz3mfUVGQz9ipD2CvKGf/+j/xeb0oFEraDziXodfcIMmSEGehnMocbl18KwdL//rEdsWRFYxOGM2MfjNabNK0NnttjWQJIKM8g8WHFjO502RKHCW1JksAXp+XInsRbRVt//G1vD4veda8Wv8e1mWv46uLviIpSI5yECI1r7LOvrgQIyv25dXZv+5gIRV2d50Jk0GjJk6q4Yn/J/8SWiiNTkdij96Exyfistu57LHnWPzuLFJWr6DDoKEogFJLIEdT9jD4yikMmnQNTrsNrcGIKTAIrcHQ1I8ghKhnHq+HH1N/rPYm/ZhFhxYxKXlSi0yYyh3lfH/g+zr7f0j7gYuSLkKrOv5SHaPGeNz+QlshaSVpLM9cTvvg9rX+Pdg9dt7c9iZPD3oak6bugj1CtARBhtqTHahaYhdxnENmg41aVLUUtRKiNpIwtWBKlQpL2F/nJ0349zPYy8vw+nwMvfYmVGo1Gp0elbpp/5nYKyuoLCkmLz0NjV5PeOsETEEhqLWyjliI+lRkL2L+gfl19n+9/2t6RvZsccvBFArFcZfRqRRVVbNCdCEkByezv7jmTFSYIYxwQ9XPW4fbQYmjBIBgfTBalZYCWwFPrXmqajYvfjT51vw6X2/10dVUOCskYRItXlyokUCDptbDbB0uD1f1a80X6zNqvfaWIW0ID5D9meLEtKzfeuK4jJZAjJbApg6jmsrSEv786lN2Llvkb1NpNFx49wMk9OiNRic/7ISoLz58uLw133gc4/Q48dFitr36mbVmJrWfxKbcTbX2X5Z8GcH6YABeGvISNyy6gSJ7kb/fqDYy67xZRBgjOFJ+hA93fchv6b8BcFGbi7ixy43sLtrNiiMrgKpZpOPN5Jm1ZtlLIQQQZdHz4ZQ+XP3BBmwuj7+9VbCBpy/uQrBRy2MXdeSZn/dWu25M5yhGdJTz0MSJk4RJNGsHt2z0J0uGAAuBEVHYykv56bUXmPLqm+gMBrxuDwqVElNgMEqVnI8gxKkK0gUxOmE0n++t/ZiBS9pdgkZZ9xKYs1mvyF70jujN5rzqh2J2CO7AkFZD/F8nBSXx1YVfsaNgB7sKdtEuqB29o3oTZYwiqzKLq3+9mkJ7oX/8V/u+IlAXyObcv+67IWcDz5/7PN8d+K7WWK5ofwWh+pa3NFKI/6VSKugeF8Tv9w1h8+Fi0gsq6Nk6mA5RFqICq5bjTeoTx/D2EfxxoIAKh5uhyeHEBOkJMckHruLEScIkmq3KkmI2/PANBksgQyZfj1KppCDzMOaQUCIT21KSk8WfX31K/uF0dCYTvcaOp9v5YzAHhzR16EKckbQqLVd3vJqF6QurvakH6BLWhc6hnZsosqYXYYzgpaEvsS1vG1/t+wqfz8fE5In0iexDpCkSAIfHQU5lDssyllHuKGdwzGDaBLYh3BSOx+vhp7SfanxfoWrmzu7561w7m9vGtrxtXNPpGj7d82m1sd3DuzO+7XhUSvlwSAgAtUpJXIiRuJDa9wia9RrMeg1twqVQlTh1UlZcNFvlhQV8NuNextx+L8s/fpfi7CwAwlon0HvseBa9/UaNaxJ69OKCO6c3u6WFQpxJjpYfZd7+eSw6tAitSssV7a9gRPwIIoyyhAWg0llZdS7S385EcnlcrMtex9RlU3H73P72MEMYc8fMxaK1cNPvN9W6v6lnRE/OiT6Ht7a/Va392k7X0ieqDxuzN2J32xmdOLoqATOG17iHqD9lNhc2lweDRoXlOEUFhBBnPikrLs54Gp2OfuMnsmXhT/5kCaD7yAtY991XtV5zaNsWKgoLJGES4jTEBsRyV4+7uKbjNSgUCkL0IbJn5m9M2prFFvJseUxbMa1asgRUFXNY+xQvnvsiBnXt1UW35m3lrh53EWWKIqcyx9/+yZ5PWJqxlM/GfkaYIax+H0JUU2wvptBWRIXTTnmlhm83lJFX5uK+ke3pEBUgiZMQLZzUUxTNlt4cQOsu3Tm0fUu1dqMliNK83DqvyzqQ0tChCXHW06g0hBnDCDWESrJ0Ag6WHKy2rO7vNuZsxOV1cW2na+u83uPz8PGYj7mu83WE6kMJ0YdwTadr+GDUB5IsNbD00nRuW3Iblyy4mGsWXsGD66bQMXk3fZP0XP7OWhbuzsHp9vzzjYQQZy2ZYRLNms/ng/9ZNapQKlAolPh83lqvMQTIckshROMqd5Yft9/qttIrshfDWg3zV8M7ZlT8KNoFtyPMEMbUnlO5ptM14KsqOa5RycxGQ8quyOb6hddX21tW4apgzs6ZPNz7P3SKDuGpBbsZlBRKbPDxz9ESQpy9JGESzZrOaMIQYMFWXuZvy9i5nTa9+5K2aX2N8Sq1msg27RozRCGEoENIhzr7Io2RWDQWwgxhPDnwSQ6VHeKH1B9QouTidhcTHxBPiKGqWI1GpZG9Yo1oT+GeWgtxAHy2722uHPASj39XRn6FQxImIVowSZhEsxYQFsbgK65h8Xtz/G27Vy5l3PRHKMg8TGnuX+v9FUolF937EOYQqZInhGhcoYZQxiWNY0Haghp9D/d72F+oIdQQSqghlN6RvRs7RFGLHQU76uw7UnGECEtVNUK1UnYwCNGSScIkmjWlUkW7/oNQa3Ws/upTygvzAcjYvZ1x02aQk5ZKXnoqxsAgWnftQUh0K9QabRNHLYRoaQJ1gUzrPY3OoZ35cNeH5Fnz6BDSgel9ptMptFO1fWA2t40yZxlKlIQaQlEq5M14U0kKTKqzL1QfSrndR6hJS6hJfq8I0ZJJwiSaPUOAhU5DziOuczecdhsqtRqf18vKzz6iJDebqKRkItu0IzgqFmOgVMcTQjSNUEMoV3a4khHxI/D6vOhUOoL1wf5+j9dDZnkm7+54l5VHVmLUGLmqw1Vc2OZCtCotLo+LAG0AerW+QeJze6sq+KmV8qv/mN6RvTGoDdjcthp9E9tey/cbS3ltUjciLQ3zdyKEODPIOUzijOWwWnHabShVKkyBQU0djhBCHFd6aTqTfp5U4815t7BuTOk8hVc3v0rvyN7c2OVG4gLi6q3gQ4GtgAPFB/h2/7f4fD4uTb6U9sHt5TwnqpLIjTkbeWjVQxQ7igFQoOBfiZcwtvUUPF4XyeGhRAVIpUIhzkZyDpNocG6nk8qSIpw2GxqdHmNQEFp97eeMNASd0YjOKJtwhWguvD4v+dZ8nF4nWqWWcGO4LDf7f1aXldlbZ9c6k7GjYAc2tw2nx8mCtAX8lv4bn1zwCV3Cupz26+Zb8/nPuv9g1poZGT8SpULJ2qy1fLPvGx4959EWnzSplWrCDeE82PdBtCotla5KWgW0Iqciny9SX8Wg1vNU3FNNHaYQoolJwiROSUVRIRt/+o7ti3/F43KhUCppP/Bchky+gYCQ0KYOTwjRyIrsRfyW/hvv7XiPQnshofpQbut+G6MSRhGil0Is5c5yVh5ZWWf/uux1dA3ryrLMZbi8Lp5Z9wxvj3i72pK+U5FSlMLl7S9nQdoCHln9CG6vmwExA7im4zWkFKW0+IQJIMwQxsacjfx08Cd/0gRV+9I+u+AzTJqaBxULIVoWSZjESXPYrKz/fh7bfv/F3+bzeklZvRJ7eTlj775fzkISogWxuqzM3TWXj3Z/5G8rtBfy7PpnybPmcXO3mzGoG2/2uVlSgE6lw+Fx1NqtV+kpdZT6v95TuIdyZ/lpJUwVzgrUSjWP/fkYuda/Dvtek7WGrXlb+XD0h2SWZ5JTkYNaqcais2DSmIgyRZ3ya56JgvRB3NP7HkbEj2Du7rmUOcsYFjeM8UnjiTXHNnV4QohmQBImcdIqi4rYsXRRrX2Htm+hsqRYEiYhWpBCeyGf7vm01r65u+dyabtLaRXQCpvLhkqpQqtqeRXHQnQhTEyeyIe7Pqy1f3Crwcz4Y0a1tr9X1jsVPnykFKVUS5aOuSDhAiqcFWRVZLGncA8/pP5Akb2I7uHdmdZ7Gh1COmDQtJwkN0QfwrmtzqVnRE9c3qriG1IcQwhxjCwuFyfNVl6G1+Ous7+8sKARoxFCNLViezFuX+0/E1xeFwW2Ar478B33LL+Hh/94mE05myi2FzdylE1Lo9JwZYcrSQxMrNF3WfJl7MzfWW1/U7+ofgRqT6/qp0ahYX12zQO+k4OTubLjlewv3s83+7/hg10fUGgvxIePbfnbmLJwCjsLdp7Wa5+pzFozwfpgSZaEENVIwiROmlJ9/F8kenNAI0UihGgOdCpdre1mjZmrOlyFUWNEp9IRqAtkeeZyrl90PbO3zqbEXtK4gTaxKFMU7418j1eHvcp5rc/jkraX8N7I9wjWB/PBrg/84yxaC4/0fwSL7vRm6tUqNUG6oBrtd3S/g135u4gxx7Aue12Nfh8+XtjwAoW2wtN6fSGEOFvIRyjipOmMRuK79uDwzm01+kJiWslyPCFamBB9CHEBcWSWZ/rbOoV2YmrPqXyR8gWX/3Q5WpWW0QmjmXXeLB778zHm7Z/Hpe0uJUgf1HSBN4FIUyQjTSMZHjcclUJFubMck8bEkfIj5FnzGBQ7iDEJY+pl74xaqebKDlfyS/pf+001Sg0GtYECXwF7CvfUee2BkgNUuioJNUgRHyGEkIRJnDS9OYBzJlyBvbKC3IOp/vagqBjGTr2fwPCIJoxOCNHYwo3hvDH8Da5fdD2ljlJ0Kh339LqHe5ff619mZnPb+CH1BzblbOLFc1/k0T8fZUHaAjqHdW7i6JvGsSVfFp2FruFdeSbkGVweFwaNoV5LsSdYErixy43+GSytSkuhvZDYgFh/Nbha41OoUSlV9RaHEEKcySRhEifNaAnE6/UwaNI1eFwuKooKMAWHYgkLJzAiGoVSVnoK0dK0DWrLNxd9w+7C3Xi8Hn45+EutZw4dqThCWmka9/e5nwCtLN89RqvSNkgxjEB9IDd0uYEL21zI4sOLsbvtdAjpwObczXQO64xSocTr89a4bmT8SIJ1p1fSXAghzhaSMIlTYg4KQd85AGtpMWHxCajVGsxy/pIQLZZCoSDaHE20OZq8yjye3/B8nWP/OPIHoYZQUktSSQpKIsIos9J1cXlc5FhzWJ6xnAPFB+gd1Zt+Uf2INkWfcBU9i86CRWehXXA7oKrc+OGywyQHJ/No/0d5Zt0z+PD5x7cyt+KeXvdg1MjB4EIIAZIwidOg1miwhMkbHSFEdUqlErPWTKG99qIBAdoAbG4buwp28fuh35nccfJpl9A+G7m9brblb+PWxbfi8roA+CHtBwJ1gcwdPZe2wW1P6b5mrZmbut7EokOL0Cg1fHnhl6zIXEGeNY9zW51L17CuRJoi6/FJhBDizKbw+Xy+fx52digrKyMwMJDS0lIsFilMIIQQDcHn8/H1vq95dv2ztfa/MvQVZm+dTcfQjoTqQ7mx641SXKAW2ZXZ3PL7LQyMGYhFayGtNI3lmctxe90kByfz3sj3CDGEnPL9vT4vBdYCXD4XJrWpxRXgOJ4CWwFHy49yoOQA0aZo2gS2IcoUJYm9EGeZE80NZIZJCCFEvVIoFJzf+nyWHF7C+pzq5wBd1eEqgnRB3ND1BlYdWUWuNZeUohTah7QnzBDWRBE3T+WOcm7tdisL0hZQYCuga3hX5pw/hze3vcn2/O0UO4pPK2FSKpREmOpvlUCRrYgiexF2j50gXRChhlAM6jPv8NvsimzuWnYX+4v3+9uCdEG8N/I92oe0l6RJiBZIZpiEEEI0iAJbAYfLDvNr+q+oFCoGRA8gQBvAm9vfZGPOxmpjB8cO5umBTxNuDG+iaJuXIlsRn+z9hA92flCtXa/S896o9yh1lBIXEEdCYEK9VtU7VYdLDzN95XT2Fe8DqqoAXt3xaq7rfN0ZNXtY4axgxh8zWHFkRY2+UH0oX130FVGmqMYP7DhcHg95ZQ4qHB4MWiVhJh1GnXweLsSJONHcoOl/ygohhDgrhRnC6B3Zm7t63IXdbefN7W+yt2hvjWQJYPXR1WzI2UC5o7wJIm1+iuxFNZIlALvHzgsbXmBf8T5uWHQDP6X9RJmjrAki/EtuZS43/n6jP1mCqv1Xc3fP5YfUH/B4PU0Y3ckpdZSiUCgYED0AjVJTra/QXsjRiqNNFFntCiocvLXiIBf+9w/GzV7NeTNX8tiPu8gurVmhUghx6iRhEkII0aCC9cHc0eMO7uxxJwvTF9Y57tv933Ko7FDjBdaMbcvfVmff7sLdtAlsQ6G9kEf/fJQ1WWvIqcyptYx7YzhYepBca26tfR/u+pA8W14jR3RqciurloeaNCYSAhN4ddirXN7+8mpjimxFTRRdTU63hyV7ckkKN/OfS7ry0sRuvH1Nb6xOD/fP205RpaOpQxTirCFztkIIIRpclCkKrVKLw1P3mzi7x86GnA1Em6IJM7bs/Uwns8zuja1vcG2na0kvSeeWbrc0+vcurSStzr4yZxkOd/N/455dkc3tS24nrfSvZ/ky5Utu634bE9tNZH3OeoJ0QSQGJjZhlNXllztQKBQ8NH8HFQ43AFqVkjuGJ2F3ecgqsRNi0jVxlEKcHSRhEkII0SgCdYFckHhBtaVbfzc4djDLM5czOmF0I0fW/PSM6IkCRbXzkY7pGtaV1JJU/9dHyo8Qqg/luX3PoVKouLf3vejUjfdG+XhJhFljRqdq3m/anR4nc3fPJa00DYPawLikcfSP7o/P5yOrMouRHUaSFJREkb2IAlsBgbrAJt1rV2J1Umx1YnV6mPHdDrx/+yfi9Hh5fckBXpvUgwO55YSatEQHnXmFN4RobmRJnhBCiEahUqq4IPECIo01z/iJMcXQKbQTB0sOolbKZ3lhhjBu73F7jXaD2sCt3W7lm/3f+NsCNAH+mbuv939Nvi2/0eIESApKIlRfe2GHazpdQ7iheRfyKLIX8X3q90QYI3ht2GvkW/N5f+f7fLv/W9YcXUOONYd8az7v7XyPmxffzI2LbiSrIqtJYk3Lq+CWTzfx9YZMvt6YWS1Z+rsv1h+mdaiRJXtzaUG1vYRoMJIwCSGEaDQx5hg+GP0Bl7e/nDBDGOGGcK7scCWPnfMYz6x9hqs7XS3lxak63Hdiu4m8PeJthrYaSqeQTlze/nJeH/467+x4hzzrX/uCLml3Cb+l/waAy+uiwlXRqLFGmaL4YPQHtA5o7W9TKpRMbDeRy9tfjlrVvBNgn8+HzW3job4PsSB1AROSJzA8bjitAloxMn4kla5KBsUOIkRfVcI9vSydmRtnUumqbNQ4jxRb+ejPdG4+tw3nd4xkVKdIHhzdnlCTtsbYzCIbGqWSX3ZmU+l0N2qcQpyNmvdPMSGEEGedGFMME9tNpENwBzw+D6uPrubOZXcytNVQLk++vMYMk8frocxZhlqhJkAX0ERRNz67x84jfzzC+fHnMyhmEO2C23HP8nsoc/5VFe/c2HPpEtaFT/d8ClQlKka1sdFjTQpKYu6YuRTZi7C6rYTqQwnRh2DWmhs9lpNl0pi4qM1FeH1eBrcazD3L78Ht/SvJiDZF89zg57ii/RW8uf1NAJZmLuU++32YNKZGi7Pg//cs3fn5VpweLwBdYwN5bVIPHvx2Bzlldv/Y5CgzafkVBBu1aJTy2bgQp0vOYRJCCNHo3B43ebY8DpYcpMRR4j+4Nlgf7B9T6awksyKTb/Z9w5GKI/SK6MXwuOEE64NbxHlNh0oP8a8f/uX/umtYV67rfB1qpZrsymxizbHsKdzDezvf87/BH5MwhicHPtmob+TPBkfKj5Bdmc0dS+7A7rHX6B8QM4Dbu93OtQuv9bf9OP5H2gS1aZT4XB4Ps5el8sbS1Bp9rYIN3Dcymenztvvbvrz5HF74bS//vrAj/RLPnHOwhGhsJ5obyAyTEEKIRqdWqYkxxxBjjqm13+F2sDRjKY/++ai/8MGarDXM3T2X90a9hwLFWV9Jz6w1kxiYSHppOgA7C3YyfeV0kgKTePScR3l2/bPVij8MjB7I/X3ur5dkKd+aT4GtgFJHKRGmCEJ1oQTqA0/7vs1VpDGSHfk7ak2WANZlrePunnf7vw43hDdqUppf7uSjNYdq7TtSbEMBBBk1qBQKpo9qj0oJfRNCaBvRcmZkhWhIkjAJIYRodvJt+Ty59skaVeIqXBU8s+4ZXjr3JcI4uxOmMEMYj/V/jJsW34TX5/W3p5WmsejQIuacP4cyZxlF9iIijZGE6kMJ0ged9useKj3E3cvurnYm1pDYITwx8AkijBGnff/mSKPSHLfkvQ8fJfYS/9fTek9r1O+FzeWhzFb3XqSiSiezruyJ2+MjJkiPUqHgrvPaEmSsub9JCHHyJGESQgjR7BwoPoDL66q1b0/hHoodxYQ4Qs76PU1dwrrwxdgveH3L62zP306oIZQbu9zIsLhhhBnCiKH2GbpTlWfN47Ylt3G04mi19lVHVzFr6yxm9JuBUdP4e6QaQ4eQDnX2RRojKbAVEGuO5b7e9zEgegAKhaLRYtOrVZi0Kiqdnlr724SbSQg1EmTUEqDXNFpcQrQUkjAJIYRodupaGnVMqaMUm8dGAI2fMJU6SrG5bWiUGkINDbs/xKAx0DmsM68MewWby4ZKqaq1iqDL46LIXoQPH0a1kQBtwCm9oc+uyK6RLB3zc9rP3NLtlrM2YdKqtJwfdz5LM5fW6JvWexqdQzvz6QWfNsn+uQiLlusHJTB7ec1DgsPNOjpGBch5S0I0IEmYhBBCNDvJwcl1HtzaKqAV5a5y1IrG/RVW6axkf8l+Xt/8OnuL9hJliuK2brdxTsw5/pLTDUWn1GE0GGs9oyqnModP9nzC/P3zsXvsDIgewM1dbybYEEyEMQKz5sQr1eVac+vsc/vc2Ny2U4r/TKBX6RmVMIqkoCTm7Z9HiaOEtkFtubnbzWzP2073iO5NVmxEo1Jx7cAEckrtzN96lGPlulqHGPlgSh9JloRoYJIwCSGEaHaCdEFc3fFqPt37abV2pULJXT3uwuF21Mt+nRPl8/lYn7Oee5bf429LL03noT8e4pqO13BHjzsapIR2TmUOm3I28Uv6L5g1Zq7scCWJgYn+aoK5lbncsvgWf2EIgD+z/mRT7iZeH/46uwp2MaL1iBOeFWoV0KrOPr1Kj0l99lbfCzWEcrTiKNvztzO9z3SMaiNZlVm8ue1NLk++vMnPB4sI0PPEuM7ceV478svtmHUaQs1aIi36Jo1LiJZAEiYhhBDNTqghlCs6XEG74HZ8te8r8qx5dAzpyKT2k1h1ZBXXd7kepaLxzpfJs+bxn3X/qbXvs72fManDpHpPmLIrs7lp0U1klGf42xYeWsik9pO4s8edBOuD2VW4q1qydIzD42DevnlEGiPpGdHzhBOmSGMkHYI7kFKcUqPvyg5XNnnS0JD0aj0TkycSb4ln9tbZZJRnkBCYwH297qN3ZG90Kl1Th0iAXkOAXkNi2NmbuArRHEnCJIQQolmKNkXTL6qff8N9dmU2h8oOcX2X6487E3K6XB4XebY8bC4berWeUEMo5c5y8m35tY734SO1OJV4S3y9xvDF3i+qJUvHfL3vay5uezEapYaF6QvrvMf67PU80v8RtuVtIy4gzt+eZ80juyKb7IpsWge2JtwQ7l9qFmoI5Y3z3uCJNU+wLnsdAGqlmkntJ3Ft52vRqZs+aWhIwfpgRiWMondkb1xeV6PsUxNCNH+SMAkhhGiWNCoNsQGxhBpCKbQVolAoiDRGolKqGuw1C22FfJXyFR/v+dhf2GFc0jiu7nj1ca8zqOt3D0mRvYjvDnxXZ/8PqT8wpNWQ454FZNaasblt1WbiMsoymL5yOuOTxhNtjmZr3lYijZEkByfT2tIam8tGoDaQV4a+QpG9CKvbikVrIdQQWu/P2JxJkiSE+DtJmIQQQjSZPGseKUUpLDm8hFB9KGPbjCXaFF1teZterSc2ILbBY7G77Xy8+2M+2v2Rv83ldTH/wHz6RPahU2gn9hTuqXGdQW0gITCh3uOpq6w6gNVl5ee0nxmdOJr5B+bXOuaiNhfx++HfeaTfI0BVMjjjjxnc0/MeZm2dxZ6iv54lxhTDrPNm8eHuD8mtzOXithfTP7p/gzxXQ7O6rChQYNC0nARPCNGwGm8BuBBCCPE3OZU53Lr4Vu5ceiffp37P+7ve59IFl/JD6g+UO8sbPZ4CWwGf7/281r5XN7/KUwOewqK1VGtXKVS8NOSlet/bE6AN4Ly48+rsHxo3lA05G9iSu4XrOl9Xo79rWFe6hnUl2hRNuKFquV2RvYhekb34bO9n1ZIlgKzKLO5ZcQ/jksZxefLluLwu3tj8BjmVOfX6XA0pz5rHwvSF3LP8HqYun8rvh34nz5rX1GEJIc4CMsMkhBCi0Tk9TubunktqSWqNvhc3vsjAmIEEaBv3jKVyZzlOr7PWvnxbPla3lXn/msfqI6tZl72OpKAkLmpzEdGmaLQqbb3GYtQYua3Hbaw6sopyV/XksXdEbwI0ARTaC/lkzydM7jiZd0e+y9qstZQ5y+gT2QeFQoHdbWda72kE6gMBqHRV0iuyF3N3z631NY+UHwHg5U0vo1FqmJg8kRJ7CRHGiEYtsHEq8qx53Lf8PnYU7PC3rcteR8/wnswcNpMIY0QTRieEONNJwiSEEKLR/dMenSWHl3BL0C2NGNE/70PSq/XEmmOZ1GESl7W/rMGTiNYBrfnqoq/4ePfHrDiyAqPayMTkiXQK7cTBkoN8+69v+SntJz7e8zHz9s1jUOwghsQOIdwQTkJgApGmSP+9KpwVmDXmf5xxya7Ixu62k+/K579b/8uyzGW8MvQVYswxDfqsp2tt1tpqydIxW/O3silnE2PbjG2CqIQQZwtJmIQQQjQ6n8933ENQSxwljRfM/wvWB9M/qj/rc9bX6GsV0KrasrvGmHFRKpS0trTmwb4PcmWHK/kz608WHVrEzE0zATCqjcw6bxbxlnieXvc0KzJXsClnE/8977/VSmAX2gp5Z8c7aJQahrYailaprXMmLdwQToWrwv/1roJdHCg+0KwTplJHKV/t+6rO/i9TvmRw7GAsOkudY4QQ4nia9xy7EEKIs5JJY6JvVN86+4fHDW/EaKoE6gJ5etDTJAclV2uPNEYy57w5Tbasq9RZym1LbmPmppnsLNjpb7e6rTz252O0CWpD38i+XJBwATOHzuS39N/8SwS9Pi8L0xfyZcqXfLH3C5QKJROTJ9b6OudEn0OIIYT7+9yPUf3XuU0/pf2E1+dt2Ic8DT6fD4/XU2e/x1d3nxBCnAiZYRJCCNHoLDoLD/R5gKt+vQq3112tr3tYdxIDE5skrhhzDO+MfIdsazaHSw8TY44h1hxbbXlbYyuyFZFrza21L6syiwpnBY8OeJRSRym3Lr6V2efN9h9UW2At4L2d7wHg9rm5+febmXX+LHQqHV+mfIndY0etUDMifgRjE8dy/cLraR/cnpeHvsz0FdOxe+wYNcZmvYcpUBfIuKRx7C3aW2v/JW0vkdklIcRpkYRJCCFEk0gKSuKrC7/itc2vsT57PWatmSs7XMnE5ImEGeu36tzJCDOGEWYMo2tY1yaL4e/qWj53jMPjwOqyUmgr5JpO15Ac8tcMmcvrotBe6P/a7XNzx5I7GBU/io8v+JjsymwAVh9Zzf0r78fpdbK9YDsL0hbw0eiPyLXlEh9QfwfyNgSFQsGI+BF8te8rDpcdrtaXaEnk3FbnNlFkQoizhSRMQgghmoRWpaV9SHteGvISVrcVJUpCDaENejDtmShUH1rnviOdSodOpUOlUNEuuB39o/tXqy6oVWmJMcWQVZnlb/Ph44+jf3B+/Pk8uOrBWl9zyeEl3NDlBu5dfi9JQUk8N+g5kkOSUSub59uGKFMU7416j4XpC/k+9XsUKLi03aWMThhNlCkKAJfHRb4tnyJ7EWqlmhB9iFTPE0KckOb5k08IIUSLYdFZZMnUcYQaQrm1263M2jarRt+1na6lzFlGYmAirS2ta/SHG8OZ2msqD//xcLX2AG0AVpe1ztf0+DzY3DbaBLYhrSSNmxbfxLf/+rZZF3+INkUzpfMUxiWNA6qKeBxbSljmKGPRoUW8vOllf7GRyR0mMyF5Ajvyd+D0Oukb2ZcwYxhBuqCmegQhRDMlCZMQQgjRjOnVei5rfxmx5lje2vEWGWUZJFgSuKrjVQRqA2kf0p5wfXid1w+KGcT9fe5nzrY5/mQh1BBK+5D2dV5j1pgJ0YXw3ODn8OFDgYL12euxaC10CO1AuCG83s+eqg9KRdUs5f/aVbCLp9c97f/6qg5XEaALYMKCCfjw+dsvbXspU3tPJVRf8x5CiJZL4fP5fP887OxQVlZGYGAgpaWlWCzyaaYQQogzh8/nI7M8E5fXhd1tR6/Wo1PpiDHH/GNRhmPL0UocJWhVWkJ0ITg8Du5feX+N84u0Si0fjv6QFUdW8O3+bylxlNAtrBvXdbmOhekLWZ65nFeGvsLAmIHo1Lo6XrH5KLGXcPvS29lVsAuoOm/r+XOf597l99Y6fubQmYxOGN2IEQohmsqJ5gaSMAkhhBAtkM/nY1/RPt7Z8Q7LM5fj8XkwaUy8MvQVPtr1UY3zqBQoeHHIi8zeOpujFUf58eIfibecXEGIYxURG3MvVG5lLuN/HE+lqxKA0Qmj0Sg1/Hzw51rHdwzpyDsj3yFYH9xoMQohmsaJ5gayJE8IIYRogRQKBaGGUHpF9OJfSf/CoDagVChxepy1Ht7rw8d7O97j8vaXM3PTTJZlLOP6Ltef0GvlWfPYVbCLH1N/RKfScVn7y0gKTMKgMVBgLcDr8xKgDcCitZBvy8fuqZpBCzeEn3ZypVVpiQ+IZ0/RHgAsWgtHyo/UOb7IXlSj1L0QomVrvgcrCCGEEKJBhRvDGdtmLGGGMLQqLbO2zmJL3pY6xx8oOUC0KRqAjLKME3qNrPIsUopScHldmLVmlmYs5aFVD5FRnsHTa59m3I/juOiHi5i6fCq7i3bz6Z5PGffDOCb8OIEPd31Ioa3wn1/kOIL1wdzV8y7/1/uL99MtvFud43tH9sakMZ3Wawohzi4ywySEEEK0YKGGUEINoeRW5uL2ujFrzHWOVSvUKBQKAAbEDDjufa0uK3sK9/D8hufZX7wfjVLDqPhRvDH8DVxeFw+teqhaufPt+du5buF1fHLBJ6zIXEFmRSazts6i0FbIPb3u8R/Geyq6hXfjob4P8fqW19mev51but1CkC6IEkdJtXEapYZbut1yWq8lhDj7yB4mIYQQQuD0OHl508sMiR3C3cvuxuPz1BgzKn4UAdoAVh9dzWdjP/OfcVSbrXlbmfLblGpV6AASAxN5ZegrHCk/wq8Hf6XSXUmUKYqsiizWZq9lcMxgLm57MdNWTgOqkrQFlywgLiDutJ7P4XZQYC+g0FaISW3Ch4+XN73M2qy1+PDRKaQTjw54lPbB7ZtlBUAhRP2TPUxCCCGEOGFalZbrO1/PO9vf4cG+D/LChheqJTtxAXFc2u5Svk75mg/HfHjcZCm7IpuXNr5UI1kCSC9NZ1fBLt7d8S6XtruUxMBE5u2fR6Ilkas7Xc0Xe7+odt6T2+emxFFy2gmTTq0j1hxLrDnW3/by0Jcpc5Th8XmwaC1S6EEIUStJmIQQQggBQIw5htu638aB4gO8P+p91mevp8RRwsCYgSQFJaFWqnl28LME6ALqvEe+NZ+DpQf9Zbxrs7NgJ3EBcfx363957JzHyKnMYW3WWr7Z/w0vDnkRraL6DI9BZai3Z/w7i9aCRSsrToQQxycJkxBCCCH8os3RRJujsbqs9AjvgVZ9csvTVmetRqVQEaAJoNxVXuuYQF0g+4r2AfD53s+5pO0lvLr5VVxeFy9ueJGXh7zsH9s2qK3M/AghmpRUyRNCCCFEDUaN8aSTpWJ7MV/s/YKF6QsZ13ZcrWMUKOgV0YudBTuBqmp7kaZIf3+uNZdSZykAEcYIXh32KqGG0FN8CiGEOH0ywySEEEKIeuH1ebG77fyZ9ScTkiewu2A32/K3+fuVCiUP93uYH1J/8O9vig+MJ6cyp9p9TBoT7458lzaBbaolU0II0RQkYRJCCCFEvQjUBjIyfiTv7XyPGX/M4N5e93J1p6tJK0lDo9TQIaQD8w/MZ2nGUv81kztM5tM9n/q/DtAE0MrcimhzdFM8ghBnLK/Xi9PpbOowmhWNRoNKpTrt+0jCJIQQQoh6oVapmdBuAt8d+I5CeyHPb3ges8bM+fHnMz5pPP9e/W+yK7MB0Kv0XNf5OvKseaSXpfvvMaP/DMKN4U31CEKckZxOJ+np6Xi93qYOpdkJCgoiKirKf4bcqZCESQghhBD1RqfSMeu8WczbP48VmStQKVQE6YIwqo3c1eMuzFozWqWWKFMUxY5iZm+dTbghnMTARO7ocQftg9ujVtb99iS3MpfM8kzSy9JJsCTQOqC1LNsTLZrP5yM7OxuVSkVcXBxKpZQogKrvi9VqJS8vD4Do6FOftZaESQghhBD1Is+ax11L7+JAyQHOb30+9/S6B6/Py59H/8TldfHq5lcptBcCEGuO5ZqO1/DEwCdQK9QE6YKw6I5f4vtw2WFu/v1m/ywVQLQpmvdGvkd8YHyDPpsQzZXb7cZqtRITE4PRaGzqcJoVg6HqSIK8vDwiIiJOeXmeJExCCCGEqBdpJWnsLdoLwKJDi1h0aJG/z+q2Muf8OXyZ8iUpRSm0trQm2hyNx+uhTXCbf7x3oa2QaSumVUuWALIrs5m2chrvjnz3pKrp2dw2Cm2FOD1OTBoT4cZwlAr5ZF6ceTweDwBa7clVtWwpjiWRLpdLEiYhhBBCNK0lh5fU2bchZwMapYa2QW2JNEUyOGYwD656kC5hXXh28LMYNcf/ZLzIXsT+4v219u0v3k+RvahawpRbmcuB4gPsKNhBvCWeHhE9iDRGolaqyanMYc62Ofx88GfcXjeh+lDu6nkXI1qPIEgfdErPLkRTO509Omez+vi+SMIkhBBCiHrx9wNm1Qo1/aP7E6wPJr00nYyyDPYX7+eVza8AVUnOoNhB7CzYid1j/8eEyea2nXB/ZnkmNy66sdpslEFt4L1R7xFriuX+lfezPX+7v6/QXshTa58C4NJ2l8pMkxCiGvmJIIQQQpwlnB4nbq+7zn67205GWQbz9s3jjS1vsC5rHXnWvHp7/TGJYwAYFT+KN857g9aW1ljdVobFDePNEW9WO5Mp35pPoC6QTqGdMKlN/3jvIF0QKkXty2mOFZYAKHWU8sSaJ2os3bO5bUxbMY2syqxqydLfzdo6q16/H0Kc6RQKBT/88ENTh9HkZIZJCCGEOMPlWfPYWbCT7w98j1alZVL7SbQNalttiZrD42Bd9jruW34fbl9VUvX+zvdJtCTyzsh36uXcoyhjFDOHzqTUUcrdy+7G66sqcbwsYxmf7vmUF859gaUZSymwFdA5rDOHSg9xV8+70Kl1/3jvUEMoE9pNYN7+eTX6Lm13qf9Zi+3FbMzZSFJQEu2D21PhqmBd1jqcXid6ld6/x6o2RfYirC7rKT69EGeenJwcnn32WX755ReOHj1KREQEPXr04N577+X888+v19dasWIFw4cPp7i4mKCgoHq9d0OThEkIIYQ4g+VV5jF1+VR2F+72ty0+vJiR8SP5d/9/+xOJfGs+9634K1k6Jr0snf9u+S+PD3wcg9pwWrGYtWY6hXTi4h8v9idLx5Q5y3hr+1tMaj+JD3d9yMjWI/HipXVA6xO6t0lj4vYetxOkD+KzPZ9hdVsxqo1M7jiZqzpehUlTNUvl9Xl5ddirZFVksSVvC+GGcGYOm8nqo6tZfGgxYfqwOl9DrVCjVcnGedEyHDp0iEGDBhEUFMTLL79M165dcblcLFq0iDvvvJOUlJSmDrFWPp8Pj8eDWt14aYwsyRNCCCHOUD6fj98P/14tWTpm8eHF7Cva5/96R/6OOpfrLTy8kCJ7Ub3ElF6WjtPrrLVvZ8FOuoR14f1R75MUmMSA6AEnNLt0TJghjNu63cb347/nx/E/8v3477m9++2EGf5KgpQKJS9ueJGZm2ayLGMZ8w/MZ+qyqYQbwhnSaghtgtoQoAmo9f6jE0b7E6+/8/l8lDvKZfZJnFXuuOMOFAoFGzZsYMKECSQnJ9O5c2emTZvGunXraoxfsWIFCoWCkpISf9u2bdtQKBQcOnQIgMOHD/Ovf/2L4OBgTCYTnTt35tdff+XQoUMMHz4cgODgYBQKBddddx0AXq+X559/nsTERAwGA927d+fbb7+t8bq//fYbvXv3RqfTsXr16gb7vtRGZpiEEEKIM1SRvajWJWrHfJnyJb0je6NT646bELm9btyeuvc+nQyb6/jFGSIMESSHJJ/y/TUqDTHmmFr7rC4rc7bNIdeaW6NvzrY5zB09lxBdCO+MfIdbF99Kuavc398ptBM3dr2RlMIUos3RtApohVqpJrsim+WZy/kt/TcMGgPXdLyGTqGdTqqEuRDNTVFREQsXLuTZZ5/FZKr5IcGpLpm78847cTqdrFq1CpPJxJ49ezCbzcTFxTF//nwmTJjAvn37sFgs/jOSnn/+eT777DPefvtt2rVrx6pVq7j66qsJDw9n6NCh/ns//PDDzJw5kzZt2hAcHFxXCA1CEiYhhBDiDOXz+XB5XHX2OzwO/9K4HhE96hzXOqD1P1apO1HtQ9rX2Rdtim7Qst0ljpLjljZPKU6hd1RvOmk78e24b9lfvJ/UklR6hPegzFnG9Yuup9RRSuuA1jzQ5wESAhO4ZfEt1QpIrM1ay5iEMczoN4MQQ0iDPYsQDSk1NRWfz0eHDh3q9b4ZGRlMmDCBrl27AtCmzV9nrIWEVP3/EhER4U/IHA4Hzz33HEuWLGHAgAH+a1avXs0777xTLWF6+umnGTlyZL3Ge6JkSZ4QQghxhgrUBTIqYVSd/ePbjsegqfoUN9oUTZ/IPrWOe6jfQ4Qbw+slplBDKJM7Tq7RrkDBo+c8SoQxol5epzZen7fGHq2/O7akTqVUEWOOweq2Eh8Qz8xNM7ln+T2UOkoByCjPYMHBBXyx94sa1fYAFh5ayOHyww3zEEI0Ap/P1yD3nTp1Kv/5z38YNGgQTzzxBDt27Dju+NTUVKxWKyNHjsRsNvv/fPLJJ6SlpVUb26dP7T+/GoMkTEIIIcQZSqPScHny5YTqay4PaxvUtlqCFGoI5cUhL3Jjlxv9+3TaBrXl3ZHv0iuyV73FZFQbubrj1Tw18CmSgpIwa8z0j+rPp2M/rTNhqy8mjYluYd3q7B8UO8j/3w63gxUZK7B77LXuARsUM4hf0n+p817fHfju9IIVogm1a9cOhUJxUoUdlMqqtOHvyZbLVX2G+6abbuLgwYNcc8017Ny5kz59+jBr1qw671lRUQHAL7/8wrZt2/x/9uzZU20fE1Dr0sHGIkvyhBBCiDNYbEAsn4/9nC9TvmThoYWolWomJk/kojYXEWmKrDY2whjBnT3u5IoOV+DxetCr9fW+F2dv0V5uWHQDseZYrupwFfGWeGwuG2a1+bhV+LxeLwqFAoVCccqvHawPZkb/GVzz6zU1ZpqGtxpOlCnK/7VKqaJtcFv2FO6p9V5KhfK4n8J7vJ5TjlOIphYSEsLo0aOZM2cOU6dOrZGMlJSU1NjHFB5eNQudnZ3t30O0bdu2GveOi4vjtttu47bbbmPGjBm899573H333Wi1VRUoPZ6//t/p1KkTOp2OjIyMasvvmhtJmIQQQogzXGxALPf0uodrO1+LEiXB+mBUytoPedWoNNUSh/qUb83n/pX34/a6ubbTtVS6Kpm1dRY2t42BMQO5LPkyWlta17hmX9E+fkj9AZ1ax8TkicRb4gnRn9r+oOTgZL6+6GtmbZvF5pzNBOoDmdJpCiPiR1S7p1qpZlirYaw8srLW+6zPXs/4pPEE6gNpE9gGq9vKrwd/ZV32Onz4GN92/CnFJ0RzMWfOHAYNGkS/fv14+umn6datG263m8WLF/PWW2+xd2/1M8vatm1LXFwcTz75JM8++yz79+/nlVdeqTbm3nvv5YILLiA5OZni4mKWL19Ox44dAYiPj0ehUPDzzz8zduxYDAYDAQEB3H///dx33314vV4GDx5MaWkpf/75JxaLhSlTpjTa9+N4JGESQgghmrkiWxG51lw25W7CpDHRJ7IPYcYwjOq/CjVoVJoG3R90IorsRRytOMqMfjNILU4lSB/E0FZDWZu9lrm75/LzwZ/59IJPaRXQCqg6cHf6iulsy9/mv8eCtAWMTxrPtN7TTqmoglalJTkkmecHP0+lqxKVQkWoIbTWmatIUyT9o/uj3qaude/TefHn8ermV5mzbQ5BuiAubnsxE5In8N2B7wjUBp50bEI0J23atGHLli08++yzTJ8+nezsbMLDw+nduzdvvfVWjfEajYYvv/yS22+/nW7dutG3b1/+85//cNlll/nHeDwe7rzzTo4cOYLFYmHMmDG89tprAMTGxvLUU0/x8MMPc/3113Pttdcyd+5cnnnmGcLDw3n++ec5ePAgQUFB9OrVi0ceeaTRvhf/ROFrqF1fzVBZWRmBgYGUlpZisViaOhwhhBDiHxVYC3hm3TMsy1zmb1MqlDw54ElGxY/CpDVR7iyn0FbImqw1OD1OBsQMINIY2aAV6Wqzu2A3M1bP4OUhL7Pw0EKWZiwFH5zX+jx6RPTgyTVPMjJ+JA/0fQCNUsOXKV/y/Ibna73Xh6M+pG90X//Xdrcdr89bb9X8jjlafpR9xfuYvnK6/5yqREsid/a8kwdWPoCP6m+TBkQP4M4ed/L4msd5f9T79VYsQ4hTZbfbSU9PJzExEb1e39ThNDvH+/6caG4gM0xCCCFEM+Xz+Vh0eFG1ZAmqqsE9vuZxOod2JswYxvcHvuf1La//NWAzXNTmIu7vc3+jnhcUrA/msXMe44GVD5Belu5v/2DXB7QOaM0TA57g0T8f5aauN6FWqvlq31d13uuLlC/oHtGdcmc5ewr38GXKl9g9dsYljeOc6HPqbVmh0+vkj8w/mHfRPNZlr6PYXsx5cefxyOpHaiRLAGuz1zKpwySyK7OpcFUQjiRMQpztJGESQgghmqkCWwEf7/64zv4FBxdwSdtLqidL/+/ngz8zOHYwF7a5sAEjrC7CEMHyjOXVkqVjMsoz2Fu0ly5hXYCqpM/uttd5L6vbSpmjjGfXP8uSjL/OVtqYs5EESwLvjXrvtJMmt9fN96nf823qt2wt2MqDfR+kxF6C3WOv9RmO2Vu4lwRLAhql5rReXwhxZpCy4kIIIUQjKHOUcbDkIF+nfM1XKV9xsOQgZY6y417j8XkoshfV2Z9bmcu67HV19n+06yOK7cWnHPPJsrqtxy3FvSJzBRPbTSRYH0ygLpDzW59f59hJyZModZRyQeIFvDbsNSZ3nIxZYwbgUNkhfjjww2lXqrO77WzL2wZAWkkaty6+lVlbZ+HwOFApai+aARCgDWB80ngCtAFSLU+IFkASJiGEEKKBldhL+Gj3R4z/cTz/Wf8fnl3/LON/HM/7O98/bkJj0pjoFVHzjCSlQsnQVkOZ3HEy0aZoBsQMQEHNogbFjmL/vpzGcrxEQ6VU0TG0I1qVFq1Ky1UdryJQV7N4wuXJlxOgDeCBVQ8wfeV0pq+cTkZZBjOHziTGFAPA/NT5x00mT4RWpfUXoDjmSMURlmYsZVjcsFqv6RXeiwHRAyiyF3H/yvt5ceOLpBanYnPbTisWIUTzJQmTEEII0cD2F+/n/Z3v12j/aPdHpBTVfXBkgDaAe3vdi1Lx16/rSGMkc86bQ6w5lgdWPcCLG16kXVA7Zp03q0Yp7n6R/TBrzdXayhxlZJRlcKT8CIdKD5FSlMLhssNUOCtO8ynBorNwRYcr6uy/PPnyaglKK3Mrvhj7BROTJ2LRWggzhHFfz/uY3HEyG3M30iOiBxatBa/Pyx9H/+DxNY/zQN8HgKpzkGrbY3QyFCiY1H5SjfafD/7MxOSJNZKpBEsCd/W6i8m/Tubdne+yLnsdX6Z8yaULLuXPo3/i9DhPKx4hRPMke5iEEEKIBmR1WZm7e26d/R/u+pCuYV1rJDaAvyrcuyPf5aWNL7G/eD+PD3icJ9c+Sa411z/ukz2fsCJzBY+d8xj3rbgPAK1Sy83dbq52WOzh0sM8u/5ZLmxzIdvzt/ND6g+4vC4UKBgWN4xH+j9y2vuC+kb1pVd4L7bkb6nW3j2sO4NiB1VrUygUtLa05uG+D3Nbt9tQKBSU2Et4d+e7HCg+QIw5hicHPsm67HXM2zePPGseRyuOkhSUxOCYwQTrgk8r1jxrHj+m/siDfR/ktc2v4fK6AHB6nBwoPsDb579NSnEKG3M2EmOK4fz487ljyR3YPdX3Xvnw8cjqR/hh/A/EmGNOKyYhRPMjCZMQQgjRgJweJwW2gjr7i+xF/jfq/yujLIMrfrmC27vfzpROU4g2R7MpZ1O1ZMk/tjyD9NJ0OoV2QqvUMqP/DOIC4vz92RXZTFk4hQExA9iev51v9n/j7/PhY3nmckocJbw+/PVTPjQWIMIYwcvDXmZH/g7m7Z8HPpiYPJEeET3qPCdKp9YRqY5kffZ6bl18Kx5f1b6g/cX7WZG5gvt638ewuGGsyFzBjvwd9AzvyZUdrkSjOr2iC3uK9vDN/m8YFjeM14a9RqWrsiqJC2jNmqw16FQ6RieMZnTCaABSi1PJKM+o9V42t42siixJmIQ4C0nCJIQQQjQgs8bMgJgB7C3aW2v/OdHn+IsZ/J3D7eDTvZ9S6arkw10f8uygZ9lXtI/fD/9e52utOrKKl859iUB9IEG6oGp963LWUWgvZET8CB5c+WCt12/N20qBteC0EiaoSppGxI9gUEzVjJJBY/iHK6pmex7981F/svR3c7bOYeawmazIXEGEMYIbu9xImDHstGIEKLQVAlXFKFZkriBQF4hKofLvjRoRP6La+Npi+7u6El8hxJlN9jAJIYQQDUitUjOx3URMGlONPoPawKT2k2qdKSlzlrH6yGqgahZq5uaZ9IrohVaprfO1dCodGpWmRrLk9Xn548gfQNXeH6e37r022ZXZJ/JYJ8SgMZxQsgRVhTFyKnNq7XN6nVQ4KzCoDUxoN6FekiWArmFdq31d6ij1J0vRpugaf2dBuiBC9bWfa6VWqqvN6Akhzh6SMDURa1kphUcyyTt0kPKCfDyexq1iJIQQovHEmGP49IJP6RPZx9/WO7I3n439jFhzbK3XqJSqavua0krSeHzN41yafGmdrzMuaVyts0NKhZLWAa0B0Cg11YpI/K/GPOj2ZD3a/1GiTdH1dr8oUxR9o/rW2vdg3wdrLCEMN4bz5MAna61IeHfPuwkxnN7MnBCieZKEqQkUZR3hh5efYdPP36FQqijJz2XvHyvIPZhKRfHplUgVQgjR/KiUKtoFt+P14a/z66W/8uulv/LG8DdIDk5Gpay9DHeIPoRrOl5TrW1f8T6CdcH0CO9RY/yAmAH0ieqDXq2v9X7jksahQMG67HUMazWs1jGtA1oTbginwFbQYOc3FdoKya3MpdRRWq09SB9UZzKkU+noGtaVEfEjMGlrztSdqlBDKC+c+wLXdrrWXxwj3hLPrPNm0T+6f43xSoWSflH9+PLCLxkSO4RIYyQ9w3vyzsh3uLTdpRjVxnqLTYiWYs6cOSQkJKDX6+nfvz8bNmw47vhvvvmGDh06oNfr6dq1K7/++muDx6jw+XynV5PzDFJWVkZgYCClpaVYLJamiaEgn9RN64ht3wl7RTkHt2xEqVLRukt3svbtJTv1ACNvvoPAiMgmiU8IIUTzUWAt4PE1j/PH0T/8bQa1gf8O/y9Wt5XvDnyHSqFiQvIEkoOT66xw53A7yLPlUWQvIqcih0hTJK9veZ3NuZv9Y1oHtOa/5/2XFZkr+D71e/QqPVd1vIpzY88l3Bh+2s9SZC9iXdY63t7xNjmVOXQI7sC9ve8lOSTZv4drY/ZGbll8C25f9VUXzwx6hjEJY9Cr9bi9bnz40ChPr+DD37k8LgpsBbh9bvQq/Qk9b4WzApvbhlalrfUsKSEai91uJz09ncTERPT62j8wORGlVicFFU7K7C4sBg1hJi2BxrqXANeHr7/+mmuvvZa3336b/v378/rrr/PNN9+wb98+IiJqFolZs2YNQ4YM4fnnn+eiiy7iiy++4MUXX2TLli106dKl1tc43vfnRHODMyJhOnToEM888wzLli0jJyeHmJgYrr76av7973+j1Z74X2RzSJjyD6dTkpvD7hWLSdtcPYPuMnwkobFxlBcV0u/iyzAFBjVJjEIIIZqPQlshh8sO8/uh39GoNIxKGEWEIYJIU6T/3B+tqu7fhfnWfD7c9SHf7P8Gh8eBWWPm2k7XMiphFE6PkzxrHuHGcMwaM9NWTGNf8b5q1/eL6seLQ14kzHDi+4aK7EUU24uxu+0E6gIxa8y8v/N9Pt7zcY2xrw17jfNbn49CocDhcXC0/Cif7f2MXQW7aB3Qmuu7XE+8JR6nx0lqaSrzUubh8Dq4OOliuoZ3rbPynhAtRX0kTFklNh6av4M/DvxV0XNIuzBemNCNmKAT24d4Kvr370/fvn2ZPXs2AF6vl7i4OO6++24efvjhGuMnTZpEZWUlP//8s7/tnHPOoUePHrz99tu1vkZ9JExnRJW8lJQUvF4v77zzDm3btmXXrl3cfPPNVFZWMnPmzKYO74TZysvJ3LMThUJRI1kC2LV8MZc89AQqrRZHZYUkTEIIIQg1hBJqCKVXZK8afcdLlKCqiMELG16oVlmvwlXBm9vfxOFxcHv32+kY2hGH28FLG1+qkSwBbMjZwIHiAyecMGWUZfDAygfYU7QHqNozNbnjZOIstRdEeG79c3QN60qkKRKdSkeboDY83O9hrC4rerUevVpPoa2Qlza+xK/pfy29WZG5gk6hnfjv8P8SaZJVGUKcqlKrs0ayBLDqQAEPz9/BrCt7NshMk9PpZPPmzcyYMcPfplQqGTFiBGvXrq31mrVr1zJt2rRqbaNHj+aHH36o9/j+7ozYwzRmzBg++ugjRo0aRZs2bRg3bhz3338/3333XVOHdsK8Hg/F2UdxWK3s+WN5neO2LfoFj8uNQnlG/NUIIYSoJ16fl5zKHFKLUzlcdrjGHp9TUWQvqrMM+ad7PiXflg9AiaOEhYcW1nmf71O/x+vzHve1fD4fmWWZ3Pz7zf5kCapKbc/dPZecyhx/mfG/y7flU+Ysq9amVWkJ0gf592OllaRVS5aO2VO4h0WHFv1jbEKIuhVUOGskS8esOlBAQUXdVTVP63ULCvB4PERGVv/AIzIykpyc2itm5uTknNT4+nLGvisvLS0lJOT41WgcDgdlZWXV/jQVa1kplaXFKBTgtFrrHOewVlBemE/qxnX4vPILQAghWoIyRxm/pv/KFT9fwSULLuGi7y/ivhX3kVFW+yGpJyq3suYBt8c4vU7KneUAKFCgVta96EStVNdaGe4Yh9vBhpwNbM/fTlZlVq1j5u2bx7+S/lXn/euM0+Pky5Qv6+z/et/X/lLgQoiTV2Y//vlh5f/Q3xKckQlTamoqs2bN4tZbbz3uuOeff57AwED/n7i4pjsfwefzUZx1BIfVSqtOXesc17prD3IPprLllx+pLClpvACFEEI0ma15W5nxxwwK7YX+to05G7lh0Q11nk10Iiy64+/X1ag0FNgKCNYFMz5pfJ3jJrabiEJRd8KUUZ7Byxtf5nD54TrHlDnLai3U0CmkU41zo0odpWSWZ5JZnonNZcPhcdR5X4fHwRmwHVuIZsuiP34BlYB/6D9VYWFhqFQqcnOrf7CTm5tLVFTtBWyioqJOanx9adKE6eGHH0ahUBz3T0pKSrVrjh49ypgxY7jsssu4+eabj3v/GTNmUFpa6v+TmZnZkI9zXAZzAPaKCqLbtqddvwHojDXLohoDg4hu256jKbuxlpXgkyUGQghx1iuwFfDK5ldq7cu15rKncE+tfScizBBW5zlPvSJ6sSpzFTcvupk/s/9kYvJEpvacWuNg1gsSLiDBklDnazjcDubunku+Lb/O1wIwaUx4fJ5qbRathf8M/g/B+mAA3F43+4v3M3XZVMZ+N5ax343lhY0vMLbN2DrvOzphdI2ESwhx4sLMWoa0q32P4pB2YYSZG6ZSnlarpXfv3ixdutTf5vV6Wbp0KQMGDKj1mgEDBlQbD7B48eI6x9eXJi36MH36dK677rrjjmnTpo3/v7Oyshg+fDgDBw7k3Xff/cf763Q6dDrd6YZZL9RaLd3OH8P6H+bRtu8Axk1/hC2/LeDglo0oFEraDxhMl+Ej+f2d/wIQ1bY96mYSuxBCiIbj9DhJL02vs39z7mbOa33eKd07whjBnPPncPPvN/v3KwEkWBK4udvNfLvvW6b3nc7PaT+zp2gPUcYonh74NFmVWaw6sorJHSfTIaTDcQ9ktbqtpBSlUGQvQqvSEmYIo8BWcz/E5A6T6R7WnVu73crB0oP0i+rHubHnEmOO8Y/Jqsji6l+vxua2+dt+Pvgzw+KGkRyUzP6S/dXuGawL5soOV6JRNcwn4EK0BIFGLS9M6MbD83ew6n+q5L04oVuDlhafNm0aU6ZMoU+fPvTr14/XX3+dyspKrr/+egCuvfZaYmNjef755wG45557GDp0KK+88goXXnghX331FZs2bTqhvOB0NGnCFB4eTnj4iZ3tcPToUYYPH07v3r356KOPUJ6BRRECI6Pof8kkUv5cSUBYGEOvvoGBl1+No7KClD9X8f2LT+N2OkChYOjVN2AwBzR1yEIIIRqYSqEiWBdMsaP2g2LjLfGndf+koCS+uPALMsoyyCzPJNYci1KhJK00jckdJ3Pb0tv85cnTS9NZm72We3vdy3PnPndCMzd6tZ54Szz7i/cze+tsnhn4DM9teI7M8qpVHQoUjE8az5UdryTMEMZdPe/C6/OiVFT/Pe7yuPhq31fVkqVjnl77NG+NeIsN2Rv4Zv83uLwuRiWM4uqOV9MqoNVpfX+EEBATZGDWlT0pqHBSbncRoNcQZm74c5gmTZpEfn4+jz/+ODk5OfTo0YOFCxf6CztkZGRUe88/cOBAvvjiCx599FEeeeQR2rVrxw8//FDnGUz15Yw4h+no0aMMGzaM+Ph4Pv74Y1Sqv05FP5k1i83hHCYAt9uFvawMpUqFw2Zl1WcfkbZpPT6fl5DYVpx/w+1EtU1Gq2+4uvdCCCGaB4/Xw8d7Pua1za/V6NMoNfx48Y/EBdTPHtysiiw25mzkp7SfKHOW0SeyD4NiB/HyppdJK0nzj1MqlPx08U+0trQ+ofvuKtjFlb9cCUCMKYbru1xPpCkSm9tGu6B2RJuiMWvN/v1IJo2pxqxQkb2Im3+/mf3F+2t7CTqFdOLdUe/i9Djx4SNIF/SPZdWFaAnq6+Das1WLOYdp8eLFpKamkpqaSqtW1T9JOgPyvRrUag3mkKo14sbAIC648z6sZWV4vR50BiOmoOAmjlAIIURjUSlVjEsaR0pRCr+l/+ZvN6qNzDpvFlHG+tnMXGIv4d0d7zL/wHx/296ivfyY9iMvDXmJ+1feT4WrAqgqcb6/eP8JJ0yJgYk8N/g5nln3DFmVWTy7/lkMagNPDHiCGHMMbq+bzbmbmbtrLrnWXPpF9ePy9pcTY47xV8jTKrWE6Ote+hdqCEWj1BCoCzyN74IQQpy8M2KGqb40lxkmIYQQ4n+VOkoptBVyoPgAFp2FeEs8EcaI45bcPhkpRSlc9tNltfYNbTWUGHNMtfLdbwx/46T2Tjk9TgpsBeRU5qBAQaQpkjBDGE6Pky9SvmDW1lnVxhvUBj654BM6hHTwt63NWssti2+pcW+j2sjHYz7GpDXh9DgxaUxEGCNqLOsToiWSGabjq48ZJvlJI4QQQjQDgbpA2gS1YXTiaAbEDKg2+1IflmfUfWj6H0f/oE9kH//XaoWa5OBkPF4PedY8citzqXBWHPf+WpWWGHMMvSJ70TOyJzHmGLQqLYX2QmZvnV1jvM1t48k1T1Js/2vvVoeQDlzf+fpq44J1wXww+gPe2v4WF31/ERf/eDGTfp7EgrQF9XK4rxBC/JMzYkmeEEIIIRrPQ/0eQqPUMHf3XD7f+znlznL6R/fnnl73EG+JP6m9Q9vzt+Oj9sUsuwt3U+Ys85cVD9YHc1PXm7i43cVsyN6AAgXnxJzD3UvvJr3sr0qCRfYiHvvzMV4898XjlhwXQoj6IAmTEEII0QIMbz2cN7e/WWvf0FZDOVJ+hNHxo5nSeQoRxggeWvUQm/M2+8esPLKSNVlr+GLsF3QI7VDrfWr1Twv//6fforNg0VloE1h1rMjGnI3VkqW/e23La/SJ6kOEMeLE4xFCiJMkS/KEEEKIFiDKGMXE5Ik12i1aC/f1vo8JyRN4dvCzdA3vypGKI9WSpWNcXhcvb3qZMkfZCb9u94juKFDU2tcptBMW3fH3FO/M31lnX05lDna3/YRjEUKIUyEJkxBCCNECBOmDuLvn3bx5/pv0i+pH++D23NL1Fr6+6GsSLAkE6gLRqasOTF+RuaLO+2zI2eCvpnciQvWh3N799hrtepWex8953L8cry6Rpsg6+wxqAxqlHForhGhYsiRPCCGEaCFC9CGc2+pcekb0xOV1EaANqLWwRICm7oPTdSrdSVWnM2vNXNnhSnpH9ubDXR+Sb8und2RvJnecTKw59rjX5lTkEBcQh0FtqPVA20vbXUqoIfSEYxFCiFMhCZMQQgjRwpi15uP2nx9/PrO2zaq17+KkiwnWndx5gUH6IPpF96NzWGd/WfB/KhzhcDuYf2A+a7LW8J9B/+HxNY9T6ar0958TfQ5jEsbI4bVCiAYnCZMQQgjRhNxeNwW2AorsRShQEKIPIdwY3qRnDEUaI5neezqvbH6lWnu8JZ4bu97oX7p3skwaEyaN6YTGljpK8eGjf3R/Vmau5OmBT1PpqqTEUUKCJYEoUxTb8rbRI6LHKcUihBAnShImIYQQoolYXVbWZq/liTVP+M8UCtWH8uzgZ+kT2eeUE5PTZdaamZA8gYExA/kx9UcK7AWMih9Fl7Aux91TdEyJowS3141Fa6lzBsjr85JvzafYXowPX7VEMbcyl5VHVrL66Gp8Ph/DWw9HqVDywc4P8Pg85FpzeXzA4wyOHVzfjy6EaESrVq3i5ZdfZvPmzWRnZ/P9999z8cUXH/eaFStWMG3aNHbv3k1cXByPPvoo1113XYPGKQmTEEII0UQOlx3mvuX3VTunqNBeyJ1L72T+uPkkBSU1WWwB2gACQgJ4oN8DJ3xNoa2QLblb+HD3h5Q6ShkYPZBrOl9DrDm22l4ph9vBptxN/Hv1vym0FwJVieKTA5+kfXB77l1xL3sK9/jH7ynaQ2JgIvf1uY97l98LQFxAHOHG8Pp5WCEE2IqhMh/sZaAPBFMYGE5u+e3JqqyspHv37txwww1ceuml/zg+PT2dCy+8kNtuu43PP/+cpUuXctNNNxEdHc3o0aMbLE5JmIQQQogmYHVZeX/n+7Ue6urxefh0z6c80v+RM2aPTrG9mFc2vcJPB3/yt31d/jULDi7gi7Ff0Da4rb89ozyDO5feicfnIUQfwsTkiXQM6YgCBbnWXP9s29+ll6azr2gf3cO7k2vNJdYci16tb5RnE+KsV3oUfrwLDi77qy3pfBg3CwKPX5zldFxwwQVccMEFJzz+7bffJjExkVdeqVou3LFjR1avXs1rr73WoAmTlBUXQgghmoDNbeNAyYE6+/cV76u1MlxzlVuZWy1ZOsbmtvHyppcpd5YDVbNQn+z+BI/PQ9ugtjw76Fk25WzivhX3cdeyu3hm3TPc3+d+BkQPqHGvpRlLGR43nDfPf5MoU1SDP5MQLYKtuGayBJC2FBbcXdXfTKxdu5YRI0ZUaxs9ejRr165t0NeVhEkIIYRoAka1kcTAxDr72wa1xaA2NGJEp2fl0ZV19q3JWkOJvYR1Wev4+eDP7CveB8D03tN56I+H2JK3xT92f/F+Hlj1ANd2vrbG8ytQMDphNO2C2zXMQwjRElXm10yWjklbWtXfTOTk5BAZWX0fZWRkJGVlZdhsDfcBkyRMQgghRBMwaAzc3PXmWvsUKLim0zVnzHI8AI2i7gNklQolNreNmxffzP7i/cQFxNEnsg+bcjdR5iyrMd7tdfPdge8YkzCmWvvE5In/eHaTEOIk2Wv+P3hS/S2AJExCCCFEE0kITOCFc1+oVmrborXw2vDXiAuIa8LITt6QuCF19g2PG87GnI1c2+laYkwxTO44maSgJHYW7Kzzmp0FO2kb9Ne+p7ZBbekR3oNie/NZHiTEWUFvOb3+RhQVFUVubm61ttzcXCwWCwZDw83IS9EHIYQQoomYNWZGxY+iZ0RPCmwFKBVKQvWhhBvDq1WVOxNEGCK4ocsNfLjrw2rt4YZw7ut9H+uz17O7cDdWlxUfPq7teC1vbn+zzvuFGcLQqrR0C+vG8NbDaR3Qmht/v5GxiWOZ2nMqAbqAhn4kIVoGU3hVgYe0pTX7ks6v6m8mBgwYwK+//lqtbfHixQwYUHPPY306s34aCyGEEGcZjUpDjDmGGHNMU4dyWiw6C9d3vp6hrYby6Z5PKXYUM7TVUEbEj+C1Ta+xOGOxf+zeor38mv4rz5/7PL+k/1Lr/S5PvhyNUsPUXlOxuW38cfQP3F43X+/7mqs7XS0JkxD1xRBcVQ1vwd3Vk6ZjVfIasLR4RUUFqamp/q/T09PZtm0bISEhtG7dmhkzZnD06FE++eQTAG677TZmz57Ngw8+yA033MCyZcuYN28ev/xS+8+R+iIJkxBCCCHqRZA+iF76XnQO7YzL68KoMbI9f3u1ZOmYzPJM0orTeLDPg8zcPBOvz+vvm5Q8ifYh7fnl4C/M3DQTq9vKgOgBvDrsVeZsm8OB4gPEW+Ib89GEOLsFxsLED/52DpOlamapgc9h2rRpE8OHD/d/PW3aNACmTJnC3Llzyc7OJiMjw9+fmJjIL7/8wn333ccbb7xBq1ateP/99xu0pDiAwufz1TwA4ixVVlZGYGAgpaWlWCzNZz2mEEIIcbZ6cs2TzD8wv9Y+o9rIFxd+gdVlZXPeZtweNz0iehBuCOe39N/4dO+n1YpCGNQGXh32Klqlln7R/fD6vBTYCnB73WiVWsKMYY31WEI0G3a7nfT0dBITE9Hr5Wyy/3W878+J5gYywySEEEKIJnOk/Ajb8rdRaCtkfNJ4vj/wPXuL9xJjjuHJgU+yIXsDX+37Cqg602nevnk80u8RCm2FLExfyHs736PQXkiP8B480OcBQg2hBOgCsGjlg1EhRP2QhEkIIYQQDWZc0rg6Z5hGJ4wmWBfMiNYjKHGUcNPvN+H2uYGq85hWZK7gnl73cF7r81iWUXVOzJqsNXjxMmfbHL7Z/w0AV3e8mq5hXXll8ytklGeQFJjEHT3uIDk4GbPW3CjPKYQ4e0nCJIQQQoh6UWIvIacyh8WHF+PFy4jWI4g2RTOi9QiWZCypNjZUH8ol7S7hht9v4KG+D/H+zvf9ydLfvbntTd4Y/gZHyo9QbC/G5XVhc9v4dv+3AAxpNYRQQygP/fGQ/5oCWwHrF67nucHPcUHCBahV8nZHCHHq5CeIEEII0QLlWfM4WnGUzPJM4gLiiDXHEmGMOOX7FdmLmL11tn/Wx6A2UGgrZFjcMKb1mcbl7S/nnR3vYHVZGdJqCINiB/HIH4/g8DgI1geTVZlV454h+hDu7XUvUHWWU6QxkuTgZErsJfio2oJ9abtLeXjVw7XG9Pz65+kT2Ydoc/QpP5cQQkjCJIQQQrQwGWUZ3LbkNjLLM/1trQJa8c6Id2ht+b/27jwuymr/A/hnFmZhX4RhkVVRcAchAvel0KuWZVpGudS1a+EWaanXpZsZud2bpmJqKS1czVtqt3LFNcXc931BEAWUddgGZub5/eGPuU4zg0uOo/B53xevV3POeZ7zHZpLfDnn+Z6AB7rnucJzhmQpwisCf2vzN/x44Ud8vO9juMhdMKTFEMzsMBNnCs7AQ+mB4RuHQyfoLN7P0c4RMzvOxKz9s5BZmmlod5Y5Y3HPxWjq2hSXii9Bp9ehSldl9h7qGjUKqwqZMBHRn8KEiYiIqAEprCzEezvfM0qWgNvFF97d8S6WPbMM7kr3+7pnRU0FUk+lAri91e6vrf+KsdvHQqPTAABuVt7EtL3T8EzAM5j89GSUakrxaadPIRaJIRFLIJfIEaWKQnP35pCKpTiUdwjRqmiknko1SpYAoLS6FGO2jcGkpyZhwq4JkIgldcZ2t34iorthwkRERNSAFGoKcbbwrNm+80XnUVhVeN8Jk1avNZT/fjH0RXx18itDsnSnLVlb8EbrN7Dvxj4sO74MFdoKKCVKfN79cwxqPghrzq9Bta4aXRt3RafGnbDi1Arz76GqEG4KN7jKXFGlrYKr3BXFmmKTcV72XnCX3997ISL6I7GtAyAiIqJHp6Kmou5+bd395jjYOaB7QHcAQJh7GA7lHbI4dlvWNuzI3mGYJykqCctPLsf7u97HgdwDOHbzGBYeXYi88rw65yyrKcPqfqshl8gxPXY6pCLjvwHbie0wq9MseNp73vf7ISK6E1eYiIiIrKiipgI3K29i97XdKNIUIc43DoHOgWiktM0hq65yV4hFYugFvUmfWCSGq9z1vu8pEUvQO7g3vjn9ze3XIkmdzydp9ber4XnZe0EhVWDfjX0mYzQ6DRztHFFWU2b2HkHOQfB19IWd2A4Hcg9gcc/F2Ja1DVfVVxHuFo4XQl+An6MfRCLRfb8fIqI7cYWJiIjISipqKrD16lb0W9sPK0+tRF55HtZdXIeZGTORV1H3Coq1uCvc0b9Jf7N9zzV5Du6Ku29hEwQBN8puYGf2Tqw4uQJ7c/ZCKpLi297forCqEF39u1q8NsIrwrAl8Cnvp7A9e7vZcT9d+gmvt3jdbF/Xxl3hofRAfkU+3tz0Jj7Y/QHe3vo2cspy0MK9BW5V3sKtyluwk9jd9b0QEd0NV5iIiIisJL8iHx9lfIQpT0+BVCzF9uzt0At6dG3cFVmlWfCQezzyM4IcZY4YEzEGsb6xkIgkECDgxM0TsJPYYXD44Hs66PVC8QW8uelNo+eGVPYqfPnsl4j1jkWkVySO3zyOm5U3ja57u+3b2Hltp2H1SQQRBEEwO8funN2I843DlJgpSDmWgoKqAiilSgxsNhDDWg6Dq9wVe3L24ErpFQBAr6Be6BPSB5mlmXBVuEKr1yK/PB9eDg9eKp2IrCc5ORk//vgjzp49C6VSibi4OMyaNQvNmzev87o1a9Zg6tSpyMzMRGhoKGbNmoW//OUvVo2VCRMREZGVpGelY1LMJGy4sgG/5/5uaN91bRfaerbFp50+RWOnxn9qjgptBQoqC5BZkgmJSIJA50B4KD2gkCosXlOmLcPmzM3Ylr0NekGPzn6dkRSVBA+Fx13ny6/Ix+j00SZFFvIq8jBh1wTM7zYf9mJ7LOyxEAdyDyDjegbcle54NvBZaHQanLp4ynDNwbyDeKvNWxZXmW5V3kJi20R08e+CKm0VZBIZGikbQSaRoURTgj05ewAAr4a9Cle5K0ZtG2W01fDNVm/eTq4Urnd9X0QNXYmmBIVVhVBXq+Ekc4K7wh0ucherzbdz504kJiYiOjoaWq0WkydPxrPPPovTp0/DwcHB7DV79+7F4MGDkZycjL59+yItLQ39+/fH4cOH0apVK6vFyoSJiIjISrR6LWr0NUbJUq1jN4/hQO6BP5UwlWhKsPbCWsw/PB9a4fZzQTKxDNPjpqNHQA842Jn+0pFTloPXf30dRZoiQ9vOnJ04lH8I3/f7Hv5O/nXOWVBZYPaQWQA4U3gGF4svolxbjhjvGAxtORTN3ZrjPxf+gw92fQABAv7Z5Z+4VXkLpwtP40b5DYggQoRXBI7kHzG6l8pehUHNB8FOagdvqTfU1bfPVMosyYSdxA7pV9Nhb2cPRztHRHtH490d75rE8+XJLxHtHY0Ofh3u+r0kashyy3Mxfe907L2+19DWwbcDPoz7EN4O3laZc+PGjUavV65cCS8vLxw6dAidO3c2e838+fPRq1cvTJgwAQAwY8YMbNmyBQsXLsSSJUusEifAZ5iIiIisprNfZ2y+utli/6pzq1BcVfzA9z9XeA7zDs0zJEsAUK2vxt9/+zuySrNMxuv0Ovx6+VejZKlWWU0ZVp9djRpdDYoqi3Cp+BJO3jqJa+prqNRWGsaV15TXGVOlthITdk7Ad2e+Q0VNBfIr8rEpcxMqtBWo1Fbi/V3v47UWryG1Vyomx0yGo50jJj01CVOenoKWHi0R6hqKsZFj8XXvr+Hr6AvgdpI3YecE9F3bFwP+OwCv/vIqNHoNegT0QHf/7thwZYPFeJafWG4oeU5Epko0JSbJEgDsub4HH+79ECWakkcTR8ntedzdLT9HmZGRgZ49exq1xcfHIyMjw6qxcYWJiIjIStyUbqjWVVvsr9HVQID5Z3juRl2txrITyyz2f3fmO0yLnQaZRGZoK68px85rOy1ec7LgJK6VXcOk3ZNwquD21jmpWIqE8AQMbzkcHkoPeNl73X72yEzcMrEMUvHtXy2Wn1iO55s+j0hVJOzEdmjq2hQvN38ZznJnSEQSnCo4hRDnEDRxbQKRSIQXm76I+MB4CBDgLHM2HDibX5GPkVtGGh1gW1ZThiXHlsDBzgEvN38Zcw/Ntfie8iry6vx3QNTQFVYVmiRLtfZc34PCqkKrbs0DAL1ej3HjxqFDhw51bq3Lzc2FSqUyalOpVMjNzbVqfFxhIiIishJvB2/0Delrsb9PSJ8H/kVEo9MgpyzHYn+WOsvk8Fg7sV2d873e4nW8s/UdQ7IE3N5WmHoqFT9c+AFavRbuCne8GPqi2etfDnsZGzNvb7PRCTpcL7sOL3svpPZKxavhryLlWAqSdiRh7Pax+O+l/8Jd6Q4vBy+oHFSwk9jBVeEKN4WbIVkCgKzSLKNk6U4rT66ETtAhUhVp8T1FekXC0e7uhSyIGip1tfpP9T8MiYmJOHnyJFatWmX1uR4EEyYiIiIr6urfFQFOASbt3g7e6B3cG2LRg/2n2F5qj5YeLS32t23UFtfLrmPntZ24WnoV6mo1lHZKDGkxxOx4Z5kz5BI5rpVdM9u/8uRK3Ky4CUeZI0ZFjMKodqPgLHMGcLtU+buR76Jto7bYlLnJcI1CqoBMIoMAAdP2TDMqpX6m8Aze3PQmrpZeRanmf1vmdHod8svzka3ORmFlIc4UnrH4HguqCnCz8iaiVdGwl9qb9NuJ7fBGqzfqLIBB1NA5yZz+VP+fNWrUKPz888/Yvn07Gjeu+5lOb29v5OUZH8mQl5cHb2/rPGdVi1vyiIiIrMjbwRtfxn+JdRfXYd3FddALevQN6YuXmr1keEbnQdjb2WNEmxHYfHWzySG0cokccX5xePnnl6ETdBBBhEHNB+Httm+jmVszvBr2KtLOphldM7DZQFxTm0+WAEBdo0aVrgoA0EjZCG+2fhO9gntBXa1GQWUBdl7bibyKPCzusRjzD89HTlkOvJReKNWU4vMjn5ts4bOX2uMvIX9BsaYYBZUFUDmooJQqseb8Gqy/uB56QY9+If0Q5hFmMSalVAm9oMeCIwswp8scpBxLwclbJwEAoa6hmB47/U9XISSq79wV7ujg2wF7ru8x6evg2+GezmZ7EIIgYPTo0Vi7di127NiB4ODgu14TGxuL9PR0jBs3ztC2ZcsWxMbGWiXGWkyYiIiIrEij1UAhUWBoi6F4qdlLEAQBbgo3w7M+f0agUyCW9FyC6Xun40b5DQBAkHMQxkaOxRfHvzCcdyRAwOpzqxHqFopBzQbhnXbvYEDoAENZ8W7+3eDj4GM4UNYcpVQJuURueF2lrcKGyxuw6Ngio3HrL63HnM5z4Kn0hF7QI78iH8HOwejSuAvKa8qxIXMDqrRVmPr0VKw+txrDNw6HTtChrWdbjI8ajyvFVwxbDZeeWIoF3RbAWeZstnBD35C+2HJ1C84WnsXhvMOY03kOtHotBAhwkbnAXWmdX/SI6hMXuQs+jPsQH+790Chpqq2SZ63nlxITE5GWlob169fDycnJ8BySi4sLlEolAGDIkCHw8/NDcnIyAGDs2LHo0qUL5s2bhz59+mDVqlU4ePAgli5dapUYa4kESyfG1UOlpaVwcXFBSUkJnJ2dbR0OERHVYxXaCmSXZiP1VCrOF51HM7dmGNpyKAKcA6CUKh/qXPkV+SjRlEAkEkGtUWPKninIUptWyVPZq5DWJw1e9saHuQqCgBvlN1BYVYgx28aYHDgL3D7TKLFdIuwkdgCAzJJM9FvXz2w87b3aY1TEKCw7vgyJEYlIPZWKI/lH4KZwQ/+m/RGtisaobaOMtugBt7fQrey1EsVVxVh8bDHOFJ7BgKYDkNAiAbnluVBXq3G55DLWXlyLZq7NMK79OFwsvggHOwfsyN6Bo/lHkdIzBSoHldm4iOqjqqoqXLlyBcHBwVAoHnz76aM+h0kkEpltX7FiBYYNGwYA6Nq1K4KCgrBy5UpD/5o1azBlyhTDwbWzZ8+u8+Daur4/95obMGEiIiJ6yLR6LXZd24Vx28cZbUUTQYTPun2Gzo0717nCVFBZgEptJSRiCTwUHkaV7u7m44yPsfr8aov9m1/aDB8HH6O2S8WXMHTjUDjJnDAlZgqS9yfjaulVQ8zPNXkO49qPQyNlI8M1P5z/AR9mfGhxnpSeKajR12D8jvGo1htXqesd1BtBLkFIOZZi1B7mHoaxEWOhkCogEongLHPGkfwj+PXKr1DZqxAfFI/zRefR1rMtSjWlmPTbJAiCYFRWfdrT0zCw+cC7fp+I6ouHlTDVVw8jYeKWPCIioofsZuVNTN0z1eS5HQECpu2dhjV918DH0cfkurKaMhy/eRyzD8zGpeJLUEqVGNhsIIa0GHLPqyaRqkiLCVMT1yaQi+VGbUVVRZj822SUaEpQoinBPzL+gTdavQGVgwpV2io0c2sGL3svkwe///jc1B+5yFzw6f5PTZIlANiQuQELui+ATCwz9Mf6xOKF0Bcwde9U3Kq8BQBwsHNAYrtENHFtgu/PfY9fr/yKpPZJWH1uNTr4dkCYexhO3DphdO8fL/6IZ4Kegavctc74iIjuFavkERERPWSFlYUWD0st0ZSYPTgWAI7mHcXftvwNl4ovAbh9COzXp7/G+J3jUVBZcE9zR3hFWHxIO6l9kslzPcWaYpwuOG14faP8Bmb+PhNjto3BpN2TcKvyltkqWe1V7S3G0KZRG2j1Why/ddzimOM3j6Opa1PDvcZGjsXk3yYbkiXg9rlRsw/MRox3DDwUHgCABUcW4IWmLyDlWAoGNR9kcl/R//+PiOhhYcJERET0iJnbDX+r4hZmHZhldvzRm0frrGB3Jx9HH6yIX2FUctxV7oqPO3yMdp7tTMZr9VqTtlo6QYfymnKzfY2UjTCs5TCjtlDXUHT264yk9kko1hTXmbjIxDIIgoBPOn6CF0NfxPpL6y3GsurcKvRt0tcQb15FHvSC3mwp8ZeavWT1QzaJqGHhljwiIqKHzF3pbrGym7PM2Wz1tgpthcUDWsPcw6AX9DhfdB4iiOAqd0UjZSOLD02HuIYgpWcKijRFqNHVwEXuAk+lp9GBsHfG46HwQEGV6QqWCCI0cW1idg5nuTPeaPUGnvZ5Gjuyd6B7QHdcLL6IG2U3kF+ZDx8HH3T064jdObvNXt/BrwOkYik2Zm6Eyl6FbHW22XHA7QIT3f27G17rBB3EIjHsxHZG48Ldw9HBt4PF+xARPQgmTERERA+Zp9ITH8V9hHd3vGtS9OGjuI/gqfQ0uUYqlsJObIcafY1Re/eA7ugR0APjd41HfkU+AMDP0Q8Tn5oIrV6LcI9w+Dr4miRPbgo3uCncDK9LNCXQ6DRQSpVGW+w87T3x95i/I2lnkklMg8MGw13hjhJNCW6U38CGKxtQXlOO+KB4BDsHo5F9Izzt8zSUUiX+tuVvhnOacOZ2yfN5XefhVMEpFFYVGt03qX0S/Bz8EOcbhwVHFqCTXycEOgdi3419Zr+fgc6Bhop6YpEY/o7+8HXwhVKqRIRXBARBwIBmAxDrE8sKeUT00LFKHhERkRVUaCuQVZqFFSdX4GLxRTR1bYrhrYYjwDnA7FayKm0VZv4+E+surjO0KaVKzOk8B2O2jzEpsmAntsOC7gswadckfNnrSzRza2Y2jhJNCU7dOoVFRxfhWtk1NHVtilHtRqGpW1ND4lRWXYYzhWfwr0P/wtnCs/Bx8MFbbd5CJ79OEIvFWHlyJb48+aXRfaNUUZjdeTZ0gg4v/fcllGhKTObuEdAD4yLHYXfObuzO2Q0vpRcGhw2Gv5M/nOXOWH1uNT7e9zEkIgkW9liI0emjjSre1ZrdeTZm7Z+FgqoCDGkxBFq9Fp38OuGrk1+hRaMWCHEOQb8m/Qwlz4kaElbJqxvLit8nJkxERPSo6PQ6lFSXQBAESMVSyCVyKKR1/zJzo+wGRqWPwvni8wCAF5q+AHW1GluztpodPyB0AIo0RbimvoZlzywz2epXpa3CmvNrMPvAbJNrZ3WahfigeKNtesWaYlRpqyAVSw0lxE/cOoFXf3nV7PyTn5qM5u7NMXTjUIvvaX3/9QhxCTHc985y6r9c/gUTd08EAHT064h+If0w68Asw4qUUqrEmIgxKNGUYH/ufgwOG4xGykZQV6vxz0P/NGxhXNlrZZ1FKIjqMyZMdWNZcSIiosdQTlkO1l9cjy1Xt0ApVeK18NcQ7R1914TJx9EHS55ZgislV3Aw7yBivGPqPOvoYvFFtPVsi21Z21CkKTJJmAoqC/DZoc/MXjvz95mIUEUYncnkKncF7qg6rhf0+P7s9xbn//HijxjVbpTZPg+FB4Jdgg2FH8y99zaebSAVSaEVtPgt5zcUVRVhQtQEKO2UsBPZwUnmhBO3TkBpp0R8UDwCnQORVZqF8bvGG+4xOGwwQlxCLMZIRPRnMWEiIiJ6iK6pr+G1X18zKqLwwe4P0MmvEz7q8JHR4a/meNp7wtPeE0/5PIXy6nI0dmpssRiEr6OvYTXGXIW5vIo8s+cgAUBpdSmKq4pNDrG9k17Qo6TadKtdrdzyXDR2agwRRIZntVzlrhgfdTuhOV1wGhnXMyCCCBKRBHro4Sp3NVSx81R6IrlTMt7f9T4ECDhVcAqTfpsElb0K/4j7B6bsmQIPpQeKNcUo1ZRiyTNLEOAcgFeavwK5RI6/hPwFvg6+cFW4WoyRiOjPYsJERET0kGi0Gqw4ucJsxbndObtxsegiLhRdwNH8owhxCUFrz9bwdvCGWGT+lA8HmQNGtB6B33J+M9vfO7g3Ptj1AdwV7mZLaf+xitwfWZq3llQsRa+gXtievd1sf6fGneCmcMNLoS9hzYU1kEvkSO6YjNkHZ+NKyRXDOIlIgmmx07A5czPKasrwYeyHaOLaBAqpAu082+Hbv3yLrVe34mblTcR4x6BVo1bILM3EiDYjcK7wHDztPRHnG4fGjo3hKHPE3z3+XmfcREQPE89hIiIiekiKNcXYcGWDxf51F9dh9bnVWHxsMcbvGo8Xf3oRZwrOmD2XqVaoayj+HvN3o+RHIVFg4lMTkX41HZXaSkx8aiK87L1Mrm1k3wjOMvP78v0c/Yyq6FkSqYqEv5O/SbtSqsSI1iPgrnBHYkQiPoj+AAObDcS6S+uMkiXgdhnwGftm4JWwV3Ds5jEM2TAEOWU5yC3PxVtb38KQDUNw4tYJVNRU4Luz36FIU4R/HfoXpu6Zim/PfIt/HfoXEn5JwOmC09DqLJ8bRURPjpSUFLRp0wbOzs5wdnZGbGwsNmyw/PMTANasWYOwsDAoFAq0bt0av/766yOJlStMRERED5Gls5EAQCKWoLGyseF1eU05EtMTsarvKng7eJu9xknuhP5N+6Orf1cUVxUDAORSOXLLcxHoHIjXW7wOP0c/s6tFnkpPzOk8B4uPLoYAAeeKzkGj08BN7oZ5XeaZTbL+yNvBG8ufXY7UU6lYe3EtqnXV6NK4C8ZEjjEkUh5KD7wa/iqy1dnov76/2fto9VpcLb2KAKcAZKmzsDlzM/wc/QzJ1cG8gwCAhPAErDy1ElnqLKPrq/XVGLVtFNY9vw6+jr53jZuI7o+2pAS6ggLo1WqInZwh8XCH1MV6h0A3btwYn376KUJDQyEIAlJTU/H888/jyJEjaNmypcn4vXv3YvDgwUhOTkbfvn2RlpaG/v374/Dhw2jVqpXV4gSYMBERET00bgo39GvSD9+d+c5sf2e/zpBJZEg9nWpoK6gqQH5FvsWECQBuVd7Ct6e/xearmyGTyNA7uDdaN2qNaXunIcIzAuOjx8NR5mhyXUVNBTztPdEtoBsqtBV4r/17cJQ5okhThGx1NqRiKTztPeGuMD1I906+jr5IikrCG63egAABjnaORvOVV5ejrKYMWr3W7LNUtUo0JbC3u11Sfd+NfYjwijAZE+0djX+f/bfZ6yu1lbhQdIEJE9FDVnMjF9enTEHFnj2GNvuOHeE7YwbsfCz/bPoz+vXrZ/R65syZSElJwb59+8wmTPPnz0evXr0wYcIEAMCMGTOwZcsWLFy4EEuWLLFKjLWYMBERET0kMokMg8MGY+vVrYaDVmt19e+KGxU34CJzgZvcDUWaIkOfulpt8Z7X1Nfw6i+vGo1ffmI5Ql1DMfmpyfhg9wc4fus4vun9DXwdfQ1lu4uripF6KhXLTy4HADR1bYo2jdogaWeS0TNWMd4xmNlp5u2YqoogQICTnRMcZA5GccglcpNDYat11cgszcTCIwtxIPcA3o9+37CCZE6Ye5ghmfRx8EFFTYXJGJ1eZ3Lm1J2Kqoos9hHR/dOWlJgkSwBQ8dtvuD51KvzmzbXqShMA6HQ6rFmzBuXl5YiNjTU7JiMjA0lJxgdsx8fHY926dVaNDWDCRERE9FAJgoApT0/BqYJTyLieAaX0dknsGn0NZu+fjVERowyrPAAgggh+jn5m71Wtq0ba2TSjZKnWheILKKkuQZBzEDJLM/HzpZ8RpYpCuEc4yrXlUFer4ShzhJ+jH3LKcjCy7UhM2TMFxZpio/v8nvs7Fh1ZhEivSHyy/xPU6GrQuXFnjI0ci0DnQKNzmv7oYtFFJGxIMKwqpZ5OxVtt3sKUPVNMxrbzbIf8inxUaG8nSYPDBuPErRMm48pryuGp9MTNyptm52zh0cJiPER0/3QFBSbJUq2K336DrqDAagnTiRMnEBsbi6qqKjg6OmLt2rVo0cL8/8dzc3OhUhn/0UalUiE3N9cqsd2JCRMREdFDpJAqMH3vdPg7+aOdVzvU6Gqw9PhS3Ci/AQAIcglCfkW+YfxzTZ+zuCWuRFOCzZmbLc61+9puRHhFILM0E6cLTiPOLw4Ljy7E2otrUamtRJh7GKY9PQ2l1aXQaDUmyVKtny//jJebvwwvey9cLb2KbdnbkHEjA9/3/R5BLkFmrymuKkby/mSjLXiXii/hQO4BJHdMxlcnv8KF4gtwsHNAv5B+iPGJwaTdkyARSTDl6Slo7NQYbgo3NHNtZjioFwD+c/4/GNl2JGbsm2EyZye/TvC097T4/SCi+6dXW17hvt1fZrW5mzdvjqNHj6KkpAT/+c9/MHToUOzcudNi0mQrTJiIiIgeIi97L4yJGIMPMz7EsZvHjPoivSJRUFkAjU4DZ5kzhrUchhdCX4Cz3HwlOxFEkElkFueSS+SGhGVg84FYenwpKrWVUNmrkFmaibOFZzFy60ik9EzBtbJrFu9To69BbnkuPoj+ALMPzEZmaSYqtZVYfmI5/v7036GUKk2uKa8px9GbR03a119aj8P5hzHl6SkIdAo0vI9D+YfwcceP0cKjBRopGkFpp4SjzBGLey7Gnut78OOFHyGCCK+EvYJIr0gs6LYAcw/ORZY6C452jhgcNhiDwwbfU2U/Irp3Yienu/SbPh/5sMhkMjRt2hQA0L59exw4cADz58/HF198YTLW29sbeXnGW53z8vLg7W2dZ6zuxISJiIjoIRKLxOgR0AMSsQTzD8/HrcpbkIlleK7JcxjZdiREECH2xVjYie3gqfSsc8ubu9Idg5oNwrxD88z29wjogbkH5yLcPRy+jr7o4t8Fl4svo6t/VwQ4B+CLY1/gVMEppBxNwaiIURbncZG7oFJbiRn7ZmBC9ARM3D0RwO2zo9TVarMJk0gkglQsNVvkIVudjUvFlxDnG2do83UyX6hB5aDCi6EvomdAT4gggpP89i9vPo4+aN2oNap0VZCIJfBUeEIq4a8tRA+bxMMD9h07ouI30/Pe7Dt2hMTD45HFotfrodFozPbFxsYiPT0d48aNM7Rt2bLF4jNPDxN/8hARET1krgpXPN/kecT6xKJCWwGZRIZGikaQS+X3dR+xSIzewb2x4coGnC48bdTXI6AHCqsKAQDTYqdhxOYRRsUclFIlPu30KRYeWYhjt47BSeaEMLcwnC06azLPa+Gv4adLP6GgqgB6QQ8nOyeoa9RwtHOE2MKRjW4KN/QO6o3/Xv6v2f6Ofh3v672aW2VrZN/ovu5BRPdP6uIC3xkzcH3qVKOkyb5jR/h+PMNqzy9NmjQJvXv3RkBAANRqNdLS0rBjxw5s2rQJADBkyBD4+fkhOTkZADB27Fh06dIF8+bNQ58+fbBq1SocPHgQS5cutUp8d2LCREREZAUikcikqtyDUDmosKD7AhzMO4iNmRshE8swIHQARCIRThecxuIei/GPjH8YJUvA7RLcH2V8hPei3sNHGR/hevl1TI+bjmXHl2HHtR2GxCghPAEyiQwZNzIAADcrb8JF7gJ1jRoJ4QnwUJr/67JSqkRiu0QczDtoeD6r1vvR78NTyWeNiJ4Udj7e8Js39//PYSqD2MkREg8Pq1bHy8/Px5AhQ3Djxg24uLigTZs22LRpE5555hkAQFZWFsTi//3BJi4uDmlpaZgyZQomT56M0NBQrFu3zupnMAFMmIiIiB57KgcV4nzjUK2txu+5v2PL1S14vcXr+OzwZwhxCTFZfapVUFUAuUSOviF9sSlzEzr4dsBf2/wVL4S+gGpdNXSCDv+99F/sztltuMbfyR+3Km8h2jsazwQ+U+dBvH5Ofvi699c4lHcIW69uhafSEwOaDYCvo6/Zc6GI6PEldXGxevnwO3355Zd19u/YscOkbeDAgRg4cKCVIrKMCRMREdETwE3hhp5BPRHpHYkcdQ6ulV3D6YLTqNHX1Hldta4aPQN7YsKuCegT3AcpR1PQwqMFvjhu+lB1mHsYlBIllvRcgkCXQDRS3n1LnLeDN/qE9EHvoN5Gfw0mIqov+JONiIjoCeEkc0KgcyDi/OLgYPe/g2Xv/Oc7iSBCsEswPsr4CDM6zMCyE8uwO2c3ApwCMKrdKNhL7Q3juvl3w4JuC9CxcUe0925/T8nSnZgsEVF9xRUmIiKiJ5CPgw8c7Byw7uI6DG0xFIuPLTYZ079pf1TpqjCu/TgsObYEZwtvF3xQ16gxvNVw9GvSD2XVZVBIFXBXuHMbHRGRGUyYiIiInkBeSi/M6TwHo7eNRstGLfFB9Af45vQ3uF5+He4KdwxvORwBzgEYlT4KZTX/O3gy2DkYPQJ6QCaRwdfRfKlvIiL6HyZMRERETyCpRIqnvJ/C2ufX4r+X/oucshzM7DgTHkoPKKVKeNl74WbFTbwX9R7WnF8DQRDQv2l/dA/oDm8H6x/0SERUXzBhIiIiekLJpXIEuwRjTOQYaPVaSMXG/1lXOajwUrOX0DOgJ4Dbzzpp9Vro9Lo6D8wlIqL/YcJERERUD/wxWbqTXCLH9fLrSDmWgkvFl9DGsw2eb/o8/Bz8IJXwVwEiorrwpyQREVE9ptVp8Xvu7xi7fSz0gh4A8Hvu7/j69NdY/uxytPNqZ9sAiYgec6wBSkREVI/lV+Zj4u6JhmSplkanwaTdk5BfkW+jyIiIngxMmIiIiOqxvIo8lNeUm+27VnYNxVXFjzYgIqInDBMmIiKiekyr19bZrxN0jygSInqcVZXXoCi3HHlXSlCUW46q8ppHOv+nn34KkUiEcePG1TluzZo1CAsLg0KhQOvWrfHrr79aPTY+w0RERFSP+Tr4wk5shxq96S8/7gp3uCncbBAVET1OygqrsO2bs8g+U2ho8w93R/fXw+DorrD6/AcOHMAXX3yBNm3a1Dlu7969GDx4MJKTk9G3b1+kpaWhf//+OHz4MFq1amW1+LjCREREVI95KD2Q1D7JbN/Up6fCy97rEUdERI+TqvIak2QJALLPFGLbN2etvtJUVlaGhIQELFu2DG5udf8BZ/78+ejVqxcmTJiA8PBwzJgxA5GRkVi4cKFVY2TCREREVI8ppAo81+Q5LH92OaJUUVDZq9DJrxPS/pKGWJ9YiEX8VYCoIatUV5skS7WyzxSiUl1t1fkTExPRp08f9OzZ865jMzIyTMbFx8cjIyPDWuEB4JY8IiKies9Z7owYnxiEu4dDo9NAKVXCUeZo67CI6DFQXVn3c4536/8zVq1ahcOHD+PAgQP3ND43NxcqlcqoTaVSITc31xrhGTBhIiIiaiCc5c62DoGIHjMyZd3pwN36H1R2djbGjh2LLVu2QKGw/nNSfwbX4YmIiIiIGiilkwz+4e5m+/zD3aF0klll3kOHDiE/Px+RkZGQSqWQSqXYuXMnFixYAKlUCp3OtIKnt7c38vLyjNry8vLg7e1tlRhrMWEiIiIiImqgFA526P56mEnS5B/uju5DwqBwsLPKvD169MCJEydw9OhRw1dUVBQSEhJw9OhRSCQSk2tiY2ORnp5u1LZlyxbExsZaJcZa3JJHRERERNSAObor8OxfW6JSXY3qSi1kSimUTjKrJUsA4OTkZFIK3MHBAR4eHob2IUOGwM/PD8nJyQCAsWPHokuXLpg3bx769OmDVatW4eDBg1i6dKnV4gSYMBERERERNXgKBzurJkgPIisrC2Lx/zbExcXFIS0tDVOmTMHkyZMRGhqKdevWWfUMJgAQCYIgWHWGx0hpaSlcXFxQUlICZ2c++EpERERET7aqqipcuXIFwcHBj33xBFuo6/tzr7kBn2EiIiIiIiKygAkTERERERGRBUyYiIiIiIiILGDCREREREREZAETJiIiIiIiIguYMBEREREREVnAhImIiIiIiMgCJkxEREREREQWMGEiIiIiIiKygAkTERERERGRBUyYiIiIiIgauKoyNQpzruHGhXMovH4NVWVqq8734YcfQiQSGX2FhYXVec2aNWsQFhYGhUKB1q1b49dff7VqjLWkj2QWIiIiIiJ6LKkLbmLTkgW4evyIoS2obSSe/dtoOHl4Wm3eli1bYuvWrYbXUqnl1GTv3r0YPHgwkpOT0bdvX6SlpaF///44fPgwWrVqZbUYAa4wERERERE1WFVlapNkCQAyjx3G5i8+t+pKk1Qqhbe3t+GrUaNGFsfOnz8fvXr1woQJExAeHo4ZM2YgMjISCxcutFp8tZgwERERERE1UBUlJSbJUq3MY4dRUVJitbkvXLgAX19fhISEICEhAVlZWRbHZmRkoGfPnkZt8fHxyMjIsFp8tZgwERERERE1UJqK8rr7K+vuf1AxMTFYuXIlNm7ciJSUFFy5cgWdOnWCWm1+RSs3NxcqlcqoTaVSITc31yrx3YnPMBERERERNVBye4e6+5V19z+o3r17G/65TZs2iImJQWBgIL7//nu8+eabVpnzQXGFiYiIiIiogbJ3cUFQ20izfUFtI2Hv4vJI4nB1dUWzZs1w8eJFs/3e3t7Iy8szasvLy4O3t7fVY2PCRERERETUQCkcnfDs30abJE21VfIUjk6PJI6ysjJcunQJPj4+ZvtjY2ORnp5u1LZlyxbExsZaPTZuySMiIiIiasCcPDzRZ8wEVJSUQFNZDrnSAfYuLlZNlsaPH49+/fohMDAQ169fx/Tp0yGRSDB48GAAwJAhQ+Dn54fk5GQAwNixY9GlSxfMmzcPffr0wapVq3Dw4EEsXbrUajHWYsJERERERNTAKRydHtlqEgBcu3YNgwcPRkFBATw9PdGxY0fs27cPnp63z33KysqCWPy/zXBxcXFIS0vDlClTMHnyZISGhmLdunVWP4MJAESCIAhWn+UxUVpaChcXF5SUlMDZ2dnW4RA9MhWlJahUl0JXUwOZQgGZvQPsnR/NnmQiIiKynqqqKly5cgXBwcFQKBS2DuexU9f3515zA64wEdVzxXm5uHn1MnQ6PbyDm0BbUw2hvAI1mio4uLpBaiezdYhEREREjy0mTET1WKVajYJrWXBV+aK6qgJ71nyHohs5cPfxQ+se8RD0Ahxc3WAnl9s6VCIiIqLHEhMmonqsskwNTUU5CnOy8MuCuRAEPQAg79IFnN2zC71HJcG3eQu4eHrZOFIiIiKixxPLihPVY4JeB++QUGxdvtiQLBn6BD22r1wKraYKVWVlNoqQiIiI6PHGhImoHhNLpKgqU6Oq3HxCVKkuRUVpCYryrkOn0z3i6IiIiIgef0yYiOoxexcX3K0QpkgkxsX9e1FeVPiIoiIiIiJ6cjBhIqrHRCIxxFIJZEp7s/1yh9sH0x3fshFajeYRR0dERET0+GPCRFSPSaRSZJ86jh5vvm3aKRKhxxvvQFujhU6rhUTG8uJEREREf8QqeUT1mEQqRUCrtjievhmDpifj8IafUJiTDXe/AET16Q9BEPDr53PQrldfOLq62TpcIiIioscOV5iI6jlXlS9cVd5YN3sGHFzd0aZnLzi5e+B4+ibcys6EKigE7Xs/B4mdna1DJSIiogYkJycHr732Gjw8PKBUKtG6dWscPHiwzmt27NiByMhIyOVyNG3aFCtXrrR6nFxhIqrnFI6OaPtMbzSNfhpZJ4+hRqNBi87dIZZKIZXJENaxKxT2DrYOk4iIiGxIV1EDfVkN9FVaiJVSiB3sILG33h9Ti4qK0KFDB3Tr1g0bNmyAp6cnLly4ADc3yzterly5gj59+mDkyJH47rvvkJ6ejr/+9a/w8fFBfHy81WJlwkTUAMjtHSC3d4C7b2Nbh0JERESPGW2xBkU/nIfmQrGhTR7qCrcBzSB1lVtlzlmzZsHf3x8rVqwwtAUHB9d5zZIlSxAcHIx58+YBAMLDw/Hbb7/hX//6l1UTJm7JIyIiIiJqoHQVNSbJEgBoLhSj6Ifz0FXUWGXen376CVFRURg4cCC8vLwQERGBZcuW1XlNRkYGevbsadQWHx+PjIwMq8RYiwkTEREREVEDpS+rMUmWamkuFENfZp2E6fLly0hJSUFoaCg2bdqEt99+G2PGjEFqaqrFa3Jzc6FSqYzaVCoVSktLUVlZaZU4AW7JIyIiIiJqsPRV2j/V/8Dz6vWIiorCJ598AgCIiIjAyZMnsWTJEgwdOtQqcz4orjARERERETVQYkXd6yd3639QPj4+aNGihVFbeHg4srKyLF7j7e2NvLw8o7a8vDw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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["import umap\n","\n","Umap = umap.UMAP(\n","                n_neighbors=50,\n","                min_dist=0.1,\n","                n_components=2,\n","                metric='euclidean',\n","                random_state=42\n","    )\n","tok_umap = Umap.fit_transform(tok)\n","\n","kmeans5 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_umap)\n","    # Assign clusters\n","labels=kmeans5.labels_\n","\n","title='BoW + TFiDF + UMAP 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results_1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_umap,labels)"],"id":"Tj3d_5TjKs_M"},{"cell_type":"markdown","metadata":{"id":"-v8JbfsbKs_M"},"source":["#### countvectorizer + LDA + UMAP"],"id":"-v8JbfsbKs_M"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:53.337637Z","start_time":"2021-05-24T06:39:45.984017Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746535794033,"user_tz":-120,"elapsed":5000,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"845a7129-4a74-4996-da13-a8bf3d9e9d69","id":"HL0nhwSnKs_M"},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n","  warnings.warn(\n","/usr/local/lib/python3.11/dist-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n","  warn(\n"]},{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        0         206\n","Baby             5         200\n","Watches          2         137\n","Decor            1         215\n","Kitchen          4          21\n","Beauty           3         234\n","Computers        6          37"],"text/html":["\n","  <div id=\"df-87ddc05f-94f2-4cd7-85e3-bdb68622e952\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>0</td>\n","      <td>206</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>5</td>\n","      <td>200</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>2</td>\n","      <td>137</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>1</td>\n","      <td>215</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>4</td>\n","      <td>21</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>3</td>\n","      <td>234</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>6</td>\n","      <td>37</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-87ddc05f-94f2-4cd7-85e3-bdb68622e952')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-87ddc05f-94f2-4cd7-85e3-bdb68622e952 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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FTZF/ufjLuX///pftd/Hil/nz59vmMl6PoUOH4uTkxMyZM/PcqHv27Nn88MMP173t/HTt2pUGDRqwfv16Bg4cmG/tCQkJfPzxx3a/pJ988kkAJk2aZLtI6KIJEyawefPma67lwQcfJDQ0lC1btvDQQw+RkpJitzwxMZHffvvN9rx58+Y0atSI1NRUhgwZwoULF2zL4uLiGDJkCAC9e/e2jdyaqWHDhnh7e7Nz5848QXvWrFlMnDgx3/XefPPNfOcc7t692zZKV758+Svu/4knnsDFxYU5c+bkCV2//vqr7WKZqx25LmwuzlVdsmQJO3futFv26aef8u23315y3dDQUAB27NhhSm0zZszg008/JTAwkBkzZuDk5MRjjz3GPffcw6FDh/JcRChSXCloivzD8uXL2b9/P1arld69e1+2b/Xq1bn11lvJzMxk2rRp173PevXqMXbsWLKzs+nWrRtNmjShT58+NGrUiO7du9sC3sXTtP+Vk5MTc+bMoU6dOnz55ZdERETQrFkz7r33Xrp3707dunUpXbo0jzzyiF3QvOOOO3jsscdITk7mtttuo3Xr1tx3333UqFGDESNGXNf3v5csWZJ58+YRFBTEF198QWhoKF26dKF37940a9aMoKAgxo4da7fOjBkzKF++PHPnziUiIoIePXrQrVs3KlSowIYNG7j11lt5//33//NxuhoeHh6MHj0ayP3Do2nTpvTo0YMaNWrQq1cvnn/++XzXGzt2LOXLl6dq1arcfffd9OnTh9atW1OzZk1SUlLo168ft9566xX3X7NmTT744AMsFgt9+/alXr169OnTh+bNm9OxY0fS09OJjo6mffv2N/TnLih169ala9euJCUlUbduXTp06MC9995L1apVefjhh3nhhRcuuW737t0BiIqKolevXjz44IM8+OCDl/3Wq6u1Z88ehgwZgpOTEzNmzCAoKMi27LPPPiMyMpIff/yR99577z/vS+Rmp6Ap8g8XT4PfcccdV3Xl6MVRzf96+nzEiBHMnj2bZs2asW3bNn766Sfc3NyYM2cOXbt2BaBUqVL/aR//FBwczNq1a/n4449p2LAhe/bs4fvvv7fdwujhhx9m0aJFeW5D8/777zNlyhTq1q3L2rVrWbBgAWXLlmXJkiV069btumqpW7cu27Zt46WXXqJcuXL8/vvvzJs3j5iYGO68805GjBhh1z8yMpLNmzczYsQIAgICmD9/PosXL6ZChQq8/vrrrFy5skCv+n3yySf58ssvufXWW9myZQu//vorgYGB/Prrr5cc1frggw8YOHAgLi4uLF++nB9++IFDhw7Rrl07fvzxx0ueCs/P4MGDWb16Nffccw8nT57ku+++Y/fu3dx+++38+uuvjBo16gb9pI4xa9Ys3njjDSpXrszKlSv59ddfCQsLY9GiRTz44IOXXO+VV17h2WefxdfXlzlz5vD555/z+eefX3I+7dVKTU2lR48eJCcnM3LkSNq0aWO33MfHh++++w6r1cqzzz7Lhg0b/tP+RG52FuO/XK4nIqYbM2YMo0aNYtiwYZc8FSsiIlIYaURTpBDYt28fCQkJedrnzZvHuHHjsFgsV5wzKiIiUtjcfJchihRB06dP57XXXqNu3bqUK1eOzMxM9uzZY/vGk+joaOrVq+fgKkVERK6NgqZIIdCxY0f27dvH2rVr2bVrF2lpaQQEBHDHHXfw6KOP5vsVkyIiIoWd5miKiIiIiCk0R1NERERETKGgKSIiIiKmUNAUEREREVPoYqBCLmf5OEeXUCgsj7/T0SUUCstDZjm6BJFCJ7phsKNLKBSi1590dAmFQnTDaIft++LX4Jrh4lfK3mw0oikiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIipijQoBkdHY3FYsnzqFGjRoHsf+rUqVgsFuLi4gA4d+4c0dHR7Ny5s0D2LyIiIlKcuBT0Dj08PFi6dKldm6enZ4Hsu3PnzqxZswZfX18gN2iOHj2aGjVqUK1atQKp4WYw+Ze/ePvHzfRtW5UXejWyW2YYBkMm/sYfO04w6ZHWRNUt76Aqb7yFy35gy461xMSewM3VjcjyVbirU1+CSofY9Tt4ZA9zF03n0LF9ODk5EVo2gscHjcTN1eqgys21Y94Ojm88TuKpRJxdnSlVsRR1etfBu6y3o0srUDoO9vYu3svuBbtJPZ+KXzk/6vWrR0CFAEeXZZo2bSZz4kRinvb77qvNqFFRfPvtX8yfv4sdO2JJSclgw4bH8PZ2d0ClBW/b7G1s/3G7XZtXWS+6TOjioIpkxYoVvPHGG2zatIlTp07x448/0q1bt3z7Pvzww3zyySe88847PPnkk7b2+Ph4hg0bxk8//YSTkxPdu3fnvffeo2TJktdUS4EHTScnJxo3bnzDtpeamoqHh8dV9S1dujSlS5e+Yfv+r/UURtsOx/Htir1UDvXLd/mXv+0ESwEXVUD2HtpBy8adCC93CznZ2cxZNJ2Jn49m1PCJWN1yf2EcPLKHiVNeoWPru+nV9UGcnJw5fuowFkvRnYUSuzuWilEVCYgMICc7h79m/cWy8cvo/HpnXNwL/CPEYXQc/nZk7RG2zNhCg4ENCKgQwJ6Fe1g2YRldJnTB3adohqvvv+9DdrZhe75vXxwDB35Px46VAUhNzeS228K57bZw3nprpaPKdBifEB9aP9/a9tzJueh+Jt4MUlJSqF27Ng888AB33333Jfv9+OOPrF27luDg4DzL+vTpw6lTp1i8eDGZmZkMHDiQwYMHM2PGjGuqpdC8EsLDwxk6dKhd25w5c7BYLBw+fBiAw4cPY7FYmDp1Kg899BABAQE0bNgQAIvFwoQJE4iOjiYwMJBSpUoxcOBAUlJSbNv756nzw4cPExERAUCPHj1sp/EPHz7M77//jsViYePGjXb1dOvWjVatWtmeR0dHU7JkSdavX0+TJk1wd3fngw8+AGDXrl107doVHx8fSpQoQefOnTlw4MCNPmw3VEpaJs98toIxfZvi7emWZ/muY2eZungHr/Zv5oDqzPf4Ay/TtH4bggPDCA2OoH+PYcSfi+Po8b//32bNn0KbZrfTsdXdBAeGEVQ6hPq1muHq4urAys3V+tnWRLaIxCfUB7/yfjQa3IgLZy8Qfzje0aUVKB2Hv+35ZQ8VWlXIPR4hPjQY2AAXqwsHVxx0dGmm8ff3pHTpErbHsmUHCQvzpWHDUAAGDKjH4MGNqF077y/s4sDibMHD18P2sHoVzTM8N4tOnToxduxY7rrrrkv2OXHiBMOGDWP69Om4utr/Dtu1axcLFy7ks88+o1GjRjRv3pxJkyYxc+ZMTp48eU21OCRoZmVl2T0Mw7jySv8wYsQIDMPgm2++4Y033rC1v//+++zbt48vv/ySl19+mRkzZvDKK6/ku42yZcsye/ZsAF577TXWrFnDmjVrKFu27DXVkpGRwX333cf999/PL7/8Qvv27Tl48CBNmzYlPj6eqVOnMmPGDM6cOUPbtm1JT0+/pu0XpFe+WUvLmqE0rZb3gzI1PYtnPlvByPsaU9qnYKY6OFpq2gUAPD1zTxMkJp/j0LF9eJXwYcKHI3hm7EDe+uQl9h/e5cgyC1xmaiYAbiXy/jFSnBTX45CdlU384XiCqgfZ2ixOFgKrBxK3P86BlRWcjIxs5s3bSffuNbBYiugpnmuUFJPEnGFzmDd8Hqs/XE1KXMqVV5Jrkp6eTmJiot3jejNFTk4Offv25ZlnnqF69ep5ll+cZli/fn1bW1RUFE5OTqxbt+6a9lXg53tSUlLyJOevvvrqmrZRp04dPvvsszztZcuWZfr06QB07NiRzZs38/333/P666/n6Wu1Wqlbty4AFStWvO7T+ZmZmbz66qv06tXL1ta/f3/8/f1ZvHgx7u65p5GaNm1KZGQkn3/+OY8++uh17ctMP68/yM4jZ5n1Yv5zal7/bj11KpShbZ2wAq7MMXJycpg1fwoVylchJCh3Hmpc/GkA5i/5lu639ye0bARrN//Ou5NHMfKpdwksVfRHMowcg81fb6ZUpVL4lvN1dDkOU5yPQ3pSOkaOkecUubu3O0knkxxUVcH67bf9JCWlc9ddeX9BF0cBFQJoPLgxXmW9SDuXxvYft/Pb2N+4fdztuHoU3bM9BW3cuHGMHj3arm3UqFFER0df87bGjx+Pi4sLjz/+eL7LY2JiKFOmjF2bi4sL/v7+xMTEXNO+HHIx0IoVK+zaIiMjeemll656G507d863vV27dnbPq1WrxsyZM6+9yGv073p+/fVXevfujYuLC1lZWQD4+flRt25dNmzYcMntpKen5/nrxDUjC6ubuf9Np+JTGPftej5/qj1W17z7Wrr1KGv3nGL2S3eaWkdhMnPuZE7EHOWZR161tV0ceb+tYXua1m8LQFhIJHsObGP1xqXc1fF+h9RakDZ+uZHzx88TNTLK0aU4lI5D8fbDD9to0SKCwMBruyiiqAr+53SBsNzgOe+peRxdd5QKrSo4rrAiZsSIEQwfPtyuzWq99ikKmzZt4r333mPz5s0FMiLvkIuB/jkUez0CAwPzbb94NflFbm5upp+q9vT0zHMFVlxcHO+++y7vvvtunv5ubpc+zZbfXysv92/DqIHm/jLbcSSOs0lpdB/7k60tO8dg477TzFi2m94tK3PsTBKNnrSfAPzEx79Tr2IZpv2vk6n1FbRv5k5m2+6NPD1kLH4+pWztPl65F0iVDSxn1z+oTAjx584UaI2OsPHLjZzcepK2L7bF0794TJ/IT3E/DlYvKxYnC2nn0+za0xLTcPctmhcC/dOJE4msXn2USZOKzx/e18qthBteQV4knS4eI9wFxWq1Xlew/Lc//viD2NhYwsL+PkOZnZ3N008/zbvvvsvhw4cJCgoiNjbWbr2srCzi4+MJCgr69yYvq9BcKunu7k5GRoZdW0JCQr59zU7gF09351fPv/edXy3+/v507tw531PkXl5el9xvfn+tuK5776rrvl5NqgYzd1RXu7YXp64kIsiHBzvWxK+klZ4tKtst7zp6Ls/3bEDr2vah62ZmGAYz533G1h3rGD54DKX87f+gCfArg4+3P6fPnLBrjz1ziuqV6xZkqQXKMAw2TdvE8U3HaftCW0qWKZ6jODoOuZxdnPEP9ydmZwyh9XMvhDFyDE7vOE2ldpUcXJ35Zs/eTkCAJ61aRTq6lEIrMy2T5NhkwpuFO7oUyUffvn2JirIfwOrQoQN9+/Zl4MCBADRp0oRz586xadMm6tWrB8DSpUvJycmhUaNGebZ5OYUmaIaGhrJrl/1FFb/++qup+7w4upiWZv+XeWho7ofnrl27aNq0KZA7Srl582bbAb+cqKgotm/fTt26dXF2dr7qevL7ayXH5NPmACXcXakUYn87Iw+rC74lrbb2/C4AKutfgtBSlw7ON5tv5n7Khq1/8Ei/EbhbPTiflPuHjoe7J26uViwWC+1bdOWnxd8SUjaccmUjWLt5GTFnTjD4/mccXL15Nn65kSNrjtDiyRa4uLuQei4VAFdPV1wK4PVZWOg4/K1yp8qs/XQt/hH+BEQGsGfRHrLSs4hoEeHo0kyVk2Mwe/Z2unWrhouL/bW0Z86kEBeXwtGjuZ8be/fGUaKEG2XLeuHre/Pe8u5qbJmxhZC6IXiW8iQ1IZVts7dhcbJQvknRuc/yzSY5OZn9+/fbnh86dIitW7fi7+9PWFgYAQH297x1dXUlKCiIypVzB5WqVq1Kx44deeihh/j444/JzMxk6NCh9O7dO99bIV1Oofl0vOeee3jkkUcYPXo0TZs2ZcGCBaxZs8bUfQYFBeHr68s333xDREQEVquVWrVqERoaSqNGjRg9ejQ+Pj64uLgwfvx4fHx8rmq7o0ePpkGDBnTo0IHBgwcTGBhITEwMy5cv57bbbuPee+819eeS67Ni7SIA3v50pF17v3uG0rR+GwDaNr+DzKxMvp//BSkXkgktG84TD46idMC1nUq4mexfkvthteS1JXbtjR5qRGSL4jOqo+Pwt/KNy5OelM62H7aRdj4NvzA/Wj3TCg+foh2oVq8+wsmTSXTvnvfb7GbO/JP33//7d1afPt8CMG5cB+6+u2C+/c5RLsRfYPWHq0lPTsfqZaV0pdK0G9UO92Jyw/rCaOPGjbRu/fd9TS+eLe3fvz9Tp069qm1Mnz6doUOH0rZtW9sN2ydOnHjNtRSaoPnggw9y4MABPvroI9555x169+7NuHHjuO+++0zbp5OTE1988QUvvPCC7dZDhw4dIjw8nOnTp/PQQw8xYMAAgoKCGDt2LDNnzuTcuXNX3O4tt9zC+vXreemll3j00UdJTk6mbNmytGjRglq1apn289xIV5p3uevTAQVTSAH6+PXZV9WvY6u76djq0jfALWru/Up/GIGOw79ValepWJwq/6fmzcPZs+fpfJcNG9aUYcOaFnBFhUOzoUXz3so3s1atWl3TrSMv3q/8n/z9/a/55uz5sRjXehNLKVA5y8c5uoRCYXm8Jt4DLA+Z5egSRAqd6IZF/9ZiVyN6/bXdSLuoim4Y7bB9DxkyxLRtf/LJJ6Zt20yF5puBRERERKRoUdAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKVwcXYCIiIhIUXBvylwTt/6Jids2j0Y0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVPoPpqF3PL4Ox1dQqHwwtL9ji6hUOjQ19EViBQ+y35s5ugSCoeQWY6uQCQPjWiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREpAhZsWIFd9xxB8HBwVgsFubMmWNblpmZyXPPPUfNmjUpUaIEwcHB9OvXj5MnT9ptIz4+nj59+uDt7Y2vry+DBg0iOTn5mmtR0BQREREpQlJSUqhduzYffPBBnmUXLlxg8+bNjBw5ks2bNzN79mz27NnDnXfeadevT58+7Nixg8WLFzN//nxWrFjB4MGDr7kWl+v+KURERESk0OnUqROdOnXKd5mPjw+LFy+2a3v//fdp2LAhR48eJSwsjF27drFw4UI2bNhA/fr1AZg0aRK33347b775JsHBwVddi0Y0RURERIqx8+fPY7FY8PX1BWDNmjX4+vraQiZAVFQUTk5OrFu37pq2XSyCZnR0NBaLxfZwd3enatWqTJgwgZycnGvaVqtWrejSpYtJlYqIiIjklZ6eTmJiot0jPT39P283LS2N5557jnvvvRdvb28AYmJiKFOmjF0/FxcX/P39iYmJuabtF5tT5x4eHixduhSA1NRUli1bxvPPP09OTg7PP/+8g6tzrIXLfmDLjrXExJ7AzdWNyPJVuKtTX4JKhwCQciGJnxbPZNe+P4k/F0fJEt7Uqd6QO9vfi4d7CQdXf2N5Wl0Y3LkKLWqXxb+klb3Hz/POD9vYdfScrc9Dt1fhzqbl8fJw5a9D8Uz49k+On0lxXNEFYN9v+9i3dB8p//9z+oT6UKNbDYJrX/3pk5tR7O5Ydv28i4TDCaSeS+W2J24jtH5ovn03fLGB/Uv3U7dPXap0rFLAlRa8vYv3snvBblLPp+JXzo96/eoRUCHA0WWZ5kqfkwB/rPuV9Vv/4NjJg6Slp/L2qK/w9Chan5GXUtxeD44wbtw4Ro8ebdc2atQooqOjr3ubmZmZ9OzZE8Mw+Oijj/5jhfkrFiOaAE5OTjRu3JjGjRvTunVrxowZQ9euXZk9e7ajS3O4vYd20LJxJ5577HWeGDSK7OwsJn4+mvSMNADOJcZzPjGB7rf35+Wn3qV/j2Hs2LuFad/nnWR8sxtxXx0aVCnNmGmbuX/cMtbtjmXi0KaU9nEH4P6oW+jRMpIJ3/7JoLdWkJqexbuPNsHNpWi/lTz9PanTsw4dX+lIhzEdCKwWyB/v/MH54+cdXZqpstKz8Avzo17/epftd2zjMeL2x+Hh51FAlTnWkbVH2DJjCzXuqkHHVzriG+bLsgnLSDuf5ujSTHOlz0mAjMx0qleuS8fW3R1YacErjq8HRxgxYgTnz5+3e4wYMeK6t3cxZB45coTFixfbRjMBgoKCiI2NteuflZVFfHw8QUFB17Sfov3b8Qq8vLzIzMy0PX/++eepWbMmJUuWJCQkhHvvvZdTp07lu+60adOoUKECHh4etGrVij179tiWde/enWbNmuVZ56OPPsLd3Z34+Pgb/8P8B48/8DJN67chODCM0OAI+vcYRvy5OI4ePwBASFB5hvR9llrVGlA6IIgqt9Ska/s+bNu1kezsbAdXf+NYXZ1oVbssH8zdydYDZzkel8Lnv+zh+JkU7moeDkCvVhWYumgPf2yL4cDJRMZ8tZlSPu60qFXWscWbLOTWEILrBOMV5IV3WW9q96iNi7sLcfvjHF2aqYJrB1OrRy3K1S93yT4X4i+wadommj7SFCfn4vGRuueXPVRoVYHIFpH4hPjQYGADXKwuHFxx0NGlmeZKn5MAbZvfQcdWdxNRrpIDKy14xfH14AhWqxVvb2+7h9Vqva5tXQyZ+/bt47fffiMgwH70uUmTJpw7d45NmzbZ2pYuXUpOTg6NGjW6pn0Vj0/F/5eVlUVWVhZJSUnMmzePH374gXvuuce2PDY2lhdeeIGff/6Z9957j8OHD9OyZUuysrLstrN582bGjRvH66+/zrRp0zh16hQdOnSwzZV46KGHWL16tV34BJgyZQp33XUX/v7+5v+w/0Fq2gUAPD1LXqZPCu7unjg7OxdUWaZzdnLCxdmJjEz78JyemU3tCgEEB3hSysedDXvO2JalpGWx83ACNSL8Crpch8nJyeHImiNkpWdRqmIpR5fjUEaOwZqP11C1c1V8Qn0cXU6ByM7KJv5wPEHV/x7VsDhZCKweWOT/8Pinq/mcLA70eiickpOT2bp1K1u3bgXg0KFDbN26laNHj5KZmck999zDxo0bmT59OtnZ2cTExBATE0NGRgYAVatWpWPHjjz00EOsX7+eVatWMXToUHr37n1NV5xDMZqjmZKSgqurq11br1697OZnTpkyxfbv7OxsmjRpQmhoKEuXLqV9+/a2ZadPn2b58uVUrFgRgLp161K5cmWmTp3KkCFDaN++PWFhYUyZMoXx48cDsH37djZu3Mhrr71m5o/5n+Xk5DBr/hQqlK9CSFD5fPskpySyYOksmjdsV8DVmetCehbbDsYzsGNlDsckE5+URrt6odSI8Of4mRQCvHP/coxPsp98HZ+UToC3uyNKLlDnjp1j8ejFZGdm4+Luwm1P3IZPSPEIV5eyc/5OnJydqNS++IxgpSelY+QYuPvYv+bdvd1JOpnkoKoK1tV8ThYXej0UThs3bqR169a258OHDwegf//+REdHM2/ePADq1Kljt96yZcto1aoVANOnT2fo0KG0bdsWJycnunfvzsSJE6+5lmIzounh4cGGDRvYsGEDK1eu5L333mPhwoU89NBDtj6//PILTZs2xcfHBxcXF0JDcyf97927125bNWrUsIVMgFtuuYXatWvbLvl3cnJi0KBBTJs2zTYaOmXKFMqXL0/btm0vWWN+V5RlZGbcsGNwNWbOncyJmKM8eN/wfJenpl3g/amvUrZMOe6I6lWgtRWE0V9twgL89GoHlr9zBz1bRbJ403EMw3B0aQ7nVdaLjq92pH10e25pcwtrP13L+RNFe47m5cQfimfvr3tpNLgRFovF0eVIAbrS56SIo7Vq1QrDMPI8pk6dSnh4eL7LDMOwhUwAf39/ZsyYQVJSEufPn2fKlCmULHntI/jFZkTTycnJ7n5QzZo1Iysri6effprhw4eTmprKnXfeSdeuXXn++ecpU6YMFouFxo0bk5ZmP6H535f8AwQGBtrN53zggQcYM2YMCxYsoFOnTnz99dc8+uijODldOtvnd0VZv56PMKD3Y9f7Y1+Tb+ZOZtvujTw9ZCx+PnlPiaalpzJpyiu4Wz14uO9zODsXvZfPibgLPDpxFe5uzpRwd+FsYjqvDKzPibMpnE3MHcn097La/n3x+d5iELicXZzxCvQCwD/Cn/hD8exZtIeGDzR0cGWOEbsnlrTENOY9Oc/WZuQYbJ2xlb2L9nLnO3deZu2bl9XLisXJkudCj7TENNx9i/7I/pU+J4ub4v56kCsreknhGlStWhWAHTt28Oeff+Lj48N3331nC4NHjhzJd71/X4kFuafT/zkEHRoaSseOHZkyZQpZWVnExcUxcODAy9YzYsQI2/D2RWsWHrhE7xvHMAxmzvuMrTvWMXzwGEr5B+bpk5p2gYlTxuDi7Mqj/Ubg6upmel2OlJaRTVpGNl4erjSqUoYP5u7g5NkLxJ1Po37l0uw7kQiAp7sL1cL9mL3ysGMLdgAjxyAn89ruQ1uURDSLsJuXBvD7G78T3iycyBaRDqrKfM4uzviH+xOzM8Z2qycjx+D0jtNUald0pxBczedkcVRcXw9y9Yp10Ny+fTsApUqVIjU1FVdXV7tTYNOnT7/kevv37+eWW24BYP/+/fz5558MGTLErt9DDz3EPffcQ2xsLG3btqV8+cvP5bFarXmuIHMrgED3zdxP2bD1Dx7pNwJ3qwfnkxIA8HD3xM3VmhsyPx9NRmYGD/R9ktT0C6Sm506E9yrhjZNT0bkgqFGV0lgsFo7EJhNaqgRDu1XnyOkk5q89CsC3vx9gQIdKHItN4dTZFB7qUpW482ms+Cv/uxMUFVu/3Upw7WA8AzzJSsvi8OrDxO6OpdUzrRxdmqky0zJJPp1se558JpmEIwm4lXCjRKkSWL3s369Ozk64+7jjXdb735sqUip3qszaT9fiH+FPQGQAexbtISs9i4gWEY4uzTRX+pwEOJ+UQGLSOc6czf08OBFzBHerB/6+pSjh6eWw2s1WHF8PcvWKTdDMyclh7dq1AGRkZLBp0ybGjh1LtWrVaNGiBenp6bz77rsMGzaMu+66izVr1vDVV1/lu63AwEDuuOMOxowZA8DIkSMJCQlhwIABdv06d+5M6dKlWbNmDd98842pP99/sWLtIgDe/nSkXXu/e4bStH4bjp44yKFj+wAY+cajdn3GPvsxpfzzTiW4WZX0cOXhO6pRxtedxAuZ/P7nST7+aRfZOblzNL/+bT8ebi48f29tSnq48tfBeJ76cA0ZWUV7ZC89MZ21n6wl9Vwqrh6u+Ib50uqZVpStWbRv6xR/KJ6lry21Pd8yYwsAEc0jaDyksaPKcrjyjcuTnpTOth+2kXY+Db8wP1o90woPn6J7H9ErfU5e7PPzku9sy9765KU8fYqi4vh6kKtnMYrBVQ7R0dF2cx9dXFwoV64cnTp1YtSoUbY5lxMmTGDSpEnEx8fTrFkzPvjgAypVqsQbb7zB//73PyB3gm3JkiXp3r07Y8aM4dSpUzRq1IiPP/7Ydir+n4YMGcKsWbM4derUdd3vatmPO67zpy5aXli639ElFAod+m5xdAkihU7LEz0cXUKhsDxklqNLKBSiG0Y7bN+/339tNzO/Fq2+vravfiwsikXQdJScnBwqVKhAly5dmDRp0nVtQ0Ezl4JmLgVNkbwUNHMpaOZS0Cxcis2p84KUkZHBn3/+yffff8+xY8cYOnSoo0sSERERKXAKmiY4efIkDRs2pHTp0rz//vtUrlzZ0SWJiIiIFDgFTRNcvBmqiIiISHFWbL4ZSEREREQKloKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgrdsF1ERETkBqj7zcPmbfxr8zZtJo1oioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZwcXQBcnnLQ2Y5uoRCoUNfR1dQOLSa+LGjSygUfn/8YUeXIIWIPidFCi+NaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERIqQFStWcMcddxAcHIzFYmHOnDl2yw3D4OWXX6Zs2bJ4eHgQFRXFvn377PrEx8fTp08fvL298fX1ZdCgQSQnJ19zLQqaIiIiIkVISkoKtWvX5oMPPsh3+YQJE5g4cSIff/wx69ato0SJEnTo0IG0tDRbnz59+rBjxw4WL17M/PnzWbFiBYMHD77mWlyu+6cQERERkUKnU6dOdOrUKd9lhmHw7rvv8tJLL9G1a1cApk2bRmBgIHPmzKF3797s2rWLhQsXsmHDBurXrw/ApEmTuP3223nzzTcJDg6+6lo0oikiIiJSyKWnp5OYmGj3SE9Pv+btHDp0iJiYGKKiomxtPj4+NGrUiDVr1gCwZs0afH19bSETICoqCicnJ9atW3dN+1PQFBERESnkxo0bh4+Pj91j3Lhx17ydmJgYAAIDA+3aAwMDbctiYmIoU6aM3XIXFxf8/f1tfa6WTp2LiIiIFHIjRoxg+PDhdm1Wq9VB1Vw9BU0RERGRQs5qtd6QYBkUFATA6dOnKVu2rK399OnT1KlTx9YnNjbWbr2srCzi4+Nt618tnToXERERKSYiIiIICgpiyZIltrbExETWrVtHkyZNAGjSpAnnzp1j06ZNtj5Lly4lJyeHRo0aXdP+HBY0p0yZgsViyXPfpkmTJmGxWBg1apRde3x8PE5OTkyYMOGK2z537hzR0dHs3LnzmusaMGAANWrUuOb1RERERAqD5ORktm7dytatW4HcC4C2bt3K0aNHsVgsPPnkk4wdO5Z58+axbds2+vXrR3BwMN26dQOgatWqdOzYkYceeoj169ezatUqhg4dSu/eva/pinNw4KnzZs2aAbB69WoqVqxoa1+1ahWenp6sXr3arv/q1asxDIPmzZtfcdvnzp1j9OjR1KhRg2rVqt3YwouhnT/t5M/v/qRSh0rUu7+eo8sxVezuWHb9vIuEwwmknkvltiduI7R+qG25YRhsm72NA8sOkHkhk1KVStFgQAO8grwcWPV/41O5MeU6P4pXRC2sfkFsf2cAcZsW2paH3/0/yjTuitU/hJzsDJIP/cXBWeNIOrDF1ifszicIqBNFyfLVMbIyWTmksiN+lAKxd/Fedi/YTer5VPzK+VGvXz0CKgQ4uqwCp+MA22ZvY/uP2+3avMp60WVCFwdV5Dh6PRQuGzdupHXr1rbnF+d29u/fn6lTp/Lss8+SkpLC4MGDOXfuHM2bN2fhwoW4u7vb1pk+fTpDhw6lbdu2ODk50b17dyZOnHjNtThsRLNy5cqULl2aVatW2bWvWrWKAQMGsHbtWrKzs+3a3d3d7S61F/OdPXiW/Uv341vO19GlFIis9Cz8wvyo1z//QL3r513s/XUvDQY2oF10O1ysLiybsIzsjOx8+98MnK2epBzdwb4vR+S7/MKpA+z78gU2jGjFljFdSYs7Ru3nvsXV6+9fIk4ubpxZ/xMnl0wrqLId4sjaI2yZsYUad9Wg4ysd8Q3zZdmEZaSdT7vyykWIjsPffEJ86Dapm+3RbmQ7R5dU4PR6KHxatWqFYRh5HlOnTgXAYrEwZswYYmJiSEtL47fffqNSpUp22/D392fGjBkkJSVx/vx5pkyZQsmSJa+5FofO0WzWrJld0Dx69CjHjx/niSeeIC0tjb/++su2bNWqVdSvX5+DBw/Su3dvypUrh6enJ9WqVeOtt94iJycHgMOHDxMREQFAjx49sFgsWCwWDh8+DOTeh+qll14iMjISq9VKaGgoAwYMyFPb77//Tt26dSlRogQNGza0m6cAuSNbb775JpUqVcJqtRIZGck777xj1+f48eP07NmTwMBA3N3diYiI4KmnnroRh65AZKZlsuajNTQc1BC3Em6OLqdABNcOplaPWpSrXy7PMsMw2LNwD9XvrE5ovVD8wvxoPKQxqedSOb7puAOqvTHi/1rKoe/HE7fxl3yXx675kYQdf5B25igXTuxh//RRuHh6UyKsqq3P4dlvcHzhp6Qc21VQZTvEnl/2UKFVBSJbROIT4kODgQ1wsbpwcMVBR5dWoHQc/mZxtuDh62F7WL0K/1XAN5peD3I5Dg+au3btIiEhAcgNk+XKlaNSpUrUrl3bFkIzMzPZsGEDzZs358SJE1SuXJkPP/yQBQsWMHjwYMaMGcMrr7wCQNmyZZk9ezYAr732GmvWrGHNmjW2K6u6d+/O22+/zQMPPMDPP//MG2+8QUpKil1dMTExPP744zzzzDN89913pKWlcdddd5GZmWnr88QTT/Dyyy/Tv39/fv75ZwYMGMBzzz3Hxx9/bOvTr18//vrrLyZOnMjChQsZPXq03ShtYbfxy40E1w4mqMa1XWFWVKWcSSHtfJrd8XDzdCMgMoC4/XEOrKzgWJxdCW7dl6yU86QcufY50Dez7Kxs4g/HE1T97/9/i5OFwOqBxeb/H3Qc/i0pJok5w+Ywb/g8Vn+4mpS4lCuvVITo9SBX4tDbGzVv3hzDMFizZg233347q1evpmnTpgA0bdqU1atXM3ToUDZv3kxaWhrNmzenbdu2tG3bFsA2Z/PChQu8//77jBo1CqvVSt26dQGoWLEijRs3tu1v8eLF/Pzzz8yYMYN7773X1v7Pf0PuhUfLly+nevXqAJQoUYLWrVuzbt06mjdvzoEDB3j//ff5+OOPbd/7GRUVxYULFxg9ejSDBw/GycmJ9evXM27cOHr16mXbdr9+/Uw4kjfekTVHSDicQIfRHRxdSqGRei4VAHcfd7t2dx/3In+KKKBOO6oN/RgnNw8yzp3mz/G9yEyOd3RZBSo9KR0jx8j7/+/tTtLJJAdVVfB0HP4WUCGAxoMb41XWi7RzaWz/cTu/jf2N28fdjquHq6PLKxB6PciVOHREs169enh4eNhGLletWmULmk2aNLFrt1gsNG3alLS0NEaNGsUtt9yC1WrF1dWVF198kVOnTpGcnHzZ/S1ZsgRPT0969+592X7BwcG2kAnYLig6fjz39Ohvv/0G5I6OZmVl2R5RUVHExMRw7NgxAG699VbefPNNPvroI/bv33/F45Hf10tlZWRdcb0bLeVsCpu+3kSTR5rg7OZc4PuXwidh1yo2vtiWLaO7EP/XMqoN/RRX71KOLkvEoYJrBxPWKAy/MD/K1ipLy/+1JPNCJkfXHXV0aSKFhkODpqurKw0aNGDVqlUkJyfz119/2Y1oXpyzuWrVKqpVq4afnx/PPfccb7zxBg899BALFixgw4YNvPTSSwCkpV1+VOns2bOULVsWi8Vy2X6+vr52z93c3Oy2HxcXh2EYlCpVCldXV9ujXbvcSeAXg+a3335L27ZtefHFF6lYsSJVqlSxndbPT35fL7Xyy5WXrdUMCYcSSE9MZ9HIRczsP5OZ/WcSuzuWvb/uZWb/mbb5sMWNh68HQJ7Ry7TzaXn+mi9qctIvkHr6MIkHNrPns+EYOVmUbXnvlVcsQqxeVixOlrz//4lpuPsW7f//f9JxuDS3Em54BXmRdLr4jOTp9SBX4vAbtjdv3pwNGzawcuVKrFar7a705cuXp2zZsqxatYrVq1fbbms0a9YshgwZwnPPPUdUVBT169fHxeXqZgAEBARw6tQpDMP4TzX7+/tjsVhYtWoVGzZsyPOoXbs2kDtfdMqUKcTFxbF+/XoqV65Mr169OHgw/wnSI0aM4Pz583aP5v2vfDunGy2weiCdXutEx7EdbQ//CH/Cm4bTcWxHnJwc/rJxiBKlS+Du407Mjr+/5zUzNZOzB89S6pbiNbpnsTjh5Fq8LnpwdnHGP9yfmJ1///8bOQand5wuVv//Og6XlpmWSXJssu2P0uJArwe5Eod/BWXz5s157bXXeP/992nQoIFdaGzatClfffUVMTExtvtupqam2kYYAbKzs5k5c6bdNv89AnlRVFQU48eP57vvvrObN3mtLs4RPXv2LHfccccV+zs5OdGgQQPbzVH3799PZGRknn75fb2Ui1vB/xe5erjmuZ2Ri9UFt5JuRf42R5lpmSSf/nsKRvKZZBKOJOBWwo0SpUpQuWNldszdgVeQFyVLl+Sv7//Cw9eD0Hqhl9lq4eZs9cQjMML23L10GCXDqpOZco7M5ATKd32Cs5sWkX4uFlcvf0LaDcTqF0Tsup9s61gDQnAt4Ys1IAScnCkZljv1JPX0IbLTLxT4z2SWyp0qs/bTtfhH+BMQGcCeRXvISs8iokXElVcuQnQccm2ZsYWQuiF4lvIkNSGVbbO3YXGyUL5JeUeXVqD0epDLcXjQbNKkCU5OTixYsIDnn38+z7JnnnkGwDai2a5dOyZPnky1atUoVaoUH374Ienp6XbrBQUF4evryzfffENERARWq5VatWoRFRXF7bffzgMPPMCBAwdo1KgR8fHxfP/993z77bdXXXOlSpV47LHH6Nu3L8888wyNGjUiMzOTvXv3smzZMubMmcP58+fp0KEDffv2pXLlymRkZDBp0iR8fX259dZb/+NRE7PEH4pn6WtLbc+3zMi9KXlE8wgaD2lM1c5VyUrPYsOUDWRcyKB0pdK0eqbVTT2X1SuyDnVe/HtKxy33jwEgZsW37P3iWTzL3kLQEz1x9fInMzmBpINb2TK2GxdO7LGtE9H9WYJa/P3HW/3Xcr/abOurd3Nul/2XL9zMyjcuT3pSOtt+2Eba+TT8wvxo9UwrPHyKzwgW6DhcdCH+Aqs/XE16cjpWLyulK5Wm3ah2uHsXr1PGej3I5ViM/3oe+QaoVasW27Zt46effqJLl7+/UWHNmjU0bdqU4OBgTpw4AeR+6fvDDz9su7BnwIAB3HLLLTz00EOcOXOGUqVyh+rnzJnDCy+8wMGDB0lPT+fQoUOEh4eTlpbG6NGjmTFjBqdOnSIwMJD27dvz+eefA7lfQblx40a2b//72x7OnTuHn58fX3zxhe2em4Zh8MEHH/DJJ5+wd+9eSpYsSeXKlenRowdPPfUU6enpDB06lD/++IOjR4/i4eFB/fr1GTt2LA0aNLjqYxO9Pvo/Hl0pSlpN/PjKnYqB3x9/2NEliEghFd0w2mH7Pu9s3r59ss3btpkKRdCUS1PQlH9S0MyloCkil6KgWbgUz6s6RERERMR0CpoiIiIiYgqHXwwkIiIiUhR0fLSuadteY9qWzaURTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoXRxcgl/dyqtXRJRQKy+PvdHQJhcLvjzu6gsJh0Vd1HV1CodCh7xZHlyAiclka0RQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERkSIkOzubkSNHEhERgYeHBxUqVOCVV17BMAxbH8MwePnllylbtiweHh5ERUWxb9++G16LgqaIiIhIETJ+/Hg++ugj3n//fXbt2sX48eOZMGECkyZNsvWZMGECEydO5OOPP2bdunWUKFGCDh06kJaWdkNrcbmhWxMRERERh1q9ejVdu3alc+fOAISHh/PNN9+wfv16IHc089133+Wll16ia9euAEybNo3AwEDmzJlD7969b1gtGtEUERERKUKaNm3KkiVL2Lt3LwB//vknK1eupFOnTgAcOnSImJgYoqKibOv4+PjQqFEj1qxZc0Nr0YimiIiISCGXnp5Oenq6XZvVasVqtebp+/zzz5OYmEiVKlVwdnYmOzubV199lT59+gAQExMDQGBgoN16gYGBtmU3ikY0RURERAq5cePG4ePjY/cYN25cvn2/++47pk+fzowZM9i8eTNffvklb775Jl9++WUBV60RTREREZFCb8SIEQwfPtyuLb/RTIBnnnmG559/3jbXsmbNmhw5coRx48bRv39/goKCADh9+jRly5a1rXf69Gnq1KlzQ+vWiKaIiIhIIWe1WvH29rZ7XCpoXrhwAScn+4jn7OxMTk4OABEREQQFBbFkyRLb8sTERNatW0eTJk1uaN0a0RQREREpQu644w5effVVwsLCqF69Olu2bOHtt9/mgQceAMBisfDkk08yduxYKlasSEREBCNHjiQ4OJhu3brd0FoUNEVERESKkEmTJjFy5EgeffRRYmNjCQ4OZsiQIbz88su2Ps8++ywpKSkMHjyYc+fO0bx5cxYuXIi7u/sNrUVBU0RERKQI8fLy4t133+Xdd9+9ZB+LxcKYMWMYM2aMqbVojqaIiIiImEJBU0RERERMUWSCZnR0NBaLBYvFgpOTEz4+PtSsWZOhQ4eya9cuR5cnIiIiUuwUqTmaHh4eLF26FICkpCS2bdvGp59+yuTJk/n888+5//77HVzhzWHyL3/x9o+b6du2Ki/0asSJuCSiXvgh377vDG5Fx/rhBVugSRYu+4EtO9YSE3sCN1c3IstX4a5OfQkqHWLrk5mZwfc/T2XjXyvJysqiWsU63NttMN5evo4rvIDsXbyX3Qt2k3o+Fb9yftTrV4+ACgGOLss0ThZ48PYqdGgQSoCXO2fOp7Fg3VG+WLTX1qdl7bLc1SycKmG++JRwo9/ry9h3ItGBVRec4vZ6yE/s7lh2/byLhMMJpJ5L5bYnbiO0fqijyypwOg5yOUVmRBPAycmJxo0b07hxY9q1a8fw4cPZunUrzZs3Z9CgQRw8eNDRJQKQmprq6BIuadvhOL5dsZfKoX62tiD/Eqx4o6fdY+iddfC0unBbjZDLbO3msvfQDlo27sRzj73OE4NGkZ2dxcTPR5OekWbrM2v+F/y1ayMP3fcMwwe/wrmkeD7+erwDqy4YR9YeYcuMLdS4qwYdX+mIb5gvyyYsI+182pVXvkn1bVeRu5qH89asbfR+dQkfzttBn6iK9GgZaevj4ebMXwfP8sHcHQ6stOAVx9dDfrLSs/AL86Ne/3qOLsWhdBzkcopU0MyPu7s7kyZNIiMjg88++8zWPnXqVGrVqoW7uzshISG8+OKLZGdn26174sQJ+vXrR2BgIB4eHlSpUoX33nvPtjwnJ4exY8cSHh6O1WqlSpUqfPLJJ3bbiI6OpmTJkqxfv54mTZrg7u7OBx98YO4PfZ1S0jJ55rMVjOnbFG9PN1u7s5MTpX087R5LthylY/0ISri7OrDiG+vxB16maf02BAeGERocQf8ew4g/F8fR4wcASE1LYdXGJdzTZQBVbqlJ+dAK9L9nKAeP7OHg0T0Ort5ce37ZQ4VWFYhsEYlPiA8NBjbAxerCwRWF4483M9SM8OePbTGs3nGamPhUlm09xfrdsVQr72vrs3DDcaYs3MuGPWccV6gDFMfXQ36CawdTq0ctytUv5+hSHErHQS6nyAdNgGrVqhESEsKaNWsAePvtt3nwwQfp0KEDP/30E8899xwTJ07kxRdftK1z9uxZmjRpwu+//86rr77Kzz//zFNPPcWJEydsfZ555hmio6MZMGAAP/30E+3bt+fhhx/m/ffft9t/RkYG9913H/fffz+//PIL7du3L5gf/Bq98s1aWtYMpWm14Mv223Ekjl3H4rmnecUCqswxUtMuAODpWRKAI8cPkp2dRdVbatv6BJUJxd+3FAeP7M13G0VBdlY28YfjCaoeZGuzOFkIrB5I3P44B1Zmrm2H4qlfqTTlSpcA4JYQb2pH+rNmZ6yDK3Os4vp6EJHrU6TmaF5OuXLliImJISkpiVGjRvHss8/y2muvAdCuXTvc3NwYPnw4zzzzDAEBAbz99tvExsaye/duwsPDAWjTpo1te3FxcUyaNMkWNgHat29PXFwcY8aM4ZFHHsHZ2RmAzMxMXn31VXr16lWgP/O1+Hn9QXYeOcusF7tcse/3K/dRoawPdSuUKYDKHCMnJ4dZ86dQoXwVQoLKA5CYnICLswueHiXs+nqV9CUxOcERZRaI9KR0jBwDdx/7m/i6e7uTdDLJQVWZb9rifXi6uzLzpbbkGAZOFgufzN/FrxuPO7o0hyqurwcRuT7FYkQTwDAMLBYLq1evJjk5mR49epCVlWV7REVFkZqayvbt2wFYsmQJbdq0sYXMf1u3bh2ZmZn06NHDrr1Xr16cOXOGvXvtR7g6d+58xRrT09NJTEy0e6RnZF3fD3wNTsWnMO7b9bzxYAusrpf/2yMtI4uf1x+ke7OiPZo5c+5kTsQc5cH7hju6FHGQtnVD6FA/lFFfbmLA+N955evN3Nf2Fm5vqNODIiJXq9iMaB4/fpxKlSoRF5d7aufWW2/Nt9+xY8eA3FPnNWrUuOT2EhJyR7ACAwPt2i8+j4+Pt7V5enpSsmTJK9Y4btw4Ro8ebdf2cv82jBoYdcV1/4sdR+I4m5RG97E/2dqycww27jvNjGW7+fPDvjg75f5NsmjTEdIysuna5BZTa3Kkb+ZOZtvujTw9ZCx+PqVs7d4l/cjKzuJCaordqGZS8jm8S/rlt6kiweplxeJkyXOhR1piGu6+N/arygqTod2q89Xiffy2OXe6zIFTSQT5e9KvfUUWrD/m4Oocp7i+HkSuxppJpx1dQqFTLILmjh07OHHiBAMGDMDf3x+A2bNnU65c3pGJiIgIAAICAjh58uQlt3lxO7GxsYSE/H3l9enTp+2WQ+7XPF2NESNGMHy4/Qia67r3LtH7xmlSNZi5o7ratb04dSURQT482LGmLWQC/LBqL61rl8Pfq+j9QjEMg5nzPmPrjnUMHzyGUv72f0SUD43E2dmF3fv/4taaTQCIOXOC+HNxRJav5IiSC4SzizP+4f7E7Iyx3bLEyDE4veM0ldoV3Z/b3c2ZHMOwa8vJMa76/VxUFdfXg4hcnyIfNNPS0hg2bBhWq5UHH3wQX19fPD09OX78OHfdddcl14uKiuLNN9/k6NGjhIWF5VnesGFDXF1dmTVrFnXr1rW1f/fdd5QpU4ZKla79A9dqtWK1Wu3actzM/y8q4e5KpRD7ETkPqwu+Ja127UdiE9m47zSfDDN3hNVRvpn7KRu2/sEj/UbgbvXgfFLuqLWHuydurlY83EvQrH5bvv/5C0p4lsTd6sm38z4jMqwykWGVHVy9uSp3qszaT9fiH+FPQGQAexbtISs9i4gWEY4uzTQrt8cwoH0lTiekcvBUIpVDfendugLz1x619fH2dCXQz4NS/z9fMSww98zF2cR04pPSHVJ3QSiOr4f8ZKZlknw62fY8+UwyCUcScCvhRolSJS6zZtGi4yCXU6SCZk5ODmvXrgUgOTnZdsP2gwcPMnXqVNt8yzFjxvDss89y/PhxWrVqhbOzMwcPHmTu3Ln88MMPeHp68tRTTzFt2jRatGjByJEjiYyM5ODBg+zdu5fx48dTqlQphg0bxhtvvIG7uzuNGzdmwYIFzJgxg0mTJtkuBCpKZq/aR5BvCZpVKzr3zvynFWsXAfD2pyPt2vvdM5Sm9XMvBOvRZSAWi4VPvn6DrKxMqlXKvWF7UVe+cXnSk9LZ9sM20s6n4RfmR6tnWuHh4+Ho0kzz9qxtDO5chf/1rIV/SStnzqcxZ9Vhpiz8+1ZWzWsGMfL+v6fhjB3YAIDPFuzm81+K7i2viuPrIT/xh+JZ+tpS2/MtM7YAENE8gsZDGjuqrAKn4yCXYzGMf50buklFR0fbzW8sWbIk4eHhtGzZkqFDh1KlShW7/jNnzuTtt99m+/btuLq6UqFCBbp06cLLL7+Mi0tu/j527BgjRozgl19+4cKFC4SHh/Poo48ybNgwIDfYvvrqq3z22WecOnWK8PBwnn76aYYMGWJX15tvvklycjLXI2f5uOtar6hZHn+no0soFJaHzHJ0CYXCoq/qXrlTMdCh7xZHlyBS6EQ3jHbg3j81cds356BGkQmaRZWCZi4FzVwKmrkUNHMpaIrkpaBZuBSb2xuJiIiISMFS0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpXBxdgIjItVp1z05Hl1AoLD/Rw9ElFArLQ2Y5ugQRuQSNaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIgUMSdOnOD+++8nICAADw8PatasycaNG23LDcPg5ZdfpmzZsnh4eBAVFcW+fftueB0KmiIiIiJFSEJCAs2aNcPV1ZVffvmFnTt38tZbb+Hn52frM2HCBCZOnMjHH3/MunXrKFGiBB06dCAtLe2G1qKvoBQREREpQsaPH0+5cuX44osvbG0RERG2fxuGwbvvvstLL71E165dAZg2bRqBgYHMmTOH3r1737BaNKIpIiIiUsilp6eTmJho90hPT8+377x586hfvz49evSgTJky1K1bl8mTJ9uWHzp0iJiYGKKiomxtPj4+NGrUiDVr1tzQuhU0RURERAq5cePG4ePjY/cYN25cvn0PHjzIRx99RMWKFVm0aBGPPPIIjz/+OF9++SUAMTExAAQGBtqtFxgYaFt2o+jUuYiIiEghN2LECIYPH27XZrVa8+2bk5ND/fr1ee211wCoW7cu27dv5+OPP6Z///6m1/pPGtEUERERKeSsVive3t52j0sFzbJly1KtWjW7tqpVq3L06FEAgoKCADh9+rRdn9OnT9uW3SgKmiIiIiJFSLNmzdizZ49d2969eylfvjyQe2FQUFAQS5YssS1PTExk3bp1NGnS5IbWolPnIiIiIkXIU089RdOmTXnttdfo2bMn69ev59NPP+XTTz8FwGKx8OSTTzJ27FgqVqxIREQEI0eOJDg4mG7dut3QWhQ0RURERIqQBg0a8OOPPzJixAjGjBlDREQE7777Ln369LH1efbZZ0lJSWHw4MGcO3eO5s2bs3DhQtzd3W9oLQqaIiIiIkVMly5d6NKlyyWXWywWxowZw5gxY0ytQ3M0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGrzkVERERugJzlZ03btlNL0zZtqkI7ohkdHU3JkiXztD/99NM4OTnx+eefM2DAAGrUqGFbtnXrVqKjo7lw4cI17y88PJyhQ4f+p5pFRERE5G831Yjmc889xzvvvMPHH3/MoEGDaNWqFSkpKbblW7duZfTo0QwdOhRPT08HVnpzm/zLX7z942b6tq3KC70aAXA0NpEJ329k8/7TZGTlcFv1EF68txGlvD0cXO2Ns3DZD2zZsZaY2BO4uboRWb4Kd3XqS1DpkDx9DcPg/S/GsmPvFh7u+xx1qjdyQMUFJ3Z3LLt+3kXC4QRSz6Vy2xO3EVo/1NFlFaj83hdnzl/gje83smbXSVLSsggP9Obh22vRvl64Y4u9ga7mffHHul9Zv/UPjp08SFp6Km+P+gpPjxIOrNp8O+bt4PjG4ySeSsTZ1ZlSFUtRp3cdvMt6O7q0Ardt9ja2/7jdrs2rrBddJlz6Ho5SfNw0QfOll15iwoQJfPjhhwwePBiAChUqOLiqomfb4Ti+XbGXyqF+trYL6Zk8+O5iKpfzY+rwjgBMnLuZR99fwsznO+PkZHFUuTfU3kM7aNm4E+HlbiEnO5s5i6Yz8fPRjBo+Eaub/TclLFk5HyxF4+e+GlnpWfiF+RHZMpKV7610dDkFLr/3BcDzU1aSlJrBB4+1xa+kO/PXH+SpT5cz60UvqoUFOKjaG+tq3hcZmelUr1yX6pXrMmfh1w6uuGDE7o6lYlRFAiIDyMnO4a9Zf7Fs/DI6v94ZF/eb5lfrDeMT4kPr51vbnjs5F9oTplLAbopXQnR0NK+++iqTJk3ikUcesbX/89T51KlTGThwIAClS5fGYrEQHh5u63vixAn69etHYGAgHh4eVKlShffeey/Pvj744APKly+Pj48P3bp148yZM3bLz507x6OPPkrZsmWxWq3Uq1ePX3/91a5Pq1at6NKlC99//z2VK1emZMmStGnThgMHDtyoQ2KKlLRMnvlsBWP6NsXb083WvmV/LCfOJjNuQHMqhfpRKdSPcQNvY/uRONbuPuXAim+sxx94mab12xAcGEZocAT9ewwj/lwcR4/b/78dO3mI3/6YS797HnNQpQUvuHYwtXrUolz9co4upcBd6n0BsPVgLH1aV6VWRGnKlfbikc618fJ0Y8cR8+ZpFbSreV+0bX4HHVvdTUS5Sg6stGC1frY1kS0i8Qn1wa+8H40GN+LC2QvEH453dGkOYXG24OHrYXtYvayOLkkKiUIfNF999VVGjx7NO++8c9k5lJ07d+all14CYOHChaxZs4Yff/wRgLNnz9KkSRN+//13Xn31VX7++WeeeuopTpw4YbeNefPmMW/ePD744APee+89li9fzrBhw2zLMzIyaNeuHfPnz+fVV19l3rx5VKtWjc6dO7Nt2za7bW3dupU33niD119/nalTp7J//37uv//+G3VYTPHKN2tpWTOUptWC7dozsnKwWMDNxdnWZnV1xsliYfP+0wVdZoFJTcud6+vp+fdc4YyMdD6f+Q69uw7Gx8vvUqtKEXKp9wVAncgy/LLxEOdS0snJMfh5/UEyMrNpWDnIAZUWjPzeFwKZqZkAuJVwu0LPoikpJok5w+Ywb/g8Vn+4mpS4lCuvJMVCoR7fT0lJ4aWXXuLBBx/kySefvGzf0qVL206l16tXj1KlStmWvf3228TGxrJ7927bKGebNm3ybMMwDObNm4fVmvuX2OHDh3nttdfIycnBycmJ6dOns3XrVv7880+qVasGQIcOHdi3bx+vvPIK3333nW1b586dY8uWLZQuXRqA5ORkBg4cyPHjxwkNLXxz235ef5CdR84y68W8c2pqR5bGw82FN2dv5Klu9TAweHv2JrJzDM6cT3VAtebLyclh1vwpVChfhZCg8rb2WfOnUCGsMnWqN3RgdVJQLve+AHhnSEuGf7qcJk99g4uTBXc3FyY90pryZYrmPL1LvS+KOyPHYPPXmylVqRS+5XwdXU6BC6gQQOPBjfEq60XauTS2/7id38b+xu3jbsfVw9XR5YmDFeoRTQ8PD1q0aMGMGTNYtWrVdW9nyZIltGnTxu5Uen5atmxpC5kA1apVIzMzk9jYWAB+/fVXatasSaVKlcjKyrI92rVrx4YNG+y2VadOHVvIvLgtgOPHj19y/+np6SQmJto90jOyrvXHvWan4lMY9+163niwBVbXvH97+Hu58+6QVvz+53HqPf41DZ+YQeKFDKqFBWApIvMz/23m3MmciDnKg/cNt7X9uXM9uw9sp8cdDziwMikoV3pfAEycu4WkCxlMeao9s168gwHtqvPUp7+z93hCAVdbMPJ7Xwhs/HIj54+fp9ljzRxdikME1w4mrFEYfmF+lK1Vlpb/a0nmhUyOrjvq6NKkECjUI5pOTk7MmzfPNudxxYoV1KxZ85q3c/bsWbvbIF2Kr6+v3XM3t9xTIGlpaQDExcWxZcsWXF3z/oXm7Oxs9/xK28rPuHHjGD16tF3by/3bMGpg1BVr/y92HInjbFIa3cf+ZGvLzjHYuO80M5bt5s8P+9Ksegi/vtadhKQ0nJ0teHtaue1/MylXKsLU2hzhm7mT2bZ7I08PGYufz98j43sObCMuPobho/va9f/k6ze4JbwqTw95paBLFRNd6X2xYMxdTF+2m3nRXakYnDuNoko5/9zlv+8i+v6mjirdFJd6XxR3G7/cyMmtJ2n7Yls8/XW3E8idPuAV5EXS6SRHlyKFQKEOmgA+Pj4sWrSIZs2a0aFDB1atWkVExLWFm4CAAE6ePPmfa/H396dWrVp8/vnn/3lb+RkxYgTDh9uPFLiuy3vB0o3WpGowc0d1tWt7cepKIoJ8eLBjTZyd/h749vPKvcp07e5TnE1Ko03tonNxiGEYzJz3GVt3rGP44DGU8g+0W96h1d00a2Af+l959yl6dBlIrar1C7JUKQBXel+kZWQD4PSvuw84O1nIMQqsTNNd6X1RXBmGwaZpmzi+6ThtX2hLyTKas3pRZlomybHJhDcLd3QpUggU+qAJUKZMGRYvXkyzZs1o164dK1euJCgo72T7S40aRkVF8eabb3L06FHCwsKuu46oqCgWLFhAcHAwwcF5Lwz4r6xWq92pe4AcN/P/i0q4u1IpxP7CFg+rC74lrbb22av2EVnWB/+S7mw9eIbXvl1P/6jqRAT5mF5fQflm7qds2PoHj/QbgbvVg/NJuac/Pdw9cXO14uPll+8FQP6+pYr8L9/MtEySTyfbniefSSbhSAJuJdwoUapo3i/xSu+LzKwcwsp4MerrNTx7T318S1hZsvUoq3ed5KOh5p6FKEhXel8AnE9KIDHpHGfO5t6F4kTMEdytHvj7lqKEp5fDajfTxi83cmTNEVo82QIXdxdSz+XOV3f1dMWlAD63C5MtM7YQUjcEz1KepCaksm32NixOFso30TxeuUmCJuR+c8+iRYto0aIFHTt2ZPny5Xn6VK1aFci9RVG3bt3w9PSkZs2aPPXUU0ybNo0WLVowcuRIIiMjOXjwIHv37mX8+PFXXUO/fv345JNPaNWqFf/73/+oVKmS7aKfjIwMxo0bd8N+3sLm0OnzvPPjJs6nZBAcUJKHb69F/6hqji7rhlqxdhEAb3860q693z1DaVo/78VjxUn8oXiWvrbU9nzLjC0ARDSPoPGQxo4qy6FcXZz4ZFg73p69iUffX8KF9CzCyngxbsBttKxZ+C74u15X875YsXYRPy/5+2LItz55KU+fomb/kv0ALHltiV17o4caEdki0hElOcyF+Aus/nA16cnpWL2slK5Umnaj2uHu7X7llaXIu2mCJkCNGjX4+eefiYqKokuXLnlGFevWrUt0dDSfffYZEyZMoFy5chw+fJiAgABWrVrFiBEjePbZZ7lw4QLh4eE8+uij17R/q9XK0qVLbff1PHXqFKVKlaJu3brXvK3Cbtr/Otk9f/ru+jx9d9E+Pfzx67MLZJ2bUWDVQO796l5Hl+Fw/35fhAd6M/GR1pfoXTRczWv8jna9uaNd7wKopvDQ++FvzYYWz4ug5OpYDMMoQrOJip6c5UV3lPRaLI+/09ElFArLQ2Y5uoRC4eVU3Qwa9L64SO8L+afohtEO27eZv7OdWo4wbdtmKtS3NxIRERGRm5eCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREzh4ugC5PKWx9/p6BIKheUhsxxdghQiel/k0vsiV3TDYEeXUChErz/p6BJE8tCIpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIFFGvv/46FouFJ5980taWlpbGY489RkBAACVLlqR79+6cPn3alP0raIqIiIgUQRs2bOCTTz6hVq1adu1PPfUUP/30E7NmzWL58uWcPHmSu+++25QaFDRFREREipjk5GT69OnD5MmT8fPzs7WfP3+ezz//nLfffps2bdpQr149vvjiC1avXs3atWtveB0KmiIiIiKFXHp6OomJiXaP9PT0S/Z/7LHH6Ny5M1FRUXbtmzZtIjMz0669SpUqhIWFsWbNmhtet4KmiIiISCE3btw4fHx87B7jxo3Lt+/MmTPZvHlzvstjYmJwc3PD19fXrj0wMJCYmJgbXre+GUhERESkkBsxYgTDhw+3a7NarXn6HTt2jCeeeILFixfj7u5eUOVdkoKmiIiISCFntVrzDZb/tmnTJmJjY7n11lttbdnZ2axYsYL333+fRYsWkZGRwblz5+xGNU+fPk1QUNANr1tBU0RERKSIaNu2Ldu2bbNrGzhwIFWqVOG5556jXLlyuLq6smTJErp37w7Anj17OHr0KE2aNLnh9ShoioiIiBQRXl5e1KhRw66tRIkSBAQE2NoHDRrE8OHD8ff3x9vbm2HDhtGkSRMaN258w+tR0BQREREpRt555x2cnJzo3r076enpdOjQgQ8//NCUfSloioiIiBRhv//+u91zd3d3PvjgAz744APT963bG4mIiIiIKTSiKSIiInIDLI+/07RttzZty+bSiKaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETHFTRM0o6OjsVgstoe7uztVq1ZlwoQJ5OTkOKyuOXPmmPb9oCIiIiI3s5vqm4E8PDxYunQpAKmpqSxbtoznn3+enJwcnn/+eYfUNGfOHDZu3Mijjz7qkP3fCAuX/cCWHWuJiT2Bm6sbkeWrcFenvgSVDrHrd/DIHuYums6hY/twcnIitGwEjw8aiZur1UGV33ixu2PZ9fMuEg4nkHouldueuI3Q+qH59t3wxQb2L91P3T51qdKxSgFXWvD2Lt7L7gW7ST2fil85P+r1q0dAhQBHl2Wa5WsXsmLtIs4mxAJQNrAcndv2pEblW4mLj+WlCQ/nu95D9/2PerWaFmSpDlHcXg9t2kzmxInEPO333VebJ55oxqRJq1m58ginTiXh7+9BVNQtPPFEM7y8is7n46Vcy+emFD83VdB0cnKicePGtuetW7dm27ZtzJ4922FBsyjYe2gHLRt3IrzcLeRkZzNn0XQmfj6aUcMnYnVzB3JD5sQpr9Cx9d306vogTk7OHD91GIvlphkUvypZ6Vn4hfkR2TKSle+tvGS/YxuPEbc/Dg8/jwKsznGOrD3ClhlbaDCwAQEVAtizcA/LJiyjy4QuuPu4O7o8U/h5B9Ct4/2UKVUWDFizeRkfTXudFx9/k6DSIYx/8XO7/ivXLebXFXOoXrmugyouOMXx9fD9933IzjZsz/fti2PgwO/p2LEysbEpxMam8NxzLbnllgBOnEgkOvo3YmOTmTjRvK8kLCyu9nNTiqebPiV4eXmRmZlpe56ens4LL7xA+fLlsVqtVK1alRkzZtits2bNGu68806Cg4MpUaIEderU4auvvrLrM3XqVCwWC3FxcXbtderUYcCAAQAMGDCAL7/8kh07dthO6Q8YMICffvoJi8XCvn377NZNSEjAw8Oj0J1qf/yBl2lavw3BgWGEBkfQv8cw4s/FcfT4AVufWfOn0KbZ7XRsdTfBgWEElQ6hfq1muLq4OrDyGy+4djC1etSiXP1yl+xzIf4Cm6ZtoukjTXFyvunfQldlzy97qNCqApEtIvEJ8aHBwAa4WF04uOKgo0szTa1qDahZpR6BpYIJLB1Mtw59sLq5c+joXpycnPHx8rN7bN2xjnq1muFuLfp/fBTH14O/vyelS5ewPZYtO0hYmC8NG4ZSqVIpJk26kzZtKhAW5kuTJmE8+WQzli49SFaW46Z2FZSr+dyU4uumGtEEyMrKAv4+df7DDz/wwgsv2Jb37NmTlStXMmrUKKpWrcqCBQu4//778fPzo1OnTgAcOXKEZs2a8fDDD+Pu7s6qVasYNGgQOTk59O/f/6prGTlyJGfOnGH37t1Mnz4dgNKlSxMeHk5ISAhTpkxh3Lhxtv4XA+999933n4+DmVLTLgDg6VkSgMTkcxw6to+GdVow4cMRnImPIah0CF079OGW8KqOLLXAGTkGaz5eQ9XOVfEJ9XF0OQUiOyub+MPxVLujmq3N4mQhsHogcfvjLrNm0ZGTk82mbWvIyEgjIqxynuVHjh/g2KlD9O72kAOqK1h6PUBGRjbz5u1k4MD6WCyWfPskJ6dTsqQbLi7F449RkUu5qYJmSkoKrq72I2i9evWynTZftmwZ8+bNY9GiRbRv3x6Adu3acerUKUaNGmULmr1797atbxgGLVq04Pjx43zyySfXFDQrVKhA6dKlOXLkiN0pfYCBAwcyZcoUxo4di7OzMwBTpkzh7rvvxtfX95p/9oKSk5PDrPlTqFC+CiFB5QGIiz8NwPwl39L99v6Elo1g7ebfeXfyKEY+9S6BpYIdWXKB2jl/J07OTlRqX8nRpRSY9KR0jBwjzylRd293kk4mOaiqgnEi5ggTPhxBZlYGVjd3hvR9juDAvKM2qzb+RlCZUCqUL/pzdYvz6+Gi337bT1JSOnfdVT3f5fHxF/jww7X06lWrgCsTKXxuqj+1PDw82LBhAxs2bGDlypW89957LFy4kIceyh1F+PXXX/H396dNmzZkZWXZHu3atWPLli1kZ2cDuaewH3/8ccqXL4+rqyuurq58+umn7N2794bVOmjQIE6dOsXChQsB+Ouvv9i8eTODBg265Drp6ekkJibaPTIyM25YTVdj5tzJnIg5yoP3Dbe1GUbuvKTbGranaf22hIVE0vOOBwgsHcLqjUsLtD5Hij8Uz95f99JocKNLjmJI0RJYKpgXH3+L5x4dT4vGHfly1iROnj5m1ycjM50NW/+gWf22DqpSCtoPP2yjRYsIAgNL5lmWnJzOkCE/UqFCAEOHNnFAdSKFy001ounk5ET9+vVtz5s1a0ZWVhZPP/00w4cPJy4ujvj4+DyjnhedOnWK0NBQBgwYwOrVq3n55ZepXr063t7efPTRR3z77bc3rNbw8HDatWvH559/TufOnZkyZQoRERG0bt36kuuMGzeO0aNH27X16/kIA3o/dsPqupxv5k5m2+6NPD1kLH4+pWztPl5+QO5Vt/8UVCaE+HNnCqS2wiB2TyxpiWnMe3Kerc3IMdg6Yyt7F+3lzneK5qR/q5cVi5OFtPNpdu1piWm4+xbNCz8ucnFxzb0YCCgfWoEjx/ezbNV8+tz9iK3P5m1ryMjMoPGtrRxUZcEqzq8HgBMnElm9+iiTJuV9vycnZ/Dggz9QooQbH3zQFVdXZwdUKFK43FRBMz9Vq+bOEdyxYwf+/v6ULl2aBQsW5Nu3TJkypKWlMX/+fN5++22GDRtmW/bve3G6u+d+YGZk2I8oJiQkXHVtDz30EPfddx8nTpxg+vTpPP7445cdCRsxYgTDhw+3a1uz8MAlet84hmEwc95nbN2xjuGDx1DKP9BueYBfGXy8/Tl95oRde+yZU8XiCtuLIppFEFQ9yK7t9zd+J7xZOJEtIh1UlfmcXZzxD/cnZmeM7ZYlRo7B6R2nqdSu+EwhADBycsj8/3niF63asIRaVevjVbJ4zNkt7q+H2bO3ExDgSatW9u/55OR0Bg36ATc3Zz76qBtW603/61Xkhrjp3wnbt28HoFSpUkRFRTFhwgTc3NyoVSv/uTHnz58nJycHNzc3W1tSUhLz5s2z6xcamvsBumvXLoKDg23/PnbM/rSZm5sbaWn2f9lf1LVrV/z8/LjvvvuIj4+3Xa1+KVarFavV/p5rbq5ul+h943wz91M2bP2DR/qNwN3qwfmk3DDt4e6Jm6sVi8VC+xZd+Wnxt4SUDadc2QjWbl5GzJkTDL7/GdPrK0iZaZkkn062PU8+k0zCkQTcSrhRolQJrP+6J56TsxPuPu54l/Uu6FILVOVOlVn76Vr8I/wJiAxgz6I9ZKVnEdEiwtGlmebHhV9To1Jd/HxLk56Ryvqtf7D30A6GPTDS1ic27hT7D+9k6IAXHVhpwSuOrweAnByD2bO3061bNbuLfJKT03nggR9ITc3kjTduJzk5g+Tk3EEKf38PnIv43Smu9LkpxdtNFTRzcnJYu3YtkDvSuGnTJsaOHUu1atVo0aIFrq6u3HHHHXTs2JFnn32WWrVqkZKSwo4dO9i/fz+fffYZPj4+NGjQgNdff53SpUvj4uLC66+/jo+PD7GxsbZ9NWrUiHLlyvHUU08xbtw4EhMTef311wkIsL8hcdWqVZkyZQrffPMNFStWpFSpUoSHhwPg6upK//79eeONN+jQoQPlyhXOWz+sWLsIgLc/HWnX3u+eoTSt3waAts3vIDMrk+/nf0HKhWRCy4bzxIOjKB0QlGd7N7P4Q/Esfe3veadbZmwBIKJ5BI2HNL7UakVe+cblSU9KZ9sP20g7n4ZfmB+tnmmFh0/RvZVPUvJ5vvhuIolJCXi4exJSNpxhD4ykWsU6tj6rNy7B1zuAqv9oKw6K4+sBYPXqI5w8mUT37jXs2nfsiOXPP08B0K6d/f1Vlyx5kNAifocKfW7K5ViMi1d6FHLR0dF28xddXFwoV64cnTp1YtSoUZQpUwbIDaCvv/46X3/9NUeOHMHHx4caNWowcOBA+vbtC8D+/fsZMmQIa9euJSAggMcff5zk5GTefPNNkpP//qts06ZNPPLII2zfvp1bbrmFd955h6effpo6deowdepUABITExkyZAiLFy/m7Nmz9O/f37YMcu/Z2bRpU7799lt69ux5zT/3sh93XMfRKnqWh8xydAlSiLQ80cPRJRQKel/kim5YfO58cTnR6086uoRCIbphtMP2bebv7NaXuMtBYXfTBM2b1csvv8yHH37IiRMn8pwWvxoKmrn0C1X+SUEzl94XuRQ0cylo5lLQLFxuqlPnN5M9e/awZ88eJk2axGOPPXZdIVNERETkZqagaZKLp+Y7duzIiBEjHF2OiIiISIFT0DTJ77//7ugSRERERByqaN9zQUREREQcRkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWLowuQy1seMsvRJYiIyE2g5Ykeji5BColx48Yxe/Zsdu/ejYeHB02bNmX8+PFUrlzZ1ictLY2nn36amTNnkp6eTocOHfjwww8JDAy8obVoRFNERESkCFm+fDmPPfYYa9euZfHixWRmZtK+fXtSUlJsfZ566il++uknZs2axfLlyzl58iR33333Da9FI5oiIiIiRcjChQvtnk+dOpUyZcqwadMmWrRowfnz5/n888+ZMWMGbdq0AeCLL76gatWqrF27lsaNG9+wWjSiKSIiIlKEnT9/HgB/f38ANm3aRGZmJlFRUbY+VapUISwsjDVr1tzQfWtEU0RERKSQS09PJz093a7NarVitVovu15OTg5PPvkkzZo1o0aNGgDExMTg5uaGr6+vXd/AwEBiYmJuaN0a0RQREREp5MaNG4ePj4/dY9y4cVdc77HHHmP79u3MnDmzAKrMSyOaIiIiIoXciBEjGD58uF3blUYzhw4dyvz581mxYgWhoaG29qCgIDIyMjh37pzdqObp06cJCgq6oXVrRFNERESkkLNarXh7e9s9LhU0DcNg6NCh/PjjjyxdupSIiAi75fXq1cPV1ZUlS5bY2vbs2cPRo0dp0qTJDa1bI5oiIiIiN4CZ975uTfWr7vvYY48xY8YM5s6di5eXl23epY+PDx4eHvj4+DBo0CCGDx+Ov78/3t7eDBs2jCZNmtzQK85BQVNERESkSPnoo48AaNWqlV37F198wYABAwB45513cHJyonv37nY3bL/RFDRFREREihDDMK7Yx93dnQ8++IAPPvjA1Fo0R1NERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExxXUHzXnz5tG+fXv8/f1xc3MjIiKCIUOGsHfv3htZX4HYunUr0dHRXLhwwdGliIiIiBQZLtez0vPPP8/48eO55557mDx5MqVLl+bAgQNMmTKFXr16sWXLlhtdp6m2bt3K6NGjGTp0KJ6eno4uxyFid8ey6+ddJBxOIPVcKrc9cRuh9UPz7bvhiw3sX7qfun3qUqVjlQKu1FxXcxzOnzjPn9/+SezuWHKyc/AJ8aH5480pUaqEg6ouGHsX72X3gt2knk/Fr5wf9frVI6BCgKPLMs3ytQtZsXYRZxNiASgbWI7ObXtSo/KtAEyf/RG79v/F+cQErFZ3IsMqc3envgSVyf99U9QUt9cDwOnTSbzxxh/88cchUlOzKF/el9de60DNmkFkZmbz7rurWLHiEMeOnaNkSStNm5bn6advIzCwpKNLv2EWLvuBLTvWEhN7AjdXNyLLV+GuTn0JKh1i6/PWJyPZd2iH3Xq3NWpPn7seLuhypRC45qC5YMECxo8fz8iRIxkzZoytvUWLFgwcOJD58+ff0AJvRunp6bi6uuLkdPPMTMhKz8IvzI/IlpGsfG/lJfsd23iMuP1xePh5FGB1BedKxyHpdBK/jf2NyBaR1Li7Bq4erpw/cR5nV2cHVFtwjqw9wpYZW2gwsAEBFQLYs3APyyYso8uELrj7uDu6PFP4eQfQreP9lClVFgxYs3kZH017nRcff5PgwDDCQirQsE4L/HxLcyE1ifm/fct7n4/h1ec+wslJr4ei5vz5NO69dyaNGpVj8uS78fPz5MiRBHz+/+dNS8ti587TPPJIY6pUKU1iYhqvvrqMRx6Zw+zZ9zu4+htn76EdtGzcifByt5CTnc2cRdOZ+PloRg2fiNXt7//75g3bcUe73rbnbq5WR5QrhcA1J6G33nqLwMBARo4cme/yLl26AJCWlsbw4cMJDg7G3d2dOnXq8OOPP9r1HTBgADVq1OC3336jVq1aeHh40LJlSw4fPkx8fDw9e/bE29ubChUq8O2339qt26pVK7p06cK0adOoUKECHh4etGrVij179tj6HD58GIvFwvfff2+37pNPPkl4eDgAU6dOZeDAgQCULl0ai8ViWwZw/Phx7r//fkqVKoWHhwctWrRg06ZNdtsLDw9n6NChTJgwgfLly+Ph4UF8fDzHjx+nZ8+eBAYG4u7uTkREBE899dTVH+wCFFw7mFo9alGufrlL9rkQf4FN0zbR9JGmODnfPCH6WlzpOPw16y+CawdT9966+If74xXoReitoUX2l+tFe37ZQ4VWFYhsEYlPiA8NBjbAxerCwRUHHV2aaWpVa0DNKvUILBVMYOlgunXog9XNnUNHc6cH3daoPRUjq1PKvwxhIRW4s/19JJyP42zCGQdXbr7i+HqYPHk9QUFejBvXkVq1ylKunA/Nm4cTFuYLgJeXlS++6MHtt1cmMtKfOnWCGTmyLTt2nObkyUTHFn8DPf7AyzSt34bgwDBCgyPo32MY8efiOHr8gF0/N1c3fLz8bA8P9+J5tlCucUQzKyuLVatW0b17d1xdXS/bt0+fPixcuJBXX32VKlWqMG3aNLp3786cOXO48847bf1iYmJ4+umnefHFF3F1deXxxx+nT58+eHp60qJFCx566CEmT57M/fffT+PGjSlfvrxt3c2bN3PgwAFef/11AF566SU6dOjAnj17sFqv7q+nzp0789JLLzF27FgWLlyIj4+Pbd2EhASaN29OyZIlmTRpEj4+PkyaNIk2bdqwb98+ypQpY9vODz/8QMWKFXnvvfdwdnamRIkS9OzZk5MnTzJx4kQCAwM5evQoGzduvOrjXZgYOQZrPl5D1c5V8Qn1cXQ5DmHkGJz88yRVO1dl2YRlJBxOoGTpklS7o9olpxkUBdlZ2cQfjqfaHdVsbRYnC4HVA4nbH+fAygpOTk42m7atISMjjYiwynmWp2eksXrjUkr5B+LnU7RPHxfX18PSpQdo3jycxx//iQ0bjhEYWJL77qtDz561LrlOcnI6Fgt4exfd0bzUtNxrGzw97acHrN/6B+u2rMDHy5eaVRvQuU0P3NyK7nGQS7umoHn27FnS09MJCwu7bL+//vqL2bNn8/HHHzNkyBAAOnbsyOHDhxk9erRd0IyPj2f58uVUr14dgJMnTzJs2DCee+4526hpgwYNmD17NnPmzOGJJ56wrXv69GmWL19OxYoVAahbty6VK1dm6tSptv1eSenSpalQoQIA9erVo1SpUrZl7777LufOnWP9+vW2UNm2bVsqVarEm2++yYQJE2x9MzMz+eWXXyhR4u95euvXr2fcuHH06tXL1tavX7+rqquw2Tl/J07OTlRqX8nRpThMWmIaWWlZ7PxpJ7XuqUWdXnU49dcp/pj4B21HtKVM1TJX3shNKD0pHSPHyDNq6+7tTtLJJAdVVTBOxBxhwocjyMzKwOrmzpC+zxEc+Pdo9+9rfuHHX74iPSONwNIhPDFoFC4ul/8j/GZXXF8Px46d55tv/mTgwHo8/HBDtm07zdixy3B1deauu6rn6Z+ensWbb66gc+cqlCxZNANWTk4Os+ZPoUL5KoQE/T0I1LDObfj7lcbX25/jpw7z4y9fcfrMCR7u+5wDqxVHua6LgSwWy2WX//HHHwD06NHDrr1Xr1489dRTpKSk2AJZcHCwLWQCVKqUG2SioqJsbb6+vpQpU4Zjx47Zba9GjRq2kAlwyy23ULt2bdatW3fVQfNyfv31V1q3bo2/vz9ZWVkAODs707JlSzZs2GDXt1WrVnYhE+DWW2/lzTffxMXFhXbt2nHLLbdcdn/p6emkp6fbtWVlZOHidl3/TTdM/KF49v66lw6vdLji/31RZhgGAKH1QqnSKfciKL/yfsTti2Pf0n1FNmgWZ4Glgnnx8bdITbvA5u1r+HLWJIYPfsUWNhvVbUHVirVJTExg8R9zmTzjTZ55+DVcXd0cXLncaIZhUKNGIMOH3wZAtWqB7NsXx8yZf+YJmpmZ2TzxxE8YBoweHZXf5oqEmXMncyLmKM888qpd+22N2tv+HRJUHh8vf979bBRnzsZQOiCooMsUB7umiXYBAQG4u7tz9OjRy/ZLSEjA1dUVf39/u/bAwEAMw+DcuXO2Nl9fX7s+bm5ul2xPS0uza/vnqet/7uPUqVNX+EmuTlxcHHPmzMHV1dXu8dVXX+UJvYGBgXnW//bbb2nbti0vvvgiFStWpEqVKsyePfuS+xs3bhw+Pj52j5VfXvrCnIISuyeWtMQ05j05j5n9ZzKz/0xS4lLYOmMr856a5+jyCozVy4rF2YJ3sLddu3ewNxfOFt1bY1m9rFicLKSdt3//pSWm4e5btOemuri4UqZUWcqHVuCujvcTWjacZav+vuDRw70EgaWCqRhZncF9niEm9gRbd6xzYMXmK66vh9KlS1DhX1fVR0b6c/Jfo7iZmdk8+eR8Tp5MYsqUe4rsaOY3cyezbfdGhg8eg59Pqcv2jQjLHRCKPXtjfjfLzeWahspcXFxo1qwZS5YsISsrCxeX/Ff39/cnMzOThIQE/Pz8bO2nT5/GYrHkCZHXKzY2Nk/b6dOnqVOnDgDu7rkfehkZGXZ9EhISrmr7/v7+dOzYkVdeeSXPsn/PAc1vpK9s2bJMmTKFzz77jE2bNjF27Fh69erFnj17iIyMzNN/xIgRDB8+3K5twl8T8vQraBHNIgiqbv9X6O9v/E54s3AiW+T9OYoqZxdnAiICSIqx/8WSFJNUpG9t5OzijH+4PzE7Y2xzUY0cg9M7TlOpXfGaSmHk5JD5/2c38iwDDAwyszILtqgCVlxfD7feGsKhQ/a/Ow4fTiAkxMv2/GLIPHIkgWnTeuJXBO/OYRgGM+d9xtYd6xg+eAyl/PMOsvzbsZOHAPDx8rtCTymKrvnS4eHDhxMTE8Orr76a7/IFCxbQvHlzAGbNmmW3bNasWdStWzfPKebrtX37dvbv3297vn//fv78808aNWoE5I54urq6smvXLlufjIwMli9fbredi6Oo/x4xjYqKYufOnVStWpX69evbPWrWrHnVdTo5OdGgQQPGjh1LVlaWXc3/ZLVa8fb2tnsU1GnzzLRMEo4kkHAk94M0+UwyCUcSSIlLweplxbecr93DydkJdx93vMt6X2HLN5fLHQeAKp2rcHTtUfYv20/S6ST2Lt7LiS0nqNi24uU2e9Or3KkyB34/wME/DnL+xHk2TN1AVnoWES0iHF2aaX5c+DX7Du4gLj6WEzFH+HHh1+w9tIOGdW/jzNkYFi77gSPHDxB/7gwHjuxm8vQ3cHN1o0aVWx1duumK4+uhf/96/PnnKT7+eB1HjiTw00+7+O67v7jvvrpAbsh8/PGf2L49hjffvJ3sbIMzZ1I4cyaFjIxsB1d/43wz91PWb1nOoN5P4W714HxSAueTEsjIzJ32deZsDD8v+Y4jxw8QFx/LnzvXM/W7iVSMqEZo2XDHFi8Occ0p5vbbb+fZZ58lOjqanTt30rt3b0qVKsWhQ4eYMmUK58+fZ8uWLdx9990MHz6c1NRUKleuzNdff83q1auZO3fuDSs+MDCQ/2vvzsNjuvc/gH9O9lgyssm+EYkEIZskRGWxc6ktIQShQlFb0VutrZRW2xBZihKtUkt7RanttnYaW2orsbQo2SS27Ovk/fsjz5zOSPTe+6vJmJPP63n6XDlzJvd7TmbOeZ/v+o9//EOcz3PBggVkZ2dH48aNI6LagDdkyBBKTEwkV1dXsrCwoMTERAKgUgPp4eFBRERJSUn0+uuvU5MmTahDhw40e/Zs2rp1K3Xv3p1mzJhBjo6OlJ+fT2fPniVbW9u/nKqooKCAevfuTdHR0eTu7k6VlZWUkJBALVq0IB+fV+9G9OTuEzqy/Ij488Vvaifddwl2ocBJgZoqVoP7T+fBwc+B/GL86Pre6/TL179Qc5vmFDw9mCzdLTVV5AbhFOhEFUUVdPVfV6m8oJxMHU0pZG4IGcukV2OjUFRcQJt2rqHCoqdkbNSE7Gyc6a3xC8izTSd6VviEbt/LoMOnf6DSshIyaSYjVxdPmvvmCjJp1kLTRVe7xvh58PKypsTEgRQXd4qSktLI3l5G8+eH0sCBtfePhw+L6ciR2il+Bg36WuW9mzdHUEDAi6eO0yYnzhwiIqK49apTHI4ZNo26+IWRrq4e3fjtCh05/QNVVFaQqcyCvNsHUb+wYZooLnsFCFCMcPgfff/995SYmEgXLlygkpISsrOzo969e9OcOXPI1dWVysrKaP78+bR9+3Z68uQJtW3blhYtWkRDhgwRf8e4cePowoUL9Ouvv4rbjh07RqGhoXT+/Hny8/MTtzs7O9OAAQMoMTGRiGoH3zRr1oyGDh1KH3zwAeXk5FBAQACtXbtWDI5ERPn5+RQbG0tHjhyh5s2b09y5c+nu3bu0e/duunfvnrjfkiVLaMOGDZSdnU0ODg7ia7m5ufT+++/T/v376fHjx9SyZUsKDAykWbNmUZcuXeotG1HtwJ5p06bRyZMn6f79+2RsbEx+fn60bNky8vf3/6/P8+Jzi//rfRlrLLpnDf/POzUCx+2+/c87NQKLO9tqugivhKOpXTVdhFdCaD2zADQUdd6zF3dW3+9Wp/930NQ0RdCU+kpEHDQZq4uDZi0OmrU4aNbioFmLg+arRZrLuzDGGGOMMY3joMkYY4wxxtRCszOB/w3Hjh3TdBEYY4wxxthf4BpNxhhjjDGmFhw0GWOMMcaYWnDQZIwxxhhjasFBkzHGGGOMqQUHTcYYY4wxphYcNBljjDHGmFpw0GSMMcYYY2rBQZMxxhhjjKkFB03GGGOMMaYWHDQZY4wxxphacNBkjDHGGGNqwUGTMcYYY4ypBQdNxhhjjDGmFhw0GWOMMcaYWnDQZIwxxhhjasFBkzHGGGOMqQUHTcYYY4wxphYcNBljjDHGmFpw0GSMMcYYY2rBQZMxxhhjjKkFB03GGGOMMQlKSkoiZ2dnMjIyooCAADp37lyDl4GDJmOMMcaYxOzYsYNmz55NixYtol9++YU6duxIvXv3pry8vAYtBwdNxhhjjDGJiYuLo4kTJ1JMTAx5enrS2rVrqUmTJpSSktKg5eCgyRhjjDH2iquoqKDCwkKV/yoqKurdt7KyktLT06lHjx7iNh0dHerRowelpaU1VJFrgbG/UF5ejkWLFqG8vFzTRdEoPg+1+DzU4vNQi89DLT4Ptfg8qNeiRYtARCr/LVq0qN59s7KyQET4+eefVbbPnTsXnTt3boDS/kkAgIaNtkybFBYWkkwmo4KCAjIxMdF0cTSGz0MtPg+1+DzU4vNQi89DLT4P6lVRUVGnBtPQ0JAMDQ3r7JudnU12dnb0888/U1BQkLh93rx5dPz4cTp79qzay6ug12D/T4wxxhhj7P/lRaGyPhYWFqSrq0sPHz5U2f7w4UOytrZWR/FeiPtoMsYYY4xJiIGBAfn6+tLhw4fFbTU1NXT48GGVGs6GwDWajDHGGGMSM3v2bBo7diz5+flR586dafXq1VRSUkIxMTENWg4OmuwvGRoa0qJFi/7r6nqp4vNQi89DLT4Ptfg81OLzUIvPw6slMjKS8vPzaeHChZSbm0udOnWigwcPkpWVVYOWgwcDMcYYY4wxteA+mowxxhhjTC04aDLGGGOMMbXgoMkYY4wxxtSCgyZjjDHGGFMLDpqMMcYYY0wtOGgyxhhjjDG14KDJGq3q6mpNF0HjampqVH5uzLOdyeVyIqp7TljjpPg8NGaKc9CYrwvs7+Og2cgo30QVF4/GehHR09Oj4uJiSkpK0nRRNEIul5OOTu0lICMjg4iIBEHQZJE0SldXl4iIPvroIzp58qSGS6MZ9YWrxhq8dXV1qbS0lPbt20dEje88VFdXk66uLpWUlNDChQtp7969mi4S01IcNBsR5WBRUlJCeXl5RPRnuGiMgXPr1q00c+ZMunz5sqaL0qDkcrkYrKZNm0aTJk2inTt3arhUmqEcrmJjYyk5OZmMjY0bXY2W8mfi0qVLdPHiRaqqqhKvGY3RW2+9RVOnTiUialTnQS6Xk56eHhUVFVFQUBCdOHGCrly5QtXV1Y3yPsH+nsbzzWnklG8iU6dOpe7du5ObmxsNGjSItm/fTgBIEIRGdxHx8fEha2trOn36NBE1nuYyxWchIiKC9u3bR5MmTSI/Pz8Nl0ozFOciKyuLzM3NadWqVeTn5ydubywUxxsdHU3h4eEUHBxMPj4+lJ6eruGSac6bb75JJSUltGnTJk0XpUHp6upSeXk59erVi6ysrGjdunU0b9480tPjVavZ/46DZiOhuImMGjWK9u3bR4MHD6ZVq1ZReXk5ffDBB/T2228TkbSbTpWbvhSB0t/fnwYNGkTLly+np0+fNqpwERcXRxcuXKAdO3bQ8OHDqVWrVlReXk6PHj3SdNEa3JIlS8jBwYG++OILsra21nRxGpTyw9WaNWsoLS2NVq9eTfHx8dSiRQvq168fHThwQPJNx/U9ZDs5OVHbtm3pyJEjL9xHSpSP76effqKcnBz68MMPqW3btqSvr09nzpyhpKQkWrNmDeXn52uwpEybcNBsRE6ePEmnT5+m5ORkmjNnDo0fP54++OADunHjBunq6lJlZaWmi6g2AEhHR4cqKyupsrJSJVCOHDmSDA0NKTU1lYgaT1+sBw8ekKOjI3Xq1IkMDAwoPT2dBgwYQN27d6cePXrQlStXNF3EBtO+fXvq0aMHFRcX0+PHj4mo8QwWU3wX9u7dS9nZ2TRjxgyKjo6mN954g3bu3El+fn4UHR1Nhw4dkux3Q9Gi8/zxWVpa0tSpU2nbtm10+vRpST+Iy+VyEgSBioqKiKj2819aWkrl5eWUkZFBixYtotdee43i4uJo5syZNH78eA2XmGkNMMmqrq4GANTU1AAAduzYAVNTUzx8+BAAcP36dVhYWCAyMhIlJSUAgCtXrmimsA2goqIC/fv3R/v27XHgwAHcuXNHfK1Hjx4IDg7WYOkajlwuR01NDSZNmgRXV1esXLkSM2bMgKGhIcLCwjB//nw4Ozujf//+mi6qWsjl8nq379mzB97e3mjRogWuX78O4M/vkNQlJibCzMwM9vb2OHjwIIA/jz0vLw/9+vWDubk5Dh48+MLzp60Ux1lRUQFfX1/MnTsXBw4cEF8vKipC165dERsbi/LycvF6KiWKYyoqKoJMJkNcXBwePHgAR0dH2NjYwNnZGZaWlkhJSUFOTg72798PQRDw888/a7jkTBtw0JQo5YthYmIibt26hZ9++gmGhoa4d+8eMjMzYWpqisjISBQVFQEAvvrqK8ydOxePHz/WVLHVqry8HPHx8Rg8eDDMzMzg5eWFjz/+GE+ePEFaWhocHR2xefNmTRfzpXtRWCosLETnzp3h6OiIgIAAxMfHi6+999578Pf3R2lpaUMVs0Eon4u7d+/i9u3bKg8cBw4cgLe3N+zs7BpV2MzMzMTw4cMhCAKio6PF7YpQmZeXh4EDB0IQBPz444+aKuZLU1BQgIKCAvHn0tJS/PTTT1i8eDE8PDxgZWWFgQMHYt++faioqMDq1athbW2NR48eAYCkwqbi8y2Xy7Fq1Sr07NkTFy9eBADcv38fK1aswObNm/Hrr7+K79m1axc8PDxw48YNTRSZaRkOmhKkXOMQFRWFVq1aIT09HZcuXULr1q0RGRkJMzMzjBgxAsXFxQBqbySRkZGIjo4Wg6e2+6uAsHfvXsyfPx/NmjVDYGAgevbsiY4dO2LGjBkAXlzrpW2Uz8HGjRvx7rvv4rPPPsNPP/0EoLYWJzc3F1lZWeJ+jx8/xqBBgxAZGYmKiooGL7O6KP9NJ06ciA4dOsDIyAiOjo5YsGCBeK4OHDgAHx8f2NraijdSKYXNFx1LTk4OIiIi4ODggMWLF4vbFectNzcXERERuHnzZoOUU13Ky8uxYcMGDBkyRAyb7dq1w5IlSwAAd+7cwb59++Dr6wt3d3f4+flh/fr10NfXx9y5czVZdLUpKSnBihUr0K9fPyxduhRyubzea2BFRQWuXr2Kbt26oW/fvpK5TjL14qApYQUFBYiNjcX3338vbvv4448hCALc3d3xyy+/AABu3bqFCRMmwNraWuufUMvLywFADEjFxcWIi4vD/PnzsXnzZmRkZKjsf+vWLSxfvhzdunWDIAjQ09NDenp6g5dbHZRrXYYOHQp7e3t4eXmhY8eOMDAwwJIlS/Ds2TOV91y6dAkxMTGwsLDAtWvXGrrIDSI6Ohr29vZISEjAunXrMHnyZBgYGCAqKkrsQrJ3714EBATA0NBQ64OVMuWQ+fPPPyM1NRU3b95ETk4OgNqazSFDhqBNmzb1hk2pBIvNmzfDzc0NQUFBcHR0RFhYGP744w+VfSorK3Hw4EGMGTMGlpaWMDY2RqdOnZCfnw9AWrWaGzduhCAIMDExwRdffAGg9viUjzE/Px9z5sxBcHAwfH19UVlZCUA6nwmmPhw0JWr27Nlo3rw5nJyc6vS7XLFiBSwtLeHl5YWgoCD4+fnBwcFBbC7RVlevXsWwYcPE4y0oKICbmxusrKzg6OgIHR0ddOnSBWvXrlV5n+JiunHjRrFWU9GPUQpWrFgBJycnHDt2TKzBfvvttyEIAvbt2yfeKD744AO4ubnB09MTly9f1mSR1ebChQto3bo1tm/fLh53SUkJtm3bBmNjY8yaNUvcNzU1FaGhobh165amivtSKQeCyMhIODg4wNDQEDY2NggJCcHZs2cBAFlZWRg2bBhcXV2xdOlSTRVX7VavXg0dHR2YmprizJkzAF4cqE+dOoXVq1fDyMgIiYmJDV7WhpCQkABBENChQwdcunSpzuu3bt1CWFgYJk6ciKqqKgAQ/5exv8JBUyKUL4yVlZVYs2YNfHx8YGJiIgbIsrIycZ/9+/cjPj4eEyZMwIYNG1T6qWmr+Ph4WFhYYPDgwbh+/To2bNiAXr16ISMjA1VVVUhPT0fPnj3h6ekpPrUDqudu5syZcHBwEGu2pGDo0KGIjo4Wa3lv374NS0tLjBw5UqUPZnZ2NuLj43Hv3j1NFVXtTp8+DT09PZXBHkBtDfiSJUtgbGwsBi4AYjCXkhkzZsDZ2Rl79uzBgwcPcPDgQQQEBEBHR0e8DuTk5IhdbD7++GMNl/jlUf6uv/POO/D29oabmxuCg4PFz73yPsr/rq6uRkxMDEJCQvDs2TOtfRD9q24gn332GUxNTTFmzBixjzLw53lQPm4pdSdh6sVBU2IUF8uSkhKkpKTA1tYW7du3F0OmomlZqlavXo02bdpgyJAh6N+/P/75z3+qvH779m306NEDXbp0wW+//SZuV1xIjxw5Ajs7O7FbgTarqalBZWUlgoODMXHiRAC1Mw2YmpoiIiJCDFGLFi3CyZMnNVlUtajvRnjq1CkYGxsjOTkZgGqQSEtLg76+Pvbu3dtgZWxoT548gY+PD1auXCleE37//XfIZDKMHDkSJSUl4jl58OABxo4di9u3b2uyyC9dWVkZfv/9d1RWVqKwsBDJyclo164dunbtKgZtxTl4vsbu448/hpOTE54+fdrQxX4pFMdTXFyMjz76CG+++SZWrVol9tkGgOXLl8PCwgJjxoxR6WqkHKy1NWQzzeCgKSELFy5Ehw4dxD6GZWVlSElJgZ2dHQICAsQbi6JvjZQoB4ZPP/0UHh4eMDU1FUdSV1VVicEjPT0dgiDgm2++UfkdNTU1iIiIgJWVFfLy8hqu8C/Jiy7+48ePR6tWrXDlyhWYm5tj2LBhKCwsBADcuHEDffr0QXJysqT6WimHzC1btuBf//qX+LPib/x8l5IzZ87AwcFBEqOqX+Tu3bto1qwZUlNTAQDXrl2DmZkZIiIixFr8r776Cg8ePAAgvVqr6upq9O/fHwEBATh9+rS4PSkpCZ6enujatSsyMzMB1Nbwv//++2If3crKSkyePBlt2rQRR59rE+UpjNzd3eHu7o6goCDY2NjA398f8+bNE/dduXIlLC0tERMTI+kp71jD4KApIWvWrEHHjh0RHh4uhs3S0lKkpKTAwcFBJWxK7QYCqB5TfHw8WrRoAXt7e7G/oeJpvrS0FHZ2dli0aFGd98+ZMwfnzp1rsDK/DHK5XKXmpbS0VGXmgGvXrsHe3h6CIGDEiBHi9vz8fMTExKBDhw51BkJos+f7Inp6emL27NnigJfLly/D398fdnZ22LVrF+7du4ebN28iOjoazs7OyM7O1lTRX6r6Hjyqq6vRunVrzJ49G1lZWTAzM8Pw4cPFB48TJ05g8ODBYg23FGuuvvjiC7i5uaF///44ceKEuF1Rs9mhQwds2LABgYGB8Pb2Fq8rd+/eRffu3bW6L3t1dTVGjBiB7t27i32Pq6urERISAn19fZWWDcXA0WXLlmmquEwiOGhqqRcFxZSUFHh5eSE0NLRO2HRxcYGbm5ukms//KjAnJCTAyckJvXv3Fju319TU4MqVK7CwsEBCQkJDFVMtysrKVKYlAoCpU6ciMDAQrq6u2LBhA549e4bq6mp88cUXcHV1haenJw4dOoT4+HhERERAJpNJduDPlClT4OzsjCNHjohBCqj9DJw/fx79+vWDIAgwNTVFmzZtYGNjU+8gCG1TU1NT53uhCIzl5eVYuHAh7O3tYWhoiJEjR4qvPX78GGPHjkW3bt3ERR20nfJ5UP731q1b0apVqzphMyUlBYGBgbC1tUWfPn3E1h/Fe7W973ZFRQW8vb2xdOlS8dh2794NHR0dfPbZZwBUj3HLli2SrJRgDYuDppZT1L4o1zwoRk+HhoaqDARKTk5G+/btcffuXQ2U9OVTrqFMTU1FYmIiTpw4oVKb99lnn8HJyQm2trb49NNPMXv2bHTr1g1eXl5aPWKyqqoKQ4cORdu2bcV+uePGjYOTkxMmTpyI119/HYIgYPr06cjPz0dlZSUOHz6MkJAQuLi4wN3dHUOHDlWZhFlKMjMz4e7ujri4OJUazudr6LZv3474+Hhs2rRJ62t1q6qq6nSLWbZsGSZNmoRZs2aJDyU3b95E3759YWlpiXnz5qGyshI//vgjxo4dixYtWkjuM1FSUiL+bZW/84qw2bdvX5Vm9IcPH+LGjRv19tPUthre5+fBvX//PoyNjZGSkgKgNkgKgoDly5cD+LPvZlpamsr7tPlayTSPg6aWUb5pzp8/H5aWluJ8h8oXwXXr1sHCwgKhoaFijVVZWVmdeRO1leIpu7CwEEFBQXB1dYWHhwcEQcDs2bNVaqbWrFkDMzMztGzZEv3798fGjRvFC6c2P61/9tln8PLyQnBwMDIyMjBlyhQcPnxY/BwkJSVBEARMnjxZbDYGagd/FBUVaX3tzF+5ePEiBEHA8ePHAdRdjlVqysrK0L9/fyxbtkw81mHDhsHGxgZeXl6wsbGBqampGKgyMjIwadIkWFtbQyaTwcXFBf7+/pKr3ZbL5RgxYgT09fXFpmLl0PTll19CT08PvXv3rndAnDb2W37y5Am2bdsmDvZ78uQJoqOjxZ8HDBiAvn37Ij4+Hjo6Ovjwww/F78W+ffsQHh6Oo0ePaqr4TII4aGqBmpoalJaWqtwkq6urcebMGXh6esLLy6vesBkbGwuZTAZvb2+t7lcE1D/isaSkBP7+/ggLCxM77Hfo0AEGBgYYPXq0Sif2+Ph4mJmZ4b333hO3aWvIVD4Xa9euRbt27eDl5QUnJydxhLBin7Vr10IQBEyZMkUyNdl/RXHc+fn5MDExwYIFC8TXlP/eX375Jb788ssGL5+6lJSUwNvbG66urli9ejXOnz+PXr16IS0tDYWFhTh//jx69uwJmUwmhoiCggJkZmZi165d+PXXX8WJyKXm8OHD8Pf3h4ODQ71hMyYmBlZWVujataskBr7cuHED3t7eeO211/Dw4UO0bt0a3bp1E5cWTk5ORsuWLaGjoyOudFRdXY3bt2+ja9euGDRokFYGbPbq4qCpBbZs2YJly5aJIx1DQ0OxdOlS1NTUID09HR4eHmjfvn2dlVzefvtt+Pr6Ijw8XHJzI1ZWVuLTTz9FWFiY2CT4+uuvw8XFBUuWLBHXbFau2dy6daskaraevwkkJCTA19cXTZo0wdWrVwGo3kjXrVsHfX19jBkzRhxRKxUvelh4+vQphg0bhvbt24sjrBVyc3MxYsQIzJ07VxJLbCo+D0VFReI8sRMnTkRoaKhKrbVihgGZTIZjx45pqrhqVV9AksvlOHHiBHx8fGBvb68yAX9VVRWioqLQo0cPjBgxQhIBq6SkBPv27YOFhQWaN2+O0NBQPHnyROW78v7776Nly5bo3bs3tm3bhg8++AABAQHo2LGjeO2QwrlgrwYOmlogNTVVrJXq06cPrK2tVSaVVg6b6enpKCsrQ3FxMWJiYpCamiqu56utrl27hqVLl2LatGlISkoStx86dEisoZwyZQqcnJxw/vx5AMDcuXOhr6+PyZMni9sUtLUmE1Atu/INc/369bCzs0PHjh3FmkvlsLl69Wq0aNFCpQld2z0/uCMuLg6JiYlif7z09HS0adMGfn5+WLVqFSoqKnDs2DGMHz8elpaWWr/cqkJNTY0YCgoLCxEWFgZDQ0P4+vrW2VcRNi0tLXH48OGGLqpaKT7vlZWVuHPnDjIyMsQ+7NXV1Th+/LgYNi9evIiCggLcu3cPvXv3Vpk3VwoB6+nTp7C1tYUgCOjatWudpXmB2q41gwcPhkwmQ7du3RAbG8sr/jC14KD5ilJesQUAduzYAV1dXchkMuzfv7/O/hcvXkTHjh3RsmVL9O3bF2FhYZDJZCqTkmujkydPwtLSEl26dIG9vT0cHBwwatQo8fWqqirk5+fDw8MDCQkJ4gV1586dMDAwgCAIdaYx0lbKwWrq1Knw8fFRqa1bt24dPD09ERwcLE48rXzD0NZJpuujXCM9bNgwODo6wsnJCa6urpDJZNi0aRMA4OzZswgPD4eRkRH09PRgZWWFNm3aSGJ0OaD6mXjy5AmA2rA5YMAAcZDH87NM3Lx5E0FBQXB2dq5zndFWyn22e/Xqhfbt26Nly5Z47bXXcOjQIXGf06dPo1u3bjA2Noavry+cnZ3RsWNHSbR0KB9DcXExEhISsHbtWlhaWiI0NFSc2u75WvznWzm0+UGcvZo4aL6CKisr0bZtW5WAFBcXB0EQoKOjg9jY2HqbQJ8+fYoJEyYgLCwMAwYM0PrRoydOnIC+vj5mzJiB7OxsFBYWYsmSJXBwcFCppTx37hwEQcDu3bvFbV999RWWLFmC48ePS+7pfPjw4WjVqhXWrVsn9k1V+Pzzz8WJpxU1m1K+cSxcuBAODg44ceKEWHs1dOhQGBgYiKudZGdnIz09HZ9//jmOHDlSZ0oobaX8d12yZAlmzpwpBuji4mL07NkTrVq1wurVq+uEi9u3b+P+/fsNWl51Ky4uhpeXF7p164bjx49jz549sLS0RNOmTcUHMrlcjtzcXCxevBjjxo3D22+/LYmBgQqlpaWIiooSu0oVFRVh586dYthUfrDIz89XmaED0O6gzV5dHDRfQcXFxdizZ49Kk3dlZSUePHiATZs2QUdHBxMnThRX7wDqrs+r7X3PFKv3LF68GCUlJeLN4PLly7CyssLRo0dx9epVlJaWorCwEKGhofDx8cH58+dx6tQpdOnSRVx2EZBOU9CXX34JJycn/Pjjj+LfXLnpFKgdANSxY0e0a9dO66fs+StlZWUYMGAAZsyYIU7r86J13KXm+RpdFxcXfPzxxyoDvoqKitCjRw+4uLjUGzalpLq6GtOmTUNoaKg4B2hkZCRsbW3RtWtXGBkZ/eXSolK5Pvzwww+wtraGv7+/2KpRWFiIHTt2wNLSEj179kRubi5u376NwMBATJgwQcMlZo0BB81X3OTJk9GjRw+VbSkpKdDR0cEbb7wh1s5UVFRg+/btkrhgVlZWYuLEiRAEQZzvTVHbcPDgQTRt2hQuLi4wMTGBu7s7UlNTkZSUBB8fHwiCAGtra/j5+UniXDxfwzB37lx4eHiII0gVnu9X9umnnyIwMFBSI83v37+v0se0qqoK7dq1w1tvvQWgts+qYh13xSCYlStXSmaln/p88MEHcHJywqlTp1SCpOL7ogibbm5uWLFihWTDZkFBAT766CPs2LEDADB69GjY2tri2rVrOH78OMzNzWFgYFBvtyOp2bJlCzp27AgfHx8xbBYVFWHHjh2wtraGmZkZ3Nzc0LFjR0kuR8xePRw0X2Hl5eVYtWoVmjRpgpEjR6q8lpKSAl1dXYwdOxapqamYPHkyBEGQzKjirKwsREVFwdDQEF999RUA4MKFC2jWrBlGjhyJXbt2Yfv27fD29oaTkxNOnz6NP/74A1u3bsW2bdvEG622hs0XDUiIioqCj48PgNoQ+nwQVZ54Wgp9MktLS7F8+XKEh4fD1NQUpqamGDdunLh2+cCBAxEeHo6rV6/C1NQUw4cPF1sCrl+/jqCgIPHzI0UDBgxAREREndpb5c9GUVER/Pz80KlTpzoPKFJy5coVVFRU4N///jecnZ3xww8/iK9NmzYNxsbGEARBMnNEKvfJfP468PXXX8PLywve3t7iw2ZJSQkuXbqEd955B0uXLuWBP6zBcNB8hdQXLp4+fYovvvgCTZo0QWRkpMprilUd7Ozs4OzsrDJyUgpycnIQEREBQ0NDLFmyBCYmJoiNjVUJUGfPnhUDxvO0sc+VXC7H9u3bsW/fPnFbRESEOEJ4x44dEAQB33zzjbi/wtmzZ+Hr61tnVQ9tVVhYiC5duiAwMBARERFYtmwZ3njjDTRt2hRmZmZISEjApUuXYGFhAUEQEBUVJdbY5eXlISYmBp06dVLpYqLNnq+NfPr0Kezs7DBr1iwA9V8/FPOqFhUVSaYbxX/6Xq9fvx5WVlbidG9yuRzR0dEYPXo0li1bJqlgVVJSgpEjR+LkyZP1hk1PT0/4+/u/sD+uNl4jmfbhoPmKUP7C37lzB3l5eeKN5fHjx1i/fn29YTMjIwNHjx6VzACH5ynmPDQ0NERwcLC4XXG+Hj9+jLZt22Ls2LEaKuHLJZfLMWfOHBgYGGDXrl0YOHAgmjdvLj5E/PHHHxgwYADs7Ozw3Xffie/LycnBpEmT0KFDB0l8FgoKCtCqVSuEh4fj/PnzKiHqzJkz6Ny5M5o0aYJ58+YhJSUF1tbWGDRoEI4ePYqvv/4aERERMDU11foJuKurq/Hvf/9bXNUFqJ0DUfGwNXr0aLi6uopTNSlfRw4dOoTY2FhJfB4UlLsEzJs3D4MGDcLMmTOxceNGcZ/169fD0NAQu3fvxsOHD3Hv3j2EhoZi69at4j5SCZt37tyBsbEx/P39cfbs2ToLWyxduhSCICAoKEjrZyBh2ouD5ivg+dV8nJ2d4erqisjISPGG8ldhU+qys7MxevRoGBoa4uuvvxa3V1dX4/Lly2jfvj0++eQTDZbw5YuMjESTJk1gbm6u0hwOAEePHkWvXr0gCAJGjhyJESNGoEePHmjRooUkpu0pLi6Gs7MzBg4ciKysLDFkyuVy8bty5coVBAYGwsbGBsnJydizZw9cXFzEKY769OkjTl6vze7fv4/evXujS5cuAIDBgwfD0tJSnG1g8+bNsLe3R2xsrEqQePToEcaOHYs+ffpIogsFAJWuAO7u7vD29sbAgQMRFhYGc3NzjBs3Tty3f//+MDIygpeXF1q1agUvLy8xXGrzyOr6VkjLyMiAs7MzfHx86oTNrKwsuLu7w8zMTOX8MNaQOGhqmHINxPz58+Ho6IiVK1ciNjYWrVu3hru7u9ivShE2ZTIZ+vXrp6kia4RyM7oibN67dw+BgYEICAiQXBPQmDFjIAgCmjVrhq1bt9aZC/H69euIi4uDt7e3OHo0IyNDQ6V9uRYuXAhBEJCQkCBuU67RVNxIz549C5lMJj54FRYW4tatW8jJyVGpAdRmxcXF+P7772FlZQVra2vY2dnh119/VTkf//znP2FjY4OuXbti27ZtiI+Px/Dhw7W+Rre+QCiXyzFp0iQEBwerTO01btw4CIIgTmkF1F5PY2NjMWfOHElMYaS8Ys/z5+b69etwdHSEj48Pfv75Z3H7nj17EBkZiT179mj1sTPtxkHzFXHlyhWMGzcOW7ZsEbd9//33cHNzg4uLi0rYXLNmDWxtbSUz8Oe/pQibRkZGWL16NcLDw+Hp6SmOnJTShfSXX37BuXPnMGTIEJiYmGDLli31TtejCKBSaQoEaieQjoqKgpGRkcr3Qfnmqghac+fOhZ6enqSaBYuLizF06FCV0fJBQUEQBAG+vr71TrydkJCAkJAQCIIAe3t7hISEaHXIrI/ibx4cHIw333xT/Hnnzp3Q09PDypUrAaDO3JAK2vwdUV5mdPjw4ejSpQt8fHyQlJQkBu5r167B2dkZbm5u+Oyzz7Bz50506dIFb7zxhvh7pHSNZNqDg6aGKNdIvP3222jatCm8vLxUmvuqq6uxb9++OmHzyZMnkmkO+1/l5uYiKioKgiDAw8NDDJnafBP5q4t/eXk5hgwZgubNm+Prr78Wg2VpaSkuX74s7qfNzYH1qa8GG/jzOBXfn40bN8LQ0FAytbmVlZVITEzEuHHjxFrZsrIyLFmyBCtXroSVlRVee+01cfom5bBZWVmJmzdv4smTJygsLNRI+V+WFy07++jRI7Rp0waLFy8GUNt1QLECElD7vZg+fbrKYDptp/isl5WViV0Gxo0bh9dffx3m5uYYMGAATp06BaD2exMQEIAWLVrAzMwM3bt3F6+RUrtGMO3BQVMDlEPmTz/9hMePH8PV1RWCIGDVqlUqwUMul2Pfvn3w9PSETCYTl5lrzB48eKAyelSbQ6byPHZff/01FixYgMWLF6usZV9WVoahQ4dCJpNh48aNuHLlCiZOnAhLS0utDxR/5UVh8/mHNA8PD0lMzl5cXIyQkBCcPHlS3PbRRx+Jo8WLi4vx3Xff1Qmb1dXVqKiokEx3gfqWnY2OjhZfnzJlCmxtbbFmzRro6upi2bJl4mvHjh1DWFiYykA5bab4rFdWVuLkyZMYMGCAyuwBGzduRKdOnTBw4EDxYauqqgqXLl1SGUSnzddIpv04aDYw5afK0aNHw87ODo8ePUJubq44kOHAgQMq75HL5di9ezf8/f3F6UpYLW28gJaWluLChQsq2yIiItCmTRsEBASgZ8+eMDY2VlnJpKysDBERERAEAa1bt4aNjY3KMpxS9Vc1m7dv30bv3r0xY8YMrfwcPG/37t0wMDAQp2M6fPgwTE1N0a1bN3EuxKKiInz77bewsrJCSEgInj17hqdPn2Ly5Mno27fvC+df1RZ/tezsuXPnAABpaWnw9PSEIAiYM2cOgNprZEZGBrp06YK+fftKqom4vLwcw4YNg6+vL4KCglBdXa3yd96wYQPMzMywbt26et8vpXPBtBMHzQakfHE4d+4cgoODceTIEbEmIisrC7a2tmjXrl29YVMqNRaNWU1NDQIDAxESEiJumzJlClq3bi02f82bN09c114xX6bCpk2bsGHDBvz+++8NWm5NUg6bij6bhYWFmDBhAlq1aiWZ/pl79+6FkZGRyiCX5ORktG/fHsHBwWLYLC4uxrfffgtbW1tYWVmhe/fukMlkdR5etM1/Wnb2yJEjuHHjBsrKyrBx40Z07twZNjY2WLNmDaZMmQJ/f3906tRJZdCMFDx58gQ9e/ZEy5Yt0aFDB3G7creJ/v37w9/fXxPFY+w/4qCpAW+++SbGjh2Lnj17ik1+iotGZmYmbG1t4enpiUOHDnG/GgnasGED9PX18dVXXyEvLw9hYWHYtm0bAOCTTz6Bnp6eOHJYR0cHu3bt0nCJNU85bG7YsAFz586FsbGxJKZzUvjhhx+gr69fp79pcnIyPD09VcJmSUkJzp49i/Hjx2PixIm4fv26Bkr88vy3y84q+rKnpqbiwIEDmDJlCjw9PdGnTx/MmzdPEt1p6rvm5+fnY/To0RAEAdOnT1fpqyyXyxEVFYXu3bs3cEkZ++9w0GwAz184RowYAUEQ4OjoiHv37onbFf31MjMz4eTkBBsbG5XpOpg05OTkYPDgwXB0dMTevXvx7bffoqCgALt27YKJiQk2bdoEoLb/riAIMDIyUmk2bqxycnLEgWD6+vpIT0/XdJH+luLiYpVBKwcOHICpqanYPUa5ybO+sKkglfXL/9tlZzt16gR7e3uxBeDZs2cqv0ebm4qVg3J2drbKseTl5WHEiBFwcnLCW2+9BaD2b//bb7/Bw8NDpR8rY68SDppqVt/TaVVVFebOnQtBELBs2TJxbWbgz7B5//59eHh4SKZZsDGrqqqqs8Z0amoqrK2tMXPmTHHlljFjxmDIkCEqXSS6du0KFxcXmJubq3xOGqvMzExMmTJFEqPMFV0kFA8Rhw4dgpGRkUrtpHLNXGJiIjw8PBAaGirZrhP/7bKz5ubmeP311wGoniNtbgFSlL2wsBDh4eFo27Yt2rVrh5SUFHGqK8VKaYIgoF27dvD390fv3r0lMyE9kyYOmg0kJiYG8+fPF3+Wy+WYPHkyDAwMkJSUpDJ6WIrzQjZWpaWlCA4ORlRUVJ216KdPn46mTZuKNTO9evVCaGioeMP49ddfERISgoMHDyIvL6/By/6q0uZmUWVZWVkYOXIkjIyMsGvXLly7dg06Ojq4ePHiC9+zdetW2Nvbo0+fPpI5D89rbMvOKqusrER4eDi6du2KDz/8UFzxa968eeJ65Xl5eRg1ahQsLCzQo0cPlZXDpPqZYNpNj9hLB4AEQRB/LikpIRMTE1qxYgWZmJjQO++8Qzo6OpScnEw1NTU0a9YsAkBjxoyh5s2bk76+PhER6ejoaOoQ2Ety5swZ+uWXX+jWrVt04MAB+vDDD2nYsGFkaWlJn3zyCZ0+fZpiY2Pp4sWLFB4eTitWrKCVK1eSh4cH7d+/n54+fUo+Pj5kaWmp6UN5ZejpSeOyZWtrS3FxcVRdXU0jR46kUaNGkYuLCy1btozc3d1JT0+PmjZtSubm5gSAzM3NqaKigvr160fvvvuuZM7D86ysrCguLo709PTo22+/pS1bttDo0aNJV1eX5HI5ZWZmkp6eHrVv317TRX0p5HI56erqij9bW1vTzJkzyc/Pj+bPn09Tp06lL7/8kqqqqmjWrFnk4OBAcXFxNG3aNLp27RodPHiQunTpQkR8z2CvKA0HXUlRPHHX13Tx+PFjcWm9FStWiNtramoQGxuLpk2b4tNPP33hqhZMOxUVFWHChAkICQlBfHw8TE1NMWbMGOzYsQNA7ZQ2FhYW4gTU0dHRkMlkkMlkcHFx+cvaLSYNOTk5GDVqFIyMjCAIAl577TW0bNkSJiYmaN68OfT19aGjowNBEGBqaoobN25ousgNojEsO6uogSwrK8O5c+ewY8cOhIeHi91pFN566y1YWlpi9uzZYs1mbm4uIiMj4e7ujtmzZ3OTOXtlcdB8SQoKCtC5c2ccO3ZM3Pbo0SOVfR49eoQFCxbUGzZHjhyJli1b8oTsEvTgwQO0aNECa9euxYMHDxATEwM/Pz9MnToVBQUFGDx4MNzc3MSVfk6ePImff/65zs2GSVd2djbGjRuHZs2aiQNhqqurUVJSgpycHGRnZyMrKws5OTkaLmnDagzLzhYWFqJTp04wMTGBvb09zMzMcODAAdTU1KhM0TR9+nTY2NhgwoQJyM3NBVA7Gr1v377w8fHh7jXslcVB8yUoKCiAs7MzQkNDxQvAW2+9hVGjRqmMKgdqazbnz58PQRAQFxcnbq+pqVFZ25hpp+LiYmzYsKHOEqGKeQ9PnTqF0tJS7NmzB87OzujduzdWrVoFXV1dlTWJWeOTnZ2NiIgI6Ovri1P8ANzvTurLzsbGxqJHjx7YsWMHVq9ejVatWsHb2xu3bt0CoDof6JgxY9C/f3+VbY8ePUJmZmbDFZ6x/xEHzb+poKAALi4uCAsLUwmKU6dOhaWlJaZNm1ZnOpI7d+7A29sbgiBg6dKlDVxipk4fffQRBEFA7969sX37dnF7dnY2Jk6ciLFjx+Lhw4cAaqcmiYyMRJ8+fWBiYgJBELB582ZNFZ29ApSbi7du3arp4rwypLTsrEJJSQmSk5MxadIklVXATp8+jdatW8PHx6fesKn4t2IOTcZedRw0/4bi4mI4Oztj4MCByMrKQk1Njcra1bGxsbCxscGUKVPq1GyOHj0abdu2hbm5OfLz8xu66ExNysrKcODAATg5OcHW1hajRo0SJ+X/8ccf0bp16zoBYufOnRg2bBgMDQ21fuJt9vcpzxeq6MvL/iSFkAkACxYsQNOmTWFubi5O16UIjmfOnIGrqyt8fX3FsKncB5MDJtMmHDT/BsXgnoSEBAB/NocUFxcjNDQU+/fvx7x582BhYaESNjMzMxEREYG9e/fWmWyYScMff/yBt99+G2ZmZnBzcxPD5apVq9C0adM6/S+fPn3KDxxMlJWVhZiYGH7wkLDr169j/PjxEAQB06ZNq/P6mTNn4O7uDnt7e3EAEGPaSAAATY9811ZZWVk0b9482rVrF61bt47GjBlDFRUV5O/vT3K5nE6ePElmZmb03nvv0Zdffkmurq7UrVs3unHjBl24cIFOnTpF9vb2mj4MpialpaV0+fJleu+99ygtLY369etH77zzDiUnJ1NpaSmlpKRQs2bNNF1M9oqqrq6W7BRGjc3zUxgp3L59mz788EP64YcfaPr06bRw4UKV10+ePEmJiYn0zTff1Pt+xrQBB82/KTc3l2bMmEHff/89ff7555SQkECGhoa0Y8cOcnBwEOfTTE5OptTUVLpx4wY5ODjQ2rVrycvLS8OlZw1lyZIl9N1339Fvv/1Gvr6+VFFRQfPmzaNhw4apzLnKGJMWxQNDWVkZHT16lLKyssjBwYGCgoJIJpPRrVu3aPny5fTTTz9RbGxsnbCp8KKwytirjoPmS/Dw4UOaMWMG7d69m6ysrOjOnTviBUG5VqKgoIDKysrIyMiIWrRoocESs4ZSU1MjTqKclpZG3377La1evZqIiCIiImjz5s1kYGCgwRIyxtRF8f0vKiqibt260bNnzygzM5OaNWtG1tbWtGvXLvL09KSbN2/SihUr6PDhwzRp0iR6//33NV10xl4aXkbgJbCysqJVq1ZRREQEPXz4kLZv305EtSsE6erqkiLLy2Qysra25pDZiOjo6Ih//6CgIIqLi6M9e/ZQQEAALViwgEMmYxKmo6NDlZWVNGjQIDI1NaVt27ZRXl4eJSQkkEwmo5CQEMrIyCB3d3d69913qVevXrR48WLatGmTpovO2EvDNZovkXIz+hdffEHR0dFEVHdJSsYqKirI0NBQ08VgjL1EWVlZdPfuXfrtt99o3LhxRER048YN6tWrF61cuZJGjBhBRLUtXVevXqVJkyZRcXExpaWlkUwmoxs3btC//vUv+uc//8nN5EwyuKf5S2RtbU3x8fFERDRx4kTS1dWlqKgoDpmsDq7JZExazpw5Q9OnT6fS0lIyNzcnb29v6tixIxUUFFBeXh4ZGRkREVFVVRXp6+uTl5cXTZ06lWbNmkUXLlyg8PBwatu2Lb333ntExH0ymXRw0/lLpgibQ4cOpdGjR9POnTs1XST2CuKHD8akIy0tjcLDw8nf35+SkpLo+PHj4mDPNm3akLm5OaWmphIRkb6+PlVVVZGuri717duXCgoKKDMzs87v5JDJpIJrNNXA2tqaPvnkEzI0NKQOHTpoujiMMcbUJDMzkyZNmkTR0dG0YsUKMjExIaLaLlM1NTVkZmZG7777Lk2fPp1at25NCxcuJH19fSIiysjIIAcHB7KxsdHkITCmVhw01cTW1pbWr1/P8+AxxpgEKfre//rrr1ReXk6jRo0SQyYRibNNEBENGjSIbt++TYsXL6bbt2/TP/7xD6qoqKCkpCSytram8PBwTRwCYw2CBwMxxhhj/0+LFy+mpKQkun//PhkbG79wv9zcXPr+++/po48+oszMTLKzsyMPDw/as2cP6evrc59MJllc3cYYY4z9PxkYGFB1dTVVVVWRsbFxvbOMyOVysrKyIk9PT7p16xbduHGDjIyMqHXr1qSjo8OrQDFJ48FAjDHG2P9I0RgYGBhIRUVF4owjgiDQ8w2Furq69OTJE4qOjqa0tDTq0KEDtWnThnR0dKimpoZDJpM0DpqMMcbY/0hRa9m+fXvy8PCgjRs30g8//CC+VlNTI+5bU1ND+/fvp5YtW5KTk5PK71Huy8mYFPEnnDHGGPt/atmyJW3atIkePXpEixYtoj179hDRnwGypqaG7t69S+vXrydXV1dydHTUZHEZa3A8GIgxxhj7mw4ePEjDhg0jmUxGUVFRNGXKFKqoqKDz589TcnIylZaWUnp6Ounp6YlroDPWGHDQZIwxxl6Cy5cv09SpU+mXX34hQRCooqKCPDw8qE2bNrRz507S09PjgT+s0eGgyRhjjL0kz549owcPHtClS5dIX1+fOnToQJ6eniQIAodM1ihx0GSMMcbUjJvLWWPFQZMxxhhjjKkFP14xxhhjjDG14KDJGGOMMcbUgoMmY4wxxhhTCw6ajDHGGGNMLThoMsYYY4wxteCgyRhjjDHG1IKDJmOMMcYYUwsOmowxxhhjTC04aDLGGGOMMbXgoMkYY4wxxtSCgyZjjDHGGFMLDpqMMcYYY0wt/g8/LQ13si3AvwAAAABJRU5ErkJggg==\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.2167508987879562\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.00      0.00      0.00       150\n","        Baby       0.45      0.60      0.51       150\n","     Watches       0.96      0.87      0.91       150\n","       Decor       0.38      0.54      0.44       150\n","     Kitchen       0.31      0.47      0.37       150\n","      Beauty       0.31      0.48      0.38       150\n","   Computers       0.68      0.17      0.27       150\n","\n","    accuracy                           0.45      1050\n","   macro avg       0.44      0.45      0.41      1050\n","weighted avg       0.44      0.45      0.41      1050\n","\n","Clustering sur BoW + LDA + UMAP 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["import umap\n","\n","Umap = umap.UMAP(\n","                n_neighbors=50,\n","                min_dist=0.1,\n","                n_components=2,\n","                metric='euclidean',\n","                random_state=42\n","    )\n","tok_umap = Umap.fit_transform(tok_lda)\n","\n","kmeans5 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_umap)\n","    # Assign clusters\n","labels=kmeans5.labels_\n","\n","title='BoW + LDA + UMAP 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results_1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_umap,labels)"],"id":"HL0nhwSnKs_M"},{"cell_type":"markdown","source":["# 5) Feature engineering ('PRODUCT_NAME' and 'DESCRIPTION' concatenation)"],"metadata":{"id":"5V-xoB4efADf"},"id":"5V-xoB4efADf"},{"cell_type":"markdown","source":["## Feature creation"],"metadata":{"id":"9TKrFj0wf1ss"},"id":"9TKrFj0wf1ss"},{"cell_type":"code","source":["data.columns"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"W6AZwDJ-gJFD","executionInfo":{"status":"ok","timestamp":1746535794037,"user_tz":-120,"elapsed":3,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"70f8bdbc-541b-4177-ab10-e7c4fd808f60"},"id":"W6AZwDJ-gJFD","execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Index(['category', 'cat_code', 'product_name', 'description',\n","       'product_name_prep', 'description_prep'],\n","      dtype='object')"]},"metadata":{},"execution_count":127}]},{"cell_type":"code","source":["# concatenate 'product_name' and 'description' columns into a 'complete_description' new column\n","data['complete_description'] = data['product_name'] + ' ' + data['description']\n"],"metadata":{"id":"LRRhgQnjf09_"},"id":"LRRhgQnjf09_","execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"Ikl3TkWRfcdO"},"source":["## Preprocess"],"id":"Ikl3TkWRfcdO"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:48:02.207483Z","start_time":"2021-05-24T06:48:02.193490Z"},"colab":{"base_uri":"https://localhost:8080/","height":936},"executionInfo":{"status":"ok","timestamp":1746535794086,"user_tz":-120,"elapsed":20,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"7895c7d8-f9b7-4dfa-ed3c-217655f6bc2d","id":"_PifK8NafcdP"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["0    Elegance Polyester Multicolor Abstract Eyelet Door Curtain Key Features of Elegance Polyester Multicolor Abstract Eyelet Door Curtain Floral Curtain,Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) Price: Rs. 899 This curtain 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The surreal attention is sure to steal hearts. These contemporary eyelet and valance curtains slide smoothly so when you draw them apart first thing in the morning to welcome the bright sun rays you want to wish good morning to the whole world and when you draw them close in the evening, you create the most special moments of joyous beauty given by the soothing prints. 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SIZE- FACE TOWEL - 23 cms X 23 cms.,Specifications of Eurospa Cotton Terry Face Towel Set (20 PIECE FACE TOWEL SET, Assorted) Bath Towel Features Material Cotton Terry Design SHUVAM General Brand Eurospa GSM 360 Type Face Towel Set Model Name SHUVAM20PCFTSETASSORTED Ideal For Boys, Girls, Men, Women Model ID SHUVAM20PCFTSETASSORTED Size small Color Assorted Dimensions Weight 350 g Length 9 inch Width 9 inch In the Box Number of Contents in Sales Package 20 Sales Package 20 PIECE FACE TOWEL SET\n","3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet Key Features of SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet Royal Bedsheet Perfact for Wedding & Gifting,Specifications of SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet (1 Bedsheet,2 Pillow Cover, Multicolor) General Brand SANTOSH ROYAL FASHION Machine Washable Yes Type Flat Material Cotton Model Name Gold Design Royal Cotton Printed Wedding & Gifted Double Bedsheet With 2 Pillow cover Model ID goldbedi-38 Color Multicolor Size King Fabric Care Machine Wash, Do Not Bleach Dimensions Flat Sheet Width 90 inch / 230 cm Fitted Sheet Width 228 cm Pillow Cover Width 16 inch / 43 cm Pillow Cover Length 28 inch / 72 cm Fitted Sheet Depth 280 cm Fitted Sheet Length 278 cm Flat Sheet Depth 282 cm Flat Sheet Length 110 inch / 280 cm In the Box Number of Contents in Sales Package 1 Sales Package 1 Bedsheet,2 Pillow Cover\n","4                                                                                                                                                                                                                                        Jaipur Print Cotton Floral King sized Double Bedsheet Key Features of Jaipur Print Cotton Floral King sized Double Bedsheet 100% cotton,Jaipur Print Cotton Floral King sized Double Bedsheet (1 bed sheet 2 pillow cover, White) Price: Rs. 998 This nice bed sheet made up of 100% cotton to give you comfort. This bed sheet is hand printed. This bedsheet gives nice look to your room And its fast colour and good quality gives this bedsheet long life.,Specifications of Jaipur Print Cotton Floral King sized Double Bedsheet (1 bed sheet 2 pillow cover, White) General Machine Washable Yes Brand Jaipur Print Type Flat Model Name jaipur117 Material Cotton Thread Count 140 Model ID jaipur117 Fabric Care machinewash, do not bleach Size King Color White Warranty waranty of the product only for manufacturing defect only and product will exchange onle when it is not used and returne its origional packing Dimensions Flat Sheet Width 86 inch / 220 cm Fitted Sheet Width 0 cm Pillow Cover Width 17 inch / 45 cm Pillow Cover Length 29 inch / 75 cm Weight 900 g Fitted Sheet Depth 0 cm Fitted Sheet Length 0 cm Flat Sheet Depth 0.2 cm Flat Sheet Length 104 inch / 265 cm In the Box Number of Contents in Sales Package 1 Sales Package 1 bed sheet 2 pillow cover\n","5                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     Maserati Time R8851116001 Analog Watch  - For Boys Maserati Time R8851116001 Analog Watch  - For Boys - Buy Maserati Time R8851116001 Analog Watch  - For Boys  R8851116001 Online at Rs.24400 in India Only at Flipkart.com. - Great Discounts, Only Genuine Products, 30 Day Replacement Guarantee, Free Shipping. 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When it all comes down to it, suave leather belts and intricately designed and finished timepieces are what separate you from the rest.\n","8                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               Alfajr WY16B Youth Digital Watch  - For Men, Boys Alfajr WY16B Youth Digital Watch  - For Men, Boys - Buy Alfajr WY16B Youth Digital Watch  - For Men, Boys  WY16B Online at Rs.4995 in India Only at Flipkart.com. 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Cash On Delivery!\n","9                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            TAG Heuer CAU1116.BA0858 Formula 1 Analog Watch  - For Boys, Men TAG Heuer CAU1116.BA0858 Formula 1 Analog Watch  - For Boys, Men - Buy TAG Heuer CAU1116.BA0858 Formula 1 Analog Watch  - For Boys, Men  CAU1116.BA0858 Online at Rs.107750 in India Only at Flipkart.com. Swiss-made, Quartz movement, Scratch resistant, Sapphire crystal glass, Water resistant to 200 metres, Feature Chronograph - Great Discounts, Only Genuine Products, 30 Day Replacement Guarantee, Free Shipping. Cash On Delivery!\n","Name: complete_description, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>complete_description</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Elegance Polyester Multicolor Abstract Eyelet Door Curtain Key Features of Elegance Polyester Multicolor Abstract Eyelet Door Curtain Floral Curtain,Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) Price: Rs. 899 This curtain enhances the look of the interiors.This curtain is made from 100% high quality polyester fabric.It features an eyelet style stitch with Metal Ring.It makes the room environment romantic and loving.This curtain is ant- wrinkle and anti shrinkage and have elegant apparance.Give your home a bright and modernistic appeal with these designs. The surreal attention is sure to steal hearts. These contemporary eyelet and valance curtains slide smoothly so when you draw them apart first thing in the morning to welcome the bright sun rays you want to wish good morning to the whole world and when you draw them close in the evening, you create the most special moments of joyous beauty given by the soothing prints. Bring home the elegant curtain that softly filters light in your room so that you get the right amount of sunlight.,Specifications of Elegance Polyester Multicolor Abstract Eyelet Door Curtain (213 cm in Height, Pack of 2) General Brand Elegance Designed For Door Type Eyelet Model Name Abstract Polyester Door Curtain Set Of 2 Model ID Duster25 Color Multicolor Dimensions Length 213 cm In the Box Number of Contents in Sales Package Pack of 2 Sales Package 2 Curtains Body &amp; Design Material Polyester</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Sathiyas Cotton Bath Towel Specifications of Sathiyas Cotton Bath Towel (3 Bath Towel, Red, Yellow, Blue) Bath Towel Features Machine Washable Yes Material Cotton Design Self Design General Brand Sathiyas Type Bath Towel GSM 500 Model Name Sathiyas cotton bath towel Ideal For Men, Women, Boys, Girls Model ID asvtwl322 Color Red, Yellow, Blue Size Mediam Dimensions Length 30 inch Width 60 inch In the Box Number of Contents in Sales Package 3 Sales Package 3 Bath Towel</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Eurospa Cotton Terry Face Towel Set Key Features of Eurospa Cotton Terry Face Towel Set Size: small Height: 9 inch GSM: 360,Eurospa Cotton Terry Face Towel Set (20 PIECE FACE TOWEL SET, Assorted) Price: Rs. 299 Eurospa brings to you an exclusively designed, 100% soft cotton towels of export quality. All our products have soft texture that takes care of your skin and gives you that enriched feeling you deserve. Eurospa has been exporting its bath towels to lot of renowned brands for last 10 years and is famous for its fine prints, absorbency, softness and durability. NOTE: Our product is 100% cotton, so it is susceptible to shrinkage. Product color may vary from the picture. Size may vary by ±3% WASH CARE: Wash in cold Water, Do not Iron, Do not Bleach, Flat dry, Wash before first use. SIZE- FACE TOWEL - 23 cms X 23 cms.,Specifications of Eurospa Cotton Terry Face Towel Set (20 PIECE FACE TOWEL SET, Assorted) Bath Towel Features Material Cotton Terry Design SHUVAM General Brand Eurospa GSM 360 Type Face Towel Set Model Name SHUVAM20PCFTSETASSORTED Ideal For Boys, Girls, Men, Women Model ID SHUVAM20PCFTSETASSORTED Size small Color Assorted Dimensions Weight 350 g Length 9 inch Width 9 inch In the Box Number of Contents in Sales Package 20 Sales Package 20 PIECE FACE TOWEL SET</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet Key Features of SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet Royal Bedsheet Perfact for Wedding &amp; Gifting,Specifications of SANTOSH ROYAL FASHION Cotton Printed King sized Double Bedsheet (1 Bedsheet,2 Pillow Cover, Multicolor) General Brand SANTOSH ROYAL FASHION Machine Washable Yes Type Flat Material Cotton Model Name Gold Design Royal Cotton Printed Wedding &amp; Gifted Double Bedsheet With 2 Pillow cover Model ID goldbedi-38 Color Multicolor Size King Fabric Care Machine Wash, Do Not Bleach Dimensions Flat Sheet Width 90 inch / 230 cm Fitted Sheet Width 228 cm Pillow Cover Width 16 inch / 43 cm Pillow Cover Length 28 inch / 72 cm Fitted Sheet Depth 280 cm Fitted Sheet Length 278 cm Flat Sheet Depth 282 cm Flat Sheet Length 110 inch / 280 cm In the Box Number of Contents in Sales Package 1 Sales Package 1 Bedsheet,2 Pillow Cover</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Jaipur Print Cotton Floral King sized Double Bedsheet Key Features of Jaipur Print Cotton Floral King sized Double Bedsheet 100% cotton,Jaipur Print Cotton Floral King sized Double Bedsheet (1 bed sheet 2 pillow cover, White) Price: Rs. 998 This nice bed sheet made up of 100% cotton to give you comfort. This bed sheet is hand printed. This bedsheet gives nice look to your room And its fast colour and good quality gives this bedsheet long life.,Specifications of Jaipur Print Cotton Floral King sized Double Bedsheet (1 bed sheet 2 pillow cover, White) General Machine Washable Yes Brand Jaipur Print Type Flat Model Name jaipur117 Material Cotton Thread Count 140 Model ID jaipur117 Fabric Care machinewash, do not bleach Size King Color White Warranty waranty of the product only for manufacturing defect only and product will exchange onle when it is not used and returne its origional packing Dimensions Flat Sheet Width 86 inch / 220 cm Fitted Sheet Width 0 cm Pillow Cover Width 17 inch / 45 cm Pillow Cover Length 29 inch / 75 cm Weight 900 g Fitted Sheet Depth 0 cm Fitted Sheet Length 0 cm Flat Sheet Depth 0.2 cm Flat Sheet Length 104 inch / 265 cm In the Box Number of Contents in Sales Package 1 Sales Package 1 bed sheet 2 pillow cover</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>Maserati Time R8851116001 Analog Watch  - For Boys Maserati Time R8851116001 Analog Watch  - For Boys - Buy Maserati Time R8851116001 Analog Watch  - For Boys  R8851116001 Online at Rs.24400 in India Only at Flipkart.com. - Great Discounts, Only Genuine Products, 30 Day Replacement Guarantee, Free Shipping. Cash On Delivery!</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>Camerii WM64 Elegance Analog Watch  - For Men, Boys Camerii WM64 Elegance Analog Watch  - For Men, Boys - Buy Camerii WM64 Elegance Analog Watch  - For Men, Boys  WM64 Online at Rs.449 in India Only at Flipkart.com. - Great Discounts, Only Genuine Products, 30 Day Replacement Guarantee, Free Shipping. Cash On Delivery!</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>T STAR UFT-TSW-005-BK-BR Analog Watch  - For Boys T STAR UFT-TSW-005-BK-BR Analog Watch  - For Boys\\r\\n                         Price: Rs. 399\\r\\n\\t\\t\\t\\t\\r\\n\\t\\t\\tWhether you are on your way to work or travelling abroad with family, lifestyle accessories like watches, wallets and belts help to add a touch of sophistication and class to your otherwise mundane and regular daily wear. When it all comes down to it, suave leather belts and intricately designed and finished timepieces are what separate you from the rest.\\r\\nWhether you are on your way to work or travelling abroad with family, lifestyle accessories like watches, wallets and belts help to add a touch of sophistication and class to your otherwise mundane and regular daily wear. When it all comes down to it, suave leather belts and intricately designed and finished timepieces are what separate you from the rest.</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>Alfajr WY16B Youth Digital Watch  - For Men, Boys Alfajr WY16B Youth Digital Watch  - For Men, Boys - Buy Alfajr WY16B Youth Digital Watch  - For Men, Boys  WY16B Online at Rs.4995 in India Only at Flipkart.com. Azan Times ( For All Cities Around The World ), Prayer Reminders, Qibla Direction, Hijri And Gregorian Calnedars, Qur'An Bookmark, Daily Alrams - Great Discounts, Only Genuine Products, 30 Day Replacement Guarantee, Free Shipping. Cash On Delivery!</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>TAG Heuer CAU1116.BA0858 Formula 1 Analog Watch  - For Boys, Men TAG Heuer CAU1116.BA0858 Formula 1 Analog Watch  - For Boys, Men - Buy TAG Heuer CAU1116.BA0858 Formula 1 Analog Watch  - For Boys, Men  CAU1116.BA0858 Online at Rs.107750 in India Only at Flipkart.com. Swiss-made, Quartz movement, Scratch resistant, Sapphire crystal glass, Water resistant to 200 metres, Feature Chronograph - Great Discounts, Only Genuine Products, 30 Day Replacement Guarantee, Free Shipping. Cash On Delivery!</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{},"execution_count":129}],"source":["pd.set_option('display.max_colwidth', None)\n","data.complete_description.head(10)"],"id":"_PifK8NafcdP"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:48:02.223482Z","start_time":"2021-05-24T06:48:02.208482Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1746535794103,"user_tz":-120,"elapsed":16,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"029545b6-c89e-4c5c-c95c-60c5015bce2c","id":"vFbSvl2AfcdP"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['TAG',\n"," 'Heuer',\n"," 'CAU1116.BA0858',\n"," 'Formula',\n"," '1',\n"," 'Analog',\n"," 'Watch',\n"," '-',\n"," 'For',\n"," 'Boys',\n"," ',',\n"," 'Men',\n"," 'TAG',\n"," 'Heuer',\n"," 'CAU1116.BA0858',\n"," 'Formula',\n"," '1',\n"," 'Analog',\n"," 'Watch',\n"," '-',\n"," 'For',\n"," 'Boys',\n"," ',',\n"," 'Men',\n"," '-',\n"," 'Buy',\n"," 'TAG',\n"," 'Heuer',\n"," 'CAU1116.BA0858',\n"," 'Formula',\n"," '1',\n"," 'Analog',\n"," 'Watch',\n"," '-',\n"," 'For',\n"," 'Boys',\n"," ',',\n"," 'Men',\n"," 'CAU1116.BA0858',\n"," 'Online',\n"," 'at',\n"," 'Rs.107750',\n"," 'in',\n"," 'India',\n"," 'Only',\n"," 'at',\n"," 'Flipkart.com',\n"," '.',\n"," 'Swiss-made',\n"," ',',\n"," 'Quartz',\n"," 'movement',\n"," ',',\n"," 'Scratch',\n"," 'resistant',\n"," ',',\n"," 'Sapphire',\n"," 'crystal',\n"," 'glass',\n"," ',',\n"," 'Water',\n"," 'resistant',\n"," 'to',\n"," '200',\n"," 'metres',\n"," ',',\n"," 'Feature',\n"," 'Chronograph',\n"," '-',\n"," 'Great',\n"," 'Discounts',\n"," ',',\n"," 'Only',\n"," 'Genuine',\n"," 'Products',\n"," ',',\n"," '30',\n"," 'Day',\n"," 'Replacement',\n"," 'Guarantee',\n"," ',',\n"," 'Free',\n"," 'Shipping',\n"," '.',\n"," 'Cash',\n"," 'On',\n"," 'Delivery',\n"," '!']"]},"metadata":{},"execution_count":130}],"source":["import nltk, re, pprint\n","from nltk import word_tokenize\n","\n","tokenized=word_tokenize(data.loc[9,'complete_description'])\n","tokenized"],"id":"vFbSvl2AfcdP"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:48:02.239473Z","start_time":"2021-05-24T06:48:02.224473Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1746535794136,"user_tz":-120,"elapsed":31,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"201d9a6b-2bbd-49a5-9b04-bf5ea1d9e51b","id":"3JWsL6tWfcdP"},"outputs":[{"output_type":"stream","name":"stdout","text":[" Punctuation list : !\"#$%&'()*+,-./:;<=>?@[\\]^_`{|}~\n"]},{"output_type":"execute_result","data":{"text/plain":["['TAG',\n"," 'Heuer',\n"," 'CAU1116.BA0858',\n"," 'Formula',\n"," 'Analog',\n"," 'Watch',\n"," 'For',\n"," 'Boys',\n"," 'Men',\n"," 'TAG',\n"," 'Heuer',\n"," 'CAU1116.BA0858',\n"," 'Formula',\n"," 'Analog',\n"," 'Watch',\n"," 'For',\n"," 'Boys',\n"," 'Men',\n"," 'Buy',\n"," 'TAG',\n"," 'Heuer',\n"," 'CAU1116.BA0858',\n"," 'Formula',\n"," 'Analog',\n"," 'Watch',\n"," 'For',\n"," 'Boys',\n"," 'Men',\n"," 'CAU1116.BA0858',\n"," 'Online',\n"," 'at',\n"," 'Rs.107750',\n"," 'in',\n"," 'India',\n"," 'Only',\n"," 'at',\n"," 'Flipkart.com',\n"," 'Swiss-made',\n"," 'Quartz',\n"," 'movement',\n"," 'Scratch',\n"," 'resistant',\n"," 'Sapphire',\n"," 'crystal',\n"," 'glass',\n"," 'Water',\n"," 'resistant',\n"," 'to',\n"," '200',\n"," 'metres',\n"," 'Feature',\n"," 'Chronograph',\n"," 'Great',\n"," 'Discounts',\n"," 'Only',\n"," 'Genuine',\n"," 'Products',\n"," '30',\n"," 'Day',\n"," 'Replacement',\n"," 'Guarantee',\n"," 'Free',\n"," 'Shipping',\n"," 'Cash',\n"," 'On',\n"," 'Delivery']"]},"metadata":{},"execution_count":131}],"source":["import string\n","print(' Punctuation list : {}'.format(string.punctuation))\n","no_punct=[w for w in tokenized if w not in string.punctuation+'0123456789 ']\n","no_punct"],"id":"3JWsL6tWfcdP"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:48:02.271446Z","start_time":"2021-05-24T06:48:02.240463Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1746535794141,"user_tz":-120,"elapsed":5,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"9fa7a301-cfb7-41c6-9683-bb169035fbd2","id":"FJ61w94yfcdP"},"outputs":[{"output_type":"stream","name":"stdout","text":[" Stop Words list : ['a', 'about', 'above', 'after', 'again', 'against', 'ain', 'all', 'am', 'an', 'and', 'any', 'are', 'aren', \"aren't\", 'as', 'at', 'be', 'because', 'been', 'before', 'being', 'below', 'between', 'both', 'but', 'by', 'can', 'couldn', \"couldn't\", 'd', 'did', 'didn', \"didn't\", 'do', 'does', 'doesn', \"doesn't\", 'doing', 'don', \"don't\", 'down', 'during', 'each', 'few', 'for', 'from', 'further', 'had', 'hadn', \"hadn't\", 'has', 'hasn', \"hasn't\", 'have', 'haven', \"haven't\", 'having', 'he', \"he'd\", \"he'll\", 'her', 'here', 'hers', 'herself', \"he's\", 'him', 'himself', 'his', 'how', 'i', \"i'd\", 'if', \"i'll\", \"i'm\", 'in', 'into', 'is', 'isn', \"isn't\", 'it', \"it'd\", \"it'll\", \"it's\", 'its', 'itself', \"i've\", 'just', 'll', 'm', 'ma', 'me', 'mightn', \"mightn't\", 'more', 'most', 'mustn', \"mustn't\", 'my', 'myself', 'needn', \"needn't\", 'no', 'nor', 'not', 'now', 'o', 'of', 'off', 'on', 'once', 'only', 'or', 'other', 'our', 'ours', 'ourselves', 'out', 'over', 'own', 're', 's', 'same', 'shan', \"shan't\", 'she', \"she'd\", \"she'll\", \"she's\", 'should', 'shouldn', \"shouldn't\", \"should've\", 'so', 'some', 'such', 't', 'than', 'that', \"that'll\", 'the', 'their', 'theirs', 'them', 'themselves', 'then', 'there', 'these', 'they', \"they'd\", \"they'll\", \"they're\", \"they've\", 'this', 'those', 'through', 'to', 'too', 'under', 'until', 'up', 've', 'very', 'was', 'wasn', \"wasn't\", 'we', \"we'd\", \"we'll\", \"we're\", 'were', 'weren', \"weren't\", \"we've\", 'what', 'when', 'where', 'which', 'while', 'who', 'whom', 'why', 'will', 'with', 'won', \"won't\", 'wouldn', \"wouldn't\", 'y', 'you', \"you'd\", \"you'll\", 'your', \"you're\", 'yours', 'yourself', 'yourselves', \"you've\"]\n"]},{"output_type":"execute_result","data":{"text/plain":["['TAG',\n"," 'Heuer',\n"," 'CAU1116.BA0858',\n"," 'Formula',\n"," 'Analog',\n"," 'Watch',\n"," 'For',\n"," 'Boys',\n"," 'Men',\n"," 'TAG',\n"," 'Heuer',\n"," 'CAU1116.BA0858',\n"," 'Formula',\n"," 'Analog',\n"," 'Watch',\n"," 'For',\n"," 'Boys',\n"," 'Men',\n"," 'Buy',\n"," 'TAG',\n"," 'Heuer',\n"," 'CAU1116.BA0858',\n"," 'Formula',\n"," 'Analog',\n"," 'Watch',\n"," 'For',\n"," 'Boys',\n"," 'Men',\n"," 'CAU1116.BA0858',\n"," 'Online',\n"," 'Rs.107750',\n"," 'India',\n"," 'Only',\n"," 'Flipkart.com',\n"," 'Swiss-made',\n"," 'Quartz',\n"," 'movement',\n"," 'Scratch',\n"," 'resistant',\n"," 'Sapphire',\n"," 'crystal',\n"," 'glass',\n"," 'Water',\n"," 'resistant',\n"," '200',\n"," 'metres',\n"," 'Feature',\n"," 'Chronograph',\n"," 'Great',\n"," 'Discounts',\n"," 'Only',\n"," 'Genuine',\n"," 'Products',\n"," '30',\n"," 'Day',\n"," 'Replacement',\n"," 'Guarantee',\n"," 'Free',\n"," 'Shipping',\n"," 'Cash',\n"," 'On',\n"," 'Delivery']"]},"metadata":{},"execution_count":132}],"source":["from nltk.corpus import stopwords\n","print(' Stop Words list : {}'.format(stopwords.words('english')))\n","wo_stop= [w for w in no_punct if w not in stopwords.words('english')]\n","wo_stop"],"id":"FJ61w94yfcdP"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:48:55.625953Z","start_time":"2021-05-24T06:48:02.273444Z"},"colab":{"base_uri":"https://localhost:8080/","height":623},"executionInfo":{"status":"ok","timestamp":1746535821850,"user_tz":-120,"elapsed":27708,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"64247d25-1243-4803-91e7-39709baea3d5","id":"rtgb6sX2fcdP"},"outputs":[{"output_type":"display_data","data":{"text/plain":["'Original '"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["80    VarEesha Wooden Key Holder Key Features of VarEesha Wooden Key Holder Hand made using wrought iron and mango wood Color - Brown Material - Sheesham wood Care instructions : Clean with a wet cloth and wipe gently.,VarEesha Wooden Key Holder (8 Hooks, Multicolor) Price: Rs. 1,199 Traditional design combined with utility, this wood and iron designed keybox is a convenient place to store all your keys. The iron design has a glass back to protect from dust and makes this box very manageable. Has 6 hooks inside for your keys which are less frequently used and 2 bigger hooks outside for car keys and other bigger keys which are used daily.,Specifications of VarEesha Wooden Key Holder (8 Hooks, Multicolor) General Brand VarEesha Model Number VSSWH001 Material Wooden Number of Hooks 8 Color Multicolor In the box Sales Package 1 KeyHanger Pack of 1 Dimensions Weight 900 g Other Dimensions L*B*H-20x10x35 cms\n","Name: complete_description, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>complete_description</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>80</th>\n","      <td>VarEesha Wooden Key Holder Key Features of VarEesha Wooden Key Holder Hand made using wrought iron and mango wood Color - Brown Material - Sheesham wood Care instructions : Clean with a wet cloth and wipe gently.,VarEesha Wooden Key Holder (8 Hooks, Multicolor) Price: Rs. 1,199 Traditional design combined with utility, this wood and iron designed keybox is a convenient place to store all your keys. The iron design has a glass back to protect from dust and makes this box very manageable. Has 6 hooks inside for your keys which are less frequently used and 2 bigger hooks outside for car keys and other bigger keys which are used daily.,Specifications of VarEesha Wooden Key Holder (8 Hooks, Multicolor) General Brand VarEesha Model Number VSSWH001 Material Wooden Number of Hooks 8 Color Multicolor In the box Sales Package 1 KeyHanger Pack of 1 Dimensions Weight 900 g Other Dimensions L*B*H-20x10x35 cms</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["'Without stemming '"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["80    using dimensions keybox gentlyvareesha g wooden used key designed cms made instructions less cloth general place sheesham vareesha inside protect bigger wood box combined material hooks pack weight glass multicolor back keyhanger makes manageable iron model brand package utility hand keys features price holder sales frequently vsswh wet rs lbhxx color clean dust care convenient brown design traditional outside dailyspecifications car wipe mango wrought number store\n","Name: complete_description, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>complete_description</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>80</th>\n","      <td>using dimensions keybox gentlyvareesha g wooden used key designed cms made instructions less cloth general place sheesham vareesha inside protect bigger wood box combined material hooks pack weight glass multicolor back keyhanger makes manageable iron model brand package utility hand keys features price holder sales frequently vsswh wet rs lbhxx color clean dust care convenient brown design traditional outside dailyspecifications car wipe mango wrought number store</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["'With stemming remove puctuation BEFORE tokenization '"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["80    keybox dailyspecif gentlyvareesha util manag g wooden tradit key insid cms made less cloth general place sheesham vareesha bigger protect wood box weight pack glass multicolor back featur model iron brand hand materi make hook outsid sale price holder dimens instruct keyhang combin vsswh wet rs lbhxx color clean dust care use brown packag design conveni wipe frequent mango car wrought number store\n","Name: complete_description, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>complete_description</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>80</th>\n","      <td>keybox dailyspecif gentlyvareesha util manag g wooden tradit key insid cms made less cloth general place sheesham vareesha bigger protect wood box weight pack glass multicolor back featur model iron brand hand materi make hook outsid sale price holder dimens instruct keyhang combin vsswh wet rs lbhxx color clean dust care use brown packag design conveni wipe frequent mango car wrought number store</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["'With stemming remove puctuation AFTER tokenization '"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["80     keybox util manag g wooden l tradit key insid cms made less cloth general place sheesham vareesha bigger protect specif gently hxx wood box weight pack glass multicolor back featur model iron brand hand materi make hook outsid sale price holder dimens instruct keyhang combin vsswh wet rs color clean dust care b use brown daily design packag conveni wipe frequent mango car wrought number store\n","Name: complete_description, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>complete_description</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>80</th>\n","      <td>keybox util manag g wooden l tradit key insid cms made less cloth general place sheesham vareesha bigger protect specif gently hxx wood box weight pack glass multicolor back featur model iron brand hand materi make hook outsid sale price holder dimens instruct keyhang combin vsswh wet rs color clean dust care b use brown daily design packag conveni wipe frequent mango car wrought number store</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{}}],"source":["from nltk.stem.porter import PorterStemmer\n","import nltk\n","import re\n","import pprint\n","from nltk import word_tokenize\n","\n","\n","import string\n","from nltk.corpus import stopwords\n","\n","from nltk import SnowballStemmer\n","snowball = SnowballStemmer(language='english')\n","\n","porter = PorterStemmer()\n","\n","\n","# lower + no punctuation + tokenize + no stop_words\n","def preprocess0(text):\n","    text = text.lower()\n","    no_punct = ''.join(\n","        [char for char in text if char not in string.punctuation+'0123456789'])\n","    tokenized = word_tokenize(no_punct)\n","    wo_stop = [w for w in tokenized if w not in stopwords.words('english')]\n","    return ' '.join(list(set(wo_stop)))\n","\n","\n","# lower + tokenize + no puctuation + no stop_words + stemming\n","def preprocess1(text):\n","    text = text.lower()\n","    no_punct = ''.join(\n","        [char for char in text if char not in string.punctuation+'0123456789'])\n","    tokenized = word_tokenize(no_punct)\n","    wo_stop = [w for w in tokenized if w not in stopwords.words('english')]\n","    stemmed = [snowball.stem(w) for w in wo_stop]\n","    return ' '.join(list(set(stemmed)))\n","\n","\n","# lower + tokenize + no stop_words + stemming + no punct\n","def preprocess2(text):\n","    text = text.lower()\n","    tokenized = word_tokenize(text)\n","    wo_stop = [word for word in tokenized if word not in stopwords.words('english')]\n","    stemmed = [snowball.stem(word) for word in wo_stop]\n","    no_punct = [''.join([char for char in word if char not in string.punctuation+'0123456789 ' ]) for word in stemmed]\n","    return ' '.join(list(set(no_punct)))\n","\n","# Taking sample for readability of results\n","index_ = data.sample(1).index\n","\n","display('Original ', data.complete_description.loc[index_])\n","display('Without stemming ', data.complete_description.apply(preprocess0).loc[index_])\n","display('With stemming remove puctuation BEFORE tokenization ',\n","        data.complete_description.apply(preprocess1).loc[index_])\n","display('With stemming remove puctuation AFTER tokenization ',\n","        data.complete_description.apply(preprocess2).loc[index_])"],"id":"rtgb6sX2fcdP"},{"cell_type":"code","source":["display('Original ', data.description.loc[index_])\n","display('Without stemming ', data.description.apply(preprocess0).loc[index_])\n","display('With stemming remove puctuation BEFORE tokenization ',\n","        data.description.apply(preprocess1).loc[index_])\n","display('With stemming remove puctuation AFTER tokenization ',\n","        data.description.apply(preprocess2).loc[index_])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":606},"id":"9rIyZi-wiWfu","executionInfo":{"status":"ok","timestamp":1746535847886,"user_tz":-120,"elapsed":26035,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"3f7a064f-ebe4-495b-a65c-94dd804198f0"},"id":"9rIyZi-wiWfu","execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["'Original '"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["80    Key Features of VarEesha Wooden Key Holder Hand made using wrought iron and mango wood Color - Brown Material - Sheesham wood Care instructions : Clean with a wet cloth and wipe gently.,VarEesha Wooden Key Holder (8 Hooks, Multicolor) Price: Rs. 1,199 Traditional design combined with utility, this wood and iron designed keybox is a convenient place to store all your keys. The iron design has a glass back to protect from dust and makes this box very manageable. Has 6 hooks inside for your keys which are less frequently used and 2 bigger hooks outside for car keys and other bigger keys which are used daily.,Specifications of VarEesha Wooden Key Holder (8 Hooks, Multicolor) General Brand VarEesha Model Number VSSWH001 Material Wooden Number of Hooks 8 Color Multicolor In the box Sales Package 1 KeyHanger Pack of 1 Dimensions Weight 900 g Other Dimensions L*B*H-20x10x35 cms\n","Name: description, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>description</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>80</th>\n","      <td>Key Features of VarEesha Wooden Key Holder Hand made using wrought iron and mango wood Color - Brown Material - Sheesham wood Care instructions : Clean with a wet cloth and wipe gently.,VarEesha Wooden Key Holder (8 Hooks, Multicolor) Price: Rs. 1,199 Traditional design combined with utility, this wood and iron designed keybox is a convenient place to store all your keys. The iron design has a glass back to protect from dust and makes this box very manageable. Has 6 hooks inside for your keys which are less frequently used and 2 bigger hooks outside for car keys and other bigger keys which are used daily.,Specifications of VarEesha Wooden Key Holder (8 Hooks, Multicolor) General Brand VarEesha Model Number VSSWH001 Material Wooden Number of Hooks 8 Color Multicolor In the box Sales Package 1 KeyHanger Pack of 1 Dimensions Weight 900 g Other Dimensions L*B*H-20x10x35 cms</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["'Without stemming '"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["80    using dimensions keybox gentlyvareesha g wooden used key designed cms made instructions less cloth general place sheesham vareesha inside protect bigger wood box combined material hooks pack weight glass multicolor back keyhanger makes manageable iron model brand package utility hand keys features price holder sales frequently vsswh wet rs lbhxx color clean dust care convenient brown design traditional outside dailyspecifications car wipe mango wrought number store\n","Name: description, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>description</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>80</th>\n","      <td>using dimensions keybox gentlyvareesha g wooden used key designed cms made instructions less cloth general place sheesham vareesha inside protect bigger wood box combined material hooks pack weight glass multicolor back keyhanger makes manageable iron model brand package utility hand keys features price holder sales frequently vsswh wet rs lbhxx color clean dust care convenient brown design traditional outside dailyspecifications car wipe mango wrought number store</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["'With stemming remove puctuation BEFORE tokenization '"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["80    keybox dailyspecif gentlyvareesha util manag g wooden tradit key insid cms made less cloth general place sheesham vareesha bigger protect wood box weight pack glass multicolor back featur model iron brand hand materi make hook outsid sale price holder dimens instruct keyhang combin vsswh wet rs lbhxx color clean dust care use brown packag design conveni wipe frequent mango car wrought number store\n","Name: description, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>description</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>80</th>\n","      <td>keybox dailyspecif gentlyvareesha util manag g wooden tradit key insid cms made less cloth general place sheesham vareesha bigger protect wood box weight pack glass multicolor back featur model iron brand hand materi make hook outsid sale price holder dimens instruct keyhang combin vsswh wet rs lbhxx color clean dust care use brown packag design conveni wipe frequent mango car wrought number store</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["'With stemming remove puctuation AFTER tokenization '"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["80     keybox util manag g wooden l tradit key insid cms made less cloth general place sheesham vareesha bigger protect specif gently hxx wood box weight pack glass multicolor back featur model iron brand hand materi make hook outsid sale price holder dimens instruct keyhang combin vsswh wet rs color clean dust care b use brown daily design packag conveni wipe frequent mango car wrought number store\n","Name: description, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>description</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>80</th>\n","      <td>keybox util manag g wooden l tradit key insid cms made less cloth general place sheesham vareesha bigger protect specif gently hxx wood box weight pack glass multicolor back featur model iron brand hand materi make hook outsid sale price holder dimens instruct keyhang combin vsswh wet rs color clean dust care b use brown daily design packag conveni wipe frequent mango car wrought number store</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{}}]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:49:21.423719Z","start_time":"2021-05-24T06:48:55.627952Z"},"id":"CRIHE1hJfcdP"},"outputs":[],"source":["# Applying preprocess1 to sentences\n","data['complete_description_prep']=data.complete_description.apply(preprocess1)"],"id":"CRIHE1hJfcdP"},{"cell_type":"markdown","metadata":{"id":"oZ8jXdY2fcdQ"},"source":["## countvectorizer (BoW)\n","\n","Preprocessing has already be done so we will not apply preprocessor in the CountVectorizer method. Moreover, some features are not available in CountVectorizer preprocessing method (no stemming + nltk linguistic tokenization)"],"id":"oZ8jXdY2fcdQ"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:36.746000Z","start_time":"2021-05-24T06:38:36.717014Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1746535855720,"user_tz":-120,"elapsed":54,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"9846074e-3fe9-4b8c-bc00-d8287fdc75d2","id":"o8Uf2E15fcdQ"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(1050, 4595)"]},"metadata":{},"execution_count":136}],"source":["from sklearn.feature_extraction.text import CountVectorizer\n","from nltk.corpus import stopwords\n","\n","# Bag of Words (BoW) feature engineering tool\n","  # creates a table with columns for each different word in the entire dataset\n","  # each row of the dataset will have a vector value for each word (which can be 0 in case of a word that is in another row)\n","cv_prod = CountVectorizer(\n","                          encoding='iso-8859-1',\n","                          decode_error='strict',\n","                          strip_accents='unicode',\n","                          lowercase=False, # useless since already done in preprocess1\n","                          preprocessor=None,\n","#                           tokenizer=None, # default value\n","                          stop_words=None,\n","#                           token_pattern=r'(?u)\\b\\w\\w+\\b', # default value\n","                          ngram_range=(1, 1),\n","                          analyzer='word', # better than analyzing character by character\n","                          max_df=1.0, # do not filter words that appear in 100% of the strings (= keep all words)\n","                          min_df=1, # do not filter words that appear in less than 1 string (= keep all words)\n","                          max_features=None,\n","#                           vocabulary=None,\n","                          binary=False,\n","\n","                         )\n","\n","count_vector_prod=cv_prod.fit_transform(data.complete_description_prep)\n","count_vector_prod=count_vector_prod.toarray()\n","count_vector_prod.shape"],"id":"o8Uf2E15fcdQ"},{"cell_type":"code","source":["print(\"stop_words parameter:\", cv_prod.get_params().get('stop_words'))\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1746535855739,"user_tz":-120,"elapsed":18,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"fb0e6d22-323b-4074-be37-bb4eeb5a0ebe","id":"JiT5yIkAfcdQ"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["stop_words parameter: None\n"]}],"id":"JiT5yIkAfcdQ"},{"cell_type":"code","source":["print(f'Different words : {count_vector_prod.shape[1]}')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1746535855756,"user_tz":-120,"elapsed":10,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"394c8742-80f3-4bbe-853f-09ef53ce185a","id":"ETUdOR-MfcdQ"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Different words : 4595\n"]}],"id":"ETUdOR-MfcdQ"},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:39.132613Z","start_time":"2021-05-24T06:38:36.747996Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1746535865290,"user_tz":-120,"elapsed":9525,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"e816090a-3476-44c0-da16-f95a3266f52a","id":"hJueiRCOfcdQ"},"outputs":[{"output_type":"stream","name":"stdout","text":["Cluster 0 values count : 335\n","Cluster 1 values count : 95\n","Cluster 2 values count : 21\n","Cluster 3 values count : 134\n","Cluster 4 values count : 11\n","Cluster 5 values count : 282\n","Cluster 6 values count : 172\n"]},{"output_type":"execute_result","data":{"text/plain":["0.21884203291921556"]},"metadata":{},"execution_count":139}],"source":["# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","from sklearn.metrics import adjusted_rand_score\n","\n","# n_clusters = different categories number\n","kmeans = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(count_vector_prod)\n","    # Assign clusters\n","labels=kmeans.labels_\n","for i in range(0,7):\n","    print('Cluster {} values count : {}'.format(i, np.count_nonzero(labels == i)))\n","\n","adjusted_rand_score(data.cat_code,labels)"],"id":"hJueiRCOfcdQ"},{"cell_type":"code","source":["adjusted_rand_score(data.cat_code,labels) == adjusted_rand_score(data.cat_code,description_labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"xG0SjUtMi6GA","executionInfo":{"status":"ok","timestamp":1746535865290,"user_tz":-120,"elapsed":6,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"9ba3106c-14ca-4bf2-8d92-d20bec506f50"},"id":"xG0SjUtMi6GA","execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["True"]},"metadata":{},"execution_count":140}]},{"cell_type":"code","source":["count_vector_prod.shape[1] == description_distinct_words"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"zYmhZGeyjtas","executionInfo":{"status":"ok","timestamp":1746535865291,"user_tz":-120,"elapsed":4,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4b049fd1-15b7-49dd-9e79-f2996401fbec"},"id":"zYmhZGeyjtas","execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["True"]},"metadata":{},"execution_count":141}]},{"cell_type":"markdown","source":["The amount of distinct words and ARI score are exactly the same for 'complete_description' and 'description'. \\\n","In other terms, 'product_name' column does not give any new noticeable word to the 'description' fields. \\\n","So, please refer to 'decription' variable study to have 'complete_description' performances results (which are the same)."],"metadata":{"id":"Tknmtoz3kBLk"},"id":"Tknmtoz3kBLk"},{"cell_type":"markdown","id":"plastic-authentication","metadata":{"id":"plastic-authentication"},"source":["# 6) Results"]},{"cell_type":"code","execution_count":null,"id":"streaming-kruger","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:51:31.160141Z","start_time":"2021-05-24T06:51:31.147412Z"},"id":"streaming-kruger"},"outputs":[],"source":["# Create data frame from resluts dictionaryy\n","\n","\n","def highlight_max(s):\n","    '''\n","    highlight the maximum in a Series green.\n","    '''\n","    is_max = s == s.max()\n","    return ['background-color: green' if v else '' for v in is_max]\n","def highlight_min(s):\n","    '''\n","    highlight the minmum in a Series red.\n","    '''\n","    is_max = s == s.min()\n","    return ['background-color: lightcoral' if v else '' for v in is_max]\n","\n","\n","# unpack tuples and create result data frame\n","def dict_to_df(dic):\n","    # dict to data frame\n","    results_all=pd.DataFrame(dic)\n","    # unpack metrics tuple\n","    results_all['precision']=[tup[0][0] for tup in results_all.metrics]\n","    results_all['recall']=[tup[0][1] for tup in results_all.metrics]\n","    results_all['f1_score']=[tup[0][2] for tup in results_all.metrics]\n","    results_all['ARI']=[tup[1] for tup in results_all.metrics]\n","    # drop tuples\n","    results_all.drop(['metrics'],axis=1,inplace=True)\n","    # set title as index\n","    results_all.set_index('title',inplace=True)\n","#     # columns to highligth\n","#     subset=['precision','recall','f1_score','ARI']\n","    # return dataframe\n","    return results_all.style.apply(highlight_max).apply(highlight_min).format('{:.2%}')\n"]},{"cell_type":"code","source":["results"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"W5Wf9dtkccbB","executionInfo":{"status":"ok","timestamp":1746535865297,"user_tz":-120,"elapsed":5,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"a2ebc368-2f0a-443b-f443-94a6166c5624"},"id":"W5Wf9dtkccbB","execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'title': ['BoW',\n","  'Text statistics',\n","  'BoW + TFiDF',\n","  'BoW + LatentDirichletAllocation',\n","  'BoW + PCA (2 components, 8.66% explained variance)',\n","  'BoW + TFiDF + PCA (2 components, 4.50% explained variance)',\n","  'BoW + LDA + PCA (2 components, 41.37% explained variance)',\n","  'BoW + T-SNE 2 components',\n","  'BoW + TFiDF + T-SNE 2 components',\n","  'BoW + LDA + T-SNE 2 components',\n","  'BoW + MDS 2 components',\n","  'BoW + TFiDF + MDS 2 components',\n","  'BoW + LDA + MDS 2 components',\n","  'BoW + Spectral 2 components',\n","  'BoW + TFiDF + Spectral 2 components',\n","  'BoW + LDA + Spectral 2 components',\n","  'BoW + UMAP 2 components',\n","  'BoW + TFiDF + UMAP 2 components',\n","  'BoW + LDA + UMAP 2 components'],\n"," 'metrics': [((0.780405806768027,\n","    0.6238095238095239,\n","    0.6526955952478045,\n","    None),\n","   0.3106953248835906),\n","  ((0.23015026426503613, 0.24857142857142858, 0.1662982849988465, None),\n","   0.03645444556585251),\n","  ((0.8697475357744056, 0.619047619047619, 0.6454782636461021, None),\n","   0.2725094110833238),\n","  ((0.43595924366247185, 0.45714285714285713, 0.43777185138383595, None),\n","   0.22335537137809217),\n","  ((0.5393965541332458, 0.49619047619047624, 0.4588171052223731, None),\n","   0.22139824350032977),\n","  ((0.36833801048805076, 0.4333333333333333, 0.35551515943316164, None),\n","   0.12962113301944223),\n","  ((0.26445373243734627, 0.42476190476190473, 0.3188136699807678, None),\n","   0.14370071701135675),\n","  ((0.6666070223045588, 0.6285714285714284, 0.638050219193199, None),\n","   0.3947853053209465),\n","  ((0.6778538502150135, 0.6666666666666667, 0.6684534565259599, None),\n","   0.4283648275189049),\n","  ((0.39603108704542417, 0.42476190476190473, 0.3996526648779325, None),\n","   0.18518220530713048),\n","  ((0.49088774112248973, 0.4885714285714286, 0.4883643901055835, None),\n","   0.23828443866644475),\n","  ((0.2678115325773782, 0.32666666666666666, 0.29010549965497595, None),\n","   0.09610740271693684),\n","  ((0.4080059482128172, 0.44095238095238093, 0.41753299455671683, None),\n","   0.21142301801669833),\n","  ((0.3976328801198637, 0.4523809523809524, 0.3781405528540395, None),\n","   0.18685982438726498),\n","  ((0.6185242672951773, 0.5723809523809524, 0.549823860120917, None),\n","   0.29078701458624595),\n","  ((0.309647023686949, 0.3761904761904762, 0.3239784554352931, None),\n","   0.08170373605315741),\n","  ((0.6751933608088846, 0.5952380952380951, 0.5873839641164069, None),\n","   0.2906052432375619),\n","  ((0.6210164282806679, 0.6590476190476192, 0.6189747757709788, None),\n","   0.4535620437536929),\n","  ((0.3072403344951074, 0.3323809523809524, 0.29521955328344845, None),\n","   0.09190171436659296)]}"]},"metadata":{},"execution_count":143}]},{"cell_type":"code","execution_count":null,"id":"representative-floating","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:51:31.206795Z","start_time":"2021-05-24T06:51:31.162140Z"},"colab":{"base_uri":"https://localhost:8080/","height":677},"id":"representative-floating","executionInfo":{"status":"ok","timestamp":1746535865422,"user_tz":-120,"elapsed":116,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"8c43d2e0-5cb2-4622-d3e2-ee37579e5366"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["<pandas.io.formats.style.Styler at 0x7b55f37581d0>"],"text/html":["<style type=\"text/css\">\n","#T_5a690_row1_col0, #T_5a690_row1_col1, #T_5a690_row1_col2, #T_5a690_row1_col3 {\n","  background-color: lightcoral;\n","}\n","#T_5a690_row2_col0, #T_5a690_row8_col1, #T_5a690_row8_col2, #T_5a690_row17_col3 {\n","  background-color: green;\n","}\n","</style>\n","<table id=\"T_5a690\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th class=\"blank level0\" >&nbsp;</th>\n","      <th id=\"T_5a690_level0_col0\" class=\"col_heading level0 col0\" >precision</th>\n","      <th id=\"T_5a690_level0_col1\" class=\"col_heading level0 col1\" >recall</th>\n","      <th id=\"T_5a690_level0_col2\" class=\"col_heading level0 col2\" >f1_score</th>\n","      <th id=\"T_5a690_level0_col3\" class=\"col_heading level0 col3\" >ARI</th>\n","    </tr>\n","    <tr>\n","      <th class=\"index_name level0\" >title</th>\n","      <th class=\"blank col0\" >&nbsp;</th>\n","      <th class=\"blank col1\" >&nbsp;</th>\n","      <th class=\"blank col2\" >&nbsp;</th>\n","      <th class=\"blank col3\" >&nbsp;</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th id=\"T_5a690_level0_row0\" class=\"row_heading level0 row0\" >BoW</th>\n","      <td id=\"T_5a690_row0_col0\" class=\"data row0 col0\" >78.04%</td>\n","      <td id=\"T_5a690_row0_col1\" class=\"data row0 col1\" >62.38%</td>\n","      <td id=\"T_5a690_row0_col2\" class=\"data row0 col2\" >65.27%</td>\n","      <td id=\"T_5a690_row0_col3\" class=\"data row0 col3\" >31.07%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_5a690_level0_row1\" class=\"row_heading level0 row1\" >Text statistics</th>\n","      <td id=\"T_5a690_row1_col0\" class=\"data row1 col0\" >23.02%</td>\n","      <td id=\"T_5a690_row1_col1\" class=\"data row1 col1\" >24.86%</td>\n","      <td id=\"T_5a690_row1_col2\" class=\"data row1 col2\" >16.63%</td>\n","      <td id=\"T_5a690_row1_col3\" class=\"data row1 col3\" >3.65%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_5a690_level0_row2\" class=\"row_heading level0 row2\" >BoW + TFiDF</th>\n","      <td id=\"T_5a690_row2_col0\" class=\"data row2 col0\" >86.97%</td>\n","      <td id=\"T_5a690_row2_col1\" class=\"data row2 col1\" >61.90%</td>\n","      <td id=\"T_5a690_row2_col2\" class=\"data row2 col2\" >64.55%</td>\n","      <td id=\"T_5a690_row2_col3\" class=\"data row2 col3\" >27.25%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_5a690_level0_row3\" class=\"row_heading level0 row3\" >BoW + LatentDirichletAllocation</th>\n","      <td id=\"T_5a690_row3_col0\" class=\"data row3 col0\" >43.60%</td>\n","      <td id=\"T_5a690_row3_col1\" class=\"data row3 col1\" >45.71%</td>\n","      <td id=\"T_5a690_row3_col2\" class=\"data row3 col2\" >43.78%</td>\n","      <td id=\"T_5a690_row3_col3\" class=\"data row3 col3\" >22.34%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_5a690_level0_row4\" class=\"row_heading level0 row4\" >BoW + PCA (2 components, 8.66% explained variance)</th>\n","      <td id=\"T_5a690_row4_col0\" class=\"data row4 col0\" >53.94%</td>\n","      <td id=\"T_5a690_row4_col1\" class=\"data row4 col1\" >49.62%</td>\n","      <td id=\"T_5a690_row4_col2\" class=\"data row4 col2\" >45.88%</td>\n","      <td id=\"T_5a690_row4_col3\" class=\"data row4 col3\" >22.14%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_5a690_level0_row5\" class=\"row_heading level0 row5\" >BoW + TFiDF + PCA (2 components, 4.50% explained variance)</th>\n","      <td id=\"T_5a690_row5_col0\" class=\"data row5 col0\" >36.83%</td>\n","      <td id=\"T_5a690_row5_col1\" class=\"data row5 col1\" >43.33%</td>\n","      <td id=\"T_5a690_row5_col2\" class=\"data row5 col2\" >35.55%</td>\n","      <td id=\"T_5a690_row5_col3\" class=\"data row5 col3\" >12.96%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_5a690_level0_row6\" class=\"row_heading level0 row6\" >BoW + LDA + PCA (2 components, 41.37% explained variance)</th>\n","      <td id=\"T_5a690_row6_col0\" class=\"data row6 col0\" >26.45%</td>\n","      <td id=\"T_5a690_row6_col1\" class=\"data row6 col1\" >42.48%</td>\n","      <td id=\"T_5a690_row6_col2\" class=\"data row6 col2\" >31.88%</td>\n","      <td id=\"T_5a690_row6_col3\" class=\"data row6 col3\" >14.37%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_5a690_level0_row7\" class=\"row_heading level0 row7\" >BoW + T-SNE 2 components</th>\n","      <td id=\"T_5a690_row7_col0\" class=\"data row7 col0\" >66.66%</td>\n","      <td id=\"T_5a690_row7_col1\" class=\"data row7 col1\" >62.86%</td>\n","      <td id=\"T_5a690_row7_col2\" class=\"data row7 col2\" >63.81%</td>\n","      <td id=\"T_5a690_row7_col3\" class=\"data row7 col3\" >39.48%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_5a690_level0_row8\" class=\"row_heading level0 row8\" >BoW + TFiDF + T-SNE 2 components</th>\n","      <td id=\"T_5a690_row8_col0\" class=\"data row8 col0\" >67.79%</td>\n","      <td id=\"T_5a690_row8_col1\" class=\"data row8 col1\" >66.67%</td>\n","      <td id=\"T_5a690_row8_col2\" class=\"data row8 col2\" >66.85%</td>\n","      <td id=\"T_5a690_row8_col3\" class=\"data row8 col3\" >42.84%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_5a690_level0_row9\" class=\"row_heading level0 row9\" >BoW + LDA + T-SNE 2 components</th>\n","      <td id=\"T_5a690_row9_col0\" class=\"data row9 col0\" >39.60%</td>\n","      <td id=\"T_5a690_row9_col1\" class=\"data row9 col1\" >42.48%</td>\n","      <td id=\"T_5a690_row9_col2\" class=\"data row9 col2\" >39.97%</td>\n","      <td id=\"T_5a690_row9_col3\" class=\"data row9 col3\" >18.52%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_5a690_level0_row10\" class=\"row_heading level0 row10\" >BoW + MDS 2 components</th>\n","      <td id=\"T_5a690_row10_col0\" class=\"data row10 col0\" >49.09%</td>\n","      <td id=\"T_5a690_row10_col1\" class=\"data row10 col1\" >48.86%</td>\n","      <td id=\"T_5a690_row10_col2\" class=\"data row10 col2\" >48.84%</td>\n","      <td id=\"T_5a690_row10_col3\" class=\"data row10 col3\" >23.83%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_5a690_level0_row11\" class=\"row_heading level0 row11\" >BoW + TFiDF + MDS 2 components</th>\n","      <td id=\"T_5a690_row11_col0\" class=\"data row11 col0\" >26.78%</td>\n","      <td id=\"T_5a690_row11_col1\" class=\"data row11 col1\" >32.67%</td>\n","      <td id=\"T_5a690_row11_col2\" class=\"data row11 col2\" >29.01%</td>\n","      <td id=\"T_5a690_row11_col3\" class=\"data row11 col3\" >9.61%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_5a690_level0_row12\" class=\"row_heading level0 row12\" >BoW + LDA + MDS 2 components</th>\n","      <td id=\"T_5a690_row12_col0\" class=\"data row12 col0\" >40.80%</td>\n","      <td id=\"T_5a690_row12_col1\" class=\"data row12 col1\" >44.10%</td>\n","      <td id=\"T_5a690_row12_col2\" class=\"data row12 col2\" >41.75%</td>\n","      <td id=\"T_5a690_row12_col3\" class=\"data row12 col3\" >21.14%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_5a690_level0_row13\" class=\"row_heading level0 row13\" >BoW + Spectral 2 components</th>\n","      <td id=\"T_5a690_row13_col0\" class=\"data row13 col0\" >39.76%</td>\n","      <td id=\"T_5a690_row13_col1\" class=\"data row13 col1\" >45.24%</td>\n","      <td id=\"T_5a690_row13_col2\" class=\"data row13 col2\" >37.81%</td>\n","      <td id=\"T_5a690_row13_col3\" class=\"data row13 col3\" >18.69%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_5a690_level0_row14\" class=\"row_heading level0 row14\" >BoW + TFiDF + Spectral 2 components</th>\n","      <td id=\"T_5a690_row14_col0\" class=\"data row14 col0\" >61.85%</td>\n","      <td id=\"T_5a690_row14_col1\" class=\"data row14 col1\" >57.24%</td>\n","      <td id=\"T_5a690_row14_col2\" class=\"data row14 col2\" >54.98%</td>\n","      <td id=\"T_5a690_row14_col3\" class=\"data row14 col3\" >29.08%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_5a690_level0_row15\" class=\"row_heading level0 row15\" >BoW + LDA + Spectral 2 components</th>\n","      <td id=\"T_5a690_row15_col0\" class=\"data row15 col0\" >30.96%</td>\n","      <td id=\"T_5a690_row15_col1\" class=\"data row15 col1\" >37.62%</td>\n","      <td id=\"T_5a690_row15_col2\" class=\"data row15 col2\" >32.40%</td>\n","      <td id=\"T_5a690_row15_col3\" class=\"data row15 col3\" >8.17%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_5a690_level0_row16\" class=\"row_heading level0 row16\" >BoW + UMAP 2 components</th>\n","      <td id=\"T_5a690_row16_col0\" class=\"data row16 col0\" >67.52%</td>\n","      <td id=\"T_5a690_row16_col1\" class=\"data row16 col1\" >59.52%</td>\n","      <td id=\"T_5a690_row16_col2\" class=\"data row16 col2\" >58.74%</td>\n","      <td id=\"T_5a690_row16_col3\" class=\"data row16 col3\" >29.06%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_5a690_level0_row17\" class=\"row_heading level0 row17\" >BoW + TFiDF + UMAP 2 components</th>\n","      <td id=\"T_5a690_row17_col0\" class=\"data row17 col0\" >62.10%</td>\n","      <td id=\"T_5a690_row17_col1\" class=\"data row17 col1\" >65.90%</td>\n","      <td id=\"T_5a690_row17_col2\" class=\"data row17 col2\" >61.90%</td>\n","      <td id=\"T_5a690_row17_col3\" class=\"data row17 col3\" >45.36%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_5a690_level0_row18\" class=\"row_heading level0 row18\" >BoW + LDA + UMAP 2 components</th>\n","      <td id=\"T_5a690_row18_col0\" class=\"data row18 col0\" >30.72%</td>\n","      <td id=\"T_5a690_row18_col1\" class=\"data row18 col1\" >33.24%</td>\n","      <td id=\"T_5a690_row18_col2\" class=\"data row18 col2\" >29.52%</td>\n","      <td id=\"T_5a690_row18_col3\" class=\"data row18 col3\" >9.19%</td>\n","    </tr>\n","  </tbody>\n","</table>\n"]},"metadata":{},"execution_count":144}],"source":["results_product_name = dict_to_df(results)\n","results_product_name"]},{"cell_type":"code","source":["results_1['title']"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YR0cooruT7Cv","executionInfo":{"status":"ok","timestamp":1746535865469,"user_tz":-120,"elapsed":48,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"f4595c9b-0f86-42f1-8b76-a996fc01f4fc"},"id":"YR0cooruT7Cv","execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['BoW',\n"," 'Text statistics',\n"," 'BoW + TFiDF',\n"," 'BoW + LatentDirichletAllocation',\n"," 'BoW + PCA (2 components, 19.28% explained variance)',\n"," 'BoW + TFiDF + PCA (2 components, 8.92% explained variance)',\n"," 'BoW + LDA + PCA (2 components, 36.23% explained variance)',\n"," 'BoW + T-SNE 2 components',\n"," 'BoW + TFiDF + T-SNE 2 components',\n"," 'BoW + LDA + T-SNE 2 components',\n"," 'BoW + MDS 2 components',\n"," 'BoW + TFiDF + MDS 2 components',\n"," 'BoW + LDA + MDS 2 components',\n"," 'BoW + Spectral 2 components',\n"," 'BoW + TFiDF + Spectral 2 components',\n"," 'BoW + LDA + Spectral 2 components',\n"," 'BoW + UMAP 2 components',\n"," 'BoW + TFiDF + UMAP 2 components',\n"," 'BoW + LDA + UMAP 2 components']"]},"metadata":{},"execution_count":145}]},{"cell_type":"code","execution_count":null,"id":"heavy-romance","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:51:31.253162Z","start_time":"2021-05-24T06:51:31.210801Z"},"colab":{"base_uri":"https://localhost:8080/","height":677},"id":"heavy-romance","executionInfo":{"status":"ok","timestamp":1746535865471,"user_tz":-120,"elapsed":3,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"80752a79-6a43-4e56-cc11-8cc2f324bc44"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["<pandas.io.formats.style.Styler at 0x7b57381ddd90>"],"text/html":["<style type=\"text/css\">\n","#T_fa437_row1_col0, #T_fa437_row1_col1, #T_fa437_row1_col2, #T_fa437_row1_col3 {\n","  background-color: lightcoral;\n","}\n","#T_fa437_row8_col2, #T_fa437_row14_col0, #T_fa437_row17_col1, #T_fa437_row17_col3 {\n","  background-color: green;\n","}\n","</style>\n","<table id=\"T_fa437\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th class=\"blank level0\" >&nbsp;</th>\n","      <th id=\"T_fa437_level0_col0\" class=\"col_heading level0 col0\" >precision</th>\n","      <th id=\"T_fa437_level0_col1\" class=\"col_heading level0 col1\" >recall</th>\n","      <th id=\"T_fa437_level0_col2\" class=\"col_heading level0 col2\" >f1_score</th>\n","      <th id=\"T_fa437_level0_col3\" class=\"col_heading level0 col3\" >ARI</th>\n","    </tr>\n","    <tr>\n","      <th class=\"index_name level0\" >title</th>\n","      <th class=\"blank col0\" >&nbsp;</th>\n","      <th class=\"blank col1\" >&nbsp;</th>\n","      <th class=\"blank col2\" >&nbsp;</th>\n","      <th class=\"blank col3\" >&nbsp;</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th id=\"T_fa437_level0_row0\" class=\"row_heading level0 row0\" >BoW</th>\n","      <td id=\"T_fa437_row0_col0\" class=\"data row0 col0\" >43.95%</td>\n","      <td id=\"T_fa437_row0_col1\" class=\"data row0 col1\" >45.62%</td>\n","      <td id=\"T_fa437_row0_col2\" class=\"data row0 col2\" >38.76%</td>\n","      <td id=\"T_fa437_row0_col3\" class=\"data row0 col3\" >21.88%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fa437_level0_row1\" class=\"row_heading level0 row1\" >Text statistics</th>\n","      <td id=\"T_fa437_row1_col0\" class=\"data row1 col0\" >20.61%</td>\n","      <td id=\"T_fa437_row1_col1\" class=\"data row1 col1\" >24.19%</td>\n","      <td id=\"T_fa437_row1_col2\" class=\"data row1 col2\" >17.53%</td>\n","      <td id=\"T_fa437_row1_col3\" class=\"data row1 col3\" >2.27%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fa437_level0_row2\" class=\"row_heading level0 row2\" >BoW + TFiDF</th>\n","      <td id=\"T_fa437_row2_col0\" class=\"data row2 col0\" >58.98%</td>\n","      <td id=\"T_fa437_row2_col1\" class=\"data row2 col1\" >53.05%</td>\n","      <td id=\"T_fa437_row2_col2\" class=\"data row2 col2\" >50.58%</td>\n","      <td id=\"T_fa437_row2_col3\" class=\"data row2 col3\" >28.67%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fa437_level0_row3\" class=\"row_heading level0 row3\" >BoW + LatentDirichletAllocation</th>\n","      <td id=\"T_fa437_row3_col0\" class=\"data row3 col0\" >48.38%</td>\n","      <td id=\"T_fa437_row3_col1\" class=\"data row3 col1\" >49.43%</td>\n","      <td id=\"T_fa437_row3_col2\" class=\"data row3 col2\" >47.56%</td>\n","      <td id=\"T_fa437_row3_col3\" class=\"data row3 col3\" >23.80%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fa437_level0_row4\" class=\"row_heading level0 row4\" >BoW + PCA (2 components, 19.28% explained variance)</th>\n","      <td id=\"T_fa437_row4_col0\" class=\"data row4 col0\" >43.06%</td>\n","      <td id=\"T_fa437_row4_col1\" class=\"data row4 col1\" >41.43%</td>\n","      <td id=\"T_fa437_row4_col2\" class=\"data row4 col2\" >37.09%</td>\n","      <td id=\"T_fa437_row4_col3\" class=\"data row4 col3\" >17.48%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fa437_level0_row5\" class=\"row_heading level0 row5\" >BoW + TFiDF + PCA (2 components, 8.92% explained variance)</th>\n","      <td id=\"T_fa437_row5_col0\" class=\"data row5 col0\" >32.76%</td>\n","      <td id=\"T_fa437_row5_col1\" class=\"data row5 col1\" >41.62%</td>\n","      <td id=\"T_fa437_row5_col2\" class=\"data row5 col2\" >36.14%</td>\n","      <td id=\"T_fa437_row5_col3\" class=\"data row5 col3\" >15.47%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fa437_level0_row6\" class=\"row_heading level0 row6\" >BoW + LDA + PCA (2 components, 36.23% explained variance)</th>\n","      <td id=\"T_fa437_row6_col0\" class=\"data row6 col0\" >43.59%</td>\n","      <td id=\"T_fa437_row6_col1\" class=\"data row6 col1\" >42.00%</td>\n","      <td id=\"T_fa437_row6_col2\" class=\"data row6 col2\" >38.57%</td>\n","      <td id=\"T_fa437_row6_col3\" class=\"data row6 col3\" >15.68%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fa437_level0_row7\" class=\"row_heading level0 row7\" >BoW + T-SNE 2 components</th>\n","      <td id=\"T_fa437_row7_col0\" class=\"data row7 col0\" >54.40%</td>\n","      <td id=\"T_fa437_row7_col1\" class=\"data row7 col1\" >54.19%</td>\n","      <td id=\"T_fa437_row7_col2\" class=\"data row7 col2\" >50.65%</td>\n","      <td id=\"T_fa437_row7_col3\" class=\"data row7 col3\" >30.86%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fa437_level0_row8\" class=\"row_heading level0 row8\" >BoW + TFiDF + T-SNE 2 components</th>\n","      <td id=\"T_fa437_row8_col0\" class=\"data row8 col0\" >62.62%</td>\n","      <td id=\"T_fa437_row8_col1\" class=\"data row8 col1\" >59.05%</td>\n","      <td id=\"T_fa437_row8_col2\" class=\"data row8 col2\" >59.91%</td>\n","      <td id=\"T_fa437_row8_col3\" class=\"data row8 col3\" >35.74%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fa437_level0_row9\" class=\"row_heading level0 row9\" >BoW + LDA + T-SNE 2 components</th>\n","      <td id=\"T_fa437_row9_col0\" class=\"data row9 col0\" >44.30%</td>\n","      <td id=\"T_fa437_row9_col1\" class=\"data row9 col1\" >48.00%</td>\n","      <td id=\"T_fa437_row9_col2\" class=\"data row9 col2\" >44.80%</td>\n","      <td id=\"T_fa437_row9_col3\" class=\"data row9 col3\" >24.70%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fa437_level0_row10\" class=\"row_heading level0 row10\" >BoW + MDS 2 components</th>\n","      <td id=\"T_fa437_row10_col0\" class=\"data row10 col0\" >34.33%</td>\n","      <td id=\"T_fa437_row10_col1\" class=\"data row10 col1\" >43.90%</td>\n","      <td id=\"T_fa437_row10_col2\" class=\"data row10 col2\" >37.39%</td>\n","      <td id=\"T_fa437_row10_col3\" class=\"data row10 col3\" >21.52%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fa437_level0_row11\" class=\"row_heading level0 row11\" >BoW + TFiDF + MDS 2 components</th>\n","      <td id=\"T_fa437_row11_col0\" class=\"data row11 col0\" >26.89%</td>\n","      <td id=\"T_fa437_row11_col1\" class=\"data row11 col1\" >36.38%</td>\n","      <td id=\"T_fa437_row11_col2\" class=\"data row11 col2\" >30.27%</td>\n","      <td id=\"T_fa437_row11_col3\" class=\"data row11 col3\" >14.93%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fa437_level0_row12\" class=\"row_heading level0 row12\" >BoW + LDA + MDS 2 components</th>\n","      <td id=\"T_fa437_row12_col0\" class=\"data row12 col0\" >39.84%</td>\n","      <td id=\"T_fa437_row12_col1\" class=\"data row12 col1\" >44.00%</td>\n","      <td id=\"T_fa437_row12_col2\" class=\"data row12 col2\" >41.14%</td>\n","      <td id=\"T_fa437_row12_col3\" class=\"data row12 col3\" >22.58%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fa437_level0_row13\" class=\"row_heading level0 row13\" >BoW + Spectral 2 components</th>\n","      <td id=\"T_fa437_row13_col0\" class=\"data row13 col0\" >56.15%</td>\n","      <td id=\"T_fa437_row13_col1\" class=\"data row13 col1\" >50.48%</td>\n","      <td id=\"T_fa437_row13_col2\" class=\"data row13 col2\" >48.58%</td>\n","      <td id=\"T_fa437_row13_col3\" class=\"data row13 col3\" >23.40%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fa437_level0_row14\" class=\"row_heading level0 row14\" >BoW + TFiDF + Spectral 2 components</th>\n","      <td id=\"T_fa437_row14_col0\" class=\"data row14 col0\" >63.96%</td>\n","      <td id=\"T_fa437_row14_col1\" class=\"data row14 col1\" >53.14%</td>\n","      <td id=\"T_fa437_row14_col2\" class=\"data row14 col2\" >55.69%</td>\n","      <td id=\"T_fa437_row14_col3\" class=\"data row14 col3\" >27.37%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fa437_level0_row15\" class=\"row_heading level0 row15\" >BoW + LDA + Spectral 2 components</th>\n","      <td id=\"T_fa437_row15_col0\" class=\"data row15 col0\" >31.56%</td>\n","      <td id=\"T_fa437_row15_col1\" class=\"data row15 col1\" >38.00%</td>\n","      <td id=\"T_fa437_row15_col2\" class=\"data row15 col2\" >31.82%</td>\n","      <td id=\"T_fa437_row15_col3\" class=\"data row15 col3\" >11.60%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fa437_level0_row16\" class=\"row_heading level0 row16\" >BoW + UMAP 2 components</th>\n","      <td id=\"T_fa437_row16_col0\" class=\"data row16 col0\" >52.69%</td>\n","      <td id=\"T_fa437_row16_col1\" class=\"data row16 col1\" >51.14%</td>\n","      <td id=\"T_fa437_row16_col2\" class=\"data row16 col2\" >47.90%</td>\n","      <td id=\"T_fa437_row16_col3\" class=\"data row16 col3\" >25.79%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fa437_level0_row17\" class=\"row_heading level0 row17\" >BoW + TFiDF + UMAP 2 components</th>\n","      <td id=\"T_fa437_row17_col0\" class=\"data row17 col0\" >59.61%</td>\n","      <td id=\"T_fa437_row17_col1\" class=\"data row17 col1\" >59.52%</td>\n","      <td id=\"T_fa437_row17_col2\" class=\"data row17 col2\" >55.09%</td>\n","      <td id=\"T_fa437_row17_col3\" class=\"data row17 col3\" >36.84%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fa437_level0_row18\" class=\"row_heading level0 row18\" >BoW + LDA + UMAP 2 components</th>\n","      <td id=\"T_fa437_row18_col0\" class=\"data row18 col0\" >43.92%</td>\n","      <td id=\"T_fa437_row18_col1\" class=\"data row18 col1\" >44.67%</td>\n","      <td id=\"T_fa437_row18_col2\" class=\"data row18 col2\" >41.21%</td>\n","      <td id=\"T_fa437_row18_col3\" class=\"data row18 col3\" >21.68%</td>\n","    </tr>\n","  </tbody>\n","</table>\n"]},"metadata":{},"execution_count":146}],"source":["results_description = dict_to_df(results_1)\n","results_description"]},{"cell_type":"markdown","id":"included-sociology","metadata":{"id":"included-sociology"},"source":["# 7) Data backup for other notebooks imports\n","\n","table containing :\n","\n","    * category\n","    \n","    * cat_code\n","    \n","    * product_name\n","    \n","    * description\n","    \n","    * product_name_prep  <- product_name.apply(preprocess1)\n","    \n","    * description_prep <- description.apply(preprocess1)\n","    \n","1050 products, 7 classes of 150"]},{"cell_type":"code","execution_count":null,"id":"rural-gambling","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:51:31.283726Z","start_time":"2021-05-24T06:51:31.256162Z"},"colab":{"base_uri":"https://localhost:8080/","height":53},"id":"rural-gambling","executionInfo":{"status":"ok","timestamp":1746535865511,"user_tz":-120,"elapsed":40,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"7483e144-722d-406b-be5c-1bd94112c677"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["Empty DataFrame\n","Columns: [category, cat_code, product_name, description, product_name_prep, description_prep, complete_description, complete_description_prep]\n","Index: []"],"text/html":["\n","  <div id=\"df-42513501-4656-44f5-9a02-fe62d684c830\" 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Only Genuine Products. 30 Day Replacement Guarantee. Free Shipping. Cash On Delivery!\",\n          \"Buy Philips 9.5 W LED B22 3000K A55 IND Bulb for Rs.419 online. Philips 9.5 W LED B22 3000K A55 IND Bulb at best prices with FREE shipping & cash on delivery. Only Genuine Products. 30 Day Replacement Guarantee.\",\n          \"Lapguard Lenovo IdeaPad V470 6 Cell Laptop Battery\\r\\n                         Price: Rs. 1,799\\r\\n\\t\\t\\t\\t\\r\\n\\t\\t\\tThe product is compatible with the above mentioned model number.This Lapguard replacement battery is made from high grade cells and highest quality parts. This Lapguard brand replacement battery is 100 percent comparable to original battery in all terms including its size, appearance and most important quality. Each Lapguard laptop battery has to pass strict quality control procedures including filtration and safety testing of voltage, capacity and battery core (body). Each battery also passes necessary authentication certifications like CE, ROHS etc. Before leaving the factory, so you can be rest assured for its quality, durability and performance. Please note that all images are indicative, actual product label may vary. Battery part No./model may not be printed on label.\\r\\nThe product is compatible with the above mentioned model number.This Lapguard replacement battery is made from high grade cells and highest quality parts. This Lapguard brand replacement battery is 100 percent comparable to original battery in all terms including its size, appearance and most important quality. Each Lapguard laptop battery has to pass strict quality control procedures including filtration and safety testing of voltage, capacity and battery core (body). Each battery also passes necessary authentication certifications like CE, ROHS etc. Before leaving the factory, so you can be rest assured for its quality, durability and performance. Please note that all images are indicative, actual product label may vary. Battery part No./model may not be printed on label.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"product_name_prep\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 992,\n        \"samples\": [\n          \"shape stool showpiec cm eleph wooden round handpaint surfac\",\n          \"bracl edimax\",\n          \"analog watch men maxima lmgi\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"description_prep\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1009,\n        \"samples\": [\n          \"flipkartcom deliveri product ship free decor polyest royalblu curtain galaxi eyelet genuin cash buy door rs plain\",\n          \"shop flipkartcom print collect portia cloth trendi india apparel multicolor polka onlin cap buy brand rs huge\",\n          \"best replac product kit day almond buy mixfruit jasmin soap ship honey onlin aloevera combo price mxofer rs free genuin deliveri rose cash guarante\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"complete_description\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1050,\n        \"samples\": [\n          \"Zyxel PLA-4205 Buy Zyxel PLA-4205 only for Rs. 8100 from Flipkart.com. Only Genuine Products. 30 Day Replacement Guarantee. Free Shipping. Cash On Delivery!\",\n          \"Philips 9.5 W LED B22 3000K A55 IND Bulb Buy Philips 9.5 W LED B22 3000K A55 IND Bulb for Rs.419 online. Philips 9.5 W LED B22 3000K A55 IND Bulb at best prices with FREE shipping & cash on delivery. Only Genuine Products. 30 Day Replacement Guarantee.\",\n          \"Lapguard Lenovo IdeaPad V470 6 Cell Laptop Battery Lapguard Lenovo IdeaPad V470 6 Cell Laptop Battery\\r\\n                         Price: Rs. 1,799\\r\\n\\t\\t\\t\\t\\r\\n\\t\\t\\tThe product is compatible with the above mentioned model number.This Lapguard replacement battery is made from high grade cells and highest quality parts. This Lapguard brand replacement battery is 100 percent comparable to original battery in all terms including its size, appearance and most important quality. Each Lapguard laptop battery has to pass strict quality control procedures including filtration and safety testing of voltage, capacity and battery core (body). Each battery also passes necessary authentication certifications like CE, ROHS etc. Before leaving the factory, so you can be rest assured for its quality, durability and performance. Please note that all images are indicative, actual product label may vary. Battery part No./model may not be printed on label.\\r\\nThe product is compatible with the above mentioned model number.This Lapguard replacement battery is made from high grade cells and highest quality parts. This Lapguard brand replacement battery is 100 percent comparable to original battery in all terms including its size, appearance and most important quality. Each Lapguard laptop battery has to pass strict quality control procedures including filtration and safety testing of voltage, capacity and battery core (body). Each battery also passes necessary authentication certifications like CE, ROHS etc. Before leaving the factory, so you can be rest assured for its quality, durability and performance. Please note that all images are indicative, actual product label may vary. Battery part No./model may not be printed on label.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"complete_description_prep\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1009,\n        \"samples\": [\n          \"flipkartcom deliveri product ship free decor polyest royalblu curtain galaxi eyelet genuin cash buy door rs plain\",\n          \"shop flipkartcom print collect portia cloth trendi india apparel multicolor polka onlin cap buy brand rs huge\",\n          \"best replac product kit day almond buy mixfruit jasmin soap ship honey onlin aloevera combo price mxofer rs free genuin deliveri rose cash guarante\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":147}],"source":["data.head(0)"]},{"cell_type":"code","execution_count":null,"id":"modified-charleston","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:51:31.299305Z","start_time":"2021-05-24T06:51:31.286313Z"},"id":"modified-charleston","executionInfo":{"status":"ok","timestamp":1746535866172,"user_tz":-120,"elapsed":660,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"colab":{"base_uri":"https://localhost:8080/"},"outputId":"870db27d-b719-43f7-c86d-7b16ab2df8fe"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['Flip_opt.cat']"]},"metadata":{},"execution_count":148}],"source":["import joblib\n","\n","\n","\n","joblib.dump(data,'Flip_opt.data')\n","joblib.dump(cat,'Flip_opt.cat')\n"]},{"cell_type":"code","execution_count":null,"id":"crazy-grounds","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:51:31.315080Z","start_time":"2021-05-24T06:51:31.301512Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"crazy-grounds","executionInfo":{"status":"ok","timestamp":1746535866177,"user_tz":-120,"elapsed":3,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"13cc4490-c9f6-4a58-a3ff-c6bbb0d679a7"},"outputs":[{"output_type":"stream","name":"stdout","text":[" Executé en :  0:09:01.003114\n"]}],"source":["print(' Executé en : ', datetime.timedelta(seconds=(time.time() - start_time)))"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.8.8"},"toc":{"base_numbering":1,"nav_menu":{},"number_sections":true,"sideBar":true,"skip_h1_title":false,"title_cell":"Table of Contents","title_sidebar":"Contents","toc_cell":true,"toc_position":{"height":"calc(100% - 180px)","left":"10px","top":"150px","width":"324.258px"},"toc_section_display":true,"toc_window_display":false},"colab":{"provenance":[],"toc_visible":true}},"nbformat":4,"nbformat_minor":5}
\ No newline at end of file
diff --git a/P6_02_NLP_Doc2Vec.ipynb b/P6_02_NLP_Doc2Vec.ipynb
new file mode 100644
index 0000000..96a801e
--- /dev/null
+++ b/P6_02_NLP_Doc2Vec.ipynb
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+{"cells":[{"cell_type":"markdown","source":["Using Dic2Vec requires gensim. Using gensim requires older version of Numpy which can cause malfunctioning on other NLP algorithms. So Dic2Vec has its own notebook."],"metadata":{"id":"HflvEaKof5O6"},"id":"HflvEaKof5O6"},{"cell_type":"markdown","source":["# Requirements"],"metadata":{"id":"41Ky82fGWpZR"},"id":"41Ky82fGWpZR"},{"cell_type":"code","source":["!pip install --upgrade pandas pandasai"],"metadata":{"id":"6oEV77O5DmO6","executionInfo":{"status":"ok","timestamp":1746547452550,"user_tz":-120,"elapsed":251802,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"d83e8600-a294-4e14-8947-8504c37869e7"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: pandas in /usr/local/lib/python3.11/dist-packages (2.2.2)\n","Collecting pandas\n","  Downloading pandas-2.2.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (89 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m89.9/89.9 kB\u001b[0m \u001b[31m2.8 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\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m334.4/334.4 kB\u001b[0m \u001b[31m23.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hInstalling collected packages: triton, sqlglotrs, python-dotenv, pillow, nvidia-nvtx-cu12, nvidia-nccl-cu12, nvidia-cusparse-cu12, nvidia-curand-cu12, nvidia-cufft-cu12, nvidia-cuda-runtime-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, astor, pandas, nvidia-cusolver-cu12, nvidia-cudnn-cu12, faker, torch, pandasai\n","  Attempting uninstall: triton\n","    Found existing installation: triton 3.2.0\n","    Uninstalling triton-3.2.0:\n","      Successfully uninstalled triton-3.2.0\n","  Attempting uninstall: pillow\n","    Found existing installation: pillow 11.2.1\n","    Uninstalling pillow-11.2.1:\n","      Successfully uninstalled pillow-11.2.1\n","  Attempting uninstall: nvidia-nvtx-cu12\n","    Found existing installation: nvidia-nvtx-cu12 12.4.127\n","    Uninstalling nvidia-nvtx-cu12-12.4.127:\n","      Successfully uninstalled nvidia-nvtx-cu12-12.4.127\n","  Attempting uninstall: nvidia-nccl-cu12\n","    Found existing installation: nvidia-nccl-cu12 2.21.5\n","    Uninstalling nvidia-nccl-cu12-2.21.5:\n","      Successfully uninstalled nvidia-nccl-cu12-2.21.5\n","  Attempting uninstall: nvidia-cusparse-cu12\n","    Found existing installation: nvidia-cusparse-cu12 12.5.1.3\n","    Uninstalling nvidia-cusparse-cu12-12.5.1.3:\n","      Successfully uninstalled nvidia-cusparse-cu12-12.5.1.3\n","  Attempting uninstall: nvidia-curand-cu12\n","    Found existing installation: nvidia-curand-cu12 10.3.6.82\n","    Uninstalling nvidia-curand-cu12-10.3.6.82:\n","      Successfully uninstalled nvidia-curand-cu12-10.3.6.82\n","  Attempting uninstall: nvidia-cufft-cu12\n","    Found existing installation: nvidia-cufft-cu12 11.2.3.61\n","    Uninstalling nvidia-cufft-cu12-11.2.3.61:\n","      Successfully uninstalled nvidia-cufft-cu12-11.2.3.61\n","  Attempting uninstall: nvidia-cuda-runtime-cu12\n","    Found existing installation: nvidia-cuda-runtime-cu12 12.5.82\n","    Uninstalling nvidia-cuda-runtime-cu12-12.5.82:\n","      Successfully uninstalled nvidia-cuda-runtime-cu12-12.5.82\n","  Attempting uninstall: nvidia-cuda-nvrtc-cu12\n","    Found existing installation: nvidia-cuda-nvrtc-cu12 12.5.82\n","    Uninstalling nvidia-cuda-nvrtc-cu12-12.5.82:\n","      Successfully uninstalled nvidia-cuda-nvrtc-cu12-12.5.82\n","  Attempting uninstall: nvidia-cuda-cupti-cu12\n","    Found existing installation: nvidia-cuda-cupti-cu12 12.5.82\n","    Uninstalling nvidia-cuda-cupti-cu12-12.5.82:\n","      Successfully uninstalled nvidia-cuda-cupti-cu12-12.5.82\n","  Attempting uninstall: nvidia-cublas-cu12\n","    Found existing installation: nvidia-cublas-cu12 12.5.3.2\n","    Uninstalling nvidia-cublas-cu12-12.5.3.2:\n","      Successfully uninstalled nvidia-cublas-cu12-12.5.3.2\n","  Attempting uninstall: pandas\n","    Found existing installation: pandas 2.2.2\n","    Uninstalling pandas-2.2.2:\n","      Successfully uninstalled pandas-2.2.2\n","  Attempting uninstall: nvidia-cusolver-cu12\n","    Found existing installation: nvidia-cusolver-cu12 11.6.3.83\n","    Uninstalling nvidia-cusolver-cu12-11.6.3.83:\n","      Successfully uninstalled nvidia-cusolver-cu12-11.6.3.83\n","  Attempting uninstall: nvidia-cudnn-cu12\n","    Found existing installation: nvidia-cudnn-cu12 9.3.0.75\n","    Uninstalling nvidia-cudnn-cu12-9.3.0.75:\n","      Successfully uninstalled nvidia-cudnn-cu12-9.3.0.75\n","  Attempting uninstall: torch\n","    Found existing installation: torch 2.6.0+cu124\n","    Uninstalling torch-2.6.0+cu124:\n","      Successfully uninstalled torch-2.6.0+cu124\n","\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n","google-colab 1.0.0 requires pandas==2.2.2, but you have pandas 1.5.3 which is incompatible.\n","torchvision 0.21.0+cu124 requires torch==2.6.0, but you have torch 2.4.1 which is incompatible.\n","dask-cudf-cu12 25.2.2 requires pandas<2.2.4dev0,>=2.0, but you have pandas 1.5.3 which is incompatible.\n","xarray 2025.3.1 requires pandas>=2.1, but you have pandas 1.5.3 which is incompatible.\n","torchaudio 2.6.0+cu124 requires torch==2.6.0, but you have torch 2.4.1 which is incompatible.\n","mizani 0.13.3 requires pandas>=2.2.0, but you have pandas 1.5.3 which is incompatible.\n","plotnine 0.14.5 requires pandas>=2.2.0, but you have pandas 1.5.3 which is incompatible.\n","cudf-cu12 25.2.1 requires pandas<2.2.4dev0,>=2.0, but you have pandas 1.5.3 which is incompatible.\n","dask-expr 1.1.21 requires pandas>=2, but you have pandas 1.5.3 which is incompatible.\u001b[0m\u001b[31m\n","\u001b[0mSuccessfully installed astor-0.8.1 faker-19.13.0 nvidia-cublas-cu12-12.1.3.1 nvidia-cuda-cupti-cu12-12.1.105 nvidia-cuda-nvrtc-cu12-12.1.105 nvidia-cuda-runtime-cu12-12.1.105 nvidia-cudnn-cu12-9.1.0.70 nvidia-cufft-cu12-11.0.2.54 nvidia-curand-cu12-10.3.2.106 nvidia-cusolver-cu12-11.4.5.107 nvidia-cusparse-cu12-12.1.0.106 nvidia-nccl-cu12-2.20.5 nvidia-nvtx-cu12-12.1.105 pandas-1.5.3 pandasai-2.4.2 pillow-10.4.0 python-dotenv-1.1.0 sqlglotrs-0.2.12 torch-2.4.1 triton-3.0.0\n"]},{"output_type":"display_data","data":{"application/vnd.colab-display-data+json":{"pip_warning":{"packages":["PIL","nvidia","pandas","torch","torchgen","triton"]},"id":"243ec5a582fb45898c6ab3db9a56a09b"}},"metadata":{}}],"id":"6oEV77O5DmO6"},{"cell_type":"code","source":["!pip install gensim\n","# # restart session here if you are in google collab"],"metadata":{"id":"Ro8f49__Dok4","executionInfo":{"status":"ok","timestamp":1746547494221,"user_tz":-120,"elapsed":41629,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"colab":{"base_uri":"https://localhost:8080/"},"outputId":"3c5de274-7723-4d80-c757-111cd6c32a03"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting gensim\n","  Downloading gensim-4.3.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (8.1 kB)\n","Collecting numpy<2.0,>=1.18.5 (from gensim)\n","  Downloading numpy-1.26.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (61 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m61.0/61.0 kB\u001b[0m \u001b[31m2.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting scipy<1.14.0,>=1.7.0 (from gensim)\n","  Downloading scipy-1.13.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (60 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m60.6/60.6 kB\u001b[0m \u001b[31m4.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hRequirement already satisfied: smart-open>=1.8.1 in /usr/local/lib/python3.11/dist-packages (from gensim) (7.1.0)\n","Requirement already satisfied: wrapt in /usr/local/lib/python3.11/dist-packages (from smart-open>=1.8.1->gensim) (1.17.2)\n","Downloading gensim-4.3.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (26.7 MB)\n","\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m26.7/26.7 MB\u001b[0m \u001b[31m29.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hDownloading numpy-1.26.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (18.3 MB)\n","\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m18.3/18.3 MB\u001b[0m \u001b[31m16.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hDownloading scipy-1.13.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (38.6 MB)\n","\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m38.6/38.6 MB\u001b[0m \u001b[31m11.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hInstalling collected packages: numpy, scipy, gensim\n","  Attempting uninstall: numpy\n","    Found existing installation: numpy 2.0.2\n","    Uninstalling numpy-2.0.2:\n","      Successfully uninstalled numpy-2.0.2\n","  Attempting uninstall: scipy\n","    Found existing installation: scipy 1.15.2\n","    Uninstalling scipy-1.15.2:\n","      Successfully uninstalled scipy-1.15.2\n","\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n","google-colab 1.0.0 requires pandas==2.2.2, but you have pandas 1.5.3 which is incompatible.\n","torchvision 0.21.0+cu124 requires torch==2.6.0, but you have torch 2.4.1 which is incompatible.\n","dask-cudf-cu12 25.2.2 requires pandas<2.2.4dev0,>=2.0, but you have pandas 1.5.3 which is incompatible.\n","xarray 2025.3.1 requires pandas>=2.1, but you have pandas 1.5.3 which is incompatible.\n","thinc 8.3.6 requires numpy<3.0.0,>=2.0.0, but you have numpy 1.26.4 which is incompatible.\n","mizani 0.13.3 requires pandas>=2.2.0, but you have pandas 1.5.3 which is incompatible.\n","plotnine 0.14.5 requires pandas>=2.2.0, but you have pandas 1.5.3 which is incompatible.\n","cudf-cu12 25.2.1 requires pandas<2.2.4dev0,>=2.0, but you have pandas 1.5.3 which is incompatible.\n","dask-expr 1.1.21 requires pandas>=2, but you have pandas 1.5.3 which is incompatible.\u001b[0m\u001b[31m\n","\u001b[0mSuccessfully installed gensim-4.3.3 numpy-1.26.4 scipy-1.13.1\n"]}],"id":"Ro8f49__Dok4"},{"cell_type":"markdown","source":["# Libraries, loading data"],"metadata":{"id":"ENdWQRx_pN8W"},"id":"ENdWQRx_pN8W"},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')\n","import os\n","drive_folder=  \"/content/drive/MyDrive/Colab_Notebooks/Project_6\"\n","os.chdir(drive_folder)\n","os.listdir()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Ntb8-hDaP4JV","executionInfo":{"status":"ok","timestamp":1746604827815,"user_tz":-120,"elapsed":17462,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"fac247a5-a6b8-4b80-c3a3-971dd2d6eaf6"},"id":"Ntb8-hDaP4JV","execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]},{"output_type":"execute_result","data":{"text/plain":["['objectifs.pdf',\n"," 'Copie de Weather_Images_CNN_Transfer_Learning_Stage_1_feasibility_V1.0.ipynb',\n"," 'Copie de P6_03_NLP_optim_description.ipynb',\n"," 'Copie de P6_06_IMAGES_Transfert_learning.ipynb',\n"," 'Copie de P6_02_NLP_optim_product_name.ipynb',\n"," 'Copie de P6_07_Faisabilité.ipynb',\n"," 'Copie de P6_05_IMAGES_SIFT_ORB.ipynb',\n"," 'Copie de P6_01_NLP.ipynb',\n"," 'Flipkart',\n"," 'NLP',\n"," 'Weather_Images_CNN_Transfer_Learning_Stage_1_feasibility_V1.0.ipynb',\n"," 'BERT',\n"," 'Copie de P6_04_NLP_TRANSFERT_BERT_tensorflow_full_model.ipynb',\n"," 'FlipKart_NLP.pkl',\n"," 'FEAT_TFIDF_PRODUCT_NAME',\n"," 'FEAT_TFIDF_DESCRIPTION',\n"," 'Flip_opt.data',\n"," 'Flip_opt.cat',\n"," 'DOC2VEC',\n"," 'USE',\n"," 'P6_NLP_optim_product_name.ipynb',\n"," 'P6_NLP_optim_description.ipynb',\n"," 'P6_06_Faisabilité.ipynb',\n"," 'P6_01_NLP_Basic_methods.ipynb',\n"," 'P6_04_IMAGES_SIFT_ORB.ipynb',\n"," 'P6_02_NLP_Dic2Vec.ipynb',\n"," 'P6_05_IMAGES_Transfert_learning.ipynb',\n"," 'P6_03_NLP_transfer_learning.ipynb']"]},"metadata":{},"execution_count":1}]},{"cell_type":"code","execution_count":null,"id":"fancy-score","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:01:33.123781Z","start_time":"2021-05-24T07:01:33.109779Z"},"id":"fancy-score"},"outputs":[],"source":["import time,datetime\n","start_time = time.time()"]},{"cell_type":"code","execution_count":null,"id":"painted-bennett","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:01:36.696008Z","start_time":"2021-05-24T07:01:33.125769Z"},"id":"painted-bennett"},"outputs":[],"source":["import numpy as np\n","import pandas as pd\n","\n","import re\n","import nltk\n","\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","import missingno as msno\n","# import dataprep.eda as eda\n","# import qgrid\n","import plotly.express as px\n","from tqdm.notebook import tqdm\n","import os\n","\n","bleu = (70 / 255, 130 / 255, 180 / 255)\n","pd.set_option('display.max_row', 50)\n","pd.set_option('display.max_column', 50)\n","pd.set_option('display.max_colwidth', 50)"]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')\n","import os\n","drive_folder=  \"/content/drive/MyDrive/Colab_Notebooks/Project_6\"\n","os.chdir(drive_folder)\n","os.listdir()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"PEZ2HjlPWDN0","executionInfo":{"status":"ok","timestamp":1746604844284,"user_tz":-120,"elapsed":935,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"a15a07e2-b598-4a94-fd74-b0f1c4bbb3a3"},"id":"PEZ2HjlPWDN0","execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"]},{"output_type":"execute_result","data":{"text/plain":["['objectifs.pdf',\n"," 'Copie de Weather_Images_CNN_Transfer_Learning_Stage_1_feasibility_V1.0.ipynb',\n"," 'Copie de P6_03_NLP_optim_description.ipynb',\n"," 'Copie de P6_06_IMAGES_Transfert_learning.ipynb',\n"," 'Copie de P6_02_NLP_optim_product_name.ipynb',\n"," 'Copie de P6_07_Faisabilité.ipynb',\n"," 'Copie de P6_05_IMAGES_SIFT_ORB.ipynb',\n"," 'Copie de P6_01_NLP.ipynb',\n"," 'Flipkart',\n"," 'NLP',\n"," 'Weather_Images_CNN_Transfer_Learning_Stage_1_feasibility_V1.0.ipynb',\n"," 'BERT',\n"," 'Copie de P6_04_NLP_TRANSFERT_BERT_tensorflow_full_model.ipynb',\n"," 'FlipKart_NLP.pkl',\n"," 'FEAT_TFIDF_PRODUCT_NAME',\n"," 'FEAT_TFIDF_DESCRIPTION',\n"," 'Flip_opt.data',\n"," 'Flip_opt.cat',\n"," 'DOC2VEC',\n"," 'USE',\n"," 'P6_NLP_optim_product_name.ipynb',\n"," 'P6_NLP_optim_description.ipynb',\n"," 'P6_06_Faisabilité.ipynb',\n"," 'P6_01_NLP_Basic_methods.ipynb',\n"," 'P6_04_IMAGES_SIFT_ORB.ipynb',\n"," 'P6_02_NLP_Dic2Vec.ipynb',\n"," 'P6_05_IMAGES_Transfert_learning.ipynb',\n"," 'P6_03_NLP_transfer_learning.ipynb']"]},"metadata":{},"execution_count":4}]},{"cell_type":"code","execution_count":null,"id":"different-needle","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:01:36.728007Z","start_time":"2021-05-24T07:01:36.697026Z"},"id":"different-needle"},"outputs":[],"source":["import joblib\n","\n","data = joblib.load('Flip_opt.data')\n","cat = joblib.load('Flip_opt.cat')"]},{"cell_type":"code","execution_count":null,"id":"surrounded-creativity","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:01:36.759994Z","start_time":"2021-05-24T07:01:36.730006Z"},"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"surrounded-creativity","executionInfo":{"status":"ok","timestamp":1746604845072,"user_tz":-120,"elapsed":202,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"ad9128b0-0cbc-4f9d-868b-afa70da6f75b"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["    category  cat_code                                       product_name  \\\n","0  Furniture         0  Elegance Polyester Multicolor Abstract Eyelet ...   \n","1       Baby         1                         Sathiyas Cotton Bath Towel   \n","2       Baby         1                Eurospa Cotton Terry Face Towel Set   \n","3  Furniture         0  SANTOSH ROYAL FASHION Cotton Printed King size...   \n","4  Furniture         0  Jaipur Print Cotton Floral King sized Double B...   \n","\n","                                         description  \\\n","0  Key Features of Elegance Polyester Multicolor ...   \n","1  Specifications of Sathiyas Cotton Bath Towel (...   \n","2  Key Features of Eurospa Cotton Terry Face Towe...   \n","3  Key Features of SANTOSH ROYAL FASHION Cotton P...   \n","4  Key Features of Jaipur Print Cotton Floral Kin...   \n","\n","                                   product_name_prep  \\\n","0  polyest curtain abstract eyelet door multicolo...   \n","1                          cotton towel sathiya bath   \n","2                set eurospa terri face cotton towel   \n","3  print doubl santosh size fashion cotton bedshe...   \n","4  print doubl size cotton bedsheet floral jaipur...   \n","\n","                                    description_prep  \\\n","0  style curtaineleg look shrinkag apart sun dust...   \n","1  bath cotton general specif yes mediam box leng...   \n","2  export shrinkag eurospa box weight materi sale...   \n","3  fabric cm cotton key general bleach depth gold...   \n","4  fabric product comfort cm cottonjaipur lifespe...   \n","\n","                                complete_description  \\\n","0  Elegance Polyester Multicolor Abstract Eyelet ...   \n","1  Sathiyas Cotton Bath Towel Specifications of S...   \n","2  Eurospa Cotton Terry Face Towel Set Key Featur...   \n","3  SANTOSH ROYAL FASHION Cotton Printed King size...   \n","4  Jaipur Print Cotton Floral King sized Double B...   \n","\n","                           complete_description_prep  \n","0  style curtaineleg look shrinkag apart sun dust...  \n","1  bath cotton general specif yes mediam box leng...  \n","2  export shrinkag eurospa box weight materi sale...  \n","3  fabric cm cotton key general bleach depth gold...  \n","4  fabric product comfort cm cottonjaipur lifespe...  "],"text/html":["\n","  <div id=\"df-1b779518-7b5d-4d4e-b07d-79ad55ed57be\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>category</th>\n","      <th>cat_code</th>\n","      <th>product_name</th>\n","      <th>description</th>\n","      <th>product_name_prep</th>\n","      <th>description_prep</th>\n","      <th>complete_description</th>\n","      <th>complete_description_prep</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Furniture</td>\n","      <td>0</td>\n","      <td>Elegance Polyester Multicolor Abstract Eyelet ...</td>\n","  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Each battery also passes necessary authentication certifications like CE, ROHS etc. Before leaving the factory, so you can be rest assured for its quality, durability and performance. Please note that all images are indicative, actual product label may vary. Battery part No./model may not be printed on label.\\r\\nThe product is compatible with the above mentioned model number.This Lapguard replacement battery is made from high grade cells and highest quality parts. This Lapguard brand replacement battery is 100 percent comparable to original battery in all terms including its size, appearance and most important quality. Each Lapguard laptop battery has to pass strict quality control procedures including filtration and safety testing of voltage, capacity and battery core (body). Each battery also passes necessary authentication certifications like CE, ROHS etc. Before leaving the factory, so you can be rest assured for its quality, durability and performance. 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Counts the frequency of each cluster\n","2. Computes a confusion matrix between predicted clusters and true categories\n","3. Optimizes cluster-to-category alignment using the Hungarian algorithm\n","4. Visualizes the aligned confusion matrix\n","5. Calculates the Adjusted Rand Index (ARI) to measure clustering quality\n","6. Generates a detailed classification report with precision, recall, and F1-score\n","\n","Parameters:\n","    pred_labels (array-like): Predicted cluster labels from clustering algorithm\n","    true_labels (array-like): Ground truth category labels\n","    cat_names (list): List of category names for visualization and reporting\n","\n","Returns:\n","    tuple: ((precision, recall, f1, support), ari) - Macro-averaged metrics and ARI score\n","\"\"\"\n","def clustering_evaluate(pred_labels, true_labels, cat_names):\n","\n","    # Count clusters effectives\n","    effectives=dict(sorted(Counter(pred_labels).items()))\n","\n","    # compute confusion matrix\n","    conf_mat=confusion_matrix(true_labels,pred_labels)\n","\n","    # Plot confusion matrix\n","#     plot_conf_mat(conf_mat,cat['index'],range(7),title='Confusion matrix')\n","\n","    # Maximize values on first diagonal\n","    row_ind, col_ind = linear_sum_assignment(conf_mat,maximize=True)\n","    permut = pd.DataFrame(col_ind,index=cat['category'],columns=['cluster'])\n","    permut.index.rename('Category',inplace=True)\n","    permut['effectives']=[effectives[cls] for cls in permut.cluster]\n","    display(permut)\n","    cm=conf_mat.take(col_ind,axis=1)\n","\n","    # Plot aligned confusion matrix\n","    plot_conf_mat(cm,cat_names,cat_names,title='Aligned confusion matrix')\n","\n","    # Align cluster label on category code   [corresp[cls] for cls in labels]\n","    corresp = np.argmax(conf_mat, axis=0)\n","\n","    # print  adjusted rand score\n","    ari = adjusted_rand_score(true_labels,pred_labels)\n","    print(' ARI : {}'.format(ari))\n","\n","    # Print classification report\n","    print(classification_report(true_labels,\n","                                [corresp[cls] for cls in pred_labels],\n","                                target_names=cat_names,\n","                                zero_division=0)\n","         )\n","    return  precision_recall_fscore_support(true_labels,\n","                                [corresp[cls] for cls in pred_labels],\n","                                             average='macro', zero_division=0), ari\n","\n","\n","# 2D projection scatterplot\n","def plot_clusters(reduced,labels):\n","    data=pd.DataFrame(np.c_[reduced,labels],columns=['Component 1','Component 2','Cluster'])\n","\n","    plt.figure(figsize=(10,8))\n","    sns.scatterplot(data=data,\n","                    x='Component 1',\n","                    y='Component 2',\n","                    hue='Cluster',\n","                    palette=sns.color_palette('tab10', n_colors=7))\n","    plt.title(f'')\n","    plt.figure(figsize=(10,8))"]},{"cell_type":"code","source":["# Dictionaries to hold results\n","# Function to append results to result_dict\n","def append_dict(dict1_obj, dict2_obj):\n","    for key in dict1_obj.keys():\n","        dict1_obj[key].append(dict2_obj[key])"],"metadata":{"id":"7FlLRzdTz23K"},"id":"7FlLRzdTz23K","execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["# Doc2Vec"],"metadata":{"id":"VC32p3cksaG3"},"id":"VC32p3cksaG3"},{"cell_type":"markdown","source":["- NOT a transfer learning model - requires training from scratch on your corpus\n","- Extension of Word2Vec with an additional document vector\n","- Learns distributed representations specific to your training data\n","- Lightweight model with relatively modest computing requirements\n","- Requires preprocessing (tokenization, stop word removal, etc.)\n","- Domain-specific embeddings that capture your particular corpus patterns\n","- No pre-existing knowledge of language beyond your training data\n","- Initially proposed by Le and Mikolov in 2014, commonly implemented in gensim"],"metadata":{"id":"BUGJLTKbhh0B"},"id":"BUGJLTKbhh0B"},{"cell_type":"code","source":["# To process several sentences at once\n","sentences = [\n","    \"Première phrase d'exemple.\",\n","    \"Deuxième phrase à analyser.\",\n","    \"Une troisième phrase pour tester le batch processing.\"\n","]"],"metadata":{"id":"YFPO3AwZxEYD"},"id":"YFPO3AwZxEYD","execution_count":null,"outputs":[]},{"cell_type":"code","source":["import gensim\n","from gensim.models.doc2vec import Doc2Vec, TaggedDocument\n","from gensim.utils import simple_preprocess\n","\n","\n","# Pour entraîner votre propre modèle Doc2Vec (ou utiliser un modèle pré-entraîné)\n","# Exemple d'entraînement simple:\n","documents = [TaggedDocument(simple_preprocess(sentence), [i]) for i, sentence in enumerate(sentences)]\n","doc2vec_model = Doc2Vec(vector_size=300, min_count=1, epochs=20)\n","doc2vec_model.build_vocab(documents)\n","doc2vec_model.train(documents, total_examples=doc2vec_model.corpus_count, epochs=doc2vec_model.epochs)\n","\n","def doc2vec_encode(sentence):\n","    tokens = simple_preprocess(sentence)\n","    return doc2vec_model.infer_vector(tokens)\n","\n","def doc2vec_encode_batch(sentences):\n","    return np.array([doc2vec_encode(sentence) for sentence in sentences])"],"metadata":{"id":"VSq_W4PVsZff"},"id":"VSq_W4PVsZff","execution_count":null,"outputs":[]},{"cell_type":"code","source":["doc2vec_encode_batch(sentences)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bGwuQnvwxP5k","executionInfo":{"status":"ok","timestamp":1746547629737,"user_tz":-120,"elapsed":82,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"c72eb5f0-8d11-4c86-bbbe-ab4f9c50d28f"},"id":"bGwuQnvwxP5k","execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[-1.08801026e-03,  1.81290059e-04,  3.63140134e-04,\n","        -2.90365831e-04,  5.76183840e-04, -2.73974729e-06,\n","         9.00264189e-04, -9.35410906e-04, -3.43418244e-04,\n","         1.01270259e-03,  1.21186150e-03, -1.50210853e-03,\n","        -1.24928018e-03,  6.05759677e-04, -8.35368934e-04,\n","         7.07482744e-04,  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'metrics':[]}"],"metadata":{"id":"weOX1N4w0W59"},"id":"weOX1N4w0W59","execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["## 1) complete_description encoding"],"metadata":{"id":"nVsjJu7PjEYK"},"id":"nVsjJu7PjEYK"},{"cell_type":"markdown","source":["### Doc2Vec"],"metadata":{"id":"WUPPfQuQ2KWE"},"id":"WUPPfQuQ2KWE"},{"cell_type":"markdown","source":["- NOT a transfer learning model - requires training from scratch on your corpus\n","- Extension of Word2Vec with an additional document vector\n","- Learns distributed representations specific to your training data\n","- Lightweight model with relatively modest computing requirements\n","- Requires preprocessing (tokenization, stop word removal, etc.)\n","- Domain-specific embeddings that capture your particular corpus patterns\n","- No pre-existing knowledge of language beyond your training data\n","- Initially proposed by Le and Mikolov in 2014, commonly implemented in gensim"],"metadata":{"id":"9HAu4-nf6OZi"},"id":"9HAu4-nf6OZi"},{"cell_type":"code","source":["doc2vec_features = doc2vec_encode_batch(data.complete_description_prep)"],"metadata":{"id":"VJEL4ERc2NjB"},"id":"VJEL4ERc2NjB","execution_count":null,"outputs":[]},{"cell_type":"code","source":["doc2vec_features_complete_description = pd.DataFrame(doc2vec_features)\n","doc2vec_features_complete_description"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":444},"id":"SD6auKZ93Spt","executionInfo":{"status":"ok","timestamp":1746547691594,"user_tz":-120,"elapsed":71,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"49dc2549-05d0-4d9a-a1a6-81f38a8aebb1"},"id":"SD6auKZ93Spt","execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["           0         1         2         3         4         5         6    \\\n","0     0.001190  0.000003 -0.001013 -0.000054 -0.001516 -0.000173 -0.000277   \n","1    -0.000164  0.000760 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<td>-0.000319</td>\n","      <td>-0.001201</td>\n","      <td>-0.000838</td>\n","      <td>0.000756</td>\n","      <td>-0.000932</td>\n","      <td>0.001286</td>\n","      <td>-0.001293</td>\n","      <td>-0.000827</td>\n","      <td>0.000160</td>\n","      <td>-0.000828</td>\n","      <td>-0.000426</td>\n","      <td>0.001406</td>\n","      <td>-0.001622</td>\n","      <td>-0.001077</td>\n","      <td>0.000193</td>\n","      <td>-0.000141</td>\n","      <td>-0.000608</td>\n","      <td>0.000913</td>\n","      <td>-0.000959</td>\n","      <td>-0.001197</td>\n","      <td>0.000462</td>\n","      <td>...</td>\n","      <td>0.000650</td>\n","      <td>0.000832</td>\n","      <td>-0.001576</td>\n","      <td>0.001228</td>\n","      <td>0.000261</td>\n","      <td>-0.000112</td>\n","      <td>-0.001228</td>\n","      <td>0.001407</td>\n","      <td>0.000218</td>\n","      <td>0.001585</td>\n","      <td>0.001005</td>\n","      <td>0.001308</td>\n","      <td>-0.000462</td>\n","      <td>-0.001551</td>\n","      <td>-0.000404</td>\n","      <td>-0.000665</td>\n","      <td>-0.000365</td>\n","      <td>0.000205</td>\n","      <td>0.000560</td>\n","      <td>0.001473</td>\n","      <td>-0.001666</td>\n","      <td>-0.000688</td>\n","      <td>0.001395</td>\n","      <td>-0.001476</td>\n","      <td>0.000140</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>-0.000401</td>\n","      <td>-0.001546</td>\n","      <td>-0.001129</td>\n","      <td>0.000282</td>\n","      <td>-0.000733</td>\n","      <td>0.000616</td>\n","      <td>-0.000257</td>\n","      <td>-0.000467</td>\n","      <td>-0.001011</td>\n","      <td>0.000369</td>\n","      <td>0.000019</td>\n","      <td>-0.000226</td>\n","      <td>-0.001296</td>\n","      <td>-0.000786</td>\n","      <td>0.001333</td>\n","      <td>-0.001413</td>\n","      <td>-0.000722</td>\n","      <td>0.001421</td>\n","      <td>0.000639</td>\n","      <td>-0.000367</td>\n","      <td>-0.001322</td>\n","      <td>-0.001401</td>\n","      <td>0.001653</td>\n","      <td>-0.000566</td>\n","      <td>0.000288</td>\n","      <td>...</td>\n","      <td>-0.001076</td>\n","      <td>-0.001651</td>\n","      <td>0.001537</td>\n","      <td>0.000011</td>\n","      <td>0.000037</td>\n","      <td>0.001614</td>\n","      <td>-0.001462</td>\n","      <td>-0.000827</td>\n","      <td>0.001428</td>\n","      <td>-0.000772</td>\n","      <td>0.001184</td>\n","      <td>0.000885</td>\n","      <td>0.000210</td>\n","      <td>0.000144</td>\n","      <td>-0.000983</td>\n","      <td>-0.000557</td>\n","      <td>0.000723</td>\n","      <td>-0.000809</td>\n","      <td>0.000664</td>\n","      <td>-0.000570</td>\n","      <td>0.000691</td>\n","      <td>-0.000856</td>\n","      <td>0.000020</td>\n","      <td>-0.001349</td>\n","      <td>-0.001448</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0.000048</td>\n","      <td>0.000830</td>\n","      <td>0.000501</td>\n","      <td>0.000297</td>\n","      <td>-0.001537</td>\n","      <td>-0.000579</td>\n","      <td>-0.001328</td>\n","      <td>0.001507</td>\n","      <td>-0.000582</td>\n","      <td>-0.001075</td>\n","      <td>0.000189</td>\n","      <td>-0.000236</td>\n","      <td>-0.000184</td>\n","      <td>0.001068</td>\n","      <td>0.000505</td>\n","      <td>0.001540</td>\n","      <td>0.001454</td>\n","      <td>0.001341</td>\n","      <td>-0.001502</td>\n","      <td>0.000285</td>\n","      <td>0.001503</td>\n","      <td>0.000193</td>\n","      <td>0.000822</td>\n","      <td>-0.000223</td>\n","      <td>-0.000662</td>\n","      <td>...</td>\n","      <td>0.001015</td>\n","      <td>-0.000635</td>\n","      <td>-0.000966</td>\n","      <td>0.000293</td>\n","      <td>-0.000259</td>\n","      <td>-0.000104</td>\n","      <td>-0.000373</td>\n","      <td>0.000933</td>\n","      <td>-0.000235</td>\n","      <td>-0.000142</td>\n","      <td>-0.001174</td>\n","      <td>-0.000719</td>\n","      <td>0.001170</td>\n","      <td>0.000651</td>\n","      <td>-0.000710</td>\n","      <td>0.000344</td>\n","      <td>0.000060</td>\n","      <td>0.001011</td>\n","      <td>0.001233</td>\n","      <td>0.000896</td>\n","      <td>0.000003</td>\n","      <td>0.000722</td>\n","      <td>-0.001539</td>\n","      <td>-0.001256</td>\n","      <td>-0.001068</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>1045</th>\n","      <td>-0.000642</td>\n","      <td>0.001430</td>\n","      <td>-0.000183</td>\n","      <td>0.001158</td>\n","      <td>0.001624</td>\n","      <td>0.000709</td>\n","      <td>-0.000869</td>\n","      <td>-0.000472</td>\n","      <td>-0.001286</td>\n","      <td>0.001638</td>\n","      <td>-0.000156</td>\n","      <td>0.001477</td>\n","      <td>-0.001100</td>\n","      <td>0.000244</td>\n","      <td>-0.000649</td>\n","      <td>0.000988</td>\n","      <td>-0.000843</td>\n","      <td>-0.000831</td>\n","      <td>0.001303</td>\n","      <td>0.001199</td>\n","      <td>-0.000682</td>\n","      <td>0.000070</td>\n","      <td>0.000315</td>\n","      <td>-0.001498</td>\n","      <td>0.000791</td>\n","      <td>...</td>\n","      <td>0.001093</td>\n","      <td>0.000493</td>\n","      <td>0.000694</td>\n","      <td>-0.000815</td>\n","      <td>0.000656</td>\n","      <td>0.001574</td>\n","      <td>-0.000147</td>\n","      <td>-0.001409</td>\n","      <td>-0.000721</td>\n","      <td>-0.000477</td>\n","      <td>-0.000672</td>\n","      <td>-0.000933</td>\n","      <td>-0.000707</td>\n","      <td>-0.000446</td>\n","      <td>-0.001282</td>\n","      <td>0.001476</td>\n","      <td>0.000155</td>\n","      <td>-0.001281</td>\n","      <td>-0.000370</td>\n","      <td>-0.000932</td>\n","      <td>-0.000481</td>\n","      <td>0.000847</td>\n","      <td>0.001529</td>\n","      <td>-0.000811</td>\n","      <td>0.001639</td>\n","    </tr>\n","    <tr>\n","      <th>1046</th>\n","      <td>0.000468</td>\n","      <td>0.001437</td>\n","      <td>0.000822</td>\n","      <td>-0.000814</td>\n","      <td>-0.000540</td>\n","      <td>0.000008</td>\n","      <td>-0.001007</td>\n","      <td>-0.000138</td>\n","      <td>0.001084</td>\n","      <td>-0.000786</td>\n","      <td>-0.000017</td>\n","      <td>0.001496</td>\n","      <td>-0.000491</td>\n","      <td>0.001137</td>\n","      <td>0.000553</td>\n","      <td>-0.000913</td>\n","      <td>-0.000589</td>\n","      <td>0.000194</td>\n","      <td>-0.000404</td>\n","      <td>-0.000877</td>\n","      <td>0.001505</td>\n","      <td>0.000617</td>\n","      <td>0.001144</td>\n","      <td>-0.000978</td>\n","      <td>-0.000571</td>\n","      <td>...</td>\n","      <td>-0.000090</td>\n","      <td>-0.000520</td>\n","      <td>-0.000835</td>\n","      <td>0.001555</td>\n","      <td>0.000295</td>\n","      <td>-0.000977</td>\n","      <td>-0.001373</td>\n","      <td>-0.000449</td>\n","      <td>-0.000860</td>\n","      <td>0.001163</td>\n","      <td>-0.001287</td>\n","      <td>-0.001058</td>\n","      <td>0.000089</td>\n","      <td>0.001010</td>\n","      <td>0.000759</td>\n","      <td>-0.001135</td>\n","      <td>0.000754</td>\n","      <td>0.001582</td>\n","      <td>-0.001469</td>\n","      <td>-0.001475</td>\n","      <td>-0.001095</td>\n","      <td>-0.000132</td>\n","      <td>-0.001288</td>\n","      <td>-0.001242</td>\n","      <td>-0.000188</td>\n","    </tr>\n","    <tr>\n","      <th>1047</th>\n","      <td>-0.000971</td>\n","      <td>-0.000578</td>\n","      <td>-0.000644</td>\n","      <td>0.001471</td>\n","      <td>-0.000650</td>\n","      <td>-0.000957</td>\n","      <td>0.001243</td>\n","      <td>0.001485</td>\n","      <td>0.000250</td>\n","      <td>0.000902</td>\n","      <td>0.001565</td>\n","      <td>0.001519</td>\n","      <td>-0.000481</td>\n","      <td>0.000020</td>\n","      <td>0.001556</td>\n","      <td>0.001240</td>\n","      <td>-0.000462</td>\n","      <td>0.000649</td>\n","      <td>0.001665</td>\n","      <td>-0.000407</td>\n","      <td>0.000209</td>\n","      <td>-0.001262</td>\n","      <td>-0.001502</td>\n","      <td>0.000249</td>\n","      <td>0.000019</td>\n","      <td>...</td>\n","      <td>-0.000273</td>\n","      <td>0.000824</td>\n","      <td>-0.000556</td>\n","      <td>-0.001168</td>\n","      <td>0.000044</td>\n","      <td>-0.000940</td>\n","      <td>-0.000289</td>\n","      <td>0.001390</td>\n","      <td>-0.001428</td>\n","      <td>0.000318</td>\n","      <td>0.001491</td>\n","      <td>-0.000096</td>\n","      <td>0.000108</td>\n","      <td>-0.000884</td>\n","      <td>-0.001416</td>\n","      <td>0.001217</td>\n","      <td>0.001407</td>\n","      <td>-0.000418</td>\n","      <td>0.000540</td>\n","      <td>0.000326</td>\n","      <td>0.001620</td>\n","      <td>0.001462</td>\n","      <td>0.000378</td>\n","      <td>0.001237</td>\n","      <td>-0.000042</td>\n","    </tr>\n","    <tr>\n","      <th>1048</th>\n","      <td>0.001216</td>\n","      <td>0.000116</td>\n","      <td>-0.000816</td>\n","      <td>-0.001548</td>\n","      <td>0.000974</td>\n","      <td>-0.000574</td>\n","      <td>-0.000354</td>\n","      <td>0.000397</td>\n","      <td>0.000951</td>\n","      <td>0.000442</td>\n","      <td>0.001001</td>\n","      <td>-0.000879</td>\n","      <td>-0.000284</td>\n","      <td>-0.001596</td>\n","      <td>-0.000899</td>\n","      <td>-0.001583</td>\n","      <td>0.001560</td>\n","      <td>-0.000447</td>\n","      <td>-0.000795</td>\n","      <td>0.000476</td>\n","      <td>-0.001150</td>\n","      <td>-0.001029</td>\n","      <td>-0.000488</td>\n","      <td>-0.000509</td>\n","      <td>0.000769</td>\n","      <td>...</td>\n","      <td>0.000411</td>\n","      <td>-0.000996</td>\n","      <td>0.000793</td>\n","      <td>-0.000259</td>\n","      <td>0.001143</td>\n","      <td>-0.001322</td>\n","      <td>-0.001218</td>\n","      <td>0.000233</td>\n","      <td>0.000358</td>\n","      <td>-0.000952</td>\n","      <td>0.001009</td>\n","      <td>0.000439</td>\n","      <td>0.001392</td>\n","      <td>-0.001360</td>\n","      <td>0.000672</td>\n","      <td>0.001667</td>\n","      <td>0.001203</td>\n","      <td>-0.000515</td>\n","      <td>-0.000638</td>\n","      <td>-0.000532</td>\n","      <td>-0.000547</td>\n","      <td>-0.000155</td>\n","      <td>0.000218</td>\n","      <td>0.000087</td>\n","      <td>0.001477</td>\n","    </tr>\n","    <tr>\n","      <th>1049</th>\n","      <td>-0.000076</td>\n","      <td>-0.000029</td>\n","      <td>-0.000046</td>\n","      <td>0.000668</td>\n","      <td>0.001518</td>\n","      <td>0.000957</td>\n","      <td>-0.000486</td>\n","      <td>0.001417</td>\n","      <td>-0.000263</td>\n","      <td>-0.001131</td>\n","      <td>-0.001077</td>\n","      <td>-0.001431</td>\n","      <td>-0.001313</td>\n","      <td>0.001491</td>\n","      <td>0.001156</td>\n","      <td>-0.001439</td>\n","      <td>0.000163</td>\n","      <td>-0.000928</td>\n","      <td>-0.000712</td>\n","      <td>0.000331</td>\n","      <td>0.001524</td>\n","      <td>0.000538</td>\n","      <td>-0.000737</td>\n","      <td>-0.001278</td>\n","      <td>0.000833</td>\n","      <td>...</td>\n","      <td>0.000982</td>\n","      <td>0.000165</td>\n","      <td>0.001325</td>\n","      <td>-0.000820</td>\n","      <td>0.000403</td>\n","      <td>0.000048</td>\n","      <td>0.000852</td>\n","      <td>0.001518</td>\n","      <td>0.001024</td>\n","      <td>0.001270</td>\n","      <td>-0.000842</td>\n","      <td>-0.001331</td>\n","      <td>-0.000553</td>\n","      <td>0.001147</td>\n","      <td>-0.000024</td>\n","      <td>0.000380</td>\n","      <td>-0.000597</td>\n","      <td>0.001244</td>\n","      <td>-0.000451</td>\n","      <td>-0.000179</td>\n","      <td>-0.001143</td>\n","      <td>-0.001603</td>\n","      <td>0.001570</td>\n","      <td>-0.000886</td>\n","      <td>0.001112</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>1050 rows × 300 columns</p>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f211a74a-d7b3-43a6-b56d-4e5f2d7a4c2c')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n"," 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file_name)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"BhuLslfa3FSh","executionInfo":{"status":"ok","timestamp":1746547694748,"user_tz":-120,"elapsed":563,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"659666bf-e8e6-4e1b-f9ab-c73ea3ee8461"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['DOC2VEC/doc2vec_features_complete_description.pkl']"]},"metadata":{},"execution_count":22}],"id":"BhuLslfa3FSh"},{"cell_type":"code","source":["doc2vec_features_complete_description = joblib.load(file_name)"],"metadata":{"id":"OfBzh6hr3FSh"},"execution_count":null,"outputs":[],"id":"OfBzh6hr3FSh"},{"cell_type":"markdown","source":["## 2) Clustering"],"metadata":{"id":"per7A_LajbGB"},"id":"per7A_LajbGB"},{"cell_type":"code","source":["# Initialize results dictionary\n","results={'title' : [], 'metrics':[]}"],"metadata":{"id":"XvVVS4NulXjM"},"id":"XvVVS4NulXjM","execution_count":null,"outputs":[]},{"cell_type":"code","source":["# Dictionaries to hold results\n","# Function to append results to result_dict\n","def append_dict(dict1_obj, dict2_obj):\n","    for key in dict1_obj.keys():\n","        dict1_obj[key].append(dict2_obj[key])\n","\n","# Initialize results dictionary\n","# results={'title' : [], 'metrics':[]}"],"metadata":{"id":"jr4bv2UP422B"},"id":"jr4bv2UP422B","execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"371sLratzdVa"},"source":["### Without Projection"],"id":"371sLratzdVa"},{"cell_type":"markdown","source":["#### Doc2Vec"],"metadata":{"id":"e7O_0FjR5DWz"},"id":"e7O_0FjR5DWz"},{"cell_type":"code","source":["model=KMeans(n_clusters=7, random_state=0,n_init=30)\n","model.fit(doc2vec_features_complete_description)\n","\n","\n","labels=model.labels_\n","\n","title='Doc2Vec'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering sur '+title)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"wo_D-rlr5I4V","executionInfo":{"status":"ok","timestamp":1746604852067,"user_tz":-120,"elapsed":5575,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"8b001d13-819e-4870-c9ba-45ff5f698809"},"id":"wo_D-rlr5I4V","execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        2         182\n","Baby             4         219\n","Watches          5         124\n","Decor            0         176\n","Kitchen          3         207\n","Beauty           6         108\n","Computers        1          34"],"text/html":["\n","  <div id=\"df-6c6ba9fe-f77d-4664-a067-5d93edb52252\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>2</td>\n","      <td>182</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>4</td>\n","      <td>219</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>5</td>\n","      <td>124</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>0</td>\n","      <td>176</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>3</td>\n","      <td>207</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>6</td>\n","      <td>108</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>1</td>\n","      <td>34</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6c6ba9fe-f77d-4664-a067-5d93edb52252')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.0028924467936465893\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.00      0.00      0.00       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.18      0.41      0.25       150\n","       Decor       0.00      0.00      0.00       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.19      0.37      0.25       150\n","   Computers       0.20      0.57      0.29       150\n","\n","    accuracy                           0.19      1050\n","   macro avg       0.08      0.19      0.11      1050\n","weighted avg       0.08      0.19      0.11      1050\n","\n","Clustering sur Doc2Vec\n"]}]},{"cell_type":"markdown","metadata":{"id":"5oRnJcpPzdVa"},"source":["### Projections"],"id":"5oRnJcpPzdVa"},{"cell_type":"markdown","source":["#### PCA"],"metadata":{"id":"vpZOiPis6pmX"},"id":"vpZOiPis6pmX"},{"cell_type":"markdown","source":["* **Linear space transformation**: PCA projects data into a new coordinate system defined by orthogonal directions of maximum variance\n","* **Dimensionality optimization**: Reduces feature redundancy by identifying and preserving only the most informative dimensions\n","* **Noise reduction effect**: Lower-ranked components often capture noise, so eliminating them increases signal-to-noise ratio\n","* **Global pattern prioritization**: Emphasizes broad patterns that explain the largest sources of variation across documents\n","* **Feature correlation resolution**: Addresses multicollinearity by creating uncorrelated components from correlated original features\n","* **Variance-based information retention**: Provides clear metrics on how much information (variance) is preserved in the reduced space"],"metadata":{"id":"M25f6qOLhFFC"},"id":"M25f6qOLhFFC"},{"cell_type":"markdown","source":["##### Doc2Vec + PCA"],"metadata":{"id":"ShdowdBy670a"},"id":"ShdowdBy670a"},{"cell_type":"code","source":["from sklearn.decomposition import PCA\n","from sklearn.cluster import KMeans\n","\n","# Create full PCA model to calculate explained variance\n","pca_full = PCA(random_state=42)\n","pca_full.fit(doc2vec_features_complete_description)\n","\n","# Calculate cumulative variance explained by the first 2 components\n","explained_variance_ratio = pca_full.explained_variance_ratio_\n","cumulative_variance = explained_variance_ratio.cumsum()\n","variance_2_components = cumulative_variance[1] * 100\n","\n","# Apply PCA with 2 components for dimensionality reduction\n","pca = PCA(n_components=2, random_state=42)\n","bow_pca = pca.fit_transform(doc2vec_features_complete_description)\n","\n","# K-Means clustering on reduced data\n","kmeans2 = KMeans(n_clusters=7, random_state=42, n_init=30).fit(bow_pca)\n","labels = kmeans2.labels_\n","\n","# Title including explained variance\n","title = f'Doc2Vec + PCA (2 components, {variance_2_components:.2f}% explained variance)'\n","\n","# Evaluate and store metrics results\n","append_dict(results, {\n","    'title': title,\n","    'metrics': clustering_evaluate(labels, data.cat_code, cat['category'])\n","})\n","\n","# Display clustering results\n","print(f'Clustering on {title}')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"AD_QEKVS7WKC","executionInfo":{"status":"ok","timestamp":1746604855116,"user_tz":-120,"elapsed":3044,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"1d4535a5-4bff-46fd-d706-461b16d138d7"},"id":"AD_QEKVS7WKC","execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        2         150\n","Baby             4         151\n","Watches          0          18\n","Decor            3         153\n","Kitchen          1         138\n","Beauty           6         288\n","Computers        5         152"],"text/html":["\n","  <div 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  <th>Decor</th>\n","      <td>3</td>\n","      <td>153</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>1</td>\n","      <td>138</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>6</td>\n","      <td>288</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>5</td>\n","      <td>152</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-cc9ac04e-7933-481d-be6d-c9aeb1dd67ab')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 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ARI : 0.0008516281677261962\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.17      0.17      0.17       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.44      0.05      0.10       150\n","       Decor       0.18      0.52      0.26       150\n","     Kitchen       0.18      0.18      0.18       150\n","      Beauty       0.17      0.33      0.23       150\n","   Computers       0.00      0.00      0.00       150\n","\n","    accuracy                           0.18      1050\n","   macro avg       0.16      0.18      0.13      1050\n","weighted avg       0.16      0.18      0.13      1050\n","\n","Clustering on Doc2Vec + PCA (2 components, 1.70% explained variance)\n"]}]},{"cell_type":"markdown","source":["#### TSNE"],"metadata":{"id":"bsOmvyYK6tep"},"id":"bsOmvyYK6tep"},{"cell_type":"markdown","source":["* **Optimized spatial reorganization**: t-SNE transforms the vector space by preserving local similarities while amplifying differences between distinct groups\n","* **Curse of dimensionality mitigation**: Addresses the \"curse of dimensionality\" problem that affects high-dimensional TF-IDF vectors, where distance metrics become less meaningful\n","* **Adaptation to textual complexity**: Unlike linear methods, t-SNE adapts to complex and non-linear structures present in textual data\n","* **Dimensional noise elimination**: Reduction to 2D eliminates non-relevant dimensions that hindered K-means performance in the original sparse vector space\n","* **Enhancement of natural boundaries**: The transformation accentuates natural separations between categories, considerably facilitating the clustering algorithm's task"],"metadata":{"id":"1X9irdGWhHD6"},"id":"1X9irdGWhHD6"},{"cell_type":"markdown","source":["##### Doc2Vec + TSNE"],"metadata":{"id":"EPGaVf0x7zlc"},"id":"EPGaVf0x7zlc"},{"cell_type":"code","source":["from sklearn.manifold import TSNE\n","# tok variable comes from the countvectorizer + tfidf section\n","doc2vec_tsne = TSNE(n_components=2,\n","                perplexity=50,\n","                early_exaggeration=12.0,\n","                learning_rate=200.0,\n","                max_iter=1000,\n","                n_iter_without_progress=300,\n","                min_grad_norm=1e-07,\n","                metric='euclidean',\n","                init='random',   # pca\n","                verbose=0,\n","                random_state=42,\n","                method='barnes_hut',   # exact\n","                angle=0.2,\n","                n_jobs=-1\n","               ).fit_transform(doc2vec_features_complete_description)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans2 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(doc2vec_tsne)\n","    # Assign clusters\n","labels=kmeans2.labels_\n","\n","title='Doc2Vec + T-SNE 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(doc2vec_tsne,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"IIVyaVa370Ko","executionInfo":{"status":"ok","timestamp":1746604884878,"user_tz":-120,"elapsed":29757,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"0d2d4824-f4bf-4ba2-b14b-d6ce08ae245c"},"id":"IIVyaVa370Ko","execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        3         216\n","Baby             1         136\n","Watches          0         139\n","Decor            4         147\n","Kitchen          5         144\n","Beauty           2         148\n","Computers        6         120"],"text/html":["\n","  <div id=\"df-f3c07e08-6ae9-47cf-a81e-1fb05ad52dff\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>3</td>\n","      <td>216</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>1</td>\n","      <td>136</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>0</td>\n","      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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.004883188041405647\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.21      0.31      0.25       150\n","        Baby       0.17      0.47      0.25       150\n","     Watches       0.24      0.23      0.24       150\n","       Decor       0.00      0.00      0.00       150\n","     Kitchen       0.22      0.21      0.21       150\n","      Beauty       0.23      0.23      0.23       150\n","   Computers       0.00      0.00      0.00       150\n","\n","    accuracy                           0.20      1050\n","   macro avg       0.15      0.20      0.17      1050\n","weighted avg       0.15      0.20      0.17      1050\n","\n","Clustering on Doc2Vec + T-SNE 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA1UAAAKnCAYAAABu0mdgAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd4VFX6wPHv9F7SOyFA6L2HjqKIWLBgF+uqaxfXdXX1p64F69oVddeyuzYUsQCKiALSe28BEgLpdSbT6+8PJDpkJgTIpJ7P87jPcs6duSeTycx97znnfSXBYDCIIAiCIAiCIAiCcEqkLT0AQRAEQRAEQRCEtkwEVYIgCIIgCIIgCKdBBFWCIAiCIAiCIAinQQRVgiAIgiAIgiAIp0EEVYIgCIIgCIIgCKdBBFWCIAiCIAiCIAinQQRVgiAIgiAIgiAIp0EEVYIgCIIgCIIgCKdB3tIDaG0CgQBFRUUYDAYkEklLD0cQBEEQBEEQhBYSDAapra0lNTUVqTTyfJQIqo5TVFRERkZGSw9DEARBEARBEIRW4vDhw6Snp0fsF0HVcQwGA3D0hTMajS08GkEQBEEQBEEQWorVaiUjI6MuRohEBFXHObbkz2g0iqBKEARBEARBEIQTbgsSiSoEQRAEQRAEQRBOgwiqBEEQBEEQBEEQToMIqgRBEARBEARBEE6D2FMlCIIgCIIgCB2A3+/H6/W29DBaFZlMhlwuP+1SSiKoEgRBEARBEIR2zmazceTIEYLBYEsPpdXRarWkpKSgVCpP+TlEUCUIgiAIgiAI7Zjf7+fIkSNotVoSEhJOe1amvQgGg3g8HsrLy8nLyyM7O7vBAr8NEUGVIAiCIAiCILRjXq+XYDBIQkICGo2mpYfTqmg0GhQKBYcOHcLj8aBWq0/peUSiCkEQBEEQBEHoAMQMVXinOjsV8hxNMA5BEARBEARBEIQOSwRVgiAIgiAIgiCcEolEwtdff93Sw2hxIqgSBEEQBEEQBCGskpIS7rrrLrp06YJKpSIjI4Pzzz+fJUuWNPm5li5dikQioaampsmfO9pEogpBEARBEARBEOrJz89n9OjRmM1mXnjhBfr164fX62XRokXccccd7Nmzp6WHGFYwGMTv9yOXN1+oI2aqBEEQBEEQBEGo5/bbb0cikbBu3TouueQSunfvTp8+fZg5cyZr1qypd3y4maYtW7YgkUjIz88H4NChQ5x//vnExMSg0+no06cPCxcuJD8/n4kTJwIQExODRCLh+uuvByAQCDBr1iyysrLQaDQMGDCAL7/8st55v//+e4YMGYJKpWLFihVRe13CETNVgiAIgiAIgiCEqKqq4ocffuDpp59Gp9PV6zebzaf0vHfccQcej4fly5ej0+nYtWsXer2ejIwM5s6dyyWXXMLevXsxGo116d9nzZrF//73P2bPnk12djbLly/nmmuuISEhgfHjx9c999/+9jdefPFFunTpQkxMzCmN71SJoEoQBEEQBEEQhBD79+8nGAzSs2fPJn3egoICLrnkEvr16wdAly5d6vpiY2MBSExMrAva3G43zzzzDD/99BM5OTl1j1mxYgXvvPNOSFD1j3/8g7POOqtJx9tYIqgSBEEQBEEQBCFEMBiMyvPefffd/PnPf+bHH39k0qRJXHLJJfTv3z/i8fv378fhcNQLljweD4MGDQppGzp0aFTG3BgiqBIEQRAEQRAEIUR2djYSieSkklEcK6L7x4DM6/WGHHPzzTczefJkFixYwI8//sisWbN46aWXuOuuu8I+p81mA2DBggWkpaWF9KlUqpB/h1um2FxEogpBEARBEARBEELExsYyefJk3nzzTex2e73+cGnPExISACguLq5r27JlS73jMjIyuO222/jqq6+4//77ee+99wBQKpUA+P3+umN79+6NSqWioKCAbt26hfyXkZFxOj9ikxJBlSAIgiAIgiAI9bz55pv4/X6GDx/O3Llzyc3NZffu3bz22mt1+5v+6Fig8/jjj5Obm8uCBQt46aWXQo659957WbRoEXl5eWzatIlffvmFXr16AZCZmYlEImH+/PmUl5djs9kwGAz85S9/4b777uOjjz7iwIEDbNq0iddff52PPvqoWV6HxhBBlSAIgiAIgiAI9XTp0oVNmzYxceJE7r//fvr27ctZZ53FkiVLePvtt+sdr1Ao+PTTT9mzZw/9+/fnueee46mnngo5xu/3c8cdd9CrVy/OOeccunfvzltvvQVAWloaTzzxBH/7299ISkrizjvvBODJJ5/k0UcfZdasWXWPW7BgAVlZWdF/ERpJEozWLrQ2ymq1YjKZsFgsGI3Glh6OIAiCIERVrctLtcNLMBjEpFFg1ipbekiCIDQxl8tFXl4eWVlZqNXqlh5Oq9PQ69PY2EAkqhAEQRCEDigYDHKwws6T3+1iWW45wSAMyYzhHxf2oUeSAblMLGYRBEFoLPGJKQiCIAgd0JFqJ5e8vYql+44GVAAbD1Vz8VurKKhytOzgBEEQ2hgRVAmCIAhCBxMIBFmwrZgah7den9sX4L3lB3F5/WEeKQiCIIQjgipBEARB6GDsHh8/7y2L2L/yQCW1Ll8zjkgQBKFtE0GVIAiCIHQwSrmURIMqYn+cTolCJmnGEQmCILRtIqgSBEEQhA5GJZdx4+jIqYhvm9BVZAEUBEE4CSKoEgRBaMUclhpqKyuw11S39FCEdqZLgo6Zk7rXa79iWAZDMmNaYESCIAhtl0ipLgiC0Aq5bLUc2b2DXz/9D1VFRzAnJpNz6ZV0HjgErdHU0sMT2gGzVskNYzozdUAKK3Ir8PkDjMmOJ8moFrNUgiAIJ0kEVYIgCK2M3+dj94ql/PzBO3VtNaXFfP/mPxlx0eUMnzYdpSjeKDQBg1qBQa2ga4K+pYciCILQponlf4IgCK2MvbqKXz/5KGzf+m+/xGGpad4BCYIgCILQIBFUCYIgtDKOWgtetytsX8Dvx1ZV2cwjEgRBEISW8+abb9K5c2fUajUjRoxg3bp1DR7/xRdf0LNnT9RqNf369WPhwoVRH6MIqgRBEFoZuVzRcL9S7HcRBEEQmp/F4eFAmY3NBdUcKLdhcXiifs7PP/+cmTNn8thjj7Fp0yYGDBjA5MmTKSsLX2tv1apVXHnlldx0001s3ryZadOmMW3aNHbs2BHVcYqgShAEoZXRGE3EpKSF7dOazOjMIjObIAiC0LyKapzc+elmzvznMi56axVnvrSMuz7dTFGNM6rn/ec//8mf/vQnbrjhBnr37s3s2bPRarW8//77YY9/9dVXOeecc3jggQfo1asXTz75JIMHD+aNN96I6jhFUCUIgtDK6MwxnHfvg6i0upB2uVLFhX/5O/qY2BYamSAIgtARWRweHpy7jV9zK0Lal+dW8Le526I2Y+XxeNi4cSOTJk2qa5NKpUyaNInVq1eHfczq1atDjgeYPHlyxOObisj+JwiC0AoldOrMtc+/RsH2rRTn7iEhswtZg4ZiiItHIhX3wwRBEITmU2Hz1AuojlmeW0GFzYMpCqUYKioq8Pv9JCUlhbQnJSWxZ8+esI8pKSkJe3xJSUmTj++PRFAlCILQCkmkUkwJSfQ742z6nXF2Sw9HEARB6MCsLm+D/bUn6O8IxO1OQRAEQRAEQRAiMqobTqBkOEH/qYqPj0cmk1FaWhrSXlpaSnJyctjHJCcnn9TxTUUEVYIgCIIgCIIgRBSvVzIuOz5s37jseOL10clKq1QqGTJkCEuWLKlrCwQCLFmyhJycnLCPycnJCTkeYPHixRGPbypi+Z8gCIIgNKDa7qHI4uTXfRUo5VLGdU8gyaDCoInOnVkAjy+ATAoysX9OEIRWwKRV8uwl/fnb3G0s/8PeqnHZ8Tx3Sf+o7Kc6ZubMmVx33XUMHTqU4cOH88orr2C327nhhhsAmDFjBmlpacyaNQuAe+65h/Hjx/PSSy8xdepUPvvsMzZs2MC7774btTGCCKoEQRAEIaIKm5unF+xm3ubCkPaZZ3VnRk4m5ia+kCi2OFmfX803WwoxquVcO7IzWfE6YnSiNllTcXn9lNe6qXF60SikxOqUxOpULT0sQWj1Us0aXr9yEBU2D7UuLwa1gni9MqoBFcDll19OeXk5//d//0dJSQkDBw7khx9+qEtGUVBQgPQPN6BGjRrFJ598wiOPPMLDDz9MdnY2X3/9NX379o3qOCXBYDAY1TO0MVarFZPJhMViwWg0tvRwBEEQhBb03dYi7vp0c9i+ebePYlCnpqsZVlTj5Jp/reVghT2k/cbRnbnrjGwRWDWBSpubj1Yd4p3lB3D7AgAMSDfx6hWD6ByvO8GjBaHtcrlc5OXlkZWVhVqtbunhtDoNvT6NjQ3EugJBEARBCKPa7mH2sgMR+z9cmY/ntwvz0+Xx+flgZV69gArg/ZX5FEa5uGZH4A8E+XpLIa/9nFsXUAFsPWLh6n+tpcTiasHRCYLQ1omgShAEQRDC8PoDVNsjF7Qst7nx+psmqKqye/l8/eGI/XM3HmmS83RkZVYXb/y8P2xfYY2TA+W2Zh6RIAjtiQiqBEEQhJPi9/mwlpeRt3kDu5b/TPmhfBy11pYeVpMzqOWM7hY+2xXAmb2S0CplTXKuYDAYMntyPLvH1yTn6chcPj/Vjsi1dPaU1DbjaARBaG9EogpBEASh0fw+H0X7djPvuX/gdf2+JK3L4GGcdctd6GNiW3B0TUujlHPb+K58u7WoXsATp1MyuU8SEomkSc7l8QeY2CORH3aWhO2/cGBak5ynI1PJZehVcmzu8AFqVry2mUckCEJ7ImaqBEEQhEazVVUw95n/CwmoAA5uWs/WHxfg97evGZXMOC3zbh/FiKyjCSmkEji7dxJf/jmH9JimuQgvtji54YP1XDWiE3pV/XudwzrHkJ2kb5JzdWQJBhU3ju4cti9Wp6RnskhOJQjCqRMzVYIgCEKjHd61A783/BKqTd9/R79J52CMS2jmUUWPXCald6qJd68disXlQyoBs1aBXtV0NaryK+wcrLDz3A97eOvqwczddIQVuRXoVHIuGpTGJUPSSTSIbF2nSyGTck1OJkU1TuZuLuRY7uM0s4Z/zRiKQiqhzOoiwaBqshlIQRA6DhFUCYIgCI1mLSuN2OdxOgj4/M04muZj0kavFsuhSgcAO4us/Ok/G5jaP4V7J3XH5fPzw44Szh+QEpXzdkSJBjWPXdCHW8d3pajGiVx2dMFOIBikzObmjv9t5MaxXZjSN4UEg6hdJQhC44mgShAEQWi01B69IvaZk1KQK8WF6Mnqmvj70j63L8BXmwr5atPRYsN6lRyNQnxVN6Vqu4eXF+9jyZ4yPP5A3YzVpYPTeGfGUCa/8itbD9fw6Hm9m7y4syAI7ZfYUyUIgiA0WnxGJuak8DMn4665EX1M0xXD7Sg6xWrJjAu/P+tPY7NINIpAtSltPlzDwh0luH2/B1QAX24qpKDKybju8czdVEh5rbvlBikIQpsjgipBEASh0fSxcVz22CxGXnIlsWkZAOjMMZx711/I6N2vhUfXNiUZ1fznxuEMzDDXtSlkEm4ek8XVIzNRyMRXdVMpqnHwn9WHIvb/d3U+d0zoCsCOQktzDUsQhHZArCkQBEEQGiUYCGCtLOfwzu24bFaGnn8xaT16oVRr0cXEiM39pyEzTsf71w+jyu7G6fFj0ihIMKjQKFv+a9rp8SOVgErRNDW5WpLPH8TqjFyryuryIZMeDWL16pZ/7QVBgOXLl/PCCy+wceNGiouLmTdvHtOmTWvwMUuXLmXmzJns3LmTjIwMHnnkEa6//vqojlN8YgiCIAiNUnboIHOeeAiP8/d06iqtjssem4U+tv3Up2pq1XYPlXY3BVUOYrRKUkxqkk2aesfF6pTE6lrPHp4Si4t1+VV8seEwSrmUGSMz6Z1qJKENZyKM1ysZmx1PbpktbP/47gmsz6tEJZeKFOuCEI6zGuzl4LKC2gS6eNBEd9m33W5nwIAB3HjjjVx88cUnPD4vL4+pU6dy22238fHHH7NkyRJuvvlmUlJSmDx5ctTGKYIqQRDajWAwSG1lORUF+dSUlpCQ2YWY5BT0sXEtPbQ2z1ZVyTcvPh0SUAG4HXa+/eczXPHE8+2q8G9TKbW6+Pu87fy0u6yuLdmo5sMbhtEj2dBqZ/eKLU5u/HA9u4tr69qW7C7j7N5JPH1RvzabGU+rUnD1iEy+3HQEqzO0plqcTskFA1I5+5XlzL5mCEliL5sghLIUwjd3wsGff2/reiZc8DqYolegfMqUKUyZMqXRx8+ePZusrCxeeuklAHr16sWKFSt4+eWXoxpUiYXagiC0C8FgkLL8g/znr3cx77l/8MuH7zLnib8x5x8PYWkgDbjQOA6rhdqK8rB9ltISnFax/+R4bp+ft5buDwmoAEqsLq7+11qOVDspr3Vhc0dejtYSAoEg320tCgmojvlxVyl7iq0tMKqmkxWv5YtbR3F27ySkEpBLJZzbN4XPbhnJnhILi+8bx9jseJTytr/cURCajLO6fkAFcGAJfHvX0f5WYvXq1UyaNCmkbfLkyaxevTqq5xUzVYIgtAu1VZV8Nesx3HZ7SHt1cRE/vvs659/3N9Q6fYRHHw3K7NVV+LweZHIFOnMMUpm4qDomUsHfY3wn6O+IymvdfLbucNi+SruHTQXVvPfrQVJNGu46oxtdE/RoVS3/tVxp9/BphHED/HfNIYZ3iUXVRoMOqVRKj2QDsy7ux0POniCBGI0Cs05FdpKhpYcnCK2Tvbx+QHXMgSVH+6O8DLCxSkpKSEpKCmlLSkrCarXidDrRaOovv24KLf/pLQiC0ARqK8pwWGrC9hVs34LTaokYVDmsVsryD+Cw1OD3eincu5vYlDT6TDgTnbl1fEm0NI3RhEwux+/z1euTK5RoTaYWGFV9Pp8XCRJk8pb/enN5A7h9gYj9BVUOnB4/P+4qZfHuUmZfM4SzeiUhlbbsksBgMIjXH3ncHl+AwB9zkbdRcXoVcfq2u8QvEAhidXlRyKToWkEwLrRzrhPMUJ+ovwMQy/8EQWgXnLUNf6D7PJ6w7X6vl9rKcvasXMbPH8xm2f/+jUQCiVld2DB/Xr2Zr45KZ45h+LTLwvaNuPhydKaWDT5t1VUc3LSe+S8/y/xXnyNvy0bsNS27HEWrlGHSKCL2d47TUWo9WgspGISHv9pOqdXVXMOLKEan5Pz+qRH7pw/NEAWJW9iRagfvLj/I9R+s57b/bWTp3jIqbKKulhBF6hMkbjlRfzNKTk6mtDR02X9paSlGozFqs1QgZqoEQWgnYpIjXwQqNRpUWl3YPmtFOfOefTzkAnzHL4vJ37KJSX+6A7u1BpUu/GM7EoVKxcDJUzElJrHqi4+xlpdhTEhi9OXXkDVgCHJly2Wts1VXsfC1Fzm8a1td2/51q8nsP4hzbr+vxRJoJBlU3DmxG08v3F2vr2uCHrvHh839+8xfpd1DtcNDijl6X/qNoZBJuWpEJ+ZuOkLZcQVw+6QaGZIpZm9bUkGVg0veXhVSnPjX3AouHpTGI1N7EduGZ9+EVkyXcDQpxYEl9fu6nnm0v5XIyclh4cKFIW2LFy8mJycnqucVQZUgCO2C1mSm29CR7N+wpl7fyIuvRBfmwjoQ8LNn5bKwMxq26kqKc/e0mmVtrYHWaKLP+DPJ7D+IgM+HTCFHZ275jH8FO7aGBFTHHNq2maK9u+k+cnQLjApkMikXD07D5fXz1tIDOL1+AEZ1jePWcV24b87Weo9pLdkAM2K1fHX7KD5dW8A3W4tQyaVcNSKTqf1SSDa13ZTqbZ3T4+ONJbkhAdUxX20u5LpRnUVQJUSHJuZolr9v7woNrI5l/4vifiqbzcb+/fvr/p2Xl8eWLVuIjY2lU6dOPPTQQxQWFvKf//wHgNtuu4033niDv/71r9x44438/PPPzJkzhwULFkRtjCCCKkEQ2gmNwciZN9+OKSmZrT99j8/tRmM0MWr6VfQYOSbsHhuXzU7uulURnzN/22Z6jh4fzWG3Sa0pdbrLVsvmH76L2L/5h+/I7D8w4kxltMXpVdw6vgsXDUrD6vIhl0mYv62Iuz7djNUVuj8t1aQmVtt66lSlx2i596zuXDeqM1KJhDi9stUEfR1VjcPLN1uLIvZ/s6WQARnm5huQ0LGY0uDSf/+hTpXx6AxVlBNUbNiwgYkTJ9b9e+bMmQBcd911fPjhhxQXF1NQUFDXn5WVxYIFC7jvvvt49dVXSU9P51//+ldU06mDCKoEQWhH9DGxjLnyOgZPuQCf14tCpUIfE4tEGn77qFQmRaGOfNddoVKj0mqjNVyhCQQCwQYzE/q8HoKBlk2qoJTLSI89+j7y+gP0STVR6w4NqBQyCS9fPpCkVjYLpJBJSTS2rjF1aJKj++8iaeG3utARaGKaPcvfhAkTCDbwxv/www/DPmbz5s1RHFV9IqgSBKFdkSsUGBMSG3WsWqdnyLkXUrS3/p4XgEGTp6KPjW/K4QlNTKPX03PMeMoP5YXt7z32jFa1J04hkzI2O54f7hnHf1blk1tuo3+6iauGdyI9pmX3Ugmtn0mjYGr/FOZtLgzbf8HAyHtLBUGILhFUCYLQoaX17EPXISM4sHFtSHvXYTmk9ehdb7mT2+HA63IilcvRGsV+q5YmkUrpOWocWxYtqFec2JSYRNehI1rdkjWtUk6PZAOPX9gblzeARiFDLvt9NrW81oXXH0QulYhZIiGEVinnnjOzWbq3jGpH6AztlD7JZMaKmXVBaCmSYEPzaR2Q1WrFZDJhsVgwGltPekhBEKLHXlNNVVEhO35ZjEQioe/EScSkpKMzm+uO8brdVBUdYdWc/1FyIBd9bBwjLrqM9F59RXDVCljLy9i25Ad2Lf8FJNB3wiT6TjwLY3zjZi1bg2q7hzUHK3lh0V4OVthJj9Ew86zuTOiRSKyu9ey1Elre4SoHczYcZtHOEvQqBTePzWJY51gSDCJJhRCey+UiLy+PrKws1A0se++oGnp9GhsbiKDqOCKoEgQhnEPbtzD36f8jGAwtijpk6jRyLr2yxRIhCL/z+304rUfrlWmMJmQyWQuPqPE8Pj//WX2IpxbUX4p61xnd+POErmiVYnHJiXh9AcpqXRTWOPH5g6THaIg3qNrla+fzB7C6vMik0gbroQkCiKDqRJoiqGp/nzKCIAhNzFZdxeL33qgXUAFsXPgNA86a0u6DKofVgs/jQSqVoYuJaXVL6gBkMnmrykx4Mspq3bz0476wfbOXHWD60Aw6xYqv7IY4vX5W5FZw72ebsXuOpq+XSyXcf3Z3rhzeCXMryqzYFOQyKbE6MTMlCK2F+IQWhHbA43QSDAba/YV9S3HbbVhKS8J3BoOU5h0gJiWteQfVTNx2O8X797Lsf+9TUZCPPiaO4RdNp/vIMehM5hM+3ut247LVAqDWG1CoxEVgOFV2T10dq+N5/UHKrC46if0yDTpS7eDW/24IyYDnCwR57oe99EoxMqFH21kKKghC2yOCKkFowyzlpVQeLmD7zz/i93npOXo8qd17YU5KbumhtSsSacPLyOTK9nUH/JhgIMDBzRtY+PoLdW226kp+fn825YfyGHf1Dah1+oiPryktYe28z9mzcjkEg/QYNZaRF1+BOTmlOYbfpihl4dP+H6NWhL4H7W4fVpcXCRCrU6KUt52ljtHgDwT5fN3hiCnFX/0pl4EZ5nY3WyUIQushgipBaKMs5WX88tF7HFi/pq4tb/MGErO6cv59D4nAqglpDAaSu3an5ED95VlSmZyETp2bf1DNwFZdxS8fvRu2b/uSRQw976KIQZWlrJRPH/0LDktNXdvOZUs4uHkDVz/9T0yJSdEYcpsVq1OSFa8jr8Jery/RoCJef3SGzx8Ikl9h55+L9/HT7lKUMimXDUvnxjFdSDN33JTsXr+f3DJbxP4j1U5c3vrLdwVBEJpKw7fGBEFotSoK8kMCqmPK8g6wd/Wv+Hy+MI8SToXGYGTybXeHXV45+ba70ZqbtxDiiXjdbuw11bjskS8yG8Nlt+G0WiL2VxYeDtseCPjZs3J5SEB1jNNqYdfyJQT84Ze6dVSJRjVvXT0Yozr0XqdGIePda4eQZDwaVBVUObjwzZUs2F6M2xeg1u3j3yvyufq9NRRbnC0x9FZBJZcxJNMcsb9nigGtsmPP5gmCEF1ipkoQ2iCv2832JT9E7N+59Cd6jhqLKVHMVjWVuIxMrn3uVfatXUXBjq2Yk5LpP2kKpsQkFMrWsU/I5/VQU1LCum+/oGjvbkyJyYy7+gbkCgUepxOVVovGaEJjaFxmU5m84a8IlSb8Hh+Pw0HuupURH5e7bjUDzj4PrciwGqJnsoGFd49l9cFKthyuoU+qkbHZCaSY1EgkElxeP+8sO4DNXf+GSX6lg7UHq5g2qH3u7TsRiUTCBQPSeGvpgbAzUjPP6o5RZMgTBCGKRFAlCG1QMOhvcCbK7/MiqiU0LYlEgikxmaHnXcSgyVORyuVIT7DXqrmVHtzPnCceJuD3IVepmHjdLfz68Qcc2r6l7phOfQcw+fZ7McYlnPD5NAYjKd17UrxvT70+pUYTcW+URCZDqYm8FE2p0SJtQ+nOm4tEIiE9Vsv0WC3Th2bU67c4vSzZUxbx8d9sKWJKv2RUHXR/VXqMhs9vyeGezzaTX+kAIF6v5KlpfemeZGjh0QmCcCpmzZrFV199xZ49e9BoNIwaNYrnnnuOHj16NPi4L774gkcffZT8/Hyys7N57rnnOPfcc6M6VrH8TxDaIKVaS6/R4yP2dxs2Ep25baaWbu0kEglyparVBVT2mmp+fOc1Av6jwfbgKRew+YfvQgIqgIIdW1n01is4f8vI1xCNwcg5f74X7XFZ/qQyORfc/0jE95hKo2XI1GkRn3fI1GmodSJT5cmSSiToVZHvhZo0cmTNnOre5fVzuMrB1sM17C62UmZ1Nev5/0gukzIgw8ycW3NYdO84Ft49lu/uHMPZvZPRNfC6CYLQeBa3hTxLHtvKt5FnycPijrxEvCksW7aMO+64gzVr1rB48WK8Xi9nn302dnv9/afHrFq1iiuvvJKbbrqJzZs3M23aNKZNm8aOHTuiOlbxKSMIbVRarz7EZ2RScfhQSLvWZGbg2VNF6uoOxm23U1V4pO7fqd17se7rL8IeW7BjKw5LDRr9ie/ex6amc/Uz/6Ro724O79pBXHoGXQYNwxAX3+DywOSu3ekxahx7Vy0Pac8eMZrU7j0b+VMJfxSvV3L9qM489u3OsP3X5nRGfoIsgk2pyu7mv6sP8dbSA7h9R5fcdYrVMvuaIfRKMbRYLbNEo5pEoyhuKghNrcRewmOrHmNV0aq6ttGpo3l81OMk66Kz3eCHH0K3Onz44YckJiayceNGxo0bF/Yxr776Kueccw4PPPAAAE8++SSLFy/mjTfeYPbs2VEZJ4igShDaLHNiMhc+8Ci7Vyxl57Kf8Hu9ZI8YxaDJ57XbmklCA467gPV7vQ0e7m7gLt/xjPGJGOMT6dnA7OjxdOYYzrj+VoaceyG7V/xCMBik15gJmJNS6s18CY0jkUg4p28yC7cXszavKqTvhlGdyYpv3tm/n/eU8fJPuSFtBVUOrnhvNQvvHkt6jKirJQjthcVtqRdQAawsWsnjqx7nuXHPYVKZoj8Oy9GZsdjYyKtxVq9ezcyZM0PaJk+ezNdffx3NoYmgShDaMnNSMiMvuozeYycSDAbQxcS2mqQJQvNS6/UkZnWlLO8AADJFw5vyVc2w/E5rMqE1mUjJbnjtu9B4SUY1b1w1iP1lNr7eUoROKeOiQWmkx2iJ0TVfDaYyq4uXF+eG7bM6fWzMrxZBlSC0I1WuqnoB1TEri1ZS5aqKelAVCAS49957GT16NH379o14XElJCUlJoWU7kpKSKCkpier4RFAlCG2cRCoVNX8EtEYTk2+7h88eexCvy0nRvt1kDhjMoa2b6h3bqd9AtMbo31EUoiPBoCbBoCana3yLjcHjD1BYEzmF+/ZCCxd20EyEgtAe1Xoa3od7ov6mcMcdd7Bjxw5WrFgR9XOdChFUCYIgtBPxnTKZ8fxr7Fy2hKJ9exh16VVIJBLyt2ysOyaz/yAm33ZPo9OqC0I4CpmUVJOaIkv4xBR90sT7SxDaE4Oy4T24J+o/XXfeeSfz589n+fLlpKenN3hscnIypaWlIW2lpaUkJ0e3zEybyv63fPlyzj//fFJTU5FIJPXWRgaDQf7v//6PlJQUNBoNkyZNIjc3/PIEQRCE9kYqlWFOSiHnkiu5YOZDJHXtxtS7H+CGl2dz1dMvccPLs5l6z18xxLXcDEc0Oa0WyvIPsv2XxRzYuBZLWakogh0lSUY1957VPWyfQSVnWGeRfVQQ2pNYdSyjU0eH7RudOppYdXT+5oPBIHfeeSfz5s3j559/Jisr64SPycnJYcmSJSFtixcvJicnJypjPKZNzVTZ7XYGDBjAjTfeyMUXX1yv//nnn+e1117jo48+Iisri0cffZTJkyeza9cu1GqRCUgQhIbZqqtwWGpw2W3oY2LRGs2o9fqWHtZJk8pkqLRH90zJFUrUurb3M5wsW3UVP77zGnmbN9S1yZUqpj3wKOm9+pxwj5lw8ib1SuSuM7oxe9kBvP6jdfHSYzS8c80QUk2R65QJgtD2mFQmHh/1OI+vepyVRb8Xdz+W/S9a+6nuuOMOPvnkE7755hsMBkPdviiTyYTmt3qIM2bMIC0tjVmzZgFwzz33MH78eF566SWmTp3KZ599xoYNG3j33XejMsZjJME2WiFUIpEwb948pk2bBhyNZFNTU7n//vv5y1/+AhzNEJKUlMSHH37IFVdc0ajntVqtmEwmLBYLRqNYviAIHUVV0RG+fv5JqosL69qyh+Vwxk23oY+Ja8GRCSfi9/tY8+WnrPnq83p9Mrmc6/85G3NSdJd9dFROj49ym5tKmweVXEacTkmSSdzEFITWxuVykZeXR1ZW1mlNNFjcFqpcVdR6ajEoDcSqY6OaoCJSaYYPPviA66+/HoAJEybQuXNnPvzww7r+L774gkceeaSu+O/zzz/fYPHfhl6fxsYGbWqmqiF5eXmUlJQwadKkujaTycSIESNYvXp1o4MqQRA6ntqqSuY+839Yy8tC2nPXr0ZjNjPh2ptF3a9WzF5Tw6bvvwvb5/f5OLxzmwiqokSjlNMpVk6nWFHMWRA6ApPK1Cyp049pzNzP0qVL67VNnz6d6dOnR2FEkbWpPVUNOTYdeLIpFN1uN1arNeQ/QRA6FmtZab2A6pidvyzGYalu5hEJJyPo9+FxOiL215QWN+NoBEEQhI6o3QRVp2rWrFmYTKa6/zIyMlp6SIIgNLPaivKIfX6fD6/b3YyjEU6WXKkiNjVyNqj03pHrmQiCIAhCU2g3QdWxNIknm0LxoYcewmKx1P13+PDhqI5TEITWx5ScErFPrlKhEIluWjWdOYbx194Uts+clEJ8RufmHZAQlsvrp8TipMTiwuPzt/RwBEEQmlS7CaqysrJITk4OSaFotVpZu3ZtgykUVSoVRqMx5D9BEDoWQ3wCcemdwvYNPud8dGaRHrq1S+vRi/Pu+1tduniJREq3YSO59JGnMMSKRCMt7XCVne1HLKw+UMnOIgurD1ZS3EDx4Paq1uWlrNZFrcvb0kMRBKGJtalEFTabjf3799f9Oy8vjy1bthAbG0unTp249957eeqpp8jOzq5LqZ6amlqXIVAQBCEcvTmGix58jO/fepnC3TsAkMrkDDh7CoPPvRC5SMfd6ql0erqPGE1q9154nA5kcjkagwmVVtvSQ+vwCirtPDxvByv2V9S1ZSfqeeLCPkgkkNwB0q9bnV72ltTy6pJ95Fc66J5k4O4zs+mWqEevalOXYoIgRNCmUqovXbqUiRMn1mu/7rrr+PDDDwkGgzz22GO8++671NTUMGbMGN566y26dw9foDAckVJdEDouZ20tzloLXpcLlU6Pzhwjsv4JTaK81oXT60culRKvV6KUy1p6SM3C6vTw0Fc7WLC9frKQrgk6nr+0P0My2/dMsNvr56vNhTz01fZ6fW9eNZjJfZKQy05+4VC1w0ONw0MwCCaNgji9+KwSImuqlOrtVYdLqT5hwoQGUytKJBL+8Y9/8I9//KMZRyUIQnuhMRjQGAwtPQyhHal1edl4qJon5+/iQLkdrVLGVSM6cfOYLiR3gHpO5TYP3+8In33xQLkdq9NHrcuLQd1+Z4PLa9088d3OsH1//3o7gzuZSTE3frYuEAiSW1bL377azuaCGgB6JBl49pJ+9Ek1dpiAXRBam3azp0oQBEHouGxVlRzetYONC7/lwMZ1WCvKGlXfJNrW5lVx/QfrOVBuB8Dh8fOvX/O469NNVNS2/6ySTo+fQAO/hkq7G7m0fV+KlNW6cXkDYftqHF4q7Z6Ter7D1Q4ueXt1XUAFsLe0lsveWc2hysilBQRBiK42NVMlCIIgCMc4a2vxeT34PB7mPfsY1cVFdX0qnY7pjz5DYucuSCSSFhlfmdXFP77bFbZvfX41hTVO4g3te8mWUaNAKZPi8YcPKrom6NEo2/fMilTa8PtPehLvT38gyLxNhdjcvnp9Xn+Q2csO8NRFfdEoxOWdIDS39n17SBAEQWh33A47BTu2Me+5x9n20/csfvf1kIAKwG2389Wsx7BVVbbQKMHu8VFQFXnmYOOh9l9UOsGg5PLh4WuIDUg3kWho/0sgEwwqjOrwQU6SUUWsrvFLHx0eH6sORn5Pr8+vxuYS6eoFoSWIoEoQBEFoM/x+P/vXr+GLJx+mOHcvyV2yObxzW9hjHZYarBVlTXTeADUODw5P/RmCSBRSKQpZ5FmI9j5LBaBRyLnrjGyuHt4J+R9mbMZlx/P6VYNJi2l4L5HD46OwxklhjTPs7ExbkGRQ8fLlAzl+wkohk/DqFYNIMjY+sFTJZaQ0cHyCQYVSLi7thPbj7bffpn///nVlj3Jycvj+++8bfMwXX3xBz549UavV9OvXj4ULFzbLWMX8sCAIgtBm2Kur+OWjd+v+7fc1fKHtqq09rfMFg0GOVDv5atMRft5TRoxOyZ/GdqFXioFYXcNBUaxeyfn9U/lqc2G9PqVMyqAM82mNra1INKj5+9Re3DK+C1anF51KTpxOiUmrbPBx+RV2Xli0lx92lhAMBpnUK4kHz+lJVrzuhEvqTqTS5qbC5qawxkW8XkmyUU3iSQQ3J0MukzKqWzyL7h3Hf9ccYl9pLX3TTFw1vBPpMZqTWp6qlEu5cUwW32wtCtt/x8SumDTtN+mH0PJ8Fgv+ykoCtbVIDUZkcbHITaaonS89PZ1nn32W7OxsgsEgH330ERdeeCGbN2+mT58+9Y5ftWoVV155JbNmzeK8887jk08+Ydq0aWzatIm+fftGbZzQxlKqNweRUl0QBKH1Kss7wH//dk/dv8+790F+fOc1PM7whWSvf+mtiIWdG+NguY2L315FjSO0WOsNozpzz6RszCcIDIpqnFz/wTr2ldrq2hQyCe/NGMqornEiU1sER6odXPjGynpJHIxqOd/dNYbMON0pP3dxjZN7PtvCuvyqurbOcVrev34YXRL0p/y8jeH1B3D7/KjlslNKow5Ha17N3XSEJ+fvCkkCcuu4Ltw6vssJg32hY2qKlOre4hKKHnkEx8qVdW3aMWNIffJJFCnJTTXUE4qNjeWFF17gpptuqtd3+eWXY7fbmT9/fl3byJEjGThwILNnz474nB0upbogCILQsUlloUHIruW/MGjKBaz96vN6x3YbOhKtKeaUz2Vz+Zj1/e56ARXAB6vyuWJ4xgmDqlSzhv/eNIKD5TbWHqwixawmp0s8ySaVCKgiCASCfLe1OGxWPKvLx//WHOKByT1O6fWrdXl5/LudIQEVQH6lg5s+2sDnt46M6j4vhUyK4hSDqWOMGgWXDc3gjJ6JbDlcg88fYFCnGOL1KoxilkqIEp/FUi+gAnCsWEHRo4+S9tKLUZ2xgqPLv7/44gvsdjs5OTlhj1m9ejUzZ84MaZs8eTJff/11VMcGIqgSBKEVcVgsWMpK2LNqOUig56jxmBKT0Bqj+0EttB1qgwlzUgo1pUdrHx3ctI60Hr0Yffm1bPr+W5xWC3KVigFnncvQ8y46rbpjNU4PS3ZH3pP10+4yeiSfeEVDklFNklFNTtf4Ux5LU6m0uSmscbL2YBUmrYIRWbEkGlRolK3ncsDm9rF4V0nE/p/3lHHr+K7E608+qKq0efhxV2nYvrwKO6VWd5tInqFTydGp5Kc1YycIJ8NfWVkvoDrGsWIF/srKqAVV27dvJycnB5fLhV6vZ968efTu3TvssSUlJSQlJYW0JSUlUVIS+TOlqbSeT1FBEDo0e001v3z4LntX/1rXtmnBN/QaO5EJ196E1mRuucE1M7fDjt1SQ0XBIRRqFbEp6ehiYpArGp4VaUrBYBB7TTXBQACFWoNa1zou3vQxMUy956/MeeIhvG4XAL9++hEZffoz/ZGnkCkUyBVKtOYY5IrTv2vf0Pr4QEMFmFqhEouTv365jeW5FXVtUgn887KBnN07Ca2qdVwSKGRSzNrIvzuTRoHiFPdUOTw+Gtr0UGFr/7XDBOFUBE6wPzVQa2uw/3T06NGDLVu2YLFY+PLLL7nuuutYtmxZxMCqpbSOT1BBEDq8on27QwKqY3b/+gs9R42jy+BhLTCq5uewWlg7bw6bvv+WY1d/cqWKqXf/hcz+g1Goor9fwl5TTe7aVaz/7isc1hpSu/di3NXXE5ua0SznP5HErC7MeOEN9q9bTeHeXSRkZtFrzHgM8QlNGniaNAomdE/gl73lYfvP7J0Utr01KrE4+WRdQUhABRAIwn1ztvDTzPF0jfJ+osbSKGXcNKYLP+8J/7rfMq7rCZNcRGJQN1w3K9XUcDZCQeiopCeY9Zcaovf5oVQq6datGwBDhgxh/fr1vPrqq7zzzjv1jk1OTqa0NHQ2urS0lOTk6O/5Enk3BUFocS6HnY0LvonYv2H+PDzOyPV+2pND27awaeE3/PF2us/j5tuXZlFbEf4isyk5rBaWvP82S95/G2t5KT63m4LtW/j4oZmU5e2P+vkbQyqVYU5KZuj5F3H+zIcYNf0qYlLSmnwmz6BW8PepvTCEmcG5fFhGg6mtW4sah4fc0loqbR4+XlMQ9phgEBZuK27mkTWsV4qB63Iy67VfOCCVoZ1PfZ9cvF7J1SPDJy4Z0SWWBEPzzQYLQlsii4tDO2ZM2D7tmDHI4uKabSyBQAC3O/ysck5ODkuWLAlpW7x4ccQ9WE1JzFQJQjvk87jxOJ3IlSqUmtZ/59VttzcYNHmcDgL+9l/Q0m6pYc1Xn4XtCwYD7Fr+M2OunBHVMdiqKslduyrs+X/699tMf+SpVrUUUyqN7r3BLvF65t89ho/XHOKXveXE6JTcMq4LAzPMxOha9wV4blktf5u7nY2HqnnjqkFUOeonfjimyOJqxpGdWKxOxb1ndefy4Z1YtKMEXyDAOX2SSYvRnFZ2O41Szu0TuiIB/remAI8/gFQCZ/dJ4rHz+rTrzHl2tw+ry4tUIiFBrzrttPRCxyI3mUh98kmKHn0Ux4oVde3aMWNIferJqO2neuihh5gyZQqdOnWitraWTz75hKVLl7Jo0SIAZsyYQVpaGrNmzQLgnnvuYfz48bz00ktMnTqVzz77jA0bNvDuu+82dJomIYIqQWhHfF4PNSXFrP/uK0r278OUmMSIadOJy8hErWsdS3vCkcqkZPTpR/mhvLD9WQOHoNRqm3lUzS/g82Gr+n15ljkphewRo1Co1JQezKWy+AiBQCCqgcSR3Tsi9lUU5ON2OFpVUBVtUqmEzDgdD5zTg1vHd0Uhk7aJDGtHqh1Mn726LnPhvtJaBneKYeOh6rDHT+yR0JzDa5QYrZIYrZLeKU1b3iTBoOaByT24fnQWNpcXrVJOnF6JQd36f6+nwusLkFdp5+XF+/g1twKDWs71ozozbVDaSRUeFgRFSjJpL734W50qG1KDHllcXFSz/pWVlTFjxgyKi4sxmUz079+fRYsWcdZZZwFQUFAQ8p04atQoPvnkEx555BEefvhhsrOz+frrr6NeowpEUCUI7Urxvr18+fQjdbM6VYWHydu8gYk33Eq/iWehULXWL1AJXQYNY/evS3HWWkN6tCYz2SNGI5W2//TTCpWKxM7dKNy7kzNuuBWCQXavWIrLbiejTz/6nTH5pAqFngqlJnLwKpFIkTaQDtrjdOB2OJDIpOhMMVEfa3NSyGTEnUK2uZbyy56ykFTwn607zD8u7Mumgo31EjVkxGrol96xMmxqlHI6xXaMS6ADFTYufGMlbt/RfWQ2t49Z3+/hp92lvHX1YBLaQLZDofWQm0xRT53+R//+978b7F+6dGm9tunTpzN9+vQojSiyjvGJIggdgK26ih/efiXsMrll//k3XQcPw5TYfMX5TobeHMPhnds4966/sP3nHzmwYQ0A3YaPou/Es9AYOkYhbrXewNirZnB41w4ObdvC/vWr6/qqCg+zZ+UyrnrqJWJT06M2hrSevZFIpASD9Tfydx06HLU+9Hdhq67GXl2Jw1KDXKmkKHcvu379hUGTp5I9fBQ686nvfxFOjc8f4NfjElKU1br5Zkshr10xiDd+3s/e0lrkUgnn9E3mwXN6kiISNLRLVqeXWQv31AVUf7Q+v5qD5fZWEVQV1TjZcriGdXlVdEnQMb57AilmNUpZ27mRIQgiqBKEdsJlq8VaHr7+SsDvo6qosNUGVRKplM79B7H+27ko1RrOueNo4b6ifbtR6w3oYjrOhXl8RmcCfj8rPv2oXp/bbmfl5/9l8m33Rm2vnM4cw9m33sWi2a+GtOtj4xh/7U2o/rAMs7q4kHnP/YPq4sK6tk79BjD2ihnMf/U58jZvZPJtdzfZckGHpQa/z4dUJuvQwZrL66fa4YEgmLWKejWm5DIpnWLrzzh+v6OEXcVW/jy+K9mJepxeP92TDCSKJWDtls3tY3lu5AQ3P+woYUSX5kswEM7BchtXvLuGstrfEw8oZVI+vHEYwzvHIj/NYslticvrRwKoFCKYbItEUCUIHURrX4qlNZnJufQqHJYaaqsqUKjUpPXojT42rtWP/Y+ctbXUVpazb81KAn4f2cNHHS1g3MjAQqnRcHDT+oj9uetWM/7am6MWVCnVGrJHjia5W3d2Lf8ZS3kZXYcMJ71XX4zxv++7sVVXMnfWY1hKQwsqFmzfilpnoM/4SWz76XusFeWnHVS5bLUc2bOLFZ/9h6ojhzEnJzPqsmvI7DsQjbFjzGIeU1Dl4K1f9vPNliKCBLmgfyp3ntGNTscVgb18WAb/XplXb6nfoUoHvkAQlUJGZryOeH37TcwggEQCarkMpzd8op+W3kdW4/Dw4NxtIQEVgMcf4E8fbeDH+8aRFtP+99MeqXZQUOngu61FBIJBzh+QRla8tkP87O2JCKoEoZ1Q642Yk1KoKa2fGlkmlxOTktoCozo5So0GpUaDOTmlpYdyShxWC2u++pzN339b17b+27lkjxjFmTf+udGzK5IGElFIJBKiHWOqNFpUGZmMu/oGgsFg2KC2trKiXkB1TO66VVww8yG2/fQ9eVs2ktw1+5TH4vd62b1iKT9/8Hs9kuriIha8+jw5069i2PkXt+K9gk3rSLWDS95eRfkfLkDnbDzCz3vL+PqO0aT/4QIszazh1SsGcf+cLXj9v0dW14zMZErfZOJEMNUhxOlUXDY0nY9WHwrbP7V/y37WVtk9rM8PnzzF7vGTV+lo94HF4SoHzyzczfc7fv88/XzDESb1SuTxC/qE/F0LrZsIqgThFLhsNmzVVRzatolgMEhm/0EYYuNQ6xsujhdN+pgYzrnjPr74x8P4fb6QvjNvuh1tIy/og4FAgxf1QmSVRw6HBFTH5K5dRfaI0fQaPb5Rz9N95BjWff1F2L4eo8Y16/ss0iyhraoq4mOCgQCB34qrKtWnF/DYa6r59ZP6SyEB1n41hz5jz8CU1DqXtTYlfyDIt1uKQgKqYypsHr7aWMgdE7si+22plFYl5+zeSSy5fwK7i604PX76pplIMKgwtYHshULTUMql3Dq+K8tzK8irsIf0zTyrOymmlr0h4f3tc0Ill3L+gFQm9kgEjgZbS/aUEgwEG3p4u7D1SE1IQHXMT7vLOH9Aqgiq2hARVAnCSXLWWln/7VzWfzs3pH3g5KnkXHoVWmPLZdFK7tqdGS+8wZZFCyjK3YM5KYWh511ETEoqCmXkO9N+nw9rRRn71qyk9EAuyd26033EaAzxCcjkHe9jwuf1YK+uxutyIlep0ZnMKE4QHPi8nqNFeyPY8N1XdO4/qFFJNwxxCfQ7czLblywKadeazIy69KpWMTNjSkiM2CdTKOC3WCxr0NDTOo/DasXrDl9DKeD3YaupapNBVanVxe5iKz/sKCFWp+SCAamkmTUYIgQ8tU5v2AuvY77fWcw1OZ1C6iypFTI6xWrD7q9qiypq3eRV2lmwrbjuIjwtRkOMtnXXC2tpqWYNn/xpBFsKapi/rYhYnYrLh2WQEatt8fIARrWCzFgtj1/Qh6+3FHLf51vw+AN0itXywOQe+AIBdhVZSTap2mUNsTKri4/Xhi/KDfCf1YcY1TWuVSQTEU6s410tCcJpKi/IrxdQAWxZtIAug4ad9kXk6ZDJ5cSmpjP+mhvxuF0olErkDQRTAMFgkJID+/jyyUfweY8WB81dt4rVX37K9EefJiW7R5va03S67DXVbFzwDZt/+A6fx41UJqPX2AmMuXwG+tjIG7oDPh8uW23EfrfD3ugCxlqjkTGXX0v3kWPYuOBr3HYb3Ybl0CNnLKbEpJP+maJBFxtHYpdulB3cX6+v74RJ5K5dxfhrb0Znjj2t88hOsGFbJm97sy7FFic3frie3cW/v1/eWnqAh8/txRXDMzCG2ecik0nQqyJ/ZeuUcuTteIa5zOrir3O3sXTv70kX3ll+kBtGdeauM7OJbeWFmFtaiklDSj8Nk/skt6qiv0lGNa9fNYgH524L+XsoqHJw16ebef7S/sz6fg+ZsVqevrgfie0suPAHg9jdvoj9drcPfweYrWsv2u8nsCBEgcflYuN38yL2r/t2Lm6HPWJ/c5EpFGj0hhMGVHA04cB3Lz9bF1Ad4/O4mf/Ks9irIy/zam+8bjfrvvmS9d9+ic9zdJlVwO9n59IlLH73dZy1oUFTMBjEXlONraoCiVRG95wxEZ87a9BQVDpdxP7jaU1mOvcfxPn3PcTFDz3OsPMvbjUBFYDOZObC+x+m84DBdW1SmZz+k86h+8gxDLvgEvpNnBSSLfBUaAwmzEnh931oTeZmywJYVutib0kte0qslFhcBI/PANFIXr+fD1fmh1xAHvPMwt0U14SflTOoFdw0Nivi8948tkuLzzpE09K95SEB1TEfrMrnQJmtBUbUNrWmgAqOjsfh8Yf9ewB465f9XDUik8W7y5i3qZBAOwswEvUqzugZedb/zF6JJIj9j22GmKkShJPg93mxW2si9jtrrfX2M7V2DoslYuBUW1mBw2ppcIamPbHXVLNl0YKwfQc3b8BhrUFjOLqfyVZdyb41K9n8w3w8TgdZA4cw7IJL6NR/EAXbNoc8VqnRMHjKBcgVJ383/eiepNO/OxsI+KmtKCd/2xZKD+4npWs2nfoNwBifeMp76IzxiUy95684LDV43W5UWh1aowmFWt1ks5v6mFjOu+9vzHnib3iczrp2uVLFBff/HX3M6c2EnYjPH2BHoYWZc7Zy8Lc9KSkmNc9d0p9hnWPqpTM/kUqbh08aWO6zYFsxPZLD75kbmG7m/P4pfLctNBnNlD7JDMlsvynmK21u/r0iL2L/h6vyGZBhRikX94nboo0RElUA5Fc6SDQcDSr+9Wse0walkdSOSgDIZFKmDUzj47UF9fZLxumUTB+SUbdPUmj9RFAlCCdBpdHSZeBQSg/khu3v3H8QKk3b2r8QOEEQeKL+9sRttxHwR/55bZUVxKVlYK+pZsFrL3Jk1/a6vp3LlrBvzUqufOpFtvwwnx1LfyIYCNB16HDGXnkd5hasERYMBik7eIA5/3i4bn/S9iU/oNRouOyxWSRldTvl51br9Kh1+qYaaliJmVnMeP4N8rduomjfHpK6dKXL4OEY4uKjnlTlSLWTy99dE1I8tdji4voP1jH/rrH0Tj25lO6BINg9kd9j1Y76iSiOiTeoePyCPtwwJouvNxUSIMhFg9LJjNO269TovkAQWwNLpGqcHrFEqg1LbiBZhlohrZudqrC72+XvuXO8js9vGcnbSw8wf1sxQYKc2zeFO8/oRuf4xq9uEFqeCH8F4SRIZTJ6jz8Tlbb+B51CrWHA2ece3aTfhmjN5ojLBOUqVZMVbm0LFOqGaz+pf0syUVl4OCSgOsbrdrH6y08Zc+UMbnrtPW5+49+cc/tMYtMyWjSjoq26im//+Uy9hA8ep5Pv/jkLW3VlC42scSRSKabEJAacNYUpd9zH4CkXYE5KjnoSFb8/wOfrD4cEVMcEgvDGL7k4GgiQwtGr5IzuFh+xf3LfhlNcx+lVDO4Uwz+m9eWpaf0YkhnTrgMqOFrgeGLPhIj95/VLRaMUxVJPRzAYpMTiZEehhbV5lRyqtGNzeZvl3MM6x6CMMBtzwYA0fth5NEHLwAxzu/09d0nQ88SFfVh071h+vG8cT03rS5eE6N6saqueffZZJBIJ9957b4PHffHFF/Ts2RO1Wk2/fv1YuHBh1McmgipBOEmmxCSufPKFo3tJflvi1KnvAK566sVWteelsXSmGMZceV3YvnFX39DoVOztgdZkolO/gWH7zMmpdft39q76NeJzHNiwBp/HjTE+AWN8wmnvKWoKTouF2sqKsH2WslKcVmszj6htcHoDbCyIvDRp2xFLgzMo4Rg1Ch6a0guFrP7yyH5pRronigup46nkMm4e0yVsoo5Uk5rxPSIHXMKJBQJBdhZZueitVZz3+gouf2cNE19cyguL9lJhizxzCuDw+LA6vac1g5RsUvOv64aiOm755oB0E2f3SWLRzhIkEvj7ub3adaZHrVJOpzgdnWJ1aBtIStPSXHYv1SV2SvMsVJfYcdmbJ/gGWL9+Pe+88w79+/dv8LhVq1Zx5ZVXctNNN7F582amTZvGtGnT2LFjR1TH13p/a4LQSkkkEuLSOzH13gdx22xAEFUzLIGKFrlSSZ9xE4lJTmHlnP9RXVRITGoaY66YQXK37sjb2Mzb6VDr9Ey+7W6+fuEpyvMP1rUbExK56MH/q9u/01BKc5lCSV0+8Vbi+CQkx2tr+wCbi1IuJStOx7q88HsO02M0qOUnf+e8W6KOb+8cw3Pf7+HX/RXoVXKuGZnJNSM7kdiO9os0pU6xWr65YzQv/riXH3eVIpdKuHRwOn+e2JVUc8MzzELDiixOrnpvDVbX758DgSB8tPoQGbFabhydVS/BRZXdw96SWv7160GqHR7O6JnIhQPTyDiF9P1KuYyRXWL5aeZ4NhfUUGJ10iVBT3GNk7s/3Ux6jJZ/XNiHXiknt9RWaHq2Khc//3cPh3f//pmY0SuWM67tiT42up9dNpuNq6++mvfee4+nnnqqwWNfffVVzjnnHB544AEAnnzySRYvXswbb7zB7NmzozZGEVQJwilSa3WowywDbIvUegNdBg8juVt3/F4vMoWiRetttSRjfCKXPPQEtVWVWEqLMcTFY4xPDEnW0WvsBDYuCJ8Fst/Es9C0stdOZzYjk8vDBk9ypQqNUVyshKOUS7l+dGfmbDxMuGR/d5+RfUoZ95RyGb1SjLx25SDsbh8SiYR4vRK52JAekVQqoWuinhem9+dRpw8JEKNToj5Byn3hxLYcrgkJqP7oraUHmNo/hRTT74FrjcPDW7/s519/SB6yqaCGf6/IY+6fR53SsjWlXEZGrLYuKLO5vVTZvYzuFo9BLRd1mloBl91bL6ACOLy7ip//u4ezb+6DWhe9m7B33HEHU6dOZdKkSScMqlavXs3MmTND2iZPnszXX38dtfGBWP4nCMIfaI0mDHHxHTagOkZnjiG5Szd65IwltXuvetkPTQmJDD3/4nqPMyelMOS8aa1udk9rimHExVeE7Rs1/apmS0veFnWK1fLKZQNDlibJpRIemtLzpJNUHM+oUZBi1pBsUouAqpH0KgWpZg0pZo0IqJrIvpLI9fWq7B68/tA7CqVWV0hAdUy1w8uz3+/B5j795WB6lYJOsVq6JOhFQNVKOGs99QKqYw7vrsJZ2/CKiNPx2WefsWnTJmbNmtWo40tKSkhKCt2OkZSURElJ5ALqTUHMVAmCIJwktd7A8AsvJXvEKLb+uBCXrZaeo8eT3qsvhrjISQhaikKlYuBZ52JOSmbVnI+pKS0mJiWV0ZdfS6e+A04p1XtHoVPJOadvMoMzYyiocuDzB8hK0BOvV6I9yXTqgtAa9U2LfBMt2aiul6p+ye6yiMf/tLuUGocXvap13VgSTp/H2fAy8RP1n6rDhw9zzz33sHjxYtTq1h1gi28EQRCEU6AxGNEYjCR37U4g4Ecub90XERqjkV5jJtCp7wD8Ph8yuVzMUDWSShG6NEnomKrsHlxeHy5vAIfHj0YpI9Ggwu7x43D7UMikxLXBYLtvmol4vZIKW/2ZhvvOyibJEJpdMtBA4esghF0qK7R9Sk3D7+sT9Z+qjRs3UlZWxuDBvxea9/v9LF++nDfeeAO3241MFjprnZycTGlpaUhbaWkpycnRLW3Stv7yBUEQWhmpVIq0BdOln6zWHkj5/X7s1ZU4rVYkUilaowldTGyTFRMWhJPl8fnZXVzL7mIrhTVO3l+Rh93j5/pRnemRbOD1JbkUWVzIpRIuGJDKXyb3OOnkGdV2Dx5fAK1KhkHdvDdoUs0aPrtlJHd+spk9vy0FVCuk3HVGN87qnVTvb29iz0Re/HFf2Ocal52A6RT2GQqtn8agJKNXbNglgBm9YtEYorPi4cwzz2T79tASJjfccAM9e/bkwQcfrBdQAeTk5LBkyZKQtOuLFy8mJycnKmM8RgRVgiAIQqvgdtg5uHE9S95/G7fDDoAhLp6pd/+V5G7do16XSoieUquLvSW1LN1bRoJBzdl9kkg2qtG14tTRx+RV2Hl6wS7O6JXE6z/vB6B3ipHuSQYe+ur3iz1fIMhXmwvZXWLloxuGNyqTY5Xdw6aCal79KZdii5N+aSbuO6s73RL1zTrj1S3RwMc3j6DS7sHt9ROjVZJgUKEKs28t1aRh+pB0vth4JKRdp5TxyNRep5S8RWj91DoFZ1zbM3z2vxk9o5akwmAw0Ldv35A2nU5HXFxcXfuMGTNIS0ur23N1zz33MH78eF566SWmTp3KZ599xoYNG3j33XejMsZjWv+nmSAIgtAhVBQcYuEbL4a01VZW8MVTf+e6F94kJiW1Sc4TDAaxVVfhsNTg93jQmmPQms0oG0iV31453D6KrS5+3FlKWa2LCT0S6JlkJMnUdK9FUY2TGz5cx94SW13b84v28OKlA5jSN7lV1+Sxub28vDiXS4Zk8NKPe+varxzeibeX7Q/7mN3FteRXOk4YVNlcXj5YmVcXqAH8srecpfvK+eD6YUzokdg0P0QjxelVxDWikHSMTsmD5/Tk7D5JzF52kBqHhwk9Erh2ZGexRLad08eqOfvmPjhrPXicPpQaORqDMqpZ/xqjoKAgZMXIqFGj+OSTT3jkkUd4+OGHyc7O5uuvv64XnDW11vtJJgiCIJw2r9uNvaYal60WhUqFxmhqldkdXXY7q+Z8HLbP7/Wya/kSRk2/GslpLrUMBPyUHTzANy89ja2qEgCpTMawCy5lyLkXtLp0+NHk8Pj4YWcJ93+xtW4fzAcr88lO0vPRDcObpP6T2+fn7V/2hwRUcHTfzV++3MrgzBiyWnNQ5fKx+mAlFwxMpaz290K4sTolh6ucER+3uaCa4VmxDT53hc3Dm7/UD8yCQXj4q+3Mu310kwa3TSneoOKs3skMz4rD6w9gVMtRnkLNNqHtUesULR5ELV26tMF/A0yfPp3p06c3z4B+03Y2AgiC0GF5XC6ctdY2W6TW5/Fgr67CWWtt1vPaLTWs+uJjvn7+HxzZtZ3KI4c5vHMb1orI2btais/touLIoYj9xQdy8XlPP1VzbUU5c/7xcF1ABRDw+1k773MObt5w2s/fEH8gSKXNTbU9eqmHT0ap1R0SUB2TW2rjzZ/34/L6T/sclTYPc45bJnZMMAhL97a+9+IfyaRS4nRKPL4Ahj8Ef8FgELUi8iVUSiOCof1lNgIRkjoUWVzUOE///R5tJo2CeL1KBFSCgJipEgShFXPaaqk8fIj1387FZbcx4OyppHTtjtZkRqVt/ctM/D4flrJSNs7/ivxtW9AYjQy74BIyevVFazJH99x+Pzt+/hG/z8fQ8y5iw/x5VB4pQGsyM+Dsc+kzfhKmhOZdXtQQuVKJOTkVh6UmbH9CZlaT1P8q2LENr9sVtm/VFx+T2X8Q+piGZxhORWG1g3mbC/l2axFKuZQZOZ0Z3z2BpEbsu4mW5fvKI2Zq+3LTEW6f2I20mNObrfIHgrh9gYj9lWEyzjU3nz8QsU5YgkHFLeO68O3WIi4blsG/f6vPtGhnCRcMSGPOhsP1HqOSSxnU6cQJYY5PVX48mVQkZxGEtkTMVAmC0Cq5HXa2LJrP54//Dalczohpl3Fg/Wq+fuFJFr7xIkX79uB2OFp6mA2qKjzMfx+8m21LFmEtL6X0QC7zX36WZf/7IOqzVvbqKo7s3oEpMYlFs1+l8kgBAA5LDau/+IRVcz7GZbed4Fmaj1pvYNT0q8P2SWUyeo2ZgLWiHK/HHfaYxirLPxCxz1peRsB/+rMzxyusdnDp7NW8+OM+9pXa2FFo5a9fbuPOTzZRag0f4DWHKnvk19LtC+BvgtzYOpWMfg3UQRqT3XJ13Y5UO/jv6nz+/PEmnpq/i32ltTjc9WfDz+yViFoupW+aiSl9j6Zk/mFnCWf1TmRwJ3PIsWqFlA+uH0aS8cR7k7LidSFFpf+oV4oBs1YkfBCEtkTMVAmC0CrZa2pY9cUnJGZ1pdvQkXz9/JMEg0fveFcVHubgxnWcfevd9Bo7oVUWr3XZbPz8wbv4wgQBu5YvYcjUC9EYjFE7v8/tpteYCSz9z7/C9u9avoQRF01HrdNHbQwnK6lLF8688c8s+++/8XmPzmBoDEYmXPcnVnz6EQU7tjLu6hvoPfYM1PpTG3dy1+7AgrB95qSUJs8w6PUH+GRtAcWW+sHT+vxqthdaTnu2yur0UmFzU2X3oFfLidepiDec+KJ+THYCry4Jn2yhb5oRver0l3TF6lQ8fkFvps9eXW+pW/90E0eqnewvs9EtsXnfh/vLapk+ezXVjt+X2P17ZR6vXD6QyX2SUf8h612CQc1TF/Wl2OIiRpvBbeO7Um5zE6dT8uoVg6iye9h2pIYEg4o+qSaSjWoUJ5iFAkg0qPjnZQO489PNITOGepWcF6cPIL4RSSMEQWg9RFAlCEKrVLR3NwSDDDrnfH795MO6gOqPfn5/Np36DcCUkNQCI2yY22HnyO7tEfvzt2wisXOXqJ1frlQiV6kanBGrPFJAbGp61MZwstQ6A30nnkXW4KHUVpQf3Ufn9bJx4TeU7D9aF+eXD98lLj2TzH4DTuq5XQ47Hrud1O49UWl1dSnb/2j0Fdc2eR2vKruHeZsLI/Z/uq6AcdkJJ1wKFkmp1cVTC3Yxf1tx3YV59yQ971w7lKx4XYOP7RynZUgnMxsLakLapRJ4/Pw+xOqa5qK+d4qRL24bxdMLdrGpoAaDSs5Fg9MYmx3PPZ9tIdGgYs6tOY1KQd4UahweHvpqe0hABb8lz/hiK4M6xdDpuCx2sTpVxNcjI1bLgAzzSY9DpZAxsWcii+4dx6frCjhYbmdkVixTB6SS1gRJQgRBaF4iqBIEoZU6eoWo0mqx11SHPcLn9VBbUdEqgyoAiUQaNhgEol5zSRcTe8J9WyptwxfdLUGuVGKIi2fLjwvZ8O3csMes+uJjkrK6oNYbTvh8Ab+fqqIjLPvf++Rv3URCp85ccP/DLH7vTWpKin47p4pR068is9/ApvxRAJAA0gb2xpzOvhmX18+bv+znu63FIe37Sm1c9/46vrgtp8FZsASDmjevHsJ/1+Tz39WHsLp8DM408+jU3vRMPvFr21gapZw4nZJx3RO4eWwXXF4/C7YXc+t/NxIIQn6lg3Kbu9mCqmqHh/X54T9TvP4gu4os9YKqaNEq5XRPMvDI1N54/QFUcqkodC0IbZQIqgRBaJVSe/Rq1HE+jxtLWQmG+ASk0taTgUqtN5A1eBgHN64N29954JConl8ml2NKSCK1e0+K9u2p16/UaDEnpUR1DKfK7/VRfigvYr+ltBifp3EJDixlJXzy9/vrklOUH8rjx3deY/hFl5GU1Y1gIIDGYEQXExOVZaRxOiXTh6Tz8k+5YfuvGZF5yrNU5bVuPl9fP1ECQEGVg8Jq5wmXFiab1Nw7qTvXjuxMIBhEo5QRo23616HW5eOVCK8BHF3C2Fz8kVLu/cbhafp9dScik0qQtaLPL0EQTp5IVCEIQqukNcUw8pIrcNlsGOLCb2ZXqNR43W4++sudlB7cT7AJNtY3FZVWy/hrbgy7b2rkJVeii2naZWbhGOLimXzbvfWWtMnkci584BF0Uchy1xTkCgUpXbMj9selZyJvRKFen8fDhu++qpftz1JWyuJ3Xqdo326SunTDlJjUqIAqGAxSZnVRXONsdFp0mUzK9KEZYZfiTeiRQK+UU99X5/D4Gsysd7g6fCKXKruHfaW1LN1bxrYjNVTZPSSb1KSaNVEJqABMWgXKCBn2gGbNgmhUK8iMizwTNSDd3GxjEQSh/RAzVYIgtEpqnY7BUy6guqSYCdfdwoJXn6uXmW3sVdexdfFCvG4X37zwFFc/83LEAKwlxKamcfWsl8lds4oDm9ahM5kZNOUCYlPTmy1BRGxaOlc9/U+Kc/dSuGcnManpZA0cjCEuIepLEH0eN163B4VadVKzQBKplN7jzmT9d1/hD1ObatRlV6PWnXjpostuI2/rpoj9uWtX0Wf8mSjVJ96/UlHr4oedpbz1y35KrC76ppn4+7m96J1qxKBuOEtbqlnDxzePYOnecuZuOoJKLuX6UZ0Z2MlMQiMSSkSiVcpRK6S4vOEDq3CBQ4nFyV+/3Mby3Iq6tk6xWj64fhhdo5gsIkGvZMaoTP71a/0ZyPP6pxDXjEkZEo1qnp7Wjxnvr62XPOOaEZ0aleRDEATheJJga7q12wpYrVZMJhMWiwWjMXqZuQRBaDyX3YatqpLNi+ZTdvAApsQkeo2ZwL61K9m1/Oe6465+5mWSG5jhaCnBQACv24VUJkeubH2ZCpuax+WipqSIDd/No6roMAmZWQyZOg1TUjIKZeMuWP0+HyUH9rHgtReorSgHQK3Tc+ZNfyZr0LBG1SlzWC3Mf/lZTInJyJVKinL3UJb3e0r1HjljOeeO+04Y8NU4PDy9YDdfhCli+961QzirT3KjfiY4usxNJgWd6vTTZbt9fl76cR/vLj9Yr69rgp53rh3MziIrKSY1GbFazBoFD8/bzrzNRfWOT4/R8OVtOSSbopcgobzWzcdrD/He8oPYPX5UcilXDu/E7RO6Ntt+qmMcHh8Hymw8v2gvW4/UkGRQc8fEbozNjm/WAE8QmovL5SIvL4+srCzU6parj9daNfT6NDY2EDNVgtBCfB7P0cxsEglagxFZExQ2ba/UOj1qnZ7BUy5g59KfsFVXseC1F+ot64pU1LWlSaRSlJrWX6y4Kfj9PvK2bGD+K89xLB1d6cH97Fy2hIsefIzO/QchkZ545blMLietR2+uevJFHLXWur1P+phYpLLG7z0Zev7FbFvyAx6nk+zho8i55AqW/Hs2tupKBp1zfqNm0CpsnrABFcD/fbuT/hnmRi9fM2qa7u9cJZfxp7FdsLt9fLb+cN1eoUEZZh6c0pMr3l1DxW/FdZOMKj68YThbDlvCPteRaidFNa6oBlUJBhV3TOzKpUPScXr8qBUyEo0qVPLm30ukVcrpl27mzasGY/f4UEilYoZKEFqhxx9/nCeeeCKkrUePHuzZU3+v8DFffPEFjz76KPn5+WRnZ/Pcc89x7rnnRnuoIqgShJZQU1rM+m++ZO/qFUhlMnqPP5PB55yPMSGxpYfWqimUKrYsWhA2eJJIpBhiW8/Sv47KXlXFj7NfheMWQQQDAX5462WumfXKSS3R1MfGoY+NO+lxOKwWVnz2H7YvWVTXdnjnNowJiZx9290c2b2T2LTGpZPfWRQ+EAEotriwOL3NuifojxIMKh4+txe3jOtCjcOLRiljR6GF2/63kZo/pAwvtbq56cP13HtWd/765bawz1USppZWU1PIZKTHtJ4bDEaNokkDXUFo71y2WhwWC26HHZVOh9ZoalQm1tPRp08ffvrpp7p/yxtYur5q1SquvPJKZs2axXnnnccnn3zCtGnT2LRpE3379o3qOEVQJQjNzFJWyid/vz+kftDG+fPIXbuKyx9/FmN8QrOOJxgIYKupJuD3IZMr0LfS5AUAOnMMoy+/JmxB20HnXnDCFOJC9NlrqvE4nWH7HJYaHFZLs+x7s5SVhgRUx1jLyzi4aR2jLrsajb5xS7wN6oa/KhWylk2BrVPJ0ankZMZBfoWd+7/YenxMC0CRxYVeJUcll4ZNcNGpgeQNQttgc3upsHmwOLzoVEdT2cfo2v+SY6F51FaWs2j2axzatrmurfOAwZx9610Y4qJ37SKXy0lObtwy61dffZVzzjmHBx54AIAnn3ySxYsX88YbbzB79uyojRFE9j9BaFZ+v49tS34IW5DVWl5K3uYNzToeh6WGzYvm87+/3cO/7ryJzx77K3tWLcdZW9us42gsmUJB73FnMPXuBzAlHq1NpYuJZdJNtzPiwktRakTBzObg83rw+ZovBfap2P3rzxH7di3/GZ+7cdn7ALonGVArwn9djuwSG7WMeafC6fWHDaiO8fj8aJX1l9v1SzOS3EKzbULTKLO6eOybXZzx4lIufHMlk/65jFv+u4HDVeGzQArCyXDZausFVAD5Wzfx4zuv47JF77ohNzeX1NRUunTpwtVXX01BQUHEY1evXs2kSZNC2iZPnszq1aujNr5jxEyVIDQjV20tuWtXRezfs3IZPUePb9Qm/NPldthZ9eUnbP1xYV2bpbSEBa8+zxk33kb/Secgk7W+jwiNwUjP0ePJ6NMPn9eHTCZDFxMrCmY2A1tVJUW5e9nxy4/I5AoGnDWFhMyskJTtOnPMb6nu6y8l0xhNaJspAZDP64vYF/CdXB2iRIOKN68azC3/3RhS4yhBr+KZi/phbkVBlUHdcEbAHskGLh+WwQcr83H7AkgkMKF7Ak9d1E/sKWrDnF4fry3JZe6m0L1/6/OrufW/G/nPjcPF71c4LQ6LpV5AdUz+1k04LJaoLAMcMWIEH374IT169KC4uJgnnniCsWPHsmPHDgyG+ucrKSkhKSkppC0pKYmSkpImH9vxWt8VkyC0YxKpFIUq8hebQq1G2kAtl6bksFjYuvj7sH0rPv0PXYcMxxjfevd46cytd5liY3hcTjxOJ3KFErW+edKrn47aqkq+eeEpSg/+XsB1//rVdBuWw6Sbb68LrHTmGCb96Q6+f+Ol0CeQSJh8291NUhsrGAjg93mRKZQRg+leY8azfckPYfu6jcjhZNLeKuUyxnSL56eZ4/hhewkHK+yM7hbPsM6xpMW0rtnRBL2KW8Z24bWf99frG5sdT5JRw72TunPViExqXV60yqNLxMS+oratvNbN5xvCF4LeVWyl1OoSQZVwWtwOe8P9zob7T9WUKVPq/n///v0ZMWIEmZmZzJkzh5tuuikq5zxVIqgShGakNZoYNOV8Fr39atj+wVMuQNGIoqZNwVJeWi+ZwDEepwOXzdaqg6q2yut2U11SxJq5n1JyIBdjXAIjL7mCpC7dwhYKbg2CwSD7160KCaiO2b9+Nf0nnUPWwCHA0SWaXYeO4OpnXmbdN19SVXSEhE6dGXbhpcQkpyCVnnqmN6/HjbWsjO0/L6LySAGp3XvSa8xEDPH1a27FpqaT2X9QvTurKp2OPuPOJG/zeroNy0F33D68QMCPvboKW1UVPq8HQ1w8WpMZlVpDVryeP0/sdsrjbw4qhYwZozojk0l5d9kB7B4/CpmECwem8ZezuxP72/6aTrHRnw33+PyU1bpxef0oZFJitCJ4ixaby4/XH/lWQWGNkz5ppmYckdDeqLQN1wZUaU5cO7ApmM1munfvzv799W8cASQnJ1NaWhrSVlpa2ug9WadDBFWC0Mw6DxhCRp8BHN65NaS95+jxJHbu0mzjaKjgaXxGJqpmKk7b0RTt28Pcpx8lGDy6PKu2opy5z/wfoy67msHnXoiqFaZed1gjz2oCbF40n/RefetmYVUaLclds5ly+314PW4UKnWDM7SN4ff5KNi+lW9efIpg4Ohrl791E+u+mctljz1DSrceIcfrzDFMuul29q9fza5ff8HjdNCp30C6jxjN0v/8C0tpCRm9+oUEVX6/j+J9e/j2pWfq9j1KZTKGXXApg8+9AK2xbVyUxutV3D6hC5cOTsPm9qNRyojXK9Eqm+8rv8TiYvayA3y+/jBOr5/OcVruOjObvqkmMuO0qBXNn0a9PXF5/VTbPQQ5uuTTqJYhl0rwHV/N+DcpJrFf7lTVODwQBHMHT/ihNZnoPGAw+WEKqnceMBitqXk+H202GwcOHODaa68N25+Tk8OSJUu4995769oWL15MTk5O1McmgipBaGb6mFim3v0XKo4UsOOXxcjkcvpNPJuYlNRmzV5niItHYzThtP6eLjqtVx+GX3AplUcK2LJoPmk9e5OU1a1ZsrV1BLbqSn5857W6gOqPVn/xKb1GT2iVQRXBIH5v5MQUfq8n7M+kUKtRNFGRSXt1FQtff6EuoDrG53Gz8LUXufyJ59HHxIT0OW1Wdv36C9nDRyFXKinev495zz1BwH90T5WlvDQkrXpteTlfPv1oyM8a8PtZO+9z4tIz6DVmQpP8LM1BIZOR1kKpyytq3dz5ySY2HKqua8uvdHD/nK08c1E/JED35OimYG5vAoEgFTY3EMTtC/LWL/v5anMhHn+ACd0TeHBKT+46oxsv/1R/Nrlbop5kEVSdtGKLk2V7y/l0XQGBIFwxLIMzeiWSEsVabq2ZWm/g7Fvv4sd3Xg8JrI5l/4tWWvW//OUvnH/++WRmZlJUVMRjjz2GTCbjyiuvBGDGjBmkpaUxa9YsAO655x7Gjx/PSy+9xNSpU/nss8/YsGED7777blTG90ciqBKEFqAzx6Azx9CpT/8WS7Cgj4nlor8+ypwn/47P7Sa5W3cGTT6Pb//5TN1F5YbvvsIQF8/0/5tFTHJKi4yzPXHZbFjLS8P2BYMBKo4cwtwKX2e1wUCPUWNZO29O2P6+E85qcOazKdRWVURM1V5TWoyz1lIXVAX8fqoKjwASyg/lUX4or1Hn2L9hTcTgcfWXn9Kp74CQpBxCeIU1zpCA6o/eWrqfv03pSaJR1aoSfLRmpVYX320t4sNV+Tx2Xm+emL+LI9W//y38srec1Qcr+fbOMRwot/Ht1uK6vj6pRt6+ejAJBhFUnYwSi5ObPtrArqLfM/VuL7TQY42eD28Y3mEDK0NcAlPvfuBonSqnHZVGh9YU3TpVR44c4corr6SyspKEhATGjBnDmjVrSEg4msK9oKAA6R8Kyo8aNYpPPvmERx55hIcffpjs7Gy+/vrrqNeoAhFUCUKLasmMdRKplKQu2Vz/4psc3rWDmORUvnr28XoXlbWVFSx+93UumPlQ1Av8NSev243DUo3bbkehVqMxmlHrorsmXCJtOAmJ9DSzLbrsNnweD0q1pknTy8tkcvqdOZkdS3/CXl0V0heXkUl67+h/Wfl9kbP5ASEzWDWlJXz8yEyuffZVDHEJ1FaW1zterlTVpeU/pqHgy1JWQsDf8BiEozYVhA+oAI5UO5FKJDg8fsytcFK2tSmrdXHnJ5tYn19NjyQDeZWOkIDqGJc3wOylB3j8gj7cO6k71Q4PepWCeL2SOL1IUHGyfs2tCAmojtlbYmPJ7jKuGZnZAqNqHdR6Q7NeC3z22WcN9i9durRe2/Tp05k+fXqURhSZCKoEoQOTymSYEpMxJSZzaMdWPM7w9UwO79yGo9baboIqe001e1YtR6lWo9LqcdlqqSw6zJBzp0W1+LJabyA+I5OKw4fq9cnkcuL+sBTtZLhstZQePMDqrz7FWlZGYlZXci69kpiUNJRNtPzOlJDElU++wNYfv2fPymVI5TL6nTGZ3mMnYIiN/vJQU3wiUpk8bGCjMZrqknz4PG7WfzcXn9vNvjUrOPvWu0KW/B0z8bo/oTGE7gFI7d6LXcvD17eKS++ETC6SLDRGQgNZ5hQyCVKJhOa6n+Tw+PD4AuhUchTNlFm1Ke0vtbE+/2iQ2i/dxJqDlRGPXbavnL/6etIlQeyHPR0Wp5dP14XPpAjw2foCpvZLEUWVhXpEUCUIAgDuExTua2hPTVvicThw1lqRSCSsnPMx9uoq9DFxDDrnPAp2bCNr0JB6GeGais5k5pzb7+Ozxx/E53aH9J11y11oT2FpmcflYvvPP7L84w/q2moryzmwcS0XPfgYWQOHNNmMqCkhidGXX8Pgcy9AIpGgMRpPK5vfydCazYy54tqQn/OYSTfdjv63VO0uu70u49/Kz//Heff+jatnvczm77+jLP8gpsRkhkydhjE+Ec1xNU46DxiMSqsLmzp47FXXN+uex7ZsQLoZlVyK21d/n93kPsm4fT7i9dG9IK1xeNhfZuPd5QcpsboY1TWOK4Z1IiNWi0zadmrazd9WVPf/nR4/BnXkyzajRtGmfrbW6kSvoATJiQ8SOqS2d9tGEISoiMuIvJxBYzShbgfZAK2V5exd8yvbfvqBXz58t24pm626kl8//YjyQwdx2W1RHUNCZhbXPf8GOZdcSXrvfvSdeDYznn+dbsNzUChPfpmOw1LDis/+U78jGGTxO69jO2653umSyeXoY2LRmWOaLaACUKjU9D3jbC55+AlSsnugNZnp1G8gVz75IpkDBtUtrZTKZCHv1fmvPMucJ/5OrzETOefP9zFq+tUkd83GEBdX7xzG+AQue/xZYlN/nzFUaXWcdctdpHTrfto/Q5Xdw+EqB4U1TlzekytA3JYkmVS8N2MoyuNmhron6bl6RCeGZ8WhkEXvvWN3edl2xEJhjZOcrnEEgkFmLzvIua/9yt6Shm8etTY61e9B1LJ95UzuEzkt9E1jshqcJRQax6hRcPWIThH7rxzeiRixH1AIQ8xUCYIAHJ1F6Tl6PHtWLqvXN/6aG+tmAtoqW1Ul8559gjFXzGDr4rfDHrP1xwX0GX9mVMchlckwJ6cw8tIrGOr2IFMo6tVYOhk1JUX1lrYdY6uuxFVrxRAbGkD4fT58Pg8uay2lB/dTU1ZCctdsYlPS0ce23t+zRm+g84AhJHXtjt/jQa5Woz6udorWaGLY+Zew8I0X69rc9lq+ePJhAK548oWIr7dEKiUxM4vLHpuFs9aK3+tFYzSii4lFdhr73VxeP7uKrDz+3U62HbGgkku5ZHA6d57RjVRz+9vwrpTJGNkllh9njmNdXhWHqxz0SzeRGaslVqskwRi9pAm1Li9bD9fw0o972VVsJcWk4eoRnbh8aCf+79sd/P3r7bx/3bA2s3Rr2qA03vv16F4/m9vHjkIL143qzEer8kOOG9stnrN7J4V5hpYVCAQptbootriwurx0itUSr1e1+nplo7vF0y/NyPbC0H1VvVIMnNEzekvEhbZNBFWCIABH9/tMmHEzCZlZbPjuK5y1VmJSUhl3zU2k9+x9wiQLrV1l4WEqCvLxe70REw74fT48rvAZ5pqaVCprkmQS0hPc8f/j781ls1FdUsj+9atJ69mH+a88j/cPP685OZVL//5kvQQOrY3mBHv7OvUbQPeRY9i3ZkVI+/Bp04lNOfG+tWPZOZvKvpJaLp29imMlhNy+AJ+sK8CglnPZ0Ay2F1rwBQIM7hRDgl6FoZVfcDaGUi6jc5yOznHNUxAUjl7AL99Xzh2f/F7wuaDKwazv9zB9SDrX5XTmw1X5WJzeNhNUpZk13Da+C7OXHQTgraUHuGlMFh/cMIxNh6pxef1M7pNM5zgd8a1slsofCLKz0MKNH62nwuapa790cDoPTunRqjMSJpvUvDdjGCtyy/lkXQHBIFwxPIPx3RNI7qCZ/4QTE0GVIAh1dOYYhp5/Eb3GTCDg9yNXKttNCum8LRuBEwchSlXr/aIPx5SUjFypwudx1+uLSUmrS+DgdtjZsngBKz/7L+fd81e+f/2lkIAKjs56/fTvt5h6z1/rzQC1hEDAj8NiIRgIoNYbGl1AWGeO4cyb/sywCy/l4Ma1yOQKug4dgT4mDrW+eZex1jg8PL1wF8fXZL1pTBYqhZSzXl4W0vfn8V3407iuxLbCi/5al5dKmwen149eJSfRqEIlbz1FfEtrXTz+7a6wfV9uOsL71w3jo9X5BAlfILc1MmuV3Dq+K1P6pvDx2kPUOLwM6mSmZ5KBiT0SW3p4DSq2OLnqX2uxuUNvYn256QhZ8TpuG98F2UkkD/EHgtS6vMikEgzq6N94SDapuXRoBmf1SSYYDIoSAMIJiaBKEIQQUqmsyYv92mtqqCo6wq5ff0YqldJn/JmYk1KbrQI7gP634NBeU40pKRlLaUm9Y8xJKaeULKIl6cwxnHP7vcx/9XkI/n6xKFeqmHLnzLqg2F5TzcrP/otSo8Xv80XcO5a/dRNOq6XFgypbVSU7l//M1h8X4vO46TJ4GCMuugxzUkqjZk21RhNao4nkLt2aYbSROTx+1uWHphg3quUMyYzh9o831Tv+7WUHGdEljgkNXDBbnF68/gBGtRxlMwU1RTVOHvt2Bz/tLiMYBJVcyo2jO3PT2C7En0TK7mAwGLVSElanj3Jb/ZsLR897NJ37mK7xmNrYTGCMVkmMVkm/NBOBYBB5G8liuLmgpl5Adcy7vx7k4sFppDRy+euRagffbS1m4fZi9Co5N43NYkC6uVn2kLW194vQckRQJQhCVNmqq/jxndfI27yhrm3bTz/Qa8xExs+4KWqZ9o7XZcgIln38Aeu/m8sZ19/K92+8FBJYqHV6LvjL39vc3jG5QknWoGHMeP51tixaQHXxEVK796bP+DMxJvx+YZ7/W0Y8pVqDy9ZAMo5gEL/HE7m/GdiqKvn6+Scpzdtf17Zz2RJy163imlmvEJOS1oKjOzlSiQSjWoHF+Xv2zLP7JPPt1qKIj3l76QEGd4qpt++kotbNpoJq3l1+kBqnl4k9ErhmZCYZMVqkUcz6VmFzc/vHG9ly2FLX5vYFeHvZQWRSKXef2a3B4K7C5uZguY3P1x8mEITLhqbTLdHQ5BfEclnDr4FWJeNvU3oQq2tdy+QaSyqVIG1DaecOlkf+nLE4vXj89bNDhlNQ5eCSt1dRXvt7wLz6YCXn90/hsQv6nFRQLwjRJIIqQRCi6vDObSEB1TG7V/xCr7ETyBo4pFnGoY+NY8rt9/H9Wy/z6ycfcvZt91BbUY6lrISU7B6kdO8V1RpV0eRzu5BKpQw4awoqrQ59bGy9mkp+79FAyWGtwZQUOYOYWm9A2cKzVGX5B0MCqmM8TidrvvqcSTffjqKNLNOM1yu5blRnXluSW9dm0ijIq6iftv2Yslo3nuPSkVfZPTz7/W6+3FRY17a/zMZn6w4z745RdEtsmhpyNQ4PXn8Ak0aJUn50RqTU6goJqP7o3yvyuGJ4Bukx4Sv5lte6+L9vdvL9jt9nhudtLmRCjwSev6Q/iU2YtCJWq6R/uoltR+qPVauUMSjDTKdYUXG4ufRLj7wSIcWkRt2IWVaX189bv+wPCaiO+W5bMTeMzhJBldBqiKBK6PCCwSA+jweZXH7C/TbCyXHW1rJx4TcR+zcu/Ia0nn2arEBtQ5RqNd2Gj+LG7B7kbdlE6cH9dB06gl5jJ9arV9Ta+f0+7NVVeJxO/D4fi95+hfJDRzOEqfUGJl73J7oMGR6SWjyz3yDgAwJ+P2V5B8gcMJhDW+svPxt92TUtOlsXDATY9Wv4ArwA+9evYcwVM5o8qHJYLVjLy8jfugmlRk3n/kPQxcai0pzeRbhcJuXqEZ1Yvb+C9YeOLgPcX2ZjQLqJjYeqwz5mWOcY9MfVIyqqcYYEVMfUun3M+n4Pr1w+8LT2mVTY3GzIr+KdZQepdngYmx3PjWO6kBGj4VBl+KLgAE6vH5sr/BIvgK1HLCEB1TFL95azJq+KCwaknvKYjxejU/LS9AFc9s5qqh2/zwzKpRLevHowGTHaNrN0rj3olWwk2aimxOqq1/eXs3uQZDrx33CNw8M3WyLP6n61+QiDM9vWkm2h/RJBldBhBQMBLOVl7F39K4d3bcecmMyAs8/FlJDUJFnZBAgG/PWSIfyR1+UkEIh8QdbUlGo1ypS0NrV87Hguu43ctatY+p9/ce6d9/PDWy+HLGN02Wr5/s1/cunfnySz/6C6dkNcPL3HTWTX8l9YO+9zptz1F8xJyexa9jNetwt9bBxjrphBl8HDWvTmgkQqRamOHMgoVCr8Xi+26qomC/7s1dUsfu8NDmxc+4fW95hw3Z/oO2ESqtOcuUsyqnnrmsEcqnSwbF85sVolY7snMGfDkXp7TpQyKbeM64paEfo7+GlXacTn/3lPGVan95SDqiq7m2cX7uHLTUfq2vIrC5i7qZB5t49uMO27TCpBowz/frG5vXywMi/iYz9Ykce47PgmTQCQnWTgu7vGsPpAJSsPVNI9Uc+UfimkmtQo5CKgak4pZg2f3jKSmXO2sLmgBgC9Ss69k7I5o2fjkmycKKVIsO3kHGkyAY8ff60HCSDVK5Cq2v+lfGFhIQ8++CDff/89DoeDbt268cEHHzB06NCIj1m6dCkzZ85k586dZGRk8Mgjj3D99ddHdZzt/zchCBFUHD7EZ4/9FY/z6EX/IWDr4oVMufN+skeMOqVCrEIolV5Pt2E5rCv8Imx/j5yxqDQtn2WuLSnZv48f33mNhMwsKo4UREw4sfyTD7mkcxe0xqNLcDQGI+OuuZGsQcNY/+1clv/vAwafez7XzHoFpBIUKjX6mNioJRE4Gf3OnMz2nxeF7es5ZgJL3p9NdUkhORdfQdbgYXU/46kIBoPkrl99XEB11NKP3iOjdz8SO3c55ec/JsGgJsGgZmjno4GgPxDki9tyeHje9roLzt4pRp65qC+d4uoHMQ3tmZL84X9PRbHFFRJQHePw+HlqwS6eu6Q/aWYNCpmEa0ZmkmrWIJVIWJdXid3ti7j8yh8ApydykWOHx4//+LSITSA9Rsv0oVqmD81o8uc+XT5/gFKrm9yyWipsHnqnGkk2qtrsPq8TyYrX8f51w6hyeHB7/Zg0ChKNahSNnDE0axSc3z+FORvrvz8BLh584hIJ7Ym3wknt8iM4t5YT9AfR9InDeGYn5AmaZvvs9ju8BGxeAi4fUo0cqU6BTBu9ZB7V1dWMHj2aiRMn8v3335OQkEBubi4xMZFnKPPy8pg6dSq33XYbH3/8MUuWLOHmm28mJSWFyZMnR22sIqgSOiSn1cIPb79SF1D90Y+zXyWtRy9MiZH3nQiNI5PJ6X/mOWxfsghnbWgRRUNcPN2GjmwVF/FthcNq4ddPPwKOplKvKMiPeOyxmlx/pDPF0HPUODL7DcTv86HS6hqdprw5mZOSGTj5PLYsmh/SHpeRSUbvfmxc8DUEg/zw9isMmTqNUdOvQnmKy/Qclho2zp8XsX/7kkWcceNtTf4+lUkl9Eox8v71w6hxeAkGg5g0CuIiBChn9U7in4v3he2b3CcZ82lc1CzdWx6x79fcCgKBIB/fPILdxVb+uXgfuWU2JBKY0D2BR6b2RhfhTrlRLee8/qls+i1oPN7UfimYmzmzWiAQpMTqoqDSQYXNTddEPUnNFNT4/AE2FdRw44frQ2Yox2cn8Pz0/iRFsSjyidjcXqpsHty+ADqVnCSjGlkTJT+J0SlPuS6YRinnzjO68fPespBaVwBT+iSTGddx9sh5K5xU/Gs7/prf95c5t5bj2ldN4u0DUCRE/7Xw1bipnrsPd25NXZsq20zMJd2Rm6PzN/Tcc8+RkZHBBx98UNeWlZXV4GNmz55NVlYWL730EgC9evVixYoVvPzyyyKoEoSm5qytpSzvQNg+v89HxeGC0w6qHLVWPHY7EqkUjcHYYZcUmhKTuOqpl1j79Rz2rvoViVRK73ETGXrexSHZ6YQT83u9VB05DBwNBtJ79Y14rDEhKeIyvmO1q1orjcHIqOlX0XvsRLb+9D1uh53O/Qej1Gj44c1/hqz52bTwWwacfe4pB1UBv79ewP9HtuoqgoEAkigtiTyWLvtEUkxqrh+VyYerDh33eAV/PadHxMCmMeQNXDxLJYDkaI2qOz7ZVFdTKxiEX/aWs6t4DV/dPpq0MEsEJRIJk/sm869fD1JkCd1Xk6BXcfGQtJOqU3S6AoEgO4osXPf+upA9V2O6xfHS9IGN2uNzOkosLma8vxaXNzQJybLcct5fkcf9Z3dvthT5f1RY4+Tp+bv4YWcJgSDE6pT85eweTOmb3CqKJHeK0/H1HaP5alMh3+8oRqeUc/PYLgzJjOkwSSqC/iCuPZUhAVVdn9OHbXUR5nO7IIniEle/w1svoAJw59ZQPXcfsVf2jMqM1bfffsvkyZOZPn06y5YtIy0tjdtvv50//elPER+zevVqJk2aFNI2efJk7r333iYf3x+JoErokAKBhlO5+rynnlLa5/VQfiiPJe/PpvRALhKJlG7DRjDu6hsxJ6ec8vO2ZebkFM644TZGTb8aJEcvmuWKlv+ybmukcjmmpGQqjxRQtG8PIy+6nI3yefh99fel5VxyRZsu3KwxGNEYjCR3zcZSXsaXTz8StrZYMBjAUlpCTPKpJTxQabVk9OnP/vWrw/Z3GzayVSSwMWuV3H1mNmf3ORqkVNu9nNU7ifMHpJJxmhntJvZMZNb3e8L2TeqVhFoh4/lFe+sVMAYotbpZl1fJRYPCL8NKM2uYc1sOH6zMY+6mQgLBIBcOSOVP47pGzBgYLcUWF9f8ey1WZ+jfy4r9lbzxy37+PrVXvb1sjWF3+yivdbPxUBUef5BhnWNIMKjr1TfaVFBdL6A65r9rDjFjVOewwWk0ldW6uOnD9ewpqa1rq7J7eHjeduQyCdOHpLeK1QTpMVrumNCVa0Z2Qi6V1is30N4F7B5cu6oi9rv2VOMf50Fujt6NgYDNWy+gOsadW0PA5o1KUHXw4EHefvttZs6cycMPP8z69eu5++67USqVXHfddWEfU1JSQlJSUkhbUlISVqsVp9OJJko3uUVQJXRIar0eU2ISlrIwm78lEhIzT30PRXVxEZ/934ME/Ee/uIPBALnrVlOcu48rn3oBY3zHnJ1RqFStcqlZW6Izmcm59Crmv/IsBINsWDCPc26/j5/+9RZux9EU3RKJlCFTL6RzM6WqjzaJVIrP6wkbUB2jOI3skUqNllGXXc3BTevr/maPMcTFk9Gn/yk/d1OL1akY1VXFwAwzXn8QvUreJEu0kowq/jy+C28vOxjSHqNV8NC5PfH5A6zPj3xBt2R3GdMGpkW8+E6P0fLgOT3509iuQJBYnaouXXtz2ldqrRdQHTNnw2FuHd/lpAM9q9PLl5uO8OT8XSFJE67LyeTuM7NDlnMeroqctMfh8eNtZN2mpnS4yhkSUP3RC4v2MjY7nhRT61hlIZNJ2+3esxMJSiVIVJEDfqlK9tu0cvQEGsjy2Zj+Uz5vIMDQoUN55plnABg0aBA7duxg9uzZEYOqliKCKqFD0sfEctYtdzH36f8jGAz9Iht2wSVoTae28d3jdLBqzv/qXZwB2KorKdixlb4Tzqprs5SXcWTXdgp2bCUmJY0eOWMwxCUgV4pZHCG8jD79yZl+FWu/+pyC7VvxulxM/vM9KDU6An4f5uQUdCbzKS+Ha420BiPxnTqH3UOm0ukwxJ1afTGP04ndUkPA7+eaZ1/h4Kb1rJrzMRCk+8gxjL782lZZu0yrbNqvbpNGyS3juzKxZyL/XpFHpc3DpF5JnNc/hfRYLWW1LuL1Ko5Uhw8KMmJOvEleKZeRbGrZGb8jNZGDGrcvgNt38kFNfqWdf3y3K6RNq5QRbzj6eu0pqSVGpyRBr2JEl8gzx+kxGjSnMEt2urYX1kTsK691N5hoRGg+Mp0C3fBkXLvD39zQjUxBboxuwClVN/y5c6L+U5WSkkLv3r1D2nr16sXcuXMjPiY5OZnS0tCb5qWlpRiNxqjNUoEIqoQOLLV7L6559mVWzvmE0gP70MfGMfLiK0jr2fuUUyi7HQ4O79oesX//+jX0HjsRqUxOVeERPnv8QZzW3wtVrvriYy584FE69xuITNGxljcIjaM1Ghl6/sX0HnsGtZUVyJVKdOYY9LGxSKUtv0wtGrQmM1PvfoDPH3swJNuhTC7nwvsfOaXU6rbqSpZ//CF7Vi47umdKKqXXmInc8MpspBIpaoOxWeqntRYxWiXDs+Lon27G6w+gU8rrMg4m6FXcNq4rj3yzI+xj20oGtt4pkW+WxemUaCOkho/E4wvwwar8kDa1QsprVw7iveUHeenH3xOL9Egy8PY1gxnSyczGMIk7HprSs0USVaSZI998UcmlLTKjKNQnkUhQJOnQDEzAuSU0sYyqqwl1dvSXekv1ClTZ5rBLAFXZZqT66FyzjB49mr1794a07du3j8zMzIiPycnJYeHChSFtixcvJicnJypjPEYEVUKHpVCpSOzclXPvvB+vy4lMoTjtDfxSmQyt0YTbbg/bb4iNRyKV4aytZdE7r4UEVHKFkj4TziQY8FNx+BBqgwGdORa5CK6E4yhVapRJyZiTOk6Gyrj0Tlzz3Ksc3rmNI7t3Ep+RSbehIzHEJ5z0nieX3cbPH7xL7tqVdW3BQIBdy5fg93o465Y7O1RA9UdqhazevqKjCSeSWHWwgoXbf1+GKZXA85cOaLCOVWuSEauhR7KevSX1yxDMPKs7SYaT+517/QFKjkvAcfWITD5dV8DavNAZhb2ltdz2v428N2MozyzczeJdpQSCRwPWv03pyehu8Sf/AzWB3ikG9Cp5vXppAJcNSe8wiSDaAnmsGtPkzuiGJf+WUj2AZkAiigQ18pjof17JtApiLukeMftftNKq33fffYwaNYpnnnmGyy67jHXr1vHuu+/y7rvv1h3z0EMPUVhYyH/+8x8AbrvtNt544w3++te/cuONN/Lzzz8zZ84cFixYEJUxHiMJBjti6bTIrFYrJpMJi8WC0di6M2QJrdO2JYtY/O7rYftmPP86CZlZVBUX8sG9t9a1K1Rqpt7zV3YtX0LuutUEAwEUKjVDzruIgZOnojOZm2n0wsmwVVfjcTmQyxUotVrUOn1LD0lohOriQt7/w99fCImEG1+e3aYLREdLld1DqdXF+vwqdCo5QzNjSDComnw5YjQVVjt44rtd/LT7aFBj1Mi5d1J3pg1MI/YkM90FAkHeWX6Q5374PcnHezOGcst/N0QsSrvw7jF0itVRaXfj8QXQq+UkGdQN1iGLJn8gyPbCGmb8ex3WP+yJyekSy8uXDyI5yhkRhVMT8PpBAtKTyBbpcrnIy8sjKysL9WncNAqpU6WWI9VHt04VwPz583nooYfIzc0lKyuLmTNnhmT/u/7668nPz2fp0qV1bUuXLuW+++5j165dpKen8+ijjzZY/Leh16exsUHb+SQUhDai65Dh5I8YHXIXHImEM66/pS6FeOC4bG0jL76c9d/OpXDPzro2r9vFmrmfEgwEGHnJ5SJbXivirLVQcbiA9d/MxVJeQlx6JgPOmoIxIRFzUkqryJYlROa0hd+YD0AwiMsWvqBya+L3B3B4/fj8QUprXazPq0KvVjC4k5lEozoq+3NidUpidUp6pbTdG45pMVpeumwAVXYPLm8AvUpOklGF/BRSu0ulEs7rn8Lby/bXJcDw+gMRAyqASpuH3qkm9FHaf3KyZFIJ/dLMfH/PWA5W2KmoddM92UCyUR2xZprQ8qQtsP/uGJk2+kHU8c477zzOO++8iP0ffvhhvbYJEyawefPmKI6qvtbxVy0I7YjOHMOkm+9g5MWXc2j7ZpRqDRl9B6Azx6D6LXmASqdDHxuHraoSiVRKXHqnuqKux9u44Gv6nXE2psSksP1C8/J5POxbs5Kf/vVWXVtV4RH2r1vNOXfch1yhxBDXMkt5hMY5URIPpbbxST58/gDFFhe7iq2UWFz0TzeRHqMh4SSXkp3M+QprnHyx4Qjr8qtIMak5r38Ku4qtfLruMDKphH9OH8BZvZPQnkbtqvbMoFZgUCvw+v3UOLxYXd5TziqXHqNh7m2jePSbHaw5WIVCJkEuleALl38eWrTAbyQyqYS0GC1pzZziXhDaG/GJKwhRoDUa0RqNJHYOn5pdHxPHmTfexjcvPo1ap6e2qiLic/k8bjxOR7SGKpwkW3Ulv3z0Xr32YDDA8o8/4Pz7HkIfGydmq1oxndFESnZPinPr12ZK7dEbrbFx2T99/gCbCqq57v31OL2/Z0nrn2bknWuHkhKFvUZ7S2q5dPbqkPN9s6WIv03pyTl9k/lhRwn3ztnC4vvG0y3xxMtRvb4AcpmkQ71fg8Egh6ud/G/NIRbvKkWrlHHTmCzGdIsn8SSDHolEQnaSgXevHUKl3YvN5eXDG4ZTUGXn/ZX57C/7fdZzeFYs8Qax4kAQ2iuR1kUQWoBEIiGj7wAuf+xZYtIz0DRwESeRSJGL+k6thrWiHL/XG7bPXl2Fx+nA5zn14tGtUTAQwFpRxoGN69j0/bcc2b0DW3XkukWtncZoYurdD5CQmRXSnpjVjXPvur/RCWtKrC6u/yA0oALYVmjl5Z/24fQ2bd2WSpubv3y5td75AF76cS+XDc0AIBiEb7cURXyeYDDIkSoH76/M49b/beTJ+bvYV1qLI0yygvboUKWDC95YwbvLD5JXYWdnkZWZc7by17nbKK91n/TzOT0+NhXUcPk7qzn/jZVc8++1vLX0ADMndSenaxwSCZzZM5FXLh/YYessCUJHIGaqBKGFqDRa0nv3Zdr9f8ftsGOIT6C2orzecV2HjkBrNDf/AIWwTnRHXyqVIZW3n4/WYDBI2aGDfPnkIyHpzGNS0rjk4X+02WWppsQkLvn7k9irq7DXVKGPiUNrjjmppDC7iqw4ItTx+XpzEXefkU16bNO9F6odXnYXh98P5vUHKapxEq9XUmHzcLg68ux2bqmNS99ZFVII94NV+bxy+UAm90mul/2vPXF6fby2JJcaR/0bI0v3lnOwwkaC4eQCn7wKBzd+uJ4/rvg7Uu3k3s+38O2do1EppMTpVBg1IpOrILRnYqZKEFqYxmDEnJTCJQ89UW8vTkq3Hky8/hZUJ7HHQ4guY0JixJlDQ1wC+rg4ZCeZ4vtkBAMBbNVV1FZW4HGFFjO111RTW1mB29F0y0VtVZV8NetxXHYbSo2WpK7ZxKamU11cyOL33ggJtNoanclMYucuJGZ1w2W3sfqLT1j2v/cpyz/YcDKL35RYXRH7PP4AHv/JF5NtyImS9foCQaS/Bf0Te4QvWlxt9/DgV9tCAqqjzw0PfHFqMzVNzeH2UVBpZ0ehhbwKO1Zn+JnhU1Hj8LJwR3HE/nmbCk/q+RxuH2/+sp9wW6g8/gBfbjxCeoxWBFStUMAXwG/14Lc33ftL6Njaz+1UQWjj4tI7ceVTL2ItL8dWVUlMcgq62LgWT6duq6rEZbchlR4tiNrY/SYny+Ny4bBUYyktQSpXYEpIRBcTi6yVzfrozDGcfctdLHz9xZB2qUzOpJtvRx8bF7Vz26qr2Lt6OZsWfovbYadz/8HkXHolKp2evC0bWf/NlzgsNaT17M3oy68lJjUNhfL0lhtZy8vwuJycccNtaE0myvIOoNYbSOrSjdz1a3BaLW06lbytuoqFr73I4V3b6to2fPcVQy+4hOEXXNLgUsB+aZH/FpKN6iZPNW7SKugcpyW/sn7QLJVA5zgtZbVuko1qhnYOXxC52uFhc5jis3A0CNhTYiUjtuVu4pTXunj1p1w+W38YXyCIRAJn9EjkyWl9m6QelgSQS6VA+IBXcZJZAO0eHzuLLBH7Nx+uwenxo9C0rXvYFbVuqhwefP4gZq2CJKMaWROlffcHglTY3ASCQYxqxf+zd5ZhbpZpGz6TN+7JuE87dXdXWrwUKUWLL+4LLLD74bDowsLiiyxOgeJFCqVFSt2ou4xb3O39fgydNk0yHevUch5Hf/R5Xksyk3mu577v60bbwYYqYlQkbPXj/q0M/yYbUpUM3dg8VF3NCMdAzVuqk1JiotG2b4IdXquVFCmOcfSWdPSWw8M5Luj3U75hLT/89wVc9Q1piZmdSjjp2ltILyhCIm2/RYLP5WT1j9+x8OP3iEYa0qnkKjWn3ng7hX0HID+MaspkcgVdho7k8n+/yrKvP6NmxzYyO5Uw4MRT0aelNzo8tjceu41v/vMUpev2Lv43LfyVtIJC6stL2bTgl8bx7SuWsmPVcs69/zHyuvdq0319Lien3ng7S774hMote7vaSwWBk667lWg4gt/jPiKFlSiKbF70W4yg2sOyL2fRbdioJkVVrklN/3wjq8viF9V3n9yDLEP7/txm6lU8Pq0fF762OM5d7rLRnfh2TRWTe2Zyz5ReSQVIJIkr3R58oZYvLCKRKLXuIFFRRK0QMGtatzD1BsM8N3cr7y7e3TgmijB3Yw2OD1byykWD22zzbdEqOXNgLu8s2p1wftrglvUnU8kFCi2JhS5A53TtEZVOGYmKbKx08vDsDUzonkFxupZSG9S5A5RkaNEqYyNuLn8Imzf0p0CSHbBmrMrh5+NlpbyzaBfeYITx3TK49fhuFKdpWmVr3xrCdT5qnl+F+GfqboQAto82o+plwXxWNwTd0RlVlMvlSCQSamtrycjIOKbMaZpCFEWCwSC1tbVIpVIUitYL65SoSpEiRUKs5bv59PEH2LfpSs2ObXx4351c/MRzGDOz2+1elVs3s+DDt2PGQn4fXzz1CJc89TwaowlHTTUbfptPNBKmx6jxmHJyOzyK53O5cNbVsPG3+YRDQXqMHs/wM89FazQiyA/uH2JbVUWMoAIQZDIyizrz+0fvxR0vRqPMff0lzv7HQ2ja8D6lFxaz7KtZMYIKIBqJ8O0LT3PG3+5lw4KfGXzqGaj1+lbf50BEoxFc9XVUbNpIfdlusku6ktmpBEN64jS35uB12Fn57VdJ51fNmU1WSRek0vhFcZ3LzweLd3Pz5K58uaqSb9ZUEoxEyTaouPvkHozvfnAWLf0LTMy+aSwvzt/Kyt12cowqrp1QQqd0LRKJBItG0WQPJINaToFFTanVl3C+b27LelDVOP18uHQ3byzYid0bYmChiXtO7UWPHH2LI3X1riAyQcKrFw0mFGn43vnqjwq+W1vFsl026tyBNosqhUzKVeNKmLuhhgpHbPrm2YPyKWyhrbheJeeG47rwy5Z4B1eJpEHsKmRHTpSq3O7lwa/WceX4Ev41Z1NjDV+hRcODp/dmeOe0xh5oO+o8PDx7PT9trEEUoU+egYfP6EuvHD2KBE1pq51+rnp7KX+UOxvHZq+pZO7Gar66YQxdsw7e98ceov4wjm93NAqqffGvtxKe4DtqRZUgCOTn51NWVsbOnTsP9eMcdmg0GgoLC5G2YcM4JapSpEgRR8Dr4bcP3yFRF8ugz8uWxQsZctqZ7XIvn8vFwk/eTzgnilH++Ol7jOlZzHvr1cbxVd/PpmTwcI6/8ga0ZnO7PMeBn9PJwk8/ZOU3X8Y8R1G/AZx03V/RmROnW7UXW5csjBsz5+RRvWNb0nNqd+0g4PW0SVQhgfW/zEs4JUajVG/fyvYVS+g0cAh53Xu2/j5NIIoitbt2svCT9wn5/VRs2kA4FERrMnPOfY9iyc1v3XWjUQJNtCvwu92IUTGu+tgfivDfX3fwyi/bUQhSLhtdzIdXDUcUwe4NMqTYgrGV0ZoDoZILdM/W8+hZffEEIihl0hbV62QZVPzzzL5c8saSuDqgy0cXk9YCk4Y6d4BbZ65iwbb6xrGVu+1Me/l3PrhyBCM6tywVNixGKbf5uObd5URF0CgELhheyEOn9+GeL9ZS6fDTPbvtjYcLLBo+vmYUP22s5qs/KtErZVw2phM9s/VYWiHaemTreWBqbx6ZvaGxjk4tF3h8Wj+K0o6setjv11Vz3cQuXPveihgTlt1WL1e8tYwvrx9N7zwjZTYv57y8kFr33hq8teVOpr/8O1/fOCbh57SpyhUjqPbgD0X51w+beWp6P3TKgytoov4w/o3JnUt9a+tQFh65za0PhE6no2vXroSSONgeqwiCgEwma/NGWEpUpUiRIo6gz09NE4v13etWM+CkKcjaIToTCQVx1tYknbeWlxFMYLywbfliuo8aS88xE9r8DM2hvrw0RlDtYdcfq9i+Yin9Jp3YOBb0+/A6HERCIRRqNTqzpc3pkoka1kbCYWRNpSpIJEgSRFlaggQIBZIbMvicDhQaDSu++ZKsziXI5O0vJpy1NdirKtCaLAgygYEnTaFy62aWfP4xs597kml/f7BVtX5KrY5OA4aw/pe5Ced7jBmfsKav1hXgf7/vxKyR88DU3li9IV7+eTtqhcDxvbKo9wQPmqjag0Yha3XN1uAiM19cP4Z/zdnE6jI72UYVN0zswojOaRhUzf+dLrf5YgTVHkQR7vtiHe9dOZz0ZoqUeneA2z5azYp96r28wQiv/bqDq8Z15sTe2c2+VnPIM6uZMaKIMwfmIwiglrd+OWRQKzhnaAHH9cik1OpFKpWQb1aTqVcmjNgkwhsM4/CFkCAhTadocW1Xe2D3BHD5QvyypS6hq2UkKvL8vK08Nb0/P2+qjRFUewhFRJ75cQv/mt4/rlbqq9XJbf7nbazB5Q8fdFEFNBQgRhKnwUqOoKhiaxEE4aCaKR3LpERVihQp4hDkMvRp6fhc8buKAObcvHYzkJCpVKQXFrN7zaqE85nFnRM2aQVYPvtzivsPanZfodYSCYdZ9f3XSedXfPMFXYYMR2M04ayr5df3/8emhb8iRqNojCbGnHcxXYaObFN6XLfho+MierbKctILi5FIpIhifC1MpwGD25ySJ1OqSC8ooq50V8L5rJKubPz9FyQSKdFwBNp5TeSxWZn7+ovsWLW8cWzld1/TZ+LxjJp+Ib9//B4+p6NVokquVDL8zHPYsnhBnHA0ZeUkrUdz+kMYVDLevGwY9e4gMkHKecMKmbexhps/XMWMEUXcMqkrZu3hWfSuUcjom2/kPxcMxBMIIxekrUqrW7g9XlDtYVO1C08g3GwhVO30xwiqfXlv0S7eunwY2caWNeY9EBKJpMlUyZaglgsUWDQtNvmIRkV2Wb38Z+4W5qyvRiGTcs6QfC4eWdwuxhzNpdzu48V5WxnWycKHS0uTHre61I7LH+bHDck3wpbssOLyh+NElV6d/L1WKwQ6osJHqpWj6Z+Bd0Xi51f3PTxqmlMcmRz9kjxFihQtRmMwMuKs8xJPSiT0m3hiu9SLeOxWStf+waCTpyaclymVFPcfROn6tQnngz5vo7HFwSQaieD3eJLOB7weotEobruNL556mI0Lfkb800nI67Az55Xn2LZ8cZtcl3RpaYyafkHc+I6VS5n0l2vjxrUmMxMvuQqlRtvqe0KD7fjES69KOJdWUIQYjeBzOigZMhy5qvWL3oDPi72qkp2rV1C2cR3OuhqikQg7V6+IEVR7WDvvB0zZOah0esJtSGUxZWVz4T+focvQkUgFAblSxcCTTmP6PY8krdfSq+S8eOFg7vr0Dy55cwnXvbeCv7y1FJc/zJNn9+OdhTub7BN1uKBXyck2qltdp2TWJFfQckHSIre4HXXJf788wQhOf4gf11dTfgS8ry1ht83L6c//xqcry3EHwlg9QV7+eTszXltMpSNx3Vt74/aHeeir9XywZDfFaVqyDcl/j7ONalQyKTlNCNw0rQKZEP/ZTxuYPE33gmGFba6Xaw5SuYBhciFSQ/yGh25MLoLx8DFFSnHkkYpUpUiRIiF5PXsz9PSzWfrlrMbaKplcwUnX/xV9Rmabr+9x2JnzyvNsX7GEXuOO4/irbmDBzHfxOuxAQ73QKTfchq26MmFtF0DJkBGodAe/uFmuVNJ95Bh2rV6RcL7zoGGotDpqdm5Pmjb52wdvUdR3QFwvsuai0uoYeNJpdB40jD9+/A6v00H3UWPJ694ThVpLbreerPnpe1y1tXQePJSivgMxtMPnBA3RqGl/f4h5b72CtbwMQSaj64gx9BozgW/+8xRqg5Guw0a1Wmh7nQ6WfjmL5V9/3hhxU2q0nHPfoyyb/XnS87Ys/p2uw0e16WdAKgik5Rdw8vW3Nvb3UhuMTaa2ChIJd3yyOsbxLSrC56vK0alknNI3h1nLy+iXb2r1cx0JjOichlRCwh5NU/rlYmlBpC6riYW8IJUQjojc9ekaumTqeOfyYeR0YBTnYBEIR3jtl+04/eG4ue11HpbssHL6gJa5EbaGek+AOeuriIrw0vxtXDmuE5+tTNyv66ZJXTBpFcwYUcj7SxI7KF4zviRhhDLPrOa6CSW8OD/2O7Jblo6LRhR1WMqjzKIm89r++Dda8a2tQ6KRox+ViyxTg9DERkGKFAciJapSpEiREI3ByPAzptP3uBOo270LmUKBJTcfrcncdB1PM7FVlLF9xZKGexlNmLPzOPWmO4hGoyjVGtRGI6bMbDRGEzpLGm5rbKqRSquj//End1gfqz0iZf/6L4VazZDTzkSmUDRZh+ax2wj5k9cmNQeVTo9Kp2fyldcjimKMS1FGYTHHXXo10UgEaTvnyyvVGor7D2T6Pf/E73LitlnZ8Nt8vnzmUToNGMLY8y/B2AYBt3PVcpZ99WnMWMDrYfe6Pwh4m4gQ+jz0Oe4EdKa2m5Uo1JqEdWuJqHL6k1pof7K8lH9NH8BPG6vb/EyHO5l6Jc+cO4BbZq6K2fcoTtNw2wndWlTzlW9Wk21QJWyofEKvrEZ3va01bmatKOPaCV3arW/SocLuDTFnffKfk89WlnNS72yUB9mS3R+KNArj79ZV0Su3wQjlvi/WNRpvSCVw43Fd6f/nRkGBWcP9U3vzwFfrYj77MwbkMq5b4givSaPgqnGdOblPNjOXlmL3hTh9QB5984ztntp5IGRmFdoROWgGZYEgQXoM1FKlOPikRFWKFCmSotRoUWq0mLNz2/3a6375CYDhZ56D3+Pmowfvjpkv6N2XU268A0NGJuc98ARLPv+I9b/OR4xG6Dp8NKOmX9Cutu4HwpCe0RA5+fJTdq9fgykrm/SCInqPn4QxMwtoSNFLhiCTtZvtukQiSRoVam9BFQmHcdvqqdm5HY/VSk7X7qTlFzJq+oWMOmcGap0ehbr1UQOP3caqObMxZmXjttYT2SeVr2rrZor7DWTNT3MSnlsyeDi53XocdDv7/dlVn1zo+UNRJBI4Y+DBjzAcatQKGcf3ymLuX8fz/bpqKuxeJnTPpHeugWxjy34mso1q3r5iGJe8sYTKfazOBxeZOXtwPte9tzdK/OHSUs4ZUkBmE9Gt5uD0hYiIIia1/JD07JFKJA11R654wwcAvVKGtAOEo04pR6+U4Qo0RMye/mELk3tm8vKMQVS7AuhVMvrkGknXKdD9aWSiV8uZPjif8d0yWLStHl8owqguaWTpVU3WEpo0CkwaBX3zTYiieEh7JUkkEiTKlGFDivYjJapSpEgBNEQG/G430OCKptK2rRbnQEglUhRqDZnFJXz1zKNx86Xr1rBl8QIGnDgFY2YWEy+9mhHTzgdEVFp9m+p3WosxI4uhU6eR37svu9euRqXVNRo0SBUCmUWdUajVBH3xtRC9xk9CazJ1+DO3hUg4TOWWTXz66H0xRg45Xbtz2q13tzqVcd/rB/0++h53Ij6nA0teAdaKMhZ+/D7hUJAti3/nnPseZdPCX+PeU31aOl2GjjwkTYeL0pL/bihlUjQKge4d0HPncECjkNE5Q8e1E9r+OXTL0jPr2lFsr3VTavORrlOyvdbNjR+sJBDea8QSjoi0vjqxobfWkh1W3vx9J4FwhDMG5HFK35wONYYASNcpuHhkEQ98tT7h/MUjizskJS7ToOTmyV15ePaGxrEfN9Tw44YaTuiVyWPT+iVs6qtVyiiQSckYkINKJrS4eW+q+WyKo42UqEqRIgGiKFLlqWJ9/Xq2OrbSw9KD7ubuZGs7LjLSUYiiiK2ijPnvvN5gCCCKFPYdwMRLriItL7/NVuDJ6DV+En6Pmy1L4/sv7WHFt1/RbcSYxpTDti7i24q9upKPHrgbV/3eRp+/fvAWp9/+fxT1G4DOksa0fzzErEfuJbhP/6Pc7j0Zefb5yBRHVhG021rPrEfvJRyI3Umv3LKJhZ98wHGXXdXq19Qo2B67n5B/r2Aq6N2PU266na+eeYxoJIzHZuXCR57htw/fYuuyxQiCjJ7jJjL8jHPa1Pi3LeSb1RRaNOy2xqcAnje0gN45BjLaGEXZQ6XDxx9lDr5fW0WGQclZA/PINanRt8D6/Egi16QmGI5Q5fRz7bvLCSco2Dqtfw4Wbetef43Lz20frebXrXt/h9eWO/nf7zuZedUI8lrY/LctSCQSTumTw+w/Klm2yxYzd+HwQkoyDu7G1h7kgpSzBuUhSCU8O3cLdm8IhSDlzEF53Dq5a0JBFQhF2G318t7i3WysctI718gFwwopsKibbSOfIsXRhkRsix3VUYjT6cRoNOJwODAYjt4GcCmaZpN1E5d/fznO4F5L8XR1Om+c+AadjJ0O4ZO1P/bqKt69+2YC+7nbyVVqLnr82YOS+gcN5gSbFvzCzj9WNtZW7Y/aYOTix59DZ2lZE9GDQcDrYfZzT7Jj5bK4OUEu57KnX8aYmUU0GsFtrae+bDcem430ok7o09LRtqUB7yFi8+Lf+erpfyacE+RyLnvmlVbXUjlqqvnfbdcRDsanPvU//mS8Dge7163moseew5iZRdDnw+9xI5GAWm845AJ1Z52Ha99bzoZKF9BQc3LmwDzuPKlHm9PS9lBu8zLj9SVxzngPTO3NWYPyjlph5Q9F2Fnn4Y5P/mBNuSNmLkOv5NNrR7XYunwPP2+q4ZI3lyacu35CF245vmuH94iqcfrZVO1i1opy1HIp5w4poDBN2yKjj/YgEolS7QrgCYRRyQXS9YqE/bsiUZHfttRy+VvLiOwjemVSCW9dPoyRndM6JG0xRYqOornaIBWpSpFiP2q8Ndz4040xggqgzlfH7T/fzqvHv0qa+tAv8tuDaCTC+l/mxgkqgJDfx+ofvmXs+ZccFDMIjcFI99HjkatUSUVVpwFDUB6C9K49iNEooUAAQS7H53QmtPYGiIRC1OzcjjEzC6lUwJCeiSG9fZz3DiVua13SuUgoFFP/1FIqt2xMKKgA1v8yj1NvuoOR0y9odDBUqNVtqt1qb4rTtbxzxXDq3UG8wTBmjYJ0nbLd+h75QxFemLctodX4fV+uY0yX9CZFlccfpsYdYPH2erzBCCNL0sg2NF3vcrigkgt0ydTxwoWDmLuhmvcX7yYQjjKlXw7nDytstaAKRaJJHesAZq0o4+JRRU06EbYHoUiEWleQSFRErRDINKjINKgY0yX9kKbECYK0WSmQ1U4/t8xcFSOoAMJRkVs+XMWXN44mp4U1dSlSHA2kRFWKFPtR76un0lOZcG6zbTM2v+2oEVUBn5ftCSIve9i5egXDTj+7VY1Vm4PGYKCo30CMWdk4qqti5mR/NmaVKzs+IiFGozhqa9i44Gd2r12FISOLgSedltTaHSDgcXfgE3YM2SXdks7p09JRtKGuzVGb3PUsFPBjzsnFklfQ6ut3BOk6ZbOb27aUek+QWSvKks7P3VhNSWbiDQenP8QXK8u598tYZ7bT++dyz5SepOs7vh6xpcgEKYUWDZeOKua0/rmIIpg08g6PIrU3VQ4/by7YwbuLduEJRuiWpePeKb0YUGBqNIE43Kl3B7B5E2+o1LoDWD3BlKhKcUySElUpUuyHL9x0w8VAJPHu+pGIIJOh0ScXTGq9ockoVTgYJBTwI1MoWy1+9GnpnHPvP1n65SzWzv+RSChE50FDGXv+JZiyDk0NW13Zbj6892/71EWtIadr94SW6nvIKunacQ/YQRgzs8jq1IXqHVvj5sZdeFmb0jJzuvZIOmfIyEKh7ph6ksMVURRjzBn2x+GN7220hzKbj3u+WBc3/sXqCsZ2TefsIYe3WN0XiUTSZuHq8Aap9wTxhyLcOrkbglTCN2uq4o6bNii/yZQ7hy+I3RtCFMGglrc4Pa/OFeCmD1ayZKe1cWxztZsZry/hf5cNZUL3IyO6vX+Ean+iB5hPkeJoJSWqUqTYj3R1OlKJlKgYv6BRCkpMSlPHP9RBQqFSM/i0M9mxKnG0auhpZ6HUxC9uQ4EAjupKls3+jJod2zHn5jNs6jRMObkom9nrZ18M6ZmMv+gKhp0+HRBRqLUoNQ3X8TodREIhpDJZh9Ql+VxO5rz6nxijCYDVc75h5LTz+f7lZ+PO6Tp8NDqz5aA/W0ejNZk5/Y7/Y8FH77Dh15+JRsLoLGmMu/AyivsPSnhOOBTCY7ficzoR5DI0BiNaU/x7Y8nJw5Kbj7UiPhrTINiOvvezJeiUMoYUm1m205Zw/rieiRfg0ajI+4t3Jb3uSz9vZ0L3TNL1R5ZpSmsptXq545PVLNreIGRUcimXjCzmvtN6xbju5ZvVXDC8IGEkTBRFtta4ufeLtSz88zr98408cmZfemTrm+16V2b3xgiqfXngq/X0yjWQeQREEdP1SjQKAW8wEjdnUMmwHKTobYoUhzspUZUixX5YVBbO6XYOH276MG7u8j6Xk64+tA507U1GUScGn3oGy2d/HjPeb/LJZHeJT/8So1HKNqzls8cfQIw2CM/aXTvYvPBXTrnxDroNH9WqvkEyeay7n9/jonLzJn778G3qy0sxZeUwavoF5Pfqe9DSEQH8bhdVWzbFjdfu2kHZxnWcdfcDLJj5DtXbt6Ixmhh62ln0HDsRtf7oNLbRp6Uz6fLrGDntAiLhEHKVGp3ZkrD2w+dysu6Xn1gw851Gx0BzTi5Tbr2LjILiGCdJnSWNs/7+ID+//V+2Ll2MKEbRmsyMu/AyivoO6KiXd9hi0ii4b0ovznzx9zgHvBGdLRQmqSsKR8WYPk/7U+8JEI4mj4AdTVQ7/VzyxhK271OX5g9FeeWX7fztxO5cPrqYJTutB7RUL7X5mPbS7zj9e6ODq8scTHvpd765aWzSNMz9SSaQAXbUefAEInAEOPFn6pU8MLU3d3zyR9zcQ6f3IesYEez7IooiUVcQMSIikUkR9Id/7WKK9ueocv+7//77eeCBB2LGunfvzsaNG5t9jZT7XwpoqKv6ctuXvLH2DewBO+nqdK7pfw3HFx2PRXX07aD7PS7cVis7Vi5DFEU6DRyCzpyGWh//F95VX8e7d9+C12GPm5Or1Fz61AuN5gKtJRIOs3b+D/z43xfi5kafM4PBU85Arjw4O7rW8lLe/Ou1Seen3vYP8nr0JhwMIJVK0ZrMB812/khj86IFCXuOKTVaLnriOYwZWXFzQZ8Xr8NBJBxCodY0CLYj4P30BcO4A2EUMgGjuv1qYYKRCLXOAOV2H0pBQCKFp+ds5vdt9Rg1ci4bVcy0wflNmil8sHg3d3+2JuHcuUPyuWlyVyrtfnZbvRSlack3qw+6OcOhYOkOK9NfSdyywaiW89WNo9Gr5BhV8qRudZGoyAvztvD0D1sSzp8/tID7pvZGJT+wjfjnK8u5ZeaqhHNyQcK82yaQ30oTjo7G5QuxqdrFs3O3sL3WQ5dMHbdM7kqXTN1R60qZjIg7iG9tPa6fdhNxBpGlqzGcVIyysxFBc2y9F0crx6z7X+/evfnxxx8b/y87CK5lKY5+0tRpXNzrYk7pdArBSBCFoCBDk4FUcvgv9lqDSqtHpdWTXlB0wGN9TkdCQQUNjoFua32bRZXHZuXnd95IOLdw1of0HDsBY+bBqbdS6vQNTWjLSxPOp+UXokltuMThsdv47cO3E84FvB5K1/2BccLxcXMKtQZFK1JGDxXBcIRd9V5e/nkbS3fayNQruW5iCQMKTAn7+bQEXzDMr1vquHXmKjx/plZl6BQ8Ob0/D53RB4VMSrpOiXAAu+qx3dLJ0CmpdcfWf+YaVVwxtjPnvrKIMtve2tHO6Vr+d/mwpNGvI5XN1a6kcw5fiFBExKxpOqLgDYb5eXNyF8yF2+tx+UPNElWDiszIBQmhSPxe9tT+uaQdQdENvVrOkGILL144CF8oglouHHNiCiDqD+OaV4p7QUXjWLjOh/XdDZhOL0E7LBvJEW6ukqL5HHWftEwmIzs7u/FfevrRlaqVouMQpAJZ2iwKDAVkabOOWkF1OOJ1OWIawu5LNBLGbU1cl9AeaI0mTrj6RqRC/CJpyGlnHZH9pjqCSDiMrbI86Xzlls0d+DQHj/UVTk597jdmrShnt9XLsl02Lv/fMl75eTtOX+st5qEhzeyad5c3CiqAWneQS99cys56D1kG1QEFFUC+WcPH14xkcs9M9mRp9s418Nblw7j+vRUxggpge52Hmz5YidVz9JjwAE1ar6vkUpSyA3+nKwQp2YbkYjlNp2x2s9ssvZKXZwxGtt9n2DVLx19P6J6wJ9Thjl4lJ1OvOiYFFUDEHcL9e0XCOcd3O4k4gx38RCkOJUfeb/AB2LJlC7m5uahUKkaOHMmjjz5KYWFh0uMDgQCBwN4/JE6nM+mxKVKkaGjIqzGakqb/tUejXkFo+qupNTVbLSGrUxcueuw5Fn82k/LNG9CZLQw/81xyunZHqT22XemSIRUEDBlZOJNYpWd2KungJ2p/6t0B7v5sDcFIfE3SK79s55yhBRhamQoYiUR5b9EukhmnPTd3C/3yjRjVzYtmFKdreebcAdi8IaJREYNaRo0rwJaaxNb/q0rtWD3BNkfbkuHyhwhFohhU8mYbO7SVLpk60rQK6j3xC9sLhhU2yxRCKRe4YkxnZidwCwS4bkJJs9M/lXKB0V3SmXvbeH7bUkelw8/IkjS6ZOqOyvTLY4GIzQ9JfmfFQISoNwzmjn2mFIeOo0pUDR8+nP/97390796dyspKHnjgAcaOHcvatWvRJ6gNAXj00Ufj6rBSpDhWcdus1JftZsOv85ErlfQaPwlTVnaMCYMEmPyX6/nq6UcR93NIPP7KG9Ca2v4XRG0wJuxdtWeuPe7RFDKFgvTCIk64+iYCPi8yuRyV7gioIN+PgM+Lz+EgHAo21islisC1BzqzhVHTL+C7F5+Jm5MrVRT3G3BQ7tuROH0hNlQmTylbuctGSUbrmlUHIyJba5P3Ottt9eIPRWlJ+x+9Sh4TQUjUSHhfPIGGCJnLH8LqCRIIR9ErZWQZVElrjg5EnTvA6lI7//11Ow5fiON6ZHHu0HwKzJqD3ug216Tm/SuHc+mbS2PMO07uk80140tQNCNSBdA5Q8vtJ3TjqTmx0dZLRxUxoNB0wPOrnX62VLtYssNKnlnNyM5pnDMkH3kzI1wpDl8kyqY/Q4ns0DVzbopoOErEHkAMRpDIpEj1coR2rA09VjmqjCr2x263U1RUxNNPP80VV1yR8JhEkaqCgoKUUUWKRup99YSjYXQKHVr50RulcNvqmf3sE5RtiO1v0//4Uxh1zoVoDEasFeXMvP9Ocrv1pO+kE9nwy0/Ul5dizsll6NSzMefmtcpSPRHV27cy84G7Y9IABbmcs//xEHndex0RZgbtiffPWjZHTTUaoxGdyYJEEBCjUVRaHfL9GvE6a2v46c1X2LZiCYgiKp2e0edeRPeRYw6aU6HX6WDld1+x5PNPiEYanNK0Zgun3/4Psjp1OWiCrqPYWedhwlPzk87/+9wBnDEwr1XXjkZFnvlxM//5Kb4nGMDE7hk8d/7ANqVZ7ahzc9y/fk7Yw1qQSvjptvGoFQL/99kafthQgyhCuk7BXSf3ZHLPTEx/1h9FoyLVTj/uQBipVIIEKLf5SNcrydDvbYhs8wR5ZPYGPtmvibFRLeez60bRuZUCtKVUOXxUOwPYfSHyTGrSdYrG19JcXP4Qta4Ai3dYiURFRnS2kKFXHTBKVWbzcvHrsQ6EckHC65cMZUSJBcUR/jtxrBO2+6n5zyqinvjUX3mOlvQr+iDoDn2tXDQQJuIKEapwI8vSENhkwzW/tCGSJkhQ90vHcHwRckuqaXMijlmjin0xmUx069aNrVsT/5ECUCqVKFvZtDTF0YEoitR4a6j2VuMKusjT5WFRWQhFQyysWMjra1+n3lfPoKxBXNf/OoqMRSiFo+tnRhRFtixZGCeoAFb/8A09xoxHKgjMfeMlvA47W5cuZOfqFXQdPorOg4fhtdtR6Q3tJqgAMoo7ccmT/2H7iqVUbd9KXveeFPYZgD4t/ZgTVC5rPd+/+G92rVnZOKZPz+CEq25k3lv/JbO4M6OmX4ApOxeJRILbZmXWo/fFmG343S7mvv4iMrmc3hMmt2uUIBqN4LFZ8djtdBs+mp5jJuB1OpArVGhNRrTmtFbfLxIO47FbcdbWEg4FMWVlozGYUKg7/o+/USNnUKGJFbvtcXNSCfTJa71YlUolTBuUz6u/bI9r+iuRwC2Tu7W5biVNq2Rq/1y+WBVfAzJ9cD6/bKql0unn/GFFuAIRFm6rp84d5PaPV/Pc+QOZ2j8XuzfInPXVPP7tRuo9QaQSmNQziwuHF3L+fxdRlKbhxQsGkWfWUG73xQkqaDCJeOL7TTx1dj90HVCLk21Uk92SEF8C9kT9WiIEPYEwj327MUZQAYQiIle+vYy5fx1/xLj9pUiMYFCSdlFP6l5fixja+3sr1cqxnNf9sBBUEW8Iz6JKnD/sQjc2j7DVj/O7nfscIOJbWUvEFsBybndk5lQqams5qkWV2+1m27ZtXHTRRYf6UVIcpoiiyCbrJq6bex21vtrG8ZOLT2Zat2n8Y8E/GpsAz909l59Lf+bNk95kQOaAQ/TEBwevw87Kb79KOr/q+68Zfe7F7F6zqnEsHAyw4dd5jf8v6tsfU2a8ZXZrkUoFjJnZdB0+mqzOXbFVVuC21iPIZegtR7YBTTgYwOdqSCNT6fTIm9jYCQX8LJj5doygAnDV1fL9y88y5ryL+e7FZ9i5ajkXPvpvTFnZ2Ksqk7oX/jbzHYr6DYzpCdYWIuEwFZs38NUzj+FzOoCGiOLocy+iz4TjE9ryN5dwMEjp+jV8/e/HCPoaIpYSqZQRZ57LgJNO63AXRrNGwT9O7cUlbyzBHQjHzN14XFd213spydC1WkDmm9XMvGoEN89cxa76hubT6ToFD0ztjUwqodzmJcOgbHV0w6CW849TemLWKPhgyW4C4ShqucD0Ifn0zzdxxyeriYqgEHbw9Dn9cflDrC1vqDN+/NuNjC6x8MuWev62T3+iqAg/rK9mZ52Hu0/uyZ2z/uC2j1fz34uG8N3axHVIAHPWVeGY0qtDRNWhot4T5Nsk70EgHGVthSMlqpIgiiIRVxBCURCkCHo5EkFKxBMk6osgESQIJuVBTyE9EBKpBEWBnqxbB+PfYiNU7UFRaEBZZDhsxEmo0oNzTkNDcE2/DGpfS9xuIbjTScQdOmye+0jkqBJVt99+O6eddhpFRUVUVFRw3333IQgC559//qF+tBSHKZWeSq6YcwXOYKxBybc7v8WitjAufxzzS+c3jofFMA8vephXT3j1qOpXJYoiIX/yhqEBr7cxnSsZwSbOby2Omio+ffR+rBV7d7v16Rmc/Y+HsOTmt/q60UgEj91GNBpFrlCg6UBHP0d1FYs//4gNC34GEbqPGsuIs87FlJWT8HiP3c6GX+cnnHNb65EKAnKVGr/Hzao5sxl73sVU70genffYrISC7efy5qytYdYj9xAJ7/35iIRC/PLuG1hy8ykZPKz1166r4fMnHiQa2euGJ0ajLJz1ARnFneg6bFSzrhMJhQj4fMjk8jZFuOzeIO/8voMXLhjIL1vq+KPMToZeyWn9c1m6w8ozP25hYJH5gDbdiahx+olERQrTNMy6dhQ1rgBOX4hKu4///rqDVaV2tAqBf583kDFd0lArWvfnO9Og4q6Te3DFmE64AyHKbX4+W1nO7Z+sbkwLDEai3PvlOu6d0quxr1K53YfTH+bxbxP3fdxS40Yll2JQy1i03YrDH6KpMiyJpCFt8GgmFIkSSeY8AtS5U85wiYh4Qvg3WXF+v5OII4hEJWCa3hW5WY1z7m6CO51ItXJ0I3NQ9bAcchEgEaTILCp0wxN/hx9K9li+70GMiIj+SNLjQ1UelAVHXv3w4cJRlUNTVlbG+eefT/fu3TnnnHNIS0tj0aJFZGRkHOpHS3GYstm2OU5Q7eHzrZ9zcqeT48Y32TbhCiYvVj8SUWl1dG5i8dtzzARUWh3mnNykx+R07dGuz+RzOfnm+X/FCCpoiNB88eTDeOy2Vl3XbbOy5IuPefuOG3jthsv56MG/s3P1CgLepov42wNnbQ0f3HsHa36aQzgQIBwMsG7+j7z/f7fjqEnsmhcOBmJExf547HZU2oaUpG1LFxHweprsEyZTKJHJ2i86sOn3X2IE1b78/vF7eP+MXrWUSCSMtbyM3uMnNb6+fVn4yQcHvPYem/ef332DTx7+B1//+3FK169pjBK2FIlEwm6bj0v/t5RNVS765BlRyQX+9vEfvLFgJ4K05UKhzh3gw6W7Oeul3xnzxDwueaPh2uFIlPNeXcStH61mVakdAE8wwtXvLIuzRG8pKrlAgUWDBAl/eXsZs9dUxtVZWT1BlHJpozDSKARCEZEqZ/LNk83VbgrMDZGXek+QE3sn7yV3Yu+sdm2afDiiU8jIMyUX8QMKTB33MEcIYiSKd1UNto82E3E0iE7BpEKmVVDzwir86+qJekKEa7zYv9iG/atthO3tv6F3tCCGo0QcezfRJDIpTX1JCYZDn654JHNUiaoPP/yQiooKAoEAZWVlfPjhh5SUHPk2vikOHrucu5LOeUIeZJL43WAJkqOuZ5VMoWDIaWcmbMJqysqhoFdftCYzk/5yPZIEr73XuEnt7sjndTqo2LQh4Zy1oixpA+Km8LmczH3tRRbMfBe/p8Fprb5sN7P+eS+716xuy+MeEDEaZcOCnxOKQZ/Twbqf5yYUTwqVGrkq+cLMmJnZmHan0GhAIiWzuHPSiEzfSSegMZla9yL2IxqNUr1jW9J5e1UFkVDLejdFIxFsVRX89sHbLPpsJl6HnclXXs+QKWfGHOeoqT7gtet27+Ttv93Eyu++onbXDso3raN25w5qd21n3c9z2b12Na66Wprr12RUy5kxoghRhN+21vHmgp18uqIc15+pgDOGF7bIAMHlD/HvHzZz16w1lNl8RKIia8odXPjaYtaWOxiUwFkuKsJ7i3cTSWDr3lJCTURRAILhaGNfrBkjilDLBVTy5N99mXoldm8IiQSMKjm5JjXnDS2IO86kkXPHid3RKo+qZJk4sowq7pnSM+Hc6JJ0coypNKv9iTiDjalqezCeWIRj9g5I0DTZv96a6gXVBBKlgKJob5p0qNKDqlfitidSrRxZWupnsi0cXSvDFClaSHdz96Rzaao0fOH4HeHRuaMxKUwH8akODabMbGY8+gw9x0xEplSi0uoYfNpZTL/3n431N7lde3DBI/+isO8AFGo15pxcTrjmZsZdeFmbamcSEfI3naIW8HpbfE23zcrWZYsSzs1761Vc1voWX7O5+L0etiz5Pen81qULG4XevmhN5jhBsYfM4s64rfWEQw2LisGnnIHGYECfls7Z//cwGoORzoOG0nfSiRT1G0hR/0EMm3o2Mnn77EZKpVJyuib/Hcrp1hNZC42AGoTQjSz76lOqt21h2/IlfP3vxxHkcnqNO67xuIyiTk3WovmcDua8+h/Cf6Y6yhRKTr3pb2z4bT4fP/QPvnvxGT5+6B+8c/ct1O7a0WxhNapLekKxM6DAyJiuLcuKqHUFeHfx7oRzz/ywhQtHFCWc21LjIphggdlSLBo5+iTCRi5I0CllhCIiE7plcMWYTmQZVJw/NHHfR41CIMeootzu47R+uaTpFJi1Cu44sTtvXT6UMV3S6JNn4NbJXfnqhjF0Su8Y579Dzagu6bxxyRBKMhqcY3VKGdeM78zT5/YnTXd0GR61B1FfGDEQu7kkGJQES5NHl/2bW5e1cCwglQvox+WD0LA5Yp+9DeMJRchzY52MpRoZaZf0QkjVU7WJo3ubKEWKA9DJ2Ik8XR7l7vK4ucv7XM7nWz+PGbOoLNw57E70yqMv51gilWLOyeP4K69n7AWXgAQ0emNMo125Ukl2SVdOu7XB6lwqCAetZ5RKp0UqCElT31pTB1W9PXmtkau+jqDXA+3QvDgRUqmAoomIk0KlTmg5Lsjl9D/hFKKRCMtnf94gEiQSivsPYtBJpzH7P08C0HngUIr69m+8V1pBIWff8whrfpqDtbyUrM5d6T3uONQGY7u+rm7DR7Nw1geE92lN0W3EaHqNm0QkFKR84zrS84vQmExNvn5oiE5+/8pzMdfaw5LPP+GMO+9l/S8/ATDmvIsI+HxUbt2ERCpgzs5FazIjUzQIRp/bTc0+UbTe449j7bwfqNoW22vI53TwySP3MOPRf2NIP7AoyjaoeGnGYJbutPLe4t0gwoXDCxnSyUJ2Cxu4JmvEC1DrDqCWJzakGFRoRtnMHktNkWlQ8X9TenLnrPjC9esmdEEtF/j25rFkGZSNTYGvmVDC5moXC7bt3YDQK2U8Ob0/L/28jbMH53PHid0bnQrTdErGd8tkcJGZUFjEoJIh7Nf81xMIUe9paA6s+7Mv1tGCQSXnuJ5Z9M034QtFkEklZOgVyA9gNmL3BvGHoigECZYDiK96dwC7N0QUEaNa3qymxocrkmSRUAlJm+xKm4iepgCZRUXGVf2wzdpCuMZL7etrSZvREyIioSoPgkmJLEONYFYh7aDG3EcrKVGV4pgmS5vFf0/4L//49R+srG1wV1PL1FzV9ypOKj6J4TnD+WjTR1R5qxiXN46x+WPJ1SWvKzoakKtUcT2P9kel1aLSHtyeXVqTmf7Hn8LK7+JdCbuPHIvG2HJxoG6qga9EgtCOtUb7o9RoGHzq6ZSu+yPh/KBTT09YOwSgNZoYMe1c+h53AgGvB5lcgShGWTvvR3qMGk+PMeMx5+Sh/VNoRsJhqjZvpnzzBgp69aGgVx+sFeV8/sSDnHjdreR1T5yS1BoMGZmcc88/+frZJ3DWVjPghFPRWtL48l+PNApiiVTK2Asupe/EE1Dpkkco/PsJoX0RxSjW8jIyO3dh6Gln4fd4+PihKxvvIcjlHH/lDXQZNjKhtX9Rv0F89cyjCa/tczpw1FQ1S1QBZBlUTOmXy8TuGYiATtm6n5sDpb/JhfjiB6VMyrRB+THNeH2hCHWuAOU2H4IgIdeoapZLoFyQcnKfbHKMap74fiNba9wUWjTcOrkbIzqnYdbGRzSzDCqeO38gVU4/m6pcWLQKCi0aIlGRf587gHSdMuHr0inlkEAblFq9PDJ7A3PWVxEVIdeo4t7TejGqJA0RCTIpaFv5/rYWXzBMrSvAxioXkahIzxwD6TpFm5wKM/TNi0q5fCHWVjh5cs5GNle5KbCouXVyN4YUW7Ds93mEI1E2Vbm445M/WF/ZUBvcKV3L49P60j/fhDKJKD+ckWrlKIoNBHfurXUOVrhR9bDg32BNeI6q+9FjGnUwkMikKIsMZFzZl6ivIVVZqpEh6BQoO7XvJtuxTkpUpThiEUWRUlcpK2tWsr5+PV3NXRmSNYRcbS4KWfPTmwr0BTx33HPYAjYCkQB6hZ4MdQYKQUGmNpO/D/87ETGCQkgVcHYkcqWK4Weeg0KtZsU3XxIK+BHkcvpNOolhZ0xPKkCaIr2oGJlC2ZgSti+dBw5BfZAturNLutF91Dg2/f5LzHjX4aPI696ryXNlcgXG/Szrx190ecJj3XYb4VCQ7SuW8PtH7wKQ2amEcTMuZ9nszzBmZqEzt89CRCoI5HTtzvkPPYHP5SLg9TDzvjtjjhGjUX559w2yS7pR0KtPE1drOqVNpdNx5t/uxW2z8t7dt8TMRUIhvnvxGWYUFpPVqQSVTkdW5y6N0UkxGkWMJq9D8lgTL9iaoq2L/eI0DVqFgCcYH40dUGAky6AiXadodIkrStPw73MHkG/eG/Fz+EJ8uqKMR7/ZSPDPOiutQuBf5/RnXLcMNAdwCTSoFYzrlkGfPCOBUAS5TNrYvDcZaTolaTolvXPbtiCrcvq56PXF7Kzfm8pb4fBzzbsreOnCQXyzphKrN8jlozvRL9/UbGHSFlz+ELPXVPJ/n60l/GfNmUQCNx/XlUtGF7fK2bG5RCJRftxYza0z99Z3bqh0cdU7y7nt+G5cMbZT4+fp8oeodvo5++WF+EJ7f3521Hm44L+LmX3TWLpnH3kZFYJGjvnsbtS9toaIveF72vHdDjL+0pdgmYuoK7aO0nBCERJtainbHAS9AkGfWsccTCRicxPJjxGa2zU5xcGlzldHOBpGLpWTpk6cjrWhfgN/mfOXGPc+nVzHy5Nfpndab2TC0f1FG4wEqfZWs6B8ATscOxicNZi+6X3J0R1+tq5tIRIKNYiEgB+ZQhmT4tXia4XDlK77g88efzDGIt6QkcX0ex7BlJXcray98Doc2Ksr2fDrPERRpOfYiZizc9rN1t1aUUY4FOLDe+4gFIh1xZLJFZx+x/+hNZnJKOrULvfbl1AgwHcvPsPmRb8lnC/uP5jTbr0zoSEKNPRL++SRe6jdtSN+UiLh8mdeQWM08uXTj8b0TNuXXuMmcfxV1yOTK6jesY0P7/0b4WCAU2+6gx9fezGpy+OMx54lq1PHGhuFwlF+317PFf9b2riAB7BoFXx09Ug6p2updvqxeUMIUjBrFXGpXQu31XH+fxfHXVsige9uHkv37MP379gvm2u5+I0lCedKMnRcMLyAh75uMKs5tW8OD57e+6DXIa0tdzDlP4l/ft++fBjjuh08N+Fyu49Tnv0Vhy/egEUuSJj71/EUpmmpsPv4eFkpdl+INxfsTHit0wfk8uhZfQ8oqg9Xwo4AoWoPoVI3sgw1imIDYjCKf5OVwGYbUp0c7fCchtQ1Q6o2LcXBpbna4Mj8bUtx1GL321lcuZjnVz3PLucuio3F3DTwJoZkDcGkMjUeV+Wp4o5f7oizQ3eH3Nzxyx28dsJrFBoSF1QfDYSjYVbWrOTaH68lFG34A/z+xvfJUGfw5klvUmRIXOB+JCLI5RibsAhv0bVkMvJ79eGyp19i5+oV2GuqKOjVl8zizu3WDPdAaIxGNEYjud3a14IeGhzxFs36EI3JHCeoAMKhIBsX/MywM6a3+733XN9ZW5N03llXQzgYTCqqNEYTJ1x1Ix/ef2ecs9/IaeehMRoJB5u+h726gnAwiEyuIL2giIuf+A+r5symfNN6Bp16Bgs/fi/unNzuPdEfpFq6ppDLpIzsbOHHv47n+3VVbK52MaoknRGdLeT9aU2eY1KTk8SW2+kL8ezcLQnnRBHeWbiL+6b2Rn6Y1kks3p48Orit1k22Ye/rnr2mksvHFDdLVEWjIjUuP6GIiEImTVijVe8OEIqIaBUC7kAYuy+EXinjzQUJBP2fPD9vCwMKTBgOkhW83RNMKKgAQhGRCrsfjVLGde8tZ1ChmbXlyVsKrNxtxxOIHLGiSmZUIjMqUXeLjajL0/PQDs0CQZqq/0lx2HFk/ralOCrxh/18vPljnlv5XOPYDscObp1/K7cPuZ3zepyHUmj4g2rz25LaoVd6KrH6rUe1qKrx1nDTTzc1Cqo91Ppque/3+3h24rMYlalc6UTI5ApM2TkMyD611dcIBQKEg0HkKhUy+eHRa0cURbYtX4zOkkbpunjjgT1UbduCcJCiuAqVmrweveLMIPaQ27XHAZvvZhR35uIn/sPy2V9QtmEteks6w844m4yiTig1DeYl2Z27YK+qSHh+TreejRb0gkyGOSeXcRdcStDvIxIOoVCrWTTrAwIeD1JBoPvIsYy94NIObQC9LwqZQHG6lqvHtzxK5g9HmuxZtbXWTSAcOWxFVYEl+c+CXikjEI5Ni5y5tJTBRU2nrda5A3y5uoIX522lzh0k16jithO6M7FHJhatgjpXgN+21vHi/Ib5QYVmZowo5H8LdlKcrm3y/ax0+PGHIxg4OL/zsgQ1dPuikEupcvhZVeqgKE3bpDFKjlHVLmYmhyNShQzxAO0AUqQ4FKREVYrDhjpfHS+vfjnh3PMrn2dy0WTydHkABCJN2237w0d3M8Ddzt14w4ktxZdXL8fmt6VE1UEg4PVgqyhn6VefYq+uJLdrDwaeNAVjZnaMS+KhIBwMsn3lMgxpGWjNyR0ZtSYzyibMItqCIJPR//iTWTVndlykSSrIGHLamcgUTUcaBJkMS24+Ey+5kqDPiyBXoNTsjWzJlSqGnTGdTYt+i6uRkskV9J90IsJ+Bg2CXI76z89n4Emn0W34KII+HzKFEo3RhOIAxiyHKxqFQI9sfVIhMLDAjFp2+JoVjCpJQy5ICCWwhz97SD5f/1EZMxY5wELa7Q/x3NwtvL1w74ZbhcPPbR+v5u8n9+Ccofk88f1GPlq2t6H4jxuqmbephv+cP5C5G6rpnWtg8Y7EEbSBBWZ0BzHyY9Yo6JSuZUddfIqqUS0n26Bixe4G+/Af11fzzLkD+Gq/92gP10/sctAiaoeSsDNAqNKDd3k1EoWAdmg2snQ1gvboe60pjjyOzm2MFIct9b561tat5YONH/Djrh8pd5UT/rO2xeq3EowmbuLnj/ix+vf+oTMrzY1Rq/2RSWRkaA5e3vvhgCuYvGcHEBfBStF2QsEAmxYt4L1//JXNi36jZsc2Vs2Zzdt/uzFpZKYjkcpk6C3pbFnyOz1Hj0963NCp01pl8tFcDBlZnHvfY1jy9jZ9NefkMv3eRzC2oGZNplCgMZpiBNUeTDm5TPv7g+j3cesz5+Qx/d5/YsjIijt+XwRBwJCeSXpBEaas7IMiqMJWK/5Nm3DNm4dvzVpCtbXtfg9ocNS7eVJXJAkCHEqZlBkjComINLsHV0eTbVTxxqVD4yIqo0rSGFpsYf6m2DTPc4bENxLelzp3kHcXJc5g+PfcLdS7QzGCag+RqMhzc7fQI9vAhO6ZaBTxQlQmlXD9xBI0B7FhcaZBxXPnDUS73/3lgoQXLhhIpl7ZmMroCUaYv6mWu07qgWwfJ0ipBG6Z1JW++UffplrEEaD+3fXUv7kO3x91eJdVU/vSahzf7SDiTjUATnHoSUWqUnQY1d5q/jb/b6yoXdE4phJUPD/peQZlDkIhbdp8YN/5LG0Wl/e5nJdWvxR33Hk9zsOkNLXbcx+OlJiTpwqlqdLQK44816fDHa/dxk+vvxg3HgmH+e7Ff3PuA0+gayJCdLARBIEBJ57K2nlzqNm5nWGnn82SL2c1FNf8yfAzzyWrc5eDcn+fy4nX6cDncqIxmJj29wf+bOAsotLp27WfmVyhpKjvAC546Cl8bhcSiQS13tCse4SDQTx2G0GfB5lS1SDcktR4tYZQRSW2jz9C1a0bQloa0WAAz+8L0Q4dgjy3/dsxlGToePWiIfz90zXUuhsi+MM7WXj4jD7M21TLvE015BnVXDC8kDyzurF/1OGAQiYwvLOFH28bz/oKJ1ZPkN45BpbvtnHrzFXsG5ia2COTzhlNbwZUOfwkC2Z5gxFqXckzHDZWuci3qPnXnE08d/5Anp6zOcam/LGz+lKUdnDbSAD0yjXw7c1jmbO+mqU7bfTM0XP6gFzyTGpkgpQCs5osg5JqZ4D3l+zm5D7ZvHrxEMptPmRSCSNKLGTolG2yfz8cEUUR79o6Qrvje7t5l1ajHZSFoDt0znZiOELUFwGpJBU1O4ZJiaoUHUIgHOD1P16PEVTQEIG67sfr+OKMLzCrzWRpsqj2Vsedn6fLw6zau2BSyVRM6zqNLE0Wr/zxCpWeSrI0WVza+1ImFU5K6hh4tJCuSuf0ktP5YtsXcXN3DL2DTE37GDuk2IutsoJIOJxwzl5did/tPKSiCsCUlc3ES69i3lv/pc/4yZx5533Ul+5CkMsp6jsAnSUNpab9F4au+lq+feGZmB5cOV17MOXmv2FoJ5ORROgsaehaYDDhsdtZ8c3nrPjmS8KhIEgkdBkygomXXtXsHlVNEXE6CZbuRgyFker1uOf+hHvBAqRqNWIggHb0KBR5eW2+z75olDIm9cjkyxtHY//TJVAqkXDeq4sardgB3l60i0fP6svp/XPbHG2pdQWo9wQIhaOYtQoydMpW90RSCAIFZg0F5r3C1qxV4PCG+GZtJRqFjMvHdGJEZ8sBLdU1yqafQXmAJrFSiYTVZQ7u/Xwtz/zZcysq/tlQt4MaEgtSCYVpWv4ytjOXjY4iSGOfOduo5p0rhnPJG0uodPj5dm0V366t4sTeWTx4em+yDE3XLB6pRN0hPL8nrqMEcC+sQFGoR9LB9YNiVCRs8+NeUIF/kxWpSoZ+XB7KzqaUffkxSEpUpegQ6v31fLb1s4RzwWiQP2r/4OROJ/PMhGe4Ys4V+MJ7awQ0Mg3/Gv+vOKGQpc1iWrdpjMgZQTAaRCaVkaPJOeqt1AEMSgO3Dr6V7pbuvL7mder99ZSYSrht8G30z+iPVJLK7G1vxAP0UDrQdEeg1GjpM+F4Og0YQtmGtTiqqygZOgKNwXjQUv78Hjc//PeFuKbGlVs28vWzT3DG3+5BYzj0qUjhUJAV337Bki8+2TsoimxduhCP3cYZd/xfm80qwnY7da+8Strll1Fx191E6uoa56rWrEEzbhx5/3wEWXr7Ok1KpRJyjGpyjGqcvhA3fLAyRlDt4R+frWFUSRpFrRRVoiiyudrNde+tYFttQ8RAJZdyy+RunDOkIK45bWspsGi48bguXDSyCEEqwdTM3lAZeiWZeiU1CSJSPXP0WLQKpBISRrNGlaSxfFdDvVKdO0i2UdUhkamm2F9Q7aFblp7PrhtNhd1HrTtAkUVDhl7ZYrt5MRpFkuQehxuiKBINJe8zJwYiiFGQdHAJYbjOR80LqxADDaYqEcD6wSbUvdMwndnlkEbPUnQ8R//qM8VhQTgaxh9Jbh5R5alCIpHQM60nn079lN/Kf2Nd3Tr6ZvRldO5osrXJazHy9O2783ukkKZO48KeF3Ji8YmEo2GUgvKoj9AdCrxOB16nA0NaBlJBFtPfag+GjCxU+gOnXEYjEdy2euzVVQS9Hiy5BaiNRtS69kvXVKjVKNRqzDntn2qWCK/DwY6VyxLOVW7ZiM/pOCxElcdmY8U3Xyacq9yyEbfN2mZRFXU6kZlMOGfPjhFUipIS0q+6ColSgW/lKhQlJcjSLAjG9n9fbN4gv25JXMMVFWHZTmurxUK53ce5ry7E7t1bs+kPRXns241kG1ScMbD9vosFQdpikZBtUPH6JUM4/7+LcQf2/p6m6xT85/xBZOqUPHJGX+7+LNYd06JVcPW4ztw8cxUGlYxXLhpCjunwNi/JNqrINrbuGcM2P/6tdvwbrAhmZYPZg0mJVHX4LgmlGjnqXml4FiU25tAMykR6gEhkexMNhHF8t6NRUO2Lb109+gn5KVF1jHH4/galOKpQy9Tk6/Ipc8cXCQP0z+wPgEwqI1+fz3k9zuvIxztikUqkqVS/g4itqoLZzz5B9fatdB0+mpFnn8eCme/GHCMVBE689mZ05qatniPhMJVbNvH5kw8S8Ox19+o5diLjZ1zerjVHHUnQl9iFcg8+d9OmKh1F0O8jHExeU2OvriKzuHPb7rFzJ9qRI6l+6qnGMWX37mTcfBOV994XI7T0p55K9l13IstoX1OdqCjSlC+FNxi/AGwuK3bZYgTVvvzrh02MKknrsDS5REgkEnrnGvnulrEs22ljS7WLvvlG+uWbyP2z19eU/jn0LzTx/qJdVDj8jO+Wwdiu6VQ5/bw8Y/CfNUsqZIepDX1bCdX5qH15NVH33s/Rs6AC87SuqPtnIE1g0nE4IJVJ0Y3Nw7u6FtEXu7HV0By44zduor4I/g3Je61519ShKDh8m2+naH9SoipFh5ChyeC2Ibdx6/xb4+a6mbpRqD96e0qlODJxW+v55OF7cNY21PhtWbwAndnClFvuZP0vP+GorSG7pCtDTjsLUzNc7dzWOmY9ck9DLc8+bPh1HukFRQw57Uyk0sNzQdMUSo0WJBKSreRlMjllG9dhysxCZ+mYBsuJkCuUSKTSOBv2PRxIFDcHWUYGwV27kOxjx5d+/fVU3HkXUVesuHTNno2iqJCMa69F0o52/AaVnO5ZejZVJxazwzu1Ppr9R1nyZrOlVh/BSPL0rPbEHQhh94YQRTCoZBj3SQ+USiXkmzXkmxObj+hVcnrlyHng9D5Eog3NgYEDmmAcDUT9YexfbYsRVHuwfboFRWcj0rTDtyZLZlGRef0AXPNL8a2rRyJI0A7NRjs8G5mxZVHN9kFssFtM0BIA6PD6rhSHntQnnqLDGJY9jKfGP9WYyieTyjit5DSen/z8UW+BnuLIw1ZV2Sio9rDyu6/48bUXMWXncsYd/8fkK64jPb8QmfzAKR6la/+IE1R7WPbVp3hstnZ57oOF22alesc2dqxaTl3pLrzOBmc0jdFIt+GjEp5T0LsvO1YtY+Z9d/L+PXdgrUgcqe4INEYT3UaMTjinT8+IsWdvLYrCQrwrVqI/4XgAZDk5ROrq4gTVHmxvv0O4ti7hXGtJ0yl55Mw+CNJYn/V8s5o7T+pOdhsWnz1yku+6ZxtUHdJkeGedh9s/+oNxT8xj7BPzuOqdZayvcBJuoaATpJJGQXWsEPWGCGxO8j0jQnCns2MfqIVIJBLk6WpMU0vIumUQmTcOxDC5ENkhStWUauRo+iX/3lD3PXSbSCkODalIVYoOw6A0cGLxiQzMHIg35EUulWNRW1DLDt+dsRSx1HhrcAacSCVSTEoTFnXi3X17wE4wEkQj06BTHJk7wNby0oTjfreLFd98Qf/JJyFTND9f3lqZ3LnK53ISjbQ+LetgY6us4PMnHowRRQW9+3Ly9behT0tn4iVXgUTC5kULGiNWxf0HMeDEKcx+9gkAXHW1fPHkw5xz36OHJNVRoVYzfsYVeB12StftrakxZGQx7e770bfARTAZsqwsLDMuJOJw4P5tATKLhVATn3vU7UZMIrTbQp88I1/dMIanf9hEtdPPrcd3w+ELsaHSxffrqhnROY0cY8tT3EZ0sqBVCHgSpBDePLkrmQdw52sr5TYv019e2GgdD7B4h40zX1zANzeNpSTzyPyu6SjEKE0a6ohtSA3tSKQK4bBIU5QqBAyTC/FvtRF1xUb/tKNyEEyHInqW4lCSElUpOpxjpQYoGAkSiUZQy4980egL+VhZs5IHFj5AhadhkdjN3I2HRz9MN3M3hD/T1uwBO2vr1vLy6pepcFfQ09KT6wdcT7GpGI1MQ1SMHjHOhKYmjB7kShUyRcv+YOZ275H8Xtm5LRJoHYnbZuWzxx/AVlkeM166bg3z3nqVE6+5BZ0ljROuupEx516Mz+XA53JRsWk9s599glBgr0GNtaIMr8PeIlElRqO4bFY81nqCfh+GjEw0hsRNgQ+EPi2dKbfchcduw1lTjcZkRn8AW/aI00nYaiVcWYXUaECWno48M/F3mEQqRdWrF+GaGgpefhnv0iVNmlHIMjKQKNt/l10lF+iVa+DZcwdS7vBxwX9j7dU1CoH3/jKc/vkmpNIEnYOTkGNS88FVI7jy7WVUOxuEjSCVcOWYTpzQKysm7bG9EUWRHzbUxAiqPQTCUV76eRsPnd4btSK1rEmGVCUgy9IQrk5cB3ko6pKOdGRpajKvG4BvfT2+tXVI1TJ0o/OQZ2sRNKl+VccaqW+fFCnaGZvPxlbHVt7f8D7ukJuTik9iVO4ocnQ5h/rRWs1O506unXstUXFvis1m22Yu/e5SPpn6CQX6ArwhLzM3zuT5Vc83HlNbXsuv5b/y3HHPEQqHWFC5gOMKjyNHm4MECUalsTH1s95Xj81vIxQNYVKayNBkIJMeuq8oS04eOnMablt93NzAk6a0ONqS1akEnSUNtzX+euMuvPSwNarw2KxxgmoPW5csYuwFdpQaDUqNFqVGS8Dr5fMnHkx6vYC3aWOLfYlGIlRt28LnTz6Ez9lQzyORSBlwwimMmHZeq9z6NAYjGoORjMLiAx4bqq2l+tHHcH3zTeOYPC+PgldeRtklcRNliVSKPDsbeXY2yq5dCFVUIM/LJVQeH7FKv/FGZFkHb5MpEInw149Wxdmre4MR/vLWMr6+cQw5puZv+ghSCX3zjHxx/Wjq3EF8oQiZeiUZOmWbe18dCF8owg/rq5LOL9hah9MfTomqJhB0CsxndqH21T9gv2xJ9YAMBEPLN3bEcJSIK4gYiiJRSBH0imOulkhmVqEblYt2cBYIEqSt7NmW4sgn9e2TIkU74Qw4sQfsvLH2DWZtmdU4vqhyEXm6PN448Q1ydR1jc92eeIIeXlz1Yoyg2oM37OWb7d9wVb+rqPfX89Lql+KOERF5eNHD3DX0LiYVTuLF1S+ytm4tAPm6fO4ZcQ/Z2mxunX8r2x3bAdDL9dw25DaOLzoeg/LQuCfp09KZfs/DfP7kw3tFhURC7/GTGHTKVIQWmgvo0zI4595H+f7lZynfuA4Atd7A2AsupaBXv/Z+/HbD47AnnRPFKCF/bKsElU6LVBCSpjO2RAi56uv4+OF/EA7sjU6IYpSV33+NOS+fASecetCiI9FgEOsbb8YIKoBQeTm7Lr2MTh9/hDyn6Y0SiUSCIi+PwjffpOLuv+NbvhwAqVZD2nXXoz9+8kGN7lg9QdaWJ66TqfcEqXL6WySqoOE1ZRvVZBsPfJ7NE8TuCwENDXQt2tanQ8mkUjKasFg3axRtrunyhcLUuRrEolYhkGlQIhfaZ4EcjkSpdgbYbfXiDoQoydCRrlNiUHdsNEOepyPzhoE4vt9JcJcTQadANyEfdXcLgrZlzxJxBnH9WoZnUWWDqFLLMEzIRzM465izEpdIJEgOY0v6FB1D6icgRYp2oN5Xzxtr3mBA1oBGQZWtzSZdnU6lu5JydzlvrXuL24bchkI4sv7YeMIe1tWvSzq/vHo5/oifnY6dRMTEC+lqbzUFhgIu//5ynMG9i7wydxnX/HgNzx33HPX+vREcV8jF/QvvJ0ubxZi8Me33YlqIJa+Ac+57FJ/TQdDnQ2M0ojGaGhzvWoE5J5fT7/g/fE4HkVAIpVaHzmI5rF3/9Gl7i61lSiVdBg9HYzJhr6pk99rVKNSxaXhak5n+x5/Cyu++irtW95Fj0bSgN9OuNStjBNW+LP7sI7oOHdlk6l5bCNfWYvvgg4Rzkbo6Ajt3HlBU7UFRWEj+C88TsdoQgwEEvR4hMxNpO7r+JSIQbtq8we2P77nWHkSiIpurXfz9szWs3G0HoHeugUfP6kvPbAPyVhhEKGRSLh1VzOerEteoXT2uc5uaD1c5/Dzz42Y+XVFGKCKiVQhcNb6EC4cXkt7Cfln7EwxHWLbLxtVvL8e1T/+s84cVcNsJ3dt8/ZYglQsocnWknd+DaCCCRCpB0Lf8fYv4Qti/3obvj71GK6IvjOPbnUT9EfTHFXZ436gUKQ41KVGVIkU7sKhyETucO/CGvXQzd+Pa/tdS56uj0lNJsaEYpaDklT9ewea3kaXNOtSP2yKUUiXZ2mxqfYkbihYaClFIFciF5AvE/hn9+a38txhBtQcRkfc3vs/Ukqm8s/6dmLl/L/83vSy9khpidAQ6s6Vd7Lb3oNbp27XZ78FGazKT270X5uwcug4bxcaFv1K9bSvpRcVMv+efqA2xkUS5UsXwM89BoVaz4psvCQX8CHI5/SadxLAzpqPSNs9MIOD1ULNzR9J5j81K5CCae4j+AKI/ecPy0O7dMHJks68nM5mQmUzt8GTNx6SWo1PKYhrh7kEigQJLy+vSmkOZzcu0l36P6Ym1rsLJ9JcX8u3NY1ttX16cruWvx3fl6R+2xIxP7Z/DqC6td1qzeYPc/eka5m2qaRzzBCM888NmguEIN03qilLW+o2PSoefS99YGmc5/8GSUnrlGJkxojAmYhlxBREjIhKZ5KBFfKQqWZua/UbdoRhBtS+uX8vRDs1Gajm8GyinSNHepERVihRtpN5Xz6t/vEqBvgCDwsBNA2/i77/9PUZAZGmyeHDUg0g4eKk+BwujysjV/a7mhp9uiJuTIOHc7uciSAUK9AWoBBX+SPxCdEjWEFbUrEh6j431G5lcODlufKt9K8Fo+7ujpWg+GoORU2/6G9tXLOHzJx9qHC/ftJ51835k+r3/JLdbrAmH1mRm5LTz6TvpREL+AHKlEq3J3CIzDp/LiSU3L+m8KSsHQdb+f8LC9fVE7HYApHp9Ujt0ZUlJu9+7vck0KLn9xG7c/+X6uLkLhxWS1obITjLCkSgfLilN2GQ4EI7y+q87uHdqr1aJFJNGwaWjOnFK31zmb6ohEIoyoUcGOUZ1i6NUwXCEOneQSFQkFImyo86d8LjXft3BeUML2yRAf9pYk7SH1wvztnJC7yyyDCoiniCBLXacP+4mbPUhz9RgOLETiiL9YWV6EHEHEYMR0i7qSajGh2dRBRHHPt/T4ShR38GJgqZIcTiTElUpUrSRcDRMrbcWm9/GNf2v4ZZ5t8RFZKq91fxn1X94buJz7XZfd8hNjaeGH3f/iM1vY0LBBDobOx+Unl/9Mvpxdb+r+e+a/zbWVimkCh4a/RB5uoaFb4Y6g0fGPMLtP9+OuI9vr1qmZmLBRByB5I1DMzWZ2AP2uPE8Xd4hNasA8NhteJ0Ogl4vaqMRjcGEStu69L8jFTEaYf7b/40bD4eCfPfiM5x7/2NxRhuCXI4xo/VR2aDPhz4tnaI+/Rk4cjxamRwkElwBHwt/mM2QqdPaNYIoRiL4N22i8q67CGzegnbcOMwXnE/9K6/GHSsvLEReeGgbloftdkSfD6RSZGlpSBIITLkgcMaAPCwaJU/O2Uip1Ue6TsF1E7swtX8u+oNQz+MOhPl9W/LeW4t3WnH7wyh1rYv8GNRyDGo5Xdpgn17l8PPab9t5f/FuvMEI3bJ03DK5G79treOT5bG91ALhKC5/fLPclrCtJrFgA6hy+olERaKBMO7fK3DN3dvKIVTlpf6tdZjO6IJ2aNYhN4AQw1GC5W5ss7YQrmkwnJHn6TCd0QXn3N2Eyva+Tkkq9S/FMUhKVKVI0UbUcjW903uztGop3pCXam91wuPW1q3FFXS1i+hxh9zM3jabhxc/3Dj27oZ36ZXWi+cmPtfuKYZmlZnL+lzG1JKpbLVvRSFV0MnYiTR1GipZQ4qHQlAwJn8Mn079lI82f8ROx04GZQ3iuMLjeHjRw1zR5wpmbZkVI7j2MK3bNN7f8H7c+LX9ryVdfegaKNoqK/jiX49QX7qrcaz7yLFMuOTKdl3QH+7YqiqIhBIvLG2V5fhcznZ3L1RqtYScLk45/Ty8ixfh+PwLgtu2IcvOZuoD9yF0696u9wuVV7BrxkWIf7oTen75Bf2ECZgvmoF95keIwYadePWgQeQ+9lhSW/WDTcTnI7h5M9WPP4FvxQqkRiOWi2ZgOuechM9k0iiYOiCXEZ0tBMNRZIKUTL2yRVbqyXD5Q7j9YSQSCWm6BqMIpVxKtkHFahJvomTqlYe06W6dK8AN769g2a69TXA3V7u5ZeYq/nVOf1butrOtNlYEtdVRcFgnC+8u3p1wrnuWHoVMStQdwjUvcXNsx7c7UHU3IzMf2nS6sNXf4BwY2fsdHip3Y31/I2kX9aLuzbUggqLYgLSFphcpUhwNpERVihRtxKAwcNOgm/jL93+h0lPZ5LGBSOKi+5ZS46mJEVR7WF+/ng82fsD1A65vssapNWjlWrRyLYWG5Dv0GpmGLuYu3Dn0ToLRIEpBiT/s56+D/8rCioXcNewunlr2FKHo3gX6RT0vYmjWUF5c9WLjmCARuKzPZYzOG93m53bV11FXuova3TtJLygivaAIQ/qBha3bVs+sR+/FUR1r47xp4a+odDomXPyXuF5VkXAYt62emh3bcVvryS7piiEj87CzS49GI7itDVbpHruN9IIidJY0NIbEJhJitGnDA1FsoqNoKxCjUVReP+bfF1Px628IBj3mc89BolJT9eCDVF5/I50+/wzaae9AjEZxzP66UVDtoerBBzFMOZX8V19B0OmQajTILBaEDq6N2pfA+vXsuuhi+PMziToc1D3/Ap7FS8h/5hlk6YmNOzIN7bcgD4YjbK/18Ni3G/l1ax1apcBFw4u4aGQR2UY1V47rzPfrE28uXTuhBL3q0C24S23eGEG1Ly/O28qMEUU88NXedMlx3TLanCY5uMhCuk4RZ20PcPcpPUjXKQnUOkAKmn4ZKLuaQRTxb7LhW1ePGIgQ9YbgEIqqaCiC6+fSGEG1BzEUxbehHlU3M+E6H5ZzurXYSTBFiqOBlKhKkaIdKDGV8PSEp5FKpEiQJIzGqGVqjMr2aa44Z9ecpHMfbvqQ83ucf0gNMQSpgFraYLmskWsYkDmATsZO+MI+RueNZrtjO4FwgB6WHqSp09DINHx82sfUeGvwh/3k6HJIU6WhkbetkN5aXsZHD96Nx753EaUxmph+7z9Jz286fctZWxMnqPawdt4PDJ06DWNmduNYJBymcstGZj16X4xjXXZJN6be9vcYF72WEomE8VithAJ+ZAolWpOpxc2H9xCNRqjauoVPH72PgNfTOF7UbwAnXXtrQjc9c05eUpt0fXpGuxtvBHfuZOf0c4h6Gp4vBPjXrUc3cQIZN99M7b/+he39D8i6+652cdATAwF8S5clnHN+PRvvkqUUf/LxQYtORYNBIvX1IIpINJqkhhZhq5Wqhx9pFFT74lu6lGBZaVJR1Z5sr/Mw9fkFjXVCTl+YF+Zvw+UPMWNEMTUuP7dM7sqzc7ewr96+dkIJfXIPbYPZJTusSee21XrI2kd89srR8+iZfdtse55nVjPz6pHc/vHqRjfENK2C/5vSk0GFDRsuEpVA+sW98a6oxv7lNpCAuk866Zf0wvbplkOW+hd2BIg6g0TcQTQDMhFMKlzz48VVqNyN6cwuSLVyZIaOczNMkeJwIiWqUqRoBzQyDaPzRlPlqWJqyVS+2PZF3DFX9r2y3VLZrP7kCwNPyEN0/86OhwFGpbFRVBYZiuLms7XZZGuz48Zbi8du48un/xkjqAC8DjtfPvUw597/eJMRJGdNTdK5SDhMOBi769wQ2bovzgK8attmfv/kfSZefCV+jxtXfS3hYBBjRhYaowmFuul+Px6HnbU/zWHJF58Q9HkRZDL6TDyekWdf0PB6nHYioTBqg6HBDELe9K66q76OTx65h5DfFzO+649VLPnyE8ZdeFncNTRGE2MvuJSf33k9ZlwikXLi1Te1q615xO2m5qmnGgXVvrjnzcd4xhlItVr8a9c2RJYOYNEecbsbzSYEkwlpgvdbolAgLyqC339PeA1ZTg4S5cFZKIYqq6h/803sH3+M6POhHjiQrL/fjbJrV6Sq2MhE1OMhsGFD0mt5Fi5CM2DAQXnOPbj8IR7/dmOc8UK/fCMDiyyc8tyvTB2Qy/G9snjjkqFsrnYhitA9W8/K3TZ8oQiHMm7blH25QpDSOUPLM+f2p3O6jlyTigx9+0SHSjJ0vHHJUKzeIMFwFJNaTqZBhfBnGqZELmCduZaoZ28U37usmsAWG+ZpXQ9JOl2oykPdm+uIOPZ+p6m6mbGc1wPrBxshuldYCSYlsnT1UdH4NuIOIgYiIJUg1cmPiteUomNIiaoUKdqRbG02twy+hQJ9AW+vfxtn0Em6Op3r+l/HpKJJ7dajakLBBD7YmLiHztDsoWhkB8cq+XDE6rOyy7WLr7Z9BSJMKZlCsaGYiNNJfVniOgZbZQVeh6NJUWXMTtyDSKZQMn7G5fhcTn7/+D1UOgPFAwbhtduS9lTa8MtPDDrpNGY+cBeBP8WCRCpl6NRpDD71jKRpd+FgkJXffsXiz2Y2jkXCYerLy7BVVjDnlWexVVY0Pteo6RfSZ+Jk1PrkDZNrdmyLE1R7WDN3DkNOPQPDfgYTCpWKPhOOJ7NTCYs//QhHbRVZnbsy4sxzMGW3b0PriNOJe/7PSee9i5eg6tOnQeioki94xUiE4M6d1Pzradzz54MgYDj1VDKuvw5FQUHMsRJBwHz+edg//BASpDJmXHctshb012ouoepqSq++msDmzY1jvpUr2Xne+RTPnIm6T28Aon4/oYoKIjYbErkcMUl9W0ekJbr9YX7ZEm9EcdnoTjz09XqiosiUfrlc/r+lSCRQaNEgAXZbvURFsHqD3DOlde5/yaiwefGFokgkYNEqMGmSf88OLbYgk0oIR+M/5zMG5lJk0dAj++A0HDdrFZgTpBKKkSje5dUxgmoPEUeQULWvISWwAwnb/dS+toaoO/aZ/JttSA0K1P3S8a3a22ZDNybviBcf0WCEYLkbx5fbCFV6QJCg6Z+B4fiiQ17PluLIICWqUqRoZ9LV6VzR9wpO73I6wUhDXVGmJjOmD0lb6WLqQg9LDzZaN8aMyyQybh98e7ulGR7u1PnqeHTxozHpkB9v+ZjJhZO5rc/NTZ4bCibvQQRgSEvHkpePtXyf4nGJhJNv+CvLZ39BxRvrY8YnXXY1vcYdx/pffoq7ViQcxlZV2SiooKGOZ8nnH5NRWEyP0eMTPoPHbmP51581/l+l0zPh4r+QXljExw/9I+Z64WCAX957A316Oj1GjUv6upy1ySNw4WCAcDixFbJUkJKWV8ApN9wGElCo1MibEDWtJhwGQUiY4gY0zIlR0i69BGkT0aNQWRk7zzl3b8QrGsX5+ed4f19A0YcfosiNFYOK/Hxyn3qKyr//HXGPOJZKSb/uWlT9+rXHK4sjsGVLjKBqJBKh+vHHyX/+PwgaDZ5Fiym7/nqMp01Bf+KJOL/+Ov4ciQTtqOb3zWotEokEnVKGwxe72NYoBKyeIAMKTCzb2RBJF0XYVR9bp/bxsjKum9CFXFPTEdrm4PAG2VbXUNu1ZIcVpUzK6QNyuXZCFzqlJ3bozDIoeWnGYK55dzmRfYTVHgfAtppStIaoL4xvXX3Sed+aWjRDshDUHfds4Tp/nKDag3dVDZZzezSIKikYT+2MPOPAG3kRZ4BQjY9guQuZWYUiX49gVCIRDo9WI6FKD3Wv/kFj9n5ExLuihuBuF+lX9kVmTKU1pmialKhKkeIgIJPK2jWVbX8yNZk8f9zzvLvhXT7a9BHesJchWUO4fcjtlJgP//457cWa2jUJ68t+3P0jpxSfjDknD1tledy8RCpNGh3ag9Zs4ay7HmD2f56kcnODeC3qN5CqbVuo2LRf3x9RZO4bL3Pmnfex4bf5ccYO+rR0jJlZKNQagr7YRebCWR9Q0Kc/WqMp7hkCXg/hUEOaoSCTcfINt7F6zjf4nI4YQbUvCz58h4JefZNG4bI6d036mnXmNOT7CZWg34+toozfP3mfmh3bMGRkMnLa+WSVdEVO+4sqURTRT56M69tvE85rR41EPWRIXLRpX6LBIPVvvZUwhTBcU4v7p58wX3hhzEaHVKNBP3kS6v5fE9y5CzEYQNmlC0JaGsJBstB3/zQv6Zxv6VJEr5ewx0PFbbdBJILzm2/Jf/4/+NetJbhj596DJRJyH3sUWUb7t1PYnzSdghkjCnlh3raY8T0CRSWX4knQo2oPgXCUaDsZm+yyejn3lYWE/qzvCYSjfLSsjKU7bbx56VCKEwgrpVxgbNd0frptPL9tqaPK6Wdk5zRKMnUx9VQdilSCRJG8ZkqiEpC0g1tjS4jYm9h0CosIBgWWC3ogz9Mh6ORIlU0vJ8NWP3VvrCVctzdKLlFISb+iL4oCfYe/vv2JekM4vtlOgnJownU+QpWelKhKcUBSoipFiiOULG0WNw28iRk9ZxAVo2jkmmMmQgXgDrp5e/3bSeff3fged8z4C98/+Xjc3IATTkWTQMTsjzEzizP/di9ep4OQ349So+WDe25Penzp+jXkde9F2Ya1MeNDp57N0i9nMfGSK/n+5Wdj5hw11USTRIdk+wicbiPGsOn3X4hGwlgrElsvA9irK4kkuR6AKTsHS34h1gSpkWPOvxideW99lCiKlK5fw+dPPNiYFue21jPrn/cy9oJLGXDiFBTtHK0SfX5MZ0/Dt2wZ4dramDnzBRegKC5GnpeHtIlGwhGHA88vvyadd82Zg/HMM+PEklSpRJGfjyI/v20vopkITZhKSPV6kEoJlpY2ikMxGKTizrvIuvsuxEAQ76pVyPPyMJx0EvLsLKSag5/2KxekXDSiiPmballXsbcfn0TSEK3aUOnigmGFvJW4PI3BRWZ0B1iAN4cqh49/zdncKKj2ZUedh9Vl9oSiCkAlFyhK01KUdnj0mxM0cnSj87DN3JRwXjc6D6myY1PrZE1EniQqAcGoQFnUvDTJqC+M7YutMYIKQAxGqfvfOrJuHojMdGjT66LBCMFdiRt9A/g3WVH3OHbaaKRoHanubClSHMHIBTlZ2ixydDnHlKACCIthvGFv0nlPyENWt26Mm3E5qj/d6VRaHWMvuIThZ56LQtW89CO13kBaXgHZJV0R5HL87uSNPANeDyVDhiMVGhaNOksax112Nc7aajb9/ktDitZ+EaT0giJkSQSCxmCksO8AAEoGD2PTwl9xW+sxZiWu94IGNz6pkHwBpjNbmHbX/XQZOhKJRNr4Go+/6kY6DxoWE73x2Or54dX/JKwzWjDzHbwOe9L7tBbBaKDm6WfIfuhB0q+/DvWQIeiOO47cJ59ElpONRCZrUlABDcfokzsSCiZzY7NcMRQibLUScTqTHn+wMJx4YtI58wUXILNYGvtj7SFis1HxtzupfeEFwjU16CdNQtm5U7sJKjEcJlhRgXflSjxLlxEsKyPii41aZBvVvHHpUN6+fBjnDS3g2gkl9MjWc++UXjh8IRy+MAMLTHHXFqQS7pvSq8map+biC0VYtD15ytzcDcnTXA9HVF2MKLub4sbV/dNR5La+0XFrEUxKZJmJf6b04wsQ9M3/DCOeEIHNiW3sRV84TmwdCiQSCZIm0iuFlKNhimaQilSlSJHiiEQv13N80fGsr1+fcP6EohOw6NJJO+V0eowaSzgYRJAr0JktTYqOplCoVOT1iI9E7aHzoKGUrV/LqTfdAYDf42bN3O+p2tZQN1O+cR2ZxSXsWLXXvnvs+ZckNZZQaXWccNWNfPbEg0ikApFQiLrSXaQXFCFXqggF4lN0Rk2/8ICNiQ0ZmZx03a34nA7CoRAKtRqdxYJUGvu++FwuPLbETpPRSARbVTmmrPZNc5VlZpJ+5V8ou+Za1AMHoOrdm6jXR/U//4nl0kuQpR3YaVBmNmO57FIq/3ZnwnnzxRchUSgIlpZimzkTz8+/INXrSbv8ctQDBzTrHu2BLDub7Pvvp+r++2PGVf36Yb7gfCRyeUOao0zWUGu2D+GqKsRgkODuXcjS09rlmaN+P55Fi6i4/Q6if24eSORyMm+/HeMZpyPsY9aRZVCRZVAxrtvelMM0rZKSDB0vzt/KDcd1YekOKzOXleLwhRhZksbdJ/ekS2b7CAQJEoxqOTWuxOYwliZ6S9k8QYKRKBqFcEh7Zu2LoFdiObs7oVof3uVVIJWiHZKFLE2FoGsfg6PmEnb4cS+sxDSlE66fywlsswMgkUvRjc1DOzSrZRbv4WjCtLo9RD3JI+sdhVSnQDc6F9ePCcyNJKDu0zHfCSmObFKiKkWKFEckglTglE6n8N6G96jzxbqRpanSmFIyBeFPkaBPa59aE5VOz/iLruD9/7strm7KnJNHekER3z7/NMtnf57wfKVWh/3P3lcqrY4Jl1xJdkm3Ju9pzMzi7H88hN/tJrO4MzU7t7Pwk/c55cbbmfv6S7htDbv1UkHG0KnT6DxoaLNei1KjQXmA6IZE2rT4FGTtvyCVCALasWMp+uB9ap99Dufsb5Dn55P76KOoBvRvdkRGN3IkusmTcf/4Y8y4+eKLUJaUNPTCOvc8ovtEqMpWrMAwdSpZd9+FzHzw3dYErRbDaVPQDBuGa+6PRGw2dBMmoOzUqbE+SpaWRtrll1H/6n/jzs+48Uas/3sLdd++7fI8ofJyyq6/AfbpRyaGQlQ/+iiKks7oxoxp8nyDWs7QThaezR6ILxRhWCczl44uRhRBo5RhbGO/p33JNaq4YHgh//5xS8L5swblxY1ZPQFW7LLx3E9bqXT46Z9v5JbJ3eicoUVzCAwq9kfQKxD0ClSdD13WQcjqw/XjbrwravAsqkQ3Igfd6FzEiIhUI0Oeo0XQtOxzlKgEpBoZUW+SNOesQ+9WKxEk6IZlE9jhILjNsc8EmM/pjmDoWGGb4shEIortVDF6lOB0OjEajTgcDgyGg2OrmiJFivajzFXGm2vf5OvtXyMickqnU/hL37+Qrz84dTGhYIDandv56X+vUr1tC4JcTq+xExkx7Ty0JgsLZr7L0i8/SXjuxU8+j0QiIRoOo9IbWhw1K9+4jg/vvwtEEUteAUNPOwuVTo8oiqQVFKIzp7VrjZPHbmPm/XclNPuQKZVc+q8XMWYcvCbTEaeTqM+HRKFolcgJW62ESktxzvkBiUKB4cQTGqzYZTIq77wL136Caw/Fs2ah7t2rrY/fbrgXLSK0uxT7zA8JlVeg7NoV84UX4P7lV3yrV1P01v+QpbetB54YiVD9xJPY3nor4bx60CByn3i8w+rNmkOp1cutM1exbFdsatnfTurOWQPzyDbuTfF1+UO8/PN2Xpi3NeZYqQT+d9mwmIjbsUrY5idU46X+rXUka3WYddvgZjn97YsYFfEsrcL+2da4OWUPM5bp3REOQR+uRERcQcJ2P4GtdqQaOcoSE4JBgVRxZNvFp2gbzdUGKVG1HylRlSLFkUcgHMAesANgUppQyg5+/vse8wqJVILGYESmaLinq76Oz594iJqdse5oEy+5kt4TJqPUtL44PhTwU7NzB/PfeY2qLZtQqDUMOPFUBpw4BX07NuDdl6qtm5n5wN2Eg/ukWUkkTLnlTroMHo4gPzwWQy0hVFHJ1smTk9q2p119NZm33tKxD9UEwdJSSq+9DsPJJyNLTyNUWob988+J1NWR+/TTyNLT8C5ZgqJzZ9T9+yPPyUEibVnJdNTno+z6G/Aka4CcmUHmnXeiHTPmoPTsai27rR5KrT7mbqjGoJZzYu9sLBo5WcbYmsmddR6O+9d8ErSnIt+sZta1ow6d+99hgCiKuH8rRzAqsb6/MelxGdf0Q1nc8s8/4g3h32jF+f1OIo4gEoWAdkQ2+jH5qSjQYYQYFREjUSQyabu2gTnSaa42OPTx7hQpUqRoI0qZkizZwYuYJEJjMEICW3Z9Wjpn3nUf9WW72bp0IWqDke4jxqCzpLVRUAWQCAJ53Xty1p33EQr4kUgFNEYjgnDwvsozijtz8ZPPs+GXnyjftB5zbh4DTjgVQ0bWESmoAETEBru6ZLRQkBxs5Dk55Dz8EOU33US4psERUSKXk37zTYSrq6n4618bj5VqtRS+9T9UvXu3aFEkUSpR9e+XVFQpu3TF/8caVL16H1aiqtCipdCiZXSXpiN1m6pdCQUVQJnNh8MbOrZFVTCCf4MV3dj4tMl9kaha910jaORoB2Wh7GKCYBRkEgSdAons8PpdO1YJ+8OIziD+zTZCNR4UuTqUJSakJgWCPCUVmkvqnUqRIkWKdkZntqAzWyj607mvLbjq69i9djUbFvyMQqVm4EmnkZZfgCE9s+0P2gwEmQxzdg4jzj6PcDCEIJcjtNLo43BBMBrRn3A8rm+/SzhvOOH4pOeK0SjhmhoiVitiNIrMYkGWmdnoJhi2WhHDYQSdrt0c+SQyGer+/Sn+6GPC9fWIoSCC2Yz940+oe/a5mGOjHg9l115H8ccfIc9uvomIRCrFdMYZWN94c2/z430wnXceVffdh/GsM9v8eg4FigMs3qUd1CcpGgg3GDOIYoM1eROGGh2KIEWqkxOq8KAoMhDcFe+GKc/RIujatpEiS7noHXZEQmEiFR7q/rcWMdgQvfdSjUQtI+PyPggFyZ1UU8SSElUpUhyj+MI+PCEPSqkSvTL1pXk44qyr5eOH/oG9qqJxbMviBfQ97kTGnH/xARsYN4Xf7SLo9yOVStEYTQes7ZJKBRSqI1tM7UHQasm45Ra8ixYTscXW45jOOxdZTmLL+qjfj3f5cir+dieR+j8NQgwGsh94AM3gQXiXLKH+v68RsVnRDBtO+jVXIy8qQtoOET2JRII8Owt5dkNENrBtG9bXXkt4bLi2lnBNTYtEFYA8N5eC116j8q67CJU31NEJZjMZN92Ee95PiNEowhGaFt8lQ4dSJiUQjk/57J1rwNxC84XWEK73Yf92B/519SCCPFeL6fQuyHO1SOWH9ndLKpOiG51H3f/WkXZ+D+yztxOu3tuyQpauxjKjZ4c7EaY4+EQdIeo/2NgoqPYg+sJYP9pE2qW9kac1rwXJsU5KVKVIcYwRiAQodZby+prX+aPuDzI1mVzV7yp6WnpiUpkO9eOl+JNIOMzK776KEVR7WPPT9/Q97oRWiapQIEB96S5+fvcNyjauQ63TM+jkqfQ57oQDWrE3RTQYJFxTS9TjRqrRIFgscc11DyeURUUUf/wRztmzcf04F8FoxHLZpah69UIilRKqqASpBMFiaeyLFSovp/Sqq2Pc8aJOJxW33krB669R9eBDjW6Czq+/xvX99xR98D7qPn3a/fnFQLDJ+UgT/dSSIZHLUfboTtY//o4YjoAYRQwGsX3wIb4VK8i6915kmR0TIW1vMvRKnji7H7fMXBXTdk2nlPHk2f1J0x3cCErI6qPulT+IOPd+bqEKD7WvrCbzhoHt1otKjIpEnAFEfwRkUqRaGUIzXRdlGWp0I3OxztyEYXIhgl5B2BFAlq5GnqFBZjl20yMPNxprnwQpkjZGWaPuIFFX4u+TcK0P0XfoLe+PFFJGFfuRMqo4MnEFXfjCPlSCCoMy9bk1xfLq5fzl+78QFmO/KK8fcD0X97qYiBgBkVT06hDjstbz9h034He7Es73m3QSx191Q4uvW75pPTPvu4u0gkJKBg9DKsgo37gOMSoy5Za/oTGaWnzNcF0d1rffwfr224h+PwgChlNPJfO2vyLPal6tW8TjgUgEqV7foQXSYiTS0JNJLkcilxPcupXqJ57Au3AREpUK47RppF9xBUJGOjWPPYbtvfcTXkc3fjzyvDxs78fOq/r3p+Dll+LcC0VRRPT7kcjljamDzXnWcE0NUZ8PJBJqX34F19dfx4g8ACQSOn/7Dcri4rhrRL1eIjZbQ9RJr0cwmeKOCdfWYps5E+tbbxN1uZDl5pJ56y1ox45FluD4IwVPIEyZzct7i3ezs87DiM5pTOmXS75ZfdDS/8RwlLDVj3+LDcdX2xMeo+xuxnRaCWI4ilQja3WKXMQbwre2Hud3Oxrty5VdTZjP6IKsmZGGqC9MxBnEv6khvVXVI63B6v0wcec72ETcQaKeEFFfGIlCQKqVITMePmJSjEQJ2wJ4V1QTKnMjz9WiGZyFzKxEImtdtNO/xUbd64l7L0LrzUmOJlJGFSmOCZwBJ5ttm3lh1Qvscu7itM6nMaVkClKJFI1MQ7o6HblwbPwxaA51vjru//3+OEGllWsp1Bfyw64fmLVlFgDTuk5jRM4IsrQdawCR4k9EEUGhoPf4SSi1OurLS9n1x0r2bLOHgombnjaF1+ng53ff4KTrb8Vrt7Fx4a9EgkE6DRxCfs8+uKz1LRZVUb+f+jfexPrGG3sHIxGcX35JuL6evKeebNIOPVRbh/+P1VjffgcxGMBw6hT0k45DniQFr72RCEJjU1v/pk3sPOdcxFAIANHvx/7ee3h//52CN17Hv35D0usEduxAPXhw3Lh/9WqiLhf8+R6IokiovBzX93PwLFiALC8XywUXIC8oQNAlj1aErVacX31N3UsvEbHbkahUmKadRd5TT1LxtzsbnxnAOG1awmbAwdIyap95BuecORAOox44gKx//B/Kbl0bo3EAsowM0q+5BtO0aYjhMBKlEnkHRaiioRCi14tEpUKqbN/okVYpo3u2gfum9CIYjaIUIeqLEHUGQS1Dqmz/FLxwvQ/n/FIIJfEoB4I7nQR3OrB9sgXBrMQ8rRuKIn2LUwIDW+zYP90SN1b72hoyrumPzHjg91OqliFVy5AfBr2jOpqwzY9jzi58q2oamxXL83VYzu3eYhv5g4EoigRLXdS+tgbCDQ/o32zD9Us56Zf1RllialXUSjAqG3oLJHBykSikSI8RQd0epERViiOWYCTInF1zeGDhA0iQcM+Ieyhzl3HJt5fgCrnQyDTM6DWD83ucT7q6bT1cjhacASc7nTvjxu8deS9vrXuL9fXrG8dW1qykh7kHz096PiWsDgFSmYwTrrqRtfN+wFZVQXZJVwafcjq/ffg2NTu20Xv8pBZfM+jz0WfC8fzxw7eUb9r7WdeV7mLjgp85/fb/a/E1w3V12N59N+Gcd8ECIvX1SUVVuK6OqnvvxT1vXuOYb+UqrG++SdE7byPPzW3x87SWiNtNzb+fjREnewju2EG4qgpl9+74Vq5MeL6isJBwTXX8hEQS4yYY3LaNnRdcGNN02PHxJ2Tffz/GqaclNLeIhkLYP/6Y2mf+3Tgm+v3Y3nufUGUl6TffRO1T/0IwmbBcfjmms85E0MdGmkOVley66CLCVVWNY76Vq9h5/vl0mvUJqm6xTaglMlmHCVtoSB8NlZVhffc9/GvXoujUibRLL0VeWNDuaaSCIEXuCGKftxvvylqIiqh6p2E8oQhZmrrN6VR7iAYiOH7cBcEogim5oJFq5UT9DdHGiC1A3RtryLppENLs5r/uiDOA47sdiedsAULVnmaJqmOViDeM6+cyfCtrYsZDZW7q315P+uV9kJkPbcQq4gw22N2H9xM/URHrBxvJvGkgMlPLn1GikaEblYP7t/hUc/1xhUgNKVHVXFJelinwhDyUu8opc5VR6irFE/Ic6kdqFnW+Op5Y+gQAp3c5nQ3WDbyx9g1coYZ0KW/Yy6t/vMrzK5/HHWx5fcHRiIT4xUI3czdqvDUxgmoPG20b+a38t454tBT7EPB52fDrPD577H62LF5AxaYNrPjmS77+92OMPmcGXYaOIC2/sMXXFWQyJBJJjKDag6u+jg2/zScSaVn+fNTlQgwmr+8JVcT/od5DYMvWGEHVeE55ObaZMxMKnLYQcbkI7NqFZ+lSfBs2EKrZu4CKut14k9iJA9g++gjLhRcmtVs3nTMd59ez48a1EyY0RsLCDgeV990fI6j2UPXQQ4Tr6hJeO1xTQ90rryacc/80D924cZT8MIdOn39G2hWXJ2wE7Fm8OEZQNRIKUffcfxrSL9tIxG4nWFpKsKysxTVdvlWr2H76Gdjffx//H3/g/OILduAPqc0AAQAASURBVJx1Fu7584k28fPVGsI2P7Uvr8a7tBrCUYiK+NfUUfP8KiI2f7vdJ+oPE9zmwL/VjqpH8npF7ZAsfKtr9zkRXD+XEg1Fkp6zP2IoSsSWPHod2pU4jfhIQgxHCTsChO0BooH2rfOJuoN4liXYFKGhrihib3lmQFsRRZGwM0DYESDqDxP1hmJq8vYl6g0Tdbfu+1KmU6AbnYfpjJJG8S+kqTCf2w31gAwEZUpUNZdUpOoYxhlwss2xjTfXvkm1p5oeaT04oegEPtvyGdO7TSdH13G7lK2hzleHL+wD4LjC4/jr/L8mPO6zrZ9xeZ/L0SnapxD4SMaoNNLN3I3Nts2NYyNzRzJ319yk53y8+WMmFU5KmVh0IF6HnV/efTNuPOjzsejTmUy55c5WmUootTq2L1+SdH7Twl8ZMuVMdC1oJCxRqxuiMUnKc4Uk1xIjEfybN5H33LMQjSIRZLh//QXHZ58jhkI4PvsM84UXtlvaWaiujtqnn8Hx2WeNzyrPyyP/pRcbojQSKYLBQLi2NuH5MpMZWX4++S++QOVddxOx24GGvlBZ9/wfEpmscWzva7eQdeffGqNGEbsd3/LliR8wEsG3Zg2KwnixHHU6Eb3eBCc1EK6sRDd+fNJ5MRzG9cOPSec9S5YQdbtbHRESQyH8W7ZQ/dBD+FauAqkU7YTxZP3tTpTFRQc8P1RdTcWdd8H+IloUqbznXtQDBqDIa7p/UrOfVRTxb7QmXJyKgQiu3yswnVzc6vqUfZFIJUjVMqLeML519RhOLMY5Z2djahmAqrsZwaQkWBoreoJl7gazieamAApSJCqh4ZxE0xlHtntb2O7H/Vs5nqXViKEoqh5mjCcWI0vXIBHaHlkUg5EGgZ3s/lY/yk4dV1cUcQXwra3H9Ws5UXcIZYkRw6RClF1NBLbYE54jJmvE1gxkZhW6Ebkou5obvh+lEuSWI/tn5lCQElXHKN6Qly+3fcnjSx9vHFtvXc/X277mifFP8NDCh3hg9ANkaDIO4VM2jUy698c3FAkRjibeuYqKUax+K4WGlu/sH21Y1BYeGv0Ql353aaMglSBpaIaahP29bKx+K1a/FU/Ig0lhwqwyH/HmIKIo4gq6EKQCWvmhd6yr3LwJUUz8B75yy0YirYzgCDJZk41tJRJp001xEyCzWNCOG4fn55/j5uQFBcgyE3+HhOvrCe7eTe3TzzT0RZLJMJx4AnlPP0357bc3LBDayUdJDIWwffAhgc2b0U2YQKi8jMDmLYTKy9l96WV0mvUJssxMzDMujEmx2xfjGacjqFXoxoyh02efEq6vh2gUWXo6QkYGos9H8SefYHvvPcK1NegmTkQ3aRJEowR370aq0SA5gG19ov5QABJV0yk9woHq4AShSdc+wWQ64LM1RXD3bnadd/7eiGU0iueneexatZpOH3+E/ACCKGK3E66sTDgner2Eq6pQ5OURcbmI/BnlE4zGJmvQkiEGI/jWJI4IAvg3WIlOKEDQt11UCXoFurH52D/findZNer+GaRd0ptQhRsxKqIsMhAsc2H7ZEv8uWYlEnnzk4kEvRzd6Fxcc0vj5iRyKcrCI/c7OuwIUPfaWsJ1vsYx/3orgS12Mm8a2C71ThKFADJJfGrdnwgd6HwYcQexfrqVwAZr45h/gxX/JhtpM3oQrvESccRuCkjkUgR92+3uU9bpbSMlqo5R6v31PLXsqbjxYDTIf1b+h7O6nEWZu+ywFlUWlQWT0oQ9YD+gGYValvqi2EM3czc+Oe0TPtv6GcurlyOXyplaMpXVtasTHn9m1zMxKht26MpcZdz+8+1ssm1iaNZQtHItGeoM/tLvL2RqOqaQ3R6wY/PbCEfDOINOZBIZOdocMrWtu3+lp5KfS3/m6+1foxJUXNjrQvqm9+3QOryAz4vP4aC+bDdSuYy0ggKKBwxm56rEUY3WmrYKMhn9jz+ZrUsSp7n1mTgZdQtt2gWDgZz77qXsppvxr93rICXPy6Xg1VcSRpqiPh/1r7yKfV8nvXAY5+xviDicpF1xBVGvF8HSeov3fQnXW9EM6I8EkVBZOepBU1GWdKb23/9Glp5BxOEkbLWiP/Ek3D//gm/FipjzM+64HXlOQ33XnlqjuHojuRx1n96oHnoQMRwmYrdT98qrOD79FDEQQNGpE5l334Xlqquwvpo4lU89YEDCcZnFgmbkSLwLF8bPZWYiy2m6H5VEIsF8znTsH3yQcD7t8ssSpgw2h6jPR92r/02YAhqxWnHOnYvloouadnQ8wA67GI0S2L6d6scex/PrryCRoJs4kczbb0NRXNwyt0ipBEkT/dakKqGhaL+dUPey4NtoIbDRim91Lb4/apFlaNBNyEeqkeH8flfC8wwTC5Gqmr9EkwhSdCNyCdf4YkSjRC0j/ZLeDWYERyjB3c4YQbUHMRTFOXc35jO7IFW2bTkr1cvRDMrCuyQ+RVaWpurQerSIPRAjqBqJirjmlaEdloPzh9ifG8MpnZC2sTFziraTElXHKJttmxussxOwzb6NXF0u6+vWMzBzYAc/WfPJUGfw+LjHuf7H69nh2EEPSw82WjfGHVdkKMKiap/F2dGATCqj0FDIDQNuwBv2ohSU2Pw2Zppmstm+OebYzsbOTCiYgEQioc5Xx40/3Uif9D5c2/9afq/4HUfAQWdTZ3Y6dqKT69DIY3cMqz3VVHmqqPPVUaAvIEOTgVmV3AmuKcLRMFtsW3hk8SOsrl2NBAkjckZwce+Lee7X57h35L0UGQ+carQvle5KLvv+Msrd5Y1ji6sWM7FgIveOvLdDhJXP5WTld1+zaNaHjdEpmVzBuBmXodLp2fjb/JjjM4o6oWrFDn3j+YXFdBo4hB0rl8WMG7Oy6TPxeIRWRCzkubkUvPwyoZpqQqWlyLKyGoRHAjv1iNNJ2GrD9tFHCa/l+e03LJdegqJTp3ZpmitGIgR376LshhtjIkFSg4H8F14guHMHu2bMIOp2I1Gryb73HtKvvx73r78gGIwYTjgeWWYmgqF5LQYkMhlhm42y62/Av25d43hwxw7Krrqa/JdexN2tK8HNsdEJ84wLkwobwWgk56EHKb3ySoI7du4dN5koePWVZvWOkuflk3nXXdQ89ljMuO6449BParnpyR4iLhfeRYuSznvm/4x5+vSGNNEkCGYTsswMwjXxqZcSpRJZejo7p5/TYH0PIIq4587Fu2wZnWZ9giI/v9nPK5UL6Ebn4V+fYNEK6Mbktat9uGBQYjm7KxFbAN8GKxKlgLqnBcHQEFUwn90V2+dbkQhSVD0tSNUyFJ0MyFpgUtF4L70C05ldMEwuIlTjQaqRI0tTIRiU7Wa+0dGIURHvqsQpuQD+TTai/kibRZWglmOYWIDoDzeI0j3ufzlaLOf36NAeXf4ttqRzwVIXprO64N9mJ1zjRZauxjC5EHme7pA3kE6RElXHLAfa6RYRD/uaKkEqMDhrMJ+d/hnf7viWO4feyd2/3U2VZ+9OU4Y6g+cmPndYR9wOFYJUQK9oWChmabN4cfKLzC+dz6wtsxARObPLmRxXeBzZ2oZd8BpvDT0sPSgyFHHDT3v7I83eMZt8fT4vT36ZIvleUbPVtpVrfryGau/e4t+hWUN5dOyjrXITLHOVcdG3FxGINCyMRUQWVi5kXf06Hh/7ODfPv5nXT3idNHXz6oHCkTAzN82MEVR7mFc6jxk9Z3SIqKraupmFn8T2NhLFKL/+P3vnHeZEufbhe0r6bpLNZrMdWHoHpYmKinpQAbviZ8eGih2x67Ece+/l2LBiR0XFLip6LCBFRXrZ3ls2PTPz/RFYCJtszVI093V5XTJvZubN7mzy/t7neX7P3JeZculVrP35h+Z0P0mW+deMizvV9HcrFnsaky64lLK1q1m6YD5KKMigCQfTe+8xWJ2d/zuRnenIznRMgwfHHA9VVOD54Ufq336b9BkzWtbPbI8gJKyGJlxVRclll7dIrVMbGym/9VbsJ5zQvFjXfD7KrrseOTOTXm+92e4eWzsSKiyKElTbU3nf/eQ98ThVDz+Cb+lS5Awn6edfgHn0KKRW+p/o8/Lo8dJLhIqK8K9ejT6/B4a+fZCzstoVqZGsqdhPOJ6UAw/A8/33KB4vKRP2R5eTg9xKRFCprydcU4Pa1ISYakVKdyDbtj1/gk6H5HAQrohd5C9lOKENcSxnZpJ9++0UXXAhqNFpr5k3XI/3l1+3CartUBsaaPhwPs7zZ3QofVGXZcayTzaen6JTDg0D0zD2s7f7Ou1FStEjpejR57cU5qYRGRh621DqAzT9XE64woucZow0XDV1fIkmmXVIZt3fxxJdANEc//kRDRIx/Jc6hZxmxHZkb1IP7oHmDSEY5EjfsJ3s+teqQBQFRKNM+umDIKiCTkRq5eeTZOeSFFX/UAY4BiAKImqMuo0CWwE1vhoOyDtgF8ysYxgkA71svZgxfAYhJcQrR7xCYWMhGxo20Mvai162Xs2iIEnrZFoyOWngSRzW6zA0NOwGe9RircJTweSCycz8amaLc4vdxfx3xX+5aZ+bMMpGKjwVnP/l+VR6o+1pf634lYeWPMTN42/GpGt/SmYgHODFP15sFlTb0xhsZHHFYtIMadT6a9stqmr9tXyw/oO442+tfoseqT2oD9Rjkk3IokyKPqU5FTIR+Jrc/O/dbSlZmf36M+i4I/GYwgSVICGbiUMuvoxf5r5O7sAhjDnqOOyZXd/sSLE76DdmPD2HjkBVNYwJtqzekVBFBUUXXEjgr619nlrf1InVY6nT9y4vR6mLvfMbXLcOfV5L8RauqKD+nXdxzrywU42IPb/GNwMJbtiAIElk33kHqseDoNO12sdre3QuFzqXC3OMfljtQUpJQUpJwVBQ0K7Xh0pLKb32Ory/bHs/lgkTyP7PbeiyIp+rcloa6eeeS+mVV8a8huO00xDbaG4sCAKmMWMomPceNf99Fv/Kleh69sR5wfnosrMpPOfcuOc2ffMNjlNPaXZYbA+SRU/KxDzMe7vwLq2EsIahrx1N01C9YUSLfudFdhQN7/KqqDTAwIYG3AuLyLhwxE7rj6S4g4Rr/QTW1SNadBj62pGsekT9ro1+CIJAyrgsvL/GcK4EUvbNRkrpei3RVuRUA6Tu2lRJQyvC3jTUiWiWI8IrWdWw25EUVf9Q0o3pXLH3FTyw5IGo4zpRx2V7XUZOag6Z5j2nN5EkSkiiRJYuiyxLFmOzx+7qKe2xxHP562XtxScbP4l73icbP+GikReRk5JDSVNJC0G1lU83fcpFe11Evi6/3XNyB938Uh5/obq8ajn90/p3rB2A0HrEVkWlKdTEdyXfMXfVXGr9tYxwjuDK0VfSL61fi1THzqCEQri32GjnjRhBxrETuHTZjTQGtxTjCxJnDTmLU/5zG2nGNGR9Yr/s9aads2Br+vbb7QQV+JYtxzxuHN6ff245p4KChIgqpdGNf83quG5+W9HCsQ1u/L//jhYKIeg7vmBrzbFQMBhAlpEsloT3X0ok4bo6Sq65Ft+vv0Yd93z/PWW33Eruvfc0R9Ys48ZiPeooGj/8MOq1GbNmxXQzhIi9vFJTi9LYEBF7DgfGAQPIvv0/qB4vgsmIZLGgNDa2KpgkRxpCB9NEQ9U+lMYAtW+sRucygyjgfX8dmi+MoJci5gfOnbNiVRqDMeuqVG+Y+o82kH7ywA7VVnVuDgFqXltFcPN2Vv8COKb1xzjEucuFleQwknpQHu6FxVHH9T2tmEe69tjUxnhIVj22o/rQ8OH66OM2A7bDe3Y51TFJ95H8zfxDMevMHNfvOIZlDOP535+n3FPOMOcwTh50Mmn6NJxmJ5KYzM9NBJqm0RBsQETco13yHCYH/nD8Hi5hNdwc+dw+5W9HFE0hEO5Yzw9ZknEYHRQ3FcccTzOm4Q66O1Q7ZzfYmVwwmVf+eiXm+IF5B/L8789jNVip9kWEz9KqpZy+4HSem/RcQoS73mgks3dfmn6rZdAJR3HmzxdEuVgqmsJzfzxHf0d/jig4osv32xWE6+up36F+qu6118h98AGUxsYosaXr0YO8p55Ezuhauq4aCuH+4nPKbriR/KefBkkCpWUNqZiSEtdh0DBwQIcX61sxjxkTSXmLkeJoO+64hEbiugultraFoNqKZ+FCwjW1zaJKdjrJvO5a0s85G8+iHxAMBiz77ouc4WzRhBgikcuyf98c5Rhp2mskOfffjz43F3G7+ivJaiX93HMojmNFnz59esyGyfEI1wdo/HwTks2A2hgksIO1uhZU8PxUiu3wAgS5+1t5BjbUxx9bUxeJnHWjqNIUlab/lUULKgANat9aQ+asVMSdEC1TwgpqfQDVGwaNSDTGpkfSy0hmHSkH5GEakYF3aSWaX8E0IgOdy4S0i6NK3YFokLHs7cLQ24bn13LUhgDGIU4MBdZONfdNsvNIiqp/MFaDlVGZoxjkGIQ/7Meis2CQ/34fULuSck85C4sW8sH6DxAROWnASeyTs89Oc8pLJDaDjYk9JjJn5ZyY48Ocw0jRRQwUelrjG0aYZXOHozx2g52zh57N5Qsvjzl+WK/D+Kn0pw6ZYOglPacMOoVPN31KlS86mjE6czRBJcjiysWcPuj0qDENjTt+voMXDnuh3amGcedgMjP+xFMIeD18X/tT3LYATy1/irFZY7t8v/ag+gMo7kZEg6HVGp92o7W0RlebmiiZfRUZl1yMvsdlqD4/uuws5KxsdJkx3AJDIYQtjYvbQ7iyioo77wTA/eWXpJ10EnWvv97idRlXXEH9u++2vIBOh+3oYzqV+gcRR768xx6l+JJLo4SVccgQnOfPQDTs/p+zSowGxdujuqPH5bQ05LQ0jAMGtH5dt5uKO+5oYcHvW7qMksuvIP+Zp1vUeJlGjMB2/PE07PC7SjvtNAwDB7b1VqIIVXgifaE2xn9//jX1pB4UTmhaWTy0VnojoQGahqaoKFsau0oWOSE9tLaiNIVo+jFOg24NfCtr0B3YvaJK8QYJFTdR+/ZaVHdE5AomGfvU3hj625FTDc21Yvrsf0a/SdEoo8+S0R/ZB03V/nbRuL8rSVGVBLOu44vcJG1T7ilnxucz2Ni4sfnYiuoVDHcO56GJD7VLWLmDbso95Xyw7gOqfFUc0uMQhmcM32V1Yj2tPRmXNY6fy6PTtiRB4tqx1zanDmaaMxnmHMbv1b+3uMZZQ88iw9TxSMRerr04of8JvLPmnajj04dMR9AEZo6c2Wy80V6yLFk8PPFhvtj8BYtKFmGUjRzR6wjsRju3/e82hjqHNkeptmdDwwaaQk0JETmOnFwmTp/BvZuejPuaEncJIbVzvanaixoKESospOb5F/D++iuy00n6+TMwDR/eqpFBW0h2O7bjjsf/58ro+zU2UnHHnWTfdSf2Y49tcZ6maYRKSnB//TXe//0PXc+e2E84AX1OTpuRCaWmGtUTaZZb/847uK69Btc1V1P32uuESkow9O1LxqwrMA4ZAoqC99fFzUYWUloauQ8+iC43p9PvWTQYsIwfT59PPsb762LCVZWYR49B1yMfXRejcO1B9XoJ19QQKitHNBqQMzKQXa4OmTm0VaMkWq2oPh/h6mrCNTURlz6HI3KfVsSoUlsbtxGx//ffCdfUtHjeZIcD11WzcZx+Gu5vvkEQRVImTkTOzIwyzWgPoSI3ml9BNMdf/ohmGaTuj1IBGPqkARtjjul7poIo0PDZJry/VYIGppEZpO6Xmzg3OlVDC8R2AgZiNklONEpjiOqXVoKybfNF84Wpe3sNzvOHR+qc/sEkBdWeQ1JUJUnSDaiayuebPo8SVFtZUb2C3yp+4/CCw1u9RlOoifnr53PXL3c1H/tk4yfkpebx/KTnyUnp/KKvs6Sb0rlrwl18tOEjXln5CvWBesZkjeHyvS+nwFYQ9boHD3qQu3+5m2+KvkHVVEyyiTOHnMm0/tPa7CsWC4fJweV7X86pA0/lp7KfEAWRMVljMMtmnCZnp6Kssihjls2srlvNpJ6TCKkh3l/3PmvrI3bXJ/Q7gQeXPNjiPFEQkYSu7RYrqkKNvwZN07Dl5jDKN4rPNn8W87V90/pikLp3YRFYtYrNp5yKtiWyEioqoviCC3GcNR3nhRd2OmolCAKphxxM3euvE1wfXSNg6N8fy/jxseezbh2bTz0NdbuISd1LL5Pz4AOkTpyI2FpD3B3EQ+Xd92AYNAjHmWcgO50Y+vfH0KcPAPaTppFy8ETC1dUIsoycnt5hARIL0WBAn5+PPr/9tYOxCNfUoCkKktXa+nve+vraWmpfeZWaZ5+FLfVikt1O7mOPRXp1tTOlUXY4MO+zT0y7dMvBExHNZqqffS5yny3PjJyVRd5jj2IcPDjuz09pamq1qbNSUwv9YszHbke22zF2MDLV4joZZpr+V4Ztam/8q2MbmKQemIfUCee9ziDZ9JhHZ+JdvEPKtCxgm9qHmtf+IlS8zfnQ80MpvhXVuGaOSIgrnaCX0PdIJVjojjluHNC5FhjtRQmE8fxSFiWotsf9dSHyif2Rrf9sYZVkzyApqpIk6Qbq/fXMWzcv7vhba95iQu4ELPr4herV3uooQbWVYncxTy1/ihvG3YBR3vn51RnmDM4cciZTek9B1VTMOjNWfcsFd5Yli9v3u51afy3+sJ8UfQpOkxO91PmUGpvBhs1go29a3668hShyU3OZ1n8aNyy6AW84Et3QiTou2esS1tWva5EaCHBI/iGd7rcFESfFD9Z/wJur38Qb8jIhdwIXjryQVF0q7lDLxc0Vo67o0v3aIlxbS9m/b24WVNtT++IcbMceh5ia2ul0OF1WFj2efw73V19HUrgEsJ84jZSDDmx2kYuaT10dZdddHyWoANA0yq65FtMnH7fam0hOT0dKT0epqWk+FvjrLyru+AvJ6aTgnbebj4sGA/q8vA71OtoZhKqqaFq4kNoX56A2uTHvtz/OGeehz89HaMVNz/Pj/6h56qmoY0p9PUXnnEPvj+bHNY7YEcluJ+euuyi94Qa8P25rFm2ZOJHsW28juHkT4fLyiJlEfT0A4fJyCqdPp+CDD2O6KsKWOjZRbGGd3nxfZ/emuOp7pKKFVZRaP5ZxWXh+jnaVM4/JjGl93l1IZh22w3th7J+G+9tiVE8IQx8bqQfmEyxrihJUW1HdQbxLK0k9KL/LUQzJosM2pTdVTy9vYcopu0zoO9EvqyOofoVwuTfueLjKhxZsJUUySZLdiKSoSpJkN2Vh8cK4Yx9v+JiZI2busl5ioiC2K30xRZ9Cin73zoE3ySYOzDuQeUfPo8xThqIquMwullcuxygbERDQtlttZFuymTV6FhZd5xYbVd4qLvvmMv6s2dbHaMGmBRS7i3n2sGe5YdENrK+PRHRsBhvXjLmGIelDuvYm22BHw4gdaVr4DYJeh6FXr07fQ5eVRdopJ2OdfAQIArLdHn8+9fX4//gj5pgWDBJYt751UeVykfvA/RSet0M/LJ2O3Pvva1ez3F1JuKaGsutvwPP9983HGufNw/3pp/R6602M/WKEcoBwdTXVTzwec0wLBnF/9RXpZ53V7nnosrPIfehBlK19qtLSEDSNhnffoenb75AcDjJvuongunVUbxFyqseL96ef0J9wfMxryunpWA8/nMZPWjqJmvbeu9tNPCSbgYxzh1H90p+YR7pIP3Mwwc1ukMA02ImUZtjpfX+kFD3m4RkY+thB1RAMEpqi4nk7Tq0T4FtRhWVsVkLqvnTZFjJmDKf+w/WEyjwgC5hHurAe2gOpmyNEolFEyjDBhoaY43K6EUG/c1IxkyTpKh0SVT6fjyVLluBwOBi8Q4NHv9/PW2+9xRlnnJHQCSZJsidiN9o5tu+x3Lf4vpjj0/pPazVKVeevo9rbspZnKyE1FLPHWJLOoZN05KTkRKVUphnTaAg08PaRb/N14deUecqYkDeBYc5hbda0aZpGY7AREZFUQ/Su95q6NVGCaiu/1/zOvLXzeObQZ3CH3ISUEGnGNDJMGd3uxNlWBEoQJaoef5ysm27qcA3LjvdpV0+mGE5926P54u9sAwiiiGnvven94Yc0vPce/pV/Yhw8BNtxx6HLzUEQd+9FWrCwMEpQbUXz+ai8/wFy778vpqueFg4TLIrtkAng/2tVu+eguN0ojY0IgoAuKwvRbCawcSObTj6lOTIF0PTVV6Sdfhppp51K3auvRe6zciUQW1RJKSm4rrkaTVFwf/55cyqgeZ99yLnzznb37Oosgiigy03BdcleKA0BVL+CZVwWgklG6mbr8raQLNvEnOrXWhUTgk6CBNXaiHoJQ4EN5zlDI/VVooCYokPUdb8DsGTQkTIuO9KHKsZXWurE/GTqX5I9hnZ/gqxZs4ZJkyZRWFiIIAjsv//+vPHGG2RnR3bKGxoaOOuss5KiKkkSIpGcSb0m8c6ad1rUVY1wjmDvzL1bPf+Xsl8YnjE87vjIjJG7fQRoT2drqiFEmmW3l3JPOd8UfsOHGz5EJ+o4eeDJjM4cTYY5YlDQWq+v99e9z7nDzqWvPXHpje1BtNkw7b03vt9+azkoCBj69aPygQdwXXIJdEFUtXs+Viu63BxCJTF26gUB46BBbV9Dr8dQ0IuMKy5HCwYR9PqEi6lQVTWh4iK8S35Dl5mJaa+RyC4XYid6W22P+8vYRg4Anu++Q3U3xRRVgl6PoU8fAqtXxzzXPKr1zx2ICLPAxo1U3H0P3h9+AFkmddK/cM2aRcU990YJqq3UvfIq+U8/Td0bb0I4jHHYsFbvocvMJPv2/5BxxeWobjeixYKUnt5hwa643ZGaM68XMTUV2emMsmOPhyAKyDYDsq3txbqmaChNQdA0BJ2EZNGhBhW0kIpgkBC7yXZdNMqk7JtDYH3sCI5lv5yER9SkFD3sgq8V0arDccog6t5di+aL1AEKOhHrEQXIO6n5cZIkiaDdouqaa65h6NChLF68mPr6ei6//HL2228/Fi5cSI925mgnSfJPIsuSxX8n/Zdvi77l/fXvIwkS0wZMY5/s1i3VGwINvLTyJSYXTGZ05mgWVyyOGpcFmavHXN284E+y+1DuKefsz86myF3UfGxp5VLGZo3l7gl3k2HOIFUXv17DJJsQ2PlOT7LdTtYtt7D5lFNQm6JrOJwXXEDjgk8i1s5x6mASjc7lIuuWWymaMaOFqYHjjDOQOpAiJogiQjsMHjpKqLyc4osviUpTFPR68p58AvPYsV0SVtsbUshZWRj69kX1NOFbviJiABHnEZEdDlxXzqJoxvktr5maimW//du8d7C4mE3TTkLz+SIHwmHcnyzANnVqCxv07fEtX46xf3+CRUWYx45p8z5SampMYdheQmVllN18C57vvosc0OlIm3Yi6eedF7NOrzMojQE8iytoWlSC6g2jy03BdkQvgmUefEsr0eWmkrp/DpLD2C1RHX0PK8ZBDvx/1UYdN/SzY+xtT/j9dhVyigGhn4Rr5ghUTwhN1ZBS9YgpOiTTzk3FTJKkK7RbVP344498+eWXOJ1OnE4n8+fPZ+bMmUyYMIFvvvkGy27cGT5Jkl1FliWLkwaexGEFh7W7+a+iKQSUAA8teYg7J9zJXq69+HD9hzQEGtg7c2+mD5lOfmrXHMWSJB5FVXh/3ftRgmorv5T/wp81f3KQ+SCO6nsUr616LeY1Tuh/AunGXdMY1tC3D73eepP6t9/Gt+J3ZGc61ilT8P32Gw3vf4BhwIA2bbYTiXnU3vR6602qHnkU/x9/ILtcOC+8EPO4sV1ajCcC1e+n+qmnWtR9GYcPR/MH8Pz4I5rXh2FAf2Sns8M/t9RJk6ib+waZ112L6vPjX7ECKc2O84ILCRYVIqXFt7g3jRhB1n9uo/Kee5sFsr6gIGITn9N6Dabq91P7/AvbBNV2aOFwq659mqog5+SQddut6HK615k0XFND8eVX4F++fNvBUIi6115H0zScF1yArot1c0pTkNp31xLYziEwVNJE9XN/kDatP1pYw/trOd4lFTjPHoqxr71L94uFlKon7bh+hCq9eH4tB1XDMjYLXaYFKbX7e2jtTCSDjJQhQ/d3HEiSpNtot6jy+XzI2zkOCYLAU089xcUXX8yBBx7I6zEaKyZJkiSC3WBv92ttehuH9zqcR5c+yuxvZzMqcxTnDjsXs87MqtpVlLhL2Cd7n+6bbJJOUReo44P1H8Qdf2v1W4zPHk9uSi5nDz2bF/54IWq8n70fJw04CVnaNXUdgigiO53IeXkYwwpqYyNl198QWZjrdGTfdmuX+lV1FNFsxjRsGLkPPYjq9SLodC3urwaDKFVVBIuL0cJh9D16IKent9nHqquEa2pomPd+1DHL/vthnXokJVddFSVKbMccjWv2VcgdcLXTZWWR/8zTlF51NcFNm5qP1zz3PDn33ovWSj2lZLNhP+YYLPvth1JfjyDrkB1pyE5nm/dV3G6afvgh5pj/z5WYRo/Gt3hxzPHUQw8l9TCJ4IYNoGnosrPbdc/OEK6sihZU29HwzrukHnxwxB6/C8+r0hCMElTb4/6qkJT9c6n/YD2oGnVvryFj5oh2pRN2FClVj5Sqx1AQEebJnkVJkuy+tPvbe+DAgSxevJhBO+SyP/54xGnoqKOOSuzMkiT5hyKJElN6T+HN1W9S4a1gScUSllQsASA3JZfTDz+909bWSbqR+Jv4UdgMNs4aehaTek7i3bXv0hBoYErvKQxJH0KmJbP9twuHCVVUEli7hnBVFcZBg9FlZ3XJPU2yWrEdcQS+pcuo/u9/kWxWUg6eSPqMGe224t5KuLY2YnQgywh6Parbjer1IdmsSOnpSO3MboiXJqZ6vTR99x2l112PoW9fUv91KIF165Czs7GMG9clQ402CYfRgtFNUR2nn0HRRRc194baSsP7H2AcMpS0005t99+toNdT+8qrUYIKAE2j9Npr6bPgE6RWfh+CToc+Jwc6GDESZBnJZiNc2rKWrf7tt8l96CGKLrigRSTLduyxeH9dTOW99zYfMwwcSN4Tj6PPjW2t3hVCMea3FS0YRPV4CFdXd0lUBQsb446Fa/yI25lKKA0BVG8YYogqpTGApoIgCV2KLiXFVJIkuz/tFlXHHnssc+fO5fTTT28x9vjjj6OqKk8//XRCJ5ckyT+VnJQcXjriJeb+NZePNnyEIAgc3edopg2YRrZl19ioJ2mdNGMaR/U+iieXPxlz/MT+JzY3KLYb7NgNdoY4h6BqKqLQsWJ3LRzGt3w5RTNmoHq2OeGZRo8i94EH0GW2X5wpHg9KbS1aMIiYkoLscpF6yMGYRu2NFgohpaS0q/h/K2oggH/lSspvuZVwdTU599xN1WOPb4ssSBL2E47HefEl6DI6H8kIFhdTev0NZN9+O6HNm2n44ENUn4+UfffF0KsXktXabZsPgtmMLj+fUFEk1dM4fDjepUtbCKqt1Dz7X1IPm9TulLRwbS2NCxbEHlQUvL/+2mGR2x7ktDTSzzmb0tlXtbxtbS2iNZXe896jZs4cPP/7CTktjbRTT0ULhyi7/oao1wdWraLsuuvJffSRVu3zOzVPVys5YpKEIMuEKyqgf/9O30NszQRCIIbzXvSuitIUxPdXLe6vClHqA8guM7bDe6HvZd3plu1Jdn+0sEq4IUBgVS2hKh+G3jb0PVKR7Tu/F2WSziNoWitJ0v9AGhsbsdlsNDQ0YLW2Xf+SJEl3ElJC1AXqQAOH0bHLUsOStI+ypjLO/uxsipuiba1HuUZx74H3tqu3V3sIlpSwYeqRMWtf7CefTOY1V0eZHbR2ncq778H91VegqsguF65rriFlwv5Infz8869ezcbjT4BwmKzbbqX2xTkEN25s8TrHOWeTcdllnTJ00MJhym+/HePgwTTMm4dv6bKocdFmo9cbczEUFHTqPbQH7/LleBb9gFJdHYnIGfQ0vBe/4Xffb75Gl92+DZFgYSHrJx0Wdzxj9pU4zz23w3NuD+HqasrvuBP3DqIu/fzzcZw1HdluJ1haRuNH81GbmjCPH0/RWWfHvV7vTz7G0Lt3QucYqqxk82mnEyosbDGWetgkZEc6thNPwLRD65eOEK71U/7AYlBaLpGMgx1IVgOen8oAkGx6MmaObE7/U/1hGr/cTNOilhE1+7F9sYzORJB2na2/FlZQ6oP4VlYTqvRh6GPH0MuKnJZcwMdCUzUUdzDyLMiRiGMiN2w0RSWwoYHqOX9GPW9iqo6MGcPRJR0Qdznt1Qa7d7OOJEn+4egkHS6zC5fF9Y8WVL6wj3JPOeWecnzhlkJidyE7JZsXDn+Bq0dfzSDHIIY7h3PX/nclVFAB+P/8M6agAmh47z3CNTVtXiNUUUnROefi/uIL2OLqF66spPTKK/H88kun5qV4PFQ9+hiEwwgmE5LVGlNQAdS99jrhyqpO3UcNBlHq6hF0uhaCCkBtaKDm2edQ/f5OXb/Ve/v9+Nesoe7V12j85BOCJSWkHn44qYcfEfccw8CBCIb219uIFguGOA1+ASxjx7Z/vsEgwcJCaufOpeKee3F/s5BQeXnc18tOJ1k33Uivd97BedFMMq64nIL5H5J+ztnNESfJZiVUWkbNi3NQ2njWVG/rPcU6g87lIv+Zp9EX9Io6bh43DtvRR+NdvhxdRtccD8RUHY5TBrZYJUkOIyn75OD9rXLLCyHtxP5R9VSKJ0TTD7FTFBsWbIws0HcRWlglsLGR8oeW0PDJJryLK6h7czWVTywjVJn439WejtIUpOl/pVQ+tpTye3+l6olleJdUoHgS9ztUGoPUvPJXCwGvukPUvbsWxRuKc2aS3Y1/7iotSZIkewRF7iKeXv40n278FA2Nw3sdzoUjLiTfuns6IGZbsjlt8GlM7TMVURC7xfo+VFYWd0wLBNBCbX8JBzasb1mzs4XKe+/DPGIEcgcXpmpTE74lkfo/KS2t9Xn6/ahtNPGNh2gwkDLpX3i+/jrua9yff07GpZdAejpoWpd7R0GkqbN3yW8Rq/ctDYqD69fj+e47sv79b6zHHkvjvJbRKtfVV3eovkdOTyfzxhsonH5WC8c90z77oGtnnZIaCuH95ReKLpwJW56J2hdfRJebQ485L6HPz4t9f4cD2eHANHRIzHHJYsF58UVIqSlI1laeb0nqdMSzLQwFBeT/978EN20iXFWF7EjHv3Il1U8+Sd4jD3f42d0RUSdh7J9G1qzR+P6qIVznx9g3DdlpovH7YuR0I7rcFFIn5CI5oiM8Sp0/bo2l5ldQPWGwd2l6nUZxx1nAN4Woe2cN6WcOiWpCvDuieEIoDQG8yyrRQiqm4RnonKaEOyKqgTDuhUVREUelIUjdO2uxTupJyoTchFjph2t8aMHYDc+DmxpRPaFkyugeQlJUJUmyhxAIB6jyVfFnzZ94Qh6GZwwnw5iBzfj37VdV0lTCaZ+cRq1/W5+W+Rvms6hkEXOnzCU3NfFF8IlAEATSjGkJu15DoIEaXw0bGjaQZkij/9D4aU1yZma7aqBiNvrdQqiwsFNRHkGWkfPzsZ9wAqZRo5CsqeQ++ijuTz+l8ZPopseCXt+hWq2ocyUJy5ixeL//Pv5r9HqUujrKb78DFAX7tGkYhwxB11o9ThuEKyspu/76ZkG1PRV3303BB+8TKi7C92vEIU92ZeC6+mr0PXugBgKIHYhWGYcNo+drr1Jxz734ly9HtNlwnH469mknttuMJFxVhRYIkHv/fWiBAPXz3sf7v/8RKiml/I47yL3v3k7b0+ucTpyXXEK4qoqUgw+mKYbAtR93XId6inUUfX4+YkoKSl0d4YpKUg4+OPLzSZDroKiTEJ0mUidEi8+0qb3RwiqCXkbUtUz4EfStL7QFedeZTrS6gC90o3pDu7WoUjwh3AsLafp+m9Dx/K8MQ187jmkDkKyJE1ZKU4imH2NHHN3fFGEe6UJ0dF1Uqb7Yv49tE0lW6ewpJEVVkiR7AN6wl2+LvuX6RdcTVrcVwx/Z+0iuHH0l6aZd09uoO1FUhY83fBwlqLZSF6jjw/UfMmP4DCQx8U03dyeqvdXcu/heFmzcVuPy6Ijb6DFgAMHVq1u83jV7NnI7DBFa6yUkWiwIcse/HuT0dHJu/w+V995LzXPPASAYDNinnUjWLTdTfsutza+1n3gisrPzAkd2pGE77nga3o9tY2+dOoWqRx+l6ZuFADR98w2mMaMjRh6d7GGk1NdHDBBioAWDhCsqyHvsMcKVlYSKilEa6ql9+RUCN96E85JLsB93LHJa+8S2ZDZj3ntv8p9+Cs3vhy2W94LUvuc9VF5O5QMP4P7scwiHkex2HGeeiWXcWKoefgTPt9+i1NV1qeeXqNejz80l65abqbLZaJg/P5L6qddjP2kazhkz2nR51EIh1FAI0WBo93vbHjktDTktLeF1W60hGmRoRR9LVj2iWY44Au6ALssc5Ry4s1EDHVvAa4qK6guDKOwW0ZJwtS9KUG0lsK4e38pqUvZJXI801R2EON0LtJCK6g2Bo+t1aLrM+DVTYooOwZhcqu8pdLim6rvvviMcw+EoHA7z3dbO5kmS7MGElBDlnnJK3CUxF/S7gvKmcq757pooQQWRqM03Rd/soll1DVVTKXGXMH/9fB5a/BCfbfqMsqZt6WLuoJuvCr+Ke/6XhV/SGIxve5woQkoIRW1jIdJNKKrCvHXzogQVwI1/3U/w7itJmTIZtogfOSOD7LvvwnLAhHYVUZvHjEGIkxKXdsrJSJ3Y7Q9XVVF6zbV4fvix+ZgWCFD3yqsECwtJOeQQEASsU6eSfv4MRGPn+/oIsoyhbx9sxx3bYkzXsycp++1P07fR30m+Xxfj+fHHFq9v/03b+LmKIqrHw+ZTT6P4oosou/4G/CtWoPn9VN13H97//dThW8ppaeiys9FlZrZbdISrqym+9DLcH3/S7Eio1NdT9cgjoIF5n31A09qVJtoedC4XWTfdSJ8Fn1Dwwfv0/uRjXFfOBlkmVF5OuK5lvyfF48G/ejVl/7md4gtnUv3UUwQLCyNNhvdwJKuB9DMGgxy9xBLNMo7/G4iUsusa9+pcbSzgTZHPE03TCNf4aPhsE1XPrKBmzp94f6/atfVgikrT/+Lb6Tf9UJrQ+QltpPYJcmJsCcRUHeZRsTd67FN7JzT6lqR76bD8nThxImVlZbh22OlraGhg4sSJKDHSIpIk2VOo8Fbw6spXeWv1W3jDXgakDeCasdcwJH0IZt2uc+D5aMNHaGj0s/fjlEGnNDcTrg/U82XhlxyYdyAZ5j2nFb2maayqWcXZn5+NJ+RpPm432Jlz+Bz62PsgizIpupS410jVpyIL3beDV9ZUxs/lP/PF5i/IseRw8sCTMevMpBnSmq3Ru4qiKtT4a9A0DaveikkXnQ5X7avmpZUvtTivMdjIGUtm8ejMe0k762jsooV0Ry5yZiZaIIDS2BiJNrWyCJczM8n/7zMUXTgzyvTCst9+pJ1+OqJu2650ZIFVA6qKZLfHrU8KlZcTWLUq5lj9m2/S8403cF01G9nhSEitjexw4Jo9G9sxx1L32muoniasU6ciO52UXn1NswHH9tS9+hopBx3UKZtvyW5Hl5tDqKTlwk4wGtHl5uL9+RdUtzvm+ZWPPIJ57Jhua4q7lVBZOf4VK2KO1b70EpnXXUdw0ybElPh/Xx1FNJvRb2m6HK6vx/PzT1Q/8iiBTZsw9C4g4/LLMQ0bhmSzofr9NH39DaVXbbNu9/78MzXPv0DPV1/BNCR2LdeegiAK6PNTyZq1N/7VdYTKPeh7WjEU2JDsiW8Q3BHEFD3msVl4f2lpVmI/sk9zXVK42kflk8vRfNtEbu1rqzANd2I/ug+SZecv9DWVqPnsiOoPt6hB7Apiig7JZkBpCLQYkzPNiCmJidxJJh22IwrQ5abg/qYY1R1EzjRjm1yAoUdqskfZHkSHVySapsXcBa2pqcHSzmaOSZLsjlT7qpm9cDbLqpY1H1tdt5qzPzubZyc9yz7Z++ySeWmaRmFjIRNyJzC1z1QeXvIwZZ5IRCfHksOs0bPY0zojVHmruOSbS6IEFURE4uxvZ/PcpOdIN6VzxpAz+KU8thPdGYPPINXQvtSlpmATnpAHAaFd1vQl7hKmfzadck85U3tPZd/cfXli2RMUugvpn9afM4ecSX5KfgsR1BEqvZV8uP5D3lj1Bp6Qhwm5E7hw5IXkp+Yji5H5hdUwDYGGmOf7FT8Lq39iTd0aitxFzDvoZcTFS6h9KeLIlnLQQVinTEGXmxvzM1vU6TCPGkXvj+YTWLuWcE0NpsGDkTMzo0wVQhUVNH76GfVz50b6QB16KOlnnoEuP7/FdeMZXwCoHi+CIGDo1avjP6xWkB0O5LEOTCNHgKKgKQpF552HUhs7yqwFAzHFVnvQuVxk3303hWef02z8sJWsm25CMBjwrfwz7vmhzZsTFh1qjcDaNXHHlPp65Ows8h59FNGc+I0iNRCg8YMPqLjr7uZj/j/+pOjc88i65WZsxx9PuLqashtuaHGu5vNRdu119JjzYpeaWO8OCJKI7DCRMr7znxHdgWSSsf2rJ/qcFNzfFKE0BtBlW7AdUYA+L7KAV/1hGj7b1ELAiGaZwLp6lNrALhFVok7ENDwD/+qWkU8A4wBHc6QtEci2SMSx6tkVaP5tAQPRoiP9lMRGHKUUPSnjczANdYKqIcjiLo1oJukc7X76jjvuOCBSgD19+nQM2xXcKorCihUr2HfffRM/wyRJdhLF7uIoQbU9d/9yN89Pen6X1C4JgsCB+QeSZkjjkq8vIaxt+6Ir9ZRy7ffX8vaRb+MicZbd3U21v5pKb2XMsXX166jz15FuSmdo+lCmFEzh440fR73m8F6HMyJjRJv3CSthNjZu5JHfHuGHkh8w68xMGzCNkwacRJYlK+q1/rCfWn8tITXE+vr1GCQDY7LGMNI1ksu+vgxti53XqtpVfLThIx47+DH2y9mvUzVdVd4qLv/mcn6v/r352IJNC1hYvJA3prxBb3ukPkQv6clPzafIXRTzOv3S+vFV4VdMy5mC56XXqXvu+eYx39Jl1L44h55zX4/br0nQ6dDn5qKP4yYXqqyk+LLL8C9b3nys/rXXaPzoIwrefqtFA9pW+zDpdAiG7uuDs330zHb00TGt1gGsRx6JZOu8uYtpxAgK5r1H3Usv4//rL3R5ediOnIr7q69p/HQBGZddRv2rr8U8V5eb26latY4it9b8WZbRgkGKZ8/GMGAgGZdcjKFPH8QEbYqGq6qpfPChmGOV992H5cADCW7ahBaMnaYVWLs2IvwSKKrUYBBUrUvppn8npFQ9lnFZmAY70GIs4FV/GP/KbVb5pqFOzKNczal1mqqhBhXENgw5ugNDHxtSmgGlLjp6JOglUg/KT4gb3/bosi1kXrY3wUI3oXIPutwU9Hkp3dKUVxAEZGvyGd2Tafenu23Ll5CmaaSmpmLazrVJr9ezzz77cN555yV+hkmS7CQWly+OO7a+fj3ekHeXGUKMyxrHg0sebBZUuSm5OE1OyjxlVHoref2v17l27LXopT1jZ6utXlNBNfLlnW5K55qx13Dq4FNZsGEBGhpHFBxBXmoeDmPbFtUbGzfyfx/9X/P1GoONPPf7c3xX/B1PHfpUc++oMk8ZTy17io82fERIDdHX3peZI2biMru45OtLmgXVVlRN5aYfbuLNqW+2EGftYW3d2ihBtRVf2MfjSx/nP/v/B4vOQoY5gytGXcGshbNavDbTnIlFZ6HGV8OR1v2oe+7MFq9R6uupuO8+cu+9F6kTqV6BVauiBNVW1IYGav77LJk33hi1UNXl5SFnZsY0c7AdfRSyc+f8/aQcdBC6nnMIbd4cdVzOzsY2ZUqnDBG2Iur1qO4mlMYGzOPGodRUU3r11aieiD186qGHYtx7b/wx3BWdl1zSZavv9qAvKEC02VAbWkY5rZMm4f70M8KVVYQrq/AsWkTeY4+RcvBEBLHrNSJKdTVaoGW6FESilUpdXZvROk3pXCRxR8LV1fhXr6Hu9dfRQiHsxx2Haa+R6FoTnf8QBEFAanUBLwAaln1zkFJ01Ly6nQ27KGCbWoB5r0ykBEaG2oNsN5IxYzjub4vxLqlAU1SMg9KxHdYLOQGmETsiiAJymjHSGHnEnpNin2TX0O6/hhdffBGAXr16MXv27GSqX5K/HWmm+K5celG/S13mdJKOtfVr6Z/Wn5kjZ1LhqaCkqYRj+h6DRWdh/vr5eEPebhNVISVEfaAeURATIixdJheSIKFoLWswTbIpqrdTmjGNNGMaw5zDOnSPpmATj/72aLOg2p41dWtYXbsal9lFpbeSmV/OZF39uubxdfXruOb7a3jm0GewGWw0hZpaXKPWX0udv65TomrBpgVxx74t/hZ30I1FF/mMHZc1jlv3vZWHljxEfaAegNGZozl32Lnc/OPNDM8YjvxL7PoZAM/Cb1HqGzosqjRVpX7e+3HHGz//HOclFyMaty1QdVlZ9Hj+eYrOnxFVd2Q5YAIZl1zSaQv1jqLLyqLnnBepf+896t99D1QV29FHYZ92Uquuh+1BDYWoffXViKteDGpfeZXchx+i6Jxzt4lLnY7082eQcsCELt27vUR+D89ReM65UcLKOHw41iOnUnLZ5dterGmU3XILBUOHoMvq+LPcAn3rdSaCKGLo0wdEMWYapi43B8ne9TYR4epqym69laYvvmw+5vnuOwxDBpP/xJPosvZMYRWu86P6wqh+BSlFF6n7SbArn2iUMQ1Lx7+mHkOBjdrX/op+garR8OEG9LkpSD13bksPNRAmWOxGDSrYj+uHIAoES9yE6/xIdkObdvZJknQnHd5iuPnmm7tjHkmS7HLGZI6Ju9A/ss+RpBt3XY6/UTKyV8Ze7J+3P9d/fz3u0LZC+AxTBvcfeD9GOfG7dJqmUdJUwtxVc/ly85cYZSMnDzyZg3sc3BzlgUg9mqIqmGQTVkPbBgQOk4NTBp3CKytfaTF2/vDzyTB1fUewKdTED6U/xB3/bNNnTMibwIb6DVGCanse+u0hTuh/Ao/89kjM8R0jWO0lVRe/FsykMyGwrVbJarBydJ+j2TdnX2r9tfjDfn4p/4UbFt3ASNdIrhp9FcIb8UVaZOHaiXkKAqIx/jMVzznQ0LcPPefOJVxZiVJbiy4nB9npROqEMURHCVfXECorxbdsOXJGBrYTTsB+wgkgCMhpaQi6BCw+FQW1oT7usOp2I1mt9HrrTcI1NWiBALLTiex07jRRKYgixsGD6T3vPQKbNhGuqETfswf+3/+gdPbsFql3SnU1Sn19QkSV7HAgOZ0o1dUtx7KzkRwOxC3Ng6sffSz6BaJI1q23dtryfnv8f62KElRbCfy5ksbPP8Nx+untcsncXVADYcJ1AerfXUuwaNvnv6F/GmnH90O2JS5tTPWHsYzOQkzV4/0tdgsBAPfCYnQnp+zUNMBwlY/a1yJmOL7ftqWQN31fQuZleyNmJTf8k+w6OiyqKioqmD17Nl999RWVlZUtCuST7n9J9lQyzZncd+B9zP52Nqq2bQe1n70fF4y4IGGOb53BpDNx8qCTmfHFjChBBVDlq+KeX+7h6X89nXBhVewu5pRPTmmOkADc8fMdLNiwgPsPuh9REPm2+Fue+/05qn3VDEkfwuWjLqefvR9+xU9ZUxmLShdhkS3sl7sfGaYMUvQpWHQWzhl2Dj1Se/DMimeo9lWTY8nh4r0uZkLuhIRE3AQELDpL1Ny3Z6uD4o+l8S22V9Wu4vzh58ccSzOktSsFMRZH9jmSV/5qKSgBTuh3QgsBL4kSWZYssixZhJQQuSm5HNP3GFL1qVh0FvwT9qfqgQdiXs+87/hOOe0JgoB92ok0zJsXc9x+4glx6150LldCFsYdIVRRQcmsK/EtWdJ8TNDryXvqyYh9fCIEFZG+W86LLsI69UgCa9fS8N57KNtZhqcccACS1YpoNHY5zUwLhwmVl+P99VcC6zdgGjkC05AhrdeubZ2nKKLLyWmOzHkWL6Hirrvin9CFlMjtkV0u8h55mMKzzo4Sb4LRSO5DDzY/F45TTsE0fDjVTzxJqLwc05AhOC+aiS4BRiZqIEDd67Hr2gDq576BbcqUPcoMQ6kLUPf2GkIl0VHzwJo66j9cj+PE/ogJ6mekNASpm7cOx8kDqJ8Xe8MJQKkPoIUU2EmiSg0qNH4Tu74UDdyLSrAf0xcxQVbnSdqH4g6gBlUEsw55J6eD7m50+N1Pnz6dwsJCbrrpJrKzs/eonZ4kuz91/joCSgBREHGanIjCzvtwNMgGJuROYP4x81lUsohKbyXjc8bT29Z7t7Ar94a8cc0dVtaupNZfS5qxfY1F20MgHOCFP1+IKUp+q/qNKm8Vb6x+g3nrti26F1cs5vRPTue9o97jsaWP8XXR19tO+hWuGn0Vx/Q9BqvBiqIq7OXai4cnPoxdb8esMyf055xuSuekASfxzIpnYo4f1ecoADIt8Re+Fp2FTHMmAkJUVEoURG7b77ZOR9RyUnI4Z+g5PP/H81HH+9j68H8D/69Vd0KdpGsxZzkrC9vxx9Pw7rtRxwWzmcxrr+20fbm+Z8+Y19UXFGA/7ji8v/1Gw7z3EWQZ27HHoO/ZCzm9c0KzK6jBIDXPvxAlqCDSkLf4ggvpveAT9Hl5Xb5PuKqaxs8/o/aFFwjX1GIaMYLsO26n/u13aPrmG0SLmfRzzm41wtcWajAYqUvSNMLlFRSee26U5b3syqDHyy932EVRl52NYDajeb0txvS9eiUskiiIIqbhw+n90XwaFyzA/8efGEcMxzppUlTqpWS3k7L//hiHDYNAAMFiabNRcLtR1ShBJ6Wnk3by/2EcOBBNVdFCIbRuWLsovhCaL7KxLFrkSJPgRFzXG0JxB1sIqq34V9agNIUSJqo0VUOp9dP0XQm6nBRCpZ6Yr9PlpyIk6D22a15BhXBly+d3K6FyD1pQadEfLEn3EK7zE67x0fRdCeGGAPrcFFIm5CKl6ZGMe0Z9d6Lp8F/DokWL+P777xk5cmQ3TCfJPxVP0MNftX9x/+L7WVmzknRTOmcNOYvJvSfjNDmbBUVjsBGjZMRmsLW6GO4sRtlID2sPTrGekvBrdxVPOPYX21YCSuzi8M5SH6jn802x60YkQcIT9kQJqq0MTh/MwuKF0YJqC/ctvo8xWWModBcya+GsZmt4k2zi8r0vZ0rvKVH1VF1BFmVO7H8i35d8z8qalVFjF4+8uLkWakLuBO4V7o2KTm7lpP4Rl8C5U+Yy5885bGjYwIC0AUwfMp381PxO19nZDDbOGnoW/+r5L95d+y4NgQam9J7CkPQhnXquZbsd16wrSD34YGqeew6lvg7LfvvhOP10dF0QE7LDgevKWdiOOZq6119H9XixHX00puHDqHzwIdwLtqUd1r/9NtapU8i89rqdZkixFaW6mvq33oo5pgGhkpLI/wcCCGYzOperw2YV4dpaym6LrtHx/vwz3l9/JfeB+5EzMyM/7/z8Tr+PUHk5Nc8/T/3b75B9x+1U/Of2KEEFEK6sovTaa8l/6inktJabKFooRKi8HM///kdww0ZMe++NadhQZFcGuffdS/Ell0bVMglGIzn33oMugQYagk6HvkcPnOefj6aqrRpgyF1wYoyHaDJhO/Y4PD/8iL5XLzJvuJ7qJ56k+vEnIvd0uci86UbE8eM7ZeCyI5qiEa7yUv/hegIbGkAA4yAHtskF6Jxdt63XQmrrTW010PyJa5os2/QgCfhW1uA8YzDepZXbTCq2Igmk7p+7U6NCgk5EzjQTroptdKTLsiRrqnYS4UY/3mVVNH62aduxCi/e5VU4zx6K1CcpqtpFfn7+HtcTJ8nuz5LKJVz01UXN/672VXPf4vtYVrWM2aNms2DTAp79/dnmvkZD0odw+/6309fed1dNeaeTY8lpETHZyo7mDolAEAR0YuyUqWxLNuvqYqeFHFFwBG+tjr3ABXhnzTvUB+qbBRVEXO/u+uUu8lLzOCDvgK5NfDsyLZk8dvBjrKtbx2ebP8OmtzG191SyLFnNtV8us4v7D7ifq767Kqqebq+MvTh18KlkmDPIMGdw23634Q/7McvmhKSC2gw2bAYbQ5xDUDW1y1FZOT2d1EMOxjx6FFoohGi1xm3S26HrOhzIDgemkSNBURGNBhrmz48SVFtp/OhjbEcfQ8qE/bt8346ghcNofn/UMePQIdiOOw7z3nsT3FxI+c23ENy0Cclux3nhBViPPDKqH1dbhCsqYtbooKpUP/U0+c/+t0vpfuHqaoovvwL/smUIBgMgoNTXx3ytf9lylLr6FqJKC4fxLltG0TnnbovUzJnTHN0y77svvT/8gLq33iK4fj2mvfbCduSR6OJY6ieCRDgKbkX1+1F9PkSLpc1n2zxmNIb+/cm47FJKr74mKkUzXFlJySWX0uOVl7GMGdPleYXr/FQ+sQwttEWsauBfWUtwsxvXRSO77EonCLTes0gAwZA4MSGm6LEd1ouGTzbi/q4Ex/8NpPGzTYSrI2JGTjeSdmL/bnHba3VeBhnrQfn4/6xpWSYqsNNF3j8ZzafQ+MWmlgOKRv28daSfNRRd+s59PnYHOiyqHn74Ya699lqeeeYZeiW4iWOSfyZV3iru/PnOmGNfbP6CMwafwRPLniCkbrPh/bPmT2Z8PoOXDn+JfGvnd4b3JBxGB8f1O453177bYixR5g5R9zM4OLbfsTz3+3MtxoJqMG6qYWt1TBARzGZd7N3bR397lKHpQ3GYEpdC5jK7cJld7Jsbu4+eUTYyIW8C84+dzy/lv1Dnq2NM1hhyUyO29VsxySZMcvcYDSQyzbUrPZhaQ9TpQAfh+npqX3o57utqX34Z86i9u6WxbDwEkwldz54RC3VBIOumm1A8Hmqff4GKO+7EOGAAzotm4l3yG/VvvEHFXXejBoM4pk+PvK924P3117hjgTVrWoi6jhIsLsa/bFnk/RiNqEoY1/XXI9ts+P76i7pXXoHtapZj2ZaHKispnnlRCyOKcGUVZdffQN6TT2Do25fMa65BCwYRDIaEiR41HEb1ehFlOeG/e8XtJrhpEzXPPU+wsBDT0KE4zjwTXX4eoiH2BocuM5P8F57H/fnnUYJqeyofeID8p59G7kLqoxpWafqueJug2n7ME8L3RxUp++chiJ1PNxRT9VDtQ9/TSnBzY4tx03AnJHCzW9RLmEdnoss00/hlIe7vi7H+qwdyuglkEcmiQ0rdNZEIOcOE4+SB1M1b19ycWDTLpJ3YH+kfuIjfVQTLPBCn80G42pfQyOmeRIdF1UknnYTX66VPnz6YzWZ0O3wh1cbpYp8kSTzcQTclTSVxx5dULCEnJYfNjdE9Z6p8VfxV+9c/RlSl6FO4ZK9LyE/N58U/X6Qh0IDL7GLmiJkc3OPghNupy5LMtP7T+GLzFy1+9uOyxjEofRCyKBNWoz88V9euZlTmKL4p+ibmdcdmjY0pDAE2NmyMaYHe3RhlI/mp+eSn/jOepS6hKKgx6nK2ojY1oe1kwyJdRgaZ11xD8cyZpJ12Gr4/fqfhvW2pqf6VKym96moyb7oR01574Vu6lJqnn8E6eXLcxsc7IlpaSRMTxS4bPfi262uVef316PPyqF24kHBZGcbhwyl49x2qnn6Gpk8/RbRakWwt6+RCRUWobneL41uvr9TVIdvtCJKEkAAnQjUYJFxWRsMnCwisWYNxwABMo/ZGstsRLZaIh6UsI2dkdLr+Wg0EcH/xBWXX39B8LPDXX9TPm0eP55/HMm5s3HN1Tie+pUvjjgf+XNllMaz5QvjX1ccd9/1Vi2VsNkIX6p0iPaX02I7oReMXhQTWb7mfAMahTixjs9GCienttRXJrEMa4ECXl4oWVhH00k7vSRUL0SBjGpKOvkcqalMIBBAtOiSroUvCNUnHaPPP+R/6q+hUpCpJkkSik3Rx09ogEvnwh2N/8f1R/QeTek3qzuntVqSb0pk+ZDpTek8hpITQy3pcJle3GcZkp2Tz3KTn+KX8Fz5a/xFmnZlTBp5CX3tfzDozd0+4m6u+vSrqd/dD6Q88eOCDLCpZFBVdhIjD4nDXcO7+9e6Y9+tp7bnHNDDeXQk3NKDU1BKuqkSyWpGczoTWy0hWK6mT/kXN07ENQKxTJiPuUKeihkKEq6pQamoQJAkpPR3Zldjn1jxmNLmPPYZoNlF0buxG9NVPPkXm1VfjW7oU1eNBbYpd+B/v+vF6K6UefDBSjPqmjiA7I78j1/XXo9TXsfmaa5rHfEuXUf/mW/R4/nlCGzeSdvL/IcdwV1Tdrb+fHSNYXUELh/H99huF582ALc183QsW4LzsMnS5OVQ//gShwkJklwvnhReSOulfnXLbC1dXU37rbTEGwpRdfx09585t1Wky9fAjEC0pNH33HeHS0qgxOSurzdo6xR0kVOnFs7gCQQTLmCxkp6k5HU8jEilR4uwnixY9SF2PBgqSiH9TA9bDe4GqoYVURJNMoLCRmrmryLx4ZJfvEQvJktgeWIlAkERkuxHsycjUrkKXnQKiAGrLdZucYUI0/jNr2zosqs4888zumEeSfzB2g539c/fn+5LvW4zpRB05KTlUeGP3yiiwFXT39HY7ttpr7yyyLFkc1eco/tXjX4iCGFVPdEDuAXxwzAfMXz+fzY2b2T93f8Zlj8NpcvLq5Fe56+e7WFa1DFmQmdRrEpfsdUnkGpIhprHGxXtd3Gmb8iSR9K/yW26h6ettUUJ9QQF5Tz6JoaBXQu4h6HTYjz+e+jffapFWJWdnkzJxYpRYUhobcX/+ORV33YXqiUS4ZFcGOQ8+iGnEiHan37WFlJqK9V+H0vjFF3FToZSaGgTjlue3jT5cLa7vdJJ9++2UXX991HE5MxPX1Vd12bnOtNdIBIMBy7ixbDz+hBbjmt9P+a23kPPAA5HIj9zy61vfu3f8+dvt7XaB1FSVcGUl4dpaUFTkdAdSRkbU7ypcVUXxpZc1CyqAlIMOAlWh7OptgjBcWUn5rbcS3LQR56WXdvjnFCoqjpnqCBAqKUWpq48pqkLl5XgWLaLhgw8R9DqcF1wAikL5nXc2zzn9gvORW9lwUBqD1L69msDa+uZj3iWVmIY7sR/ZB01RcS8qwTIqk/ri2II2df8cRF3XRZVk1aNLM1H11HKkNANaSEVtjIhkxykDd1k6XpJ/JoJRwnZELxo+3hg9IAvYj+uL7Ng5Pfl2NzoVy12/fj0vvvgi69ev55FHHsHlcrFgwQJ69OjBkCFDEj3HJH9zUvWpXDv2WtZ8tiZKPEmCxP0H3k+tL/YWoEk2sZdrr501zX88Jl3LD0mTzkSBrYBL974UTdOiFtOD0wfz+CGP4w66EQURuyFimx5Wwzw36TmuWHgF1b5Ig1C9qOfivS5mVOaonfZ+/m6oPh9Vjz4aJagAghs3UnTeefR8/bXE9Y7SIOe++2j48EOavvoKJAnrpEmkHn5Yi9Q//6pVlN14U9SxcGUVRWefQ+/5H6Lv2TMxc9qClBK/sTLQHJmwHHAAUgeMKiSzmdTDJmEaPoyGDz4gWFJK6sSJmEePalffqLaQMzPp8dIcAmvWQDh2PUJgzVq0QADPDz9i2Xd8C6MK2ZmO7ZhjaHj//Rbnuq6+OmZ0a0fUQADfkt8oueoqlJoaAESLhcybbiT10EOb3fJC5eWojdH1PbZjj2khOrdS+8qrpJ16aifEZ1u1Qi3HQ2VlFJ51NsFNm5qPeX74EcuECWRefRUVd9yJ/f9OIvWgg1q9sn99XZSg2opvRTXmvVw0/VhCYG0D9qP7YBrmxPd7dMPj1In5yBmJqS8TJBHjwDRcM0fQuLCIcIUX/dB0rBPzkZ0mhAREw5IkaS+y1YBpqBNdbgpNi0pRGgLo8lJIHZ+DmLbrenruajosqr799luOOOII9ttvP7777jvuuOMOXC4Xy5cv5/nnn+edd97pjnkm+ZvTw9qDVye/yoqqFfxU9hN5KXkc0vMQssxZ1PhrOLL3kXy04aPmNDOH0cEjEx/ZJTUw7oCb2kAtvrCPFF0KGaaMXdoYeHchVirXVoe77ZFFmREZI3h76ts0BBtQNAWb3obdYN9lP8emYBN1gTpCSogUfQou885tXJsIwtXVNHzwYcyxUHExodLShIgqNRCg5tn/0vDBh6QedhiZN90IikLTd99RdMGFpJ18Mq6rr0LU6Qg3NFD1yKMxr6MFg9R/8CEZl1yc0DRAfc8eiBYLqqdlCwLjsGEE1q7D0L8fWf/+N1Jq6wJsRySLBalvX1xXXpmo6TYj6vUYhwwhVFjY6us0RaH0yitxXX0VaaedFuWCJ1mtuGZfiaF//4i1fm0t+oJeuGbPxjx6dLts5EMlpRTOmBEl7FSPh7Jrr0M/tyfmvSIbWfFqkbZGI1sOqIRKy9D36NHmHLZHl5eHoNfHTF2Uc3KQ7Ds4ICoK9e++FyWotuL5/nvSTj2F3p9/htxG5E7xhGj6oTTueNOPpcjpZgJrG6j/cD3WQ3pg3mswgU2NCJKAaUQGks2Q0Dok0SCjz0vFcWJ/tJCKoBMT1gsrSZKOIqcZI/+5zJF0VLOM9A9/Hjv87q+99lpuv/12Zs2aRep2X0gHH3wwjz/+eEInl+SfRZYliyxLVosaqZyUHGaNnsXZQ8+myF2E1WDFZXaRm5K7U5sDA5R5yrjzpzv5tvhbNDT0op5TB53KmUPOJN20c3vz7MlUeCv4fNPnvLv2XTRN48g+RzK1z1Sy5a7v+HeUEncJ9/x6D98Wf4uqqWSaM7l27LWMyx5Hqr5ji+5dierzRaVi7Ui4rBxGJuA+Hg++5cvRgkEa58+ncf78qHHfb0tQPR5Eux3N7ye4fn3ca/n/+KPZha4twrW1hCsrCZWUIGdkIGdlxRSJckYGuY8+QtEFF0b9PKS0NLL+fROaIGA74fiE1pklClGnwzh4cNzaLX2vXmi+iJipeuxxUg87rIXRhux04ph+JtYpk9HCYUSDAdnpbHGtWGiKEun3FSdSVvX4E+Q9/BBSamrEhl2SohwJ2xJtoqXjURvZ6STzppsov+mmHQZkcu68A11m9DMQrqmh/t3YRjgADfPeJ+eB+xFjpE9GoWlogfiGK1pQRZC3bAZo0PhlIcgi+mwLmqZhHpXZbcYOokGG5D5ekt0EuTW7/38YHf6L//3333n99ddbHHe5XFRXV8c4I0mSruM0OXGanPRN23V9qWp8NcxeOJsV1SuajwXVIC/++SKiIDJz5MykyUI7qPBUcMGXF7C+ftti+9Glj/Le2vd44bAXyE7ZecKqwlPBuV+cS7G7eNsxbwVXLLyCJw95kgl5E3baXLqKaLEgGAxx6090+Z1vArw9gtGInJ1NYM3amONyXl5zrZJgNKIvKIjrwGYcOAChHb20QmVlFF8xq9lyHECXn0/+s//FsENrD0GnwzxmDH0+mo/7yy8JrFuHedw4LGPGdGs/prYIlpbiW7YM37JlGPr2xbLvvuiyslrURok2G+kzZlDz9NPRF5BlMm+6kaonIg1sNZ8vUtMW4z0JotipnllqIID/r5Vxx4Pr10eaEaemIqWnkz7jPGqe2jbPYFERhv79Yj4bktPZav1SPESjEevhh2Ec0J/qZ58jtHkzxmHDSD9revzG1q24T2qhUEzB2uK+JhnTUCfub4pijpuGpuNbscOaJ6wSLHKDLCJI/1D7s78BajjyfCR7XiXpKB1+Yux2O2VlZS2OL126lNxd+IWVJEl3U+WtihJU2/PaX69R5a3ayTPaM/mh9IcoQbWV4qZiPtv0GaqWWGvg1lhTtyZKUG3P/Yvvp8ZX06XrNwWbKGwsZEXVCtbWre3y9QD8YX8LG3uI7OinnXpqzHMMAweiy0qMuYlkNuOcMSPuePrZZzeLKtlmwznzwpivE3Q6LOPHE65qfTNOcbspu+0/UYIKIvbhRedfQLC45e9P1OvR9+xJ+jnnkHPXXdiPOSahgipcW0u4pqbd1vGBdevZdPwJlM66krqXX6H83zezYeqR+H7/HW2HBb4uI4O0k04i7+mnMI8bh75XL1KnTKbXG3PxLFqEb7t+We0RpB1BNBgwDBoUd1zfu6DZil2yWHCcfjo5Dz6AvndvBIMBz08/kX3HHUg79H0STCbyn3i8XTVdsZBSUzENH07uPXfTY84csm66EUPfvjGNRqS0NKxTpsS9lv3EE9vVFFuQRCxjshBjuN9JdgPGQemEylummAJYxmRGeksl2aNQ3EF8q2upff0val/9C9+f1YQbY29SJUkSiw5Hqv7v//6Pa665hrfffhtBEFBVlR9++IHZs2dzxhlndMcckyTZLShyx96xBPArfjyh2F+wSbbhDrp5f937ccc/XP8hR/c9Om5j4USzpGJJ3LENDRtoDDZ2Oq2z2lfN40sfZ966ec1CsZ+9Hw9NfIie1pbmDIqq4A/70ct6dGLLhVxpUykLixbybfG3uMwu/m/A/5Gfmo/VEKkLEQ0G0s8+Cy0YpO7NN5tT38zjxpF95x3tTgEDUJqaUGprCZWXI5rNyE4ncmZmc+2ToW9fXFdfTeUDD2yLCsgymdddi6Eg2pFTUzUyZl1B9VNPR6IcgJSeTub111Pz7HNk3fzvVucSrq3Fs3AhAILBgPXwwzEMHIDa1ETjJ58QWLuWUHk5pqFDO+Tm1xlCFRW4v/qa+jffRFMUbEcdiXXqVPQ5Oa3Ov2T27BZOiZrfT/HMiyh4790WRhe67Cx02VkY+vUjVFpKcOMmCs+bgbrdNfQFBcgdMNpoD4IkkTZtGnWvvhYzBTDj4ouj6tBkhwPb5MlYxo5FDQYRBAHRbqfXe+9GonLLV2Ds3w/zuHGRqFwXGw2LZnObjYVFnY60006l8eOPCFdGb3QZ99oL45DB7b6f7DDiumgETT+W4V1eCYqGeW8XKfvlIln1OM8eSvWLf0T1iNL3spJ6UH4yyrGHobiD1L6zmsDq+uZj/lW16Hum4jh1ELK1+/MttbCKpmmIun+mHfnfgQ6LqjvvvJOLLrqI/Px8FEVh8ODBKIrCKaecwo033tgdc0ySZLegNfMCSZBiuuMliUZAQBLif2FI4s77MtE0rVVreqveSpG7CKfJ2eHaqqAS5NWVr7Zocry2fi3nfX4er0x+hUxzJD1LURVKPaXMXz+fX8t/JSclh1MHnUqP1B6k6CNOa5sbNnPGp2dQ6484YWaaM8lPzWds1liseit2ox2H0YHsdOK6chaOM89AaWhEtJiRHA5kW7RZSGuEa2qofuop6l6f25wmJbtc5D35BMbBgxFEEclmI+3/TiL1X4dG3OoEAUO/fsjp6S0WvWpjI77flpJ7771oqoIgSqheL7XPP09g7Vpoo7ZF8/pA0zDtNRLnRRfR8P4H1L7yKnKanbRTTkFyOCi6cCY9n38e46CB7X6fHSVUUUHRzJkE/tyWHlf14EPUv/kmPV55Ja6wUmprCaxaFXusro5wZWVc90BdTg5KbS2V99wdZQAh2mzkPvJwh4Rye9Hl5tLjv89QMvsqlNrI8yZazGTeeBOGfv2iXhuuqUGpq0dDQ7LZmuvUJJMJfU4OtsmTEz6/9qDPzaXn3Lk0zJtH48efIBgMOE47FcsBB3TIrEXxhtDCGvoCK8bBDiSrAcmmb1706nukknnFKELlHhR3CH2OBcluaO5hlWTPIVDYGCWothLc7Cawpg55dPe1MVGagoQqfXj+V4IWUDHt5cJQYEO2Jwvn9jQ6LKr0ej3PPvssN910E3/88QdNTU3stdde9NvhwzZJkr8b2SnZ5FhyKPW0dIQ6rNdhpBuTRhVtkaJP4eSBJ7O4YnHM8ZMGnLTTolTF7mJ62Xohi3LMdLpj+h7D3FVzKbAVdFhUVfuqeX1Vy9pTiJidFDcWN4uqtfVrOXPBmXjDWxbNFZGI3c3jb2ZKwRQUTeG+xfc1C6qhzqFcMPwCnlr+FI8tfQyAAWkDuGXfWxiYNhDZZEKfnw+dMMbUVJXGjz+ORCq2I1xZSeGZ0yn44AP0eZE0OtFsRm82R+7VCqa9RlJ2/fU0bYk2bY/t+OPbbAgrpliQs7JIP/98ii+6uLlmLFxaiv/PlViPnIrjlFOoeuwxcu67t8v9ouLhXbwkSlBtJVRSSsMHH+KccV5MowYtGN88BECJ4VK4FUEQMA4eTMEHH+D9+Rf8q1dhGjYM8957I7cSHesKosGAedw4Ct57l3BNDagqcnp6VJ8qLRzG/9dflF53PcF16wDQ9ehB9h23Yxo+HLEdxiPdjT43F+eFETdKBKHDUT3FHaT+o/X4lm9LTxXNMunTh6DPS0UQhUgT2i0OaEn2XNRAGM+PLctattL0YynGQekJb4SsKRrhBj9KXYBwtY9wXYBQcRP+NXXIThPOc4dGmhwn2WPodHy6R48eTJ48mWnTpiUFVZJ/BC6zi6f/9TR5KdHF0eOyxjFr1CzMusT0I/m7s5drL8ZkjWlxfEj6ECbkTiCshKn2VVPnr4txdmIIKkFeXvkyH63/iPsPuB+jFP3FNT5nPMMzhvNDyQ8xBVdb+MI+fGFf3PHNjZsBqPPV8e8f/r1NUG3HHT/dQY2/hvpAPd8VfwdEIqIXj7yYq767ij9r/mx+7eq61Zy54EyKmuKnqLaHcFUV1c/8N+aY6vHgW/pbh68pu1zkPfEE7NDk1zBgABkXX9Rmyp6ckUHmDZFUwVgmHI3zP8I4aCD+lStRm2I3YO0qitdLfSvtQho//KBFet9WRLsNcUtvp5aDIvp4ZgtbECQJfV4e9uOPI+v667EdeSS63NyE2tDHuqcuKwvTkCGYhg1Dl5MT1fg3WFLC5tNObxZUAKHCwkhvqDYs4XdEaWggsHEjnp9+xvfXX4SqElebKkgScnp6hwWVpqg0/VwWJagAVG+Y6ud+R2lI1tn8rdAiqXdxh8Na3IbinUVxB3F/V0TlY8uofvZ33F8XYh7pwvqvSGp4uNqH56cyNGXn1Rgn6TodjlQpisKcOXP46quvqKysRN2hyPbrr79O2OSSJNndKLAV8NIRL1HlraLGX0NOSg7pxvSdFl35O5BhzuCeCffwe/XvvLn6TVRN5fh+xzMmcww+xcfjyx7ny8IvMctmTh10Kvvm7EuGObH21w2BBr4p+oZafy3H9D2Gew+4lypfFQ2BBvqm9WVd3Tqu+/46ell7karruK26STZhkk1xhVVPW+SLsyHYwF+1f8V8TVgLs6p2FYPSBzX3Z9s/d38WFi2Med2gGkk5vHrM1Z3u96WFQs0NX2MR2G4R3V5EvR7zPuPo88nHeBcvJlRRgWXUKPS9erXLDU40GjH07YtvSfz6N9+yZZE+TLrE7iRvRRCE1purihLEETm6jAwyZs2i4rbbWoxtTV/cWag+H6rXi2A0djqip4VCkZqyWC6T4TA1zz5H9q23IJraTocOVVZScfsduD//vPmYrmdP8p96EkPv3p2aXyJQ3CGaFpXEHNOCKoFCdzI69TdCNMqY93YR3NwYc9w8MgPRnLjPFsUXpmHBRry/VW471hCk4aMNWA/tgXFAGv7VdXgWV2AZn4Ns2/WR3yTto8Oi6rLLLmPOnDlMmTKFoUOHdutuWZLuIxgOElACpBr2nD48uwsus2uPbA67O5FhzuDgHgczPns8GhpmnZkidxGnfnwqdYFtO/43/nAj+2Tvw13734XTnLj6EVEQMctmKtQKfin/hdV1q/m96ndMsolyTzlBNYiAwA373NCp+2aYMjht0Gk8+/uzLcZyU3Kbm1a35XQYVsNYZAtDnUP5o/oPett6s7hiMRadBX/Yj6JFu88trliMJ+TptKgS9Hrk7GzCMRxeAYxDhnbquqJejz4/v81Uwbjz0unj9m4CEGQdtuOOTbhxw1ZEk4m0k0/Gs+iHmOP2E0+MK44EnQ7rlMnI6elUPvggoc2bkV0unBdeQOqkSUjxolgJRPX7CW4upOa5Z/H/8Se6Hvk4zz8fQ99+SNa2vwPCNbVoAT+IEqLFjG/psriv9a9YEelT1oaoUv1+ap55JkpQAYQ2b6bw7HPIufceGj/+GOvhR6Dv22fn9hVTVDR/fGdHpSpOg+MknUJTNZT6AIENDQSL3ehyLBj72pHsRgRx56wxjQMcyE4T4eroDSvJpse8lyuh81CbglGCanvc35eQdnw//KvrWo2eJdk96bCoeuONN3jrrbeYvIsKUJN0jUpPJSVNJby15i1q/bWMzx7PxB4TY7qRJUnS3Ww19/CH/Tz/+/NRgmorP5X9xIaGDQkVVQ6jg1MGncIdP9/Bf1f8l1v2vYUh6UN4b+17iILImMwxXDH6CvraOtcXTSfpOGXQKTQEGnh37bvN4qd/Wn8ePOjBZlFu1VvpZe3FpsZNLa4hIDA4fTB2o50bx93IjC9mMCxjGPvl7kdpUyk2g41KbyXPrHiGal8kTcllcnWpV5rO5SLjskspu/a6FmNSejqmoUM6fe2uINltpBx0EE1xMiEs+++HfgfXwURjHDYM8/h98P7vp6jjhv79sB5+WKsbjLLNhvWwSZhH7Y0WDIIsI2dk7JRNSU3T8C75jaIZM5qdGoMbN+L59jsyb/43tmOORTLFjrooTU34VvxO5d13E1izBsluxzF9OhmXXkLhjPNjNpuWc7Lb18y5upr6t2OnVIbLywlXVtL48SfUv/kWptGjyH3wwQ6ZTHQFQSci2Qxx0/x0+YnfjFTDKpo/jKCTEA27l/ubtrURsgAIAoLURuS2g4TKPVT9d0WUkBX0IhnnDUeXl7JT/k5kuwHnucPwLqnAs6QCVA3zXi4sY7MSHpUM1/rjjm3fcNo01InYTQ2kk3QPgqZ1LFE0JyeHhQsX0r9//+6a0y6lsbERm81GQ0MDVqt1V08nodR4a3h77ds8seyJqOPpxnSeP+x5+tj77KKZJfmnU+Gp4JgPjqEpFLsmZmrvqdw14a6E3rPSW8nV317NkspIWtlQ51Cm9p5KH1sfett647J0fQHnCXmo8dXQEGzAJJtwGBw4TNERjSUVSzj3s3MJa9G1WzOGz+CsIWeRok8hpIQo85Rx8483R5l8FNgKuGbMNdz4w41U+6p5dtKz7JO9T5fmHK6ro/69eVQ/8QSaN7IjbxgwgNwHH8DQZ9d9RgQ2bWLzKac2O9JtxXnRRdhP/j90CXbCC1VUEty0icCaNeh79sDQrx+aTo9/2VLqXnsdwmFsxx+HZZ99EtYDrDsIVVSwadpJhCsqWowJOh29F3wSt67L/dVXFF90cYvjKQcfjGnoUKoefbTFWI+X5mAZN67NeQXWrWPD1CPjjrtmz6bujTcIbelD5rr2WhxnnN5lW/b24llaQd2ba1ocl2wGMmaOSFhKlqaohGv8NC0qIbC5EcluIHW/XCSHAdGsQ0pg2llnCNf58f1Rje/PGkRTJE0OUUDnNCGlGRH1XROASmOAymdWoNS0FBqSVU/GRSNb/KzVoIIWVhENUkLFHUSiZqonhKZpSBZdwq8PENjcSNVTy+OOp58xmNq31+C6aCQ6Z9JVeHegvdqgwxL4yiuv5JFHHuHxxx9Ppv7tYdQGalsIKoAafw0PLn6QO/a/A7vRvvMnlqRNFFVBQ0MW/767Vq3Zqcfq29RVXGYX9x14H+vq1/Hh+g8xSSaGOYeRn5qfsBo5i86CRdd67cpQ51DeOvItnl3xLCuqV5BhyuD84eczxDmk2VI9oAR4cMmDLVwTNzZs5J5f7uH84edT7atmoKPrluJyWhqO00/DevhhKPX1iAYDUlpamy593Y2hVy96vf0W7i++pOmbb5AynKSfdjq6gl4dsoxvD8HCQgrPPqd5QQ+RprI95ryI9dBDsYwfD5qW8NQ9xe0mXFNDcO06BJMx0osqI6NdzWrjXrO+Pqaggkh9VKioKKaoClVUUn7HnTHPa/r6a9LPOxfhueeahTeSRMbll2EY2L5nUDCZEC3mKKv47dHl5RLeTkDXvfIKtimTW63D0zQNpbYWTVWR7fYu1dgZ+zuwHd2Hxs82NUdQ9AVWHMf3T2iNS7CkiapnVoAS2d8OV3gJrK4jdWI+olWPeZhzl1m0h2t8VD69HNW9LSLp/6sW8+hMQik6dPmpmAY6uiQ8FE8opqACUBqDqE0h2PLzVrwhQuUemr4vRnGHMPa1YxmThZSWuDRBQRSQurlxs2QzIFp0qJ6WkV59fiqaqpF58UgkR7Jub0+jwyu0RYsW8c0337BgwQKGDBmCbocPrffeey9hk+ssTzzxBPfddx/l5eWMGDGCxx57jLFjx+7qae1yFpUsij9Wuoj6QH1SVO1m1Pnr2NS4ibdWv4U35GVqn6kMdw4n05K5q6eWUBxGB0f3OZqXV74cc/y4fsd1y30zzBlkmDMYnzM+Ydf0BD3UBepQNIUUXUqbzYMNkoF+af24Zd9bIvVQkqG5oe9Wav21fF0YO/VtY+NGhjiHUGAtaBZhXUXU69Hn5kJubkKu11nC9fWEiotpeG8eiseDbepUrEcdiX3aiQiy3CWxEfeedXWUXnNtlKCCSE+pogsupOfrr4GiECwqQhAldHm5XRY+EGkSXPPss9TOeanZaUwwGMi57z4sE/ZHaofxQ0za2vwUYi+I1SY34dKW7SO2Eli/nt6ffBzpwaUo2/qUtdMAQ3a5SDvzTGqefKrFmL53b5TGxm2CjYj7pBanpg62NGb+4kvq5s5FCwRIPeII0k6a1qa7Yjwki46UsVmYBjlQfWEEWUS0JDZypLiD1L2ztllQbY97YRHpZw7Bt7KGlLGx+5glZA6+MJo/DAKIFl1zDy41EKbhi81Rgmor3sUVkWjKO2vRXzKya+lxMd779mytK1J9YZp+KMX91TZ3yVBxE03/K8N14Qh0Wd3TSqE7kKx6nNOHUPXs72hBJep42on9kRzGZPPoPZQOiyq73c6xxx7bHXNJCG+++SazZs3i6aefZty4cTz88MMcdthhrF69GtdOysfeXQko8W1gVS3SyTvJ7kOdv47Hlz7OW2veaj72ddHX9LP348lDn2y1cW1nUFSFGn8NGhp2vb3TZgedQSfpOHXQqXy5+csWfcCmFEyhh7XHTptLVyh2F3P/4vv5pugbVE2lt603N4y7gWHOYW02hzbrzHFt+b1hb7MDYCwaAg0dFlSqz0e4uhrV60W0WJCdzjbtzXcm4fp6ap5+hto5c5qPNX7wAcYRI8h79BF0md2zsaDU1eFbujT2nMrKCBUVUXjeDNjificYjWTfcTupBx3UbkERC+/Pv1D74pyoY1ogQMnll9N7/odInUy9lOx2dLm5hEpautkJRiOizUqotBQ5Oxulvh6lpoZQeTmS1UrWzTdT/dRThCtbFtXLaWnos7LQdzL1UdTpcJxyCprXR91rr6Ftqc8yjRqF88ILKL36mqjXWw48EClO2k2ospLiSy/Dv3xbSlXts8/S8N579HrzjU4LK0ESI32C7J06vU1UX5hwZRzTCw2UWj+eZZUYBzmQUxP7eawpKuEqH/UfbyCwth4kAfOIDKyH9kR2GFF9YXwrquOeH1hfjy7TjFIf6JKoEs06BJ2IFoohmCUBwSChuIOo/nCUoGp+HwGFug/WkX764F2eKtleBFFAl5tC5uV7EyxqJFTpQ5+fgi4rJdnwdw+nw6LqxRdf7I55JIwHH3yQ8847j7POOguAp59+mo8//pgXXniBa6+9dhfPbteyX85+MdP/AIY7hydslztJYihyF0UJqq2srV/Le2vf4/zh57eaMtcRyj3lzFs7j7fXvI3D6GDmyJnkpeShl/TYDLadYhmfk5LDS0e8xLfF37Jg4wLMspnTBp3GAMcAHMadZzvdWco95Zz12VmUe8qbj21o2MC5n5/LK5NfYUTGiE5f26KzxG1SDDQ3Em4vocpKqp98ivp334VQCEGnw3b88TgvmrlzXdZaIVRYGCWotuJfvpzGD+fjOOfsbqmvUf3xi8gBQqWlCKLYLHE1v5/S2VdRMO89jO1MfduRcE0N1U89GWdCKg3vzcN11exOXVvncpF9z90UnnV2C2MJ1xVXUPXQwwRWr6bHyy9RfutteH/8sXlc36sX2XfcTtmNN0WlEAoGA4YBAzo1n+2RnU4yLr+MtFNPQWlsRNDp8Pz4P0qunI3a0LDtfiYTzgvOj+so6P/jjyhBtRWlpoa6V14h48oruyWquTNQ3EHoBhO4cI2fyieWbRMziob3t0oC6xvIuHB45FgrG62aqiEIdLmPkpiqw3poDxoWbGoxljI+m6Zvi1HcQayH94p7jeDGRjRfGPYQUQURYSU7jMjJFL+/FZ3+RqqqqmLRokUsWrSIqgQ26+sKwWCQJUuWcOihhzYfE0WRQw89lP/9738xzwkEAjQ2Nkb993clw5zBpJ6TWhzXiTquHnt1wnsBJek8mqbxzpr4zUbfXvM2Nf74/YQ6QoWngplfzuTJ5U/S09qTC0deyBPLnuD4+cdz5PtHcsEXF7CqdlWnmuB2lCxLFicNOInHD36cBw56gH1z920zfW53YXnV8ihBtRUNjQcXP0hDoCHGWe3DaXJyQr8TYo6Nco3CaWq/SYPidlN5733Uv/FG8yJbC4Wof+MNKu9/ACUBDXQVn49gYSF1b71N9TP/xbt8OeHq9j+vmqpS9+abccdr584lXB1/F70rSFZrq+51ssOB5tuhT5imUfvyK6jBYIfuFaqsxL9qFYH1G3BddRVpp58OUsuNksDGjWjhzv/9mYYPp/cH75N26qkYhw8ndfJker72KoYhg0mbdiIZV86i6sGHogQVQHDTJspv+w/Oi2ZuOyjL5D36KHKCMj9EoxF9fj6mIUMw9u+PddIk7MceE4n66XSk/utfFLzzdlw7fjUUov7d+GUHjZ8sQKmvT8hcE41olpEz4zSNF0FyGJGtegRdYjcP1KCC+5vCmNEhpSFAYF09olHGOCj+Zpahj51gmQfZ0TUjBVEnYR6dhePkAUjpEYEhpRmwTSlASjXgXVpJYF09wcKI1Xo8knk2SXYHOhyp8ng8XHLJJbz88svNjX8lSeKMM87gsccew2yO8wGxE6iurkZRFDJ3SAvJzMxk1apVMc+56667uPXWW3fG9HY5WZYsZo+ezX65+/HaX69R569jb9fenDf8vKSleidpCjbRGIwIcavemrBon4aGJ+SJOx4IBxKWrrm8ajlr69eiE3WcO+xcLvn6EkLqth3tlbUrOWPBGbxz5Ds7LQ1vT4yafl/8fdyxFVUr8If92AydM1QwySZmjJiBhsa7a98lrIYREDgo7yCu3+f6DkUSldpaGj/+OOZY4/z5ZMy8sEsGDIrPR9NXX1N69dVRfaVMY8eSe/997bPFVlXURnf8YY8ndvPZBCBnZJB+3rlUP94yqp962GF4fvo55nnBTZsic2pnRCSwbh1FMy8iVLglpUkQsE6ZTPYdd1B23XVRUQLzPuMQ5M6b1Ih6PYbevUk7/TRSCgtRPR6KL78CpaoKRJEezz+P+4svYp4bKipCX1BA2lnT0WfnkHLQgciZmd0W+dHlZJNx5ZU4pk8HTUO0WlttVCwIAoK+lQhFNzWE3hEtrKKFVQSdhCC1zzRBStHjOKE/lc+sgB16EqVO7IF3aSW2IwoSntam+cL419bHHff9Xo1ppAvb4QUE1jdE2XwDGAc5CFf7sE7MR0zp+twkiw7jECeIAmigNoXwLC4nVLrtO9Dzcxnm4RlRx7ai75mKaPz7mjgl2XPo8FM4a9Ysvv32W+bPn89+++0HRMwrLr30Uq688kqeeqpl0enuzHXXXcesWbOa/93Y2Eh+JxtU7glkp2RzXL/jGJ89nrAWxqa3tSiKTxKfhkADVb4qStwlZFoyeWLpE3xX8h0AB+QdwKxRs+hl7dVlZ0xREDmq71F8vvnzmOOH9Dyk0wv07QmpIeZvmA/AoT0P5eMNH0cJqq34wj7eXfMul+x1CbK0a7+8GgON1AfqCathUvQpu00j5tyU+KYOaca0Lj8TGaYMrhx9JWcOOZOmYBNmnRmH0UGqvmM9c5T6hvhpPaoa2dXv2RNNVQmVluJZtAjvr4sxDByAddIk5OzsVhfU4YoKSq+6qsU9fL/8Qt2bb5Jx4YVtCgRBlrFOnRp3oZ+y3354fvwf4qQU5LSWglJpbERxu1EaG5HMZiSns9WF+faIBgNpJ5+MlJpK9VNPRxwQLWbsJ5+MZfx4is6/IOZ5puHD212TFiorY/P0s1C2j7ZpGo0ffYzkSCfl4INp+uqryHxSU0k9+OB2Xbct1GAQ3++/U/3Y49sdVFEaG+I2VgZQGxvJuuaauOOJRtTpENtZqyXIMmkn/R/uBZ/GHLefcEK3Oleq/nDEEv3HEsK1AQy9rFhGZUYc6dohrnTZFjIv35umH0sIbnYjWSPNZkOVXswjXe0yYNAUNZImqGigF9uuvxIFRJMccdaLgZCii6SnOU24Lt2Lph9L8K+q22KpnomUqkM0yehyUrpsqd6MquH5qZzA+vqYw1pQQZfb8mch6ETsR/dFsuw5qX9J/r50eHX07rvv8s4773DQQQc1H5s8eTImk4lp06btUlHldDqRJImKHexjKyoqyIrzAW0wGDC0o1Hh343slO5zE/q7UtpUyqNLH2XBxgU8eciTnPPZOc1RKoCFRQv5reI33pj6BvmpXRfmgxyDGJI+hD9r/ow6nqpL5dxh52KU25+L3RRswhPyIItyVDqdiIhFjnxR9bH14ZONn8S9xi8Vv+AJe7BJibWv7giFDYV8vPFjitxF/F79O0ElyPXjrmd05mgs+l3r/nR4weE8tfypmIYS04dM71CK3lbCaphKbyVr6tZQ46thcPpgMs2ZXXq+xDayCbaaLQTWrGXz6aejurdEjD7+mOpHHyP/uWcxjxoVVxg1fflVXNFW98qrpE2b1i6TCdPIEej79iW4bt0O8zNjO/44ii+6GOPgwVGiStviyuf95VdCxUUY+vZFUxR8K1bgvPDCdjePldPTSTvtNFInTUJpaiJUWkrDh/MjZgoxxIeg12M74fiYqXuxCGzYEC2oiJhGWA8/DNmZTuphk/AtWYIuN4fsu+5ClyAXRlGnp/blV1oOCCKCXh9pTByDRN2/uzD060vq4Yfh/vSzqOP63r2xH3csQjt/Lx1FDSr4/qiOOPhtIbixgaYfSsg4fzj63LY3PARZROc0YZ/cG8UTQlM1CCnoe1mRrW2vTZTGAE0/ltL0vzK0gILsNGGbUoChlxXRFFtoSKl6UibkUv/eupjjqfvkNFuU69JN2I8oQD2oRyQ7Qow0/5XiXLuziHoJ0whnXFFlHJyOPt+K8+yhuL8tQmkKYehjJ2XfnIQ3502SpLN0WFR5vd4W6XUALpcLrzeOi81OQq/XM2rUKL766iuOOeYYAFRV5auvvuLii1s2MEySpL3UeGv4aP1HfLzhYybkTuC74u+iBNVWGoONfLDuAy4YcUGXe0q5zC4emfgIH2/4mDdXv4lf8TMxfyJnDz2bvNT2uVn5w342N27m8aWP81vlb6Qb0zlr6FlMyJuA0+REEiWmDZjGxxs/pj5QT4Ypgw0NG2JeK8uchUHadRsQJe4SVtevZlPjJrxhLycNOIl0Uzo3/nAjD098mFGZo3bZ3AAyLZncPeFurl90PYq2LV3m4PyDmdx7MmIc6+p4hJUwSyuXctHXF+ELb6vhGZs1lrsm3NXpCJ2U7sA4ZDD+P1e2GDMOG4bkcBCurqbkyiubBZV5n32wH3ssgkGP0thIuLY2rkAJlbesK9uK2tgIihJ3fHt0mZnkP/UktS+9RONHH6MGAqTsvz/2k6ZR9eCDaH4/jZ98jGnYUIBm8VR07rlRvY/0vXqRecP1VD3+BJnXXN3uiJUgSeiys/F9+SUlF1+y5c0Fyb7zTqoefLDZEU+Xn49r9pVUPvwItsMmkdKKS91Wghs3Rf07ZeJBpP3fyTR88AENH87Ht3QZeY8/hi4/P6Euh1o4FGUAsRX3559jO/ZY6mPUsRlHjGi1N9TugJyeTtaNN2I/cRp1r76C6g9gO/YYLGPHdmtjZrUpRN28lsJEC6rUvbMW5zlD291jSpDFVvtfaZqG6otYn28VNEpTkNq310Tc+7YQrvZR89JKHKcMxDTMGTdCbhqUjm9gLYFV0c20Uw/p0VzbtG1uElJq9wjT7TH2dyClGVDqolN7BZNM6r45SBYdUv809D1S0RQN0SAiyN0/ryRJ2kuHV33jx4/n5ptv5uWXX8a4JdXB5/Nx6623Mn584nq9dJZZs2Zx5plnMnr0aMaOHcvDDz+Mx+NpdgNMkiQeiqpQ669FQ8Omt0VZipd6Snlj9RsADEofxHfF38W9zrfF33LqoFMT4piXaclk+tDpHNnnSFRNxWawdShCtap2FWd9ehZhLVLk3hhs5N8//pvJBZO5bux12I12ell7cUK/E/h006dcMeoKfi6PXTNy5pAzO3TvRFLvr2fOn3OafwcQiQwWWAu4Y/87eHjJwzx2yGOgQaW3kmVVy7DIFoa7huM0Otu0M2+LpmATNf4aVteuRi/p6Wvvi9PkjPp5mGUzB/c4mPnHzmdZ5TLcQTd7Z+5NpjmzU89CubecC7+6sEUrhF/Kf2HOH3O4fNTl6KWO17XIDge5Dz9M0fkXENywTUDr+/Qh98EHkR0O/GvXEly/HgDXVbPRAkEq7roLpb4ewWDAduyxOC+8IOaC33LABOpefTXmvY0jRiB0oN+SIMuEyspwXXkl6HT4lv5G8aWXNfcv2t55LFRRQdH5F7RoJhvctInal17G0K8fSnVNu0UVRGzn6+fObf63+/MvCBWXkHHZpYipqQg6PaLZTPmttxLcsAHPl1+S/99nSDnggFava+i7zR7dMGAA1smTKZo5s1lwBteto+mbb8i65WasRx+DZErM351oNEVqjHZwAWz85BOy77wDdDINb74VicgJApYDDiD7lpt3eePn9iA7naQ4nZhHjQJVaTMiG4twQ4BQSRP+DfXo0k0Y+qch2/RxF+6hCk/cPkuhMg+qN5yQxr3hej/+v2rxLKlAEAUs47Mx9rGjeEJRgmp7Gj7egL6nNa5Qk1L1OE7oR7jWj39lDYJewjQ4HdFmQDLtmhRv2W4gY8Zw3ItK8C6uAFXDNNQZEXrbueQl66d2HZqmoYVUBEnoUtPnvysdfjIfeeQRDjvsMPLy8hgxImIRvHz5coxGI5999lkbZ3c/J510ElVVVfz73/+mvLyckSNH8umnn8aMriVJspUKbwUfrf+IN1e/SVAJcnCPg5k+ZDr5qfl4Qh4ag41U+SIul96QF6s+/k60XW9HJyYuNUIUxHY5M4bVMIqqNIvBWn8tt/90e7Og2p5PNn7COUPPwW604zA5uHTvSzmm7zGUeko5a8hZzPlzTnMamyiIXLH3FfS29U7Ye+ooxU3FUYJqKxsbN/J98fekGdPwhDw8suQRFmxa0DwuCRL/2e8/HNLjkLg9oNqizl/HnD/n8OIfLzb/THSijtv2u42JeROj0g6NspH81PyEpH+uqFoRt7fcO2vf4fTBp3c6jVefn0+Pl+YQLq8gVFqKLjcHOTNzm536Fqe5lIMOQnE3UfP0083naoEA9W+8Qai0hJx77kVOs0dd2zhgAPqCXi2iMQgCmddcHbMGKh6SzYZoMlN2000xx62TJzf/f2hzYSQSFgPPDz+Q9n8noTTFN7+IhaZpkXSs7fCvXEnZDTcCoC/ohe3YY6PEaeV992McMqRVIaIvKEDOySFcWorjtNOofODBmBG8ijvvwrL//kid7LO0I7IzHduRR9Lw3g5ueapK5b33UTDvPdLPPBPV3YRgNiGnpyOldqxmryMojY1omhZxXGyj5jBcW4tSV4cWCCDabMguF2IMEwrR2P5ouur3R8wwTCbCNT6qnv0dpX67vzlJwHnmYAy97QgxmrFqbTSubc2SvL2E6/1UP/cH4ept0epgoRt9z1TsU+P3LlMagi0MJnZEStEjpegx9Nh96qrlNCP2I3phPSAPDRBNcuLqtpJ0Gk3TUOr8eFdUE1hfj5xmxDI+GznNmBS529Hhn8TQoUNZu3Ytr732WrOj3sknn8ypp56KqbMd3xPMxRdfnEz3S9JuKr2VXPr1pays2ZYO9faat/ls02fMnTKXdGM61b5qBqQNYHXdar7Y/AUXjbyIX8p/iXm9M4eeuVPd6+r8dWxq3MTcv+bSFGpicsFkRmeNJqSGWF23Ou55v5b/Sn9HfyBipJBmTGO4Npz9c/bn+P7H80fVHwiCwFDnUNKN6bu0ZumDdR/EHVuwaQH/2e8//FDyQ5SgAlA0hRsW3cDgowfTx9655qlLK5fywh8vRB0LqSGu//563j3qXfrp+3Xqum2xYxPk7fGFfTENRdqLGgqBoiJnODH06d1iV1+y2xGtVmxHHRVX0Hi++55wdVULUaXLzCT/+eepeuxxGj/6CEIhDP37kXnjjRg62MdJNJtxXnIxnkWLWthipx5+GPoe28RruK6WuGgamqIgWTr2dymZzdhPPAFvnJYcKQcfgufH6LHA2rVtOhPqMjPp8eILlM6ahWizEo6TMqkFgxH3vTZEleLzoVRV4/9rJVowiHHoUOR0J5I1WhCJJhMZl15CsLgY3y/bPr8kh4P8555Fdrm6bKjS4j0oSqQHlSw3C7RQZSXeXxdT9+qraKEQtqOPIvXQQ9Flx94kCGzcSOlVV+H/I1JfKpjNZFx8EbZjj2vx/LWHcFUVvt//oG7uXFAVnFdcheeXULSgAlA0al75i8xZo2LW7eiyLCAQ8fMWIxEUNaCAoiGlGxG76NqnqRre5VVRgmorwc1uQjU+5HQj4ZoYvdUEEOTE/i53FoIsIdmSQmp3IlzhpfLp5Wj+iFAPAJ5fykk7vh+mERlJ4buFTslLs9nMeeedl+i5JEmyS/ij+o8oQbWVxmAjL/75IteOuZY0YxrTh0znukXXUeGtoDHYyNTeU/low0dR55zQ/wQGOwbvrKlT76/nqeVPMXfVthSl70u+p0dqD5469ClkQY4ZqQJiRm4EQSDVkEqqIXW3stn3huPXawbCAfJT8rn313tjjmtofLj+Q64YdUWH71vvr+eZFc/Eve6bq9/kurHXJawJ8/a01iw4NyW306mYodIyal9+ifp330MLBkk55GAyLrkEfc+ezc105YwMMq+7DkQB1RPf2j+0aTPGfi1FpT4nh+x/34Tr4ovQFAXRYul0Cpm+Rw96vfM29W+/Q9PXXyOmWHBMPwvzqL2RHdv66Bj69o17DcluRzRbkNI73kTaPGoUxiFD8P8ZbRijy83FMmYMtc8/H30vpxPa4ZBp6NmT/GefJVQaXzwD0IbIUZqacH/6GWW33NIcYQRwTJ9O+ozzon5GALqsLPIefohwZSWB9RuQMzLQ5+chZ2UlXFAFS0po+HA+7s8/R7RYSJ8+HcOggZTecCO+n35qfp3/jz+offkVer78UgthFSoro/DMMwlXbuuHqXm9VN57H1JaGvZjj+3QnEI1NTR++inen37G89NPEArhOCdAYG3sKKcWUgmVe2KKKilFR+qknoiCgJxpRmkMIll0KN4QssuMlNq11D/VE4qkwcXBu7gCw4A0wj+WtRgzDklHTDriJUkAiidE3XtrmwXV9tTNW4ehtw0xffcIquxqOiWqVq9ezWOPPcZff/0FwKBBg7j44osZ2Mlu8kmS7CrCapgP138Yd/zLzV9y4fALGegYyPx187lpn5t4ZsUzPLD4Ac4bfh5PH/o0y6uWIwoiE/MnkmXOwmbcee54xU3FUYJqK4XuQt5c/SYXjLiAx5c93mJcFMRdbuzQEaYUTIn7ezog7wDMOjM1vvjNZYvdxWia1uFFY1ANUuGJv6gpchfhDrqxG+0dum576GXtRR9bH9Y3rG8xNmvUrE4ZVYTKy9l81lmENm9uPub+ZAGeb7+j4L130feMCGlBlrEceEAkgiIIcdOYJEf8VD7RZEJMgGucIAjo8/LIuPgiHGeegSBJSLaWf2NyRgaWAw/E8+23LcbSzzsPw8ABnUpl02VmkvfkEzQtXEjd3DdAUbAeORVD/wGU/btlFM854zzkjPY5PcoOB1o4jC43h1BJS3ElGAzo8lpPJQ0VF1N2440tjtfOmYN59ChSDz005n1lhwNjN35nB4uK2HTyKVEuhxVlpWRcelmUoNpKqKiI+nnv4zx/RpRbn3/V6ihBtT1VjzyKZd/90GW2/beg+HyEi4upffVVAuvWY+jdm/wnHt/ihii02j1W9cbemBKNMpaRLmrfXE3w003Nx6V0I87pQ9qcUyKwjM7E83N5VG2X7DRhn9Ib0ZBMy0rSdVRviGBhnNRpVSNY6kFOiioAOlxl9u677zJ06FCWLFnCiBEjGDFiBL/99hvDhg3j3Xff7Y45JknSbYiImOT4HwYGyYAgCLjMLo7seyT5qfncMO4GHj/4cSbmT6S3rTczR87kghEXMMAxYKcKKoD56+fHHXt/3fscXnB4TCvvG8fd2CmL711Fv7R+MSM3Fp2FmSNnkqJPYWTGyLjnH5B3QKd24c2ymaHOoXHHBzkGRTnzQST3PBAOoGrx+/60hwxzBk8e+iSH9TwMSYgsMl1mF/dMuId9svfp1DU9v/wSJai2ono81Dz/QqTGZAvhkhKavv0Oy4QJMa8lOZ071Wpb0OmQHY6YggpATksj+z+34Tj7bIQt6YxyZibZd96BdeqUbfVinUCXmUnaSSfR44Xn6THnRdKmT0c0GFqYYtiOPRbr5MnNEb92XdvlIvvuu2M2qc269RZkZ/wInxYOU/v663HHq59+hnBdXbvnkihUf4CaZ55pYRtv3mc8jQsWxDkLGubNI1wbncbp/+P3uK8Pl5ejBdtuAq2Fw3h/+okNRx9D/Vtv41uyhPq336Zo5kXYjjkaLehFssaPKulzY6eNqv4w9R9tILgpOsql1PipnvMnSmPXGlSLFh3mUfHrwS3jstBlWsiaNZq0E/phPaQHznOGknHesH+kzbjSGCSwqYHG74ojaZO1frRw1z6Hk9DqhgOQ/BlvR4e3Ma6++mquu+46brvttqjjN998M1dffTXHH398wiaXJEl3I4oi0wZMa5HGt5Vp/afhMEbSZ1xmFy6zi6ZgExpah5uudgc7Lui3J6AEMEpGXp/8Oj+W/si3xd+SZc7ihP4nkJ2S3Wnjhl1BhjmDBw96kE83fsrcVXPxhr0cmHcg5ww7h7yUPCRR4rK9L+PnT35uIWacJidjs8Z26r4p+hTOGXYO35d83+K6KboURmeNbv4dKKpCqaeUTzd+ym+Vv0VcFfufQI4lp9PugzkpOdy6361cPupygkoQi86Cy9y5uhc1EMD9cfw+ZE3ffIPz4osQjUaUhgYq738A/x9/kPvwQ4RKS6P6RUl2Oz2e/S/ybmYApHO5yLjichynnYoWCiEYjQmtE9o+lc48ZjS9539IcPNmFLcbQ99+yM70Nu3UY2EaMYLeH7xP7auv4V+xAn3PnjjOPgt9z56tNhTWQiHCxSVxx8OVlREnv52MUl9HQyvPWlxiRET1vePXQkp2O0IMMboj4epqVJ+PvEceQVMVBEmi/r15NH39NZX33kvmrbeSsn8uDZ+0jEqbhqQjxknjU5pC+FfGjpArNf5IOmA7ek3FQxAFzCNdeBdXtKir0vdIxdDTiiCJyOlG5PTus47fEwjX+6l56U9CZdttdMgizrOHYOhhjWk0kqR9CCYJ2WmKWdsHoM/beTXkuzsdFlVlZWWcccYZLY6fdtpp3HfffQmZVJIkO5Ne1l4c1/c43lsX7YjVP60/R/U9qkW9zM40oWiLyQWTmbduXsyxQ3ocQqo+FbPOzPH9j+fovkcjCVLC6yZ2Fi6zi9MGn8bkgsmoqFj11qi6ot623jw36Tlu/+l2NjRsQEBg/9z9uWbsNV1qdp1uSOfO/e/k8aWPU9xUDMBgx2Au2usiXlv5GrfudysAa+rWcOanZzaLrEUli3h91evcf+D9HJh3YKfszyESjbPoum4SIkgSQmr8Z1e0WGBLhEX1+fAuWQLhMKVXXU3GrFlIKSkENm5El5mJLj8Pw8CBu+RZUr1ewpWVuL/7DqW2Fst++6Hv1as5EiXqdIg5Od0+D0GW0eXkoEvAvUS9HkPv3mReew2qz4doMLbLxU4wGjGP3wfPjz/GHDeNGNHczHl3wPvTT6TPOI+mhQtjjtuOPaZFDZhpZOQ9xKrtc5x7Tps9tNRgkMC6dVT853aULVE7wWjEef756Hv1pPaFFxHCCp4f3sNx8uk0fl1OuMKLaJZJmZCLZXQWUpzaJC2otLqLr7hjN1PuCLLdgPPcYfj/qsGzeJuluqGvvUuCrTtQfGE0bwhNA9EoJcROvj2ogTCNn22OFlQAYZWaF/+MazTSuXspzf3CRLMOUff3F2tyqgH7cX2pfu532CEolbJ/bpdrB/9OdFhUHXTQQXz//ff03aEoeNGiRUyIkyaSJMnuTJoxjcv2voxj+h3DW6vewhP2cHSfoxnqHEqmZffaid+Rvml9GeUaxZLKJVHHU3QpXDjiwqhoVKxmxIqqUBeoQ0QkzZjW7YtkX9hHrb8WRVUw68wdTkEUBRGnOfY5Jp2JMVljeOGwF3AH3UiihN1g73JE0W60s7lxM9OHTifNkIYkSmyo38B//vcf/j3+37jMLmp8NVy/6PoWkUNVU7lh0Q28f/T75KR0/0K/NQRZxnHKKbg/+jjmeNppp20zkxBFZEca4coqlPp6yv/974jZRGYmSn099pOmYRk3bifOPoLq9eL+4gtKr72uOapR8/QzGIcPJ++xRxPaKLc70DSNcFUVhBUEvQ7ZGf0si3o9or79CxRBELBOnoKmKBh69kRxN9H48cd4f/4ZJAnnxRd1qC9XV9jaFFqprUVKT8c6eTINO5QEhEpKECQZ05jR+H5dHDWmy8uLNJiWojexdFlZ9HhpDkUXXLgtnVAQsB1/PPZjjmnx+h0JlZRQdOHMqN5cmt9P1SOPkHPPPchZWWiaRtM3X5B+3llknDcMLaSCKCCl6hHE+J+JolEGWYBwnJpDe2IW8rLdgGWfbEwjIgJS6qKrYHcQqvJS/+F6AuvqQQNdtgX7MX3R5VgQdd3rDKd6QniXx66700IqwdKmLosqTdMIV/to+GIz/j9rEEQB00gX1on5yI6/f6qlPj8V1yV70fhlIcEiN5JVj3ViPvpetqSl+nYImtaxRgpPP/3/7J13eBRl14fvmdne0zuhgzQRQRFFRZCi2AtWLNh7776WVz8b9vLaey9gA8WGBQQLCChIh4T0vrvZvjvz/TGSZNndkIQEgux9XbmUeaY82+f3nHN+51n+85//cPLJJzN6tJrXv3jxYj744APuuusuclus2h199NGdO9udgMvlwm6343Q6sXUgjSPJ7o0sy8jIcQVId6XKW8W3xd/y1t9v4Ql5GFcwjrMHn02+NR9RSLyKVtZYxsfrP2buprloRA0n9juRwwsP7zIhWe4p5+k/nmbOpjmE5TCFtkJuGnUTw7OGY9F2n+hfPGp9tfxY8iMv/vki1b5qBqUN4uoRV9MvpR8mrYkNDRs49pNjEx7/wsQXOlwH1ZmE6+upefpp6t98K2q7cdRI8h5+GG2mWvCvyDJ1r75G1YPxHRV7z/kcfZ+OWdTvCIFNm9h4xJFx08RSZ8wg46or4/Yu6g6Ea2txf/U1Nf/7H+GqKnS9epJxzTWY9tsPTYI6se0R8XoJrF1L1QMP4lu2DCk1FccJx2Pcezii3YZxyJBW0wc7i1BVFZX33Yf7iy8BEHQ6Cl58gdJrro2pq7IdczQZV1yBb+lS6t96GyUYxHbM0dgmTkxoqa4oCuHKSlXkN7rR5uap9XW21hdMFEWh+rHHqH3u+bjjxn2GYx57MOb9RiEHAoRKSrEcNq7N9XdyKIJzXhGeBbEpmLqeNtLO2GunRWt2JeF6P1VPLUP2bJNqKgpkXr4PupyuFfahai+VDy9JOO44tg+W0Tu2qBWu9VH55B8xDniSXUfGxXuj6SQB3d2R/WHkYARBEpDM//739lbaqg3aLarENhbgCoJAJE4zw+5OUlQl2R1RFIVafy2yImPX2ZsaACeirLGM6V9Mp9IbXUOwV+pePDX+qQ45y7VGtbeaC76+gPUN62PGnj/8eQ7IPaBTr9dV1PhqCMthjBojdn3zjfC6+nUc/+nxCY97evzTHJx/8M6Y4nYJNzQQKinB+fEnyD4v9qlHoevbJ+ZGMlRdTfmtt+H58cfmjaJIzj33YJ00EclsJlxXR7imlnBtDZq0dDTpaTHpW51J7cuvJBR6otlE7zlz0GZ3rLYk0tBA2OkEWUGy21p9HGGnE7m+ASUSRrTZWr0JV2SZiNdLw1tvU/3oozHj2XfegeOEE9pUG7Qtnl9+ofjsc2JEpnnsWHIfuL9LX4utyD4flfffT8N770dt1+bnk/3fu/EvX477q68RzWZSzzkb47BhTRG6iMul9g9zOLokSi4HApRcfkX0e7gFUkoK+c/+D9fcudS//gYoivrc3X9fm1sARNxBXD+U4FlcpkasBDAMSsNxVB80ju6VntdVNC4qo+GTWJdSAMOgVFKnDehSJ8KwM0D1M8uIOOOnW2ZeNhxdfsczFpSwjPPLTTQuiN/+wHFMH8yjc9r9Ho54Qij+FqmEyYhPt6Wt2qDdr6AsJ10+kiTpbgiC0OZUurAcZta6WTGCCuDvur9ZWrmUyb0md+r8Njk3xRVUAA/+9iAvTnyRNGPH+hjtTBI9xzadjUxTJlXeqpgxSZDoZe/V1VNrMxqHA43DgXFIYldDAG1GBrn330eorBzvL78gWi2Y998fTUYGoslEsKyM0quvwb98edMxhmHDyHvsUXRdVNMUro6f4gOoTnwdWMhTIhEC69dTfscd+Jepj8UwaBDZd9+FYcCAGLET2LSJ2hdfwrt4EaHSMrQ9epB9550Y9xmOZGw2JIk4nQS3bKH+3feI1NZi2m8UeU88TuU99xKuan6fVD38COaDD273cxauqaHi7v/Gjdp5fvqJUEVFjKiKeDzILtWpTkpJ6ZQoVrimhoZZsXWdoZIStpxzLr0+/wzHKaeoVvjbWNp3xNSjPQg6HYZhQxOKKl2fPoSKiql/7fWmbZ6ffiJUVt5mUSVZddgnFWIdk4vsDyPqJETLnnODLIdl/KsTN94OFrmR/ZEuFVWSTYf9iF7UvRPb7F5XaEOy75i4lX0hfH8nfozeFTWYRmQitPExKhGZULkH55ebEY0aBK2IoBWxjM1Hm560Jt+d+fdX2CVJkiSKhkADczbFr6sBmLV+Fr5QYlfBjvBrxa8Jx9Y3rG/VxXB3INOUye2jb0cgdqXygmEXkGbo/oIxHprUVIxDBpM241xSTj5ZdaMzmQjX11N2441RggrAv2IFZdff0GU23uaDE9ftGvbeG7ZTXxOPUGkpRaed1iSoAPyrVlF02ukES0qi9g0Wb8H/119oUlNIPfdc8p96EslmY8uMGQQ3NK/UR1wu6t56m80nnoTzww9pnD+fqgcepOqBB8i59x4EffNNnux2Izc0tHvesscTdc1t8f72W9P/K7JMYONGym64kfXjJ7Bh0mQq7v5vzOPrCLLPF1WvtC3B9evROBwd6hG2owiCgOOooxAS1KmlnHYqVTNjDbY8Py9s13VErYQm1YAu14Im3bjHCCpQHQqlViJyokWLIHVtra4gCOj7p5J6+kCklH/mohExH5BD6mkDd9xIQRQR9Ym/W0SjBK3U3m1LuMaHf00d5v2y1QbrvjCaTBOhCg/hBv/2T5Ck29KhT/5vv/3G/PnzqaqqiolcPfLII50ysSRJknQNAgJaIXGqkUbQtFqL1RGyTInrtEwa025VwxYPQRDYL3s/3j7ybZ764ylW160m25zNRXtfxPCM4a3a10fkCLX+WhRFwaa3xfRN84Q8+MI+jJIRs657OLlF6upijAa24luyhEhdHZqUxI2BO4q+Tx/0AwYQWLPNirQokjZjBnVvv03aOee0+dpKOEzDR7Ni+k0BKMEgda++StYttyDq9QRLSig+//yoPl+i2UTuAw9Q/fQzVD/2OHmPPoJktRKqrKTmiSdizhkqLcP5yafYJk/G+cknTdsT3fS3iiSpfwmicy2jQKEtW9h80slNDnpKMIhz1iw8CxfS8523d8jBUDSZEHQ6lGD81CttXn6Hz90ZaHNz6fHKy5Recy3hSjU6L1ospF96Cb7fl8RtLCwmU//bjCAKmEfnqA2I42A9NH+n1JVJRg2moRnoC23IQRlBEhCtOsROsFKXzFosB+VR//7auOOWA/PabMYhB8IEyxqJNARxfV3ctN3/dx2aDCOppwwExw5POckuot13Mv/3f//HbbfdxoABA8jKyorKId1drZqTJNmTSDGkcEL/E5j5+8y446cOPHW7NVntZXTuaDSChrASjhk7ecDJu20kpyUmrdoo+KFDHsIb8qKX9DgMjlaPqfRUMnv9bD5Y+wH+sJ9DCg7hgmEX0MPaA1/IxybXJp5f8TzrG9ZTaCvktIGnoRf15Nvyd6mboNzY2K7xUFUVEZcLQRSRHI4O1/poMzPJ/9//qH3uOZyffILi92MYMpi088/H9dlnuL/+Gtvhh7dZVMkeD57FixOOe3/7HbmxESUYpOLuu2MaJ8seL2W33kbOHXdQftddyB4PktWK+5tvE57TPW8eOfff3ySq9AMHIqW0//mQUlKwTjy8yRwielDCtO++6hwDAWpffTWuJXm4spLGH37Eccq0Dv9+a9LTcZxyCvWvvx4zpuvbF032rnVkFLRajCNG0PP994jU1aNEwkgOB845c6iP1zhZELCMGbPzJ7obo0kx4DiuLw0fr4+ymDftm4mhb+cvrrSGZNPTFV6Dhn4O9ANTCWyT6mjaLxttdtt7PsqBCKJOwvNbrAgNV/vwLKlASu+J1IXpkkm6jna/ao8//jgvv/wyZ599dhdMJ0mSJF2NKIhM7jmZT9d/ytqG6JW3g3IPYq+0vTr9mpmmTB4d9yhXf381YblZWO2TsQ9nDjoTrdQ9Hds6glVnbZONe5W3iku/vZQ19c1Rl882fMZ3xd8x66hZrKxdyTU/XNM0tsW9hQWlC7h+5PW8u+ZdLt3nUvo4dr4DH4Boa92tbutKf8Tnx79sGeW3307on1Qz/cCB5N73f+j799+uHXY8BFFEDgbVNDqNhuCmTVQ+8CDhMrWIvGH2xxiHDm3bufT6VhsYazIyEHQ6InV1eH5aEHcf2elECYXQ9ezZVH+leGMjX1tRQiEESV09l1JSyJs5E01atKgKNzSg+AOq7XoCASqZzWReey3+FX8SKm3hPicI5D7wAFKGajYTcbkS1hQBuObNw3bM0UimjjUDFw0G0i84H8XnVWur/omcGfcZTu5DD23XSU9RFJRAAEGr7dD7oS0IgqD2V2vxWtuPnIrz/Q+inzsg+847Y6zuk7SOaNBgGp6Bvq+D4GYXSiiCvqcd0abrlvbvHUGy6kk9sR/hWj/e5VUIoohpeAZSir5dLniCVsS/JnF6tPePaqyHFEA3FlWKrCB7QyAIiCZNMqDSgna/aqIocuCBB3bFXJIkSbKTyDJn8cyEZ/i98ndmr5uNVtJyysBTGJw2uN29o9qCXtJzQO4BfHbsZyyrWkatv5Z9Mvchz5K3WxhUdAUra1dGCaqteEIeihuLuXPRnXGPe2rZU9x70L3c/NPNPDfhOVKMnbcSrMgyQhscXjVpqVgnTMD9zTcxY5bx45uK/EObN1E8Ywa0SBMPrF5N0Rln0Ovjj9EVFHRklri//BLX7PhNr2Vf2+vzRIOBtHPOpvGrr+KOp51/vprOV14e1xBiKxFnA2nnn9f0uC3jD6P2hRfi7msacwAokDtzJsYR+0QZVERcbvyrVlH16KME169HW1BAxuWXYRwxIm70TZefT+Fbb+L76y88P/6INjcX66RJaLOyEI2qCYUgSYiWxCJfsttbFTNyMEikrh5QkByOuOYWosVC2vnnk3LGGSBJiAaD2teslYihIsuESktxffEl3l9/QdejEMepp6DLzd0pDYt1+XkUvvkm3uXLaPzmW7RZWdiOPQZtTk63api8uyDqNYh6Ddq0f6/RgmTRIVl06As7nh4qGbUo4cSGb0qoe5vBhRsC+P6sxvO7mkpr3i8b45B0NDtoBvJvod2i6uqrr+bpp5/mscce64LpJEmSZGeRZc7iyN5HMq5gHIIgxNTydDZ6SU++NZ98666tsegOyLLM5xs+TzjuDXlxBV1xx3xhH4qisLpuNSWNJTiDTlINqdj0Hfuhj3g8hMrKcH78MaGSEizjDsO036hW3egkm42s229H0GlxfTlPFU2iiHXSJLJuuhHJZiPi8VDz9DNRgmorsseL8/PPSb/wwjaJuG2vbT18Aq5PP4s77jimff0R9b17k3HtNVQ/8miUcEo9/3wMgwep17RakRwOIgkMJfR77YW+d++mf+sKCjCPPSgmuiXo9WTdeCOGAQNizqGEw7i/+5bym25u2haurqb+rbeJuN3YJk1CNMZ+RrXZ2Wizs7FNmBB3bprUVFLPOTvqvC1JPfMMRH38G6JgSSm1r7yC69NPQZaxTZlC2gXno+vRo2mfUGUlNf97FuesWSjBIKLdTvrFF2HfTp/KwNp1FJ1+elNaooeF1L/zDrkPPYh1woSd0l9Lm5ONPWcy9smd63aaJElrmPbOwLs01ikWwDgoFdHYPaNU4YYANS/9Sbi6eeHK+dlGPL9UkH7ukD2mhUBrtPuVu+666zjyyCPp06cPgwYNQruN3eysWbM6bXJJkiTpelozUUjSNQiC0GrD4+2lU4iCiIJCuaec0+aexrQB07h4+MXtrk2LeL24531F+S23NG1zz/sKTWYmhW++EXXzvC3arEyy776bjKuuIuJuRLKYkdLSkCzq45I9Hnx//pnweO8vv6KcdRZCO9PORJOJjEsuoXH+98hud9SYcb/90LWzKbFkt5Ny6qlYD5+Ib/kyCEcwjtgHTXp6k2OdJjOTjKuupOLOu2KOtxx6KLoehVEW3Jq0NHL+7/9wf/01da+9jux0Yh4zhvRLL0n4nIarqqj8v/vUx2i1knXjjaCR8P2xjOCGDQRLSjocxTEfeCCWcYfSOP/7qO0pZ54Z9/kKO51E6uooPvucJnMHgIYPP8T93Xf0/OB9dHl5hOvrKb/9P1HphbLTSdX9D6AEgqSee07cZszhujrKbr45ts5LUSi/5VaMw4ejy49dfIl4PERqa/GvWgWo1vdSWhpSMrKUZDdCm2NB18NKsDj6+0vQS9gmFCLquiYNdkdQFAX/qtooQbWVcJUX/9o6LPvFb969J9FuUXXFFVcwf/58xo0bR1paWjKXMkmSJEnaiSAInND/BGatj78IZdfZSTOkUeuvjRmz6WyE5TAOvaOpPu29Ne8xLGMYR/dpX5QmUlND+W23xWwPV1VRcf/95D34IJLFQqiyCtnrQdBq0aSlNUVMJIulSUTFPEadDk12dtRN+VZEm43U6dMJFhcTrqpCk5Gh/rWxlkXbowe9PvqQ2ldfo/Hbb9XGsmeeiWX8Ydut4YmHZLEgu92IJhOeBQvw/vEHKadMQ1dQ0JQeZ508GdFopOqRRwlXViKaTThOOZXUs6ajzYxtlq3NyGgSa8gRJKsVsRUBGW5oUHtIaTTkPvQg1Y8+FuVyWPvCi+Tccw+2KZPbLay0GRnk3HMPwS1bcM/7CkGnxTZ5MpqcHDQOR/Q8amqoe/c9BFmO+9pF6upwzppF+sUXE66pSVivVfv8c9inHomYlxd7joYGAn//jTYvl9TpZ6HNy0WRZZRQmIYPPiCwYUOMqIo4ndR/+CHVDz/SHP0URTKuvYaUE09Esrde59cW5FAE2RVE9ocRdBKiSYtk3nU1QYqsILTDqjvJ7oFk05F2+l54V1TTuKgcJRDBsFcq1kML0KR2fYS2I8jeMJ4lsd8HW/H+VolxSPq/poauo7RbVL322mt89NFHHHnkkV0xnyR7GL6Qj0pvJd8Uf0NpYykH5R7E4PTBZJuzd/XUkiTpUgqsBZw28DTeXh3tQDYgZQAF1gLuG3sfl3xzSZRjoiiIXDvyWt5e/TYXDLuAD9Z+0DT2wooXODD3wHbVqHmXLImbngfg+f4HwjU1NC5YQNUDDxIuLwetFtvUqWReeQXa7NY/oxqHg4xLLmbLhRdFbRetVvJmPkT1E0/i/+uvpu36gQPJf+opdPmxN+HbIogiuh49yLrpRtIvuhBBktrcrDUewZJSis+aTqi0rGmb88MPSb/iclLPOAPJZkPjcGA7+mhMo0ej+PwIOi1SRkbcSEzTPAUBbUbbhOLWuibr+MNo/O67WNt4oPy22zDuOwJ9r/Y3k9akpaFJS8M0fHjCfRRFwf311yheD96lfyTczzXvK1JOP51QcXHCfWSPl4i7kXjPjhKJoB8wgIyrr6LqoZlN/bZEm430iy9CssamsgbWr6f6oW0cS2WZ6odmYtpnH0wjRiScS1uIuIO4vt+CZ3E5RNQ0UF1PG6knD9ipN7pyKEKkIYD3jypClV4MfRwYBqYipeh3+0VsJSwTcQbwr6snVOlF18OKrsCGZNMi6rpnyltXIdn1WA7MwzQ8E0VWEI2abhmhiqK1t58owG7+/uwM2v0uTk1NpU870yuSJImHP+znx9IfueHHG5AV9cbuw7UfkmvO5aVJLyVrb/7lROQItb5aZGQsWgsWXeJ0uH8LITlEIBzAoDGQYkjhor0vYmrvqXy49kMaQ41M7TOVwWmDyTBlYNPb+Ojoj3hn9TusrltNoa2QiT0nsqhsESf2P5GVNSv5vbK5V1SltzLKWbEtiFYr+n79CKxbFzsoy8huN2VXXd3iAYRwzZ5NYO0aCp59bruCwTBsb9Iuvoja555vEm+p55xNzfMvRAkqUA0sSq++moLnnm2z5bqo0yHGiRK1B9nvp/rpp6ME1VZqnngS28SJTT2ftrrIdQVSairaHj2wHn445bf/J+F+jd99h37GjE65puz3q3VQZjOCJBGurqbmhRexjju01aiaaDaDJCG19joJAoIhfo2FZLeTef11lF59TVQKp+xyUfXAg+Q/91zU/hGPh9oXX0p4qdoXXkQ/86EOpwEq4QiNP5fhWRj9HghudlHz6krSzhqEoBERzdpW+x7JgTBKUEbQih1qAKxEZALrG6h9YxX8s9bhX1mL8NVmMi/cG23O7pvmqMgKwRI31S/+Bf8YNXgWlSOataSevheSQ4c29d9rchEPQRR2vDHxTkIyazHvn0NDSZzfCsA8Ogepm9aC7Uza/Qzceeed3HHHHbzyyiuYOmjBmiQJQI2vhpt+vKlJUG2lzFPGzN9ncu9B92LW7r4/IkkSU+WtYta6Wby7+l08IQ8H5B7A5ftcTi9bLzRS9/hibgw2IisyVp11h1eIvWEvpe5S3vr7LTY5N3Fo/qEc1uMw/BE/WknLJcMvIc2QFvXY9ZKe3o7eXLbPZXy/5XuyzdkYJSOphlT+t/x/lLhLoq4xKG0QBk3bVtSDZWX4li3Dt2wZtqOOQt+/HzXP/A//ihXN1+/fD//KlXGPD6xcRWhL8XZFlSbFQdqMGTiOPRb/mjUIej3anBxqnngy7v7+P/9UGwd3sI9VR4jU1+P+PLFpiOubb8no27fL56HNyCDv4ZmEKipQWnEwDNfEpoS2l3BDA4H166l79VUiNbWYDz4Y+9FHIej1hKurcX83n4xLLsHz889xj0+dPh2N3Y6Sk4MmMyNuA13z2IMSvo7azEzc876KqYnbSs3jj2McNrTJPVAJBlUHxgSEKirU5sMdFFURd4jGBaVxx8JVXkKljTR8vB7jkHSs4wrQpER/zuRAmHC1D9d3xYQqvGjSDdgO64E2y9wu0wHZG8b9Q0mToNqK4o9Q9/4a0mcM6ZRGumFnANkTQglEVEtssxZNFzfojbgC1L6+qklQbUX2hHDO2Yhpn0yEwWkxz22S7oOhfwrafAuhkug+hLoeVvR9djz99t9Au+9ennjiCTZs2EBWVhY9e/aMMapYunRpp00uyb+b5dXL4zaDBZi/ZT71/vqkqPoXUu2t5ur5V7OipvkGfv6W+SwsXcgbR7xBgbUAq85KWA5T569DURRseluXuxO2nN8fVX/wzup3CEaCHNn7SA7rcViHU1JDkRALSxZy7Q/XoqBwYO6BZFuymfHVDCq9ao56ujGdu8fczciskRi10Y/TrreTacrkvK/O44nDnuD1Va/TEGiIuc5VI67Crt/+D1tg/XqKzpxOpL65V4pgMpH34ANUP/EEgbXrQJLIuvXWViMmvhUrmlKuIm632lg1GEC0WtFkZja5+m2tu9IVFqrHtWJeARDZTmPhtiD7/YRraog0NKi9qNLSEgs1RUEJhRKeS/El7jnV2Yh2O1pJwrD33viXL4+7j+WQQ3boGhGXi7pXX6X22eZokG/ZMupee43Ct97EvP/+eBYsQA74sYwfT+O30Y2MzYceinm/UQBosrIoeP55is85N+r9pO/Xj+w77miK8MXD9+eKhGP+detQAoGmf4tmM6Z99yWwenXc/U37jtghG3QlGGnVyjrSEEDQS3h+rcC/rp6MC4ehcag3/4qs4F/XQN2bfzfvX+enem0DjhP6Yd4nA0HTelpXuMFPsMhNYGMD+j4OrIcW0PhTKYENDU37hMo9yN7wDouqULWXunfXECr953MmgGmfTGyHF3apoIk0BJC98X/vQ6WNaA4rwL+uPml20I3R2PWknTmI4CYnnl/V5sXm/bPR97Ij2ZLOf9ABUXXsscd2wTSS7IkksowGkBW53alMSXYPNjo3RgmqrQTlII8vfZyJhRPZP2d/Pln/CR+s/YBAJMC4HuO4cNiFFFgLEIX2WXC3hxpvDbctvI2fy5pX6FfUrOCNVW/w8qSXybG0/we/2lfNbQtvQ0FBK2o5Y9AZXP7t5VELCjW+Gi777jLen/o+A1Jj7bYHpw3mpv1u4qk/nuK+g+7j2RXPsrxavenOMedw6/630j+l/3bnEq6tpfSaa6JugEFtVlt+x51k3nQjzo8/IfOaa5BSHIQrKhKea2saXHDLFiru/i+eBQtAUZDS08m64Xoshx4a96ZastnU3PsEfZ921HAgXFdH3VtvU/fCC2r0ArVeK+/RR+LWIokWC6YxB+D9eVHc81kPO2yH5tNWIh4PVQ88iP/PP8m++25KLrkkpt5NP3gQut7tr6dqSbi6OkpQbUV2Oql68EEyb7iBTQsWUHnf/WRefTX2I4+k8acfQVawH3cs+r59mwxFBEFAP2AAvWZ9RGDTJkKlpej79kWbn79dwxBD/wG4iG+Lr8vPA03z7Ymo05Fyxuk0fPBB02u6FUGvJ+X00xF1HRcbglYCSWiqpdoWyaZrEgSR+gD+dQ1YRqmLLBFXgIZZ8VOinJ9uwNDXgSYlsagKVXupfm4FcmMLYS8JpJ46EE2eGf/yaiJO9TErcuJeaXIo0jRH0aRB1MZeM1znp/a1VYRrWkRCFfAurUIwqM5zXWU0IAcirY4rEQX/33WYR2QhtJJimWTXorHr0QzPxDAwFQS1P1mSZtr9bNxxxx1dMY8keyD7ZOyTcKyXrVerltNJOp+wHEZAQBK7tlj266KvE44tLl/MVSOu4vLvLmd9w/qm7Z9t+Iz5xfN5d+q7FNoKu2xua+rXRAmqrZQ0ljBr3Swu3PtCNGL7vjYrPBV4w2q049CCQ5m3eV7cCK2syLz050vcdeBdMVE5m97Gif1O5ND8Q6nz13HXAXehoDSNZZraVlcUqa9XI1Hxxmpr0RUUkP/Yo0hWK7Lfj/24Y2l47/2YfQW9HsPQoYQqKik++xxCpc2pU5GaGspuuJH8p5/COn58zLFSWhq2I47ANWdOzJhl/PgdSv1TZBnXF19S+/TTUdsDq1dTfNbZ9Hz/vRiDDclmI+uGG9k8bVpUdATAPHYs2jjW3l2B7HLROH8+yDIN771L/uOPU/vyS/j+WIZoNmE/7njSzpsR12lwWxRFIVxdA3IE0WiMEqqehQsTHuf5aQHibbdR8PxzVNz9X6pmzkS02Ug54wxSTpkW99qCIKDNyUGb074FB+vhE6h+/PG4UcL0Sy9Fu40TpC4/n8I336T8tlub3sP6/v3IueeeuPbr7UG0ajGPzMbzS2yKoeTQo0QUlBaiwLeiGtPwDESthOwJJ4zAKCGZiCuYMAIU8YSo/3BttKACiCjUf7CWtDMHocswgSjgml+cMJUwXOfDNX8LvmVqGqZx7wxs4wrQbNOIN+wMRAuqFnh/q8QyOrfLRJUmzagaHcTRhYJRAwpqfVHS7XC3oCM1g3sCHX5WlixZwt9/q+HuwYMHs88+iW+QkySJR5Y5i0PyD+GHkh+itgsI3Lz/zaSb2uaalaTtOANO6vx1bGjYgE1no4e1BwiwonoFczbOwawzc3L/kym0FZJiSOmSOdh0iVOC+jn6saFhQ5Sg2kpjqJGX/3yZW/a/Bb2m81MNQnIoyk1vWz7e8DEnDziZDFP7LLsjSvPNWJ4ljyWVSxLuu7puNd6QN26qo16jJ8+aR551++54iZD/WeWXHI6m+pmW0RDFH2jqzSQaDKRffDH+NWvwL2tORRMMBgqeexZtVhaNixZFCaqWVD00E+Pee8fYpEsWC5k33oCg0+H89FOIRECSsE2ZQub11+1QpCpcVUXNM88kHAusWxfXtVDfpze9Zn1Ezf+exbNgAZLDQepZZ2GZMH6HXAXbjSSBLNM4/3v8K1fiOOkkUs8+GyUYRInI23VcBAjV1OCeN4/al14mUlODcZ99yLz2WnT9+iIZjSiRxGluKAoIApaDD6bwnbeRXW4ErQYpJaXpfdFZaHJzKXjxRUquuALZ6VQ3ShJp55+HecyYmP0FrRbjsKH0eOUVIv/sL9ntnfL6iFoJ2/gCIp4Q/r9qmueYbsRxdB/qZ0cvRIhGTXOd5fY0QCvjsjdEsCh+XZkSiBBxB2n4fCOaVANpZwxC0IqEKjz4/q5FCSlNjWKr/rc8Sph5f6/Ev7qOzEuHRwm6SAJBBaoAVIKtR5N2hK1GB57FscLVdmg+nt8qsE/plbSQT7Jb025RVVVVxSmnnML333+P45/+Fg0NDYwbN453332XjA70CEmyZ5JiSOGOA+7gs42f8frK16nz1zE0fSjXjbqOASmxKVD/FoKRIK6AC0mUuky4xKPGW8ODvz/IF5u+AFR77qcOe4pHljwSExU6deCpXLz3xV0yvym9pvDCny/EHTtt4Gl8XZw4kjV/y3wuGX4JWZqucWDb1jSlJUqCdLXtkWvORSfqCMpBanw15Fny+LMmfl1RD2uPLq0dk1JTyX/maSK1dcheL7qePfH88gt1r74KgDY3Otqgzc6m4KmnCJWW4ftzBZqMTAyDB6HNykLQavG1UkMb3LwZ2e+PO6bNzCT79ttIv/giZI8H0Wze4Sau4bo6IvX1RGoTGzn4//4by9ixMdsFrRZ9nz7k3H0XEbcbJCkmUtLVSA6HGsH75BMAwlXV1DzdLBB7zZ693XOE6+up/O89uOfNa9rm/eUXNk+bRo9XX8G8//5xBctWjKNGIf6TsqnNyIAu/D0XtVpM+46g98ezCVVWovj8aPNyt/s+2GoN39lINj0px/dFnlRIxBVEkARC5R7qP1rblH63FcuY3KYUNdGsRbTpkF3BmHMKBgnJljgtUQm3/p2i+MMIGpFQuYdInR/f8mrc87c0jQeLnOgKbbGRLkBuDOFdWoX10AIESRUqUlorNVMaEaELLb1FowbbhB5oMo24vy9BdgXRZBixjM0jXOPHMDAFTWrX1eWEG4MonhDh+gCyP4w2y4Rk1XWK8UeSJFtpt6i6/PLLcbvdrFy5kr322guAVatWcdZZZ3HFFVfwzjvvdPokk/x7yTBlcNags5jaeyqyImPQGHDoHbt6Wl2CrMiqA9zqt/ih5AcsWgtnDjqTA3IOaHf0o71E5Aiz189uElQAB+YeyILSBXGjQu+sfoej+hzVJaIqy5TF5ftczpN/RDvA9bb3ZkDqAH6t+DXhsUaNsctqqrSilhP7n8j8LfObtg3PGM6xfY/FqrOSYkjBrmt/FCXNmMb1o67n3l/u5dvib3nw4AeZt3leU/peS87f+3xM2q5xVZX9ftW2/JprUVqIHdvUqWTfeQfB9RviWmRr0tPRpKdj3HtYzJiuoCDh9USbDUGT+Cdmq0iNeDwokQiCXo9oMnXIaTFcV0fVI49iHjUK0W5vjnxsg3477UBEk6lVK/GuRDQaybjsUrw//6xGEFuQcsbpaHK2H6UKV1ZGCaomFIWKu/9L4WuvocnKxHHKNBrefS9qF8FoJPu2W9F0QhPdtiJoNB1KHewqJJMWyaRFm2Ei4grg+rY4VlAdmIsmo/k9Itl0pE4bQM3Lf0XXZAmQevKAVi2zRaMG0axF9sQ3SpFSDMjeEIJRgxKRowQVgK7Ain9NfdxjAXx/1ahW1/80MNak6JHSDERqYxc7zCOzEC1d27hVsuiwHJCLYa80CMlE3EEi7iDmUVlIVl2XpZSFnX5VIL+/NipV0zAkDcfRfdAkTRaSdBLtfgd/+eWXfPPNN02CCmDQoEE8/fTTTJw4sVMnl2TPQBKlNteE7M4Uu4o5bc5puEPN6R63LriVsXljuW30beRacrvs2tW+al5b9VrUtsN6HBYjbFoye91shqYP7fS52PQ2ThlwCmPzxjJr3SxcQRejskdhkAxc8/01XDPyGuZsiq23AZg2YFq7mtvKitwuEbZX6l6Myh7FbxW/ce3IawnLYZ5a9hQ1vhocegfnDjmXo/sc3a45GDQGjuh1BP1S+vHs8mf5tfxX7jjgDh747QF8YTUdRy/puXm/m+lt753wPOFImCpfFVXeKsJymBxzDunG9DanQoYrKii59DI13a4Frs8/xzBsKGmXXIJkaV8do2m//RB0uhjzAPjHdjtBtCdcV0ftiy9R99prTfPRZGZQ8Pzz6Pv1a2qE21aCmzfj/PBDwhXlpEw7mdrnYyOhksOBocXvVndEV1BA4bvv4v72G9xffY3ksJM6fTr6fv3Q/JMZ0hre1iKHGzYQaXSj79mTjMsvx3LIIdS+8CKR+jpMB4whbfqZO61+bHdAsulJPXkA4Vof3uXVCFoR0/BMJIc+qu5IEAT0hVayrhpB4+JyQqWNaLPMWMbkIKUYEKTE3z+STYd9ai/q31sbM2YanqG6/ylgHJiKb0VNzD5KSEbUJ/6sCHopKp1Ok2Ik/azB1L2zmlC555+dwDg0HevB+V1WTxU1J0FA+09Kojaz6xcw5ECYSK2furfXxKQ3+v+qxZNhxDahsNXXKUmSttJuUSXLcoyNOoBWq0WWW8nVTpJkD8Yb8vL0sqejBNVWfir9ib9r/0YjaMg0d424jMgRnIHo1XuNqCEQCSQ4AjwhD4qi7HCPpnjY9DZsehuXmC/h/TXv88KKFyjzqI03a7w1TOs/jffWRq+kD04bzJG9j2yTSCprLGNx+WIWlC6gwFrA0X2OJsecs90oUIYpg/vH3s+mhk0sLF/IK3+90jTWEGjgkSWPUNZYxpUjrmxXs2Kb3sa+Wfvy6KGP4o/40Ut6Dsg9gApPBbIik2PJId2QWCD5Qj4WlS/ilgW34AmpN0M6Ucf1o67niF5HYNMnrlPbimvevBhBtZX6117DNmVKmx/PVrTZ2RS8+AIlF1+M7Gm2HrccPgHHtJPjRqoURcH99dfUvfxy0zbb1KnYjzoK76+/4V+zFtPwvZFSU9tUx6PIMvXvq2YangULsU2egv3YY3B++llTvZg2L5f8Z55B000iIq2hy8sl9cwzcRx/PIJGg2hou821ZG7lPSmKTWJVk5aGddw4TPvuixIKIVqtO+Se150I19cTrqomsGE9mtQ0dIU90GRlNVn8twfJqkOy6tD3bD16J2gktBkmHEf0QgmpzX/bcpMuiALGgWmI5wzGOXcT4Uovok2HZf8cRKuWhtlqFoGgk4i4YxcufKtqsR5aQGBj/MisZWxejLmFNtNE2vRByN4wSnBrnyoNGsu/M1oj+yIEyz0J68Uafy7HvH9Ok0V+kiQ7QrtF1WGHHcaVV17JO++8Q26uurJeWlrK1Vdfzfg4Tk9JkiRR7eO/Kf4m4fiPpT9SH6jnmD7HoJU6f7VQr9FTYC1gi7s5fWRp5VIOyj2IeUVx0oWAo3of1SWCqiUphhSmDZzG4YWHU+mtJMWQQpohDa2o5Zh+x/DR2o/whDwc3edoBqYObFOaZJGriLO+OItaf3NtzSt/vcJ9Y+9jfI/x222Qm2nKJCSHePu7t+OOv7/2fc4cdGa7RNVWLDoLFtTjrDprm6OTpY2lXP391VE1X0E5yL2/3EtfR19GZo/c7jkCmzcnHAtVVCYUXK0haLWYRoyg12efEdy4kUhDA/oBA9SUwZT4qaPh6uhaoZTp05FsVrZcfHGzaYYgkHb++ZgPHIOUkoImMzNxpEZRULzNgq78P/8h5dRTKHjmGSKeRkSTCX3fvq2mKraXcG0tSjCEoJHQtLPuKNzQgOx0ooTDiDZbXOtxQRDaHTUEMO4zXDW7iPNamg89BGmb16S1PlK7CtnnI9LYiKDTtTsVMVRVRfktt6r2/v8g2u30eOF5DIMHtzsC2l4EqW1iqiWiUYNxQCq6PAtKIEJgixvPz2UEi5sX4EKVjRiHZBBY3xB1bKQ+ALKCYXAa/pXRtYTGIWnoe8R/fTUpBth55by7Flkh4ky8eKgEIgmt9JMkaS/tFlVPPfUURx99ND179qTgnx+pLVu2MGTIEN58881On+CeiKzIlDaW4g660YrapuafSXYtsiJT5a0iGAmil/RkmDLalVqmETSEiW+9qxE1/LDlBw7KO6jDTWZbI92YztX7Xs0131/TtO2LTV/w+GGPs7BsIY2h6IarQ9OH0j91+32POgOH3oFD76C3Izr1zWFwMDR9aLtS+FwBF/csvidKUAEoKNy24Db2Pm5v8q3bT3FyBpwJo3iyIlPtraaHrUeb5rSjhCNh3l3zbkITjWeXP8ujKY9i1bce1TGPPgDX7I/jjhkGDULQd2ylWtBo0OXmosttY/pqKES4qgoA0WrFNHJfSq+4MnofRaH2+efR9e5N2fXXYz74EDKvviquQYEgSdiPPRb3V/8YnMgy9W+9Tf1bb4NGg+O44zAfcECHHtu2hJ1OfEuWUPXIowQ3bECbn0/6pZdiOXjsdq3gFUUhuHEj5bf/p8ngQ9ujBzl33Ylh+HAk444blEgZGeTedx9lN94Y1QdMk5VF9o03dkio7SzkYJBgURG1zz+Pb+kfaDIySLvwAtVBsg02+3IwSO2LL+FZsABNTg4pJ52ErncvIi43VU8+Rc6dd6LLS/AedZZC6RJY/TnY8mHYyWDPB/3Oe74kiw4sgEYkXOUlXOtHDkQwDEzBfnghglbC/cMWZHd0/ZXzy81kXj4c68H5eP+oBAVMI7LQpBmSJgwAGgFtdmLjE8muA20y9S9J59BuUVVQUMDSpUv55ptvWP1Pd/O99tqLCRMmdPrk9kRqfbUsrVrKg789SIVHbbw5LH0Yd4y5g36Ofl0eOUgSjdPvpC5QR42vBo2oYW3dWp5Zrq6ynz/0fI7ofQSphu3/4KfoU5jaZyofrv0w7viY3DHc/NPNROSus7TdP3t/7h5zN48seYSGQAP+iJ8vN33Jm0e8yWsrX+P7Ld9j1Bg5ZeApHNH7iG4j5NsjXBsCDSwuXxx3LKyEWVm7sk2iSic234yMyBzBoLRBeMNe5hfPpz5Qj1HbdQ592xKQA2xo2JBwvNhdjD/ix0rroso0ciRSWlpcd7zM669PGFnqdHQ6tPn5hEpKsB4+Addnnyfc1Tl7NrYjjqDu1dcwjxmD/Yj4KYqGIUMwDBmC/6+/oraLJhNp55/XrhS6RMihEK4vvqDyzruatoW2bKH8pptIu/AC0i64oFXXulBZGUWnn0GkoaF5W3ExxTPOo+f772McMniH5ygZjVgnjKf355/h/OxzQiUlWA49BNO++3YbM4hE+Feuomj6dPinb1WotJSSiy8hdca5pF94EZKt9fd3uLqGhvffx37sMVgOPoTal1/C/8RKpPR0Uk46CbkxvnU5DcXw2lFQv7l524KH4agnYcjxO1VYgdpc1Ta+B+b9c0AB0Sg1NVjNvGhvnF8V4fuzBmQFfT8HjiN7o0kxIqQL6At3XeQx7AoQrvLi+6sW0aTBNCwDya5P2FtrZyFZdGgzTUipBiJ1sQYdtok9k0YVSToNQemoT/C/FJfLhd1ux+l0YtsFqRG/lv/KjK9mxGx36B28dcRbO211PAlUeiq5a9Fd/FT6U9O2ASkDuHrfq7l1wa3U+ms5e/DZXLz3xW1ybCt1l3LWl2dR6a2M2n5U76PIs+Yxv3g+z098vk0iraNE5AjVvmpcQRd6SY9D78Cut+MP+3EGnIiCSJoxrcsc9rqaTc5NHP3x0QnH7xpzF8f3O36756nz1XH7z7czbcA0llUtY0nlEqw6K1N6TaHOX8eknpN2muiMyBEeX/o4r6x8Je74ofmHcv/Y+zHrtm9HHti0ifLbbse3RO2VpcnKIvv22zCNHr1ToxjOzz+n7LrrST33HLxLluJfvjzufrpevbAffTTVjz+Ofq+96PHySwnFX6iyEtfnc6h/5x1kvx/r4RNIO+cctAUFnbIYFSorY+NRRyN7PLGDkkSfL79oNcXQOWcO5TfdHLfZrfmgg8h79JFO7wW1uxCuraX47HMIrIvfmLr3F1+g79Wz1XMENm2m9KqrSD1rOuW33Bozbpkwgdx7/ovUMo006IXPr4YV78aeUBDgsiWQ1rpj5M5GDoSRfWFQQDBokHaxaAG1qbD7pxIEBSKuIL6/ayGsYJ/SE/N+2YjGrjfAaI2IL0SkPoDz841N9WfCPxbvpuGZTe6ISZIkoq3aoM2fxu+++47LLruMxYsXx5zQ6XQyZswYnn32WcbG6QGSpG1UeCqaoiDb0hBoYGHpwqSo2kl4gh5m/j4zSlABrKlfw8zfZ3Lh3hfyf7/8H2/+/SbTBkxrk6jKs+bxyuRX+HLTl/xc9jNWnZWJhROp9FbyxNIneGnSS10qqEB1Wsw2Z8ekGBo0hu3WGu0OWHVWCm2FFLmK4o4Py4i1Bd9Knb8Ob8iLJEqkGdK4Zt9rmDFvRlQq4Q8lP3DawNPQSztvZVMSJU7odwJv/v0mITn6hlxA4KK9L2qToALQ9+pF/tNPqdGSUAjRZkOTmbnTI+DmAw8k84br8f7xB8YhgxOKKsPgwQQ2bgQgUlsbV5BsRZuVReo5Z2M/+igUWUZyOBA7mNIYj3BDQ3xBBRCJECqviBFVssdDuKYG7++/E6quJu/xx/D/tZKaZ5+Narrs+/NPZI9njxVVEZcroaAC8C1ftl1RJRqNpJ41PaperyWN33xD6IrLo0WVtwZWfhT/hIoCG+Z3O1El6jVNkavugByMqDVLQZlglbepUbF3SSXOLzajH5CKbheLKsmoRTRoSDm5P4o/ghKREY1aJLsu6fqXpFNp8yfzscce4/zzz4+r0Ox2OxdeeCGPPPJIUlTtAIFIgFW1qxKO/1b5G9MGTtttowi7E7X+Wr4q+iru2PqG9WSZspAEibAcps5f16aUMoACawHH9T2ObFM2S6uW8tDvD5FmSOOFiS8wKG1QZz6EPZJ0Yzq3j76d8786P6YP1DF9jiHdGGvx7Q15WVm7kvt/vZ+19WsxaozcPvp2ftjyQ0xtFsDbq9/mhP4nYNfvvH4+uZZcXpz4Ijf/dHOTS2KqIZX/HPAfetl7tetcGoejTfbcXYkmJYWUM87AOmkyss9Lw+yPo8wmQDXBsB97jGoDD5hGjdpuNE0QxfYbR9TWEiotxbNoMaLNimXMGDQZGTH9qoQ4rrct2TbFMOJ245wzh8q77o6qb7JOmkT2nXdQ8Z87mrZpMzNjzh9xu4nU1SEHAkhWqyp+u9hoYZexnd+07T33AJqsTHS9ehMqLU24j+/PPzH0b1ErqsgQSSzU8cd31UvSTHCLO6pHV3CzC+8fVTiO7YvsCeFbVoVucvu+o7oCQRCSDn9Jupw2i6rly5fzwAMPJByfOHEiM2fO7JRJ7alIgkS2KZtNrk1xx/Ot+UlBtZPwhr0JjQFAjWqYNCbcIXe7oxbppnQm9pzIyOyRnDv0XEwaU7v6HiVpnWHpw3j7yLd5bMljrKhZQboxnRlDZnBowaFxG0uvrF3JufPObfq3L+xDL+n5tvjbhNf4rug7+qfsHCMPAK2kZUTWCN444g0a/A3IiozD4CDTlLnbfieIOh26vFyUcJieb75B+e2341+pLirp+/cj/bLLqX3hRZRAAEGrJe3iizq9MW+ouprym27Gs3Bh0zbnkCFkXn8d+sGD0bQQcZqUFHS9exP8J3LWEik1FU1mtJgLlZZG1V9txT1vHsbhe6Pv35/AWrU/UdqFF0SZcARLSqi4+794fvoJFAXJ4SDj6quwTpq0ywVxV6Bx2DEM3xv/sjgRS1HEOHT7/fIEQUBy2NW0vQRVDZJ1m0VhnQVyhkP5svgn7XPodq+7JxN2Bqh/f22se54CzrmbSDmxP/41dZ1+3Ygn2NTEVzRqkoYcSboNbRZVlZWVcftTNZ1Io6F6my7wSdpHtjmbMwedyd2L744ZEwWRo3oftQtmtWdi1ppVtz4lvltfmjENT9hDoa2wQyl7eo2eHEv3LhzfXTFqjQxJH8Kj4x5tSueLF6ECtXbq/l/vjzsWURKbhmybhrezyDRldhsDkc5C0GgwDBpEwQsvEHE6UQJBAhvWUzVzJqHiYgxDBpN9xx3oeux46nOoqopweTmhsnK0+XnIgQD+VaqQ0+blknXLLQTWrqP2+eeRUlNJOf10dL16obHb0aSnk/foIxSdOR3Z5Wqev15P/pNPoslsfl0UWab+vfcTzqPhw4+wH3MM1Y88guPUU6PcCUOVlWw573yCLSzwIw0NVNxxJ4LBgPmgg9TUTZNpp1iiyz4fEZcLQZKQ0tK6JFVUcjjIuetuik4/Hbkx2ok069ZbEjaR3hZNejrmsWPx/PhjzJig1WIYtE3zZ3M6HPEQvDIZtjUJ6j0O7Ml0+9aQvaGEduVKIAKKgnFo2167tqBEFEIVHupnrSNUqr5PNFkmUk/ohzbPkkzlS7LLabOoysvL46+//qJv375xx1esWEFON3cX6u5oRA0H5R3E8f2OZ9a6WU3b9ZKeew68h1xTGy2Lk+wwaYY0ju17LB+ui3XrG5o+lCJXEXadnccOfaxNvZOS7HysOitWXes1Kt6wl7X1a2O2/1H1B2Nyx7CwbGGco+CwHod1yhz/Dcher1o3tGQJsseDadQotLm57a4P0qSmNllna/NyMQ4bBrKs1n11gjNhsLiY4vMvIFTUXG+n79eP3AcfoOy228m+6y7Kb7mFcFXz4qDrs89Jv/hiUs85G8lmQ9+/P71mz8K7eDHepX9gGDgQy6GHoM3JiWouq4TDhMvLE84lUluLef/9sc6dgyY9PUocBTdvjhJULal+5FEMAwZQ9cijKKEgmddei65PXyRj56c1KeEwwS1bqHn2OTw//ohosZBy5hnYJk9Gm9n5wl7fry+9Zs/C+fnneBctQpOjNkHWFfZoc4RSslrJvu1WiqavJVxR0WJAIu+xx6KEbxPZQ+G87+DrO6B4IZjSYP9LYO9pYEl+t7fK9mzOBAFdK3bm7SVc76f62eUooeYsknCll6rnVpB15Qi0mZ0byd4dkH1hIu4g/rX1KGEZQ/8UJLs+ab6xi2iz+9/ll1/O999/z2+//YZhm9xxn8/Hfvvtx7hx43jiiSe6ZKI7i13t/gdQ7a2mIdDA37V/Y9Ka6OvoS5Ypa6faOCdRX4cn/niCzzZ81hS1GJ0zmqtGXEWdr46+KX2T0aZ2UuOtwR/xoxE1apPfLmh03B7KPeUcPfto/JFoq12bzsYDBz/AdT9chycUbU4wpecUbt7/ZlIMe0r3zMREPB7cX3xJ+X/+A7JM2gXnYxw6jMaFC5EDfuxHTkXfv1+X3IS3h3BNLcXnntuUbtcS4z7DST37bFxz5+KeF7+Osvfnn6FPsKCYiPp336PizjvjjlnGjyf3wQfiWrDXvPgi1TMfTnjevMcfRwmHqH3+BQLr1lH4xuuY9t23XXNrC4H169l00skoPl/UduN++5H/8Mx2164BKJGI2vS4FQMRJRJB9vsRtFpEXcfSukLl5fhWrMDz88/o8vKwTDgMbXZu6+LM1wBBD4gimLPU/yZplXBDgKon/0D2xInca0SyrhqBNr1z7luUiIzzqyIafyiJO24alY3j6D6Ie1DPqYg3hGdRGa6vi6O2G4dn4DiyN5I1mRbZWXS6+99tt93GrFmz6N+/P5dddhkDBgwAYPXq1Tz99NNEIhFuvTXWxjRJ+8kwZZBhyqBfSr9dPZU9mgxTBjftdxMXDL0AV8iFSWMi1ZC6Uw0K/i24g26WVC5h5u8zKXIVYdaaOXXgqZw28LRdGulLM6RxXN/j+HjDx4zOGY1BY+Dv2r/Z7NrME0uf4O0j3ub9Ne/zU+lP2PQ2zh58NiOzRiYF1T+Eysoov+02ANIuvJBIQwMll1/eNO6a/TGG4XuT//jjaLOydtU0CdfVxhVUAL4/lqG9JRf3t98lPN799Tdoe/ZE1LTddc089qD4fcE0GjKuuDxhTytdfmJbdsFkQgmHqHrwITIuv5zy226j4u7/0uOVl9vUILetRBob1WjYNoIKwPfrrwQ2b26XqIq4XASLi6l/7z0IhTGN3h/zfvuhjdMwWpCkVvt9tQWtVYM2tRTbkGJw/Qzv3wtjLocR08GSQOAbHepfkjYj2XSknNCP2jdWxUStHFN7q411Owk5GCG4MbFxSHCzEyUQBu2eIyTCNb4YQQXgW1aNcWAqpuH/rlTx3YE2/0JkZWXx888/c/HFF3PzzTezNcAlCAKTJk3i6aefJmsX/mgmSdIVmLVmzNrOS1/YE1EUhUVli7j2h2ubtnlCHl7880VW1a7ivrH3dbmVfCJ0ko6zh5zNQfkH8XXR17iDbk4ZeArpxnT8YT9fbPyC84edz3nDzkMjauIaXbSVYCRIrb+WiBxRBbqxcx6zzx0kEpaRNCLGdq5MhuvqUPx+kCQ06entdpdzzpoNgGg2Yxi0F6VXXhWzj3/ZclyffkbqjHOjUuS6ilBlFYG1a3B/+y1SWhr2KVOQ3Qkav/6D7PNDOH79JEC4vp7AunUYBgxo82PQ5eVR+NabVP7ffU2GE/qBA8m+8w50PXsmPM4wdAii2YTs8caMOY49FveX8whXViLZ1cWdwJo1yO5G6ERRJbvdNP7wQ8Jx99wvMI8a1aZzRdxu6t99D7nRjW38BIJFRRCO4F+zFkVR0OXldda0VQKNsOARWLyNtfp3/wV3JUy4Y6c39P23IogC+j52Mi8bjuu7LYTKPWhSDdjG90CbbUbUdp5bpaARER162BL/syzZdAiaPSdKpYRlGn8uSzju/rEEfb+UZBrgTqZdzQ4KCwuZO3cu9fX1rF+/HkVR6NevHymdkO+eJEmS7knLBZSOUO2r5sHfHow79nPZz1R5qnZIVJU3lrOiegXLqpfRx9GH0TmjyTZnoxG3//XmCrj4dMOnPL3s6aZt3xZ/S4G1gHsOvIc7F91Jvi2fY/oe0+H5gdqD7pW/XmHWuln4I376p/TnxlE3MiR9SJt6nMXD7wlRsdHJL59spKHSiyPbxOhj+pDVy4ZhOz+kEbcb/19/UXn/AwTWrEFKSSF1xrk4jj22zaYAiiwTKlVTccxjxtD43fyE+9a9/Ta2Y47uUBqgEg4TKi+n8aef8P/5J4Zhw7CMHavWMW0jAkPl5RRfcCHBFj2Pap9+hp4fJDaNQJIQDXpMo0fjXbw47i6mkftScvkV9HzzDbTZ2XH3iYe+Z0/yHp6p9gWTZUSrdbsRJW1WFgUvvcSWCy6MMsQwH3Qgpv1GUXrtdUDz5xJJgs4u0BcEBJ0ubqQKVBG9dQ7hykpVnAeCaDLS0aSlIRqbU77CVVVo0lJpXLmS2udfaL6E0UjOvfci2Wyd25/LUw2/Ph9/bMlLcMDFSVHViYh6Dbo8K6knD0AJhhG0EqKh8/toiVoJ69g8/H/WxB23jivokut2VxRZQXYnNkySPWGUSGIH4yRdQ4fegSkpKYxq4ypVkiRJdk+qvdWsq1/HJxs+QSfqOHHAieRZ8ghEAsiKjEVraVMaXGOwkUpvZcLxlbUrGZg2sENz3OjcyDlfnkOdv9m21yAZeGHiCwxNH4oktr5SWumtjBJUW9ni3sLs9bOZ0GMCb/79JgfnH9zhlL8abw1Xzr8yqgfd2vq1zPhqBi9NfIn9cvZr9znDoQirF5Wz8MP1zdfZ0sjnTy1n7LR+DD4oF6mVVWLPL79Qellzml6kvp7qmQ/j//Mvsu+8o03GEIIoYjnsMNxffY2g1yF7YyMrW5G93oQ2162hKAr+lasoOvvspht85+yPqTKZKHz9NYxDhjRfIxik9uVXogTVVlxffIl10iTc8+bFjDmOPw5Nbi6ZN9xA0WmnqZG7FlgOOYRgUTHhkhLCNTXtElWgmie0RzQIGg3GoUPp+cH7+JYtQ25wou1RQODv1ZRdfwNEIkipqSh+9fmwTjwcqZMXNqXUVBwnHE/9m2/FHbdNPRIlHMa/ciUll1/ebO6h1ZJ+0UWknHZq03vIt3o1ofLymOde8fkou+EGen/yceeKKm8dyAmijnIEvLWQ2rvzrpcEAFEvgb5r+6hpMkzYj+yFc+6m5nRDAayH9UCbs2cJZUErYhiUSmBDQ9xxfV87onHPEZndhT0nVpokSZI2U+Wt4vofrufCby5k7qa5LCpfRGOwkf/75f84ctaRHDHrCC765iJWVK/AH/a3ei6tpG21l1JHo1T1/npu/vHmKEEF4I/4uey7y6j2bb/Fw9dFXycc+2LTF4zrMQ5f2Neqvfr2KHIXJWzq/cBvD1Dna38fF68zyOJPYvslASyavQGPKwiALCu46/00VHpx1/mJRGRClZVU3nNv3GPd8+YRro6/EhwP0377ocnMwLfiT0yjRyfcz3LIIR2y/w5XVVFyxRUxERPF66X0yisJVVU1bYvU1dHwYaxbJ0DdG2+QNmMGjmnT4J/WIIJeT8pZZ5FxxRVo09Mx9O9Hz/fexTb1SDRZWej79yPzhuuxTjyc6scfV68b2jlW+oIkoc3ORpEVal9+mZLLr6D6iSfU6wsCGVddRd1bb6ti8Nprd7gGaVtEnY60GTPQxrGxTz3vPDTZOYQqKig6+5wot0RCIWqefBLPz4uaNmkzM2lIZC8fDreaZoi7Air+hC2/QN1GNbVve2zP0KmDkeEkux7JqMG8XzZZ140k9bSBpJwygOxrR2Idm7fHpbkJgoBxUBqiJc7j1ohYDyno1PTLJG0jKWOTJEkSw/wt81lStaTp3zeMuoE7F91JhafZpnhV7SqmfzGdd6e+y8DUxJGmVEMq4wrGxW2ma5AM9E/tWBPden89q+riixVnwEm5p5xsc+tRhcZQ4pu0YCSIRtAwoccE7LqOm5P8Uv5LwrG19Wvxhr2k0j5h6XMHiYTip3aEgzJ+dwiNTmLtLxUs+aIIvyeE1iCx92H5DNtLibab3gb/yr8w9G+bSY4uN5ceL79M1UMzkew2dH36ENywIWofwWQi/eKLolLC2kq4ro5wZfwoZ6i0jEhdXXNKoSyj+HwIRiO2I47AMKA/EXcjrrlzCW7YgOureWTddCNp581A9voQzSY06emI/7jZChoNktWKYDKTdu65yF4vzo8/aTK4EHS6+Jbc20H2ekGjabeTnajXY5swHn3PQmqefZbg5iL0/fuTesbp+NesIfXsszANH462i1qZaHNyKHztNbxLfsc1Zy6Sw0HKKaegLeyBxmGnbu6chOmB1U88gXn//dCkp6NJTSXcSg/LYPGW+AOVq+C901UxBSBKMHIGHHx9YrOJgAd0Zph8v5oCWLfNwkN6P7U31c4g4IbGanBuUZsM23LAmqM2J07SYUS9BlGvQZuWdEPWpBjIuGhvnF9swr+qFhTQ9bLhOKoPmrTOb7OQZPskRVWSJLsJVd4q1tat5ceSH0k3pjM2fywWrQWHwbHdfkztoc5Xxzur32n6dy97Lyq9lVGCaisRJcITS5/gwYMfxKKLn35h1pq5YdQNrG9YT5GruUeQVtTy5PgnyTJ2zOAmKAdbHd/WCj0e43uM541Vb8QdG50zmnX16zix/4k7ZP2eqPEwqKJyeymK8RC3U0MjSAJ/zt/C73Obn++QP8Lvc4voV1ig3tglSMeTbO0UkJKEtkcPRLOFvEcfpWH2LFyzP0b2+bCMHUv6pZd0vHFvsPXXuGXkSDCbcZx2KtZx42j48CNqX3xJbeA77WQErQ5dnz6IRiO6gsTuepqMDIxDh1Jx++0xY+lXXoEmLa3NUw+VldP404+4vpyHZLepPZd6925Xzy3JasW0zz7kPfwwit+PYDQimc2Y99+/zefYEbQ52dinTsU6eTKCIETVsPlXrkx4XKi4GCWkpuAJJhP6gQMJrF4dd1/T/nHSX50l8NpUNVVvK3JEFUq2fDjgMrWWrOmCfqjbAD88BCW/gCUbxlwJQTd8pbpTYsmCaW+p/+1qGqvhh/vh95eaP2eWTDj1XcgZrgrEJG0mXO8nsMmJf109mjQjpr0zkBz6ZCQG0KYbST25P7InDCgIBg2Sac+K2nUnkqIqSZJujqIolDSWcNm3l7HR2bzy+tSyp7hh1A1IgsTEnhNJM7b9hq81ZEWOSunrn9KfZVXLEu7/e+XveEKehKIKINeSy8uTXmZDwwaWVi4l15LLqOxRZJmy0Egd+xqy6+1YtVbcoVg3KAGBHtbt38gX2goZlT2K3yp+i9qul/RcMOwCcsw55Fl3zJ3sgJwDkAQpbgrhcf2OI83Q/tfNaNVisuvwOmNFhyVFj1Yv8cdX8SMAa1f7yT3oINWRbhsEvR79gO1HDhVFIVReTnDDBgS9Ht8ff1D/xhsgilgOOYTM669D0GrxrVyJ5HC021VwK1JammqYEEdcCQYDUgvTB43djv2ooyieflaT2ApXVVH5f/dhPWIK5kMO3u71BK0W26SJ6PJyqXrscYIbNqArLCT98ssx7jO8Kaq1PYIlJRSdOT2qAbD7y3mkTD+T9EsuQeNwtOk8W5EsFrC0v2Yk4vMRqanBt2IFsteLcfhwNBkZ7b5+PCt549574/xoVpy9QderF4JOvbHT5eSQed11bDnvvJj9NJkZmPYeHnuCir+iBVVLFj4KQ08Ee4vPZfkyePXI5loqVxmULYX9LoTTP1IXETIGRh/TVcgyrPwIfnsxentjFbx2FFy8CFIKu34e/xJC1V6qn1uB3Ni8gOL+tpjUM/bC0D8lKaxojt4l2fUka6qSJOnGKIpCkbuI/y37X5SgAlBQePC3BymwFjBn4xxkpXOcfux6O+N7jG/6tyfkwWFwJNw/RZ/Sas3UVjJNmRyQewCX7nMpx/U7jnxr/g5FgDKMGVy171Vxx04ecHKbarXSjek8MPYBrh95PTnmHCxaCxMLJ/LOke8wKHXQDgsqUPudPXTIQ0hC9I//oLRBnDvkXHRS+/uqmB16Jl8wBGmbRpcarcik84cQCctEwvHfD38urif1+pvRbJs2ptGQ/+QTbUpxC6xZy+YTTmTL+RdQdu11ZFx5hSpwZJnG+fMpv/U2ym+9Deu4cR1qEts0pfR00i+7NO5YxhWXRzkVhuvrqbz/gbh1T+65X2zXVn0rks2GecwYCp5/jt5z5lDw4gtYxx3aZiEi+wPUPvd8lKDaSv3rb8Td3hXIHg+NX3/NhilHUHbtdVTc/h82HXU0lffdR7hGrZsL1dYS2FxEYEsJ4TY+P1sxjzkQMYHQy7j66qionnH43uQ9/ljUe8u03370eP0NtLlx0her/058YV89tKzjbKyCz66Mb07x63OqgOk7fucIKoDGCvgpQfPmoAeKfu6Sy4ZdAQJFLjxLKwkUOQm7Al1ynZ1JxBeiYfb6KEEFgAJ176xu1f0uSZJdQVLaJvlXUe+vp9JbybKqZdh0NoZlDCPdmI5Bs3vmF1d6K1lfv555m2Ndy0AVVn/W/Mnvlb8zqeckssw7ntqilbScOvBUPtnwCc6Ak1/Kf+GRQx/h/TXxi82nD57eaopbV6ERNUzqOYlUQyqPLX2MIlcRGcYMzht6HlN6TsET8rDFvQUFhRR9ChmmjLg26xmmDM4YdAZTek1BVmSsOmuHbc7jYdAYGJs3lk+P/ZTF5Yup9lazf87+FNoKO9z4WBAEMnvaOPU/+7FhaTVVRS6yetnoPTwDa6qBhqr4tS4AQV+Y2pAN033PYnUX4128GG1hD6yHHoomK2u7tT+hykq2XHghkfp6AMLV1VTe+3/k3H0XoYoK/KvXoO/XVxVU2dkI7WiYuy2iwYDjpJPQ9ehB9eNPECwqQtezJxlXX4V51ChEvb5pX9ntxr98ecJzeRYtwvBP0/q20N5ozlbCNdU4P/kk4bhr7lwMe+3VoXO3h2B5OWU33hST5un65FNsxx6LtrYWz6JFuL/+BgDblMmYx45FX9i2KIo2N4fC11+n5MorCW1Ro6KC0UjmVVdhGjUyal/JYsE6cSLGvYcjN7oRtFpEhwONPUGqaebgxBc2pUHL73N/A1THTy0EoOQ3tZZqZxEJqUIvEa3NtYOEa33UvLKScE3z515KNZB+7hC06btv7ZHsCRNI1PA3rBAsb0STunv+tif5d5IUVUn+NVR7q7l70d18X/J90zaNqOHBgx/koNyDMG7PFaobUuQqQlbkVuuH3CE3gUiAcCIb4Q6QZ8njnSPe4eWVL/PV5q/4pfwXrh95PTN/n4lC803aIfmHMLFwYod7WO0odr2dCYUTGJ45XDWWEDXYdDaWVS/j5p9upsZX07TfHaPvYEzuGMy6WKc0URA7LHDagkFjoIetBz1sHawtioMkidgzTIyYVIgiKwhi82tgtGrJLLRSVRQbfbCmGWisD/D9myWc8p/RZB8+oV3XDVdWxZhHBDdvpuSyy9H17k2Pl19qt+14a2hSUrBNnoxx5EgIhRF02vi1TaLYaq2Y0EKAdRXBLVsIbt6MEknsFikHWq8T6yycsz+O+1xoMjPRpqZSdtPNBP5ujgj5lizBMGQIeY8+0mrd2VYEUcQwaC8K336LSF0dSiiElJKCJiMjrjAXBAFtdhbQhoWfrEFq7VNjHJOSg68Da4v3l7Cd9C+p61/3KDR6cBRCQ1H88bx9O/VykcYgtW+vjhJUAJE6P3Vv/U36uUOQ2tkUvNsgt96GQQl03JU1SZKuIJn+l+RfQUSO8NnGz6IEFUBYDnPdD9dR5Wtl5bAbU+mtpNhd3Kq73rD0Yfgj/g6lkSVCEAQKbAXcOOpGZh09i3MGn8NxfY/js+M+47b9b+OqEVfx3tT3uPvAu7tUjLSVre58Nb4aNjk3sbZubVS6nTPg5JofrmGTa9NOn1tjvZ/KzU7KNzRQs8WNs9rb3Li1k2gpqACMFh2HzxiMdZtVXINFyyGnDmDpl//c8HUgYzTibEg4Fty4sSmC1dlo09PR5mQnNIuQ7HbMByeumzK3YvneGYQqKig++xwav/8ey8FjE+5nmzK5S+cB/zRmLolfU5d+8UV4Fv4cJai24v/rLzyLE7tVxkObkYFhwAD0/fujzclpt8thXOz5cPbnkNkioifp4KBrYOhJ0UYPxhQoSGDcIUqQN2LH59MerNlwWKzRCaA6D3byfGRPiFBpfBfTULkH2dP2FLmIO0ioykuoykukceeI/9YQDRJSSmJRrMvvxP5mSZJ0AslIVZJ/BbX+Wl5b+VrcMVmR+aboG2YMnbGTZ7Xj9Lb35pllz3DNvtdw/Y/Xx9RNDc8YTkOggfOHnN8l4sagMUSlTlr1Vgpt3avIusHfwCcbPuHpZU/jC6urtf1T+nPnmDu5/9f7oxwHn1vxHA+MfaBT0/tao67cQ/mGBrzOIH/9UIrXFcRk0zHyiJ703TcTYxeuIDsyTRxz9XDKNzhpqPRhTTOgN0os/HAdrhoftnQDBmv7a9q0eYlrUwSjEbED/ahaokQihGtrQVGQ7A5EQ9siDZLVStZNN1G0YkWMsMu4/rodqu1qC4H16wmVluL85FPyHnsU76+/IXuiHSjNhx7acSfEdiCIIpaDD8Y976uYMV2/flTd/0DCY52zPsI2aWKb+oopskyorAz311/jXfwL2sIearpmXh6iaQc/Y+n9Yfqn4K1R3f1MaWDOBN02GQemVDjqcXh5Evi3SRU7YmZi+/WupP9EmPIAfPtfCP4jeLKHwgkvqYKxE1GCra+MyMHtR3OUsEywtJH6D9cSrla/QzVZJlJP7I8214ywHbfRrkKy6XEc05faV2OdJk0jMuP3aNpFyP4wciACIkgW3S7L3kiya0mKqiT/CiJKhHp/4hXy0sbSnTibziPHnEOKIYW5m+by8CEP88pfr7CiZgVWrZUT+p/AwfkHs9m5mdE5XbsK351ZWLaQmb/PjNq2tn4tty64ldtH387V31/dtH1Dwwa8Ye9OEVUeZ4DVi8oJBSL89UPz+8/rCvLju2vxNAQYeURPNLquc6+ypBowVftY/l0J3oYA3n+aAktakcPPHYzZ3v7UKCktDevkybi//DJmLP2C83dIvIQqK3F+/DH1776H4vNhGT+e9AvOR1tQgCBu/8ZO36snPT/8APe33+L54Qc0GRmknH46usJC1UGvC/H9U88lNzZS9fAj5D3xBK45n+NZ/AuSxULq9DMxH3JIu2zZWyKHQshOJ2i1iWuRWmA+4ACk9HQiNdHNnJVgEFoxtVFkBUVuWwgzsH49RaefEWUCUv/Gm+TOnIl1/GFtdktMiCWzbaIofQBc+BOsnA0b54O9APa7AFJ6qn2rdga+BrVZ8fqvIBJRzTEu/lmt+dIY/qkFM6q9szy1oDOBKR2sO1YHK5g0IADxgt8CiG2w1w7X+al+fgVEmk8SrvRS9dwKsq7aB236rmuYrO9pI+OiYTi/2ESwpBHJpsN6SAHGwWndwjpcCUcI1fhxzdtMYKMT0aTBelAexmEZu2/a5S4m3BhA8UZQIjKCVtyl77/2IiidnYeym+NyubDb7TidTmw7uOKaZOfR4G/gkm8v4c+aP+OOP3boY4wvHB93rLtT4alg5m8zWV69nOP6HUf/lP6kGdPINGY21QLFM2DYE6j2VnPG3DMo85TFHb9l/1t4feXrlDSWAHBQ3kE8dPBDrdq/dxY1JY246/x8+eyfyHFqA0SNwOl3jsbWxYXkoWAEd52fvxeUUVvmIbuXjf77Z2NNMyB1cAU6VF1N3auvUv/OuyheL5LDQfolF2ObOhVNavsaGTeds7KKLZdcTGBldENn0Wql14cfoGujgQKorpmK3w9abVw78K7A+fnnlF13ffMGrRbb4YdjGDoEJRzBfuwxaDsgOBVFIbRlC/Vvv0Pj998jWiyknnNOU3Pd1ghs3kzlPffiWbgQFAVdr17kPfE4ngULqHrgwbjHZN9xB3I4hPWw8ejychOeO1xfz5bzz8f/V2wUQdDp6D13Drr8zo3KbBdFgZBXraPqYKuGDuGtg5+fggXbuP4NPx0m3KkKw8Yq+P4BWPqK2nML1GjctDchI46BiqKAu1yNvkk6NSJnjO1xJvvDNMzZhPe32D6Cpn0ycRzTB9GQ+LmQwzINn27A+2v8huDmA3NxHNFrl0WrthLxhlCCMoIoINm6j1gJbnFT9ezyKEEKoB+QQupJ/ZEs3WeuuwOhGh+ub4vwraiBiIImzYBtck+0+Va0KbvOlKSt2mDPvBNL8q/DYXBw3cjrOPvLs6OMFAByzbkMTm/FTaqbk23O5q4D76LOX0cgHMCsNZNhzOhwf6d/E0E5mFBQgRqZyrHkNImqi4ZdtFMEFUAoECYSkuMKKgA5rOBzh7pcVGl1EqnZZg44vi9yWEbSiDE1WO0+Z0YGGVdeScppp6MEA4gGA5rMzA73owLwr/wrRlCB6upX89zzZP/n9jZHPgRBQDDuXGMa4/DhCEYjiu8fw4BQCNfcubjmziXtskvb1fS3JcHNm9l88rSoaFDZtddiOfxwcu66s1URq+/Zk7xHHibS0IASiSBZrWjS0xENBho+/Ijghg3R+/fvj65XT4rPPoe6l1+h51tvos2NL6wiDQ1xBRWo0bDAhg07X1QJws6LTLWkenWsoAJY9hb0nwwDpsCSV+D3bXpX1ayF14+G876Ltnz3u2DTDzD3elVYARQepKY5pveNOoVo0GA/vBDRIOFZXI4SkkEjYt4/G9shBa0KKgDFHyZY5Eo4HixyIfsjSOZdK6okkxa6WcAi7AzQ8NmGGEEFEFhTT6Q+kBRV7SBU66P2jVWEK71N28K1fureWk3amXvtUlHVVpJGFUn+NQxMHcizE55tqvkRBZHxPcbz0qSXyDZ3nhvZrsCsNVNgLaBvSl9yLDlJQfUPWlHbavPcfGs+Nd4ajBoj9xx4D30cfXba3IxWHZKmdfEi6XbeV7AoCmh00g4Lqqbz6XTo8nLR9+qFNidnhwSVEom0akPu/vZbIg0NHT7/zkCbnU2Pl1+KqSmzTp5E6rRpHbKWj3i9VD/2eNweW41ff91kZd4aks2GrkcP9L16NUW2dAUFFDz3HFk334x+4ED0e+1F1q23kvvQQ0TcjeQ++ACiyYRr3leJUwFbcTgE1EjhnkDIB4v/l3j858fBVa5GsuLhrlDFVUvKl8F7ZzQLKoCiBfDqEdAQ+5pLNh22ST3Junpfsq4aQfY1+2Kf0is6ouNrAHclBP6p8fLWQ+16RM96UiZb0ebHX2ySHHqEnfg9tbugRGQizgDB4sT93fxr6nbijHZ/IrW+KEHVEueXmwnVJm4V0l1I3pkl+ddg0poYkzeGVye/SmOwEY2oIUWfEtdCO8m/g3RjOhcMu4D7fr0vZsykMTE2bywH5h6IXtJj0pgwa3fee8Fk1dFQ5cWWbsRVE/tj4MgyYexGhda7FFFENCV+bUS9XrVM78YIGg3GYcPo/fFsgltKiDgb0PfujZSe3uGeV7LTifvbbxOOu778EuPee3fo3Lr8PGzHHoNxv1EE1q2n/o03qLz3XgCk9HRy/ns3DZ98gt11bNz5i1Yb2rxcQqVxIsWCgGFAYsfSnUI4qDbi9dWrtUzmdDWFbishP4ha2IHFAEDtS+VpxV3WWweRAAQSR4OoXgN9xqn/76mFrxK4BzZWwpZfwBFreS9qRMR4PZt89VC2DH54EJzF0HcC7HchzLkGihchAHprDukH34M7py+Nv0WLBOvB+Yjazq/7VGSFiCtAuM6P4o+gyTAiWrRIxu77naiEI0ScQfzrG4jU+TEOTQdRSGj9Lhi6rl7230jCnmSgGqgkaGjfnUiKqiT/OtKN6bukGW2SzkVWZBqDjWhFbcIeY6IgMqnnJIpdxbyz5p0md8R0YzpPHvYkZq2Zj9d9zNxNc9GIGk4ecDLjCsZ1SpPk7aEzasgqtDL+7L2Y+78VBDzNfcQMZi2TLxjSLqOIcDBCwBdGlASM/7KUEkEQcEw7Gefs2XHHHaec0mGDh20JVVYSKi4mUFSEvmdPtAUFaLM65/0gSBLa3NyEKXMdOqcgxPUgUK+34z/hDe9/QMM770Rti9TUUHbTzeTNnJkwAqnNyiT7rrvYcv4FMf2wUs85BymtnbV1IT+E/Wr6nrSDN9aeWlj+Dnx/X7P7Xt6+cOIr6v+vngMbvgV7Dxg1Q+0rZeigPbfOAv2nQPHi+OO9D1P3MThU04p4tKypCvuhInETazb9AENPbNvcgh5Y+gZ83UKk9Z0AbxwT3aDYXY40ZwbW4z/Ct95GpD4AItiP7I0mo/Nz7pSITHCLm5rXVqH4mr8Xjftk4jiiV7c0eFAiMoGNLmpeW9mU7hfxhDAOTsP3Z03cYwwDOlZfuqci2hL/HgpaURWw3ZykqEoSgz/sp9JTyQbnBjY0bKCvoy+9Hb27nZV2kn8vpY2lfLHpC77f8j12vZ3pg6bTP6U/KYbYupQ0YxqXj7ic0wedToWnApPG1CSqT597OpXe5gai9/5yLx+v/5gnDnuCTFPXWy0brXq0Bg0n3jiS6mI3taWNZPSwklloi+khlYhIWMZV7WPJV0WUrW3AaNUyYlIhOX0dmLrhzUdH0RUW4jj11JgbfP2AATiOP26H0gu3EthcxJYZ50ZFV7R5eRS8/BL6dhhh7CwkhwPr1Km4EohN6xFTduj8cqMH58cfxx9zOpG9HiRrYrFh3Hdfen7wPtVPPIH/z7/QZGWRfsnFmEaObPW4KPxOqN0Ai55SG+b2GAP7nq0KnY6IRkWBtV/CV7dGb28oUp33PjxHjd5sZcnLcNSTMPSEjtVjiSIMPk5N8/Nuk+6lNcEBF4M5A8ZcDt/9N/Z4W65qWNF0PgmsOeBKUCua1jf+9nh4quHbu5r/nd4PnFuiBVULpEX/Jf20twg5DehyzIgWLaK+828TI84ANS/9pdZ/tcD3RxXaLBPWg/M7LU25s4g4g9S8viqqfsq3vJq0MwcRLHGrQrQF9m4qDrszhr4OnJIQt0bNtG8morn7RjG3khRVSaIIhANscm7i8u8uj7oZTTOk8dzhzzEgNY5LUZIknUiRq4gz555JfaD5xufHkh85deCpXDL8Ehx6R8wxZq25qe4M1KbPzy5/Nuo9vJWVtStZXr2cwwsP77LH0BKNVsKRacKRaaLfyPZHRGpLG5n10FIi/6Q+uGv9fPncXwwem8voY/tg2A1+aFqiKAqehgCehgABbxhbuhGjVYs+JYWMKy7HfszR1L/7LkqjR01PGzq0UyJJ4dpaSq+4IiZdLVRaSukVV9Lj5Zc6LRrWWYhGIxmXXIx3wQLC1dVRY45TpqHNydmh8yvBQLOxRhxClbGfn5ZIRiPGIUPIe/hhZK8XQattn/tj0AN/fgRzmtseUPI7/Po8nPNFxxrlusth/j2x2/c9G354IFpQbWXOVdBrLKT2av/1AFIK4dx58PUdqqBTZOh1CEy+Dxw9VXE4Yroqcn57EeR/ojOZe8HJb0SbVFiy4MCr4YvrY68jamDg1LbPq25T87VAFWTlKxLvX7EcrQ20BV2b6RHY6IwRVFtp/LEE8z6ZSB1o99CVBMsbY9LPlJBM3YdrcRzVByUQxr+6DtGkxTAoDU22absmIUmiEc0a0k4bSO3bq6OEla7AivXg/G5hob89kq94kigqvZXcvvD2mJvRWn8t13x/DS9MfIFcS+eltiRJ0hJvyMuTfzwZJai28s7qdzih3wlxRdW2NPgbmLNxTsLxj9Z+xNi8sVGNjbsjvsYgP7yzpklQtWTlT2UMHZe/W4kqRVaoKXHz+VMrmnpmAQwYnc2Y4/tgSklBk5KCcdgwkOUOmTskIlxbS2Dt2rhjgTVriNTVdTtRBaqpROG77+L+5mvc875CstlIPWs6+gEDOuwouBXRYEBKTSVSF7+g3rjXXm06j2S1tj0y1ZLG6vjiIeyHTy5Vm/9a2mlDHw7Ej/LkDIcfZ8ZuB9XivHRpx0VVYxWseE/ti3XSq4CoPgZTenO0zZIJ4/8D+18EvjrQGsGUEfv4BAEGH6uaVSx7q3m71qgKMFvi5tsxbNtqw1sLmYMS72/NjT2mCwhVJxbysjeMEidSsauRW6RvR213Bal762/SzhkMoogSltE49Ggd3fu3pTsimXXoetrIunIEgSIXsjuIvqcd0a5Dk7pz3Vw7SlJUJYmi1l/Lmvo1cceK3cXU++uToipJl+EMOPmm6JuE498Vf9e2aKkAkpg4XUwjahDoXukl8Qh4w1RtTuwuVbqmnrTczrOIj4QieFxBAp4wGp2I0arrVNHmrvfz8aPLCPqib1DWLK7AnmFkxORCJElUG/12sjFFaxEZgEijp1Ov1xLZH0D2ehAMBiRT+2tUdHm5pE6fjuP44xG02h1vqvsPmsxM0i+7lMq7Y9PSdD17ou3qlMiqldGRlKixVWpUqb2iStKp/Zy2jUi10vAYgHAHncWCHtUE4rcX1H8vfqZ5bMCRcOzTzf2ldOZ/hNt2xJslEybeCwdeCRV/gcGm1l1Zs9XH11ZSCtUUxNA/jmolv8HB16vCKd7zftDVaqSsi9EX2mhMMCalGhA03c+URpfAHRFAsuuRLFosB+aicei7XZRtd0Iy65DMOrSZ3cw/v40kRVWSKHyh1n9YvOH4dpdJkmzFGXBS768nKAex6WxkmtQmxW1l2z5jLQknugHbhlRDKsf3PZ5Hlz4ad3zagGnoNd3/h297dQViJ958+NxBVv5UypIviwgH1RvQ7D52Jpy9F/ZOKlavLnLHCKqtLP92CwMPyGlzrVl7kRwpqlCLZxEuSYgWM3IohKjtPBEpBwKEtmyh9qWX8f/1F5q8PNIvuAB93z5I/1ivh+vqCFdWESwqQpORjjYvD212bAsIQRA6Fg1qBUGSsE2ejOzzUfvM/5A9qrA0jTmAnLvvRpvZxXWH2xM6rXwXJMSSrdYvfXt39HZXqVq7tK19+VbyR7X/WqBG25a8En9szRzw3BW3ae92MaWof/EaA7cVSzYc+4xaR6Yo6t8vz8HRT6nuf6EWv+fDz4BBx6iRsi5Gm2tGtOmQW0Srt2Kf0rNbNfeVA2FkfwTRpEE/IIXAmtgsCvtRvdHlde5nM8nuSVJUJYki3ZiORtTEvXkVBbHVnkBJuo5gJIgr4EISpbhmDd2Fzc7N3L7wdpZVLwPUWrwbRt3A2PyxWHXb/9Gx6qwcnHcw35d8H3d8fOH4Ns1DFESO6H0En238jPUN66PGDso9iL1S25bWtKsxmDTk75VKyd/x07Py+3fOe0GRFdb9Xskvn26K2l6xwcmnjy/juOv2xeLYcRFan6AHCahROTnSdZa5Uloq9hOOx/nBhzFj9qlTcc+bh/2YY9AVxNpVdxTfsuUUz5gBYfX7NLBuHZ7vvyfr9tuwH388stNJ6XXX4/v996ZjNJkZFLz4Iob+/ROdtlPRpKaSOn26Kq7cbgSDAU1qapPo61KyBoMgxhdXaX3B6Gj/OSUJ9jkTajfCsjebt6+cDUc+DG8cq6b7tWTvU9t/na34GxJH20DtQ5Xer+Pn3xE0Oug3ES5aqNZy1a5X0yALx8Ali6F2ndpoOGuIGhHsiPjryLQcBjIuGEb9h2sJblat5kWTBtvknuj7OHbKHLaHHIoQrvbh+qaIYJEb0a4j9aT++HItNC4qa7KBt0/tjb7HTvisJNktEBRF6X7Jq7sQl8uF3W7H6XRi2xk/Kt2MSk8lL/31Eu+sfidm7IR+J3DViKtwGBw7f2J7KLIiU+ou5a2/3+KHkh8wa81MHzydA3IOwBPyMG/zPIrcRRyYeyAjMkeQY9mxwvUdobyxnFPnnEqtvzZm7NkJz3Jg3oFtOs/Gho2cPvd0GkPRCSJTe0/lhlE3tEtUVnoq+aX8F2avn41O0nHqwFMZkj5kt7Lcr6/w8NGDSwh4o2/cRh/bmyGH5KM37vjaWGO9n/f/7zd87lDc8WOuGk7+wB23By5aWcvnT6p20ekFFrJ72wkHZYr+qkGUBE68cSSWlK6rRQgUF+P95Ve8y5bhX7KEUFUVjhOOxzB4MOW33EqP117FPKqDEYttCFVVUXTqqfH7OGm19PnyC6ofeRTXnNjaP01GBj0/eD9uxOpfRaARfn0Bvr0zeruogbM+U2/+O4rfqUaRGorAYAdbjhr4qlqlCoyypWqq2z5nqqLu1xdUcwxrO9PfatbBUyMTj1+0ALKHdvxxdBaRkFpvpjWqDoPdgIg3hOwJoYRlRKMGyapHkLpHWnZgk5PqF1ZAS70vgO2IXpgGq78fglZMOvztIbRVGyQjVUmiyDJnMX3QdFL0Kbz595u4gi6sWiun7XUax/c9PimodjLFrmJOm3Ma7lBzXc3cjXORFZk7fr6jqS/TZxs+I8OYwSuTX9ll1vfLq5fHFVQAjyx5hIGpA0kzbj/S2dPek/envs97a97jx9IfselsnDP4HIZnDm93lC7LnMXRfY9mfI/xiIKYsN9Vd8aRZeLkW0axfkkVxStrMTn07D0uH3uWqVMEFUA4KCcUVADVWxrJ7edAlHYs3TAt10xGDwv7TulJQ6WXkr/r0RokDjyhH9Z0A+ZOiIYlItzQQKS6Gu/vv6F4vKRdfBGG/v2pe/11ym++BRSF4MZNnSaqIg0N8QUVQChEpMGJ68sv48+1uppQSUn3ElWRsOqs11Cspo2l9lGtwjva3wlAo4ehJ0HePrDgMXCVQN5+cOAVHTeN2IrBrv6lt7AgL/kdPjwXhp2s9mvy1au1UDXr1HFvTftFlSkdeh4EmxfEjqX3V+ujugOSdsf7f3UykknbLR3dIo1B6mevjxZUAAq45mzC2D8VbdbuWfOTpGtJiqokMeRb85k+aDpTek0hEAmgl/TkWnLRtadANskO4w15eXrZ01GCCuCUgadwzffXNAmqrVT7qrl38b3MPHQmNt3Oj7L+XvF7wrG19WsJRmLz5+MhCiIFtgKuHHEl5ww5B62oxabfscdj7kj/mW5CJCSjN2nYe3wBQw7JQ9SIaDq5kFvSiGj1EqFAJO64ziBRX+HF7NDvkHGFJcXAxPOG8Onjy3DX+pu2b1pew15jsknJMmHsgpXfsNNJ7XPPU/dKc+2L+5tv0PXqRdZNN+H89DOIRNDmt8NZbXtspzZF8fsgEv/5BgiWl9NtbtvCAdi8ED44CwJquhaCCAdcCgdeBeYORH4biuDXF+HPD8CcCYfcoKYDWrPVaEpXEA6o8//txfjjbazZjMKUAsf+D945FSr/at6e0hNOfadrjB8atkDdBjWlUdLBkBPAnq/+JdlhZF+YcFXiVOVgkSspqpLEJSmqksTFrDPv1jei/wZcQRffFEc74WWaMqnwVBCS40cVFpUvosHfsEtEVU97z4RjmabMVt344qGVtG2KbP1b8XuC1JV5WfbtFnyuAD2GpDNgvyysafHT4zzOAEFfBFEjYLRo0bWjR4rJrmPYuHyWfFkUM6Y3a9CbtPz43lr67JNB3oAUUnPMCB0oaI+EIvz5fUmUoNrK3z9XMHhsXpeIqlBpaZSg2kpw0yYav/8eyyGH4Fu+HH3v3p12TcnhQFtQQGjLlpgxQatFNJkQzeYmc4ht0aSkEK6pQZPeNsEie71EGhpQFAXRYkFjt+/Q/KNwlsDbJ0WLDkWGn5+E7GFq5Kc9NBTDS5PUyBeo/33vdEjtDWd9Ht23qTOx56nRmkic70+DHYwdTHF19IAzZ6tW7vWbwPaPwLF1QTp2QzF8egVsnN+87dfnVaOJQ28CR+fVBO6xbK/xsK77uRMm6R4k3xlJknRjNEL0jbFe0uMJtW793FaHvM7mkIJD0Irxoxgzhswgw9hOa+Q9mIA3xPJvS5j98FI2LaumYqOLXz/dyPv/9xsN25g9BP1htvxdx+yHl/L2nYt56/ZFfPPqKpyt9ILZFkkjMnRcPn33jU5VMjt0TDh7EL/N2UTZ2gZMdj2zZy6NK4ragq8xxJrFFQnH/15U3qHzbg/nxx8nHps7F9sRU+jx8ks73Ey3JdqMDHLvvw/IqFN/AAC58ElEQVTiuAlmXHMN7u/mkzL9zLjHGoYMIbhhI4GNG9t0reCWLZTfdjvrJ05iw/gJlFx2Of6//0YJJU7pbBcrP04cxfnhAbVPU1uJRGDZO82CqiV1G2H91x2aYpswZ8DBN6j/v21kZ9L/gXUHXn9LJuQOh8HHQcGorhFUAOu/iRZUW1n2JlTHb4eSpH2IJg363gkWJUS1GW2SJPFIRqqSJOmmpOhTmNpnKh+ubXYrK/eU09fRN+Ex+Zb8NrnsdQVZpiyemfAMV353ZZT1/vF9j2dSz0kdimzsSQT9YdVuXICgL8LvczfH7BPwhlnw/jomnjcEvUn9+q4tbeTTJ5Y1uU8rCmxaVkNNcSPHXTeizRblZruevQ7MYeAB2XidQXRGDcFAhIUfrleFnNA8h43Lqhk+oUe7H6MoCex/dG+MVh0eZ4C/F5ZRW9q8SBCvyXFnILfSg0rx+TAMG4a+R/sfz/YwDB1K708+pu7Nt/CvWI6uoAep555DqKKC0suvoPCdtyEcpv7tt5E9XhBFLOPG4TjpRMquvQ7LuHGYRo5U+3YlIFRVjfubb9EW5KMrKCC4aRO+335j87RT6DV7Fvo+fXb8gVStTDzm3KJGfoIetUZJUVQXOX2Cvj6+Olj5UeLzLX8XBh+v9mbqbHRmGHEW9J8MxYsBGTL2Ar0V0vo0N+rtrrjK4LeXEo8veRnyRoLJsdOm9G9EMmpxHNuX6meXI29jEOQ4tm/SnCJJQrr5N0iSJHsueo2e84acx08lP1HprQTUKNSfNX8yqXAS84rmxRxzy/63kGHquohQra+WOn8d/rAfh95BmjENk1bNLddJOkZmjeTjYz6myFVEY6iRPo4+pBnSdrgm6t9MJCLjrPSx6OP1FP9VR2YvKz2HJk75Kv67Dp87gN6kwd8YYuFH6+O283HX+ana7GpX3ydLioF37voFrUEiEpSR5eYTFw5Oo3x9AwAlq+sZckgeGm3bUzp9jUFKVtez7JstuGp82DOMDDssn6Avwi+fqhGZAft3zeq+beqROGfNijtmOewwNGldk2Yq6nToe/cm66Ybkb1eRIMB0WBAk5lJ3uOPQSSCZfx4LIceSriuDkEQ8CxaROlVV6P4/SjbWn+3QFEUQiWl1L/9No0//IBosZBy2qmIBiPld9+NEgxS8+yz5Nx1F2IHGg5H0XMs/JVACGUNhkgQPr0SVs1W0wIHHAET7lTNLLYVhIIImlbekxpD17nT+erViM539zTbuAsiTLhbTT3s7shhCCRuBk7ADXLbaleTtI4200Tm5fvg/7sO/5o6pBQD5v2z0aQYEHXdwz0xSfcjKaqSJOnG5FnzeGPKG/xY8iPziuZh09nYP2d/Tux3IiOzR/LSXy9R461hcPpgrh15Lf0dXdfbZpNzE9d8f01T3yeNoOHkASdzwbALmmqfNKKGHEvOLrV239XIsoLPFURRFLQGzXYd+pxVPj647zfCIfUmLxyUm5rvxkUBjyuI2aEnFIxQucmVcNfiVXX0GdF29zGzXce+UwpZ8kV0bZXBrGXYuHy+ekmNWFjTDe1yAgwHI6z8sTSqD5az2sdP761j38mF9BmRgd8bJiW7a4q/DX37YthnH/x//BG1XTCZyLjiciRz19aPijodok5d3Q7X1+P+ch7VTz6J3Ki2DTAdcABpM86l7MabiNQ2O2g6TjwxYZQqVFzM5mmnEGloaNrmX7EC89ixZF5zNVUPPIhn0WICmzejzcxsc21WXPocBgaH2pNpWw77j2pgUb68edvqz2HzT3DBD7EufuY0GHU+fHpZ/Gvtf5EaUeoKKlfFNgVWZPj6NijYD3rs3zXXBbUfVLBRNZaIZ+zhrVPTKMuXq/VdmYNU0w5Ni6iIORP6joffX45/jf5TwLTn1qF2NpoUA5YxuZj2y0YQhe02Y0+SJCmqkiTp5uRYcpg2cBpT+0xFI2jQa1Tb6WkDpjG+x3giSgSDZOhSu/sKTwXnfXUeVd7m2omwEubt1W+TZkzj3CHnohGTXyeehgCrF5WzYn4JAW+YvAEODji2DynZJqQ4UZ2QP8Kvn21qElQAdWUe9jsq8ap5Tl87JX/XY3HokbQSJqsOryv+6rQtgalFIvQmLXuPL6DH4DSWf1OMrzFETh8Huf0cLPhgXVOvrCFj8xDbcYPhdQX5LU46I8Cyb7dw/PUjMNv0mO1dY6kupmeQ9cBMnJ99jmfWe8geL8YDD8Yx4zyUzNwuuWY8FFnG/fU3VN53X9R276JFhMvLybz2GspvuRUA85gx6PvFbxor+3xUP/1MlKDaiuenn7AfeyyizYZkt+NZsJBwTQ2ZF56OGPGqUSBjSvsc+xw94Jy5MOuCZoc7UxpMeQBCvmhBtRW/U735H/+fWCvvfhOgxwFQvCh6e/8pkLtP2+fVHgKNsOCRxOM/Pw7ZL3S+oAt6oGatGh0rWwrWXDj4etWGfetr0FgJX94cHQ3UGODkN6DXwaD953OsNcDoi9X9/M7o69jz1bTGllE+RVFr13z1akTOlNZ9LN53I8ROdltN8u8leReUJMluglkb/WMvCEKXpvq1ZJNzU5Sgasmrf73KUX2OIse850anADyuAF+9vJKytQ1N24pX1lGyup4TbtiXzMLYFMiAL0TxqujeXnJEoWKDkwH7Z7Pml2hTB41OZMTEQua/uZqew9LJ7GFk+IQCfp61IebcggC9R7T//WG06DD21ZGSZWTL6npW/VTG0nlq5EqUBMadMbDdYs3rDiKH4/eZj4RklAht7lHlaQhQX+GhbL0Ta5qB3L4OLCk6JE3ilJzGOj/vPryO9IIR7HXdGLRagQ3FIdb8r5TDZzjoPbzrGg63JFxVTfUTT8QdC27ejGgwYBozBsdxx2IaPRptRvzXL+J04k7Q4wrA8/PPmPbZB9OoUYQqS0mbOATxrWNUIwhQHfuOeVpN3WtLqp0gqPue+bFaExUJqcJMZ4W3jk983NovYcwVYNnmcVhz4KRXVTG29DW12e/Ic9XozPZu+j210FgBFStUt77MvcCSA5rtWP2H/WpNUiKcparlemeLquJf1OdI+ef9761TI3ujL4FDblLruVZ8EJteGfbDu6fCpb9BWotFltS+cO48mH8frJ0LohaGnAgHXRW9X9Cj2uB/fmXz484YAMc9D1lDun/9WJIkuyHJT1WSPZ56fz21/lpK3CWkGFLINmeTZeqC3iJdSCAcQCNq2m1b3lY2NMTetG/FHXITCAe65LrdnXBYxucMoigy7rpAlKDaihxRWPjhOqZcNCymx5MgCOgMGkL+6NqZpV8VceAJfSkYNIiVP5biawyR3dtOv1FZ/PrZRryuIBqdiCAK9N8/m/INTjYtr2k6XhQFDp8xCIuj42LBaNVTODidjAIrVcVuNFqR9HwrJrsObTtrCqTtrPRKmrZFvdy1fj57chn1Fc1GKKJGYOqle5Pbz5HwOsWragkFIpSvd1G+Pjpd8pdPNpLd247J1vXF57LfR6SmJuF4qLKKvMcfQ2Ntg9lMK+YVgiSiHzwIKSsT28hCtJ+eDC3rsypWwCtT4KIF7Wuya8mIFkhBjyquEmGwJ244a81W//ocBghtu8l3V8BnV8HaL5q36cxw6rvQY7SaWpcIvRV6jIGqVfHHC8eo+3Qm7gr4/KpmQdWSxc/AqBkQ9qpRsnjIYVgzF8a0SJUURVVIHvMkeO9St5nTY+desxbeOTn62tVr4NUj4KKFO95cOUmSJDEkRVWSPQZZkanyVhGIBNBJOjIMGdQF6vjPwv+wsGxh035Zpiz+N+F/9EuJn3rTnShrLOPHkh/5seRHssxZTBswjTxLXqc7APZxJHYQs2qtTSmJexKN9X6Wzivm74VlZPaykZabeIW7bJ2ToD8cI6qMNh1DD81j8cfbWGcrsPDD9Rxz5XBy+zvQ6iRqShqZ8/Ry5IhCeoGlqZ+T2a5n3JkD2W9qgPKNTvQmLVm9bJhs7Rc/26I3adCbNKRk79jqvcmqxZpqwF0Xa8VuTTNgbIOgCfkj/Dx7fZSgApDDCnOeWcFpd+yPLT1+09jW6s7qKzzIka5xHdwWQadDMBpRfPHt7nU9CtokqCSHA/tRR9HwwQdxx21Tp+Jf9TeBFUuwuddGC6qtBBvVxrtjr2tVoLWKzgyjL4V1X8UfH3MFGB2tnyOR6NqWSEh1vmspqEAVdm+dCJf+qjbcTYRGD6MvgmVvqBGplmiNMOq8ts+lrfga1CbHiShfoaZBtmZJX7cx/naDXf2Lh98F8++NL+aCHvV1P/j67TaoTpIkSftIJoom2SOo89fxzup3mPb5NKbOnsrxnxzPt8Xf8syyZ6IEFUClt5LzvzqfCk/ifjrdgSJXEafNOY17f7mXn0p/4sO1H3LSZyfx2YbP8ARb72XVXnrZeyXsM3XW4LP2uB5UXleAeS+uZN3vleiMGiIhGa0+8RqVpBXjWsqLosCA0dlk9YpNDRw5pSeWVANrFlew+JONrF9ShRxRsKYZmHT+EEwtbH2NFh3pBVaGHpJP/1FZ2NONOyyoOhOzw8DkC4eg1UfPSWuQmHLh0DbVUnndATYsrY47FgnJVG9J7IqWESf1civ2TBOitHNuLjXp6aScckrcMdFqRT9wrzadRzQYSLvwAjSZsaly1iOOwLd8OVX334+hTwFiZZx6p61s/glC3sTjbSF7iJq6ty1DTlSjR51FYxX8+lz8sXAANi8ATw3Urof6zap42BZHTzh7rppmuJXsoeo2R2HnzXUr28sc0BrV6Fr2sMT79Dq4/dcNelTBlojiRdBYDfVFatpjvGbISf51yP4woSovzm+LqP9kPf519YRde2aWSVeRjFQl+dcTCAd4d/W7/G/5/5q2NYYaEUWRTzd8GveYvo6+uINullYupcpXxT4Z+5BnzSPduAMOWp1IY7CRB399kFp/bczY/b/ez0F5B2HuxNqAbHM2L056kavnX81Gp7pyKgkSJ/U/iRP7n7jHmVR4XUH2nVSIxxlAlhVsaQYMZm1T7dG2DBydjdESfxXc4jAw5aKh1Jd7WPd7FTqTxIBR2VhS1XOecMO+NFT5cFZ5cWSZsGcadyitb1eRXmDllNv3o2R1PVXFLjILbeQPSGmz5XvIH0GR49dlAfjcia2kCwensUgnxnVV3P/oXphsOyfSKup0pJ5zNsGiIhq/+65pu5SSQsELz6PNyW7zuXT5+RS++w7ur7/G/eWXiBYrqWeeQbC0jMr//heAcE2DWr/kLIl/EkdPNYKzI5jT4bDbYd9zYdUnIIdg8LFgL2i7GYa3TjW8kLSJa6rkUKw5Q0tqN6iNiH97UY3A7HUMHH6XarKxFY0W8kfCWZ+q5g0I7TftaA+mVMjbF0qXxI5JOlXcmdNg4j3w+tGx+9hy1fm2F40eHAWqAUY8UvvATzNVkaqzwMgZahTPtvNMWwDwVKvizlevvgbmDPU5S9LpyP4wnj+qcH7SnMrvWVSONsdM2tmD0XSRSdCehqAo8eLDey4ulwu73Y7T6cRmS/bW+TdQ2ljKMR8fQyASvSLz8CEPc+0P18bsPzpnNEf1OYo7f76TkNy8grd3+t48fOjDZJl3fb1VibuEI2YdgRKvQRFw5wF3ckL/Ezr9ujW+Gur99fjCPlL0KVF9qnYFoUAYrzv0T6RIwmzXEQkrhAIRtHqx1ehRRwn4wqz9pYIFH6xDjqjPvyDAiEmF5PSx8/nT0SvE9kwjx1y5D9Z2mjskacbnDlKypp6fP1pPY338ldWTbh4Z1wwEQI7IVBW7+eLZP/E6VfElagRGHdGLwQfnYrQkTj/0N4bwe0LIERm9SdtmQ43WiDQ0EK6pIbh5M1JKCtrcXDRZWa02+U2EoijIjY0IGg2i0UiwpJSGDz7A9cUX6AoKyL/yKMRZ0+MffOFPkNNKlKSr8bvU+q5v7oDKlaqD3SE3Qu9xsULHXQmvTlHFUzxOfkO9SXcUwMbv1ZqllF5w9pydLxZaUvU3vDw52o5eEOD4F2HgVNXRz++GTT/AFzeAq1Tdp/c4mPpIx/tnrftaTYvcFkFQa9DeO1PtL7aVHgfAya/vPHfA+iJ4/8xo58jeh8Ixz4A9b+fMYQ8iVOWl8pE44h6wjM3DPqknQtLlMCFt1QZ71vJykj0SZ8AZI6hAtQS3aC00hhqjtp856EyunH8lYTm6k/rymuW89OdLXDfqOnStFUTvBGRFTiioAPzh2NqVziDdmN59onX1fhZ/spF1v1YiywpDDsml74gsVszfQn2Fl5RcMyMn98SeaURn6LyvOle1lx/fXRu1TVFgyZdFTL5gCEddMZwtq2rxuYL0HpFJZqEVS0pSUO0IvsYQf3xVzL5TevLD22tixnP7O1qNeImSSFZPGyfdPBKfK0QkLGOy6TDZdGgSpEkqikJ9uZfv3vi7qSbLmmbgkNMGkNvXvkOCXXI4kBwO9H37dvgcWxEEAalFHZYuP4+Myy4l5cwzEAQB0YBaP/PTzOYaG0kLUx/btWYFsgzrv4UPz27eVrMOPjoPxlwOB98Ihhb1ZdYsOPwe1RFvW1J6qW55c65R/z38NJj8gCpSKlfuWlGVMRAu/BFWz4FN30NKH9h3uhpB22qVbrDCXlPVqFbApTr6mVK3X4/WGnn7wrhb4Yf7m2vqtEaYdD8sfy9aUIGaEthQvHNEVWN1rKACVQzPvR6O+1/ierEkHcL3Z2KDHM8vFVgOyktGqzqBpKhK8q/HIMW/2fp8w+ecMvAUXvzzxaZtvWy92NCwIUZQbWX2+tmcPeRsci278Eca1RxiUOogVtXFd7IalTNqJ89o5+J1B/nqpZWUr1fTgfIHpJCSbebjR5ubu9ZXeNn4RzWTLxhCr2Hp7WpWm4hIWGb5dwlSqYAV80vY68Ac9j+mN5o4fam6G4qi4HEGCHrDiJKIwaLBYG77goEsK3gbAvgaQwiigNHSOZGcmOtEFKqL3dSWNjLuzIEsnVeEs8qHVi8xYHQ2Qw/NazLuSIQgCFgchjanTrrr/MyauaSpNxeo7oOfP7WcE2/Yl6xe3femT9Bq0bZs9jvmCtj7VKj4U007yxoEliz1JntX4S6HL66LP7boaTWd0LCNaUfhGDjhJfjqVtVZTxCgz3i1d9PHFzfvt+xttU4pcy/Y+AP0O7zrHsf2EARIKYQDLlHd/kRtYmMQWw7QSa0pTKmqbfvQk6B2HUh6VVzOvR42zo9/TNHCjqUbthdPdayg0ujV+fY4QG3SbExR0wHNyWbGnUHEkzg9WglG4puaJGk3SVGV5F9PiiGFwWmD/5+9sw5v8zr78C1mMLMTh5k5aQOFtE1TZu62buvWMTN9W8fQQTssrOvartyU06aUNg0zxyEzW8z6/jiJbUWSUbZl59zXpSvxOdL7HoGt83uf5/k97GncEzP+XuV7nFd6Hp+Z/hke3PMg3pAXi9aCI5DcKcwX9hFO5KQ1wGQYMvjOgu9w+6u3xwnA1aNWk2tI3dXGcCRMnaeO8tZy6j31jM0YS74pnyzD4H3ZuVv8bYIKYPLSIt56ZF/8HaOw7tH95H5nXrdrdzojFIzgaEjs3AbgavZTMNo2JARVwBei8mAz7/73YFtKXf5oGytundAtt7+AL8SJPY28/dgB/G7xGbRk6bngzknkjrR2aaPeE3RGNXqTht3vVJJZaGLasmKMNh2RcITDW+tQpUAwn8mxXY0xgqqNKGx4vpyVn5yC3phit7j+Qm8Vt6zkLp4DjrdZGEskIhqBpsOxfZdARG6mXC3Eld8pembtfQH+d6eI8HRky0Mw/QZQD6JwPJOBdknVmcXtdESy5QQcfz/5/Qcq9c9zxvuu0gqxvO3f8P7v2seL5sA1/xKiVNInDJOycH9QnXBOO8qGIo2MjYYyUlRJhj0Z+gx+ce4v+MTrn4hx9LPr7EzNnspI20guG3MZroALo9pIrac2JnrVkRHWEejV6ZHKNSFzAk9e+iQP7HiALbVbyNRn8rEpH2Nh4ULsentKzhGOhNnbtJdPv/HpGLE5I2cGv17660GrL2uuiXX2UkBcr6fT+N0hvM5ASkSVRqukcIw9RtB1JHekZUD6HaWChgoXL/9lV8xYzZFWnv3NVq795hwsWZ1vRpuq3bz299gLFc5GH8//fjs3fH8e9tzU1dqZ7DqWXDeWtQ/upanKzXtPHmqbm35eSZdRqp4SCUeo2NeUdL7+hJOQPwxDRVSlI13ZlycTQwqFiLiEQ/DkD0Ufp0Q4a0S0ZsQ5fVrmsMKUDVOugx3/iZ9TqqEkhW6NnWE+43tj9u2i+fHB12LHKzeLNMFbnhWRq95a/0tQ5xrRFJoIVp3hiqlUYL+kDJX8W5YSpKiSnBWMsI7g0Ysfpby1nAPNBxhpHcn4jPHkm/JRKBQUmdsLY/VqPRMyJ7C/aX/ccb4252vkGNPDPlyr0jI2Yyw/Xvxj3EE3KoUq5dGjOk8dn3r9UziDsXbV2+u386ftf+Lb87+NYRCuBMe5tXXliJ0ix2ylSsmERQXsePMkoWCsk5xCqWDOxSP7xRwj1XhdAT545nDiOWeQigMtTFyU/H31e0NsfPFowrlwKML+D6uZt3oUSmVqXnilUsHIqVlc9oXpfPDMERor3Vgy9cxdNZLSKVloDal9zZUqJbbc5M/fZNelJJ10SBCJCPfAkxuE6ULhDCicJQwh+oIhE/KmQO3u+DmtufOeUyCaBY9ekVxUFc6A3CmnUuokAGiMsOLbULUF6jt8vylVwqTCMkCvlSkbRixpj5qNXgGP3xx/P70N5n8aTnwAu58R0dZZt4kaOukS2G0i/jCKKGTdMgnXR9W4N1QTDYTRldmwXVKGOm/wzKaGG+n/7S+RpIg8Ux55pjwWFi7s9H45xhz+uOKP3L/9fl4sf5FgJEiJpYSvz/06s/NmD9Bqu49JY8KkSZ19ekcOtxyOE1SnWVO+hk9N+xTFluJ+OXdn2HINGCwavE7hzhgJR9EZ1QnTtQwWTUxPp75izdJz5Vdn8ebD+2g6ddXPlmNg+a0TOt2IpxPhYIT6E8n7Op3c18TERck3WCF/mKYqV9L52qMOwsEISl3qUkp0Rg0lE7O47PMWwqEICqWiW/2tesvERYVsX3uSRH4wsy8e2a2IpN8bIuAVn0mDWZPUFCNtiUaFO9/Dq2PT60zZordTzvjeH9ucA1f9DR68JNYZT6mGax8Gczfs5cethLd/JizZO6JQwPLvQt7kdjMIicBWDLc+Bw0HoPxdEfUbs0IIqoF6rYxZ4r1f80XRODoUECmfHVEo4Ir7Yd3PYoX3lodg/t2w+PODa0AyBIiGIoQavbSuPUHgaCtKswbbqjLM8/JBpUChVckIVYqRlupnIC3VJafxhXw0+ZoIRoIY1ca0iVANJE8dfIofffijpPPPX/48o+y9tPztA9FolIYKFy/8fjs+d5CCMTbGLyjg7f/sj9kEK5QKVn1mKiWTslIWNTmNxxHA5xaiTmdU9+sGP9W4W/0886stOBoSu0TOW13G3FWJneGikSjOJh9NNW6CvjDl2+op31ZPpEMPqennlbDoqtFDOpoTDIQ5vquBtQ/uIxxq3/BNXV7EnEvKOhXqkUiUlloPHz57mOO7GlGoFIybl8/cS0ZizR4awhsARxX84zzx75nkToLbnu9bHU40Cq0nhf33sffEMSdfJTb+3dngR6NQfwBe/Dyc/EiMZZTBqt9CyXzQ9c/FJkmK8LaIurpwAP66pN2lEIQBSe4EYVqSiBufEJ+XjNLE8xICJ53UPbADwrHbfMPMXOyXjkJlkoKqu3RXG0hRdQZSVEkk7exq2MVNL92UcC5Tn8kTlz5BvklcUY5EI4QioQGzm49Go7ia/bTWeXA1+8kpNROJCAe+pioX2cUWpq0oxpptQDPUIgQDwN73q1j3aHyKq0Kp4KYfzMeeICXE6wpQvq2ejS8eJRyKoDdpKJmYQdGETNb+a29bBOmG780js2DobmjDoTCe1gBep3A1hCiulgD2PANGiw6dsfMkj5ZaD0/+bBNBf2ydn8mu4+qvz05Jfd+AULUd/rY0+fxnNgiHvVQQjYroRG/wNAnji0hIpIxZut9EWZIG+F3w8ldhx3/bx1b9VjRzTtbAeMbNoDXBOV8VdvuSGMLuIA0P7iZYkTijIPeLs9B2w5BIIpB9qiQSSZ8pNBUmdE4E+NzMz5FrzMUVdFHtquapg09R4argnKJzOLf43H63nVcoFFgy9XEb1KU3jSfkD6PRqVLqQDfcGDkti0lLCtn7fnsUQqVRsvITkzFlxEfdwuEIBzfWcmhTLefeMI6AL4zfG8Sea8TTGmDOJSPY9sZJLvjYpG43Oo5GhKW71xkEhUiRM9l0p4TM4OBzBzm0qYYPny1vE0W2XAMr75qCPcfY5dpCgTDb156IE1QgXCuP725kyrlp3tzU2yJsr73JzToA0RsqVfRWUIGorxmuNTauOtHweMfjwqhh2g3CxfHM5shDGZ0Zzv8hhPyw91khsNVaCCZ3WiXoETdHhRRVCYj6QkkFFYD/cIsUVf2AjFSdgYxUSSSx1Lhr+N2W3/HasdcIR8Nk6DK4Z+Y9XDjiQnQqHa8ee5Xvf/D9mMdk6DJ4+OKHKbMNYnNRSZf4PEG8jgANFS60ehUZ+SZMNi2qMyzhA74QHkeA9544yIQFBax7dH+MaCibns2iq8ag0igx2rTdsjgP+sNUHmzmrUf2tdXGGa1aVtw+kcKx9kGLLpZvr+eVB3bFjWv1Kq7/7rwu0/fcLX6e+sXmNpv6MymekMEld09Dk8J6s5TirIVXviE2tzc9Cf+9Ib7eBYTpwT2bhRhqPCx6C2WNESlbtoGvsxyWOGtF3dGZZhxTr4WVPxs4C/SBwucQYt7XIoxM3vo/2P1U4vuuvg/e/RVc+BOYfOWALnMoEGryUvOrzQlrQgHsV47BPF+auHQXGamSSCQpId+Uzw8W/oDPzfwc/rAfk8ZEjiEHlVJFhbMiYc1Vs7+Zn274Kb9d9lusuoG/OBEKhPE4RPqWSqPAYNEOqZqn7uBxBvC7g0Sjva/p0hs16I2apH2pwqEIrfVeNr5Qzth5eUxdWsyrf9sdU2MEcHRHA9klZuZcPLLbdVSt9V5e/svOmJ6THkeAl/68k+u/O5esQnOPn09f8TgCbHj+SMK5gC9Mxf5mJi3pXFQpVArhRphEVOlNGpSqwYvEdUrIL2pY9j4rfj74Ksy8FbY+HH/f834IIS/8+0rR/+g0pmy47UXRYFjSN058kNjdcNf/YOp1MO7CgV9Tf3K6n9ppln1TfAYDZ0Rc8qaISFbrSbD10YVymKI0atBPyMSXqDWEAnSj07d5+VBGiiqJRNIlRo0Roya+xmZn/U7C0cT9oT6q+YgWf0uvRZXPFcTd6qepyo3erMGeZ8Rk03a5afc6A+x6p5Itrx4jEhI7dluugYs+NZWsQhOKvqQZpQGRcITGShdvPryfxkqx2bDlGlh+ywTyyqwpbTzcXOPhqZ9vJhyKMGVZEbXljjhBdZqd6yqYtLgQc0bXqX+hQJhtrx8nUZ5ENBJl+9qTLL1xPGrNwKZvhkMRmms8bT8rlArMGTrCwQgeR4Ca8lYmLek8rdVo0TLj/NLEzaiBaSuK0zct1VULm/7e/vOWB+GS38Dyb8Omf4hUNFuxcNYrOxeevCVWUIEwHvjv9XDnq2BL8zTHdMbbAh/+Kfn8hj+LJsi6gb/4MGBkjoK71sHb98LhtaA1wpRrYORiePbTYl5+xhKi1KuxrRpF4KSTiCsYM2dbVYbKPDT6KQ41pKiSSCS9xtdFTUUywdUZkXAEd6tINTu6o6FtXGtQc+lnp5FbZk2aXhaNRjm6s4FNa2J7KLXWeXnuN1u5/jtzu2xqm+44G3088+uthALt4qa1zssLv9/OdSmM8Pg9QdY/fbhNRLXUenA7Asnv7w7FOAB2RtAfpqGTfP+Gk05C/hBqTfwXf0wdFlEMZi1Guy4l7o4qlQJbtgFHg5cZF5RSONZOc40HjVaJKUNPJJxYUJ5J6eRMRkzN4viuxpjxGReUkJGXxnUMIb+oUzlNNAovfVls3ld8T7it2YqFEUT9Aajcmvg4LSdESqBKM/xS1ADCQeFYpzb0X0PaSAgC7uTzfqe4z3BGqYKccXDRvVB9o4hM7V8jBGXuJLj+0YHrrTUE0WQbyP3sDHz7m/Dta0Jp02JeUIg6U4dSL7f//YF8VSUSSa+Znjs96dwo2yis2p5FqRwNXqoOt9Bw0hUjqAAC3hAv/GE7N/5gftK6Fk9rIE5QncbvCVFz1DGkRVUkHGHfh9UxgqptLhJlyyvHWX7L+JQ0IA74wlR0SB3Z8VYFCy4bxa51FQnvb88zoupmZEmtVWLPN7b1+TqTzAJTwp5OoWCYqoMtvPnwPjynBJ7epGH5rRMomZjR5+dttOmYe2kZQX+Y6sMtvPTnnW1zSrWC8++YRPCUCUpnmGw6Vtw2EUe9lyPb6lBpVIyZlYs5Q4e+tzbGniZRuK9SgzlJYb67HpqPwe5nhaCZciXYSrtv4qAxgCFDOOl15PgH4nbHS+3Oep2ZCAA4q+Hwm7DsW6Adur9zMfgc4vX96K9igz9qGUy5SrzGqRZXejtMWC0aLidi8pUwCKnVg4IlXwjYrFGi99iFPxVppsNRsKcYdYYe88JCjHPyUSgVKNI19XiYkKY5CBKJpCMtvhbKW8vZ17iPKlcVgXDyiMFAkm3I5pqx18SNqxQqvr/w+2QZsrp9rNY6D/+7dzNKpYK96xP0xQFCwQg15a1JjxEOR5IaBACdNrwdaEKBMK5mH64WH+FQ9yJ6wUCEqkMtSedrj7YS8PU8OpgQBTEiqeVUWpw5gTMgwKKrR2Oydq+uS6NTM3vliKTnnXFBaZuoCvhC+DxBotEojnofa/68s01QgXDre+Wvu2ip62KT301GTM0icsrpsCORUJQ3/rkHV1P3HO+MFi35o2wsvnosCy4bRXaxuXeCyu8Uguax6+GPs+DBi2H7f8FVH3s/Zy28+CX4x/niSv7638Nfl8K6n4qUvO5gKYBzv5Z4LqMMMke3/2zIAHWSVE+FQgi5j+4HdxJL7KFGwA27n4a/ngPbH4Wj78CbP4IHzoH6+NYEfUalhpm3JHb5sxTApCv6L0qWjhhswgildIGo15OCqkcoNUopqAaAs+g3UiIZmpxwnOCzb36Wy5+7nOvWXMcVz1/Bw3septnX3PWD+xmbzsbnZn6On5/zc8bYx2DX2VlavJTHL32cKVlTun2coD/ERy8execOolQrCXYiDFrrk2+eVSolJnvyXPHs4vSoP2it9/LuEwf5748+4vGfbOTDZ8txNna9WVdrlJ26z5ky9CmrQzKYNExYENvv570nD7H8lgkUj89oGzNatZx/5yQKx9h7dHx7npELPjYpJuqj0atY+YnJ2HINeFr9lG+v4+W/7GTNH3ewc10FKKKs+sw0ZlxQEtsrKgpbXjlO0N/3dKhIKCLOlYBoFA58VNPnc3SbaBTK3xZCqmKjsDBvPALPfRre/SX4OlxgOPYu7H8x/hib/pE82nEmShVMu17UUGk6fM5KF8Ktz4L1VKpV0CsE1cJ7Eh9n0hVQ/o5IkfO2dO/cg4WnUaQxvvZtePnrcOIjcNRAwyF477fw0lfgwKuiAfLLX4l/vN8BL35BRBJTTcYI+PhaYRaiNYHOArNug9tfBGP3L1hJhhbRcJRQi49AhRP/SQehZh/RJLWskvRCpv9JJJ3gCXpo9DXiC/kwaozkGHIGrLktQK27lo+//nFq3O0bOW/Iy33b7sOqs3LtuGtRKgb32kimIZNVo1axsGAhoUgIo8aIWdsz8eJzhziytU783xnAkqVPKjLyRyV3LTLatMxdVcbb/zkQN6c1qMlPA8cjR4OXp36xGV+H4uEdb56kfHs9V35lVqeNYVVqJdNXlHBgQ+KN/dyLR6Az9jK97AzUWhWzLhrJyX3NOBqEkHW3+Hn9n3s4785JnHvjOCKRKDqDule9pbR6NaNn5VIw2oa7NQAKkTZntGrxeYKse3R/TE1S7VEH1mw9594wjsZKNxd8fDJvP7q/LTLZVOUi6I+g6aPJYyQcxd2SPNrZUuchGokOTC8tZ7VoipqITX+H+Z8WzW49TcK1Lxkb/gLFc2KFUjJM2bDoi6Ifkq9VPMaYJSJPoSC0HIX198Gx94Rhxfk/hvW/EymDWrOIrhTNFsIPhBhIV9z1sPbHsO2R9jFnNYxaDi9/mTYnlYOvweLPQyTJxZ6KjaKnV3/0ylLrwJwPq34j1nN4Ldy/CC7/E0y4NL1fX0mPiQTD+MtbaX7iABGPuEik0KqwXz4Kw+RsWQuV5sh3RyJJQp2njj9u+yNrjqwhFA1hUBu4ZeIt3Dzx5h6ltfWFI61HYgRVR+7ffj/LipeRZ0qPxoeZht5vKDoa8u15v4oZF5Ty3uMH4+5nzTaQkR/vQth+HAWjZuTgbPSx7Y0TRMJiU2TJ0nPJp6d2KlgGgnAowp73KmME1WmcjT5O7Glk8jmdu1lZc4TT3zv/PdD2/BQKmLuqjOxSS0rXa83Sc+VXZlJ9pJXDm+swWDVMXlKEJVuPPgXiTaVWYskyxNW5NVW640weABwNPk7saUKpVLDu3/tZcu1YXvv7bkBEvlLR20qtVZE7wpo0zbJ0ctbANSf2NoMzSWQsGoW6vaIRbCQYG7U6E19Lz0wNNDoRJTmTuj3wrwuFoQXAM5+AG/4Ll/4BiIpz7HkGNv5N9LYatQxMOd0/70BTsztWUAHMulWkWna0plSqINhFJDnSD5GEUAA++JNI5zyTZz8l+oRljUn9eSXdw1kjDFsOvSHSEcdfAtZ8cXGhl4Sb/TQ+vAc6fJyigTDN/zuEOtuIbsRZUkc3RJGiSiJJQIu/he9/8H3WV65vG/OGvPx9198JRoJ8dsZn0SerJ0gh+xuT5+o3+hrxh5NfUR9K6IxqxszK5eCmWhpOunA1+Vh09Ri2vnZcCBAFlE7KZOmN47u07DZYtMy+eAQTFxfidQZEQ1prevSp8ruDHNlWn3T+4KZaxs7JE32OkqAzqBk7N4/iCRk0VrqIRKJkF5kxWLVoT13F9HtDBH0hlCoFxm7WOSXDnKFn7Bw9o2floByAGo5IRAjPZBzZVs+slaUc392IxxnAlmOgtd7L7ItHoNH3XVTpTRoWXjmap3+1Ja5xpsGioXhCRtxjvK4A4VAUtUbZeyOKRKi6ONbpzZs+A6bfIKIYrRUiVa0jky7v00YPEGlyL32lXVCd5uWvwmV/FE1qO9qr500V4wZ7387bXwQ8IoLXkdyJUL0zvtlxywnIGZ/8WDnj++d5uuth60OJ56JRkZa4KEkKpqR/aa0UjbFr2s1sWPt9uPx+mLS6V79v0XAE14aqGEHVEcebx8m6aaKMVqUx8p2RSBLQ6G2MEVQdeWzfY1w//nqKLcX9vo6RtpFJ5ywaC5quNl1DBI1OzbzLyjixrwmfK8i2109QONbOkmvGYrBqsWTqMFp1sXU0XRzPlqPGlpNermMKlaJT5ziNTtWtYmKNToVGZ4irrwoGwrTUePjo+XKqj7RgsGqZtXIEI6dmY7T2LW11IAQVAFES9q9qm45G20Kb9ccdZJeYmbtqZNIGxr0hs9DEpfdM553HDrSloRaOtbPs5vFYO0TVfO4gdcccbFxzlNZ6LxkFJhZcNoqsYhM6Qwp+Nw1ZUDQrsXW5xiiiVNGo6C+VPQ58Tph+k9jgv/ljaCoXpgbjV8WGg3uDzwGVm+PHHZWipuiafwFRsdnMLANrUXqbCUSCoh6qIxpD/BgIkXXkTZh9B2x5KHZOqYbV9/XPc42GO7dVdye/QCPpR0J++OC+WEEF4nfx+buheC5k9zyCGA1GCFYnf79D9V6igQgMbsKFpBOkqJJIEpAs5Q4gEAngDAyMi9zEzIlYtVYcgfgv+lsm3UKOPo1Ta3qILcfItd+cw4GPaji6owGFUoHOpCa7xIzRMjwaFRrMWqYtL+atRxJHIKcvL+lTClv9CSfP/XYb0VP9ogI+L+v+vZ+xc/M45/qxGIZAw0elSsmkxYWUJ4nolU3PabN6t+cZmbCwAL1Jk9KGulq9mhGTs7j667Pxe0TET2/SxEShgoEw+z+s5qPnyzFYtISDEaoPtfDsb7Zy3u0TyS2zoNWpMdl1vW84bcoSV74fvCjW5lypgmsfElbTtXvg4Utj5825cMX9cHgdzL8L7CW9O393aT0pUunmfgx6eqqAWzQV9jQK8wtzbnKB0loh0q0aDkLOBCEkTVngaQaFUqQadlf866ww8XI4saF9rOEQLPpC4vt/9FcReRu5BDbcL1K/imbD0m/0XwqexgSFs6AqST+wMef1z3klneOuh62PJJ6LRuHgq5Dd8wiiQqNEU2gmcDSBsAfUuUYUWukvl84Mq3dn5MiRKBSKmNvPf/7zwV6WZAiSoY9P8emIQT0wEZB8Uz7/vPCf5BpjNxmrR63munHXoVYNr+si1mwDsy8awWVfmMEld08VEZZhIqhOUzo5K2EK2bh5eWT1wZ3Q4wjwzmMH2gRVRw5tqsXTmh42/N0hu8RM0Th73LjJrqNsejbHdjWiUCoYPTMXk02XUkEVcz6bjswCE/ZcY1xan88ZQKNXcd4dk5i2opjlt05g+a0TMNm1vP+/QzSedPPULzZTcaCZULAPNvc54+FT74poyOSrYNm34TMboWypECKP3xjfV8pVB69/DxZ9DjJG9v7cHTFkCgOHZJSd2/Njuuph3c/gT3PgH+fBA4uF02FdgosO9Qfg7yvg0avg1W+KW+NheOUbwub8n+eL6MGZqY/JUChg4qWxzWP9TnBWCbfDRPfXmmHLwzB6BSz8rLCYN+WCpp9CB6YsuOjniaOM+dOEqJQMPNFIbJPsM+llBFGhUmKeXwBJajat55XK1L80Z9i9Oz/+8Y+566672n62WFJbuC05O8gx5FBsKabCGW+tvLhwMZn6fnB5SoBCoWB85ngeu+Qx6r31OANOCkwFZOozsQ7Txo9KlRK9aVhd74nBZNNxwZ2TaKp2s/+DapRqJRMXF2LPNWDog4AM+EJJm+kCVB1qIasoPSzlu8Jk03HBxyZTcaCZnetOEgpEGDEli8Kxdt5+dD8KJay8awqmDB2uFh+Oei/NtV7suQZsuQbM9v7PjwkGwmx/4yQtte2bK2u2geW3TuSth/ehUClwtwRYc98Orv/ePDILepmeqFCAvRRm3y5uHWmoj61j6kjdXvA1i8L5VGCwwcW/FEYVZ4q4877f8/S3SBh2Pg4f/il2vPGwiLx98m2wnUqxdtbC4zeJNEcQjngX3QtP3iZMOE6z9gfCKOPGJ9rt3zvDXgofexXe+51YSzQMVbtElG/nk6LPlrdZpHMt+jzs+p9wPTz2nnj8pCv7330vfwrc+aoQkVXbRNrnzFth8RfaGzFLBhZtFxHEsRf0+tCqDB3Zd06m6YkDRE4ZGin0KjKuGIMmN7lJkyQ9GHaiymKxkJ8v/9BI+kaOMYe/nPcXPvXGp6h2V7eNT8iYwPcXfn9ABY1CoSDPlJc2Ln+SvmO06TDadBRPSJ04VygUoCDOXOE0qTBxGEhMdh3j5+czYkoWIX+YUEg0Pj7n+rFkF1sw2bQ4m/288IftMfb7lkw9l31hBva8/tuAeF0B3np4f4ygAmGX/8HTh5m5shTlqavNkUiUXW9XsOTaMajUKX4Pgp3U24DoJ5VKssfCJ9+B3c/A4TeE1ffCu0X6m77D38RwSFiTNx+DgOtUml62sH8/jbMG3v9t4vO460Va42lR5a4XYus0ky6HHY/HCqrTVO+A6m3dE1UgInkX/xyWfl38rLeDzgTnfFU4AQY94vm+8nXxnE6jVIlGybp+FlVak2h4e/PT4rVUqkSao3oQjXc8zdB6QgjPgBvGXSRSTPV2sBb2vX4v3TFmwcW/gH+tjDc1KZjRp3RQpUaFbrSd3M/NJOIOQiSK0qxBZdGiUA3fi43DhWEnqn7+85/zk5/8hNLSUm666Sa+9KUvoVYnf5p+vx+/v93NyOFInMsqOfsos5Xx6MWPUuWuosZdQ4mlhHxT/oDZqUskPUFv1jBiUhbH98RbkSsUUJAGPbp6g96kgVOpd/YOV2o9zgCv/nV3XD8zZ5OPV/66i8u/OLPP5hzJ8DqD1B5L/F3RVOUmI8+Eq6l9XfUnnAQDkdSLKnOeqCU6c2MHYtOd6gaxCoWwWl/8BZj3CVBp4zf3oQCc+ACeuLXd9EGhgDkfh6XfBPOpOtCQr/OGuXV7YdxK8f8zU61KF8FbP07+2O2PwdgLhYlEd9AYwHZGKwOVSgiEcAjGnA+7n2oXVfYRIh0za1T3jp8KTFniNth4moQY/uCP7WNbHhTCb8E9IrKX3/3G70OWvCnwsdfhtW9BxSaRGjr7Tlj4mT5HEBVKBWqbDtLAsVbSM4aVqPr85z/PrFmzyMzM5IMPPuBb3/oW1dXV/Pa3Sa6GAffeey8/+tGPBnCVkqFErimXXFMaO1hJ0h6PM4C7xU9ztRuTXYc1x4C5L+YFSdAZ1Cy5fiz1v3biccTWTy27ZUKfrdXTDa8jQGOlK+FcU5UbrzPQb6Iq5O+8RkqpVrBz3cm2nzMKjKhT0EMrDlMuzP2E6At1JgvvgcNvgloLI88RqW6p+swplaBLklrvqID/XAPhDr3YolHY9A9RB3Q6hVGtF81ykwmr3Ent/zdlx4rHSBA6q2vVmEhZybhKLRwYb19zaq0RMGTE1mKdTTSVxwqq05zYIPqSbfs3XPp7sBUO9MoGFq0RSubCTU+KCKLidARxeNUAS3pG2ouqb37zm/ziF7/o9D779u1jwoQJfPnLX24bmzZtGlqtlk996lPce++96HSJNxTf+ta3Yh7ncDgoKelnpyRJSnAFXDR4G6h0VWLSmCgwFZBjzEGpkCFySWoIhSL4nAFQgMGs6XGkwdXs4/V/7qb6cHtUw2DRsPpzM8guMadcWNlzjVzzjdmc3N/MsV0NWDP1TFxciCVL36mV+1AkFOhc2AS7ED59QWfSoFAqEpqCcCoLs6na0/bz9BWlqPvDTENnhnO/LgTT+78TxhXmPJj/KRFBeulL4n56G9zxEuRP7fk5/G5w1wlBoTWAMac92pSI/S/FCqqOvPsrEX2y5Ivbki/D69+Nv58pB/Imx/48+w7Y/K9T53gZplyVeHMPMOfO7rsAdpfOXAnPFiJhIY6TsfNJmPMxcJwc/qLqNMZMcZNIGAKi6itf+Qp33HFHp/cZNSpxCH7+/PmEQiGOHTvG+PGJG/fpdLqkgkuSvtR76vnL9r/w9KGniZ4qIsnSZ3HfivuYnDUZlXJ4bSAlA4+jwcv2tSc4uKkWhULBuPl5TF9REtOnqDOC/hAfPlceI6hApI698IftXPeduVgyU2+oYMkyMGmxgQkL8weut9QgoDcnFzYKhZg/E48jQDgcQaVW9slV0mjRMnFxAXvfi3eaGzUjh+O7RQqmVq9ixe0TseX0o3GGOQcWfEY4Awbcwsxgy79ircJ9rfC/2+GOV8DSg9pMVx288yvY8k+xoQaR9nTdw8nrRuoPJD+eowIiIfF/pQqmXS9qqz56oH08eyxc92h7PRWIqNiybwnB+OGf4ejbsOBuEYmr2xt7jpm39Z/F+dlOJBxvUtIRv0OkUrobBm5NEkkakfaiKicnh5yc3vXi2b59O0qlktzcs/zq0jAjHAnzYvmLPHXoqZjxRl8jd71+F/9b/T9KraWDtLqzB3erH09rAJ8niNmuw2DRxtlOD1VcLT52rjuJ3yM2ej5XkJ1vVlC+tZ6rvjY7qRgK+EJ4WgNUHWoms8jM4U21Ce/ncwdpqfP0i6g6zXAWVAAGi5ZJSwrY8268sJm4uCBGNHldASoPtrDxhXJa6rxk5BmZf/koCsfa0Jt6Lq40ehXzLy1Dq1ex++1KQkEh1CYtLmD6BaV4Wv2MniXs3o12Lar+LjBXqkRNUMVmePaTie/TeEREsrorqsJB2PRP2HRGamHtbnjkCvj466Lm6ExGLhEpYInImyLS/k5jzoXl3xYpjJ5GsSE35oAlwXe2ORfO+QrMvEXUY6kNwryhaouoodKaxHGyxoh0QUnqUWthytWiD1MiypZC5RbhlCiRnIWkvajqLh9++CEfffQRy5cvx2Kx8OGHH/KlL32JW265hYyMznsOSYYWNe4aHtr9UMI5T8jDtrptUlT1M03Vbl76804cDe3uYqNm5nDu9eMw2Yd25NfZ5OP47kaaazxodCrOvX4czkYfG14ox9Xsp3x7PdOWF8el7vm9QQ5sqOG9Jw9BFFZ+cgqRROlhp+hoZCDpOVq9mnmXlqE3adj5VgVBfxiNTsXU5cVMX16M1iC+3kKBMHvfq2LD8+Vtj22qdvPKA7tYcu1YppxbiErT88i20aZj/uWjmbqsWJxbq8Jo1aLWqrBlD0wfuxhCvq4jBGF/5/MdcdbAhj8nnms9KWprEomqEYuFQYYn3jCFC34cL3i0JsgsE7euUGliI1gg0szGrhTCUmYo9D8jFkPmKPH+d0RrEoJ3499FRDFd8baCp144SuqsIrX0bE/rlKSMYSOqdDodjz/+OD/84Q/x+/2UlZXxpS99KaZeSjI8CEQCNPuTpyAcbjmcdE7Sd1zNPl74w3bcLbEbtPJt9ZisWhZdPaZ/ivIHAGeTj+d/v43WunaxeGRrPePn5zNvVRkb1xzl0KZaxi/IR2+Mjco5Gny898Shtp8joQg6o7ot2nUmGfn9bMWcgKA/jN8bRKlU9puJw0BitOqYu2okk5cUEgxEUGuVmGzamNo3jyPAxpeOJnz8huePUDYju9spnWeiVit7/diU43MI0aFUt6fSdURrgi6amscQ9IhmuMloOCSiUmdiL4E7X4FnP93ex8eUDSvvhcLZ3T9/T5DmAH0jFABXjRDlKjUYs4URR6KaT1sR3PaC6C+27VEh5sdeIKKEFVtg1W/Tt8bIWSP6fe15tn0sdyJc/x/IGj1465IMG4aNqJo1axYbNmzo+o6SIY9KoaLAVBDTP6ojEzInDPCKzi5a671xguo0e9dXM+PC0vTZaPaAcCjCznUVMYLqNAc+qmHlJ6eg0avQaFVtPYhOEwlH2P1OZczY/g9rmLaihE1r4jf0OaUWjLaB2wiGQ2Fa63xsevkolQeaMZi1zLiwlKKxdoL+MGqtCqNVg0Y39L4SVGoVBqsOnAEi4Sh+bxijJVZURUKJI4ahQASfMzgkP69xqLRQuVlsbj96IH5+yZd7lhanMQqb6EBih8VON6E54+Hmp8DbKDbshgxhTCEjSemHt0U0TH79u6ImD4SguvYhIYLVCVK67SUi6rjo86einwrhfjdisUjhTEcCXnjnl7GCCqBuHzx6tbgQ0N3eZhJJEobeN6jkrCfHkMPHp3yc//vo/+Lmsg3ZTM6anOBRklThaEiethYORQgFEvTMGQJ4nQH2fRBfn3OaE7sbKRprZ9KSQrT62D+dkUg0Tmie3NdE8YQM5q4ayc51Ffg9IRRKBWXTspl7admAbuQbK908/astbeLC6wzy1sP7KJueTU6phc0vH2P8gnzmrx415NI3Xc0+trx6nP0fVBMKRsgqMrHkunHkjrCg1atRdeG6p1QPk0alBjvkT4eGg7DyZyINq/moMH5Y8Bkoni/cAruLJR/mfxre+3X8nLWoazOIdOmrJOmcqm2w5kuxY85qeORy+MyHItUvEWpdfG+vdMZdl7zWr/moSGmVokrSR4Z3JbNkWGLQGFhUuIjPzPgMRnV7M9BJmZP4w/I/kG2QRcr9iT3fmHTudCRnqJIsogFCMBaMsZE30ho3p9aoGDE1fgP54bNHqD3q4MKPT+ayL8zgok9OYcS0rAFNvfO5grz7xMGEz+3ojgayiswYLFpqyx188OwRfO52O+xwKIKzyUflwWaO72mktc5DwJc4nXEwcLf6eekvO9n9jjCLACEgn//dNuqOi9Q1g0WDyZ749bZk6TH0wQUw7SieIzaHOx6HBZ+Gax8WVuThUM83jCoNzP8kzLpD9Ig6Tc4EuO35xPVUkqGFpwne+kniuZAPdj2VeG4oEnRDOJB8vuVk8jmJpJvISJVkSFJiLeGqMVexpHAJTb4mDGoD2YZscgw5mLU9uBor6THWLD0Z+UaaazxxczPPLx3QtLZUojOqKZuRzcGPEjv2jZ2bR+5Ia1Ir7hFTsjBYNHidsT16Kg40M2/1KJpr3eSOsGK0DqxLot8borbckXS+qdLFspvGU3/CiTXbgM8VRG/SEAqGqTzYwmt/303QJ+y0FQqYeWEpM84vTQsx0lLroeFk4vS09588xGVfnIHJruOiT07l+d9taxNeABqdios+OQWTbWhF5jrFlC3c9Jy1wnbc3SBMHMy5oldVTzHnwcr/g8VfEMYTWqM4RzobEaQz7nqRDqlU98zavr8I+aCxkxrkqm3CBVI1DFxdtWbhPBlKkmmRMXJAlyMZnkhRJRmy5JnyyDPl4Qv5UCvVqJXy49xT/N4Q4aBwTetuPY3JpuPSe6az9uF9VB9qAUClVjJtRTGTzy3sMt0qlbhb/Pi9IZQqBXqTpk9iRaNTM/eSMo7tbCTgjY3GFIyxiTqoToSENcvAVV+dzftPHRJ9iqKidmrpjePILjaRVxYf4RoIFEohhqJJgnBR4KMXymmoEOLEkqXnsi/MgCi8/OedMQ6G0Shsfe0E2SUWxs4Z/E1hxYHkhjWNlS5C/jAKi5bcERZu+P58ju9uoO64k7wyKyMmZ2HuR0v7QcOQIW65Kaot1VnELStJGpgkFk8T+FrEL5bBLkwbvC1QsQnW/kD01bKViKbN4y7qvJFyf6PWi9q4yq2J5wtmDA9BBeLCwtxPCIONM8kZP7RSGSVpi9yFSoY8evUw3Bj1Mz53kMYKF5tfOYajwUdOqYU5l4zElmvoVvqeNdvAJZ+egtcZJBQQLnen7aQHgqA/RPWRVj56vpzWei9+T4iCMTbOvXE8KpUCjU6FyaZDoexZvYwtx8B1357D9rUnObqjHo1OzdRlRYyemdutiIY9z8gFH5uMzxWEaBStQT3oER29ScPI6dkc3Z7Ybjt3hCXGTMPZ6GPb68cx2XRJLeE3vXSUovEZfWqgmwpMnaRRqjXKtvdfqVJiyzEwbXnJQC1NcrYRCUP9fljzZTh5yjSreC5c+ltoqYDHb2y/b8sJeOEeUeu27Nugt3Tj+BFh/IFCWNYncubrKcZMWP5dePSq+DmVFqZe0/dzpAtqvTDWCHpg68PtzayL58HV/xA1hBJJH1FEo8muX56dOBwObDYbra2tWK2Dc2VZIulPgv4Qe96rYv1TsWkfOqOay74wA3OGHpVGic6QvtdcGiuduJr9OBt9qNRK9GYNu9+tpO64kxW3TWTdv/dx7o3jKZ2Y2davqCeEghH87iAKpWgye2ZPqqFGS52HZ3+9FY8jtqZgziUjcbf42fdBrJPmmDm5RCNRjmytT3g8tVbJzT9agDljcC9otNZ5+M8PNiSMwk1bXsyiq8cMaORUchbTVA4PnBPvlqgxwg2PwX+uibe6Vyjhni2dRwFDfmEFvu8F2P4fMTbzNph0eWqiK95m2PU/eOP7EDzlfGrOg2sehJK5QlwNJwJucNWK6KHWJNJZjdJQRdI53dUG6btrkkgk/YLHEeTDZ47EjI2Zk8u4uXlsWnOUpmoPthw9cy4pI6vIjM6YXn8mXC0+9n9Yw443T7ZtplVqJYuvGYPOqKGx0oXJruO1v+3mqq/OomCMvcfnUGuUqIeYC15n2HONXPPNORzf3cixnQ0YbVomLizg8Na6OEEF4Kj3Mm5eflJRlVVsRq0dfLFitOtYedcUXvvHHqIdomo5pWZmXlh6dgmqSFhskJUqkf4nGTjCQdj8UGL7+aBH2HiPvxj2vRg7F41Ac3liURUOQNMx8DaJqFZDew88XvsWbH0IbnlWuPC1VkD526JuaPQyMOd33+nRkAEzbxepiK46ke5nzDllgT8Mf3+0puSOhhJJH0mv3ZJEIul3Wus8MWldeSOtlE7M5OUHdok6AMDR4OXkvmaW3jiO8QsL0srRr+6Yk+1rY52awqEI7z5xkFWfmcaBD2vIyDfRcNLFhufLufjTUwfUGCJdsWTqmXJuERMWFqBUQmuDl53rKhLet6HCxfl3ZqJdo46rLwNYeMVo9KbOr2B7XQHCoShavSrOgj5VaLQqSqdkcfOP5nNyfzOe1gDF4zOw5Ro6TdcMhyNEQhHUWlXKopB+bwiiDNxFCL9L2ERX7xSbc/sI2Pc8HHtfWKGXnStTmgYKvxOOvpN8vnIzTLg0XlSB2OQnfMw2ET0asyJWUJ2m/gAcfE0YTWz4c/u4QgGX/AamXgv6bmbbaHRgLxU3iUTSa6SokkjOMs6sM5q6rJj1Tx9qE1Qdef+pw5ROyUKTJs1Rva4AW149lngyCuXb6ymaYKf8VP1QQ4WLUCAMUlS1odaIq89Gq5aJiwrYtz4+UjV1WTFmu5YrvzKLtQ/uobFSNAU1WDScc/04skuS14B4nAGqDjaz5ZXjeBwB8kdbmbtqFPY8A2pN6sW5RqvClmPElpPc6v80fm8IR4OX3e9U4Gz0UzIpg9Ezc7Fk6XstrtwtfqoOt7D73Uqi4SgTFxdQMjGzf1MjPc2w5SF468dCUIGIUJ3zFShdCM/cBaOWwZV/6x+XuaBXRDVcdaDWgilHNIwd4mmyvUatE0YIyTDlCPOKM9HbwVocP+6shec/I1L8DryS/LjbH4WR58SORaPw0pfF50A/qTurl0gkKUKKKonkLMOWY0ClURI+ZS+t1irjbMBPEw5GcDX5BrRRbWeEQ1FcTf6k865mP5PPKeK9x8WVXUumHuXZlALWA3QGDQsuG4XRqmXnWxUE/WG0BjUzLyhh0pIiNHoN2cUaLvviTHyuIJFwFL1Rjcme3ADE5wmy6cWj7H63sm2sfFsDx3Y0cvmXZ1LYi1TMVBH0hzi8uZa3/3Ogbezkvia2vHKcq746m8zCJBGDTnC3+nn9H3uoOtzSNlZ9pJXMIhOr75nef8Kqbi+8+cPYsUgY3vklXPuQSOkqf1vcL9WiytMEWx6Et3/e3vfHkg/XPQKFs0HVj9uKoE8IuZBP2LubC0CVBlF0rUnYzh96PfH8wnvgtW/Hjql1cMN/hBg9E2+ziEBFI50LVaUKouHEc9sehYt+1r31SySSlCB3GxLJWYbRpmX5LR3slru4uNxTB73+RKtXkVuaPEqSX2bl+O6GtvTGuZeO7BeHumg0iqvZR2Oli6YaNx5nJ00lBwhXs2jSu39DNbVHW3G3JhefpzHadMxdVcaNP5jPTT+czw3fm8fMlSNimhMbLVoyC0xkF5sxZ+o7/Tx4WgPs/7Aao02LUt1+v0gkyjuPHYgzyhhIPI4A7/z3YNy43xPi7cf2xzQ97i7Vh1tjBNVpmirdHNlWT7/4QPnd8P7vks/vfEJEOOCUy1kk+X17w7H34M0fxzZSddbAI5eLxsP9hbMaXv8u/HmuuD2wBDY+IHpxpQO5k+Dcb8SPL/kSFM6CW56GK+6HmbfCynvhMxugZF7nIvTwWph0RfL5SVeI+yTCUZH6914ikXSKjFRJJEOAoD+E3yNqW/QWLeo+RF/UGhWjpmdz3XfmsvMtYfZgydTjbIpviqjRqTCnkWGDVq9m7uoyju1pjEtX1OhUFE/I5NnfbEWhVDB75QgKx9pTvoaAL0TlgWbefuwAnlaxscwuNnPeHZPIKjQNightqnLxwn3bcbe0b3Qzi0ys+sy0LqOMKrUSS4r6NQV9Ic67YxIehx9zhh5Xk4+Na47i94RoqnIT9IdwNUfwOINEwhGMVq2w4u+HtMAzqTvmjDGz6Ej14VZ87mCPau8C/hB7OkTkzmTv+1WMm5uXekv9kA8cyc+LoxpyJor/K1J83dRVB+t+mngu6BWpags/k9pzgoiOvfAFOPRa+5i3WUR/Qj5Y+DmRhhi33noI+0VEx5zfv+mJxkxY9FmYdi0c/0BEmUYuBlMeGGxAFsy4Sdy6wpABWWOgZle7KKs6o5dU8TzIHgd1+xIfY8Klw9Noojt4m4Xo19tFRFAiGSCkqJJI0phoNEprnZdNa45yZHs9SpWC8fPzmXlhaZ9S8jR6NTklFpbdPIFwKILhzom88IftREIdNp0KOO/2iRi70Z9pIMnIN3HpPdN5+9H9uJpFNCaryMyKWycQJcqln5uOPdeI0aJB0w8GCU1Vbl6+f1fMWEOFi2d/vYXrvzsPa/bApkq6Wvys+fPOGEEFIlry9qMHWHnXZHTG/q8pa6l18/o/9+BoaBfn2SVmLvjYZF77x25ySiy4mvy8/s89bRErtUbJgitHM35+fr+biYRDnV+1Tya4khKhLRJlzTYw/bxizBl6opEo4VCE43sakzZc7hM6M5QuEKl9iSiYDo2njA1m35HajXU4KKzDk3Hmxj9VuOpiBVVH3vutMGXoaLLga4WTG+GN7wnRYSkQ4mTyFcIuvL/Q28Qte2zfjmPJg8v/Ag9fCi9+AVb9RgiFfWuEMJx9p6iZ8jaBUh1v1W4rhhGL+raGoYirXvQIW/97IcRHrRAi3z6if9NSJZJTyE+ZRJLGOBp8PPWLzW1RqnAQdr9TyfFdjVz51Vl9jjCo1EpUaiX5ZVZu+N589rxbSd1xB/Z8E9OXF2PN1qedLbVGp2LE5Cyu/sYc/J4gCoUCvVkzII1o/Z4gG547knAu4AtTvqOeGecNrIOWu0X060rEyX1NeJ3BfhdV7lYh7DoKKoCGky62rz3B1KXFlE7O5MX7dsSIm1AwwvtPHsKea2TElP7tFZNXltwJLbPA1OPXSGtQM2lJIUF/mDmXjGT904dprRN9fnQmNYuvHts/6X9qHSy4W9TMhM9Ip1TrRerfY9fBuIshZ3yKz60V0ZHaPe1j2eNgzPlis184K7XnO01nQi7gEiLqNJEwHHgVnv1k+5izGl75OlTvgBXfAWsK+jv1N0Uz4e71sOEB+OCPQkhf8ithemHKFvcxZMDHXoOXvwpV20REbuLlcP4PhLA6m/A0wdoftPfyAvG52flf+PhayJOmHZL+R4oqiSRNCQfD7HjrZJug6oizycexXQ1MXZqaL06VWkVGnpGFV40mFIig1ijTTkydidmuG/DUxKA/TENFgl40p6g80MK0pcW9Msfwe0P4PcFTttyabltz+1yd1ykFA0kK2VOIpzXQJijOpGJ/M/MuK6Nyf3PSaNFHL5STO9KCwdx/wtho1TJ1eTG7zrCRVyoVLL15fEwdWXcpHGfHaNXy8v27CPrbX2e/O8Rbj+zjok9NQWdQk1VkTm0aYMZIuPNleOFz7elfeZPhvB/CwVeFaUTRnNRHZUw5sOJ78N8bhDnDqt+KaMm+F0W6W84EcFSBtTDF5+1CcGs6RIedNaKPUyK2/wdm3iIa8qZ7Ly/VKQF70b3CPl+jj7df1+iheI6o1/I5hKgyZiW3aR/OOCpjBdVpAm549Vvid8JgG/h1Sc4qpKiSSNIUnyfE8V3Ji7CPbK1n7Ow89ObURSFUKiUqQ3qLqcFEqVZiztDj9yQWVhn5xh4Lqmg0Skuth/VPH+b47kYASiZksuTaMWTkd12jZekkDVStUaIztP+Zj0ajuFsCbaYMerMas73v9VRdmTzoTRrqTjiTzrfUedrcKPsLnVHD3EtGUjTWzpZXj+Nx+MkfZWfOqpHYc3uXsmm26zm0sTZGUHVk+9qTFI2zc3RHA3NXl6FPVcRQpYXiuXDbC+BtEVEivV1EkkYsBF1yM5c+U7oALv6lqCHacD9UbmmfO7EB8qbATU+CLYXRIFuJcBh01sTPjT5PNKs9ja8FPI3Jj1W3T4jNdBdVp1Hruq4LMmaJW3eJhIUIqd4hojkFM0TKYqrF8EBy6I3kc0ffFp8LKaok/YwUVRJJmqJUKtDokv+KavUqwmHp7jSQGC1a5qwayWt/2x03p1DAhEUJ7JG7wNHo4+lfbomJSJ7c18RTv9zC9d+Z22X/JaNVy4ipWRzfFb+RnH5+SVtNXDAQpuZIK28+vA93i6hFM2foOO+OSeSPsvbJLMKUkXzTp1SLz3HeSCtHtye+SJCRZxwQswqDRcvoWbkUjrMTCUXR9LExcSQSobq8Nel8U6WLiYsKWPfv/Uw+tyh1ouo05tzO+yP1B4YMUdOz97lYQXWa2t3CsGLeJ1J3TksB3Pw0PHJZrGDKGQ+rfx+7WVZ1ERHUmYVdedbo1K1vKBGJCDH1yGWiafFpMsrgtudEFLS/8DSKNL1I6FSPrp7/vUxKZzVTCiVd2txKJClAXpKWSNIUg0XLpCXJv3RGz8qlfyrhJZ1RNM7OrJWlMUZiaq2Siz41tcc1bpFwhAMbqhOmeAZ9YXa/U0k41Hn6nt6kYfnNE5i0pLDNxlyjVzFvdRnTlpe0Nft11Ht58Y872gQViL5eL/5he1wtVE8xWrSUTs5MODfl3CL0RjVjZuWi0iT+ypl/+aiURly7wmDWYrLr+iSoAJRKJVmd9LeyZhvaHCIrDzT36VyDirsBGo9A01ERGQv5RfPhZGx9CNydRIu6SzgkbNqrdwix9Im1cOuzcOkf4OOvi0id/YwaRmOWSH1MhM4KKh1ozX1f21DFWQX/uTpWUAE0HxUOi96W1J8zGhV1eP++Cv40B/6yAP55Phx8XdTEpYIxFyafG38xGIdIZFIypJGRKokkjSmZmEnR+Iy4Ddm4eXloDep+d0yTxGMwa5l10UgmLS6kqcaNWqPClmvAZNOiUvcs2hLwhdtS/hJxYk8Ts1aOwGDp/Lgmu45zrhvL7ItGEAqE0ejUGO1aVCohYkKBMNveOJHQ4S4SibLjrZOcc/24Xlv1600alt86kQ3PHuHQploikSgqjZKpy4uYef4I1FoV5iw9l39xJq//Y3eba6NGp2LhVaPJHZncRCKVeBwBgv4QSqUSg0WDWtv36Nj4+QVsffVEW2+0jkw5t4hta08A6dXvrduEA2Iz/OIXoXq7GBu5BC75tUjJS0Y0QlzPg57iaxURr1e+3m5EYS+Fax+Bmecmj0wYM+HyPwvnPHd9+7hKC5f+TojBy//Ut7WlC+4GaD4Ou58SL/fUq0Wk6bSRRSJaTohoUSKOvg2eBjDYU7vOlhPw4MWxhiKtFfDf6+ATb0LR7L6fw5IvHB7P7OFmzITzf9y/KbESySmkqJJI0hi9WcPMC0uZtLiAk/uaUaoUlE7KxNnsI6vIjGoAUqYk8egManQGNbbczlPzukKlVmLoJEKjM2lQqrondNRaVVI792AgTH0nNU31x52EfCHUfTCKMNt1LL1pHHMvLTsl7FQYbbq2SJlKpSR/lJWrvzEHnzNAOBzFYNFisml6LEZ7SsAXovaog/efPERTtRulWrQmmLuqrM8OmpZMHavumcZrf99DwCsijkqlgmnnFeN1BdsMPIrG2fv6NJLjaRK249XbRFpV7iSRMpeod1NPaDoG/7ww1mXw2Pvwr5Vw+xrY+Xjix824pWc1Pomo2Q3Pfip2rOUEPHiRaJybWZb8sbkT4GOvwuE3oWancMIrmg0f/RWWfUu8NkMdVx28/r3Y9+Cjv8Dkq+HinydPC00mqE4T6rppeI/Z/1KsoDpNNApv/gSufbjv9U4GOyz6PIxdCR/+SYjDcRfDlKvio5kSST8hRZVEksYYzFpyR1horfeS2eIn4A0RCkYYMzMXc4oatkoGD41OxYzzSzm+O/FGZ9bK0m67AHaGWqPClmOgqcqdcN6Wa0hJ1EajU2PLSb5ehUIxKK6NdcedvPCH7W0/R0JR9q2vpvaog8s+PwNTH9aj0qgoHp/BDd+bh7PRi7PJj86o5tDmOra/cRKAOatGYrT1k7Ohq1a4m+1+un1MrRcb1VHLhENcbwh44f3fx9u2g9ggH3oNZt0OWx+OncsaI2zd+9Jo19sMb/0k8VzIB7uegqVf6/wYWWNAaxFiqnKriFqt+q2wU1cOg4tRVdsSi9o9TwshMfHSxI/LGpP8mHqbSJFMJaEAHH0n+Xz1dgi6U2MiYcwURi2FM0T/Ea357G2ALBkUpKiSSNIcg1krxFWJhUgkmpLNryR9yCo2M/28Ena8eTJmfPI5heSlKC1Oo1Mx+6IRHN2R2Chi5gWlw/Zz5XUGeP/JQwnnmqrcNNW4+ySqAJQqJZZMPWa7DpPdx/4N1bTWeSibns2M80vJLDSiM/RDqm4kIsRUR0EFQng8cRN8dlPvDRn8DjixPvn8kXVw9T+gcKZIqYuGYcbNMPGy7jn/+Rxi46u3guqM1ybohfr9yR9buUls1ruKxFnyxK04SY3VUMXvFNGYZHz4Jyg7R4ikMzHnwoRLYf+a+Lll3059FE+l6VzIWYu6NhfpKRpDrM2+JPWEQ9B6QlxgUemEGLefZb3REiBFlUQyRFCqldJZZhhiMGuZc8lIJi4u4PiuRqJRGDElC3OGFr0pdZsNe76R5bdO4N3HD7bZl6s1SpbePB57Xt/SGFOJ3xvC6wzgcwXR6FUYLdo+9XgKBsI0ViYvhq/Y30zJhMQmGz1FoVRgyzEw95KRTD+vBJVaiaavYjXgFlGWcFD0H7IUtEeB3LWw/g+JHxcJw741sOQLvTuvWitqc5qPJZ63FIgUvzl3ishUNCoiBV1FqFz1wjXwg/tERGrMBeIY9hHtUQW1XqT3VSYx98ibGi/E0p1otG/Ru46Eg/FGEx3xO8WmNxHGTFj1G2GhvvHvwijCkg/LvwsTVnXuotcbFAqYeSts+HNiY6Vzv9p5DZgk/XDVwaG18OYPxP9B1Fpe/CvIHpN6kTyEkKJKIpFIBhm9SYPepCGrsP9cyXQGDePm5VE8PgNnk3D7s2TqMdq0bXbm0UgUjzNANAo6o7rvgqCHuFv9rH/qMIc217b5HGQXm7noU1O6tJZPhkKhQKNTJe0lZbKlPhVRqVKiN6bgEkhrBaz9sUjpioSEkLnw/2DMecLaPBIR6X/JaCrv/bkNGbDky/D4TYnnF9zd3j/J2E1R6mmCN38M2x5pH6vbC1seFM5+OePbj7f8O/Do1fHHUKph+g2pEyj9ibcFWk7CtkeFAJ58FRTPFtGZvqC3iWhT1bbE8xMuFbV1ybDki9d3zsdFeqfGECvWU429FK55SNTIhU45jSoUsOAeGHlO/5xT0n9UbILn744dO/a+cJW8/cXOI5PDHEU0Kj2ZO+JwOLDZbLS2tmK1DowjlUQikQw2rhY/hzbVsOvtSoK+MCOmZTHnopFYcwwoB8C5LhQIs/7pw+x+pzJuzpZr4MqvzOqRAPI4A3idAYK+METh0OZadr1TGeOAqFDAzT9a0GfDkX7BWStERe2u+LlrH4LJVwrb8kevanfmO5NrHhT1Nb3F3QDv/AI2/q19TKGA834Es2/vuUtc9U74a5JN9LiL4Kq/i3RAEFGs7Y/Bmz9qN08wZIjN+YiFXTfEHWy8rbD5n2L9HckaA7c9L8wz+kLLCfj7iliHQxDRw7vWQcaIvh0/1QR94gJAw0GR3pk3GUw57e/3UCbkF78r0YhIgxvOTYZbq+DRK6D+QOL5Kx6AqdeBanilk3dXG8hIlUQikZzluFv9vPq33dR2aGR74MMayrfWc+235pCRn7wXU6rwOALsXV+VcK61zouzyddtUdVS5+G1v+2moUKk/SkUMGZOHuffMZG1D+4VmVhKBSvvmoxxgE0zuk3z0cSCCoTrW/40UYh/4f8J+/AzsRRAyby+rcGULSIacz8Bx9aLlLsRi0RdTm8sqg++lnzu0Gvga2nfZBsyYM7HRNTFWS1Sisy54nkNBaMJZ1W8oALReHj9H8T71hdhaC+Fj78B7/wK9jwlUusmXwXLvpF+ggqEYUrGiPRcW19orRDv57Z/iyhc2TK48KcivbKv7pvpSNiXXFABVGyESVeA6uysaZOiSiKRSIYx0Ui0yx5JTZXuGEF1mqA/zKY1R1l+60Q0uv7dyAb9YSKh5IkTzkYf+WVdXwF2tfh58b4dOBq8bWPRKBzaVIvBquHCT0wm4AtTNC4Do0074CmO3aZiU/K51pNQswte+Rpc9me4/j/w6jfFOMCo5XDpb/seDQERjTLY21Pz+kKn6WWKU7cOaAxDdyO+57nkc9sehcVf7J6hR2dklsGlv4YV3xE/GzJAm4ZR1+GKoxIeuVwI5dOUr4N/LIdPvgO5Ewdvbf2FQi0utrgTmx6RMTL1dXlDiLP3mUskEskwxtXso/aog0NbajGYtUxaXIglS5+wYfSBjTVJj3N0RwOLrg72u6jS6FSo1ErCoUjCeWt296zBnY1eHA1eVBolY2bnkl1kxu8NcWhzLXvfrWL68pKk/bzSis4EkVoPREWR+GPXwqrfib5MATcoNaImKdUNXFPBuIuSW6WPvzg919xb/I7kcyHvqQbJKUBjBJsUUoNCxZZYQXWakB/e+j+48oHh13TYVgQLPps4CqvSit/xoWYik0KkmZhEIpEMM5xNPp773TZe/dtujmypZ/c7lTz5s03seqcSvycYd3+NPrlgUmmVxEUQ+gGjVcvkcwsTzmXkGzFndE9UtdZ7KRhj45JPTyUSirJzXQXHdzcybUUJC68aTTCQ2LAirXA3Qu7k5LbQU6+JtcR+7ZvC7S9nPGSNSl9xYiuCeZ+MHzdkwPk/Gl4b0AlJ+kQBjFoxPGqJzmaiUdjzTPL58nWibcBwQ6mCadeLVNOOaM0iYm5J/Df8bEFGqiQSiWQYEQpF2Pb6cVrrvHFzG18oZ9SMbHTG2CuJExcUsPvteIMIgMlLCjFY+//Ko1qrYtbKEQR8YQ58WN3mvpw70sKFn5jS7XqqjHwTMy8o5eX7d7VFvZxNPupPOBk7J48RU9PcvtlRBc99RkQzrrhf/D/oaZ8vniusr5+8rX0s5AdPY/qnyRkyYOk3YPwl8MEfhRnFuJUw/UZRIzScyBoDpQvhxIex42odXPCTxD2kJEMHhQJMecnnddbh23jYVgSX/FLY4dfsEr/XWWOEoNIOgSyAfkSKKolEMiTwOgMEfGEUSjBatMO2WW1f8TkD7FtfnXT+yNa6OOt2a44+YQPijHwjU5YWo1INzObAZNNxzrVjmX3RCPyeIBqdGoNZ06M+VUarlveeOJgwjfDQ5lpmXZzGwiPohXX3iqvcIFLErvqbSPMLB4QVt6MSnv6E6FXUkaHS7NSUDaOXC3EYDoDONuycwgDRdPjaB2HHE/DRA6JJ6ugVsOK7kNnLhsyS9GLmLbDxgcRz8z/duega6phyxC1v8mCvJK2QokoikaQ1Hqef5moP7z95iIYKF0q1gnHz8pl3aRmWzO6lhJ1NRKMiWpWMgDc+/U1v0jL74hGMmZPL7ncrCXhCjJuXT/4oa7fT7lKF1qBGa+j9V1MkHKH2aPK0m8r9TWQX9V8/sD7hqoOdj4s6mZk3w6hlIq3PnCdS+tZ8GRoSOG/lTRZW2kMJXZq+B6nEUgCLPgfTrxc9xfTW4ZXi2FdON7Z2Nwp3QFOOcHiMRsX46YbS6VqjYy+B834QX19UulC858M1UiVJihRVEskQpzvubkMRd6uf2qMOlEoFL92/s60ZbCQUZf8H1dQcaeXyL83E3EtLbHerH2eTj9Z6L9YsA5Ysfa+PlU5o9WpKJmRycl9TwvlRM3ISjhvMWgxmLbkjrBCNohyg6FSqUSgUogQsiZGgUp3GzyvkFSYUV/8Dtj4MT9wqolVas6hFuv7f8K+VIm3uNOZc0Y/KnDt465YkR6kS4koSi7sePvgTbPhze9S1YCZc80849Lro8RUKCHvuuR9Pz9RWg100UB5/sXB79Dtg4mrIGi0uhEjOOqSokkiGIJFIFGejj6M76qk+0kp2sZmxc/OwZOpQqYd+Ko3H4Wfdv/eTO9LKiT2NCTfILbUeGiucvRJCrfVe1vxpBy217bUq1mwDqz8/HXs6NoLtATqjmkXXjOGpezfHpcAVjrFjz+08TUw0+h26Il1n0lA6KZMTexKLyuLxGQO8oh6gNcP5P4C3fw5VW9vHAy54/7di/u4NULkJ6vaJXlX5U1JjnS6RDBSRMOx6Ctb/PnZ8wafgqTuhekf72Ad/gJ3/hY+vTVNhZRO34WifLukxaXzJTiKRJKPhpJMn/m8j6586TPm2eja+eJT//ugjqo84iESS9/oZaPzeEK0NXlrqPHidgW4/rrnGw/HdjWQWmDpN5Tq+u7HHa/I6A7z+z90xggrA0eDllQd24XF0f53JCHhD+FxBIuEU2Sb3kIw8I9d9ey6jZ+ag0aswZ+hYeNVoLvzEZIzdNHwYqugMapZcNy6hdfyCy0el9/M350POhFhB1ZH1v4dIUFwNX/p1GH9RegmqSARaK6H+IDQfg4Cny4ekNZ4mqN0LWx8RkYjmYxD0Dfaqhj7OGnjv17FjGWXi89JRUJ3GVQcb/yYiVxJJGiMjVRLJEMPd6uf1f+4h6I+tjYmEo7z6t11c/915WPqhDiYSjuBxBIiEo6g0yi7d2FrqPKz/3yGO7RaRpqwiM0tvGkdOqQW1pvNo2r4PhNFCKBBGZ1Tj94QS3s/UiyiV1xWk7pgz4VxTlRuvM4DR2n1jhJhjOwPUnXCyfe0J/O4QZdOyGb8gf8D7IqnUSjILTay4fSIBbwiFQoHRqh2QNNFwOILfHUKpUiQUNgNBRp6Ra781hyPb6ji+uwmjVcO0FSXY84zo+lCv1e+o1EKUJMPvgEDiz+6g42mCfS+IPlTuBlEHM/VaWP6d9BJ+3cVVC698C/Y83T6m0sDV/4QxF8gmu30h7I9vHjtioUj7S8aeZ2DRPTKVUpLWpPG3i0QiSYTPFUxolw3gd4dwt/hTLqrcrX72vl/FjjdP4veEsOUYWHjlaIrGZyTcODsbvTz7660xUZ/GShfP/mYb131rDtklnRdrK07F0A9trmXCwoI4Vzpxp+T1QZ1xphjt6XwyvK4AHz5Xzr71VW1j9Sec7FxXwdVfn409b+A3YVq9Gq1+YP7MR6MiJXXP+1Uc3VGPVqdm+vklFI61d9sOPZVYsw3MOL+UyecWoVIpUaVzLVVHbEXJ55RqUKfhZj4Shr0vwJovtI+Fg7D9MWg4BFf9HTJGChvqdCQSAWe1sK5XqoWT4u5nYgUViOf0vzvgsxshe+ygLHVYoNIJYxVPh0yDSLhzQwqVFplcJUl35CdUIhliRMKdp/eFg6lNOfO5g7z35EE2vni0LWLUWu/l1b/t5uiO+oTphif3NydMo4tGonz0Yjl+b+LI02kmLhQNBE/sbaJgjI380bE9XRQKOP+OSZgzer5Z15vUySM2CtCbexddcTX5YwTVaXzuIBteKCfoSy7WQsEIjkYvzTVunE2+QUsb7AuOei//u3czW189TnO1h9pjDl7/xx7efuxASlIqe4NCoUCrU/eLoIr2V5ptRlly04kpVwuHtHTDWQPrfpJ4rmIT1O6BxiMDu6bu4m6ALQ/C386FP82B+xeJNMuMEYk3+dEI7Hl2wJc5rLDkw5Ivx46VrxP915Ix63Zhxy+RpDEyUiWRDDH0Zk3SlDilSpFym3GPI8CRLfUJ5z545gjFEzJjzhkJRzi2syHh/QGqD7cS9IU6TcOy5xkZPSuHI1vrWfuvvSy8cjTTV5RQd9yBJUtP6cRMjDYdGl3PTTkMFi0TFxew9714ATRmVg4+dxB3i79HqYUBf4gjW+uSzpdvq2fx1WPQ6OPX627xs/X14+x5r4pwMILOqGb2JSMZPz8fYw/6M/U3fm+IgCckhKdJjUbX/v4FA2E2vXwMnzsY97hjOxpovdDT65TKdCLgC+Fq9nNgQw2t9R5GTMmmeHwGlqwU/s7ZiuDW5+DfV4oUtNOULoLzfwg6U+rOlSoCrvh0ro40HIQjb8EFP0ovS/HT0bQ3vtc+FvTAhvuFCFzyJXjnl/GPaz46cGtMJQG3eM46i3AlHCyUKph2vWh0vfGvEAmd6sUWhImXw77nY++fO0ncfzDXLJF0AymqJJJOCAfDuB0BAt4waq0Sg0U76DUZRpuWJdeO5c2H98XNzVlVhsGS2jqWpip30jmfK0jgjKiTQqnA3ImwM1i0pxzmkmO0ajnnhnFMWCBS/w5uqmXc/Dymn1fS51QyrV7NvEvL0OpU7H6nklAwgkqtZPyCfIrGZ/Dsr7aSXWLm4rundctZ0OsMcHhrXa/SBn3uIO88foCj29s3pH5PiA+eOkzIH2bWhaWouqg/628ikSgttR4+ePowx/c0olQoGD07l/mXjcKWI2rF/O4gh7ckF5UHPqqlYLR9gFbcPwQDYY7tbOCNB/e2uVEe2VqP0arlyq/OSq1rZN5kuGsdtJwQwiprtLi6n45RKgC1TqTNRZJEoE05sOEvQqSkk6hy1sC7CUQTiPqeuZ8QucjRMyLHo8/r/7WlEncj1O2BD/8sUu7GXQxTrxlcNz1zjqi3m3cXeBpAbRCfk3EXwZw7YOPfIeSDGTfBiMVgLRy8tUok3USKKokkCR5HgD3vVrLtjRME/WEUChg5LZtzrh83qE1nVSolZdOzufyLM9jwXDlN1W6s2XrmrR5FwRhbTAQhFehNnR9PpYlNrVIoFExaXMiudRUJ7z/zwtJuObCZrDpM03QUjrMTiUTRGdSiB1EKMNl0zL9iNOMX5NNS60WhgPLt9ax9cC/RSJS6407Kt9UxdVlxl+esONDMB08f5oKPTWZnkuc8ano2OmP86+h1BGIEVUe2vnZcmFxkDazJxZk4Grw89fPNbaIxEo1yaFMtlQeaufobs9vW19nLlK6lND3B0xrgzYf2xdn7exwB3n38ICs/MSXhe9xrbEWd11elE8YcmHKNaFx8Jnq7aHrrbSLtrPp9reDvxPjDUSl6EXk62PNbCqB0Qb8vLWV4moVw/OiB9rGKTbDhT/DxNyBrzOCtTWcCXRlklsWOm1eIyGw0Ig1BJEMKWVMlkSQgHIqw9/1KNq452raZjEbh6I4GXv3rLjwO/6CuT2fUUDwhk1X3TOOmH87nsi/OZNSMHAzm1KdY2XKNaBOkrQEUTcjAkKAGyZKlZ9nN4+M202Pm5DJyalaPzq/Vq9EbNSkTVG1Eo3z0Qjmv/X03r/5tNwc31sbUyex+p7JLG3iPI8Dml48RCkRorHQxZnZ8LYzOqGb+FaMTGka0NiQ2HAEIBSJJXQ8HilAowo43TyaMwnkcAcq31RONRtGbNIybn5/0OCUTMzm0ubZHtvrpRt3x5O0KTu5rwuPwp1U7gwFFZ4Lzvg+Fs2LH9Ta44s/w3m9gwmohUNIJdRcXxzLKwHSqiatCAWPOhztfHlpuhs6qWEF1Gk8TrP0R+F0Dv6buoNFLQSUZcshIlUSSAE+rn62vnUg4V3fciaslgNE6+P1u+kNEnYnJpmXVZ6fzwn3bY0wwLJl6lt88Hp0xXlTpDGrGzs2jeHwGlYdaCPrDFI3LwGzX9doIItVEoxAOJt8Eh4IRol3skSPhCK4m0bdm05qjLLl2LMUTMzn4UQ1+T5CSiZlMWVaMNUnNTSJB2hGNdnCvewU8QU7uTdxEF6B8ewOTlhSi1auZvXIEx3c14G6JFU6jZ+XQXO1mw/PlTFlaxILLR6c2ojNAnJnmGkMUmms9lG+rZ/yCfMz90NIg7bEVwfWPQP0BqNoG5jzQWUVNUssJuOZfoDMP9ipjMWVD2VI4+k78nDlX2NfP+4QQi4YM4Vintw78OvvCgVeSz+1fA96fpd/7IpEMUYbeN5tEMgAE/OFOa2Raat3klqZRbUA/olQpyRtl5aYfzKfyUAutdR7yR9nILjZ3unk8bedtS2WtSQrRaFVMWJjPyX2JRcPYObld9lnS6FTklFqoPNhCNArvPXkIS5aeUTNy0OhUZJeasXXSo8pk12Gy63C3xEc+i8bb0Q+yUYVCqUDbSQ2h3qxBqRIRRGu2gau/NofDW+s4srUOrUHN2Nm5BHxh1j91CBDRv2nLi4ekqMrppA2APc+Iq9HHhufLObKtjlWfmd6rHmpDHluJiP5oTCI60nIcxq+C6TcMbv1OMgx2uOyP8OiVse6EhgxYfR+s/QGULYNJVwxd57lIZ7WeUeLyWSUSSa8Zet9sEskAoNaoUCoVSdN5umNgMJxQqZRYsw0D3sS2vykcayejwEhztSdm3GDRMPmcoi6tuHVGDQuuGM3Tv9zSNuZs9LHjzZPojGqu+/bcTh9vztBz6eem88Lvt+F1tjvn2fOMrLh1IvoEUcCBxGDWMvPCUl7/x56E89NXFMc0crZk6Rk1MxtPq59QMMJHLx6NE4wNFS4y8tPQwa4TAr4QDRXONkfKjigUMHfVSDa/fAyA+hMu6k86z05RBcJswJQD+VMhHACdDVRp7NqWMQJufwmayqF6B2SUgrUYmo7Cdf8WEbd0S1vsCeMvhrd/lnhuzAWi5k0ikaQEKaokkgQYrVrGzs3lwEe18XM27bATF2cr5gw9qz8/gwMbatj7fhWRcIQxs/OYtry42+9xZqGJSz4zlXceO9gmILJLzJx/x6RuWW1nFZq49ltzaa5x42jwkVVowpptSJtNedE4O6Nn53LkDHe/6eeVkFkYL46iYdi+NkGzZqBgjB17nhFnkw+VWjlkbNZDgQjb3zzJjPNKySm1sm99FR5HgNwRFqafV8L+DTU017QL8/0bqhkxOSt5P7SzgaGUUmYtELeRi9vHCmcM2nJSiq0Ypt8EOx6LHddZ4IKfDL10RokkjVFEo11VDZxdOBwObDYbra2tWK3yj83ZjKvZx9oH91J5sKVtzGTXsfrz08kqHEIbBkmXRCJRvM4A0SgYzGpU6p5dWY9Go7hbAvg9QZQqBXqTBkMa9ZjqK15nAGeTj/Lt9ShVCkbPzMVk1yVMj/S5gqz5yw5qyx1tYwoFLLtlAq5mP3vercTjCJBRYGTRlWPIH23rMs0yFUQjUcJhYZ/fU9OTUCDM248d4MCGGnJKLSy5dgyulgANJ53s/7A6JsoIMHFxActvmZB6cxWJpDe46oTj3/o/gLdZRKjm3QX2EaCUfmUSSVd0VxtIUXUGUlRJOuJ1BnC3BnA0eDFYtFgydWdnEbpE0gOaqt088+st+N3C3GHGBSW4mwMc2hwf+V1x2wQKxtrRGdT9YrwSDIRxNfnYu76Kpko3eaOsjJ+XjzlLj0rV/Q1lY5WLJ/9vE5FIlNJJmWQUmNjxZuKI3DXfmE1emS1VT2HgcNWDq0b0b7IUiNQ3c5r2xjobCAfFexHyiT5OlnxQ9SHByNsijqm3gXr4XPSRSPobKap6iRRVEolE0jei0SjOJh8n9jRycl8zM84v4ZlfbU14X71Zw5Jrx7Lr7Qou/PjklKbWhsMRKvY189JfdsbY5as1Si7/8kzyeyB8QsEwtUcdrPv3flobvFxy9zQ2PHckrjn2lKVFzFtdNiDOnCml5Tg8fgvU7GwfK5gB1z8K9pJBW9aAEY2mV0M1Vx1s/pdo2Ot3iNqnxV+AmbcIZ0KJRDJgSFHVS6SokkgkktQRiUQ4trORVx7YlfQ+K++awmt/301mgYnLvjgDUzeaQ3cHZ5OXx3+yKaEdujXbwFVfndXj2jV3qx+fO4hSqUClVtJQ4WL/hmq0BjVTzinClmsYeoLK3QCPXQ+Vm+PnShfCDY+BMXPg19Xf+J3QWgE7/its38ddDCMWg32Q+1D5nfDG94WoOpOF98Dy78geThLJANJdbSCNKiQSiUTSbyiVSrSGzmvUTtuyN1W7cTf7Uyaq3C2BpP2lHA1efK5gj0WVyaaLWZ8128DIaVkoUAxdYwp3Q2JBBXDiQ3DXDz9RFXDD3hfg+c+0j+15FqyFcOtzIv1xsEwc3PWw5aHEcxv/CnPvgsyRA7kiiUTSDWSFokQikUj6FVu2Ea0+sbDKH22j4aSz7WdHozdl542EI53PJ2mZ0F28zgDNNW6aqz24W/0M2cSPgLPzeb9rYNYxkLjq4IV74scdVfDG94TI9HfxuvQX7gaIJvnshoPgbez6GJGIiMIde1+Ixdo94O7G4yQSSa+RkSqJRCKR9CtGu5aL757Gmj/uIBxq3ywarVrmXjKStQ/tbRuzZKbOCMacoUepVhAJxYsdvUmDwdw718FoNEpTtZs3H9pH/Qmx8TbZtZx7w3iKJ2Sg1ffDV6uzVvRSKn9HmEeMXg7m/NSkgRkyks8pFIPXp6m1Eur2QtV2yBkHhTNFD6lUONYd/yC5cDn0Bsy4RbzmukFo8q7p4j3taj4SEbVxj14Fnkbx/maPhZxJsOybwj5eIpGkHCmqJBJJWhKJRHG3+An6Qqg0SgxmLVqD/JM1FFGplBSMtnHjD+ZxYm8TjRUuMovMGK1a3n7sQJsluT3PiDmFospo1bLg8tF88PThuLlzbxyHsZe9wJyNPp799Vb8nvbUQndLgFce2MVVX51FwRh7b5ecGEeVMJGoam8yjUIJ1/wLxq7su7Ay5sD8z0DjAWg+Do0dXq9JV4hmvgNN42F4eLV47qfR2+C2F6Bget9NJfyO5HPRCBCFI29C9pi+nac3mHIga0zs+3CavClgyu788Y5K+PcVEAnBpb8XPcOqtosUzpYToDXJ/lQSST8gdygSiSTt8LkDlG9r4MPnjuBzBVEooGxGNkuuGdethrqS9EOlVmLLMTJ1qRGfK8DGl47x3hMH4VQQKavIzMWfmpKyeioAtVbFxEUFZBWZ2PjiURwNXrKKzMxbXUZWoRllL2ugju9pjBFUHfnwuSNccve01PXeCvnhgz/FCioQG/+nPgb3bIas0b0/fjgEvmYRCQr5YPR5kDEC3vyJcP+74EcDvwF3N8LTd8UKKgBfKzx2HXzybVH71BdGLEk+lzdZiI+Qv2/n6C2WPGEO8vBqcHVoQ2Atgmsf7lrk1u+HgAuu+ze8fS9U72ifU6rg6gdh3IWgkU3sJZJUIkWVRCJJK6LRKMd2NbLu0f0dxqB8WwMttV4u+/yMHpsLSNILvVnL/NWjmLasGK8riFavwmDVYuxjw2R3qx9HvZeGCheWLD1ZhWbMGTpKJ2WRO8JCKBhBo1WhM/Ze8EQiUSr2NyedbzjpIhQIQ6pElbsetj6UeC4agcNrey+qIhGo2gaPXAZBT/u4IQNufxEyRoHO1Ltj9wVPA1QltuDHVQvO6r6LKmshTLwM9r0QO65Qwrlfgzd/DFf/s2/n6As54+GudVB/ABoOQs4EIXy787xbTsKE1bD/pVhBBRAJw9N3wj1bILOsf9beU0IB8Z7W7AZvExTNEj25jFmDvTKJpEdIUSWRDAHCoQiRUBS1TokinXqp9APuFj8bnjuScK6pyk1rvVeKqmGAzqhGZ1Rjz0vN8ZyNXtb8aSdN1e19o3RGNZd/cQbZxRb0ptTYnCuVCjLyk6fbmTN0KHvQVLhLImHhVJcMZ03vj+2shsdvjBVUAN5meOYuuO3FwRFVIV/n874UGEiYsuCSXwsL9Q1/EeK1ZB7M/xRsfUSk3w12fy5bkbiNWdGzx+VNBoMNnv9s4vlIGI6+kx6iKugTa3n641C2VNR77X8RVHq45FciaieRDBGk+59EksZ4XQGqj7Sw9sG9vHz/Tnatq0ipO1o6EgpEcLcEks7XneikFmKIEw5FcLf68bT6Y5rV9gVHo5eqQy1se+MEhzbV0lLrIRhInLo2VPF7Q7z7+MEYQQXg94R44b4duFtSm8Y1fn5+Uvv0OZeMxGhNYZ8qrQnypyWfH3s+uOqFMcH+l6ByS/eFlqtWiIlE1O0TEaPBQGcRzzsRCkXqxI4lD2bfATf/D659CApnwVs/g7Jz4bI/Dk4tWSrIGAlaMwQ7+a7oixhPJY4q2PaoqA80ZkLdfrCVwOzb4Mg6IQAlkiGCjFRJJGmKzx1k+9qTbH31eNtYxYFmtrx6nKu+Ogtb7vBs/qhUK1BrlISCiZ25rMO0psrR4GXXO5Uc3lyLUqVk8jmFjJuXhzmj98+3tcHL6//YTd2x9iv7Gp2Kiz89lfzRVjTavn8FhAJhvK4g0WgUrV6dulqiHuB1Bji2O9Yu2mTXMnlJEZmFJvy+EPpAGLW2835Z3cWcqefiT0/l9X/sJhQ49TlVwPQVJRRPTHE/J1M2XPRzeHiVyIPtSPE8sBTBf68XYuo0maOEUMjqwmShM7MGGPiaIr9TpCPufxnm3w3v/Tr+PtNvTq3Y0ehFqp2lQJhAzP8UmPP6boQxmFjyIDgecicKcZyIsnMHdk3JqNwi6rseu77djfHYeyJaeNXfhb28jFZJhghSVEkkaYq71R8jqE7jcQTY8EI5K26dgEY3/H6FjTYdk84pZOdbFXFzGp2K7JJBsDjuZxyNXp7+5RY8jvYI3YfPHuHAxhpW3zO9V8LK7w2y+aWjMYIKIOgP8/L9O7n+O/Ow56k73D+EzxUkEomiM6gwWrtOsXQ2+dj88lEObKglHIpQONbGkmvHkVloRKVOjYDpDuFgpM3wAqBkUiZTzi1i62vH2bjmKEq1gvHz8pmzqiwlolyjVVE6KYMbfzCf1jovQX+YzEITBosGnaEfRGXhdLh9DbzyDajdDWq9sPxe8iVY88VYQQXCev2x6+GOl5NvSOsPiiiAQpnYWlxrHvialmPrhUAEOP+HcMGPYcP9Ik3RkAEL74FZt/WPcYbeOrwc8TJHwsp7hQvgmRRMF8I7HbAWihTUMz+D4QC89m24Y83grEsi6QXDb0cmkQwTju5InnpTvrWeRVeNGZaiSq1WMvPCUpqq3DGGAFqDmtWfm455mNVThcMR9rxbGSOoTtNU6ab6cCtj5/ZcCHgcAQ5uqk04FwpEqDvuwJ4nop0tdR7ef+IQx/c2QhQyCowsvXE8uSOtaJJEd1zNPp7//TZa69pTjKoOtfLULzZz3bfnklVk7vGae4vWoEZrUBPwhtCbNExbVswrD+xqa+4bCUXZ90E1VYdauOLLM/sU/TuNSq3CmmXAmjUADmpaM4xcArc+B0E3KFSiV1VrBRx+I/FjGg+DqyaxqHLVwf9uh+K5Iv1t87/i77Pie8IsYKBw1sArX2//ee0PxfqWfUtYqedOhMwxoBo4sT7kKZ4Ltz0vxHj9fiHGZ94qxPhAvredEY0IV8dEOCoHrwGzRNILht+OTCIZJnRsknomkWiU6JmpQMMIs13PhR+fjLvFT2OVG6NFiz3PgClD32sb7HTF5wpyaHNd0vl9H1Qzcnp2UnGTjEgomrDp7WlczSK1y9kkei51FHXN1R6e/902rvnmHHJHJL56X3vUESOo2s4bjrLh+SOcf+dkdAPUV8xo0zLv0jLe/98hJizKZ8dbJ9sEVUda673UHXemRFQNCuYcoEPqW2cGFiAavybC3SCa6tbthYt/KaJCG/8m6lsyR8Hy78DoFaAawFROnwNazojMV2wSN4DV94k0PUn30Zlh1DLh5Bhwg0otUifVafT5V0iRLBk+SFElkaQpZdOy2fzSsYRzpRMz+yfNKI0wWLQYLNphme7XEYVC9HBKhkqj6FV5h1qrxJyhaxNPZ5JXJsRSxYHmhFGyaBQ+fK6ci+6aHGdBHo1GObI1uRCs2NdM0BcaMFGlUikZNz8PlVqB3qxh57r41NHTlG+tY9SMIWpAcCZ6mxA+4WDieUsS++2O7nqvfF1YWJ/7NZHu56gS4sWY4tqwrlBpxC9DNCp6KY2/RFieq3VQsyt9IitDEXPuYK8gObYiIfISOT4aM6WtumRIId3/JJI0xZKpZ/Ts+C9DtVbJomvGoDPKayLDAYNFy+Rzi5LOT1tWglrT86u51mwD81YnrpvILjFjydQTjUQ5vit5mmlteStBf7z7lkKhwNhJk16dSTPg1v8Gs5bJ5xSRU2pB30kfKtNQjVIlwpwLsz+eeG70iuSbaWMmqDo4FFZuhTVfgidvg9e/k9x5rz8xZsPYi4RQvP4/IqJyek1H3wVDprDflgwvzHlw0b2J51b9ThiISCRDBCmqJJI0xWDRcu7147jgY5PaNsGTlhRw/XfmkZE3PJ3/zkYUCgVjZuWQUxpfgzRqRg5Zxb2rTVIoFJRMymDFbRPa+nopVQrGzsvjok9OwZptQKFUYMlOLjIMFm1S6/AJC5NvdqYtL06trXg3USgVWLIMTFtRnPQ+4+YPIycxjRHO/TIs+KyI6ICI8ky9Fi7/c/JokylXmD4kYs7HxPxAo7fAxT+HVb+Ft/5P1HkFXGLu5Efw4MrkTnaSoYtGD1OuhjtfEY6EthIYeyHc9RaMOV98niWSIYIiOpwLM3qBw+HAZrPR2tqK1TqMnIAkQxqvK0AkHEVnUKfMFlrSf0TCEdwtfpprPHgcAbKLzZjsOgyW5ELD1eKn9mgr+9ZXo1IrmLKsmKxCU7dc+DojGo3iaPAR9IdRqRUYrdqYdL6mKhf//fHGhI9ddvN4Jp+TOIrm9wbZt76a9U8djhkvGmfngo9NHtQGze4WP288uIfKAy0x4+feOI5x8/IHLC1xwAj6RM8pvxO0RiGKdF2IcVc97H4K3v2VqL0yZMDiL8KMmwY3XezwWnj06sRzIxbDDf8Ra5UMP3ytoreW1iR6lUkkaUJ3tYEUVWcgRZVEIukL4XCEuqMOXvzTDoK+9tS5kkkZnHfbpC7FRigYRqFQdFpnlUoC/hDl2+p565H9MQ2Hx87NZcm1YzsVdX5vCE+Ln6M7GvB7g4yclo0txzgoUaoz8Tj8OBp8HN/TiM6gZsSULEx2HVr9MBNUfSESFq57YT+odGDOH3x3vVe+CR/dn3z+S3vAljwSKZFIJKmmu9pAfrtIJBJJioiEIzgbfLxw3/b2prCnOLm3me1rT7Dg8lGoOqmR6k39VF/Q6tSMnplLwWg7NeWtBHwhCkfbMdq1GMydiyOdQY3OoCajYBBqcLrAaNVhtOrIH2Ub7KWkL0qVMApIJ0zZyed0FtFXSyKRSNIQKaokEokkBYRDEepOOKk/5ogTVKfZ814V05aXYMlKrxROjU6FLceALWcAei4lIBwS6ZK1xxy4W/zkj7JhydZj6mPqo2QIMnE1vPWTxHOzPyYMLCQSiSQNkaJKIpFIUoCr2cf6pw5ROMae9D5Bf5hwOHn/sbORcChM1aFWXvrLTsLB9tcmr8zKRZ+cMnR7Skl6h7UILv2dcP7rSMF0WPDpge2dJZFIJD1AiiqJRCJJAUd3NtJS62Hq0uT1HpZMfY+b+A533C0BXvrzzrhm17VHHWx55RiLrxkrzVnOJnRmmHodjFwC+9aAux7GXSR6Z8leVRKJJI2RokoikUhSQHOVC787RCQcxZ5npKXWE3efBVeOHlRXvHSkprw1TlCdZt+HNcxcOQJr1uCkJUoGCZ0ZdOPgnC8P9kpiiUSEUyKIprRKWd8lkUjakX8RJBKJJAUUjLUD8MEzh1ly3VhGTs3idP9bg0XDitsmUDopSd+gsxhXiz/pXDgYIRKWBrWSNKC1Ejb8GR6+FB5ZDRv+IsaGIp5maDkp1h8KDPZqhh+eRmg+Ae7GwV6JZICRkSqJRBJHKBDG6wpCFLQGVUxfI0liisba0Zs0+FxBXvvbbiYsLOCiT00lEolizzGQVWRO2kj3bKZgdHJ3Pmu2AY1Opv5JBpnWSvj35dBwqH3s9e/A1ofg1ufTz0ExGUEf1O2BV78NJzeIflCz7oCFnx06zyGdcTdA83H48I+iUXVGGSz+AmSP7dzVUjJskKJKIpHE4Gj0svnlYxz8qJZwKELRhAyWXD2GjAJTv/dOikaj+NxBIpEoSqWiS0vvdMKSZeDKr87ijX/toeGki11vV3BwUw1LrhmLJUs/bAVVNBLt03OzZhvIKTFTf9IVN7f42jGYbAOXLhn0h/C5QkSjUbQGNXqTvJhw1hONwoGXYwXVaRoOwcFXYe7He37cUABCXtAYB858o24f/PMC0Z8MIOAW0bej78It/wNLwcCsYzgS9MLx9fC/OyB6Kp25fj8cfAVW/0HUCWqNg7pESf8jm/+egWz+KzmbcTX7ePY323A0eGPGVWol1317LpmF/dePqLXBS215K1WHWzDZdBSMtqEzqrHlGodUw1avM4DPFSQcjqAzaTDZdCiHmaCKRKI4G30c3VFPTXkrOaUWRs/KxZKlR6XqufB2NfvYuOYoBz6qIRKKYsnSs+SaMRSNzxiwKKmjwctHz5dzeEsdkUiUwrF2llw3lswBuJiQlrjqIBwQvazM+bTlsp5teJrg0augalvi+aJZcPMzYMzo3vECHmg+Bhvuh4b9kD8D5n0C7CNA049Ol55meOJmsfFPxK3Pwejl/Xf+4U7jEfjXSmGsciYaI3z6PcgaM/DrkqQE2fxXIpH0mOrDrXGCCkQfoY0vlrPi9on9InBaat08//vtuJrb62uUKgXn3T6RYCDSqU15umGwaDFYhk6ErTfUn3Dy3G+3tvXjOrK1nk1rjnHZF6ZTMNre48iVOUPPudePY84lI4mEomh0qgE19HA2+Xj2N1tjPn9Vh1p4+hdbuO47c8nsx+bGfm8IrzOAu8WPVq/CYNVitvdgcx1wg88hoh2pSDHytsCJD2HtD6D+gIhenPNVmHQ5mM/CHlEKhRCWSedV3Rec4RAceQuevLU9mnFyI2z5F9zyDJSd23/iNehOLqgADrwiRVVf8DQmFlQAQQ84qqWoOgs4Cy+/SSSSREQiEQ5vqUs6f3JfEwFvKOXn9XuCvPPfgzEbWoBIOMq6R/cT8IZwtyY3Mxgo/N4grhY/AX/qX4OhhLvVz2t/3x3X4DgcivDq33b3+r1Sa1VYswzY84wD7pBYsb8p7vMH4jlteukoQV+4X87rafWz/n+H+M8PNvDcb7fx5M8288yvttJQ6aLLJJJQQKRzPf9Z+NtSeORy2PU/EWHqLeEw7HsR/nuDEFQAzmp4+Svwzr1CvJ1tGDJgTifpfXM/AQZ7947lqoHn7m4XVKeJhODZT4rXut9QgM6SfNqc24/nPgtQdLGd7mpeMiyQ77JEIgFAqVRisCWPsOhMmn6pC/K6glTsb044FwpE8DgCBH2DJ2Q8zgBVh1tY++BeXrxvO+/85wD1J50EfMFBW9Ng4nUGcTb6ks55HEPLTSwcilC+LckVZqBiXzP+fvj8hcMRdr9Xxb4PqqGDfnI2+nj+d9sSirwYanfBX8+BPc+CqxZqd8PTn4C1PxIpa73BVQ1vfC/x3OZ/Jb8SP9wZtRyK5sSPF82FsqXdP46zBvxJhKmzRhgd9Bfm3M7F4cTL+u/cZwPGzOR91LRm2WPtLEGKKolE0sbkJYVJ56afV4LRmvq0tkiSHkWnCXhCKHtRp5MKAt4gR7bU8eyvt3JsZyNNVW4Obqzlf/dupvpQa9fRhGFIJNz5+5Ws51S6olQqOv1cW3P0EIXWOg9N1e5OLeA7IxgI43EGCAZE1MvTGmDH2hMJ7+tzBWmsjDfuaMPdCGu+BOEEwn77o0Jk9QZvC3gTX+AgGoWmI7077lDHWgDXPwrXPChS9MqWwrUPwfX/FnPd5cwIVfwd+rLKzlFpYP6noGBG/Nylvwdr8r/9km5gLYHV94HyjPR4hQIu/R3YSwZnXZIBRdZUSSSSNiyZehZcMYoNz5XHjBdPzGDM7FwU/ZDvrzWoMdq0eFoTRziyS8yDZunudgRY/9ThuPFoJMq6/xzgyq/MwpZzdjWmNVi0aPSqhClxSrViQN36UoFCqWDy0iL2ro9PvbJk6ll60wTefGQfFfua2sbOuWEsRWMz0Bq6/goN+EK01nnZ+tpxmqrdZBaamLVyBFq9ikAnaYXNNR5GTk0y6WuB6h3JT3r0Xcid2OXa4lB1cdFEa+75MYcL1gKYchWMvVD8rOvFa2HJF6YFwfjG4BgzwdjPttvWQrjpCWg4CAdeFTVyE1aBpbB3z0fSjloDpQvgk2/Dhgegbi9kjoKF90DWqK5/tyTDAimqJBJJG3qThinnFlE2LYfyHfUEfCHKpuVgy9FjtPbPZtlk17Hk2rG8/o89cXNl07OxZOnRGQfnT5Wz0Zc08uJu8eNzB886UWW0all09Rje+c+BuLl5l5b1SzSzv7FmGRJeTFh+6wRe/ssO3C3tgt/Z5OPlv+ziii/PpGhc545v4XCEk3ubePXvu9uCEE1Vbg5vqeOiu6ZQOiWTE7sTp+plF3eyyVUoxRXwZJFSTS8/k8ZMKJyZ2OlObwd7ae+OO5zoi/gw58Elv4bnPxM7rlCIKMdApIhZ8sWt7Nz+P9fZht4G+VPhkt9AwCEuQkgb9bMKKaokEkkMOqMGnVHTr/bpHVEoFJROymTVZ6fxwTOHaa72oDdpmLaimPEL8rFmDaJo6SIbpz9dpiPhCAqFIu36W6nUSsbMzsWapWfDc+U017ix5RiZf1kZBaPtqLVDr1mv3qRhytIiRk3P4djuBoK+MKNn5tJU444RVB1Z/9RhVn9+eqe91DytAd769/74z1EU1v1nP5feMz2hqDJn6MjI72QzZsyE0efB4bXxcwoFjFic/LGdYcqGK/8KD10SW9+j1sEN/xHW6pLeo9bBxNWiGey7v4bGQ5A3WbgrZo/p3GVQMnTQ6sVNctYhRZVEIhl0dEYNI6dmkzvCSigYFnUuadDfyZJlQK1REgrGR6ssmf0TQXM1+6g63MLhzXXozRqmnFOENceQVo1o9UYNpZOyyCm1EA5GUKqVGIe4jbzOoEFn0JDRwT5959sVSe9ff9IZ54B4Jp5Wf1LHTL87hEIBc1aNZNvrJwif+ozllFq48BOTMWd0sinT2+Cin4u+OJ7G2LmV9/bNyS1nPHzsNTiyTqQY2ktE9Gr/SyKdSdbe9A29FUrmwTX/FGmAWjNoB+YClkQi6V+kqJJIJGlDuqWOGW0aFl83Ni7VTalUsPTm8VizUxtFczb5eO63sc2X962vZs6qkUxfUZJWwgroNEozHOgstdNo0XYp+iORzkOdCoWC2StHMHFhAT53ELVWhcGs6V6fs+yxon7jwCtw6DWwFJ1qIjuyc+vsrnDVweM3QyQIGSOhZies+5mYc1TC5X/u2/ElAp1Fvo4SyTBDiiqJRCJJgs6goWx6NlmFJra/eRJng4+sIhPTzyvBkqlPqXFHKBhhy6vHEjZf3vzSMcbMyk07UTXcGTUzhw3PlxNNII5mrSzt9CJAOBQhHIqgM6rxe+KjVXqTBp1JLfpzZRt6J9DtpcLRbdZtoNSAKgVf6c4aqN8v/t94htvfvhfhvB9IMSCRSCQJkKJKIpFIOsFk1WGy6rDnmQgGQuj1GrT9kPbncwU48GFN0vnDW+vIKpIOXQOJOUPHxZ+ewmt/2xNjWDJmTi5j5+Z1Wu8WDkUo317PwqvG8PZ/YuuqFApYdPXo1NWf9daYIhHuTpoHRyMQcKfuXBKJRDKMkKJKIpFIuoHBrMFA/0WKolEIddLjKeBNbr8t6R/UGhWlEzO56Yfzaax04feGyCm1YLJp0Zs6T9HTaFWYrDoq9jWx6u5pHPiohpY6Dxl5JsbNy6O51o1Wl4bGBJZOaqaU6sGJUgW84GkQKYlai7ACl0gkkjRDNv+VSCSSNEBrUDNiUlbS+dGz5EZyMFBpRHpe2fQcJiwoIKvQ3KWgAtH/auzcPE7ua+K1f+xGqVYyYnIWCpWCN/61hxGTs9Ho0vC6pjkXSuYnnpt5a99MMHpDawW88jX44yy4byY8slr04Qp00hxZIpFIBgEpqiQSiSQN0BnULLx6NCpN/J/lovF27Lmy38lQw5Kl56qvziJ3hIWDH9Ww5dXjNFa4WP35Gdhy0tRy2ZQN1/wLxlzQPqZUwczbYNk3B9apzlkNj14N2/4N4VPW9nX74JHLoHoneFuh/iDU7IKmcggndlqUSCSSgUARjSbrHnh24nA4sNlstLa2YrVaB3s5EonkLCIcjuCo87Lp5WOc2NuIzqBm2ooSxszKxWTvn+bLkv7H5w7icweJRqPojJqhYT/vbREpd36XsHA35w689feRt+DfVyaeK5gBi78Az9wFkZBY39JvwvhLwFowoMuUSCTDm+5qgzTMPZBIJJKzE5VKSUaBieW3jMfvDaFQKDBatSl1GZQMPHqTZug5Nxrs4jaYHH4r+Vz1dhFBi5yKTrnq4KUvCxeQmbeDKg3r1SQSybBGpv9JJBJJmqHRqTHb9ZhsumErqHzuIF5ngEi48wa6krOYziJOOguEfPHjb/8cWo/335okEokkCTJSJZFIJJKk+D0hPA4/lYdaUCqgYIwdo02LztC7yIu71U/VoRZ2vHmSoD/M6Jk5TFhYkPJGypJhwLiL4PXvCiv3M5l+A+x5Nn7cVQsBT/+v7WzGWQPuBgj5RQ2eOQ80aVojKJEMIFJUSSQSiSQhXleAba+fYNvrJ2LG5146kmnLS3qc0uZx+Fn36H6O72psG2uqcrP73Uqu/vocbDk9E1aRSBQFdNovSjKEsRTANQ/C0x+DSIeWAiULYNQyeOLW+MeotKCW9Yf9QiQCdbvF6958TIypdXDu12HOnWBM7l4qkZwNSFElkUgkkoTUn3DGCSqATWuOUTw+g8KxGT06XnONJ0ZQncbrDLLt9eMsuXZstxriulv81J9wsn9DNWqtisnnFGHPNWAYCgYQku6jNcK4lXDPFmGj7m6AsnNFdORfFyaOYE2+CkwDbPt+tuCogIcuBV9r+1jID2/9BOylMO26wVubRJIGSFElkUgkkjj83hBbX0tem7LtjZPklFp61Gtp/4bqpHMHN9Uy55KRmLsQVa4WH6/cv4u64862sQMbapi4uICFV4yWwioVhAIQ9oPGKMwgBhONATLLxO00oQBc8xD893rwt38OKJoFy78NBtuAL/Os4Nj6WEHVkbf+D8qWgiVvYNckkaQRUlRJJBKJJI5wKILXEUw673H4CYeiaHqQadWZ6UZ3DDmikSiHNtXGCKrT7FtfzYSFBVJU9QWfE5qPwob7ofUEjFgM028UUYjBFlcdUWuheC588h2o2wOtVVA4A6xFYC8Z7NUNX6q2Jp9rOd7eS0wiOUuRokoikUgGiGg0irvFT2u9F3ern4w8Eya7DqM1/YSAQgGF4+w0VbsTzhdPyESj79lGe+KiAvatTxytGj8/D30XgsjjDLD7naqk87vfriB/lBWlUhrb9piAB/Y+By/c0z527H348E9w56tQMG3QlpYQtRayRoubZGAomJF8zl4KqiHWNkAiSTFD5pvnpz/9KYsWLcJoNGK32xPe58SJE6xatQqj0Uhubi5f+9rXCIVkh3WJRDL4RKNRGitdPPmzTTz322288c+9PPmzTbzywC5czQmsoQcJd6ufAxuqeenPOxk9Kxe1Jv5rQqNTMWlxASpVz75CbLlGRs+Or3cx2XXMOL8Utbrz40WjEAqEk84H/GEi0qG9dzgqYc0X48cDbnj+s6KeSXJ2M3KJsLJPxLJvgyV/YNcjkaQZQ0ZUBQIBrr32Wu6+++6E8+FwmFWrVhEIBPjggw94+OGHeeihh/j+978/wCuVSCSSeNwtfl68bwdeZ2xKXU15Kx88c4SgL7lYGCjcrX7WPriXtQ/to/aogw3PHeHCu6aQV9beQb5gjI2rvz4ba1bPLdCNFi3nXj+OVZ+dRvGEDPJGWll8zRiu/trsblmq600aymZkJ50fvyC/S2EmSUDLSTi+vr2R7pnU7ARv88CuSZJ+2Erg9jXi39OotLDsWzD2gsFbl0SSJgyZ9L8f/ehHADz00EMJ519//XX27t3L2rVrycvLY8aMGfzkJz/hG9/4Bj/84Q/RatMvvUYikZw9tNZ78TgS1xwc3lLH/MtGYdMPbq+mpko3FfvbN8+1Rx2889h+Ji8pYtFVozHadOhNmh5bqXfEaNUycmo2hWPtRCJRdAZ1txscqzVKZl5QyuHNdfg9sQIgs9BEwShpUNBjvC3wxvehdH7n94sMvuiXDDJKpahd+/gb4K4XZiamHOG2qDUO9uokkkFn2FzS+/DDD5k6dSp5ee3OMytXrsThcLBnz56kj/P7/TgcjpibRCKRpBp3iz/pXDQSJRQc3E1rJBJlz/rKuHF3S4CNa47y6t92o9aq+iSoOqLVq9EbNd0WVKexZhu49ptzmLSkAJ1JjcmuZdHVo1n9uemoNErCYZn/1yM8DbD3WcgcJQrpEpE1Ggw9s8+XDGOsBaLGrnguZIyUgkoiOcWQiVR1RU1NTYygAtp+rqmpSfq4e++9ty0KJpFIJP1FRr4p6ZzWoEarH/w/x8ou3PkURAdwNcnXYcs1cs5145i7qoxoJEpLrYc3H9mHzxmkdHImk5YUYs0yyKbA3SHkE8Vq+9bA/E8L57+OKFWw+j5plS2RSCRdMKiRqm9+85vii7qT2/79+/t1Dd/61rdobW1tu508ebJfzyeRSM5OTHZdTG1SR+ZcPAKjbXBTlJVKBZPOKUw6P2FhfpfufAOJWqtCrVOx460KXrhvBxX7mmmocLH1tRM88dNNNNUkdi2UnIHeBno7bH0YDJlw+Z+gdAHYR8DE1XDXOiiaM9irlEgkkrRnUC+NfuUrX+GOO+7o9D6jRo3q1rHy8/PZuHFjzFhtbW3bXDJ0Oh06XQ8arUgkEkkvMFq1XPTJKax/+jBHttYTjUTR6lXMuWQkExb23EmvP8gsMFE2PZujO2Kd3ixZeqacW5wWa+yIpyXAjjfjL4QFfWHef/IQF31yCjqjtHnuFHMBrPguvPxVWPdTsBXD1GvBmAVKrTAl0OgHe5USiUSS9gyqqMrJySEnJyclx1q4cCE//elPqaurIzdXWPa+8cYbWK1WJk2alJJzSCQSSV8wZ+hZfssEFlw+mlAwjFavxmjTpo1YMVp1LL1pPBMXFbDzrQpCwTDj5uUzclo2lsz021if2NuYdK5ifzN+T0iKqq5QqWHK1aA1w1s/htYK2PQPmPtJmP9JMGYO7voCXnDXCVMEjQksBcIwQSKRSNKMwU/i7yYnTpygqamJEydOEA6H2b59OwBjxozBbDZz4YUXMmnSJG699VZ++ctfUlNTw3e/+10++9nPykiURCJJG7T69KifSobJpqNseg5F4zN67M4nGaIYM2H6DTBqqaixUmnBnDf4zVwdVfD2z2HHfyEcAFM2LP8OTLpcRNIkEokkjUjfb/Yz+P73v8/DDz/c9vPMmTMBWLduHcuWLUOlUrFmzRruvvtuFi5ciMlk4vbbb+fHP/7xYC1ZIpFIhizpLPxOUzopi/UcTjhXPCEDnTH9n0PaoFCANXlN3YDjrodn7oJj73cYa4A1XxL27rM/BirV4K1PIpFIzkARjUYH384pjXA4HNhsNlpbW7FaExeVSyQSiWTw8XmCbH7pWFxdlUav4uqvzyar0DxIK5P0meqd8NdzEs8ZMuDT74v6L4lEIulnuqsN5GU8iUQikQxJ9EYNsy8awYgpWWx9/Tg+V5DSSe2W6pIhTN2+5HPeZvA7B24tA0nLSfHcQj7QW8FaAhpZwiCRDAWkqJJIJBLJkMVg0VIyMZO8kVbC4QhagzrO+CMUCBPwhVCqlClrXizpZ8yd9MVSqkCdfsYpfab+gHBhPPqu+Pl0DdnYC4QLo0QiSWukqJJIJMMCR6OXgCeEUqVAb9ZgtMqru2cTWkP811k4HMHR4GP72hNU7GvGYNEwa+UI8kfbMKZRzy1JArJGizQ/b3P83ITLwJQa5+CUEfKBs1b8qzGAOR/UPfiMNR6BR6+G1g6prKdryK7+J0yVokoiSXekqJJIJEManztITXkr7z1xCEeDF4D8UVaW3jSBrCKTdK47i2mucvP0L7cQCkYAcDR4eeWBXUxaUsjCK0f3a9TK6woQCkRQqhQYrVr5Oewp1iK45Vn49xXga2kfz58GK/8PdGlUL+esgfV/gM3/EqJKa4L5d8P8T4E5t3vHqNkVK6g6su6nUDQbMstSt2aJRJJypKiSSCRDmuYaNy/9ZSd0sNypKXfw3O+2cs035mDPNQ7e4iSDhs8d5N0nDrYJqo7sfb+KacuL+0VUBXwhGk46Wf/0YeqOOzHZtMy8cARj5+TK6GlPUCqhYLowpKjbB45KyJsC9lKwdJIaOND4WuH178Ku/7WPBdzw3q8h4ILzvi9EVlec3JR8rqkcwsG+r1UikfQrsoOeRCIZsnha/Wx84WiMoDqN3x3i+K6GgV+UJC3we0JUH25NOn9yX1O/nLfqUAvP/mYbdcecEAV3S4D3nzzEe/87hNcV6JdzDluUSrCXwLgLYc6dUDI3vQQViBS93U8lntv8T3DVde84mSOTzxkyRB2ZRCJJa6SokkgkQ5agP0zdieQuYJUHW4iE4yMVkuGPQgF0knGnVHWejuds9LL/w2refHgf2944Tmudh3Aw3OljvM4AG188mnDu8KY6PA4pqoYdrjpI1pkmHARvS/eOM2ppcvONuXeJCJ1EIklrZPqfRCIZsiiUCkx2LQFvKOG8JVOHUiWvHZ2N6IwaSidlcmJP4ohUycTMpI9tqnbz7G+24nO1p1xteK6cSz83ncKx9jh3QWeTj6YqF41VbqYuK0alUbLhuSM4G30x96s/7pS9s4YbOkvn89puph9bi+HGJ+DJW8HvaB+fsBpm3goq6VopkaQ7UlRJJJIhiyVTz4zzSln36P74SQVMWFQ48IuSpAU6o5ol147l6WNb8LtjRffcVSMx2hI7s3ldAdY+uDdGUAFEwlFeeWAXN35vPpas9ohCU7Wb5367Fa+z/f4mu44Vt07gzUf24Wltj04lciiUDHFMOZA9FhoOxc8VzQZjdveOozVC6QK4a52oofI2Qd4kMGTKJscSyRBB/oWXSCRDFoVSQcmkDCYuKmDfB9Vt40q1gmU3T8CcIY0BzmbseUau+9ZcDm2u5fjuJoxWDdPPKyUj34jOkPjKv88VpP7/27vz8KjqfM/jn6pKUpWqLJWFbBACARLDFgKYuLQLiwaGS0uPIvaDErtn7KsGmW7A7nYeAbXFDXu52rk6PdMC3c+9atuCXkdF6YgySgSEDlsDAgIJmARZQqhAtqozf+SmNGYhWEmdJLxfz1PPY53fqXO+wV9O5VO/3/lVB1NKG+u8qjl1wR+qas/W651/3dkqUElSbXW9Nq05pHFTB2vT6wclSbYQq+IHMUrV70QmSnf8u/TnH0hnj329PTa9eSl0V1zXjxXqkOKHNz8A9DmEKgB9WmRsuHJnDtXYyamqPHxWYXabBgyOVHhkmOzOEHmq61T3n3/0OiJC5XLbWd76MmGxWBQVH67xN6dp9A2DZAuxKCS08xv+vU0d3B/znxrqvr6v6sK5Bp396kK7+5067pE7Iby5DqtFN98zSq4ORseCqvGCdP5U831AjmjJEWV2RX1ffIb039ZLZ45Ipw9LccOlmDQpMsnsygAEEaEKQJ8XEeNQRIxajQQ0NXp1bN8ZFa/+h2qrm6dgOaPCNHneFUrJiFFoGKtpXS4sVovsXZx653CGKDwytM3oU/OBpJjEr++RaazvfOEKa4hVV81K17CcBLli7LJdJND1uDNHpQ+flna/JvkapeFTpZt+JcWNkGz8ORCQqJTmR9o1ZlcCwCTcwQ2gX6r5qk5vPb/DH6gk6XxNg94u2qmaDkYXAKfbru/NHtFu25gbBio88uvRJmdkmDoa9LTaLHInODVh2hC5E53mh/iz5dLK6dKOf5O8Dc0jVQfWS/97snSm/RULAQBdR6gC0O80Nfm0o7hMhq/tVC7DkLa/d1RNDZ2PMuDyZLValDY6Tt//H+MUnxohi0WKjHNo0p1XaOKMobI7vx7RCY8M08jvtb8YSvaU1A4XwzDFwQ+av0D32xrPSx//TmrggwYACATj/QD6naY6r74q93TYfvKYR431XoWYPXqAXsnuDFVqVqy+v2CcvE2+5qX7o9suehIWHqLcmUPlirGrdH25Gi40ye4K0YRpacrMSzZ/dKpF4wVp75sdtx/6m1RfLYWFB60kAOhvCFUA+p0Qu1XuRGeHq7i5E8L7ZKBqWRhh76YKeRt9uuLqJMUku9r9gx+B++ZUv444o+wan5+mK65KlrfRp5BQq5zRYb3r+9GsIVJ4J6vQOdzN+wAAvjOuogD6nZBQm3JuGqwDW6vabR8/LU2h9r4Vqs6fa1DJmoPaV1Lp37Z/c6UGZsboph+NlMtNsDKLzWZVZKzj4juaxRYq5d4j7fpL++1XFzZ/3xIA4DvrRR+lAUD3cSeE66Yfj2oVnkJCrZpckCV3osvEyr6bU8c9rQJVi+P7z+jonlMmVIQ+JW649L1FbbdnTJNG5Ae/HgDoZxipAtAvhTpCNGx8vJKH5clTXSfDkCJi7HJFhZm/tPUlamr0aucH5R227/ygXEPHxndpuhouU85Y6doF0pjbpL3/0XyfVdZMyZ0mRTBKBQCBIlQB6LdsITZFxtkUGdeLp2Z1gc9nqLGu49UKG+u98rWz0iHQSri7+ZE40uxKAKDfYfofAPRyYfYQjchN6rA9fVyCHK7QIFYEAAC+iVAFAH3A4JGxiopvO+Jmd4Vo9I0DZQu5+OXc2+STz+vrifIAALisMf0PAPqAyFiHZv1svHZuKNfekgr5vIaGj0/QhOlpirrI9MbzNQ06f65BFQerdbLco9gUl9JGxSky3iFbb1r6GwCAPspiGAYT8b+hpqZG0dHROnv2rKKioswuBwBa8TZ5dcHTJBmGHK7Qi37f1vmz9TpdWav3/rBHdbWN/u22UKu+vyBbScPcslotPV02AAB9UlezAR9RAkAfYguxKcJtV0SMo0tfYHz25AV98trBVoFKkryNPr374m7VVtf3VKkAAFw2CFUA0E9d8DSo4UKTTh7ztNteV9soz5m6IFcFAED/Q6gCgH7K8Eneps5neDfWd7xUOwAA6BpCFQD0Uw5XiMIjQxUW3v6aRBaLFB0fHuSqAADofwhVANBPWW1WRcY5NGF6Wrvto28YpPDIsCBXBQBA/8OS6gDQj0W4HRo+PkEut13b3jmiM5XnFRFj14RpQ5Q+fkCHo1gAAKDreDcFgH4uKj5cLrddyenRMgxDtlCrXNF2WSwspQ4AQHcgVAHAZcAWYlUU908BANAjuKcKAAAAAAJAqAIAAACAABCqAAAAACAAhCoAAAAACAChCgAAAAACQKgCAAAAgACwpDoAAOh9Gmql86eb/9vhlhyRppYDAJ0hVAEAgN7l1CGp+DFp31uS4ZNG5Es3PSbFjZCsTLIB0PsQqgAAQO9RXSb98Sbp/Kmvt32+Tjq6SfrnjVLsUPNqA4AO8HEPAADoHXw+affrrQNVi/oaaev/kZoagl8XAFwEI1UAAHSjC+caVHPqgg5t/0pWq0XDxicoItau8Igws0vr/erPSfve7rj9wHvStT+VIgYErSQA6ApCFQAA3eR8Tb02vnpAh7ad8G/btu6oRl8/ULkzhyo8kmDVKVuI5IzruD08pnkfAOhlmP4HAAgqr9cnT3WdPGfq1FDXZHY53er4gepWgarF7o3Hdeq4x4SK+pgwl3R1Ycft1yxoDlYA0MvwcQ8AIGg8Z+q0Z+OX2v3/jqux3qu00XHK+366ohPCZbN1/jmft9GrC7VNslgkZ2SYLFZLkKrumrraRu1YX95h+47iciUOjVKonbfeTiWMlPL+Wdr8v1pvH3uHlJpnTk0AcBFc2QEAQeGprtP/LdqpU8e+HrH54u9fqWz3Kc3+n1cqNtnV4WvPfnVBOz8o16G/n5AtxKpR1w1URm6iImIcwSi9S3xeQ/UXOh55qzvfJJ83iAX1Va546YZfSjnzmu+v8jVJWTOkqFTJ1cnUQAAwEaEKABAUJ8s9rQJVi6ZGn7b8xxeaXJClMEfbt6WzX13QX5/+THWeRv+2krWH9PnWKv1T4dheE6zsTpvSRsepuup8u+3p4+IV5rAFuao+yhnb/EgabXYlANAl3FMFAAiKA1urOmw7uvuUGtoZ5fE2erXzg/JWgarFqWMeVR2u6dYaA2ELsWnMjYMUFt42GDqjwjRsfEKvm7JoujNl0om90lf7pOpjZlcDAN8ZoQoAEBR2Z2iHbaEOm9RO3qirbdKhv7dd+KHF3pIKNTX5uqO8bhEV59Btv5ig9JwBslgkq82ijLxE/dcHJygqLtzs8nqPCzXSsc+k138s/etVzY+3FkhVe6RGvocKQN/D9D8AQFBkXZusXR+2Pxox6vqB7S83bpFsIR1//hcSau1Vnw5arBbFJLk0pSBL9bNHSJIcrhAWp/i2mnJp1X+RmuqbnxuGdKhYWv136cfvS/EjzK0PAC5Rb3ovAgD0Y5GxDk2YntZme3xqhEZ9L6Xd1f+ckWEadd3ADo855sZBsnYSuswS5ghRZKxDkbEOAtW31Z6WPvmXrwPVN50/Le1ZIzXWBb8uAAgAV3oAQFA4XKEaN3Wwho1P0L6SCtXXNmnElYmKHxQhl9ve7mssVosychP1+daqNotcZOQmKiap4xUD0UvVnZGObuq4/cjHUs6dUmjHYRoAehtCFQAgaByuUDlcoRqQGtnl10TEOPRP87NVdfis9m2qUEiYTaNvGKiYJJecUe1MGUTvZgtrXjb9bAff6eWMk2zO4NYEAAEiVAEAer0It10ROQlKGxMvq9Qrp/yhi9yp0lX3SWt+0n77lf9dcsUEtyYACBDvSgCAPiMkxEqg6g9S86Sxt7fdfv2DUvTg4NcDAAFipAoAAARXzBBp8lLpqsLmVf9sYdKwyZI9WnIPMrs6ALhkhCoAABB87tTmR8o4sysBgIAxhwIAAAAAAkCoAgAAAIAAEKoAAAAAIACEKgAAAAAIAKEKAAAAAAJAqAIAAACAABCqAAAAACAAhCoAAAAACAChCgAAAAACQKgCAAAAgAAQqgAAAAAgAIQqAAAAAAgAoQoAAAAAAkCoAgAAAIAAEKoAAAAAIACEKgAAAAAIAKEKAAAAAAJAqAIAAACAABCqAAAAACAAhCoAAAAACAChCgAAAAACQKgCAAAAgACEmF1Ab2MYhiSppqbG5EoAAAAAmKklE7RkhI4Qqr7l3LlzkqTU1FSTKwEAAADQG5w7d07R0dEdtluMi8Wuy4zP59OXX36pyMhIWSwW1dTUKDU1VeXl5YqKijK7PJiIvoAW9AW0oC+gBX0BLegL/YthGDp37pxSUlJktXZ85xQjVd9itVo1aNCgNtujoqL4xYAk+gK+Rl9AC/oCWtAX0IK+0H90NkLVgoUqAAAAACAAhCoAAAAACACh6iLsdruWLVsmu91udikwGX0BLegLaEFfQAv6AlrQFy5PLFQBAAAAAAFgpAoAAAAAAkCoAgAAAIAAEKoAAAAAIACEKgAAAAAIAKGqE8uXL9c111wjp9Mpt9vd7j4Wi6XN45VXXgluoehxXekLZWVlmjFjhpxOpxISEvTggw+qqakpuIUi6IYMGdLmGvDUU0+ZXRaCpKioSEOGDJHD4VBeXp62bNlidkkIskceeaTNNeCKK64wuywEwcaNGzVz5kylpKTIYrHojTfeaNVuGIaWLl2q5ORkhYeHa+rUqTpw4IA5xaLHEao60dDQoNmzZ+u+++7rdL+VK1eqoqLC/5g1a1ZwCkTQXKwveL1ezZgxQw0NDdq0aZNWr16tVatWaenSpUGuFGZ47LHHWl0DHnjgAbNLQhC8+uqrWrhwoZYtW6bt27crOztb+fn5OnHihNmlIchGjRrV6hrw8ccfm10SgqC2tlbZ2dkqKipqt/2ZZ57Rc889pxdffFGbN2+Wy+VSfn6+6urqglwpgsLARa1cudKIjo5ut02SsXbt2qDWA/N01Bfeeecdw2q1GpWVlf5tL7zwghEVFWXU19cHsUIEW1pamvHb3/7W7DJggtzcXKOwsND/3Ov1GikpKcaTTz5pYlUItmXLlhnZ2dlmlwGTffvvQZ/PZyQlJRkrVqzwb6uurjbsdrvx8ssvm1AhehojVd2gsLBQ8fHxys3N1UsvvSSDr/667JSUlGjMmDFKTEz0b8vPz1dNTY327NljYmUIhqeeekpxcXHKycnRihUrmPZ5GWhoaNC2bds0depU/zar1aqpU6eqpKTExMpghgMHDiglJUXp6emaO3euysrKzC4JJjt8+LAqKytbXSOio6OVl5fHNaKfCjG7gL7uscce0+TJk+V0OvX+++/r/vvvl8fj0YIFC8wuDUFUWVnZKlBJ8j+vrKw0oyQEyYIFCzR+/HjFxsZq06ZNeuihh1RRUaHf/OY3ZpeGHnTy5El5vd52f+/37dtnUlUwQ15enlatWqXMzExVVFTo0Ucf1XXXXafdu3crMjLS7PJgkpb3/vauEfxd0D9ddiNVv/zlL9tdXOK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size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["#### MDS"],"metadata":{"id":"eF-UB7yK6v3x"},"id":"eF-UB7yK6v3x"},{"cell_type":"markdown","source":["* **Distance preservation focus**: Maintains pairwise distances between documents in lower-dimensional space\n","* **Global relationship retention**: Preserves overall structure of document relationships\n","* **Similarity visualization**: Transforms abstract similarities into interpretable spatial relationships\n","* **Stress minimization**: Optimizes projection by minimizing distortion in distance representation\n","* **Metric integrity**: Provides faithful representation of original document dissimilarities\n","* **Euclidean interpretation**: Projected distances correspond meaningfully to original feature differences"],"metadata":{"id":"4-klb2X2hJJF"},"id":"4-klb2X2hJJF"},{"cell_type":"markdown","source":["##### Doc2Vec + MDS"],"metadata":{"id":"a5YjroAE8O5P"},"id":"a5YjroAE8O5P"},{"cell_type":"code","source":["from sklearn.manifold import MDS\n","doc2vec_mds = MDS(n_components=2,\n","              metric=True,\n","              n_init=4,\n","              max_iter=300,\n","              verbose=0,\n","              eps=0.001,\n","              n_jobs=-1,\n","              random_state=42,\n","\n","             ).fit_transform(doc2vec_features_complete_description)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans3 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(doc2vec_mds)\n","    # Assign clusters\n","labels=kmeans3.labels_\n","\n","title='Doc2Vec + MDS 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(doc2vec_mds,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"rRred6hl8OrB","executionInfo":{"status":"ok","timestamp":1746604890836,"user_tz":-120,"elapsed":5958,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"991c716f-6c56-422e-da98-21d06e174cca"},"id":"rRred6hl8OrB","execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        1         108\n","Baby             5         158\n","Watches          2         159\n","Decor            4         154\n","Kitchen          3         155\n","Beauty           0         155\n","Computers        6         161"],"text/html":["\n","  <div id=\"df-12d6edae-2315-4eb4-bc72-0502bf920270\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr 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<td>3</td>\n","      <td>155</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>0</td>\n","      <td>155</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>6</td>\n","      <td>161</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-12d6edae-2315-4eb4-bc72-0502bf920270')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.002993967570834204\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.17      0.30      0.22       150\n","        Baby       0.22      0.23      0.23       150\n","     Watches       0.21      0.22      0.21       150\n","       Decor       0.00      0.00      0.00       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.18      0.37      0.24       150\n","   Computers       0.21      0.23      0.22       150\n","\n","    accuracy                           0.19      1050\n","   macro avg       0.14      0.19      0.16      1050\n","weighted avg       0.14      0.19      0.16      1050\n","\n","Clustering on Doc2Vec + MDS 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["#### SpectralEmbedding"],"metadata":{"id":"cZiMnyuT6ya3"},"id":"cZiMnyuT6ya3"},{"cell_type":"markdown","source":["* **Graph-based approach**: Leverages connectivity patterns between documents for dimensionality reduction\n","* **Non-linear manifold learning**: Captures intrinsic geometric structure of the document space\n","* **Eigenvector foundation**: Uses the most significant eigenvectors of the graph Laplacian matrix\n","* **Community detection strength**: Excels at revealing natural groupings and thematic communities\n","* **Connectivity preservation**: Maintains connected components from the high-dimensional space\n","* **Local-to-global mapping**: Builds global representation from local neighborhood information"],"metadata":{"id":"b9gjuphchLKA"},"id":"b9gjuphchLKA"},{"cell_type":"markdown","source":["##### Doc2Vec + SpectralEmbedding"],"metadata":{"id":"nO511SRh8m3p"},"id":"nO511SRh8m3p"},{"cell_type":"code","source":["from sklearn.manifold import SpectralEmbedding\n","doc2vec_spec = SpectralEmbedding(n_components=2,\n","                             affinity='nearest_neighbors', # rbf\n","                             gamma=None,\n","                             random_state=42,\n","                             eigen_solver=None, # arpack lobpcg amg\n","                             n_neighbors=50,\n","                             n_jobs=-1\n","                            ).fit_transform(doc2vec_features_complete_description)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans4 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(doc2vec_spec)\n","    # Assign clusters\n","labels=kmeans4.labels_\n","\n","title='Doc2Vec + Spectral 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(doc2vec_spec,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"eju2zMpG8mv1","executionInfo":{"status":"ok","timestamp":1746604892259,"user_tz":-120,"elapsed":1404,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"83f50291-a800-4c12-91ec-9c76142003d6"},"id":"eju2zMpG8mv1","execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        4         203\n","Baby             5           8\n","Watches          1          11\n","Decor            6         475\n","Kitchen          2          33\n","Beauty           3          95\n","Computers        0         225"],"text/html":["\n","  <div 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<th>Decor</th>\n","      <td>6</td>\n","      <td>475</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>2</td>\n","      <td>33</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>3</td>\n","      <td>95</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>0</td>\n","      <td>225</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-08345a17-6cf8-4bb6-9c29-29dcec998cce')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.0004425973495473671\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.17      0.23      0.20       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.47      0.06      0.11       150\n","       Decor       0.16      0.50      0.24       150\n","     Kitchen       0.30      0.07      0.11       150\n","      Beauty       0.19      0.12      0.15       150\n","   Computers       0.19      0.28      0.22       150\n","\n","    accuracy                           0.18      1050\n","   macro avg       0.21      0.18      0.15      1050\n","weighted avg       0.21      0.18      0.15      1050\n","\n","Clustering on Doc2Vec + Spectral 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["#### UMAP"],"metadata":{"id":"xrmlaysx61w1"},"id":"xrmlaysx61w1"},{"cell_type":"markdown","source":["* **Balanced structure preservation**: Maintains both local similarity relationships and global data patterns\n","* **Topological foundation**: Constructs representation based on manifold topology and fuzzy simplicial sets\n","* **Computational efficiency**: Delivers t-SNE-like quality with significantly better performance\n","* **Meaningful distance preservation**: Maintains more of the important distance relationships than t-SNE\n","* **Theoretical rigor**: Built on stronger mathematical foundations with clearer optimization objectives\n","* **Cluster separation clarity**: Produces well-defined clusters while preserving their relative positions"],"metadata":{"id":"uEogWB7_99UC"},"id":"uEogWB7_99UC"},{"cell_type":"markdown","source":["##### Doc2Vec + UMAP"],"metadata":{"id":"hpiqyDX89X3G"},"id":"hpiqyDX89X3G"},{"cell_type":"code","source":["import umap\n","\n","Umap = umap.UMAP(\n","                n_neighbors=50,\n","                min_dist=0.1,\n","                n_components=2,\n","                metric='euclidean',\n","                random_state=42\n","    )\n","doc2vec_umap = Umap.fit_transform(doc2vec_features_complete_description)\n","\n","kmeans5 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(doc2vec_umap)\n","    # Assign clusters\n","labels=kmeans5.labels_\n","\n","title='Doc2Vec + UMAP 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering sur '+title)\n","\n","plot_clusters(doc2vec_umap,labels)"],"metadata":{"id":"BBJoXpeR9Xvw","executionInfo":{"status":"ok","timestamp":1746604948116,"user_tz":-120,"elapsed":55852,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"65d64d99-c1f7-4c7c-c915-9c07556132c1"},"id":"BBJoXpeR9Xvw","execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n","  warnings.warn(\n","/usr/local/lib/python3.11/dist-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n","  warn(\n"]},{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        6         154\n","Baby             4         144\n","Watches          5         182\n","Decor            3         136\n","Kitchen          0         151\n","Beauty           2         155\n","Computers        1         128"],"text/html":["\n","  <div id=\"df-014d2939-1386-427c-af0b-18da4c72ef6a\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>6</td>\n","      <td>154</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>4</td>\n","      <td>144</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>5</td>\n","      <td>182</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>3</td>\n","      <td>136</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>0</td>\n","      <td>151</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>2</td>\n","      <td>155</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>1</td>\n","      <td>128</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-014d2939-1386-427c-af0b-18da4c72ef6a')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-014d2939-1386-427c-af0b-18da4c72ef6a button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.002704324601624547\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.18      0.37      0.25       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.19      0.19      0.19       150\n","       Decor       0.20      0.43      0.27       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.21      0.21      0.21       150\n","   Computers       0.20      0.17      0.18       150\n","\n","    accuracy                           0.19      1050\n","   macro avg       0.14      0.19      0.16      1050\n","weighted avg       0.14      0.19      0.16      1050\n","\n","Clustering sur Doc2Vec + UMAP 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","id":"blessed-furniture","metadata":{"id":"blessed-furniture"},"source":["# Résultats"]},{"cell_type":"code","execution_count":null,"id":"breeding-chapter","metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:44:10.177738Z","start_time":"2021-05-24T08:44:09.786821Z"},"id":"breeding-chapter","executionInfo":{"status":"ok","timestamp":1746604948155,"user_tz":-120,"elapsed":37,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"colab":{"base_uri":"https://localhost:8080/","height":269},"outputId":"384d0e6c-a123-4417-f0c9-25834c797f4f"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["<pandas.io.formats.style.Styler at 0x7921c03c0850>"],"text/html":["<style type=\"text/css\">\n","#T_415c3_row0_col0, #T_415c3_row0_col2, #T_415c3_row1_col1, #T_415c3_row4_col1, #T_415c3_row4_col3 {\n","  background-color: lightcoral;\n","}\n","#T_415c3_row2_col1, #T_415c3_row2_col2, #T_415c3_row2_col3, #T_415c3_row4_col0 {\n","  background-color: green;\n","}\n","</style>\n","<table id=\"T_415c3\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th class=\"blank level0\" >&nbsp;</th>\n","      <th id=\"T_415c3_level0_col0\" class=\"col_heading level0 col0\" >precision</th>\n","      <th id=\"T_415c3_level0_col1\" class=\"col_heading level0 col1\" >recall</th>\n","      <th id=\"T_415c3_level0_col2\" class=\"col_heading level0 col2\" >f1_score</th>\n","      <th id=\"T_415c3_level0_col3\" class=\"col_heading level0 col3\" >ARI</th>\n","    </tr>\n","    <tr>\n","      <th class=\"index_name level0\" >title</th>\n","      <th class=\"blank col0\" >&nbsp;</th>\n","      <th class=\"blank col1\" >&nbsp;</th>\n","      <th class=\"blank col2\" >&nbsp;</th>\n","      <th class=\"blank col3\" >&nbsp;</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th id=\"T_415c3_level0_row0\" class=\"row_heading level0 row0\" >Doc2Vec</th>\n","      <td id=\"T_415c3_row0_col0\" class=\"data row0 col0\" >8.22%</td>\n","      <td id=\"T_415c3_row0_col1\" class=\"data row0 col1\" >19.24%</td>\n","      <td id=\"T_415c3_row0_col2\" class=\"data row0 col2\" >11.45%</td>\n","      <td id=\"T_415c3_row0_col3\" class=\"data row0 col3\" >0.29%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_415c3_level0_row1\" class=\"row_heading level0 row1\" >Doc2Vec + PCA (2 components, 1.70% explained variance)</th>\n","      <td id=\"T_415c3_row1_col0\" class=\"data row1 col0\" >16.37%</td>\n","      <td id=\"T_415c3_row1_col1\" class=\"data row1 col1\" >18.00%</td>\n","      <td id=\"T_415c3_row1_col2\" class=\"data row1 col2\" >13.42%</td>\n","      <td id=\"T_415c3_row1_col3\" class=\"data row1 col3\" >0.09%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_415c3_level0_row2\" class=\"row_heading level0 row2\" >Doc2Vec + T-SNE 2 components</th>\n","      <td id=\"T_415c3_row2_col0\" class=\"data row2 col0\" >15.38%</td>\n","      <td id=\"T_415c3_row2_col1\" class=\"data row2 col1\" >20.48%</td>\n","      <td id=\"T_415c3_row2_col2\" class=\"data row2 col2\" >16.84%</td>\n","      <td id=\"T_415c3_row2_col3\" class=\"data row2 col3\" >0.49%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_415c3_level0_row3\" class=\"row_heading level0 row3\" >Doc2Vec + MDS 2 components</th>\n","      <td id=\"T_415c3_row3_col0\" class=\"data row3 col0\" >14.13%</td>\n","      <td id=\"T_415c3_row3_col1\" class=\"data row3 col1\" >19.24%</td>\n","      <td id=\"T_415c3_row3_col2\" class=\"data row3 col2\" >15.96%</td>\n","      <td id=\"T_415c3_row3_col3\" class=\"data row3 col3\" >0.30%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_415c3_level0_row4\" class=\"row_heading level0 row4\" >Doc2Vec + Spectral 2 components</th>\n","      <td id=\"T_415c3_row4_col0\" class=\"data row4 col0\" >21.19%</td>\n","      <td id=\"T_415c3_row4_col1\" class=\"data row4 col1\" >18.00%</td>\n","      <td id=\"T_415c3_row4_col2\" class=\"data row4 col2\" >14.64%</td>\n","      <td id=\"T_415c3_row4_col3\" class=\"data row4 col3\" >0.04%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_415c3_level0_row5\" class=\"row_heading level0 row5\" >Doc2Vec + UMAP 2 components</th>\n","      <td id=\"T_415c3_row5_col0\" class=\"data row5 col0\" >13.90%</td>\n","      <td id=\"T_415c3_row5_col1\" class=\"data row5 col1\" >19.43%</td>\n","      <td id=\"T_415c3_row5_col2\" class=\"data row5 col2\" >15.64%</td>\n","      <td id=\"T_415c3_row5_col3\" class=\"data row5 col3\" >0.27%</td>\n","    </tr>\n","  </tbody>\n","</table>\n"]},"metadata":{},"execution_count":21}],"source":["# Create data frame from resluts dictionaryy\n","\n","\n","def highlight_max(s):\n","    '''\n","    highlight the maximum in a Series green.\n","    '''\n","    is_max = s == s.max()\n","    return ['background-color: green' if v else '' for v in is_max]\n","def highlight_min(s):\n","    '''\n","    highlight the minmum in a Series red.\n","    '''\n","    is_max = s == s.min()\n","    return ['background-color: lightcoral' if v else '' for v in is_max]\n","\n","\n","# unpack tuples and create result data frame\n","def dict_to_df(dic):\n","    # dict to data frame\n","    results_all=pd.DataFrame(dic)\n","    # unpack metrics tuple\n","    results_all['precision']=[tup[0][0] for tup in results_all.metrics]\n","    results_all['recall']=[tup[0][1] for tup in results_all.metrics]\n","    results_all['f1_score']=[tup[0][2] for tup in results_all.metrics]\n","    results_all['ARI']=[tup[1] for tup in results_all.metrics]\n","    # drop tuples\n","    results_all.drop(['metrics'],axis=1,inplace=True)\n","    # set title as index\n","    results_all.set_index('title',inplace=True)\n","#     # columns to highligth\n","#     subset=['precision','recall','f1_score','ARI']\n","    # return dataframe\n","    return results_all.style.apply(highlight_max).apply(highlight_min).format('{:.2%}')\n","\n","\n","results_product_name = dict_to_df(results)\n","results_product_name"]},{"cell_type":"code","execution_count":null,"id":"polished-segment","metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:44:10.220581Z","start_time":"2021-05-24T08:44:10.192715Z"},"id":"polished-segment","executionInfo":{"status":"ok","timestamp":1746604948166,"user_tz":-120,"elapsed":8,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"colab":{"base_uri":"https://localhost:8080/"},"outputId":"2a822fad-412b-47b2-fadc-ce4aae9e2a99"},"outputs":[{"output_type":"stream","name":"stdout","text":[" Executé en :  0:02:00.336981\n"]}],"source":["print(' Executé en : ', datetime.timedelta(seconds=(time.time() - start_time)))"]}],"metadata":{"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.8.8"},"toc":{"base_numbering":1,"nav_menu":{},"number_sections":true,"sideBar":true,"skip_h1_title":false,"title_cell":"Table of Contents","title_sidebar":"Contents","toc_cell":true,"toc_position":{"height":"calc(100% - 180px)","left":"10px","top":"150px","width":"345.488px"},"toc_section_display":true,"toc_window_display":true},"colab":{"provenance":[{"file_id":"1X-wTnpG9TvG8prxnOu59z4d84CZfRtnC","timestamp":1746546815973}]}},"nbformat":4,"nbformat_minor":5}
\ No newline at end of file
diff --git a/P6_03_NLP_transfer_learning.ipynb b/P6_03_NLP_transfer_learning.ipynb
new file mode 100644
index 0000000..0226b5c
--- /dev/null
+++ b/P6_03_NLP_transfer_learning.ipynb
@@ -0,0 +1 @@
+{"cells":[{"cell_type":"markdown","source":["# Libraries, loading data"],"metadata":{"id":"ENdWQRx_pN8W"},"id":"ENdWQRx_pN8W"},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')\n","import os\n","drive_folder=  \"/content/drive/MyDrive/Colab_Notebooks/Project_6\"\n","os.chdir(drive_folder)\n","os.listdir()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Ntb8-hDaP4JV","executionInfo":{"status":"ok","timestamp":1746800698862,"user_tz":-120,"elapsed":15642,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"d535b605-dcea-4bf1-e664-16da13846d17"},"id":"Ntb8-hDaP4JV","execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]},{"output_type":"execute_result","data":{"text/plain":["['objectifs.pdf',\n"," 'Copie de Weather_Images_CNN_Transfer_Learning_Stage_1_feasibility_V1.0.ipynb',\n"," 'Copie de P6_03_NLP_optim_description.ipynb',\n"," 'Copie de P6_06_IMAGES_Transfert_learning.ipynb',\n"," 'Copie de P6_02_NLP_optim_product_name.ipynb',\n"," 'Copie de P6_07_Faisabilité.ipynb',\n"," 'Copie de P6_05_IMAGES_SIFT_ORB.ipynb',\n"," 'Copie de P6_01_NLP.ipynb',\n"," 'Flipkart',\n"," 'NLP',\n"," 'Weather_Images_CNN_Transfer_Learning_Stage_1_feasibility_V1.0.ipynb',\n"," 'BERT',\n"," 'Copie de P6_04_NLP_TRANSFERT_BERT_tensorflow_full_model.ipynb',\n"," 'FlipKart_NLP.pkl',\n"," 'FEAT_TFIDF_PRODUCT_NAME',\n"," 'FEAT_TFIDF_DESCRIPTION',\n"," 'Flip_opt.data',\n"," 'Flip_opt.cat',\n"," 'DOC2VEC',\n"," 'USE',\n"," 'P6_NLP_optim_product_name.ipynb',\n"," 'P6_NLP_optim_description.ipynb',\n"," 'P6_06_Faisabilité.ipynb',\n"," 'P6_02_NLP_Doc2Vec.ipynb',\n"," 'Copie de EDIT_P6_04_IMAGES_SIFT_ORB.ipynb',\n"," 'P6_01_NLP_Basic_methods.ipynb',\n"," 'P6_04_IMAGES_SIFT_ORB.ipynb',\n"," 'P6_03_NLP_transfer_learning.ipynb',\n"," 'P6_05_IMAGES_Transfert_learning.ipynb']"]},"metadata":{},"execution_count":1}]},{"cell_type":"code","execution_count":2,"id":"fancy-score","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:01:33.123781Z","start_time":"2021-05-24T07:01:33.109779Z"},"id":"fancy-score","executionInfo":{"status":"ok","timestamp":1746800698872,"user_tz":-120,"elapsed":3,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["import time,datetime\n","start_time = time.time()"]},{"cell_type":"code","execution_count":3,"id":"painted-bennett","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:01:36.696008Z","start_time":"2021-05-24T07:01:33.125769Z"},"id":"painted-bennett","executionInfo":{"status":"ok","timestamp":1746800702826,"user_tz":-120,"elapsed":3952,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["import numpy as np\n","import pandas as pd\n","\n","import re\n","import nltk\n","\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","import missingno as msno\n","# import dataprep.eda as eda\n","# import qgrid\n","import plotly.express as px\n","from tqdm.notebook import tqdm\n","import os\n","\n","bleu = (70 / 255, 130 / 255, 180 / 255)\n","pd.set_option('display.max_row', 50)\n","pd.set_option('display.max_column', 50)\n","pd.set_option('display.max_colwidth', 50)"]},{"cell_type":"code","execution_count":4,"id":"different-needle","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:01:36.728007Z","start_time":"2021-05-24T07:01:36.697026Z"},"id":"different-needle","executionInfo":{"status":"ok","timestamp":1746800703463,"user_tz":-120,"elapsed":636,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["import joblib\n","\n","data = joblib.load('Flip_opt.data')\n","cat = joblib.load('Flip_opt.cat')"]},{"cell_type":"code","execution_count":5,"id":"surrounded-creativity","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:01:36.759994Z","start_time":"2021-05-24T07:01:36.730006Z"},"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"surrounded-creativity","executionInfo":{"status":"ok","timestamp":1746800703597,"user_tz":-120,"elapsed":133,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"c975342c-60c2-4ac5-9db3-46197bd89688"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["    category  cat_code                                       product_name  \\\n","0  Furniture         0  Elegance Polyester Multicolor Abstract Eyelet ...   \n","1       Baby         1                         Sathiyas Cotton Bath Towel   \n","2       Baby         1                Eurospa Cotton Terry Face Towel Set   \n","3  Furniture         0  SANTOSH ROYAL FASHION Cotton Printed King size...   \n","4  Furniture         0  Jaipur Print Cotton Floral King sized Double B...   \n","\n","                                         description  \\\n","0  Key Features of Elegance Polyester Multicolor ...   \n","1  Specifications of Sathiyas Cotton Bath Towel (...   \n","2  Key Features of Eurospa Cotton Terry Face Towe...   \n","3  Key Features of SANTOSH ROYAL FASHION Cotton P...   \n","4  Key Features of Jaipur Print Cotton Floral Kin...   \n","\n","                                   product_name_prep  \\\n","0  polyest curtain abstract eyelet door multicolo...   \n","1                          cotton towel sathiya bath   \n","2                set eurospa terri face cotton towel   \n","3  print doubl santosh size fashion cotton bedshe...   \n","4  print doubl size cotton bedsheet floral jaipur...   \n","\n","                                    description_prep  \\\n","0  style curtaineleg look shrinkag apart sun dust...   \n","1  bath cotton general specif yes mediam box leng...   \n","2  export shrinkag eurospa box weight materi sale...   \n","3  fabric cm cotton key general bleach depth gold...   \n","4  fabric product comfort cm cottonjaipur lifespe...   \n","\n","                                complete_description  \\\n","0  Elegance Polyester Multicolor Abstract Eyelet ...   \n","1  Sathiyas Cotton Bath Towel Specifications of S...   \n","2  Eurospa Cotton Terry Face Towel Set Key Featur...   \n","3  SANTOSH ROYAL FASHION Cotton Printed King size...   \n","4  Jaipur Print Cotton Floral King sized Double B...   \n","\n","                           complete_description_prep  \n","0  style curtaineleg look shrinkag apart sun dust...  \n","1  bath cotton general specif yes mediam box leng...  \n","2  export shrinkag eurospa box weight materi sale...  \n","3  fabric cm cotton key general bleach depth gold...  \n","4  fabric product comfort cm cottonjaipur lifespe...  "],"text/html":["\n","  <div id=\"df-d600edf1-ddc4-45bd-aaa1-b2f7a3bdb2c7\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>category</th>\n","      <th>cat_code</th>\n","      <th>product_name</th>\n","      <th>description</th>\n","      <th>product_name_prep</th>\n","      <th>description_prep</th>\n","      <th>complete_description</th>\n","      <th>complete_description_prep</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Furniture</td>\n","      <td>0</td>\n","      <td>Elegance Polyester Multicolor Abstract Eyelet ...</td>\n","  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Each Lapguard laptop battery has to pass strict quality control procedures including filtration and safety testing of voltage, capacity and battery core (body). Each battery also passes necessary authentication certifications like CE, ROHS etc. Before leaving the factory, so you can be rest assured for its quality, durability and performance. Please note that all images are indicative, actual product label may vary. Battery part No./model may not be printed on label.\\r\\nThe product is compatible with the above mentioned model number.This Lapguard replacement battery is made from high grade cells and highest quality parts. This Lapguard brand replacement battery is 100 percent comparable to original battery in all terms including its size, appearance and most important quality. Each Lapguard laptop battery has to pass strict quality control procedures including filtration and safety testing of voltage, capacity and battery core (body). Each battery also passes necessary authentication certifications like CE, ROHS etc. Before leaving the factory, so you can be rest assured for its quality, durability and performance. Please note that all images are indicative, actual product label may vary. Battery part No./model may not be printed on label.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"complete_description_prep\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1009,\n        \"samples\": [\n          \"flipkartcom deliveri product ship free decor polyest royalblu curtain galaxi eyelet genuin cash buy door rs plain\",\n          \"shop flipkartcom print collect portia cloth trendi india apparel multicolor polka onlin cap buy brand rs huge\",\n          \"best replac product kit day almond buy mixfruit jasmin soap ship honey onlin aloevera combo price mxofer rs free genuin deliveri rose cash guarante\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":5}],"source":["data.head()"]},{"cell_type":"code","source":["cat"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":269},"id":"hXdh-I5tWfF7","executionInfo":{"status":"ok","timestamp":1746800703664,"user_tz":-120,"elapsed":68,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4c7f0057-37b1-4cc0-c1a8-707c2356c3b5"},"id":"hXdh-I5tWfF7","execution_count":6,"outputs":[{"output_type":"execute_result","data":{"text/plain":["    category  count\n","0  Furniture    150\n","1       Baby    150\n","2    Watches    150\n","3      Decor    150\n","4    Kitchen    150\n","5     Beauty    150\n","6  Computers    150"],"text/html":["\n","  <div id=\"df-934a1b3b-9b0e-4e30-9274-10a5ced4ab63\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>category</th>\n","      <th>count</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Furniture</td>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Baby</td>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Watches</td>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Decor</td>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Kitchen</td>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>Beauty</td>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>Computers</td>\n","      <td>150</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-934a1b3b-9b0e-4e30-9274-10a5ced4ab63')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-934a1b3b-9b0e-4e30-9274-10a5ced4ab63 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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Counts the frequency of each cluster\n","2. Computes a confusion matrix between predicted clusters and true categories\n","3. Optimizes cluster-to-category alignment using the Hungarian algorithm\n","4. Visualizes the aligned confusion matrix\n","5. Calculates the Adjusted Rand Index (ARI) to measure clustering quality\n","6. Generates a detailed classification report with precision, recall, and F1-score\n","\n","Parameters:\n","    pred_labels (array-like): Predicted cluster labels from clustering algorithm\n","    true_labels (array-like): Ground truth category labels\n","    cat_names (list): List of category names for visualization and reporting\n","\n","Returns:\n","    tuple: ((precision, recall, f1, support), ari) - Macro-averaged metrics and ARI score\n","\"\"\"\n","def clustering_evaluate(pred_labels, true_labels, cat_names):\n","\n","    # Count clusters effectives\n","    effectives=dict(sorted(Counter(pred_labels).items()))\n","\n","    # compute confusion matrix\n","    conf_mat=confusion_matrix(true_labels,pred_labels)\n","\n","    # Plot confusion matrix\n","#     plot_conf_mat(conf_mat,cat['index'],range(7),title='Confusion matrix')\n","\n","    # Maximize values on first diagonal\n","    row_ind, col_ind = linear_sum_assignment(conf_mat,maximize=True)\n","    permut = pd.DataFrame(col_ind,index=cat['category'],columns=['cluster'])\n","    permut.index.rename('Category',inplace=True)\n","    permut['effectives']=[effectives[cls] for cls in permut.cluster]\n","    display(permut)\n","    cm=conf_mat.take(col_ind,axis=1)\n","\n","    # Plot aligned confusion matrix\n","    plot_conf_mat(cm,cat_names,cat_names,title='Aligned confusion matrix')\n","\n","    # Align cluster label on category code   [corresp[cls] for cls in labels]\n","    corresp = np.argmax(conf_mat, axis=0)\n","\n","    # print  adjusted rand score\n","    ari = adjusted_rand_score(true_labels,pred_labels)\n","    print(' ARI : {}'.format(ari))\n","\n","    # Print classification report\n","    print(classification_report(true_labels,\n","                                [corresp[cls] for cls in pred_labels],\n","                                target_names=cat_names,\n","                                zero_division=0)\n","         )\n","    return  precision_recall_fscore_support(true_labels,\n","                                [corresp[cls] for cls in pred_labels],\n","                                             average='macro', zero_division=0), ari\n","\n","\n","# 2D projection scatterplot\n","def plot_clusters(reduced,labels):\n","    data=pd.DataFrame(np.c_[reduced,labels],columns=['Component 1','Component 2','Cluster'])\n","\n","    plt.figure(figsize=(10,8))\n","    sns.scatterplot(data=data,\n","                    x='Component 1',\n","                    y='Component 2',\n","                    hue='Cluster',\n","                    palette=sns.color_palette('tab10', n_colors=7))\n","    plt.title(f'')\n","    plt.figure(figsize=(10,8))"]},{"cell_type":"code","source":["# Dictionaries to hold results\n","# Function to append results to result_dict\n","def append_dict(dict1_obj, dict2_obj):\n","    for key in dict1_obj.keys():\n","        dict1_obj[key].append(dict2_obj[key])"],"metadata":{"id":"7FlLRzdTz23K","executionInfo":{"status":"ok","timestamp":1746800703895,"user_tz":-120,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"id":"7FlLRzdTz23K","execution_count":9,"outputs":[]},{"cell_type":"markdown","id":"institutional-basement","metadata":{"id":"institutional-basement"},"source":["# Tensorflow"]},{"cell_type":"code","execution_count":10,"id":"interpreted-wildlife","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:01:40.051251Z","start_time":"2021-05-24T07:01:36.903870Z"},"id":"interpreted-wildlife","executionInfo":{"status":"ok","timestamp":1746800708160,"user_tz":-120,"elapsed":4266,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["import tensorflow_text as text  # Registers the ops."]},{"cell_type":"code","execution_count":11,"id":"round-hometown","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:01:40.067251Z","start_time":"2021-05-24T07:01:40.053208Z"},"id":"round-hometown","executionInfo":{"status":"ok","timestamp":1746800709539,"user_tz":-120,"elapsed":1378,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["import tensorflow as tf\n","import tensorflow_hub as hub # Always necessary for the preprocessor"]},{"cell_type":"code","execution_count":12,"id":"liquid-cruise","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:01:40.083259Z","start_time":"2021-05-24T07:01:40.069252Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"liquid-cruise","executionInfo":{"status":"ok","timestamp":1746800709551,"user_tz":-120,"elapsed":7,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"ad9b6cdc-b1e7-4d5e-af90-2771134548a1"},"outputs":[{"output_type":"stream","name":"stdout","text":["TF version:  2.18.0\n","TF HUB version:  0.16.1\n"]}],"source":["print(\"TF version: \", tf.__version__)\n","print(\"TF HUB version: \", hub.__version__)"]},{"cell_type":"code","source":["# To process several sentences at once\n","sentences = [\n","    \"Première phrase d'exemple.\",\n","    \"Deuxième phrase à analyser.\",\n","    \"Une troisième phrase pour tester le batch processing.\"\n","]"],"metadata":{"id":"YFPO3AwZxEYD","executionInfo":{"status":"ok","timestamp":1746800709552,"user_tz":-120,"elapsed":0,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"id":"YFPO3AwZxEYD","execution_count":13,"outputs":[]},{"cell_type":"markdown","id":"consolidated-anthony","metadata":{"id":"consolidated-anthony"},"source":["## BERT setup\n","Set up model: importing preprocessor and bert model from TensorHub.\n","\n","Preprocessor input could be a list of sentences. The output is the input of the BERT model:\n","\n","Inputs:\n"," - `input_word_ids`: input token ids (tokenizer converts tokens using vocab file)\n"," - `input_mask`: input masks (1 for useful tokens, 0 for padding)\n"," - `input_type_ids`: segment ids (for 2 text training: 0 for the first one, 1 for the second one)\n","\n","Outputs:\n"," - `pooled_output` of shape `[batch_size, 768]` with representations for the entire input sequences\n"," - `sequence_output` of shape `[batch_size, max_seq_length, 768]` with representations for each input token (in context)\n","\n","For changing the `max_seq_length`, see the preprocessor model's documentation or the corresponding section below.\n"]},{"cell_type":"code","source":["# Load BERT preprocessor separately\n","preprocessor = hub.load('https://tfhub.dev/tensorflow/bert_en_uncased_preprocess/3')\n","\n","# Load BERT encoder separately\n","encoder = hub.load('https://tfhub.dev/tensorflow/bert_en_uncased_L-12_H-768_A-12/4')\n","\n","# Example of use with an individual sentence\n","sentence = \"Here is an example of a sentence to be processed with BERT.\"\n","\n","# Preprocess sentence\n","# Note: We wrap the sentence in a list because the preprocessor is waiting for a batch.\n","encoder_inputs = preprocessor([sentence])\n","\n","# Check the structure of pre-processed inputs\n","print(\"Preprocessor input structure:\")\n","for key, value in encoder_inputs.items():\n","    print(f\"  {key}: shape {value.shape}, dtype {value.dtype}\")\n","\n","# Pass pre-processed inputs to BERT encoder\n","outputs = encoder(encoder_inputs)\n","\n","# Get sentence embedding (pooled_output)\n","embedding = outputs[\"pooled_output\"]\n","print(f\"\\nEmbedding shape: {embedding.shape}\")  # Devrait être (1, 768)\n","\n","# Example of use with your line of code\n","sentence = \"Another sentence to analyze.\"\n","encoder_inputs = preprocessor([sentence])\n","\n","# Process the entire batch directly\n","batch_inputs = preprocessor(sentences)\n","batch_outputs = encoder(batch_inputs)\n","batch_embeddings = batch_outputs[\"pooled_output\"]\n","print(f\"\\nEmbeddings de batch shape: {batch_embeddings.shape}\")  # Should be (3, 768)\n","\n","# define a function assembling all previous steps\n","# inptut a sentence ouputs embedded vector\n","def bertize(sentence):\n","    encoder_inputs = preprocessor([sentence])\n","    outputs = encoder(encoder_inputs)\n","    pooled_output = outputs[\"pooled_output\"]\n","\n","    return pooled_output.numpy().reshape(-1)\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"KbulYG3xa-cz","executionInfo":{"status":"ok","timestamp":1746800731861,"user_tz":-120,"elapsed":22302,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"89528e6f-3ce5-48da-a08c-15d650053dc0"},"id":"KbulYG3xa-cz","execution_count":14,"outputs":[{"output_type":"stream","name":"stdout","text":["Preprocessor input structure:\n","  input_type_ids: shape (1, 128), dtype <dtype: 'int32'>\n","  input_mask: shape (1, 128), dtype <dtype: 'int32'>\n","  input_word_ids: shape (1, 128), dtype <dtype: 'int32'>\n","\n","Embedding shape: (1, 768)\n","\n","Embeddings de batch shape: (3, 768)\n"]}]},{"cell_type":"markdown","id":"mineral-german","metadata":{"id":"mineral-german"},"source":["Load sentence to the preprocessor model and generate inputs for the BERT model. It results with a dict of 3 outputs, tokenized, truncated, padded to the shape expected by the model."]},{"cell_type":"code","execution_count":15,"id":"damaged-heather","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:02:38.905470Z","start_time":"2021-05-24T07:02:38.891478Z"},"id":"damaged-heather","executionInfo":{"status":"ok","timestamp":1746800731870,"user_tz":-120,"elapsed":7,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["sentence = \"This is a nice sentence.\""]},{"cell_type":"markdown","id":"chicken-broad","metadata":{"id":"chicken-broad"},"source":["The token id `101` and `102` correspond to the `[CLS]` and `[SEP]` tokens respectively."]},{"cell_type":"code","execution_count":16,"id":"pending-villa","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:02:39.500351Z","start_time":"2021-05-24T07:02:38.907330Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"pending-villa","executionInfo":{"status":"ok","timestamp":1746800732054,"user_tz":-120,"elapsed":183,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"3fa26a36-4005-4dba-bf2e-748a9f0b3c69"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'input_type_ids': <tf.Tensor: shape=(1, 128), dtype=int32, numpy=\n"," array([[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n","         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n","         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n","         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n","         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n","         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]],\n","       dtype=int32)>,\n"," 'input_mask': <tf.Tensor: shape=(1, 128), dtype=int32, numpy=\n"," array([[1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n","         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n","         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n","         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n","         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n","         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]],\n","       dtype=int32)>,\n"," 'input_word_ids': <tf.Tensor: shape=(1, 128), dtype=int32, numpy=\n"," array([[ 101, 2023, 2003, 1037, 3835, 6251, 1012,  102,    0,    0,    0,\n","            0,    0,    0,    0,    0,    0,    0,    0,    0,    0,    0,\n","            0,    0,    0,    0,    0,    0,    0,    0,    0,    0,    0,\n","            0,    0,    0,    0,    0,    0,    0,    0,    0,    0,    0,\n","            0,    0,    0,    0,    0,    0,    0,    0,    0,    0,    0,\n","            0,    0,    0,    0,    0,    0,    0,    0,    0,    0,    0,\n","            0,    0,    0,    0,    0,    0,    0,    0,    0,    0,    0,\n","            0,    0,    0,    0,    0,    0,    0,    0,    0,    0,    0,\n","            0,    0,    0,    0,    0,    0,    0,    0,    0,    0,    0,\n","            0,    0,    0,    0,    0,    0,    0,    0,    0,    0,    0,\n","            0,    0,    0,    0,    0,    0,    0,    0,    0,    0,    0,\n","            0,    0,    0,    0,    0,    0,    0]], dtype=int32)>}"]},"metadata":{},"execution_count":16}],"source":["encoder_inputs = preprocessor([sentence])\n","encoder_inputs"]},{"cell_type":"markdown","id":"solid-antenna","metadata":{"id":"solid-antenna"},"source":["Generate BERT embedding vectors"]},{"cell_type":"code","execution_count":17,"id":"light-adoption","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:02:40.594968Z","start_time":"2021-05-24T07:02:39.502901Z"},"id":"light-adoption","executionInfo":{"status":"ok","timestamp":1746800732491,"user_tz":-120,"elapsed":432,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["outputs = encoder(encoder_inputs)"]},{"cell_type":"code","execution_count":18,"id":"accepting-pencil","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:02:40.610459Z","start_time":"2021-05-24T07:02:40.596968Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"accepting-pencil","executionInfo":{"status":"ok","timestamp":1746800732503,"user_tz":-120,"elapsed":11,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"8caf3116-29ff-4595-ed76-037a70415bdf"},"outputs":[{"output_type":"stream","name":"stdout","text":["(1, 768) (1, 128, 768)\n"]}],"source":["pooled_output = outputs[\"pooled_output\"]\n","sequence_output = outputs[\"sequence_output\"]\n","print(pooled_output.shape, sequence_output.shape)"]},{"cell_type":"code","execution_count":19,"id":"textile-shore","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:02:40.641308Z","start_time":"2021-05-24T07:02:40.612461Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"textile-shore","executionInfo":{"status":"ok","timestamp":1746800732576,"user_tz":-120,"elapsed":68,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"9b7dff1e-b6c0-44eb-847f-ebeffb806e43"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["<tf.Tensor: shape=(1, 768), dtype=float32, numpy=\n","array([[-0.916358  , -0.45485616, -0.81024826,  0.7992583 ,  0.6197191 ,\n","        -0.18711795,  0.9043865 ,  0.28947753, -0.7279277 , -0.99998987,\n","        -0.2684051 ,  0.90774655,  0.9724421 ,  0.36311683,  0.95085156,\n","        -0.70776826, -0.13973847, -0.6200391 ,  0.3288935 , -0.6913162 ,\n","         0.6335923 ,  0.99988735,  0.2506805 ,  0.35767677,  0.43344727,\n","         0.97541976, -0.689217  ,  0.9296805 ,  0.95261765,  0.7145472 ,\n","        -0.7304738 ,  0.15852009, -0.9847618 , -0.19254363, -0.78051686,\n","        -0.9904789 ,  0.41103697, -0.7411337 , -0.02942239,  0.04041827,\n","        -0.90632665,  0.30318472,  0.9999592 , -0.45350006,  0.29761714,\n","        -0.3621706 , -1.        ,  0.26866052, -0.8943399 ,  0.8616726 ,\n","         0.7954327 ,  0.78021234,  0.1906927 ,  0.5012353 ,  0.464308  ,\n","        -0.14736898, -0.13305679,  0.10686143, -0.2735746 , -0.6180751 ,\n","        -0.6406234 ,  0.31597435, -0.74870807, -0.9263648 ,  0.7591073 ,\n","         0.6974909 , -0.1448249 , -0.3056941 , -0.14754896, -0.07065307,\n","         0.9179836 ,  0.1920978 , -0.25851312, -0.8324161 ,  0.54069257,\n","         0.21770246, -0.69144917,  1.        , -0.52832305, -0.97148013,\n","         0.7599983 ,  0.64711815,  0.64710325, -0.17972873,  0.3439669 ,\n","        -1.        ,  0.6481879 , -0.05250575, -0.98656   ,  0.17324004,\n","         0.6169613 , -0.27509117,  0.54217666,  0.67119014, -0.5042468 ,\n","        -0.3993461 , -0.3603717 , -0.69734704, -0.20750429, -0.27628222,\n","         0.12292357, -0.2902832 , -0.29652175, -0.3989923 ,  0.3445605 ,\n","        -0.5444177 , -0.54113954,  0.5272075 ,  0.15753312,  0.71576434,\n","         0.48472756, -0.3726061 ,  0.424093  , -0.958696  ,  0.63779205,\n","        -0.3477956 , -0.9839719 , -0.66838074, -0.9829439 ,  0.70323   ,\n","        -0.08665185, -0.21763475,  0.9690091 , -0.21098   ,  0.350407  ,\n","        -0.10074738, -0.85098183, -1.        , -0.64561343, -0.44458774,\n","        -0.20101313, -0.25944853, -0.9713679 , -0.9506113 ,  0.6376122 ,\n","         0.9668378 ,  0.2418079 ,  0.9998391 , -0.30148754,  0.9309503 ,\n","        -0.31659463, -0.4669524 ,  0.4737359 , -0.48390862,  0.70445055,\n","         0.35626274, -0.6012441 ,  0.18752597, -0.22554225,  0.400269  ,\n","        -0.574805  , -0.26041278, -0.71490896, -0.9298561 , -0.42252538,\n","         0.9462946 , -0.35795155, -0.8535357 ,  0.20605433, -0.21627325,\n","        -0.34231377,  0.8442201 ,  0.6454533 ,  0.4215128 , -0.30441937,\n","         0.4672084 ,  0.30336687,  0.5492555 , -0.8692707 , -0.03662519,\n","         0.42114154, -0.3422788 , -0.74254817, -0.970426  , -0.34861806,\n","         0.5367647 ,  0.98509794,  0.76734376,  0.31950802,  0.81974244,\n","        -0.36721075,  0.744877  , -0.9321138 ,  0.9801372 , -0.19818039,\n","         0.32702407, -0.51203483,  0.43040204, -0.90020883,  0.07552133,\n","         0.85217845, -0.6448356 , -0.86398995, -0.05338387, -0.5030285 ,\n","        -0.39646292, -0.71758807,  0.5402205 , -0.35448748, -0.41755164,\n","        -0.20385042,  0.9319716 ,  0.9794973 ,  0.8122649 , -0.01456337,\n","         0.57040244, -0.9115972 , -0.51800644,  0.1251788 ,  0.20043021,\n","         0.09835114,  0.9927254 , -0.56574935, -0.18171331, -0.95004416,\n","        -0.9822139 , -0.04026177, -0.8994565 , -0.12104034, -0.6887377 ,\n","         0.5964931 , -0.3141889 ,  0.50189835,  0.4435903 , -0.98837495,\n","        -0.8427747 ,  0.35820606, -0.34699762,  0.4335488 , -0.29260743,\n","         0.8574192 ,  0.88967574, -0.62120456,  0.71719843,  0.9039766 ,\n","        -0.7515463 , -0.7579676 ,  0.8319363 , -0.29243562,  0.92091334,\n","        -0.66132563,  0.99174   ,  0.8338694 ,  0.7535228 , -0.909985  ,\n","        -0.5613543 , -0.92695343, -0.6333559 , -0.21684213, -0.10184912,\n","         0.79839957,  0.7208214 ,  0.4059169 ,  0.45690668, -0.60384005,\n","         0.9982573 , -0.8973793 , -0.9420528 , -0.30355513, -0.1756929 ,\n","        -0.9860546 ,  0.8203884 ,  0.25958964,  0.16058603, -0.5038514 ,\n","        -0.63430977, -0.95263046,  0.88149756,  0.11178938,  0.9883257 ,\n","        -0.38840798, -0.9176006 , -0.6730807 , -0.893843  , -0.19696254,\n","        -0.26464453, -0.17684111, -0.21569587, -0.95338666, 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dtype=float32)>"]},"metadata":{},"execution_count":19}],"source":["pooled_output"]},{"cell_type":"code","execution_count":20,"id":"following-forward","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:02:40.935009Z","start_time":"2021-05-24T07:02:40.658577Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"following-forward","executionInfo":{"status":"ok","timestamp":1746800732979,"user_tz":-120,"elapsed":403,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"21dc01bc-8e0f-4500-a912-b1e6119c0e02"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([-0.916358  , -0.45485616, -0.81024826,  0.7992583 ,  0.6197191 ,\n","       -0.18711795,  0.9043865 ,  0.28947753, -0.7279277 , -0.99998987,\n","       -0.2684051 ,  0.90774655,  0.9724421 ,  0.36311683,  0.95085156,\n","       -0.70776826, -0.13973847, -0.6200391 ,  0.3288935 , -0.6913162 ,\n","        0.6335923 ,  0.99988735,  0.2506805 ,  0.35767677,  0.43344727,\n","        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 0.72816   ,  0.98217636,\n","        0.57318395,  0.90803474, -0.14822719, -0.32396677,  0.96684194,\n","        0.20286587,  0.55790347,  0.07921415,  1.        ,  0.28626466,\n","       -0.92611784,  0.30152383, -0.98784035, -0.19391444, -0.9621189 ,\n","        0.35930622,  0.24267101,  0.9007219 , -0.26737908,  0.9451904 ,\n","       -0.6576462 ,  0.05278415, -0.42890087, -0.23596115,  0.3820285 ,\n","       -0.9207232 , -0.98236483, -0.97511816,  0.5641854 , -0.46593848,\n","       -0.08257814,  0.25800678,  0.0972642 ,  0.4336237 ,  0.42529917,\n","       -1.        ,  0.9273045 ,  0.46179777,  0.8340102 ,  0.94844806,\n","        0.66181874,  0.5358524 ,  0.3044209 , -0.97927463, -0.98676425,\n","       -0.35526177, -0.35324028,  0.7464788 ,  0.6587601 ,  0.8791913 ,\n","        0.43728462, -0.5027998 , -0.5653261 , -0.54386026, -0.83365804,\n","       -0.99049526,  0.37971833, -0.53524715, -0.96531665,  0.9523283 ,\n","       -0.21968403, -0.15481652,  0.0554835 , -0.7166392 ,  0.9197262 ,\n","        0.8269634 ,  0.3444206 ,  0.07025106,  0.5141714 ,  0.872574  ,\n","        0.9576979 ,  0.9773848 , -0.6840981 ,  0.803635  , -0.5767236 ,\n","        0.48541   ,  0.63121223, -0.92105836,  0.19521265,  0.39630145,\n","       -0.331922  ,  0.23013856, -0.21791889, -0.97231346,  0.4596778 ,\n","       -0.23588386,  0.5153574 , -0.41546968,  0.09614285, -0.43516856,\n","       -0.22591378, -0.785928  , -0.6538222 ,  0.7185244 ,  0.3599996 ,\n","        0.8840661 ,  0.8059312 , -0.12598483, -0.7109007 , -0.23329654,\n","       -0.7154345 , -0.91603696,  0.94578534,  0.02828898, -0.2836875 ,\n","        0.45426494, -0.0108494 ,  0.85986525,  0.02321216, -0.42720163,\n","       -0.33657372, -0.75719535,  0.9104872 , -0.57091546, -0.5409614 ,\n","       -0.47723234,  0.67546356,  0.29544085,  0.99989486, -0.6661505 ,\n","       -0.8364336 , -0.41114348, -0.4353326 ,  0.39691743, -0.40611225,\n","       -1.        ,  0.431035  , -0.5247762 ,  0.56087375, -0.5305522 ,\n","        0.6645034 , -0.54573756, -0.9805485 , -0.18382235,  0.5374981 ,\n","        0.6304754 , -0.5325799 , -0.58507884,  0.6646076 , -0.1392754 ,\n","        0.9456358 ,  0.9000327 , -0.2536437 ,  0.24325545,  0.70579356,\n","       -0.6974946 , -0.71140015,  0.9189807 ], dtype=float32)"]},"metadata":{},"execution_count":20}],"source":["bertize(sentence)"]},{"cell_type":"markdown","source":["## USE (Universal System Encoder)"],"metadata":{"id":"wUoezfUItJKN"},"id":"wUoezfUItJKN"},{"cell_type":"code","source":["# Chargement du modèle USE\n","print(\"Chargement du modèle Universal Sentence Encoder...\")\n","use_model = hub.load('https://tfhub.dev/google/universal-sentence-encoder/4')\n","print(\"Modèle USE chargé.\")\n","\n","# Fonction pour encoder une phrase avec USE\n","def use_encode(sentence):\n","    embedding = use_model([sentence])\n","    return embedding.numpy().reshape(-1)\n","\n","# Fonction pour encoder un batch de phrases avec USE\n","def use_encode_batch(sentences):\n","    embeddings = use_model(sentences)\n","    return embeddings.numpy()\n","\n","# Exemple d'utilisation\n","sentence = \"Here is an example of a sentence to be processed with USE.\"\n","embedding = use_encode(sentence)\n","print(f\"USE embedding shape: {embedding.shape}\")  # Devrait être (512,)\n","\n","# Pour plusieurs phrases\n","sentences = [\n","    \"Première phrase d'exemple.\",\n","    \"Deuxième phrase à analyser.\",\n","    \"Une troisième phrase pour tester le batch processing.\"\n","]\n","batch_embeddings = use_encode_batch(sentences)\n","print(f\"USE batch embeddings shape: {batch_embeddings.shape}\")  # Devrait être (3, 512)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Kxp396r9sqQq","executionInfo":{"status":"ok","timestamp":1746800752931,"user_tz":-120,"elapsed":19952,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"ad2eff59-a7b3-4b96-daa4-0e9dc7d73ab5"},"id":"Kxp396r9sqQq","execution_count":21,"outputs":[{"output_type":"stream","name":"stdout","text":["Chargement du modèle Universal Sentence Encoder...\n","Modèle USE chargé.\n","USE embedding shape: (512,)\n","USE batch embeddings shape: (3, 512)\n"]}]},{"cell_type":"markdown","source":["# Main Process"],"metadata":{"id":"8DcQkAGf0DF6"},"id":"8DcQkAGf0DF6"},{"cell_type":"code","source":["# Initialize results dictionary\n","results={'title' : [], 'metrics':[]}"],"metadata":{"id":"weOX1N4w0W59","executionInfo":{"status":"ok","timestamp":1746800752971,"user_tz":-120,"elapsed":38,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"id":"weOX1N4w0W59","execution_count":22,"outputs":[]},{"cell_type":"markdown","source":["## 1) complete_description encoding"],"metadata":{"id":"nVsjJu7PjEYK"},"id":"nVsjJu7PjEYK"},{"cell_type":"markdown","metadata":{"id":"SxPjhMkuzdVZ"},"source":["### BERT"],"id":"SxPjhMkuzdVZ"},{"cell_type":"markdown","source":["- Transfer learning model pre-trained on vast text corpora (books, Wikipedia)\n","- Uses bidirectional training to understand context from both left and right\n","- Captures deep contextual relationships between words based on surrounding text\n","- Requires fine-tuning for specific tasks (classification, similarity, etc.)\n","- Input size limitation of 512 tokens\n","- Resource intensive for both training and inference\n","- State-of-the-art performance on many NLP benchmarks\n","- Developed by Google Research in 2018"],"metadata":{"id":"QWRZELeDKP6O"},"id":"QWRZELeDKP6O"},{"cell_type":"code","execution_count":23,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:43:42.698564Z","start_time":"2021-05-24T07:30:22.091311Z"},"colab":{"base_uri":"https://localhost:8080/","height":49,"referenced_widgets":["e17d906280ae4e059390fc139eb0c063","11c367b6c170485e9428134faa8aa84f","456f19a77eb54d5f96a9d8aab3cb8e46","6ddaefba04df490a8269efc2f036d184","3ec56ceb07d442e4907be3bf6530c2d6","4319c3e96ace4d0d83ff6e904b7c5c65","d1071f8947f34189b0462107f49d17c3","78578a133af742208954a56c91783920","5027c89901eb4e72a3798508f96aea94","14ec13c510b9493b8f099710e942edb4","0fee750596ab4f619d16120d95ee0a5d"]},"executionInfo":{"status":"ok","timestamp":1746801482296,"user_tz":-120,"elapsed":729335,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"e96ded87-5282-49be-839a-8b0dc5d5cd42","id":"xLtkc-bIzdVa"},"outputs":[{"output_type":"display_data","data":{"text/plain":["  0%|          | 0/1050 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"e17d906280ae4e059390fc139eb0c063"}},"metadata":{}}],"source":["bert_features = [bertize(s) for s in tqdm(data.complete_description)]"],"id":"xLtkc-bIzdVa"},{"cell_type":"code","execution_count":24,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:43:43.903996Z","start_time":"2021-05-24T08:43:42.768579Z"},"colab":{"base_uri":"https://localhost:8080/","height":444},"id":"c2ptnbQozdVa","executionInfo":{"status":"ok","timestamp":1746801482716,"user_tz":-120,"elapsed":381,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4db914d1-9f88-4d90-b466-3d0c0915dbe0"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["           0         1         2         3         4         5         6    \\\n","0    -0.886562 -0.682862 -0.996886  0.935566  0.975387 -0.450364  0.694668   \n","1    -0.831977 -0.684989 -0.994915  0.886113  0.916105 -0.430156  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not os.path.exists(save_path):\n","    os.makedirs(save_path)\n","name =save_path+'Bert_features_complete_description'\n","file_name = name+'.pkl'"],"id":"mBdgyp86zdVa"},{"cell_type":"code","source":["joblib.dump(bert_features_complete_description, file_name)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qQ0si4DplGdE","executionInfo":{"status":"ok","timestamp":1746801483199,"user_tz":-120,"elapsed":475,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"5b5f848f-d8b1-4650-bd1c-a11be36b6424"},"id":"qQ0si4DplGdE","execution_count":26,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['BERT/Bert_features_complete_description.pkl']"]},"metadata":{},"execution_count":26}]},{"cell_type":"code","source":["bert_features_complete_description = joblib.load(file_name)"],"metadata":{"id":"HB8lOzRVlJY0","executionInfo":{"status":"ok","timestamp":1746801483213,"user_tz":-120,"elapsed":14,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"id":"HB8lOzRVlJY0","execution_count":27,"outputs":[]},{"cell_type":"markdown","source":["### USE"],"metadata":{"id":"rtm_Qfpe4b1z"},"id":"rtm_Qfpe4b1z"},{"cell_type":"markdown","source":["- Transfer learning model designed to convert sentences directly to embeddings\n","- Ready to use without fine-tuning for most applications\n","- Available in two architectures: Transformer (higher accuracy) and DAN (faster)\n","- Creates fixed-length 512-dimensional vectors regardless of input sentence length\n","- Optimized for semantic similarity tasks and transfer learning\n","- Trained on various data sources including web, forums, and Wikipedia\n","- Moderate resource requirements compared to BERT\n","- Developed by Google Research in 2018"],"metadata":{"id":"dohI5Ko_JsJB"},"id":"dohI5Ko_JsJB"},{"cell_type":"code","source":["use_features = use_encode_batch(data.complete_description)"],"metadata":{"id":"7krJ8B5f4fUs","executionInfo":{"status":"ok","timestamp":1746801484180,"user_tz":-120,"elapsed":964,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":28,"outputs":[],"id":"7krJ8B5f4fUs"},{"cell_type":"code","source":["use_features_complete_description = pd.DataFrame(use_features)\n","use_features_complete_description"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":444},"executionInfo":{"status":"ok","timestamp":1746801484286,"user_tz":-120,"elapsed":99,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4fd9088f-e5d0-4d18-9f72-bb6e2cfb534b","id":"sF-hQaaC4fUs"},"execution_count":29,"outputs":[{"output_type":"execute_result","data":{"text/plain":["           0         1         2         3         4         5         6    \\\n","0    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<td>-0.054440</td>\n","      <td>-0.040699</td>\n","      <td>0.042186</td>\n","      <td>0.049485</td>\n","      <td>0.054416</td>\n","      <td>0.052856</td>\n","      <td>-0.026957</td>\n","      <td>0.049802</td>\n","      <td>0.035109</td>\n","      <td>-0.049704</td>\n","      <td>-0.053333</td>\n","      <td>0.054511</td>\n","      <td>-0.053128</td>\n","      <td>-0.054335</td>\n","      <td>0.052963</td>\n","      <td>0.054533</td>\n","      <td>0.053737</td>\n","      <td>-0.034251</td>\n","      <td>-0.002159</td>\n","      <td>0.022953</td>\n","      <td>-0.039921</td>\n","      <td>-0.026215</td>\n","      <td>0.054253</td>\n","      <td>-0.054231</td>\n","      <td>0.053410</td>\n","      <td>...</td>\n","      <td>-0.052455</td>\n","      <td>-0.037491</td>\n","      <td>-0.054385</td>\n","      <td>0.054358</td>\n","      <td>0.046320</td>\n","      <td>0.022705</td>\n","      <td>0.010835</td>\n","      <td>-0.053738</td>\n","      <td>0.054301</td>\n","      <td>-0.053602</td>\n","      <td>-0.003257</td>\n","      <td>-0.050211</td>\n","      <td>-0.037514</td>\n","      <td>-0.046490</td>\n","      <td>0.054541</td>\n","      <td>0.009186</td>\n","      <td>-0.054541</td>\n","      <td>-0.051159</td>\n","      <td>-0.016731</td>\n","      <td>-0.054129</td>\n","      <td>-0.044227</td>\n","      <td>0.054176</td>\n","      <td>0.054470</td>\n","      <td>-0.023587</td>\n","      <td>-0.052964</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>1045</th>\n","      <td>-0.057266</td>\n","      <td>0.044548</td>\n","      <td>-0.023908</td>\n","      <td>0.016988</td>\n","      <td>0.036065</td>\n","      <td>0.014372</td>\n","      <td>-0.046855</td>\n","      <td>0.050361</td>\n","      <td>-0.059278</td>\n","      <td>0.056721</td>\n","      <td>-0.050017</td>\n","      <td>-0.039002</td>\n","      <td>-0.059725</td>\n","      <td>-0.004071</td>\n","      <td>0.036074</td>\n","      <td>0.060350</td>\n","      <td>-0.030370</td>\n","      <td>-0.024391</td>\n","      <td>-0.055128</td>\n","      <td>-0.022151</td>\n","      <td>-0.046041</td>\n","      <td>-0.047578</td>\n","      <td>-0.050855</td>\n","      <td>-0.058154</td>\n","      <td>0.050711</td>\n","      <td>...</td>\n","      <td>-0.040222</td>\n","      <td>0.052048</td>\n","      <td>-0.059151</td>\n","      <td>0.032489</td>\n","      <td>0.059914</td>\n","      <td>-0.035088</td>\n","      <td>0.061346</td>\n","      <td>-0.022233</td>\n","      <td>-0.016319</td>\n","      <td>0.061187</td>\n","      <td>0.023551</td>\n","      <td>0.022946</td>\n","      <td>-0.002549</td>\n","      <td>0.034748</td>\n","      <td>0.061367</td>\n","      <td>-0.058763</td>\n","      <td>-0.061367</td>\n","      <td>-0.035499</td>\n","      <td>0.060113</td>\n","      <td>-0.061090</td>\n","      <td>0.051677</td>\n","      <td>-0.015593</td>\n","      <td>0.055387</td>\n","      <td>-0.052152</td>\n","      <td>-0.048249</td>\n","    </tr>\n","    <tr>\n","      <th>1046</th>\n","      <td>-0.065382</td>\n","      <td>-0.021792</td>\n","      <td>0.002365</td>\n","      <td>0.062488</td>\n","      <td>0.045629</td>\n","      <td>0.027764</td>\n","      <td>-0.040187</td>\n","      <td>0.062805</td>\n","      <td>-0.042523</td>\n","      <td>0.036622</td>\n","      <td>-0.056473</td>\n","      <td>0.023168</td>\n","      <td>-0.020604</td>\n","      <td>-0.043060</td>\n","      <td>0.048975</td>\n","      <td>0.065445</td>\n","      <td>0.023937</td>\n","      <td>-0.021147</td>\n","      <td>0.044802</td>\n","      <td>-0.043085</td>\n","      <td>-0.050172</td>\n","      <td>-0.020960</td>\n","      <td>0.023135</td>\n","      <td>-0.062409</td>\n","      <td>0.031946</td>\n","      <td>...</td>\n","      <td>-0.037665</td>\n","      <td>0.001605</td>\n","      <td>-0.061644</td>\n","      <td>0.043216</td>\n","      <td>0.030964</td>\n","      <td>-0.039828</td>\n","      <td>0.065047</td>\n","      <td>-0.054168</td>\n","      <td>0.024964</td>\n","      <td>-0.035308</td>\n","      <td>0.050902</td>\n","      <td>0.011347</td>\n","      <td>0.058110</td>\n","      <td>0.047326</td>\n","      <td>0.066073</td>\n","      <td>-0.018734</td>\n","      <td>-0.066103</td>\n","      <td>-0.027996</td>\n","      <td>0.035662</td>\n","      <td>-0.040031</td>\n","      <td>0.021340</td>\n","      <td>-0.003454</td>\n","      <td>0.051333</td>\n","      <td>-0.014775</td>\n","      <td>-0.041224</td>\n","    </tr>\n","    <tr>\n","      <th>1047</th>\n","      <td>-0.039953</td>\n","      <td>-0.020921</td>\n","      <td>0.027132</td>\n","      <td>0.016942</td>\n","      <td>-0.025010</td>\n","      <td>0.052499</td>\n","      <td>-0.069631</td>\n","      <td>0.009985</td>\n","      <td>-0.055946</td>\n","      <td>-0.063774</td>\n","      <td>-0.061491</td>\n","      <td>-0.024637</td>\n","      <td>-0.051803</td>\n","      <td>-0.051860</td>\n","      <td>0.018055</td>\n","      <td>0.029130</td>\n","      <td>0.023624</td>\n","      <td>-0.012850</td>\n","      <td>0.061236</td>\n","      <td>0.036889</td>\n","      <td>-0.008212</td>\n","      <td>-0.068367</td>\n","      <td>0.010147</td>\n","      <td>-0.029767</td>\n","      <td>0.064052</td>\n","      <td>...</td>\n","      <td>0.068972</td>\n","      <td>-0.049021</td>\n","      <td>-0.066867</td>\n","      <td>0.049203</td>\n","      <td>0.046977</td>\n","      <td>0.063452</td>\n","      <td>0.057632</td>\n","      <td>0.005497</td>\n","      <td>-0.024578</td>\n","      <td>-0.015227</td>\n","      <td>-0.032594</td>\n","      <td>0.036104</td>\n","      <td>-0.063856</td>\n","      <td>0.001805</td>\n","      <td>0.064028</td>\n","      <td>-0.003067</td>\n","      <td>-0.067749</td>\n","      <td>-0.046200</td>\n","      <td>0.045731</td>\n","      <td>-0.064908</td>\n","      <td>-0.045348</td>\n","      <td>0.063954</td>\n","      <td>0.001006</td>\n","      <td>0.063138</td>\n","      <td>-0.066310</td>\n","    </tr>\n","    <tr>\n","      <th>1048</th>\n","      <td>-0.041639</td>\n","      <td>-0.030446</td>\n","      <td>0.052402</td>\n","      <td>0.048407</td>\n","      <td>0.027623</td>\n","      <td>0.043787</td>\n","      <td>-0.065669</td>\n","      <td>0.029661</td>\n","      <td>-0.010123</td>\n","      <td>-0.065412</td>\n","      <td>-0.061030</td>\n","      <td>-0.062758</td>\n","      <td>-0.063870</td>\n","      <td>-0.035000</td>\n","      <td>0.019698</td>\n","      <td>0.048812</td>\n","      <td>0.022313</td>\n","      <td>-0.059275</td>\n","      <td>0.062884</td>\n","      <td>0.014781</td>\n","      <td>-0.015657</td>\n","      <td>0.024602</td>\n","      <td>0.005909</td>\n","      <td>-0.006960</td>\n","      <td>0.002849</td>\n","      <td>...</td>\n","      <td>-0.057145</td>\n","      <td>-0.048455</td>\n","      <td>-0.065214</td>\n","      <td>0.063349</td>\n","      <td>0.019984</td>\n","      <td>0.031705</td>\n","      <td>0.034203</td>\n","      <td>0.006991</td>\n","      <td>-0.063244</td>\n","      <td>-0.051021</td>\n","      <td>0.047629</td>\n","      <td>0.037443</td>\n","      <td>-0.045506</td>\n","      <td>0.046302</td>\n","      <td>0.064851</td>\n","      <td>0.054357</td>\n","      <td>-0.054008</td>\n","      <td>-0.054892</td>\n","      <td>0.039325</td>\n","      <td>-0.063422</td>\n","      <td>-0.055554</td>\n","      <td>0.000213</td>\n","      <td>0.046730</td>\n","      <td>-0.026779</td>\n","      <td>-0.046947</td>\n","    </tr>\n","    <tr>\n","      <th>1049</th>\n","      <td>-0.054745</td>\n","      <td>-0.009240</td>\n","      <td>0.058097</td>\n","      <td>0.032302</td>\n","      <td>0.032330</td>\n","      <td>0.053155</td>\n","      <td>-0.070656</td>\n","      <td>-0.004859</td>\n","      <td>0.008586</td>\n","      <td>-0.072299</td>\n","      <td>-0.062592</td>\n","      <td>-0.053482</td>\n","      <td>-0.064355</td>\n","      <td>-0.051830</td>\n","      <td>0.051882</td>\n","      <td>0.028101</td>\n","      <td>-0.002273</td>\n","      <td>-0.060183</td>\n","      <td>0.057598</td>\n","      <td>0.050683</td>\n","      <td>-0.032931</td>\n","      <td>0.013718</td>\n","      <td>0.020824</td>\n","      <td>-0.033387</td>\n","      <td>-0.034932</td>\n","      <td>...</td>\n","      <td>-0.052191</td>\n","      <td>-0.045696</td>\n","      <td>-0.069487</td>\n","      <td>0.070900</td>\n","      <td>-0.000286</td>\n","      <td>0.039671</td>\n","      <td>0.058615</td>\n","      <td>0.023779</td>\n","      <td>-0.031205</td>\n","      <td>-0.001199</td>\n","      <td>0.020851</td>\n","      <td>0.058176</td>\n","      <td>-0.052236</td>\n","      <td>0.019791</td>\n","      <td>0.056094</td>\n","      <td>0.038108</td>\n","      <td>-0.047756</td>\n","      <td>-0.043459</td>\n","      <td>0.043340</td>\n","      <td>-0.063131</td>\n","      <td>-0.056329</td>\n","      <td>0.048285</td>\n","      <td>0.047099</td>\n","      <td>-0.025863</td>\n","      <td>-0.026378</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>1050 rows × 512 columns</p>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-cd19bf3c-e7e9-48fe-8858-53a6172599be')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    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=save_path+'use_features_complete_description'\n","file_name = name+'.pkl'"],"id":"DMu77pue4fUt"},{"cell_type":"code","source":["joblib.dump(use_features_complete_description, file_name)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1746801484887,"user_tz":-120,"elapsed":599,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4bbc8b34-b6f2-49a1-cf64-c19b4384a316","id":"R1aFDCWK4fUt"},"execution_count":31,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['USE/use_features_complete_description.pkl']"]},"metadata":{},"execution_count":31}],"id":"R1aFDCWK4fUt"},{"cell_type":"code","source":["use_features_complete_description = joblib.load(file_name)"],"metadata":{"id":"F9J5UzZU4fUt","executionInfo":{"status":"ok","timestamp":1746801484888,"user_tz":-120,"elapsed":3,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":32,"outputs":[],"id":"F9J5UzZU4fUt"},{"cell_type":"markdown","source":["## 2) Clustering"],"metadata":{"id":"per7A_LajbGB"},"id":"per7A_LajbGB"},{"cell_type":"code","source":["# Initialize results dictionary\n","results={'title' : [], 'metrics':[]}"],"metadata":{"id":"XvVVS4NulXjM","executionInfo":{"status":"ok","timestamp":1746801484896,"user_tz":-120,"elapsed":1,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"id":"XvVVS4NulXjM","execution_count":33,"outputs":[]},{"cell_type":"code","source":["# Dictionaries to hold results\n","# Function to append results to result_dict\n","def append_dict(dict1_obj, dict2_obj):\n","    for key in dict1_obj.keys():\n","        dict1_obj[key].append(dict2_obj[key])\n","\n","# Initialize results dictionary\n","# results={'title' : [], 'metrics':[]}"],"metadata":{"id":"jr4bv2UP422B","executionInfo":{"status":"ok","timestamp":1746801484897,"user_tz":-120,"elapsed":1,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"id":"jr4bv2UP422B","execution_count":34,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"371sLratzdVa"},"source":["### Without Projection"],"id":"371sLratzdVa"},{"cell_type":"markdown","source":["#### BERT"],"metadata":{"id":"G8pEvDpWj8HR"},"id":"G8pEvDpWj8HR"},{"cell_type":"code","execution_count":35,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:43:48.358818Z","start_time":"2021-05-24T08:43:44.006297Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746801487263,"user_tz":-120,"elapsed":2365,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"a64a0f40-9e66-43de-a214-68fe00f287a2","id":"LSssJU2vzdVa"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        5         251\n","Baby             4         121\n","Watches          0         287\n","Decor            1          78\n","Kitchen          6          59\n","Beauty           2           2\n","Computers        3         252"],"text/html":["\n","  <div id=\"df-5e8ddd15-4e39-4c5b-a4c9-c6025f34a5df\" class=\"colab-df-container\">\n","    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\"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 112,\n        \"min\": 2,\n        \"max\": 287,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          251,\n          121,\n          2\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 800x600 with 2 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.07479905405381763\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.31      0.53      0.39       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.33      0.64      0.44       150\n","       Decor       0.00      0.00      0.00       150\n","     Kitchen       0.31      0.53      0.39       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.20      0.33      0.25       150\n","\n","    accuracy                           0.29      1050\n","   macro avg       0.17      0.29      0.21      1050\n","weighted avg       0.17      0.29      0.21      1050\n","\n","Clustering sur BERT\n"]}],"source":["model=KMeans(n_clusters=7, random_state=0,n_init=30)\n","model.fit(bert_features_complete_description)\n","\n","\n","labels=model.labels_\n","\n","title='BERT'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering sur '+title)"],"id":"LSssJU2vzdVa"},{"cell_type":"markdown","source":["#### USE"],"metadata":{"id":"UyiNXo2I5DKn"},"id":"UyiNXo2I5DKn"},{"cell_type":"code","source":["model=KMeans(n_clusters=7, random_state=0,n_init=30)\n","model.fit(use_features_complete_description)\n","\n","\n","labels=model.labels_\n","\n","title='USE'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering sur '+title)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"PJZoe1PG5JVm","executionInfo":{"status":"ok","timestamp":1746801488574,"user_tz":-120,"elapsed":1310,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"2191d090-dbf8-42fc-d1db-65b55f6c3973"},"id":"PJZoe1PG5JVm","execution_count":36,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        6          94\n","Baby             5          83\n","Watches          3         141\n","Decor            0         271\n","Kitchen          4          80\n","Beauty           2         281\n","Computers        1         100"],"text/html":["\n","  <div id=\"df-800411c9-953c-4b59-935a-ef86a761ccd6\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","    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<td>281</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>1</td>\n","      <td>100</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-800411c9-953c-4b59-935a-ef86a761ccd6')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.34983024821638453\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.41      1.00      0.58       150\n","        Baby       1.00      0.55      0.71       150\n","     Watches       1.00      0.94      0.97       150\n","       Decor       0.00      0.00      0.00       150\n","     Kitchen       0.93      0.49      0.64       150\n","      Beauty       0.36      0.67      0.47       150\n","   Computers       0.97      0.65      0.78       150\n","\n","    accuracy                           0.62      1050\n","   macro avg       0.67      0.62      0.59      1050\n","weighted avg       0.67      0.62      0.59      1050\n","\n","Clustering sur USE\n"]}]},{"cell_type":"markdown","metadata":{"id":"5oRnJcpPzdVa"},"source":["### Projections"],"id":"5oRnJcpPzdVa"},{"cell_type":"markdown","source":["#### PCA"],"metadata":{"id":"vpZOiPis6pmX"},"id":"vpZOiPis6pmX"},{"cell_type":"markdown","source":["* **Linear space transformation**: PCA projects data into a new coordinate system defined by orthogonal directions of maximum variance\n","* **Dimensionality optimization**: Reduces feature redundancy by identifying and preserving only the most informative dimensions\n","* **Noise reduction effect**: Lower-ranked components often capture noise, so eliminating them increases signal-to-noise ratio\n","* **Global pattern prioritization**: Emphasizes broad patterns that explain the largest sources of variation across documents\n","* **Feature correlation resolution**: Addresses multicollinearity by creating uncorrelated components from correlated original features\n","* **Variance-based information retention**: Provides clear metrics on how much information (variance) is preserved in the reduced space"],"metadata":{"id":"gz8e2xmehVps"},"id":"gz8e2xmehVps"},{"cell_type":"markdown","source":["##### BERT + PCA"],"metadata":{"id":"QiJPVw3i07Jh"},"id":"QiJPVw3i07Jh"},{"cell_type":"code","source":["from sklearn.decomposition import PCA\n","from sklearn.cluster import KMeans\n","\n","# Create full PCA model to calculate explained variance\n","pca_full = PCA(random_state=42)\n","pca_full.fit(bert_features_complete_description)\n","\n","# Calculate cumulative variance explained by the first 2 components\n","explained_variance_ratio = pca_full.explained_variance_ratio_\n","cumulative_variance = explained_variance_ratio.cumsum()\n","variance_2_components = cumulative_variance[1] * 100\n","\n","# Apply PCA with 2 components for dimensionality reduction\n","pca = PCA(n_components=2, random_state=42)\n","bow_pca = pca.fit_transform(bert_features_complete_description)\n","\n","# K-Means clustering on reduced data\n","kmeans2 = KMeans(n_clusters=7, random_state=42, n_init=30).fit(bow_pca)\n","labels = kmeans2.labels_\n","\n","# Title including explained variance\n","title = f'BERT + PCA (2 components, {variance_2_components:.2f}% explained variance)'\n","\n","# Evaluate and store metrics results\n","append_dict(results, {\n","    'title': title,\n","    'metrics': clustering_evaluate(labels, data.cat_code, cat['category'])\n","})\n","\n","# Display clustering results\n","print(f'Clustering on {title}')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"uSgozVZpkVW5","executionInfo":{"status":"ok","timestamp":1746801489487,"user_tz":-120,"elapsed":912,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"0563ab88-b472-46d3-8385-f4bedc9e31a9"},"id":"uSgozVZpkVW5","execution_count":37,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        1         273\n","Baby             4           2\n","Watches          0         286\n","Decor            6          66\n","Kitchen          2          71\n","Beauty           5         196\n","Computers        3         156"],"text/html":["\n","  <div id=\"df-edba5878-a565-4c1c-9e27-68bb3d53ab2c\" 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<td>66</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>2</td>\n","      <td>71</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>5</td>\n","      <td>196</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>3</td>\n","      <td>156</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-edba5878-a565-4c1c-9e27-68bb3d53ab2c')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.06100235535353596\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.27      0.49      0.35       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.31      0.60      0.41       150\n","       Decor       0.00      0.00      0.00       150\n","     Kitchen       0.35      0.32      0.33       150\n","      Beauty       0.24      0.32      0.28       150\n","   Computers       0.24      0.25      0.25       150\n","\n","    accuracy                           0.28      1050\n","   macro avg       0.20      0.28      0.23      1050\n","weighted avg       0.20      0.28      0.23      1050\n","\n","Clustering on BERT + PCA (2 components, 63.55% explained variance)\n"]}]},{"cell_type":"markdown","source":["##### USE + PCA"],"metadata":{"id":"auQditFU6-2K"},"id":"auQditFU6-2K"},{"cell_type":"code","source":["from sklearn.decomposition import PCA\n","from sklearn.cluster import KMeans\n","\n","# Create full PCA model to calculate explained variance\n","pca_full = PCA(random_state=42)\n","pca_full.fit(use_features_complete_description)\n","\n","# Calculate cumulative variance explained by the first 2 components\n","explained_variance_ratio = pca_full.explained_variance_ratio_\n","cumulative_variance = explained_variance_ratio.cumsum()\n","variance_2_components = cumulative_variance[1] * 100\n","\n","# Apply PCA with 2 components for dimensionality reduction\n","pca = PCA(n_components=2, random_state=42)\n","bow_pca = pca.fit_transform(use_features_complete_description)\n","\n","# K-Means clustering on reduced data\n","kmeans2 = KMeans(n_clusters=7, random_state=42, n_init=30).fit(bow_pca)\n","labels = kmeans2.labels_\n","\n","# Title including explained variance\n","title = f'USE + PCA (2 components, {variance_2_components:.2f}% explained variance)'\n","\n","# Evaluate and store metrics results\n","append_dict(results, {\n","    'title': title,\n","    'metrics': clustering_evaluate(labels, data.cat_code, cat['category'])\n","})\n","\n","# Display clustering results\n","print(f'Clustering on {title}')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"Dw8OszaK7YLF","executionInfo":{"status":"ok","timestamp":1746801490070,"user_tz":-120,"elapsed":581,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"ce730b3d-7fdd-4bba-cbe1-be82ead3f5a1"},"id":"Dw8OszaK7YLF","execution_count":38,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        0          97\n","Baby             5         163\n","Watches          1         130\n","Decor            2         194\n","Kitchen          3         137\n","Beauty           6         157\n","Computers        4         172"],"text/html":["\n","  <div id=\"df-9f031b68-9b11-442d-8c1d-6092dc50901d\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr 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<td>3</td>\n","      <td>137</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>6</td>\n","      <td>157</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>4</td>\n","      <td>172</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9f031b68-9b11-442d-8c1d-6092dc50901d')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.2728916416210009\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.75      0.49      0.59       150\n","        Baby       0.56      0.61      0.59       150\n","     Watches       1.00      0.87      0.93       150\n","       Decor       0.28      0.68      0.40       150\n","     Kitchen       0.49      0.45      0.47       150\n","      Beauty       0.39      0.41      0.40       150\n","   Computers       0.00      0.00      0.00       150\n","\n","    accuracy                           0.50      1050\n","   macro avg       0.50      0.50      0.48      1050\n","weighted avg       0.50      0.50      0.48      1050\n","\n","Clustering on USE + PCA (2 components, 17.17% explained variance)\n"]}]},{"cell_type":"markdown","source":["#### TSNE"],"metadata":{"id":"bsOmvyYK6tep"},"id":"bsOmvyYK6tep"},{"cell_type":"markdown","source":["* **Optimized spatial reorganization**: t-SNE transforms the vector space by preserving local similarities while amplifying differences between distinct groups\n","* **Curse of dimensionality mitigation**: Addresses the \"curse of dimensionality\" problem that affects high-dimensional TF-IDF vectors, where distance metrics become less meaningful\n","* **Adaptation to textual complexity**: Unlike linear methods, t-SNE adapts to complex and non-linear structures present in textual data\n","* **Dimensional noise elimination**: Reduction to 2D eliminates non-relevant dimensions that hindered K-means performance in the original sparse vector space\n","* **Enhancement of natural boundaries**: The transformation accentuates natural separations between categories, considerably facilitating the clustering algorithm's task"],"metadata":{"id":"dRQSeWWbhTxY"},"id":"dRQSeWWbhTxY"},{"cell_type":"markdown","source":["##### BERT + TSNE"],"metadata":{"id":"hXPi32FK0_J4"},"id":"hXPi32FK0_J4"},{"cell_type":"code","source":["from sklearn.manifold import TSNE\n","# tok variable comes from the countvectorizer + tfidf section\n","bert_tsne = TSNE(n_components=2,\n","                perplexity=50,\n","                early_exaggeration=12.0,\n","                learning_rate=200.0,\n","                max_iter=1000,\n","                n_iter_without_progress=300,\n","                min_grad_norm=1e-07,\n","                metric='euclidean',\n","                init='random',   # pca\n","                verbose=0,\n","                random_state=42,\n","                method='barnes_hut',   # exact\n","                angle=0.2,\n","                n_jobs=-1\n","               ).fit_transform(bert_features_complete_description)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans2 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(bert_tsne)\n","    # Assign clusters\n","labels=kmeans2.labels_\n","\n","title='BERT + T-SNE 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bert_tsne,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"bOeWOIIn1CwM","executionInfo":{"status":"ok","timestamp":1746801511249,"user_tz":-120,"elapsed":21179,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"982ba83a-da45-49a3-8f06-b9cb294d2564"},"id":"bOeWOIIn1CwM","execution_count":39,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        2         212\n","Baby             5         141\n","Watches          4         201\n","Decor            1         169\n","Kitchen          3         156\n","Beauty           0         121\n","Computers        6          50"],"text/html":["\n","  <div 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.1574874917089552\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.34      0.48      0.40       150\n","        Baby       0.36      0.46      0.40       150\n","     Watches       0.62      0.83      0.71       150\n","       Decor       0.46      0.52      0.49       150\n","     Kitchen       0.30      0.55      0.39       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.00      0.00      0.00       150\n","\n","    accuracy                           0.41      1050\n","   macro avg       0.30      0.41      0.34      1050\n","weighted avg       0.30      0.41      0.34      1050\n","\n","Clustering on BERT + T-SNE 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["##### USE + TSNE"],"metadata":{"id":"y1zktv8a7zd7"},"id":"y1zktv8a7zd7"},{"cell_type":"code","source":["from sklearn.manifold import TSNE\n","# tok variable comes from the countvectorizer + tfidf section\n","use_tsne = TSNE(n_components=2,\n","                perplexity=50,\n","                early_exaggeration=12.0,\n","                learning_rate=200.0,\n","                max_iter=1000,\n","                n_iter_without_progress=300,\n","                min_grad_norm=1e-07,\n","                metric='euclidean',\n","                init='random',   # pca\n","                verbose=0,\n","                random_state=42,\n","                method='barnes_hut',   # exact\n","                angle=0.2,\n","                n_jobs=-1\n","               ).fit_transform(use_features_complete_description)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans2 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(use_tsne)\n","    # Assign clusters\n","labels=kmeans2.labels_\n","\n","title='USE + T-SNE 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(use_tsne,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"POp0g3YR703f","executionInfo":{"status":"ok","timestamp":1746801530384,"user_tz":-120,"elapsed":19134,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"74a3a4d8-c8f2-452e-c3be-cc23160ab829"},"id":"POp0g3YR703f","execution_count":40,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        0         109\n","Baby             4         185\n","Watches          2         149\n","Decor            5         240\n","Kitchen          3         178\n","Beauty           6          73\n","Computers        1         116"],"text/html":["\n","  <div id=\"df-47a3ab13-c404-460b-9abc-347534b78486\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>0</td>\n","      <td>109</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>4</td>\n","      <td>185</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>2</td>\n","      <td>149</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>5</td>\n","      <td>240</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>3</td>\n","      <td>178</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>6</td>\n","      <td>73</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>1</td>\n","      <td>116</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-47a3ab13-c404-460b-9abc-347534b78486')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.4411733574459113\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.75      0.55      0.63       150\n","        Baby       0.58      0.72      0.64       150\n","     Watches       1.00      0.99      1.00       150\n","       Decor       0.30      0.49      0.37       150\n","     Kitchen       0.58      0.69      0.63       150\n","      Beauty       0.93      0.45      0.61       150\n","   Computers       0.85      0.66      0.74       150\n","\n","    accuracy                           0.65      1050\n","   macro avg       0.71      0.65      0.66      1050\n","weighted avg       0.71      0.65      0.66      1050\n","\n","Clustering on USE + T-SNE 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["#### MDS"],"metadata":{"id":"eF-UB7yK6v3x"},"id":"eF-UB7yK6v3x"},{"cell_type":"markdown","source":["* **Distance preservation focus**: Maintains pairwise distances between documents in lower-dimensional space\n","* **Global relationship retention**: Preserves overall structure of document relationships\n","* **Similarity visualization**: Transforms abstract similarities into interpretable spatial relationships\n","* **Stress minimization**: Optimizes projection by minimizing distortion in distance representation\n","* **Metric integrity**: Provides faithful representation of original document dissimilarities\n","* **Euclidean interpretation**: Projected distances correspond meaningfully to original feature differences"],"metadata":{"id":"S9TD1eLohQWf"},"id":"S9TD1eLohQWf"},{"cell_type":"markdown","source":["##### BERT + MDS"],"metadata":{"id":"SSRYfpiV72o7"},"id":"SSRYfpiV72o7"},{"cell_type":"code","source":["from sklearn.manifold import MDS\n","bert_mds = MDS(n_components=2,\n","              metric=True,\n","              n_init=4,\n","              max_iter=300,\n","              verbose=0,\n","              eps=0.001,\n","              n_jobs=-1,\n","              random_state=42,\n","\n","             ).fit_transform(bert_features_complete_description)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans3 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(bert_mds)\n","    # Assign clusters\n","labels=kmeans3.labels_\n","\n","title='BERT + MDS 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bert_mds,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"GB5DPVvW75hW","executionInfo":{"status":"ok","timestamp":1746801556862,"user_tz":-120,"elapsed":26473,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"e75a8342-46ba-4a8d-b69e-33677d9b316d"},"id":"GB5DPVvW75hW","execution_count":41,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        5         261\n","Baby             3           2\n","Watches          1         255\n","Decor            6          79\n","Kitchen          4          83\n","Beauty           0         185\n","Computers        2         185"],"text/html":["\n","  <div id=\"df-4128ccc5-3dd1-46c8-adf6-4c1b4c2fbb47\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type 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<td>83</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>0</td>\n","      <td>185</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>2</td>\n","      <td>185</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4128ccc5-3dd1-46c8-adf6-4c1b4c2fbb47')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.07778800641659242\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.29      0.51      0.37       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.38      0.65      0.48       150\n","       Decor       0.00      0.00      0.00       150\n","     Kitchen       0.31      0.33      0.32       150\n","      Beauty       0.24      0.29      0.26       150\n","   Computers       0.24      0.30      0.27       150\n","\n","    accuracy                           0.30      1050\n","   macro avg       0.21      0.30      0.24      1050\n","weighted avg       0.21      0.30      0.24      1050\n","\n","Clustering on BERT + MDS 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["##### USE + MDS"],"metadata":{"id":"89n6J_tJ8NY3"},"id":"89n6J_tJ8NY3"},{"cell_type":"code","source":["from sklearn.manifold import MDS\n","use_mds = MDS(n_components=2,\n","              metric=True,\n","              n_init=4,\n","              max_iter=300,\n","              verbose=0,\n","              eps=0.001,\n","              n_jobs=-1,\n","              random_state=42,\n","\n","             ).fit_transform(use_features_complete_description)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans3 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(use_mds)\n","    # Assign clusters\n","labels=kmeans3.labels_\n","\n","title='USE + MDS 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(use_mds,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"nmaI3AkP8N2Q","executionInfo":{"status":"ok","timestamp":1746801578645,"user_tz":-120,"elapsed":21782,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4924dec3-d9ac-455b-b184-f0840bc675b9"},"id":"nmaI3AkP8N2Q","execution_count":42,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        2         144\n","Baby             0         145\n","Watches          1         178\n","Decor            6         102\n","Kitchen          3         156\n","Beauty           4         156\n","Computers        5         169"],"text/html":["\n","  <div id=\"df-3dbe5eca-e29e-4dc9-8d4b-45414d4046b6\" class=\"colab-df-container\">\n","    <div>\n","<style 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.27493937901854\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.51      0.49      0.50       150\n","        Baby       0.63      0.61      0.62       150\n","     Watches       0.78      0.93      0.85       150\n","       Decor       0.40      0.68      0.50       150\n","     Kitchen       0.43      0.45      0.44       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.40      0.45      0.42       150\n","\n","    accuracy                           0.51      1050\n","   macro avg       0.45      0.51      0.48      1050\n","weighted avg       0.45      0.51      0.48      1050\n","\n","Clustering on USE + MDS 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["#### SpectralEmbedding"],"metadata":{"id":"cZiMnyuT6ya3"},"id":"cZiMnyuT6ya3"},{"cell_type":"markdown","source":["* **Graph-based approach**: Leverages connectivity patterns between documents for dimensionality reduction\n","* **Non-linear manifold learning**: Captures intrinsic geometric structure of the document space\n","* **Eigenvector foundation**: Uses the most significant eigenvectors of the graph Laplacian matrix\n","* **Community detection strength**: Excels at revealing natural groupings and thematic communities\n","* **Connectivity preservation**: Maintains connected components from the high-dimensional space\n","* **Local-to-global mapping**: Builds global representation from local neighborhood information"],"metadata":{"id":"5IAvF1H2hM-P"},"id":"5IAvF1H2hM-P"},{"cell_type":"markdown","source":["##### BERT + SpectralEmbedding"],"metadata":{"id":"Oqo7K08j8BtR"},"id":"Oqo7K08j8BtR"},{"cell_type":"code","source":["from sklearn.manifold import SpectralEmbedding\n","bert_spec = SpectralEmbedding(n_components=2,\n","                             affinity='nearest_neighbors', # rbf\n","                             gamma=None,\n","                             random_state=42,\n","                             eigen_solver=None, # arpack lobpcg amg\n","                             n_neighbors=50,\n","                             n_jobs=-1\n","                            ).fit_transform(bert_features_complete_description)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans4 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(bert_spec)\n","    # Assign clusters\n","labels=kmeans4.labels_\n","\n","title='BERT + Spectral 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bert_spec,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"cCM8VHK-8BJC","executionInfo":{"status":"ok","timestamp":1746801580216,"user_tz":-120,"elapsed":1570,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"5364d4be-ac6c-4310-a956-db2727e8c6ed"},"id":"cCM8VHK-8BJC","execution_count":43,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        2         130\n","Baby             1         174\n","Watches          0         159\n","Decor            6         171\n","Kitchen          3          73\n","Beauty           5         178\n","Computers        4         165"],"text/html":["\n","  <div 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   <th>Decor</th>\n","      <td>6</td>\n","      <td>171</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>3</td>\n","      <td>73</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>5</td>\n","      <td>178</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>4</td>\n","      <td>165</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-23f6a3c7-ffce-406f-9367-3cdbf8a5d0d6')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.08135360756334405\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.55      0.47      0.51       150\n","        Baby       0.23      0.27      0.25       150\n","     Watches       0.26      0.57      0.36       150\n","       Decor       0.29      0.33      0.31       150\n","     Kitchen       0.34      0.17      0.22       150\n","      Beauty       0.39      0.47      0.43       150\n","   Computers       0.00      0.00      0.00       150\n","\n","    accuracy                           0.32      1050\n","   macro avg       0.30      0.32      0.30      1050\n","weighted avg       0.30      0.32      0.30      1050\n","\n","Clustering on BERT + Spectral 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["##### USE + SpectralEmbedding"],"metadata":{"id":"Vhohl2Ug8mnP"},"id":"Vhohl2Ug8mnP"},{"cell_type":"code","source":["from sklearn.manifold import SpectralEmbedding\n","use_spec = SpectralEmbedding(n_components=2,\n","                             affinity='nearest_neighbors', # rbf\n","                             gamma=None,\n","                             random_state=42,\n","                             eigen_solver=None, # arpack lobpcg amg\n","                             n_neighbors=50,\n","                             n_jobs=-1\n","                            ).fit_transform(use_features_complete_description)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans4 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(use_spec)\n","    # Assign clusters\n","labels=kmeans4.labels_\n","\n","title='USE + Spectral 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(use_spec,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"bgzyN7er8md7","executionInfo":{"status":"ok","timestamp":1746801581501,"user_tz":-120,"elapsed":1284,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"e33e79d4-a99e-478d-9d02-d421d92b3b7a"},"id":"bgzyN7er8md7","execution_count":44,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        4         110\n","Baby             2          84\n","Watches          1         143\n","Decor            5         188\n","Kitchen          0         201\n","Beauty           6          12\n","Computers        3         312"],"text/html":["\n","  <div id=\"df-1f2e08ee-0b4f-4668-86be-6b309cb37d8f\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>4</td>\n","      <td>110</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>2</td>\n","      <td>84</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","  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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.29453790343486025\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.47      0.93      0.62       150\n","        Baby       1.00      0.56      0.72       150\n","     Watches       0.96      0.99      0.98       150\n","       Decor       0.00      0.00      0.00       150\n","     Kitchen       0.41      0.55      0.47       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.32      0.67      0.44       150\n","\n","    accuracy                           0.53      1050\n","   macro avg       0.45      0.53      0.46      1050\n","weighted avg       0.45      0.53      0.46      1050\n","\n","Clustering on USE + Spectral 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["#### UMAP"],"metadata":{"id":"xrmlaysx61w1"},"id":"xrmlaysx61w1"},{"cell_type":"markdown","source":["* **Balanced structure preservation**: Maintains both local similarity relationships and global data patterns\n","* **Topological foundation**: Constructs representation based on manifold topology and fuzzy simplicial sets\n","* **Computational efficiency**: Delivers t-SNE-like quality with significantly better performance\n","* **Meaningful distance preservation**: Maintains more of the important distance relationships than t-SNE\n","* **Theoretical rigor**: Built on stronger mathematical foundations with clearer optimization objectives\n","* **Cluster separation clarity**: Produces well-defined clusters while preserving their relative positions"],"metadata":{"id":"uEogWB7_99UC"},"id":"uEogWB7_99UC"},{"cell_type":"markdown","source":["##### BERT + UMAP"],"metadata":{"id":"basa_Sof8Z8U"},"id":"basa_Sof8Z8U"},{"cell_type":"code","source":["import umap\n","\n","Umap = umap.UMAP(\n","                n_neighbors=50,\n","                min_dist=0.1,\n","                n_components=2,\n","                metric='euclidean',\n","                random_state=42\n","    )\n","bert_umap = Umap.fit_transform(bert_features_complete_description)\n","\n","kmeans5 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(bert_umap)\n","    # Assign clusters\n","labels=kmeans5.labels_\n","\n","title='BERT + UMAP 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering sur '+title)\n","\n","plot_clusters(bert_umap,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"qJ5QVwMT8bHY","executionInfo":{"status":"ok","timestamp":1746801623643,"user_tz":-120,"elapsed":42141,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"bda31bea-0d74-4238-cf4e-188aee1aaae8"},"id":"qJ5QVwMT8bHY","execution_count":45,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n","  warnings.warn(\n","/usr/local/lib/python3.11/dist-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n","  warn(\n"]},{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        4         119\n","Baby             3         181\n","Watches          6         149\n","Decor            2         187\n","Kitchen          5         135\n","Beauty           0         116\n","Computers        1         163"],"text/html":["\n","  <div id=\"df-6b41f272-b7f5-4c68-aecb-8b2b313b8f85\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>4</td>\n","      <td>119</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>3</td>\n","      <td>181</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>6</td>\n","      <td>149</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>2</td>\n","      <td>187</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>5</td>\n","      <td>135</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>0</td>\n","      <td>116</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>1</td>\n","      <td>163</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6b41f272-b7f5-4c68-aecb-8b2b313b8f85')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-6b41f272-b7f5-4c68-aecb-8b2b313b8f85 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.21156112143937678\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.61      0.48      0.54       150\n","        Baby       0.31      0.34      0.33       150\n","     Watches       0.83      0.83      0.83       150\n","       Decor       0.42      0.53      0.47       150\n","     Kitchen       0.29      0.61      0.39       150\n","      Beauty       0.56      0.43      0.49       150\n","   Computers       0.00      0.00      0.00       150\n","\n","    accuracy                           0.46      1050\n","   macro avg       0.43      0.46      0.43      1050\n","weighted avg       0.43      0.46      0.43      1050\n","\n","Clustering sur BERT + UMAP 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["##### USE + UMAP"],"metadata":{"id":"IyAfsbdr9XqI"},"id":"IyAfsbdr9XqI"},{"cell_type":"code","source":["import umap\n","\n","Umap = umap.UMAP(\n","                n_neighbors=50,\n","                min_dist=0.1,\n","                n_components=2,\n","                metric='euclidean',\n","                random_state=42\n","    )\n","use_umap = Umap.fit_transform(use_features_complete_description)\n","\n","kmeans5 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(use_umap)\n","    # Assign clusters\n","labels=kmeans5.labels_\n","\n","title='USE + UMAP 2 components'\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering sur '+title)\n","\n","plot_clusters(use_umap,labels)"],"metadata":{"id":"3r-THkhO9Xie","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746801627757,"user_tz":-120,"elapsed":4110,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"52639453-e414-44a1-fbf7-993c00a48750"},"id":"3r-THkhO9Xie","execution_count":46,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n","  warnings.warn(\n","/usr/local/lib/python3.11/dist-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n","  warn(\n"]},{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        2         181\n","Baby             5          93\n","Watches          1         149\n","Decor            0         227\n","Kitchen          3         123\n","Beauty           6         138\n","Computers        4         139"],"text/html":["\n","  <div id=\"df-1346f747-16b0-40fe-9012-37dc1f7d5658\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>2</td>\n","      <td>181</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>5</td>\n","      <td>93</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>1</td>\n","      <td>149</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>0</td>\n","      <td>227</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>3</td>\n","      <td>123</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>6</td>\n","      <td>138</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>4</td>\n","      <td>139</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1346f747-16b0-40fe-9012-37dc1f7d5658')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-1346f747-16b0-40fe-9012-37dc1f7d5658 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.518693425026532\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.82      0.99      0.89       150\n","        Baby       0.97      0.60      0.74       150\n","     Watches       1.00      0.99      1.00       150\n","       Decor       0.00      0.00      0.00       150\n","     Kitchen       0.67      0.55      0.60       150\n","      Beauty       0.39      0.94      0.55       150\n","   Computers       0.88      0.81      0.84       150\n","\n","    accuracy                           0.70      1050\n","   macro avg       0.67      0.70      0.66      1050\n","weighted avg       0.67      0.70      0.66      1050\n","\n","Clustering sur USE + UMAP 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","id":"blessed-furniture","metadata":{"id":"blessed-furniture"},"source":["# Résultats"]},{"cell_type":"code","execution_count":47,"id":"breeding-chapter","metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:44:10.177738Z","start_time":"2021-05-24T08:44:09.786821Z"},"id":"breeding-chapter","colab":{"base_uri":"https://localhost:8080/","height":457},"executionInfo":{"status":"ok","timestamp":1746801627827,"user_tz":-120,"elapsed":69,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"473f4711-bab5-4fc6-8dc0-a041f7966d4c"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["<pandas.io.formats.style.Styler at 0x7fbcafbaa890>"],"text/html":["<style type=\"text/css\">\n","#T_2fb11_row0_col0, #T_2fb11_row0_col2, #T_2fb11_row2_col1, #T_2fb11_row2_col3 {\n","  background-color: lightcoral;\n","}\n","#T_2fb11_row5_col0, #T_2fb11_row5_col2, #T_2fb11_row11_col1, #T_2fb11_row11_col3 {\n","  background-color: green;\n","}\n","</style>\n","<table id=\"T_2fb11\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th class=\"blank level0\" >&nbsp;</th>\n","      <th id=\"T_2fb11_level0_col0\" class=\"col_heading level0 col0\" >precision</th>\n","      <th id=\"T_2fb11_level0_col1\" class=\"col_heading level0 col1\" >recall</th>\n","      <th id=\"T_2fb11_level0_col2\" class=\"col_heading level0 col2\" >f1_score</th>\n","      <th id=\"T_2fb11_level0_col3\" class=\"col_heading level0 col3\" >ARI</th>\n","    </tr>\n","    <tr>\n","      <th class=\"index_name level0\" >title</th>\n","      <th class=\"blank col0\" >&nbsp;</th>\n","      <th class=\"blank col1\" >&nbsp;</th>\n","      <th class=\"blank col2\" >&nbsp;</th>\n","      <th class=\"blank col3\" >&nbsp;</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th id=\"T_2fb11_level0_row0\" class=\"row_heading level0 row0\" >BERT</th>\n","      <td id=\"T_2fb11_row0_col0\" class=\"data row0 col0\" >16.50%</td>\n","      <td id=\"T_2fb11_row0_col1\" class=\"data row0 col1\" >29.05%</td>\n","      <td id=\"T_2fb11_row0_col2\" class=\"data row0 col2\" >21.03%</td>\n","      <td id=\"T_2fb11_row0_col3\" class=\"data row0 col3\" >7.48%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_2fb11_level0_row1\" class=\"row_heading level0 row1\" >USE</th>\n","      <td id=\"T_2fb11_row1_col0\" class=\"data row1 col0\" >66.65%</td>\n","      <td id=\"T_2fb11_row1_col1\" class=\"data row1 col1\" >61.52%</td>\n","      <td id=\"T_2fb11_row1_col2\" class=\"data row1 col2\" >59.32%</td>\n","      <td id=\"T_2fb11_row1_col3\" class=\"data row1 col3\" >34.98%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_2fb11_level0_row2\" class=\"row_heading level0 row2\" >BERT + PCA (2 components, 63.55% explained variance)</th>\n","      <td id=\"T_2fb11_row2_col0\" class=\"data row2 col0\" >20.32%</td>\n","      <td id=\"T_2fb11_row2_col1\" class=\"data row2 col1\" >28.38%</td>\n","      <td id=\"T_2fb11_row2_col2\" class=\"data row2 col2\" >23.16%</td>\n","      <td id=\"T_2fb11_row2_col3\" class=\"data row2 col3\" >6.10%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_2fb11_level0_row3\" class=\"row_heading level0 row3\" >USE + PCA (2 components, 17.17% explained variance)</th>\n","      <td id=\"T_2fb11_row3_col0\" class=\"data row3 col0\" >49.71%</td>\n","      <td id=\"T_2fb11_row3_col1\" class=\"data row3 col1\" >50.10%</td>\n","      <td id=\"T_2fb11_row3_col2\" class=\"data row3 col2\" >48.20%</td>\n","      <td id=\"T_2fb11_row3_col3\" class=\"data row3 col3\" >27.29%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_2fb11_level0_row4\" class=\"row_heading level0 row4\" >BERT + T-SNE 2 components</th>\n","      <td id=\"T_2fb11_row4_col0\" class=\"data row4 col0\" >29.77%</td>\n","      <td id=\"T_2fb11_row4_col1\" class=\"data row4 col1\" >40.67%</td>\n","      <td id=\"T_2fb11_row4_col2\" class=\"data row4 col2\" >34.18%</td>\n","      <td id=\"T_2fb11_row4_col3\" class=\"data row4 col3\" >15.75%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_2fb11_level0_row5\" class=\"row_heading level0 row5\" >USE + T-SNE 2 components</th>\n","      <td id=\"T_2fb11_row5_col0\" class=\"data row5 col0\" >71.48%</td>\n","      <td id=\"T_2fb11_row5_col1\" class=\"data row5 col1\" >64.95%</td>\n","      <td id=\"T_2fb11_row5_col2\" class=\"data row5 col2\" >66.16%</td>\n","      <td id=\"T_2fb11_row5_col3\" class=\"data row5 col3\" >44.12%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_2fb11_level0_row6\" class=\"row_heading level0 row6\" >BERT + MDS 2 components</th>\n","      <td id=\"T_2fb11_row6_col0\" class=\"data row6 col0\" >20.95%</td>\n","      <td id=\"T_2fb11_row6_col1\" class=\"data row6 col1\" >29.90%</td>\n","      <td id=\"T_2fb11_row6_col2\" class=\"data row6 col2\" >24.41%</td>\n","      <td id=\"T_2fb11_row6_col3\" class=\"data row6 col3\" >7.78%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_2fb11_level0_row7\" class=\"row_heading level0 row7\" >USE + MDS 2 components</th>\n","      <td id=\"T_2fb11_row7_col0\" class=\"data row7 col0\" >44.91%</td>\n","      <td id=\"T_2fb11_row7_col1\" class=\"data row7 col1\" >51.43%</td>\n","      <td id=\"T_2fb11_row7_col2\" class=\"data row7 col2\" >47.51%</td>\n","      <td id=\"T_2fb11_row7_col3\" class=\"data row7 col3\" >27.49%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_2fb11_level0_row8\" class=\"row_heading level0 row8\" >BERT + Spectral 2 components</th>\n","      <td id=\"T_2fb11_row8_col0\" class=\"data row8 col0\" >29.52%</td>\n","      <td id=\"T_2fb11_row8_col1\" class=\"data row8 col1\" >32.48%</td>\n","      <td id=\"T_2fb11_row8_col2\" class=\"data row8 col2\" >29.65%</td>\n","      <td id=\"T_2fb11_row8_col3\" class=\"data row8 col3\" >8.14%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_2fb11_level0_row9\" class=\"row_heading level0 row9\" >USE + Spectral 2 components</th>\n","      <td id=\"T_2fb11_row9_col0\" class=\"data row9 col0\" >45.25%</td>\n","      <td id=\"T_2fb11_row9_col1\" class=\"data row9 col1\" >53.05%</td>\n","      <td id=\"T_2fb11_row9_col2\" class=\"data row9 col2\" >46.15%</td>\n","      <td id=\"T_2fb11_row9_col3\" class=\"data row9 col3\" >29.45%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_2fb11_level0_row10\" class=\"row_heading level0 row10\" >BERT + UMAP 2 components</th>\n","      <td id=\"T_2fb11_row10_col0\" class=\"data row10 col0\" >43.20%</td>\n","      <td id=\"T_2fb11_row10_col1\" class=\"data row10 col1\" >46.00%</td>\n","      <td id=\"T_2fb11_row10_col2\" class=\"data row10 col2\" >43.47%</td>\n","      <td id=\"T_2fb11_row10_col3\" class=\"data row10 col3\" >21.16%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_2fb11_level0_row11\" class=\"row_heading level0 row11\" >USE + UMAP 2 components</th>\n","      <td id=\"T_2fb11_row11_col0\" class=\"data row11 col0\" >67.37%</td>\n","      <td id=\"T_2fb11_row11_col1\" class=\"data row11 col1\" >69.71%</td>\n","      <td id=\"T_2fb11_row11_col2\" class=\"data row11 col2\" >66.06%</td>\n","      <td id=\"T_2fb11_row11_col3\" class=\"data row11 col3\" >51.87%</td>\n","    </tr>\n","  </tbody>\n","</table>\n"]},"metadata":{},"execution_count":47}],"source":["# Create data frame from resluts dictionaryy\n","\n","\n","def highlight_max(s):\n","    '''\n","    highlight the maximum in a Series green.\n","    '''\n","    is_max = s == s.max()\n","    return ['background-color: green' if v else '' for v in is_max]\n","def highlight_min(s):\n","    '''\n","    highlight the minmum in a Series red.\n","    '''\n","    is_max = s == s.min()\n","    return ['background-color: lightcoral' if v else '' for v in is_max]\n","\n","\n","# unpack tuples and create result data frame\n","def dict_to_df(dic):\n","    # dict to data frame\n","    results_all=pd.DataFrame(dic)\n","    # unpack metrics tuple\n","    results_all['precision']=[tup[0][0] for tup in results_all.metrics]\n","    results_all['recall']=[tup[0][1] for tup in results_all.metrics]\n","    results_all['f1_score']=[tup[0][2] for tup in results_all.metrics]\n","    results_all['ARI']=[tup[1] for tup in results_all.metrics]\n","    # drop tuples\n","    results_all.drop(['metrics'],axis=1,inplace=True)\n","    # set title as index\n","    results_all.set_index('title',inplace=True)\n","#     # columns to highligth\n","#     subset=['precision','recall','f1_score','ARI']\n","    # return dataframe\n","    return results_all.style.apply(highlight_max).apply(highlight_min).format('{:.2%}')\n","\n","\n","results_product_name = dict_to_df(results)\n","results_product_name"]},{"cell_type":"code","execution_count":48,"id":"polished-segment","metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:44:10.220581Z","start_time":"2021-05-24T08:44:10.192715Z"},"id":"polished-segment","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1746801627830,"user_tz":-120,"elapsed":3,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"fecd356a-f53f-48fa-eab0-61e6e815b9d2"},"outputs":[{"output_type":"stream","name":"stdout","text":[" Executé en :  0:15:28.971406\n"]}],"source":["print(' Executé en : ', datetime.timedelta(seconds=(time.time() - start_time)))"]}],"metadata":{"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.8.8"},"toc":{"base_numbering":1,"nav_menu":{},"number_sections":true,"sideBar":true,"skip_h1_title":false,"title_cell":"Table of Contents","title_sidebar":"Contents","toc_cell":true,"toc_position":{"height":"calc(100% - 180px)","left":"10px","top":"150px","width":"345.488px"},"toc_section_display":true,"toc_window_display":true},"colab":{"provenance":[],"toc_visible":true},"widgets":{"application/vnd.jupyter.widget-state+json":{"e17d906280ae4e059390fc139eb0c063":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_11c367b6c170485e9428134faa8aa84f","IPY_MODEL_456f19a77eb54d5f96a9d8aab3cb8e46","IPY_MODEL_6ddaefba04df490a8269efc2f036d184"],"layout":"IPY_MODEL_3ec56ceb07d442e4907be3bf6530c2d6"}},"11c367b6c170485e9428134faa8aa84f":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4319c3e96ace4d0d83ff6e904b7c5c65","placeholder":"​","style":"IPY_MODEL_d1071f8947f34189b0462107f49d17c3","value":"100%"}},"456f19a77eb54d5f96a9d8aab3cb8e46":{"model_module":"@jupyter-widgets/controls","model_name":"FloatProgressModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_78578a133af742208954a56c91783920","max":1050,"min":0,"orientation":"horizontal","style":"IPY_MODEL_5027c89901eb4e72a3798508f96aea94","value":1050}},"6ddaefba04df490a8269efc2f036d184":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_14ec13c510b9493b8f099710e942edb4","placeholder":"​","style":"IPY_MODEL_0fee750596ab4f619d16120d95ee0a5d","value":" 1050/1050 [12:09&lt;00:00,  1.37it/s]"}},"3ec56ceb07d442e4907be3bf6530c2d6":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","model_module_version":"1.2.0","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4319c3e96ace4d0d83ff6e904b7c5c65":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","model_module_version":"1.2.0","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d1071f8947f34189b0462107f49d17c3":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","model_module_version":"1.5.0","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@j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\ No newline at end of file
diff --git a/P6_04_IMAGES_SIFT_ORB.ipynb b/P6_04_IMAGES_SIFT_ORB.ipynb
new file mode 100644
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--- /dev/null
+++ b/P6_04_IMAGES_SIFT_ORB.ipynb
@@ -0,0 +1 @@
+{"cells":[{"cell_type":"markdown","metadata":{"id":"TQizDt2SfcCg"},"source":["# Dataset preparation"]},{"cell_type":"markdown","metadata":{"id":"FnULoHlkfcCg"},"source":["## Dataset import"]},{"cell_type":"code","execution_count":1,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:51:52.684020Z","start_time":"2021-05-24T08:51:50.367249Z"},"scrolled":true,"id":"VqwVyAA3fcCg","executionInfo":{"status":"ok","timestamp":1747743743769,"user_tz":-120,"elapsed":8885,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["import time,datetime\n","start_time = time.time()\n","\n","import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","import plotly.express as px\n","\n","from tqdm.notebook import tqdm_notebook, tnrange\n","from tqdm.contrib import tenumerate\n","\n","import joblib\n","\n","%matplotlib inline\n","from os import listdir"]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')\n","import os\n","path =  \"/content/drive/MyDrive/Colab_Notebooks/Project_6/Flipkart/Images/\"\n","os.chdir(path)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Ntb8-hDaP4JV","executionInfo":{"status":"ok","timestamp":1747743778185,"user_tz":-120,"elapsed":34418,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"af8e8b92-2d10-4113-be3d-1cd9bf5575ae"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","source":["list_photos = [file for file in listdir(path)]\n","print(len(list_photos))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"NN9qimB8jUZW","executionInfo":{"status":"ok","timestamp":1747743781424,"user_tz":-120,"elapsed":3238,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"f575524c-118f-43b1-c2e8-b7df825e798f"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["1066\n"]}]},{"cell_type":"code","execution_count":4,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:51:52.739988Z","start_time":"2021-05-24T08:51:52.686019Z"},"id":"GD-FeMY4fcCh","executionInfo":{"status":"ok","timestamp":1747743781826,"user_tz":-120,"elapsed":402,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["Flipkart = pd.read_csv('../flipkart_com-ecommerce_sample_1050.csv',encoding='iso-8859-1')\n","Flipkart.head(5)\n","\n","dataset=Flipkart[['product_category_tree','image']].copy()"]},{"cell_type":"code","execution_count":5,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:51:52.748003Z","start_time":"2021-05-24T08:51:52.741987Z"},"id":"KQnfD0jyfcCh","executionInfo":{"status":"ok","timestamp":1747743781834,"user_tz":-120,"elapsed":7,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Renommage des catégories (legendes des matrices de confusion trop longues)\n","shorten={'Watches ':'Watches',\n","         'Computers ':'Computers',\n","         'Home Decor & Festive Needs ':'Decor',\n","         'Kitchen & Dining ':'Kitchen',\n","         'Home Furnishing ':'Furniture',\n","         'Beauty and Personal Care ':'Beauty',\n","         'Baby Care ':'Baby'}"]},{"cell_type":"code","execution_count":6,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:51:52.795956Z","start_time":"2021-05-24T08:51:52.749984Z"},"colab":{"base_uri":"https://localhost:8080/","height":269},"id":"RquPdRpYfcCh","executionInfo":{"status":"ok","timestamp":1747743781905,"user_tz":-120,"elapsed":60,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"d0965e4f-4b9d-4fb8-fa85-e625afd0f04c"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["    category  count\n","0  Furniture    150\n","1       Baby    150\n","2    Watches    150\n","3      Decor    150\n","4    Kitchen    150\n","5     Beauty    150\n","6  Computers    150"],"text/html":["\n","  <div id=\"df-0511b7aa-5e3a-402d-9609-4099fa94e125\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: 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\"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":6}],"source":["# extraction du premier etage de l'arbre category affichages des occurences\n","dataset['category']=dataset.product_category_tree.apply(lambda s : s[2:s.find('>>')])\n","cat=pd.DataFrame(dataset.category.value_counts())\n","cat.reset_index(inplace=True)\n","cat['category'] = cat['category'].replace(shorten)\n","cat"]},{"cell_type":"code","execution_count":7,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:51:52.811949Z","start_time":"2021-05-24T08:51:52.796955Z"},"colab":{"base_uri":"https://localhost:8080/","height":335},"id":"KDHDyX0KfcCi","executionInfo":{"status":"ok","timestamp":1747743781913,"user_tz":-120,"elapsed":7,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"fe988345-a7ad-407e-8561-2fe215d73a5a"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["category\n","Furniture    150\n","Baby         150\n","Watches      150\n","Decor    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<th>Kitchen</th>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>150</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> int64</label>"]},"metadata":{},"execution_count":7}],"source":["# Shorten category names\n","dataset['category']= dataset['category'].replace(shorten)\n","dataset.category.value_counts()"]},{"cell_type":"code","execution_count":8,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:51:52.843943Z","start_time":"2021-05-24T08:51:52.812948Z"},"colab":{"base_uri":"https://localhost:8080/","height":457},"id":"Rg3I4vOCfcCi","executionInfo":{"status":"ok","timestamp":1747743781943,"user_tz":-120,"elapsed":30,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"d0e4a6f8-6c2e-4cdb-8847-5d47ce6efd41"},"outputs":[{"output_type":"display_data","data":{"text/plain":["{'Furniture': 0,\n"," 'Baby': 1,\n"," 'Watches': 2,\n"," 'Decor': 3,\n"," 'Kitchen': 4,\n"," 'Beauty': 5,\n"," 'Computers': 6}"]},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":["cat_code\n","0    150\n","1    150\n","2    150\n","3    150\n","4    150\n","5    150\n","6    150\n","Name: count, dtype: int64"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>count</th>\n","    </tr>\n","    <tr>\n","      <th>cat_code</th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>150</td>\n","    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column\n","dataset['cat_code']=dataset.category.map(dico)\n","dataset.cat_code.value_counts()"]},{"cell_type":"code","execution_count":9,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:51:52.891901Z","start_time":"2021-05-24T08:51:52.846927Z"},"colab":{"base_uri":"https://localhost:8080/","height":112},"id":"Xe9G48a0fcCi","executionInfo":{"status":"ok","timestamp":1747743781978,"user_tz":-120,"elapsed":35,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"0b6a744b-2032-46d4-db69-915ab61f64a8"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["    category  cat_code                                 image\n","0  Furniture         0  55b85ea15a1536d46b7190ad6fff8ce7.jpg\n","1       Baby         1  7b72c92c2f6c40268628ec5f14c6d590.jpg"],"text/html":["\n","  <div id=\"df-19a30d37-bd5e-43ef-8d27-2fac00beef40\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: 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Counts the frequency of each cluster\n","2. Computes a confusion matrix between predicted clusters and true categories\n","3. Optimizes cluster-to-category alignment using the Hungarian algorithm\n","4. Visualizes the aligned confusion matrix\n","5. Calculates the Adjusted Rand Index (ARI) to measure clustering quality\n","6. Generates a detailed classification report with precision, recall, and F1-score\n","\n","Parameters:\n","    pred_labels (array-like): Predicted cluster labels from clustering algorithm\n","    true_labels (array-like): Ground truth category labels\n","    cat_names (list): List of category names for visualization and reporting\n","\n","Returns:\n","    tuple: ((precision, recall, f1, support), ari) - Macro-averaged metrics and ARI score\n","\"\"\"\n","def clustering_evaluate(pred_labels, true_labels, cat_names):\n","\n","    # Count clusters effectives\n","    effectives=dict(sorted(Counter(pred_labels).items()))\n","\n","    # compute confusion matrix\n","    conf_mat=confusion_matrix(true_labels,pred_labels)\n","\n","    # Plot confusion matrix\n","#     plot_conf_mat(conf_mat,cat['index'],range(7),title='Confusion matrix')\n","\n","    # Maximize values on first diagonal\n","    row_ind, col_ind = linear_sum_assignment(conf_mat,maximize=True)\n","    permut = pd.DataFrame(col_ind,index=cat['category'],columns=['cluster'])\n","    permut.index.rename('Category',inplace=True)\n","    permut['effectives']=[effectives[cls] for cls in permut.cluster]\n","    display(permut)\n","    cm=conf_mat.take(col_ind,axis=1)\n","\n","    # Plot aligned confusion matrix\n","    plot_conf_mat(cm,cat_names,cat_names,title='Aligned confusion matrix')\n","\n","    # Align cluster label on category code   [corresp[cls] for cls in labels]\n","    corresp = np.argmax(conf_mat, axis=0)\n","\n","    # print  adjusted rand score\n","    ari = adjusted_rand_score(true_labels,pred_labels)\n","    print(' ARI : {}'.format(ari))\n","\n","    # Print classification report\n","    print(classification_report(true_labels,\n","                                [corresp[cls] for cls in pred_labels],\n","                                target_names=cat_names,\n","                                zero_division=0)\n","         )\n","    return  precision_recall_fscore_support(true_labels,\n","                                [corresp[cls] for cls in pred_labels],\n","                                             average='macro', zero_division=0), ari\n","\n","\n","# 2D projection scatterplot\n","def plot_clusters(reduced,labels):\n","    data=pd.DataFrame(np.c_[reduced,labels],columns=['Component 1','Component 2','Cluster'])\n","\n","    plt.figure(figsize=(10,8))\n","    sns.scatterplot(data=data,\n","                    x='Component 1',\n","                    y='Component 2',\n","                    hue='Cluster',\n","                    palette=sns.color_palette('tab10', n_colors=7))\n","    plt.title(f'')\n","    plt.figure(figsize=(10,8))"],"metadata":{"id":"RIwhDt6Tj5Nt","executionInfo":{"status":"ok","timestamp":1747743783053,"user_tz":-120,"elapsed":1066,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":11,"outputs":[]},{"cell_type":"code","source":["specific_picture_index = 458"],"metadata":{"id":"iIFUVYD82PbC","executionInfo":{"status":"ok","timestamp":1747747972796,"user_tz":-120,"elapsed":40,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":38,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"kZehM6nYfcCi"},"source":["## Creating photo labels from image names"]},{"cell_type":"code","execution_count":12,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:51:52.921883Z","start_time":"2021-05-24T08:51:52.893899Z"},"colab":{"base_uri":"https://localhost:8080/","height":300},"id":"6WLpCHV-fcCj","executionInfo":{"status":"ok","timestamp":1747743783069,"user_tz":-120,"elapsed":15,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"437ab256-8c6d-4464-e13b-66bb9c7b81e3"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["          category  image\n","cat_code                 \n","0              150    150\n","1              150    150\n","2              150    150\n","3              150    150\n","4              150    150\n","5              150    150\n","6              150    150"],"text/html":["\n","  <div id=\"df-c48f2820-c924-4e9d-8ee7-1da6b4927644\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>category</th>\n","      <th>image</th>\n","    </tr>\n","    <tr>\n","      <th>cat_code</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>150</td>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>150</td>\n","      <td>150</td>\n","    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It finds key points at different levels of the image pyramid.\n","\n","- Descriptors: Once the key points have been detected, SIFT generates a descriptor based on a neighborhood around each key point. This descriptor is generally a feature vector describing the orientation and intensity of pixels in the region around the key point.\n","\n","- Complexity: SIFT is relatively expensive in terms of computation and memory, which can make it less effective for real-time applications."],"metadata":{"id":"r-BkpxyMmtgc"}},{"cell_type":"markdown","metadata":{"id":"DrM7hQVTfcCj"},"source":["## Determining and displaying SIFT descriptors"]},{"cell_type":"markdown","metadata":{"id":"UT41yaYKfcCj"},"source":["Parameters\n","    \n","    * nfeatures\tThe maximum number of best features to retain. The features are ranked by their scores (measured in SIFT algorithm as the local contrast)\n","    \n","    * nOctaveLayers\tThe number of layers in each octave. 3 is the value used in D. Lowe paper. The number of octaves is computed automatically from the image resolution.\n","    \n","    * contrastThreshold\tThe contrast threshold used to filter out weak features in semi-uniform (low-contrast) regions. The larger the threshold, the less features are produced by the detector.\n","\n","Note\n","    The contrast threshold will be divided by nOctaveLayers when the filtering is applied. When nOctaveLayers is set to default and if you want to use the value used in D. Lowe paper, 0.03, set this argument to 0.09.\n","\n","Parameters\n","    \n","    * edgeThreshold\tThe threshold used to filter out edge-like features. Note that the its meaning is different from the contrastThreshold, i.e. the larger the edgeThreshold, the less features are filtered out (more features are retained).\n","    \n","    * sigma\tThe sigma of the Gaussian applied to the input image at the octave #0. If your image is captured with a weak camera with soft lenses, you might want to reduce the number."]},{"cell_type":"code","execution_count":14,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:51:58.703740Z","start_time":"2021-05-24T08:51:58.689749Z"},"id":"M1QFVfJNfcCj","executionInfo":{"status":"ok","timestamp":1747743829174,"user_tz":-120,"elapsed":41,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Image size for SIFT process\n","image_size=(256,256)"]},{"cell_type":"code","execution_count":21,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:51:59.509373Z","start_time":"2021-05-24T08:51:58.705742Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"Znvtxv96fcCj","executionInfo":{"status":"ok","timestamp":1747743921089,"user_tz":-120,"elapsed":1511,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"8fe940b1-c362-40a3-b0e4-730f846fb8df"},"outputs":[{"output_type":"stream","name":"stdout","text":["Grey levels\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 800x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Adaptative contract equalization\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 800x800 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Descriptors number : 357 (vector size 128) \n","\n","[[18.  3.  0. ...  0.  0.  0.]\n"," [22.  1.  0. ...  0.  0.  0.]\n"," [25.  1.  0. ...  0.  0.  0.]\n"," ...\n"," [ 3. 12. 50. ...  0.  0.  0.]\n"," [ 0.  0.  1. ...  1.  0.  1.]\n"," [88.  2.  0. ...  0.  1. 14.]]\n"]}],"source":["import cv2\n","\n","plt.figure(figsize=(8,8))\n","sift = cv2.SIFT_create(nfeatures = 500,\n","                                   nOctaveLayers = 3,\n","                                   contrastThreshold = 0.004,\n","                                   edgeThreshold = 10,\n","                                   sigma = 1.6\n","                                  )\n","image_full = cv2.imread(path+data.image.iloc[specific_picture_index],0) # convert in gray\n","image = cv2.resize(image_full,dsize=image_size,interpolation= cv2.INTER_LINEAR)\n","print('Grey levels')\n","plt.imshow(image,cmap='gray')\n","plt.show()\n","\n","# Contrast Limited Adaptative Histogram Equalization\n","clahe=cv2.createCLAHE(clipLimit=2.0,tileGridSize=(8,8))\n","image = clahe.apply(image)   # equalize image histogram\n","print('Adaptative contract equalization')\n","plt.figure(figsize=(8,8))\n","plt.imshow(image,cmap='gray')\n","plt.show()\n","\n","\n","kp, des = sift.detectAndCompute(image, None)\n","img=cv2.drawKeypoints(image,kp,image,flags=cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS)\n","plt.figure(figsize=(8,8))\n","plt.imshow(img)\n","plt.show()\n","print(\"Descriptors number : {} (vector size {}) \".format(des.shape[0],des.shape[1]))\n","print()\n","print(des)\n"]},{"cell_type":"markdown","metadata":{"id":"dkfgVExrfcCj"},"source":["## Image pre-processing via SIFT"]},{"cell_type":"markdown","source":["### Bags of Visual Words (BoVW)"],"metadata":{"id":"nJYnJT-3HYKK"}},{"cell_type":"markdown","metadata":{"id":"DQOKmj-bfcCk"},"source":["#### Creating descriptors for each image\n","* Pour chaque image passage en gris et equalisation\n","* création d'une liste keypoints qui contients les keypoints de chaque image\n","* création d'une liste de descripteurs par image (\"descriptors\") qui sera utilisée pour réaliser les histogrammes par image\n","* création d'une liste de descripteurs pour l'ensemble des images (\"descriptors_all\") qui sera utilisé pour créer les clusters de descripteurs"]},{"cell_type":"code","execution_count":48,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:52:36.148440Z","start_time":"2021-05-24T08:51:59.510485Z"},"scrolled":true,"colab":{"base_uri":"https://localhost:8080/","height":84,"referenced_widgets":["49108c51373e4b2da285eac0d9d2360f","a7d7037fab29424e9eb9353c0281e366","40fe2fb4df644002be5e862b1c6cb0f6","8b181097a6dd459fa3f443c711d41fa9","0dbd98d197ae4473bfd0a51d6ee2cf95","bccaa6331eb34475b7b3946a3f867182","e83c13a6f4474181ba7c469ad76b0a5b","38eb10dd455b44068349573895ccce36","9ab4fdf942a04247a6b8c2004ad95fe2","fc8c12afa0c9428496be801d6fdc630d","a3c3be2ad753487cb9105f2cb95b645d"]},"id":"-lxWcbsPfcCk","executionInfo":{"status":"ok","timestamp":1747749539422,"user_tz":-120,"elapsed":223608,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"590b17c4-5173-4a71-a007-861d1d3a51d6"},"outputs":[{"output_type":"display_data","data":{"text/plain":["Create SIFT descriptors:   0%|          | 0/1050 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"49108c51373e4b2da285eac0d9d2360f"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\n","Nombre de descripteurs :  (2319277, 128)\n"]}],"source":["# identification of key points and associated descriptors\n","import time, cv2\n","\n","keypoints = {}\n","descriptors = []\n","temps1=time.time()\n","\n","sift = cv2.SIFT_create(nfeatures = 0,\n","                                   nOctaveLayers = 3,\n","                                   contrastThreshold = 0.004,\n","                                   edgeThreshold = 10,\n","                                   sigma = 1.6)\n","\n","for image_num in tnrange(data.shape[0],desc='Create SIFT descriptors') :\n","\n","    image_full = cv2.imread(path+data.image.iloc[image_num],0) # convert in gray\n","    image = cv2.resize(image_full,dsize=image_size,interpolation= cv2.INTER_LINEAR) # image resize to 224 x 224\n","    # image = cv2.cvtColor(image,cv2.COLOR_BGR2GRAY)\n","    res = clahe.apply(image)   # equalize image histogram\n","    kp, des = sift.detectAndCompute(res, None)\n","    keypoints[image_num]=kp\n","    descriptors.append(des)\n","\n","\n","descriptors_all = np.concatenate(descriptors, axis=0)\n","\n","print()\n","print(\"Nombre de descripteurs : \", descriptors_all.shape)\n","\n","# duration1=time.time()-temps1\n","# print(\"temps de traitement SIFT descriptor : \", \"%15.2f\" % duration1, \"secondes\")"]},{"cell_type":"code","execution_count":49,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:52:47.587689Z","start_time":"2021-05-24T08:52:36.150424Z"},"scrolled":true,"colab":{"base_uri":"https://localhost:8080/","height":1000,"output_embedded_package_id":"1oNb1-Fws0z246IIkh-iwT6xqrZmxTJys"},"id":"sQ_9d_R_fcCk","executionInfo":{"status":"ok","timestamp":1747749566096,"user_tz":-120,"elapsed":26661,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"bb22c56b-1b6d-4fad-aca1-0dc8825d4e33"},"outputs":[{"output_type":"display_data","data":{"text/plain":"Output hidden; open in https://colab.research.google.com to view."},"metadata":{}}],"source":["# Random sample of images with their descriptors\n","samples=data.sample(50)\n","\n","samples=samples.reset_index()\n","for index_ in samples['index']:\n","    kp=keypoints[index_]\n","    image_full = cv2.imread(path+data.image.iloc[index_],0) # convert in gray\n","    image = cv2.resize(image_full,dsize=image_size,interpolation= cv2.INTER_LINEAR) # image resize to 224 x 224\n","    # Contrast Limited Adaptative Histogram Equalization\n","    clahe=cv2.createCLAHE(clipLimit=2.0,tileGridSize=(8,8))\n","    image = clahe.apply(image)   # equalize image histogram\n","\n","\n","    img=cv2.drawKeypoints(image,kp,image,flags=cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS)\n","    plt.figure(figsize=(8,8))\n","    plt.title('Image {} number of descriptors : {}'.format(index_,len(kp)))\n","    plt.imshow(img)\n","    plt.show()"]},{"cell_type":"markdown","metadata":{"id":"1VO7LRoJfcCk"},"source":["#### Creating visual vocabulary\n","* Use MiniBatchKMeans to achieve reasonable processing times"]},{"cell_type":"code","source":["from sklearn import cluster, metrics\n","\n","# Determination number of clusters\n","temps1=time.time()\n","\n","k = int(round(np.sqrt(len(descriptors_all)),0))\n","print(\"Estimated number of clusters : \", k)\n","print(\"Generating\",k, \"descriptor clusters ...\")\n","\n","# Clustering\n","kmeans = cluster.MiniBatchKMeans(n_clusters=k, init_size=3*k, random_state=0)\n","kmeans.fit(descriptors_all)\n","\n","duration1=time.time()-temps1\n","print(\"kmeans processing time : \", \"%15.2f\" % duration1, \"seconds\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UL-_XqId29Hc","executionInfo":{"status":"ok","timestamp":1747750578338,"user_tz":-120,"elapsed":104402,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"960d49bb-e0a0-4c18-ed8f-8bbc4938c573"},"execution_count":51,"outputs":[{"output_type":"stream","name":"stdout","text":["Estimated number of clusters :  1523\n","Generating 1523 descriptor clusters ...\n","kmeans processing time :           104.37 seconds\n"]}]},{"cell_type":"markdown","metadata":{"id":"rU3tP569fcCk"},"source":["#### Attributing visual words\n","* For each image :\n","   - prediction of cluster numbers for each descriptor\n","   - creation of a histogram = count for each cluster number the number of visual words in the image"]},{"cell_type":"markdown","metadata":{"id":"O0giYihFfcCk"},"source":["Image features = Image histogram = Image count of the number of descriptors per cluster"]},{"cell_type":"code","execution_count":52,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:53:56.847807Z","start_time":"2021-05-24T08:53:52.121533Z"},"colab":{"base_uri":"https://localhost:8080/","height":66,"referenced_widgets":["117e13d74b864730b861d92c4fe09dfa","b353a492cad542caa95181be45af608d","65279b2c221d4377b4e8e5974d48be37","69274ce103754b6788c5d7c13720f0f1","57bbe6b0bdb14a1e82413cc5ce5ab174","e8ffa8fa4d84408091a9a7b7cff70874","7e94c620a3ab406a97fc540100ab162e","7047eca189a24857ad2d5be1ea98031c","24c63ed74c274497a1e728ae26278133","857927c3c6584603a79b547dd377a899","f6d195878ab3460684ccc6e554c999dc"]},"id":"WbEoXADHfcCk","executionInfo":{"status":"ok","timestamp":1747750607855,"user_tz":-120,"elapsed":29519,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"2fc72b01-f5f2-4ca8-c1b8-9571709dc348"},"outputs":[{"output_type":"display_data","data":{"text/plain":["  0%|          | 0/1050 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"117e13d74b864730b861d92c4fe09dfa"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Computing time :            29.54 secondes\n"]}],"source":["# Creation of histograms (features)\n","temps1=time.time()\n","\n","def build_histogram(kmeans, des, image_num):\n","    res = kmeans.predict(des)\n","    hist = np.zeros(len(kmeans.cluster_centers_))\n","    nb_des=len(des)\n","    if nb_des==0 : print(\"problème histogramme image  : \", image_num)\n","    for i in res:\n","        hist[i] += 1.0/nb_des\n","    return hist\n","\n","\n","# Creation of a matrix of histograms\n","hist_vectors=[]\n","\n","for i, image_desc in tenumerate(descriptors) :\n","#     if i%100 == 0 : print(i)\n","    hist = build_histogram(kmeans, image_desc, i) #calculates the histogram\n","    hist_vectors.append(hist) #histogram is the feature vector\n","\n","im_features = np.asarray(hist_vectors)\n","\n","duration1=time.time()-temps1\n","print(\"Computing time : \", \"%15.2f\" % duration1, \"secondes\")\n"]},{"cell_type":"code","source":["print(im_features[specific_picture_index])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"w2W-ReI_-X7-","executionInfo":{"status":"ok","timestamp":1747750620644,"user_tz":-120,"elapsed":26,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"2bbf345f-f751-4cdd-e43b-39dcf63015e0"},"execution_count":53,"outputs":[{"output_type":"stream","name":"stdout","text":["[0.         0.         0.         ... 0.         0.00127226 0.00212044]\n"]}]},{"cell_type":"markdown","source":["#### ARI Score\n"],"metadata":{"id":"SIpqfYq7qjqy"}},{"cell_type":"code","source":["# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","kmeans0 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(im_features)\n","    # Assign clusters\n","labels=kmeans0.labels_\n","\n","title='BoVW'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on description '+title)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"Ugiw9Es2rUaJ","executionInfo":{"status":"ok","timestamp":1747750722438,"user_tz":-120,"elapsed":8437,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"79255f92-d5c6-4d04-fc5c-ebd7484352c7"},"execution_count":54,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        3          31\n","Baby             0           3\n","Watches          4           1\n","Decor            5         593\n","Kitchen          1         390\n","Beauty           6           5\n","Computers        2          27"],"text/html":["\n","  <div id=\"df-f60cdc5f-376e-4512-ae7d-3b57bdc303aa\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>3</td>\n","      <td>31</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>0</td>\n","      <td>3</td>\n","    </tr>\n"," 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.05981560260546207\n","              precision    recall  f1-score   support\n","\n","   Furniture       1.00      0.01      0.01       150\n","        Baby       0.38      0.09      0.14       150\n","     Watches       0.00      0.00      0.00       150\n","       Decor       0.22      0.86      0.35       150\n","     Kitchen       0.24      0.63      0.35       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.56      0.12      0.20       150\n","\n","    accuracy                           0.24      1050\n","   macro avg       0.34      0.24      0.15      1050\n","weighted avg       0.34      0.24      0.15      1050\n","\n","Clustering on description BoVW\n"]}]},{"cell_type":"markdown","source":["### Visual Words encoding Strategies"],"metadata":{"id":"NLe8kIAjiyx4"}},{"cell_type":"markdown","metadata":{"id":"applicable-soldier"},"source":["#### BoVW + tfidf"]},{"cell_type":"markdown","source":["TF-IDF (Term Frequency-Inverse Document Frequency) weights words based on their specificity to documents. It emphasizes distinctive terms while reducing the importance of commonly occurring words across the corpus.\\\n","This technique helps identify characteristic vocabulary for each document category, improving clustering and classification by focusing on truly discriminative features rather than generic terms.\n","\n","\n","\n"],"metadata":{"id":"Au3rnZXij1ix"}},{"cell_type":"code","execution_count":55,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:42.469317Z","start_time":"2021-05-24T06:38:42.408351Z"},"id":"sized-swing","executionInfo":{"status":"ok","timestamp":1747750722612,"user_tz":-120,"elapsed":179,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["from sklearn.feature_extraction.text import TfidfTransformer\n","tf_transformer = TfidfTransformer(use_idf=True).fit(im_features)\n","data_tfidf = tf_transformer.transform(im_features)"]},{"cell_type":"code","execution_count":56,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:42.485307Z","start_time":"2021-05-24T06:38:42.473314Z"},"colab":{"base_uri":"https://localhost:8080/","height":187},"id":"excessive-intermediate","executionInfo":{"status":"ok","timestamp":1747750722648,"user_tz":-120,"elapsed":27,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"57904fc7-96a4-467e-b9ed-ae2a756dea16"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["scipy.sparse._csr.csr_matrix"],"text/html":["<div style=\"max-width:800px; border: 1px solid var(--colab-border-color);\"><style>\n","      pre.function-repr-contents {\n","        overflow-x: auto;\n","        padding: 8px 12px;\n","        max-height: 500px;\n","      }\n","\n","      pre.function-repr-contents.function-repr-contents-collapsed {\n","        cursor: pointer;\n","        max-height: 100px;\n","      }\n","    </style>\n","    <pre style=\"white-space: initial; background:\n","         var(--colab-secondary-surface-color); padding: 8px 12px;\n","         border-bottom: 1px solid var(--colab-border-color);\"><b>scipy.sparse._csr.csr_matrix</b><br/>def __init__(arg1, shape=None, dtype=None, copy=False, *, maxprint=None)</pre><pre class=\"function-repr-contents function-repr-contents-collapsed\" style=\"\"><a class=\"filepath\" style=\"display:none\" href=\"#\">/usr/local/lib/python3.11/dist-packages/scipy/sparse/_csr.py</a>Compressed Sparse Row matrix.\n","\n","This can be instantiated in several ways:\n","    csr_matrix(D)\n","        where D is a 2-D ndarray\n","\n","    csr_matrix(S)\n","        with another sparse array or matrix S (equivalent to S.tocsr())\n","\n","    csr_matrix((M, N), [dtype])\n","        to construct an empty matrix with shape (M, N)\n","        dtype is optional, defaulting to dtype=&#x27;d&#x27;.\n","\n","    csr_matrix((data, (row_ind, col_ind)), [shape=(M, N)])\n","        where ``data``, ``row_ind`` and ``col_ind`` satisfy the\n","        relationship ``a[row_ind[k], col_ind[k]] = data[k]``.\n","\n","    csr_matrix((data, indices, indptr), [shape=(M, N)])\n","        is the standard CSR representation where the column indices for\n","        row i are stored in ``indices[indptr[i]:indptr[i+1]]`` and their\n","        corresponding values are stored in ``data[indptr[i]:indptr[i+1]]``.\n","        If the shape parameter is not supplied, the matrix dimensions\n","        are inferred from the index arrays.\n","\n","Attributes\n","----------\n","dtype : dtype\n","    Data type of the matrix\n","shape : 2-tuple\n","    Shape of the matrix\n","ndim : int\n","    Number of dimensions (this is always 2)\n","nnz\n","size\n","data\n","    CSR format data array of the matrix\n","indices\n","    CSR format index array of the matrix\n","indptr\n","    CSR format index pointer array of the matrix\n","has_sorted_indices\n","has_canonical_format\n","T\n","\n","Notes\n","-----\n","\n","Sparse matrices can be used in arithmetic operations: they support\n","addition, subtraction, multiplication, division, and matrix power.\n","\n","Advantages of the CSR format\n","  - efficient arithmetic operations CSR + CSR, CSR * CSR, etc.\n","  - efficient row slicing\n","  - fast matrix vector products\n","\n","Disadvantages of the CSR format\n","  - slow column slicing operations (consider CSC)\n","  - changes to the sparsity structure are expensive (consider LIL or DOK)\n","\n","Canonical Format\n","    - Within each row, indices are sorted by column.\n","    - There are no duplicate entries.\n","\n","Examples\n","--------\n","\n","&gt;&gt;&gt; import numpy as np\n","&gt;&gt;&gt; from scipy.sparse import csr_matrix\n","&gt;&gt;&gt; csr_matrix((3, 4), dtype=np.int8).toarray()\n","array([[0, 0, 0, 0],\n","       [0, 0, 0, 0],\n","       [0, 0, 0, 0]], dtype=int8)\n","\n","&gt;&gt;&gt; row = np.array([0, 0, 1, 2, 2, 2])\n","&gt;&gt;&gt; col = np.array([0, 2, 2, 0, 1, 2])\n","&gt;&gt;&gt; data = np.array([1, 2, 3, 4, 5, 6])\n","&gt;&gt;&gt; csr_matrix((data, (row, col)), shape=(3, 3)).toarray()\n","array([[1, 0, 2],\n","       [0, 0, 3],\n","       [4, 5, 6]])\n","\n","&gt;&gt;&gt; indptr = np.array([0, 2, 3, 6])\n","&gt;&gt;&gt; indices = np.array([0, 2, 2, 0, 1, 2])\n","&gt;&gt;&gt; data = np.array([1, 2, 3, 4, 5, 6])\n","&gt;&gt;&gt; csr_matrix((data, indices, indptr), shape=(3, 3)).toarray()\n","array([[1, 0, 2],\n","       [0, 0, 3],\n","       [4, 5, 6]])\n","\n","Duplicate entries are summed together:\n","\n","&gt;&gt;&gt; row = np.array([0, 1, 2, 0])\n","&gt;&gt;&gt; col = np.array([0, 1, 1, 0])\n","&gt;&gt;&gt; data = np.array([1, 2, 4, 8])\n","&gt;&gt;&gt; csr_matrix((data, (row, col)), shape=(3, 3)).toarray()\n","array([[9, 0, 0],\n","       [0, 2, 0],\n","       [0, 4, 0]])\n","\n","As an example of how to construct a CSR matrix incrementally,\n","the following snippet builds a term-document matrix from texts:\n","\n","&gt;&gt;&gt; docs = [[&quot;hello&quot;, &quot;world&quot;, &quot;hello&quot;], [&quot;goodbye&quot;, &quot;cruel&quot;, &quot;world&quot;]]\n","&gt;&gt;&gt; indptr = [0]\n","&gt;&gt;&gt; indices = []\n","&gt;&gt;&gt; data = []\n","&gt;&gt;&gt; vocabulary = {}\n","&gt;&gt;&gt; for d in docs:\n","...     for term in d:\n","...         index = vocabulary.setdefault(term, len(vocabulary))\n","...         indices.append(index)\n","...         data.append(1)\n","...     indptr.append(len(indices))\n","...\n","&gt;&gt;&gt; csr_matrix((data, indices, indptr), dtype=int).toarray()\n","array([[2, 1, 0, 0],\n","       [0, 1, 1, 1]])</pre>\n","      <script>\n","      if (google.colab.kernel.accessAllowed && google.colab.files && google.colab.files.view) {\n","        for (const element of document.querySelectorAll('.filepath')) {\n","          element.style.display = 'block'\n","          element.onclick = (event) => {\n","            event.preventDefault();\n","            event.stopPropagation();\n","            google.colab.files.view(element.textContent, 437);\n","          };\n","        }\n","      }\n","      for (const element of document.querySelectorAll('.function-repr-contents')) {\n","        element.onclick = (event) => {\n","          event.preventDefault();\n","          event.stopPropagation();\n","          element.classList.toggle('function-repr-contents-collapsed');\n","        };\n","      }\n","      </script>\n","      </div>"]},"metadata":{},"execution_count":56}],"source":["type(data_tfidf)"]},{"cell_type":"markdown","metadata":{"id":"floating-stereo"},"source":["Sparse matrix, densify it for interpretability and saving dataframe."]},{"cell_type":"code","execution_count":57,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:42.501316Z","start_time":"2021-05-24T06:38:42.487306Z"},"id":"yellow-passport","executionInfo":{"status":"ok","timestamp":1747750722668,"user_tz":-120,"elapsed":20,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["data_tfidf=data_tfidf.toarray()"]},{"cell_type":"code","execution_count":58,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:42.517304Z","start_time":"2021-05-24T06:38:42.502297Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"thousand-sewing","executionInfo":{"status":"ok","timestamp":1747750722728,"user_tz":-120,"elapsed":59,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"6f3846b9-8b2d-4b07-fada-da6f4391c6ea"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(1050, 1523)"]},"metadata":{},"execution_count":58}],"source":["data_tfidf.shape"]},{"cell_type":"code","execution_count":59,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:42.627244Z","start_time":"2021-05-24T06:38:42.519288Z"},"colab":{"base_uri":"https://localhost:8080/","height":424},"id":"drawn-screen","executionInfo":{"status":"ok","timestamp":1747750722779,"user_tz":-120,"elapsed":50,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"b9783125-f6ca-4e80-d216-26bb5feebdee"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["            T0        T1        T2        T3        T4        T5        T6  \\\n","0     0.009255  0.000000  0.008999  0.000000  0.031329  0.026206  0.008216   \n","1     0.009825  0.027270  0.105082  0.024663  0.000000  0.000000  0.008722   \n","2     0.041272  0.000000  0.000000  0.069068  0.039915  0.000000  0.012213   \n","3     0.006530  0.018125  0.012699  0.000000  0.031578  0.006163  0.017391   \n","4     0.010072  0.000000  0.019586  0.012641  0.009741  0.019012  0.008941   \n","...        ...       ...       ...       ...       ...       ...       ...   \n","1045  0.022273  0.061821  0.010828  0.000000  0.000000  0.052554  0.009886   \n","1046  0.000000  0.000000  0.022621  0.000000  0.000000  0.021958  0.000000   \n","1047  0.000000  0.038788  0.024458  0.000000  0.016218  0.007914  0.014887   \n","1048  0.000000  0.020467  0.000000  0.000000  0.000000  0.000000  0.000000   \n","1049  0.000000  0.000000  0.000000  0.015652  0.000000  0.011770  0.000000   \n","\n","            T7        T8        T9  ...     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0.000000\n","T2       0.000000\n","T3       0.000000\n","T4       0.017128\n","           ...   \n","T1518    0.025502\n","T1519    0.007765\n","T1520    0.000000\n","T1521    0.025775\n","T1522    0.039670\n","Name: 458, Length: 1523, dtype: float64"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>458</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>T0</th>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>T1</th>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>T2</th>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>T3</th>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>T4</th>\n","      <td>0.017128</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>T1518</th>\n","      <td>0.025502</td>\n","    </tr>\n","    <tr>\n","      <th>T1519</th>\n","      <td>0.007765</td>\n","    </tr>\n","    <tr>\n","      <th>T1520</th>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>T1521</th>\n","      <td>0.025775</td>\n","    </tr>\n","    <tr>\n","      <th>T1522</th>\n","      <td>0.039670</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>1523 rows × 1 columns</p>\n","</div><br><label><b>dtype:</b> float64</label>"]},"metadata":{},"execution_count":60}]},{"cell_type":"code","source":["non_zero_series = tok.loc[specific_picture_index][tok.loc[specific_picture_index] != 0]\n","result_dict = {index: round(value, 4) for index, value in non_zero_series.to_dict().items()}\n","print(result_dict)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"WQoWbpyzFfKP","executionInfo":{"status":"ok","timestamp":1747751212867,"user_tz":-120,"elapsed":22,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4ccc7638-e74a-4153-ad03-d8b7bfa0fec2"},"execution_count":67,"outputs":[{"output_type":"stream","name":"stdout","text":["{'T4': 0.0171, 'T5': 0.0084, 'T6': 0.0157, 'T7': 0.0183, 'T8': 0.0087, 'T9': 0.0086, 'T10': 0.009, 'T11': 0.023, 'T12': 0.0093, 'T14': 0.0098, 'T18': 0.0091, 'T20': 0.0083, 'T21': 0.0165, 'T24': 0.0253, 'T26': 0.0092, 'T29': 0.0169, 'T31': 0.0207, 'T32': 0.0256, 'T33': 0.0147, 'T35': 0.0179, 'T36': 0.0082, 'T37': 0.0089, 'T38': 0.0486, 'T39': 0.0078, 'T42': 0.0155, 'T43': 0.0326, 'T44': 0.0091, 'T46': 0.0323, 'T48': 0.0386, 'T49': 0.017, 'T50': 0.009, 'T51': 0.0092, 'T52': 0.0158, 'T53': 0.0266, 'T54': 0.0167, 'T55': 0.0248, 'T56': 0.0076, 'T59': 0.0232, 'T60': 0.0246, 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'T1519': 0.0078, 'T1521': 0.0258, 'T1522': 0.0397}\n"]}]},{"cell_type":"code","execution_count":68,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:46.021239Z","start_time":"2021-05-24T06:38:42.629224Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"affiliated-speed","executionInfo":{"status":"ok","timestamp":1747751399709,"user_tz":-120,"elapsed":5256,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"b36f8b22-ac07-4ad2-b010-ab26d99211a7"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        1         132\n","Baby             5          50\n","Watches          0         230\n","Decor            6         251\n","Kitchen          3         205\n","Beauty           4         127\n","Computers        2          55"],"text/html":["\n","  <div id=\"df-df432738-190d-4ee1-9601-ae0767dda153\" class=\"colab-df-container\">\n","    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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.06691901513062762\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.32      0.39      0.36       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.26      0.39      0.31       150\n","       Decor       0.27      0.46      0.34       150\n","     Kitchen       0.31      0.42      0.35       150\n","      Beauty       0.26      0.22      0.24       150\n","   Computers       0.40      0.15      0.21       150\n","\n","    accuracy                           0.29      1050\n","   macro avg       0.26      0.29      0.26      1050\n","weighted avg       0.26      0.29      0.26      1050\n","\n","Clustering on BoVW + TFiDF\n"]}],"source":["# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans1 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok)\n","    # Assign clusters\n","labels=kmeans1.labels_\n","\n","title='BoVW + TFiDF'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)"]},{"cell_type":"code","execution_count":69,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:48.616574Z","start_time":"2021-05-24T06:38:46.023218Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"presidential-handle","executionInfo":{"status":"ok","timestamp":1747751415655,"user_tz":-120,"elapsed":15945,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"75c73c6d-4527-463c-c4eb-bce80e03dceb"},"outputs":[{"output_type":"stream","name":"stdout","text":["Cluster 0 values count : 230\n","Cluster 1 values count : 132\n","Cluster 2 values count : 55\n","Cluster 3 values count : 205\n","Cluster 4 values count : 127\n","Cluster 5 values count : 50\n","Cluster 6 values count : 251\n"," ARI : 0.06691901513062762\n"]}],"source":["# Check if the results are the same with a sparse matrix\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans1 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(data_tfidf)\n","    # Assign clusters\n","labels=kmeans1.labels_\n","for i in range(0,7):\n","    print('Cluster {} values count : {}'.format(i, np.count_nonzero(labels == i)))\n","print(' ARI : {}'.format(adjusted_rand_score(data.cat_code,labels)))\n"]},{"cell_type":"markdown","metadata":{"id":"dying-slave"},"source":["Same result with sparse matrix.\n","\n"]},{"cell_type":"markdown","metadata":{"id":"interior-cylinder"},"source":["#### BoVW + LDA"]},{"cell_type":"markdown","source":["Unlike TF-IDF which represents documents by the relative importance of words, LDA (Latent Dirichlet Allocation) takes a thematic approach. This probabilistic generative model decomposes each document into a mixture of latent topics and each topic into a distribution of words. It captures the hidden semantic structure of documents by automatically identifying recurring themes and their associations. In our product description context, LDA can reveal more abstract conceptual groupings beyond simple keywords, potentially aligned with product categories.\\\n","LDA is a pure statistic algorithm and does not use LLM."],"metadata":{"id":"s1Su4D8_ufpJ"}},{"cell_type":"code","execution_count":70,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:54.964055Z","start_time":"2021-05-24T06:38:50.200846Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"beautiful-wells","executionInfo":{"status":"ok","timestamp":1747751434324,"user_tz":-120,"elapsed":18670,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"b3c6521d-0536-4476-a275-8150eda98fff"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        6          17\n","Baby             1           1\n","Watches          4         279\n","Decor            0         225\n","Kitchen          3           1\n","Beauty           5         425\n","Computers        2         102"],"text/html":["\n","  <div id=\"df-feefcdf8-6089-4dc2-8df0-ca7151b1eece\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>6</td>\n","      <td>17</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>1</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>4</td>\n","      <td>279</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>0</td>\n","      <td>225</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>3</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>5</td>\n","      <td>425</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>2</td>\n","      <td>102</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-feefcdf8-6089-4dc2-8df0-ca7151b1eece')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-feefcdf8-6089-4dc2-8df0-ca7151b1eece button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.03743103497818142\n","              precision    recall  f1-score   support\n","\n","   Furniture       1.00      0.01      0.03       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.22      0.40      0.28       150\n","       Decor       0.34      0.51      0.41       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.18      0.52      0.27       150\n","   Computers       0.48      0.38      0.42       150\n","\n","    accuracy                           0.26      1050\n","   macro avg       0.32      0.26      0.20      1050\n","weighted avg       0.32      0.26      0.20      1050\n","\n","Clustering sur BoVW + LatentDirichletAllocation\n","Clustering sur BoVW + LatentDirichletAllocation\n"]}],"source":["from sklearn.decomposition import LatentDirichletAllocation\n","tok_lda = LatentDirichletAllocation(n_components=8,random_state=42,n_jobs=-1).fit_transform(im_features)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_lda)\n","    # Assign clusters\n","labels=kmeans2.labels_\n","\n","title='BoVW + LatentDirichletAllocation'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering sur '+title)\n","print('Clustering sur BoVW + LatentDirichletAllocation' )\n"]},{"cell_type":"code","source":["tok_lda[specific_picture_index]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"WWaxaZbWGfDC","executionInfo":{"status":"ok","timestamp":1747751450373,"user_tz":-120,"elapsed":22,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"6afa52c4-2aac-46b5-d924-7759a129d14c"},"execution_count":73,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0.56249546, 0.06250065, 0.06250065, 0.06250065, 0.06250065,\n","       0.06250065, 0.06250065, 0.06250065])"]},"metadata":{},"execution_count":73}]},{"cell_type":"markdown","metadata":{"id":"a4TUHMXafcCk"},"source":["### Projections"]},{"cell_type":"markdown","source":["#### PCA"],"metadata":{"id":"NLBZ3r-YYk6R"}},{"cell_type":"markdown","source":["* **Linear space transformation**: PCA projects data into a new coordinate system defined by orthogonal directions of maximum variance\n","* **Dimensionality optimization**: Reduces feature redundancy by identifying and preserving only the most informative dimensions\n","* **Noise reduction effect**: Lower-ranked components often capture noise, so eliminating them increases signal-to-noise ratio\n","* **Global pattern prioritization**: Emphasizes broad patterns that explain the largest sources of variation across documents\n","* **Feature correlation resolution**: Addresses multicollinearity by creating uncorrelated components from correlated original features\n","* **Variance-based information retention**: Provides clear metrics on how much information (variance) is preserved in the reduced space"],"metadata":{"id":"1NycYdGBYk6U"}},{"cell_type":"markdown","source":["Overall, PCA gives the same (weak) ARI scores for both encoding strategies. It also worsened ARI score for BoVW only.\n"],"metadata":{"id":"2vMaRbkrYk6W"}},{"cell_type":"markdown","metadata":{"id":"37Rcu_thYk6X"},"source":["##### BoVW + PCA"]},{"cell_type":"code","source":["from sklearn.decomposition import PCA\n","from sklearn.cluster import KMeans\n","\n","# Create full PCA model to calculate explained variance\n","pca_full = PCA(random_state=42)\n","pca_full.fit(im_features)\n","\n","# Calculate cumulative variance explained by the first 2 components\n","explained_variance_ratio = pca_full.explained_variance_ratio_\n","cumulative_variance = explained_variance_ratio.cumsum()\n","variance_2_components = cumulative_variance[1] * 100\n","\n","# Apply PCA with 2 components for dimensionality reduction\n","pca = PCA(n_components=2, random_state=42)\n","bovw_pca = pca.fit_transform(im_features)\n","\n","# K-Means clustering on reduced data\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42, n_init=30).fit(bovw_pca)\n","labels = kmeans2.labels_\n","\n","# Title including explained variance\n","title = f'BoVW + PCA (2 components, {variance_2_components:.2f}% explained variance)'\n","\n","# Evaluate and store metrics results\n","append_dict(results, {\n","    'title': title,\n","    'metrics': clustering_evaluate(labels, data.cat_code, cat['category'])\n","})\n","\n","# Display clustering results\n","print(f'Clustering on {title}')\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721149769,"user_tz":-120,"elapsed":1693,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"f6f38ba0-c6b9-4be3-d29a-ad72f1bafddf","id":"ZH4ROguxYk6Y"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        1          12\n","Baby             6          15\n","Watches          3           2\n","Decor            0         612\n","Kitchen          2         338\n","Beauty           4           2\n","Computers        5          69"],"text/html":["\n","  <div id=\"df-81321cce-3ea9-4905-988d-4ce8c64fb4b7\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>1</td>\n","      <td>12</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>6</td>\n","      <td>15</td>\n","    </tr>\n","    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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.043886354826229365\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.35      0.07      0.12       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.00      0.00      0.00       150\n","       Decor       0.21      0.85      0.34       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.26      0.71      0.38       150\n","\n","    accuracy                           0.23      1050\n","   macro avg       0.12      0.23      0.12      1050\n","weighted avg       0.12      0.23      0.12      1050\n","\n","Clustering on BoVW + PCA (2 components, 11.95% explained variance)\n"]}]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:50.199847Z","start_time":"2021-05-24T06:38:49.755630Z"},"colab":{"base_uri":"https://localhost:8080/","height":713},"executionInfo":{"status":"ok","timestamp":1746721150307,"user_tz":-120,"elapsed":537,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"25e561ad-d412-4640-d38a-3898103ee4f1","id":"w7KD55UdYk6a"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["plot_clusters(bovw_pca,labels)"]},{"cell_type":"markdown","metadata":{"id":"statutory-prague"},"source":["##### BoVW + tfidf + PCA"]},{"cell_type":"code","source":["from sklearn.decomposition import PCA\n","from sklearn.cluster import KMeans\n","\n","# Create full PCA model to calculate explained variance\n","pca_full = PCA(random_state=42)\n","pca_full.fit(tok)\n","\n","# Calculate cumulative variance explained by the first 2 components\n","explained_variance_ratio = pca_full.explained_variance_ratio_\n","cumulative_variance = explained_variance_ratio.cumsum()\n","variance_2_components = cumulative_variance[1] * 100\n","\n","# Apply PCA with 2 components for dimensionality reduction\n","pca = PCA(n_components=2, random_state=42)\n","tok_pca = pca.fit_transform(tok)\n","\n","# K-Means clustering on reduced data\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42, n_init=30).fit(tok_pca)\n","labels = kmeans2.labels_\n","\n","# Title including explained variance\n","title = f'BoVW + TFiDF + PCA (2 components, {variance_2_components:.2f}% explained variance)'\n","\n","# Evaluate and store metrics results\n","append_dict(results, {\n","    'title': title,\n","    'metrics': clustering_evaluate(labels, data.cat_code, cat['category'])\n","})\n","\n","# Display clustering results\n","print(f'Clustering on {title}')\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"j1svarr_rXLM","executionInfo":{"status":"ok","timestamp":1746721153078,"user_tz":-120,"elapsed":2770,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"53429830-7d38-451f-ed69-eab1f96e9ba4"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        0         153\n","Baby             5         228\n","Watches          1         119\n","Decor            3         149\n","Kitchen          2          72\n","Beauty           6         134\n","Computers        4         195"],"text/html":["\n","  <div id=\"df-3545697b-1c26-4efc-960c-57c2f8bf1a6c\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>0</td>\n","      <td>153</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>5</td>\n","      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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.047067567896659106\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.00      0.00      0.00       150\n","        Baby       0.21      0.31      0.25       150\n","     Watches       0.32      0.25      0.28       150\n","       Decor       0.29      0.59      0.39       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.28      0.25      0.27       150\n","   Computers       0.29      0.52      0.37       150\n","\n","    accuracy                           0.28      1050\n","   macro avg       0.20      0.28      0.22      1050\n","weighted avg       0.20      0.28      0.22      1050\n","\n","Clustering on BoVW + TFiDF + PCA (2 components, 8.01% explained variance)\n"]}]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:50.199847Z","start_time":"2021-05-24T06:38:49.755630Z"},"colab":{"base_uri":"https://localhost:8080/","height":713},"id":"oriental-feelings","executionInfo":{"status":"ok","timestamp":1746721153443,"user_tz":-120,"elapsed":364,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"8bebec73-916c-43bf-f527-a96f42869a3f"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["plot_clusters(tok_pca,labels)"]},{"cell_type":"markdown","metadata":{"id":"f2MmyTg-6huK"},"source":["##### BoVW + LDA + PCA"]},{"cell_type":"code","source":["from sklearn.decomposition import PCA\n","from sklearn.cluster import KMeans\n","\n","# Create full PCA model to calculate explained variance\n","pca_full = PCA(random_state=42)\n","pca_full.fit(tok_lda)\n","\n","# Calculate cumulative variance explained by the first 2 components\n","explained_variance_ratio = pca_full.explained_variance_ratio_\n","cumulative_variance = explained_variance_ratio.cumsum()\n","variance_2_components = cumulative_variance[1] * 100\n","\n","# Apply PCA with 2 components for dimensionality reduction\n","pca = PCA(n_components=2, random_state=42)\n","tok_pca = pca.fit_transform(tok_lda)\n","\n","# K-Means clustering on reduced data\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42, n_init=30).fit(tok_pca)\n","labels = kmeans2.labels_\n","\n","# Title including explained variance\n","title = f'BoVW + LDA + PCA (2 components, {variance_2_components:.2f}% explained variance)'\n","\n","# Evaluate and store metrics results\n","append_dict(results, {\n","    'title': title,\n","    'metrics': clustering_evaluate(labels, data.cat_code, cat['category'])\n","})\n","\n","# Display clustering results\n","print(f'Clustering on {title}')\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721153822,"user_tz":-120,"elapsed":378,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"122bf8bc-65fd-4b2b-ff6b-c29932927e25","id":"MeY4V7pz6huK"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        6           4\n","Baby             4          44\n","Watches          3         285\n","Decor            0         245\n","Kitchen          1           1\n","Beauty           5         324\n","Computers        2         147"],"text/html":["\n","  <div id=\"df-94aa6dcd-97e4-447e-bc8d-030173787c01\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>6</td>\n","      <td>4</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>4</td>\n","      <td>44</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>3</td>\n","      <td>285</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>0</td>\n","      <td>245</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>1</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>5</td>\n","      <td>324</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>2</td>\n","      <td>147</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-94aa6dcd-97e4-447e-bc8d-030173787c01')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.03531910276631124\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.60      0.02      0.04       150\n","        Baby       0.18      0.38      0.24       150\n","     Watches       0.24      0.46      0.32       150\n","       Decor       0.29      0.47      0.36       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.41      0.53      0.46       150\n","\n","    accuracy                           0.27      1050\n","   macro avg       0.25      0.27      0.20      1050\n","weighted avg       0.25      0.27      0.20      1050\n","\n","Clustering on BoVW + LDA + PCA (2 components, 100.00% explained variance)\n"]}]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:50.199847Z","start_time":"2021-05-24T06:38:49.755630Z"},"colab":{"base_uri":"https://localhost:8080/","height":728},"executionInfo":{"status":"ok","timestamp":1746721154126,"user_tz":-120,"elapsed":305,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"f53a25c7-123a-4926-d116-9857eed41b44","id":"ZkmGSAfl6huK"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["plot_clusters(tok_pca,labels)"]},{"cell_type":"markdown","source":["#### TSNE"],"metadata":{"id":"B8SleDQR6Yd-"}},{"cell_type":"markdown","source":["* **Optimized spatial reorganization**: t-SNE transforms the vector space by preserving local similarities while amplifying differences between distinct groups\n","* **Curse of dimensionality mitigation**: Addresses the \"curse of dimensionality\" problem that affects high-dimensional TF-IDF vectors, where distance metrics become less meaningful\n","* **Adaptation to textual complexity**: Unlike linear methods, t-SNE adapts to complex and non-linear structures present in textual data\n","* **Dimensional noise elimination**: Reduction to 2D eliminates non-relevant dimensions that hindered K-means performance in the original sparse vector space\n","* **Enhancement of natural boundaries**: The transformation accentuates natural separations between categories, considerably facilitating the clustering algorithm's task"],"metadata":{"id":"NTvg_NTv3BTf"}},{"cell_type":"markdown","source":["It is interesting to see that using TSNE projection helps having a better ARI score for BoVW only and TFiDF strategies."],"metadata":{"id":"syUWDm9QMi17"}},{"cell_type":"markdown","metadata":{"id":"EX4Ug2UaaNHa"},"source":["##### BoVW + TSNE"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:09.300140Z","start_time":"2021-05-24T06:38:57.803703Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721180508,"user_tz":-120,"elapsed":26381,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"fdf45179-b530-446a-9a18-8bd5a636f67e","id":"9FgNLvbEaNHb"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        1         115\n","Baby             4         159\n","Watches          3         133\n","Decor            0         234\n","Kitchen          2         157\n","Beauty           6         132\n","Computers        5         120"],"text/html":["\n","  <div id=\"df-df711e43-9fce-46b8-8d70-e554bf164dd7\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>1</td>\n","      <td>115</td>\n","    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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.06681822674705941\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.26      0.20      0.23       150\n","        Baby       0.28      0.29      0.28       150\n","     Watches       0.37      0.33      0.35       150\n","       Decor       0.32      0.50      0.39       150\n","     Kitchen       0.34      0.35      0.35       150\n","      Beauty       0.33      0.29      0.31       150\n","   Computers       0.33      0.26      0.29       150\n","\n","    accuracy                           0.32      1050\n","   macro avg       0.32      0.32      0.31      1050\n","weighted avg       0.32      0.32      0.31      1050\n","\n","Clustering on BoVW + T-SNE 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import TSNE\n","# tok variable comes from the countvectorizer + tfidf section\n","bovw_tsne = TSNE(n_components=2,\n","                perplexity=50,\n","                early_exaggeration=12.0,\n","                learning_rate=200.0,\n","                max_iter=1000,\n","                n_iter_without_progress=300,\n","                min_grad_norm=1e-07,\n","                metric='euclidean',\n","                init='random',   # pca\n","                verbose=0,\n","                random_state=42,\n","                method='barnes_hut',   # exact\n","                angle=0.2,\n","                n_jobs=-1\n","               ).fit_transform(im_features)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(bovw_tsne)\n","    # Assign clusters\n","labels=kmeans2.labels_\n","\n","title='BoVW + T-SNE 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bovw_tsne,labels)"]},{"cell_type":"markdown","metadata":{"id":"severe-combine"},"source":["##### BoVW + tfidf + TSNE"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:09.300140Z","start_time":"2021-05-24T06:38:57.803703Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"separated-luther","executionInfo":{"status":"ok","timestamp":1746721203876,"user_tz":-120,"elapsed":23367,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"b6d54025-8ad5-41e1-b86a-dba9464752b3"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        1         165\n","Baby             3         124\n","Watches          4         148\n","Decor            6         183\n","Kitchen          0         109\n","Beauty           5         153\n","Computers        2         168"],"text/html":["\n","  <div id=\"df-682f5409-b470-4653-808f-a0e8258041e6\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    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<th>Kitchen</th>\n","      <td>0</td>\n","      <td>109</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>5</td>\n","      <td>153</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>2</td>\n","      <td>168</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-682f5409-b470-4653-808f-a0e8258041e6')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.05188270530861625\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.24      0.26      0.25       150\n","        Baby       0.24      0.24      0.24       150\n","     Watches       0.00      0.00      0.00       150\n","       Decor       0.32      0.39      0.35       150\n","     Kitchen       0.28      0.21      0.24       150\n","      Beauty       0.28      0.60      0.38       150\n","   Computers       0.25      0.21      0.23       150\n","\n","    accuracy                           0.27      1050\n","   macro avg       0.23      0.27      0.24      1050\n","weighted avg       0.23      0.27      0.24      1050\n","\n","Clustering on BoVW + TFiDF + T-SNE 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import TSNE\n","# tok variable comes from the countvectorizer + tfidf section\n","tok_tsne = TSNE(n_components=2,\n","                perplexity=50,\n","                early_exaggeration=12.0,\n","                learning_rate=200.0,\n","                max_iter=1000,\n","                n_iter_without_progress=300,\n","                min_grad_norm=1e-07,\n","                metric='euclidean',\n","                init='random',   # pca\n","                verbose=0,\n","                random_state=42,\n","                method='barnes_hut',   # exact\n","                angle=0.2,\n","                n_jobs=-1\n","               ).fit_transform(tok)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_tsne)\n","    # Assign clusters\n","labels=kmeans2.labels_\n","\n","title='BoVW + TFiDF + T-SNE 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_tsne,labels)"]},{"cell_type":"markdown","metadata":{"id":"o64GWyJG7_HH"},"source":["##### BoVW + LDA +TSNE"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:09.300140Z","start_time":"2021-05-24T06:38:57.803703Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721215760,"user_tz":-120,"elapsed":11880,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"ec7b6cf2-6c7c-437e-bb6c-bb4824fd0dc0","id":"2HJSc-aD7_HH"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        2         139\n","Baby             3         148\n","Watches          0         145\n","Decor            4         159\n","Kitchen          6         145\n","Beauty           1         154\n","Computers        5         160"],"text/html":["\n","  <div id=\"df-975869bd-91e4-4378-86ad-a8c9ffc957c4\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>2</td>\n","      <td>139</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>3</td>\n","      <td>148</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>0</td>\n","      <td>145</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>4</td>\n","      <td>159</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>6</td>\n","      <td>145</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>1</td>\n","      <td>154</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>5</td>\n","      <td>160</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-975869bd-91e4-4378-86ad-a8c9ffc957c4')\"\n","            title=\"Convert this dataframe 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.040391164516837476\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.00      0.00      0.00       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.24      0.47      0.32       150\n","       Decor       0.24      0.72      0.36       150\n","     Kitchen       0.18      0.17      0.17       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.44      0.47      0.46       150\n","\n","    accuracy                           0.26      1050\n","   macro avg       0.16      0.26      0.19      1050\n","weighted avg       0.16      0.26      0.19      1050\n","\n","Clustering on BoVW + LDA + T-SNE 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import TSNE\n","# tok variable comes from the countvectorizer + tfidf section\n","tok_tsne = TSNE(n_components=2,\n","                perplexity=50,\n","                early_exaggeration=12.0,\n","                learning_rate=200.0,\n","                max_iter=1000,\n","                n_iter_without_progress=300,\n","                min_grad_norm=1e-07,\n","                metric='euclidean',\n","                init='random',   # pca\n","                verbose=0,\n","                random_state=42,\n","                method='barnes_hut',   # exact\n","                angle=0.2,\n","                n_jobs=-1\n","               ).fit_transform(tok_lda)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_tsne)\n","    # Assign clusters\n","labels=kmeans2.labels_\n","\n","title='BoVW + LDA + T-SNE 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_tsne,labels)"]},{"cell_type":"markdown","source":["#### MDS"],"metadata":{"id":"J7zRVCe66alM"}},{"cell_type":"markdown","source":["* **Distance preservation focus**: Maintains pairwise distances between documents in lower-dimensional space\n","* **Global relationship retention**: Preserves overall structure of document relationships\n","* **Similarity visualization**: Transforms abstract similarities into interpretable spatial relationships\n","* **Stress minimization**: Optimizes projection by minimizing distortion in distance representation\n","* **Metric integrity**: Provides faithful representation of original document dissimilarities\n","* **Euclidean interpretation**: Projected distances correspond meaningfully to original feature differences"],"metadata":{"id":"tT-oJHlTFm5G"}},{"cell_type":"markdown","source":["Interesting to see that the MDS projection gives better results coupled with LDA approach (compared to TFIDF). The best ARI score is for the BoVW only strategy."],"metadata":{"id":"hZcRWNZ8CA8Z"}},{"cell_type":"markdown","metadata":{"id":"9_LXyNYras58"},"source":["##### BoVW + MDS"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:42.980711Z","start_time":"2021-05-24T06:39:09.302139Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721219529,"user_tz":-120,"elapsed":3770,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"b227cf19-13b1-403f-c8bf-bda271c7dff4","id":"e7--3JnWas5-"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        4          19\n","Baby             6         120\n","Watches          0         109\n","Decor            5         320\n","Kitchen          2         120\n","Beauty           1         203\n","Computers        3         159"],"text/html":["\n","  <div id=\"df-e0e1604d-e245-45d8-b3c2-f7960232b738\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>4</td>\n","      <td>19</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>6</td>\n","      <td>120</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>0</td>\n","      <td>109</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>5</td>\n","      <td>320</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>2</td>\n","      <td>120</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>1</td>\n","      <td>203</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>3</td>\n","      <td>159</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e0e1604d-e245-45d8-b3c2-f7960232b738')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-e0e1604d-e245-45d8-b3c2-f7960232b738 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.02720582283054257\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.42      0.05      0.09       150\n","        Baby       0.24      0.19      0.21       150\n","     Watches       0.22      0.45      0.29       150\n","       Decor       0.26      0.55      0.35       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.22      0.41      0.28       150\n","\n","    accuracy                           0.24      1050\n","   macro avg       0.19      0.24      0.18      1050\n","weighted avg       0.19      0.24      0.18      1050\n","\n","Clustering on BoVW + MDS 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import MDS\n","bovw_mds = MDS(n_components=2,\n","              metric=True,\n","              n_init=4,\n","              max_iter=300,\n","              verbose=0,\n","              eps=0.001,\n","              n_jobs=-1,\n","              random_state=42,\n","\n","             ).fit_transform(im_features)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans3 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(bovw_mds)\n","    # Assign clusters\n","labels=kmeans3.labels_\n","\n","title='BoVW + MDS 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bovw_mds,labels)"]},{"cell_type":"markdown","metadata":{"id":"awful-remainder"},"source":["##### BoVW + tfidf + MDS"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:42.980711Z","start_time":"2021-05-24T06:39:09.302139Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"committed-shaft","executionInfo":{"status":"ok","timestamp":1746721244393,"user_tz":-120,"elapsed":24863,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"68c3de36-4bc3-4e20-ca36-c9022878f386"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        4         163\n","Baby             0         153\n","Watches          2         149\n","Decor            5         124\n","Kitchen          6         154\n","Beauty           3         154\n","Computers        1         153"],"text/html":["\n","  <div id=\"df-3d2bd8b5-f392-4c60-babd-676d08cc4814\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>4</td>\n","      <td>163</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>0</td>\n","      <td>153</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>2</td>\n","      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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.0442261723147406\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.33      0.36      0.35       150\n","        Baby       0.24      0.25      0.24       150\n","     Watches       0.30      0.29      0.29       150\n","       Decor       0.23      0.19      0.21       150\n","     Kitchen       0.30      0.31      0.30       150\n","      Beauty       0.27      0.28      0.28       150\n","   Computers       0.23      0.23      0.23       150\n","\n","    accuracy                           0.27      1050\n","   macro avg       0.27      0.27      0.27      1050\n","weighted avg       0.27      0.27      0.27      1050\n","\n","Clustering on BoVW + TFiDF + MDS 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import MDS\n","tok_mds = MDS(n_components=2,\n","              metric=True,\n","              n_init=4,\n","              max_iter=300,\n","              verbose=0,\n","              eps=0.001,\n","              n_jobs=-1,\n","              random_state=42,\n","\n","             ).fit_transform(tok)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans3 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_mds)\n","    # Assign clusters\n","labels=kmeans3.labels_\n","\n","title='BoVW + TFiDF + MDS 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_mds,labels)"]},{"cell_type":"markdown","metadata":{"id":"zalcQSXFBbjP"},"source":["##### BoVW + LDA + MDS"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:42.980711Z","start_time":"2021-05-24T06:39:09.302139Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721245559,"user_tz":-120,"elapsed":1164,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"1056090f-013d-4594-e7fc-197028bfad69","id":"2N3Q-bYnBbjP"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        6          11\n","Baby             1           1\n","Watches          5         140\n","Decor            4          63\n","Kitchen          2          58\n","Beauty           0         713\n","Computers        3          64"],"text/html":["\n","  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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.009711943398693652\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.42      0.03      0.06       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.00      0.00      0.00       150\n","       Decor       0.00      0.00      0.00       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.17      0.79      0.27       150\n","   Computers       0.27      0.58      0.37       150\n","\n","    accuracy                           0.20      1050\n","   macro avg       0.12      0.20      0.10      1050\n","weighted avg       0.12      0.20      0.10      1050\n","\n","Clustering on BoVW + LDA + MDS 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import MDS\n","tok_mds = MDS(n_components=2,\n","              metric=True,\n","              n_init=4,\n","              max_iter=300,\n","              verbose=0,\n","              eps=0.001,\n","              n_jobs=-1,\n","              random_state=42,\n","\n","             ).fit_transform(tok_lda)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans3 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_mds)\n","    # Assign clusters\n","labels=kmeans3.labels_\n","\n","title='BoVW + LDA + MDS 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_mds,labels)"]},{"cell_type":"markdown","source":["#### SpectralEmbedding"],"metadata":{"id":"IDehsU896cmQ"}},{"cell_type":"markdown","source":["* **Graph-based approach**: Leverages connectivity patterns between documents for dimensionality reduction\n","* **Non-linear manifold learning**: Captures intrinsic geometric structure of the document space\n","* **Eigenvector foundation**: Uses the most significant eigenvectors of the graph Laplacian matrix\n","* **Community detection strength**: Excels at revealing natural groupings and thematic communities\n","* **Connectivity preservation**: Maintains connected components from the high-dimensional space\n","* **Local-to-global mapping**: Builds global representation from local neighborhood information"],"metadata":{"id":"vfNFfYUIFqg3"}},{"cell_type":"markdown","source":["On spectral projection, TFIDF gives better results than LDA. BoVW only ARI score is also falling."],"metadata":{"id":"KjDSEb-SCCUg"}},{"cell_type":"markdown","metadata":{"id":"88aMx9bLbSeR"},"source":["##### BoVW + spectral"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:45.982998Z","start_time":"2021-05-24T06:39:42.982702Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721246655,"user_tz":-120,"elapsed":1097,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"1011b80c-b6a3-4633-df66-c028514304cf","id":"H2ALipVTbSeR"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        2          50\n","Baby             3          80\n","Watches          1         190\n","Decor            5         337\n","Kitchen          6         121\n","Beauty           0         198\n","Computers        4          74"],"text/html":["\n","  <div id=\"df-ea0f9230-f9eb-4911-9e15-ce9fd1a9cf07\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>2</td>\n","      <td>50</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>3</td>\n","      <td>80</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>1</td>\n","      <td>190</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>5</td>\n","      <td>337</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>6</td>\n","      <td>121</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>0</td>\n","      <td>198</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>4</td>\n","      <td>74</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-ea0f9230-f9eb-4911-9e15-ce9fd1a9cf07')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-ea0f9230-f9eb-4911-9e15-ce9fd1a9cf07 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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5h8tfzr17977quMsXvyxcuNB6LuO/MXDgQBwcHJgzZ06eG3XPmzePr7/++l+vOz+dOnWibt26rF+/nr59++Zb+7lz53j//fdtvqSffvppACZPnmy9SOiyiRMnsnnz5huu5ZFHHiEiIoItW7bQr18/UlNTbfqTk5P55ZdfrM+bNGlC/fr1SUtLY8CAAVy8eNHad+bMGQYMGABAjx49rDO3ZqpXrx4+Pj78+eefeYL23LlzmTRpUr7Lvfbaa/mec7hr1y7rLF1UVNQ1t//UU0/h5OTE/Pnz84Sun3/+2XqxzPXOXBc1l89VXbJkCX/++adN34cffsgXX3xxxWUjIiIA2LFjhym1zZ49mw8//JDg4GBmz56Ng4MDTzzxBF27duXgwYN5LiIUuVUpaIr8zfLly9m3bx+urq706NHjqmMrV65MrVq1yMrKYubMmf96m7Vr12bMmDFcunSJzp0707BhQ3r27En9+vXp0qWLNeBdPkz7Xzk4ODB//nxq1KjBJ598QkxMDI0bN+a+++6jS5cu1KxZk6CgIB577DGboHnXXXfxxBNPkJKSwm233UaLFi24//77qVKlCsOHD/9Xf//dy8uLBQsWEBISwscff0xERAQdOnSgR48eNG7cmJCQEMaMGWOzzOzZs4mKiuLbb78lJiaGbt260blzZ0qXLs2GDRuoVasW77zzzn/eT9fD3d2dUaNGAbm/eDRq1Ihu3bpRpUoV7r33Xp577rl8lxszZgxRUVFUrFiRe+65h549e9KiRQuqVq1KamoqDz74ILVq1brm9qtWrcqUKVOwWCz06tWL2rVr07NnT5o0aULbtm3JyMggLi6OO+64o0Bfd2GpWbMmnTp14sKFC9SsWZM2bdpw3333UbFiRR599FGef/75Ky7bpUsXAFq3bs29997LI488wiOPPHLVv3p1vXbv3s2AAQNwcHBg9uzZhISEWPs++ugjYmNj+eabb3j77bf/87ZEbnYKmiJ/c/kw+F133XVdV45entX8r4fPhw8fzrx582jcuDHbt2/nu+++w8XFhfnz59OpUycAAgMD/9M2/i4sLIy1a9fy/vvvU69ePXbv3s1XX31lvYXRo48+yk8//ZTnNjTvvPMO06dPp2bNmqxdu5YffviB0NBQlixZQufOnf9VLTVr1mT79u28+OKLlCpVil9//ZUFCxYQHx9Px44dGT58uM342NhYNm/ezPDhwylRogQLFy5k8eLFlC5dmvHjx7Ny5cpCver36aef5pNPPqFWrVps2bKFn3/+meDgYH7++ecrzmpNmTKFvn374uTkxPLly/n66685ePAgt99+O998880VD4Xnp3///qxevZquXbty4sQJvvzyS3bt2sWdd97Jzz//zMiRIwvoldrH3LlzefXVVylfvjwrV67k559/JjIykp9++olHHnnkisu9/PLLDB06FD8/P+bPn8+0adOYNm3aFc+nvV5paWl069aNlJQURowYQcuWLW36fX19+fLLL3F1dWXo0KFs2LDhP21P5GZnMf7L5XoiYrrRo0czcuRIBg0adMVDsSIiIkWRZjRFioC9e/dy7ty5PO0LFixg3LhxWCyWa54zKiIiUtTcfJchihRDs2bNYuzYsdSsWZNSpUqRlZXF7t27rX/xJC4ujtq1a9u5ShERkRujoClSBLRt25a9e/eydu1adu7cSXp6OiVKlOCuu+7i8ccfz/dPTIqIiBR1OkdTREREREyhczRFRERExBQKmiIiIiJiCgVNERERETGFLgYq4uLWx9m7hCKh2fFu9i5BipBmAQvsXUKRMNo9w94liBQ5cfXi7Lbty38G1wyX/6TszUYzmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiikINmnFxcVgsljyPKlWqFMr2Z8yYgcVi4cyZMwAkJSURFxfHn3/+WSjbFxEREbmVOBX2Bt3d3Vm6dKlNm4eHR6Fsu3379qxZswY/Pz8gN2iOGjWKKlWqUKlSpUKpoahK2JXAzu93cu7QOdKS0rjtqduIqBNh7f+81+f5LlejRw0qtq9YWGWaatGyr9myYy3xCcdxcXYhNqoCd7frRUhQuHXM6bPxfPX9DPYf3kV2dhaVytWkR8dH8PH2s1/hBUz7Idc7C7YwZeHvNm0xwT788PI9Nm2GYTBg0i/8tuM4kx9rQeuaUYVZpl1cTLzI1i+2cnLbSS5lXMIr2Iv6/epTIraEvUsz1dU+J3Oyc9j21TZO/H6ClIQUXDxcCK4cTPV7q+PhXzjfcfay95e97F26l9TTqQD4RvhSpXMVwqqH2bmyW9eKFSt49dVX2bRpEydPnuSbb76hc+fO+Y599NFH+eCDD3jzzTd5+umnre2JiYkMGjSI7777DgcHB7p06cLbb7+Nl5fXDdVS6EHTwcGBBg0aFNj60tLScHd3v66xQUFBBAUFFdi2/2s9RUl2Rjb+kf7ENotl5dsr8/R3ntzZ5vnJbSdZ99E6StUtVUgVmm/PwR00a9CO6FJlyLl0ifk/zWLStFGMHDIJVxc3MjLTeXvaKCJCoxncbxQAC37+nCmfjGXY4+NxcCgeZ6JoP/ylTJgf0wffYX3ulM9r++SXP8FSmFXZV2ZqJr+8/AslK5ak+f+a4+rtyoVTF3DxdLF3aaa72udkdmY2iYcSqdK5Cn6RfmSmZrL508389uZvtBndxk4VFw6PAA9qdK+Bd4g3hmFwcOVBfnvzN9qOaYtvhK+9y7slpaamUr16dR566CHuueeeK4775ptvWLt2LWFheX8p6NmzJydPnmTx4sVkZWXRt29f+vfvz+zZs2+oliLzjRAdHc3AgQNt2ubPn4/FYuHQoUMAHDp0CIvFwowZM+jXrx8lSpSgXr16AFgsFiZOnEhcXBzBwcEEBgbSt29fUlNTrev7+6HzQ4cOERMTA0C3bt2sh/EPHTrEr7/+isViYePGjTb1dO7cmebNm1ufx8XF4eXlxfr162nYsCFubm5MmTIFgJ07d9KpUyd8fX3x9PSkffv27N+/v6B3W4EJqx5GtW7VKFUn/+Do7udu8zi26RjBFYPxKnljv9kUZU8+9BKN6rQkLDiSiLAYencbRGLSGY4cy/257T+0i7PnTtO72yDCQ6IID4miT/dBHDm+n937t9u5+oKj/fAXJwcLQb4e1oe/t5tN/86jZ5mxeAev9G5spwoL358L/8QjwIMG/RtQonQJvEp6EVo1FO9gb3uXZrqrfU66eLjQ8rmWRNaPxCfUh8AygdTuXZvEg4mknknNZ23FR3itcMJqhOEd4o1PqA/Vu1XHyc2JM/vO2Lu0W1a7du0YM2YMd9999xXHHD9+nEGDBjFr1iycnZ1t+nbu3MmiRYv46KOPqF+/Pk2aNGHy5MnMmTOHEydO3FAtdgma2dnZNg/DMG5o+eHDh2MYBp9//jmvvvqqtf2dd95h7969fPLJJ7z00kvMnj2bl19+Od91hIaGMm/ePADGjh3LmjVrWLNmDaGhoTdUS2ZmJvfffz8PPPAAP/74I3fccQcHDhygUaNGJCYmMmPGDGbPns3p06dp1aoVGRkZN7T+oijtfBonfj9BbLNYe5diqrT0iwB4eOSG6ezsLCwWcHL66z+kk5MLFouFfYd22qXGwnAr74fDCRdo+uwX3P78Vzz70QpOnE2x9qVlZPPsRysYcX8DgnyL96HRvzu++TgBMQGsnLSSeY/P48cXf2Tfsn32LqtIyrqYBRZuidney3Jycji85jDZGdkElg20dznFSkZGBsnJyTaPf5spcnJy6NWrF88++yyVK1fO03/5NMM6depY21q3bo2DgwPr1q27oW0V+qHz1NTUPMn5008/vaF11KhRg48++ihPe2hoKLNmzQKgbdu2bN68ma+++orx48fnGevq6krNmjUBKFu27L8+nJ+VlcUrr7zCvffea23r3bs3AQEBLF68GDe33BmQRo0aERsby7Rp03j88cf/1baKioO/HcTZzfmKs5/FQU5ODnMXTqd0VAXCQ3LPuYuJLIeLsxvf/DiTzm0ewMDgmx8/JScnh+QL5+xcsTlu5f1QLSaIsX2aEBPiw+nzaUz5bisPvPoj38V1xtPNmfFfrqdG6ZK0qhFp71ILVcrpFPYu3UuFthWo1LESiQcS2fzpZhycHIi9rXj/8nkjLmVeYusXW4lqEIWzu/O1F7jJJR1NYvGoxVzKuoSTmxO3PXUbvuE6bF6Qxo0bx6hRo2zaRo4cSVxc3A2va8KECTg5OfHkk0/m2x8fH0/JkiVt2pycnAgICCA+Pv6GtmWXi4FWrFhh0xYbG8uLL7543eto3759vu233367zfNKlSoxZ86cGy/yBv2znp9//pkePXrg5OREdnY2AP7+/tSsWZMNGzZccT0ZGRl5fjvJzszGyaXQf0xXdWDFAaIaReHo4mjvUkwz59upHI8/wrOPvWJt8/bypX/P/zF7/gcsW/0DFouFutVvIzI8FoulyJyFUqBu5f3QtOpfF8OVj4BqMYG0eu4rftx4kAAvN9buPsm8FzvasUI7yYGAmACqd68OQEB0AOePnWff0n0Kmv8vJzuHVe+sAgPq9q1r73IKhXeoN21faUvWxSyOrD/C2g/X0uqFVgqbBWj48OEMGTLEps3V1fWG17Np0ybefvttNm/ejMVi/gnmdrkY6O9Tsf9GcHBwvu2Xrya/zMXFxfRD1R4eHnmuwDpz5gxvvfUWb731Vp7xLi5XPoSS328rzR5pRvN+zQui1AKRsDuBCycv0PiJ4ntO2uffTmX7ro08M2AM/r62h34qlavBmKHvkZKajIODIx7ungwd8xCB1fJ/T97MtB9s+Xi4Eh3sw5GEC+w5fo6jpy9Q/2nbk+Kfev9Xapctycz/tbNTleZz83PDJ9zHps0nzIejG4/aqaKi5XLITD2TSsvhLW+J2UwARydH63m6ATEBJB5MZPdPu6n3UD07V1Z8uLq6/qtg+U+//fYbCQkJREb+dTTm0qVLPPPMM7z11lscOnSIkJAQEhISbJbLzs4mMTGRkJCQG9pekZkqc3NzIzMz06bt3Ln8D8OZncAvH+7Or55/bju/WgICAmjfvn2+h8i9va98wnx+v61M3DbxuusuDAd+PUBATAD+Uf72LqXAGYbBnAUfsXXHOob0H01gwJVDk5dn7hftrn3buZB6nmqVis+shfZD/lLTszh6+gIdG7jTtk40XZuUs+nvNOpbnutelxbVi+8pJQBB5YK4cPKCTduF+At4lvC0U0VFx+WQeSH+Ai2fb4mr938PBTcrI8cgJyvH3mVIPnr16kXr1q1t2tq0aUOvXr3o27cvAA0bNiQpKYlNmzZRu3ZtAJYuXUpOTg7169e/oe0VmaAZERHBzp22FxL8/PPPpm7z8uxienp6nlog96qrRo0aAbmzlJs3b7bu8Ktp3bo1f/zxBzVr1sTR8foPL+f320phHTbPSs8i5dRfFzqknE7h3OFzuHi64BmY+wWSlZZ7SKTm/TULpabC9vm3H7Jh62889uBw3FzdOf//5xu6u3ng4pz7c1m9cQkhJSPw9vTlwJHdfPndNFo17mBzj8mbnfZDrolzN9C8WinCS3iScD6NyQu24OBgoX29WAK83fK9ACg0wJOIwOJ99XX5tuVZPHoxOxbsILJ+JGf3n2Xfsn23xMzV1T4n3f3cWTl5JecOnaPpkKYYOQZpSWkAuHi54OhUfE812vrFVsKqh+FRwoPs9GwOrT5Ewq4Emj/b3N6l3bJSUlLYt++vi/QOHjzI1q1bCQgIIDIykhIlbO956+zsTEhICOXLlwegYsWKtG3bln79+vH++++TlZXFwIED6dGjR763QrqaIhM0u3btymOPPcaoUaNo1KgRP/zwA2vWrDF1myEhIfj5+fH5558TExODq6sr1apVIyIigvr16zNq1Ch8fX1xcnJiwoQJ+Ppe37kmo0aNom7durRp04b+/fsTHBxMfHw8y5cv57bbbuO+++4z9XX9G4kHE1k69q8b6W+ZvQWAmCYxNBiQe6HU4TWHAYhqWDxvSL1i7U8AvPHhCJv2B7sOpFGdlgCcOn2C+YtmkZqWQgn/INq16EqrJncVeq1m0n7IFX8ulf99tJyk1AwCvNyoVaYkc55rT8A/bnF0qykRW4LbnrqN37/8nT/m/4FXkBe1HqhFdONoe5dmuqt9Tla5pwrHNx8HYNGLi2yWa/l8S4IrFt/TSjKSM1j7wVrSktJwdnfGL9KP5s82J7Tqjd3FRQrOxo0badGihfX55aOlvXv3ZsaMGde1jlmzZjFw4EBatWplvWH7pEmTbriWIhM0H3nkEfbv3897773Hm2++SY8ePRg3bhz333+/adt0cHDg448/5vnnn7feeujgwYNER0cza9Ys+vXrR58+fQgJCWHMmDHMmTOHpKSka663TJkyrF+/nhdffJHHH3+clJQUQkNDadq0KdWqVTPt9fwXwRWDue/TqwfgMi3LUKZlmUKqqPC9P37eNcfc3a4Xd7frVQjV2I/2Q643+je/ofE7P+xjSh1FUXjNcMJrFp/Z6+t1rc/Ja32GFlf1+93YoVQxX/PmzW/o1pGX71f+dwEBATd8c/b8WIwbvYmlFKq49XH2LqFIaHa8m71LkCKkWcACe5dQJIx2v/nvyytS0OLqxdlt2wMGDDBt3R988IFp6zZT8bkXiYiIiIgUKQqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWTvQsQERERKQ7uS/3WxLV/YOK6zaMZTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUuo+miNx0HJqVsHcJRcP6E/auQETkqjSjKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTREREZFiZMWKFdx1112EhYVhsViYP3++tS8rK4thw4ZRtWpVPD09CQsL48EHH+TEiRM260hMTKRnz574+Pjg5+fHww8/TEpKyg3XoqApIiIiUoykpqZSvXp1pkyZkqfv4sWLbN68mREjRrB582bmzZvH7t276dixo824nj17smPHDhYvXszChQtZsWIF/fv3v+FanP71qxARERGRIqddu3a0a9cu3z5fX18WL15s0/bOO+9Qr149jhw5QmRkJDt37mTRokVs2LCBOnXqADB58mTuvPNOXnvtNcLCwq67Fs1oioiIiNzCzp8/j8Viwc/PD4A1a9bg5+dnDZkArVu3xsHBgXXr1t3Qum+JoBkXF4fFYrE+3NzcqFixIhMnTiQnJ+eG1tW8eXM6dOhgUqUiIiIieWVkZJCcnGzzyMjI+M/rTU9PZ9iwYdx33334+PgAEB8fT8mSJW3GOTk5ERAQQHx8/A2t/5Y5dO7u7s7SpUsBSEtLY9myZTz33HPk5OTw3HPP2bm6omfB4AWknknN0162VVnq9KmTzxI3v+VrF7Fi7U+cPZcAQGhwKdq36k6V8rUAyMrK5KvvZ7Bx20qys7OpVLYG93Xuj4+3nx2rLniLln3Nlh1riU84jouzC7FRFbi7XS9CgsKtY06fjeer72ew//AusrOzqFSuJj06PlKs9sXkyat55501Nm0xMf4sWvQQAKdPpzJx4nJWrz5MamomMTEBPPpofdq0KWePcgvVrfj5AJCwK4Gd3+/k3KFzpCWlcdtTtxFRJ8Lav/aDtRxcedBmmZCqIbQY2qKwS7WbP7/7k9+//J1ybcpR+4Ha9i6nWBk3bhyjRo2yaRs5ciRxcXH/ep1ZWVl0794dwzB47733/mOF+btlgqaDgwMNGjSwPm/RogXbt29n3rx5Cpr5uGPUHRg5hvX5+WPnWTZhGaXql7JjVeby9ylB57YPUDIwFAxYs3kZ780czwtPvkZYcCRzF37M9l2b6Hf/s7i7eTBnwVTe/2wCQx8bZ+/SC9Segzto1qAd0aXKkHPpEvN/msWkaaMYOWQSri5uZGSm8/a0UUSERjO4X+6H3oKfP2fKJ2MZ9vh4HByKz4GSsmVL8PHH3azPHR0t1n8PG/YjyckZvPdeZ/z93fnuu108/fRCvv66J5UqBduj3EJzK34+AGRnZOMf6U9ss1hWvr0y3zGh1UKp36++9bmjs2NhlWd3Zw+cZd/SffiV8rN3KcXS8OHDGTJkiE2bq6vrv17f5ZB5+PBhli5dap3NBAgJCSEhIcFmfHZ2NomJiYSEhNzQdorPN8K/4O3tTVZWlvX5c889R9WqVfHy8iI8PJz77ruPkydP5rvszJkzKV26NO7u7jRv3pzdu3db+7p06ULjxo3zLPPee+/h5uZGYmJiwb+YAubm44a7n7v1cXzrcbxKelGyQslrL3yTqlapLlUr1CY4MIzgoDA6t+mJq4sbB4/sIS09lVUbl9C1Qx8qlKlKVERpencdyIHDuzlwZPe1V34TefKhl2hUpyVhwZFEhMXQu9sgEpPOcOTYfgD2H9rF2XOn6d1tEOEhUYSHRNGn+yCOHN/P7v3b7Vx9wXJ0dCAoyNP6CAjwsPZt2XKCBx6oSbVqoZQq5cfjjzfAx8eVHTtO2bHiwnErfj4AhFUPo1q3apSqc+VA7eDkYLNvXDxdCrFC+8lKz2LNe2uo93C9W+Y1FzZXV1d8fHxsHv82aF4OmXv37uWXX36hRIkSNv0NGzYkKSmJTZs2WduWLl1KTk4O9evX/+fqruqWCprZ2dlkZ2dz4cIFFixYwNdff03Xrl2t/QkJCTz//PN8//33vP322xw6dIhmzZqRnZ1ts57Nmzczbtw4xo8fz8yZMzl58iRt2rSxnivRr18/Vq9ebRM+AaZPn87dd99NQECA+S+2AF3KvsShVYeIbRaLxWK59gLFQE7OJTb8vpLMzHRiIstz+NgBLl3KpmKZ6tYxISUjCPAL5MDhPXas1Hxp6RcB8PDwAiA7OwuLBZycnK1jnJxcsFgs7Du00y41muXw4XM0afI+rVp9xDPPfM+JE8nWvpo1w/jxx90kJaWRk2Pw/fe7yMjIpl694j2r90+34ufD1STsSmDe4/NY+OxCNny8gYwL//0cupvBxk82ElY9jJAqNzbbJeZISUlh69atbN26FYCDBw+ydetWjhw5QlZWFl27dmXjxo3MmjWLS5cuER8fT3x8PJmZmQBUrFiRtm3b0q9fP9avX8+qVasYOHAgPXr0uKErzuEWOnSempqKs7OzTdu9995rc9h8+vTp1n9funSJhg0bEhERwdKlS7njjjusfadOnWL58uWULVsWgJo1a1K+fHlmzJjBgAEDuOOOO4iMjGT69OlMmDABgD/++IONGzcyduxYM1+mKY5vOk7WxSxibouxdymmOx5/mInvDicrOxNXFzcG9BpGWHApjp08iJOjEx7unjbjvb38SE45Z6dqzZeTk8PchdMpHVWB8JAoAGIiy+Hi7MY3P86kc5sHMDD45sdPycnJIflC8dkX1aqFMm5cW2JiAjh9OpUpU1bTs+ccvvuuD15eLrz1VgcGD15I/frv4uTkgJubE++804moKH97l16obqXPh2sJrRZKRN0IvIK8SDmVwu9zf+fX137l9pG3F6tTSv7p8JrDnDt0jjaj2ti7FPl/GzdupEWLv84NvnzIvXfv3sTFxbFgwQIAatSoYbPcsmXLaN68OQCzZs1i4MCBtGrVCgcHB7p06cKkSZNuuJZbJmi6u7uzYsUKIPfKrU2bNvHSSy/Rr18/a8D88ccfefnll9mxYwfJyX/NXOzZs8cmaFapUsUaMgHKlClD9erVWbduHQMGDMDBwYGHH36Y9957j1deeQUnJyemT59OVFQUrVq1umKNGRkZea4gy87MxsnFvj+m/cv3E1otFA9/j2sPvskFB4bxwpOvk5Z+kc1/rOGTuZMZ0v9le5dlN3O+ncrx+CM8+9gr1jZvL1/69/wfs+d/wLLVP2CxWKhb/TYiw2OxWIrPl2mzZn8FpwoVgqhePYQWLaby44+76datKm+/vYrk5AxmzOiKv787v/yyj6efXsisWfdSvnyQHSsvXLfS58O1RDWMsv7br5QffpF+fPfMdyTsTCCkcvGc6Us9m8qmzzbRYlgLHF1unfNRi7rmzZtjGMYV+6/Wd1lAQACzZ8/+z7XcMkHTwcHB5n5QjRs3Jjs7m2eeeYYhQ4aQlpZGx44d6dSpE8899xwlS5bEYrHQoEED0tPTbdb1z0v+AYKDg23O53zooYcYPXo0P/zwA+3ateOzzz7j8ccfv+pvtfldUdbskWY079f8X77q/y71TCqn/jhFk6ea2K2GwuTk5Jx7MRAQFVGaw8f2sWzVQmpXa0L2pWwupqXazGpeSEnCx6t4zmB9/u1Utu/ayDMDxuDvG2jTV6lcDcYMfY+U1GQcHBzxcPdk6JiHCKxWfC+C8fFxIzranyNHkjhyJInPPtvKwoW9KVs2d99UqFCSjRuPM2vWVkaPvt3O1RaOW+3z4UZ5lfTC1duVlFMpUNne1Zjj3MFzZCRn8NOIn6xtRo5Bwu4E9i7eS/ePuxfr2Vy5tlsmaOanYsWKAOzYsYPff/8dX19fvvzyS+t/isOHD+e73D+vxILcw+l/n4KOiIigbdu2TJ8+nezsbM6cOUPfvn2vWk9+V5RN3DbxRl5SgTuw4gCuPq6E1bixczKKCyMnh6zsbKIiYnF0dGLXvm3UqtoQgPjTx0lMOkNsVPG6nY1hGMxZ8BFbd6xjSP/RBAZcOTx6eeZepbhr33YupJ6nWqW6hVVmoUtNzeTo0fMEBXmSlpZ7EaGDg+05iY6OluuaKSgubvXPh2u5mHiRjJQM3Pzc7F2KaYIrB9NurO1foFk3dR0+YT5UbF9RIVNu7aD5xx9/ABAYGEhaWhrOzs42J7PPmjXrisvt27ePMmXKALBv3z5+//13BgwYYDOuX79+dO3alYSEBFq1akVUVFR+q7NydXXNcwWZPQ+bGzkGB1YcIOa2GBwci/+HxTeLPqNKuZr4+wWRkZnG+q2/sefgDgY9NAJ3N08a12nFV99/jKeHF26uHnyx4CNiI8sTG1ne3qUXqM+//ZANW3/jsQeH4+bqzvn/P+/S3c0DF+fc9+fqjUsIKRmBt6cvB47s5svvptGqcQebe23e7CZM+JUWLUoTFuZDQkIKkyevxsHBQocOFfD2diUqyo+XXlrMsGHN8PPLPXS+atVhPvjgbnuXXihutc8HyL2yOuVUivV5yukUzh0+h4unCy5eLvzxzR+UqlsKN183UhJS2DpnK97B3oRWDbVj1eZydnfOczsjJ1cnXLxcdJsjAW6hoJmTk8PatWsByMzMZNOmTYwZM4ZKlSrRtGlTMjIyeOuttxg0aBB33303a9as4dNPP813XcHBwdx1112MHj0agBEjRhAeHk6fPn1sxrVv356goCDWrFnD559/burrM0P8jngunr1IbNNYe5dSKC6knOfjLyeRfOEc7m4ehIdGM+ihEVQqWwOAbh36YrFY+OCzV///JuW5N2wvblaszT0E9saHI2zaH+w6kEZ1WgJw6vQJ5i+aRWpaCiX8g2jXoiutmtxV6LWaKT4+hSFDvicpKZ2AAHdq1w7nyy/vt97i6MMP7+H113/j0Ufnc/FiJpGR/owf345mzW6N/y+32ucDQOLBRJaOXWp9vmX2FgBimsRQp28dko4mcfC3g2RdzMLd352QKiFU7Vr1lrqXpsg/WYxb4DhPXFyczbmPTk5OlCpVinbt2jFy5EjrOZcTJ05k8uTJJCYm0rhxY6ZMmUK5cuV49dVX+d///gfknmDr5eVFly5dGD16NCdPnqR+/fq8//771kPxfzdgwADmzp3LyZMn/9X9ruLWx/27F13MNDve7dqD5JbR4u5V9i6hSIhbf8LeJYgUOXH14uy27V8fMO+ir+af3diffiwqbomgaS85OTmULl2aDh06MHny5H+1DgXNXAqa8ncKmrkUNEXyUtAsWm6ZQ+eFKTMzk99//52vvvqKo0ePMnDgQHuXJCIiIlLoFDRNcOLECerVq0dQUBDvvPMO5csXr4tFRERERK6HgqYJoqOjb6lbnIiIiIjk59a4J4WIiIiIFDoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUumG7iIiISAGo+fmj5q38M/NWbSbNaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmcLJ3ASLXY3n4XHuXUCTE1QuzdwlFwrJvGtu7hKJB/y8AaHa8m71LKBL0OSlFkWY0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIixciKFSu46667CAsLw2KxMH/+fJt+wzB46aWXCA0Nxd3dndatW7N3716bMYmJifTs2RMfHx/8/Px4+OGHSUlJueFaFDRFREREipHU1FSqV6/OlClT8u2fOHEikyZN4v3332fdunV4enrSpk0b0tPTrWN69uzJjh07WLx4MQsXLmTFihX079//hmtx+tevQkRERESKnHbt2tGuXbt8+wzD4K233uLFF1+kU6dOAMycOZPg4GDmz59Pjx492LlzJ4sWLWLDhg3UqVMHgMmTJ3PnnXfy2muvERYWdt21aEZTREREpIjLyMggOTnZ5pGRkXHD6zl48CDx8fG0bt3a2ubr60v9+vVZs2YNAGvWrMHPz88aMgFat26Ng4MD69atu6HtKWiKiIiIFHHjxo3D19fX5jFu3LgbXk98fDwAwcHBNu3BwcHWvvj4eEqWLGnT7+TkREBAgHXM9dKhcxEREZEibvjw4QwZMsSmzdXV1U7VXD8FTREREZEiztXVtUCCZUhICACnTp0iNDTU2n7q1Clq1KhhHZOQkGCzXHZ2NomJidblr5cOnYuIiIjcImJiYggJCWHJkiXWtuTkZNatW0fDhg0BaNiwIUlJSWzatMk6ZunSpeTk5FC/fv0b2p7dgub06dOxWCx57ts0efJkLBYLI0eOtGlPTEzEwcGBiRMnXnPdSUlJxMXF8eeff95wXX369KFKlSo3vJyIiIhIUZCSksLWrVvZunUrkHsB0NatWzly5AgWi4Wnn36aMWPGsGDBArZv386DDz5IWFgYnTt3BqBixYq0bduWfv36sX79elatWsXAgQPp0aPHDV1xDnY8dN64cWMAVq9eTdmyZa3tq1atwsPDg9WrV9uMX716NYZh0KRJk2uuOykpiVGjRlGlShUqVapUsIXfIrbP284f3/xh0+Yd6k2HiR3sVFHh27FgB8c2HiP5ZDKOzo4Elg2kRo8a+IT62Ls00506dYFXX/2N3347SFpaNlFRfowd24aqVXMPmfz8817mzPmdHTtOkZSUzvz5vahYseQ11npzWb52ESvW/sTZc7mHj0KDS9G+VXeqlK9lM84wDN75eAw79mzh0V7DqFH5xn7bvxkk7Epg5/c7OXfoHGlJadz21G1E1InId+yGjzewb+k+avasSYW2FQq5UvMsWvY1W3asJT7hOC7OLsRGVeDudr0ICQq3jjl9Np6vvp/B/sO7yM7OolK5mvTo+Ag+3n72K7wQ6Pui6Nm4cSMtWrSwPr98bmfv3r2ZMWMGQ4cOJTU1lf79+5OUlESTJk1YtGgRbm5u1mVmzZrFwIEDadWqFQ4ODnTp0oVJkybdcC12C5rly5cnKCiIVatW0bt3b2v7qlWr6NOnDzNnzuTSpUs4Ojpa293c3GwutRdz+Yb70uK5v96oDo631pkWCbsSKNu6LCViS5BzKYdtc7exbMIy2o9vj5Nb8T29+fz5dO67bw7165di6tR78Pf34PDhc/j6/vUBdPFiFrVqhdOuXTlefHGxHas1j79PCTq3fYCSgaFgwJrNy3hv5nheePI1woIjreOWrFwIFosdKzVfdkY2/pH+xDaLZeXbK6847ujGo5zZdwZ3f/dCrK5w7Dm4g2YN2hFdqgw5ly4x/6dZTJo2ipFDJuHq4kZGZjpvTxtFRGg0g/uNAmDBz58z5ZOxDHt8PA4Oxfvz81b/vihqmjdvjmEYV+y3WCyMHj2a0aNHX3FMQEAAs2fP/s+12PWd0LhxY1atWmV9fuTIEY4dO8ZTTz1Feno627Zts/atWrWKOnXqcODAAXr06EGpUqXw8PCgUqVKvP766+Tk5ABw6NAhYmJiAOjWrRsWiwWLxcKhQ4eA3PtQvfjii8TGxuLq6kpERAR9+vTJU9uvv/5KzZo18fT0pF69ejbnKUDuLMZrr71GuXLlcHV1JTY2ljfffNNmzLFjx+jevTvBwcG4ubkRExPD4MGDC2LXFQqLowV3P3frw9W76F/dVpBaDG1BbNNYfCN88Y/yp37/+lw8e5HEQ4n2Ls1UU6euJyTEm3Hj2lKtWiilSvnSpEk0kZF+1jGdO1di4MCGNGwYZb9CTVatUl2qVqhNcGAYwUFhdG7TE1cXNw4e2WMdc/TEQX757Vse7PqEHSs1X1j1MKp1q0apOqWuOOZi4kU2zdxEo8caFcuQ8eRDL9GoTkvCgiOJCIuhd7dBJCad4cix/QDsP7SLs+dO07vbIMJDoggPiaJP90EcOb6f3fu327l6893q3xdyZXadlmncuDHffvst586dw9/fn1WrVlGqVCnKlStH9erVWbVqFTVr1iQrK4sNGzbw9NNPc/z4ccqXL0/Pnj3x9vZm69atjBw5kpSUFEaOHEloaCjz5s3jnnvuYezYsdap48tXVnXp0oWlS5fy/PPP06BBA06fPs28efNs6oqPj+fJJ5/kueeew9fXl+HDh3P33Xezf/9+nJ2dAXjqqaf46KOPeOGFF6hfvz6rV69m2LBhuLu78+ijjwLw4IMPcuLECSZNmkRwcDBHjhxh48aNhbiH/5sL8ReYP2g+Ds4OBJYJpHr36ngGetq7LLvJSssCwMXTxc6VmGvp0v00aRLNk09+x4YNRwkO9uL++2vQvXs1e5dmNzk5l9i0fQ2ZmenERJYHIDMzg2lz3qRHp/74evvbuUL7MnIM1ry/hortK+Ib4WvvcgpFWvpFADw8vADIzs7CYgEnJ2frGCcnFywWC/sO7aRi2ep2qbOw6PtCrsSuQbNJkyYYhsGaNWu48847Wb16NY0aNQKgUaNGrF69moEDB7J582bS09Np0qQJrVq1olWrVgDWczYvXrzIO++8w8iRI3F1daVmzZoAlC1blgYNGli3t3jxYr7//ntmz57NfffdZ23/+78h98Kj5cuXU7lyZQA8PT1p0aIF69ato0mTJuzfv5933nmH999/3/p3P1u3bs3FixcZNWoU/fv3x8HBgfXr1zNu3Djuvfde67offPBBE/ZkwStRugQN+jfAO9Sb9KR0/vjmD34Z8wt3jrsTZ3fna6+gmDFyDDZ/tpnAcoH4lfKzdzmmOnr0PJ9//jt9+9bm0UfrsX37KcaMWYazsyN3313Z3uUVquPxh5n47nCysjNxdXFjQK9hhAXnzurNXTid0pHlqVG5np2rtL8/F/6Jg6MD5e4oZ+9SCkVOTk7uzz+qAuEhubP6MZHlcHF245sfZ9K5zQMYGHzz46fk5OSQfOGcnSs2l74v5Grsenyjdu3auLu7Ww+fr1q1yho0GzZsaNNusVho1KgR6enpjBw5kjJlyuDq6oqzszMvvPACJ0+eJCUl5arbW7JkCR4eHvTo0eOq48LCwqwhE7BeUHTs2DEAfvnlFyB3djQ7O9v6aN26NfHx8Rw9ehSAWrVq8dprr/Hee++xb9++a+6P/P68VHZm9jWXM0NY9TAi60fiH+lPaLVQmv2vGVkXsziy7ohd6rG3jZ9s5Pyx8zR+orG9SzGdYRhUrlySIUNuo1KlYO69txrdu1dlzpzf7V1aoQsODOOFJ19n2OMTaNqgLZ/MncyJU0f5/c/17Nr/B93uesjeJdpd4sFE9vy8h/r962Mp5ueqXjbn26kcjz/CI/f/dfNsby9f+vf8H9t2buSpkfczOO4B0tIvEhkei8VS/E4l+Dt9X8jV2HVG09nZmbp167Jq1SpSUlLYtm2bzYzm5XM2V61aRaVKlfD39+epp55i6tSpjBw5ktq1a+Pn58e3337LmDFjSE9Px8vL64rbO3v2LKGhodf8MPTz87N57uKSe6g0PT0dgDNnzmAYBoGBgfkuf/ToUaKiovjiiy944YUXeOGFF3j88ccpX748Y8eO5Z577sl3uXHjxjFq1CibtmaPNKN5v+ZXrbcwuHi64B3izYVTF+xdSqHb+MlGTmw9QasXWuER4GHvckwXFORJ6dIlbNpiYwP46ae9V1ii+HJycs69GAiIiijN4WP7WLZqIc7OLpxJjGfIqF424z/47FXKRFfkmQEv26Ncu0jYnUB6cjoLnl5gbTNyDLbO3sqen/bQ8c2Odqyu4H3+7VS279rIMwPG4O9r+x1QqVwNxgx9j5TUZBwcHPFw92TomIcIrBZ8hbUVT7fy94XkZfdLZ5s0acJbb73FypUrcXV1td6VPioqitDQUFatWsXq1avp1KkTAHPnzmXAgAEMGzbMuo7vv//+urZVokQJTp48iWEY/+k374CAACwWCytXrrSG0L8rXz73HK7Q0FCmT5/ORx99xKZNmxgzZgz33nsvu3fvJjY2Ns9y+f15qYnbrn3f0MKQlZ5FSkIK0Y2j7V1KoTEMg00zN3Fs0zFaPd8Kr5JX/iWmOKlVK5yDB20P9R06dI7wcG87VVR0GDk5ZGVn0+H2HjSu29qm7+W3BtOtQ1+qVby17owR0ziGkMq2fynk11d/JbpxNLFN837O3awMw2DOgo/YumMdQ/qPJjDgyuHRyzP3Fmi79m3nQup5qlWqW1hlFgm34veFXFmRCJpjx47lnXfeoW7dujg5/VVSo0aN+PTTT4mPj7fedzMtLc0m3F26dIk5c+bYrPOfM5CXtW7dmgkTJvDll1/anDd5oy6fI3r27Fnuuuuua453cHCgbt261puj7tu3L9+gmd+fl3Jysc+PaMvsLYTXDMcj0IO0c2lsn7cdi4OFqGJ8lfE/bfxkI4fXHKbp001xcnMiLSkNAGcPZ7v9XApD7961ue++z3n//XW0a1eObdvi+fLLbYwefYd1TFJSGidPXiAhIfd0lYMHc6/EDwz0JCioeFwA8M2iz6hSrib+fkFkZKaxfutv7Dm4g0EPjcDX2z/fC4AC/AKvGkBuVlnpWaSc+uvUpJTTKZw7fA4XTxc8Az3zXGHs4OiAm69bsbrn7OfffsiGrb/x2IPDcXN15/z/n3fp7uaBi3Pu61+9cQkhJSPw9vTlwJHdfPndNFo17mBzr83iSN8XcjV2/7Zs2LAhDg4O/PDDDzz33HN5+p599lkA643ab7/9dqZOnUqlSpUIDAzk3XffJSMjw2a5kJAQ/Pz8+Pzzz4mJicHV1ZVq1arRunVr7rzzTh566CH2799P/fr1SUxM5KuvvuKLL7647prLlSvHE088Qa9evXj22WepX78+WVlZ7Nmzh2XLljF//nzOnz9PmzZt6NWrF+XLlyczM5PJkyfj5+dHrVq1rr0RO7uYeJHV764mIyUDV29XgsoFcfvI23Hzcbv2wsXEviW559UuGbvEpr1+v/rFaqbmn6pVC+GddzryxhsrmTJlDRERvjz/fAs6dqxoHbN06X6GD//J+nzw4NyjCgMHNmTQoEaFXrMZLqSc5+MvJ5F84Rzubh6Eh0Yz6KERVCpbw96lFbrEg4ksHbvU+nzL7C0AxDSJocGABldarFhZsTb3/f7GhyNs2h/sOpBGdVoCcOr0CeYvmkVqWgol/INo16IrrZpcezLiZqfvC7kai3G1O3oWkmrVqrF9+3a+++47OnT46y8JrFmzhkaNGhEWFsbx48eB3D/6/uijj1ov7OnTpw9lypShX79+nD592nre5Pz583n++ec5cOAAGRkZHDx4kOjoaNLT0xk1ahSzZ8/m5MmTBAcHc8cddzBt2jQg909Qbty4kT/++OuvHCQlJeHv78/HH39sveemYRhMmTKFDz74gD179uDl5UX58uXp1q0bgwcPJiMjg4EDB/Lbb79x5MgR3N3dqVOnDmPGjKFu3es/jBK3Pu4/7l0pTuLq3dif/iquln1T/C/Kuh7Lw+fau4QiodnxbvYuoUjQ+yFXXL04u237vKN52/a9ZN66zVQkgqZcmYKm/J2CZi4FzVwKFrkUNHPp/ZBLQbNoKd73XBARERERu1HQFBERERFT2P1iIBEREZHioO3jNU1b9xrT1mwuzWiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTONm7ABG5fnHrT9i7hCJhcNe59i6hSFi+xt4ViIhcnWY0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERESkGLl06RIjRowgJiYGd3d3Spcuzcsvv4xhGNYxhmHw0ksvERoairu7O61bt2bv3r0FXouCpoiIiEgxMmHCBN577z3eeecddu7cyYQJE5g4cSKTJ0+2jpk4cSKTJk3i/fffZ926dXh6etKmTRvS09MLtBanAl2biIiIiNjV6tWr6dSpE+3btwcgOjqazz//nPXr1wO5s5lvvfUWL774Ip06dQJg5syZBAcHM3/+fHr06FFgtWhGU0RERKQYadSoEUuWLGHPnj0A/P7776xcuZJ27doBcPDgQeLj42ndurV1GV9fX+rXr8+aNWsKtBbNaIqIiIgUcRkZGWRkZNi0ubq64urqmmfsc889R3JyMhUqVMDR0ZFLly7xyiuv0LNnTwDi4+MBCA4OtlkuODjY2ldQNKMpIiIiUsSNGzcOX19fm8e4cePyHfvll18ya9YsZs+ezebNm/nkk0947bXX+OSTTwq5as1oioiIiBR5w4cPZ8iQITZt+c1mAjz77LM899xz1nMtq1atyuHDhxk3bhy9e/cmJCQEgFOnThEaGmpd7tSpU9SoUaNA69aMpoiIiEgR5+rqio+Pj83jSkHz4sWLODjYRjxHR0dycnIAiImJISQkhCVLllj7k5OTWbduHQ0bNizQujWjKSIiIlKM3HXXXbzyyitERkZSuXJltmzZwhtvvMFDDz0EgMVi4emnn2bMmDGULVuWmJgYRowYQVhYGJ07dy7QWhQ0RURERIqRyZMnM2LECB5//HESEhIICwtjwIABvPTSS9YxQ4cOJTU1lf79+5OUlESTJk1YtGgRbm5uBVqLgqaIiIhIMeLt7c1bb73FW2+9dcUxFouF0aNHM3r0aFNr0TmaIiIiImIKBU0RERERMUWxCZpxcXFYLBYsFgsODg74+vpStWpVBg4cyM6dO+1dnoiIiMgtp1ido+nu7s7SpUsBuHDhAtu3b+fDDz9k6tSpTJs2jQceeMDOFd4cdizYwbGNx0g+mYyjsyOBZQOp0aMGPqE+9i7NdAm7Etj5/U7OHTpHWlIatz11GxF1Iqz9hmGwfd529i/bT9bFLALLBVK3T128Q7ztWHXB0374f14uuI1uiXPnClhKenJpSzzpg3/k0sYTAFhKeuI2/nacbi+Nxc+N7N8Ok/7kD+TsS7Rz4ebaPm87f3zzh02bd6g3HSZ2sFNF5lu07Gu27FhLfMJxXJxdiI2qwN3tehESFA5A6sULfLd4Djv3/k5i0hm8PH2oUbkeHe+4D3c3TztXb55b+ftCrk+xCpoODg40aNDA+vz222/n8ccfp3379jz88MM0atSI2NhYO1aYKy0tDXd3d3uXcUUJuxIo27osJWJLkHMph21zt7FswjLaj2+Pk1uxesvkkZ2RjX+kP7HNYln59so8/Tu/38men/fQoH8DPIM82f71dpZNzN03ji6OdqjYHNoPudyndsSxckku9v4G48QFnHtWw/PnB7lQZQrGiQt4zOsBWTlcvPtzjOQMXAY3tPZzMcve5ZvKN9yXFs+1sD53cCw2B8jytefgDpo1aEd0qTLkXLrE/J9mMWnaKEYOmYSrixtJyYmcTz5Hlzt7ExpcirPnTjN7/vskJScy4IGh9i7fNLfy94Vcn+L9yQC4ubkxefJkMjMz+eijj6ztM2bMoFq1ari5uREeHs4LL7zApUuXbJY9fvw4Dz74IMHBwbi7u1OhQgXefvtta39OTg5jxowhOjoaV1dXKlSowAcffGCzjri4OLy8vFi/fj0NGzbEzc2NKVOmmPui/6MWQ1sQ2zQW3whf/KP8qd+/PhfPXiTxUPGepQEIqx5GtW7VKFWnVJ4+wzDYvWg3lTtWJqJ2BP6R/jQY0IC0pDSObTpmh2rNo/0AuDnhfE8l0p9bzKXfDpOzP5GM0b+Ssy8Rl0fr4lC2BE4NS5H2xEIubTxBzp6zpD/+Pbg743xfVXtXbzqLowV3P3frw9U7/xtHFxdPPvQSjeq0JCw4koiwGHp3G0Ri0hmOHNsPQHhIFAN6DaVapboElQihQpmqdLqjJ9t3bszz3VKc3MrfF3J9bolfNypVqkR4eDhr1qwB4I033mDo0KEMHjyY119/nZ07d1qD5vjx4wE4e/as9e74r7zyCrGxsezdu5f9+/db1/vss8/y9ttv8+KLL9KoUSMWLlzIo48+SlZWFgMHDrSOy8zM5P7772fw4MGMHTuWEiVKFOKr/++y0nJnZlw8XexciX2lnk4l/Xw6IVVCrG0uHi6UiC3BmX1niGoYZcfqCs8tsx+cHLA4OWCkZ9s0G2nZODWOJOvL/z90/Pd+w4CM/++ftrkQiy18F+IvMH/QfBycHQgsE0j17tXxDCy+h4j/KS39IgAeHl5XGZOKm5sHjo7FZ5b/WvR9If90SwRNgFKlShEfH8+FCxcYOXIkQ4cOZezYsUDuIXYXFxeGDBnCs88+S4kSJXjjjTdISEhg165dREdHA9CyZUvr+s6cOcPkyZN59tlniYuLA+COO+7gzJkzjB49mscee8z64ZKVlcUrr7zCvffeW6ivuSAYOQabP9tMYLlA/Er52bscu0pLSgPAzdf2ZrZuvm6kn0+3R0l2ccvsh5RMslcfxe2FZlzceQbjVArO91XFsWEEOfsSydl1hpzDSbiObU3ao99BahYuTzfAoZQvltArh4/ioETpEjTo3wDvUG/Sk9L545s/+GXML9w57k6c3Z3tXZ7pcnJymLtwOqWjKhAekv8vVimpyfywdC5N6t1eyNXZj74vJD/F/tD5ZYZhYLFYWL16NSkpKXTr1o3s7Gzro3Xr1qSlpfHHH7mzFEuWLKFly5bWkPlP69atIysri27dutm033vvvZw+fZo9e/bYtLdv3/6aNWZkZJCcnGzzyM7MvuZyZtr4yUbOHztP4yca27UOEXtI6z0PLOBz7Bl80kbgMrA+WXP+gBwDsnNI7foFjmVL4Hv2OXxSXsCpRQxZP+7N7S/GwqqHEVk/Ev9If0KrhdLsf83IupjFkXVH7F1aoZjz7VSOxx/hkfuH5Nufln6Rd2a8QmjJUtzV+uabYPi39H0h+bllZjSPHTtGuXLlOHPmDAC1atXKd9zRo0eB3EPnVapUueL6zp07B0BwcLBN++XniYl/nZ/i4eGBl9e1ZzjGjRvHqFGjbNqaPdKM5v2aX3NZM2z8ZCMntp6g1Qut8AjwsEsNRYm7X+4FXOnn063/vvzcP8rfXmUVultpP+QcOEdqyxng4YzFxxUjPgX3z7uSczD3/3/O5pOk1H4ffFyxuDhinLmI5+pHuLTphH0LL2Quni54h3hz4dQFe5dius+/ncr2XRt5ZsAY/H0D8/SnZ6QxefrLuLm682ivYTg63hpfs/q+yLVm8il7l1Dk3BIzmjt27OD48eM0atSIgIAAAObNm8eGDRvyPNq1awdAiRIlOHHiyl8Wl9eTkJBg037q1Cmbfsj9M0/XY/jw4Zw/f97m0aR3k+t/oQXEMAw2frKRY5uO0XJ4S7xKFu/DgNfLM8gTN1834nfEW9uy0rI4e+AsgWXyfuEUV7fkfriYhRGfAn5uON9RhqwFu237kzMwzlzEoUwAjnXCyP5nfzGXlZ5FSkKKzS8exY1hGHz+7VS27ljH0/1GERgQnGdMWvpF3p42CkdHJx5/cDjOzsX/PEV9X8i1FPtftdLT0xk0aBCurq488sgj+Pn54eHhwbFjx7j77ruvuFzr1q157bXXOHLkCJGRkXn669Wrh7OzM3PnzqVmzZrW9i+//JKSJUtSrly5G67V1dUVV1fbKzedXAr/R7Txk40cXnOYpk83xcnNyXpOnrOHs13qKUxZ6VmknEqxPk85ncK5w+dw8XTBM9CT8m3Ls+PbHXiHeOMV5MW2r7bh7udORO2Iq6z15qP9kMvpjtJgsXBp9xkcywTgNuEOLu06Q9bHW3L7u1bCOH2RnCPncaxaEvc325H97S6yF++/xppvbltmbyG8ZjgegR6knUtj+7ztWBwsxedCsHx8/u2HbNj6G489OBw3V3fOX8id1XZ388DF2ZW09ItMmjaKzKxMHur1NGkZF0nLyL1gyNvTBweH4nlB0K38fSHXp1i9C3Jycli7di0AKSkp1hu2HzhwgBkzZljPtxw9ejRDhw7l2LFjNG/eHEdHRw4cOMC3337L119/jYeHB4MHD2bmzJk0bdqUESNGEBsby4EDB9izZw8TJkwgMDCQQYMG8eqrr+Lm5kaDBg344YcfmD17NpMnT76przLct2QfAEvGLrFpr9+vPrFN7X8fUjMlHkxk6dil1udbZucGipgmMTQY0ICK7SuSnZHNhukbyLyYSVC5IJo/27xY3TsStB8us/i64fpKKxwifDAS08iat5P0F5dAdg4ADiHeuL7WBkuwF8bJC2R++jsZY1bYuWrzXUy8yOp3V5ORkoGrtytB5YK4feTtuPm4XXvhm9SKtT8B8MaHI2zaH+w6kEZ1WnLk+AEOHt0LwIhXH7cZM2bo+wQGlCycQgvZrfx9IdfHYhhGsThrPS4uzub8Ri8vL6Kjo2nWrBkDBw6kQoUKNuPnzJnDG2+8wR9//IGzszOlS5emQ4cOvPTSSzg55ebvo0ePMnz4cH788UcuXrxIdHQ0jz/+OIMGDQJyg+0rr7zCRx99xMmTJ4mOjuaZZ55hwIABNnW99tprpKSk8G/ErY/7V8uJFGeDG9q7gqLhzTX2rqBoaHa827UH3QKWh8+1dwlFQly9ODtu/UMT193fxHWbp9gEzeJKQVMkLwXNXAqauRQ0cylo5lLQLFpuiYuBRERERKTwKWiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFE72LkBE5EZt/qqbvUsoEl5KW2DvEoqE5fYuQESuSDOaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiIsXM8ePHeeCBByhRogTu7u5UrVqVjRs3WvsNw+Cll14iNDQUd3d3Wrduzd69ewu8DgVNERERkWLk3LlzNG7cGGdnZ3788Uf+/PNPXn/9dfz9/a1jJk6cyKRJk3j//fdZt24dnp6etGnThvT09AKtRX+CUkRERKQYmTBhAqVKleLjjz+2tsXExFj/bRgGb731Fi+++CKdOnUCYObMmQQHBzN//nx69OhRYLVoRlNERESkiMvIyCA5OdnmkZGRke/YBQsWUKdOHbp160bJkiWpWbMmU6dOtfYfPHiQ+Ph4WrdubW3z9fWlfv36rFmzpkDrVtAUERERKeLGjRuHr6+vzWPcuHH5jj1w4ADvvfceZcuW5aeffuKxxx7jySef5JNPPgEgPj4egODgYJvlgoODrX0FRYfORURERIq44cOHM2TIEJs2V1fXfMfm5ORQp04dxo4dC0DNmjX5448/eP/99+ndu7fptf6dZjRFREREijhXV1d8fHxsHlcKmqGhoVSqVMmmrWLFihw5cgSAkJAQAE6dOmUz5tSpU9a+gqKgKSIiIlKMNG7cmN27d9u07dmzh6ioKCD3wqCQkBCWLFli7U9OTmbdunU0bNiwQGvRoXMRERGRYmTw4ME0atSIsWPH0r17d9avX8+HH37Ihx9+CIDFYuHpp59mzJgxlC1blpiYGEaMGEFYWBidO3cu0FoUNEVERESKkbp16/LNN98wfPhwRo8eTUxMDG+99RY9e/a0jhk6dCipqan079+fpKQkmjRpwqJFi3BzcyvQWhQ0RURERIqZDh060KFDhyv2WywWRo8ezejRo02tQ+doioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJXnYuIiIgUgJzlZ01bt0Mz01ZtqiI7oxkXF4eXl1ee9meeeQYHBwemTZtGnz59qFKlirVv69atxMXFcfHixRveXnR0NAMHDvxPNYuIiIjIX26qGc1hw4bx5ptv8v777/Pwww/TvHlzUlNTrf1bt25l1KhRDBw4EA8PDztWWrz8+d2f/P7l75RrU47aD9S2dzl2cyvth4RdCez8fifnDp0jLSmN2566jYg6EfmO3fDxBvYt3UfNnjWp0LZCIVdqnuVrF7Fi7U+cPZcAQGhwKdq36k6V8rWsYw4c3s23P83i4NG9ODg4EBEaw5MPj8DFOf+/P1wcTP1xG298s5lerSry/L31AcjIymbC3I38sOEgWdmXaFwpnJd6NiDQx93O1Raca70fXv9gBHsP7rBZ5rb6d9Dz7kcLvVazXevz4fNen+e7XI0eNajYvmJhlSlFxE0TNF988UUmTpzIu+++S//+/QEoXbq0nasq/s4eOMu+pfvwK+Vn71Ls6lbbD9kZ2fhH+hPbLJaVb6+84rijG49yZt8Z3P2LT6C4zN+nBJ3bPkDJwFAwYM3mZbw3czwvPPkaYcGRHDi8m0nTX6Zti3u4t9MjODg4cuzkISyWInug6D/bfugMX6zYQ/kIf5v2cV9uYMW2Y7w1oDne7s68/Pk6nnxvGbOH3WmnSgvetd4PAE3q3c5dt/ewLlNcf+G41udD58mdbZ6f3HaSdR+to1TdUoVUoRQlN8UnYlxcHK+88gqTJ0/mscces7b//dD5jBkz6Nu3LwBBQUFYLBaio6OtY48fP86DDz5IcHAw7u7uVKhQgbfffjvPtqZMmUJUVBS+vr507tyZ06dP2/QnJSXx+OOPExoaiqurK7Vr1+bnn3+2GdO8eXM6dOjAV199Rfny5fHy8qJly5bs37+/oHZJochKz2LNe2uo93A9XDxd7F2O3dyK+yGsehjVulWjVJ0rfzFcTLzIppmbaPRYIxwcb4qPkhtSrVJdqlaoTXBgGMFBYXRu0xNXFzcOHtkDwNyF02nZ+E7aNr+HsOBIQoLCqVOtMc5Oznau3Byp6Vk8+9EKRvdqhI/HX/8PLlzMZN7KvQzrXpcGFUKpHBXI2N6N2bI/ga0HEuxYccG61vsBwMXZBV9vf+vD3a14Hlm71ueDu5+7zePYpmMEVwzGq2Te0+Gk+CvyM5qvvPIKo0aN4s0337zqOZTt27fnxRdfZMyYMSxatAhfX19cXXN/mzx79iwNGza0ri82Npa9e/fmCX4LFixg7969TJkyhTNnzjB48GAGDRrEnDlzAMjMzOT222/n1KlTvPLKK4SHh/PZZ5/Rvn17Nm/eTNWqVa3r2rp1K6+++irjx4/n0qVLDBkyhAceeIA1a9YU9C4yzcZPNhJWPYyQKiHs+HbHtRcoprQf8jJyDNa8v4aK7SviG+Fr73JMl5NziU3b15CZmU5MZHmSU5I4eHQv9Wo0ZeK7wzmdGE9IUDid2vSkTHTxPDT48udraVY1gkaVwnj/h9+t7TuOnCXrUg4NK4Za22JD/QgN8GTr/tPUiC1pj3JN9c/3w2Xrt/7Gui0r8PX2o2rFurRv2Q0Xl+I5q3m90s6nceL3EzTo38DepYidFOmgmZqayosvvsgjjzzC008/fdWxQUFB1kPptWvXJjAw0Nr3xhtvkJCQwK5du6yznC1btsyzDsMwWLBggTWgHjp0iLFjx5KTk4ODgwOzZs1i69at/P7771SqVAmANm3asHfvXl5++WW+/PJL67qSkpLYsmULQUFBAKSkpNC3b1+OHTtGRET+57oVJYfXHObcoXO0GdXG3qXYlfZD/v5c+CcOjg6Uu6OcvUsx1fH4w0x8dzhZ2Zm4urgxoNcwwoJLceDIbgAWLvmCLnf2JiI0hrWbf+WtqSMZMfgtggPD7Fx5wfp+/QH+PHyWuS/k/bvJZ86n4ezkgI+HbaAK9HHnTHJaYZVYKK70fgCoV+M2AvyD8PMJ4NjJQ3zz46ecOn2cR3sNs3PV9nXwt4M4uzlf9eiIFG9F+niXu7s7TZs2Zfbs2axatepfr2fJkiW0bNnS5lB6fpo1a2YNmQCVKlUiKyuLhITcwz8///wzVatWpVy5cmRnZ1sft99+Oxs2bLBZV40aNawh8/K6AI4dO3bF7WdkZJCcnGzzyM7MvtGX+5+lnk1l02ebaPhYQxxdHAt9+0WF9kP+Eg8msufnPdTvXx+LxWLvckwVHBjGC0++zrDHJ9C0QVs+mTuZE6eOYhgGALfVu4NGdVoRGR5L97seIjgonNUbl9q56oJ1MjGVcV+s59VHmuLqXKTnJkx3pfcD5F74U7lcTcJDoqhfsxl9uj/F1h3rOH023s5V29eBFQeIahSlz9BbWJH+1HBwcGDBggXWcx5XrFhhc3j6ep09e9bmNkhX4ufnZ/PcxSX3PKT09HQAzpw5w5YtW3B2znsOlqOj7X+ia60rP+PGjWPUqFE2bc0eaUbzfs2vWXtBOnfwHBnJGfw04idrm5FjkLA7gb2L99L94+44OBTp31EKhPZD/hJ2J5CenM6CpxdY24wcg62zt7Lnpz10fLOjHasrWE5OzrkXfwBREaU5fGwfy1YtpE3ze4DcK4//LqRkOIlJp/Os52a24/AZzl5Ip8uY76xtl3IMNu49xexlu5j61O1kZeeQfDHDZlbzTHJasbrqHK78fuh5z2N5xsZElgUg4exJgkqEFGqdRUXC7gQunLxA4yca27sUsaMiHTQBfH19+emnn2jcuDFt2rRh1apVxMTE3NA6SpQowYkTJ/5zLQEBAVSrVo1p06b953XlZ/jw4QwZMsSmbeK2iaZs62qCKwfTbmw7m7Z1U9fhE+ZDxfYVb5lwpf2Qv5jGMYRUtv3i/PXVX4luHE1s01g7VVU4jJwcsrKzKeFfEl+fAE6dPm7Tn3D6JJXL17RTdeZoWDGMb0d2sml7YcZKYkJ8eaRtVUL9PXF2dGDtzpPcUTsagIPx5zmZmEqN0kH5rLH4uPx+yM/REwcB8PX2z7f/VnDg1wMExATgH3Xr7gO5CYImQMmSJVm8eDGNGzfm9ttvZ+XKlYSE5P0N8Uqzhq1bt+a1117jyJEjREZG/us6WrduzQ8//EBYWBhhYQV/Dparq6vNoXsAJ5fC/xE5uzvnuY2Pk6sTLl4ut8ztfeDW3g9Z6VmknEqxPk85ncK5w+dw8XTBM9ATV2/b96mDowNuvm74hPoUdqmm+WbRZ1QpVxN/vyAyMtNYv/U39hzcwaCHRmCxWLijaSe+W/wF4aHRlAqNYe3mZcSfPk7/B561d+kFytPNmXLhtkHB3dUJPy9Xa/s9Tcoyfu4GfD1d8XJ3Zszn66gRG1SsLgS62vvh9Nl41m9dQZXytfH08OZ4/CHmLvyYsjGViAiNtnfpBe5anw8AWWlZHFl/hJr3F69fvOTG3RRBE3L/cs9PP/1E06ZNadu2LcuXL88zpmLF3Ks9p0yZQufOnfHw8KBq1aoMHjyYmTNn0rRpU0aMGEFsbCwHDhxgz549TJgw4bprePDBB/nggw9o3rw5//vf/yhXrpz1op/MzEzGjRtXYK9XxJ4SDyaydOxf5xpumb0FgJgmMTQYcGtcPXoh5TwffzmJ5AvncHfzIDw0mkEPjaBS2RoAtGpyF1nZWXy18GNSL6YQERrNU4+MvCUPkw7vXhcHi4Wn3l9GZnYOjSuH8dL9xet9crX3Q2LSGXbt28bSVQvJyMzA3zeQmlUacmfLrvYu2xTX8/lweM1hAKIaRhV+gVKk3DRBE6BKlSp8//33tG7dmg4dOuSZVaxZsyZxcXF89NFHTJw4kVKlSnHo0CFKlCjBqlWrGD58OEOHDuXixYtER0fz+OOP39D2XV1dWbp0qfW+nidPniQwMJCaNWve8LpuNq1eaGXvEoqEW2U/BFcM5r5P77vu8cXpvMzLHuz6xDXHtG1+D23//3zNW8nM/9meUuLq7MRL9zcoduHy7672fgjwC+SZAWMKsRr7up7PhzIty1CmZZlCqkiKMotx+fJJKZLi1sfZuwSRIqfZ8W72LqFIaBaw4NqDbgHLE4vfLzr/xvLwufYuoUiIqxdnt23nLDfvyKZDs+GmrdtMt+bVDCIiIiJiOgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImMLJ3gWIiMi/szyxo71LKBKaBSywdwlFw/Fu9q5AJA/NaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiISDE1fvx4LBYLTz/9tLUtPT2dJ554ghIlSuDl5UWXLl04deqUKdtX0BQREREphjZs2MAHH3xAtWrVbNoHDx7Md999x9y5c1m+fDknTpzgnnvuMaUGBU0RERGRYiYlJYWePXsydepU/P39re3nz59n2rRpvPHGG7Rs2ZLatWvz8ccfs3r1atauXVvgdShoioiIiBRxGRkZJCcn2zwyMjKuOP6JJ56gffv2tG7d2qZ906ZNZGVl2bRXqFCByMhI1qxZU+B1K2iKiIiIFHHjxo3D19fX5jFu3Lh8x86ZM4fNmzfn2x8fH4+Liwt+fn427cHBwcTHxxd43frLQCIiIiJF3PDhwxkyZIhNm6ura55xR48e5amnnmLx4sW4ubkVVnlXpKApIiIiUsS5urrmGyz/adOmTSQkJFCrVi1r26VLl1ixYgXvvPMOP/30E5mZmSQlJdnMap46dYqQkJACr1tBU0RERKSYaNWqFdu3b7dp69u3LxUqVGDYsGGUKlUKZ2dnlixZQpcuXQDYvXs3R44coWHDhgVej4KmiIiISDHh7e1NlSpVbNo8PT0pUaKEtf3hhx9myJAhBAQE4OPjw6BBg2jYsCENGjQo8HoUNEVERERuIW+++SYODg506dKFjIwM2rRpw7vvvmvKthQ0RURERIqxX3/91ea5m5sbU6ZMYcqUKaZvW7c3EhERERFTaEZTREREpAAsT+xo2rpbmLZmc2lGU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImOKmCZpxcXFYLBbrw83NjYoVKzJx4kRycnLsVtf8+fNN+/ugIiIiIjezm+ovA7m7u7N06VIA0tLSWLZsGc899xw5OTk899xzdqlp/vz5bNy4kccff9wu2zfLxcSLbP1iKye3neRSxiW8gr2o368+JWJL2Lu0QrNjwQ6ObTxG8slkHJ0dCSwbSI0eNfAJ9bF3aaZL2JXAzu93cu7QOdKS0rjtqduIqBNh7f+81+f5LlejRw0qtq9YWGWaavnaRaxY+xNnzyUAEBpcivatulOlfC1SL17gu8Vz2Ln3dxKTzuDl6UONyvXoeMd9uLt52rnygrVo2dds2bGW+ITjuDi7EBtVgbvb9SIkKNw6Jisrk6++n8HGbSvJzs6mUtka3Ne5Pz7efvYr3GRTf9zGG99splerijx/b30AjiQkM/GrjWzed4rM7BxuqxzOC/fVJ9DH3c7VFpzreT9cZhgG73w8hh17tvBor2HUqFzfDhWLvd1UQdPBwYEGDRpYn7do0YLt27czb948uwXN4igzNZNfXv6FkhVL0vx/zXH1duXCqQu4eLrYu7RClbArgbKty1IitgQ5l3LYNncbyyYso/349ji53VT/dW5YdkY2/pH+xDaLZeXbK/P0d57c2eb5yW0nWffROkrVLVVIFZrP36cEnds+QMnAUDBgzeZlvDdzPC88+RqGYXA++Rxd7uxNaHApzp47zez575OUnMiAB4bau/QCtefgDpo1aEd0qTLkXLrE/J9mMWnaKEYOmYSrixsAcxd+zPZdm+h3/7O4u3kwZ8FU3v9sAkMfG2fn6s2x/dAZvlixh/IR/ta2ixlZPPLWYsqX8mfGkLYATPp2M4+/s4Q5z7XHwcFir3IL1PW8Hy5bsnIhWIrH65Z/76Y5dH4l3t7eZGVlWZ9nZGTw/PPPExUVhaurKxUrVmT27Nk2y6xZs4aOHTsSFhaGp6cnNWrU4NNPP7UZM2PGDCwWC2fOnLFpr1GjBn369AGgT58+fPLJJ+zYscN6SL9Pnz589913WCwW9u7da7PsuXPncHd3L/KH2v9c+CceAR406N+AEqVL4FXSi9CqoXgHe9u7tELVYmgLYpvG4hvhi3+UP/X71+fi2YskHkq0d2mmC6seRrVu1ShVJ//g6O7nbvM4tukYwRWD8SrpVciVmqdapbpUrVCb4MAwgoPC6NymJ64ubhw8sofwkCgG9BpKtUp1CSoRQoUyVel0R0+279zIpUuX7F16gXryoZdoVKclYcGRRITF0LvbIBKTznDk2H4A0tJTWbVxCV079KFCmapERZSmd9eBHDi8mwNHdtu5+oKXmp7Fsx+tYHSvRvh4/PXL95Z9CRw/m8K4Pk0oF+FPuQh/xvW9jT8On2HtrpN2rLhgXev9cNnREwf55bdvebDrE3aqVIqKm25aJjs7G/jr0PnXX3/N888/b+3v3r07K1euZOTIkVSsWJEffviBBx54AH9/f9q1awfA4cOHady4MY8++ihubm6sWrWKhx9+mJycHHr37n3dtYwYMYLTp0+za9cuZs2aBUBQUBDR0dGEh4czffp0xo376zf6y4H3/vvv/8/7wUzHNx8ntGooKyetJGFXAu4B7pRtVZYyLcrYuzS7ykrL/YXmVpvZvZa082mc+P0EDfo3uPbgm1ROziU2bV9DZmY6MZHl8x2Tlp6Km5sHjo6OhVxd4UpLvwiAh0fuLxWHjx3g0qVsKpapbh0TUjKCAL9ADhzeQ+wV9tfN6uXP19KsagSNKoXx/g+/W9szs3OwWMDF6a+fv6uzIw4WC5v3naJRpTB7lGu6f74fADIzM5g25016dOqPr7f/lRaVW8RNFTRTU1Nxdna2abv33nuth82XLVvGggUL+Omnn7jjjjsAuP322zl58iQjR460Bs0ePXpYlzcMg6ZNm3Ls2DE++OCDGwqapUuXJigoiMOHD9sc0gfo27cv06dPZ8yYMdYvnunTp3PPPffg5+d3w6+9MKWcTmHv0r1UaFuBSh0rkXggkc2fbsbByYHY22LtXZ5dGDkGmz/bTGC5QPxK+dm7nCLl4G8HcXZzvuLs583sePxhJr47nKzsTFxd3BjQaxhhwXlfZ0pqMj8snUuTerfbocrCk5OTw9yF0ykdVYHwkCgAklPO4eTohIe77bmp3l5+JKecs0eZpvl+/QH+PHyWuS90yNNXPTYIdxcnXpu3kcGda2Ng8Ma8TVzKMTh9Ps0O1Zovv/cDkNsWWZ4alevZsTopKm6qQ+fu7u5s2LCBDRs2sHLlSt5++20WLVpEv379APj5558JCAigZcuWZGdnWx+33347W7ZssR7SOnfuHE8++SRRUVE4Ozvj7OzMhx9+yJ49ewqs1ocffpiTJ0+yaNEiALZt28bmzZt5+OGHr7hMRkYGycnJNo/szOwCq+m65UBAVADVu1cnIDqAMi3LULp5afYt3Vf4tRQRGz/ZyPlj52n8RGN7l1LkHFhxgKhGUTi6FL+ZvODAMF548nWGPT6Bpg3a8sncyZw4ddRmTFr6Rd6Z8QqhJUtxV+t77VRp4Zjz7VSOxx/hkfuH2LuUQncyMZVxX6zn1Uea4uqcd44mwNuNtwY059ffj1H7yc+o99Rski9mUimyBJZicn7mP+X3fvj9z/Xs2v8H3e56yI6VSVFyU81oOjg4UKdOHevzxo0bk52dzTPPPMOQIUM4c+YMiYmJeWY9Lzt58iQRERH06dOH1atX89JLL1G5cmV8fHx47733+OKLLwqs1ujoaG6//XamTZtG+/btmT59OjExMbRo0eKKy4wbN45Ro0bZtDV7pBnN+zUvsLquh5ufGz7htldW+4T5cHTj0SssUbxt/GQjJ7aeoNULrfAI8LB3OUVKwu4ELpy8UGwDuJOTc+7FQEBURGkOH9vHslUL6XnPYwCkZ6QxefrLuLm682ivYTg63lQfqTfk82+nsn3XRp4ZMAZ/30Bru4+XP9mXsrmYlmozq3khJQkfr+Jz2HTH4TOcvZBOlzHfWdsu5Rhs3HuK2ct28fu7vWhcOZyfx3bh3IV0HB0t+Hi4ctv/5lAqMMaOlZvjSu+H3fu3cyYxniGjetmM/+CzVykTXZFnBrxc2KWKnd30n4oVK+beSmXHjh0EBAQQFBTEDz/8kO/YkiVLkp6ezsKFC3njjTcYNGiQte+f9+J0c8u9ei4zM9Om/dy56z8U1K9fP+6//36OHz/OrFmzePLJJ7Fc5Qq84cOHM2SI7UzBxG0Tr3t7BSWoXBAXTl6wabsQfwHPEsXrti3XYhgGm2Zu4timY7R6vlWxutCloBz49QABMQH4RxWfQHE1Rk4OWZfPE0+/yKTpo3FydObxB4fj7Fw8z901DIM5Cz5i6451DOk/msCAYJv+qIhYHB2d2LVvG7WqNgQg/vRxEpPOEBtVzh4lm6JhxTC+HdnJpu2FGSuJCfHlkbZVcXT46wChv3fu98faXSc5eyGdltWLz2kl13o/tGl+D43rtrZpe/mtwXTr0JdqFesgt56bPmj+8ccfAAQGBtK6dWsmTpyIi4sL1apVy3f8+fPnycnJwcXlry+FCxcusGDBAptxERG59wzcuXMnYWFh1n8fPWo7q+fi4kJ6enq+2+rUqRP+/v7cf//9JCYmWq9WvxJXV1dcXV1t2pxcCv9HVL5teRaPXsyOBTuIrB/J2f1n2bdsH/UeurXOt9n4yUYOrzlM06eb4uTmRFpS7nlWzh7Odvm5FKas9CxSTqVYn6ecTuHc4XO4eLrgGZj7C0dWWhZH1h+h5v017VWmqb5Z9BlVytXE3y+IjMw01m/9jT0HdzDooRG5IXPaKDKzMnmo19OkZVwkLSP3oghvTx8cHIrPaQSff/shG7b+xmMPDsfN1Z3zF3J/2XZ388DF2RV3N08a12nFV99/jKeHF26uHnyx4CNiI8sXqwuBPN2cKRdu+wuVu6sTfl6u1vZ5q/YSG+pLgJcbWw+cZuwX6+ndujIxIb72KNkU13o/+Hr753sBUIBfYJ5QKreGm+rbMicnh7Vr1wK5M42bNm1izJgxVKpUiaZNm+Ls7Mxdd91F27ZtGTp0KNWqVSM1NZUdO3awb98+PvroI3x9falbty7jx48nKCgIJycnxo8fj6+vLwkJCdZt1a9fn1KlSjF48GDGjRtHcnIy48ePp0QJ2xuWV6xYkenTp/P5559TtmxZAgMDiY6OBsDZ2ZnevXvz6quv0qZNG0qVujl+qy0RW4LbnrqN37/8nT/m/4FXkBe1HqhFdONoe5dWqPYtyT0ndcnYJTbt9fvVJ7Zp8b4oKvFgIkvHLrU+3zJ7CwAxTWJoMCD3wrfDaw4DENUwKu8KioELKef5+MtJJF84h7ubB+Gh0Qx6aASVytZg9/4/OHg09/ZlI161/WMNY4a+T2BASXuUbIoVa38C4I0PR9i0P9h1II3qtASgW4e+WCwWPvjsVbKzs6hULveG7beag6fO8+Y3mzifmklYCS8evbMavVtXsndZBep63g8if2cxDMOwdxHXIy4uzub8RScnJ0qVKkW7du0YOXIkJUvmfrBnZmYyfvx4PvvsMw4fPoyvry9VqlShb9++9OqVe87Ivn37GDBgAGvXrqVEiRI8+eSTpKSk8Nprr5GS8tcszqZNm3jsscf4448/KFOmDG+++SbPPPMMNWrUYMaMGQAkJyczYMAAFi9ezNmzZ+ndu7e1D3Lv2dmoUSO++OILunfvfuOve33cje8skWKu2fFu9i5BipBmAQuuPegWsDyxo71LKBJa3F3Zbtte9s0O09Ztz9f1X9w0QfNm9dJLL/Huu+9y/PjxPIfFr4eCpkheCprydwqauRQ0cyloFi031aHzm8nu3bvZvXs3kydP5oknnvhXIVNERETkZqagaZLLh+bbtm3L8OHD7V2OiIiISKFT0DTJr7/+au8SREREROzqpvrLQCIiIiJy81DQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREzhZO8CROT6NTvezd4liBQ5yxM72rsEkSJl3LhxzJs3j127duHu7k6jRo2YMGEC5cuXt45JT0/nmWeeYc6cOWRkZNCmTRveffddgoODC7QWzWiKiIiIFCPLly/niSeeYO3atSxevJisrCzuuOMOUlNTrWMGDx7Md999x9y5c1m+fDknTpzgnnvuKfBaNKMpIiIiUowsWrTI5vmMGTMoWbIkmzZtomnTppw/f55p06Yxe/ZsWrZsCcDHH39MxYoVWbt2LQ0aNCiwWjSjKSIiIlKMnT9/HoCAgAAANm3aRFZWFq1bt7aOqVChApGRkaxZs6ZAt60ZTREREZEiLiMjg4yMDJs2V1dXXF1dr7pcTk4OTz/9NI0bN6ZKlSoAxMfH4+Ligp+fn83Y4OBg4uPjC7RuzWiKiIiIFHHjxo3D19fX5jFu3LhrLvfEE0/wxx9/MGfOnEKoMi/NaIqIiIgUccOHD2fIkCE2bdeazRw4cCALFy5kxYoVREREWNtDQkLIzMwkKSnJZlbz1KlThISEFGjdmtEUERERKeJcXV3x8fGxeVwpaBqGwcCBA/nmm29YunQpMTExNv21a9fG2dmZJUuWWNt2797NkSNHaNiwYYHWrRlNERERkQKwPHyuaetuQeXrHvvEE08we/Zsvv32W7y9va3nXfr6+uLu7o6vry8PP/wwQ4YMISAgAB8fHwYNGkTDhg0L9IpzUNAUERERKVbee+89AJo3b27T/vHHH9OnTx8A3nzzTRwcHOjSpYvNDdsLmoKmiIiISDFiGMY1x7i5uTFlyhSmTJliai06R1NERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExxb8OmgsWLOCOO+4gICAAFxcXYmJiGDBgAHv27CnI+grF1q1biYuL4+LFi/YuRURERKTYcPo3Cz333HNMmDCBrl27MnXqVIKCgti/fz/Tp0/n3nvvZcuWLQVdp6m2bt3KqFGjGDhwIB4eHvYup0jISsti29fbOLbxGBnJGfhH+VOrVy1KxJawd2mFau8ve9m7dC+pp1MB8I3wpUrnKoRVD7NzZeZZvnYRK9b+xNlzCQCEBpeifavuVClfC4CsrEy++n4GG7etJDs7m0pla3Bf5/74ePvZseqCt2jZ12zZsZb4hOO4OLsQG1WBu9v1IiQoPM9YwzB45+Mx7NizhUd7DaNG5fp2qNgc17MfTp+N56vvZ7D/8C6ys7OoVK4mPTo+UqzeE9f6fwFw4PBuvv1pFgeP7sXBwYGI0BiefHgELs6u9irbFHsP7ODnFd9y5Ph+zl84l+c9n3whiXk/fsrOvVu5mJ5K2ZhK3NvxEYIDi+/nplzZDQfNH374gQkTJjBixAhGjx5tbW/atCl9+/Zl4cKFBVrgzSgjIwNnZ2ccHG7eMxPWT1tP0rEkGj7aEHd/dw6tOsSy8cu4c/ydeATcOmHcI8CDGt1r4B3ijWEYHFx5kN/e/I22Y9riG+Fr7/JM4e9Tgs5tH6BkYCgYsGbzMt6bOZ4XnnyNsOBI5i78mO27NtHv/mdxd/NgzoKpvP/ZBIY+Ns7epReoPQd30KxBO6JLlSHn0iXm/zSLSdNGMXLIJFxd3GzGLlm5ECwWO1Vqrmvth4zMdN6eNoqI0GgG9xsFwIKfP2fKJ2MZ9vj4m/pz8O+u9f/iwOHdTJr+Mm1b3MO9nR7BwcGRYycPYbEUj9f/dxlZGUSERtOoTks++GyiTZ9hGLz36XgcHZx47MHncHPzYMlvC3j7o7h8/+9I8XfD/wNef/11goODGTFiRL79HTp0ACA9PZ0hQ4YQFhaGm5sbNWrU4JtvvrEZ26dPH6pUqcIvv/xCtWrVcHd3p1mzZhw6dIjExES6d++Oj48PpUuX5osvvrBZtnnz5nTo0IGZM2dSunRp3N3dad68Obt377aOOXToEBaLha+++spm2aeffpro6GgAZsyYQd++fQEICgrCYrFY+wCOHTvGAw88QGBgIO7u7jRt2pRNmzbZrC86OpqBAwcyceJEoqKicHd3JzExkWPHjtG9e3eCg4Nxc3MjJiaGwYMHX//OtpPszGyObjhKjR41KFmhJN7B3lS9pypewV7sW7LP3uUVqvBa4YTVCMM7xBufUB+qd6uOk5sTZ/adsXdppqlWqS5VK9QmODCM4KAwOrfpiauLGweP7CEtPZVVG5fQtUMfKpSpSlREaXp3HciBw7s5cGT3tVd+E3nyoZdoVKclYcGRRITF0LvbIBKTznDk2H6bcUdPHOSX377lwa5P2KlSc11rP+w/tIuz507Tu9sgwkOiCA+Jok/3QRw5vp/d+7fbufqCc7X/FwBzF06nZeM7adv8HsKCIwkJCqdOtcY4OznbufKCV6V8LTq1uZ+aVRrk6Us4c5KDR/Zw/939iS5VlpCgcO7rPICsrEw2bP3NDtWKvd3QjGZ2djarVq2iS5cuODtf/T9Pz549WbRoEa+88goVKlRg5syZdOnShfnz59OxY0fruPj4eJ555hleeOEFnJ2defLJJ+nZsyceHh40bdqUfv36MXXqVB544AEaNGhAVFSUddnNmzezf/9+xo8fD8CLL75ImzZt2L17N66u13eoon379rz44ouMGTOGRYsW4evra1323LlzNGnSBC8vLyZPnoyvry+TJ0+mZcuW7N27l5IlS1rX8/XXX1O2bFnefvttHB0d8fT0pHv37pw4cYJJkyYRHBzMkSNH2Lhx43Xvb3sxLhkYOQaOzo427Y4ujpzec9pOVdlfTk4OR9cdJTsjm8CygfYup1Dk5Fxi0/Y1ZGamExNZnsPHDnDpUjYVy1S3jgkpGUGAXyAHDu8hNrK8Has1V1p67jncHh5e1rbMzAymzXmTHp364+vtb6/SCtU/90N2dhYWCzj9LVA5OblgsVjYd2gnFctWz3c9N7N//r9ITkni4NG91KvRlInvDud0YjwhQeF0atOTMtEV7V1uocq+lAWAs5OLtc3BwQEnJ2f2HdpFk3q326s0sZMbCppnz54lIyODyMjIq47btm0b8+bN4/3332fAgAEAtG3blkOHDjFq1CiboJmYmMjy5cupXLkyACdOnGDQoEEMGzbMOmtat25d5s2bx/z583nqqaesy546dYrly5dTtmxZAGrWrEn58uWZMWOGdbvXEhQUROnSpQGoXfv/2rvvsCjOtQ3gz9Cx0HtHEQQVBMGKEQS7R2MDG9aIRo0FS040FqLRxBgEEWLFxGgUzRFLbCex90LsYosapQkq0tvC/f3Bt5NdQZOTuKy7PL/rOtcJs7P4zrA7c89bW5GZ2R8BIjo6ml6+fEkXLlwQQ2VQUBC5urrS8uXLadmyP5oMysvL6cCBA1S/fn1x24ULF2jp0qUUGhoqbhsxYsRfKpcyaetrk5mLGd3cdZMMbAxIz1CPfj/7Oz2/95waWDb481+gZl4+eUk/R/5MFeUVpKWnRR2ndiRDW/VsNpdKy/ydlsV/QuWSMtLV0aPxYR+TjaU9pWY8JC1NLaqnX19u/4YNjCivIEdJpVW8yspK2vFTAjV2bEq2Vn887O74KYEaO7hRy2atlVi62lPTeXB2cCUdbT1KOrCJ3u82nECgpAPfU2VlJeXlq9dn4nXfC2lt/k+HE2lAz5FkZ+1M5349RtHrFtC86dF1qm+ilbktmRiZUdLBzTSs3wTS1dGlw6f2Uk7uc7X7PLC/5m8NBhL+pC/SyZNV1eODBg2S2x4aGkrTp0+nwsJCMZDZ2NiIIZOIyNXVlYiIgoODxW1GRkZkYWFBT548kft9zZs3F0MmEZGLiwt5eXnR+fPn/3LQfJP//ve/FBgYSCYmJiSRSIiISFNTkzp16kQXL16U2zcgIEAuZBIR+fj40PLly0lLS4u6dOlCLi4ub/z3SktLqbS0VG6bpExCWjp/68/0j7Sd0JbOrztPu6fsJkFDIGMnY3Jo50A5j+rehaKhdUPq/nl3Ki8qp8cXHtO5tecoaG6QWodNSzMbmjvlayouKaJfb5yl73bEUkT4ImUXS2m27V5HaZmPadaHn4vbrt66QLd/u0FzpyxXYslqV03noWEDQwofNpN+2LWGjp7ZT4IgkJ9XR3KwbaR2/RNf970AQEREHVt3pfa+QURE5GDbiO78dp3OXDpC/boPV2axa5WmphaNH/4xff+fOJrx2QjS0NCgpi6e1MzNh+j/zxOrW/6nBGNqakp6enr0+PHjN+6Xk5ND2traZGJiIrfd0tKSANDLly/FUGZkZCS3j46Ozmu3l5SUyG2TbbqW/TcyMjL+yuH8qWfPntG5c+dq7CYgrQWV/XdflZiYSHPnzqW5c+fSxIkTyc3NjZYsWUL9+/ev8d9bunQpRUZGym3r9EEnChgX8PcP4m9qaNmQgj8NJkmJhMpLyknfSJ9OrzpNDczrXo2mppYmNbRsSEREJs4m9OLhC7pz6A61HqO+tVhaWtpVgx6IyNGuMf2eep+Onv6JWnn6k6RCQkXFhXK1mvkFL8mggXo2HW/dvY6u375EM8YvJmPDP1o87vx2nZ69yKSIyDC5/dds/opcnNxpxnj1CuavOw9ERB6uLWnx7G+ooDCPNDQ0qZ5+fZq9eAyZeVa/Lqqy130vugVUXdOtLe3l9reysKUXL+tedyNHu8b06dQoKi4pJIlEQg0bGNIXcR+To23jP38zUzv/U9DU0tKiDh060OHDh0kikZCWVs1vNzExofLycsrJySFj4z9uPk+fPiVBEKqFyL8rKyur2ranT59Sy5YtiYhIT69qdFtZWZncPjk5f61WzsTEhLp3706LFlW/YbzaB7SmWl5ra2tKSEig9evXU3JyMi1evJhCQ0Ppzp071KhRo2r7f/LJJxQRESG3bdm1ZdX2q01aelqkpadFZYVllHE9g1qGtlRqed4FqARVllcquxi1CpWVVC6RkKNdI9LU1KLb96+RT4t2RESUmZ1GL14+o0aOrkou5dsFgLbtWU9Xbp6niPDPyMxEPjR1C+hPHfyC5bYtip5Og3qPJk9339osqkL92XmQ1aC+ARER3b5/nfILc8nTw6+2iqkU0u+FqbEFGRqY0NPsNLnXs7IzqJmbt5JKp3z6elUPo0+fpdPvqb9Rny5DlFwipgz/c5tsREQE9erViz7//HNasGBBtdf3799P/v7+RES0Y8cOCg8PF1/bsWMHeXt7V2ti/rtu3LhB9+/fF5uk79+/T1evXhWbzS0sLEhbW5tSUlLE95SVldHx48flfo+0FvXVGtPg4GDavHkzubu7/6Mya2hokJ+fHy1evJj27NlD9+/frzFo6urqVguwymg2JyLKuJZBIJCBlQHlP82nK9uukIG1ATV6r3q51dmVxCtk42VD9UzrkaREQo/OPKKs21kUMCtA2UVTmKSDm6m5qzcZG5lTaVkxXbhyku4+vEkfjZlH+nr1qYNvEP24byPVr9eA9HTrUeKe9dTIwU3tBgJt3b2WLl45SR+O+IT0dPUp9//7l+nr1SMdbV0ybGhc4wAgEyOzN4YxVfNn54GI6Mylw2RlYUcN6xvSg8d3aPveDRTUoXeNc46qqjd9LwRBoK7v9aW9PyeSrbUT2Vs707lfj1JmdhqFD5+l7KK/dSWlxZT9PFP8+dmLLHqS/pDq12tAJkbmlHztDDWob0AmRmaUlvmYtu/dQC09WpOHa0vlFZopzf+cYnr27EmzZ8+mhQsX0q1bt2jw4MFkZmZGDx8+pISEBMrNzaXLly9T//79KSIigoqLi8nNzY02b95MZ86cod27d7+1wltaWtK//vUvcT7PefPmka2tLY0aNYqIqgJe//79adWqVeTi4kJmZma0atUqAiBXA+nuXjUqMC4ujt5//32qV68etWjRgiIiImjLli3UqVMnmjp1Kjk4OFB2djadP3+ebGxs3jhVUW5uLnXr1o3CwsLIzc2NysrKKDY2loyMjMjHx+e173tXlBeX09XtV6noRRHp1Nchez978hzkSRpa6tXn6s+U5pXSuTXnqPhlMWnra5ORgxEFzAog6xbWyi6awuQX5NLG7SspLz+H9PXqka21E300Zh55NGlJRESDeo8mQRBozeav/n9y7qoJ29XNiXOHiIgoaq38VG4jBk6m9r6dlVEkpfgr5+FpdjrtOriFCosLyNTYnHoEDqQg/3/VelkV6c++F0H+/6JySTn9+NNGKiwqIDtrJ5r6wQIyN7VSbsEV4PfU32jFuvnizz/u20hERG19AmlUyEeUm59DP+7bSHkFuWTY0Ija+gRQz86DXvfrmJoTgL/XO3f37t20atUqunTpEhUWFpKtrS1169aNZs6cSS4uLlRcXExz5syhbdu20YsXL6hp06a0YMECuf6Jo0aNokuXLtGNGzfEbceOHaPAwEC6ePEi+fr+0fzk5OREvXv3plWrVhFR1eCbBg0a0IABA+izzz6jjIwMatOmDa1evVoMjkRE2dnZFB4eTkeOHKGGDRvSrFmz6OHDh7Rr1y569OiRuF9kZCStX7+e0tPTyd7eXnwtMzOTPv30U9q/fz89f/6cLCwsqG3btjR9+nRq3759jWUjqhrYM3nyZDp58iQ9fvyY9PX1ydfXlxYvXkx+fn+9OWnhhYV/eV+m/jql8cWaMcbeJLBfsz/fSUEUec9e2Fpxv1uR/nbQVDZp0FT3lYg4aDJZHDQZY+zNOGi+W+pWOyhjjDHGGKs1HDQZY4wxxphCKGdI81tw7NgxZReBMcYYY4y9AddoMsYYY4wxheCgyRhjjDHGFIKDJmOMMcYYUwgOmowxxhhjTCE4aDLGGGOMMYXgoMkYY4wxxhSCgyZjjDHGGFMIDpqMMcYYY0whOGgyxhhjjDGF4KDJGGOMMcYUgoMmY4wxxhhTCA6ajDHGGGNMIThoMsYYY4wxheCgyRhjjDHGFIKDJmOMMcYYUwgOmowxxhhjTCE4aDLGGGOMMYXgoMkYY4wxxhSCgyZjjDHGGFMIDpqMMcYYY0whOGgyxhhjjKmhuLg4cnJyIj09PWrTpg1duHCh1svAQZMxxhhjTM0kJiZSREQELViwgH799Vfy8vKibt26UVZWVq2Wg4MmY4wxxpiaiYqKonHjxtHo0aPJw8ODVq9eTfXq1aOEhIRaLQcHTcYYY4yxd1xpaSnl5eXJ/a+0tLTGfcvKyig5OZmCg4PFbRoaGhQcHExnz56trSJXAWNvUFJSggULFqCkpETZRVEqPg9V+DxU4fNQhc9DFT4PVfg8KNaCBQtARHL/W7BgQY37pqWlgYhw5swZue2zZs1C69ata6G0fxAAoHajLVMleXl5ZGhoSLm5uWRgYKDs4igNn4cqfB6q8HmowuehCp+HKnweFKu0tLRaDaauri7p6upW2zc9PZ1sbW3pzJkz1K5dO3H77Nmz6fjx43T+/HmFl1dKq9b+JcYYY4wx9re8LlTWxMzMjDQ1Nenp06dy258+fUpWVlaKKN5rcR9NxhhjjDE1oqOjQ61ataLDhw+L2yorK+nw4cNyNZy1gWs0GWOMMcbUTEREBI0cOZJ8fX2pdevWFB0dTYWFhTR69OhaLQcHTfZGurq6tGDBgr9cXa+u+DxU4fNQhc9DFT4PVfg8VOHz8G4JDQ2l7Oxsmj9/PmVmZlLLli3p4MGDZGlpWavl4MFAjDHGGGNMIbiPJmOMMcYYUwgOmowxxhhjTCE4aDLGGGOMMYXgoMkYY4wxxhSCgyZjjDHGGFMIDpqMMcYYY0whOGiyOksikSi7CEpXWVkp93Ndnu2soqKCiKqfE1Y3ST8PdZn0HNTl6wL75zho1jGyN1HpxaOuXkS0tLSooKCA4uLilF0UpaioqCANjapLQEpKChERCYKgzCIplaamJhERffHFF3Ty5Ekll0Y5agpXdTV4a2pqUlFREe3bt4+I6t55kEgkpKmpSYWFhTR//nzau3evsovEVBQHzTpENlgUFhZSVlYWEf0RLupi4NyyZQtNmzaNrl69quyi1KqKigoxWE2ePJnGjx9P27dvV3KplEM2XIWHh1N8fDzp6+vXuRot2c/ElStX6PLly1ReXi5eM+qijz76iCZNmkREVKfOQ0VFBWlpaVF+fj61a9eOTpw4QdeuXSOJRFIn7xPsn6k735w6TvYmMmnSJOrUqRO5urpS3759adu2bQSABEGocxcRHx8fsrKyotOnTxNR3Wkuk34WQkJCaN++fTR+/Hjy9fVVcqmUQ3ou0tLSyNTUlFasWEG+vr7i9rpCerxhYWEUFBRE/v7+5OPjQ8nJyUoumfJ8+OGHVFhYSBs3blR2UWqVpqYmlZSUUNeuXcnS0pLWrFlDs2fPJi0tXrWa/e84aNYR0pvIsGHDaN++fdSvXz9asWIFlZSU0GeffUYzZswgIvVuOpVt+pIGSj8/P+rbty8tWbKEcnJy6lS4iIqKokuXLlFiYiINGjSIGjVqRCUlJfTs2TNlF63WRUZGkr29Pa1bt46srKyUXZxaJftwtXLlSjp79ixFR0dTTEwMGRkZUc+ePenAgQNq33Rc00O2o6MjNW3alI4cOfLafdSJ7PH98ssvlJGRQZ9//jk1bdqUtLW16dy5cxQXF0crV66k7OxsJZaUqRIOmnXIyZMn6fTp0xQfH08zZ86kMWPG0GeffUa3b98mTU1NKisrU3YRFQYAaWhoUFlZGZWVlckFyiFDhpCuri4lJSURUd3pi/XkyRNycHCgli1bko6ODiUnJ1Pv3r2pU6dOFBwcTNeuXVN2EWtN8+bNKTg4mAoKCuj58+dEVHcGi0m/C3v37qX09HSaOnUqhYWF0QcffEDbt28nX19fCgsLo0OHDqntd0PaovPq8Zmbm9OkSZNo69atdPr0abV+EK+oqCBBECg/P5+Iqj7/RUVFVFJSQikpKbRgwQJ67733KCoqiqZNm0ZjxoxRcomZygBTWxKJBABQWVkJAEhMTISxsTGePn0KALh16xbMzMwQGhqKwsJCAMC1a9eUU9haUFpail69eqF58+Y4cOAAHjx4IL4WHBwMf39/JZau9lRUVKCyshLjx4+Hi4sLli1bhqlTp0JXVxedO3fGnDlz4OTkhF69eim7qApRUVFR4/Y9e/bA29sbRkZGuHXrFoA/vkPqbtWqVTAxMYGdnR0OHjwI4I9jz8rKQs+ePWFqaoqDBw++9vypKulxlpaWolWrVpg1axYOHDggvp6fn48OHTogPDwcJSUl4vVUnUiPKT8/H4aGhoiKisKTJ0/g4OAAa2trODk5wdzcHAkJCcjIyMD+/fshCALOnDmj5JIzVcBBU03JXgxXrVqFu3fv4pdffoGuri4ePXqE1NRUGBsbIzQ0FPn5+QCA7777DrNmzcLz58+VVWyFKikpQUxMDPr16wcTExN4enriyy+/xIsXL3D27Fk4ODhg06ZNyi7mW/e6sJSXl4fWrVvDwcEBbdq0QUxMjPja3Llz4efnh6KiotoqZq2QPRcPHz7EvXv35B44Dhw4AG9vb9ja2tapsJmamopBgwZBEASEhYWJ26WhMisrC3369IEgCPj555+VVcy3Jjc3F7m5ueLPRUVF+OWXX7Bw4UK4u7vD0tISffr0wb59+1BaWoro6GhYWVnh2bNnAKBWYVP6+a6oqMCKFSvQpUsXXL58GQDw+PFjLF26FJs2bcKNGzfE9+zcuRPu7u64ffu2MorMVAwHTTUkW+MwdOhQNGrUCMnJybhy5QoaN26M0NBQmJiYYPDgwSgoKABQdSMJDQ1FWFiYGDxV3ZsCwt69ezFnzhw0aNAAbdu2RZcuXeDl5YWpU6cCeH2tl6qRPQcbNmzAJ598gq+//hq//PILgKpanMzMTKSlpYn7PX/+HH379kVoaChKS0trvcyKIvs3HTduHFq0aAE9PT04ODhg3rx54rk6cOAAfHx8YGNjI95I1Slsvu5YMjIyEBISAnt7eyxcuFDcLj1vmZmZCAkJwZ07d2qlnIpSUlKC9evXo3///mLYbNasGSIjIwEADx48wL59+9CqVSu4ubnB19cXa9euhba2NmbNmqXMoitMYWEhli5dip49e2LRokWoqKio8RpYWlqK69evo2PHjujRo4faXCeZYnHQVGO5ubkIDw/H7t27xW1ffvklBEGAm5sbfv31VwDA3bt3MXbsWFhZWan8E2pJSQkAiAGpoKAAUVFRmDNnDjZt2oSUlBS5/e/evYslS5agY8eOEAQBWlpaSE5OrvVyK4JsrcuAAQNgZ2cHT09PeHl5QUdHB5GRkXj58qXce65cuYLRo0fDzMwMN2/erO0i14qwsDDY2dkhNjYWa9aswYQJE6Cjo4OhQ4eKXUj27t2LNm3aQFdXV+WDlSzZkHnmzBkkJSXhzp07yMjIAFBVs9m/f380adKkxrCpLsFi06ZNcHV1Rbt27eDg4IDOnTvj999/l9unrKwMBw8exIgRI2Bubg59fX20bNkS2dnZANSrVnPDhg0QBAEGBgZYt24dgKrjkz3G7OxszJw5E/7+/mjVqhXKysoAqM9ngikOB001FRERgYYNG8LR0bFav8ulS5fC3Nwcnp6eaNeuHXx9fWFvby82l6iq69evY+DAgeLx5ubmwtXVFZaWlnBwcICGhgbat2+P1atXy71PejHdsGGDWKsp7ceoDpYuXQpHR0ccO3ZMrMGeMWMGBEHAvn37xBvFZ599BldXV3h4eODq1avKLLLCXLp0CY0bN8a2bdvE4y4sLMTWrVuhr6+P6dOni/smJSUhMDAQd+/eVVZx3yrZQBAaGgp7e3vo6urC2toaAQEBOH/+PAAgLS0NAwcOhIuLCxYtWqSs4ipcdHQ0NDQ0YGxsjHPnzgF4faA+deoUoqOjoaenh1WrVtV6WWtDbGwsBEFAixYtcOXKlWqv3717F507d8a4ceNQXl4OAOL/M/YmHDTVhOyFsaysDCtXroSPjw8MDAzEAFlcXCzus3//fsTExGDs2LFYv369XD81VRUTEwMzMzP069cPt27dwvr169G1a1ekpKSgvLwcycnJ6NKlCzw8PMSndkD+3E2bNg329vZizZY6GDBgAMLCwsRa3nv37sHc3BxDhgyR64OZnp6OmJgYPHr0SFlFVbjTp09DS0tLbrAHUFUDHhkZCX19fTFwARCDuTqZOnUqnJycsGfPHjx58gQHDx5EmzZtoKGhIV4HMjIyxC42X375pZJL/PbIftc//vhjeHt7w9XVFf7+/uLnXnYf2f+WSCQYPXo0AgIC8PLlS5V9EH1TN5Cvv/4axsbGGDFihNhHGfjjPMgetzp1J2GKxUFTzUgvloWFhUhISICNjQ2aN28uhkxp07K6io6ORpMmTdC/f3/06tUL//73v+Vev3fvHoKDg9G+fXvcv39f3C69kB45cgS2trZitwJVVllZibKyMvj7+2PcuHEAqmYaMDY2RkhIiBiiFixYgJMnTyqzqApR043w1KlT0NfXR3x8PAD5IHH27Floa2tj7969tVbG2vbixQv4+Phg2bJl4jXht99+g6GhIYYMGYLCwkLxnDx58gQjR47EvXv3lFnkt664uBi//fYbysrKkJeXh/j4eDRr1gwdOnQQg7b0HLxaY/fll1/C0dEROTk5tV3st0J6PAUFBfjiiy/w4YcfYsWKFWKfbQBYsmQJzMzMMGLECLmuRrLBWlVDNlMODppqZP78+WjRooXYx7C4uBgJCQmwtbVFmzZtxBuLtG+NOpENDMuXL4e7uzuMjY3FkdTl5eVi8EhOToYgCPjhhx/kfkdlZSVCQkJgaWmJrKys2iv8W/K6i/+YMWPQqFEjXLt2Daamphg4cCDy8vIAALdv30b37t0RHx+vVn2tZEPm5s2b8Z///Ef8Wfo3frVLyblz52Bvb68Wo6pf5+HDh2jQoAGSkpIAADdv3oSJiQlCQkLEWvzvvvsOT548AaB+tVYSiQS9evVCmzZtcPr0aXF7XFwcPDw80KFDB6SmpgKoquH/9NNPxT66ZWVlmDBhApo0aSKOPlclslMYubm5wc3NDe3atYO1tTX8/Pwwe/Zscd9ly5bB3Nwco0ePVusp71jt4KCpRlauXAkvLy8EBQWJYbOoqAgJCQmwt7eXC5vqdgMB5I8pJiYGRkZGsLOzE/sbSp/mi4qKYGtriwULFlR7/8yZM3HhwoVaK/PbUFFRIVfzUlRUJDdzwM2bN2FnZwdBEDB48GBxe3Z2NkaPHo0WLVpUGwihyl7ti+jh4YGIiAhxwMvVq1fh5+cHW1tb7Ny5E48ePcKdO3cQFhYGJycnpKenK6vob1VNDx4SiQSNGzdGREQE0tLSYGJigkGDBokPHidOnEC/fv3EGm51rLlat24dXF1d0atXL5w4cULcLq3ZbNGiBdavX4+2bdvC29tbvK48fPgQnTp1Uum+7BKJBIMHD0anTp3EvscSiQQBAQHQ1taWa9mQDhxdvHixsorL1AQHTRX1uqCYkJAAT09PBAYGVgubzs7OcHV1Vavm8zcF5tjYWDg6OqJbt25i5/bKykpcu3YNZmZmiI2Nra1iKkRxcbHctEQAMGnSJLRt2xYuLi5Yv349Xr58CYlEgnXr1sHFxQUeHh44dOgQYmJiEBISAkNDQ7Ud+DNx4kQ4OTnhyJEjYpACqj4DFy9eRM+ePSEIAoyNjdGkSRNYW1vXOAhC1VRWVlb7XkgDY0lJCebPnw87Ozvo6upiyJAh4mvPnz/HyJEj0bFjR3FRB1Unex5k/3vLli1o1KhRtbCZkJCAtm3bwsbGBt27dxdbf6TvVfW+26WlpfD29saiRYvEY9u1axc0NDTw9ddfA5A/xs2bN6tlpQSrXRw0VZy09kW25kE6ejowMFBuIFB8fDyaN2+Ohw8fKqGkb59sDWVSUhJWrVqFEydOyNXmff3113B0dISNjQ2WL1+OiIgIdOzYEZ6enio9YrK8vBwDBgxA06ZNxX65o0aNgqOjI8aNG4f3338fgiBgypQpyM7ORllZGQ4fPoyAgAA4OzvDzc0NAwYMkJuEWZ2kpqbCzc0NUVFRcjWcr9bQbdu2DTExMdi4caPK1+qWl5dX6xazePFijB8/HtOnTxcfSu7cuYMePXrA3Nwcs2fPRllZGX7++WeMHDkSRkZGaveZKCwsFP+2st95adjs0aOHXDP606dPcfv27Rr7aapaDe+r8+A+fvwY+vr6SEhIAFAVJAVBwJIlSwD80Xfz7Nmzcu9T5WslUz4OmipG9qY5Z84cmJubi/Mdyl4E16xZAzMzMwQGBoo1VsXFxdXmTVRV0qfsvLw8tGvXDi4uLnB3d4cgCIiIiJCrmVq5ciVMTExgYWGBXr16YcOGDeKFU5Wf1r/++mt4enrC398fKSkpmDhxIg4fPix+DuLi4iAIAiZMmCA2GwNVgz/y8/NVvnbmTS5fvgxBEHD8+HEA1ZdjVTfFxcXo1asXFi9eLB7rwIEDYW1tDU9PT1hbW8PY2FgMVCkpKRg/fjysrKxgaGgIZ2dn+Pn5qV3tdkVFBQYPHgxtbW2xqVg2NH377bfQ0tJCt27dahwQp4r9ll+8eIGtW7eKg/1evHiBsLAw8efevXujR48eiImJgYaGBj7//HPxe7Fv3z4EBQXh6NGjyio+U0McNFVAZWUlioqK5G6SEokE586dg4eHBzw9PWsMm+Hh4TA0NIS3t7dK9ysCah7xWFhYCD8/P3Tu3FnssN+iRQvo6Ohg+PDhcp3YY2JiYGJigrlz54rbVDVkyp6L1atXo1mzZvD09ISjo6M4Qli6z+rVqyEIAiZOnKg2NdlvIj3u7OxsGBgYYN68eeJrsn/vb7/9Ft9++22tl09RCgsL4e3tDRcXF0RHR+PixYvo2rUrzp49i7y8PFy8eBFdunSBoaGhGCJyc3ORmpqKnTt34saNG+JE5Orm8OHD8PPzg729fY1hc/To0bC0tESHDh3UYuDL7du34e3tjffeew9Pnz5F48aN0bFjR3Fp4fj4eFhYWEBDQ0Nc6UgikeDevXvo0KED+vbtq5IBm727OGiqgM2bN2Px4sXiSMfAwEAsWrQIlZWVSE5Ohru7O5o3b15tJZcZM2agVatWCAoKUru5EcvKyrB8+XJ07txZbBJ8//334ezsjMjISHHNZtmazS1btqhFzdarN4HY2Fi0atUK9erVw/Xr1wHI30jXrFkDbW1tjBgxQhxRqy5e97CQk5ODgQMHonnz5uIIa6nMzEwMHjwYs2bNUoslNqWfh/z8fHGe2HHjxiEwMFCu1lo6w4ChoSGOHTumrOIqVE0BqaKiAidOnICPjw/s7OzkJuAvLy/H0KFDERwcjMGDB6tFwCosLMS+fftgZmaGhg0bIjAwEC9evJD7rnz66aewsLBAt27dsHXrVnz22Wdo06YNvLy8xGuHOpwL9m7goKkCkpKSxFqp7t27w8rKSm5SadmwmZycjOLiYhQUFGD06NFISkoS1/NVVTdv3sSiRYswefJkxMXFidsPHTok1lBOnDgRjo6OuHjxIgBg1qxZ0NbWxoQJE8RtUqpakwnIl132hrl27VrY2trCy8tLrLmUDZvR0dEwMjKSa0JXda8O7oiKisKqVavE/njJyclo0qQJfH19sWLFCpSWluLYsWMYM2YMzM3NVX65VanKykoxFOTl5aFz587Q1dVFq1atqu0rDZvm5uY4fPhwbRdVoaSf97KyMjx48AApKSliH3aJRILjx4+LYfPy5cvIzc3Fo0eP0K1bN7l5c9UhYOXk5MDGxgaCIKBDhw7VluYFqrrW9OvXD4aGhujYsSPCw8N5xR+mEBw031GyK7YAQGJiIjQ1NWFoaIj9+/dX2//y5cvw8vKChYUFevTogc6dO8PQ0FBuUnJVdPLkSZibm6N9+/aws7ODvb09hg0bJr5eXl6O7OxsuLu7IzY2Vrygbt++HTo6OhAEodo0RqpKNlhNmjQJPj4+crV1a9asgYeHB/z9/cWJp2VvGKo6yXRNZGukBw4cCAcHBzg6OsLFxQWGhobYuHEjAOD8+fMICgqCnp4etLS0YGlpiSZNmqjF6HJA/jPx4sULAFVhs3fv3uIgj1dnmbhz5w7atWsHJyenatcZVSXbZ7tr165o3rw5LCws8N577+HQoUPiPqdPn0bHjh2hr6+PVq1awcnJCV5eXmrR0iF7DAUFBYiNjcXq1athbm6OwMBAcWq7V2vxX23lUOUHcfZu4qD5DiorK0PTpk3lAlJUVBQEQYCGhgbCw8NrbALNycnB2LFj0blzZ/Tu3VvlR4+eOHEC2tramDp1KtLT05GXl4fIyEjY29vL1VJeuHABgiBg165d4rbvvvsOkZGROH78uNo9nQ8aNAiNGjXCmjVrxL6pUt9884048bS0ZlOdbxzz58+Hvb09Tpw4IdZeDRgwADo6OuJqJ+np6UhOTsY333yDI0eOVJsSSlXJ/l0jIyMxbdo0MUAXFBSgS5cuaNSoEaKjo6uFi3v37uHx48e1Wl5FKygogKenJzp27Ijjx49jz549MDc3R/369cUHsoqKCmRmZmLhwoUYNWoUZsyYoRYDA6WKioowdOhQsatUfn4+tm/fLoZN2QeL7OxsuRk6ANUO2uzdxUHzHVRQUIA9e/bINXmXlZXhyZMn2LhxIzQ0NDBu3Dhx9Q6g+vq8qt73TLp6z8KFC1FYWCjeDK5evQpLS0scPXoU169fR1FREfLy8hAYGAgfHx9cvHgRp06dQvv27cVlFwH1aQr69ttv4ejoiJ9//ln8m8s2nQJVA4C8vLzQrFkzlZ+y502Ki4vRu3dvTJ06VZzW53XruKubV2t0nZ2d8eWXX8oN+MrPz0dwcDCcnZ1rDJvqRCKRYPLkyQgMDBTnAA0NDYWNjQ06dOgAPT29Ny4tqi7Xh59++glWVlbw8/MTWzXy8vKQmJgIc3NzdOnSBZmZmbh37x7atm2LsWPHKrnErC7goPmOmzBhAoKDg+W2JSQkQENDAx988IFYO1NaWopt27apxQWzrKwM48aNgyAI4nxv0tqGgwcPon79+nB2doaBgQHc3NyQlJSEuLg4+Pj4QBAEWFlZwdfXVy3Oxas1DLNmzYK7u7s4glTq1X5ly5cvR9u2bdVqpPnjx4/l+piWl5ejWbNm+OijjwBU9VmVruMuHQSzbNkytVnppyafffYZHB0dcerUKbkgKf2+SMOmq6srli5dqrZhMzc3F1988QUSExMBAMOHD4eNjQ1u3ryJ48ePw9TUFDo6OjV2O1I3mzdvhpeXF3x8fMSwmZ+fj8TERFhZWcHExASurq7w8vJSy+WI2buHg+Y7rKSkBCtWrEC9evUwZMgQudcSEhKgqamJkSNHIikpCRMmTIAgCGozqjgtLQ1Dhw6Frq4uvvvuOwDApUuX0KBBAwwZMgQ7d+7Etm3b4O3tDUdHR5w+fRq///47tmzZgq1bt4o3WlUNm68bkDB06FD4+PgAqAqhrwZR2Ymn1aFPZlFREZYsWYKgoCAYGxvD2NgYo0aNEtcu79OnD4KCgnD9+nUYGxtj0KBBYkvArVu30K5dO/Hzo4569+6NkJCQarW3sp+N/Px8+Pr6omXLltUeUNTJtWvXUFpaiv/+979wcnLCTz/9JL42efJk6OvrQxAEtZkjUrZP5qvXge+//x6enp7w9vYWHzYLCwtx5coVfPzxx1i0aBEP/GG1hoPmO6SmcJGTk4N169ahXr16CA0NlXtNuqqDra0tnJyc5EZOqoOMjAyEhIRAV1cXkZGRMDAwQHh4uFyAOn/+vBgwXqWKfa4qKiqwbds27Nu3T9wWEhIijhBOTEyEIAj44YcfxP2lzp8/j1atWlVb1UNV5eXloX379mjbti1CQkKwePFifPDBB6hfvz5MTEwQGxuLK1euwMzMDIIgYOjQoWKNXVZWFkaPHo2WLVvKdTFRZa/WRubk5MDW1hbTp08HUPP1Qzqvan5+vtp0o/iz7/XatWthaWkpTvdWUVGBsLAwDB8+HIsXL1arYFVYWIghQ4bg5MmTNYZNDw8P+Pn5vbY/ripeI5nq4aD5jpD9wj948ABZWVnijeX58+dYu3ZtjWEzJSUFR48eVZsBDq+Sznmoq6sLf39/cbv0fD1//hxNmzbFyJEjlVTCt6uiogIzZ86Ejo4Odu7ciT59+qBhw4biQ8Tvv/+O3r17w9bWFj/++KP4voyMDIwfPx4tWrRQi89Cbm4uGjVqhKCgIFy8eFEuRJ07dw6tW7dGvXr1MHv2bCQkJMDKygp9+/bF0aNH8f333yMkJATGxsYqPwG3RCLBf//7X3FVF6BqDkTpw9bw4cPh4uIiTtUkex05dOgQwsPD1eLzICXbJWD27Nno27cvpk2bhg0bNoj7rF27Frq6uti1axeePn2KR48eITAwEFu2bBH3UZew+eDBA+jr68PPzw/nz5+vtrDFokWLIAgC2rVrp/IzkDDVxUHzHfDqaj5OTk5wcXFBaGioeEN5U9hUd+np6Rg+fDh0dXXx/fffi9slEgmuXr2K5s2b46uvvlJiCd++0NBQ1KtXD6ampnLN4QBw9OhRdO3aFYIgYMiQIRg8eDCCg4NhZGSkFtP2FBQUwMnJCX369EFaWpoYMisqKsTvyrVr19C2bVtYW1sjPj4ee/bsgbOzszjFUffu3cXJ61XZ48eP0a1bN7Rv3x4A0K9fP5ibm4uzDWzatAl2dnYIDw+XCxLPnj3DyJEj0b17d7XoQgFAriuAm5sbvL290adPH3Tu3BmmpqYYNWqUuG+vXr2gp6cHT09PNGrUCJ6enmK4VOWR1TWtkJaSkgInJyf4+PhUC5tpaWlwc3ODiYmJ3PlhrDZx0FQy2RqIOXPmwMHBAcuWLUN4eDgaN24MNzc3sV+VNGwaGhqiZ8+eyiqyUsg2o0vD5qNHj9C2bVu0adNG7ZqARowYAUEQ0KBBA2zZsqXaXIi3bt1CVFQUvL29xdGjKSkpSirt2zV//nwIgoDY2Fhxm2yNpvRGev78eRgaGooPXnl5ebh79y4yMjLkagBVWUFBAXbv3g1LS0tYWVnB1tYWN27ckDsf//73v2FtbY0OHTpg69atiImJwaBBg1S+RremQFhRUYHx48fD399fbmqvUaNGQRAEcUoroOp6Gh4ejpkzZ6rFFEayK/a8em5u3boFBwcH+Pj44MyZM+L2PXv2IDQ0FHv27FHpY2eqjYPmO+LatWsYNWoUNm/eLG7bvXs3XF1d4ezsLBc2V65cCRsbG7UZ+PNXScOmnp4eoqOjERQUBA8PD3HkpDpdSH/99VdcuHAB/fv3h4GBATZv3lzjdD3SAKouTYFA1QTSQ4cOhZ6entz3QfbmKg1as2bNgpaWllo1CxYUFGDAgAFyo+XbtWsHQRDQqlWrGifejo2NRUBAAARBgJ2dHQICAlQ6ZNZE+jf39/fHhx9+KP68fft2aGlpYdmyZQBQbW5IKVX+jsguMzpo0CC0b98ePj4+iIuLEwP3zZs34eTkBFdXV3z99dfYvn072rdvjw8++ED8Pep0jWSqg4OmksjWSMyYMQP169eHp6enXHOfRCLBvn37qoXNFy9eqE1z2P8qMzMTQ4cOhSAIcHd3F0OmKt9E3nTxLykpQf/+/dGwYUN8//33YrAsKirC1atXxf1UuTmwJjXVYAN/HKf0+7Nhwwbo6uqqTW1uWVkZVq1ahVGjRom1ssXFxYiMjMSyZctgaWmJ9957T5y+STZslpWV4c6dO3jx4gXy8vKUUv635XXLzj579gxNmjTBwoULAVR1HZCugARUfS+mTJkiN5hO1Uk/68XFxWKXgVGjRuH999+HqakpevfujVOnTgGo+t60adMGRkZGMDExQadOncRrpLpdI5jq4KCpBLIh85dffsHz58/h4uICQRCwYsUKueBRUVGBffv2wcPDA4aGhuIyc3XZkydP5EaPqnLIlJ3H7vvvv8e8efOwcOFCubXsi4uLMWDAABgaGmLDhg24du0axo0bB3Nzc5UPFG/yurD56kOau7u7WkzOXlBQgICAAJw8eVLc9sUXX4ijxQsKCvDjjz9WC5sSiQSlpaVq012gpmVnw8LCxNcnTpwIGxsbrFy5Epqamli8eLH42rFjx9C5c2e5gXKqTPpZLysrw8mTJ9G7d2+52QM2bNiAli1bok+fPuLDVnl5Oa5cuSI3iE6Vr5FM9XHQrGWyT5XDhw+Hra0tnj17hszMTHEgw4EDB+TeU1FRgV27dsHPz0+croRVUcULaFFRES5duiS3LSQkBE2aNEGbNm3QpUsX6Ovry61kUlxcjJCQEAiCgMaNG8Pa2lpuGU519aaazXv37qFbt26YOnWqSn4OXrVr1y7o6OiI0zEdPnwYxsbG6NixozgXYn5+Pnbs2AFLS0sEBATg5cuXyMnJwYQJE9CjR4/Xzr+qKt607OyFCxcAAGfPnoWHhwcEQcDMmTMBVF0jU1JS0L59e/To0UOtmohLSkowcOBAtGrVCu3atYNEIpH7O69fvx4mJiZYs2ZNje9Xp3PBVBMHzVoke3G4cOEC/P39ceTIEbEmIi0tDTY2NmjWrFmNYVNdaizqssrKSrRt2xYBAQHitokTJ6Jx48Zi89fs2bPFde2l82VKbdy4EevXr8dvv/1Wq+VWJtmwKe2zmZeXh7Fjx6JRo0Zq0z9z79690NPTkxvkEh8fj+bNm8Pf318MmwUFBdixYwdsbGxgaWmJTp06wdDQsNrDi6r5s2Vnjxw5gtu3b6O4uBgbNmxA69atYW1tjZUrV2LixInw8/NDy5Yt5QbNqIMXL16gS5cusLCwQIsWLcTtst0mevXqBT8/P2UUj7E/xUFTCT788EOMHDkSXbp0EZv8pBeN1NRU2NjYwMPDA4cOHeJ+NWpo/fr10NbWxnfffYesrCx07twZW7duBQB89dVX0NLSEkcOa2hoYOfOnUousfLJhs3169dj1qxZ0NfXV4vpnKR++uknaGtrV+tvGh8fDw8PD7mwWVhYiPPnz2PMmDEYN24cbt26pYQSvz1/ddlZaV/2pKQkHDhwABMnToSHhwe6d++O2bNnq0V3mpqu+dnZ2Rg+fDgEQcCUKVPk+ipXVFRg6NCh6NSpUy2XlLG/hoNmLXj1wjF48GAIggAHBwc8evRI3C7tr5eamgpHR0dYW1vLTdfB1ENGRgb69esHBwcH7N27Fzt27EBubi527twJAwMDbNy4EUBV/11BEKCnpyfXbFxXZWRkiAPBtLW1kZycrOwi/SMFBQVyg1YOHDgAY2NjsXuMbJNnTWFTSl3WL/+ry862bNkSdnZ2YgvAy5cv5X6PKjcVywbl9PR0uWPJysrC4MGD4ejoiI8++ghA1d/+/v37cHd3l+vHyti7hIOmgtX0dFpeXo5Zs2ZBEAQsXrxYXJsZ+CNsPn78GO7u7mrTLFiXlZeXV1tjOikpCVZWVpg2bZq4csuIESPQv39/uS4SHTp0gLOzM0xNTeU+J3VVamoqJk6cqBajzKVdJKQPEYcOHYKenp5c7aRszdyqVavg7u6OwMBAte068VeXnTU1NcX7778PQP4cqXILkLTseXl5CAoKQtOmTdGsWTMkJCSIU11JV0oTBAHNmjWDn58funXrpjYT0jP1xEGzlowePRpz5swRf66oqMCECROgo6ODuLg4udHD6jgvZF1VVFQEf39/DB06tNpa9FOmTEH9+vXFmpmuXbsiMDBQvGHcuHEDAQEBOHjwILKysmq97O8qVW4WlZWWloYhQ4ZAT08PO3fuxM2bN6GhoYHLly+/9j1btmyBnZ0dunfvrjbn4VV1bdlZWWVlZQgKCkKHDh3w+eefiyt+zZ49W1yvPCsrC8OGDYOZmRmCg4PlVg5T188EU21axN46ACQIgvhzYWEhGRgY0NKlS8nAwIA+/vhj0tDQoPj4eKqsrKTp06cTABoxYgQ1bNiQtLW1iYhIQ0NDWYfA3pJz587Rr7/+Snfv3qUDBw7Q559/TgMHDiRzc3P66quv6PTp0xQeHk6XL1+moKAgWrp0KS1btozc3d1p//79lJOTQz4+PmRubq7sQ3lnaGmpx2XLxsaGoqKiSCKR0JAhQ2jYsGHk7OxMixcvJjc3N9LS0qL69euTqakpASBTU1MqLS2lnj170ieffKI25+FVlpaWFBUVRVpaWrRjxw7avHkzDR8+nDQ1NamiooJSU1NJS0uLmjdvruyivhUVFRWkqakp/mxlZUXTpk0jX19fmjNnDk2aNIm+/fZbKi8vp+nTp5O9vT1FRUXR5MmT6ebNm3Tw4EFq3749EfE9g72jlBx01Yr0ibumpovnz5+LS+stXbpU3F5ZWYnw8HDUr18fy5cvf+2qFkw15efnY+zYsQgICEBMTAyMjY0xYsQIJCYmAqia0sbMzEycgDosLAyGhoYwNDSEs7PzG2u3mHrIyMjAsGHDoKenB0EQ8N5778HCwgIGBgZo2LAhtLW1oaGhAUEQYGxsjNu3byu7yLWiLiw7K62BLC4uxoULF5CYmIigoCCxO43URx99BHNzc0RERIg1m5mZmQgNDYWbmxsiIiK4yZy9szhoviW5ublo3bo1jh07Jm579uyZ3D7Pnj3DvHnzagybQ4YMgYWFBU/IroaePHkCIyMjrF69Gk+ePMHo0aPh6+uLSZMmITc3F/369YOrq6u40s/Jkydx5syZajcbpr7S09MxatQoNGjQQBwII5FIUFhYiIyMDKSnpyMtLQ0ZGRlKLmntqgvLzubl5aFly5YwMDCAnZ0dTExMcODAAVRWVspN0TRlyhRYW1tj7NixyMzMBFA1Gr1Hjx7w8fHh7jXsncVB8y3Izc2Fk5MTAgMDxQvARx99hGHDhsmNKgeqajbnzJkDQRAQFRUlbq+srJRb25ippoKCAqxfv77aEqHSeQ9PnTqFoqIi7NmzB05OTujWrRtWrFgBTU1NuTWJWd2Tnp6OkJAQaGtri1P8ANzvTt2XnQ0PD0dwcDASExMRHR2NRo0awdvbG3fv3gUgPx/oiBEj0KtXL7ltz549Q2pqau0VnrH/EQfNfyg3NxfOzs7o3LmzXFCcNGkSzM3NMXny5GrTkTx48ADe3t4QBAGLFi2q5RIzRfriiy8gCAK6deuGbdu2idvT09Mxbtw4jBw5Ek+fPgVQNTVJaGgounfvDgMDAwiCgE2bNimr6OwdINtcvGXLFmUX552hTsvOShUWFiI+Ph7jx4+XWwXs9OnTaNy4MXx8fGoMm9L/ls6hydi7joPmP1BQUAAnJyf06dMHaWlpqKyslFu7Ojw8HNbW1pg4cWK1ms3hw4ejadOmMDU1RXZ2dm0XnSlIcXExDhw4AEdHR9jY2GDYsGHipPw///wzGjduXC1AbN++HQMHDoSurq7KT7zN/jnZ+UKlfXnZH9QhZALAvHnzUL9+fZiamorTdUmD47lz5+Di4oJWrVqJYVO2DyYHTKZKOGj+A9LBPbGxsQD+aA4pKChAYGAg9u/fj9mzZ8PMzEwubKampiIkJAR79+6tNtkwUw+///47ZsyYARMTE7i6uorhcsWKFahfv361/pc5OTn8wMFEaWlpGD16ND94qLFbt25hzJgxEAQBkydPrvb6uXPn4ObmBjs7O3EAEGOqSAAAZY98V1VpaWk0e/Zs2rlzJ61Zs4ZGjBhBpaWl5OfnRxUVFXTy5EkyMTGhuXPn0rfffksuLi7UsWNHun37Nl26dIlOnTpFdnZ2yj4MpiBFRUV09epVmjt3Lp09e5Z69uxJH3/8McXHx1NRURElJCRQgwYNlF1M9o6SSCRqO4VRXfPqFEZS9+7do88//5x++uknmjJlCs2fP1/u9ZMnT9KqVavohx9+qPH9jKkCDpr/UGZmJk2dOpV2795N33zzDcXGxpKuri4lJiaSvb29OJ9mfHw8JSUl0e3bt8ne3p5Wr15Nnp6eSi49qy2RkZH0448/0v3796lVq1ZUWlpKs2fPpoEDB8rNucoYUy/SB4bi4mI6evQopaWlkb29PbVr144MDQ3p7t27tGTJEvrll18oPDy8WtiUel1YZexdx0HzLXj69ClNnTqVdu3aRZaWlvTgwQPxgiBbK5Gbm0vFxcWkp6dHRkZGSiwxqy2VlZXiJMpnz56lHTt2UHR0NBERhYSE0KZNm0hHR0eJJWSMKYr0+5+fn08dO3akly9fUmpqKjVo0ICsrKxo586d5OHhQXfu3KGlS5fS4cOHafz48fTpp58qu+iMvTW8jMBbYGlpSStWrKCQkBB6+vQpbdu2jYiqVgjS1NQkaZY3NDQkKysrDpl1iIaGhvj3b9euHUVFRdGePXuoTZs2NG/ePA6ZjKkxDQ0NKisro759+5KxsTFt3bqVsrKyKDY2lgwNDSkgIIBSUlLIzc2NPvnkE+ratSstXLiQNm7cqOyiM/bWcI3mWyTbjL5u3ToKCwsjoupLUjJWWlpKurq6yi4GY+wtSktLo4cPH9L9+/dp1KhRRER0+/Zt6tq1Ky1btowGDx5MRFUtXdevX6fx48dTQUEBnT17lgwNDen27dv0n//8h/79739zMzlTG9zT/C2ysrKimJgYIiIaN24caWpq0tChQzlksmq4JpMx9XLu3DmaMmUKFRUVkampKXl7e5OXlxfl5uZSVlYW6enpERFReXk5aWtrk6enJ02aNImmT59Oly5doqCgIGratCnNnTuXiLhPJlMf3HT+lknD5oABA2j48OG0fft2ZReJvYP44YMx9XH27FkKCgoiPz8/iouLo+PHj4uDPZs0aUKmpqaUlJRERETa2tpUXl5Ompqa1KNHD8rNzaXU1NRqv5NDJlMXXKOpAFZWVvTVV1+Rrq4utWjRQtnFYYwxpiCpqak0fvx4CgsLo6VLl5KBgQERVXWZqqysJBMTE/rkk09oypQp1LhxY5o/fz5pa2sTEVFKSgrZ29uTtbW1Mg+BMYXioKkgNjY2tHbtWp4HjzHG1JC07/2NGzeopKSEhg0bJoZMIhJnmyAi6tu3L927d48WLlxI9+7do3/9619UWlpKcXFxZGVlRUFBQco4BMZqBQ8GYowxxv6mhQsXUlxcHD1+/Jj09fVfu19mZibt3r2bvvjiC0pNTSVbW1tyd3enPXv2kLa2NvfJZGqLq9sYY4yxv0lHR4ckEgmVl5eTvr5+jbOMVFRUkKWlJXl4eNDdu3fp9u3bpKenR40bNyYNDQ1eBYqpNR4MxBhjjP2PpI2Bbdu2pfz8fHHGEUEQ6NWGQk1NTXrx4gWFhYXR2bNnqUWLFtSkSRPS0NCgyspKDplMrXHQZIwxxv5H0lrL5s2bk7u7O23YsIF++ukn8bXKykpx38rKStq/fz9ZWFiQo6Oj3O+R7cvJmDriTzhjjDH2N1lYWNDGjRvp2bNntGDBAtqzZw8R/REgKysr6eHDh7R27VpycXEhBwcHZRaXsVrHg4EYY4yxf+jgwYM0cOBAMjQ0pKFDh9LEiROptLSULl68SPHx8VRUVETJycmkpaUlroHOWF3AQZMxxhh7C65evUqTJk2iX3/9lQRBoNLSUnJ3d6cmTZrQ9u3bSUtLiwf+sDqHgyZjjDH2lrx8+ZKePHlCV65cIW1tbWrRogV5eHiQIAgcMlmdxEGTMcYYUzBuLmd1FQdNxhhjjDGmEPx4xRhjjDHGFIKDJmOMMcYYUwgOmowxxhhjTCE4aDLGGGOMMYXgoMkYY4wxxhSCgyZjjDHGGFMIDpqMMcYYY0whOGgyxhhjjDGF4KDJGGOMMcYUgoMmY4wxxhhTCA6ajDHGGGNMIThoMsYYY4wxhfg/Pui03EGHtfIAAAAASUVORK5CYII=\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.0551062660352678\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.34      0.11      0.17       150\n","        Baby       0.38      0.20      0.26       150\n","     Watches       0.32      0.41      0.36       150\n","       Decor       0.29      0.66      0.41       150\n","     Kitchen       0.33      0.27      0.30       150\n","      Beauty       0.27      0.49      0.35       150\n","   Computers       0.00      0.00      0.00       150\n","\n","    accuracy                           0.30      1050\n","   macro avg       0.28      0.30      0.26      1050\n","weighted avg       0.28      0.30      0.26      1050\n","\n","Clustering on BoVW + Spectral 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import SpectralEmbedding\n","bovw_spec = SpectralEmbedding(n_components=2,\n","                             affinity='nearest_neighbors', # rbf\n","                             gamma=None,\n","                             random_state=42,\n","                             eigen_solver=None, # arpack lobpcg amg\n","                             n_neighbors=50,\n","                             n_jobs=-1\n","                            ).fit_transform(im_features)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans4 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(bovw_spec)\n","    # Assign clusters\n","labels=kmeans4.labels_\n","\n","title='BoVW + Spectral 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bovw_spec,labels)"]},{"cell_type":"markdown","metadata":{"id":"decent-nevada"},"source":["##### BoVW + tfidf + spectral"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:45.982998Z","start_time":"2021-05-24T06:39:42.982702Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"warming-adoption","executionInfo":{"status":"ok","timestamp":1746721247717,"user_tz":-120,"elapsed":1061,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"dd09b5dc-3ca8-4f47-c675-36b53b1de8b3"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        6          76\n","Baby             1         264\n","Watches          5          81\n","Decor            3         195\n","Kitchen          4         277\n","Beauty           0         101\n","Computers        2          56"],"text/html":["\n","  <div id=\"df-feeed845-b002-4bc0-ad20-c3f0d2b80c42\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>6</td>\n","      <td>76</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>1</td>\n","      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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.06161508906730739\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.34      0.30      0.32       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.22      0.51      0.31       150\n","       Decor       0.40      0.52      0.45       150\n","     Kitchen       0.24      0.45      0.31       150\n","      Beauty       0.29      0.19      0.23       150\n","   Computers       0.00      0.00      0.00       150\n","\n","    accuracy                           0.28      1050\n","   macro avg       0.21      0.28      0.23      1050\n","weighted avg       0.21      0.28      0.23      1050\n","\n","Clustering on BoVW + TFiDF + Spectral 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA2sAAAKnCAYAAAAY6NXrAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd40+XaB/Bv9k7adC+gQKHsLZQhQ6AoDhARUQQX7gVOPCo4XsGBioIi7gUIMlSWIoIIlL1E2RQKdK8kTZqd9w8O1ZwmpaVN06bfz3X1OqfP/Rt3SoXceZ7f/Qg8Ho8HRERERERE1KAIg50AERERERERVcZijYiIiIiIqAFisUZERERERNQAsVgjIiIiIiJqgFisERERERERNUAs1oiIiIiIiBogFmtEREREREQNEIs1IiIiIiKiBkgc7ASaArfbjezsbGg0GggEgmCnQ0REREREQeLxeGAymRAfHw+hsOq5MxZr9SA7OxtJSUnBToOIiIiIiBqIs2fPIjExscpjWKzVA41GA+DCH4hWqw1yNkREREREFCxGoxFJSUkVNUJVWKzVg4tLH7VaLYs1IiIiIiKq1uNRbDBCRERERETUALFYIyIiIiIiaoBYrBERERERETVAfGatgfB4PHA6nXC5XMFOpcEQiUQQi8Xc7oCIiIiImiQWaw2A3W5HTk4OLBZLsFNpcJRKJeLi4iCVSoOdChERERFRvWKxFmRutxuZmZkQiUSIj4+HVCrlTBIuzDTa7XYUFBQgMzMTKSkpl9w0kIiIiIgolLBYCzK73Q63242kpCQolcpgp9OgKBQKSCQSnDlzBna7HXK5PNgpERERERHVG05VNBCcNfKNPxciIiIiaqr4TpiIiIiIiKgBYrEWwgQCAVauXBnsNIiIiIiI6DKwWGvEcnNz8cgjj6Bly5aQyWRISkrCddddhw0bNtT5vTZt2gSBQIDS0tI6vzYREREREVXGBiON1OnTp9GvXz+EhYXhzTffRKdOneBwOPDzzz/joYcewpEjR4Kdok8ejwculwtiMX/1iIiIiIiqwpm1RurBBx+EQCDAzp07MWbMGLRp0wYdOnTA1KlTsX379krH+5oZ279/PwQCAU6fPg0AOHPmDK677jqEh4dDpVKhQ4cOWLNmDU6fPo3BgwcDAMLDwyEQCHDHHXcAuLD1wMyZM5GcnAyFQoEuXbrg+++/r3TftWvXokePHpDJZNiyZUvAfi5ERERERKGC0xuNUHFxMdatW4f/+7//g0qlqhQPCwu7rOs+9NBDsNvt2Lx5M1QqFf7++2+o1WokJSVh2bJlGDNmDI4ePQqtVguFQgEAmDlzJr755hvMnz8fKSkp2Lx5MyZMmICoqCgMHDiw4trPPvss3nrrLbRs2RLh4eGXlR8RERERUVPCYq0ROnHiBDweD1JTU+v0ullZWRgzZgw6deoEAGjZsmVFTK/XAwCio6MrikGbzYbXXnsNv/76K9LS0irO2bJlCz766COvYu3ll1/GsGHD6jRfIiIiIqJQxmKtEfJ4PAG57qOPPooHHngAv/zyC4YOHYoxY8agc+fOfo8/ceIELBZLpSLMbrejW7duXmM9e/YMSM5ERERERKGKxVojlJKSAoFAUKMmIhc3l/53oedwOLyOueeee5Ceno7Vq1fjl19+wcyZMzF79mw88sgjPq9ZVlYGAFi9ejUSEhK8YjKZzOt7X8s1iYiIiIjIPzYYaYT0ej3S09Mxb948mM3mSnFf7fWjoqIAADk5ORVj+/fvr3RcUlIS7r//fixfvhxPPPEEPv74YwCAVCoFALhcropj27dvD5lMhqysLLRu3drrKykpqTYvkYiIiIioyWOx1kjNmzcPLpcLV1xxBZYtW4bjx4/j8OHDeO+99yqeH/u3iwXUjBkzcPz4caxevRqzZ8/2Oubxxx/Hzz//jMzMTOzduxcbN25Eu3btAADNmzeHQCDAqlWrUFBQgLKyMmg0Gjz55JOYMmUKvvzyS5w8eRJ79+7F+++/jy+//LJefg5ERERERKGKxVoj1bJlS+zduxeDBw/GE088gY4dO2LYsGHYsGEDPvzww0rHSyQSLFq0CEeOHEHnzp3x+uuv49VXX/U6xuVy4aGHHkK7du0wYsQItGnTBh988AEAICEhAS+99BKeffZZxMTE4OGHHwYAvPLKK3jhhRcwc+bMivNWr16N5OTkwP8QiIiIiIhCmMATqG4VVMFoNEKn08FgMECr1XrFrFYrMjMzkZycDLlcHqQMGy7+fIiIiIioNkw2Ewx2AzzwQCvRQifXBTWfqmqD/8UGI0REREREFHI8Hg9OG0/j9Z2vY1v2NnjgQdeorvhPn/+gdVhriIUNvxTiMkgiIiIiIgo52WXZmLBmArZmb4UHFxYT7i/YjwlrJuCc6VyQs6seFmtERERERBRS3B431p5eC6PdWClmc9nw5d9fwua0BSGzmmGxRkREREREIcXisOCPc3/4je/I2QGTw1SPGV0eFmtERERERBRSJEIJIhWRfuN6uR4SoaQeM7o8LNaIiIiIiCikyMQy3N7+dr/xuzreBZ0suF0hq4PFGhERERERhQSr04pzpnM4WHAQMpEMn6d/juba5l7HjEkZg67RXYOTYA01/H6VREREREREl1BiLcGiI4vw8Z8fw+l2AgDiVfF4a+BbOGs8i0JrIdLi0xCljEKYLCy4yVYTizUiIiIiIgoqp8uJ/PJ8lNnLIBPLoJfroZFqanSNzec248MDH3qNZZuzce/6e/H99d8jQZ1QlynXCxZrREREREQUNCXWEqw6tQof7P8AYqEYt7S9BT1iekAj1UCv0CNKEXXJDawLLAWYt3+ez1iZowx7cvcgoXXjK9b4zBrV2rx589CiRQvI5XL07t0bO3furPL4pUuXIjU1FXK5HJ06dcKaNWvqKVMiIiIiakjcHjc2ZG3AG7vegEqiwqwBs7Azdycmr5+MW1bfgpt+vAnLji+DwWqo8joOtwM55hy/8cPFh+s69XrBYi2EGCx2nMwvw76sEpwsKIPBYg/4Pb/77jtMnToV06dPx969e9GlSxekp6cjPz/f5/Hbtm3D+PHjcffdd2Pfvn0YNWoURo0ahUOHDgU8VyIiIiJqWAosBZi7by4A4ImeT2BGxgzszd9bETfajXh1+6vYmr21yutIhBLEq+L9xttHtK+bhOsZi7UQkV1ajocX7cNVb/+O0R9sw1Wzf8cji/Yhu7Q8oPd9++23MXnyZNx5551o37495s+fD6VSic8++8zn8XPmzMGIESPw1FNPoV27dnjllVfQvXt3zJ07N6B5EhEREVHDU+4sR5G1CNHKaFgcFuSac30eN2fvHBRYCvxeJ0oZhYe7PewzppFo0D2me53kW99YrIUAg8WOZ5YdxB/HC73GNx8vxLPLDgZshs1ut2PPnj0YOnRoxZhQKMTQoUORkZHh85yMjAyv4wEgPT3d7/FEREREFLqkIikUYgUS1Ak4UXrC73HZ5mxYXdYqrzUgYQAe6foIpEJpxViiOhGfjfisylm3howNRkJAYZm9UqF20ebjhSgss0OnlPqM1+q+hYVwuVyIiYnxGo+JicGRI0d8npObm+vz+Nxc35+iEBEREVHoilREYmybsfj93O+IU8X5PU4r1UIilFR5rTB5GCZ2mIiRLUei2FoMqUgKvVyPKGVUXaddb1ishQCj1VFl3HSJOBERERFRMEhFUtzR4Q5kGbPQTNsMCrEC5c7Kj/FMaj8JUYpLF11ysRwJmgQkaBpf50dfuAwyBGjlVX/KoLlE/HJFRkZCJBIhLy/PazwvLw+xsbE+z4mNja3R8UREREQU2qKUUXil/ytI1iZj3lXzoJPpvOIjk0fixpQbIRKKgpRh8HBmLQREqqW4MiUSm30shbwyJRKR6rpfAgkAUqkUPXr0wIYNGzBq1CgAgNvtxoYNG/Dww74f8ExLS8OGDRvw+OOPV4ytX78eaWlpAcmRiIiIiBq+MFkYwmRhSNQk4vvrvkd2WTYMNgOStEnQSDSIVEYGO8Wg4MxaCNAppZg1pjOuTPH+Jb4yJRKvj+kckOfVLpo6dSo+/vhjfPnllzh8+DAeeOABmM1m3HnnnQCAiRMnYtq0aRXHP/bYY1i3bh1mz56NI0eOYMaMGdi9e7ff4o6IiIiImg6RUIRYVSxilbE4WnwUj//2OB749QEsPboU+RbfW0OFMs6shYj4MAXeH98NhWV2mKwOaOQSRKqlAS3UAGDcuHEoKCjAiy++iNzcXHTt2hXr1q2raCKSlZUFofCfzwT69u2LhQsX4vnnn8dzzz2HlJQUrFy5Eh07dgxonkRERETUOJwzncOENRNQZC2qGHt5+8tIO5OGN698Ezq5roqzQ4vA4/F4gp1EqDMajdDpdDAYDNBqtV4xq9WKzMxMJCcnQy6XBynDhos/HyIiIqLQZrKbYHVaoRQr4XA7cLz0OM4Yz2Bt5lrszN0JALir413oHNUZ27O3w+ww4+rkq9FW3xbRyuggZ19zVdUG/4sza0REREREVO+MNiOOFB/Bhwc+xLmyc2gT1ga3pN6CtZlrsS17G0a1HoVxbcfhaPFRGO1GPL7x8Ypzfzr1E9pHtMd7g99DjCrG/00aOT6zRkRERERE9arcUY7TxtMw2A2Y0H4CHujyALLN2Xhow0PoHtMdiZpEfHroUyw/vhy943tj8dHFla7xd9HfWHFiBVxuVxBeQf3gzBoREREREdUbk92ETWc3YdbOWTDajQCAGGUMnu71NBYdWYS5++biiZ5P4EDBAYiFYqzLXOf3Wt8d/Q43ptzYKJdDVgdn1oiIiIiIqN6cKDmB57Y8V1GoAUCeJQ/T/piGuzvdjRJbCeTiC70KZCIZTHaT32tZHBaEcgsOFmtERERERFQvjDYj5u2f5zNmd9ux9fxW9I7rDaHgQpnyZ+GfGJw02O/1rky8Elpp1U06GjMWa0REREREVC+sLitOGk76jZ8ynEI7fbuK2bJccy46RHZAm/A2lY5ViBV4sOuDUEgUAcs32FisERERERFRQF0svmQiGZppmvk9rpmmGQYlDkKJtQQAMD1tOqIUUfjgqg9wX+f7EC4Lh1wkx/Dmw7H42sVI0iTVS/7BwgYjREREREQUEPmWfBwqPIR1p9chTBqGsW3H4v4u9+Pe9fdWOlYsEOPGlBux6PAiXNX8Kqy8YSViVbFQSpRQSpS4v8v9GNt2LDweDzRSDVQSVRBeUf1isUZERERERHUu15yL+9ff77XscdHRRfhw6Id4uufTmLNvDmwuGwBAJ9PhP73/g7n75mJA4gBcmXglBAKB1/XEQjFilKG7p5ovLNaIiIiIiKhOOVwOfPP3Nz6fT3vg1wewZvQapISnwGA3QCQQwe6245u/v4HD7cDgpMGVCrWmis+s0WXbvHkzrrvuOsTHx0MgEGDlypWXPGfTpk3o3r07ZDIZWrdujS+++CLgeRIRERFR/Sq2FmPZ8WV+44uPLkaYLAzlznIsO7YMK46vwIT2EzD3qrmIUTWt2bOqcGYtlJSXAOYCwGoE5DpAFQkowgN2O7PZjC5duuCuu+7CjTfeeMnjMzMzMXLkSNx///349ttvsWHDBtxzzz2Ii4tDenp6wPIkIiIiovrlgQflznK/caPdCLPTjK/++grvD3kferk+pLs6Xi4Wa6HCcB744WHg1G//jLW6Crj+fUCXEJBbXn311bj66qurffz8+fORnJyM2bNnAwDatWuHLVu24J133mGxRkRERBRC1BI1+sf3x+/nf/cZ7xXbC3ty90AikuC08TRKbCVIUCcgXB64iYbGiMsgQ0F5SeVCDQBObgB+fORCvAHIyMjA0KFDvcbS09ORkZERpIyIiIiIqC443U7kmfOQY85BqbUUaqkaj3R/BDKRrNKxHSM7wu6yQyKSoNxRDqfbifGrx+PdPe+iuLw4CNk3XCzWQoG5oHKhdtHJDRfiDUBubi5iYrzXIMfExMBoNKK83P80ORERERE1XPmWfHx88GPc+OONGP79cDz828M4kH8AscpYLBi2AIOTBkMhViBKEYU7O9yJezrdg7f3vI1WYa2QHJaMnbk7AQDLTyzH0ZKjQX41DQuXQYYCq7F2cSIiIiKiy1BUXoRn/3gWu3J3VYwdKDiA29fejs9HfI7mmuZoH9EeVzW7CuXOcvx65ld8/ffXeDHtRRwpOoKRySPx7B/PVpz71V9foWtUVz6/9l8s1kKBXFu7eD2JjY1FXl6e11heXh60Wi0UCv4HSURERNTYnC87D7lIjncGvQMPPBAJRDDZTfjq768wc8dMLBi2AGNSxuCM8Qx25e5Ceot0PNXrKZTZy3Co6BA+PPghnG5nxfVMDhMcbgcU4HtDgMVaaFBFXWgmcnJD5Virqy7EG4C0tDSsWbPGa2z9+vVIS0sLUkZEREREVBsl1hJ0i+6G57Y8V9H9MVoZjWd6PYNFRxbB7DQjSZOEKGUUesb2hNPlxPv738dnhz7zeb2hzYZCLVXX50to0PjMWihQhF/o+tjqKu/xi90gA9S+v6ysDPv378f+/fsBXGjNv3//fmRlZQEApk2bhokTJ1Ycf//99+PUqVN4+umnceTIEXzwwQdYsmQJpkyZEpD8iIiIiCiwXB4X3tv3nleb/nxLPqb9MQ13d7obIoHI63ixSIyxbcZCK6288itSEYnhLYZDKGCJchFn1kKFLgG46dN/7bOmvTCjFsB91nbv3o3BgwdXfD916lQAwKRJk/DFF18gJyenonADgOTkZKxevRpTpkzBnDlzkJiYiE8++YRt+4mIiIgaoVJrKT758xOfMbvbjj15e9ArtlelWII6AQuvWYh5++dhfdZ6CCDANcnX4L4u9yFeHR/otBsVgcfj8QQ7iVBnNBqh0+lgMBig1Xp/imC1WpGZmYnk5GTI5fIgZdhw8edDRERE1DDlmfMw+ofRMDlMPuODkwbj7UFvQyz0PT9kcVhgtF9ohBcmC4Nc3DTe61VVG/wvzqwREREREVGNyUQyNNc1x6HCQz7j7SPa+y3UAEApUUIpUQYqvZDABaFERERERFQjBZYClNpK8UCXB3zGpUIprkm+pp6zCj0s1oiIiIiIqFpsLht25e7CxHUTcd3K67Ardxce7f4oFOJ/Wu1HKiKxYPgCxKv4/FltcRkkERERERH5VGItgd1lh0KsgFamxVnTWdz7y71wei7sjfbFX19gYOJAzBowC3q5HjKRDHqFHtGKaAgEgiBn3/ixWCMiIiIiIi8l1hLsztuN+QfmI9eci7b6tnik2yM4UnykolC76Pdzv+P3c79jUvtJeLz74xCLWGLUFS6DJCIiIiKiCmaHGV///TWmbpqKYyXHYLQbLyx9XDsRMpEMnSI7+TxvX/4+WJyWes42tLHsJSIiIiJqQpwuJ3ItuThjPAONVIMccw48Hg/aR7RHuDwcJdYSfHroU5/nvr/vfTze/XH8WfhnpViiOhEykSzQ6TcpLNaIiIiIiJoIp9uJ/QX7serUKrQKa4W397wNp/vCskYBBLin0z0Y2nwo3B63z/MLywv9ttuf2GEiZGIWa3Wp0S2DnDdvHlq0aAG5XI7evXtj586dVR6/dOlSpKamQi6Xo1OnTlizZo1XfPny5Rg+fDgiIiIgEAiwf//+StcYNGgQBAKB19f9999fly+LiIiIiCjg8i35mLppKgYmDcQbu96oKNQAwAMPPv7zY2SXZVfZyTFSHgmRQFTxvVgoxvS06WiubR7Q3JuiRlWsfffdd5g6dSqmT5+OvXv3okuXLkhPT0d+fr7P47dt24bx48fj7rvvxr59+zBq1CiMGjUKhw79s3Gf2WxG//798frrr1d578mTJyMnJ6fi64033qjT10ZEREREFGinSk+hV2wvrD+93u8xnx/6HDe0vsFnrE14GyRoEvDT6J/w3pD3MO+qefhp1E8YmTwSaqk6UGk3WY2qWHv77bcxefJk3HnnnWjfvj3mz58PpVKJzz77zOfxc+bMwYgRI/DUU0+hXbt2eOWVV9C9e3fMnTu34pjbb78dL774IoYOHVrlvZVKJWJjYyu+tFptnb62xmjmzJno1asXNBoNoqOjMWrUKBw9evSS511qtpOIiIiIAqPEVoIweRjyLb4nOwAgz5KHgYkDvWbPAEAlUeH/+v8fopXRSNIkYXDSYFyZeCUSNYlQSBR+rga43W54PJ46ew1NSaMp1ux2O/bs2eNVVAmFQgwdOhQZGRk+z8nIyKhUhKWnp/s9virffvstIiMj0bFjR0ybNg0Wi/9ONzabDUaj0eurPhhsBmQaMnGw4CAyDZkw2AwBvd/vv/+Ohx56CNu3b8f69evhcDgwfPhwmM1mv+dUZ7aTiIiIiAKjbXhbnDacRmpEqt9jOkZ2RKI6EStuWIG7O96NwUmD8VTPp/D9dd+jTXibat8rz5yHn0//jCd+fwKvZLyCvwr/Cvj701DTaBqMFBYWwuVyISYmxms8JiYGR44c8XlObm6uz+Nzc3NrdO9bb70VzZs3R3x8PA4ePIhnnnkGR48exfLly30eP3PmTLz00ks1ukdt5ZpzMX3bdGzL3lYx1i++H2b0nYFYVWxA7rlu3Tqv77/44gtER0djz549uPLKK32e8+/ZTgB45ZVXsH79esydOxfz588PSJ5EREREdEGUMgpKkRJ94vpg6dGllVrtiwQi3N/lfhhsBqw+tRoSoQQ3tLwBHaI6IFIRCaGgenM9OWU5mLx+Ms4Yz1SMLT2+FPd3vh+3t78dWhlXqVVHoynWgunee++t+P+dOnVCXFwcrrrqKpw8eRKtWrWqdPy0adMwderUiu+NRiOSkpIClp/BZqhUqAHA1uytmLFtBl6/8nXoZLqA3b8iD8OFT0r0er3fYzIyMrx+NsCF2c6VK1cGMjUiIiIiAhAuD8eLfV/E+jPr8ebAN/H+vvdxpPjCxEeiJhEz0mbA6XLihtU3eDUfkYlk+HT4p+gS3eWS97C77Pjyry+9CrWL5h+cj2HNh7FYq6ZGU6xFRkZCJBIhLy/PazwvLw+xsb5njmJjY2t0fHX17t0bAHDixAmfxZpMJoNMVn9tS4utxZUKtYu2Zm9FsbU44MWa2+3G448/jn79+qFjx45+j6ur2U4iIiIiujxRyijc3OZmFNuK8fagt2Fz2iAQCKCVaiGAAKN/HO1VqAGAzWXDU5ufwjfXfINoZXSV1y+xlmD5Cd8r0ABg3el1aKOv/nLKpqzRPLMmlUrRo0cPbNiwoWLM7XZjw4YNSEtL83lOWlqa1/EAsH79er/HV9fF9v5xcXG1uk5dMdlNtYrXhYceegiHDh3C4sWLA34vIiIiIqodsUhc0SikdXhrtAprhShlFHItuSi1lfo8J8ecgxJrySWv7YEHNpfNb7w+3puGikYzswYAU6dOxaRJk9CzZ09cccUVePfdd2E2m3HnnXcCACZOnIiEhATMnDkTAPDYY49h4MCBmD17NkaOHInFixdj9+7dWLBgQcU1i4uLkZWVhezsbACo6GZ4sevjyZMnsXDhQlxzzTWIiIjAwYMHMWXKFFx55ZXo3LlzPf8EfNNINbWK19bDDz+MVatWYfPmzUhMTKzy2EDNdhIRERFR7TncjirjTo+zyjgAqCVq9E/oj83nNvuMD28x/LJya4oazcwaAIwbNw5vvfUWXnzxRXTt2hX79+/HunXrKpbVZWVlIScnp+L4vn37YuHChViwYAG6dOmC77//HitXrvRapvfjjz+iW7duGDlyJADglltuQbdu3SqaXUilUvz6668YPnw4UlNT8cQTT2DMmDH46aef6vGVV00v16NffD+fsX7x/aCX+3+GrDY8Hg8efvhhrFixAr/99huSk5MveU6gZjuJiIiIqPaiFdGQCqU+YxqJBnrZpd9XqqVqTOk+BXKRvFKsR3QPJOsu/Z6RLhB4uOlBwBmNRuh0OhgMhkr7s1mtVmRmZiI5ORlyeeVf6OrKNedixrYZ2Jq9tWIs0N0gH3zwQSxcuBA//PAD2rZtWzGu0+mgUFzYa+N/Zzu3bduGgQMHYtasWRWzna+99hr27t3r81m3uvr5EBEREdGl2Zw2LDm2BG/seqNS7NV+r2Jk8kiIRZdenOd0O5FlzMKHBz7E1vNboZaqcWvqrbim5TWXfOYt1FVVG/wvFmv1oD6KNeBCV8hiazFMdhM0Ug30cn1AG4sIBAKf459//jnuuOMOAMCgQYPQokULfPHFFxXxpUuX4vnnn8fp06eRkpKCN954A9dcc43Pa7FYIyIiIgocm9MGsVAMkfCfDbANNgP+LPwT8/bPQ5YxC610rfBI90eQqk+t8eM1FocFJrsJQoEQEYqIarf+D2Us1hqY+irWQhF/PkRERER1L7ssG1vPb8XGsxsRrYzGuLbjkKBO8GqpX2othc1lg1wsr5dtoJqKmhRrjarBCBERERER1U6WMQuT1k1CYXlhxdiy48vwZM8nMSZlDNRSNQAgTB4WpAzpIs5DEhERERE1EWa7GW/vedurULvord1v+Ryn4GGxRkRERETURJTaSrHx7Ea/8YycDL8xj8eDYmsxiq3F4JNU9YPLIImIiIiImgg33HB73H7jVqfV53iuORcbsjZgxfEV8MCDG1NuxFXNrgpY13G6gMUaEREREVEToZFo0DmyMw4WHvQZT4urvPdtnjkP9/96P06WnqwYm7VzFpYcXYKPhn3Egi2AuAySiIiIiKiJCJOH4bnez0EilFSKpbdIR4wqptL47+d+9yrULjplOIXfz/0ekDzpAs6sERERERHVgzxzHg4XH8bOnJ1I0iShf2J/xChjIBVJ6zWPlPAULLluCebvn4/debuhk+lwV8e70D+hP8Ll4V7HGmwGrDixwu+1VhxfgREtRrC1f4CwWCMiIiIiCrBzpnO4++e7kW3OrhgT7xZj7pC56BjZEWaHGQIIoJPpoJQoA5qLVCRF67DWeLnfyzDZTRALxYhQRPg8VgABhFUsxhMKhBBAEKhUmzwugyQiIiIiCiCT3YSZO2Z6FWoA4HQ78fjGx3G4+DBGLBuBa5Zfg5czXsY507l6yUspUSJGFeO3UAMArUyLm9ve7Dd+c9ubvTbSprrFYo2IiIiIKIBKrCX44/wfPmNWlxVnjWehl+vh9DixOnM1Jq2bhJyynHrO0r+0uDR0jOxYabxDRAf0je8bhIyaDhZrdNk+/PBDdO7cGVqtFlqtFmlpaVi7dm2V5yxduhSpqamQy+Xo1KkT1qxZU0/ZEhEREQWHw+2AB/73JTPajVBIFBXf51vysfn85lrd0+a0weww1+oaF0WrojFn8BzMGjALPWN6okdMD8waMAvvDXkP0croOrkH+cZn1kKI02CAq6gIbpMJQo0Wogg9xLrAPeyZmJiIWbNmISUlBR6PB19++SVuuOEG7Nu3Dx06dKh0/LZt2zB+/HjMnDkT1157LRYuXIhRo0Zh79696Nix8qc1RERERKFAI9UgRhmDPEuez3irsFbINed6jW04swHXt7oeCrHC5zn+FFuLcbzkOL49/C1MdhPSW6RjYOJAxKnjLjt/AIhWRmNky5EYmDgQAKCWqmt1PaoegYfbjwec0WiETqeDwWCAVuu9ptdqtSIzMxPJycmQy+WXfQ9HTi6yn38elq1bK8aU/fsj/pVXIImrv70v9Ho93nzzTdx9992VYuPGjYPZbMaqVasqxvr06YOuXbti/vz5Pq9XVz8fIiIiomDxeDzYkLUBUzZNqRQbkDAAXaK6YO7+uV7jVydfjf/r/38+W+z7U2ItwXv73sP3x773Go9VxeKL9C+QoEm4vBdAdaqq2uB/cRlkCHAaDJUKNQCwbNmC7BdegNNgCHgOLpcLixcvhtlsRlpa5c0UASAjIwNDhw71GktPT0dGRkbA8yMiIiIKFoFAgD5xffDRsI+QEpYCANDJdHiwy4O4tuW1mH+w8ofWt6beWqNCDQDOl52vVKgBQK45F58f+hw2p63GuZdYS1BiLYHb467xuVR7XAYZAlxFRZUKtYssW7bAVVQUsOWQf/75J9LS0mC1WqFWq7FixQq0b9/e57G5ubmIifHeaDEmJga5ubk+jyciIiIKFWqpGn3j++KT4Z/A6rJCJBBBKpTipYyX4HQ7vY69p9M9aKFtUeN7rDq5ym/sx1M/YnLnyYgRV9702pd8cz42n9uMJceWwOl24rpW12FEixG1Xk5JNcNiLQS4TaZLxMsCdu+2bdti//79MBgM+P777zFp0iT8/vvvfgs2IiIioqZMr9B7ff9i3xdxT9k9+C3rN8hFcgxpNgTRyujLaofvcDv8xlxuV7Wvk2/Ox6MbH8VfRX9VjL29520sOboEn6V/xoKtHrFYCwFCjeYS8cA9ACqVStG6dWsAQI8ePbBr1y7MmTMHH330UaVjY2NjkZfn/WBtXl4eYmPr75k6IiIiooZEL9dDL9f7bI1fUyNbjsSSY0t8xoY1HwaNtOr3jBftzd/rVahddK7sHFadWoW7Ot4FkVBUq1ypevjMWggQRURA2b+/z5iyf3+IIvxvdFjX3G43bDbf66HT0tKwYcMGr7H169f7fcaNiIiIiKqvubY5BiQMqDSulWrxQJcHoJQoL3kNi8OCZceX+Y3/ePJHlNpKL3kdo82ITEMmfjjxA9aeWouzprOwOCyXPI+8cWYtBIh1OsS/8gqyX3gBli1bKsaV/fsj/tVXAva82rRp03D11VejWbNmMJlMWLhwITZt2oSff/4ZADBx4kQkJCRg5syZAIDHHnsMAwcOxOzZszFy5EgsXrwYu3fvxoIFCwKSHxEREVFTEqGIwEt9X0JGTga+/vtrlDnKMCRpCG5JvQWJ6sRqXUMAAQQCgf94FbGLSqwl+OTPT/DV319VjIkEIky7YhpGthzJtv81wGItREjiYpEw+63/7rNWBqFGDVFERED3WcvPz8fEiRORk5MDnU6Hzp074+eff8awYcMAAFlZWRAK/5m87du3LxYuXIjnn38ezz33HFJSUrBy5UrusUZERERUR6KUUbi+1fUYkDAALo8LOqkOElH1u0oqJAqMazsOGdm+u3WPSRmDcHl4ldfYn7/fq1ADAJfHhVd3vIpOUZ3QPoK9DaqLxVoIEet0AS3O/tenn35aZXzTpk2VxsaOHYuxY8cGKCMiIiIiAnDJgqoqnSM744rYK7Azd6fXeEtdS6S3SIdQ4P9JKoPNgI///NhvfOHhhZjRdwbEQpYh1cGfEhERERFRI2N1WpFvyce27G0oLC9E77jeaKFtgShlVK2vHaWMwqwBs7C/YD8WHVkEp9uJ0Smj0TeuL2JUVbf+t7vsKCgv8BvPMefA7rKzWKsm/pSIiIiIiBoRq9OKzec246nNT1VsVv3RwY/QTt8O7w15D7GqqjttezweFJQXoNhaDLfHjXB5OKIUUV4FVJQyCsOaD0NaXBo88FS7k6RKokK3qG5Ya17rM54Wnwa5WF7NV0rsBklERERE1IjkW/K9CrWLDhcfxmeHPoPdZfd7rsPlwN78vbh19a0Y+9NYjFs1Djf9eBN+Of0LyuyV9+ZVS9XVLtQAQClRYnLnyRALKs8JaSQajGgxospllOSNPykiIiIiokYkIzujUqF20YrjK1BkLfJ7brY5G5N/mYw8yz973xrtRjzzxzM4Xnq8TvJrpm2Gz0Z8htZhrSvGukZ1xZdXf4kEdUKd3KOp4DJIIiIiIqIGpNBSCLv7wnNdkYrISjNRheWFfs+1uqxwuV0+Yy63Cz+c+AEOt8Nn/IP9H+DtgW9DI6v+TJovMpEM3aK74ZPhn8BoN0IkEEEr1SJMHlar6zZFLNaIiIiIiBoAg82AXbm78O7ed3HGeAYR8ghM7jQZI5JHIEIRUXFc77jemH9wvs9rtAlvA6XY9+bXdrcdh4oO+b3/ydKTKHeVQ4PaFWsXRSgivPKmmuMySCIiIiKiIHO6nfjl9C+YsmkKzhjPAACKrEWYtWsW5u2fB5PdVHFsC20Ln3uVCSDAs1c8C71C7/MeUqEUKWEpfnNorm0OuYjNPxoSFmtEREREREFWUF6Ad/a84zP2/bHvUWwtrvg+UhmJdwa9g9va3QaFWAEAaBveFp+mf4oOER383kMkFOGmlJsgEoh8xh/o8gC0Mm0tXgXVNS6DJCIiIiIKMqPNCJPD5DPmgQdZxiw01zZHUXkRDhQcwFd/fYW2+raYd9U8RMgjoJPpqrXkME4dh7lD5uKZP56B0W4EAMhFcjzR8wmk6lPr9DVR7bFYIyIiIiIKMolQUmVcLVWj1FqK9/a+h+UnlgMA9uTvwcIjC6EUK/HtyG+rVazJxXL0ie+D76//HkXlRXC6nYhSRiFSEQmZSFYnr4XqDpdBUp2YNWsWBAIBHn/88SqPW7p0KVJTUyGXy9GpUyesWbOmfhIkIiKiJs/tccPqtPptex9M4fJwn8+hAYBOpkOcKg65ltyKQu3fLE4L3tr1Fkw23zNz/0ssFCNOFYeOkR3RNborEtQJLNQaKBZrIcRqdqAk14y8TANKcs2wmn23Za1ru3btwkcffYTOnTtXedy2bdswfvx43H333di3bx9GjRqFUaNG4dAh/12JiIiIiGrL7rLjtOE03tv7Hh7d+Cje3/c+ThtOV7l5dH0Ll4dj1oBZiJB7z47JRXK8P+R9RCmisPncZr/nb8veVrGskUIHl0GGiLJiK377+gjOHv7n4dOkdnoMuT0Van3guvqUlZXhtttuw8cff4xXX321ymPnzJmDESNG4KmnngIAvPLKK1i/fj3mzp2L+fN9t58lIiIiqg23x419+ftw/6/3w+l2AriwqfQXf32BBUMXoEdsj0r7mF2OfEs+CssLYbKbEKuKRbg8HFppzZp1JOuSsejaRfiz4E/sz9+PVmGt0DuuN2JVsRAJRX4bgwCAQCCAQCCo7cugBoYzayHAanZUKtQA4OzhYvz29ZGAzrA99NBDGDlyJIYOHXrJYzMyMiodl56ejoyMjEClR0RERE1cgaUAz2x+pqJQu8jpduLpP55GgaWg1vc4XnIcE9ZMwLhV43DPL/fg2hXX4rXtr6HQ4n/zan/iVHEY3mI4nr7iaYxpMwaJmkSIhRfmV65MvNLveYMSB9W4OKSGj8VaCCg32SsVahedPVyMclNgpvgXL16MvXv3YubMmdU6Pjc3FzExMV5jMTExyM3NDUR6RERERCiyFqHIWuQzVlhe6NUS/3LkmHNwzy/3IMec4zW+OnM1vjn8DRyuuvvQPFoZjUntJ1Ua18l0mNJjCtRSdZ3dixoGLoMMAfZyZ63il+Ps2bN47LHHsH79esjl3DyRiIiIGqZLNRNxeVy1uv7JkpN+C75FRxbh5rY3I14dX6t7XKST6XB3p7sxMHEgvvr7K5TYSjAwcSCuSb4GCZqEOrkHNSws1kKAVFH1H+Ol4pdjz549yM/PR/fu3SvGXC4XNm/ejLlz58Jms0Ek8l5XHRsbi7y8PK+xvLw8xMbG1nl+RERERACgl+uhECtQ7iyvFFOKlZUaetRUlinLb8zitMDmstXq+v8rXB6OXnG90CmqE+wuO1QSFURC/8+yUePGZZAhQKGRIqmd3mcsqZ0eCo20zu951VVX4c8//8T+/fsrvnr27InbbrsN+/fvr1SoAUBaWho2bNjgNbZ+/XqkpaXVeX5EREREABCliMIzvZ7xGXv2imcRqYis1fVbh7f2G9PJdFCIFbW6vj9ysRxamZaFWojjzFoIkKskGHJ7qu9ukBNTIVdVvcni5dBoNOjYsaPXmEqlQkRERMX4xIkTkZCQUPFM22OPPYaBAwdi9uzZGDlyJBYvXozdu3djwYIFdZ4fEREREQBIRBIMbzEczbTN8MH+D3DaeBrJumQ82PVBtA1vC4modu+TWmhbIFGdiHNl5yrFJneajChFVK2uT00bi7UQodbLMfyeDig32WEvd0KqEEOhkQakUKuurKwsCIX/TN727dsXCxcuxPPPP4/nnnsOKSkpWLlyZaWij4iIiKguaaQa9IrthTmD58DqskIuujArVReildH4aNhHeO6P53Cg8AAAQCaS4Y4Od+C6ltdx5otqReDxeDzBTiLUGY1G6HQ6GAwGaLXefzFYrVZkZmYiOTmZjTp84M+HiIiIGoNSaymKbcWwOW3QyrSIlEdCJpYFOy1qgKqqDf4XZ9aIiIiIiGopTB6GMHlYsNOgEMMGI0RERERERA0QizUiIiIiIqIGiMsgiYiIiKhRKS4vxrmyc/j1zK8QC8UY3mI4YlWxCJOF1el9yuxlMNlNEAgEAW3DT+QPizUiIiIiajQKywvx6vZXsSHrn71bP/7zY9zW7jbc1/k+hMvDa30Pt8eN04bTmLN3Djad2wShQIhrkq/BA10eQKImsdbXJ6ouLoMkIiIiokZjR84Or0Ltom8Pf4uTpSfr5B7nTOdw65pb8dvZ3+D2uOF0O/HjyR8xce1E5JTl1Mk9iKqDxRoRERERNQol1hJ8+deXfuPfHv4WNqetVvewu+z4+vDXMDvMlWIF5QXYeHYjuPMV1RcWa0RERETUKLg8LpjsJr/xUlspnG5nre5htBmx5dwWv/H1Z9bD4rDU6h5E1cVijYiIiIgaBa1Ui/6J/f3GhzUfBqVEWat7iIQiaKQav/EwWRjEQrZ9oPrBYo2IiIiIGgWpSIrb290OlURVKRaliMKgpEEQCATVvl65sxxnTWdxrPgYzpnOwea0IVwejkkdJvk9Z0K7CZCJZZeVP1FNsVijyzZjxgwIBAKvr9TU1CrPWbp0KVJTUyGXy9GpUyesWbOmnrIlIiKiUJCoScTCaxZiSNIQCAVCiIViXN/qenx19VeIV8dX+zoFlgLM3DET16+4HmN+GoPrV16P2btno9BSiN5xvTEkaUilc25rdxtahrW85LUvtvwnqi3O4YYQa5kJFoMBNosZMpUKSq0OcrX/afy60KFDB/z6668V34vF/n+ltm3bhvHjx2PmzJm49tprsXDhQowaNQp79+5Fx44dA5onERERhQahQIiWYS3xf/3/DyaHCQLUfA80k92EWTtn4Zczv1SMOdwOLDq6CFaXFc9c8Qymp03H3Z3uxvoz6yERSqq1l1u+JR87c3Zi6bGlAIAxbcagT1wfRCujK47xeDzIt+TD5rJBIpIgSh4FsYhvyck3/maECFNRAX6e/x7OHNxXMdaiS3cMv+8RaCKiAnZfsViM2NjYah07Z84cjBgxAk899RQA4JVXXsH69esxd+5czJ8/P2A5EhERUehRS9VQS9WXdW6xtdirUPu3H07+gHs63YNm2mbQK/ToHNW5WtfMt+TjsY2P4VDhoYqxvfl70T6iPd4b/B5iVDEosZZg09lNmLt/LvIt+VBL1Lit3W0Y13YcopSBe79GjReXQYYAa5mpUqEGAKcP7MUvH70Pa1ngpuGPHz+O+Ph4tGzZErfddhuysrL8HpuRkYGhQ4d6jaWnpyMjIyNg+RERERH9r2Jrsd+Y2+OG0W6s8TV35OzwKtQu+rvob2zN3gqny4lVp1bhxW0vIt+SDwAoc5Tho4Mf4c1db8JgM6CovAgHCg5g/oH5WHRkEc4Yz7DzZBPHmbUQYDEYKhVqF50+sBcWgyEgyyF79+6NL774Am3btkVOTg5eeuklDBgwAIcOHYJGU/l+ubm5iImJ8RqLiYlBbm5unedGREREoctkM8HkuPBhtE6m89lwpCpqSdUzckpxzTpKGm1GLDm6xG98ydEl6BXTCx/s/8BnfO3ptbi3872YuXMmduburBgXQIAZfWcgvXk6VNKavUYKDSzWQoDNUnnTRq94edXxy3X11VdX/P/OnTujd+/eaN68OZYsWYK77747IPckIiKipsvlduG08TSWH1uOdhHtIBVJoZPpEK+KR5I2qdrX0cv1aBPeBsdKjlWKdYvqBr1cX+PcPPC/UbbH40GZowxljjK/xxwrOVYpHw88mL5tOrpGdUVL6aUbm1DoYbEWAmTKqj9pkSnq55OYsLAwtGnTBidOnPAZj42NRV5entdYXl5etZ95IyIioqbtfNl5LD++HPGaeLy5+82K5YydIjvhpb4vISU8pVrXiVBE4N1B72LVqVVoHd4aAHCi5AT25O3BS31fQpg8rEZ5aWVa3JhyIw4UHPAZH50yGnKxvMpriIVilDvLfcbWnV6HB7s+WKOcKDTwmbUQoNTp0KJLd5+xFl26Q6nT1UseZWVlOHnyJOLi4nzG09LSsGHDBq+x9evXIy0trT7SIyIiov8qd5bjnOkcTpaeRE5ZDlxuV7BTuiS7y441mWvQJrwNZu2c5fXc2Z+Ff+KeX+5Bdll2ta/ngQeHiw/jyd+fxNRNU7H1/FY81v0xr86NNdEvvh9SwioXi8m6ZAxKGgS9XI+eMT19nquX62F32WFz2XzG8yx5Pscp9LFYCwFytQbD73ukUsF2sRtkoNr3P/nkk/j9999x+vRpbNu2DaNHj4ZIJML48eMBABMnTsS0adMqjn/sscewbt06zJ49G0eOHMGMGTOwe/duPPzwwwHJj4iIiCrLM+fhtR2v4bqV12HUD6MwdtVYLDqyCCXWkmCnViWT3YRwWTi++vsrn/FiazH25u2F3WVHdlk2tp7fil9O/4LThtMw2rwbhmSXZWPi2onYeHYj3B43AOBA4QFMWjcJWSb/zdKqEqOKwYdDP8R/ev8HqfpUtA1vi2lXTMOCYQsQq4qFTqbDy/1eRoI6wes8lUSFuUPmYnvOdr/XHpQ06LJyosaPyyBDhCYiCiMfferCPmvlZsgUKih1gd1n7dy5cxg/fjyKiooQFRWF/v37Y/v27YiKutB6NisrC0LhP58H9O3bFwsXLsTzzz+P5557DikpKVi5ciX3WCMiIqonxeXFeGbzM9iTv6dizGAz4PVdr8PtcePWdrdCLGyYbw8lQgkS1Ak+nzO7qNRWim3Z2/DU70/B6rJWjI9tMxYPd30YesWFZ9E2n9uMImtRpfMdbgc+OvARZvSdAaWkZk1GgAsF27i245DeIh0AECYLg0AgqIgnaZLw5YgvccpwCn8V/YXmmuboENkBsapY3CK4BT+d+qmieLyomaYZ2uvb1zgXCg0N879GuixytSbgm2D/2+LFi6uMb9q0qdLY2LFjMXbs2ABlRERERFXJt+R7FWr/9tHBjzCs+TDEqX0/zhBsWpkWeoUeMcoYn8sChQIhukR3we1rbofL472sc+mxpegc2RmjUkbB5rRh09lNfu+zM3cnyhxll1WsAYBAIEC4PNxvPEYVgxhVDNLivR8DSQlLwZcjvsTMnTPxd9HfkAglGNlyJB7o8gBiVDF+rkahjsUaERERURNxynDKb8xoN8LsCEwH6boSr4rHhHYTMHvP7EqxK2KvwB/n/qhUqF204M8F6J/QH2HysCqfS9PL9RAL6v8tskwsQ9forpg/dD7MDjOEAiH0cv0lG5NQaOMza0RERERNRKQi0m9MKBBCJpbVYzY1FyYPw4jkEbipzU1e4yqJCk/3ehqnDaf9nptnzoPT44RYKMYtqbf4Pe6ujndVLJcMhnB5OBI1iYhXx7NQI86sERERETUVzbTNEC4LR4mtcjORoc2GXtb+YvUtVhWLqd2nYlL7Scg0ZEIlUSFRk4hoZTT6xPfB2tNrfZ7XLqId5KILxU+iOhFP9Hii0gzd1S2urrQ8kSiYWKwRERERNRExyhh8NOwjTF4/GQaboWK8fUR7PNnzSagk9bM3a21pZBpoZBq00LXwGu8T18dvMTq1x9SK/dO0Mi1uanMTBiUNQkZOBqxOK9Li0xCjjKnyebOGxOayobC8EEXlRRALxYiQRyBKGQWhgAvnQgmLNSIiIqImQiAQIFWfiqXXLcVpw2nkmfPQKrwV4lXxiFBEBDu9WotXx+OLEV/gxa0v4kDhhQ2qY5QxeK73c2irb+t1rFqqhlqqrlTwNQYGmwGrTq3Cu3vereh6GamIxFsD30LnyM6QiCRBzpDqCos1IiIioiZEIBAgThWHOFXD7PpYWy3DWmLu0LkotZbC6XZCI9MgWhHt1UK/sfuz8E/M2jnLa6ywvBD3/nIvVtywAs20zYKUGdU1zpMSERERUUgJk4Whha4FWoe3RowyJqQKtRJrCd7f977PmN1tx7rMdfWcEQUSizUiIiIiokbC7rLjjPGM3/hfRX/B6XbWY0YUSCzWiIiIiIgaCZlIhmRdst94x8iOEAv5pFOoYLFGRERERNRIhMnD8Gi3R33GZCIZRrQYUc8ZUSCxWKNaOX/+PCZMmICIiAgoFAp06tQJu3fvrvKcTZs2oXv37pDJZGjdujW++OKL+kmWiIiIKAR0iOiAF/q8AIVYUTEWo4zBJ8M/QZw6NBvHNFWcIw0hLosD7jIH3FYnhAoxhCoJRMrAtW4tKSlBv379MHjwYKxduxZRUVE4fvw4wsP970+SmZmJkSNH4v7778e3336LDRs24J577kFcXBzS09MDlisRERFRqNDKtBjdejT6J/RHsbUYYqEYepkeUcqokGqmQizWQoaz1IaSZcdgO15aMSZLCUP4mDYQh8kCcs/XX38dSUlJ+PzzzyvGkpP9r6EGgPnz5yM5ORmzZ88GALRr1w5btmzBO++8w2KNiIiIqJokIgni1fGIV8cHOxUKIC6DDAEui6NSoQYAtuOlKFl2DC6LIyD3/fHHH9GzZ0+MHTsW0dHR6NatGz7++OMqz8nIyMDQoUO9xtLT05GRkRGQHImIqOkx2ow4bTiNtafWYmPWRpwznYPVaQ12WkRENcaZtRDgLnNUKtQush0vhbvMEZDlkKdOncKHH36IqVOn4rnnnsOuXbvw6KOPQiqVYtKkST7Pyc3NRUxMjNdYTEwMjEYjysvLoVAofJ5HRERUHcXWYnx88GN8c/ibijGJUIJX+72KQUmDoJQog5gdEVHNcGYtBLitVe+lcan4Zd/X7Ub37t3x2muvoVu3brj33nsxefJkzJ8/PyD3IyIiupRdubu8CjUAcLgdePaPZ5Fdlh2krKiumGwmFFgKYLKZgp0KUb1gsRYChPKqJ0gvFb9ccXFxaN++vddYu3btkJWV5fec2NhY5OXleY3l5eVBq9VyVo2IiGqluLwYCw4u8BnzwIPlx5fD4/HUc1ZUF0x2E/bm7cWUTVNwy+pbMPX3qdiXvw9l9rJgp0YUUCzWQoBQLYEsJcxnTJYSBqE6MB0h+/Xrh6NHj3qNHTt2DM2bN/d7TlpaGjZs2OA1tn79eqSlpQUkRyIiajocbgfyLHl+41mmLDjcgXmOm+qGzWlDnjkP+eZ8OFwX/qwcLgc2ZG3ApHWTsCN3B/It+diesx0T107Eb1m/VRxHFIpYrIUAkVKC8DFtKhVsF7tBBqp9/5QpU7B9+3a89tprOHHiBBYuXIgFCxbgoYceqjhm2rRpmDhxYsX3999/P06dOoWnn34aR44cwQcffIAlS5ZgypQpAcmRiIiaDqVEiU4RnfzG+8T1gVQkrceMqCbOms7ijV1v4MYfb8TYVWMxd/9c5JTloMhahJk7Zvo857Wdr6GgvKCeMyWqP2wwEiLEYTLox6f+s8+aXAyhOrD7rPXq1QsrVqzAtGnT8PLLLyM5ORnvvvsubrvttopjcnJyvJZFJicnY/Xq1ZgyZQrmzJmDxMREfPLJJ2zbT0REtaaRavBIt0ewLWcb3B63V0wr1WJws8FByqz2PB4PCssL4fK4IBPJEC73v6dpY3TedB4T1kxAsbW4YuyzQ5/hlzO/4IOrPoDFafF5ntlhRrG1mO3rKWSxWAshImVgizNfrr32Wlx77bV+41988UWlsUGDBmHfvn0BzIqIiJqqZF0y5g+dj5e3v4xzpnMAgC6RXTCj7wzEqxrnG/qi8iJsyNqAj//8GHnmPKTqU/FEzyfQIaID1FJ1sNOrNafLiaXHlnoVahedM53DrtxdaKdvh8PFh32eLxRwoRiFLhZrREREFDIUEgXS4tPw1YivYLKbIBQIESYLQ5g8LNipXRajzYj39r2H5ceXV4wdLj6Me365B7MHzsaw5sMgEAiCmGHtldpLsf7Mer/xtZlrkRaf5rNYi5BHQC/XBzI9oqDiRxFEREQUcqKUUWgZ1hItdC0abaEGAEXWIq9C7d9m7ZyFfEt+PWdU90QCEeRiud+4UqzEiBYjIBZ4zzGIhWK8fuXriFZGBzpFoqBhsUZERETUQB0vOe43VlBeAKPdWI/ZBEa4PBy3tbvNb3xC+wloGdYSK25YgUkdJqF3bG/c0eEOrLh+BbpFd+MySAppXAZJRERE1ECpJVU/kyYR1u+z6oEyIGEAesX2wq7cXV7jVydfjTbhbSATydBC1wJTuk+B3WWHVCSFSCgKUrZE9YfFGhEREVED1ULXAgqxAuXO8kqxblHdEC4Lja6QUcoovD7gdZwoPYEVJ1ZALBRjbJuxaK5pDr3in2fSREIRFEJFEDMlql8s1hoIt9t96YOaIP5ciIioKYtSROGdQe/g4Q0Pw+lxVoxHyCPwUr+XoJPrgphd3YpSRiFKGYXecb0hgKDRN04hqgss1oJMKpVCKBQiOzsbUVFRkEql/MsJF/aTsdvtKCgogFAohFTKTUyJiKjpkYgk6BnbEytHrcTGrI3INGTiirgr0D26O+LUccFOLyD4DBrRPwQej8cT7CRCndFohE6ng8FggFarrRS32+3IycmBxeJ7w8emTKlUIi4ujsUaEREREYWES9UG/8aZtQZAKpWiWbNmcDqdcLlcwU6nwRCJRBCLxZxpJCIiIqImicVaAyEQCCCRSCCRhEZXJyIiIiIiqh0uCiYiIiIiImqAWKwRERERERE1QI2uWJs3bx5atGgBuVyO3r17Y+fOnVUev3TpUqSmpkIul6NTp05Ys2aNV3z58uUYPnw4IiIiIBAIsH///krXsFqteOihhxAREQG1Wo0xY8YgLy+vLl8WERERERGRl0ZVrH333XeYOnUqpk+fjr1796JLly5IT09Hfn6+z+O3bduG8ePH4+6778a+ffswatQojBo1CocOHao4xmw2o3///nj99df93nfKlCn46aefsHTpUvz+++/Izs7GjTfeWOevj4iIiIiI6KJG1bq/d+/e6NWrF+bOnQvgwobJSUlJeOSRR/Dss89WOn7cuHEwm81YtWpVxVifPn3QtWtXzJ8/3+vY06dPIzk5Gfv27UPXrl0rxg0GA6KiorBw4ULcdNNNAIAjR46gXbt2yMjIQJ8+fS6Zd03acxIRERERUeiqSW3QaGbW7HY79uzZg6FDh1aMCYVCDB06FBkZGT7PycjI8DoeANLT0/0e78uePXvgcDi8rpOamopmzZr5vY7NZoPRaPT6IiIiIiIiqolGU6wVFhbC5XIhJibGazwmJga5ubk+z8nNza3R8f6uIZVKERYWVu3rzJw5EzqdruIrKSmp2vcjIiIiIiICGlGx1phMmzYNBoOh4uvs2bPBTomIiIiIiBqZRrMpdmRkJEQiUaUujHl5eYiNjfV5TmxsbI2O93cNu92O0tJSr9m1qq4jk8kgk8mqfQ8iIiIiIqL/1Whm1qRSKXr06IENGzZUjLndbmzYsAFpaWk+z0lLS/M6HgDWr1/v93hfevToAYlE4nWdo0ePIisrq0bXISIiIiIiqolGM7MGAFOnTsWkSZPQs2dPXHHFFXj33XdhNptx5513AgAmTpyIhIQEzJw5EwDw2GOPYeDAgZg9ezZGjhyJxYsXY/fu3ViwYEHFNYuLi5GVlYXs7GwAFwox4MKMWmxsLHQ6He6++25MnToVer0eWq0WjzzyCNLS0qrVCZKIiIiIiOhyNKpibdy4cSgoKMCLL76I3NxcdO3aFevWratoIpKVlQWh8J/Jwr59+2LhwoV4/vnn8dxzzyElJQUrV65Ex44dK4758ccfK4o9ALjlllsAANOnT8eMGTMAAO+88w6EQiHGjBkDm82G9PR0fPDBB/XwiomIiIiI/mFxWlBcXoyC8gJIhVJEKiIRpYyCUNBoFsxRDTSqfdYaK+6zRkRERES1VWItwZKjSzD/4Hw43U4AQIQ8Au8MfgedIjtBLGxU8zBNVkjus0ZERERE1JTtyNmBufvnVhRqAFBkLcLkXyYjx5wTxMwoUFisERERERE1cEXlRfhgv+/HcGwuGzad3VSv+VD9YLFGRERERNTAOdwOnDX537v376K/6zEbqi8s1oiIiIiIGjipSIqWYS39xrtEdanHbKi+sFgjIiIiImrg9HI9Hu32qM+YSqLCgIQB9ZwR1QcWa0REREREjUDX6K74T+//QClWVowlaZLwWfpniFPHBTEzChT29yQiIiIiagR0Mh3GpIzBlYlXotRWCrFQDL1Mj0hlZLBTowBhsUZEREREAC50Fcwz52Hzuc04azqL3nG90T6iPWJVsQG/t8VhQZG1CBaHBSqJChGKCCjEioDft7GRiCSIV8cjXh0f7FSoHrBYIyIiIiLYXXbsytmFR357BE7PhX28Fh5ZiFhVLD5L/wxJmqSA3Tvfko9397yLNZlr4PK4IBaKcWPrG3F/l/sRpYwK2H2JGjo+s0ZEREREKLAU4PFNj1cUahflmnMxc8dMmOwmv+d6PB5kl2Xj59M/490972LtqbXILsuGx+O55H0NNgNe3f4qfjr1E1weFwDA6XZiybEleG/fezA7zLV7YUSNGGfWiIiIiAjHSo7B5rL5jG05vwUl1hJopBqf8ROlJ3DXz3eh1FZaMaaRaPDZiM+Qqk+t8r4l1hJsPLvRZ+ynkz9hcqfJUElU1XsRRCGGxRoRERE1eOUmE4yFeTj8xyY47Xa07Xsl9PEJUIWFBzu1kGGwGfzGPPDA4Xb4jBVaCjF101SvQg0ATA4THvvtMXx9zdeIVkb7vXaxtdhvzOVxwWg3Vp04UQhjsUZEREQNWrnJiIxli7Fv7Y8VYwfWr0Hzzl0x4sGpUIfrg5hd6Ggf2d5vLFYV63dWrcRWgtPG0z5j2eZslFhLqizW/F33Is6qUVPGZ9aIiIioQSs+f86rULvozMH9OLVnZxAyCk3RimgMazbMZ2zaFdP8Flz+lk5eVO4srzKul+v9LpXsFdsLehmLcWq6WKwRERFRg+VyOrHv55/8xves+QEWQ2n9JRTCwuRheK7Pc5jSYwrCZReWl7YNb4uPh32MXrG9/J4XLguHVCj1GRMLxIhQRFR53whFBN4e9DZa6lp6jbfXt8er/V6FTq6r9mswWA04UXICy44tw9pTa3HWdBZWp7Xa5xM1NFwGSURERA2W2+WC1ey/G6C93AK3212PGYW2SEUkJrWfhJEtR8LtdkMmlkEvr3pmK1IRicmdJ2Pe/nmVYhPbT0SEvOpiDQCSNEn4dPinyC/PR74lH7HKWEQpoy5Z6P1bUXkR3tr1FlZlrqoYEwvEeKXfKxjSbAiUEmW1r0XUULBYIyIiogZLIpOhbdoAnDmw12e8ZfcrIFep6zmr0CYSihCjjKn28TKxDDe3vRnRymh8sP8D5FnyEKWIwn2d78Ow5sOqXSRFKiMRqYxE+wj/z85VZdPZTV6FGgA4PU48t+U5rLhhBVqFtbqs6xIFE4s1IiIiatCad+oKbVQMjAV5XuNShQI9rxsNsdT3EjyqP3q5HqNbj0b/hP5wuByQiCSIUkRBIBDUy/0Lywvx6aFPfcY88OCHkz9gao+p9ZILUV1isUZEREQNmjYyCjdPfw27f1qOvzZtgMvpROtevdFv3O0Ii44Ndnr0XwKBoMquj4HkcrtQWF7oN37OdA5ujxtCAds1UOPCYo2IiIgaPF1UDAbefjeuuGEsAECmVEGqUAQ5K2ooFBIFukR1wfac7T7jAxIHsFCjRom/tURERNQoiCVSaCIioYmIZKFGXrRSLR7r/pjPgixCHoHesb2DkBVR7bFYIyIiIqJGr5WuFT4e9jGStckAAAEE6BffD19e/SXi1fFBzo7o8gg8Ho8n2EmEOqPRCJ1OB4PBAK1WG+x0iIiIiEJWUXkRjHYjxEIxdDIdtFK+96KGpSa1AZ9ZIyIiIqKQEaGIqNH+bEQNGYs1IiIioiqUlRTBVFgIU3EhdNGxUIdHQBUWFuy0iKgJYLFGRERE5Edxznksf+1FGPL/2eMtOrk1bnjiOWijgtOmnoiaDjYYISIiIvKhrKQYK19/2atQA4D8zBP4ZcH7sJaVBSkzImoqWKwRERER+WApLUFJznmfsTMH98FiLK3fhIioyeEySCIiIiIfystMVcYdNls9ZVI7LqcTZcVFyD1xFKbiIsSltEVYdBxU4eHBTo2ILoHFGhEREZEPar3/joJCkRgypaoes7k8LqcT54/+jRUzZ8DpsFeMRye3xqin/gNNRFQQsyOiS+EySCIiIiIflFodWnTt6TPWZdjVUIU1/JmpsuIirJj1klehBlx47m7rkm8bzewgUVPFYo2IiIiqrdxkhLm0BC6HI9ipBJxCo8Xw+x5B+yuvglAkAgCIJVL0vO5G9B59MyQyWZAzvLS8Uyeg1OnQomsPxKW0BQSCitjhPzbBYigNWm5EdGkCj8fjCXYSoa4mu5QTERE1RObSEmT9dRB7Vq2AzWJBy+690G3EtdBFx0LwrwIgFNmtVlgMJXBYrZAqlFCFhUMslQY7rWrJOXEMeadOIO/UcajCwhHftj0O/LIGp/buBADc+c586OMTg5wlUdNSk9qAz6wRERFRlSyGUvz6yQc4sSujYmzvmh/w16Zfcev/vQ19fEIQsws8qVwOqTwu2GnA5XCgrLQYdosFYqkMCp0O8iqemyvNy8VP78yEqbCgYkwgFGLY5IfgcjlRfO4spHJFnedps5hhNpQi9/gxCIQCxLZuA5UuHFJF3d+LKNSxWCMiIqIqleblehVqF9ksZmxd8jXS738sIG/66R8WgwF//vYzdqxYAofNCggEaNG5G4ZOfhg6H5tz2ywWbPryY69CDQA8bjc2fPohrpv6HJx2e5VNVC5HucmIvWt+wPYVS4D/Lt4SCIS4csKd6DhoGORqdZ3ejyjU8Zk1IiIiqtLRjD/8xk7szIDNzM2hA8ntcuHvP37DlsVfXSjUAMDjwekDe7Hi9ZdQVlJc6ZxykwGn9u7yeT2X0wmb2YzmXbrVea75mSexffl3FYXahVTd+P3rT1Gcfa7O70cU6lisERERUZWEYv8LcQRCvpUItLKSYmxfvthnrOjsGRgL8iuNu50ueDxuv9d02m1VLqG8HDaLBTtWLvUb371qBbtPEtUQ/4YlIiKiKqWmDfAba9d/EORqNs8KJIfNCpvZ7DdeePZMpTGpUglddIzfc+JS2tZJbv/mdNhh9jHLd1FZcSFcTrvfeF0zl5ai6FwWCs+e8Tn7SNQY8Jk1IiIiqpI2Khpdhl2NA+vXeo2rwyPQe/S4RtHCvjETS6QQSSR+t0vw9cyaOlyPIXc+gBWvz6gUa9WzD1ThdfusGgDIFErEp7b3u9wxsX0nSOTKOr/v/3I5nSg4k4l1H7yDonNZAICwmDgMv/9RxLVu22g6eRIBnFkjIiKiS1BotOg7dgLGvvB/aNWjNxLadcDgO+7F+FfeRFhMbLDTC3mqsDB0HDTUZ0yh0SLcT+v9hHbtcfP0mYhObnXhWK0OA269A0PveRDKAGwlJJZK0fPa0RD5WDYrkcnRachwiP67X10gGQvy8d2MZysKNQAozcvB968+j9K8nIDfn6gucZ+1esB91oiIKFQ4bDa4XS5IFYqQ31+tISkrLsIvC95H5r7dFWOqcD3GTHsJkc1aVPlnYTEa4LTbIRQKoQwLg1AYuILJ5XQi//RJrF8wFwVnMgEAMa1SMPzeRxDZrHlA7w0ALpcLWxd/hV0/LvMZb9d/MIbd+zBngymouM8aERERBQTf5AaHWh+Bqx+aCnNpCUrzcqHU6qCJiIQmIvKS5yq1unrI8AKRWIy41m1x039egdVcBoFAAJlKXW85OKzlOH/kL7/xnBNHYS+38PeYGg0Wa0RERESNgEKjhUKjRWRS82CncklKXRiUurB6v69YIoUuOhbZx474jGsjo/nMGjUqfGaNiIiIiEKCWCpFj5Gj/MZ7jx4LWR1vWUAUSCzWiIiIiChkhMXGYdi9j0Ao+mcBmUAoRP/xkxDdomUQMyOqOS6DJCIiIqKQIVOq0K7/IDTv1AVF57LgdrsRmdQcSm0YpApFsNMjqhEWa0REREQUUiQyGXTRsdBFc2sJaty4DJKIiIiIiKgB4swaEREREQBrmQllJcXIOnQAQpEIzTp2gSosnA0piChoWKwRERFRk2cxGLBt6Tc4sH6t13jfsbeh24hrIVdrgpQZETVlLNaIiIgoJFnNZTAVFeLI1s2wmcuQ0rsvIhKbQR2ur3Rs9rHDlQo1ANi29Fs069QVCW3b1UfKREReWKwRERH5UVZchPwzmcjctwtqfSRSrkiDWh8JqVwe7NToEqzmMuz/ZTW2Lv66YuzA+jWIbd0GNzzxH6j1Ef8cW2bCzh++93utvWt+QEzLVhBLuJkyEdUvFmtEREQ+GAvz8f2rL6Ak53zF2JbFX+Hqh6aida8+kMrZArwhMxbkexVqF+WeOIY/f/sFvUffDKFIBABwOZ0oNxr8XstcWgKXw8lijYjqHbtBEhER/Q+HzYaMpYu8CjUAgMeDdfPegbm0JDiJUbX9vfk3v7H9v6yGxVBa8b1MqUJSx85+j0/u2oOzqUQUFCzWiIgopJWbjCjNy4EhPxc2i6V65xgNOLxlo8+Yx+NG1p/76zBDCoRyk9FvzGYxw+PxVHwvlkrR89rRPmfOZCoVUvtdCYHQ91smj8eDspJimIoKYalidu5yOR0OuF3OOr8uETUOXAZJREQhyel0oijrNH797EPkHj8KCARI7toDgyZOhj4+ocpz3W4XXE7/b5DLTaa6TpfqWJs+/f3OrrXo0h1ShdJrTBcdi/GvvIlNX38CbWQ0ElI7QKZUITq5NbRR0T6vYzaU4MSODOxYuRRlxUWITm6JKyfchZjk1pAplT7PqS5TcSGyjx7G35t/g1gmR9fhIxGRkASlTler6xJR48JijYiIQpIhNweLXnwKLofjwoDHg8x9u5F74hhum/kOdFExfs+VKpSIap6MgjOZPuPNOnUJRMpUh2KSWyEiqTmKzp7xGhdJJOg/bmKlYkokFiOqeTKG3v0Qdqxcgt+//hRiqRSdrhqBzlcNhyYiyut4q7kMfyz8Cn9tWl8xlnfqBJa+/Byuf+I/aN2rDwQCwWXlbioqxLKZ071yP5bxBzoMGoorb7sTSi0LNqKmgssgiYgo5DhsVuz4Yck/hdq/lJuMOLErw2sZ3P9SanUYctf9EAgq/zOZ2K5DlYUeNQxqfQRunDYDPa67EVKFAgKBEMndeuK2195BuJ+Z1dL8XHz7n6n4e/NvsFnMMJeWYPuyRVg2cwZMRYVex1pKS70KtX/77fP5KCspuqy83S4XDm38pVKRCQB/bfq18nOURBTSOLNGREQhx2Yx4+yhg37jp/buQuchIyCpomlETHIr3PLyG9j09SfIOXYEMpUK3Udcj85DR0AVFh6ItKmOaSOiMGDc7ehxzfWAxwOpQgmZUuXzWKfdhp0/fA97eeXnGovOnkHOiWPQRERWjOWfOeX3vmXFRbCZzdDoI/0e44/FWIqDv/7sN37w13WIT0n1+wwdEYUWFmtERBRyRGIJlFodyop9z26ow/UQiqv+J1AikyO+TSpGP/0iHDYbBEIhlLowiP7b7p0aB5FEUq2iqdxUhpO7d/iNH978G1r1uAKi//7e+Cv6Ku57id8vfzwewOWsPCN8kcNqhcfjweUtsCSixoYfyxARUchRaLTodcNNfuPdRlxX7TfTCo0W2sgoaPQRLNRCmEAogEQm8xuXKpVes1n6hESIpb6PT2zXEXKN9rLyUKg1aH1Fmt94x8FDK/aHI6LQx2KNiIhCUrMOndFh4FWVxgfcdgfCYuKDkBE1ZCpdGLoMv8ZvvPOwqyH8V7GmDo/AdVOmVSqclLowDLv3YSjUmsvKQyyV4orrb4Jcpa4Ui2mZgugWrS7rukTUOAk8VT1hTXXCaDRCp9PBYDBAq728T9qIiKjmyk1GlJUUI+vP/RBLpUjq0AWqsPBat1Wn0FRWXISVb76KvFPHvca7DLsGfW++rVIXRqfdDlNRAY7vykDx+XNo3qkrElLbQxvpu9V/dXk8Hhjyc7Fn9Uoc35kBsVSKrsNHom3fAZf1HBwRNSw1qQ1YrNUDFmtERESNQ1lxEfJPn8Jfm3+DVKFA5yHpCIuNg+IylzXWhtNhh9VkgkAggFIXxqYiRCGiJrUBG4wQERER/ZdaHwG1PgLJXXsAAsFl75VWF8QSKdT6iKDdn4iCj8UaERER0f/gLBYRNQT8m4iIiIiIiKgBYrFGRERERETUAHEZJBERBZzH7YbZUAqP2w2ZSg2pXB7slIiIiBq8GhVr5eXl2LNnD/R6Pdq3b+8Vs1qtWLJkCSZOnFinCRIRUeNWVlyEw1t/x761P8FebkGLLt2RdtOtCIuNq/bG1ERERE1RtVv3Hzt2DMOHD0dWVhYEAgH69++PxYsXIy4uDgCQl5eH+Ph4uFyugCbcGLF1PxE1VeaSYvz07us4f+Qvr3GxVIbbXnsbkUnNg5QZERFRcNSkNqj2M2vPPPMMOnbsiPz8fBw9ehQajQb9+vVDVlZWrRMmIqLQVJR9rlKhBgBOuw1/LPoKtnJLELIiIiJqHKpdrG3btg0zZ85EZGQkWrdujZ9++gnp6ekYMGAATp06FcgciYiokTq2favfWOa+XbBbzPWYDRERUeNS7WKtvLwc4n89WyAQCPDhhx/iuuuuw8CBA3Hs2LGAJEhERI2XTKHwGxNLZQCCt+EwERFRQ1ftYi01NRW7d++uND537lzccMMNuP766+s0MSIiavxS+w30G+s0ZDgUWl09ZkNERNS4VLtYGz16NBYtWuQzNnfuXIwfPx7V7FVCRERNhCYiEn3G3FJpPDwuAT1GjoJYIglCVkRERI1DtbtB0uVjN0giasrKy0ww5ufh4IafUW40ILXfQMSltIUmIjLYqREREdW7mtQG3OCGiIgCSqHWQKHWYFjL1nC73RAKq72og4iIqEnjv5hERFRvWKgRERFVH//VJCIiIiIiaoC4DJKIiIjIB4/Hg3KjAR6PBwqNFkKRKNgpEVETU+NibfPmzejbt6/XnmsA4HQ6sW3bNlx55ZV1lhwRERFRMJiKC3F8xzYc/HUd3C4nUvsNQsdBQ6GNig52akTUhNS4G6RIJEJOTg6io73/sioqKkJ0dDRcLledJhgK2A2SiIio8TAVF2HF6y+h4PQpr3FNRCRueekNFmxEVCs1qQ1q/Myax+OBQCCoNF5UVASVSlXTyxERERE1KOeP/FWpUAMAU1EhDm1azw+miajeVHsZ5I033ggAEAgEuOOOOyCTySpiLpcLBw8eRN++fes+QyIiIqJ6YC0zwWwohVgqw6inX0Th2TPY9eP3sJnNFccc/mMTugy7Bqqw8OAlSkRNRrWLNZ1OB+DCzJpGo4FCoaiISaVS9OnTB5MnT677DImIiIgCzFRUiPUfz0Pmvl0VY3EpqRj56NNY896bsJrLAIBNRoioXlW7WPv8888BAC1atMCTTz7JJY9ERESNnMNmg7mkGFl/HYTFUIqkDp0QFhPX5GaNbBYzNn35sVehBgA5x49g65Jv0Hv0zfj9m88AAJ2GjoBSqwtGmkTUBNW4G+T06dMDkQcRERHVI4fNhsz9u7Hq3dfhcbsrxmNbt8H1TzwHjT4yiNnVL4vBgGM7t/mM5Z08jrQx4wEAkc1aoG2f/hBwc3ciqic1/tsmLy8Pt99+O+Lj4yEWiyESiby+iIiIqOErKynCqne8CzUAyD1xDHtWrYTL4QhSZvXPXm4BqmiO7bDZMPKxp3HjtJegiWg6RSwRBV+NZ9buuOMOZGVl4YUXXkBcXJzPzpBERER0+awWM+wWMwQCAeRqLST/aupVV04f2AuPx+0zdvDXdehxzQ3QREbV+X0bIqlCCYFA6PfnEZGYhKhmLeo3KSIiXEaxtmXLFvzxxx/o2rVrANIhIqLGyul0wGV3QCKXQSjkSovL4XI6UZx9Dpu/+QynD+6DSCRCav/BSBtzC3TRMXV6r7LiIr8xh80Kt7vptKdXhYWhbd8BOLL190qx+LbtG9QzfA6bFS6HE1KFgs1OiJqAGhdrSUlJqOE+2kREFMKsZjNK83Kwb80PMBTmo1mHzmh/5RBoo6JZtNWQIT8XC//zBJx2G4ALxdtfm9Yj69D+C5sx1+FMV/NOXbFz5VKfsajmyZDIFT5joUiqUGLghLvgdrtwbPvWiiWRzTp2RfoDjzWIhiLlJiMKz2Zh96rlsBhK0aJLd3QYOBS6qGg+Q0cUwgSeGlZev/zyC2bPno2PPvoILVq0CFBaoaUmu5QTETUmdqsVf2/egA2ffug1LpErcMtLryO6RcsgZdb4OGxWrP9kHg5v3ugzPuKBx9Fh0NA6u19ZSTGWzZyOwjOZlWI3vzgTSR061dm9GgubxQyLoRRWsxkyhRIKnQ4KtSbYacFqLsOeVSuwffl3XuMypQq3vPImIhObBSkzIrocNakNavxRzLhx47Bp0ya0atUKGo0Ger3e64uIiJoOS2kJfvv8o0rjDms5flnwPixGQxCyahjsViuKzp/FlsVfYdWcN/D35o0wFub7Pd5mNuPMgX1+40cztsBZh00/1OF63PjMdHQeejVEEgkAICKpOca+8H+IadW6zu7TmMiUKoTHJSCudRvoExIbRKEGAObSkkqFGnChuNz4xYKKPeCIKPTUeBnku+++G4A0iIioMcrLPFmpm2BF7ORxWMtMDWIJWX1z2G04tWcnVr//ZsWSuqPbNkMVrse46bMQHhdf6RyBUAi5Sg2LodTnNRU6XZ0/o6SJiMTgSZPRe/RYuF0uSOQKqHRhdXoPqr2sPw9UEdsPa1kZ5Cp1PWZERPWlxsXapEmTApEHERE1Qh5X1U0oGsszzuVlJtjKyuABIFepoNDUbsm6uaQEa+fNrtQO3lxSjN+++AgjH3sacqXKK6YKC0f3a27Ar5/M83nNrsNHQhiAZ5PEUim0kdF1fl2qO/66VBJR6KtxsQYAJ0+exOeff46TJ09izpw5iI6Oxtq1a9GsWTN06NChrnMkIqIGKrpVa0Ag8LlHlT4hCfIGsozMH7fbhaJzZ7Hh0w9x/shfAID4tu1w1d0PIjKx2WXPZOWdPAa3n0L29IG9sBqNlYo1AGjVszdO7N6O0/v3eI33GXMLwmPjLisXavyadeziN5bYriNkqsq/S0QUGmr8Ed3vv/+OTp06YceOHVi+fDnKyi6skz5w4ACmT59e5wkSEVHDpdKF4Yobbqo0LhSJMPy+Rxr8kjpjfj4WvfBURaEGANlHD2PxC0/BUJB32de1lZf7D3o8ftviq8P1GPHgFIx/5S30un4M+o69FZPenIce14xq8IUvBY46PALdRlxXaVwsk2HInfc1mGfriKju1bhYe/bZZ/Hqq69i/fr1kEqlFeNDhgzB9u3b6zQ5X+bNm4cWLVpALpejd+/e2LlzZ5XHL126FKmpqZDL5ejUqRPWrFnjFfd4PHjxxRcRFxcHhUKBoUOH4vjx417HtGjRAgKBwOtr1qxZdf7aiIgaG5lShR7XjsaNz85AQtv20EXHILX/INz++nuIadmwm1S4XE4c3LAODmvlwsphs2L/z6vhusyGHnEpbf3GwuMSIPMxq3aRSheG+DapuPK2O5F2062IbNYccjWfR2rK5Go1+oy5BTc+OwOJ7TpCn5CEriOuxcTX30cEO0EShbQaL4P8888/sXDhwkrj0dHRKCwsrJOk/Pnuu+8wdepUzJ8/H71798a7776L9PR0HD16FNHRldfbb9u2DePHj8fMmTNx7bXXYuHChRg1ahT27t2Ljh07AgDeeOMNvPfee/jyyy+RnJyMF154Aenp6fj7778hl8srrvXyyy9j8uTJFd9rNPwUi4gIAJQaLZK79URcSiqcDjtkSiUkMvmlTwwyu8WCM3/u9xvPOnQAtnILlJKaN0hRh+uR2m9g5U2WBQJcdfcDDWqTZWoclFrdhf/O2raD2+GAVKmC+L9dPOkCi9EAY2E+sg7uh0ShQIvO3aAK00OqaDp7BlLoqXGxFhYWhpycHCQnJ3uN79u3DwkJCXWWmC9vv/02Jk+ejDvvvBMAMH/+fKxevRqfffYZnn322UrHz5kzByNGjMBTTz0FAHjllVewfv16zJ07F/Pnz4fH48G7776L559/HjfccAMA4KuvvkJMTAxWrlyJW265peJaGo0GsbGxAX19RESNWWOb/RFJJFUWTUpd2GW/GVZotBg08R4kpnbAzh+XwVJagtjWbXHlbXcgIokzIXT5fD3rSBf2DVy/YC5O7f3XiiuBAFfddT/a9R9U5Ww2UUNW42WQt9xyC5555hnk5uZCIBDA7XZj69atePLJJzFx4sRA5AgAsNvt2LNnD4YO/WdDUKFQiKFDhyIjI8PnORkZGV7HA0B6enrF8ZmZmcjNzfU6RqfToXfv3pWuOWvWLERERKBbt25488034XQ66+qlERFREEjlCvS67ka/8StuuAlShfKyr68KC0fnYVdj/Ctv4q45C3DDk88hLqUtpHJ+yk9UlzweD47t2OpdqF0IYMOnH8JYWBCcxIjqQI2Ltddeew2pqalISkpCWVkZ2rdvjyuvvBJ9+/bF888/H4gcAQCFhYVwuVyIiYnxGo+JiUFubq7Pc3Jzc6s8/uL/Xuqajz76KBYvXoyNGzfivvvuw2uvvYann37ab642mw1Go9Hri4iIGp7IZi3Q58ZxlcZ73XATopon+zijZgQCAdThemgiItkghILGajajJOc88k+fgiE/F067Pdgp1SlzaQn2rFrhN35o4/p6zIaobtV4GaRUKsXHH3+MF154AYcOHUJZWRm6deuGlJSUQOTXIEydOrXi/3fu3BlSqRT33XcfZs6cCZlMVun4mTNn4qWXXqrPFImI6DIoNFr0vHY02g0YjHN//wmPx4Ok9p2hDAvjJsMUEoyF+fj1kw+QuX8P4PFALJGi29XXo8fIUVCFhQU7vTrhcbtRXsUH42XFRfC43RAEYJ9CokC7rH3WAKBZs2Zo1qz+1t1HRkZCJBIhL8+7lXJeXp7fZ8liY2OrPP7i/+bl5SEuLs7rmK5du/rNpXfv3nA6nTh9+jTatq3c8WvatGleBZ7RaERSUlLVL5CIiIJCplJDplJDH58Y7FSI6pS5tAQ/vPUa8jNPVIw5HXbs+vF7CEUi9BlzS0g0KZEqFEhs3xGZ+3b7jLfu1YeFGjVaNf7Ndblc+PTTT3Hrrbdi6NChGDJkiNdXoEilUvTo0QMbNmyoGHO73diwYQPS0tJ8npOWluZ1PACsX7++4vjk5GTExsZ6HWM0GrFjxw6/1wSA/fv3QygU+uxACQAymQxardbri4iIiKg+mYqLvAq1f9uzZiXMpcX1nFFgyJQq9L9los9N7DURUUhI7RCErIjqRo1n1h577DF88cUXGDlyJDp27AiBQBCIvHyaOnUqJk2ahJ49e+KKK67Au+++C7PZXNEdcuLEiUhISMDMmTMrch04cCBmz56NkSNHYvHixdi9ezcWLFgA4MKzBI8//jheffVVpKSkVLTuj4+Px6hRowBcaFKyY8cODB48GBqNBhkZGZgyZQomTJiA8HC2XiYiosbDVFSI3BPHcGL3dqjC9Wg/YDA0EVGQKS+/kUpD5LDZIBKLfb55b0oMuTl+Y06bDY6qNm9vZPTxibjl5Tew4bP5yDt5HEKRCG1690P/8ROhjYyqlxzcbhfMJSVwORwQSSRQh+s5o0e1VuNibfHixViyZAmuueaaQORTpXHjxqGgoAAvvvgicnNz0bVrV6xbt66iQUhWVhaE//qPom/fvli4cCGef/55PPfcc0hJScHKlSsr9lgDgKeffhpmsxn33nsvSktL0b9/f6xbt65ijzWZTIbFixdjxowZsNlsSE5OxpQpU7yWORIRETV0hoJ8fP/Kf1Ca988b+F0/fI+h9zyIdv0Hh8ReVMaCfGTu243ju7dDFRaObukjERYbB7mqaTZ3Uesj/MaEIhHEjWA/xOoSS6WIa90WNz47A/bycgiEQig0Wkjl9fMazYZSHP5jI3auXIpykxFKXRjSxoxHm7T+UGprvlcj0UUCj8fjqckJ8fHx2LRpE9q0aROonEKO0WiETqeDwWDgkkhqkFxldjgLy2Hekwe4PVB2j4EkWgmRRhrs1IioDjhsNmz47EP8telXn/E73/kI+vjA7pUaaCW5Ofhu+tMwl5Z4jfe7ZSK6pY9skvtsmYoLsej5p2Aqqty6vv2VQ3DV3Q/WWzETymzlFmz77hvsXftjpVifG8eh9+ibIZZWbkhHTVdNaoMaz80+8cQTmDNnDmpY4xFRA+Uy2VH6w0kUzD8Iy648WPbko/DjP1H8/TG4TKHV3pmoqSo3GXBkyya/8dMHfDdmaCzs5eXYsuiLSoUaAGxd/BXMJZXHmwKNPhI3/edlaKO8tyhq3rk7+o+fxEKtjpQbDNj38yqfsV0/LvP5e0lUXTVeBrllyxZs3LgRa9euRYcOHSD5ny5Cy5cvr7PkiCjw7OdMKP+zsNK47WgJbKdKoeziu5EOETUeHrcHLqfTb9xaZq6/XDwe2C0WCESiOisWysuMOL4zw288c/9u6BOaZrdPfUISxr/8BspKimExGqCNjIYqLAwKDVf61BWLoRQet9tnzOV0otxohC7ad+dyokupcbEWFhaG0aNHByIXIqpnbpsTZVuz/cbLtmRDlhIOkbLxt3YmasqkCgViW7dB7oljPuPJXXvUSx7GwgKc2rsTR7ZuhlgmQ/err0NMcmuowmrXsMvj8fh9swwADrutVtdv7NT6iCqfX6PaEfvYc/ffRFI+UkCXr8bF2ueffx6IPIgoCDxuDzw2l9+42+4C3FzyTNTYKTRaDLnzPix64alKRU2zjp2hi47xc2bdMRbkY+ePy5DQth26pY9E9vEjWPP+W2jWqSuG3vUAlLqwy762TKlCQmoHnD/yl894cteel31toktR6nTQRcfAkJ9XKRaR2KxWv9tEl91PtKCgAFu2bMGWLVtQUFD5wVUiaviEMjEUnSP9xhWdIiFUcFaNKBRENU/GhNfeQfPO3SASi6EKC8eAW+/A1Q8/GfA3ky6HA2ZDKVwOO35Z8D5Wv/cWirPPY+SjT6OsqBDF2edrdX2FWoMhd94LkY8NntumDYAmwv/fc0S1pQ6PwA1PvQC52rvrqFIXhuumTIOKxRrVQo27QZrNZjzyyCP46quv4P7vp3MikQgTJ07E+++/D2WI7dVSF9gNkhoyZ4kVBfMPwGXwbiYiVEsQ/WBXiPV8AJ0olFjNZjis5RAIBVDqwiAUBn4vstLcHCybOR2lud7LrsVSGW548j84tn0Lht37SK32bnU5nSjNy8GO5UuQ9dcBKNQa9Lx+DFp07lbrZZZEl+LxeGAqLEBe5kkUnj2D6BbJiGrest72eKPGpSa1QY2Ltfvuuw+//vor5s6di379+gG40HTk0UcfxbBhw/Dhhx9efuYhisUa1SdXmR2uYiusx0ogkIkgT9VDpJFCKPe/6tlZbIVpy3lY9uVfaN3fJQqaQYkQ6xv/vktEFHyHt/6ONe+96TOW0rsfmnXsgi5DR9TJBsIOmxVWsxkikYjLz4ioQQposRYZGYnvv/8egwYN8hrfuHEjbr75Zi6J9IHFGtUXl8mO4u+Pwna01Gtcd11LqLrHQKjwX7C5HS64LRe6xQmVEggltX/TRETkdrnw0zuzcGKX726NcpUaY1+ciegWyfWcGRFRcNSkNqhxgxGLxYKYmMoPIkdHR8NisdT0chSCPC4PXCYbXCU2uG0uiCMVEKklVc7sUO15PB6UHyyoVKgBgOGnU5C11EGqUPs9XygRQagL/HIooqbM43bD5XZBLG46z4IKhEIoNBq/calSBZmSs/iX4nG7UVZSDIfNBrFEAmV4eJP6PSJqqmr87jktLQ3Tp0/HV199Bfl/90cpLy/HSy+9hLS0tDpPkBoXj8sN2xkjir4+DE/5f/f0EQCq3nHQDm0GkZrtawPFVWaHaYv/h/TNu/Igvd5/sUZEgWMvL4exMB8Hf10HQ34umnfuhlY9ekMbFV2r57QaA4FAgM5Dr8afv/3iM95txLWVNm2uL2XFRXDY7RCJRVDpwn02KAkmj8eDspIimEtKYC+3wGGz4eCva5H110F0uWoEel43Bmq9PthpElEA1bhYmzNnDtLT05GYmIguXboAAA4cOAC5XI6ff/65zhOkxsVZakPhZ4cA579W13oA8/YcSGJVUPWODfk3JkHjRsUyRp9how0etwcCIX/+RPXJYbPhxK7tWDtvdsXYqb27kPH9Itzy0uuISGwWxOwCy+12w+N2QxcTi96jx2HHiu+84ontOyG138B6/3ehvMyEMwf34Y+FX8BYkA+JXIEuw69Bj2tugDq8YRQ/LqcTOSeOYtW7r8NcUgzgwn5efUaPgz4+EbtXrUBJznmMeGgqN7gmCmE1LtY6duyI48eP49tvv8WRI0cAAOPHj8dtt90GhYLLGJo629ES70LtX0y/ZUHRXg+RturNI6lm3A4XPDYXBGIBZC11sB4u9nmcvGMkCzWiILAYSvDz/DmVxq1lJqz/eB5ueOp5KNT+lwk2RhaDAcU553Bg/Vo4rOXoMHAoOg9NR9u+A3Bk62bYy81o02cA9PEJ9d6p0eN24+TuHfj5w3crxhzWcuz+cRkKs07j6oeegLIBPF9uLMzH968+D5fDUTHmtNmwZfFXGPHQVGgio3Bq326YS0pYrBGFsMt6iEipVGLy5Ml1nQuFAEee/+cWXUY7PCGwwbLH6YZAHPzmG267C87Ccph+PwdHjhmSeBW0VzWD9VgJ4PL+OYvCZZC10AUpU6KmLS/zJNwu37Pe54/8BavJFFLFmsVgwOaFX+CvTesrxk7u3oGo5skY/cx0DBg/MYjZAWUlRdj87ec+Y6f374G5pLhBFGtHt272KtT+bf/Pq9Bh4FXYvmwxirPPIrJZ83rOjojqy2UVa0ePHsX777+Pw4cPAwDatWuHhx9+GKmpqXWaHDU+0mQtzDtyfMbE0coGUeRcDrfDBVepDZY9eXDkWSBtroWyUyRE4fKgzFZ53B7YTpai6Ku/gf/WZc58C9xlDkTe0wnGdZmwnzEBIgGUnaOgHdYc4jDOaBIFg9NmqzLudrvqKZP6UZxzzqtQu6jgTCb+/mMjel1/Y73s7eaPzWJBudHgN16QlYmo5i3qLyEfXE4nck8e8xsvyTmPTkPSAQAKbVg9ZUVUfRZDKcqKi5B3+hRUujBEJDWDOjwCIjGbzdVUjX9iy5Ytwy233IKePXtWNBTZvn07OnXqhMWLF2PMmDF1niQ1HrLmWghVErjNlT8N1F2T3CgbjHicbthOGVD05V/AhX3gYT1cDNNvWYi6tzOkifX/ibjLaEfJ98crCrWLbCdK4SyxIvLujhBAAAj/24Zfyi6PRMES27qN31h4XDzkqtBp/ON2u3Fg/Vq/8QPr16DDwKuC+lyYWCIFBALAz85FSm3wVyGIxGLEtErByT07fcbDYxNQVlwIhUYLXXRwmrMQ+VNWXIS1895B1qH9FWMSuQI3PjsdcSmpLNhqqMbTHE8//TSmTZuGjIwMvP3223j77bexbds2PPfcc3j66acDkSMFiMvsgLPECqfBBo/LXSfXFIfLEXVfZ0gS/nnzIVSKEX5TCqTNg7+s5HK4THYULzxSUahd5LG7Ubz4KJymqj81DwS32eGzIAYAV5EVbpMDYr0c4jA5CzWiIFNqw9A1fWSlcYFAiKH3PFTvz2wFksfthsNa7jfucjj8Fkn1RaHVomX3K3zGpAoF9AmJ9ZyRb6l9B/rtTtl1xLU4vmMbbpz2EjT6iHrOjMg/p8OB3atWeBVqwIXnQpe9Nh1lxUXBSawRq3Fpm5OTg4kTK683nzBhAt588806SYoCy213wZFdhtJVp+A4VwaBTAR1WhxUafEQ62q/VE4SrUTkXR3hNjvgcbkhVIgh0sggEDXO5hYugw0em+9lSs7CcrjNTkBTz0sML/WjbJw/amrA3DYbPHY7hCoVBMLGuZw5WORqNdLGjEdCagfsWP4dykqKEZfSFv3GTYA+PinY6dUpkViMDgOvwsndO3zGW1+RBnmQn8+TKVUYcse9KMk+i5Kc7IpxsVSG0c/OgDq8YRQ/2uho3PSfV7Fqjnc3yH7jboc+PgGjn5kOTUQk/3ukBsViKMGBX33PrjvtNuQcP8rZ4BqqcbE2aNAg/PHHH2jdurXX+JYtWzBgwIA6S4wCx3G+DAULDlYsofPYXDBtOgdbphERE9pBpKn9UkWRSgKRqmHtV3O5PM5LzDoGoWmKUCWBUC2Bu6zy7JpAJoJII4XLbIfL5ICzwAKRWgpRuBwinZRbJ1CNOA0G2E+eQvGXX8BZUAj1wIHQjrwGkoQE/i7VgFIXhtS+V6JZh85wuZyQyhWQKVXBTisg4lq3RVTzZBScyfQal6vU6HXtjRBLg78cXhcdg5tfnIni7HPIOXEUuqhYxKW0hVofAaGoYaxGEInESEhtj9teexsWgwFulwtKnQ6qMD3EDWw/OKKLXE5nlc/pGgvy6zGb0FDjYu3666/HM888gz179qBPnz4ALjyztnTpUrz00kv48ccfvY6lhsVVZkfpjycrPesEAPYzRjiLrXVSrIUScbgcEAp8FmVClQRCZf3/oynSSKG/uS0KvzjkvTxTAISPTQGEAhQvOgrbidJ/clVLEHlXR0jiVHyTTdXiMplQ8s03KHx/bsVY+d69KPrsM7RYtBCyli2DmF3jpNSFBTuFgFPrIzD6men4+4+NOLB+DZx2O1J690Wv626ELjo22OlVUOsjoNZHoFnHLsFOxS+BQACNPhIafWSwUyGqFolUBm1UtN+iLK5N23rOqPETeDw1WzwurOZ0u0AggMsVWh2uLpfRaIROp4PBYIA2yO2AncXlyH1jt9+4dlhzaK8K3Q1aL4fb5kTZlmwY15+pFNPfmgpFkPYvcztccBVbYdqSDUdOGSTRSqj7J0AUJoNhbSYsu/IqnSNUSRD9SFeIw+T1ni81PrZTp3DqmsrPWgGAasAAJLw9GyJN6LScpwvPnNXVsjq32wWLwQB4PJCrNQ1iRo2IAu9oxhasendWpXF9QhLGvvB/DWbj+WCqSW1Q45k1t7tuGlFQkAgEgEhQaR+ui4QhsnSxLgllYqj6xEESr4Lx1yw4i62QxKmgG94cklhV0DaaFkpEEMaoEHZDK3jsLggkIgglQjiLy2HZ6/sTLbfZAWdhOYs1qhZzRob/2JYtcJWWslgLEabiIuSeOIrDW3+HXKlG56Hp0EXHQVGLP1+hUMQ3ZURNUPPOXXD1w09g8zefwVxaAoFQiJQr0jBwwt38O+EysHdmEyNUS6DsHu1z1gUCQNY6rN5zagxEKgkU7SIgbaa9sCm2RAhREJY/+iIUC4F/7V/ncXj8FuMA4Cqt/+6V1Eg5q1gdEeSOflR3TEWFWDZzOorO/rN64M/ffkbP627EFTeMrVXBRkRNj1ylQbv+g5DUvhPs1nKIxBIotTpIFYpgp9YoXVaxtmvXLmzcuBH5+fmVZtrefvvtOkmMAkMoEUE7pBnsZ0xw5lv+CQgA/bi2EGm5TKUqjaFpikAmhEAhhqfc6TMuiVbWc0bUWCn/u5emL4ru3SHkm/hGz+VyYv8vq70KtYt2/7Qcqf2uZLFGRDUmEAigieCzlnWhxsXaa6+9hueffx5t27ZFTEyMV6MCNi1o2DxONxwF5TBuzIJmUCLgAeznTBBppZAmaSCK4J5coUCkkUE7JAmG1ZmVYpI4FUThdbsE0llYCNupUzD88AMEIhF0o0dD2qw5xBFc6tDYiWOiETZuHEq/+85rXCCXI/aFFyAOCwtOYlRnLAYD/tzws9/4X5s2ICa5td84EREFVo2LtTlz5uCzzz7DHXfcEYB0KJAceRbkf7AfcHlgPVgIoUYKSYwSHocbQqUExvVnEDGxQ6OYPSL/BCIBlN1jALcHxt/OXtgjTgDI2+kRdl2rOu326SgoQM5/nod58+aKsdIlS6G9diRinp0GcWTD2K+ILo9Yp0PUY49CfeWVKPr4YziLi6Hq0wf6O++ENKlhbBxMteTxwFFFm22bxVyPyRAR0f+qcbEmFArRr1+/QORCAeQ02GBYfcrrWSa3yQ6byQ4AUHSKhHpgElxGOwQCBLQdvcftgdviAASASMVll4EgUkmg7p8ARecoeKwuQCKESC2BUF63j6laduzwKtQuMq5aDd0NN0DNvRcbPbFeD81VQ6Do2QNwOCBUqyGUs0FNqJCpVGjZvReObd/iM57af2A9Z0RERP9W4/68U6ZMwbx58wKRCwWI2+aEq9gK2ymD32OsfxXBnJGN/Dl7Ufj133CWWAOSi7PECtOmsyhY8CcKPz2Esp05cBoaRsMLp8EGe64ZjjwzXP8tYhszgUgIcbgckjgVJJGKOi/UnKWlKP7iS7/x4i+/gtti8RunxkWs00EcGclCLcRI5Qr0u/k2SGSV/1xjW7VBVLPkIGRFREQX1fjd25NPPomRI0eiVatWaN++PSQS7xmY5cuX11lyVDfcZQ64DDYIJEJ4HL63XhDIRBUxe6YRRQsPI3JSB4jUdTfz5SyxomD+Qbj+VZyVLj8BaTMNIia0g0grq7N71YTb7oL9tAEly05U5CaOUkB/c1tI4lUQiOpmz6GQ43JVWYy5zWXwcK9FogYvLDYeE2a9i4xli5G5dxckcjm6Dr8W7QcOYZttIqIgq3Gx9uijj2Ljxo0YPHgwIiIi2FSkEXBbHCj/qwjKrtEw78r1eYyspQ5lW7MBAAK5CLLmOrjKHHBbnBDIRRDXspDyuNww78jxKtQusmeZYD9rgqJDcIo1Z2E5Cj//C/hXJ3JnQTkKFhxE9GPdIYlkq9l/c5nNcJtMEEil0AwfhqL5H/k8TnvNNRCq1fWcXdPkMhjgyM5G6cqVcJUaoL36asjbtYMkJjrYqVEjIBSJoI9PxPDJD8NqLoNAKIBSFwahsOqGU+bSUrhdTgiEIqjDw+spWyKipqXGxdqXX36JZcuWYeTIkYHIhwJAIBGh/K8iRExsD9sZo3fLfgCaIUmwHi4G3B6ItFKE39QGpj/OIX/OXsADiMJk0F3XCvJWusteSucyO2A5UOA3bt6ZC1kbPYSS+p3FcttcMG7I8irULvI43LDsyYN2aHMIRPxQwuNwwH4mCwUfzIN56zaIdDokvPsOSpcshau42OtYcVwcNFddxQ9z6oHLaETx19+gcO7cijHjDz9A1rYtkj6aD0lsbBCzo8ZEIpdDUo1lruUmE87+fRBbFn2Fkpzz0EXHoO/Y29Ciaw8otbp6yJSIqOmo8TtjvV6PVq1aBSIXChChSgJxpAIlS45CMzgJYaNbQ9E1CuoBCYiY1B5uixPmnRdm3HQjW6Jk+XHYjpdWFDCuUhuKv/4b9nNll52DAAKgqjfuIgEQhPf1HpsLjmz/r8t+xghPFRsDu21OOIutcBRYGsyzd4FiO3UKmWPGwLRmLdwGAxxZWcie+gQS33sPujFjIFQpIdRoED7hNjT/5mtI4uODnXKT4Dif7VWoXWQ7ehQlixbD43AEISsKVU6HA3//8Rt+ensmSnLOAwAM+XlYO+9t7Fv7I+y2wDzvTETUVNW4WJsxYwamT58OCxsHNBoijRQRt7eDQCxEyXdHYdp4Fh67G+JoBSwHCmDennPhuHAZ3OVOuEp9Fx2G1afgKru8xhtCtQSqnjF+46recRCKg/BsmEQIUZj/5ZeiCDkEfvJyllpRuvIEct/ajbzZe1DwwX5YDhbA5Wcz6sbMZTQi74034fmfFt/206eRdddd0E+ahJarV6PlTz8h+umnIU1ICFKmTY/hxx/8xkq/+w7O/5n1JPo3m8UMQ34eSvNzYTVf+gM5c2kxtiz+ymds5w/LYCktreMMQ4O5tASmokKYS0qCnQoRNTI1XtP23nvv4eTJk4iJiUGLFi0qNRjZu3dvnSVHdUcSpUTUg13hLLDAkW+BJEoJcYwS8jZ6eOwuWP8uhjhKCcd5//9YO3LMfhuUXIpAeGHvL8u+fDgLyr1isrZhkMYH59kmkUIM7ZBmKPz0kM+4um+8zwYjLqMdhV/8BWfuPx9auAx2FC88Av2EdlB2jAxYzsHgLiuDZds2nzGP3Q7DihWIeebpes6KgAuFtN+Y2Qx4fKzxpSbP4/GgJPscNn71CU4f2At4PGjWsQsG33Ev9AmJfp9XKzca4fSzL5vb5YS5tBhhMYFfeut2uWC3lUMslkIsbbhbwJSbTDh3+E9sWfQVirPPISwmDn3H3ormXbpzySgRVUuNi7VRo0YFIA2qD+IwGcRhMshTvB8EDx/bBu4yBzxO94Xlj34IVRJ43B44DVbAc6GDpEhR/f3YxGEyRN7TCdZjJbDsyYNALIS6bzykiZo63ai5Ki6THa4yOzx2N4RqCUQqCSQJamhHtIDxlzOA+79vbMVC6MekQKz3/fzG/7N3nlFSVFsbfqqqc+7JCWbIOUlQFEwIigERUMyo4DXncM35XnO85qyoICpiQlTADCJIzhkGJqeezrG+H4cJPd1DEhX9+llrFkydqlOnumd66q2997sj1f44odYc18wt6Nta/zJ3yz8ESULSalFDySOrssX8Jy8oRQO2E07A9VFyF17L0KEpk5d/GD5XHX6PGzUWw2C2IGs0BDweZEXBZLOjM+6dIZKropz37ryRoLep6fX2lct4744bOe/hp3HmJE9jVrS7/8zXaP/Yz/JIOIzPVcvmxQtZ8+O32DKy6H/SaJy5+ejNB9fnUEPK6HdvvdK4ra68lJnPPs7gcWcx4JSx6FKtMFKkSLEH9lms3X333X/EOlL8hShGbaPokmQJ16ytTaKlGeaB2URq/MhaherJa9Bmm7Cf3B5tlqnVVMHmRD0h1EAEfZENQ0cHkmHfxN7vJVzho/rt1USqdkX2JDANyME+ohDL4FxMvTIIV/mRZAlNhhHZokXWJn+6HNy2m2hGTWC/I5AHK4rTiX30aOqmTUs6bh0x4k9eUYoG9F26oO/RneCq1XHbJb2ezOuvQ/m7iLVYFOpLoHIduMsgtxdYsiHsh4gfdFaw5oDy531mHEzEYlGqtm9j1vNPUrltCwDWjEyGnDmBTYvms2HBfDoOOoyjzp2IPav1lHMQUanVP8yNE2oNhAN+ln71BUeefUFSYWay2XDk5FFXVpIwZnamYbI79u8C90DA68FVXsaSWZ/jqashv3NXBo0+g+/eeoV3b7+eYRddRufBR+B3uyldvw5FpyW3Y2dMdudfJoh2lzK64OMP6HHkMHSGlAFQihQpds9+d8n97bffWLNmDQA9evSgX79+B2xRKf46wlV+0s/uSvXUtRBpEmyGLk602WZcn2zGenQBtuPaEtrhJloXRA3HkA0KskWHYk5+IxUu91IzZS3hXdEoSa9gP6EIY59MFNMff/MVqQtQ+coKYs2bXavgW1iGYtNiO7YtmnQjmvS9eyqtyTC22rdO0sog/7NcEGWDgfRL/oV33jzCO3bEjWVcdSXa7Pibw3BFBcFNm/D/9hva/HxMAweiyc5G3sNT+RT7jjYrizbPP0/dtGnUTplKzOvFMnQoGddeg76o6K9e3t4RjUDJEnhnDATrQW+Fsa/BD4/B2s9BjYltQ26AQ84D8z8rzXhvqK+sZOrd/yYcaEojd1dV8uVzjzP6xjvYtmIpGxbMo2LLJsbf8zDW9NZfo5Dfz5Yli1od37Z8CcHRpycVXmZHGqdcdwvT7r2VoK9J7Gn0ek694XYsaen7d4G7IejzsfLbb/h+8mtNa1y2GJPdwcgrrufzpx5m7psvkVnUnql33dS4jyTLHDfpCroMHoLe9OdH3faUMuqpq8H+J6SMpkiR4u/NPou1iooKzjzzTL777jscDgcAdXV1HHPMMUydOpXMzMwDvcYUfyKSCtFwlPSzuxGtDxHzR9BmmwiXeqn5YD3EVGSTFsWhJ1zmpfrdNRAVok5bYCH9rK4JgidSG6DypeXEfE3GG2owSt0nm5Ctun2q74oFIkQ9YVR/BEkn70pl3HPaTaTCHy/UmuH5qQTzwBw0jj0/fY16Q0TrwxBTcZ7eGTUco37udqLVwgFNcegxHZqD/Celdf6Z6PLzKXxnMr5Fi6j/chaajHQcZ5yBrqAAxWZr3C+0cyfFEycR2rq1cZuk09Hm5Zcw9e+PlBJsBxxtdjYZl12G44wzQFWRrVaUgywlbLe4S+Cd0yDoFt8fcxt8/xDsbFYDHXTDnHtAkmHw5f+vImyqqrJ23g9xQq3ZIEu/mUn3ocewZNbnuCrKqdi6ebdiTdFodlsvZbBad/tgJbNtEec9/AzbVy2nbOM6soo6UNi7H7aMzD+kXYe3rjZOqDXgc9Wx+MtP6X7UMJZ8+SkVWzZicabjqa0GQI3F+Obl/5HToRNZRe0P+Lr2xF+dMpoiRYp/Bvss1q666ircbjerVq2iW7duAKxevZoJEyZw9dVXM2XKlAO+yBR/Htq2VqKrq6l+fz2yVYesk4nUBRsFGTIoaXr8y6vwLohvsB3e4aHytZVkXdo7rl4rUhNA18ZKcLsbtYVTYv2sregLbY01a1FfuLF+TjZqUGy6RoOPaH0I11db8C2uaGwroGtjJe2sLmjSdh8RC1e17l6qBqOo4RiqqqIGoyBLyLrE9MeIK0jN++sIbXY1blNsOpxjO+FdXI6pbxbR+hBqOEak1Ivi0P9ptXh/FtqcHOwnn4zthBNAURJuzKJeLxUPPRwn1ECYkBRfdjntP/8s5RT5ByFpNAkRzr8NZSubhJpGD/Y28UKtOT8+Bj3HgKPNn7e+v5hIKMSONclNkAAqt26mfb8Bjd9vX7mUDv0Htbq/1mCg/ymnsXnJwqTjg0aNw7CbSJQky9izsumVNZxexwzfiyuIJ+jz4qt3EQmF0BtNmNPSUZTWG3BvX7ms1bGtSxdz8rXDWfLlp8RiMSQ5MSV/6dczGTbxst2e44/AaLXjyM6lrrw0YczsTMO064F3ihQpUuyOfRZrs2bNYvbs2Y1CDaB79+4899xzjEjVrfztkQ0KmmwzyBIxd4iWSX6GbumggufnxHoFEPVa4eoAik1P1BsiUhPAv6IK2a4n7fRcItV+URO3S/xFqvyoUXGWcJWf2g/XE9oq6sEknYJteFtMA7KRNDL1327H91tF3PlCxW6q3lxN5sW9diuMtFm7ufEwKCCBd14JvuVVSAYF6xF5aPMsKBYxZywYoX7W1jihBkJAun8twzIwh+p31kCk6RXTFdlIO6srGvs/yGhkF5Im+UdHtKYG95w5ScdUv5/ghg0psfZPIhIEdyls/0X8W3g4OItErdm+4GqWWmvJhtqtre8brIfQ/vd8/DuiaDQ4c3LZ1opmsaZn4qtv+myyZmTtcc7MtkUMOGUMiz6LN6fpM3wkOR07/6717o76ygrmvPEimxcvBFVFbzIz+PSz6TbkGEzNIvTNiYRa72Gpqrs+cyUJZ24+7pqqxHNWVRCLRP50sWZxOjnlult4/95bCfmbHhiKlNHbsDgPfMpoihQp/nnss1iLxWIJdv0AWq2WWOyfZarw/xFZpyFaF8BxagfqZmxsjGCB6DlmOTwPNRQTEahWiJR7iWYaqftiM/4llY3bfb+WYeiWRtr4LtS8t1bMadMhyRIRV5CqV1cQC0TQt7ejxlT0HR1o0o1455ci6RUMXdMgqjY28G48X4WPaF1wt2JNk2lEseuJJmlcbT2ygPo52+PWGlxXi7FfFo6T26GYdcS8YXzLKhOOBbAMyKb6ndVxNX4Aoa31uL/fgf3Edn9ND7m/ADUUgt18DkSqq//E1aT4Q4kEYcsPMPUsiDZrvJ3XH858B2z70BQ9r2/T//11YNmN2JAV0Oxdbek/BVlR6H3cSJZ+PTNpK4Zew47n1xnC/EeSZfI7d8NbV4vZ4UzYtwGj1caho8+g59HHsWXpb6hqjKI+/bGmpWOwWP+Q6/DU1jD9oXuo3rG9cVvQ5+W7t15B0WrpM+wEIuEw0UgYndHY2D6gsFffVufM6diZ6p3FDDhlDBt/nZ/09Snq3e8vs/fPLGzH+Y/8j+0rl1G6YR1Z7dpT1Kf/H5YymiJFin8e+yzWjj32WK655hqmTJlCXp74Y7xz506uu+46hg0bdsAXmOLPR9/GRt2sLaRP6EFoWz0xTxhtgQVZpxB1h9DmmFo11wBQ7HpCxe448dNAYE0Nxl4ZGPtkEC71YTkiD9mqI7ixDsuQfBSrjuAWF7JRg76dncCqajzzmqJ41qMKsAzNx/Pjzrh5I7Ui1bI1NHY9GRf3oua9NYRLdhXFKxLmwXloC6zCtr8F/iUVWAbnoph1qKFYUodMTYZR9I2LJO9l5VtYhnVoPrLz/4c9s2yxoMnKIlJRkXTc2L3Hn7yi5ESqq1FjMTQOR6qGbn+pL4PPr0u8OS75DX58Ao7/j0hp3BschZDTG8qWi8iZJIM5E7xJHpD0GCMEW9AD+r+J0+UBwJ6Vw0lX3cSsF54kGhbiWJJk+p5wMv56F66KcmRFw3GTLuOX6e9jdjo56tyJ6E2mVuc0WCwYLBbSC9r+KdfgqiiLE2rNmTftXQq6dOenae/gd9VR1HcA3Ycegy0zC0taOt2GHsOaH7+NO0bRaDj89HPQ6g2Y7A7euvHyhHkNZgudBh3+lwmjxpTRY0fQ69hU9lGKFCn2HUlV961janFxMaNGjWLVqlW0adOmcVvPnj359NNPKSgo+EMW+nemvr4eu92Oy+XC1kqax8GEGo0R3O6m5t01aJwGJINCpCaAdWg++q5pxFxBAhvrcH+T+EdXtulIO6sL7rnFrfZs07W1YhteSLjMi6GzE9mmJ1Lpo/6rbQQ3xR9jGZIPsoTnh6Y0qbRzu1H7wfrG6J6kV0g/txuSVkKbY0E2tP4MIuoJEfOGRZ81kwY0MuVP/oYaSB4pNB+ag+34IiLVAapeWYEait9PW2BB396O54edSY8HyLlpwF67TP7dUVWV+i9nUXL99Qlj5iOOIO/RR9Ckpe39fLEYaiCApNUeEFEVrqjA8+231L77HrFgENvIE3CMOx1dQSo1c6+JxYQhSMVqqNkshFb5KvjhERFtA9Aa4YqF+1ZX5toB39wFq2dAWns4/kH45HLwNBP+BQNh6A3w0UTociIMv2/fInh/cyLhEN7aWmpKdhANh3DmFhD0eti6fAl6sxlHdi5Lv/qcrcsWozeZOf/R5zBarWj1B0cq9tKvv2DOay+0On7Kdbfy2ZMPNn5vMFs46/5HSctvg7eulu0rlvHrpx/id9fTpltPBp12Bpa0dIwWK5FQiPLNG/jmlecaBWFBt54Mm3Q56flt/hSxFg4GCAeDaPWGg+Y1T5EixcHJvmiDfRZrIG7IZs+ezdq1IpWtW7duHHfccfu32v8H/N3EGoAaU4UbpCeEussBMlziwbeoXESkBuWgxlRqpjRZ/Os7ObCPbIcajhF1h/D+UirEV4ufME2WCVOfTOq/EdEsy9B8DN3SqHp5RdK1pJ/bjZpp6xuFkrF3JkgQ3unBOqwtkiIRC0ZRTBpkqw5dvhVJ2bs/zBFXkPLHF4nIWRIsxxSgb2vHu7AUTYYpTjQCyCYNjtEdG9M6W6KkG8i6pA+K7Z9lNLI7ovX1+BYupPyRRwlv24ZsNuM8+2yc552LNmvPtTQAajRKuKQE1+ef4/t1Ibq2bXGefRbagoL9djkMV1Sw45prCSxZErddycigaOoUdKkHTXsmFoOyZfDOWPA1S2ltfzQMmAgfXgixXSZCVy8RomtfCHlFNC0SBL0d1AjUboOqDWDJgJot8N2DYj+AjsfBmFfAtPcPAP5JlG3awPt3/xt7dg7hYID6SiFsB5wyhtyOXdi4aAH++jo6DjiMdv0GYMvcu9+/P4rNixfy8cP3Jh3TaHWccOX1fP7kQ3Hbi/r256Rrbm40PPG5XMRiEXRGc9L+aV5XHUGvB0mWMVqsf1hKZ3OCfh+1pTtZ+MmH1JTsJLNtOwaOGoMjJy8l2lKkSJGUfdEG+9VnTZIkhg8fzvDh++4CleLvgSRLaBx6cIg6r6q3VxPe2VTUH1hTg76zg6zL+xKp8KE4DUQ9IWreX0ek3Ids0mAemIN5QLaw/I8269nW0UFoe1NTac+PO9HmmFHsOqKuRHt9/6pqDJ2d+FeKwvGYL4yu0Ib5kCxqPlxPzN1UL6MtsJB2Vle0exnJkk0ajL0yEoxLGjD1zqRmqrgmxygnlqH5eBeUCnEnga7Qhq7AgibHRKQs0XHScVL7/1dCDUCx2bAOG4axd29i/gCSVoOSkbFPPdaC69ez7dxziXnFa+qbP5+6998n7+GHsB5/PPJ+NLkNrF6dINQAolVV1E6eTOYNNyD/RXUtfxvqd8Lbp0Ig3miHzd+JCFu3UbBqOqR3BO1+iGqdWXw1JxqBjy8FTxlEW3w+bJwN3iohEKs3wZpPQWeBHqPBlg9Gx76v4W+ERq8nEg7FpRb2HXESqGpchGrrssWYnWmcee/DOLJz92ruaCSCt7YGV2U50XAYR3YuJocDnWH/swQy2hSiN5uTNuPuOuQoNi6Yl7B967LFBD3uRrFmsrfecgDAbHdg/oMacycjGomw5beFfPG/Rxu3VW3fytqfv+fUm+6gfb8BSR0qU6RIkWJv2etPkLlz59K9e3fq6+sTxlwuFz169ODHH388oItL8dejqir+1dVxQq2B4Po6QjvceJdVEC7zUjN5DZFycXMd80Vwf78D35IKbMc21UPIJg2GLk4C62vj5vIuKhcRsyTEdvVUa0Df2YmxZzo1H26IE2og2ge4vtxKLBhpOU1SZK2C9Zi2IiWyBfouTiS9QqRCXFPdp5uI1ARwjutM2jndSD+vO8ae6WjSjGRc0APTIVmwK6KnOPWkndsNfbu/RyT1j0CTmYmubRu0ubn7JNQi1TWU3Hpbo1BrTukddxKpTHR72xNqJILrw49aHa+f+SXR2tpWx1PsonxVolBrYMU06D5K/P+Eh8C6B0dIXw3UbRfpj5HW3f4I1IFre6JQayQGH02CN06AX54X6ZgvHA7znwPfAXpPwwGxzrpi8B88Pycmm52sdh0av5cVhXb9BrDo848T9vXW1vDTlLcJBQJ7nDccCrJ1+WLevPEKpt17Kx/99y5ev+4SFn3+MX534j3A3mJNz2DcHf/BaI3/XGzbqy/tDxnI+gU/Jx6kqsk8Qw4aPLU1fP3KswnbVTXGVy8+jae25i9YVYoUKf5J7HVk7amnnuLiiy9OGqqz2+1ccsklPPHEEwwdOvSALjDFX0vMG8bzS2KPmAb8K6uxHplP7Qfrk44H1tViPiwX9DLGrumY+2dT9+mmhNTImCeE4kyeLqJvb8f7WzkAslmLobODSJmv1SbXgVVVREcWIesTf7zVaAw1BrK2SfxpM4xkXdkX769l+FdVI+kVLEfkY+hoRwWUNENj0+vAqmoCq5rSv+yniDQvjcOAY3RHbMcVokZjyHolrtdcir0n6qojuCvFGllG36kTklZDcOMm1ECA4KaN6NrsR8qidjcfd4oCKWe2PVOXaMTTSNgPGgOcPQ3aHLqb/XxQtgpm3QI7F4HWBIecD4dfDfYktYO63ZiItBkEG+fAlu8Tx354BLqeCKbWHRH3irpi+OkJWPoeRAJQeASc8CBkdt17A5U/CJPNzsnX3MwH99+Ou7qKzKL27Fy3utX91y/4mSPPuTBp+mBz6isr+OTRB1CbObuqsRjzP3iPrKIOdBywm/d3N0iyTHZRe857+Gnqysvx19fhzCtA0WiZfPNVxKKJtcMF3XphMB+8RjLeutrkzcoBf70LX71rtw3KU6RIkWJP7LVYW7ZsGQ8//HCr4yNGjOCxxx47IItKcRChEpfCmEAkhmLVJ01fbCBaHyLzol5EagNUT16d1EVS18aKriCxtkBx6tGkGYhU+DB0cWI5Ih8UmagvnLBv3JpbnCPqDROp8OGZX4IaiGLsl4W+vb2xB5omzYhteKEwNJEkFHNTJMg2rC2105KIUY0s2gnsQtYpyGl/bh+ffyS7bhDtp43GNnIk/hUrUAMBMi69lOCmTajh3bz3rSBpNDjHn4n7y1lJxx3jxqJJT/U82iPZu3HzNGcKAZPWbvdzlK+G10dAQ3+ssA8WvAjb5sE508DaIk3PnAEdhsGmJP37+p0nnCdbY+FrcMozsL9paK4SmHyqSLFsYNvP8OowuPg7yOm5f/MeQJy5+Zx1/2NU7yzG766nZmdxq/uqsRjR6O6zDlRVZdV3s+OEWnPmf/ge+V26JUTH9hZJlrGmZ2JNb8qkCHjcdD9qGMtnfxm3r0av59gL/4XBcvCKtT094kk9A0qRIsXvZa/FWnl5edL+ao0TaTRUVibvQ5Xi74ts0mLsk4l7TnK7ZdOAbNBK4i9WK5pOserQZBqRzVqQk/zl0siY+mYRKnZjPjwX7/xSlHQDjpHtUNKMgErWtYcQC4TRWPVIZm1SYdeApFeQ9E2iKeoNU//NNrzNIoSB9bVo0g1k7GqmHXWHhFGKVkaxxv+cGzqnYT26APcPO2joEi6btaSf2+0f2fD6r0a22Ui/9BIkrZbif10SN2Y55misJ564X/PqO3XEevzxuL/6Km67rqgIx9ixSM0a5sYCAdRodL/NTP5xRENQsgTcZZDRGaqSPLw45nZRt7Y7fDUioqYmEQJly6FyXaJYMzrglKdh2vlQsrhpe3pHaHs4BO7azfmqQI2yDxn/8ZQsjhdqDUTDMOdeGPsaGP76VGdrekZj9GbHmlX88tHUpPsVdOuJJO/+gVI0GmnVXh9E1C0Sav3h3P5gsFg54oxzaH/IAH795EP89fUU9urLISeOwp6Vc0DPdaAxO53ojEZC/sTomsnuwGjdfY1dihQpUuyJvRZr+fn5rFy5ko4dOyYdX758Obm5e1e4nOLvg6RImAdk41tYRrQ+/g+0JtuEvoMDWa+g7+wkuC6xlkPSymhzzSgmLbFojLSzu+KeW0xom6h70BZYsB3blvo525ENCs4zu2A9soBoXZDajzc21sBp88w4x3ZGsRuE06NTj67IRmhrYv2E9aiCOFOPaE0gTqg1EKkNEKkN4F1UjuennaiBKJosI86xnZB0iqiVM2hQzFqsx7TBPDCHSF0QSSuj2HQoNj1SMvG5F0S9YWL+MMRA0inIFu3/m8bZe0KblYXl6KPZduZZCWOeb7/Dcuww9G32wRJ+F5r0dHLuuhPHuHHUvPMOasCP/dTRmA8fjDZH3BCGKysJrFpF7bvvoUYiOMaMwTRoINrsPdRf/dOp3QZvngx6K4x5GX55QUS6VBUMdjj6VmEusqcIVsgLOxa2Pr7+a+Es2RJHG5Fe6SkTtWPWHCHq9FbocBys/CD5fD3GgPI7Wj6s/qT1sS3fQ9D9h4u1oM+Ht66GrcsWEw4GKOpzCNb0TEy25CJAkiTaHzKIzYt/jduu0eoYcMoY1CSphnH7abTkd+3B5sXJ36fMwnZo98PgZ0+Y7A469D+U/K49iEUi6EwmNNqD3/DH7EhjxCXX8PnTD8f1HJQkmRMuvxaL8/+nU2mKFCkOHHst1k488UTuvPNOTjjhBAwtPqj9fj933303J5988gFfYIq/Ho3TQOZlffD+WoZvaQWSLGEalIOpb1ZjZMl5agcqX1lBtLaZUYAikX5et0bhJEsSnu+L0XewYx2ajwpEKnzUzdhItD6E+bBcZL2GiDtM5Ssr4tIvwyVeKl9cRtY1h6DNMKJY9aSd1RXXzC34V1QK0aNXsB5dgHlgDpLSdNPoXVSW9LosR+TjnV+Gf7mICEsGBcdpHVFDMYIb6giX+1CcegwdHShpRrQZxgPSLy1S6ydU7AEVwqVeZKsWXRurSPm0/jGRuqgnRNQdIlIVQLFqUZyGgzYqqMZiuGa0fpNc8/prWI85Gk3GvteBaNLTsQwdgmlAf9RYLC5yFq6sovT2O/D+8EPjNt/8+ei7dKHNSy82Cro/CjUSIVJZSbTOJRw0nc6DIzUzGoaFr4romq8aPrhA1JgNuFA4NRodkD8Q9HsRhZQVUYMWSjQsAsCyG2t5S6b4yukVv/3om2Hd56JmrjnOdqK+rNXrikKwDmRt64LLupv33OAQzbv/QAJeDyvnfs3377zeuO2nKW/T6dDDGXbRZZgdifV4BouFjgMPo033nqz6fg5+j5uCrj3oecxwVn43m2MmXLzH83Y+bAi/TH8/aS3WkDPP+0NryFrOHQr4CQcCaA2G3+VE+UehaDS069ef8x58ikWff0z1zmKyCtvT/6RTsefkppwgU6RI8bvZ6z5r5eXlHHLIISiKwpVXXkmXLl0AWLt2Lc899xzRaJTFixeT/f/9CXQS/o591pKhRmPEfKLeQTZrE6JKkbog4RIPgc11aNON6Ds70dh1SJqmtBvfsgpqpqxLOn/WNf3QZJio+2Sj6OeWBMvQfGwjCpG1Ys5YMErMG0INxZD0CopNFyfUAGqmrcO3ONGaP/2CHlS/uarxe9vIdujyzFS/s6ax4ba4WAnnGZ1FjdtuTEOi/ggxT4jQTg+SRkaXZ0G2ahvXChCpDxIp8+H6amu8w6ZGJv2criJSqTuwdW9RV5DqKWvjopCyTUfmRT3R5hx8aX6xcJidV1+N59vvko4rDgftPplxwKNd7u+/Z8cllyYdy7r1FtLOP7+xsW60vp5ITQ2R8nJkmw1Nevpe95BLRrS+Hvfs2ZQ/9DCxXY67+s6dyXvsMfSdOv4pDX1bxV8L74yBnYuTj2d0hgtmCiG1J6JhmH0vzP9f8vErF0FGp31bXzQC1RtEQ+2N34Cih77nwJDrkjflVlVhlLL0PVj3pRBqg6+C/P7C7MRXKYSpziqu/YXByc877G444hohQP8gyrds4p1brkk6NuLSq+l1zIiE7QGPm+/feZ2yTRvoMngoOqORiq2bWT//J0b/+y7a9ui9x/PGYlEqt21l5v8ea6yBM9kdDJt4GYW9+6E3mn7fhe0BNRajvroSf309Ib+Pso3rqSreziEnjsKZl/+Hn39/CQeDREKiKbbmALcBCQUCREJBdAbjAZ87RYoUfz5/SJ+17Oxs5s2bx2WXXcatt95Kg8aTJInjjz+e5557LiXU/uFIioxibf2PhMahR+PQY+zeejRA38GB6dAcfAuaRbtkcI7phMZpQA1GGlMkkxHaWk/MHUJOE09YZb2CrBf/V2Mx1EiMqCskHBkNGhSrDlO/rASxJulkYt54owpDRzs176+PF2oAMZW6GRvJuqwPtCLWop4Q9XO3453XLN1SkXCO64Sxe3qjM2XUE8a3pCKxFUIkRvW7a8m+ph9y5oG7EYkFo9TN3JKQLhqrD1H52kqyrux70EXYZK0W67BhrYo108CByAfYcCAWCFD33pRWx+ven4b95JPRpKcTrqyk/MGHcM+c2TiubduWNi88j75Dh1bn2B3+pUspve32uG3B9evZdt55tJv+Ebr8JC6JfxYag4hStSbWHIWg3cu0OEULgy+HrT9C6dKm7ZIEo55LrFfbqzk1kNVN1I8FXCLaZU4X605GzWZ47ThRP9dA+SqRZvnrS7BqhujbZm8jGm4f/yB8dWv8HIVHQN+z/1ChFotFWfb1zFbHF302nfaHDEroKWawWBly1gS2Lv2NXz/5AG9tLbmdujD+nodIy9+79GFZVshu14Ez7vovfnc9sWgUo9WGxZnWGCkK+f14XbVUbd+KJMlktC3C7HCgxlS8rlpKN6xDjcXI7dQVs8OJ3rR3n2sBr4ctSxbx3duv4nPVAVDYqy8DThnDJ48+wFHnT6TToUegKAefmZNWrz/gTbCDXi/VO7fz6ycf4iovI7tDJwacPAZHdk5KtKVI8f+EfWqKXVhYyMyZM6mtrWXjxo2oqkqnTp1wOn+nNXKK/zcoFh32E4qwHpFPaHs9klZBV2BBtuqQdQqxQATFpidSmdwKWbbpiHrDaHaJtVgoStQTwvNLCdGqIPoOdjQOPXWfbUbSyDhO7YAm05RQ36ZGYsiG+D/2alRt7KnWEjUQJeoOo23leURwsyteqAFEVWqnrUd7zSHocsSvmhSN4VveihFPJEZ4pwdtpmlXiwE1LiqXsCZVJeYOocZEbWBzB8sGYp6QSBNNQswdIlITOOjEGoD58MPRZGURqWgREdVqybjqygNv/KGqqJHWXSbVSAQ1phILhah+7bU4oQYQ3r6d7RdeRNG09/c5XTJSXUPFY483fi+ZTGjS09D36IHtmGOJ1tYRNZtRHI59mveAoTXC4VfBylb61A29QdSO7S22PDj7fajeCBu+EW6PnU/YVYP2O0S4wbbn+rGQF+Y+EC/UAEbcD59eBZVrm7a5ikXvtou+hit+FVE4f61Ya3qH3adsHgBi0Rie2upWx/319aitODua7Q56HDWMoj6HEItF0RmM6E379jvjq3fhd4vIlsFiRWswNAq1gMfNstmz+HnqZNRdZjGyonDaLfdQuXULP773Jpa0dNr26kPx6hWk57eh5zHD98pBcufaVcz8X7yz9LYVS6ktK+Go8ycy+5XnyOvcFVvGH/v6HwyEg0HWzv+B2a8817itqngba378lrG33Ufbnn3+wtWlSJHiz2KfxFoDTqeTgQMHHui1pPh/gmLUohi1aLMSn7TKBg3Wo/IJbqpLeqypTybhci8ah4FwhQ/fkgqQhGNjxODD9flmZKuOtLGdqH53LVWvryTzkt6kndOVwKoa/CuriLiCGDrY0WSbkG06Yg3GKbHdZwSr0eRW1lFPCPdc4Z6m2PWY+mUiW3REKv34llbg/bUM7cntRdqoJO22FUK0PkSoxIP7+x3EfGGMvTIwdHaiccRHCaKeEP5V1bi/KyZaF0SbZ8E+sp0QvoamX2s1HGt0sExGrH43zYj/AmLBIJHKKmL1Ltq+/hqVzzyDe85ciEYx9OlDzh23oysqOuDnlY1G7GPH4v15XtJx+ykno3E6CJeXUzf1/aT7RCoqCG3dts9iTQ2FCG7YgCYri8yrr0a2WtEW5FM/cyZl999PzOPB0LcP2bfcgr5LFxTjX1C3k9YBRj0LX1zf1Jxa0cLw+0VUa1+x5oivoiEHdp17wl8La1rUQ5rSROpkc6HWnBmXwoWzYMi1f/jymqPRauk0aDBblixKOt6mZ290exBgyWra9gZXRRmfPfkQ5Zs3Nm7rOHAwwy66FEtaOpXbtvDTlLfijtHqDQR9XuZNe4fjJl2OJEtsWrQAVQVdJxOemuo9ijVvXS3fT3496Vh9ZQUhvx+twYC3tgaT3fG3MCD5PfhctXz7xksJ22PRKLNeeIqz738MS9pBUNeaIkWKP5T9EmspUvyRKJkmLEPz8fy0s6kdgATWY9sS2u7GPCiHmg/XEVxX13iMb2E5xj6Z2E9oh+vLLXh+KcV0SBbeX0qpn7Md55hOaPPMIAvDFMVpwLO4DOdpHamZth7VH0ENx5BNmsa6vDhkWjUXUaMq0foQ1mFt0Tj1eBeW7xJQZtLO7ooaiRGpCyApMpJJg+LUxxuxNEOTbaLypeWowSi6tiJaES7xokZUNGkGJFki6o/g+norvl+b6vrCOz1UvbqCtLO7YuyV0VjjJOkVJJ2CGkruAKfJ+H0pl2o4TKSqCjUcRjIYflfdVsTlon7GJ1Q88QRqMIhsNuE462zafTwdWa8XtWF/YBTf1L8/+m7dCK5ZE7ddk5ODfexYJI0GNRBADQRanSNUXIz5sH1rGCxpFAw9e5J5zdWU3Xsf6RddRPVrrxFYvrxxn8DSZWw7+xwK35mM6ZBD9u3CDgQGG/QaB+2OFBExNSZqy8xZoPsD6odUFbxV4jymdJHqeMBoUf/nbCfaBrRGzWYIew/g+feewl79sDjTEyJsikbD4LFn7ZXhRjQaxVtbQyQcQqPVYXGmIe8mhdBbV8uMRx+gavvWuO0bF85HazBw9PmTWPBxovtmx0GDWfvz9wybeBmrfpjLjtUrGsc2L/6V/C7dOfHqm7BltF7bGAmFqC3d2ep45bYtOHLy8NbWUl/1K+0PGYBWf+CdKQ8GouEwAa+X/iefxoYFP1NbWhI37q6qxO9xJ4i1WCyKt7aWaDSCRqNNibkUKf4BpMRaioMOjV2PvpMDQ0cH4Uo/SEIo+ZdWoEZVQtvr44RaA/5llRi6OJEtWgJra0g7pxu+JRVYh+RT9eaqxjYAALJFS9rpnXHPK8E5thMxT5hwlR/7Se2p/SCxh5T1yDYJ/dca59IrWI4qIOYJU/vhhsbtil2HBHh/qyC4oRZJr2AbUYh9ZDtq3kt8iq8tsBCtCaAGo9hHFoEK9d9sFzV6Zi3WowowHZJFzB+JE2rNqftsE7pCW2Nqo2LTYT26gPqvtyWer40Fxb7/T6bDlZXUvvcetZPfIebxoM3PI/Pa6zD07oXGbt/ntL3A0qWUP/hg4/cxr4+aV1+l9u23af/Zp3+oUAPQZmfT5uWXCW5YT3DDBgLr1qPLy8U+Zgy6vDxAROBki4WYJ7mbob5D+30+ryYzk+zbb6Ps7nuI1tcjWy1xQq2RWIzy//6XNq+88oe/FoBwS4wFQWMUEWGtEZyF4uuPpL4U1n4Bi16FSFDY7/efAI62v39uo1O0GFg1vWlbwAWW3dRba03CabK+FGx/bnsaW2YW4+99iB/fe5MNv85HjcXI69KNYy+4BGfunusYvXW1rJj7NYs+m07Q58VgtjBw9On0OGpYQq1bA57amgSh1sDan7/nsDHjcdckplYbLFbCwSDhYCBOqDWwc91qilctp8dRw1pdr6woGMwWAt7kv18NUb1wKMjMZx/ngseeI73gAPxcHESosRiuinKWfPU5W5YsRG+20O+EUciKwpzXX2i1WTmI93v1D3NZ+OlH+N31WDMyGXLm+bTr23+/m5inSJHiryflKZvioEOSJXQFViK1AXy/leH5YSfVb68iFlWxjSzCM6+k1WP9y6swdEtrjMiZD83F/dPOOKEGCGH10QZMvTOpeWcN7m+341tUjhqNkTGpJ7o2ViStjCbLRNpZXbAMzWs0CWmJbNBg7JImIoEN12BQsA1rS9XkNQRWV6OGY8Q8YeqmbyRS4yftnK4ozl21YhoJ86BsnOM645q1FWOvDKLeCK5ZW4m5RcpZzBvGNXML9XO2E21ujCKJ1MuG9ggxdxjV3xQZlBQZ86AcrMMLkRpcJiUw9Ewn/ZxuKJb9E2vRujrK7ruP6hdebBQu4Z0llNx0E57Zs6l45hmCW7bs9XyR2loqn3km6ZgaClH/5az9Wue+EK6qwr9kCVXPPofro+loc7Kxjx7dKNRACKu0iRclPV5XVIS2oGC/zi0bjQTXrUPfoQP+Za1HeQIrVxGtqSEW/APTV4MeYbjx5U0w9Rz46Qmo3Qqx3ffnOiDUl8L758LMG6BijYhq/fgYvHoc1LbeqHmv0Znh2DtE6mMD1RtFlFDTSu1m7/Hw/cPw1klQdwDWsI84snM5/tJrmfjMq0x85lVG33wX2e07omh2/6w15Pfzy/Sp/Pz+ZII+ERkMeD38+O4bLPpsOuFg8gixt7Ym6XYQQiIcDJLbqWvCWPWO7XQaeBjrfvmp1eOXfTOTgMfd6rjZ4aT/yaOTjilaLZlti+h5zHEsmfUZqCqrvp/T6lx/V2pLdzL5lmtYPPMTaktLKNu4nrlvvMjWZYs54oxzG/ezZWZjtDQJsIDXw09T3+aHd9/A7xb12e6qSr589nFW//gt0Ujy+sYUKVIc/KQiaykOShSTFvOgXAxd01CDUSStjGzWoYaixFq6NTYjFoyipBnQFliIVPrQF9nw/LAj6b7R+hCSVgaNRNQVIuoKUf/VNrKv6Uf6BT1QIzEkRdorQROpCTSlbALm/tlCVEYSn4LWz9pG+oU9sA5r22jTH1hdjX9FJeaB2ejb2alupb2B95dSzINETZR5UA6G7ulEqvxIsoSSZsC3uByU+DQvxaLDdlQB5kOyhNOlVkaxaBPEZ7i8nODGjfiXLEHXpg3G/v3RZmcjaRMjipGqKjzfzE66xupXXiX7tlvZdt75tPtgGtrcPUcj1GCQ0NatrY4HVq0iUlODJu2PaTAbqa6m/P4HcH/1VeO24Pr11E19n6KpU9C1FU/vJa0W5xlnoHp91Lz1FmpYCGdjv37kPfLwXqeBqqoaZ8ffkFqpBgIottbNOiS9nsC6dYRLSjAPHoy0hxv2fSYcEEYaH1/c1OB301z46Um48MvEHmcHmpLFsDNJjZanHBa+AsPu+n1NrkGYg1z8HSybIiJ4Bruw6T9zCrx/Tny/traHQafjYNoE4RD51R0w+vnfZ4SyH+iMRnT7WKvoc9Wx7Jsvk44tnvkpfYefiD07sb5yd2lzsqKgN5kYeMoY1vz4HbFmBifbli1hyPjziIZbN+qJhsPEdlMbLCsKPY8ZQcXWLWxY8HPjdq3ByIlX3oDOZGbF3K8p3SA+H2tLS4hFo7tN6/w7EfT5+OHdNwn5E42uNi6cT/cjj0GrNxCNRDjh8uuwNPs89NW7WPld8s/kedPeodPAwdgy//mmLClS/BNJibUUBy2SLCUYa6iKhLF7Op4fk9c1GDo58K+twXZ0G+o+24zjtI67PUfMFxEulLueOsoWLchSUmfF3aKJF0i6NlY8v5S2srNI2Yz5IwTWxD/FTj+vG2qMpCIPAFWs2XZCITFPmOq3VjWJRBlsI4qQ9Yk3LpJGRuNsvbYjtGMH2y+8iHBxcdMxej1tXn0VU7++CaIguGFDyykaidbVIel0RKuq8C1din0vxJqk16Nr157AypVJx3Xtiii77z6yrr++UTgdSELbt8cJtQaiNTVUvvAiuXffhWwQr58mPZ2MK6/AMf4Moq56ZJMRTVraXqV9RqqqCG7cRN3HH4Ms4Rg7Fn27duJYSSKwZg1Zt9wCz7/QJJaaYTv5ZDxz5uD58SfafzJjr4TwPuEph08uTzx30A0zLoPzZgj3xt2hqqKfmmYfo7aRICyZ3Pr4ig+E7f/+2Pu3xFkIQ2+CAReBtxq+uUOItDPeBn+diOhl9xCRtI8mCaEGsPYz8N4nxFo0Cr4qQAVTJhxkgsFX72o1ZS4WjeBz1ycVa2ZnGlntOlKxZWPCWPcjj8VsdyIpMmfc9R++evGZxhqztII2aI0muh5xFGUbE1PJAboNPQbjHtpuWJxpDL/4Cg4//Wwqtm5G0WqxONPYvHghv30xI04Mtu3V9x8j1ACCPg+bFy9sdXzH6lUcPv4c2vUdgD0rPnW3vqI86WcGiChrwONOibUUKf6mpMRair8VkkbGMjgX76LyuHQ/AMWhR1doQ9/eTsQdIn1Cd2GwoZWFK2ISFLuOWLN5rEcV7FdqoDbDJARbRPyxVKOqMPbwJ089kXQKaoMLZTP8a2sw9dl9c2FZr6DNNlO/cjuGrmko6Qb0bW27nCZjxPxRlH0oT4h6PFS/+RZqs7QoxeHAcszReObORVdUiDYzfk3KHlzmGsSdf9Ei7CNHEqmuJly8A/e3c5EMBqzDhqGkp6NNF0/xNU4nmddeQ/GkixPnMhgw9R9A9cuvEC4ppc1LLx7wmq36Tz9rdcw9cyZZ11yN3MzlUTYY0LVpA3vXtgoQNX6lt92O98cfm8778QwsI0aQc9ut2E49FV1uLuHyMrJuuYWKhx6Ku/nSdeyI8+yz8P6ygPovZhKpqDjwYq1yXZPbY0vKVgjL+9bEWtAj7O5/e1OkTbY/GrqcKGrN9qqptwTybh6SKFoSzEF+D4oC7lJ45ZimFE9POQy6RNS0/fw0hFtEONSY2Ne1A5ZOgaXviu19zoR+54jebAcJe+r31dq42e5g1A238eVzj7NzzSoAJEmmyxFHcsT489DuemiR37UH4+95SKQ1ShJGi3WXQ+PhLJn1Ga7ysrh5bZlZdD5sSKP9/+4wWm0YrTYy2hRStnkD7952fYIQMVistO83YI9z/b2QkGQJtZXkEZ3JSN/jT0GTJKKu20OjcCXVky1Fir8tKbGW4m+H4jSQdUVf3HO241tRhSRLGPtlYjksl0ilD12RHX2RHQA1EsVyVAHu2Ym1JvpODsIl3sbIlLFfFoZO+ycCZKuWtLGdqHlfPFH2r6zC1CcTbyvRNUNnJ9WLyhK2q/4oslmLNsdEuCwxFUax65DNWmLBKIauaRjaO/Atr6Rm2nqIxJAMCpYj8jEfmovGtuc/zg2pj4rFQsaVV6HYrIQrq9C1a4cEqJEwoU2biPl86AoKkHY9xdYVFiJbrcTcifUnpsGD8S1ZKvZr155IZSUld9yJ9/vvG/epevoZ0i66EMvw4ejy8tFmZ2Hs1Yvse+6m4pFHUX3i2jU5OWTfditVL74IQGD5cqI1NQdUrKmqimnIEWjbFOD7bTGe774TUZMG9kpoQKSujmhNDVGXC8VmQ0lLi1un79eFcUKtAc/XXxM4bTRZt/wb73ffUXrTzeQ9+ght33oT708/Ea2rw9ivH0gS2y+aiPOss7AccwzqPtagROvriVRXE61zoVgtYn0t00pbE2oNtHYXGfYnpk+unyVqvS6cBVmJNU4JaHQwYCKs+TT5+CETwNzKg4xYVPRQ0+hbrz1rScAFs++Nr8VzFYM9T4jWZNjyQJbhrVNE9K2B7x4UAvXIG0XdHapoFm7JEsYsfwFGmx1nbn5Sd8WMNoUYbfZWj7VnZnHqDbfjq3cR9vvRWyyYbI6ExtZmhzOhPYAtI5Mz7vovq76bzcrv5gAq3Y88ll7HjtitE2RrpOW1Ycwt9zD71eeprxTGSrmduzLiX1f/4yJFBouVzocewdp5PyQd73zoEUmFGoAlPQOjzY6/3pUwltOhc8pgJEWKvzGSqrYSN09xwKivr8dut+NyubDZUh+YB4pYKErMF0GNxkQPM0A2axvrwBqIekL4fiun/tti1EAUFAlz/2ysRxUQ3FJHLBRD396BYtXte/pj8/UEI0RqAnjnlRCpDWA7vojaDzckmJtYjsyHmIrnp0SjlLRzumLqlUm4zEvlqyuIeZpSfiSDQubFvVHDUSpfWYH1yALCpV4CaxMNAWwjizD2sqD6fUiyjJKejtziyWpo+3a2X3gh4Z1N61AcDgpefIFIeQVld99NtK5ObHc6yX3gfkyHH45iNKJGIviXL2f7xEmo/qYaH21BATn33M3O665HDQTo8M3XeL7/gbK77076muU/8zQ1k98h/7FH0WZnEwuHCW3ZSmjrFiRZJlpbR/VbbxHa2JSSVfThhxh79tjNO7H3hMvLcX/9DbVTpqAGg5iHDsV63DDK7ruf8HYh8B3jxpJ9x53IhtZFQLisjJLbbsc3r6lPm3HAAPIfeRhtXh4Rl4sdl1yKf+nSpMebDj2U3EcfofiCCwlt3Uqb55+n+PLLMfbujWwyEdy4gUiFcOCTzWZy//MAhp490SUxNIm63URr61CjERSrFU1GBuHycsruux/PnCZDBkPPnuQ/9WT8HNWb4Nn+ydOpHIUw8avkaYi128Rx0ST1Sm0OhbOmClMPTwV4K4VQMmeKL6OjaV9PBXx+vUg3bE5GZ5GCaW/hgKiqULcNVnwIG2eLtR12OWR0FM6Pu8O1E54dkBg9G3E/bJwLm79NPOacD6FmizBfaU7fsyGnN8y5t6nmTdHBCQ+JlgeG1oXRH0n1ju1Mu+82fK66xm0WZzqn3/Uf0vL2zwxnb4lFo/jcLlCFcFR+Z7qip7aGgNeDrCgYLdZ/rPioKytlyl03xb1nAP1OOIXB487GaE1e06rGYpRv3si0+28nHGj6TDY70zjj7gdJ2wv30BQpUvx57Is2SIm1P4GUWPvrUaMxou4QaiiGpJGRrVpk7d7dPKiq6KOmBqJIGgk5iTlHy3PFfKKQPuYKES71EtzkQjYoGLqmIVu1VL60vDFlsgFNuoGMi3ujcQhREKkLEC7xENrpRZttQtfGiipDxROLUUNR0if0oPrNVQnn13ewYOwRo+rZJ/AvXoxkMGAfM4b0SRNBkkTUSquldto0al97PeHGXJOTQ+ZVV1J6+x3xE8sy7aZ/hKGriJJEfT4ilZX4ly4luHEj+nbtkDQaKh59jJjfT8Fzz6Jr147tEyYQ2rI16WtlO+UU1FAIy9ChOMaNBSC4dSubR56YVDBIOh3tv/hcpCD+TkIlJey87noCy5bFbVfS08l7+CGKL70MjdNJ4XvvJj2fGosRqagg5vcT2raNmrfexjd/ftw+xgEDKPjfM6CqbL/gQoLrk9fyGHr3Jv/JJ9h03HAUu53Ma66h7N57W1170dQp6Lt2bayja7ymbdso+89/8P74E6gqunZF5Nx5J4H166l46OGEefRdutD2tVfRZOxKbQy44eenhANjcyQZzp0OHY5JvqA1nwtzjta4ZinEYjD17Pjm091GwchH4i3xPRWi79mClyESEEKoaGiiUAMRAXttBATq4rcPuwcGTgJD62YtuMvgteGJDo8DLhLtAtZ8KkxIgm5hSnLEdWK+n5+Bnb817a8zw9hXYcpZyc9z0dfQdt967x1I6qsqqd6xnZqdxaQXtCW9oC3W9D3UHf5FRCJhYuEIWr1+r9Il/6m4KitY/8tPbFw4H4PFSv+TRpPRphDTbqKhIHqsuauqKFm/lpqd28np2JnMwvb7FdFMkSLFH8u+aINUGmSK/xdIipxgVrI3RP0RgutqqPtii7DRl8DQIx3HSe1bNeyQFBnFqkcBgrVB3N8Vo8u3EnUFqZmyFm2+hfRzu+P5aSfBTXVIGhnTgGysRxY0CjUAjcOAxmHA2F3cWKkxlVC5F12BhdBODzFPYsqabNZi7AnFF18Au9Lk1ECAuvfew7dgARmXXUrJjTchmUw4xo4l98H/Unrb7eJGeheRsjIUm13U9DRPB4zFqH7jDXJuv51wSQnVb7xJaNMmzEOOwHn22aihEKENG8l79FF0bdugycoSaXf1rVt1x+rrUdLTqJ06BcuwY9E4nWjS0rCNGkX9J58k7J82YQKazMQbDzUaJVxWTmD1KsLFxRh69EDXrl1Sd8ZITQ3BTZsIFxc3CjVNTg6Wo45E0mjw/bYY9zffkP/4YyJ6lZ8oEiLV1dR/+SVVz79AtKYGxeHAMX48tpEnUHb3PY1C079oEdGaGnRFRViPP75VsWY76URkkwltmzZEystR7Lu/KYt6vURdrjixFiopYdt55zVG4ABCW7ayfeIkCv73DEp6OtHq+ObKwXXriFRWNok1g1WYeBQMgB8eEdGnvEPgmFshvVPrC2oZnUpYcBTeOz0+dRCEIDI6YeRDop8ZiNTBjsdB4eHi57I150V/Hcy8MVGoAcy9F7qP2r1Ys2TD4Cvhy5vjt7c/Bt4ZAx2HwUlPiAiZpwx+eQ46DBPfN6frybA8sUl0Iz8+DuNe/9MdJBuwZWRiy8ikXd/+f8n594aA10NdaQmLZ32Gp6aKor796XLYUGyZWXGuqf9fsGdmMeCk0fQ+9nhkjWaP9YcNBNwe/PUuvHU12DKzsWfloDPs+9+9FClSHFykxFqKFLshuKmOmqnN6ldUCKyspjYcxXlqR2KBKERjyBadiLi1iNYpaQYkRca/sqpxW2hrPbXT1uEc3wXn2E7CV8GiQ9Ykf5IcC0eJ1gTwLCwnUuFDm2fBemQBahILbFMfK9UvPtoo1JoT2rQJ1R9Ak5tLpLSUug8+IKfHPRROfptIZSWSwYB/0W/UvPMOUa8HSa9vrB1rfD3WrSe4eTPbzjobVBVJp0OTnk7l40/gPOtMLMceE/dEXLHZMB9+OPWfJTfwMA0ciOvTT0UdkNp0TPZNN6LNyqTm3fdQfT5km430iyfhGDMmIZoU9fsJrl9P8cRJcc2qtYWFtH3t1cY0v1g4TKSsjPCOHchmM+45c0GjIfvWW5ANBupnfYUaDGA76ST0Hdpj6NkzqdiLBQLUTH6H6l11dCAcMKtfegn72LE4zjiduvenNY3V1yMpCvbRp1I7ZQrRqqq4+TQ5OViHDxcmK1dfRcmNN6FGwigZGQn7ApgOOwzfL7/gnjOX7H/fjLzrRs7368I4odaIqlLz9ts4xpxG9SuvJgxHKiqhW7dmJ0iHLiNF+mIkKESGfjeiB6BgYOtjWd3BV50o1BpY9h4MvR6cRfHbtbs3TMBfC1uS1/agqmIsvUPrx0sSdB8Nm7+HdV80P1jU7q37Unw1JxqGIdfD9mYRVEs2bPuZVqndLFIj/yKxdrAT9PtY+e03fD/5tcZtxatWsHDGh5x53yP/uKbXe4sky+jN5r3e31tXy9zXX2T9gvifxUNGjuLQMeP3GJVLkSLFwUtKrKVI0QrR+iCumYmNnXVtrFgG5VL50nKirl3RLY2MfUQhpv7ZcXVvGpuejIt6UPPhBkKbReG3pJUxD85Fl2/Zo/OkGo0RLvMSqw+hL7ShL7DgXVSO95dSMi/tg+LQE61rapCsydbiW9i69bNv8W8YunTBW1tL/hOPUzftA2GosQvzkUeS/+QTSFptglAD0HfogGvGDFBVHGecjuXoo/F8/z3Rmlr8K1agycyMs9aXjUYyLrsU99dfo7Zo5KzJzUXbti3B9evJuuUWFEfTzYQmI4OMq6/GceZZqMEAstGIJjMzroWAGokQKi4mXFZOyXXXNQk1WcY6YgS240cQ2rIFVBXZasU1fTpVzz1PzOvFdvJJSBoN2TfdhPenn/B82/Qa+H5diK6oiDavvJz0NYxUVlLz2mtJx1wzZlDw3LNxYk3Zld6gy8+naOoUql9/nfrPv0CSZeyjRuGccH5j423zEUeQceUVVL36KrkP3E/Jv28h5moyDNC1KyJ90kRRExgOkz5pIrq8PFRVxfPD97SGf/kKHGPHJR3TZGcn3R7XOLolDY6I2+ZB1XrI6yf6sM24TBhtNCDJcOLj4G69kT3RsDAH2Vf2lMHvq4LNP0Bu7/i6uOZYs2HUM1D/byHu9FZh2W/NFU6RLaneKIRp0ZGwdZdQrN0qBGnz1Mjm5PYD/d7fdP9/w1dXx/fvvJ6wPeD1MPeNlzjl+lsxmFNCd08Ur1qRINQAFn/5KR0HHY6pe0qspUjxdyUl1lKkaAU1HCNaE0jYbh3Wlpp318S3A4jEcM3cgibdgLFHfD2IJs1I+rndiHnDqOEYslGDbG09ktacSG0Q9zfbCWyoBRUkowbr0Hz0RTZcM7eQdnZXqt9e3WhEooZVFJut0RikJYrNTrikhLTzz6N26vt4f4iPTHh/+AFiMRxnjk88WJJIm3A+2y64EPupp6LNzWPH5Vc0Dru/+Yaat96m8O234mq8dG3bUvTBNMoffhjfz/OQtFqsx4/AfuqplN5xJ9o2bbAdPyKhRkXWatHl57X62gQ3b2bbhAvIuf22puvVaMh7+CF8CxdRctvtqH4/stVK2oTz0eTkoMnKJFIB3nnzybnrLtRgME6oNRDauhXXjBlkXH55owNmA5GamsZm2AlEo8JwRZYhFsM0+DA06U1NhnUFBWTfcgsZl1wCCOOW5sYvGqeT9IkTsZ96KtFwmKKpU4i6XATXrUM2m1FDIUpu/neTC+eudUiShK5N6xEITUYG0SQucYYePdBk7mP9UiwGJUvg7VHxIsuSDed8AF/fAeUrIb8/HHOHMAdpXqeWsDgD6PbjZtxgFymaJYuTj+f0hndOg1H/g97jQW6lRtWcIb5y+4jvVRWG3w/TJyXuWzBICL+xr0DpMlj0mujBNuhiWD410WBFVmDItXuOEv4NiIRCeOtqCQf8aPQGzHZHo43/72HHmpWtCu/tK5cR8Lh/l1jz1NYQCYWQNQpmhxNF+efd9vjd9Sz6fHqr44tnfkJux05odHvplJoiRYqDin/ep1aKFAcKRRL90EJNdVvaAgvhHe5W+7a5vt6GrtCWEDFTTFoU0745TUbqg1S/tYpIZZOzl+qPUP/1Nuwj26FGYqjBCM7TOoIiE3UF0bU14zj7bKqffz7pnOYjjiCwaROWo45OmhIH4P3pJzKvvjrOml+2Wsl78EGUjAzMhx+O7dRRFE9MvJmNlJZS8eST5D3wAPIum29Jo8HQuTMFTz1FtLqGiKsO9+w5VDz2OM5zz8F+8skJ/cJiPp8QRaEQstmCNjs+HTFaX0/5Qw8jKQrRZpGntAkTcM/6Cvc33zTN5XZT9exzpF14IRnXXguRCKo/gGS1UP9lizS3ZtR9+BGO8eMbUyGjXi+BVatQg7u3t5f0eojFMA8ZQu799yc0y5Z1OuRd0SxVVQmXlxOtrQNUFIcTTXaWqJ2b+y2uGTOQZAnryJEoDidld99DzCsEkjY/D8nYZAtvH3UK1S+/nPTGN+2ii4hUVYrUv13jxgEDyHv4oTgxuVe4S2HK+MRomKccPrsGxr8rzqOzgGFX0bS9QESfKlYnzjdgoohw7SvmdDj5SXh9hEjXbE7fc2DrT0JIfX0HtDsquUFJMiQJOg2Hsa/D7LtEBFGjhz5nw1E3i5q6aFiIu5OfFjV3kgznfwofXyrcKUHY/I96DtLa7/u1/QUEvB6QJGRZEb3TAIPZgs5oxFtXy6LPP2bprM+JhEPIikK3oUczZPz5WNL28eenBdE9tKDYXw+0gMfDjjUr+X7ya9SVl6Izih5l/U44GYtzN1HjvyGxaJSgt/XotN9TTzQS3ec+9SlSpDg4SIm1FClaQbHoMB+Wg+eHpj5Fil1PuJl4akmk0o8aSS7k9pVIdSBOqDXH/dMO7McXIRu1KLn6OHHoHH8G3vnzCSxZEndM1m23glaDLj8f36KFtHnxReqmT8f91VeJ566qJPf++5AMBmSzGdloJFpXR+X/nkWxWFAjEbJuvIGKJ59KqI9zf/U1kRtuQNeiJ5NitaJYrWhjbdAVFJA+4XwUp1MILo+HaHU1kepqJL2BSHkZZf99kMiOHWhyc8l76CG0+Xmo4bCo0VIUfL/8ApKELr/Jgtw8aBDFraQo1r77Lvn9D2HHNdeiKyoi78kn4g1UWqDuGouFw0SrqojW1eFfthzFbkPfqRPBDRsSjtEWFKBr25b2X84Ufcx2YxQSCwTwL15CyS23EKmoAECTlUXb11+j+IorCW/b1rhvYNVqDN27k3PP3ZTcJAwxsm6+Oa6mTpubS96jj1Jyyy1x74nt5JOwjRiOZDDgOPVUovX1yCYzmvS0BCG5V9SXgDexlg4QEbeQBzK7xG+3ZMFZ78PHl8D2Xe0NZA30Ox+GXCOia/tDVg+49Cf46SmRkmnOgH7nCgfHb+4U+/iqRauAvRVrIKJnvcZC4WBhnqLowJwFWoNwj1z4Oqz6SFxD/wug5zhhiDLxK9E4XFVFGqk1d6/79P1VuKsr2bx4EdtXLqPv8Sex9Ksv2LhwPqqq0nHgYQwZfz7rF/zMos+aIjexaJRV380h4HZz/OXXYbTsoaZxNxR069nqWHb7juhN+x5VU1WVLUt/Y+b/Hm3cFvL7+XXGNCq3beaEy6/7R9Vw6c1mivr1Z+msz5OOdxp0ODrjX9PvL0WKFL+flFhLkaIVJI2MdUi+sN7fUAdA1BXE2DWN1uSaJtOIpBwYy+nwjt24KLrDjemUzYVa1ONBDQbJfeB+ImVleH+eh6TTYRs5Etfnn1Px3webJpEksm+/DdQY3p9/xnbKKMyHHQqShCYzk9ppH2A9+ihibjfVL76E9+emegjXjBlYjj2WnDvvpO6DaUSqa4iU7qrxiUbj3CVbIslyXDQnXFlF5VNP4Zo+vTHqo2tXRO7dd1F23/2kTTgf7/z51E6ZQszlQjabcJx9DnkPP0TJLbfiX7Ec85FH4luwoNX0TwA1FGoUYKGtW6l6/gVsI0finj076f72k04ESaLyiSepff99VJ8PfZcuZFx9NTl33cWO666LMwBRHA4Knn8OfceOra6hOeHiYrZffHGcYNS2bYvrs8/jhFoDgdWridbUYhw0COeZ4zEPHhw3LptMWIYNo8OXM/GvWEHM7cHYry+azMzG5tyKZS9vfKNhYZuvMULLtLFQ6z+XgDD+cO1MFEfOtnDmu0Lohb1gcAgB9HvquTRakWZ56CXi34ALfnyiKbrVuN9+hhRsLdJw67YLu393s4b239wFy96Hcz8U+yfrQ3eQ4q6u5MP/3EnNzh2cdss9fPbEg/jd9Y3jGxbMY/vKZZx8zb+RJBlVjf+93vTbr/hdrt8l1sxOJ32Gn8iyb2bGbVc0Go6bdDmm/Wh3U19Vgc5o5OTrboFYjBVzv2bbiqUAbFmyCG9tzT9KrGm0Og4ZOYrV388h5I//62SyO+g0cPD/S1fNFCn+KaTEWooUu0Gx6Ukb34VofYhwiQfZrEWTYcT9ww7UUKIgsY8oRLH+/lyTqDeEbGz911PSyihOQ9y5whUVVDz0sEjtU1UUhwP7mDHYx46h+vnncX08I34SVaX8vw/S9o03cJxxBrVTprLzhhtFCt9RR5F1zdWg1xOrdxNLYjbimTsX+6mjsI4YgWKxosnOJrBuHZYhQ1BDIXzLliMb9EIspCVPO4qFw9S+8w6ujz6KX1oohOfneRQ8/xyuTz6h5tWmaFnM66PmlVewnnQSaeefR9XLr5D/yMPo2hQgW3Z/4y81qw/zfPMNGVdcjvGQQwiuX4/z7LMw9u2LGg4jaXXou3Zhx7XXEfityTgiuG4dO6+4goLnnyP33nuJVFcT2roVQ4/umPr1Q9MinTNaX0/M50NSlLiWA7FgkOq33kqI7JkHD8Y9a1ar63fPmU3eI4+gy8lJOq4YDSht2ux/H7qQTwidX18RdWZ5h0D/CaIhdoPgcRTGpVPGobcKIfPhRXD+DHC2A6VZ+q8pbffGJfuL3iYs8oP1iWOFRwiHy99LNAyL3owXag1UrBKRvV7JTVwORtRYjLXzfqRm5w7a9uzDjtUr8Lvr0RmNFPU5BI1OT/mWTVQXb2PTb7/Srt8ANi/+NWEeT00Vac2i2/uK0WLl8NPPobB3P36d8QG++jryu/Xg0FPPwJGz78K3emcxXz77OOWbNwIi6jRo1Diy23fk108+BKBi62YyC9vt95oPRhxZOZz9nyf48d032bx4IZIs02XwUA4/42xsmYmutilSpPj7kBJrKVLsAcUiole6PBGVUKMqmRf3ovqdtURdolZG0srYRhSiKzowT2ujtUFkgwZJr6AGE1P1TANzkI0xwsXbCaxejQpoM7NEb7RdN9HRujpqXn8d02GHUv/FzIQ5AIjFkE1Giv91LdHa2sbN3u++Y9vCheQ/8zSlt9+B88zx2E4cSfl//ht3eN3709C1K6Luw4/Ive9ewjt3su2CCwCwDR+ObdQpVP7vWbJvu7XR8bA5kcpKat+Z3Pi9ZDCQc/vtqGoM9+w5RKuqqH17csJxAO6ZM2nzysvUvPEmO2+4Eeuxx6LJykJbUEB4x46E/Y39+hJYHV8zpQYCZF5/HbLBQMVjj1P98iuN60ibcD72E0+ME2sNVD75FPaxY6h5/Q00OTmYBg1E2+z6oj4foQ0bqXj8cfzLl6PJzCT94ouxHnsMmowMYn4/gVVJ6rdQYXcPwCUZxbr/UYzdEgnD5m/h/XOhIYKy7Wf49SU4bwYUHSG2mTPhkAvgtzcS5zj8Klj6DtTvhE+vEt9n92wSeH8EIZ8QSqc8DTMuhcxucOi/QGcVBh+ZXUQU7/fiq4FVrZs4sOQd0fJA9/dwfvS561n5rajtzG7fkeJVKxg0+nSy23Vk48L5BDxueh59HLbMLJZ89QVtuvVMKtYM1n2PfLXEZLfTadBgCrr1JBoJozeZ97q3WHPqqyqYdu+t+Fx1jduCXi8/TnmL4RdfSXpBW6p3bMd4ANZ8sCHJMun5bRh55Q0EfR5AwmixHhATmBQpUvy1pMRaihT7iKRI6NrYyLy8DzFvGKKq6LG2q8+aGlOJukNiTALZpEWx6fYpDSW0w4331zLSxneh9sP1xHxNNUj6jg7MgxzUTZtC5dPPNKUcyjIZl15K2oUXUPPGm437q34/aii5KYZp0EBhvd9MqDUQ83pxf/UVxl69qHzqaZwXXkCb116j/tNPqf/yS9RQSESN9Hpy7ridnTfcGNd02fXJJ3jnzyP3vvupfO55Mi+7lJjXB7KE4nCgzcxEDQTQ5OTiPOMMNDnZaPPzKX/4YfwLFwHgGHNaq2tHVUGSKJw6hZjbTXjHDiJ1LgqefZbiiy8mUtnUc0xbWEjGlVdScsONjdsknQ7ZbMa/eDE1k98htHFj09SBANUvvUz6xZNEe4Jm7Q0Aghs2oM3JIVJRQbS2Fl1hYdy4f+lSYcCySziHi4spu+sufL+NIvvWW5H1enSFhQTXrIk7zvvTT1iHDye4PrEeDsBx1pnIRiORmlpQ5N3WxO0znjJhkNEi1Y1oCD7+F0ycDbZcYRpyzG2iSfbPT4i0RkchDL5C2OVv2GXusv0XOPxqePlouHjuH2e04a2Az68RTo3nfyaMTr68qSkCZsuD0S+KvnHa33HjKknxUcKWaPQQ3b1ZxkFHw89nIED3I4+ltnQnnz3ZlCq9efFC7FnZHH/ZtWxZmvjQIi2vAJPdecCWY/ydDyJK16+LE2rNWfT5dPqMOImfp04mo01h0n3+CehNJvSmv7/7aIoUKZpIibUUKfYTjV0P9vinv7FQlOAWlxBYbmHjrdh0OM/ojK7QltA0uzVki45wiZf6b7bhOLUjajRGzBdBk2YgUuMnvHUjlU8+FX9QLEbV88+T/+QTyHZ7Y3+u0PZi9F27ElybaJ9u6NEjrhatJb6Fi7CPGoX7m2+onfwOlsMOQ41GKXjhecr/81/MRxxO1O3GO39+nFBrIFJRSbimGsvhg9l2zrlEyssBIZ7yHn4ITXY26RMv2uVMqeI899xGoQbxaYtJkSS2nz8BVVWxHnssjvGFhEpKKJw6hdCWLYSLd6AtyCda56L01lvjatqc556D4kxD175DnFBrTu2UqeTce0+CWJN0OnGjqyjkPvIwklZHuLISTVoakeoayu69L2maYP0nn5I+aRKGTp1InzQxIeXRv2Qp6RdNRNepE6EWBiaGfv0w9uhBzWuv4/riCySdDue552A+7LAmx0p/gGhFOZ6ffiZSWYH5sMHo2rdL2tw7AXdp8jRCEI6I9Ttg3UxRG5beAQ67DNoNgZot4K2EJZOFnX1zYhFRw/bdw8K5UfcH3ETWFYsUxZIlEKiDDy6AvD6Q2RUq1ghDlGkThGDUm4WZiWE/RK45E/pfCF/dmny828niNTT+PWqhTFYbPY4+jh/fe5MtS36j65CjmfvGiwn7uSrKWfPjd9iz41Nv7VnZnHrTnVicB06s/V5KNqxpday2tARregaj/30X5n+YG2SKFCn+2aTEWooUB5BItZ/qN1dBs/v0aH2IqtdXkX3tIchZe3ezqsuzgEYmXOqlZspaJL2CrFeIesLYTy6guhXHQwDXp59hGzGCug8+AKDu/ffJuf8+ii+amCAgZLt9t46Ait1OzLfLEjoSIeb3U//553h+/JGCp55ESU8n5g9QdtddSY+XzWa02dkUX/yvONOR8LZtbJ9wAUUfTKPqlVcJb9lC2oQJ1H8ZL16C69dj6N2bwPLlCXNr8/MJ79jZGHlzf/UVwa1bKXj8MSqffArv/PkoNhvaoiIyLr2E3EceIVpRQc3U97EMGYLj9NPRZqQn9JprTszjiWvE3YDt5JNQo1HaffgBgTVr2D7hfADsp43BOvy4pAYhDfiXL8fQqZNwpHz4IUrvuVf0ZkOkX8YCfto89yzeBb/imv4RyArOs8/G2LsX2y+5lPDmzY1zld68HOPAgeQ//hiy1Yb3xx/Yed31jbVw1S+/Qu49/8Y+pC9S8XzQGkUNl9YEru2w5nOxrfupe+4FFovCdw8KYWYvgPM/EQYkH0xIvr/RKaJyAKtnwLC74sWapxL8u5wTjc79s++HpmhXj9FQsRbOngrbFwgXyF7jwJIHahRm3w1lK8DeBo66CXJ6ifPuLZIkBNmyKVDW4uex43EQDsCCl+DEx0Q68kGOJMt0PeIoVsz9GktaOpsW/dLqvmt+/JYJjz9PYe9+uCrKsKZlYMvI/N22/Qea9PzWew2anWlkFrbDmpGFkuR3OkWKFCkOVlKfWClSHCBi4Sju73bECbWmQRXPzztxnNIBaS+aYSs2HRkTulP15iqIqqjBKNFgFE2WCUORiUhZEpODXUQqK9B37NA0l9OJvmNHCt99h/IHHyKwYgWy2Yx99KkYu3dHl5eXtDE0gH3UKKrffLPxe0krboxjLhfuOXOIhcJo8/JwnnceitUCsRjub7/DPWsWaiiE7eSTqJ0yNak7pBoMUvf+NHLvu5fql14CRU5oA1Dz9mTyHnmYsrvvIbyzWQuF9HRydrlFNifr6qvYftHERiv8aHU1oS1b8M2bR8Fzz1Lx5FPkPfQgunbt0KSJG3Vts8bbuo4d0bdrR6S2Fv/ixUgaDXKL1Cx9p07Yx4wBRaFuxgxM/fqRdfPNRF0u6qZNw9CzdStyEH3nIjU1aNLSsI4ciXHAACKlpcTCYQiHqXnnXUpuuhnriSeS88ADaDIyUEwmKp97Lk6oNeBfuJDA6tXoO3WKE2oA+f+9A7N/FtLLVzUdcNpLsHwabJrTtO37h2HI9XDkzfDDI4mLNmeAp0LUhU09W0Tapp0PZ38Avc6AFdMSjzniGlg8WdRwdT8NUJvSBMtWiPqyhmbZae1h1LOikfa+pira8oXBSLujRduA985oeiixc5FYx/R/NaV31m6BrT/A8Adg4EX7VmMm68Tr5KuC9bOEUOx2iug599WtUHQkxIKgtCJ8Y7GmVgC/t+lVLLqrhYIqDFR2l6LZCraMTM648z+Ubd7I1uWtNBcHIpEwsqKQ3a4DFkcaAZ+XcChIwOfFYDp4avQKe/dFo9MTCQUTxg4dfQaO7NyUK2KKFCn+dqTEWooUBwg1GCVc2npj0tBOD7FQFGUvxJqkkdG3s5N9zSEE1tYQdYfQ5lkgGsO9oAZDv35J+3yBSG0Mbdkq/t+7N/lPPoE2MxNtZiZtXn6JmNtN1OOh7qOP2HnDjeQ98jDOc86h9t134+axjhgumjZv3w6IHmKRZlb17rnfknXzTUgaDdUvvEBg1WoknQ7rCSdQ8L//UfLvf6Nr0xbvz/Navc7A2rWgKKSdfz5VL7+C5aij8C9d2jgeramh9PY7yLzuOmSLheCG9eiKipCNJsoffDDOSMTQozvBDRsahVpz1GCQuo+mYx48mOKL/0XBC88TKS1DycpEV1iIsW9f0idNJLR9O4HVazD27k3GxRcT3LwJxWol+757CW/Zgr5LV4hGqH17MumTJhGrc1Fy879RQyE0ubmkT5qEGgxgGjwY3/z5iRes1aLY7ZTefQ+599yNJj0dXX4+qj/A9vHjUZs1tnXPnInn229p99GHEAzi+uTTVl/Huven4TzvvDihpu/cGZO9BmXpjKYd8w4R5h/NhVoDPz0homULbPHpkJIEx94J8/8HHY6FNoOg+FcoXyX2G/EAZHWFef8TKY/OdnD4lULQOQuFrf7Kj4VDZNvB0Ocs0Wy6sllabs1meHuU6JmW1a3V60yKNRfGviZSG984IT56POhf8M3diXV4AHPuge6n7JtY01tg5Qdi7YVHCME0536R/gii+bYmST8rVRUumys/gk3fCoF52KXgbL9/aZOunSLCt/htkWra63QYOBEcrUeWWsOakYklPQOD1cryb5I3iW/XdwCKRsO6+T/y3duv4q2tAUmiqM8hDLvoMhzZOXhqqvF73EiShNFqw+z489MjLWkZjLvjfmY8cn9jY28kiT7DR9Jl8JCUUEuRIsXfkpRYS5HiACFpFTTpBiIViTb3ANpME9Je1qwBxIJRaj9YTywQQTZq8P1WLoxGFIm0cWdR//HHqOFw/BoMBtLOO4+oy0XGtdegSUuLs83XOJ2wq8ZEm5ND+qSL8S38FdlioeD554RQkmWMvXoTXLeO8v/8BwDZZiPnjjso+2+TG6Q2Px/FbhdGGrsiZ2ooRP2nnxJYsYLsW28lGgjsSldMdGcE0OblEa2qou7DD9EXFaHr0AFdu6JGsQkQKS+n6tlnyb77LtxffonlyKMIrF0Ttw+AoVt3fIsSTRAa8C9aRPq/LsY1fTq+hYsIbduKefDhmI86kpx772H7RRPj6u5q3nqL/CefoOrNN0k/91xCGzfinjsX6zFHk3HVlZTecSeBZU01WpHSUsrvv5/sO+8k84br2XHpZXF92JAksm+5hbr338fz7XeEJl6EJj2dWCBA9euvxwm1BlS/n9opU0i74AIkeTc3mrJMrMXxzrEj0axu4djY/VTh1tgay6bAOR/Ct/+B2q2Q2Vk0fV79iRBokSB0HC7+D8KJMasbHH4t9Bwr6scq18Bvb4p0w8LDRSSugeIFsOBFGPuq2Ld2S9NYLALLPoABE6BqvRAkOT2EeYllNzV3igbaHSmuq6UoMziEOE1GLALVG8FZFL/dXS5q3yRZpEmaM5rG9BY4+lZ4+Sio3rQrsjYKupwIil6kViYTBJVr4fXjRR+4BpZPhZEPQ99zxbzJ8FQIoxRXsRCltjwh/CafClXNHtb8/JSIbl701X4JNkmSSMvNp7BX38Z+ZA1o9HqOPOcCKrdt4esXn6HrkKPI79KdaCTCpkUL+HXGNDofNoSvX/4f7iph6uPMzWfkFdeR1a7jn5pyqGg05HbqwvkPP0N9dSUhvw9Hdh4mux19swigu7qKyu1bKdu4HmduPnldumJNy0D+G6SvpkiR4v8fKbGWIsUBQtYrWI9pQ2BNTeKgBJah+cjavW+YHfOGCRUnaUAcVfH84qPtW29TdvddjRE2fdeu5N5/P7qioqR1Vi3RpKURWL+e0pv/LZao02EdOZKMK68gtGULst1O2oUXoM3JQZuTS8UTjzdG2QAyJk2i6pn/JU1xDG3ZgmQ2YerdG016Or4FCxIXIEmknXsuga1bqHrqadLOP4+ye+4h97//IbByFa7PPoNYDPspp2A55hh23nQT4a1bida5yLzuWrw/NTNGURS07YqIJUl/atzF4WjsFxfeUQyRKJqMdPxLllI7eXKiQUo0SsnN/yb/sUeRNBqM/fohr10rWhHcfFOcUGtO9SuvkHPP3RS++w6e2bPxr1iJJjMTyxFH4Pr008aU0/ovZmLq25eYx4N/SespaIGVK1GjUeyjR1P13PNJ93GeOT6h9lBjt0J5ZfyOOlO8YGiJrxp2LIScnqIOq24bzLhCiBcAWSPqv0DY4jf0TFMUIXp0ZhFtsuULd8jJpyWeIxKAufcLe/1Zzcw6sntC4WHw0pFN5wPI7QNnvifq5IIeUTPnLhNCSZJE7VtOL/DXtTzTntsFSM1+T8IB2PkbfHqliPQ1nPvU5yCru7hegPSOcN4n8PXtwhVzzefimLAfcnoLAZbbpyli56uFz69L/rrPuhU6jRBiLeQV4izoBoMVkEWqaenSpv3TO8K41yHQLPKpNQrBmN4BSleANX+/aubMDicnXHE9G3+dz28zPyHo81LU9xAOO208erOFn6dNZtQNt7F89izmvPYCGp2OHkcNo/PgIUy58ybUZp8DtaU7mXbvbZz/6LM4cxNbdvyRyLKCNSMTa0Zm0vHashI+uO923NXN3GL1Bk6/8wFyOnRGkvf+MzpFihQp/gxSn0opUhxAtFkmnOM6ITUTZZJOJu3MrmjS960WRw0nSd3aRWibF8XZjrZvvkH7mV/Q/suZtH39NYy9eu6VUANQIxFq33uv6ftQCFSV6udfgGiUWDCAacBAQsU72HHVVXF28sZ+fdFkZsalLLbE8+13VD72GDGfl6ybbwJtU02NZDCQfftt1L73HuFNm8i89lqidS6ibjdqMIgKOMaNwzl+PP6lSyl/6CFybr8N2W4nUlGBbLFgO3UUAJq8PNq89CKR8gpsI0a0uh776FMbDUz07TsQLislFgoh63X4k/RSA2HhH62tQwW8P/5I9Usvo5jNBFtxjwSIlJWhSUtHNpmonyn62wW3bKH4mmsavwca3ydJr0fTwmmvOZqsLIIbNuAYNw5tkmbX5iOOQN+1K5qcHAx9+jRu963aQCx/UPzOJUuhaGir56L7aZDRCeY/B9/cCQtfjRdOPU6D9V+J//e/KDHiZc6EDkfDmFeFOGkwGGlJ5TrIHyDs9BsYeoNoEdD8fCAcJr+6A+pL4YdH4dkBIt3x1WHw/nlADKZfLOrdWuIuFSImGRpDfDuBmk3w9ilNQq3h3K+fAHVNDynQGqHdUDhjMsz9j3DBDAuDGMqWw5snxrtiBmphe5KUWBCRwO2/CME58yZ4tj+8NBSWvCsEYHOhBiISOP1fMPR68X3HYTD+HRElXPEhLHoVts9LLlz3AoszjT4jTuTMex/m/IefZvikK0jLKyASCtLnuBP59IkH2fDrPMLBAH53PUGfl18/+ShOqDUQCYdYPmcW0RaN3/9K/B43X734dJxQAwgHA3z88H14ahIdbVOkSJHiryYVWUuR4gAiGzQY+2Si7+BobJit2PUoVt1eGYvEzWXSIOlk1FAS0SaBbNGiSbejSd8/RzY1HCZcXBy3LebxoDid7LjsckwDB6L6fJiPOBzTwAF4Zs9BjYSxnXQSkapqAhvWI9tsjS0CWqLJzMR59lnUvD0Z57nn0Pa1V0U6pKygmM3Uvv8+3p9+AqDdxx8Tqammzcsv45oxg/pPPkmYr/Lpp8m47FJq3nobXZs2pE+ahHPc6aDTsvOqq4lUVCBptY195vRdu6JYrQQ3b8bYsyeK00lw7Vo0eXmYjz4KfdcuqNEoSrM00WRE/X4kRWk0OIm63Si7s/7WapFtVhSrFduoUegKCogFgjhPHwexGDXvvIv/t9+wnXQiAIrVSvqkifh+Se7GZzvpJGJ+P9rcXArffgv33G9xffopsk6H89xzMR7SD22miCIUPP0UNW++Se20D6j7+AvS3noMedM34mYeRFPn8e/Cui+F0UVz7G1EzZWsQNvDhIhoTn5/sGSLlLyj/g0DJwnDjZotsPEbKF8DbQ8VqY+RkIgS7Q5vFXQ9GdofLVwUIwFR85aM+p2ibcDPTyVun/4vGPMyVG+ANodBcbN1//ICDL8PPpok5m/OqP81ic2gF75/VEQFWxKLCPElawBVmJkYHULAtXSFBJGmOOsWOHe6SKFMImTiCNSL61rarGY0v78QpsmoXCtSQzM6Q7/z4L3xTe9v1XrYNBdG/AcGXLhfDbolSUqoN1MUDSu/m0044I/b7sjOpXjV163OVbJ+DSGfB6P14Ghn4K+vZ+eaVcnH3PW4KitajcilSJEixV9FSqylSHGAkbUKslNB4/wdDXgBxarFNqwtri+3JoyZ+mUhW36fm5yk12MaOCjOAMQ7bx75jz+G66OP8C1ciG/hQgBkqxXzYYfhnHA+stlCuKQEz48/4hg9mpq33ko6v3X4cWwdfyZEIqRfMIEtEy5ANptBjYnm2M3w/PQTjrPOJFJaRv3nnyedL7ByFdm33kr+o48Qqa6m6oUXka1WDB06NJqK1Lz2Gtl33E67j6fjnT+fSGUlaRddiGK3s+OqqzH07Enuf/9D6S23Eli9GoA2L72IJju7sQdcS0z9+lH+8CM4Tz8d34JfiZSVoc3JRjIaGy33m2M78URks5lYMIixXz8iZWWEtm6lbto0Yl4v2bfegnXECLT5+Y3H6Lt2Jf1fF1P9yqvIZjO6okJi/gC2E0/Et3gJaeefR6i4mJjPh2XYMGwnnICk06K0cKrU5uSQecMNpE2YgBqNIpsMcNEs+OIGITgiAdG0euLXMOc+IbIUHfQaD0feCI4CMdHpb8KO32DR64Aq6tZyegtRcNl8sOaImq7iBTB5tKhlA/jtdZEaefpbwlxEVpILIGeRiHp9c6ew9O80AiKJr2UjAy4UqZPJCLpF/djyaTDyEXFNv74izE8MDiFCL/1ZRMCKF4hUwkMvEUYoDc6TIQ+UJImuWnNFGuSyKTB9kujn1u4oOP6/ULm+9fWWLhNpjeYMYSCS3UMYsiSj7WHw6h3x21qLSDZec73oczfnviah1pzZd0HnEaA1i/dK3oe0yJBXpJp6K0X00ZyJqmrYtnxJwq5eVx3WjEzqykuTTmXLyGL9L/No32/AQSGCouHdv65Br+dPWkmKFClS7D0psZYixUGKpFEwDchGMmqp/2YbMXcIyajBOiQf86AcFOPv+/WVZBnbSSdS/corjeYUaiCAd948Mq64PK4+KuZ2o8Zi6AqLkLQawrm52E8dha5tW/wrVuBf3KzmSpLIeeB+aqe+32jFr6oqqCoxT/KbITUSpubV1zB06xrnaNiSUPEO6r+ciaFrV/yLFpF59dW4vviicdx85JHIegNbxp3eOE/NG2+i69iRtm++gRqOUHb3PY1CTdumDaqskHnllZTeeWfC+exjxhBYswb/ggWknXVm4/bqV18j77//oeTW21ADTREbQ/fu2EeOZOfV15D175vZfvG/UN1uDL17k3377bg+/pjSO++i3ccfC7OXXWgzMnCefTa2k04mUlWJf+kyNJmZ6Dt2QHE4qXr2WVyffgaRCJJWi2P8eDIu+Re0EGsAslaLnJvbtCEtQ0R5Ai4hsEzpYLAJB8UG10dTukjva8CaK3qKdThGfJ8sQlOzWZiHRFrUCfpq4KvbRPTtiGvhx8dbLFAR0a7vHhTfz/sfTJojRFdLDA444b+Q2U00t26Nms3CDOTb/4j6tgETRYqh1gTmXZHnY+8U0USNIdE2X6MToqZ5uiMI8ffZNSKa2MCW7+HVY+GCL8XrEkriAKszNwkkcyac/DS8OVKIveYM+tcuQdtiu6IVkbxkQgyE0YivNj5lszmxKGz9SaSz9jsf+p61e5OWBrxV8MvzMO+ZprU6i5DOmIHWYGhyWNzF2p+/5+jzJ1G8KkmEEeh6+JF8/swjLP36C8bedh+Wv7gZtd5sQW82E0xi5gPg+JPr61KkSJFib0iJtRQpDmIUsw7zwGwMXZwQiYEio1i1SErrKZUxn49obS2qqiJbrWjsracgafPyKHz3HUpuvY3gmjUAeL77nrynnsJ20kl4f/6ZqM+HZcgQtLm5aNLSiAUC+BYswNC9B6Ft28i5/TYi1TV4581Dtpgx9uuHJj+fsttFtEA2m5AMBowDB+BfuCjpOixDhlD+yKMYe/cCWW41dUyx2bAecyxVzwshqUYiyHp943ja2WdTfOWVCYIvtHEjNa+/jnPCBPxLmiIEzvHjqXzsMQzdu5H/xBNUv/kmgTVr0GZl4Rh/BuYjjhANvRF1dg34lyyhBih6fyq+RYuIVlWj79SJqMvFzhtvJObx4Jo+Hcvhg3F/9TWB5cvZee215D/1FIFVq6ibNo3sW2+Jry+UJErvvptAszrA9MsuJbh+A545TVb7ajhM7TvvoAaDZN3ybxTzXqS6mTPiXQ1BCDaDTYitgEvUXZla3Ew3F2mxGITcIGtFXVn56tbTFstWCGEIIkVxyTvCyj+nFxx6qah7q1iz68WsFZEke76ww9+2yzhG1sCYl2D2vTDgIuFy2FJMNZDRCTZ/J9oC6MziulqiaEBJsh2E0DvyZnh3XNO2rO7CYMVVnLh/JCiEUK/ThfNlSw65QIi0BnL7wMTZIt1x529COA28WESvkrlVrpsl5l42JXGs4wiRamltvc4REK9/Wgdx3aXLRI2gaTd2+qoKaz5LFNe1WzHPvYW+I8by43tvxw35XHVUbtvCkedcyE9T3ya26/dOo9Ux5OwJbFg4n0gwSNX2rdTsLP7LxZrZmcaQ8ecz5/UXEsa6HnEUZvuf324gRYoUKfZESqylSHGQI0kSGrt+zzsCoeJiKp98ivqvv4ZIBOMhh5B9x+3oO3VCbmbw0Ti3omDo2pW2r71KtK5O1HDZ7WizxFN4ffv2CcfIBgOGrl0pveWWpm02G/oOHYgFAkRqanGee27jWO6DD1L+4INkTJzEjhUr4yJRANaTTyJaX4950CC8P/2Mdfhw3F99lXBefdeu6Dt1RJOdRbReRITcc+diP/lkAqtXo2tXRHDTxoTG2g24Pv+CtPPOi9umLcgnuG4dwXXr8M7/Bce4saRNOJ9obS2uGZ8QqapGV1iI2rYNujZtRHrjrqfysUAA9+w51H30EYrVSs3kyXGRQ9dnn5N7/324v9pV0xOLUfP66zhOH4dv0SJioVCjrXksFKL69dfjhBqAqW8/ql94Men11E2fTvrFk/ZOrCUjFhNiZMGLsOFr0ads8JXCPMOS3eJk22HVJ7D2M2h/FEiKSC/c7fwRceNvyYZe40SPtupNItq1rsloBUluTLdj7Kvw7YPC1r7LSFg7EypWC7F32GXx7pENGJ1CyHmrRPuAkDe5WNsTeYfA0Jvgp8eEcMnt0yQck7HlW9HmYPHb8S0D8vqJPnOaZr+zGh3orUJIHnuncH+cdatoj3DkTaL1wJYfmvZf+g6MfkHMsfQ9IWZlBXqeDj1Gw7unC9fJjM6iTq0lilbUvbl2wK8vi6hlp+Hi+tLaJU+L9JSJ5uhJkDbMovuk+9nw6y+UbYw/XyQSpvtRx9Kh/6HsXLcKSVYwmC0snzOLLUuaHs4Ur1pO2559Wk79p6IoCl0OH4rebObHKW/hrqpEbzbT/6TT6D3seAyWVloopEiRIsVfSEqspUjxDyFcUsq2c8+Lq73yL17MtvFnUvTxdAwdO7Z6bMt+bHvCPHgw2oKCxv5psfp6/EuWIFutFDz9FJJWi2y3o+/YkcDqNfh+/AnV7aHguWep//QzfIsXozgcpJ1/Ptq2bah64UXSJ02k7qOPsI8bhxoM4vnuu8bzGfr0If/xx9EV5BN1uzENGoT3hx/QZGZiHjoE47ffogb8RFsxOxEvUFikY0pSY+NkNRpDMhhQAwEiZWVUPftc3CHWY49F0uvJvfsudIWFtPv0E/xLluBfsQLzoYfiW7yYSEkJyeSh6vcnOHP6ly4l7cILiAWDcRHBaHU1ddM+AI0GU79+yCYTgfXriXqSpAY2HhTd/fXuiZpN8Mqx8Q2wP5oIXU+BU55sigzVbIHXRwjDEEmGY+8Q4sGc2ZRWeeilot9ao5HJJ6IWDsBTLqJQAEffIvqBHXuHsKUH6DyyKepnyxOph0feCNEgvHSU2F66FLqdIhwjf3m+yX0xo5OoH1s6dVd/uAfBvRMOvUw4TVpbiM5kNPxMmNPhiKtFymDZcrAVCCHWGgYHWHLgqt9g4xzx+nQ4RkSzrNniNXKXQfVmUY+X3hHaHi5aH8y4vCkqueBFGPeGEJk7d9XNxaIw71k4cwoMuV68R7pdQuK5QWLun5/eZZ4yMTEVdfgDwh2yuSHLsqkicnbxd6J/Xksioabm3kmwrP+QU2+8g6rtW1n9w1x0JhM9jx6OPSsbo9VGLBxh3rT3CAX8hPyJvSbNf3FUrQGj1Ua3IUfTpnsvIuEwikbB7EhL9VhLkSLFQUtKrKVI8Q/BO29eUpMMNRym6tnnyP3PA/sfhWmBNjeXtm+/Rc1bb+Ga/jFqKIR1xHAyr7gCbUEBxGLkPvAAkfIyat4SN7z+pUvZcellWI8/HscZZxDzevEvW4ak15F27jnUTX2fmM9HeMcOMq68grR/XUyspgZNdrawrI9ECG3fjqTRkH37bVRlZWLs0oVt508g+8YbQatFcbSe8qlr145oTQ3WYcNwz54NgGfOHGwnnYTro48SD5BlzEcdia5TJ1BVJFlGl5+PbLPhW7iIyqeeJn3SxFbPp+/WjdD2+BQ62WxCDYdxjBuH1OzmUI1EsI0ciW3ECLy/zCda7ybzyiviTEiSIe/v+xn0CHOK5kKtgbWfwZBrhRgL+eDb/zY5O456BpZ/AEsni7qwI64RrQDmPtBkAKKzCLFlz4fTXoRt84SDYruhIlK2+C1hme8oFHVyIx8SUScQFvaBWhH1U7TgaCNs/kHM320UjHlFRLKM6cIQJRqB/H4w7TwhDEGcs9PxcOqzyWu1oiERdVr1iRCCbQ6FrieKaKHB1mT3r2hgSSuCbfCVQlxKEgxqEYEO+2Hz9/DhhU2um5IEh14O/c+PTx8NuoXgGnqjiLJFQpDeXkQkW669dhsgHjRQs1kI1zOnwJpPmwRmnzPF6znr34lrDnlFXd/o5xPrEBWduJ7WagOzumJxpmFxplHU55CEYZPdQZfDh/LbFzMSxiRZprB3v7htqqoSDgZRNJr9apztd9cT8LiJxWIYzJYEB8s9YUnbPxfdFClSpPizSYm1FCn+AcRCIdxzZrc67vvlF2HLf4DEGoAuL4+sG24g/aKLQFVRbDZkk0kMyjLG3r2I1BagvvRy4zFqOCzcHnc5PlqOPppIp46UX31N4z6euXPRd+pE9p13Ei4tRdelK4HlKyh/8EHRbNtgwDFuHBkTJ7F13FhiXh+ld96JJieHnLvuxNivX1xdWgMZl15KxWOPk3HF5Uh6HfWzvqL+m28o+N8zBFatIrh2bdPOskzug//F9+uvVDz8CPquXWn7+mto0tKQdTocZ5xOzOtBDUfQd+0afyyAJJFx8cVUPPFE3GbbqFPRdeyYIMIkrRZdURHFl17auM01fTq5D/4XfefOBNcnproZBw5AychI2L5XBOpg3Retj6/6WAiWSBBWzxDbOhwrokQN4mXRa8IYZOrZIoLUQMgDs+8BjVGkEYa9EN4oIkgNkbeaLcIIxJwhaq+iEahYBZ9cIerdQAi64feJ6NaGXamkaz4VXwDnzQBrHsy5F+Y/m3gNG74SNvfNBU/QC/4aIXTeO70pIrV6Bnz7AFzwhUhjbMDZTqQttnSi7Dgcup7UetNt1w54/+x4J0xVhV+eg7y+IsK2vcmFlYBLOGP2OkMI5YrVULYSCgaAOUs4SgJYMqH3mcLZEoQoLT4DOh8v1rltvoioaXaTNr1upujD1lKsWXPgqFvgs6sTjzE6xVp2g6LV0v/k0ZSsX0PphnWN2yVZ5pTrbo0TR67KCjYt+oVNixZgdjjoN3IUzpz8vUpDVFWV6h3b+fql/1G6QfzeOXPzOO7iK8nt1AWtbu9SxlOkSJHi74KkqrvygVL8YdTX12O323G5XNhs+1FLkSLFHlBjMcruuUek0iVB166IwsmT0ezHzX3M6yVSVYX311+JeX2YDx2EJjsb2WRC0uuRktywhisq2HnTzWgz0pF0Olwfz0g6d+7DD1H94ouEtmxNGEu/9BIsw4YRKS1j59WJN5CGXr2wjx5N+f1NN9KS0Uj+U0/inTcf14cfEPP60HfuTOb11+H9ZQG1b74JWi2OsWOxDB2CGg6jpKUjm4yEtmzFv3w5isOBsWdPJIuZ7RdciKF7dxxjx2I8pB+SJOH+/gfcs75E36EDtpNPRtLrcX08g/ovvkANBNB37UrWDdeLbc2aYBt69CD/6afQFRQkXEtw82Y2n3hSwnYlI4OC556l9JZb4l4jy0knknXllfiXLSOweg3Gnj0w9euNJicbqbmrY2u4dsAz/Vq3iD/8Kuh8IhTPF6Ygn10jLPZn3doUFbLli0jQ59cmn8NeICz8qzeK6Fzdtqax014SEaAGarbAi0ckOivKCpw1FT64IH4sr5/oFyfJoom0N77JcSM9x4oG3bIsooM/PAoFg+CrW0SNW0uc7eCir+LTJ/0ukR647gsRkex6kogKWjKFAHOXiTRHRSfSIhWNiDS21ictswuc+AS81eL9PvQSES38/qH4GrgjrhFfpl1ip74EPr4MtnzXtI8lC87/TLxe3z8ihNhvbyQ/v8EOl/8iomgt8VaJtgc/PdH0s5HWXjTezureujhtPkVdLa6KcopXL8dsd1LQrSfmtLRGEVVbVsLUu27G56qLO+6I8efS9/hTMOzhgZKroozJt1yT4OgoSTLnPvQUWUWJdbYpUqRIcbCxL9ogFVlLkeIfgCTLOM48s1WxlnbRRfsl1KIeD/VfzKTsnnsa67wALMOOxTFuHMENG7GNPAFtfj6SLNz/1FgM1yef4F+wAL9WS5sXX8A9Zy6x+viUO12HDmiyspIKNQDX9I8xDx1KxeOPJx0PrFhB+oUXIlssjcYext69hBOkLJFz991IOr1wjLTbcY4bi+ebbwjv3End1KnUTZ2KoXdvsm68gW3nT0DW6dB17IhkMCCbzYQ2byLj0kuQTSaqnn2WSEUFstmMfcwY0iZMoOSWW3F98ikFzz1L+iX/IuNfF4MsI5vMyEYD2jZtMPTqSaS6GsuRR6Jv1w5NZvJeUw1pmdCQ2qgS8/qIVlVRctNN5D/xBNGaGmI+H9r27SEQYOu40xvNTmoB2W6n8KWnMLRvm/xGvDmmNOg5Dpa9l3y87WHwzR0w5Dr47Fo45WmREtk8fc/RFqrWJT8ehCCs3ykiX6NfEH3GGqJ1GV2ECDLaxfu19L3kFvixKCydIowx5t4LOqtIvxw0SaRZ1rdeYwU0/cxGw6Jn3MJXhJlHMqEGULtFCL/mYs1oF19ZXeP39VULV8u5D4jrNDjgsMuFHX/l7l6XnULIHnmTsMiPBEXaYvtjYMqZifv//DQUDhF900C8t+NeF4Yg1RtF5M3RVrweAMfdIxwsWxNr/c6Ld6psjjlDRPb6niWuT2MAU8be1f41TOFwYnY4yevcNWEs5PfxwzuvJwg1gJ/ff4fOhw7ZrVhTVZUNC+Yntd5X1Rjzpr3LiVfdgM5o2uv1pkiRIsXBTkqspUjxD0FXUEDmTTdS+ehjcdstxx2H5ehj9mvOcEkJZXffLb6RJNBoIBzGM2cuxt69cX8zm+qXXqLw3XcxdO0CQKSqitrJ7+yaIEzFQw+T/+QTuD6egeeHH5D1euxjx2I/bTTVLyZ3OgSIBYNIiobwtm2t7hNYuwZdYVsCq1Yjm02kT5xI8RVXQjhMc1N5TWYmhVPeo3DKe0RKSwmXV6BrU4Bml+tl29deJVxahq6wLaGNG1FVsI0aRbisnNIbb2xak9dL7eTJhHfuJH3iRKpffJHS2++g3fSP0ObEW6nri4rQX3jhXr3O0do6rMcdh33smEbTEMVmo+6DD/F8+y3hHTsoufnfaLKzaPPKK2z/1yWNQq1xbS4XO2+9l8K7zkPT/aimm/dkaE1w9L9h89z4FEaAvmdDyRJhdrFzsWhgvfl7KDxc1FE11IV5yoVIaA1TmkiJDO2q2VrzGWyf3zTebZQwE9Fbdu+6uPM3kQ7Z+3QRSTNnino2ENGmXqeL2q1k9L9ARNXqdgqTE0lO7HXWktZ6mzUnGhZNuGc1OaISqIPv/iuOLxralK7ZkpxeQvwNvQH6nSv60hnT4NtWmn6DcMfM7r5L0EoiLTG7h/hqiT1f1AIOvgrm/y9+LL2DcNVseP2SoTWK99xZ1Po++4nf7WbTol9bHd+6/DfS8hMjzw1EwyG2rVza6njpxnWE/P69FmvRaBS/qw4VFaPFiiaVQpkiRYqDkJRYS5HiH4Jis+E84wysxxyD54cfiPn8WI48Em1e7j45PTan7sMP0RUVkT5pEorDTiwQQLHacH/7LXUfz8B55ngqHnqY0ttuo82rr4jzxGKN1voAwQ0b2HH5FdhGnkD2TTehpKeh79aNkhtuxD761FZTJC1Dh6IGA0haLWo4+Q224kwj6hGixXbyySKymGTfSGUl3p9+xnnmeLRZWSQkCkoSnu+/p+SGG5qiMYpC1k03knHllSh2G5rsbCRJxrdkMXUffoTzjDOolmWiNTVEa9kSsnUAAQAASURBVGoSxFoyYl4v4fJy6mfOJFxSiuWYozH27o1t1Cl4f/yRnVdf03itkk5H5jVXY+zbl+C69aihEOHiHYRLSoiUlSWdP7RlKxE5A03xAtAfJ4QAMdDbm5pDN+AsgonfCNGxaY5Ij+txmoj8zL1P7LNqOgycJKJSPcYIE4wvbxJjNZtFOqDOIkRZS/pfCMveF2Yjs++FksXx42s+FbVVJz4m5kkm2MwZIiUzFhZ91wz2eKGh0QnxsXpGojFGh+Mgc1d0J+JvMlPRGsUcyUSb3tqUbrg73GUitVPWCMHaYFgC8MMjcOUiEWkL1CUee9w9QmxBkygK1IvXPRntjhKv/eTTmmz6s7rDKc+IFMWW7ysIoTz0emHzv+g1UaPW63RhpLI7Ef+Ho6I2T/FsQSS4eyEtKxrsma1H+Sxp6ch7aVbirq5kxdyvWT7nK6LhMJ0OPZyBo8bhyM5JmtqdIkWKFH8VrXfWTZEixd8OxWpF37496RdcQObll2Hs2WO/hZoajQISWbf8m8rnnmPHlVdRcuNNFF92GWooKAScVbj4BVavJlpXB4BssWA67LD4uYJBXDM+ofTOO4kFAlQ+9TT+xYuRtFr03bolnFu2WrGfNhrXJ59iPeGE5AvUajEPGdKYfmno0hXf4sXJ9wU8335LLBhMOuZfvpzqF1+KS/UkGsW/eDHG3r2ofe89dl59DTuuvprg2nXkP/E40fp6FIcj6XxRr5dwRQWRXa8JQNTvxz17NptPOpmqZ5/DNX06O6+6muJLL0P1+al84sk4UaqGQlQ8+hjG/ofgaqh9k2Vi7t3Y+QNqOCIMQha8BM/0EbVp744VUbKWNWqWHJHamNNLpLt9dZtIW2x4HSJBUYslK7saZsdE/VRDXdz3D8Ppb8Sn1UmSEAZp7WDrD8KyvqVQa2DlR8Lw47BLE8fy+4v0yTWfimt4ug98fKno1dYcR1u46Gs47l7I6S0Eybg3YPRzTel7GmOT4+SKD+CwK5KvZ8QDe242DUKEDZwkTFIOOV8IyrPfF73hANzlcOGXoldbAxmdRGPs9M7xP2cgaszaHZl4Ho1etBP48IL4fmoVq+Gtk8W/K6eL80VavLemNGEKMupZOONt6DnmLxZqoDOZye+aJBq4i6K+iS6TzZEVhT4jRrY6fujoMzDZWneEbcBdXcWH/7mL+R9OwVtbQ8DjZsWcr3jvtutwVSR/EJIiRYoUfxWpyFqKFCmSIikK9tGnsv2CC+PrzWIxXNM/Rpv/f+ydd5hUhfm27+l9Z3sv7MLSy9JBEAtVQQE79t5NjIkm5pceo0aTmKix99gLgg1QUHrvnaUtbO91evv+eNkyOzMUY/1y7uvigj39nEE8z7zv+zxZqO2dL0Yi7kBjtZL6s7s5vGpVRJVLl5eHoWdPKu75OQDVD/yFjIcewr1zBy2ffkrQ5cZ6+unEnX8eNX/9K97DJWQ/8QSe4mI8+7rMAel05Dz5BPq8XPL+85oIRbUazZtvEmhoiHo/mqREAk5nWL4ZgK+2lvoXXozcPjER+/nnU3rLrZ0v16EQjtWr8ezfT85zzxJ0udAkJKBJkEpJwOXGV3KY2if/jXvHDrRpaSTfdiumoUMJtrZScf+vI17UTYMHU//C8zE/h8bXXsM8fDjNR45AMCgzbVpt1PBvldGIxqQGUzxUbOpcUbEFXpoKt68DFbBvIdTthx7jxOjjnatkXqs7hVOk4jX8OmiuEOHWa5JkowU8YsnvqIcZx3LZ6g+K8cbBL+Gjn4DOIrNPsQgFxbo+IR/OfwI+vUcqXhq9ZLG9fUWn9X0oCHs/gdK1cONXkNClBTM+B077icxjqTVy/12xpYvV/tKHRCCe9Wu55vXPy30n9xEDlazhx28RbEdvFcOUlV3cPtVamPoXWafRSdvilXOluqlSyXNY/6y0j/Y595hRybF78LSI2+bap+R5tNPvfNj+TvQqoN8tlc/WKtj9kThCmuLFbdKW0eW6NMAPI0PMZLVx9nW38NZvfoHfFy4u+44/E1vSiedq41LSmHrb3Xzx3BMEA51um0PPPZ/s/gNP6jrK9+2mobw0Yrnb0camz+ZzxpXXo9XpT+pYCgoKCt82ilhTUFCIibfkSIQxSDuNr79B2v33A6DLykLTRbjp8/Pp8fZbVD/8MK4NG1Hp9dhnzSLh6qvwlXa+JAUdDsp/8hPMo0aSePU1GPr2wbFmDWW33tZRZSq/915S770XtdWKt6QEXXoa5pGj0KamoNbrUScnd5inJN1wPZX3/zrq9drOPpvaRx8l7f770dhs+OvrCQVDhLxe/LWRboLxF1xAw3/+E1kFQdoqXTt2oM/JJuXuu9Gmpkpu1NEjlN/zc7yHRfj4a2oou/0Okm65BfPoUZIf1g1tchKuLbErgr6ycizjx3X8HGhpIfGqq2h4OdJAIvmGq9DuexOGXQIf3Bi+MnMoVO+ED67vfPnf9JI4CV74omSCORvkpb/3NDGXSO4Dn/0Cps4SR8TN/wmvkqlUEkpdthEm/UkMN+bf3uXiHcdvK1SppeJljBPDk/wJUL1b2gS3vdUp1LriqIM986U6pu7SHKJWR28JBBFPo24BZxNsfE5aGJN6iSFI/gSZGYu1b0sFNJaIEE3qJb+OrBLR15WgX2bYLn9PDERCoU7huPFlmWdr5/ByWPF3cZ5M6ilOlQvuk89h+aNQtkG2yxkFG16I/fwqt8p83Kp/yUzf+9dB2iCppMVlxN7veyQpO5erHnmc9fPe4+jObZhscYw8/0JyBgzGZDuxW7LBZKbP2NPJ7jeQmpKD+L1e0nsWYrbHY7Sc2Prf7/Oye/mXMdcfWLeGUTMvxqbksCkoKPxAUMSagoJCTLyHD8VcF2hsRGXQg1pN+h//iC61M89KrddjGjCA7CefJNjWhkqtRpOQQP2rr6FPT0eTkECgsdMCxLl+A871G9AkJZH7yss0z5vfMZcVbG2l5tFHyXv9P8SdM+248yTW00/Hds40WhcsDFuefNttONato2XhIpJuuYWWTz+j8Y03CLrd2KZMIfPhh6j41f1hZib6Xj1peP31mOdyrF5D9lNPoTIace/eQ9M77xBobibhisvRJCRS/cADHfdY/9xz2CaeLeKmm/jzHi3F0LsPnuL9Uc9j6NO7I1zbVFSESqvFesYE9Pk9qHvqafxVVeiyski5+UosiQ2o1YVQslKCmbsy9k6Yd1tklaatRhwNZz0r1aF9n0quWMAnFaCZT4pw2/VhZDtjKCStk1d8IMJkzO3Surf+OSi6QoKwrRkiFCsis+8YcEFnC6XeDKo00MfJjNnhZTGfPcULxTykvbUxFq5GcYwsXiBZbkWXwphbpMqlM8tMXLTQ7HbqDsB/Zom7YjszHhOzkmiEQnBoKWQUSZVs1zyY+NtwodaOoxYW/x5mPSNCsHKbCNTT74WgV46lNUmWXCx3SVvmsblEoHKHVPIqNsPBr2Do5Z3bedrAUSPukWp9Z+j28fLYviU0Wi2JmdlMvOF2PE4Hao0mZuui2+HD7w2gUqkwx+lRqeW/fZ3BQHxaOvFpJ9Gy2g2VSo3OGDveQmswoFYrEyIKCgo/HBSxpqCgEBNjlHmydrSpKai0Wnq89y76gujZRlq7HbpU3Ax5uTS8/gZJN99EzV8fidjeNGwo2tRUerz9Fp79+3Ht3o0hPx/jgAHoMjJOOPivTU4m+c47sc+YgWvbNlQGA6aBg2hZtEhCpv/8Zyrv/zWuLrNtDS++SPOHH5L56COU3npbR+tmsLkFbXIyvrKyqOfS5+aIAH3ueeqffRbUalRaLa1ffIE+vweZDz9M6R13SLtiKIS3tBRtSgr+mpqw47R+/jnZTz9Ny8KFka2NOh3xF11M0wcfkPHww6hNBowZRnT7X8Xsb8T6/N9BYwZnJTrHfsibIlWZ7tlnRrtUuaIZgQCUrpP2xfevC58J2/aWCKMbPoecMdK2t+llqNnTuU0oJEIsawR4W2HIHAluXvxbePMJMdq44HmpGJWu69yv33kyI2awiWNkwyFY9biEY5/2E6l2NZZEv15zsrRKHg9nA6x8TOzxc8fC4Eskzy0YgJ5niVA7Hm018M4V4UINpErX7ogZjaYjYjKy/jkRbccTnXs/les0HzMc6TsDDnwhwrdmt4R6T30QDn0Vff/Bl8JHd8qfQz4RzqGQPFdHvVQLnQ2w4UVY9lBnSLfOJPOAhVMiw7G/I3QGAzpDdLHo8wZoqHCwZu4BKg82Y7LpKZqUQ+HINCz2/05garRaiqZMp3jNiqjri6aei9ke/1+dQ0FBQeGbRBFrCgoKMTH264cmOZlAXWQuVfLtt2MaMwbtCUJsu2IaNAjPnj2YBg8m/fe/p/6ll/CVlqKOiyPhsstIuPKKDoGnS0/Hevrpp3zNKqD8np9jKOxFyOen7t9PQTCINj0d1OowodZOoKGB1i8Wk3D55TS++ioArt27SLzuWqr//ECUk6iwz5yJr7SU1s8XkfGXB9DY7QSdTjT2eNqWLaP1yyXYzj6L1s+/AEBtNGIaMZzWzxbIMdRqrGecgW3KZLSZGeQ+/zyVv/k/fOXiaqjLyiL13l/QunQpgaYm6p5+mrxHfoXu4zkdoktXvEDE0JA5kDcW3rwELn4l8nq1BqmuHA9PW6R5B0h1avWT4G6Gqu1iOV+2ATZ1OY+jToxJNr4o7YnOOpmjat//gxth7B1wxi9lpsuSBOaUYzlrfhEj71zRWXVc/ojklcUyJhlz24mrQrV7pbo162kRfcseEZGVNVyEadYIiQ2IhaNOjhFx3GLIHBZbhOWeJiIXpDUzcJwogFAQCII9B876P6kytlbK88sZI6K1di+MvwdW/bMzLFutkWd5ZJV8LiBh3ysfE0G2+Hdw8WtAkkQffNXt77DPJcL8tjWQGvsLme+L2iOtzPvH5o6/Do4mD6veP0DZvkYmXt0Pk+2/mydLys5hwJmT2LV0cdjy9F696TPmdMUNUkFB4QeFItYUFBRiosvIIO+1Vym/+2d4isWNTmUwkHTLzdimTDkloQagzcgg99VXKL3lVrTJySReew3a5GTUVhvGfn2/tnNlVzSJiRj69MG9fXvHMpXJRMYDf6bpvfdj7te6aBE5L76AZcwYVDotmqQktPHxuLZspeWTT7rchJbMhx5Cl5FB47vvkXrffVT94Y/4q49VW9Rq7DPPxzxyJCqNltbPvxDXy959SBs8GGP//jR9MJe0X96HY+Uqqh96mKDLRfwll5DzwguEvF5QqdDExxPyeGn5bAFty5aRdM0ctDufjayOuZtg3dOQPVzaB52N8uK/9MFO8eOoi57J1Y41NdzYojsHl3Ra5M+/A2b+G46u7RQzGYPEnh+gx2nw7tWR1/jVX2QW7bqFMvfVTluVHLNre2j9AREk/WfJObty+i8guXfsawURI2v+LcHTez6CfQs615VtkNbGy9+DwsmxjxGrCrn1DTFDKVnRKZ7asSRLi2HVsb971btF3MYib7yIbZC209fO71x3dC1sfhUufAH2fibX62mWMHF7lhiPtM/NjbldKnLtlbPyzXL9zgZx7IxGKAQbXoJpD4Hmh/Mq4GzxsvztfdFGRTmyo562Rs9/LdbMcXYmXHEdg86eyvbFC/B5PQw8YxKpPQqwKrNqCgoKPzB+OP9CnyT//ve/efTRR6mqqmLIkCE88cQTjBo1Kub27733Hr/97W8pKSmhsLCQv/71r5x77rkd60OhEL///e95/vnnaWpqYty4cTz99NMUFhZ2bNPQ0MBdd93Fxx9/jFqt5sILL+Rf//oXVuuJh5kVFH7sGAoKyH35JQKNjZKzFh+PNiUlwlXxZFCp1RgHDCD/g/fxV1URaG1Fl52NNikJTdyJzQVOBm1CAll//xulN92Mt6QEVCoy//pXnBs3otLGdsVT6bRoEhPRpaej0ulQWyz4a2pIvO5aEq+7lpDXR6C5CUPPnmiSU1CbjJgGDaT09jsw9OqFceBAvIcO4T18mOYP56FLz8A0aiQAGQ/8GW1KMmqjEfvMmVjGjqXy/vvD5tSa3niD5vffp8f772Hs8u9P5oO/B+ddqNSgeurvsW/88HKpGn3yU7juM5kTq9ouIiCzSGakBl0EO6II1rN/F96i2B2dOdwafsXfYfStYoqR2k9e/NtbAwP+TtHQTnIhnPEryUs7skqEYXyuWOs7aqX61p3P7pXq0Wl3SSi3Ridte7b0SLfH7gR8kl2WMUQcILsTCsm1py/stPfvjjkp6owhznoRSld+IOYr7dXI/AkS8j3vts5t/W6o3iWujt1DsrVGcY80xUu1bnlkWzCuRhGdqf3hozvglhUSv7D7I3lu/WdJllrVDljRLRjc3SzHbo7exgtA/X5x9fyBiLVQKITX5WfE9HxCgRAHNtdweFsdoWDnZ1Be3EhK7glmFU8Cc5wdc5ydzN59CYVCypyagoLCD5Yfxr/QJ8k777zDPffcwzPPPMPo0aP55z//ydSpU9m3bx+pqZFD4qtXr2bOnDk89NBDzJgxgzfffJNZs2axefNmBg4Ui99HHnmExx9/nFdffZX8/Hx++9vfMnXqVHbv3o3RaATgiiuuoLKyki+++AKfz8d1113HzTffzJtvvvmd3r+CwveFNikJbdI3842zSqVCl55+UiHSXxd9Tg7ZTz+FZ89eVDYrgYZGnOvWk3D5HFo+/SzqPvYLL0SXnIxKqyXocND25VdU/v73BOrFel6Xk0PW3x6V2bljwbtBt5usRx/BsW49/poa4i+9FF1mJjV//SuNb7+N9eyzyJ8/D112NmqjkVAwSOvixag0mqiGIiGPh7rHnyDj4YfQWCzQWIL6i9/D3o/FiEJjgGAUh0SQtsCAT2bA9FYRWAcWywv/8kdl/eXvSRbZ2qel3S5tgBiP1OyB3DHRjwuSm7a3S3Wx4ZDYw4+4Xpwj597cuU6jFaOS4LH2v6SeMnc173YRGO2kDpBsMlWMl+RQUIRWwVkS8HwqrWl6q7gjVu+KvU3DIbHMjyXWLCkweA5si/LvvDlF2hSvXSDVLrVWZux0Jsk262qmsuyvEvydd6w90tkAuaNh2LVgP2bdf3hp7Os89JVUzoZf22mGMuY2sf7/6i/w8U87WyHDrjFRnkPGYPmso5F3mohG97F7+J7m10DMRI7srGPtvEO0NXrQGTT0Hp3OlBsHsPil3QT8UsXUm77Z1xaVSoVKpSIYDKFWK+2PCgoKPzxUoVC0ZoMfJqNHj2bkyJE8+eSTAASDQXJycrjrrrv41a9+FbH9pZdeisPh4JMuLUxjxoyhqKiIZ555hlAoRGZmJj//+c/5xS9+AUBzczNpaWm88sorXHbZZezZs4f+/fuzYcMGRowYAcDChQs599xzKSsrIzMz84TX3dLSgt1up7m5mbhvqHqgoKBwfPxNTXhLSnBt24Zn3z4MPXtiHjWK5vkf0djN5VHfowe5L7+ELkPszl3bt1NyyaURx1QZDBR8NB99Xh5Bj4fWL76g4pe/gi55T9rUFDIefJCKX9xLj3ffQZ/bmQfmr6uj7plnCDQ2xhSNKqORngsXoDMF4OVp0HRUVgy8UF6st74R/YYvewPev0GqO8OvAa8Ljq4Bv1OqXRotbH1LXAGHzIHskeBqkorP+udg8p+gcjvs7FZ5yx4pYuH96zqXaQ0y76QxwBPDpDrTzrBrpB1z+7vy86ynYcmfoguGXlNgxj/g2dOjV9eM8dJymTX81K3om8vFwGPBvZ3LcseIyDInib1+Sl8RKNYUEbfdaa2WLLP9n4sAC3hh9G0w+pbYLpKNR+ClKZJ/1pWhV4ohSOU2iVDoM11y7sxJUj1bFD1yAoA7N0Fyr/Bl7laponaPEACpQM5+ToxLKrbC82dGVgh1ZrhlGez/Qv4OGOLkc04fGB5yfhIEAgEcjV5CoRB6kxaTVY/b6cPnDqBSgdGmR6uNXbkKBkPsWV3J0tcjZwSz+yWQ1TuBdfMPoVLBFX8cgz01ymf1NXA7fbTUudm9shxXq49ew1PJ6GnHmmD8Ro6voKCgEItT0QY/msqa1+tl06ZN3H8s1wlArVYzadIk1qxZE3WfNWvWcM8994Qtmzp1KvPmzQPg8OHDVFVVMWnSpI71drud0aNHs2bNGi677DLWrFlDfHx8h1ADmDRpEmq1mnXr1jF79uyI83o8HjyezpeXlhg5VQoKCt8OoWAQ7+HDHL3uekJud8dytd1OzjNPYxoxnJZ58wm6XNgmT8I2aVJHpS/Q1kbtsS+EIo7r8dA0bz4pd92Jv7aWyl//X5hQA/DXSMh2wjVXo4rSKhp0eyTYOgZqq5UQiDFE01ERKkVXyAt0Qg9oKRd7+K4Mv06yzvLGS04aiKCKz4VXzhFnw67EZUmFZ+mDMOdtEWuL/yCVrlE3w5bXZe6r19lSrZt/R/j+gy+TYwR9EpK979POddvehAteAL9HRI7OFLuyc/ALaYk871/w3jXhgkKlgkl/gLX/hnMePXWxZs+CnmdK+6Q5WSz3KzbD/sWgM8LAi6F8Iyy8H/rPhDPuk+fbjqdNKm8BP6QPgfE/k0pYXCZojzMzlZAHN3whYnXXXBFFQy6Tz+P1C2Vu78xfyYxZcqGItYKzYh8vd2z0rDqjDab8BdQ62PGuVCJVKmm5nPZwp8NkciHMeVeEXYuY15DSR0Twwl/LdbSz/3MYejVM/sPx8/GOEQqGaKl3s29dJTu+Ksft8DFwQiZ9xmSwdt5Byoub0OrU9BuXwdApedgSo4sgR5OHtR9GMbcByvY0MvjMbNQaFWdd1Rfzf+kG2Y7H6WPH0nLWf9QZT3JoSy32FBMz7x6KLUkRbAoKCj8MfjRira6ujkAgQFpaeMtKWloae/dGcewCqqqqom5fdSy/qf33E23TvcVSq9WSmJjYsU13HnroIf74xz+e5J0pKPz/TcDhIFBbS9uaNYScLiynjUWbno42IeFbO6e/poayO+4ME2oAweZmKn/zWxKvuhJtcvIx44/eYS2ZQacTz94YuVaAa+tWQh4Pnr37xAwkCs61a0m952cEHE48q1ejS01Dk5SIJiEBXV4uxvx8mt59r3MHtbojMNt+/nm0ffUVCcaVqM79mxhFrPi7iLTk3mIeMvYuWP+MVJ4GXyrCyJIsTozWFBFAB5bA6ifgqnkyp3Z4qVRPBl4kx1z0a3nBrz8oxxhyubTMmRPl950fitD4+CapKLWTMURs8AM+EQzTHoTqHZ0VwIAPPrwFrvlI5tTqimN/UKGQmImkDhDRuO0dmaNK7CkCZ+f7cGQ18DUbQOy5Ihz1Fvj0ns5rBDluwZkiCD/7hbRMnv+ECFy1BnZ8IAKnnVWPSVXu4ldOLBzjc2HcT2HAbNg9X5aZEiTCwOeAjS+JuB52rayzpUubY1eHTRChe+6jncKrO3EZMP3vcNavpe1UawCDXT6XdvQWMVK5cYlUL1UaiXJY90y4UGtny2sw8voTirWAP0hjtZMV7xRTUdwEgMGsJW9QMh/+fTPBgHxmfl+QHUvLKd3TyMy7i6JWrbxuP26HL2J5O85WL3N+NxqzXY/OEHvu9FRoa/KECbV2mmtdbP78COMuKkSrU+bYFBQUvn9+NGLtx8T9998fVtFraWkhJyfne7wiBYXvh0BrK83z51P9lwfDqia2aVNJ/81v0CafIOvqBIQCAfy1dYT8PlR6fUcwt7+2lkBDQ9R9vAcPok1Joen999Hn55N06y1h69UGA7qcnIg8tHYMvXqi0usJtB3HPREI+f2UdDEzMp8+nswHHiB+xgya5n5Iyr2/QJecgtpsJuTzoTIZcW7ahLmoiPpXXyX+57NQHV0Km1/rPGhdsVSgpvwFzv2HtOLpjr38tlZD4yGpbJmTRLzpLSKGytZDj9PB55Q5sJbyzmNq9DD9H+E29j6XiEFTIlz6H6jbL46SGYPFuGPJn+CyY/b0CT3g+oVQvlXmq+zZYm6y8p+wfxFc/m7sh6S3ACFxhPzkHjHp6D1VKkAf3ABeh1SyTqLKExWdUSp/y/4aLtTaObRUhKo1DSq3QsNBaCqTObuuQq2d0rWw8WWpwsUy5WipkKro9ndEFBVOEQOQT7u5Qqo1nSLMnAhn/wYKp8LKf4iJSf4ZMk/YtdoXDU+rCNz9i0W89Zkux9Z3aRVUqeQ5xh1r228uFwfRWOx4Xz7D49Da6Ka52tkh1AD6js1g+5dlHUKtK03VTmqPtkYVa1qtWjI3YmjyuCQT8WnfTOtjOwc3R//vG2Dv6kqGT8tT2iEVFBR+EPxoxFpycjIajYbqdnvsY1RXV5Mew6ggPT39uNu3/15dXU1GRkbYNkVFRR3b1HR7afP7/TQ0NMQ8r8FgwPA1nPIUFP5/w1dWRvUDf4lY3rpwEZZx40i4+OKvfWx/XR3NH31E/fMvEGhsRJeVRcrP7sYyfjxBl+u4+4b8AeIvu4zkm29G162yrrHbSbnjdo5ef0Pkjmo18ZdeikqjwXTMpCgauqxMPAcOhC1zrlhJzSOPkv6nPxJ/0YV4Dx2i/Bf3dhiYqHQ6km65Bc+hQ7g2bYbUX8L8KNcAYhiS2k9ecONzRXy9fWV4LplGL5WigF+E1qp/RT9W7hjJIStZDqkDRTi4m2DaX8Uhcu4tkotmsEvlJ7UvzHxKhM2hr+T81lToN13MNebeBEv+0CnOyzdLm1+0YOeRN8KO96SqN/nP8MH13Z63Rs5lO8UWyK54W6VNMBbFiyD/dBEoDYeh18TOnLRobHgORlzbKXy60lwurY61XULDt7wubarnPCKOna2VIuaGXQuWLl0blhToe67k5QV8UgXVnUAsNJfBf2aHVy8X/16qiX3ODRdsYYQiYwe60m4OcxzK9zXSUhteuU7Ns7FjWWz3yYNbaskfEjkPZ7Tp6TEgiZKd9RHr9CbtKQk1V6uXgD+IVq/BaNHF3M7rCsRc5/cHo0YHKCgoKHwf/Ghq/Hq9nuHDh7NkyZKOZcFgkCVLljB27Nio+4wdOzZse4AvvviiY/v8/HzS09PDtmlpaWHdunUd24wdO5ampiY2bdrUsc2XX35JMBhk9OjR39j9KSj8/0YoFKKxa6tfNxpeeglflLDtkyHQ2krtvx6n5pFHCTSKMYWvvJyKX9xLyyefSFujJnq7lNpiwdinN2n3/wpdZnQRYBgwgNT77gOdrst+ZrKfeBxdVhYAmpQU4s47L+r+yXfcQeObkS/8LQsXEqivJ+TxUHrLrR1CDSDk81H35JNo4uIw9OtLsGp/pClEO+4maWVsKgWfG5b9LTJAOuCFj+6S6s2ZvxLh050hc8QJ8qUp0nq47CF4Zhy8Ml3MTfbMh4teBEe9HD+ppwjAd6+EFydL9evFyfDWHKm+HVgiYdFdr3vF32HkDVB0pQhIkPbNCb8QEbbnY8ldK5wMN30Ffc8Xl8qiK+HWVSIm/5uQ4hCxn2PHBseOb02Fdc9KKHUs3E3yzLsT8MGGF8KFGkD6IOgzTf6sN0ul78YlcOb90UO5TQnhFdNYeF2w9K+RbaahkAjmtuht+h3n6Hd+9HVqDb6ht9La4Kah0kFTtQNniydsk6A/SH1ZG3pT+N8pnzeI4Thujea46LN+BpOW0y/rjT3VFLZcZ9Bw3l1DsMSf+MtPd5uPw9tq+ejxrbz1x3V88u9tlO1rxOOK3l5ZUBTbRCW3XyJ6o5a2RjeHt9Wy4dPDlBU30FTtxNHsibnfN0koFKKt0UNdWRv15W04mr6b8yooKPzw+NFU1gDuuecerrnmGkaMGMGoUaP45z//icPh4LrrxKXs6quvJisri4ceklydn/70p5xxxhn8/e9/Z/r06bz99tts3LiR5557DhDL3rvvvpsHHniAwsLCDuv+zMxMZs2aBUC/fv2YNm0aN910E8888ww+n48777yTyy677KScIBUU/lcJBQL4Y8x1AgQamyLMOU4Wf309Te9HD7iu/ee/sE6cSOJ119LwwosR61PuuQdtVhZqXexv3bV2OwmXz8E2eTK+8jJUOh26jAw0KSkd+2ntdtJ+eR/GAf1peOVV/LW1GAcOJOWuu2j5+GM80WZpAwGCTieOlatizrs1vvEmcbNmEQqc4Lu0dnt8Ry1si+EQGfDKLFb9AbjsTVj3nFR1rKlimJE2EJ47Q/687tlj82FdKN8sbZPj75bWx5lPSaWtppsgaTgI826F86IYs/jd4iQ57Fq4boFUg4I+2Pa2RAsMuEDm7IxxkDUMLnhW2jD1lhMLllgEg9LyqdFLO+igS2DNE9G3LZwCX/5Z5sNMCdIaOeUB2PKf6NvnniZOj0kF4csdtRJi3ZWEHtLe+MFNYlbSzqp/wdXzpb0zWr5XMCjnCLjFcdOWHim2nXWw/e3o1xgKwqHlkFgQfb3eIrOPB78Md+FUa3BesYwWZyK7Fh3iwMYaAoEQuQMSGTurJwkZFtRqFWqtGnOcnuRsa1gU3cFNNfQZk87WL0qjnrbP6NhxHXHJJmbfM4zGaie1R1qwJRlJzYvDmmA4oaW+zxtg54py1s3vnEGrPtTC/Me2MOnafhSOTEOtCX/O9jQTWb3jKe/Sxgmg0aoZe2EvPE4vH/59C5mF8RQMTWHDxyXUlbZiTTQy4tweZPdJ+K/DuY93P1UHm1ny6p4OkWZLNDLx2n6k58eh0X0zc3sKCgo/Dn5UYu3SSy+ltraW3/3ud1RVVVFUVMTChQs7DEKOHj0aFmx52mmn8eabb/Kb3/yGX//61xQWFjJv3ryOjDWA++67D4fDwc0330xTUxPjx49n4cKFHRlrAG+88QZ33nknEydO7AjFfvzxx7+7G1dQ+BGi1mqxTZxI21dR2t8A84gRqL9msLyvrCxmtSTY1kawqYmk66/HkJ9P3VNP4SuvQJ+fT8rP78E8cuRxhVrH9RuN6HOy0edkx9xGm5yMdcoU1HoDartdQrhDQZrnz4+6vUqvR2214todO//Le/QouuRkfK2gMyVEt7RPHyTGIP1nivDxH+dbd2e92MXvni/thpP+IPNZPSfC25fJi332SKmARaNsI8z4J/SfLZli7RU8o11EXmo/yekyxks10xAXLkxAqk7lG6HfDFh0v8x1GeJgwn3SCmlKEPdFR604V+qM0haoO8UvxEIhmU3bNVeqfLYMGHOrnGPX3PBZPZA5Pr9Hrv+il2HlY7JNYk9xTKztZjSj1sBpd8qxepwWeW5ft/bbMbfDov+LfB5+N7xzBdy8XFwru+KoFXOX5Y/In82JMP4eceC0dqkGBf3hxi/daauW82hjCN7EArh5KWx4CYo/A4MN36RHafLnsPiVXbTWd1YPj+yop6K4iYvuH0FiujiZ9hqRxtp5Bxl/SSEr3t0PISjd28CACZmk5TdTfTj8nsdd1Atr4vErZJZ4A5Z4A9l9Ts18yNXiZcMnh8OWqVTQf3wmRque6pIW9EYtpjg95mMCyxJnYPL1A9i/sZrtX5XhcfjI6Z/EqPPyMcfpWPTCbkw2Pdl9Elj47M6O4zZUOPj8hV0MmZTDyOk9MJhO/G/JqdJS6+LjJ7aFhYG3Nrj56F9buew3o0jI+P7y8BQUFL57flRiDeDOO+/kzjvvjLpu6dKlEcsuvvhiLj7OXIxKpeJPf/oTf/rTn2Juk5iYqARgKyh8DSynjUWbmoK/pjZ8hU5H8k/ukuDnr8GJRJ7KYECbmEj8hRdimTAB/H5UOt1/bWgSDa3Nhq+qivpj/4ak/uqXGAcOxL1zZ8S28XPmoE1OxjSkiNbPFkQ9nr6gAF9lBQ2vfUHegy+hfm+OvHS3Y06E8x6XMGmdGUIBefFuiHS2A0TYbXxJXu4zBsGXfxLDix4TpL0RRLCoVOI2qdKIYUWgS/tY/UGZLRtzu/xsiIMLX4RlD4vlfzs5Y6Rt8v3rxfiiK8OukTbBM34p4iylr1y3RieiZPWTsObJznkpe7ZUA9MGRa8+RaOuGF6cIq2K7ex4F2b8S6p6u+bBzvdEwIy8UebtavbCnHegdL3M6AFUbIJpj8COd2DnXHn+2SNg3N1iMJIbpfXeFC8B4bvmdi6zZ0lVMxqOOhFUXcWa1wVrn4EVf+tc5myAz38jFcmzf9vZOqm3SmW0OvLvGQApvWH3x9KCabBFrleppPI38bciQNVa3G4zDTvrw4RaOz5PgOJ1VYw8twcanQZbopEhZ+ewb10lM+4YTHlxE+42H6EgTLq2H03VLsqLGzGYdRQMTcESbzhui+R/Q1ujO9zURAVnXdWPiv1NfPrU9g7Rk5RlZdrNAztm4CzxBoacnUPhyDRCQcmI0xu1NNU4KdvTwFlX9WXdx4ejnZJtS0oZOCHrGxdrfm+ALZ8fCRNq7QQDIbZ/Vcr4iwuV6pqCwv8QPzqxpqCg8ONBl5lJ3uuvU/O3v9G6eAkEgxgHDiT9d79D36PH1z9uWhqaxMSojo/GgQPRdIkF0KWcWsBvLEKBAL6qajx79+KrKMfYrx+63Dx0qSkkXnctceeeg6+qCgIBMh56kOaPP6HhWMs1Oh0Jl15K0vXX4T16FNOA/qjMZkJOZ8R5km64Hs/+A2T85S+EMjMkfHr/51CzG3JGSbXow5ulGjbkcrGCn/h7cYnsTkYR2HNg2kMisNY+DUdWQb+ZIi4KzpTWvbhMcW2s2iHVmsyhcHSd2NWHQtIiuPcTaZ1TqeTlfsXfperWldK1sOpxOO0n8NUxYxmVCkbcINWlPR/Lr/TBcMV7ItRCIREVq/4ZfqzmMnhlhsytJeQeq7zVgLMR9CapvHUNb3Y1ieNiV6HWzqd3S7D0aXdJOHW7W6KjVlw0y7dIJEE7m16BQReLiJ35b2k5rd0LC+6Tyt+Z98v5TPGd++gtYqG//3OZJwQInqDN199NFDlqYHWMro0Nz8PoWzvFmjVFTEtenR5ZZc4eKde54D64ZYW4eMZCo+sI+A45XZRsj5zXS86xMuq8Apqqnax8/wBp+XFkFsaTlh+HLcmIq81Hn9Hp6E1aPE4voCKjVzw9Bn/zX45EQ90tcDt/cDL15W3sXROe71df3sZH/9rKBfcNx3psDk6lVmHplt0W9Iv5isGkjT0rFpLjxX9DAd3t+DwBao+2xVxfc6QVnzeoiDUFhf8hFLGmoKDwraLPzSXjoYdIva8RgkHUNtt/nbGmTUsj5+mnOHLd9WGCxzxyJOl//hP++noCDQ1o4uPRJn1N2/cuhIJB3Lt3c/S66wm2db5I6QsKyHnxBbz791Nx3y8JNDUBYkaS9pvf0PPzRQTa2tDYbGiTk3Ht2sXRa6/D2LcvWY8+QvVDD0tL57F9Un5xL5axY4mbNg2Vtv2fZzsk3SpmIm9dKjNo4+6Wytpr50sb44jr4fwnxfa94ZDkbQ2ZA31nSOaZs15a/UBmoCb/UapLE+4VEXdoGSz9S/hL/6CLJVx572edrY/eNuh7ngibrx6M/rBKVsA5f4Xe58jcWDAgeWlf/E7Wp/aXrDLbsfml1ipY/tfox/K0iADUW+CrB0RYtgug9EFw8atiegLSLlqyIsYHGIKja2RbS5e/D3FZMHD2seuolspg6VppGx16tbR2zr2x87norSLevnpAPoP8CeHnSSyAm5eJW2fxQhF5BltklRFkXXdHSWdd7NbGYEAEWGJ+57LMIrh2AXz+fzKLaLTL595jPMy9WbZZ+7SEjncJ8m5rcNNU46Sl3k1ihgVbkhGL3YDf50fXzTTEnmpi1HkFfPHSLnxuefY7l5WjN2mZdc9QUnJsYRb3sYKvv00sdgMGsxaPU6qyhSPS+Or16PmrrQ1ummucHWItGnqTFnOcHtUJZuW+qcy3rmh1GuJSTDRUOqKut6ealfw3BYX/MRSxpqCg8K2jsVi+dstjNFRqNcYBAyj4aD6uTZvwHDqEefx4VH4/pTfdjK9UDA4MvQvJePBBjH37dhE/p46/uprSm24OE2oAvtJSfKWllN52e5hZStDhpPL+X5P31puYh0pelb+ujqrf/hb8ftw7d1Lz6N9IuuEGtCnJhAIBCefOzo4+T+dzwdKHRai1h1a/38XmfuNLkLoWxtwmgsMUL1WnplIRBO0tkiNugBHXyfY1uyFvHPQ/Xxwdu7PjPXnpn/oAbH0L4vPg9YvglqXSFnk8Gg6LqUjuaTDp9zD6FjHysKXL9Vi7WNYHvCLYYlG1U+5/40vdlu8Q2/rrF8oxj2dFD+FtndGwpYmI3PEurH9eKou9JkKfc6C5VFpOdSZY+xQcXSuOkOmDw6trag0k94IZj4H796DSwuQ/wSc/izzf+HvCK4MAWlPkdl3pbsXvc4lAm/RH+d1ZJ+Js/XOdz6Px0LHZNRFr7dUlZ4sXtVbF2Jk9cbZ6qS9tQ61VMXRyLhqNmn1r5TMZOiWPFW8Xdwi1drwuPwuf3cmMu4ag1akw2/TfW7XHYtcz9aaBfPLkNoKBECq1Cp8ndlWzqdpJVu/YXxhZ7AZOu7AXjZUOUnJt1B6NFNtanfobr6oB6Iwahk/Li1rhBCianINWr1TVFBT+l1DEmoKCwo8SlVaLPjsbfbYYgLiLizk8+4Iw0eQp3s+Rq66mYN489Hm5X/tc3qOlHVWzrljPPJPmjz/BesYZmAYOJOh20fr5F2I0AtQ99TRZj/0DjdVKoLkZ72FZrklKwjZpEiqDHm/JEZo/mk/yrbdhyM+POIfcXAscWSl/7j9bnBS7U7MbPrtXgpUvekmERUpvuPT1YyYlGqgvFvfH9uqU0Q41sc1O2PiyVPBq9ogjpEoNL0yFaz86/gPT6ESEHV4KL66Q6k+7fX13tAaZT2uOkc+VMVgqhl1JGyDVREuKtD3qzOL8mDFEqmLRyBl1/GsGCZUee5cEZYeC8OGtkj9nSpT76Vohazwc2cbYjt7cKawGzJYK3pI/SitlQr5EKRScfSwUvAuWZDFs6e62CbJfV3FXt18s+iu2HDunFcbeIbN1+z/vct9jQSfnaWty88mT23C2SPVu4tX92LO6krIPOk1s1s47xNjZPRlweia7VlRgtulobYh+ny11LpqqHHz+4i4GTsiiaHJuREvhd4Faoyazl505vxvNvvVV6E0adAZNTMEWn2bG1erF2eLl0NZaPA4fuQOTiE8zE5dkQqVW0WNQEtUlLaTkxfH5Czs7qnYgnb2Tr++Pxf7tuEEmZJg584o+rHhnP4FjLZlanZozr+jzrQhEBQWFHzaKWFNQUPjRE3Q6qX/m2ahRACGXi6a5c0n5yV2oYmSvnYiueWhdMQzoj3n4cFo/W0DzJ5+gttlIuPIKVDodVX9+AO+hQwRdLjRWa4dJRtyM6dimTKXx9f/Q+NZbaNPSiL/kEnRdxWQoJK6E7hbwOmROacwdsPh3kptWtiH2xbZWyKxV+2yTKUF+NZfBBzeGz1EZ42MbYIDMdHlaJdD60Fcy4zb1AWmd7D1NWv2603tqeARAMAAL7oUr54oY6Y4tHc76jVj/d8eUIAKsuougHHbNMffKv0mYt1ormWGjbhKb/LeviGwlHDJHWj1NiSLIjodaLdfkbBDhdHiZtJF2J6WfnPtEmBLkmWQNA78XNFqwpkXf1poqrZ2vTJdn3/UYl73R2TraXAavzgivSHrbYNlfZT4xc6iIOJ0Jhl3VkTnoaPTQ1igzWBk97TRVOynbG+k2uubDg1z4y+FodJoIy/vuBAIh/N4gWxeX0lrv5swr+x43jPrbQqPTEJ9mZvR5Bfh8fgaflc2mhUcitrMmGLAlGtm/sYYV73Rm1G37sozUPBtTbxpIXLIJg1lHbv8knK0eLvrlCI7sqqd8XyMJ6Rb6jE3HlmD81iqJBpOOPmPSyemXKGYvKqRVNe77q14qKCh8fyhiTUFB4UdPwOHEtX17zPXOjRs7RdPXQN+rZ8QytcWMZcRISm+/nWBLp025e9s2rGedScpPf4pz40bUZvkmXBMfT9z0c7GMG0f5T3/aMQflPXSImocfJv7yOehzctCoXOISuOh+KFnZecJeU6RituMDmVWqinG/uWOjhy23Vkaab9TsklbHw8tiH6tuf+fPh5bCqFvEwXDGY7BAD3s/lntRqaDPuVB0Obx/Q/hxKrfJ/Fm7WHPUiRhxNsiy/Akw8Xew7JHOalVyb7jk1WPth2aZf0sulJDsebd1HjvoFwfG6p3i4Hj9QnGWLN8olaihV0trortZhGnAK2LpeBluoZAIq6FXyrHbaiK3GX0reJ0Qqg231I9F95bHWKT0EUv9qp1yT6n9pN3S3iVConJ77NbRNf+G038uz2vW09K+egxXW2craK8RqTHz0AD2rq7EYNah0alQa1UE/ZHuhBqdGo2mc67r4JZaRs8s+F7EWld0Oi2Dz8rG5fCxZ2VFx8hhYqaFc24ZhN8XDBNq7dQcaWX70jJGzyxAd0wUmW0GzDapxg06MyssHujbRKvTEJdsIi75BK2xCgoK/9+jiDUFBYUfPWqDHm1GeodZR3f0uTmo9F+/ZUmbkoLl9PE4VnSKp7gZ59HwyithQq2dtq+WYp81C8vYMR2zetqEBJLvuIOjN94UNSOu6c23SLzicjSt62Hza2KI0ZUDn0vVJ6WviJvt70a24WmNIqa0UVrRos1sHV0rL/bR8tw0ehh+rcyGdWXzK9DzbJkTm/lvyW3ztMg97XhPZum6576pNTK/BZKD9t51Iqba6XE6XPAcDLxIqlhaI5iTwZYqxxp1s7hFDr9OstCiUVcMWp2Ye5gSZZ9gQFpBF/yyU9xqjWIOMuqm6JW+xiOw5yOpGpqT4YLnxS1yyR9kvTlJLPRDAXjjAok6mPlvadfUfENtcfZs+RWrdbTd8CUazWWQd5qYy3SdDYSwF3+dUYvbEXuOz+3wodWrcbX5GT41jw2flkRsM/isbIrXV4cta6lzkZD+9eZTg4EgHqcflUaF0fz1BV9bk5v6cgcZBXH0G5tBMBhCb9RgjtNjjjOwdn7smcs9KysYdEYW9pTIdsPvSqgpKCgodEURawoKCj96NHFxpNx2G0c33BB1fcJVV6P+b8RaQgIZf/kL9c+/QNN77xFyu7GMH0f5z+6JuY9z0yZSJoS7BYYCQfwVFTH38ezZjaFPSqRQa2f/IhEKFVvgivel+tYuptIGwvlPhFVSwojLEjHRvUVw0f9JxW7V49LqCNJGN+EXEsw86ubOyhYca6M8Zl5hjJNfAPWHYN3T0cPK+88SkeOoEzHXVaiBuDjOvwsuegESul2/1gBjb5cqnD1bRFksWqvE4n/fsQy7i16CD26QEO52/G7Jh7MkwYgbwzPc6g9ITlvXtsfd88QM5PrPO4OmDy2DggmdVcdXpsOdGyS37bsgpU/sdeYkaVPtJtQAzDY9eYOSOLKjnrrSVjJ62jm6OzL+AqCgKIWcAYkYTDo8veOJSzGx/uPDtNa7sSUZGTIxB78nwJZN4VVHw9cUWS11LvasqeTw1lp0Ri1DJuaQ2cuOOe7UZuDaGt18/OQ2GsrD3RQnXNab3qPT8br9uNtii1SvOxD1r7CCgoLC94Ui1hQUFP6/wNC/P8k//Ql1TzwJQRETKp2O9D/84b8yF2lHl5pK6r2/IPHaawh5vag0GlQqFbHe69R6AxpTeAuTSnv8eROVXt2Z0RWN9lm2pF5iYz/wIpj1jDj9mRKjV4rasaZKHtvn/xe+vK5Yql19zoGRN8g56vdLNaq5DHJGi118+9zYsGtEvHXHlgrnPQEf3Rm+PD5XzmuwiKtirHm7g4tFzJmiuPRZ02Dag2Kvr7fGfkY+p8zSlayQfDlTIkz5i1T2anbDplelHRSk5bLvjE77fE8rfP7b6PNpK/8h1czV/4YzfiGum5VbRYT6XFKl2/KGPK+CCeKCGZ8T/Rqj4WmV+USVGiypHTNmMckZHfs5jLs75kyc0arjrCv6snFBCfs31DDxmr6U7W0k2C2A2ZZkJKNXPCaLfMFhsunpOyaDnL6J+H1Bao60sHnREepKw89vtuuxJp66wUhzrYsPHtmIq7VTRFUdbKagKJkzLu+LOS7yixZHk4eWejfNtU7sKSZsSSZMFi1bvjgaIdQAlr9dTFbveI7srienfyK7VkT/0iSjlx2d4raooKDwA0IRawoKCv9foI2PJ/Hqq7FPn46nuBi0Wgw9e6FJTkZj+mayn9R6PfqsLACCLhe26efSMm9+1G1t55wTsUwTH49xyBDc2yIdC1UGA4bcTFBHmY/q2EgFhOCdy0WkLfmjzIhFqaJEoDPB0CtkBmrpg2LOkdJPAp63vyPiLxqmeJnNAsgcJuYe0dBbxfkwe6Qcr7kU+s0QN0KDVSpy0QKruxItj6wdg01aGEdcHz04WqMTkWKIEzFz9m9h65uS8RbwynVN/ztseBEOLpGZOZ+rc39XY3TDlHYqNsP5/xRr/D0fyWcx9idS5XrrMpmdA9j6usynXbdAZuyOh98HDQfgyz/DwS/lHkfeLJ9T9wy2rsRlwTUfw1uXEkgbinPwHXiJQ2O1Y0pOwqCOLTYs8QbGXdiLoZNzCQHn313Emg8PUn24BbVGRa/hqYw6vyBqXpqlPZtMRYTTosGi5by7hmCNP7X/1vzeABsXlIQJtXYOba2jaLIzQqw11zr5+IltNNd0fn5xySZm3Dk4puU9wMGttZTtaeS0C3uRmGmhoSJc1KnUKsbO7tl5nwoKCgo/ABSxpqCg8P8N7Xlu+txvvh0tFAziq6jAsWoVzq1bMQ4cSPLNN+NYuYpAXfgLov3ii9FlRroOahMSyPzLXzhy5ZXhUQBqNZmPPII2MQ72LBZjj2itkL0mQ8kqaQms2AqXv39yQg2kRbCxRIw2ZvxLrOVNiTJLtuGF6PuotZA6QCzmZzwmVavjuSkarJDaV7LVfC6Z/1rxD6jdLUJvyGVSoTq8PHJflUqiBI6HRgdjbofyzZ1RBiDtnef9C9Y9C5Vb4LqFIqDa8+VAKnrvXg2XvSnCKxQKn+0LhY6f1RYMwBe/l1bUdpJ7SZtlu1Brx1EL8++EOW9JLl4s6ovh+bM6Z/x8LgncLl4IF70o12dNPybSu6DWQEYRruvXU7y5ifWvlOJ1NYKqkdz+rYy7qBd+bxCTTYcl3oC6W7izVq/BYNax4dPDHNhUw4DTMymanAshOLq7HkejG/txjC3sySZm3zOMphon9eVt2FNMJGZasSacushxO3wc2Fgdc/2+dVVk9Izv+NnV6mXR87vChBpIG+Wi53cy6MxsVr0f3eHU0+ZDrVWx6PmdzLhjMNu+LKN4XRV+X5D0gjhOu0BEnIKCgsIPCUWsKSgoKJwE7r17OXrV1QQd8m18y4fzaCooIO/VV2hbuozWxV+gtsWReO01GPv2RZsQPXRX37OAHh+8j2P5ChxrVqPv0QP7zFloMzNQ4wFU4oy49KFwUdNrogRat4dhl66DcXed3MU3lsDrF4bb9Nsy4MoP4PAqqVZVbg0XNyq1hESn9oer54tg87ZJlED3fLCu+FzgqIeqbfDOlZ0C6PByCZS++FURM92zxPrNOjnHxLgMua72lkpzogjKym1irDHpWJ5Z13tpJ+iHdc9A0RXSbmntIjyNcZA3PlwEdiV3LKz4e+fPpgQRvu2zfN0pXSuiurtYc7dIBVEFfPG7SDMWkJm+o2vE1XLY1VKx7CbKQ6g4uMvJyvcPd13I0V31tNS5GDoll9VzDzD1xoFk9rJHWL47mj1sWyJukOs/Phy2rvJAM7PuGXrczDRLvAFLvOG44dLfCN2EqqvVGzWkGqC+3EFSVmzH15z+SRRvqMbV6uO9Bzcy8vx8Zt87HJVK2iqNVj0G0/frZKmgoKDQHUWsKSgoKJwAX20t5T+7p0OoteM9dIgjV19D/vx5xF9yMSqtFrUpdkUCQKVSoc/KQj/nMtknbD7JJHNjrVVw2k/F2MLTIu1/R9eKUGtv3YvLPDn3QWcDzL0lMk+ttVIyycb9BN6/TvK5vE4RPYn5YsMflykVp4ZD4sZYtUPm5cb/TKz1281F2mmpgKUPi1vkxz+JrFQFvJK5du6j8Nac9gciQd9TH4w8XiysKfIra5jMiR1dK+YoCXlSjYoVsA1wZJXMdaX2C58NC4ZgygPwyjnh7ZEgs4G1e8PdN7WG488Xtt9vOz63zAIu/oPk0F3wvLQ+xqJkpTz/BfdJFXXag2HzfI5mD+s/iiJIgaZqJ1qdGkLwyZPbmPO70cSndc4ZBgJBKg80xTx1U7UTj9P/nQRcGy06eo9KY/fKyqjrC4Yks2N5GVm9EjDH62MGXbej0alRq1URc3gpuTZ0Rg2WeAOuVh9+f5A1cw8C4gxpTzUx++fDvpF7UlBQUPgmUcSagoKCwgkINDTgOxIZsAsSmO2vqsI0cOApHzdqSLc5Udr5ds0V4bbgl9F3HnnjyYUyO+qkyhONxsMy5+Wsk8DsuCyZwRp9KyT1FKOWA4vhrUs7hVftXtj7Ccx8CgZe2JlX1lYD714L5RukCuhujn7O5jJp7btyrlSYtAZoPCoVu1Ol4TC8cm642+PyR8UVs885na6QXTElQGJBeKWqrU5iB7xtMOcd2PqGCEBzksQXxOdK4HRX2mrkOLGwpcu8Xzs1u8Rpsr1l0tsmFcpYc3p6K/iPyp+3vQmn/yxMrHld/qhzXu00VjmxJhioL3ewb10lo84rQHWsSuVq8RIMfHOWh45mD642H0FfEKNNhzlOj/Ykw5u1eg3DpvWgZHs9zpZwp9L8omTqSttY86EIqqJJOfQbl4lKrSIUjHL9KjCYtVz0qxGs+mA/5cVNGExaBk7IIi0/jsWv7ObMOX1Y+uY+CZs+htmu59zbBn8n4lRBQUHhVFHEmoKCgsIJCPn9x1/vidLK9nUJBqF2j7g0qtQw6CLY8X7nepVKqlCeVihdD/ZcMNokR81gk3mmrsRq02vH0woag1SNWsrl19Y3YPIfpcL30R0i1OLzYPg1IlAcdbDldclHSzg2H9hcDmXr5PzB41c/cDXB6xeEL7Mkw01fnbz9vbsFFv4qXKiBVAI/vltm06KJtdG3hZt3tFRIi+ahJfK84zJg8KUSRO1pEdH6yd0w8qbwOcJQUPYbdLEIve6c84i0moJUNxf8Mny2be8nsu/Gl6LfX98ZsOnlzp+r90g1E6mMed0BtDo1fl/0OTtrvKEjBLuutI1gIIRGK2LN5wlgSzJGrUABpOXHUXu0BY1OfdzZtVAoRH15Gwuf29kxQ6bVqRk5I5/+4zIxWk+updCebOKiXw5n/8YaDm6uQWfUUjgyjYA/yMp3O0PZty4upd9pGRSOTKN4XWQoeK/hqXicfjJ7xXPOLYPwugMdXZT/+b/VBIPw1et7GX1+ASq1ipY6F7ZEIwkZZhIzlFk1BQWFHyZKwqOCgoLCCdDEx6O2RLGrB9Dp0KaepMnHyaBWiwgCecGPz4M5b4u74bn/gJuWykv77nki4uqLYc8n8ObFEhjd2K0CaIo/frukOTEyXFt17H8NrnqpII24Ac7+P9g1T1omV/0TCieBz9GZq1a1HQony7bWVGndjHU+Y5zMl3XFUQcHlpzw8XTgrA83++hK0C+ZaN0z53qcLiYnoSA0lULZJqjeCUGfVPyKF8H8O2DVv0T4LvurCLT+F8g8Xc+J4cdb828YcAFM/4dEBajUklF3zcdQcFbnvJWnJTKyYN9nYtiS0jfy+s/4lbhaXvqGmKpAWIuos9nLzhXl9B6dHvX29SYtRpsOZ7NUqtLy7Wi0nf+71+jU7FtbydjZPaPuO/6SQjYtOMKn/96Gszn2FxGtDW7m/WNLmNmH3xdkzYcHKd0TPb8tFrYkE0Mn53Lu7YPJH5LEps9KWPF2cUQFzdHsJadfAgPPyJJWz2P3M+D0TPIHJ3dsbzDrsCUasSYY0Ru15A2WWIu2Rg9LXt3DineK2b+xmlUfHFDm1BQUFH7QKJU1BQUFhROgTU0l5ec/p/pPf45Yl3zLzWiTj5Nv9nUonCLOiO5mMbXQ6ODy90TQrH4Sdnap5Kx/Vqowgy6Bz34Ba/8NN3whs2UAljRpa4xmd993urhLdqf/zM4/54yW+a65N3cuay6DJX8SYTjhXmlrzBoG1Tskjy0hHyb/SeatujP5AbHwH36dzG51Zf/nMPQq0JzE/5qCgegB3O0EvCKa9nwkz7FwslyX1iAid8F9IqJA2j+nPQTrn5NZscPLYMAsSOghFcNzHpaw7dyx0HAQNr8GqGDYVSKcLSnyLIN+0JokcLsrKo18hoEubYvBAHx4C5zzVxF5xYvAmACFE+HQUnhpMgy6FOa8C3Nv7Pw8kRbI4nXVTLlxAK0Nbkq7BFsbrTqm3TyQDZ+KaYhWp6ZwRPiXCWa7AUu8kfoKB+feNojD2+pwNHlIybORWRiPu9VLY5VUZNuaPJhjtAdW7G/C44xedV47/xCZveNPqbVQpVah1qjYu7qK1gZ31G2qDjXTUOWAIEy8tv+xHeHQllpWfbCfi38ZGS2hN2k57YJeVB9q6Wi19Dj9eJx+xl9SiNl+ErOfCgoKCt8TilhTUFBQOAFqnY646dPRZWRQ+9hjeA4eQp+bQ/Jdd2EZO/aEpiKnTHyu5HTNvVlmnUbfJvNTPhf0P19e6Ff9q9NRce8nMieW0EOcHxf/CWY9Lfb8ehOcdpdUilY/IQJFZ5Jw67xxIjwufkUEhVoNal1nRcqcBKNviT03t/lVWd9aCa/O6HQ2PLJKLPYvfw9W/0tmy1L6ipvlvs8k+LlwSvT7Pk5GWBhGmwiY7sYp7eSOlbmx/rOkcqYzScXvyGqYd2v4ti3lMPcmaZ08sloqb7vnQ69JkDEEvnoYBs6G+B7QY7w8Nwh3KrRFr3IB8hwHXgTb3gpf7mqUz/jGxVJl2/YWvPtaZ6Vzy2sSWH71fBHEx9Do1IRCIRa/tJvh5+Qx6MxsWutdGC1SIfK6/dSUtGJLMjLlhgFYk8KrnFqtmqFTcln57n4WvbCLvAFJWBONNFY5yOgZz8ou1vdtjR5SuxUo26kuaYl5yy11rq81F6c3acnpn0hdWXTzloA/yGmze7HouR0sen5nx3KTTcd5PynCEiU+IBgModWqOf/uIvzeAEd3N+Bo8jDg9CzikqTypqCgoPBDRfkXSkFBQeEk0Nrt2M46C9PgwYS8XlQ63TdfUWtHpYK0AXDVPPC2wqrH4bkJnZUkayrM+KeYaVRskWXb34V+58G2t6UqtH8R7PlYRETR5WJIMuQyEXxaI9jSZCZt2NXSCuhuhr2fimnJRS9J250tQwSUozb2tdYViwjsbkG/9ikRZhe+IDEDTaXw0V0iUIzxMPCCyGMNuyYyU6ydgE+qZVqTiEprGpz7d3h9VmSFrf8saSNc/AfY9IrM7dlz5L6+fCD68f0eacPMnyCVrYBXRJbeCqsek1/THpbKnyG2PXxU9GY4634Rgk3d2lQn/RF8HvjkZ52Vvq4cXgqoQNvZqmey6ckbkMSRnfWs//gwarUKo1WHzxNAo1Mz++fDuODe4ZisupgBzxa7gTMu78OI6T2oOdKKwaTF3eZj+dvFtNR1tjVaE2NXxlJybDHX2RKNEfluJ4NGo2bA+Ex2Li/H5w6ffdQZNfQ7LQNbopFzbx9MW6OHxionlng99hQzao2KmiOtOJs92BKNHfe+f2M1Gz4twd3mQ2fQMPDMLEaem6+EXysoKPwoUMSagoKCwimgTUo68UbfFOYkEWFdjSZA5sjm3gwXPAdvXy7LPC0iLGY9LS1+XXPG1j4FU/4iwqyrgYfPJWLv0FIRIBN+ISLltZlwywpI7CHHPB56G9Ttj76usUSqal/+RQSTWgMFZ0oYN11e5NUaOO/x6OYinjZxrdzwghwre6QYc1hTIWckXP+F5JWVb5CK3bifQp/p8NFPxDSkneZSmaur2xf7XuqKwZ4tf+47A7KGw3vXdq5fdL+0Uxp6Rd39uMTnSbW0bP0xEZ0pItrZIG6c0YRaOw2HIL3TbdRg0jJhTm8+eWIbjVVOgsEQzhYvBrOW8+4aQkKaGdVJCCWjRYdGp2b3ynJ2LK2ImA9LzLQct40xu08COoNGDEsSjfQbl4E91Yy7zYstyfS1xVBcsokL7xvOineKKd/XBEBWn3hOv7Q3cUlSxTbHGTDHGUjNk1m+pmon8x/bRnNtp9BMy49jwpzerJ13qMPy3+cJsGXRUVrr3JxxeZ+OaqSCgoLCDxVFrCkoKCj8UGmrglX/iL7Oe0zEJPWE+oNSEdLoxZkwWiD05/8nQqPdqKLhkIiyturObQ4vl9mr038Oez+W9klLsgik7gYZIEIuPuf4QiPol5ms/jNh6JWSLdZaBRWb4eZl0oKY2k8qZd3Dtn0uafH88JYu17hMgq0vewPSBopgm/OmZMSpNXKcqh3hQq2dlspON8toJBbIs0zuDZnD4I2Lwq31QyGZaUv6GmINwJ4F9tnQ9zx5ZnUHRMQm9pSKYqwZPEtkBTcuycTMnw2lpdZFbWkrcckmkrKsWOMNJyXU2tHpNQyb2gOPw0/x+uqOS0griGPK9QOOK9asiUZm3TOU4g3VpOXFsXXxUWpL27AmGBg2LQ9niwdz3KkLNpVaRVKmlWk3D+qYiTOYtTGFlaPZwyf/DhdqANWHW1g3/xADJmSy9YvSsHUHNtUw6rx8RawpKCj84FHEmoKCgsIPlYA3trAAMfiwpklrYa/JYtyx7OHY2+/9VHLUfG5xjuwq1LpuM+hi2LdQYgQsKZJb9uqM8GvR6OCS16Td0JYuAqw7Gp24P+aNhfwz4M0ueW27PpRjX7cgdl5ZWw0s+j/od74cq3SdmJt42+Dz34gLoyVZ8se6ZJBRuT368ba9BRN/J5EH0a61z3So2CTzde9cHj0DrXtg9vHwOiWmQKWSe1Wp5PrLNkjraXJvWVazB4ZeDdvfiXTmtKREulq2r7IbsNgNZPSKP/lrinGcCXP6MGJ6Ph6HD51Ri8mmw2Q9vvGGWq0iOcdKS52LRc/v6ljeWu9m2Rv7qD3aytjZPTGav54gMlp0JyWmHM3eMEfKrhzd3cDACVkRYi2rdzwBf5CWOhcanVrJWFNQUPjBoog1BQUFhe+L1iox52irkZkqa2p4FUVrlOXNpdH3b7d9P+s3Ir5O/3nk7FhX2oOqXfWw84PY2x1YAr2nymwYSOXrpq/EOfLIKkgqlApcfI5U8857At66JLIydNZv4fBKsfN/9+pOodaOo1YyzGb+W1optQYxSbGmg1YvIvTcR6F4Afi9MOE+cYpc8EupnrmboK0WrCnyu6NWxI45Mfp9tZSLSJr6EHz5p07hZU6SltLUfpA5BP4zW9oTo5E/IfZzaycYhMZDsOxRmdvTGuD0e8Ux8/XZ4SIwIR/fJe9yUG0kcdadWJs3YF52r4SEmxMlPLxrLty3hN6o/VpGG85mLyvejd4Gu3tFBUUTc762WDtZXK3e2CtDEOhidKJSwVlX9qW5zs38f27F3ebDnmJi7OyeZPVJUCptCgoKPzgUsaagoKDwfVB3QLLRurYs5p4GF70gVvIgFauzfwsf3hy5vzUVep4lpiEBn8yqqVSQNx6OrIx+zuyR0goY4vi294TETbEr8blQlAtFcyI37zFeWhqXPSJzYfG5YhbScFjm3nxOqRJGo2QlVO2Ed66Qn3VmEU7ZI2H987D19c5td8+THLOZT8G7V8l9B/3yDN+5SoQYwKWvS4umN4qjYP1BqVRd+AIE/NI66XNBQoFUsfxuOPdv8PK0cKt9gMGXdQZdH4/Gw/DcWZ3toR7AkghvXRpZrWs8jGbhz3EmPsCS1+pJL+jDlKs2YPHsQ51SCHHZoFLhdftxtnjxOP3oDJqTqnx9F3hc/o48t2jUVzhISD/5wGlHi4eAN4hao8Icp0etiR0H63H5aKlzd+StRUOtVYUZnQyZlEPpnkb2b+ysKjfXulj43E7OvKIP/U7LOO45FRQUFL5rFLGmoKCg8F3TWhUp1ACOroaF90ulyXDMaa9wMkx9EL56sFN8ZAwRsRGtfXDag/DCxEihkTtWKktH18KZvxLHyK1vRr++QRdLtelk0ZvlmmY/K9U7n1OqYnoL6CySTXY8Ql1c/3xO+PinEiew9XVp8xz3U0jMl+qazijVwwEXSNyASiWzZfVdzrHqnzDzSZh3W3jbYnJvGHE9vHeNVK7a58QS8qWCteqfMhPXcxLc+KVk3B1dLSLutJ9Az7NjV+3a8bqkytl1jk9nBlQS5B0F9ZHl9BipYg1QdaiFtYvNDBg3lEy7tHY6mj2snXcQvy9IWo84/L4gTdUORs0oIC75G46NOEVOJGz0hpOLYvA4fVTsb2L13IM0VTsxWLQUTcyh37jMqC2KXreffWurWPHOfkafX0BW73jKi5sithswPpOK/ceWq8QU5ZMno7fJrvnwILkDkrAlxgh0/4ZwO3y42nwEfAH0Ji0WuyEstFxBQUGhK4pYU1BQUPiuaamIbgIC4hQ48Q+dYs2cCCNvElt+V6O0RpqToppOAJDSD679DJY/Im2LpngYMgfSB4tRh1orIdnDr4P9X0Ta8veZLi2Arkax9z8V3I2w7G+w/S0RVBlF0pqZNjD2Pgn5kXN5Pc8Sy/24LJmX+/w3ULNb1qnUIibP/LW0RLZUhAs1gLKNsPZpuPAl8DlkTixruKx792oRaiBCTaWG6X8XYVe6Vp7P8Gth5T9kDm7CveBuEeOWzKFS0TzRM9j3WfgyvVlaNo+DKtg5q3ZgUzW9R6bhdvrQaNXsWllO4ch09m+oZvuXZeiMGvqMTqe2tBWNXo3la5h4fFOYLDrSCuKoPhRpMqPVq4lPN5/wGKFgiJId9Sx+eXfHMo/Dz7qPDlNX1sYZl/eJqCJ2bb/ctLCEKTcMwGDRcXhrLaEQaLRqBp6RxdApuYRCIfKHJNNY7cTn6daK2wUJyvZ9q2Ktuc7FV6/t6RCWOqOGkTPy6Tsm/QdRKVVQUPjhoYg1BQUFhe+atprY60JBERhd0eqltTCatX13tHo48KU4DA64QITJrg+lStRO0A9bXofZz8DBr8S6X28REaTWikX9TUtP7Z5aKuE/F4j9fTuVW6WKdeVcmVvb+GL4PiqVVA31ZqkUrntG2kNzRsvc3Nm/kZm2pqPhz2f7O9IiOuFXMrs24nqZdWutFFHlqBMzkrfnwJ0b5b5Als/4p1TQWiqkGjjyBhF3Y26F8o0wYLY4Vu76MPIea3bDDYvF1TEWKvWxSlqXKpqzQWYPY2G04w6YAamcBv2hjrg5V6uX9Hw7i57bgbdL7tiaDw+S3SeBhHTLNyLW/L4AzmYvVYdbcLd5SS+wY0s0YrIdX0AYrTomXt2PD/++GVdrZzVXrVYx7eZBJ2Xc4Wj2sOr96HNvBzfXMmpGQYSQKStulHZewO8NsuiFXfQ7LYNzbh1EIBAiKdOCLdGIVi+VPWu8kazeCZ1Vthh8mxWutiY3H/9ra5hrpc8dYPX7B9AbNPQfl3lKTp4KCgr/GyhiTUFBQeG7Jv44L+5ag7zs1xaLsYg5SSpcJzMr1U7eWHjt/Ojr0geBwQI9xkn7YMHZ0PdcMCZI3ldbLQy6RIRU1U4RKJYUsauPy5QZr64EA9LWWb4pXKi1EwrC0odg4u9FbG5+VbbPHApjboed74vZiSlBhJQpAYoXSiVRrQ0Xal1Z/7yItLgMEWkHv4KEPDjnEXF7XPeMPEtNF8OIgBfWPSvmKeYkMTWZe7O0bg69UoK6+86AuTdFP2dLhWTHHU+sWVIlgHzx78OfQdkG6D1N7q0bnlH3snll59yXOU6P3qylpc6NwaRh57LyMKHWTtm+RpzNHsxx+v/KGMPnDVC2p4GFz+0k2MWMI7tfApOu6R81L83j8uNz+wEV1gQDF9w7nMoDzZQXN5KQbqbnsFSsCSfX3ud1+cOEXnfqy9tIzAyfe/N7AmT1SSA9P46AP8jh7XXsXFbOzmXlZPWO58wr++Jo9qLRqjCYtai1ajQaNbYkIwaztiMSoCtpBXHfanWrqdoVES/QzvqPD5M3MAlrwrfbgqmgoPDjQxFrCgoKCt811jTIGQulayLXjbhR7PO/+G3nsoQecPm7Yrt/MqT0htT+na2DXZn2kIivvPEQ30MMQUZcJ8Ll8Appsxx1owieD67vnH0z2mHOO5Lr1t4KGAxK9WzFY2BOiDxXO6XrpN1y14cy+5UzSgTapz/rrDK6GuGDG+C6hSJWU/qK+UgsfE5w1MOLkzvNUhoPS5Xw7N+KW6U9V5wl22kskRm0o6sjj7fjPbjgBRFWx3PUbCwRoRsLtRoGXwq750uWXDur/glXfySfy4bnxWjEloFr9C850Dqckl2draBFk3JY/cEBKg80M/32wRzZEX3WDaB4QzUlO+rIHZBESo4Vk+3Uq2yOJg8Lnt0ZEYpdtqeRnSvKGXFuDzTHZtMC/iBN1U7WzjvI0d0N6IxSEeozJh1rokHcH606zHZDmLHH8VAfE3SJmRayeicQCoU4uqueljppDTVYIl9V8gYm4Wr1cWRXPTqDhiFn56DWqgkFg7hafcx9dBOuVh/mOD1Dp+aS0TMenVGDOU7P9NsH89G/tuL3dbZEmu16Jl3TH6NVRzAYwtHopupwC801TlLz4kjMtPzXQqquNEoUxDGcLV783tgtmgoKCv+7KGJNQUFB4bvGkgwXvQgL7oN9n4rY0BpEqBVOgddnhW/fWAL/mQU3Ljk5G3dbBlzxnljHt8+PpfaDaX+FjKGyjT0LrvlYqlwf3hw+Q3dwiVzH5D/Dwl/JMnczvHEhXPSKCKvCSZLX9tZlYnSS1DP29RjjpaI3+1kJ5f7kbiheFL5Ncm8Rkns/EZOP5lIouiL2MfUWqXRFc7Vc/ghcNV+uS9flBbvpSOzj+T1ASMxOYjlJAiQXxj5GO3EZEtRdtVOy3fRWGHa1XE/2SKkIBrz4MbB9lYfNC6V6aLLpKJqUi88ToPKAxCx43X7UGhXBYJT7RNr2GiqcbFtSxriLelE4IhVL/KmJiiM76yOEWjvbvyxjwPjMDqHSVO3kvYc2EvCLsPA4/Gz5/CiluxsYOiWXZW/uI63AzqjpPbCnnHheDcBk1THjriE0Vjoo2V6HSqNi6ORc1Bo1a+YdJCEt/DgtdS7m/3MLjiYvKhWYbHrWzj/EiHPyaG1ws2Npece2zhYvq947wJCJOXicPnoNTyO9II7Lfj+aiuJGGqucpBfYScm1YUs0EgqGqCttZd5jW/B1qWbaEo3MvLsIe+rJ3VM07CmxzWB0Bg2a47haKigo/O+iiDUFBQWF7wN7ltjtO2qlSmSwgVoHjw+NLkDaW/BONnPLng3nPAwTfgFBnwiG7uYYtgzY/Fp0s5P9n8PAC6UK125C4nVI9WrNk9J62GOcVMYcdWIksvpf0a+96PJOB8wLX5QWz64YbDDtYamsuRplWcUWKDhDbPajiaxRN8OOd6Pfu98joqu7QUpir+jbg4i/UBB2vC+VxtVPRG6T3Pvk5gZBnq0tA3pNomMArZ1jbbBaYNhUP31Py8Td5qOxysGe1ZVUdHE1LNlRT68RqexdEyV0HMjpl8jeNRJIvf7jwyRkWEClOqWQ57YGd8x1Xpe/Q8h5XH7WzD3YIdS6UlfWhkanpmhiDrYkI0d31dNzhBbzSbQV+jwBVs89QEN556xm2Z5GMnvHM+tnQzF3acP0+4NsXVKKs9lL0eQcsvsk0FLnRmfUkJxtZdlb+6KeY+eycqbeNIAFz+zg0t+MJCHdgj2Kk2Zbk4dPntwWJtQAWhvcLH51D9NvH4TR8vVaJZNzbOhNWryuyBbMgWdkYY77/jLefN4Afm8AnV7TMeenoKDww0D5GkdBQUHh+8IYJxWp9EHS6uhpgcBxWvCOVxmKhs4kwiCxILqLobMuPMesO/sWiGDqSmsVmBJh9eOdIdvtph9THogUJtkjJUhaa4C8cXBgMSR3E02DL5XWwHah1s6XD8CMx+T5tKPWiJgaMgf2fhz72tVdvov0u0XsWpLhtJ/KtXRn9G3QUCJtnVnDYeydEvjdTu5pcMX7YmziqJf5vJo9YqxyPLo/j27oDFrsySaaqpwseWVPmFADOLilhl4j0qI6FPY7LYOaI60d7XM+TwC/J0BLXfhclKPJQ3lxI3vXVlJ1uJm2JndHpc7l8JLVJ3YLa3K2tePl3ev2U7onRlg4cHhbHUd21vPJk9upL3fgjTIX1p1QKMSBzbVhQq2diuImWupcHS2YAO5WL8Xrqjjzir44mrx88uR2lr9dzJJX9jD3b5sZdEY22VHuJ+APEgiECPiDUS3+22lrdMecn6s62Hzc2boTYY03MOtnRZhs4aKs59AUhkzMQaP97kWS1+2n9mgrX766h/mPbWXpG/uoL2vD54mckVRQUPh+UCprCgoKCj8U9Nbjt+AlnUQL3qkQColBSCyC/khh02OczJ7ljRNr/fassh3vywzb5e+K2Yi7FXpPkVm4/Z+DqxlG3STmHec/KbEBHcc8Hd6/LvL8LRUw71YJwY7Lksw0c4Lkqx1aJoHRzaWR++mtncHijUdg1eOw4x0Rlf1nw1XzYP4dUlHU6CUaYfQtMis35DK5597T5HpdTVJ1MydJO2f1LrH5r9wmx4/PlRDtk7H1j0FzjTPiBb6doD/Eqvf3c/7dRZQXN3FgUzV6o5aeQ1NoqXOz7uPwqqhKraLyQDMZPePlEda7WPzyboom5eJo9LBvXRV6o5ZBZ2ajM2hY9uY+hk7JxZ5qorkm0vxi3MWFHY6QKsRqPpo5B4DeqMHRJF827FpRQU6/ROJP0DboavOxZ2VFzPU7lpWT3TcRXZe8ttQeNhzNHvZvqA7b1ucOsOS1PZx762DK9jV2PxQajQjn1vroJh9AzHtrJ+D7+nNlKrWK5Bwbl9w/ktZGN26HH3uK6b82iPm6BPxBjuys5/MXdnUsqy9vo3h9FefePpi8AUmKO6WCwg8ApbKmoKCg8EPBlg6n3RV9XWq/49u/fx3MidLqGIveU8NNPpILweuUwGpLitj/D76sc/2uufDmJbD3M0jtC5teg+WPirPj3o8k9y2lr1Tszn9STEtORFuNGJSk9Yfs4VIlLF0L656CKX8Or36BiMfzn5AWyKZSeHkabHxBDD28DqkkvnsVXP4e3LwM7twghiTWVDBYRZj5XFLli8uGzCK5b3MiNB+Fl6Z1CjUQt8q3LhWjlpZyTpXWehdz/76ZhioHaflxUbfpPy4TW5KRAeMzmXhNPyx2PcvfKWbdR4c67OtBTDI8Ln9HC6TH6WPF28WMOKcHK94pZu38Q5TtaeTQllrmP7aFXSvKyemXyIp3iplwaW8KhqZ0vJzbU03MuGsIqXm2juOb4vQMmBDbCTOnXyIVB5o6ft7y+VHcDm/M7QEIhWLO4wGEAiFCXW7SaNNTNCmXncujP+ugP0R1SQspubaw5QkZ5g7Dkoxe8THPd7y5Mr1RE9Xs5FRQqVRYE41k9Iwnf3AyiRmW70WoATibPXz1n70Ry0Mh+PK1PTiaj1PlV1BQ+M5QKmsKCgoKPxQ0Oskj87lFjLS7EuafATOfPPWQ6hOhNUhA9s4PoC28SkHOaNAYIO80EW2mRKkuvXs1nPsobH1DWjbPe1xaLTe+JLNr9hwx0/C7ZS5v5r/h47vFVbKlHMzJsm+vyXDbapmH01ukktU9TLqdfueF/+z3SgvipldgzlvintlwSKp+PSaIA6RaJwHjLVGqNo46ads845cSrA1i61+3Xyz3Dy2VOboRN0rLZfuc4O6PpFW1O6EQrHlK7mHQxcd3xuzG0T2NOJu9rP/oMFNuGMC+dVUc2lJLYpaFtPw4cvsnktEzvqMV0GI30HNYKru6VaPUWhWnX1LIpoVHOOcWaRt1tfnQm7QUr6+mrTHyxXvPqkrOuXUQ274sZcGzO+gzOp1zbhmIPcWEwaKLmHvTaNQMOiOLIzvrqS8Lr/4OnZJL2d5Ggv5OYeVo9oQ5LkbDaNXTe1Qa6z8+HHV9v/EZ+L1BGsqbaaxyYEsyEpdkwtkcWwS2NbjDKpUmm45xFxay9I29xCWbSMq0xtzXZNNTOCqN/eurI9ZNuq4/Pk+QjQtKcLV6yRuYRFKmNWq0wcnQ1uTB1SoukOY4PeY4HTrDd/da5mjxxmx3dLX6cLX6lCgBBYUfAIpYU1BQUPghYU2BM38lIsHdBDoLWJIkf+zbICEPblwsVbKdH8ic27BrOy36S1bAR3eJ2CqcIjNkrZUSP9B0RNb1GA+T/gDJfUR8NZfJPFzVDljzRKfpSPpgEWoqFWQMFhMUe7asm/wnOLJa7rkrRVdGVhRzRsnvh5bCkTVSSes3U8KsixdKtbCtRip9sdgzH0Ze35lfV1sMz58log0kyHr5I3DgC5jztjz/kuVRDxXMGI5j6L20qnLwFnuIz3RisukxmI7/v1i/P8jhbbWoVJDZO57aslZ6j0pjxLk9KC9u5OjuBo7ubMCWZEKtVWEw6VCpVKQX2Ln0/0axZ3UljVUO4lPN5PRLZMviI4yZ1ROLXaqNAV+QvEHJfPnanpjXULa3kYwCO2X7Gtm1ooJdKyq49DejYhqUWBOMnHfnEOrKWjmwuQa9UUt2nwTK9jay/auysG1T8+LwtPkw2fRhc2ddUatV9B2bwZ7VlbTWhxudJOdYScuL45Mnt+Fx+HG1iriYdstAEjMtNFREzrmBPEutXk1yjo24JCMGi44V7xWTlG3l9IsLsSXFFiBGi45xF/YiIdXM1iWleF1+LPEGJl7dl5Z6N589vaNj2+1flpGUbWHGHUNOSdSEgiHqyttY8PQOWo+Zu6jVKoZMyqFoci7mEwSRKygo/G+hiDUFBQWFHxo6o4go8r6b88XnwoALpNIW8EpOm6dVWhqbu7yA7/tMxNt1n0lLYTslK+WXPVsqgAvuizyHJRmSCqBun1j4d80/AwndvnmpuFPuXyTzYeN+ClnDpAWxK9Y0cYNc/5w4Xu75SCz/21n5mOS5DbtGwqijobd2Vi7dzfD5bzuFWlcqtkDNXjFJSewJfBG2OpA7gaqiv7HgpWo8zmMulyoYMD6TUecVYI6L/eKtVqtIybEy+MxsSnbUc2RHPZm94vnoX1txtnRey66VFYy/pJB+p2WgN2rRaNUkZlgYPi0XZ4uP+vI23G0+zr5SWiQ1Opnv0pu0aLSqsKDr7gT8QVSa8Lmk7rnn3dGbJFTa4/Az6IxsPnlyW4Txhlqtov/4TD58bCsX/2rEcdsLbYlGZt8zjH3rqyheV4VKrWLAhCx6DEqiscJB0cQc2ho92FNNxCWbKN/fyLCpeSx+OTJH0BynR2fQsOr9A+T0SyA524o92cT02wZjthtOKKBBqpfDzsmj72kZBP1BNHo1PneAjx7fFrFtfZmDLV8c5bTZPTue+4lobXQz7x9bwlwhg8EQWz4/SlyykQGnZ6E6gTHNN4Hl2LOKVl0z2XQx5ygVFBS+W5SZNQUFBYX/dTyt8PlvYMmfYOnDcHQt1B8IF2pdt934ioiX7rRUQHw+XPKazN+1kz0KLntLzDru3Ah9Z4DBEr6vSgWJ+XDWryU8es7b0n5pSYk8jyleWhivmiemIV2FWjurH5c2zFgVyUEXQ2t15z0dXhp9OxAxqFbD8Gsj3B3bxv6Zj1+qDDemCInBxsHNNYSiRRkcQ61WUTgijc9f2sWOpWWk9Yhjy+dHw4RaOyvf209bo4eGyjbqK9poqnbgdvjxewPEJZvILIzHkmAIEwxmu56ENDN5g5JiXkN2nwRqSjpbOxMzLRHW9KFgCK/b32HZ72zxsuSVPRzeVseXr+3l3NsGk17QOW+XmGFh8g0D2P5lKR6Hj9I9sUO927ElGRk2NY9Z9wxj5s+GMuiMLHyeAMveLuaLl3az5sODhIIhFr+0m1XvHqD6cAunX1IYJijSC+KYeG1/Vn9wkNZ6N7tXVlJ9uIW4FCMJ6ZaTEmrtaDRqbIlG7KlmrPFGDm+ri7nt7pUVuNpO3iWy6mBzVPt+gA2fluA4TovnN4nZbuCsq/qKc0wXVCo4++p+pxT/oKCg8O2hVNYUFBQU/tfxOqC2i9GAoxZqo+dVAdIaOPF3kW2GfadLy2a/88Wy390ks2PmJKmOtbcvHg+NTqpwJ8KSDBlDRGDGYuNLIurag73b6Xn2scrasbY7lVrm5jyt0Y/TLvjic+CCF2D+7VKVyxhCaYk6au4YwMYFJRQUpcScafJ5/GxccASPQ17cMwvj2bE0ikAGCEHZ3gZcrT7qK9roWZTKyvf34z4mEnRGDWfM6UOPwckdoqStwcOi53cx7qJelO9rjMgOy+6bgLPF2yE0dQYNk67t31ENDAVDtDS4ObChmtK9jVgTDAw+K5uAP9hhClJf3oar1UdO/ySKJucSCon9/dr5BzvcJeuj2PJHQ61WdZzb2exh0fM7O1ojk7IstNa7aaiUY+1YWkZGTzvjLixEo1djtulxO7y0NrpxtnhISDczfFoeOQOSMJj++wqR+zhizO8NxgwVj0Zdt3m/rjibvQQDX99x8lTQaNXkDUzikvtHsuXzozRWOUjKtjJ0ci5xKSbFCVJB4QeCItYUFBQU/tfRmcVlsd0G39smGXCxMNggIT98WXIhTH1I1oGYcpxsgPfXJeiLzGbrirMBUvqIe+WBxRJT0GuiGIwsuh9uXSXbWVJg+HWw71MxcwkF4eBXnbl27Y6ZeqtUBTOHQvlGMMRRvzm2EHA2eyOcDn0eP65WHwF/CLVGxcHNNWHroxXi9EYNPQYnY4k3UFvayoDTs/j039vDBILPHWDxy7u58JfDSc+343H5WfFOMQ2VDtbMO8i0mwexf0MVZXsb0Zu0DDk7h8ze8exeWUHewCQyCu30GpYWNs/VUOVg7qObO6pAeqOG8n2NFE3KoXBkWod1fnOtk/0bqtnwiTPqc8joeRKun91wtflorOw8XlbvBEp2hFfoKg82U3lQsv4SMsz0HplO7oBELvjFMHRG7QljA06F3IFJbPniaNR1aQVxaA0n1wIJRDhVdsWaYIg53/dtoDdqScm1cfbVffEpodgKCj9IFLGmoKCg8L+OMU5MTQ4vk59LVsL0f4ibYjQGXyrGJxe+IPb42SMl6LrdrOO7whgPPSeKNX80+k4HUzJ8cOOxqp4KPrtXBN55T3Tmoml04vyYkC9B2yoVjP+ZDG8FAuEGJzqjmK9YUsDdTGaBip3LogdjJ6Sb0Wg7X7xbG9ys++gQ+zdUEwyEmHbLwLAWtKZqJym5NmqPdlb4hk7JJbVHHAc31bBzaTlZfePRGzXEJRuj5qJt+LSEqTcMwN3m5cguETd1pW18+tQ2ehalMmRiDn5vkLgUI/GpZsbO7kkgEEKrDRcIboeXpW/sw+vyk5hpYfg5PVABHpeP+FQL2X0TObytFr83yO5VFRRNzmXp65E28EarriPzLRqOZg9BfxCVRo3Fru+Y1fK6w9sEg0ERt7FQq9WEgiEcTR5KdtYz7sJeMbf9OiSkm0nNs1FzJLz6qlKrOP3iQkzWkzcFSS+wY7BoOyqqXRl5Xv7Xdpf8b9AqIk1B4QeLItYUFBQUFCB1AJz3L2kZbK2S1r+iK8S9sSsFZ4pQCQVg4EURM1zfKVoDjL0dtr8VbngCco39zhMzkusWwNqnJaw7f4IYlyT1ljbNym1i+2+IExv/6l0SY3BgCaH8M3BNfpKDa5tJzgkSl2zsnOMxxoExjvRCNybb4QiDDYCxF/TqaOtzNHv49KntYZb3JdvrKShK4cBGqa7tXF7O6Zf2ZtHzOwkGQpJpFoJFz+3s2KdsXyMmWxmTru3Poud34u3W2thY6cDnDRAIhMIy2IL+EPs3VrN/o1TDzrqqL/SR3C+v00dDo5umaifWBANxySb8viBVB5tJzLQwdlZPlry2J6wVMLMwnot+NYL5j22hsdJJc42TsbN7smnhkY5KXHKOlcnXD4jqvuhq81K+r4m18w7SXOvCbNcz4pwe9ByWijlOL+JHRcc9HN3VQNHkHMr2Rq+k9hqeSsmOOrL6JjBqRj564zf7emOxGzjn1sHsWFrKjmXl+NwBMnrZGXdRIYmZlhMfoAvWBAOz7xnGwud20lQt1UONVs3wc/LIH3QSLcAKCgr/UyhiTUFBQUEBTHYJuO55tog1g1VaIy97Q1oCg34ROm3VsOElGDBLKlIpfb7f607oATcuEYOUg0tk/qzfTJj4W3G5BLnGc/4qgi4UkJy21kp482JoLOk8VlJPmPU0zL0JnPWoDi+Do+tprBqEyabD7fARn+ZHb9QQDMiMly3RyOyfD2Pxy7s7qi4Gi5ZxF/Yio1dn+19zjSsim+zAxmrOuW0wFcVNOFu8tDV62LmsnHNvG8zuleUUDEnm4yciHQhdrT52LCtn4JnZbF54JPxxZFjQGTQQEpfFdmv47qTlSZtra4ObBc/uoLZLxcgSr2fGnUUAjJzeg8Wv7o6oAlXsb2LzoiPMuHMIC57ZQUudm/7jM+g1IhWP049Gq8Zk1WGKYkMf8AfZv6GaFe/s71jmbPay/O1imqqdjD6/AJNN8teK14m4bKlzodGoyeobT/neprDjJedYiU8zkVhv+VZDpq0JBoZMzKH3qPQOwxWT9dRfo1QqFUlZVmbfMxRXm4+AL4jRqsMcp1eqWwoKChEoYk1BQUFBQdAZReDE50IwKPNbb14qmWhqNXz6c1BrYfYzMP8OyTW7+GUwnvpM0teitVpaGFUqCem2pkirYmo/uOglseBHJWYm+u7VDpW4VS76P+g9RXLlugo1gPqD8OUDMPZOWPJHAMz7XiWn/xN8/uoe/N4gWr2aAadnkZxjZc/qCsZfVEh8upmpNw3E6/ITDIQwWnVYEwyou8weVR1qjrgdS7yBtkY35/2kiCM76sRxUCWXesacPhRvjAxmbufIjjpGn59P8bqqsMDrkdN7oDdq0Ru1nH5pYVgumEarpuewFPIHJ6O3aPG6/Sx/a1+YUANwNHmpOthERi87fl8warsewIFNNQw+M5uL7x+BzqDpDHSObT4JiDBbO/9Q1HU7lpYx+Kxs7KlmTrugFyarnp3Lywn4gsdm7wYy+Ew/u1aUEwpCj8FJGC06qg61MPr8gm9NqIEYp3z61HbqSjtFt0qtYupNA8gdkITuFIWW2W7ArDguKigonABFrCkoKCgoRKJWi5HGlR9IGHTjEeg9TfLRPrtXqm9tx8TTty3W/B4o3wwf3SGCCkSgzfw3pA+RfDRX0zEhpxFB2V2sNRyEF86WY425FWoiM7oAqNhMaNIfaZs5l5DGiM5XT3O1C79XHPr83iDblpTSZ3Q6iRlWSvc0UravkY2fSfufSgX5RcmMv7g3tsTO9j9rQvhLeW7/RPqNz2TDJ4dpqHCQ2TuewpFp9BicRFyyCZXq+PlooZBUxUadV8CXr+1Bb9QwYU4fEtI77zuzdwLn313E6g8OoNGoGT2zgH3rq1g99yAGs5Yhk3LoMSSFo7saIoxQtnxRypQb+ncYeEQj6A/hbPFiSzJ1CLW2Rjc1R1o5sKkGc5yevmPTsSWaMJg7XzfcDl+EM2XX+2ppcGNPNWOxGxgzqyeDz8rucEh0tvgwWLWceWVfQoEQAV8AtVZDflHKKYulU8HvC7Jp4ZEwoQbimLno+V1c8YfR2LsYmvg8AVQqlEqZgoLCf40i1hQUFBQUoqPRwtHVsPVNMeM4uCS8GnWcDLFvlNYq+OTuTqEGULMHXj4Xbl8rorHpiLg8JubD0TWQOwbSBoro9LTBV38RoaZSdYZhx8Dj1/PWKyF8Hg/JOemMODeJwpHBDvdDgOIN1cy+Zyhl+xpZ//HhjuWhEBzaUkdLnZvz7hzSUTlJL7Cj0YrNv86gYfDZ2Xz21I4OkVRR3ERFcRMbPj3MJb8eSVyyiZx+iazhINHI6GmnpqSVrN7xzLynCHuSGXO8PsxJ0GDSktM3kfN/WkRbo4e5j27qEJ2tDbDklT30GJzMqPPyIypdLXUuAv4gaT1iu4IaLbpjgjJ07JhuPvrX1o45LIBtS0oZM6uAgROyMJil6qXRHn/OUd/FWVGrU2O266kobgqb0VOpVQybmseQs7Ojtlp+07havexZHd1IJhQMUbavEXuqmbZGN+XFTexdW4lGq2bwWdkkZ9uOG46uoKCgcDyUUGwFBQUFhdgUnCUZbIeXR7YN9hgvjoz/DY46cZRsqRDnxa40l8HeT2H9czDsKpjzllT72kkuhKaj8PYcmHszLPo1vDVHQqybyzqjCDwtcGip/DkUAp0ptjGKWoPTZ8HnkWupK21j4XM76TE4GXuqqWOzUDCERqdm25elUQ9TV9oWNi9miTcw487BaHRqCkemsWtlRVg1S6WS6ptKrWL/pmpCoRC2BCOFI1Mjjq3RqRk6NY/dKyvEOTIoodKxLN/VahWr5x7sEGpdKdleR3y6WebcumEw67CnmEjOsUY97uCzs/H5Ahitevz+IFu/OBom1NpZO+8QjqZOgWy06UnKijymWq0iJdeKpVsVsq3Bw6f/3h5mphIKhti0oITy/U1Rr+2bJhgMEfDFzj9zNHtpa3Dz0eNbWfzybsr2NHJkRz0fP76N5W/vw9ly/C8IFBQUFGKhVNYUFBQUFGJjy4CRN8GG58OX6y1wziNgiv96x/W0QuVWmSGr3Cbuk6Nvg2FXQ1wG1B2AV6dLVa3jnFa44Fn48i/SxjjhXnj3anF17ErJCkjIk2tMyBPTEaO9M/T60FfQfxbs+jDisvwDrmDPtm6iMQSbFpQw8PQsVn1woHNxMBRzngugrtxBWr60iGq0ajJ6xXP570fjavOx4Jljs2QqKJqUQ3afBBqrnegMWuKSjXhdfoxWHWNmFpCWb2fvmkrcbT4yesbTd2w6Gz8rwdniJSXPhqvVR+meBuJTzVji9WGzcgAel5+yPQ0xr7PqYDPJ2dawlsfsvgniymjTM+3mgax6/wAl2+sIhZAWyrNzMJi1ZPWKR61W4Wz2sHtVRcxz7F1XRUpuHKk5VqwJBqbcOIAP/74Zd5sPtUbFiHN6HLsXL/VlDoKBEDqDBr83wL51VRFtmu1s+OQwWYXx33p1TafXkJhpoaEiesB3flEye9ZUhmXDtXNwcy0Dz8jCHKfMpykoKJw6ilhTUFBQUIiNOUEy2AqnwKp/grNOqm2jbhYnxq/L0bXwxkWdP7saYemDsvz8x8WRsatQAwnr/vhumPIAfPE7mVPrLtTa2fE+DLlC/mxJhdG3imMkwPrnxSTFaIdtb4PfDToTgWE3UpF0Bdtejmx3a6hwYO1iQZ+cbSUEqLUqgv7oQsKWGP5yrtGqiUs2oTNqsNj1OJo8nHFZbyoPtfDJk9s7t9OpmXLDAHL6J2KJNxIKhsgfkoLeqKGurI3PntlBwBckPs1Mc627I99Mb9Rw7m2DMdt1uFr9mO0itlQqFWq1Kqbg0Zu0pPW04Xb6aK51UTgijTEzxZEx4AuwZ00lQ6fkMnRKLu42H6GQtAVa4g0dOXGhkMx1xcLj8LNnVQWL9zZy7h2DSc2zMfueoVQebCY+zcy2JaWs/6SznVRn0HD2Nf1oqHDQUBldIAG01rsJ+GOf95vCHKfn9Et7M/+xLRHrUvOsGEzamG2SADuXlZPZKx6vO4DfG0ClVnXGQCgoKCgcB0WsKSgoKCgcH0uyOCjmjhYzD0OcZJx9XVqrYcF9kcvVGhh0IbSUQ8Xm6Ps6akFrlPy01tgvx/jdoD3mDKhWw6CLofhzMUsJ+uHDW2DAbIJXfYTHp8fpMdDqtfPZc/uijuJptOqOGT1bkpGxs3tSvL6KwuFp7FtXFbG9waINM/voismqZ/i0HmxcUILPE6C42/4BX5CFz+5gzu/HkJBupnBkGhs/K2HTZ52tk2k94hh1Xj5LXt3TsZ/XHeDjJ7cx9aaBfPbUdlBBn9HpjJ1dQMHQFA5sqom4lqLJufQalkpTjZOU7DiSs63oTBqsCSJMna0+ti0uZdNnR0jrEUfeoCRUahVlexsp39fI5BsGYEs0oTdqyO6bGLOCl9U7nhXv7icYDFF9qJmjO+vZ/lUZfcak0VLnEifMLvg8Ab54aRfn3TkEgENbaqMeNzHLglbfWUn0eQM4W7zUHmnF7w2Q2iMOc5z+G3GJTM2zMfNnQ1n5bjH15Q60ejVjZ/eUqmiVs8MEJfq+cVSXtLDmw4PUHGnFGm9g+Dl55A1MVubZFBQUjosi1hQUFBQUTo6TdX30tIGjRubRdGYRe7b0LutbJYi6O2PvhANLwGA7/vG9rVKJyxoRextLitj7t2NLh4tehIZDhPZ+SkBtxZE1ld1rgmxe2siYWQVk97XJ8FgUtdZ7VBp6s5aZPytCrVFTvq+RnsNSsSUYO0wl2jFadZz/k6IOB0iv24+zxUvF/ib83gBZvRNIybMx6rx8Vr67P+JcIJewf0MVo84rwGI3cNoFPSmalIPb4UerU3NkVz1fvLQbtyM8jDvgC9JU5aD3qDSSc2xoNCrK9jUyckY+Ffslz62dMbMLsCUaeffBDZ1VMRUMOjObIWdnozdrCPiDHbNu1SUtVJe0hJ2vtV7m8gxmHeMu7Ml7DzdGVBrT8uPwugO423xo9WqSc2wseGYHBouWXsNFiEYj6A9RdbiF7D7xbFusiQgABxg7uydGi77jOR/eVseXr+4JqyL2H5/J6JkFmI/TKuk/JvJcbT40WhUmmz6i8qU3asnuk8D5dw/F7wmg1qhorHbyzgMb6DE4mbyByexeGdkKmpxtxZ5qZu6jnV9ANNe6+PK1vfQfn8nYC3piNH97kQMK3y+BQJBWjx+9Vo1Zr7x2K5w6yt8aBQUFBYVvjrYaWP4obHwRgsderhML4LI3xW4fxGVSpYZQl0qESg1542DVJdB/pgg2T2vk8VUqSB0A0/8mFbLUfuIM2Z0zfhnZpmlNBWsq3uThrHh3P/vnVhMMhsgblEQwEGLjZyVMuLSQ5W8Xh+m1xEwLI2fkh1nxZ/aK7/jz1JsG4mjy0FjtxBynJy7ZJGYhKhVel5/i9VUse7u43TQRgN6j0xg1PZ+2ptjGE41dzDp0Bi32FC32FGiuc7FmbnSXSACP00/ugEQ2fFKCzxsgt38SqblxTLq+P1UHmqnY34TJpiWvfxLvPrghXJuGYMdXZaTm2UjNi8Mcp8WWZMTvDdBnTDq2JBPOJg/7juW7pRd0ukUmpFu45P6RrJ1/iLI9DehNWvqMSSctP47FL0tUQnpPO5UHmjjryr5o9WqqD7dQUJTCiHN7sP3LMrxuP/GpZlxtXsr2NOI4dq7J1w9gzYcHO1oijRYdp1/Wm+TsTqOStgY3i1/ZHfacAXavrCCzMJ4+o9OJhqvNy+4VFWz4rKTDRMSeYmLazQNJyrai6mZGY7bpwSYxBV+8uItgMMTh7XXMuGMwJdvrwgQxwPBz8lj1XnRRvntlBUWTchSx9v8hoVCI0kYXH2wq46t9NSRb9dx0ek/6pNtItCjVVIWTRxFrCgoKCgrfDIGA2Pyvfy58ecMheHUG3LwM7NlgToY+M2DvR53bmJM63Ru3viFVtqUPRZ5j4MWw9xNY8XcxJbnwBZlB2/+5iD9jvMzYDbhA2iqjoFKrcLV4CQZDxKeZGTOzJ3P/tgmfW7Kxpt8xmOrDLbjafKT1iCO9wB4m1LpjsslsWHJOZEWwpd7FsreKI5YXr6tmwPgsUnJtVMXIMsvplxh1uVanxp5iornWFXV9fLqZ1XMP4mwW0bB3TSWHt9Uy9aaBlO5tIDHTSnafePasqYyZvrD1i6NMuKw3Gp2aidf2w9XqY+eycorXVROXbGTMzJ44WjzEd8kW02jVJGVZmXx9f5ytXir3N1O8rootnx/t2Ean19BzWCpL39hLfXnnLFpyjoWzr+5PyfY6ao60Epds4pzbsoEQy94spnRPI4PPzhYhHG+Qyle8AbW6U0jtXlUZIdTa2bSwhJz+CZht4dWyYDDI0Z31EdEFzbUuPvzHFi79zUjikkxEw9Xqw9Uqlc1QMMSyt/Zx9jX9OLKjniM769Hq1Aw8I4v4NHOYM2h3ao+2xmyZVfjxcrC2jQueXk2Lq9OE6Mu9tdw6oYDbzuqJ3aQINoWTQxFrCgoKCgrfDG1VYkISDUcdVO8SsWawwpQ/QfUOaDxmKuFzdbY/7v8csobBtIdgzVMi4sxJMPYu6DtdnCBnPwu758N718PI62HSH6R30GADWyZoYocR641ahk7No3x/E6df2pvmWldHSPPhbXUc3l5HSo4NvVHDoS21nHllX+LTzDGPF4tQMMTOFbEdEtd9dJCxswr48O+RphUmm470Aju7V1VgsRtIzDCLONGosdgNjJ3dk4XP7YzYz5ZkPObOGF7d8Tj97N9QjS3RyK7l5SRmWWipiy0g2ho9qDRq/J4AjiYvX7y4q2Ods8VL1aHdjLu4F3pz5GuE3qhFZ9BQX9ZG2b7GsHUWu4Fdy8vDhJol3sCYmT2Z948teLu82O5aXs6k6/qTkG6hdE8Dq947wOCzsxl7QS+02nDHy2AgSEtddPEK4GjyhrVnOpo81BxtRaWCdV1y8rridfmp3N8UU6x1N2xpqXPz6ZPbyBuYxMAJmeQOTCIxw0JzTeR1ZfdNoPfodHR6DXEpsb8IUPhx0uLy8adP9oQJtXaeWX6IC4dnK2JN4aRRxJqCgoKCwjeD3y2zZLGo2QO9p8qfE/PhqrlQsgrKN8qMWeoAmYtzN8PShyGjCMb/TGbejAlgTZFw7COrRJQVXQHX/lriA+zZsbPTopCUZWHiNf3Yu6aSwhHdssxCUu1ox2j5ev+rDAZDtB2notJQ4cSWZOLc2wez/K19tDVKS2R6Tztjzi/gs6e3d7zo640aZtxVRFoPG2qNmqw+CUy8ph+r5x7oqO5k901g1Ix8Fr0QKeIADm2r5fyfFFFzpJW6o62kF8RRsr0u6rbJ2VacTR706WaWv70v6jZrPzxEwZAUdMkiZtqaPDRWOqg82ExckpH0nnYuvG8Yy94sxmjV0e+0DJKyrbz74Iaw4ww6M4t1Hx0OE2og2vur/+xlyo0DKN3TQMHQFIZNyYsQagBqjZrc/okRRiXtpOfHoTPK5+ho8vDZ09upOdLKJb8e0TF3F42ao630GZMRdZ3ZpkNn0HRk8rVfc8mOesqLm+g1PBWVSoXRqiOjl53KA82o1CrOvrovjZVOVr9/ALfDhz3VxNjZPcnqnfCNGKEofP80u3ys2B/dFAdgeXEthWknmM1VUDiGItYUFBQUFL4ZtEapgDnro69PGxD+c2IB6CyQ2l8EW/0BuOQ/8ObF4PdIDtunWyF9EEx/DJ4Z1zkH52mFdc/A0TVw+bsnFGquVjGPCAZDGM1aLHYDaflxfPWfvcQlG8nsHU9FF5OQdkw23XFbII+HRqumx6BkjuyI/jwyCu0YTFryByeTkmvF6/SjUquoL29j0Qs7O0QYHHN6fHwrl/1uFHFJJowWHb1Hp5PdJwGPy08oFKL2SCt711biaPJGPZ9WJ1W52T8fdsw4JMDmRUcjRBIqGDkjn90rKxh1fn7MLLmAP0hbo4e4ZBMtdS4+enxrWBVJo1Nz3l1DOPf2wezfUMWKd/ZzxuV9IgxIEtIt1B6NYjiDxAGEQnDFH0djtB7f1TF3YBJGqw53W7jpikoFY2YVYDBpCYVC7N9UTc2RVsxxegL+ENYEQ4dQ7k5Sl5m47pjtBiZc1jvMkbOd0y8txHzMoMRo0XHWlX358O+b6XdaJiXb6zi4ufNFvrnGxcJnd3L21X3pMyYjrLVT4cdJiKg+RR3ESNFQUIiKItYUFBQUFL4ZbOlw+s9h0a8j11nTRJRF7JMmv7KHy89+H9yxHg4thbr9kDsGMobA3Fs6hVpXKrdB7b5wt8kuhEIhGiocLH55N3VlbcCxzKzLepPWw4ZKrWLnsnKm3DCAtgZPWCud3qTlvLuKJE/sa5I3IBGTTRcmvADUahWjZhSg0aloqXNRV9aK2+EnOcdKU40LjzNSIPk8AepK2zra8tRqFdZEI1agoaKNVR8cYMKcPuxeGT3SoP/4TEw2XUdodtAfZObPhrL09b0dlURrgoFxFxdSX97GkEm5eJzRhV/HfWhVOFo8rHh3f0S7X8AX5NDWWoL+IDuXSzuos9UbMW8XK/+tY30gRHzaiWe64pJMXPCLYSx7c1+HO6c91cSZl/fp2N/Z4mXnsnJAWkarDzcz+OwcVncJO29HZ9SQ0TO2A6pGqya/KJnZKcPY8MlhGqucJKSbGTkjn6Qsi8Q9HCMh3cLFvxqJs9XD+w9vinq81R8cJLtv4tf+ckDhh4PdpOO0nkmsPhj9i5ozeqd8x1ek8GNGEWsKCgoKCt8Mag0MvkQcIdf+GwLHBEpqP7j4NbBnnfgYWp24OA6/tnNZUykcXR17n+KFUHBG1FWt9W7m/m1zWPXI2eJl0XM7mfXzoQydkktLrYvKQ82Mv6QQr9NPY5UDa6KRzF7xJKSbI9wATwVbkokLfjGcle/t58iueghBco6VM+b0wZZsoGxvIwue2RkW7Jw3MImJ1/YPmxNrp6XOxYFN1dSVtZHVO4GEDDPWeCNGm57svgmYrDpm3DWE6kPN7Fld2VExSsgw039cZodQA1Br1aTm2ph60wC87gABXxC1VkVTtZOcfom0tbhpqfFgSzJGbRU0mLWYLDoaKhyU7AhvP7QlGuk7Np0eg5N5/+GNHct3LS9n+Dk9+PK1LvlwTn/s6pZKqputDe6TEjEJ6Ram3TIIt0OqqAaTFr1Ji7PZS1O1zMmdfmnvzrk5lQoVIYZMzGHH0jKCgVDH9U+Y0xudPvbsI4DBpCOzVzzTbh6E3xtAq9dgiDLHByIOa0ujOJwew+3w4W7zYY03oFKqaz9q7CYdvz9vABc8tQqHN/xLpqvG5JEapwSiK5w8ilhTUFBQUPjmsKSIbf6I68DZADqjuD9aU0+8byzUatBbwOuIvt4S+1vqIzvrI9v8jlFf3kZGTzs1JS00VjnwewPkDkji8PZavB4/PYemfCMvzfZUE2df3Re/P0QoGEJv0GCy6WmucfLZUzsiKktHdtaTmGkhu28CZXu7GXTEG/jqP3vxugNsWnCEhHQz5/2kCK1OTf6QFFa8W0xrvZukLCunX9qblnoXZpuezML4jqDriOtLEfMUZ6sHvzdIj0EpeJw+PvnnduxpJsZd2IsvXt7dYWsP4qg5+fr+HNpaiy3JFObCWDQph6RsKzuXlxOfbg5rB2uocFB1qJmzr+nH5oVHaKp2sntlOadd0IvPX9oV4eY4YHwmBzbV0FjpYNotg05qpsto0XVs53b62L2inNUfHOx4zmqtitHnF2Cy6bElGln88m7yi1KYdssgEawaFa42H611bnL6R3fk7I7BrI0p0rqiNx1f/DmaPTRUOugxKPmkjqfww6VXqpVPf3I6/1lbwvLiOhItem49syeDs+3EmxVzEYWTR/mXQEFBQUHhm0VvBn2PyJyzr4s5BYZfB2uejL6+74yoi0PBEOXF0Q1PBkzIorXOzYq3O/Ovqg61sGdVJeffXYQ1wYjpOCHKJ8Lt8OHz+gn6QxzZ1cCBjdXoDBqGnJ1Dcq4YC5TsrI/aAqjVq3E0eRh+Tg8czR4aKyVvLSnLgjXBEBYO3Vjl5MiOOlrr3WzuYpFffbiFBc/sYPINAygcnhomOh3NHhzNHpzNXmyJRkxxesw2fZitvcfpIxQK0VjpZNuXZZxz6yBKdzfQUOkgLtlEn9Hp2JKNLHh2J2dc3gdznB5ni5e8Y3NjS17ZAyrQTY0UJ7tXVlB5oImBE7LI6ZeAzqhFZ9Rwwc+Hse7jw9SVtmJNMDDg9CwCviCrjrUoulq9p2zAUV/uYOV74S2OQX+INXMPcs6tg9i6+CiTruvPV6/vpXhdVcc2haPSGH9hLzSaSDOT/wZ7igm9SRv1C4SMXnaqDrWwaUEJ0+8YTI9Byd/ouRW+WzRqFT2SLfxyWl9uP1NCsW1GxUBG4dRRxJqCgoKCwg8brR7G3A6Hl0PV9vB10x+DuMyou6nUKvqMTic1L47GKgcHNtbg9wVRqSB/cBKfPLk9Yh+P08+aDw8x7aYBUY54YgL+II1VDla9v5+iyXkse2NfWMbW0V0N9B6VxviLC6NazQ+ZmENmYTz/r737jq+yPv8//jp7j+w9SCBh7y0oKkutu65S916t1e5fW9vvt9/u1i5H3asVtW5RFAEFkb3CCDshIWSvk+Tsc+7fH4ccOOScMAQJcj0fDx5t7nXuk9zgeefz+VxXxcYmyhZVM3hKNtYkI1VbmikelUZLXReOdFPM+jBbipElc3v2cgP4/LUdZPd3REfV2hvcvP9oGW2HNNzOLLIz87ahMdMMDWYtBcNSqCxrpnZXG/P+2UbOwCTsKSY6W7z4ugLoDGpCgTBbl9YwZnYBS1/byaDJWQcLbijg6QzEneLYWuem/ItaBozPiDSZJlKQJC3fyoCx6Xg6A5Qt3hdzn74EI6SJ+D1B1n1YmXD/jtV1pORa2fRZJIwqYQW/N4Qz3YTJ1nsxk+NlcRi46J7hvPv3DTEjlRangbEXFLLg2Ujz8C/e2HWgKbmMwJzu9FoNKdbeR1SF6I2ENSGEEH2fIwfmvAYN22H7B5FplYMujgQ1Q8+KfZ4OPw17Xaz7uAp3u4/0Ajuz7xrGhgVVuF1+GioTrx3aV96CtyuIwXzsH9bbGz389/drKRyWwp71jXGbIe9YVc/Qc3LJH5xM2aJ90e1Dz8lBrVHx4RObotsqNjZhSzEy89YhvP/PjTjTzfQfk87aD/cCkSIoXe3+hJXnPB0BvF1BrEmREbV5j8cGNYiMKC55ZTvTbx4cfc96o5bJl/dn/442/N4QigL7yluBVvqNSKV5fyfBYBi9SUvdHhcZ/RxMm1OKSq2KKWW/7qO9nHNdKZ88vzWmaIrZrmfW7UOiQQ1AZ9CwYUF1wu+twXRsH1mCgXCvzag7m31MvrI/GrU6pvDKyaTWqMnoZ+e6X0ygclMTbfVuUnOs6M1aFr+8DW9XZJ1na52bUCBOQR0hxBlHwpoQQojTgy0r8qd4Wq+H+dwB1i+oYv0h0wJdTV72bGhk5m1DKF9Wi1p7pLVox15bO+ALsuaDSkKBMPlDUuJWGOxW/sV+Jl1RTOmETNoa3DRVdVAwJIV5j/Uc7eto9rLp030UDEulbnc7OkPkP91mux6TXY/e2Ptv7dWayHt1u/zRKZWHq9zcjKcjEBNQLU49V/5wDBsX7aNmRysGs5bSiVlo1Co+m7uD/MHJjJqRz8p397BxYTUpORamXlsSc932Bg/L397NudcPpKvdj7fDT3qBnZRca8xInhJW0GjVfOP+EYQCYfbvbKN82f7olM/8wcnHPC1Vb9SQVmCntS7+e04rsGG26tEeoYjI4cLhMCqV6rgLz2i0ahxpJsw2HRUbuqgsa+ox8miy6VCpT354PFy7x09tm5f3y2px+4PMHppJv1QLaTapUCnEqSJhTQghxNeK2+WPCWrdwiGF1e9XcMFdwwj6w6x4O35vr8xix3EVd/B5guzb1gKASqVKWJLeaNUxYGwGDRUudEYNuYOSmXJVfyrLEvSnA3ata2D6jYNRqSDgDTL7zqF4OwN4OgMkZVnQGTUEvD1HYlJyLGj1kQ/9h7cPiKEQMyIG0N7kpb3Rg88dYNCkLAL+EJsOmZq4d3Mzo2cXMPaiQjZ8XEVzTReuBg8Wp4GutoPho63OzSfPbiU528JF9w7HfFglPK87wN5NzXzxxi7cLj+oIH9QMjNvH8qiF8pJy7Mx7dulxzwtUavXMOycHHatru/xs9Bo1RSNTMPbFcB6lGGts9VL3Z52dq5uwGjVMWRqNvZU03FPl0wvtPPJC+U9+s4BjJyRj8Xx1U6BbHf7eebzCv6+6OAvGZ5dVsmkomT+eu0oMuwS2IQ4FSSsCSGE+Fqpr3Al3Ndc00U4rGBxGhg6LYfNn9bE7Nfq1JxzbQlGy7F/UFar1RjMkZ5q+7a30m94KjtW1cccUzw6jXEX9WP+k5tjpiPW7W4jLc+W8NrhoIJaq2LE9DxcjR4WPl8eDVd7Nzdz7pxSPnmuPCaU6E1aJl5WzOr3K5hy1QCsvfSLU2tU6A+ZZhgMhNnwSTUFQ5KpLm+NaeJ8qKAvxJgLChk0OQufO4jepGFmxhDe/dsGnOlmRs3MR6NTE/SHSMuzodX1HC2q2d7KJ89tjX6dVeRgwPgMQoEwl3x3JEaL7rh73TXsdTH95sEsf3t3tP2AI93EpMuKWfthJeffFKf3XxwdLV7e/duGmJ/Z1s/3M+aCAkZOzz+uwGZNMnLx/SP54LGymKBcMj6DgRMyv/Ly/Xtb3DFBrdvyPS18sKmWmyYXfqk2FkKI4yNhTQghxNdK97S/RFSoMFp0jL+oHwWDU1j30V7cHX5yS5MYOT0fW+rxjSCY7XpGTs/j039vZ/faBi68ZzhVW1vwdkZGtCZeVowtxcDaAyXrD9VY1cmQqYn70OWUJpGcbUGFKiaoAdTtbkdv1HDpg6PYu6mZ9kY3KTlW0vJsrHh7N801XYyZXYDJrovbDgAiDbPN9oOBIxgI0V7vZkdXgCFTslm/oOdIpdmuJynLglarjjTqTolstzqNfOvhCbQ3eljw7JboiJ5KBcPPy2PkjDxCgTChoIJGp6Z8WS15g5IZMD4DZ5qJ1jo3X7yxK3peTomTad8eiDPdfJQ/iYPsqSaWv7Wb0bMKMFl1oIKudj/L396NwayNjjr2JhQIseGTqh4/M4C1H+6l/5j04wprGq2arP4OrvvF+Egj9K4AyTlWzPaTU9ykN+Gwwr9X9vwZd3t2WQUXDc8iXaZDCvGVk7AmhBDiayWj0I5KRdyiGxlF9ugHYZNNT+HwVLL6OwgFw+hNugPTDEMoegWt7tgruBUOT6WgrIm9m5pZMjdStGPvpmbcHT7UGhVqtYrd6xt6nOf3BHG3+8kZmETNYWFKo1Uz+cpiKjc1odVpekxXhEiVyf072vjGfcPZvMRDxcYmVr1XEd3v84RwZlg499sD+eLNXexZ34iiRHqODZmSzZgLCqNr4YL+EAFvkElXFLNzdT3J2RZGzsjD3e4nHFKoLm/BZNNzwZ3DMJi1eDr86Iza6KiZRhv53w8eLyPoP1jxUFFg48JqLA49u9c3Ul/hwpFuYtZtQ9m9voHNS/YxZEoOi1/eFvPeana08fZf1nPlD8ccVWPsQ6XmWQkFw3z2n+2xO1RwxUOjMVmPPILq6QxQvqw24f4dq+tJzU08KtobjUaNLcUU6VV3CoUVhdYuf8L9Hd4g4XDC3UKIk0jCmhBCiK8Vk13PWVcN4PPXdsZs1xk1nDtnIEZr7KiFwawjFAzT0exl89Ia6na1Y0s1MnJ6Ps4MEwbT0Y9yWBwGzrthEB3NHio3NdNc3cmI6bkoYXjrz+uYek1J3DVKAMvf2s1lD42iYYSLjQur8bmD5A5MZtxFhayZX0nrfjf9RiTuvRUMhPF0Bdm1tmcYNFq07FxTz7r5leSUJvGN+0egM2gx2XRYnYZokQ1Xk4c1H1ayY1U9SlihcFgqKTlW9CYN21bUodNrmHX7EGwpJnxdfj56ciedbT4yix2MPD8Pe6oJjVZN9baWmKB2qI2L9jHuwkLqK1yUTshk5bt72Lu5mbO+2Z8NcUbwALrafNRXutCbNRiOoVeV1RmZarj6/T3sXNNAOKRQODyFCZcUoygKDXtdmGx6zA59wp5qihL53ibi95z+VRu1GjWzhmTy8db6uPvPHpCG3SgfGYU4FeRvnhBCiK8VvVHLwImZZBY5KFtUTUeLj7yBSZRMzMSeYGSmqbqDt/6yPtr7qr7Sxa41DZzzrRJKJ2ShM2hwu3yRqXtada/9ryINpvVkFDqi29ob3bjb/biaPKTkWGmu6exxXigYBgWGTculeHQ6SljBYNJRs7OVXasb0Bs1JGdZEr6uxWmIKY/fbco3+7Nl6f5o0ZWmfV1sXBhpGTDz1iHYUyOjOh3NXt7807qY4iB7NjRSs6OVmbcNZW9ZpIn3jlX1DJyUiTPdTNXWSEEVb2eAvZubmX3HUDL7OWiu6Up4n11tPgxWHWqNitRca3QE0JpsTFi5EbpbKvgpHpl+VJUhfZ4AjVUdrHq3gqQsM7PvGIotxUjAF+KDx8uia9j0Rg1Trh5A0ci0uO0aDGYtBUOTExaAGTA2/Yj30tfVtntIsujJTzZT1RL7MzDq1Nx5ThFmg3xkFOJUkL95QgghvnYMZh0ZhTrOvWEQ4WAYrV6DOkHBBrfLx8IXy2OaFHdb+upO8gcnU1nWwcr39tDe6CEp08yES4rJKXEcdSEStUaN3qRly5IaJl1ezEdPb+nRHSC7vxN7qhGVSoXFESmo4ekKREfK/N4Qfk+QjEI7AKFQmOZ9ndHpnhMvK6K+oj3mmnmDk8kdlMyrv14V976WvraDrP4OLE4DFRsbY4JaN587yJ71DRQOT2XPhkihkW3L65h56xAGT82maEQqriYvKlXkHrtcfjKL7GxaHP974Ug30dXqw5oUG84CniBGqy66xu9w1iQjmz/dj9Gip//o3gNSOKywd1MLC57dAkDt7na2LqvlG/eOYP6/NsWMlPm9IRa9uA1bspHcgck9rqU3apl0WX/2bWvtMVqY1d+BMyP+WrpwWKGrzYffE0SjVWO06r7ytWhHy+0P8aP/lvHHq4Yzr6yW98r24wuGOXtAGjdNLmTVnhaGZDuOfCEhxAknYU0IIcTXllarBm3vRSS8XcGE/ceKR6dTvryONfMqo9taa93M/9cmplw1gKFnZ6M5irVtZoeeEefnsvr9SnatbWD27UNZv6CK+goXBrOWoefkMOyc3Jiy9p1tXtbMq0R/YPqZWqMiEAgz+cr+VG1pRq1RMfHSIqq2tJCSayW9wEb2ACdDpubQ1uBBq1XTWN1BfaXrCE2zA+iMWnYlqPgIsG97K4MmZ0XDGkBFWROFw1KY99gmlANVKNVqFZO/2Z/CYakYLbpok+dDjTw/j02f1RD0h2IaXW9fVc+QqdnRht+HUmtVpOZZWfnuHtZ+UEnOAGevo2tdbT6WvrYjZltWsZP9O9sSTmlc8e4evpFnjRvAHRkmrv7pOFbPq6RqSzN6o5bh5+UyYGxGNFgfytsVoGJjI1+8sTv6PfgyhVJONo1Khcsb4PYX1zB7SCZ/uHI4GrWadVWtPPDqBu46p/hU3+IxCYUVats9bKhuo6Kxi+F5DkoybGQ54q8NrHd5ae704Q+GSbEaSLMZMB7HmlUhTgYJa0IIIc5svfS/HjA2nflPbY67b8U7u+k3MjVSCfEINBo1eYOTaa11s2ttA3V7XIyelc/Ua0rQGzV0tnrR6GJH/vbvaKN8eS0X3DmMTZ/u47zrB7F9VR3LXo9dizf5yv54Ovy88qtVTLy8mIr1jdRXRtoXaHVqzr1+YK/3plar0GhUGEyJP5zqjdroqJItxcigyVmkF9gJ+EMkZZhpqY1MewyHFT5/bSfZJU4uf2gUHz+zJTolUmfUMHpmAZ1tPlr2R7aZ7Hq0OjXBQJia7a0MnJhJ0ag09qw/GAq71xp2r2frbPURCsX+0BQlMorV2eqL9E5LMjL4rGw2LKiKtjOwpRhprUs8PbO11h15j3Fmmmo0apIyLZz77VJ87iAqtQqzTZ+wvH7NjlYWvdizUMo7j0QKpViTjq+qoqIo+ENhdGp1wpHi45Fq03PZyGxeXbOP98pqea/sYEEVlQrOH3T6TPUMhxU21bQz56kVdPkPrifMcZr4z+0TKEg5+AMOhRW27m/n7n+vY1+rBwCDVs13zx/AtePzST6OFh5CnGgS1oQQQpzRDBYtjnQT7Q2e2B2qyDqyRAVBgv4wno7AUYW1cDjMxoXV5A9OYdSsApRQmM42H4tfKqe1zo0j3cS4i/qROzAJRQFfV6QCYTioULGxiWnfLsXV7KH6wBqxQ33xxi4uvHsYRquOjEIbu9bUgwo4UBhDrVWjN2rwJ2iabbTp0eo1DD0nl8pN8ddllU7IZMvnNQw/L5e0fBsbF1az9sO92FONDJ2WS8AbYsXbu6PHr5lXyfSbB3PJA6PwdvoJBRQMZi1d7T7eeWRD9LiNC6s5/6ZBLHh2K+GQwqKXtjF6Zj4X3z8CT6cfRYk0t95wYBQSIL3Qhs5wMFgqYYXG6g7mPVoWaap9QL+RqZx/0yA+eW4rihIZbUvNtSb8GTnSTGgO6QMX8AXxdAQIBcPoDBosTgM6gzZaNTORrnYfy9/aHXdfZ6uPxqqOYw5robDCvlY388pqWV3ZyoAMK1ePzSUnyYzpBIwAWQ067j23P+uq2tjZELue8teXDiXNenx97k6FOpeXm59bFRPUAGraPPzwv2X86/oxOM2RELa/zcO1T8aGOl8wzB8+2k5espmLR2R/pfcuRDwS1oQQQpzRLA4D510/iHceWR/TVBqFIxay0BxhimU3tVrN6JkFbP6shspNTaTn21n57p7o/tZaNx8/vYUJl/QDBTrb/XDg0tu+qKVkQgbr5ifug7V3SzMX3D2M6q0t9BuRxsRLi9ixuoEdK+vYu7mJ824cxMdPbenRNHv6zUMwH3iP9jQjJRMy2bGyLuba+UOS0Rs1WBwGrElGFj5ffvC+69wsnbuDEefnUToxk+0rIud2NHsJBcLRYisQaYmg0am49hfjadnfibczSHK2hc5WHxfdO5zG6k487T6SsixYnAbWzK+keV8Xfs/BoikqFUy4pChm+mRnq5d3/roh5jiAig1N2JKNFAxLpbKsif07Whk1I59Nn+4jHOoZwCdc0i9ayr+jxcvKd/ewc3U94ZCC2aFn0uXF0emdvQkFwz2D/yHq9rTTb0QavkCIhg4fdS4vGpWKDLuBdLsRXZyqlFv3u7jmyeW4D4SKxdsbeHrpHp68fixnl6ai13z5wJafYuGZG8exrc7FZzsaSbUauHBYJmk2A0mn0QhTTauHVnf8dY8rK1po6fJHw9rnu5p6hLpuf/54OxOLUkiznT5BVXw9SVgTQghxxssotHHNz8dH1pHtaceWbGT07AJsyUYsTj1dbT17UNlTTZhsR1cwoqvdx2f/2U7D3g5m3zGUhS+Uxz1u9QeVXPWjsTTu6yA110LtrnZm3DKYoD+MtzNxHyyPK8DmT2vYufpg6fUJlxZx2YOjqN3VTtXmZr5x/whqtrfS1uAmpzSJgqEpMX3LDCYdmYV2ikelUbW1BSWskD8kGUeqibJPqxl6dg6LXtoW7+XZtHgfF9w9LBrWsgY4oqNfwUCItgYPa+ZVUrenHYtTz7hvFGFN1vDWX9ZFRy5T86yY7HpKJmRSUdbImFkFrHqvgoa9HUBkGuO0OaUkZcbOU2ys7uwR1LqVf1HLtG+VUlnWFOnztqiKC+8ZzifPbY0WMtFo1Uy4tIiMfpECGu52Hx8+UUZj1cERJne7n4XPlzP95sGUjM9ApUo8BVGtVmGwaPF1xb8nR7qZTm+A98pq+eW7W/AFI9NLrQYtf756BFMHpGLWH/x41tjh44FX10eDWrewAt+du56Pv3c2OUknZh1cfoqZ/BQzM4dknpDrnQptnvhBrVv39xugbF9bwuMqm90EQtJcTpx6EtaEEEKc8TS6SFn8c64twe8NodWr0Ru1KIrC7DuH8c4j62MqAeqMGmbfMTRucYl42hs90dChQNzG1gDhoEJbg5stS/YzbU4pZ19bwuZPa0jKspA1wMneBNMUs4odlH8R27h55Tt7uPg7I1n9QQXhoEL5F7VkDXBiTzFSOCwFW3Ls9E2zXU/+sBQWPL0ZnUmLWqVi8UvbSM21MP2WIdHKhnHvO6zgcwej0whHnJtHwBepXtnV7uOdv27A2xnAYNaSnGWhanMz1iQ9Q6bksOnTSBuBpupIOPJ1BrjwnuGEQmFm3Dok0tIAMFp0cb/f7Q2Jy/0HvCHsqSYGjEsnJdtK8Zh0rE49V/90HJ4OP6FgGIvDgMmuR9fda67ZGw1qBouWIVNyyCyyEwophAJh3C4fFkfiaYxmh4FRM/JZ8faeHvs0OjU5JUlsq+vgJ29uitnX6Qty18trmf/dqZRm2qPbW7v87G6Mv9auyx9iX6vnhIW1r4N+qYnbW9iNWuyH9OkbnuvklVXVcY8tTDHHHeUU4qsmYU0IIYQ4QKvXRBtEA6hUKtLzbVz78wns3dJMU1UH6f3s5A9KjhmVOpKa7a3R/3+kwhBqjZr6ChcbF1czdEoOi7e30lDVwcxbB1O9taXHFD5rkgFbijFa5ONQFRsbySlJonprC4oSKVqyn8g6r3PmDIwGlG6OVBMX3jMct8uP2xXA4tRjtusxWfUJR4q6aXRqkrPMzLhlCLW72ylbXE3QH6bfiFQu+e5IVOrICOCOVXU07+9Eb3IyZGo21VubaTtk2mDD3g6CvhCOo6yamJpvS7jPbNdjTTIw89ahMdttydrozy/gC+Ju90eqYho0hIJhjFYdOoOGad8qZd3HVaz7KFKh0ppk4KxvDiBvsDZmKuah1GoVgyZl0VzTFTPSqTdquOjeEWisGv7+3q645yoKPL+skl9dOhT9gSm2oUSlPA/wB2X051CpVj0XD8+KKZLS7cGZJWQcUnF1Sv9ULHpN3KmQD80slSmQok+QsCaEEEL0Qq1R40gzMXxa7nFfw+w4uObH7fJjTzXiavL2PM6uj45e1WxrI2dAEgB+T5BtK+q4/Pujqd3Zxu51jTRWdVA0Oo1Bk7NZ/FL8aZXergB6Y8/1THs2NDHxskCPsBa5BwNGiw6z3U/AF6a+wkVjVQf5g5NxZphpq+85kmWwaEnJtjD7jmEs/vc29pUfDKct+7soX1bLpd8bRWuDm8xiJ0Wj9GxZWsPWz2uYeesQPnhiE4HuAigqElZZjCcpw4wtxRhtcn2ocd/o1+vop9vlY+38vWz+tCa6ni+90MaMmwcTCikseqk8ZgpsZ6uPj57azMX3jyBvUHLC+zQ7DJx9bQnjLiykpbYrUsQmzYTFYaDZHaCyKXFVyp0NnfiCoWhYc5p0pFr1NMWZBqtVqyhIlVG1QznNen5x8WCK0608+3kFLm+QLIeRH8wq5dyB6WgPGS3LdpqYe8dE7np5HTVtB6tBfuf8AZzVP/VUvQUhYkhYE0IIIU6y3NIk1GoV4bDChk+qmHLVABY8uzVmOqRGp2bqtSWsmVcBRCpCmm161GoVZ13VH61ew6r3Kgj6Q/Qfm860b5eiN2v5/NWddLb2bGYNkFXkoOzANMNDme16FAVcTQc+oJp1GMyRjwSuZg9drT40OjXz/7WZjpZICNq2vJap15Tw8TNbDgYrIj3QLrhjGI50MzXbW2OCWje3y8+GT6rwe4LsXteIWqvirCv6YzDr2LhoH6UTMtn8WQ0ABYNTMBwo4hEMhvG4/IRDCjqDBrO9Z6ELvUnLzNuG8MV/d1G7O9IUXGfQMPy8PGzJBkIHmqIfLhQMsenTfZQtiv3+NFR2sGTuDqbfPCjuWkWA5W/vxpFuwpGWOCgZLZEm2ElZsdPyzHoNg7JsVLXEn745PNcR0+Mrw27k15cN466X1/Y49rvnDyDFIqM/h0uzGbnv3P5cPTaPQCiMQach095zJFyjVjEs18kb90ymudNHQPqsiT5IwpoQQghxkpkdBmbdMZT5T26mvcHD6nmVzLxtCE37OmnZ34UjzURmkZ21H+6N9iXT6NRYnAYmf7M/+7a1UrGxKXq92l3t2FKMfOO+EYyZXUDB0BTWfVQVDV8QKchhduh7VCZMy7cx5aoBLHx+KzU72kAF+YOTmXxlf3R6DR8/vYW8wcnU7GiNBjUAV1OkQuKs24fS3uCmdnc7ydkWCoelYjBpCQdClC/bn/B7ULGhiYmXFrF7XSPhoMLS13dy0d3Dmf/UJqbfPITNn9VgtOqYcnV/DCYtna1e1i+oYuvn+wn6wyRnWZhy9QAy+tmjjcIBPC4/8x4rY+jUHEbNzI/0YFNg+8o6Niyo4lu/nIA9tWd7BXe7n40LewZZiKwx9HQE0Bk1McG0W1N1J+52P9Yk41FXBO1mMWi5/7wBfLy1vkezcp1GxZyJBTFrpdRqFVMGpPLm3ZP508fb2VbXQY7TxAPTBzA6PwnLEVoJnKm0GjXZziO31QDItBvjhjkh+gL5Gy6EEEKcZDq9hrzBycz51UT2bW+hqy0yWjRgbDrbVtRRvbWFNR9Uxpwz4vw8Ni+tod/wND5/bWePa3Y0eylbVI3b5adpXyfnfnsgS1/bQXuDh/5j0hk1M5+tS2PDk1qtYvKV/Xn/nxsPjuopULWlheTsWlxNXuorXYy5oKDH/UAkpLz/j41c8YPRNFS4qNrSwqr3KtDrNVz9s3GR2voJqNSH9R9XYM+GRvIHp6A3apl6zQAKh0eajHe1+5j/5OZobzWAltou3v3bBi75zgjyBqdEt7s7/Hg7AnHvF8DTGYgb1gL+cMJCLxAp32+262n39izDb7br6Wz14sw0R8v9H4uiVAtPfnsMP35zE81dkdG7LIeRR64ZSV5Sz3u1GrSMLkjiiW+Pwe0PYtBqTqty+kKI4ydhTQghhPgK6PQaHGkmHGk5ADRUddBa5yazyIGr0U3j3g7CYQWjVcfI6XmEgwrudj/bV/QslNBt9/pGJl5aRMXGJj5+egtX/nAMGq2arnYfb/xhLWMvLGTGLYPZvb6RgDfEkLOz2bO+IW5IySp2svGTSIXCUJw+ZIdqruli75YWvF0BTHYdlz84mpXv7qFwWGpMUY1DFY9Op2pLbDXLzjYfeQOTSMoykz84Obrd1eSJCWqHWvr6Ti77nhXzgUIR8aY4Hkqriz/ypdWr0erUBAPxC3QkZVkSFlUZPCWbuop2CoYd37oms0HLeYMyeO9+B61uPyog2WIgw27otS2A3aTDbjq6dhFCiK8HqUkqhBBCnARd7T6aazpp3t9JV3vPNWVWhx6Lw0AoEGboOblc+eMxXHTvcKZ8cwDVW1tY9X4FKhU9psodSgkr0SIX3q4AjdUdtNZ3odVrGHtBIaver2DpazvR6jXYUox0tfvZt63nmjKIlN/vfi0lpKBPUO0QwJZswHeg8fCs24aydv5edq5uwNMRoGBoSs/jU4wUDk+l8rDWA2l5NjKLHSx4ZgtVW5rxHeiRVbOjLeFrt9a6Y8Km2abHlhJ/CltytgWtPv5HHbPDwNBzcuLusyYZcKabOO/6gT3CXtGoNOxpJgqGpsZMxzxWGrWKbKeJIdkOBmc7yHQYew1qQogzk4ysCSGEEMeps9VLa52bltoukjLMJGVZMNl01Fe4WPhCebRCoSPdxPSbBpOWb0OjVdPZ5mXpqzvZs74xei1bipFzritl9QcV0XVmtbvamXRFccLRqn4jUmMKejRWdVCzvZXmmi7Ovq6Eyx8azYJntrBrdT3hsMKYCwqwJBnILHaQ3d9JOKRQuakpEqKUSGGOgC9E+fJaRs3IZ+W7PXuFFY9KY//OdhQlcs9agyZ6f1+8uYspVw+g38g0dq2pJ+AL0X9MOs4MM4tfKkcJH0yeOqOGkvEZLH5pG/WVLt77x0Zm3T6E4tHpcQuJdNNo1ag1B0ONxWnggjuH8c7f1seMhJlsOiZf2Z8Nn1Qz+YpidIet7dJq1YyckY+7w8+OVfXROZpJmWYuuHs4tmQTGp2GSx4YSUutm4AniDPTTN2edpqqOygcWpjwHsWJEQ4r+EMhdBoNmmOoECrE14mENSGEEOI4tNW7eeev62MqMZrtei7+zggWvVgeU0q+vcHDW39Zx7U/n4A1ycC6+VUxQQ0ia9AWvVjOWd/sz4JntwKRKoqhQJjcgUk9RsRMNh0DxmYw7/Gy6La0fBvbV9QRCoap3dVOeoGdqdeWRBp6K5Cca6b/mAzWzq9kydwdqLUqBozN4KJ7hrFrTQMjzs9jzQeVVG9tIaPQzpSrB7BhQRWdrT4MZi1DpuaQNziZd/+2Ifp6vs5AtPdbOKSw5JUdkZG0YalotCqc6Sa0eg3qQ4pmpOZZOevK/ix8cSuNezuj2z9/fSeZRQ5ySpzR6pmHGzgpM9L3zROMtjkIBkOc9+2BuF1+2ps8ONPNGMw6lr66g44mL6Nm5PcIawAWh4Gzry1l3EX9cLv86I1aTLaDzbe7q3EaLDrqdrXRWt/FgHEZWByR9gbi5AiGwuxr9fDmuho2VLdSkmnjunH55CSZpEqjOONIWBNCCCGOkbvDz/wnN/come92RbaPnJ7Pkrk7YvaFgwqbP9vHsHNy2ZqgaqLb5SccVjCYtfjcQTQ6NUlZZs6/aRA121rZuGgfQX+IvMHJ5A9J4bNXdhAORgKN2aEnKdOM2+Vn0hXFdLX5eO03q1HCCnqjhnOvH0jIr/D2X9ZHQw4+2PxZDdXlLZx3/UCUcGRqZdnifaz5oJKMfnbOvrYER7qZ1voutn6+n5wSJxqNimBYIegPodGp0erVkUB4QEezl00HWgYUDk8lJdfKlT8cg68riN8XpGZ7KwtfKO/x/etq8+P3BLGnmZh1x1A+enJzTGBLzbUy5oJCXM1evnhjF3u3NKNWqygencbASdlsX1WNElbYubqBrraD1z68kfihDKZIg2tngibc3SX4kzMtcfeLE69sXzvXPbUC34GG30t2NvHcskqevmEsUwekxvRKE+LrTsKaEEIIcYw8HX6aazrj7mtv8GBNit/7qm5PO6UTMgklKGoBEPCGGH9JPwwmHVnFDixOAxqtmtKJWdhSTIRCYdrq3Xz4xKbodVJyrEw+ENCSsy1oteqY/mHnXj+QxqoOKjc1Hwxqh92zq8nL1mX7mXxlfzL62VGpVGj0avaVt6Azapj/xGYA/J4QM28bwop39lCzvY2xFxYyeEp2j35lkfuyYLbrMZojo1AWh4HaXW2seLvn9MpuGq0arS5SPfNbv5rIvm0tdLX7ySlx4swwE/SF+O/v1kTXrYVDkXC2f2cb53xrIB88VhZzvaRMM3qTjMacLupdXr4zd300qHULhRW+O3c98x84+6hL8gvxdSBhTQghhDhGIX/isAUQCobjFgdxpEZGb/QmbdzQBJGiGDklSXH3GUxa5v56FQPGZTDz1iGEwwoajYq2Bg+rP6igZFwmgyZlselAg2mA9AIbbfUeLE4D21bUJbznXWsbmHpNCR89tblHb7Z+I9PQ6NSEAmHqdrez9LWdDJuWiz01UtijeHQ6oUCY8uW10ZG+nBIn0+YMxGzX4WryUFXeQv2edlLzbHzjvhGsnlfRo+Jj3qBkjNZIsDu8eiZA0B9i9fsVcatZdrX5aaruIKPQTn3lgeuqYOo1JdHKkUfD2xXA2xkgHAqjN2uxOuMXLwmFFRpcXho7ffiDYTLsRlKtekx6+Wj1ZbR0+dnX2rNdAoDLG6Te5ZWwJs4o8i+KEEIIcYwMFh1qjSru9DqVKlJOPl4VxxEz8gj6Qww9O4d1H+3tsd+ZYcaanLg5r0avpmRCJjtW1sUUHVGpYPrNg1nzYSVjL+wX0xy7YGgKu9c1UDI+A50h8QiTzqDB4/KTmmuNCWtanRqzXc/ASZlsWRKZvtlxYBoiRHq3fetXExk5M5+Bk7Lwe0OYrDr0Zg1mu562ush6vWhz6eV1aPVqZtwyhJXv7qFlf6QJuDXJwDnfKsFgTrwWzOcJUrW1JeH+mh1tZBZHwlp6gY2zrhpAaq414fGHa6ntYvHL5dTtdkXv6ezrSskpccZUfvSHQqzb28Y9/15Hy4E+aXqNmgdnDOCacfnH3QMtFFaod3nZ2+ymtctP/wwraVbDGdVTLdxb+VMgEOr9FyVCfN1IWBNCCCGOkdmhZ8R5eaxfUNVj36Ap2ajUxBTIUGtVnHNdKUnpZnyeII50I8PPy2XL0v3RqYxZ/Z2cfe0AHHEaOHfT6TXkljhJy7ey9fP9dLX5SS+0Mf6ifmxbUUdrrRtXk4fkbAvNNV3kD04mLd+GJcmAoigMmpyVcApiv5FpLHh2C9NvHsyeDU0oYQWzXc+s24eyZWkNBUNTqa9w0VQdmf6ZnG0hs8jO4KnZWJx6tDoNbqOPqs0tfP7aDjrbfMy8ZTBLX9t1MKgdEPSH+eyV7Vxw5zB2rW0ge4CTtHwbtl6CKkS+pwaTlo4E+00WHaNmFjDi/Hy0evUxNax2NXt468/r8HYGots6W3188FgZV/xgNFnFzuj2/a1ebnhmFf5DgoM/FOZ387fTP93G9MEZR/263YKhMJtq2rnpudW0ew7ew8zBGfz6sqGk23v/3nxdJJn1OM062tyBHvv0GjVZDhlVE2cWCWtCCCHEMdLpNYyckY/RqmPdR3vxuYPojRpGTM9n6NnZ6Ixa5vzPRFrrulCpVDgzzJjsenR6DXqTlswiJ621bmbcMhhFiZSRV2tVWJy9T9ezOA0YbTo2LKxm4MQsjFYd3q4AW5ftZ9i5uQyeko2iKGQW2QkFFfZubmbjwmoc6Sb6j8lAn6shs9geHTnqVjoxE1ejh4A/THNNF9f+fByhQBi9ScuSV3dQtbkFnbGGyVf0x2TTY7bpaKntYs+GRjZ8XM3wc3OxOA3Me7yMlpqu6HXDYWJG+Q7lbo+MSKm1KrYsqSE528rQc7KxpZhQq1X4PUHcHX5a9ndFCq1kmLE49Iyckc8nz22Ne83h5+VGKzkeq33bWmOC2qGWv7WbC+8eHq0A+V7Z/pigdqhHPtnBqHwnKdZju4/adi9znl6J2x8bbD/eWs+AdCsPzChBdwYU1siwG/n1ZUO57z/re+z70QWlpNqO7+crxOlKwpoQQghxHMx2PSOn5zFgXAbBQDgyXdChR3PgA7Uu1YQ9wShZcpaFUbMK8Hb6CQYUTBZt5Fxtz2mKfk8Qt8tPw14XKrWKtDwb5984kMbqToyWyHqw1DwbOr0Ga5IBnUHL/p1tvPf4+uj6sZodbZQvq+WcOQOZ9q2BNFZ3UL21BY1WTf7QFNobPOj0ambcMhi3y4+3M4g91UhHi5eqzZFphwFviCVzd/CNe4ez8IVy2hsPhrBdaxsYMjWbohFpsWGtlyqMAB0tXtZ/XAUKVG1tYcvSGq784RjMDj0bFlSx7sA+AI1OzYybB5NT6qTfiFQqNjbFXGvk9DwcGfErOiYSDiu4232RCpwmLUmZZlrr3D2Oa9zbQdAfAouOcFhhy35XnKtFVDZ1JQxyvdlQ3dYjqHV7Yfle5kwsOCPWamnUKqaVpPHm3ZP5y4LtbK/rJD/FzAPTBzAsx4FJSveLM4yENSGEEOI4qTXqI07dS8Rs02O29T5Nz9sZYOPiatZ8UBkNLSoVTP5mfzRaNR8+sSl6rEoF0749kLxByXzy3NZoUOumKLDsvzu5+P4R7FnfiEoVGb1a8sp2zr9xECve2ROd4ghgcUamQNpTTdHRsX4jUtm9vjEmqHXbsnQ/s+8YGm2sDaBS06Osfze1VoVWH/ngXTI+g6JRaShKpMCH3xdi06c10fcMEAqEmf/UZq77+XjO/fZAxlzgifSqU6nI7u+koaqDskXVDD4rO2FIPpTb5WPb8jrWL6jC2xnAmWFm1Ix8mvd39qhsaUkyRBtxq9UqRucnMX9z/GIt/dOtGOOE7iOpau4ZErt1+oJn1Fotq1HH6IIkHpszBo8/hEGnxmk+c9btCXGor/94uhBCCHGaaqzuYM28ypjQoiiw7PVdmG169EZNzPbFL23D0+Gno8Xb82JERsfc7X5KJ2WyZ2MjlZuaKRmfyaZPa2KCGkSqK3789BbGXlAQ3VY4LJVdaxsS3m/V1hayBzijX29bXsfomQVxjx1xbh671tRz7rcHojdpWfDMVj56cjNvP7KetR9UMuv2ITHvL/ImYcvn+zFadVicRrxdARoqXdTvbSc930pyloXW2i7aGxMHH4gEws//u4vlb+2OTn1sq3ez+OVt2FNMZBU7Yo4fM7sgpqLk7CEZCUd4fjCr9LgKgozIcyTcl+UwolWfeR/Z7CYdGQ6jBDVxRjvz/uYLIYQQpwGfO8iaDysT7t+xup6iUWk9z0vQEqBbKBhmz/omLrhzGLYUIzklTvZuaY57bGerD51RG2l8rVOTlGkmFEw8whMOhWPW3VWWNREKKcy4ZTBJWWZUKnCkmzjvhkEYLFrCYYWm6k42f1Zz8LoK7N3czOr3Kxn3jX49XqO90YPfE6RudzvbV9QzbFoutbvaef+fZSx4divvP1rGh09s7jWwuV1+dq6qj7tv7fxKBk/Njn495OxsCoamxhyT7TQx946J5CYdHMGzGbT87sphDMtNHLp60z/dSn5y/Gmct08t4vkvKtjT2IlyhGqJQoivF5kGKYQQQvRBoWAoWoQjnq42H/binsFACSmYbDo8HT2LZWi0anQGDbtW1zPx0iKu/OEYOlt9MSN3PajAYtcz+Zv9qdnRSsHQlMj0wzjyBiVjsuvZ9kVttBJm9dZmhk3LJXdgMuFQGLVGRcAX4uWfr2D2HUMTFgupr3Qx5oKCHi0SUnNthAJhti2vZfCUbLavqGNfeWvMuc01nXzw+CYueWAkljg91rrbBcTj6QiQlGFm5m1DSM21YjqkqXc3rUbNiDwnb949mZYuP4FQmGSrgXSb4biLgGQ6TLx82wT+31ubWLozsh7PYdJx59lFtLr9PLW0gtfX7uO9+6aQlyDUCSG+fiSsCSGEEH2Q3qgls9hBW338EaKMQnvcYhioYNq3Svnwyc09QtiYCwrYtryOyVcWY7Ro0Rm0hALhhOvKAJIyzFz+gzFs/KSKzUtquOCu4ewrb8F/WDn+rGIHfk+Q2t3tTLm6P7W72imdmEVqrhWLI3YaW8AbZMwFBWj1GoKBxCN1Ha0+DGZtNHg6Uo0UjUoFFRitWvIGJcWs2ztUy/4u3O3+uGHNYO7944/aqGHA2Njy+95AiDZ3ABWQao0Ukkm3G09oSf38ZDN/v3Ykuxq6aOjwEQyHeW1NNct2RUY+29wB3l5fwz3n9kejVp2w1xVC9F0S1oQQQog+SKvXMGpGPjtW1fUoFqIzaCgYlsL7/9gYs92aZCAp04LBrOWqH41l9bwKmmu6sKcaGXpODt6uICNn5JGUZUFniHwEMDsiVS3XfNCzSXfuwCTMDj1Bf5gtn+8n6A/zxRu7mHXHMHasqmPfthZ0Bi2Dp2TjzDDx8VNb0OjVXPuz8Qw9JxeV6mCg6Gr30VrXxc7VDWj1akrGZ6A3alGpVSjh+EN7FocevzeEWqvi3G8PxGTTs2FBNaigdHwmWr06bvPxbu52H+TZemx3ppvQGTU9+r8BZJc4afIH+fMbZQBcOSaXdJuBJz7dxYdb6tFr1Fw3Pp9rx+edlJ5fYQV+8tYmdjV0xt2/cFsDN0wuxGFK3DxcCPH1cdqsWWtpaWHOnDnY7XacTie33nornZ3x/yHr5vV6uffee0lJScFqtXLllVdSXx87R72qqoqLLroIs9lMeno6P/jBDwgGD873//TTT1GpVD3+1NXFrwIlhBBCnCiONCOXPzia5GxLdFtavo3LHxqNyaojJccKgEqtonh0Opc9NBpbshG9UUt6oZ0Ztwzhyh+NYdYdQ8kpTaJ0fCZZxc6YaX1anYZh5+Yx/uJ+6AyRohlqtYrSiZmcf+MgjBYdoWA4GmyaazqZ99hGwiGF0TMLGDQ5CxSF9R9XEwyEUaECFbFBrc3Hx09t4Z1HNrD18/2ULdrHf3+3lrLF+zjvhoFx37stxYgz3cz0mwfzzR+NZceqet7/x0Z2rq5n56p63v/nRpSwgrqXESZrUvxRL7PTwKw7h6HRqg873sDQS/tx3QurmLu6mrmrq7nqieX8z/tbGZLjpM0doKHDx98W7uTGZ1dR1x6/h9yXodOocfYSxJItOvRnQL81IUTEaTOyNmfOHGpra1mwYAGBQICbb76ZO+64g//85z8Jz/ne977HvHnzeP3113E4HNx3331cccUVLFu2DIBQKMRFF11EZmYmX3zxBbW1tdxwww3odDp+85vfxFxr+/bt2O326Nfp6ekn540KIYQQB2i0GjKLHFz6wCh87gAqlQqDRYvJGplWeMl3R+LzBFGrVRitOvTG2P+s601a9KYj/6febNMzelYBpRMzCfhCaHUazHYd3q4gmz7dh96oJTnLQkttZK1XOKhEQtPqyC9Az79xEO0NkSmZJRMyMFkOhg1FUdi1roH9u9p6vO7mz2ooHpVGwdAU9m4+WOTEnmrkgruGMe/RMtRaFcPPzaV6a0uP83esrqd0Uibly2p77MvoZ8dkj19FUKNR47ZrGHf3ENzVnXhbfTjzbaTmWZnz7zW0uWPX+y0sb+C80nTykk1Ut0QC2o76TtbubeWi4Sd2dM1u0nHnOcWseXFN3P23TS3CpP9qe401dHhpP/A9cZr1pEljaiG+MqdFWCsvL2f+/PmsXr2asWPHAvCPf/yDCy+8kD/96U9kZ2f3OKe9vZ1nnnmG//znP5x33nkAPPfccwwaNIgVK1YwceJEPv74Y7Zu3conn3xCRkYGI0eO5H//93/50Y9+xC9/+Uv0+oP/yKenp+N0Or+S9yuEEEIcymzXY44TPEw2PaYj9Go7WhqtGnvKweDR0eLl7b+sw9XkxZlhZuwFhXzyfM9iIEmZZlBFKixanAZGnJeH5pCy9q4mD5sW7+txXretX9Qy8fJixl5YSFe7DwAVsGdDIx0tXkbNyGfXmvjtArYtr+Oiu4ehKArbV9RHp1PmDUrm3OsH9trHTqfTcNXLqyjJsJFs0TPJp2HJB3vZ3x6/7cG7G/czc3Amz3xeEd325voaZgzORK89sSNdo/KdXD0ml9fWxn7fbjmrkIGZPad1niz+YIiyfe384L9lVDRFgnpxmoU/fnMEQ3Pt6DXSoFqIk+20CGvLly/H6XRGgxrA9OnTUavVrFy5kssvv7zHOWvXriUQCDB9+vTotoEDB5Kfn8/y5cuZOHEiy5cvZ9iwYWRkHFxEPGvWLO6++262bNnCqFGjottHjhyJz+dj6NCh/PKXv+Sss85KeL8+nw+fzxf92uVyHfd7F0IIIb5qoVCYLUtrcDVFgktbvZuaHa2cd/1A1ny4F1eTB7VaRdHoNIaencPqeZWM+0YhuaVJtNa7UWvVWJ0GOlq87N/Zht+buJ2A3xNk85J9BL1hRs7M5+OnNpNZ7CB4oLG2Wqsi4O+5tgxACSusmlfJRfcMY+wFhfjcQXQGDSabHqOl9zVdKhQuG5XD2+tryHaamDogDXeC14FIY2rDYaHMotdyMtqfpVoN/OTCQdw0pR8Lt9ajVquYPiidDPtX23OsqsXNdU+tIHBINc7djV1c++QK5j8wlaI0a8zxHn8IXzCExaA97qqYQohYp0VYq6ur6zHtUKvVkpycnHDtWF1dHXq9vsdoWEZGRvScurq6mKDWvb97H0BWVhZPPPEEY8eOxefz8fTTTzNt2jRWrlzJ6NGj4772b3/7W371q18d8/sUQgghvmrergAdLV52rW0g6A/Rf3Q6FqchOsWxW/kXtTTsdTFyRh6OdDNqtYpQKExHi5eMQjs129tY/X4lACm5Vi66dzg7VtXRWusmd2Byj+t1yxuYzJbPa2itdbN3czMzbhkMqki/uJ1rGqjb3U7+4JQeTbu79R+Thsmqx2w/tuqI7Z4gV4/NZc6EfDZUt2HRa/nfy4by+Ke7WbC1572ePSCN9dVtMduun1hw0ppVJ1n0JFn0DM6yH/ngk8AXDPHM0oqYoNbNHwrzwheV/L+LBqHXamhz+9lR38GTSypo6PByVnEq147PIzfJLFUrhfiSTmlY+/GPf8zvf//7Xo8pLy//iu4mvtLSUkpLS6NfT548md27d/PII4/w0ksvxT3nJz/5CQ8++GD0a5fLRV5e3km/VyGEEOJYeDr9rPtob6TC4gFli/aRNyiJSZf356OnNscc31zTxZJXdtBvZComq47c0mQWPt/zv9PN+zrZtryW9gY3u9Y2cuE9w6ksayLgix25cqSbsDj1tNZG1rt5uwLs3dLM+Iv7EfCGsKeaqNnRxsgZ+VhW6ulqi+07Z3Ea6D86A9WBQOAPhml1+1GrVKRa9TFFTg6XZjPwz8W7eHX1wfeu06j4yQWDsBm1vLmuJubY8f2Sefyz3dFt14zLozjdwtdVpzfIuqq2hPvX7G2lyx/CFwzz4vJK/rJgZ3Rf2b52XlxeyX/vnsygUxQ2hfi6OKVh7aGHHuKmm27q9ZiioiIyMzNpaIidrx4MBmlpaSEzMzPueZmZmfj9ftra2mJG1+rr66PnZGZmsmrVqpjzuqtFJrouwPjx4/n8888T7jcYDBgMsvhWCCFE39ZW74kJat2qy1vJH5JCWr6NxqqOHvv7DUulrtJFRVlTwmtvXbqf8Rf3Y/uKepa/tYvZdwxl89Ia9m5uRqtVM2BcBv1GpLHwhdh1cBUbmxg9qwBrkpFLvzeSVe9XsPS1HZx7/SD2bGhkz7pGUvOtlE7IJG9gMhanAUVRqGpx8/TSPXy8tR6TTsP95w/g3JI0UKnw+CNFWFKtB5tWl+1riwlqAIGQwv+8v5VXbp/I4m0NBEIKs4ZkcOuUIuraPVw0LBOTXsO3xhdQmGom2ZL4v/XBUJimTj8KCg6jDrNBS2OHl2BYwWrQYjMee+n9xg4vte1e9ja7yXIYyU0yk+k4cX3eDmXSachNMrG9vufPHyAv2YRBq6au3RsT1Lp1+UP87O3NPHPj2K906qYQXzenNKylpaWRlpZ2xOMmTZpEW1sba9euZcyYMQAsWrSIcDjMhAkT4p4zZswYdDodCxcu5MorrwQiFR2rqqqYNGlS9Lr/93//R0NDQ3Sa5YIFC7Db7QwePDjh/WzYsIGsrKxjeq9CCCFEXxIOhdn0aS+FPz7fz9Czc3qEtewBTsJhhaAvRDCQeI1XMBDGnhopWNJU3cn8JzdTMiGTKx4ajaczQPmyWuY9Vtajx5pWr46OiNlTTEy7rhRPZwAlrDDp8iJGzchn7+Zmdq9toKHSxZCpOQQMai5+9HNcniAXDM3k6rF5VDR18frafQzIsFJe28FTS/dw3bh8bpxciF6r4tHFu3vcc7f3Ntbwz2+Noq7dx2c7Grns0WVcMTqHv147Cq1a1euIHUBtu4e5q6r5z8oqPIEQ55amcfvZRfxj4U6W72lhbEESP5hVSnG6FaPu6Ip01LR6uP2lNWzdf3AdfI7TxAu3jKd/urWXM4+P2aDl7mnFLNwWv7jLnWcXY9ZrWV3ZmvAaa/e20uYOSFgT4ks4LdasDRo0iNmzZ3P77bfzxBNPEAgEuO+++7j22mujlSBramo4//zzefHFFxk/fjwOh4Nbb72VBx98kOTkZOx2O/fffz+TJk1i4sSJAMycOZPBgwdz/fXX84c//IG6ujp+9rOfce+990ZHxv7617/Sr18/hgwZgtfr5emnn2bRokV8/PHHp+z7IYQQQnxZ4bCCryuQcL/PEyR/aAoT/SF2rq5Hq9NQMiEDvUnLp//ejsWhZ9SMfCo2xB9dKxqVhiPdhDPDTFu9m4AvxJYlNVRsaGTK1QPYs6Ex7nnDzsnFZDukD5xegy05Emha67p484/r8B5y35s+rWHitQM4u18qWr2GYbl2bn1hNYdmwGmlaTx88RC+9+oGVle28JerR1Dvil/1EWB/u5e3N+zn9TUHw2yKVX9URTPqXF5ueX415bUHQ+57ZbUs3NbAE98ew+e7mvl0RyNLdzUx946JjCtMPuI12z1+fvxmWUxQA6hp83DL86t5/a5JZNiPb4QtFApT3+GjtcuPVqMmxaIn9UBp/gEZNn5x8WB+M6+c4IFvqFat4uffGEzxgYCo9NaVHOh9rxDiSE6LsAbw73//m/vuu4/zzz8ftVrNlVdeyd///vfo/kAgwPbt23G73dFtjzzySPRYn8/HrFmzeOyxx6L7NRoN77//PnfffTeTJk3CYrFw44038j//8z/RY/x+Pw899BA1NTWYzWaGDx/OJ598wrnnnvvVvHEhhBDiJNDqNPQfm05VnP5lAAVDU7A6DYyaWcDgs7JRqVX4PAHe/MM6QoEwriYvOoOWlBwrzTWxxT8MZi2jZ+RjdRq59IGRVG5qZtsXtag1KoZNyyWzn52SCRnsWBlbyCOryEHRyLS4I1fergCf/nt7TFDrtuq1Xdxy31Da1Aq3PL+6x/5PtzcyItfJ6Pwk1uxtxRMIMTLfycLy+KNGw3IcLNt1sO+bRq3iilG5cY893Oaa9pig1s3tDzF3dRWXjMzm1dXVhMIKP3trM/++fQKp1t6XTjR3+lm6M34ormpx09DhO66w5vIE+KS8nl+9t5V2T+T7Wpxm5e/XjWRQph2HSce1Y/OYPjCd7fUdqFQqStKtpNoMmPWRj5C9hc2ReY5eG3wLIY5MpRzpVyLiS3O5XDgcDtrb22MaawshhBCnUkeLl7f+vI6O5thRJp1Bw9U/HYczwxz3nOaaTpqqO0jNs5KUZWXXmnq2LNlPwB+ieFQao2bkY08zxYQub9eBpt7myId8T4eftgY3W5bsJxgMMWhyNqm5ViyO+MGlrcHNv3+xIuF7mfCtEj73u/nrJz3XTwFkO4zceU4xD7+7hZ9cMJAp/VO5+J+fc9gsTOwmLX+9ZlQ09Jl0Gv5+3SjGFSTR6gmwfHcTXb4Qk/unkOUwxqxbC4cVvjN3Pe+X9WzSDWAzaPn5xYP54X/LotsWPXQOeo2aDfvaqG3zMrogifxkE2m2g+Fry/52Lvp74rXyL94ynrNLjrys5HDLdjUx5+mVce/zg+9OJS+558//cC5PgMc/3cXjn+2J2W7UqfnvXZMZmuM45vsS4uvuWLLBaTOyJoQQQogTy5Zs5LIHR7Huo71sW15HOKRQODyFiZcWY08zJTzHlmykcFhqdNuomQUMnJSFooDRrEWr77kO6/C+Z90NvTP7OVAA9RFKvB++tu1woWCYDk/ifm7NXX7sB0Z5LAYtRelWXr5tAj99cxOVzZFZOaPznfz4goEoCvzm8mHkJBkpTrNiM2h5d+N+fvHuFg79FfcFQzP5n0uHRIOVWq2KvkY8Jr2GvCQT90wr5qMtdexp6sIXDHPNv5bT5glEy+QPzbbz5A1jyXZGfgY2ow69Ro0/FI573e7jjkVrl5/fz98Wd1+HL8iibQ3cOLnwiNexm3TccXYxZ/VP4/HPdtHY4WNSUQo3ndWPvKRjvy8hRCwJa0IIIcQZzJ5iYso3BzD2gkIUJTKFUW88to8HarUq4YjYkajUKo6mE5fBpI2uf4vHmWclrzFxwZPR+Ulsr3OhVsGU/qmYdBomF6fy8m0T2N/moc0doLzWxb3/WY9Zr+GpG8YyIN2KSqViW62Ln7+zpcc1P9xcx9klaVw3Pj+67dqxefxnZVXce7hqbC5vra9hR30n355YQF6SmWAwzEOzSnGa9LS6/Ty6eBeb97t4ZMEO/ueyIZh0WtJtBm46q5Anl+zpcc1zS9NJtR57AQ9vMMSOBJUeAVZWNHPDpIIjFlOBSE+4KQNSGZHnwB8MYzVoMRxl4RQhRO8krAkhhBBnOK1egzXOaFhfYnYYmDanlHceWc/hCziGTM0mNcXEOIuGbIeR/e2x0zrVKrhlSiE/eXMTf712FBn2g8EyN8lMmtVAQ4ePdLuRWUMySbbqST9kGuIrq3u2N+j2r892M31QenR0LT/FzO1T+/HU0oqY4wZn2RmZ5+SOl9aiKLChuo3zBqZxTkk6D78bCYJ5ySb+77Kh/L+3N/P2hhq+c/4A8pK1GHUa7pjaD71GzTOfV+AJhNBpVFw2MoeHZpai16rZ1+ImGFawGLSk2Y4cnHVqNXlJZnY2xG82PjjLflRB7VDH045ACNE7WbP2FZA1a0IIIcSXF/CHaKtzs+q9PdTtcWF26Bkzu4DcQcmYbZHRpb3NXfzmg3IWbK0nrEBpho0fzi7FFwwxKNNOhsMYLY6RyP42DzvqO9hR30Fppg01Kn769iaqWzw9jrUbtXz8vbPJdByc8tfq9lPd4ubV1dV0eAOcNzCDDLsBlydIIBxmyY4m3t1YgzcQ5h/XjeJnb2+OFvjIdhh5cGYJ33+9jEUPnUNRWqTqoi8YwuMP4fIG8fiDmPRaUq162twB/vTRdt4r208gpFCUauGXlwxhTEESFkPv73Ne2X7u/c/6Htt1GhUff+8c+qV+fZt+C3EqHUs2kLD2FZCwJoQQQpw4Pk+QgC+EWqOKhrRDdfoCtHYFCIYVbEbtEastHmp7nYtvP72Kxk5fdFuG3cAfvzmCH/x3I/UuX8zx0wel8+vLhlLv8lHd6iY3yUS2w0T6geqMrV0+ttd38Pine1iysxGtWsXMwZlcMy6Pn761iUnFKTR3+ll0SD+zf1w3ir8u2MG/75iIzaClsrmLp5bsobLZzfBcBzdOKiQv2USrO8C3nlrJ7saeo2P/uX0Ck4tTe2w/VEuXj+eX7eXRT3cROrAm0G7S8vicMYwrTEKv7dujrUKcriSs9TES1oQQQoiTwx8MU+/y4j4w2pRm02PSHfsqj5YuPzVtbr7zygYqmrp67C/JsHLNuDz+9/3y6DatWsXb957FT9/aRNm+9uj24jQLz940joIUC7saOrn0n5/T5Y9dT5duM/CbK4bxydZ66l0+Fm8/GNZ+/o1BFKaYmTogjQ831fHdVzfEnKvTqHjtzol0ekNc/+yquO9nUJaNl249clsAty9IU6ePfa0eDDo1WQ4T6TYD2qPoKSeEOD5SDVIIIYQQX3uNHV6eXlrBC8sr8QbC6DVqvjkmh+9OLzmmvmMdngCLt9UzKMvOD2aVotOoWbu3hZdXVNHpi1SY3FHfycBMO2oVhBUYmmPnV5cM4bXVVTFBDWB3Yxf3/HsdL94ynmc/r+gR1AAaOnxsqWnn4uFZ3Pnyuph9w3IclGbaaHD5+NGbZT3ODYQUnl1WSbYjcbXF8toOvHFe93Bmg5Z8g5b8FJnyKERfJGFNCCGEEKcdty/IPxbt4sXle6Pb/KEw/1lVTUtXgN9/cxgO09FVSWxx+ymrcfHTtzbjC0bK408dkMo/vzWK78xdj+tASwCjVs2yH52HPxTGZtTS7g7w4or4lR+37HfR5g6wZGdjwtddUdHChcMyeeSaETR2+Hn8s104jDqKUq04THq21XbgDcQv17+nsYuReUkx23QaFWlWA13+EKGwguYI7RCEEH2fhDUhhBBCnHYaO30JS+TP31LHD2eXHlVY8wdDvLammhe+qIzZvnRnE82dfh6aUcrD725Bp1HR5glg0GmijZ6rWuK3EegWDCs4TDr2tfYsTAKQZNLxxGd7eGNdDXnJJn5/5XCK06ykHqjm2FtruS37XTxyTSoatQqNSsX95/dnUJadiqYuksw68pPN6LQS1oQ43cmEZCGEEEKcdlyeSAGRRBo6fAn3HX7cc8sq4+7bWusiw27EoFVzzbh8Ptxcx3fnbqDxwLWdJj2JBq9UKrAYNNw2tV/C1549NJNPyg+uVfvLgh0x7yk3yYRBG/+jWobdgEWv4Q9XDuOv145kdUULt72whv+bV873Xy/jthfWsKOuk2CCRtpCiNODhDUhhBBCnHbMRyhLbzcdXc8vty+Eu5e1XTVtHh6aWcLATBv/XbuP3Y2dtLr9AKRY9VwxOjfueZeMyMZh0jGlfyoXDMnssX/OhHz2NHUxtjCJZ24cy02TC5k6II16l5eWrsj102wGfvGNwT3OLcmw8txN43B5gwzMsrGhuo0lO5tijnF5g9z6whrqDus5J4Q4vcg0SCGEEEKcdpLNesb3S2JVRWuPfcVpVtKsR7dezajXoFWrEo7SDUi38tKKShZsPTgCFgxFjrUZdfxwVilDcmw4jHoMWg1dviBtbj+XjcrBZtRhM+r49eVDuWtaMR9vqUOrUTEs18mqihZ21HcwrSSdO19aG339RxbsYPaQTP7n0iGk241cPCKbgVl2Hl28i73NXVw5OpfhuQ7u/vc69ja7+du1I/n3ir1x790TCLG+uo3cZPNRfS+EEH2PhDUhhBBCnHaSLHr+fNVIbn1hNTvqD/YZy00y8dQNY0izHV01yFSrnstG5fDftft67MtyGGns8MUEtRSLniTzwVE7tUqFL6Dwv59spdUdIN1m4IHpA9CqD05eSrEaSLEaGJHnpKnDx4V/X0JTp59nbhzHLS+s5vAmSvO31DG+XzI3TS7EbtIxpiCJf1w3Eq8/TEOnj2/84/NoXzStWh232mS3I62rE0L0bRLWhBBCCHFayks28/JtE6hr81LZ4ibXaSInyXRMZfvbPQEuHp5FXbuXz3cdnEqYm2TiiW+P4YFX18cc/6tLh0Sv3+EN8NeFO3j5kIqQDR0+fvrWZpo7/dxxdhEGXWxj6SSLnjvOLmbB1nq+2N3cI6h1+9eS3UwflB4tqW8x6FAR5NHFBxtYA7S5/eQ4TdS0xS9iMjLPedTfCyFE3yNhTQghhBCnrXSbkXSbkeHHGUrW7m3lodc2cs+0Ym4+q5DGTh9Ok55Wt58319VwwdAsXviikoFZNn4wcyADs2yoD1QVae70J6xI+einu7h8VE6PKYgatYrLR+WQYjHw2Y7EZf2bOv1sq+ugpcvP0BwHWo2aTl+QDdVtMcfNXV3N7WcX8ct3t/S4Rr9UC/3TrMf4HRFC9CUS1oQQQghxRgqGwry7YT++YJhHPtmJSgU2gxZPIEQgpJBk1vHuvWfxrQn5mHQanObYdXB1Lm/C8vreQJhWj59ceq4XS7EauHBYJmo1vL2hJu75I/OcbKpp56mle5j/3bMpTLVg0GnItBtjWgFsqmln6oBUfnrhIJ74bDctXX5UKjhnQBoPXzyYDMfRjzIKIfoeCWtCCCGEOCOpVSoch1SNVJRIFcVuFoMWg05DeoJpldYjVKQ0ajUJ9xl0GsYVJpPlMFJ7WMVGlQpun1rEL97ZjDcQ5u31NXx3+gAcJh33n9+fG59dHXP8Y5/uZkK/ZF66ZTxVLW70WjXZThM5ySY8gRBNHT6qWtyoVSrykk2kWQ09pmcKIfomKd0vhBBCiDOSWq3iWxPyE+6/cXIhqVZDwv2pVj1ZCUauBmfZSbb0XpEy22ni1TsmMn1QerRfW1GqhUeuHsn7ZfujveLWVbXS3Bkp5z8818kD0wfE9HfTaVRcNioHtVpFbpKJwVl2SjNseP1h3li7j/P//Blznl7JdU+t4Pw/f8a8TbV0egO93psQom9QKUqipa3iRHG5XDgcDtrb27Hb7af6doQQQghxQGuXn8c+3cVTSytito8tSOLRb40+4jTCLfvbue6pFbg8B0fk0mwG5t4+keL0o1sv1tThZct+F13+EPUuLy+vqGJ348EKl3Mm5HN2SSozBmWiVqvo9Aaia9q0GhUlGTbSbAZMh42Wrd3bwpWPL4/7mu/fP4WhOY6juj8hxIl1LNlApkEKIYQQ4oyVZNFz77T+XDoyhzfX7aPTG+SSUTmUpFsTTn881OAsOx98Zyqb9rWzs6GTIdl2BmXZyXaajvoefKEw/pDCPf9e12OfSafh6jG5VLa4qW51k+kwYjXqsBp1FKZaEl6z0xfg0cW7E+5/eukefn/lcJkOKUQfJ2FNCCGEEGc0p0WP06I/rpEmlUpFbpKZ3CQzFxzHa1e1dPGXj3dwx9QiHpwxgH8s2kXgQNPtgRk2/nLNSJ7/ooIPN9UBcOmobO48u5i8IzS69gbC7G1O3GOtoqkLTyB0xoY1byBEY4ePli4/eq2aFIv+qMK5EF81CWtCCCGEEKfIovIGLhqexf1zN/DTCwfy+LfH0OENolOrKE63csOzq2g8sHYN4OUVVXy8pZ637plMTlLiwGYxaBiWa4+ZTnmoEXlOzPozM6i1dPp5aUUljy7ejT8UBqAgxcwT3x7DwEwbKpXqCFcQ4qsjBUaEEEIIIRJwefzsbuzknQ01fLSljqoWN95A6IRcu97lYenOJurafexu7MQXDPOTNzbxkzfLeG1NNW+vr4kJat0aOny8u7GWcKK+AYBJp+Xuc4rRqHsGD51GxY2TCtH3Uq3y62zRtnoe+WRnNKgB7G12c+2TKxI2FxfiVJGwJoQQQggRR3Onjz8v2MH5f/6M787dwJ0vreX8P3/KR1vqcPuCR77AUbAaNDR3RQLZ7z7cxp+uGs6ofCcTi1L4fFdTwvPeL9tP+xEqOhakWHj+5nExFSvzkk38+7YJ5CUf/Zq6r5N6l5e/LNgRd1+7J8C6va1f8R0J0TuZBimEEEIIEcey3U288MXemG2BkMIDr27go++eTUmm7UtdP8NuYlJxKvYDvd6K06yEFfjW+AJUKvjZRYN4Z8N+5q6u7nGuxaBFG2fU7FBGnYapA9J4+56zaHX7QQVmvQZfIMzm/S7SrAbSbAaMp3jdWrvbjz8UxmLQYtaf3I+m/mCY/Yf1tTvU5pp2LhmZc1LvQYhjIWFNCCGEEOIwzZ0+Hl0Uv5qiosDcNVX8/KLBX3p90+T+qaypbOE75/Un2WrgrpfX4gtGpuepVZFeb9+fWcqfPt4ec95tU/phM+riXbKHDIeRFKuezTXt3PTsaupckbCi16j57vQBXDc+/4g94U6Gli4/Zfva+MeiXTR0eBmdn8Q90/pTmGI+aYVP9Fp13Ebk3YZkSzsD0bfINEghhBBCiMMEQgr1HYlHYKqa3dGqjV9GfrKZcYXJzBiSwa/e2xINagBhBZ5bVkmqTU9u0sFpi7OHZDAqP+mYXmd/u5frnloZDWoA/lCYP360nRW7m7/0+zhWLm+AZ5ZWcNNzq1m7t5XqFg/vbNjPRX9fyqaa9pP2uuk2Aw9MHxB3n92oZUzhsX1fhTjZJKwJIYQQQhzGYtAwPNeZcP+UAanotSfmY1SWw8irq6pREmS/uauq+dHsUq4em8vrd07i15cPI81mOKbXWLytAU+Cwih/XrCdpjiFTE6m5k4/j322q8f2YFjhR29sOmn3o1KpmD4og/vP649Oc3BUNDfJxCt3TCTbcWau5RN9l0yDFEIIIYQ4jM2o4wczS/h8ZyOHF110mHRMH5Rxwl7LHwpT2UtPtP1tHsb3S+HiEce/lqpsX1vCfRVNXQQOqYz4Vdi0rz1hON3d2EmbJ4Bep6a508faylZQwZiCJFKthqOe/plIitXAPdOKuWpsHs2dPgxaDSlWPRnSZ030QRLWhBBCCCHiKE638uIt4/npW5upaomEqTEFSfz2imHkOE/cCIxRq2FiUXLC6o8j8hxYDF9uDdfIPCdvrKuJu684zYruBI0SHi2tpve1flq1imeWVvC3hTuj21Qq+N70AdwwqRCn+cutsTPpteQna8k/QnNxIU41CWtCCCGEEHGY9VqmDEjjv3dNwuUNolGrcJp0JJ3gYhxqtYpLRmbz+Ke76fLHTlVUq+CB80uwGhKPJjV3+mjq9OPyBki26Em16HEcFmamlaZj0W/rcX2A26f2I/gVj6wNybajUasIxekVN3VAKjVtnpigBpHCLn9ZsJMJRSlM6JdyVK/jD4bp8gUx6NRHXWmywxug3uXjk/J6Or1BzhuYTn6KmVTrsU09FeJEUClKokFocaK4XC4cDgft7e3Y7fZTfTtCCCGE6GNCYYXtdR18//WNbK11AZF1VL+5fBjjCpMwJQgaVS1u7n55LVv2u6Lbpg9K59eXDSPzkP5qobDCppo27vvPeva1Rho/m3Qa7ji7iLCisGW/i79dO/JLTzE8Wm5/kLfW1fD/3t4cs92i1/D+/VN4+L0tLNkRf6Tx/IHp/ONbo3oNX/5giL3Nbp75vIKyfe3kp5i46+xiitOtvb5HlyfA3NXV/OaD8pjtU/un8uerR5AuUyXFCXAs2UBG1oQQQgghTjGNWsXgbDsv3TqeVneAcFjBYdb1uo6qscPH7S+sYXt9R8z2T8obMOvL+c0VQ6Mjchq1CjVwz7RiUq0GAiEFrUbFm+v28dGWelSqSNGPI4U1fzBEhzeITqOO9oc7GoFQGJ3m4FRLs17LJSOzGZHn5NllFdS0ephUlMIVY3Kx6DU0uBIXGKlzefEFw/Q2E3JdVRvffnolwQMjd1trXczfXM9vrxjG5aNyEvaW29fq7hHUAJbuauL9TbXcPLnwS7drEOJYSFgTQgghhOgjUqwGUo5yul2Dy9sjqHV7v2w/D82MnT5Z0+blp29tjnu8RqXCH4pfLRIiI3PVLW5eWrGXJTsaSbLouePsIkblORPebzAUpqbNw/tltayvamVwloPLR2eT4zSh12qwGXUMzXHwuyuG4wuGMOu1aNQq/MEQk4pT2FYX/71NLk7B2ssavnqXl++/vjEa1A71y3e3MKV/KnkJ1qq9GqcBebdnP6/gG8OzSLfJ6Jr46khYE0IIIYQ4DTV0Jh59CivQ5QvGbCtKs/Q4rn+6lbunFWPRa9nf5kWn0ZBq1fcYYdvT2MlNz63m0pHZ/GBWKcGwQrs7wKurq7huQgFJcYa5yva1862nV+ANRNbDfVLewOOf7eL5m8czsSgFjToyQqXXqmPaIOi1Gm6YVMgrq6qi53Yz6TTMmVCATpM4rLW5/dGpnofzBcPsbXHHDWvhsEJ9Ly0D2tyBuGvshDiZpM+aEEIIIcRpKLOXKZJatQqrIfZ38mk2I9NK0qJfD8m286PZA/ndh9u46+W13PTcas7786f87/vlNB4SWlyeAI8u3sVvrxjGuqpW7nhpLff8ex2/+3AbFoOOpg4fbn9sMKx3efnO3PU9wlYgpHDff9ZR70rccBwgL8nEG3dNZniuI7ptVJ6Tl28dj8sboLYtfhg7GonKNajVKi4clpXwvLP6p2IzyjiH+GpJWBNCCCGEOA2l2QyMyHPE3XflmNwe1QuTLXp+/83hXD+xAINWzXfPH8CDr26ICWaKAq+tqeb1NdWEDlSIdHkCTB+cwQ//W8aKPS3RYxs7fTz87hZ21Hews74jpqJkS1fi0a1WdyDmNePRatQMyXHw/M3j+fh7Z/PCzeM4d2A69/5nPZf8cxmXPLqMbbWuuOdaDVp+e8VQrh2Xh1kfOwJn0KopTOk5wthtbEESeck92zLoNWoenDGg16qcQpwMEtaEEEIIIU5DqVYDj31rNJOLD5axV6vgytE5PDijBLOh5yhQht3Iz74xiE+/Pw1PIETHYVMluz25dA8NBwKVRqOizR2gLsFo2F8/2cmepq6YKYSHtwIY3y+Zn39jEP976VAuH5VDMHx0rQL0WhV/X7iTG59bzV8W7IjeQ2OHj+ufXUVt+8FA2Nzp48NNtdz18jr+9sku2jwBHpszmin9U6PH/PKSIaTZEq8JzHaaeOX2iVw9Jhf9gYIoE4uSeeueyfRLTRzyhDhZZCxXCCGEEOI0lZNk5rE5o2nu8tPpDeIw60i16nsdATJoNWQ5TVQ2dSU8ps0dwH8gcDlMOrbVxR/FAtjZ0IlRq6GxwxdtFp5s0WMzaAkrCo/NGc2mmnae/6ISjz/EOSVpOEx6wmEFtbr3yorNnX4+2FQbd19jh499LR6yHCba3H4e+WQnL6/YG90/f3MdC8vreWzOGPJTTFw9Jo/idGvCSpDdcpPM/OrSITwwo4RwWMFq1H7pJtzxhMMKTZ0+QoqCw6iLG66FkKdCCCGEEOI05jTrjytMDMuNP4USIuvhDNpIqDHrtfRPtyU8Ntmip8MXJPPAWrD9bR7Ka108NLOUojQLf/54Oxv3tUePf2NdDR9vqefd+6cccbTKGwjRW02P+o6DI22HBrVugZDCIwt28NzN48iwGwmEwrg8AYw6TUxRk8OZ9NqEve1OhHqXl3c37uf5ZZV0+AJMK0njO+eXUJhiRquRiW/iIHkahBBCCCHOQIMy7WTY408JfHBmScy+c0vTotMCD3ftuDzmle0nzWagptXDNU8u57YX1xIIhfEEQjFBrVuHL8jfF+7AE4g/DbObxaDFok88EtYd9tbsbU14zNZaF12+IHsaO/ntB+Xc9NxqfvrWJrbud/WomPlVaOzwct9/1vF/88qpafPg8gR5d2Mt3/jHUvb0MtopzkwS1oQQQgghzkBZThNz75gYU3HRrNfw0wsGMn1QRkzz5yyHkWdvGtejYMesIRkUp1u5dGQOKRY9LyyvpLolso4sP9nE+xv3J3z9BVsbaHMHer3HDLuBe84tjrtvbEFStCJmb6NkECnZP/uvS3l2WSXrqlr579p9XPXEFyzZ0Yg/mLi/3Mmwu6GL1ZU9w6U3EOYP87fR6f3qA6Tou2QapBBCCCHEGapfqpXnbx5PS5ePLl8Is15DhzdSTCSsKNGKknqthgn9kpn/wFR21ndS2+4lP9lMbbuH4lQrxekW2j1B/rt2X/TaqTZDr+vDDFo1KOD2BzHrtdS5vOyo62D57maynUbOLkkj027k2nH5qFDx2Ke76fQF0ahVXDQsi59cODDakHtMfhJqFXGnTE4sSmZnQ0d0Dd74fsncfFYhHn+INk+AqhYPGXZDj95yJ8u8TYkD7OLtjbi8AazSIkAcIE+CEEIIIcQZLNmip8Mb4L2N1Yzvl0wwrKDTBCjb18Y5JWlkOSJFQ3RaNfnJFvKTLXj8QTp9IcYUJGE5UBijyxeMqQJZ2eTmvIHpvH5IgDvUlaNzWVhez+LtjXx/Vin3/ntdzDRArVrFk9ePYcqAVG4/u4jLR+fg8YfwB8Oo1Sp06kMbaav43vQS/rxgR8xrOEw67jrn4MjceQPTuXBYJt9/bSNd/siImloFt08t4s5ziki2JK4UeaJYewmFBq0aVe81V8QZRqZBCiGEEEKcwZo6fKytbCWsKNz/ynru+fc6bn9xDf9ZWUV1i5t2j7/HOSa9ljSbIRrUIFLo5KJDmkq/vrYavVbNN8fk9ji/f7qVb47N5RfvbiHDbuRvC3f2WK8VDCvc9fI66l0+VEBTh5/7/rOe2X9bysxHlnDtUytYu7cVfzBEuydIQ4ePJ68fw2Ujc5jSP5V7z+3PX68ZyZOf7cEXDOMwarlhUgE/emNTNKhBZDTuX0v28PnOphPw3TyyS0ZkJ9x3zbg8UiwnvvKkOH1JWBNCCCGEOIN1+oLsbXHz7LJKfMGDI2Nl+9r53qsbaenqGdbiMeo03DWtmCRzZORoxZ4W2j0BJhen8M/rRnHJiGymD0rnV5cM4ZFrRvLXT3YSVmBqSSqfbK2Pe01/KMyG6jbq2r1c9a8v2HpII+xdDZ1c9+QKqlrcqIGXVuzlgVc3EAyHKUgxo4TDKMCMIRk0uLw8f8s4Vla0EEpQXvLvi3bR1Nl7s+4TIdtp4r5z+/fY3i/Vwm1Ti9Bre28tIM4sMg1SCCGEEOIM5g2EeHF5Zdx9NW0eqprd9Eu1HtW1ClIsvHPfFP69Yi8fbq7jmc8r+MXFg3GadKRY9ZgNWkJhhd/MK2f5nmYAFCUyipZIc5ePDzfX4g30bKTtD4V5askeHppVSm6SiX2tHt4vq+WykTn0T7dyx4trote+ZEQ2gVDiZtz72zx0eIPRdXoni8Ok47ap/Zg5JINXVlXR0hXgkhHZjM53knWgT50Q3SSsCSGEEEKcyVTQ2ktVxh31nZxTmn7Ul8tPNvP9WSXcNrUItYpoERCIFBO566W10aAGkcbX+clmqlrcca83Ki+J33xQnvD11la1oVap+Ns1I7nuqZUoKFw8IovbXlyDckgGrGjqYvrgDD7cXBf3OgMz7azc00yKRY/ddHKLjXT3xhuW4yCsKGjUMtlNxCdPhhBCCCHEGcyk02A1JP79fXH6kUfVunxBqpq7WF/VyrZaF23uAGk2Q0xQg0iD7avH5sVse3nFXu47r+e0QICzilPJchhIscZfxzUi18HPLxpEZVMX7kCIed+dwjM3jOXT7Q0xQQ1gU007Q7Pt2BNUWrxlSiF/XbjjqKd9nggqlUqCmuiVjKwJIYQQQpzBsp1GbppcwD8X7+6xL8WiZ2Cmrdfzmzp9PLZ4Fy8u3xudclicZuVf14+mf3rPc8cWJjE4287W/ZH1Z9vrO1hT2crfrhnJY5/uZnt9BzaDlhsmF3DDpELS7UZun1rEB5tiR8QmFadw3bg8vjN3A+2eyMhgd2XHiUUpvLSiqsdr/2H+dv5+3Sj+MH97dP1bmtXAA9MHsGRHE3XtPnxfcd81IXqjUpTDf+8gTjSXy4XD4aC9vR273X6qb0cIIYQQIkZDh5c/zN/OG+v2RUekcpNMPHPjWEozE392CYXCPLl0D7+fv73HvjSbgXfvPSvuOqy6di/zN9fy0ooqguEwl47I5lsT8tFq1Hj8IbRqFak2AzpNZNTJ5Qnwxrp9/HpeebRAyHM3jePOl9ZG+6cd6rdXDOPF5ZWU13b02HfZyGwuGZlNIKQQCit4AiH+vWIv66racJp1fPCdqWTL2jFxEh1LNpCw9hWQsCaEEEKIvq7DG6Cp00+Dy4vVqCXVaiDDbuz1nP1tHmb/bQkuTzDu/hduHpdwvZuiKDR3+VEUSDLr0Gp6nw7o9gVp6vSxZb8Lh0nLhn3t/CFOSIRIZcVbzirk5+9sidmuVsErt0/kpeV7eX9TbY/zfnP5MK4Zl4dGLc3OxMlzLNlApkEKIYQQQghsRh02o45+qZajPscbCCUMatB7cRKVSnVMlRfNBi35Bi35KZH7e31tTcJjq1vcTOmfyuTiFL7YHSlmUpRq4fuzSnn+iwouGp5Nis3AG2v30ekLku0w8v1ZpZw7MB21CmpaPZTta2NbnYsh2Q6G5jhktE2cEhLWhBBCCCHEcTHqNDhMuuiascOVZB5dyf/jMb4wmbfWxw9spZk2HGYdj397DG1uP8Gwghq47cU17G7s4qMt9Zw3MJ3/u3woOo2aNrefEXlOksx6ymtdXPvkipj3lGLR88odEynJsFHv8tLaFblmkllHht14xFFBIY6XhDUhhBBCCHFcMmwG7j6niN8lWLM2IE6BkRNl6oBU7CZt3JG9H80eSLIlMmrnOFCGf3NNO7sbuwAIK/BJeQOflDdEz/nPbROwGrTc8dKaHuGzucvP3S+v44lvj+aWF1ZT3eIBwG7U8rNvDGb2kMyTXu5fnJnk1wBCCCGEEOK4aDRqvjkmj1un9EN7yDqv/ulWXrl94gmZOhgOK9S2e9he18Gexs5oaf2cJBOv3TmJkoyDo3cOk44/fnM4I/OcPa7jMOnQa9TYjVpunFzI768czs+/MYgRuQ4AMh1Gmjt90SB2uN2NnVQ2u2P2u7xBfvjfMjbXtH/p9ylEPDKyJoQQQgghjluqzcBDM0q4cVIBLV1+THoNyRYDabajX4+WiMsbYMn2Rn713lYaO31ApLfan64ewYB0GwMz7fzn9om0dPkJhsI4zXoybAY0caYlplr1PHzxILKdZl5cvpc31+4jyaLnqrG5PDSzhBSrgd0Nnb3ejz/Ys/IkwB8+2s5zWXaSLPH7wQlxvCSsCSGEEEKIL+Xw4h8nyqZ97dz3yvqYbRv3tXPNv1bw7n1nkZtkJtVqOKpCJSa9lsHZDq56Ynm0H1yHL8ifP97B9EHp/D7bQYpVj1atiu4/lF6jRq+NXyVyV0Mn9R1etBoVNqNMhxQnjkyDFEIIIYQQfU5Ll5/ffbgt4b4Ve1qO+Xq/fHdL3CD2SXkD+9s8pFoN3DS5MO75N08p5L2NPcv9AxSkmFmwtZ4FW+sJxun7JsTxkpE1IYQQQgjR5/gCIbbWuhLuX767iW+OyY3ZVt/upanThy8YJtWqJ9VqwGyIfNzt9AXYuC/x2rKK5i7UahUTipKxm3S8uLySpk4/aTYD3z1/AGcPSGX6X5bEPffbEwt44rPdtHb5mVCUQk4va/VCYQVfMIRBq5F+buKIJKwJIYQQQog+R6NWkeUwsq81fsGPQytNhsMK5XUu7nhxLTVtkeO1ahW3TunHHWcXkWI1oFap0KhVhOKMrA3JtmPQaLj4H58TVmBCv2R+OHsgVoOWNJuBodl22jwBnrlpLN95ZT2t7ki1SL1GzW1T+1HX7mVvsxuA1i5/3LDmD4aobvXw6upqNte0MyTbzrXj8slNMmHQab7090t8PUlYE0IIIYQQfU663ch95/Xnx29s6rFPq1Yxa2hm9Ov97R6ue3IFLu/BMv7BsMK/luwhL9nMnAn5JJn1zB6SybxNPacy3jCpkIff3UJ3jltZ0cLKisg0ywem92dbXQePLNhBbpKJhy8egtOsQ69V4wuEeXPdPt4rO3hNtarnaFk4rLBmbys3PruKQCjyIl/sbua5ZZU8f/M4JhenopZRNhGHrFkTQgghhBB90vRBGVw/sSBmm0Wv4dmbxpHjNEa3rdvbGhPUDvW3hTtpcPmwGLT86IKBZDmMPY7pl2qhzuXtsX10fhJmvY6fv72Zli4/ZfvaeeDVDdz8/Gr+9/2t6LXqmKCW4zSRbO1ZEbK+w8t3X9kQDWrdgmGF787dQH2c1xYCZGRNCCGEEEL0UalWAz+YVcrNZxWyq6ETi0FLQYqZDJsRnfbgmEN5bUfCazR2+PAfKPqRn2zmjbsns2JPMx9tqSfTbuDa8fkJz712fB5//Khnw29FibymokCyWU+L249Bq+bv140i094zDDZ3+qOtB3rs6/LT3OUn6wT0pBNfPxLWhBBCCCFEn2U36bCbdBSlWRMeMzTHnnBflsOI/pBgl+00ccXoXC4dmY1GHdne0OGlMMVM5YF1Z92sBi2NHfFDFsCmmjbuPbc/nb4Al47MITcpfuCKt07uUMGwVJAU8ck0SCGEEEIIcVobmZdEkjl+f7MHZ5SQEWe0qzuoAaTbjPzl6pEYtLEfjRWFHtsOlWE3cv3kfL5z/gAKUy1o4zTjhkhDbqsh/hiJRa8h7Sj6xIkzk4Q1IYQQQghxWst2Gpl7xySK0w425TZo1Tw0o4TzB2Uc1TWG5TiY/8BU7jqniPH9krl6bC7F6RauGJ0b93irQcvQbAd6jQZVnKIih0qzG/jVJUPi7nv4kiGk2SSsifhUiqL0Pi4rvjSXy4XD4aC9vR27PfEwvRBCCCGEOH6NHT6au3z4AmGSLXrSbAaMx1gWPxgK4wlE+qBt3t+G1RApMNJdHRLAbtLyt2tGMTzXQcpRjop1eANsq+vgrwt2sLuxi6I0Cw9ML2Fgpg27Kf6ooPh6OpZsIGHtKyBhTQghhBDi9NPm9vPBplpG5jlp7vKzva6DFIuBwlQzmXbjcRUFcXkCeAIhTDqNhLQz1LFkAykwIoQQQgghRBxOs55vDM+mscNHKKwwtiAJp0lHis2AzXh8Qau7YIoQR0PCmhBCCCGEEAl0h6vi9MTVKIU4WaTAiBBCCCGEEEL0QRLWhBBCCCGEEKIPkrAmhBBCCCGEEH2QhDUhhBBCCCGE6IMkrAkhhBBCCCFEHyRhTQghhBBCCCH6IAlrQgghhBBCCNEHSVgTQgghhBBCiD5IwpoQQgghhBBC9EES1oQQQgghhBCiD5KwJoQQQgghhBB9kIQ1IYQQQgghhOiDJKwJIYQQQgghRB8kYU0IIYQQQggh+iAJa0IIIYQQQgjRB0lYE0IIIYQQQog+SMKaEEIIIYQQQvRBEtaEEEIIIYQQog+SsCaEEEIIIYQQfZCENSGEEEIIIYTogySsCSGEEEIIIUQfJGFNCCGEEEIIIfog7am+gTOBoigAuFyuU3wnQgghhBBCiFOpOxN0Z4TeSFj7CnR0dACQl5d3iu9ECCGEEEII0Rd0dHTgcDh6PUalHE2kE19KOBxm//792Gw2VCrVKbsPl8tFXl4e1dXV2O32U3YfQsQjz6foq+TZFH2VPJuiL5PnMzFFUejo6CA7Oxu1uvdVaTKy9hVQq9Xk5uae6tuIstvt8pdG9FnyfIq+Sp5N0VfJsyn6Mnk+4zvSiFo3KTAihBBCCCGEEH2QhDUhhBBCCCGE6IMkrJ1BDAYDDz/8MAaD4VTfihA9yPMp+ip5NkVfJc+m6Mvk+TwxpMCIEEIIIYQQQvRBMrImhBBCCCGEEH2QhDUhhBBCCCGE6IMkrAkhhBBCCCFEHyRhTQghhBBCCCH6IAlrp7GWlhbmzJmD3W7H6XRy66230tnZ2es5Xq+Xe++9l5SUFKxWK1deeSX19fUxx3znO99hzJgxGAwGRo4cGfc6ZWVlTJ06FaPRSF5eHn/4wx9O1NsSXxMn6/msqqrioosuwmw2k56ezg9+8AOCwWB0/6effopKperxp66u7qS8T9H3PfrooxQWFmI0GpkwYQKrVq3q9fjXX3+dgQMHYjQaGTZsGB988EHMfkVR+MUvfkFWVhYmk4np06ezc+fOmGOO5/kXZ6ZT8XwWFhb2+Dfyd7/73Ql/b+L0dqKfzTfffJOZM2eSkpKCSqViw4YNPa5xNJ8DzjiKOG3Nnj1bGTFihLJixQpl6dKlSv/+/ZXrrruu13PuuusuJS8vT1m4cKGyZs0aZeLEicrkyZNjjrn//vuVf/7zn8r111+vjBgxosc12tvblYyMDGXOnDnK5s2blVdeeUUxmUzKv/71rxP59sRp7mQ8n8FgUBk6dKgyffp0Zf369coHH3ygpKamKj/5yU+ixyxevFgBlO3btyu1tbXRP6FQ6KS9V9F3zZ07V9Hr9cqzzz6rbNmyRbn99tsVp9Op1NfXxz1+2bJlikajUf7whz8oW7duVX72s58pOp1O2bRpU/SY3/3ud4rD4VDefvttZePGjcoll1yi9OvXT/F4PNFjjuf5F2eeU/V8FhQUKP/zP/8T829kZ2fnSX+/4vRxMp7NF198UfnVr36lPPXUUwqgrF+/vsd1juZz6plGwtppauvWrQqgrF69Orrtww8/VFQqlVJTUxP3nLa2NkWn0ymvv/56dFt5ebkCKMuXL+9x/MMPPxw3rD322GNKUlKS4vP5ott+9KMfKaWlpV/iHYmvk5P1fH7wwQeKWq1W6urqosc8/vjjit1ujz6P3WGttbX1JLwzcboZP368cu+990a/DoVCSnZ2tvLb3/427vFXX321ctFFF8VsmzBhgnLnnXcqiqIo4XBYyczMVP74xz9G97e1tSkGg0F55ZVXFEU5vudfnJlOxfOpKJGw9sgjj5zAdyK+bk70s3moioqKuGHtWD+nnilkGuRpavny5TidTsaOHRvdNn36dNRqNStXrox7ztq1awkEAkyfPj26beDAgeTn57N8+fJjeu2zzz4bvV4f3TZr1iy2b99Oa2vrcbwb8XVzsp7P5cuXM2zYMDIyMqLHzJo1C5fLxZYtW2KuN3LkSLKyspgxYwbLli07kW9PnCb8fj9r166NeabUajXTp09P+G/e8uXLY46HyDPWfXxFRQV1dXUxxzgcDiZMmBDznB7r8y/OPKfq+ez2u9/9jpSUFEaNGsUf//jHmOnk4sx2Mp7No3GiPqd+3WhP9Q2I41NXV0d6enrMNq1WS3JycsK1OXV1dej1epxOZ8z2jIyMY1rPU1dXR79+/Xpco3tfUlLSUV9LfD2drOezrq4uJqh17+/eB5CVlcUTTzzB2LFj8fl8PP3000ybNo2VK1cyevToE/H2xGmiqamJUCgU95nZtm1b3HMSPWOHPoPd23o75liff3HmOVXPJ0TWpo8ePZrk5GS++OILfvKTn1BbW8tf/vKXL/2+xOnvZDybR+NEfU79upGw1sf8+Mc/5ve//32vx5SXl39FdyNErNPh+SwtLaW0tDT69eTJk9m9ezePPPIIL7300im8MyGE6BsefPDB6P8fPnw4er2eO++8k9/+9rcYDIZTeGdCiMNJWOtjHnroIW666aZejykqKiIzM5OGhoaY7cFgkJaWFjIzM+Oel5mZid/vp62tLea3FvX19QnPSXSdwyvzdH99LNcRp59T/XxmZmb2qEZ1NM/e+PHj+fzzz3u9b/EnpIqLAAAK40lEQVT1k5qaika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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import SpectralEmbedding\n","tok_spec = SpectralEmbedding(n_components=2,\n","                             affinity='nearest_neighbors', # rbf\n","                             gamma=None,\n","                             random_state=42,\n","                             eigen_solver=None, # arpack lobpcg amg\n","                             n_neighbors=50,\n","                             n_jobs=-1\n","                            ).fit_transform(tok)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans4 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_spec)\n","    # Assign clusters\n","labels=kmeans4.labels_\n","\n","title='BoVW + TFiDF + Spectral 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_spec,labels)"]},{"cell_type":"markdown","metadata":{"id":"m-BudaiFB2OQ"},"source":["##### BoVW + LDA + spectral"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:45.982998Z","start_time":"2021-05-24T06:39:42.982702Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721248766,"user_tz":-120,"elapsed":1048,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"8f658460-924d-4848-d335-275416205c37","id":"HpJV7niPB2OQ"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        6         119\n","Baby             1         125\n","Watches          0         120\n","Decor            4         208\n","Kitchen          2         178\n","Beauty           5         115\n","Computers        3         185"],"text/html":["\n","  <div id=\"df-1eac8e52-317d-4fd1-b4e5-fb2768a254d2\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>6</td>\n","      <td>119</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>1</td>\n","      <td>125</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>0</td>\n","      <td>120</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>4</td>\n","      <td>208</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>2</td>\n","      <td>178</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>5</td>\n","      <td>115</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>3</td>\n","      <td>185</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1eac8e52-317d-4fd1-b4e5-fb2768a254d2')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.04539980371947803\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.00      0.00      0.00       150\n","        Baby       0.20      0.17      0.18       150\n","     Watches       0.25      0.39      0.31       150\n","       Decor       0.27      0.58      0.36       150\n","     Kitchen       0.18      0.21      0.20       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.42      0.51      0.46       150\n","\n","    accuracy                           0.27      1050\n","   macro avg       0.19      0.27      0.22      1050\n","weighted avg       0.19      0.27      0.22      1050\n","\n","Clustering on BoVW + LDA + Spectral 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import SpectralEmbedding\n","tok_spec = SpectralEmbedding(n_components=2,\n","                             affinity='nearest_neighbors', # rbf\n","                             gamma=None,\n","                             random_state=42,\n","                             eigen_solver=None, # arpack lobpcg amg\n","                             n_neighbors=50,\n","                             n_jobs=-1\n","                            ).fit_transform(tok_lda)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans4 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_spec)\n","    # Assign clusters\n","labels=kmeans4.labels_\n","\n","title='BoVW + LDA + Spectral 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_spec,labels)"]},{"cell_type":"markdown","source":["#### UMAP"],"metadata":{"id":"BsI-oQZ-6eVJ"}},{"cell_type":"markdown","source":["* **Balanced structure preservation**: Maintains both local similarity relationships and global data patterns\n","* **Topological foundation**: Constructs representation based on manifold topology and fuzzy simplicial sets\n","* **Computational efficiency**: Delivers t-SNE-like quality with significantly better performance\n","* **Meaningful distance preservation**: Maintains more of the important distance relationships than t-SNE\n","* **Theoretical rigor**: Built on stronger mathematical foundations with clearer optimization objectives\n","* **Cluster separation clarity**: Produces well-defined clusters while preserving their relative positions"],"metadata":{"id":"CUKloKkPFuew"}},{"cell_type":"markdown","source":["On UMAP projection, TFIDF gives better results than LDA. BoVW only ARI score fell a bit."],"metadata":{"id":"DFvlOS6FF1wp"}},{"cell_type":"markdown","source":["##### BoVW + UMAP"],"metadata":{"id":"9_VjLmDcb4VS"}},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:53.337637Z","start_time":"2021-05-24T06:39:45.984017Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721297984,"user_tz":-120,"elapsed":49217,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"1b019e37-92e4-4173-e8b4-b82b1652cb55","id":"K_PGQg20bk2J"},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n","  warnings.warn(\n","/usr/local/lib/python3.11/dist-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n","  warn(\n"]},{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        3         160\n","Baby             5         155\n","Watches          1         148\n","Decor            0         195\n","Kitchen          6          61\n","Beauty           4         190\n","Computers        2         141"],"text/html":["\n","  <div id=\"df-19edce47-4b9e-45fc-a2c3-b9c03fac218d\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>3</td>\n","      <td>160</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>5</td>\n","      <td>155</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>1</td>\n","      <td>148</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>0</td>\n","      <td>195</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>6</td>\n","      <td>61</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>4</td>\n","      <td>190</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>2</td>\n","      <td>141</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-19edce47-4b9e-45fc-a2c3-b9c03fac218d')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-19edce47-4b9e-45fc-a2c3-b9c03fac218d button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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lD+c+ffpctd+li18WLVpkOZfxZgwePBgHBwfmzp2b50bd8+fP57vvvrvpZeenU6dO1K1blw0bNtCvX798a09MTOSjjz6y+pB+5plnAJgyZYrlIqFLJk2axJYtW264lscee4zSpUuzdetW+vfvT0pKitX0pKQkfv/9d8vzJk2aUL9+fdLS0hg4cCCpqamWaWfOnGHgwIEA9OjRwzJya0v16tXDy8uLv//+O0/QnjdvHpMnT853vjfffDPfcw53795tGaWLiIi45vqffvppnJycWLBgQZ7Q9euvv1oulrnekeui5tK5qkuXLuXvv/+2mvbJJ5/w9ddfX3He0qVLA7Bz506b1DZnzhw++eQTAgMDmTNnDg4ODjz55JN07dqVQ4cO5bmIUOR2paApcpkVK1awf/9+zGYzPXr0uGrfKlWqUKtWLbKysvj8889vep21a9dm/PjxXLx4kc6dO9OwYUN69uxJ/fr16dKliyXgXTpM+185ODiwYMECatSowWeffUZUVBSNGzfmwQcfpEuXLtSsWZOAgAAef/xxq6B5zz338OSTT5KcnMydd95JixYteOihh6hatSojR468qd9/9/DwYOHChQQFBTFz5kxKly7N3XffTY8ePWjcuDFBQUGMHz/eap45c+YQERHBDz/8QFRUFN26daNz586UKVOGjRs3UqtWLd5///3/vJ2uh5ubG2PHjgVyv3g0atSIbt26UbVqVR544AGef/75fOcbP348ERERVKpUifvvv5+ePXvSokULqlWrRkpKCr1796ZWrVrXXH+1atWYOnUqJpOJXr16Ubt2bXr27EmTJk1o3749GRkZjBkzhrZt2xbo6y4sNWvWpFOnTly4cIGaNWvSrl07HnzwQSpVqsSgQYN44YUXrjhvly5dAGjdujUPPPAAjz32GI899thVf/Xqeu3Zs4eBAwfi4ODAnDlzCAoKskz79NNPiY6O5vvvv+e99977z+sSudUpaIpc5tJh8Hvuuee6rhy9NKr5Xw+fjxw5kvnz59O4cWO2b9/Ojz/+iIuLCwsWLKBTp04A+Pv7/6d1XC4kJIR169bx0UcfUa9ePfbs2cO3335ruYXRoEGD+OWXX/Lchub9999nxowZ1KxZk3Xr1vHzzz8THBzM0qVL6dy5803VUrNmTbZv385LL71EWFgYf/zxBwsXLiQuLo57772XkSNHWvWPjo5my5YtjBw5kpIlS7Jo0SJ+++03ypQpw+uvv86qVasK9arfZ555hs8++4xatWqxdetWfv31VwIDA/n111+vOKo1depU+vXrh5OTEytWrOC7777j0KFDtGnThu+///6Kh8LzM2DAANasWUPXrl05ceIE33zzDbt37+auu+7i119/ZfTo0QX0Su1j3rx5vPHGG1SoUIFVq1bx66+/Eh4ezi+//MJjjz12xfleeeUVhg8fjo+PDwsWLGD69OlMnz79iufTXq+0tDS6detGcnIyo0aNomXLllbTvb29+eabbzCbzQwfPpyNGzf+p/WJ3OpMxn+5XE9EbG7cuHGMHj2aIUOGXPFQrIiISFGkEU2RImDfvn0kJibmaV+4cCETJkzAZDJd85xRERGRoubWuwxRpBiaPXs2r732GjVr1iQsLIysrCz27Nlj+cWTMWPGULt2bTtXKSIicmMUNEWKgPbt27Nv3z7WrVvHrl27SE9Pp2TJktxzzz088cQT+f7EpIiISFGnczRFRERExCZ0jqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiELgYq4pZ/b5ufT7vVrAidZ+8SioRmsd3sXUKR0Mxvob1LKBLGuWXYuwSRImdMvTF2W/eln8G1hUs/KXur0YimiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNhEoQbNMWPGYDKZ8jyqVq1aKOufNWsWJpOJM2fOAHDu3DnGjBnD33//XSjrFxEREbmdOBX2Ct3c3Fi2bJlVm7u7e6Gsu2PHjqxduxYfHx8gN2iOHTuWqlWrUrly5UKpoShasvw7tu5cR1x8LC7OLkRHVOS+Dr0ICgi19Dl/IZH5P3/Orn1/kZ6RRmBACB1adKVWtYZ2rLzgxe+OZ9dPu0g8nEjauTTufPpOStcpbZm+7uN1HFp1yGqeoGpBtBjeorBLtZnreT+cPhvHtz/N4sCR3WRnZ1G5fE163PsYXp4+9iu8gL2/cCtTF/1l1RYV6MXPr9wPwOgv1rB210niz6fibnaiZplSPHt/baKDfexQrf38/ePf/PXNX5RvV57aD9e2dzk2da39w+U2ztzI/mX7qdmzJhXbVyzkSgvXwqELSTmTkqe9XKty1Olbxw4VycqVK3njjTfYvHkzJ0+e5Pvvv6dz58759h00aBAff/wx77zzDs8884ylPSEhgSFDhvDjjz/i4OBAly5deO+99/Dw8LihWgo9aDo4ONCgQYMCW15aWhpubm7X1TcgIICAgIACW/d/raeo2HtoJ80adCAyrCw5Fy+y4JfZTJ4+ltHDJmN2cQVg1jeTSU1L4fE+I/Fw92RjzJ9Mm/MWIwdPIjw02s6voOBkZ2TjG+5LdLNoVr23Kt8+wdWDqd+/vuW5o7NjYZVXKK71fsjITOe96WMpHRzJ0P5jAVj461dM/ew1RjzxOg4OxeeMnLIhPswY2tby3Omy11YloiR3148mxK8E51IymfpjDI+9+xu/TeiCYzHaBldz9uBZ9i/bj0+Yj71LKRTXs38AOLbpGGf2n8HN99b6LLhZbce2xcgxLM/PHz/P8onLCasfZseqbm8pKSnccccdPPLII9x///1X7Pf999+zbt06QkJC8kzr2bMnJ0+e5LfffiMrK4t+/foxYMAA5syZc0O1FJm9YWRkJIMHD7ZqW7BgASaTicOHDwNw+PBhTCYTs2bNon///pQsWZJ69eoBYDKZmDRpEmPGjCEwMBB/f3/69etHSso/37IuP3R++PBhoqKiAOjWrZvlMP7hw4f5448/MJlMbNq0yaqezp0707x5c8vzMWPG4OHhwYYNG2jYsCGurq5MnToVgF27dtGpUye8vb0pUaIEHTt25MCBAwW92QrEU4+8TKM6LQkJDKd0SBR9ug0h4dwZjh7/p96DR/bQotFdRIWVI6BkEHe16oa7mztHY4vma7pZIXeEUL1bdcLqXHkH6eDkgJuPm+XhUsKlECu0vWu9Hw4c3s3ZxNP06TaE0KAIQoMi6Nt9CEdjD7DnwHY7V1+wnBxMBHi7Wx6+nq6Wad2bVqBu+SBC/T2pElGSpzvX5GRiCrFnku1YceHJSs9i7YdrqfdovWL3N3Al17N/SE1IZfPnm2n0eCMcHIvMR6xNuXq5Wu0TY2Ni8SjlQamKpexd2m2rQ4cOjB8/nvvuu++KfWJjYxkyZAizZ8/G2dnZatquXbtYsmQJn376KfXr16dJkyZMmTKFuXPncuLEiRuqxS5/BdnZ2VYPwzCuPdNlRo4ciWEYfPXVV7zxxhuW9vfff599+/bx2Wef8fLLLzNnzhxeeeWVfJcRHBzM/PnzAXjttddYu3Yta9euJTg4+IZqyczM5KGHHuLhhx9m8eLFtG3bloMHD9KoUSMSEhKYNWsWc+bM4fTp07Rq1YqMjIwbWr49pKWnAuDu/s/weHREBTZvW01K6gVycnLY+NcqsrKyKB9dOOfXFiXxu+OZ/8R8Fj23iI0zN5Jxoej/n/4X/34/ZGdnYTKBk9M/OyYnJxdMJhP7D++yS422ciT+Ak2f+5o2L3zLc5+u5MTZ/ENkakYW81fvp7S/B0F+JQq5SvvY9NkmQu4IIahqkL1LKTKMHIO1H62lUsdKeJf2tnc5dnEx+yKHVx8mulk0JpPJ3uUUKxkZGSQlJVk9bjZT5OTk0KtXL5577jmqVKmSZ/ql0wzr1Pnn1IfWrVvj4ODA+vXrb2hdhX7oPCUlJU9y/uKLL25oGTVq1ODTTz/N0x4cHMzs2bMBaN++PVu2bOHbb7/l9ddfz9PXbDZTs2ZNAMqVK3fTh/OzsrJ49dVXeeCBByxtffr0wc/Pj99++w1X19wRkEaNGhEdHc306dN54oknbmpdhSEnJ4d5i2ZQJqIioUERlvb+D/2PT+e8xbPj+uDg4IiLs5lBvUZQyv/GgvmtLrh6MKXrlsYjwIPkU8n8Ne8v/njzD9qMblOsDhlfkt/7ISq8PC7Orny/+HM6t3sYA4PvF39BTk4OSRcS7VxxwakeFcBrfZsQFeTF6fNpTP0xhoffWMyPYzpTwjV3Hzbnj9289d0mUjOyiQr0YvozbXFxKl6nUuTnyNojJB5OpN3YdvYupUj5e9HfODg6UL5teXuXYjexm2PJSs0i6s4oe5dS7EyYMIGxY8datY0ePZoxY8bc8LImTpyIk5MTTz31VL7T4+LiKFXKekTayckJPz8/4uLibmhddrkYaOXKlVZt0dHRvPTSS9e9jI4dO+bb3qZNG6vnlStXZu7cuTde5A36dz2//vorPXr0wMnJiezsbAB8fX2pWbMmGzduvOJyMjIy8nw7yczKxMW58A5Lzf1hGrFxR3nu8Vet2hf+OofU9BSeeWwMHu6exPy9gWlz3uR/g161CqTFXUTDf16rT5gPPuE+/Pjsj8TviieoSvEb2cnv/eDp4c2Anv9jzoKPWb7mZ0wmE3XvuJPw0GhMpuITtptW++cijwqloXqUP62e/5bFmw7RtUlukLinXjSNKoVw+nwqM3/dydBPVjBnRAfMzoW+ay00KWdT2PzlZlqMaIGjS/EP1dcr4VACe3/dS7tX2t3WI3kHVhwguHow7r6Fc5Hv7WTkyJEMGzbMqs1sNt/wcjZv3sx7773Hli1bCuW9apeLgS4fir0ZgYGB+bZfupr8EhcXF5sfqnZ3d89zBdaZM2d49913effdd/P0d3G5cmjM79tK7+6P07fHkwVS67V89cM0tu/exLMDx+Pr7W9pP302jj/WLubloe8SEhgOQOmQKPYf3sUfaxfT875BhVJfUeRRygOzp5nkU8mQ9+jDLe1K7weAyuVrMH74hySnJOHg4Ii7WwmGj38E/+r5/20WB17uZiIDvTgaf8HS5unugqe7C5GBXtwRHUCDZ77i961H6Viv+Fwg92+JhxLJSMrgl1G/WNqMHIP4PfHs+20f3Wd2L5aj+9cSvyee9KR0Fj6z0NJm5BjEzIlh7y97ufede+1YXeFIOZPCqR2naPJ0E3uXUiyZzeabCpb/9ueffxIfH094eLil7eLFizz77LO8++67HD58mKCgIOLj463my87OJiEhgaCgGxtUKTJfu11dXcnMzLRqS0zM/zCcrRP4pcPd+dXz73XnV4ufnx8dO3bM9xC5p6fnFdeb37eVtUtsf7GNYRjMXfgpMTvXM2zAOPz9rMNCZlZuWP/3aJWDyeGGz68tblITUslIzsDVx/XanW8R13o/XM6jhBcAu/dv50LKeapXrltYZRa6lPQsjp2+wL0NrnAlsZG77TKzLxZuYYUssEogHV7rYNW2ftp6vEK8qNSx0m0ZMgGiGkflOarxxxt/ENk4kuimxfeLx+UOrjyI2ctMSI28VzBL0dGrVy9at25t1dauXTt69epFv379AGjYsCHnzp1j8+bN1K6de9uyZcuWkZOTQ/369fMs82qKTNAsXbo0u3ZZX0jw66+/2nSdl0YX09PT89QCuVddNWrUCMgdpdyyZYtlg19N69at2bFjBzVr1sTR8foPLeX3baUwDpt/9cMnbIz5k8d7j8TV7Mb5/z/Pzs3VHRdnM0EBoQSUDGb2/I/o0rFP7qHznevZtf8vnujzgs3rK0xZ6Vm5o5P/L/l0MolHEnEp4YKLhws7vt9BWN0wXL1dSY5PJmZuDJ6BngRXKz7nql7r/QCwZtNSgkqVxrOENweP7uGbH6fTqvHdVvfavNVNmreR5tXDCC1ZgvjzaUxZuBUHBxMd60Vz7PQFFm86ROPKIfh6uHLqXCrTFm/H7OJE06r531exuHB2c85zOyMnsxMuHi7F/jZHV9s/lPAvgdnTev/t4OiAq7crXsFehV1qoTNyDA6uPEjUnVG3zdX2RVlycjL79++3PD906BAxMTH4+fkRHh5OyZIlrfo7OzsTFBREhQoVAKhUqRLt27enf//+fPTRR2RlZTF48GB69OiR762QrqbIBM2uXbvy+OOPM3bsWBo1asTPP//M2rVrbbrOoKAgfHx8+Oqrr4iKisJsNlO9enVKly5N/fr1GTt2LN7e3jg5OTFx4kS8va/vKsKxY8dSt25d2rVrx4ABAwgMDCQuLo4VK1Zw55138uCDD9r0dd2oletyD4G9/ckoq/beXQfTqE5LHB2dGNzvRRYs/pIPPnuNjIx0AkoG0afbEKpVLF43aE44lMCy1/75QYGtc7YCENUkijr96nDu2DkO/XmIrNQs3HzdCKoaRLWu1YrVvTSv9X4AOHX6BAuWzCYlLZmSvgF0aNGVVk3uKfRabSkuMYX/fbqCcykZ+Hm4UqtsKeY+3xE/T1eyL+awad8pPv/9b5JSMynp5UqdckF8NeIuSnrdHvdOvB1dbf/QYGDB3R/6VhS3M47Us6m3zehtUbdp0yZatPjnh0QuHS3t06cPs2bNuq5lzJ49m8GDB9OqVSvLDdsnT558w7UUmaD52GOPceDAAT788EPeeecdevTowYQJE3jooYdstk4HBwdmzpzJCy+8YLn10KFDh4iMjGT27Nn079+fvn37EhQUxPjx45k7dy7nzp275nLLli3Lhg0beOmll3jiiSdITk4mODiYpk2bUr16dZu9npv10evzr9kn0D+Egb2GF0I19hVYKZAHv7jyF4Hi9AtAV3I974f7OvTivg69CqEa+3l7QPMrTivl484nT7W54vTbTasXW9m7hEJxrf3Dv90O52VeElwt+Ia2jdhW8+bNb+jUtkv3K7+cn5/fDd+cPT8m43Y/ya6IW/79TnuXUCSsCJ1n7xKKhGax3exdQpHQzG/htTvdBsa5Fe97uIrcjDH1xtht3QMHDrTZsj/++GObLduWdCKFiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEk70LEBERESkOHkz5wYZL/9iGy7YdjWiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE3oPppyS2gW283eJYiIiMgN0oimiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiISDGycuVK7rnnHkJCQjCZTCxYsMAyLSsrixEjRlCtWjVKlChBSEgIvXv35sSJE1bLSEhIoGfPnnh5eeHj48Ojjz5KcnLyDdeioCkiIiJSjKSkpHDHHXcwderUPNNSU1PZsmULo0aNYsuWLcyfP589e/Zw7733WvXr2bMnO3fu5LfffmPRokWsXLmSAQMG3HAtTjf9KkRERESkyOnQoQMdOnTId5q3tze//fabVdv7779PvXr1OHr0KOHh4ezatYslS5awceNG6tSpA8CUKVO46667ePPNNwkJCbnuWjSiKSIiInIbO3/+PCaTCR8fHwDWrl2Lj4+PJWQCtG7dGgcHB9avX39Dy74tguaYMWMwmUyWh6urK5UqVWLSpEnk5OTc0LKaN2/O3XffbaNKRURERPLKyMggKSnJ6pGRkfGfl5uens6IESN48MEH8fLyAiAuLo5SpUpZ9XNycsLPz4+4uLgbWv5tc+jczc2NZcuWAZCWlsby5ct5/vnnycnJ4fnnn7dzdfa1ZPl3bN25jrj4WFycXYiOqMh9HXoRFBAKQErqBX78bS679v1FwrkzeJTwokaVetzb9kHcXEvYufqCs2LdElau+4WzifEABAeG0bFVd6pWqHXbbAPQ++FKpi3extvfb6FXq0q88EB9AE6fT+WNbzexdtcJUtKziQz0YtBd1WlbO9K+xdpY/O54dv20i8TDiaSdS+POp++kdJ3S9i7L5q7ndZ+PPc9fX/9F/O54ci7m4B3qTZOnmlDCv/j+bWSlZbHtu20c33ScjKQMfCN8qdWrFiWjS9q7tGJlwoQJjB071qpt9OjRjBkz5qaXmZWVRffu3TEMgw8//PA/Vpi/2yZoOjg40KBBA8vzFi1asH37dubPn3/bB829h3bSrEEHIsPKknPxIgt+mc3k6WMZPWwyZhdXziUlcD4pkS539SE4MIyziaeZs+AjziUlMPDh4fYuv8D4epWkc/uHKeUfDAas3bKcDz9/nRefehPDMG6LbQB6P+Rn++EzfL1yLxVK+1q1Pz9jFRfSMpn6ZCt8PVxZtOEgQz9ZwbwXPakcXnw/ZLMzsvEN9yW6WTSr3ltl73IKzbVe94VTF/h9/O9EN42m6v1VcXZz5nzseRydHe1QbeHZMH0D546fo+Gghrj5unF49WGWv76cu16/C3c/d3uXV2yMHDmSYcOGWbWZzeabXt6lkHnkyBGWLVtmGc0ECAoKIj4+3qp/dnY2CQkJBAUF3dB6botD51fi6elJVlaW5fnzzz9PtWrV8PDwIDQ0lAcffJCTJ0/mO+/nn39OmTJlcHNzo3nz5uzZs8cyrUuXLjRu3DjPPB9++CGurq4kJCQU/Iv5D5565GUa1WlJSGA4pUOi6NNtCAnnznD0+AEAQoMiGNhrONUr1yWgZBAVy1ajU9uebN+1iYsXL9q5+oJTvXJdqlWsTaB/CIEBIXRu1xOziyuHju69bbYB6P3wbynpWTz36UrG9WqEl7uL1bSYg/H0bFGJ6lEBhAV48njHO/B0d2HnkbN2qrZwhNwRQvVu1QmrE2bvUgrVtV73tnnbCLkjhJoP1sQv0g/PQE9K1yqNq7drIVdaeLIzszm28Rg1etSgVMVSeAZ6Uu3+angEerB/6X57l1esmM1mvLy8rB43GzQvhcx9+/bx+++/U7Kk9Rfjhg0bcu7cOTZv3mxpW7ZsGTk5OdSvX/+G1nXbjGhCbhqHfw6df/fdd7zwwguW6fHx8bzwwguEhIRw+vRp3nrrLZo1a8bff/+Nk9M/m2rLli0cOHCA119/HYCXXnqJdu3asWfPHsxmM/3796dDhw7s2bOHChUqWOabMWMG9913H35+foX0im9OWnoqAO7uHlfpk4KrqzuOjsXzm3pOzkU2b19LZmY6UeEV8u1T3LfBJbf7++GVr9bRrFppGlUO4aOf/7KaViO6FIs3HaJZ9dJ4ubmweNMhMrMuUq/CjX3jl1ufkWNw4q8TVOpYieWTlpN4OBGPAA8q31O5WJ9WYFw0MHKMPKO2ji6OnN572k5VSXJyMvv3/xP0Dx06RExMDH5+fgQHB9O1a1e2bNnCokWLuHjxouW8Sz8/P1xcXKhUqRLt27enf//+fPTRR2RlZTF48GB69OhxQ1ecw20UNFNSUnB2drZqe+CBB6wOm8+YMcPy74sXL9KwYUNKly7NsmXLaNu2rWXaqVOnWLFiBeXKlQOgZs2aVKhQgVmzZjFw4EDatm1LeHg4M2bMYOLEiQDs2LGDTZs28dprr9nyZf5nOTk5zFs0gzIRFQkNisi3T3JKEj8vm0eTem0KuTrbi407wqQPRpKVnYnZxZWBvUYQEph39KI4b4PL3e7vh582HOTvI2eZ92L+FwC+M7AZwz5ZQcOhX+HkYMLVxYkpj7cgopRXvv2l+EpPSic7PZu/f/yb6l2rU+OBGpzcdpI/J/9Jq5GtKFWp1LUXcgtydnPGv6w/OxfsxCvEC1dvV46sPcLZfWfxCLzyl1OxrU2bNtGiRQvL80uH3Pv06cOYMWNYuHAhADVq1LCab/ny5TRv3hyA2bNnM3jwYFq1aoWDgwNdunRh8uTJN1zLbRM03dzcWLlyJZB75dbmzZt5+eWX6d+/vyVgLl68mFdeeYWdO3eSlJRkmXfv3r1WQbNq1aqWkAlQtmxZ7rjjDtavX8/AgQNxcHDg0Ucf5cMPP+TVV1/FycmJGTNmEBERQatWra5YY0ZGRp4ryDKzMnFxdrnCHAVv7g/TiI07ynOPv5rv9LT0VN6f9SrBpcK4p/UDhVZXYQn0D+HFp94iLT2VLTvW8tm8KQwb8IpV2Czu2+Byt/P74WRCChO+3sD0oW0xO+e/q5z8w1YupGYyY2hbfD1cWRpzlKGf/MGXz91F+X+dzynFm2EYAJSuXZqKHSoC4Bvhy5l9Z9i3bF+xDZoADQY1YP209fzw1A+YHEz4RvoS3jCcxMOJ9i7tttW8eXPLezI/V5t2iZ+fH3PmzPnPtdw2QdPBwcHqflCNGzcmOzubZ599lmHDhpGWlsa9995Lp06deP755ylVqhQmk4kGDRqQnp5utax/X/IPEBgYaHU+5yOPPMK4ceP4+eef6dChA19++SVPPPEEDg5XPi02vyvKend/nL49nrzZl31DvvphGtt3b+LZgePx9fbPMz09I40pM17B1ezGoF4jcHQsfm8fJyfn3IuBgIjSZThyfD/LVy+i5/2PA7fHNrjkdn8/7DxyhrMX0uky/kdL28Ucg037TjFn+W5+Hncfs5fvZuGYTpQLyQ2VFcP8cqf/sYsxDzeyV+liB2ZPMyZHE14h1qPZXiFexf4QsmegJ61fak12ejZZ6Vm4+bix+v3VeARoRFNuo6CZn0qVKgGwc+dO/vrrL7y9vfnmm28sYfDIkSP5zvfvK7Eg93D65UPQpUuXpn379syYMYPs7GzOnDlDv379rlpPfleUrV1y4EZe0k0xDIO5Cz8lZud6hg0Yh79fYJ4+aempTJ4xDidHZ57oPRLnQhxltScjJ4esS+f23ibbQO+HXA0rhfDD6E5WbS/OWkVUkDePta9GembuhU8OJpNVH0cHEznXHiyQYsbRyZGSUSW5EHfBqv1C3IVifWujyzm5OuHk6kRmSiYnt5+kxgM17F2SFAG3ddDcsWMHAP7+/qSlpeHs7Izpsg+N2bNnX3G+/fv3U7ZsWQD279/PX3/9xcCBA6369e/fn65duxIfH0+rVq2IiMj/HLdLzGZznivICuOw+Vc/fMLGmD95vPdIXM1unL+Qe7jDzdUdF2dzbqiYPpbMrEwe6fUMaRmppGXkXiDiWcILB4ficQHI90u+pGr5mvj6BJCRmcaGmD/Ze2gnQx4ZddtsA9D74ZISrs6UD7U+/O1mdsLHw0z5UF+ysnMIL+XJ6C/XMrxrHXxKmFkac5Q1u07w4eDWdqq6cGSlZ5F8KtnyPPl0MolHEnEp4VKsQ9W1XnfFjhVZ8/4aAioEEFg5kJPbThK7NZZWL1z5lKni4OS2kxgYeAV5ceHUBWLmxuAV7EV002h7lyZFwG0TNHNycli3bh0AmZmZbN68mfHjx1O5cmWaNm1KRkYG7777LkOGDOG+++5j7dq1fPHFF/kuKzAwkHvuuYdx48YBMGrUKEJDQ+nbt69Vv44dOxIQEMDatWv56quvbPr6/ouV634B4O1PRlm19+46mEZ1WnI09iCHju0DYNQbT1j1GT/8I/z9ise5RxeSzzPzm8kkXUjEzdWd0OBIhjwyisrlarDnwI7bYhuA3g/Xy9nJgY+HtOHt+Zt54v2lpGZkE17Kkwl976RZteJ7lTFAwqEElr22zPJ865ytAEQ1iaLBwAZXmu2Wd63XHVYnjDr96vD3j3+z5YsteAZ70uSpJgRUCLBXyYUiKy2Lv775i9SEVFxKuBBWN4zq3arj4HRb30FR/p/JuJ4zQm9xY8aMsTr30cnJibCwMDp06MDo0aMt51xOmjSJKVOmkJCQQOPGjZk6dSrly5fnjTfe4H//+x+Qe4Kth4cHXbp0Ydy4cZw8eZL69evz0UcfWQ7FX27gwIHMmzePkydP3tT9rpZ/v/MmX7VI8dXMb6G9SygSxrn995+fEyluxtQbY7d1//Gw7W5t1vzLG/vpx6Litgia9pKTk0OZMmW4++67mTJlyk0tQ0FTJC8FzVwKmiJ5KWgWLbfNofPClJmZyV9//cW3337LsWPHGDx4sL1LEhERESl0Cpo2cOLECerVq0dAQADvv/++1a8DiYiIiNwuFDRtIDIy8rpuhioiIiJSnOmSMBERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJ3bBdREREpADU/GqQ7Rb+pe0WbUsa0RQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtwsncBIiI3apxbhr1LkCKkWWw3e5dQJKwInWfvEkTy0IimiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiEgxsnLlSu655x5CQkIwmUwsWLDAarphGLz88ssEBwfj5uZG69at2bdvn1WfhIQEevbsiZeXFz4+Pjz66KMkJyffcC0KmiIiIiLFSEpKCnfccQdTp07Nd/qkSZOYPHkyH330EevXr6dEiRK0a9eO9PR0S5+ePXuyc+dOfvvtNxYtWsTKlSsZMGDADdfidNOvQkRERESKnA4dOtChQ4d8pxmGwbvvvstLL71Ep06dAPj8888JDAxkwYIF9OjRg127drFkyRI2btxInTp1AJgyZQp33XUXb775JiEhIdddi0Y0RURERIq4jIwMkpKSrB4ZGRk3vJxDhw4RFxdH69atLW3e3t7Ur1+ftWvXArB27Vp8fHwsIROgdevWODg4sH79+htan4KmiIiISBE3YcIEvL29rR4TJky44eXExcUBEBgYaNUeGBhomRYXF0epUqWspjs5OeHn52fpc7106FxERESkiBs5ciTDhg2zajObzXaq5vopaIqIiIgUcWazuUCCZVBQEACnTp0iODjY0n7q1Clq1Khh6RMfH281X3Z2NgkJCZb5r5cOnYuIiIjcJqKioggKCmLp0qWWtqSkJNavX0/Dhg0BaNiwIefOnWPz5s2WPsuWLSMnJ4f69evf0PrsFjRnzJiByWTKc9+mKVOmYDKZGD16tFV7QkICDg4OTJo06ZrLPnfuHGPGjOHvv/++4br69u1L1apVb3g+ERERkaIgOTmZmJgYYmJigNwLgGJiYjh69Cgmk4lnnnmG8ePHs3DhQrZv307v3r0JCQmhc+fOAFSqVIn27dvTv39/NmzYwOrVqxk8eDA9evS4oSvOwY6Hzhs3bgzAmjVrKFeunKV99erVuLu7s2bNGqv+a9aswTAMmjRpcs1lnzt3jrFjx1K1alUqV65csIUXQyvWLWHlul84m5g7TB4cGEbHVt2pWqEWAFlZmXz70yw2bVtFdnY2lcvV4MHOA/Dy9LFj1QVvyfLv2LpzHXHxsbg4uxAdUZH7OvQiKCA0T1/DMHh/5nh27t3KoF4jqFHlxr7hFWVXez+cSYjnpUmD8p2v/0P/o3b1RoVZaqHLSsti23fbOL7pOBlJGfhG+FKrVy1KRpe0d2mFauHQhaScScnTXq5VOer0rZPPHLe+a+0n3/p4FPsO7bSa5876bel5X/5/L8VFTk4OO+bv4PDqw6SfT8fN142oO6Oo0qkKJpPJ3uXdtjZt2kSLFi0szy+d29mnTx9mzZrF8OHDSUlJYcCAAZw7d44mTZqwZMkSXF1dLfPMnj2bwYMH06pVKxwcHOjSpQuTJ0++4VrsFjQrVKhAQEAAq1evpk+fPpb21atX07dvXz7//HMuXryIo6Ojpd3V1dXqUnspGL5eJenc/mFK+QeDAWu3LOfDz1/nxafeJCQwnHmLZrJ992b6P/Qcbq7uzF04jY++nMjwx2/8areibO+hnTRr0IHIsLLkXLzIgl9mM3n6WEYPm4zZxdWq79JVi6CY7kSv9n4ICghl4ovTrfqvWv8bv65cQJUKNe1UceHZMH0D546fo+Gghrj5unF49WGWv76cu16/C3c/d3uXV2jajm2LkWNYnp8/fp7lE5cTVj/MjlXZ1rX2kwBN6rXhnjY9LPO4OBf9CzX+q12LdrFv6T4aDGyAd6g3CYcSWD9tPc5uzlRoV8He5d22mjdvjmEYV5xuMpkYN24c48aNu2IfPz8/5syZ859rses5mo0bN2b16tWW50ePHuX48eM8/fTTpKens23bNsu01atXU6dOHQ4ePEiPHj0ICwvD3d2dypUr89Zbb5GTkwPA4cOHiYqKAqBbt26YTCZMJhOHDx8Gcu9D9dJLLxEdHY3ZbKZ06dL07ds3T21//PEHNWvWpESJEtSrV8/qPAXIHdF68803KV++PGazmejoaN555x2rPsePH6d79+4EBgbi6upKVFQUQ4cOLYhNV6CqV65LtYq1CfQPITAghM7temJ2ceXQ0b2kpaewetNSut7dl4plqxFRugx9ug7m4JE9HDy6x96lF6inHnmZRnVaEhIYTumQKPp0G0LCuTMcPX7Aqt+xE4f4/c8f6N31STtValtXez84ODji7elr9YjZuZ7a1Rvjanazd+k2lZ2ZzbGNx6jRowalKpbCM9CTavdXwyPQg/1L99u7vELl6uWKm4+b5REbE4tHKQ9KVSx17ZlvUVf7u7jExdnF6m/DzbX4f/k4s+8MpWuVJrRGKB4BHoTXCyeoahBnD561d2lSRNj1qvPGjRvzww8/kJiYiK+vL6tXryYsLIzy5ctzxx13sHr1amrWrElWVhYbN27kmWeeITY2lgoVKtCzZ088PT2JiYlh9OjRJCcnM3r0aIKDg5k/fz73338/r732mmXo+NKVVV26dGHZsmW88MILNGjQgNOnTzN//nyruuLi4njqqad4/vnn8fb2ZuTIkdx3330cOHAAZ2dnAJ5++mk+/fRTXnzxRerXr8+aNWsYMWIEbm5uDBqUe6ikd+/enDhxgsmTJxMYGMjRo0fZtGlTIW7hG5eTc5HN29eSmZlOVHgFjhw/yMWL2VQqe4elT1Cp0vj5+HPwyF6iw4vvN9a09FQA3N09LG2ZmRlMn/sOPToNwNvT116lFZp/vx/+7cjxAxw7eYgenfvbobrCZVw0MHIMHJ0drdodXRw5vfe0naqyv4vZFzm8+jAVO1S8bQ6VXunvYkPMn6zfuhJvTx+qVapLx5bdcHEp3qOa/uX8ObD8AEknk/AK9iLxSCKn956m1kO17F2aFBF2DZpNmjTBMAzWrl3LXXfdxZo1a2jUKPccr0aNGrFmzRoGDx7Mli1bSE9Pp0mTJrRq1YpWrVoBWM7ZTE1N5f3332f06NGYzWZq1sw9hFeuXDkaNGhgWd9vv/3GTz/9xJw5c3jwwQct7Zf/G3IvPFqxYgVVqlQBoESJErRo0YL169fTpEkTDhw4wPvvv89HH31k+d3P1q1bk5qaytixYxkwYAAODg5s2LCBCRMm8MADD1iW3bt3bxtsyf8uNu4Ikz4YSVZ2JmYXVwb2GkFIYBjHTx7CydEJd7cSVv09PXxISk60U7W2l5OTw7xFMygTUZHQoAhL+7xFMygTXoEaVerZsTrbu9L74d9Wb/qdoFKlKRNR0Q5VFi5nN2f8y/qzc8FOvEK8cPV25cjaI5zddxaPQI9rL6CYit0cS1ZqFlF3Rtm7FJu72t9FvRp34ucbgI+XH8dPHub7xV9w6nQsg3qNsHPVtlX57spkpWXx04ifMDmYMHIMqnetTmTjSHuXJkWEXYNm7dq1cXNzY/Xq1dx1112W8zMh99L6559/Hsg9bG4ymWjUqBHp6elMmDCB2bNnc/ToUbKysizLS05OxsPjyjv8pUuX4u7uTo8ePa7YByAkJMQSMgHLBUXHjx8H4PfffwdyR0ezs7Mt/Vq3bs3EiRM5duwYERER1KpVizfffBMnJyfatGlD2bJlr7rejIyMPD8nlZmViYuzy1XnKwiB/iG8+NRbpKWnsmXHWj6bN4VhA16x+XqLqrk/TCM27ijPPf6qpe2vvzew+8AOXnzqTTtWVjiu9H64PGxmZmWwMeZP7mrZzY6VFq4Ggxqwftp6fnjqB0wOJnwjfQlvGE7i4eL7petaDqw4QHD1YNx9i/9h4qv9XdxZv62lX2hQBN6efrz76WhOn40joOSN3XfwVnJ0/VGOrDlCo8cb4V3am8QjiWyZvQU3Xzei74y2d3lSBNj1HE1nZ2fq1q3L6tWrSU5OZtu2bVYjmpfO2Vy9ejWVK1fG19eXESNG8MYbb9C/f39+/vlnNm7cyEsvvQRAenr6Vdd39uxZgoODr3l4x8fHx+q5i4uL1fLPnDmDYRj4+/vj7OxsebRp0waAY8eOAfD111/TqlUrXnzxRcqVK0fFihXzHKa/XH4/LzXnu2lXrbWgODk5U8o/mIjSZbiv/cOUDo5k+epFeHn4kn0xm9Q06ytMLySfw8ujeB46/uqHaWzfvYlhA8bh6+1vad9zYDtnEuIYNrYXT7zQlSde6ArAx1++wVsfj7JXuTZxpffD5bZsX0tmViYNajW3T5F24BnoSeuXWtNtWjc6vdeJdmPbYVw08Ai4PUc0U86kcGrHKco0L2PvUgrF9fxdXBIVnns3lfizJwuzxEIXMzeGSndXIqJhBD5hPkQ1iaJCuwr8/eON315Qiie7/zJQkyZNePfdd1m1ahVms9lyV/qIiAiCg4NZvXo1a9asoVOnTgDMmzePgQMHMmLEP4cjfvrpp+taV8mSJTl58iSGYfync4n8/PwwmUysWrXKEkIvV6FC7jk7wcHBzJgxg08//ZTNmzczfvx4HnjgAfbs2UN0dN5vevn9vNTaJQfy9CsMRk4OWdnZRJSOxtHRid37t1GrWu6NXONOx5Jw7gzREeXtUputGIbB3IWfErNzPcMGjMPfz/p3YNs1v5/GdVtbtb3y7lC63d2P6pWK990QLr0fLrd641KqV6qDp4e3naqyHydXJ5xcnchMyeTk9pPUeKCGvUuyi4MrD2L2MhNS48buq1dc5Pd3ccmxE4cAiv253NmZ2Xk+T00OJrjyBc9ymykSQfO1117j/fffp27dujg5/VNSo0aN+OKLL4iLi7PcdzMtLc0q3F28eJG5c+daLfPfI5CXXDq0/c0331idN3mjLp0jevbsWe65555r9ndwcKBu3bqWm6Pu378/36CZ389LFcZh8++XfEnV8jXx9QkgIzONDTF/svfQToY8Mgo31xI0rtOKb3+aSQl3D1zN7ny98FOiwysUuwuBvvrhEzbG/MnjvUfianbj/IXcw6Furu64OJstV5L+m5+Pf55Qeiu72vvhkvgzJ9l/+G8G933RjpUWvpPbTmJg4BXkxYVTF4iZG4NXsBfRTW+/Q4RGjsHBlQeJujMKB8fi/yNzV/u7OH02jg0xK6laoTYl3D2JjTvMvEUzKRdVmdLBkfYu3aZCa4Syc+FO3P3d8Q7NPXS+Z8me2/JvQvJn96DZsGFDHBwc+Pnnny3nZF4+7bnnngOw3Ki9TZs2TJs2jcqVK+Pv788HH3yQ57zGoKAgfHx8+Oqrr4iKisJsNlO9enVat27NXXfdxSOPPMKBAweoX78+CQkJfPvtt3z99dfXXXP58uV58skn6dWrF8899xz169cnKyuLvXv3snz5chYsWMD58+dp164dvXr1okKFCmRmZjJlyhR8fHyoVatoXY13Ifk8M7+ZTNKFRNxc3QkNjmTII6OoXK4GAN3u7ofJZOLjL98gOzuLyuVzb9he3Kxc9wsAb39ifRi8d9fBNKrT0h4l2cW13g8AazYtxcerJJUua7sdZKVl8dc3f5GakIpLCRfC6oZRvVt1HJyKf9D6t7idcaSeTb1tAsXV/i4Szp1h9/5tLFu9iIzMDHy9/alZtSF3texq77Jtrnbv2mz7bhubZm0iIykDN183yrYoS5X7qlx7ZrktmIyr3dGzkFSvXp3t27fz448/cvfdd1va165dS6NGjQgJCSE2NhbI/dH3QYMGWS7s6du3L2XLlqV///6cPn0af//cc+oWLFjACy+8wMGDB8nIyODQoUNERkaSnp7O2LFjmTNnDidPniQwMJC2bdsyfXruTaj79u3Lpk2b2LFjh6WOc+fO4evry8yZMy0XKxmGwdSpU/n444/Zu3cvHh4eVKhQgW7dujF06FAyMjIYPHgwf/75J0ePHsXNzY06deowfvx46tate93bZvn3O6/dSeQ2syJ0nr1LkCKkWeztc0Ha1ejvIteYemPstu7zjrZbt/dF2y3blopE0JQrU9AUyUsfqHI5Bc1c+rvIpaBZtNx+x3tEREREpFAoaIqIiIiITdj9YiARERGR4qD9EzVttuy1NluybWlEU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbMLJ3gXI1a0InWfvEoqEZrHd7F1CkaD3Q64x9ULsXUKRMGbDCXuXICJyVRrRFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERESlGLl68yKhRo4iKisLNzY0yZcrwyiuvYBiGpY9hGLz88ssEBwfj5uZG69at2bdvX4HXoqApIiIiUoxMnDiRDz/8kPfff59du3YxceJEJk2axJQpUyx9Jk2axOTJk/noo49Yv349JUqUoF27dqSnpxdoLU4FujQRERERsas1a9bQqVMnOnbsCEBkZCRfffUVGzZsAHJHM999911eeuklOnXqBMDnn39OYGAgCxYsoEePHgVWi0Y0RURERIqRRo0asXTpUvbu3QvAX3/9xapVq+jQoQMAhw4dIi4ujtatW1vm8fb2pn79+qxdu7ZAa9GIpoiIiEgRl5GRQUZGhlWb2WzGbDbn6fv888+TlJRExYoVcXR05OLFi7z66qv07NkTgLi4OAACAwOt5gsMDLRMKyga0RQREREp4iZMmIC3t7fVY8KECfn2/eabb5g9ezZz5sxhy5YtfPbZZ7z55pt89tlnhVy1RjRFREREiryRI0cybNgwq7b8RjMBnnvuOZ5//nnLuZbVqlXjyJEjTJgwgT59+hAUFATAqVOnCA4Otsx36tQpatSoUaB1a0RTREREpIgzm814eXlZPa4UNFNTU3FwsI54jo6O5OTkABAVFUVQUBBLly61TE9KSmL9+vU0bNiwQOvWiKaIiIhIMXLPPffw6quvEh4eTpUqVdi6dStvv/02jzzyCAAmk4lnnnmG8ePHU65cOaKiohg1ahQhISF07ty5QGtR0BQREREpRqZMmcKoUaN44okniI+PJyQkhIEDB/Lyyy9b+gwfPpyUlBQGDBjAuXPnaNKkCUuWLMHV1bVAa1HQFBERESlGPD09effdd3n33Xev2MdkMjFu3DjGjRtn01p0jqaIiIiI2ISCpoiIiIjYRLEJmmPGjMFkMmEymXBwcMDb25tq1aoxePBgdu3aZe/yRERERG47xeocTTc3N5YtWwbAhQsX2L59O5988gnTpk1j+vTpPPzww3ausOiK3x3Prp92kXg4kbRzadz59J2UrlM6374bZ25k/7L91OxZk4rtKxZypbazZPl3bN25jrj4WFycXYiOqMh9HXoRFBBq6XP+QiLzf/6cXfv+Ij0jjcCAEDq06EqtagV7O4iiZvv87ez4fodVm2ewJ3dPuttOFdnelClreP99659ii4ryZcmS3Ks2T59OYdKkFaxZc4SUlEyiovwYNKg+7dqVt0e5hWbnwp0c33ScpJNJODo74l/Onxo9auAV7GXv0mxqxbolrFz3C2cT4wEIDgyjY6vuVK1QC4DZ8z9k1/5tnE9KxGx2JTq8Avd36EVQqfz3o7eya31eGIbB9vnbObD8AFmpWfiX96du37p4BnnasWqxl2IVNB0cHGjQoIHleZs2bXjiiSfo2LEjjz76KI0aNSI6OtqOFeZKS0vDzc3N3mVYyc7Ixjfcl+hm0ax6b9UV+x3bdIwz+8/g5lu06i8Iew/tpFmDDkSGlSXn4kUW/DKbydPHMnrYZMwuuVfhzfpmMqlpKTzeZyQe7p5sjPmTaXPeYuTgSYSH2v+9ZUveod60eL6F5bmDY7E5IHJF5cqVZObMbpbnjo4my79HjFhMUlIGH37YGV9fN378cTfPPLOI777rSeXKgfktrliI3x1PudblKBldkpyLOWybt43lE5fT8fWOOLkWq48UK75eJenc/mFK+QeDAWu3LOfDz1/nxafeJCQwnPDQMtSr0RRfnwBS0y6w6PeveW/6OF4d8SEODo72Lr9AXevzYtdPu9j7614aDGhAiYASbP9uO8sn5b5HHF2K17aQayv2nxSurq5MmTKFzMxMPv30U0v7rFmzqF69Oq6uroSGhvLiiy9y8eJFq3ljY2Pp3bs3gYGBuLm5UbFiRd577z3L9JycHMaPH09kZCRms5mKFSvy8ccfWy1jzJgxeHh4sGHDBho2bIirqytTp0617Yu+CSF3hFC9W3XC6oRdsU9qQiqbP99Mo8cbFcuQ8dQjL9OoTktCAsMpHRJFn25DSDh3hqPHD1j6HDyyhxaN7iIqrBwBJYO4q1U33N3cORp74CpLLh5MjibcfNwsD7Nn/jcKLk4cHR0ICChhefj5uVumbd16gocfrkn16sGEhfnwxBMN8PIys3PnKTtWbHsthrcgumk03qW98Y3wpf6A+qSeTSXhcIK9S7Op6pXrUq1ibQL9QwgMCKFzu56YXVw5dHQvAHfWb0u56Cr4+5UiPLQM97Z9iMTzZzibeNrOlRe8q31eGIbBniV7qHJvFUrXLo1vuC8NBjYg7Vwaxzcft0O1Ym/F9+vnZSpXrkxoaChr1+YeBnv77bcZPnw4Q4cO5a233mLXrl2WoPn6668DcPbsWcvd8V999VWio6PZt28fBw78Eyiee+453nvvPV566SUaNWrEokWLGDRoEFlZWQwePNjSLzMzk4ceeoihQ4fy2muvUbJkyUJ89QXDyDFY+9FaKnWshHdpb3uXUyjS0lMBcHf3sLRFR1Rg87bVVKtYGzfXEmzevoasrCzKR1e1V5mF5kLcBRYMWYCDswP+Zf25o/sdlPAvYe+ybOrIkUSaNPkIs9mJGjWCefbZOwkJyT1EXLNmCIsX76F58yi8vFxZvHgPGRnZ1Kt35S9rxVFWWhYALiVc7FxJ4cnJucjm7WvJzEwnKrxCnukZmems2bQMf79AfL1vvf39f5FyOoX08+kEVQ2ytLm4u1AyuiRn9p8homGEHasTe7gtgiZAWFgYcXFxXLhwgdGjRzN8+HBee+01IPcQu4uLC8OGDeO5556jZMmSvP3228THx7N7924iIyMBaNmypWV5Z86cYcqUKTz33HOMGTMGgLZt23LmzBnGjRvH448/jqNj7iGCrKwsXn31VR544IFCfc0F6e9Ff+Pg6ED5tsX7/LNLcnJymLdoBmUiKhIa9M+Osf9D/+PTOW/x7Lg+ODg44uJsZlCvEbmH04qxkmVK0mBAAzyDPUk/l86O73fw+/jfuWvCXTi7Odu7PJuoXj2YCRPaExXlx+nTKUyduoaePefy44998fBw4d1372bo0EXUr/8BTk4OuLo68f77nYiI8LV36YXGyDHY8uUW/Mv74xPmY+9ybC427giTPhhJVnYmZhdXBvYaQUjgP18s/li7mO8Xf0FGZjqBAaE8/ehonJyK59/HlaSdSwPA1dv6pt+u3q6kn0+3R0liZ8Xv+OcVGIaByWRizZo1JCcn061bN7Kzsy2P1q1bk5aWxo4duRc8LF26lJYtW1pC5r+tX7+erKwsunXrZtX+wAMPcPr0afbu3WvV3rFjx2vWmJGRQVJSktUjOzP75l5wAUo4lMDeX/dSf0B9TCbTtWcoBub+MI3YuKM89tAwq/aFv84hNT2FZx4bwwuDJ9H6znuYNudNYuOO2KnSwhFyRwjh9cPxDfcluHowzf7XjKzULI6uP2rv0mymWbMoOnSoQMWKAdx5ZySffHI/SUkZLF68B4D33ltNUlIGs2Z15bvvetKvX22eeWYRe/YUv0OlV7Lps02cP36exk82tncphSLQP4QXn3qLEU9MpGmD9nw2bwonTh2zTK9fsykvPPUmzw54hUD/YKbNeZOsrEw7Vixif7fNiObx48cpX748Z86cAaBWrVr59jt2LHencfbsWapWvfLh0MTERAACA61P+r/0PCHhn/OV3N3d8fDw4FomTJjA2LFjrdqaPdaM5v2bX3NeW4rfE096UjoLn1loaTNyDGLmxLD3l73c+869dqyu4H31wzS2797EswPH4+vtb2k/fTaOP9Yu5uWh7xISGA5A6ZAo9h/exR9rF9PzvkH2KrnQuZRwwTPIkwunLti7lELj5eVKZKQvR4+e4+jRc3z5ZQyLFvWhXLnc90jFiqXYtCmW2bNjGDeujZ2rtb1Nn23iRMwJWr3YCvfLzl0tzpycnC1HLyJKl+HI8f0sX72Invc/DoCbawncXEsQ6B9CVHh5ho3tTczO9dStcac9yy5Ubj65F4qmn0+3/PvSc9/bYLR/7ZTifY72zbgtgubOnTuJjY2lb9+++Pn5ATB//nzCwvKeSxUVFQVAyZIlOXHixBWXeWk58fHxhIb+c/ubU6dOWU0HrnsUcOTIkQwbZj2CNmnbpOua15aiGkcRVCXIqu2PN/4gsnEk0U2Lz5XWhmEwd+GnxOxcz7AB4/D3s/4SkZmVAYDJZH0gwMHkgGEYhVZnUZCVnkVyfDKRjSPtXUqhSUnJ5Nix8wQElCDt/89LdHCw/tt2dDQV+/eCYRhs/nwzxzcfp9ULrfAode0v0cWVkZNDVnb+R50MwMAgKzurcIuysxIBJXD1diVuZ5wlWGalZXH24FnKtSpn5+rEHop90ExPT2fIkCGYzWYee+wxfHx8cHd35/jx49x3331XnK9169a8+eabHD16lPDw8DzT69Wrh7OzM/PmzaNmzZqW9m+++YZSpUpRvvyNn8toNpsxm62v5HVyKZz/oqz0LJJPJVueJ59OJvFIIi4lXCjhXyLPFcYOjg64ersWq3vnffXDJ2yM+ZPHe4/E1ezG+Qu5o9Zuru64OJsJCggloGQws+d/RJeOffBw9yRm53p27f+LJ/q8YOfqbWvrnK2E1gzF3d+dtMQ0ts/fjsnBVKxP7J848Q9atChDSIgX8fHJTJmyBgcHE3ffXRFPTzMRET68/PJvjBjRDB8fN37/fT+rVx/h44+vvF8pDjZ9tokja4/Q9JmmOLk6Wc7Jc3Z3LrT9lT18v+RLqpavia9PABmZaWyI+ZO9h3Yy5JFRnD4bx+Ztq6lUrgaeHl4knj/LL3/Mx8XZhaoV8z96diu71udFhfYV2PnDTjyDPPEI8GDbt9tw83GjdO3id09RubZitVfIyclh3bp1ACQnJ1tu2H7w4EFmzZplOd9y3LhxDB8+nOPHj9O8eXMcHR05ePAgP/zwA9999x3u7u4MHTqUzz//nKZNmzJq1Ciio6M5ePAge/fuZeLEifj7+zNkyBDeeOMNXF1dadCgAT///DNz5sxhypQplguBbhUJhxJY9toyy/Otc7YCENUkigYDG1xptmJl5bpfAHj7k1FW7b27DqZRnZY4OjoxuN+LLFj8JR989hoZGekElAyiT7chVKtY2x4lF5rUhFTWfLCGjOQMzJ5mAsoH0GZ0G1y9XK898y0qLi6ZYcN+4ty5dPz83KhdO5RvvnnIcoujTz65n7fe+pNBgxaQmppJeLgvr7/egWbNis8of372L90PwNLXllq11+9fv1gd4fi3C8nnmfnNZJIuJOLm6k5ocCRDHhlF5XI1OJeUwL7Du1i6ehGpaSl4eXhTNqoyzz0+AS8PH3uXXuCu9XlRqWMlsjOy2ThjI5mpmQSUD6D5c811D83blMkoJsd5xowZY3V+o4eHB5GRkTRr1ozBgwdTsaL1L9jMnTuXt99+mx07duDs7EyZMmW4++67efnll3Fyys3fx44dY+TIkSxevJjU1FQiIyN54oknGDJkCJAbbF999VU+/fRTTp48SWRkJM8++ywDBw60quvNN98kOTmZmzFmw5ibmq+4aRbb7dqdbgMrQufZu4QiYUy9EHuXUCSM2XDl03tuJ9o/5NL+IdeYemPsuPZPbLjsATZctu0Um6BZXClo5tIHSS59kORS0MyloJlL+4dc2j/kUtAsWm6b2xuJiIiISOFS0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbcLJ3AXJ1zWK72bsEkSJnzIYT9i6hSND+QS6n94MURRrRFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQREREpZmJjY3n44YcpWbIkbm5uVKtWjU2bNlmmG4bByy+/THBwMG5ubrRu3Zp9+/YVeB0KmiIiIiLFSGJiIo0bN8bZ2ZnFixfz999/89Zbb+Hr62vpM2nSJCZPnsxHH33E+vXrKVGiBO3atSM9Pb1Aa9FPUIqIiIgUIxMnTiQsLIyZM2da2qKioiz/NgyDd999l5deeolOnToB8PnnnxMYGMiCBQvo0aNHgdWiEU0RERGRIi4jI4OkpCSrR0ZGRr59Fy5cSJ06dejWrRulSpWiZs2aTJs2zTL90KFDxMXF0bp1a0ubt7c39evXZ+3atQVat4KmiIiISBE3YcIEvL29rR4TJkzIt+/Bgwf58MMPKVeuHL/88guPP/44Tz31FJ999hkAcXFxAAQGBlrNFxgYaJlWUHToXERERKSIGzlyJMOGDbNqM5vN+fbNycmhTp06vPbaawDUrFmTHTt28NFHH9GnTx+b13o5jWiKiIiIFHFmsxkvLy+rx5WCZnBwMJUrV7Zqq1SpEkePHgUgKCgIgFOnTln1OXXqlGVaQVHQFBERESlGGjduzJ49e6za9u7dS0REBJB7YVBQUBBLly61TE9KSmL9+vU0bNiwQGvRoXMRERGRYmTo0KE0atSI1157je7du7NhwwY++eQTPvnkEwBMJhPPPPMM48ePp1y5ckRFRTFq1ChCQkLo3LlzgdaioCkiIiJSjNStW5fvv/+ekSNHMm7cOKKionj33Xfp2bOnpc/w4cNJSUlhwIABnDt3jiZNmrBkyRJcXV0LtBaTYRhGgS5RCtTy73fauwQpQlaEzrN3CVKENIvtZu8SRIqcFvdVsePaP7HhsgfYcNm2o3M0RURERMQmFDRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCZ0eyMRERGRApCz4qzNlu3QzGaLtqkiO6I5ZswYPDw88rQ/++yzODg4MH36dPr27UvVqlUt02JiYhgzZgypqak3vL7IyEgGDx78n2oWERERkX/cUiOaI0aM4J133uGjjz7i0UcfpXnz5qSkpFimx8TEMHbsWAYPHoy7u7sdK721LFn+HVt3riMuPhYXZxeiIypyX4deBAWEApCSeoEff5vLrn1/kXDuDB4lvKhRpR73tn0QN9cSdq6+YO07uJNfV/7A0dgDnL+QyKBeI6hRpb5letKFc8xf/AW79sWQmp5CuajKPHDvYwT6h9ix6oIXvzueXT/tIvFwImnn0rjz6TspXac0ADnZOWz7dhsn/jpBcnwyLu4uBFYJ5I4H7sDdt3j93V1tOwBsn7+dI+uOkHo2FQcnB/yi/KjetTr+Zf3tWHXButb+AeD8hUTm//w5u/b9RXpGGoEBIXRo0ZVa1Qr2p+zsTfsHWLFuCSvX/cLZxHgAggPD6NiqO1Ur1OJMQjwvTRqU73z9H/oftas3KsxSpYi4ZYLmSy+9xKRJk/jggw8YMCD3pqVlypSxc1XFw95DO2nWoAORYWXJuXiRBb/MZvL0sYweNhmziyvnkhI4n5RIl7v6EBwYxtnE08xZ8BHnkhIY+PBwe5dfoDKyMigdHEmjOi35+MtJVtMMw+DDL17H0cGJx3s/j6urO0v/XMh7n46xbKviIjsjG99wX6KbRbPqvVXW0zKzSTicQNXOVfEJ9yEzJZMtX2zhz3f+pN24dnaq2Dauth0APIM8qdO7Dh6lPLiYeZHdS3bzx6Q/uPvNu3H1Kh7vh2vtHwBmfTOZ1LQUHu8zEg93TzbG/Mm0OW8xcvAkwkOj7fwKCo72D+DrVZLO7R+mlH8wGLB2y3I+/Px1XnzqTYICQpn44nSr/qvW/8avKxdQpUJNO1Us9lZkD51fbsyYMbz66qtMmTKFxx9/3NJ++aHzWbNm0a9fPwACAgIwmUxERkZa+sbGxtK7d28CAwNxc3OjYsWKvPfee3nWNXXqVCIiIvD29qZz586cPn3aavq5c+d44oknCA4Oxmw2U7t2bX799VerPs2bN+fuu+/m22+/pUKFCnh4eNCyZUsOHDhQUJukQD31yMs0qtOSkMBwSodE0afbEBLOneHo8dx6Q4MiGNhrONUr1yWgZBAVy1ajU9uebN+1iYsXL9q5+oJVtUItOrV7iJpVG+SZFn/mJIeO7uWh+wYQGVaOoIBQHuw8kKysTDbG/GmHam0n5I4QqnerTlidsDzTXNxdaPl8S8Lrh+MV7IV/WX9q96lNwqEEUs6k5LO0W9fVtgNAZKNIgqoG4VHKA+/S3tTqWYustCzOHTtXuIXa0LX2DwAHj+yhRaO7iAorR0DJIO5q1Q13N3eOxhbNfd7N0v4BqleuS7WKtQn0DyEwIITO7XpidnHl0NG9ODg44u3pa/WI2bme2tUb42p2s3fpYidFPmi++uqrjB07lnfeeeeq51B27NiRl156CYAlS5awdu1avv/+ewDOnj1Lw4YN+eOPP3j11Vf56aefGDp0KLGxsVbLWLhwIQsXLmTq1Km89957rFixgiFDhlimZ2Zm0qZNGxYtWsSrr77KwoULqVy5Mh07dmT79u1Wy4qJieGNN97g9ddfZ9asWezfv5+HH364oDaLTaWl557j6u6e9xzZf/qk4OrqjqOjY2GVZXfZF7MAcHZysbQ5ODjg5OTM/sO77VVWkZCVmgUmcCnhcu3OxdTF7IvsX7YfZ3dnfMN97V2OzeS3f4iOqMDmbatJSb1ATk4OG/9aRVZWFuWjq15pMcXO7bh/yMm5yMa/VpGZmU5UeIU8048cP8Cxk4doXLeVHaqToqJIHzpPSUnhpZde4rHHHuOZZ565at+AgADLofTatWvj7//POVJvv/028fHx7N692zLK2bJlyzzLMAyDhQsXYjabATh8+DCvvfYaOTk5ODg4MHv2bGJiYvjrr7+oXLkyAO3atWPfvn288sorfPPNN5ZlnTt3jq1btxIQEABAcnIy/fr14/jx45QuXTrPuouKnJwc5i2aQZmIioQGReTbJzkliZ+XzaNJvTaFXJ19BQWE4ufjz/dLvqTnfYMwu5hZuupHEs+fJelCor3Ls5uLmReJ+TqGiAYROLs527ucQhe7NZY1U9eQnZmNm48bLUa0wOxptndZNnGl/UP/h/7Hp3Pe4tlxfXBwcMTF2cygXiNyD6/eJm6n/UNs3BEmfTCSrOxMzC6uDOw1gpDAvKP+qzf9TlCp0pSJqGiHKqWoKNIjmm5ubjRt2pQ5c+awevXqm17O0qVLadmypdWh9Pw0a9bMEjIBKleuTFZWFvHxuSc9//rrr1SrVo3y5cuTnZ1tebRp04aNGzdaLatGjRqWkHlpWQDHjx+/4vozMjJISkqyemRmZd7oy/1P5v4wjdi4ozz20LB8p6elp/L+rFcJLhXGPa0fKNTa7M3R0YmBD48g/swJnh3Xm6defpA9B3dQpUItTCaTvcuzi5zsHFa/vxoMqNuvrr3LsYvASoG0f7U9bV5uQ3C1YFZPWU36+XR7l2UTV9o/LPx1DqnpKTzz2BheGDyJ1nfew7Q5bxIbd8ROlRa+22n/EOgfwotPvcWIJybStEF7Pps3hROnjln1yczKYGPMnzSuo9HM212RHtF0cHBg4cKFlnMeV65cSbVq1W54OWfPnrW6DdKV+Pj4WD13cck9BJKenvuhcebMGbZu3Yqzc95Rm38fQr7WsvIzYcIExo4da9XWu/vj9O3x5DVrLwhf/TCN7bs38ezA8fh6571qNj0jjSkzXsHV7MagXiNwdCzSbx+biChdhpeefpu09BSys7Px9PDm9akjiAi9/S5MuxQyU86k0HJky9tyNBPAydUJT1dPPAM98S/rz4//+5EDKw5Q5d4q9i6tQF1p/3D6bBx/rF3My0PfJSQwHIDSIVHsP7yLP9Yupud9+V+FXBzdLvsHJydny2h1ROkyHDm+n+WrF9Hz/n+uodiyfS2ZWZk0qNXcTlVKUVHkk4K3tze//PILjRs3pl27dqxevZqoqKgbWkbJkiU5ceLEf67Fz8+P6tWrM3369Gt3vgkjR45k2DDrkYK1S2x/Mr1hGMxd+CkxO9czbMA4/P0C8/RJS09l8oxxODk680TvkTg7377n4gGW2zqdOnOCI8cPcG+bB+1cUeG6FDIvxF2g5Qsti+2h4pti5G6f4uJa+4fMrAwATCbrA2QOJgcMwyi0OouS223/YOTkkJWdbdW2euNSqleqg6eHt52qkqKiyAdNgFKlSvHbb7/RuHFj2rRpw6pVqwgKCsrT70qjhq1bt+bNN9/k6NGjhIeH33QdrVu35ueffyYkJISQkIK/L5rZbLY6dA/gUgiB7qsfPmFjzJ883nskrmY3zv//+URuru64OJtzQ+b0sWRmZfJIr2dIy0glLSP3ggDPEl44OBSfC4LSM9I4fTbO8vxMQjzHThyihLsHfj4BbN62Bo8SXvj5+BMbd5RvfpxOjcr1qFy+hv2KtoGs9CySTyVbniefTibxSCIuJVxw83Fj1ZRVJB5OpOmwphg5Bmnn0gBw8XDB0an4vB+uth3MHmZ2LtxJaK1Q3HzcyLiQwd7f95KamEp4vZvfzxQ119o/BAWEElAymNnzP6JLxz54uHsSs3M9u/b/xRN9XrBz9QVL+wf4fsmXVC1fE1+fADIy09gQ8yd7D+1kyCOjLH3iz5xk/+G/Gdz3RTtWKkXFLRE0IfeXe3755ReaNm1K+/btWbFiRZ4+lSpVAnJvUdS5c2fc3d2pVq0aQ4cO5fPPP6dp06aMGjWK6OhoDh48yN69e5k4ceJ119C7d28+/vhjmjdvzv/+9z/Kly9vuegnMzOTCRMmFNjrLUwr1/0CwNufjLJq7911MI3qtORo7EEOHdsHwKg3nrDqM374R/j7lSqcQgvBkeMHeGfay5bn3/40E4AGtVrQt/sQzl9I5NufZpKUfB5vTx8a1GrOXS272atcm0k4lMCy15ZZnm+dsxWAqCZRVL2/KrFbcu/YsOSlJVbztXyhJYGV8o6I36quth3q9qtL0skkDk0+RMaFDMweZvyi/Wj9Umu8SxefUZxr7R8cHZ0Y3O9FFiz+kg8+e42MjHQCSgbRp9sQqlWsbY+SbUb7B7iQfJ6Z30wm6UIibq7uhAZHMuSRUVQuV8PSZ82mpfh4laTSZW1y+zIZRfTYxpgxY3jzzTdJTk62al+7di2tW7emVq1ahISEsHPnTnbs2GGZPnbsWD799FNOnDhBWFgYhw8fBuDYsWOMHDmSxYsXk5qaSmRkJE888YTl9kWRkZHcfffdvP/++5ZlLViwgPvuu49Dhw5ZLiRKSkpizJgxfPfdd5w8eRJ/f39q1qzJE088QceOHYHc+2h6eHiwaNEiy7JiYmKoWbMmy5cvp3nz5te9HZZ/v/NGNpsUcytC59m7BClCmsUWrxAjUhBa3Ge/86NzVthuwMmh2UibLduWimzQlFwKmnI5BU25nIKmSF4KmkVLkb69kYiIiIjcuhQ0RURERMQmFDRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCac7F2AiIjcnBWh8+xdQpHwcprZ3iVIkVLF3gXIZTSiKSIiIiI2oaApIiIiIjahoCkiIiIiNqGgKSIiIiI2oaApIiIiUky9/vrrmEwmnnnmGUtbeno6Tz75JCVLlsTDw4MuXbpw6tQpm6xfQVNERESkGNq4cSMff/wx1atXt2ofOnQoP/74I/PmzWPFihWcOHGC+++/3yY1KGiKiIiIFDPJycn07NmTadOm4evra2k/f/4806dP5+2336Zly5bUrl2bmTNnsmbNGtatW1fgdShoioiIiBRxGRkZJCUlWT0yMjKu2P/JJ5+kY8eOtG7d2qp98+bNZGVlWbVXrFiR8PBw1q5dW+B1K2iKiIiIFHETJkzA29vb6jFhwoR8+86dO5ctW7bkOz0uLg4XFxd8fHys2gMDA4mLiyvwuvXLQCIiIiJF3MiRIxk2bJhVm9mc91exjh07xtNPP81vv/2Gq6trYZV3RQqaIiIiIkWc2WzON1j+2+bNm4mPj6dWrVqWtosXL7Jy5Uref/99fvnlFzIzMzl37pzVqOapU6cICgoq8LoVNEVERESKiVatWrF9+3artn79+lGxYkVGjBhBWFgYzs7OLF26lC5dugCwZ88ejh49SsOGDQu8HgVNERERkWLC09OTqlWrWrWVKFGCkiVLWtofffRRhg0bhp+fH15eXgwZMoSGDRvSoEGDAq9HQVNERETkNvLOO+/g4OBAly5dyMjIoF27dnzwwQc2WZeCpoiIiEgx9scff1g9d3V1ZerUqUydOtXm69btjURERETEJjSiKSIiIlIAViTca7Nlt7DZkm1LI5oiIiIiYhMKmiIiIiJiEwqaIiIiImITCpoiIiIiYhMKmiIiIiJiEwqaIiIiImITCpoiIiIiYhMKmiIiIiJiE7dM0BwzZgwmk8nycHV1pVKlSkyaNImcnBy71bVgwQKb/T6oiIiIyK3slvplIDc3N5YtWwZAWloay5cv5/nnnycnJ4fnn3/eLjUtWLCATZs28cQTT9hl/QVhyfLv2LpzHXHxsbg4uxAdUZH7OvQiKCDU0mf2/A/ZtX8b55MSMZtdiQ6vwP0dehFUqrQdKy9Y17MdsrIy+fanWWzators7Gwql6vBg50H4OXpY7/CbSB+dzy7ftpF4uFE0s6lcefTd1K6zj//18c2HmP/sv0kHE4gMzmT9uPb4xvha8eKC0dqQioxX8dwcttJLmZcxCPQg/r961MyuqS9Sys0Oxfu5Pim4ySdTMLR2RH/cv7U6FEDr2Ave5dmU+8v3MrURX9ZtUUFevHzK/cDkJGVzcR5m/h54yGysi/SuHIoL/dsgL+Xmz3KtZmv/tjN3BV7iD2bDEDZEB+e6HgHTavl7h9On0/ljW83sXbXCVLSs4kM9GLQXdVpWzvSjlWLPd1SQdPBwYEGDRpYnrdo0YLt27czf/58uwXN4mDvoZ00a9CByLCy5Fy8yIJfZjN5+lhGD5uM2cUVgPDQMtSr0RRfnwBS0y6w6PeveW/6OF4d8SEODo52fgUF43q2w7xFM9m+ezP9H3oON1d35i6cxkdfTmT44xPsXH3Bys7Ixjfcl+hm0ax6b1W+0wPKBxBeP5wN0zfYocLCl5mSye+v/E6pSqVo/r/mmD3NXDh1AZcSLvYurVDF746nXOtylIwuSc7FHLbN28byicvp+HpHnFxvqY+UG1Y2xIcZQ9tanjs5/HNQcMI3G1m57TjvDmyOp5szr3y1nqc+XM6cEXfZo1SbCfItwbD7axNRygsDgx/WHGDwB8v4btQ9lAvx5fkZq7iQlsnUJ1vh6+HKog0HGfrJCua96Enl8NvnC5n845Y5dH4lnp6eZGVlWZ5nZGTwwgsvEBERgdlsplKlSsyZM8dqnrVr13LvvfcSEhJCiRIlqFGjBl988YVVn1mzZmEymThz5oxVe40aNejbty8Affv25bPPPmPnzp2WQ/p9+/blxx9/xGQysW/fPqt5ExMTcXNzK3KH2p965GUa1WlJSGA4pUOi6NNtCAnnznD0+AFLnzvrt6VcdBX8/UoRHlqGe9s+ROL5M5xNPG3HygvWtbZDWnoKqzctpevdfalYthoRpcvQp+tgDh7Zw8Gje+xcfcEKuSOE6t2qE1YnLN/pUU2iqHpfVQKrBBZyZfbz96K/cfdzp8GABpQsUxKPUh4EVwvGM9DT3qUVqhbDWxDdNBrv0t74RvhSf0B9Us+mknA4wd6l2ZyTg4kAb3fLw9cz9wvohdRM5q/ax4judWlQMZgqEf681qcxWw/EE3Mw3s5VF6wWd4TRrFppIgO9iAr05pn7auFuduKvg7mfBTEH4+nZohLVowIIC/Dk8Y534Onuws4jZ+1cudjLLff1Mzs7G/jn0Pl3333HCy+8YJnevXt3Vq1axejRo6lUqRI///wzDz/8ML6+vnTo0AGAI0eO0LhxYwYNGoSrqyurV6/m0UcfJScnhz59+lx3LaNGjeL06dPs3r2b2bNnAxAQEEBkZCShoaHMmDGDCRP+Gem6FHgfeuih/7wdbCktPRUAd3ePfKdnZKazZtMy/P0C8fUuvt9Q/70djhw/yMWL2VQqe4elT1Cp0vj5+HPwyF6iwyvYpU4pHLFbYgmuFsyqyauI3x2Pm58b5VqVo2yLsvYuza6y0nK/6N8OI7tH4i/Q9LmvMTs7UiO6FEPvq0VISQ92Hj1L1sUcGlYKtvSNDvYh2K8EMQdOUyO6lB2rtp2LOTks2XSY1Mxsy2usEV2KxZsO0ax6abzcXFi86RCZWRepVyHIztWKvdxSQTMlJQVnZ2ertgceeMBy2Hz58uUsXLiQX375hbZtcw9vtGnThpMnTzJ69GhL0OzRo4dlfsMwaNq0KcePH+fjjz++oaBZpkwZAgICOHLkiNUhfYB+/foxY8YMxo8fj6Nj7qHlGTNmcP/99+Pj43PDr72w5OTkMG/RDMpEVCQ0KMJq2h9rF/P94i/IyEwnMCCUpx8djZOT8xWWdGvLbzskJSfi5OiEu1sJq76eHj4kJSfao0wpRMmnk9m3bB8V21ek8r2VSTiYwJYvtuDg5ED0ndH2Ls8ujByDLV9uwb+8Pz5hPvYux6aqRwXwWt8mRAV5cfp8GlN/jOHhNxbz45jOnDmfhrOTA17uZqt5/L3cOJOUZqeKbWfv8UQenPgTGVkXcTc7MeXxlpQN8QHgnYHNGPbJChoO/QonBxOuLk5MebwFEaWK9zm8cmW31KFzNzc3Nm7cyMaNG1m1ahXvvfceS5YsoX///gD8+uuv+Pn50bJlS7Kzsy2PNm3asHXrVi5evAjkHsJ+6qmniIiIwNnZGWdnZz755BP27t1bYLU++uijnDx5kiVLlgCwbds2tmzZwqOPPnrFeTIyMkhKSrJ6ZGZlFlhN12PuD9OIjTvKYw8NyzOtfs2mvPDUmzw74BUC/YOZNudNsgq5vsJyte0gt6kc8Ivw447ud+AX6UfZlmUp07wM+5ftt3dldrPps02cP36exk82tncpNte0Wmna14mkQmk/mlQJ5eOnWnMhNZPFmw7Zu7RCFxnkxfxR9/L1yI70aFaRkTP/ZP+JcwBM/mErF1IzmTG0LfNevIe+baow9JM/2HtcX8ZvV7dU0HRwcKBOnTrUqVOHxo0b89RTT/Hyyy8zc+ZMduzYwZkzZ0hISLCEx0uPxx57jOzsbE6ePAnknlv51Vdf8b///Y9ff/2VjRs38sgjj5Cenl5gtUZGRtKmTRumT58O5I5mRkVF0aJFiyvOM2HCBLy9va0ec76bVmA1XctXP0xj++5NDBswDl9v/zzT3VxLEOgfQrnoKgzo+Rxx8bHE7FxfaPUVlittBy8PX7IvZpOalmLV/0LyObw8iv8V17c7Vx9XvEKtR2W8QrxIPZtqp4rsa9NnmzgRc4KWI1vi7udu73IKnZe7mchAL47GX8Df242s7BySUjOs+pxJSit2V50DuDg5ElHKiyoR/gy7vzYVSvvxxdK/ORqfxOzluxnftzENK4VQMcyPJ++pQZUIf+b8scveZYud3FKHzvNTqVIlAHbu3Imfnx8BAQH8/PPP+fYtVaoU6enpLFq0iLfffpshQ4ZYpv37XpyurrkneWdmWo/YJSZe/7ey/v3789BDDxEbG8vs2bN56qmnMJlMV+w/cuRIhg2zHkFbu+TAFXoXHMMwmLvwU2J2rmfYgHH4+137Ag8DMDDIys66Zt9bxbW2Q0TpaBwdndi9fxu1qjUEIO50LAnnzhAdUd4eJUshCigfwIWTF6zaLsRdoETJEleYo3gyDIPNn2/m+ObjtHqhFR6l8j+Xu7hLSc/i2OkL3NvAjSrhJXF2dGDdrpOW2/gcijvPyYQUapQJsG+hhcAwDDKzL5KemXvU0OFfn3OODiZyDHtUJkXBLR80d+zYAYC/vz+tW7dm0qRJuLi4UL169Xz7nz9/npycHFxc/jlx/cKFCyxcuNCqX+nSufcE27VrFyEhIZZ/Hzt2zKqfi4vLFUdCO3XqhK+vLw899BAJCQmWq9WvxGw2YzZbn+Pj4mz7E+y/+uETNsb8yeO9R+JqduP8hdww7ebqjouzmdNn49i8bTWVytXA08OLxPNn+eWP+bg4u1C1Yi2b11dYrrUd3FxL0LhOK779aSYl3D1wNbvz9cJPiQ6vUOwuBMpKzyL5VLLlefLpZBKPJOJSwoUS/iXISM4g9WwqaYm5558lnUwCwNXbFTef4jeCA1ChfQV+G/cbOxfuJLx+OGcPnGX/8v3Ue6SevUsrVJs+28SRtUdo+kxTnFydSDuX+x5wdnfGyeWW/0i5oknzNtK8ehihJUsQfz6NKQu34uBgomO9aDzdXbi/STlen7cR7xJmPNycGf/VempEBxS7C4Henr+ZO6uGEuJXgpT0bBZtOMiGvXFMe7otUUHehJfyZPSXaxnetQ4+JcwsjTnKml0n+HBwa3uXLnZyS+0VcnJyWLduHZA70rh582bGjx9P5cqVadq0Kc7Oztxzzz20b9+e4cOHU716dVJSUti5cyf79+/n008/xdvbm7p16/L6668TEBCAk5MTr7/+Ot7e3sTH/3Mbivr16xMWFsbQoUOZMGECSUlJvP7665QsaX2VdaVKlZgxYwZfffUV5cqVw9/fn8jISACcnZ3p06cPb7zxBu3atSMsLP9bxdjbynW/APD2J6Os2nt3HUyjOi1xdnZh3+FdLF29iNS0FLw8vCkbVZnnHp+Al4ePHSq2jWttB4Bud/fDZDLx8ZdvkJ2dReXyuTdsL24SDiWw7LVlludb52wFcm9r1GBgA2K3xLJ+2j+nTayZugaAqvdVpdr91Qq32EJSMrokdz59J3998xc7FuzAI8CDWg/XIrJxpL1LK1T7l+aek7r0taVW7fX71ye6afG9KCouMYX/fbqCcykZ+Hm4UqtsKeY+3xG//7/F0cjudXEwmXj6o+VkZufQuEoILz/U4BpLvfWcvZDO8zP/5PT5NDzdXCgf6su0p9vSuHLugMzHQ9rw9vzNPPH+UlIzsgkv5cmEvnfSrFrx+XEPuTEmwzBuiQHtMWPGMHbsWMtzJycnwsLC6NChA6NHj6ZUqdxvjZmZmbz++ut8+eWXHDlyBG9vb6pWrUq/fv3o1asXAPv372fgwIGsW7eOkiVL8tRTT5GcnMybb75JcvI/ozibN2/m8ccfZ8eOHZQtW5Z33nmHZ599lho1ajBr1iwAkpKSGDhwIL/99htnz56lT58+lmmQe8/ORo0a8fXXX9O9e/cbft3Lv995E1tLiqsVofPsXYJIkfNymvnaneS24dBspN3WbcvP7Bb3VbHZsm3plgmat6qXX36ZDz74gNjY2DyHxa+HgqZcTkFTJC8FTbmcgmbRcksdOr+V7Nmzhz179jBlyhSefPLJmwqZIiIiIrcyBU0buXRovn379owcab9vVyIiIiL2oqBpI3/88Ye9SxARERGxq1vqhu0iIiIicutQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbcLJ3ASLXY0XoPHuXUCQ0i+1m7xKKBL0f5HIrEu61dwlShLSwdwFFwIQJE5g/fz67d+/Gzc2NRo0aMXHiRCpUqGDpk56ezrPPPsvcuXPJyMigXbt2fPDBBwQGBhZoLRrRFBERESlGVqxYwZNPPsm6dev47bffyMrKom3btqSkpFj6DB06lB9//JF58+axYsUKTpw4wf3331/gtWhEU0RERKQYWbJkidXzWbNmUapUKTZv3kzTpk05f/4806dPZ86cObRs2RKAmTNnUqlSJdatW0eDBg0KrBaNaIqIiIgUY+fPnwfAz88PgM2bN5OVlUXr1q0tfSpWrEh4eDhr164t0HVrRFNERESkiMvIyCAjI8OqzWw2YzabrzpfTk4OzzzzDI0bN6Zq1aoAxMXF4eLigo+Pj1XfwMBA4uLiCrRujWiKiIiIFHETJkzA29vb6jFhwoRrzvfkk0+yY8cO5s6dWwhV5qURTREREZEibuTIkQwbNsyq7VqjmYMHD2bRokWsXLmS0qVLW9qDgoLIzMzk3LlzVqOap06dIigoqEDr1oimiIiISBFnNpvx8vKyelwpaBqGweDBg/n+++9ZtmwZUVFRVtNr166Ns7MzS5cutbTt2bOHo0eP0rBhwwKtWyOaIiIiIgXAlvf4bUGV6+775JNPMmfOHH744Qc8PT0t5116e3vj5uaGt7c3jz76KMOGDcPPzw8vLy+GDBlCw4YNC/SKc1DQFBERESlWPvzwQwCaN29u1T5z5kz69u0LwDvvvIODgwNdunSxumF7QVPQFBERESlGDMO4Zh9XV1emTp3K1KlTbVqLztEUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbuOmguXDhQtq2bYufnx8uLi5ERUUxcOBA9u7dW5D1FYqYmBjGjBlDamqqvUsRERERKTacbmam559/nokTJ9K1a1emTZtGQEAABw4cYMaMGTzwwANs3bq1oOu0qZiYGMaOHcvgwYNxd3e3dzmFbsny79i6cx1x8bG4OLsQHVGR+zr0Iigg1NLnz/W/siHmT46dOEh6Rhpvj/4Cd7cSdqzaNuJ3x7Prp10kHk4k7Vwadz59J6XrlLZM/6rXV/nOV6NHDSp1rFRYZdrUinVLWLnuF84mxgMQHBhGx1bdqVqhFimpF/jxt7ns2vcXCefO4FHCixpV6nFv2wdxcy1+74fL5eTksGP+Dg6vPkz6+XTcfN2IujOKKp2qYDKZ7F2eTenv4vr2k7Pnf8iu/ds4n5SI2exKdHgF7u/Qi6BSpa+y5FuL9g9yo244aP78889MnDiRUaNGMW7cOEt706ZN6devH4sWLSrQAm9FGRkZODs74+Bwa5yZsPfQTpo16EBkWFlyLl5kwS+zmTx9LKOHTcbs4gpAZlYGVSrUpEqFmixY8qWdK7ad7IxsfMN9iW4Wzar3VuWZ3nlKZ6vnJ7edZP2n6wmrG1ZIFdqer1dJOrd/mFL+wWDA2i3L+fDz13nxqTcxDIPzSYl0uasPwYFhnE08zZwFH3EuKYGBDw+3d+k2tWvRLvYt3UeDgQ3wDvUm4VAC66etx9nNmQrtKti7PJvS38X17SfDQ8tQr0ZTfH0CSE27wKLfv+a96eN4dcSHODg42vkVFAztH+RG3XASeuuttwgMDGTUqFH5Tr/77rsBSE9PZ9iwYYSEhODq6kqNGjX4/vvvrfr27duXqlWr8vvvv1O9enXc3Nxo1qwZhw8fJiEhge7du+Pl5UWZMmX4+uuvreZt3rw5d999N59//vn/tXffYVFcbRvAn6FjAem9SRMUlGbFCILdV2MDG5YY0aixS95oLEQTjTEoosSKxmhsiVhiexN7L8QSFUtipQkK0tvC/f3Bt5NdQdNc1l2e33VxJcwOeGbYOXvPmVPI2dmZ9PX1KSgoiO7cuSPu8/DhQxIEgb7//nu5n508eTI5OjoSEdHGjRtp5MiRRERkZmZGgiCIrxERpaSk0NChQ8nU1JT09fXpnXfeoaSkJLnf5+joSBMmTKDFixeTg4MD6evrU3Z2NqWkpFBYWBhZWFiQnp4eOTk50ZQpU/76ya4lE9+bQ239O5K1hT3ZWjvR8AEfUvaLZ/Q45Xdxn5DA/1DXoL7kZOemxJIqnnVza/Ie4E12/jV/QOo30pf7SklKIQsPC2pg3qCWS6o43p4B5NXEjyxMrcnCzJre7TKEdHX06MHju2Rj6UBjIqLI2zOAzEwsqYmLF/XuPIR+Tb5MFRUVyi66Qj2794xsfW3JpoUNNTBrQPYt7cmymSU9v/9c2UVTOL4u/lo92b5VZ3Jt3JRMjc3J3saZenUeTDm5z+h5TpYSS/5mcf3A/q6/FTQlEgmdOXOGQkJCSFtb+7X7DhkyhFavXk1RUVG0e/du8vT0pH79+tHevXvl9svIyKBp06bRrFmzaMuWLfT777/TkCFDKDw8nLy8vOiHH34gPz8/Gjp0KD169EjuZ3/55RdauHAhLVq0iDZt2kTp6enUpUsXKi0t/cvH1KNHD/rkk0+IiOjQoUN07tw5MRDn5ORQYGAgXb16leLi4uiHH36g+vXrU8eOHSkzM1Pu9/zwww/0448/UmxsLO3Zs4fq169Pw4YNo+vXr9Py5cvp0KFDFB0drRIXW3FJVV/VevXU50NCEYpziyntWho17tBY2UVRmMrKCrp07TSVlZWQk33NrXbFJYWkp1ePNDXVo8XmVUxdTenpraeUl55HREQ5j3Io624WWXtbK7lkb5e6cF0Q/Xk9WVpWQmcvHyVTYwsyMjSpzaLVGq4f2F/xtx6dP3/+nEpLS8ne3v61+12/fp127dpFq1atojFjxhARUdeuXenhw4cUHR1NvXr1EvfNzs6mEydOUNOmTYmIKC0tjT788EP66KOPxFbTgIAA2rVrF+3evZsmTZok/uzTp0/pxIkT5OrqSkREPj4+5O7uThs3bhT/3T9jZmZGzs7ORETk5+dHpqam4mvLli2jFy9e0MWLF8nc3JyIiEJCQsjNzY2WLFlCixcvFvctLy+ngwcPUv36f/RDuXjxIi1cuJDCw8PFbcOGDftL5VKWyspK2vljAjk7NCEbSwdlF+et9uDUA9LW035lK48qS814RIvjP6ZySRnp6ujRmIiPyNqi+nEWFObRgaM7KbBlJyWUsnZ59vSk8uJy2v/RfhI0BEIlyLu/Nzm2c1R20d4q6nxdSL2unjx+7iAlHvyWSstKyMLMhiaNmktaWq9vmFE1XD+wv+MfdSL8s47vp06dIiKiAQMGyG2XDhQqLCwUt1lbW4shk4jIza3q0WxoaKi4rVGjRmRubk5PnjyR+33NmjUTQyYRkYuLCzVv3pwuXLjwN4+oZv/73/8oODiYjI2NSSKRkEQiIU1NTerQoQNdunRJbt+goCC5kElE5OvrS0uWLKGvv/6afvvttz/990pLSykvL0/uq6y87I0cy1+1bc9aSs14TO8Pnlqr/64qun/yPjm0dSBNHfW7U7cwtaZZE7+ij8Z9Qe+07krf7IyjtKfy119xSRGt2PgZWZnb0X9Cw1/xm9TH4wuP6dHZR9T2g7bUdX5Xah3Zmm4fvE33T91XdtHeKup8XUi9rp5s5fMOzZy4hKZFzicLUyta+90SKq/lelzRuH5gf8ffCpomJiakp6dHjx8/fu1+OTk5pK2tTcbGxnLbLSwsCAC9ePFC3NaoUSO5fXR0dF65vaSkRG6btJXx5X8jPT39T47kr3n27Bnt3r2btLW15b6+/fbbaqHXwsKi2s9v376dQkJCaNasWeTq6kpNmjShXbt2vfLfW7hwIRkaGsp9fffD2jdyLH/F1j1r6dfbl2lq5KdkZGj65z9Qh2XeyaT89Hxy7uCs7KIohJaWNpmbWpGDrTP16TqUbK0c6diZPwb6lZQWU1zCfNLT1aexER+RpuY/msBCpVzddpU8enqQQxsHamTXiJwCnci9izvd2ndL2UV7a6j7dUH05/Wkvl59sjC1JtfGTSlyyAzKyEylqzffTOPH24LrB/Z3/K2gqaWlRe3ataMjR46QRCJ55X7GxsZUXl5OOTk5ctufPn1KgiBUC5H/1Mv9JKX/hpWVFRER6en9/4jpMvm7yZfL9SrGxsbUtWtXunTpUrWvlwc21dTKa2VlRQkJCfTs2TO6ePEiubu7U3h4ON2/X3MLyMcff0y5ublyX4P7jf5LZf03ANDWPWvp6s0LNHl0NJkaVw/NTN794/fJ2MmYjByMlF2UWoHKSir//2u+uKSIYtdHk6amFo0b9jFpa+souXS1Q1ImqXadCxoCEZRUoLeQOl8X/6SeBBGBQOWScsUXUIm4fmCv87cfnU+dOpUyMjLos88+q/H1AwcOUGBgIBER7dy5U+61nTt3ko+PT7VHzP/UjRs35B5J//bbb3Tt2jVq1aoVEVW1eGpra1NycrK4T1lZGZ04cULu90hbUV9uMQ0NDaVbt26Rh4cH+fv7y315eXn95XJqaGhQQEAALViwgCQSySsfo+vq6pKBgYHcl04tXKRb96yhi1dO0KiBU0hPV59y83MoNz+Hysr/GFSVm59DT9IeUNbzqtbi1IxH9CTtARUW5Su8fLWpvKScch7lUM6jqpuRgqwCynmUQ4XP/ujuUV5cTo8vPlbbwQ6JhzbTvfs36Vl2JqVmPKLEQ5vp7oOb1NKnPRWXFNHy9dFUVlZKw/qPp+LSIvH9Uln59g90+zdsWtjQzb03KfVqKhVkFdCTy0/ozqE7ZOunPnMkvgpfF39eT2Y9z6BDx36gRym/U/aLLPr90W1au+VL0tHWoWZNfJVc+jeH6wf2d/3t9uzu3btTVFQUzZs3j27dukUDBw4kU1NTevDgASUkJFBubi5duXKF+vbtS1OnTqXi4mJyd3enzZs309mzZ2nPnj1vrPAWFhb0n//8R5zPc/bs2WRjY0MjRowgoqqA17dvX1qxYgW5uLiQqakprVixggDItUx4eFRNKLxy5Up69913qV69euTl5UVTp06lLVu2UIcOHWjSpElkb29PWVlZdOHCBbK2tn7tVEW5ubnUpUsXioiIIHd3dyorK6O4uDhq1KgR+fq+XZXOyfOHiYgoZo38lFXD+k+gtv4dxX32H9khvvbV6k+q7aMOsh9k09HPj4rfX/muavEBp0Anaj2mNRERPTpXNfuBQxv1HCyVX5BLG3Ysp7z8HNLXq0c2Vo704XuzydO1Bd35/QY9eHKPiIhmfzlO7ucWRK0iU+Pq3VnUhd8wP7r+w3W6vPEyleaVkr6RPrkEu1DTPk3//IdVHF8Xf15Pamvr0L2HyXTkzI9UVFxIBg0MycXJk2Z8sJAMGjRSQokVg+sH9ncJAP7Rg589e/bQihUr6PLly1RYWEg2NjbUpUsXmj59Orm4uFBxcTHNnDmTtm3bRtnZ2dSkSROaO3cu9e3bV/wdI0aMoMuXL9ONGzfEbcePH6fg4GC6dOkS+fv7i9sdHR2pZ8+etGLFCiKqGnzToEED6tevH3366aeUnp5OrVq1olWrVonBkYgoKyuLIiMj6ejRo9SwYUOaMWMGPXjwgHbv3k0PHz4U94uOjqZ169ZRWloa2dnZia9lZGTQJ598QgcOHKDnz5+Tubk5tW7dmqZMmUJt27atsWxEVQN7JkyYQKdOnaLHjx+Tvr4++fv704IFCyggIOAvn+djiTf/8r7q7ITNzj/fqQ7okDrgz3eqA/j9wGTxdcFkBSvx5m/exXmK+90tFfe7FekfB01lkwZNdV+JiINmFQ4WVfgDtQq/H5gsvi6YLA6abxfVWCORMcYYY4ypHA6ajDHGGGNMIVR2cqvjx48ruwiMMcYYY+w1uEWTMcYYY4wpBAdNxhhjjDGmEBw0GWOMMcaYQnDQZIwxxhhjCsFBkzHGGGOMKQQHTcYYY4wxphAcNBljjDHGmEJw0GSMMcYYYwrBQZMxxhhjjCkEB03GGGOMMaYQHDQZY4wxxphCcNBkjDHGGGMKwUGTMcYYY4wpBAdNxhhjjDGmEBw0GWOMMcaYQnDQZIwxxhhjCsFBkzHGGGOMKQQHTcYYY4wxphAcNBljjDHGmEJw0GSMMcYYYwrBQZMxxhhjTA2tXLmSHB0dSU9Pj1q1akUXL16s9TJw0GSMMcYYUzPbt2+nqVOn0ty5c+mXX36h5s2bU5cuXSgzM7NWy8FBkzHGGGNMzcTExNDo0aNp5MiR5OnpSatWraJ69epRQkJCrZaDgyZjjDHG2FuutLSU8vLy5L5KS0tr3LesrIySkpIoNDRU3KahoUGhoaF07ty52ipyFTD2GiUlJZg7dy5KSkqUXRSl4vNQhc9DFT4PVfg8VOHzUIXPg2LNnTsXRCT3NXfu3Br3TU1NBRHh7NmzcttnzJiBli1b1kJp/yAAQO1GW6ZK8vLyyNDQkHJzc8nAwEDZxVEaPg9V+DxU4fNQhc9DFT4PVfg8KFZpaWm1FkxdXV3S1dWttm9aWhrZ2NjQ2bNnqU2bNuL2qKgoOnHiBF24cEHh5ZXSqrV/iTHGGGOM/SOvCpU1MTU1JU1NTXr69Knc9qdPn5KlpaUiivdK3EeTMcYYY0yN6OjokJ+fHx05ckTcVllZSUeOHJFr4awN3KLJGGOMMaZmpk6dSsOHDyd/f39q2bIlLVu2jAoLC2nkyJG1Wg4Omuy1dHV1ae7cuX+5uV5d8XmowuehCp+HKnweqvB5qMLn4e0SHh5OWVlZNGfOHMrIyKAWLVrQoUOHyMLColbLwYOBGGOMMcaYQnAfTcYYY4wxphAcNBljjDHGmEJw0GSMMcYYYwrBQZMxxhhjjCkEB03GGGOMMaYQHDQZY4wxxphCcNBkdZZEIlF2EZSusrJS7vu6PNtZRUUFEVU/J6xukr4f6jLpOajL9QL79zho1jGyH6LSyqOuViJaWlpUUFBAK1euVHZRlKKiooI0NKqqgOTkZCIiEgRBmUVSKk1NTSIiWrRoEZ06dUrJpVGOmsJVXQ3empqaVFRURPv37yeiunceJBIJaWpqUmFhIc2ZM4f27dun7CIxFcVBsw6RDRaFhYWUmZlJRH+Ei7oYOLds2UKTJ0+ma9euKbsotaqiokIMVhMmTKAxY8bQjh07lFwq5ZANV5GRkRQfH0/6+vp1rkVL9j1x9epVunLlCpWXl4t1Rl304Ycf0vjx44mI6tR5qKioIC0tLcrPz6c2bdrQyZMn6fr16ySRSOrk5wT7d+rOlVPHyX6IjB8/njp06EBubm7Uu3dv2rZtGwEgQRDqXCXi6+tLlpaWdObMGSKqO4/LpO+FsLAw2r9/P40ZM4b8/f2VXCrlkJ6L1NRUMjExoaVLl5K/v7+4va6QHm9ERASFhIRQYGAg+fr6UlJSkpJLpjwffPABFRYW0oYNG5RdlFqlqalJJSUl1LlzZ7KwsKDVq1dTVFQUaWnxqtXs7+OgWUdIP0SGDBlC+/fvpz59+tDSpUuppKSEPv30U5o2bRoRqfejU9lHX9JAGRAQQL1796bPP/+ccnJy6lS4iImJocuXL9P27dtpwIAB1LhxYyopKaFnz54pu2i1Ljo6muzs7Gjt2rVkaWmp7OLUKtmbq+XLl9O5c+do2bJlFBsbS40aNaLu3bvTwYMH1f7RcU032Q4ODtSkSRM6evToK/dRJ7LH9/PPP1N6ejp99tln1KRJE9LW1qbz58/TypUrafny5ZSVlaXEkjJVwkGzDjl16hSdOXOG4uPjafr06fTee+/Rp59+Srdv3yZNTU0qKytTdhEVBgBpaGhQWVkZlZWVyQXKQYMGka6uLiUmJhJR3emL9eTJE7K3t6cWLVqQjo4OJSUlUc+ePalDhw4UGhpK169fV3YRa02zZs0oNDSUCgoK6Pnz50RUdwaLSa+Fffv2UVpaGk2aNIkiIiLo/fffpx07dpC/vz9FRETQ4cOH1fbakD7Refn4zMzMaPz48bR161Y6c+aMWt+IV1RUkCAIlJ+fT0RV7/+ioiIqKSmh5ORkmjt3Lr3zzjsUExNDkydPpvfee0/JJWYqA0xtSSQSAEBlZSUAYPv27TAyMsLTp08BALdu3YKpqSnCw8NRWFgIALh+/bpyClsLSktL0aNHDzRr1gwHDx7E/fv3xddCQ0MRGBioxNLVnoqKClRWVmLMmDFwcXHB4sWLMWnSJOjq6qJjx46YOXMmHB0d0aNHD2UXVSEqKipq3L537174+PigUaNGuHXrFoA/riF1t2LFChgbG8PW1haHDh0C8MexZ2Zmonv37jAxMcGhQ4deef5UlfQ4S0tL4efnhxkzZuDgwYPi6/n5+WjXrh0iIyNRUlIi1qfqRHpM+fn5MDQ0RExMDJ48eQJ7e3tYWVnB0dERZmZmSEhIQHp6Og4cOABBEHD27Fkll5ypAg6aakq2MlyxYgXu3r2Ln3/+Gbq6unj48CFSUlJgZGSE8PBw5OfnAwC++eYbzJgxA8+fP1dWsRWqpKQEsbGx6NOnD4yNjeHt7Y0vvvgC2dnZOHfuHOzt7bFp0yZlF/ONe1VYysvLQ8uWLWFvb49WrVohNjZWfG3WrFkICAhAUVFRbRWzVsieiwcPHuDevXtyNxwHDx6Ej48PbGxs6lTYTElJwYABAyAIAiIiIsTt0lCZmZmJXr16QRAE/PTTT8oq5huTm5uL3Nxc8fuioiL8/PPPmDdvHjw8PGBhYYFevXph//79KC0txbJly2BpaYlnz54BgFqFTen7u6KiAkuXLkWnTp1w5coVAMDjx4+xcOFCbNq0CTdu3BB/ZteuXfDw8MDt27eVUWSmYjhoqiHZFofBgwejcePGSEpKwtWrV+Hs7Izw8HAYGxtj4MCBKCgoAFD1QRIeHo6IiAgxeKq61wWEffv2YebMmWjQoAFat26NTp06oXnz5pg0aRKAV7d6qRrZc7B+/Xp8/PHH+Oqrr/Dzzz8DqGrFycjIQGpqqrjf8+fP0bt3b4SHh6O0tLTWy6wosn/T0aNHw8vLC3p6erC3t8fs2bPFc3Xw4EH4+vrC2tpa/CBVp7D5qmNJT09HWFgY7OzsMG/ePHG79LxlZGQgLCwMd+7cqZVyKkpJSQnWrVuHvn37imGzadOmiI6OBgDcv38f+/fvh5+fH9zd3eHv7481a9ZAW1sbM2bMUGbRFaawsBALFy5E9+7dMX/+fFRUVNRYB5aWluLXX39F+/bt0a1bN7WpJ5licdBUY7m5uYiMjMSePXvEbV988QUEQYC7uzt++eUXAMDdu3cxatQoWFpaqvwdaklJCQCIAamgoAAxMTGYOXMmNm3ahOTkZLn97969i88//xzt27eHIAjQ0tJCUlJSrZdbEWRbXfr16wdbW1t4e3ujefPm0NHRQXR0NF68eCH3M1evXsXIkSNhamqKmzdv1naRa0VERARsbW0RFxeH1atXY+zYsdDR0cHgwYPFLiT79u1Dq1atoKurq/LBSpZsyDx79iwSExNx584dpKenA6hq2ezbty9cXV1rDJvqEiw2bdoENzc3tGnTBvb29ujYsSMePXokt09ZWRkOHTqEYcOGwczMDPr6+mjRogWysrIAqFer5vr16yEIAgwMDLB27VoAVccne4xZWVmYPn06AgMD4efnh7KyMgDq855gisNBU01NnToVDRs2hIODQ7V+lwsXLoSZmRm8vb3Rpk0b+Pv7w87OTnxcoqp+/fVX9O/fXzze3NxcuLm5wcLCAvb29tDQ0EDbtm2xatUquZ+TVqbr168XWzWl/RjVwcKFC+Hg4IDjx4+LLdjTpk2DIAjYv3+/+EHx6aefws3NDZ6enrh27Zoyi6wwly9fhrOzM7Zt2yYed2FhIbZu3Qp9fX1MmTJF3DcxMRHBwcG4e/eusor7RskGgvDwcNjZ2UFXVxdWVlYICgrChQsXAACpqano378/XFxcMH/+fGUVV+GWLVsGDQ0NGBkZ4fz58wBeHahPnz6NZcuWQU9PDytWrKj1staGuLg4CIIALy8vXL16tdrrd+/eRceOHTF69GiUl5cDgPhfxl6Hg6aakK0Yy8rKsHz5cvj6+sLAwEAMkMXFxeI+Bw4cQGxsLEaNGoV169bJ9VNTVbGxsTA1NUWfPn1w69YtrFu3Dp07d0ZycjLKy8uRlJSETp06wdPTU7xrB+TP3eTJk2FnZye2bKmDfv36ISIiQmzlvXfvHszMzDBo0CC5PphpaWmIjY3Fw4cPlVVUhTtz5gy0tLTkBnsAVS3g0dHR0NfXFwMXADGYq5NJkybB0dERe/fuxZMnT3Do0CG0atUKGhoaYj2Qnp4udrH54osvlFziN0f2Wv/oo4/g4+MDNzc3BAYGiu972X1k/18ikWDkyJEICgrCixcvVPZG9HXdQL766isYGRlh2LBhYh9l4I/zIHvc6tSdhCkWB001I60sCwsLkZCQAGtrazRr1kwMmdJHy+pq2bJlcHV1Rd++fdGjRw/897//lXv93r17CA0NRdu2bfHbb7+J26UV6dGjR2FjYyN2K1BllZWVKCsrQ2BgIEaPHg2gaqYBIyMjhIWFiSFq7ty5OHXqlDKLqhA1fRCePn0a+vr6iI+PByAfJM6dOwdtbW3s27ev1spY27Kzs+Hr64vFixeLdcLvv/8OQ0NDDBo0CIWFheI5efLkCYYPH4579+4ps8hvXHFxMX7//XeUlZUhLy8P8fHxaNq0Kdq1aycGbek5eLnF7osvvoCDgwNycnJqu9hvhPR4CgoKsGjRInzwwQdYunSp2GcbAD7//HOYmppi2LBhcl2NZIO1qoZsphwcNNXInDlz4OXlJfYxLC4uRkJCAmxsbNCqVSvxg0Xat0adyAaGJUuWwMPDA0ZGRuJI6vLycjF4JCUlQRAEfPfdd3K/o7KyEmFhYbCwsEBmZmbtFf4NeVXl/95776Fx48a4fv06TExM0L9/f+Tl5QEAbt++ja5duyI+Pl6t+lrJhszNmzfjhx9+EL+X/o1f7lJy/vx52NnZqcWo6ld58OABGjRogMTERADAzZs3YWxsjLCwMLEV/5tvvsGTJ08AqF+rlUQiQY8ePdCqVSucOXNG3L5y5Up4enqiXbt2SElJAVDVwv/JJ5+IfXTLysowduxYuLq6iqPPVYnsFEbu7u5wd3dHmzZtYGVlhYCAAERFRYn7Ll68GGZmZhg5cqRaT3nHagcHTTWyfPlyNG/eHCEhIWLYLCoqQkJCAuzs7OTCprp9gADyxxQbG4tGjRrB1tZW7G8ovZsvKiqCjY0N5s6dW+3np0+fjosXL9Zamd+EiooKuZaXoqIiuZkDbt68CVtbWwiCgIEDB4rbs7KyMHLkSHh5eVUbCKHKXu6L6OnpialTp4oDXq5du4aAgADY2Nhg165dePjwIe7cuYOIiAg4OjoiLS1NWUV/o2q68ZBIJHB2dsbUqVORmpoKY2NjDBgwQLzxOHnyJPr06SO2cKtjy9XatWvh5uaGHj164OTJk+J2acuml5cX1q1bh9atW8PHx0esVx48eIAOHTqodF92iUSCgQMHokOHDmLfY4lEgqCgIGhra8s92ZAOHF2wYIGyisvUBAdNFfWqoJiQkABvb28EBwdXC5tOTk5wc3NTq8fnrwvMcXFxcHBwQJcuXcTO7ZWVlbh+/TpMTU0RFxdXW8VUiOLiYrlpiQBg/PjxaN26NVxcXLBu3Tq8ePECEokEa9euhYuLCzw9PXH48GHExsYiLCwMhoaGajvwZ9y4cXB0dMTRo0fFIAVUvQcuXbqE7t27QxAEGBkZwdXVFVZWVjUOglA1lZWV1a4LaWAsKSnBnDlzYGtrC11dXQwaNEh87fnz5xg+fDjat28vLuqg6mTPg+z/b9myBY0bN64WNhMSEtC6dWtYW1uja9eu4tMf6c+qet/t0tJS+Pj4YP78+eKx7d69GxoaGvjqq68AyB/j5s2b1bJRgtUuDpoqTtr6ItvyIB09HRwcLDcQKD4+Hs2aNcODBw+UUNI3T7aFMjExEStWrMDJkyflWvO++uorODg4wNraGkuWLMHUqVPRvn17eHt7q/SIyfLycvTr1w9NmjQR++WOGDECDg4OGD16NN59910IgoCJEyciKysLZWVlOHLkCIKCguDk5AR3d3f069dPbhJmdZKSkgJ3d3fExMTItXC+3EK3bds2xMbGYsOGDSrfqlteXl6tW8yCBQswZswYTJkyRbwpuXPnDrp16wYzMzNERUWhrKwMP/30E4YPH45GjRqp3XuisLBQ/NvKXvPSsNmtWze5x+hPnz7F7du3a+ynqWotvC/Pg/v48WPo6+sjISEBQFWQFAQBn3/+OYA/+m6eO3dO7udUua5kysdBU8XIfmjOnDkTZmZm4nyHspXg6tWrYWpqiuDgYLHFqri4uNq8iapKepedl5eHNm3awMXFBR4eHhAEAVOnTpVrmVq+fDmMjY1hbm6OHj16YP369WLFqcp361999RW8vb0RGBiI5ORkjBs3DkeOHBHfBytXroQgCBg7dqz42BioGvyRn5+v8q0zr3PlyhUIgoATJ04AqL4cq7opLi5Gjx49sGDBAvFY+/fvDysrK3h7e8PKygpGRkZioEpOTsaYMWNgaWkJQ0NDODk5ISAgQO1atysqKjBw4EBoa2uLj4plQ9PGjRuhpaWFLl261DggThX7LWdnZ2Pr1q3iYL/s7GxERESI3/fs2RPdunVDbGwsNDQ08Nlnn4nXxf79+xESEoJjx44pq/hMDXHQVAGVlZUoKiqS+5CUSCQ4f/48PD094e3tXWPYjIyMhKGhIXx8fFS6XxFQ84jHwsJCBAQEoGPHjmKHfS8vL+jo6GDo0KFyndhjY2NhbGyMWbNmidtUNWTKnotVq1ahadOm8Pb2hoODgzhCWLrPqlWrIAgCxo0bpzYt2a8jPe6srCwYGBhg9uzZ4muyf++NGzdi48aNtV4+RSksLISPjw9cXFywbNkyXLp0CZ07d8a5c+eQl5eHS5cuoVOnTjA0NBRDRG5uLlJSUrBr1y7cuHFDnIhc3Rw5cgQBAQGws7OrMWyOHDkSFhYWaNeunVoMfLl9+zZ8fHzwzjvv4OnTp3B2dkb79u3FpYXj4+Nhbm4ODQ0NcaUjiUSCe/fuoV27dujdu7dKBmz29uKgqQI2b96MBQsWiCMdg4ODMX/+fFRWViIpKQkeHh5o1qxZtZVcpk2bBj8/P4SEhKjd3IhlZWVYsmQJOnbsKD4SfPfdd+Hk5ITo6GhxzWbZls0tW7aoRcvWyx8CcXFx8PPzQ7169fDrr78CkP8gXb16NbS1tTFs2DBxRK26eNXNQk5ODvr3749mzZqJI6ylMjIyMHDgQMyYMUMtltiUvh/y8/PFeWJHjx6N4OBguVZr6QwDhoaGOH78uLKKq1A1BaSKigqcPHkSvr6+sLW1lZuAv7y8HIMHD0ZoaCgGDhyoFgGrsLAQ+/fvh6mpKRo2bIjg4GBkZ2fLXSuffPIJzM3N0aVLF2zduhWffvopWrVqhebNm4t1hzqcC/Z24KCpAhITE8VWqa5du8LS0lJuUmnZsJmUlITi4mIUFBRg5MiRSExMFNfzVVU3b97E/PnzMWHCBKxcuVLcfvjwYbGFcty4cXBwcMClS5cAADNmzIC2tjbGjh0rbpNS1ZZMQL7ssh+Ya9asgY2NDZo3by62XMqGzWXLlqFRo0Zyj9BV3cuDO2JiYrBixQqxP15SUhJcXV3h7++PpUuXorS0FMePH8d7770HMzMzlV9uVaqyslIMBXl5eejYsSN0dXXh5+dXbV9p2DQzM8ORI0dqu6gKJX2/l5WV4f79+0hOThb7sEskEpw4cUIMm1euXEFubi4ePnyILl26yM2bqw4BKycnB9bW1hAEAe3atau2NC9Q1bWmT58+MDQ0RPv27REZGckr/jCF4KD5lpJdsQUAtm/fDk1NTRgaGuLAgQPV9r9y5QqaN28Oc3NzdOvWDR07doShoaHcpOSq6NSpUzAzM0Pbtm1ha2sLOzs7DBkyRHy9vLwcWVlZ8PDwQFxcnFih7tixAzo6OhAEodo0RqpKNliNHz8evr6+cq11q1evhqenJwIDA8WJp2U/MFR1kumayLZI9+/fH/b29nBwcICLiwsMDQ2xYcMGAMCFCxcQEhICPT09aGlpwcLCAq6urmoxuhyQf09kZ2cDqAqbPXv2FAd5vDzLxJ07d9CmTRs4OjpWq2dUlWyf7c6dO6NZs2YwNzfHO++8g8OHD4v7nDlzBu3bt4e+vj78/Pzg6OiI5s2bq8WTDtljKCgoQFxcHFatWgUzMzMEBweLU9u93Ir/8lMOVb4RZ28nDppvobKyMjRp0kQuIMXExEAQBGhoaCAyMrLGR6A5OTkYNWoUOnbsiJ49e6r86NGTJ09CW1sbkyZNQlpaGvLy8hAdHQ07Ozu5VsqLFy9CEATs3r1b3PbNN98gOjoaJ06cULu78wEDBqBx48ZYvXq12DdV6uuvvxYnnpa2bKrzB8ecOXNgZ2eHkydPiq1X/fr1g46OjrjaSVpaGpKSkvD111/j6NGj1aaEUlWyf9fo6GhMnjxZDNAFBQXo1KkTGjdujGXLllULF/fu3cPjx49rtbyKVlBQAG9vb7Rv3x4nTpzA3r17YWZmhvr164s3ZBUVFcjIyMC8efMwYsQITJs2TS0GBkoVFRVh8ODBYlep/Px87NixQwybsjcWWVlZcjN0AKodtNnbi4PmW6igoAB79+6Ve+RdVlaGJ0+eYMOGDdDQ0MDo0aPF1TuA6uvzqnrfM+nqPfPmzUNhYaH4YXDt2jVYWFjg2LFj+PXXX1FUVIS8vDwEBwfD19cXly5dwunTp9G2bVtx2UVAfR4Fbdy4EQ4ODvjpp5/Ev7nso1OgagBQ8+bN0bRpU5Wfsud1iouL0bNnT0yaNEmc1udV67irm5dbdJ2cnPDFF1/IDfjKz89HaGgonJycagyb6kQikWDChAkIDg4W5wANDw+HtbU12rVrBz09vdcuLaou9cOPP/4IS0tLBAQEiE818vLysH37dpiZmaFTp07IyMjAvXv30Lp1a4waNUrJJWZ1AQfNt9zYsWMRGhoqty0hIQEaGhp4//33xdaZ0tJSbNu2TS0qzLKyMowePRqCIIjzvUlbGw4dOoT69evDyckJBgYGcHd3R2JiIlauXAlfX18IggBLS0v4+/urxbl4uYVhxowZ8PDwEEeQSr3cr2zJkiVo3bq1Wo00f/z4sVwf0/LycjRt2hQffvghgKo+q9J13KWDYBYvXqw2K/3U5NNPP4WDgwNOnz4tFySl14s0bLq5uWHhwoVqGzZzc3OxaNEibN++HQAwdOhQWFtb4+bNmzhx4gRMTEygo6NTY7cjdbN582Y0b94cvr6+YtjMz8/H9u3bYWlpCWNjY7i5uaF58+ZquRwxe/tw0HyLlZSUYOnSpahXrx4GDRok91pCQgI0NTUxfPhwJCYmYuzYsRAEQW1GFaempmLw4MHQ1dXFN998AwC4fPkyGjRogEGDBmHXrl3Ytm0bfHx84ODggDNnzuDRo0fYsmULtm7dKn7QqmrYfNWAhMGDB8PX1xdAVQh9OYjKTjytDn0yi4qK8PnnnyMkJARGRkYwMjLCiBEjxLXLe/XqhZCQEPz6668wMjLCgAEDxCcBt27dQps2bcT3jzrq2bMnwsLCqrXeyr438vPz4e/vjxYtWlS7QVEn169fR2lpKf73v//B0dERP/74o/jahAkToK+vD0EQ1GaOSNk+mS/XA99++y28vb3h4+Mj3mwWFhbi6tWr+OijjzB//nwe+MNqDQfNt0hN4SInJwdr165FvXr1EB4eLveadFUHGxsbODo6yo2cVAfp6ekICwuDrq4uoqOjYWBggMjISLkAdeHCBTFgvEwV+1xVVFRg27Zt2L9/v7gtLCxMHCG8fft2CIKA7777Ttxf6sKFC/Dz86u2qoeqysvLQ9u2bdG6dWuEhYVhwYIFeP/991G/fn0YGxsjLi4OV69ehampKQRBwODBg8UWu8zMTIwcORItWrSQ62Kiyl5ujczJyYGNjQ2mTJkCoOb6Qzqvan5+vtp0o/iz63rNmjWwsLAQp3urqKhAREQEhg4digULFqhVsCosLMSgQYNw6tSpGsOmp6cnAgICXtkfVxXrSKZ6OGi+JWQv+Pv37yMzM1P8YHn+/DnWrFlTY9hMTk7GsWPH1GaAw8ukcx7q6uoiMDBQ3C49X8+fP0eTJk0wfPhwJZXwzaqoqMD06dOho6ODXbt2oVevXmjYsKF4E/Ho0SP07NkTNjY2+P7778WfS09Px5gxY+Dl5aUW74Xc3Fw0btwYISEhuHTpklyIOn/+PFq2bIl69eohKioKCQkJsLS0RO/evXHs2DF8++23CAsLg5GRkcpPwC2RSPC///1PXNUFqJoDUXqzNXToULi4uIhTNcnWI4cPH0ZkZKRavB+kZLsEREVFoXfv3pg8eTLWr18v7rNmzRro6upi9+7dePr0KR4+fIjg4GBs2bJF3Eddwub9+/ehr6+PgIAAXLhwodrCFvPnz4cgCGjTpo3Kz0DCVBcHzbfAy6v5ODo6wsXFBeHh4eIHyuvCprpLS0vD0KFDoauri2+//VbcLpFIcO3aNTRr1gxffvmlEkv45oWHh6NevXowMTGRexwOAMeOHUPnzp0hCAIGDRqEgQMHIjQ0FI0aNVKLaXsKCgrg6OiIXr16ITU1VQyZFRUV4rVy/fp1tG7dGlZWVoiPj8fevXvh5OQkTnHUtWtXcfJ6Vfb48WN06dIFbdu2BQD06dMHZmZm4mwDmzZtgq2tLSIjI+WCxLNnzzB8+HB07dpVLbpQAJDrCuDu7g4fHx/06tULHTt2hImJCUaMGCHu26NHD+jp6cHb2xuNGzeGt7e3GC5VeWR1TSukJScnw9HREb6+vtXCZmpqKtzd3WFsbCx3fhirTRw0lUy2BWLmzJmwt7fH4sWLERkZCWdnZ7i7u4v9qqRh09DQEN27d1dWkZVC9jG6NGw+fPgQrVu3RqtWrdTuEdCwYcMgCAIaNGiALVu2VJsL8datW4iJiYGPj484ejQ5OVlJpX2z5syZA0EQEBcXJ26TbdGUfpBeuHABhoaG4o1XXl4e7t69i/T0dLkWQFVWUFCAPXv2wMLCApaWlrCxscGNGzfkzsd///tfWFlZoV27dti6dStiY2MxYMAAlW/RrSkQVlRUYMyYMQgMDJSb2mvEiBEQBEGc0gqoqk8jIyMxffp0tZjCSHbFnpfPza1bt2Bvbw9fX1+cPXtW3L53716Eh4dj7969Kn3sTLVx0HxLXL9+HSNGjMDmzZvFbXv27IGbmxucnJzkwuby5cthbW2tNgN//ipp2NTT08OyZcsQEhICT09PceSkOlWkv/zyCy5evIi+ffvCwMAAmzdvrnG6HmkAVZdHgUDVBNKDBw+Gnp6e3PUg++EqDVozZsyAlpaWWj0WLCgoQL9+/eRGy7dp0waCIMDPz6/Gibfj4uIQFBQEQRBga2uLoKAglQ6ZNZH+zQMDA/HBBx+I3+/YsQNaWlpYvHgxAFSbG1JKla8R2WVGBwwYgLZt28LX1xcrV64UA/fNmzfh6OgINzc3fPXVV9ixYwfatm2L999/X/w96lRHMtXBQVNJZFskpk2bhvr168Pb21vucZ9EIsH+/furhc3s7Gy1eRz2d2VkZGDw4MEQBAEeHh5iyFTlD5HXVf4lJSXo27cvGjZsiG+//VYMlkVFRbh27Zq4nyo/DqxJTS3YwB/HKb1+1q9fD11dXbVpzS0rK8OKFSswYsQIsVW2uLgY0dHRWLx4MSwsLPDOO++I0zfJhs2ysjLcuXMH2dnZyMvLU0r535RXLTv77NkzuLq6Yt68eQCqug5IV0ACqq6LiRMnyg2mU3XS93pxcbHYZWDEiBF49913YWJigp49e+L06dMAqq6bVq1aoVGjRjA2NkaHDh3EOlLd6gimOjhoKoFsyPz555/x/PlzuLi4QBAELF26VC54VFRUYP/+/fD09IShoaG4zFxd9uTJE7nRo6ocMmXnsfv2228xe/ZszJs3T24t++LiYvTr1w+GhoZYv349rl+/jtGjR8PMzEzlA8XrvCpsvnyT5uHhoRaTsxcUFCAoKAinTp0Sty1atEgcLV5QUIDvv/++WtiUSCQoLS1Vm+4CNS07GxERIb4+btw4WFtbY/ny5dDU1MSCBQvE144fP46OHTvKDZRTZdL3ellZGU6dOoWePXvKzR6wfv16tGjRAr169RJvtsrLy3H16lW5QXSqXEcy1cdBs5bJ3lUOHToUNjY2ePbsGTIyMsSBDAcPHpT7mYqKCuzevRsBAQHidCWsiipWoEVFRbh8+bLctrCwMLi6uqJVq1bo1KkT9PX15VYyKS4uRlhYGARBgLOzM6ysrOSW4VRXr2vZvHfvHrp06YJJkyap5PvgZbt374aOjo44HdORI0dgZGSE9u3bi3Mh5ufnY+fOnbCwsEBQUBBevHiBnJwcjB07Ft26dXvl/Kuq4nXLzl68eBEAcO7cOXh6ekIQBEyfPh1AVR2ZnJyMtm3bolu3bmr1iLikpAT9+/eHn58f2rRpA4lEIvd3XrduHYyNjbF69eoaf16dzgVTTRw0a5Fs5XDx4kUEBgbi6NGjYktEamoqrK2t0bRp0xrDprq0WNRllZWVaN26NYKCgsRt48aNg7Ozs/j4KyoqSlzXXjpfptSGDRuwbt06/P7777VabmWSDZvSPpt5eXkYNWoUGjdurDb9M/ft2wc9PT25QS7x8fFo1qwZAgMDxbBZUFCAnTt3wtraGhYWFujQoQMMDQ2r3byomj9bdvbo0aO4ffs2iouLsX79erRs2RJWVlZYvnw5xo0bh4CAALRo0UJu0Iw6yM7ORqdOnWBubg4vLy9xu2y3iR49eiAgIEAZxWPsT3HQVIIPPvgAw4cPR6dOncRHftJKIyUlBdbW1vD09MThw4e5X40aWrduHbS1tfHNN98gMzMTHTt2xNatWwEAX375JbS0tMSRwxoaGti1a5eSS6x8smFz3bp1mDFjBvT19dViOiepH3/8Edra2tX6m8bHx8PT01MubBYWFuLChQt47733MHr0aNy6dUsJJX5z/uqys9K+7ImJiTh48CDGjRsHT09PdO3aFVFRUWrRnaamOj8rKwtDhw6FIAiYOHGiXF/liooKDB48GB06dKjlkjL213DQrAUvVxwDBw6EIAiwt7fHw4cPxe3S/nopKSlwcHCAlZWV3HQdTD2kp6ejT58+sLe3x759+7Bz507k5uZi165dMDAwwIYNGwBU9d8VBAF6enpyj43rqvT0dHEgmLa2NpKSkpRdpH+loKBAbtDKwYMHYWRkJHaPkX3kWVPYlFKX9cv/6rKzLVq0gK2trfgE4MWLF3K/R5UfFcsG5bS0NLljyczMxMCBA+Hg4IAPP/wQQNXf/rfffoOHh4dcP1bG3iYcNBWsprvT8vJyzJgxA4IgYMGCBeLazMAfYfPx48fw8PBQm8eCdVl5eXm1NaYTExNhaWmJyZMniyu3DBs2DH379pXrItGuXTs4OTnBxMRE7n1SV6WkpGDcuHFqMcpc2kVCehNx+PBh6OnpybVOyrbMrVixAh4eHggODlbbrhN/ddlZExMTvPvuuwDkz5EqPwGSlj0vLw8hISFo0qQJmjZtioSEBHGqK+lKaYIgoGnTpggICECXLl3UZkJ6pp44aNaSkSNHYubMmeL3FRUVGDt2LHR0dLBy5Uq50cPqOC9kXVVUVITAwEAMHjy42lr0EydORP369cWWmc6dOyM4OFj8wLhx4waCgoJw6NAhZGZm1nrZ31aq/FhUVmpqKgYNGgQ9PT3s2rULN2/ehIaGBq5cufLKn9myZQtsbW3RtWtXtTkPL6try87KKisrQ0hICNq1a4fPPvtMXPErKipKXK88MzMTQ4YMgampKUJDQ+VWDlPX9wRTbVrE3jgAJAiC+H1hYSEZGBjQwoULycDAgD766CPS0NCg+Ph4qqyspClTphAAGjZsGDVs2JC0tbWJiEhDQ0NZh8DekPPnz9Mvv/xCd+/epYMHD9Jnn31G/fv3JzMzM/ryyy/pzJkzFBkZSVeuXKGQkBBauHAhLV68mDw8POjAgQOUk5NDvr6+ZGZmpuxDeWtoaalHtWVtbU0xMTEkkUho0KBBNGTIEHJycqIFCxaQu7s7aWlpUf369cnExIQAkImJCZWWllL37t3p448/Vpvz8DILCwuKiYkhLS0t2rlzJ23evJmGDh1KmpqaVFFRQSkpKaSlpUXNmjVTdlHfiIqKCtLU1BS/t7S0pMmTJ5O/vz/NnDmTxo8fTxs3bqTy8nKaMmUK2dnZUUxMDE2YMIFu3rxJhw4dorZt2xIRf2awt5SSg65akd5x1/To4vnz5+LSegsXLhS3V1ZWIjIyEvXr18eSJUteuaoFU035+fkYNWoUgoKCEBsbCyMjIwwbNgzbt28HUDWljampqTgBdUREBAwNDWFoaAgnJ6fXtm4x9ZCeno4hQ4ZAT08PgiDgnXfegbm5OQwMDNCwYUNoa2tDQ0MDgiDAyMgIt2/fVnaRa0VdWHZW2gJZXFyMixcvYvv27QgJCRG700h9+OGHMDMzw9SpU8WWzYyMDISHh8Pd3R1Tp07lR+bsrcVB8w3Jzc1Fy5Ytcfz4cXHbs2fP5PZ59uwZZs+eXWPYHDRoEMzNzXlCdjX05MkTNGrUCKtWrcKTJ08wcuRI+Pv7Y/z48cjNzUWfPn3g5uYmrvRz6tQpnD17ttqHDVNfaWlpGDFiBBo0aCAOhJFIJCgsLER6ejrS0tKQmpqK9PR0JZe0dtWFZWfz8vLQokULGBgYwNbWFsbGxjh48CAqKyvlpmiaOHEirKysMGrUKGRkZACoGo3erVs3+Pr6cvca9tbioPkG5ObmwtHREcHBwWIF8OGHH2LIkCFyo8qBqpbNmTNnQhAExMTEiNsrKyvl1jZmqqmgoADr1q2rtkSodN7D06dPo6ioCHv37oWjoyO6dOmCpUuXQlNTU25NYlb3pKWlISwsDNra2uIUPwD3u1P3ZWcjIyMRGhqK7du3Y9myZWjcuDF8fHxw9+5dAPLzgQ4bNgw9evSQ2/bs2TOkpKTUXuEZ+5s4aP5Lubm5cHJyQseOHeWC4vjx42FmZoYJEyZUm47k/v378PHxgSAImD9/fi2XmCnSokWLIAgCunTpgm3btonb09LSMHr0aAwfPhxPnz4FUDU1SXh4OLp27QoDAwMIgoBNmzYpq+jsLSD7uHjLli3KLs5bQ52WnZUqLCxEfHw8xowZI7cK2JkzZ+Ds7AxfX98aw6b0/6VzaDL2tuOg+S8UFBTA0dERvXr1QmpqKiorK+XWro6MjISVlRXGjRtXrWVz6NChaNKkCUxMTJCVlVXbRWcKUlxcjIMHD8LBwQHW1tYYMmSIOCn/Tz/9BGdn52oBYseOHejfvz90dXVVfuJt9u/Jzhcq7cvL/qAOIRMAZs+ejfr168PExEScrksaHM+fPw8XFxf4+fmJYVO2DyYHTKZKOGj+C9LBPXFxcQD+eBxSUFCA4OBgHDhwAFFRUTA1NZULmykpKQgLC8O+ffuqTTbM1MOjR48wbdo0GBsbw83NTQyXS5cuRf369av1v8zJyeEbDiZKTU3FyJEj+cZDjd26dQvvvfceBEHAhAkTqr1+/vx5uLu7w9bWVhwAxJgqEgBA2SPfVVVqaipFRUXRrl27aPXq1TRs2DAqLS2lgIAAqqiooFOnTpGxsTHNmjWLNm7cSC4uLtS+fXu6ffs2Xb58mU6fPk22trbKPgymIEVFRXTt2jWaNWsWnTt3jrp3704fffQRxcfHU1FRESUkJFCDBg2UXUz2lpJIJGo7hVFd8/IURlL37t2jzz77jH788UeaOHEizZkzR+71U6dO0YoVK+i7776r8ecZUwUcNP+ljIwMmjRpEu3Zs4e+/vpriouLI11dXdq+fTvZ2dmJ82nGx8dTYmIi3b59m+zs7GjVqlXk7e2t5NKz2hIdHU3ff/89/fbbb+Tn50elpaUUFRVF/fv3l5tzlTGmXqQ3DMXFxXTs2DFKTU0lOzs7atOmDRkaGtLdu3fp888/p59//pkiIyOrhU2pV4VVxt52HDTfgKdPn9KkSZNo9+7dZGFhQffv3xcrBNlWidzcXCouLiY9PT1q1KiREkvMaktlZaU4ifK5c+do586dtGzZMiIiCgsLo02bNpGOjo4SS8gYUxTp9Z+fn0/t27enFy9eUEpKCjVo0IAsLS1p165d5OnpSXfu3KGFCxfSkSNHaMyYMfTJJ58ou+iMvTG8jMAbYGFhQUuXLqWwsDB6+vQpbdu2jYiqVgjS1NQkaZY3NDQkS0tLDpl1iIaGhvj3b9OmDcXExNDevXupVatWNHv2bA6ZjKkxDQ0NKisro969e5ORkRFt3bqVMjMzKS4ujgwNDSkoKIiSk5PJ3d2dPv74Y+rcuTPNmzePNmzYoOyiM/bGcIvmGyT7GH3t2rUUERFBRNWXpGSstLSUdHV1lV0MxtgblJqaSg8ePKDffvuNRowYQUREt2/fps6dO9PixYtp4MCBRFT1pOvXX3+lMWPGUEFBAZ07d44MDQ3p9u3b9MMPP9B///tffkzO1Ab3NH+DLC0tKTY2loiIRo8eTZqamjR48GAOmawabslkTL2cP3+eJk6cSEVFRWRiYkI+Pj7UvHlzys3NpczMTNLT0yMiovLyctLW1iZvb28aP348TZkyhS5fvkwhISHUpEkTmjVrFhFxn0ymPvjR+RsmDZv9+vWjoUOH0o4dO5RdJPYW4psPxtTHuXPnKCQkhAICAmjlypV04sQJcbCnq6srmZiYUGJiIhERaWtrU3l5OWlqalK3bt0oNzeXUlJSqv1ODplMXXCLpgJYWlrSl19+Sbq6uuTl5aXs4jDGGFOQlJQUGjNmDEVERNDChQvJwMCAiKq6TFVWVpKxsTF9/PHHNHHiRHJ2dqY5c+aQtrY2ERElJyeTnZ0dWVlZKfMQGFMoDpoKYm1tTWvWrOF58BhjTA1J+97fuHGDSkpKaMiQIWLIJCJxtgkiot69e9O9e/do3rx5dO/ePfrPf/5DpaWltHLlSrK0tKSQkBBlHAJjtYIHAzHGGGP/0Lx582jlypX0+PFj0tfXf+V+GRkZtGfPHlq0aBGlpKSQjY0NeXh40N69e0lbW5v7ZDK1xc1tjDHG2D+ko6NDEomEysvLSV9fv8ZZRioqKsjCwoI8PT3p7t27dPv2bdLT0yNnZ2fS0NDgVaCYWuPBQIwxxtjfJH0Y2Lp1a8rPzxdnHBEEgV5+UKipqUnZ2dkUERFB586dIy8vL3J1dSUNDQ2qrKzkkMnUGgdNxhhj7G+Stlo2a9aMPDw8aP369fTjjz+Kr1VWVor7VlZW0oEDB8jc3JwcHBzkfo9sX07G1BG/wxljjLF/yNzcnDZs2EDPnj2juXPn0t69e4nojwBZWVlJDx48oDVr1pCLiwvZ29srs7iM1ToeDMQYY4z9S4cOHaL+/fuToaEhDR48mMaNG0elpaV06dIlio+Pp6KiIkpKSiItLS1xDXTG6gIOmowxxtgbcO3aNRo/fjz98ssvJAgClZaWkoeHB7m6utKOHTtIS0uLB/6wOoeDJmOMMfaGvHjxgp48eUJXr14lbW1t8vLyIk9PTxIEgUMmq5M4aDLGGGMKxo/LWV3FQZMxxhhjjCkE314xxhhjjDGF4KDJGGOMMcYUgoMmY4wxxhhTCA6ajDHGGGNMIThoMsYYY4wxheCgyRhjjDHGFIKDJmOMMcYYUwgOmowxxhhjTCE4aDLGGGOMMYXgoMkYY4wxxhSCgyZjjDHGGFMIDpqMMcYYY0wh/g/Wd9tZ/xMWsgAAAABJRU5ErkJggg==\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.04914915693964755\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.00      0.00      0.00       150\n","        Baby       0.21      0.21      0.21       150\n","     Watches       0.22      0.45      0.29       150\n","       Decor       0.30      0.39      0.34       150\n","     Kitchen       0.46      0.19      0.27       150\n","      Beauty       0.27      0.59      0.37       150\n","   Computers       0.00      0.00      0.00       150\n","\n","    accuracy                           0.26      1050\n","   macro avg       0.21      0.26      0.21      1050\n","weighted avg       0.21      0.26      0.21      1050\n","\n","Clustering on BoVW + UMAP 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["import umap\n","\n","Umap = umap.UMAP(\n","                n_neighbors=50,\n","                min_dist=0.1,\n","                n_components=2,\n","                metric='euclidean',\n","                random_state=42\n","    )\n","bovw_umap = Umap.fit_transform(im_features)\n","\n","kmeans5 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(bovw_umap)\n","    # Assign clusters\n","labels=kmeans5.labels_\n","\n","title='BoVW + UMAP 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bovw_umap,labels)"]},{"cell_type":"markdown","metadata":{"id":"cognitive-essex"},"source":["##### BoVW + tfidf + UMAP"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:53.337637Z","start_time":"2021-05-24T06:39:45.984017Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"technological-shareware","executionInfo":{"status":"ok","timestamp":1746721302760,"user_tz":-120,"elapsed":4775,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"809ab083-dfc5-46b0-b8a2-c9615d5654ba"},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n","  warnings.warn(\n","/usr/local/lib/python3.11/dist-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n","  warn(\n"]},{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        4         157\n","Baby             0         180\n","Watches          2         104\n","Decor            3         165\n","Kitchen          1         146\n","Beauty           5         126\n","Computers        6         172"],"text/html":["\n","  <div id=\"df-a1fe7bdc-e9fa-4165-92a4-c84f6ec96cb6\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>4</td>\n","      <td>157</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>0</td>\n","      <td>180</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>2</td>\n","      <td>104</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>3</td>\n","      <td>165</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>1</td>\n","      <td>146</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>5</td>\n","      <td>126</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>6</td>\n","      <td>172</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a1fe7bdc-e9fa-4165-92a4-c84f6ec96cb6')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-a1fe7bdc-e9fa-4165-92a4-c84f6ec96cb6 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.0618723513048769\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.24      0.17      0.20       150\n","        Baby       0.25      0.56      0.34       150\n","     Watches       0.00      0.00      0.00       150\n","       Decor       0.39      0.43      0.41       150\n","     Kitchen       0.29      0.29      0.29       150\n","      Beauty       0.36      0.30      0.33       150\n","   Computers       0.27      0.31      0.29       150\n","\n","    accuracy                           0.29      1050\n","   macro avg       0.26      0.29      0.26      1050\n","weighted avg       0.26      0.29      0.26      1050\n","\n","Clustering on BoVW + TFiDF + UMAP 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["import umap\n","\n","Umap = umap.UMAP(\n","                n_neighbors=50,\n","                min_dist=0.1,\n","                n_components=2,\n","                metric='euclidean',\n","                random_state=42\n","    )\n","tok_umap = Umap.fit_transform(tok)\n","\n","kmeans5 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_umap)\n","    # Assign clusters\n","labels=kmeans5.labels_\n","\n","title='BoVW + TFiDF + UMAP 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_umap,labels)"]},{"cell_type":"markdown","metadata":{"id":"-7LSGaYTCSta"},"source":["##### BoVW + LDA + UMAP"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:53.337637Z","start_time":"2021-05-24T06:39:45.984017Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721318663,"user_tz":-120,"elapsed":15901,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"d6f514d2-a3b4-4e6f-8115-f74db7f49c0f","id":"tdlXDG9yCSta"},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n","  warnings.warn(\n","/usr/local/lib/python3.11/dist-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n","  warn(\n"]},{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        5         168\n","Baby             0         177\n","Watches          6          48\n","Decor            4         164\n","Kitchen          1         174\n","Beauty           2          94\n","Computers        3         225"],"text/html":["\n","  <div id=\"df-a057634c-6096-4bd4-bf3e-c55684cccaff\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>5</td>\n","      <td>168</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>0</td>\n","      <td>177</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>6</td>\n","      <td>48</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>4</td>\n","      <td>164</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>1</td>\n","      <td>174</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>2</td>\n","      <td>94</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>3</td>\n","      <td>225</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a057634c-6096-4bd4-bf3e-c55684cccaff')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-a057634c-6096-4bd4-bf3e-c55684cccaff button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.02229705142849149\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.21      0.24      0.23       150\n","        Baby       0.18      0.32      0.23       150\n","     Watches       0.33      0.11      0.16       150\n","       Decor       0.27      0.30      0.29       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.24      0.64      0.35       150\n","\n","    accuracy                           0.23      1050\n","   macro avg       0.18      0.23      0.18      1050\n","weighted avg       0.18      0.23      0.18      1050\n","\n","Clustering on BoVW + LDA + UMAP 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["import umap\n","\n","Umap = umap.UMAP(\n","                n_neighbors=50,\n","                min_dist=0.1,\n","                n_components=2,\n","                metric='euclidean',\n","                random_state=42\n","    )\n","tok_umap = Umap.fit_transform(tok_lda)\n","\n","kmeans5 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_umap)\n","    # Assign clusters\n","labels=kmeans5.labels_\n","\n","title='BoVW + LDA + UMAP 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_umap,labels)"]},{"cell_type":"markdown","metadata":{"id":"KXuK41IXfcCl"},"source":["### Visual analysis: T-SNE display by image category\n","* The \"cloudy\" and \"rain\" categories are partially separated."]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:54:06.731126Z","start_time":"2021-05-24T08:54:06.260396Z"},"colab":{"base_uri":"https://localhost:8080/","height":951},"id":"4gfN8qjCfcCl","executionInfo":{"status":"ok","timestamp":1746718219031,"user_tz":-120,"elapsed":537,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"f8cbfc43-410c-4cd7-b9a9-a21e4488c4e5"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["plt.figure(figsize=(10,10))\n","sns.scatterplot(\n","    x=\"tsne1\", y=\"tsne2\", hue=\"class\", data=df_tsne, legend=\"brief\",\n","    palette=sns.color_palette('tab10', n_colors=7), s=50, alpha=0.6)\n","\n","plt.title('TSNE selon les vraies classes', fontsize = 30, pad = 35, fontweight = 'bold')\n","plt.xlabel('tsne1', fontsize = 26, fontweight = 'bold')\n","plt.ylabel('tsne2', fontsize = 26, fontweight = 'bold')\n","plt.legend(prop={'size': 14})\n","\n","plt.show()\n"]},{"cell_type":"markdown","metadata":{"id":"qO-j7C4kfcCl"},"source":["### Measure analysis: similarity between categories and clusters"]},{"cell_type":"markdown","metadata":{"id":"7wOlubehfcCl"},"source":["####  Cluster creation from T-SNE"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:54:06.917019Z","start_time":"2021-05-24T08:54:06.732126Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"gI6jrMlxfcCl","executionInfo":{"status":"ok","timestamp":1746718219044,"user_tz":-120,"elapsed":4,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"67a85695-312e-471a-92fe-5c0b383044e0"},"outputs":[{"output_type":"stream","name":"stdout","text":["(1050, 4)\n"]}],"source":["from sklearn import cluster, metrics\n","\n","cls = cluster.KMeans(n_clusters=7, random_state=6)\n","cls.fit(X_tsne)\n","\n","df_tsne[\"cluster\"] = cls.labels_\n","print(df_tsne.shape)\n"]},{"cell_type":"markdown","metadata":{"id":"nMGRiswQfcCo"},"source":["####  Display of images by clusters and ARI calculation of image category/cluster similarity"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:54:07.377096Z","start_time":"2021-05-24T08:54:06.919018Z"},"colab":{"base_uri":"https://localhost:8080/","height":968},"id":"JNcQ6weXfcCo","executionInfo":{"status":"ok","timestamp":1746718219510,"user_tz":-120,"elapsed":465,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"b28c0454-7030-49a7-d614-ab785fdbd40c"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["ARI :  0.04181923191995559\n"]}],"source":["plt.figure(figsize=(10,10))\n","sns.scatterplot(\n","    x=\"tsne1\", y=\"tsne2\",\n","    hue=\"cluster\",\n","    palette=sns.color_palette('tab10', n_colors=7), s=50, alpha=0.6,\n","    data=df_tsne,\n","    legend=\"brief\")\n","\n","plt.title('TSNE selon les clusters', fontsize = 30, pad = 35, fontweight = 'bold')\n","plt.xlabel('tsne1', fontsize = 26, fontweight = 'bold')\n","plt.ylabel('tsne2', fontsize = 26, fontweight = 'bold')\n","plt.legend(prop={'size': 14})\n","\n","plt.show()\n","\n","labels = data.cat_code\n","\n","print(\"ARI : \", metrics.adjusted_rand_score(labels, cls.labels_))"]},{"cell_type":"markdown","metadata":{"id":"LVfdQFfqfcCo"},"source":["#### Class analysis\n","* La matrice de confusion doit être transformée par permutation de colonnes afin de maximiser la diagonale pour obtenir une correspondance entre les catégories réelles et estimées"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:54:07.393082Z","start_time":"2021-05-24T08:54:07.378076Z"},"id":"P6UCAZaGfcCo"},"outputs":[],"source":["# Dictionary to hold results\n","# Function to append results to result_dict\n","def append_dict(dict1_obj, dict2_obj):\n","    for key in dict1_obj.keys():\n","        dict1_obj[key].append(dict2_obj[key])\n","\n","# Initialize results dictionary\n","results={'title' : [], 'metrics':[]}"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:54:07.425063Z","start_time":"2021-05-24T08:54:07.396080Z"},"id":"tqcCwbZlfcCo"},"outputs":[],"source":["from sklearn.cluster import KMeans\n","from sklearn.metrics import adjusted_rand_score\n","from sklearn.metrics import confusion_matrix,ConfusionMatrixDisplay,classification_report\n","from scipy.optimize import linear_sum_assignment\n","from collections import Counter\n","\n","from sklearn.cluster import KMeans\n","from sklearn.metrics import precision_recall_fscore_support\n","from sklearn.metrics import adjusted_rand_score\n","from sklearn.metrics import confusion_matrix,ConfusionMatrixDisplay,classification_report\n","from scipy.optimize import linear_sum_assignment\n","from collections import Counter\n","\n","# Fonctions d'évaluation des clusters\n","\n","def plot_conf_mat(matrix,y_names,x_names,title=''):\n","#     print(y_names,x_names)\n","\n","    fig,axe=plt.subplots(figsize=(8,6))\n","\n","    sns.heatmap(matrix, annot=True, cmap='Accent',ax=axe, square=True,fmt='g',vmin=0,vmax=150)\n","    axe.set_yticklabels(y_names,rotation = 0,fontsize=11)\n","    axe.set_xticklabels(x_names, rotation = 45, ha=\"right\",fontsize=11)\n","    axe.set_title(title,fontsize=16)\n","    plt.show()\n","\n","\n","\"\"\"\n","Main function.\n","Evaluates clustering performance by comparing predicted cluster labels with ground truth labels.\n","\n","This function performs several key evaluation steps:\n","1. Counts the frequency of each cluster\n","2. Computes a confusion matrix between predicted clusters and true categories\n","3. Optimizes cluster-to-category alignment using the Hungarian algorithm\n","4. Visualizes the aligned confusion matrix\n","5. Calculates the Adjusted Rand Index (ARI) to measure clustering quality\n","6. Generates a detailed classification report with precision, recall, and F1-score\n","\n","Parameters:\n","    pred_labels (array-like): Predicted cluster labels from clustering algorithm\n","    true_labels (array-like): Ground truth category labels\n","    cat_names (list): List of category names for visualization and reporting\n","\n","Returns:\n","    tuple: ((precision, recall, f1, support), ari) - Macro-averaged metrics and ARI score\n","\"\"\"\n","def clustering_evaluate(pred_labels, true_labels, cat_names):\n","\n","    # Count clusters effectives\n","    effectives=dict(sorted(Counter(pred_labels).items()))\n","\n","    # compute confusion matrix\n","    conf_mat=confusion_matrix(true_labels,pred_labels)\n","\n","    # Plot confusion matrix\n","#     plot_conf_mat(conf_mat,cat['index'],range(7),title='Confusion matrix')\n","\n","    # Maximize values on first diagonal\n","    row_ind, col_ind = linear_sum_assignment(conf_mat,maximize=True)\n","    permut = pd.DataFrame(col_ind,index=cat['category'],columns=['cluster'])\n","    permut.index.rename('Category',inplace=True)\n","    permut['effectives']=[effectives[cls] for cls in permut.cluster]\n","    display(permut)\n","    cm=conf_mat.take(col_ind,axis=1)\n","\n","    # Plot aligned confusion matrix\n","    plot_conf_mat(cm,cat_names,cat_names,title='Aligned confusion matrix')\n","\n","    # Align cluster label on category code   [corresp[cls] for cls in labels]\n","    corresp = np.argmax(conf_mat, axis=0)\n","\n","    # print  adjusted rand score\n","    ari = adjusted_rand_score(true_labels,pred_labels)\n","    print(' ARI : {}'.format(ari))\n","\n","    # Print classification report\n","    print(classification_report(true_labels,\n","                                [corresp[cls] for cls in pred_labels],\n","                                target_names=cat_names,\n","                                zero_division=0)\n","         )\n","    return  precision_recall_fscore_support(true_labels,\n","                                [corresp[cls] for cls in pred_labels],\n","                                             average='macro', zero_division=0), ari\n","\n","def plot_clusters(reduced,labels):\n","    data=pd.DataFrame([reduced,labels],columns=['Component 1','Component 2','Cluster'])\n","    fig=px.scatter(data,x='Component 1',y='Component 2',color='Cluster')"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:54:08.765554Z","start_time":"2021-05-24T08:54:07.427063Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"Ayt0uzuefcCo","executionInfo":{"status":"ok","timestamp":1746717734466,"user_tz":-120,"elapsed":332,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"e24d1cfb-d2ae-4d19-d4dd-f6dad5ab61ad"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        2         140\n","Baby             4         168\n","Watches          5         169\n","Decor            0         181\n","Kitchen          1         217\n","Beauty           3         168\n","Computers        6           7"],"text/html":["\n","  <div id=\"df-aadf676e-e48a-48ac-8811-47391af8330f\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>2</td>\n","      <td>140</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>4</td>\n","      <td>168</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>5</td>\n","      <td>169</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>0</td>\n","      <td>181</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>1</td>\n","      <td>217</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>3</td>\n","      <td>168</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>6</td>\n","      <td>7</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-aadf676e-e48a-48ac-8811-47391af8330f')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.06860263554033685\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.28      0.26      0.27       150\n","        Baby       0.28      0.31      0.30       150\n","     Watches       0.00      0.00      0.00       150\n","       Decor       0.31      0.37      0.34       150\n","     Kitchen       0.36      0.53      0.43       150\n","      Beauty       0.27      0.31      0.29       150\n","   Computers       0.30      0.35      0.32       150\n","\n","    accuracy                           0.30      1050\n","   macro avg       0.26      0.30      0.28      1050\n","weighted avg       0.26      0.30      0.28      1050\n","\n","Clustering sur BoVW SIFT descriptors\n"]}],"source":["title='BoVW SIFT descriptors'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(cls.labels_, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering sur '+title)"]},{"cell_type":"markdown","metadata":{"id":"Y0NpOl7lfcCo"},"source":["## Visualisation of images in each cluster"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:54:08.781546Z","start_time":"2021-05-24T08:54:08.766555Z"},"scrolled":false,"id":"PKuwJnrzfcCo"},"outputs":[],"source":["def view_cluster(pred_labels):\n","    # Dict to hold the cluster id and the images { id: [images] }\n","    groups_per = {}\n","    print('Create groups of images per cluster...')\n","    # Filling groups\n","    for file, cluster in zip(data.image,pred_labels):\n","        if cluster not in groups_per.keys():\n","            groups_per[cluster] = []\n","            groups_per[cluster].append(file)\n","        else:\n","            groups_per[cluster].append(file)\n","    print('done.')\n","\n","    # loops on clusters for content sample\n","    for cluster in tnrange(7,desc='Printing images by cluster'):\n","        plt.figure(figsize = (25,25));\n","        # gets the list of filenames for a cluster\n","        files = groups_per[cluster]\n","        # only allow up to 30 images to be shown at a time\n","        if len(files) > 30:\n","            print(f\"Clipping cluster {cluster} size from {len(files)} to 30\")\n","            files = files[:29]\n","        else:\n","            print(f\"Cluster {cluster} size {len(files)}\")\n","        # plot each image in the cluster\n","        for index, file in enumerate(files):\n","            plt.subplot(10,10,index+1);\n","            img = cv2.imread(path+file)\n","\n","            img = np.array(img)\n","            plt.imshow(img,cmap='gray')\n","            plt.axis('off')\n","        plt.show()\n","\n"]},{"cell_type":"code","source":[],"metadata":{"id":"LYmC19RMijOT"},"execution_count":null,"outputs":[]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:54:44.294496Z","start_time":"2021-05-24T08:54:08.783545Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000,"referenced_widgets":["f923052668fe4cfa87af935e523a4fc1","0a41fa1acf1940c3b6451d23658ccb5b","1ee3e5368ae9468084c0eaa11870d2dc","eb83458ff64f46c99c3b7726fe7ac5c7","43258c59603d419e9b200b5c0a6f257e","96ce27a06e6849e1ab1ccff3e2134465","3e006aece3bc4ddeb6e8b80e62ea9af0","165f5e99a44d4c7bb997fe138143a071","6afc388f613e4bf280307d46113fd68f","c437f15c04fd4420ab73910334f039af","0ac04801607b4375a464332b69cbebf0"],"output_embedded_package_id":"1BVE_06QX3eKUDBJVJUzzBMsw0LEt8UiZ"},"id":"kWgGfZcvfcCo","executionInfo":{"status":"ok","timestamp":1746606946208,"user_tz":-120,"elapsed":29255,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"1e223ed8-fb5b-4970-8077-f0a98ad5b2e1"},"outputs":[{"output_type":"display_data","data":{"text/plain":"Output hidden; open in https://colab.research.google.com to view."},"metadata":{}}],"source":["# Show a sample of 30 image in each cluster for visual verification\n","print('In cluster image with BoVW SIFT descriptors')\n","view_cluster(cls.labels_)"]},{"cell_type":"markdown","metadata":{"id":"loE7JHuYfcCo"},"source":["# ORB descriptors"]},{"cell_type":"markdown","source":["- Speed: ORB has been designed to be fast while retaining certain invariances. It is based on the FAST algorithm for corner detection and uses a modified version of BRIEF for descriptors.\n","\n","- Rotationally invariant but not scale-invariant: ORB is rotationally invariant, but not scale-invariant contrary to SIFT. ORB can be used with an image pyramid for some form of scale invariance, but this is not its strong point.\n","\n","- Performance and use: ORB is also less complex than SIFT, making it suitable for real-time applications and on devices with limited resources.\n","\n"],"metadata":{"id":"gIrLqFPzm2Lp"}},{"cell_type":"markdown","metadata":{"id":"dJ4IFbCRfcCp"},"source":["## Determining and displaying ORB descriptors\n","\n"]},{"cell_type":"code","execution_count":75,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:54:44.310487Z","start_time":"2021-05-24T08:54:44.295495Z"},"id":"3nY_k_5xfcCp","executionInfo":{"status":"ok","timestamp":1747751629280,"user_tz":-120,"elapsed":23,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Image size for ORB process\n","image_size=(500,500)"]},{"cell_type":"code","execution_count":76,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:54:45.910810Z","start_time":"2021-05-24T08:54:44.312485Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"I69btoE5fcCq","executionInfo":{"status":"ok","timestamp":1747751630431,"user_tz":-120,"elapsed":1060,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"9b6e7e61-5fe6-4bbb-cb16-8b1120a1dcb0"},"outputs":[{"output_type":"stream","name":"stdout","text":["Grey levels\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 800x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Adaptative contract equalization\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 800x800 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Descriptors :  (500, 32)\n","\n","[[241 201 219 ...  12 150 155]\n"," [169   9 217 ...  12 162  25]\n"," [241 201 219 ...  12 166 233]\n"," ...\n"," [233   1 212 ...  31 164 174]\n"," [235   9 221 ... 187 160 158]\n"," [169  33 218 ...  30 178  26]]\n"]}],"source":["import cv2\n","\n","\n","orb = cv2.ORB_create(nfeatures = 500,\n","                     scaleFactor = 1.2,\n","                     nlevels = 8,\n","                     edgeThreshold = 8,\n","                     firstLevel = 1,\n","                     WTA_K = 4,\n","#                      scoreType = cv2.HARRIS_SCORE,\n","                     patchSize = 8,\n","                     fastThreshold = 15 )\n","\n","image_full = cv2.imread(path+data.image.iloc[specific_picture_index],0) # convert in gray\n","image = cv2.resize(image_full,dsize=image_size,interpolation= cv2.INTER_LINEAR)\n","print('Grey levels')\n","plt.figure(figsize=(8,8))\n","plt.imshow(image,cmap='gray')\n","plt.show()\n","\n","# Contrast Limited Adaptative Histogram Equalization\n","clahe=cv2.createCLAHE(clipLimit=2.0,tileGridSize=(8,8))\n","image = clahe.apply(image)   # equalize image histogram\n","print('Adaptative contract equalization')\n","plt.figure(figsize=(8,8))\n","plt.imshow(image,cmap='gray')\n","plt.show()\n","\n","# Compute ORB descriptors and print them on image\n","kp, des = orb.detectAndCompute(image, None)\n","img=cv2.drawKeypoints(image,kp,image,flags=cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS)\n","plt.figure(figsize=(8,8))\n","plt.imshow(img)\n","plt.show()\n","print(\"Descriptors : \", des.shape)\n","print()\n","print(des)"]},{"cell_type":"markdown","metadata":{"id":"dBh_DVZjfcCq"},"source":["## Image pre-processing via ORB"]},{"cell_type":"markdown","source":["### Bags of Visual Words (BoVW)"],"metadata":{"id":"BTci0VdhHhgh"}},{"cell_type":"markdown","metadata":{"id":"nUZNoZ_ifcCq"},"source":["#### Creation of descriptors for each image\n","* For each image, grayscale and equalize\n","* creation of a list of descriptors for each image (\"keypoints_by_img\"), which will be used to create histograms for each image\n","* creation of a list of descriptors for all images (\"keypoints_all\"), which will be used to create descriptor clusters"]},{"cell_type":"code","execution_count":77,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:55:16.099578Z","start_time":"2021-05-24T08:54:45.911809Z"},"scrolled":true,"colab":{"base_uri":"https://localhost:8080/","height":101,"referenced_widgets":["9388e1d534ac4cc7b60eccc28f52b9fd","6a61898c74fe4cadb13fa81838fe2e54","c840f4c02a90471a8f8105e8d20d15b0","2a4ae5a82d0544559ee39ffeca35d911","454ae7b615d040fd911e8e930b639053","6e04c00564fd41c2a8452c9563bfb7d4","a702fa85a2474c0b9531d4429ca935a5","de14498b8240402090e544d6834386a9","bb95ff1c93c741baaf4b1b3d853999ec","1b2d03e2f61948d88b7ba00c0dd96553","b9f4646254f4468cbbfbb8f56b8d61ae"]},"id":"unjNz2x9fcCq","executionInfo":{"status":"ok","timestamp":1747751670244,"user_tz":-120,"elapsed":39812,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"f087d1d7-bbb6-496a-d044-c5f312d38f50"},"outputs":[{"output_type":"display_data","data":{"text/plain":["Create ORB descriptors:   0%|          | 0/1050 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"9388e1d534ac4cc7b60eccc28f52b9fd"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\n","Nombre de descripteurs :  (1033634, 32)\n","temps de traitement SIFT descriptor :            39.89 secondes\n"]}],"source":["# identification of key points and associated descriptors\n","import time, cv2\n","keypoints = {}\n","descriptors = []\n","temps1=time.time()\n","\n","orb = cv2.ORB_create(nfeatures = 1000,\n","                     scaleFactor = 1.2,\n","                     nlevels = 8,\n","                     edgeThreshold = 8,\n","                     firstLevel = 1,\n","                     WTA_K = 4,\n","#                      scoreType = 'HARRIS_SCORE',\n","                     patchSize = 8,\n","                     fastThreshold = 15 )\n","\n","for image_num in tnrange(data.shape[0],desc='Create ORB descriptors') :\n","\n","    image_full = cv2.imread(path+data.image.iloc[image_num],0) # convert in gray\n","    image = cv2.resize(image_full,dsize=image_size,interpolation= cv2.INTER_LINEAR) # image resize to 331 x 331\n","\n","    clahe=cv2.createCLAHE(clipLimit=2.0,tileGridSize=(8,8))\n","    res = clahe.apply(image)   # equalize image histogram\n","\n","    kp, des = orb.detectAndCompute(res, None)\n","    keypoints[image_num]=kp\n","    descriptors.append(des)\n","\n","descriptors_all = np.concatenate(descriptors, axis=0)\n","\n","print()\n","print(\"Nombre de descripteurs : \", descriptors_all.shape)\n","\n","duration1=time.time()-temps1\n","print(\"temps de traitement SIFT descriptor : \", \"%15.2f\" % duration1, \"secondes\")"]},{"cell_type":"code","execution_count":78,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:55:16.825774Z","start_time":"2021-05-24T08:55:16.100572Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"QHoDD9wcfcCq","executionInfo":{"status":"ok","timestamp":1747751671987,"user_tz":-120,"elapsed":1784,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"f4f45b95-046b-4535-d874-41e3e30f4013"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 800x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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\n"},"metadata":{}}],"source":["# Random sample of images with their descriptors\n","samples=data.sample(3)\n","\n","samples=samples.reset_index()\n","for index_ in samples['index']:\n","    kp=keypoints[index_]\n","    image_full = cv2.imread(path+data.image.iloc[index_],0) # convert in gray\n","    image = cv2.resize(image_full,dsize=image_size,interpolation= cv2.INTER_LINEAR) # image resize to 331 x 331\n","    # Contrast Limited Adaptative Histogram Equalization\n","    clahe=cv2.createCLAHE(clipLimit=2.0,tileGridSize=(8,8))\n","    image = clahe.apply(image)   # equalize image histogram\n","\n","\n","    img=cv2.drawKeypoints(image,kp,image,flags=cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS)\n","    plt.figure(figsize=(8,8))\n","    plt.title('Image {} number of descriptors : {}'.format(index_,len(kp)))\n","    plt.imshow(img)\n","    plt.show()"]},{"cell_type":"markdown","metadata":{"id":"kPuJTeU_fcCq"},"source":["#### Creating visual vocabulary\n","* Use MiniBatchKMeans to achieve reasonable processing times"]},{"cell_type":"code","execution_count":79,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:56:23.612502Z","start_time":"2021-05-24T08:55:16.827762Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"am3P2TW3fcCr","executionInfo":{"status":"ok","timestamp":1747751692294,"user_tz":-120,"elapsed":20305,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"113774f9-a50c-40b3-b5a8-2f2451b51804"},"outputs":[{"output_type":"stream","name":"stdout","text":["Estimated number of clusters :  1017\n","Generating 1017 descriptor clusters ...\n","kmeans processing time :            20.35 seconds\n"]}],"source":["from sklearn import cluster, metrics\n","\n","# Determination number of clusters\n","temps1=time.time()\n","\n","k = int(round(np.sqrt(len(descriptors_all)),0))\n","print(\"Estimated number of clusters : \", k)\n","print(\"Generating\",k, \"descriptor clusters ...\")\n","\n","# Clustering\n","kmeans = cluster.MiniBatchKMeans(n_clusters=k, init_size=3*k, random_state=0)\n","kmeans.fit(descriptors_all)\n","\n","duration1=time.time()-temps1\n","print(\"kmeans processing time : \", \"%15.2f\" % duration1, \"seconds\")"]},{"cell_type":"markdown","metadata":{"id":"Vnw-FaXwfcCr"},"source":["#### Attributing visual words\n","* For each image :\n","   - prediction of cluster numbers for each descriptor\n","   - creation of a histogram = count for each cluster number the number of visual words in the image"]},{"cell_type":"markdown","metadata":{"id":"VOAjgedYfcCr"},"source":["Image features = Image histogram = Image count of the number of descriptors per cluster"]},{"cell_type":"code","execution_count":80,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:56:32.318800Z","start_time":"2021-05-24T08:56:23.614502Z"},"colab":{"base_uri":"https://localhost:8080/","height":66,"referenced_widgets":["df8c84b5287141bca34ba0bac46dc3b3","4f46660493ed4ce39809d5b27d885a70","c19d3ad4046f4983a37b48dac549d5fc","bb0159434a6e4538b45670dbda2977cb","6a80563a3ea94e5d87e166d0ba3226ba","b1b48c10379744b7a35808d9f5405a0e","077fe4edf6e146a5adb54f71baa129c7","13df31437d00484a8e50b2282d9864df","367cf8c5626b4cd18900cfe98616ae5a","2dad04db66804c8c9d96d7c3e35b98c4","943ec3fa8cd448839883780fb07a4e45"]},"id":"y0QtxLDxfcCr","executionInfo":{"status":"ok","timestamp":1747751699914,"user_tz":-120,"elapsed":7622,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"34f2433d-55c3-401c-d285-58e683d1d895"},"outputs":[{"output_type":"display_data","data":{"text/plain":["  0%|          | 0/1050 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"df8c84b5287141bca34ba0bac46dc3b3"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["temps de création histogrammes :             7.62 secondes\n"]}],"source":["# Creation of histograms (features)\n","temps1=time.time()\n","\n","def build_histogram(kmeans, des, image_num):\n","    res = kmeans.predict(des)\n","    hist = np.zeros(len(kmeans.cluster_centers_))\n","    nb_des=len(des)\n","    if nb_des==0 : print(\"problème histogramme image  : \", image_num)\n","    for i in res:\n","        hist[i] += 1.0/nb_des\n","    return hist\n","\n","\n","# Creation of a matrix of histograms\n","hist_vectors=[]\n","\n","for i, image_desc in tenumerate(descriptors) :\n","#     if i%100 == 0 : print(i)\n","    hist = build_histogram(kmeans, image_desc, i) #calculates the histogram\n","    hist_vectors.append(hist) #histogram is the feature vector\n","\n","im_features = np.asarray(hist_vectors)\n","\n","duration1=time.time()-temps1\n","print(\"temps de création histogrammes : \", \"%15.2f\" % duration1, \"secondes\")\n"]},{"cell_type":"code","source":["print(im_features[specific_picture_index])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jj4MBP1x5TKS","executionInfo":{"status":"ok","timestamp":1747751699915,"user_tz":-120,"elapsed":5,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"ff7293ad-0d88-425d-e6ad-444f1176dd03"},"execution_count":81,"outputs":[{"output_type":"stream","name":"stdout","text":["[0.    0.    0.001 ... 0.002 0.    0.   ]\n"]}]},{"cell_type":"markdown","source":["#### ARI Score"],"metadata":{"id":"Va_HMli9qsoL"}},{"cell_type":"code","source":["# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","kmeans0 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(im_features)\n","    # Assign clusters\n","labels=kmeans0.labels_\n","\n","title='BoVW'\n","# Evaluate and store metrics results)\n","append_dict(results1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on description '+title)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"-emZ8Av9q0D9","executionInfo":{"status":"ok","timestamp":1747751703365,"user_tz":-120,"elapsed":3451,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"9215f98d-36a6-4abb-e75d-ba921f2f613d"},"execution_count":82,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        2          83\n","Baby             5         165\n","Watches          0         245\n","Decor            1         220\n","Kitchen          3           1\n","Beauty           4         261\n","Computers        6          75"],"text/html":["\n","  <div id=\"df-3d906318-1325-4aaa-adb4-741cd4d4d9c8\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>2</td>\n","      <td>83</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>5</td>\n","      <td>165</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.033128366840682606\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.00      0.00      0.00       150\n","        Baby       0.21      0.23      0.22       150\n","     Watches       0.27      0.43      0.33       150\n","       Decor       0.24      0.49      0.32       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.24      0.41      0.30       150\n","   Computers       0.45      0.23      0.30       150\n","\n","    accuracy                           0.26      1050\n","   macro avg       0.20      0.26      0.21      1050\n","weighted avg       0.20      0.26      0.21      1050\n","\n","Clustering on description BoVW\n"]}]},{"cell_type":"markdown","source":["### Visual Words encoding Strategies"],"metadata":{"id":"Fm0cbI6Ln5P3"}},{"cell_type":"markdown","metadata":{"id":"HW9sIpI1n5P3"},"source":["#### BoVW + tfidf"]},{"cell_type":"markdown","source":["TF-IDF (Term Frequency-Inverse Document Frequency) weights words based on their specificity to documents. It emphasizes distinctive terms while reducing the importance of commonly occurring words across the corpus.\\\n","This technique helps identify characteristic vocabulary for each document category, improving clustering and classification by focusing on truly discriminative features rather than generic terms.\n","\n","\n","\n"],"metadata":{"id":"1zmkZB0fn5P4"}},{"cell_type":"code","execution_count":83,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:42.469317Z","start_time":"2021-05-24T06:38:42.408351Z"},"id":"2tVcAQGEn5P4","executionInfo":{"status":"ok","timestamp":1747751703438,"user_tz":-120,"elapsed":67,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["from sklearn.feature_extraction.text import TfidfTransformer\n","tf_transformer = TfidfTransformer(use_idf=True).fit(im_features)\n","data_tfidf = tf_transformer.transform(im_features)"]},{"cell_type":"code","execution_count":84,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:42.485307Z","start_time":"2021-05-24T06:38:42.473314Z"},"colab":{"base_uri":"https://localhost:8080/","height":187},"executionInfo":{"status":"ok","timestamp":1747751703460,"user_tz":-120,"elapsed":21,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"1bad7998-b0f8-4dba-ddc0-cb530ad180cc","id":"W-c92CyPn5P4"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["scipy.sparse._csr.csr_matrix"],"text/html":["<div style=\"max-width:800px; border: 1px solid var(--colab-border-color);\"><style>\n","      pre.function-repr-contents {\n","        overflow-x: auto;\n","        padding: 8px 12px;\n","        max-height: 500px;\n","      }\n","\n","      pre.function-repr-contents.function-repr-contents-collapsed {\n","        cursor: pointer;\n","        max-height: 100px;\n","      }\n","    </style>\n","    <pre style=\"white-space: initial; background:\n","         var(--colab-secondary-surface-color); padding: 8px 12px;\n","         border-bottom: 1px solid var(--colab-border-color);\"><b>scipy.sparse._csr.csr_matrix</b><br/>def __init__(arg1, shape=None, dtype=None, copy=False, *, maxprint=None)</pre><pre class=\"function-repr-contents function-repr-contents-collapsed\" style=\"\"><a class=\"filepath\" style=\"display:none\" href=\"#\">/usr/local/lib/python3.11/dist-packages/scipy/sparse/_csr.py</a>Compressed Sparse Row matrix.\n","\n","This can be instantiated in several ways:\n","    csr_matrix(D)\n","        where D is a 2-D ndarray\n","\n","    csr_matrix(S)\n","        with another sparse array or matrix S (equivalent to S.tocsr())\n","\n","    csr_matrix((M, N), [dtype])\n","        to construct an empty matrix with shape (M, N)\n","        dtype is optional, defaulting to dtype=&#x27;d&#x27;.\n","\n","    csr_matrix((data, (row_ind, col_ind)), [shape=(M, N)])\n","        where ``data``, ``row_ind`` and ``col_ind`` satisfy the\n","        relationship ``a[row_ind[k], col_ind[k]] = data[k]``.\n","\n","    csr_matrix((data, indices, indptr), [shape=(M, N)])\n","        is the standard CSR representation where the column indices for\n","        row i are stored in ``indices[indptr[i]:indptr[i+1]]`` and their\n","        corresponding values are stored in ``data[indptr[i]:indptr[i+1]]``.\n","        If the shape parameter is not supplied, the matrix dimensions\n","        are inferred from the index arrays.\n","\n","Attributes\n","----------\n","dtype : dtype\n","    Data type of the matrix\n","shape : 2-tuple\n","    Shape of the matrix\n","ndim : int\n","    Number of dimensions (this is always 2)\n","nnz\n","size\n","data\n","    CSR format data array of the matrix\n","indices\n","    CSR format index array of the matrix\n","indptr\n","    CSR format index pointer array of the matrix\n","has_sorted_indices\n","has_canonical_format\n","T\n","\n","Notes\n","-----\n","\n","Sparse matrices can be used in arithmetic operations: they support\n","addition, subtraction, multiplication, division, and matrix power.\n","\n","Advantages of the CSR format\n","  - efficient arithmetic operations CSR + CSR, CSR * CSR, etc.\n","  - efficient row slicing\n","  - fast matrix vector products\n","\n","Disadvantages of the CSR format\n","  - slow column slicing operations (consider CSC)\n","  - changes to the sparsity structure are expensive (consider LIL or DOK)\n","\n","Canonical Format\n","    - Within each row, indices are sorted by column.\n","    - There are no duplicate entries.\n","\n","Examples\n","--------\n","\n","&gt;&gt;&gt; import numpy as np\n","&gt;&gt;&gt; from scipy.sparse import csr_matrix\n","&gt;&gt;&gt; csr_matrix((3, 4), dtype=np.int8).toarray()\n","array([[0, 0, 0, 0],\n","       [0, 0, 0, 0],\n","       [0, 0, 0, 0]], dtype=int8)\n","\n","&gt;&gt;&gt; row = np.array([0, 0, 1, 2, 2, 2])\n","&gt;&gt;&gt; col = np.array([0, 2, 2, 0, 1, 2])\n","&gt;&gt;&gt; data = np.array([1, 2, 3, 4, 5, 6])\n","&gt;&gt;&gt; csr_matrix((data, (row, col)), shape=(3, 3)).toarray()\n","array([[1, 0, 2],\n","       [0, 0, 3],\n","       [4, 5, 6]])\n","\n","&gt;&gt;&gt; indptr = np.array([0, 2, 3, 6])\n","&gt;&gt;&gt; indices = np.array([0, 2, 2, 0, 1, 2])\n","&gt;&gt;&gt; data = np.array([1, 2, 3, 4, 5, 6])\n","&gt;&gt;&gt; csr_matrix((data, indices, indptr), shape=(3, 3)).toarray()\n","array([[1, 0, 2],\n","       [0, 0, 3],\n","       [4, 5, 6]])\n","\n","Duplicate entries are summed together:\n","\n","&gt;&gt;&gt; row = np.array([0, 1, 2, 0])\n","&gt;&gt;&gt; col = np.array([0, 1, 1, 0])\n","&gt;&gt;&gt; data = np.array([1, 2, 4, 8])\n","&gt;&gt;&gt; csr_matrix((data, (row, col)), shape=(3, 3)).toarray()\n","array([[9, 0, 0],\n","       [0, 2, 0],\n","       [0, 4, 0]])\n","\n","As an example of how to construct a CSR matrix incrementally,\n","the following snippet builds a term-document matrix from texts:\n","\n","&gt;&gt;&gt; docs = [[&quot;hello&quot;, &quot;world&quot;, &quot;hello&quot;], [&quot;goodbye&quot;, &quot;cruel&quot;, &quot;world&quot;]]\n","&gt;&gt;&gt; indptr = [0]\n","&gt;&gt;&gt; indices = []\n","&gt;&gt;&gt; data = []\n","&gt;&gt;&gt; vocabulary = {}\n","&gt;&gt;&gt; for d in docs:\n","...     for term in d:\n","...         index = vocabulary.setdefault(term, len(vocabulary))\n","...         indices.append(index)\n","...         data.append(1)\n","...     indptr.append(len(indices))\n","...\n","&gt;&gt;&gt; csr_matrix((data, indices, indptr), dtype=int).toarray()\n","array([[2, 1, 0, 0],\n","       [0, 1, 1, 1]])</pre>\n","      <script>\n","      if (google.colab.kernel.accessAllowed && google.colab.files && google.colab.files.view) {\n","        for (const element of document.querySelectorAll('.filepath')) {\n","          element.style.display = 'block'\n","          element.onclick = (event) => {\n","            event.preventDefault();\n","            event.stopPropagation();\n","            google.colab.files.view(element.textContent, 437);\n","          };\n","        }\n","      }\n","      for (const element of document.querySelectorAll('.function-repr-contents')) {\n","        element.onclick = (event) => {\n","          event.preventDefault();\n","          event.stopPropagation();\n","          element.classList.toggle('function-repr-contents-collapsed');\n","        };\n","      }\n","      </script>\n","      </div>"]},"metadata":{},"execution_count":84}],"source":["type(data_tfidf)"]},{"cell_type":"markdown","metadata":{"id":"_8HkxCXDn5P4"},"source":["Sparse matrix, densify it for interpretability and saving dataframe."]},{"cell_type":"code","execution_count":85,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:42.501316Z","start_time":"2021-05-24T06:38:42.487306Z"},"id":"cwhh1R_nn5P4","executionInfo":{"status":"ok","timestamp":1747751703488,"user_tz":-120,"elapsed":26,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["data_tfidf=data_tfidf.toarray()"]},{"cell_type":"code","execution_count":86,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:42.517304Z","start_time":"2021-05-24T06:38:42.502297Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1747751703503,"user_tz":-120,"elapsed":13,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"7649accf-92a2-49c4-a5bc-3381aff23b61","id":"7KLOnSXTn5P4"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(1050, 1017)"]},"metadata":{},"execution_count":86}],"source":["data_tfidf.shape"]},{"cell_type":"code","execution_count":87,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:42.627244Z","start_time":"2021-05-24T06:38:42.519288Z"},"colab":{"base_uri":"https://localhost:8080/","height":424},"executionInfo":{"status":"ok","timestamp":1747751703556,"user_tz":-120,"elapsed":52,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"95b8c895-5cbb-4e5b-84f3-48256bb52416","id":"oJWAKe9in5P4"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["            T0        T1        T2        T3        T4        T5        T6  \\\n","0     0.017925  0.035772  0.000000  0.000000  0.022300  0.019393  0.018604   \n","1     0.019075  0.000000  0.000000  0.043958  0.023731  0.020637  0.039595   \n","2     0.032290  0.032220  0.000000  0.018603  0.020086  0.017467  0.000000   \n","3     0.000000  0.097522  0.000000  0.016087  0.000000  0.000000  0.000000   \n","4     0.018055  0.000000  0.022844  0.041608  0.022463  0.000000  0.093698   \n","...        ...       ...       ...       ...       ...       ...       ...   \n","1045  0.100279  0.000000  0.000000  0.019257  0.000000  0.000000  0.000000   \n","1046  0.051576  0.034309  0.000000  0.019809  0.042777  0.055799  0.035686   \n","1047  0.152401  0.016897  0.000000  0.019511  0.000000  0.000000  0.017575   \n","1048  0.034926  0.052275  0.022094  0.060364  0.043451  0.018893  0.018124   \n","1049  0.140235  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n","\n","            T7        T8        T9  ...     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0.000000\n","T2       0.023769\n","T3       0.000000\n","T4       0.000000\n","           ...   \n","T1012    0.024373\n","T1013    0.033074\n","T1014    0.041837\n","T1015    0.000000\n","T1016    0.000000\n","Name: 458, Length: 1017, dtype: float64"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>458</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>T0</th>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>T1</th>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>T2</th>\n","      <td>0.023769</td>\n","    </tr>\n","    <tr>\n","      <th>T3</th>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>T4</th>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>T1012</th>\n","      <td>0.024373</td>\n","    </tr>\n","    <tr>\n","      <th>T1013</th>\n","      <td>0.033074</td>\n","    </tr>\n","    <tr>\n","      <th>T1014</th>\n","      <td>0.041837</td>\n","    </tr>\n","    <tr>\n","      <th>T1015</th>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>T1016</th>\n","      <td>0.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>1017 rows × 1 columns</p>\n","</div><br><label><b>dtype:</b> float64</label>"]},"metadata":{},"execution_count":88}]},{"cell_type":"code","source":["non_zero_series = tok.loc[specific_picture_index][tok.loc[specific_picture_index] != 0]\n","result_dict = {index: round(value, 4) for index, value in non_zero_series.to_dict().items()}\n","print(result_dict)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1747751703581,"user_tz":-120,"elapsed":10,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"233d0771-511b-43ce-b0de-2d3f3f64799e","id":"2pVOwTZZHTrk"},"execution_count":89,"outputs":[{"output_type":"stream","name":"stdout","text":["{'T2': 0.0238, 'T5': 0.0203, 'T7': 0.0202, 'T9': 0.0334, 'T11': 0.1125, 'T12': 0.0228, 'T14': 0.0459, 'T15': 0.0326, 'T16': 0.0377, 'T17': 0.0642, 'T18': 0.0389, 'T20': 0.0202, 'T21': 0.0184, 'T22': 0.0208, 'T24': 0.0176, 'T25': 0.0428, 'T26': 0.0677, 'T27': 0.0623, 'T28': 0.0403, 'T29': 0.0229, 'T31': 0.087, 'T32': 0.0192, 'T37': 0.0424, 'T38': 0.0573, 'T39': 0.0172, 'T40': 0.0193, 'T46': 0.0195, 'T47': 0.0642, 'T48': 0.0169, 'T49': 0.0523, 'T50': 0.0752, 'T60': 0.0454, 'T61': 0.0151, 'T62': 0.0218, 'T64': 0.0184, 'T65': 0.0219, 'T69': 0.0433, 'T70': 0.0308, 'T71': 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ARI : 0.05374074613078963\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.28      0.33      0.30       150\n","        Baby       0.23      0.23      0.23       150\n","     Watches       0.31      0.34      0.32       150\n","       Decor       0.38      0.23      0.28       150\n","     Kitchen       0.24      0.32      0.27       150\n","      Beauty       0.41      0.41      0.41       150\n","   Computers       0.37      0.27      0.31       150\n","\n","    accuracy                           0.30      1050\n","   macro avg       0.32      0.30      0.31      1050\n","weighted avg       0.32      0.30      0.31      1050\n","\n","Clustering on BoVW + TFiDF\n"]}],"source":["# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans1 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok)\n","    # Assign clusters\n","labels=kmeans1.labels_\n","\n","title='BoVW + TFiDF'\n","# Evaluate and store metrics results)\n","append_dict(results1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)"]},{"cell_type":"code","execution_count":91,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:48.616574Z","start_time":"2021-05-24T06:38:46.023218Z"},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1747751712261,"user_tz":-120,"elapsed":5458,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"ff16b0d9-21c7-4755-e094-60dd556ed515","id":"g9zF2uRGn5P4"},"outputs":[{"output_type":"stream","name":"stdout","text":["Cluster 0 values count : 165\n","Cluster 1 values count : 150\n","Cluster 2 values count : 89\n","Cluster 3 values count : 111\n","Cluster 4 values count : 155\n","Cluster 5 values count : 203\n","Cluster 6 values count : 177\n"," ARI : 0.05374074613078963\n"]}],"source":["# Check if the results are the same with a sparse matrix\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans1 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(data_tfidf)\n","    # Assign clusters\n","labels=kmeans1.labels_\n","for i in range(0,7):\n","    print('Cluster {} values count : {}'.format(i, np.count_nonzero(labels == i)))\n","print(' ARI : {}'.format(adjusted_rand_score(data.cat_code,labels)))\n"]},{"cell_type":"markdown","metadata":{"id":"splN2mgHn5P4"},"source":["Same result with sparse matrix.\n","\n"]},{"cell_type":"markdown","metadata":{"id":"iWkvRzdPn5P4"},"source":["#### BoVW + LDA"]},{"cell_type":"markdown","source":["Unlike TF-IDF which represents documents by the relative importance of words, LDA (Latent Dirichlet Allocation) takes a thematic approach. This probabilistic generative model decomposes each document into a mixture of latent topics and each topic into a distribution of words. It captures the hidden semantic structure of documents by automatically identifying recurring themes and their associations. In our product description context, LDA can reveal more abstract conceptual groupings beyond simple keywords, potentially aligned with product categories.\\\n","LDA is a pure statistic algorithm and does not use LLM."],"metadata":{"id":"Gbb863D8n5P4"}},{"cell_type":"code","execution_count":92,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:54.964055Z","start_time":"2021-05-24T06:38:50.200846Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1747751715085,"user_tz":-120,"elapsed":2825,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"82afd970-6e92-4f01-a55c-2f654ae2d3f5","id":"hpF7jTDcn5P4"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        0          83\n","Baby             6          21\n","Watches          2         239\n","Decor            3         225\n","Kitchen          1         213\n","Beauty           5         174\n","Computers        4          95"],"text/html":["\n","  <div id=\"df-b2218fe8-a1dc-43c4-8b45-0123269809cf\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>0</td>\n","      <td>83</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>6</td>\n","      <td>21</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>2</td>\n","      <td>239</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>3</td>\n","      <td>225</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>1</td>\n","      <td>213</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>5</td>\n","      <td>174</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>4</td>\n","      <td>95</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b2218fe8-a1dc-43c4-8b45-0123269809cf')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-b2218fe8-a1dc-43c4-8b45-0123269809cf button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.010453366998328373\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.30      0.21      0.24       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.18      0.57      0.28       150\n","       Decor       0.00      0.00      0.00       150\n","     Kitchen       0.20      0.29      0.24       150\n","      Beauty       0.27      0.31      0.29       150\n","   Computers       0.25      0.16      0.20       150\n","\n","    accuracy                           0.22      1050\n","   macro avg       0.17      0.22      0.18      1050\n","weighted avg       0.17      0.22      0.18      1050\n","\n","Clustering sur BoVW + LatentDirichletAllocation\n","Clustering sur BoVW + LatentDirichletAllocation\n"]}],"source":["from sklearn.decomposition import LatentDirichletAllocation\n","tok_lda = LatentDirichletAllocation(n_components=8,random_state=42,n_jobs=-1).fit_transform(im_features)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_lda)\n","    # Assign clusters\n","labels=kmeans2.labels_\n","\n","title='BoVW + LatentDirichletAllocation'\n","# Evaluate and store metrics results)\n","append_dict(results1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering sur '+title)\n","print('Clustering sur BoVW + LatentDirichletAllocation' )\n"]},{"cell_type":"code","source":["tok_lda[specific_picture_index]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-EyuAj1WHJaj","executionInfo":{"status":"ok","timestamp":1747751715109,"user_tz":-120,"elapsed":23,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"f2a8a8e0-671c-4105-df67-5d66cd9f28c3"},"execution_count":93,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0.06250056, 0.56249606, 0.06250056, 0.06250056, 0.06250056,\n","       0.06250056, 0.06250056, 0.06250056])"]},"metadata":{},"execution_count":93}]},{"cell_type":"markdown","metadata":{"id":"BjBW9WFZn5P4"},"source":["### Projections"]},{"cell_type":"markdown","source":["#### PCA"],"metadata":{"id":"K4xobepen5P4"}},{"cell_type":"markdown","source":["* **Linear space transformation**: PCA projects data into a new coordinate system defined by orthogonal directions of maximum variance\n","* **Dimensionality optimization**: Reduces feature redundancy by identifying and preserving only the most informative dimensions\n","* **Noise reduction effect**: Lower-ranked components often capture noise, so eliminating them increases signal-to-noise ratio\n","* **Global pattern prioritization**: Emphasizes broad patterns that explain the largest sources of variation across documents\n","* **Feature correlation resolution**: Addresses multicollinearity by creating uncorrelated components from correlated original features\n","* **Variance-based information retention**: Provides clear metrics on how much information (variance) is preserved in the reduced space"],"metadata":{"id":"LZTX5hrJn5P4"}},{"cell_type":"markdown","source":["Overall, PCA gives the same (weak) ARI scores for both encoding strategies. It also worsened ARI score for BoVW only.\n"],"metadata":{"id":"QZzybIh3n5P4"}},{"cell_type":"markdown","metadata":{"id":"7TcKvS5Jn5P4"},"source":["##### BoVW + PCA"]},{"cell_type":"code","source":["from sklearn.decomposition import PCA\n","from sklearn.cluster import KMeans\n","\n","# Create full PCA model to calculate explained variance\n","pca_full = PCA(random_state=42)\n","pca_full.fit(im_features)\n","\n","# Calculate cumulative variance explained by the first 2 components\n","explained_variance_ratio = pca_full.explained_variance_ratio_\n","cumulative_variance = explained_variance_ratio.cumsum()\n","variance_2_components = cumulative_variance[1] * 100\n","\n","# Apply PCA with 2 components for dimensionality reduction\n","pca = PCA(n_components=2, random_state=42)\n","bovw_pca = pca.fit_transform(im_features)\n","\n","# K-Means clustering on reduced data\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42, n_init=30).fit(bovw_pca)\n","labels = kmeans2.labels_\n","\n","# Title including explained variance\n","title = f'BoVW + PCA (2 components, {variance_2_components:.2f}% explained variance)'\n","\n","# Evaluate and store metrics results\n","append_dict(results1, {\n","    'title': title,\n","    'metrics': clustering_evaluate(labels, data.cat_code, cat['category'])\n","})\n","\n","# Display clustering results\n","print(f'Clustering on {title}')\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721410838,"user_tz":-120,"elapsed":4400,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"f27a5f94-c042-400a-8bf9-3c23b61ca1bc","id":"k6iQJBb_n5P4"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        4         250\n","Baby             1         148\n","Watches          6         167\n","Decor            2         158\n","Kitchen          5          97\n","Beauty           0         214\n","Computers        3          16"],"text/html":["\n","  <div id=\"df-fe533870-3651-405c-a681-3934a4be8cb3\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>4</td>\n","      <td>250</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>1</td>\n","      <td>148</td>\n","    </tr>\n","    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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.03990527546115413\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.22      0.36      0.27       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.30      0.33      0.32       150\n","       Decor       0.00      0.00      0.00       150\n","     Kitchen       0.21      0.22      0.21       150\n","      Beauty       0.30      0.43      0.35       150\n","   Computers       0.28      0.49      0.36       150\n","\n","    accuracy                           0.26      1050\n","   macro avg       0.19      0.26      0.22      1050\n","weighted avg       0.19      0.26      0.22      1050\n","\n","Clustering on BoVW + PCA (2 components, 17.76% explained variance)\n"]}]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:50.199847Z","start_time":"2021-05-24T06:38:49.755630Z"},"colab":{"base_uri":"https://localhost:8080/","height":713},"executionInfo":{"status":"ok","timestamp":1746721411353,"user_tz":-120,"elapsed":514,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"3d68f61a-b196-4a68-b70f-5913d4012dc8","id":"OES-YUp9n5P4"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["plot_clusters(bovw_pca,labels)"]},{"cell_type":"markdown","metadata":{"id":"B8YfHG21n5P5"},"source":["##### BoVW + tfidf + PCA"]},{"cell_type":"code","source":["from sklearn.decomposition import PCA\n","from sklearn.cluster import KMeans\n","\n","# Create full PCA model to calculate explained variance\n","pca_full = PCA(random_state=42)\n","pca_full.fit(tok)\n","\n","# Calculate cumulative variance explained by the first 2 components\n","explained_variance_ratio = pca_full.explained_variance_ratio_\n","cumulative_variance = explained_variance_ratio.cumsum()\n","variance_2_components = cumulative_variance[1] * 100\n","\n","# Apply PCA with 2 components for dimensionality reduction\n","pca = PCA(n_components=2, random_state=42)\n","tok_pca = pca.fit_transform(tok)\n","\n","# K-Means clustering on reduced data\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42, n_init=30).fit(tok_pca)\n","labels = kmeans2.labels_\n","\n","# Title including explained variance\n","title = f'BoVW + TFiDF + PCA (2 components, {variance_2_components:.2f}% explained variance)'\n","\n","# Evaluate and store metrics results\n","append_dict(results1, {\n","    'title': title,\n","    'metrics': clustering_evaluate(labels, data.cat_code, cat['category'])\n","})\n","\n","# Display clustering results\n","print(f'Clustering on {title}')\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721412810,"user_tz":-120,"elapsed":1456,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"94103384-d76d-4918-c2e7-83d2ea80e565","id":"OISEk_JNn5P5"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        5         175\n","Baby             1         150\n","Watches          4         170\n","Decor            0         114\n","Kitchen          2         145\n","Beauty           6         174\n","Computers        3         122"],"text/html":["\n","  <div id=\"df-89566a75-e6d1-4766-b6da-330d47c7f698\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>5</td>\n","      <td>175</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>1</td>\n","      <td>150</td>\n","    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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.04836017074191287\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.23      0.27      0.25       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.31      0.35      0.33       150\n","       Decor       0.00      0.00      0.00       150\n","     Kitchen       0.26      0.25      0.26       150\n","      Beauty       0.34      0.39      0.36       150\n","   Computers       0.27      0.69      0.39       150\n","\n","    accuracy                           0.28      1050\n","   macro avg       0.20      0.28      0.23      1050\n","weighted avg       0.20      0.28      0.23      1050\n","\n","Clustering on BoVW + TFiDF + PCA (2 components, 15.35% explained variance)\n"]}]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:50.199847Z","start_time":"2021-05-24T06:38:49.755630Z"},"colab":{"base_uri":"https://localhost:8080/","height":713},"executionInfo":{"status":"ok","timestamp":1746721413142,"user_tz":-120,"elapsed":331,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"d33f43b9-aa13-42d6-b87a-a522a9aa75bc","id":"5NogM8oXn5P5"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["plot_clusters(tok_pca,labels)"]},{"cell_type":"markdown","metadata":{"id":"hUQDT4hhn5P5"},"source":["##### BoVW + LDA + PCA"]},{"cell_type":"code","source":["from sklearn.decomposition import PCA\n","from sklearn.cluster import KMeans\n","\n","# Create full PCA model to calculate explained variance\n","pca_full = PCA(random_state=42)\n","pca_full.fit(tok_lda)\n","\n","# Calculate cumulative variance explained by the first 2 components\n","explained_variance_ratio = pca_full.explained_variance_ratio_\n","cumulative_variance = explained_variance_ratio.cumsum()\n","variance_2_components = cumulative_variance[1] * 100\n","\n","# Apply PCA with 2 components for dimensionality reduction\n","pca = PCA(n_components=2, random_state=42)\n","tok_pca = pca.fit_transform(tok_lda)\n","\n","# K-Means clustering on reduced data\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42, n_init=30).fit(tok_pca)\n","labels = kmeans2.labels_\n","\n","# Title including explained variance\n","title = f'BoVW + LDA + PCA (2 components, {variance_2_components:.2f}% explained variance)'\n","\n","# Evaluate and store metrics results\n","append_dict(results1, {\n","    'title': title,\n","    'metrics': clustering_evaluate(labels, data.cat_code, cat['category'])\n","})\n","\n","# Display clustering results\n","print(f'Clustering on {title}')\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721413525,"user_tz":-120,"elapsed":382,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"a63595ac-b9fd-48c8-cd82-558a886554f8","id":"2Oqqaycan5P5"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        0          83\n","Baby             6          21\n","Watches          2         239\n","Decor            3         225\n","Kitchen          1         213\n","Beauty           5         174\n","Computers        4          95"],"text/html":["\n","  <div id=\"df-8949a52b-f235-4397-8978-9e8d2fc9a6ea\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>0</td>\n","      <td>83</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>6</td>\n","      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R0BT5h0v/Offr1++K/S5d/LJgwQLruYz/xpAhQ3B0dGTWrFn5btQ9Z84cvv3223+97YJ06dKF+vXrs3btWu6///4Ca09JSeGDDz6w+U/6iSeeAGDy5MnWi4QumThxIhs3brzuWh566CHCwsLYtGkTAwYM4MKFCzbLz507x2+//WZ93qxZMxo2bEh6ejqDBg0iLS3NuuzUqVMMGjQIgF69ellnbs3UoEEDvLy8+PPPP/MF7dmzZzNp0qQC13vttdcKPOdwx44d1lm6yMjIq+7/8ccfx8nJiblz5+YLXb/88ov1Yplrnbkubi6dq7po0SL+/PNPm2UfffQRX3311WXXDQsLA2Dbtm2m1DZz5kw++ugjAgMDmTlzJo6Ojjz66KPcfffd7N+/P99FhCI3KwVNkb9ZunQpe/bswWKx0KtXryv2rVatGnXq1CE7O5vPPvvsX++zbt26jBs3josXL9K1a1caN25M7969adiwId26dbMGvEuHaf8rR0dH5s6dS61atfj000+Jjo6madOm3HPPPXTr1o3atWsTEBDAww8/bBM0b7/9dh599FFSU1Np3rw5rVu35t5776V69eqMGDHiX33/u6enJ/PnzycoKIhPPvmEsLAwbrvtNnr16kXTpk0JCgpi3LhxNuvMnDmTyMhI5s2bR3R0NN27d6dr166UK1eOdevWUadOHd55553/PE7Xws3NjTFjxgB5HzyaNGlC9+7dqV69Oj179uTZZ58tcL1x48YRGRlJlSpVuOuuu+jduzetW7emRo0aXLhwgb59+1KnTp2r7r9GjRq8++67ODg40KdPH+rWrUvv3r1p1qwZHTt2JDMzk7i4ONq3b1+oP3dRqV27Nl26dOH8+fPUrl2bDh06cM8991ClShUGDx7Mc889d9l1u3XrBkBsbCw9e/bkoYce4qGHHrrit15dq507dzJo0CAcHR2ZOXMmQUFB1mUff/wxMTExfPfdd7z99tv/eV8iNzoFTZG/uXQY/Pbbb7+mK0cvzWr+18PnI0aMYM6cOTRt2pStW7fy/fff4+Liwty5c+nSpQsA/v7+/2kffxcSEsLq1av54IMPaNCgATt37uSbb76x3sJo8ODB/Pzzz/luQ/POO+8wbdo0ateuzerVq/nxxx8JDg5m0aJFdO3a9V/VUrt2bbZu3crIkSMJDw/n999/Z/78+SQmJnLHHXcwYsQIm/4xMTFs3LiRESNGUKZMGRYsWMCvv/5KuXLleOWVV1ixYkWRXvX7xBNP8Omnn1KnTh02bdrEL7/8QmBgIL/88stlZ7Xeffdd7r//fpycnFi6dCnffvst+/fvp127dnz33XeXPRRekIEDB7Jq1Sruvvtujh07xtdff82OHTu49dZb+eWXXxg9enQh/aT2MXv2bF599VUqVarEihUr+OWXX4iIiODnn3/moYceuux6L774Is888ww+Pj7MnTuXqVOnMnXq1MueT3ut0tPT6d69O6mpqYwaNYo2bdrYLPf29ubrr7/GYrHwzDPPsG7duv+0P5EbnYPxXy7XExHTjR07ltGjRzN06NDLHooVEREpjjSjKVIM7N69m5SUlHzt8+fPZ/z48Tg4OFz1nFEREZHi5sa7DFGkBJoxYwYvv/wytWvXJjw8nOzsbHbu3Gn9xpO4uDjq1q1r5ypFRESuj4KmSDHQsWNHdu/ezerVq9m+fTsZGRmUKVOG22+/nUceeaTAr5gUEREp7nSOpoiIiIiYQudoioiIiIgpFDRFRERExBQKmiIiIiJiCl0MVMwt+c6cr0+70SwNnW3vEqQYaXm0u71LECl29D6ZJ65BnN32felrcM1w6StlbzSa0RQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUxRp0IyLi8PBwSHfo3r16kWy/+nTp+Pg4MCpU6cAOHPmDHFxcfz5559Fsn8RERGRm4lTUe/Qzc2NxYsX27S5u7sXyb47d+5MfHw8Pj4+QF7QHDNmDNWrV6dq1apFUkNxtHDJt2zatprEpKO4OLsQE1mZOzv1ISgg1Npnxpz32b5nC2fPpWCxuBITUYm7OvUhqGyYHSs3V25uLn/M+YMDKw+QcTYDN183optHU61LNRwcHOxdnqmSdiSx/YftpBxIIf1MOs0fb05Yvb9+19kZ2Wz+ajNHNhwhKzULjwAPKravSIW2FexYdeG6lr+Ls+dTmPPjZ2zfvZmMzHQCA0Lo1Ppu6tRobMfKC9fS1QtZtvpnTqckARAcGE7ntj2oXqkOF9LO8/2vs9i+ezPJZ07h6eFFrWoNuKP9Pbi5eti58sKl18Nfrvb+sHXOVg6uPkja6TQcnRzxi/aj5t018S/vb8eqby7Lli3j1VdfZcOGDRw/fpzvvvuOrl27Fth38ODBfPjhh7z55ps88cQT1vbk5GSGDh3K999/j6OjI926dePtt9/G09Pzumop8qDp6OhIo0aNCm176enpuLm5XVPfgIAAAgICCm3f/7We4mLX/m20bNSJqPDy5F68yNyfZzBp6hhGD5uExcUVgIjQcjSo1QJfnwDS0s+z4LeveHvqWF4a/j6OjqXs/BOYY/uC7exetJtGgxrhHepN8v5k1kxZg7ObM5U6VLJ3eabKyczBN8KXmJYxrHh7Rb7lm2Zs4sSfJ2j8cGM8/D1I3JrI+k/X4+brRlidkvHh41r+LqZ/PYm09As83G8Enu6lWZewnCkzX2fEkIlEhMbY+ScoHL5eZeja8T7K+geDAfEbl/D+Z6/w/GOvYRgGZ8+l0O3WfgQHhnM65SQz537AmXPJDLrvGXuXXqj0evjL1d4fSgeVpl7feniW9eRi1kV2LNzB7xN/57bXbsPVy9UOFd98Lly4wC233MIDDzzAXXfdddl+3333HatXryYkJCTfst69e3P8+HF+/fVXsrOzuf/++xk4cCAzZ868rlqKzTmaUVFRDBkyxKZt7ty5ODg4cODAAQAOHDiAg4MD06dPZ8CAAZQpU4YGDRoA4ODgwMSJE4mLiyMwMBB/f3/uv/9+Lly4YN3e3w+dHzhwgOjoaAC6d+9uPYx/4MABfv/9dxwcHFi/fr1NPV27dqVVq1bW53FxcXh6erJ27VoaN26Mq6sr7777LgDbt2+nS5cueHt74+HhQefOndm7d29hD1uheOyBF2hSrw0hgRGEhUTTr/tQks+c4tCRv+pt3rA9FWKq4e9XlojQctzR/l5Szp7idMpJO1ZurlO7TxFWJ4zQWqF4BngS0SCCoOpBnN532t6lmS7klhBqdq9JeL3wApef2n2K6ObRBFYJxDPAk/JtyuMT4UPy3uQirtQ81/J3se/gTlo3uZXo8AoElAni1rbdcXdz59DR4vm3/m/UrFqfGpXrEugfQmBACF079Mbi4sr+Q7sIDYpkUJ9nqFm1PgFlgqhcvgZd2vdm6/b1XLx40d6lFyq9Hv5ytfeHqCZRBFUPwrOsJ95h3tTpXYfs9GzOHD5TtIXexDp16sS4ceO48847L9vn6NGjDB06lBkzZuDs7GyzbPv27SxcuJCPP/6Yhg0b0qxZMyZPnsysWbM4duzYddVil6CZk5Nj8zAM47rWHzFiBIZh8OWXX/Lqq69a29955x12797Np59+ygsvvMDMmTN58cUXC9xGcHAwc+bMAeDll18mPj6e+Ph4goODr6uWrKws7r33Xu677z5++ukn2rdvz759+2jSpAnJyclMnz6dmTNncvLkSdq2bUtmZuZ1bd8e0jPSAHB3L3h6PDMrg1XrF+PvF4ivd5miLK1I+Vfw58SfJzh3/BwAKQdTOLnrJCE183/yu9n4V/Dn6MajpCWnYRgGJ/48wfnE8wTVCLJ3aaYp6O8iJrISG7as5ELaeXJzc1m3eQXZ2dlUjCma886LWm7uRdZtXkFWVgbREQXP6qdnXMDV1Z1SpUrmkY5L9Hq4NhdzLrJn8R6c3Z3xjfC1dzk3tMzMTM6dO2fz+LeZIjc3lz59+vD0009TrVq1fMsvnWZYr149a1tsbCyOjo6sWbPmuvZV5IfOL1y4kC85f/7559e1jVq1avHxxx/naw8ODmbGjBkAdOzYkY0bN/LNN9/wyiuv5OtrsVioXbs2ABUqVPjXh/Ozs7N56aWX6Nmzp7WtX79++Pn58euvv+LqmneYoEmTJsTExDB16lQeeeSRf7WvopCbm8vsBdMoF1mZ0KBIm2W/x//Edz99TmZWBoEBoTz+4GicnJwvs6UbX9XbqpKdns0Pw3/AwdEBI9eg5t01iWoaZe/S7K5u37qsnbaWeY/Pw6FU3tGABg82oGzlsvYuzRSX+7sYcO//+Hjm6zw1th+OjqVwcbYwuM/wvMPMJcjRxINMfG8E2TlZWFxcGdRnOCGB+WezUi+c48fFs2nWoJ0dqiw6N/vr4Voc3XSUVe+uIicrBzcfN1oPb42ltMXeZd3Qxo8fz5gxY2zaRo8eTVxc3HVva8KECTg5OfHYY48VuDwxMZGyZW3fz52cnPDz8yMxMfG69mWXi4GWLVtm0xYTE8PIkSOveRudO3cusL1dO9s3t6pVqzJr1qzrL/I6/bOeX375hV69euHk5EROTg4Avr6+1K5dm3Xr1l12O5mZmfk+nWRlZ+Hi7FL4RV/GrHlTOJp4iKcffinfsoa1W1Clwi2cO5fCr8vnMWXmazw9+GWci7C+onRozSEOrjpIk4eb4B3mTcrBFDbO2IibrxsxzUvO+Vb/xq5fdnF6z2laPNkCd393Tu48mXeOpo8bQdVL3qzm5f4u5v8yk7SMCzzxUBye7qVJ+HMtU2a+xv8Gv5Tvg9qNLNA/hOcfe530jDQ2/hHPp7MnM2zgizZhMz0jjXemv0Rw2XBuj+15ha3d+G7218O1CKwSSMeXOpJ5PpO9S/aycvJK2se1x9Vb52j+WyNGjGDYsGE2bRbL9Yf3DRs28Pbbb7Nx48YiubC1yA+dOzo6Uq9ePZuHn5/fdW0jMDCwwPZLV5Nf4uLiYvqhand393xXYJ06dYq33noLZ2dnm8fy5cs5fPjwZbc1fvx4vL29bR4zv51iav1/9+W8KWzdsZ5hA8fi653/6kA3Vw8C/UOoEFONgb2fJjHpKAnbrm8K/UaSMCuBKrdVIbJxJD7hPkQ3i6ZSh0r8+f3NfTusnKwctszeQu3etQmtE4pvhC8V21UkomEE23/cbu/yCt3l/i5Onk7k9/if6Hv3o1QuX5OwkGhui+1JZFh5fo//yY4VFz4nJ2fK+gcTGVaOOzveR1hwFEtWLrAuz8hMZ/K0F3G1uDG4z3BKlSryOYwio9fDtXFydaJ0YGn8y/vTcEBDHEo5sHdpyTpXtahZLBa8vLxsHv8maC5fvpykpCQiIiJwcnLCycmJgwcP8tRTTxEVFQVAUFAQSUlJNuvl5OSQnJxMUND1TSYUm3cDV1dXsrKybNpSUlIK7Gt2Ar90uLugev6574Jq8fPzo3PnzgUeIi9duvRl91vQp5X4heb/YRqGwaz5H5OwbQ3DBo7F36/gIG+zDmBgkJ2TbXp99pKTlZP/9+3okPfD38SMiwa5F3NL/Nhc7e8iKzvvQ6yDg+3ndUcHx+s+7/xGY+Tmkv3/R2vSM9KYNG0sTqWceaTviBJ7hEOvh//IgNycXHtXIUCfPn2IjY21aevQoQN9+vTh/vvvB6Bx48acOXOGDRs2ULduXQAWL15Mbm4uDRs2vK79FZugGRYWxvbttrMhv/zyi6n7dHHJe0PMyMjIVwvkXXXVpEkTIG+WcuPGjdYBv5LY2Fj++OMPateufV0nxFsslnyfTorisPmX8z5iXcJyHu47AleLG2fP5wV8N1d3XJwtnDydyIYtK6lSoRalPb1IOXuan3+fg4uzC9Ur1zG9PnsJrRXKtvnbcPd3xzs079D5zoU7iWlR8g+bZ2dkk3oi1fo89WQqKQdTcPFwwcPfg7KVy5LwZQKlXErhUcaDpB1JHFhxgNr31rZj1YXran8XQQGhBJQJZsacD+jWuV/eodJta9i+ZzOP9HvOztUXnu8WfkH1irXx9QkgMyudtQnL2bV/G0MfGJUXMqeOISs7iwf6PEF6ZhrpmXkXyZT28CpRtz7T6+EvV3p/sHha2DZ/G6F1QnHzcSPzfCa7fttFWkoaEQ0i7Fj1zSU1NZU9e/ZYn+/fv5+EhAT8/PyIiIigTBnbC3mdnZ0JCgqiUqW8i/yqVKlCx44dGTBgAB988AHZ2dkMGTKEXr16FXgrpCspNkHz7rvv5uGHH2bMmDE0adKEH3/8kfj4eFP3GRQUhI+PD19++SXR0dFYLBZq1qxJWFgYDRs2ZMyYMXh7e+Pk5MSECRPw9va+pu2OGTOG+vXr06FDBwYOHEhgYCCJiYksXbqU5s2bc88995j6c12vZat/BuCNj0bZtPe9ewhN6rXB2dmF3Qe2s2jlAtLSL+Dl6U356Ko8/fB4vDx97FBx0ajbty5bvt3C+unryTyXiZuvG+Vbl6fanfmv0Ctpkvcns/jlv75YYdPMTQBEN4um0aBGNHm0CZu/3kz8+/FkpWbh7u9Oze41Kd+2vL1KLnRX+7soVcqJIfc/z9yfvuC9T18mMzODgDJB9Os+lBqVr/6B9EZxPvUsn3w9iXPnU3BzdSc0OIqhD4yiaoVa7Nz7B/sP7wZg1Ku2R3DGPfMB/n4l5+IwvR7+cqX3h/r31+fc8XPsn7SfzPOZWDwt+MX4ETsyFu+wa/s/VP679evX07p1a+vzS0dL+/Xrx/Tp069pGzNmzGDIkCG0bdvWesP2SZMmXXctxSZoPvTQQ+zdu5f333+fN998k169ejF+/Hjuvfde0/bp6OjIJ598wnPPPWe99dD+/fuJiopixowZDBgwgP79+xMUFMS4ceOYNWsWZ86cuep2y5cvz9q1axk5ciSPPPIIqampBAcH06JFC2rWrGnaz/NvffDKnCsu9/HyY+j9136xVknh7OZM3fvqUve+kvWfxLUIrBLIPZ9f/gORm48bjQYW3hcvFEdX+7uAvItkBvUpWTcm/6e+dz962WWVylW/pnEqCfR6+MvV3h+aP968CKuRgrRq1eq6Ttm4dL/yv/Pz87vum7MXxMHQySPF2pLvttm7hGJhaehse5cgxUjLo93tXYJIsaP3yTxxDeLstu9BgwaZtu0PP/zQtG2bqdh8M5CIiIiIlCwKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFk70LEBERESkJ7rkwz8Stf2jits2jGU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFLqPZjG3NHS2vUuQYqTl0e72LkGk2NH7pEjxpRlNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiJQgy5Yt4/bbbyckJAQHBwfmzp1rXZadnc3w4cOpUaMGHh4ehISE0LdvX44dO2azjeTkZHr37o2Xlxc+Pj48+OCDpKamXnctCpoiIiIiJciFCxe45ZZbePfdd/MtS0tLY+PGjYwaNYqNGzcyZ84cdu7cyR133GHTr3fv3mzbto1ff/2VBQsWsGzZMgYOHHjdtTj9659CRERERIqdTp060alTpwKXeXt78+uvv9q0vfPOOzRo0IBDhw4RERHB9u3bWbhwIevWraNevXoATJ48mVtvvZXXXnuNkJCQa65FM5oiIiIiN7GzZ8/i4OCAj48PAPHx8fj4+FhDJkBsbCyOjo6sWbPmurZ9UwTNuLg4HBwcrA9XV1eqVKnCxIkTyc3Nva5ttWrVittuu82kSkVERETyy8zM5Ny5czaPzMzM/7zdjIwMhg8fzj333IOXlxcAiYmJlC1b1qafk5MTfn5+JCYmXtf2b5pD525ubixevBiA9PR0lixZwrPPPktubi7PPvusnasrfrLTs9ny7RaOrD9C5rlMfCN9qdOnDmViyti7tCI1/8n5XDh1IV97hbYVqNe/XgFr3PiWrl7IstU/czolCYDgwHA6t+1B9Up1AHj9w1Hs3r/NZp3mDdvT+87BRV6rma42DjPmvM/2PVs4ey4Fi8WVmIhK3NWpD0Flw+xZdqG72jgsX/MLaxOWc/jYPjIy03lj9Oe4u3nYs2TTJO1IYvsP20k5kEL6mXSaP96csHp//b6/7PNlgevV6lWLKp2rFFWZprvaOGRnZLP5q80c2XCErNQsPAI8qNi+IhXaVrBj1Te+8ePHM2bMGJu20aNHExcX96+3mZ2dTY8ePTAMg/fff/8/VliwmyZoOjo60qhRI+vz1q1bs3XrVubMmaOgWYC1U9dy5sgZGg9ujJuvGwdWHmDJK0u49ZVbcfdzt3d5Rab9mPYYuYb1+dkjZ1kyYQnhDcPtWJW5fL3K0LXjfZT1DwYD4jcu4f3PXuH5x14jJDACgGYN2nF7u17WdVycLfYq1zRXG4eI0HI0qNUCX58A0tLPs+C3r3h76lheGv4+jo6l7F1+obnaOGRlZ1KtUm2qVarN3IVf2LtcU+Vk5uAb4UtMyxhWvL0i3/Kuk7vaPD++5ThrPl5DeP2S9X5xtXHYNGMTJ/48QeOHG+Ph70Hi1kTWf7oeN183wuqUrA9iRWnEiBEMGzbMps1i+ffvvZdC5sGDB1m8eLF1NhMgKCiIpKQkm/45OTkkJycTFBR0Xfu5KQ6dX07p0qXJzs62Pn/22WepUaMGnp6ehIaGcs8993D8+PEC1/3ss88oV64cbm5utGrVip07d1qXdevWjaZNm+Zb5/3338fV1ZXk5OTC/2EKUU5WDofXHaZWr1qUrVyW0oGlqXFXDTwDPdmzaI+9yytSrl6uuPm4WR9HE47iWdaTspXLXn3lG1TNqvWpUbkugf4hBAaE0LVDbywuruw/tMvax8XZBe/SvtaHm2vJ+/BxtXFo3rA9FWKq4e9XlojQctzR/l5Szp7idMpJO1deuK42Dm2b3U7HVncRHV7RzpWaL+SWEGp2r0l4vYKD49/fK9x83Diy4QiBVQLxLOtZxJWa62rjcGr3KaKbR+f97AGelG9THp8IH5L3Fu//+4o7i8WCl5eXzePfBs1LIXP37t389ttvlClje7SycePGnDlzhg0bNljbFi9eTG5uLg0bNryufd00M5qQl8bhr0Pn3377Lc8995x1eVJSEs899xwhISGcPHmS119/nZYtW/Lnn3/i5PTXUG3cuJG9e/fyyiuvADBy5Eg6dOjAzp07sVgsDBgwgE6dOrFz504qVapkXW/atGnceeed+Pn5FdFP/O8YFw2MXINSzrazMqVcSnFyV8n6T/R6XMy5yIGVB6jcqTIODg72LqdI5OZeZMPWeLKyMoiO+Ou1vDZhOWs2LcO7tA81qtSnc5vuuLiUvFnNSy43DpdkZmWwav1i/P0C8fUuuaeXXG0c5C/pZ9M5tvkYjQY2unrnEsa/gj9HNx4lpkUMbr5uJG1P4nzieYJ6X99MmPx7qamp7Nnz18TQ/v37SUhIwM/Pj+DgYO6++242btzIggULuHjxovW8Sz8/P1xcXKhSpQodO3ZkwIABfPDBB2RnZzNkyBB69ep1XVecw00UNC9cuICzs7NNW8+ePW0Om0+bNs3674sXL9K4cWPCwsJYvHgx7du3ty47ceIES5cupUKFvPNNateuTaVKlZg+fTqDBg2iffv2REREMG3aNCZMmADAH3/8wfr163n55ZfN/DELhbObM/7l/dk2dxteIV64ertyMP4gp3efxjOwZH0yvx5HNxwlOy2b6ObR9i7FdEcTDzLxvRFk52RhcXFlUJ/hhATmzV40qNUcP98AfLz8OHL8AN/99DknTh5lcJ/hdq668F1pHAB+j/+J7376nMysDAIDQnn8wdE4OTlfYYs3pquNg+S3f/l+nF2dLzvrV5LV7VuXtdPWMu/xeTiUyrsIt8GDDUr0kaDiZv369bRu3dr6/NIh9379+hEXF8f8+fMBqFWrls16S5YsoVWrVgDMmDGDIUOG0LZtWxwdHenWrRuTJk267lpumqDp5ubGsmXLgLwrtzZs2MALL7zAgAEDrAHzp59+4sUXX2Tbtm2cO3fOuu6uXbtsgmb16tWtIROgfPny3HLLLaxZs4ZBgwbh6OjIgw8+yPvvv89LL72Ek5MT06ZNIzIykrZt2162xszMzHxXkOVk5eDkUvS/pkaDG7FmyhrmPTYPB0cHfKN8iWgcQcqBlCKvpbjYu3QvwTWDcfcteYeJ/ynQP4TnH3ud9Iw0Nv4Rz6ezJzNs4IuEBIbTvOFffwuhQZF4l/bjrY9Hc/J0IgFlStaMxZXGAaBh7RZUqXAL586l8OvyeUyZ+RpPD34ZZ2cXO1deuK42DpLfvmX7iGwSSSmXknO+7rXa9csuTu85TYsnW+Du787JnSfzztH0cSOoesl6jyiuWrVqhWEYl11+pWWX+Pn5MXPmzP9cy01zjqajoyP16tWjXr16NG3alMcee4wXXniBTz75hD/++IN169Zxxx13EBISwueff058fDyrV68G8i79/7t/XvIPEBgYaHM+5wMPPMDJkyf58ccfyc7O5osvvqB///44Ol5+yMePH4+3t7fNY8Wn+U+0LgqlA0sTOzKW7lO60+XtLnQY0wHjooFnwM05o3nh1AVO/HGCcq3K2buUIuHk5ExZ/2Aiw8pxZ8f7CAuOYsnKBQX2jY7I+9CVdLrg85lvZFcbBzdXDwL9Q6gQU42BvZ8mMekoCduu7x5zN4LreT0IJO1M4vzx85RreXO8X/xdTlYOW2ZvoXbv2oTWCcU3wpeK7SoS0TCC7T9ut3d5Ygc3zYxmQapUybvdxLZt29i8eTPe3t58/fXX1jB48ODBAtf755VYkHc4/e9T0GFhYXTs2JFp06aRk5PDqVOnuP/++69YT0FXlE3cMvF6fqRC5+TqhJOrE1kXsji+9Ti1etayaz32sm/ZPixeFkJqXd+5KSWFkZtL9v+f4/xPh4/tB8C7tG9RlmQXVxoHAzAwyM7JLnB5SXKlcRDY9/s+/KL98I0s+X8T/2RcNMi9mJvvPHYHR4e8PxK56dzUQfOPP/4AwN/fn/T0dJydnW3+OGbMmHHZ9fbs2UP58uUB2LNnD5s3b2bQoEE2/QYMGMDdd99NUlISbdu2JTIy8or1WCyWfFeQ2eOwOeTdlsPAwCvIi/MnzpMwKwGvYC9iWsTYpR57MnIN9i3bR3TzaBxLlfyDAN8t/ILqFWvj6xNAZlY6axOWs2v/NoY+MIqTpxNZm7CM6pXq4uFemqOJB5i94BMqRFclLDjK3qUXqquNw4YtK6lSoRalPb1IOXuan3+fg4uzC9Ur17F36YXqSuMAcPZ8CufOn+Hk/89oH008iKvFDT8ffzzcS9uz9EKXnZFN6olU6/PUk6mkHEzBxcMFD/+8e4dmp2dzaO0hat9b215lmu5q41C2clkSvkyglEspPMp4kLQjiQMrDpToMZHLu2mCZm5urvVQeFZWFhs2bGDcuHFUrVqVFi1akJmZyVtvvcXQoUO58847iY+P5/PPPy9wW4GBgdx+++2MHTsWgFGjRhEaGkr//v1t+nXu3JmAgADi4+P58suCb+RbXGWnZ7P5682kJafh4uFCeP1wanaviaNTyQ9a/5S4LZG002k3Tcg+n3qWT76exLnzKbi5uhMaHMXQB0ZRtUItks+cYseeLSxeuYDMrEx8vf2pXb0xt7a5295lF7orjcOZc8nsPrCdRSsXkJZ+AS9Pb8pHV+Xph8fj5elj79IL1ZXGAWDZ6p/5YdHX1v6vfzgSgL53D6FJvTb2KNk0yfuTWfzyYuvzTTM3ARDdLJpGg/KuLj8Yn3ckLLLxlScWbmRXG4cmjzZh89ebiX8/nqzULNz93anZvSbl25a3V8liRw7GtZwReoOLi4uzuZu+k5MT4eHhdOrUidGjR1vPuZw4cSKTJ08mOTmZpk2b8u6771KxYkVeffVV/ve//wF5J9h6enrSrVs3xo4dy/Hjx2nYsCEffPCB9VD83w0aNIjZs2dz/Pjxf3W/q7i1cf/uh5YSqeXR7vYuQaTYWRo6294lSDES1yDObvv+/T7zLnZq9cX1ffVjcXFTBE17yc3NpVy5ctx2221Mnjz5X21DQVP+TkFTJD8FTfk7Bc3i5aY5dF6UsrKy2Lx5M9988w2HDx9myJAh9i5JREREpMgpaJrg2LFjNGjQgICAAN555x2bbwcSERERuVkoaJogKirqmm6GKiIiIlKS3XyXEIuIiIhIkVDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhG7aLiIiIFILaXw42b+NfmLdpM2lGU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFk70LEJFr19Jvvr1LKBaWJt9h7xKkGGl5tLu9SygWlobOtncJIvloRlNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIlKCLFu2jNtvv52QkBAcHByYO3euzXLDMHjhhRcIDg7Gzc2N2NhYdu/ebdMnOTmZ3r174+XlhY+PDw8++CCpqanXXYuCpoiIiEgJcuHCBW655RbefffdApdPnDiRSZMm8cEHH7BmzRo8PDzo0KEDGRkZ1j69e/dm27Zt/PrrryxYsIBly5YxcODA667F6V//FCIiIiJS7HTq1IlOnToVuMwwDN566y1GjhxJly5dAPjss88IDAxk7ty59OrVi+3bt7Nw4ULWrVtHvXr1AJg8eTK33norr732GiEhIddci2Y0RURERIq5zMxMzp07Z/PIzMy87u3s37+fxMREYmNjrW3e3t40bNiQ+Ph4AOLj4/Hx8bGGTIDY2FgcHR1Zs2bNde1PQVNERESkmBs/fjze3t42j/Hjx1/3dhITEwEIDAy0aQ8MDLQuS0xMpGzZsjbLnZyc8PPzs/a5Vjp0LiIiIlLMjRgxgmHDhtm0WSwWO1Vz7RQ0RURERIo5i8VSKMEyKCgIgBMnThAcHGxtP3HiBLVq1bL2SUpKslkvJyeH5ORk6/rXSofORURERG4S0dHRBAUFsWjRImvbuXPnWLNmDY0bNwagcePGnDlzhg0bNlj7LF68mNzcXBo2bHhd+7Nb0Jw2bRoODg757ts0efJkHBwcGD16tE17cnIyjo6OTJw48arbPnPmDHFxcfz555/XXVf//v2pXr36da8nIiIiUhykpqaSkJBAQkICkHcBUEJCAocOHcLBwYEnnniCcePGMX/+fLZu3Urfvn0JCQmha9euAFSpUoWOHTsyYMAA1q5dy8qVKxkyZAi9evW6rivOwY6Hzps2bQrAqlWrqFChgrV95cqVuLu7s2rVKpv+q1atwjAMmjVrdtVtnzlzhjFjxlC9enWqVq1auIXfJOY/OZ8Lpy7ka6/QtgL1+tcrYI2SZ9v8bRxZf4Rzx89RyrkU/hX8qdWrFl7BXvYuzVTvzN/Euws227RFB3rx44t3AZCZncOE2ev5cd1+snMu0rRqKC/0boS/l5s9yjXN0tULWbb6Z06n5B0+Cg4Mp3PbHlSvVAeA1z8cxe7922zWad6wPb3vHFzktZpp4ZJv2bRtNYlJR3FxdiEmsjJ3dupDUEBovr6GYfDOJ+PYtmsTg/sMp1a165v5KM6uNg4X0s7z/a+z2L57M8lnTuHp4UWtag24o/09uLl62Ln6wpW0I4ntP2wn5UAK6WfSaf54c8LqhVmXG4bB1jlb2btkL9lp2fhX9Kd+//qUDiptx6pvLuvXr6d169bW55fO7ezXrx/Tp0/nmWee4cKFCwwcOJAzZ87QrFkzFi5ciKurq3WdGTNmMGTIENq2bYujoyPdunVj0qRJ112L3YJmpUqVCAgIYOXKlfTr18/avnLlSvr3789nn33GxYsXKVWqlLXd1dXV5lJ7MU/7Me0xcg3r87NHzrJkwhLCG4bbsaqilbQjiQqxFSgTU4bci7lsmb2FJROW0PmVzji5luzTm8uH+DDtyfbW506Ofx38GP/1OpZtOcJbg1pR2s2ZF79cw2PvL2Hm8FvtUappfL3K0LXjfZT1DwYD4jcu4f3PXuH5x14jJDACgGYN2nF7u17WdVyci/+J+ddr1/5ttGzUiajw8uRevMjcn2cwaeoYRg+bhMXF1abvohULwMHBTpWa62rjcOZcMmfPpdDt1n4EB4ZzOuUkM+d+wJlzyQy67xl7l1+ocjJz8I3wJaZlDCveXpFv+fYftrPrl100GtgIjwAPtn67lSUT8947S7mUskPFN59WrVphGMZllzs4ODB27FjGjh172T5+fn7MnDnzP9di13M0mzZtysqVK63PDx06xJEjR3j88cfJyMhgy5Yt1mUrV66kXr167Nu3j169ehEeHo67uztVq1bl9ddfJzc3F4ADBw4QHR0NQPfu3XFwcMDBwYEDBw4AefehGjlyJDExMVgsFsLCwujfv3++2n7//Xdq166Nh4cHDRo0sDlPAfI+sb322mtUrFgRi8VCTEwMb775pk2fI0eO0KNHDwIDA3F1dSU6Oponn3yyMIbOdK5errj5uFkfRxOO4lnWk7KVy1595RKi9TOtiWkRg3eYN76RvjQc2JC002kkH0i2d2mmc3J0IMDb3frwLZ0XKM6nZTFnxW6G96hPo8rBVIv05+V+Tdm0N4mEfUlX2eqNpWbV+tSoXJdA/xACA0Lo2qE3FhdX9h/aZe3j4uyCd2lf68PN1d2OFZvjsQdeoEm9NoQERhAWEk2/7kNJPnOKQ0f22vQ7fGw/vy2fR9+7H7VTpea62jiEBkUyqM8z1Kxan4AyQVQuX4Mu7Xuzdft6Ll68aOfqC1fILSHU7F6T8Hr5Jx4Mw2Dnwp1Uu6MaYXXD8I3wpdGgRqSfSefIhiN2qFbsza7TMk2bNmXevHmkpKTg6+vLypUrCQ8Pp2LFitxyyy2sXLmS2rVrk52dzbp163jiiSc4evQolSpVonfv3pQuXZqEhARGjx5Namoqo0ePJjg4mDlz5nDXXXfx8ssvW6eOL11Z1a1bNxYvXsxzzz1Ho0aNOHnyJHPmzLGpKzExkccee4xnn30Wb29vRowYwZ133snevXtxdnYG4PHHH+fjjz/m+eefp2HDhqxatYrhw4fj5ubG4MF5h8769u3LsWPHmDRpEoGBgRw6dIj169cX4QgXjos5Fzmw8gCVO1XGoYTOVlyL7PRsAFw8XOxcifkOJp2nxdNfYXEuRa2Ysjx5Zx1Cyniy7dBpsi/m0rjKX1cqxgT7EOznQcLek9SKKZkfRHJzL7JhazxZWRlER1Sytq9NWM6aTcvwLu1DjSr16dymOy4uJW9W8+/SM9IAcHf3tLZlZWUyddab9OoyEO/SvvYqrUgVNA75+1zA1dXdemTuZnDh5AUyzmYQVP2vK5Nd3F0oE1OGU3tOEdk40o7ViT3YNWg2a9YMwzCIj4/n1ltvZdWqVTRp0gSAJk2asGrVKoYMGcLGjRvJyMigWbNmtG3blrZt2wJYz9lMS0vjnXfeYfTo0VgsFmrXrg1AhQoVaNSokXV/v/76Kz/88AMzZ87knnvusbb//d+Qd+HR0qVLqVatGgAeHh60bt2aNWvW0KxZM/bu3cs777zDBx98YP3ez9jYWNLS0hgzZgwDBw7E0dGRtWvXMn78eHr27Gnddt++fU0YSXMd3XCU7LRsoptH27sUuzFyDTZ+sRH/iv74hPvYuxxT1YwO4OX+zYgO8uLk2XTe/T6B+179ie/junLqbDrOTo54uduGKX8vN06dS7dTxeY5mniQie+NIDsnC4uLK4P6DCckMG8Wp0Gt5vj5BuDj5ceR4wf47qfPOXHyKIP7DLdz1ebJzc1l9oJplIusTGjQX4Fh9oJplIuoRK1qDexYXdG53Dj8XeqFc/y4eDbNGrQr4ursK/1M3vuAq7ftaRWu3q5knM0oaBUp4ex66Lxu3bq4ublZD5+vXLnSGjQbN25s0+7g4ECTJk3IyMhg9OjRlC9fHovFgrOzM88//zzHjx8nNTX1ivtbtGgR7u7u9OrV64r9QkJCrCETsF5QdORI3rT/b7/9BuTNjubk5FgfsbGxJCYmcvjwYQDq1KnDa6+9xvvvv8+ePXuuOh4Ffb1UTlbOVdcz296lewmuGYy7b8k7LHit1n+6nrNHztL00ab2LsV0LWqE0bFeFJXC/GhWLZQPH4vlfFoWP63fb+/SilygfwjPP/Y6wx+ZQItGHfl09mSOncj7+27esD3VKtYmNCiShrVb0r/H4yRsW8PJ09f3rRk3klnzpnA08RAP3fvXTaM3/7mWHXv/oPvtD9ixsqJV0Dj8XXpGGu9Mf4ngsuHcHtuzwD4iNwu7Bk1nZ2fq16/PypUrSU1NZcuWLTYzmpfO2Vy5ciVVq1bF19eX4cOH8+qrrzJgwAB+/PFH1q1bx8iRIwHIyLjyp6XTp08THBx81cO/Pj4+Ns9dXFxstn/q1CkMw8Df3x9nZ2fro127vE+ul4LmV199Rdu2bXn++eepUKEClStXzneY/u8K+nqpFZ/mP9G6KF04dYETf5ygXKtydq3DntZ/up5jCcdoM6IN7n43X9j2crcQFejFoaTz+Hu7kZ2Ty7k02+/XPXUuvcRddQ7g5ORMWf9gIsPKcWfH+wgLjmLJygUF9o2OyLt7RtLp40VZYpH5ct4Utu5Yz7CBY/H19re279y7lVPJiQwb04dHnrubR567G4APv3iV1z8cZa9yTXO5cbgkIzOdydNexNXixuA+wylVqmRfOPhPbj557wP/nL3MOJuRb5ZTbg52/wto1qwZb731FitWrMBisVjvSh8ZGUlwcDArV65k1apVdOnSBYDZs2czaNAghg//6/DUDz/8cE37KlOmDMePH8cwjP90rqGfnx8ODg6sWLHCGkL/rlKlvHO4goODmTZtGh9//DEbNmxg3Lhx9OzZk507dxITE5NvvYK+XmrilqvfN9RM+5btw+JlIaTW9d03qyQwDIMNn23gyIYjtH2uLZ5lL38uVkl2ISObwyfPc0cjN6pFlMG5lCOrtx+nfd0oAPYnnuV48gVqlQuwb6FFwMjNJTun4KMMh4/lzfiWtHMUDcNg1vyPSdi2hmEDx+LvZ/v9yB1a3UXT+rE2bS++9STdb7ufmlVKzl1CrjYOkDeTOWnaWJxKOfNI3xE4O5f887n/ySPAA1dvVxK3JeIbmfe3kJ2ezel9p6nQtsJV1paSqFgEzZdffpl33nmH+vXr4+T0V0lNmjTh888/JzEx0XrfzfT0dJtwd/HiRWbNmmWzzX/OQF4SGxvLhAkT+Prrr23Om7xel84RPX36NLfffvtV+zs6OlK/fn3rzVH37NlTYNAs6OulnFzs9ysycg32LdtHdPNoHEvdfF8itf7T9RyMP0iLJ1rg5OpkPffI2d3Zrr8Xs02cvY5WNcMJLeNB0tl0Js/fhKOjA50bxFDa3YW7mlXgldnr8Paw4OnmzLgv11ArJqDEXQj03cIvqF6xNr4+AWRmpbM2YTm79m9j6AOjOHk6kbUJy6heqS4e7qU5mniA2Qs+oUJ0VcKCo+xdeqH6ct5HrEtYzsN9R+BqcePs+RQA3FzdcXG2WK+4/yc/H/8Cw9iN6mrjkJ6RxqSpY8jKzuKBPk+QnplGembeBUOlPbxwdCw5FwRlZ2STeuKvU9VST6aScjAFFw8XPPw9qNSxEtvmbaN0UGk8AzzZ8s0W3HzcCKsbdoWtSkll9/8tGzdujKOjIz/++CPPPvtsvmVPP/00gPVG7e3atWPKlClUrVoVf39/3nvvPTIzbQ/jBQUF4ePjw5dffkl0dDQWi4WaNWsSGxvLrbfeygMPPMDevXtp2LAhycnJfPPNN3z11VfXXHPFihV59NFH6dOnD08//TQNGzYkOzubXbt2sWTJEubOncvZs2fp0KEDffr0oVKlSmRlZTF58mR8fHyoU6fOfxy1opG4LZG002nEtMgfim8GexblnVe76OVFNu0NBzQs0WOSmHKB/328lDMXMvHzdKVO+bLMerYzfv9/i6MRPerj6ODA4x8sISsnl6bVQnjh3kZX2eqN53zqWT75ehLnzqfg5upOaHAUQx8YRdUKtUg+c4ode7aweOUCMrMy8fX2p3b1xtza5m57l13olq3+GYA3PrI9DN737iE0qdfGHiXZxdXG4dDRfew/nPdNd6NefcSmz7hnPsDfr+R8EEven8zilxdbn2+auQmA6GbRNBrUiCqdq5CTmcO6aevISssioGIArZ5upXto3qQcjCvd0bOI1KxZk61bt/L9999z2223Wdvj4+Np0qQJISEhHD16FMj70vfBgwdbL+zp378/5cuXZ8CAAZw8eRJ//7xzZubOnctzzz3Hvn37yMzMZP/+/URFRZGRkcGYMWOYOXMmx48fJzAwkPbt2zN16lQg7yso169fzx9//GGt48yZM/j6+vLJJ59Y77lpGAbvvvsuH374Ibt27cLT05NKlSrRvXt3nnzySTIzMxkyZAjLly/n0KFDuLm5Ua9ePcaNG0f9+vWveWzi1sb9x9GVkuSF9JJ965xrtTT5DnuXIFLsLA2dbe8SioW4BnF22/fZUubt2/uieds2U7EImnJ5CprydwqaeRQ0RfJT0MyjoFm83Hwn3omIiIhIkVDQFBERERFT2P1iIBEREZGSoOMjtU3bdrxpWzaXZjRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpnOxdgIhcu6XJd9i7BBERkWumGU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERESlBLl68yKhRo4iOjsbNzY1y5crx4osvYhiGtY9hGLzwwgsEBwfj5uZGbGwsu3fvLvRaFDRFRERESpAJEybw/vvv884777B9+3YmTJjAxIkTmTx5srXPxIkTmTRpEh988AFr1qzBw8ODDh06kJGRUai1OBXq1kRERETErlatWkWXLl3o3LkzAFFRUXz55ZesXbsWyJvNfOuttxg5ciRdunQB4LPPPiMwMJC5c+fSq1evQqtFM5oiIiIiJUiTJk1YtGgRu3btAmDz5s2sWLGCTp06AbB//34SExOJjY21ruPt7U3Dhg2Jj48v1Fo0oykiIiJSzGVmZpKZmWnTZrFYsFgs+fo+++yznDt3jsqVK1OqVCkuXrzISy+9RO/evQFITEwEIDAw0Ga9wMBA67LCohlNERERkWJu/PjxeHt72zzGjx9fYN+vv/6aGTNmMHPmTDZu3Minn37Ka6+9xqefflrEVWtGU0RERKTYGzFiBMOGDbNpK2g2E+Dpp5/m2WeftZ5rWaNGDQ4ePMj48ePp168fQUFBAJw4cYLg4GDreidOnKBWrVqFWrdmNEVERESKOYvFgpeXl83jckEzLS0NR0fbiFeqVClyc3MBiI6OJigoiEWLFlmXnzt3jjVr1tC4ceNCrVszmiIiIiIlyO23385LL71EREQE1apVY9OmTbzxxhs88MADADg4OPDEE08wbtw4KlSoQHR0NKNGjSIkJISuXbsWai0KmiIiIiIlyOTJkxk1ahSPPPIISUlJhISEMGjQIF544QVrn2eeeYYLFy4wcOBAzpw5Q7NmzVi4cCGurq6FWouD8ffbxEuxE7c2zt4lSDHS8mh3e5cgIsXU0tDZ9i6hWIhrEGe3fTceOs+0bcdP7mLats2kczRFRERExBQKmiIiIiJiihITNOPi4nBwcMDBwQFHR0e8vb2pUaMGQ4YMYfv27fYuT0REROSmU6IuBnJzc2Px4sUAnD9/nq1bt/LRRx8xZcoUpk6dyn333WfnCm8c2enZbPl2C0fWHyHzXCa+kb7U6VOHMjFl7F1akUrakcT2H7aTciCF9DPpNH+8OWH1wuxdlqmWrl7IstU/czolCYDgwHA6t+1B9Up1uJB2nu9/ncX23ZtJPnMKTw8valVrwB3t78HN1cPOlReuK40DwOsfjmL3/m026zRv2J7edw4u8lrNpHHIs3DJt2zatprEpKO4OLsQE1mZOzv1ISggFIBTyUmMnFjwzzzg3v9Rt2aToizXVFd7Xzy87jB7Fu8h+UAyWalZdBzXEd9IXztWLPZUooKmo6MjjRo1sj5v164djzzyCJ07d+bBBx+kSZMmxMTE2LHCPOnp6bi5udm7jCtaO3UtZ46cofHgxrj5unFg5QGWvLKEW1+5FXc/d3uXV2RyMnPwjfAlpmUMK95eYe9yioSvVxm6dryPsv7BYED8xiW8/9krPP/YaxiGwdlzKXS7tR/BgeGcTjnJzLkfcOZcMoPue8bepReqK41DSGAEAM0atOP2dr2s67g4F3xPuxuZxiHPrv3baNmoE1Hh5cm9eJG5P89g0tQxjB42CYuLK34+ZZjw/FSbdVas+ZVfls2lWqXadqraHFd7X8zJzCGgYgARDSNYO3WtHSqU4qTEHDq/HFdXVyZPnkxWVhYff/yxtX369OnUrFkTV1dXQkNDef7557l48aLNukePHqVv374EBgbi5uZG5cqVefvtt63Lc3NzGTduHFFRUVgsFipXrsyHH35os424uDg8PT1Zu3YtjRs3xtXVlXfffdfcH/o/ysnK4fC6w9TqVYuylctSOrA0Ne6qgWegJ3sW7bF3eUUq5JYQanavSXi9cHuXUmRqVq1Pjcp1CfQPITAghK4demNxcWX/oV2EBkUyqM8z1Kxan4AyQVQuX4Mu7Xuzdfv6fH8/N7orjcMlLs4ueJf2tT7cXEvehzCNQ57HHniBJvXaEBIYQVhINP26DyX5zCkOHdkLgKNjKZsx8C7tS8K2NdSt2RRXS/GeWLheV3tfjG4WTfU7qxNYLbDA5XJzKVEzmpdTtWpVQkNDiY+PB+CNN97gmWee4cknn+T1119n+/bt1qD5yiuvAHD69Gnr3fFfeuklYmJi2L17N3v37rVu9+mnn+btt99m5MiRNGnShAULFjB48GCys7MZMmSItV9WVhb33nsvTz75JC+//DJlyhTvw8/GRQMj16CUcymb9lIupTi566SdqhJ7yM29yIat8WRlZRAdUanAPukZF3B1dadUqVIFLi8JLjcOaxOWs2bTMrxL+1CjSn06t+mOi0vJm827ROPwl/SMNADc3T0LXH7wyF4OH99Pr64DirIskWLnpgiaAOHh4SQmJnL+/HlGjx7NM888w8svvwzkHWJ3cXFh2LBhPP3005QpU4Y33niDpKQkduzYQVRUFABt2rSxbu/UqVNMnjyZp59+mri4OADat2/PqVOnGDt2LA8//LD1P97s7GxeeuklevbsWaQ/87/l7OaMf3l/ts3dhleIF67erhyMP8jp3afxDCz4TVVKlqOJB5n43giyc7KwuLgyqM9wQgLzz16kXjjHj4tn06xBOztUab4rjUODWs3x8w3Ax8uPI8cP8N1Pn3Pi5FEG9xlu56oLn8bBVm5uLrMXTKNcZGVCgyIL7LNy/W8ElQ2jXGTlIq5OpHi5aYKmYRg4ODiwatUqUlNT6d69Ozk5OdblsbGxpKen88cff9CyZUsWLVpEmzZtrCHzn9asWUN2djbdu9veQLtnz558+eWX7Nq1iypVqljbO3fufNUaMzMzyczMtGnLycrByaXof02NBjdizZQ1zHtsHg6ODvhG+RLROIKUAylFXosUvUD/EJ5/7HXSM9LY+Ec8n86ezLCBL9qEzfSMNN6Z/hLBZcO5PfbG+BB1va40Ds0btrf2Cw2KxLu0H299PJqTpxMJKBNkx6oLn8bB1qx5UziaeIinH36pwOVZ2ZmsS1jOrW30BQsiN03QPHLkCBUrVuTUqVMA1KlTp8B+hw8fBvIOnVevXv2y20tJyQtcgYG256Bcep6cnGxtc3d3x9Pz6jOB48ePZ8yYMTZtLR9qSasBra66bmErHVia2JGx5GTkkJ2RjZuPGyvfWYlngGY0bwZOTs55F38AkWHlOHhkD0tWLqD3XQ8DkJGZzuRpL+JqcWNwn+GUKlUy30quNg5/Fx1RAYCk08dLXMDSOPzly3lT2LpjPU8NGoevt3+BfTZujScrO4tGdVoVbXFid/GTT9i7hGKnZP7v8A/btm3j6NGj9O/fHz8/PwDmzJlDeHj+Q4HR0dEAlClThmPHjl12m5e2k5SURGhoqLX9xIkTNssh78vrr8WIESMYNmyYTdvELROvaV2zOLk64eTqRNaFLI5vPU6tnrXsWo/Yh5GbS/b/HwFIz0hj0rSxOJVy5pG+I3B2drFzdUXn7+PwT4eP7QfAu3TJv43LzTgOhmEwa/7HJGxbw7CBY/H3u/yFLivXLaJmlXqU9vQuwgpFiqcSHzQzMjIYOnQoFouFhx56CB8fH9zd3Tly5Ah33nnnZdeLjY3ltdde49ChQ0RERORb3qBBA5ydnZk9eza1a/9164qvv/6asmXLUrFixeuu1WKxYLHYnkBvj8PmAMe3HMfAwCvIi/MnzpMwKwGvYC9iWtj/9lBFKTsjm9QTqdbnqSdTSTmYgouHCx7+Jeu+kZd8t/ALqlesja9PAJlZ6axNWM6u/dsY+sCovJA5dQxZ2Vk80OcJ0jPTSM/MuyiitIcXjo4l54KgK43DydOJrE1YRvVKdfFwL83RxAPMXvAJFaKrEhYcZe/SC5XGIc+X8z5iXcJyHu47AleLG2fP5x3VcnN1t7mdU9Kp4+w58CdD+j9vr1JNd7X3xczUTNJOp5Gekg7AuePnAHD1dsXNp2RdgS9XV6KCZm5uLqtXrwYgNTXVesP2ffv2MX36dOv5lmPHjuWZZ57hyJEjtGrVilKlSrFv3z7mzZvHt99+i7u7O08++SSfffYZLVq0YNSoUcTExLBv3z527drFhAkT8Pf3Z+jQobz66qu4urrSqFEjfvzxR2bOnMnkyZNv+Ctws9Oz2fz1ZtKS03DxcCG8fjg1u9fE0anE3xHLRvL+ZBa/vNj6fNPMTUDe7TsaDWp0udVuaOdTz/LJ15M4dz4FN1d3QoOjGPrAKKpWqMXOvX+w//BuAEa9+ojNeuOe+QB/v7L2KNkUVxqH5DOn2LFnC4tXLiAzKxNfb39qV2/MrW3utnfZhU7jkGfZ6p8BeOOjUTbtfe8eQpN6f10oumr9Iny8ylClQq2iLK9IXe198ejGo6yZssa6fNW7qwCofmd1atxVo2iLFbtzMAzDsHcRhSEuLs7m/EZPT0+ioqJo2bIlQ4YMoXJl2yv/Zs2axRtvvMEff/yBs7Mz5cqV47bbbuOFF17AySkvfx8+fJgRI0bw008/kZaWRlRUFI888ghDhw4F8oLtSy+9xMcff8zx48eJioriqaeeYtCgQTZ1vfbaa6SmpvJvxK2N+1frScnU8qguLhCRgi0NnW3vEoqFuAZxdtz7RyZue6CJ2zZPiQmaJZWCpvydgqaIXI6CZh4FzeLl5joOKiIiIiJFRkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIipnCydwEicu1a+s23dwnFwtLkO+xdQrGg10MevR5Eii/NaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiUMEePHuW+++6jTJkyuLm5UaNGDdavX29dbhgGL7zwAsHBwbi5uREbG8vu3bsLvQ4FTREREZESJCUlhaZNm+Ls7MxPP/3En3/+yeuvv46vr6+1z8SJE5k0aRIffPABa9aswcPDgw4dOpCRkVGotegrKEVERERKkAkTJhAeHs4nn3xibYuOjrb+2zAM3nrrLUaOHEmXLl0A+OyzzwgMDGTu3Ln06tWr0GrRjKaIiIhIMZeZmcm5c+dsHpmZmQX2nT9/PvXq1aN79+6ULVuW2rVrM2XKFOvy/fv3k5iYSGxsrLXN29ubhg0bEh8fX6h1K2iKiIiIFHPjx4/H29vb5jF+/PgC++7bt4/333+fChUq8PPPP/Pwww/z2GOP8emnnwKQmJgIQGBgoM16gYGB1mWFRYfORURERIq5ESNGMGzYMJs2i8VSYN/c3Fzq1avHyy+/DEDt2rX5448/+OCDD+jXr5/ptf6dZjRFREREijmLxYKXl5fN43JBMzg4mKpVq9q0ValShUOHDgEQFBQEwIkTJ2z6nDhxwrqssChoioiIiJQgTZs2ZefOnTZtu3btIjIyEsi7MCgoKIhFixZZl587d441a9bQuHHjQq1Fh85FRERESpAnn3ySJk2a8PLLL9OjRw/Wrl3LRx99xEcffQSAg4MDTzzxBOPGjaNChQpER0czatQoQkJC6Nq1a6HWoqApIiIiUoLUr1+f7777jhEjRjB27Fiio6N566236N27t7XPM888w4ULFxg4cCBnzpyhWbNmLFy4EFdX10KtRUFTREREpIS57bbbuO222y673MHBgbFjxzJ27FhT69A5miIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqbQVeciIiIihSB36WnTtu3Y0rRNm6rYzmjGxcXh6emZr/2pp57C0dGRqVOn0r9/f6pXr25dlpCQQFxcHGlpade9v6ioKIYMGfKfahYRERGRv9xQM5rDhw/nzTff5IMPPuDBBx+kVatWXLhwwbo8ISGBMWPGMGTIENzd3e1Y6Y0vLTmNhK8SOL7lOBczL+IZ6EnDAQ0pE1PG3qUVqaQdSWz/YTspB1JIP5NO88ebE1YvzN5lmerL33cwa+lOjp5OBaB8iA+PdL6FFjXyfu6TZ9N49Zv1xG8/xoWMHKICvRh8a03a142yY9WFb+GSb9m0bTWJSUdxcXYhJrIyd3bqQ1BAqLXP2fMpzPnxM7bv3kxGZjqBASF0an03dWoU7le4FSdTftrCG99tpE/bKjzXsyEAoz9fRfz24ySdTcPd4kTtcmV56q66xAT72LfYQrZ73zZ+WTaPQ0f3cvZ8CoP7DKdWtYbW5efOn2HOT5+zfXcCaRkXqBBdlZ53PESgf4gdqy58V3tfXP3havav2G+zTlCNIFo/07qoS5Vi4IYJmiNHjmTixIm89957DBw4EIBy5crZuaqSKetCFr+9+Btlq5Sl1f9aYSlt4fyJ87h4uNi7tCKXk5mDb4QvMS1jWPH2CnuXUySCfD0YdlddIst6YWAwb9Vehry3mG9H3U6FEF+enbaC8+lZvPtoW3w9XVmwdh9PfrSU2c+XpmpEyfkgsmv/Nlo26kRUeHlyL15k7s8zmDR1DKOHTcLikvfNGdO/nkRa+gUe7jcCT/fSrEtYzpSZrzNiyEQiQmPs/BMUvq0HTvHVsl1UCvO1aa8WWYbbGsYQ4ufBmQtZvPt9Ag+99Su/ju9GKcdie+DsumVmZxIWHEWTem348IuJNssMw+D9z1+hlKMTD/d9FldXdxYtn8/bH8fZvGZKgmt5XwyuGUzDAX+F8FLOpYqqPClmboh3gLi4OF566SUmT57Mww8/bG3/+6Hz6dOnc//99wMQEBCAg4MDUVFR1r5Hjx6lb9++BAYG4ubmRuXKlXn77bfz7evdd98lMjISb29vunbtysmTJ22WnzlzhkceeYTg4GAsFgt169bll19+senTqlUrbrvtNr755hsqVaqEp6cnbdq0Ye/evYU1JKb6c8GfuPu502hgI8qUK4NnWU+CawRTOrC0vUsrciG3hFCze03C64Xbu5Qi0/qWcFrWCCMq0IvoQG+euLMO7hYnNu/L+1tI2JdE79ZVqBkdQHhAaR7ufAul3V3YdtC8c5Ps4bEHXqBJvTaEBEYQFhJNv+5DST5zikNH/vo73ndwJ62b3Ep0eAUCygRxa9vuuLu5c+jojfG3fj0uZGTz9MfLGNunCV7uth86e7SoRP2KQYT6l6ZaZBke71qb4ykXOHoq1U7VmqN6pTp06XAvtas3yrcs6dRx9h/axb13DiQqvAJBAaHc03UQ2dlZrEtYbodqzXMt74uOTo64+bhZHzfjRIXkKfYzmi+99BJjxozhzTffvOI5lJ07d2bkyJGMGzeOhQsX4u3tjcViAeD06dM0btzYur2YmBh2796dL/jNnz+f3bt38+6773Lq1CmefPJJhg4dyqxZswDIysqiXbt2nDhxgpdeeonQ0FC++OILOnfuzMaNG6lRo4Z1WwkJCbz66qu88sorXLx4kWHDhnHfffcRHx9f2ENU6I5uPEpwjWBWTFpB0o4k3PzcqNC2AuVbl7d3aVLELubmsnD9AdKycqgVUxaAWjFl+Wn9flrWDMPLzYWf1u8nK/siDSoF2blac6Vn5J377e7+17njMZGV2LBlJTUq18XN1YMNW1eRnZ1NxZjql9vMDevFL1fTskYYTaqG8MGPmy/bLy0zmzkr9xDm70mQn0cRVmhfORezAXB2+itQOTo64uTkzJ4DO2jWoJ29SrOLpB1JzHlkDi4eLgRWDaTm3TWxlLbYuyyxg2IdNC9cuMDIkSN56KGHeOKJJ67YNyAgwHoovW7duvj7+1uXvfHGGyQlJbFjxw7rLGebNm3ybcMwDObPn28NqAcOHODll18mNzcXR0dHZsyYQUJCAps3b6Zq1aoAdOjQgd27d/Piiy/y9ddfW7d15swZNm3aREBAAACpqancf//9HDlyhLCw4n2OX+rJVHYv3k3ljpWpekdVkvcls/HzjTg6ORLTvOQdDpT8dh1J4Z4JP5CZfRF3ixOTH25D+RAfAN4c1JJhHy2l8ZNf4uTogKuLE5Mfbk1kWS/7Fm2i3NxcZi+YRrnIyoQGRVrbB9z7Pz6e+TpPje2Ho2MpXJwtDO4znLL+wXastvD9sHYffx48zeznL/+9yTN/38Hr364nLTOH6EAvpj7RHhenm+dwaVBAKH4+/ny38At63zkYi4uFRSu+J+Xsac6dT7F3eUUquGYwYfXD8AzwJPVEKptnb+b3136n3eh2OJagUynk2hTr37ibmxstWrRg5syZrFy58l9vZ9GiRbRp08bmUHpBWrZsaQ2ZAFWrViU7O5ukpCQAfvnlF2rUqEHFihXJycmxPtq1a8e6detstlWrVi1ryLy0LYAjR45cdv+ZmZmcO3fO5pGTlXO9P+5/lwt+kX7c0uMW/KL8KN+mPOValWPP4j1FX4vYRVSQF3NG3cFXIzrTq2VlRnyynD3HzgAwad4mzqdlMe3J9sx+/nb6t6vGkx/9zq4jJfc/01nzpnA08RAP3TvMpn3+LzNJy7jAEw/F8dyQicQ2v50pM1/jaOJBO1Va+I4nX2D8V2t59aEWWJwvPzdxe4MYvh15B5/9ryNRgd48+dFSMrPt8P5lJ6VKOTHovuEknTrGU2P78tgL97Bz3x9Uq1QHBwcHe5dXpCIbRxJWJwyfcB/C6oXR8qmWJO9LJml7kr1LEzso1jOajo6OzJ8/33rO47Jly2wOT1+r06dP29wG6XJ8fHxsnru45B0CycjIAODUqVNs2rQJZ2fnfOuWKmX7yf1q2yrI+PHjGTNmjE1by4da0mpAq6vWXphcfVzxCrWdnfIK8eLw+sNFWofYj4tTKesMZbVIf7YeOMXni/7kwQ7VmbFkB/PjulAhJO+CkMrhfqzffYKZv28n7r4m9izbFF/Om8LWHet5atA4fL3/OlJy8nQiv8f/xAtPvkVIYAQAYSHR7Dmwnd/jf6L3nYPtVXKh2nbwFKfPZ9Bt3PfWtou5Rt7vfMkONr/Xh1KOjpR2d6G0uwtRgV7cEhNAoye+5LdNh+jc4OY5ChIZVo6Rj79BesYFcnJyKO3pzSvvDicy9Oa+cNWzrCeW0hZST6RCNXtXI0WtWAdNAG9vb37++WeaNm1Khw4dWLlyJdHR0de1jTJlynDs2LH/XIufnx81a9Zk6tSp/3lbBRkxYgTDhtnOmEzcMvEyvc0TUDGA88fP27SdTzyPR5mb53wrsWUYBlk5F8nIugiA4z9maEo5OpBr2KMy8xiGwaz5H5OwbQ3DBo7F3y/QZnlWdiYADg62B4YcHRwxjJIzGI2rhDBvdBebtuenryA6yJuHOtYo+Kpy46/XzM3IzTXvvfLEqWMcPLKXO9rdY+eK7CstOY3M1ExcfUrOlfdy7Yp90AQoW7Ysv/76K02bNqVdu3asWLGCoKD8Fx5cbtYwNjaW1157jUOHDhEREfGv64iNjeXHH38kJCSEkJDCvy+axWKxOXQP4ORS9L+iSh0r8evYX9k2fxsRDSM4vfc0e5bsocEDDYq8FnvLzsjO+xT+/1JPppJyMAUXDxc8/Etm8H5jzgaaVw8lxM+DCxk5LFi7j7W7EpnyeHuig7yJKFua0V/E88zd9fDxsLAo4RCrth/j/SGx9i69UH057yPWJSzn4b4jcLW4cfb/z7Nzc3XHxdlCUEAoAWWCmTHnA7p17oene2kStq1h+57NPNLvOTtXX3g8XJ2pGGp7OyM3ixM+nhYqhvpy+OR5flq/n6ZVQ/D1dOXEmTSm/LQVi4sTLaoX7/PRr1dGZjonTydan59KTuLwsf14uHvi5xPAhi2r8PTwws/Hn6OJh/j6+6nUqtqAqhVr2a9oE1zpfdHF04U/vvuD8PrhuHq7kpqUSsKsBEoHlia4Rsk6d1muzQ0RNCHvm3t+/vlnWrRoQceOHVm6dGm+PlWqVAHyblHUtWtX3N3dqVGjBk8++SSfffYZLVq0YNSoUcTExLBv3z527drFhAkTrrmGvn378uGHH9KqVSv+97//UbFiRetFP1lZWYwfP77Qfl57KhNThuaPN2fz15v5Y+4feAZ4Uue+OkQ1jbJ3aUUueX8yi19ebH2+aeYmAKKbRdNoUP5bnJQEp89n8Ownyzl5Np3Sbi5UDPVlyuPtaVo178PVh0Pb8cacDTzyziLSMnOIKFua8f2b07JGyQoVy1b/DMAbH42yae979xCa1GtDqVJODLn/eeb+9AXvffoymZkZBJQJol/3odSoXNceJduFxbkU63ef4LPf/uRcWhZlvFypVyGIL4ffShkvN3uXV6gOHtnLm1NesD7/5odPAGhUpzX9ewzl7PkUvvnhE86lnsW7tA+N6rTi1jbd7VWuaa70vljv/nqcOXyG/cv3k52WjZuvG0HVg6hxdw3dS/MmdcMETYDq1avzww8/EBsby2233ZZvVrF27drExcXx8ccfM3HiRMLDwzlw4ABlypRh5cqVjBgxgmeeeYa0tDSioqJ45JFHrmv/FouFxYsXW+/refz4cfz9/aldu/Z1b6u4C60dSmjt0Kt3LOECqwRyz+c312Gvl/o1veLyqEAvJj1c8r/h44NX5ly1T6B/CIP6PFME1RQvn/2vk/XfZX3c+eixm+PWPZXKVb/i66JN0860adq5CCuyj6u9L+obgOTvHIySdDJRCRS3Ns7eJUgx8kK67kMHsDT5DnuXUCy09Jtv7xKKBb0e8iwNnW3vEoqFuAZxdtt37lLzjmw6thxh2rbNVKxvbyQiIiIiNy4FTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJhCQVNERERETKGgKSIiIiKmUNAUEREREVMoaIqIiIiIKRQ0RURERMQUCpoiIiIiYgoFTRERERExhYKmiIiIiJjCyd4FiMi1W5p8h71LkGJEr4c8Lf3m27uEYmGpvQsQKYBmNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREpIR65ZVXcHBw4IknnrC2ZWRk8Oijj1KmTBk8PT3p1q0bJ06cMGX/CpoiIiIiJdC6dev48MMPqVmzpk37k08+yffff8/s2bNZunQpx44d46677jKlBgVNERERkRImNTWV3r17M2XKFHx9fa3tZ8+eZerUqbzxxhu0adOGunXr8sknn7Bq1SpWr15d6HUoaIqIiIgUc5mZmZw7d87mkZmZedn+jz76KJ07dyY2NtamfcOGDWRnZ9u0V65cmYiICOLj4wu9bgVNERERkWJu/PjxeHt72zzGjx9fYN9Zs2axcePGApcnJibi4uKCj4+PTXtgYCCJiYmFXre+GUhERESkmBsxYgTDhg2zabNYLPn6HT58mMcff5xff/0VV1fXoirvshQ0RURERIo5i8VSYLD8pw0bNpCUlESdOnWsbRcvXmTZsmW88847/Pzzz2RlZXHmzBmbWc0TJ04QFBRU6HUraIqIiIiUEG3btmXr1q02bffffz+VK1dm+PDhhIeH4+zszKJFi+jWrRsAO3fu5NChQzRu3LjQ61HQFBERESkhSpcuTfXq1W3aPDw8KFOmjLX9wQcfZNiwYfj5+eHl5cXQoUNp3LgxjRo1KvR6FDRFREREbiJvvvkmjo6OdOvWjczMTDp06MB7771nyr4UNEVERERKsN9//93muaurK++++y7vvvuu6fvW7Y1ERERExBSa0RQREREpBEuT7zBt261N27K5NKMpIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMccMEzbi4OBwcHKwPV1dXqlSpwsSJE8nNzbVbXXPnzjXt+0FFREREbmQ31DcDubm5sXjxYgDS09NZsmQJzz77LLm5uTz77LN2qWnu3LmsX7+eRx55xC77LyxJO5LY/sN2Ug6kkH4mneaPNyesXph1+Zd9vixwvVq9alGlc5WiKrPIXW1cSqKFS75l07bVJCYdxcXZhZjIytzZqQ9BAaHWPq9/OIrd+7fZrNe8YXt63zm4qMs1zdLVC1m2+mdOpyQBEBwYTue2PaheqQ5wc4wBXNvrYfmaX1ibsJzDx/aRkZnOG6M/x93Nw45Vm2/KT1t447uN9Glbhed6NuToqfPEPvdtgX3fHNiKjvWiirZAO/nz+z/Z/PVmKnaoSN376tq7HCkGbqig6ejoSKNGjazPW7duzdatW5kzZ47dgmZJkZOZg2+ELzEtY1jx9op8y7tO7mrz/PiW46z5eA3h9cOLqEL7uNq4lES79m+jZaNORIWXJ/fiReb+PINJU8cwetgkLC6u1n7NGrTj9na9rM9dnC32KNc0vl5l6NrxPsr6B4MB8RuX8P5nr/D8Y68REhgBlPwxgGt7PWRlZ1KtUm2qVarN3IVf2Lli8209cIqvlu2iUpivtS3Iz4Nlr/aw6ff18l1M+/kPmlcP/ecmSqTT+06zZ/EefMJ97F2KFCM3zKHzyyldujTZ2dnW55mZmTz33HNERkZisVioUqUKM2fOtFknPj6eO+64g5CQEDw8PKhVqxaff/65TZ/p06fj4ODAqVOnbNpr1apF//79Aejfvz+ffvop27Ztsx7S79+/P99//z0ODg7s3r3bZt2UlBTc3NyK5aH2kFtCqNm9JuH1Cg6Obj5uNo8jG44QWCUQz7KeRVxp0brauJREjz3wAk3qtSEkMIKwkGj6dR9K8plTHDqy16afi7ML3qV9rQ83V3c7VWyOmlXrU6NyXQL9QwgMCKFrh95YXFzZf2iXtU9JHwO4ttdD22a307HVXUSHV7RjpUXjQkY2T3+8jLF9muDl7mJtL+XoSIC3u81j0aZDdKwXjYersx0rLhrZGdnEvx9Pgwcb4OLhcvUV5KZxQ81oAuTk5AB/HTr/9ttvee6556zLe/TowYoVKxg9ejRVqlThxx9/5L777sPX15dOnToBcPDgQZo2bcrgwYNxdXVl5cqVPPjgg+Tm5tKvX79rrmXUqFGcPHmSHTt2MGPGDAACAgKIiooiNDSUadOmMX78eGv/S4H33nvv/c/jYE/pZ9M5tvkYjQY2unpnueGlZ6QB4O5u+6FibcJy1mxahndpH2pUqU/nNt1xcSl5M3oAubkX2bA1nqysDKIjKlnbb6YxuORyr4ebxYtfrqZljTCaVA3hgx83X7bftoOn2H44mVH33hzvk+s/XU/ILSEEVQ9i27xtV19Bbho3VNC8cOECzs62nwx79uxpPWy+ZMkS5s+fz88//0z79u0BaNeuHcePH2f06NHWoNmr11+HugzDoEWLFhw5coQPP/zwuoJmuXLlCAgI4ODBgzaH9AHuv/9+pk2bxrhx4yhVqhQA06ZN46677sLHx+e6f/biZP/y/Ti7Ot9Us3w3q9zcXGYvmEa5yMqEBkVa2xvUao6fbwA+Xn4cOX6A7376nBMnjzK4z3A7Vlv4jiYeZOJ7I8jOycLi4sqgPsMJCcx73d8sY/B3l3s93Cx+WLuPPw+eZvbzt1217zcrdlMu2Jva5coWQWX2dTD+ICkHUugwpoO9S5Fi6IY6dO7m5sa6detYt24dK1as4O2332bhwoUMGDAAgF9++QU/Pz/atGlDTk6O9dGuXTs2bdrExYsXgbxD2I899hiRkZE4Ozvj7OzMRx99xK5du660++vy4IMPcvz4cRYuXAjAli1b2LhxIw8++OBl18nMzOTcuXM2j5ysnEKrqbDsW7aPyCaRlHIpZe9SxGSz5k3haOIhHrp3mE1784btqVaxNqFBkTSs3ZL+PR4nYdsaTp5OtFOl5gj0D+H5x15n+CMTaNGoI5/OnsyxE4eBm2cM/u5yr4ebwfHkC4z/ai2vPtQCi/OV52gysnL4Ye0+ujWtUETV2c+F0xfY8MUGGj/cWP8nSIFuqBlNR0dH6tWrZ33etGlTcnJyeOqppxg2bBinTp0iOTk536znJcePHycsLIz+/fuzatUqXnjhBapVq4aXlxfvv/8+X331VaHVGhUVRbt27Zg6dSqdO3dm2rRpREdH07p168uuM378eMaMGWPT1vKhlrQa0KrQ6vqvknYmcf74eZo+2tTepYjJvpw3ha071vPUoHH4evtfsW90RN5/qEmnjxNQJqgoyisSTk7OeRcDAZFh5Th4ZA9LVi6g910P5+tbUsfgkut5PZRE2w6e4vT5DLqN+97adjHXYP3uE8xcsoPN7/WhlGPe3M3PGw6SkXWRLo3L26vcIpOyP4XMc5n8POpna5uRa5C0M4ndv+6mxyc9cHS8oea0pJDdUEGzIFWq5N1aZ9u2bfj5+REQEMCPP/5YYN+yZcuSkZHBggULeOONNxg6dKh12T/vxenq+v9XU2Zl2bSnpKRcc20DBgzg3nvv5ejRo8yYMYPHHnsMBweHy/YfMWIEw4bZzhRM3DLxmvdXFPb9vg+/aD98I32v3lluSIZhMGv+xyRsW8OwgWPx9wu86jqHj+0HwLt0yX5dGLm5ZOcUfJShpI7Bv3k9lESNq4Qwb3QXm7bnp68gOsibhzrWsIZMgG9X7qL1LeH4lXb952ZKnMBqgXR6uZNN25opa/AK8aJK5yoKmXLjB80//vgDAH9/f2JjY5k4cSIuLi7UrFmzwP5nz54lNzcXF5e/roo7f/488+fPt+kXFpZ3r8Tt27cTEhJi/ffhw4dt+rm4uJCRkVHgvrp06YKvry/33nsvycnJ1qvVL8disWCx2F5I4ORSNL+i7IxsUk+kWp+nnkwl5WAKLh4uePjn3Q8vOz2bQ2sPUfve2kVSU3FwLeNS0nw57yPWJSzn4b4jcLW4cfZ83ocrN1d3XJwtnDydyNqEZVSvVBcP99IcTTzA7AWfUCG6KmHBUfYtvhB9t/ALqlesja9PAJlZ6axNWM6u/dsY+sCom2YM4OqvB4Cz51M4d/4MJ08fB/LObXW1uOHn44+He2m71V6YPFydqRhq+yHCzeKEj6fFpv1g0jnW7z7Bh0Nji7pEu3B2c853OyMnixMuni66zZEAN1jQzM3NZfXq1UDeTOOGDRsYN24cVatWpUWLFjg7O3P77bfTsWNHnnnmGWrWrMmFCxfYtm0be/bs4eOPP8bb25v69evzyiuvEBAQgJOTE6+88gre3t4kJSVZ99WwYUPCw8N58sknGT9+POfOneOVV16hTJkyNjVVqVKFadOm8eWXX1KhQgX8/f2JiooCwNnZmX79+vHqq6/SoUMHwsOL78UzyfuTWfzyYuvzTTM3ARDdLJpGg/IudDoYfxCAyMY3z0UA1zIuJc2y1XmHwN74aJRNe9+7h9CkXhtKlXJix54tLF65gMysTHy9/aldvTG3trnbHuWa5nzqWT75ehLnzqfg5upOaHAUQx8YRdUKtUg+c+qmGAO4+uvhUp8fFn1tXfb6hyPz9blZzFm5myAfD5pWvTnunSlyNQ6GYRj2LuJaxMXF2Zy/6OTkRHh4OJ06dWL06NGULZt3ZV9WVhavvPIKX3zxBQcPHsTb25vq1atz//3306dPHwD27NnDoEGDWL16NWXKlOGxxx4jNTWV1157jdTUv2avNmzYwMMPP8wff/xB+fLlefPNN3nqqaeoVasW06dPB+DcuXMMGjSIX3/9ldOnT9OvXz/rMsi7Z2eTJk346quv6NHD9ma+1/Rzr427/sGSEqvl0e72LkGk2GnpN//qnW4CY90y7V1CsRDXIM5u+17ynXm3dmp9ZzXTtm2mGyZo3qheeOEF3nvvPY4ePZrvsPi1UNCUv1PQFMlPQTOPgmYeBc3i5YY6dH4j2blzJzt37mTy5Mk8+uij/ypkioiIiNzIFDRNcunQfMeOHRkxYoS9yxEREREpcgqaJvn999/tXYKIiIiIXekGVyIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBQKmiIiIiJiCgVNERERETGFgqaIiIiImEJBU0RERERMoaApIiIiIqZQ0BQRERERUyhoioiIiIgpFDRFRERExBRO9i5ARK5dS7/59i6hWFiafIe9S5BiZKxbpr1LKBZaHu1u7xKkmBg/fjxz5sxhx44duLm50aRJEyZMmEClSpWsfTIyMnjqqaeYNWsWmZmZdOjQgffee4/AwMBCrUUzmiIiIiIlyNKlS3n00UdZvXo1v/76K9nZ2bRv354LFy5Y+zz55JN8//33zJ49m6VLl3Ls2DHuuuuuQq9FM5oiIiIiJcjChQttnk+fPp2yZcuyYcMGWrRowdmzZ5k6dSozZ86kTZs2AHzyySdUqVKF1atX06hRo0KrRTOaIiIiIiXY2bNnAfDz8wNgw4YNZGdnExsba+1TuXJlIiIiiI+PL9R9a0ZTREREpJjLzMwkM9P2fGSLxYLFYrnierm5uTzxxBM0bdqU6tWrA5CYmIiLiws+Pj42fQMDA0lMTCzUujWjKSIiIlLMjR8/Hm9vb5vH+PHjr7reo48+yh9//MGsWbOKoMr8NKMpIiIiUsyNGDGCYcOG2bRdbTZzyJAhLFiwgGXLlhEWFmZtDwoKIisrizNnztjMap44cYKgoKBCrVszmiIiIiLFnMViwcvLy+ZxuaBpGAZDhgzhu+++Y/HixURHR9ssr1u3Ls7OzixatMjatnPnTg4dOkTjxo0LtW7NaIqIiIgUgqWhs03bdmuqXXPfRx99lJkzZzJv3jxKly5tPe/S29sbNzc3vL29efDBBxk2bBh+fn54eXkxdOhQGjduXKhXnIOCpoiIiEiJ8v777wPQqlUrm/ZPPvmE/v37A/Dmm2/i6OhIt27dbG7YXtgUNEVERERKEMMwrtrH1dWVd999l3fffdfUWnSOpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImIKBU0RERERMYWCpoiIiIiYQkFTREREREyhoCkiIiIiplDQFBERERFTKGiKiIiIiCkUNEVERETEFAqaIiIiImKKfx0058+fT/v27fHz88PFxYXo6GgGDRrErl27CrO+IpGQkEBcXBxpaWn2LkVERESkxHD6Nys9++yzTJgwgbvvvpspU6YQEBDA3r17mTZtGj179mTTpk2FXaepEhISGDNmDEOGDMHd3d3e5dhF0o4ktv+wnZQDKaSfSaf5480JqxcGQG5OLlu+2cKxzcdITUrFxd2FwGqB3NLzFtx9S/Z4XWlcbhZTftrCG99tpE/bKjzXsyEAXy/byYK1+/jzUDIXMrJZ89Y9eLlb7Fxp4Vq6eiHLVv/M6ZQkAIIDw+nctgfVK9UBYPmaX1ibsJzDx/aRkZnOG6M/x93Nw54lm2Lhkm/ZtG01iUlHcXF2ISayMnd26kNQQCgAp5KTGDlxcIHrDrj3f9St2aQoyzXV9bwfrPtkHXsW76F279pU7li5iCs1z9VeD39nGAbvfDKObbs2MbjPcGpVa2iHisXerjto/vjjj0yYMIFRo0YxduxYa3uLFi24//77WbBgQaEWeCPKzMzE2dkZR8cb58yEnMwcfCN8iWkZw4q3V9guy8oh+UAy1btWxyfCh6wLWWz8fCPL31xOh7Ed7FRx0bjSuNwMth44xVfLdlEpzNemPT0rh+bVQmleLZQ3vttop+rM5etVhq4d76OsfzAYEL9xCe9/9grPP/YaIYERZGVnUq1SbapVqs3chV/Yu1zT7Nq/jZaNOhEVXp7cixeZ+/MMJk0dw+hhk7C4uOLnU4YJz0+1WWfFml/5ZdlcqlWqbaeqzXGt7weH1x/m1J5TuPm6FWF1ReNqr4e/W7RiATg42KlSKS6uOwm9/vrrBAYGMmrUqAKX33bbbQBkZGQwbNgwQkJCcHV1pVatWnz33Xc2ffv370/16tX57bffqFmzJm5ubrRs2ZIDBw6QnJxMjx498PLyoly5cnz11Vc267Zq1YrbbruNzz77jHLlyuHm5karVq3YuXOntc+BAwdwcHDgm2++sVn3iSeeICoqCoDp06dz//33AxAQEICDg4N1GcCRI0e477778Pf3x83NjRYtWrBhwwab7UVFRTFkyBAmTpxIZGQkbm5uJCcnc+TIEXr06EFgYCCurq5ER0fz5JNPXvtgF6GQW0Ko2b0m4fXC8y1zcXehzbNtiGgYgVewF/7l/anbry7J+5O5cOqCHaotOlcal5LuQkY2T3+8jLF9muDl7mKzrF9sNQZ0qsktMQF2qs58NavWp0blugT6hxAYEELXDr2xuLiy/1De6UFtm91Ox1Z3ER1e0c6VmuuxB16gSb02hARGEBYSTb/uQ0k+c4pDR/YC4OhYCu/SvjaPhG1rqFuzKa6WkhW0ruX9IC05jQ2fbaDJw01wLHXjTDZcq6u9Hi45fGw/vy2fR9+7H7VTpVJcXNeMZk5ODitXrqRbt244OztfsW/v3r1ZuHAhL730EpUrV+azzz6jW7duzJ07lzvuuMPaLzExkaeeeornn38eZ2dnHnvsMXr37o27uzstWrRgwIABTJkyhfvuu49GjRoRGRlpXXfjxo3s3buXV155BYCRI0fSoUMHdu7cicVybYfxOnfuzMiRIxk3bhwLFy7E29vbum5KSgrNmjXD09OTyZMn4+3tzeTJk2nTpg27d++mbNmy1u18++23VKhQgbfffptSpUrh4eFBjx49OHbsGJMmTSIwMJBDhw6xfv36ax7v4iw7LRscwMXD5eqd5Yb04peraVkjjCZVQ/jgx832LseucnMvsmFrPFlZGURHVLJ3OXaVnpF3Lru7u2eByw8e2cvh4/vp1XVAUZZVLBi5BvEfxFOlcxW8w7ztXU6RKOj1kJWVydRZb9Kry0C8S/teblW5SVxX0Dx9+jSZmZlERERcsd+WLVuYM2cOH3zwAYMGDQKgY8eOHDhwgDFjxtgEzeTkZJYuXUq1atUAOHbsGEOHDmX48OHWWdP69eszZ84c5s6dy+OPP25d98SJEyxdupQKFSoAULt2bSpVqsT06dOt+72agIAAypUrB0DdunXx9/e3Lnvrrbc4c+YMa9eutYbKtm3bUrFiRV577TUmTpxo7Zudnc1PP/2Eh8df52itXbuW8ePH07NnT2tb3759r6mu4uxi1kUSvkogslEkzm5X/sAhN6Yf1u7jz4Onmf38bfYuxa6OJh5k4nsjyM7JwuLiyqA+wwkJvPlmty/Jzc1l9oJplIusTGhQZIF9Vq7/jaCyYZSLLDnnJV6rPxf8iWMpRyq2L9mz3Jdc7vUwe8E0ykVUola1BnasTv6vvfsOi+Jc/wZ+Dx0LHelNEQQVBSGiotLsHo0NFMUa0aixYMmJxkI0mpiIIkKsmBiNoucnltiS2HshdrFFjYIgKEhvC9/3D96d7Aqa5rLucn+u61wnzM7iM8PuzHee+q74R/X6wp/0uTh58iQREQ0aNEhuu3SgUGHhH82t1tbWYsgkInJxqfqCBgcHi9uMjIyoUaNG9OTJE7nf16JFCzFkEhE5OztTq1at6Pz583/ziGr2008/UUBAAJmYmJBEIiGJREKamprUuXNnunjxoty+/v7+ciGTiMjLy4u+/vpr+uabb+j+/ft/+u+VlpZSXl6e3P8kZZK3cixvS6Wkkk6vOk0EIp9RPsouDlOA9OxCWpJ4gb76oBPpav+j8YJqw8LMmuZMXkYfT/iSOvl2p+92xNLTZ0/+/I1qatvudZSW8Zg+CIus8fWy8lK6eOUkdfAOquWSKV/2w2y6+9NdahvR9k/vkeqips/D1VsX6PZvN2jQf0YrsWTsXfK37iKmpqakp6dHjx8/fuN+OTk5pK2tTSYmJnLbLSwsCAC9fPlSDGVGRkZy++jo6Lx2e0lJidw22aZr2X8jPT39rxzOn3r+/DmdO3euxm4C0lpQ2X/3VYmJiTRnzhyaM2cOTZgwgVxdXWnx4sXUv3//Gv+9JUuWUFRUlNy2zh90Jv+x/v/8IN4iacgsfF5IgZ8Ecm2mmrr5+3N6kV9CAxbtFbdVVIIu3XtGPxy9TVfjw0lThQa6/RtaWtpVg4GIyMG2Cf2eep+Onv6Rhvb/UMklq31bd6+j67cv0fRxi8jY0KzGfX69fpbKysvI18u/dgv3Dsi8k0kleSW0Z+oecRsqQVd+uEJ3D92lPsv7vOHdqud1n4c7v12n59kZFBkVLrf/ms1fkbOjG00ft7C2i8qU7G8FTS0tLerQoQMdPnyYJBIJaWnV/HYTExMqLy+nnJwcMjb+o3/Gs2fPSBCEaiHyn8rMzKy27dmzZ9S6dWsiItLTqxoBV1ZWJrdPTk7OX/r9JiYm1L17d1q4sPoX49U+oDU9wVpZWVFCQgKtX7+ekpOTadGiRRQaGkp37tyhxo0bV9v/k08+ochI+ZqCpdeWVttPGaQhMz8jnwJnB5JuQ/Wayob9oZ2bNe2e31du25xvT5GTpSF90L1lnQmZNUFlJZVL3q1WBkUDQNv2rKcrN89TZMRnZGZS/aFa6vTFw+Th5k0NG9SN/omynDo4kWVzS7ltx746Ro4dHKlxp+rXe1X1Z5+Hbv79qYNPsNy2hSum0aDeo8jDzbs2i8reEX+7XSwyMpJ69epFn3/+Oc2fP7/a6/v37yc/Pz8iItqxYwdFRESIr+3YsYM8PT2rNTH/Uzdu3KD79++Ts7MzERHdv3+frl69KvbPbNSoEWlra1NKSor4nrKyMjp+/Ljc75HWor5aYxocHEybN28mNze3f1VmDQ0N8vHxoUWLFtGePXvo/v37NQZNXV3dagFWS6d2mi7LS8qp4FmB+HNBVgHl/J5DOvV1SN9In07FnqKcRznUKbIToRJU/LKYiIh0GuiQppZmrZRRGd50Xuqbqd+ciURE9fW0ycVGvgO/vq4WGTXQFbdn5RbR87xi+j0zn4iI7qa9pPp6WmRl0oCM6qvHQ0jSwc3UwsWTjI3MqbSsmC5cOUl3H96kj0ZX9R3Pzc+hvPyXlPWiqgUlLeN30tPVJxMjM6pfr6Eyi/5Wbd29li5eOUkfDv+E9HT1KTe/6kFdX68e6Wj/8bfOfJ5O9x/dokkj5yirqAr3Z9eDVx/ANTQ1SM9QjwysDGq7qArzZ58H6cwDrzIxMnvjQwpTX387xfTs2ZNmzZpFCxYsoFu3btHgwYPJzMyMHj58SAkJCZSbm0uXL1+m/v37U2RkJBUXF5Orqytt3ryZzpw5Q7t3735rhbewsKD//Oc/4nyec+fOJRsbGxo5ciQRVQW8/v3706pVq8jZ2ZnMzMxo1apVBECuBtLNzY2IiOLi4uj999+nevXqUcuWLSkyMpK2bNlCnTt3pilTppC9vT1lZWXR+fPnydra+o1TFeXm5lK3bt0oPDycXF1dqaysjGJjY8nIyIi8vLze2jl4W7IfZtORxUfEny//UDXpvpOfE7Xo34LSfk0jIqKDnx6Ue1/g7ECycFPfi8ebzovvOF9lFUvpEo/fobgf/xiJHv7VASIiWjyyA/Vr3/R1b1Mp+QW5tHH7SsrLzyF9vXpkY+VIH42eS+5NWxMR0Ylzh2jf4e3i/svWfEpERMMHTqL23oHKKLJCnDh3iIiIotfKT2n36nGeuXSYjAxMye3/nx91xNeDv/55YExKAIB/8sbdu3fTqlWr6NKlS1RYWEg2NjbUrVs3mjFjBjk7O1NxcTHNnj2btm3bRtnZ2dSsWTOaP3++XP/EkSNH0qVLl+jGjRvitmPHjlFAQABdvHiRvL3/qGZ3dHSk3r1706pVq4ioavBNgwYNaMCAAfTZZ59Reno6tW3bllavXi0GRyKirKwsioiIoCNHjlDDhg1p5syZ9PDhQ9q1axc9evRI3C8qKorWr19PT58+JTs7O/G1jIwM+vTTT2n//v304sULatSoEfn6+tK0adOoffv2NZaNqGpgz6RJk+jkyZP0+PFj0tfXJ29vb1q0aBH5+Pz1QTQLLiz4y/sy9TevWD1qC/+t49nq1d+N/TvHbXYouwjvhM5pg/58pzogoF/zP99JQRR5z17wnuJ+tyL946CpbNKgqe4rEXHQZLI4aFbhoMlkcdCswkGzCgfNd0vd7dXPGGOMMcYUioMmY4wxxhhTCJWdjfnYsWPKLgJjjDHGGHsDrtFkjDHGGGMKwUGTMcYYY4wpBAdNxhhjjDGmEBw0GWOMMcaYQnDQZIwxxhhjCsFBkzHGGGOMKQQHTcYYY4wxphAcNBljjDHGmEJw0GSMMcYYYwrBQZMxxhhjjCkEB03GGGOMMaYQHDQZY4wxxphCcNBkjDHGGGMKwUGTMcYYY4wpBAdNxhhjjDGmEBw0GWOMMcaYQnDQZIwxxhhjCsFBkzHGGGOMKQQHTcYYY4wxphAcNBljjDHGmEJw0GSMMcYYU0NxcXHk6OhIenp61LZtW7pw4UKtl4GDJmOMMcaYmklMTKTIyEiaP38+/frrr9SqVSvq1q0bZWZm1mo5OGgyxhhjjKmZ6OhoGjt2LI0aNYrc3d1p9erVVK9ePUpISKjVcnDQZIwxxhh7x5WWllJeXp7c/0pLS2vct6ysjJKTkyk4OFjcpqGhQcHBwXT27NnaKnIVMPYGJSUlmD9/PkpKSpRdFKXi81CFz0MVPg9V+DxU4fNQhc+DYs2fPx9EJPe/+fPn17hvWloaiAhnzpyR2z5z5ky89957tVDaPwgAULvRlqmSvLw8MjQ0pNzcXDIwMFB2cZSGz0MVPg9V+DxU4fNQhc9DFT4PilVaWlqtBlNXV5d0dXWr7fv06VOysbGhM2fOULt27cTts2bNouPHj9P58+cVXl4prVr7lxhjjDHG2D/yulBZEzMzM9LU1KRnz57JbX/27BlZWloqonivxX00GWOMMcbUiI6ODrVp04YOHz4sbqusrKTDhw/L1XDWBq7RZIwxxhhTM5GRkTRixAjy9vam9957j1asWEGFhYU0atSoWi0HB032Rrq6ujR//vy/XF2vrvg8VOHzUIXPQxU+D1X4PFTh8/BuCQ0NpaysLJo3bx5lZGRQ69at6eDBg2RhYVGr5eDBQIwxxhhjTCG4jyZjjDHGGFMIDpqMMcYYY0whOGgyxhhjjDGF4KDJGGOMMcYUgoMmY4wxxhhTCA6ajDHGGGNMIThosjpLIpEouwhKV1lZKfdzXZ7trKKigoiqnxNWN0k/D3WZ9BzU5esC+/c4aNYxsjdR6cWjrl5EtLS0qKCggOLi4pRdFKWoqKggDY2qS0BKSgoREQmCoMwiKZWmpiYREX3xxRd08uRJJZdGOWoKV3U1eGtqalJRURHt27ePiOreeZBIJKSpqUmFhYU0b9482rt3r7KLxFQUB806RDZYFBYWUmZmJhH9ES7qYuDcsmULTZ06la5evarsotSqiooKMVhNmjSJxo0bR9u3b1dyqZRDNlxFRERQfHw86evr17kaLdnPxJUrV+jy5ctUXl4uXjPqoo8++ogmTpxIRFSnzkNFRQVpaWlRfn4+tWvXjk6cOEHXrl0jiURSJ+8T7N+pO9+cOk72JjJx4kTq3Lkzubi4UN++fWnbtm0EgARBqHMXES8vL7K0tKTTp08TUd1pLpN+FkJCQmjfvn00btw48vb2VnKplEN6LtLS0sjU1JSWL19O3t7e4va6Qnq84eHhFBQURH5+fuTl5UXJyclKLpnyfPjhh1RYWEgbN25UdlFqlaamJpWUlFDXrl3JwsKC1qxZQ7NmzSItLV61mv19HDTrCOlNZOjQobRv3z7q168fLV++nEpKSuizzz6j6dOnE5F6N53KNn1JA6WPjw/17duXFi9eTDk5OXUqXERHR9OlS5coMTGRBg0aRI0bN6aSkhJ6/vy5sotW66KiosjOzo7WrVtHlpaWyi5OrZJ9uFq5ciWdPXuWVqxYQTExMWRkZEQ9e/akAwcOqH3TcU0P2Q4ODtSsWTM6cuTIa/dRJ7LH98svv1B6ejp9/vnn1KxZM9LW1qZz585RXFwcrVy5krKyspRYUqZKOGjWISdPnqTTp09TfHw8zZgxg0aPHk2fffYZ3b59mzQ1NamsrEzZRVQYAKShoUFlZWVUVlYmFyiHDBlCurq6lJSURER1py/WkydPyN7enlq3bk06OjqUnJxMvXv3ps6dO1NwcDBdu3ZN2UWsNS1atKDg4GAqKCigFy9eEFHdGSwm/S7s3buXnj59SlOmTKHw8HD64IMPaPv27eTt7U3h4eF06NAhtf1uSFt0Xj0+c3NzmjhxIm3dupVOnz6t1g/iFRUVJAgC5efnE1HV57+oqIhKSkooJSWF5s+fT506daLo6GiaOnUqjR49WsklZioDTG1JJBIAQGVlJQAgMTERxsbGePbsGQDg1q1bMDMzQ2hoKAoLCwEA165dU05ha0FpaSl69eqFFi1a4MCBA3jw4IH4WnBwMPz8/JRYutpTUVGByspKjBs3Ds7Ozli6dCmmTJkCXV1dBAYGYvbs2XB0dESvXr2UXVSFqKioqHH7nj174OnpCSMjI9y6dQvAH98hdbdq1SqYmJjA1tYWBw8eBPDHsWdmZqJnz54wNTXFwYMHX3v+VJX0OEtLS9GmTRvMnDkTBw4cEF/Pz89Hhw4dEBERgZKSEvF6qk6kx5Sfnw9DQ0NER0fjyZMnsLe3h5WVFRwdHWFubo6EhASkp6dj//79EAQBZ86cUXLJmSrgoKmmZC+Gq1atwt27d/HLL79AV1cXjx49QmpqKoyNjREaGor8/HwAwHfffYeZM2fixYsXyiq2QpWUlCAmJgb9+vWDiYkJPDw88OWXXyI7Oxtnz56Fvb09Nm3apOxivnWvC0t5eXl47733YG9vj7Zt2yImJkZ8bc6cOfDx8UFRUVFtFbNWyJ6Lhw8f4t69e3IPHAcOHICnpydsbGzqVNhMTU3FoEGDIAgCwsPDxe3SUJmZmYk+ffpAEAT8/PPPyirmW5Obm4vc3Fzx56KiIvzyyy9YsGAB3NzcYGFhgT59+mDfvn0oLS3FihUrYGlpiefPnwOAWoVN6ee7oqICy5cvR5cuXXD58mUAwOPHj7FkyRJs2rQJN27cEN+zc+dOuLm54fbt28ooMlMxHDTVkGyNQ1hYGBo3bozk5GRcuXIFTZo0QWhoKExMTDB48GAUFBQAqLqRhIaGIjw8XAyequ5NAWHv3r2YPXs2GjRoAF9fX3Tp0gWtWrXClClTALy+1kvVyJ6DDRs24JNPPsGyZcvwyy+/AKiqxcnIyEBaWpq434sXL9C3b1+EhoaitLS01susKLJ/07Fjx6Jly5bQ09ODvb095s6dK56rAwcOwMvLC9bW1uKNVJ3C5uuOJT09HSEhIbCzs8OCBQvE7dLzlpGRgZCQENy5c6dWyqkoJSUlWL9+Pfr37y+GzebNmyMqKgoA8ODBA+zbtw9t2rSBq6srvL29sXbtWmhra2PmzJnKLLrCFBYWYsmSJejZsycWLlyIioqKGq+BpaWluH79Ojp27IgePXqozXWSKRYHTTWWm5uLiIgI7N69W9z25ZdfQhAEuLq64tdffwUA3L17F2PGjIGlpaXKP6GWlJQAgBiQCgoKEB0djdmzZ2PTpk1ISUmR2//u3btYvHgxOnbsCEEQoKWlheTk5FovtyLI1roMGDAAtra28PDwQKtWraCjo4OoqCi8fPlS7j1XrlzBqFGjYGZmhps3b9Z2kWtFeHg4bG1tERsbizVr1mD8+PHQ0dFBWFiY2IVk7969aNu2LXR1dVU+WMmSDZlnzpxBUlIS7ty5g/T0dABVNZv9+/dH06ZNawyb6hIsNm3aBBcXF7Rr1w729vYIDAzE77//LrdPWVkZDh48iOHDh8Pc3Bz6+vpo3bo1srKyAKhXreaGDRsgCAIMDAywbt06AFXHJ3uMWVlZmDFjBvz8/NCmTRuUlZUBUJ/PBFMcDppqKjIyEg0bNoSDg0O1fpdLliyBubk5PDw80K5dO3h7e8POzk5sLlFV169fx8CBA8Xjzc3NhYuLCywsLGBvbw8NDQ20b98eq1evlnuf9GK6YcMGsVZT2o9RHSxZsgQODg44duyYWIM9ffp0CIKAffv2iTeKzz77DC4uLnB3d8fVq1eVWWSFuXTpEpo0aYJt27aJx11YWIitW7dCX18f06ZNE/dNSkpCQEAA7t69q6zivlWygSA0NBR2dnbQ1dWFlZUV/P39cf78eQBAWloaBg4cCGdnZyxcuFBZxVW4FStWQENDA8bGxjh37hyA1wfqU6dOYcWKFdDT08OqVatqvay1ITY2FoIgoGXLlrhy5Uq11+/evYvAwECMHTsW5eXlACD+P2NvwkFTTcheGMvKyrBy5Up4eXnBwMBADJDFxcXiPvv370dMTAzGjBmD9evXy/VTU1UxMTEwMzNDv379cOvWLaxfvx5du3ZFSkoKysvLkZycjC5dusDd3V18agfkz93UqVNhZ2cn1mypgwEDBiA8PFys5b137x7Mzc0xZMgQuT6YT58+RUxMDB49eqSsoirc6dOnoaWlJTfYA6iqAY+KioK+vr4YuACIwVydTJkyBY6OjtizZw+ePHmCgwcPom3bttDQ0BCvA+np6WIXmy+//FLJJX57ZL/rH3/8MTw9PeHi4gI/Pz/xcy+7j+x/SyQSjBo1Cv7+/nj58qXKPoi+qRvIsmXLYGxsjOHDh4t9lIE/zoPscatTdxKmWBw01Yz0YllYWIiEhARYW1ujRYsWYsiUNi2rqxUrVqBp06bo378/evXqhf/+979yr9+7dw/BwcFo37497t+/L26XXkiPHDkCGxsbsVuBKqusrERZWRn8/PwwduxYAFUzDRgbGyMkJEQMUfPnz8fJkyeVWVSFqOlGeOrUKejr6yM+Ph6AfJA4e/YstLW1sXfv3lorY23Lzs6Gl5cXli5dKl4TfvvtNxgaGmLIkCEoLCwUz8mTJ08wYsQI3Lt3T5lFfuuKi4vx22+/oaysDHl5eYiPj0fz5s3RoUMHMWhLz8GrNXZffvklHBwckJOTU9vFfiukx1NQUIAvvvgCH374IZYvXy722QaAxYsXw8zMDMOHD5fraiQbrFU1ZDPl4KCpRubNm4eWLVuKfQyLi4uRkJAAGxsbtG3bVryxSPvWqBPZwPD111/Dzc0NxsbG4kjq8vJyMXgkJydDEAT88MMPcr+jsrISISEhsLCwQGZmZu0V/i153cV/9OjRaNy4Ma5duwZTU1MMHDgQeXl5AIDbt2+je/fuiI+PV6u+VrIhc/Pmzfi///s/8Wfp3/jVLiXnzp2DnZ2dWoyqfp2HDx+iQYMGSEpKAgDcvHkTJiYmCAkJEWvxv/vuOzx58gSA+tVaSSQS9OrVC23btsXp06fF7XFxcXB3d0eHDh2QmpoKoKqG/9NPPxX76JaVlWH8+PFo2rSpOPpclchOYeTq6gpXV1e0a9cOVlZW8PHxwaxZs8R9ly5dCnNzc4waNUqtp7xjtYODphpZuXIlWrVqhaCgIDFsFhUVISEhAXZ2dnJhU91uIID8McXExMDIyAi2trZif0Pp03xRURFsbGwwf/78au+fMWMGLly4UGtlfhsqKirkal6KiorkZg64efMmbG1tIQgCBg8eLG7PysrCqFGj0LJly2oDIVTZq30R3d3dERkZKQ54uXr1Knx8fGBjY4OdO3fi0aNHuHPnDsLDw+Ho6IinT58qq+hvVU0PHhKJBE2aNEFkZCTS0tJgYmKCQYMGiQ8eJ06cQL9+/cQabnWsuVq3bh1cXFzQq1cvnDhxQtwurdls2bIl1q9fD19fX3h6eorXlYcPH6Jz584q3ZddIpFg8ODB6Ny5s9j3WCKRwN/fH9ra2nItG9KBo4sWLVJWcZma4KCpol4XFBMSEuDh4YGAgIBqYdPJyQkuLi5q1Xz+psAcGxsLBwcHdOvWTezcXllZiWvXrsHMzAyxsbG1VUyFKC4ulpuWCAAmTpwIX19fODs7Y/369Xj58iUkEgnWrVsHZ2dnuLu749ChQ4iJiUFISAgMDQ3VduDPhAkT4OjoiCNHjohBCqj6DFy8eBE9e/aEIAgwNjZG06ZNYWVlVeMgCFVTWVlZ7XshDYwlJSWYN28ebG1toauriyFDhoivvXjxAiNGjEDHjh3FRR1Unex5kP3vLVu2oHHjxtXCZkJCAnx9fWFtbY3u3buLrT/S96p63+3S0lJ4enpi4cKF4rHt2rULGhoaWLZsGQD5Y9y8ebNaVkqw2sVBU8VJa19kax6ko6cDAgLkBgLFx8ejRYsWePjwoRJK+vbJ1lAmJSVh1apVOHHihFxt3rJly+Dg4ABra2t8/fXXiIyMRMeOHeHh4aHSIybLy8sxYMAANGvWTOyXO3LkSDg4OGDs2LF4//33IQgCJk+ejKysLJSVleHw4cPw9/eHk5MTXF1dMWDAALlJmNVJamoqXF1dER0dLVfD+WoN3bZt2xATE4ONGzeqfK1ueXl5tW4xixYtwrhx4zBt2jTxoeTOnTvo0aMHzM3NMWvWLJSVleHnn3/GiBEjYGRkpHaficLCQvFvK/udl4bNHj16yDWjP3v2DLdv366xn6aq1fC+Og/u48ePoa+vj4SEBABVQVIQBCxevBjAH303z549K/c+Vb5WMuXjoKliZG+as2fPhrm5uTjfoexFcM2aNTAzM0NAQIBYY1VcXFxt3kRVJX3KzsvLQ7t27eDs7Aw3NzcIgoDIyEi5mqmVK1fCxMQEjRo1Qq9evbBhwwbxwqnKT+vLli2Dh4cH/Pz8kJKSggkTJuDw4cPi5yAuLg6CIGD8+PFiszFQNfgjPz9f5Wtn3uTy5csQBAHHjx8HUH05VnVTXFyMXr16YdGiReKxDhw4EFZWVvDw8ICVlRWMjY3FQJWSkoJx48bB0tIShoaGcHJygo+Pj9rVbldUVGDw4MHQ1tYWm4plQ9O3334LLS0tdOvWrcYBcarYbzk7Oxtbt24VB/tlZ2cjPDxc/Ll3797o0aMHYmJioKGhgc8//1z8Xuzbtw9BQUE4evSosorP1BAHTRVQWVmJoqIiuZukRCLBuXPn4O7uDg8PjxrDZkREBAwNDeHp6anS/YqAmkc8FhYWwsfHB4GBgWKH/ZYtW0JHRwfDhg2T68QeExMDExMTzJkzR9ymqiFT9lysXr0azZs3h4eHBxwcHMQRwtJ9Vq9eDUEQMGHCBLWpyX4T6XFnZWXBwMAAc+fOFV+T/Xt/++23+Pbbb2u9fIpSWFgIT09PODs7Y8WKFbh48SK6du2Ks2fPIi8vDxcvXkSXLl1gaGgohojc3FykpqZi586duHHjhjgRubo5fPgwfHx8YGdnV2PYHDVqFCwsLNChQwe1GPhy+/ZteHp6olOnTnj27BmaNGmCjh07iksLx8fHo1GjRtDQ0BBXOpJIJLh37x46dOiAvn37qmTAZu8uDpoqYPPmzVi0aJE40jEgIAALFy5EZWUlkpOT4ebmhhYtWlRbyWX69Olo06YNgoKC1G5uxLKyMnz99dcIDAwUmwTff/99ODk5ISoqSlyzWbZmc8uWLWpRs/XqTSA2NhZt2rRBvXr1cP36dQDyN9I1a9ZAW1sbw4cPF0fUqovXPSzk5ORg4MCBaNGihTjCWiojIwODBw/GzJkz1WKJTennIT8/X5wnduzYsQgICJCrtZbOMGBoaIhjx44pq7gKVVNAqqiowIkTJ+Dl5QVbW1u5CfjLy8sRFhaG4OBgDB48WC0CVmFhIfbt2wczMzM0bNgQAQEByM7OlvuufPrpp2jUqBG6deuGrVu34rPPPkPbtm3RqlUr8dqhDueCvRs4aKqApKQksVaqe/fusLS0lJtUWjZsJicno7i4GAUFBRg1ahSSkpLE9XxV1c2bN7Fw4UJMmjQJcXFx4vZDhw6JNZQTJkyAg4MDLl68CACYOXMmtLW1MX78eHGblKrWZALyZZe9Ya5duxY2NjZo1aqVWHMpGzZXrFgBIyMjuSZ0Vffq4I7o6GisWrVK7I+XnJyMpk2bwtvbG8uXL0dpaSmOHTuG0aNHw9zcXOWXW5WqrKwUQ0FeXh4CAwOhq6uLNm3aVNtXGjbNzc1x+PDh2i6qQkk/72VlZXjw4AFSUlLEPuwSiQTHjx8Xw+bly5eRm5uLR48eoVu3bnLz5qpDwMrJyYG1tTUEQUCHDh2qLc0LVHWt6devHwwNDdGxY0dERETwij9MIThovqNkV2wBgMTERGhqasLQ0BD79++vtv/ly5fRqlUrNGrUCD169EBgYCAMDQ3lJiVXRSdPnoS5uTnat28PW1tb2NnZYejQoeLr5eXlyMrKgpubG2JjY8UL6vbt26GjowNBEKpNY6SqZIPVxIkT4eXlJVdbt2bNGri7u8PPz0+ceFr2hqGqk0zXRLZGeuDAgbC3t4eDgwOcnZ1haGiIjRs3AgDOnz+PoKAg6OnpQUtLCxYWFmjatKlajC4H5D8T2dnZAKrCZu/evcVBHq/OMnHnzh20a9cOjo6O1a4zqkq2z3bXrl3RokULNGrUCJ06dcKhQ4fEfU6fPo2OHTtCX18fbdq0gaOjI1q1aqUWLR2yx1BQUIDY2FisXr0a5ubmCAgIEKe2e7UW/9VWDlV+EGfvJg6a76CysjI0a9ZMLiBFR0dDEARoaGggIiKixibQnJwcjBkzBoGBgejdu7fKjx49ceIEtLW1MWXKFDx9+hR5eXmIioqCnZ2dXC3lhQsXIAgCdu3aJW777rvvEBUVhePHj6vd0/mgQYPQuHFjrFmzRuybKvXNN9+IE09LazbV+cYxb9482NnZ4cSJE2Lt1YABA6CjoyOudvL06VMkJyfjm2++wZEjR6pNCaWqZP+uUVFRmDp1qhigCwoK0KVLFzRu3BgrVqyoFi7u3buHx48f12p5Fa2goAAeHh7o2LEjjh8/jj179sDc3Bz169cXH8gqKiqQkZGBBQsWYOTIkZg+fbpaDAyUKioqQlhYmNhVKj8/H9u3bxfDpuyDRVZWltwMHYBqB2327uKg+Q4qKCjAnj175Jq8y8rK8OTJE2zcuBEaGhoYO3asuHoHUH19XlXveyZdvWfBggUoLCwUbwZXr16FhYUFjh49iuvXr6OoqAh5eXkICAiAl5cXLl68iFOnTqF9+/bisouA+jQFffvtt3BwcMDPP/8s/s1lm06BqgFArVq1QvPmzVV+yp43KS4uRu/evTFlyhRxWp/XreOubl6t0XVycsKXX34pN+ArPz8fwcHBcHJyqjFsqhOJRIJJkyYhICBAnAM0NDQU1tbW6NChA/T09N64tKi6XB9+/PFHWFpawsfHR2zVyMvLQ2JiIszNzdGlSxdkZGTg3r178PX1xZgxY5RcYlYXcNB8x40fPx7BwcFy2xISEqChoYEPPvhArJ0pLS3Ftm3b1OKCWVZWhrFjx0IQBHG+N2ltw8GDB1G/fn04OTnBwMAArq6uSEpKQlxcHLy8vCAIAiwtLeHt7a0W5+LVGoaZM2fCzc1NHEEq9Wq/sq+//hq+vr5qNdL88ePHcn1My8vL0bx5c3z00UcAqvqsStdxlw6CWbp0qdqs9FOTzz77DA4ODjh16pRckJR+X6Rh08XFBUuWLFHbsJmbm4svvvgCiYmJAIBhw4bB2toaN2/exPHjx2FqagodHZ0aux2pm82bN6NVq1bw8vISw2Z+fj4SExNhaWkJExMTuLi4oFWrVmq5HDF793DQfIeVlJRg+fLlqFevHoYMGSL3WkJCAjQ1NTFixAgkJSVh/PjxEARBbUYVp6WlISwsDLq6uvjuu+8AAJcuXUKDBg0wZMgQ7Ny5E9u2bYOnpyccHBxw+vRp/P7779iyZQu2bt0q3mhVNWy+bkBCWFgYvLy8AFSF0FeDqOzE0+rQJ7OoqAiLFy9GUFAQjI2NYWxsjJEjR4prl/fp0wdBQUG4fv06jI2NMWjQILEl4NatW2jXrp34+VFHvXv3RkhISLXaW9nPRn5+Pry9vdG6detqDyjq5Nq1aygtLcVPP/0ER0dH/Pjjj+JrkyZNgr6+PgRBUJs5ImX7ZL56Hfj+++/h4eEBT09P8WGzsLAQV65cwccff4yFCxfywB9WazhovkNqChc5OTlYt24d6tWrh9DQULnXpKs62NjYwNHRUW7kpDpIT09HSEgIdHV1ERUVBQMDA0RERMgFqPPnz4sB41Wq2OeqoqIC27Ztw759+8RtISEh4gjhxMRECIKAH374Qdxf6vz582jTpk21VT1UVV5eHtq3bw9fX1+EhIRg0aJF+OCDD1C/fn2YmJggNjYWV65cgZmZGQRBQFhYmFhjl5mZiVGjRqF169ZyXUxU2au1kTk5ObCxscG0adMA1Hz9kM6rmp+frzbdKP7se7127VpYWFiI071VVFQgPDwcw4YNw6JFi9QqWBUWFmLIkCE4efJkjWHT3d0dPj4+r+2Pq4rXSKZ6OGi+I2S/8A8ePEBmZqZ4Y3nx4gXWrl1bY9hMSUnB0aNH1WaAw6ukcx7q6urCz89P3C49Xy9evECzZs0wYsQIJZXw7aqoqMCMGTOgo6ODnTt3ok+fPmjYsKH4EPH777+jd+/esLGxwf/+9z/xfenp6Rg3bhxatmypFp+F3NxcNG7cGEFBQbh48aJciDp37hzee+891KtXD7NmzUJCQgIsLS3Rt29fHD16FN9//z1CQkJgbGys8hNwSyQS/PTTT+KqLkDVHIjSh61hw4bB2dlZnKpJ9jpy6NAhREREqMXnQUq2S8CsWbPQt29fTJ06FRs2bBD3Wbt2LXR1dbFr1y48e/YMjx49QkBAALZs2SLuoy5h88GDB9DX14ePjw/Onz9fbWGLhQsXQhAEtGvXTuVnIGGqi4PmO+DV1XwcHR3h7OyM0NBQ8YbyprCp7p4+fYphw4ZBV1cX33//vbhdIpHg6tWraNGiBb766isllvDtCw0NRb169WBqairXHA4AR48eRdeuXSEIAoYMGYLBgwcjODgYRkZGajFtT0FBARwdHdGnTx+kpaWJIbOiokL8rly7dg2+vr6wsrJCfHw89uzZAycnJ3GKo+7du4uT16uyx48fo1u3bmjfvj0AoF+/fjA3NxdnG9i0aRNsbW0REREhFySeP3+OESNGoHv37mrRhQKAXFcAV1dXeHp6ok+fPggMDISpqSlGjhwp7turVy/o6enBw8MDjRs3hoeHhxguVXlkdU0rpKWkpMDR0RFeXl7VwmZaWhpcXV1hYmIid34Yq00cNJVMtgZi9uzZsLe3x9KlSxEREYEmTZrA1dVV7FclDZuGhobo2bOnsoqsFLLN6NKw+ejRI/j6+qJt27Zq1wQ0fPhwCIKABg0aYMuWLdXmQrx16xaio6Ph6ekpjh5NSUlRUmnfrnnz5kEQBMTGxorbZGs0pTfS8+fPw9DQUHzwysvLw927d5Geni5XA6jKCgoKsHv3blhYWMDS0hI2Nja4ceOG3Pn473//CysrK3To0AFbt25FTEwMBg0apPI1ujUFwoqKCowbNw5+fn5yU3uNHDkSgiCIU1oBVdfTiIgIzJgxQy2mMJJdsefVc3Pr1i3Y29vDy8sLZ86cEbfv2bMHoaGh2LNnj0ofO1NtHDTfEdeuXcPIkSOxefNmcdvu3bvh4uICJycnubC5cuVKWFtbq83An79KGjb19PSwYsUKBAUFwd3dXRw5qU4X0l9//RUXLlxA//79YWBggM2bN9c4XY80gKpLUyBQNYF0WFgY9PT05L4PsjdXadCaOXMmtLS01KpZsKCgAAMGDJAbLd+uXTsIgoA2bdrUOPF2bGws/P39IQgCbG1t4e/vr9IhsybSv7mfnx8+/PBD8eft27dDS0sLS5cuBYBqc0NKqfJ3RHaZ0UGDBqF9+/bw8vJCXFycGLhv3rwJR0dHuLi4YNmyZdi+fTvat2+PDz74QPw96nSNZKqDg6aSyNZITJ8+HfXr14eHh4dcc59EIsG+ffuqhc3s7Gy1aQ77uzIyMhAWFgZBEODm5iaGTFW+ibzp4l9SUoL+/fujYcOG+P7778VgWVRUhKtXr4r7qXJzYE1qqsEG/jhO6fdnw4YN0NXVVZva3LKyMqxatQojR44Ua2WLi4sRFRWFpUuXwsLCAp06dRKnb5INm2VlZbhz5w6ys7ORl5enlPK/La9bdvb58+do2rQpFixYAKCq64B0BSSg6nsxefJkucF0qk76WS8uLha7DIwcORLvv/8+TE1N0bt3b5w6dQpA1fembdu2MDIygomJCTp37ixeI9XtGsFUBwdNJZANmb/88gtevHgBZ2dnCIKA5cuXywWPiooK7Nu3D+7u7jA0NBSXmavLnjx5Ijd6VJVDpuw8dt9//z3mzp2LBQsWyK1lX1xcjAEDBsDQ0BAbNmzAtWvXMHbsWJibm6t8oHiT14XNVx/S3Nzc1GJy9oKCAvj7++PkyZPiti+++EIcLV5QUID//e9/1cKmRCJBaWmp2nQXqGnZ2fDwcPH1CRMmwNraGitXroSmpiYWLVokvnbs2DEEBgbKDZRTZdLPellZGU6ePInevXvLzR6wYcMGtG7dGn369BEftsrLy3HlyhW5QXSqfI1kqo+DZi2TfaocNmwYbGxs8Pz5c2RkZIgDGQ4cOCD3noqKCuzatQs+Pj7idCWsiipeQIuKinDp0iW5bSEhIWjatCnatm2LLl26QF9fX24lk+LiYoSEhEAQBDRp0gRWVlZyy3CqqzfVbN67dw/dunXDlClTVPJz8Kpdu3ZBR0dHnI7p8OHDMDY2RseOHcW5EPPz87Fjxw5YWFjA398fL1++RE5ODsaPH48ePXq8dv5VVfGmZWcvXLgAADh79izc3d0hCAJmzJgBoOoamZKSgvbt26NHjx5q1URcUlKCgQMHok2bNmjXrh0kEonc33n9+vUwMTHBmjVrany/Op0Lppo4aNYi2YvDhQsX4OfnhyNHjog1EWlpabC2tkbz5s1rDJvqUmNRl1VWVsLX1xf+/v7itgkTJqBJkyZi89esWbPEde2l82VKbdy4EevXr8dvv/1Wq+VWJtmwKe2zmZeXhzFjxqBx48Zq0z9z79690NPTkxvkEh8fjxYtWsDPz08MmwUFBdixYwesra1hYWGBzp07w9DQsNrDi6r5s2Vnjxw5gtu3b6O4uBgbNmzAe++9BysrK6xcuRITJkyAj48PWrduLTdoRh1kZ2ejS5cuaNSoEVq2bClul+020atXL/j4+CijeIz9KQ6aSvDhhx9ixIgR6NKli9jkJ71opKamwtraGu7u7jh06BD3q1FD69evh7a2Nr777jtkZmYiMDAQW7duBQB89dVX0NLSEkcOa2hoYOfOnUousfLJhs3169dj5syZ0NfXV4vpnKR+/PFHaGtrV+tvGh8fD3d3d7mwWVhYiPPnz2P06NEYO3Ysbt26pYQSvz1/ddlZaV/2pKQkHDhwABMmTIC7uzu6d++OWbNmqUV3mpqu+VlZWRg2bBgEQcDkyZPl+ipXVFQgLCwMnTt3ruWSMvbXcNCsBa9eOAYPHgxBEGBvb49Hjx6J26X99VJTU+Hg4AArKyu56TqYekhPT0e/fv1gb2+PvXv3YseOHcjNzcXOnTthYGCAjRs3AqjqvysIAvT09OSajeuq9PR0cSCYtrY2kpOTlV2kf6WgoEBu0MqBAwdgbGwsdo+RbfKsKWxKqcv65X912dnWrVvD1tZWbAF4+fKl3O9R5aZi2aD89OlTuWPJzMzE4MGD4eDggI8++ghA1d/+/v37cHNzk+vHyti7hIOmgtX0dFpeXo6ZM2dCEAQsWrRIXJsZ+CNsPn78GG5ubmrTLFiXlZeXV1tjOikpCZaWlpg6daq4csvw4cPRv39/uS4SHTp0gJOTE0xNTeU+J3VVamoqJkyYoBajzKVdJKQPEYcOHYKenp5c7aRszdyqVavg5uaGgIAAte068VeXnTU1NcX7778PQP4cqXILkLTseXl5CAoKQrNmzdC8eXMkJCSIU11JV0oTBAHNmzeHj48PunXrpjYT0jP1xEGzlowaNQqzZ88Wf66oqMD48eOho6ODuLg4udHD6jgvZF1VVFQEPz8/hIWFVVuLfvLkyahfv75YM9O1a1cEBASIN4wbN27A398fBw8eRGZmZq2X/V2lys2istLS0jBkyBDo6elh586duHnzJjQ0NHD58uXXvmfLli2wtbVF9+7d1eY8vKquLTsrq6ysDEFBQejQoQM+//xzccWvWbNmieuVZ2ZmYujQoTAzM0NwcLDcymHq+plgqk2L2FsHgARBEH8uLCwkAwMDWrJkCRkYGNDHH39MGhoaFB8fT5WVlTRt2jQCQMOHD6eGDRuStrY2ERFpaGgo6xDYW3Lu3Dn69ddf6e7du3TgwAH6/PPPaeDAgWRubk5fffUVnT59miIiIujy5csUFBRES5YsoaVLl5Kbmxvt37+fcnJyyMvLi8zNzZV9KO8MLS31uGxZW1tTdHQ0SSQSGjJkCA0dOpScnJxo0aJF5OrqSlpaWlS/fn0yNTUlAGRqakqlpaXUs2dP+uSTT9TmPLzKwsKCoqOjSUtLi3bs2EGbN2+mYcOGkaamJlVUVFBqaippaWlRixYtlF3Ut6KiooI0NTXFny0tLWnq1Knk7e1Ns2fPpokTJ9K3335L5eXlNG3aNLKzs6Po6GiaNGkS3bx5kw4ePEjt27cnIr5nsHeUkoOuWpE+cdfUdPHixQtxab0lS5aI2ysrKxEREYH69evj66+/fu2qFkw15efnY8yYMfD390dMTAyMjY0xfPhwJCYmAqia0sbMzEycgDo8PByGhoYwNDSEk5PTG2u3mHpIT0/H0KFDoaenB0EQ0KlTJzRq1AgGBgZo2LAhtLW1oaGhAUEQYGxsjNu3byu7yLWiLiw7K62BLC4uxoULF5CYmIigoCCxO43URx99BHNzc0RGRoo1mxkZGQgNDYWrqysiIyO5yZy9szhoviW5ubl47733cOzYMXHb8+fP5fZ5/vw55s6dW2PYHDJkCBo1asQTsquhJ0+ewMjICKtXr8aTJ08watQoeHt7Y+LEicjNzUW/fv3g4uIirvRz8uRJnDlzptrNhqmvp0+fYuTIkWjQoIE4EEYikaCwsBDp6el4+vQp0tLSkJ6eruSS1q66sOxsXl4eWrduDQMDA9ja2sLExAQHDhxAZWWl3BRNkydPhpWVFcaMGYOMjAwAVaPRe/ToAS8vL+5ew95ZHDTfgtzcXDg6OiIgIEC8AHz00UcYOnSo3KhyoKpmc/bs2RAEAdHR0eL2yspKubWNmWoqKCjA+vXrqy0RKp338NSpUygqKsKePXvg6OiIbt26Yfny5dDU1JRbk5jVPU+fPkVISAi0tbXFKX4A7nen7svORkREIDg4GImJiVixYgUaN24MT09P3L17F4D8fKDDhw9Hr1695LY9f/4cqamptVd4xv4mDpr/Um5uLpycnBAYGCgXFCdOnAhzc3NMmjSp2nQkDx48gKenJwRBwMKFC2u5xEyRvvjiCwiCgG7dumHbtm3i9qdPn2Ls2LEYMWIEnj17BqBqapLQ0FB0794dBgYGEAQBmzZtUlbR2TtAtrl4y5Ytyi7OO0Odlp2VKiwsRHx8PMaNGye3Ctjp06fRpEkTeHl51Rg2pf8tnUOTsXcdB81/oaCgAI6OjujTpw/S0tJQWVkpt3Z1REQErKysMGHChGo1m8OGDUOzZs1gamqKrKys2i46U5Di4mIcOHAADg4OsLa2xtChQ8VJ+X/++Wc0adKkWoDYvn07Bg4cCF1dXZWfeJv9e7LzhUr78rI/qEPIBIC5c+eifv36MDU1FafrkgbHc+fOwdnZGW3atBHDpmwfTA6YTJVw0PwXpIN7YmNjAfzRHFJQUICAgADs378fs2bNgpmZmVzYTE1NRUhICPbu3VttsmGmHn7//XdMnz4dJiYmcHFxEcPl8uXLUb9+/Wr9L3NycviBg4nS0tIwatQofvBQY7du3cLo0aMhCAImTZpU7fVz587B1dUVtra24gAgxlSRAADKHvmuqtLS0mjWrFm0c+dOWrNmDQ0fPpxKS0vJx8eHKioq6OTJk2RiYkJz5syhb7/9lpydnaljx450+/ZtunTpEp06dYpsbW2VfRhMQYqKiujq1as0Z84cOnv2LPXs2ZM+/vhjio+Pp6KiIkpISKAGDRoou5jsHSWRSNR2CqO65tUpjKTu3btHn3/+Of344480efJkmjdvntzrJ0+epFWrVtEPP/xQ4/sZUwUcNP+ljIwMmjJlCu3evZu++eYbio2NJV1dXUpMTCQ7OztxPs34+HhKSkqi27dvk52dHa1evZo8PDyUXHpWW6Kiouh///sf3b9/n9q0aUOlpaU0a9YsGjhwoNycq4wx9SJ9YCguLqajR49SWloa2dnZUbt27cjQ0JDu3r1Lixcvpl9++YUiIiKqhU2p14VVxt51HDTfgmfPntGUKVNo165dZGFhQQ8ePBAvCLK1Erm5uVRcXEx6enpkZGSkxBKz2lJZWSlOonz27FnasWMHrVixgoiIQkJCaNOmTaSjo6PEEjLGFEX6/c/Pz6eOHTvSy5cvKTU1lRo0aECWlpa0c+dOcnd3pzt37tCSJUvo8OHDNG7cOPr000+VXXTG3hpeRuAtsLCwoOXLl1NISAg9e/aMtm3bRkRVKwRpamqSNMsbGhqSpaUlh8w6RENDQ/z7t2vXjqKjo2nPnj3Utm1bmjt3LodMxtSYhoYGlZWVUd++fcnY2Ji2bt1KmZmZFBsbS4aGhuTv708pKSnk6upKn3zyCXXt2pUWLFhAGzduVHbRGXtruEbzLZJtRl+3bh2Fh4cTUfUlKRkrLS0lXV1dZReDMfYWpaWl0cOHD+n+/fs0cuRIIiK6ffs2de3alZYuXUqDBw8moqqWruvXr9O4ceOooKCAzp49S4aGhnT79m36v//7P/rvf//LzeRMbXBP87fI0tKSYmJiiIho7NixpKmpSWFhYRwyWTVck8mYejl37hxNnjyZioqKyNTUlDw9PalVq1aUm5tLmZmZpKenR0RE5eXlpK2tTR4eHjRx4kSaNm0aXbp0iYKCgqhZs2Y0Z84cIuI+mUx9cNP5WyYNmwMGDKBhw4bR9u3blV0k9g7ihw/G1MfZs2cpKCiIfHx8KC4ujo4fPy4O9mzatCmZmppSUlISERFpa2tTeXk5aWpqUo8ePSg3N5dSU1Or/U4OmUxdcI2mAlhaWtJXX31Furq61LJlS2UXhzHGmIKkpqbSuHHjKDw8nJYsWUIGBgZEVNVlqrKykkxMTOiTTz6hyZMnU5MmTWjevHmkra1NREQpKSlkZ2dHVlZWyjwExhSKg6aCWFtb09q1a3kePMYYU0PSvvc3btygkpISGjp0qBgyiUicbYKIqG/fvnTv3j1asGAB3bt3j/7zn/9QaWkpxcXFkaWlJQUFBSnjEBirFTwYiDHGGPuHFixYQHFxcfT48WPS19d/7X4ZGRm0e/du+uKLLyg1NZVsbGzIzc2N9uzZQ9ra2twnk6ktrm5jjDHG/iEdHR2SSCRUXl5O+vr6Nc4yUlFRQRYWFuTu7k53796l27dvk56eHjVp0oQ0NDR4FSim1ngwEGOMMfY3SRsDfX19KT8/X5xxRBAEerWhUFNTk7Kzsyk8PJzOnj1LLVu2pKZNm5KGhgZVVlZyyGRqjYMmY4wx9jdJay1btGhBbm5utGHDBvrxxx/F1yorK8V9Kysraf/+/dSoUSNycHCQ+z2yfTkZU0f8CWeMMcb+oUaNGtHGjRvp+fPnNH/+fNqzZw8R/REgKysr6eHDh7R27VpydnYme3t7ZRaXsVrHg4EYY4yxf+ngwYM0cOBAMjQ0pLCwMJowYQKVlpbSxYsXKT4+noqKiig5OZm0tLTENdAZqws4aDLGGGNvwdWrV2nixIn066+/kiAIVFpaSm5ubtS0aVPavn07aWlp8cAfVudw0GSMMcbekpcvX9KTJ0/oypUrpK2tTS1btiR3d3cSBIFDJquTOGgyxhhjCsbN5ayu4qDJGGOMMcYUgh+vGGOMMcaYQnDQZIwxxhhjCsFBkzHGGGOMKQQHTcYYY4wxphAcNBljjDHGmEJw0GSMMcYYYwrBQZMxxhhjjCkEB03GGGOMMaYQHDQZY4wxxphCcNBkjDHGGGMKwUGTMcYYY4wpBAdNxhhjjDGmEP8PMDDYtK34prYAAAAASUVORK5CYII=\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.010453366998328373\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.30      0.21      0.24       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.18      0.57      0.28       150\n","       Decor       0.00      0.00      0.00       150\n","     Kitchen       0.20      0.29      0.24       150\n","      Beauty       0.27      0.31      0.29       150\n","   Computers       0.25      0.16      0.20       150\n","\n","    accuracy                           0.22      1050\n","   macro avg       0.17      0.22      0.18      1050\n","weighted avg       0.17      0.22      0.18      1050\n","\n","Clustering on BoVW + LDA + PCA (2 components, 100.00% explained variance)\n"]}]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:38:50.199847Z","start_time":"2021-05-24T06:38:49.755630Z"},"colab":{"base_uri":"https://localhost:8080/","height":728},"executionInfo":{"status":"ok","timestamp":1746721413860,"user_tz":-120,"elapsed":334,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"6c4d3168-1f4a-43ef-f76e-27d7b494fe89","id":"oI7fu_Ncn5P5"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["plot_clusters(tok_pca,labels)"]},{"cell_type":"markdown","source":["#### TSNE"],"metadata":{"id":"WBBfBBlan5P5"}},{"cell_type":"markdown","source":["* **Optimized spatial reorganization**: t-SNE transforms the vector space by preserving local similarities while amplifying differences between distinct groups\n","* **Curse of dimensionality mitigation**: Addresses the \"curse of dimensionality\" problem that affects high-dimensional TF-IDF vectors, where distance metrics become less meaningful\n","* **Adaptation to textual complexity**: Unlike linear methods, t-SNE adapts to complex and non-linear structures present in textual data\n","* **Dimensional noise elimination**: Reduction to 2D eliminates non-relevant dimensions that hindered K-means performance in the original sparse vector space\n","* **Enhancement of natural boundaries**: The transformation accentuates natural separations between categories, considerably facilitating the clustering algorithm's task"],"metadata":{"id":"VnaoLb6Hn5P5"}},{"cell_type":"markdown","source":["It is interesting to see that using TSNE projection helps having a better ARI score for BoVW only and TFiDF strategies."],"metadata":{"id":"ZqqhGXebn5P5"}},{"cell_type":"markdown","metadata":{"id":"fhRqKEtbn5P5"},"source":["##### BoVW + TSNE"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:09.300140Z","start_time":"2021-05-24T06:38:57.803703Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721436262,"user_tz":-120,"elapsed":22401,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"d41a6215-0250-4030-e202-e3ae05f8516c","id":"LOpxxpgqn5P5"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        4         157\n","Baby             3       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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.0458744659353362\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.25      0.26      0.25       150\n","        Baby       0.25      0.22      0.23       150\n","     Watches       0.32      0.34      0.33       150\n","       Decor       0.24      0.49      0.32       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.38      0.37      0.38       150\n","   Computers       0.28      0.27      0.28       150\n","\n","    accuracy                           0.28      1050\n","   macro avg       0.25      0.28      0.26      1050\n","weighted avg       0.25      0.28      0.26      1050\n","\n","Clustering on BoVW + T-SNE 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA1UAAAKnCAYAAABu0mdgAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd8k9X+wPFPRtPsdLe0FChQ9t4IgiIKCCiKqLjnz4F768XrluvgevW6r3vgQAQVEEQ2MmTKRvbs3kmbJk3y++NQ2pCkM+mA8369+rq3z3nyPKcp4PPN+Z7vV+HxeDxIkiRJkiRJkiRJdaJs7AlIkiRJkiRJkiQ1ZzKokiRJkiRJkiRJqgcZVEmSJEmSJEmSJNWDDKokSZIkSZIkSZLqQQZVkiRJkiRJkiRJ9SCDKkmSJEmSJEmSpHqQQZUkSZIkSZIkSVI9yKBKkiRJkiRJkiSpHtSNPYGmxu12c+LECUwmEwqForGnI0mSJEmSJElSI/F4PBQVFZGYmIhSGXg9SgZVpzlx4gTJycmNPQ1JkiRJkiRJkpqIo0eP0rJly4DjMqg6jclkAsQbZzabG3k2kiRJkiRJkiQ1lsLCQpKTk0/FCIHIoOo05Sl/ZrNZBlWSJEmSJEmSJFW7LUgWqpAkSZIkSZIkSaoHGVRJkiRJkiRJkiTVgwyqJEmSJEmSJEmS6kHuqZIkSZIkSZKks4DL5cLpdDb2NJoUlUqFWq2udyslGVRJkiRJkiRJ0hnOarVy7NgxPB5PY0+lydHr9bRo0QKNRlPna8igSpIkSZIkSZLOYC6Xi2PHjqHX64mNja33qsyZwuPx4HA4yMrK4uDBg6SmplbZ4LcqMqiSJEmSJEmSpDOY0+nE4/EQGxuLTqdr7Ok0KTqdjrCwMA4fPozD4UCr1dbpOrJQhSRJkiRJkiSdBeQKlX91XZ3yukYQ5iFJkiRJkiRJknTWkkGVJEmSJEmSJEl1olAomDNnTmNPo9HJoEqSJEmSJEmSJL/S09O59957adu2LeHh4SQnJzN+/HgWL14c9HstW7YMhUJBfn5+0K8darJQhSRJkiRJkiRJPg4dOsSQIUOIiIjgtddeo3v37jidThYuXMiUKVPYvXt3Y0/RL4/Hg8vlQq1uuFBHrlRJkiRJkiRJkuTj7rvvRqFQ8OeffzJx4kQ6dOhA165deeihh1i7dq3P+f5WmrZs2YJCoeDQoUMAHD58mPHjxxMZGYnBYKBr167Mnz+fQ4cOcf755wMQGRmJQqHgpptuAsDtdjNt2jRSUlLQ6XT07NmTH374wee+v/76K3379iU8PJxVq1aF7H3xR65USZIkSZIkSZLkJTc3lwULFvDSSy9hMBh8xiMiIup03SlTpuBwOFixYgUGg4GdO3diNBpJTk5m1qxZTJw4kT179mA2m0+Vf582bRpfffUV77//PqmpqaxYsYLrrruO2NhYhg8ffuraTzzxBK+//jpt27YlMjKyTvOrKxlUSZIkSZIkSZLkZd++fXg8Hjp16hTU6x45coSJEyfSvXt3ANq2bXtqLCoqCoC4uLhTQVtpaSkvv/wyv//+O4MHDz71mlWrVvHBBx94BVXPP/88F154YVDnW1MyqJIkSZIkSZIkyYvH4wnJde+77z7uuusufvvtN0aOHMnEiRPp0aNHwPP37dtHcXGxT7DkcDjo3bu317F+/fqFZM41IYMqSZIkSZIkSZK8pKamolAoalWMoryJbuWAzOl0ep1z2223MWrUKObNm8dvv/3GtGnTmD59Ovfee6/fa1qtVgDmzZtHUlKS11h4eLjX9/7SFBuKLFQhSZIkSZIkSZKXqKgoRo0axTvvvIPNZvMZ91f2PDY2FoC0tLRTx7Zs2eJzXnJyMnfeeSc//vgjDz/8MP/73/8A0Gg0ALhcrlPndunShfDwcI4cOUL79u29vpKTk+vzIwaVDKokSZIkSZIkSfLxzjvv4HK5GDBgALNmzWLv3r3s2rWLt95669T+psrKA51nn32WvXv3Mm/ePKZPn+51zgMPPMDChQs5ePAgmzZtYunSpXTu3BmA1q1bo1AomDt3LllZWVitVkwmE4888ggPPvggn3/+Ofv372fTpk3897//5fPPP2+Q96EmZFAlSZIkSZIkSZKPtm3bsmnTJs4//3wefvhhunXrxoUXXsjixYt57733fM4PCwvjm2++Yffu3fTo0YNXXnmFF1980escl8vFlClT6Ny5M6NHj6ZDhw68++67ACQlJfHcc8/xxBNPEB8fzz333APACy+8wNNPP820adNOvW7evHmkpKSE/k2oIYUnVLvQmqnCwkIsFgsFBQWYzebGno4kSWcKayY4rKBUgz4GNPrGnpEkSZJ0lrDb7Rw8eJCUlBS0Wm1jT6fJqer9qWlsIAtVSJIkhZLDBsc3wvxHIWu3CKq6TYQRT0NE08kFlyRJkiSp7mT6nyRJUiilb4cvLhEBFYC7DLZ+J44VnmjcuUmSJEmSFBQyqJIkSQqV4lxY+BT4y7LOPQDp2xp+TpIkSZIkBZ0MqiRJkkLFWQzHNwQe37e44eYiSZIkSVLIyKBKkiQpVBRK0EUGHjcnNtxcJEmSJEkKGRlUSZIkhYohHgbc4X9MoYBO4xp2PpIkSZIkhYQMqiRJkkJFpYJ+N0GbYd7HlSq4/GMwt2iUaUmSJEmSFFyypLokSVIomVrAFZ9AwRE4tAp0UdBmKJgSIEzXMHMotUJxNrgcoDHJYE6SJEmSgkwGVZIkSaFmjBVfSX0b/t75h2HhVNg9FzxuiGgFo6ZByjDQygbnkiRJkhQMMqiSJEk6UxWegC8mgL0AzrkPEnuLwGrPPNAYoN35jT1DSZIkSTojyD1VkiRJZ6rMXWCIhcvehxObYOaNMPsOKCsFpRps2Y09Q0mSJEmq1jvvvEObNm3QarUMHDiQP//8s8rzZ86cSadOndBqtXTv3p358+eHfI4yqJIkSTpTHVkHwx+H766HgyvEMZcDts+COXeBvbBx5ydJkiQ1KwXFDvZnWtl8JI/9WVYKih0hv+d3333HQw89xDPPPMOmTZvo2bMno0aNIjMz0+/5q1evZvLkydx6661s3ryZCRMmMGHCBLZv3x7SeSo8Ho8npHdoZgoLC7FYLBQUFGA2y/0GkiQ1Y/uWwKbPYOdP/scvfQd6X9egU5IkSZIant1u5+DBg6SkpKDVaut0jRP5JTw+aysr91ZkOQxLjeFfE3uQGBG6wksDBw6kf//+vP322wC43W6Sk5O59957eeKJJ3zOv+qqq7DZbMydO/fUsUGDBtGrVy/ef/99v/eo6v2paWwgV6okSZLOVJGtRMXBQHb9DGWh/5RRkiRJat4Kih0+ARXAir3ZPDFra8hWrBwOBxs3bmTkyJGnjimVSkaOHMmaNWv8vmbNmjVe5wOMGjUq4PnBIoMqSZKkM1WYAXQRgccNcaJnliRJkiRVIdvq8Amoyq3Ym022NTRBVXZ2Ni6Xi/j4eK/j8fHxpKen+31Nenp6rc4PFhlUSZIkNRS3GxzF4HI1zP3MLWDQPYHH+98qgypJkiSpWoV2Z5XjRdWMnw1kSXVJkqRQc5VB4XHI3guqMFEswpwkKvMZY0N7704Xw55fYd9v3sfP/wdEtqnfte2FoqmwsxjCzWBMALWmfteUJEmSmhyzNqzKcVM143UVExODSqUiIyPD63hGRgYJCQl+X5OQkFCr84NFBlWSJEk1YS8EWxbk7AONESJbiyBCVYN/RjN3gi0TVr4GR9ZWHO94MVz8OliSQjdvUwJc+jbkHYK/fxUpgZ3Hg6kF6Cx1v27+UZj/COxdCB6PeE+GPgh9bgx9oChJkiQ1qBijhmGpMazwkwI4LDWGGGNoPlDTaDT07duXxYsXM2HCBEAUqli8eDH33OM/E2Pw4MEsXryYBx544NSxRYsWMXjw4JDMsZwMqiRJkqpjy4ENn8Cqf4tVGQCtBa76CloNAlUV/zGxZsDxjbD5S/G/le2ZD+pwGP8WaENUbbTwBKz7ALZ9D1FtIbItlFohoh6fKloz4JvJkLGt4pjDCkteECtxg6bULNiUJEmSmgWLXsO/JvbgiVlbvQKrYakxvDKxBxZ96LIUHnroIW688Ub69evHgAED+M9//oPNZuPmm28G4IYbbiApKYlp06YBcP/99zN8+HCmT5/O2LFj+fbbb9mwYQMffvhhyOYIMqiSJEkKrKwUitLh8GrwuODyD8WKz5IXwF4AX02EKetEsBJIca5YLTo9oCq38ycY8XRogqqiDNGj6vgG8X3hCVENcMtXcPMCaDWwbtfNP+YdUFW2cjp0vRwikut27XL2AtGc2JYJGhMY48SXJEmS1CgSI3T8d3Jvsq0OiuxOTNowYoyakAZUIEqkZ2Vl8c9//pP09HR69erFggULThWjOHLkCEplRZmIc845hxkzZjB16lSeeuopUlNTmTNnDt26dQvpPGVQJUmS5I/TDodWwnfXiuCqXJtz4fKPYOZNYIyHg6uqDqo8HrDnVzHuhtKiYM3aW+7+ioBKoRBzKb/ngsfh2llgiK79dbN2Bx6zF1Ss5tVVUTr89jRsn1kx55gOcPUMiEmt37UlSZKkOrPoQx9E+XPPPfcETPdbtmyZz7FJkyYxadKkEM/KmwyqJEmS/Ck6Ad9cDe4y7+OHVoqGuTf+AmmbxbHcg2IVRWPwvY4uAvQxge+jUEK4KWjT9nLiL9HgVxchimWoNbDtB9g+C05sFil7dQmqLC0Dj0W0hjA9lBSIn0tZyyKzZaXwx1siXbGy7L/hywlw6yIwJ9Z6ypIkSZIUSjKokiRJ8mf/Ut+ACmDEVBGQzLmzYhVFqYIxr0LbEZC5QxSDiGkvClmYWogCFy37wbENvtfrMiE0aW2uMojvArPvgKI0cUylgYF3inTDla/XvZx6dDtRudCWVXFMoYSLXhSpjr/cJ1bfulwqviJa1fza1gzY+In/sYJjIoCVQZUkSZLUxMg+VZIkSf7kH/X+XmuBC/4JsV1g3fsVARWA2wXzHhYB1ew74avL4J2BsH8JlNkhuj1MeB9an+N9zc7jYdRLoVmpKjwmVtrKAyoQpdxXvyXud+4jIjCqC3MS3PCTCKDKnf8POLYRfrhF/NzH1sNvU+Hji8Q+tJpyloivQPIO1m3OkiRJkhRCcqVKkiTJn5Rz4Y83xP83xsGE9yDvMKx5K/BrdsyGjmNg20yxr+i7a+DudWIfUEwqXPGpKFzhsIIuSgQ19SlrXpW9vwXe2/Tnh3DdLFF5sC4UCojvCrcvhYKjUJwngs4lL/ieW5QGK9+AMa9AmLb6a4fpRRqlw+Z/PLp93eYsSZIkSSEkV6okSZL8ietcUYBi5HMw/1ERDBWlB35NURrooyq+d7vEHqZypgSRkpc8QKQHhiqgAjixJfBY7gFQBqFRozkRkgdCx9EioAxk2/dQkluzaxrjYdDd/sei2ta/YbEkSZIkhYAMqiRJkvwxJ4oUt943iJWZ3AOiWEJi78CvadELsvd6H8ve450q2FBa9g88FpMq+kkFk9sVeMzjrvl7oNbAgP8Te7+UlZIpkvrCdT96pxxKkiRJUhMhgypJkqRAIlqJtLXCE+L77T+Kyn/+AhKNEdqPhANLvY+nDBdBWUNrNyLwXq0RTwe/OEaPKwKPdb0M9JE1v5YxTuxfu2eDSDGcsg6umQlRKfWfpyRJkiSFgAyqJEmSqqLRQ1Q78f+dxbDmXdGnKqZDxTmJvWHiR2JPUeUVGV0ktL+gYedbztISbprnnS4XpofR06D1kODfL6oddBzne1wfBcMfE/euDY1BBFFJfSC2U91Kv0uSJElSA5GFKiRJOrMVnhD7oEoLwdyybsUhkvpUFE/Yv1hUoBtw+8nrxUBkCmTs8N5vldhHFLewJAf356kppQpa9IRbFoItW1T+M8SIPUt1LVBRFbcLRjwFHUfBps9FSfVO46DPjbUrqS5JkiRJzZAMqiRJOjN5PJCxHWZcBYXHK473vAYufFYEFzVlToLrf4IZk6AkT+yvWvAkdLwYxr0h9vmYEuD2JVCSL9IDdVFNY3WlfG71VZwHtkzxs+uiIKIlmBJFamPBcfh6kigpH5MKncaLSn9J/cV70Bjpj5IkSZLUgGT6nyRJZ6aCY/D5eO+ACuCvGbD+E3A5a34tpUqsVt2xEm6cC5M+h7vXwqXvVAQsCoUobhHfRQQWTSGgCpaidPj5XnhngOh99clF8MFwSN8KTjusekMEVCAKdaz6Nyx9Gb6+vOpqiZIkSZJUjRUrVjB+/HgSExNRKBTMmTOn2tcsW7aMPn36EB4eTvv27fnss89CPk8ZVEmS1PQ4SkTD2BObIWsP2HJqf42M7WJVyZ+174I1o3bXU6ogIln0r+o6QZRcr1w+/UxV5hD7yHb/4n3clgWfXyKC1i1f+X+txwN7F4V+jpIkSVLDKMkTlXCPbRAfogX672wQ2Ww2evbsyTvvvFOj8w8ePMjYsWM5//zz2bJlCw888AC33XYbCxcuDOk8ZfqfJElNizUL1rwtAh+XQxxL6gMTP67oG1UTp5c2r6y0EMpK6zfPs4U1AzZ85H/Mng+Zu0AbAc6SAK/PCtXMJEmSpIZUcBx+ugcOLKk41u4CuOS/YEkK2W3HjBnDmDFjanz++++/T0pKCtOnTwegc+fOrFq1ijfeeINRo0aFaprNZ6Vq2rRp9O/fH5PJRFxcHBMmTGDPnj1e59jtdqZMmUJ0dDRGo5GJEyeSkVHLT6MlSWo8rjLY/BX88Z+KgArg+Cb48rKK0uY1kdA98JghVuz5karnKhUFOgLJOwRthgYeTx0Z9ClJkiRJDawkzzegAlG86ed7G2TFqqbWrFnDyJHe/+0ZNWoUa9asCel9m01QtXz5cqZMmcLatWtZtGgRTqeTiy66CJut4j/2Dz74IL/88gszZ85k+fLlnDhxgssvv7wRZy1JUq1Y00VA5U/eIVEkoaZiOwauvDf8CTC2qO3szmxFabB/KSz8B/zxpljpc1ghTCeC0EBa9IRBd4HCz39OkvpVlKOXJEmSmi9blm9AVW7/YjHeRKSnpxMf712MKj4+nsLCQkpKAmRVBEGzSf9bsGCB1/efffYZcXFxbNy4kWHDhlFQUMDHH3/MjBkzGDFiBACffvopnTt3Zu3atQwaNKgxpi1JUm04S0RKWSBZu6teFanMnAg3/AQ/3g7HN4pjYToY+rDYE6VsNp8phV7BcZhxpdiHVu73Z+DSd6HLpXDeUzDvQd/XRbWF6PagtcCtv8GCp+DYn6LpcL/bYOD/gakWVRYlSZKkpsleWL/xs0CzCapOV1BQAEBUlNgovnHjRpxOp9dyX6dOnWjVqhVr1qyRQZUkNQdqbUU/KH9qu+oR3Q6unSkKXZSViGa8hngIC0GfpuaqrFSsTFUOqEAUmfjpbmg5QARWDhuseEX0nwJIGSby6M0nV/xa9odrvhPnKVVidUsV1rA/iyRJkhQaWnP9xhtQQkKCz/afjIwMzGYzOp0uZPdtlkGV2+3mgQceYMiQIXTr1g0QS30ajYaIiAivc+Pj40lPD1zSt7S0lNLSig3rhYUy0pakRmOMh/7/B3+84WcsTpQqry19tPiS/LNlweYv/I95PLD3Nxh8Nwy6U6zw2QvEfjR9DOgivM/XR50dFRElSZLONoZYUZRi/2LfsXYXVJ0m3sAGDx7M/PnzvY4tWrSIwYMHh/S+zTL/ZcqUKWzfvp1vv/223teaNm0aFovl1FdycoA9GJIkhZ5aI/bn9Ljau2FsZArc8AtYWjbe3ILFaYeiDNEkuClwuwJX7oOKPHlVmCgpn9BNpPydHlBJkiRJZy5dpMhOaHeB9/Hy6n+6yJDd2mq1smXLFrZs2QKIkulbtmzhyJEjADz55JPccMMNp86/8847OXDgAI899hi7d+/m3Xff5fvvv+fBB/2ksQdRs1upuueee5g7dy4rVqygZcuKB6yEhAQcDgf5+fleq1UZGRkkJCQEvN6TTz7JQw89dOr7wsJCGVhJUmMyxcPFr8LwR0XwEW4Sq1SmwH+Pm4UyJ+Qfgj/egkMrwRgLQx8SaXOGmMabl8YIiX3gxCb/46kXNux8JEmSpKbJkgRXfCw+bLMXipQ/Q2xIAyqADRs2cP7555/6vvy5/cYbb+Szzz4jLS3tVIAFkJKSwrx583jwwQd58803admyJR999FFIy6kDKDwejyekdwgSj8fDvffey+zZs1m2bBmpqd5pQAUFBcTGxvLNN98wceJEAPbs2UOnTp1qtaeqsLAQi8VCQUEBZnPTyQ+VpGatzAHOYgjTi9Wos1HaX/DxRVBm9z7e/zYYMTXk/1Gq0tE/4ZNR4HF7H0/sC5O/kcUmJEmSmjm73c7BgwdJSUlBq5UtRU5X1ftT09ig2axUTZkyhRkzZvDTTz9hMplO7ZOyWCzodDosFgu33norDz30EFFRUZjNZu69914GDx4si1RIIVNiLcJeVIjb5UKjN2CKknt3vDhLRCn0te9D5naI6yb25kS2EZX4zhbFOTD3Id+ACmD9R9D/9sYNqhK6wy2/wcIn4dh6sXrV71bxu5IBlSRJkiRVq9kEVe+99x4A5513ntfxTz/9lJtuugmAN954A6VSycSJEyktLWXUqFG8++67DTxT6WyRe+IYv33wX47v3gGAKTqGEbfcRXLX7oTr9I08uybA7YKDK+GbqypWQI5tEEURJn8L7UeKKnFnA3sBHN8QePzQSojr1HDzOV2YDpL7wzXfn6zepwRDnKzeJ0mSJEk11GwKVXg8Hr9f5QEVgFar5Z133iE3NxebzcaPP/5Y5X4qSaqrgqxMvnv2iVMBFUBRTjY/vfYCWYcPNuLMmpCiNJhzh29KmccNc+4U42cNRdXDyiby+ZY+ShSjMCfJgEqSJEmSaqHZBFWS1JQc27mV4oJ8v2Mrvv6UkqLApflt+XkU5WRjzcsN0eyaCFs2FAf4GYtzxfjZQhcp+joFUtOGxpIkSZIkNUlN5ONRSWpeDm/dEnAs88A+yhwOn+MlRUUc27WdVd9+Tu7xY5hj4xly1XW07tEbd5kTjwfCDYYzJ3Wwuho4zaNGTnDoIuDi10WhCnu+99iIp0V/LkmSJEmSmi0ZVElSHUQmJgUcM0ZFo1B6LwK7ysrY/cdylnz6/qljHo8bvdnCsi8+Yu/aVbhdblL69GfYNTcRmZiIsrnvNzLGQrgZSv2s2mktjVtGvDHEdIA7lsO2H2Df72BMgMFTRM+nJtSJXpIkSZKk2pPpf5JUBx0Hn+sTOJUbMGESxsgor2O2vFxWfvO517ELbr6The+9ye5Vy3CVleHxuDmwcR1f/+MhCjIzQjb3BmNMgPFv+h8b9x8wtWjQ6TQ6hUJUPRz6oCgIcfkHojiEvhGr/kmSJEmSFBQyqJKkOjDFxHLpw/9AHebdc6n7iFG07+dbwr+kqBCnveTU9wntOpB56ADWvByfc532EjbOneM3hbBZUakh9SK4fRl0GidWZDqNE9+nXiTGG0qpFfKPQv4RUYmvMSlVYmVKHd6485AkSZIkKWhk+p8k1UGYJpzWPXtz07/fI+fYERwlxcS2aYshIhKtwehzvirMu5JafNt2HN25LeD1D2xez6CJV2PURAU8p1kIN0JSb7j8Q1GqW2MQXw0pZz/8/gzsngd4oN0FcNFLEJN69pR0lyRJkiQppGRQJUl1pA7TYImLxxJXfZEBnclMVFJLco8fA8BZWkq4IXBwoTUYUaqqf+C326y4nE7C9XrUmia88tEYwRRA3hH4+ELRfLfcvt/hyFq4cyVEtW34OUmSJEmSdMaR6X+S1AAMEZGMu//xU4HUgU3r6TgocBntvuMuQ2+2BBwvLizk4JaNzHn1Bb7952P8/tG75Bw7isvpDPrcmy23G3b86B1QlXNYYe0HUFba8POSJEmSJKlGpk2bRv/+/TGZTMTFxTFhwgT27NlT7etmzpxJp06d0Gq1dO/enfnz54d8rjKokqQGEtOqDde/8haj736ADoOGYIiIpM/Fl/qc167fINp07x3wOqXFNjbOm82P057h+O4d5GeksWP5Yr58/F4yDx0I5Y/QdLlcUHAMMndB7iGRauiwwt+/Bn7N/kWh2V9VUgB5hyD3IJTkB//6kiRJktRICkoLOFhwkK1ZWzlYcJCC0tDuU16+fDlTpkxh7dq1LFq0CKfTyUUXXYTNZgv4mtWrVzN58mRuvfVWNm/ezIQJE5gwYQLbt28P6VwVHs/Z1CymeoWFhVgsFgoKCjCbZZljKbRKrEVYc7L5e+0qysrK6DDgHCxx8egtEQFfk3viOJ8+eIffsdjWKVzxjxeqfH292HKg6IRInws3QvIgMMY1TmpfueIcOPSH2B/lLgOFShSBSOgJc++HPQE+nWrZH66dKRrzBoPHA9l/w69PwIEl4ljroXDxqxDTMbiFOeyFYMuC/MOgMYE5UVRTDFCRUmpg1gzR3NpRDIZoMMSJvy+SJEmNxG63c/DgQVJSUtBqtXW6RrotnWdWP8PqE6tPHRuSOIRnz3mWBENCsKZapaysLOLi4li+fDnDhg3ze85VV12FzWZj7ty5p44NGjSIXr168f777/t9TVXvT01jA7mnSpIakc5oQmc0Eds6pcavSdu7O+BY1uGD2G3W0ARV1gyY/xjsnFNxTKmCS98VVf0a46HR5YITWyDvICx/VaxOgQgyxv4bzn0kcFA15P7gBVQgApzTm/seXiX2dN2xEqLbBec+1ixYPg02fFLRQFkfDZO/hcQ+DVtVUfKV9Td8dw1k7xXfK5TQ92Y47wnxAYQkSVIzVFBa4BNQAfxx4g+eXf0srwx7BUt44G0LQZtHgVgZi4oKXMhrzZo1PPTQQ17HRo0axZw5c0I5NZn+J0nNTXUFLBQKRfBv6vHAjp+8AyoAtwvm3ClS7xqDLRNKcmHRPysCKoDCEzDzJhHoDb7X93U9robkgcGbh8sFW77xDqjKOWywLkj7t9xu2DEL1n9cEVCBWK374lIoPF7/ezQkR4koc5+zD4rSG3s29VdwHL4YXxFQAXjcsOFjEQS75J5HSZKap1x7rk9AVe6PE3+Qa88N+RzcbjcPPPAAQ4YMoVu3bgHPS09PJz7eu4hYfHw86emh/e+M/EhTkoKsuLAAZ6kdpVKF3hKBSh3cv2Yt2ndEoVDi8bh9x1I7oTWagno/AKyZsOa//sc8Htj6HYx8Jvj3rY6zRAQs/pTZYdsPcN7j0PtasWLlKoOOY8CSJFZ3gsVRBPsWBR4/sFSk7Blj63cfawasnO5/zFkMh1ZCZOv63aMhFOeJYLjgGGz6Anb9BOYkGPUytBkK2tB/2hkS2X8HDg7XvAO9roWI5IadkyRJUhAUOYrqNR4MU6ZMYfv27axatSrk96oLGVRJUpA47HYyD+5n6ecfknlwP2FaHT0vHEOfiy/BFBUTtPvoIyI474ZbWfr5/7yOa3Q6Lrx9CjpTCPYCustEYBVI3qHg37NGPN6rAqdL3wqqcIjrLL5CRaUR+2YCMcSIc+rL7az695AZODW0SXDaIWsXLHgSjqyBMD10vwKu+hpm3wHfXiPSGDuOaeyZ1k1WFRWpSgtFoC9JktQMmTRVf2Bb3Xh93XPPPcydO5cVK1bQsmXLKs9NSEggIyPD61hGRgYJCaHd9yXT/yQpSDIO7OW7554g8+B+AJz2Ejb88iM/T38ZW35e0O6j0eroMvwCrnnp33Q6ZxhJHbsweOJkrn/lLaKTWwXtPt43NULygMDjHUeH5r7V0Rir3quU0APUQQhmqp2HHs7xk2ZYbsgDoAvC6osqHCKr2H/Xsl/97xFK2Xvgo5EioAKxurbpC5G+OeplcWzhU803FTC2Y+AxrQXC6rY5XJIkqbFFaaMYkjjE79iQxCFEaQPvcaoPj8fDPffcw+zZs1myZAkpKdXvQR88eDCLFy/2OrZo0SIGDx4ckjmWk0GVJAVBcUE+Sz79wHufy0np+/4mPz0tqPfTGoy0aN+BUXc9wGVPPMOgiVcTEd8CpbL6hsF1orPAyOfEpvvTmROhlf9/aEPOFA/nPel/TKWBnlc33FziOsPQh32P978NkvoG5x6m+MBplobYphdUOUsg7zDs/R2Ob4bfpopVz9Nl7Rb788yJkHtAVM1rjkwJ4mfwZ/AUMLZo2PlIkiQFiSXcwrPnPOsTWJVX/wtVkYopU6bw1VdfMWPGDEwmE+np6aSnp1NSUnLqnBtuuIEnn6x4Frj//vtZsGAB06dPZ/fu3Tz77LNs2LCBe+65JyRzLCfT/yQpCBx2O9lHDgUcP7z9L5I6dQn6fdUaDWqN90qMx+OhrLQUpVod3P1csZ3gxl9g3sPiIVihhNRRMHoaRFS9FB9SLfvBmFfh92fEQzyIAGPSZw27f0UfBUPvh55XwYFlInhoe54oN5+5S5R5NyeCMaF+FfpShsPFr8HiF0RKGUCLnnD5R2BpxN/D6UqLYNdc+OU+cDnE7+NQFXnwR1ZDQncozgVVWINNM2jsRbDqDbjkbRE8Zu4Ux5Vq6H0dJA0AZAcTSZKarwRDAq8Me4Vcey5FjiJMGhNR2qiQVv177733ADjvvPO8jn/66afcdNNNABw5cgRlpZYi55xzDjNmzGDq1Kk89dRTpKamMmfOnCqLWwSDDKqkRme3WXGW2lGpw9Cbvf9iut0uXM4y1GFhKJpwDx6lSokqLAyX0391L4OlYTbeF2Zlsm/DWg5s/BNDZCS9R40nokULtIYg5Dpr9KKIwI2/iId5pVoUewgPbR51tXSR0OcmsQ/HmgHKMBFUNUbfJq1FfMV2FE2AN3wMS1+qWJ3RRojgovU5IsiqC32UKNHdYQyU5Inr6KPFvq2mpCgd5j8iAioQVRC1FjFnf7QRohJgr+vqX9CjMZQVw9F1cHA5DL5HpKW6nGLFdPc8WPEqtOzbPANGSZKkkyzhlgYpnV6uJu10ly1b5nNs0qRJTJo0KQQzCkwGVVKjcZSUkH30MH98+yWZh/Zjioll8MTJJHXuSphWS2FmJtuWLCTn2BFadOhEl6HnY4qJDXo1vWDQmyPoOnwkW3//1WdMoVDSqnuvkM8hL+0E3z7zGMUF+aeO7VyxlKGTb6TXRRcTrg9Sg15jXNPrtxMWDhGtxFdTcfgPWPyc9zF7Pnx9Bdy9FmJS635tVZhYhWtqleScdrCmw5F1kH8IJrwrytsvfk6U4+95Nax9z/9r2w6HYxth2MOgboZ7j8IMENdFVJn8barv+KC7RWEOSZIk6YzU9J5OpbOCx+Ph6I6tzHnthVPH7DYrP//7ZS649W5M0TH89PqLeNyibPihvzax/qdZXPnPl2mRWsVm8Eai1mgYdPmVHN+zk5yjh08dVyiUXHzvIxgjg1i+24/S4mKWf/WxV0BVbtU3n5M6YHDwgqpQcZaInj6aJj7PmrBlw7Jp/sfcZbBtJpz/VMPOKdScJaJ0/HfXe++bajUILv+f6BvW9yaxmnN8k/drL3oJzMlw9VdNL2CvqXAjDH8M/v7Vd2+lKgz63SwbM0uSJJ3B5L/wUqOw5ubw+0fv+h3Tmc3M/+/rpwKqcmWOUub/93Wueu4VjJGhqTJTH6boWK74xwvkHD/K4b82YYiMom3v/hijogkLr2OqVw3ZrUUc2Lg+4PihrZuJSmxC+20qK8qAE5th/f/Ew3iva0WaYaAN/w2hOFc06w3TgS6i9q93OaouM5+xXfysyjPon+CiNPjuOlFworIja0UVxtQL4cc74KIXYehDYjVLHwWdx4lUzcZOIw2G6FS48kuxj6z4ZCNMcyJc9iFEtGnUqUmSJEmhdQb9F11qTuw2K9a8HJ/jSpUa3G4cJf6rf+VnpFFSVNgkgyoAY2QUxsgoWnfr2aD39Xg8fpsBlytzlDbgbGqhKB1+mgL7fq84dmAZxHeDa74XTXobUkmeWEVZNk0ERXGd4fypIq1LW4uHfrVOFPY49qf/8eRBZ1ZABeJ3eHpAVe6vb2DsdNjzK8x/GO5cDZ3HN+z8GkK4ETpeDIl9oDhbFHPRR4ugUaFo7NlJkiRJIdR0d/5LZzRlgAICSqUSlyvAg9lJnmrGz0bhej2JHQM3t23To08DzqaG3G44tt47oCqXsR12/uS3RH3IOEtg89fw1eViXrYsOLgCPrkI9i0KHDD4o48MXPpcY2jeAUXBMdjxE8yZAstfhey/RRGKguOBX1NaJHpsRbSGa3+EyNYNN9+GplSJDwNa9BTVDM2JMqCSJEk6C8igSmoUWpOZ2Na+DdzKnA5ikluJFSs/dGYLOnPDVZ1pLnQmMyNuvhNVmG9lsU5Dz8MU3cQqw4Go1Lfp88DjGz8VgU2DzSfTt7BEufkPi/S22kjoAZd/KKoTlotqCzfObVoFNWoj7xB8Mhpm3gBbvhKVDd8ZAH8vrDpQjO8mvm5dCO3OE2mVkiRJknQGOcPyT6TmwmCJYPSUh/jumce9Uv0S2nekICuL/pdOZN2P3/m8bsTNd2CIjPQ5fjq71UpxYQHFBfmEG/TozREYIqp/XXMWk9ya6195i3Vzvufo9q3oTGb6XzKRVt16ojOZG3t6vhxWcPlpBFvOXdawK1WFxyvKf5+uOFd81aYPlNYMXa+A1kPEa8tL0JvigzPfhlZaBAv/AQVHvY97PPDjbXD3OojpIFauTjfqZYhp3zDzlCRJkqRGIIMqqdHEJrfmhlffYu+fazi6YxtRSS3pPmIUP077J52GDGf03Q/y16JfKchMJ6ZVa3pdNBaH3Y5SqaryutbcXJZ89j57160+dSw6uTWXPvwPIls0YvGDILNbrZRYC/G4XGj0RoyRkUQnJXPhbVMotRWjVKt8+n41KaVW6DBKVIzzp9sVoG/AFTZlNf2DwgwizU0ZBmpN1eeWU6lEINaUmvLWVXGOKBfuj9sFJzbBDT/D78/CjlmiR1N0O9GYOalvg05VkiRJkhqaDKqkRqNQKrHEJdBv3GX0Hj0epUqFNTeH4oIC1s3+HlNMLF2GjcBgOY+CrAwWffg2yV170OXc81EE2KPgLLWzeubXXgEVQM7Rw/w47ZkmWzmwtnJPHOP3j97l6I6tAETEt2DkbXeT2LEzYeFawsKbQZ8ffaRo0pvQHdK3eY+Zk6DXZBGUNBRTgmhOay84bS6JMO5NOLRC7PPSRsDAO8SqjOFkqXy3S6QPul0Qpm16jXiDwV0mSt4HUlIA5hYw7g04/x/gdorCDcZmujInSZIkSbUggyqpSShv6Bum05HYsTOHt26mKDvLJwWwXd+BAQMqAFt+PjuWL/Y7lp+RRlF2VrMPqgqzMvn2mccpKax4+M/PSOOHl//JtS9OJ6F9h0acXS3oYyB3Pwx7DDJ3wI45Iv2u4xjocTVYGrixrakFTPwYvrmqoiiFSgOXvgM/3+ed9rZzNgy8E4Y/Llav/voW1r0r0vwSuouy4Ul9Q18m3O0SFRStGSKIMSaIPk+h2LMUbgqc3geiHxWARg+aZrpnTJIkSZLqSBaqkJoUrd7AudfciELh+0fTGBlNyy5dq3y9s9SOu4p9OoXZFYUPPG43toJ8bAX5Pj2xmrLD27Z4BVSneDysmPEZdpu14SdVF+FG6HcrOIshYyd0nwSD74GO40S6nKqadLxgU6mhzblw91o45z5oPxImfAA7f/bdRwTw54diVWveQ7D0xYq+ROnb4ItL4dCq0M63zAGH/4APzoX/nQ8fXwTv9If1n4jS8MFmjIeLX/dfya7DxY3bV0ySJEk6I7333nv06NEDs9mM2Wxm8ODB/Prrr1W+ZubMmXTq1AmtVkv37t2ZPz9A6nqQyZUqqcmJSkrmymensfjj98g+cgiFQknbvv057/rbMMfEVflajVaHOkxDmdN/wQFTjEjLKsrJYs/qlWxbugjw0PW8kXQeMhxTdGywf5yg8rjdHNyyMeB4+r6/cdrtaA3GBpxVPRhioOfV0PZ8sdKi0oiVlmByu6HwmCiPfmyDKHXd7nwwtxSBVGVhWrEaM/I5sWpWnAM/3+3/uh1Gi/Lie3/zP/7r45DYW6QV+uMsgZJ8sT8rzAhhtWwQXXBElH93OSuOlZXCb09BbAfRbDfYWvaDW36D356G4+tF+ubge0VAfCamPEqSJEleygoKcOXk4C4qQmkyo4qOQm0J3f7tli1b8q9//YvU1FQ8Hg+ff/45l156KZs3b6ZrV98P2levXs3kyZOZNm0a48aNY8aMGUyYMIFNmzbRrVu3kM0TQOHxNGR5raavsLAQi8VCQUEBZnMTrJh2FikuyKe0pBilUonWaCZcr6/2NWUOByu//ZxN837yGYtJbk3/SyaS2LELs//1LLknjnmNR7ZIZNLUlzDFNO3AasWMz1j/0w9+xyISErn6uVdQKBQUZmeRdfgghsgoYlq2whgVjbIh9yg1FWlb4bOxUFpYcUxjEEUVkvpW3UOo4Bi82VPsJzrd1TMgazcsfj7w6+9ZL4K0ytwuyDsIJ7aIIHLXz6KyXtfLxEpZTRseL30Zlr/ifyyxD1w3C/QhSnUtzhVBoVIJhnjxv5IkSVKTZbfbOXjwICkpKWi1ddt37UxL58TUqRT/8cepY/qhQ0l84QXCWgT4ADEEoqKieO2117j11lt9xq666ipsNhtz5849dWzQoEH06tWL999/P+A1q3p/ahobyJUqqcnSWyLQWyJq9Rq1RkPvUeMotVrZtWoZ7pONgpM6dWXgZVeyce5sSouLfQIqgLy0E+zbsJZeo8ZVuW+rsXUdfgHrf57lt9z4gAmTcLtdzHvzNY7v3nHquEan4/Inn6NF+45nV2BVlA4zb/QOqEDsg/ruOrh9SdVpa9oI6DgWdvkG6SjUEF7FBy8Kpf+KgrkHYOv3UJwNGz6pOP73AtHH6oafIaKa/WQup29xj9PvUWav+hr1EapgTZIkSWqSygoKfAIqgOJVqzjx9NMkTX89pCtWAC6Xi5kzZ2Kz2Rg8eLDfc9asWcNDDz3kdWzUqFHMmTMnpHMDuadKOgOVFhejVKu55KGnGP/gk0x47J+06taDeW+9SlxKO3auXBLwtduX/Y7dWlTje9mtRRRmZ1KUk02Z01n9C4LAFB3L2Hsf8WmQ3PW8kbTu1pPV33/tFVABOEpKmPXSPynKyW6QOdZYqBfKbdkiwPCnKK365sLhRrhgqv+CEw4rRLUDdYC0vdSLRF+qykptsHI6tOjhHVCVyz0Aa94WaXxVUYWJVLxAYjuCWjbYlSRJkoLDlZPjE1CVK161CldOTsjuvW3bNoxGI+Hh4dx5553Mnj2bLl26+D03PT2d+HjvqrPx8fGkp6eHbH7l5EqVdMYJ1xvYsex3ti1e6DPmcburXKlRqlQ1WqUqczjIPnaE5V98xLFd2wkL19L9glH0G3cZpujQ7i3RaLW06z+IW/7zPhkH9+MoKaFF+w7oLBHknTjG7lXL/b7OWWon89B+LHFNoMS1NVOkzm3+ChQq6HM9RKeCMcipl4Ga+ZarLngBiGoP/7cc1rwLexeIAGvQ3dB2GOTsh7HT4Zf7KyoGAkS0glEviQbAldnzxT6q/QF6c4F4T4bcX33hh66XwYrXRBre6UZMFSXrJUmSJCkI3EVVf+DsLgpdkayOHTuyZcsWCgoK+OGHH7jxxhtZvnx5wMCqscigSjrjGCIi6D5iFH8t8q32UlpSTM+RYzixZ5ff1/a66GK0xurLYOccP8I3Ux8+lV7oLLWzaf5PHNn+FxOffB5jlG96VElREUU5Wexbvwa3y037AYMxx8T6NOh1lZVhy8vFbrOiDtOgM5vRmbwfzsM04VjiErDEVeQw2/LzKCkqClikA0Q59qBx2EQDX7UWdLVY8i9Kh5/ugX2LKo79NQO6XCqqywWzUIUhBsL0osLg6VRhNbuXUima2I5+CYY/JtL6yoM/lUak4l37AxxeLYLF5IHQajBEt/W9lkIhSo5XlZrnKq1YwbNlidW2slKRcmeIryhoYWkFN/wCP9xcUZ0w3Ayjp0FCz+p/LkmSJEmqIaWp6mcjpSl0BbI0Gg3t27cHoG/fvqxfv54333yTDz74wOfchIQEMjIyvI5lZGSQkBD6PV8yqJLOOGHhWgZfcTUqtZq/Fs3HVVaGQqGkw+ChDL5iMgoUJHbozIm/vQOrFqkdad29d7XXt1utLP/yk1MBVWXZRw6RffSQT1BVXFjAmh++YcvCio2T62Z/R+dzz2P4dbdhiIgAoKSokJ0rl7L6+69wlIgViMSOXRh99wNEJlRfstppt2OMisaa638ZPqFdarXXqP4mJSJNbcXrcGKTqKI37BFo0atmqyOHVnoHVOV2/gQ9r4GOo+s/x3LGeNGI9rd/+I4NfVhUr6sptRZMp23u1Vog5VyRSlieCqgxirRBfwyxENMJolrDlq/9n9PhYnHdrD0iYMo4mcoZpoNhj0Kfm0TTYZUakvvDrYtElUK3U1zfGN/w5eglSZKkM5oqOhr90KEUr/JtF6IfOhRVdLSfV4WG2+2mtNR/psngwYNZvHgxDzzwwKljixYtCrgHK5hkUCU1O66yMqx5OWQdPogtL4/4du0xRcdiqFTUwhARxdDJN9Ln4ksoLS5Go9Wht0Sg0Yl9JuMffJITe3exddGvePDQ44IxJHXsjDGq+n8UHPYSju4MXCRg3/q1tOnZx+tY1pFDXgFVuV0rl5E6YAipAwbj8XjYv/FPln3+P69zTuzZyczn/8HkF16rMrVQZzbjcjrpN/5yn2uAqH5oiW9RzU9XA8fWw5cTKtLd8g7Bl6tgxNOiIW6ggAJE/6R1gavvsPZdaDO06mvUhjocel0j+l4teV6k60W2EYFWuwtEFcBgMNXwfVWFQe9r4NAfolnukbXe4xqDSN2zF4iKhZX3fDlLRKVBYzz0uraiaqG5hfiS/CvJE6uJukgZbEqSJNWR2mIh8YUXOPH0016BlX7oUBJffCFkRSqefPJJxowZQ6tWrSgqKmLGjBksW7aMhQvFFo8bbriBpKQkpk2bBsD999/P8OHDmT59OmPHjuXbb79lw4YNfPjhhyGZX2UyqJKaFVdZGSf+3sXsfz2Hs7Qihapl565cfN9jmCoFRWHh4V7pcZUZo6LoMHAIbXr2BTxotDXf1K9QKAjX6Skttvkd159cdSrntNvZNHdOwOtt+GUWyV26U+Yo5Y/vvvR7TlFOFtlHD1cZVCmVKlr36MnuP1Yw/PpbWf/zLIoL8lEolbTrN4jh192CMbKeVduK0uHne733D5Vb+hJ0m1h1QOR2gcNPKl45p81/+fLazjH3IBzfBBEtRa+oTuOg9WDxcK0MA1MN95VZs0Q/qCNrQR8DrQaCMUH0s6orS0uxuhXfVVT82/K1qE6YOgqGPgRRKbBnQeAiGktfEgGhDKSqVpQBR1bD6v+KILXDaOh/mwiqm3B1T0mSpKYqrEUCSdNfP9mnyorSZEQVHR3Sqn+ZmZnccMMNpKWlYbFY6NGjBwsXLuTCC0UvxiNHjqCs1NbjnHPOYcaMGUydOpWnnnqK1NRU5syZE/IeVSCDKqmZsebm8OO0ZylzeC/7Htu1gz/nzGT4dbeg1mhqfD1NHXo16CMi6DVqLOtmf+93vOOgoV7fu1xllFRRUdBus+JylVHmcARM2wPIOLCPlF59q5ybKTqWjkOGkbF/HyNvn4JKHYbBEoE+ItIr4KyzkjyxMuWPxw2Zu0RQEIg2Uuydytzpf7zbFSL1LeD9C6AkRwRHWrPvClH+UZhxFWRWqn6oMcB1s0VPqtOb/ValKA1m3S7SFcupwuDKL6DtiPoFVuZE8RXTCXpfJ/ZQ6SJEih9A2pbAry08IfZdSYHZsuHXx2DnnIpja94WRUBu+x1igpAGK0mSdBZSWywhL51e2ccff1zl+LJly3yOTZo0iUmTJoVoRoHJkupSs5K+b49PQFVu+9JFFBfkh3wOKpWanheNJd7P/qQLbrkLY5T3apJGp6Ndv4EBr5fSuz9avQGlWk24IXA6WmSL6vdUAZijY0kdMJjkLt1J6tiZ+LbtgxNQgSjSUBVlNT2wVCqRjuevQISlJXQeF3gVIfcAzLwJ3uoN7wyAj0bC7nlgPxmwllrht6e9AyoQBTW+niiCpJpyOWHdh94BVfnx764TgU0wqNVgShCrTmGVVkvjOgV+jSFGFMiQAss75B1QlbPnw5IXxZ8VSZIkSQoiGVRJzUphFX2WyhyluMrqmTpWQ6aoaCY8+jSTnn6JvmMnMPTqG7np3+/Redj5hOv1XucqlSo6DRmGzuz7yY5Gp6fXRRejCgvDEBlF37ET/N5Po9OR0K5DreaoNRgJ1wdpz1A5XRTEdfY/ptJAbBXBQLmIVqK4Qv/bRXNdXaQoUX7zr2AJ0PS24JjYY3Rgifexb6+BtM3ie1s27P7Z/+tLi0QJ95qyZsJ6331pgEhh3B+411lQtOwfuLHw0IdECqIUmL+AqtzuX0RwJUmSJElBJNP/pGalRWrHgGOmmFjCwgM0Yg0BY2QUxsgoWnWrvny1JTaeyc+/xh/ffcnf6/4AD7Tt259zr7kJS6zY36NSqehxwWjy006wc2VFHyO9JYLLHn8GU0xo+1/ViDEWLn0PPhvj2x9p3Bs1L4ce2QZGvQjnnux6ro8BdRWrL8c2BF4d+m0qXPejSInzt9ernDUj8Njp3GUiEAuk8HjNr1UX5pZw01z45uqKn1uhFIFo9ytFmXcpMEUVK6bVrbZKkiRJUh3IoEpqViLiWxDTqg3ZRw75jA2/7tZqq/e5XS5KigoBUS1PWV26WhBFtkjkojvvY9h1N4MHwg1Gn1UtQ0Qk5998BwMvv4r8jHS0BgOm6FiMkVEomsqDdEJ3uGs1bPoSjqyByBQYdJfYSxVW84IfqLXVN7gtd3BF4LG0v0TfJ41RBHXWAL24ErrXfG5helFIImOH//GUc2t+rbpQKiGhB9y2WPw8DptIEdTHgraaPmput1iJUaqq3p92Jut2GfzxnwBjV4ieX5IkSZIURDKokpoVY2QUlz3+DCu/+Zy/16zE7XJhjIpm+LW30Lp7rypfW5idyY5li9mxYjEAXYddQNfzRmKOqUWvonrSaHXVVhrUGoxoDUaiEls20KxqSaWGqLZw/lRRrU+trXqVKRgiqyh+YYwXAYQhHkY+B3Pu8j2nzdCaB3AgVuRGTYMvLvEdi0mF2AApkMGkUFQUtKipgqOw4yfY/oP4vQy8UzQirmm1w/oqOA7pW+HIOohpf/J9b1m7AiHBYGkF/W6BDZ94HzfGw/DHRdDcnFgzxYplxnZRnCWmg/hz0YAfCkmSJElVU3g8Hk9jT6IpKSwsxGKxUFBQgNkcYE+D1Ogcdjslhfm4nGWE6XRiJaeKMsmF2Vl8//yTFGSkex23xCdw1T+nYWrAwOqMV3AMTmyG4xshpqN4qI9Irt8DYM5+UZzCX7n1i14Se7KUSijOg32/w+//FA+hai30vkGkGda2BHmpVZRSX/CYuL8qDLpeLvpxRQTY+9WY8o/Ap2PE+19Z+wvh0ndCH1jlHoDPxnmnRqq1cP0csUesoQMrW7ZYaVzzjli56zxeVJ6MaNWw86ivguMw82Y4tq7imDYCrv9RNNyWgZUkSTVgt9s5ePAgKSkpaOtQ+fhMV9X7U9PYQK5USfXmdruw5eXhKnOiDtPUqIFufWm0WsLC47Hm5VBqs+K0l6AzmdGZfP+wezwe9v652iegAijISGffhrX0GjWuyqBMqqHsvfDZxd4peBojXD8bkvrVfS+QOQmu/ga+v16k+pXrNhG6T6q4rj4Sul8hVkicNlE8wxgnHu5rK9wIqSOhxa8iwFKGicp7mia4yuFywp8f+QZUAPsWiVL3oQyqSvLgp3t995qV2eGbq+DOPxo+EDXEQNvhIqBzO0Fjan570RzFoi9Z5YAKRJD45WWN875KkiRJfsmgSqqXopws8jPSWffjd5z4ezd6i4W+Yy+jw6AhGCIiQ3bf0uJiDm/bzJJPP8CWlwtAi9ROjLrrfqKTvB8y7NYidq4IXK1tx/LFdBpyHjpTNXtVzlCusjIKszPZt34t2UcOkdSpK62798IcG1e7QNOWDbNu893T5LDCd9fCLQtF2mBdhGmh7Xkw5U/R48qeLz6lN8b77o9RKOrXGNfjAY8LlCf/eTTGi6+mzJYNW78NPL7pc7EPLFSrGrYcOLzK/5i9QJQ4b6yH/6YYBNeULRO2+e+Hh71AVLSUQZUkSVKTIIMqqc6sebmk79/HL29Mw+N2A1CQaWfJp+9zdOdWRt42Bb2fMuLBkHlwH7/8e5rXsbS9u/numce59uU3sMRVPAQrlEpU6rCA11KFhaFQ1jx4cJSUoFAqG7TSYKi4XS6O79nJjy//81Q5+p0rlhBuMHDVM/8itnUVe5lOZ8sO3LTWmgn5hyGidd0f7NUaiGwtvkKhJA/yDsPGz8CWJVL9Wg0CS1Idr5cPzmKxwmVs5PRSjxsIYaZ3dc2IS/JCd+8zWVmpWIUMJNRVKCVJkqQaa2a5EFJTUpidyeqZX58KqCrbu2411tyckNy3pKiQFV9/FnDswOb15GeknQoStAYjvUePC3i93qPGozUYq71vYXYWf/2+gDmvPc/cN1/h8LYtQW827LTbyc9II+PgfvLSTlBabAvq9U9nzcvl5+kv+fT3KrXZmPff17HV5udzFldzs2zx6XpTVJIP6z6AD4fDxk9h91yYdQt8Pg7yj9buWg4rHNsoUhXfGQifj4Wt34M1KyRTB0SqW4+rAo/3vali5S0UtJaqK+rVpH+Z5EtjFL/bQGpT0VKSJEkKKRlUSXXitNsptdn8ljYvd3TntpDcu8xRSuah/QHHT/y9m5UzPvM6J7lrD1p26eZzbvcRF5HQvgM5x46Ql3YCu83q95qFWZl89+wT/P6/tzm6YxsHNv7JDy9OZflXn1JcGJxAwZaXx7KvPubTB+/kqyfu55MH7+DXd96gKCd0D+NFOVmU2vwHbjlHD1NSWFjzi+mixEOgP+UpearAK4aNqvAELJvmezz3AKz6j/c+ruocWQsfXyDKwJcWQtYe+PF2WPGqCN5CQRUGA24Xe89O126EKA8fSqYWcOEL/se6TWr8lbrmytRCVNn0J7FP4GbZkiRJZ6h//etfKBQKHnjggSrPmzlzJp06dUKr1dK9e3fmz58f8rnJoEqqE4VSgVKlQlFFI02NrhY9i2p1bxXGqMCf3pqjY7Dl5bHow7dPBTzGyCjG3vcYEx57mpRe/Ujp3Y+rn3+Vtn0G8P1zT/LZw3fzyQP/x8/TXyYvzTulpszpZOP8nyjM8m0eu3PFYvLT0+r9Mzntdlb/8DVbF/2K23Wyga3Hw/4Na5n/9r8prk1wUwtlDkeV426Xn2p7gViSYPhj/sd6XC16WIU30X1rO+cEHvvra7FnqCaK0mDug2Jf1un+/FCkFYZKRCuxb+3C56FFT0geCFd8ChPer3lT5rpSqqDTWLjqq4p9c/oouOAZGPUS6EK3v/KMplSKioXj3gD9yQJASrVoAH3VV6H/vUqSJJ3GbnOSl24j42ABeek27LYqUpSDbP369XzwwQf06NGjyvNWr17N5MmTufXWW9m8eTMTJkxgwoQJbN++PaTzk3uqpDpRa8LRGoy06dWHg5s3+IwrFEpadvZdGQoGY2QUAy+7kkUf/tdnTKlSkdS5G3/+PAs8HuxW66l9XcbIKIx9B57qZ5W2by8/vf6i1+uP7tjKd88+wTUvTcccIx5YSgoL2Ll8ccD5bF+6iMQO9UtvshXksX3pIr9jx3Zuo7ggD30ISvxbYuNRKJR4PL4pnFqDEa2xFkGQKkxU49MYRePV/CMidanfLdByQNP+VL20KPBYmf3knqQaKCkQP3cg6VtFn6tQiUiGwfdC7+tAoQJdROjudTpdpChb3nKAeM9UYRU9xKS600dBnxshdZRILVWHiybQ4YbGnpkkSWcZa66dJV/u5uiu3FPHkjtHMeL6ThijQlum3Wq1cu211/K///2PF198scpz33zzTUaPHs2jjz4KwAsvvMCiRYt4++23ef/990M2R7lSJdWZMSqGgROuxBjpW0J95O1TMERUsceintr3G0iPkaO9jqnDw7nw/+5ly4K5p1YK/FWvU2vCcZaWsuKrT3zGAGz5eRzbud1rr5jb7Qo4F1dZ/T+lKS0urlih8sOalxtwrD50Fgt9x1/md2z4DbdhjKzl79DSErpdDtd8DzfNh4kfQ9eJkNi7bp+qezxiT9OuubBiOvz9m/+y4fXVeXzgsXYXiD1D1XGVAdUEXw3RdFapFKsaDRlQVWaKF8VEZHPa4FGqxEpwbEeIbCMDKkmSGpzd5vQJqACO7splyZe7Q75iNWXKFMaOHcvIkSOrPXfNmjU+540aNYo1a9aEanqAXKmS6sEQEYFCqWTiP57n6I5tHN25DVN0DF2Hj8QSH48mhM3l9JYIzr3mJnqPHs/RHVsJ02oJ1xvYNP9nju0Sy7sJqR3RGv3v8SlzOMg4uC/g9Q9t3UyL1I5ExLdAazSROnAoO5b5X0nqOvyCev88Gq1W7DsK0Is7VFUUw3V6+o+/nNjk1qyZ9S2FWRnEJLfm3Mk3kZDaAaWqDg/FusjgpXtl7BDFIipXjzMlwI1zg7viE90e2pwLh1Z6H1drxV4hbQ1WCTO2i8bDLfvBMd/VW9ThENclOPOVJEmSpAZUUuTwCajKHd2VS0mRA60hNPumv/32WzZt2sT69etrdH56ejrx8d6tUOLj40lP9+1XGkwyqJLqRW82ozebiUpMovvIUairKF0ebFqDEaVShVKlZvkXH3sVmQjT6rjw9nv8NgMGUWbdGBlFUU42hohI2vUbhEarJePgPo7u2IYxMoqln/2PkbdPwRwTy8DLrmT/hrXYrd5pYq269SS6Zat6/yx6SwTt+gxg/8Z1PmPRLVuFtOeX3myhy7ARtO7RG7erDFWYJmRBXK0UpsE3V/uW4y5Khx9uhuvnVF0ZzR9nMThLRWPfykUzjHEw8SPY/iOse18UmGh7Ppz3BES1q/661iyYcxcUZ8Ol74rCFJXnrVDAZR82/X5XkiRJkuSHo6TqPdbVjdfV0aNHuf/++1m0aBHaEH5YHwwyqJKCQqlSN0ouqUano+Pgc4lr05YNc+dgzc0iuWtPup0/EnNs4HQzQ0QkAyZMwlFcjCEqmt1/LKfUZqNl5670v+QKVBoN63/5kfyMNMwxsUTEJ3Dty2/w16L57P1zNRqtjt5jLiGlV9+gBDzhegMjbr0Te7GV47t2nDoelZTMhEefDmlQVa4h7lErtkwoCFDOPH2b6ItV06CqJF9U4Vv9lqj012aoKDMe0RpUJ/8ZNCXAoLtE+qLHDeGWmqdZleSKpsQAv/0DLvsA0v4SX+YW0OtaiOkgmhhLkiRJUjOj0VUdMlQ3XlcbN24kMzOTPn36nDrmcrlYsWIFb7/9NqWlpahOy6pJSEggI8O7uFhGRgYJCQkhmWM5GVRJzZ7WaKRFakfGTHmAsjInmnBdtWlrCoWCtn0GsHbWN6z85vNTx9P27mb7st+55KGnCNOEU3KyeqBCoSAiPoGhV99Av3GXoVAqg76aY46O5dKHnsJWkI81Nwe9JQJDRGTTC3YaSqn/8vanlJXU/DqbvoBFT1ccO7EJ1n8EtywQlfLKKRQiuKqtymmbWXtgxpViH1l0e1GWveCE+F6SJEmSmiGdSUNy5yi/KYDJnaPQmTQhue8FF1zAtm3eLXpuvvlmOnXqxOOPP+4TUAEMHjyYxYsXe5VdX7RoEYMHDw7JHMvJoEo6Y6g14ag14TU+324tYtuS33yOlxQWsGn+T3QaOpyoJO+KdSq1OqRBjs5sQWe2EJPcOmT3aDZMCaBQ+q+8p9aKvlg1Yc2E35/xPe4shp/vg+tm1T6N8HS6CIhMgbyDFcdObBZfCiVc/Hr9ri9JkiRJjUhrCGPE9Z38V/+7oVPI9lOZTCa6dfOuJm0wGIiOjj51/IYbbiApKYlp00S/yfvvv5/hw4czffp0xo4dy7fffsuGDRv48MMPQzLHcjKoks5a+/4MXAVm/8Z1XPb4MxhqW/3uDFZqs2G3FeHxlJdbD9Dot6YK0yB7DxzfJCqaJfUVzWvL0/GMcdD3Ztjwse9rhz4oqszVxIlNgUuip20Be379gypTAlz6X/jiUji9UuR5T4JB9hOSJEmSmjdjlJaLbutKSZEDR0kZGp0anUkTsoCqpo4cOYJSWbEJ5ZxzzmHGjBlMnTqVp556itTUVObMmeMTnAWbDKqks5bbHbj8tcftwRKfgD5AoYuzicftJjftOEs/+5DDWzcD0LJzd0bccgfRScl1qxCYdxi+nCBS48ppDKL4RFJfUUI63CQKRVhair1QJXki0Br2GHS9TKxW1ewHqGbcf8XFWkvqD3eshJX/huMbRYA47BGRXhhezwBUkiRJkpoArSGs0YOoZcuWVfk9wKRJk5g0aVLDTOgkGVRJZ632AwazbvZ3fsfa9RuAwRJR62u6XGUUF+TjcbsJ0+rQ1aZ5bj24nE6s+XnYTvazMkZGYYiMQqWu/1/xgqxMvpn6CKXFtlPHju3axjdTH+H6V98iMiGxdhe0F8C8h70DKgCHDb6eBHeuEk1s4eRq1S2ij5THDWGGk/2PalEWJalv4HL1Cd2DV/49TAvxXeGSt8Q+LrUWdE2giqI/breoolhWAiqNWGlTNe5/JCVJkiSpOZNBlXTWMsfE0vnc89i1cpnX8XC9gXOvuQmNrnaNWq25OWz5bR5bFs6jtNhGi9ROnHfDbcS2TiEsvOZ7vWqrtKSY/RvW8fv/3sFZagdESflRd95HSu9+aLS6Ol/b7XKxc8Vir4CqnLPUzpYFczn32ptRh9XigdyWDft/9z9mzxfBVkSyCIJy9sKCJ2H/YvF98iAY+zrEdq5IE6yOIQ6GPwHLpnkfV4fD+Dfrn/p3Oo1BfDVVthzY/QssfUnsNws3wYA7YMD/1TylUpIkSZIkL41RBVuSmgS92cLw627jkof/QWKHTkQltaTf+Mu57l//qfXqiy0/j1/+8y/Wzf7+VACStnc33/7zMTKraDIcDHknjvPr29NPBVQATnsJc998lfz0tHpd21FSwsHNGwOOH9q6GYefgKtKZaVVp9wV54j/zT8CH18kGuqWn390LXx8IeQdqvn9tCYRMNz4i+g9FdsJ+t0Cd/4B8T1qN/fGZs0SDZEPLIfMXSJArQ2XEzZ/Bb/cLwIqgNIiWPk6LHxSlJ6XxHuSs1/s98vaA8X+G15KkiRJUjm5UiWd1QwREaQOGExy1+64y8oINxjrlDKXn57GiT27fI57PG6WfPYhE596PiQNdZ12O+vmzPQ/6PGw4ZfZXHTHPbWqiliZSq1GHxERcFxvtqCszSoVgNYM+qjAD6pxnUR62vZZvo1/AZwlsOZtGPOvmu+r0kdByjBR1rzMLlZnavLaslLR1+rQKig4Dm2GQEx7MLWo2X2DKe8wfH+96H1VrtVg0bTY0rJm1yhKhxWv+h/bPksU1dBF1HuqzVpROvz+LGz9rmI/XvIgmPih6GsmSZIkSX7IlSrpjObxeCguLDi1zykQrcGI3hJR5z1Ih7dtDjiWeXA/DnsNeyrVktNRSl7a8YDjOceP4Cx11Pn6YVot/cZdFnC8/6VXoNXXMtXN1AJG+ClxDtDxYjAmgMMKe33L3Z9ycDnYC2t3XxDBlCG25gHVwZXwTn/4+R5YPg0+HwdfXg4Fx2p/7/qwZcPMG70DKoAja0RZeH/Bpz/2fPHeBlKbFcAzkaMYlr0Cf33jXeDk6Fr45pqK1T1JkiRJOo1cqZLOWEU52fy97g+2L/kND9DtvJF0HDwUU3Rs0O+lMwVehVKFhXmV+gymsHAtsa3akHP0sN/x+JT2hGnrt58rJrk1AyZM4s/TVsR6jRpHQrvU2l9QqYIul4h9R4ufFQFKuAn63wYD7xSrSk67/zLkcV1EUBZuCn1hhaJ0+HaySJmrLHMnLHkRxv4bNLXbdxeQowSKs8S9NAbfBsS2LNHzyp/9i0XQVZOCG9UFk9qIGk03pKxZUHJyFVMbUfd9XkXpkP23WGW0tIQ254o/O2FVvAe2TNjypf+xjO1QlCaKp0iSJEnSaWRQJZ2RinKy+eGlqeQer1hRWP7lx2z9fQGTnn4JU3RwixO06dknYIW5rsMuQG+OCOr9yoWFhzPg0ivYs3olntNKhyuUSvpcfCnqsPp1OdeZzPS/ZCJdho3g8NbNeNxuWvfojSEyqu7VDfVR0GMStBkqKtApw7wr0IVpYfDdsOsn8X1SXxj+mNhHlHcIWvYX+160EeJ9D4VjG8AVYJVv+w8iVU4ThHSwguOw/OTqiMshmgiPelmkGmpPBuvVrUSVFtXsXvpokTJ4xE+PNmO8qKzYWFxlkP4XzLkbsnaLY9Ht4JK3xe9fXYsPBwqOwleTIKtSSq5SDVd/A22HB75WqdU3iPa67nFRIj+YykrFn/8QffAiSZIkNQz5r7h0Rjqwab1XQFUuL+04+zasxROs3kQnGSKjGHP3gz4P+FEtWzHw8qtQa+oX2FQlIiGRCY89jb5SCXhDRCSXP/EslvjgVHPTGoxEJyXTZ8wl9B07gZjk1sEpF29uAVFtRbW/01eeYjqIwCWui2j2O/Nmsddl42fw0xT4YFjFw3coWDMCj7mc4K7i4bumijLgm6th0+cVAVzeQbFCdviPivP0VXwIoFDWfB+UPgomvOe7N0hrgWtnNm5QlX8IPr3Y+3easx++uARyD9b8Oo5iWPyid0AF4C6D764Vq02BaAwi+AokWO+PxyP2yK15F767DhY8ARk7RVAnSZIkNUtypUo645RYi9i+bFHA8R3LfqfTOcPRmYLXQ0qj1dJ+wDnc3L4D+9avxZqbQ0qffsQmt8EYFR20+/gTFh5OSq++XDftP5QUFoBCgc5kxhgVjSJUqzi1VVYqPuXfPVekZLU5F1qfU9GPyh99FAy8C7pNhM8uBmex93hJHvxwM9zwc2hSsloNDDwWmQKaIDT0zTsA6Vv9jy38ByT2ESt4hhhoP1JUQjxdt0lin1hNRaXALQsgey+kbYHo9pDQQzQrbqw/Ly4nbPhUFBHxN7b6v6KUflgN2gPYsmDHrAD3cYgVyMg2/seNcdDjKtjyte9YbKfgFSjJ2gOfjvZegfzzA7jsQ5EaW5OfU6o1R0kZjtIyVColOlPoPuiSJOnsJIMqqVkpc5Riy8/HWWpHo9X5bXCrUCiq3MOkUCpD8uyo0WqJSmzJgEuvCP7Fq6FQKjFFxwQ9rTEoypxw6A+YMUmsFgBs/lIEAjfPFytSgegskLs/cIGAzF2iBHt1QVWZA6zpUJgGeMSKgzG+6pQyS3LgVLnR03z3PdXFkbWBx3IPVASS+ii45L/w6+Oix5THI/amdb8SRj4j9pjVhjlRfLUdXve5B5PD5v99LnfsT7GKU5Ngw+2sOoXPlhV4TGOAEVNFOuWunyuOt+gJkz4PTh+v4lz4+V7/KZ0/TxHBfKCgT6oTp8NFQUYxf849SPqBAvTmcPqOaU3LjpEyuJIkKWhkUCU1G9bcXNb++A3bly7CVVZGmFZHv3ET6HnhWAyVyn5rDUZ6XHgxJ/72nxrW88IxaIORuibVjDUNvr+uIqAqZ8uCOVPgmu9E0BDI6StUcZ1h8BRRmMHtFulvZQ5QB3g4KrXC3wvhl3vFwztAmB7GTodO40UfK3+McXDFJ7DmHdj4qXhtTCqMmgbJVaxilRaJQM/tEuXjq1pFMlWRTqbWir025cyJcOk7MPLZk/vJzKKYR3gQVswamzpcpCQeD9ATzdKy6gITlWmMYiUxL0DKYPIA/8fLnFBwGDZ+IVZRB90lglddhPizUJvVwKqU5Iog0R+XE9K3yaAqyLIOFzHnjc143CLtu6TIyW8f7aDrsEQGXdoOrSHERW8kSaqzZ599lueee87rWMeOHdm9O3D6/8yZM3n66ac5dOgQqampvPLKK1x88cWhnqoMqqTmwW4t4vdP3mX/+opP9p32Etb88A3O0lKGXHmtVy+m1t160iK1I2l793hdJ6FdB1r36NNg8w4msUqXh8NuJyxciyEikrDw+lX2CxaP240H/K8Q5hyoCGZOd+xPEYBUFVSZk0Tg5HFDq0EwaAoseFz0jwKxujDyeeh+hf+9RbkHYNYt3secxTDnLri9oyiCEPDeiXDBM+IBu7wyX1WrYrkHRNre3wvEfOO7wsXTIbGX/1WWVgNBpfFfEGPUv8DjgqPrxX4zY5xIP9OaA9+/uQrTwTn3wo4f/Y8Pfajmq3GmBBj9L/jmKt+xVoPFCqQ/aZtFyfyy0opjCgVc+h50DdxWoNbcrqrHnaFpv3C2Ki4sZdmM3acCqsp2rDhBj/OTZVAlSbVgtxZRXFBAabGNcIMBvdkS8g+qu3btyu+/V6S/q6tof7N69WomT57MtGnTGDduHDNmzGDChAls2rSJbt26hXSeMqiSmoXiwgKvgKqyzQt+oddFF2OJq0jHMkZFc8lDT3Fs9062/v4r4KHHBWNo2blryPc41URJUSG2/Dxyjx9FZ7ZgiUvAFBWNIkDaojUvl/U//8Bfi37F5XSiVKnpet5Izpl0DcbIKgKSECsuLCAv/QRbFy3AWWqn6/ARxKe0936PS6vpJxWowl45Q6zYW7XuXTj3EbGxv/LeG4cN5j8s9gq1v8D7tU672I8TyMo34PIPRLAUiFpTs+a6BcdEoYXKhRAydsDnY+H2pf6rxpkSYfJ38O3V3g/z4/4jgs23+1e8P8Z4uOpLSOwLqib0T7e7DFCIdMT6iG4vytT/+ljFqqZSBec/DQm1/A9h6yFw3SxY8KTYw6cxQN9bxAqnv6C4KANm3+H9OwCxUjX3frFyFRmkxr/aCFGcJfeA//HE3sG5jwRAaXEZeWnFAcfTDxQQ1aKWvfYk6SxVlJPFwvff4vDWihYfbXr24aI77g1Ju5pyarWahISapdy/+eabjB49mkcffRSAF154gUWLFvH222/z/vvvh2yOIIMqqZkoyskOOOZyOrHbbJzeKcoYFU2nc86lbZ9+4PGg0QWpp1A9WfNy+f1/77B/47pTx3QmM5c/8SxxbduhPO3h1FFSwurvv2bbkoWnjrldZWxbvABHsY2Rt9+D1uD/ocCal4ujuBilWo3ebA7qe1BcWMCqb79g2+KKee1d9wfxKe259LGnMZUHVnGdA1/EGA/aavorhRtF9b82Q0VFPH/FDED0jkrs7b3q5SyBnL2Br52zV5xTVVBVUwdX+a8s53bB78/DpE8qSqSXU2vEzzVlvVi1K8qAlOFiH9ncB7zPtWbA55fA3WtFABlIUZro0VScI1ZlDLFVrwTWVVE6pG0V++OUauh3syjmUNeiIVoz9Lwa2l0gKve5XWKlzxBb+xRHrUkU9ripu/j9KtUiVTJQimhJbuAgp6xUVB8MVlBlihdB85cTvBsMAwy8I3hphhIASmXVG2jVmnp+GCBJZwm7tcgnoAI49Ncmfvvgv4y979GQrVjt3buXxMREtFotgwcPZtq0abRq1crvuWvWrOGhhx7yOjZq1CjmzJkTkrlVJoMqqVnQGqr+i1pVGpxG23QqaZU5nWycN8croAKxcjXzxanc+NrbmGO9H0qLC/IDVjPcs3YV51x1nU9QVVpczLFd21jy6YcUZmWgUChp128g591wG5a44JRZzztx3CugKpdxcB+7Vi2l/7jLxcqbIQ763iz2JZ1uzCs1K/hgjIXUi2DLV4HPydkrel5VptFDQs/AjXMTegYnoHK74e/5gcePrhUraqcHVSAe9CNbVzy0WzPhx1v9X6fMDnt+FT28/MnaAzOuFL28yrW/UBS5MAepcl1RBtjzIf+IqLK3d6EIPHb8CF0uhYtfr3tgpTFAlAGi2gRnrsYa/lk/PbjxGa8mZa+2WvaH/1smPgg4vlGkdQ57RATYNS2PL9VIuCGMpA4RHP8732dMoVQQ3+YMTKeVpBAoLijwCajKHfprE8UFBSEJqgYOHMhnn31Gx44dSUtL47nnnuPcc89l+/btmPxUcU5PTyf+tHYy8fHxpKenB31up5N9qqRmwRAZiSXe/8N3ctce6M1+HlaboOL8PLb8Ns/vmKOkmIyD+7FbrRTlZGHNzcHtdmG3WfG4Azz0eTyUFPqm16Xv/5s5r75AYVbGydPc7Fu/hpkv/qPKVT+Px0OJtQhbfh7W3NyA/bzcbjd/LQocRPz1268UF+SLb3QWOP8fMO4NsXKiUIpUuBt+EqsSNW16qlKLEuOBRLcXxR0qU4eLAMRf7yGFEobcF5zy1Upl4L06IFYfFDX8RNzlDLxqAnBik//jhSfgy8u8AyqAfYtg6Uu+BT9qq7QI9i0W6YzvDIBvrxHpcVd+WREs7vxJrF41N7qowCmeqjDRhDiYNHrxd2Dix3DnKvF3oetlzWqVqijHzp516Sz9chdbfj9CQWYxLmeQg88g0BrCGDa5I+EG338DzrumI3qz3E8lSTVRWhxgb3T5eEnV43U1ZswYJk2aRI8ePRg1ahTz588nPz+f77//PiT3qw+5UiU1C8bIKC57/BlmvfS0V1AQ3bIVo+68v9lU83OVOSkrLQ04npd2nP0b1rJjxRJ0RhN9xl5Ku75VVJoDNDrvoKC4IJ9lX3zk99yCjHSyDh/0Kb1eWmyjIDOdrb8vxJqbTYsOnYlt3YbirQWk9OqLIcI7Rc/jduOwB95QX+YoxVP5039jrFit6nix2C+j1oreS7XV7XJY8arv3heA86eC3s9+uYjWcO0smHNnRXqeMQ4ueUfsbQmW3tfBmrf9jw25r+bluNUaUWY+Y4f/8ZYBqtflHYbC4/7Htn4rVkLqU1Xu2Ab46vKK710O2PodZGyHi16Cn+8Rx9e9L/YgaZpGum2NmFuIPw9fX+5bSGLkc2K1NRS05mZZeCQv3cbs6ZsoKaooXb9m9n7G3dOTxNQIVOqm9XltZIKeK5/qz8G/sjm6MxdTlJauwxIxResIC5ePQZJUE+H6qrM6wnUNszcxIiKCDh06sG/fPr/jCQkJZGRkeB3LyMio8Z6s+pD/mkjNRnRSMpNffJ2CjHQKMjOJSkzCFBPbqIUaakutCccQGYUtL9fvuDEqmvU/zxIrUEWF/PHtlxgjo2jRoRNpfkrEx7Rqg94c4XXM6Sgl+8ihgHM4snMbbfv0P/W9w17CrlXLWPzxe6eO7d/4J4aISEbd9QCrvv2SYdfe7NUsWaVW02XYCPZv8E5jLNe+3yC0xtMeFhWK+vd2MifD9T/BzBvFHiMQK00XPBu4il+YVvRjun2J2GeEB/QxYEyo+SpZTViSRcnzn+/1TifrMgE6ja35dQyxMOJp+OZq3zGNATpc5P91gQIqEKtf9akqZ82EBU/4H8vYIQJBfZToweQsDn66XENoNRD+bwWs+rdIF41oLQLR+G7NK0AMMbvVyeIvdqHRqUloZ8FR4uLE3nzcLg+/vr+Nyf8cgCm66aRcg+hdaI7W0XNEMl3PTUKpUlS710qSJG96i4U2Pftw6C/fbIk2PfugtzRMxpDVamX//v1cf/31fscHDx7M4sWLeeCBB04dW7RoEYMHDw753GRQJTUrpqgYTFExtKyi9kFjKHM4sOXnUZidCSgwx8ZiiIhCHeadWmKMimboVdez8P03fa4R2SIRt8uF3VrkdXz5l59w9XOv8ssb08g5duTU8YiERC55+CmvHl0ASqWKcIOBUpv/pXjLaXu2bHl5LP7EtyKOLT+Pzb/+QkSLRGz5eV5BFUCL1E5EJ7cm5+hhr+PhBgP9LrkctSYETTXVYaKs+v8tE32uXE6ximCMh7AqyssrFBUNb0Ml3ChSuFqfA4fXiHS5NkNEapzLCfbCmq9KtBoEY16Dxc9WlKOPaA2TPgucZljVqpvGUL+9Y45iyArcE4QTW8Tq2pG10HNy7ZsRNwVhOlFl8JK3wWEFtS5wD7OzmL3YSa+RrSguKCX9QCHmaB29L0xmz7oM9q7PoCCrpMkFVZWpw5rWKpokNRdao4mL7riX3z74r1dgVV79L1QZQ4888gjjx4+ndevWnDhxgmeeeQaVSsXkyZMBuOGGG0hKSmLatGkA3H///QwfPpzp06czduxYvv32WzZs2MCHH34YkvlVJoMq6axVXJBPcWEBZaWlaE0mDJZIwrQ1bDBaSWmxjT1r/2DpJ+9T5hTlr9WacC68fQrt+g8ivFLFPYVCQbt+Axlx85388f2XIvBRKGjTozd9x05g/tvTfa5vtxZxZMdfTHr6JYpysinIzMAcEyvKlisUFGSmE6bVndpXpo+IpM/Fl7Jm5gyfaylVKlJ6eq/oHN25TeyN8ePQX5sYN+JCMg7sJSbZu9KOKSqaiU8+x/ali9j6+wLKHKW0H3gOAy69goj4IBVF8KchAqS60hhEcBPVVhR0WPM2bPhEFNBodwFc+BxEd6i+JLouEvreBB1Hgy1b9LLSmsWDvssBSj8PreYkiO8OGdt8xwbfI1bm6kqlEg2TA+3LMsSIoDGqLbQbUff7NAUavVyZqoLH5eGPmXux5lWk4P615ChDJ6Xicrpx2JvhKqUkSTViio5l7H2Pij5VJTbCdQb0ltD2qTp27BiTJ08mJyeH2NhYhg4dytq1a4mNFXtQjxw54tUj85xzzmHGjBlMnTqVp556itTUVObMmRPyHlUACk+gnehnqcLCQiwWCwUFBZjNzS/XXaqZvPQTzP3PK2Qe3A+IYKPXqLEMmDAJg6WaEt+nSdu7hxlTH/Y7dt2//kN8Snuf4y6XC1teLqXFNtRhGpRqFV898YDPKlW5i+64j+4jKtK+irKzWDvne3YuW0yZ00FcSjtG3HwHcW3aERYejjUvl98+eIuDmzeceo1KrWb8w/+gdbeeXqtIm379maWfBf4EZ/yDT6JUq2jfb5DfcbfLRXFhPh6PB53R5NWEuVlwu6HohKhmZ8sSKy7GOP/7s2qq8AR8cQlkn1bOXa2F/1sOcZ1qfi1rFhxZA6veEOmLKcPEHq2IFLFyV1n+Efj5fjiw5OT9wkWPr0D9mWqqrBQWPQPr3vMdU6rhmu/FKlXfG2vW00tqlhz2MhZ/tpMDW3yL3SiUCsbe3R1zrI7IeNn3SZKaGrvdzsGDB0lJSUFbhw+Qz3RVvT81jQ3kSpV01inKzeaHF6dSmJV56pjb5WLT/J/RGc30n3AFqho2V3XYS1g3J3AFmg2/zGbUnff5BBoqlQpzTCwgPmlx2u206dWX3auW+VxDoVCS3KX7qe+tuTnM+tezXml3mQf3890zT3D186+S2KETxsgoRt/9INbcHNL27kFnMhHftj2GyCjUYd5peZWvfbq4Nm0pyEynw6ChAc9RqlQYIxu/oXKduN2Q/hd8NfHkfquTUkfBJW/VfQ/Y8Y2+ARWIkujLpom9Vw6baEy7Y7ZY4epxpQhIdJWC+uJcWPw8bP6i4tjmL2HbTLh1EbTo4X39iFYw6VMozhYpe1rLydTIev4HVB0uArljG+D4+orjSjVM+gLiuoj+Wk2pKXFNuF0Vfb3KSsGSJNJJq1qpctigJB8UgC66/u9tM2K3Ojn4l//qoR63h4KsElq0ax6VWCVJkoKtmf0XUJLqLz89zSugqmz9Lz/SZfgIzDE1+1S/zOEgP91Pw9eT8tKO4yx1VLt6E6bVMvTq60nbu5uCjEq9FBQKxtzzEIZKxTiyjx722ccEomz6si8+4rLH/4nOZEZvtqA3W4hrU3WFO2NUNB2HDGfPH8u9jitVKgZefhUanR5DZO1W75qNwuPwxQTRd6myvQth1X9Eup66litvHg9snxV4fN/vYkXsp7vh8OqK46vfgqEPwTn3VjTrLUr3DqjKldlh/qMw+Rvfxr66iND0OjInwuQZomT74T9EsNb6HJFW2BwDizKH6B/2/Q1QkieOqcJg+BPQ7xbf99XthrwDsPRl2PWLCCh7Xg1DHgheY+Amzu32BMoUBkRgpdHJEuWSJJ2dZFAlnXVyjh0NOOYoKcZZRcnz04WFa4lLaedVQKKy+HaphOlq9sBpiY3nqmf+Reah/RzYtAFTTAwdBg7BGBXj1dz40JaNAa+Rtnc3Trsdnanmqas6k5nzb7iNNt17sf7nWRQX5JPYsTMDLp2EITIKQ2Skz+rWGSNjh29AVW7TZ6LHVYT/ru0BKRRVpw5qzWJ1pHJAVW7Vv6HzuIoH+gNLA1/n6FqwF/g+/IeSMU58JQco696cFBwVJeJdFWXBcTlhyQsQ20n8HirLPwz/GyHecxB72zZ8Ant/g5sXQEQVfcrOEBqtmqgWBnLT/BfBSexwhn74IkmSVAMyqJLOOlGJSQHHwrQ6wmqxJygsPJwBl0xk9x/LfRr0KlUq+owej/r0fS9VMEXHYIqOqbI3lb6KEvIanR5FHcqEGyIi6Xb+haT07ofb7SJcp0ejq9lmfafdjqusDI1Oh1JV0eC2pKiQkqJC3C4X4QYDxshoFIoalDEuc4CrVBRGUNawYW5dlBRU3WTXWeK/H1Z1inNFP671/nuF0f92WP9x4Ndv+BRa9Bbl3lVVBLMKhfg6W1kzIGsPbJsl/qz0vEoENjXZC+fxiBTKygFVZcumiQqM5b3UykpF/63ygKqygmMisOp/a91/lmZCb9YwbHIHfnpjs8+KVUrPGIwRzWw/pSRJUhDJoEo660S2SMIYFY01N8dnrM+Y8V6pdjVhSWjB5U8+x8L3/oM1NweNTs/Ay66iTc9eOO128tPT0FssNQ5SqtO+30BWzvjMb8W+XqPGoj+txHptnN7ktyrFhQVkHznExrlzKC4soG2ffnQZNgJTTBy5J46x8N3/kL7/b0CkGF5w610kd+3hVQ3Ri70Q8g7C2vdEwYXWQ6DXZFFKPJjBldMOmTvEXqXe1wU+zxArHtZry5oB+5fAoLth7bveY0l9RQPjNf8N/PrinJN9rpTQ9rzA57UfCbrm06MtqIrS4Ydb4fCqimPr3oUBd8B5j1cfWNmyAjdXBvHn0FUpoC7Jh78XBD5/x2zocZUoq3+Gi2ttZuJjfVkzez9p+wvQmTT0vjCZ9v3i0ZnO0BVtSZKkGpBBlRQ0LqcTa14OaXv/xpafS4sOnbDExtfqQb0hmKJjmDT1Jea89gJ5aaJhqkKhpOt5F9B79HhU6tr9tQjThNO6ey+ueWk6pTYbSpWaxR+9w8oZn566dudzz+Pca24KSqNiY1QMY+5+kF/ffcMrsGqR2pFeo8bVuMhGfdhtRfz50w9snDv71LH0/X+zaf7PXPXcK8x59QUKMiv2hllzc/jptRe5+rlXSOrU1feCjmLYMQd+ubfi2OE/YO07IrXq9IIM9ZGzFz6+CNxl0O0KUe0v+2/f887/B5jqUBo+c7copT7oLrHn6cAy8fO1GSpWvxzF0P5C2Pqd/9d3n1RR8MEYD+dPhaUvep+ji4RRL9e879WZxOMRe5oqB1Tl/vwAuk2EVlUEVW437F8KsR1hV4BzYjuJ8vXllOqqe29pzeKcs0BYuIr4FAuj7+hOmcOFQqFAb9HUbBVakiTpDHZ2/FdACjmX08mxXduZ/erzuJwVKTUtUjsy/qEnMUXFNOLsfEUlteTKZ/5FSWE+DrsdvcWC3hxBuL5uq0kKhQJTVAwqlZrZrz5P+r6Kh3SPx83OFUtQqlScf9MdaOpZylSj1dJ+wDncktqJQ39torgwn9Y9ehOZkNhgAaw1N9croCpnt1lZ8fWntOs3kE3zf0IVFkaHQUNJ7NAJl9PJrj9WENWyFbrTe1rYMmHeg743ctjg53vguh8rUrHqw14Ivz8rAiqA35+Byz+ENe+KMuQej6iYN/wJ6HyJSMGrrfLqfWvfE2l+rQaDWgO/TRUrJPdugmGPiMDg9L5PUW0huVLqp9YM/W+DdufBmvfAlgGpF0GXCWdNcQQftkyRihfIn/8TK4KBPlxwFoviH0PuF1UXHX72B4142nuvmiEaBk2BOXf6v+bAu5pnsQ6gpMiBvdgJHgjXq9Gba5bCpzWEgUEWpZAkSSongyopKKx5OT4BFYgeTutmz+S862/16o3UFBgjIzEGuaqdLT/PK6CqbOeKJQy87Eo02vo3xtVotWhaJBLZov4NcO3FNkoK8rHl5xOu16O3RFQbnB3csqGKsY10O+9Cjmz/i+HX3cLOFUtYPXMGYeFaOg0ZhqPY5htUZeyoCHROl/aXqM4WjKDKYRUrYOWKc2DmTdDnRrEnRq0VK1emFnUvDx7dDsLNUFooihkcrFRVse35oI8RD/P/twwWPyfSytQ6kYo4+B5R1rsyfSTo+8NlPcQeoDB93YK9M4XbLX6PgZTmiz9LgX5/Ko34/S6dBhM/goX/qNhbp7XAeU+KlarTtTsf2l8E+37zPt73ZojrXKcfpTG53R5yjltZ8sUuso+K9zMyQc9513UivrUJVVgI9zNKkiSdgWRQJQXFib93+wRU5XYsXcSASyZijq2+THlpsQ1rbi77N/2Js6SYlD79scQlYLBEBHnGoWHNE/u0FAolKPAqXuF2uXCUlDTW1Pyy5eWy7KuP2f3HilOphFGJLbn00alEJQZu4upxV1VX2YNCqWT4dbfwyxv/wlEiVmNKKODPOTM5sv0vLn1kqncqZKCCARU3rPHPVCWFUqwkOSv9HkqLRLremrdh8L3Q/oL63cPUQjTD/eoy7/tEtIZxb4DuZB+f2I5w2QciHVCpFl+OIig4IVZJTl/5UIfXrLx7qVXsBwo3ixLhZxpdBKSOFtUZ/ek2qepVI7UGBt4JH10gAqpBd4O5hQjW3GViL53ZzwcfpgSY8I4IwLbNBFU49JgEllZiJauZKcopYfbrm3CWuk4dy0sv5qd/b+aqqf2JSjzz94dJkiQFkwyqpKAoyvHfEBKgzOnA5QqwClGJ3WZl6+8LRBGGk9b++B1tevVh1J0PBGU/UqiZY+IYd/9jKJQq3G4XYZpwti//nX1/rkGhUKLR6qq/SAMpczj48+cf2L3Kuz9V7olj/PDi00x+8XVMUf4fFlN69fX6PVXWqnsvnKV29qxZeSqgqix9399kHTrg/ftM6C4q2flrghPdDrQRNf2xqmaIE6lai572P97rmvrfQ6WGlv3h7nWibHruQVGCPL6L6PVUzlkC1izY/zsUHIfEXiLAWvICdBgtelZF1qKce3GuWPH7402wpotmvP1vFQ/9Va26eTyigl36VrG3LKE7xHb2XTFrKsJ0ohHxjlkiIK4sMkXsXatOdHu44FlY/CzMf6TieJ8bRepfIOUl5VsNqsvMmwy3y82uNeleAdWpMbeHTQsPM/zaToRpar9a5XZ7KC4oxe3yoApTYrDIioCSJJ0dZFAlBUVix8DpL5b4BMLCq99vUJCZ4fdB/dCWTez9czW9LhrbpDdDOx2lFGRmsOijdyi1iX0a6jANAyZMIiK+BUU5Weib0IqbLT+PrYv8VzQrysmiICM9YFBljI6hxwWj2brY+/VhWh3n33A7bo+bxR+/F/DeO1YsoU3PPhXl3w1xMOwxWP6K94lKNYz/L5jiK44VHhcpgfuWih5SnS4WwUpYDQJWpRJ6XCmq853eA2rMa2AJvDpXKyq12PMUaN+Ts0Q0AZ55I7grPdjGdoJL3oLvroN9i+CWBWCpQf8jewGsfR9WVHr/0reJPkq3/iYCpUAytsPn4ysa4AKYk+DGn0Xw0RRFtoHbl4pGvLvnirTN3teJVaeaBIO6CBFwdh4HB1eKNM2UYWI1qiH7fjUSp8PNib/zAo6nHyjEUVJW66CquLCU3WvT2fzbEexWJ8bIcAZe2pY23WLQGs/AVVNJkhrE8ePHefzxx/n1118pLi6mffv2fPrpp/Tr1y/ga5YtW8ZDDz3Ejh07SE5OZurUqdx0000hnacMqqSgiEhoQVybdmQe2u8zdt4Nt1e7yuTxeNi2eGHA8Y1zZ5M68ByMEY3/wFNSVIjDXoJCoURvtpzaK1aYlcmc117wSvkrczpYPfNrxj/4BH3HXoZG15RWqkopczoCjudnpNGys59KfYDOaGLIVdfRrt8A/vx5FvaiIlr36E2vUeOIiIvHmpeDWqPxu1IFYk+YVz8trUmkZCUPgBWvi+a4SX3h3Ichql3FeXmHRQCQf7ji2O//hCu/FCXGa1IswJQgilPkH4G9v4tiEKkXirS92pbELsoQQV7+YZHeZ04U16/2deliL5f7tJWCrN2iKmDXy+Gvb8T8+t1c/fWsmd4BVTlnMcx9UKQj+gsWCtPgm6u9AyoQP9Os2+DaWU0ztU2pgphUuPRtuOjFiobLNUmPLKc1i6+Y1NDNs4lShSkxRetI2+en7xagjwhHHVa7fXulJWWs++kAO/9IO3XMmlfK4s92cc7E9qT2j0NvDkepbLofjAE47GUUFzpI25ePq8xNYvtI9BaNKMwhSRKuYiduqxO3vQylTo3SEIZKH7q/H3l5eQwZMoTzzz+fX3/9ldjYWPbu3UtkFXviDx48yNixY7nzzjv5+uuvWbx4MbfddhstWrRg1KhRIZurDKqkU4oL8nG5XITrDbWuUGeMiGLCY1NZPXMGu1YuxVVWhiUunuHX3xbwwbwyj8eDLd/PJ6cKBSk9+9Jl2PnYi6x4XC4MkVEo69G3yFlaSklhAW63m3CdDp3ZUrPXOUrJPnyIJZ9/SPrePag14XQ7fyQDLrkCQ1QU2xYv9GkAXG7Tr7/QqluvOs85FNThWsLCtThL7X7HI6tokgygt0TQts8AEjt2xV3mJFxvQBUm/mHVR0TR44JRrP3Rf9nw7iP8/KOmjxKBUVI/0Ww13CgKOpQrtYoKepUDKhD7rX64Ce7ZIFYwaqI8jatl4E+5qpV3CGZcJQKhcjGpcM1MiEqp+rWHVwcuzLHzZ7j8fyKo2jFbrKxVfh/8ObIm8Nix9aLPkr+gypohUv/8ObEZirOaZlBVTmOo/r2RfKjVSnqOaMnf69L9jvcb3ZrwWj4klRQ62Lk6ze/Y+nkHscToUGlsJKZG1CmtsCGUFjvZvTadVTP3QqVM5K7nJjLgkrboZR8u6SxXll9K3qy/Kd2bf+pYeGoEkRM7oA5R8+9XXnmF5ORkPv3001PHUlKq/m/s+++/T0pKCtOnTwegc+fOrFq1ijfeeEMGVVJo2fLzOPTXJtb/8iMlhQUkd+nOoIlXE9kiqVY9m0zRsYy4+U4GTbwad5mLMK22xvuglEolqQPPYd/6iodDhULJRXfcS+6JY/z+0buUFtvQGk0MvOxKupx7fp1S6QqzM1nzwzenAr+4lHaMuPkO4tq0Iyy86n8Qco4e4Zt/PnoqcCpzlLJl4TyO7tzO5U8+S/bRwwFfm5+RhtNRipb6b/625uVRVmpHqVaht0SiDqvbJ0TGiEj6XHwJ62Z/7zMW2SIRS2y8n1f50hp8H2pVKhU9Ro7m7z/XkHvsiNdYzwsvJiKhigqIugj/x4uzRaqXPy4nHNtY86CqvopzYNat3gEVQPZekdJ33SxR8CAQW1bgMZdDrLyAqEYXyv5H5XuS9FFwzn0i/dDlEOl0B5aKRslNmatM/LnweER1yDOxMEeIWOJ0DL+mAyu+3VtReEYB/ca0Ia517fufFebYvQKRypx2F263hwXvbOXqqQOISmyagXBBVgmrvt/rc3zHyhO07BxF+z7VF1uSpDOVq9jpE1ABlO7NJ2/W30RN7hSSFauff/6ZUaNGMWnSJJYvX05SUhJ33303t99+e8DXrFmzhpEjR3odGzVqFA888EDQ51eZDKrOcsWFBSz97EP2rFl56tieNSvZt34NV7/wGglta5caExYeXuOH8dO17NwNc2wchVmZAPS8cAzHdm1nx/LFp86xW4tY/uXHlBQWMGji5GoDocqKcnP44cWnTzX8Bcg8uJ/vnnmCyS++Rov2HQO+tsRaxLIvPvK7EpVz9DA5R4/QuntPDm/d7Pf10S1bEVbP/lT2YhvHd+1g2RcfkZ9+AnV4OD0uGE2/8ZcH3PtUFVVYGL1Hj8dRUsJfi+bjdolUtIT2HRh736P1Lgxiio7lin88T9rfu9m5cikanYGeF40hMiERnakOTWtdZVVXAbQH3iMSdLYsOBagrHzaX2DLrjqoaj0k8Fhsx4rVo4F31iylrdXgwGMt+wcOVM2JYp6XfQBLXoQTz4rjCgV0vjTw6+qqOFfsJ1OqRGPj+uyRLDgKGz+HLTPEn4vuk2DA7WKfnVStcF0YHQcmkNw5muyjRbjdHmJbmdCZNITrav9oEK6revVJpVbgcXvYtuwoQ69MRaVuWqtVbpebbcsCrNoCmxYcpmWHSLk3TDprua1On4CqXOnefNxWZ0iCqgMHDvDee+/x0EMP8dRTT7F+/Xruu+8+NBoNN954o9/XpKenEx/v/SwaHx9PYWEhJSUl6EK0FUMGVWc5a26OV0BVzlVWxpJPPuCyx/9ZtwfgOjDHxHLlP6ex5ocZ7Fq1nJTe/Zjz6gt+z904bw7dLxhNRHwN9q+clHVov1dAVc7jcbP8y0+49NGpvv2TTnLa7RzfvSPgtQ9s+pMBE67kj++/9ltafsiV16LV1+/T2aPbt/Lz9JdOfV9WWsqm+T+RcWAf4x96sk5l5w0RkZw7+Ub6XHwJdquVMK0WncmMvoYpkdUxRcVgGjSUdv0GoVAqUdanv1K4STTHLe8pdLqWAwK/1u0Obm+nUj8NY73Gi6oej2wtKsgdWes7du7DsPxV6H+7/35J/hjjYNijsOI17+NhelHGPVDxBUMsXPouLHwSsvZUHPd4YOcc0EXB6JfEdeqj1CoKZyx6Gk5sAmMCDHkAuk4Qc6+tguPw+SXefxZWvwXbf4BbFsrAqobCwtVYYtVYYuv/gGGICEdv1lBc6LtPM661iZwT4u9M9jErZQ5PndvAhYqrzIM1rzTgeHGhA5crSK0dJKkZcturruJc3Xid7+t2069fP15++WUAevfuzfbt23n//fcDBlWN5SzuICkBHN7mf2UFIG3vbkqLq3l4DDJLXDwX3Ho3t771IWFaHZ4AKxOusjLs1sJaXXv/xj8Djh3fsxOnPXCqk0KhILyKoMgQEYXebGHS0y9hiqlYodAaTYy9/zGiW4oqcLb8PIpysrAV5Ndq7tbcXJZ98T//c9+9g6KTq3u1VeZw4Ha7MMfGkdAuleik5KAFVJWp1Or6BVQgKgCOec3/WOpF3uXKQezLytkPy16BmTfA6v9C7iHf4hB1oYsUPa/8USiqryBnjIMrPoNz7gfNyZTQ+G5w9Tdifld8DOc/WfP9TFqLqHx341yxLy2hOwyaAneuEuXRA77OLOZaOaCqbMuXoghGfR1eDZ+OFvu73C5RCOPXR2HhU2L1qrb+XuA/uC48AVu/D87vWKoVgyWci+/uQVi49wqU3qJh4CVt2bZUrAJFJRlRa5reo4dao6R1t8B/3xLbW9Bom9bqmiQ1JKW26k9CqhuvqxYtWtClSxevY507d+bIkSMBXgEJCQlkZGR4HcvIyMBsNodslQrkStVZTx0WOLVIoVCKJrYNLCw8nLDwOOxWa5XnqTW12xRprCJFTmswelejO40+IoJeo8axbrb/wgsdBg5BpVaT1LEL17zwOiVFhbjdbnQmM8bIKOzFNnavXsHq778iLz2NqMQkhlx1Pcldule5EugoKabM6cRRUnwqLdKftH17SGjfIeD46ew2K3lpx9k07yeKcrJp1b0nXYaNwBIbX+X70OhaDYKb5sNv/xCFFPRRMPge6HWt2FNTzlUGR9fCVxMrGgvv+gWWTYMb50FS7/rNwxgLPa+BLV/5jnWdWHXqXzlzC7jgaRh4hyhaoTF4/wxVKc4V+7qcJSJFz3iyFHjKuZDYWzT/1ZhEo9vqFJ4IPOZygqOeH6wUpXv3gqps20w495HalTG3F8DWbwOPb/8B+t5U8/dSCgqFUkFsKxNXPz2AE3vzyTpaRGSCAa1BzbIZeygudKBQQI/zWqJSN71/YxQKBW17xbLh10OU2rw/cVeqFPS7OIWwcPnIJJ29lMYwwlMj/KYAhqdGoAxRauyQIUPYs8f7g7+///6b1q0DtCwBBg8ezPz5872OLVq0iMGDq0iVDwL5L8RZrnWPXgHH2vUbiM7kPx2uIegtEUTEtyA/w7eiVGzrlFqvqHQYNJTV33/td6zPmPFVps+pVGp6XnQxR7ZvIW2v91/uC++4zytgM0ZFe33vLC1l66L5/PFdxQN47vFj/PLvaQy//lZ6jRqLOsz74bekqJCswwf586dZ2PJzueCWu1CqVKf2PZ1ObwlcWvR0jpISdixb7LXydXzPTjbOm8PVz71KbOtqKtc1pnAjtBkiSn2XlYjVImO82KNTmTUdvr+xIqAq57DBrFvg5gXeva9qPQ+TCIg0Btj0mVgVU2lEr6Thj4uVo5pQhdW+yW7uAZh9lwgaQax0DXtM3NsQfbIsfC0KolTVB0ulqX91PXuhb8XGyk5sgrgapjkCKFSikEYgam399mpJdaZUKjDH6NAawzBYNKz8fi956aKtQrhBzcgbu2AOQqphqJiitVz+SF9Wfvc3x3aLPZoxyUbOu6Yjlrj67YmVpOZOpQ8jcmKHgNX/QlVW/cEHH+Scc87h5Zdf5sorr+TPP//kww8/5MMPPzx1zpNPPsnx48f54osvALjzzjt5++23eeyxx7jllltYsmQJ33//PfPmzQvJHMvJoOoMZcvPpaTIikIhUtAMEf4fug0RUQy/7haWf/XJaccjGXbtzWh09dxLUQ/GyCgufXQq3z//FCWFBZWORzPugcdrXf3PFB3DqLseYOH7b4o9Iye17NyN7iNGoVRVndphiormkkemkp92nINbNqI3WUjp0x9jZGSV/aeKC/JYO8v/J+t/fPcVqQPP8SruUWqzsWHubP6cM/PUsZ0rFpM64By/+99UYWEktKt5k9bigjyWf/mxz3FHSQmL/vdOg+6jq7Pq0uKK0n17L5XLPSBWeSoHVdZMcDtBrav5qokpAS58DgbfLYI1jUEEeDVpQlxXhSfgi0tFj61yDqvo1aWzQJ8bax9QmBNFcQx/KYC9rqvbnqfKqts8E17LP2vhRlHA4+AK/+MD7hA9q6RGo9GqSewYyfj7elFc5EAB6EwaDBFNu0+VQqEgqoWB0f/XDbutDI/HQ7hOjU6WUpckANQR4URN7lTRp0qrRmkMbZ+q/v37M3v2bJ588kmef/55UlJS+M9//sO111576py0tDSvdMCUlBTmzZvHgw8+yJtvvknLli356KOPQlpOHWRQdcYpczrI2L+XBe+9SX66SOuJbJHE6LsfIL5tqk+J9HC9nm4jLiK5aw+2/DYfW14u7foOIKV3P8yxDVc+trwJ7ekrNjHJrblu2n/IPnqY3ONHiUluTXTLVpiia5/ao9Hq6DBoKEkdu3Bo6ybsViutu/fCEpeAISKiRtcwRkRijIikZeduNb6vLT8fV5l3OklUYktSBw1BE66lzOG9sdtWkOcVUAHsWrmM8Q8/RfaxI+RUKt2uUquZ8Ng/MUbV/P1I27sn4F61tL27sVuLGiyoctjtWHOz+XvtKgqzskjp04+Etql1+v16KQu84RwQARSIKn0HlorCEAXHxL6mC5+D+O6iIXF1wnQNV8YdROCTHyCPfOnL/veWVccUL5oDz7xZrBqBCMy6TYLzHq9/kQpdFLQ9X7zPp1NpxP6v2mrZD1JHw94F3sdbD4F259VpmlJwqVRKTFFaTFHNb4UnXB9W6z5dknS2UOlDG0T5M27cOMaNGxdw/LPPPvM5dt5557F5c+C6AaEgg6ozTEFmBt8//w/croqH+Ly043z/3JPc8NrbRCW29HmN1mBE27Y9F94+Bbfb5RPYhJI1L5fMg/v4a9GvAHS/YDQJ7VK9ynmbY2Ixx8TStnc9GrWepNFq0bRIJLJFLR8860FVqY+UUqVixC134nI62blyKaU2G0W5OfS5+BIi4hJQKJUc2+VbZbDM6eDX/77OsOtuwRwbR9rePZiiY0jq1BVTVHSt+om5AzQoPjXucpF15BD56SfQmyMwx8bVOchxlpZSXJBHYXYWCqUSc3QshsgoVGo1ztJSDmxYx7y3Xz+1crhtyUIscfFMevplLHH1SM+zJInUutPT/wC0EWIlw14Eq96ANW9XjB37Ez4dA5M+h86XBLdiYDCk/RV4zJoh9ljVRWQbuHamCDIdVlGIwxArClnUly4Cxk6Hzy4WK4jlFEq44lOxuldbxni45C3I3AkbPgWPS+yjSuguVhAl3C431vxSso9asebZiWttxhyjRW8OTYNOKbhKS8ooKXLgtLvQ6NTozWFyT5ckNXHyb+gZpMzhYOPcOV4BVTlXWRmbF8xl+PW3BmwWq1Spqk2BCyZrXi7z/zudozsqHhQPbFpPUqeujLv/sSoLSzQneksExshorHk5DLnyOg5uWu9ViXBL+gl2rljMNS/9m+ikwPtb7DYrv33wFre99RGtu/eq83xapAbuxxXbOoWMg/v59e3pp44ZIiK5/KnniW3VBkUtUsvsNiu7Vy1n2ZcfnSozH6bVMfruB2jTsy/F+XnMf2e6VyomiA8GVs74jIvuvB9NXXt7GWJh+JOw5HnfsdH/EoUd8g/D2nf8v/7XR0WJdksdgu8yB5TZIcwAwf77FF1Fmme4uWaFKQIxxISuuEN0O7htsSghv2+xKI3fdQJYWkJYHX/Hpnjx1eZcwHPWNv51u9zYChwUF5TicnkwRoSjNYaRc9zKL2/9hbO0Yh9mbLKRMXf1aJarR2cTa56dld/v5cCWLPCIvWodBycw8JK2GCwyKJakpqqJfQwr1VSZ04n7tLLBDnsJaXt3B3zNib934bTX8ZPsEDi2a4dXQFXu+O4dHNm+tRFmFBrGyCgueeQpdBYLEQmJfku7O0pKWDnjM0qLi2nZuWvAayV27IKmnv2uDJZI+l9yhc9xlVrNudfc5FVQA0QZ+B9enIo1J7tW98k6fJDFn7zn1bfLaS/hlzf+hTU3h2O7d/htpgzw97o/vPbR1ZrGAP1uhqtniNWLcJNIGbvxF+h4sdjnk73XJ6A7xZpZ+2bCpUWQthV+uR9mXAlLXxT7t/x8yFFnLXoGLoIx8E4RLDZVlpbQ/Qq47D0Y/ijEpAZn/5lK3fABlaMY8g7BsY2Qvh2KMqp9SSiUOV0c3Z3Hdy/+yQ+vbGT265uY8ew68tJtPgEVQNZRK+t+2o+zNDT9ZKT6s1udLPl8Fwc2i4AKwO32sOuPNNb9fABHiHoBSZJUf3KlqpkpzMrk0F+b2L9xHYbIaHpeOIaIuATCDQbUGg3m2Diyj/qvtGWJS0CtCU5qX3FhAe6yMsINBsLCa/+pZ2mxjS0L5wYc37zwF9r26Yc2QDPe5kShUBCf0p4bXvkvG+bODnjegY3rKS22oY+IZNDEq32KW4SFaxl56131rsgYbjDQf/zlJHfpxro5M7Hl5ZLUqQt9x13G8i8+ojDL9wGxpLCA3PQTXj24qlJabGPtLP/l5/F42LNmJWHhgT9x9bjdPh8aeN/AKsqGh5sDP1Dro6DTWEgeKFaPwrTeRSg01ewVUtbin0dnCez8GX66u+LYkTWw7j246df6l3AvZ04SgeHXk0S6X7luk6D/bTULLlxOMd8w3Vm7ulMvtmz483+w6t/gOrkfMrodXPklxHVp0MqDRTl25r2zFY+74sOBcL2a7GM2n4Cq3N71mQwY31amkjVRxUUOju72/4HO7jXp9B3dGk2I+gFJklQ/8m9mM5KXnsZ3zz6OLa+iWea2xQs474bb6TbiQsJ1egZMmMSBTev9vr7/+MvrFABVZsvP58iOv1j/0w8UFxaQ3LUHgy67koiExFrt6/G4PbjK/Ox3OcldVobbHWAVoRlSqlQYI6OqDCQUJ6tiafUG+oy5hFZde7D+lx+x5efRqltPeowcgyXOu3hImdOBo6QEdVhYrSo16sxmUnr3+3/2zjpMzvLqw/e4y7pbkt24uwtxIwR3l1LaIoUaUGipfNBSWmgLbZFSXBNCQhIIEeLunmyyyWZdxn3m++PNymRkbTbG3Fx7XeR55pWZnZl9fs8553fIKOqBz+NBrlJjrqrk5J6dEY+xVFW1+vxetzusFX4Dpw/uZewNt0WcT8rJC/98bDVQvhvW/VVw8Os6SailMeZFrn+KlNKWkC9EtML1YUrv1zYHOWslfPlw6LjHAQt/ALd9Ed5Fz2kSnofPLQhEXUb0RblYLNzbfauEBrpOk/DcNSlC7VI0PE4wlcCWN6B8F6T2FoRYQl5sHQsd9ULUTiQWXBqj2Z9fagQCcGgJrP5j8HjNMXhrFty/Boy55+dW/AH2rz8TJKgA5CopDrM7wlFC1MPnjV5XGefCYY/yuwv4A7js8UhVnDgXK3FRdZHi9bhx2WxIpFKUWh1uh4M177wRJKgaWPX2vykYOASFSk1SVi4Tb7+X1e+80djTSCyRMvGOe8OaVLQFh8XM6nde58B3TS5eB9eu4sjGtdz42z+R1qX1tt4KjYZe4yZRfvRw2PmeYyei0rah184Fwu/zYauvw+/zIZHJUGi0yKJEAwuHjYpor140cmxjFEql05PTux9pXQsbRU9z0erzejFVVrB9yUJOH9yHNiGJYfOuISW3oE2RLKWm6TWWKRUoNBpctvDNXpNyWr9YlCmUpOQVhI16AaTkdUGXlEr+gMGc2LkteFIkYtKd94f2DXPUC9GB5sYS5bth6+tw9zdt63UEoM2Aa96CD26A5lExpRGuerVJjDnqBdGjNIA0giiuOtQUtTiXygOCvfu5oqruhNAU9+g3wmJdlw5Tfw/dJgv26JEQiQSHv7a4/Pn9cGoTvDNfaDQMcHI9bHsDbvhAEKctWZ+3hM8NVYdh2S+heLUgpgbcAmMeBmOUXlgA5jLBIEMiF173jvbG6iws5UID6XA46uD01vMmqnw+P7WloZ9Va52ThPTIGyxqvRyZ4vzVzsZpG6oWGqjGo1RxOkogUtr795yWTLxaQ/zTeZHh9/saF8snd+9AqdUxZM58UnILOLZ1U8TjTu7ZSWJmFkqtlj6TptFl8HBqTpcIfTeyctAYE6JGSVqDtbYmSFA14PN6WfHGq23qbyQSieg2eDjbFy8MiWjoU9IoGjEGUQec19xOJz6vB4VK3WnmG9a6Wvau+pptXy7AabWQkJHJ8KuuR5OQSGJGVlhLen1yCgOnz2HH0kVB42qDkdHX3hwSSZQrVaAMjSJUnSzmw1//rNGKvubUSU7u3s6o625m0IwrUajbboOtSUhi+FXXs+acnmUgGFjoW5n6ByBXqRh59Q0c27YppG5JIpXSb9I0NEYj0x74CfvXfMvWLz/HYTGTWdSD8bfcTUpefuhJLeXBgqoBlwWW/lxw7IsmRs5FKoOCcfDgZtj7iSB+CsZB4RShIa6tGk5vERwC7TVQMAFG/gCM+aECJBAlVRHgXAt70xn479zgpriWcqEx8Y0fCtbolnJwWwQhp0npmNCwlsNn9zQJqgb8Pvj8PnhgrVDz1BGqj8K/JzaJS68Ttv4HilcKKYv6ME2OHSYoXgXLfgWmU0LKZe+rYfLTHb+fzsDnFnqFRaJsN/SZf15uRSIVk1ZgoGRf8Eab1+3HVu8irUBPRbE55LiRV3VFY4ybHVysqHQykrK01JRaQ+Zyeyeh0sVTduO0D5lMhkgkoqqqipSUlDYZT13OBAIB3G43VVVViMVi5B0ok4mLqouM2tLTvPfkT4MMJRa9+Aeufep3EXsLAXhczsb/lyuVyJXpGNNCi9YttTU4TPW4XU7UegMyhRK13hBk+x2JaKlhZUcO4rLb2tTfSJecwrVP/579a1awd5WwW99r3BX0mTi5TQv45tjNJqpLTrD1y8+xm00UDBhM7/GTMaSmxfQLxGGxsPK//+Zws2a8dWVnWPqPvzDh9nvZsXQRE267h4T04GiCUqtjxNU3Ujh8FNsWL8BptdJtyHAKh49GplRSduQQlSeOoU1MJiU3H21SEmJxsCi0m00sf+1vjYKqOes/fo8eo8a3S1RJJBJ6j78Cv9fLpgUfC+9BkYiug4Yy6a4HIjaQjkRCZjbzHn+K5a/9DbupHhAE84yHHm20S9cmJDJkzlX0HDsRAn6kcmXkSNuxbyNf7PhKcNa3TVSBUGeV3A0m/Bys1YI4UhmFc638HWxtJjBrjsKu9+DuryH9bJ8yWw147EJNjUgcKp5ASDNUnfPaVewNFlTNqT4EtkpY8RuwVYFYAr3mwZTftF9o2KqEFMVwOOqEuY6IGJcFvn0ufLSu5hiUbg8vqk6uhY+apYH6vbDnQ6jYA7d+fvHZo0vlQoqmJUJqa8P7ohV4XF7sZg8OixuJTIxaL2+Ts5tIJKJoWBrbl53E5wl+321ceJxrfzGEnV+XcHBTOX5vAI1Rzsh5XcnrmxxfTF3EqPUKZjzQlyX/3E3tmaZIZEZXAxNu7h7vnxWn3UgkErKzszl9+jQnTpy40Ldz0aFWq8nNzUXcgQ39uKi6iHDabax6+z9hHfpKDx0gvVtRxHS5/H7RC+EDfj+VJ4tZ+MJzWGqE2hiRWEzfSdMoHD6KpKycFnsRSaL0rxKJxIhEbX8j6pNTGHbltfSdOJUAoNYb2h1ZclotbPniU7Yu+qxxrOLYEXZ8tYgbn/tTVLvytmI31QUJquZsXvAx4265i+/ee4vpP3gEuSo40iSVy5EpFKR3K8JuMlF6+AA5ffqx6MU/UFF8tPFxcpWKq3/1W9K7FgYJK6fVStXJ4vA3FghQfvRQu/twqfUGhsyZT48xE3DbbUgVCtR6A4p2OA7KlUq6DBzCLX94CYfFjEgkQqXXo00IrlUSiyXoWrDPd9ntiBJ7IDfmRRYjtDOlwVopiLINfxdqlLpPh/43BQuqBjx2+OpncO2bUH1YiLCU7YQhd8O4x2H1/wU/XiyBOX8LFQcn14e/l+whQrTmix81jfl9sPdTIbXulk8FG/G20lK6R5QNm1bhNIdv7tvA3s+gx+zgejFLufD6haNyvyDGLjZRpU2H8T8LXz+nNELOsFadxm5xs3N5CbtWnGqsHdUnq5jxQF+SsjStFj26JCXzHhnI8tf3YakRNtYUGinjru+O2qBg7PVFDJ6Rj88bQKaQoDHK44LqEsCQouLKhwdgM7lxWNxojArUOjkq3fnrIRnn8kSr1VJYWIjHE7mm/fuIRCJBKpV2+PsxLqouIlw2a8Ro0O5vvmLGDx/j098/HdKHqmjEmBZ7Oplrqvjo2V/gdtgbxwJ+P7u/+QpdUhL7v1vJuBtvj3qevL79I84VDBrabqc+sUSCplmz3/ZirasLElQNuM6K1Vk/eRylOjZ1WtUlkRb2YDfVI5XLObp5I45bzCGiqvzoIT5+7snGhW7fK6axZeGnQYIKBJv1T3/3NLe/8ErYVMKIdPBLQSKVYmjL9aLdiliMLim53c2DLTXVlOzdyd5VK5BIJAwY/RvS1Ta0Xz8CXlfTAwsmCIvatmKrgkWPwKFmTpQnN4A8ynv55FrBee+tWU1jW1+HcT8VarS2vi6ksmUNhrGPCT2ZziUxP/y5B90hRMjCUbFHqMNqSVSZy8B0WkhTS8wDXebZRr5GIQJ3LnJN+xrwNkcsEWrOPPbw89rU0Pelxw51ETYHQKgByx/dsfuKNSIR9JwN9adgw9+amksn5MP17whpoy0Q8Ac4urWCHV+XBI2bqx0s+Mt2rv/lMHRJrTP3kEjEpHcxcPXjg3FYPQT8AZRaGRqDHLFE2OTSJ8fQhCTOeUOtV8QbNcfpFCQSCZLz2JP0+8Ql1adqzZo1zJkzh8zMTEQiEQsWLAiaDwQCPP3002RkZKBSqZg8eTJHjhy5MDfbDkRn/wuHtbYGa20Nt/7xrxQOH41KpycxK5tpD/yESXfej1ofPe3pzKGDQYKqOTuXLSa7R++IVuwNaIyJjLv5zpBxld7AhFvvalfKWSw5uWt7xLkTu7bjsoY3YGgPihZMNCQSCYGAP6Qg1FZfx4rX/xkUOcjvP4gjm8NHLtwOO9WngxdfKq2W1IKu4S8sEpHeragVz+DC4LRZhRRUS2itx7lYaqr59PdPs/QfL3F6/x5O7tnJwlf/w7Kv92Kb3NScGIUOZvyxZfe7cNSdDBZUIERtoglTkUhw3juXNX+CZb+AWX+Gu5bD3JchrXd4Z70uEwRThnNR6iOnlgGc2RF5DoTeW29Mg9cnw8e3wWvjBfv1gE+4n3DMeKHjokqTIvTJisTAW0LHxLLoroPh0gVjjaNe6DHlbkP/Pk0KjHsMHtoK93wj1KPdtUzoh9aKDQ2bycXWJSfCzrlsXipPtvzZCLklo4LkbC0puTp0icpGQRUnGI/Th83kwmWP79LHiRMn9lxSkSqbzUb//v256667mD8/tBj4+eef529/+xv//e9/KSgo4KmnnmLatGns378fpfLit/VVanV0HTKco1s2hJ1PLehCck4e03/wMC67HbFUEuqQFoGqksg7wrb6OhQaDce2bSK//6CIj1Oo1fSdNI2cPv3ZufRLrHU1dB08jC6Dh4dENpxWC16PG7lSHRKp6Sz80VKYAgHanR4WhsSMLOQqFW5H6GIsp3c/yo4cIrN7z5C0ObfDQe2Z0+fcWqDRqTEc5zo+qvQGpt7/Yz749RN4Xa6gubE33o66le+J84nLbqOq5ATrPniHmtMn0aemMeram8no1j1sDVXA7+fgutXUnCMoAU7s2UPFxAl06TZZsAUfcqdgK94e9i8MHavcD5OeinxM1yugOHzqJ5YyofZrxA+iX1efCTd/Au/fEBzdUZx1GPS6wh8XLRJiKReaDp+bHlm2U4jGzfqTUA/23Z+g8iAkFcKEn0FKD6FWqCOIJdDvejiyLDS18YpnwjviaVNh0O2w6dXQOakCckd07J6iYa8R6ry++7MQdcwZCWN+AgkFrXst5BrhJyG/zZf2eQM4LJEX9TWlVroOik2kOI6Ax+XDVGlny5ITVJVY0CYqGTozn5RcHUpNvEYpTpw4seGSElUzZsxgxowZYecCgQAvvfQSTz75JFdeeSUAb7/9NmlpaSxYsIAbbrjhfN5qu5CrVIy7+Q5KD+4L2ckfMmc+2sTExse1VaikdymMOKdLSsFpsbRqMa7UaknXdmPq/Q/h8/pCHAUdFjNlRw+x8dMPsNRUk961iJHX3EhCRlZU90Gv24Wtvh67uR6JVIZab2gxpfFc8vsPCutcB5DbdwAKTWxS/wA0CYnMe+JpPv390/ia5SbrklMYduU1fPWPvzD/58+ECAaxRKg9a2464nW5UBuMjWYO55KSVxA6lpvPbc+/zK6vv+LUvt3ok1MYMmc+SVm5KNrQr+p84Pf5KN6xlcV/e6FxzGEx8/kfn2HczXcxYNqskPeG3Wxiz7fLI55z53cbyPnhv5GpdR1rYBsuWuT3CTbnwx8IXfCrEmDKb+G/syOfszX9rSRyyB0FP9wk2LHba4T+U9o06H+zYHV+LnItZPSNfE5rBdQeDz937BuoOgCr/g/m/0voiSXXCJGxWKE/a1FfewwOLhbSAXvOFcaVYSLpUgWM/gmU7RIaJTeOKwUHRH1G7O6tOU4zrH9ZcHVsoPY47P0Y7lwC2UM757pnkchEqPXyiP2IknMu/lYSlxplx0x8+fLOxgQBS42TL/66kxHzutB3QnbcpjxOnDgx4bL5JikuLqa8vJzJkyc3jhkMBoYPH86GDRsiiiqXy4Wr2W6/2dz21ItYkpCRxc1/+AuHNnzH8a2bUekNDJ51JUnZuSg17atZAkjvWohKpw+bdjVoxhz2rvya6Q8+0urziSVSxOfYSrscdnZ8tYgNn77fOHa0dgPHtm7i6l/+hrx+A8Key2Exs/ubpWz49P1GgaJLTmHuo78ktaBLiPtdJHSJSQyYNoudyxYHjcuUKibefm9QT6aOIpFKySzqyZ0v/pOTe3ZSe+Y0ydl5yNUajm3bzHVP/Q5DeqhZhEpnoNvQ4RzZ3LSI3LNyOUNmX8Wad98MeXxmUc8QJ0SH1YLP7UFjMDL2xtuF5r9yWZsaO/u83rP1SruoLT1FZlFP0rsVtdl10evxEPD5kEWJBFvralnxRphoBLDuw7cpGjEKQ2qoIYHfHzl65/f7Qa7umKACwVXvuz+Fjm/+F1z9OvSaC+v/DvYq6DYF+l0HmlQoGA/7Quv3EEshu3VmBUhlQgTn3CjO+Meh+mBwxEehP2tSEcWAxFYd/XpetxC1+vdEeGBd54gWXZrwkzeqdY/XZ8J1bws1YKXbBFGZ0V9w2AsneGOBtSJYUDXgc8Oin8BtC4UUv05CY1AwdFY+q98PNR1SamWk5MZQ6MbBVu9k5f8OhPVq2fRFMd0Gp8VFVZw4cWLCZfNNUl5eDkBaWnBtQFpaWuNcOP7whz/w7LPPduq9tRVDShpDZ8+n/xUzEEulHe4vBaBPSeW6X/+BRX/5A7WlQvqZVCZn4Iw5+P1+ek+cjDapbZGhc7Gb6tn42Ych44GAn+X/epkbf/sC2jCGFCd372TtB28HjVmqq/joN7/k9hdeDrvgDodSq2PkNTdRMHAIW774DIfFTH6/gfSfOgtDauzTaSRSKYbUdPpdMR0Ah9mE1+uloP+giCJDrlIx7pa7qSg+hrlKsLguPbCPnJ59ueKeB9nw8XvYTfVIpFJ6jpnIqOtubowgBkUBq6tJ69KNkdfeRGJmVpsEld/vo/zYYT757ZONtuzbFi9AbTBy/TN/bGwSbamtpr68HHNVBQln+241/P5spnqqS06wY+mXeN0ueo6dSG7vfmENKRwWM06rJey9+LxezNXVIb9jpU5PzzET2dhMoDen36SpbXrOETFkhY9IJeRD3mhBeGQOEhbccq2Q5gYw5VlBoDSPDInEcO1bHXes02fCtW+DpRTK9goiJaW7IKiiNeiNZokukTfdu9sG+xbA2NZvonQq2lThJytM6rGjvslcQ5nQdsv8cJRujTxXsU+4ZieKKpFIRNdBqdhMLrYvL8HvFVb7xjQ10+/vgy7x4k9V7ygOqxuHxYPX7UOpkaHWy5HKO6dw3mnzYq0Ln04b8AeoK7dhSImbecSJE6fjXDaiqr384he/4NFHH238t9lsJicndtbb7UUkFqPQdKDZZxiSc/K47uk/YKuvw+10IBKJsNbWkJybjzYxqcNpY9UlJyP20jJXVeC0WkJEla2+jvUfvxP2GI/TwcndO+k3eXqr70GtN9Bl4FCyuvfC5/WiUKmDenDZ6uswV1VSdvQQmoRE0rsUoklMQirt+EdBddYsxOfzYa2tIRAIoFCrkZ/zuhrT0rnh2f+j7OgRTuzcij4llaIRY9AlJdN10DA8LqeQAmkwNgpql8POjqVfsuGT9xrPY91Ww/HtW5j/i2ei1sKdi7W2lgX/95uQPld2Uz1fvfIiV/381zgsZj557kmstTWN84lZ2cz/+bPIFApWvf0fDq5d1Th3cvcOEjOzufrJ36JPCl6QtmSRLwnz2kskEvpOnMK+Vd80tgBoIK1LIZlFPVv7dKOjToRxTwhpahv/KSzgxz0uRIZ2/A8QQfcZgtBpHjE15sIdi6F8DxxbKQiahsfJYrAo1qYIPxkDWn+MJgW6TRZSF89l4C1wsJkhx6mNQuSqo7VUnYXfL1jWf/UzoTkwCA6PM/4PkougA31EELfwWT8PluMqnZzB0/PpOSoTh9WDVCZGpZWhbkOfqksVU5WDr1/fR8UJIWtCLBXRf1IOAybnotbH/v3YUqcPiTRu6hEnTpzYcNmIqvR0YXe4oqKCjIymtJaKigoGDBgQ8TiFQoEiBpGgSwWNMaHNTVxbS7jFcXNEYRZCPq+XurIzEY8pP36Ufu24l3B9lSw11Sz6yx8oO3Ko6XEaLdc+9TvBDj4QQKZUtuikGA1LbTV7Vixn5/LFeBwO8gcMYvT1t5KQkRX0+uiSUtAlpVA0PDhNKlL0xWEysfHTD0LGG6KAN/32T62uQTNXV+K0WcPOlR87jM1UzxcvPBckqEBoTL3irdcYOuuqIEHVOH/mNHu//ZoR868PElIqnR5DWjqmitCIsUKjiXjf+pRUbnj2/9j/3UoOrF2JWCJlwJSZdBkyvM31dlHRJIFmtGCB7qiDlb+HHc0ipyufg6H3Cg2CNc0icfpM4adoWtuvGQgILoOtTG1tFepEweHvm2dh7ydCI12ZCgbeChn9gntfpfa6eAUVCGYbr08Wmgo3ULxKGLv/O0hsVmfoqAOPQ4jGaUIjpSFkDY7cqDlrCKg63t6hNUjlEvTJqu+V5bm1XqhlMlc3Gfz4vQF2LC9BoZIyYGoukhg7Fyo1MhLS1dSVh7rfSmTieJQqTpw4MeOy2aIpKCggPT2dFStWNI6ZzWY2bdrEyJEjL+CdfX9Iys6JKKxS8gpQheljJZFKozaqTe/SLSb35nW72fj5h0GCSqU3MOtHP2Xrl5/z5sP38Z8f3c1nf3yGM4cP4HFHcF+LgrWuhoXPP8eGT94TUgE9bo5u2ci7v3iEurIwFtxtoOZ0ScQooKW6KmJ6XTjCORY2x+tyUl8R3tZbLlewe8XSiMfu+XYZdnN90Jg2IZFZP34cqTx480IskTDrx09EFfn6lFSGzbuG6379R6596nf0nzqzxUbB7UamFEwTdrwdOrfl30JUqqPYawXXuUU/ho9vF9wHzZE3FdqMPhNmvQgPbROc/q56TTDB+OJHTTb+YikMuCl212yOwwS1xVBzFKxVLT8+HD4PbHsrWFA14LIIcz4POC1QshHevwn+MQL+Nw8OLBKebzQ0qTDt96HjCh3M+asgTuN0CqZKR5Cgas725SXYTeHNOzqCWq/gijt6IpWFLncm3doDteEi3lyIEyfOJcUlFamyWq0cPdrUILW4uJidO3eSmJhIbm4uDz/8MM899xyFhYWNluqZmZnMmzfvwt309wi1MYGpD/yEr175c9C4TKli+g8eDusuqDEmMOq6W1j81+dD5mRKVURzi7ZiM9Wzb1VwWtTE2+9l5X//FRQpqzh2hA9+/TNu+t2LbRZ01SUnQxr4Ang9bta+/zYzHnqs3b28xLIWooBtaORnTM8QUpzCVG4rNJoQ8RN0HbE4JG2wOT6vN2wAIDW/K7e/8AoH16+h7MhBknPy6D1hMvrk1BYjnGJx61sHdAhHHaz/W+T59S8LznCKdhqe2Otg3V9h3UtNYwcWCelst34evSaqLSg0wo9SL1i/H/ii6XetNMDVb0S2Zg8EhMbFx1cJjnxpfaD7TOHeWjIFqT4KSx6H498K/07tJQi8zIFtS4l0meHYisjzx76FMQ/D8dWCMG2gfA98eAuM/zmM+lHk35NCK4jKnGFCyqfplGA80v/G9lvzx2kVdeWRewW6HV687sjmNB0hOUfH9U8N4+D6MsqOmzCkqOg3MQd9shKpLN4ENU6cOLHhkhJVW7duZeLEiY3/bqiFuv3223nrrbd44oknsNls3HfffdTX1zNmzBiWLl16SfSouhyQyRV0GzKC2154hZ1Lv6S+oozsXn3pOWY8+pTIRhF5fQcw5sbb2fDJeyHuf7o2utFFwu/1BFmf61NScTscYVMPA34/a955g7mP/bJNjoGHN66NOFe8cxtuh73doioxIxuJTBb0HBpIzskLGwWMhEZvpO/Eqez5dlnI3MirbwybOtlA+dFDjL/1Ho42cy9sTveRY1Dpw0ckjekZjJh/PV6PB4lUiug81K60Cr9fSDer2C8Iq0g4agXDivZiOSP89L8RTq6D+rM9uKoPw6Z/wRVPddzNsDnqRBjxAPS9WriWVCGYXegyIhteVO6HN2c2mUMArHgWbvlc6BsVKV2xvgTenBbsQFi5H/47C+5bLTTGbS0SBaijpPGpEwXhteSx8PPfvSC8xtHEr9IgpAFe+XfwOkGmhTZsTMRpH4aUyN9/MoUkbDQpFkgkYoypaobNKcDr9iOViRHHa6nixIkTYy4pUTVhwgQC4XxRzyISifjNb37Db37zm/N4V3GaI1epSMnNZ9LdP8Dn8SCTy8PWUjVHpdMzaOZceowai91sRiKVtqtPVTRkSiX6lDTMVRWA0OfpzOEDER9/ev9ePE5nm0RVNDEiVyo7VACvSUhg+gMPs/iVPwVFmGQKJdN/+GibGv4qNBqGXXkN2sQkdn29BLupnoSMTAbPvgpTRTkle3YyeNY8ti1eEHJs16EjSevSjYzCHpQdORg0p9LpGTzrKqSy6Ok0UlkMhUMsqDkq1OrkjRJ+KveHf1zRdKE5b3uwVkLNcfA4hVqnMY8KAuqrJwQ3vh1vCwJIH8UyvT20pUmttRI+uStYUIHQiPjDm+GBtZGjaUe+Dm/p7vcJNWrz/yWk17UGhRZG/xiOrww/P/phIfUvkoW83ye4Mibmt3wtqUL4iXNeSEhXR+zR1Wd8Vqen4oklYuSquJiKEydO53BJiao4lw4SiQRJG3Z+ZXIFhtT0VtuntxVtQhITbr2bL14UaincTgeGtMh9epQ6XZtFUM+xE9n65edh5/pNmYHa0H4DDKlMTpchw4SGv8uXUFdeSnbPlqOAkdi5fDHlx44w5oZbUai1WGqr2fHVImpOl5CYmc38XzyL1+Nh78rlgjhWqhgyex79p8xCYzQy59FfcHTLBnYuW4zX7aJoxBgGTJ3Zab+/TsNphq+fAqcJjiyHmz+BPR8L/26OKgH639C+aIa1EhY9Aoeaue8dWiJYiM99WRAyHnvYdMzzir0Gqg6Gn3PUgbksvKjyuoXXLhKnNgq1UK0VVSD0qhrxIGz8R/D4iAcF0w1rZfTjY+HAGCfmaBOUXPnIQBb/fXdTbZUIioal0/+KHCTSeLQwTpw4ly5xURXne0NOn37MfuTnrP7f65Qe3M+Q2fPZvmRh2Mf2mzwda201BAJhey+FQ5+cyqhrb2L9x+8FjSfn5jNg6iwk0XoMtQK5UogCTrzzfvweD9JWRAHD4ff5MFVWUHpwH6UH94XM2+rrEEulTLj1bobOmY/X7UKmUKJJSGysf9IlJjFg6iy6jxiD3+9HpdO3WBvVUTwuFy67DYlUikoXowapzno4cjYN0u+D5U/CNW8ItTbHVtBoqT752fbX25TtChZUDZRuF0wdMgeCIVdISbuQtJTa6I1gcCKWRq8H06SCuI3RSXUSjP8ZDLq9ySK+22ShB5jKKPyukouE1MlzUegi14xdZjisbmz1LipOWFCopKTm6VAb5Bd1nVBihob5Px2E3eLG4/Si1itQ6eQo1PHlSJw4cS5t4t9icb43KDVauo8YQ1b3nrgdTiQyKVPu+xFf//uVoChBVvdepOZ14b0nf4o+OYVrn/ydYO7Q0vm1WgZOn0PXISPYt3oFDouZHqPGkZrfJaapjG2NAp6LWCKhYOAQjm4JXxeVUdQDuVKJVC7HkJoW9jEgpNvKlEps9XVUnzqJXKlEpTe0KWWyNfi8Xuoryti88BNO7d2NSq9n2LxryenZB5XegLWuBqfVilgiQaXVtSkVEkRnf87+/iv2CZGjATfBoNuE+qPUnm2LsjTHbQ9tLNycfZ9Bn2ugx6z2G2DEClWiIOzOjdKBUEsVSaiIxTDkLtjyn/DzYx4Rem61+X6Mwk9qj9A5bSpc/R94a1awS6BYIhhxaC+xiGk7sJlcrHn/EMd3NqVBiqUipt3Th5xeicg6qZluLNAYFWiMl2/apcvhxWX3QAAUaikK9UWW8hwnTpxOQRSIVqT0PcRsNmMwGDCZTOj1MdoNvwD4fT6sdbVYaqrwOJ0Y0zJQGwwhjWgvZZxWCy6H0MRYrddHda2LhNvpwFpXS/GOrZirq8gs7I6tvo7v3n2r0eUuu2df5v70l20yg7jYMVdV8u6vHsVuqg8aF4nE3Pz7F0lrhfOhrb6ODZ9+wJ4VS/H7BNeu/AGDmXLvQ+hjZDACUHH8KO8//XiIScekux5Al5TCiv/8A2udYKOdnJPHjB8+SkpeQeuieC4LfH4/HFwcfv6BdZDep/0377LCBzdC8Zrw80ld4cYPIaEgsnnE+cLnhZ3vCnbv5zLmURj7WGTh57LA3s/gy4eD+z8NuBkmPyOIoFjj9wnOfQcWwcn1gttg/xsE8XeZp/8F/AF2fFPChs+OhcyJxCJuemY4xtTL57v+UiEQCFBfYWfdJ0c5ua8GApDTM5Ex13bDmK5BLL5IzHnixInTJlqrDeKi6hwuB1Hl83o5c+gAX/z5d41NXkUiMYNmzmXYvGs71Nz2YsDn8VB9uoRV//03pw/sRSKV0nPsREZefWO76osAKk8cZ8Ub/6TmVAkue6jt751/eZXEzBhZXl8k1JaVsuL1f1KyZycAiVnZTL7nh6R3LULWQkNsj8vFug/fwVZXgyYhEVNlBce3b8Hv85LRrTvznniqjRGj8DgsZj7/v9+ENcWYct+PhBq5c77C5CoVt/7fyxjTWhmtqD5rVHGu89/Qe2HiLzvet2jHu7DwwfBz454Q0twutKBqwFEPp7fAN88Ihh0J+TDhF9B1UsuNdd02sFbAqU1ChC5vpBAxOh99n3zei+c1PA/Y6p18+LstOCyhbqAAI+d3ZdDUuD38+cZU7eDj32/BZfcGjcuUEq7/1dCo7odx4sS5eGmtNvj+/BX6HmGpruLT3z+Fz9v0xR4I+Nm2eAEpeQX0Hn9F47i1tgaP24VEIkVtTLhonNlspno8TicSiQS1wYik2X3VlpXy3q8ew+8Tnp/P62Xvyq85tX8P1//6j62ugWqOpaaKM4ciuwF63bFvSnmhSczIYu4jv8BhMeP3+1CoNVEb8TbHbq4nt08/Dq5bTdmRgyRl5zLviafYtngBJ3fvwFZfFxNR5bLbQgQVQK/xV7Bz+ZdhzR3cDgeHN65l2JXXtO4iSV0F2+9dH8DhpYIpxagfCTbgsRAEXSZAUjfBZbA52jQYdGvnigFbtfDjtgrPS5MKyigRV5URCqcIdV5el3Bv2sgpoEHINZDYRfg533TSa2ird2GqclB1yoI+SUlythZtghLRBY44+P1EFFQAlmrnebybOAB+n59DG8tCBBWAx+lj7+pSRszrEjfjiBPnMiYuqi5Djm7dGCSomrPh0/fJ7z8IiUzKyV07Wf3uG1iqq5AqFPS/YjpD5syPaf1PW3HZbZw5fJBVb/+b2tLTyJQq+k+ZweCZV6JNTMJlt7P2g/81CqrmmCrKOXP4IN1HjmnzdRPSsyLOyVVqlNoLXO/SDnxeL9baGs4cPkB9RTkZ3YpIzskL+v0qNBoUmshW8JHOW3b4IItfbrJ3P3P4IPtWf8vMhx7FVleLuaqSlLyCDj8HkUgUtlGxMS2D/asjN4g9fWAvg2Ze2bpNApEIEvJg7E9h2L0gkce2vsmQBbd9IaTWbX9bsFTvc41wLWNu7K5zLnUn4JM7BUMMEJ5nn+tg6m8Ew4dotBSVukhwObw4rR78Pj9ylRSNIXZ1OuYaB4v+tov6CnvjmFwl5cqHB5CSo7ugwkoqF5OSq6OqxBJ2Pqdn6zZHIhEIBBoFpcPsxpiuRmMQDCUuNXw+Px6HD4lUjEzZeYLG7fRxcm9NxPmS/bUMmpaHShcXVXHiXK7ERdVlSPWpkxHnzFWCFfHxbVv46u8vNo57XS62LVlI5ckTzH74iQuWInj6wF4WPP/bxn97nA62LvqM8mNHmP3wz/B7vZzauyvi8Yc3raNoxOg2N5ZVGwx0Hz2OQ+tCa19GXXcLmoTzkMJ0FrfTicfpQCKTo2yj4GnA7/NRfvQQn/zuabxuV+O4ITWNa578XetT48Jgq6tl+Wsvhwgdv8/L6nfeZOQ1N6BJjM3rpdTqKBgwmOIdW4PGHeZ6dMkpOCzmsMclZGa13cxDIum8VDVDFox5TDC/CAQEdzvpOQtUR70QUUIEmpTQ+bZgqYD3roOqQ01jgQDs+VAQjNN+BzJV+88fDa8bfC6QqSM3C44BpmoHaz86wsk91QQCoE9WMe6GQjK6GZEr2/anze30Yje7KdlXi9PqJrtHIg6LG2tdcMTH7fCy6OVdXPfLoegSL1zdlkorZ/S13Vjw5x0hc7pEJSl57U9dDwQCVJ+2suhvO4OiYVndE5h8R0+0CZdGvVrAH8Bc4+TAujOU7K9FrZcxcEoeSVlalNrYZ2RIpGJUUc6r1MgQS+I9suLEuZyJf8IvQ7J69I44l5yTh8flYs27b4adP7VvF5aaCE01m+F2OnHarAT8/hYf21qsdbWsfOtfYedO79+DpboKkViMMophhMaY0GZBBcLifeJt9zDi6hsbm/hqE5OY9oOH6TV2Qoft0FuDx+Wi6mQxy159ifef+ikL//QcJ/fsxGENvxsdDWtdDZ/98dkgQQVgqqxgxRv/xBmmbqy1WGqr8bjCpxdZaqpQGxLQJsQm2qlQa5hw2z0hFur716xkyOyrwh4jEonpN2lau+zmOxWJRIgQ6TOCBZPPDeV74eM74KU+8MoQWP4UmE63/1qWM8GCqjk7/ifUPsUapwnO7IQvfiQIutXPC5bxfl/ML2Wtc7LwxR2c2F3dqO3N1Q6+fGU3VaesbTqX2+nl+M4q3v31Rr778DBbFp/g8z9vZ8fXJUy5q3dIuzqn1YOlJoK9/HkkJUfH7If6oU8+K3JEkN8viSsfGdghwWetc/HFSztD0gtLD9Wx5ctivO7Y/z47g7pyGx/9bjPblp6kqsTCyb21LPjLDnZ8UxI2Ra+jyBQSBkyOHHkeODU3bhsfJ85lTvwTfhmS27sfSo220aSiOWNvugOfx4Otvi7MkQJVJ4pJK+gads5uqqfyxHG2LVmI226jcPhoioaPbrdBRHPcTgemysiLvTOHDzBw2mwGzZzL6v+9HvYxfSdOaff1NcZERlx9PX0nTcXn9SCTK9AkJLZLpJ2Lw2LBUlPF4Y1r8Xm9FA0fjSE1Laju6MzhA3z6u6cJnHVPM1VW8Mn+PYy58XYGTp+DXNn6hVJd2RncDnvYuRO7tuMwm1Cq2xcFC/ije9tojEa0MYzsJWZmc/Pv/8KRzes5vn0L2oQEBs6YizYxiRHzr2fT5x83vmZSuYKZDz0Wk/cjIBSvmEuh8gCYSiCtj2De0FL6XFuoPQFfPCSk6wUCQiPgza/C8RVC2qA+s+3nrC+JPOdzC6YSscRtgz2fwOJHm8ZOrocNr8BdS4X6tBhSecKMpTa8sF//yRFm/6g/Km3rIn22ejcr/nug0VW/gYpiM6WH68jtnRSS1hWtnul8IVdKyeuTzPzHdbgdXsQSMUqtDIWqY3/W68ptOG3hn9/BTeUMnpGPPrmTopwxwmnzsOaDw7idoQJw+9KT9Bie3ikCJylbS//JOez65lTQeO+xmaTlXzjjK7vZjd/nRyQWxTRFNk6cOMHERdVliD4lleuf+SOLX/4T1SUnAKFH0/jb7iGjsDtOqxWRSNy4ED0XtSF86p/dbGLNu2+yr1kty5nDB9n65efc8OzzHUopA5BIpIglkkZ77nPRGIyIxGJ6jB5P8Y6tlJyTBjj+1rs7bOUtkUhjagcOYDeb2fjp++xYuqhxbOuiz+g2bCRX3P0gWmMC1toalr/2t7C/k3Uf/o/uI8cgV7bcK6sBhzlMr6EGAoEQe/K2oEtKRiqTN1rON0dtMKIxxj6FzpCaxuBZ8+g3eToSqayx0fCQuVfTe/xkakpPIZXLMaZnoDUmBhmbtJtAAMp3w//mBTsDpvSEmz8GYwcbzAYCgvgp2yGYQyR1E6I63zwjRJKqj8CZHe0TVdGa30rkgqlELLFWwlePh467rfDFj+HmT0ATu1rNkgORN4UqT1rwulsfQT+2ozJEUDVwcEM5Y68vDBFVxvQL4+JmN7vw+wLIVdLGFEeNQRHThbK1zhVxzu8N4PXELjuhs3DZvZQero84f/pQHQkZMf4MIKRlDpmRT89RGZTsrcHvh/y+SWiMcpSa81+P5rR5OHOkno0Lj1FXZkefrGTo7ALyeiddFPVx1VYXHp8ftVyKQXVxmGTFidMR4qLqMkQkEpGcm881Tz6H02LG5/Wi1OrQJiQilkgQiyV0GzaSI5vWhRwrU6pIyglvxWuqrAgSVA3Y6mrZtOAjrrjz/nb1impArTdQNHIsB9euCpmTSKWkdysCQJuQyMwf/fSsjfdm5GoNXQcPQ5uQ2Ji6dzFRc/pkkKBq4OjmDRSNGEPP0eNx2qyN9W7nEvD7qS09hTGt9aIqOTc/4pxKp+9QvzKNMYEJd9zLN//+e/CESMTU+38c0yhV8OlFyJXBO+QKlRqFSt2q5sxRcTvAViFEXOQawfHOXgPvXh1qtV51AJY8DvP/BcoO7D5X7IO354C9tmksoQDm/QM+vUe47r7PhcbAbUWfBSndw6cADrgl9n2jynZFTvM7sx0ctTEVVfqkyFFblU6GqA2Zn3ZTZBHhdniRyoLrwvL6JqHWn98Fqd3s4uTeGnYsL8Fh8ZBZZGDY7C4YU1VIZLGtW0vKjPwdqtBIkSlavp6t3oXD4sbn9aPSyVHr5UjPazPi6NH0zuwko9TIUGpkJGVeWHMjn9fP4c3lfPfhkcYxc7WTFW8dYND0PIbMyEOmuDBLwBqri3XHqnl5xVHKTU76ZOl5YnoPitJ0aC7QPcWJEwvi797LGI3BiCaMrbVcpWL8rXdTU3qK2tNNaUJSuYL5P/91xEXxwXWrI17r4HerGHXNTeiS2i+qZEolY2+8jcoTx4PuSyyRcuVPnwwyi9AYE9AYE8gs6tHu650PvG4X25d8EXF+25efk99vYIsphqI2mi5ojAl0GzKCo1s3hsyNvekOtB0wkpDK5fQYOY7knDw2fvYh9eVlpOYVMPyq6zBmZF18tUwtYSkX6n92/E9IjZMqYOj9UDRFsCMPx5GlYK9uv6gyn4H3rg0WVAB1xbDmBcEZcPXzggV6e9ClwU0fwcd3CqIGzrr/XQsTfiaYSMQSfws1KjFexHYZkMLGBcfCnnbA5FzU+tZ/D+X1SWbPqtKwc+ld9JirhfopqUxMr7GZDJqa1+rUwljgsLr57qMjHN3atOlyfEc1J3bXMP+ng0kriG1amS5RSVK2lprToenjQ2cVoDFGfm0DfsHk4qvX9mCpEdIzJVIxg2fk0Wd81nl73RRqGZmFBs4cCR+xz+5x/oyHLhQ2k4uNC46Hndu5vIReozMxpJz/JaDF4eHvK4/yxroTjWMbjtcy/5/ref32oUzq0QmNwuPEOU/ERdX3FENKKtc++Rx1ZWcoO3IQQ0oq6d26o01MakytOpdAlIJzIW2t4wsnfbJwX7Wlpzi1fy/ahERyevdFbTAilV34dIW24vP6cEYxmnDarPh9PpRaHYlZ2dSWhpoTSGQyEjPa1nhYpdNzxT0PkpSTx46li3A77OhT0hh30x3k9huAuIOubAqNhqzuvZj9k5/hdbuQKVVtqvm6aHCaYNmvYO8nTWNeF+z9CJK7RT4uEABPB8wKLGWCsApHyUYY/RPh/wfc1P5rJOQLaYpBfapSOhZda8DjEiJ71koQSyFzAGQMgLKdoY9N6S70v4ohmgQF0+/vy7J/78Xva/reKeifTPcR6YjbYHeelK0lIUNNXVlwDaJIBKOvLUSXoKBgQApSqQiVQYFU2rFNA5/Hh83sxuP0IZVLUOtlUSMG1jpXkKBqwO8LsOaDQy3Wj9nNbmz1Luor7WiMCvRJyqgOfmqDglkP9uO7Dw83GoHIlRKGzMqnaFha1NfWUuvk8xe342lWy+Tz+tm8qBh9soruw2NYixgFpUbGuOu78+kL2/C4gv9u9b8iB7Xh0vtb0lacVk/Ic2/A7xcs8w0p5782rtrq4s31J0LGAwF48vM9fP7gaNIMl+DfkjhxiIuq7zXahERBtPTq06rHdx89nh1Lvww7VzhiTFRXvrbel9/rpaL4GHu+Xca3b75G4bCRjLruZhLSMy+pSIhcpaJw+ChOH9gbdr7LwKEoNFqkMhkzfvgoHz7zixDHvqn3/ajVTXmbo01IZOS1N9Jv8nT8Pi9SuTxmrnwNKNRqFOoLU18SE2xVsO/TMOPVoI1SW6c0gKID4sRRH33e54ErnoleG9UaNMmx7znlqIc9H8PXTzUJS00yzH0FNr0Gx1c2PVYshTl/i3m6oUwuIbd3Ijc/O4LKk2Zcdi9pBQY0RnmboyFao4I5PxrA1q9OcGhDOT6vn5RcHWOvLyQpU4tMISFWScV2s5s9q06x85tTeN1+xGIRhUPTGDGvS0Shc/pQ9Poxt8Mb8Tlb65ws/ddeKoqbWg9ojHLm/HhA1PQ0XaKSyXf2wmFx43ULPcDUBjmSFizBSw/XBwmq5mxedJzsHgnnzSghIVPD9b8ayp7VpZw6UItKL2fQ1FxScnQo1Zd//Y6kBfEvlV+Yv6MHyy0RA9dnTE5MDk9cVMW5ZImLqjitJiEtg25DR3J0y4agcaVWx6hrb0KmiM0Xobm6ig+f/XlQjdGhDd9RvHMbt/zxJRLS21G4f4EQiUR0GzKCzQs/wVYXnOolV6kYOGNuY4PalLwu3PbCy+xd+TWlh/ZjTMtk0Iw5GNLSkcrbt7PaGcYblxX22vCpaX4vVOyHrpPg2Leh8+N/BroO1HFFa/orU0NKD8gcKDgPOusEUdKRlL2GmjFHvVAzpk5qf0+uMztgyU+Dx2zV8NGtcO9K+OoJIQqXPRTGPAKJ4Z1EO4pUJkGfrIqJE50uUcnYawsZMiOfgD+ATCGJeSG/1+Nn17en2L60qY+g3x/g0KZy7CYXU+7pHVYcyaLUIgm9scNHjtwOL999fCRIUIHgdrjob7u45meDo0as5Eppm/t9VZ4M3zcOhHqe5lHFzkYsFmFIVTPyqi4Mnp6HWCrusDPipYRKK8OYpg5qXt04p5Od97rAxmu3UFsnlVy4ptpx4nSU7883TJwOozYYmXzPg/QYPY6tX36O22Gn29CR9LtiGvqUtJhd58Su7WFNG9wOO9uXLGT8rXdfUqmA+pRUbnj2eTZ88j4H160m4PfTdchwxtx4G8bUptdNIpWSkJ7J6OtuweNyIZHLkEov/x3VC4oiSjH5mhfgwQ2w4R+w420hLVCdBBN+Ab3nQ0d6l2lSoM/VsDdMlGz0w1C6AxY/ItirS2TQ/2aY+PP2CTlrFaz/qxBF8p11bMwdBVe9CgnhTWnwuYUGwrYqEImF+9Wlg9MMK38X4RgP7FsAs/8KpzYJzokrfgPjfio4JkZ7rS8CpHIJusTOM1Owm1zsWnEq7Nypg3XYze6woiq7ewKICJtdnd8/GaUm/HeEw+qmeEdV2DlbvQtLrSvmjXxT8/RA+Po0fbIS8QVYMEukElS682mScXGgNiiYdm8fPv/zdtyOpppHqUzMjAf6XTBr9a6pWhRSMS5vqItkv2wDCepL5297nDjnEhdVcdqExphA95Fjyes7AL/Ph0KrjWljXLfTyaENayLOH9u2meFXXd9pDnOdhTEtncn3PMiYG24hEAClRhPRgU8skVzaKXWXEuoUoYdS+Z7QubTeoDDA1Odg9I8FUSVTC+KigzVpqIww7Q9Cet+Wfwuug+pEGPeEYK3+7jVNj/V5YPtbgsCZ93ehNqq1+Dyw5T+w/uXg8ZL1wjVuXxTac8tphkNLhGiU62w9oDoJ5v8HUntA7bHI1yvfLTQe3vle09jhpXD9u4KLYQx6vl2quB1efFHsyC01zrApeWqDnDHXFrL2oyPB43o5o+Z3Qx4h+uJ1+6P6g0RzPWwvWUVGZEpJ2BTAYXO6xHsknWeSsjRc/+RQSg/VUX7cTHK2ltw+SegSFIjaUHcYS9J0Cv56wwAefHc7zVseGlQyXrimPwkXwHo+TpxYERdVcdpFrOqnzkUsEaNQR97RVqjUHTZZuFDIFApkingq3kWFNgWu+59gnV7TTCykdIdr3miyAY+WrtdedGkw8Vcw9J6zgk0FiOBv/cI//tBisD3belHlNAlpeRteCT9ffRjqT4WKqsoD8Pn9wWP2GsGt8IG1kNILTq4Nf87kovACdfGjkDUoYs8tW72rseGsUiOL6jDXEm6nF4fZTW25DYlEjDFNjdogD7FGP99IFZKIEScgYrqhXCmlx8h0MguN7PuuFFudi/z+KeT2TECXFDn1UaaUIFNIIpoVGFJjb1KgS1Ry1aODQtz/hszMI7f3pbURdjkgEonQJ6nQj1LRc9TFkTYvl0oYX5TC8kfG8fG20xRX2RhTmMykHqlkGS/uptJx4rREXFTFuaiQyuQMnD4nbA8tgEGzrozYnDjOpYXP68Xv8yFTXODd68QCuGMJmE6D6RQY84Q+T7rYpbRGRCoPbiJ8ZqcQXYqEpQySC6Of02URhNHK3wuCzR1qjd1IzRHIGdr0b6cZVv9f+Mf6vbDtvzD9D/Da2NB5qQK6ToSNfw+ds1YI9WvniCqvx0fFcTMr3j7QuAjXJSm54vaepBfo29yDyWF1s3vlabYtOdEYpZHIxFxxe0/y+yZdsL48IDSGze+TxIk9NSFzuiRlVCGpUMlIyZEx/obu+P2BFk0IADQGOQOn5LL5y+KQuYxuxk6JGonEIlJydVz9xGAc5gvZpyrOxYxKLqVbqo5fzOiJ1+9HegmZT8WJE434OznORUdSdg4DpoY2PM3vP4iCAUMuwB19f/F5vTFvlOmwmCk9uJ+lf3+RL/78O/as/Bpzdfjaj/OGLh2yh0Dvq4SIyvkQVOGQawRxkjcaCsaB4pyIsNIY/XifF458Da9PEVz4Aj7hfJEwnlNT5bELEaxIVOwBfYbg9Nf83vSZcNPHsPYvkXtShYkwm6scfPHXnY2CCoQ0uC9e2omp2hny+JaoOG5m6+ITQbfg8/hZ/vo+zDVtP18sUailjLuxOyl5wb9TbYKC2Q/1R9uK6JxILGqVoAKhlqj3+CyGzSlobNgrOus2OPXuXm024nBY3VSVWNi06DhbFhdTfdrSGF08F41BQXKOjrQCA/pkVVxQxYlIXFDFuZyIR6riXHSo9QZGXXczfSZO4cDaVXjdbnqMGU9Cema7rMXjtB1zVSXFu7ZzfNtm9Ckp9LtiOvqUVBTqjplLOywWNn72IduXLGwcO7FrO/qUVK779R8wxNDw5ILhNAnudwcXC7VS3WcKPaOiWbQ3oNDCDe/D0W/A74Ehd0N9Cax4VjCVaMma3FoupNo1cPBL6Hud0Nj4XPRZkJgfPCbTCCl8pvCGCqT1BWUC9L8eukwQ6rzEUsFSPYDgDBiOlO5CXVYzvG4fO1ecwu8PFWF+f4Bd355i7PVFre4L5bC62bIkNCoDQAD2rSllzLWFiFuwBe9MdIlKZv+wH7Z6N/WVdrQJCnSJ0ftGdQS1Ts6gabl0H5F+ti+WGLVOgUzZNpFjN7vZ8NlRDm4sbxzbvKiYvhOzGTozP+ZOiXHixIlzKRIXVXEuSlQ6PSqdnrQuURqwxukU6srO8MGvn8Buqm8c27lsMZPveZCeYyciV7Y/791cXRkkqBrHqyrZ+sVngrNjK+zjfV5vxCbVFxR7HWx6FVb/sWls7YtQOBXmvhxavxR0bK1gKLGhWfrc5n9D4RTBqS9jQPTjQah9cjTra7T3M7j6P2CvhkNfNY0ndoEbPxSEVXOUOpjwczi2IvTcYikMuavJ9dCYE5y66HPD/H/Dh7dAoJkhg1wLV/0rRBB6XD4qT0S24K48Ycbj9CJtZd8pvzeAtTay+UJ9pQOfL9Bhj5GOotYrUOsVpOR2Tl3quUikEvRRaq9aQ/lxU5CgamDPytN06Z9Mdo9EoZbN4sZl9zZa0kdyJgyHy+E92xfLh1wpRW1QIJXFoxhx4sS5dLgIVyVx4sS5ULjsNlb+919BgqqBFa+/Sm7fAcjT279AO7hudcS5vau/Ydi8a9ElhW9W63G7sFRVsXf1N9SeLiGrZx8Kh41Cn5Jy8ZiX1BUHC6oGjiwXXPAG3xH52KpDwYKq8divoffVLddSAYjOeR38XvjsXhj5Ixh8p5CCp0kVBE4kgZbSA+b/Cxb/FFxnRY8mWXD/i2bYIZFDl4nw4EbY/jZUH4Lc0UJKZTPx5bC4cZ21eO53RQ4bPjuG0xqaRqZPaVvamFQhITVXx4m9oTVLAFmFxvgivR247B52fl0ScX7XihKMaWo2LSrm0MZyAmcjjxmFBibf0atVgs5a52TNB4cp3l0NAaEOrt/EbAZMzr1g/ZTixIkTp63ERVWcOHEacVgsFO/cFnYuEPBTemBfh5ove92RIwl+r5dABGs0r9dLyd7dLHzhtwT8QhTk2LbNbPz0fa7/9R9JLeicBrNtwu8VIkuR2PCKkAoYLoXP64KN/4x87MZ/CNEuTVLkx4Awb8gJTt/zeYRomdIID6wDY3b0cyj1Qh+u3FFn0/vO9qnSZgj/fxab2YXfG0AsETWZHsjVQqrflN8K6YvN6rl8Xh/Vp6yseu8Q1acE84zMIiOT7+jF+k+PUltmC7qNQVPzoja+PReFSsrQOQWc2FcT4rAnU0joNiQ1YqPc7xsOixtLrZNT+2uRKaXk9kpErZeHtWf3+QI47ZHNU1Ly9GxbepKD68uCxsuOmPjq1T3M+VF/1PrI9WJ2i5tl/9lH+TFT0zU9fnYsL0EkEjF0TkGrU0DbQiAQwFLrxGEWomtKnQylWopSK29z0+M4ceLEgbioihOn1QQCAVx2G2KxBLnq4rJ+9bicOK1WxGIxaoMRUTuLfwMBf2SjAcDt6lixf/eRY9m5bHHYua5DRqCMYKdvr6tl8V+fbxRUjffjcLDklT9z7dO/R2MwdujeOozfJ6TZRcJRLwivcPg84KwLPwfgrBdESkvoMuDq1+HtOYJQa0AsEVLzWkofbEAiC03va7gVq4fTh2rZuPA4pkoHuiQlw+YUkNc7qam2RiwGcfBC2lTl5LM/bcfva3p/nTlcT81pK1Pu6sWXr+wWLi0VM+6GIhLS2t6rLSFdzeyH+rPqnYNY64Tnn5Sl4Yrbe0W1H/8+YTO5WP3eIYp3Bb9Xx1xXSI+R6ShUwSl7CpWUvN5J1JXZw54vt1cSn7+4Pexc9SkrNpM7uqgyuYIEVXN2f3uK3mMz0SfH9ncX8AeoLLHw1at7sNUL7xORWESv0RkUDUsnMUuDUh1vvB4nTpy2ERdVcS5ZHFYLDpMJt9OJUqNBbTR2qN4nGubqKo5u3sDB9WuQK5UMmnklaV0K0RiNnXK91uL3+aivKGPDpx9wYuc25Co1A2fMoceosWgTWohqhEGh1pCSV0DVyfAF/zk9+3bofhMyssjrN4CTu3cGjcuUKsZcf2tEsWqqqsDjdISdqzldgsNsjiiqPC4XIhFI5Z1s3S5VQM8rhVS/cHSdFNm9T66BnnOgOELj625ThYbBrSFrEPxgA+x6H0q3QWovGHS7kLrXwUbdXo+PAxvOsP7Tpp5elhonK946wJBZ+QyamhvWttzj8rJtyYkgQdWAy+6l+rSNa34+GI/Thz5ZhUovb1OUqgGZQhAA1/xsME6bF5FYhFIrQ90OI4WAP4DP60ciFV+wRqmxJhAIULyzKkRQAaz96AhZhUYUOcFiQiIV02dcFvvXnsF9TlNfpUaGWCLC7428EWOpcZKSE7l+zBzF5dHr8eN2RtiI6ACWWicLX9oR1KQ44A+w77szaBOVKNSSuKiKEydOm4mLqjiXJOaqSpb+4y+c2i80GhWJxfSdOIVR192MxhjbJpOmqko+/PUTWGqaFiIn9+yk+8ixTLzz/sbFvN/nA5EI8Xm0iK0rK+WdXz6C1yXstjqtFla//R+Obt7A7Ed+jraNbolqvYHJ9zzIh8/8XHg+zegxZgLaxI69thpjAtMffJTj2zazbclC3A47XQYOZcic+RjSIjv/ed3uqOcNhIkAWWtrOHP4AHu+XY5ILGbA1FmkdenWPgdJR72QClexT7ASTy4EbbrQZ6o5XSeAIVvoedUcqRLG/lRIjwuHSARFM+C7F4VeVM2Ra2Hkg8I5WoNEBkldYcIvwesUxF6Mas7sZjebvwgvuLcvPUmPERkYUkL/rLgdPs4crY943tMHauk3IbvNrnSR0BiVaIztO9bn9WOpdXJwQxlVJy0k5WjpOTIDfZKyzX2zLjbsZjc7vo7g7AjsX3eGcTd0DxnXJ6u4+mdD2PDZUU7srUEkEtGlfzIj5nVFJBYhFovCujiCYBkfDbUhsuAViWi0g48lZ46aggRVc/asOk1ythZDqiZegxcnTpw2ERdVcS45bPX1LPzz76gsbtotD/j97F6xDIlMzrib74hZVMLr8bDty8+DBFUDhzZ8x8Dpcwj4/VQcO8Le1d8gUyjpP3kGCZlZqPWd26TYZbez9oO3GwVVc0oP7qO29FSbRRVAan5XbvnDS6z78B1KD+1HbTAwdO41FAwYjEqn7/B9axMS6Td5Ol2HDCcQCKDUaFt0/EvIyEQkFoek/wGoDUaU2uD7stbWsOCF56g4fqRxrHjHVvIHDGbaAz9Bm9AGcWitghW/gR1vN43J1HDd25A/FmTNxI4hG+5YDKueh70fCyl7BRNh2nOC4140jDlw11JY9X9nj/VB4TSY8qxgyd5WxOLIIq6dOK0evJ7Q3wGA3xfAbnZjSAmNNoqlIlQ6eWNK3rloEhSIpRc+GhQIBKgoNrPwrzsaoy8l+2vZ9c0pZj/Un6zuCYgv4ahVwB+I2FsKwFrvwu/3h2wMicQiEjM0TL6rN+6zJiMKtRS5UorH5aVoeBoHN4S6AxrT1FGbGgNoE5TokpRBvcoa6DIwtVPs2mvOWCLO2U1uRGIRPq8/LqrixInTJuKiKs4lh7WuJkhQNWf3N18xaOaVGNNaWTvSAg6zif3ffRtxfu/Kr1FotWz78vPGsQPfraTPxCmMvemOThVWLoeN49u3RJw/tOE7cnv3a/N5pXI5KXkFzPzRY7gcDsQSSafUK7UlYqTWGxlx1fVs+PT9kLkr7v5BkEgKBAIc3boxSFA1cGLnNiqOH0E7eHjrLhwIwIFFwYIKhCa5798AP9wsRIWak5APs/8Mk34pHK/Qg6qV74PGY38l/FuhF4wjLhJa6vEklYefV2nlDJ6Rx9LX9oad7zcxu9VNbTsTW72L5a/vDUln8/sCLH99H9f9cii6xLb1lHLaPHjdPsRScbvSEGOJXCklq8gYNv0PoMuAlKiRdoVKiuIcMwuZQsqIK7vicvgo3tnUxDspS8uMB/o0mZhEQGtUMOdH/Vn08q4gYZVRaGTMtd06xTQiNTfyZ0qXqEQiFXdKhOz7hMvrw+sLoAmTDhwnzuVK/N0e55LDXF0Zcc7n9UasvWkvgQhpLQB+vw9TZegO7d6VX9N7wuROE1UBvx+/14tEJsfvC/98O1pfJlepkatiG+loL3KVigEz5pBS0IWNn7yPuaqSlLwCRt9wG8m5eUHGHA6LmV1ffxXxXDuWLSand3/kylYsjq0VgnNeOPxeQXCNeTh0TqYSolbtQaYGw8Xxup+LSifDkKrCVBn6ntMYFai0ketQMrsZ6TMui71rSpsGRTDmmm5ho1sXAqfVg60+fKqp0+rBYXG3WlS5HB6qT1nZsOAYtWds6JNUDJ2dT2ahEVUre2/FGrlKyrA5XTi5tyakvk2boCCrqH3N1TVGBZNu7YFjXhccVg8KlRSVTt5qO/SEdA3zHx+Mrd6F3exCl6hCY5B3WlPh9C4GlBpZ2Khd/yuyMaapLumI5IWk1ubmSKWFt9adoN7hYWafdCb1SCMr4eL4jMeJ05nERVWcSw5dYmQDBrFEgiyGZhUqnZ4eo8axe8XSsPMFAwbz7ZuvhZ3b9fVXZBb1jHmNld1s4vDGtZQfO0qPUePY8+2ysI/rOWZCTK97oVHr9BQOHUlW9174PB5kSiVKTahbYIPgjITP4wmbRhgWvw/MpZHnqw+37jyXCRqDgun39uHzF3c0poGBUPcy44G+UVO9VDo5w6/sQt+J2Zw5Wo9EIiKjm1Gw8m4WjXA5vPg8PmRKabvMKjpCpLqg1s43Ps7n5+SeGr5+Y3/jWE2plaWv7WXYnAL6T85BfoF28BPSVFz9+GDWfHiYimIzIrGILgOSGTQtD7vZFWyR3wYUailet58AIJWKI0YtI6E1KtC2kCoYK3SJSuY9NpBl/9pLXbngaiiViek/OYfcPsloorgVxolMvd3N31Yc5q31JxvHNhyr4e8rj/HxAyPJSbw4N4vixIkVcVEVp03Y6uuoPXOaA9+tRCKV0Wv8JAyp6Z1eP9QcbWIyCRlZ1JWFLnZ7jJmAOoapalK5nGFXXsPRrRtDGuLm9x+My2HHYTGHPdbjsAuL9xiKKrfLybbFC9i84GPEEglXPv4Upw/soa7sTNDjhs27Fn1ymH5IlwEtvddUOj09Ro9n/cfvhp3vM2EyCnUr/7hLlZDRH87sCD9fML5157mMSMrScv2TQyk9VE/lCTPJuVpyeiSiTVS22AdKqZGh1MhIzNCEzDltHqpPWdi69CTWWidp+XoGTc/DkKJCep4MIlQ6OXKlJMTlDoTUxtZGXmwmN2s+DC+4ty4+QdGwdORhDD3OBxKZhNR8PTN/0BebyY25ysGpA7UseHEHHpePlBwtMx/shzah9WmOLruHkv21rPvkCLZ6oSapS/9kRl3TrVXNfy8ESZla5j06ELvJjdfjR6GWotTKLlgU8XKgtM4RJKgaKDc7eeXbIzx7ZR+Ul7jZS5w40YiLqjitxlpXy9J//IWTu5sWmDuXL6bvpKmMueG2mIqZaGgTErnq58/wxZ+eo/pU0xd418HDGXvDba1L62oDhrR0bnruz+xbvYLDm9YhUygYNPNKsnv2YdPnH0U8rtf4K5BIY/sRc9TXs3WRUL/l9/lY+o+/MOnO+7Gb6jm1dzdKrZb+U2ZiSMtAqQ3f8+lC4rBY8LiciM7205JIYv8HViyR0Hv8Fez5dhnWulq6DhpGbt/+BPwBqk+XkNunPwBOmw17fS0l+3YT8AfI6d0PbUJi8OumSYIpv4H/zgm9kCYF8kbF/P4vdkRiEfokFfpRKnqOyojJOd1OL/u+K2XjguONY6ZKB0e3VjL34QHtTktrK2qDnLE3FLHirQMhc6Ov7tZqUeW0eXDZwkdL/f4AlhrHBU959Lr9fPJ/W0Pqx6pOWdmy5ARjry1E2spIYenhepb/Z1/jvwP+AMd2VFFzxsa8Rwa2aFZxoVDrFVF7aMUar8eH3eymvsKO3xcgIV2NSi+/YFHLWLN4T1nEuQU7z/Dw5CIyjBenyI4TJxZcHp/kOOeFE7u2BQmqBvZ8u5weo8eTex6bryakZ3DNU7/DbqrHabWiMRpR642dJiQMqWkMn389A6bORCSWoNIJfVcGz5rHwXWrcNlsQY9Pzs0no7BHzO/DbjHh9zUt1hxmE4v/+jwJGVmkdy1k6JXXkJjZzloehNRCAJVW1+4GwuHwuFxUl5xg1f/+w5lDB1BoNAyaPpd+k6ejjZLO2V70Kanc+Ns/YauvY9+qb9i84BOhuee4KwgE/DgsFnYsXcSGT94LOm7AtNmMvObG4GhYxgDB6e+rJ8Bytn4uZwRc+UrY5rhx2o7D4mbTwuMh435/gJXvHOSqxwa1KyWtrUgkYgr6J3PVYwPZvKiY2jIbxjQ1w2YXkJyra3XErKV6HEknuMrZLW7sJje2eidqvQKNQY46ymtWdswUsb/UoQ3lDJ6e16ook83kYv2nR8PO1VfYqSu3XbSi6nzidno5sbuab/93EN9ZB02RWMTwuQX0HpuFUnPp98VyecPb1AN4/QFalzwbJ86lS1xUxWkVdrOJ7Uu+iDi//atFZBb16LQGqzZTPfUVZRzesBaJVEb3UWPRJ6eSkpvfKdcLh0QiCYnGGdPSufn3L7H1i084snkDUrmcfpOn03v85Ki1X+1FKgu/U15XVkpdWSlD517TrvNaaqs5vnUzu775Cr/fT+9xk+g+ahz65JSO3G4jlSeO8eGvf04gICwmXDYbGz59n5J9u5nzyM/b1zuqBQJ+Pwv/9BzW2prGsU2ff8iJndsYf9vdIYIKYOeyLykYMJgug4Y2DSr10HMuZA8FpwnEMlAnCj+XEV6PD7vJjdvhRSqXoNLJUJynBqg1pTYCEVZcpkoHLpv3vIgqAIVKRmZhAjMe0OJ1+5DIJG1e8Cq1Moxpauor7KHnV0vblFrXGiy1Tpb9ey8VxU2pyAkZamY80I+EtPCprjZTeHt7EHp1hWvUHA6v24+pKrI5UOmRepKytO02nfC4fbjtXsQSUacZV5wPzNXOoBo7ECJ6GxccJzVPT07P2H2fOKxuLNVODm4qx+fxUzg0jYR0dad/hmb2zeT1tSfCzk3pmYZBFV9yxrm8ib/D47SKgN+PO4qrntthw+9rZfF/G7HV17L81Zc5vqPJPnzLF5+cjSrchFp/4SynRSIRCekZTLzjfkZccxMikWD/Le6EtDYAld6AMT2T+vIzIXPG9ExU7XgtLLU1LHj+OSqLm3ab17z7Jru++Yrrnv5Dh4WV3Wzi2zdfaxRUzSk9uI/6yvKYiyq/z8f+774NElQNpOQXsH1x5A2CzQs/IbN7z2ATDJEI9JnCz2WI3exmz+rT7Fxe0tiHKqdnIhNu6X5eamJELQVuLoARm0LdflGpMSiYendvPv/zdjyupt17sUTE1Hv6RG1421Zcdg+r3j0YJKgA6srsLH1tD7Me7Ic+OfR3mNHVGPGchhRVREvxQCCAy+5FJBKhUEsRS0TIFJKg59kcuVLKN2/tZ8LNPdpkR+/z+TFXOdi27CSnD9Sh0soYODWX7B6JrU7DvFjwe/3sXhm56fLWr06QmqeLySaGw+Jm86LiIJfN/WvPkNU9gSl39urUqGFekppJPVL59mCwQ69WIeXxad3RKC79aFycONG48I1B4lwSKDVaug0ZEXG++6jxyFWds/g6sWtHkKBqYOeyL6k5XdIp12wrUrkcXWIS2oSkThNUINSTzX3slyi1uqBxpVbH3Md+2bamtmc5vX9PkKBqwFRRzsF1q1vvlBcBt9MRsa8YwMndOzt0/nA4bVYOrv8u7JxCrcFmqot4rN1Ujy+Ke2CL2Guhcj9s+y/s+QRqi8EdGrHA4wTzGeHHGzlq0Nn4fH4OrDvD1sUnghr7njpQy+J/7I4a0YgVSZlaxJLwyikxU3NJpkYlZWu54alhjL6mGwUDkhkyK58bnx5OZqEBSQv9vtqCw+KhZF9t2LnaMzYstU58nlDBY0hRkpqnC3MUjL62W9iohrXWyd41pXz58i4W/2MXR7ZWIJaK6DMuK+x5JFIxxjQ1Jftq2fxlMV535PSwc6k7Y+PD323h0IZybPUuqk9b+fqN/az9+DAOa3jb+4sVryd6NM9S44zYVLut1JXbgtsWnKX0UB0n9oTvTxYrkrUK/nh1X/58bX96ZejJTlBx28g8vvzRGAqSQ81p4sS53IhHquK0ColMxoBps9m36hucNmvQnD4llYIBgzvlunaziW2LF0Sc3/7VQjIKiyKmxV2OJOfkcesf/0r5sSNUlRSTkteF9C7d0LUjouR22Nnz7fKI8/tWr6D3hMkdav4rFouRSKURhUpDfVp7cdqs2OpqOb59C16Ph4KBQ9AYjBFNQqpLTpDdszdlRw6Gnc/p0w9Fe/tzWSth+VOw+4OmMbEErvwn9JgFirPRr7oTsO6vsPdTQAT9roORD0FCXvuuaymDqkNwYp3QH6tgnBBVk7a8K22vd7N9WahjF0BtqbAo7+y0IZVOzrgbu7PqneDfiVQmZtJtPS+5yAQIdVX6ZBUDJufSb1J2zFsrNOB2Rd8AsNa5cCR70CYGb/ao9QpmPNCXrV+d4OAGIU3MkKpizDWFZBSGOmxaap0sfGlHUI+ysqMmsrsbmXhrT6pOWzh9oGmzQioXM+nWnuz8Rtj4Ory5nKGz8lsV+XTaPHz30eHG2qPmHNlSycCpee126XPZvTgsburKbciVUvQpKtQGeUyF7rlI5WIyuho4c7g+7HxKri4mZhU+r5/dKyO3gNj17SkK+qd06ucpVafk6sHZTOyRgtcXwKiWI78IGnvHiXM+iIuqOK3GkJrGTb9/kY2ffsDhjesaXdYGz74qZrU35xLw+XA7wuzyn8Vls+L3+uDS28huNyKRCH1KKvqUVIpGjO7o2RBFKaoXi8UdzrxS6w30HDeJveHEm0hEfr9B7T6302ph+1dfsOGT9xvH1n/0DkPmzGfAtFksf/VvIcec3LuL8bfdw+5vluKyBxuMSOUKBs+ch1TezkXHoa+CBRUIva4W3A8/2AipPaC+BF6fIgiwBjb/Cw5+CXctb7v5Rf0peGd+cM8siQxu/BDyx4I0+nPxuH1hLcQbqCuzk17QuS0TZAoJhYNTScnRsmvFKczVDjILjfQcnYkuKbb1RxeCzhJUAAqVFJFYFLFJuVIjxR+hYE2boGTMtUUMnpaHzxdAppCEFdB+f4BDm8rDNn0+faie2jIbU+/qTW2ZjfJjJpQaGSq9nJ1fl1B2TDC/8XsDURupN8ft8HLmiCni/Mm9NaTktH0zxm52s2Xx2dS4s7ciU0qYcX9fIYIojZxl4PP58Xn9SGWSNjcGFkvE9ByZwa5vToVEpEQiGDozH5my4xkOfp8/qH/cuXicPgKRihdjTKImbk4S5/tHfPsgTqsR6ocymXzPg9z10mvc8ed/MO6WuzCkdF4/JIVWS0Fz04BzKBoxBlmMLdS/T8hVKvpPmRVxvu8V01B1sAeZVK5g5NU3hLoSikRMuuM+JLL2K+LastIgQdXA1kWfkZrfleyevUPmugwcgsaQwI2/fYHcvgMaxzO79+TG376AITWtfTdjrYB1L4WfCwRg53vg88HO94MFVQPmM3DgC2hLuqXbBt/8OrQJsc8DH9woRLBaQCoTI5ZGXiSeL1EjV0lJzdMz8daezH5oAMPmdsGYqu7UCMLlgFqnoMeI9LBz2T0SsNQ6I9ZHgfD71yWpMKZGNjJwWj0cXB/5vbR3dSkypQSJTMyBDWVs/rKYr17d0yioQEjjlClbuY8rEsRGtHtuK4FAgOJdVexd3SSoQBAaX76yC2tt+DRXt9NLTamVNR8cZsnfd7N5UTH1lfY21xBrk5TMe2wQCelNUXBtgoLZP+qPITU2TXFlCimFQ1MRi0VkdU+goH9y0Oc3v18yikswlTZOnEuFeKQqTpuRKZTIFOdnoSWVyRk040r2r/42JGKlTUyiy6BhLTYcjROdzKIeZPfqw+n9e4PGk3PzKRw2Kiavr1ShZOzNd+Iw13Pm8EFUOj3Zvfpy4LuVnNy9kxk/fBSFpm059z6vl51LF0Wc/+Y/f2f2wz+n9nQJu79Zilgiod+UGSTn5KE2GFAbDMx55Oc4rVYIBFBotK1ORayyV1FsKmblqZUYFAam5E0hVaxEF04sNVB/AtxW2L8g8mP2fgoDbgJVK407bFWRz+d1CU2LW0gpVOvl9BiRwf61oeYnar38vPdTksrE7Vo0f1+RKSUMnVUAwKFN5fh9AUQiKOifQo+R6agN8g43tG0puhEIBCAA+iQVar2csspzokwiGHt9EepWuvcpNTIKBiRzfEf4GqDc3m13VrWb3Gz7Knyaq98XoHh3NQMm5waNez0+Tuyp4es39jUKsdLD9ez6poR5jw0iLb/1xkASiZi0fD3zHh2I0+Yh4AeFRoY2xsYRWT0SmPXDfpzcV4PT5mXQtDzkSgmbvjjOgCtykMZT8eLE6TTioirORY8xNY2bf/8iaz/4H0e3bEAskdBr7ESGX3V9p6Udtgefx4Otvg6Xw45MoUCtN3aaeUcs0SYkMuvHT3Dm0AF2Lv8Sv89P30lTye3TH11Sckyu4TDVs/CF36JLSiYpJ4+6M6VsXfS54AgoEmEz17dZVPm9XuymyClCtrpaJFIJBQOHkNt3ACIRiCXBX3lKjRa72E2lvZIjlVtJtiSTr88nTZOGOIIlXYW9gkdXPsru6t2NY3/f+Xd+NvQJ5k38Bdplvwp/Q4VThe13eZTnKdcIlu2txecR0gsjYatq8RRSuYRhswuwmVyc3NPklqhNUDD7of4RHdt8Pj92kwubyQ0BoXGuRi9H0speThcD1jontWU2KorNGFJUpHcxoE1QIL7EomO6JCXD5nSh5+gM7GY3YrGIugo7aqOCxIyOGwSotDK6j0hn86LisPO9x2YhlUuQyiVMvacPe1efZs+qUtwOL6l5OkZfW0hKTut7CMqVUkZe1Y3yY2bs5mBTimFzCtAY2y4S/f4AljpnxPnaMlvImN3s5tu3D3BugyWvx8+Kt/Yz79GBbW4e3JkNh91OL6f21bLq3UONY4c3lWNIVTHnxwPCukDGiRMndsRFVZyLHpFYTGJmNtN/8DCu2+8BRKh0uk7ridUe7KZ6di5fwtZFn+FxORGJxRSNGM34W+6OmTDpTLQJiRSNGE1+/4EEAgEU6tg6NTksFgAsNdVYas7ZfQ4EcNsj181FQqpQ0HXIcE7u2Rl2PrfvABRqYSEXybSiwl7BL9b8gi0VTe6Serme16a8Rs/EnkjEwQLB6/fy8aGPgwRVA/+35XlGzPqQbt8owHdOKpE2FQrGCz2vRjwIn9wZ/kmN+GGTmUVrUOjAmAf14XfgyY6cOtscjVHB5Nt7Ybe4MVc7UGllaIxKtAnhP2Mel49TB2tZ8eb+xnosqVzM2OuL6DooBYUqdilGHpcPu8nF6UN1OK0esronoE9WdbjY3lTt4IuXdmCublpoS+Vi5v5kIGkF+jbXzVxotAkKVHoZDrObQAAyuhlj5poolojpMTKDgxvKgl4vgPSuhqCIjdaoYOjsAvqMyyIQEF7T9kTKjKlqrv7ZYE7srqZ4dzVqvZx+E7IxpKrb9f6SysQkZ2mpPm0NO59VaAwZM1U6wpplANSV23FaPZ0mkNqD3eQOElQNmCod7Fh+krHXFSGVXzqbHnHiXGrERVWcSwa5SnVRRn68Hg87li1m46dNtT0Bv59D67/DWlvL3Md+ibqDdUnnC3l7Xe9aIGpanUiEQt3264pEIroOHs6mzz/CVh9skS6VKxh25TXIFJEXPC6vi9d2vRYkqADMbjP3Lb+PT+Z+QqY2uC9VjbOGDw6dY0TRjCUnv+bH93wDn94F1UeEyFSXSTDz+SYDirzRUDQNDi8LPrjXlZAVbNrh8XkwuU1IRBISlGFSAnXpMP0P8MFNoXP540Af3uo6HEqtDKVW1qrIhrnawdJX9wQ17PW6/az830ES0jVkdI3N+93j8nFiTzVfv74v6FoZXQ1MvbdPu1OnXHYPq989FCIQvG4/i/++i+ufHBYxQmepdVJVYub0wToMKWry+yahSVAgvQgidBKJOOaNhRvQJSqZ9+ggju2o5NDGciRSMX3GZ5HTIzGk91Gs7kOfpKLvhGx6jspELBEh6UDqmkonZ9T8rnzxt11h5mRkhhFVLdVNhWm9d0E5uTeyZfqhjRUMmVmALvHCv0/jxLlciYuqOHE6iK2+lq1ffhZ2rvTgPmx1tRdUVDntNnxuN3KVOqrI6ExUegPZPfty+sCekLnCoSNQt9OyXZ+SyvXPPs/aD/7LkU3rCfj95PTux8Tb78WQGr54v4FqZzULjy4MO2fxWDhSdyREVAUCAazu8DvdADXOWsjoB3csBqcZxFJQJ4Ky2e9flwZzXxFE1453QCyGAbdAUjfQpjRep9RayoeHPmRFyQpUUhW39LyFMVljSFGfk/KaPxZu/gSW/VIwrJBrYeg9MPyBxvN1FL/Pj83kxmFxIxKJcFg9JGVrqT4V+lpsXXKCaff2Rt5aU4Io2OpdIYIKoOyYiT2rTjNsTkG7jCwcVg+nDoTv7eSyezFV2cOKKlOVnQUv7sBa1xSJXP/pUWY+2JfsHglR3eMuB3SJSvpPyqH78HREItF56R8mEomiGm20hdR8PVPu6sXaj4/gsHjOjum44vZe6MJYvRvT1BGdFbUJChTai8v0wWmP7Pzn8/pb7b4YJ06c9hEXVXHidBC33Y7XFblBan1FGSl5BefxjgQcFjMVx4+yacHHWGtryCzqwbArr8GQln7e+3qp9QZmPPQoy179KyXN0vW6DR3BxDsf6FC6YUJ6BtPu/wnjb76rMXVRqW05hc7tc+P2R24iWmYLdTtTy9QMzxjO+jPrwx4zOW+y8D/aNOEnEtpU4Sc/vCX+actpblpyE/Wu+saxp9c/zfD04fxx7B9JVjdLKVXqoXCKIOY8DkHIadMEW/UY4HZ6Obm3htXvHcJ1dtGm1ssZfU03Dm0sp2R/sDipr7DjdfliIqpO7KkOEVQN7F11mr7js9oVEYmU0tWA0xq6OHXZvaz54HCQoAKhVuer1/Zy06+Hfy9qVkQiUYeNL2KN3+fHbnbj8wWQysQRXQwVahmFQ9LI7GbEZfcilgqCTSQCu8UdYqSh0ssZPreAjQuOB42LRDDhlh4xN5noKLm9kti6+ETYubQCfUw+k3HixIlM/BMWJ04HkSqUiERiwXQhDGpjy05uTqsVn9cTs2iSy25nx9JFQXbj9eVnOLhuDdc/8wcyi3p2+BptRZ+cwuyHf4bDZMLlsKNQa9AYjG02qAhHe1JDVVIVScokapw1Yed7JPYIGdPL9Tw6+FE2l2/G6w9eeBcaC+me2L1N9xAOp9fJv/f8O0hQNbCpfBPHTceDRVUD0URcB6grs7P8P/uCxuxmNyveOsDMH/bj9ME6/M12wJOyNEgjRBbsZjd+fwC5UtKqBd65AqY5bqcvouBqCblKikIjxWULv7MfLgXSaXOHCMgGfB4/NaXWi1ZU2S1unFYPAX8AhUaKxqC4bFxT7SYX+9edYec3p3DZvegSlQy/sgu5vRPDij+RWIQ2UYlc7aX6tJWV7x6k5rQNXaKSobPzySw0Nh4nV0jpPTaTlFwdW786gaXaSUqejqEzCzCmdU6qdEcwpKjILDKGNBkWiUWMua4Q5UUWWYsT53IjLqrixOkgGoOBbsNGcGRTaPRCl5SMPilyCpbDbKLs2GGhLqiulswevRh+5bUY0zI61L/Jbqpnw6ehtT9+n5flr73MtU//Hk07U+46gkqrQ6Vte9POziBVncpDAx/i2Q3Phsx1T+hOti47zFFQYCjg/Znv86etf2JT+SZUUhXXFl3Lrb1uJVXd8Z5tJpeJ5SfDNEo+y4KjCxiWMazD12kNboeXrYvDO775/QGKd1aR2yeJE7vP1nKIYMjM/BDBZDe7KdlXw/blJ3FYPGQVGhk6uwBjqiqqW2Bu70R2rTgVdi4lV4dU3r4aG41RwcirurHqnYMhc10GpKDSh372fN5AiAtcc1xRUq8uFAF/gJpSK9+8tZ+aUsHdTmNUMP6m7mQVGVslbL0eH9Y6F8e2VVJXZiOrRyLZ3Y1h0+XON06bh3WfHePwpvLGMUutk2/e3M+4G4roNTYzbHpowB+gZF8Ny/7dtFlQU2pl6Wt7GTIzn0FTcxt7aik1cnJ7JZGWr8fr9iNr5YbAhUCtlzP1rt4c2FDG7m9P4bR5ySwyMnp+NxIyLj4RGCfO5cbF+c0QJ84lhFylZuLt92KrrePMkQON49rEJOb/4jcR3f9cNhubv/iUrYua6rFMlRUcWvcd1z/zRzKLQiMlraXi+BEibePXnC7BabWcN1HlD/ipddTix49BbkAhvThSZsQiMZNzJ+ML+HhlxyvUu+obx3465Kckq8L/3uQSOT2SevDihBexeWxIRBK0ci0evwePz4MsBml3ElFkodHR83vdPpw2oZ5EoZYiU0T+M+Bx+6gJYzXdQF25naQsIdVSqZEx4ZbuITv4TquHtR8f5siWph5ex3ZUUby7mvmPDyItP3K9YVKmloR0NXXl57hDimDMdYXtTkMTi0V0HZiCTCFh4+fHsNQ6kSsl9J2YTd8J2WHPK1dJ0CYoIkbPUvIujs2C5phrnXz25+14nE22+7Z6F0v+uZtrfjY46msPQh1O6aF6lvxjd2M08tDmCpRaGVc9Nigmdu0t4XH68Hp9yBWSEAHusLiDBFVzNi48Tn6/5LC1cTaTizUfHCa7RwK9xwlmLiKEjYI9q0/TY2QGhnOEk0ItQ3EJ6BKNUcGgaXn0HJlOIAAyhQSF+vxGqOrtbkrrHXy+oxSL08vsfhl0T9ORqj8//S3jxLlQxEVVnDgxQJeUwpWP/wprXS11ZWfQJiSiT0mNaqduM9UFCaoG/D4vX//7Fa598rl2GziIJdELu89X6k+lvZKlxUt5/+D72L12xmeP5+6+d5Ojy4nYB+p8YlQauabwGsZlj8PusSOXyElUJqKRtbxY1Cv0iEQiTphP8PyW5ym1lTIodRDXdb+OLE0WUkn7vl4TlYnM6zaPt/e/HXb+qm5Xteu8AKYqB1u/OsGRzRUEAgG6Dkpl2JwCDCmqsO8JqVyCMVWFpSZ8f5/ETA39JmXRc1QGKp0MtUERYkVurXMGCaoG/L4Aa94/zOwf9Y8ojjRGBXN+PIAti4uFxrbeAImZGsbdUERydhus58MgFotIzdMx9e5eSOUS5CopmgRFROMLrVHJ2OsK+eq1vSFzXQeloLmIrLUbOLatMkhQNRKATQuLmXZvHxTqyO9Tu8nFsn/vDUrvBEEof/u/A8x+sH+npZQ57R5qS23s+LoEa62T9K4G+k3KQZ+kbHQBrK90RDze7fDisnvCiiqn1UN+32SSc7R8+/aBxtdIoZYyan43HBb3eW96HUvEYhEa44URMPV2N/9ac5x/rDrWOPbhllMMzDXyz5sHk26IC6s4ly9xURUnToxQG4yoDUZS87u06vFlR0L7iTRQXXICp83WblGVWtAVkVhMwB9a55Va0PW8pOBV2at4dNWj7KpqsjD+/OjnfH3ya96f9T75hvyox5tdZmqdtVg9VnRyHYnKRHTy2N+3RCwhQ5PR5uMcHgdLipfw3MbnGsf2Vu/lw0Mf8ub0N+mb3Ldd9yOTyLi5582sKFlBqbU0aG5Olznk6nLbdV5LjYPPXtgW1Ez1yJYKSvbXcN0vhoatB1KopAydVcCpA3UhcyKxiL7jszGmRhegpw+FHttA5UkLboc3asRJl6hk3PVFDJmZT8AfQKaQdrhHlc3kYsOCYxzeWN4Y0E3J1THt3t4YUiKHI7J6JDL34QGs/+Qo1aetqHQyBkzJpceI9IuuXsXr9XPmSH3E+aoSCx63L6qoqq904HGFby5dcdyMw+rulOftdnk5sPYM6z9rWphXn7ZyYF0ZVz02kLQCIcIW7d6BiBbsEqmY/H7JfPVqsBupy+5l1bsHuebnQ6Ke12ZyYa52UFtmR5+sJCFN3WlW9pcaJbX2IEHVwI6SehbsKOW+cV0uuR5wceK0lrioihPnLNbaGiqKj3Fk83rUBiM9x0xAl5SCMgZGCuEQi6NHajoSTVIbEph4+318++arQeMyhZJp9/8Y1XmweD9SdyRIUDVg9Vh5dder/HrUr1FJw+8Gl9vKeXb9s6w9sxYAESKm5E3hZ8N+FpO6pVhQ46zhj5v+GDLu8rl4at1TvD71dZJUSe06d6Y2kzenvcm6M+tYUrwEtVTNLT1voSihiERVYpvPF/AHOLK1MkhQNd6vzcv+tWcYGsGePCFDzcRberD24yONC2yFWsrkO3uhS255IRmt2ahI1Lr3uVQuQR+jGh6v28f2ZSc5tCE4bayqxMKXr+xm3qMDI7vHqaTk9Ehk7k8G4PX4EYlFqPXyi3KRKBGLSEhXc3JveCMWbaICiTT6fbud0evE/L7Oseh2mNxs+Dx0Ye7z+vn2fwe58pGBqHVydElKlBpZYzprc9K7GlDpwgs+uVrK/nVnws4FArB3dSnjbtIiDSPKzNUOFr28i/qKppRUtV7O3IcHkJTZsejp5cAHm0sizr21/gTzB2XF0wDjXLbERVWcOIClpopP//AMNadONo5tWfgJ42+9h76TpnTI8jsS6YXdI7oGZhT1QBmtYW4LyJVKeo2dSEZhEdu+XIC5poqcXn3pPWEKhtTzI0q+PP5lxLlvT33LI65Hwoqqemc9T659kk3lmxrHAgRYfnI5IkQ8M+oZtPILv3g5Un8EbyD8ovNY/TFMLlO7RRVAhjaDa4quYUb+DCRiCUpp+xciLqeX4zurIs4X76qm/xU5qM6xlLbUOjm4oQxztYOp9/RGLBUjV0jQGBVoDHLEregRld09QShYCbP+zuubfN4jPHazm31rwi+o6yvsWGqdEUVVA+e+ThcjIrGInqMz2bXiVNjyyqGzClqsSUvMjPy9pzbIW4wUnYvD4sbn9SORiaNeu/q0NaKzY+0ZGy6bB7VOjtagYNZD/fjipZ1BETVtgoIrbu+JUhP+GiKRCFOU1MHaMza8bl+IqHLaPHz79oEgQQXCe2rxK7u5+olBFyzt7mLA7w9Q7wgVuA3YXF787bXsjBPnEiAuquJ87/F6PGz9ckGQoGpg9f/+Q8GAQZ0iqjTGBCbcfg8r3/pX0LhcpWLKvQ91OEVPodGQ3rWIaT94GK/HjVyparHWqjmVtkoqHZVY3VbSNekkKhPRK/StPl4ti5xGpZBEtnSuddYGCarmLD+5nB8P+vFFIaoCLSwOAtGs4tqARt7x955EIkauivx1L1dJEJ0TbbHUOlnw4g7M1cLi8+CGchAJts1XPjywVYIKhMX3mGsLWfvRkeDxs72uzreTmsflw+eN3KfKXO0gveDCNeuOJbpEJdPu68M3b+zHe7Y3l0gEg6bnk9Gt5eeo1inoMz6LvatLQ+bGXV+EppV9mpxWD6VH6ti8qBhzlYOEDA0j5nUlLV/XIRMFkVhEaq6OG54aRvlxE/UVdtIK9CRlaaOm48kUYhKzNCHiqIGkHC2yMBFWh8VN6Tl25Q1Yap3YTO7vtagSi0XM7Z/Fkj3hzUMm9khBr7y40mTbQoXZyeFyC1/tLceglnFl/0wyjSr0qkv3OcWJLXFRFed7j8NsYs+KZRHnD29cy8hrbor5deVKFb3GTSKzqAfbl3yBuaaKvD796Tl2IoaU2PUcksrlSOWt31kPBAIcrjvMD1f8kAp7ReP43K5zeWTwIxFd8c5lXrd5fHjow7BzVxdeTaIifBpbnStyDU6AAGa3uVXX72wKEwqRiCT4AqE1J/n6fAyKyItWj89DjbMGn9+HSqYiUdn2lL62IFNIGHBFDqci9FnqPzkXpaZpYRAIBDi2vbJRUDVNgKnSwYk91fQdH95y/lzkSik9RqSTWWhk7+pSbCYX+X2Tye2dGLOUvrYgU0iQSMURhdWFuCcQGti2Vqi2FplCQn6fJG58ZnhjZEafrMTj9mOtc+F1+6NGHBVqKUNnF5CSq2PbVyew1rpIztUyan43knN0jRsjdrMbm8lFfYUdjVGBPknZKGo8bh9715Sy6YumBrpVJRYW/W0nE2/pQfeR6SFpp8nZWkSi8AamiZkaFM3eq2KJGH2yqk09wmQKKUOm53F8R1VIBFUkFtF/YnbYeiyvu4Wm0WHSEL9vDMgx0C1Vy9FKa9C4Sibhx1cUoY7iNnoxU2ZycN/bW9lT2vT355+rjvH4tO7cOiIvLqziAHFRFScOgUAAjyu8uxmA02aNONdRlBot6V2LmPrAj/F5vMiUCsTi1keTOoMyWxl3L78bk8sUNP7FsS/I1GRyf7/7W+Vsl63N5qYeN/HewfeCxgemDOTqoqvZWrGVXVW7yNZlMyB1AGnqNKRiaVQxAqCVXfgoFUCSMomfDPoJL257MWhcKpby7KhnI4rPSnsl7+5/lw8OfYDda6cooYgnhj5Bn6Q+MYlKRSI5V0ePkelCxKkZXQelkHlO1MJp83AoglU1wKEN5RQOSQsSYtFQqGWkqGWMv6k7fn8gbK3K+UKtl9NrbCZ7Vp4OmTOkqtAlnb9Ig98fwFLj5Nj2SsqPm0jM1NB9RAa6RAXSKP272oJEJtSj6RKU1JRaWfyP3dSVCREahUbK2OuKyO+XhCLColCtk9NrdCZ5fZII+ANIZSu/ajYAAQAASURBVJKglE1rnZNl/95L+fGmxabGKGfOj4UaI7vZzZYIvc7WfXKEnJ4JIT2vVAY5I6/qGmRUAYLBxKRbe6COQfqlIVXN9Pv6sPKdg41NoFU6GVfc0QtdBIGmUEuRyMT4POHFVTinwe8b6QYVb981jP+uP8H7W0pwuH1c0SONn04rIj8pNp70ZocHXyCAQSk7L/WMXp+f9zeVBAmqBl5YdohJPVLjoioOEBdVceIgV6nI6d2PU/t2h53vOmREp9+DVCZHKruwdRourwu7106NI3xhO8A7B95hftH8VrnlGZVGHuj/ADMLZvLBoQ+weqzM7TKX7ondeeDrByixNBU0KyVKXp3yKv1T+pOkTKJ/cn92VYeaXIzPGt+hOqVw1DpqMbvNiEQiDAoDRoWxVcepZWrmF86nb3Jf/rPnP5yxnaF/Sn/u6H0HObqcsMfUOGp4YvUTbKvc1jh2uO4w9yy/h9emvMaozFGxeErh71cnZ9T8bvQdn83hLYKleuGQNPQpqpBFqkgkimgtDiCWiNplpCIWiy64qYNULmHw9DzcDi+HNzW5/yXnaJl+X58W66liSfUpCwte3NFYD1S8q5ody0qY9cN+ZPVIiPo7aCuWWief/3k77mYW6y6bl2/e3M+VjwwUat+iEO51cTu8rP34SJCgArDVu1n0t11c87PB2OpdEQ0t3E4fDpsX3TkfablCSs8xmaR1MbBjeQnWOicZ3Yz0nZCNPkaiV66UUtAvmdRfDcNhcSMSiVDpZGgMipBU2AbUBgUDJuew7avQVPEuA1MuiVq780GmUcVPpxVx5+gCAoEAepUUjaLjoqPS7GTLiVreXHcCp9fH3P6ZzOqbSVZC50aXq61u3tkU2YDj8x2l9MxofWp8nMuXuKiK871HqdEy4ba7efeXj+H3BRsPpHcrIjGrdWlOscLj8WCrrQECqA1G5MrO/YPh9rk5bTnN/w78j91Vu8lQZ/D0iKfZUbmDdw68E/RYq8eK2xfqIBeJBGUCCcoE+iT3wY8fl9fFz9f8PEhQATh9Tn644od8NvczMrWZPD/+eZ5Y80SQe+CojFE8OfLJmNmqu31uDtUe4pkNz3C47jAA/VP68/TIp+lm7NaqPloGhYEh6UPomdgTp8+JRqaJaihRai0NElTN+ePmP/LGtDdanV7ZHlQ6OSqdnNT86AsApUZG3wlZVLwVPtWy78TsNpsUXExoDArGnrVpd9k8yBQSlDp5TCIgrcVmcrH89X0hluV+f4Bl/9nHDU8Ni2nk48Se6iBB1ZyNnx9j1kP92txM2WF1Cyl0YbDVu7DUOiPamjcQSWQr1TIyuxlJydZFbP7bUcQSMbpEZatfZ6lMTL9JOcgUUrYvO4nb4UUiE9NrTCaDp+W1OnL7fUAmkZBuiN3vq8ri5PFPdrP6cNP7bW+pmbfWneCjB0aSndB5nZkDgQDWKE6YdbbW/02Mc3lz6f5VjBMnhiRl5XLzH/7Cd++9RcmeXSjUagZMm02/K6ahNXZuvUtz6ivK2P3NUg58twqfz0u3oSMYMns+iZlZnXbNvdV7uXv53Xj9wh+Nw3WHWV26mh8O+CHT8qax7GRTvVmiMhGFpO07+RKxBAkSypxlrCldE/YxNo+NYlMxmdpMMrWZvDzpZWqdtZhdZgxKA4mKRIxKY7ueYzhOW05z+9Lb8fib6iB2Ve3i9q9u56M5H0WMNoVDI9egoeXUvW0V4QUVQLGpGLvHDhdJz9HsHomkdzVQfiw4DTSr0EhmNyMgWFw7LB4ggFIrRyprWYi6HV5EYhEyRfsXXE6bB4fFjcPqQaGSotLJ29y7SqGSoohi3tHZOG2eiA50bocXa50z7GLfZffgcngRIUKpkSFTtvw6BgKBqD2ras5YI6a0RcPr9kd06QOwmdyk5esj2p4bUlQRbc8bkCklyIjN4txp9eCwuvF6/CjUUjQGORJp286t1skZMCWHomFpeFw+pHIxar2iVe/9OO3nYLklSFA1cMbk5H8bTvLTaUXI2mDE1Ba0Silji5JZcSC0iTnAzH5t73MY5/IkLqriXPJYaqqpPnWSyhPHSczKJi2/K7rklDalJ0lkMlLzCpj1k8fxOBwgEqMxGNvkltdR6ivK+OwPz1BX1uS0tWfFMo5u2ciNv3mehIzYC6sqexVPrXuqUVA157Vdr/HSxJeCRNUP+v+gQ32i3H53VFe85iYVDVGuzsDpdfLG3jeCBFUDVo+VL499yX397kMS4/q2JGXk1EWZWIZUfPF8JWuMCqbf24eKE2b2fVeKSCSi99hMUvP0aIwKzNUOdq441ZhCVzg0jYFTczFEqEex1jk5daCWgxvLkUjF9JuQTWq+DrW+bSLdWu9k9XuHOLG7KU01OVvL9Pv7Yki5SBRpK2ipx9O5Rho+n5+6cjtrPz5C6cE6RGIRXQamMHJel6gNi0FI50zK0nJse/iokj5JhbiFnlXhkCslyBSSiA2CjSkq4X10fx+++NtO/N6m5yxTSJh6T+/zlm5pqrLzzVv7KT9mbrz+0Fn59BiZ0ea0PcnZCNelRo3Vhc8fwKCWoWilmHR5fdTZ3AQCYFDLUMvP/3eUz++P2v/qsx2l3Dm6IKaRsebolDKemNadtUeqcZ3zueyZoaNXejz1L47AxfMXPE6cdlBbVsrHv/kl1tqmBZZSo+XaX/+e1LwubT6fUq1Fqb4wRggnd+8MElQNOMwmdi5fwpibbkMmi+0CxOQ2haTiNeANeKlyVGFUGHF6ndzT9x6m5k9tVVpcJLQyLUnKJGqc4eu2ioxF7Tqvz++j3lUPCNG0lgS11WNle+X2iPMbyzZyXffrcHqdgo243BATG/eBaQORiqRh+1vNLJjZaSKyvWiMCroMSCG3VyKIaDRPsNQ4+exP27HVuxofu29NKcU7q7j6Z4NDHPSstU4W/nVnkIX1qf215PdLZuItPVodZfI4fWz8/HiQoAKhr9Hif+xi3sMDUXfSIt3l8OKwuPE4fchVUtR6GbIOOJkpNTIUGmmjSUJzxGJRiHmDucrBp3/c2miNHvAHOLatkrIj9WFf83MpHJrG1iUnwoq5obPzUeva/rqpDXIGTs1l86JQI4qMbkbURgVisYj0LgZufHo4x7ZXUlViIb2rgYL+KedNmFjrnCx8aSeWGsGQKLtnAt2HpyOVSTBXO5GrJUjO4wba+abS7GTV4Spe/64Yq8vLxB4p3DOmC7mJ6qg1jqfr7Ly2+hifbi/F6wswrXcaj04pIi9Jc8FrI883BckaFj40mue/OsjqI9Vo5BJuGp7L7aPySTNcegI7TucQF1VxLlnsJhOL//p8kKACwa1vwf/9lpue+xPaxNiaGnQWDquFwxvXRpw/tm0TA6fPwZiWfh7vCpJUSbw+9XW0ci1JqqR2pf41J1WdyqODH+VX634VMjcuaxwp6pQ2n7PMVsbi44v54tgXiEViri68mil5U0jXRH6t5GI5yapkTllORbzPhUcX8tL2lwAYmz2Wx4Y8RoG+oF0GDQ2kqFL484Q/8+iqR4Os2IelDePBAQ9idVvx+X0XRR+u5kib9ewJ+AMc21EZJKgasJvdHNpUweBpuY023X6fnwMbysL2BDqxu5qaUitqfetSbO0WF4e3VISdqyuzYzW5O0VUWeucrPngMMW7qyEgiJ4eI9MZNrdLuyMtGqOCcdd35+s39oXMDZ1dgKqZw57X7WP78pJGQdUcu9nNid3V9J2QHfW9qUtQMPuh/iz9117cDkHIicQiBk3LI6sFk4pISKQSeo8VIug7lpfgcfkQiUV0G5TKqGu6IkJILXTZPCi1cvqMy0KulEY0gugs6srtjYJq/I1F2Exu1n58BJfNi0ItZcDkXHqNyWhz1PRSoNri4olPd7PqUFOU8p2NJSzYcYaFPxxN19Tw3zVn6h1c/9pGSuubUlQX7S5j9eEqFv1oDHlJnedUei4SsZgbhuWyOEL/q6sHZpHUyU3E5VIJPdL1/PXGgVidXkQiSNIqkEUxk3F7fVRYXByvtOL0+umepiNJK0d3CffqihOduKiKc8nisJioLD4Wds5SU4Wtvu6SEVVisSRqLympXIFIHPucfYPcQJ4+j5PmUDcrqVhKobGQbF3sjDrEIjHjc8bz5/F/5sVtL1JqLUUj03Bj9xu5qedNbY7UlFnLuGvZXZy2NtljP7/leT4/8jn/nPxP0jTh+33pFXru7XsvD654MOz89PzpPLnuycZUxTWn17CjYgcfzfmoQ6+HUqpkdOZovpj3BetK11HpqGRq3lTqXfX88rtfctp6mu4J3fnBgB/QxdAlagPlaFjcFqrsVaw/sx6v38uozFGkqlNjUpPmcng5sjW8sAE4tq2SPmMzG1OqHFYPB9aXRXz8ntWnySw0tmhoAELj3oA/ctqcrd4FubExMmnAYXXz9Zv7OdOs6avfH2D/OuE5jbmusF0RK7FYRF7fJK56bBAbFx6jptSGPlnJsNkFZHQ1BjVFdjm8nD4QvscYCK6BPUdlRq1Tk8gkZBUZueGpYVjrnHjdfvTJStQ6ObIONGBW6+UMmpZL9xHpeJxCjZFKJ8dp87D0td1UFDeZnWR1T2DyHT2jNubtDKpKLAB0H5FOzRlbUDNjl93Lpi+OYzO5GHlV1/PejPpcbPUuoWZOLEKlkQXZ17eH4hpbkKBqwOry8qflh/jTtf3RhHn/rjpUGSSoGjA7vby5rphfzOiJIsbGIdHoka5jfFFKSF1VpkHJLSPzOq2e6lx0SlmrRJHd7WX1oSoe/nBnY8qgSAT3j+vCfeO6kqiJO0VejsRFVZxLFq87uuOO2xm+CLwz8Xm92OpqcTudyBQKNMaEVjXeVajV9Js8g+Pbt4Sd7ztpKoaU9tcyRSJFncJvR/+Wu5fdHVJf9POhP49aA9ReDAoDU/OnMjB1IE6vE6lESrIyGZmkbYsHf8DPkuIlQYKqgSP1R9hUtom53eZGPL5Pch/u7H0nb+57s3FMLBLz0ICH2FqxFasnuD+ZxWNhwdEFPND/gQ7VPimkCnL1ueTqc3F6nXx06CNe2PpC43yFvYLvSr/jpYkvMSFnQpvTLU0uE+8deI9/7PpH49ift/2Zq7pdxU8G/aTDlvRiiSiqiJApxMGRiABRhVDAF63K7pxzK6WIJaKI9UjahNhHGhxmT5Cgas7BDeUMmp6PIaV97weFSkpmoZGZP+iH1+1DIhWHre8RSwRTCmtdaHQQhP5KYknL0Z9IbndOm0e4vkzcZgdAECJWzdMPHRY3y1/fFySoAEoP1bHynUNMuavXeXXKM6YJ99Z1YApL/7U37GP2rSllwBU5F0xUeVxeyo6aWPXeocaoWlqBnkm39iAhQ9PuCPmS3ZE3NL7eX4HJ4QkRVXa3ly+jHPfNgUoenNCN1PMoqlJ0Sl64ph+bT9Ty1nm2VG8PZ+qdPPje9iAjl0AAXl19nP45Rmb0iZtbXI7ERVWcSxalVodUJsfrCSOuRKLzHqWy1dez6+slbP3yczxOBxKZjL6TpjL8quvRJrSc3pSSl0/hsFEc2bw+aDyjsDvdOrFXVu+k3nw691PeO/AeO6t2kq3N5s4+d1JgKEAl67w/Vu1J9WtOvbOeL49/GXH+s6OfMSl3UsRUugRlAvf0vYf5hfPZVbULiUhC7+TeLDy6MMRKvoE1p9dwS89bYuZCWO2o5i/b/xIyHiDAbzb8ht5JvSNG2yJRbCoOElQNfH70c8Zmj2VK3pR23y8I/X36T8qm9FBd2Pl+V+QELZiVWhmFQ9PYsTx87V6vMZmtbgas1snoOTqDfWvOhMwl52rRGGK/+2szhxcyIESsGlLpOoJSI4MoIkOlFWqXvn5jf9j5fhNzWhXpOxeXw0tNqZWNC49RW2pDl9QUKetIhMRh8VBxPLwdf8m+GpxW93kVVSk5ehRqKT5fIKIgDwSEqKoh9ntXraK2zM6iV3bRfIehotjMZ3/aznW/HIo+ggFMS8ijvC8kYhFSsYiyegen6uxUW9wUpGhI1ynRR4nGaBVSJBegpipVr2R2v0zGFabg8wcQiQIUV9v593fHCQBz+2eSn6QmSXth0zgDgQAfbC6J6Iz5yrdHGV6QiNXlY8OxaoqrbQzOS6B3poFM48UnEOO0nrioinPJojEmMGzetaz/+N2Qub6TpqLWG87bvXhcLrZ++RlbF33WOObzeNi5bDG2+nqm3vcQSm30tCR9cioTbr+H/lNmsGfl1/i9XnqOnUhKfgGG1LYtrNuCXCKnwFDA40Mfx+6xo5AqUEk7/sUeCASoc9bhx49RYYy5s51IJIoaxZGIJC3u7uoVevQKPfmGfACsbit7q8PvZAMYFcY2R9SiccZ6JqzzIkCNs4Y6V12bRJXL64ooCAHe2PsGw9KHYVB07LORVqCny8CUkB5FeX2TGu3WG5BIxfQZn8XhzeXY6oM3QNIK9C32zGqOTCFl6KwCfN4AhzaUNS5asoqMXHF7z06piVFFExciWmVpHguyeyTSdXAqx7YF2zoPmZmPMa3taaJ+f4CSfTUs/09TTZfLbmXJP/cwbG4X+l+RjbydRhxOe6irZnNcjvBugZ2FNkHBlQ8PxGaKLJAhuHbwfOKye9m48DjhQrYuu5cTe6rpN7H1LR6aM7d/Jq+tOR527oFxXai2urj9jS1UWZtemym9UrljVAFL94WvYbp7TMEFFS56lYxqq4tnv9jHol1NEbX/rj/BrL7pPDO3Nym6C2ce4fEFOF5tizhvUEk5XGHl9jc2B7kJpuuVfHDfCPKTz1+9WpzYEhdVcS5ZpHI5/afORKU3sOGT97Cb6lFqtAyZM58+E6egUJ+/LyZ7fR07vvoi7NyRTesYc8OtLYoqEISVPjmV7N59IQAS6fn7iMolcuSS2Oz0V9or+bbkWz489CEev4eZBTOZ120emdrMmJwfhEjTdd2v47mNz4Wdv677dVTZq6gWVZOgSECvaHnxrpVrub337Wwq3xR2/s4+d6KRxe591ZLQlIjatsjz+D3UOMI7K4IQ3QtnI99W1HoF42/sTv8rcjiw7gyBAPQclUFCuhqJTEJ9pZ3qU1bEEsHKW62XM//xwRzcUMaRLZVIpGL6Tsgiv29ym40eNAYFY68rZMiMPFx2LzKFBJVOhrKTahTUejmJmRpqz4QukvL7JrXZjrsj9zH+hiIGT8vjxJ5qJFIx+f2S0RjkKNRtF/q2ehdr3j8cdm7rl8UUDU1D3s60xpaEaEcaR9stbvxeP1K5pNXRLpFYRHKOFoVaGvF3aUhtuWdWA06bB4fVg9vhQa6SodbJ2vU7aMDj8lJ1MnxkD+D0wTr6jM1C3I5oZGaCijtG5fHW+uC62UyDkqv+n73zDo+6StvwPb2XTCa9F0JIQu9NioJgAbFX7L2tva26urrrZ1l17bo2LGvDrghKERCk904IIb0nM5nevj/GBIaZSTIpENzc1+V1yTlTTmZ+M3Oe877v8w5L5pzXVlF3VPPan3dWM2doMpeMTuWjNYER5kk5MUzK6VqWQXewsbghQFC18MO2SmYPSWJ6/rE1dTqSJpuLm6dkce7wZJbsrua7LeUB4umGSdlcN299kD17pcnOffO38uZlw9Ep+2quTkT6RFUfJzRKrY7Bp8wga/go3C4nIrEEdZThmPaXAr/joMcdPg2oub4OQ2LHDQ5EohP3o1ltrebWJbeys+5wqtJrW17jy31fMm/mvG4VVlNSpvDlvi8DngtgRNwIXB4XZ359JgCj40fzyLhHSNWktvuY+cZ8Luh/AZ/u+TRg/KLci8g15Hbb2gHiVfEoxUqs7mBnvGRNMnqZPqLHU0qUnJR8Euur1oecH50wGo2ke4wclFp/w90jI1O2ZiebFx1i/U8HW0/dhSIBky7uT9awWEbMTKfgpCQEAkGXxIhULj5mtS9KrYzTbhzEj69tDdiMJ+bomXRR/2PaQFihkaLQSInpBjMOu8UVsiEv+KNY5jpbp/t+KdRSUgYYKAlhrpE9LLZT772t2Un5vkbWfX8Qc72d6GQVY2ZnYUxWd+haEAgEaI0KZlxXwDcvbAqImiq1Uk67cVCHBH5zg51lH+2hePvhw4u0gmgmX9K/0wYcIrEQlV6Gwxr6N0QXo+iUoAKIUkq57eQcThuYwLurDmKyuThjYCKTc2MoqrUECaoW/vLpJn65YxIXjkzlq02lON1eZg1JJMOoJqYT9vvdSZPNybu/HQw7/5+VRYzJjEar6JzQbbI5qW12UlJvRa+QEKeTE6+Vt9+qw+FmQ3EDj3+3g8IaC1KRkBkF8bx+6XD+8ulmmmwuNHIx4MNkD/1erymqp97i7BNVJygn7s6tjz7+QCAUook2Htc1SGRt/5jKVL3LIru7qLRUsqd+D7sbdpOty2ZA9ACKGouCRA74DRjm753PjYNvRNxNojFWGctLU19iQ9UG5u+dj1AoZE72HGxuG4+tfqz1dmsq13D1wqv5cOaH7abTGeQGbhl6C+fnnM+KshUIEDAxeSKxytgup80dTYwihn9O/Cd3LLsDr+/wqaVMJOOpCU9FXHcmFAiZnjadd7a/09q3qwW5SM4V+VcgE/fchqj6oIn1Cw4GjHk9PpZ+sJuYVA0xKZE3+wUw19ko3dtIyY46dLEKckbFo46St+l211GcdjfWJiclu+tx2T0k50ahMcgDNv66GAWz/zIEq8mJzexCqfMLys6YOsDhnldupwepXIxSJ0Ms6X53z7Zoz9hC1IX1yNUSps7N9Tdp3vaH+BD4BdWE8/pFLERddjdbl5Sy/seDrWMV+5r46tmNnHpdAVlDYjps0x4Vr+Lc+0ZQX2GhrsyCIUGJIVHdoZ5ZdouLpR/u5tCOQLFYvL2OZR/u4ZROGnAoNFJGzExn0dvB9voIYMC4rh1EGVRSRmVEMyQlCo/Xh+KPNMdV+8NHtZ1uHw63l4HJOgYmH7tU+o5gsrlodrRxiGl34/YGtx/oCNVmO3//biffba0gw6jisjFpJEcpaDK4iNPKiWojIr6lpJHL31nb+m+nx8u3W8rZVWHir6cP4Pmf9/LMuYMx2dtJj3V3bu19HH/6RFUffXQDCq2OpAH5lO0K/lHUxcWj0veupq7dQVFTEVctvIpaW23rmFaq5bnJz5GqSQ3ZVPiHoh+4MPfCLptUHEmsMpaZGTP9boIuO0+sfYI1FcHpe5WWSnbX7+5QjZJepsftdXNy6smIhCL0Mj0aafdadbu9bmrttSSqE/n8zM85ZDrE94Xfk6XPYnb27E5H9JI0SXww8wOeXf8sy0uX48PH8LjhPDDqgW61xz8au8UVsOk9mm1LSpl8Sf+IT9wbq6x89dxGrKbDJ+obFhQz/doC0gdGtzYk7gwOm5u9aytZ/snegHqW9EFGJl/SPyByodTKuqVmy1xvZ8Wnh3teiSVCBp2cwuCpKR1ugtwdyFUS9HHKkP3DpApxl50U1VFyTrkyD5vZhdPuRqoQo9BIOxXZs5qdbPgpuO0DwPL/7iE+QxtRlEgdJUcdJSc1LzIzI5vZGSSoWijeUYet2dVpA46k3CgGTUlm69LDbqYisZCTrxiAJrp7DkKONq3IDtOjCkArF6OU9tYtooBxWdFsK2sKOTslNwZdJ3pBuTwe3vvtIN9trWByTgznjUjhXz/vpbDG7wQ7NEXPU+cMol+sOqj5cW2zg8e/C20ks6+6mVitnK9vHk+sVs7+6uaQtwOIUko6HWHr4/gT0SfGZrOxYcMGDAYDeXl5AXN2u53PPvuMuXPndusC++jjRECh0TDzpjv58qlHqS87/KOoNkQz575HO+T+15NYnBaqbFUsLFpItbWaSSmTGGAYELGzXAt1tjru/vXuAEEFYHKaeOS3R7hu0HUBkaIWOmIe0RlKzCVctfAq7hlxT0hB1cLGqo1MSpnU5mPZXDa2127n72v+TlFTEQIEjEscxwOjHyBNm9Yt6210NLLo4CJe3PgiJqe/lmJozFAeH/84KZoURMKuRWDSdek8NfEpmhxN+PChkWq6Pcp2NB63N8iI4khMdTbcbm+bbmRHY7e4WPbR7gBBBX6ntp/f2cElfxvTaVc0gOZ6e8i6ooNbazmQZ6BgUlK3Xq9Wk5OFb20PsBp3u7xs/KkYgcBvOhGJSLSYHDTX2akts6CJkhGVoEStl3coaqPSyZh2VR5f/2sTLsdh4wihUMD0a/K7pYmyTNm1WqMWmqptYW35bWYX9mbXMel91Z7To7Mdg462UGqkjDozk4GTk6kpMSORijAkqlDqpF06OGiLRL2CgUlatpUF13PdMiWbuF7aDFkoEDA+O5r5G0upbQ78bohWSTlrSBKiNpryhqPa7OD9VQdRSUVcPi6da+etx33EdbeppJFzX1vFD7dPJNUQaA5jc3rYU2UO+9jriupba9GMailnDUnk683BLqYPnjaAOO3xM9noo2t0WFTt3buX6dOnc+jQIQQCARMmTOCTTz4hIcHvtd/U1MSVV17ZJ6r6+J9FFxvHeQ//A1NtNQ3lZWhj4tDHxR/31ESry8qi4kU8suqR1rEv9n1BmjaNN6e92amISIO9gb0NoYvcKywVYftbnZtzLgZ59wpMs9PME78/QaWlEpvbhk6mo8kR+gQzVdt+TdWBpgNc8/M1rel4Pnz8Vv4bly+4nI9P/7hbasJ+L/+dv//+94CxTTWbuGbRNXx42ofEq7peZK2WqsPayfcEUrmI2HQt5np7yPmknKiI3dXsFhdlYXpEed0+akvNXRJVu34L3tS0sOnnQ2QOjYnYSKMtLE2OoN5NLWz5pYS8CYkB/Z7awlxvZ8HrW6k5dPjUW6YUM+v2IcSkaDokrIwpGi746ygKN1ZTUdhEdJKK/qMT0ETLOrUp7SnE0rbX0tl6o0iRthNla2++PWRKMTKluFNujp0hRiPjjctG8Ph3O1m0sxKvz2+XftPkLM4Znoy4F10DRxKrlfLTdgv/On8I8zeW8tN2v0vhqfnxXDgyBX0nhbzD5cXi9HDRqBQ+WXcoQFC1YHa4+X5LOTdMygqIVomEAlRSERZnaGfLeN1hoaRXSnno9Dxy4zW8sfwADVYX6dFKHjhtAKMzDMfFrr6P7qHD3wD33XcfBQUFrF+/nsbGRv7yl78wfvx4li1bRmpq+xuVPvr4X0AdZUAdZSCxX/caGnSFGlsNj656NGi82FTM61te58HRDyIXR3Yy5vC0bU3s8XkQC8S4fYdPdrP12czMmBlxM9v2aLA3sKrc39vrh6IfOKffObyz/Z2g20mFUkYnjG7zsUxOEy9ufDGgvqmFOnsdayrXMCd7TpfWW2Ot4YWNL4Scq7JWsad+T7eIqp7E4/ZiaXLgcfld2FQ6KRKZmBGnpXNgc01QVEEiE5EzOj4oZaY9wvUUasHZBWtun9eHOUwzXQB7s6vNpsWdwVQTviG52+XFZe/Y3+O0u1k1f3+AoAK//fa3/97MBQ+N6lCNkFAoQBejYNipaXjd3ojEicvpwWZyYqqzIRQK0UTLUWqlneqX1R4ag79+7siIWguGBNUx63klV0tIzo2idHdwj7bk3Khj5gTZnSTqFTxz3iAesORid3lQy8TEauVIuiioas0OnB4vYqGA2G6OvEhEImYNSeTVZfsRCwX83zmDEAhgb6WZRL2803bqCqmIaJWUfrEa3loR2oYeYOX+Wi4flx7QNNmolnLJ6FTeXFEUdHuRUMDEfoGHqzEaGdeelMXsoUm4PT5kEiGxx9EGvo/uocOiatWqVfzyyy8YjUaMRiPfffcdN910ExMnTmTp0qWoVH2++n300RtZVbYKX6gGKMD3B77nhsE3RBx90cv0yESykOJKKBCSpc/ixakv8t/d/8XpcTInew4j40d2Ot2wLY60CP+9/HdmZc5iaspUlpQsaR1XSVS8NPUl4pVtixWry8rmms1h51eUrmB21uwuCUOHx0FZc1nY+a21W8OmKNbZ6qi31+P2utHL9MQoYrrN9KOjWJocbP75ENuXl+F2epGpxIw8LYOcUXHo4/yGDks/3E1TtV9AGFPUTJ07AE20f8Pg9fqw/iHIRBIhKp0sbFRFphCjNcox1YaOfkXS4+poBEIBmUOCe221kJijR9LNDoMqffiol0AoaDci04LN7KIwzLodFjdN1dYOiaojiURQ2S0udv5WzppvDrQKX4lcxLSr8kjONSDp5n5PSp2MU6/J54fXtgUIXYlcxClX5R2zWjSFWsrUuQNY/P6ugObXSblRTJ074Jg2NO5ONHIJmk7UIIWi0epkbVE9Ty/cw/7qZpKjFNw6tR+nDIjt1t5WMRoZd0/vT22zgwarE4VEzPgsI8YuOBPGaeTcfko/aswO4rRyKprCRN2jFEFpzFKxiKsmZLLpUCPrig9fG2KhgNcuHR4ypU8kFJCg62v2+2eiw78YNpsN8RE9cwQCAa+99hq33HILkyZN4uOPP+6RBfbRRx9do8kZOhUO/IKkJSrT5GjC7rYjEoowKtpOWTQqjFw98Gpe3fxq0Nz5OecTo4ghQ5fByPiReH3eoN5OFqeldV0aqaZLJhBqiZpYZSzV1mp8+Hj4t4e5auBVnJNzDsWmYjK0GWTqM4lVxrbbF0osFGNUGCkxl4ScT1YndznSJhFK2kxRTNemB415fV72Nezjnl/vocjkPwlVS9TcOfxOpqdP7/F6qRbsFhfLP9kbIEQcFjcrP9+H0+5m2PRUknKimHPXMBxWNwKB3xCh5QTfanKyZ00FG386hN3iQqGRMOK0dLJHxKEMccqv0ss46aL+fP/ylqDGqP3Hxnd5M53YT486SkbzUREroVDAmFmZ3W6XrjbI0BjkIVMks4bFdDjS4XZ52oyiWZrC17Z1B9XFJlZ/WRgw5rJ7WPDaNi58ZDSGhO49ZBWJhSTlRnHRI6PYs6aS+nILiTl6MgfHRCweu4rGIGfGtQXYmp04rG5kSr8Bx4kqqLoTl8fL91sr+OvXhxuolzbYuG/+Vq47KZPbT+4XEN3pKiqZGJVMTFp091xvQqGAMwYl8uPWcs4fkczmksaQt7t8bHrISF68Ts5rlw6npMHK2qJ6jGoZI9MNxGplyHuoLq6P3kWHdwe5ubmsXx/c++Tll19m9uzZzJo1q1sX1kcffXQPYxPGhp3Li85DKpKypXoLf1n6F8746gzmLpjLV/u+arOJrEws44L+F/DXMX9tFWB6mZ47h9/JDYNvaK3lUYgVQYLqYNNBHvrtIWZ+OZMZ82dw3/L7ONB4IGTKXUeIVcZy38j7Wv/t9rl5c+ub3LbkNg40HmCgcSCJ6sR2BRX8IRYLrg45J0DA7OzZnVrj0c9xed7lIecUYgXD4oYFjVdYKrjypytbBRVAs6uZx39/nC01W7q8po5iMzvDRnY2LizG8oehhEonw5CgIipe1SoUnHY3GxYcZNX8wtb+SDazixWf7mPrkhLcYWoRErJ0nHPPcBL76RCJhWiNciZf2p9xc7LDbmQdVjeWJgeOdowFNAY5Z901jOwRsa3Rstg0DXPuGYY+vvN1LV6PPz3S0uTA6zl8Xav1cs68dXBr1K6FxBw948/J7nDvLalc3GYDXUNiZJtMl9OD1eTA0QGjBbvFxdrvglOcwG8gsnNlOd5uTpsEEEtERMX7e1PNuK6AISenojUqOlQ75vF4sTQ6aG504O4Gu2q5WkJUvIr4TB1R8ccu/TASXB4vFocLj+fY2XNXm+w8tWB3yLm3VxZR29x22nhvwKCScv7IFCb2M3L1hPSAOZFQwD/nDCQtOvx3g1EjY2hqFNdP8telpUYr+wTV/xAdPjKYM2cO//3vf7nsssuC5l5++WW8Xi+vv/56ty6ujz766DrJmmRGxI0IaggrFAh5YNQDHDId4qqFV7WmCJaYS3hk1SOc0+8c7hx+J1pZ6BQrg9zAeTnnMTl5Mk6PE6lIilFhbNO5rsxcxmULLgvoobSibAUbqzfy+Rmfk6JNifjvEwgEjE0cy+unvM5z659jX+M+omRRXJ5/ObOzZ6OTRxbFmZwymdMrT+eHoh9ax0QCEX8f/3cSVAkRr+9oREIRc/rN4UDTAb4/8H3ruE6m45WprxCnDE6RXF2+GrMrtLPUixtfpMBY0O0GIKEw1YVOhwFwO73+5qVhXKptJifblpWGnNv8cwl54xNDmk5I5WLiM3XMvGEQbqcHgVAQ1jzCYXVRV9bM2u+LaKq2EZWgYtQZGUQlqMJGnXRGBVMvHcDYOVn4vD6/9Xcn+0+B30Bi16pydq/2F8/3HxNP3rjEViEVlaDi7HuGY2mwYzU50RoV/p5XEdTjqHRSRp2ZwYpP9wXNJWbrUbeRZngkHpeHpho7GxcepPKACaXO3y8pJk0T9jXwuLyY27gO6isseNxehN2cAngkwgjqfcz1dnauLGfXqnK8Hh/Zw2MZfEoqui4YnPRmrA43JQ1W5q0qprC2mWGpUZw3IoVkvQJJDxt6NFjD94/yeH2UN9q6LarUk0jFIlIMKm4/OYdLRqexpbQRqUjIwCQdRo2sF1vN93G8Efh8vu4/UjqBMZlM6HQ6mpqa0Go7n6/fRx+9iWprNV/u+5KPdn1Ek6OJ4XHDuWvEXcQoYrj8p8vD1vh8e9a3ZOgyumUNHq+Ht7e9zUubXwo5PzdvLn8Z9hckos6f+tbb6rF77IiFYqLl0Z22Jm+0N1Jrq2VTzSZUYhUDYwZilBtRSLpvI2ZymKi313PQdBCtVEuiOpEYRUzINf915V/5pvCbkI8jFAhZeM7CDplb+Hw+fD4fQmHnNldVRSa++L/gjIUWLn5sNFFxoTdNFYWNfPnMxrD3Pe/+EV2qkfK4POxeU8WyD4NPyqddnU/WsJged7Qz19v5+l+bMNUGGlJoouXMuWtYt6aq2Zqd7N9QzdrvirA3uxCKBOSMjmf0mRkdthevKGzi639tDDIEGT4znWHTU0O62Tlsbha+uZ2SXaH7NY08I4ORp6V3uBlvT9LcYOebFzYH9eJSaCSce9+ILjlH9kacbg8/76zmlv9u5MidnUws5L/XjmFYWs/2S9xbZWb688vDzn9983iGpOh7dA199NETdFQb9MntPvo4BjTYG2h2NiMUCNHL9UEpcT1NrDKWawdey9nZZ+PFi0KsQCfTUdhY2KZpwo7aHRGJKp/PR4Wlgk3Vm9hes51+hn6Mjh9NvCoei9vCr6W/hr3vyrKVXFVwFdGKyBpyHolBEVm0psHeQIOjAY/Xg1aqJVYZi0AgQC/Xo5fryY7Kjujxqq3V7KzbyaLiRRjlRs7IOoMEVULImjGtTItWpiVdl97u4/Y39IfC0HPJ6uR2UxvrbfUcMh/i872fY3fbOSv7LHINubi8Lsqay/B4PSRrkolWRKMQh99oqvRSVHoZlsbgNJ6kHH2bEZ727NRFHTRpCIfF5GTlZ6Ft/pf/dw8JWboerb/x+XwUba4JElQA5jo7hZuqGTw1pdv6XinUUvInJpE+0IjL4UEsEaLQSjtsEmE1OVj64a6QDosbfjpI7tj4kKJKphAzalZGSFEllgjpPyquVwgqgNLdDSGbGzusbsr2NSBRiJHKRD3iWHg8qDY7uPvzLRx9VO5we7nzs818dsPYHnWYM6ik5MSp2VsV3NzWoJIS2wUTiT76OBHoE1V99NGDOD1O9jbs5ck1T7K9djtCgZApKVO4c/idHeqZ1BHcHjdV1ip21u+kxlpDgbGAJHVSkDgRCUXEqmIDxtrbjCslkdWV7G/cz5ULrwwwYVCIFbx96ttk67LRy/Vh76uT6ZCKjo2Ll8/no7CxkAdXPsiu+l2Av9bpodEPMSZxDGpJ5P2dKi2VXPfzdRQ1Ha43eXfHu9wz4h7O7nd2l3pGTU6ZzIsbXwzptnjj4BvbNBapt9fzwsYX+Gr/V61jIqGIams1/7fu/7C5/SJALBRz5/A7mZ01O2zKpzpKzhm3DOabFzZhbz5cf6OLVbTrfqbUSMM6+RkSVV1KuQOwNjlxO0PXjzisbmxmZ4+KKofVzZ41lWHn9/xeSf/R8V3+O49EKBR0+m9yWN00VAQLDgB8fjMKfWzoz78hQcWM6wv49eM92Mz+60AXo2DaVXlB9WLHC5fdE/L9SB4QxZBTUincVM3OFeXo45UMnpqK1ijvcE1bb6W0wYbNFbo28WCdlQaLq1VU2V3+ND25pPv+ZqNaxksXDeP8N1bTZDv8/SATC3nzsuHEh7FWtznd1DQ7qG92IpOIMKikfQ1w+zghObG/Qfroo5dTbCrmsgWX4fb6f8C8Pi+LDy1ma81WPjztwy43knV73Gyq3sRNi2/C7jm8WR1kHMS/Jv+rXQtzvUwfst4K/C51/Q39O7yWWlstd/96d5Crnc1t4/Ylt/Pf0//L5XmXs7w0dHrIFflXdMkFMBLKLeVc/tPlmJyHG7HW2mq5Y9kdvD/j/ZBmEW3h9Dh5d/u7AYKqhWfWP8P4pPFdElUJygTemPYGdyy9gwaH365XLBBzZcGVjE8a3+Z9DzQeCBBUMpGM0zNO59YltwZY7bu9bp5e9zQ5UTlt9vOKTlJx/oMjaaiw0FRjIzpJjS5G0aZdOPid/GbeOIhv/rWp1agCQKmVcuq1BV128hOK2o6O9HT0RCCgzYiHSCyMuE/X8aStFFGpXEzm4Bji0rXYml0IhQLkakm3NkruKgJRcNNgQ6KKvHGJ/Pjq1tYIXeUBE7tXV3LqNflkDI7pUtTK5/XhdHgQiQQRN7ruDjztGIR4fT6qTXa2ljXx4e/F4IMLR6UyNFXfbSImJ07ND7dN4PcD9WwsbiA3QcPknFgS9fKQ139ds4P3Vh3k9V8Lcf3xnqQYFLxx6QgGJGi6LbLbRx/Hgj5R1UcfPYTFZeGVza+0CqojqbHV8HvF75zd7+wuPUeVtSpIUIG/19HrW1/n/pH3IxOH3+joZDoeGfsIV/x0BfX2w+k8QoGQ/5v4f+1aqx9Jg72BA02hGybW2GqotdXSL6oflw64lA93fRgwf1b2WQyOGdzh5+oqK0pXBAiqI3lhwwu8dPJLEdmU19vrA4TL0fxc/DNZ+qyI19mCWCRmSMwQPjvzM2qsNdg9duJV8UTLo9uMJrq9bj7Z/UnA2KTkSfxc/HPY3mVvbHmDAdED0EpDR6sEAn90pDMRkuhEFec/NJKaQ2bqy5sxpmiITlJ3SwRJoZEiU4lxWII/byq9FIW6Zx3aZEoJA6ckU1EY2ip/0JRkZMrI1+D1+rA0OjDX2bBb3ETFK7vFwluukhCTqqHmULABikAoICa17UMAgVCAOkre4fqtSLGandhMTpobHSi1UpQ6KSptx0WbWCJi0OQUDm497GI6eGoKq77cH5zy6IMl83Zz0SNaNNGdq7My1dnYv76ag9tqkaulDDk5GUOCGnkPX3dHkmJQIhEJWsXJkcRqZKikIv7y6SZWFR7+rl+2t4bhaVG8csmwsJGkSBAIBCRHKTl3uJJzhye3eVufz8einVW8tGR/wHhJvY0L31rNj7dNJDmq8y6cffRxrIlYVC1fvpxx48YF9KwCcLvdrFq1ipNOOqnbFtdH78ftcmIzm8AHcrUGiaz3nFQeb5qdzSEjQC0sLVnKmVlnIhF2/kd3R92OIEHVwrf7v+Xagde2Gw1L16bz0WkfsbZiLavKV5GmS+OMzDOIV8YjE3X8/XR62u6NY3fbiZJHccPgGzi739ksK1mGx+dhcspk4pXxbaYGdiden5e1lWvDzu9u2I3NbYtIVPl8vtY0ulCYHKEFXCSIhCLiVfEdMqRoweP1YHUHpngZFUb2NoSuPQIoay7D4XZAN2SpuZweBAL/BhcCBVnmkJiuP8ERqHRSpl2Vzw+vbA3o4SQUCZh2ZX67kbTuILGfnqT+esr2NAaP50RuEuDxeKk+aOKHV7b6nRX/oN+oOCack42yC5EhhUbK1Mty+fLZjbgcgSljE8/v16nIoc/nF4A2sxO3y4tSK0OhlSDtQG8ie7MLW7MTu8WFRCaiutjEb18U4vzDFt+QqOK0Gwehi+m46IlOVpM9Mpb966oBvxX60T3JWnA5PDQ3OjolqhqrrMx/ZkNrSqxEJiLuD9MVl8OLUitFpZN26f3qCEa1lPtm5PLED7sCxgUCeOrsgRysswQIqhY2FDewcl9tuyKoBYvDTY3ZwfqD9TjcXkZlGIjVyNApI7tmqk0OXvwl2MESwGRzs7G4oU9U9XFCEbGomjJlChUVFcTGBtZmNDU1MWXKFDye0Pm8ffw58LjdWBrqqa8ow95sRm2I5uDmjWxa8B39Ro9l9NkXoI9L6AvZ469RMcgMYZu8xihiEAm6liJSZa0KO+f0OnF52u47U2mpZFnJMr4t/JZMXSYXD7iYTF1mpwROlDwKhVgRUlyIBIfruXQyHTqZjn5R/SJ+ju5AKBCSqcsMOx+vio9Y6KokKkbFjwor1qamTu3Q4zg9TmpsNZQ3l+P1ef21cfLoTrsOysQyzsw6kxVlK1rHSswl9IvqF1bw9zf0j7iW7miaG+yU72tk9+pKRBIBAycnY0zWdDnFry2EIiFJOXoufHgUO1aUUV9mISZVQ96EBDTR8mPynaTSyZh2VT41h8zsWF6GDyiYmERMmqZTqXGWBgffvrg5qFZs39oqDAkqhk1Pjche/GgMSWou+OtIdq+upGxvAxqDnEEnp6CPVSCJsEmr1+ujptjEj69vw/pH82GhUMDQU1MZPDWlTcv45no7v8zbRdnuhtaxuAwt06/OZ9HbO3Da3NSXW1jw+jZm3T6kw9eRUitl4nk5DDwpme3LyxBL2n6tOtMqz2lzs+qr/a2CSiwVMv3qfDYuLOb3rw+7y0TFKzn9pkHojqhTczs9WE1OXA4PEpkIpVbapbRBpVTMucOTyUvU8u/F+yhtsJGXoOW2k/uRqJNzw0fh3Tc/WH2QUwbEom9HGJlsLuZvLOXx73cGGGJcMjqVO6blYFRHchDnpdIU3p5/Z4WJWUOSOvx4vZHaZgcOlxeRUECsRnZCpQD3ETkRiyqfzxfyx6murg6Vqvf3H+ij83hcLkp37eCb557EZT+8ce4/diKTL7+GRW/8m8INa7nkH8+jj+v4afqflWhFNFcUXMGjqx4NOX9+zvkIBV1znRpoHBh2Ll4V3+ZmvNJSydULr+aQ+RAA22q38U3hN4yKH8VTE58iRhlZJMGoMHLLkFt4Zv0zQXNz8+YSLQ/v6ldnq+OQ+RC/lvyKSqJiaupU4pRxXapDaoszMs/gP9v+g8cXfAh0w6AbInYg1Mq03DPiHi768aKgdM/BMYM75PBndVlZXrqcR1Y90ipMJUIJdw6/k1lZs8KaR7THsNhhZOgyWuu9fiv/jVdOfoX5e+fj9AZGFwUIuHHwjV1yp2xusPPdS1uoL7e0jh3cWkfmECOTLu6PMoIUrrZwuzxYm5xUF5uwW93EZ2hR6f1Nh8efk43H5UMkEXRJdHQGlU6GaqCM5Fy/E2V7G/m2KN/fGNZ8Y/Mvh8gdE9+l9DuhUIAuRsnI09MZMi0VkUSIuJM1Rc31fvvyI6NeXq+PDQuK0ccqyR0busebw+pi2Ud7AgQV+O371/1QxLDpqfz+jT+tuK6sGZvZGZE4V2qlKLVS4rN0WP5IJbSagqPqIokQdVTk16bd6uLgltrWfxeclMT2FWVBaaANlVZ+eG0rs/8yFJVOhqXJwcaFxexYXo7H7UUkEZI/MZFhp6Z1qTZNr5QyLstIQaIOu8uDUipCLZfQZHPhbqMRsNPjxduBDjvFdVYe+25n0PhHaw4xIdvIzIEd7+UnFQuJ18rDCqu8xMh6DPYmzDYXGw818I8fd7OnyoxRLeX6SVmcNSSRmB50YOzj+NJhUXX22f7aD4FAwBVXXIHsiDQvj8fD1q1bGTduXPevsI9eg7muli+f+hteT+Cmcc/qFUQnp5DYfwDle3ax5ZcFTLjgMkTivpK9k5JPYlraNH4u/jlg/L6R95Gk6foJXLI6mbzoPHbWBf/I3T3ibmKVsSHu5U8L+7bw21ZBdSRrK9eyo24Hk5WTI1qLVCRlVtYsYpWx/HvTvykxlxCnjOPGwTcyJXVK2OhHjbWG+1fcz866naTr0rG6rPx707+5Y/gdnNvv3E6LibZIUCXw76n/5u5f724VMAIEzM2by5jEMZ16zEx9Jp+e/ikvbnyRVRWr0El1XJR7EXP6zelQbVqJuYR7l98bUOvk8rr4v3X/R64hlxHxIzq1rjhVHG9Oe5P5++bzxd4vcHqc7Knfw5vT3+Th3x6mxFwC+COnj459lDRdWqeeB/yb6D1rKgMEVQsHNtcyYHwiQqEZbYwShUaCTNG51FeX00PJznoWvrU9oD4mY7BfuKl0MiJpUeZxe3G7vIilwm7rZdUVMdVCKDvwFhwWd0g79M4gFAmRKbq23pLd9UFphC2s/b6IlDxDSLFgMzsp3lEX4l5+YTViZnrA2JEmJ5EgFApQ62VMuTSXH17bytElhRPP74dS17lI6pFaJDEnis2LS0LerqHCitXkRCwVsfqrQvb8ftid0OPysnVJKU67h4nn9+uyE6FWIUF7xOdLp5Bw9rBkNh5qDHn7OUOT0Cva/vtdHi/vrz4Ydv7VZYWMzjRgUHVMFMZqZPx9dj77qpsRi4SsLapjye5qvD7QKsQMS9V36HF6G16vj2V7a7j1v5tax2qbnTz5wy52lDXxt1n57UYE+zgx6fCnVqfznxj4fD40Gg0KxeETcKlUypgxY7j22mu7f4V99BoObFoXJKha2PLLT4w792LK9+xi/9rVjDj9LFT6nm00eCJgVBh5eMzDXDfwOlaVr0IpUTImYQxGpbFTtt1Bj6808uKUF3ll8yt8f+B73F438ap47hp+F2MTxoa9X4Ojga/3fx12/rM9nzE2YWybJheh0Mv1zMiYwYi4ETi9TsRCMTGKmLCpV16fl0XFi5iWNo3zcs5jZ91OdDIdOVE5fLLnE8YljgsSVc3OZmpttWyv3Y5IIKIgpqBdw4ajkYlljE0Yy9ezv+aQ+RA2t41MXSbR8uhOR8ekIik5hhyeOukpLC4LQoGwww2InR4nH+36KLx5xNY3yDXkdnpt8ap4rh90PeflnIfP50Mv0yMTy5g3Yx6NjkY8Po+/P5XPHzVEHrmdPvg3yDtXloed3/lbOVK5mD1rKhlySgrDpqe1mRYWDkuDg5/e2BbUj6doSy3xmTqGTkvtkNuf0+6mqcbG1sUlNNbYiM/Qkj8xCY1R3uONgjtCfGb4k3qtUY6oG4Rbd1FbEtybqAVznT2sAHTa2i4ZcDk9CISC1jq5rqSQCoQCknKjOP/BkWxYUExtqRldjJIRM9MwJKlaa/8iQaoQkzzAQOkffbs8bm+QYDsSm8mJRC5ibxj7/T2rKxg+I61H7N2n5saSYVRRVBt46JEcpeD0QYntpqa5PF4qmmzEa+VcNSGD9GglLo8PgQC+2FDKrgpTSJOMcFSZ7BxqsDJ/YykOt5cp/WN578pRvLpsP4+emU+S/sRszlxltvP498EHnQBfby7nlqnZfaLqT0qHP7XvvvsuAOnp6dx99919qX7/g9SXh28Sa2moR6b2b/ikCgWCSI6J/+REyaOIkkeRG53bI48fr4rnwdEPcsOgG3B5XSglyrARqlY68LsXboPfEYzKjrkG1tnqSNWk8vqW19lau7V1XCwQ89CYh9hUtYlcw+HXrcHewLwd8/jP9v+0jgkFQu4dcS+zsmdFZMkuEUlIVCd22db+aDRSTcTW8E6Pk4Omg2HnS5tLsXvsqOm8EBcLxUHXhVFpRCgUMn/vfN7e/jYWlwWRQMQpqadw98i7IzLFAMBHm9ETr8fn37j5YPPPJcSmaek3om3b/1Ac2FwTJKha2PzLIfqPjkOlbzvFxuPycHBrLT+/c3jzU1nYxLZlZcy+YygJWcc/9Sg6WY06ShZgrqDUSsmfmEj6ICMelxeH1Y1MefyzAuLStWz/NfRvhC5WgUgcesMuVYpBQNjvJIlM1CqoUvMNKDRdc9OTSEXEpGg4+fLcP5omi0I2Oe4ocqWECedlM///NuD6w05dKBKE/RyoomTYm11hr1+fr/PRuPZI1Cv46JrRfL2pjM/Wl+D1wbnDkjlnRHKHBIxCImLW4ETitHKeWrCb3ZV+50iVVMR1J2Uya3Aimg7W4lWa7Fw7bz3byg6b+HzwezE/ba/k8xvGkm48cfeYZrvfyCMcuyrMZMcem/YhfRxbIj7mevTRR/sE1Z8Yn9eLua6WmkMHqS8v8zv7/UFKXvj6HWNqOk1V/pO3oTPORKnt/pStPsKjECtI0iSRrktvX1DhF3qzMmeFnT8351zk4p7P+xYgYFnpsgBBBeD2uXni9yfIMeTgPaJ6fEfdjgBBBf5o11PrnqLYVNzj6+0p5GI5g2IGhZ3PM+ShFHe/C5bL4+LLvV/y703/xuLyn157fB4WFi/k7l/v9ketIkCulpA9PPz1l1YQTdnextZ/r//hINY2Nh/hMNWFL263mV14O2A4YGlysvSD3UHjHreXxe/txNIU+bq6G02UnNl3DCWxn1/gxWdqmXJZLiW76vn8n+v54OHVLPrPdhoqLfg6UA/TkyT204cVJ2NmZ4atpVNopGSFcYJMytFTXWxGIIDs4bFMuTQXuap7TvglMjFKraxLgqqFqHh/77aBk5OoPNBE/9GhDyMSc/QotVKksrYPHdub7wqJegXXT8ri8xvGMf/Gsdw8JavDESGBQMCojGju/GxLq6ACsDg9PP/LPgQCUHZQVG0+1BggqFqoaXbw8ZpinO4T1/RM0k6UW9sN11wfvZOIRVVVVRWXXXYZiYmJiMViRCJRwH99nLjYLc3s+u1XPrj/dubdcwvv3nE9Xz/zRGuEKqFfTtiUvhFnns22xQtJHTiE9EFDj+Wy++gEIqGI2dmzSVYHW+gOjRlKgbHgmKzD4XHwXeF3Iec8Pg87ane0mnmYnWbe2vpW2Mf6YOcHfivwHsDn81FlqWJP/R721O+h2lLdrZtYsVDMuf3ORSoM3jAKBUKuHXRtlx35QlFjqwkSqS1sqdlCtbU6oscTiYUMnJwcMkXLmKJGIhNhqj1scmOut+N1R/46pg4In1ocm6YJavoaClOdDbcrtPpqqrG1urkdb/SxSmbeMIiLHxvD5Ety+enN7VQe+GMz6oNDO+uZ//QGzG0IzWOBJlrOnLuGoYs9vEEXS4WMOze71bQjFDKFmAkX5JA1NMYfsfqD1Pxoplw2gIwhRi7+2xgmnJ+NuAfFRlcQCgXo45SMO7cfg6emMPKMDAomJR1uSC3w1/tNuzIPhVqKXCPFmBI66hyTqulUSmwkiIQCYjQyYjSRp7nuKGui3hK6fcZzi/ZSbW7/OnS4PXy+IXTdGcB3WytosPaOz19niFJKGJMZ+ppXSkVkxfSMAdOR+P5o9FzRZKMhzPvVR/cTsVy+4oorOHToEA8//DAJCX3W2X8myvfuZsHLzwWO7dnJZ4/dz8VP/gutMZYL/vYUC1//N2W7dwCg1OkZf8FleFwuTrrkSmIzslAbInNO6y4aHY14vB60Ui0SkT9FpNJSSam5lEprJRnaDOJUcRE1tO0pPF4PtbZaPD4PUpH0uKwpQZ3AO6e+w8/FP/Pdge+QCCVcmHshYxLGdCjadSQN9gacHidykRydPLK0qbb6OzXYDzuCOTwOamw1YW9bYanA6XUio3t7wTjcDjZUbeDhVQ+3ioxYZSxPjn+SobFDI647C0eSOon/nPofHlz5IKXm0tbneWzsY6RpOm8e0RYWl6U1QhWKIlMRA6IHRPSYWqOCc+4dzo4VZezfUI1ILCR7RBzRiSqWzAvsnxOTqu6UhXRMmhaNQY65PngDN+7cfijU7W9K27PPPs6BnwDkKgliiZAVn+3FE0IIOqxu9q2rYtipaW3Wkrn+sPCuK23G4/ZiTFGj1Eg73JTYanZiaXRgqrGh1MnQGGSt7oMCgQBjspo5dw3D3uzC4/YiV0tQaaWI2qlVUutlTJk7gDFnZeG0uZEqRCg0fntxU62XjYuKKd/XiFIrY/iMNGLTNR16j481YrEQ8R9mHOPOzmLIKSk47X67dIVGiuyPCIVSI2XGdQV899IWmqoPf//p45Scem1+j4uqrrC5pDHs3KF6K053+2FiAQKkbYg5sUhAb95a1jU7OFBr4fN1JXh8Ps4bnkJWrJoYjf+91yulPHX2IC54czVVpsMHfRKRgDcuG05cD7v/1ZgdLNxRyWvLCqk02SlI1PLgaQPIT9Silh+7ZtT/i0QsqlauXMmKFSsYMmRIDyynj+OFpamR5R++E3qusYGKfXvQGmOISkhi9t1/xWZuwuVwIBQJ8bo9KLRaJHIFCvWxzxOutdWyvnI983bOo9nVzJSUKVzU/yLMLjPX/3x9wEY8z5DHC1NeIEHdcdvXnljv6vLVSEVSBAiQi+XEKGJIViejkR3b1y9BncCleZdyZtaZCAXCiBreAjTaG9lcs5lXN79KibmETF0mtw27jbzovA7VFSnECnKicsI2oz3SiU8tUTM0dmirW93RjE4Y3SMpcofMh7hp8U0B9uvV1mpu+OUGvpj1Bdn67G55HolIwtDYoa3mEV6flyhZFDHK8EYfR+Pz+fD5fAiFHTt9lovliASikNbyAHGKyOudwC+sRs3KZNDUFFxOD79+vId13xcF3W7MWVnIVZH/yGsMcs66cygrPttH8bZafD7/c550UQ4xYSIAodYYrvZFpZchV/euzYfT7qZ0d2PY+eId9RRMTm7duIe6f9GWWpbM2xXwNw8+OYXhM9o3DDHX21n0nyOiZIA6SsaZtw3BkHC4JEClk3XKElymEAetvfqgiS+f3eg3fwCaqm18/3IjQ6enMnxGWofF4PFAIhOjiwm/xdLFKJlz1zDM9XZMtTa0RgUag7xLdurHgpz48N/rsRoZ4g5EvqRiIZeOSWPB9tBmHRePSiO6gw6Cx5oas4NHv93Oj9sOr33+xjIm94/h6XMHEfuHYEo3qvjqpvFsLW1izYE60o0qJvePIUEnR9LJtgUdodHq5OmfdvP5htLWsS2lTVzw5u+8NXcE0/I6953eR8eIWFSlpKQc99ztProfj8tJXWmwvXYLpbu203/sBAAUGg0KTe8osqyz1fH31X9nScmS1rGipiJyonJ4fsPzQZGNnfU7+efaf/KPCf/osR5IbdHkaGJJ8RLcPjevbXmNRkcjABm6DB4b9xgDjQMRC49tvrVQICRKHrlTo91t58v9X/L8hudbx7bWbuWaRdfw9/F/54zMM9r9WwwKA/eNvI+rF10dNNdP348MXUbrv+ViOVcVXMWPRT8G9YJSipXMyprVIae9o2l2NvtdTUMIWofbwbyd80KKDo/Pwwc7PuDB0Q9GHK1qcjTRYG+gwdGARqrBIDNgUPjTRWKUMRH3CGtyNFFqLmX+3vk0OBqYmTGTwTGDiVOF/wG1OC14fV5eO+U1qq3VzN83n03Vhy2AjQpjSNt/r89LjbUGu9veGmVtiQwfiUgkRKWT4fP5mHBuP355b2erQ5xSJ2XSRf2JTur8Z1BrVDDtqjx/DZXHi1QhjmhDqtRKGXdONis/2xcwLhDA1MtyUXXSXrunEIqEKDSSgPTJI1FqJWHNIMDvwPfLezuDDCG2LC4hPlPXZi2c0+5m5ed7AwQVQHODg+9f2sLZ9w5Hre/eTbDN7GTpR7tbBdWRbFp0iAHjEnq1qOoILQI0PuP4m6J0lLGZ0SilIqzO4O/EW6f2I07Tseugf5yGmQXxQcKqf7yas4YmIuqlTXK3ljYGCKoWlu2pYc2Bes4cfNj4KFGvIFGvYEbBsevbWdvsDBBUR/LIN9sZlKQjTtfXJ6uniHj39sILL3D//ffzxhtvkJ6e3gNL6uN4IBSKUOr0WJsaQ84bkoJrb3oDJeaSAEEFIBfJEQvFVFmrQt5nWcky6u31x0VUNdgb0Mg03Lv83oDxoqYibvzlRj49/dMu9Qk6ltTaanl508sh555e+zSj40d3KCKYH53PW9Pe4p9r/8mBpgNIhVLOzDqT6wdfH5SGmKJJ4b1T3+Ox1Y+xr9G/GR5oHMijYx8lURWZi1+NtYYNVRv4dM+nuL1uzso+i/FJ4wMc76xua8geYC3srN+J1W2NSFRVWav4++q/82vpr61jedF5/GvSvzrVu8zkMPHhzg95fevrrWO/HPqFdG06b05/kwRV8HtQ3lzO0+ueZmnJUrw+L9HyaK4eeDVDYobw7o53MSqMvDHtjSD3vwZ7A4uKF/Ha5teos9ehFCu5KPciLhlwSVghKBAIiE5SM+u2IdgsLnweHzKlGJVe1uX0calc3GnraYlMRP8x8RiT1WxYcBBTrZ2YVA3DZ6ahi1X2utR2uUrCsFPTWPD6tpDzg09ODWsJ7vP62LGiLKzD3oYFB0nK0YeNVllNToo214acM9fbaa63d7uocljdbdq0Vx5oIiq+zzTrWJOgk/PxtaO55v311Db7a3WEArhiXDozB8Z3+HNj1Mh4fHYBF49O5f1VB3G4vZw7PJlRGQYSdL3TSr3Z7uKd34Ij7i28vbKIif2Mx9wuvdpsx+X2IhYJKWsI39uuoslOk93VJ6p6kIh/jS644AKsVitZWVkolUokksCTovr6+m5bXB/HDpU+itFzzmfpe28GzYnEYjIGDz8Oq2qfn4p+ChpTSVQBtThH48PXZh1PT9LkaOKjXR+FnLO4LCwtWcoVuiuO7aI6SbW1Gpc3dDGx2WWmwdHQIVGlkqoYkziGd059B4vLglgoJloeHVKoSEVSBscO5q3pb2F2mhEIBGil2ogjbTXWGu5dfi/rq9a3jm2u2UyGLoM3p73ZKibkYjlp2rSw6YlpmrSIXBItTgvPrns2QFAB7KzbyW1Lb+PNaW8SrYisJrHSUhkgqFo4aDrIvB3zuGP4HUhFh3/kq63V3PDzDRSZDm8O6ux1PL3uaZ4c/ySfnvEpBrkhSFC5PC6+2vcVz288HJm0uq28vf1tSs2lPDz24TbTRxUaabspZvZmF3aLC6/3D+HVw6lQcqWEpJwojCkaPE4PErkISQfdy7obq8mJw+ZGIACFWhIyChOfpSN/YiI7VgT2Aht1RgZR8eFTXz0eH6ba8AYCliYHnjas8N1OT5s1ZlZTDxTCt7M370gfsv8VTDYXNc0OtpQ0IhULGZSkw6iRoZR2/7UsFgkZlKTnu1smUG12YHG4SYpSEK2SRlyv4zfLiGFUugGvDxSdqK88ltRbnVjDNLgGsDrdeLzHLpOr3uLk173VPLdoL6UN/v5hN03O4pEz8sL2yZKI+j43PUmnIlV9/PkQCIX0H3cS1QcPsGPZL63jUoWC2Xf/FY0xsnSkY0Wo2pEmR1ObaU8KsSLiPkLdhVwsZ1/DvrDzm2s24/V6O1wTcyyos9Vx0HSQr/d/jQABs7Nnk65ND5nydSSRpjFGK6I7LCgiuW0ottZuDRBULRQ1FbHw4EIuy7sMoUCIQqzgqoKr+Ln455CPc2XBlf6muR2kzl7HouJFIef2NuylxlYT8d/1Y9GPYee+3PclV+RfEfB5ONh0MEBQHckrm1/hg9M+CGlUUmOr4Y2tb4S838Lihdw89OaIa/Ja8Pl8NFRYWfLhLqr+SDHTGuVMurg/CVm6Hhc6MoUYjpPNsdvloeaQmWUf7aG+3G8akpSjZ9LF/YMiMUqNlDFnZTFwSjIlu+oRiYQk50ah1EmRKcJ/HsUS/+2Kt4e2yI9N0yJpw1lPKhcjlgjDuiVqjd0fWZArJcRlaluvhwAEbTdG7ipupwe71Y1QKEChkfS6qOWR1FkcvLp0P2+vPNg6JhIKePKsAk4flICmB4wJhEIBCXoFCd3UnFfWiabLxxqn28vC7ZVMzDGyKYxZx2kDE9C38TnsThwuD5+tL+GpBYfbQlSa7Dzy7Q7mjk3jvBHJfL4+MA1wdIaBqL6mwz1KxL8il19+eU+so49egEqnZ/Lcaxg1+1zqSg8hU6rQxyeg0hsQiXtnX4XTMk7jg50fBIy5fW4ONB5gZNxI1lWtC7rPVQVXEaM4PiJRJVGRrEkOG/nIicrpVYKq1lYbVLP21f6vODn1ZO4ecTc6mY4mR1PQ/ZLVyUTJ2o8eOT1OJMJju2mxuWx8uufTsPPz983njMwzWsVNujadJ8Y/wRO/P4Hd4z/tl4vkPDz24YhTNS0uS0DfraOJtC8UQLMrfIqUw+MIauJ8dE+wIym3lGN3h45omJ1mrO7wqSUl5pKAGrhIMNfb+fK5DTgsh2vlTLV2vntpC+feN4K49D9v37vGKhtfPbeptcEtQNneRr58ZiPnPTgCbXTgxlWukiBXSYhOjCx9OXNIDOt/PIjDGliPKBDAqDMzwhpcACj1MgafksKGBcG94BL66Xuk/kyuljDlklzmP7MBlz0wOjB2TlZI2/6u4vX6MNXa2LSomIPb6pDKxQyakkzmkBhU3Zze2F2sP9gQIKgAPF4f93+5jYHJOvITT5x6rd5Mg9XJO78d5O9nFZCgk1PRFPg9aVRLOXtYcsQW9Z2lxuzghV9C7yM+XnOIN+eOCBBVMWoZ/zx74DFPTfxfo1M75cLCQt59910KCwt58cUXiY2NZcGCBaSmppKfn9/da+zjGCJXqZGr1BgSe2cN1dEkqZM4O/tsvtz/ZcD4/L3zeWP6G7y59U2+L/wet8+NWqLm6oKrObvf2e1GWXqKeFU81xRcw70r7g2aEwvEnJ55+nFYVXg2VW8KqlkDWHxoMWdmncnLU1/myoVXBhhHKMQKnp70dNgaG7fXTXlzOT8d/IktNVvI0ecwO3s2CeoEZKJjtHFpI0PjaCMetVTNzIyZjIwfSYWlAgEC4lXxGBXGgLS6jqCWqtt024vUoAJgetr0sCJxQtIE1JLAzXeSOnzdlkKsQCIM/dlo773RSTu/eTu4rS5AULXig9+/OcCMa/OPuSmBw+bGZnJibrAjU4hR6qSo9d1bi+C0u1n7/YEAQdWC3eLi4JZaBk1N6Zbn0kTLmXP3MJZ+sJuqopZooILJlwRHxI5GLBYyaEoyAgFs/qUEt9OLQCgga2gMY+Zk9ZgFuCFBxQUPjWL37xWU7m5ArZcx+OQU9PHKTtfStUVTjZXP/7m+VcRZm5ws/2QvhRurmX5NftgGxseLBouTV5buDzv/wepi/n5WQbvNaJ1uD5UmB+sP1lPaYGNEWhRZsWritH21Ny0IBf4eUw9/vZ2nzh7Ij9sr+Wl7JT6fj2l5cVw8Oo34Y/h61Vud2MNEjt1eH0qpiPtO7U9hbTMTso2MTI8mKap31qr9mYj4W+nXX39l5syZjB8/nuXLl/Pkk08SGxvLli1bePvtt/niiy96Yp199BGSKHkUtw+7nRkZM/hg5weYnWamp03n5LSTSVQn8sCoB7h+0PXY3XaUEiWxiljEouMXdRMLxYxKGMX1g67n7W1v4/b5N5IaiYZnJz8b0lTgeGFymIKigEfy4c4PeX7y83w9+2t+OPADexr2MDhmMNPSprX5d+ys28nVC69ujfosL13Oezve45WTX2FUwii8Pi9V1irWV66n0lLJ8LjhpOvSI+6dFQ6FRMHZ/c5mdcXqkPOzs2ejl+kDxqQiKYnqRBLVkZlhHE20PJozs87k6/1fB80NNA7EKI+8X1mmPpNhMcPYWLMxYFwmkvGXYX8JMmQZZByEXCRvff2P5Pz+54ftmRYlj2JE3IiQaZNGhbHNlNu28Hq8lO4KX4tbU2zC5fAcU1FlNTlY/XUhu1dXtgpwlV7G6TcPIipBicflQywRAj6cdg8iiRBpJ1IUnXY3lYXBkd4WDu2sJ29iYlgDikgQCAREJ6o5/eZB2C0ufF4iqltTamUUTE4mqX8Udos/Na5kVz3fv7SFGdcXRBw569CahQJ0MQpGnpbOkJNTEUkE3fJahMJl97Dmm6KgqBj4I4cNldZeJ6qcHi/VpvANz0sarLg9Ptp6yVxuLxuKG7ji3XU4jnBazIpR8f5Vo0iO6lqbCofLc0LUS7WHUS1j7th0Hv12B1e/v57p+XE8eNoABAJYua8Wj8eLtAet0o+mvedSy8TcOKV72n300XEi/hW4//77eeKJJ7jzzjvRHGGrPXXqVF5+ObQTWB999CQGhYGxirEMiRmC2+tGJVUhFPi/cJQSJUpJ9/cu6grRimiuKriK2dmzKTOXIRPLiFfGE6OMOeZ26m3h9XnbNPSwuvypYGnaNG4achNur7vd9bcYRBy9oXf73Nyz/B4+P/NzipqKuGXJLQHRr2x9Nq+e/Gq39RcbGjuUAmMB22u3B4wnq5M5PfN0REIRPp+POnsdXq8XnUzXLU1+lRIltw29DbfHzY8Hf2xNBRwdP5rHxz/eaqseCUaFkWcmP8MPB37g490fY3FaGJ80nhsH30iqNjXo9nGqOF6f9jo3L745oPHvuMRxzM2bGzaKq5PpeHz841z383WtzYkBtFItr5z8CnHKzokqoUiILib8CapKJ0N4jFJqADweLztWlLN7VaBtsqXRwTfPb+L0mwaxe00FuWMS2Leuior9TSh1UoadmkZ0kjqivltCkRClVorNHNrwRW3o/r9doZZ2qnGux+1l+7JS1v8YnAL4zfObOO+BkWgMPXNSLxQJkSl79hqwW10UbT3cgkMgFKBQS3A5PLgcHvaurSIpJ/LWE6HweLzUNDvx+XyoZGK0nazDUcvEDE3Vh+33NDE7Brmk7detymznqvfWBwgqgMIaC0/+sItnzhuEWhb5+mrNDnZVmpi3+iA2p5dzhicxJjO61zr7tYdAIGBGQTzfbylnXXEDP26rbLVWv2Ckv/nvscSgkpIVo6KwJrh5e4JOjrEXNsf+XyDiHdy2bdv4+OOPg8ZjY2OprQ1tudpHH8cChaT7vqybnf46lZ6yXW8Reyma7knt6SgOt/9UsyMCQSPVMD1tOrvrd4ecPzX9VLSyw7UuHRGEDfYGyprLQs6ZnCaqrFXcvvT2oD5U+xv389Lml3h4zMMRGUOEI04VxwuTX+C38t/4dPenuH1uZmXN4tT0U4lXxVNtreaX4l/4aNdHWFwWJiZP5OqBV5OiTulUL6wjiVHG8NCYh7hxyI2YnCZUEhUGuaHTJg8AscpYLs+/nDMyz8Dr86KRasIeJoiFYgbHDObLWV9yoPEA9Y56+kf1J1YZ266LYoomhfdnvM/BpoPsrt9NqjaV/lH9iVPFdakubsC4RDYvLgmZljl8ZlqP1M+Ew9rkZPMvoRtMO6xu6issZA2N5dsXNh82biiFQzvq/Q2Pp4RvwHs0So2UYTPS+fntHSHnC05KQthLXO6sTU62LAnd/8ZmdlFfYekxUXUsEAhAJBaCz8uwU9OIS9diqrMhV/lrPk314d0TI6Gyyc4n6w7x/qqDmOxuxmVFc//MXPrFqpGKI/tuUcnE3H5yP37eWYX7qBRSrVzM6YMS2v1c7q40Y3OFTkdeuKOSB2bmRiyqapsd/O27HXy/taJ1bOX+WrJi1Hxw9SgSu8ng4lgTp5XzyiXD2FNlZv6GUmQSEReOTCEtWonhGDcrjtXIefWSYVzw5u80Wg8fyqhlYt68bHhf6uZxImJRpdfrqaioICMjsCB506ZNJCVF3mOljz56E1WWKtZWruWLvV8gFAg5L+c8RsSP6LbUs+NFrbWWXfW7+HTPp3h9Xs7JOYc8Q16bkR+RUMTpmafz8e6PqbUFHpjEKGKYkTGjNSLYUVrSHcNhc9nweEP/wC8oWsDNQ25usyYoEuJUcZzd72ympkzFixe9TI9QIKTWWst9y+8LSHP7ev/XLDq4iE/O+CQiMwa72069vR6Pz4NKrGqNRKml6m4X7EKBsMM1WWKhuNPpjLHKWGKVsYxKGBXxfcOhNsiYfnU+v7y3E6/78OZw4JQkkgdEHr3rCh63F6ct/HVqaXJQvr8ppBPe2u8O0G94bIdFFUBy/yjyJiSyc+Vhm3SBACZd3B9NdO/ZfLrd3pCpcS00VllJy2/budJpd2M1OXE5PEjlIpRa6XGzsD8ahVrCgPEJxKfr2LOmkvU/Hmydk6nEnHbjILxeX5dEbo3Zzk0fbWDjocbWsRX7alld+Btf3TSegcmRH6ykG1V8fO1oHvhyO4U1/sPAYWl6/jlnEMkdqKGpNYdPH/T6wNmG1X449lc1BwiqFgprmvliQyk3T846ZoYO3U2sVk6sVs6EbONxd4XMidPww60T2FDcwNbSJnITtIzOMJCoVxz3tf2vEvG32YUXXsh9993H559/jkAgwOv18ttvv3H33Xczd+7cnlhjH30cE6osVdy65FZ21e9qHVtftZ5BxkE8P/l5YlUnprCqsdbw0MqHAmqIVpStYHDMYB4a/RDRiuiwojFRncgHMz/gve3v8UPRDwgQcHrm6VyRf0WnNuRR8ii0Ui0mZ7BNskQoQSfThRVebq8blyd0mlRX0Mv1Af8+0HQgZN2Q1W3l5U0v8/fxf+9QSmlFcwWvbnmVHw78gMvrIicqhwdGPUB+dH6Xo6oWp4V6Rz0ujwu1VE2MIuaE/hGVysVkDDZyyd/GUFfWjMvpISZFg1IrPeYGFWKJPyUvXO8lY7KGHcvLQ87hg8qiJvRxHU85VmqljJ2TxeCTU6gobEIsERKfqe1VggP8r4tMJQ5tKAJEJx42u/C4vViaHDRV23A7PUQlqBCJBaz8Yj9Fm2rw+fy23APGJzDyjIwe70fWEUQSEUOnpbFpUXGQ9bzD4ub7l7Zw4SOjgtwYI+FArSVAULXg9vp44ocdvHnZCHQRurPJJSJGZUTz6XVjaLS5EAkhSintsMtbW0IuXitH3YbVfijcXi8frglOEW3hk7WHuHBkCrEneCSlN3zfCgQCkqKUJEUpmTXk2Ac1XB4P1SYH9VYXMpEQg1qKUX38P8vHk4i/sf/xj39w8803k5KSgsfjIS8vD4/Hw8UXX8xf//rXnlhjH30cE1aUrggQVC1srd3Kuqp1vc6Zr6Nsrtkc0pRhS80W1lSuYU/9Hu4YfkdYYZWsSeaekfdw7aBrAb8witT1roVYRSwPjH6AB1Y8EDR3+7Db20xLTFYno5K07VLWHfx08CcECIKsyAGWlCzhHuc97Yqqams11/98fUA/qL0Ne7lq4VXMmzmPIbFDOr2+MnMZz6x/hqUlS/H6vMQp47h35L2MTRx73PqvdQdiiQitUdEjPY8iQaWTMfL0dH79b7BdsTpKhiZa3u3Nblts0g0JPX99dxaVTsrwGWmsml8YNKeJlrcKSZfTQ9meBha+tR230x/NG3VmBuX7Gindfbgpu9frY8eKcnxeHxPOz2mzT9axwuf1sWtVcIQFwOXwUH3Q1CVRtXhXddi5NUUNNDvcEYuqFowaGUZN5BvaeK2cidlGVuwPLt948PQBAWlkLo8Xm9ODTCJEFiZV0efz3y4cLq+PY9gft48eosHi5OvNZTy7cA8Wpz+C3T9Ow0sXDaVfnLpXiM7jQcTxV6lUyltvvUVhYSHff/89H374Ibt37+aDDz5AJDr+X4p99NEZGu2NfL7387Dzn+75FLPDfAxX1D00O5v5eFdwDWQLPxX9RLwqns3Vm9t8HJlYRpwqjjhVXKcFFfhTCicnT+a9Ge8xIm4EepmeAmMBr53yGmdln0WULIrhscND3vfeUfd2ynI8EhrsDZyReQbPTHqGV05+hRsG3xBQwyUTyRDQ/o/F3vq9IRvs+vDx7LpnabQ3dmp91ZZqrvv5OhYfWtxqclFlreKuX+9iY9XGdu4dOU6PkwZ7AzZXeMOS3obH48VcZ+Pgtlp2r66gtrQZW3PHRZBAKCBrWCyjZ2X84fDnJzZNw5RLc6nc30hMahjxKoD4jD9nXyChSEjumASGz0zz1x79QWyahlm3D0Ed5d98Nzc4+PG1ba2CCiAmVRMgqI5k1+pKrG042B1LPO2kODZVd+1z0FZjWLlEiPA4bESj1TKePX8w152UieoPh760aCVvXDacSTn+FDe3x0tRrYVnFu7hinfXcs/nW9lW2oTZHpw5IBEJOXd4+FrhMwYlYIjAzKWP3smqwloe+25nq6AC2FNl5oI3V1PWeOL8XnQ3nc4tSE1NJTU12Fmqjz5ORHz48BL+dM3r84aMXPR2vD4vLm/4lDmX14VYKOazPZ8xIWnCMXFKVEvVDI8bzotTXsTmtiETyQJS8J6e9DTv73ifz/d+js1tI0ObwT0j72Fo7NCIn8vmslFnr2NPwx58Ph85UTlEy6NRSYMjAuXN5Ty48kE2VG1oHRsdP5pnTnqGe5bfg81t4+x+Z7dr5gD+9MpwbKndgs1tQ48+4r9nf+N+DpkPhZx7dv2z5Bvzw1qiR4LT46TUXMqHuz5kS80WklRJXDXwKjJ1mQHmJL0Nj9tLRWETP766FZfj8I99WkE0Uy7N7XADV4VGypBpqeSMisdhdSOSCPG4vHz/8maEIiEnXZjDov/sCKqrGnVmJopjaKrRUWzNTuzNLhxWNzKlGIVGGuBS6PP6cNjdCEWCNq3hFRopI2amkzc+EbvVhVgiQqGRBLgJ7l1bGdB3SywRYreE/w7yeX1BNWxWkxO7xem3fVdJUB+jxrtiqRB1lIzmhtAiL7aLTain58fz9MI9IecuGJFC9HFKnYrTyrl7eg5XjEvH5fGikIgC0vN2lJs4/43VrQ6BGw818u2Wcv559kDOGpKIQhp4zQxK1jEkRc/mksaA8WiVlCvHZ0RsyNFH76LG7OCZMNdxg9XFxuKGLlvxn6hELKo8Hg/vvfceixcvprq6Gq838EdlyZLgRqF99NHb0cv0zMmewz/X/jPk/Dn9zunVm8lwaGVazsw6ky01W0LOn5R8Eusr1yMUCI+5aNTKtCFf01hlLH8Z9hcuzbsUj9eDXCzvlFAwO838WPQjT615qrVOSygQcsuQWziv/3kBvaga7A08sOIBNlYHRnvWVK5BLBRzce7FLCpexGUDLutQpK4te3GtVBuxwUcLG6o3hJ07aDqI3d09DmXba7dz9aKrW10Y9zbsZWnpUh4a/RCzs2Z3q9Nmd2JpdPD9S1vwHGUPXby9jm2/ljLyjIwOF8i3pCO24HJ4OPPWIaxfUMyu1RWcedtg9m+ooaKwEZVOxtDpqUQnqSMyqTgWmOvtLJ63i7IjIkXJAwycfFkuaoMcU52N/RuqObCxBolCxJCTU4lJVYftySSW/pGmSfA14PP6aKgItHh2u73tviYttWNej5fa0mZ+eW8nDRX+lg3qKBmTL80lMVvf4ymCKp2M0bMzWfxecBq41qggqovpmXFaGX+blc/fvg10e8yOVXP9pKxj2ufoaKRiUYArn8nm8oson4+/frUtyHId4JFvtjM+20iqIfD9jdPKeeOy4fy0vZJ5q4txuD2cMTCBS8akkWI4cTbbVSY7pQ02ShuspBqUJEUpiNWc2LVg3YHT7eVgnTXs/MZDjcelxqs3EPG3/+233857773H6aefTkFBwf9s3mQffy4EAgFTU6fyye5PgtK2cvQ5jEscd5xW1nUmJU/iA+0HFJsCi4cTVYkMiRnCf7b9h2dOeuaY1Ct1FIlI0uVGyMWmYp74/YmAMa/Py783/ZtBMYMYnTC6dbzeXh8kqFr4rfw3bh16KxfmXki8Kr5Dzz01dSovbHwhpFC9KPciohVtu6SFoy1zELVE3S19zmqsNTz828NBtvYA/7fu/5iQNIFkSXKXn6cnKNvXGCCoVHopGYNjkMhE1JaasTY5O237LZGJMKZoOPnyXJx2D2KpiLgMrb/5r1iIVN67xBSAvdkVJKgASnfVs/TD3Uy6uD/zn9mAtcl5xFwDOaPiGH9eP5SayKJuAqGA5NwoCjce7veED0x1dgyJKurLg3vqpOZHo9D4o2bmejtfPbcxIHWwucHB9y9v4fwHRoZPuzwCS5MDu9mFy+VBoZai1EiQdPC9EQgEpBVEc9JFOaz55gAOq/8zkDzAwORL+gdEzHw+H1aTE5/Xh0whQSJvX/Bp5BLOGZbEuMxovtlcRk2zg1Pz48lP1BGvC31dWp1uapud2Jxu1DIxYpGQ8kYb28qaiNPKyU/UEq+VI+4mN70Gi5OtZY28srSQyiY7w1L13HVqf95ZWcTyfYF1Vy6Pj/1VZlJDCKU4rZy5Y9M4fVACXq+PKJUESQdKRHw+H3a3B4lQ2G1/U2coqm1m7jtrKak/nMqWHavm3StGnlDCsCcQiwTEa+VUmuzEa+Vo5GJKG2yt1vy58SdubW9XifhX4JNPPuGzzz7jtNNO64n19NHHcSNeFc+b09/kl+Jf+Gr/VwgQcG7OuUxJmUKcqnONTXsD8ap4/jP9P3y9/2u+KfwGn8/H1NSpjE0Yy99W/41BxkEMixt2vJfZrTjcDt7f8X7Y+f9s+w/50fmttuah3AiPxIevw4IK/NG2f078Jw+ufLC19glgeNxwzu9/fqfFz+j40UiEkpApnRflXoRR3vXUvyZnU9gUQ7fXzYGmAyRreqeoMtf+sQESwLizs5GrJOxbV4XD5iIpJwpPCBv0SJHIxAGufAp1701lsjU7gwRVC4d21mNucAQIqhb2rq1i0JTkiEUVQGpeNDKluFWQAGxYcJBTrsznt8/3UX9EJCs+U8vkS/ojU0rweX3sWVMZIKha8cHa74uYdmUe0jaiXvUVFn56YxsNlf5TdKFQQMHkJIbPSO9wrzOFWkr+hETSBxpx2vypnwq1JMCF0tLkYP+GarYsLsFpc5M8wMCoMzLQxSgC6s1CoZFL0MRLuGdGbrtrqTLZ+dfPe/lyYylCgYDXLh3OCz/vZWtZU+ttlFIR7105imGp+i6LELPdxTu/FfHSkv2tY4fqrXy/tYIXLxxKSYONotqjIpFtuE4IBIIOu8H5fD7KGmws3FnFsj3VJOkVXDY2jVSDEo28e2qwaswO3F4vUpGwzVTLGrODa+dtCBBUAPurm/nLp5v5z9wRRKl6X5rvsSJWI+NvswYgFAipMjmotzjoF6ehymTn5SX7GZfd9d+hE5WIf9mlUinZ2dk9sZY++ugwVpeVOnsd1Zbq1vSwWGVslyOn8ap4LhlwCadlnoYAAXqZvtOP2dLodkHRArw+LzMyZpCiScEgP7Z9d8D/d1078FpOzzidKmsViw4u4vUtr3Pb0NsYmzj2hO/DZXaaqbRUsqBoAY32RqamTuXU9FNZWbaSZldz0O0rLZU4PA7U+EVVW413BQgi7imllCiZmjKV7876jjUVa2hwNDA6fjTJmuROR6nAL9ZeOfkVbltyG3bP4VS/8YnjuSj3IsSi3hctqbZWU2urpcnRRLwqvsuNjtsiPsv/uCNPS6e2xMzetVWH13HQzK5VFZxz73D0sSfGSbPb7cVmcuL1+JDIhGFT8sJxpLAJhd0c3sBjz5pK4jphuiGSCDj95sGs+HQvNYf85j4CoQCvx8sZtw7GbnFhNTlR62UotVIUfwg3t8tLxb6msI9bc8js728VRlSZ6+188/ymAGdGr9fH1iWlKLVShk5LRdhB0SEUCcNGNK0mB7+8t5PSXYfFauGGag5uqeXc+0dgTO6e/nONVicPf7OdRTv81/C5w5P4ZnNZgKACsDo9XPHuWhb95SSSuxhBqW128vLS/UHjbq+Pf/28l7lj03jsu52t4yKhgP7dFJUorLFw7uurAhrZfrKuhL/PzufsYcmoutBeoN7iYPneWp7/ZS+lDTb6xaq5b0Yuw9Ki0IUwD6ltdrC/Ovh3A2BDcQN1Fuf/tKhye3xo5VKuen8d9iMOqoal6vn8hrEkhom6/i8Q8VV611138eKLL/Lyyy/32tS/V155hWeeeYbKykoGDx7MSy+9xKhR3deoso/jS72tnnd3vMsHOz/A4/OHm2MUMbw49UXyDHmIhF07ORYIBF0WPnW2Op7f8DzfFH7TOvbhrg+ZnjadB0Y/0C1mApEiEopI0aaQrEkmW5+NQCDosc3tscTsNDN/73ye2/Bc69jn+z4nNyqXf078J7cvvT0gWgQwOGYwasnhzY9BbmB0/GjWVK4JevypqVOJlkUuhBQSBamSVFK13WfoIxVJGRE3gq/P+pq99XtpsDeQZ8wjThnXIQONjqCT6kjVpIaMVomFYjJ1mQDY3DYsLgtSoTRsveGBxgPcvORmSs2lrWNTU6by1zF/7REnR0OiGkOiCmOKhnU/HAyatze7WPvtAaZclturekCFornBzsaFh9j1Wzlul5eoeCUTzutHfKauzWjNkciUbd9OJAkvMnydKLG0NDpY8MZ2mhvsDJyUzIjT0vF6fXhcXqISVWgM8rBiRSgWoItTULondGRNY5C1ud76CktYq/tNiw6RMyq+06mfR9JUYwsQVC143F5+m7+fGdfmd0tvtTqLs1VQAUzNjeUvn2wOeVur08POClOXRdX2sqaw73thTTMJusA6urum5bC/upnnFu0hP1HHqfnxJEbJkUboBN1kc/LIN9uYnBPLjIJ4vD4fEpGA5Xtr+cePuzgpJ6bTosricPP2iiJeWXa4FcDuSjNXvreOp84eyLnDk3F6vNSaHZQ02JCIBHjaufitzrYPK/7sVJrsXPneuqA6u42HGnlv1UH+enrecVrZ8Sfiq3TlypUsXbqUBQsWkJ+fj0QS+OXx5ZdfdtviOsOnn37KnXfeyeuvv87o0aN54YUXOPXUU9mzZw+xsSf2aXwf/hSBxYcW896O9wLGa2w1XL3war6c9WWvSE3aVb8rQFC1sKh4ETMzZnJK2inHYVV+BAJBUMPbE5kqS1WAoGphd8NuVpWvYmLSRH4t/bV1XCwUc2XBlQE9sfQyPU9MeILHVj3GyvKVgD9CNTV1Kg+MfgCNrPfkiEtEEpLUSSSpe6YQOEYZwxMTnuDqhVcHpRneN/I+dFIdhY2FvL39bTZVbSJGGcN1A68j35gfIOyqLFVc9/N1VFmrAh5jSckSjEoj9464F5lYhs/rw9bsAnzI1VKEws4f1qn1MmbdPoRNi8I3Hy3cWMPYs7N7taiyNDlY8Po2qosPt3FoqLTy3UtbOPPWwaTmd0zkKzQSkgcYKN1VHzSXWhDdZiSr/+iOp7u2UFvWTFWRP5X2928OBMzljIxj8qX9w77uIpGQgZOS2bGinFCeOSNOywhwLDyaUPVaLTis7m5J/QQo2hzcz6mF0l31OG2ebhFVteZAB0KfD5xt9H+qNHXdpEbczmdPKxeTYVSRpJdz/aQsNhQ3cPX7/kbp326p4LlFe5l39ShGphsQRfA5brS6OGdYChuKG7j9k0043F5EQgHT8uL490VD2VzSSFp052p+a5sdvL78QMi5f/y4iwn9jHy3pZznFu1tTWV878qRYR9PLBSEjG79L7GppDGkcQnAZ+tLuP6kTJL63P86hl6vZ86cOT2xlm7hX//6F9deey1XXnklAK+//jo//PAD77zzDvfff/9xXl0fXaXGVsMbW98IOWdz21hXue64iyqry8q8HfPCzr+/431GJ4w+oRu19jT19npcHhdSkbTdCMyPRT+Gnfu+8Hv+Nu5vraIqXZvOY+MeI0UT3EclXhXP/530f9Tb62l2NaORajDIDR16nzxeD7X2WrxeL3KxvNuiRt1Bg72BSkslv5b+ikQoYVLyJGKVsW26WeZH5/PFmV/w0a6P2FKzhWRNMlcWXEmmLpPCxkKuXHhlq5FFaXMpNy6+kasKruKagde0vl4l5pIgQdXC1/u+5qqCq9C5otm3vopdqyrweSF3bHyXIwoqnQyRWER0kpqCkxKR/5FeVrytjn3rq/B6en9rBFOtLUBQHcmKz/Zx1l1qVB1IBZSrpJw8N5clH+ymZOdhYZVWEM3kS/rjcXuRqyXYmwPFc+aQmE41Yd6zpjLsXNHWWsZas9oUs5poOdOuymfJvF2tIkggFDDy9HRi09v+HBoSw2+6ZUpxm1GuSGjLkEIkFuLFR0WTDaFAQLRK2uk6J+1RG3ezw9VqDhCKgUldzzrIS9QiEgrwhKiTKkjSkh2n5rPrx+Lx+rjl442sLw6M2Dk9Xm74cAM/3jYxwEmwPYQCAWsP1vPpupLWMY/Xx0/bK2myubjj5H6d/pvKG20h/x7wv8a7K8z830+B9uCrC+s4NT+OhTuCv78uGpVKTAfqxMx2Fyab/3OlV0pQyf48QqyijT5UdpcX1wnwHdtTRCyq3n333Z5YR7fgdDrZsGEDDzzwQOuYUCjklFNOYfXq1SHv43A4cDgOnwiZTG0XrPdxfHF73WE3auC3fj7euLyukHU8LTS7mkM6q/Xhb8K8sXojL296mWJTMRm6DG4deitDYoeETVVsdDSGfTyL20JedB7fzP4GHz50Uh1GZfjUy3A2721RY63hm/3fMG/nPBocDeQZ8rhn5D0MMAwI2Q/rWFJnq+PZ9c/y/YHvW8de2PgCV+ZfyVUFV4WNWEpFUjL1mdw36j6sLitSkRSlREmdrY6/rf5byOv3ne3vcHa/s1tFVbmlPOy6nF4nFoeVX18qaTUVAPj96wPsXFnBWXcO7ZKwyhkdhzZGwcafDmKqtSMUCcgaGsvM6wvYt66q3bS440353sawc41VVtx2D3TwMlVHyZl+dT42sxOnzY1UEdin6rz7R7BrVQUHNtcglYsYfEoqidn6Dhs7HIm0DcEhlgppr2+2VC4mc4iR+IzRNNXY8Li9RMWrUGglbfbPAr+oUmqlIVMAh52ahkrX9RoYr8dLxmAja78LbuwN/uvuhz3VPLVoNzKJiItHpXLhqJSgtLmOYFRLyY5Vt9b2fLK2hOsnZQbUNLUwJEVHclTX2xzEaGQ8Piufh77eHjCulIr4v3MGtdqJ76k0BQmqFhqtLqpM9ohElcvj5cuNpSHnVhfW8fDpAzr8WEcjl4S/JucMTeKVEDVk7/xWxPMXDMGgkvLlxjIcbi9yiZArxqVz9YQMlG1ci16vjwO1Fv65YBdLdlcjAKblxXP/zP6kR6t6bdlMJAxNDX9omBylQCHtveY9PU2nj25qampYuXIlK1eupKampv07HANqa2vxeDzExQU6tcXFxVFZGfoE7Z///Cc6na71v5SU8J3A+zj+SEVSktXhI1EDjQOP4WpCo5FqODn15LDzU1Km9EWpQuBwO/hq/1fcvvR29jXuw+l1sqdhD7csuYUfDvyAyxO6gegpqeFTKccmjEUn1ZGpzyRLn9WmoOoMDfYGHl/9OC9uepEGh3+TsbN+J1cuvJJN1Zu69bk6w8bqjQGCqoV3d7xLYVNhiHsEIhVJ0cv1rU2hzU4zhY3h77etZlvr/6dr08PeTilWInJKAgRVC6ZaG4UbqwMayEaKqcbGsg93Y6r1n+p7PT72ra9i9VeFjDg9o1fanx+Jsg0BIBILEYoi25jJVRKi4lXEZeiIilcFpNFpjQpGnJ7OWXcM5YxbBpM9LLZTggogb1x4y/+8CUmtphRt0dIfLGWAgfSBRnQxinYFFYAmSs5Zdw4lKuFw2pFQKGDwySnkjo3vsElFOEx1NjYsKKZoSy3DTg2uk9Qa5USPiuFvP+zEZHdTY3bw4uJ9XPHuWiqbwp/shyNGI+etucNb7co3lzRS0WTn8dn5xP/RmFcqEnL+iGReu2Q4Md3QP0kpFTNrSCLf3TKeOUOTGJVh4OYpWXxz83gMSilOt7+GuS3HPwBHhKmWNqenzehGjTl0M+aOEKeVExUmHTM9WkVpQ/B74/L4+Msnm0k1KFl0x0ks/MtJ/HLnJO6c1r/d17mkwcqcV35j8a5qfD7w+mDhjkrOfnVVyOc6EUk3KhmQEHoP89BpA4jT9hlVdBiLxcKtt97KvHnzWhv/ikQi5s6dy0svvYRSeWLlUT7wwAPceeedrf82mUx9wqoXY1QYuW3Ybdy7/N6gOZ1Mx5DYIcd+UUchFAiZmTGTD3Z+QJ29LmBOJ9Nxdr+zu6Wf0J+NWlstL296OeTcCxtfYHLK5JB9mvpF9WOAYQC76gMbdkqEEu4YfkeP1kNVW6tZVros5NyTa59knmFeRIYMdredGlsNW2u2YnFZGBwzmFhlbKfSCRsdjby7PXxmwYc7P6QguiCgtqw92jtlPdIkJkGVQJY+K6QIuyLvCipWh68B2b26kv6j4zu0CT8aS5OD3+YHnz4D1JVZsDQ5er37X2K/KIQiQchUxdyxnXtd2kIkEnbLY2qMcgZNTWbrksCogyFRRcFJiR1uvNxZouJVnHXHUGxmF26nB7lailIr6XL9nKnWxvynN7RGwYacksLMGwZycGstdquL7OFxuKMkXP7pxqC6pz2VzWw61MjMgZFHkjKMaj6/YSxljTYqGm2kGJQkR8mZnheP1elGIhJi1EhRSLrv90Qjl5Abr+XGSZl8u6WcraVNvLqsEIVExEOnD+CMQQnolVK0cjEme3DEWiwURBSlAlC209S5Lfvz9ojTynnvypG8ubyIRpuTtUX1uDw+tHIxQ1P15CZoqNkXLNrcXh9uj49Ug7LD0SWXx8NHaw5hdgS/Lg1WF19vKuOmKdkR1Zv1RmI1ct6+fCRPL9zN91sqcHt9JOjkPHTaAMZld97d9s9AxJ/EO++8k19//ZXvvvuO8ePHA37zittuu4277rqL1157rdsX2VGMRiMikYiqqsD0sKqqKuLjQxfdymQyZLLOf2D7OPaMTRzLPSPu4eXNL2Nz+09+MnWZPDvp2S43jO0uEtWJfHDaB7yx5Q1+LPoRHz5OTTuVm4bc1GMGAyc6tfZanN7Q7l02t416e31IURWjjOGlqS/xyZ5P+HT3p1jcFsYmjOWO4XeQocvo0TVvqdkSdq7UXEqzq5kYOiaqrG4ryw4t46GVD+H2Hf5R7qxjpNvrpskR3qK63l6Py+tCRse//3RSHQONA9lWuy1oTiQQUWAsaP13jDKGV6a+wiOrHmFt5VoApEIplwy4hHP7nceKxaF7YQH+SEwn9x1up4em6vAnwpX7m0jq13tq3kKh0kuZcf1Afnp9G94jogLGFDUjTktH3EvTaxRqKSNPy6DfyDi2Ly/DaXPTf3Q8cela1FHH5vRaqZVFbD3fFm63l00/HwpIK9z8Swnbl5eRMsDA6DMz8eokzHhhOXWW0N9fX24q45S8OCSdEJVxWrn/5L+NlKvupqzRxpkv/xZgRmB1enjoq+2kGVSMyTTw0OkDuG9+8PfATZOzMKojE+jRKhlT+sewdE9w1lOmUUVsF97ParOdiiYHUrGQ/AQdt07ph9PjJdOoIilKwZ3TclixL9h8RCERMWtIYkTpeiabm6W7q8PO/7KrisvGpqFXnvh27Il6Bf84ayB3TeuP0+NFLRUT9z9spd5CxKJq/vz5fPHFF0yePLl17LTTTkOhUHD++ecfV1EllUoZPnw4ixcv5qyzzgLA6/WyePFibrnlluO2rj66F71Mz4W5F3JK2ik02BuQiqQY5IYu9f/pCVI0KTw05iFuGeq/9rRSbWsaVU/h9rqpsdZgc9uQiWQYFcaIIhHHE6mw7R8aiTB8oW+cKo6bB9/Mhf0vxIcPlVh1TBz72rKkFwqEba75aCqbK7l/xf34jrI+W1S8iBFxI7gw98KIfuC1Ui3jEsdxaE9o8TI5ZXLE16Nerudv4/7G3AVzsbgC3dbuG3Uf0fLAz2CSJol/Tf4XDfYGbG4bWqm29ZocONlDxf7GkM9TMCkJRYQbsxaEIiFiiRB3mBQklb7rnwefz0dzvZ3KIhM1h8wYU9TEZ+rQGOTdUjMhlohIGRDFxY+NoWxvA9YmB4n9otDFKlDpevfnWa6WEK/WEZemxYcPobBno1M9jd3sZN+64Dpet9NL0ZZaxDIRQ87N8teRhDEg1MjEiI5jLY3D5cHp8aKSijvkrvntlrKw7m7PLdrDO1eMZEZBPPE6OU//tId9Vc2kGJT85ZR+jM+ObrPmKBRahYQn5gzk5o82sLnk8EFQerSSt68Y0VrLFSmlDVYu+c8aiusOpxm/ueIAT84pYHhaFAKBgJw4DW9cNpyHvtpGbbNfFGcYVbxwwRCSIoy4SURC9G04P0appEjbaQ59IqGUiSN+r//sRPxqWK3WoJolgNjYWKzW4Pz4Y82dd97J5ZdfzogRIxg1ahQvvPACFoul1Q2wjz8HUpGURHViyMhFb0IhVqAQd72AuCPU2+v5Zv83vLX1LcwuM1KhlDn95nDdoOt6fXNfl8eFUqLkxSkvYnaa+abwG9ZVrmudT1AltNs7TCwSE6cK/m7qSQqiC5AIJUHW4+CvnYuSdfx0uSWiGYp3drzDKWmnRJRKKBVJuSzvMr4p/KY1ottClCyK6enTEQoi/4HP0mXxxZlf8G3ht6ypWEOCKoHL8i4jVZsaUqTpZLqQ4jMxW09iPz3l+xoDxmPTNB22DA+FQislb0IiW5cGF74LxQIS++k7/dgt1JVZ+PpfGwMsyaUKMWfdOZSYlO4R82KJCF2MAl3Msfn+6G4EQgGCzoYbO4Cl0YHD5kYoEiBXSdq0W+8SgrbTXoVCv8vfpaPTeOqn3SFvc8mYtC61CghHg8VJeZONn3dWIQBOyYsjUadobUzbaHFSWNvM2yuLqDE7mJobxxmDEkiOUoT9m5xuL1tLw0e4C2ubsbs9JOgUTMqJZWCSDofbi1goJEbTecGfpFfwn8tHUm12UNZgJVYjJ14n73R9js3l5sVf9gUIqhYe+mo7YzOjyYxRo5KJmTYgjkFJOhqsTkRCIVEqSaeEnFYh4bqTslh3cH3I+WsnZqKUHl8R4vJ4cXm8yMWiHrkm/9eJ+N0dO3Ysjz76KPPmzUMu9190NpuNxx57jLFjx3b7AiPlggsuoKamhkceeYTKykqGDBnCTz/9FFII9tHHnwWnx8nnez7n5c2Ha5KcXief7vmUiuYKnpz4JHqZ/vgtsA1qbbV8vOtjPtr1EVa3lShZFBcPuJjJyZN5Zv0zKMQKnpv8XI80i+0qRqWRZyc9y53L7mxtRA2QpE7i7hF3R+T+d2SD3KOpt9UHPH5HSVIn8fHpH/PsumdZVb4KoUDI1JSp3D789k6noYqEIpI1yVw/6Hrm5s1FKpIiFUUeVVLpZUy/Op+qgya2/1qGz+cjf2Ii8Vl61F2IJonFQoZOT6Wq2EzVgcObQ5FYyGk3DUSlj3ytzQ12zHV2LE0OtEYFNYfMQfVOTpubBa9v45x7h/f6aNKJjMvhpmJ/E7/+d0+rEUliPx2TL8klKr5rbptutxehUBCw2VSoJeSMiWPr4tCfz7zx/lqxs4Ym8eO2craWBToIXzomjQxj92co1DU7eGbhHj45wob8+V/2cfGoFO6a3h+pSMj7qw/y/C/7WufXHWzgjeWFzL9hHFmx6lAPi1QspCBJxy+7QqexZUSrkIsPp58aVN13rRvVMoxqGXkJkTmwhqK+2ck3m4MdSJOjFEzOiaGk3kpmjP81EAoFJOgVJEQYmQrF0FQ95w5L5ouj3AwvH5sW1tzhWNBsd3Gowca8VQcpabAyNjOaMwcnkhKl7BNX3YjA54usb/r27ds59dRTcTgcDB48GIAtW7Ygl8tZuHAh+fn5PbLQY4XJZEKn09HU1IRW2/UPdh99HAvKm8s565uzgiISLXw9+2uy9Fnd9nwN9gacHidKsbJLaXZmp5knfn8iZK+pawdeS350Pv0N/YlXxfdacw+H20GVtYqlJUspay5jTMIY8qPzI46aLS5eTElzCWmaNFxeFwKBgO8Lv2dJyRJGxI3ghSkvtJlu2BYmhwmzy4wAATqZDpXk+Fq9H43L4QFf2z2AIsVqcmKus1FZZEKplRKXrkWllyISR/YcdeXNfPfvzVgaD9fLxGVoGTEznYVvbQ9KMzz/oZHdFq3qI5jKoibmP70hqEGwQiPhvPtHoImOfGNsrrNTsrueA5trUGml5E9KQhutaI1+metsfPnsRpobAg0NMofEMOni/q1uiVUmOzvLTXyxoQSVTMxFo1JJi1ZhUB0W8l6vj2qznTqLEwF+URKnlUWcNrp0TzVXvrsu5Nz7V40kzaBi8rPLQs5P7R/DixcNRSMPHd07WGth+vPLQzYb/uia0YzP7l4X1Z6gpN7KxKeXtv5bJhby6Jn5gI8F2ytxe3ycOzyZcdnRnbK8b4sjI4gigb+JcbxWjl51fGqpbC4PP2wp5+4vtgaMq2ViPr9hLAO6QcT+2emoNohYVIE/BfCjjz5i925/qHvAgAFccsklKBQnZprCkfSJqj5ORHbX7+a8784LO//S1JeYnDK5y8/TYG9gQ9UGXt/yOpXWSvIMedw67FaydFmdqhc72HSQM78+M+ScQqzg69lf9/oUz+5iX8M+7l9xf2uvNYVYwWV5lyETyRiTMIZBMYOO8wr/92husPPF/60PEFQtZA6NQaGRsmN5WcD4OfcOJz6z641Y+wjGbnHx0xvbKAvTx2vKZbnkjY/s+6KpxsZXz23E0hgomMbOySJ/YiKyP2pkmhsdVNRasDo9CAUCohQSDAZ5SFMMr9eHIETaoM3lYe2BOu7+fCs1zf7ni9PKeO68wYxIN7TZU+lIzHYX132wgdWFdSHnJ2RHc91Jmcx9J7ToEghg+T1TSDGE/s52ejxsPtTIzR9varUz18jFvH35CEQCAYt3VyOXiJiRH0+cToZO0fuMF+otTq58dy1b/khl/MecAr7fWsGqo16z/vFq3rtyVLcLq97EoXorJz+3LKRtfUGSlnlXjerWiOOfkY5qg04d/SqVSq699tpOL66PPvroXtqr22qvHqkjNDubeX/H+3y06yN0Mh0Ot4PVFav5/Yffefnkl5mYNDHi09a2GsTa3DaaHE2dElXNzmbq7fXU2GpQS9QY5IYOpw86PU5qbbVY3VYUYgVGec+bfVQ0V3DtomsDLPhtbhtvbn2Tx8Y9Rk5UTo8+fx+hMdXZQwoqgKIttcy4riBAVAlFgm63O+/jMG6nh+pic9j5QzvqGDA2AUEH05lcDg+/f1MYJKgAVn9VSMZgIzKlBKvTzfb6Zh75bjt7q5qRiAScOSiRu6b3J5QsCZdOVVxr4cr31nFkm6cqk4PL313HT7dPpF+cP8LZ7HBR1+zE4fKikouJ08gQH+Ec6PJ4abKG7tsHfvvutuwzfT6/2Uo4pCIRI9MNfHvLeOqanbi9PqJVUh7+ZjvLjnDo+9fPe7ltajZXTciIyNHO6nRTa3awtawJh8vLkBQ9Ro0MnaL76uIMKimPzcrnnNdXE6fxRwKPFlTgt7z/fmsFV4/P+NOmwe2uMIXtA7a9zESj1dUnqrqJTomqPXv28NJLL7Frl78vzIABA7jlllvIzc3t1sX10UcfHcMgNzA+cTy/lf8WNBenjCNO2fWawkZHI8maZJ6c8CRV1irilHE0OZp4ZfMrPL76cT4+/eOIDTG00rajwXJx5MXCtbZaXtz4It/s/6bV+CFZk8xLU18iW5/d9n2ttXy460M+3v1xq4Piuf3O5eqBV/doTdfOup1BPc1aeH3L60xImtDh16LZ2UydvY5mVzMaiQaD3IBaGrp+oo+2sYbYbLfg8/oC7M4Bhk5LRantIcOEXo7T7sZqclK+twGHzUNy/yjUUbJuFZlCkQClThrWMl8fq+ywoAKwNzsp3Bhs491C8fY6ouJV7KowcdFbv9OiQ1weH19uKmNTSSP/vXY08R2Icthcbl5fXkiovrker4+3Vxbx+OwCapsdPP7dThbtrMTrA61czG0n9+PsYUmtG1+tXMKU3Fh2VpiCHww4eUAcqYbwaxqZHoW2HQEjEAhI0ClaIzgfrSkOEFQt/HvJfk4ZENdhUdVsd/Hj9koe/HJbQBPhy8elcdvUfl3qSXU0uQlavrl5PKsLa1m4ozLs7f675hBnDUnslgbKvRFXiDTOI/F0odF6H4F0ylL9wgsvZMSIEa3GFL///jsDBw7kk08+4Zxzzun2RfbRR2+gJYLh9DiRi+XEKmM75Z7WE2ikGh4Z+wg3Lb4poNlqtDyaV095tVtc8awuK+/teI9iU3HrWIY2gycnPMkDKx6gydEUsaiKVcQSp4yjyhpsWTwkZkjEETaXx8Unuz/h6/1fB4yXmku5ZuE1fHLGJ8SrQvess7qsvLH1DT7Z80nrmMPj4KPdH9HoaOSh0Q/1mE379rrtYecqLBW4POFPpY+k2lrNM+ueYVHxIrw+LwIETE+bzj2j7ukWYf2/hi4ufEqrRHbYPUullzHy9HQyh8R0udHsiYjT7mb/hmqWfbibIwMgaQXRjJ2ThVQhRmPo+oZVqZUxfEYaS+aFcNkTQM6Y0J/tcPh8fnEcDpfDg8nm4okfdhEqsFNUa2FXhbljosrpYWd5aBEEsL28iRqznWs/2BBwO5PdzRM/7EIsEnDZmHREQgFikZALRqbwwe8HMdkCG83qFBLOG56MWi7mwpEpAUYWAHKJkMdmFUQUWaoxO3h7RVHY+Xm/F/N/idoONXcuabBx71G1PQDvrypmdEY0pw3svl6TcomIgiQdiXpFyF5ULfjF3Z8zSgWQl6hDICDkNZwerUTXhg18H5ER8bf/vffeywMPPMDjjz8eMP7oo49y77339omq44TL46LGVsP+xv00OZrob+hPrCIWvVx/vJf2p6DGWsM729/hi71fYPfYMcgN3DTkJqanTSdK3jsaiSaqE3lr2luUW8opbCgkSZNEmjYtrIiIhHpbPX/97a8BggqgyFTES5te4vL8yxEJIjcZiFXF8vLJL3PNomsCGtUmqZP4x8R/RGzMUGvzR5pCUWevo7CxMOzrUWer4/O9n4ec+7HoR24cfGOPiaq2TESi5dEdMukwOU38Y80/WHxoceuYDx8Lixfi9Dp5YvwTaGVdrxO1uCzU2eqosFSgECuIVcYSo4hBJOydDWm7gkovIz5TR+WBYIvpoaemEp+p5bInxyISCVHqpN3So6o78Xl9WE0OvF4QS4Qdihp5vT68Hi8isbDDf09zvZ2lHwQLneLtdcSla6kqNjHxvH7oYrvugpdWYGTA+ER2/XY4dVgoFjDtyryIhZtUISY+S0dlYWgL8bSCaJodbjYdagz7GMv2VDMlt/3DJLlYRIZRxd6q5pDzA+K1VJkdYYXXi7/sY3pePIl/ONSlRCn46qbx/N+C3fyyy38oNS0vnvtm9G+1TL/n1P5MyY3l9WWF1FmcTM6J4coJ6aRERfY+eLw+TPbwBzt1zU48PmjvG8Dj8fLh78Vh519Zup8xmdEBxh7dgUEl5YKRKSwPI6zmDE3C8CcWFka1lBsnZfHqssKAcZFQwD/PHohRJaOiyUat2YHL4yNGI8OolqLogv17lclOZZOdequTZL0Co0ZG1J+g6XF7RPyKVVRUMHfu3KDxSy+9lGeeeaZbFtVHZDg9TjZUbeD2pbcHuL+dknoKD45+sFdaUZ9INDoaeXz14ywrXdY6Vm+v54nfn8DutnNJ7iWIRb3jdDpGGUOMMobBMYMjup/b46baVs2e+j3U2eta3etaIkX19np21e8Ked8ddTu4behtnRbw/aP68/kZn7OvcR/FpmJyonLI0GV0qreWw+MIakp7JAdNBxmfND7kXJOzKaxtuQ8f9fZ60nRpEa+pIwyNHYpKogq59msGXtOhz3CDrYElh5aEnFtaspR6e32XRVW9vZ53tr3DB7s+wOvzp5ToZXpenPIig2IG9VqHxs6i1Eg59dp8Vn6+nwObqvH5/BGqodNTKZiY1Kvrp6xNDvasrWLTomJsZhfRSSrGn9uP2HQNIpEQq8mJzexCJPHXgUlkIsz1dnYsL6Op2kZijp7sEXFoDfJ2U+p2/x4+tWrXqgqGTEthyQe7mXnDwC73k1JqpYw7O4shp6RQU2xCIhdhTNag1EkRd9DooQW5SsJJF+TwxdPr8boDj/EzhxjRGOQ0eT3oFBKabKFFRUcNDpQyMTdNzmbhjuCoPMCV49MDGt8eTYPVhdV5OColEAjIilHzrwsG/1FfJUCnFKOWHX59o9UyTs2PZ3SGgSabi2qz44++TQKi1VK0Ydz/jkarEDMh28jXISzKAU4bGE+zw43ELQjrKAjg8voobQiduglQbXLgDNN0uKsMTzcwMEnLtqMs7xN1cs4fkdyhKNuJikYu4ZqJGQxPi+LlJfupNNkZnKLn9pP7kWpQsuFQAzd9uLHVPEUqEnLntH5cMCq1U0JoX5WZK99bF/BeT+kfy1PnDOx037EThYh/ASdPnsyKFSvIzg6sTVi5ciUTJ07stoX10XGqrFXctPgm3N7ANIBfDv3CgOgBXF1w9Z/yFPlYUWurDRBUR/L6lteZljbthHaoc3lcbKzeyK1Lbg0Q5WMTxvLEhCeIVcZidbfd2FsulnfaDEMgEJCgTiBB3fW0D5lIhlaqxeQMfdrbVk2VUhz69FYhVjA1ZSpR8ijcHnePCOgEVQJvT3+bW5fcSo3NX7cgFAi5oP8FzMyY2aE0U5PLFLZ5MPhFY1dZXrKc93e+HzDW6Gjkup+v46vZX5GiSenS47u9bqqt1ZQ3l2N1W0nTphEtjz6uNWHqKDlT5+Yydk4mbqcXiVyEShe5NXs4PG4v1iYHzY0OfF5QR8k6JRCOxG5xsvKL/exbd3gDX1dm4dsXN3Pqtfk4rG5WfLoPzx8b2Nyx8aQMMPDzuztbrcoP7axnw0/FnH3XMIxtWMT7fD7Mdfaw8zazE6lCTPm+RuzNrm5p0tvS7NeQ0PXWAIZEFRc8OIq1PxRRtqcBuUrC0OmppBVE+8Wmx8uV49N54Yh+Ty0IBDA9v+NptZkxKp47bzB//Xo7Npf/AEcpFXHfjFw+WXeIgiR92PtKRUJkIa45tUwSIKSOxu3xsr+6mWvmrafxD3MLgQAuGZXKX07JwdiBhr1KqZhbpvZjwfZKHEeJnkSdnKQoBbNfWUm6Qcltp+TQP04TsmZLLhExoZ+RX/eGrmMbmqpH3YG2CiabC7PD/YclvbRDronxWjlvzR3Jzzsr+fD3Q7i9XmYPSeKcYckkRXXO+a/e4mhNv9QpJb06EmNQyTh5QBzD06JwuL2oZWJUMjHFdRYu/c+agPfV6fHy1E97yIxRMz0/skyXiiYbl769hipTYD3q0j3V/OvnvfxtVh4KSfu/oU02F063F61CHPK6761EvDuYNWsW9913Hxs2bGDMmDGAv6bq888/57HHHuPbb78NuG0fPc+q8lVBgqqFeTvnMTtrdrfU1PyvUtwUPl2h2dVMszN0OseJQpW1ipt+uQmnN9DlbHXFaj7c+SG3Dr0VnUyHAEHITbtQIMSo6B19S2KVsVxdcDXPb3w+aC5BlUC6Nj3sfaPkUQw0DmRb7bbWsVlZszgl7RQWFi3kr7/9lUHGQZzf/3yS1ElIRN2XLiIUCMmLzuO/p/+31XkwThkXkcmEWtL27dqbb48aaw2vb3095JzD42BF6QouHnBxpx+/JeJ+17K7MLv8Dm8CBFw84GKuG3gdBkXXHSw7i1QuRirvfjHtcrg5tKOexe/vwuXwIBDA4GmpZA+LpbnejlQhRherQKWTIRJ3/CTd2uQKEFRHsvLz/Yw+M6NVUIG/39LCt3YE9X5y2T0sfn8Xs24fEjYqJxAIyBhsZP+G0M1i47N01Jf5I7CeDkQhXA43DqsbBAIUGkmPRxBEYiGGRBUnXzYAh82FUCRs7TsFIBYJuWhUKmuL6lhVWN86LhTACxcMiejkXSOXcObgBEZnGqhotGN2uHC6fXz4ezEr99fy8sXR6JWSVvFzJHOGJmJUR75pL2+yc+nba7Af0U/N54MP1xyiX5yGuWPTOpTmmR6t5NtbxvPED7tYub8WiVDImYMTmDU4kTs/3UKlyU5JvY0V+1fzjzkDOWdYErIQYmdGfjwvL9kfFPkTCQX85ZSc9gViTTNP/rEGqUjI2UOTuHlqNskdSGmM18m5dEwapw1MwOsDg7Jz15fb42V3pZkHvtzGtjL/YdWwND1PnjWQnDgNoh50EfT5fPh84R0m2+PoWroF24KFcgvPLdrL8LSoiMxDDtVZgwRVC19tLOOWKdmkGMJ/l9Y3O9lc2sBrywqpbXYyLjOaqydmkGpQBjhg9lYi/pW46aabAHj11Vd59dVXQ86B/4vW4wmdStNH91JqDt3pHaDJET6l6X8Bi9NCvaMeh8eBWqLuVO1He5u5nrbb7mk2Vm0MElQtfLrnUy4acBHR8mjOyDyD7w58F3SbWVmzusWyvTsQCUWclX0WJqeJeTvn4fL6f7jzDHk8PenpNg8XouRRPH3S09zwyw0Um4qZkDSBvOg8bltyW+ttttRs4ZM9n/Cf6f9hWNywbl27QCAgThXX6QOQKHkUI+NHsq4yuDfN0JihXX6PPD4PZc1lYef3NQSf5EdCeXN5UMTdh4+Pdn1E/6j+zOk3p0uP3xsx1dr56a3trWJm0sX9Kd/fxBdPrW+9jUQmYsb1A0nqp0PUwehVTWl423FLowPJEQJRphRjb3aFFTy1pc3Yml1tpjomZOtRR8mCmuMKhAIGTU1hyfu7UGgkyJThtxw+r4+mGhvrfiyiaEstYomQvAmJFJyUhDqq51OGJHJR2ObTcVo5/75oGGUNNlYfqCNKKWFMZjSxGlnEdSdSsYjkKCVuj49L/vM7ziOsrl9avJ9nzxvMvV9spd5y+Dt5bKaBO6bldKrGZeW+mgBBdSQvL93PjIL4DglDsUhI/3gtr1w8DLPdhcvj452VRVz3wYagTfnj3+/gpBxjSKGTHKXgixvG8uBX21h3sAGArBg1/5hTQGZM25HHg3VWZr/8W+vzOdxe/ruuhBX7a/ns+rGt9WZtIRAIuuwweKjeyjmvrQr4uzcWN3Lua6v48faJpEV3f3P1eouDQ/VW/ru2hGa7iznDkilI0hHfhXQ6n8/XKgpDUVxviTgds7wxfHqn0+NtjdCGosnm4uWl+3jnt4OtY0W1Fr7YWMr8G8dRkNT7+/9F/An1ensm37WPzjMibgTv7Xgv5FymLhOZ6MTe9HeW8uZynl73NEtLluL1eYmSRXHrsFuZljotovqfBFUC0fLokJbX4xPHd2qzWmWpYnf9bjZUbSBFk8LYxLHEKmORio59+kBbG2Wr24rb60YtVXPH8DtQS9XM3zsfp9eJVCjl/JzzuWrgVb3KstugMHDD4Bs4N+dcmpxNyEX+1MSOGIoka5J599R3KWsuQyaSMXdBcP2oy+viod8eYt6MeSFrnRxuB7W2WmweG0qxkhhFTLdGtcKhl+l5cvyT3PPrPWyp3dI6PtA4kKdOeiro73e4HQgEgg5fc1KhlCx9VoC75JEMiR3S6bUD/FL8S9iI+5vb3mRi0kSMyt4REe0OPG4vW5aWtgqquAwt9mYXe9cE1ie5HB5+eGULFz06Gn0HjR7kbYgX8FuTH/n/7UWQ2nLIA9AY5Jx15zBWf7WfA5tr8Xl9GJPVDD8tnZ0ryrBbXJx8+QCUuvC/RU01Nj7/5zqcdv+my2X3sGFBMUVbajnz1sHHRFi1hVEtw6iWMThF3y2P12RzBQgqgD1VZp7+aTePnplHlFJKo81FdqyaOI2s00JgX3X4TIoaswN3O3bbR6NVSNAqJOwob2JeGNMJu8tLRZM9pKgSCAT0i9Pw1twRNFhdeLw+dAoJMe2kIVodbl74ZW/IqEppg411RfXMHpoU0d/SGZxuL++sLAq5DovTw2frSrhjWk63RlUaLE7+vXg/76062Dq2pqieyTkx3Dczt9NW8AKBgOFpUfywrSLkfFaMGpmkY3+H2+PF6fYyMEmHUEDI1gHZsWqi2jAEqTHbAwRVCw63l4e/2c47l48kqptNTLqbP1dV8f8ouYZcElWJIRup3j3ibqIV0cdhVd2P2WnG7DQjQIBerm+z4W2NtYZbFt/CvsbDp+cNjgYeX/04UqGUWVmzOuxsFaeM49VTXuXaRdcG1OpkaDN4eOzDaKSROcKVmku5euHVAe+XRCjh1VNeZUTsiB4zvbC4LAgRopAEvm5tRVxSNanIRf4v7BhlDHcNv4u5eXOxuf2Cwajo+ca4nUEulpOsSSaZ5Ijv22L2sbZiLXZP6FqRUnMpTY6mIFFVY63hra1vMX+fX3gqxAouy7uMi3MvPiafwwR1Av8++d/U2+ups9VhkBuIlkcHRFurrdVsqdnCV/u+QiwUc0H/C+hv6N9uCqdBYeD/2Tvv+CbLrw9f2TtN0zTdEyhQ9t6gKCggKG79KU7ce/u6994bnKg4URTFAW42yN6U0dLdpk2zd94/agshSWfK0F7/8OE5yZMns/f3Pud8z00Db+L6X68Pi2mlWoYkD2nzdXv8HnbXRRZrUD8cOdp7cazi8wYwlx8wJuk+PJm1P0ZepAb8QfZtrKb/iZktOnd8igqxVIjPE77wS+seH+Jm6LR60STIo1ouq+NlLeqDiktUMH5GT4af6sFp9VBZZGX5VwUIRUImX92HlG66qCVLPo+ftT8VNgqqgzFXOKguth1xURUNfyBIpdWF2xtAKhZiPGRQbzSUsshZsZ0VNm78dD2Lbh7L2Lz2m0wNyornvQgLVYBcgwppG/tVmvvrKWrm76tOKQ0pRau2uSmpdbJij4l4lZRhOXqMWjmKf7KzFpeXJQXRbdG/21TGlL4pHV4iZnF5WbG3Jmp86W4TM8f6WmVZ3xz7TPZGQZWgkvJ/k3sCsLXMwo+byxmXl0iyTo5U1Pr38sR8I8/+vAOHJ/y7d/tJ3ZsdCuzw+CiudfLRikIKKm30z9Dx0eXDeGHRzsZMZHq8grsm9SAYDLK9zMquChvLdptQy8ScmJ+EUStDK5ewYk/013VdkZk6p/ffKapWr17Nb7/9RmVlZVjm6vnnn4/JhXXScpJUSbxz0js8tuIxlpYuJUgQo9LIHUPuaPfu8dGAL+Bjb91enlvzHMtKlyESipiUM4lr+l1Duibyonm/dX+IoDqYl9a+xPCU4S0usxIIBPTQ9+DLqV+ys3YnxbZieuh7kKHJaLVDndVt5dEVj4YJYG/Ayw2/3sD8U+fH3PSiwl7BqvJVfF1Qv4g+r/t59Db0bhQEOXE55Ghz2GsJn0Ny2+DbQoSDTCyL+pr/22hwt4saJzRucVt4ctWT/Fz4c+Mxp8/JrI2zcHgd3DDwhiY3AmKFXq5HL9dHNOWotFdy/W/Xs9W0tfHYb/t/47j043hg5APNCquBxoHcP+J+XljzQmPfU1ddV54e+zQpqrYbjfgCPnrqe/Ldnu8ixvPi89pk2X80I5YKMWZpKSuoFzhylQRbE8OGa8qiu1oeiipOxqQr+/D96xsJHJQNUelkjDyjK9++uC7k9nvWV9PnuHQ2/nZIKbkAjrugBypdyzZOGnrPtIkKNAlycvoZEEmEqLRN39/l8LF3Y+iCWSwRMnhKDvoUJbZaNyU7a9EaFKjjZUeNdb3J5uabDaW8+msBNXYPWoWYK8fmcs7gzGYNIBLVMgZm6VhbaA6L5adoY7Z4HJChw6CWUm0LL/G+Y1KPZjNE0UhQyUiJk1NWF77ZoZGJSYpruQiusLi4+bN1IT1rIqGAF87pz4k9jSilYoRCARq5OGK/Wf31SCmzOAkG6l0PVR00L072j3AuiJIBTNLIkLai/7E5gsEgn6wqAkAlFfH82f14cMFW9lYf+D2QiYW8d/EQhmTrkbTysVPjFHw6czjXzF3b6Nankoq4e3JP+jeTlfX4/SzZVc1VH/3dmJlattvEO0v28vr/BlJj30ad08vj0/tw2xcb+L/JPXnzz90sLThQ9fPkj9u56+QenDcso1khfpR87Zuk1Z+6xx9/nHvvvZfu3buTlJQU8uN2tPzQ/RdJ16Tz9LinqXXV4g14UUvUGJXGf8V7Umwt5n8L/9foTOcL+FiwewGrylbx4aQPI7rGHbxoPJQqZ1WIy11LEAqEMXGoq3XXsqx0WcSY0+dkt3l3TEVVhb3ehGKneWfjseWlyxmVOopHRz2KQWnAqDTy5oQ3eW7Nc/xS9Av+oJ8kZRK3D7mdQUmDYnYtxxrpmnQkQkljX9bBJCmT0El1IcdqXDUhgupgPt3xKef3PL/d7njtIRgMsrhoccTvxu/Fv3O26WzGpDft4KqVaZneZTqjU0djdpuRiCTEy+LbnYVTiBUMTh5MnCwuZF5ZA1f0veKoMUOJFSKRkF5jUtn0RzEBX30/kSFdTfX+yIu1tLyWz8MTiYWk5uk4/4Fh7NtswlzpID0vHmO2FolUSO9xaaz7uahRcO3fVsPU6/uR3iOeNQv3Ya1xYczSMnRqDvHJrZ8tJRQKWpVZEgjqe8dctvrvmlAkYMJlvdj4635WzD+QwVRoJEy9vj+GdHWzNu8djcvr572le3n1twPXZ3H6eOannZSaXdw1qUeIvbg/EKTU7GRNYQ07y230zYjjubP68dCCrfy+44AbXq5BxRsXDMTQzr6fBtLilXx6xQhu/mx9Y/+MViHmrpN7Mjyn7X2WRq2MF87pz4XvrMR7kHAXCuC5s/thbOH1+/0BPllVFCKooP71uvHTdfxyyzhyE9UkqmVcNiqHBxdE/tt+fHcjN8xdxwUjsjH+I6qStDIStbI2ZXCioZFLuHpcF5btDm8HAJg5NhdlO+Y7HUowCDZ3fVn0mYMz+GhlUYiggvryuMs+WMOiW8a2yLDjYMQiIX0zdMy7eiQ1dg9ef4AElZREjazZLGaVxc3Nn60PK/Vz+wI8tGArcy4dgj8Q5JbPN5CqU1BY4wgRVA08+eN2RnczMCI3+udxeK6euAiOkkcbrX7nX3rpJd59910uvvjiDricTtqDRqppdSna0Y7L5+LtTW9HFEEVjgqWli7lzLwzw2JNCROZSHZEepegPiPVpO11hAVlWwkEA/y478cQQdXA0tKlbKnZwjjlOKD+9Xpk1CPcPOhmPAEPKrHqXyPK20qCPIHbBt/GE6ueCDkuFAh5aORDYaV/1c7opSm+gA+rJ7p5QEto6NUqd5QjEogah+62tF+rxlXDZzs+ixr/ZPsnDEkeglzc9GJYLBLHzAK/AYFAgEFu4KkxT/HC3y+wo3YHUN8ndmXfK+mh73FY+tION1qDnFNvHMDi97aybWkpw6blsujd8EWjQiMhtauuVecWS0TEGZX0Gx++yBp0chY9R6bitHoQSYQoNVJUOhnxySqSu8QR8AUQy8TIFIenQ0CpkdJ7bBrLv64XKF0HJ7F3QxUlO80ht3NavXzz0jrOuWcIGn3HZ30BzA4PXn+QOIU4ZJFZZXUz68/w7D7AJ6uKmDk2t1FUBYNBNpfUcf7sFdgPKrMyqKV8PHM4d5zUnX0mB2k6BSlxcowxnuXT1ajmg0uHUGP34PYFiFdKW1ymGA2BQMDATB0/3TSWj1cWsbHYTJ5Rw4yR2WToFS3OmFTZPFHLE4NB+HlLBVcdp0YgEDC5TwqLt1WGlQFeNjqHSquLy0bn8tB3W6my1md8VVIR90/NZ1LvlIgW722lV1ocV4/rwht/HBDUAgHcOiGPrsbY9hcLhQKmD0hn4aZyRuQmcM3Hf0e8ndPrZ3u5tdWiqoEkrbzVM6RK61whn+eDKapx4PIFEAsFbCiu494pPfmwicHPn6wq4p7JPbhtYh7P/hy6ZtHIxDw8rXdMSyo7ilb/YgqFQkaNijw8s5NOYo3FY4ma2QFYVLiIU3JPCVsI9tD3iDpM9fSup5Mgb93Ousvnauwjak8PUYMDYcMsokPpru/e5nMfSq2rlnk750WNf7r9U4YlD2t87ZQSJUpJ236Q/40oJApOyT2F7vruzN44m2JbMfn6fC7vczmZ2swwwdnchkZ7Sv8sbgs/7fuJp1Y/hdtfv2BQipU8NvoxRqaNjDpj62CCBCNm3Rrw+D3Nljx2JEaVEX/QzzX9r0GAoNEgJUub1a7SwqMZkVhEajcdp98xCJfNi1AEEy7LZ+kXBTgs9eVaSblaTpjRE01C7BbaEpmYuEQxcYnhn0lFG2y724tAKCBvWBK711ZSWWglp5+BxRHEJYDb7qO2zNHhoqrK6mblXhNv/7UXi9PL+B5GLhyRRUa8EqFQQK3DgyeKyUMgWH//7H9c4MotLi6fsyZsAVpt83Dzp+v58LKh5KeGOptZXV6qbR6sLi8qmRiDSkpcOxaVepWs2f6Y1iIVi8hNVHP3pB44vX7kEiGSVmaFAsFg1MHKUP/aNWDUynnxnP4U1jj4cXMZSqmYfhlx/LWzmky9kplz/g55T+weP3fO20RWgorhubHradWrpFx9XBfOHJzOmn21CAUwOFuPQS1tcvhxW+mTFkd+igZ/IBjRAKIBky16+XBH0JzJSSAQxP3PBatk0Us3of77IhWLuGB4FiO6JDD7z71UWt2M7Wbg9EHppLfA2fFooNWi6uabb+a1117jxRdf7IDL6aSTUEQCEVqZNqoIiZfHIxaGf4yTlEnMmjCLqxZd1dj7ATAseRiX9728xcLI4XVQaCnkvc3vsbtuN3m6PC7ufTGZ2sw2LZKNSiO3D7mdO/68Iyx2YuaJJCra35jcQJAgvmBkNzUAf8BPMFJneieNaGVaBiUNovu47rj8LpTi6MIzQZ5AtjabfZZ9YbEBiQNa5D4YjQJzAQ+veDjkmMPn4Jbfb+HLaV+SF5/X7Dl0Mh2Tsicxa9OsiPHp3aYfcVGdok5BL9djdpsJEiROFndY+tCONGqdDPU/fUvxSSpSu+pwO3wIRUIUGklMBuYe7ah1ciZd3RdTsQ2BsOmZVtaajjUtMdncPPjtZr7fdMCJcc+SvXy+Zj9fXzuKLonqZgfOKqUH4pUWd2P25FC2llmosXtC3P0qLC4e+34bCzaWNpqHjOlm4Kkz+rbINrwpXF4/drcPmUQYNhOqwuKi1u4hCMQrJSRp5S2qVhCLhGjamPVSSET0z9Cxfr85YnxsXmjZr0Ejw6CRMSgrnn3VNia88Ge9YBIQVeS+sGgnsy4c1C5R6vX7qXP4EAkFxKukjS6IXRI73vk2OU7OOxcPocjkIFkrDxGaB3O4LcfT4pVIRcKIr3uiWka8SkogEEQtE7OlpI6hOXoWbY08P29S72TEIiE6pZRBWXp6nRuHxxdAJRV1+Ky6WNJqUXXbbbcxZcoUunTpQn5+PhJJ6Jfyq6++itnFddJJgiKBGfkzeGDZAxHj5/c4P6KoEglF9Eroxbxp89hn2YfJaaJrfFeMSmOLLdB9fh9LS5Zy6x+3Npbs7azdycJ9C3nx+BcZmza21TOvBAIBo1JH8doJr/HsmmfZW7eXOFkcM3rOYHq36a2yem+OeFk8p+Sewhsb3ogYPyPvjDAnwH8LZpeZWnctbr8brVTbbltztVSNmqb/eBqUBl4e/zJXLrqSMvsBi9qcuBweH/M4OpmuRY/l8XuodlZT7axGgIB4eTyLChdFvG2QIHO3zeWe4fcgETb9/MRCMWfkncH83fOpdIQOau2m68bgpMFUOiqxuC0IBAJ0Mt0RcQ6ViWUkiTt2WHldtRNHnZuqIivKOBkJaSpUcbIOGfDbWgT/9COp267BOxyP0wcCYv56NYhLa40LuUqCyx7FlCCtYxeyxbXOEEHVgMXl45mfdvDsWX1JUEnpmaJhW1l4WW+GXhHSE+XwRN/cAkLsuW0uL0/9uJ1vN4SaGf21q5rrP1nLrAsHt8le3eX1U2hyMOvPPWwsNpOpV3LNcV3olqRBLhGybr+ZWz/f0GhWkKyV8/SZfRmSo2904OsI4lVS7p3Sk7PeWh7mPpmdoCQ/RRv1vkEE+AJBUnUK9lRFN3LZXWXD6Q3QFskRDAbZX+Pgo5VFLNpagUom4vLRuYzsmoCxjVbmbSElTkGiSsr/Te7BDZ+uD4uP7WZo18yqtpColnLnpO488t22kOMCATw2vTdJGjn+YIBbJubx/M87ee38AfyxoypMhKXpFAw7JJMol4ia3bg4Gmn1L+INN9zAb7/9xvHHH09CQsJ/uueik8PD2PSxHJd+HL8X/x5y/Mq+V5KpjW4xLBKK0Cv0BINBPH4Pm6s30zuhd+NCtTmqnFU8sOyBsB6oQDDA/Uvv54upX5CsSm7189HKtAwyDuL1E17HF/ShECkwKAytFmjNIRKKmN51OvML5ocs8gHyE/IZYBwQ08c7Wii0FHLPknvYUFU/q0klUXFNv2uY2mVqu7JFLSEnLocPJ39IibWEElsJmZpMUtWpEedZRcLmsfFL0S88tvKxxj5CrVTL7UNuZ0LWhIjiam/dXtw+NxJp86IxVZ3KnElz+HLnl3y/53vEQjFndjuTSTmTKLIUce/SexudKXO0OTw6+lHyE/Ijblwcq9RVOVn8/lbKdx/oX5TIRUy+ug/GLO1RIayOVmxmF6U7zWxdUgoCAb3HppLSRddid8CWotLJGDo1mz8/DXdwTUhXxbQUMhI/bg4XVA38vKUcyyn5pOoUvHb+QM6bvYIKy4EslF4l5e0Zg0P6U1LiFFFn9yilInQHze4x2T18sz58PArA34VmTDZPm0TV2sJaLnx3Ff5/LmJXpY1ftlfy6Gm9GJabwAVvhxpOlFtcXPL+ahbeMJruydGFTSzIT9Uy9/JhPPDtFnZW2JCIBEztm8qtE/NIjou+8ZegknJ8dyNlZie5iWr+2Bm5oiXHoELewnlLh7LP5OC015aGlCje9Nl6Tuhh5Kkz+jbr8hhLxGIR47onMnvGYB77fiv7TA7UMjEXjsji4pHZ7R5q3FoUUjFnDkynR7KWl37Zyf4aJz2TNdx4Yn1vmVAoQIiI6QPS0CulfLZ6P69fMJBZf+5h1d4aJCIB0/qlctOJee3OwB4tCIKtrP/RaDR8+umnTJkypaOu6YhisViIi4ujrq4OrbZjf0g6aTk1zhpK7CX8WvQrcpGcE7JOwKgwopVFf4/cPjfLypZx6++3hvSSjE0fy4MjHmx2obu5ejPnfX9e1PinUz6ll6FXq56H2+9mr3kvL659kdXlq4mTxXFBzwuY2mVqixferaXMVsa3u79tXESf3f1sxmeMx6hqnR18e2kwWrD77CjEChLkCTEvNyu3l3PhDxdSbg9fFD066tFWzSc7Emyo3MAFP1wQdlwoEPLq+Fe56beb8ARCrZEv7Hkhtwy6pVXzzXx+H7XuWgQCAXq5ngJzAWcvOBt/MLTnQyaSMW/aPLK0WW17QkcZTpuH5V/vZtvS8GGXEpmIs+4e0ia3u/8CtloXC1/fSNUh7oQpXeM46fLeMRdWTquHHSvLWf39PjxOHwIBZPc1MObsvA4XVc/8tJ3Xfos8N00iEvDH7cc3LgLLzE52VljZXm6lq1FNjxQtaYcsEK0uL8/8tIM5y8Mb9e+d0pMZI7IaTTA2ldQx9ZUlUa/t48uHMapr65wwKywuTn99GSXmcMOnqX1T0CmlUU0EThuQyhOn90Eh6fjNhmqrG5vbh1gkQK+StshFr8Ts5Pq5f3PDCXnMnLMmRBg28MnM4Yzo0vqsu8Pt4+6vN0UVuV9eNYLB2W13UGwrbq+fsjonFpevcXiyTimJec9ca6hzenF5/aikYtRRNqYqLC68/gBCwB+sN+HQqySH5bPVXlqqDVr9TPR6PV26dGnXxXXSSWvRK/ToFXr6GPq0+D7ljnJu/u3msIXin8V/8tWur7i8z+Vh2aFaVy1mtxlfwIdCrKC3oTe7ancx0DgQsVDM5urN1Lpr2/w8dtXu4sKFFzb2OlU5q3hh7QssK13GU2Of6pByqxR1Cpf3uZwz885EIBAQL4s/7MKi2lnNe5vf47Mdn+H2uxELxJzS5RSuH3B9q2d9NUVBbUFEQQXwyrpXGJE6IqaPF0vsHjtvbXwrYqzByfG4jONCbNsbRHJrB0aLReJGEe/wOnh749th3xOo3wT4audXXD/w+n9Ftspl87JzZeSafq/bT1WRpVNURaFwsylMUAGUFdRRustMtyGxLdlUaKT0OT6dLgOMeFw+xBIhCq20TZnEpvqIIjG5d0pUUXVK39SQzFKKTkGKTsG47tF/VzRyCTec0I1sg4o3fttNlc1NeryCWyfmcVyeMcRVUC0TRx3EDJDQBiMRs8MTUVABpOoUrNgT2R4cYFOxBbvbf1gWvg39Uq0hTadg1owhmB0eZs8YzG1fbGicyaWUirjvlHzyU9vmilzn9DaZtZy/vuSwiyqHx8dv26u48dN1+A5KfZ7Q08gzZ/RFJhEhFQuRdHAfUpXVxf4aJ38X1pIUJ2dAho4kbdM27K11FzwWafW35MEHH+SBBx7gvffeQ6ns/OPTydHLn8V/RlwoAny47UOmd53emK0JBoPsNu/mniX3sLWm3nXKqDRyy6BbSFWlsnDvQlx+F7cPuR2Hz8HsjbNbLYDMbjNPrnwyonnEyvKVFNuKO6yHRSQUHZH+GKhftL+14S0+3fFp4zFf0Mf8gvmYXWYeHf0ocbLYNNhuMW2JGqtwVOD2daw7ktVjRYAAtbT1PR9OvzOiyUUDRZYihiYPbfx/siqZJ0Y/0e65Zg6fg82mzVHj66rW4fQ5/xXjGvy+QNMGCKaONUA4VnHaPGz5K/JuPcCmP0rI7J0Qcwt2kUjYrqyUx1ffRzT7rz2sKzKTHq/gmuO7kpekaXLmTVq8gguGZ/HRIdmbRLWMm07s1qbhrga1jItHZDO5dzJef7B+iGyERaZBLWVSr2QWRljM90rVRpxfVWFxYXbUCwmdQtqqwbtVNjdZCUo2FEce55GVoGy2p8rh8VFt81BtdSMTCzGoZRi1h29Is0Etw6CWkWtQs+C60ZjsHnyBQP11tGDeUlQEIGziOUiEh99AobzOxfWfrA0pJR2cFc+M4Vm8+cceNpXUkWtQMWNkFhl6ZUxnZjVQVufk6o/+Zv3+A58ZmVjIOxcNZmiOvu2v97+AVr/aL7/8Mrt37yYpKYns7Owwo4q1a9fG7OI66aQ9lFqjLwLq3HUhgqvUVspFP16ExWNpPFbpqOSuv+7iuXH1Q3GrnFXML5hP/8T+vHHiG6126rN77Gyo3hA1vqR4Cf0S+7XqnMcCJpeJL3d+GTH2e/Hv1LhqYiaqsuOyo8a0Um2HzTqqsFewrHQZ8wvmIxQIObfHuQw0DmxVSadCrKCrriv7rfsjxnvqe3Jej/OYkD0BIUJ0cl2Lsm4mpwl/0E+cNC6i66VMKCNFlRL1cTM1mchER66sJJaIJSJUOhl2c2Rxbcw59ku+XXYvtlo3u9dW4vcGyB2QiNagQKlth1V6kMZBwRHDwWD01MoRZMP+Os5/e0VjSdiuShu/7ajivlN6ct7QzKgLTp1Syi0TujG5TzLvLtlLrcPLSb2SGd/DyCer6oevTuuXysCseFLiFHj9AcwOL0IBTfa1CIWCJnuEoD6rdd/UfJxeP78dNBS4X0Ycr54XOhTY4/Ozfr+ZW7/YwP6a+kxUmk7BM2f2ZWBWfGOjv14lZcaILMwOL6v31VBWd2Dz4Pftlbx3yVC+3RBeEgtw7XFdUMmiLxVNdjfvL93Hm3/sbnydU+LkzLpwEPmpcYgO45BmoVDQmDmMBfFKKacPSOPjVUUR49MHpMXkcVrDj5vLQwRVjkHFzLG5XPHh342GJ8v3mJi7uohXzxvAhPykmIocl9fPK78UhAgqODCAePEt48jQ/3cTLq0WVaeddloHXEYnncSeYanD+Gj7RxFjPfQ9QhaKf5X8FSKoDuajbR9xWtfTmL1pNgDrq9azomwFXXVdW3U9AoEAiVASdVZQU/1hxzJWj7VJa/dqRzU5cTkxeaw+hj5R55PNyJ8RU8v6BirsFVy1+CoKzAWNx9ZUrGFw0mCeHvt0i4WVSqLiyr5X8vv+38PMUcQCMef2OBeD0oBB2bJ+iipHFb/u/5WPt36MzWtjTNoYLu1zKenq9JCyV41MwxV9r2BV+aqI5/lfz/8dsWHZsUadIGXo1Bx++3B7WCwhTYW2g3t1OhqnzcO6n4tY9/OBReC6RUVk9Ung+At6oIprmziWqyX0GJHM0i8LIsbzR6UgUx5dtu+VFhe3fbkhYo/NEwu3M6FnMpkJ0ZdAepWMkV1k9M/QYXP5+GlLOSc+/0dj/KctFXRJVPHuxUP4bPV+vt9UhkwsZMaIbCbkJ7Wr1CklTsEL5/THZPNQ6/CgVUhIUEnDBFtRjZP/HWIwUWJ2cuG7q/jhhjHkJWuotrnZW23H4vTi9Qe48cRuCBDw0IItODx+7prck6wEJS+c05+7v9qIy1u/MJeJhdw/NZ9uSU1nqH/dVsl7S/dxSt9U4pUSdlXaWFJQzXmzV/LDjWOO6QW2XCLiquO68Mv2yjAb83OGZJB+BJ7b/trQMs6LR2bzxMJtIQ6SUL/HcdsXG1l0y9g2DwSORLXNzby1xRFjbl+AdUW1x/R73l5aLaoeeCCytXUnnRxt9NT3JE2dRomtBAECpnaZygmZJ+AL+MjUZjYuLAOBACvLVkY9z/aa7ZzR7YyQY3O3z2VS9qQWL3AB9HI9U3KnML9gfsT4mLQxLT7XsURzc4ZiKSaTlEm8M/Edrv3lWkyuA30C07pM44y8M0LEhD/gx+V3IRPJ2twvFAwG+XnfzyGCqoE1FWvYWL2REzJPaPH5srXZPDfuOR5a8RB17vqdQIPCwBOjnyBN0/JdUZPTxP8t+T9WlK0gSZnUaMv+474f+WTKJ+TqckNu30Pfg1sG3cLLa19uFMBSoZT7R9xPhjajxY97tCMWi0nvHs+4/3Vn9YK9OCweBEIBuf0NjDitC3GJx/ZiwFzhDBFUDRRuMlG0xUTPkW0rFRUIBHQZaGTzHyXUVYUu6vSpKjJ6Hv5m/eYwO70UmhwRY75AkIJKK5kJzb/fSqmYvVV27vsmvLR4d5WdWX/uodrmbnyse+dv5ut1Jbz+v4Fhwsrt81NldePxBVBIRSRp5AijZHJ0Sim6JuYqeXx+Pli6N6Jo9AeCvPXnHu6e1INHv9/K/IOMFn7YXM6ADB1vXzQYtUxMjkGFRi5hcu9khmTHU1zrJBgMkh6vJFEja9LWutLiotDk4Nmz+rFgQymbSurom67j8tE5PPPzDpbvMR3zC+wMvZJ5V49g8bZKvttYilYu4ZLROfRM1qBXddxmk83txebyIRIKSTyoz+z47ol8clDmLDlOzr4on3On109xrTOmosrrD4YJuIOJNkPrv0Kbiy3//vtvtm2r96bv1asXAwb8O+2ZOzl2SVLVL7CfXfMsY9LHsKlqE7f+cSu+QP2icVjyMB4e9TCp6tT6RWbkDD/JqmRMLhNCgZC+hr5opBoqHZUEgk1PEz8UuVjO1f2u5u+Kv8NKre4Zdk+HZFGOBvRyPUOTh0bMhOTG5ca010skFNEzoSefnvIpFY4KrB4r6ep09Ao9Wmm9ePMH/JTaS1mwewGry1eTrk7n/J7nk6HJaHUvVK2rlnkF86LGP9v+GSNTRrZ4HphKquL4zOPpk9iHGlcNAurd+YxKY6v6E/bW7cXisfDi8S9S7aymylFFri4Xh9fBu5ve5f+G/1+I82KcLI5zup/DiVknsrduL2KBmCxtFgaFocWDsluC0+ukylnF3xV/U+euY3DyYFJVqegVh29RrjUo6DEsibQ8HT53AJFEiEwpbnMW52gh4Auw6ffIJZwA6xfvJ6uPAaWmbQtBjV7OqTcPoODvCrYvKwcB9BqdSu6ARNTxR1+Gr7lvS2vafb5eXxI19u36Uh6c1oufthwwQPm7sJYtpZYQUVVe5+L13wv4bPV+3L4AiWoZt07M46ReycS3YXHu8PhZH6UPCmBTiZlyiytEUDWwbr+ZgkobFw7PavxdkUlEpMcrW7UA9/oDSMRCrvro78Zjq/fV8umqIl4+b0DUgb7HGmnxSmaMyOL0gWmIRYIONe1we/3srbbz/KKdrNxbg0Et5YqxuYzvkUSiRkaf9DjS4xWN88QCzZTdeqMMRG4rKqmITL2SoprIQm5g5lE8YO8w0OpPRmVlJeeeey6///47Op0OALPZzPHHH8+nn35KYuK/c2HYybFJmiaNh0c9zNsb3+bLXaF9PSvLV3LDrzfw5oQ3OSX3FN7Z9E5EY4uz8s6i1FbKq+NfZU3FGmpcNZycc3JUE4ymSFWn8t5J77GpehO/FP1CojKRqblTSVYlo5Kq2vw8j2biZHE8MuoRbvz1RrbXHii7ytBk8Mr4VzAoWmcP3BxCgZBkVXLUGWK7zLu46IeLcPjq/yisqVjD/N3zeXjkw5ycfXKrBiIHCTYprv1BPwFa90dNLBQ3ef0tYW3lWq7oewX3LLknpBSyq64rtw66FavHGmZnr5QoUUqUZGg6JjPl8Dr4tehX7ll6T8hrNip1FI+MeqTDRgpEQiwVE5/UgQsjhxenzYvfG0CqEKPSyaJmJGKFPxDEZYteZut2+Ag20RfVEjR6Of1PyKT7sBQQgEItOWpHFMQpJeQaVOypDi8FlogEdDG23HjF7o7+urp8fiSi8Nfgs9X7GdvNgFgkpMbu5rYv1rOk4ED2vMrm5q6vNuHxB/jf0ExErXRrk0tEZCUo2VQSWVhl6pX8XVgT9f4fLi9kcp+UiMYXLcXlC/DS4p1hx+0eP6/8WsC9U3q2+dxHGwKBAI2840tct5VZOPPN5Y3OfnVOL3fO28TUvtU8dGpvUuIUfDJzOI8v3MbPWyuwuXwYNTIqreF9omKhgKyE2K4rjFo5952Sz8w5a8JifdK0ZLUg+/tvptXWJddffz1Wq5UtW7ZQU1NDTU0NmzdvxmKxcMMNN3TENXbSSbuweCzM3T43YmxH7Q7K7eWkqFJ48fgXQ0rVBAg4K+8sklXJZGgyuPaXa3l387vML5jPPUvu4bKfL6PEFn0HMxpJqiROzDqRJ8Y8wS2DbqFbfLcj5qxW6ahkR80ONlVtotha3DhwNtakqlN5Y8IbfHbKZzw37jk+nvwx75/8fpPDmzuCGlcN9y+9v1FQHczDKx4OKRlsCTqZjmldpkWNn5l3JirJ4RfLg5IGcd+S+8J6ywrMBXy+8/PDfj1Q7774f0v+L0yELi1dyre7v8UfaP0mxdFIXZWDH97axMf3r+DTR1bx+eOr2b68DJc9ci9lrJBIRXQZGF2YZvbSI1O2X0gKhAKUWilKjbRVgirg8eAtL8dbVobfHi50Yo1RI+fZs/ohi+DU9+DUXiS2wpr8lL7RyybH5SWypjB8zIZMLGzMhlVY3CGC6mCeX7STiggL4uaQS0RcMTY3avzqcV1Yvju6qHJ6/QQiTSNuBVtLLREHGgOs329G24TDYifh1Njd3DN/c4hVegMLNpZR8U9pXYZeyTNn9uX3245jRBc9j0/vEzHzevtJ3TG0wYK/OYbl6Jl14SAy9PXrJZlYyLlDMph14WASNUdf1vpw0upf2B9//JHFixfTs+eBHYj8/Hxee+01Jk6cGNOL66STWOD0OnH5o9f5FluL6W3ozcjUkcw/dT6FlkKcPidddV2RCCVUOiq5/Y/bw8wD9lv388raV7h/xP0xH2Lb0QSDQXbW7uSm326i2FbfdCoRSri096Wc3/N89PLYl2MZFAYMCgP5CfkxP3dLqXPXsa1mW8SYL+BjZ+1O0jXpLT6fSChiSs4U5u2c1/g6NpCfkM+gpEHtut62YHaasXqsWL3WiPE/iv/gtsG3Heargp/2/RT2HWrgw60fMrXL1KN2hlhLsdW6+ObF9SHW7C6bl98+3I5ULqbroI59fpm9ElDHy7DVhi7SJTIRAydmIZYeGatjb2kppvc/oG7elwTcHtTjxmG8+Wak2VkIxB2XMeydruWHG8fw4fJC1hTWkqVXMnNsLrkGFYpWWE1nJyh5/5IhuLwBdlRY+XhFIZVWNwqJiBkjsrnm43DX4/OHZiL6x3J7V0Xk7yKA2eHF1kQmrClyDCqePrMv983f3NjnIhUJeeAfg4kJ+Un8uCXynKXJfVKIV7VP9PgCTWfhY+X8Z3P7MDs8BIKglYub7DU7lrE4fWwpjWyYBbCsoJqeKfVl7Gq5BPU/mTO9Ssa3143mlV92sbmkjgy9kutP6EbvVG2HWKprFRIm9kqmf4YOu8ePRCjA0Ez/3X+FVr/agUAgzEYdQCKREGjmC9ZJJ0cCuViOWChu7KU6lIYyK6lISqo6NWzuz/Ky5VFL/X7a9xPXD7z+mBNVZfYyLv3p0hDHQ2/Ay1sb3yJVncr0rtOP2rKe9tBcH1y0z0hTpKhTePfkd/lp7098u/tbREIR5+Sdw5j0MUdEJLgD7qgDkKH+NYjmQNmRlNkjWzYD1LprW92jeDRiKrFFnXW1/OsCUrrGdWjvlkYvZ/qtA1mzcB87VpUT8AfJ7p3AiNO7ojUcmR1kb3k5hZdcirfwwMwn2y+/YF+2jJyv5iHLiY3zZySkIhG5iWruntwDh8ePTCJsVT+Mx+9na4mFu7/exLayemHUP0PHU2f05e/CGqb1T+P5n3eEiaIpfVLomnSgP7OpEjuhgIjZtJagkUs4tV8qI3ITKKpxEASy9EoMGhkKiYiRXRMilkDqVVIuGJ6FRNS+RXC/dF3UWPdmZoG1lH3Vdh5fuI3F2yoIBGFYTjwPTO1NXpIacQcPuD3cCIUChAKiZv+iWdsrpWL6pMXx/Dn9/hnULDosWcJIc9b+67RaVI0fP54bb7yRTz75hNTU+sVnSUkJN998Myec0HKXq046OVwkKBKYmjuVrwu+DoulqlJJUac0ef8GF7ZI+IK+Y7JsaUPlhqgW8q+vf53RaaOP+axBJLRSLZmaTIqs4a4kAgR013dv03lTVCnM6DWDU7ueCkC8/Mg26yapkqLG4mXxR6QkcVz6OJaWLMXtd2N2m0Ni/RP7N+sSeSxQvif6LrOl2oXP2/HCUWtQMPbcPIacUi9WpApxzIfytgbH2nUhgqqBoNNJ9ZtvkfLgAwgVzb/3fosFv9lM0OtFqNEgMbb890kqFrVpVk+RycHZb63Ac1Cz//r9Zq7/ZB3fXT+abIOKB6b24sSeScxbV4JCIuLikdnkp4QO6c02qIhTSKhzhm9mnNgziQRV24V2w/o7USNFKRGToJY2DutNiVPw0eXD+HRVEZ+u3o8vEGRKn2Rmjs0lMwaufIlqGVeP68Ibf+wOOS4RCXj89D7t6tcCKK51cMYbyzDZPY3HVu6tZfrrS1l4wxi6GFs/ZP1oRq+UMr6HkcXbKsNiAgEMy23a1Ektk6CWdZZcHkla/Uv76quvMm3aNLKzs8nIqG9o3r9/P7179+ajjyLPBOqkkyOJQqzgugHXUeOq4Y/iA3NGsrRZvDr+VZKU0RegAEOSh0SNddN1OyIL1PaytWZr1FiFo+KwZDLcvvoSpVi4y5mcJkxOEzXuGgwKAwnyhIjCJlGZyEMjH+Lyny8Pyz5e0fcKEuRtdyIUCoRHXExB/SaCTChjcNJg1lSENxNfN+C6w+40aXFbyNRkcmnvS5GL5ehkOj7c+iFrKtYgQMCtg2+N2QDoI0mcMbo4kCnFCCMYGrSHgD+Aw+ohGACxVIjin/4JsVSERn/kS3ECPh+W77+PGrf/8Qd+i6VZUeUpLKTs4UdwLF0KgCQtlaR770U5dCgiVcf8/rq8ft76Y0+IoGrA5vbx1boSbhzflRSdgjMHZzCpTwoiIcgjZMKStXI+uHQoF769EutBWa28JDX3T81HLW+b6K20uHjjj93MXVmE2xdAKhJyzpAMrhvftdF5MFWn4IYTuvG/4VkEg0H0KhnSKJkxq6v+d7+lhgwahYSZY3MZlqvn1V8LqLS6GZwVz9XHdWm3YUEwGOTnrRUhgqoBty/Am3/s5uFTe7WqjPNoRy0Xc+8p+WworqPK6qabUc3YvPrf6n4ZcRjbKVI76Xha/WnMyMhg7dq1LF68mO3b6528evbsyYknnhjzi+ukk1hhVBp5bPRj1LhqqLBXoJPrSJAntMhxLFWdyvCU4awoWxFyXICAu4bdFVNL8MNFvj56X1OSMgmJsON2u6ocVWw1beXznZ8TDAY5M+9Meht6tzkzVmwt5qbfbmJH7Y7GY4OSBvHkmCcjOuj1NvTm86mfM2vDLDZVb8KoNHJl3yvpbejdakv1oxGxUEzX+K5c1e8qvt/zPQv3LsTtd5OoSOSa/tdwfMbxIfO6OhqT08SLa18Mmc+mECu4Z9g95MblMilnEt103Q7b9XQkqV11iCXCiBmpvuMzUGqj94IE/AF83gBiiRBhC8qa7GY3W5eVseGXItx2H8YsDaPO6oYhXY20jYv0WCMQChHpootloVqNQNj0c/WWlVF44Qx8lQd2770lpRRffQ2ZH85BNST6pld7sLq8rN4X3ehhWUE1M8fkoPnnvYpWmgX1ZV190uL48aaxbCu3UFzroFdqHFl6ZZtLqGwuL8/+vIPP1xzo5fT4A3y4ohCLy8ujp/VuFEdikbDJYcQVFhcr99bw8YpCAsEg5w7JZFTXBJLjms8g6lVSjutuZEBmPB5fALVcFBPLcYfHz+KtFVHjSwuqsbh8/ypRBZCdoOKba0ZSbfewfr+ZBRvqLfF7Jmuwun2ojpLvdieREQSDzZjc/8ewWCzExcVRV1eHVhu7oaSdHNtUOar4atdXfLTtI8xuM/0S+3Hb4NvIi8875vqpAEptpZy14KyIJYAPjXyow3qqqhxV3P3X3awsDx22PMg4iKfHPd1qYVXjquGqRVdFNJ8YnTaap8Y8FXW4sMPrwO61IxPJ2jSAOBgM4vK5kIgkbR4e3JHUuGowu8zYvDYECNDKtCQrk2M6d6o5gsEgn+34jMdWPhYWEwvEzDt1Hrlx0R3MjjX8/gAVey18/9pGPM4DGYkuAxMZc05exH4qr8eP1eRi99pKrCYXSq2U7iOS0erliKI0fjusHha/t5X9Ww9Z9Atg2g39j6phvM6NG9l39jkRY8a770I/Y0aTvzV1P/xA6c23RIzJ+/QhY9ZbiONjnyGuc3qZOWcNq/ZGFlZT+6by7Fl9kUV4j5weH7UOL8FgELVcEtZb5PT68PqCqGXiNlvt76u2M/653yP23wgE8Nutx5FtaD6LV2Fxce3Ha8McDPNTNLx78ZAWCauOwOMLcPsXG/hmQ/icLYBeqVo+vGxYhw7gPVKU1zm58sO/2XDIHLJeqVreuWjwEXtP/su0VBu0eCXw66+/ct1117FixYqwE9bV1TFy5EjefPNNxowZ0/ar7qSTo5REZSKX97mc6V2nEyDQWMLUXhxeB2a3GX/Qj0aiQSdv/zlbQooqhXdPepebfr+JYmuo+99xGcd1mEnF2sq1YYIK4O/Kv1lRtqJJe/JImJymqG5+S0qWUOOqiSqYGuYytZZgMEiprZRFhYtYVrqMZFUy5/U4r1XDg2ucNXgDXmQiWYe953q5vkNcHFtDtbOatze9HTHmC/r4Y/8f/ypRJRIJSc7Rcu59Q6irdOKy+9CnqFDGSZBHWPwF/AGq91txO3xI5CLU8TIMGRr2bazGmKUltZsu4nfRVuMKF1QAQfjz051Mv3UASm37xXPA48FXWUXAYUcolyMyGBApW/edkWRmop95OTWzQz8HiiFD0E6a1OxvjX3psqgx1+bNBF3RnV3bQ5xCwjXHdYkqqi4bnR1RUBXXOnhp8S6+WV+Kxx9gdFcD90zpSddENRaXly2lFt5Zuher08ekPslM6p3cqoG7DdQ5vVENDYJBqLF7WiSqVu6tiWgJv7XMyuJtlVwwPKvV1xYLpGIhF4/KjiqqrhzXJSaCqtLiYp/JzsbiOtLjFfROiyNZK2+xCYbD7cPu8SOXCGM2x2ppgSlMUAFsKbXwx84qzhnS9CiSaqsbh9ePSCggUR293DNW2Nxe3N4AKpn4P+8A2GJR9eKLLzJz5syICi0uLo4rr7yS559/vlNU/Qdw+w40mmtl2n9Fg3lLEAlFGFWxM28othbzwt8v8EvRL/iDfvoY+vB/w/6PvPg8pKKO3X0TCOpNGeacPIcaVw2egId4WTwGhQG5uGMcfaweK59s/yRq/NPtnzIufVyremuaMhEBwuY0xYK9dXu58IcLQ7J8Xxd8zb3D7mVql6lNCrVaVy1rK9fy+vrXKbYW00XXhRsH3kh+Qv4Rm1XWkfiDfiod4U3XDeyr29eu83v8HqqcVTi9TuRiOQmKhMPye+R1+/C4/IglQmTK0IWUUCREo1eg0Td/HfY6D7VlDv74ZAeBgwbzpnWPJy5Rid3sRh0f/n0s2x39c2+ucOBx+VG2s9DCV11NzYcfUfPBB/XCRSRCe/JJGG+/A0ly032oByPW6Ui47HLiJk+m7rvvCNgdaCedjDQ3F0li8+XX0qzoC0hxYiK008GuKfqm67h6XC5v/LGn8ZhQAP83uSc5ieGCpdTs5NxZKyiuPTDvb0lBNae9tpRvrxvNnGX7+HjVAZOctUW1zPpzD/OuHtlq4whlM/b4TZUjNmB1efl4RbiJSANzVxYxuU8y+nYYabQVs8ODXCKKaIRxWv80RjRj2tASSmqdXPTeKgoqbY3HVFIRH142jH4ZuiYt4Z1eP/uq7bz2WwEbi+tIi1dw/fiu5Kdo22X5Xuf08vHKcCOlBj5eWcRJvZIjPobN7WNdUS0PL9jKrkobComIc4dmcMXYXFI6ILtV5/Sys8LK678VUFzrZECmjpljcslKULbJGObfQItF1YYNG3jqqaeixidOnMizzz4bk4vq5Oil2FrMu5vf5bs93xEMBpmYPZGr+l5FhjbjSF/aMUWZrYyLf7yYCseBmvFN1Zu48IcL+eyUz8iLzzss15GoTGxRX1ksCAaDeP3RDTA8fk+rbbX1iuiZGKFAGHOhUueu4+EVD0csm3x81eOMTBsZVVQ5fU6+2PEFr6x/pfHYpupNXP7z5Tw++nEm50w+rL1OhwOZSEZPfc+oxijDUoa1+dwmp4m52+fy4dYPcfqciAViTulyCtcPuL7DnCu9Hj91lU7WLNxHVZEFtV7O4EnZJGZqkLdh5o/H6eP3uTsIHpJyKNlRS2KmmviUyJ8luTL6YwmEgjaXlDUQcLupef8DTG8flF3y+7F8vxCfqYa0F55vVcmdWBeHWBeH/KD5li1FM2ECVS++BP5wl9WEyy+vF1YR8FZV4S0sxL5iBSKDAfXIkYgSjYgULd800qukXHNcV84anMG6olpEQiH9M3QkamQRRcuKPaYQQdWA2xfglV93oYnQD1NldfPqr7t4aFrzpgt1Ti/ldS4Wb6ugd2oc/TN0rN9vDrtdfoqWhBYOfQ000QFSHzv8ozVsrnph8cxPO7hgWCbvXjyE9ftr8fgCnNw7mSy9ivh2ZqlsLh8Pf7clRFAB2D1+Ln5vFT/cOIa0JjKIa/bVcNG7qxqzhUU1DpbvNvF/k3tywfDMds6Havo98fgi/538u7CWi95d1fh/p9fPe0v3sa7IzOwZg2I6mNfh8TFvbTEPLzjw276r0sZXa0uYO3MYQ3OOvV7zWNDinGBFRUXE+VQNiMViqqqqYnJRnRydlNpKuejHi/hi5xc4ffUDdb/d/S3nLzyfEmvJkb68Y4rV5atDBFUDvoCP19a9ht0T+wzLkUYj1TC1y9So8aldprbaAU4v1zMyZWTE2JScKTE3Ealz1/F3xd8RY4FggI2VG6Pe1+Q08cbGNyLGnlz1JJXO6BkdqBelFfYKttdsZ5tpG+X28qN+tlO8PJ5bBkfuh0mQJzDAOKBN53X5XHyw5QNmbZyF01e/iPUFfcwvmM8Dyx4Is2yPFeW76/j8sVXsXluJpdpF6U4z3760ni1/leBxtX7GWeEWU5igamDb0jKivb3JXeKiCqcuAxNRaNq34PRVVVHz4YcRY44VK/Adxr/1kuRk0l95GYE09DlpJk9GOzly+aC3vJziq6+h8IILqX71NSoefIjdkyZj//MP/M7WlQtqFBJyE9WcMSiD0wakkW1QRRRUXn+AHzZHnw+3pKCa3qmRf9++WV+K2dG042qt3cNbf+zmpBf/5JmfdnDTZ+u4ZUIeXQ+xFc8xqHjjgoEtsjPXyCWc20Qp2VmDM4hvQsAfSoPoq3OGO/a1hmqbh2d/rjce+mhlETPnrOHX7ZUs323iwW+2NikEW4rJ7mZRFCMMi8sXNtvrYMotLu6atyli+eXTP26n2tb25x+nkHDW4Oib1BPzk/FGcKSssrp5eMGWiPdZv99MUU242G8P1VYPj38fXnrvCwS548uNVFo7piz3aKfFoiotLY3NmzdHjW/cuJGUlKbn/XRy7BIIBlhUuChiKY/Zbebrgq/bNDj1v4gv4OOXol+ixtdUrMHmtUWNH6sIBAKOyziOTE34H/FUVSoTsyYiFLSu9lsn0/HQqIcYnzkewT87qiKBiNO6nsbNg26Omd19rauWHTU7qHFFdwMDcPvdUWNl9rKo3xGLx4LZZY56X5fPxYqyFZz7/bmcteAszv7ubM5ecDZ/Fv/ZKCraQjAYpNJRSamtlGpndZvP0xT5Cfm8cNwLIdmjQUmDeP/k95udEReNamc1H2/7OGJsSckSTE5Tm87bFHazm98+3E6k9dzKb/fitLZ+IWWvjf55cTt8US3YlXFSJl7ei0P1hNagYMRpXZDI2pfxDNhsBN3Rr81bErnPpSMQyuWoRo8md+H3pL/6KilPPEHOgm9Jvv8+xAZD2O0DHg+md97Bdeh6xe+n5OZb8Fc1vXnRVkQCQZM9PnEKCQ5v5JmGLREJe6ptvP77gTK4WoeXWz5fzyUjs/lk5nBePX8AX18zkk+vGE5WQst/90Z1TSA/JTyjn2NQMal3cov6ay1OLyv3mJg5ZzVTXv6Lyz9Yw/LdpjaLqw3F5pDvmT8QpKDSRrckDdP6p2JxtX/kh9sXiNqTBjQpjOocXkrMkX93fYEge6ra9/d7ZJcE8pLC+3O7JKrplqTmxy3h4t3h8bG7KroQXLU3tr+JBZVWfFFewH0mR7ObBP9WWpyfnDx5Mvfddx8nn3wycnloCtHpdPLAAw9wyimnxPwCOzk6sHlsLCpcFDW+uGgx5/c4v8lyrE7qEQlETZYn6WS6f10ZWAPJqmTenvg2C3Yv4OvdX0MQpnWZxqldT23zAjtZlcyjox6lZlANDq8DtUSNXqGPmaCqdlbzyPJH+HX/r9w2+Da66bqxy7wr4m37J/WPeh6ZqOmd46YcBEtsJVy9+OqQ2Vq17lpu+PUGPp/6OT30PZp+EhGocdWwqHARszbOotJRSbomnRsH3MjwlOExNc/QSDWckHkCfQ19sXgsSIQSdHJdu+ZS2bw2PIH6RU+cLI7Tup5Gv8R+AGyu3kyVs4ouui4xuf4GXHYv1prIu6/BQJDacgdxia3ri8noqWfjb8URY4YMNVJ55N8BiVREZq8Ezn9oOHvWV2GrcZGZn4AhQx2xB6u1CBWKegu5KIt9seHwlvYIpVKk6elI09Obva3fZML85bzIwUAA29Kl6DObbvRvC0KhgP8Ny+Sz1fsjxi8emc036yOL0cl9UsIcAg/G4wvw3tJ9YcerbR7umb+ZARk63r1kCPFt6OVJjlPw7sVDWLytkrkriwgEg5w1OINJvZNJ1TXfh+Px+/lxSzl3fHkgS2+yezhv9gqemN6HMwaltbu/ZlBWPDee0I0v1uxn1p97+OLv/VwxNpfRXQ1tLmlTy8ToVVJqIszBAuiRHL10/OAksUoqYvqANEZ2NSAQwMb9dcjaaQwhFgq4eUIeBZU2fvwn+zkxP4nuyVru+mojF40INw8RC4XIxELcUUoD2zuI+VCa09qHv2j06KDFouree+/lq6++Ii8vj+uuu47u3bsDsH37dl577TX8fj/33HNPh11oJ0cWsVDc5CJVJVb9a4VArBEIBJyRdwaf7vg0YvyiXhdhUITvwDZQ7aymxlWD1+8lXh5PoiIRiejYmaKeok7hsj6XcXq300EA8bL4dn92NFJNhxg9BIIBFuxewK/7fwXg0x2fcvPAm7nzzzvxBUOzTuf1OA+DPPr7lqhMRCvVRuzHytJmRR0c7PF7+Hjbx2HDigGCBHl749s8MvqRVhk02L123t70Nh9uPVDiVWwt5vY/b+fOIXdyTvdzYvqZEggEGFXGmBm9NDzXbrpu3DLoFuZsncOcLXMIEmRo8lBOzj4Zf8Af09+k5hYRbeljMmSoiUtUUFcVvus96sxuTTr4SWQidEYlAyfG3p1NpNejPv54bL/+Gv64aWmIk1puVHG4Cfr9BJ3Rs7f+qo7JyAJkJai4dUIezy3aGXJ8XF4iE/OTWLWnhvWH3EenlHDTiXkomzCW8PkDEYfgNlBpdeONsphuoMrqorjWybYyC6k6BXlJGpK1coRCAclxCi4YnsXkPsmAgHilpMUOsFUWNw99G7ns7JHvtzI2z9Bkb1Ik+qXrGjW9QS3l2uO7MnPOmkbBUG5xcfNnG5jaN4WHTu3VJiONJK2cO07qzl1fbQqLje6aQFIT3704pYRcgwpfIMijp/XmoxWFXP/JOvyBICNyEzilbwo+f6DFDoKHopSKeeuP3QSCML6Hsd4if0cVLyyu38wblxf+O5qglnL6gDQ+iSDqxUIBw3Jiu+HdxahBIhLg9YdvvHRJVLXLrONYpsWiKikpiWXLlnH11Vdz99130zDeSiAQcNJJJ/Haa6+RdBT/0HbSPpQSJRf0vIBlpZHtbS/Mv7BdO8//NdLUadw55E6eWh1q/jI+YzzjM8dHvE8gGGBX7S5u++M29ln2AfWLyxsH3sgpOacQJz92Xn+RUIRBGV2AHC1UO6v5YMsHjf8vthYzb9c8Xhn/Cl/s+oIt1VtIUCRweZ/LGZQ0qMl5V4mKRJ477jmuXnx1SBmgUqzk6TFPRxXSLp8rqm08wE7zThxeR6tEVY2rJmr53CvrXmF85nhS1aktPt/hRi/XMzp1NP/L/x93/HEHVq+1MbaqfBUX/3gxX079MqYGOnK1hPhkJbXljrCYSCxEl9R6W2x1vJxpN/Vn2bzd7FlfRTAQJM6oYMw5eRizjpwbpEijIfm+eyk2mXBt2NB4XJyaSsast5AYO8YIJBYIlUpkeXm4d+6MGFcOb7s5SnPEKSRcNDKbk3ons2hLOTa3nwm9ksjUKzGoZTx8Wi9O6ZfC23/txeLycVKvJM4dmklGfNPfXYVUxEn5SSzfHbmEa1xeItomMl2lZieXf7CarWUHvidxCgkfXT6MXinaxg2BtogTk92D3RO5rNHh8VNt87RaVBnUUu6Y2J2nftrBOUMyefOP3REzMAs2lnHVuC5tum6RUMDJvZORioU89eN2Kixu5BIh5w3J/MeuPfo5jRo5z5/djxqHl1s/30CV7UCp7PI9Js54cxnf3zCGLoltGyYfr5Ly4LTenPHGMjYeYq0+PFdPZkL46ymXiLj+hG5sKDaHvM9ioYA3LhjU5iHT0UhUS3lwWi/u+Tq0zFYmFvL0mf1I1Bx+x8ijgTYN/62traWgoIBgMEi3bt2I74DBe0eKzuG/0TE5TTy75lm+2/NdyPHxGeO5b8R9TWZXOgnH5rVR7ahmWekynD4nI1JHkKxKjjpbqMRawlkLzgpZQDbw4nEvckLWCR19yUcdNo+t0RJeLVFjVBpb3ZfVFGX2MiZ+OTHsuFKsZHLOZMZljKNfYr+oWaZD8fg9lNnL+GHvD2yv2c5A40DGZ44nRZUSNavi9rl5eMXDfLv724jx4zOO58kxT7Zq5tbqstVc+vOlUeOfn/I5PRNa79R2OKm0V/LB1g+Ys3VOxPhF+Rdx48AbY5pxq9hnYf5za/F5Qxd4J1zck66DjIjbOKPF4/Lhsnnx+4NI5aKIQ4KPBD6TCV9lJZ79+xEbjUhSUpAcwc3TYDBYn4WSShGKo+8J21eupOiii8OOy/LzyXzrzaiOgS26Br8fX2UVQa8XgUyGJKn1AtPs8OALBIlTSJC0MJtRUuvgtNeXUWUN7XVTSEQsvGE0OVEW8Da3l9u/2BjRRCNeKeH7G8a0qMwvGltK6pjyypKo8e+uH03vtNZv+JkdHnZW2PD4/Fzwzqqot7t1Qh7Xn9Ct1edvIBgMUmFx4/T6kIqEJGrkLZrr5PX5mbOiiEe+i+xsevbgdB4+tXeb5za5vH4KKm08+cN2VuwxoVNKuGRkNmcNzmhSIFVaXOyttrNij4kkrZwRXRJI0so7ZH6U1ellT7Wd2X/uobDGwaAsHTNGZJOuVyDtwFEHR4KYD/89mPj4eIYMGdLmi+vk2CRBkcDtg2/nvB7nsWD3AgLBAKd0OYVMTWbMXdaONGaXmVp3LV6/F41Mg1FhjHl5o1qiRh2nJjsuu0W3X1W+KqKgAnhp3Uv0N/Y/Yu+Dz+/D5DLhD/pRiBUtFhntocRWwpOrnuSP/X8QJIheruemgTcxPnN8zLKmcpGc3obebK4O3Y1z+Bx8uetLRqWNatVzlYqkZGmzuKrfVQQCAYTC5v94y8QyZuTPYMHuBQQjWO3O7DOz1UOMFZKmF1HHQjmpTCxjTcWaqPFlpcu4tPelMe3zNGSoOee+oWxbVkZZQR26RAV9xqcTl6hos6ACkMrFSCPYbR9pxAkJiBMS2mSFHms8xSVYFy3C9uefSJKMxF9wAdLMTEQRFjiK3r3JfP89Kh5/AvfOnQjkchKuu464iRPw1dTgr6tDpItvdW+Yt7qaui++xPT++wTq6hCnpGC86SbU48Yi0ulafJ62lEalxSv58qoRPPvTDhZuLicQDDKmWyL3TO5JRhMzrkw2Dz9FMDaAerOLQpO9xaKq0uqi7h8DAp1SSqJGhl5d/++hYg/qM04ttXY/FJ1SytAcPUU1dkRCAf4opgjyZuZ1NYdAICA5rvVZHG8gyC/bIrsHAizZVY3F6W2zmJFLRPROi+P1/w3E7vYhFAowqGVNzs4CMGrlGLVyhsVgjldzaBQS+mXoeObsvri9AZRS0X92PlUDR9+veCdHNXqFHr1CT9/Evkf6UjqMfXX7uHfJvWyori970Uq13DLoFk7MOvGIljhurI5u1723bi/ewAG3HafXicllosBcgD/oJy8+D71Mj0oaG/OGg6l0VPLZ9s+Yu30uNq+NfH0+dwy9g576nq1e7LfmMa9edDV7LXsbj9W4arh/2f3IRDIm506OyePEy+O5bfBtXPzjxWGxFFUKvQ2923zulgiqBjI0GTw37jnuW3Zf40BjhVjBvcPuJScup9WPbVAYSJAnYHKFlxN103VDL2u7EHF4HQSCAdTStpW+tBSJUBI1qwv1hi+xHqItEgnRGZUMm5qD1xNALBEiamdTeifN496zl8Lzz8dvNjceq5v/DcY77kB39lmI1KGfNaFKhWr4cDLfe5eAwwEiEe6t2yj83wWNdvDSLl1Iffop5D16IGjBrrrfYqHqmWep++abxmO+sjJK77yTpHvuIf7ccxA0MXYmFmQlqHjqjL7cNbknwWAQrVzSZNkfgMvbtMtdJDF0KB6fn/X7zdz+5UYKTfXlr10SVTxzZj96p2l55bwBzHhnFZ6DrL4lIgEvnzeApHbORkpQyZiYnxTVrv747kemFFUsFDYpGONV0jb3VB2MVtH8e3ykUUjEHOWXeNhoU/nfv5nO8r//NmX2Ms7//vyI9tJHusTusx2f8eiKRyPG0tXpzJk0h0RlIjaPjR/3/chjKx9r7N0RCURcN+A6zso7K6bC0OQ0cdsft4VlDAQImD1xdruGuzbFqrJVXPbzZRFjyapkPp78ccwGwNo9dtZVruPxVY+z37ofoUDI2PSx3DnkTtI1zbuRxQqf30els5JqZzXBYJBEZSIGhaFNwiEQDLCleguX/XxZiCW7TqbjvZPfo6uua6vPWe2sZnP1ZuZum4sn4GFq7lRGpY0iWZXc6nO1lJVlK7n858sjxl4/4XXGpI/psMfuJDZ4y8pwbt6Ce9s2ZHl5yPv0QZKa0miU4LdaKbn5FuxLIpSYCQR0+eEHpNlNm3U4N2xg3znnht9dqSR3/nykmc333rn37mXPpMibNUK1mpxvv0Gaenj7ED2+ALUOD0JBvfiIZJZSanYy6aW/qHNGtrheeOMY8lOaXuvsqrAy+eW/wkwJZGIhP9w4hvR4BSVmF/P+3s+mEgu9U7WcMSid9HhFTDIX+0x2znpjeUjvEsAtE7px8cicIyY61hbWcvobkfvMXzqnP6cOSDvMV9RJR9Gh5X+ddPJvZWv11qjzel5Y+wL9EvsdMYOFUamjUIgVEecSXdP/GhKV9X0ChZZCHlr+UEjcH/Tz0tqX6Gvoy9CUoTG7phJbScQSrCBBnlj1BG9PfLtDeu02VYc7NjVQbi9v0ewms8tMpbOS1WWrkYllDEkegkFuCMvmqaQqRqeP5gP9B9i8tnpLcJmuwzMxhyIWiUlVp8bEQEIoENIzoSdfT/uaVeWr2FW7i76JfemX2K9N1vbVzmoeXPYgfxT/0Xjs74q/ydJmMXvC7Dbb5TdH9/juXNTrohAzEYBze5zbrixiJ4cHd0EBhRfOwF9b23hMqNWSNecD5D3qxwT4zWbsS5dGPkEwiH31qiZFld9qpfKllyPf3eHA8uOPGK6Y2ey1egoLo8YCNhsBiwUOk6gKBoMU1Th4+689/LSlAoVUxAXDs5jaN4XkuNBSviSNjJsndOPBb8N7f0bk6pt0uYP63p7Zf+2J6PLm9gX4cHkh/zelBzkGFbdM6I7HH0AqErbJDTMa2Qkq5l87il+2V/DzlgoS1TIuGpVFdoLqiGZxchNV3DC+Ky//WhBy/JS+KQzIisfs8PxnXfD+q3SKqk46OYh1VeuixgothY2zcY4EyapkZk+czU2/3dQo/MQCMZf2vpRRaaOAelODOVsiN+4DzN40m/yE/JgJgjXl0Xtadpt34/A6oO090FFJU0ffAVSIFUiFTf8hMzlNPP/38yHmDwIE3DHkDk7tempEe/ZEZSKJtL3B/WhDLBSTpkljumZ6u8+1q3ZXiKBqoNBSyDe7v2Fmn5kdMnJBJ9dxRZ8rmN51OktKlhAMBhmdNppEZeK/2o004PHUl8IJhIgT9AhaUUraEvxWKwG7HYRCxAZDzM8P4KuupviGG0MEFUDAYqH42uvI+mRuvctgIBB1XhZA0NV0+VrA4cC9Lbp7pmPNGgIXzUAoa1pciOKa/jwJmrl/LCmqcTDt1aUh2afHvt/G9xvLeOvCQSQdZGQgEgmZ1i8VsVDI84t2UmP3IBMLOWNgGjec0I2EZpzz7G4f64rMUeN/F9Vid/vRKUUIhQLkHTRaJS1ewYwR2Zw5KB2JSNhig4+ORKeUcvmYXKb2S+XX7ZU4vX4GZMazqdjM8c/+zoBMHQ9N7UW3JPV/vtfov0KnqOqkk4PI0UbvT0mQJyASHLkfRrFQTB9DHz6d8inVzmrcfjeJykQS5AmNvUtuv5sSe0nUc5TZy3D73aiJjahqyqRBLBQ3OdC2PfQx9ImatTu7+9nNZsdWlK0Ic9MLEuSp1U8xKGlQhzrfef3eelOPgB+5WH7Mm7x4A14+2/FZ1PjXu77mjG5nNGZSY41WpkUr08Z82O/Rimd/MbUffYjlp58RSKXEn3cu2kmTkSS335Uv4Hbj2bOHyudfwLFqFSKdDv2MGWinTUXSDse8SPhqavDs2RMx5i0pwV9Tg8RoRKjVIu/dG9fmzRFv25xFukAqRZKWGibeGpB16dKiXihJcjIivR5/TU1YTDFgAKLD5ILs8vp58/fdEcv51u83s6XUEiKqoN4q/byhmYzvYcTh8SMTC0nUyFpkoiCXCMnSK+mVGseE/PrPmC8Q4Ou1Jfy+s4rMeCUyyeETOErp0bVsbeh5ilNIuPurTbz1xx6cXj9ZCUpO7pXM/lonYpEAo1bepuHMnRxbHHmp30knRxHDUoYhE0Xeubu096UdtjBsKUKBkCRVEr0MvRiYNJAMTUaIGYRSomSgcWDU+/dN7NvkEOfWMjhpcFShOTlncoe5ACapknhrwluoJaHicFTqKGbkz2jSvc7itrBwz8Ko8c92fIY/EHnuSnupdFTy6rpXOXX+qZz81clc9vNlLCtdhs1j65DHOywEiTiYuIGmYp20Ds/+/ew7+2xqPpiDr7wcb1ERlU89zf5rr8FbUdnu87t37GDvWWdj/+svgm43vooKKp95hrI77sRnijwjqa0E3c1kmFwuAMTx8SQ/cH9E4RN3xhlR7dEDXi/e0lJ8lZUkXHll5AcRCtGdeUaLMnHipCQy3nwDoSrUfEecnEzKk08gboX7X3swO7z8EMXND+DLv/cTiOBMIRIKSNUp6GpUk6FXttiVTiWTcPfknkjFQm75fD3Xzl3Lfd9spnd6HA9MzWfm2FwUkqNL6BwJftpSzi//ZKvGdjNw58k9+Gz1fq766G9OevEvLvtgNTvKrRHfm07+PXSKqk46OYhkVTKzJsxCKw1tRJzedTpTcqfEdAZSRyAWijkj74yIwlAsEHNpr0uRi2M3BNCoNPL02KfDXpdsbTbX9r+2VQNpW0ND1u6raV/x1olv8cSYJ5g3dR5PjHkiqkFFma2MxYWLeXfzu4xIHcFLx79E9/juYbercFSEDOeNFSaniTv/vJN3t7yLw1fvoLXbvJsrF13J2sq1MX+8w4VEJOH0bqdHjU/JnUK87N8zy/BIEfB4qJkzJ2LGxb1lK85N0d1BW4Kvtpbyxx4HX/hn3758Od7i4nad/1BE8fHRM0RiMWL9gQyurEcPcr7+Cu20qYiTk5H3yif1hRcw3nJLRDHjt1qxLlzInqnT2HvqaXh2FaC/5BI4yOVPoFSS/srLiFNbZiYgEAqR9+pFzrffkvrccxiuu5b0WW+R/eknyLKaNsqIhNXlZW+1na2lFvbXOHB5W7b5IBCAtInSN4VEhCB27UzU2j088cM2Pl+zv3EAr8Xp49VfC6ixe8iOMIj2UKqsLnaUW9laWkep2RnVHv1YxeX1sWhrvb26Uiri0tE53PDJOnZVHtgsW1to5sw3llFibr7ft5Njl87thU46OQixUEy/xH58Oe1LSq2lWL1WsrXZ6OV6tLJjww0yTZ3G+ye/z31L76PAXN9Am6nJ5KGRD5Ghbd7lqjXIxDLGpI3h29O+5c/iPym3lzMydSTd4rvFzH0vGmKhmBR1SotMEHabd3PJj5dQ6z6wIFVL1Dwx5gmeX/N8iDX7uPRxyMSx748os5dFnav05Kon6anvSaIyEYvbQiAYQCvTHvUivoHeCb3pn9if9VXrQ44blUbO7n42YlHnn5r24jebsf74U9R43byvUI8bh7CNtt4Bux3Xhg1R47YlS1D069emc0dCbDCgv+IKTK+9FhbTX3hhyAwpoUSCrGtXUh58EL/NhkAiQdxEuZ27YDeld97V+P+ql18mbvppZLzxOkG/H6FSiSQ9A7ExsVWvl0AkQpqWhjStfa5upWYnD367hUXbKggG6130Lh6ZzcwxORiasSBPUEk5b2gmL/2yK2L8/GFZjc6JscBkd7N4W+Qs6Nt/7eWcIRnERSlr8weCbC21cOOn69hTXT8KIl4p4aFpvTi+hxGN/N/hwy0WCRsH8k7tl8qnq/fjiyAcrW4f364v4erjusbUyKMjqLC42Flh5dftlRg1cib2SiJZK0cl6/wtb4rOV6eTTg5BJBSRokohRdUxjmUdjVgoprehN29PfJs6dx1Bgmil2g4rXVRIFGRJsrgw/8IOOX97abB9P1hQAdi8Nh5d8SjX9L+GB5Y9ANT3zY1NH9sh17G+cn3UWJWjCqfPyfd7vueT7Z/g8XuYnDOZk7JPapdzXq2rlhpXDW6/mzhZHAa5oUMEY6IykeeOe44lJUv4ZPsnuP1uJudMZlqXaS1yK3T73JjdZgQI0Mv1nSIsAgJAII2+CBXI5QgEAvx2O36TCb/VilCpRKTXI27GZAHqMzFIJOCNbL0t0jS/qeS32fCZTHgLCxEolUhSU5EYjQjE4e+nUC5H/7//ITEmUv3aa/gqqxAlJGC4+iq0kyYjVIZnQIRKZcTjh15D9euvhx2v+3o+dV/PR3/ZZRhvurHDZ0pFw2Rzc+3ctSHmD25fgLf+3INQKODmE/OQNjH7TCwScu6QDBZuLmNXRWjZ8NmD0sk2xHY2YFFN9MyK0+vH4vRBFH1bYnZyzqzlODwHsnC1Di83fLqeL64cwZCc2A3mPpKIhUJmDM/iy7+L6WZU8+6SvVFvu6TAxMWjco5qcVJmdnLJ+6vZXm5tPPbUj9t5+sy+TOmTclRf+5Gm85XppJN/KQmKhGPeBCEW1LpqGzN2h1LhqEAn0yFAwJi0Mdwx5I5WW5YfbDyhkCiiDqRtalDt3UPv5qFlD7GqYlXjsW012/hk+ye8f/L7bRJWhXWF3P7n7WyrqXc+k4lkXNbnMs7pfk6T19JWjEojp3c7neMzjicQDKCT6SI6/lU7qql2VWN2m0lSJiERSHh/y/v8sO8HxEIxp3U9jXN7nHvMbmp0FKKEBHRnn03VCy+GBsRiJKmp6GdciK+mlqqXX6Lu6/ngr1/IKkeOJPXRR5A0Y/ctio9HO2UKlvnzI8ZVY5ue+eUzmah+8y1qP/qo0a1PqNGQ/uorKAYOjJgREuvj0Z19NurjjiPo8SCQShEnJrbLbTDgdOLZsztq3LVxIwG3G1EbRFXA4SDgcCCQyRBpwh1CW0KF1R3VTe+9pXs5f2gmGfqmhVGKTsGcS4fyd2Et8/4uQSUTMWNEFl0S1c26+bUWvbLp10nRhEnFD5vKQgTVwTz903Zmzxj8r7EczzKouPOk7tQ6vBi1ckrrXBFvlxavaFI0H2k8vgBv/rE7RFA1cOe8jQzOiic38fCOEzmW6BRVnXTSyWGn2lGN2WOGIMTJ4jrUAMTtb7ohXi1Rs/D0hW2aPVVhr2DO1jl8sfMLnD4n3eO7c+fQO+mV0CvEQATqTULEQnFYv1ayKhmZWBYiqBootZfy5c4vubr/1a1yUiy3l3Ppz5dS6ThQtuP2u3l9/evEy+I5u/vZHVZa2JQ5yb66fVz/6/Xss+xrPDY6bTRn5p3JVwVf4Q14eXfzuywuXMw7J73TrsHBfpsNv8mEr7YWoUKBWK+PampwLCAQiYg79VQs3y/EvXMnCIUkzJyJcsAA3IX7IBCk+rXXqPtyXsj9HMuWUXzTzWS8+QZifXQxLVQoSLz+Opxr1oT1TyU9cH+zr531t9+o/fDDkGMBq5X9l88k9/vvkGZmRn5eAgGSpPY7FzYgVCiQdumKt6Q0YlzWo0ez9umHEnC58BQWUv3WW7g2b0GSlobhqiuR9+jRrNX6oeyvcUSNubwB7O6W9XOmxCk4pa+CCflJiAQCxB1kMZ4cpyAlTk5ZBJEwumsCenXk19LnD7CmMLLjIsCOcitOrx9drC70CBOnkHDBiCxq7B66J2u44ZPI41kuHpl9VNjBR6Pa5uazNfsjxoJB+HV7ZaeoaoKj953tpJNO/nX4/D42Vm3k0p8uZfo305n+7XRm/DCDVWWrcPki7+y1F51ch1wUuU9BJKgv9UzXpLdaUFU7q7n191uZs3VOo7X7jtodXPrTpWHDiW0eG1KRlDmT5qCVhJZRTcqZxE/7ovfKfLvnW2pd0RcnkSioLQgRVAfz5oY3qXJUtep8saDSUcnVi68OEVQAS0qWsGjfIk7JPaXxWJG1iJVlK9v8WN7qaiqffIrdkyZTeO557D31NAovuhj3nuhlOe3FW16O9c8/qXrzTSw//YynpJRgE/OV2oIkOZmM2bNIfeEF0l95Gc/+/ey/6ioqn3gSf20N5q++ing/18aN+Kqaf8+laWlkffQhaS+9iPaUU0i47DJyFnxL3NSpiFTRXUO9lVWY3ngjYizo9WL97beWPcEYIFKrMVxzdeSgWEz8uee0uvTPuXYde6efjnXhD3iLinAsX07RRRdjnjePgCO6SIqEURNd0AkFoJC2bmyHTCzqMEEFkBwn5/1LhmBQh2aUuhrVPHF6X+KiDN8Vi4R0T4qezcvQK5EdxRmbtqCRS8hKUDG6i4GZY0LHs4iEAh45tRdZLTD2OFI4PD6cXj8ubyDqbUy2Izer81igM1PVSSedHDZK7CVc8uMlIUOUi23FXLnoSr6Y+gVd47vG/DENCgNX9r2Sl9a9FBY7v+f56BVtK4UrthazoTpyY/+Tq57k7YlvIxFK2FW7i1mbZlFsLaanviezJs6iylHFJtMmhiQNoVt8Nx5a/lDUxxHQ+obm7bXbo8ZMLlOz2buOoMxWRrEtsoPcT4U/8ey4Z/m64OvGY9/t+Y6JWRNRSFrnIBnweqn96GPMX34ZctyzZw9Fl15K9qefIEluOgPmq67GvXs35vnzEYhE6E4/HWlWNuKEyJ8V9759FM24CF/lASEr1GjImvMBsh49YmocIElKIm7SydR+9jnWhQdGAwR9vqj9UAC+8nLoHu52GXb+5GQkycloTzqp5Rfl9+MtLYsadu/c2fJzxQBZ166kPvMM5Q89RMBW33ck0utJffppJOnprTqXt6KS0nvvrR9CfAiVz7+AZsIEpM30eR1Mqk5BeryC4trwXqXJfVJIUB195XDdk7UsuG40e6rt7K9x0C1JQ0a8otGcIRqnD0zjzT92RzRtuOnEbuhjXKp4tKBXS7n+hG6cNzST9fvNSERC+qbHkaiRHXVzthqwuX0s3FRGeZ2LfulxbCiui3i747ofu9n+w8HR+e520kkn/zp8fh+f7/g8RFA1xoI+3t3yLvcPvz+mlu9Q30t0Rl798NlX1r1ChaOCBHkCV/S9gpOzT27z3K7V5aujxgrMBbh8Ln4q/oknVj3ReLzIWsSiokW8Nv41rut/XeNi+6y8s/htf+Td/NO6ntbqeV+5cblRY1qpFqmo5Qu3WlctvoAPlUQVVtLYGsod0Wfr+AK+sNlgSomyTSWKvqoqaj+cEzlWXo5n374mRZW3qoqyu/8P+5IljcfqvpyH9pQpJN19N+KE0D5FX20tpbfd1iioBHI52smTUY8dg7e0FGFcHNJm+plai6+qCtPs2SHHBBIJCIURF/8Aog4sfRTIpMjy8nDv2BExrhwypMMeOxIitRrtySehGDSwflivQIg4QY/YaGx1v5a/zoyvNHIpIT4fnr17kWa03FU1SSvng0uGcvH7q9h/kAnEiFw9907pifoIOOIFAkEsTi8ikSCqI1+KTkGKrnUbHGk6Be9cNITrP1mLxVVf1igWCrjxhG4Mzuo4kwqL04vd7UMgEGBQSzs0kxcNrVyCVi45ZkrlSmod3PHlRpK1ch6c1otrPv6bQ7Vw/wwduYmxm3P5b6RTVHXSSSeHBYfP0aQD3qaqTdi99piLKqjv8zm166mMSB2B1+9FIpRgUBra1VfUVIarS1wXfAEfScoknj/ueSxuC3O3z2Vn7U4CwQAPLn+Qj6d8TJKyvpekh74HI1JGsLxsech50tXpTO82vVX9VAA99T3RSrVYPJaw2MW9LiZR0fwC2+Q0saZ8De9sfgeTy8TgpMHM7DuTTE1mq0RZA+nq6BmCSOWZ/+vxvzY5FQadLgL26CVZnn37UA0fHjVuX748RFA1YPnue+JOPQ31mNEhx/2mGlybtwAgMhhIfeJx6r6eT8ntd4DXi7xXPkn33ou8Z0+E8th8toN+f1g5n33ZMjQTTsT6089ht5d27YqkA0WVWK/HeNtt7J85Mywm0ukOu6iCepEpTU2F9gra5rKMbXCq7GJU8+VVIymvc1Ftc5MeryBRI2tX5sb/jzASNyGMIlFS6+S7jaV8t7EMpVTEJaNyGJSlI7EZa/eWIJOIGNU1gR9uGkuZ2YnbFyBDr8SgkqLsAAc5j8/PrkobT/6wnaUF1WjkEi4cnsUFwzNJjuuYmYn/Fj5fU19FUG5x8eXf+3njgkG89cce1hbVopaJuWB4JhePzInJ5+LfTKeo6qSTTg4LMpGMdHU6G6sjDylNVadGHFrcGlw+F/6AH5U08m5aLGdnDU0eikggwh8MzbCmzsI/AAD+y0lEQVQMNA7kyr5Xct2v1zX2D6WoUrhhwA0sKlzEr/t/pcJRQZ27rlFUJSoTeWz0Y6ytXMvcbXPxBDxMzZ3K8ZnHt8kFL1mVzLsnvct1v15Hub0+QyRAwOndTmd6t+kRXfkOxuw288q6V5i364DpwcK9C/m58GfmTJpDH0OfNl1Tj/geEUsTz8w7E6PSyHPjnsMb8FJhr6Crrm2loEKFHKFKRcBujxiX5kbP4vlqa6mdEznLBVAzZw7KQQNDbL0D7gO9gEl33035I4/iLSpqPObaspXCCy4k+7NPUfTu3ZqnEhWBQoG8bx+cqw/MPTN/8SVpLzxPwGbDvnRZ43FZXh7pr73a4SYdin59SX3qSSqeeBK/2Vz/2D17kvbM0+2e63QkEcfHI83OxrNvX1hMIJMhzW794F+oz1glNVM+11KKaxzMX1/CD5vLUcvEXD46hwFZ8RiimEg03q/WwZlvLKfccuAzvHJvDRPyjTwxvS+GJvq/WopYJCRNpyCtlVmutrCrwsapry1tLDesc3p59bcC/tpVxewZg5stV/yvEggEQ8pRF2+rZGNxHecNzeSy0Tn4AgFGdknoFFQtoFNUddJJJ4cFmVjGRb0uYuG+hRHjM/vMbLVZRAMmp4mdtTv5aOtHOHwOJudMZkz6mHa5xzWHUWHkmXHPcNsftxEI1pdciQQiru1/Ldf8ck1I31KZvYx7lt7DK+NfYUXZChw+R1ivVKIykZOyT2JkykgCBNBKtW3uxREIBHTXd+fjyR9T7azG7rWTpExCL9e36DWudlaHCKoGfAEfjy5/lDcnvNnqksQERQIvjX+JB5Y9wIqyFUD9TLWz885mVNooLvnxEnxBH1qplqv7Xd3m5y5OTER/6SVUv/JqWEySloo0q4lFcCDQZJYrYLcT9IeKaJFOh0ChQJyQQMBiCRFUjfj9VD7zLOkvv9Rqt7hIiOPiSLrtNvade16jfXnQ46Hk1tswXHsNxjvvxG+uQxSnRZxgCBmk21GItFq0p5yCcuhQ/HV1CCQSRPHxTToOHguIDQZSn3qSwhkXEXSH9iKmPPxQWDno4abIZOeMN5ZTZTtwbSv31nBK3xQemtaLhCjCyuML8PZfe0MEVQOLtlZy+RhbTERVW/D5A5RbXBRU2qixe8hP0WLUytE30W9W5/Tw6PdbI/ZvbSiuo6DK1imqoiAUCjixp5Gfthwo0a60uhsHTI/LS2R8j9htSP6b6RRVnXTSyWEjU5vJQyMf4tEVj+IN1DfViwQibhp4E3nxeW06Z42rhmfXPMt3e75rPLamYg1p6jTePendVs+daikysYwxaWNYcNoClpYspdJZyYSsCfyw54eIRhCBYIB5u+YxKWcSK8tWopPpIp5XI2vb/JtIGJXGNmXnmuoX21qzFYvH0mpRBfXZyGfHPUutqxanz4lCrOCHvT9wzeJrCFK/GLJ4LDy1+ikEAgHndj+32azaoQgkEuLPOQe/2UztJ5+Cr76XQ9ajB+kvvtikfbdIq0UzcQKmt2ZFjGunTEGoDhWl4sREDFddhXPDBhxr10Y9t2PNGgJOZ0xEFYCsWzcyZs+m/OGHG4WcYuAANBMmIMvOjsljtBaBSIQkJQVJyr9rxpg8P5+cb77B/MXnONetR5qVSfyFM5BmZcaspLMtOD0+Xv2tIERQNfDdxjIuHZUTVVTV2D3MX18S9dyfr97P0Gx9TE1WDsbt9VNpdVNlcyMRCjGopSRp5fgCAf4uNHPZB6tDZlyd0MPI46f3CcvuVdS56s8hErJ8T03Ux1u0tYKRXQwd8lyOdawub6ORRpU19LMkEgq4/aTurSop/S/TKao66TCqHdUUWYtYX7meJFUS/RL71Q/7FHV+OY8GgsEg1c5q/EE/aom6zVmi1qCWqpmSM4VhycPYW7cXf9BPri6XBHlCm00QiixFIYKqgRJbCXO3zeXGgTd22GdOLpaTqc0kU1s/g8fmsUV1BATYWbuTs/POZlqXaR06m6u9SIXRd4QFCBAJWid0DiZOFkecrF5YbKnewusbXo94uzc2vMEJmSe0KdsoNhgw3nwz+gsvxG82I1QoEOn1zWYVBBIJurPOwvz5F/hrQ23sxSkpaMYfH7bIFEql6M46E1leN+wrVkQ9tyg+HmI4G0yoVKIePYqsjz8iYLHUZ4Z0OkRabfN37qRVCCQSZNlZGG++mYDTiUAmQyiN/h3xW634qqqwL1lCwO1GPXo04uRkxPGt34hoCrPDy4IN0V0X568rYWBWtMcM0pTjf4ynAYRgdtQLuicWbsftq8/yG9RSXj1/IClxci5+b1Xj8QZ+2V7JxysKuf6EbkhEQoLBIDvKrVw+Zw3FtU5ePKc/KqkIe5Rhw/HNDDH+L7NyTw0PLtjCc2f1450le/lzVxXBIHRP0vDQqb3oajw2zDaOBjpFVScdQrm9nBt+vYFtNdsaj0mFUl478TUGGQd1CqsjTJWjikWFi/hgywfUumsZmjyU6wdcT05cTptMCFqDTCwjTZNGmiY2fRZf7Yo8mwdg/u75XJh/IUmq2A0XbQqpSEqmJpN1lZEHP6ap0jgx88QOLUuMBYOTByNA0Jg9OpgRqSPQymKzcC8wF0SN1bnrsHsj90W1BKFSWT9wNsrQ2WhI09PJ/vwzTLNmY/nhB/hn6K7+ohlRMzBivR71ccchSUuj9oPIPVn6GTM6pAxPkpgIx/BQ4+YIOBx4KyqwLl6Mr7wc1dhxyHt0j+nA4JYiEIsRaZrOJPvr6qj97DOqnn+h8VjVc8+jmTKF5LvvQmyIbbYk0ne0gUATMb1Kxqn9U5mzvDBi/OzBGR2WpdpQbObBb7eGHKu2eXjo261cNDIrTFA18P6yfZw7NJNUnYLSOhfnzV5BraO+4uGHzeWc2j+NuasilN8Ck3ofueypzx+g0uqm2ubGFwhi1MgwamRIxW3fnIoVpWYHD323heJaJ9fNXcuZg9I5b2gmQer7rOIVEuSSI3+dxwqdoqqTmOP0OXlt/WshggrAE/Bw3S/X8c2p38RsQX2kMbvMjf0xcbK4dllOHy5qnDU8sOwB/ir5q/HYH8V/sLRkKR9O/pDehtg003cUbp8bs9tMkGBjxiMah9p0dzRSkZQL8i/gm93fRIzP7DuTDG3L7ZePFAa5gduH3M7Tq58OOa6T6bhr6F1opbERVU2VJooF4nYbl7QVaUYGSff8H4ZrrwEEiPTxTWYmoL6PTZKWRspjj1J2730hW/2qESOIO+1UBKJ/3+Ik4HLVDz5etAjP3npnRcXgQTGxkfc7ndh++YXSO+5sfD1rP56LNCebjHfeafVjBOx2fNXV2FevJuh0ohw6FLHRGNMMkqeoKERQNWD9/ns0x40jburUmD2WTilhWr/URue2Qzl9QHTHTalYyMwxufy4uZzKQ0q+xvcwdlh2otbu4fmfI88tU8tF7K2OvpFicfkae6a2l1kaBRXA4m0VzLpwEH8X1rKjwhpyv/un5pMcd2TKNF1ePyv31HDjZ+sw/3O9ComI+6fmM6VvCtojXFZX5/Q1WvtbXD7eXbqPd5fua4zLpvWie0pn9ruldIqqTmJOjasmYjkWgNvvZrNp8zEvqqocVfXN/Dvnsb5qPUWWIkaljeLGgTeSpc3qsB2+WFBqLw0RVA34gj6eXPkkr574atR+nyNNibWEdze/y4I9CwgEA0zMnsglvS5hfeV69lr2ht3+pOyTDvtzydBk8MToJ3hw+YONvVVigZibBt1ED32PDn1sh9eBxWNBgIB4eXybs44qqYpTu5zKoKRBzN02l0pHJaPTRnNC1gmkqWP33c2OyyZOFkedO3zQ5KScSejlHW9y4DOZ8NdZQCBApItrXGAL5XKEzQwJPhSRSoX25JNRDh6Mbdky/HV1qEeORJKWdsQNDTqCgNeLfcVKiq+9Fv4x8Kj76itECQlkffQhspycdp3fX1VF6Z13hdWiefbuo/q110m+794W9zT5rVbqvvuOiocfCTmfdupUku68IyYZpKDPR+3Hc6PGTbPfRjVqVMzMOxRSMdcd35Vft1dSbQud/ze5TzJZCU1v8mXolXx9zUi+WV/K95vKUEhEXDo6h8HZ8R1mUuHy+aMKp30mBxcMj24kk52gRC6pL6HdXWULifkDQW7+fD0PnNILXyDIuqJaEjUypvZLJTlOfsR6goprnVz6wWr8BxloOL1+7v5qE10SVQzN6djfhWAwSIXFjcvrRyIWYtRIkRy0uWN3+xAJBSHXdzC6zrLJVtEpqjqJOV6/F1/AFzVe5aiKGjsWKLOXUe2ops5TR6Y2kwRFAt313SkwF3DRjxfx8eSPSddE3yE80iwtXRo1tqF6AzaP7agUVWW2Mi768SIqHBWNxxbsXsCfxX/y0vEvcelPlza68EF9VuWy3pe1adZRe1BJVJyYdSIDjAMoshbhC/jIictBr9CjFHdMJjMQDLDfup831r/B4qLFiIVipnWZxsW9Lm6zUYdWpiVfls+DIx/EG/AiF8ljvlmQrExm1oRZXLHoihBh1S+xHzcOvLFDM78BjwfX1q2U3XsfnoL6MkR5r3xSHnkUWV43BOK2/XkUqlRIVSr0TbkM/kvwVVZSctNNjYKqAb/JRNn995P+6quI22HMYV++POowY8u332K49poWZ6u8xcVUPPRw+HkWLEA1ciS66ae1+TobCPp8+Koqo8b95lqCvuh/G0NuW1eHt7IS22+/EfR6UR93PJLUlLCsWmaCivnXjGq0VFfJxMwcnUP/TF1Uk4qDSYtXcuW4Lpw7NAOxUIhWEZtFtD8QpMrqwusPIpeISPxHpCkkIrokqlm33xx2nypr/cyuTL2SoppwF87/m9wT4z+23j2Sw7MnFqePW7/YQM9kDR/PHNauuV+xwO8PMHdlYVTB8tLiXbxxgTZmr/mh1No9/LK9kmd+2k6FxY1KKmLGiGwuHpXdaPixq8LKiT2TQpz/GpCKhPROa9v3NxgMEggGEbVy2PaxTqeo6iTmKCVKUlWplNojT6Hvm9j3MF9R7PD6veyq2YXJZeLh5Q/jCx74AzkmbQy3D76debvmcW2/axG3YSjk4UAtjl7WIRaI2zUQt6MIBoMsLlocIqgaqHPX8VfxX7x2wmu8+PeLOH1OTsw6kbPyzjpi4lYulse0b6w5SqwlnP/9+Y3Dft1+N59s/4Q/i//kvZPeI0Xd9n4CsVDc6uHDLUUgENBT35Mvpn5BkaWISkclXXRdSFImkaDo2B1c7/79FF44A7wHSohcW7ay74ILyJ3/dX0/VidN4tm9m6Ar3JIbwLl6Df7a2naJKt8hZiEHE/R6G50dof43wldVDQE/QpUqpPcpGAhQ+/nnUc9levtt1GPHtDubKJTLUY8/IWRO2MEohw9vticLwGc2Y3rnXWpmz248Vv3Kq2inTCEpQl9Wul7J1cd15X/Dslo9/BfqHd5iKUAqrS7m/V3MrD/3UOvwkmtQcffkngzNiUenlHL7Sd05/+2VYfeTiYUYNXI+vnwYDy7Ywq/bKwkGIVEj497JPRmWeyDD182oJiVOTlld+OfvnKEZ6BQd2xvcEly+ANvLrVHje6rtOL3+DhFVPn+A7zaWcd83mxuP2T1+3vhjN7urbDx1Zl/ilVIS1DLOH5rBrgorew7KIIqFAp45q/42raHW7qGwxs7clUXUOX1MH5BG/4y4/8zw5aNz1dfJMY1RaeT2Ibdz8+83h8X6GfrFtHzocFPrqiVOFsd1v14X1iD8V8lf5CfkU2GvwOq1Ei+KrdNTrBiVNgqiOGaflH0SEoEEf8DfaivrjsTmsfHzvp+jxn8t+pUL8y9k9sTZ+IN+4qRxR7UZisPrwOQysaV6C/6An96JvUmQJ7TJgdHtd/PRto8aBdXBlNhKWF62nNO7nR6Ly+4QBAIBKaqUNg05bisBlxvTO++GCKoGgg4H5nnzSLz++jZnq/4rBGy2pm/QwqxMNFTDR1DNSxFjsh49Gu3tvZVVWH/6EdN77+M3m1EOGYLx5puR5mQjlMkI+v34ysJ34hvwm0wtziA1h/q446h+4w381dUhxwVSKYYrr0SoaH5x6dm9J0RQNWD5/nvUJ5xA3ORJYTGRUEB8E3OcDqbS6sJk8+D0+ElQS0lQSVHHqDzO7PDw6Hfb+HbDgU3VPdV2Zs5Zw/Nn9+O0/mn0StPy5Ol9eOS7rY1ufSlxcl49fwApcXLEIiEvntOfGrsHjy+AWi4mWRuaKU/RKZg7cxjXf7KOzSX1v30ysZCrxnVhat9UhMIjX4IvF9dnepbtNkWMd0vSoJR2zN/ZSqubZ34OH7QO8PPWCm6zuolXSumTFscVH/7NteO7EggE2VxqwaCW0jstjtQ4RYs/UwC1Dg+v/VbA20sOlOL/tKWc7slq3r94KCmHYQD0kabzL0YnHcKwlGG8dPxLPLPmGYqtxchEMqZ3nc7lfS7v8B3ojkQsFPP7/t+jOi59XfA1dwy+46gSJIdiUBq4e+jdPLHqiZDjqapUpnaZyv8W/o8zu5/J9K7Tjxrbb7FQjFoSXXA0lIm1ZXbS4cbqsbJg9wKeWv1UY7miAAGX97mcGfkz0Ml1rTuf28rv+3+PGl+4ZyGTsiehkPz7/6C1lIDNirOpmVKrVhFwOGJiTx4MBPBVVhH0ehDIZEiMx+YQzWAggOCQUh5Z9+5Rby9OSkLYgqxMU0jT01EMHYpz1arQgEBA0r33INbr8ZlMlN1zD/a/DvSJ2v/4g71Ll5L9yVwUffoglEhQH38ctt9/j/g4ikGDwuaPtfma01LJ/vgjKp95Fuuvv0IggGLgQJLuvadF2c+A203Nh5EdJAFq3n0H1YjhbTbX2FVhZeacNewz1ZfXCQVw3tBMbjoxr7FErz1U29whgupgHvt+GyNyE0jRKTh9UBpjuhkw2T2IhQIS1LKQGVQauaTZjFuOQc2cS4disnlweQPolBISNbI2u9WVmZ1sLKnjr51VpMcrOalXEsk6BYo2nk8kEnLukAzeW7oXrz98zXDTCd06rNfL4vRicUbfKNhdaSMvSUOKTsEbFwzkhUU7Wba7mky9CqNWzqguhmZ78g5lf40jRFA1sKPcxkcri7j5xG6IRUdfJUws6RRVnXQIGqmG8Znj6WPog9PnRCwUkyBPOOz9LbFGI9VQ6YxeM29ymsiOy46ZO1pHoJaomdZlGoOTBzN/13zKHeUMMA4gWZXM/cvup9JRySvrXmF1+WqeHPPkUSGCFRIF5/U8jyWlSyLGp+ROaRwmfLRTaCkME7RBgszeNJtBSYPqM4mtQCgQopKoosY1Us1RWdJ5JBHIZIiNRjz79kWMS1JSEcja/1vlq66mbsF3mGbPxl9Tgzg5mcQbb0B93HExn1nUEQQcDrylZdTNn49nfxHqMWNRjRyB5J8+JrHBQNzp06n76uuw+ybddy/idgpIsSGBtGefofazz6j9sH4el7x/P5LuvAtZj3pB5y0pCRFUjfh8lD/2GBlvvIE4Ph7V6NGIEhLwmw7JGojFJN5wPSJV9O9Qa5FmZZHy1JMYzWYIBBBqNIh1uhbdN+jz4a+JPsTWb65rc1at1Ozk/NkrQ4YFB4Lw8coikrVyrj6uS8RFb8Og3gqLC5FQgFFTL4Ai3XZnefTspcnuweLykoICqUhEWryStPj29U3qVbKYlC4W1Tg4b9YKSszOxmNP/7SdNy4YxLi8xDYLtfR4BR9eNowbP11HhaX+ddcqxDxyam+6JXXc/CdZM9d7cAYqPV7JI6f1ptbuwR8EtUzUptf0iygulACfrCpixvAsko6QC+PholNUddKhHC2ZjlghEUkYlTqKb3d/GzHex9DnqDR5OBS1VE2eNI+r+13NrI2z+GLnF+ytC91hWlG2gjJ72VEhqgCMCiMnZZ3ET4U/hRwfmToSlUSF2W0+6uc/uX1uPtz6YdT425vepm9iXzRSDSanCW/Ai1ggxqCM7kymV+i5IP8CHlj2QMT4+T3PP+Y3M2KNSKMh4corcRyaAfkH/cUXIWynqPLbbFS9/gbmuQfc4Hzl5ZTd/X8k3nYr+hkzotq0+61WvGVlWBb+gL+2Fs3ECci6dTusWa6Ay4X1198ovf32Rrc8608//+Ps9xGynGxEcXEYb70VRZ8+VM+aja+iAnl+PsY7bkeenx8TYxOJ0Uji1VcTf/bZ9QJFoUB0kECxRelfAnCt31BfohgfjzQtjayPP6biqaew//47BIPIevYk+YH7kWZnt/s6D0WkUrVJqAmVStQnnIBjVeQabdWoUW3OoO6qsIYIqoOZ/dcezhiUTuohJVp1Tg/fri/l0e+3Nc6P0sjEvHBuf0Z1NYRlcbTNuMV19Gwmj8+PxeVDKmq56YbN5ePR77aGCCqoF5zXzV3LL7ceR6a+beJPKhYxLEfPN9eOxmR34w8E67NyGlmHZG38/gAVVjd2t48PLx3KtnIr7y/dS+lBvWc6pSTs+SilYpTS9kkCmzu62Hd5/U3OTfu30CmqOumklQxMGkiyKplye2iNvgABtwy+5bANmo0FZreZ97e+HzW+smzlUTO3yh/0k6fPY2L2RJaVLsMf9DMidQQmp4lHVzzK16eG75YfbXgCHsrsZVHjFY4K7F476yrX8eLfL7K7bjep6lSu7nc1Y9LGRC1vHJM2hhEpI1hetjzk+Fl5Z9FF1yWmz+Fow1dXBz4fIq0WgaTlpTSKXvkkXHsNptffOGCxLRKRdNedMVlk+2tqMH/6acRY9Wuvo500CWlaeH+p32Kl9ovPqXrm2cZj5s8+Q9Yrn4zXXkeSfHh+X3xVVZTeFW5n7jeZKH/kYdJffBGRVos4IQHdueeiPvFE8PkRyGUxz8IJxOKow36bFC4SSchsMFl2FmlPP4X/4AxSjOzNY4VAIEB74omYZs0Oy6oJlEoSLrm4zYK/oDJ6Fsni8uH2hc/1215m5b5vtoQcs7p9XDFnDT/dNJZuSaElnjkJStQyccQF9ohcPXpVx5S7+QNB9tc4+GD5Pv7cWU2CWspV43Lpl968C2KNw8PibeEmSABef5CNxeY2iyqof0+T4+QdPivL4vSyeFsFD3+3tXEmVo9kDY9O78OTP2xjZ4UNtUzM+5cMIVkb+2s5tX8qX68riRg7saeRuCM8k+tw0CmqOumklSSrknnvpPd4ZvUz/F78O4FggBxtDv837P/oro/eY3A0IhKKEAvEIS6GB9PccN3DSaIyka8LvqbWVctA40CEAiGPrXgMi8fCuLRx6GVH1+IoEkqxkqHJQ1lXuS5i/MxuZ7KkeAkPrXio8VixtZh7ltzDZb0v44q+V0S0GU9UJvL4mMfZV7eP7/Z8h0wkY2qXqaSp046JPrO24Kuqwr5mDTXvf0DAZkNz4gnozjoLSVpaizIkIp2OhIsvRjdtGs5NmxCIRMh79UKckIAwBqVg3rKyqHbgQacTf10dRBBV3vKyEEHVgHvLVmrnzsVw/XUIWyEe24pr85aoRhOOZcvxm82NGROBQIAk8chUJajGjI4a006ahOgQgSfSaFrkwHckkaSlkT33YypfeBHrokUQCKAaNQrjnXcgSW+7o+mhAuhgdEoJskOySBanl5d+2RXx9oEgfLSikHtPyUdyUMYlSSvn7YsGc9G7qxozW1BvRPHE6X2Ja8aVz+sP4PEFUEhErTKbKKi0Mf31pTj+Mb7YXQWr9tZwwfAsbpuYh64JFzufP0AU13MA6hzHRmn5hmIzt3y+IeTY9nIrN322jg8vHUap2UmftDhSdIoOMfLomaKlX3ocG4pD5w6qpCJuPCEPpezfLzn+/c+wk046gHRNOo+Nfgyz24wv4EMtUTdZonW0Ei+PZ1LOJBbsWRAWEwqEDE0eetiupdZVS42rBofPQZw0Dr1cH+KGZ1Qaef2E17l68dUhw4v7GPpwz4h70MiO7oUS1IvYU7ucypytc3D6QktNxEIxx2cez/nfnx/xvu9veZ8z8s6IOrvJoDBgUBgYnDw45tfdHiodlRRbi9lVu4t0TTq5cbkkq5LbVRrmM5koe+hhbIsXNx4z7d6N+bPPyf7sU6QtnBHVsMBu6e1bg1DZ9M52tGyD5bvvo96n9rPPiJt+WruH6raEgDN8TtDBxMotr72IjUaS7r2XikcfDTkuSUsl8YbrW+S2B+Az1RD0ehEo5G2ygffb7QS9PkQadUh2rK1Is7JIeexRku64nWAwiEirDRGD9SWi5dTNn4+3vAzNhAkoBwxA0sTA6m5GNclaOeWWcBvyq8Z1IekQowqX10+hKfrnYGeFDbfPHyKqxCIhgzLjWXTzWJbtNrG32s6QbD29UrVNur9ZXV6Kahy8v2wfxbVORuTqObV/GunxSkTNCIA6p4cHv93cKKgO5qMVhVw4PKtJUaWWi8lKUEZ9rgOyjv6NqRq7myd/iOz2Z3H62FZm4dyhHTsmIkkr560LB/P12mLmrCjE7vExoWcS1x7flayE2PUsHs10iqpOOmkjaqm6TRbYRxMKsYLrBlzH+qr17LfubzwuQMCjox4lUXF4dp+LrcXc/uftbK7e3Pj4U3KmcMvgW0L68nLicpgzaQ7l9nIq7BVkaDJIVCYeNX1fLSFVncqcSXN4cNmDbDHVl9V01XXlgREP4PK5sHkjl+j4g37KbGVkaDIO5+W2ixJrCVcvvpq9lgP9evGyeGZPnE1efF6bhZWnsDBEUDXgN5upev0NUh58oMWL6Y5CbDQiNibiqwwfdi7r0QORLvJCzd/EbKaAzYansBCRTtfhRheKPn2ixqTZ2UdNtkekUhF36jSUQ4dgnvcVvooKNBP/ERgpzdv0+2pqcKxaTfXrr+EtKUXWvTvGW25B1qM7ohY4AvpMJlxbtmB6/wMCViuaCSeinTIlYmlnW55bpPJGv91O3fffU/HggYy2deEPSNLSyPzgfaRRslkNNuTXfLy2cX6SRCTgklE5nDkoHdEhPT4KqYjuyZqwXqMG+qbHoYjQIyURC8lMUJHZwoW00+Nj4aYy7py3qfHY8t0mZv25l8+vHEF+auQesmAwSInZSbXVzfI90c09/txZRffk6J9Xo0bOw9N6cdF74X1sJ/Y0kqw9+ntS3b4AOyuiz8Rasbemw0UVQHKcnCvGdeGMQekEghCnFKOQ/HekhiAYDP77O8dagcViIS4ujrq6OrQxsNPtpJNjgXJbObXuWqqd1ailahLkCRgUhqhZkVhS7ajm8kWXs9u8Oyx2dvezuX3w7cjF/z7HoFpXLXXuOoIE0Uq1JCgSKKgtYPq306Pe5+PJHx8zw7Mtbgu3/H4LK8vDh3walUbmTp7b5v7DsocfCTGAOBiBVEqXn39qcsf+cBAMBnFt2UrRxReHzHMSGQxkzfkAWW5uxPvZ/lrC/pkzI8ZUo0ch69oV3TnndHi2yldXR+UTT1I3f35oQCAg8913UI0Y0f7HqKkh6Pcj0mrbbQzSQDAYbLFY99vtmGbNwvTWrLBY2ksvopkwIcxG/mB8tbVUPv0MdV+H9nOKEhLI/mRuhw2Qdu/bx56Tw2dVAWinTSXloYea3FSotrqpsXtwev3EqyQY1LKoJgXr95s57bWlYcelIiE/3jSG3MT2bywW1TgY/+zv+CLU4PVJi+ODS4dEdKPbVWHlrLeW8/j0Plw7d+2h7X+N3HdKPpeNbvr7Ynf52FJWx6Pfb2NjcR0JKikzx+Ry+qA0jJoj8/fH5fVT5/QiEgowNNMXVmV1cfZbK9h70ADfg7l7Ug+uHPfv7q/tSFqqDf478rGTTjqJSKWjkmfWPMPPhQeG6+Yn5PPcuOcOi6iqcFREFFQAX+/6mkt6XUK6pu19BK25jjJbGVWOKjK1mSQqEtErOq5PK14eH9bvFC+Pp4uuS8TXQyfTYVQeOzOOat21EQUV1H/mKhwVbRZVTS10aSp2GBEIBMjze5LzzXyc69fjLihA3qsXil69msygyLrnIevRA/f20FIegUSC/sIZlNxxB3FnnNHRl484Lg7jbbeiHDyI6tlv46+uQt63H8ZbbkbatWu7zu2tqsK+dGljP5z6+OPQX3ghkvT0pt/bFtCa7KffZMI0++2IsfKHH0HRr1+T4txbXBJRUCVcfhnesjJ8JhOi+HjECQkxzezZl4SLnAYsC3/AeNNNTYoqg0aGoYUzqboZ1bzxv4H839ebqP2ntyg1Ts6L5/YnXR+bbPC2MktEQQWwqaQOs8MbJqpqHR7umLcRs8PLuiIzo7sa+GtXdcRzjO3WfGm+Si5maE4C718yFJfX3yhkmis97Ah8/gD7ax288ftu/txZjVYh5vIxuRzXPTGqwEvUyLl+fNewniqoz0ae1Ovodsb9t9Apqjrp5D+Mw+vglXWvhAgqgK2mrVz/6/XMnjgbg6Jje8VKbZEHRQJ4A14c3qZ7O2JBgbmAqxZdRYXjgAPUIOMgnhr7VKsX/m6fm3JHOYsLF1NkKWJ46nD6G/uTomq+FClBkcBTY57i0p8uxeKxNB6XCqW8ePyLh60cMxYc2jN2KGa3uc3njps2ldqPPoocmzo1xHL7SCIQCpGmpbWqFExiNJL+8kvUvP8BdQsWELDbUQ0fjn7GDEzvvI1QLo/JUOKWIDYY0J15JurjjiPo8yFUKtv92L5qE2X33Iv9zz8bj9V++BF1X88n+4vPD0u/WAOeffuimon4TSb85romRZXlhx9C/i82JpLyxBNUPvMslU89XX9QIEA7ZQrGO26PmSW+3xa9zAufj6A/vLeorahkYib2SqZ/hg6T3YNIKECvlMZ03pDXH/k9aMAfIQVVa/ewrsgMwOdr9vPyuf3ZUGwOG3h79bhcjK0o39OrmjbSOBzsqbZz6qtLcXrr38dyC9zx5UZO6GHkqTP7Rs1ajctL5Mqxucz+a0+j8YZWLubNCwaRqvv3VXscjXSKqk46+Q9jcpn4bvd3EWMF5gIqHZUdLqpS1alRY2KhuMOzZRX2ijBBBfB35d88t+Y5Hhz5YIuvweP3sLxsOTf9dhP+YP0fxK8KviJRkch7J79HlrZ5Q4S8+Dw+n/o5K8tWsq5iHd313RmXMY4UZQoiYesb4GucNdS4avAEPOhkOgwKA1JR2xYODbOzJEJJs31sWqkWhVgRVVylq9uefZSkpxN32qnUzf8m5LjYmEjCFVcglB/bCwiRLh5pt64k3fN/CKUynJs3UXrXXfjNZtJffRXBYS5NFxti9xvgKSoMEVQNBGw2ql5+mZRHH43pIF5f3f+zd9ZhctVnG76PjcvuzLrFPSHBnQDBHYpbAsWtaGkpUii0hVKkwAeU4lagWHG3AoEgCUQgCUk2slmXcTny/THJJpuZWZ3d7Cbnvi6ui5zfzJmzO2dnznPe932eNkgkEJ3ONPMQoYvzROhkFkQLhzG0jhfwBRddTO1NfyJZXb1ho2EQeP11JK+Hoqt+i2jre5uja7fdaLzr7oxrtilTEF25nXeTRIHSPHunRhN9YVKZF0FIc+8HYGSBk7wMeVPaRpWttmiSW95cxL0nbcenSxr4ZkVLqn1vr5GMK3Z36Tg4mAjGkvz1zUXtgmpjPvipnlXNkayiyu+ycvG+ozl55yqqmyLYLRJlefZ+y8QyScf8LZuYbMVEkpGsduqQatPqb4odxYz0Zp4vOXr00f1uQlETrkkTVOt5t/pdmmJNGdcy0RBp4MpPrmwXVO3bow3cPPtmAvFAlmduQBAEyl3lHDPmGP60x584deKpVLorkaWe3wP7pfUXzn7vbI7+79Gc8PoJHPXqUTy18ClaYtnNEDLRGmvl/er3OeOdMzjgPwcw6+1ZvL387U73U2Av4KwpZ2Vc27dqX/y23r+vss9H0VVXUfmvh3DusQf2adMo+t3vGP7vf2Op7P9W0f5G8rjxHHAAgijScM89tDz7byyjRlH56CPEli5lzfkX0PbWWyTrevb3qTY2EluyhOjChSRrajCSA28VHXjzraxrwffeRw90/TfSHdTmZoIffsiqs89h+fEnUHPttcSWLEGPbwi/VSoqEJ2Zb5hYx47NWPHU43Gi8xew+tLLcGy7bft2wWZDcrs6CqqNaH3hP6iN6aYlvUGpqMC5557pC7JMybV/QM5PP+6e0BiMM39NG2/9uJa5q1qoy+AWmEsKXBYumJ7eUiqJAn85ZgqFGVrePHaFivwNIm9xXYiZj37Nz7VBdhzu48YjJrHLSD/5g6Dy1BMCMZWPFmc/T96eX5t1DcBlUxjmd7LX2EJ2HO6jPM9uCqoBxKxUmZhsxTgUR6c5VcWO/g8aLXAUcN+M+7jikytY2LQQSLn/HTziYM6fej52OTd3R1tiLTTFmlgTXIPP7qPYUUyRo6hT4agZWpdtbBuzuHUxcS2ecW322tm0xlvxWAemyrA2tJYz3zmT5tgGV6yoGuXO7+6kwF7AEaOP6NZ+4lqcV395ldu/2ZCdtCKwgqs+vYpLtr2E0yaeltFIxCJZOHbssThkBw/88ABt8TZsko1jxx7LmZPPxGvrWwaa7Pfj2mMPHNttl2pNc7n6PI8zmJD9frxHHIFjt90wIhGCn37G2t9ejdqQuuCKzJ6NbdpUKu6+O2sw7noMwyC+ZAk1V1xJfEkqd0h0uSi84go8hxzcKwvx3iJYsl/kCrIMfbDaX48WCND00EM0P/pY+7bg2rUE332PYU88jmO77QBQCgspv+MOVl1wIWzUMie6XJTddiuyP134x5csZcWJJ4Kq4txxR1wzZhD64AOkvLxORa6RSKBHuv9Z0hmyz0fpn28h8OabND/2OFpLC46ddqTossuwZDFA6S5rWiKc8+S3LKjZIG6H+R08dsaOjCjoH7dbt03h13uOYPthedz70VLqAnGmVeZx8b6jGV6QuWpZ7LFx81GTOeOxOe0VLsOAz5Y0Mszn4MeaNl6Zu4YDJpVQ4rHhyVDtGowIgCKKJLK0RNqUvtv1m/QfpqgyMdmKKbAXcOToI3lxyYtpa2Pzxw6YMUKFu4L797s/lVOVjOC1pnKq3JbctLHUheu49n/XMrt2dvu2MmcZ9+93P8Pc2VvyHLIDl9L9C4lQIrMd+nqS+sBVBhY0LeggqDbmnrn3sEvZLt16fxujjdz7/b0Z1x6Y9wAHjzg4q5GIz+bjpPEnsd+w/YiqUayStU/th5noKg9qqKMUFND63/9Sv0kOE0Bs7jzCX35J3lFHdbqPZE0N1aedjt62IZRTD4Wou/FGlKJC3DNm5Pqws+I59FCaH3kk45r3yCNyMg+nNjV1EFQbFlTWXn8Dwx5/DNnvR1AUHLvswsjXX6Ptv/8lsfQX7DvugHvffVHK0tuS1bY26m69tT0UueHuuyn5wx9w7bEHgXfeyWplDiBYrYiO3LXPKYWF+E4/Hc/BB4OuIzqd3TbD0IJBjGQSye1G2ChIui2S4Kr//NBBUAFUN0U46/FvefacnbMaJei6QVM4jm5AvkPBksFqvTN8Tgv7Tihmu2H5JFQdl1XuMix2p+E+Xj5/N25752d+XN1GsdfGzF2Ho+o6FzydcgO8/d3FXDpjDLN2H95pVtVgId+pcMS0Mv7z7eqM6wdPNg0nBjOmqDIx2Yqxy3YunHYhcS3OG8vewCB1y29a4TRu3evWAc1/8tl8+Gy5d9uLJCPc/d3dHQQVpNr+znnvHJ44+AmmFk5lXkO6a9KsSbN6ZA4x0T8x61qps7RTkdgSayGhJbBKVvJsed1+zWysz8DKRG24lqTWPYHXEmshpmVu/0noCZpjzZ26M0qiRInTvBDoLVogQOuzz2Zdb3n237j22afTalNkzjcdBNXG1N9xJ/Zp0zJWZfoDpayUvJNPTrPEl0tK8J99dk7m4aI//JB1LbF0KVpbW/vPK1qtWEeMoOg3v8HQtE6De41whOicjbKMNI3am25CqarCvd9+yGWlWEaOJLFsWdpz8048MaezaZBqFe6J+YXa1ET0hx9ofuRRtLZWXHvvTd5xx6VcFwWBxnCCL37J3O78S0OIxlAio6ha2xblle9reObrahKqziFTSjlj9xFU+Xp+w6MnwsdhlZlWlc/9p25PJKGyujnKta/M5+dN8pru+mAJ+4wvGhKiyq7IXDJjDP9b0pgW0nze9JH9NtdmkhtMUWVishmIq3FCyRAWyZKzakxvKXQU8oed/8D5U8+nLdGGQ3bgs/nS7L6HKk2xJt5c/mbGtbpIHQ3RBm6ffjt/m/M33l/5PrqhY5ftnDHpDE4YdwKK1P22kQJ7AYeNOIzXl6ebf1yz8zUZK0NtsTbmNszlvrn3sSq4ihHeEVyy7SVM9E/sU6vgmLwxWdf8Nj+y2L2Pf0Xs/Ofvat2kbxiGgaF24uamqZkn/DciOvf7rGuJX37BSCR6e3g9Rs7Pp/CiC/EcfBDNTzyJHgjgOfhgXHvthVLWtUNmdxCVzs9JIYvhS2eCKrVjAdHpQA93dCRNrlxJ8yOPIBUVUvngg6y5/HJiP64LshVFvEcfTcFZv865gYqhaSRra4l+P5f40iXYJk/OatmvtrRQ//e/0/bSBgv4+OIltPz7OYb/+99YR44gEu/cNbAtkn6e1LZFOfOxOSxau0HIPPr5Cl6dW8OrF+5OZS+EVU/x2hWSqs7vXvqRXxoydws8ObuayWWetIDjrmgKxWkMxakPxClcZ0XfVWZUX6nyOXjxgt34dHEDb/64Fp/Twum7DmdUoRPvEGlj3FoxRZWJyQCS0BKsCq7i0fmPMrdhLkX2Is7e5mwm+CbkpDrRW1wWFy5L//TLb25iaizNOGJj1obWMrVwKjftdhOXbncpUS2KS3FRaC/skaAC8Fq9XLHjFUwpnMIj8x+hPlLPRP9ErtzhSsb7x2c8tpeXvszfv/17+7YfG3/k7PfO5sbdbuSIkUf0yqACYGrRVJyKk3AyPQzy7ClnU+joXgUu35ZPuaucNaE1aWvFjuKcZnkZmoYejyNaLKn5GhNkrxfvMUdvuEjfBO/RxyB1MRNlHTs265pSXga9PMd6i+zzIft82LfZJhX+m+MWTtvkySBJHeak1mPfdhpSXu9myCS/n7wTTqD5kUczrrv33BNLZQWVDz6A1tyMHo0ieTxIBQU5dTSEdeHSixaxcuYs9PCGv/Fs4dLJtWs7CKr16IEA9X//O2W33YrHLiOLQtbMqExVqm+rWzsIqvU0hxM89sUKrj5oXI9bAXuDphu0RbPfHGgMxVENg54cyZrWKBc98127dTvApDIPD566PRX9LBbL8+yctFMVR04rQxZFLPKWMy+6JWO+SyYmA8jCpoUc+9qxvPrLq1QHqplTN4dz3juHZ356pst5HJPe4VScnZpdVHmqUo+zOKn0VDI2fyxlrrIeC6r1FNgLOGn8STxz6DO8e+y73L/f/exQskPG2azGaCP/+P4fGffztzl/oyHae7ewUmcpjxzwSIfqmCiInDz+ZA4ecTCi0L2P/yJHEXfsfQdOpeNFoV22c+c+d1Jk7/vcnZ5IEF+xgvo77mT1BRdSd9ttxH/5BT3Wv65jalsbsUWLqP/736m9+RYi33yD2pg5QHRz4t5nHywZ8pssI4bj3nffLgNvXXvuldU+vOCCC1CKNk/+mWi15lxQQcoCvvi6a9Nfz+2m5MYbez23JSoKvtNPxzoxvc23+IbrkdcZhsg+H9bRo7FPmYJl2LCcCyoAta6O1Rdc0EFQAWiNjay5/ArU5o7zlKEPPsi6r9BHH6G3tVHosnLSTlUZH7PfhCL8ro7tc3FVyzr7A/DGD2vbA4P7G7ddZs8x2c/jQ6eUYu2BuGuNJLjqhXkdBBXAgpoAFz37HU2hzIZEucZhkU1BNYQwbwWamAwQTdEmbvjiBlQ93WnvgXkPcOjIQwdltag+Uk9LrIWknsRn82Ws4MS1OI3RxlSQr5HKniqwF2CV+7dNojsU2As4feLpPPjDg2lrk/yT+sXhUBCEbptAZDOvCCVDtMRbKHX1riVKFEQm+CfwzCHP0BhtJKJGUpUlm6/H59m4/HG8ePiLfFHzBT82/shE/0T2KN+DEmdJlxf0XWEYBtF581h15q/bLb4js2fT8vQzVP7f/+Hcfbd+qVqpLS00PfSvdtMEy4jhyIUFaMEg1nHjsGQwKthcKCUlVD3yMIG336b1xZfAMMg75hg8hxyMUtr1vJpSWkLVI4+w+sIL0VrW2eBLEr6ZM3Hts08/H/3AIzoceA89FPuUbWh5+imSa2pw7rornkMPQelBEHMmlJISKh+4n/jSpYQ+/AjJ58Nz4AHIxcVIroH7/FYbGlDrM990if/0E1pzM7JvoypyZzdR1v0NO6wyV+9SxDkjZZpjGu/XxHnqh0ZmTCjmygPGpc0kCQjYlOz7tSoiYt/NHLuFwyJz0T6jefPHtcTVjs55ZV4bu4/u2TxbUyj7fNncVW00hRP4+7kN0GToYYoqE5MBoi3exrK29AFmAAODhU0LuxUOO1CousqCxgVc+emV1IZT2RgO2cGVO17JgcMObJ/3CSVCfLDyA26efXO7oYFVsnLNztdwwLADNrtQtEgWThp/Erqh88TCJ4hrcQQEpldM55qdrxlQM45N6WoeSRL61jYjCALFzmKKnX0TjpIoUe4u57hxx3HcuOP6tK9NUevrqbnyqvTMJE1jzW9/y8hXXs44I9JXEtXV7YKq4OKLkAsLaXnqaRIPPIh11EgKL7sM+5QpSAMctJsNpbQU38yZeI9IWeFL+fndtpAXZBn7tKmMePkl1Pp69GgUpbQUye/vlyrKYEByu7FPmoj1ppswEglEmy1nlvtKURFKURGu3XbLyf56gx6JdL4e71hJcc/Yl8Z7M7t4umfMQHA4Cc+ZQ92NN5FYuhSLIHDcXnty/u9+j1BWgT2DE59FFjlt12G8lSU76ZSdq/A7B054DPM7ePXC3bnlzUV8tqQRRRI4clo5v5kxhrIeGjyE4tnzGyEV0mtisimmqDIxGSC6uqMvC4Prz3FtaC1nvXtWB+e3iBrhpi9votxZzm7lqQuK6kA1137esdUmrsW54YsbGJM3himFUwb0uDPht/s5d5tz+dWYXxFMBrHL9pxatvfluPKt+bTE00N0y13l/eKGONjQWlpQ6zKHL+ttbagNjTkXVYaq0vJMylHPc8ghGPE4tdff0L4em7+AVb8+i5I/3UTeUUd1sJ3enAii2GuXPkEUUUpKUEoGlxOjoWlora0giMi+3JvjiLIMW8B8ntrYiNrUjBGPIeXno1RUgCiCnp5nJDgcaS2OcmkpeSeeSOu//91hu5SXR+Hll5GsqWHlzFkb9mcYhD/5lPiiRQz7978hS+V2bLGbI6eW8eq8mg7bJ5V5OGJqGeJAlaoAWRIZX+rhvpO3IxBLIggCPqeCXen5+++1KwhCdg+YoeAkaDLwDP1PGhOTIYLX6mWCbwKLmhelrUmClNHIYHPybvW7Wa2075l7DxP9E7HKVh6dn3loG+CR+Y9wyx634FA2f5aQVbZS7u5b60+uKbQX8vfpf+fc98/t0AZol+38ba+/ddtMYihjZDAT6Lje+R3j3r6m1toKgOfww1hzyW8yPq7+1ttw7b57xswik76TqKkh8MYbBP77Gsgy+SeegGvvvbsMM97aiP/yC6svvmSDVbui4J85k4oHH2D12eekPb7ggvORCzt+dsh5eRRecjHu/ffbYKm+7wy8RxyO6PVS+6fLMgo0tb6ByNdfY8mShVbgsnLdYRM5aacqnpy9gpiqc9z2lUyrzKPEm1u3w+7isSs9DvtNajqqZmBTRARBwO+ycPg2Zfx3E7EIMGNCEX6nKapM0jFFlYnJAOGz+bhxtxuZ+fZMomq0w9rVO12N37b52tA2RdVVfmjMnvWyvG05cS3VXrIyuDLr41YGVxLTYoNCVA1GJFFiWtE0Xj7yZd5a/haLmhcxtWAq+w/fn1Jn7lveBiOyz4fo8aAHAmlrgs2G3IMcnu4iWq14Dj6Y8OefY0Rj6a2H69BDIdSWliEtqgxdz1nb26aoLS3ooTCCJCLl5yPau99ilaypYeVpp5Fcs+GitfaGP2KbPJmK++41hdU6kmvXUn36TLSmjeZ7kkma/vUvigoLKLvzDur+dHNqhqq0lMLfXIJr+nRES/pFv+zz4dp9d+zbbpsK/3W5ECRpnS17dtv92E8/kWxsBFVDdNjTWmIL1lmNbz88H8NgSBkrBGNJVjZHeOLLFaxpibHnmAIOmVJKRb6dPxw6AUUSeGVuDZpuIApwyJRSrj10glmpMsmIKapMTDYioSWoDdfy4coPWd62nB1KdmD74u0pc+XmompM/hj+c/h/eHnpy8ypnUOps5TTJ57OcO/wQSU8ZFFmom8iH678MOP6MPcwLJIFh+Jgon9ixuobpMJwnfKWObORKxRJYZhnGOdNPQ9VV7udH7WlIBcWUnLDDdRccUXaWvHvfpfzwNT1OHfZOSWWumgNG6rW7smatYS/+orQxx9jqajAc/RRWEpLEXMwQ6XHYsR++om6m28mNn8BgqLgPuwwCi+6CEt515+VhqbR+vIrHQTVemLz5xP9/nuUgw7q83FuCcR++rmjoNqIpgf/yYgXX2TESy9hJBMIVmu3woA3dVwUJAnZ7ye56ZyWIFD8+98h2OysnDkLta4O28SJFF1xOdbRo9POJaWHGVCbm0hC5b9za/jDK/Pbt/1vaSP3fbyUF8/bjTHFbm46cjKXzBhDMKbissoUuKy4bEPzM8Gk/xEMo4vUwK2MQCCA1+ulra0NzyAZUDYZGFRdZU7tHC744IIODn351nweO+gxRuaN7OTZPX+tSDKCVbIOCoe8TKwMrOToV48moadnf9w34z72qtgLgF9af+HY/x6LanRs05IEif8c/h9G548ekOM1GbpooRDxpb/QeN99xJcswTJ8OAUXXIBtwngkd//NvSXWrCG5ejVrLrscbRMLagClspJhTz/VrQtVAC0YTFlcCwKyz7fZZrES1dVUn3ZaR3c4QaDsr3/BdcABSD2oKGUiOn8+K044MS0HSqmqYtgTj3c5t5VsbKT6lFNJVldnXHfuvhsV997bo8rXlkrDAw/QeNfdWddHvfM2lmF9Nzhqee45am/4Y4dt+aedih6J0vbiix0fLAhU3H8/7r2n9/r1EqpOQtWxK2KPA3lzRXVTmH1u/5hMsVw7Dc/nn6fvYFakTIDua4OhdVvBxKQfqY/Uc9nHl6VZnrfEW/jD53+gJdbRTKA13sqy1mV8vuZzFjYtpD5S3+3XkkUZj9UzaAUVpHKOHtz/wQ5tiVbJylU7XMU2hdu0b6twV/DA/g9Q4txwIVXsKOaB/R6g0l05oMfcW1RdpTZcy+rgahoj3cspMgyD2nAtX6/9mtd/eZ2FTQtpima+o7ylosdUkk1R4tUBEmtDqG1xDK3n9+kklwvHtKmU3/F3hj//HBX/uBvnTjv2q6ACsJSXY9tmG8rvvANhk3YpweGg/I6/d0tQGckkscWLWXPlVSzdb3+WHX4EDffcQ7I2sytaf6IFg9Te8ud0u23DoOaaP6A19D77DEBra6P+b7dnDNZNrlxJbMGCLvchQOctiaLUbvOdC5INDUS++Yamhx+m7c03SaxenbXlc7BhG5M9uFnKy0Ow5uY7xD1jBu5DD92wQRBw7blnuqACMAxqb7qJZBaDmc6IxFUWrQ1w3avzOfPxOfzt3Z9Z3hhG1dLnufqbuataMwoqgK9XtNA6QBlbJlsOZg3TxGQdq4OrCSfDGdfmN86nNd5Kvi3lTlUfqef6L67n8zWftz+mwl3B/834P0Z400M6+4OYGqMx2kg4GcYhO/DZfDgtuWu1UySF7Yq347nDnqMp1kRST1JgK0jLn7JKVnYu3ZmnD3ma1ngrhmGQb8vvVk7TYKAh0sCLS17kyYVPEkgEGOYZxuXbX84OxTu028ZvimEY/Nz8M+e8d04H576phVO5ffrtHQTmlooWTBD4YCXhr9bCugsTucBO/rFjEF0KkseKaOmZJbzkdve7kEp7Tbsd+3bbMfL11wi8/Q6xBfOxb7sd7hn7dnuWKr58BSuOPQ4jkarq6oEATf98iNAnn1L50D+7XenKBVprK+HPPsuyqBGdOw9LVeaA1+6gR6JEvvkm63rwww9xz5jR6T4kn4+8Y3+VEmcZyD/5JMQsYcU9JbFqFat/cynxhQvbtwk2G5UPPoBju+0GjbNjNmwTJiDl52/IF9sI/zlnpxlS9Ba5oICSa/9AwbnnEPnmG2S/Hy2YPZBeralBCwR6NPuWUDXeX1THb56b2+6q9/XyZh79fAX/PmcXtq3Kvftj58fTuZDTzUYukx5iiioTk3VkE1TrWe/OFklGuOf7ezoIKkiJsnPfO5enDn6KImf/XkQ1Rhp56MeHeGHxCyT1JKIgsn/V/ly141V9ziTaGFEQu51zVOQoGjJCaj2tsVb+/NWfeX/l++3bLKKF1cHVlDpLSerJjDlWdZG6NEEFMK9hHnd+eyc37HrDoJqRyzWGphP6upbw7LUdtquNUZqeXkTeYaNI1kawj/chDIGhdVFRsFRVUXDO2T02dtBCIervvLNdUG1M/Oefif30U0ZRpUejqI2NaE1NCFYrkt+fE/FlqGp2H2hAj3T+OdclooCUl5d1zkcu7vqGgiCKeA49lNaXXyGxdGmHNceuu2CfPLlvx7iOZEMDDf+4p4OgAjBiMVadex4jX38NS0VFTl6rv1DKSql64nFWX3TxhnZJScJ36il4jzwSQepblt3GyPn5yPn52MamqmPBTz/t9PE9nTesDcT47Ys/pJ2ecVXnsufm8vx5u1LkHjjHwM5E3NhiV48dBDdG1w1qAzFWt0RojSQZWeikwGU12wm3cExRZWKyjs4qTH6bH48lVbVoijXx+i+vZ3zc2vBaasI1/SqqomqUB354gOd+fq59m27ovFP9DoFEgFv3urW9ombSOY3Rxg6C6rLtLsMqW/n3T//mjm/vYKR3JJdufylTC6fitXrbH7cysDJjthTAOyve4aJtLxqUokpXdYyYiiCLiH0YttaCCUKfrc78GsEkRlIj8NZKLOUu5PzNY6vcW3rqlKeHQkT+97+s68G33sK9114dtqnNzTQ//gRNDz8MaqrdWCkvo+Lee7GOG9cntz7J7cEyahSJX37JuG7fbrte7xtSFQ3faafRcNddGde9hxzSrf0oJSVU/eshwl98SetLLyHIMvmnnIx92rScVV+0lhYCb7+dcc2IxYjNXzDoRRWAbcwYhj31JFpzM0Y0iuTzIxf4ER25+4zRk0nUhgaMaBTBZkcuKsQ6ciSCxZLxhoFtm23SsrC6YmVThFgyc3VoRVOEplBiQEVVodvKzN2G8fgXHWf7ZFHgz0dPocDVu9ZKXTeYX9PGrEfn0Bze8Ls7aFIxNx05mSLP0PpMNOk+pqgyMVmH3+bn+HHH8/zPz6et/XbH37ZXYWJqLM2UYWNqw/07R9ESa2Fs/lju3uduVF1FkRTeXv42by5/ky/XfklzrNkUVd1kccvi9v8/fOThNMWaeGLhE+3blrQu4cIPLuS6Xa7j6NFHo0ipO5edzc9phtZuNz9YMFQdtSVG6LM1xFcEkNwK7r0rUcpcSM6e3401kjpGLHu+lNocQ7TLqM2xISeqeoIWDmMkkohOZ3vu1aZI+R0DnA3DIPje+zQ9+GCH7ck1NVSfPpMRr7yMUlKC2tCQuog2DGSfD7mwsFuVAbnAT8kNN7By1qy03CH3YYf2uRomSBLeY44mNHs20dmzN1oQKPnTTcil3W99VUpKyDvmaNz77weiiJQDZ8KN0VpaoJPZqWR99+dgM6E2NZGsrSW+eDFyYRGWkSNQiotzWj1aj1JYiNJDsaknk6nfgSAg+/1Zxbra2EjzM8/S8vhj6OEIgsOB79RTyTvtVMpu/xtrLu2YYSV6vZTdcjNyfs++Z6LJzjPp1F7MY/YFr13hkn3HsOtIP/d99AsNwTjbD8vn4hmjGeHv/blY0xbllIe+IhjveJ3w9oI6RhS6uHz/MSj9cI6YbH5MUWVisg631c0FUy9ggm8C//zhn9SGaxnnG8fl21/O5ILJiELqC8mhOLDL9rSsqfX0pzmDYRg0x5p5dMGjrA6mKgWKqHDyhJO5fPvLuePbO6iP1DMqb1S/HcOWxMbVpwOHH8ilH12KQ3Zw6MhDmeSfRESN8M6Kd7jj2zvYo3yPdmv9zpwgPRbPoLORT9aGqX/gB1g3Q6DWQ/yXNtx7V+CeXolo79lXgaCICHYZI5r55oLst6MFEr0yrRgKGKpKYkV1qu1PVfEccQQtTzyR8bHeIw7v8G+1oYHG++7L+Fg9GCT63XckS0pYc8lv2udoRK+X0ptvxrX7bt2qTtimTGb4889Rf8edROfORfb78Z/1a9wzZvS4upAJpaiIittvJ7lmNaHPP0fyenHuvjtKUVGvqif9NUdn6DpyaSnq2rUZ1/vSZpisrWPNFVcQ/fbb9m2ix0PVvx7CNmlSvwirnpBYvZqWp58h8NZbCIpC/vHH4zn8sDRnRj0SofH+B2h5+un2bUYkQtM//4na1EThlVcw8rXXaHvlZRLLV+DYbTdc0/fqVXZbiceGIgkkM3wulHhsuKwD/zvzu6wcNLmUnUb4SGoGLquM09q3S+P5awJpgmo9T3yxglN3GUZ5nulsuSViiioTk43w2/0cO/ZYpldMRzM0LKIFn73jneZCeyGnTjiVh358KO354/PH96tJwdrwWs5971wCiQ1BqUk9yeMLHufKHa5kkn+SWaXqASO8I3DIDhJagrAaZkrhFM7Z5hxeWPwCd3x7B26Lm8NHHc7JE06mNd7aLqqKHcVMLZzKvIZ5afs8d5tzKXTkpn0pF2jhBC0vLWkXVBsT/Hg1ju2LeyyqJLcF914VBN5Zkb7msSBIAnpURfFvmVWqxKpVLD/+eIxIBASB/HvvITJnDvFFHfPaCi+9NO3i00gkUDupkMQW/UTspZc6GBPobW2sueQSRrz4IraJE7o8Psluxz55MhV33YkeiaRyiHLUUrceuSDVgmafOjWn+80lcnExBWefTe1NN6Wt2bbZBqWivFf71aNRGu69p4OggpRBycpfn8XIV1/pdWC0HomgtbUBKTG9aaZUd0isXs2KE07sMPdW//e/0/b661Q++EAHYaU2NtLy739n3E/byy9TcM7ZWEeNpOiKKzBUtU+5bXaLxHnTR3HPhx3n6EQBfnvQODw9/BzKJT5n7px4q5uyzy2GE1pGgwxV09GHWHDyelojCWJJDZsitc+M6brB2kCMJXVB1rREGV/qodJnH9D2zs2BKapMTDLQ2UWxRbJwyoRTSOpJnln0THuO0+5lu3P9rtdnNDbIFd/Xf99BUG3MU4ue4pJtL+lggb4lEUqEaIw2MnvtbGJajF1Kd6HYUdwnEVnkKOLeGfdy/nvn45SdnDXlLH7z4W/a39NAIsAD8x5gh+IduGHXG9qf57f7uX367dz57Z28s+IdNEPDY/Fw7jbncviow9MCfPW4hqFqiDYZYYAzWfSISrIm+5d8ojqAUtizCzdBEnHuUIwWThL+oob1vsRKiQPvISNpeXkJnv2rEF2D21mtN+jRKI0PPJgSVJCyKv/t1RRf83sQRSLffIucn5+qCpSWIm2SaSJYLMglJahZ7NYtw4YRfP/99AXDoPGhhyj78y3dzm+SPJ6019+akH0+xLw8Sv54A00PPURyTQ2CxYLn0EMpuOD8XrdCqk1NBF79b8Y1PRgktmRpr0RVorqa+rvvJvjue2AYuGfsS+Fll2EZPhyhmxbzejJJy9PPZDQSif/8M5G5c/FuFKystbVltMdP7UxHbWlpz8HqaxC2z2mhLM/GnSdM4/k5q1jVEmFCqYcTdqzE77Tgd20ZF9xTyr1Z14rcVuzKhu+AplCcJfUhnppdTSypcdwOlUytyKPEO/h/F23RJD+sbuWOdxezrDHM6CIXVxwwlsllHlY2RznlX1/RFt3Qfju+xM3Ds3bcoqt0pqgyMekFfrufC6ddyAnjTiCYCGKX7fhsvqwW3LliYdPCrGu14VomF0weVFWSXBGIB3h56cvc/k1HC+ZDRhzCb3f8ba+FrCzKTCucxitHvUJCS3DLV7dkDDv+pu4bmmJNDPcOb99W4izhhl1v4KJtLyKuxnEqTgodhR0ElRZOkqwNE/xkFXowiXWUF+cuZcj5NgQpdzk8ndLVxZjYu+OQ3Ba8+1fh2qUUPZhIzW01RQl9sYb8o0ajVLgR+9hGMxjRAgHCm7ii6eEwa/9wLXJRIXknnoT/3HMQs7R/yYWFFF58EWv/cG3amuj1opSXkVy5MuNz44sXo0ciZihuN5Hz8nDuugvJujqKr70WQVGQ8vKRiwr7NFtmJBKd5lyptZnbDTsjsXo1K048qUOFMvjue4Rnf8WIF/+DpbJ7beV6J+YcAG0vvoR7730QbanKTFfW9bk813xOKzPGF/P2/LXsODyfvccVktR0fHYLY4sHNkqhPxlZ5KLK52BlcyRt7YoDxlK8zqiiMRTn5tcX8srcmvb19xfVM7nMw79m7tivwqotmiAS15AkocfVI003qA/GeGt+LTe9tuGa5NvqFk5+6CtevXB3znhsTgdBBfBTbZA//nc+dxw/Dbdty7vhBqaoMjHpNTbZRoV7YJ2jJviyt/6UOEtwKoNrlidXrA6t5o5v72Dnkp3x2/2sDK5kfuN83lz+JnuU78Hhow7veidZUCSFCncFNaEavq79OuvjPl71MdsXb99hm0NxZHX502Mqoc/XEPxwVfu25Now4a9qKTx/KpYyV6+PGUCLquihBEZMQ7BJiC4LUob2GdEuY6lyk1gZTN+JANaq3t8IEK1ySjgV2NFjKnKxA/s2hUiOwfuFqTY2ogUCIIhIed4eD9sLkoTocmXMDVLrG0iuWkVnMlUQBFz77EPBxRfT9OCD7c5qyrBhVPzjbtreeDPrc62jUrN8ejyOuEnoqx6NojY1YSQSiE4nclFRt6sbWzLrbcKN0aMxNC3t99YbRIcDye/PaitvGz++R/szNI3A629kPKf0QIDWF16g8OKLu5WpZQhiWpD1xgg2a4cbKZLfj3XChLTWVQDLqFHI/tx2PhR5bJyyy3Aag3E0w8CmSPicW5bNeInHxlNn7czvXvyBL35JnSMem8yl+49l/4kl7X+XS+qCHQTVeubXBPjvvDWctcdIxF7e9MpGJKGyuC7EX99axPcrWynyWDl/+ij2n1hCobvrvw1V0/lhdRtN4Ti3vf1T2rrLKrOiKdzB9XBj3l9UT1MoYYoqExOTzc92xdvhVtwEk+kXyBdMvWDI5UR1B1VX+ab2G+7d916+XPslNaEa9izfk/Onns/d393No/MfZfey3dNm33qKKIhYREvGShXQY8GqBRMdBNV6jKRO6ytL8c+c1CvnPQC1LU7rK0uJLWpu32ab6CPvyNHI3o5fjJJTIe/o0TTcPw8j0bGX33Pg8Jy16Ik2uU827f2NHo8T/fFHaq+7jsTyFQDYJk+m9JabsY4Z020bc8nvJ/+UU6j/618zruefeGKXJgWyz4f/12fiPfIItJYWBKs1dfG/bu6p+aGHMmZN5Z14IqsvvwKltBT/rJlYqqoQHQ6Sa9dSf9fdBN54A1QVuaiIoiuvwDV9OpI3eyvS1oQgy31uX1uPXFRE4W9+Q+3116et2SZNQinv2ayWFgwR/OCDrOuhjz7GN2sWsq/rzzjZ7yP/hBOov+22jOu+k09G3Eh0yT4f5Xfdyaozf01yzZoN20tLqbj3HuSCgh78JN1DEgWKc1yFqQ/EWFIf4t0FteQ7LByyTSmlXttmu3iv8jm4/5TtaA4niKs6bptCsceKvK79O6HqPPllddbnP/3VSo7etpzCHM8gfVfdwmmPfN3+8bKqOco1L8/nmxUtXH/4xC5ztGrbYpz68FfcftzUjPb4TquUVVBB6mMtpnbuAjmUGbzfgCYmJmmUOEt45MBHuPTjS1kTSn0BKqLCmZPPZHrl9M18dP1DQk3gt/u5+MOL0YzUh/EHKz/Arbj5615/5d7v7+3U4r675FvzOXzU4by45MWM6/tV7dez416RefYNILEyiB5VeyWqtEiSlpeWEP+5413t2MJmWo2l5B8/FmmT0Eql2Enxb7YjNKeWxC9tiB4L7j3LkYscg1oI5ZJE9UpWzjqjPRcKIDZ/PtUnn8KIV17uVnuVFgwSW7AQy4jh2Lfbjuh333VY9511Fsqwqm4dj2izpTKSNslJslRVUXHPPdRccw16IHUOiU4nhZddSuC114h+9RVRIPDqq5TdeQeO7Xdg1YUXdQi4Vevrqfnt1ZTdfjueQw8xK1Y5RhBFPAfsD7pGw113p+z0JQnPQQfiO/NMgp98gmP7HVCKCrvlhihYlE5n30S3u9uCMBWsfAhtr72WVn1yH3wQ1jFj055jHTaMYc88TWLlShLLl2MZPhxLVRVSXh6J1atJ1tSAKKKUliIXFnYQZYOB2rYYZz8xhx/XbPjMveuDJVx32ASO26ESz2YSVl6HBW8WkWJgEM2S2QUQT+qdZXj3ivpgjGtfmZ9xvy99v4bz9h7Vpaj6bmULkYSGnKWC1hRKUJGf/Zz32GTc1i2zSgWmqDIxGVKIgsh4/3iePPhJmmJNJLQEPpuPAnsBNrn/+q8TWoLWeCuiIOKz+drt5QeC1kQrN355Y7ugWk8wGeTu7+7m3G3OxaX0rZUOwCpbOWebc/hq7VesDnUMtr1w2oUUO4v7/Bq5QA8n0wTVemKLmtFDyTRRJYgCst+Od/9h6NO1VPivsvXkpOiRCI0P3N9BULWvhcO0vfY6Beed22m1ytA0Qh9/Qs1VVyHYbBT/9rfkn3Qi4dlfITqdeI86EqWsHDmvb5Uh0W7Htfd0Rr7ycqqdT9PQmppofvIpIhvnQhkGtX/4A8Oee66DoNqY+ttvx7HjDijFg+Pc3ZKQ8vLIO+44XHvvjdYWQG1qJPjOO1SfcipGLJbK7brpJjwHH4Tk6vzzSXI48J1xBuHPP8+47v/1mT0yHFGKi6l84H6ic+fR9tJLCFYr+SedhHXsmKztfEpxMUpxMc4ddwRSs4Ntr7xK3Z//3N6iKtjtlN58M+69pyPmOFOstyQ1nSdnV3cQVOv50+uL2GN0IZ6SwXcRb5Uljt2+nI9+zuwEesiUEvJy3EYdiKqsaEqf81rPd9UtXc62Va97fiiuUuCy0BjqWJVSdYNVzRH2GF3A/5Y2pj3/N/uNpdiTO6fFwYYpqkxMhiCFjsIBM6RYHVzNUwuf4r2V72ERLRw/7ngOGXkIxY6BuVBbHVydNRNscctiqjxVWeeaekqZq4xHD3qU7+u/5+0Vb+O3+jl23LFUuCpwW3o2SG0Znv0iyFLl7rGN+Xr0LNlQ7euhJK1fL0O0y9gnFSB5Le3VKEESkeyDx7JXbYkRXxEgsTKAUuLENiYfyWvNuYmHFg4TnZtuf7+eyFez0Wee3mn4rFpfT90ttwBgxGLU3nQTUn4+tilTMGrXIrndfRZU6xFkGaWsDKWsjNiin6i+8KKMj9PDEdS6epCkjA5uam0teiTz345J3xEkCbmoiMDb76S3gxoGtdddh2PbaUijR3e5L9vECXiPO462F17osN1z+OHYp03r8bEpxcUoBx6Aa+/pIAg9ri7Fly6l9o9/7LDNiEapufJKRrz0IrYJXVv7DwRNoQRPzl6Rdf31H2oYVzJu4A6oB2w/LJ/xJW5+qu3Yzu9zWpi1+wgscm5vfCldfK4ahsG8Va0M8zuyVqymVeYB8PD/lnPD4ZO44vl5JLQNFTerLLJNhZdDppRy30dLef6bVcRVHZ/TwqX7jeGwbUrbWyC3RExRZWJikpVVwVWc8sYptMQ3VEbu+PYO3lr+FvfOuHdAZrhiWqzTdaFTW4CeU+Is4eARB7P/sP2RBKnXrVOS24J738q0uSpBEck7anSv56m6atfT4xqhz1KtoYF3q/EeMgLnjsWI9sF1tzZZF6bhwR/QIxtEoqCIFJw1BUulGyGHA9qCxYJSVIRakz4UDqCUl3c63A8p62mttbXjtpaWdifARHV1tx3aeoJhZG8RAlLujlnOUcFiQbAMrvd9YwxNQ21qAsNA8nq7dKIbjKiNjTQ/+mjW9bZX/0vRFZd3uR/Z56Po8svwnXwSgXfeBV3HfcABKOVlPTZT2ZjeGHNo4TCNDzyQedEwaH7iCUpuvHFQtAHqhkEolv1GU1Mo+3xPrkmoGvXBOKtbomi6QaXPQYHLgsOS+TO7xGvn0TN25JXv1vD01yuJqzqHTinhzD1GUOXLzY3Cjcl3WNhzTAGfLUmvICmSQJHHxpH3fc4V+49l1u7DM86jjSl2U+mzs6AmwLNfr+Sh07fn0yWNLG8MM7HUzbHbV1Keb0eRRP5w6ATOnT6SWFLHaZEo8tiQcmy8MdgwRZWJiUlG4lqcJxc+2UFQrWdR8yJ+bPyRGVUz+v04hnuGIwoieoaLS7/NT541r19ed9OsqZ4i2mRcu5djHZWXslQPJbGO3GCp3uv9uhSsI73El7WlrVlHeUms6njXs+3N5VjH5mMZRKJKCyVoeuanDoIKUiYeTU8spOjibZHzctciInu9+M87l9XnnZ9xPf/U0xC7cFbraqZF6CdBIPt8SD4fWnNz2ppgt6OUlSIoCkaG1kbv0UflxL1Na21FbWkBTUN0e1CK+34zJVlbS9srr9Ly3HMYsRju/fbDf/ZZKJWVg3oGTG1rQ29rA8NAXNeSl8m1bz3JHtirr3cq3NxVICMaJbkq3WRnPYnlK1ItjoNAVLmsMruPziwUAA6cPDAdFZG4ykc/N3DlC/OIJlNVY0US+N3B4/nVdhVZKz+lXjvnTB/F0duVE0vqxJIaDYE4kiBQ6LFi6cL0pid47Ao3HTmJ4x+cTUMw3r5dEOC6wyby9FepKIe/v7eYQ7cpzSiqSrw2nj5rF/7w8o98tqSR2cua2H9iMWfuPpxplXm4NnqOTZE6na/aEjFFlYmJSUba4m28X50hhHQdLy95mb3K90KR+vdi3WfzMWvSLB6Z/0ja2jU7XzOoc7kkp4I0Kg9LhRtD1RGtEoLct9YHyaGQf/xYmp/7mcTyDXMElhFeXHtW0PxMus1t5Ns6LIeO7NPr5hI9nESty9zbr4eTaMFETkUVgH3qVPznnE3TQ//a4Kwny5Rcdx2Wqq4rTFJ+PtYxY4gvWZK2JrpcvQp77Q5yURGlt9zC6gsuSHMELPnDH5CLi6n610OsPPucDYHEgG3aNArOv6BP1R/DMEj8soyaa/9AbF37pFJeRsn11+PYYYdez9Uk6+pYdd75xH/acK62vvACgXfeYcR/XsBS1T2zj4HE0HXiv/xC7U1/IjpnDgC2qVMpuf46vMcfR+tTT2d8nmvffQfyMHOC6HBgHTe+3SVzU2xTpiAMkqw0j13hdwePZ/ayz0lqHf8+xpe4GV8yMOHXK1siXPTsdx3+RJOawZ9eX8TEUi+7jsp+cyMcV/nwp3pufG0hcTV189BpkfjbcVPZe1xh1kpXbxhR4OLZs3dmzooWPl/aSJHbyp5jCnnxu9V8+NOG+a4vf2liZGHmWcAqn4P7Tt6OpnCChKqlnA3dVqQtuK2vu5iiysTEJCMCAhYp+51Iu2wfkDvKLouLWZNmMcE3gQd/eJCaUA3j8sdx6faXMtY3dkBNM3qLaJXAmrs7jnKeDf+pE9HDCfSIimCTiS1sovnZnzAS6bM1WrDrFhhD00EQctp2l/W11M5trYx47i135fx8/GefjfeYY4gtWIigyNgmTEAqKEDqxgWi7PdT9rfbqD7tdPTgRtVARaH87rv7FCbbGYIo4txlZ0a89CKN/3yI+E8/oQwfTsG552AdNQrJbsc+dSojX/sv8Z9+Rm2oT9l6l5X1uUqVrKmh+tRTO7Q9JtfUsOq88xn+72exT53aq/1Gf/ihg6Bajx4I0PTwwxT//veDrhUwuWYN1SedjB4KtW+LzZtH9SmnMvz552j7z4up6s1GKOVlODLMQxmahh6JIFgsGdvz1NZWUFVEr7fLCmp/IDocFJx3LsF3U22IHVAU8k86cbMcVzbGFLl45YLd+ctbP/H5L404LTIn71zFGbsNbw/a7U+SmsbjX6zI6tZ39weLmVS2A54s3QI/1wW55uX5HbaFExoXPvMdb16yJxNKcysMDQMq8u3ohsFPtUEe/7IaTe948MlN3/dN8NiVrD/P1syQEVW33HILb7zxBnPnzsVisdC6SW87wMqVKzn//PP56KOPcLlczJw5k7/85S/IOcqmMDHZmvDZfBw79lju/u7ujOsnjDuhzy1y3SXfls9BIw5ix5IdSepJ7LIdr3Xrzt+RnEr7XJYeU4lXB7KKEceU7FkzalucRHWAyNwGRJuEc5dSZL+91zNf3UF0yAhWKfPxCiDl9487lOR2I7ndWIcP79XzrWPHMuLllwh9+hmROXOwjRuL5+CDkUtLM7YHasEgejgMgohc4O8yvyobot2ObcIEym65GT0aRbDZOphqCLKMpbwcSw/zkboi/NlnaXNkABgG9XfcScU9/+iRKx2AoaoEXv1v1vXgu+9RcEHfKmzrSa5dS2TePMKffIpSUY7n4INRSksRe1hlMTSN1lde6SCo2tdiMVqeeZbhzz3H2t//ntjChSDLeA48kMLLLkUpLd3wWF0nuWYNbf/9L+HPv0AuLsY/83QsI0Ygeb2ojY2Ev/6a5kceRQsGce89nfxTTkGpqOh2jlquUIYNo/L++1l73bWo9Q0AyGVllP31rygVAxt63xUWWWJSuZf7TtmOcFxFFMDvsqDksHWuM+KqzrKGcNb11S1RYkktowgJxpLc++HSjM8zDHjsixX86cjJWPrY4bAxPqeFL5c1UdMaY+6q1oyP2W1U7vPJtgaGjNpIJBIcd9xx7Lrrrjz88MNp65qmceihh1JSUsIXX3zB2rVrOf3001EUhT//+c+b4YhNTIY2kihx+MjDeWv5WyxuWdxh7bARhzHSO/DtZH573+dDtkREm4z3oBHUL22FTVpg5AI7SkVm50K1NUbjw/NRGzY4xEW+q8e1RxnufauQcmzpux7JY8Fz4HDa/vtL2ppr97J+FXR9QRBFLBUV+E4+ifyTTsxaqdUTCRLLllF/xx1EZn+F6PHgO/VUvMcc3aeKluhwdCv3KBcYuk748y+yrsfmz0ePRHosqhDFTlvHBLs9q/FGT0isWkX16TNR126YaWq89z7K/v53XPvsg2TvvmjTw2HC/8tsdw4Q+eorCi++iMp/PZQSXpKEnJ+f9l4lfvmFFZtUu4JvvUXhFZfjPfJI6m6+JVUdWkfz40/Q+tLLDH/uOawjR3T7eHOBZLfj3GtPhj//PFprGwgCUn5ev1Vkc4HXruDdDNUTuyyxXVU+Xy1Pn3sEmFTmxWnNfLkdS2qsaMouyJbWh4irWk5Fld9lZZ9xRVT6HJz35LftLYfrOWXnKorcW67teX8yZETVjTfeCMBjjz2Wcf3dd99l4cKFvP/++xQXFzNt2jT+9Kc/cfXVV/PHP/4RyyAYqDQxGWoUO4u5f7/7mdcwj1eWvoJdsnPC+BMY5R2Fz+7b3IdnshFKoZ2iC6fR9voy4svaEBQRxw7FuKdXIHvTvyANTSf05doOgmo9of/V4Ni2uN9ElSCJOKYVInksBN5egdoYRfJacM+owj7RPyQCiTtrfY0vXcqKE06EZBIArbGRhrvuIvS/z6i46y7kgsF/F1gQRSzDh2Vdl4uLEXrRAiaIIvknnUjgtdcyruefeEKf2xa1UIi6v97aQVABYBjU/Pa3jHrrTaQeODUKFgtyJ2JC8vsRLBYktxt8mT8X1bY21t50U1q1S/L7sYwYQWLZsg6Caj16MEjDnXdS+te/dGr53x8IgoBSUoJSUpLT/WqRCIIg9LhiOFiRJJHjd6zgkc+XpwkUUYBL9h2dVVQ5LDITSjzt+U+bMrXCi60fMgUrfQ5sssgrF+7Ow/9bztfLmylwWTh/79FsV5XXZQiwSWYG/zdXN/nyyy+ZMmUKxRuFHB544IGcf/75LFiwgG233Tbj8+LxOPH4BheUQCA9QM7EZGumyFHE/sP2Z3rFdERBHLCWP5OeIcgiljIXvtMmYMS0VDaNS0HMcodTCyUJf12bdX/hb+qwlPc9VDkbkkPBMbkA6zAPhqYjiAKi2zKond+6g9rWRt1f/touqDYm+s23JKqrh4SoAvAedTRNDz+SPlcDFJx3bq/Fj2X4cLzHHUvbC//psN06cSLeI47odZvkerSWFkIffZR5UVWJzpvXI/t70WbDf8YsQu+9l3G94JxzUoKqE/TWNqJzvum4UZIo+/OfaXvjjU4FU/CDDygOBAZcVOWaZG0t4a+/pu2llxFkmfxTTsE2eTJK4dD4e+iMijwHz569C5c9P7ddIBW5rdz6q20YUZj9fXNaZS7adzTvLKxNm8lSJIFTdhmG0k8GEIUeG4UeGzcfNZlgTEWRBFNM9ZEt5uqotra2g6AC2v9dW5v9wuEvf/lLexXMxMQkO52ZVmxtaJEkRkwFBESHnPPKiqHp6HENQRYRLT27wJTsCnSnBcYA1OzDyEa885DhXCG5t6zzygiH293hMhH88CMc22/f4/1qoRB6KIQgywMmyuSyUsrvupOaK6/CSGwwO8k75WScu+/e+/36fBRddhl5xxyTslQPhfEefVTqAru47xbYhqplFILr0Xpx89QyahQFl1xM4z/u6bDdN/N0bJMndX1MpLsYuPfZh+CHH6LW1SKNHZv9yX0UmWpbW8oZUhSRCwr6LFqzYRgGejiMIElpVahkbS2rzjmH+OIN7pnh//0P5157UXrLzSiFg9fFtTsossh2w/J54bxdaQkn0Q2DfIeFYo+1yxtFIwud/Ov0Hbj6xR9oXJerVea1cccJ06jM7/9qnk2R+qUatjWyWUXV7373O2699dZOH7No0SLGjx/fb8fw+9//nssv3xDMFwgEqOyHAEcTE5Ohj6HpJOsjtP73l5SduQC2CT68h4xAKej7rIuhG2itMcLf1BFb3ILkVHDtVYFS4sz5nJFol7GO9xH7MXO+i2PbwTs7MagRBASrFWOjDoiNkbw9m0HS43ESy5dTf/c/iM6Zg5Sfj//Xv8Y1Y98uL0QNw8CIxRAUpcucrYzHarfjmj6dkW++QXzpUoxIFOuE8ch+f89nqTZB9vmQfb6Ug6Cu9+r4siG5XamWuuXLM647tt2ux/uUvV58p52G5+CDicz5BkNTce60E3JhYbd+F5LbjW3yJGLzF7Rvc+2zN3W3/Q0jHsd32mm0PPlUxud6Dj0EKS+vx8esRWMkli6h7ra/Ef32WySvF9/MmX2e7ctEsqaG4IcfEnj7HUSnE9/pp2ObMB7Z58PQdQJvvNlBUK0n/OmnxBctGvKiaj1FbhtF7p6ZrDgsMvuMK+K1i/egOZxAFAR8TkvOnAsTqsbathifLWlkdUuEnUf6mVDipsS7ZbRfDiY2q6i64oormDVrVqePGTmye8PwJSUlfP311x221dXVta9lw2q1Yu1F4riJicnWh9oco+H/5mEk190FNyC2sJlEdZCii6b1KdQXQG2MUv9/c1Pte0ASiP3cgmuvCtz7VCLZc/eRLVolvPsPI/5zS5oNu1LlQil2pEReII4eSoKRCh6WPBYEM48kK5LPh/eYY2h99tmM6+4ZPQvMjv/0EytOORXWhfvqoRC1f/wjrs8/p/SmG5Hz8zM+L7FmDcEPPiD88SfIxcXkn3IKlqrKHosh0WrFUlGBpZ8c3wRRhBw728kFBZRcfx0rz/x1WraXa7/9kEt6Vw1rd48c0XPTCNnno+SPf6T65FM2VP0kGSOZxIjFiM5fgPfoo2h7+ZWOzysspPDCC3s1fxRftJDqU09rr9ppLS003HUX4a9mU3777TkJhobUuVZ9yqmoG3UFhT/5BO8xR1N05ZWg67S+8ELW57c88wyOnXZGtG2912KiKFDqtVOaY6GT0DS+/KWZs56Y057j9cAny6jyOXj6rJ2p9G1d4bz9zWYVVYWFhRTm6O7Errvuyi233EJ9fT1F6+7AvPfee3g8HiZOnJiT1zAxMdl60ZMawU9WbxBUG6+Fk0TnN+Lao7zXM0F6VKX19V/aBdXGhD5djXP74pyKKkg5AxZdvC3Bj1cSW9SMYJVw7VqKY2oRgl0mtqSFlucXo4dT80GCVSLvqNHYJ/iGhJnE5kC0Wik4+ywis79MC08t/v3vOzU82BS1uZnam25qF1QbE3rvPdQLzs8oquLLl1N98iloLS3t29pefpmiq39L3nHHIbn6b1ZusGCfOpVhzz5D/W1/IzpvHrLfj+/MM/EeekhWIdrf2MaNY8QrL9P8yCOE53xDcu1a3DNmEHjtNZoefJDCyy6l7LZbCbz1FlpbANeMffEefHCvgqXV5mZq/3RzxjbIyJezSa5ZkxNRpcfjND38cAdBtZ62l14m/8QTkcvKMDKcw+tJrXWeXWfSO+oCcc558pu0YOSVzRH+9PpC/n78VNy2wem2OhQZMt+KK1eupLm5mZUrV6JpGnPnzgVg9OjRuFwuDjjgACZOnMhpp53GbbfdRm1tLddeey0XXnihWYkyMTHpM0ZUI760Net6bFEzzp1KEXoZ8qtHVeJLOtn/4maU4tzeVRREAaXQTt5Ro9EPUFMZUS4LgiiQrIvQ9PgC2OiazIhrtDz3M/IFU7FW5TaQMpcYqo4WSaYcxlzKgJtfKGVlVD36GLEF8wm88y5yYQHeI49EKSnp0tBgY/RQiNiChVnXw19+iW3ChA7btGCQur/8pYOgWk/9bX9L2YkPMVGlNjWRrK0lvmQpcnER1uHDkUtKOn1fRYcDx7RpVNz/fxjR6IZ5ogHOe9oYQVGwjhxJ8bXXpubjFAWtpZXQJ5+gBwI03HEnkt+Pe599cOyyC54jjkDppQDUw2HiixalbZdLShBdLsJz5mDfZpu+/khoLS0EXn0163rbK69S/Idr8Bx+GE33P5DxMXnHHjvowp63FBbVBNIcCdfz/qI6WsIJU1TlkCEjqq6//noef/zx9n+vd/P76KOP2HvvvZEkiddff53zzz+fXXfdFafTycyZM7nppps21yGbmJhsSUgColNBa808KyO6FQSpLxfvRqc3azd1hsoloiIhejeIQUPTCc2u6SCoNibwwUr8J49HzGITvDlRm6OEvlxL9IdGBEXEuUspjikFSBls5fsTpaQYpaS4x+1+HRDFlEmBljnUWczgBqe1thH+7H+Z92cYRL76qtfhx5uDZG0tqy+9jNi6G6kAUl4elQ8/jG3ihC4Fs+z1gndwBYWLNlu7iBA9Hkb85wWan3iC4PsfIDqd2CZPwrXvvr0WVEDKjEJR2l0o7TvsgP+MWSRr69BaW7BPnoza1JSTapWhZj4/U2tJBEki79jjaHv5lbSKlm3SJOxZ3JlN+k5zJJF1TTcgoZkVwlwy+L4Rs/DYY49lzahaz7Bhw3jzzTcH5oBMTEy2KiSngnt6Bc3P/ASkWuEc0wpRip3oMRXbeB9CHwIaBbuMdZSX+C9tGdftYweuZclI6iTXZg+kVBuiqTmsQSaq1OYo9ffNa29XBGh7fRmR7+spmDkRyTO0uhak/HzcM/Yl+G4GK29BwLnLLunbDb1TBW7Es19kDTb0SIT6O+7sIKgAtNZWVv3614x4+SWU0tLNc3A5QhAELFVVFP32txScc04qODgHQkfKz8dz6CEEXnkVx047knfCCay54kqMWKz9MfYdd6D89tv75Lgoeb24Dzooa7XKe+SRAFjKyxj2zNO0vfQygddfR1AU8k48Efd+M3Li+LgeVdOpC8RY3hQhGE0ytthNgdu6WUKBBwPbVORlXSvPs+MeZJ/hQx3zt2lisoWz3mzASOoIiojk3rxGA3pSQw8mSdaFMZI6SqkTyW0ZEjM61pFeHNsVoQUSuPcsJ/RVLdEFK5FcClK+FcljQXL1ziJcsivkHT6K+v+bl2Yc4dy1FNEzcNbjgiKilDpJrMhsPS0X2hF6aPXe3+hJjeD/ajoIqvUk14RIrA5hnzjERJXTSdGVVxKdOw+1vr7DWvH112W0VhfdbmyTJxObPz/jPh277Nwvx9ofqE1NBLLcKNVaW4mvWDHkRdV6RIsFMYeOfKLdTuHFFxP9fi6+M89kzSW/6WCLDxCd8w1NjzxC0RVXIFp69/ki2u0UXnA+4U8+QWtt7bDm3GtPpLw84kuWIPl8WMrKKDj/PPJPPAEEAcnny2lrbkLVmLOihXOe+IbwRp+hx25Xwe8OGU+Ba2j9/eeCEo+VfcYX8dFP9Wlr1x02gWKv2XaZSwb/VYyJiUmv0UJJIj/UE/xgFXo4iWCRcO1Whmv3ss2SD6QnNGI/N9P83M+gbrib7tqtDPe+lb0WJFlfL6aiJ1J5T5Kj73cqJZcF72EjUesjNDz0I6xrndBDSVqeW4xjuyK8h43s9WvJRQ6KfrMt4S9riC1pTVmqT6/AUuHqsE9D1dGCCbS2OIZuIOfZEN0KYo6yRgRJxLVrGeGv1mZsAfTMqBp0rX9GRCX6Y0PW9fA3tdjG5vepmrg5sFRVMfzfzxL+eg6hDz5ALi0h71e/Qikry9j+J+fnU3LD9SmXuU0CiL3HHNMjo4zNjRGPZzTpWI+6zuF3KKG1taE2N6NHokgeN7Lfj+joHwc2S3k5w55+itDHn6QJqvW0Pv8C/pkzEXthhrEepaqK4S88T8tzzxN6/31Ep4O8445DsFpZftTRGMkk1rFjKb/rLqwjR/RbztrathhnPDqHhNbxQ+s/361mUrmHWbsNH/Lh4j3F57Ty12Om8MxXK3n0i+UEoipjilxce+gEth22eQxbtmQG17eiiYlJztCTGqGvagi+t7J9m5HQCH68CrU1Rt6Ro3PuJtcVWks81T63SXdS6IsaLFVuHNNyc8Gnx1WSdREC71WTrI0g+2149qtCKXP1XVwZBq3//aVdUG1M5Lt6XHtV9Po1BFFA8dvxHjQC9z4agiSkVfD0uErs5xZa/rMYI7Hu4kEWyDt8FI5tChFz9J5K+VYKZk2i+bmO7n/5R41GKRp8NryGQKcVWEES0cIJ5CF4Z1YpKyPvqCPxHn5Yt4JbrePGMfzll2h64EEiX3+N5PfjP/ssnDvvjNyLvKPuYOh6zk0gRKcT0etFb8vcEmsdMyanr9ffJGtqWHv9DYT/t27mTZbJO+YYCi++CLmfcpqUggK0psxZdABGNNqpM193EAQBS2Ulhb+5BN/M04kvXkz9X28lvmRDLlV88WJWzprF8OefQ+kk5qYvfPRzQ5qgWs//ffwLh0wpzVn201Ci2GPj4n1Hc+JOlWiagU2RKHBvfVW7gcAUVSYmWyh6MEno49UZ16JzG/DMqBpwURX+pjarGUPgo1VYR+f1uVpl6AaxxS00P/1T+7ZEMEHjv+bjPXwkzp1K+lTR0aMayZrs80bxZa1YStIrCD1BkEWkLBUVtTlO87ObCFPVoPXlpSjFDqzDczOULyoS1tH5FF28bUpUGUYqpyoH7aN6XEMLJTDiGqJVQnQpfa58SS4Lzh1LCLxXnXHdNtFP48PzKThjcp/zxDYX3RFUkGols40eTelNN6Ktc5nrDxtxLRwmWbOWtldeJrl6Da5998W50445a8mTi4oovOgi6m65JW3NNnUqSnH/XJz3B2pTE6svu5zYvHkbbVRpff55BEWm6Kqr+s0Bz75d9rBjpbISwZabbCRRUdBUlZorrkxrBQRQ6+uJL/2l30TVsoZQ1rWGYBxN33pNGWRJzHkGlkk6pqgyGfI0RZuoDlTz+i+vI4oih408jCpPFT6bb3Mf2mZFj6oZM5XWo7XGUQoHruJgaDpqUyzruhZIYOTAiUgLxGl9eWnGtba3lmOf4Ef09V5UCaIAAlnFYa5a8DJhqDqh/63JLkw/XIn/5Ak5m08TRAE5zwp5uburqQXitL21gsi8+lRroQj2bQrJO3hEnxz6BFHAsUMxkR8aUOsiHdZsk/zooQRqfZTIvAbce1Wk3sctHNHh6LfWMj0SIfj2O6z9wx/atwXfeQe5uJhhTz6Bpaqqz68hSBKeww4FDBruvS9VsZJlPAcdRNGVVyAX5Ca8diBQGxs7CqqNaH3+BXyzZmGprOyX17YMG4517Bjii5ekrRX/7mqUotxVyfR4PKOgWk986RJce+yes9fbmJ1G+Hjiy8w3VcYWu7AOsdZfk6GHKapMhjSN0Ub+9OWf+HDVh+3bnvv5OQ4efjBX73Q1fvvQ+dLNNYLS+RdIrtrEuosgidhG5xFb2JRx3VLuzIn5gR5W0SNZ2llUA7Utjuzr/R1h0S5jHZNPfHF6DhACWEZ0r1KktsXRoyqCAKJD6daMm5HUURsiWde1plhKSA/SQoweVWl57RdiP250Duipyqmh6uT/amyfqqey10rBzIlEf2oh9lMzgixin+xHj6i0vbkMgNiCJpw7lyD1gxuYoeuo9Q3osSiCxYJcUNBrA4DBjtrYyNrrrkvfXldH3a23UXbrX3OShyXn55N/8sm499sPPRRGsFn7dQ6pv0iuXZt1zUgm0UPZqyx9RSkqpPKBB6m/8w4Cb70NqopcWkrx1Vfj2HHHnL6WYLUiejzogcwmN9ZRo3L6ehuzXVU+hW4rDcH02ItrDpmAfys0qjAZWExRZTKk+bbu2w6Caj1vrXiLw0cdzp4Ve26GoxociC4FyzA3iepg2prktSBuBqMK2wQfwnvVGNFNRI8A3gNH5KYdsYubkX2tUIh2mbzDR9LwwA9pTnPew0YiuTu/WNcTGvEVbbS+uAStLTU8Lhfa8R0/DqXM2flckEVEqXCTWJn+ngLIZS4Ey+C9G6uFEsTmZxbVsflN6Acm+nwOCHaZRHUbsteKoem0vbkcPZTcaF3qlwBYtaWF4Psf0PiPf6A2NCDY7eSdcAL+M89AGULmEN0l8s23oGeuhIc++gitpTVnIcOCJA15lz+5oJNqkChmNB3JJUpZKaU33kjhb36DkUwiOpwoxbk/L5XCQvxnnEHD3XenrUl+P9bRo3P+muspy7Pz/Lm78Nv//MCcFambXgUuC9cdOpHtqkxTBpP+xxRVJkOWQDzAkwufzLr+xMIn2K5oO5yW/v2yyoYWTmJoOqJVRrQOvP205FDwHT+OhofnozVvaLsTHTL+WZORBzgMFUDKs1J03ja0vLikXRhI+VbyjhqNXJybO8+SM2VvrrWk360UrBJSDqzJlUIHRRdNI/ZTM7FFzUheC85dy5DzbV3OBqmNUZoeXdChhU9tiNLwzx8o+s12KAXZ+95TrnylKVe+TVslBfDsUznoXPk2xoiqnQYc65uK7V4g2RXsUwppfmpRxnXXHuU5/3s0VJXA6290mP0xolFaHnuM5IoVlP7lz/0y07Q50cOdVFZ0HfTsgbBbI3JxEZYRI0gsX5625jn4IKQcZFN1hehwYOnnCp8gy+QddyzJhnpa//1cu/BWhg2j8r57+10cjyhw8dDpO9AcTpDQdLx2hWK3DXEraPc12fwM3m9fE5Mu0AyNSDJ7K1Q4GUYzBv6LXQsliC9vI/jRKrRgEstwN94Zw5D8tn6dt8mE7LdTdO42JBujJNeGkQtsKCXOPs2u9AVBEFCKnfhnTkKPJEE3EO1yTkNZJY8V34njaXjohw627YjgO3FcTkQVgJxvw7VrGY4dShBEAUHq+ktbj2sEPliZUVgYSZ3It3V49hvW6b7kfBsFv55Cy/M/o7WmhKPoVsg/ZgxyJ4Ksu6htcdSGKMn6MEqRA7nAkZqrygFCF7Neoi03fx/WYR7sUwqI/tjR9cyxfRGWstxUTzZGra+n4Z57Mq6FPv4YtbFxixNVjh2yt41Zx45FdLlQ29rQmprRg0FEjxvZ50Py5sZIZaihFBZS+cADrLrwQhJLN8x8Ovbcg6KrrkLq50rVQCIXFFB0xRX4Z81CbW5GtNuRfD6UfnI43JQ8h4U8x5bZdmsyuDFFlcmQxW1xM2PYDJa0pg/fAhw4/EBcltxfQHWGFk0SeH8l4dkb+udjPzYRW9BM4TlTcubM1hMkrxXJa8U2Km/AXzsbklNBcnZvpsUwDDB61rZnKXdRfOn2RL6rI7EyiFzswLVTCZLPlvPgY7GL2bWNMRIayZrsd/gT1QEMVUOQsn80C7KIbaSXwgumtrcfig4FyWPpcwZLsiFC479+bG9LBBA9FgrPmpITG3XRqWAZ7skYKmwZ5kZ05uZCSHJbyDtyFK49y4nMa0iZWEwtRMq3dfu86wlaKJR1hgQgsWw5tiFm/90Vckkx7oMOJPj2Ox0XJImSG/+IkUhSc9VviXzxRfuSc6+9KL3pxn5zf8s1ydpaYot+IvLNN1iGVeHcdVfkkhJEpXfnkGVYFcMeexS1sQmttQW5sBDZ70fqJ5v7zYnkdCI5nTkxLDExGSqYospkyCKLMkeNOornf36e5lhzh7VCeyH7D9sfURjY+RI9mOwgqDYsGLS8vJTCs6fkPOB2S0ULJUjWRwnPqQXDwLlDMUqxs1uGDoIsohTY8ew3DEPVESSxW5WkfkcWkPIytyYCyAW2bofTyh4r5LDCp4USND+9qIOgAtADCZqeXEjhOdv0OTBacir4ThhH09OLSK7eIC6Vcie+E8bnVPBILguSy4K1ypOzfWZDtFpBEMDI3Nso+basKhWkDCSKr70W58670PTww6jNzTi2247Cyy5DLi6m5soricye3eE54U8/Ze2NN1F+61+RPP3/vvSFxKpVVM+chVpT075NUBQqH/onju23R+ilsJILCvot/NbExGTzYooqkyFNubucpw55iod+eIi3V7yNgMBhIw/jjMlnUObqfUJ8b0lUZ79brdZF0KOqKaq6gRZM0PrqUqIbmRpE5zZgHZ2H7/ix3W4XFEQhJ46CuUKyK3j2raLx4fkZ1527luW8ktZd9FCSZG3mdlq1IYoWSvZZVMG69sVZk9CCSbRgAsmdcj4cyn8Xks+Hc889CX/6afpaXh6WiorNcFT9j1JQQN6JJ+DebwaGpiE6nUhuN/FffkkTVOsJf/QRanPzoBZVWiDA2j/e2EFQQcqlb9UFFzLytdewlA/894uJicngxhRVJkOeSncl1+x8DRdOuxCAPGseVnkzWad2VWUwh2W7RWJ1sIOgWk98aSuxX1pxblu8GY4qNyjlLjwHDSfw7opUThOALOL71Zg+Wb33lc4yzVLruZtPXF9FonTLmCOR3G5KbrieVWedRWL5ivbtostF5UP/RC4euudrVwiCgLzJrIzWSSskgB7M7F45WNBaWol8/nnGNSMSIbHsF1NUbcU0h+OsaYny0c8N2BSRfccXUey24e6HmAaToYUpqky2CGyyDZu8+cN5LFXurMGwlhGeAc+GGorocY3Q5zVZ10Of12Ab50NyDM0vMMmh4Nq1FMc2BSQboqmA3QI7okvJqZGJHlPRYxoIKRHTVfuj6JBTol/PcPIKqXkok+xYysupevxxEtXVxBYsxFJRgXXCBJTSkn6xcB/MdFWFEl3uATqS3mEkE52ua61tA3Qk6+a6Fi4kPPsrLBUVuPaejlxcnGo5NRlwGoJxrn9lPm8tqG3f9uc3f+Ly/cdy+q7DTIOMrRzzCs/EJIdILoW8I0fT+srSDtsFu0z+UWOGrBAYUHSj06qJkdAzX/jn+jDiKlowSWJVEDQdS5UH0W3JSZZWymZfRvb13a1vUwxVR22M0vbOCmJLWhCtMs5dS3HuWNKpjb7oUnDuUkr4i3RB69yxpF8MHrY0lKIilKIinDkOVB1qyH4/jp13JvLVV2lrzunTkf2+zXBU3Ud0u5ELC1EbGjKuW8ePG5DjSKxaxcpZs0iu2fA3WXfbbVT+3304dtlliw2WHsx88nN9B0G1njveW8z0sYWmqNrKMUWViUkOEa0yjmmFWKrchL6sQWuNYxuTj31yAVK+eWexOwg2Cce0wqzzafYpBYj93GahR1XC39fR9tqyDlVH125luGdUpQkMQ9XQgkmMuIagiIhuC+JmmuVKNkSpv/f79hwrXU0SfH8lsZ+bKThtUlZLedEq49mnEskpE/xsDUZMQ7BKuPYox7VLKWIXdugmuUdtaUEPhxFEEcnnR7QNjc8QKS+Psr/+hZprriHy5YbZKudee1J64x9zMk+lJxJoDQ3o0SiCw4FcWJjVlU9LJlPzUbqBmOdF6cLeXi4qoujqq6m58sq0NfeBBw6I0YQWDFJ7y587CCoAVJXVF1/CyDde32Jn9QYrjaE4//xsWdb1J2ZXc2uZB3kzzcWabH7Mb0kTkxwj2mQsZS7yjxqNoRsIsthnq+utCUEQsE3wI326Os0lT3QpOHco7jcnP0PTMZI6WjBB4K0VaW2coS9qsI7Kwz5pQ1CnFkoQ+qKG0GdrUhU2UcAxrRDPgcMHPGBZj6q0vbU8PRgYSK4KkayPdJrTJbktuPeuxLF9MUZSR5DFlFW7eZEwoOixGPHFi6m95c/E5s1DsFjwHnkk/vPPw1I2sLM8anMzalMTWktLKmfK7+9W5pZSWkr5nXeiNa/LqXJ7kPw+5BzkVKkNDTQ//gTNTz+NsU5U+U47Dd9pp6YJnsSqVbT997+0vvgSRiSCc8898J97LkplJVKWFjpBEHDttScVD9xP/a23kVi+HCkvD9+sWeT96pgByRzTWloIf/JJxjUjHif+88+mqBpgNN2gNZLMut4YjKPquimqtmJMUWVi0k+kbLw391EMTeQ8K4XnbEPoixoi39WDYWCfWoh7zwrk/NzPzhmqjtoaJ/z1WhLVQaR8K76TxhNd0ETk27oOjw1+vArLCA+SQ0FP6oQ+W0Pwk9UbHqAbRL6rRwsm8J2YW5vwrtDjKvElLVnXo/MbsY3O63QfgiQi523++cRcYhhGKtPLSM2ODXaRGF+2jBUnnQxayhzESCRofeEFIt/MoerRx1BKBsb4IlFTQ80VVxD9fm77Nvv221N++99QSku7fL6cl4ec4wwmLRSi/q67aXvxxfZtRiRC04MPorW1UXTVle1BuvGVK6m5/HJi8xe0Pzbw2uuEPvyIYc8+izQ2e3aY5PHg3ntv7JMno8fiCLKEXFiIIA3Mh7qRTGa16AdQW1sH5DhMNuC2yew+uoCXv1+Tcf2AicXYFPOyemvGfPdNTEwGJXK+De9Bw3HtUQ6kjBLEbmY49ZRkTYj6f/4I6rpZruqUhbv3sJHYxuUT+3mDUNGCCYx1j9ODCYJZTDXiS1rRQ4mBnUUSUhbyRjyzU5/o6PtHvqHpaIEEanMMI6EhFzqQXMqgbQ/U2uJEFzQR+rIGQ9Wxb1OIa+fSzeq02BlaIED93/7WLqg2JrF8BbGFC/osqtS2NrTmFox4DNHjQSksTMtdUltaqPnt1R0EFUD022+p+f01lN91Z84FU3fQmppoe/nljGutL7yA/8wzNoiqn3/uIKjWo4fDND7wAMXXXdt1K+BmypQSXW7ksrI0W/f12KdMGeAjSqGFQmjNzajNzYh2O7Lfv9XkbjksMhfuM5o3f1xLXO0491vktrL3uMIszzTZWhic34ImJiZbPFo4iaHpiHYFUckslgRJ7PcWOi2YoPn5xRsE1Ua0vb0c/8kTOogqy3APojV1t1qPqRmftx61JY5SPHC24ZJTwblTCaHPMt9JdWzTty99Q9WILw/Q9NSiDcJNAOcupXhmVHUra0pPauiBBPFlbWiBBNZRXmS/Dcmd+/dZC8RpfGohyVUbgoZDn6wm8m0dRRdM7RejkL6iRyJEvp6TdT34/ge499231/tPrFrF2muvazeREF0uCi++CM8RR3Roa9Oam4l+803GfURmz0Zrbka02VAbG9FDIUSHA8nvbxc0/YXW0gJ6lr85TUNrbYWqKjRNI/j2O1n3E/7kY/RLLoYBaOXrDUpxESXXXMPqiy5KW3Ptt1+ajf1AoDY20vCPe2j9z3/a3wPLyJFU3HsP1pEjB/x4NgfDfA5evmB3bnp9AbOXNSOJAgdPLuGqA8dRnu/Y3IdnspkxRZWJyVaCHkmiRdTUsLZdzkmQa2/QggliS1oIfbYGPapiHZOPe3qqra+/ZqU6Q48kURujmRdVAz2qIljXVX8kAc/elYjW1EenYJGyWugDA+6YJ8girt3LiC1uQa3rGOTrOXA4krdv77nWmqDxsQUdZ7YMCH+5FqXMiWvHzlvC9KRGfEkrTU8t2uDg+B4o5U78p0/KmYA2dANBFEisDnUQVO3HEUoS+qIG70EjEPpQ/UzW12PEYgiKglRQkNUooUcIApLXi9bcnHFZLi7q9a6TdXWsPPPXJFetat+mh0LU/eWviE4X3l8d0z7/qYfSf28bowUCtL7wH1qefhojkQBRxL3/fhT//vcoJSW9PsauEBydX7iK9pRQliQJwZa9GinY7KT+eAcvjp13ovKRh6n/663EFy9OzXWdeQbeo48ekLmujdGTSZqfeZbW55/vsD2xbBkrZ53B8Oef69f3fbCgyCITyzw8cOr2BGMqogD5TgsOi3k5bWKKKhOTLR7DMFDrI7S8tIREdSp0Uy6wk3fMaCyV7pxmI3WFFkrQ8spSYgs2BPtG5tQSnVdP0YXT+r2qowbjGBEVBAHRISO5LJ2NLaTQDRAFlBIHeUePQS7YcKEmORVs43zEfkq/AJZ8NsROTCH6CznPRsGZk0nWhIj82IjkUHBsX4ScZ+tzTlp0YWNGEwyA4IersI/zd2qEoQcSHQXVOpJrwgQ/XoX30JG9bvHUkxpaa5zI3HqStRGswz1YKtwo5S6Sa9IFQmReI+69KpA8PRdyalsb4S++oOH220muqUF0Osg/+RTyTzsVpaj3ogdS7Wa+00+j4a67M657Dz201/tOLFvWQVBtTMM/7sa55x4o64KKxc4c+oRUnlnzo49u2KbrBN95F7WllYq77+q3i37Z58c6dgzxxUvS1qwTJiD5N5jI5B19VIfZq43xHnlknwTqQCC53bh22w3bo49gxOMgScgFBQM217UxWkMDLY8/nnFNra8nvnz5ViGq1pPnsJj26SZpDO5pXRMTkz6jtcSpf+CHdkEFoDZGafzXj6gNWSo0/XgsGwuq9RgJndY3l6fa6foBQ9WIr2ij8cEfqbvzO+ru+JaGh34ksSqIaJeQ8rJcWIsClmEeii6YSsFZU7AO8yDIGy5oRLtM3lGjUMpdHZ4mea0UzMpd5aWnyF4r9gl+/MePI++wkVhKXTkJnk7WR7Kuaa1xjC7yw+LL2rJmjIXn1KEHOw9dzYah6SRWBKi78zuCH6witqCJtjeW0/jYglRbYob5KUESshUYO38tXSf0wQfUXHZ5u921Ho7Q9NBDrL3uetSW7EYh3UGQJLzHHIN9p53S1kr++EfkPly4RhcszLqm1jdgxGLt/5Z8Ppx7753xsa4ZMwh+/HHm1/j6a9SGxl4fY1fIBX7K//EPlPKOLohKRQUVd92J7NuQgSWVlpJ3wglp+7CMHk3+iScg2Qdf+2cmZL8fpawMpbh4swgqSDlS6uFw1vXE8uUDeDQmJoMTs1JlYrKFE13QiBHNIFZ0CLxXje+EcQNmMhBdmC6o1hNf3IIeVfvlWNSmGA0P/dihyqLWRah/8AeKr9ie/F+NofGR+WltfN6DhiPlWTvNnJLzbBTMmpQyb2iKInmtyHlWpF4KKkMzMJJayoo/R8YcekxFa0sQ+aEBPZzENtGHpcTZ4yqNdUQekW/qM64ppU4EufN2Ki3QiWhSex/qrAUTND2dXgEz4hptby3HtXtZKnNsI5w7lXRrBiztMOvqqb/97xnXwp98gtrQ0OcqjVJURMUdfyexahXhTz9DzPPimj4dubCwTzNLlqqqrGui04mgbPh9yF4vpX+8gbpbFILvv59yohME3AceSNGll7LsyCOz7ktdWwOdOOv1Fevw4Qx75hmSq1YRr67GOmwYSmVle5Wt/XHl5fjPORvPYYfS+p//YIQjuA88APvUqZ3+LkzSEW12RJcra1vo1jJTZWLSGaaoMjHZgtGTOvElrVnXE6uCqVmhARJVnc5MiUK/jDjoSY3gp6szt62pOuEvanDvV0XRJdsS/Gg1iTVB5Hwb7n0qUUqd3QrxldwWJLcFyyYVq55gaDpqS5zwnFoSKwPIfjuu3cuQfbb2Ga7eoMdUIt/X0/rqL+3bwrPXIpc4KDhjco+qadaRXkSHjB5JF+neg0d0KVKsI7NnFMlFjtSMWi/QWuMYscyOh2pDFHmTSqRc5MCxXTGC2PMTTg8Fs847AcQXL8Y2dmyP97spckEBckEBjm237fO+1mObNCnrhXH+qacgFXZ0cVNKSij98y0UXXE5WiiE5HYj+Xxozc2pOaosbNyC118oxcUoxcU4dtih08dZysuxlJdj23ZbBFVF7GTOyiQ7cmEB/l+fScPd/0hfKy3FMmLEZjgqE5PBhSmqTEy2YARJyNj6tB7JY4F+sinPhG1SAYH3V2Zcc2xTgOjIvbGDEddIrAxmXU+sCIBmYCl1kf+r0RgJHUERB9wiPLmmo617YnmAyLd1+I4fh22yv9ezb1og0UFQrUetjRD6bHWPzBrkfBuF502l+fmfSa5OXZiLToW8w0diqehaUMoFdpQyJ8ma9DaivMNG9to8xejEgRFAdFmwTfBhJHUc2xdjHentdWumYLWmZoqyDONJg9RNDkApLaHqsUdZdc65HYSh+4ADyD/11IxGG5LbjeR2p213zZhB6P33019j2DDkPs6V9QeSLINsXvL0FkFRyDvuONSWVlqeeQbU1I0V67hxlN99V1qV0MRka8T8hDEx2YIRRAHnLqWEZ6/NuO7ep3JAHeqkPAuu6RWENg7LBUS3Bc9+w7pVFeopgiwiea1Z58ekfCvCOkt30SrDZhiDymrrbkDzi0soGeZB9PXudxOdn32+Jfx1La49K3okMJSiVIVLDycxtHVOkh5Lt6o+ktuC//RJBD9eRfibOlB15EI73kNHolT2vson59tSE8IZtJXokJG8FnwnTwDD6PM5JuXn45w+nXCGmSLR5cI6iO/YC6KIbeJERrz4H5I1NWhtbViGDUMqKED2Zq8iborkdlPyh2tY09RE9PvvQRBw7Lwztm2mkH/SSX026xiKqI1NJNasJjJ7duoc2WUXpMLCITO31R3kggKKLv0NvtNORWtpQbTbkXw+5AGoTJqYDAVMUWVisoUj51vJP24sLS8u6TBz4tqtDOuI7l9I5QLJruDeqwL7RD+hz9egh1Xsk/3YxvtSF8b9gGiTce9TSXxpa8Z1154VA+qAmInObd111OZor8NqtQyteusxEnrWikuHQwjEURuiJJa3IeXZsI70IPtsvZr5kvOsuPepwD7Jjx5V0QIJAu9VY59SgHOH4l7NOYkuBfc+VQQ/SK+C5h0+Cslj7VWrXyYkt5uSa//AyuXLSVZXt28XbDYqH3xgUFZpNkYQRZTSUpTSzu3vu0IpLaXivnvRWlsxEkkC77xD7McfaXniSfKO/RVKeflW02qXrK9nzZVXEf366w0bRZGyW2/FPWNfxC5s4IcSosOBxeGAysrNfSgmJoMOU1SZmGzhiFYZ+5QCrCO8JNaEMFQNS4Ub0WVByoEjXE+RnAqSU8FS7sLQ+1456A5KqRPPgcMJvLtigxmFKJB3+EiUgs1/JzlN1whgG+/Dvk0hgiT0qS3SPt5H+H+Zw4AtIzxdzjGprTEaH13QMfdKEiiYNQnrSC+C1DNhpQVTtuqb5kcl14QQBHDtUd7jfYpWGdduZVhKnQTer06FLpc48Bw4HEuZK2eCaj2WigqGPfEEiWXLiPwwD0t5BfZpU1FKShC2ohYz2ecjuWoV1afPTFl+A+H//Y/mJ56g4r77cO2x+xb/+zBUlZbnnusoqAB0nZrf/paRb74xqKuXQx09kWhvZRXd7n4PnzYx6Ywt+9POxMQEANEiIfqkXlc7+gNBFgcselNyKLh2K8W+TQHJtWEQBCwlDkS3ZUBEXVeI9lSLmtaWAFnAd/w4EtUBWl9ZihHX2lvkrMM8PbZGV4ocKOVOkms2mWMSBfIOHYnUiWDT4yptb61ICxJGM2h8fCEll2+H7OuZKNXa4hkDeQECH63CPrUQOa/n56nkVLBPLsAy3IOhGQiK2OnP1leU4iKU4iKcu+7Sb68x2EnW17PmiivbBVU7mkbNVVcx4tVXsJSVZX7yFoLa1ETLk09lXjQMgu+/j/Xsswf2oLYSEjU1ND38CIFXXsZIJHHtN4PCS36DZVgVgmgmBpkMPOZZZ2JislUgWmUUvx3H5AIck/zIfvugEFSQMgzJ/9UYEMC7/zDCX9US+rwm5cxIysGu6bEFxJa19mrf/tMn4d67AsEmgZBy4Su6YCpycedtSXo4SfTHLDNZqk5iU6HWDZLZ2hwBI6a1/8y9RXJZkL3WfhVUPcVIJknU1BBbuJD4kiWoTdmjBYYSWksrydWrM67pwSBqXWb7/S0KTUcPBLIubxW/g81Acm0tK087ndann0YPRzCSSYJvvc2K447LGnBtYtLfmJUqExOTrRpD09HCSQRBQHQqOW8V6w6CIGAZ7qXo4m3RQ0na3lqR8XFtry3DUulG7ma+lBZMYCQ0EAXc+1Ti3LUMDAPBKiHZuxYdhmZ0mh2lh3oe1tupw58otJuGDDYMVUcLJIivaENriWEZ5kUpsneZ9aW2tRF48y0abr+9PTzVOnYMZX//O9bRoxGEgT/fcobeuQA2ksl+fXktEgHD2KwtX6LDjm3aVGJz52Vcd+615wAf0dZB+MsvSK5Jb2vWQyGaHn+c4quvRrRunvB1k60XU1SZmJhstajNMUKza4jOawRJwLljCY7tinptt90XRIuEpcxF6KvMTo2wUR6Tp/N96TGVeHWAtteWpQwwZBHn9kW496nqUWudYJGQ8q1oLfGM65bKdKvtrpD9NkSXgh5Kv+C2b1OAOIBulN3FUHXi1QEaH50P6gaRKRfYKfj15E5NViJz5lB3440dtsUXL2Hlaacz4sX/oJSX99tx9zdSXh5SXh5aa2vamqAoKGV9M8PIRrK+nsi339H63HNg6OQdfwKOHXfYLK6DUl4exVdfTfXJp6QNR1pGDMc2btyAH5ORTJJsaMCIRBBsNuSCgi3KNESPRgm8+WbW9dCHH1Fw3nmIg9w0xmTLY3DeEjQxMTHpZ9TmGPX3zyX06Rq0tjhac4zAOytofGQ+altmETEQiK5ORIUAgtx1ZSNeHaDp0QUbHAVVnfBXtTQ9sQAt2P2fTfZa8R46MuOaZaQXKa/n4lPyWin49ZS0n9My3I334BF9CjruL7RAgqbHFnQQVABqY5TWN5ahxzM7LKqNjTT8/Y7M+2xtJfLttzk/1oFELiqi+IYbMq4VXnYZckFBxrW+kKyvZ82ll1Fz2WVEZs8m8tXX1FxxBasvvIhkXV3OX687WMePp+qJx7GuC30WFAXvMcdQ+fDDA57fpDY10fSvh1l++BEsO+xwlh18CHV//stm+930C5KE6E6/syR6veSdcDy+M2Zt8QYpJoMT86wzMTHZ6jA0nfDXa9GD6dUStS5CfFkb8rab5y6npdSVCmTOEGhrm+TvspKjBRO0vb4s41qyJozaFENyd18M2Ubl4Z85kbY3lqM2RhEsIs6dS3HtUd4r+3NBEFBKHBRdtC1qSww9kEAutCN5LL3a30CQrAtjJDMHDMcWNKEfkswoBo1kksTy5Vn3G/n+e7xHHJGz4xxoBEnCteceDPv3szTc/Q/iS5Zgqaig4KKLsE2Z3C/VkchXXxH97ru07bEffyT06We49tkb0WJB8nRRzs0hkt2Oc8cdqXrsUfRQCEGWkXy+Aa8O6ckkbW+9RcPdd7dvM5JJWp9/HrWujrJb/4qUlzegx9QfiBYLvlNPIfjWW+3b8k85Geeuu9L60stE584jvmQpvtNPxzJ8GKJlcH6umGx5mKLKxMRkq0OPqER+yB6KG/m2Dvsk/2YxspC8FgpOn0jj4wtA69hqlnfIyC4rOUZCyxp0DBBf1oZ1ePfzyUS7jH2CH6XCBQkdJAHJZelVRtV6BEFAzrMi96LStTnI1KrYjgGGmmXuTJKQS0tR13Zs6VSGDcN36inYJk0itmQJktfbaeua2tiIHoshyDJyQcGgugsvuVw4pk2j4h93o0ciCFYrcj9duGvBIC3P/jvreutzz5FcW0N07jyKLr8My6jRSPaBEzayzwc+34C93nqSdXXEly4lMmcOosNJxQP30/zoY0S++qr9MaFPPkFtbNoiRBWAZeRI8k8+mZZnnsF9wP7IZWWsvuji9vX4zz/T9uqrVD30Txw77DCo/mZMtlzMs8zExGSrpDNRICgiA+b3vulrSyLWkR5Krtie2NJWtJY41hFe5BJH9wwqRCFrpQtSboC9Qe6kumWoGlogiR5TERQR0aV0ywhjqKCUu7KuiR4LgjWz+FaKiii44AJqr7uufZt9hx3wz5xJ/R13tFexlIoKSm+5BfvUbTpUN7RAgMg331B/299IrFiB6HaTP/N08k84AaWwMEc/Xe9Rm5tJrq0l9OmniFYLrunTke39GHSr66n/OlkXDIh88QUrZs+m6vHHcO64Y/8dzyAgsWYNK884k+TKDcHXgqJQ+udbMDSN6DfftG9PrlmNdfSozXGYOUfOz6fgkovx/uoYjGSS6tNOT39QMsna666n8l8PYR02bOAP0mSrw5ypMjEx2eoQXQquXbIP0Tt3LUVUNp/duiBLyD47rp1K8R44HNvY/G47/oluC87ts8xxSALWEd2vUnUHLZQg8Mka6u78lvp/fE/d37+l+elFqM2xXu3P0HTUlhjJ+ghqSwwjizjs8XGGk6itcbRgLxwLPRaso/MyruUdMqJToeredx98Z5wBogiyTMF557Lmiis6tAUmV69m5a9/TWIjK2jDMAh9+hmrL7iQxIoVQMqmvOne+6i9/gbUlpYe/xy5RG1spPZPN7PiV7+i8e67qb/tbyw79DCan3oKtbWtX15T8nrxHnN01nXXvvsQ/vLL1D90nbo//WmLsa/PhBYKpealNhJUkGr5W3vd9fhnzuywXdoMVbT+RM7Lwz5pEnowCFmcJpOrVqHW1mGomeceTUxyiSmqTExMtjoEQcA+yY9Snm7FbJvoT801DVFEWcS9b2V6dUUS8J82EbGXlapMGJpB5Lt6gu9Vd5g5ii9to/HR+WiBngkYLZgg8NEq6u76jro7vqXuzu8IvL+yV0JoPXpUJba0hcZH5lN7+xwa/vkDkXn1aOHu71NyWfAdPxbXXuUI61pCJb8N32kTsI7zdWqLLvv9FFx0IaPefovhzz9H6NNPMRIZXltVafrXw+ixlBhV6+qov/XWjPsMffQRan1Dt4+/Pwh9/nmHmZb1NP7jHyRXVvfb67r22gvLqPRqi2X4cGzjxxOdO7d9W3zxktQF9xDDSCZRm5vROsm/AtCaWwh99FHmfcRiqM1NyOsqmnJZGfKW6oZnZI99ADDiMfRIpNPHmJjkArP9z8TEZKtE8lopmDmJ+MogkTm1IIu4di1FKXEOWsOE7iJ7rRTMmoTaHEULJZFcCpLHguiy5LQCpwXjBD7KHLSpNkRRm6PdbjfU4yqBj1YR/qKmfZuR0Ah+vAotlCDvsJGItp59ZRm6QfSnJlqeW9zhuJqf/RnX3hV49qnsttug5LHiPWA4rt3KQdMRFKnbP5vkdCI5nWiBANF5P2R9XOyHeejhMKLNhh4KoTZkF06xn37CNm5st14/16jNzTQ//EjW9eann6Zs4sR+mWNRSkqoevhfBN55h7b/vIhhGLhnzMA+dRvWXntdxweLIkiDI+C7OxiGQXLNGlpf+A+hDz9EdDnxzZqFY/vtMzopGslEp+2QWlsbgsOBXFRI5YMPDLgT4UBhGTYcFCVjtUqprMRQVQQzs8pkADBFlYnJZsBQdYx1F2abI2zWJIXkseKYbMU2zocgdD5nNdQQrBKCIhH5bg3JNSGkPCuefatQyl1IOcqCMhI6RjR7W02yLtLBFEOPa+ihRGr2yiJ1mL3SQ0nCszNndEW+rcO9d2WPRZUWiNP2WmYnxNCnq3HuWNIjC3dBFvtkriFYrVgqKojNyxwUq5SVt1/8CRYLCELWu/BSfl6vj6OvGKqaMZtqPVpjY+pCto+iSk8k0KNRRJutQ5CrUlKC7/TT8R52GFooxNprr6XpwQfTnu/ae2+k/Pw+HcNAkly5khUnnNjhd7vm+0txH3QQJdddh+zv2L4nulzIxcWoWezSHTvsgH3bbbFUVqKUlPTnoW9WpKIiiq++mrqbb+64oCgUXX4ZSkWFGQRsMiCYosrEZADRoipqY5TQ52vQAwmsY/NxbFOIlG/ttIVoS8IwDPSICgJIjsFhZiAqm09MadEkelhNVT9sMpLHkpNzIVEdoPGR+bDumlxrjdP4yHw8BwzDtXtZt8SEntDAADGLEYMgi52aYmwciqsF4rS9t5LIt7Ww7uHWMXnk/2oMcp4tdU7oWdp4DNDDSSiwd3nMHY4/oqb2m3ERtKYYir9n++wLotWK78wzCLzxRsZ1/3nnIrlSbZuCw0H5Pf8gsXgJra++SrJ6Q0ud4HBgzdACN1BIbjeOXXcl8OqrGdddM2b0yU5cj8VIrl5N85NPEluwEMvIkfjPOANLVSWiM9WyKwgCst+P4HCQd8wxROd802EfcnExxb+7uv33OdjRIxEa7rk3o1gNvv02/jNmpYkquaiIot//jppLL0t7jnPPPbGMGIE8hERlb5HsNtwHHoBlxHBann6G5Nq12MaNxXPooeixGEpp/4RQm5hsiimqTEwGCD2mEplTS9ubGwbU48vaCH6ymqLzp6IU9aNr1iBBbY0TW9RE+JvUnVXnTiXYxvuQvVvnXcRkY5TWl5YQX5Ya7BfdFvIOH4ltTD6ivfcfz2ogTsuLS9oF1cYE3q/GPrWwU1GlBuIkVgbbK0fOnUqwDvcgbWKWIbotOHcqJvxFeoVJdCrIRSnBoic1Ah+sSrVZbkR8SStNTy+iYOaklONiJ2Rz2Ov0OVLn4lSwDLyYtlRVUXrzn6i98SaM9e1KskzRFVdgGzsWLRwmvngxDXfdTfznn1HKyvCfeQZaSwsNd92NYLFQ+X/3dWrB3t+IdjsF555D8O23MeIdw6TlwkJc06f3et+GYRD97jtWnnMurDMXiM2fT+C11yi74w7c+81AVDbcjJHsdtwHHIB9yhTaXn2VxJo1uPfZB8cOOwypi2mtrY3AO+9kXW97403sU6d22CYIAq7ddqfi/v+j/rbbSCxfgehykX/qqeSffNJWIajWoxQWIjocWEaMQK2rwzAMlMJC5IICRPvA3Tgx2boxRZWJyQChhZK0vZUeBGpEVVr/uxTfKRO2KBvqTVHb4jQ+/GOHDKXWl5eilDnxz5y01QkrtTVO4z9/6GDmoAcTND/zEwVnTsY2tvcXREZERWuNZ17UQa2PdKjQ6FEVLZRAbYkhWiT0qErgvWrUutRwd3xpK0qlC/9pEzu4EIqKiGfvSrSWOLFFze3bJY8F/xmTkfNs7T9X+JuOgmo9yVUhtGACyW1BKXOSrAmnPUYutPeqZTEl7Byo9elD6oJNQtoMOVmS24370MNw7LILieXLMTQN66hRqaqLzUbw/Q9Yc8kl7Y/XWlupveGP+M4+i8pHHsZSWYlcUoKgbN7PCktVFcOf+zd1f/4Lka+/BknCvf/+FF12GZby8l7vV62vp+Z3v2sXVO0YBrXX/gHH1G0Qy8o6LElOJ9Lo0RRdcQWGYQzNqr8kITqduGfMwLHjDpBUCX78MaGPPwZNQ5Ay3wCQPG7c++yDfcqUDVlmfv9mPz82B+tnFy2bnB8mJgOFKapMTAaIxPK2jJUDSLmlGREVtlBRZRgGsQVNGUNpkzVh4ktbkbPZgA8RtHASLRAnvrwN0SJhGe5NmUNkCRBOrA5mdcdre3MZStmU3htmdHFNuXEFRwsmaHtnBZFvNsxliC6F/KNHE/hwFck1ISAlfuKLW5B32GQ2QxTIO3wkxmEjUZtiiDYJ2WtF2kgk6zGtQ5DxpmhtCSylLnwnT6Dx4R/RWjYIQsljwX/aRASLSLIxSvyXVvS4hm1UHlKeBcmZ/XckuSz4ThpHw4M/YMS0jRYE/KdMQOoke6s/kew2pIoKLBUVHbYna2upvemmjM9pfuRR8o8/Hktl5UAcYpcIsoxt/HjK7/kHejCIIAiIeXlIznRHzZ6gNbdkdTbUwxGSdfUonVw0DyVBlWxoRGtuJrm2BkMQGPb44zQ+9E9qb/oTgqLgOfhgKu//P2p+fw2eQw7tdF+ZjCxMTEwGFlNUmZgMEIbWed5OF66wQxo9ksxaqQAIf12LbaIfqQ8tb5sTLZig9bVfiP7QuGGjAHnHjMExpSCjwUL8l9as+0vWRvqUz9RZhQZZRC5ItZoaukH427oOggpSphHNzy3Gd8JYmp5c1L49NHtt6n1yKGihBLHFLQQ/WoUWSmKpcuM9YDhykT3NYVCwSCmhl+Ucl9wpYaQU2Ck6byrJphhqfQS50I7styPaJCJzG2h9ZWn7PgKk7O/zjx7d/vxMKMVOii/ZjtjiZuLL2lBKXdinFCDnWbtsDxxotNY2tMbGLIsaiRUrBo2oWo/s9YI3l9lnXXwQGrnJLdvcJNbWEv/5J9b+/hq0UIjKB+6n+rTT0NfZqBtA67//TfjLLym/8w6Uit5X/0xMTAaGLcfqysRkkNNZ6KpS4erTDM3gp6vSSZePGNREFzV1FFQABrS+uAQ1Sxue3InpguhSUs5vvWR9rlKmOaX8X41GdKcqolowQejT1Rn3YSQ01JY4sj/VwifYJOyT/BgxlWRrjLa3ltPy/GLUhihGVCX+cwv1935PYlV6LpDkVrBPyXwnXS60d7Aml7xWbCO9uHYpxTYqDznPitoap/XlpWnX27GFTUTnN2J0ckdCEAVknw3XLmX4T56AZ59KlAL7oHR6FOTO58a2BltoKT8fye/PuCbY7chbgC24Fg6TXLWSmiuuRGtpwb3ffgTeeKNdUG1MsrqaZE3NVjUfZWIyVBl83yomJlsootuCc5cMg9OSQP5Ro3Nmcz0YkZwKzp2yW/o6dy4ZsqJSCyYIfZJZmABZK3T28T7IUilxT6/otPrSHZRSF8WXbod730qsI704diym6DfbYp/o31BJ0vTs7niA1hJDdFmwjs7Dd+J4EtUB6u6Zi1YXIfJtffoTjNSc3KZhvaJVxnvoSKybzInJxQ4KZk3q8meNdFLlDH62Bi3U+3DgwYSUl58x2BZAdDpQNmkX7AmGqqI2NqI2N3f94M2IXFRE6S03pzKmNqHkhuvbw2yHMlogQHzJEvRwan7QMW0a4S++zPr4wOuvt4dCm5iYDF6G5lWMickQRHIoeParwjYmj+DHq9FCCawjvLj3rmyvBmzJ2Cb4kWevRa3t2JKmVLiwjszbPAeVAwzdQAulh06uR2uJY+hGWh6Z5LVQMGsSTU8sxEhuaGmyTyvEMa2oz/llgiQg++149huGkdQQZDFt2F2QRSSvFa0tSzWtyEF8RRvu6RU0PbkQNAO5wE6iJpT1ddWGKHpMTRNKsteK78Rx6KEkWjCB6JCRXJYuBZWhG2it2UWTHkq2W7QPdeQCP+V/uy3VBhbe6O9Ekij72+29FhSJ1atpfeklgm+9hWC1kX/KybimT9+sDoLZEEQRx847M+Lll2j650PEfvoJy4gRFJxzNpaRIxEtQzuYGwBdR1274UaBHo936lAnulxDKsTYxGRrxRRVJiYDiOSyYJ9UgGWEF1QDwS6lzZ9sqcheKwVnTCa2uCVlrS0IOHcuwToqb0g7/4lWCctwD/GfWzKu2yf4MwokQZawjvBSfPn2JOsjGDEVpcSJ6LbkNL9LEAWELPbpkseK58BhtDy/OG1N9KQEj2O7YoIfrWo3mlgfWt0pWQSh5FCQHEqP4gMEUcA2yUd0fuZZI8sIT9YcraGIddw4RrzyCsF33yXyzTdYR47Ce8wxKOVlHazEu0ti9WqqTzoZtWGD+UPtdddj33771KzOIBRWkt2ONG4cpTf/CT0SQbDZ+myAMZgQLBasY8e2/zv4/vt4Dz+chn/8I+Pjfaec0qv33sTEZGAxRZWJyWZgsITeDjSy14prxxLsk/2AsNmNKbRoEj2UxIhrqeBdl5LRVKIzRJuM98Dh1C9pSauYiG4L1lHZZ+kEWUTOt3UIyR1obON8eA8bSeC9aox4yiFPqXDhO2EcokNGLrTT9tqy9sdrLfHUPJhIxgqRdbQXMcfnt3WEF8lrQWvbpGIlgvfA4T1+zwYzgiRhqazE/+tfk3/aaQiK0mtHOz2RoOXJJzsIqvVEv/2W2KKfBqWoWo9ot2+RGUNKYSGWsWNQKipIrl5N7Icf8M2ciX3bbYl+/32Hx3p/9SvkQWZOYmJikhnB6GzCdyskEAjg9Xppa2vD4/Fs7sMxMTHpJ9TWGC0vLSG+uDW1QQD7lELyDhuRFnLbFXpSI7kmROsrS0nWRkAA23gf3kNHonRiSDFYMDQdLZBAj6oIsojoVNpn/NSWGLV/+wb0DV8Vtkl+rMM9tL3RMXdNdCoUnrcNSmHug6zVpiitby0ntrAJdFDKnOQdORqlzLnVVHt7SrKujhXHHpdRVAG499uP8rvuRJC3HFE6VNBCIdS6empvupHIV18j2GwUX3stUp6X4LvvIsgKnkMPIblmDaLViueII4aUXbyJyZZEd7WB+UlqYmIyJDBUHS2YQGuLY6g6ss+G6MqeA9UZWjhJ83M/k1i+kduWAdEfGlLGIUeO6lH1Q1QkrMO9FJw1BT2mIYgCokMeVBWU9b+/ZH0EI6qilG5oNRSkVMWMDAZjokPGvk0B0bkbLsxjC5oQrRL+mROJLWlBa41jG5uPbZyvQ9VNj6lobXEicxvQAnHsE/0oFe5etXvKfju+48ahh5NgGKnw3k4yqkxIOUhmMHxoRxk85+fWhuRyoYfD2LfbDt/MmRjJJGg6gbffgXgcXQ0SePNN9ECQ6A8/4NhlF5QtwPnQxGRLxvxENTExyYoWWdceF1MR7DKiy7JZWvb0pEb8lzaan/2pvUUNUcCzXxXOXUp73E6ph5IdBRVgqXLj2qMcDIhXB1AK7IguBTHLPFImJJcFydWjQxkQDFUjvjyQbooxtYC8w0Z1ahYhWmW8BwwjsTzQwdAi8l09SoULz4HDETOYYOhxlci8hpQV+vrnfFuP7LdR8P/t3Xd0XPWZP/737dObNGqWZFtu2MYNY4zpxWAIIZCYkoTQQiAJhmwWkk2yCZCcX/JlQ9jNprC0DS0FCCGULAklxoEUwJQYd+MuW7a6RtPLLb8/xh57rBlZfST5/TrH56D7uTPz0egi3Weez+d5vjBnQEseRU0atv1TejgFvS2B9I5uSD4NWkN2yeHRypyPZnIgAO/yT6Hjf+4vOO6/8tPMUg2SpeswojGImtr/pYqCiNgbb6Lj/gcKDld+59sI/e5Z6C0tsBI9G6cT0ejC36ZEVJAeSqLztx8hvaM7d8w2uwy+T0wZ8cISRlcKHU9syN/DY1oIv7obSrUT9pmF+9oUfb4jSnDbZvhhnxdE17NbDwvaAPfZ9XCdUjPmy93r3Wm0P7YhV2zioMSH7VAnZIPJw4tpmEkdRjQDK6VDtGWD6eCX5yK1M4zE+nZIHhXOk6og+2xFg04jnM4LqHJz6UgivLIRvkum5C3bM3UTVlwHJGHE3289lETo5V1wHBeAUp0tiJDeE4EY0aDVukdlT6u+EGQZ/ssvR/ilPyKze3femOu8pdCmTi3RzMY+yzCQaWpC6NlnEfv7PyBXVKDshs9DnTIFss/Xt+fQMwhcdy32/ds3eoyJHg8cJy5C6w/vgWC3AwqzskSjHYMqIurBiKbR+eRmpHfnN3JNbuhASBIQ+NS0EVvaZlkWYu+3FC2bHf5zI9R6T79uxMXDzxUA1yk1aH98Y96+IZhAZGUj1Bon7LMLN64dK1JbunoEVAdF3tgL+7xgLlDWu1MIvbANyU2d2Wa7IuA4oRKe8yfCuaACjnnBPpV7T24p3g8pvqYVnqX1EH0SLNOC3plE9G9NSG7phGiX4Tq9FrapvqOXWz/YZ0vI/kwHsufETOlIrG+HrcGL0Ivbc327RKcC74WToHs1KCUsJDJYSnU1Jj72KGJ//zu6X3gRgqYhcM3VsM2aBbm8fx9G0CGp7dux+zOfySt9H339dZR/5SsIXP05SG73UZ/j4NK+ym99C+333w8jFAIAaNOno+L225Havg2i2w3PxRdDDo7t30FExwIGVUTUgxnN9AioDkqua4dx/shVXLMMC3pLvOi40ZWEpfevUZHkUqHUupDZG4XW4ENya1d+QHWY8J8boU70QHKN3U+KM+3F3z8zlsl970Ysg67fbkFqe/dhJwDx91oAy4LvE1P7vPzOjBvFB3UrFyTrbQm03rcGVjp7vtGVQtfTW2CbVQb/p6YWfd/1riRiq5sRX9sGQRLhOrka9tllkPqZRTVjOuQyOzqe2JgNInPHM+h6diuCN8+DDiC1PQQzbUCb7IPkUcdU9lKprobvssvgvuACCJI0LivqjSQ9FELzXd/N7yV2QPvPfgbvxy7sU1AlOh3oevq3cCyYj8rvfDtb6VGSkG5sxP677kLVt78N25w5KLvh8+OjPxfROMegioh66K2ZLSzASuojNhdRFqFO9CC5uXDmQ65yQlD7tzxLciko++xMdDy5CZJbgd5VuPktAOidSVhFsjxGLAMzkkZyWwiCKEA7kF0RS1wq/khagw+xf+wvOCZXOiAo2ffPjGbyA6rDxP/ZCs859RC1vt2Q22b4EXm9seCYWu+GoEkwkzq6X96ZC6gOl9zYAeOs2oJBld6VROv9H8IMH1rGGXpxO2Lvt6D8mln9CqwsWIi/35IXUB02iOhb+yG6FMTebMod7stetNFIco3CDX/DzIzHobe3I/7++zATCThOPBFyRUWfl+gVfM7u7h6lz3MsC7H33oc6adJRn0cuL4dv+XKEnnoK8dXv5o1pM2ZAnToFNf9xN2R/gQoyRDTqjK6//EQ0KkiuXj6FFwBhhKvaOeaWI7KqEVa6Z0bKu2wSJHv/swZywIbya2fDShuIr2tHckNHwfOUamcu6DicEU2j+9XdiK9uzjvuPrcerlNrBtWLzNKzJc5TO0LQ2xNQJ3qg1LgGvJdNrXVD8qgwwukeY96LGnKBy5F7zfKYgJnoezAtB2xQG7x5e/IAACLg+3gDJKcCPZQsGiwDQHxDO9T6/PK1lmEi+vb+vIDqoExTFKk9ETj68T4JEJBpLV4EQG+Jw+bLv6lNfNgObaofrkVVfX4dGnlGNIrwS39E8/e+B5iHfnd4LvkEKr/+dcjlw7Skzupb5ly021G+4maYqSTCL7yYm6P9hBNQc889UGsnDM/8iGhYMKgioh5ElwK13o10Y88lgLbjy3sPuoaB5LMheNNcdD61BXp79gZYdCrwXTIFSuXAeyIdDCYcc8oRWbmnYMbEu2xSwQAp3RjpEVAB2X1Ytul+SBMH9h5ZhoVUYwTtj6wHDlvWKHk1BG+aA7ms/0u3ZJ+G8pvmIvT8VqS2ZYMc0a3Cd3EDtLpDy5TEoyxpE/pTCdGtouzTMxB7vxXRvzfBjOvQpnjhvWAy5IrDvgdRKLrf68iKgkA2O5j4sHDfJQCIv9sM24wAxAKBcCGiS4EctENvLbxEUg7aYRTIZEbf2Av7cYERyVZZug69tRVGJALRZoMUCPRpedmxLtPUhOa77upxPPzCi3CevAS+T146oOcVPV7Y5sxBct26guOOE0/s83MpwSCqvvMdBL/0ZRjdIYhOJ6RAYEiyU0YsBqOjA2YiAdHphBwMQtRGtsgQ0bGEQRUR9SC5VAQ+c1y2l9OuQ6XHbbMC8H28YcT7LwmSALXWjeAX58I4sAdIdCiQPGqfiiYcjeSzIfjFueh8ajP0tgNBm0OG7xNTctXgDmfEM4j8ZU/R54v8tWnATWmNcAodj2/IC6gAwOhOoeu5rQhcNXNAmTml3I7AVTNhxnTAMCHY5Oz7d1hxB8mlQKl2IrM/1uPxtuMCEPsZTEseDe4za+E4oQKwAEGT8kryiw4FjrlBxP/ZWvDx9jk9MwmCIABSLz9zSQD6cUmIqgTPWXWFM5UC4JgfROevN/cYMqJpWEX24Q0lvasL4Rf/gLaf/xxmJAIIApxnnIGqO++AOmF0ZzKMWCy7h8s28oU+LMtC6OnfFh3v+N//heuM0yGX9b9Yh+z3oep738Xuz14FK5nMGwvceCPksv5lwCSnE5LTCaC+33MpJtPcjJYf3oPIK68ApglB0+D/3FUou/764cvQER3jGFQRUUGy34ayq2fBjGVgJnWIdhmiSxnQDf1QkdzqsGQGBFGAOsGF4E1zYcYzsAwLokOG5NEKB22GlQ3uijAj6Wz2pchbZSZ1mEkdlm5BUEXInkOfHuvtiUNl3Y+Q2tYNM6YP+Gcg2Xv/+UkuFWVXz0THExuRaT6UuVEbPPBdOnVAPcoEUSi6bFFUJXjOq0dyWyj7nh3GdVpNwb1RolOBc1EVwi/vKvicrpNrIPazBLpcYUfgM8eh6/eHSuoLNgn+S6ci/s+2vN5eB6kTPcPWM+sgyzQRefVVtNx992EHLcTeeAN7btyD+scehVJRMaxzGIhMczNS27dDkCTE33sPZioN91lnQp04acQqDlq6jsz+fUXHjY4OWPrA94bapk9Hw/PPoeOJXyK+ejXk8nKU3XgjbLNmQvKUNouod3ai6RvfROKdd3LHrFQKnb94BDAtBP/lKyUJdInGOwZVRFSU5FTGVJWzI5kpHUYkAytjQrRJkNxKr81c+xq0CXYZtik+xDp6Lv8DskUaBLXw62Q6EzBCKcTeaUZmbwSiR4X7jNrsvie3evR9S/2sdNhfcsCO8hvmwIimYcYy2cIbruGrdicH7Ki4eR6SmzqRWN8OwSHDfeoEyBWOgssuBVGAY34F4v9s7VEV0jYzUDCzeDSiJsN+fBnUiW4YkQwEAKI7+9qhl3YUeEB2WehwZ2z11la0/fRnBcfSO3Ygs2fPqAuqMvv3o+uppyBqNrT99Ke5450PPwz74sWY8KN7RmTOoqLAdeZZiK76S8Fx2wkLIDr7f60cJMgy1EmTUPnNb8CMRiGo6qgpBKK3d+QFVIfr+vWv4b/qs1Bra0d4VkTjH4MqIhqX9FAKoZd2ILm+Pbv0TBHhOmMCXEtqBl0eXZRFuE6fgPg/W3tkMQS7DMf8ioIZLr07BX1/DB2/2XxoH1FHEh07N8J9Zi3cZ9f1ukdMdCojUiRkuDKCxch+G5xLquFYWAFI4lEzTbJPQ/nnj0dqRwjx91ohKAKcS2qg1rgGPG9BEiH7bJB9+Z/gB784D90v7cgW1LCyhUt8l0yBHBz+suRmIgGjo3ABFQBIbtwEx8KFwz6PvrJ0HaHf/x72BQuw90tf7jGeeOcddL/4Iso+/3kI4vA3VHaecTqksrKe76EkoeIrX+lXEJRpbUVm715k9jZBqa+DUlMDpaICoqpCDASGeOaDo/eSobPSaZjR6AjOhujYwaCKiMYdI5pG51ObkN51qNCGlTERWbkHgADP2bW9ZqyKPm9Ch3UgkyS6FAS/PA+hF7dn950JgDbNn61s5y+83E3vTKL71d0FCzNE3twLx4mVEN0q7HPKkVjX3uMc78cmQ/KMrTLefSUIQr8KYcheDfKCSthnlQMiBrR/rS+UcjsCV86AGddhmVY24znAoNwIp7I91UQxmzUtUIjjcIKqQrDZeuzbyc2tbnRlG/TOTqR37ITRUbyiY9cTv4T3E58YkWyVWlODib/+FVr+3/9D7K9/AywL2owZqLrrrj6VPD8otXs39tzwBWT27j303JMmoe7hh6DW1Q3DzAdH6m2fmCCwTxnRMGFQRUTjjhFJ5wVUh4v+dS+cJ1ZC9vf9JtwyLehtcYT+bwdSW0OAkC3c4L1oMsqungkraQACINqVoj2qzIwBK2MWb2RsZSsKOhdW5gpkRP7aBCuhQy6zwfOxydAavENSmGM86cu+JjOdfe9FTYLQz/1WACDa5EEt9TPiGaS2hdD9p50wulIQNAmuU2vgOrmm1yBZDgbhu+IKdD3xRM85eTywTZ8+4DkNC8uCYLPB6A4VPcUIhfLKmw83bdIkTPjP/4QRCsEyDEhud7+KU+jtHWi65da8gAoA0rt2oem221H30IOjro+UXFEBpa4OmT09i+m4zj4b0ijLrBGNFwyqiGjc0dsLf7IPAFbahJksXAii6PN1JtF634eHSq5bQHJTJ1K7wqi8dUGfypwLogCht6p1AHDgfl9yq3CfWQfHwsoDBS8EyG6WQu4vM6Ej0xZH5M29MDqTUOvccJ06AXLANqDgaiAs00JyYwe6frf10LGUgcjre5BpicO/fFrRnmaiqqLsCzcgvWsXYm++mTsu+f2o+9+HIVeNrj5Zkt8PZcIESF4vwi/9seA5jpMXD2ov04Dm5XYPuAS93tmB1NatBceS69bB6OgYdUGVUlGBuocexJ4bb8oLBm3z56Pqju+wHD/RMGFQRURjhpk2AMuCeJRlYr0ukRMAQe37DbWlm4i9va9gDysroSP+zxa4z64/agZJkERIbhVKrQuZvQX2NAjIa3QrSMWr5tHRmRkD8bVtCD23LXcssy+G2HstCH5hDrTJ3hGZhxFOo/tPuwqOJTd0wDxvYq+NopWKCtT88D+gt7cjvXMnpEAA6oQJkCsrR2RfUn+IqgrvJy5GcuNGKPX1yDQ25p8gy6j419vG1E29GevZXiBvPFG8cXQpaZMnY+Kvfw29pRl6axuU2gmQKyogM0tFNGwYVBHRqGdE0kg3RRH9xz5AN+E4oRLaNF/RoEP2aZC8KozudI+x/jYvNpM6kh+Fio4nN3fBeUpNn8qcS24Fvo83oP2RDT2CNO9FDSPeVHk8MyNphF7c3nPAsND5u49Q8aV5I9O4N6nD7KX8fqYlDqWq98yN7PdD9vthmzZtqKc35NTaWkCSMOE/70XnL3+FyMsvw0qnYT/hBFT++7egTmko9RT7RfIHAEEArAI9ySQJkndkgvOBUCoroFSOruqQROMZgyqiY5iZ0mFEMzBjGYiqlO1DNcjKeEPNiKTR9futSG46tPk9taMbcjBb+lv29QysJG+2Olz7IxtgdKdyx9VJbvguajhqpiv/yUSIjuLni075qAUHcufaFchVTlTcMh+x91uQ3hWG5FWzS9IqHP2bVz8cLC2f2ZfNkCkTXJBcyrC93miQaU8ULAgCAEZHEmY8MzIVDo+yzFB0jr+fgVpdDSsYROW/fR3BW1YAogTR5YTs85V6av0mlwXg+fjHEf7DH3qM+S5b3ntRCCI6poy/3+ZE1CdGJI3uV3Yh/n4LcODeU6lyIPC5WVDKR091qExzLC+gOkhvSyD+QQvcZ9UVXHqnVDpRcfM86KEUjHAacrkNklvrdzZIsstwn1mLjl0bC467Tq+FWKQnVcHns8mQbDK850/KZqtkEaIyfMu4jHgGsXf2I/zq7tzPGUK2kqDjxKoBNfQdEwrHU30fHyKiU4E2zZctcHIEQZMgj6L/14aSIMuQy8tLPY1Bk9xuVPzb1yH5vAg9/VtY6TQEmw3+qz6LwPXXQxrh/WFENHqN07+mRNQbSzcQ+etexN9ryTueaY6j/RfrskujRsF+Hks3EX17f9Hx2LvNcC6qKppxkLzakHwfap0bjkWViL+b/365Tp9w1KVbxQiSAGEEAppMcwzhV3bnH7SA7pd2Qq33QJroKfzAfjBiGZgJHYKQ7dPV2x6hkaIEHYAkFMxWSQFbr9nHoSTZZfg/ORVtD6+D0XUoayooIsqvmw2JBUhGPSUYRMXttyNw7bWwkkkINjvkiiBEdXRl9fvCiMVgdHbB0nVIbte4CHyJRgsGVUTHICOSQeytwsGK0ZWC3pkcHUEVUHQJFwDAtGAV2uswxCSXCu8Fk+E6pSbbBFYUYJ8RgOhV+7SXaqhYugkjkoYRSUMQhexyTY9WtEiGmdIR+UvPssoHRd7YC+XTM/qVaTtyPpnmGLqe35YrvqFO9sB/yVTIFY6Sln8XXQq8H29A9wtH7KsSBfgvmwbJM3LXtxywI/iledBbYkjtjkAut0Ob6IHkVY9eEZJGBdFmy+4XG8PSe/ei9T9+iMjrrwOmCXXSJFTe8R045s8f8YqMROMRgyqiY5B1oG9PMXpHYsSqo/VGlEU4FlVmA5kC7PMrIDlHJqiRnAokpwK12jUir3ckM5FBYn0HQn/YDiud/dmJDhmBT8+AOtlbsPmtpVsFi3UcZHSnstfBAIIqyzChtyfQ+sCHgH4osE3vDKP1gQ9R+ZUFkAOlW9omqhKc8yug1rgQeWMvjM4ElDoP3KdPgBwY+Q8MZK8G2avBNp3V12jkZfY3o/Haa5Fp2pc7lt61C3u+cCMm/uqXcCxcWMLZEY0Po6seKxGNCEGVIPSyj6cvfZdGilbnhlLfM5ARPSpci6v7XCRirMs0x9H17NZcQAUAZlxH+2Mb85aVHU7QJGi9LO9TJ3sAWLDM/mf7Mh0JRN7YmxdQHWQlDcQ+aB3Q8w4l0S5Dm+hB4NMzUP6FOfBdMgVKhQOCPLDMHNFYlVi/Li+gyrEstNzzo2xTZiIalGPjboSI8khuBc5TagqPBWyQymwjPKPiJI+GsqtmwXfpVMiVDsjldrjPrUfFl+dBDoyeeQ4nI6Ej/OfdhQdNC9HVzbAKLJMUZRGu0yYAcoElZrII+8wytD+yHtG/NUEPFW+Y3GM+sQzSu8JIN4aLnpPaGirY26sURFWC5FIhjlDDXxq7LLN4Bn8si/3t70XHkmvXjtp+W0RjCZf/ER2DBFmC+7QJMBM64u82H6r+V+1E4KqZkEdwv0lfyF4NrpOrYT++DLCyy96KZags08r2BbIsCHZlWCvrjRQrY0BvK37To++PwdJNCFLPDIxcZkPwprnoenYr9JY4gOzP2bO0HuFXdyPTFEN3005E39qH4BfnQvYdPVC1Ejr09iRElwp0FA7GRI8KDGEW0UjosJI6IACiQxnwPjCiIxnRKDL79qP7ueeQadoL1znnwrn4JCjV1aWe2pBRJhT+EA0ApEAAKPC7g4j6h0EV0TFKcqvwfWwyPGfWwohnICqjs0/V4Y42N6M7hfjaNkTf3g8rbcA2swzuM2ohB2wlK5pgWRaMcBpmJA0zbULyqv3uESWqEuQKB4xw4f1RygRn0eWcgiRCq/cgeOMcmHEdVtpAansIof/bkbds0OhKIf5+C9xn1R+9eIIoILGuDe6z65DeXThb5T5twpAEtJZhQm9LIPTSDqS2hQBRgGNBBTzn1B8zmUoaPmY8jsjLL2P/d+7IHYu8+hrkykpM/OUTUOvrSzi7oeM+7zy0/fdPgAKZuMD117EKINEQGPsf4RLRgIk2GXKZHVqdB0qVc1QHVEejh1No//VGdL+0M9vcNZJBfHUzWn/+T+idfV/aNpQs00JmbwStP/8nWn++Bu0PrUXLf76H8Gu7YUSLF5A4kmiT4Vk6sfCgJMC5qOqoQaPkUiH5NYRf3Y3uP+0quA8r9kErzHjm6POxy5CDDlgJHc5FVfmDAuA5fyLk4NDsy9M7kmj5+ZpsnycLgGEh/l4L2h5e268li0SF6O3t2H/nXT2Pt7Sg9Z4fwYjFSjCroSdXVWHCj/8LkPM/zHGdfTa8l1wCQeTtINFgMVNFRONCpjmGTGO0x3EraSDyeiN8n5xasELecDJCKbQ9vC6vuARMIPq3fZDLHXAuroIg9C2DplQ54L9yOkIvbIeVzO5VEt0KAp8+DrK/H8s1e3m5vubyRLsM38UNaLv/QzhOqETZdbORaYoCIqBN9UPyqUPSq8pM6QivbAT0np+uG10ppHZ0Qz6B2SoauNjqdwtmbwAg8vrrqOjqGhcNfiW7Ha4zz8SUP/0RiQ/Xwgh3w7FgAeTKSsgBVqQkGgoMqohozLMsC/EPWouOJzZ0wLNsEkTvyAZVqR3d+QHVYcKvN8I2K9Dn/WuiTYZjbhDaJG92z5goQHQqkDxqnwMzUZHgXFyN5JauguOOE6sg9rFEvRJ0oOKWBUhsaEf0701QJrjgmFcByadBOkpTYyOcgpkyAFGA5FAgFjnfTBrZJX9FJNa1wzE3CIEFKGgAzHQaZqR4sRWYJmCMjmIrQ0G02aDW1UGtqyv1VIjGJQZVRDTmCYIAoZcsVKluutPNxZcOmeF0742ND56X1A8U3gAEuwzZbwP8A8/OqLVuqFO8SG/vzjsul9vhWFDRr71ncsAG12kT4FxcDUESjlre3kzpSO8Oo+uF7TA6koAAaNN88H1iKpTynssFBVGAaJOy338BolMBSthgeDhZlgXrQODJohxDzzIMJD74AGp9kWW1ALTjjoPodo/grIhoLGNQRUTjgnNRZbaSYaGxk6oguQa+HM1M6DDTBiBm9yb1NTOk1blQLKySArajBiGZtjhCf9iB1NYuwAKUWhf8l0yFUu0ccKAoeVQErpyB9K4wom/tA3QLjoUVsB1XBtnX/6qPgiBA6ONNf6Y5jvZHN+SqTcICUh+F0PbgWlSsmNej8qDoUuA6bQJCL2wv+Hyuk6tLVoBkOOldSSQ2dCCxrh2iXYLrtAlQqp2QnGN3z+Noo7e2oulfb0PgmmvgOvssRFf9Jf8ESULVnXdwaRwR9RmDKiIaF+QyOxyLqxB/Jz+wkoP27N6lAZT3NjMG9NYEul/ZhfTOboguBe4zamE/vhyS++g3uGq9B6JDhhnXe4x5z58IyVP8OfSuJNoeWJuXpcnsjaL1gQ9R+ZUFUCoHvs9D9miQ5wZhm+6HZVpDsv/paIx4Bt1/2nkooDqMGUkjtTMMeUF+UCUIAuzHlyOxqQOpj0J5Y+5z6yGNw+p/emcCrfevhRk5VMgkubkLjkWV8F4wGVIfl2dS7/TOThhdXWi77z5Uf///g33ePISe/T2Mzg7Y589H8F/+Bdr06aWeJhGNIQyqiGhckJwKvOdNhHNBBaJv7YeVMuBYEIQ6yQvZO7C+W5l9MbQ9+CFwYFuU0ZVC6IXtSG4Nwb986lEzB7LfhuAX56LjN5tzPaIEVYTnvInQpvt7fWxyY0fhZW+GhfDKPfAvn9qvsuyFiLaR+xNgpU2k90SKjic/6oJzQUWP45JbReCKGdA7kkhsbIeoStmg1qMV3Ys1nPSuJNJ7IkjvjUCpdkGb5IHk1YYkY2ZmDIRf35MXUB0Uf7cFrsXVDKqGysG9UrqO/d/8Fmxz5iDwuc9BdLuQ+ugjQFYg2sZf0E5Ew4dBFRGNG5JLheRSoda7YZmAOIi9VEY0jdDz23IB1eGSGztgLK3v03IspdKZ7REVzcDSzWxxCbfa6/I9M2Mgsbmz6HhqZzfMlDHooGokCaIAya3CCPUs5Q4AcqB44Hvw56pN9AzX9Pok0xxD20Nr8zKPgiYheNNcKDXOPi8LLcaM64ivKV5wJf5hG9Ra7vEZClJZOQSHA1Y8+2FHct06JNetAwCILhcC11xTyukR0RjEkklENO4IojiogAoArJSBzP7ihSZS20N9fi7JpUKpckKtdUP22466H0oQBUgHqgKKDhlKrStvqZvkUga0nLGURLcC95m1hQcFwDGvZ5ZqNDEiaXT8ZnOPpZxWykDHExuKNmbuFwsFl0fmhvtQ2IT6Rg6Wo+rb3y44VnnHdyAHgyM8IyIa68bOx5xERCNJELKNm4rcx4ra8FVkEyQRrtNqoE32AJIIvTkG0aNC9tsQ+cseuE6tGXPLwA7uj0rtDiOxpu3QgCQg8OkZkAZQJONwRjQNI5yG3pGE5FEh+bQBL/ssxIxloLfGC792dxpmNAMM8vVEhwzb7DIk17YXHHfM443+UBFVFe7zz4M6cSLafv5zpHfuhDqlAcFbboE2bRoEZWz9/0VEpcegioioANEpwzarDMkNHT0HBUBt8A3v66sSIm/shd6WOPSyiojAZ4+DUj82l4BJbhW+i6fAc1Yd0nsiEGwy1AkuiG5lUI2Z9VASnb/ZjHTjoT1bkl9D+fXHQ6lwDMXUYRVoQJw3nhl8PyNRleA9fxJSW0OwEvkZMdusMshl3OMzlCS3G44TF6L2Zz+FmUhAtNshsYQ6EQ3Q2Fo/QkQ0QkRNhu9jkyF5e+6b8n1qGiT38H2SbaZ0hP64My+gAgArY6LzqS1AkYbCY4HkVKBUOeFcVAXHnHLIAdugAiozqSP04va8gArIFhVpf3Q99O7Ce7j6S3QoEJQifzJF9KkaZF/IZTZU3jofrjMmQC63Q6l1IfCZGfB/ciok1+goqW6EwzC6u49+4hghud1QKioYUBHRoDBTRURUhFxmR/DL85DaGUZyYwcknwbniZWQvNqwFokwoxkkNxbIkOHAXq/WeLYJMGXfq02Fi3oYXalsk+UhWAYouhW4z61H+OVdPcZcp06AOIg+aIcTBAFywA7vsklwn1ELiMKIlLzvi0xLC2LvvIPQk0/CMi34LlsO1+lnQKmqLPXUiIhKjkEVEVEvZJ8N8gIbHPOCI9Zo1tLNXgsWGJE0Mp1JiDZp1Nxwl4qZMXp/r6JDUEACgKhIcC6qguRWEX5tN4xQCqJbheecOtjnlA95kC1IYi4zZcQysDImBBEQ3X1vPj2UMi0t2PuVf0Hyww9zx5o//BDqtGmof/ghKFVVIz4nIqLRhEEVEVEfjFRABQCCTYboUrLFDwqQ7DJa/us9qLVu+D85FXKFoyQ32qOBqMmALAJF9jxJQ5jRk5wKnAsrYZvmg6VbgJwtEz9c772Z0pHZF0PopR3INEUhulW4z6yFY24wt9zQiKZhGRZETRrWvmPxd9/NC6gOSm/disjK1+H/7GeO2WuQiAjgnioiolFHcqvwXji54JjW4M3utdItpHeF0frAWhhdQ7NvaCwSPSpcp9YUHFOneIdl75vk0SAHbJA92rAGEqmdYbQ9uBaZvVHAAsxwGt1/2IHQ/22HHkoi9s9WtD28Dq0/+QAdT25GuimazdwNMSMaRejp3xYdDz3zDIyu0JC/LhHRWMJMFRHREDAzBox4BlbSgJU0ANOC5FUhulSIav8KMQiiANvMAAKfOQ7df9oJI5SCoIpwLKiAbZofHU9tyZ1rJXTE17XBfUbtqM8UWKYFI5yGGc8c2Csk5/pxDZQoi3CfNgGCCET/tg9WxgREwD6nHL6PNfSpQfNoZIRTCL2wreCY5LUhvHIP4u82546ltnSh9aMulN84B7ahrkxpWbCs3hpoWdn2A0RExzAGVUREg2TEM0huC0EQBIRe2HZo2Z4kwHNuPZyLq/vdV0pyKHDMC0Kb7IGZ1JFpTSCxphUdv9kEHLHSLbU1BNeSGgj9DN5GkpnSkfwohNDz22DGsu+PFLAhcOUMqLWuQTUzltwq3OdOhHNRNcyUAUHN7kcazl5ig2XEMjBjGRiRNESHDMml5lUQNJNG4QykKEBr8KLjsQ09xywg9Nw2BG+aO2TVCIFsdTzfFZcj8d57Bce9yz8FyecbstcjIhqLGFQREQ1SZk8Eoiqh41eb8vf2GBbCr+6GXOGA4/jyAT235NEASURk1UfINEULn+PTIEijO1WQaYmj89eb8o4ZnUm0PbwOVV89AXK5fVDPL8oixMDYqIiod6fQ9futSG3pyh2TKx0ou3oWlIPvQ5Gfp+zXkGmOFX/utgTMZLbHld6eQGJTB0SbDPvs8mzmdID7rpyLF8M2ezaSG/KDOXXyZHjOO3/UZ0mJiIYbgyoiokEwYhnE17Vlg58ixRLCr+6GNskz4D5DklOB++w6dP5qU8Fx15LqQWV6hpuZ1BF+bXfhQd1E7J8t8Jw7cUSLgZSKmTLQ/cedeQEVAOgtcXQ8vgHBG+dA8mgQHQq0aT6ktobyzrNMq3i/rNxJQMdvNiG9M5w7FH51N7wXToLzpCqI9v7vM1MqK1H7P/ch9te/ouvp3wKmAe+nlsN97jms/EdEBAZVRESDYukmLAPQ25NFz9E7ErCMXvak9IE2yQPnkmrE3tp/6KAIeM6biEx7ApLP1u8lhgCgR1KwEgb01jggi5DLbBBdMiT70C0fs9JGr9mVdGMElmFCEEfvcr2hYkTTSKxrKzimtyVghNOQPBokuwzfJVPR9tDabK+tg4/vTkFr8AKiAJg9rym1wQu9K5kXUB3U/add0Kb7oQ4gqAKygZXvssvgWroUsCxIPh8zVEREBzCoIiI6jJnSYSYMQAAkl3LUDJAgixDEbKPgRJFzlAoHBHlwN5+SS4Xr5BrYZgSQaY5BkATIQQfiH7Qi/MpulF03G/bjAv16Tr0ridjqZkTe2JPbpyUoInyfmgZtmg/yADNrPcgiZL8N6UjhEvFyhWNUZ9qGkpU2euyJO5xxWACllNtRcfM8pHdHkNzaBbnMDvvxZRBdCvyfmoau332U91jRIcP/iSnoeGpz0eePvdcC9WLXoL4HmfuniIh6YFBFRP1mGRaMSAqWaQEZK5tlUCVIPhWiPDazDZZhQm9PoPvV3Uhu7oSoSXCcVAXXkhrI3uIV6iSnAsf8CliGBUGVsjfNR/AsmzToKnSWbiLy5l7E/9kC2W/LVtI7rJBB5PVGqPXufjUDTjdFEVm1J/91Mia6frsFFbcsAIYoqJIcCjxLJ6L9kfU9B0XAtbj6mFj6ByBbPEMSgCKZS8mff63JPhtkX7b59OHsc8qg1J6A2Or9MLpSsE33w3ZcAJBFGB3Fs6ZmJA3LsphhIiIaYgyqiKhfjISO5OYOKEEHwqsakdzYCViA6FLgObcetpkByL6xUTDgcHp7Aq0/X5MtyQ3AjOuI/mUvkps7Ebz+eEi9BFZKrRvJbV0IfGYGQn/YAaMze1MrqBK8F0yCWu8e9Pwsw4TRlQRMQC9w02xE0oDe9yWGma4kom/sLfJiQGz1fkgXNUAaooqCSq0L3osmo/vlXbmAQtAkBD49o0cgMZ6JbhXOk6ryl3EeoNS5+ly1T9RkqFUylIunAIYFQc5m+sykDm2qD8lNnQUfZ58bZEBFRDQMGFQRUb+kd3VDkCV0/vaj7D6cA8xoBqEXtsMnCLDNK4c8wH0bpWAmdXT/eXcuoDqc3hxHel8U9t6yVXYZjpllMGIZlF87C1bahGVZkNzZMtkHb3gHQ1AkqA1epHZ0FxxX6zwQtH68jmFCD/WyD6wzCUs3gCEKqiSHAufiathnl0EPpSBIAiSvBsk1NO/PWCEqEjzn1AGGhdh7Lbl9Udo0H/zLp/W7mIkgCMBhS0tFmwzvsklIftTVIxsml9mg1g0+wCciop4YVBFRnxnRNMKr9sBzbn1eQHW4yKrG7Eb6YQ6qLNOCEUohuaUT6b0RqLVu2KYHIPm1fi8lM1NGj2psh4uvaYPtuECvn/ALsphdJthL8DUYgijAeUIFom829VxiKArwnFMHUev7r3RBlaBUOZGKhAqOq3VuCEPc50lUJYgBO+TA4Mqnj3WSW4P3oslwn1kLM6FD0CSILgXSEP0/IwftqFgxH90v7UBqezcgi3CeWAH3WXW9LmUlIqKBY1BFRH1m6SZgWMjsK9wvCQCM7jSslD7sc8k0RdH28FpY6Wx2Kf5+KwR1J4I3zh3Qp/GCJuWe60iiQx4VS6Yknw3BL81F17Nbcz2r5HI7fMunQSrr35JL2aPBs3Qi2raFgCNWDQqqCMf8CkjS2NwfNxaImtyvILg/BEmEWuNC4KqZsFIGIAgQXQrEYygjSEQ00hhUEVGfCaIAiNmb+6LnKCIwzDdvencKHb/a1CMIstImOn61CcGb50H2atDDKegtcSQ2dUByqrDPOdAA9Yib2WxlvWqEX2ss+HrOE0dHHx5BFKDWuFB+/WyYCT27l80u93kfzpEkv4bAVTMRenF7rmy3XOGAf/k0iD5mNMY6yaEA/ShcQkREA8egioj6THSrcJ5QCdmvQVDFgpkdx/wKiI7h/dVixjMwulMFx4zuFMxYBroFdDy+Hpn9h5Yphl/bDd8np8IxP5gXWAmSAMeJVUhs7ECmKb+fkvuculFXSEFyqQNuJHw42aNBmCkjWDUHVsIARAGiTYJcdmwvzyMiIuovBlVE1GeCIMA+pxzRf7ag7JpZ6PjlpuzyogPUyV64Tp8AyTXMQchRqtxZuono3/bmBVQHhZ7bBq3BCzGY/+tPkAQErjwOelsciY2dEO0SHCdUQvJrfdrrYqZ0mNEMzJQBUZMgulWIRynyoHclkdwWQmprF+RyOxwLKiD5NIjKyC27kyQJUrljxF6PiIhoPGJQRUT9IrlUuBdVw0joqFgxH3pbHEY4DaXaCdGjQvZqEKTh3X8kOpXsEkO9wB4oWYRoVxB7p7no4xMbOqCcdSiQ0LtT6PzNJqR3RyB6VKi1LphJHZZhQlSP/mtS704h9NIOJNe1Z/cnSQKcCyvhWToRkqdwRinTGkfbg2thxg41xI2s2oPA52bCPsMPYYz2+yIiIjoWMagion4TbTJEW/bXh1Ix8lkO0a3As7Qe4Zd39RjznlcPKELB8ugHHR7ImGkD4T83Ir07kv06nM723gKQ2hZC5VdPgOwvvofMjGfQ9exWpD46rHqgYSG2uhmWZcH38SnZhq+HMWIZdD37Ud48AAAW0PnkFlTdthBygEFVb/RQElbSQHJLJ4x4BrapfkgBGxQuXSQiohJgUEVEY46oSHAuqoJcZkP41d3Q2xOQy+3wnD8RWoMPEAB1ojsXKB3Jdlwg999mNIP4By0Fz7NSBjLNsV6DKiOayQ+oDhN/vwWes+ogavk3+mY8U3Ru0E1kWuOQA2OvgfJI0UNJJLd0IfT8tlzlwugbTVDr3Ah8egb3hBER0YgbE/VVd+3ahRtuuAGTJ0+G3W7HlClTcNdddyGdTuedt3btWpx++umw2Wyoq6vDPffcU6IZE9Fwk5wKHHOCCN40F1XfOAnBm+bCMScIyalAcijwfXxKwd9wygQXlOCh7JplmD2apB7OCBUuiJEbj6SLD5rZxsI9jx9lT1jK6HX8WGcmjbyA6qD0ngiib++HkcgUfiAREdEwGROZqs2bN8M0TTz44IOYOnUq1q9fjxtvvBGxWAz33nsvACAcDuP888/H0qVL8cADD2DdunX4/Oc/D5/Ph5tuuqnE3wERDZdi5cTlKgcqbp6P0Es7kN4ZhqBJcJ5cDdcpNXn7nARVguhWYEYK34grE1y9vr7o7L2IhVCgWIVgkyF5taIVDJUaZ6/PeaxLrG/vEVAdFFvdDOfiqiFrpEtERNQXYyKouuCCC3DBBRfkvm5oaMCWLVtw//3354KqX//610in03jkkUegqipmz56NNWvW4L/+678YVBEdg0RFglrrRtnVs2Clsw1QJZcCQcpPX0luFd5lk9D1u609nkOpcfa69A/IZsyUKgcyzT0rDWrTfRBdPW/uZa8G36VT0PH4xh5jjpOqIA5BufTxzIwWzw5aKaNowEVERDRcxsTyv0K6u7sRCBzaF/HWW2/hjDPOgKoeuhlZtmwZtmzZgq6uwvsdiGj8kxwKZJ/tQFXCnr/yBFGAbVYZ/JdNOxQAiQLs84Iou2b2URvrSm4VZVfPgnxEwQ613g3/p6YVzZhoDV4EvzQX6iQPBEWEXGaD/7Jp8J4/EZJ9THzeVTK2af6iY2q9Gxjm6pNERERHGpN/ubdt24af/exnuSwVADQ3N2Py5Ml551VWVubG/P7Cf4RTqRRSqUNLcMLh8DDMmIhGM8mhwHFCJbRpflgpA4IsQnTKeQ2CeyOX2RG8cQ6McBpGNA3Jqx1o0Ft8CZqoydAmeVF2zSxYaROCJBw1gKMsudIJucIBvfWI7KAAeC6YBCXAQhVERDSySpqp+uY3vwlBEHr9t3nz5rzHNDU14YILLsDll1+OG2+8cdBzuPvuu+H1enP/6urqBv2cRDT2CKIA2atBqXBADtj6HFAdJLlVqBNcsM8IQK1y9hpQ5T3OoUD2aSMeUJlJHWaqQBGNMUApt6Ps2llwnFiZ7VeG7N638i/MgcSAioiISkCwLKtkq8/b2trQ0dHR6zkNDQ25JX379u3DWWedhZNPPhmPPfYYRPFQTHjNNdcgHA7j+eefzx1btWoVzjnnHHR2dvYrU1VXV4fu7m54PJ5BfHdENJyMcApGLAMrY0JyKhBdSr8DocGwLAtGOJ3tNWVYEF0KJI9acInhaKJ3p5Da0Y3Y6mYIAuBcXAVtsheSRxuy1zAzJqyUns342YbvZ6JH07ASOmABgiSUpJS63p2CGT9wDTgVSG4Vgjy6rwEiIuq7cDgMr9d71NigpMv/gsEggsFgn85tamrC2WefjYULF+LRRx/NC6gAYMmSJfj2t7+NTCYDRcl+Qvzaa69hxowZRQMqANA0DZo2dDcTRDS8LMuC3hJH+xMbYXQmswdFAa5TquE+qw7SCBR5sHQTqcYwOp/cnKsaKGgSfBc3wD67HOIQ7IkyYmkYXSkkt3ZBUCXYpvshudVBBSl6dwodT2xApimWO5ba0Q213o2yq2ZC8g7ud6Glm9A7k4i8uRfp3WFIXg3us+qg1DghOYa+Gp/sUoESFfWwDBPppig6f7M5V3ZfUEV4P9YA+7xyVh8kIjrGjImP05qamnDWWWehvr4e9957L9ra2tDc3Izm5ubcOZ/97GehqipuuOEGbNiwAU8//TR+8pOf4LbbbivhzIloqBndKbQ9tPZQQAUApoXo3/YhvqYV1lF6QA0FPZRC+y/W55Vht1IGun63FZnmWC+P7BsjkkbX77eh9edrEH5lN7r/sAMt//k+Yu82wxxED6bkls68gOqgdGMEyZ3dg5ly9nmaomj5yQeIv9cCvS2B1LYQ2v93HWJv7Svcr2sMM0IptD+8Lq+PmZU2EXp+GzJ7ijR2JiKicWtMBFWvvfYatm3bhpUrV6K2thbV1dW5fwd5vV68+uqr2LlzJxYuXIjbb78dd955J8upE40z6aYozHjhG/TIqr29N+MdApZpIf5ec9GGwd2v7YaRGFwAkdjUgeSGnkuju1/aCb2r92bExRixDGLvNBcdj729H+Yg5m1E0uh6dmvB9yX850YY0fHVkDexvh1Wxiw41v3Kbhix8fX9EhFR78ZE9b/rrrsO11133VHPmzt3Lv76178O/4SIqGT0/cUzQWYsA+iFb3SHysFlX8XobXEgbQADXAJoRNKIvtlUdDz2zn4ol0yFIPa3bLgF9LaF1rRgDaLBk5nQe1bjO+ylM/uiUMrHRxEJy7SQ7iUbpbfFYQ3zdUhERKPLmMhUEREdpNQ4i46JLiVXDW64CJIIpcZVdFwutwPqwOdgmVavWQ4jnO49OCpCdChwLKwsOu5YVDW8+4CE8dM7ShAFKBN6vwZYrIKI6NjC3/pENKYoNS6IzsI3/+5z6oe9NLkgCnCeWFm0waz3vIkQbTL07hTSTRGkdnVD70zCTBt9en5Rk6BN8RYdt88uG1CFQUEQYD++PBv0HUGucsA2vXhBn74QHTKU6iIBrwiovQTDY5FjThCQC18DnvMmQipyjRIR0fg0Jpb/EREdJPtsCN40Bx2/2gS9LZE9KAlwn14Lx9zyPi+Ls8wDJdETGQiikC2H3cdKcrJfQ/n1s9H55JbskkMcqPz28QbIlU6k90TQ8cuNhwpZiALcZ9bCdVoNJGf2NfTuFPT2BPTWOOSgA3LQDtmrQbTJ8C6diOSmzh77kySPCm2Kr09zLDhvr4byL8xBYl0bYu+1ZEuqn1QN26wyyIOs/Ce5VPiXT0Pbg2t77DXyXtSQzSKOI5JPQ/CGOej49SaYB/eLyQK8yyZBnch2HEREx5qS9qkajfpai56ISsuIpGFGM7B0E6JThuhSIapSnx5rJnUkt3Yh9ML23A2xUu1E4MoZkCsdEPqwVC0XlMUysEwTkkuF5FZghDNo+fH7BYsY+K+YDucJlci0x9H+8HoY3YeKTogeFcEvzIFS4YClm8g0xxD6w3akd0cAEbAdXw7fsklD0ovJMq1sbyVBgOiQ+/T99ul5DQt6VxKx1fuR3hmG6NPgPn0ClKBjSMrMjzaWaR26Dg0zW/LepUBU+nYdHo2ZNrLPnTEgaFK2B9Yo74NGRDTe9DU2YFB1BAZVRONfamc32h5c2+O4YJdR8S8LIADQO5IwoxnIFQ5IHrXPy7mib+9D6PntBcekgA3BG49HxxObkClQcEMO2hG8aW5uCaMRz8BK6geCHwWiNjQ368PNMkyYKQOCIg5ZgHGsMbpTCK9sROz9FsCwIGgS3GfWwrGwctBZRSIi6rsx0fyXiGikGfEMul/eWXBM9mkwOpPo/NWmvLLt2jQfApdN71Nz3My+4tUJjc4kLN0qGFABgN6WgBHN5IIqyaEAw9A0d7gJkgjJwYzKQBmxDDqf3YrUR125Y1bKQPjV3TBTBpwnVUEO2IYsw0hERIPHv3pEdEyxMmbRwMd9bj06ntjYow9WamsI4Tf2wOxDmWy13l10TC63A0dpTmz1saAFkA0QM61xJLeFkN4fHfYeXTQyzGg6L6A6XOwf+5BpjsEYYL8yIiIaHsxUEdExRZAESD7tUJGLA0S3kt0flSwc1MRWt8B9ei1Ev63X59cafBBsUsHn8SybCEGTAFEoHFwJKFrZ8Eh6dwpdv/sIqa2h3DG50oHya2YNyb4rKh29M1l0zMqYgAnE17XBfUYts1VERKMEM1VEdEyRXCo859b3OC46lGwPqGJ0s08NXSW/huBNcyGXHQq+BEWE9+OToU3xQbTLcJ5cXfCxjhOrILmPHlSZKR2hl3bkBVQAoLfE0f74RmasxrheA2sh+8FAamuoYDEUIiIqDWaqiOiYo031w3XGBET/2gQcSBiZcR3aJA8iRR4juhQIfSi6IAgC1BoXgl+al8186Wa2XLtbzTWE9ZxdB8kpI/JmE6xUtrKb69QauJbUQNSO/mvZiGSQXNdecExvjcMIp4e9XxcNH9mrQfKoBYN8baoPqV1hSD4NQpFeaURENPIYVBHRuGXEM9k9SoIAyaXkylFLLgWec+rhPKkaensCgiJCDtgAUYBc6YDeEu/xXJ7zJ0Ly9D1Qkdxq0cBGcqtwn1UHxwmVsHQTgixC8vS9XLaVNnLBYCHMVI1tkldD+eePR9v/rjvUAwvZ5Z3u0yag4zebEbxpLsurExGNIgyqiGjcMdMGMvtj6H5pB9KNEQg2Ca4lNXCeXJ0rRy3aZIg2GUp5/v6j8utmI/SH7dnmu1a2zLr/yulQyh3INMcgqBIklwLRNrhfn4IkQj7K/qxiRJsESEKP5sAH9aVK4UgxUxlYsghJYmn1/lCqnKj48jyk98egtycgB2ww4zo6f7sF3gsn5y0vJSKi0mNQRUTjTmZfNNuH6kDMYSUNRFbtQWpHN8o+N7PXpXGy34bAFTNgRDOAbkLQRET/sR+dv9oE6BYgALaZAfg+MQWyrzQ3tqJbhXNRFWJv7+8xpta7S770zzAMmJ0pJNZ3IL07u1TNuagKoluB7Bk9Ad9oJ5fZITgUKNVOpHeHIdgkBG+en20y3MdG10RENDIYVBHRuGLE0gi9uL3g8rj07jD0zuRRg46DWSxTNxF+dVd279VBFpDc2InOaAZl18yC5Dp6AGOEUzATOiAK2f1Vg+w9JSoSPOfUAaaF2HstuUqC2nQf/J+aBslV2t5WRnMCbQ+vzauAGHtnP/yXTQdm+iE7uN+rryS7DMkuQ2FFRyKiUY1BFRGNK1bK6LUBb2prF7SJ2Y7olmHCiKRhJgwIigjRKUOyHwpIzHAa0X/0zAYBQLoxAiOS7jWoMtMG0rvC6Hpua66vkFrvhn/5NMgVjkGVw5Y8GrwXTYbrzFpYSR2CKkF0KXnzLwW9K4mu57b2LClvAV3PbUVl/QkAgyoiIhpnGFQR0fgiCoAsZJfqFRo+UK7aiGUQ/7AN4dd2w0pkm/1q03zwf3Iq5EA2K2CmdKCXMup6ZxJqtav4eGsc7Y+uz8uapRsjaHtwLSpuXTDgPVW570WT+1QtcCSZSR2ZvdHCg7qFTHMMStAxspMiIiIaZiwdRETjiuhU4FhQWXhQALRpfliWheSmDnS/uD0XUAFAamsIbb9YDyOczSoJqgT0kkzqbRmhkdDR/cqugssQzbiO5ObOvnw7Y0+R4hkHWWn2ViIiovGHQRURjSuiIsFzbh3kiiP2oAiA/4rpkNzZ/j/dr+4u+HijI4lMawJAtvS6bU55wfOkgK3XKntW2kC6WMYGQHJrCJYx/gIMwSZD8hd5XwRAnZCf2TOiaaSbY0h81IX0vijLwRMR0Zg0utaNEBENAdlnQ/ALc5DeH0NySyckjwb77DJIHhWiJmX3URVorHpQuikC21QfRE2G76IGdEYzSO/ozo1LARvKr5+dK89eiCAJkNwq9MMyYXlzLLONyz5DSrkdvk9MQccTG3tk6ZyLqyEcVopeDyXR+ZvNSDcearmsVDlQds2s3BJMIiKisYBBFRGNS5JHg92jwT4j0GNMkAUIqpRtoluAfFilNdmroeyq42BGMtBDKUguBZJHhXSU0uCSS4XnnDp0PrWl56AAOE8sskRxHFDq3Ah+aR7Cf96NTFMUkleD6/QJUCd5IPuy75sRz6Dr2a15ARUAZJrj6PjVJpR//vg+VVYkIiIaDRhUEdExR3KrcJ1Sjchf9vYYEzSpxxI1yalCcqpQqpz9eh1tqg/OJdWIvXVYBUFJQOCKGZB8GvSuJFK7w0jvjUKtdkKb7IXk0yCIA68KOBrILhWyS4X/sumw0gYESeiReTJjGaS2hgo+PrMvBiOaYVBFRERjBoMqIjrmCJII1yk1yLQmkNzYkTsuOmSUX398r3ul+kNyqfCcPyn7Wk1RCKoEpcoJ0a3A6Eii9cG1uUIZMWQDuuCNc6BMcA2q3Ppo0dvySCtVOEt4kFlk2SQREdFoxKCKiI5JkkeD/7JpMCOTkGmPQ3QokP02SB51SDNFueath5UR1yMpdPx6U17lQSAbaHQ8sRHBFfN7DUjGA9EuZysrFikWKDlL22+LiIioPxhUEdExS3IokBwKlMqR7ZtkxXTobYmCY0Y4DTOaAUZJUGUm9OzeM0WE5Bi6QEd0KXAsqED8g9YeY9oMP0QXgyoiIho7GFQREY0wq5eGwgBgZXpfGjcSzKSOTEsc4Vd3IdMSh+y3wbO0Hkqde0iCK1GT4blgEiAJiL/fCpgWIAC2OeXwXdQwpAEcERHRcGNQRUQ0wkSHAkERYWUKBFei0GtT4eFmRNMwkwaslI7Ye81IN0ZgZUykoxm0P7oB3o9NhvPkaoiqNOjXkj0afB9vgPusOlhJA6ImQXQpEG3800RERGML/3IREY0w0a3AfW49wi/v6jHmOn1CSZa+mWkD6b0RhF7YDr0lDogC7LPLUPa5meh85qPskkQA3a/sgv34coiBwQdVQDZjJWr8U0RERGMb/5IREY0wUZHgXFQF2auh+9VdMLpSkDwq3EvrYZ9VVpIgI7M/hvaH1x0qHGFaSKxrR3pfFL6PNxzqt2VY0LuSkAO2EZ8jERHRaMWgioioBCRntlCDNtUHSzchSAJEt1qSUupGPIPuP+4oWInP6EjCTBmQvBqM7hSAbPNkIiIiOoRBFRFRCZVy/9RBVtpAenek6Hh6TwRKlQNGdwqCJg1ZHy8iIqLxQiz1BIiIqMQEAaKj+GdsklOBmTQAEQh85jhIrtIHgkRERKMJM1VERMc4yaXCdWoNwq819hwUAG26H5Zpwb98GiS/BkHm53FERESHY1BFRHSMEyQBzkVVSO7oRnp792EDgP/KGVCqndAmeyGI3EtFRERUCIMqIiKC5NFQ9pnjYHSlkNzRDckhQ23wQnKrQ9KTioiIaDxjUEVERACyywAllwq1zl3qqRAREY0pXBhPREREREQ0CAyqiIiIiIiIBoFBFRERERER0SAwqCIiIiIiIhoEBlVERERERESDwKCKiIiIiIhoEBhUERERERERDQKDKiIiIiIiokFgUEVERERERDQIDKqIiIiIiIgGgUEVERERERHRIDCoIiIiIiIiGgQGVURERERERIPAoIqIiIiIiGgQGFQRERERERENAoMqIiIiIiKiQWBQRURERERENAgMqoiIiIiIiAaBQRUREREREdEgMKgiIiIiIiIaBAZVREREREREg8CgioiIiIiIaBDkUk9gtLEsCwAQDodLPBMiIiIiIiqlgzHBwRihGAZVR4hEIgCAurq6Es+EiIiIiIhGg0gkAq/XW3RcsI4Wdh1jTNPEvn374Ha7IQjCsL9eOBxGXV0d9uzZA4/HM+yvR9QbXo80mvB6pNGE1yONJrweR45lWYhEIqipqYEoFt85xUzVEURRRG1t7Yi/rsfj4f8UNGrweqTRhNcjjSa8Hmk04fU4MnrLUB3EQhVERERERESDwKCKiIiIiIhoEBhUlZimabjrrrugaVqpp0LE65FGFV6PNJrweqTRhNfj6MNCFURERERERIPATBUREREREdEgMKgiIiIiIiIaBAZVREREREREg8CgioiIiIiIaBAYVJXIrl27cMMNN2Dy5Mmw2+2YMmUK7rrrLqTT6bzz1q5di9NPPx02mw11dXW45557SjRjGu9+8IMf4JRTToHD4YDP5yt4TmNjIy666CI4HA5UVFTg61//OnRdH9mJ0jHhvvvuw6RJk2Cz2bB48WKsXr261FOiY8Sbb76Jiy++GDU1NRAEAc8//3zeuGVZuPPOO1FdXQ273Y6lS5di69atpZksjWt33303Fi1aBLfbjYqKClx66aXYsmVL3jnJZBIrVqxAWVkZXC4Xli9fjpaWlhLN+NjGoKpENm/eDNM08eCDD2LDhg348Y9/jAceeAD//u//njsnHA7j/PPPx8SJE/H+++/jRz/6Eb773e/ioYceKuHMabxKp9O4/PLL8eUvf7nguGEYuOiii5BOp/GPf/wDjz/+OB577DHceeedIzxTGu+efvpp3HbbbbjrrrvwwQcfYN68eVi2bBlaW1tLPTU6BsRiMcybNw/33XdfwfF77rkHP/3pT/HAAw/gnXfegdPpxLJly5BMJkd4pjTevfHGG1ixYgXefvttvPbaa8hkMjj//PMRi8Vy5/zrv/4r/vCHP+CZZ57BG2+8gX379uFTn/pUCWd9DLNo1LjnnnusyZMn577+n//5H8vv91upVCp37Bvf+IY1Y8aMUkyPjhGPPvqo5fV6exz/4x//aImiaDU3N+eO3X///ZbH48m7RokG66STTrJWrFiR+9owDKumpsa6++67SzgrOhYBsJ577rnc16ZpWlVVVdaPfvSj3LFQKGRpmmY9+eSTJZghHUtaW1stANYbb7xhWVb22lMUxXrmmWdy52zatMkCYL311lulmuYxi5mqUaS7uxuBQCD39VtvvYUzzjgDqqrmji1btgxbtmxBV1dXKaZIx7C33noLc+bMQWVlZe7YsmXLEA6HsWHDhhLOjMaTdDqN999/H0uXLs0dE0URS5cuxVtvvVXCmREBO3fuRHNzc9716fV6sXjxYl6fNOy6u7sBIHev+P777yOTyeRdj8cddxzq6+t5PZYAg6pRYtu2bfjZz36GL37xi7ljzc3NeTewAHJfNzc3j+j8iHg90khob2+HYRgFrzVeZ1RqB69BXp800kzTxFe/+lWceuqpOP744wFkr0dVVXvsg+b1WBoMqobYN7/5TQiC0Ou/zZs35z2mqakJF1xwAS6//HLceOONJZo5jUcDuR6JiIhodFmxYgXWr1+Pp556qtRToSLkUk9gvLn99ttx3XXX9XpOQ0ND7r/37duHs88+G6ecckqPAhRVVVU9Krgc/LqqqmpoJkzjWn+vx95UVVX1qMDG65GGWnl5OSRJKvi7j9cZldrBa7ClpQXV1dW54y0tLZg/f36JZkXj3S233IL/+7//w5tvvona2trc8aqqKqTTaYRCobxsFX9flgaDqiEWDAYRDAb7dG5TUxPOPvtsLFy4EI8++ihEMT9xuGTJEnz7299GJpOBoigAgNdeew0zZsyA3+8f8rnT+NOf6/FolixZgh/84AdobW1FRUUFgOz16PF4MGvWrCF5DSJVVbFw4UKsXLkSl156KYDsspeVK1filltuKe3k6Jg3efJkVFVVYeXKlbkgKhwO45133ilaOZVooCzLwq233ornnnsOf/nLXzB58uS88YULF0JRFKxcuRLLly8HAGzZsgWNjY1YsmRJKaZ8TGNQVSJNTU0466yzMHHiRNx7771oa2vLjR38dOGzn/0svve97+GGG27AN77xDaxfvx4/+clP8OMf/7hU06ZxrLGxEZ2dnWhsbIRhGFizZg0AYOrUqXC5XDj//PMxa9YsXH311bjnnnvQ3NyM73znO1ixYgU0TSvt5Glcue2223DttdfixBNPxEknnYT//u//RiwWw/XXX1/qqdExIBqNYtu2bbmvd+7ciTVr1iAQCKC+vh5f/epX8f3vfx/Tpk3D5MmTcccdd6Cmpib3IQDRUFmxYgV+85vf4IUXXoDb7c7tk/J6vbDb7fB6vbjhhhtw2223IRAIwOPx4NZbb8WSJUtw8sknl3j2x6BSlx88Vj366KMWgIL/Dvfhhx9ap512mqVpmjVhwgTrP/7jP0o0Yxrvrr322oLX46pVq3Ln7Nq1y7rwwgstu91ulZeXW7fffruVyWRKN2kat372s59Z9fX1lqqq1kknnWS9/fbbpZ4SHSNWrVpV8Hfhtddea1lWtqz6HXfcYVVWVlqaplnnnnuutWXLltJOmsalYveJjz76aO6cRCJh3XzzzZbf77ccDof1yU9+0tq/f3/pJn0MEyzLskYyiCMiIiIiIhpPWP2PiIiIiIhoEBhUERERERERDQKDKiIiIiIiokFgUEVERERERDQIDKqIiIiIiIgGgUEVERERERHRIDCoIiIiIiIiGgQGVURERERERIPAoIqIiIZdc3Mzbr31VjQ0NEDTNNTV1eHiiy/GypUrSz21UeW6667DpZdeetTz3nzzTVx88cWoqamBIAh4/vnnh31uRERUHIMqIiIaVrt27cLChQvx+uuv40c/+hHWrVuHl19+GWeffTZWrFhR6umNSbFYDPPmzcN9991X6qkQEREYVBER0TC7+eabIQgCVq9ejeXLl2P69OmYPXs2brvtNrz99tu58xobG3HJJZfA5XLB4/HgiiuuQEtLS278u9/9LubPn49HHnkE9fX1cLlcuPnmm2EYBu655x5UVVWhoqICP/jBD/JeXxAE3H///bjwwgtht9vR0NCA3/3ud3nnrFu3Dueccw7sdjvKyspw0003IRqN5sYPZpDuvfdeVFdXo6ysDCt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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import TSNE\n","# tok variable comes from the countvectorizer + tfidf section\n","bovw_tsne = TSNE(n_components=2,\n","                perplexity=50,\n","                early_exaggeration=12.0,\n","                learning_rate=200.0,\n","                max_iter=1000,\n","                n_iter_without_progress=300,\n","                min_grad_norm=1e-07,\n","                metric='euclidean',\n","                init='random',   # pca\n","                verbose=0,\n","                random_state=42,\n","                method='barnes_hut',   # exact\n","                angle=0.2,\n","                n_jobs=-1\n","               ).fit_transform(im_features)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(bovw_tsne)\n","    # Assign clusters\n","labels=kmeans2.labels_\n","\n","title='BoVW + T-SNE 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bovw_tsne,labels)"]},{"cell_type":"markdown","metadata":{"id":"RhcXFWVrn5P5"},"source":["##### BoVW + tfidf + TSNE"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:09.300140Z","start_time":"2021-05-24T06:38:57.803703Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721459704,"user_tz":-120,"elapsed":23441,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"c8036cb7-80c9-4871-8887-b705f96692c6","id":"ihgWnjlon5P5"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        5         124\n","Baby             3         147\n","Watches          0         144\n","Decor            4         163\n","Kitchen          2         181\n","Beauty           6         133\n","Computers        1         158"],"text/html":["\n","  <div id=\"df-dabf3606-afdb-41b3-b6ff-a92c463152d3\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe 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<td>2</td>\n","      <td>181</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>6</td>\n","      <td>133</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>1</td>\n","      <td>158</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-dabf3606-afdb-41b3-b6ff-a92c463152d3')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.04451876129480414\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.24      0.20      0.22       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.31      0.30      0.31       150\n","       Decor       0.24      0.51      0.32       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.41      0.37      0.39       150\n","   Computers       0.25      0.54      0.34       150\n","\n","    accuracy                           0.27      1050\n","   macro avg       0.21      0.27      0.23      1050\n","weighted avg       0.21      0.27      0.23      1050\n","\n","Clustering on BoVW + TFiDF + T-SNE 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA1UAAAKnCAYAAABu0mdgAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd4lFXax/Hv9J5JJr2TQOi9h6qIIlYsqFhQsawKrNjWtbdVFn1ZexfFhigqWLAhCkjv0jshCeltMr2/fwRChsykkVD0fK7LvTbPmfJkEibPPeec3y0JBAIBBEEQBEEQBEEQhBaRnuoTEARBEARBEARBOJOJokoQBEEQBEEQBOEEiKJKEARBEARBEAThBIiiShAEQRAEQRAE4QSIokoQBEEQBEEQBOEEiKJKEARBEARBEAThBIiiShAEQRAEQRAE4QSIokoQBEEQBEEQBOEEyE/1CZxu/H4/BQUFGAwGJBLJqT4dQRAEQRAEQRBOkUAggMViISkpCak0/HyUKKqOU1BQQGpq6qk+DUEQBEEQBEEQThN5eXmkpKSEHRdF1XEMBgNQ88JFRESc4rMRBEEQBEEQBOFUqa6uJjU1tbZGCEcUVcc5uuQvIiJCFFWCIAiCIAiCIDS6LUgEVQiCIAiCIAiCIJwAUVQJgiAIgiAIgiCcAFFUCYIgCIIgCIIgnACxp0oQBEEQBEEQ/gZ8Ph8ej+dUn8ZpRSaTIZfLT7iVkiiqBEEQBEEQBOEvzmq1kp+fTyAQONWnctrRarUkJiaiVCpb/BiiqBIEQRAEQRCEvzCfz0d+fj5arZbY2NgTnpX5qwgEArjdbkpLSzl48CBZWVkNNvhtiCiqBEEQBEEQBOEvzOPxEAgEiI2NRaPRnOrTOa1oNBoUCgWHDh3C7XajVqtb9DgiqEIQBEEQBEEQ/gbEDFVoLZ2dCnqMVjgPQRAEQRAEQRCEvy1RVAmCIAiCIAiC0CISiYQFCxac6tM45URRJQiCIAiCIAhCSEVFRUydOpXMzExUKhWpqalcfPHFLF68uNWfa8mSJUgkEqqqqlr9sduaCKoQBEEQBEEQBKGenJwchg4dSmRkJC+88AI9evTA4/Hw888/M3nyZHbt2nWqTzGkQCCAz+dDLj95pY6YqRIEQRAEQRAEoZ677roLiUTC2rVrueKKK+jYsSPdunXj3nvvZfXq1fVuH2qmafPmzUgkEnJycgA4dOgQF198MVFRUeh0Orp168YPP/xATk4OZ599NgBRUVFIJBJuuukmAPx+P9OnTycjIwONRkOvXr348ssv6z3vjz/+SL9+/VCpVCxfvrzNXpdQxEyVIAiCIAiCIAhBKioq+Omnn3j22WfR6XT1xiMjI1v0uJMnT8btdrNs2TJ0Oh07duxAr9eTmprKV199xRVXXMHu3buJiIiojX+fPn06n3zyCW+99RZZWVksW7aM66+/ntjYWEaOHFn72P/+97/5v//7PzIzM4mKimrR+bWUKKoEQRAEQRAEQQiyb98+AoEAnTt3btXHzc3N5YorrqBHjx4AZGZm1o6ZTCYA4uLiaos2l8vFc889x6+//kp2dnbtfZYvX87bb78dVFQ9/fTTnHvuua16vk0liipBEARBEARBEIIEAoE2edx//vOf3Hnnnfzyyy+MHj2aK664gp49e4a9/b59+7Db7fWKJbfbTZ8+fYKO9e/fv03OuSlEUSUIgiAIgiAIQpCsrCwkEkmzwiiONtGtW5B5PJ6g29x6662MGTOGhQsX8ssvvzB9+nRmzpzJ1KlTQz6m1WoFYOHChSQnJweNqVSqoK9DLVM8WURQhSAIgiAIgiAIQUwmE2PGjOH111/HZrPVGw8Vex4bGwtAYWFh7bHNmzfXu11qaip33HEHX3/9Nffddx/vvvsuAEqlEgCfz1d7265du6JSqcjNzaVDhw5B/6Wmpp7It9iqRFElCIIgCIIgCEI9r7/+Oj6fj4EDB/LVV1+xd+9edu7cySuvvFK7v6muo4XOk08+yd69e1m4cCEzZ84Mus20adP4+eefOXjwIBs3buT333+nS5cuAKSnpyORSPj+++8pLS3FarViMBi4//77ueeee/jwww/Zv38/Gzdu5NVXX+XDDz88Ka9DU4iiShAEQRAEQRCEejIzM9m4cSNnn3029913H927d+fcc89l8eLFvPnmm/Vur1Ao+Oyzz9i1axc9e/ZkxowZ/Oc//wm6jc/nY/LkyXTp0oXzzz+fjh078sYbbwCQnJzMU089xb///W/i4+OZMmUKAM888wyPPfYY06dPr73fwoULycjIaPsXoYkkgbbahXaGqq6uxmg0YjabiYiIONWnIwiC8Lfh9Pgos7rw+gJoVTLiDOpTfUqCIAh/CU6nk4MHD5KRkYFaLd5bj9fQ69PU2kAEVQiCIAinXGGVg1cW7+WrjYdx+/xkxOh44uKu9EuPwqBWnOrTEwRBEIQGieV/giAIwilVUu3klg/X8dm6PNw+PwAHy2zc9ME6NuZWndqTEwRBEIQmEEWVIAiCcEodLLexo9AScuzp73ZQanGe5DMSBEEQhOYRRZUgCIJwSq05UBF2bH+pFbvbF3ZcEARBEE4HoqgSBEEQTqn4CFXYMbVCilwq/lQJgiAIpzfxl0oQBEE4pbIzo5FLJSHHrhmQSqwhfNElCIIgCKcDUVQJgiAIp1R8hJp3buiHQhZcWPVOjeQfI9ujlIs/VYIgCMLpTUSqC4IgCKeUSiFjaIcYFt87kvWHKimxuBjQzkSaSUPsKe5V5fH5KLG4cHv9qOUy4iLUyMLMqgmCIAh/X6KoEgRBEE45lUJGWrSOtGjdqT6VWqUWJx+uzOGDFTnY3D6itAomn92BcX2SidGfvksS/f4ARdVOSiwunB4fSUY1MXoVWpX4ky8IgtBWxDusIAiCIByn2uFh+o+7+Hrj4dpjlXYP/1m4E4vTw11nd0All53CMwzN4/WzOa+Kf3yygQqbGwCZVMIdIzKZNDyDaN3pWwwKgiCcycRCdUEQBKFBVXY3B0qt7Cio5nClHY/vrx9xXm5zM3/T4ZBjby09QEm16ySfUdMUmp1cP2tNbUEF4PMHeH3JfpbtKT2FZyYIgtByr7/+Ou3atUOtVjNo0CDWrl3b4O3nzZtH586dUavV9OjRgx9++KHNz1EUVYIgCGegCpubnDIbuRV2qh2eNnue3HIb//h4A6NmLuWCV/7gvBeX8cGKHCpsp2dR0VoKqxwEAqHHXF4/VW34mp+IxbuKcXn9Icde+nUvpZa/9s9NEIS2Zba72V9iZVNuJftLrZjt7sbvdII+//xz7r33Xp544gk2btxIr169GDNmDCUlJSFvv3LlSiZMmMAtt9zCpk2bGDduHOPGjWPbtm1tep5i+Z8gCMIZxO31sbvIyiMLtrIl3wzA8KwYnri4G+1jdUgkrReiUGR2cN2sNeRVOGqP2dw+nvthFwaVgqsHpCL9i4Y2RGgUDY5rFKff0j+AHYXVYcfyKux4faELLkEQhMYUVDl48Kst/LG3rPbYiKwY/ntFT5IiNW32vP/73/+47bbbuPnmmwF46623WLhwIe+//z7//ve/693+5Zdf5vzzz+eBBx4A4JlnnmHRokW89tprvPXWW212nmKmShAE4QySW+HgyrdW1hZUAH/sLePKt1aSX+lo4J7Nd6DUFlRQ1fW/X/dQ8hee9Yg1qEgOc5HQOzWSaJ3yJJ9R0/RLiwo7lhVnQCHi6QVBaAGz3V2voAJYtreMf3+1pc1mrNxuNxs2bGD06NG1x6RSKaNHj2bVqlUh77Nq1aqg2wOMGTMm7O1bi3h3FQRBOEM4PF7eXLIv5PKuKruHH7YW4veHWbPWAtsLws96lFpcODwnvreqyu5mX4mVRTuKWHewgoIqR6t+Dy0VH6Fm1k39MR1XPKVEaXjp6t5EnaZF1bAOMUSoQy9C+df5nU7r1EJBEE5fZVZ3vYLqqGV7yyiztk1RVVZWhs/nIz4+Puh4fHw8RUVFIe9TVFTUrNu3FrH8TxAE4QxhcXhZfaAi7PiS3aVcPzgdXStFZ7eL1oYd06vkJ9yUt6TayZPfbeeHrcf+0Jl0Sj64aQDdk42nvB9Up3gD308dxu5iCwdLbXROMJAZqyfBeGp7ZzUkOUrD5//IZsqcTewvtQJgUMn599jO9EsPP4slCILQkGpnw/tILY2M/x2cMTNVb775Jj179iQiIoKIiAiys7P58ccfa8edTieTJ08mOjoavV7PFVdcQXFx8Sk8Y0EQhNalkEmJ0YefIYmPUKGQtd7betckY9hZjxuz04kzKKl2eDhQamVvsYX8CjvOJs5eeXw+PlqVE1RQQU0Ax/XvraHQ3LpLGVtCIpGQFKnh7E5xTBqWwZAOMad1QQU159wlMYK5tw/m52nD+X7qMH66ZwRXDUglUnt6zq4JgnD6i1A3vM/U0Mh4S8XExCCTyepd0xcXF5OQkBDyPgkJCc26fWs5Y4qqlJQU/vvf/7JhwwbWr1/PqFGjuPTSS9m+fTsA99xzD9999x3z5s1j6dKlFBQUcPnll5/isxYEQWg9UTold57VPuz4zUMzTnj2qK5Eo5o5tw0m9rglYxf1TOTmoe3IKbMz5bONnPO/pZz74jLu/nwzm3IrKamuKYhKLS72FlvYW2yplzpXanEze+WhkM9rcXnZdtgccuyvIBAIkF9p56sN+Tz+zTY+W5tLbiuHSMQaVHRKiKB7spHkSE2rFtuCIPz9xOiVjMiKCTk2IiumwQ/8ToRSqaRfv34sXry49pjf72fx4sVkZ2eHvE92dnbQ7QEWLVoU9vat5YxZ/nfxxRcHff3ss8/y5ptvsnr1alJSUpg1axZz5sxh1KhRAHzwwQd06dKF1atXM3jw4FNxyoIgCK2ufzsT1w5MZc7avNpjOpWMl67qTVyECrvLi7aVlv9JpRK6JUXw7dShFFY5qXJ4SDNpidErsTi9jH97FVX2Y0s+Nhyq5KYP1vHRpIGYHV7u+GQD+0ttALSP1fH8lb3okRKBUibD7fVjdXnDPvfBMlurfA+no91FFq56ZxXVjmPfv1YpY85tg+mVYmzVBEdBEITWYNQq+e8VPfn3V1tYdlz634wremJsw5nwe++9lxtvvJH+/fszcOBAXnrpJWw2W20a4MSJE0lOTmb69OkA3H333YwcOZKZM2dy4YUXMnfuXNavX88777zTZucIZ1BRVZfP52PevHnYbDays7PZsGEDHo8nKOmjc+fOpKWlsWrVqgaLKpfLhct17BPU6urwG7MFQRBOtRi9in+d35mbhmaw+kA5qVEaovUq3vvjIC/8spsOsXruOKs9mbF69K1QXEkkEhKNGhKNx5Lw/P4Ac9bmBhVUR7m8fj5bm8cNg9M4XHVsCd/+UhsT3lnNj3cPp32cHrVCRnyEiuIwTXR7pkSe8LmfjkotTu76dGNQQQVgd/u4/aP1fDtl2Gm/xFAQhL+npEgNr07oQ5nVjcXpwaBWEKNXtmlBBXD11VdTWlrK448/TlFREb179+ann36qDaPIzc1FKj02Gz9kyBDmzJnDo48+ysMPP0xWVhYLFiyge/fubXqeZ1RRtXXrVrKzs3E6nej1eubPn0/Xrl3ZvHkzSqWSyMjIoNs3Jelj+vTpPPXUU2141oIgCK0rUqskUqukfaye33eXcOnrK2ob1e4ptvLDtiJevqY3Y3skoJS1fj8lm9vLkt2lYcc35FZwRb9kkiM1tTNVAG6fnw9WHOTxi7sRH6HivvM68a8vt9S7f6pJQ/tYfauf9+mg3ObmQIhZOJlUwvCsGKodHirtbnQqObEGJRrFGfVnWhCEvzijtu2LqFCmTJnClClTQo4tWbKk3rHx48czfvz4Nj6rYGfUIutOnTqxefNm1qxZw5133smNN97Ijh07TugxH3roIcxmc+1/eXl5jd9JEAThNFBc7eRfX26pLajqemT+NkrDzAKdKKVcWm+fVV3ROhVyqZRqZ/3lfRtyK7G6PEgkEkZ3iefxi7tiqDOjlp1p4tNbB/9lZ2s8IeLw5VIJL13dG6lUwkWvLmfsy39wzswl/Of7nRRXO0/BWQqCIAjNdUZ9BKZUKunQoQMA/fr1Y926dbz88stcffXVuN1uqqqqgmarmpL0oVKpUKlE3w5BEM48FTY3FbbQvUGsLi+lFhfJUeFj0VtKJZcxaWg7Fm4tDDk+vl8KHp+/XjgFQEqkFrWiZvbMpFNyw+B0xnRNwOL0oJJLidIp/9IpdVE6JRqFLKjH1w3Z6fy0rSjo9fT4Any6Jhery8t/xnVvk2Qtm8uL0+PDoFa0asCJIAjC39EZ/S7q9/txuVz069cPhUIRlPSxe/ducnNz2zzpQxAE4bTVhoEH7eP03DM6q97xS3ol0b+dibeX7gt5vzvOykSrPPZ5nkImJTlKQ+fECDJi9X/pggogzqDivvM6Bh0b1iGGH7aFLlC//bOg1ZtqVtndrDlQzuQ5G7nuvTU8/d129pdaQ86iCYIgCE1zxsxUPfTQQ4wdO5a0tDQsFgtz5sxhyZIl/PzzzxiNRm655RbuvfdeTCYTERERTJ06lezsbJH8JwjCX1a0TkmMXhnyotugkhNraLtZ+EitkknDMhjbI5E/9pbi9PgYnBmNQiblyw153D26E0bNQX7YVrOvVS6V8PCFXciKa95eKbPDQ7nVRUm1iwhNzabouIgzd2mgUi7jyn4pJBrVvPDzbnLK7Xj9gZBLOAECgZoiCHSt8vxWl5fP1uYy46fdtcd2FVmYtyGfz/8xmN6pokGwIAhCS5wxRVVJSQkTJ06ksLAQo9FIz549+fnnnzn33HMBePHFF5FKpVxxxRW4XC7GjBnDG2+8cYrPWhAEoe3ER6j5v/G9mDR7Hf46F+USCcy4sidxbVhUQU2zRwmgU8rYnFvFvPX55JTbAZi1/CCzbhzADdnpWF1eOsVHEGNQBs1SNaa42snT329n4ZZjgUPtorXMunEA7ZtZnJ1OIrVKLuyZxMCMaDw+P9WO+imKdelaKSIfoNzi4oWfd9c77vL6efDLrXx62yBiGtgvJwiCIIQmCQTCfT7291RdXY3RaMRsNhMREXGqT0cQBKFBDo+P3HI77y8/wPbCarLi9Nw2PJN20bqgflVen59qpwe5VEqEpvX25+SU2Rg1c0lQUXdUSpSGBXcNxU+ASpsbjy9AlE5JvEGFvJFmtE6Pjxk/7eKDFTn1xhKNaubfNYSEOjHvZ7IKm4ubPljHlvz6DY97JBuZffMAoltQ6JgdHgqqHCzcUoDN7eOC7omoFFLGv7UKV5ilfovvHXlGF6yCIITmdDo5ePAgGRkZqNVn7mx/W2no9WlqbXDGzFQJgiB4fD5Kqt04PD40ChlxESoUjVyc/9VpFDI6JRh4elx3HC4fGqUMleJYjHogECC/0sHn6/L4dWcxERoFtw3PpE9aZKvMSOwptoQsqACMGgX5VQ7u+XxzbTPfCLWcRy7swvndEzBqwu+fKrW4mLMmN+RYodnJoXL7X6aoMulUvHZtXybNXse+Emvt8faxel6/rm+LCqoqm5t3lx/k9d+P7W37YEUOQ9pH88KVPfnn3M0h7yf6DguCILSMKKoEQTgjlFpcfLgyhw9WHMTm9mFQybl9RCbXDExr071DZwqVXIZKXr8nVU65ncveWBHUqHftwQou653EYxd1xXSChVVDqXH3ndeJ699bg9V1LFq92unlwa+2khSpYXhWbNj7Oj2+sLMpALmVdgYR3bKTPg2lmbR8dtsgCs1O8irsJBo1xBiUJES07OdzqMIeVFAdtXJ/OYMyo+mTGsmmvKqgsS6JBoytOIspCILwd/L3/ohXEIQzgsXp4YWfd/Ha7/uwuWuiqC0uLzMX7eGtpfuxu+r3QxJqIrNn/rI7qKA6av7mAvKrHCf8HO1j9ahCFFY9U4xsLzAHFVR1zfhpV9g4eACtUoZOGb5xcWZM6y1Rq7C5KDQ7KDnFPaF0Kjlun5+563KZ8O5qxrz4B9N/3EWhuXk/J58/wCdrDoUdn78xnwt6JgYdU8mlPHtZjxbNigmCIAiiqBIE4QxQbnUzb0N+yLGPVuVQam2bJrenmtPjI6/Czq7CanLLbc0uHs0ODz9tKwo7vnBL6Bjv5ogzqHj+yp71lo11iNWxu8gS9n57i6246vRqqve4ESpuHZ4Zcqx9rI7UqBNf+mdxeFixr4wbZq1l2IzfufzNlcxdl0vZKfp92l5Qzfi3VvHH3nJcXj8Oj48PVuRw64frm1Xw+fyBBgvWaqeXge1MnNMlju7JEUwYmMq7E/uzYFM+FbbW/d4DgQBFZicHy2wcrrTjFrHtgiD8RYmiShCE0165zRU2ctrjC4SciWlLFTYXhysdFJkd+Hxtc5FYYnHy/E+7GP2/pZz/8h+MmrmUx77ZTpG59WZTpK2wgUalkDG6Szw/3j2c6welMaxDDPed25F/nd+ZbknhN/SmmbQoGlg6qJDJuH5wGrcOz0AhO3ae/dtF8cHNA084Vt3vD/D77hKue28N2wuq8flr9p79+6utvLJ4L9XOk/879eS320P+nm8vqOZAqa3Jj6WUS7n4uJmourIzo/l6Uz7xBjUjsmKpsHmYNHsdH63KDdmwuaWq7G6+3VzAZW+s4Oz/W8I5/1vKcz/saNXfYUEQ/vqWLVvGxRdfTFJSEhKJhAULFjR6nyVLltC3b19UKhUdOnRg9uzZbX6eYk+VIAinvcZiuDUNLBNrTTaXl+0FZp75fidbD5sxahRMGtqOCQPTWrV3kt3l5ZVf9/JJnaAGrz/AVxvzMTvczBzfC2MTmuRGahRc2DORbzYXhBw/fglYS+lUcjonRPDkJd3w+AKo5FKkUgljuyfy4qK9uEMUnv88Jwur04vb6yfeoEIWInAk1qDmvnM7MjG7HWaHG41CTrReSVQrNAgurnby1Hc7Qo59vPoQNw/NIEJ98vYX2Vw+thdUhx3/Y28pg9s3fQ/ZoIxoUk0a8iqClw5qFDKuHpDK7R+vx+mp/3PJq3TQKeHEk2/9/gCLdhTzwJdbao85PX5mrzzE3mIrr0zoI5YaCsKZyFEJtlJwVoPaCLoY0LRtfzubzUavXr2YNGkSl19+eaO3P3jwIBdeeCF33HEHn376KYsXL+bWW28lMTGRMWPGtNl5iqJKEITTXrReSWaMjgNl9T+t75YUQbTuxC+ym2JTbiXXz1pb+7XZ4eHFX/eyPqeSl67p3WoXiaVWF3PX5YUc+3VnCWU2d5OKKq1Kzj2jO/LH3rJ6y8HG90shOfLEltBV2d2UW91YXF6MGgXROmVQXHtSlJqPbhnIHZ9sqJ1NlEsl3Do8g/xKO1M/24RRo+Duc7IY1ycZU4ifo0YpJ80kB7QtOsdKmxun14dSJg36+ZidHsptblRyKZOGZjAgw4TD7UOtkLKz0MKhMhsZMa3TcLcpZFIJGoUMR5glkTHNDGNJjNQw97bBvLV0P1+sz8fj83N25zjuP68TD3+9NWRBBRDbSr/DxRYnM37aFXJsxf5yiqqdoqgShDON+TB8MwUO/HbsWPtz4JJXwZjcZk87duxYxo4d2+Tbv/XWW2RkZDBz5kwAunTpwvLly3nxxRdFUSUIwt9bnEHNOxP7cd17ayiuPrY8KSVKw+vXtixyurlKLS4e/2Z7yLE/9pVRUOVotfOodnjwhsspB0qrXbSPrR/UYHa4qbJ78PkDNUWOXkW7GB3fTB7Kgk2H+WVHMREaObcNz6R7sjFkEdNUh6sc3P/FZlYdqABqorjP75bAk5d0I/7IrJ1SJmNAOxM//HM4JRYXdrcXAjBvQz5vLT1w5Jw9PP39DvyBADcNaddo/6qmqnZ42HbYzAs/72ZviZU0k5Zpo7MY0M5ElE6JQipFJZfy6oQ+fLY2jzeX7q+9b9+0KMZ0i2+V82iqGL2SawamhuzLJZHAWZ3imvxYDo+XKpsHmVTCg2M7c9dZHQgABnXNn/xwaZkpURoSWmnG1er0UmYNv69rZ6GFbknGVnkuQRBOAkdl/YIKYP9i+HYqXDmrzWesmmrVqlWMHj066NiYMWOYNm1amz6vKKoEQTgjdIgzsOCuoRwos3GgzEpWrIF2MToSjCeniaHV5Q05U3bU2pxKeqREtspz1W3aG4pRG7wsLRAIsL/UymMLttUWOV0SDTw7rgfdkyNINWm56+wO3DA4Hblcgl51YsvaKmwu/vnZRjYcqqpzDvDjtiIUMinPXdYD/ZELeJlUQlKkhqRIDTsKzFzwyvKQj/nK4r2M7ZFAcmTLZqSgZklfTpmNSrubKoeHf3+1tXZsR2E1t3+8gQfO68TNw9oRpVMwbXQWX286zO+7S4IeZ2NuJffP+5P3b2pZ092WUMpl/GNEJmsPVgQtA5RI4KWrehPfhGj1QCDAoXI7r/62l4VbC5FJJFzWN5k7RrQnxXTsdX3ykm6UWl1syq2qPZYSpWH2zQOJb6V/Tyq5FKmEsD3MYvUnZ3ZZEIRWYiutX1AdtX9xzfhpUlQVFRURHx/8wVh8fDzV1dU4HA40mrbpcSiKKkEQzhiJkRoSIzUM7RBz0p9bLpUgl0rCziBFaVtv/020Tkl2pqm2QKqrQ5y+XtPe/EoHV7y5CrPjWLjCzkILV7+ziu+nDqdTggGZVEJkKy2TLLO4gwqqur7fUsC953asLarqqtvY9njVTi82Z/g0wMbkVti5YdaamqJiQh+e+2FnyNu9tHgPF/dOIs2k5ZzO8bzw8+6Qt/sz30yZ1XVSl6glGDV8cNMADpTa+GNvKTEGFWd1iiM+QtXovkKo+T0Yd1xPsk9W57J4Zwlf3jmkdrlnUqSGdyf2p6TaxaFyG/ERapIi1SQYNZjtbspsbswODxHqmiWdUS34vYnWKxnTLYEfQ6RPGlRyOsS1XiS+IAgngTP8ns8mjf8NiKJKEAShCUw6JWO7J/BdiBhyuVRC//TW+4QuUqvkhfG9uP3jDeyoM2vRLlrLexP7By3fCgQC/LS9KKigOsrjC/Dqb3t5/oqejc5+NUdDkeP+QE0PsVDiDOFnQaQSUClatvSv0ubm/nmbOVRuB2pmx6odoc/B4wtQaHaQZtLi8vnDzqRAzZLPTgktOqUWi4tQExehblYoBYDH5+PTNYdCJmEWmp38uLWQawam1s5SxuhVxOhVdK2T0Fhorkk/XLqntPbYwHZRvHh1H5KbGWGvUyl49MIuHCizsrvoWDGtVcr44OYBtUtEBUE4Q6gbCbBpbPwkSkhIoLi4OOhYcXExERERbTZLBaKoEgRBaBKdSs6DYzuz5bC59uIdaoqBVyf0adX0P4CUKC0f3jyQ4mon+ZUOEowqEo2aehejTo+fpbtLwzwKrM+pxOLytmpRFd3A0i2JpGYmIpT0aC0mnTJkD6Wx3RMbfNyGVNjdrD1YWfu1XNpwVLxKXpMWaVDJG16i1sxwiFPJ7PDyy/bisOM/bSuiX1oUvdMikYSI0q92eHhswbagggpqlrVO+3wTb9/QD5Ouea9HcpSWjycNIqfczp95VaREaeiRYiQhQt1qe+cEQThJdLE1oRT7F9cfa39OzfhpIjs7mx9++CHo2KJFi8jOzm7T5xVFlSAIQhOlRGn5/PbB7Cio5o99ZSRFahjdJZ4Eoxq1ovVj3WMNKmINKronh9/Qr5BJSIwMX9BF65UoW/kCNkavoleqkT/zzPXGxnZLCFscJRjVfHzLQK5/bw2VdWZUeiZH8MiFXVq818vhDl42WFztIj1aG1T8HhWpVRB3pFiKMSi5uGcS3/xZP3K+T1pkvWWWpzOZRIKugcJZr5Lz0/YiEo8s8zteudXNrztLQtwT1uVUUm51N7uogmMzbwMzTI3e1uPzUVLtwuLyolHIiNapQi4jFQThFNBE1aT8fTs1uLA6mv7XhvuprFYr+/btq/364MGDbN68GZPJRFpaGg899BCHDx/mo48+AuCOO+7gtdde41//+heTJk3it99+44svvmDhwoVtdo4giipBEIRmSTBqSDBqGNXl5KbDhSOXSbkxux3z1ueHHJ98docW7YlpSLRexevX9uWfczexsc7eqlGdY3n84q4YwvR3kkgkdE2MYOE/h3OgzEZRlYOO8QYSIzUnNCsUqVWgVkhrY8JnLT/Aoxd24e65m7HXKbiitAo+uXUQLq+PnYXVRKjlPHpRFzx+Pz9uK6ptvDsow8T/rm48It/i9OD2+onQKFCc4pmXKJ2SW4ZlMO3zzSHHL+qVyPM/7ebKfikkhKjRLa6Gmx1XhVhe2prKrC7mrs3lzSX7kcuk3DIsgwHtTKjkUkx6JTF65QkHrAiCcIKMyTUpf7V9qiJqZqjaOKBi/fr1nH322bVf33vvvQDceOONzJ49m8LCQnJzj/V1zMjIYOHChdxzzz28/PLLpKSk8N5777VpnDqIokoQBOGMl27S8tQl3Xjqu+1BS9muH5zepBmClkiJqtnfdbRPVaRGgUmnJLKR/lkeX4AYvYqkE+yRVVesXsU/RrTn5cV7Acgpt/Pab/t4/dq+bMmvYkehhb5pRs7rlsgz3+/g990lBAI1y/+mntOBxy/qxgPndcbsdKNXKRptMFxmdfFnXhXvLDuA2eHhrE6xXDswjZQoLdJGlh62pSEdojmrYyxLjlvCd1HPRKrsHkosrrDFn0GtQCKhtrA8XmsGsRzP4/Pzxbo8/u+XPURpFbx0dW9eXryP/y3aA9Qssb28bwr/GtOp1ZfZCoLQTJqok57yd9ZZZxEI9+YEzJ49O+R9Nm3a1IZnVZ8oqgRBEM5wBo2CK/ulcFanWDYcqsTl8dO/XRSxBlWjRc6JMOlUTV4SVmJxsqvQwpy1ufj9ASYMTKNbUkSTLpLLLC4OVznYmFtJrEFFr5RI4o0qlLKaJZcqhYwbstMxqOW89vs+quwe9hRbWXWgnDtGZmLUKCi3url+1hr2FB8LTbC4vDz3wy5UchnXD05HJm282W+lzc0LP+/m8zrNmXcVWZizJpf5dw2l/SlMtYszqHn60m78mV/Fsj1lSKUSRnaM5UCpjed+2MmwDjFhZy1j9ErGdE3gp+310/oGZ5patPSvqUqqXby5pKZP2LTRHZn+4y52FVlqx/0B+HJDPhqFjIcv7IxGIS5dBEE4/Yh3JkEQhL8AnUqOTiUnPbrxwuBkK7E4+deXW1hSJ1Djlx3FDMow8cqEPg0mwRWZnUyds5F1h44FUajkUt67sT+DMkwoj4ROxOhV3DykHRf0SMTh8aGWS4k1qGrH8yodQQVVXS8v3su5XeObNHtWYHYEFVRHVTu9TP9xJy9d3eeU7gNKiFSTV6HE7PDg9vn515dbsLq8JESo+c+47hg1oWecDGoFT17SFX8gwC87jgVeDM+KYcYVPU+oUXRjbC4vFpcXhUxCglEdVFDV9fm6PG4bkUmaSVy6CIJw+hHvTIIgnJGKq53sK7Gy+kA5yZEahrSPJsGorr2IFk6c3x+g3ObGHwhg0ilQyFr22m48VBVUUB215mAFK/eXcVmflJD3c3v9vLV0X1BBBeDy+rll9np+vW8kaXWa2spk0rCF0a7C8D1UKmzuoL1XDVm8I3SYA8Bvu0qocrhPaVGllMno385ESpSWX3cVkxqlIbt9DL1TIxstGhOMGv5vfC/KrC4sTi96lZwYvRJjG852AqiVUuRSCUaNguJqZ9jbuX1+bGHi+gVBEE41UVQJgnDGOVzl4KYP1rK3zsyDQibh3Yn9GdI++owqrFxeH5U2NxIkROuVp03UdJHZwTebC5izNheP189FvZK4YXA6qXWKmKawOr3MXnkw7PjsFTmc3TEuZGPiUouLuSFmhaDmAnvdwYqgoqohDfVZUsmlqJvaI6uRLVOnbkfVMSqFjPQYHbcMy2z2fSM0CiLCzGa1lRidikt6J/H9n4UN9jJTyCToVGfOv21BEP5eTo+/3oIgCE1kd3l5/qddQQUV1AQg3P7RBooa+KT7dBIIBDhUbuPpb3dw/st/cNFry3nx170UVDlO9alRZHZw8+x1TP9xF4fK7RSYnbyz7ACXv7GS/Ir6MeUN8QUCuL3+sOMurx9fmA3IXr+/NtEvlPwqe4Obl+vKijcQGSZs4eoBqU2OTz+3a/jUx3O7JoR9DiE8rUrOA2M60Tc9kjKri/axofelXd435YyKuRcE4e9FFFWCIJxRym1uFm4pDDnm9vlD9k46HeVVOhj3+go+XZtLld1DqcXF67/v4/r31lB4igur9TmV7Cysv6+l1OrikzWH8PiatlQOIEItZ1yf5LDjl/ZODhumoVHISI8OPxOVGaOnxOJq0nkkGdV8cssgYo7roXVWx1juOqtDk/uMJRjVXD84vd5xo0bBg+d3Qidiv1sk0ajh9Wv7MjDDxGvX9qFbUkTQ+AU9Erj33I5olWKBjSAIpyfx7iQIwhnF6/fj9YefnSizNu0i+1Rye318tDInqAHuUQfKbKw6UM7lfUPvM2prTo+XeRtC97wC+O7PQiYNzSAuomlFiEQiYXSXeN774yC5x81yJRrVXNIrEVmYGPK4CDX/HtuZOz/ZWG+sU7wBm9tLhc3dYNBF3fPolhTBt1OGcbjSQbnNTUaMjliDqlkhDFFaJfeMzmJMt3je/eMAlTYP53SJ44q+KaQ0sMRQaFy0XlXbG+yjSQMps7qxujxEaZXE6FUnfVmiIAhCc4iiShCEM4pOKSfNpK13gX5Uv7SW9c8ot7oot7lxenxEahXE6lVo2uhT8SqHJ2R09VHzNx1mbPdENMqTv39EIpGglIffGaSUS5FImrdzKClSw9zbBzN3bS5fbsjHH4DL+yZz3aA0kqMa3hOVZtLy3GU9eGPJPvIrHShkEs7vlsDlfVO4+/NNfPGP7Cafh0QiISlSc8I9sqL1KoZnxdI3LQqPz49BJUd2muyF+6uoW2AJgiCcCURRJQjCGSUuQs3jF3fl1g/X1xsbnGkiqQWzBQfLrEyZs4ntBTUJcQqZhElDM7htRGab7OGQSiQNLjfTKmVIT9E1ukouY2J2OxaFSbm7blAa0S2I106K1PDPc7K47sjSOZNOGbYRbV1GjYIvN+Rxx8j2RGmVSCTw++4S7vhkA/ER6gab9IZTZXfj9vrRq+UntJxMp5JjcXowOz0Y1QpRWAmCIPyNiaJKEIQzzqAMEx/ePIBnFu5kX4kVnVLGdYPTuWVYRrOLoEKzg2vfXUOh+VjAhccX4O1lB4jSKbltWEarXyxH65RMzE7n8W+2hxy/MbsdqlOYYNg5IYKx3RP4cVvwbFrXpAgu6pmENMxyvcbIZdImLdWrK86g4uahGfxz7ibqZlIoZVL+d1WvZj1ehc3FptwqXv99HyUWF/3So5h8VgfaxWibnRhZZnWxOa+Kd5cdwOL0cm7XeK7sl9LsdERBEAThr0ESaGp00t9EdXU1RqMRs9lMRERE43cQBOGUKbO4sHt8yKUSYvTKFkWpr9hXxnXvrQk5ZtQo+PHu4Se8XCyUIrOTyXM2suG4HkyX9UnikQu7nvKUszKLi13FFj5elYPL4+eqAan0TYsiwdi8oqg12FxecivszF6Rw/5SK33TIpkwKI3kKA3KJvbOqnZ4eO23fbzzx4Gg4wqZhLm3D6ZfuqnJ51NhdfHMwp3M33Q46HiUVsH8u4bSLub0a8AsCMLfm9Pp5ODBg2RkZKBWn/z38ZaaPn06X3/9Nbt27UKj0TBkyBBmzJhBp06dGrzfvHnzeOyxx8jJySErK4sZM2ZwwQUXhL19Q69PU2sDMVMlCMIZK8Zw4oXH7qL6KXdHmR0enJ6mJ901R4JRzRvX9WVXYTVfrM9DJZdx7aA02sXoTnlBBTWv7TCDikHtTASo2Ut1quhUcrokRvDMuO5U2Fy4vH7kUgl+P3BcTVVpd1Npc+P1BzBqFLUzWaVWV72CCmpmJR/6eitzbhvc5Nc9v9JRr6CqeW4PL/66h+mX9UCrEn9eBUH46zG7zFQ4K7C4LRiUBkxqE0aVsc2eb+nSpUyePJkBAwbg9Xp5+OGHOe+889ixYwc6XegPsFauXMmECROYPn06F110EXPmzGHcuHFs3LiR7t27t9m5ind9QRCaxO904S0rJeByIdVqkcfFIWniLMHprH1c+FkFg0re5KjtloiPUBMfoWZ4VixAi5fVtZXDlXZW7i9n6Z5SMmJ0jOudTGKkOuQ+pBKLE7fHj1wmJdagCpvo11IOt5dth6t54tvt7CisRiWXcnmfZKaek0VSpIZAIMC+Eiv/+moLm3KrAEiJ0vCfcd0Z2M7E5iPHQtlTbKXa4WlyUfX91tCR/gALtxTy4PmdRVElCMJfTpGtiCdWPsHKgpW1x4YmDeXJIU+SoEtok+f86aefgr6ePXs2cXFxbNiwgREjRoS8z8svv8z555/PAw88AMAzzzzDokWLeO2113jrrbfa5DxBFFWCIDSBp7iYsjffxPz1fAJuN1KjkZg778B4ySXITU1fNnU6yoozEKtXURoiin3SsAxiW2E2rDGnWzEFcKDUylVvr6LM6q499vrv+3jt2r6M6hxXW2xW2d2sOlDOf480CjbplPxjRCaX901p1dduR6GFq95ZVbuvyuX189m6PNYdquTTWwfh8foZ//YqqurE1OdX1jQxnn/nEHSNFDnSZiYahiORwOn207S5vBRXO1m6p5Rqh4cRHWNJNWlPixlRQRDODGaXuV5BBbCiYAVPrnySGSNmtOmMVe15mGt6UZoauPZYtWoV9957b9CxMWPGsGDBgrY8NdH8VxCEhnkrKyl49FGq5n5OwF1zge03myn57wyq5n2J31O/19KZJClSw5zbBtGuTpNZqQQmDEjl+sHpTUqo+6upsrt5ZP7WoIIKwB+AaXM3U3qk4a7P5+enbUXc+clGDpXXRNxX2NxM/3EXM37chdnROr8blXY3/1m4g1A7gPeVWNlVVM3qg+VBBdVRgQA8//NuuiUZCFe79k2PJFLb9B5IF/VMDDt2YY9EjM14rLZmdXpYsOkwo2Yu5anvdvDir3u57I2V3P3ZZkqqnQ3e1+H2kltuY+GWAr7emM/+kpoZPUEQ/n4qnBX1CqqjVhSsoMJZ0ebn4Pf7mTZtGkOHDm1wGV9RURHx8fFBx+Lj4ykqCt/KpDWImSpB+BvwlJTgr67Gb7cj1RuQx8YgMxgA8FVV4S0vx1ddjSwiApnJhDzqWK8nb1kZ9j+Wh3zc8nfeJuKiC1EmJ5+U76OtZMUb+OIf2ZTZ3NhdXmL0KqL1Sgzqpl8ce3w+SqpdOL1+NAoZcQYV8jO0IKuye1h1IPQfSLfPz47CalJNWootLqb/uCvk7b7cmM+dZ7fH2AoNWx1uX+2SvlCW7C5t8Hm25puRSCQ8eXE3Hv82OHHRoJLz3GU9iGxGNHtKlIbL+yTz9XH7qkw6JdNGdzyhmPbWVmB28siCbfWOr9hfxtcbD3P7iMyQM6VWp4eFWwt5ZP62oGbbNw5J55+jskQPKUH4m7G4w+8/bsp4a5g8eTLbtm1j+fLQ1ySn2unzzi8IQqvz2+24Dx+mYtYszN8vBK8XJBL0o84m4bHHACh46CHsq1bX3kczYADJM2agSKr5NN5zKDf849vs+K3Wtv0mTpK4CDVxzYz7PqrE4uSjlTl8sCIHm9tHhEbOXSPbc2X/1NN6iVWV3U2Z1c3hSjtROmXtHi+Pz9/g/WwuL1CTqNfQbNSBUhvtY/UnfJ5SCUSo5VQ7vSHH4wxqdKrwe9/ijWrUchmX9UmmT1oUs1ce5HCVg6HtY7i0TzIpjaQ7lllcVNprZu2MWgVxBjUPX9iFi3om8u7yg1icHs7rmsBlfZJPu0j1BSECNY6ateIgl/VNDhlLn1fp4MGvttY7/uHKQwzKiOaCHuFn6wRB+OsxKA0nNH6ipkyZwvfff8+yZctISUlp8LYJCQkUFxcHHSsuLiYhoW32fR0liipB+AtzFxRQ8d4szN98c+xgIIB18W8crrYQefnlQQUVgGPdOgr+/W9SXnkZWWQksob2TEkkSM+gaNa2YHF6eOGn3czbkF97rNrh5b8/7abK4eHuc7LQnEYzF0cVVzt5ZP5Wft15rMlvcqSGD24egEmnJCVKQ36lI+R9e6bUrJtvLBEwQhP8fRdWOdicX8Xvu0pIjdJyQc9EEo2hgy/qitaruCG7Ha//vq/emEQCY7rF4w8EkEgIuURwytkdapMie6QYmX55T9w+HxqFvMFADY/Xz/ZCM/fP28K+kpoPDzJjdDx/ZU96phgZ1SWegRnReP1+DCr5adn8t8gcfomf2e7B76//gvl8fj5ZfSjs/V7/fR+DM6MxtaAJtCAIZyaT2sTQpKGsKFhRb2xo0lBM6rbZXx0IBJg6dSrz589nyZIlZGRkNHqf7OxsFi9ezLRp02qPLVq0iOzs7DY5x6NOv78AgiC0Cp/ZjLekFPPChSHHHevWIY+Pq7kqPY597Vq85eUAKJISkcfFhnwM3YgRDRddfwPlVjdfbswPOfb+8px6+5JaqsLmIq/CTmGVA7f3xGLenR4fry7eG1RQARyucnDde2twe/08O657qF8NruqXUjv7ZtIpuaBHAilR9Wd6IjRyUqKOzdrkVti58q1V3PnJRr5Yn8/MRXsY/b+l/LarBEcjsfUKmZQbBqfTPz0q6LhEAv+7qjcJRjVJkRpem9AH1XGF3o3Z6QzPigk6ppRL0asUjSYU5lXaufrt1bUFFcCBMhsT3l1NbkXNHjK9Wk6kVtmmBVVxtZM/9pby6IKtzPxlN7uLLFiauLfpvG7xYccGZZpCBnh4/IGwBTVASbULt7fh2UxBEP5ajCojTw55kqFJQ4OOH03/a6uQismTJ/PJJ58wZ84cDAYDRUVFFBUV4XAce4+aOHEiDz30UO3Xd999Nz/99BMzZ85k165dPPnkk6xfv54pU6a0yTkedfp9fCoIQqvwOxz4rZaaJX/hbmM2I9FoCNjt9ccsNeuj5fHxpL7zDrk3T8JXeaxRrapjRxIef6x2b9Zfgc/vx+dvXk+mEosz5OwI1Ow/qrK7T2hJmN3tZethM09/t4PtBdVoFDKuGZjKP0ZkkmBsWVPiMosraGatrlKLi0PlNga0M/HVHUOY8dNO/sw3Ex+h5s6z2jO6SzyRWiXVDg8VNjdnd4pjYDsT6dE65m86zLd/FqCSS5l14wASjiwrs7o8PLdwJ4ergi/UAwG4e+5mfrtvJOnRDTfMTTCqefP6fuRW2Fm+txSTXsXwDjHERahqZ7pGd4nn13tHsrfYgt3to2tSBDF6FREt2Nfl8fn4ePUhXCGKB48vwLvLDvDUpd3bNHIfoMjs4LaP1rP1cHXtsVd/28dDYztz7cA0DI18b71SI0kzaWuLwKNkUgkPnt856LWxu7yUWV1U2D1MHdWBoR1ieHfZgXrJmH3SItGrz/x2CoIgNE+CLoEZI2ac1D5Vb775JgBnnXVW0PEPPviAm266CYDc3Fyk0mN/t4cMGcKcOXN49NFHefjhh8nKymLBggVt2qMKRFElCH9dcjlSrZawa6IAqcFAwBl6eZD0SNdwiUSCqlMnMr7+CtfBg3gOF6DKykKRnIQiNvQM1pmm0uYmp9zGx6sOYXZ6uLRXEgPamUhsZK8NgF7V8EXtiV50b8k3M+Hd1bU/QofHxwcrclifU8GsmwYQZ2j+8kuHxxeyWDgqv9JBdvsY+qZH8fYN/XG4fbX9p6Bm1uztpQd4e9mxZrpSCTx4fmeuHpBCqklHklFdOxNUYfPwy47QqUs+f4BNuVWNFlUAsQYVsQYV/Y6bsTpKpZCRatK2yr4mm8vHhkOVYcc35lZhc3nbtKjy+vx8sjo3qKA6avqPuzirUyydGimqEo016ZYv/bqXbzcX4Pb56ZMWyRMXdSUr7th+tzKLi9d+38snq3Nrgym6JUUw86pePPjVFgqPLCOUSSVMG92x0d97QRD+mowq40mJTj8qEO5TyzqWLFlS79j48eMZP358G5xReKKoEoS/KEVMDG6VCt3w4diWLas3rsrKwme3g7/+xbVu+HBk0dG1X0skEhSJiSgST5/N6QGfr2bmTCJBZjIhaWGfoSqbmzeW7OPdPw7WHlu8s4R20Vrm3DaYpEYKq2i9kvRobW2keF09ko1E61u+76Tc6uLp70JHiW89XM2+EmuLiiqtSoZBJcfiCj2L2aHOxXakVknkcTXK5ryqoIIKauLWp/+4i++mDCXtuKLG5/cTYutOrdaKXm9NKoWUjvF6HG4fJRZXvXNMjtKgVrTtCvoyq4tP1oTf27RgcwEPnh/R6OOkRGl55tJu3DM6C38AdCp50H6oo7Nys1cGP9f2gmoenr+V+8d04r4v/qR9rI5nL+tBZmzjBbAgCMLfjdhTJQh/YarMTGLuvANNv37Bx7OySHntVbS9+6AfNSpoTDdyJInPPI3cePI+iWouT2Eh5e/N4tDEGzl0401UfPQxnhb2n8ivcgQVVEfllNuZtfxAo/uX4iPUvDexP7HHpfylRGl4dUIfTLrG0//sLi+FZgfF1U58dZL37G4fOwrrz1Ic9fuuUsz25u/ZijOoueOszJBjWXF6kkPskTqqyu7mtd/2hx1/f0VOvf02epWC9g1ciPdvF3rm6VSqtHm4sEcSF/VK4qlLujFzfC/iI479LO88qz26Np6tCQTAGibxEGp6gjWVRiknOapmFu/4gImSahezltf/NwA1s5YJEWp+v28kc2/PZnBmdJsveRQEQTgTiZkqQfgLk0dHI5HLSXzuWfxVZrzlZcjj45HHxKA40hgvacZ/8ZaX47dYanpYRZuQRTT+6fep4iks5NANE/HkH9sTVDJ9OuavviT1nXdQNDMytaHI6c/X5XPr8EwSG9m7lBVv4JspQ9lXYiWn3EZWnJ6MGF2je558/gA55TZeWbyXxTtL0ChlXDcojasHpJJo1CCTSlArpDg9oZfq6dVyii0ujM3osQQ1wQ9XD0jD6fHzzrIDtUsBh7aPZsaVPRuc/fL4/JRYwifKHa5y4PL6gvalxRpUPH1pd66ftaberNvoLnEkGps/2+b3ByiqdlJU7cTm9JJq0hKtUza6x6gp9hZbuPa9NbVNjqGmSH7hyl7cP+9PbhmWQaf4tt9LqFfLGdYhhiV7SkOOj+3eOvHADo8fa5hZS4BD5TaGdogJO251eql2epBQM3OrlIuiSxCEvx9RVAnCX5zMaERmNEJ6mHGDodXCJvwuF96iIiy//oor5xC67MFo+/RptWWDAb+f6u8XBhVUR7n27MW2ajWRl41r1mPa3OFnolzNSNlLitSQFKlhBE3fZ5ZTZuOS15bXnoPV5eWlX/fyy45iPrhxADF6FeP7pfDx6vq9wqQS6Jls5LddJXRswQV+jF7FlFEduKp/KhanB7VCRrReiVHTcIGmV8sZ0M5EfmXoYnRY+xi0SjmBQIDyIzMpUVolfdIi+fKOITz3w0425VYSrVdx2/BMxvVJatJsXl1en58t+WZu/Wh97WyNRALXDUpj2jkda+PTW6Kk2smtH60PKqigZsZm5i+7mXdHNjF6VcjUvNZmUCt4cGxnVu4vx31c77DOCQa6JLbOhx8ahRStUoY9zL+FjJjQs4xen5+DZTae/3kXv+0qRSWXclX/VG4bkUlyE/YjCoIg/JWIokoQhFbh93iwr15D3uTJtYmD5nnzkMfGkvbxR6jatTvh5/BVVWH+9tuw41VffYU2ezDKZsxWXdIrkc/Whm5wPLpLPBHqtlniZXd5eXnxnpBF3Y6CarYVmDmnSzy3Dc9k/aFKdhYe61YvlcCTl3Rj7ro8RnYMP4PQGJVc1uxQB41Czp1ntef7LQV4fMHTTnqVnHF9kyixOPlxaxFz1+Xi88MVfZMZ1yeZfulRvDexP06PD6lUQqxehbSRWPNQCs1OrntvTVAUeyAAn6zOpUOcgRuz01u8x67M6gq5Pw7gz3wzbp//pBRUR7WP0/HNlKE898NOlu8rQ6eUc92gNG4e2i5k096WiDWouHloO17/vf6yzoQINe3CFFWHyu1c8tqK2p+D3e1j9socft9dwtzbBjcp6EUQBOGvQhRVgiC0Cm9JCfl3310vwt1bWkrR40+Q/OorrbBPSwKy8EuLJDIZ1d9/j/GSS1DExTXpEdvH6RnYzsTanIqg4zqljPvO69RmF9Bmp4ffdoVe1gU1yxJHdY4jRq/iX+d3ptLmZku+mUitgl4pkcxdl8cvO4p4aGznNjm/hrSL1vL57dn8++st7Cmu6eHUJy2S6Zf3QK2QcsOstewuOtbb6fmfd/PZulw+vz270eCPpli5vyxsb6vXf9/H2G4JxLdgSSEQNrzjKEcDM5ttQSmT0SUxgtev7YvV5UUqqVlip2jg30Gzn0Mu46YhGZRb3XyxPq82VKRDnJ53bugXcvmr3e3l1d/3hvw5HCq3s+5QJZeIokoQhL8RUVQJgtAq3Pv3h41nt69di7+yEk6wqJKbooi65mqKnnwq5LjhvPOo+Ogj5HFxRF5ySZMeM86g5tVr+/Dj1kI+WJmD1enlnM5x3HlWe9KaEPPdUlKJBI1CFnYvi0GjQCKRoFXJ6RCr586fN6BVybG5vLy8eC+BALxwZU/ijlvqVmlz4/T4kMskxLYgGbAplHIZfdOjmHPrYMxOD1IgUqckSqvkyw35QQXVUXkVDr77s4DbhmcilUowOzwEAgEim7kfDGBvSf3HP6rU4sITItGyqeIM6rBdCJQyKUaNgkPlNtYfqqTS5mZghomkSE1tQ+S2EqFRtKjfVlPFGlQ8elEX7jirPWUWFyqFDLVcilouw+H2olEGXy5UOzws3R3+Q4Hv/izggu4JyNuwKbIgCMLpRBRVgiC0Cp/F0uB4oIEmxM2hP/tsVPPm4dq+I+i4pl8/pGoVnkOHqPpsLoazzmpy4EZ8hJobh7Tjwp6J+Pxg1MjrXUS2thidkmsHpfHy4r0hx68ZkFr7/1NNWt6d2J9NeVUs3lnMqM5xXNIriaRIDdojM2kWp4cdBdX898dd7CisJtGo5p/nZDGyYyzRbXTBH2NQBe1fsjg9fLE+L+ztv9qYzwU9Elh9oII5a2qWXF4zMJURHWMbDQOpq09qZNix9Ghts5o3Hy9Gr+Sy3sl8HSLA5Oah7Si1uLj6ndX46mTED+sQw/+u6kVcKy3HO1W0Cjk2l517Pt9MXmVNo2aFTMKdIztw49B0ouvsfZNKJejVcirtoePwI7UKpC1cgikIgnAmEkWVIAitQt05/DI0eXw80lYKw1DEx5PyyitYly7F8ssiJDIphtHnIlEoKHrmP0BNoEVTGgbWJZE0fWbH5w9Qbq0JMjDplC36NF4mk3LNwFQW7ShiR2FwQXrb8Ix6e50SIzUkRmq4oEf90A+/P8Afe8u469ONtcdyyu3c+8Wf3Dy0HfeO7njCqXilFhdevx+DSoFeHfpPh1QiqW34G4pcKuW3XSU88e2xgnhTXhVdEw3MumlAkwurPmlRxOiVlFnrR4o/eH7nFvXuOsqgVvDvCzoTb1Tz4coc7G4fEWo5/xiZycU9kzjr/5bU67m1fF8Zn63NZcrZHZC10cyM88gyu7aMMy8wO5jwzmqq68S4e3wBXvltLykmDVf1P1box+pV3DQkg2e+3xHqobh+UHqL9ssJgiCcqURRJQhCq5DFxGAcdynmBd/UG4t/5BHkTdzj1BSKpCSkej2q9pkEfH7K338fT96xGZLIKy5vsz5bhVUOvtqYz+fr8wgE4NLeyVw7MJXkqOYFPgAkGjV8cNNAthWYWbDpMAaNgmsGpJJq0hLVjGVxxRYnT3y7PeTY7JU5TMxu1+KiqtTiYvHOYt5edoByq4uBGSbuPbcjmbH6ehf4OpWcGwans2p/ecjHurJfCl9trD8DtKPQwtLdpVwzMK1J55QUqWHu7dncPXcT2wtq+ngZVHIeOL8TQ9tH4/b68fr9aFs42xhnUHPP6CyuG5SGy+tHrZARb1Dx/oqDYZsYz1pxkKsHpDYao99cxdVO/syrYs7aXCRIuG5wGj2TjW0yK7YupyKooKrrpUV7GNkxtjYcQyKRcFHPRBbtKGL1geD9iHeObE96dPP/PQiCIJzJRFElCEKrkBuNxN1/P+ruPSh/9128JSWou3Yh7oEHUHfr1uI0tlAkEgm6gQMpf/Mt3AeDm5Yq27dHP2JEqz1XXYVVDq57bw0Hymy1x17/fR/zN+Yz744hDTbNDSfeqCbeqGZU57gWv0Zmh6deBPhRgUBN36VwsdgNqbC5efq77Xy3pbD22K87S1iyu5Qv/pFN3/T6TXv7p0cxONNU70K7W1IE7WN1bMk3h3yuz9bmcn73hCbvseoQp+fjWwZSYXPj8vqJ1ChQyqVsL6jmw1U5ONw+Lu+bzKDM6GYtLTxKKZeRclyhXFAVvj9XtcMbtuBqqeJqJ1M+3ci6Q5W1x37fXcKQ9iZeurpPqxdW2w6H/tkAFJideI6LdY+PUPPKhD4cLLXx3ZYC9Co5l/ROJsmobtFeOUEQhOO9+eabvPnmm+Tk5ADQrVs3Hn/8ccaOHRv2PvPmzeOxxx4jJyeHrKwsZsyYwQUXXNDm5yqKKkEQWo08Joao667FcN654PMhUauRR9W/8G4NioQE0j54n+qff8b81VeAhMjxV2I491wUCQn47XYCHg9SvR5JKyWlLdldGlRQHVVgdvLN5sP8Y2T7Bpe/NeREik6FtOElZy1NMCyqdgYVVEd5/QEe+2YbH00aWG+/VlyEmpev6cPmvCo+XnUIXyDAhAGp9E2P4sEvt4R9rkDt/zSdSaeq7XFVbnXxzPc7WLC5oHZ82d4y2sfq+PiWQSFTB90+H8XVLnYVVlNuc9Mj2UiiUR22b9aIjjHMXpkTcqxHsvGEluZV2t2UW91U2t0YNQriDSqW7ysLKqiOWrm/grU5FVzUM6nFz3c8n89Ph7jwS3STjGoUIZY2xhnUxBnUDMqMbrVzEQTh9OU1m/GVl+O3WJAaIpBFm9psZQhASkoK//3vf8nKyiIQCPDhhx9y6aWXsmnTJrp161bv9itXrmTChAlMnz6diy66iDlz5jBu3Dg2btxI9+7d2+w8QRRVgiC0Er/Hg99uR6pSNTnO/EQpEhIwTZyI8eKLAZBFReGrrMS2ejXlH3yAr7IK/dlnYbz4EhTJSSdUuFQ7PHy5sX7T4aMWbD7M1QNS2ywUoiFROgU9ko1sDTHToFXKWrwUa3WYZXwA2wuqsTi9Ib/f+Ag1Y7olMDwrhkAggE5Vs/Twkt5JrAjzmBMGpBGpa/nsxv5Sa1BBdey4jS/W5TF1VPB+J7fXx5qDFdz20XqcnmMzMGd1iuX5K3qGnAXqmhhBu2gtOSH6WD12URdMLTz/gioHD3z5Jyv2HXttnrykKws21f9+jvpwZQ4jO8ZiaKU+asUWF7EGFREaOdWO+ksA/3lOVqv1xRIE4czkKSyi4NFHsa9YUXtMO2wYSc88gyKx6f0hm+PiI3/fj3r22Wd58803Wb16dcii6uWXX+b888/ngQceAOCZZ55h0aJFvPbaa7z11lttco5HiaxTQRBOSMDrxZWTQ+nMmeTdciuHH3wQx+bN+KqrT8rzSyQS5CYTcpMJX3U1ZW+9Re5NN2Nbugznli2UvfwKOVdeifvQoRN6HqmUBlPllHLpKUs7M+lUzLyqF5Ha4AtsuVTCG9f1rRe73lRaZfiZF6mk5r/iaieFVQ6sIfbiaJXy2oIKYETHWPqlR3LD4HRem9CHl6/pzSW9kuiRHMFZnWNbdI5QE9RxNE0wlLnr8iizBYdaFJmdTJq9LqiggprZyI9XH8Lrqx/LHqlV8tb1/RjbPQH5kRnJ9rF6Xr6md7P2wNVldnh4dP7WoIIKoMzqrrfcri6PLxCUQHii7G4vL/y0m5eu7kNanZAUlVzKbcMz6RCnb7XnOlWqHR4KzY6wS2UFQQjPazbXK6gA7MuXU/DYY3jN4ZcPtxafz8fcuXOx2WxkZ2eHvM2qVasYPXp00LExY8awatWqNj8/MVMlCMIJce7axaHrrifgOnKhsm0b1p9/If6Rh4m84gqk2pO3Yd1bVETlRx/XO+6rqqL0/2aSOOO/yHQt6z2lVym4Mbtd2BCGidntiDqBmZaWKqxycLDMRqnFyRe3Z7P+UAWr9pfTMd7ARb0SidQoyCm38+uOYmxuL6O7xJNq0japr9LgzOiwPZtGdY5jT7GFh+Zvw+L0MKxDDA+M6URGrA5lmOWWcQY1z13Wk5m/7Gba55uRyyRc2juZVyf0bdG+p6PKbS7G9UkmLVrLF+vyKaoO3vvk9tVPg1y+rwyPL3RR8uHKHK4dmEbicUsGSy0urnlnNed3T+CVCX0IBKDE4uSVxXtRyqV8csugZs9Ulltd/Bai39OaA+Wc3TmuNojjeJf3TcbYin2rVHIZB8tsPPntdm4fkUl8hAq3N4BSLuG7Pwuxn+Smx63J7vayr9jK8z/vZlNuJfERau46qz1ndYoLagkgCEJ4vvLyegXVUfbly/GVl7fZMsCtW7eSnZ2N0+lEr9czf/58unbtGvK2RUVFxMfHBx2Lj4+nqKioTc6tLlFUCYLQYt7ycgoffvhYQVVH8X9noD/rLJQnsaiy/L4k/NhvvxFvNre4qALomx7JyKxYlu4Nvgjulx7FyKyWz7S01P5SK9e/t4ZC87EiYmRWDM9f2ZN4owazw8OHK3P436I9teOv/76fszvFMiPMEre6Yg0q/jOuO4/M3xZ0PM6g4tbhmdz24XosR5oX/7qzhGV7yvhmylC6JIbuD5ZbYefyN1ZgO3KB7vUH+HxdHsv3ljHvjuyQ+54aUm5zsWJfGa8s3sfhSgddEg08cmEXVu4v47O1x9IgL+yRUK/gPXykD1Mo1U4v3hCzQPtLrVQ5PMxdl8fcdfX7cVXaPc0uqixh0vbW5VRy+4j2pERpyD/uXNtFazm3S3yrhr/EGlRc2S+FOWtzeXRB8M87Sqvg32PDt0w43W08VMUN76+p/XDgQJmN+7/cwtX9U3nogs4iVEMQmsDfSC9KvyV8U/YT1alTJzZv3ozZbObLL7/kxhtvZOnSpWELq1NFFFWCcIbwOxz4KisJ+HxIdTrkJtOpPiV8ZjOuPaGb1+Lz4dy1C2VqaujxtuBv4NP0QKDZvauOF2dQ88JVPdlRUM2naw7h9cG1A1PpmRp50veblFpc3PHxhqCCCmDp3jJu/GAdn9w6iIIqR1BBddTvu0tZtKOY6wanN/gcOpWcS3ol0S89irlr8yiocjC6Szx90iK5efa62oLqKLfPz3M/7OT1a/sScdwsitPj491lB2oLqroOVzlYtreUawY0LVIdahoNv7v0AG8tO1B7bGNuFRtzN/H0pd3olx7FhkOVRGkV3DY8E5U8ePZsYIaJ15fsD/nY7WP1aEKETri94ZfjAfj8x8bdXh8lFhd7iy1YXT66JEYQa1DVm10yahRhZwMfnr+VL27P5rs/C/hyYz4SCYzvl8LlfVPqzaKdKLVCxj/PySK/0s6yvWW1x2P1Kj6cNIBE45m5n6rE4uTRBVtDvr6fr8/jthEZoqgShCZorNek1NB2S4SVSiUdOnQAoF+/fqxbt46XX36Zt99+u95tExISKC4uDjpWXFxMQkLb7PmqSxRVgnAGcB8+TOkrr1L9ww/g8aDq0oWERx9B1bUbMs0pvNhprEjxN3wR2toMZ59N2SuvhhzTDR+OLCL0DEpzxBnUxHVSM6R9TQiDqg2bsTak3Opib0noTwZ3FVkot7r4tIF9Ru8tP8h53RKIbWT5k0GtoHOCgicu7orPH0Auk/LUd9vrzZ4ctXxfGVaXt15RZXZ4+H13SdjnWbilkEt7J6FRNO3PUrnVzTt/HAg59vKve3n60m70TYvkhux2QXuEjuqUEEF6tJZDIUInHr2wS8hlYR3jDUglhIxOT4nS1F6cOz0+lu8tY/KcjbjqFGJXD0jlgfM6BT12tF7J2O4J/LC1/tKUTvEGInUKJp/dngmDUgEJJp2yxQmTjUkwqnnpmt6UWlwcLLMTrVOSEqUhwahu1Vmx1mRzeSk0O/hmcwH5lQ7O6RJH37So2lnPaoc3ZLDIUZvzqhpMPRQEoYYsOhrtsGHYly+vN6YdNgxZ9MlLAPX7/bhCrJAByM7OZvHixUybNq322KJFi8LuwWpNoqgShNOcp6iI3Jsn4ck9doHs2rmTQzdMpN3nc9H06HHKzk1mNKLMzMR9IMTFrVSKukuXk3o+8oQEjJdfhvnr+cGnotcT/+C/kDXySdvxPCUleHJzce0/gDItDWVGOxRHPu1qKLTiZHB4Gt7jYnf7KLOG35BvdniCZlYaI5FIkMtqLqyNDSTOqeUyQl1/y6QS9A1Eu0dqFMgkTX9Nc8ptYftCldvcpEfrOLdrPEp56KI3wajm01sH8cz3O1m0owh/oCY2/LGLutI/RP8tgBi9kilnd+CV3/YFHZdK4NnLetTOVhZWOfjHJxvqBUl8vi6P3qmRTKjT5NigVvD4RTUJVj9uK6r9nGJUp1ievaxHbQBGrOHkfHhyNKa+U8KJfwDR1uxuLz9vL+K+eX/Wvm7zNx0mOVLD3NsHk2rS1gaKhKNrYYNoQfi7kRuNJD3zDAWPPRZUWGmHDSPpP8+02X6qhx56iLFjx5KWlobFYmHOnDksWbKEn3/+GYCJEyeSnJzM9OnTAbj77rsZOXIkM2fO5MILL2Tu3LmsX7+ed955p03Ory7xbiIIpznHtm1BBVUtv5+SF/6P5FdfadMeEQ2Rx8SQ+Oyz5E6cSMDjCRqLnTbtpH5yBSCPiiLuvvswjD6X8lmz8FVVoRs+nKirxoNMhqewEHlcXJP6Vrlzc8m95VY8ecf2zsjjYkl7/wNUHdq35bfRJFE6ZdhZE5m0ZkZjbLcEFu8MPTs0rEM0Ec2M47Y6vZRZXYzoFEu3ZCNL95Ty+brcoMCHqwekEh0isCNGr2LSsAwe+npryMeeOKRdswrVxnpCqeTSsAXVUSlRWmZe1ZMKW2fc3gAGlZz4Bpa56dUKbhqaQa/USF79bR+Hqxz0SjEybXRHMmOP7dX7fkth2GS+N5bs45wuccTVKZISjGpmXNGTB8Z0wuL0olfJidbXXyooBCu1uLi/TkF11OEqB9N/3MkLV/YiSqcI2YwaQCGT0C351Lx3CsKZSJGYQPLM/zvSp8qK1KBHFh3dptcgJSUlTJw4kcLCQoxGIz179uTnn3/m3HPPBSA3NxdpnV6NQ4YMYc6cOTz66KM8/PDDZGVlsWDBgjbvUQWiqBKE0571t9/DjtnXrydgt8MpKqoA1N26krFgPhWzZ2PftBlFQgLRt9+GqlOnEwqFaCl5dDSGUWej7d8Pn9lM9c+/cODSceDxIDUaiZ0ymYiLLmqwKbG3spLD9z8QVFABeEtKybvrLtI//QRFbHAwhd/pxFdVBYAsIqLNUw9jdEquHZjGJyGW+F03KI0YvYohHWJIMqopOG7flUou5Z/nZKFtRlPgIrOD/yzcyQ9bC/EHagq3C7on8PI1fbh77iY8vgDtY3XcPiIzbDFzTuc4RnSMYdmesqDjk4Zm0CG2eevxU6M06JSykHu0uiQampzEqFcp0KuaXryYdErO6RJP37Qo3D4/WqWsXq+o/SEaRB9VbHbhC5E6aFArWq3n1N/FmoMVYWcrf95ezENj3aSatDx7WQ+uemsV5XVi9SUSmDm+V4vbDQjC35XcaDypH+TOmjWrwfElS5bUOzZ+/HjGjx/fRmcUniiqBOE0J09KDDsmi4qqaaB0CkmVSlTt2xP/yCP4bTYkavUpKaaOF3C7OTxtGs7tO2qP+c1mip99DmQyoq6+OuyMla+iAueWLSHHPLm5+MrLg4oq9+HDlL/zLuZvvwWvF8N55xEzdQrK9PQ224uiVyu4e3RHovVKZi3PweryYlDJuWV4BtcNSkenkqNTyfn8H9m8/vs+ft1ZTLnNzdD2MTxyYRfSTU3/GVXZ3TyyYFvQrJfPH+C7LYX4gWfHdSdKq6R7irHBaPS4CDX/G9+bg+U2vt9SiFou5ZLeSSRHapodFhBnUPPGdf245cN1QUl9EWo5L17Vu0mR8SeioaJteIcYFmw6HHKsW3JEo7NsDfH4/JRaXHh8flRyGfERqtN2v1NbC9Ub7Sif/1gfr/axer6ZMpTle8v4fXcp7WK0XNkvhWSj5oR+FoIgCHWJokoQTnPGsWMpf+31kGOmG29EHhNzks8oNKlajVR9+iSEeQoKggqquspefQ3DqFG1+6OO53eEj9sG8NWJlvUUFHLouuvx1umBUb1wIdY//iDjy3ko09LwVVXVPKZUijwmpknLD5si1qBiyqgOXDUgFafHj1ohI86gQiGrKbQDgQByqYQr+6UwqnMc6dE6orSKRqPUj1duc4ddRvjD1kLuP68TGTFNK9JiDCpiDCoGtDux9EqFXMrgTBOL7h3BN5sL2FNsYXBmNGd3iiMlqnWT8cIpMjvJq7CTU26jXYyONJOW+Ag1gzNNxOiVlFnd9e7z0NjOLe5nVmpx8snqXN5ffhCLy0tChJr7x3TinM5xp6RH2qk2MCP871CneAN69bFLnJQoLdcMTOOq/qlI2yjoQxCEvzdRVAnCaU6ekEDic89R+MgjQWl7uuxsjOMubbUL9L8a5+76UeJH+Sor8dvCL9GSGY1IFIp6+8QAkEiQH5mlCgQCWH7/PaigOspfXU3FnDlEXnYZhY8/gfPPP5FFRhI18QYir7wSRVxc87+pEBQyGcmR9Zca+v0BthdUc/PstUEX9xf3TOSxi7sG7elpTJW9fnFwVCAA1Y4Qr1MLeXw+SqpdVNg8KOUSTDpV2IRClUJGRoyeaaM74vcHmnyxnF9pZ9X+clYfqGmSPKZbAkmR6kb3YNV1sMzKDbPWBqUgppm0fDRpIO1idHz+j2z+/dUW1uVUApBoVPP0pd3pmtSyZTNVdjfPfL+Tb/8sqD1WVO3k/nl/8sTFXbl+cHptMX2yBAIBiqtdmB0eZBKI1CnbfIawrqRINed0jmPxruCCXyqBpy/tFvJcREElCEJbEUWVIJzmZDodEeePQdOvL7ZVq/Cbzeiys1EkJyM/yUEQZxJFYvieFBKFAokq/MWfPDaWqIk3UDHr/XpjERddWPu6+202LD//FPZxrL/9jjw6BueffwLgq6qi7JVXcaxbT9L/vdCmP79Cs4Pr3ltN9XFLpL7bUki7GB3/PCeryRfhje31aSjVrzmq7G6+3VzAjJ921e6Vah+r57Vr+9A5wdDgMremXizvLbYw/u1VVNmPFYL/98tuPrhpIIMzTcib8JqUWV3c8fHGerHyuRV2Js/ZyEeTBtI+Vs+7E/tTaffg8fkxqhUNhmA0ptzqDiqo6npx0R7O65ZAcp3eVT6fH7PTg0ImbZO9Wna3lzUHKnjo660UVdfs2esYr+d/V/WmS2JEm8W+12XSqZh+eQ++21LAu8sOUm5z0S89iofGdqFjfNv1zBEEQQhFFFWCcAaQarWo0tNRpTfcrFU4RpXZHqnRiN9srjcWceklDRY0UrWa6EmTkOkNlM+ahd9qRaLREDVhAqabb6qNZpfI5Uj14WPaZXo9AWf9pYS2VavwFBS2aVG1raC6XkF11AcrcpgwMK22l09jonVKeqca2ZxX/7XMzjQRrQ9eelZqcXKows6a/RXEGJQMzowmPkLd6P6VtQcrePzb7UHH9pdaufqdVfwwdTgpIfpNNUeFzcW0zzcHFVQAHl+AOz/ZwE/ThpMc1fhzlFtd7C62hBzbXlBNudVNtF5FpFbZao1lDzYQflHt9FLt8NQWVXkVdr7akM+incXoVXJuHZ5Jn9TIkL23WmpvsZVJH64LSt7bU2zl6rdX8cPdw0mPPjn7KuMi1Nw8JIOLeibh9wfQqmQYNX+/pZCCIJx6oqgSBOEvSZ4QT9r7s8i75dbaVD4AzYABxE6ZilTTcEEhj44m+tZbMI67FL/dgUStQh4bi1R57IJNqlZjmngD1t9+C/kYERdfVK9n1lH2devQ9Gi7iNeGLsKtLi9ub9N7VEXrVbw2oS//+GQD2wuqa4/3SYvk/67qHVQ4FJmd3PnpBjblVtUek0klvH5tH0Z2ikMTprAqs7h4/ufdIceqHV5WHShn/AkXVe6g86/L4vKSV+loUlEVKnGwLnsjPcRawqhteLZJdSSOPqfMxuVvrqSiTtLdmoMVXNoriScu6YpJd+KFlcXp4aVf94Ts/W1z+/juzwImn93hpAVoSKWS2h5hgiAIp4ooqgRBOG24DxdgW7kC26pVqNp3IOLCC1AkJiJtYKleOJIjzYcz5n+N+9AhvGVlqNq3Rx4fj9zUtJAEiUKBIjF8+iKAqmNHjOPHY543L+i4bsQIZJGRuPbuDXk/WWTT99aUVDupsLvx+gKYdEriDSpkjSxT69FA/504gwq1onn7b1JMWj6cNJAyq4tSi4u4I4ET0XUu0t1eH+8tPxBUUEFNEtvkOZtYfN9I2oWZwXD7/OwrsYZ9/o25lYzvn9qscz6eJ0SUeV12d/g0ubpM2oZ7hEU1UgC1RHKkBpNOGVQsHTUoIwqTTond7eXFX/eEvM03fxYwaVhGqxRVdrePbYdDF6cA63IqcXl9qBXiEkMQhL8P8Y4nCMJpwbVvP4euv752VskClL3xBimvv4ZuyJCgGaJwfGYzfocDiUyGPDYWiVSKIjGx0cLoRMhNJuLuvYeoq6/C/O23BDxejBddhCIlmZIXXwx9J5kMbf/+jT621+dn22EzUz7bVLt/x6hR8PQl3RjVJa7BvTLtY/WkRGnq7fsBuPe8ji36ZD9GryJGr6JzmO1qZVY3c0L0zYKawuqPPaW0yw5dVMmlElJNGvIq6p9verSWy/sks7/EikQCUVpli9LujBoFUVoFlfb6wRoSCWTGNG0fTrReyRV9U5i3Ib/e2NX9U9skrCEhQs37Nw3g+vfWYHUdK/5SojQ8f2UvIrVKCqsc/LC1MOxjfPvnYXqlRp7wuShlUhIj1ZRaXSHHM2J0KESAjiAIfzOiqBIE4YT5nU68paU4tm7Fb7Gi6d0LeVxcgw126/JWVlLw0ENBy/QA8Pk4fM+9ZH7/Hcrk5PDPb7fj2ruXkpn/w7F1K/LYWKJvvw3DWWedlMh5eVQU8qgoNMd1bI+dOhXHxk14cusUGhIJSS+8gCy28fS/gioHkz5cR4XtWBFgdni4+/PNzPtHNgMaiJROMKr59NZB/OvLLaw5WAHUBEpMG53FeV0TWrQ0y+724vUF0KvkIYMhfP4A9gaWxhVVh74Ih5q9MdPO6ch98/4MOj6sQwzXDUrj4fnb2HtkJqtnipEZV/SkU7yhWWlu8RFqnry4G3d/vrne2E3Z7ertDQvHoFbwr/M7EaVT8tGqHJwePxqFjJuGpDNpWAa6VgruqEsqldAj2chPdw9nc34VOWU2eqZE0jFeT0Kd3mASJEDoGbnWWo4XpVNy9zlZ3PLh+hDPAdcOSjspQRWCIAinE0kgEGpV9N9XdXU1RqMRs9lMRETEqT4dQTjt+RwOrEuXUnD/A+A99gm64fwxxD/yKIrYxosa18GDHBh7Qdjx1FnvoR86NOy4dfkK8m67jeM3eRgvv4y4Bx9s1e7vfrcbv8NR05erCcsSPUVFOHfuwrb8D+QJCRhGj0aekICsgT1dfpcLb2kZlfsPYnF4cMQm8O7WKr7dVVF7m0EZJt65oR/GRoIQquxuKmxunB4/Ro2cuAh1s6O3K2wudhdZmLX8IBU2D+d2jefinon1giPKrS6un7WGnYWhQxw+u20Q2e3D/z5U2FzM+uMgby87gNcfQKOQ8c4N/Zj04bp6S/f0Kjk/3D2ctGbus7I4PGzOr+K/P+5iV5GF5EgNU0d1YFTnOKKbOcPk9vopsThxuH1olDU9wpoTy97a7G4vj8zfxvwwjYe/nTyUng3MVB2NSC+zunB4fMQbVETrVSGLxEqbmw9X5vDKb3trl0GqFVL+d1VvzuoUi1YpPrMVhNOJ0+nk4MGDZGRkoD6NekqeLhp6fZpaG4h3PUEQToi3sJCCe+6tV9BYfvoZbb/+RF1/XaOfkAe8De9laainlKekhKKnnqr3/ADmr+cTfcstrVJU+Z1OPPn5lH/0Ea4dO1FmZhI96WaUqalIdeGTzhQJCSgSEjCcfVaTnsdntWL59VeKnniSgKtmZkehUHDPPQ+QOqALr68rBmBPsQWHx0dj39mJJtBV2d28ungfH6zMqT22MbeSd/84wFd3Dglq+hutV/H4RV2Z8O6aeo/TOcFAZmzDy+tMOhWTz+7A1QNSKax2YtIqef33fSH3QlldXr7emM/UUVnNmhUxaBQMz4qlW2IELq8fmUzSrJ5ddSnlUlKaEGxxsmiVNTORy/aUUn7cvqrL+iQ12BTZ5w+wvcDMbR+tp/jIjKJcKuHW4RncNjyzXsEZpVNy64hMLuubzL4SK0q5lIwYXcjC0u31Y3d70ShkqBpJgBQEQWjIf//7Xx566CHuvvtuXnrppbC3mzdvHo899hg5OTlkZWUxY8YMLrgg/Ie3reHkdgoUBOEvp/qHH0MWNADls2bhLS1t9DFkhgjkcbFhx1UdO4Yd81ssePLywo47tmxt9PkbEwgEsK9fz4FLx2H+Yh7Obduo/vZbDl52OdY//sAfqklwC7kPHaLw3w/VFlQAAY8H5/PPcUW0h8gjIQhpJi2qkzArUmh2BhVUR1XY3Lzw8y5sruCCuGdyJJ/eOoisuJoCSiWXcu3ANN6/aUCT9nFpVXLSonUMyogmUqtgQ25l2Nuu3F/e5HCJ45n0KhIjNS0uqJqqZvbHyeEqB6WW8Msfm8vj81NkdlBY5cDiPPb7lx6tY8Hkodx7bke6J0eQ3T6a56/syQU9EimzuXF7Qy/PLKxyMOGd1bUFFYDXH+CtpQf4ZUcxoRa16FVy0qN1nNMlnuFZsaREaYMKKqfHx95iC09+u52J76/lwa+2sKPAXO93RhCEM4fT5qGyyEbxQTOVRTacttb7+9eYdevW8fbbb9OzZ88Gb7dy5UomTJjALbfcwqZNmxg3bhzjxo1j27ZtbXp+YqZKEAT8Hg/e4mJsq1bjPnQIbb9+qLt0RpEQvoHuUe780AWNRKms2WDhbzy6Wx4fR/xjj3N46tR6Y5HXXdtgWp9E3vDbmFR/4v1yPPn5FD78MPiOuyANBCh85FEye/ZEmpR0ws/jd7qoeL9+w+GjpJ99yPhzb+fd9YXcc27HFoU1NNei7cVhx37eXswjF3qClofp1HKGdojhs9sHY3N5kUslROtVjfaoCkUpkxJvUIcMr4CaRLyTUVg2R7XDQ5nVxf5SKxqlHKNaziuL97JoZwntorX8a0xnsttHn9DPrtDs4JPVuXy65hA2l5cRHWP515jOZMboUMilGDUKonVKRmTF4vT4ePnXvRyucqCQSfj89mz6ptff67jqQHnYqPiXf93LqM5xzQo3CQQCrM+p5KYP1uI9sj5wS76Zb/4s4NVr+nBe93iUIsxCEM4o1gonv328i7ydx5aip3YxMeqGzuhNbfsBldVq5brrruPdd9/lP//5T4O3ffnllzn//PN54IEHAHjmmWdYtGgRr732Gm+99VabnaMoqgThby7g9eLYtIm8W28j4K5ZMlTx3nvIk5JI/3A2ytSGY6z1w4dTveCb2q9lJhOxU6Ygi4nGV1GBp7gYZDIUseFnoiQSCbrswaR98jGlM2fi3L4DeWIiMXfcgX7ECGQNrGGWRUaiHTQI+5r6S85QKFB37hLyft6yMgJeL1KNBlkjywO9ZWV4S0LPuPltNjzFxShao6hyOXEfCp2eB+DLzydNJ+HhC7rQuxVS3JrC18C2W38gEHaW8mhS4IkwapVMPrsDN89eF3J80tB2KOWnz4KLMquLFxft4dM6CYh6lZz/jOuO3eNjxb5y7pqzkUcv7MLZneNQyaXN3odVXO3kltnr2FFn39rinSUs31vGt1OG0SnBQKnVxSML6n8i6/EFeOjrrXx626B6P5tdRaH3wQEUVTvx+Jre16zmPF3c+8Xm2oLqqEAAHvxqC73TRpxWSycFQWiY0+apV1AB5O2s4LePd3Herd1Q61q/ncRRkydP5sILL2T06NGNFlWrVq3i3nvvDTo2ZswYFixY0GbnB6KoEoS/PU9JCfl33lVbUB3lLSig8IknSXnpxQaLGm2fvsjj4/EWFyOLjCTp+RkU/3cG7n37am+jzMgg9Z23GyzQZHo9uv79Ub35JgGnE4lc3qTkPpnRSMKTT3Do+hvwlZcfG5BISHp+BvLjgjK85eVYlyyl7J138JaUoO7enfj770OVlYVUW/8iL+D14reG758EEGjmBWc4Uq0Wdc+eOMMsUVB168YFA9ujNWjRnGAQgNvro8TiotzqRiGXEK1ThZyJOKdLHC8vDt1ra1TnOCI09f+Ienw+SqpdlNvcyKUSTDoV8RGqFqXP9Uo1cufITN5ceqD2mEwq4YmLu4bteXUqBAIBft5WFFRQQc3erwe+/JN3bujPin01v58vLtpDUqSG++f9ydRRNXvImto/aldhdVBBdZTL6+eFn3fx4tW92Xxcn7C6dhdbqHZ46hVVPVPCf7CQatKgbEG4SUmY5Y42t4/iaqcoqgThDOKwuOsVVEfl7azAYXG3WVE1d+5cNm7cyLp1oT9gO15RURHx8fFBx+Lj4ykqKmqL06sliipB+JtzHzwYNgjCvnIlvsrKBosqRVIi6R9/RNFz09H26U3pK68GFVRHn+Pw3dNIfe/dRhvvyiMjm/09qDIyyJj3BbbVa7AuW4ayXTrGiy9GkZSEtE6Kj89spuSllzDP+7L2mGPdOnKumUDqO2+jHz68/oNLJCCVIouODi7ajg5rtU1KOGwKqUKB6frrqJo3D47fpyWTEXPrraijTzyVtMruZsHmw8z4cTcOT82Sr5QoDa9f25duSRHI61xAq+RSxnZP4MdtwX+M9Co5D4zpVK9Xltnh5oetRfzn+x21y8kSjWpev7YvPVOMQY/dFCadirvO6sD4/qlsyTcjl9VEi8fqVWhbKbrc4vRQZnWz/bAZhUxKl8QIYgzKZiXYlVpcvPb7vpBjHl+AjbmV9Eox8me+GZvbRyBQ00R3xk+7MagVXDswrUnx8Au3hO9DtXRPKVaXt9F0x1C1bf/0KCK1CqpC9PC6/7xOxLWgr1lDXB4/FTZXqzQjFgSh7bkdDe+FbGy8pfLy8rj77rtZtGjRaZ9aePqsmxCEv4mAz4e3shJfdfWpPhWgptBoiP+4GaxQlGlpJL/wPPqRI3Fu2RLyNs4dO0IWJa1FkZRE5OWXkfzi/4ibNg1V+/ZIj4st95aVBRVUtQIBip58Ck9JSb0hiUyG1Ggk7r57QVr/LTP+Xw8gO+4TsRP6PlJSSPvgfRR1+nLJExNJe/ddlGkNL8U8nt3tZX+Jlf/9soe7527i6435FJmdbDxUyZPf7qgtqADyKx1MeHc1BVXH9i9VOzw89d12sttH88yl3embFkn7WB0TBqbyxnV92VFQ/3d4a341D329NWh/TqHZyYR3V3M4RCPipjBoFGTG6hnXJ5mLeiaRHq1rcUHl8wfIq7Dz+bpcHpm/lblrc9lXYmXKnI1M+WwT//hkA6NmLuGbzQVBARCN8foDFJqdYccLqhxBCXoK2bHK5qVf91BsCX/fuiIb2IulU8mRUDO7F64+65seGTINMilSw+e3D6Z9nYRGjULGw2M7Mzwr/NLdcKJ0SmLDLP/UKGRYXF5eXbyPKlvj7y+CIJx6Sk3D77mNjbfUhg0bKCkpoW/fvsjlcuRyOUuXLuWVV15BLpfjO36vM5CQkEBxcfB+4OLiYhKasE/8RIiZKkE4iTwFBZgXLqT6hx+RqtVE3TgRXb9+yBvYb9TW1A0k68liYpAZDE16HJnBgLuRAqyhaHSoCczwlZYS8HiQqNXI4+KavWSsods7d+wIO+Y5fBh/dTXE1W/Kq0xMxL5mDSlvvI55/nxc+/ajTEsl8qqrUHXqhKwVPz2TKpXo+vcn/bM5Nc2QAwFkUVEoQpxXQ5weH7/tKmHqZ5tqtz19s7mAxy/qwrwN+SHvY3f7+HVXCZOGZhz52su2gmpW7q8gPVrLBd0T0apkbDtczaTZ6zi7cxwX90qqnRmptLn5v192h3xsl9fP91sLmXx2h2Z9H61tR0E117yzKqjo06vkvHRNb55duJODZTa8/pq9Rz2SjXRPblocv0oupUuiIWyPri6JEXy2tmZpYFacnrxKe+1YmbWmj1hTXNYnmXeWHQg5dt2gdGL0KlxeP09c3I0nvt0eNG5QyXnush5EhSiqJBIJnRIimHv7YCpsLlxeP6YjhVFLYtDjDWqev7Int3y4juO2VXHfeR35bE0uS/aUMn5AaoOFoiAIpweNQUlqF1PIJYCpXUxoDG3z7/icc85h69bgFN+bb76Zzp078+CDDyILEXiTnZ3N4sWLmTZtWu2xRYsWkZ2d3SbneJQoqgThJHHnH+bQtdfirTMb4ti0Cd3IkSQ9+58m7R9qC7KYGAxjz8fy40/1xuL/9QDyZlzMy4zGmtmcUIl/EgnSBpb2eUpLqfzoIyrnzMFvsyOPiyX27rvRjxqFPKp+WllLhNozFXSKYZIE5dHRRF46DufevWj69EE3bDjK9DSU6ekoWnGWqi5FXFyzC6m6Si0u7vl8c70cCZNOxf6S8MXt5txKOFJUKeRSkowaqh0WDpXbeXPp/qDbZsbqgpaaubw+9peE33/2Z14VXp+/2UsAAcxHUvX2FFnQq+VkxOiIN6hRNCOoorjayR2fbKiXcmd1eXny2+3cdVZ7Hp5/bD/b7JU5PHdZjyaFYUTrVTw0tgsT319bf0ynJM2kZX+pjUitgkcu7MLDXx+7SNCr5E0O3EiKVHP/eR35v1/2BB3vmmjghsFpyGVS5DIpl/VJpk9aJB+syKGgysHQ9jGM65tESmTD/wZiDSpiDSe+JE8qlTA408S3U4bxxpJ97Cm2kh6tZXy/VJbtKWXJnprglx+3FtI18diS1pJqJ3a3D4Ws5amRgiC0PrVOwagbOodO/5vYuc32UxkMBrp37x50TKfTER0dXXt84sSJJCcnM336dADuvvtuRo4cycyZM7nwwguZO3cu69ev55133mmTczxKFFWCcBL43W4qP/sMwznnoB00EADHn39S9fV8bEuX4tp/4JQVVfLISBIefhh1p05UzP4QX1UVyox2xD3wANp+/ZCEWPIWjiw6mohLLg5KAzwq4oILkEdHh7yft6qKoqefxrro12PHSkopfORR4h95hKgJ1zQand4Uqk6dkCgUBEL0ldIM6I+0geJNHhONPiYabZ/eBPx+ZI0UaKfalvyqkE1zi8xO2sVo2VMcuvjpkRJZ+/+jdSr+eU4Wd326sd7tpBIY3y94OaJKLqNdjI6th0MvKT1+v1ZTlVpc/N/Pu/l8/bH4fq1SxlvX92NwpqnJ6XllVheHq0IvQcyvdNQLb8ivtOP2+Zpc8PROjeTla3rz9Hc7apvv9kmN5KlLuvHbrhIeu6graSYN/1m4k4I6SwVvzE4nromf8ho1Sm7ITuecLvEs2HSYSrubC3sm0jkhIihoJEKjoGdKJDOu6Inb50OjkDerSXJr0CjlROuU6JRyLu6ZSInFxb+++pPqOnsvvEd+R6udHtYdrODp73dwqNyOSi7lyn4pTDm7A4mR4ZsWC4Jw8uhNas67tRsOixu3w4tSI0djULZp6l9T5ObmIq1zrTJkyBDmzJnDo48+ysMPP0xWVhYLFiyoV5y1NlFUCcJJ4KuuRjd0CJWffMrh++4Hvx/dkGySX3ie0pdepurLeWgHDmhROlprkMfGEn3bbRjHjauJGVerW1TkyfR64u67D5lOR9UX82qKF4WCyMsvJ2byXWGXEvrKyoMKqrpKX3kFwzmjWiWyXB4bS9ILL3D4nnuCosBlJhOJTz2FvJFodSAo+OJkCfh8eEtKcB/KxVdZibJ9e+SxscijIoGaZZN+mw2pUlk7G2cN02D1i/V53DIsI2Tktloh5byuwTNvgzOjuXNkJm8vO1C7jEujkPHyNb1Jjgq+2I3SKbnvvI7c9EH9hCalTMolvZPrHW9MIBDgp21FQQUV1CxVvOXDdSy6ZyTtYpqWAuj2NrzE7vgidHBGNBpF0/9MRmgUXNwziYHtTJidHhRSKSadkiidkh4pRvaVWLnuvTVBqXiX9ErixqHt8PoDlFkdSCUSYnRKZA0Un0aNEqNGSZfExkNLlHLpKY2dN6gVVDncYZecnt+9Zo/D2oMV3Prh+trjLq+fT9fksjW/ilk3DSC2jZs0tzZLeRlVxUVYykowJadiiI5BF9k6M+6CcCqpdYpTXkQtWbKkwa8Bxo8fz/jx40/OCR0hiipBOAn8NhsF9z+Ar+LYlLltxUocmzeT/MormL/7/hSeXQ2JTNakZr/hBDwePKWl+K1WTLfcQtTEiQRcLqQaDfKYmHqhEXW5Dx4MO+a3WPBZLDT1LTzg9+MtKcFXWQVSCbLIKBTxNcvopCoVupEjyFz4PeZvvsWdk4N++DC02dkok5t/wX8yBHw+nNu3k3vb7fjrhIrozzqLhKeewu90UPXZZ9jXrUMeF0/0rbeg7NCB3qmhL+AOlNlwen08eH4nXvp1L64jhUacQcWb1/cl+bhZAZNOyS3DMri8bwo7iyyo5VLax+mJ1inRhFia1Ts1kscv7sqMH3fVPnaMXslr1/YlQi3H4fE2q1Apsbh4/bhUvfRoLcM6xCAB1uZUNLmoitGrUMmltedVl+q44kOnlHF53+Rmz+5IpRISIzUkEvw6SiQSOsTp+WbKUIrMTswOD6kmLXF6JWU2N7uLLNhcXqQSCRanlyEdokk0nvkzNHq1nAfP78yq/RX1Cv2x3RNIidJQUu3kme9D73fccriaQ+X2M6qoKss7xJfPPoat8tj7fWy7TMY98CgRMS1f0isIwuntjCmqpk+fztdff82uXbvQaDQMGTKEGTNm0KlTp9rbOJ1O7rvvPubOnYvL5WLMmDG88cYb9bLqBeFkCvj9WH5ZFFRQHeW32bH8+BOmGyeeslmq1uCtqKBq/nzK33izJoxCKkU/ahQJDz/UpBkm6ZEZl3Akqqbt8fA5HNjXrKHw0cfwlZUBIE9KIun5GWh69kSqVCLTaJBlZhJ3zzQCfn+zljfWFfB68RQWYl2+HNfOXWh69UQ7aBCKpKSwj+l3uwl4PEg1miY/r6eoiNybJ9UL+bAuWULF++/jKS3F8sMPNQe378D6++/E3nMPyeOvZlzvJBZsLgi6n0QCWXEGBmaYuKhnEqVWF0qZlBi9kvgIdb3fw0qbmw9XHeLV3/Zh0inx+vxUO73cfU4WNw9tVy9JLlKr5LqBaZzbJZ5Sqwu5VIJGIeOLdbk8tqCMzgkG7jirPRkxuiZFlvv8AYqqa5bKaRQynhnXDYfbzy87ivAHAnRPNlJc7QzZY+t4sQYVU0d1qLcfCeCWYRks2HQYgO7JETx/RU+SW7mPkkQiIdGoqS2W3F4faw9WcM8Xf1J6ZPbKoJJz73kd+WJtLlcPSiehFaLM3V4flUei0hubBWtMudVFhc2N2+snUqskLkKJIsRG8boyY/R8P3UYs1ce5LddpRg1Cm4bkUl2polovYqcMhuHyu1h77/hUCX92zXciuF0Yako5+vpTwQVVAClOQdYPOtNLph6Pyrt6dNfTRCE1nPGFFVLly5l8uTJDBgwAK/Xy8MPP8x5553Hjh070Olq3qDuueceFi5cyLx58zAajUyZMoXLL7+cFStWnOKzF/7O/DYb1t9/DztuX7+e6DvuOIln1LoCPh/mb7+l9IX/O3bQ78f666/kFRSQ9s7bjS4lVCYnI4uKwldZWW9MOyS70d5WR3lycsi/866gpX3eggJyb55E5rffoMrICLq932rFZ7EgkUiQGo3IdE272AkEAji3b+fQTTcTcNTs0an64gukBgPpH3+EunPnoNv7zGbcBw9S/tHH+MpK0Y8YieH881GmND475ty+I2xqYuW8eSQ+88yxouqI0pdeIvP8MTxyYVf6p5t4a9l+Si0ueqcaefD8LnROMKBWyEg1aUk1NVw47Cqq5tXfamaKKurEX7+8eC/Z7aMZnFl/n5zqyGPHG1X8tLWIf87dXDu2t8TK91sLeef6fozqEt/oTJBKIaVbUgTbC6r5z2XdmbMmlw2Hjv2erNhXTp+0SN66vl+jhZVaIePaQemkmrTM/GUPuRV20qO13HduJ/q3i8Lu9nHfeR2J1Cow6VRYnB6kEtCp2mapS16Fg5tnrwtadmhxeXnqux28cV1fdhVWn3BRlVdhZ/bKHL7fUoBMIuHqAamM759KUgv2Ke0ttjD1s03sKqpJONSr5Nw/piPjeieHjGk/SiqV0C5Gx8MXdGHy2R2QS6VE1Un8U8gkYWcQgVbvkdWWrOVlWMrLQo4d2LQeu9ksiipB+Is6Y4qqn34KTiabPXs2cXFxbNiwgREjRmA2m5k1axZz5sxh1KhRAHzwwQd06dKF1atXM3jw4FNx2oKARKFA1sBMjNRoRGrQhx0/3XlLSih7862QY64dO/AUFDRaVMnj40l95+2aGRnrsQAFRVoaiU8/3WDz4aP8djtlb71Nvbg7AI+Hyrlzib///pqgCq8X18GDFP93BvYVK0AmwzB6NHH33YsyLa3R5/IWF5M/ZWptQVV7DhYLh6fdQ/rHH9XG5PssFirmfEbZyy/X3s6+dh3l771H+mdz6hV69U49P/ReFICA3Y4kVEhDIIBzyxZiL07nusFpnNctHl8ggEYha/Di93g2l4e3jkv8q+vtpfvpmWwM2zOqtNoVlKZX5/T411dbWPjP4Y1e3EfrVDw0tjNPfLsDs90TVFABDGkfzdUDUsmtsGN3+4jWKYnQhC+CTDoll/ZOJrt9NF5fAIVMWi/trtDs4Mv1eXyxIR+ZVMLEwen0S49q1Yt7n8/P5+vzQoaJAHyy+hCX9ErC5/cja+Fsan6lncvfXFk7Cwbw4q97+WZzAZ/eOqhZARCHKx1c/c7qoMK6JjVxB3EGNRf0SGz0MZRyGbGG+r+v0XoVV/RNYc6RyPmg+8ik9Es/c/Yi2aurwg8GAnjdTetHJgjCmeeMKaqOZz6yt8B05BPsDRs24PF4GD16dO1tOnfuTFpaGqtWrQpbVLlcLlyuY39wqk+ThqzCX4dUrcZ0441YF/8Wcjx60qQmBSScrvw2W9Ben+M59+5F07Nng48hkUpRd+1KxjcLcG7fgScvD3W3rigzMmv3QzV6HnY7zl27wp/Hlq34nU5kCgWe/Hxyrr6GgP3IkiOfD8vPP2Nfv552X3ze6P4qb3k53tLSkGPunBy8lZW1RZW3tCyooDrKV1VF8YznSX7h+QZ7gam7dws7Jo+Lw18dui/S0eJSIpG0uBhwef1BoQrHK7HU9DPShlmdWWpxhQ3MqLR7qLC5mzRj0islkuev6MH0H4N/vlNGdUCnlPHEt9upOrK8bXhWDM9e1oO0Rmbg4sLs0Sk0O7jpg7XsLjpW3K/aX86Q9iZeurpP2NfS5fFRanVRafOgUtQEVByfJliX0+tnW5iURIADpTaidUqkLVwW7PX5mbs2L6igqn3sMhsr9pVxZf+mN5PemFsZVFDV9fxPuxjQztTiKHa1QsbUUR3YeriKrYeP/Q1WyqS8d2M/EiJOPOL9ZDHGhd+XKlepUGrELJUg/FWdkUWV3+9n2rRpDB06tDYesaioCKVSSeRxfXDi4+MpKioK+1jTp0/nqaeeasvTFQRUWVmYbrqJitmzg45HXHIJ2v79Ts1JtRKJWg0KBYSIKQdQJDb+CTbUBGUok5NbHBghUatRpqXhOXQo5LgyMxOJSoXf5aL8g9nHCqo6fOXlWBb92uget4ArfKEBEKjTBNm2alXY29mWLsVnNjdYVCnbtUOZ0Q73wZx6Y9G33ELll1/Wv5NEgrqRQrYp9Co52ZnRYRvaDmkfjV4dfj9Na+0TNGgUtI/T46vTRbZnipFonZKnvgsOOPhjbxnXvbeaeXcMafbSuUAgwMIthUEF1VEr91ewOa+K87rVv2iusLn4Yn0+L/+6F4enpgdW5wQDr13bhw5xoX+2armUrkkRrNxfHnI8I0ZHeoy2xa9hpd3Nwq2FYce/2niYsT0Smry0cWNu/aW5R+WU23F7fWHHmyIxUsP7Nw3gULmdDYcqiYtQ0y89ioQIVZMj808HWmMk6T36cGjrpnpj/S+6HF3UmbE3TBCE5jt1OasnYPLkyWzbto25c+ee8GM99NBDmM3m2v/y8vIav5MgNJM8KoroO+4g49tviJk2jZgpU2j39VfEP/TvsL2bzhTy6GiMl14SckwWFdXo8rbWItPribnjH6EHJRJMN9yAVKnEV23B1sA+S+vixfhDFFx1yWNjIUzfLIlWi6zOhVPAE/rT/ZrBQOjlinUo4uJIffc9dCNH1qRMALLISOKfeALtsKG4QszOxUye3Cp9z5RyGROz24VM+dMoZFw3KL3BkIIYvZIIdejXKUavJFrX9KWIkVolV/ZPqf36mgGpvLvsQMjb5lU42FccZgavAeU2N3PXhf8b8PHqQzjc9YuH33aV8t8fd9UWVAC7iixc/fZqCsL0xZLJpEwYkIY8zJ6yW4dnhJ1NawqpRIKygUAKlULarIKtU7yBjvF6nr+yJ+/c0I83r+/L2zf045wuccRHqFrUf+x4sQY1/duZ+MfI9lzWJ5k0k/aMKqgAtBFGzr9rGt3POheprOZ3X6nRMPTqG+gz5kLkilMbRS0IQts542aqpkyZwvfff8+yZctISTn2BzYhIQG3201VVVXQbFVxcTEJDcREq1QqVE1MFhOEEyGPNCKPNKLu2PFUn0qrkmo0xE6dijsvH8eaNbXHZdHRpL33HvITiGlvLlVWFvFPPkHJc9NrZ4skWi2Jzz2LMq1mqZNEIUcWaQy7V0kWbWq00bA8Jobo226j/M03643F3X038rjY2q912dlhH0fTty/SBmap6j5f0nPP4ne78VssyAwG5HFxEAiQsWA+lZ98WhOpHh9P9G23ourYEZm+dfbppURp+PLObB5dsI1NuVUA9EmL5NlxPUiJanjpXpxBzfNX9uLOTzcE1Y4yqYT/G9+rSYl9AGa7G48/wLld4pm9Ioe9JVaMGmVQA93jbc6rYlhWbNjxkAI1s1Xh+PwB/MeNF1c7mfnL7pC3L7e52XrYHHaJY0qUhg9uHsDdczfXLq3TKmU8emEXuidHNGv/2/Gi9SomZqeH7EcGcNOQdk1KXzxqRFYMkVoFT3y7neLqmplajULGXWe3Z9LQDOJauPTvr0hvimbUpDsYdPnVeN0ulBoNuigTMtkZd8klCEIznDH/wgOBAFOnTmX+/PksWbKEjOM+/e7Xrx8KhYLFixdzxRVXALB7925yc3PJbuCiRhCEE6eIjyflxf/hLS3FffAg8pgYFMnJyBMSTmpUvCwigshx49APG4anoBCJTIo8MbGmT5ay5gJVHhlJ7AMPkDfpFvDVn3Uw3TAR6ZEPWo4WMRKlMmiJnlSjwXTD9ajataP0tdfw5OWhzMgg9p5paAcORFrn02h5fDzGK67A/NVXQc8jUalIePQR5MctWa7LW1mJa/9+Kj78CF9lJYZzRmE477ygJZWqjAziHvwXfqsViUrVYIKhz2bDb7GCVII8NrZJPxu5TEq3JCPv3ziAKocHCWDUKohqwgW/Qi5lRMcYfvjncN794wB7i610TTQwaVgmadFapI0k/5VaXKzPqeDdPw5gdngZ3SWOd27ox7qcCmRSCXqVPOyerfTo5u9didIpuaxPcsjIdYAJA9PQHRfK4fb6KWyguNuSZ2ZMiCWDUJOSOKR9DN9PHUa51YXXHyDWoCLO0DpL3kZ3jefrTYfrhXuM6RZPt6TGw1/q8vgC3D13c1BCn8PjY+Yve/jg5lPXuPx0pVCpiIw/eR8oCYJw6kkCDX0sdxq56667mDNnDt98801Qbyqj0YjmSFPRO++8kx9++IHZs2cTERHB1KlTAVi5cmWTn6e6uhqj0YjZbCaiCYljgtBSXrOZgNOJRKlEHnXmpFudqTzFJbj27Mby22/ITdFoBw3EvGAB5v9n76zDpKq/P/6a7trZLli6Q+kSEJFQLFAxQLH9YndgKz/s7u4AxQRERAyQbqR7u6Y7fn+suzDszGwHeF/P4+PD58zc+5md2dn7vuec9/n6m6rHJFx5JeYrZiDR6fDn5lL2yac4//oLaUIC5quuQtmjezV790BxMeFAAJFMFrPkLlBaimvNGkrffodgWRnqQYMwXzEDeXZ2zKxY0Gql5I03KXv33Yh1idlM208/Qd6mTa1fe8jvx7d/PyUvvIjz77+RGAyYpk9DP24csuTmGUbqDQRx+4Ko5dKIIbuxKHV4eei7rXy/KbIvSK+SMv/6oZjUMt7+cx+vLK3uTqiWS1h0ywiy6jFnKtfi5sI3V3CoLLJsr2eGnrem9SP1mIG8BVY3Z7z0JyWO6GWeL17Yh0l9mmawtD8QosDmYf0hC/kWN32zTbQ1qyPMNAptHrbkWvl89SFkYhGXDG5Dp2QdiXXMLL22dDdzFkXPyPXMMPDBjAEk1KGcU0BAoHnxeDzs27ePnJwclMrjZ0xBcxHv51NbbXDciKpYd8Hee+89LrvsMuDI8N/PPvssYvhvvPK/YxFElUBTE7Tb8e7YSdHzz+PduRN5ZiaJM2ei6ttHEFdNhD8/n4NXX4Nv166I9ZRZ9yNJSMB/6BDaUaOQJScjMRjw7NjB/qkXVTOzMF16KUkz/4eknm6NAYuFsN+PRKdDXMMfNc/OneybdFbUmG7CeNIfewyxunaiwfPPP+w//wLCx5iJaAYPJv2pp5Amtr6+vg2Hyjn7leg3xCb0TOWpyb1xegM88O0WFm4trIoZVDLev7w/PTMM9e7zybO4+W5DHvPWHUYqEXHJwDac2jWFVEP19ywUCvPBiv3VDDOgwuhj4c3DyWzkIcJQIajWHiznsvdW4fEfyR51SdXx7mX9q5Uc+gIhxCLq9TMJhkJc/8k6Fh31cz4arULK4ltHVA01FhAQaH0cr6LqoYceqmYo17lzZ7bHcfv96quvmDVrFvv376djx47MmTOHCRMmxD1PY4iq46r8ryaUSiWvvPIKr7zySjPsSECg7oSDQRx//EHerbdVrXm2bePw9deTeNONmKdPr/WFskDtCPl8lL7zTjVBBVD46GO0++lHDOPHV60FrFYKHnssqjtg+UcfYbrg/HqLqnilfsdiX7IkdmzRzwRvv71Wn5WA1Urh7P+rJqigwpnQd/hQvUWVxeWj0OZhxZ5S5FIxg9qZSdIp0Ckb3oz/0+bYrq2LthZy/0Q/6UYVs8/txa1jvewpcmBSy8k2q0nRK2scKhyPdKOKq0e0Y8q/xhjmONboYrGIM3unc6DUxYcr9lNpUJiqV/LWtH6kN5HQKLB5uPy91RGCCioMMuYs3M7sc3pGzA+rTXYwFhKxmF6Zxpiiqm2iGkUrMJQI+Hx4XU7EUikqbc29igICAnXH47DjslrxupwoNBrUegPKJv596969O7/88kvVv6Vx+p6XL1/O1KlTmT17NmeccQaffvopZ599NuvWratyDG8qjhtRJSBwIhAoKqLwkUejxkpeeRXDGWcg/w+LqpDPR6CkhLDXi0gmA6kMQkGkJhNiVf0uToOlpVjmzosZd/y6FEW7dkf2YLPhXr0m5uOdy1eg6NChXnupE4HovUIAhEK1utEEEHI4cK1aFTPuWLoUdZ8+ddxcRXnek4t28MUxbnn3jO/ChQOyMcQZwFsbJHF6dMQiqIyaNHJMGjmdUo78UQ+Hw+Rb3RRaPTi8ATJMahK18jqJPbFYFFdMHU2iVsHtYztx+dC2FFg9qBVSkrQKUvSKJus12l5gi3AbPJofN+Vz29jOZMcYylwfzuiZxotLdkX0VFVy29jOLVr6FwoGsRYVsObH+RzctAGlTkf/M88jo0t3NHW4kSEgIBAfe2kxi15/kQObjowMaNv7JMZecwM6cx2NgeqAVCqtddXZCy+8wLhx47jjjjsAePTRR1m8eDEvv/wyr7/+epPtEQRRJSAQFX9hEUFLOYTCSExGpMnJiMQNtwwOWiwELZbowUAA/+FcZKmp+IuLCVosFX06CQnHve16bfAXFVH67ntYvviCsNuNxGQi4dJLEamUeHbsIGnmTORHOX7WlnAoRNgT20ggUB57/k5UGuFzUBu0o0ZT8sqrUWOa4cOR1LI8WSQWI5LJomaqAMT1dAn8e29ZNUEFMHvBdga1M9M7y1iv47r9AZzeIJNPzuDz1Qcpd1Xf9xm90jGoowukYCjMllwrV36whmJHhUudSFRhMnHrmE517iWqLVqlDK1SVi+DjEp8gSBFNi+b86yUOXz0yTaSpleRoK0uWIpssWelBUJh/FHET0NIN6r45MqBXP/JuqqB0EqZmLvHd6FvPd/rxqIs9xCf3H8bgcr5cYX5fP/cbLqNGMXIaVeh0gml/AICDcXjsFcTVAD7N67j5zdeYuKNdzRZxmrXrl2kp6ejVCoZPHgws2fPJjs7O+pjV6xYwa233hqxdvrppzN//vwm2dvRCKJKQOAoQj4fns2bybvzTvy5eQBIEhNJe/QRNAMHNrw0L85MHwCRTIblm28oevIpQo6KAaTyDh3IeOYZFJ06nrAOWwGLhYJHHsVxVHo/WF5O8YsvYr7mGkI2OwemTaftJx/XephwJWKNBlXfvnh37ULRqRNhnw/Ptm0Qqrjo1I48JeLxEoMB9ZDBuJZHH9qrGTyojq+ufsgy0tFPnIjtxx8j1sUaNSl33hF3YPDRSEwm9JMmVXMfrEQ3enSd91bm9PL6suoGEZW8v2I/c9J61ankzO0PcqDUyevL9rD5sI02CWqePb8Py3YW8/7y/VWPS9IquHlMx5h24PlWNxe99TfOo+ZJhcPw6cqD5Jg1XDEsp0bXwZbA6w+yYm8p13y0NiIbdErHJJ6a0ivCfAKgZ2bsEtRUvbKaS2FDkUnFnNzGxHczK5wK/aEQiRoFSToFiihzzJoLj9PB0g/fPiKojmLb70s5eeI5gqgSEGgEXFZrNUFVyf6N63BZrU0iqgYOHMj7779P586dyc/P5+GHH2b48OFs2bIFXZS/gwUFBaSkpESspaSkUFAQu6S8sTguh/8KCDQV/txcDl52eZWgAgiWlHD4+v/h27+/wceXmkzI27aNGhPrdIi1GgoeeLBKUAH4du/mwKWX4s/Li/q8E4FgaWmEoDqa8o8/wjDpTAJ5eThXr67zsaVGI2mPPUrao4+i7NEDzbBhZL32GoZzz0HZu3e190Oi15N6771RMzjma66pGPzbDEhNJlLuuZv0555D2aMHsqwsjBddRM7XXyOvw0BlsVJJ0v+uRxYly5d0+20V867qiD8YptQRO1NSaPUQCNY+UxIOh1mzv4yJL/7J/PV57Cl28OuOIi5/fzU5iWpuGtOBvllG7hnfhW/+NyRuNmjN/vIIQXU0ry/bU5VlaW0U2Dxc+cGaauV1y3YV8/HfB6v9PNONKga0jXSirOSeCV1I0Td+Rk4kEpFqUNI9w0CfLBOZCeoWFVQAXqeTg5s3xIzvXVf37wwBAYHqeF3O+HF3/Hh9GT9+PFOmTKFXr16cfvrp/PTTT1gsFr788ssmOV9DEDJVAgL/Evb7K0rPopVJhcOUvP46abNnx50DVBPSpCTSn36KA9OmRxohSKWkP/0UJW+/E/V5IZsN16pVyM85p97nbs34Dh6MGQs5XRX1W1QYNBgmTKhxOO/R+IuLKXz8CZxHjVYoBZJuu5XEG25AFkUkydu1I+ebr7F88w3OP/5EmphIwuWXo+zUsdZld42BNDERw/hxaAYPqnANNBiq5m3VBVl6Om0+/gjXunXYFy5EkpSMafJ5yDIyap3xOhq9Ssqgdma+Xp8bNT6qczIqee0vtgttXu74ahPBUPU+sSd+2s7Pt4xgxtB26BTSGrNMu4ocMWOlTh/+Woo9XyBIrsXDj5vy2F5gZ1A7M6d0SiLTpGqSjPEfu0oIRHn9AO8v38fUAVmkHeXol6hV8OLUPry2bA9frD6Exx8i06TivgldGdLBfMJmtashEiESiQmHo7+v4jp8VwgICMRGoY5/7aNQ1f/aqC4YjUY6derE7t27o8ZTU1MpLIw01SksLKyTE3h9Eb5tBAT+JeTx4N68JWbc8892Qi53g0QVgLJrV9p9Ox/bokW4165D0bkThrPOQqxWc/iaa2M+z7VuPcZGEFX+omIIBhEp5NVmLrUUkhqs5CtFlDQpqcYSyqMJh0LYfvgxQlBVUvzMs2hPOQWilBOKxGLkWVkk/e9/mKdPB5mMkN1OoKSEoM2GxGSqlxipL3VxDYyFLDUVw4QJ6MeNa3B/oEom5fpR7flhUz6+Y0SKSS1jfI+6DX0ud/kosEXve/MGQuSWu2vdq9Q7TllcpklVq5LEQDDEyn1lzHh/Nf5ghdD5YVM+eqWUL64ZTNe0xhfWh8uru01WYvMEogquVIOK+yZ04+rh7fAHw6jkElL0x49VcmOg0mpp328gu1dHL9dt17dfM+9IQODERG0w0Lb3SezfuK5arG3vk1DX0xW3rjgcDvbs2cOll14aNT548GCWLFnCzTffXLW2ePFiBg8e3OR7E8r/BAT+RaRUIm8Xu6xKlp2FWNXwCxaRRII8K4vEK68k46UXSb75ZhQ5OSAWI8uIPSRU2blTg84bKC2l/Muv2H/hhewePZqDV1yJY/kKgnZ7g47bGMhSU2OW1akHDsS9cSMAxvOn1OliPVBSQtkHH8SMHz34NxqifwWc49df2T95CnvPOJM9p48j94478R0+XOt9HIu/qAjPzp14du7EX1xc7+PUh8YwXAHITlAz77rB9M02VhxXBCM7JTH3uiFkJtSt97Cmt1Rch/e8R4aBpBhmFLeN7VQr0VFo93L9x+uqBFUlNk+Amz/fQEmc0sf6Mrh9bDOaTilaVDHK7ORSMRkmNW0TNf85QQUgV6kZcfFlUfum+p81Ga3pxDf5ERBoDpRaHWOvuYG2vU+KWK90/2sqk4rbb7+dZcuWsX//fpYvX84555yDRCJh6tSpAEybNo177rmn6vE33XQTCxcu5JlnnmH79u089NBDrFmzhpkzZzbJ/o5GyFQJCPyLWCYj4ZJLsc6dV9HZfgxJ112HpJ5OaTHPeVRpiiwpicSZ/yP/nnsRazRITCYCpaWE3W5ECkVFVqWeBG02il9+Gctnn1etef/5h0MzZpD+zNPox49vtIvteITDYcI+HyK5PEIcSVNSyHrzDQ5ePiPCHVHeti3mK68g97bbSbrt1rq7/4VCBK3WmGF/YSHhcDiuUHOuXk3e7Xcc/SJw/vYbB/fupc1HHyI7piE27nY8HtwbN5J/771VfXuyrCzS/282yp4961Xa11LIpRJ6Zhp5Z3p/bG4/YrEIo0qGvh5W6ia1nEyTisPl7moxpUxMZkLt7fTTjSo+v3oQN32+ni25NgA0cgm3nNaJkZ1q1z+WW+7C7o1uab+j0E6500diLe3Wa0vnFD1tzWr2l1bPWN0/sVuTuRaeCJjSMrj4iefY+fef7Fm3CrXewEkTzsKckYWykb+zBQT+y+jMSUy88Y6KOVVuJwqVBrWhaedUHT58mKlTp1JaWkpSUhLDhg3j77//JunfG7EHDx5EfNT1y5AhQ/j000+5//77uffee+nYsSPz589v8hlVAKJwbYed/Eeo7dRkgROTkMuF4/c/yLv33qqeJ5FcTvLdd2E444wm76cJWCx4d+4kUFREoLAQWUYGIZcLefv2qLp3r1Mv0dF49+1j7/jo08QlZjM58+Yia8J647Dfjz8vD8v33+PZtBll1y4YzjkHWXp6lZAIh8P48/Px7t6Nb/8BlB07gFSKd8dONIMHIU1OrnPJXdBuJ/f2O3AuWxY1nv78cxjGjYv5/EBxMfsvuRT/gQNR41nvvI126NBa78ezaxf7zj4HgscYKchktPv2WxRxMqVNRaC8nEBhEc7lfyGSydEMHYI0KalZyxsBVu0r5eK3V1bLDj13QW8m9EirsyFCmdNLqdOH1x/CpJaRrFcgq2Xp6LKdxUx/N/Zsr59uHE639Mb/LjhU5uKJn/7h522FBENhMk0qHjyzO4PaJTR4oHIwGKLQ7sXuCaCUiTFrFWgb2SGwpQmHQvg8HiQyKVLZ8XODQkCgOfB4POzbt4+cnByUyv9eVrsm4v18aqsNTqxvVAGBBiJWq9GeOpp2P3xPID+fcDCELD0NaWIi4mb4EgqWlZF3510EjrL+lLdvT9Ybr9dbUAH49u2Lfc7SUoI2W5OJqnA4jHvTZg5efjlhnw8A5++/U/rue2S/+QbqAQMQSSSIRCLk6enI09NhxJHna/r3r/e5JTodybfewr7ly+EYAxJZZibq3n3iPj/k8cQUVADutetqLapCHi+l775bXVAB+P2UffwxKffcjVjWsIvnuhAoLaXwySexfftdxHrSLTdjuvBCJM1UIw/QJ8vIwptG8MGK/Ww8ZCEnUcOVw9vR1hzbYc7lDWBx+xEBBpUM9VEiIUGjIEFTv+xOW7MasQii+UYkaOQYY8zIqqTc6aPI7mVfiROTRkaWSU2aQVlj6WpWgpqnJvfiHpcffzCEViFtlJK+MqeP7zbm8uzindjcAcQiGNstlVlndiPDWL+h2q0RkViM4j88PF1AQKBlEUSVgMAxiGWyIxf3zYi/uJhD114XIagAfHv2kHfPPWS+9FK9DQvENbj2NESw1USgqIjc226rElRV+P3k3nobOV/Pq/Psqbogz8mh7WefUvj4E7jXr0ckk6E74wySZv4PWVp8ISmSShFrtREW90cjy6p9OWLI5cQTzwhl00ZCLhfiegoZf1FRRelkOIzEaKxVWaJz5cpqggqg+Lnn0QwejKpXr3rtpT7IpRLaJ2u5f2JXXL4gKpkkbnZqf4mT537ZyU+b8wGY0DONW8Z0om1iwx2ozBo514xox2vL9laLPXhmt7hCp9Dm4Z6vN/Pr9qKI430wYwDd0vQ1uhdWDhFuLIKhMD9tzueh77ZVrYXCsHBrAQfKnHwwYwDJuua9ax3w+0AkQiptvhsIAgICAk2NIKoEBFoJgZIS/DGsxd2r1xAsK6u3qJJnZyHWqCvsyY9B2atXje57DSFYVlZNKFbFyssJlJQ0qagSy+WoevQg87VXK8SRWIw0IaFWmUdpYiKmSy6h9PXXq8VEcjnqfrV3FhMplciysvAfOoRh0iQ0w4dBOEzIZqf8yy+RZ2UiVtQ9s1I1sPrue/AfOlSx77Q00h9/HNVJfWO+zkB5OaVvvR3zuGUff0La412bNXMGFeJKLo1fpneozMW5ry2nzHlEqH+7IY8/dpXw7f+GklVHo4xj0SplXDWiHV3T9LywZDeHy110SdVx1/gu9Ew3IIkhjHyBEG/+vjdCUEGFlftFb//NghuHk2Fq3kxKoc3Dc4t3Ro39k2/ncLm72USVo6yUvJ3/sGXpL0hkMnqPnUBSdg6aRnC3FBAQEGhpBFElINBKCMUxVAAIuaNbTtcGaVISGS++yKFrr4sog5MkJJA++wmkTSiqwtHK3eoQbyykRiPU8eJNJJNhumgq3u3bcfz225F1tZqs115FWoeSSYlaTeJ11xK68EIs33xD7q23QSCANCUF89VXox44oF4lpv7DFQOrj56vFsjP5+BVV5HzzdcoO0V3jQz7/QTLy2MeN1BcXPFZaWZRVRPBYIh56w5HCKpKypw+vl53mJmjOiCRNMx4JUGjYFKfDIa0T8QfDKGUSTBp4vfpFNk9fLIyermozR1ge4G92UWVyxekNMrPqpJ/8myclN10v/+V2MtKmD/nUYr276la2716BR36D2bMldejMTb9HgQEBASaEkFUCQi0EqTJscu1RDIZEn39jQNEMhnq/v1p/+MP2Bf/gnfPHtSDBqLp1w9ZE5c5ShISYpbQiZRKpInRrdRbC7LkZNJmP0GgqAjPP9uRJpiQt++ALDkJUR0FhzQxicP3z8K780jmIFBYSOGjj5Lx/PMoO3So0/FCfj/ln30afWB1MEjp2++Q9vBDiFXV+2YkOh3qgQOxfftt1GNrR45EFOV5AP7CIoKW8opSQ5MJaXJysw2btXkCLN5WGDP+87ZCpg1uW6MAqi11cd3zBUJ4/LGHCx8siz2LqqlQSMXIJeJq88QqyTA1fU9VOBRix4o/IwRVJbtXr6D32AmCqBIQEDjuEUSVgEArQWJOQHvaGByLf6kWM11yScw5TrVFLJcjz87GfMWMBh2nrsiSkki5/z7y776nWiz59tuRJiU2637iEQ4ECBQVE3K7ESkVSJOSEMvlSE0mpCYTys6dG3T8QF5uhKA6mqKnnkJ1Ul9kybWz/QYIu1y4N2yMGfds2ULI6YoqqsQqFYlXX419wYJq/W6ShAR0Y06tJpRCPh/uDRvJu/tuAnkVlvDS5GTSnngc1cn9kDTCHLeakEpE6JSx/3TplFKkkuYReMeikktI1MopcUTPDHVvAsfAmkjSKZh8ciafrqpeWqxXSemY3PQujy6blU2LF8SMr1/4PZlduwuOfQICAsc1wvBfAYFWgtRgIHXWLIwXTUX0r824WKPGfP31mK+Y0Szug02BSCZDd+qpZH/8Ear+/ZCYTKj69CH73XcwnHlGvfqImoJAaSmlH3zA3rPPZu/EieydeAZFzzyLv6io5ifXElccAeTPzSXsrj6nKR4ipRJ5dnbMuCwrE1EcoSPPzqLt55+h6tu3YkEsRjN6FG0+/QR5lEHU/sOHOXjFFVWCCiqMSA5dcy3+Q9Uv2sOhEEGXi1Ag+syn+qBTyrhyeLuY8SuHt2uw/Xh9SdEpueW06OWW7ZM0tDE33ESjrihlEm48tSNDjxkubFLL+OSKgaQZYn8+3HY7ZbmHyd+1g7K8w3gc9RsUHg6HCcb5DAQDAcKh2Bk+AQEBgeMBIVMlINCKkCUnk3LnnZhnzCDs8SBSqZAmJze7WUBjI9Hp0PTrh/Lllwl5PIgUinqbbjQFIZ+P8k8/o+SVV6rWwh4P5R98QCA/n9RHH0HaCPbi8Qw5REplnfuXxAoFCTNmYPvxx6jxxGuuQaKJfSEvkslQdutWYeJht4NIhMRojDrkOvSv7fux1vTAv6WGb5P28MOIVSrCwSD+vDys33+Pa+UqZFlZmC6+CHlWVqMM0O6TaeScvhl8sz43Yv2cPun0yTI2+Pj1RSwWMb5HKm5fkBeX7MLmCSASwYiOSTx2do9GsUevD6kGJS9O7UuR3cuuIgdJWgVtzGpS9cqYboS20mIWvfYCBzdvqFpr2/skxl5zAzpz3bLmKp2ezoOHs/q7uVHjPUaOQaY4Pm8aCQgICFQiiCoBgVaGWKlEnll7q+7jCYnB0Kyzj2pLoLiY0nfeiRqz//wzSTff1CiiStW7FyKFgrDXWy1mPO88pIl1L4WUt8km7f9mU/DgQ1XHFclkJN9zN4pa9mjVxsQj5HLFt4Tfuq3CEl6lwrtrFwcuvviI2+TKlVjnziX1sUfRT5yIJEavVm1J1CmYNbErlw9py/eb8gkTZlKvdDJNKhK0LZv5TNAomD6kLeN7pGH3+lFIJZg1cvSqlr0xYtYqMGsVdE2ruQTRbbex6NXnObglMrO6f+M6fn7zZSbecAfKOohjiVRK79PGs3XZL7islohYYnZbMrp0q/WxBAQEBForgqgSEBD4zxOyWgl7Yrsr+vPyUbSLXXJWW2QpKWS99SaHrrk2otRP1e9kzFdfhVhe954SiVaLftw41P364z90iHA4hDw7G5FKRcjhIORyITGbG5ztFCuVyNu2xbN5c9S47N9zBsrLyb/3vqj2/QUPPYxm4EAkWVkN2gtAglZBglZBrxbMTMVCJhH/awBxfA7Wddms1QRVJfs3rMVls9RJVAEYklO46LFn2PDzj+xY/gcSqZReY8bRZegp6BJaT1+lgICAQH0RRJWAgMB/nlgud5VIDI1jMCCSyVD37Uu777/Ds307wZISlD16IEtLQ2o213yAGFRkNzOQZ2YQdLvx7thB4ez/w7NxI2KNBtNFF2G65OJaDQSOeQ6FgoTLL8P2/fdR44lXX4VErcZbWIhn27aojyEQwLtjB/JGEFUNJRAKIRW3bFtxoc2DwxtAJhFj1sjRKOr2J9npDVDi8GJx+dEopCRo5CQ0guuh1+mMH3fFj8fCkJzCsAuncfLEsxCJxKj1BkQt/B4ICAi0fnJzc7nrrrtYsGABLpeLDh068N5779EvzqzI3377jVtvvZWtW7eSlZXF/fffz2WXXdak+xRElYCAQFyCdjsBi4Ww00nY50NsMCBLTW01BhNHEw4GCVosIJHUqWdLkpCAesAAXKtWVYtJ09KQ1sGRryZEMhnyzMwmK/H0/vMPBy65FP5t/A85nZS+9RbO1avIfOklZA1wkZS3aUP6nDnkP/hgVWZPJJeTct99R0oNazAciGr/3ky4/UHyyt3MXXuIPcVOhrQ3c2rXFDJNqmazhAewe/z8vbeMh7/fyuFyNxKxiNO7p3Dv+K5k1nJwcZHdw/OLd/HFmkMEQ2EA+mYZeWFqX7IbOPxYGacPD0Chrn9fnEQqRWuq/w2E1kYwGMBZVobP40YqV6AxGJEdp6ZCAgK1IejyE3L4CXkCiFVSxBoZEnXTlTeXl5czdOhQRo0axYIFC0hKSmLXrl2Y4szX3LdvHxMnTuTaa6/lk08+YcmSJVx55ZWkpaVx+umnN9leBVElICAQE39xMf7DuRQ//zyulSuBCkOFhMumk3DpNKTmhBbe4RF8uXlY58/HvnAhIoUc07RpaAcNqpUgkhoMpD3xOIeuugrfvv1V6xKzmaw33qh3hidgtVaU+UkkDRIztT5fWRmFjz0eVdh4NmzEf/Bgg/Yh0WjQjR+Hqt/J+PPyIBRGlpFeYT3/r8gW6/XI2rTBfyDKEFyRCEXXlumf8QWC/LmrhGs+WsO/GoSftxXy7OKdfHntYLqkNp/d+boD5Vz14ZqqfwdDYX7aXMC2PBufXz2Y1DiOfADeQJA3f99bzSZ9/SELl7+3ms+uHkiyrv4X9iq9keyefSJMKirJ6dsPdSvsi2wJXDYrW5YuZuU3X+JzuxBLJHQeMoLhF00XShoFTkgCFi/l83bi3WWpWlN0NGI6rxNSY9PcaJ0zZw5ZWVm89957VWs5OTlxn/P666+Tk5PDM888A0DXrl35888/ee6555pUVAl5dwEBgaiEPB68O3aQP2tWlaCCCle80tffoPyrL1s063A0vsO5HJh6ISUvvYR31y48W7aSf+dd5N51F/7i4lodQ56ZSfYHH9Dmk09Iffghst59h5y5X6Hs1LHO+wk5nbjWrefwddez57SxHLjwQso//5xASUmdj1Wn87pcsUvvAOeffzX4HGK5HHlGBpr+/dEMHIA8MzMiaylLSiLt0UdAIqn2XPNVVyFNrF2Wwu0PcKjMxe4iB/lWN6FKJVRPiuxebvhsHccexuYJcNuXGylzVjcPaQpK7F4e+/GfqLH9pS52FNpqPEaRzctHK6KIVmBPsYM8S92s+Y9FpdMx7rqbadOrb8R6Tt9+nHbVTJSahjs4Hu8EAwE2//ozf3z6Pj53Rf9gKBjknz+W8tNLT+OyWVt4hwICjUvQ5a8mqAC8uyyUz9tJ0NU01wPfffcd/fr1Y8qUKSQnJ9O3b1/eeuutuM9ZsWIFY8aMiVg7/fTTWbFiRZPssRIhUyUgIBCVQEkJIbsD3+7dUeNlb7+DcdIkZOnpzbyzSEI+H+UffkigqLp4cq34G+/OnbXOzsiSk5ElJ6M++aQG7cm1dh2Hrr666t/+3DwKHnoY94YNJN99d5PZyYvE4pjuglCReWsOVL16kfP1PEpeex33pk3IkpMxX3sNqt69a2WpXmB18+zinXyzPhd/MEySVsHtp3dibLdUTPXsGdpX4sTjj16auDXPRrnTT4Km6Uta3f4gu4ocMeOr9pZxSqf42VWXL4A3ELvM8mCpiz5ZsUtjaoPOnMjEm+7EbbXidTtRqDWoDUZBUP2Ls7yMVfO/jBo7vG0LjrJS1Hohoydw4hBy+KsJqkq8uyyEHP4mKQPcu3cvr732Grfeeiv33nsvq1ev5sYbb0QulzN9+vSozykoKCDlmAqTlJQUbDYbbrcbVQMdaGMhiCoBAYGohH0+fFEGulYScjgI1XFYbVMQLC/HGmNOE4Dlq7loBg1CFCVz0hT4i4ooePjhqDHr/G8xX3llk4kqidmM4ZxzsHz+efWgSIRm2LAmOe+xiJVKlJ07k/b4Y4SdTlAoam1JX+Lw8r9P17P2QHnVWrHDy13zNhMKwwX9smLOVoqHxx+MG/c3w/DZMqcXjz+ITiHF7o0+DDfdWPMfe7VcilwixheMvudMU8N6qipRaXWotLpGOdaJhs/twhfn+688P5fktg13DBUQaC2EPPGHuNcUr/d5QyH69evHE088AUDfvn3ZsmULr7/+ekxR1VII5X8CAgJREckVyFJT48TlFQNrWxqRKL6DmFgMzWhCELLb8efmxoy748x6aihihYLEa65GcWzJokhE+v/NRpbc9H1dRyPRaJAmJ9dpxle+xR0hqI7m6UU7KLTFtr6PR4dkXcyPQYpegVHVcNe8eJTYvTzy/TZmL9jO5H7RTUqkYhHDOtbci5OkU3BB/+gOim3M6n/t3AWaEqlcgUgU+3tHY2xYplBAoLUhVsbPw9QUry9paWl06xbZi9u1a1cOHox90zc1NZXCwsKItcLCQvR6fZNlqUAQVQICAjGQJpqRpqQgjVE6ZzjvvAbZgDcWUpMJ/VlnxYybzj+/WW2bRdIa/vDomrZ8SpaWRtbbb5P17juYLptO8h23027BT+hOOw2xunEyGE3JP/n2mLFSpw+nr353QxO1cq4aFj1z8NjZPUnRN23p36ZcK/M35PHbjiL6t01gcLvI3x2FVMzb0/uRVoNJBYBSJmHm6A5M6p0WIRQ7p+j44PIBpOhbwc2OExy1wUCHAYOixjRGE4bk2DekBASOR8RaGYqOxqgxRUcjYm3TOAAOHTqUHTt2RKzt3LmTNm3axHzO4MGDWbJkScTa4sWLGTx4cJPssRKh/E9AQCAqYqUSeceOpD/7DHl33kUgP78qph01isTrrkXcCjJVIpmMhIumYl+woFqGSHvqqSg6tG/W/UhMJtSDBuH6++9qMZFMhrJLlybfQ2VvmHbIkCY/V2OTHEfcSMUi5NL6lXHqlDKuGdmO3lkGXlyymzyLm+4Zeu48vQudU3VNaqnu8AZ4+4+9AITCcMsXG7j1tE5cPrQt/xTYSdLKGdohkTSDstavL0Wv5LGze3LLaZ0oc/rQKqSYNQoSda1v1MGJiFylZuS0q7CXlFCwZ2fVutpg5Lx7H0FnFtz/BE4sJGoZpvM6xXT/aypb9VtuuYUhQ4bwxBNPcP7557Nq1SrefPNN3nzzzarH3HPPPeTm5vLhhx8CcO211/Lyyy9z5513MmPGDH799Ve+/PJLfozTKtAYiMLhcMMslU4wbDYbBoMBq9WKXt98FrsCAq2VoNNJoLiYYGkpQasNWVYm0qSkJusLqi/+/HzsS3/D9v13iJQqEqZdWjFYtxmszI/Fu38/By65lODRbn9iMRnPP4d2xIhWIUZbK7nlLsa/8Ae2KPX5Z/VJZ/Y5PVHXcUjusZQ6vPiDIVRyKQZV081XqcTi8jHt3VVsOhzpCKeUick0qUkzKHnhwj7NYpQh0Li4rBZspSWU5R5CZ07EmJImCCqBVonH42Hfvn3k5OSgbMDfoIg5VUopYm3TzqkC+OGHH7jnnnvYtWsXOTk53HrrrVx11VVV8csuu4z9+/fz22+/Va399ttv3HLLLWzbto3MzExmzZoVd/hvvJ9PbbWBIKqOQRBVAgJNT8BiwX84F+t33xL2eNBPnIi8XbtGEUBBmw0kEiQ1DDCtCX9xMSGrFUQiJEZjnUsdfXl5uNaswfnHH8jatMEwYQLStDQkceq5g3Y7Ibu94pwGQ7OX6wWKiwmUlRF2u5EkJCAxmxv8c6wrwVCYzbkWLn17VYSZQ88MPW9c2q9WRg5NQTgcrnc2KxgK88ayPTy5aEfU+E2nduSG0R2QSoSKfAEBgaahsUTViUpjiCqh/E9AQKBZCZSXU/LKq5R//HHVmuXLr1ANGkTGk3OQ1WJYbzwkDbwZEvJ6cW/aRP599+P/txFW0bEjabOfQNmlS409U5XI09ORT5qEcdKkGh8bDgbx7dtP4dNP41y2DCQS9OPHkXTjjcizohsSNDbePXs4PPMGfPv2VSxIJBgvuICk66+v9WypxkAiFtEzw8jCm4ezo9BOvsVD93Q9GSYVSQ0YaFsf3P4geRY3367PY0+xg2EdEhneKbHO7noSsYhJfdJ576/9FDsi7e4TNHImn5wpCCqBFsNptVCed5htvy9FJBLRbeSpmFLTBUt4AYE6ImSqjkHIVAmcCATKyvDn5eH4dSkihRzt6NHIkpOR1MGFralwrV3HgYsvjhpLffBBTFMvbOYdReLZtYt955wLgcjyM5FSSbtv5yOP0xxbX3wHDrDv3HMJOV0R69KkJNp8/jnyjKadBebPz2f/+RcQiDIoOemmmzBfdWWtxeSJgi8QZNnOEq75aE3EwGCTWsZX1w6mQ3LdrcYPlDp5Zeluvt2QB8AZvdK44dSOtDU3bzYwFsFAALfdBiJQ6w2Ixc0zhkCg5XBayvj5jZfZu25VxHrnISMYNf1qNK2szFug/giZqvg0RqZKuDUmIHCCESgpoeDhR9g/eQolr75K8XPPs+/MSZS+9x4Bi6VF9xYKBCj79NOY8bKPPiJwdB9SMxNyuyl9661qggog7PFQ/tVcwlFiDTqn10vpBx9UE1RQUY7n+HUJTX3vy7tnT1RBBVD63nv4i4qa9PytkSK7l5mfrosQVADlLj93zN1EuctX52O2MWt4eFJ3frt9JL/dMZLHzunRagSVtaiQPz7/kE/vu5XPZ93Bqm/nYi9tud9Fgebh0LYt1QQVwI7lv1O4b1cL7EhA4PhFEFUCAicYjr+WY1+0qNp66etv4Nu/v/k3dDSBACGbLWY45HAQboYhrDHP73Ti3rgpZty9dk2jDzwO2mw4f/8jZty+eDEhV3XB1Zh4d++OGQvZbIS9dRcQxzu7ihx4A9E/i+sPWih31u9nopJLSTOqSDOoUMlaR/bPWlTIZ7NuZ+33X2MvLcFaVMhfn3/E3CceEITVCYzHYWfdT9/GjK/78du4A44FBAQiEUSVgMAJRKCsjLJ3340ZL/v4Y0J+fzPuKBKxUol+4oSYce2oUQ3uiWoIIkX8gceyzCxE8sYdEiuSSpEYYr9micHY5KV3io4dY8bEBgNi5fHtSufwBCiwuik5pp8pHi5v/Ixk4NgU1nFKMBhg05KFOC3VBy6XHT7IoW2bW2BXAtFwlJeRu/Mftvz2C4e2bcFe1jDBGwqF8HliD9P2edyEQsEGnUNA4L9E67hNJiBwAhL2+wl5PIiUSsSyprdtBiAQqHC/i0GwtKyitK259hMFzcCByLKy8B86FLEu1mgwz7i8Re3GJTodidddy8GVK6PGEy6bjljRuAJDrFJhmDIFz9aHo8YN552LSNK0vS2K9u2RJicTiFLmZ77yCqQNNA+pLSGfD5FE0miv1+MPsqfYwbOLd7L2QDlJWgXXj2zP8E5JJGrjv49d0mIL3TSDslGs2H1uNx6HnTCgVGtQNLPTIoDHbmfnij9jxrf+9gsd+g9CrmwZ10WBCiyFBXw9+wHK8/Oq1rQJZqbc/xgJGfUzs1FotHQcMJjSQweixjsNHo5C1foHhgvUDcFKITqhRqiSEUSVgEAjE/J68efmUv7pZ3i2bUPRqSMJF1+MNDMT/H5EUmmTWWWL9QY0Q4ZgnTcvalx32mmI41h6NweytDSyP3ifsvc/wDpvHmGfD+1pY0i64QZkzeR0Fw9F164k3XoLxc+/AJVfsjIZqbNmNYlJRdBuR6LVoh01EsfS3yJixvOnECgqJuR2I9HV3RihtshSU8n+4H1yb7wJ765/+yikUkyXXILx3NiiLuRyESgtxXfgACKJBFlWNtKkxDoLT39eHo4//8Tx61KkyckYL7wAeWYWEn3DXvOmwxamvrWS4L9ZJYvLzy1fbmTKyZncN7ErRnXsrGOSVs4lg9rw8d/VLzgfPbsHKfqGif/y/Dz++PQ9dq9eSTgcIrtnH0ZNu5KEjCzETSyij0YkEiGJc5NFIpcjEjVdUYvHYScUCqPSahGJ638el9VCOBxGqdMhkZxYlzZuu40FrzwTIagAHGWlzH/qUc5/cA5ak6nOx5VIJPQYeRobFy/AbYucoaZNMNNpwJAGvScCrQuZTIZIJKK4uJikpKQmHXh+PBEOh/H5fBQXFyMWi5E3oBpFcP87BsH9T6AhhEMhXCtXcvCqqyPNDsRiMp59Bsfy5QTy8kmYPh1lt651nn1UG7z79rHv3PMIH1MLX+Ek9xnyjIxGP2d9CPl8BMvLIRxGotc3+0ymeASdToKlpXh37gSJBEXHjhUzm5pAkPqLi8m78040Q4Yib5ONa9UqRFIp6gEDcK9bj7+4mLRHH0HcyGWH0QiUlhIsK6sQcSYTUrM55vsSsFqxzptH0bPPVX3WRQoFaY8/hm7UKMS1zLr4DhzkwKWXECiKNMpIvvtujJPPQ6LV1uu1lDi8TH3zb3YVOaLGf75lBJ1S4ou2UoeXpTuKeGXpHvKtbnpmGLhrXBe6punRNGAAsbW4kE/uvbXahaxMoeTSOS9gSmu+39FwOMyGRT/y63uvR42fe8/D5PQ5udHP6ygv49DWTaxf+D1Bv58uQ0+h85Dh6BPrlhV1lJWyZ81KNvz8IwGfj06Dh9Hr1HEYklMafc8tRVnuId679bqY8UvnvEhy23b1Pr6lMJ+V879ix1+/IxKL6DZ8NP3OPPeE+hkKVOBwODh8+LCQrYqCWq0mLS0tqqgShv/WE0FUCTQEf0EB+yZPIRjFwU5sMJD6wAPk3XYbAIazzyL5zjuRJiTU7Rz5+Xi278C7exeKzp1RduyILC2tKh4OBPDu3UfhnDm4/voLpFL048aRdOMNyLOzG/YC/8MErFYIh5E2ssWwe/NmvHv2kn/33Yg1apTduxMOhvBs3kzY56PtvHmounerenw4EGgV9ubOv//m4GWXR43lzJ+PskvnGo8RdDrJv+tu7L/8EjXebuECFG3b1mt/e4sdjH5mWcz4E+f05KKBtft9KLF78YdCqGSSuNmt2hAOhVjz43x+/zh672OfsRM55dIr8Hs9eJxORCIRSq0WpaZ+4rI2OMpK+fbpxynYszNivUP/wYy58no0xrpnQeKer7yMn158mkPbIk1hdIlJXPjQHPRJtRNWjvIyvnvmCfJ3bY9YVxuMXPTYMyeMKCjcu5uP77k5Zvz8B2eT1a1ng84R8Hlx2+0AqHR6pM1wE0egZQgGg/hbsLe6NSKRSJBKpTGzd8LwXwGBFiBYVhZVUAGErFZER5XZWOd/i+mii2oUVSG3m0BJKUGrBcRiDl15FcGysqq4NCmJ7A/eR9Gu4k6lSCpF2akjmc8/V9FfJRIhNRpbVSaoMQiUlRG02xEBYoMRqbFpZnD5Cwtx/vUX5Z9/AaEQxsnnoR05Mq6hRW0J+XyUvvMuipwcEq64grL33sO1anVFUCYj+a47kSYlVuwjLw/n8hXYly5FlpGOcfJkZOnp9c7kNISgzUbJa9EzG1BhiJL64AM19hIGy8ux//przLhz+fJ6iyqJOH5pi1pe+xK7RF3j9dH5PB72rI3eswewb+Naeo+dwKLXX6Bgd4XIyerei1NnXEtCRlaTlOxoE8ycdft9FOzZxeZff0YildF77HgSs9o0uqACKNq/p5qgArCXFLPxlwUMOf/iWpXwFe7dVU1QQUUp4PqF3zN86vS4pY3HCwqNFrFESigY3TxFY6zbjbloSOUKdObj25BGoHZIJBIkzVhi/F9CEFUCAo1IjYnfcAhEIvj3cdbvvkPVq1fMhwfKy7F88QXFr7xK6r33UvreexGCCipmGeXedDPZ778XUU4o0ematA+npQgGg/j37qXkpZexL12KSCxGN24ciddegyInp1HP5S8s5PD/ZuLZsqVqrWDLFuTtPyb7nbcbLKzCgQDB8jJKFi7EcPZZZL36Kv68PJBKkCYlVQgOsRjvgQMcvOTSiFlS5R9+ROqjj2CYOLHZBXNl32AsfPv3E/Z6azZECYeP9K1FO4+r/nbOJrWcYR0S+XN39ZscErGIvtnGeh+7IUhkUtT62DcAVFo9O//+s0pQARzauonPHriDS//vBQzJDRfz0dAmmOmQYKZtn5Mr+qyaKBsaDATY/Ev1kQ+V/PPHUvqOOxOtKb5QCAYCbPl1ccz49r+W0e+Mc9Am1K/EOuDz4bSUE/B5kSoUaIwJSFtIoGmMJvqePpG1UezPOw8ZgboVDHUXEBAQLNUFBBoVaUIC4hh/4MQaNYjEVYIKIByIb1frWrWqwjDB70eanIT/4MGoj/Pu2kWgtLT+Gz+OCBw4wIGLL8H+88/g9xP2erF9+y0Hp1/W6HO4XKtWRQiqSnx79mD/5ZcG16WLVSq0o08FKjKXh669luJ/BzYfvu56RGIxIomEwidmRx3OW/DgQy0yLFmsVqM8qiTxWNR9+9bKEEWs1aKMc1NBO3RIvfYHoFfJeGRSNxI01cuYnji7O0mNmH2qC1KZnJPGnxUz3mvMOLb/Vb1s0et08s+fy2JaXIfD4VrPeAv4/dhLS7CXluD3RtrMS2WyJhNUVcTNttUuEycSgVgaW+SIJdIazhMbR3kZf3z2Pu/feh3v33Y97992PSvmfhrVdr45kCkU9D97CoMnT0X2rwtjxedoEiOnXdmkpaECAgK1R8hUCQg0ItKkJNIefojcm2+pFku84UYsX34ZsWY488yYxwqUllL84ksV/xCJCPviDxsNe2o/g+d4JeB0Uv7pp1EHCAeKirAtXoxpxoxGKW0I2u2Uf/FlzLjlq7noJ0yoc0/c0YhEInRjTqX0rbeqykYr/y9SqTBffjkhhwPn779HP0AohGvt2mbvlZNoNCReex32xb9UyzSJFAoMk8+rlS261GQiddb97L/oYjimxl83fjzSBmQCw6EQybs389VpSfxRDn8U+clQiZnSXk2yMxdFMIXG/BPodbtwW61YCvORyhXok5LQGBOiChRzZhb9z5rM6m/nRqx3HTYSsVRazeWtkv0b19F33JkojspMumxWygvy2LxkEX6vlx6nnEpS23YxMz3W4iLW/TifrcuWEAoG6TRoKAPPvQBjSlqzuIFJpFJ6jRnH7tUrosa7jzwVVZxMXiViiZTep41j59/RB2f3HH1a3IxgLLwuJ79/8h7//LG0ai3g9bJq/lf43C6GX3Q58kYc++DzeHBZLdiKC5HIZOjMSWiMpmqfG43ByMBzLqD7yNMIeD1I5Qo0RpPQ+yQg0IoQRJWAQCMikkrRDB9O26++ouS11/Du2oW8bVuM55+P888/cf55ZB6MdtQo5G1jW3SH/f4jmalwGJFKBRIJBKvfqRbJZEjqYal7vBEsKcH5118x447flmE46ywkzTRXqTGQZ2TQ9pNPKHrheeyLfoZgEPXQoaTcfReyzEz8hw9HZDePJeRyNeNujyBr24asN94gf9YsAgUFAMjbtiV9zv/VyWFS0bkzOV/Po+Sll3GtXo3EZMJ85RVoR4xA2oDPdKCoiLzb7yBYVsYpPbozumNnsFhwPfYn5eEwpgU/IcnMrPfxj8Zls7L2x/ms/nYe4XCFyJSr1Jx5y91kduuBVBZ54avS6RkwaTLdho9i77rVBIMB2vftj8pg4Mfn58Q8z7EizWWz8vsn77P1tyNlcDtX/EFaxy5MuvWeaqVvtpJivnz4bmzFR+aRbV22hD1rV3HxE89hTGma0sJjSWrbjja9+nJg0/qIdUNyCj1Hja31TRFzVhs6DhzKrpWR3wkJ6Zl0H3lavazpXVYL//z5W9TYpl8WcvLEs5Er06LG64rbbmPjzz+xYt5nhP79XleoNZxx811RPzcSqRRDLU08BAQEmh9BVAkINDISjQZVzx6kP/UkIZcLsUpF0GbDs2Uz8nbtEGs0JFx+GZr+/eNaqovkcuTt2+PdXtGI7Vi6FOM552CZO7faYxMuuwxpYuPbsx9LOBAgUFxMyOlEpFQiTUxs1mG9IqkUcZxSF4lW22iDjSU6HaYLzse9Zk3UuHHK5EYTsvI22aQ9+igpt99O+F+L+cp+OLFOh6JTpwp79yio+/VrlD3UFYlKhXb4MNp++QXBcguIRUhNJqSJiXU6jlguR9mxI2mznyDkcCCSShtl1ECwvLyq/9CzZSts2RoR9+fmIW8kUXVo6yZWzf8qYs3ndvHNnIe57JlXo1qkK7ValFotiVmRN1b6T5pM7lOPRj3PyRPPishMlB4+FCGoKsnftZ2dK/+i77gzI7JP+9aviRBUlXgcdjYu/olhF06rliEJ+H24rBZCgSAypbJRjCu0RhPjrr+FvB3/sH7h9wT8ProNH0X7foPQJybV+jgag5FTZ1xLr1NPZ93C7wl4vXQ/5VSye/RGZ67b57ASl80W8yZGKBjE43BAI5kK5m7fxl9ffhyx5nU5+WbOw0x/+hUS0hvn8ykgINA8CKJKQKCJkGg0SP6d1SPRakmaOZOEadNAKkVai8ZiaUICSbfczOFrrgXA8uVXpD78MGazGcsXXxC0WJCYTCReew36M85o8qG+gbIyrN9+S8lrrxOy2RDJZOjPPoukmTORpTSPdbE8IwPT1AvJv+/+qHHj1AuRNWLGTj1gAMqePfFs3hy5jw4d0I0Z06jlUkd/Xo5GajaT+uADHJg2vVqWUn/GRKQtnJWTJScja4Q9xHr99UYcP0shkjXOnz+n1cKKeZ9HjYWCQbb/9TuDJ0+t9fHSOnWhz+kT2bDox4j1oRdOw5R+RJwFAwE2LPo+5nE2LPqRzoOHV4kgn9vF9uUxykiB3atW0O+McyJEk72shFXz57Jl6WICPi8J6ZmMnH4V6Z26RpQg1getKYFOg4bSpmcfQuEQSo22Xr9PGqMJjdFERpfuhEMh5A38Hqzp+bI6DraOhctmZcXcT6PGQsEg//yxlKEXXBrz+cFgEGd5KX6vF6lcjsYglAIKCLQ0gqgSEGgmRDJZne/Aq/v0IeWhByl+6ilCThcFDzyA/qyzaPPxxyCVIFYqkSYl1ap/pSGE/H4sc+dS/OxzVWthvx/rV3Px5+aR8fRTDeotqgvqgQPRnDIC57LIC0T92Weh6NChUc8lS0kh8+WXcK5YgeXzLwgHgxgnT0Z7yohGsVSvLcru3cmZ+xVFz7+Ae906pGZzRYncyJENKpE7kZGYjMgyMqK6FIo1mkZ7/0KBALaiwpjx4oP7CYdCiMSxfaF8HjdepwMQodLpGXr+pfQZO5GDWzcjkUjI7NYTjdGIQn1EdIZDQXweT8xj+r0ewqEjGReRWBJXMMhVqog9Oi3lfPfMExEuhGV5h/l69oOcc9eDtDupf8xj1QVFIwnpxhI7ar2BhIwsynIPVYultu+ESm9slPMEA36sxfE/N6FgoMJw4xhcVgubly5m9bdz8bqcSGVyeo45nQFnTanRNVFAQKDpEESVgEArRmIwYDzvPHQjRhAoK6vonUpIQJZU+xKZxiBQXEzpG29ErEnT00mYdinyf/t+wh4P0uTkJh9MK8/MJHXWLPwzcrEtXIhIIkE/sSJjU5dentoiS0nBePbZ6EaPJhwO1yrL2NiIlUqUXbuS8fRTFT1UEgmyOpbZQcVcrEBxMWGfD7FKVfF+xbnYP56RJSeT/vTTHJw+PdLkRSwm/ck5SBvpd0gql5OY3TbqvCSArG49Yv6Mw6EQ5QX5LP/yY3atWoFEKqX7KafSf9J5mDOzMWfGNiCRyhV0Gz6K/RvWRo13HDAEpf7ISAWZQsFJ4yexd+2qqI8/afykCGMHS1FBhKA6mt8+fIuUdh2aZIZVS6MxmjjrjvuZ9/isiFJJY2o6E2+6E3WcwZ91QSZXYM5sQ96ObVHjGV26RxVUAZ+PdQu+Z+U3XxxZ8/tYv+B7HGVljL16JkrtiTdKQ0DgeEAQVQICrRyxTIY4PR1ZenqL7SHkcBByHjFEUHTqSPKtt1H0zDN4d+0CQKzXk3LXXehOG4OkjhceIZeLQGlphSmDTIYsPR1pUlLM4bHyzEzkmZloBg6s/4uqI7V9TSGPp6KXTqls9PlRDZk95i8qovTd97B88QVhtxtJQgKJM2eiH3d6s2UZmxtVj+60+/47LN/Mx71hA4oOHTBeeAGyjIyIQdwNOodOz/CLpvPlw/dUi8lV6rgZHWtRIZ/cews+d8XvVigYYMPPP7J3/WoueGhOjf1FmV17kJCeSVne4Yh1pUbLSRMmIT3Gcjwpuy3dTzmVrcuWRKy36dWHNr1PiljL3R7Zg3Y05fl5+DxuNJx4ogogIS2DqY88iaWoEGthAcbUdAxJKWgb8fdEqdUxfOo0vnjo7moxmVJFxwHRxwk4LWWs/eGbqLFdK/9i2IWXCqJKQKCFEESVgIBAjYgVioihxUm33ELunXdGWJuHbDby77sPaXIS2uHDa33sgNWK5auvKH7hxSpbbbFGTfqTT6EeMhhJE/eKNRYhjwffoUOUvfsenq1bkGVlY776KhTt2rX4EOaAxULBQw/j+PXXqrVgWRmFjzxCyO3GPO3SRhMZrQmRTIa8TRuSbphJyONBrFA0SSY1uW07Jt5wB7++/wZue8XvhDmrDRNm3oY+MXq/WcDnY+2P86sE1dHYios4sHk9PUeNjXtenTmR8+57lE2/LGTzr4sIBvx0GjiU/mdNjjokWG0wMuKSGfQ+bQJbli4mGAzQbcRozBlZ1bJOGmNsASGRyaJmURqDgN+Hs7wcv8eDTKlAbTA1WmlfXdAmJKJNSCSzS/cmO0dSmxwm3ngHv7535HNjSstg4o13oI+RSfU4nQT8scdr2EuKa2Vw4XE68NjthEJBFBotGoOxXq+hEp/Hg9fpQCwWozaamsWeX0CgtSGIKgEBgRqRJCSgGTUS569LUXTujHfXrqizogCKnnkWZffutc5+eDZvpvjpZyLWQk4Xh2+4gXbffYukkfukmgr3+g0cvPLKKjMJ785dOJYsIfXRRzCceWazuiQeS7CkJEJQHU3pq6+iHz8OeQtmQpsakUTSuCYYx6BQa+g0ZBgZXbvhtjsQSySo9Pq4F6oep4M9MUrxAHb89TtdhoxApoj/udEnJjF4ykX0GTuBMKDSapHKY4sQtd6AWm8grWPnuMfN6NwNsURKKBioFus2YjSaJiiDdVrKWfPDN2xY9CMBnxeJVEqPUacx6Lypx12vUCDgJ+jzI1MqEB9jmuK0lOO0lOO220hq247zH3gCn9eDVCavMt6IRU0CU1HDIGCn1YKzvIylH77F4a0VBjzmzGxOu+p/pLTrWGezi2AggKUwnxVffcqBTeuRqzWcNGESnQcPP+7eMwGBhiKIKgEBgRqR6HSk3X8/h/LykWdm4t25K+Zjvbt21TiouJKA1UrJy69ED4ZClH81l5Q772hyI46G4i8sJO/ee6POECt89DE0gwc3mn13ffAdOBgzFnI6CdntzbibExOxWILOnITOXLteLbFYjFythtLocYVGW+vPvUQiqTaTqqFoTQmcdfv9fPv0YxHCKrltewafd2Fc4VYffB4PK+Z+xsbFP1WtBQMBNi5egNtu47Srb0BZg2BoDXhdTiwF+az76VusJUVkd+9FtxGj0SclIxZLKM/PZf5Tj1KWe6RkM6dvP3qMOo21P8znjJvvint8ld5AVreeHNq2uVpMn5SMJo6QsZUUUZ6fxw/Pz8HjOPI7X3r4IF88fA+X/t8LJLXJqdPrLc87zCf33lqVPfM4Hfz2wVvsWb2SiTfdcUL23QkIxEIQVQICArVClp5O1ltvErJYscfIegDIMjNrXWIV9nqjurNV4tuzm7Df3+pFVdBiIZCfHzUW9vnwHz7coqJKYjLGjYvqmUXz5+fj3bcP/8GDKDp0QJqaSqCsDN/u3cizs5FlZTWb3f7xhtpg5OQJk/j5jZeixvuOO7NaT1RzIpXLye7Ri8ufe53D2zbjKC8js2t3jKnpTZKBcFnL2fzroqixnX//xZApF7d6UeXzeNi+/Hd+eevIjaLcf7ay5of5XPjwHDRGE/OeeADrMW6R+9avQanVkZCeyV9ffsypM66LmZFSaXWcft3NfD37wYheOrXByDl3PYguhrj2ud1s/GUREok4QlBVEg6FWP7Vp4z/3621tqX3upz8/un7UcsRD23bRHl+niCqBP5TCKJKQECg1siSkiApCZFCTsnLLxP+twfqaJL+d32tB8CKVSoUnTsTKC6OGlf16YvouJi9UkP/QAv3F8jS05EkJhIsKakWUw8ZUi9bds+uXRy8fEbEMWXZ2aQ+MIuiJ58iaLEgTUsj+913UOTU7e53bQmHQgSKiioGUns8yFJSkJjNTVrq15jk9O1Pm159ObBpfcR633FnkpDR8oNfpXI5xpRUjCmx7edDwSABnw+JXIakAX1WHoeDUJRMbyX2stK4boitAZe1nCXvvFZt3e9x8/MbLzLu+lurCapKdiz/gzNuvosfnp/D4POmYkiOfTPCkJzClAeewFpUSOnhgxhSUklIS4+bJXXZrLis5TjKYqRGgbyd/+Bzu+ogqlzsi+E+CbBr1XIyuzZdT5qAQGtDEFUCAgJ1RpqWRtY773D4hhsIWa0VixIJCZdfjmbYsFofR6LTkXTDTJx//lktJlIqMUw687iw/JYYjcgy0vHn5lWLiRQKZC18gSxNSSH7zTc5cPnlR94vQJ7TlrRHHq6zW6O/qIjD115bTaT5Dx6k5JVXMV1yMSUvv0IgP5/DM2+gzQfv11po15ZwIIB761ZyZ95wRJRLJCRcdhnmK2YcF46GWlMC4/93K+X5eWz/axlSuZyuw0aiT0pGpWsc6+6mIhgIYCsuZNOSRRTs2YU5M5s+YydiSE6plmWpNJ/wul3IFArUekPEzC0AqSz+zRORSEQwEEDSxCMbGkLRvr2EQ6GoscK9uwl4Y88VCwUDhEMhQsEAwUD1m1XHojUloDUlkNG5a632Fgz48TjscTNHGqMJcR1+viKRCKlMTsDnjRqXt2AfqYBAS9B6v50EBARaLWKZDPVJfWk3/xv8BQWEPB7kGRn1yhLIO3Qg4+WXKHjwIYKlFXdRZW3akPHkky1qI18XZCnJpM2ezcErrqxyMKwk9aGHkCY2br9LXRGJRCi6dKbdN1/j2bUL/8FDKLt2QZadjSw5ujtdPAJFxVEFJIB7/XrMV19V9W/fnj0ESksbXVT5Dh/m4GWXE3a7jywGg5S98w7ytm0wTp58XDiQVRoTHG939PN37WDuY/cRDFT0Wx3etplNixcw6fZ7yenTr0r8uKwW1i/6kTU/fE3A6wWRiPYnD2T05ddEWMbL1WrSO3clb8c/1c6VkJGFz+1u9e9nNFOPo4lXxlzZo6YxJdRoTlIf5Co1xQf2MWraVWz97Zeojxlw9pSIWWU1odLp6X7KqRF9cEfTaXDtXWAFBE4EBFElICBQL0RSKbK0NGRpaQ06jkSjQTd6NKoePQhaLCCWIDEZm33AcUNR9e5Nu/nfUPbhh3g2b0GWnY35yiuQt23bos5/lYjEYmRx5p2FAwFCbjcihQJxDSWXQXt058eqYx1jVBJyVbcNbwj+wkLsv/wSKaiOouSVV9Geckq9BGN98bndBHxeZEpVi1iANyeOslJ+eunpKkFVSTgcYsHLzzL96ZfRJyYT9PvZ8PNP/D3vs6MfxJ41f+MsL+Ocux5A/a9DotaUwKjpV7Pw1ecoPXzEWMWQnMKo6VchUyoRt1Bvpc/twmm14HU6kavUqA2GqP1dKe06RoyeOJqEjEyUWi2JbXIoObCvWrz7yFPZufIvhk+dXmU6Eg6HG01Iak0JDLtwOnvWrmL41On8+flHhMNHsmo9Tz2d7O696nRMqVzOgLMms3/TOqyFBRGxQedNRZfQuDdSBARaO4KoEhAQaHFEYjGy1FRkqbF7N1obQaeTYFkZYZ8fsVaDNDkZRfv2pNx335Hhv61ATNVEOBDAn5uLZd7XuFavRpaZScJl05FnZ8ecrxXvfRIpFJF35EUiJI1Yihfy+3H8tgx/HEfDQEEBBOJnDRoLr8tJ6eGDrJz/FZaCPJKyc+h/1mQS0jNPWHHlttuwl0bvg/S5XTjKy9AnJuOwlLPm+6+jPq5gz07sZSVVokoskaAxmRhw9hSkMjm2kmJ0CQn4vV52rlrO0PMvafTXEQ6HcZSVYCksxGUpJyEjE40pISJb4ygv5fdP3mf7n8uqREhO336Muep/6I/pYVIbDAw8eworv/kyYl0skTD26hswJKVw9h33s+i1Fzi0ddO/MSndRowis0sPQsEAWd17UbB7J5t//Rm/z0v3EaNJzG7bYHMQkUhE2959kUilHNy8gbPveoDyvMMgEpHdozfaBDOqegwN1iclc8GD/0fujm3sWP4HKr2BXmPGYUhOQamtn7FIMBgg6PMjlctbTEgLCNQHQVQJCAj8JwkHg4TcbkJeLwSDSM3mWrsM+nJzKZr9fxUuiKEQ0tRUUu6+G82QIUj0uhozPa0Jz44dHLjk0qqsj3v9emzff0/qww+hnzQp6vBlqdmMbvx47AsWVIsZL7gA21Hr+rMmNWp/U7CsDMv8b9CffnrMx8iys5vF4CTg97FjxZ8sfvOIg19Z7mF2/v0XZ91xH+369j8uegLrSqy+oUoqDSf8bhf+OH1E5fl5pOQcmUOnS0issgsv2LOT3J0Bep86jqFTLmnwcNpjCYfDFO3fy7zHZ1UN3gXI6t6b8TNvRZdgxud288enH/DPH0sjnrtv/RoWvPwsZ95yD+qj+hEVag0nTzybjC7dWfn1FzjKS0nr1JWBZ0/BmFKR0TckpXDmrffgtlnxud3IlEokUhkSqRSpQsGfn33Apl8WVh1z+5+/kd65K2fefHeDbfOVGi0dBwwmrWNnAl4vSW1yUOv0SBo4+FtnTqTLkBF0GjgUkVhc7+ya3+vFWlzIxp9/pPTwQVLad6LnqLEYklNadS+dgEAlwqdUQEDgP0XQ7cZ/OBfLZ5/h3bcPRaeOaE8ZiWPZMrTDhiNLi58t8xcWcnDGFfgPHKhaCxQUkHvzzWS+/hq6kSOb+BU0HoHSUvLvuTdqGV3BY49XiMSsrGoxiV5Pyj33IEtLo/yzzwi73Yj1ehKmT0eSaKbwww8RKZWYpk7FPOPymBmv+uLftx95ZiYSo7GiZPQYkm69pdF7uKLhLC9j6ftvVlsPh0P8/MZLTH30qaqL6RMJpV6PSqePECOVSGXyqrIvqUKBWCKJ6eoXTSTozIl0Gz6KDv0HIRKJmyzbZy8tYe5j91ezFz+0dSMr5n7K6Muuxmm18M8fv0V9/uFtm3HbLBGiCir6jHL6nFwhXHw+FGp1tR4plVYXNSt0ePvWCEFVSd6Of9i58i/6jjuzUcoBm2oob0OySsFAgINbNvLtU49VZQQPbd3M+p++ZfL9j5HZtUedjlc5XDkUCKDS6dEkJFQbwiwg0NgIokrguMUf9FPgKmDpwaXsKt9F35S+DEwbSLomvdU3NAu0DCG/H9dfyzl8443w791214oVWD7/gvSnniL/gVmkPfpo3PI27+7dEYLqaIrmzEHVo0fcC/pAWRmB0lKCVitSkwmp2YzEaGzQ66ovIY8H3ZgxaIYNw75kSeTr8vvx7tyJPIqoApAlJ5F0802YLr6IsNeLWKVCbDIRLC1F88P3iFQqpElJjZ61k5hM6M88g6Lnnid9zhwKn3oK3+7dAIg1ahL/9z80gwY16jljYSspjul85rJacFmtLSqqnJZy/D4vYrEEjcHY4IxEJVpTAqddPZPvnp1drX/olGlXVDnMqQ0mOg8ZUS3TAxWCKp5tuFxZO1vv+lKaezDqvCaAbcuWMPDs8/G5nBF9R8fitJTHtHlXarRQB8+eYCDAhkU/xIxvWPQDnQcPP2HnPjktZSx4+ZlqP+9gIMBPLz3D1MeejjmD62hCoSDF+/fx44tPUZ5fMQNRqdUx+vJraXdSv2qukwICjYkgqgSOS4KhIBuKN3DN4mvwhyrc1ubvmY9eruf9ce/T0dSxhXfYvASdTgIFBdgWLCBQVIx21CiU3boKg1ePIVBUTO6dd1YJqkrCXi9FzzxDwrRpOFetwjhpUsxjuFavjhnz7dtPyBO73Ml3OJfcm2/Cs2Vr1Zp6yBDSn3i8SfvJwn4//qJifAf2E3a6UHTpDOEwlm/m41iyBLFGQ8K0aYikEgoefayqHykciD03CEAslyPPyIhYkxzz78ZGLJeTcPnl2BctIv/hh0mYNg15ZgbhQACxXo+iUyekzSVSq/sRRFCTG1xT4XW7yN+5g98+fIvSwweRKVX0GjOOkyeeXasL05oQiyW06dWXix9/lhXzPqP4wD5MqRkMnnwhidltkf4rpOVKJcOnTsdRVlrVQwSgMydx7r0Pt6iRgT3KzLZKgoEAAb8PuUod03gCQFULpzyXzYrbZsXv9aLU6tAYjMii9FqGwyF8rujGKwB+j5dQDWWXxzPO8nK8LmfUmL20GGthPuFgEH1SfPMZW3ExXzx8D37PkZ+lx2Hnp5ee4vwHZ5PVrWej7ltA4GgEUSVwXFLkLuLmpTdXCapKbD4bd/1+F2+NfQuzqmVtrJuLkNOJ7acFFMyaVbVm+fJL5Dk5ZL/z9nFjS94c+PPzCMdwovMfOIAsJZmyTz5FP2YMYrU66uNkmbFnTom12ph9WYHSUnJvuhHP1m0R667lyyl49DHS/292o5bJBe32CvGoUOBes4bcm24i5HQhUijIfPUV8u64k2BZWdXj3evXox05kuRbb6HoyadALEbZtUuj7aeh+AsK8O7ejXfnLuQd2pP90Uc4ly/H8tnniNVqTNMuRdGxI7JmKPurRJtQYX8drW9Im2BGEcUhrjnI276Nr//voap/+z1u1v7wDQW7d3DmLfeiaQTRKVeqSG3fkYk33I7P40GqUKCMkgXQmRM58+a7cFjKsRYWoDYa0ZmT6iTuAn4/HocNEKE2GBqljCsxu03MmEqnR6ZQIleraX/yQPas+bvaY5Jz2leZbMSiPD+PH16YQ9G+PUBFeVzvsRMYePYF1d4DqUxO1+Ej2bdhTdRjdeg/qF5GEscLoVD8Gzguq5Xvn/s/pj7yFMbU2Nnf3atWRAiqo/nz8484+85ZJ/TPUaBlEUSVwHFJobMQmy+6rfMuyy4sXst/RlT5i4speOCBauu+ffsoef0NUu6957hwoWsW/PGHaoZDoYqfVZyLNs3AgYhkMsJRjmW65JKYpX+B0tJqgqoSx6+/4t29G8evS9GNPQ1ZRka9zR38xcW4162j7KOPCft8pM6axaFrr6vKPuknjMf69dcRgqpqH7/9hmHSpIr+qMsvQ2JuHb9D3r17OXjZZQSKjjjOScxmsj94H/348YhEIiSG2s/XaSw0xgRGX34Ni954MSKbIZZIGHnplS0ywNdRXs6vUfq8AHK3b8NWXNgooqoSuUpdkdGJg0pvQKU3kJTdts7HtxYWsG7Bd+z4+08kUhm9Th1HtxGj0JkbJp71SSkktcmhOIq9+eDJU9H+24Nz6oxrCXg9HNi8oSqenNOeSbfeG9c8w15WytzHZ2ErLqxaCwWDrF/wPUqNjoHnno9EEnkJltm1B6a0jKqytUoUag0nTTy7KgN4IqI1mSsGCft91WIqnZ5gwI/LauGvrz5h7FUzo2b7QsEguTuif8cClBzcXzErTRBVAk3EiWdLJPCfwB2IXSYBVMtgncg4f/89ZnmKdf78qBfP/1VkmZkQo69EkphIyOXGdMkliJWxm+OlKSlkvfE6omP+qGuGD8d00VREMY4fLC+PvbFwmEBhIaVvvcX+KedT8Ohj+OOUJ8XCX1xM/r33knvTzbjXrEEkEWNf/HOEvbhm8GDsS36NeQzH8uW0+eB9TFOn1nmQc1MQKCkh96abIwQVQLC0lNyZNxD2+1tEUAHIVSra9D6Jyfc9RuchI0jt0InuI8dw7j0Pk9K+Q5MZAsTD73FjKYg+mBmIe9HZ2rAUFvDJ/bexbsF3OMvLsBUX8ufnH/D1/z2Evazuvx9HozWaOPvOWXToPxiRqOJSSKHWcMqlV9Bp8PCqbJjOnMjEm+7ksmdf4/wH/4/pT73Cefc8HLcfDMBSkB8hqI5m7Y/f4IzyvawzJzL5/scYcPYUVDo9cpWKbiNOZdqTLyEWiyk+uB9LYT6+GJmY4xmN0cQp06+MGht6waVs/LliwPDOFX/gdkS/oSqWSOJmIA3JKY3WVyggEA0hUyVwXJKpy0QsEhOK0kSsl+sxKFrmIqslCFqsMWNhn69G++P/EtLERJJuuZniJ5+KDIhEJN90E959e9EOGxr3GGK5HFX//rT78Qe827cTKC+vMKdITo6bXZLGy/qIxYiOcjmzL1iAbuxYDOPH1ep1VeLdsRPnH39W/VtiSsCfHzmUkzAVfSIxEMnlKLt2rdN5m5JAWRneXbuixnz79xMsK2vwoGh7WSnFB/ZyYNN69InJtDtpANoEc62c53QJZuRKFcbUNHxuF1KZHJlShdbUMoYCYqkEsUQas5+rppK11kLQ72fDoh9w26p/v5Uc3E/ejn/oPHh4g86hT0xm3PW34LSU4XU58dgd7Fm/ivULvqPHqNMwJKUgEotR6SrcDs0Z0U1bolGWeyhmrHJQdPQ9JTHk/Ivpe/oZhAkjQsSGRT+y9qdvCfi8iMRiugwZwfCLLzuhhutK5XK6DBlBYmY2y7/6DEthHubMbHqPGceuVSuqbgaEQqG4vYxdh41i1fyvojpODp5yUcQMMgGBxkYQVQLHJQnKBC7teikfbPugWuz2freTpGrYRVZjEfJ6CZSUECgqArEYWVIy0uQkRI04c0MzbCglr74aNabs2RNxK8g2tBbEKhXG885D1aULxa+8iv/wYRSdOpEwfRpiowntqJG1suIWy2TIMzKqmTTEQ2I2oxowAPeqVdViutNPx/nnnxFrZe++i2bwoFqbLoQCASxffhGx5jt4EOM5Z2P7/vuqNcdff6EbMyZi7WgMcUw6WoKwN/rFZyWhKHbwdcFaXMjcx2ZFZHeWffQuZ956Nzl9+tWq5EqhVqOI0YPX3Kj1RroMO4Vty5ZUi4klUtI7tR7BHA+3w87Ov/+KGd/62xLanzwAqbxhluvhUJBNvyxk7Y/zI9bXL/yBix57Oqa7X02Y0iJ7WcUSKZ0GDiGzW0/C4TDyOJ8XiUSKNsFMwOdj+Vefsvq7uUftN8Q/f/6G01LOxJvvQt0CJaZNhVKjJbNrD06dcQ37NqzFVlzIotdewON0VD2mXd/+KOL8TdMnJXHOXQ/yw/NzqowvxBIJg869gMwu3Zv8NQj8txFElcBxiUamYUbPGXQydeL1Ta+T68ilg7EDt5x8C70SeyEVt/xHO2izY1u4kMInniD8ryOcWKsl/ck5qAcPjjpUtT7Is7NR9TsZ95q1kQGJhNT770PaQnfMWytSgwHpkCEou3cn5PUiUiqRqNWNKnSjntdkImPO/5H/4IM4f/+jYlEsRnfaaejHnU7u7XdEPD5os0WU7dWKY8pAfbt3V3zWTKaq8kP7woVkvvYqrr//JlAcWVKnP2NiTAv1+hAOBgmUlkI4jMRkqpe9usRorCjZjNYPJ5E0aLCwz+Phz08/qFYuFw6H+OH5OVz+3BsYU5rOlbEpkCkUDD3/Egr37qb00BGLfLFEwqTb7m2RksT6IBKJ4pZqSeUKaITByo7y8mqCCsDndrH0g7c44+a7UdbjxpQpLQNtghlHWSmmtAxGX34N2/9axl9ffoxEKsVltdBz9Ni4vWFOSxnrF3wXNXZwy0ZclvITSlRVotLpyd+1g51/R95okilVjLj4sri26FKZnKzuvZj21Es4SksJ+H3ok1JQG4zIhd5igSam5a88BQTqSYIygUkdJjEkfQiBcAC5WE6CqvVcMHh37axmIBFyODg88wbafTsfScfGsX2XJiaS8eyzWL76ivKPPiZotaLu35/kO+9A0aFDg44dtNvx5xdg++47/MXF6E4bg6pnzxPCql1iMBDNjiLk8RAsLyccCiHRahu1X0eWlkbG008TKC0l5HRCKIT1++8rBNUxokE38hTE+tpfMImlUoxTpmBf/EvVmqJrVzxbtpL+5ByKX3oZz6ZNhH0+ip5/gczXX8fxxx9HLNWnT0PVsxdSc+P8DvkLCrB8/Q2WuXPB70c3blyF/XlWbPfEaEgTE0m49BLK3n2vWsx44YUNMtNw26zsOObCrZJQMEjezn+OO1EFFSVkk+97lLLcQxzatgVdgpnsnr3RJlSYARwPqPUGep82nmUfvRM13uf0CUilDe+PObBpXezY5g14nfZ6iSqdOZEpsx7nu2efYOSlV/LTS09HDEteMfdTdvz9J5PvfSSmsPK6XFGNGyqxFReRmBW7h6ixCYdCuGxWwuEwKr2+mtFGY6E2GBl9+TV0HDCENT98jcfpIKfPyZw04awae9kAJFIp+sRk9Inx7dcFBBobQVQJtEqsHiveoBeVVIVOEd+pJ1Hd+urKg3Y7xTFK8giFKPvkU1LuuxdxIzXNypKTSbz2WoyTJ0MohEitRtpAMRB0OLB++x2Fjz1WtWb79ltkbdqQ/d67yE9Aq3Zfbi4lr7yK7fvvCfv9qAcMIOWeu5F36NBo75VEr0fyr1jy5eZiW7CwmqASa7WYLr64zpkdZdeuqAcPwrWiwgJaP34cZR9+SNBiwTR1KolXX0U4GCTk9lD46KNoRozAOPVCvNt3oOjcGWli47j9+QsKOHjFlfj27KlaK//oI2w//kjbL79AHseW/ljEKhXmK65AYk6k7K23CFosiPV6zDMuxzh5coPMNELBQNyeQ7ctekN8c+Bx2HFaLVgK8lHp9OjMiWgTzLUebK41JaA1JZDdo3fUuM/txmW14LbbkCmUqAyGuG52zY1ILKbzkOH88+cyivbtjoh1HjICc2OJiXizxmIYANWWhPRMpsx6gpVffxEhqCopO3yQ3B3b6DJkRNTnyxTKuHOymrM/zl5awva/lrH510UEA0G6DB1BrzHjMCQdETmOslLKC/Ip2r8HY0oqSdk56MyJiOqRUdQYTXQZOoI2vfoQCgZRaDTHzQ0Bgf8ugqgSaFVYPVY2l27m1Q2vkufIo5OpE//r+z86GDqgkdfv4ikUCiFuhDKROp3T48G//0DMuHf37opekUZ0IhJJJI2aQQoUFUcIqkr8Bw5Q+trrFaLwBCqn8Ofnc3DadPy5R+yMXatWsf/8C2j7zdcoG5j1i4Y8I4O2n35C8csvY/tpAYRCaEeNIvm2W+POw4qFNCmJ9DlzcK1aRdlHHyNNTiFktRIsKaHkpZeqPV6s06EZOhTnX3+h7ndyowll1+rVEYKqkmBZGeWffU7SzTfVSaRKzWbMl03HMGE8Ya8XkUKBNDk55kyw2iJXqaNaWFeS0bVlejCc5WX8+sFbOEqLkSlVFB/Yh0gk4py7HyS5Tbt6XaRGHN9SzvK5n7J5yaIqUZmY3ZZJt96DKa1phzfXBV1CIufcOYv83TvZsnQxUrmc3mMnYM7MbjQB2KZ3X/goeiy7Z58GzxoLB0PsXr0iZnzrsiW0P3lgVFMUtcFAu5P6s3dt9T5MQ3JK1FJOr8uFz+0ERKj0+kYRIvbSEr7+v4coObi/am3V/K/YumwJUx99CkNSCtaiQuY9MYvy/COltAqNhin3P05yTvta3ww4lpYYSyAgUF8ES3WBVoMr4GLurrlc98t1bC7ZTKmnlBX5K7jkp0tYkb8iqtNfPPIceXy962tuW3YbT695mt2W3bj80Qe/NjZitRp5p04x46oePVq9IHEsXRozZv322/gW4cchrjVrIwRVJWG/n5IXXyIYY2hwQ5FnZ5P20EN0WPwz7X9ZTPqTc1C0q/+Fsyw5GcMZZ5D15htoRgxHPXhwzMdqhw8n5LBjPPccZFlZhBt4Zx4qbihY58+PGbcvXEDQYqnzcUUSCbK0NORt2yJLS2uwoIKKu+GjL78maqxNrz7oGzgLqT4E/X72b9pA9xGjyezaA0NyCsMvuoxhU6fx7dOPYy9tmJV4MBBg/cIf2LR4QUSWruTgfr567P4Iq3JHeRnFB/aRv3sH1qIC/DWYhjQF2gQzHQcM5szb7mHijbeT3b1Xo2bUtCYzfcdXN2eRq1SMmn4VygaKKpFYFNfsRK5QIpJE/11XqDWcOuM6UttH/i3RJSZx7j0Poz1qgHIoGKT08EEWvvosb828gndvuYZlH76DrbioQfsHOLx9a4SgqsRZXsbmJT/jcTpY/NbLEYIKwOt0Mm/2gzhqYX/vcdgp2r+XPz59n6Xvv8nh7Vtx1uN7QkCgJREyVQKthjJ3GS+vfzlq7LG/H6NHYg9SNbXrb9hv3c9lCy+j1FNatfbh1g95fNjjjMkeg0rWOCYRsZBoNCT973qcv/1WvXRDJsN4wflNbozQUIJRylUqOdGs2sPBIPZFi2LGnStWELLZkDSRw5tYrUbcyMeuLP9MvPYa7D//XGWWUhVPSUGWkU7hE08AFYYQ2R99iLKhvX4iESJl7N8vkVzR4ExLY5LeqSvnPzib3z58m6J9e1BoNJw04Sx6nTquRezHHZYy3HYrC199tmpt0y8LScxuy6kzrqP44H70SfXvFXGWl7EuhvmBvaQYS0E+WpOZkoP7+faZx7EWVljyiyVS+p15DidPOBt1C8wFa4z+qWgotVoGnXsB7fr2Y9V383DbrLTtfRK9x4yvVf9OTagNRnqPncBvH7wdNd779IlxX5s+MYmz73oAZ1kplsJ8tAmJ6BKT0CVElupaCgv45N5b8Xsrfs8DXi8bfv6RfRvWcMFDc+o9LNnn8bB16eKY8e3Ll9FtxCgObFofNe62WbEVF6Mzx3bkddttrJz/FWt/+KZqbd2C72jT+yTGXXfzcWOuIiDQuq/qBP5T5DpyCYSju52Vekqxeq21ElU2n43Zq2ZHCCqAMGFm/TWLPsl9yJI1nsNZLBQ5OWS88DwFDzxYdWdempJC+lNPIquDFXdLoR0xgtLX34gaU/Xt26JW7SG/n0BBIe4NG/AX5KPu2xd5mzZI6zuvSCxGkhT7okNiMDRKZqQlkGdn0/aLzymcMwfX8hUglaIbMwbj5PPIf+DBqscFLRbybruN7Pfeiz9TqwbECgWmiy/CsaS6pTeA6aKpSBrg2NfYyFUqsrr15Lx7HyHgrZgDpDGaELfQ++33eFj28bvV1ksO7mfPmr/JOal/g44f8HnxxxkeW56Xiz4pmS8fvifCyjoUDLBq/lfoE5PoNWZ8vcu5WiNqvYG2vU8irWMXggE/CrUGSSPd9BKJRHQaNJztf/5OwZ6dEbGuw0eRWAvLdo3BiMZgJDmnfdS43+tl5TdfVgmqo7EWFXJo22a6DR9V7/3HK9WVSKU1Zrij9ZMdTVleboSgquTAxnXsXbeaXqeeXrvNCgi0MIKoEmg1yMTx70SKRbW7u231WlmRF72GPRgOsrl4M1m6phdVYo0G3amnourZk0B5OSKxGInJVNELchxckMizs6PPVZJKSbnv3lrPT6rEX1xM2OUGmRSp2Yy4FoNVoxHy+3GvXsOha68l7DvijKXo3Jms119DlpZW52OKRCKMU6Zg+ezzqPGEy6YjqcX8qtaISCpF2bkzmc8/T9BqJeTxUP7Bhxy+4UbCx8x48u7cRbC8vEGiCkDZuTO6iROx//hj5HrPnujGjm2Vn//WMhR03/o1MY0J/vlrWdRStbogVSiQKVUxhVVimxwKdu2MEFRHs2Le57Q/eWBE6dmJQlPNGtMlmDnr9vso3LebLb/9glQmp/dpE0hIz2iUbKjH6WD/xrUx4zuW/06nwcPqle2TKRT0HTuRfetWR433Pm0CCrUGuUqNzx29RPrYmV1HEwwE2LDwh5jxtT/Op0O/gcfN0GqB/zatpwZD4D9PqiYVtTT6H7U2+jYYFcZaHScYChKOY+nkDDjrs716UdkHourWDWWXLshSUlrlBWU0pImJZDz9FEm33II0KQmRTIZmxHByvvoSRZx+sWMJ2u3Yl/7GgUsuZc/pp7N3/AQK58zBX1BQr30FCgs5dN11EYIKwLtjB0UvvljvYbDyzEySbru12rpm2DB0p59+3LxvsZDo9cizsgiUlGCZO7eaoKokHG0eVB2Rms2k3nsP2R9+iG7CBLSjR5P56itkvvzSCWHH35S4HfaYsYDXi7SB5jYaYwInxRBmusQkjCkpFB3YG/P5zvIygnWdnyaANsFM+5MHcubNdzF+5m1kdu3eaEJBLBYjV8UWhEqtDrG4/pnX5Jz2tD95YJT1DnQcOASVXs/gKRdFfW77kweiNsaelRgKBvE4Y3/mfS4XoROo1FzgxEbIVAm0GpJVycwZMYebl95MMBysWldJVcwePpskde1Ku7RyLTmGHPZZ90WN903u2yj7/S8gS07GfOUVGM4+G8IhxBoNEl18i/tjca1ezeHr/1f177DXi+XTz/Bs3UbWKy8jrWMGyLNla4VzYhRsP/xI0syZyOtRXinR6zFdcAG60aOx//orIYcT7aiRyLOyIjI3gfJywn5/xc+iBUsg64s8PaNiaGqUCxWxToe4kfplpGYzUrMZ9Ul9CVMxR0ugZnL6nMzqb+dGjaV27IxSW7ffv2ORSKX0HXcGbruNzb8e5f6X1YZJt92LWm8kuW30MjOoMHZoaGmc01JeYZOt1iBvpCHoxwviJpjtpDYYOWnCJH599/Wo8T5jJzbIAVdjNHHa1TPpc2AiG37+kWAgQM9Rp5HeqWtVxrL78NHIFQr++vITXFYLUoWC3qdNoN8Z56CK85mVKRR0GjyM/RujzwvLOalfveaECQi0BMJfOYFWg1QiZVDaIL6e9DXzds1jj2UPfZP7MiFnAmna2pd0JaoSuX/Q/Vz181XVHAPPbHcmScp69t38R6mwaq9fY7y/uJjC2f8XNebZuBHv/v2EXG4k5oRaC5RAPDcrv5+wr/6ZlsoZUor21S8qA6WluFavpuSNNwmWlKA66SQS/3c98jZtal3KGPL5CBQXE3a7EanUSJOTGm3+VW2RJJpJmD6NsvferxZLvu02ZMmNOzBTJJXSWDm+QFkZIYcDJBIkRuNxKWprwpSWQUr7jhTu2RWxLhKJGTXtqkaxmNYYTZxyyQz6n3kubrsNqUKB+t++HYDUDp1QanV4omTNBk2+EE09jQOclnJ2r/6bNT98g8duI6t7T4ZMuQRTWjqSZv49qAmX1YK1qJBdq1YglcvpOGAwOnNig0VtUyASieg4YAi7Vi7n0NZNEbH+kyZjTG34qASN0YTGaCKzW0/CoVA1C3iVXk/P0aeT07c/fq8XqVyG2mCqVWa1Tc++6JOSqzkVypQq+p95LlJ5/UrFBQSaG1G4MTx0TyBsNhsGgwGr1YpeL8xHaClC4RD+oB+5RF6vsiu3381e615eXP8iG4s3kqhKZEaPGZySeQpm1YnXC9Ba8e3fz55x42PGzddcg/PPP5FlZpByzz3IUms2InFv2sT+8y+IGpNlpNPms88aXRgErVaKnn++es+VVEqbDz9EfVLN2U9/cTFl775H+WefEfZ4EGvUmKZPJ+Gii+qcrWsogbIy7L8upfS1V/Hn5iHv0IHkW29BffLJSFrA2a0mQh4Pnm3/UPDII3i3bwexGN3o0STfeQfy7Job/Y837GUlrF/wPRsX/4TP7Sa9c1dGTruSxKy2UecZNTbhcJiSQwf47pknsBRU2GRLpFL6TzqP3qdNQPRvuVld9uKyWfn59RfZs3ZlxLpEKmXqo0+T0q7x58DVF6eljMVvvcqeNX9HrPefNJn+k85ttbOTnJZyyvPz2LHiD2QKBV2GnoIuMSlupqi1YC0qZNW3c9m2bAnBYID2Jw9k2NRpmNLSG1S6KCDQGNRWGxxXour333/nqaeeYu3ateTn5/PNN99w9tlnV8XD4TAPPvggb731FhaLhaFDh/Laa6/RsQ4WwYKoOnEIhALYfDb8QT8SsYRE1fFpNHA848vNZe+48YQDATRDh6A95RQQS3Ct/Bv7r0tJvv12yj/5BP+hQ6j69SPzxReQ1uAMFygp5dCNN+JZV71cJOPFF9CPHdvor8O7ew97zzgjakzRqRPZ770b19whaLdT8Ohj2L6rbmVtuvQSkm+5pdEt1WuDv6gYggFEMlmzC7u64PnnH/ZNngLBYMS6NCWFtp9/Vi9zktZOMBDAZbVUZAWUyha5kHeUl+G2WQn4fCi1OrxuF79//C6OshLSOnah/1mTMaak1mrAbMGeXXxy7y1RY+mdu3H2HbNQ1bK0OBwOYy8toSz3EJbCAhKz2mBMTWs06+2ty5aw8NXnosYufOQpMjp3bZTzNDZOSzm527dxaNsmPA4nar2ePuPOwJCcclwIk4DPh9tuIxwOo9Ro4vaJCQg0J7XVBsdV+Z/T6aR3797MmDGDc889t1r8ySef5MUXX+SDDz4gJyeHWbNmcfrpp7Nt2zaUrXzQqkDjYffZOWQ/xOfbP6fAVcCw9GGc2uZUwuHwcW82cLwhNZsxTb0Q9eDBuP5eSek770IwiHbkSLJefx0kYvyHDgHgXrOGQHFxjaJKmmgm87lnKX3zrQrDBa8XeadOpD36CBKjEe++/Uh02pgiIRwOEygqIuRyIZLLK5wIa/h+cK2PXu8P4N25k6DNHldUBUrLsH3/fdRY+WefkzBtGvIWEFWy5NZfChu02yl67rlqggoqTEucq1djnNQwR7zWiEQqrfdsocZCa0pAa0rA63ax7qdvWf7lJ1Wx8vw8tv/1O+c/+AQZnbvVeKx9cdzp8nZsw+d21lpUlRw6wFeP3ofbZq1aM6Wlc969j2BIrt0sw1i4rBbWRLH3rmT9wu9Jbd8Rr8tFKOBHrlK3ir4wl9XCkndeY9eq5RHrm5cu5uLHn8Wc2fSOtw1FKpe3+GdeQKAhHFeiavz48YwfH72UKBwO8/zzz3P//fdz1llnAfDhhx+SkpLC/PnzufDCC5tzqwIthMvv4oe9P/DEyieq1lbkreDNzW/y4bgPaWds14K7a12EQyECJSUQDCFSKpCaYjs0xSJQXEzI7UEkkyJJTKzWHyRWKjFdcgmHrrkG3779VeuWr77CvnQpGc8/F2Ga4D+ci7Jz5xrPK0tJIfmuO0m4YgaEwoSDAYqffgb7kiUQCiHPaUvK/bNQ9+0TkQEKWq04lv1O0dNPEygqQiSTYThrEokzZ8YtPRTXUNNf0zDbYFlpTJtsAgGCFitktf6LnpYg5HTiWhP7gtyx5FcMZ5zRqgYKn2i4rBZWfPVZtfVQMMDPb7zI+Q/MRhPH4Q1Aroh940IskSCq5cgMe2kJX89+MEJQQYXIW/T6i0y69Z4G9T2FQiG8MezkAdqfPIC961ax8psvcZSXkd6pC4PPm4opLQOpvOaMXVNhLS6qJqgA/B43f3z6PuNvuA2FkPkREGhSTpi/Qvv27aOgoIAxY8ZUrRkMBgYOHMiKFdFnFgF4vV5sNlvEfwLHLyXuEv5vVXVjBKvXyhMrn8DmFd5fgEBJCWUffcz+yZPZPXo0h669DtfatQSdtbObD9rs2H9dyv5LLmXP2LHsPeMMil94AX9RdRMJ19q1EYKq6hglJdgXLUI7YkTVmjTOAN5jEcvlyNPTEUklHJoxA/vixVXizLdvP4euvBLPP/9UPT4cDuNY9jt5d95J4N99hv1+LHPncfjmmysEZgxUfftUiL8oqAcORGKM34dU06Bksbrl73S3VkQSSdzspSw9TRBUTUzRvr2Ew9FtrctyD+NxxBYhleT07Rcz1mnQMJS1LG90lJfiKCuNGju0dROuY8RWXVFqtLTtc3LUWN/xk8jb8Q/fPfMEhXt34ywvY9fK5Xx0903VBvtGw+N0YC8twWkpb9AeoxFNUFWyd91qvLX8bhcQEKg/J8xfooJ/Z96kHDMDJSUlpSoWjdmzZ2MwGKr+yxLuFh/XrC9aX83xr5KVBSuxeC3Nu6FWSKC8nILHH6do9mwCRcUQDuPZuJEDF1+Ce23sMrdKwuEwzuV/cfj66/EfOABAyOmi7O13yLvrbgJlZVWPDbpcWOd/G/NYjmW/ozq54gJGlpGBtBZGFcfi3rwZf25etI1S+ORTBC0WAAKFRRQ9/XTUY3g2bMSfF+UY/yJNTCTlgVnV1iVGI6kPzKrR3EFqNiNvFz1LquzZE0kNJY+VhMNhjqM22EZBkphIwozLY8YN55zTjLv5byISxy+brk1ZtcaYwCmXXlFtXWdOZOgFlyKvZYl+NEfCown4oo9bqC1SuZz+Z56L7JjMmkgkJqfPyWz4+cdqzwmHQix+6+WYYsnn8ZC/ewffPfME795yDZ8/eBebly7GabXE3UvA78deWoKtpLhG4RrPZU+46SAg0DwcV+V/TcE999zDrbceGfhps9kEYXUc4wv64sbjDQX+rxAoLsa+YGHUWMGjj9Lm00+QJcXutQkUFVH4f3OixlwrVhAoKKjKLIjEYsSqOGU/SgX4/cgy0sl66816ufY5//wrZsyzaRMhtxuJ0UjI5azKUEV97LZtqHr1ir5PtRrDxImoe/em7LPPCOTloRk2HN2YMcgyarYrliYmkvnKyxyccQWB/PyqdVl2NhnPPF1j6WWgtAzfgf1Y5s4j7PNhOOccFJ06xn2fmoNwKFTRn2Z3IFLIkZhMdZ5jVhMikQjdaWNx/r0Sx88/HwmIxaQ+9BCy9CM//6DDUSGiQyHEOl29SloFqpPcth1iiYRQlL625LbtUNbiPVeo1fQYdRrZPXqz8ZcFOMvL6DhgCFnde6FPrP3nWJ8Ue3i0VKFAodbW+lixMCSnctHjz/L7J++xb8MaxGIJJ42fFDfDVJZ7GK/TGbUMMm/nP8x74oGqEmBLQR4/v/4C3UeexshLZ0QtV7SXFrPmh/lsXrIIv9dDVreenDLtSsyZWVGNQToOGMKKudVLNAE6Dx3eJEYnHocDl81CWV4uSo0GfVIK2oSE48IUQ0CgKThhRFXqv3e4CwsLSTvKCaqwsJA+ffrEfJ5CoUDRDBa1As3DSSknxYx1MnVCJ2/91rJNjXvTppgx/6FDhOx2iHOxHnI4CcTJ/rq3bEHZraJxXaxUYrr4Yhy/LYv6WOOUKagHDcIw+bx626AffVF9LBKTqapsTySXg0wG/uhzrKQ1CBSJToeka1fSHniAcCCASKGok/GJIieHtp9/hu/gQXwHD6LIyUGWmVnj6w6UllI458kI50DbDz+gGjCAjKefanT7+NoStFpx/P4HhXPmECwpAZEIzfDhpM6ahTwrs1HPJUtKJO2hBwlcdy3OlSsRazSoBwxAlpRU1TPnPXCAwjlzcC79DcJhlD17kvrgAyg6dULcgr0uJwJqg4lR069mybuvRaxLFQrGXnMjan3tbPiVGi1KjZYxV1xPOBSs1yBcjcFIx/6D2bW6eln/gLMm13uG1tGIJRISs7KZeOPteF0uAFQ6PXvXrYr7vGgZIUd5Gb+8/UrUnsqtvy2m/5nnVhNV9rJS5s1+iNJDB6rWDm3bzKf33cbFTzxLctvqWTnNn44AAQAASURBVG+dOZGTJ57N2h/nR6xrTAkMmXxRo1vxOy3lLPvoHf7587eqNaVWxzl3PUhq+46IJYKwEvjvccLkhHNyckhNTWXJkiVVazabjZUrVzJ48OAW3JlAc5KkSmJKpynV1qViKQ8MfoAEZeNY7h7PSOKNChCJEEnjX+iI5DKI8wdTmhDpgqfs2hXd6adXe5yyTx90Y8ei7NixQcJAN/a0mP1OCZdfVuUCKDWb0Z8xMerjRGo1ii5danU+kVSKWKmsl5OkLCUFTf/+mM47D/VJJ9XqdXt27Ihqxe5etQrHsuhitTlwrVlD3h13VAgqgHAY5++/c/Dyy/HHEd31RZqQgLJrV8yXXYZpyhQUbdpUCSpfbi4HLroY569Lqy5ePZs3c2DqRfgOHmz0vfzXcFnLQSRi0m330mnQMNI7d6X/pPOYNuclktrk1Pl4IpGoXoIKKi7cR19xHSdPPLtqKKxSq+OUS6+g92kTajVstrYo1Br0iUnoE5OQKRSktOsQs5QuvXNXlNrqWTKvy4m1MPbvQ7RerOIDeyMEVSWhYIDfP30fT5T+KKVWx8BzzueCh+bQccAQMrv1ZPTl13DRo09jTGnckQOhYJDNv/4cIaigojTzq8fuw14auz+11ucIBQn441eeCAi0No6rTJXD4WD37t1V/963bx8bNmwgISGB7Oxsbr75Zh577DE6duxYZamenp4eMctK4MRGr9Azs89MBqUN4u3Nb1PqKeWk5JO4utfVtNG3aentEQqHqvq6TApTi1i8K7t1QySTEY6SsdEMH16R3YmDJCEB3WmnYV9YvYRQpFRWEyfSxERSZ83CdNFUyj//nLDPj3HKZJTdujVKlkWamkrGs8+Se/vtEAgceS0jR2I4+2xE/wpAsUpF0syZ+HbuwrN165E9q9Vkv/kmspTYZUUtRcjjpfyjj2PGyz/6GN2pp9ZoQ9/YBIqLKXzyqagx/+HDeHftqtUg58bCsWwZwdLq5gVhv5+SV18l/bHHWmQO2ImAraSILx66G0dZKXKVig79B5PWoTOluYfw+7wtkpHQmhIYNnUafcdPIujzIVUq0BoTmnwvGqOJMVfNZPEbL0asKzQaTrtqZtQSu5r2JFNWN6nZvSq2udbBzRvwu10oo5jfqHR6Mrt2J7VDJ0KBALJjbv64rBYshQVs+/1XALoOH4kxNR2NwRh3j8fitJSzNobtfMDrJXfHNgzJ9fs+9bpd2IoL2fjzAmzFRbTp3ZcO/QahT0oWRqIItHqOK1G1Zs0aRo0aVfXvyl6o6dOn8/7773PnnXfidDq5+uqrsVgsDBs2jIULFwozqv5jJKgSGNt2LP1T+xMIBdDINKhlLX9Ble/MZ9G+RXy35ztEIhFTOk1hVNYoUjTNezEvTUoi/dlnyb3ppiq3PKgYpJp6/3019sRINBqS77gD744d+Pbtq1oXyeVkvfYq0pTqQkmaaEaaaEZ98smEAXEN2bC6IFGp0I48hfYLfsK9cSNBqw31SX2RpqREiI2g241r7TqM552H5Mor8O7ejdSciDQ1BUmiucYMXUsQDgUJ/Vt+FI2Q2004GN2YpSkJeb1VJiXRcK1di3b48ObZi8eL49elMePu1WsIOhyCqKonh7ZsqnLb87ndVRfkACJEjJ95G4oW+NlKZXIMSc1b+ipTKOk8aBhp7TuyftEP2IoKadOrL50GDY3Z66XS6cnq1pND2zZXi4klUlJyqpfyqfTGmHtQqDUxM/OVSGWyilLno3Bayln6/pvsWPFH1drGxT/RceBQTp1xbY2W+EcTDASQqVT0O/NcTGkZIILD2zazddkSfG435fm5tT7W0fi9Hnau+JOfjxKt+zas4e95n3Phw3MwZ2bX67gCAs1F67uKiMPIkSPjOl+JRCIeeeQRHnnkkWbclUBLYvPa8If86OV6ZJLIPyImZetpUs935nPlois5aD9SivT4yseZu3Mur5z6SrMKK7FCgWbYMNr99CP2RT/jO3QIzbChqHv3RpZWuzIReUY62R+8j2/PXlzr1iFLT0Pdrx+SpCSCZWUEw2HEOh2SY+6miqRSmuJeo1ipRJ6VhTyOyUywpIT8e++FQACxRoMsI52gzU6goABVv35kvvIy0hpc/JobiVqN4cwzcK1cGTWuGzu2Rjv3pkAklSLW6wnFGEER731o9L3IpEjjZBklJmNVtvJEx+OwYysuYsuyJbjtNroMGU5KTge0CbEHU8cjFAyye030zx7A4X+24PO4WkRUtRQKtZqkNjmcesX1hAJ+pPL4vZVKjZYxV83ki4fuwnW025+oQpBqjNWzzF2HncKq+V9GPV7fcWegrmNmCSB/984IQVXJrpV/0XXYSDoOqH2bhEQuY/Tl1/L3vM8o3Lu7whmxbz/OvOUeFr/1Mmkdap41GA2npZzFb71cbd3jsPPL269x1u33NmgGmYBAU3NciSoBgUrKPGVsLt7Me1vfw+K1MDR9KBd0voAMbQaSVuY8FAqHWLRvUYSgqmRH+Q5WFazizPZnNtt+wuEwIZsVgkEMZ59VIX7qcVEkS05GlpyMZvAgAPz5+ZS89DKWr74i7PGgHTWKpJtuRN6mTau4qPVs2VpVHhhyOvHu3FUVc69ZQ8higXqIqkBpKeFAAIlO1yTZEM3QYciysvAfOlS1Js9pS+L11yPLysK9Zg3StDSkZnO1LGPI7ydQVETQYkUklyFNSEBqrt8F9tFIExMxTbuU0pdfqRYTyeWoBwxo8Dlqi0giwXTRVKzz5kWNJ1x5ZaO85taOx+Fg/cLvWf7Vp1Vr2//8DXNWG86752F05trPgKtELJHEFWQqnf4/6/QmkUiQHPW95vd6cFmthIJB5CpVROYnIT2Dix9/lgNbNrJv/RpMael0GzEanTkp6sBgnTmRUdOvYukHb0Wsp3boRM9Tx0WctzZ4Xc5qBhZHs/bH+WT16IVEIsXv9SJXKuMOMvbYbHz/7BNVbpDhcIi961ZRuG83Y6++oV59dgAFe3YRDkXPvB/+ZzNuh10QVQKtGkFUCRx3WD1WXlr/EnN3zq1a22PZw9ydc/lk4id0MHZowd1Vx+K18N2e6kYDlczbNY9RWaPQyrX4g36K3cU4/U6UUiVmpblRSxeDNjuO5X9R9MTsCntxkQjNiBGk3n9/gxzb/AUFHJxxRUQ5oH3RIhx//EHOvHkocto2wu4bRsjriRuvaxldoKQEx2/LKH3vPYJWK5rBg0i89lrk2dmIGrFZXpaWSpsP3qfs00+xfv0NsjZtSL75JvLuODLEGJEIw7nnkHzLLVXGHIHycqzz51P80suE/y0hVHTqRMazz6Lo0L5BexJJpZguuADvP9txHGUOJNaoyXz11TrNGws6HIR9PsRabb1d+uRZWSTfeSdFTz4Zsa4/80y0Q4bU65jHG/bS4ghBVUnpoQOsX/gDQy+4BEk9Slx7nXo6Gxb9EDXW78xz61Q2dqJiKyniz88/Ysfy3wkFgxhT0xl9+TWkd+6KQlXx/a1PSqbnqNPoccqpNc6NUqg1dB85hja9+rJz5XI8DhvtTx5IQkYW2nq4G4aCQXzu2GXE6Z26YinIZ833X1OWe4ikNjn0O/NcjClp1VwDfW4Xf335SVR7fWd5GY7yUtqd1L/OewQI+GoYiRJDcAkItBYEUSXQqnD73fhCPrQybcyMU6GrMEJQVeIKuHhq9VM8fcrTrc46PV55iFgkRoSIUncpn2//nA+2fYA74EYqkjI+Zzw3nXRTo5UHutavI+/mW44shMM4ly3j4O7dFfOp6mnW4N6wMUJQVR3e5aLk9ddJe+hBxKrqDdnNSawZVADynBwk+tp/ZgKlZeQ/+FCEoLB9/wP2RT/T9ssvUNbSSbC2yNLTSbrpJhIuvZSwx8u+KVMiS+/CYazzvkaelYX5qqsQSSQ4//yLojmRIsO7cycHLr2UnK/n1brUM+aekpJIe+xRAjffhHf7diRGI/J27ZGlJNeqPy1QXo7nn38ofettgiUlqAcOwHTJJcgzM+vc3ybR6zGePwXt6FE4V6wg7PWiGTSooq/uPzKr6lgntqPZtGQBvcdOqFcPkj4pmdEzruXX996IsAXv0H8wHfoPrM9WTygcZaXMe+IBynIPV61ZCvL4evaDTL7/Mdr07BPx+NoO4lWoNSjUGgY3Qh+RQqOh08ChFO3bUy2W1b0n5oxMPrn3lqr3t/jAPv754zfOunMWOX1OishGel0ucv/ZEvNce9etpsfIMfVyd0zrGLtsMCEjs6KfTECgFXPCWKoLHN+Ue8pZlb+K23+/nWt/uZa3Nr3FYfvhqD10f+RWrwuvZEXeCmze6H0eLYVJYYpq817JBZ0vQCqW8sk/n/D6ptdxB9wABMIBvt/7Pff9eR/lnthDJ2tLoKSk2kV2Jf7cXDzbt9fruOFAANsP0e9kAziXLSMYo/emOZEmJmK66KLqAYmE1Iceqsrw1AZ/Xm6EoKok7PNROPv/CFqtDdlqVMQyGbKUFDw7dsTsZSp9730CRUX4i4spfv75qI8Jlpfj3rixUfYkNZlQduyI4cwz0Q4fjjwjvVaCKGizU/reexyacQWuFSvw7tpF+cefsO/scyLKMuuCRKtF0bYtCVOnYr7sMpRduvxnBBUQ1Wa7Er/HgzdOPB4KtYZuI0Yz47k3OPWK6xl+8WVc8n8vcNrVM6P2A/3XKDl8MEJQHc1vH76N8+g+qhZCLJbQZdgpUXux+o6fxK/vv1FtjlY4HGLRa8/jLI/82yOWSFDFGcuhMyciqmdJqMZopPdpE6qti8Rixlw5U8iKCrR6BFEl0OLYvDbe3fIuV/x8Bb8f/p0tJVt4ZeMrXPDDBey37a/2eLHo+PrYikQiRmWNopOpU7XYyckn0ze5LyWeEj7a9lHU568sWEmJuxHmfni8+PbujRl3rV5dvwOLxYgN/8/eWcdJXbV9+Jru2JnthmXpDulOkRBExcJ+7O5ufXxssbtBVEQRFZQWBKS7Y9mO2d3Z6Xz/2JeFYWa2C5zr8/EPz/nNb87ODDPne+77/t7//yMrFqMZP474xx8n7rFHUQ0bhkClglZghSvSaom+9RYSX30VWceOiAwG1KNG0eb771D0CB/FCkW4ZsYAtvXr8VZYGrrcsLiOhH8PfeXl+F0u/C4X7pzwDlz2HcFOZM2Jp7gI0wcfBo37HQ7ynn4KT2nDDxGaA5fdhrmoEHNRIS67vUXX0n7A4LBzad16cWDDmioXv7oiUyiJSkik57iJnDNlBnFtMmrd8PdsJ2tn+AOK4qyjeJzOZlxNeHQxcVz6zMt0Gz0esUyGWCaj66hxKLX6sJ9du7kcmznwgEilj6LflAvCPk/30RPqbX0uV2kYdOGlnHfHA8SktUGp05PRdwCXv/A68e0y63XPCBGak0j6X4QWp9BeyGe7PgsaN7vMvLLxFf479L+opSebKg5NHsqrm14Nea9hycPQyVrfj32cKo53Rr/DhvwN/HDgB4QCIRd3uJhesb2IVcayz7QPhzd8zU+OJYfMqIb9qAjEIoQ6Hb4wUZT6OrYJhEKiLr4Y2/oNxD/5BBWLl1D0zjsIhEI048cTc8ftdYoCNSVigwHdxHNRDeiP3+1GqFIhCtGwsyYE1bVpEIsRCJtORMo7dw7/1DExlWsTCBDHxOApKgp5nSyzZTcoto2bws45tm6rjMS14iiT3++nNC+H1d98xqGNGwDI6NufoZdeRVRCYov004lOSSM+I5P8Q4GRPrFESq8Jk1j05kt0HDSs3k6AEUKjMcaEnZMqFC3Sxyscurh4Rl31HwZecAkACo2GoqzwrREqCc4Wadv7HNoPGML+dX+dHBQIGH31jWgbaHOv1OnpOGgoqV274/N4kCoUSBX/HnfJCGc2EVEVocX5K/uvsHOrsldR7iwPEFWxiliu7HIln+/6POBarVTLPX3vCbi2NRGnimNyxmRGpoxEgACV9GR+uFwsR4AAf4gfMACjvBEc22JiMMyaRfHs2UFzAokEVQMK+iWpqSS9+grHb74Fb/HJqFrpl19iWbWKtM8+bXANT2PS0Ga5mpEjKHrllZBz2nMnINLrG3T/U/GUluKrqAChEFFUFLLMTMRxcXgKCoKujb71FsT/31DZeOMNFDzzbNA1QpUSZd++jba+elGT6GwFkc3qKC8s4JtH7wlIqTv4z99k797B5f99HV1s8zU+PoE6ysD4m+5k54o/2bN6OS67ndSuPeg5/jzWzZ+L02ZFJG48A5XaYrdUYC0tJf/gfqQKObFt2qGKikIileF2ObGVlWEtK0UoFqPS6VFHGWpddxQOc1Ehx3Zs5diOLRiSUug4aBia6BgkUlnND64jbXr0RiAUhjRR6DHuvHrZnzclYqkMjfHk66DS65EqFCGjVQqtDmWInlkqfRSjr72J/tMuImvHNiRyOalde6DSRyFtpNrZ2kZCPS4XFaZiju/agd/nw5icgjYmDm10eLEbIUJTERFVZwlen5dSZykCBBjkhjOq87jPH97Rx4+f0xsbaWVaru16LcOShvH57s8pdZQyLGkYkzImkaROqva53F43edY8/jz2J3tMe+gd25uhyUNJVCc2W1phKNFnkBsYnjycFdkrguYSVAnEKRtuVCEQidBfdCGO3bsD6oEECgUpb79Vba+fmhCp1ZiWLQ8QVCdwHzuGdc0a9DNm1Pv+rQ1xXBzRt99O8ZtvBo3H3H57o1ir+5xOnHv3kv/00zh27QahEM2oUcQ+9CCpn39G7r33VtrEU/keRt94A5qxY6v+7WsnTMB19CilX39T1eRZHBND0muvIqxHdK4xUfbpE3ZO0bs3wmpqNloar9fLzuVLQtYoOawWdq1YSv8LZtbZ9roxkMjkmLKPM+iiyxBLZeQf2Mcvr/8Xl91OWvdeKDTN+7pay0pZ9fWnAQ2DhSIx5956NyldurNn9XL+mvsFXrcbqIxSTL7rQRIyO9bLqRCgJDuLb598EHvFybrDdT/MZeo9j5DeozeiRnTmBFAbjEy55xEWvvoCPq+najy5czd6T5hc77+juVBFGRh3w+388sb/AuqqBAIh42+6M6zboFKrQ6nVEZse3Ly4ufC63RzfswuHxYzf7yN77y6Kjx+jba++eL1eouKa/3Ajwr8bgb+6brr/QsxmMzqdjvLycrSt+If9VPIsefx08Cd+OfILQoGQGZkzGJ8+vlkbyjaEfaZ9zFgYesM9MGEgr4x4JaybX23cAk/g9XnZXLiZG/64AbfPXTWulqj5dPyndDQ2rmNbXcmz5nHnsjvZbdpdNRanjOODsR/QVt94P1ye0lI8hUU49uxGpNdXRj5iYxE2YLPhKS7m2BVX4DpyNOS8sl8/kt99p16pdq0Vb3k5rqzjlM6Zg6e4GO24sagGDUaS2DgROcfevRyZcWFVb60TiGNjSJs3D6FUire0FJ/DgUivRxwTE2BJ7nM4sKxdi1AowmsuR6hQ4rVaMH38CboLphN1ySUIZY1/ch8Ob0UFnpISnPv3I0lIoGL5CkreeSfgGqFKSdo33yDvUL/moc2BzWzm+2cfoehYsNslQGybDGY88kyzCxio3GQe3bGVn19+NsDyWm0wctETLxAVn9is69m+dDF/fBAcGUcg4LLnX2POo/cEWXOLJBKufPnteq3VXmHmxxefJu9AsOmOWCrjqlfeQRfb+L+LHpcLS6mJ3P17sJvLSerYGU10LKoGRqkcVgsuux2BQIBCq0Nch+/oSht1OyKJGImsmnRlwGW3U5qfyz8/f48pJ5vo1HT6TZ6OPj4xyFK9NVFeWIAp9zgrPv8IU26gWcjgi6+g26hxEXOLCI1CbbVB6z5CiVAjuZZcrvr9KvKseVVjL218iZ8O/sQ7Y945I4RVnDKOGe1nBNmkK8VK7u93f7X26AqJAgW1Szcoshdx14q7AgQVgMVt4b5V9/Hp+E+JVrZc7U+CKoF3xrxDga2ALHMWcao4EtWJjRKlOhVxVFSla1uHYOOMeiMUIqjmh1sgl7eKBsCNiUinQ9FNh7zTU/i93kYVKF6LhcI33wwSVACewiJsa/9GP31atWmMnuJicu+8C7/LhUAqxe/xVEWsil5/A83YsUiTqo/sNhYek4ni996j9Muvqk7DjbfcQspHH1L69Td4igpRDhhI1EUXImmmNdUXkUSMvJrDAblaXSs7aZu5HGtZKdZSE0qdHpU+qsEbQJFEQlrXHlz16rsc2riesvw8Urv2ID6zPdpqan+aAmuZiQ0/fRd60u9nz+rlJHfuStaOQKMHr9vNvrWrGTD94jo/p73CHFJQAXhcTkx52U0iqsRSKfq4ePSNFBnxeDyYco6z8suPydq5DYlURrfR4+k76fxqa7igspdTeVEBO5f/ybHtW1Dq9fSdNJ3olDQUmtC/pVKFgrg2GYy/8c7/b/4rQ9wEqZKNjaWslP1/rwkSVABrvv2SjD7nRERVhGYlIqrOYLw+Lz8f+jlAUJ1gf9l+/sn/h0kZk1pgZXVDL9dzW6/bGJE8gk93fUqpo5TBSYOZ2WFmjel8daHQVki5M7RJw1HzUUqdpQ0WVU6Pk1JnKX78aCSaOtd3GRVGjAojnY3hzQhaI2KDgajLLiX/scdDzkddcXmj9qny+/148vJx7N+H6+hRZO3bI2vbFkkdms42FgKxuM59lU7F53LhycvDvHgJzn37UJ7TD2X/Adj/2Rj2MZZly9BNnVKtUPWWmPD/fzNN/2lNNf0OB16TCZpJwFjXrqX0i0B3y5K336bMaCR97hyEWi0ipbJRmyY3FTKFkr6TpnN8V2gHxb6TpiOrIf3TXFzIotdfIvfAnqqx6NR0zr/v0QbXY4mlUqLiE+k7aVqD7tNQfF4f1rLwLo4WUzFyVehNfsGRg/h8PoR1rK0K1ZD2VMK53HncLoQiUUA/ppakNDebbx6+C+//H6q4nQ42//oTR7dtZsajz6KpxmykJCebOY/dG9Ds9/CmDQy84BJ6TzofeTW9niQyWauOTJ2OWCxm79pVYecPbVxPTFqbZlxRhH87EVF1BlPmLOPXw7+GnZ9/cD4jU0eikrT+hnkGuYHhKcPpFdsLj8+DRqpBImrcDZbTW7217ekRrLqSa8nlox0f8fOhn3H73AxNGspdfe4iTZuGWHj2/1NTDx+Oom8f7Kc5u6nHjkVRjWNdfXDu30/WlVfhLSurGhMnJpL66SfI0tIa9bmaEr/Hg33TJrL+cwP8f12JedEi4h59BJHBUGlQEQJxfHzNkT9J9Z+55hIwnpISit99L+Sct6SEsu9/IPrWW/AUF+P3eBAqFK3GLTIc8RmZdB05lp3L/wgY7zZ6PHFt21X7WIelgiXvzw4QVBpjNMbkVLYuXkS/qTPOCrtyiUxOQkZ7ju8OLT4T2ndk1/I/Q8+161BnQQWVTW7VBmNY6/iY1JMbbL/fj7mokAMb1nJsx1Z0sfH0GHsu2phYZC3oNue02fhrzhdVgupUTDnHKTxyMKyoclgtLPv0vQBBdYK/f5hDxyHDqxVVZxoSuRyPK/zvusNmxW6xoDiL0s4jtG7O/p3eWYwAQbWbdbFQjPAMa0WmlTVdHUKCKgGxQIzHH/xjpZFoiJLVP00g35rPNYuvIcdysjfQyuyVbMjfwLxJ80jXpdf73k2B3++n0FaIxW1BKpSil+urTbOsDZLYWJJefRXn3r2Uff89iMVEXXwxsox2iKMbz8bZXVDA8RtvChBUAJ7cXHLvvY+UD94/Y5q+ugsLyb79jipBdYLyBQvQXziDopdDOwzqL6zZ9ENsNIZ1CRQnJiJqoANibfG73Xjy80POCeRyVIMHUfT665TOmYvfZkPapg1xDz2IolcvRGHSlVoapU7PsMuupteEyRz8529AQLt+A9AYo2uspbKZyzm2fQtQKTxGXvUfAI5u24Sl1ERx1jGiU1JbnWtcXZGr1Qy99Cq+eezeoMaySp2e9O69WPnFx0GPE0tl1fbcqg51lJHR19zITy8/FzTXY+xElLqTYrUk+zhzn7gvwHBk25JFTLj5LtoPGNJiERuX3caxHVvCzu/7+y8y+vQPOeewVHB81/awj83auR1DYnKD19hakMoVJHXqQs6eXSHn49pk8ON/n+CcqTNI6tQVhbp1fp9EOHs4s3bcEQKIkkcxo334zdUlHS5BIWm8lKszHYPcwHXdrws5d2+/e4lR1r/mYEP+hgBBdQK7x86HOz7E7qlfY1C/30+eJY+lx5by4fYPWZ29mnxr6A1qbalwVfDHsT+47NfLOP+n8znvx/N4YNUDZFcE56XXFUlsLOphw0h69VWSXnoJVf/+jSqooLJWyJMXnPIK4NixozKt7RTc+flY16+n9Nt5WP/5B3cIkdFSePLyQkajHDt3ITYa0YwbGzghEBD3xONIEmsu4hfHxpL85hsITku7FKqUJL/xOpLYhvWTORV3YSG2TZsonTMHy+q/cOflccIDSahQIO/SJeTjYu68k6LZszF9/Al+W+XpuuvIEY7/5wZsGzaEfIzP4cCVnU3F0qWUL/wF5+HDeMP0XmtKFBotseltGXThZQy68FJi09vWypzCZT/Zj278jbezY9kSlrz/JvvXrWHvmpV898zDLP/iI6zlZU24+ubBmJLGjIefRn+K6URqt57MfOpFNIYYxv7nViTyk59PTXQMFz3+PNro+n02BQIBKV17MPOpF0ns0AmxRIo+PpHxN93JwAsvRa6qjFjYLRX88eHskA6OS96fja285ZpPCwQCZNVEkxoSxfRX47R7JqI2GBlxxXUhaxgTMjvitNnIO7CPn15+jv1/r8ZbQ3pohAgNJRKpOoMRCASMTh3Njwd+ZG9pYHHuoMRBdI3u2kIra50oJUou7XgpGfoM3t36LtkV2bTTt+OO3nfQNbprvVP0XF4Xvx/5Pez8mpw1mJ1mFOK6C9z9pfu5ZvE1mF0n7YFjlbF8PO7jeke/thVu456V91T9vx8/q3NWc+3ia/ni3C8axdykITVGNREuJa5q3nFy0+o8fJisq68JiNZIkpNJ/eRjpKmpTbbG2uKzh2/4nPfY47T9+Seib7oJ67r1CJUKlP0HII6JRqSqOYVHIBAg79KFtj//jGXlCuw7d6Lo3h31sGGN2jPMlZ3N8euvD3B+FEVFkfrZp8g7dECk0xFz910cm3lJ4PoUCiRJSWFrxwqefwF5t24B4s9rt2NdtYrce+/Df0p0T3/RhcTccQdiY+tvbCtTKREIhMS1bYcpLzekscLev1bQdcQYVN16Nv8CGxGpXE5a917MfOq/OK1WBCIxCo2mStx0GT6G9O69sZnLEYrFKDXaBjcnlimUJHXswvn3PY7H5UQoEgWZFTgqzOTu2xPy8T6vh4Ijh1qk1xhURvF6jp/E2nlfhZzvMnx02MfKlCoSO3QK+7eldunRKGtsTUSnpnH5C6+x+pvPObZjK3K1mi7DR5OQ2YFf3zoZ6V/9zee06dW33oI9QoTaEBFVZzhxqjjeHvM2mws288OBHxAJRFzS8RI6Gzs3KPJythIlj2JC+gT6xfXD7XMjE8mIkjfQcUsgqvYeGqmmRrv3UBRaC7l12a0BggoqDTfuW3Uf7499H4O8bilcJfYSXt70csi5XGsue017W71jpDg+vrI5bIhuEAK5HNH/p/h4iovJvuXWoPQ3d3Y2OXfdRdLbbyNtAWOLU5GmpoBQWOXKdyoitRqhQoGkbVvknTrV6/4CsRhpSjKGyy9v6FJD4ikvJ++RR4Os9L2lpRy//j+kz/sWSXw88sxMkt95h/ynn65KBVSPHIknLzfsvd05OfhOiyR4cvPIufOuoPe+bN53KHr1Qj+tZc0ZaoNKp6fT0BFEJSSxd83KsNdt+f0Xkjp2RiyRhr2muXA7nVjLSqtc1gyJyaj0UbVOkVPpDaj0wd9VIrEYbUws2pjG3+hWOt2FTvfyhfj3diqe04xdmhOhSES3kWM5suUf8g7sC5gbeulVaKppaqvQaBl9zU3Mefw+PM7AWqPeE6eiasSm5Cfw+/2YiwvJ2bOb/EP7iW3TlpTO3dFERzeL8YdYIiUmrQ3n3XEf5qIi8g7sZd+61fyzcH7A94TTZsVhsUREVYQmJSKqzgJilbFMaDOB4cnDK0+nxdX3pIhQ6bLXWIiEIi7ucDE/H/o55PzlnS8nWlH3wvtiR3HYVL+9pr2UOkrrLKqcXieHyg6Fnf+n4B+Gpwyv0z2bG7HRiG7qVMoXLAiaM15/HeKYyk2Hp6QE15HQvYQcu3bjOngQn6kUWfvMJo2sVYfIaMRwzTWYPvooaC7u4YcQN2KKXlPgLS3Ftn59yDlPYSGegkIk8fEIVSo0o0Yi79oFb3k5ArEYkcGAbe3a8DcXi4PMNMp/+imkmAYoef8DVEOHImnlJhdShZKhl15F3oG9uJ3hi+zdTjs+rw9a2BDRYbWwd+0qln/6QVVzW6FIzMgrr680PlCdeSYAcpWaqIRESsOI+viMzGZeUSAnGgqbcrM5uOFv5Go17QcMQW2MrtFoIjoljVkvvsnm3xeStWMbSr2ec6bMIK5tO+RNUFNUnHWUb596MCCVUiJXcNHjzxPXtl1VM/KmRqZU4XYe548P3wp7TWtvxBzhzCfyCTuLiNRPtRypmlSu63odH+0M3BwPTBjIqJRR9bqn1R2c738qDm/41LFwiAQidDJdWGv5FE1Kne8ZCrPTTLG9mPX56xEg4Jz4c4hWRDeKEYlIoyH23nsQJyVR+vnn+CwWRAYD0TfdhPa8iVX9ok6PcpyOz2rl6G2302bBjy3mGChSqTBeczXyjh0ofvsd3NnZyDq0J/aee5B36drqe3udqIMKx+lmIpLY2IB0Pnm3bpU9tEJEBrQTJgT04fL7fLiOHQ37XO7CwpB9vVoj6igDqd160e6cgWxetCDkNZ2HjUIqb/kDMlNuNks/CmzS7PN6WPrJu8S2zSAxs2WbptcHlT6KsdffxnfPPoL/tKhVrwmTW4VJiDrKUPk56dK9To8TikREJSQx/PJrcdmsiCSSamu0GoKl1MTPr74QVJvmdtj5+ZXnuPTZVxqczlkXNEYjCo0We4U5aC4mrU2LNOSO8O8iIqoitFpcXhdF9iIsLgtysRyD3NBgh7qmQi/Xc1XXqzi3zbn8fvR37B4749LHkapJrXdULE4ZhwABfoJP5mUiGXqZvs73jFZEM6vzLGZvmR00JxaKGZQ4qD5LDaDUUcrHOz/m812fB4xf1/U6ruxyJXq5vsHPIY6OJubGG4i64AJ8LidCmQxxbGyACBEZjWHTBE9EQfx2O2VzvyXm7rsQtlCPJLHBgG7SJJQDBoDHg0Ama/XuhT6bDVdWFt6KCgQKBf4w/X8kydX3wRLHxpL89lscv/mWAAdEaUZG5XtySr8ngVCIasgQKhYvCXkvRdeujdoLramRKRT0Gj+JPauWBW0CoxISW0X9i9vh4J+fvg87/89P3zPx1nuRtALxV1fi27Xn8hdeY+28b8g9sBd1lIEB0y8muVO3MzL6djpiiQRxE4tDe4WZsvzQ0b6KkmJs5WXNKqpUUQam3vco3z/zKB73yYMahUbLxNvubRViOcLZTURURWiVmOwm5u2fxyc7P8HusSNAwNCkoTwy4BES1TU7n7UEOpkOnUxHe0P7sNd4fB4KbYXsNe2lwFZAZ2NnktRJIdMDDXIDF2RewPcHgjc113a7lmh53dOcREIR09pNY3fJbpZmLa0al4vkvDHqDeKUDa+n2mvaGySoAD7a+REDEwdyTsI5DX4OqOyzJEkMb7hQXZqgfto0KpYuA8C2fj0+iwVhCwuZ1p62dgK/x4P177/JvvU2NGPGEHXppZg+DrbGVo8dg6iGv0kolaLs35+MXxdhW78Bd14eyr59kWa0DelOqBo0CFFUFN7S09zZBAJi77m7qp7uTEEfF8+lz73Kpl9+ZN/fqxGKRHQdOY7uYyagMbb858HjdlFeGN4ts7ywALfLdUaKKolMRmx6Bufeeg8uhx2RWHxW9AdrTrzu6ns7nipsmgOhUER8RnuufOUdjm3bTNHxYyR16ERSh85NUrcXIcLpRERVhFaHx+vhx4M/8vbWt6vG/PhZlbOK/GX5vD/mfaKVLb/hqCsen4ftRdu58c8bAyzWuxi78PrI14lXBZomqKVqbu11K4nqRD7b9Rlmlxmj3MhNPW5ibPpYZOL69VGJUcbw5MAnuaXnLewx7UEn1dEuqh2xitgGN1y2uCx8suOTsPOf7fqMrtFdUUqavrmmSK2u3GgbjZR+8w1+ux2hSoX+oguRtc0g7/HHK6+LjUUgbXkzgDMFT1ERuQ8/An4/FX/8QeyDDxJ96y2UfvU13rIyBHI5+pkXY7zmGsS1EDlCqRRpSgrSlJpTT6VJSaR9/RV5TzxR5RooSUoi/oknkGW2bB1MfdEYoxl62dX0v2Am+HwodHpErSTtUyKXk5DZgaJjoWsTEzI7IFWceYLqVGRKJTJl43wf2czlmIsLObRxAyKxmIy+/dEYjE1Sy9QaUGi0iCXSkOJJKBKj1DX/QZVILEYfF49+3MRmf+4IEQR+f5iq338pZrMZnU5HeXk5Wm0k/7YlyLPkccHPF1DhDm2d/fXEr+keU7c889ZAriWXaT9Nw+YJrkOZmjGVRwY8EtJ23evzUmQvwuV1IRPJiFHGIBS0zhZzJoeJ6xZfx4GyAyHnOxs68/649+uVulhffC4XriNHcB09it/jxbxoEZbly6vSAlO//AJVv37Ntp4zHfvOnRydcWHAmGrQIHRTpyKQSZG2a4c0NRVhEwpVT3k5vtJS/B4PQq22UXtuNReWslKKjx1h25+/4ff56D5mArHpGaijmqcpc20pyTnOF/fdVmVScQKhSMysl2ZjTGqcOswzHWtZKcs/+4B9f68OGO87eTrnTJ1xVtbzeFwuNv/2M6u/+Sxorv+0izhn2kVIZWe26I4QAWqvDSKRqgitDpvHFlZQARwuO3xGiqp9pn0hBRXAoiOLuK3Xbbi9bnx+HzqZrso1SSQUBUWxWisaiYaBiQPDiqqBiQNRi5u3XkEolSKOi6Pijz8ofvudkzVWAgHRt92KrH34dM0ItcO6di3W/3fyS//+uyYVVEBlBOwMS/U7FWupicXvvs7RbZurxg5tXE9K525MvP2+ViWs9LHxXPj4cyx+942q+pnKhrp3oG+hXk6tkeO7dwQJKoCNC+eT0bc/yR1DN8BuTXg9HmzlZfj9fiQy+f/b0odHLJXSbdQ4NMZo1nz7JeWFBWiiYxh04WW07d0vIqgi/OuIiKp/CaWOUgpthWzM34hSoqRPXB+iFdHNkoZVV+QiORKhBLcvdL52grrmxqVWlxWn14lOqms1qTRF9qKQ4wqxgicGPsHfeX/z/f7vcfvcTG47mTFpY84YMXUCiUjCxR0u5rv93wWkOAKoJCouaH8BYlHzf+2I9XoMV12FbtIkbFu2AAIUvXoiNhoR1bBxiBCI2GhEqNPhKw92kBRqtWdEA96WJmf/ngBBdYLju3eQtXMbnYeObIFVhUYkkZDcsQsXP/lfHJbKwy65Wou6hhpEl92O025FKBKjOssNAuwVZjYunB92fvOvPxOfkdkqeo6Fo6KkmC2Lf2Hbkl9x2W0kdujEiFnXEZ2ajkQaPtVcodHSacgIUrp0x+f1IBSJUEdFvgMi/DuJiKp/AcX2Yv674b+sy1vHNV2uIVmTzB7THpLUScSr4uvVQ6kpMSqMTMmYwg8HfgiekxtJ04a3v86z5HG84jjf7vuWcmc5g5IGMTp1dLWPaS46GUM3cH2k/yPM2TuHbUXbqsZ2l+zmm73f8PG4j2slIlsTSeokvpr4Fc+vf55NBZsA6Bffj4fOeYgkdfVucE2JSK1GpFYjTU9vsTWcDYhjYkh87jmyb7st0FlRICDhuWer+oRFCI3TbmPLbwvDzm/5fSFte/VtdXU4Jyy+a8LrdlOal8va778me/dOFBotfadMp22vfqj0rdvVsr74vN4qwRkKu7kcn8cDrVRUVVqjP0/+wf1VY7n79jDn0fuY+fT/SGxfs21+a4quRojQUkRE1b+AFcdXsD5vPS8OfZG3tr7Fa5tfq5obkTyCRwc+2iiub42FXCzn5p43k2/NZ03umqrxOGUc7455N2z0Jt+Sz9d7vw5wnlufv54vd3/Jx+M+pq2+bZOvvToSVYl0j+7O9uLtVWMpmhTsHnuAoDrB8YrjLDqyiCs7X0mJowSz04xUJCVKFoVO3npTn0RCEe2j2vP6yNepcFVuNHRSXaP0qAIod5bj9rpRSVUha9AiNC0CsRjVoIG0+XE+JR9/gnP/fmSZmRivvQZpWlqLNVI+U/D7fHg94V3TvG43vtN6J1XHiWuFwtZRZ1mUdYQ5j91fVYNlrzCz5L03aT9gCKOvvemsdNiTKVWk9ejN9j9+Cznf7pyBSOSt97uqNC83QFCdwO/3sfyLD5n+wBNnZU1YhAiNTeTX7yyn2F7Mpzs/5T/d/8Nrm15jX+m+gPkV2StQ/FOZfqaSNk2DwPoQq4zlhaEvUOIoIbsimyh5FPHKeOJU4cVfqbM0pJV3sb2Yt7a+xaP9H8WgCD5N83g9FNmLMDlNiAQiDHIDscrGL3w3Koy8MuIV3t36LgsPL8TtczMmdQzLjy8P+5gFBxfQK7YXdyy/o6phb6+YXjwz5JlWEX2rDr1M36iGFKWOUrYWbuWjHR9RbC+mT1wfru12LSmaFKSiljkBdhcW4jxwEMuffyIyGtFOGI84Ph6R+szvc1MdQqUSeceOJDzzDD67DaFCgfAMtNVuCWRKFZ2GjCDvwL6Q8x2HDEdRiyiVpdREUdYRdi77A6FIRPcxEzAkpbRoqp3NXM7Sj98LMrUA2L/uL/pPu6jFRJXX68VptSAUChs9CiiWSul73jT2rF6B2xGY9qzU6WnXb2BVjWxr5MjWjWHn8g/sw+WwR0RVhAi1ICKqznK8Pi9lzjKSNclBguoEi48t5tZet7YqUQUQJY8iSh5FO327Wl2/PCu8OFmWtYzbe90eJKoqXBUszVrKixtexOK2AJCgSuClYS/RJboLYmHj/hOJV8XzUP+H+E/3/+D2uVGJVTy29rGw1wsQsLVwa5WgAthStIVrFl/D1xO/rnPNVYWrghJ7CVsLt+LDR6/YXkQrolttU+UTmJ1mPtj+AV/t+apqLPdwLr8d/Y3PJ3zeIsYl7vx8jt90M849e6rGit96i7hHH0V3/tQmEVY+lwtPURF+ux2BQoE4JqbJTSGqQyiXIZTXz9q/ufB6vdjKy8DvRyJXIFe17PecQCAgo+8ANi1aENQDSmOMoePAYQhqiDpZTCUsmv0y2bt3VI3tXbOSzAGDGX31jS2WZuey28g/FBzxOMGxHVuITW/+jIHywgJ2rVzK/vVrkMrl9D53Kimdu6FqxN50urg4Ln32FVZ9/QlHtm5CKBTSvv9gBl98BbpW3iOpOqErlsoQtFK32QgRWhsRUXWWo5KoGBA/gDJHWdhrfH4fVre1+RbVRLh84RsNev1eQnUP2Gvay2NrAkVNnjWPa5dcy/wp80nVpjb6OuViOUmak7VFF7a/MCDN8VTGpI0JOVdoK2R3ye46iapyZzlz987l7a1v4+fka3Fd1+uY1WUWUfLWW+9Q4igJEFQn8Pg8PP3303ww7gMM8ubL6fe53Zi++CJAUJ2g4NlnUQ0c0OiiylNURMmnn1X23HI4ECgUGK64gqhZV5wxjYObG4uphO1Lf2fr4kU4rBZSunRn+OVXY0hKaVHTAG10DBc98V92LlvCzhV/An46DR1JjzHn1qpJ6ZFtmwIE1QkOrFtDtxFjadOrbxOsumYEAiECgRC/P3T6oqQF3ODKCvKZ89i9lcL6/1l04H+06dWX8Tfe0WgCVCgUEZ2Synm334fTWvl7KtdokZ4BEdy2vc9h5VefBNZI/j9dR41FeQY7bUaI0JxEjh/OctRSNdd3v77aDadIIEIladrTW4fbgd1tr/nCBjAiZUTYuf7x/YP+xnJnObM3zw55vdPr5Pejvzfm8sLSPaY7fWL7BI2nadPoHtOdf/L/Cfm4rYVb6/Q8h8oO8dbWtwIEFcBHOz9ir2lvne7V3Gwp3BJ2bl/pPsxOczOuBrwlJZR9+23YefPiJY37fBYLBa++humTT/A7HAD47XZKPviA4rfexms98w9FGhvr/xff//39HOwVZvw+H1k7tvL1w3dTcjyrpZeHNjqG/hfM5NLnXuHS515l0EWX1UpQ2czlbP39l7Dzm39fiPv/PyPNjUKjIaNv/7Dzqd16Nt9iqOyj9M9P3wcIqhMc2bIRU252oz+nTKlCGxOLNib2jBBUAGqDgfE33B40bkxJ45wpM1q1a2GECK2JSKTqX0C6Lh2xUEwXYxd2lewKmj+v7XkYFU1jgZpdkc3h8sMsOLgAr9/LeW3Oo5OxEymaxm8YGaOMYXTqaJZmLQ0YV4gV3N33bmJVgRsWh9fBofJDYe+3vWg7bp8biVDS6Gs9lRhlDP8b/j825m9kzt45ePwepmZMZXDSYG7585awj2uja1Pr57B77Hy267Ow85/s+IRu0d1QS1tnLVBN70FzN0P2+3z4rKF7jgF4S02N+nzekhJ8ZjNxDz2E3+/DsnIVtnXrwO+n7LvvMF5zNaIWTmtrbZjyckLWLfm8XlZ++TFT7nkEeQvXvolEojq7pvl9PtxOZ9h5t9NRJ6OLxkSqUDLs8qvJO7AXa1lpwNyIK69v9rREe4U5ZO+oE+xc/icpnbs144paJ1K5gvYDh5DYoRMH1v+NrbyUNr36Ep2Shtpwdtij2yvMWEwmTLnHUWh16GLj0Rqja0y1jRChLkRE1b8AuVhOu6h2vDTsJZ5Y+wT/FFRGPgQIOLfNudzR+44miVRlV2TzwoYXWJW9qmpsWdYyesT04IWhLzS6sEpSJ3Fv33sZljyMuXvnUuYs45z4c7iqy1UhrbxlQhkpmpSQQhOgo6FjkwuqE8QqY5nYdiJDkofg9/vRSrX4/D6mZU7j1U2vBl0vE8noF9+v1vd3eV0U2grDzhc5iqpNn6wtZqcZHz50Ul2jFmb3iOmBAEFQlA2gT1wfdLLmTU8RqVQozzkH24YNIec1o0Y16vP5PR4ksbGUfPopApEIzfjxGGZdQd5DD+MtK8NbVgapjZ+qeiZzaFPo9wYq+0G5HLYWF1X1Qa7R0n7AENb/GDpS2nnISGTKlus/GBWfyKXPvsLR7Vs4tHE9aoOBHmPORRcXj0zRAuuq5mtIKIpsqE8glSswJCbTf9qFLb2URqeipJg/PnyLI1tOGnIoNFqmPfgE8W0zI8IqQqNRJ1Flt9vZtGkTBoOBzp07B8w5HA7mzZvHrFmzGnWBERqPFG0Kr454lVJnKVa3FY1Ug1FubLLoxB7TngBBdYJtRdtYlb2Kyzpd1ujPmaxJJlmTTP/4/nj8HnRSHXq5PuS1ermeW3vdyk1/3hQ0JxaKmdR2UqOvrya00pMOSyKBiMkZkzlQeoCFhxcGXDN71Ow61VOpJCoGJAwIKyD7xfVDLan/56DIVsSmgk18s/cbXF4X57U9jzFpY0hQNU6PLaPcyP397ufFf14MGNdINDza/9HmF1U6HbEPPsDRiy4GT6DTmaxLZ6QZtTNXqQ2unByyrr4GT+FJUWz65BMsy5cT/+QT5Nx5F8IW3ETXF7/bjaeoCJ/djkAub3TTjeoc9MSyM7f4XiQS0W3UOHYsWxyU1qaLi6dNr+BU4uZGGxNL99Hj6Tx8FCKhqMU2rQqdjk5DR4ZNl+w6YmwzryhCc+Nxu/jn5x8CBBVURq5+eP5xLnv+NaLiE1todRHONgT+UNX7Idi/fz/jxo0jKysLgUDAkCFDmDt3LgkJlZumgoICEhMT8Xq9TbrgpsZsNqPT6SgvL0erjViI1heT3cTDfz0c1oChfVR73hz5ZoBhQ0tQ7ixn4aGFvL75dZzeypSaKFkULw1/iV6xvVrMqvtUzE4zJY4SjpQfQSPVkKxOJkYZU2dnwixzFjMWzsDuCaxtk4vkfDf5O9J16fVaX5GtiIf/eph1eesCxpPUSXw6/tNGa15sdprJqsji6z1fk2/NZ2DiQCa2mUiSOqlF7Ip9TifOQ4cofPF/2DZsQKhSEXXJJURddhmS+Mbp++b3eil++x2K33kn5Hzsfffi2LWLuEcfRWw4c5pveoqLKZ03D9PHn+CzWhHI5UTNnEnUZZci0mgQ6fUNfo6SnON8dnfwgQlArwmTGXb5NYglzROJbgrKC/PZtOgn9q5dhVAopMuIMfQYey7a6NbtNNfclBcV8O0TD1BRUhww3n7AEEZfcyPKFrSgj9D0lOXn8vl9t+FxhU6ZnXzXg7QfMKSZVxXhTKO22qDWomratGm43W4+++wzysrKuPPOO9m9ezcrVqwgNTU1IqoiBFBkK+L+VfezsSB0/4t0bTpvj367Sdz16orT46TYXkyRvQixUEy0IpoYRQwioaill9aoeH1eDpUf4um/n65qNtzF2IXHBz5O+6j29baPX529mpuX3hxy7sbuN3JDjxsa1Zre5XXh9rlRiBXNXksVCm95OT6bDQQCxEYjgkbcqHtKSjh2+eW4jhwNOa88px8JL7yANKnxDid8djs+ux1EokpTDL8fkV7faH2ofHY7RW/OxvTpp0FzmvHjUPTujbJPH2QdOiBswGvptNnYtWopyz99P2DckJzKjIeeQhMdU+97txY8bhf2igoEVEZlRKJIRn8ozEWFHPxnHXvXrkIil9Fn4vnEtW3XYtbzZwIVphIKjxzi8OYNaIzRZPYfjMYYc8aYb5ygOOson993a9j5wTNnMWDaRc24oghnIrXVBrX+Bl67di1//vkn0dHRREdHs3DhQm6++WaGDh3K8uXLUUWKpCOcQowyhrFpY8OKqpEpI5ukwW59kIllJGmSWjxq1tSIhCLaR7XnrVFvYXaZ8VNZu9UQK3WX18X3+78PO//ToZ+4qMNFxCgbbwMrFUlbRQTxBCKdDlFTWQ4LBAiqcd4SSGWNFqHyWa04jx6l5KOPcR08iDQjA93UKZh/X4xQLsf4n+sbRbx5iosxfRVsjw9QseQP9NMv4Ngll5L+43zk7eqfRilTKukybBSpXbqzd80qrGWlZPYfSGxa27Om+F4skaI5S/6WpkQbE0uvcyfTefhIhEIxUoWipZfUqjEXFfL9c49SmpdbNbZm3tece/NdtDtnIFL5mfP6iaQylDp9SAdIgNi02hs+RYhQE7U+5rXb7YjFJzWYQCDg3XffZfLkyQwfPpz9+8M3/Ivw72RI0hDStGlB49GKaKZnTkcuPrNOvM4W9HI9qdpU0rRpjdKbKpR5RG3mTqfYVsw+0z425m/kaPlRzK7mtUlvjYgNBqIuvSTsfNQVlyNshA2i3+2mYvVqjl4wg4rffsN54AAVv/9O9s23oOzTG+eBAxy7/Arcubk136wGvGYzuN1hFuLHa65sdF38zjuVEcBa4LRZKcvPoyQ7i4qS4qqedDKliuiUNIbMvILxN95O2179Gk1Quew27JYK/C3ktBehbggEAuQqTURQ1YDb6WTNd18HCCoA/H5+f+f1IFfH1o7GGM0554c23zAkJhOVcHYfpkZoXmodqerYsSMbN26kU6dOAeNvvfUWAFOmTGnclUU440nVpvLO6HeYf2A+vxz+Ba/fy9i0sVza8dJ61+9EaFmK7cXkW/M5XH6YeGU8qdpUZnWexfLjy0NePzVjaq2E25HyI9y+7HaOmo9WjZ3b5lzu63tfg6JcJrsJi9uCSCAiSh6FUnLmGTqoR45EvmABjq3bgsdPMwyqL+6iIvIffSx4wu+n6NXXiHv0EXLvvQ/LqlVEzZzZoOeqKY1QqFLhd7uxrd+At6KiRhOO8sJ8ln7yHke2bgK/H5U+iuFXXEebXn2QqxrfhMdWXkb+oQNsWrQAl91OZv9BdBg0DF0tekxFiNDasZnL2fvXypBzfr+PrB3bzihjB7FEQrt+A3E77Gxc+CNOmxUEAtK692LYZVejqmNLgwgRqqPWomratGnMmTOHK664Imjurbfewufz8d577zXq4iKc+aRqU7mxx41My5wG/soolUp6dqWKljvLsbqtCAQCDDIDMrGspZfUJORZ8rhj+R3sMe2pGjPKjbw39j0mt50c4FAIkKhK5ILMC2qspyqwFnD9kuspsBUEjP925DeMciN39r6zzq+p3W1nt2k3z69/nv2l+xELxIxNG8sdve8449I8JXFxJL/5Jo6dOyn77jsEYjH6mZcg79AecXR0ozyHt6QEn8USeq6sDIG08vU3//Yb2ilTEDXAbVBkMCLv2SNIJAJI0tLwFFS6HIqiohCIq6+pqjAVM+/pRzAXnfzsWMtK+XX2S0y97zHaVdOItj7YzOUs/+Ij9v61omos/9B+Ni1awCXPvIw+rvaOnBEinMBcXETBkYPkH9yPMTmVpI6d0RijEbZAXa/f58Xn9YSdd1gqmnE1jYMuJpZuYybQrt9AbOZyJFIZCq0OpU53xtWIRWjd1Nqo4t/Cv8mowufzIRAIWsQ57WzA5XVxqOwQL/7zIpsKNiETyZjYZiIXdbgIt89d5dJ3NmBxWXho9UOsyF4RNBerjOWzCZ+xs3gn3+w5aak+Nm1srZz/NuZv5OrFV4eck4lk/HT+TyH7jFXHjuIdXP7r5fj8galZyepkPp3waZ3s6FsTPldlL7HGtB4HsO/cydEZ4fvTJL35Jjm33456zBiSXnkZoaxhBweu48fJuu563MeOVY2JY2NJeO5Z8h5/Ak9eHgkvvIB+2vnV3ufI1k3Mf+GJkHNRCYlc/OSLjWJG4Pf5sJSaqCgpxlpmwmmzseW3nyk8erjqmm6jxjHq6hsQS8/OQ5UITYMpN5t5Tz0UkFYnkSu48LHniG/brtnt6G3mcr5/9lGKjh0JOX/ps6+QkNmhWdcUIUJL0+hGFRHOHopsRewz7WPBwQXIxDJmtJ9BmjYNg7x1hcH9fj9F9iJcXhcSoYRoRXSrceQrd5aTa8nl0l8vxeOrPNVzep38ePBHNhVs4tZet/L8+ufr3E/qdGxuGyX2Espd5SglSgwyQ9i+W6fj8XkoshdRYC3A4XWQrE7GIDfUKwXO5DCxMjt0SkihrRCT3cS5bc5lcOJgfH4fWpm21s582RXZYeecXicOj6NOay13lvPKxleCBBVAtiWbXcW7zlhR1dhi6gRigwGhVovPHFzHJtLr8Tsr3wPDrCsaLKgApCkppH35Ba5jWTj37Eak04NQQP5TT+PJy0Nz7rmoh9Zsc5y9Z2fYudK8XDyuhje0djsdZO3awZL33qgqdldHGRl2+dXsWb2CI1srzXj2/LWSgTMuRWNs3aLK43JhLS/F43IhkclRGwwtEhGJAHZzOYvefCmoTsntsLPgf09z+QuvozE2TjS6tii1OkZdcyPznnwI/2nfoSmdu6OLbZx2EXXFZi7H5/EgkStatLl1hAjVERFV/zIKbYXcs+IethZtrRr7+dDPTMmYwj197sGgaB3CqtRRysrjK3lr61sU2AqIkkVxbbdrmdR2EkZFy7ld+fw+jpmPUWIvweVz8b9h/8PmtjFn75yqxrpZFVl4/V7u7XsvO4t3EiWLqldKYLG9mPe3vc/3+7/H468Ubj1jevLC0BdI1iRX+1iX18Xmws3cs+KeKsMHkUDEdd2u47JOl9XZoMLhcVRrOlHiKAFAK6t7dDdNF2xmcgKlWIlCXLfCcrvHzpbCLWHnV2avZHTa6Drd82xHHBtLwvPPkXPb7XBq8oJQSOx991L69TfoZ85E1gA3vtORxMYiiY1F3rkTnuJirKv/Qj/zYtSDByOOj0ccVfNnVB8XPhIqU6kQihouFkrzclnwv6cDXhdLaQm/v/Ma59/3GFk7t+L1eAJft1aKxVTC+gXz2LnsDzxuF3K1hgEXXEKnIcNRapu3gXYEsJnNFB45FHquvAyLqaTZRRVAXJt2XPLMS6z48mNy9+9BodbQ69wpdBs5rtn7etnM5RzftZ31P87DUmoioV0HBl98GVEJyUga4YAnQoTGJCKq/kX4/X6WHlsaIKhO8POhn5maMZVzFOc0/8JOw+V18eOBH3lt82tVY6XOUl7e+DLHzce5s8+dqKWNX4BeGwqsBRwzH+PVTa9ypLwyPSJGEcOtvW5le9F25GI5qZpUfH4fS44uYV/pPjKjMkO6IFaHy+vii11fMHff3IDxrUVbuWXpLXw07qNqUwvzrHnc9OdNVVE0AK/fy/vb3yczKpPx6ePrtB61VI1CrAhqHHyCFE1Kne53KknqJNK0aRwzHwuam9V5FjGKuqVQCgVComRRVULvdBJUjdOM+GxCIBajHjSINj/Op+TTz3AdPIAssz26C6bjOnaMuEcfRWQ04Dx0iIKXXkIgEKK/YDrS9HTExoYdcohUKkQqFbK0uv0bAUjp0h2RRII3hJtg73Onomxg6p/b6WDDT9+FFEw+r5d9f68mo29/9q9bQ4dBQ5GrNQ16vqbEXmFmyQezObLlZJsLh6WCFZ9/gNfjps/EqYjEkS1Bc+JxVx9Jddlr537Z2EhkMhIyO3D+fY/hdjoQCIWodPpGOaSoLW6nE1t5Kf/8PJ9tf/xaNX548waObNnIjMeeJbVL92ZbT4QItaHlO2dGaDZMDhNz9s0JOz9n7xxc3oanyzSUInsR720PbXry3YHvMDlMzbyiSnx+HyWOEu5fdX+VoILK9T659kmmZkxlWPIwlmUtY96+efSO682gxEHcveJuiu3FdXquInsRc/aGfq8Olx8mz5pX7eMXH10cIKhO5d1t71JiDy04whGjiOHarteGnBuQMIBoRf1PU2OVsbw35j16xPSoGhMLxVzR6QpmdpyJRFS3BrBGuZFZnWeFnBMgYHybugnKfwtCpRJ5x44kPP0UKR9/TPyTT6Dq14+oGTOQxMVS8PTTZF0xC/OPCyifP59jl11O/tPP4Cmu22e7MdEYo5n+4JNIZIHF5hl9+tNjzAREDdwEuhyOsLUlACU5x9HGxKHQaOk//eJWfXJuLSsNEFSnsn7+XKylLfO9+m9GodYgCdfzSSBAG9MyqXYnUGg0aKNj0BiMzSqonHYb+9f9RUlOdoCgOoHf7+PPD98+4+zdI5z91PlYatWqVQwaNCigZxWAx+Nh7dq1DBs2rNEWF6Fx8fl91danWD1WvH5vM64oNOXO8rAREZ/fR741n1RtKgBenxef31fnjXd9cHgc/Hnsz5Br8+Pn3e3v0tXYlYs6XMTXe77mwdUPcnWXq+kQ1YFCW2GdhIfdbcfhDf9eZVdk0z0m9Cmd3+9nvyl837icipywgiscEpGEC9tfiFgo5uMdH1PhrkAsFDO57WRu6XVLg/tdJWuSmT1qNqXOUuweOzqpDqPCGDL1r8hWxJHyIyw/vhydVMeY9DHEK+OropcioYjJGZPZkL+BNblrqh4nFAh5dvCzxCvPzHqq5kIokwXVTVk3bsKyfEXQtRWLF6ObOgXNqFHNtLpARGIxSR27cOUr71CSnYWjwkxMelvUUQYUmoYbDUlkMqLiEzHlhK7708clEJeRSc9x57VYrUltKcsP32PMZbdXWk1HaFZUUQYGX3w5Kz7/MGiu+6jxKJuqqXgrx1xYwNrvvqHX+PPCXlOal4PDamkUI5oIERqLOouqkSNHkpeXR2xsYE+O8vJyRo4cidfb8pvyCKHRyXSMTh3NV3u+Cjk/pe2UOtevNAUyUfWnvSqJCrPTzPGK48zbN49iRzFjUscwIGFArdzm6osff4Cd+OkcKD3AiOQRPPzXw7w24jVuXnozX+z+gjdHvUm+NZ/Oxtr3FJKL5UiEEty+0E1SE9Xh+4QIBAJ6x/Vm8bHFIefbRbWrV42XQWHgys5XMrHNRKweK3KRPKzwqQ9R8qgaxVmhrZC7l9/NtuKTdtxvb3ube/rcwwXtL0AjrUy/ilHG8PyQ58mz5vFP/j9oZVr6xvUlRhGDQtLyn/HGxO/x4He5EMjlTeIU5jWbKf3i87Dzps8/R3nOOYjULZOSKxKL0cXE1tgnyuvxYC0zYSsvBwEotXrUUYZqT+ClcgX9p13MoU0bgicFAvpOnk50anqDI2LNgaK6mimBIOJa2AKIxGI6Dx2JQqNlzbdfYi4qRKHVcc7UGXQaMhKZ8uxqP1IbvF4PWxb/gs/rQSSp/rBU2MzOiBEi1ESdRZXf7w9pwV1SUoJK9e/7AjiTkIqkXNrpUhYeXki5szxgLl2bTt/4vjXeo9xZToWrAoFAgE6qa5Lapih5FB0NHdlr2hs0F6uMxSA38O2+b3lzy5tV46uyVxGnjOOzCZ/VaOJQX+QiOWnaNNbmrg05n6BKoMRRgtPrZHvRdrpFd2NH8Q6K7cV0MnQK+ZhwxChimJY5jXn75gXNJauTqxVVAMOShzF7y2ws7uDeQ3f2vhO9TF+n9ZxALBI3qXCtDq/Py/z98wME1Qle2fQKg5MGV4kqqBSBBoWBLtFdGvS8Lq+LInsRe0r2YHFZ6BnbE7FQjEQowSA3NEuUNBReiwXX8eOUfvU17txcVIMGop1wLpLkpEZtk+D3ePFZw9d2+Gx2/J7WfZjmctg5unUzS95/syoiI1drmHDTnaR26xGUPngqhqRkxt90J0s/eReP0wmAVKFg3A13EJWQdEYIKgBtdCxKnb7KwfBU0nv0RvEvjYq0NAqNls5DR5LatTsetxuRSIw6ytDsVuqtBa/bQ3lhPhZTCbrYeIQiEb4Qh/WJHTojV5/dbW8inHnUWlRNnz4dqDwFv+qqq5Cdkh7i9XrZvn07gwYNavwVRmhUktXJzJk4h092fcKSo0uQiqRMbzedCztcWK3NtMfn4VDZIf674b9sLNiIUCBkePJw7ul7T51NGGrCIDfwv2H/45rF1wTUIqklamaPmo3NYwsQVCcosBXwztZ3eGzgY00ScRMJRVzY/kLm7p0b0glvRvsZvLetshbseMXxKiMJhVhRZ7MFmVjGjd1vpNxZzuKjJyNOGfoM3hj5BrHK6k/lE9WJfDrh04D6L51MxwP9HqhTxCwUfr+fQlshLp8LqVDabFb3JY6SamsCFx5ayN197w4ar3BVUGgrZPnx5djddoanDCdZk1yrFgJOr5MNeRu4c/mdpOvSuafvPczeMpvVOauRiWRMz5zOJR0vaXaLdp/NhnnRIvKfeLJqzPb335R88CFp33yNPDOz0Z5LpNOiGT8e5/7QKaXaieci0rZegwaA0twcFr7+3wDDCYelgp9efo4r/vcmManpYR8rU6roOHg4KV26YTGVIBAIUUcZUEUZzihjB7XByAUPP833zz6KveKkdb4hKYUx192M/F8YFWlNqKNaztW2NSGRSknp3J2sHdvYsXQxwy67mhVffBRwjVylZuz1t6DQtO7vnQj/Pmrd/Pfqqyubc37++edcdNFFKBQnN61SqZT09HSuv/56oqOb3/6zMfm3NP91epyUOcsQCAQY5AbEwuo3B0fKj3DRwouC6nyiZFHMmTSnzs1Za0OeNY+9JXvZXbKbDH0G3WK6kaBK4PNdn/PqpldDPkYsFPPrtF+bLJpid9tZnbOaR9c8WlVbJRKIuKLzFSjECt7d9i4At/W6jT+O/cEx8zHmTZpHui69Xs9X4aqgxF6CyWFCLVVjkBvqVJtVYi+h1FGKx+9BL9MTo4hpkAAyOUwsy1rGO1vfocheRJQsiuu6Xcd5bc9rNKv7MmcZFpcFoUCIXqav6quVb83n3Pnnhq0Hm5IxheeGPBcwZnaambtvLrO3zA4YH5o0lKcGP1Wj2M0yZzF1wVSEAiGzR8/mnhX3BEX/2mjb8OG4D4lT1a6mptxZTpmzDKfHiUaqIVYZW+f3xJWVxaFzJ0KIE1xF794kv/M2Yr2+Tves9vlycjg28xI8RUUB4+K4ONK++QZpUvWR05bE7XTw+zuvsX/dmpDzXUaMYcy1NyNuoh5gTYXf78daZsLn9SGSSFDVwura7/dTUVJESc5xzIUFRKemo4uNRx3VOlppRIgAUFaQx5cP3I7LbqfzsFG0HzCEQxvXYTGZSO3Wg8xzBqGNiW3UiHyECNXR6M1/P/30UwDS09O59957I6l+ZzgysYw4ce02gQ6Pg892fhbSOKHUWcqfx/5kVudZjf4Fl6BKIEGVwMjUkQHj4UwsoDKi5iO46WtjoZAoGJEyggVTF3Co7BBF9iKiFdH8fuR3Fh5eCFRG1DpEdeCtLW/x8vCXa0zVqw6NVINGqqm3KDMqjI0mdpweJ/P2zePtrW9XjZU6S3lp40vkWHK4vfftqCT1/15weV0cKD3AC+tfYFvxNsQCMWPTxnJ779tJ1iSjlqgZmDCQ1TmrQz5+XPq4oLFsS3aQoAJYnbOaZVnLuLjDxdWu6a+cv/D4PUxqM4mFhxaGTKc8Yj7ClsItTGgzoca/McucxeNrH2dTwSYAtFItd/a+k7HpY+uUkmnfuTOkoAKwb96Mr7wcGlFUSZOSSPvmG0o+/hjzokUgEKCbMhnDVVe1akEF4HY4KD6eFXa++Pgx3C7nGSWqbOVlHNjwN+t//JaKkmIMSckMvfQqkjt2RV5NbZtAIEAbHYs2uvpId4QILYk2JpaLn3yRxe+9we5Vy9j392o6DxvN0EuvJCoh6Yz6txrh30WdcxeeeOKJplhHhFZMhauCdXnrws6vzF7JjPYzwm6oPT4PBdYCNhduJsucRY+YHmRGZdb6ZP90hiYPrYoInU6/+H5oJLVLCXB5Xdg9duQieZ2MG6QiKYnqRNQSNUuzlnL/qvuxuivrNNK0aTzc/2H2FO9h/pT5JGmSkIqa/weg1FFKmbMMl9eFVqYlRhFTYzSyJortxXy046OQc3P3zeXyTpc3SFQdMx/j8t8ur4pEefwefjv6G5sLN/PlxC9JUCVwZ+87WZe3LsjAI0OXQceojgFjXp83ZE3aCb7c/SWjU0dXG/k7XnEcgB4xPapSO0Ox8PBCRqeOrra+qsBawLVLriXfml81ZnaZeXrd02ikmgBRVmwrJqsii/V56zEqjAxIGBBgsuF3Vt/6wO9t/IMFaUoycQ89SPSNNwIgMkQhPAM2NxK5nOiUVEw5x0POR6ekITmDTBqcNhvrfpzHlt9+rhoz5WTz00vPMvY/t9FlxJiwdV6VZh2l+LxeJDJZizqn2cxm3A47MpUaeeSQNsIpCIUiYtPbcsHDT+OoqMDn8yFXqyMR1QitnjrvsgoKCrj33ntZunQphYWFnJ49GHH/O/uQCCXo5XpyraEteY1yIxJh6M2kx+dhe9F2bvjjhoBIV5I6iQ/HfVivprFJqiSGJw9nZfbKgHGpUMr9/e5HK6s+bdPldZFdkc03e79hR/EO0jRpXNnlStJ0aagltTfe0Mq0TGo7if4J/Sl1liIRSoiSRaGRaugf379Z6oxCcbT8KI/+9WiVoYNGouHOPncyLn1cvQ0qoDIq5fQ6Q875/D6K7EWkaOvXBNjqsvL21rdDpvYV2Ar4J/8fpmRMIV2Xzpzz5vDyxpdZl7cOhVjBBZkXcGWXK4NEug9f2AbAUJmG5/VV/33VP6E/X+35CqfXWSlowrjca6SaGiO1+0r3BQiqU3l98+v0ietDjDKGAmsBd6+4m+3F26vmhQIhLw59keHJw1FIFCh69Ah5HwBpu3aIdE2TuiyUyRDGt27r8NORyOScc/5F7F+/NqiJr0AgpM95559RJ982cxlbfl8Ycm7V15+Q3qM32ujgtFaLycTm339m25JFuOx29PGJDL/iWpI7dUGuaj7nRnNxMRUlhWxe9BPlRQXEtsmg1/jJqA2NY4PfmHg9HkRiMU6b9f8b8QpQanU1utJFaByUWh3K6lwrI0RoZdRZVF111VVkZWXx2GOPkZCQEMlp/Regl+u5pus13Lvy3pDzl3W6LGw0pshWxK1Lbw1KHcyx5PDM38/wyohXAhzbaoNBYeDJgU+y/Phyvtz9JWXOMgYkDOCGHjeQpqnZNGNH0Q6u++O6qg387pLd/Hb0N54b/Bzj24yv0dL9VCQiCYnqxAal+NUHj89Doa2QY+ZjlDpLydRnEqOIweF1cM3iayiyn6x9qXBX8My6Z9DJdIxPr3/jW7kovEMa0CBzEIvbwoa8ELbV/8/SrKVMbDMRqUhKB0MHXh3xKha3BQGVNYGhPn8SoYSxqWNZcXxFyHsOTBiIVlr9Jq6ToRNJ6iSWZi1lUptJYZtSz+wws8ZI4Pai7WHnciw5OL1O3F43X+75MkBQQaVofWD1A/x8/s+kSdIQx0QTNWsWpV98EXgjsZiEp55EbIwUvZ9KVEIik+98kCUfvInTGuj+p49rGTfL+lJWkBckDk/gtFqxmcuDRJXNXM7i917n6LbNJ++Tn8tPLz3DpDsfoP2AIc3yW24tL+Pw5g0s/fidqrGCwwfZvXIp0x58krRuPZt8DTXh83oxFxey7++/yN23B2NyCm169WXjwh/J3rODbqMn0GfiFDTGupkPRYgQ4eynzqLqr7/+YvXq1fTs2bMJlhOhtdI3ri9T2k7h58M/B4zf1OMm2ujahH1cVkUWFe6KkHN/5/2NyWGqs6gCiFZGc2GHCxmVOgqv34taoq4yNKiOQlshD//1cMiIyDPrnqFPfJ8mMd1oTDw+DzuKd3DznzcH1PiMSB7B7b1vDxudeX3z6/SO7V3lSlhXouRRZOozOVB2IGguQZXQoNotkVCEXq4P+1mJVcQiEpyM/J2oNauJfgn9SFAlkGfNCxiXCqXc0OOGGntWxani+GjcR7z4z4u0j2pfZZN/Kpd0vKRWDpjVXaOVahELxZQ4SsKmLPr8Pv7K+Ys0bRoijYboG29Adc45FL//Pp7CQhS9ehF9801I0xrXjfNsQCpXkNG3P7PavYXNXAYIUGl1qGroU9UakUirP9wIJY4sppIAQXUqK774iMQOndEYml6IOywVrPgiuNGt1+Phjw/f4oKHnyYqvmVr9AqPHubbpx6sss8/vHkDG3/5kXE33I7DWsGmX37k6LbNzHj4adTN8JpFiBDhzKHOoiolJSUo5S/C2Y9RYeS+fvcxq8ss1uSsQSKSMDhxMDHKmGo3t2WOsmrv6/JWXxtSm3XVhTJnWdg0RofXQU5FTqsXVQXWAm7444Ygw44V2StI06YxLHlYyOhMdkV2g15vo8LIy8Nf5prF1wQIN61Uy+xRs2u0ea/23nIjV3a+kmfXPxty/oL2F9TrJD1BlcCn4z/lnW3v8OuRX/H4PPSP78+9/e6tVVQTIFmTzAtDXqDMWcYLQ1/geMVxfj38K0qJkvPbnU+SOqnGpsUAvWN7oxArQhqtXNn5SmIUMeRb86s1YimynYxAig0GNGNGo+jTG7/bjVClQhSpTQmLSCxGGx0TMjXuTEKp0yFXa3BYgg8gYtLa4HEF/xsvOHww7P0sppL/T21reoFQlp+H1x26oXl5QX5VFLGlsJaZ+HX2S1WC6gR+n4/ln33AuBtuI3ffHkqOH6PgyMGIqIoQIUIAdRZVr7/+Og8++CDvv/8+6enpTbCkCFB5Km1z25AIJXUyUWhK9HI9ermeDoYOtX5MRlRG2LkT9UfNSg3nAaH6T7U2thVtC7vx/v7A9zw24LGQoqo21vk10VbfljmT5rC3ZC97THvI1GfSJboLCaqGpVAJBAJGp45mTc4almcvD5i7v9/9DRK6SZokHh3wKLf2vBU/ftQSdY11d6ejlqqrGl2nadMYkjSkzuuIU8XxwdgPuGXpLZhdJ/sEndvmXKZnTkckFKEUK+lk6MQe056Q9xiYODBoTBxVvaBze90U24srTVnEcmIUMS3WsDhCwxFJZIy5/hZ+f+tVPO6TAkqh0TL0kivxeYKj8IpqLIAFAiEicfN8Hlr7gazNbKY0L/Shm8tuA78fkViM1+Nh399/kdGnfzOvMEKECK2ZOu+wLr74Ymw2GxkZGSiVSiSnFWyaTKZGW9y/lRxLDkuOLmHF8RVEyaO4otMVZOgz0Mv1Lb20OhMtj2Zc2jiWHFsSNHdXn7vq3BS3oehleuKUcRTYCoLmpEIpyerkZl1PfThuCe1iBmB1W8PWhF3T9Zp6p/6dSjir+4YSrYzmycFPcoPlBtbkrkElUTEocRAxypg6GYiEQiFWoFA3fkPouiAWiukW3Y3vJ39PjiUHs8tMujYdo8KITlZZjB2liOKBcx7g6t+vDhL47fXtaatrW6fnLLGX8O2+b/li9xdY3VYUYgWXd7qcSztdWqd+Z62NCpODgiPlFB6rwJCoIjFTjzpKjlB49tf4KjRqSrKOMfnuhyg4cghzUQHG5DR0sXGs/e5rJt/9UNBjYtLaIJbJgiIwAO369W82MwBDQiJCkRifN1j4aWNikbVwA2J/DUZbHo8HgUgEHk/EQCFChAhB1CtSFaHpOGY+xhW/XkGps7RqbGnWUq7ucjXXdbuuzifsLY1erufBcx4kQ5/BV7u/osJdQbI6mbv63EX/hOZ3yItRxvDM4Ge46c+b8Porf0A7RHXgis5XkKxOptRZikAgaNWn+T2iwzu/JaoSSdemo5PpKHeWV41PbzedSW0nIRQIm2OJ9cYgN2CQG+gS3aWll9IkiIQiEtQJ1Tan7mToxMfjP+a/G/7L/tL9yEQypmZM5fru19dJFNvcNj7Y/gHf7P2maszusfPhjg8xOUzc2/fequjbmYQpz8qCVzdjrziZRiaRiZh6Vy9i02p2YWxpbOZyXHYbAqEIpUaLRF59jdTpSOUKuo4ax8+vPI/f70Op05O7bw/W8lJmPPIsGkOwWFZHGZl2/+PM/++TAel3UQmJDL/iOqSK5jlwkKrUDL30SlZ++XHAuEAoZMy1NxOV0LL1VHKNFoVGi73CHDQnFIlQqDVVwrTzsFHNvbwIESK0cgT+1h6Pb2Zq2zW5KbC6rTzy1yMszVoacv7HqT/STt+uWdfUGLi8LnItuRw1H8XldVHmLMPmtjGhzQTiVfF1vp/T46TYUUyZswyZUIZBUbkRr8vjsyqy+GzXZ4gEIkakjODZdc9WOeapJCoePOdBRqeObrb0xEJbIYfLD7MxfyPxqnj6J/QnThkX0tWu0FbIVb9fVdVD6VReGvYSY9PGUmQvIs+aR4WrglRNKga5ockFucVlodRZitfnRSPVNFrT4X8rJrsJq8eKWCDGIDfUOQ34eMVxpvw4BY8/OCogFAhZeP5CUrWpjbXcZsFmdvHzG1soyQmuvVFqpVz4UF/UUXUTKc2F2+mk8MhBln7yHkXHjiAUiWg/YAhDZs5CFxuH2+lEJBYhFNXurNNaVkpFcRFFWUdRG40Yk1LQGKIRCEMfnHg9HipKisnesxNzUQFJHbtgTEpp9rqg8uJCyvPz2bhwPubiQmLS29Jv0jTUhmiUupaN/vh8XvavW8OiN/4XNNdvygVYTCXs+WsFg2fOoue4ic1qRd+UuJ1OBCIh4mZKA40Q4UyjttqgXqLq0KFDfPrppxw6dIg33niD2NhYfvvtN1JTU+nS5cw+YW5JUZVryeXc+efi84du3Hln7zu5ttu1zbqmxuBI+RFm/jITm8cWMJ6pz+S9se/VyeDA5DDx3b7v+HDHh1U9kzL1mbw0/CUy9OHrt0Lh9DjJseYw4+cZQc1kAT6d8Cl94/rW/n5eJ0W2InaV7KLcWU73mO7EKeNqNDHIteRy4583cqT8SNWYWChm9sjZnJNwTkhhlVORw3Prn+OvnL/w4ydKFsVdfe5iVOqoqlSyUNg9dkodpfj9flRSVYP6Vp1KljmL/234H6tyVuHHTxtdGx7t/yjdorvV6LDXVBTaCtlfup/V2auJVcYyOnU0scrYWrlEng3sLN7JJYsuCTv/1cSv6BETPurZGjHlWpjzdHjr/RkP9iUuvXVG8/MPHeCbR+7Bf8r3uz4+kdHX3EhJTjZHtvyD2mCk5/hJ6OPiz5oNezgspSbcTgcypRplM//WVofTZqM46yh/zf2S4uNH0cbE0n/axQAUHjlEh0FD0Rijz4r3p6KkmJy9u9m1aikSqYye488jOiUNpU7f0kuLEKFVUVttUOf0v5UrV3LuuecyePBgVq1axXPPPUdsbCzbtm3j448/5vvvv2/Qwv/N+PGHFVRASBvw1orNbaPEUcKmgk0U2Yr477D/srdkL+9vf78q7e5A2QH2mfbVWlT5/X6WZS3jra1vBYwfKDvAtYuvZe6kuXWKfElEEn459EtIQQXwztZ3eH3E67WK8Dg8DtbmruXelfcG3G9kykgeG/BY2LQtm9vGm5vfDBBUUPle3778dhaev5AkTbBJQ5ImiReHvljVkFcj1RCjiKk2nTLXkss7W99h0ZFFeHweukd356H+D5EZlVljby6vz4sAAcIQp+B5ljyuXnw1hbbCqrEj5Ue4/o/r+Xri13SN7lrtvZuCPEseN/x5Q8Dr+sbmN3h+yPOMSh31rxBWTdlXrKXwesJ/PwJ4XK2z+bzDamHV158GCCqZUsXoa27k17dewW4+maq7a8WfDL/iWrqNHo9McfZ+TtVRtc8uaE5kSiVJHTsz9d5HcDsdiKXSqqbE7fsPauHVNR4VJcX88MITlBw/VjV2YMNaOg4ezogrr0cVEVYRItSZOhdYPPjggzz77LP88ccfSE/pQj9q1CjWrVvXqIv7t6GRahiYEOzudYLhycObcTX1x+q2svjoYib9OInH1jzGm1ve5PZlt7PXtJcnBj4RcO2fx/6s9X0L7YW8u+3dkHMljhL2lIR2TAuHy+tiV8musPOHyw7j8DjCzp9Kga2Au1fcHSTQlh9fzsLDC/H6Qm/2Sp2lLD66OOSc2+cO6ol0KhqZhlRtKplRmcSr4qsVVPnWfK5dci0/HfqpSpxvL97OFb9eESToTqXIVsTq7NXcv+p+HvrrITbmb8RkDzSj2VSwKUBQncDn9/H6ptcxO4PrE5oSp8fJ+9vfD/q7/Ph5+K+HKbYXN+t6WgqD3ECHqNBOnW11bTHIWuemtjrkKgkSWejPuUAAan3rcEo9HbfDQc7ewO+aLiPGsGnRggBBdYKVX36Mtaw0aDxC8yFXq9EYo6sE1dmEz+tl54o/AwTVCfauWYkpJ7sFVhUhwplPnUXVjh07mDZtWtB4bGwsxcX/js1KU6GVarm/3/0hT5Ant51MnCquBVZVd3ItuTy+9vGgqNuy48sothfT2di5aqwudTdurzvk5v0Eu0t212mdUpGUToZOYefTtenIxbWrz1iWtawqAnc6n+/6PGxDXrfXHbLm5QThHldXdhTvILsi+IfS4/fwxqY3qHAG97wptBVy38r7uHnpzSw5toRfj/zK1Yuv5vkNz1Nir1yX3+9nZfbKsM9bnf17U1HiKOHnQz+HnPPj5+/cv5t1PQ3B4XFwzHyM97e9zwOrHmD+gfnkWHJqZU1tUBh4ZfgrJKoCi//jlHG8PvJ1opVN7/7n8/mxlDmxlDpwWENHhOuCUiel3+TQzca7jUxGoQlOlW0NCAQCFKe5xSV17MzR7VvCPub4zm1NvawI/1Js5nJ2LA19mAew7Y9f8f2/E6LTZsNmNuMN4dgYIUKEQOqc/qfX68nLy6NNm8Afti1btpCU1Lqbpp4JtNG14fvJ3/Plni9Zm7MWnUzH1V2vpnds71o1GA1HubMck8PE/tL9aKVa0rXpxChjGty3KBQLDiwIO/fjwR+Z2WFmlQCa2HZire8rEUowyA2YHKFt+9tF1c3EQygQcn678/l89+chUytv7nVzrc0dcipyws6ZHKawkSqVREWyOplsS+iTwZ4xPcPe1+114/Q6kYvkiGsobl96LLT5CcCG/A1YPVY0skBTjpXHV7KpcFPQ9YuPLmZ6u+kMShqEQCCo1obeqDDWyXHQ5rZhcphwep2oJKoaUxpD4fP7wqZ0AgHOmq2RMkdlg+odRTvQyXQ8uPrBKsH+65Ff0cl0fDbhs1qZ1qTp0vhy4pccMx/jSPkR0rXppGnTmuWAxlruZO+6PLYvzcZe4SKhnY6B09thTFSHjTbVhEgsotOABFRaKet+OkxFiQOlVkqfiem06xOLVNH432eNgUofRZ/zzmfVV58ETlQjjkM18Y0QoVHw+/F6wn9Hel0u7BVmio4d4Z+F87Gby0nv0YfuY8aji4kLa4YSIcK/nTr/As2cOZMHHniA7777DoFAgM/nY82aNdx7773MmjWrKdb4r0IkFJGqTeW+vvdh7m5GLBQ32Eyg2F7MKxtf4ZfDv1SNqSQq3hj5Br1je9doHe73+2ttU+zz+ci1hm6eCJUC44RQeaDfA8QrT9ZAmV1mTHYTJocJtVSNUW4MiGRFK6K5tuu1vLTxpaD7aiQaukV3q9UaTyVRnch7Y97j/lX3V4k1hVjBfX3vo1NUJ4rtxfj8PvQyfUjDiBMMShrEt/u/DTnX2dg5bMQrRhnDA+c8wG3Lbgua6xffL2RTXYfHQY4lhzl757C/dD+dDJ24uMPFJGmSwtZGVVe3ppfrg4SPyWFizt45YR/z9Z6v6R3XG7lYzqSMSXy88+OQjZOv7nJ1rfsh5VvzeW3Tayw5ugSP30OULIrbet/G2LSxdfo3oJQo6WjoyF7T3pDzAxIG1PpezY3JYeKtLW/x3f7veG3Eazz818NBEdByZzmP/vUo7455t1YHLbHKWGKVsfSL79dUyw7CVuFi2ed7yNp98gAk90A58/+3ial39yYpU1/ve8vVEtqfE09S+yi8Hh9CsQCVTtaqrdQFQiGdh4wga+dWjm7dDIAp5zjxGe3JP7Q/5GNSu/ZsxhVG+Dch12hoP2AwWxcvCjl/zvkXsn7Bd2z57WTEv+jYEbb98SuXPPsy0clnlmtohAjNRZ2PG55//nk6duxISkoKFouFzp07M2zYMAYNGsSjjz7aFGv8VyIVSYlWRDdYUPn8PhYdXhQgqKCy7ummP28i35Yf8nFmp5l9pn28uOFFHlj9AH8e+5MCa3DD3NMRCoUMTwlf+9Ujpgd6mZ4FUxcwtd3Uqj45RbYinv77aSYvmMyVv1/JBT9fwHVLruOY+WTOt0go4ry253FZx8sCREC8Kp5Pxn8SUoDUhFQkpV98P76d9C3fTvqWryd+zU9Tf2Jo8lDmH5zPrN9mccmiS3h548scrzgeMu3K4/PQ2dA5KM3qBPf3u7/azW+fuD68O/pd2ugqo79KsZKru1zNf4f+F4MisO7F4/PwT/4/TP95Ot/u+5YthVv4Zu83XPDzBWwu2BzW6GRyxuSwz39FpyuChI/P76tyVwyF3Wuv2uwnqBJ4fsjziASB0Yfx6eMZnTa6VpvdYnsxdy6/k1+P/FqVDlnqLOXpv59m6bGl1Rq4nI5BbuChcx4KGSHrHdObFE1Kre/V3Owv3c93+79DI9FgdVvDpk7uKtlFmbOseRdXBywmR4CgOoHfD6vn7sNW0fAojEovQxutQK2Xt2pBdQJVlIFzb76by55/jaGXXYU2Oo6RV/8HkTj4bLPzsJGoDWdezVuEMwOxREqf86aFrBdLyOyISCoNEFQncNltrPj8Q5zW4JYGESJEaECfqqysLHbu3InFYqFXr15kZmY29tpahJa0VG8KCq2FXPjLhWFT5h7p/wgzO84MGKtwVfD9/u95ddOrAeNp2jQ+HPthVeNSk91Evi2fHUU7MMgNdDZ2JkYZQ4m9hHtW3sPYtLEka5IRIOBQ2SF+2P8Db4x6g07GwDomh8fByxtf5tt9wZGeZHUyn5/7eUCkxeq2UmIvodhejEKswKgw1smWvSYKbYXcvuz2IBMLnUzHnIlzSNGmVF23q2QXPx38iThFHBd1vIg3Nr/ByuyV+Pw+UjQpPHzOw/SK7YVKqqrxeYvtxTg8DsRCMUa5MWQEMc+Sx4W/XBjQ2PcERrmRbyd9GzK1q8JVwaLDi3hu/XMB4/3j+/PC0BeC3Ak9Xg9vbX2Lj3cGNuk8wdODn2Zau5O1lXa3nWJHMdsLt2NxW+gV24tYZSx6ub7Gvxsqa74uXXRpyLnq/q5w2N129pfu56WNL7GtaBsaiYZLOl7CxR0vbtTPSmNi99i5b+V9rMxeiVFu5MYeNwa9X6cyf8p8MqNaz/euy+HB7fQilgrZ/Vcea384GPbay54egD727HW2qy1ej4fSvFzW//gtx3fvQKnV0W/qDFK79oi4r0VocsoK8tm6+Bf2r/sLsVRKj3Hn0XHwcPasXh7UoPlUrpv9EbrYuveYjBDhTKXJLNVPkJqaSmpqJATc2vH4PWEFFRAQCTpBoa0wSFCduPbjHR9zX7/7KHeV8/Dqh1mfv75qXiaS8cbIN+gV04v7+93PM+ueYX9pZWpLF2MXXhnxCm20wUXmxfZi5h+YH3J92ZZsci25ARthlUSFSqJqssalu0t2h3QFLHeW89muz7i/3/2Uucq4fdntAeYYPx3+iQf6PcDdfe7Gjx+1RB3WSj0UtUmTK3GUhBRUJ+ZMDlNI8aGRapjcdjIDEgbwV85fmF1mhiQNIUmdFNIsRCwSc2H7C1lwcEGQWUaqJjXIpVIhUZAiSal3FGhvSehUvRN/l9VTt5NRhURBj9gevDX6LexuO0KBEKPCWOsawnJnOSWOEsocZWhlWgwyQ1DUsLHx+DxV763JYSJJnYQAQci0ymhFNFppww593A4vtgonTpsHqVyEXC1Frqp780+300tZgY1/Fh2h8FgFCe10JFaT3icUChCKWn9kqTkQicVEp6Qy7j+34bRZEYrFKLUt2wA3wr8HfVw8Qy+5kr6TpyMQCFDq9DVHfQUCoOX//fp9frwVLrxmF36XF5FehkglQShvnXWVjc2Jvx+fH4FYiKiVmvT826jzp8/r9fLZZ5+xdOlSCgsL8flOc3hbtqzRFheh4chEMtrq2nK4/HDI+T5xfYLGqjM1WHBoATf0uIFv9nwTIKigsvntrctu5YfJP3DN4msCzAJ2leziuiXX8f2U70mRBG68HR5HtcYCudZcetIz7Hxj4vV5+engT2Hnlxxbwn+6/4dfj/wa5DZodVt5fO3jfDb+M/rEB7+ujUFNgeVQG/ATqKQqVFIV6br0Wj1XkiaJryZ+xZe7v+T3o78jEoiYnjmdCzIvqFM/sNpQXRRKIpQgE9bPKlsv09c5hTbfms8Ta55gbd7aqrGuxq68PPzlkD3DGgu1RM3YtLFsLdqKHz9/5fzF1HZTWXBwQdC1D/d/uEERN2u5kw0/H2bP3/n4fZWfmeSOUYy6ohMaY+0cL0+Qd7CMX97aVuW5cHBjIR0HxCMQhPZhyOgdg0Jdd/F2NiORy5HI6/a6R4jQGIgkkqCeYek9eoeNVKV374VM3bKNj/1eP66cCkq+2I3P8v97BwGoBiaiHZWCSH12CwyvxYVtexEVy47js7gRGeToJqQja6dHpIx8t7Ykda6puuOOO7jjjjvwer107dqVHj16BPwXoXVhVBi5p+89IedilbFBjVk9Pg+9YnvxyvBXuKvPXUGRB6fXic1jC2ti4PF5WJO7JmQUyeaxseDAgiAnPIVYUW2j0urc5RobgUBQrY26TCTD7XMzb9+8sNd8u+/bJmvUbFQYwzZt1Uq1DXKIDEWyJpl7+t7Dd5O+Y+55c7mxx41V6Z+NSaY+E41EE3JuUttJ1UaJyp3l7C7ZzfPrnufBVQ+y4viKaq33q6PCWcHz658PEFQAO0t2cveKu4N6dDUmAoGAMWljiFFURjfn7J1DZ2Nn7u17L6maVKRCKd2ju/PJ+E8YmDCw3nVEHpeXjb8eZfeavCpBBZC9t5TfPtiBzVz7eidLmYMVX+8LEk+71+QxeEZm0IG2NlrOgPMzkMj+HafJESKciaijjPSaOCVoXKpQMnzWdciVNaezNyXecifFH+04KagA/GBdm4t9R3GtWk6cqfgcHsx/ZlH+8+Gqv99rcmD6Zi+2rUX4vbWvP47Q+NT5l23u3LnMmzePiRNrb4UdoXEptBXi8rqQCCXEKGNqtKzuGdOTF4e+yP/++V9VKle/+H48MfCJgIhDka2I7/d/z1d7vsLsMtM+qj239LyF9Xnr+fHgj0BlDQ5UCqRw5Fvzw6Ymrc9fz5XuKwOsyqMV0Vzc4WI+3/150PVtdW3rZUBxOiX2EnIsOazPW49OpmNAwgCiFdEoJYF1HUKBkAvbXxhk7HGCGe1noBArqjVxsHqseH3eetnVm51mXD4XGokGmTg4OhOtiOaR/o/w6JpgU5jHBjxWtSFvTKQiKbGqpq1DilXG8v7Y97nhjxuocJ/smdUzpie39LwlrJAsd5bz+a7P+XDHh1Vji44son1Ue94e/XadI2omp4kVx1eEnNtt2k2Jo6RJ0wAT1Yl8fu7nvL/tfX498isvbniRWZ1n8c7od5CJZchF8lrXqYXDZnaxe01oh86iYxVYy50otbU76XVaPVSYghtkH95ShEgs5MKH+nJ0ewmWUgfpXY3EpGvRREUiMhEitGbkajUDp11M21792HjCUr1nH7qNGocupuX7ZToPl+F3hRYP5mXHkXcxIta2zkbgDcHn9uKtcGFdnxdy3rz4KIrOBsT6yHdsS1HnXZ9UKqVdu7r1A4rQOJQ6SlmdvZrZW2eTb83HKDdybbdrmdhmYrVNdLUyLRPaTKBPXB/MLjNSoRS9XI9Opgu49xNrn2B1zuqqsf2l+3lw9YM8NegpdpXs4kj5Ee7tdy9qiZo22jYcMR8J+Xxdo7uy6HBoq9Z4VXyQ7bdMLOOqrldh99j54cAPVa5yPWJ68N+h/611XVKpo5QiWxH7SvdhkBtoo2tDrDKWUkcpD61+KCBdUYCAZwY/w5jUMUEmEum6dKZmTOWnQ4FpgO307Ti/3flopBpGp45m7r65IdcxNWMqMrGMCmcFNo8NoUBItCK62shCqaOUHUU7+GjnRxTbi+kT14eru1xNiiYlwLBCKpIyOnU06dp03tv+HkfLj9JO347/9PgPbXVt6yTkPD4PPr+vWqv45kIkFNHZ2JkfpvzA4fLDFNmKaG9oT5wyrtrPdq4lN0BQnWB/6X7m7ZvHzT1vrtNrYnVbq02hLHU0fY+rFE0Kjwx4hFt73YofP1qpFpWk8U6GXQ4PPk/4v9FS6iAmJXTU8HQEwvCf6QP/FNBxQDznTArdrPdMxWn3YK9w4bS6kcjFKDQSFGd5ulGEfx8KrY707r1IzOyI1+NGqlQiqqEfYnPhLgh/qOurcIH37IpUee0ePEU2LGtzkXc0EO4nyu/04rN5QN+sy4twCnX+F3LPPffwxhtv8NZbb50RNrZnCy6viwUHFwQYSJQ4SvjfP//jeMVxbu91e5U9eSiEAiFxqriwtSsF1oIAQXUqH2z/gPv63UeqJpV0bToSkYT7+t3HzUtvDrq2jbYNGbqMIHODE8zqPCtsBOaevvdwVZerMLvMKMQKouRRtU5nK7IV8eTaJ1mVs6pqTCVR8faot8myZAXVf/nx8+iaR+kW3Y220rYBcwa5gbv73s357c5n7t652Dw2pmRMoVdsr6rXb1aXWfx29Lcg04hMfSY9Ynqwu2Q3b2x+g00Fm4iSR3Fl5ysZnz4+pEA0O818vOPjgEjd8YrjLDq8iC/O/SIoRVMtVdMjtgcvDXsJh9eBXCSv9r0/nVJ7KYfNh5m3bx5Wt5XJGZPpGdOzWRrCVodIKCJBnVCn9MKfDwXb/p7gu/3fMbPjzDrVHqklaoQCYVgL9+oEXmOiECvCRucaikQmRiAUBKT+nYpKV/sTXrlKgiFRhSk32EhEJBGij2s5hz+b2YXP60MiFyNrpKbA1jInq787wKHNhVUbm7g2WsZd2wVtdNO8XxEitCRShQJoXZ9taTWHPiKDHIH47GlO7HN6sG3Kp/yXIyASoOhc/W/Q2fS3n4nU+Zfmr7/+Yvny5fz222906dIFiSSwKG7+/NAubhEaRpG9iHe3vRty7tt933J5p8vrtLE+ne3F28PO5VhySNemk6HPqBrrGduTN0a+wYsbXiTXmotIIGJs2lju6nMXSrGS67pdx0c7Pqq6XigQck+fe0jXpod9HqVEGZSOVxvcXjff7P0mQFBBZdThxj9v5JURr4R97OKji7mp501B4wa5AUO8gZ6xPfH6vEFCMFmdzJzz5vDZzs/4M+tPpCIpMzJnMD1zOjmWHK76/aqqiFu+NZ8X/3mRv/P+5pnBz2CQB6aPFTuKQ6Y+un1unv77ad4f+35IcamWqlFTt/e81FHKG1ve4IcDP1SNrcxeSaY+k3fGvNMgA4oiWxFlzrKqZsmxytgmP3gxu8xh52xuW51z641yIxPTJ/LLkeD0z75xfYPeuzMRpUZKZt9Y9m8I7junj1Oi0tdeVCm1UkZf2YkFr27B7TylVlIAo2Z1Qqlr/giOzewia7eJzb8fxVruIr6tlgFTM9DHKZHIRDXfIAxup4d1Px/m0KbAer2CI2Z+fXc7U+7oifIsTDlqarweD9ayUrweNxKpDFWUoVG/N1x2O26nA4lcjlTeusRBhPohTdEgVEnwWYMNrnQT0s8qJzyvxU35ov/PCvL6wesP+7dLElUIVa0jmvhvpc6vvl6vZ9q0aTVfGKFRKXeWh20E6vP7KLAV1Nli3OqyVvUWOj0l71SEAmHQvEaqYVTqKLpGd8XqtiIRSjDKjQgFQkxOExe2v5DJbSezs2QnYoGYrtFdMcqNterXBJVC5Jj5GMcrjtNG14YUTUrYiEOJoySscYbD6+Bo+VHStGkh7eMLbNU3NBYLxSHTxwQCASmaFO7vdz83dL8BBJUbcrPLzPPrn68SVKeyKnsV+db8oI351oKtYZ9/j2kPZpe5wQYUHp8Hj89Doa0wQFCd4EDZARYcWMD13a9HJKzbxtPtdbOrZBcP/fUQ2RXZAMQoYnhq0FP0jeuLQtJ0G5kJ6RPCRquGJQ+r80GDSqrirr534cPH70d/r4pYDUkcwhODnqjxfTA7zZgcJhxeBxqphhhFTKtIrzwViVzEwGntcNo8HNt5MqJsSFQx8abudYpUAUQnq7n40X7sW19A3oEydHEKug1PRmOUI5bUX8TUB4fVzbqfDrFnzcmag6xdJo7vNjH1zl4kdaj/vyOb2cX+daGbpZfkWLGWuyKiqo5YS01sWfwLW35fiMtuR20wMmTmLNr27heyMW1dcNptmHKyWT9/LiU52USnpNF/+kUYEpL/P/oS4UxFHCUn5j/dMM3Zizu/MhVQIBWhHZeGLEPfsourJ94KF36vH4FYEOBe6M6xBKT7VazKJmp6O0xz9+F3n8yoEKokGGZ2RKRqXb83/zbqLKo+/fTTplhHhBqoaWOmFNctwmNxWfjtyG88s+4Z/PiZPWo2UqEUpUTJlIwptNG1odxZzi+HfyFNmxZ2M3mq0Mmz5PHhjg/56eBPuHwu+sX14+H+D5OqTa3TxvJQ2SGuX3I9RfaiqrEUTQrvj30/ZB8kt9eN1R2+j1GJowS9TM8xgkXV8OThtV5XKGRiGbHik6+BxWVhj2lP2OvX5a6js7FzwFhNIkbQgJ4g5Y5yjpqP8s3ebyhzljE4cTBvjHyD59c/HyQovzvwHdPbT6+zVXeuNZdrF1+Ly3fSNa7IXsQtS2/h20nfBjV7bkw6GDrQ2dg5yN5eLpJza69b61WLFKuM5bEBj3FLz1swu8yoJWoMckOAuUoocipyePLvJ1mXt65qDVd1vYpLOlzS5D2u6oo6SsaYqztjr3BhM7uQqSQoNZJ6iQKhSIguRkm/iel43D6EYgEiUcukoNjMrgBBdQK/H1Z8s49pd/dCWUfReAK3w4svTMokgKXUWetatAhgr6hg6afvc2D9mqoxi6mE3995jVHX3Ej3MeciEtVPlHs9Hg5v2sCvs1+uGivLz+XgP38z6c4HyTxnIMJ63jtC60ASpyL6um74rG78Hj9CpRiRVoqghb576ovX6sJ5sBzzn8fwmBxIYpVoJ6QjTdUiUoiD6qfceVYqVmRjuLQjngIbHosLWaoWaaomYlDRCqh3nLCoqIh9+/YB0KFDB2JiGt91LMJJDDID7aPaVzXTPZUYRUytGseeSp41j6fXPV31/1/v+Zo3Rr1RlUq34OACYpQxXNT+IoYlD6txc1pgLeC6JdeRVZFVNfZPwT9c+MuFfHvet7Q3tK/VuopsRdy27LYAQQWVNUYPrX6I2aNmBwk8uVhOsjqZbEt2yHv2jesbMpqRqkkNEjinY3KYyLXkcrD0IMmaZKIV0ZW9j8I4sAmFQkQCUchIFVRG+E6nZ2zPsE1ee8f2DjAUqQtmp5nPdn3GRztPpmGuzV1LvCqepwY9xR3L7whwMXR6ndWaNITC4/Pw/f7vAwTVCfz4eX/7+zw/5Pl6pXXWhlhlLG+OfJMfD/zI3H2V9W9Dk4Zyc8+bSdOm1fu+aqm6TlGuIlsRNy+9OaAfnMPr4L1t7yEXybmyy5X1coNsSuQqCXKVhKj4xjHBEAgFDUqvawzyD4dujA1QVmDDaffUW1RJ5CKEQkFYYaWOOvOiVE67DXt5OdayUsQyGSqdHrWheeoGbeWlAYLqVNZ8+yUZffqjja7fvsJaZuLPj94OOffHh7NJyOxQ73tHaD2I1NIzuieVz+nBsiaXimXHq8bceVZKPt2Ffnomqj6xSJLUla0pTvnacR2voOTz3cg7G4i6sD0iRaQ3VWuhzpLearVyzTXXkJCQwLBhwxg2bBiJiYlce+212GzhHVkiNAyDwsBLw17CKA/8wVNJVMweNbvO0YXTG9wW24uxuW3csfwO1uWtw+wyc6jsEC9seIHPd32O2Rm+dgVgW9G2AEF1Ao/Pw5tb3sTistRqXSWOEo5XHA85t61oW0j3tRhlDHf2uTPkY1I1qWRGZfLqiFfpEdMDo9yIXCRnSsYUPhz3YbXmDMX2Yp5c+yQHSg9Q7Cjmqb+f4rJfL+PxtY+zz7QPlzdYSETJohibNjbk/QQIOCfhnKDxaEU0d/e5O2hcLVFzT9976h2pyrfmBwiqU8d/PvQz49PHB4yPSR2DXqqv03M4PA52FO8IO7/XtBebu2m/F+JUcVzf/XrmTZ7HwvMX8vTgp8nQZzSriMmx5IRtsP3xjo8pshWFnIsANrOTouMVHNpSSP6Rcqxl4dsV1ERNok5YjVthTSi1UtoPCF1zaExSoWqB+rGGYCsvY+28r/nkrhuY+8T9fPXgHXzz6L0UHj2E39f0vW5MuTlh55xWK05b+OyDmrCWleGyh06Xd1qt2MzhxXeECPXF7/XhLrFTsSYH0w/7sW4qwFPqCFvb67O4qVgR+jC4/NfDeCtciNQStGNClHaIBGhGpEQEVSujzruOu+++m5UrV7Jw4UIGDx4MVJpX3H777dxzzz28+25oM4UIDaetvi1zzpvD7pLd7CzZWek0F9uDBFVCnQp7/X4/+dbA2oCLO1zMa5tfCxmpmLtvLpd2ujRs+pPf72dp1tKwz7c+bz1Wt7VWJ/8Vropq5+3e0D+UAxIG8Nzg53h106uUOEoQIGB48nAe7P8g8ap4BAIBd/e5myJ7ESmaFGIUMdVatfv9fhYfXUzX6K4szVrKyuyVVXPLjy9ndc5qvjz3yyBnPqVEyR2972Bb0TbyrJVpSAa5gemZ0xmdOhqRQITVbQ2I/KkkKsanjydVm8qiw4sothfTNborAxMH8vTfT3Ntt2s5t825Nb52p/Nn1p9h5/449gfPD3m+KoKnlWq5pus1QYYcpY5SCm2F7CnZg0FhoJ2+HbHK2CrBIhfLSdems6lgU8jnSdGkBN2zyFbEgdID/HbkN9RSNZMzJpOkTqp3RA4qUyjrerDQmIQTVAAV7opq+7r9m6kwOfjt/R0UHTv5714bLWfSbT2JqodzYGyaNmw0KamDHrm6/hsQiUzMgClt8bi8HNx0ivtfWy3jrulyRtVT+X0+9q5ZyeZfAw/XKkqKmPfUw1zxv9noYpr235NcXX2qpFhS//eqpt/DiHNxhMbG7/XjPGam+OOdVZbutn8KECrFxPynO5IQGQGecieEiXz7HV58VjdivRzVwESk6Toqlh/Ha3YhTdOiGZqE2BhJ92tt1FlU/fDDD3z//feMGDGiamzixIkoFAouuuiiViGq3n77bV566SXy8/Pp0aMHs2fP5pxzgiMEZyInLKdHp42u9z0EAgGj00az+NjiqjGD3FBlMhCKXcW7aKML3W9GIBAERdBORSvT1vgj5vf7cXgc1TavlQgl6KShN946mY5JGZPon9CfCncFUqEUg9yAWqrmYOlBbvzzxoAaon5x/Xhh6AthI1XF9mLm7p3LXX3uYvaW2UHzHp+H59Y/xzuj3wlKR0zWJPPFuV+wpXALh8oOMTBhIG9vfZuPdnyESCBidOpo7uh9R4CxSLYlm0f+eoRRqaPobOzMgdIDfLn7S/z4eXXTq/SJ61Nn0eD0hD/x9/g8yEVyjHIjY1LHMKvLrKB6tUJbIY+veZw1uSdTdBRiBW+PfpteMb0QiypNPC7tdCnzD8wPKcj/0/0/ASmPBbYC7l5+d4Db5Fd7vuKartdwdder0cv0dfobWwqP10OhvRCr24pcJKezsTNykRyHN7gRrlQoRS6K/PidjtPmZsXXewMEFYC52MGit7cx7Z7edTbNUGqljJrVkT8/3xOQLqPQSBh+SQdkyoad6qr0MkZc1pH+k9vitJ25faosZSbWL/gu5JzTZiX/wN4mF1W62DgUGi32iuAsiNQuPVBo63/IotTpkavUOKzBGRIKrQ5lA+7d3Hg9HiylJRQdO4K1rJS4tplojdEodfqWXlqEU/BWOCn5ck9QjyyfzYPp231EX9s1KFVRUIORz4n6MJFSgihDjzRJjd/jQyATI5ScWbVj/xbqLKpsNhtxccEb0djY2FaR/vftt99y9913895779G/f39ef/11xo8fz759+4iNbbmT7NZGr9heJKgSqqIpNZkl1NQz5/x25/Plni9Dzl3W8bKwNV8+v49cSy6/H/2d9XnrOT/jfCa2mcivR34NuvbyTpdXWztW1YuLk5/PAmsBN/x5A4W2QBvkfwr+4bVNr/HEwCdCutP5/D4McgPbi8Jbze8s3onFZQlp4hGviufcNudypPwIFy68sKp2yev3suTYEjYVbOKb874hUZ0IwPai7VjclpC1X/nWfBye4M16TYxKHcUnuz4JOTc0aSidozszb9I8dDJdUDTJ7XXz9e6vAwQVgN1j56Y/b2LB1AUka5KBSnv5l4a/xGNrHqtyqJQIJdzd5246RHWoeqzX52XhoYUh7fs/2fkJ49LGhRRVVrcVr8+LRqqpUZyX2Evw+DxopJomq+MyOUwsOLCAD3d8iMVtQSgQMiZ1DK+PfJ17V96LxR24kbsg84I61zw2BJvZhaXUgbnYjjpKjsYgr5NNenNhr3CTtcsUcq680I6t3FVnUSWRiWjTM4aZqRr2rMnDXGwntYuR1C4GtMbGcXyTKRqv71VL4fV4sJWXhZ0vPn6MDmFnw9/T7XQglkgRS2sWmRqDkWkPPsH3zz4akKqni4tn7A23IVfVv0WIOsrAhFvu5qeXnsV/Ss85gVDIubfcjTqqdRnHhMPr8ZC7fw/z//skHufJQ7Lkzl0577b7mq3+LULNeMuc+O2ekHPuPCs+qydIVIk0EoRKcWXD3tMQxygQqgIPgYTyM/t7599And+hgQMH8sQTT/DFF18gl1eevtrtdp566ikGDhzY6AusK6+++irXX389V199NQDvvfceixYt4pNPPuHBBx9s4dW1HuJV8Xwy/hPe3Pwmfxz7g72mvfSM6cnWoq1B10qEEtK0aews3lmVNicUBJ6SJKgTuK/vfby08aWA8X7x/ZicMTno+hMcLDvIlb9dWbUR3Zi/keeGPodBbuCHAz9g99jRSDRc1fUqLsi8ALm4bif+OZacIEF1gt+P/s4tvW4hRRLsKKiUKMnUZ1b7fEKBEKEw/GmR3WPn4x0fB5hBnKDEUcLK7JXM7DATgUBAkjop7H0UYgUSYd1P2JM1yQxLHsaq7MD+XQqxgrv63FVt5KvEUcLcfXNDzjm9TrYUbqkSVUqJkpEpI1kwdQG5lly8fi9J6iSMcmOAYC1xlDB3b+h7Any//3s6GztXCadiezG7infx1Z6vsHvsTEifwOjU0SGbA5fYS1iXt46Pd3yMyWGiT1wfbuxxI2natEa1NPf4PPx86Gde2/xa1ZjP72PJsSXkWnK5t++9PPn3k1VzI5NHcl3360I2vG4KKkrs/PreDoqPnxR2GqOcybf1aDRDisYioK9VCOyW4JrF2iCVizEmqhlyYSY+rw/hGeYG1hyIxRLUBiMWU+gm7bFtMkKOh8LrdlNeWMDWJYvIP7SfqIQk+pw3FX1cYrXW5QKhkLi27Zj10lvkHzpAWX4e8RmZGJNSGiwWhCIRqV17MOul2Wz+7WeKs44Rk96G3hMmo4uNR1DN93Z1eFwubOZy/D4fUoWiwbbvNWExlTD/+SfwuAP/LWTv3sk/C39g6KVXIZa07iipt8KJu9COfXsRApkIZc9YRHoZogZGjVsbvhq+z/ze4DpFkVaG4fLOFH+yAzwnI1wCmQjDJR3Pqn5b/xbqLKreeOMNxo8fT3JyMj169ABg27ZtyOVyFi9eXMOjmxaXy8WmTZt46KGHqsaEQiFjxozh77//bsGVtU6SNck8OehJ7uhzBwDj08Zz1eKrKHeeLOIVIODevvfy+ubXWZm9EqPcyJuj3qSzsXOAEYBGqmFa5jSGJA9hedZyzC4zI1JGkKpJxagI/QNZ6ijlibVPBJzse/weHlr9EONSxzFv0jx8fh8KsYIYRQxiUd1PaarrQ+X1e8NGgDRSDTPazwhyITyVUSmjqk1Xs7gsVfbaoVietZzzM85HIVHQLaYbCrEiZC+yizpcVK9Ih1Fh5KmBT7EqZxVf7P4Cs9PMkKQhXNP1mipBFA63z11tHVCOJbDIXCqSkqhOrIq8hcLv91drWlHuKsfv9yMQCCixl/D8+uf549gfVfPbirbxxe4v+GzCZwHPU+Yo45WNr7Dw8MKqsSXHlrDs+DK+mPAF3WK6Vfu31oUiWxEfbPsg5NzOkp08HPUwc8+bi8lhqhKWOnnzpBo5bW6Wf70vQFABVJQ4WPT2dqbdW/d0uqZEqhQjFAvwecK56TU8ZTIiqEKjijIw6MLLWPL+m0FzCq2OuLbtan2vvIP7+e6ZR/B5K0/b8w7sY/eqZUy87T4y+w+sdtMvFIrQxcShiwlvGFRfJDIZ0SlpjL7mpsrmv1IZogbUaZmLC1m/4Dt2r1iKx+0ivl17Rl75H2LS2yCRNs2/q9z9e4ME1Qm2L11Mn4nno23iNM2G4DU7Kfl6L65jJ1M8LatyUI9IRjM0GZHq7BFWYqMiyKXvBAKFGGEIESkQCpClaYi/qw/2XcW4cq3I0rXI2xsQtcLsggg1U+ddateuXTlw4ABff/01e/fuBeCSSy7hsssuQ9HCDfWKi4vxer1B6YlxcXFVaz0dp9OJ85Swutlcvcvd2YZSoqxKk/L7/Xw76VtWZ69mbe5aElWJDEoaxKLDi6qMGkocJVy35DrmT5kftDHXSDVopBradmtbq+cud5azs3hn0LjP7+P3Y78zrs24sE56tSVdmx52TilWVmsVn65LRygUclvP25i9NbCuKkYRw11976r28SKhCL1MH1bYGRSGKqEYp4zjvTHvcfPSmwN6bg1OHMyszrOQiOr34xOtjGZ65nSGJw/H6/eilWprFe2Ti+Qka5LD1tn1jOlZ57VopBqGJg8NmdoJcF7b86oif0fLjwYIqhPkWfP4es/X3Nn7zqrXpNBWGCCoTuDxeXh23bO8N/a9BjdPPoHVY6XCHd5M5aj5KJMzJjfKc9UVe4Wb47vDpNMV2bGWOVuVqFJppXQbnsy2pcFunymdDSj/5ae0Ho8PR0XlhlqukuBx+/D7/chVkgYbLQgEAjL69mdw2eWsnz+vauNuTE5l8l0Poo2u3UbdUmrit7dfqRJUp7Lk/TdJ7NCpyWuzakIkFiMS1z+VECojRj+88CSm7JMOt/kH9zP38fu59LlXiM/IbOgyQ1JRHP5Qz+N04g3xurcW/D4/tm1FAYLqBJYV2Si7Rp9VokqklqAelIhlTW7QnP68NmGjTgKRELFRgWZYcMZMhDOPeiVoKpVKrr/++sZeS4vwwgsv8NRTT7X0MloFJ9LQZnacybi0cbz0z0vcsfwOPL7AL267x866vHXM0Mxo0PP5/NXb9oayLK8rscpYukd3D1nHc3XXq6s1xpCL5bSPao9epmdw0mDmH5hPkb2IESkjGJgwMGQa2qkY5Aau6nIVD/31UMj5SzteWpXWJxaK6R7TnflT5nOk/Agmh4n2Ue2JVcY2iiAIFy0MR4wyhrv73M3dK4Kt3tO0abTV1044n4pSouTGHjey/PjyoIhchi6DbtGVESW/388PB34Ie5+fD/3MlV2urEpf/Cf/n7DX7jbtpsJV0WiiSi6SIxaI8fhDb2aq+zzVhNvrpsxZhkAgIEoWVWOdY9DjXdWnnzgs7nqvrSkQS0X0Hp+KQAQ7lufgdfsQCAW07xfLgPMzGuTUd6ZjLraz5Y8s9m8oAL+fjD6xdOgfz5Y/skjuaCCjVwwaQ8MieUqtjr6TptNpyEjsFWbEUikKjQ6VXl/re9jNZsxFodOrPS4n5qKCFhdVjUFR1tEAQXUCv9/Hyi8/Zuq9j9ToZlgfEtp3DDuni41DIms9hySn47W6sKwNFhgnsKzPIypJfdY4MQrlYjQjUxDHq6hYloW3zIk4VoluYhukqVoEorPj74xQPfUSVfv27WP27Nns2bMHgE6dOnHrrbfSsWP4L4DmIDo6GpFIREFBYGSgoKCA+PjQ/UUeeugh7r775MbRbDaTkhI5MXB6nfxy5Jew86c2Ifb5fRTZiiiyF+HyuohVxmKQG8IaBZQ5ynB4HUhFUqa0ncLPh4PNGQC6RnfF6/NSYCvgQOkBciw5dDJ2IlmdXK0d+qkYFUZeGfEKL254kWXHl1WlE17d5Wouan9RrSJAscpYYpWxdDZ2xuv31qn/0cDEgYxPH8/io4GpsTf3CG5OKxaKa0yhqw6Tw0R2RTZrctaglqoZmjSUaGU0akn9Tmn7x/fnv0P/y8sbX6bYXoxQIGRE8ggeOOeBetuXp2hSmDtpLm9veZsVx1egkCiYkTmDmR1nBtyzOsHt8/sC+n5UV68kQBC2nq8+GOQGJrSZwC+Hg/9tGOQGdDJdVQpjXcipyGHuvrn8duQ3JEIJ0zOnMzljMvGq0N9boZApakina+AmvClQamX0n5xBt2HJuB1exDIhSo0Mibxlmwi3JBUlDua/vAlr2clDpT1r8ji2o4RRszrxy9vb2Lkim6l39WqwsBJLpehi49DF1i/9rqZm4c3R76o5OLRpQ9i57D07cTkcTSKqohISMaakUXL8WNDcsMuvQR3Vio0qfOBzhD/o8dk84PfDWSKqoLIZsbpfPIoOBvw+HwKx8IxuThyh7tTLUn3mzJn07du3yphi3bp1dOvWjblz53LBBRc0+iJri1QqpU+fPixdupTzzz8fAJ/Px9KlS7n11ltDPkYmkyFrxac9jYHf7yfPmsfO4p0cKjtER2NHOhk6VbthkwglpGpSQzb0Bege0x2oTLHaWbyTO5ffSYmjsuhZLBBzbbdruazTZQERApvHxn7T/7F33uFx1Ofavqdsr9pVlyzZli3Zcq8UY8C40GtCS6ghCSGEFghpJOHknC/JSTiEFEIISeiEktB7M8YUg3HFvdvqXdvbzOz3h5Ds9e7KKitZNnvnusLl+WlnZ/s8877v82zjrs/uYn3LenKMOXxtwtf43Ym/4ycf/ISYtv9K+lWTrsJldLG5fTPffvPbCS1X453j+fPCP/dZfBRaCvnvef/NLeFbCCthrHoreaa8XgVVWAkjCmKCyYEgCMhC/z4ybpObnx7zU66ZfA3v176PUTIyv3Q+eea8BKvxwdISbOFnH/4swa3vtyt/y4/m/Ihzx53bp4ywg7Eb7Jwx5gxmF8zGH/Ojl/TkGHIGtK9uZFFmrGMs/z3vv/FGvV12/AZ3wrycIAicP/58Xtn9Ssp9nDHmjIT31ZzCOQgIKU/w5pfMz6hNe3e1rdZXm2Dq4ja6+eW8X/LbT3/Lb078Ta+h0gdT56/jstcuozXU2rPtj2v+yCu7XuH+xff3eV9mu56pJ5ey9u3kdrqySSO3nU7WidhzD2/r+EghrsXZsbopQVB1E/RGqd3aTumEHGo3d7Dtk0ZmnFo+qEDjwWKy2bHmuPF3JBteSDodjvy+XxQYyVhz0le6DRbLgI0vDn2/Li740S9Y/vhDbF3xAXFNw+pyc9Jl11A2adqQ3GemEI0SxqocQmtTtzCap+UN2fN2uJHsI/O7NsvQI8TTRT2noaKigq9//ev88pe/TNj+i1/8gscee4ydO3dm9AD7y1NPPcWVV17J/fffz9y5c7nnnnt4+umn2bJlS0or+IPxer04HA48Hg92+9A6+wwXW9q3cM0b1+CN7u9tdhvd/PPUf/baxvXGnje4bdltSdvtejvPnP0MxdZian21nP/C+SnzeX4z/zecOfbMnn9/2vAp33zzm0knv/OK53HeuPO467O7yDPnce2Ua5mWP42wGubCly5MMM7oZsGoBfzqhF+lPcFXNRVv1IskStj1fX8dmwJNrGpaxQs7X8Akm7h0wqWMc47rd/vccBKPx3l88+P878r/Tbn+n7P/Q6WrcpiPanC0hlr56Qc/5aP6jxK2u41uHjvjsYR5vkA0wPM7nuc3K3+T9LcPnfYQox2jM3psL+x4gY5IB+W2cmr9tbiNbuLEuX/d/ez27uaFc1/oc3ukoircu64rwywVvz7h15xVcVafjy3ojbLu3RrWv1ODEtMQRYHxcws49rwKrNnB5xFPOBDjpT+tpXlP6rk9d4mFsdPzWPnKHpwFZs7//gzMh3FOLh6Ps3f9Gp799Z0J1uUAC7/5XSadtHDITByGk7a6Gh76/nUp1479yiUc+5VLkaTE6mrQ00nI74N4HKPVhsU58BbkaDhE0ONBUxR0JhPWHFefsh81X6yrci6Lh2V+KdYcpPlPa4jHEt8bcq6J3G9NQR5BM55ZsvRGX7VBvytVDQ0NXHHFFUnbL7vsMn73u9+luMXwcvHFF9PS0sLPf/5zGhsbmT59Oq+//nqfBNXRSHOwmRvevSFBUEGX4cRty27jgSUPpBUMxxQeww/n/JA/rflTjxNchbOC3534O4osXfNEy2qXpRRUAH9Z+xeOKTqGXFMubaE2/t8n/y9lNeHD+g+5YcYN/OvMf6ETdTiNTgA+afgkpaDqvt+OcEdKUVXnr+OlnS/x1t63MMtmrph0BTPyZxzSQa8x0Mi1b13LLs+unm3v7HuHM8acwe1zbh82YaVqKr6oD1mU+1QVag218uim1BlhAM/veJ7b596eyUMccnJNufzPvP9hZePKHkv1JeVLOHfcuUkVSovewjnjzmFmwUye3vo0TcEmTiw9kRNLTxxwK2Vv2PV27vjwDnSiDpfRhT/m7zEXEQWxX6YindFOXt/zetr1F3a+wCllp/Q5c8ts1zPnzNFMOqGYWERF1kuY7Tp0hi9nvokaUwl4o3iaQ6iKRk6BGbNdj26E5r2IkoBOn771UWeQUA48QT3MnVOCIFAyYRKX/+8f+PT5f9O8ZyeOgkKOOf8i3KVlR4WgArC5clly7Y28+bc/dbWsfUFx5USmLTo9QVCpikLL3t28cd89tH7RtpdTVMKp37mRgorxA7JA1xtN6I2J1VwtrBCPaQgGCfGg94zqixLa2IZvWQ2qJ4q+1Irj9DHoii2Iw/hdILtN5H9vOp439hDe0oEgi1jmFmA9oSQrqLIclfT703XyySezfPlyxo1LtFz94IMPmD9/fsYObDB873vfS9vu92WjLdRGY6Ax5dr2zu10hDvSigWn0cnFVRdzStkpdEQ60It6XEZXwt9vaUvtqghQ66/tMbnwx/wJYuVgVjev5vLqyxO2tYdTO5lB11xNqvynGl8Nl796eU8rIsDa99aysGwhPzv2Z2kfq6qpPL/j+ZTH+OruV7mw8sJhEVX1/npe3vUyb+99G4vOwuXVlzM1b2qvglCNq3RGOtOuNwWb0OJaRmeLhoM8cx5njD2DuUVz8Uf9fN76OQ9tfIiTS09mXM64hBksm97GRPdE7jj2DhRNGdJcqEpXJUbJSFgNJzk7Lhi1AJex78GiAgJ6Mf1Jll7U9/t1k3VSRtrpIiEFJaqi00tIskDwi6veOoOE6QiYE4hFVfZtaOPtBzf1CBFBFJh9RjlTTx41Io0w9EaZaQtHUbetM+X6+DkFrF/a5cg58fiiEfE66AwG8srHsOQ7NxANh9Hp9ehNQxO8fbjQm0xUHT+fkgmT2L1mJSGfj9HTZ5JTWJxUgfK2NPPUnT9Cie7/fepoqOPpX/6UK377R9ylZYM6FjUUQ2kI4n13H2pHGF2JDduCUuRcE6JOQg3G8Ly+m+Cq/QYi0X0+Wu5fj/vKakwTh6/rQpAEdAUWXBdVdc1XCSBZdAjykfVblCVLX+m3qDrnnHP44Q9/yKpVqzj22GOBrpmqZ555hv/6r//ixRdfTPjbLIeXVLlHB5JKmByITtL1ap4wPX86z+98Hui6gn959eVMcE0gqkax6W1IQtcVNFmUkQQJNZ56cDVVi16FI30ApV1vx6JPtDOPKBH+8fk/EgRVN+/se4crJ12ZVhi1h9t7dZx7etvTTM+f3i+Tiv5S66vlslcvSzj+z5o+Y0n5En56zE9xmVKfrFt1VuYUzumxvT+YReWLDpugCkQDtIXb8MV8WGQLLqMLu6Hv7ZiBaICl+5byyxX7243/teVfVDoruXfRvUlzgZIo9ds1r78UmAr40yl/4rvvfDdhDrDcXs4PZv+gV5v9g3EZXVxcdTG//vTXKde/NvFr/Q68HiyRUIz2+iArX9lNoDPCiZdWsXNVE5s/akCJauSV2Zh/8XhyS23oDCPXUMLXGuL1BzYk5MbEtTgrX95Dfrmd0VP6n/02HBSMsVMxM4+dqxNnUUZVu5B0Ep7mEI58E+PnFCAcxnmqg9EZjOgMI88MJVPojSZcxSW4itMHtauqwvp3Xk8QVN1oqsLKl55l0TXXIQ+wgqdFVYKrm/G8tP/in9IWJrShhdyrJ2Mcn4PmjyUIqgPpfGEnuhIrsn14q0SiUUYcodXhLFkySb/f5d/97ncB+Mtf/sJf/vKXlGvQ1Ragqr1b/GYZenJNuYiCmNJNzSAZcBgGF0x6bPGx2HQ2JFHi1/N/zd/W/417194LdLVCnVNxDjfOuJEcQw6LyhclueABSILEzIKZSdvzzHkcW3RsygDd703/HvmmRAe6zkgnr+1+Le2xvrDjBWbkz0i5FidOTE1vOR1RehefgyWiRHhg/QMpBeGbe9/k8urL04sqvZUbZtzAh3UfJll9F1uK0z7moaY52Mzdn93Na3te63n/zS+Zz8+P+3lak5S2UBu1/lrWNa8j15TLRPfElO+ZbZ3beGjjQ3x/1vcTzESGA1mSmVkwkxfPe5HPGj+jzl/HzIKZVDgr+u2KKAgCi8oX8dKul5Iy204ZdQoTXMPrqKoqKrvWtPDuI10V6AWXTeCDp7bRWrs/ULhln49n71rNBbfNpKjCOazH11c0Lc7G5fUpgzgBPntlDwVj7COi0nMwZruBEy+pYtrCUWz+qIG4Fmfc7AIi/hifL6vjpK9VMnpKbkbCkY80/O1tqIqCpJOxOA89VzTcxMJh6rZsTLvesH0LkVBo4KLKH8Pz6u4UC9Dx7+3kXT+NaJ0/ef0L1M4I8ZACwyyqsmT5stBvUaUdJRapXxbcJjcXV13Mv7b8K2ntm1O+OahcHYAiSxEPnvYgm9s38/tVv0+yWn9+x/MYJAO3zr6VW2bdwsbWjdT69wfKCgj8ev6vUx5HjjGH/3fC/+Pv6//OszueJaJGcBvd3DDjBk4pO6XfFQmR9NUap8HJktFLUj5PAOePP39Iq1SdkU5e25NeEL608yWm509Puz7GMYZHz3iU33z6G9a1rEMWZU4fczrXT7u+X7bcmSIQC3DPqnuSHPyW1y3nx8t/zN0n352UHdUUaOLWZbeyrmVdzzadqOPO4+9EEIQkcf3s9me5atJVh+Xx6SU9pbbSpADsgZBvzucPC/7A562f8+z2Z9GLei6uupjxOeOH3SAl6Imy/KntAJhsOiRZTBBUPcThg6e3c9YN00akMNEUjc6mYNp1X3sYTRm5v2Vmux6zXZ8gWiNBhbLJbowZMhxQFZVAZ5TmvT6C3giFYx1Yc4yY++lcpkRVgt4oSlRFNkhY7HokXWYrmEGvh12rV/LR04/ja2vB5s7luK9+jYrZx2C2D+7CYCaRdTrsufk0bN+act3mykPWD/zzEmsNgZr6SoHqiaCFVcRDVY+lbOtdlixDRbYee5Rj0Vm4duq1lFpL+fvnf6cj0kGeKY/vTv8uC8sWDnr2RBREqlxVxLRYgqA6kO6T31JbKQ+d9hAb2zayvG45RZYilpQvocBSkLbFKd+cz62zb+WqyVcRUSOYZBP55vyU7WxOg5Ozxp7F09ueTrmvc8alb0fVS3quqL6C13e/TkekI2Ftcu5kqt3VaW8LXYLAG/WyvG45YSXM/NL5lFhK0laXMo1e0jM5dzL3LrwXf9SPKIg4jU5M8tBZVYeUEL6oD0mQkk7+20JtaS3RP2v6jPZwe4KoiqpR/rnhnwmCCiCmxfjFR7/g9yf/PklUhZTQIQOkM0FUjdIQaOCNPW+wvWM7swtnc0LJCRRbijN2pTzfnM/CsoWcUHwCoij2hEIPN0FvjFikq8PAVWShaU9qoxiA5r0+YhEV08Ad9gHwd4aJBBQEAQwWHZYMDLBLOpGicU72bUo9l5k3yoZ8hJl3GMyZO15VUanb5uHV+9ajHmB8UTzeyZJrJmHpo1NkwBNh1Wt72fRBPaqiIetFppxcyvRFozBnqBqiRCOse/NVPnrm8Z5tvrZW3rz/jxzbcjFzz7toxITgynoDs846n60fL0+5Pve8CzEMYt7sUF3cghZHV2gBWYAUeXWGsQ4ESSC4vgWlI4y+1IYuz4SUrVxlyZIRBvQtvXLlSpYuXUpzc3NS5eruu+/OyIFlyRxuk5uvT/w6p44+lagWRS/qyTfnZ7R1ojmYuocbuk6Mg7Guq8YFlgIKLAWcUnYK0JWvVOOrIabGcBqd5JpyMUiJX/AG2dAnFzeDbODqyVeztGYpLaHEeYRTR59Kma33AeFSWylPnPkET255kjf2voFRMnJx1cUsKV+Stq3LE/Gwx7uH92ve52+f/61n+33r7uPEkhO5c96dfaoGOg1OTh99Os/ueDbl+tkVZx9yHwAOg2PQLZ2HQtEUanw1/P3zv/Nx/cc4DA6uqL6C+aXzeww1/DF/r4KnLdRGhXP/zFxrqJVnt6d+7IqmsNuzmzH2Mez27m99mZE3A4vc9/mlgaBoCquaVvHdd77bY7ry+p7XsevtPHjag1TmZNaqfigNNvqCzihyyhUT0Rm6zCkiQQVBqCNV8IbOICEO4jskFlFp2Olh6aOb8Xd0tdc6C8wsumoiuWU2pEFcURcEgfFzClj9xt4ekbh/EeacPQaDKXMiJRyIoSoaepPcq3vfSMHfGeWVv6xLCoqu397Jmrf3cdx5Y5Hk3h9HJKjw4TPb2f7Z/u9+Jaqx5s19xMIKx39lXEZcJwOdHXzy3FMp1z594T9MXrB4ROVhuYpLWPiN61j68N/QvhiBEASR4y++jPzRYwa1b9ltAlmEFFVW2W1ENOsQzRLuSyfQ9vhmOODPRKsOx9ljabl/HeoBOWhyroncayYjH4XtpEpHmMgeL9E9HuR8M8YJLmSnASFbrcsyRPT7G+9Xv/oVd9xxB1VVVRQUFCScmI+0/uYs+5FEqV+BpP2lwJx+37IgY9IlVkzi8TjbOrZx67Jb2evtsp01Ska+O/27nD/u/B5b9f5SaivlsTMe4409b/DGnjcw68xcUX0FU3Kn9KlqVGor5aaZN3HlpCsRBRGXMX3fvqIpLN23FLvBniCounm/7n3e2fsOF1ddfMjPhkE28K2p32JZ7bKkuarF5YsPKQiHk92e3Xztla/1WOm3hFr4+Uc/Z0HpAu48/k5cJhcWnSVtIC+Q9PqqmprWmh+6jEQODEuWBInb596Ow3hoAemL+GiPtFPrr8Wms5FvzqfAXNCn76uWYAvff+/7PYKqG2/Uy4+X/5gHFj8wbNXIoSbki1K3rZOVL+8m5IuhM0pMOamURVdX885Dm9G0xNdy4glFmOwDr6h5moO8/Ke1CYKtsynIc3ev4ZKfzcWZPzgHOZvbyPm3zuDthzbTXt9leW9xGjj5a1XkFGbGnS7kj9K8x8tnr+0l6OlqoZt1+mgcucaMt8BlkvptHUmCqptNy+uZdsoobK7ejz/ki7I9jSHCpg8amL64DEfe4EVVyOtFVZSUa5qqEPB0jihRZTBbmHTyQkZPn0nrvj1omkZ++VjMDid60+A6B0SrjpwLxtHx9EFdIbJAzkVVPaGzhsocCm6ZRWh9K7HWEMbKHPSjbLQ9vilBUAEorSE6X9yJ6+Kqo8JMQgspaMEYWlQluteH/4M6lNYuwy7Pq7vJ/cZkDKO7KnZZsmSafn+C/vCHP/DPf/6Tq666aggOJ8uRSoG5gDGOMez2JA/RnlVxFm5jYntYfaCeb7zxjYT8rLAa5u5Vd1NoKeT0MacP+FiKrcVcOelKLhh/AZIg9Snr6UB0ko4886GrSy2hFlY0rOg1l+jRTY+yqHzRITOyYH+l7OVdL/PW3rew6CxcUX0FU/OmjpgTd1/Ux+9W/i6lAFpau5RvBb6Fy+TCZXBx0qiTeK/mvaS/m+iaSK4x8fkwySbK7eU9AvtgZhXM4s09bwIwu2A2t82+LaHSlY7WUCt/WP0Hnt/xfM82t9HNvQvvZaJ74iFdEev8dfhjqQe/t3VsoyPSMWJem8GgKiqbPqxnxfP7XcViYZXVb+xl3Kx8pi0axZo39/Ws5Y2yMmNR2SGrGemIhVVWvronZQVMjWls/qiBY84egziIK8qiKJBXZufcm2cQDkSJa2Aw67A49Rm5ABgJxVjz5r6E58XbGmbHqmbO+/6MEWviAfRUBlMRi6hoaeZ2DiTkj6Y1AtG0OJGAAoMb2QVA0vUu3AeS+zTU6AxGnAVFOAuKMrpfUSdhmuRGd+OMHrGgL7djOaYwodIk6iTEPDO6hfsvxoW3d6A0pJ4zDG9pR/XHjnhRFftCIEa2d0Ac5Hwz9sXlBNe3EN7YBmqctkc2UXDLTGTn0VeZy3L46fcnSBRF5s2bNxTHkuUIJtecy70L7+X7732fLe37s6sWlS3ihhk3JIWXrm5anRRI3M2f1vyJOQVzyDUP3PJYFMQhb4PzRDwIgoA3kvpxQJcBhar13QWz2FrMNZOv4aLKi5BEKaE6c7hRNIXOSCcfN3yc9m+W7lvKlNwp2Aw2fnrMT4kokYS/r3ZVc/eCu5OESK45l9vn3M7171yftM/KnEqqXdU8cvojaGiYZXOfXltVU3lu+3MJggq6gq+/+eY3+c85/zlkW2lv1TMgqYKVScKBGNFQ1/4NFl1G29UOJuiJsuq11IJ2x6pmLvnZXMwOAyFvhLJJbpwF5kHNPkUjCi37fGnXG3d6UKIaetPg23S6TR8yTdATTRBU3WhqnPce38q5N88YkvvNBEXjnEBX5a76hGJcRRZiYYVtnzXhaw8j6w/9vOsPcQIuZ8hu32R34CwoorOpIWnNnleA2TFyjCqGA9Egoy+24rxgPMQ0BL3Yp3Y2LZDe3ZY4oI5c45a+oHSEafnrOjT//sepNAdpf3IL7surie72oAUV4hEVpT2cFVVZhoR+/0rfcsst3Hvvvdxzzz1DcDhZjmRG2UZx/6L7aQ+344v5yDHk4Da5UwqDz1s/T7ufGl9NQv7PSEUv6tnSvoXzxp3HuzXvpvybY4uO7VOlrDnYTFgJoxN1uE3uAbc/DgXBWJA6fx2Pb36chWULkUU5rZg40HCk0FLIb0/6Le2hdtrD7TgMDtxGd9rKzpyCOTxxxhP86tNfsaF1AzpRx5ljz+T66deTb+mfVTl0VRIf2vhQyjV/rCtM+FCiqsxWljaSIMeQMyTCXVM12hsCLH9qO/XbO0GA0ZPdHP/VceQUDM0MWTioJM8eHUCgM8L0haMydn+yTsTmNuJrSy1aHfkmJN3Innto3pP+Ykp7fYBIMDZiRVVOgZmpC0sprnCy5q19rHx5N0aLjonziph/4fg+CWaTTUdOkZmOFNWPgjF2TLb0FaZIMEbYH0PT4uhNcq/3Z81xcfatP+GZ//ox4cD+qrHBbOHc236CNWd4HTJHCqIsds1X9RG5l+8O0aJDOMKMWw4mstOTIKh6iIP/o3rMswrwL6/r2tTLd12WLIOh35+i2267jTPPPJOKigqqq6vRHVSaf/bZ1MPmWb4cuEyuPrVD9Za/U2Qpyqh9uTfipT3cTkSNYNPbyDPlJbTsBWNBmoPNvL3vbZoCTZxYeiKVOZWHnEHLMeagE7vCkQsthTQGGhPWdaKO66Zf12sYrDfiZUXDCu5edTd1/jpMsokLKy/kyklX9jvzaCiIqlE+rPuQW5fdSpw4Wlxj4aiFvLE3OTsK6DEg6cZpcOI0OBnL2LT30RZqY1fnrp7w5Rtn3EiJtQRZlHEZXQMOv41psbTVUIBdnbvSrnXjMrq4atJV/HPDP5PWfjj3h4OOJEiFpzXMf/53FUq3K1sc9nzeRsMuDxf9eA723Mw7OsqHEDCZdJ7r2p+OOWeM5oVta1OuT11QitSPE8bDwaFaE0fyjLHFaWD0lFxe/MPanha+cKCrnbG1xsfib0zCZOtdEJrtBs74zlRe/OPaBHHsLDCz+JpJaa32O5uCLHtyG7Wbu5wZHfkmTrqkksIKR1pji7yy0Vz+v3+kfttmGnfvpGD0WIqrJmJ3Z/7zd7Qi2fUYqpxEtnYmrdlPG90zj3UkEtfihLckZzx2E63xYZ7+xXtFADlv6Fxxs3y56fcv5Y033sjSpUtZsGABbrd7RP9wZBm5HFN4DGbZTFBJvsr53Wnf7dNMU1+o89Vx58d39thxm2Uz35n2Hc4bdx45xhxCsRDv1rzLT5b/pMdU4cmtTzLaPpq/Lf4bRdb0PfE5xhx+M/833P7+7fziuF/w/I7neWffOyiawuyC2dw+53bKbeVpbx+Px1let5wfLf9Rz7aQEuKRTY+wtWMrvz3xt7iMh3depzXUyk8//GnPc/Pa7tf4wyl/YG3LWpqCTQl/+52p30kKZD7k/oOt3PnxnSyrXdaz7ZXdr3Q5Jx5/54AFFXSFWxeYC5KOs5tJuZMOuQ+r3spVk66iMqeS+9fdT52/jkpXJTfPvJlqd3W/s9IOhRJVWff2vv2C6gAiAYUdq5qZsbgMQczs967JpqewwkHjzmQLdbND32eL7f6QO8rGcRdU8Mnzu3pMMCSdyCmXTxgS4TgQYhEVJaai00vIB7n65Y+2IQiknAsrGGPPWJ7UUBD0Rvngqe0pZ6JqNnfgaw8fUlRBl4D6yg9m4W0L4W0N48gzYXMb01aefO1hnvu/1QS9+80SPM0hXvzTOr5y+ywKx6Su/AqCgD0vH3tePhPmndTL4/Lgb2tl99pVSDodY6bPwpLjwmgZpO//UYBk0eH6SiW+D+oIrGggHtWQHAYcp5VjqHJl/DtlOBFEAakX90LRqkP7opXaMrcIaQRm62U5OhDi8VQ/Cemx2Ww8+eSTnHnmmUN1TIcVr9eLw+HA4/Fgt9sP9+Ectaiayub2zdy09KYeO3ZZkLl68tVcVn1ZRsREc7CZb7zxjZTmB3cccwcXVl1Ira+Ws58/O2V713njzuOnx/z0kCf2Df4G1resJ6SEGJczDovOQo4h55AtfE2BJi595dIk+/dunjnrGSa401f0hoNVTau46vWrErYVWgr58dwfs8uzi88aP8NldHHphEsps5f1ux3u7b1vc8t7t6Rc+7+T/o8lo5cM9NCJx+O8sOMFfvbRz5LW8s35PH7G4/0KDm4LtRHTYhgl45C1ZwY8EZ793Wq8X7hVHUzROCdnXj91SOarPC1BXrgnsepgMMuce8sMckutQ3IBLRpWCPlidDYFECURR54Js0OPfJid8yKhGB0NQVa/sRdPS4i8chszFpfhyDP1HFs0rLBlRSPLn0x0YtMZJS64bSa5pSNnHvJgOpuDPP7zFWnXj//KOGYszrzj6JaPG3jn4c0p10oqnZx27ZQBi9FAZwfvPfJ3tny4LGH7cV+9lJmnn4PROvJeDzUYQ+2IEFjTRDysYp6Wh67AMqRVo7iiofqjxJU4gl5EPkoyqmJNAZp+vzrlmv200UR2d2KamItpsjsrqrL0m75qg37/MrtcLioqDu26lSVLb0iixCT3JJ448wnaQ+2E1TB5pjxcRleSqcVA2efdl9ZN7i/r/sLCsoWsaFiRNk/plV2vcN206w45d1NkLeq1opUOf8yfVlABbG7fPGSiyhP2ENWiWPXWXgOCU5lsNAYauWnpTVS7qvndSb+j2Fo8oHZNX9THY5sfS7v+2ObHOLb4WOz6gV3cEASBk0adxG2zb+Mva//SUxWdnDuZX5/w634JKqAn4FjVVBoCDdT56vBGvYxxjMFldGVkvkqSRUxWXVpRZbbrkOShuaLsyDNzwW0z6WgK0lrjw5lvJrfUitVlHLKOBL1RRm+UcYygdpxYVGXHZ8289/jWnm3t9QG2fdLEOTdOo3RC1wUfvVGmam4BhWPsrHu3Fl9bmFETc5hwfBHWDAQYDyWiJCCKQpJNfjdGS+ZFezweZ+/G9C1aTbu9KFEVBiiqajauTxJUAB//+1+MnjaL4srDe4HqYNRgDN97tfjfr+3ZFvysCX2ZDfdlE4cskFeQxSEzaYhrcVRvBC2ogCggWXRIfah4ZgLJaSDnoko6/r0tIZ/LND0P87RcLDPzEW2Zcf7MkiUd/f7mvPPOO/nFL37Bgw8+iNmcmZPfLF9OBEGgwFzQa8bVYDjQhfBg2sPtRLUonZHOtH8T02Ko8aEbaNVL+rQmCMCQtP61h9tZ27yWBz5/gNZQK7PyZ/HNqd+kzFaGXkr+8Su2FqMTdSmNQ5pDzRgkw4Dn39S4SkhJLR6gqxWyP86Jqcgx5nD+uPM5tuhY6vx1CILAHs8eltYs5SzdWf1uM1U0hY2tG7n+3evxRPa3yp0x5gx+MOcHfbLO7w2jRceMU8t4/f4NKdenLRw1pFUca44Ra46RUROOfJv4gRLyRln+1Pak7XEtzruPbOGC22dh/aId0mDWkV+uY8HlE4gEYkSCCjtXNaPENMonubG6DGlniw4nJquOiln5bF+Z3BoriALF450Zv09BEHoVz2aHfsAtaCGfl5UvpZ/nXv3ai+SPrUCWR05LptoWShBU3UT3+QisacY2v/SIasnTwgrhrR10vrCjS1TRNbvkumQCuiLLkD8W0SBjmpyLodxOpMZHPKxiGG1HtOmRRnArbpaji36fDf3xj39k586dFBQUMHr06CSjitWrU5dfs2QZbkbZ0ruVmWQTAgLHFB3Dn9b8KeXfVOVU9WoyMVhcRhcLRy3krX1vpTy+8TnjM3p/3oiX+9ffzxObn+jZ9sruV3hj7xs8fNrDTM2bmnQbt9HNrbNv5Tef/iZhu4DAfx3/X4My07Dr7Zw2+jQ2tW1KuX766NMHXf2Jx+OsaFjBrctuTVpb1bSK/5733+QYc/q8v6ZAE99661tJYvDV3a8y1jGWb0755qDnrIrHOZlwfBFbPkq0kJ59xmhyCofu/ZilC29rCFVJfaHD1x4mHIj1iKpulKjK5o8a+OSF/eYnn7ywi4qZeZx4cSXmEVa50hlkjj1vLE27vYlVUQEWXV2NuY9VkoAnQmdTkH0b2zBadYyekovFaUhrt151TCGrXt+bcpZr5qnlA7bpVxWFkC+9KU3Q04mmKHAYRJUaUkDREPQS4hc283Etjv+TxrS3CXzcgHlG/hHVmhdrCND+r8QLmUpLiJb711Nw80xk19BbmIt6CdFtQnaPnMp3li8X/RZV55133hAcRpYsmacypxK73p7SAe6iqotwm9zoJT2zC2bzWdNnCesCAj8+5sdDahRh0Vm4bc5t7PDsSAhNNkgG7l14b8bd/1rDrQmCqhtFU/jlx7/kb0v+lvR4TToTZ489m6qcKu5ffz81vhomuCZw7dRrKXeUD6qVQhRETh19Ko9vfjzJTCLfnM9pY047ZDjvoWgONvPblb9NubasdhktwZZ+iao1zWvSVtce2fQI5447t99thQdjsuk5/oIKpp0yippNbYiSwKhqNxaHHlES8HdGkCShT0YCWQbAId7SqZY9zaEEQdXNztUtlE/JZeJxmQ2BzQR2t4nzb51Byz4feze2Y8sxMHZGHtYcA7o+ZEz5O8K8dv+GBGv5j57dyYLLJjBuVn5KYWV1GVlyzSTefnBTQsBw5TEFjJk2cHMio8VC+ZTpbFiafIEKoGL2MegMw5tLpAZjxOoD+N7dh9IZQVdiwb6gDDnXhCALPcYJqdAiatpg5aFCCyuogRjxoIJgkBAtuj5XeNRgDM8be1KuxaMqoQ2t2E4szeDRHh6659FQ4qATkezZdsIsifRbVP3iF78YiuPIkiXjFFoK+fuSv3Pd29fRFt7fy3/KqFO4ovoK9JIet8nN/574v/x72795fPPjeKNepuVN4wezf0BlTuWQH2OxtZh/LPkHu727Wde8jhJrCVPzplJoLsyorTzAmqY1ade2dmzFG/GmFJF2g53ZhbOpclURUSKYdKZ+V/CiapSOcEfP/rrnuIqtxTxy+iM8vvlxXtr5EnHinDn2TC6vvvyQs2x9IRALpHX/A9jUtolKV99f53QzegDeqDdjYcAmqx6TVU9uaZdrmaqoeJrDrHx1N/XbOjHZ9Mw8tYzSCa4Rm4V0pGJ3d2VkqSkcGG1uY5KRgqZqbHgvuY2rm3Vv76O0Kgdbhq/Ux+NxAp0RAp0RwoEY9lwTJpu+X0YP3e2e/RU0qqLx+Xu1yVldcVj66BaKKhzoC5O/v3R6idFTc/nancfSss9HNKxQOMaB2dG/4z4YWW9gzjlfYcuH76NEIwlrZoeTcXOOG9aTXy2qEvysCc+r+y+Wqe1hwhvayL16EsZKF+ZpeYTTzJiZJuQgDmHY98Go3iie13cTXNPcI+b05TZcF0/oU4UpHtOINQbSrkf2eLDOK+5TSPFIRfVGDnJO1GM/bTTGKheSefgroEpnmLiiEVfjCJKAaOq7CM4ydAz4U7tq1So2b+5y8Zk0aRIzZszI2EFlGXlElAidkU46Ih0ICNgNdlxGFwZp5LYnCILABNcEnjzrSRoCDXgiHkbZRpFrzMVh3N9Wlm/O59tTv81Xxn8FLa5h0plwGpzDdpx55jzyzHnMLZw7pPdzYDZXKg5VFbLpbSmDnA9Fvb+ehzY+xEs7X0LRFBaXL+Y7077DKNsoBEGg2FrMzTNv5spJVxInTo4hJ+V8V1/pjHTSHm4nGAtils1cVHUR/9n2n5Tzcf2pUgEpWyS7KbGWDNnnobU2wLN3rUJTus54gt4ob/1zExOOLeT4r44bkXM7Rypmh56TLq3k3UcSW5lESWDhlROT7OVVNU7gAIvwgwn5Y10GDBkkHo/TVuvn5XvXEejcf98VM/OYf3HlgNvo+krIF2XDsrq067vWtDDr9NQXXnR6CUeeKePmJI78Qr72P3ex9OEHqNm4HkEUGTfnOOZfeiWOvOHN/NN8UTyv70leiEPHf3aQ991p6MvtyHkmlJbEyregF7EtKEPUD48DphZV8b67j+Dq5oTt0b0+Wh/eSN43pxzSbEKQBOQcI7GG1MJKV2Dpt6CKqxqqL4rSESEeUdHlmhCtOsQ0raVDiRqI0f7sdiJbOvZv80TpeGobzgvGY5ldMGzzb2ogSnh7J7539qG0h9Hlm7GeUIIWjGGalDssbZZZ0tPvd2dzczOXXHIJ7733Hk6nE4DOzk4WLFjAk08+SV5eNozvaMMX9VHjq2HpvqW8vPtlQrEQxxYdy5WTrqTUVjqgE+3hQhAECi2Fh2zJkkX5kGG/w0lbqI1aXy0rGlbgNDo5rug48kx5mHQDPxGZnjc9rTHG7ILZGXGvO5gGfwNXv3419YH6nm0v7XqJZbXLePKsJ3vm3nSSLiPtjnW+On68/MesaemqykmCxBljzuB/5v0PP/3wpwmP3SgZ+z23Nj5nfMqgZ4CbZt6UsXy1Awn5o7z/r609gupAtqxoZNqisqyoyiCyTmLsjHzcJVZWv7kXb0uY/HIbU08ZhSM3+YRFp5cYPcVNzab2lPsrHuck0kur10Dwd0R44Z61hAOJBjI7V7dgyzVy7DljkeShOymPxyEaTi8Ug770InOokGSZvPIxnHPrT4gEAgiCgNFqQ28a/vmaWGsI0jgrqp4IWkhBX2gh95rJ+D+qJ7CyiXhUxVjtwrF49LDOBGn+GIGVqee7lKYgqidySFElWfXYF5XR9mgKu3xRwDyzf9/tcUUjssdL22ObiHe/zwSwHl+MbcGoYbdEV33RBEF1IN7Xd2OsdA6Zo+KBaBEF/4f1+N6t6dkWawjQ8cw2HKePxrtsH45Fo4fNcTFLMv2uxd5www34fD42btxIe3s77e3tbNiwAa/Xy4033jgUx5jlMNMUaOJXn/yKv67/K7W+WtrCbbyy+xWufuNqGvwNh95Bln7RHGzm1vdu5bLXLuPPa//M/6z4H85+/mze2fcOwVhyWHJfcRvd3D7n9qTtdr2dO469Y0hE1Yd1HyYIqm68US//2vIvYmqyq+BAaQ21csO7N/QIKuhyGHxp10usbVnLBeMv6NmuE3X88ZQ/kmfqnwgqtBTyzyX/ZHbB7J5tdr2dnx37M44rPm7wDyIF0aBC815f2vW6ralP5rMMHINJJr/czqIrqznnxmmccHElriILUhrnxVHV7pRtmJIsMvH4opQBwYOhrc6fJKi62bisnoAns6LG3xmmozGAtzVELKyiM4gUVqSPOhg9eXAumIPBaLHiyC/Anpd/WAQVdFVuel3/4r+y04jj1NEU3DyTwh/MwfXVKnT55kPePpNoEQXU9G9QpTOSdu1A9KMd2BaXwQEVG8Eg4b6yGqmf4eFqZ4TWBzfsF1QAcfB/WE94S/L3ndIZIbi+hfZ/b8P7zl5izUG0DFaHlV5aG7WgQjwydC7BCffl77LhT4V3aQ3Gipyuma8sh41+V6pef/113n77bSZOnNizrbq6mnvvvZclSwYe1JllZNIcaGZH5w7WtaxLWgvEAvx1/V+587g7sRuyQcmZQNEUnt76NKuaVyVs1+IaP/ngJ7x43ouMdowe0L4tegtnjz2bGfkzeHzz4zQGGjm++HhOG31aRuaXDiYYC/LantfSri/dt5RvTPoGueZDn4BpcY2WYAu+mA+DaCDHmINVb034m6ZAE9s7k62wAZ7b/hzPnP0MBaYCcs25HFN0DAXmgkO2RKZilH0U9yy4h45wB1E1ik1vI9+cP2jXv7SIQtdZWJrznnQn+lkGj6yXkPvQhmW26VjyzUmse6eGPZ+3EdfiFI1zMGNJOZ8vq+WkS6syelzpcswAYhEVNZYZFRcJxqjZ3MGH/96OvyOCIApUzMxj3gUVnPDV8fznt6uSBKOrxIKr+MvjUqn6osS1OIJeQvpiDkp2m0AWIYWLpJxrQjxg9kWQROQv2jVVf5SYJ0Jc1bpmZOwDt5nvK6JBAklIK6zkPraSShYdthNKsEzPR+kII8giksPQ9Rj62foX2tSa9ni879ZgqMpBtnUdl9IeouX+z1E9+8Wf9+19uC6dgHGiCzED34+itZffCQEYplkxxRNNWwGNh1UQBFRvFEaeL86Xhn6LKk3TkmzUAXQ6HZqW2oY2y5FLZ6STZbXJgYrdLK9dji/qy4qqXtDiGs3BZur99fiiPsrsZbiN7pTPWVu4jX9t+VfK/cSJ886+d7hmyjUDPha7wU61oZo7j7+TmBrDKBsH7bCXDkmQkoTPgZh1ZkTx0PftiXhYVrOMu1fdTVu4DQGBk0pP4kdzf0SJraTn7+r9yRWxbqJalH2+fVxYdWFPiO9gcBgcQ1LZS4XRoqO82p06OFWA0qr+zYUdjKJoqDENnV5EPIIHyQ8nBrMOm9uIq8RC5TGFCEBrrZ+P/rOdJddMTprDGizukvSfK6NVh06fmdexblsnbzywPzMtrsXZ8VkzbXV+zrlpBhf8YBYfPLOdpt1eZJ3IxBOKmbmkLOOPdySi+qKENrfhX1aL6ouhL7fhOHU0cr4Z0arD9ZXxtD+1NfFGsojrosqk9qx4PI7SFKT9qa09c0miRYfznAqMVTlDOkckWvWYZxYQTNECKOeZkJx9byUTDTKiQR50+2KsMX1HhtoZhi8KQ1pYofPlXQmCCoA4tD+5lcLbZiG6Bl+tlHNNCEYpsXL2BcYqF1JvoiuDCLreP9eCCFLWuOiw0u9P6imnnMJNN93Ev/71L4qLu65u19XVccstt7Bw4cKMH2CWw0dEibDHu6fHqS0Vekk/dFfojwIUTWFT2yauf+f6hKDhs8aexa2zb00Ki9U0LaUFfDe9Odn1B52oQycO7Q+BQTbw9Qlf591976Zcv2ziZX2yrP+k4RN++uFPe/4dJ857te+xy7OLB097sGcWq9Cafm5OFmXUuEpLqCUjomo4MZhkTrhoPM13eQn5Elu+5n1l3IDd/yIhBW9LkLXv1OJrDVE03snE44uwu40ZF1eRYKxnBsdk1fWp+jMYVFUj5I0Sj4OsF4dl5szuNjHlxFI6m4O01vopGG2n+oRirDmGjDvPOfPNOPJNeJqTK1ZzzhyNOQOiJuCJ8OG/d6Rc62gI4mkOUlKZw1nXTyMaURDELpt/WT76hbkaiNH5ym5Ca/ebO0S2d9K8Yy2535qCcawTY7WL/Jtm4P+wHqUthL7MjmVOIXJO8mujdkRovn898QNm77RAjPZ/bSH32137GypEvYR9cRlaRCH8eWtPRVxXbMH99YlItuEXyIaxziTjjG50hRYEuevzpAUVwpvTtD9rcSL7fMgZEFWS3UDu1ZNp/cfnxKP7iwdyrgnnORXDZp4h2XSIZrknXPlA5FwTWkRFn52nOqz0+53w5z//mXPOOYfRo0czalTXkHlNTQ2TJ0/msccey/gBZjl8SKLEmqY1nDn2TJ7Z9kzKvzl/3Pm4jUfWSepw0hRo4ptvfjMp2+jlXS8zxj6Ga6ZckyBKTbKJaXnTUrZbAswvmT+kx5uKiBKhJdSCP+bHJJtwGV19NicZlzOOC8ZdwLM7nk3YflzRcZxQcsIhb98cbObuVXenXNvn28euzl37RZW5kHJ7eUrb89NGn8Z7Ne+xpHwJE1wT8EV9tIfaCSpBbHobbpO714sH/UGJqj3zLkZLZgSEs8DMV380mz3rW9nzeRsWh4EpC0pw5JrRD8B6ORZR2bGqmfce2+9w17DTw/p3ajj/tpnkl2em8qyqGh2NQT789w5qN7cjygJVcwuZfcZo7LlDM+8S6Izw+bI6Pl9aQzSskl9uY96F48kbZUVnGNqTH4vTgMVpoKRycNXDvtzP2TdOZ+kjm6nb1gmAziAx67Ryxs8uQDygZUxTNQLeKJoSR9aJfa4iKRG11zbDhp0eSipzMFp1GIfpSv1IQfNFEwRVD3HofG4Hed+eimTToy+yknPeOOKKhqCT0s5Khbe2JwiqA/G+vgfdlZOG1C5bthtwnT8edUk5WkBBNEiIVt2wG0J0Y6hwpBUPjtPH9BxXXNV6zfOKhzNjECOIAvpSGwW3zCJa40PpCKMvtaHLMyENY0CzZDfgurya1n983pWV1X18BgnnORXI+ebD9ppl6aLfvzCjRo1i9erVvP3222zZ0vWDPHHiRBYtWpTxg8tyeJFFmbPHnc3W9q1cUnUJT259MmF9tH00X5v4tQHNpXxZWNuyNm1Y7MObHuacceckOBM6jU5+MPsHXPH6FUkufaPto4clO+tA2kJtPLzxYR7f/DhRrWsA9oSSE/jZsT/r0xyWy+ji5lk389Wqr/LijheJalHOHns2ox2jk6p0qYgoEer86a2b17Wu49jiY4Eua/o/nvJHfrDsB2zr2NbzNwtGLWDBqAX8cPkPuaL6Chr8Dfzy41/yQf0HQFfV7uKqi7lmyjV9Oqbe8LSGWPPGXrat7KooVs4pYOap5RkREHa3iakLRlE9rxhRFvrUOpmOoLfLUfBglJjGOw9v5tybZ2Qk/8rTHOLfv/msJ/NJU+Js/qiB2q0dnH/rzIxnNwW9Ed78+0bqd3T2bGve6+O5/1vNuTfPGHSr5EjCkWvitGunEPJHUaIaBrOMxaFPcP0LeiJs+rCetW/XEAkq2FxGjjl3LGWTXIes3omSiKwXUaKp2/r789oFPBEiQQVRFDBaDp8IU0MKakeYwOomtEAM89Q89MVWpH5a0Ef2pu8mUFpCaGGlp8VPkEWEXqp38XicyC5P2vVYQ4B4itmsTCOa5K5srMPnMdKD5DSQd+3UrnbI+v3tkI6zxqAv3d/6Khpl5FwTShrxr8/QxSHYbxsv5xw+y3JBFDCU2Si8ZRahDa1EGwLoy2wYx+UgWHXIhyEvK0siA7psJwgCixcvZvHixZk+niwjjFJrKZ82fMpYx1geWPwAL+x8AV/Ux5LyJcwqmDUkBgeDIaSEaAu1EVbCmHVm8kx5h1X07fHsSbuWLiy2MqeSB099kF9/+mu2tG9BJ+o4e+zZfGfad4bV9j2qRnliyxM8uPHBhO0f1H3AzUtv5r5F9/W00rWH2qnx1fDWvrfQi3qWjF5CoaUQp8FJjjGHHGMOU3Kn9PsYZEnGLJsJKql77EutpQn/LjQX8r3p30MQhJ73wKqmVfxo+Y+odFZi0Vm45b1b2Ni2sec2MS3GY5sfQxZlvjf9exjkgV159LWFePa3qwgekFm0cXk9u9e18pUfzsKeIZvkTFS+2hv8aGkGwdvrA4QDsUGLqlhE4bNX96QM0fW1hanf3knVMb1HHfQXb1s4QVD1EIflT23LmFgcKRgturShueFAjA/+s4Ptn+5vGfa1h3n7wU2ceMl4queXIPXS5mm265g0v4R179QkrUmySFHFoWcKY1GVpt1e3nt8S0+rYsFYO6dcNoGcIsuwBvKqIYXAR/V439pfyQ6taUEuNJN71WTkfrRMCoZePoMC/TKXEAQBucAMn6del5yGYctAGikIgoCuwELuNyZ3ueupGqJJRrInPheSTY/z3Apa/7khqWJlrHYPaxVpuBAkEdltwnbSqMN9KFlS0GdR9e677/K9732PFStWYLcnqn+Px8Pxxx/PX//6V+bPH/72pCxDh91g56tVX6U12MpnTZ+xuHwx453jsRvswzao31eag838Ze1feGHnCyiagkk2cWX1lVwy4ZLDNkczJS+9kCi2FKcMizXpTMwsmMn9i+8nEAsgCRIuowujPLxXyFpCLTy66dGUa5vbN9MUbMJtctMSbOG/V/w3S2uW9qw/8PkDXDbxMr499dv9Dtg9kFxjLpdOuJR/bPhH0ppRMjItb1rCNrPOzKTcSdy18i7e2vsWSrxLtM7Im8GvT/w13og3QVAdyL+2/ItLqi5JML/oK5oWZ9unTQmCqpugN8r2T5uYcWp5QlvW4SRFVNlBfzD4+4iE1LTZTQA7Pmti3Kx8pAzO4NSlyZKBLrEYCytwFImq3gj5ogmC6kBWvLCb0VPzeq02STqJGYvLaK3x9bQYAsg6kTOun9qnNsLOpiAv3rMmwSGwaZeXZ+9azUU/mTNkLaCpUD2RBEHVjdIYxP9xPY4l5X12qTOMsnUF0qT4HBnG5yD2s2JgnpbXlT2UwtnNvrDsS5s7JFn1h2xn05fZyLt2Kp7XdhPd50O06rGdWIJ5et6QtkxmyZKKPouqe+65h29961tJggrA4XBw7bXXcvfdd2dF1VGIVWfF6rAO2Mp7OPCEPfzy418mOBWGlBB/Xf9XolqU66ZdN+yiBKAqp4oCc0FKg4kbZ97Ya1isy+jqk5HDUBGMBdO2LgLs8+6j2l3Nxw0fJwiqbh7b/BiLyhcxyzhrwMegk3R8feLX2d6xnffr3u/ZbtFZuHfhvSlDnfPN+fzsuJ9x/Yzr8UQ8WHQWXEYXOcYc3m57O+19RdQIgVj6PJLeiIZi7EgzWA2wY3Uz1fOLR0xIr6vYgiCQMj/JkW/CYBn87JEogMEip81TMh1kFx2LqmiKhs4oD1h8Gm3pT6JEWfhSuRt2Nqd3UIuGFCLB2CFb+CxOA0u+NRl/e5jmvT7Mdh25pTYsTsMhxXA0rPDpS7tSvsciQYVda1uYvqisT48lEwTXpP98Bj5pwHZ8cZ/bAEWbnpyvVtLxzLaECxCitcuxT+znnKPkNOC+spr2J7bszzwSwDq/FMP4I69lNa7FiWtxxGEwLRENMobRDtxXTCIe00DoqmB92ap7WUYGff7kr1u3jv/93/9Nu75kyRLuuuuujBxUliz9pS3cltb6/bFNj3Fh5YWU2rpaxTRNG9Q8Sn8osBTwz1P/yR0f3NETSmvT2bhx5o3MK56X8ftrC7WhaAo6UYfLNDhBZpSNyILcU+05mEJLIR3hDh7Z+EjafTy26TEmuycPuKUOumal/ueE/6El2MK2jm3kGHMY4xhDvjkfWUz9FWbT21KaaXSbWqRCEiRMuoFdORdEsVcTBJ1BHlEn9Ga7njlnj+XTF3clbBdFgQWXTcDSzxmTVJjseqYtHMX7/9qWcn3yiSWIokDIH6W9PsDad2oI+6KUT8mlck4BNrex3+1hpZU5acVi5dxCTL2IrqMNwyGqJdIh7Jm7Mdv0mG36fpuXRMMKTbvTzx7Vbulg8kklyMOUs5bOCAIgHlX7FdAs6iVMk9zoS2YSWN2M2hbGOCEHQ4VzQDM3ok7CWOGk4OaZKB1h4mEVya4nWuPD/2Ed5hn5SE5DRjKXhhI1GENtC+H/uAEtqGCamothrAPZOfQXNLNVqSwjgT6LqqamppT5VD07kmVaWloyclBZsvSXhmBD2rWoFiWiRNjt2c3Lu15mZ+dO5hbO5aTSkyi2Fg95X3+ZvYw/nfIn2iPtRNUodr2dPHNeWkHQX4KxIM3BZjojnXRGOnlxx4vs9e3lppk3MS1vWkKbZrfoMulM2PW9nyS5jW7OGHsGL+58MWmt0FJIsaUYRVPwx/xp9+GNelHjg0+b757LqnQNzqijyFJEqa2UWl9yKv3pY04fsJOlwSQzfdEoGlLN8wDTF43CMACXvqFCb5SZclIxRWPtrHx1D4GOCAWj7cw8vRxHXmZasgRBYOz0PHava01qA5xzVpf7XzgYY82b+1jz5r6etcZdXta9XcMFt88ip8Dcr/s0OwwsvmYSb/5jY0IFwVlgZu5ZY9LOo2lanEBnhJCvq33TZNNjduh7nTka6dhcRowWXcpKYdE4B6YhNouQJBGLw5AUA9BzfLmZt+7vDdOUXAKfJmcxQVfWkGjsn2ARDTJigYzz9DFd4b+DrIwIsoicYyQe02j99wbU9v3ZS76lNbgvm4ixKgdBHpnCSg3F8L1fi/+9/d+t4S3tSDkG8r499bAaPGTJMlz0+Ve+pKSEDRs2MG7cuJTr69evp6goG+Oc5fCQY0jfIjG7YDb7fPu45b1bek7w39n3Dn9e82ceOv2hYXHUcxgdOIyZn0FrCjRxz+p7eH336yjxrjmyCysv5JjiY7j+nev52bE/4/xx5+OL+vio4SMeWP8ALcEWJuVO4qaZNzHWORaznPrE1awzc+PMG2kLtfFh/Yc920utpdy78F7yLflE1SjzS+YnOUN2s7h8ccasyjNBnjmP+xbex/fe/V6C9fq84nncPOtmzLr+ncQfSOFYO2On57JrbWvC9rHTcykYM/LCsY0WPaUTXOSV2VFjKjqjlHHLcYvDwKKrJuJpDbN7bQs6g8TYGXlYnQYMZh1tdf4EQdVNOBDj4+d2sOjK6n5ZxusMEqOn5PL1O49l9/oWAp1RRlW7yC2xpp0BikVV6rd18PZDmwn7uwSAwSxz8mUTKJvkQj/ENuxDhdVp4MzvTeXFe9YSi+y/sGHNMXDKFRMxWoa2FdVk0zPr9NEJ4cEHMnl+ybDOGMoFZnSlVmK1B10EkkUcp44eVNZQplrN1GCMjv9sSxBUAMSh7V9bKbx1FnLOCBVVndEEQdWzvSOCb2kNjrMrEPtYHT3SUAOxLtt8WcxWzL7kCPF434reN9xwA++99x4rV67EaEy84hAKhZg7dy4LFizgj3/845Ac6HDh9XpxOBx4PJ6U82NZRiYtwRaueO0Kav3JX+p/W/w3blp6U8r5oKqcKv625G+HdXZpoHSEO/jBsh/wSeMnSWuXTbyMlmALH9R/wL/P/jcPb3w4SfgICPx10V85vuT4Xu+nM9xJW7iNen89bpObPFNewizYPu8+Lnr5oqR5pAJzAQ8seYAxjjGDeJRDQ0uwhdZQKx2RDgrMBbhNbpwG56D3G/RG8TQH2fxxV+V04nFFOPLNR5XjXCZZ/cZePn5uZ8I2UeqqcI2Zlkv+aDsmm35Iq3xt9X6e+u9Pk9u/BLjwx7PJLxuZvwPdVuqC0NXOmarqo2lx/O1hGnd76GwMUjDGjrvEinWYqgYhX5TPXtvD+nf3fy+LksCCyycwdnoe+mEKTe1G8UQIrGwksKIBLaxirMrBsaQc2W3q1fZ8uIi1BGn6v1Vp191XT8JUNTJ/qzxv7MG3NNkpEgBZpPC22f1yWDwSUIMxojU+vG/uRWkJIeeZsC8pRz/KhpS1Nz+q6Ks26PM32h133MGzzz5LZWUl3/ve96iqqgJgy5Yt3Hvvvaiqyk9/+tPBH3mWLAMgz5zHvQvv5dtvfTvBFKLbHS6d4cLWjq10hjuPSFHVGmpNKagA/r3t3/xq/q94Y+8btIXbUlaS4sT57xX/zSOnP9KrYYbT6MRpdFLhrEi5btfZ+dMpf+LhjQ+zvG45kiCxpHwJZ1eczR0f3sHvT/59r7NMmcIT9hBQAoiCiNvo7tVKP8+c1+tjHihmux6zXU/ROGfG9300oh3kdmay6Vh4ZTU7Vzez9LEtqDGNsklujrugAmeBOePteIqise6dmtTzNHFY9fpeFl05cchDg/tDNKzQWuPng2e207LPh8EiM21hGdXHFyVV40RRwJ5rGlaXvQMx2fTMPWssk08soXmfD1knkjfKhsmuR5eBaID+IjsM2BeUYZlbCHEQjRLiCHptU7n/HUg8MvhW6lSogRiaP4rqiyFa5C7XvX46DmrRXo5NHfqcreEmrqgE17bgeXH/RaFYnZ+2BzfiOKcCy5yCET8DlyXz9PnbpKCggI8++ojrrruOH//4x3QXuARB4NRTT+Xee++loGD4MnSyZDmYsc6xPH7G49T566gP1FNuL6fYXMyGttTtJ92kyoo6EugtFDeshns+o70Vo2v9tXij3kEJjI5oBze+eyPnVJzDb0/8LVpc44O6D7hp6U1E1AitodYhFVVhJcz2zu389tPfsrZlLSbZxEWVF3FZ9WUp3QGzpMbXHqatzk9brR9XsYXcUbaMh/MeTPlkN5+8sN8sY/5FlSx/eltPphHA3g1t1G3t4MKfzMFVZMno/SsRlba69DOBHfUBYhEN3SAvsEeCMUK+GCFfFL1JxmTTYR5ghk7TLg8v/nHd/n0HFD59cReNOzpZdHU1pgzab0dCCpqioTdJCaHC/cFgljGYZXIKB//adc++RUMKkk7EZNUd0pDjYARJQB6h+UWCUUZy6FE9ydEMALoMv/8BlM4I7c9sJbpzfwCxrsiC+/KJyK6+i3HzlFwCH9anXDNO6P/M2khH9cXwvrY75Zr3td2YJroQR2irZpaho1+XaMrLy3n11Vfp6Ohgx44dxONxxo8fT07OkWf5meXopMBSQIGlgJnM7Nk2RhmDKIhoKcJ5ck25Iy5vq6/0ZqogIKCTdJTby9FLvZ9kpTPMUDWV9nA7ceI4Dc60+wkrYfwxP09seYIntjyRtO6NpHcAiygR2sJtRNUoJtlEvjm/38Yh2zu3c/mrl/fMy4WUEA9vepiVTSv58yl/HpKK1NFGR0OA53+/JiFny2jRcd73Z+AusfZ7f3EtTiSkIMpCrzNJ1hwDE44rZMvHjTjyTYR80QRB1Y0S01j5ym5OuXxCRqtGskHCXWKleY8v5XpOkRldb0GvfSDQGWH5M9vZuWq/pbe7xMJp107Bmd+/Gb6gJ8KyJ1O7Ke7b1I6/I5IRURXyRWne52P1G3sJ+2KUTsxhysml2HNNhy1rLRyIsWttCx8/t7Nr9k2AURNdnPy1qsNWics0ssOA87xxtD28KWnNcmwRYoYjGbSQQueLOxIEFUCsIUDbo5vJ/cbkPlesZLcJwzgnkYPMegSdiOO0wc2sjUQ0f6zLwj0F8ZiG5o9C1pzjS8eA3uU5OTnMmTMn08eSJcuQ4DK6uGrSVfxzwz+T1n56zE+P2JPuAksBRZYiGgLJzocnlJzAuuZ13HXiXTgNTnSijpiW7MI1PW86Tr0zaXtjoJGXd73Mv7f9m6gaZXH5Yi6vvrzHlv5A7Ho7BslARI0krQEUWVMb2DQHm3lg/QM8t+M5ImqEfHM+N864kZNKT8JpTD6mVHjCHn776W9TOgxuatvELs+uQb++4UCMkD+GGlXRm2UsDv2Ar9qPNEL+KGF/jNcf2JAUXBwOxHj1vvVccNusPgW9duNtC7FjZTO71ragM0lMX1hGXpkt5VyZyarnuPMrGDMtj5Z93oSQ2YOp2dROJKhkVlTJItNOGcWWjxpStgDOOm30oERVLKry6cu7EwQVQFtdgJf/vI7zb53ZL/v6aFhNKTq7qd/RSV5ZcpRAfwgHYqx8ZTefv7e/Et7eEGDzhw2cf9tM8kYNbv8DpWZzO0sf3bJ/Q7zrPfHCPWs5/9YZwzYn1h/UQJR4VANRQLLq+hQubBjrIO+6aXhe202szo/kMGBbMApjVQ5ShmcL1UCU8ObUAd2xhgCqP9pnUSXZ9LguqiK0sRX/h/VoYQVjZQ62k0chu0eG6NWiKvGQQpwuC/ZBzdFJh7i4MIzOlpqiEY+piDppRMwGfpk5ui4dZMmSAqveypWTrmSiayL3r7+fen89E1wTuGnmTVS6KhGFI/NLKN+cz32L7uPat65NmCOrdldz48wbsevsFFoLiapRfnXCr7j9/duJH+Az7TA4uPP4O5NcCZsCTVz/9vVs69x/RfyJLU/w2u7XeOLMJ5KEVa4pl29M/gb3rbsv6RjPGHMGOcbkSnZ7uJ0fL/8xnzZ+2rOtOdjMHR/ewZ3H3cn548/v0+sSUAKsbVmbdn1ZzTKOKTqm59+KptAWakOLa5hk0yHFm7c1xNLHtlC7pQPocpebdVo51ScUZ7TN6nAQ8ERY9sRWJh5fRHt96tBjb2uYkD/aZ1HlaQnx7O9WJQi02s0dVB1byLyvjEv5nJntBsZOz6OkyslH/9mZtN6N3iQTP8TMSTfxeFebWDigIEoCRqsOc5rXy55r4vTrpvDOQ5uJBLtagfVGiZO+PgFnPy3dDybkjbLl49RxD57mEP72cL9ElSgJCKKQ9nnIhE16wBNJEFTdxCIqHzy9ncXXTMI6zIYDgc5IkqFJN97WEO0NgRElqrSIQrTOj+flXcTqAwgmGevxRViPKUI6ROuhaJAxlNtxX1FNPKYhiEK/55v6SjyiJkQPHIwW6F9rvGTXYzm2CNPk3K7wX5OMeBhm5w4mHo+jtIfxLa0h9HkriAKWWflY55UM2OpdtOgQbXo0X3KrpmjXIw6DC6AWVVHawvg/qENpDqIrtmI9vhjJNbyZZlpMQ/NFiUdVBL2EaNN9aefJsqIqy5cCl9HFaWNOY07hHBRNwSgbj9i2vwOpcFbw+BmPUx+opynQRJm9rMfNrhujbOTEUSfy3LnP8fyO59nn28dxRcdxYumJFFuLk/a5tmVtgqDqpiPSwRNbnuDmmTcntAIaZAOXTLgEm97G39b/jc5IJ2bZzKUTLuXrE7+eMg+rOdCcIKgO5I9r/si8knkp56GiapTWUCv1/nq0uEaBuYDTR5/Oa3teS7mvA5+H5mAzz2x7hic2P4E36mVy7mRun3M7VTlVKa3UA50RXvrTOjqbgj3bYhGVFS/sQjZITDm59LC1Qg0WTdXY9EE9u9e1UnlM73NnsUjfhsyVqMrKV3cnVbwAtq5oZOrJpb0KUYNJR9UxhWz6IPVcRuXcvs3HRcMKtZvbWfavbT3H4i6xsOjqatzF1iT7a51BonySm4vvmEvIFyUOmG06zA7DoI0xYhEVTU1/1uprD1Mwpu/fQyarnrEz8pIqX9BlStGffaXj4EyxA6nf3kk0pMAwiyolpuFrC6ddb9rtpax6YBlz6YirGuoXFvv9FQeRPV7aHty4f18hBd87NUT3+nBdUoXUSxtfXIuj+qKgaCCLiEOYJyYaZRCBNB9xaQBh2YIwdCJQCyuoviiRHZ1oMQ3jOCeSw3BIG3O1I0zLvWvRgvtFov+DekIb28i7dtqAXAklux731yfQ8vcNXa9VN7KI+2sTkIbY8TWuaoS3ddD++OYeYRyt8RFY2Uju1ZMwjHMOeQYngOqL4H2vlsAnDaDEQRKwzCrAvqjskBcQjkayoirLl4oDT7KHC1/Uhy/qQ0DAaXQm5TZpcY2IEkEn6pCl/n8ku+fIesMsm6lwVnDr7FtRNCXtHFVEifDCjhfS7ufNPW9y9aSrk1rqXEYXX5vwNRaXLyashDFIBnJNuWkd+FKJtm7aw+1J9uzQFXL8fu37/Pyjn/e4OepEHTfOuJFccy6Pbno06TanlJ0CdIUe/2j5j1jZuLJnbUPrBq587Ur+ceo/mFOY3M7saQ0lCKoD+eyVPYydnjfkRg5DRdAbZd07XfbHkiQgygKaknzyL4gCZnvfTqzCgRg7Viaf7HezbWUT+aN7tyePxzWmnlKaYMENUFjhILfUiqIcWuC11fl57f4NB20L8Nxdq7n4jrkp529EScTmMmb89dQZJCRZRE1z3PZ+tkXpjBLHn19By14f3tb9bYCCAEu+NQmzY+irp2qaOZKhRJQE9EaJaDi1w1ymAqu7UTwRAisaCHzaSDymYpzgxr64rMt6/RAXUlRfNMER7kAiOzpRPdG0okr1RQmuaca3rBYtEEO06bEvKsM02Y00BLliolWPeUY+wRQiXT/WnvEZrsGghRQCKxvxvLrfHMILmKbl4TxrbFohF1c0/B83JAiqbtSOCOGt7ViP6X/GqiAI6EttFN4yk+D6VqK1PvSlNsxTc5GchiEXNKo3Sscz25IrjVqc9qe3UfC96Uj9qIIPBC2i4nlzH8GVB4Rqq3ECnzaihhRyLhif8ZbVkc6X69FmyTKMKJrCbs9u7vrsLj6u/xhJkDhtzGlcP/16Sm2lqJpKQ6CBl3e9zGeNnzHKNopLJlxCqbUUiz7zLk/dpBNUAKIoYpTTn1jqJT0CqX8sJFHqs9tebyYboiCmNMWo9dUmtTDGtBj/t+r/+P3Jv+eVXa/QHt5/lf0Xx/2CfFOX62Cdvy5BUHUTJ86vP/k1Dyx5IElwtx0cEnoA4UAMpTcL4SEmGlYIeqO07PMhCJBXZsNk0/c590dT4z2tbjtWNTN5fgnrlyZnvE0+qaRfbY69OU32JRLRZOs6GTnju1Op3dKOEtUoqXQSDSmsen0PZ98wrdfbhwMxVjy/K+VaNKyye10L0xaWHfI4MoXZrmfySSU9AvZAXMUWrK7+n/TYc02cf+sMWmp81Gxqx+Y2MmZqHpYcQ0ZsyksnpI+XKK3KAaFvLZjd+NrDdDQG8LaGcBVZceSZ+jWjB2B26JmyoJRVr+1NWpN1IoVjM9d1oHgitD64AaVx/wWV0PoWwlvayb9hOrq83ltCtXBXS1Y6Ins86FOYv2hhBe+7+wgc0C6q+aJ0PrcD1RfFdvIoxAzPy4gGCfupowGB4JqmroqVAMYqF87zxo2oIFulPZwgqLoJrWvBWJWDZWbqC4taSCG0qS3tfkPrWjBPzxuQtb4gi8huE/YFo4hr8YyFQPcF1RdNa7Gv+aKogdjQiyp/lOCqxpRr4c9b0ZaUZ0VVlixZMkOtr5avv/r1nqqKEld4edfLfNr4KU+c8QQdkQ6ufO1KgkrXj/cnjZ/w7+3/5lcn/Iol5UswyMNfOteJOi6puoS39r6Vcv2iyotwmQaf6TXGMQabzoYvluy6tnDUwqTcsKga5dHNjyYIqgN5Zusz3L/ofl7c+SJuk5tTyk4h35TfI05TCaputnduJxgLJokqe256cSnrRCTd4ZnFCwdifL6sjk9f2tVzlVIQ4PivjmPicUV9spiW9SI5hWY6GoNs+7SJ+RePZ+7ZY/j8vVpCvhgGi8zMJeVMOK6oz0LNYJYZNzOfbSubUq6Pn3PoyA2zXU8sqvLG3zZQWOFAkgSWP72dSFDh3JunH9KGXImqtPYihuu2dXa1bQ7TELmsl5ixpIxYRGXzRw09s1CFFQ4WX109YFt1a44Ra06XmMo0JpuOKQtK+fwgka03dj0WUz8qJm11fl64Zw0h336THEeeibNvmo6jH459kiQy5eRS2usD7F7Xuv+YTDJnXT8VS07mviujtb4EQdVNPKrie7cG5/njem0FFCSh15a6dLM2aiBGYEXq+Tvfe7VYZhYgDkFlXLYbcJ5Tgf2UUWhhBcEgI1p0I+pkOK7G8a9I3RYM4FtWi7EyJ3UFUBQQ9RLpLoEJBgkyIIaGU1ABvc7C9Wk9A2hBJe37HEALxODI9AEbMCPnU5Mly1FERInwzw3/TBk63BxsptZfy68++VWPoDqQX3z0C2bmz6TEVjIch5rEOOc4zhhzBq/ufjVhe7W7mtPHnJ4RY48CcwH3Lb6Pb7/57YTnYLxzPD+Y8wMsusRKXUSNsMezJ+3+avw15JpzuX3u7SnXnQZn2tvKoowkJp8kuYqtGC06woFk18Tq+cWYh/gqYDpaa3x8+mJiNSYehw+f2UHhGEefrtqb7QbmfWUcL9+7HoDlT22nuNLJceePw2iRySmyYHcb+yU+dAaZOWePYd+m9qTnrGJmXp9sr40WHcecM5aS8U5Wvb6XoCdK4Vg7c88Z2yfTCFEWsbkMtNWlHrB3FVmGTVB1Y3EYmPfVccw8tZxwIIbOKGG26jEO4azMYLA4DExbUErhGDvbPm0i5I9SONZB+SQ3BouMqY8thv7OCK/cuz5BUEGXmck7D23i9O9MwdSP9jKLw8Apl08kcE6E9oYARqsOZ74Zi0Ofsdc0rsUJrUnfwhra3Ib9tNG9iirRosM4OZfw+tbkRUnAMCp1C6zmjaY/EVY0tGAMhqjdWDRIiIaR4dCXirgWR0uT3QVfnLynmV2ULDos84rp/Pf2lOvW44uPSFMFya5HX27HON4JkkB0t5fw9o6uUGuLbliMMoRDOKMKR5mNfl/48j3iLFmGAW/Uy0f1H6VdjygRtnWkniuKaTF2enYeNlHlMrm4fc7tXFh5IU9tfYqwGua8cecxJXdKxkJ8JVFisnsyz537HJvbNtMQaKDaXc0o26iUFugmycSU3Clpnf6qXdWY5fQn3XOL5qbNKkvnUGjNMXDuzdN56c/rCB7wgz5mai4zl5QjZ6gVJxyIEvYrxONxDGa51+pFNKyw+o3kFqhu1ry1j0VXV/epDaywwsGp35rEB8/sINAZoX57J3q9xAmXVParinAgjjwTF/54Nps+bGD3uhb0Jpnpi0ZRVOFI6753MGabnsq5hZROdKGpcXQGCUOKq+ZBb5RIsOuEvft5M9v0zD5jDG88kBz4LYgCVccenjBovVFGb5QzPvszVDjyzUg6EXuuEX9HFEkn4sg3Y83pu3lH0BPB1566Da5hh4ewP9YvUQVgtOowWnUDyk7rEwIIvVRoRL3EoUZlRIOE8/QxtNb5E9sARXB9bQJimhlF4RCfWWEQlXGlI0xkt4fIzk7kPDOmyblIDv2wiAk1GEPzRrtO+EUB4/gcJJsesT+VMCGOoSqH8LaOlMv6sY5eXzdTZQ6hFBla5pn5QxKoPCyIYJqaS3BlI3EljrEqh9x5xXS8sAPnWRVDbpQBXeJNX24juje540RXaB5R7aPDRVZUZRkS4vE4zaFmfFEfOlFHjiEHu6H3IfWjCUmQsOvtCVbnB3KoIdaomv6q3HDgNrlxm9xMz59OPB5PazgxGCRRothanNKB8GBkSeaiqot4cuuTSXlboiDyzanfTOng102uMZffzP8NP3z/hwkthKPto7l++vVJ5iHQ9Rq5S61c+KPZ+DsihAMx7LkmzHYdxgwMjcfjcToaAix9fAuNO7sCknOKzJz8tQnkj7YhpzjhUWIa/s7UeWAA/o4wakzrk6gymHVUzMyncKyTaFhBkgSMNn1KAdNXBEHAnmtizlmjmXZKKaIk9KkdMRXpRJiqaLTW+nj3kS09VvA5RWZOuXwieWU2SiqdzDy1jDVv7uvJntIZJBZfU431CDUWORx0txgOlEgKY4ADUaLDb3hxKARBwDq3kGCaFlbLccV9Mm+Qc4zkfnsqscYAkR2dSE4DxipXr0JGtOqQHAZUT/LnW1doHnDlIdYcpOX+9V3VnC/wvrkX95XVGCucQ5prpPpjeN/em9DW6AFsJ5dinV/a55NutTWMnGNEtOrQ/Ad1DkgCjoVlvVYPJbsB18VVxJqDBFc1gSRimV2A7Db26sSY9nh8UdSOMNH6rhwxXaEFyWHoUwug6ouidISJDeC23SjeCO1PbEkQM/7WEMH1reR9a0qXUcYwtCNKFh2uiyfQ+tBGlOb9HSey24jrsuohc4EcyWRFVZaM44v6WFG/gt+s/A3Nwa5WirmFc/n5cT+n3F5+mI9ueHCZXFw56Uru+PCOlOt5pjxKrCXU+ZPzYERBpDKnclD3r6gKzaFmanw1+GN+KhwVuIyufgvb3kwthpsSawl/X/J3fvLBT3qetzxTHv91/H9Rbuv9fWXSmTi59GReOv8l3t33Lk2BJuaVzKMyp7JX50RBEAZ9cpkOX1uYZ+9anXDy2dEQ5IXfr+HCn8whtzT5arzeKFNU4aCjIbUrYfG4HHTGvl997np8BmBwrYyqqhHsjKLEVCSdiMWuH7IcL29bmOfuWpPgqNfREOS5u1dzyR1zySm0MOv00VTPK6ajKYisF7HnmrA4DEh9OIGMRRT8HRF2rWnB1xFh9GQ3uaOsIyoH6UjA2suck6QTMZhHznfLgUguE9b5xfiXJ87w6EqsmGfm9/lkVXYYkB0GTFV9m0GVHQbcV1bT8sDnxEP7vxNEqw7X1yYO7OQ/GKPjP9sSBBXQ5RD32GYKvj9rwDlNfSFa40s5J+Z7rxZDlQupDxEAWlTFu7SGaI0P10VV+D+qJ7y1HeKgH2XDfupopD48BsmmR7LpMVY4B/JQelA6w7Q9uolY3X6HWsEgkXvNZPSltl7fH0pnmLZHNhGrP+i235yMvqT32x5IrM6fsjqk+aIEVjbiOHV03x/QIJFdRvK+NQXVE0FpDyPldL3vv4x26pAVVVmGgI2tG/n+su8nbPu08VO+8cY3ePyMx/vsEHekM694HgvLFvLOvncStn9ryrfIN+dz53F3cu3b1ya1pH1ryrcGZf0eVaN81vgZt7x3S8K80oWVF3L99OsPi618JtBJOmYWzOTR0x+lI9JBPB7HaXCSb87vk32tSWeiXFfO1ZOvHoaj7Z14PM7ONc0pr+ZrWpyVr+xm4ZUTk0wiZJ3I9IVlbFnRmGSBLutEJp1YPOhspf4S9EXZ/GEDq9/YSzSkIOtFJp9YwvTFZf0Ktu0LqqKy4b3alBblmhJn3bs1nHBR5f52u/z+hffGIiq717Xy1oObeuZbNr5fhyPfxLk3TcfWTwv0LzNmu55xs/LZkcKue8biURmfSYzH413i4YuZkoFeqZcsOmwLyjBPyyfwWRNaRME8vatNTB7iE0VdkYWCG2cQrfWjNAXQFVvRFVuQnQMTPloglvLkGyAe01BaQ0MmqtSQgm9ZsutlN/7ltehLrIfM/4pHVKL7vKgdEdoe34x5VgGur00EQGkO4l/RgCvFBaihQIsoeN/YkyCouo+x9R8bKLh5ZtrnU4uodL66O0FQ9dz2nxspuGlGn17nuKIRWJnacQ8guK4F2/ySYRU13YJVX2obtvscqWRFVZaM0hHq4K7P7kq51hxsZl3LuqNWVIWVMG2hNsJqGJNsIt+Uz8+P+znfnPJN3t33LkbZ2ONKZzfYmZ4/nafPepr71t3HhtYNFFoK+fbUbzM1d2qSUUN/aAw0cv2716NoiSfsz2x7homuiVxYdeFgH+phJc+cl3Lu6khCiWnUbEo9HwDQuMtDNKymdN6z55k4/9aZLH10f/tb7igrCy6bgN09vNUUJaqy/t2aBKtrJaqx9u0aAp0RTvpa1YDb/1IRi6jUHzQXcSCNOz3EQgryAKtkQU+Etw8QVN14mkN88uIuTvr6hIzYlvcHNaYS8EYJeWMIYpdYsfSzXehwYDDrOOGi8VhzDGx4vw4lqmEwy8w6rctVUj5gRsjXHqZ+Wwd7NrThyDVReUwhNpcBXR9trhVPhNDnrQQ+bQQtjnlmPuYZ+QMWDJJZh2TWDftJoiAIyDnGruOekjv4HfYSPA1d9u9DhqolV8gOvG9fjPghjg8AWUCyG1A7IsQjKoGP6gl8tL+KaJqZP6QtjAeiBRSC61IYkNAljmLNwfSiKhAlvCHNbUMKSnOob+JZ6N1pUBCF4TD+y5KGrKjKklEiWoStHVvTrn/a8Cmnjj51GI9oeGgONvPXdX/l+R3PE9NiWHQWvjH5G3x1/FeZnDuZybmTk25jlI1Uuar41Qm/wh/zY5AMOAyDz1t5d9+7SYKqmwc+f4CTR518xIuSIx1RErC5019JtDgMaY0wJFmkcIyDc2+e0WPUYLTo+t1uFwnGCAcU4lqXQcZA2vWC3ihr30p9NXr7Z83MOXtMRkWVJHeF9LbWpLZNt+YYkfQDP8Gq3dZBujit7Z81c8w5Y9ENU7Uq0Bkh6I3QsNPDiud3Efsik8Zk07HkmkkUVTiQRrhrmcVh4NhzxzJlQSlqTEPWS0lufZ3NQZ77v9UJZjCr3tjL4qsnMWZ67iFFbKpcKe+bewmsbCTv2qkDrvIcDQgmGdGmQ/OlFje6wv5VcvuDaJQwjMtBaUl2wAUwVOUcskoFIJl02E4ZRduDG1Ou2+YVD5uoiisaaOkli+ZNPwsdj2m92o+r/r7NUQuSiOXYIkIbUmdvmWcXDElQdJa+cXiCVrIctYiCSK4p/RW2o3GmqjPSyS8//iXPbHumx0QhEAvwpzV/4oktTxzSdMKsM5Nvzs+IoALY7UkOSOymMdCIGj98obVZupAkkSknlaZdn3Va+SEtt812PTmFFnIKLf0WRB1NQV5/YCOP/exjHv/FCl64Zy2Nuzwosf69N8JBJWUrXjeBjvSmGgNBZ5CZeWr675CZp5ajH0CIZzdhf3pzBU2No/VyQpVJPK0hXv/b53Q0hVj+1PYeQQUQ8sV46U/r8LZl9rkdKiSdhN1tIqfQgs2VaNMfCSosf2pbgqACIA7vPLQpeXsKIjs7U+ZKqR0RgmtaerLBhpK4onaZDzQGUNpCaJHeTTqGC8mux3lORco189yCPpluDBRBlrDOK0ZIcZFDMMlYZuZ3ZXr1AX2pDdspo0jInRcFnOePQx7GllxBLyL28r3cm5Ngd/5X2tsW9L07RVdgwVid3MYv55qwzC7o8/OaJfNkRVWWjJJryuWaydekXJMFmZNHnTy8BwT4o36CsdSD/ZmgLdTGstplKdce3vgwLaGWIbvvVMwunJ12rcpVhUH6cg6QjjRsuSZOvmxCUivHlAWlFI93Dtn9ettCPPu7VdRubu/Z1lbn57m7VtPZnPqqcjp0h6gKDYUZgbPQzLwLxyU8b4IAx11Qgat4cPbIpVXOtGvuEgu6YchdCQdivPfYForH57BhWW3Kv9HUOJs/rh8WwTCUhAMx9m1qT7mmaXGa93p7vb0WUQh+ltqpDyC4uqkr32kIUf1RvO/W0HT3KpruWU3j/62i8/mdKClc/OKKitIWwv9pA57XdxPa1p7y7zKFIHRZmOd+awq6EisIIOUYcJ4/DseS0UMe8CvnGMm7bhr67uw8AQyVTvKvm9Ync4luJIsO24mlFN46G9elE3BdNpHCW2dhnpGPmOHPpBZSiLWGiDb4UTrCXdWp7uOwG7CnMYHQl9uQnL2Ys9j12JekviCkH21H6mP+G3TNMOWcPw73VZMwVOZgGOsg56vjyf3mlC91ZXYkkG3/y5JRREHktDGnsbFtIy/verlnu0k28fuTf9+r01qmaQw0srx2OS/tegmDZODrE7/O5NzJvVbSBkK9P33Se1gN44umHhQeKmYVzMJldNEeTj5ZuXXWrSkzmbIMPwaTTOWcfEqrcmje60WNaRSMsWO26zPaMncwe9a3Ej7YlpgvDDJeTm2QkQ6TVU9hhYPGnZ6kNZvbiGkIhqWNZh3V84oZMzWP1tquz1ZuqRWTXT+oKhWAzW2ipMpJ3dbOxAUB5l9c2eesrcEQ9seo3dLBmOl5eHoRua01flSlq6XuSEXTtPSBt0A0dKiKjwC9zZYN8dyZpmj4P6jD994B4leLE1zTjOqL4rp0Qo9teFzViOz20vrQxv2zTu/VIrmN5F0zBTmDdv9aREH7wgRHNMkYK5zovjGZeExDEIVhyTACECQBfZEV92UTiYe7j0fXv4yqLxCNMqJRRh5ghl5fUDrDdD6/s8ddUNBL2E4uxTK3EMmqRxAFTNVuBAE8r+/psneXBMwz8rEvLu/VoVEQBUxTchFEAc8bX9xWFrDMLMC2sKzf7o6STY9pggvDWAfE44iD/O7Lkhmyr0KWjJNryuVHc3/Et6Z8iy0dW7Dr7Ix1jiXPlDckeUepaAg08M03vsk+376ebSsaVnBy6cn84vhfZFRYHUqkpMpAGkqKrcU8eNqD/OyDn7G+dT0AbqObH879IZNyJw3Z/YaUEG2hNkJKCLPOTK4xF4OcrYr1hs4g48gbvlBYJaayN00vPkDDjk5iYaXPospo1bHoqmpe+tPaBAFgtus56/qpWHu5cjsYhipM12zXs/jqSWz6sJ5179YQCSgUjLVzwlfHD13g7EF0t2D628M48s0E08xp5JfZ+mQRP5LRG2WcBWY6m1J3EhSO7b0lWjRIWI4rSgp17cZ6bNGA8536guaN4vsg9UW1yI5ONF+0R1SpniitD29KMo9Q28J0vrIL10WVgz4xjsfjKG0hPK/tIbyp63NunODCcfoY5FwTguXwtIVJZh0M4YWiTKD6orQ9vJHYAXEV8aiK9829CLLY1cooiUgWHeaZBRjG5xCPqghSV0tgn+bDzDrMswowVB5wW5tuUCHMfbnfLMNHVlRlGRIcBgcOg4OxzrHDft+KpvDstmcTBFU379W+x2Wdl2VUVOWb8ymyFNEQSM7jmFc8jxzD8FeGxjrGcu/Ce+mIdKBoCna9nTxzHqIwNCdhzcFm/rL2L7yw8wUUTcEgGbi46mKunnQ1uebMVgazDBxREnvNWzLb9Qj9tGR35Jk4//sz8bSGaK8P4MgzkVNgPmJg+Xi9AAD++ElEQVSDdi1OA7NOK2fivCLiGsh6EdMQzp4cjMEkozdKbF3RyAkXjqchhWAQZYEJxxWNeAfAQ2FxGDjx0kpe/MPapIrV+Dn5mPvQEmUYZcMwzpkkrHTFli+qCkP3HGlhBXqZKVQ6wugKu1pSow3+tH8b3tSG5o8NWlSpHRFa/rKup0oFEN7cTmSXh4IbZwzr/NGRhtIRThBUB+JdWoNpam5Pa50gCsgDjAQYzG2zjHyO7MtcWbKkoCPcwXM7nku7/tTWp9K64w2EfHM+9y26jzxToqPeeOd4fn7cz/sduJspnEYnYxxjGJ8zngJLwZAJKm/Ey68++RX/2f6fnuc1okZ4ZNMj3Lf+viGdZxsoqqoR8HS5qx3pcyn9QRQFJp9UknZ95qnlA2pxszgNFI9zMvnEEkZNdB2xgqobURKxOo3YXMZBC6pwIIa3LYSvPYwSPbQRiNlpYM5ZYwh6o9Tv6GTeV8YlBDqb7XrOuXF6r+6RRxKFYxx89YezKKl0IutE7LlGTvpaFSdcOL5Pz71kN+C6qAr3FdUYxjsxjHPiurQK95WTkIb45FXQS4nmCQcf2wGmBlqgl9+cOH2zF++FuBYnuKYpQVD1rEVU/J80EFd7sZ/7kqM0p/+diocU4tEj67lTvRGUthBKZ+JcWJahJVupynLUEf/if+lQNbXX9YFQ4azgiTOfoMZXQ72/njGOMRRbizM+vzUSaQ+3JwUcd/Pstme5qvoqzLqhs+7tL762MJs+qmfbJ00IIlSfUEzlnIJeKzhHE/ZcIydeWsnyJ7cl2IdPOL6I0gmuw3dgRxmqotJeH2D509tp2OFBlAXGzylg7pljsPcyFyJJIlXHFqIzynz64i7cpVYWXjkRnUHCYNZhceixOA0DrsCEfFHCgRhxrctIxDLIFs2AJ0LIFyUaUjDbDZhsun7NBOoMEgWjHZx27RSUqIogCl0V0348Psmux1TtxjDO2RX+axielijJosNY5SK8JXl+VcoxIB4wU6jvJaBWchgQBnnMWlghtDm16QdAeEsHthNL+z2782WhN5MJJGHYbNsHixqMEdneief13agdEQS9hOXYQmwnDG8g8JeVrKjKctSRY8jh9NGn8/Cmh1Ouf7Xyq+jEzPd3F1oKj9pg495oC6Wf0VHiCt5o7w5ew4mvPcyzd63Cf4DV98fP7mTrikbOvmHal0JYGUw6qo4ppGyii/qdHpSoSvF4JxaHAeMQzp982ehsCvHv/12F9kUFQlPibP24kfptnZx/60xsvVTzTFY91ccXUT7JhRLVkHQiZrsOSR74ibemxWmv8/POw5tpre3K+bLnGpn31fE48kxYnHqM/cy36WgK8upf1ifMRFXMymf+heP7LdaMFh0M8v033PMloknGeV4FbY9GidXtz06THHpyr56c0OYlOfQYqpxEDjZBARxnjx10S5ggib3Oj4lmGfrZ2vtlQs41I1p1XQYSB2GeWdCrlfpIIa7FCW9uo+OZ7fu3RVX879cRawzgurgqm2E1xGRFVZajDp2k49IJl/LantdoDjYnrM3Kn8UE14TDdGTpiSgR2sJtRNVoT27VkYJNb+t1PRNVKkVTkMXBfV1pqsaWjxsSBFU37fUB6rZ2UHVs0aDu40ihx+ghf+RUEI8moiGFFS/u6hFUB+JrC9O409OrqIKu2YtMinxfW5hn71qdkHnlbQ3z+t82cMZ1U9j6SSMzlpT1ud3R3xnmpT+sxdceTti+c1UzZquO478y7oh2JuwrstNI7lWTUL1RlLYQkl2PnGNMaj2ULHpcX6nCv6Ie/0f1xMMqcp4Jx1ljMZQNvkVcNEjYTighsrUj5brtpNIht1A/kpEcenKvmULrPzeg+fabwxjGO7EvKjsiDCFUbwTPa3tSrkW2daJ6Y1lRNcRkP2FZjkpKbCU8evqjvLjzRV7b/RoGycAlEy7hhOITyDPnHXoHw0hToIkHPn+A57Y/R1SLUmAu4NbZt3J88fEZCwQeStwmNxXOCnZ27kxam10we8BGHVE1SkOggVd2vcKW9i1MzZvKqeWnUmQtGpDACgdibPs0fabN5o8aGDMtD332xCPLIImGFerSnNwC7FzTTMWsfMRhMpqIa3G2fdqYIKgOXNu4vB6L00BnU7DPosrXGk4SVN1s+rCB6YvLem1zHCriiorqixFXNASdhGTXD7mhh2TTI9n06A/hECnZ9dgXlmGZWwRaHEEnImXQpl9XbMFyXBGBjxNNk8yz8tGP6v3i15cdQRDQF1nI/9501M4Iqj+Kzm1CtOl7HBxHOvGImrLS1k2swY++l4DiLIMne/aQ5ahFEiQMkoEzx55JVI3y4o4XCcQCnDX2rBGT1dQWauMHy37AmpY1Pduagk3c/v7t/Gb+bzhjzBkZda+KKBFCagizbEYvZebH3G1y84cFf+C6t6+jxlfTs328czz/74T/h9Po7Pc+VU1lTfMavvP2d3rML5bWLOX+dffzj1P/wdS8qf3epyAIiL0kzYuSeMS7qWUZGQiigNGiIxZObUxhthuGTVABKDGN+m2daddba3yUVDn5fGktBeV2xD7Mj3hb02doqYpGrA+mHJlG9UbwfVBHYEUD8aiGaJaxLSzDPC0/wTTicCJIIvIQRQ1IFj32xeVY5hYR3tRKPA6majeSw3DECIPDjewwHLnufLLYZZySZmT8SGhhPNLJiqosRyXtoXZ+tPxHfNb0WcL2Vc2r0OIaX5/49UG3k2WCxkBjgqA6kLtX3c3sgtkZCUwOKkFqvDU8vPFhdnp2UpVTxeXVlzPKNgqjPPgWo3J7OQ+d9hCNgUYaAg2UWEsotBQO2KijJdTCbctuS3JpDKthbn//dh45/ZF+t0garTomn1jCqtf3YDDr8LWHE056p5xcgm6YBtyzHN2Y7XqmnlLKh8/sSLk+cV7m2kw1LX5IgSbKAvY8E6SpnlmcBsL+GJGgghaP98kWuLfWUZ1BGvbPkhqM0fnSLkKft/Zs04IKnpd2EQ+r2E4qQRjETNqRgmTWIZl12YrECET1Rok1Bwitb0UwSpin5yM5DV05XhlAsugwTnQR3pRsWCIYJHR52Xbvoebwn1VmyTIENIeakwRVN/evu58l5Usosh7++ZmNbRvTrjUHmwkqg7cjVzSFj+s+5pb3bulxPdzUtokXdr7Avafcy/Elx2fEbj3fnE++OX9AVaSDaQ210hnpTLlW56+jI9zRb1EVj8OoaheSTsTfHianyEI0qPDx8zspGG0nf/Thsb4/HESCMfwdEXauaSYWURk7PQ9HngnzYXKHUhSNaKjLkU5nlNAPMq/ncCMIAuNnF7BvYzs1B53gHP+Vcdjd/buQEfBECHRE8LaFsbkMWHKMxFWNnWtbaNjhwV1ipXJOATaXASlFkKgkiUw5uZRNaYJqq08o5rNX9zD3rDHIfQwitbmN5BSa6WhM/o6auqAUi314Zzc0fyxBUB2I770azDPykV1Hv6jKMjJRPRHaHt9MdJ+vZ5v//TpsC0ZhnV+SEWElGmWcZ1XQ2hxCOaCSLOhEcq+alHX/GwaO7F+uLFnSsNuzO+2aL+YjEAsM49GkpzdhIAtyRlwKW4It/OzDnyXZyGtxjZ9++FOePuvpjFTDMklMS98XDqDG+9dapGlxmvd4efGPaxOqU+4SKxfcNhODRYflSG356CfhQIz1S2tY+fKenm1r36qhdGIOi66qHvbnwdcext8RZvvKJrxtYXJH2aicU4A9z4h8BFcWLA4Di66qxtsWYu/6NvRmidFTcjE7DBj6MbfnbQ3xyl/W016//zvLWWDmxEsqWf36XkK+GLvWtLDqtT2c9b1plFQ6EVO4vNlzjSy8aiJLH9uCpnR9FwgCTFlQStAbRRCgtKrvbdEWh4GzvjeNtx7cRONODwCi1JWDNvWU0pTibihROlLPdwHEY1pXUG+WLIeBuBYnsKY5QVB141tag2mSO2PVKtllJO/bU4i1hIju8yK5TBhG2ZAceoRe2t+zZIasqMpyVHJwEO+BiIKIQRoZJ9CVOZWYZBMhJXk+4bTRp+EyDj43qC3chi+W/GUOXRlT7eH2ESeq8kx56ERdSnFl09n6bX4R6Ijw0p/WJc24tNX5WfnKHhZcPvIcIYcKb2soQVB1U7u5g11rWph8UklG5/h6w98Zpm5bB+8+sqUnhHnv522sf6eGc26eTuGYkW/U0htmux6zXT/gxxHyR3nznxsTBBVAZ1OQj57dwcwl5Xz4n64WQ02N88YDG7j4jrkpnQX1RpmKmfkUVThpq/MT9sew5BjYs76VoDfKebfM7Hdosz3XxJnXTSXkjxKLqBjMOsx2Hbo+VBqjYYWQN0pbfQBREsgpsmC269EN0GVNNPd+n4Iuayee5fCg+aMEPkpdJQYIrGxEX5o5IxHJbkCyGzBWODO2zyx9IyuqshyVlNpKcRldtIeTe4sXli3EZRoZIaf55nzuW3Qf1719XYKwqsqp4qZZN2XEjjwe7z3oONNByJkg15TLjTNu5P9W/V/S2u1zb+9VNKeioylANJT6SvXONS0ce14FeuPR/3UY1+JseL8u7fq6d2qomJk3bG2AIW+M95/c1iOouolFVN55aDPn3jz9S5Edlo6QL0bTrtQ5b601fuaenfj9EAkq+DvCae3adXoJR54JR56JaFghGlJwF1sw2vTIAww3NVp1GPs5AB/yR9mwrI6VL+/uCaAWZYGTv1ZFxcz8AX0Wu04k9ajeaNKafoy91wyndMTjcTRvFDUQ6woVtshIdgNaWEH1RAltaCWuqJgm5SK7jNlg3S9QOsNE6/xE93jRFVowjnciWnQIX9KcrHgctBTOm91oQYW4Fs8aJR0FHP1nEVm+lBSYC7h/0f18+61v0xHZP5w9yT2J2+fcjkU3MoZ4ZVFmWt40njvnOTa2baQp2MTk3MmMso4i1zwwk4eDcZvcWHSWlC2PToMzI9WwTGOUjZw//nzGOsdy79p7qfHWMNY5lhtm3EC1uxpZ6t9XV9CTfKLVTVyLoyraYA/5iCCuxQn50rdWhoOxlNlKQ4GmaUlmIQfS2RQk7I+NSFHl74wQ9EQIB2LYXEZMNv2QBCenskA/EDWmJrl9qbG+vZe7s8oOB637fHz6UmKLtqbEefeRLeSOspE3APtv2WHAffUkWh/4HC24/wKK5DbiurCy3+1VWkwlus9H+5Nbe3KLRLOM8/zxxGMqHU9v6/lb/7I6DBNcuC4YjzTMs2QjjVhriNa/rUeLqDjPGgsCeN/Zh+QwYJqci2iRiX/RfipZR57QUv1R4ooGooBkzYwdv2iSMVTlEF6feubPND0vK6iOErKiKstRiSAIVLmqeOrsp9jr2UtjoJFxOeMoshThNrkP9+ElIIsyJbYSSmwlQ7L/PFMevzjuF9z+/u0J2wUE/uv4/+p31We4cBgcnFh6IlNypxBVoxhl44Bzu9yl6fNjTDYdOuPhn92JhRWCvhghfxSdXsJk1WN2ZPYETZRFxs3KZ0+aH/eyajeGQ7RRZQpBENDU3gWApo28KmpbnZ+X/7wuIUS6YmYe8y+uzPg8mtEsIwiQstgs0BWue8CaKArY3MOfDdUfIsEYK1/bm3Z9/bs1nPz1CUgDqJzpCi3k3ziDWFMQpS2ErtCKLtc4oAF9tSNC6z82wAHvQS2o0P7EZtyXVyMYJeIHXBCIbGknvK0dy+zCft/XYInH42jB7mqabtjadw9GDcbofHY7qj+K+/JqvG/uJdaw/2Ke9829OM4eS6zeT3hzO+Y5hViPK0J2Hv4LJ1pYIVrnx/PKLmL1AUSLDuuJJVhm5iPZBve5FvUSjkXlRDa3Ez/oooecZ8po69/hJq6oqIGuixqSRYcwwAr4kUpWVGU5ahEEgSJLEUWWw+/ydzjRSTpOLD2Rp856ir9//nd2eXYx3jmea6ZcQ5m9DEk8/IKiN/qTKRYJxohrcQxmXcKVP6vTQPF4J/XbO5Nuc8y5FVgPs0mFrz2Mty1EyBtD1ovUN3QiSQJlk90488wZvYpZPN6JzW3E15Y42C/pRGafMbpP8zCZQBC65mhEUUgpnkw2HaYMBqNmAl97mBfuWZNU7du5ugWby8ix547NqEGDyaan6rgitnzUkLQ2dloeddsSLdJnnVGOyT58WTSqohH0RIhFVGS9hNmu7xJ6vaDENPxpQoMBPC1h1Jg2IFElCAKy0zjok/S4quFf0ZAgqPYvQuDTRszT8gl8kvi6+JbXYZzgGtY2QMUTIbypjcCnjRCPY55diGly7pBlYfWGFlSI7PJgnOQmvLk9QVB143lpF+6rJhFc3Yx/WS3hTW3kfnPKYc+Giuz20Pbwpp5/a4EY3tf2ENvnw3nB+EHnfMluI/nfm47nzb2EN7cj6EQscwuxzitJeuxqIIbmj6J0RpAsOiSHftDCbjhQ2sP4PqgjtK4FAPOMvK7HNwK7DYaKrKjKkuVLgEVnodpdzf/M+x/CahiTbMIkj+wr2v0h4IlQv6OTz9+tRYlpVM4toGJmfs9sicmmZ/E3qvnstT1s+agRVdEw2/Uce95YRk/NPaytF57WEG/9YyNNu7+YnRFg3Kx8qo4t5M2/b2T87ALGzylIOyfTX2wuI+d9fwarXtvD1hVNqKpG2UQXx39lHI784X1PmKw6ZiwpY9XryZWL+RdXYj0MJ4a90dEYSNs+ueH9OqYsKMWewUqR3iRz7Llj0eklNn1Qj6poiJLAhOOKmLZwFEsf34LOIGHPNTLnrDEUj3cOmx190Btlw/t1rH1rH7GIiigLTDy+iDlnjMHSy+umN0rkj7Ynifpuisc7kfWH9+p2PKYRq/OnXY+1BNGniGDQQkrSfOBQongitD64AeUAW3vPy7sIrGjoEirD/fn5oo3aPDmXjue2p/2z6B4v+lIbWkRFl29CaQ0dVlGleiN0vrgz5VpoYxu2ReWDFlWCJKIrsOC6qBItpCIIXWG8B7c/Kp4IHU9vI7Kzs2eb7DbivnoSuty+zVirwRjENNBLSP1wGh0MSkeY5vvW9bTKAvg/qCf0eSt5100bEdXI4SArqrJkyTDxePywtV8cCrPOnBHzi5FE0BPh3Yc3s++APKCWfT7Wv1vL+bfOxPZFJpA1x8gJXx3PzFPLUWMaOoOExWk4rK9VwBvh1YPssonDjs+akWSRvFE2Pn5uJxuX13He92dmTFjZ3SbmX1TJ7DPHQLxrvma42v4OxGw3MPnkEvLKbax6bS/ethDuEivHnDOW3BLrsIhdJaahxFR0eumQ1RFva7JLZ89+olqf55n6g8Vh4PgLKpi+aBSxiIrOIGH6wiXvjO9MQY1piLKIeRirekpUZe3b+1jz5r6ebZoSZ+P79QQ9UU65YmLaGTOdQWb2GaPZtaYlSYDIepGJxxWmtIQfTgRZRFdgJro3tUmI7DKipTDEMFbmIA7TSSxAeFtHgqDqRmkNEd7UhuW4omH9fhOMMqJVB7JIPJr+s6CFFRxnjiFa4yNa4ye8pR3JpkdyGhAH6P44GLSwinpAO+/BxGp9GQtTFg0yYpoLH1pEofOVXQmCCkBpC9P64Ebyr53aayurGlKI1fvxvr0XpTWELt+MfXE5ukIL4hDOT8a1OME1zQmCqueYPFFCn7diPWH4XGUPJ1lRlSVLBugMd1Ljr+G5bc/hV/ycOfZMJrom9imgNqJEiKpRzDrziG/FG4m01QUSBFU3vvYwG96vZe7ZY3tOlmW9lNFKwmAJdEaT7LK72b6yiVO/NZnNHzXgbQ2z9ZNGZp5ajpghoSHrJWyH4QTmYKxOI9YZRorHO3vEriFDmS0HEvbHCPqi+NrDmKw6zHY9IV+Mte/sw9McomCMncknlmDPNaUVV66i9LN5BrN8yNa3gSLrJey5ye9b02Fymwt6o6x/tzbl2u51rYR80V6NOxx5Js65aTpLH92Mt7WrYuUqtrDwyok9F0EORtPiKBEVUScO2KmwrwiyiPX4YgIrG0lljmo5pojOZxMrMYJexHbSKMRhyudSQwrBlY1p1wOfNWKaljfoCkt/kOx6HGeMQWkKoB9lI1qTOsrDONFFx/M7EgSh/4M6XJdOwDjRNWzPYQ+SkGT4ciDCMF1wUv0xwmkCrNW2MKonmlJUaVEVLRgjvKk9oeIW8Xlo2bmenIsrMU/NGzJTEC2UPngbILiuBfOsgoxlcY1ksqIqS5ZB0hnu5P719/PY5sd6tr22+zWq3dX8ccEf02ZAeSIednl28ejGR2kJtTCvZB5njT2LEuuX44rOwTQHm4mqUXSijjxzHqJw6B8ATdPY+EF6i/AtKxqZumBUr+1Ih5PeZks0NZ7gxLd1RSPV84qGze58uBlKgeDvjPDuI5up+UJ8l092UzbJxfKn9p8YN+32suH9Os69eQbF45w926NhBQTQG2TseSYc+SY8zckVq1mnlWPJsLFIOsL+GIHOCPs2t4EgUF7txuwYGgfCVESCSq+Omf6OCDmF6a/s6/QSpVU5XPCDWUQCXc+v0dIldA8mrsXxtoXZ9kkjNVs6sLkMTFs4CkeeaUjEdzeSy4j78mran97aY0gh6ESc51agK7ZgnOgiuLYFtDiGqhycp49B7mclWQ0paIEo8aiGaJAQ7fo+CwoButKb0/7BF0JhGBFEAeNEN9FaH7piK22PbkoSKrpiCyhacoUtDu1PbaXw1tmIruEVVZJFh6Eyh8jWjuRFWchYlepQxKNqWmEHoKaoBCmeCL539mGsysHz2u4Ut4LOF3ZiGOMYuhY8Qeg1B07US18ad8OsqMqSZZDs8+1LEFTdbGrbxAs7X+CaydckVaD8UT//2vIv7l17b8+2tS1reWTjIzx6xqNUOCuG/LhHCh3hDpbVLOPPa/9MU7AJl9HFNZOv4cyxZw7eqTHe839pCXojBDxR/B0RrDkGLA79sAkXqyv9/YiSgCjt/yHqOn/6cvwwZZJYRGHF8zt7BBXApPnFvPH3jUl/qylx3nloMxf8YCZxLU7tlg42f9SAKApMObmEwgoHZ984nXce2kTDDg8Ask5k+pIyJhxXNCxtayFflE9e2sXG9/eHiX7EDmYsKWPGkrJhqV4daubJaOnbqYXFYTikY2J7Q4D//G5Vj/V+A7Dt0ybmXzyeCccVDZktvKiXMFblUHDzzK7sq3hXJUay6RBkCee547AvLu/6W6Pc7/YqpTNMx3M79p/ISwKWYwqxLyhDStPKeWCWkWiSsRxblLZF0TK38LBUBiSTjGl8Doo3Qt53puF5ZRfRfT4EvYR5Vj7WY4povm9d6hurcaJ1/n6L08EiGmVyzqmg5W+fo3oOaAMUwf31iX22yddiapcAl8UBzTKJBhlkAZTUv1lSTrKhRcd/thHZ3olhnDPJWbCbeFhF88dgiESVZNZhnVdM+76tKdct84qHtP1wJPHleJRZsgwR8Xicf2/7d9r1p7c+zXnjzktqA2wNtSYIqm58MR+//uTX3H3y3dgNyYPQRxtRNcpz25/j96t/37OtPdzO7z77HTW+Gm6aeRNWffqWK1EUmXRCCTtXt6Rcn3BcIcZeTjK9rSFeve9z2g4YSneXWDjjuqkp260yjcVhwFVsSdkCOG52AXsOaKmoPqEYUz9DVrNA0Btj+6dNPf+W9SLRkJp2/snbGiLojfL2Q5tor9v/utRu7aB0Qg6LvlHNGddNIeSLoUQ1DGYZs9PQa0uarz1Myz4f7fV+3KVWckttA56Pa9rjTRBU3ax5cx/lk92UVB76BDAaVgj5Y2iKhs4oYXH0b7bQZNNTUuWkbmtn0po915SxixJhf4ylj29JmWX2wdPbKZ/sHtKsLUES07oJinppwPM/qj9K+xNbiO47oD1OjRP4qAEEAcdpoxMqVkpnmMhuL+FNbUgOPebZhchOA4YKB/oyW+J+6KoGGScc3vxB2W5AthvIvWpSV/CtIIAEmidKPFX+miRgmpKLnGMg1hJE0EtIdv2wdW3IbhN5100lWusnsrMT2WXEONGN5NAjyL2/znFFRWkL43uvlsg+L5LDgP3kUehKrf0StqJNj+XYYgIpui/0ZbYksa35okS2dQIgSId4noa4UmQY68BQ5SRy0HeCsdqFoezoP5fpJiuqsmQZBPF4HH8svUtUSAkRTxEys7JxZdrbfNL4CR2RDkRB7FVQHGl4Ih7aw+3s6NiB3WCnzFaGIAj8df1fU/7909ue5vLqyw/5HLhLLYyqzqFmU2LrhjXHwOQTS9LOx4T8Ud7858YEQQVdM1pv/uP/s3fWcZKdZdq+jpVLu8u4uyWZmbgrCTGSEIGFEHyBZdkFdhd2v3Vgl8UlgeAkIUSJuyeTcXdvl+pyOed8f7zTUlOnqn2mJznX/ua3pN6uU6ekq9/7PM9z31u4/FMLxt3S2xt0cvmnFvDUzzbTeuDYxkiCKYvKmbygjGfuFtWU4moPU5dWvG9aKMaSTErPsmyXJMnyd3IgqXgmS1D1cnh7F637epi8sByXd2ifjY4jER76n3UkIv2ugW6/xtVfXELJMNuKkrE0a586mHd9/TMHqWgMoDnzbwLDHQlef3A3e44ZRXiLnKy+fhr1s0uG3E7n8mqcd+tsHj/OZMVb5OTyTy8Ys3bbRDRNy17rSoxpipbNYPmpZ7yjh1M5QqiX6FtN+FfV9rXAZTrjtP0ku4ISefUoRVdPw7OonNIPzya5L0TkTWGp7j2tCueUopNuUd6L7NGQB3yudFO0VuoDWp8lTabkQzOJb+2k9ccbIGMi+x0EL56Ea07JCau49Qpoz7yyYd0vdThC20839Vnw6x0J2veG8J/fgP/M2iFXaWRNJnB2HZgm0TebxIslgWtmCUVXT82x6k939Lchm2kD2aNmBV/3ogQcyOPcGqz4nZRcN5N0a0zMIkrgXVaFVuHJW3l9L2KLKhubUSDLMldMuYJnDjxjuX5O/TmWFaeMmfvFN5Aj4SN84/VvcPW0qzm9+vS8c1mnCu3xdr695ts8tvexvtt8mo//Pfd/mVs6lzUta3LuY5gGLdEWGgINBY/tCTg5//Y5HN3ZzcYXD5NJ6UxZVM7UJRUoBfq84+H8G7aWfT3EI+kTkpMUKHNzxWcWEg+nSCV0HG6VZCzDW4/upWJygNkrq2mYU4LvfZT1MZZoTgXVIZM55kaWTuo4vRqyKmFYtNn4ip1EQ7mzC71seukIdbNL0IZQpYiGkjzx401ZggrEZ+/Jn27i6i8sHlZVR8+YJKL5zy0eTqNnjLyiKtqd5NHvradrwDxLtDvJUz/bwqV3zWfKoqEHgQfKhNlEuDNBd0uMQKmLQJl7TD+n5iCtuwNnDk8lCjnNkTExkuLvg5HU6X5yf3ZL2jG6H96Nc1oRWpkbz8IKXDNFZWqit1kpASfFV0+l/Rdb+jqzAxc2En7lCKn9/d/HRjhF1wM7KfrgdLzLKifsBSU9nKLrT7ssM83Czx/Eu7hiWO+JckxM+lfVYCR0UbHzaZbHGCiyIq8dJXjlVLru35l9LopE8U2zhtzCOBoUvwPF78A5OQgwYd+z8WRi//bZ2ExQDNOgJdbCwZ6DVHmqmFE8g51dO7N+xqt5+fj8j1vmQS2vWp732AvKFrChbQNrWtawpmUN04um88MLfkiVt2rMn8eJQDd0Ht3zaJagAoikI3z6uU/znXO+YymqgCHbv6sOGV03qJ4SRFYlDm3r4u1H91E5OcAln5hvmXeUThQWtoOtjyVuvyNHwF36iflgclKszt9LeIMOFp5Xn5WFtePNJpZfNpm3Htmb9bOSLHHuh2ex6SVrZzsQcy0M0Tk9Hk4RarO2Ye9qihEPp4clqpwehfo5JXQ15dpoAzTMK8Hhyi/2upqjWYJqIK//aTeVkwODzjgNpHcmqurYJmqscbq1vO2xAJWTT822ooJX7iWQjgl2I5YmsTmPq5oJyd1daMfalCe6mBqIozEg5q2e2EeqKYJa7s4SVAPpeWo/rhnFJyXMeCgY8QyZPL/jmIgZsWG2kssOBblk8PsoRU5kvwMjnCJ1KIy8vpWy2+cQ39ZJpiOOo9aPZ1klavGJjQ55P4qpXk5uGISNzSmIYRps79zO9Y9ez8ee/hgff+bjfGbxZ7hj7h2UucvwaT6umHwFf7j8D9T76y2PUe4u56ZZN+Xc7lScfHzBx7l/5/19t+3q3sVT+5/CMMc+A+dE0B5v5xebf2G5ltST7O7azfSi6TlrFZ4KytxDa8OIdCV57pfbWPfMQd594gBNu7sBUXHa+uoRDD33tXN6tPy+DxLj6iw2FJzuk5Md9V5D0RQWnFfPoovq+1pB96xtw+FWuPqLi2mYW0pRpYcZyyu58avLqZoWpKIx/2Z9zuoatALCZSCZAlk9IDKyhoOiKiw4u86yEuX0qMw8Pb9ZRiKa5tB2C3ezY4Ta4oOe74nGE3Bw7odnZRm29LL4ogZLt8BTASXoQM1jHe+eX4bSOzs5iIA3LGbNTgVkp4qzMUDpbXOo+tIy9Kh1oDaAEU1jJkd3gSsTSZFqiZI80ENyf4h0RxwzM0av3WD6YRwFhhJwUPbRuX2tfYkdXbTfuwXTNCm+bjqBixrRytzjZqVuk4v9F9vGZpi0RFv4+NMfpyclrqz1pHr4/POf54yaM/jmym8yrWgaxa5iywpVL0FnkLsW3sWqmlXcvfluOhOdLC5fzCWTL+HHG35MWzzbeOFPO//EFVOuGL0b3kkgY2boSubfzHUkOmgMNLKru9/e2qf5+N553xtSzhfAzrda8q5tevEIc1bX5lSr3AEH05ZWsHtNa859pi6pOCGtf+814pEU4fYEO99pwTRMpi+vJFDuPqHBtFZ4Ag5Ou2IK88+qIxnPoDkU3H4Np0ejvN5PJi0MG3pb+madUc2215sId2Rb3pfX+6ieNvSqjNvvQJKlnJBbEO6OI7FA95e5ufYrS3nlvl0c2d4FEjTOKWXlddMI5NmoA7QfjhR8PM2pWIqXk015g48bv76CtU/up2lPCE/QybJLG6loDJz0Cx8jRQk4Kf3IPDp+uYXMgEBp57QigpdP6QuHlVwqWq2P9BHruV3XAOv/wTCSGYx4BlM3MZI6yR2dKEEnzkkBlKDzpGy8e2elCramyRS06x6MdEecTGuM7of3oHeLNkpJkwlcMgnP4oqseS29J4WpGyBLKMd+dwdD9qhoNV7SVtVUWcJRO3527JIkoVV5qfjsYjLtMfSuJGqlB7XY9b6aY5pI2KLKxmaY7A3t7RNUvZiYvH70dd5ufpvHrn6soKDqpcRVwtn1Z7O4YjHxTJyHdj/EZ5//LGkj96qdbuqDzhdMVJyKk0mBSezv2W+5vrRyKbfPvZ0rp17J1o6tTA1OZUHFAqq91UNuWYhb5Hf0koplxFT78eflVll93XRUh8LON5sxDBNZlphxWiWnf2Dq+7pKFOtJEe1O0tUSxRt0HpuVKdxCEguneOPB3Wx/oz+QdOMLh5myuJyzb5p50qsK+QJ0HW4Vx3E3+0tcXPPFJex8p5kdbzUjyxJzz6pl8oJyy1bSfHj8GvPPrWXjc9nthC6vxvm3z0LPGLQdDAsHwaATdQibR1mWKK3xcemd80geG0p3ejWcBSyck/EM7zy2j8UXNqCosmXG1Nwza/AERiZSUokMhm7i9KgFPyOZlE6sJ0U8kkbVZFw+bdB2Q0VVKKn2cvYts0jFMyiqfMLyuMYTrcxN+Z3z0cNp9GgaNehA9jmywnoVr0bRB6bS9uMNORUr56wSlCF8Fk3dJNMRJ/TUfhLbO5E0WcxgzS6h674dGCmdstvn4pwcRBrnUOV8aOUeJJfSlwc2ENfcsiyji+GQCSXROxN0/m57lt24mTYIPboXtcSFe3YpeixNcnc3oSf3o3cmkH0a/nPr8SwszzGHOB7F66D42hm0/WQD5nGV3qIrpyCPc8SBJEmoRc4J2x75fuP9u2uwsRkhLdH8VZGMkSGpFxhCtiDgDBBwBmgMNFoKKoCbZt1EsbN4WMedKJS5y/ji0i/yuRc+l7NW6alkTukcKjwVnNdwHuc1nDeix5iyuJxtrzdZrtXNKkZzWn/VeYucnHXjdJZd2kg6oaO5FDwBZ0H3tIlKLJwi2pWk40gET8BBcZUXb7ETeZjtJ5GuBE/+dDMt+3rEfAei4nLl5xZRWuvNu2luPxTOElS97F3XxvRlFUxbemqZrfhLXSy+qJHZK2uQJEZUudRcKksvnoS/2MW7Tx4gEUlTWuvlvNtm8/Ifd/YZpSiazJKLG5l3du2Qq3pOjzbkSo2RMUhE06x79iDn3T6bF369LavVr2Z6EQvOq0cZxDr6eKKhJC37etj4/CEyKYNpyyuZurjc0i4+Hk6x4flDrHvmYJ9BSFGlh0vunEdp7eAup5pDGZI5yETENEz0niTppiiZzgRatQ+tzIUScKIMMlOnVXup+MxiQk/tJ7UvhOzV8J9Ze6xNcPDPSqYjTuv31vWJClPXib7VRHJvN0VXTaXzDztov3crVV9cesLzoXpRgk7KPjqP9rs3Z9mtq1Ueii6bPOJ5MSOWIbm/J29+U8/TB3DU+Yltaif0yJ7++0XShB7dS6YtLuztB3l8rcpL5eeXEF3TQnJvCKXYiX91LWqpe8S2+8NFD6fQI6JVUvZqQqCPICvLZnScMq/4v/7rv/L444+zfv16HA4H3d3dOT9z8OBBPvnJT/LCCy/g8/m4/fbb+fd//3dU9ZR5mjanANNLcud/eilyFg3ZXOF4llQsYW7pXLZ09IeSlrnL+PppXwfgP9/5T6q91ZzXcB6Vnkpc6qnjBre0cin/uupf+daab/W1Ai6rXMY3Vn5jTAw4yur9FFd7cgb4ZUXi9GsKV500p0qw/NT+joh0JXnm7i0cPTZLBqICc+XnFlLRGBiysEolMrz2p92omszFH58nFJUJkgzvPrGPlddOt9wwp5M66589lPe46589RN2sklOuwiDL0qgrbJ6AgwXn1TNtaUVfhejh/12f1Vqopw3eeWwfTrfK/HPrhi2EB8PhVmmYU8L6Zw9hGiYXfnQusZ4UiUiakhovqkPGGxze84z1JHnpdzvYt6HfSKFlfw8bnj3INX+zhEBpf/nPNE32rGvj3ScOZB2juyXGQ99Zxw1fXYa/tHB1X9cN9LSBqsljErIshE6KTGcCI5JCrfCg+DWUIVrlD/lxTJN0U5S2n2/CjPfPBqllbso+Oi9LyJiGiR5OYaYNJFW0oMmagqPGR+lNs0Tekyxc34ZSxTeSGXqeO2gpKjJtcYx4BqXUhd6RGFLort6TFJW1cAol6BRub2OQnSfJEo46P5V/vYR0U4RMdxJHrQ+1xD2qNjYzpZNptTZmAUi3xTCSOj1P7bdcj77VhG/14JbokiKhlroJXNCImRbhv3Keql/v585MG0jasTbDUX6e020xOn6zjUxL/3N1zSuj+Kopg4p2m7HllNlJpFIprr/+es444wzuvvvunHVd17n88supqqri9ddfp6mpidtuuw1N0/i3f/u3k3DGNu9Vqr3VzCmdw9aOrTlrn170acrdQ7clHkiFt4LvnvddXjr0En/c8UdUSeWfVv4TX3rxSxyO9LcP/e/a/+XbZ3+b1bWrTxlhFXAGuHzK5ayoXkFPqgeH7KDYVUzQOTauYb4iJ1d+dhHrnz3I1lePkkkZ1M4oYtV10ympGt8cG103iPekME0xl3KihUMmpfPO4/uyBBWIrKVHvruem/7hNPwFZm0GEg+nkGSJacsqef7X2/pCVzWnwmkfmEIikrIUVbpukIrnHyZPJTJZWVHvN2RZ6rMaP7yjK2dWq5c1f9nPlDyVntEgyRJzVtew5dWjNO0O0bR7E56gA4dLJZXI8MEvLx22UOlqjmUJql4iXUk2Pn+YM66Z0lf5ioaSvPP4PsvjJKJpWg+G84qqdFIn3BFn00tH6GyKUjkpwJxVNfhLXXkz6AbDNEzSRyO0/2ILxgCTBOf0Ikqum4GSpyVROD+aw2qT00Mp2n+xOUtQAWTa43T9eRclN89CcWvokTSxjW2EnzuIEU0jORV8q2vwnV4jxJVLHXbFxohlSOzozLue3BPCUecn3iGEZSHS7XE67t2S5XTnaPBTcvMsy3Dk4SLJEmqxC3UMLfllj4panl+sq6VuMEzrMGIAE/TORJ/D4mBIioSk5H+P9EiK2Po2ws8fxIhljr3HtfhOrx6xeEy3x2n/5Rb0475TEpvb6fGoBK+ckhUkbTO+nDKi6pvf/CYAv/zlLy3Xn376abZu3cqzzz5LZWUlixYt4l/+5V/4yle+wje+8Q0cDntoz2ZsKHOX8d1zv8u33vkWzx58Ft3UCTgCfHrRp7l40sUo8si/wCo9ldww8wYubLyQjJHhP97+jyxBBcJ98MsvfZlHr3mUOn/daJ/OCUORFaq8VeNmDe8vcbHymqksvrBhXAWOnjGI9aTQMwYScGhHF288uIdUIkPtdCHkiqs9qCfoD1msJ8X2N61bH9MJnfYj4SGLqkzaYPqySv7yo40MHOFLJ3VevW8XV39xseX9nC6VqUvKRcugBZMXlo/ZjJphmES7kyRjaWH24HOcdCOM4XB82PRAEtH0uDjwdR6N8OLvdnDxx+ax/rmDHN7eRawnRVmdj1XXTS9ocGGFaZpse/Vo3vUdbzWz6IJ6fMXid0DPmMQKZH+1H4owdXGuKY2eMTi0vZMnf7ypbyzy6M5uNjx/iA/89WJqhmHUkHXcUJK2u3OFTnJXNz0vHBJmEQPm2/RIikx7nMibTZhJHc+SChwNgSEF7OqhJEbEuq07uasbI5JBUmUibzURfqa/kmcmdcLPHULvSlJ05VTkYbZy6T0p0k1RZKeCnsclUHIqGMdeA0e9P/+xwik6frU1xzo8dTBM1593U/KhWROy1Ux2qzinFhF55YhltS5wUSMMYs4iDdHpczCMtEHk9aOEn++v6Iv3+CB6d1LMXw1TNGe6EqSbozmCqpfouy34z6nvC5LWo2nxOiig+nM/u3o0LdwWUzqyR0U+Vim1GToT77dghLzxxhvMnz+fysr+vv2LL76YT37yk2zZsoXFi603A8lkkmSyfwamp8d6U2BjM5AqbxXfXPVNPr/08yT1JF7NS4W7YlSCaiDFrmIOhw/z3MHnLNczZoYNbRtOKVF1IlA0pW8jNx7EQkk2vniYjS8cJp3Qcfs1Fpxbz7LLJvH6n3ZzZGc3D/zHGq79ytKCttxjiZ4xLENse4kUCho9DodHZefbzeTzRNn43CEqGgM5M2eSLDF1SQXrnzlErCd78+z0qsxZXYMyBi1byXiag1s6eeWPO4mHxUa1tNbHhR+dQ0lN/nmv8SCTFqYL3c0x9IxBSbUXd0BUfwpRVJG/cqo5lSGZVQyHeCTFC7/ZTuv+MM/8YguzV1Yz98xaAJr3hFBUafiv2yBRXaZpZllNK4qMJ+DI+Wz0UprHIS3Wk+LZX2zN8ZkxMibP3rOVa/92Kd4RDOinW2I5gqqX6JoW/GfXIR+rmOjRNKGnDxB7u39eMLGtE7XKQ9lH5g0qrIwCduEAZkbHCKeJvGjdPhtb14r/vIZhiSojbdDz4kEyzTE8iyoI58ld6zWrcEwKFDS90COpvG10yR1dGJH0hBRVis+BqRuU3DKbrj/twug1NFJlAhc04Kj3IymStXufKqHV+PJWLYeLEU4Rftn6fYitbcF/bv2wRVVyXzdGvIA1vG5ipnSMZIZ0U1Tkgh2OoASd+M+pwz2ntG8uL90ep/MP20kfPnbRR5Xwn1mHb1XNkGb3bAQT77dghDQ3N2cJKqDvv5ubc4ene/n3f//3viqYjc1w8GpevNr42aVmjAy6mf8LM5QMjdtj2+SSiKV57cHdWfbt8XCatx7Zy+KLGpiyqJy969swDJPXHtjFpXctOCGtgJpTKbhhLS9wBfp4FEWmJ1+QJdDdGied0i2NPAKlbj745aW8+8R+dr7dgmmaTFtSwfIrJw+7EpKP9oMRnv75lqzbOo5E+PO313LDV5dbuvuNB6lEhgObO3ju3m3ox66ASxIsvXQSC86rw11gE1JS48Xl00hYVC/mn1uHZ5izTYORjGZo3R/u+9/rnzkE9G/gyxv8BMuH1yIryRJzVlaz621r054ZK6pwD/jse4MOll42iVf+sDPnZ50elco84cHR7mRfC+rxhDsTxCPpEYkqvdv6yj4AGSOrqpFpj2cJqr7bm2NE32kmcG4DUoFqR6HgV8mpILtUjFg6r5kCJujdySG3oIHYwEffboaMiXdlDVqdr3+zfAzvGdWkj0bwLK/Cf1ZdwY2zES2cE2WmTlxQ+nBRgy4kp0L5Jxag9yQxohkkRSK2rpXuQ2GKrpxCyU2zaPvJRlFRVCQC5zegVXnRQ0lSB8NQa6IENKRhGrkMxIilId/FL1NUFof1HmcM4ps78CwpYACkykhOheTeEB339o8r6J0Juh/cTepgmOBlkzHTBu13b0IfeAEuYxJ+4RCyW8W3qrbgZ9ymn5OaCPZ3f/d3SJJU8N/27dvH9Rz+/u//nlAo1Pfv0KH8w9Y2NicSn8NHY6Ax7/riCuvqq834EA+n8uZhbXrxMDNW9P9xO7orRDpfn/4Y4w06Of3qKZZrpXW+Ibf+gbCZLy0gwkpqvZaCKpPWMXSDYLmbsz40gw//y+nc+v/O4JwPz6SowjMmFaR4JMUbD+2xXEvGMhzY0jHqxxgq4Y4ET9+9pU9QgXDtX/OX/XlbIHvxFTv5wBcW4yvOFgPTV1Sy4Ny6Ec8JjRSrDK2hUFztpWFubm6eJ+hg0fn1KAPahiRZYvrSChZf1JBlwhEoc3H1F5fkvBa9GHrhczMtohKGglad/2KY7NWQHHLf8aNvW7fWAkTfasaIFp5Fkn0arjnW+YKB8xtQAg6kQVqs5CG2oOnxNJmuBGbGwLOgHFSJrvt24F1RRfH1M/AsqcB7ejXln1qIb3Ut3uVVBC+ZNGi1reC8jywhjdCd70QhayqJ7Z20/3QTnb/dRsevthLf1E5iSwcdv9qK7FKp+MwiSm6ZTfnH55M6GKbjV1vpfngPnb/dRvN31hDf1kn62Gs7Eno/U3nPcZiOs9KxLC0jLExWrPCeXgWKRHee783YmhaMSJpMWzxbUA2g54VD6AUiS2yyOam/CV/60pe44447Cv7MlCnWm4Xjqaqq4u233866raWlpW8tH06nE6fTdkexmXiUucv46oqv8olnP5GzdmbtmVR6Ty2L6lOdfOYCAJmUkdUxpzkVTlQnmiRLTFpQxjm3zOTNh/eSiKRFO97iclZeO23QHKCBKKrMovPq2P56U85mW5Jg6SWNWbbWPR1xDmzu4MCmDrxFTuadXUugzNVnyjCW6GmDjsPW80jlDX6KKjwc2dlFMpahuMqD2+8Yl0qhoRtsfvlI3hbJdx7fR9WUAK48LnKSJFFW6+ParywjFkqSjGfwF7tw+TVcQ7RIj0dSJKJpTENUegq9x06PSlm9j/ZD1q9d1ZT8ZjG9JiwgXDIHzsV5g07Ou20WR3d1s+G5Q2RSOtOWVTJjRZVlZdLtd7D88knMPbOWeDiFqsm4A46C5+4rdubN1aqbXYTLI4w2Bmu5PB61xI1a6clyS+slcGFDv2OaSU720EDMjGEVgZeF4tEounoqkVIX0TebMNMGsk8jcEED7vllSIqM7NVw1PtJHQrn3j/oQB5kZtDMGKRbY4Qe20tybwgUCff8Mspum0vn/TvofnA3sl/DUefHDKdAAm0Qt8WByD4N5/Qikru6c9a8yyvHxAFwPNHDSXqeO2i5lj4aRe9O4qj3o/idhF86RGL7ceYeGZPO3++g9PY56O3xEWV6yV4tb5CzUuxE9g/vNZRkCe9p1bTfvZmSG2bQ8/whUgeOXdCRwbO0ksDZ9RixNHoofwt4+mgEo4BQNOMZ4WhoMyROqqgqLy+nvHxkTmnHc8YZZ/Cv//qvtLa2UlEhBl6feeYZAoEAc+bMGZPHsLE50SyqWMQvL/kl//3Of7OlYwtFziJum3MbV0+7mhJXyck+vfcVTnfhP3rKgPaI2aurcZ/AjYbb52D2qhoa5pWSTuhiw+pzoI1gyNpf5uaKzyzguV9u62spdPs1zr11NsEBV0S7W2I8+K13+2abALa+epTVN0xn9srqYW90B0NWZPylLrqaszfCVVMCLLyggad+trkvDBdE5Wf1tdPwjNFMRC+6bhJqzd8iGelMkkkPXkHxFTmHFSQMoqrU2RTl+V9to/WA2IAHy92cc8tMKqcELXOc3H4H59wyiz9/a22OOFl6aSPuPIG/ka4Em186wuaXj5BK6NTPKuaMD06luMrT5+rnDTqZvqyS+tklmIaJ06sVtIPvjS8IFnBkyzr3gINV103j5QFtg26/xjm3zCLcEefpu7egqDLzz62jakpwyBcQFL+Dsjvm0v3IHrGBNoUhQeCCRtzzy5GOPQdJlvAsqSC+KdflEMA9txR5CAYsasBJ8OJGfCtrMDMGkkMRVtrHHkfxahTfOJP2n29C7+7fAMseldI75g5aScp0xGn94fr+9jLdJL6+jdTBMEVXTqXzd9sxwmkxC1bmRg0O76KH4tUovm4G3Y/vJbGpXVxQUCS8K6oInFuPPCAH0DRN9FBKtNoldNQSJ7L35GYmmSkj7wwdQLoliqPejx5JEXn1iPUPGSapg2ESu7sovXHWsDO9FK+Dkptm5b7HXo2y2+eijsD6XC1x4b+ggY4/7sC/sgb/OXXHRLtD5KD5HRjJwq2ZklNBKSDoJKeCNMZznu9lJnbNdgAHDx6ks7OTgwcPous669evB2DatGn4fD4uuugi5syZw6233sp//dd/0dzczNe//nU+/elP25Uom1MWj+ZhaeVSfnTBj0joCRRJodRVOmaGGDZDx1vkwFvkINqd2wpROTnQVwkoqfWy+IKGrPanE4EsS/jHoEKkORTqZ5Vw/d8vIx5Jgyk2st6gs28TmIxnePX+XVmCqpdX799F47zSMRdVnoCDZZdN4pl7sqMMllwyiad/tpnMcTMpu95uobTaK1rOxsAkoxdVk6mZUcShbdZW1RWNfhxj5Bh2POHOBA9+a22WfX2oLc4j313PDV9dTlme1s2yOh83fn05G547xNHd3XiCTpZe3Eh5vd/yYkG0O8lffriRtgHVrYNbOzm8s4vrv7Is53HGa3ZQcyhMX15JSY2Xdx7fR097ggvumM3zv9pOaMDs35Gd3TTMKeH822cPWUSrxS5KbpyJHklDxkByKZaZQY5an2WFQXIpwlltiL/nkqqgFjDR0crclH9yIZnWGKmmKFq5G63aO6hRgpHUCT1zwHJeR+9MoPekUMvdZNriaLU+Sm+ehTKC7DU16KTk2unoF00S7nAuJccdrs+q/t4tGAO+GzxLKgheOnlUmVOjQVIl4fKXp51UrfSQbo1hRNMYsfwixAinkB0KqUPhEQUl973HbTHSLXG0ag9qiWvElvSyS8W7uALX9GJS+0JkuhI4pxSJ/LBjv5OyR8MxOUDKqi1ZldEqvSCLaqSVS6VvZc1Je99ORU4ZUfWP//iP3HvvvX3/3evm98ILL3DOOeegKAqPPfYYn/zkJznjjDPwer3cfvvt/PM///PJOmUbmzGj2FV8sk/hfY+3yMkVn17IQ/+zLqsi4i91ceaN0wl3Jbnha8vRUzqphE48kipoWDCRiPUkCbXGObS9C7dfo2F2CZ6gM6uNLxlLk4imMQwh4LosWqcAMOHozq6CLncjpX52CYsvamD9MwcxTSiu8tDVHM0RVL2se/YgM0+vGtN2REmSmL6sgrVPHsidm5Ng+RWTx1xQgqgA7H631TIPzDThrUf3ceFH5uCwqAgoqkxxlZfVN8wglcigqDLOApWDzqZolqDqxciYvP7nPVz8sbk4h9iqOFpcXo3aGcWU1fnRdYNNLx7OElS9HNzaSfuRCA3DqEwOJftJCTgpvW0OsfWtfe17rjml+M+qG9HGOh9G2gDTRC1zo9X6UIb4+hqJDMnjMuoGktwXouS2OUiGiezVRuXkJjvVrKrU8eihJG0/25ST+xRb24pa5sZ/dr2l4YFpmOjdSRK7u0gd7EGr9uGeVYJS5Bx1MC6A7HfgWVxBbE3uTKxrbil6d5K2320gcPEktGov6aaoxVFAq/WR2Nk1qhkjNegUngEOhUx7vM8/YKQug72f4XwmF4pHo/iD0/uNOPruyDGBLQw4yj82n/ZfbUXvPNbmLoFncQW+M2rG5D14v3DKiKpf/vKXeTOqemlsbOQvf/nLiTkhGxub9zSpeIZYOEUymkZzKrj9DkrrfNz49RW0HwrT3RqnrN5HcaUHWZZY9/Qh9qxr7Zu1qZoa5MKPziEwjNmF4ZDJiHkXQzfRnDKeEbSPAES6kzz5k01ZBguSBBd8dC6TF5ShORW6mqO8/IedHN7eBQgHuzOumcr215s4sDnXICI9DllLIFrZll46ibmra+hujeEJOtm9pjXvzyejmUHNDkaCv9TNNV9awnP3bqXjiNiA+UtcnH3LTIqrxscRVE8bHN7RlXe9dX8PqaRuKap6UTUZVRt8U71nXVvetcPbOkkl9BMmqnpxelSioSQ73sjv5rv55SPUzigec7MPNejEf2YdnsUVYIqr//IYtkRluhOEnz9EdG0rZAwckwIUXTEFtdIzeCVMEnlM+bKoFJ+GVuY+IXEDqUPhvEG64VeO4FlSiWrR8ppujtL2042Yfc+hldAT+yn/2DwcDYG+CvlIkTWFwIWNZDoTpPb2u+bKPo3gxZNo/d46MCH6djPBixrp/MOOnGMoxU5klyrmrxqG7qh6PJnuBB2/2076YP/8nBJ0UvaxeWjDdOEcKlq5h4pPLyK5N0RiVxdqmRvPwnIhWo+18mpVXiruWoAeSWMkdJSAA8WnDdvm/f2O/WrZ2NjYHEc0lOStR/YKw4Zje/LyBj8Xf3wuwXIP/gFXqFOJDC//fgd71mZv7pv3hHjiJ5u48rOLxjycNtKVYO3TB9n26lEyaYPiKg+rb5hO1eRgwU318egZnQ3PHspxrDNNePaeLdz8zdORFYkHv7U2ywK882iUZ36+hcs+NZ+m3d2kjtvQ1c4Yv8qq063idKt9813RAjlcgTI3yjjMA8iyRHmDn6v+ejGJSLpvnmjgjJShG8TCYm0sgqhlRSJY5iafP623yIl6nJhIJ8SFgZ72BIom4y9x4Qk6Bs0McxWYBzyRJixWFHL8M8dHywNivmokcy+DkQklaf/5ZjLt/dW31P4eWn+4gYrPLMJR4yt4f8XvwLe6ltCjey3XvSuqT1h+2/HhwAMx4xnQc98gPZyi83fbBwiq3oMZdPxmGxWfWWwpxIaLGnRSevMs9HCaTFsM2edALXWSaYn32dnrnQkSu7spvn4GPc8eEI54ErhmFONbVUvn/TvRGnyoAyrfpiEy2QZ7jfVICj2UJLk3hG95FdJZdUReOkzqUBg9lKTj3q2Uf2LBuLXaqcUu1KUuvEvzG1wpAWe/SYvNiLBFlY2Njc0AMmmD9c8cZNtr2VbKbQfDPPq9DVzzxSVZ2TjxcIqd71hXS9oPRoiFUmMqqmI9SZ74yWZa9/cLoa7mGI/+3wau/OxCS5vr/MdKs+UV68Fs0xTVj0QsY5mpZBgmm186wozTqtj8Uv8xZpxWibfoxLU9ltX78BU7LUOOz/jg1GG5Hw4Xj99h+d5Gu5Nsfb2JTS8cIhFJUzO9iJXXTqO42mtpJjEUZEVm3tm1wnnQgmWXNWaJoXgkxcYXDvPuEwf6nBwdLoWL75xHzfQi1AIVkOnLKnj3L/st1+adXYvb4jkbhoEsj2+bkMunMWNFJWufsnZym3tmzQm3pB8t6SORLEHVh2ESenIfJTfNLmjyIEkSnvllJLZ15rQBBi5uRBnDFsXB0OryC0Al4ACL98aIpq2fP2BE0hiRFIyBqAIRBqz4HDgGWOqnj2S3+sXWtJA+EqHo6mkiQyyeJrmzm877duCeX0bgnHoUv4NMT5J0U5TYuy1Iqox3RRVquRvFwvVT70nSed/OrPdHcioUXzudyGtHSR3oIdMeR4+k7PmlU5xT69vHxsbGZpyJhZJsesl64xpqjRPuzLZWT8X1glk/sQJ2tiMh1JbIElQDeeW+XcN6PNM0C+ZpGabJQYv2vl5a9vdQP7sEt1+jpMbLBR+Zw6prpw1rlizSlWD/pnbeemQvO95spqc9jmFxRTsfvmIXH/jCYmqm91uDO70q5354FnUzT/wsYqwnydP3bOHtR/YSD6cxTWGk8MB/vpvXEn6o+EtdnH/HbOSBcykSLLqwnuqpRVk/e3RnN2se35/12UwldB7//kYinYU/I75iJyuvnZZze2mdj/nnZGdp9XTE2fraUZ766RZevX8XHUcipBLjEwarKDJzz6qzzLWqnhYcVtD1RCG+2dpZECC5O4Q5iHsbiApDyY0zKf/kQnxn1xG4uJHKLyzFd3rNCXXd0yq9eU0wAhc1Wq6Zg/yu5w1FHiPUCg8cV2RKN0Xp+MUWep7ej1rhwbeqhopPLyJ4+RSUoFOIpN9so+MXW4hvbCe2tpW2H28k9Pg+9Ej2vJWZ0Qm/ciRH8JpJna77d+I/u67vNqOAQ+F7BT2aJt0aI3U4TKYjPqg74amGXamysbGxGUA6pWeFuh5PqC2ele2juUQ7VL6upLG29D66M/9cTXdLbFihw5pDobzBT9vB3HwcAF/Qia8k//m7/Q4qJvm54WvLkRV52BW5UFuMh76zLqvKpDpkrvr8YionBwracw+kqMLDpXctIB5JY6QNHB4Vb9Axpq5/Q6WnPcHRnd05t5uGySt/3MkVn104YgMTh0tl6pIKaqYV0X44gp4xKK/34w5oWS5+8XCKtx/bZ3kMwzDZ+U4LK66YnPdxnG6NOauraZhTwq53WohH0kxdUk5pjS+rStvdGuPP31rbZ70PsOG5Q5x32yymLa1AK2BqMFICpS4++OWl7Hy7mV3vtAhL9XPqqJ9dknVupwqFnPhkj8pQey0VvwPF78DZGBirUxs2apGTsjsX0PXHHX2ZW5JDIXBBA67ZpZYtcrJHQ3IomCmL7y1ZGpFT4XBQfBq+Y614WUjgW12LWuzKOm/TNIlvaidl8Z0ZW9uKZ2lllhmIHk4TfdM6QNpMG2S6EiglLvTOxHu+SpXpjNP5+/7PBrKE97QqAuc1vGeeuy2qbGxsbAagORQUTc4rrALHuSx5Ag6mL69k59u5zlJl9T48Y7wp8BTYOCqqbOmulQ+338HyKybxlx9tygmzLanxEgklmbu6hi0vH7W8/9JLJ+EboR1wIprmhV9vz2nby6QMHv/BBm78+oqs2bXBcHm1cbP2Hg4Ht2ZX9mpnFDFndQ2yKqMoEumEjrvwmExBNIeCVubO+RwORM8YBcOqOw5HMAyzoGh1ujWctRqltdYnm4xnePWPu7IEVS8v/Ho7NdOKCFaMzxbDX+Ji8UWNzFlVgySTN2j5VMCzqILwi4ct105FO2utzE3pHXMxomnMjIHsVoVVfZ62TCXgIHjpJLof3pOz5j+nDnmc8/5kl4r/rFocdX7Czx8k053EUeMVToCVnhwhaETSRN6wFkkAkTeP4mwM9D9f3SxYbTN6UsgeFa22rO+56pEUmc4EyV1dyG4N5wxhk17IefFEYhqmmA870EO6KYqj1ifCk4uceWfL9J4k7fdsyW71NEyibzQhuxQC5zf0mWacykyMd8jGxuaUI5lJkjbSuFX3eyo3yxNwMO+sWjY8l2sJECx3EyjN3ug7XCorPzgNPW1kuaZVTglw0UfnjrmoqplWhCxLGBYthzPPqBp2tcjl1bjoo3NZ+9QB2g9HUDSZaUsrmLa0gl1rWmiYU8LZt8zk5d/tyKrGzV5VPar2ungkzRGLig5AMpahpz0+LFE1URgo7JZc3IjTq/LKH3eRiIq5tLrZxZxzyyyCBURRIQzdIBpKkYylUVQR8ny8sYTqkCmp9dKy17pNtGZG0ZCrgPlIRNIc2GrdGmqa0LQ3lBUWPdbIsmQ523WqoRQ5CV41ldAj2aLCMSmAd1nlqJ3vetGjaTBNURkao2PmQ/FqfTlJgyEpMu5jTnShJ/eTaY0dC7VtxDWj6IQICcXrwDO/DOfkAKZuinDmPG2TpmlipvN3A5hJA9M0+zoKJYeMUuTMCvwdiFrlxYmJb1UtiltD70nR8cftpPb0uxQiQdE10/AsKJ8Qbny5bo2iqlp+5wK0PO6nma5k3tm5yGtH8a6oLpjjdqpw8t8dGxubU4pQMsS+0D5+vfXXtMXbWF27mssmX0atr/aEuUyNJ6pDYfFFDSSiaXa81dxXwSmr83HJJ+ZZthh5i5yce+ssTr96KslYGs2l4vZr45JT5S1ycMld83jyx5uzhFVZnY/ll01CHaYRQqDUzZonDjB9RSVLL5uEaZjsW9/OM/ds4dq/XYbH72TG8krqZxXTvKeHTFqnemoRnqBjVJUhY5BZiWSBEM6JTMOcUpB2UVbnw1vs5JU/7MxaP7yti4f/Zx0f/PKSYVf5EtE0e9e18fqDu/ten8opAS64fTZFlf2bGZfXwRlXT+Wh76zLOYbmUpi8oGwEz0xg6AaxnhSZtJ5T3RzIcNpQJyJ6JIUeSaP3pFB8Wl973Vgju1S8SypwTSsivq0DI57BPasEtdQ9Jo+nh5LEt3cSfasJDBPP0krc88uH5ahnpHQRinvMvl0eodlKPhSPhnt2KY56P2bGRFKkrOduJDMYsfSx+UAJ2aGMy3sxlAwvxaPimltG9HXr6r1ncUWWDb4ScBK8dBKdv8+1aVfL3Tga/LjnlSFrMqZhEn23JVtQAZjQ/eBunI3Bky6qMj1JOn69Ncet0Yhl6PjtNsrunI/qz/1sZToKOEOmDOv2z1MQW1TZ2NgMmUgqwu+3/54frP9B323rWtdx75Z7+fWlv2ZK0ZSTeHZjhzfo5MwbZ7DsskkkImk0l8ipKlQFcnq0E5Ldo2oK9bNLuPmbp3FkZzfR7iS1M4oJVrhH5HTnLXJy7i0z2fzyEV767Q5SyQyN80q59svLCFaIaorDpeJwqQTLPaTiGRKxNKlEBlmWhmXhPhCHR8XpVUlGrcVTUeX4VTnGE0/Qwbm3zELXDdY9be1SF+5I0Hk0OmxRdWRnFy/8ZnvWbS17e/jzd9Zx3VeWZVX2yup9XPjROVlVsuIqDxd+dO6IK4DRUJJtrzex/pmDLLtsEiU1XjqPWgel1hxnnHEqkelO0vn7baQO9M/NqJUeym6fg1oy9rlzfQGuY1zZy4SSdNy7hfSA9yj0+D6ibzZR9vEFQxJWmY44Pc8fJLahHUwTz4Iy/Oc35g2bHQ1WoibTmSC2sRWt3EP41aOkD4eR/Q7859Thnl16wtsjJVXBv6qG+PpWITQHoJa5cQ6Yt+3FOb2Y4utnEHpinwjglcA1p1RkkQ2wZ9cjKSKvWZskAcTWtxK8eNKYPZeRYETSwmregkxbHDOSAQtRpRYKYFdlpMHy2E4RbFFlY2MzZNribVmCqpeeVA//+c5/8q2zvoXfeeo5cFnRm4dExck+k1xUTSFY7iE4RmGRnqCTRRfUM//cOkzDxOFUc8SSYZh0N0d57YHdHNzWiQRMWljGymumjUgAeYOimvLib3Ov4E5bXjHmbZMD0XUDPWOgqvKYm1k4XCrTllUQ6Uzw8u935v255r09oqo1RGKhJG/8OXfuRKylaDvQkyWWnG6NacsqqZ5WRDKaRlYkXD5txCHRiWia1x7Yza53xOzg5peOcPrVU3j67q057pfTl1fiOYG2+mOJHk/T9eedWYIKINMSo+PX2yj76LxTZs4puTeUJah6yXQkiG9sxbe6rmArYKYrQeuPNgghcIzYujYSO7pEflQecW7qhhAcMpYW40MlE0rS9eddeJZU0vGbbX2VUb0zQfeDu0kt6SF4xRSUExxErZS4KP/0IsIvHSa+qR1JlfAurxK26hYXthSPhmdxBc5pRRixtDAfMcXrpMfTKL0mMwY5Qm0ges/InGSNlI4RTpMJJZBU+VgelWNEbaCDuTGaGet1tcSFUuy0FGTeFZXIp8jv1GDYosrGxmbIvNX0Vt61N46+QSgVes+IqvcKyVgG0zBwWsxSmKZJT0eCXW+3cHBLB94iJwvPr6eoMveqYbg9zgP/9S7pY20fJrBvfTtNu0Jc//fLChonWCErMlOXVOBwq7zx5z2EOxI4PSoLz69nzuqacTGdSKd0wu0JNr98mM6mGBWNfuasqsFf6hrTfCOHS0VzCWGaymOTXFQxvNcrkzEIteZvoWnaE2LK4uwrALIs4S9xjclsWqwn1SeoQLhg7nizmUvvms+mFw7Tsi+EO+Bg8UWNTF5Q2tf6Gg0laT8cYcdbzThcCrNX1hAoc41La+xYYEQyJHd0W66lm6Lo0fTYtOX1JEk3x0juD6EWu3BOCaIEnXkNHYaLkcwQe6c573p0TSueJZV5W95MwyS2oS1LUPUdO5YhuqZZmAscd1Ei05kg8nYTic0dSE4F38oaXNOLR+Tilz4awT2nlJ5nD1i2msbWtuI/u/6EiypJktBK3RRdOUW8BhLIXi3ntci6jyxhpg06f7c9KyTZNa+M4qumoAScSE4Z5+QAyePb/3p/dhgXYXrRo2kibx4l/NwhOHbxQ/aolNwyO9tQY4goPg1kqe9YWagScp7vbSXopOyj8+j41db+5y+Be0E5gXPqkcchpP1kYIsqGxubIaMbBQZ0j/2fzcQgGkrSvCfEhucPk0npTFtWwfSllfgHGG10Ncd48L/fzZpf2v1uK6d/YArzzqkTlTpAT+tsfPFwn6AaSCKaZtc7LSy+uLGg+UGkO0kmpaMoMp6AhqIpuLwa05dVUjOtiEzGQFEkPIHxsULXdYPD27t44kcb+ww3juzoYsPzh/jA5xdTM71oTB/PE3Sw4Lw61jy+P2dNdchZtvxDQZZl3H6NeLh/k+svdTFndQ1FFR58xU4xID9Oc41dzbkVj/2bOmjaG2LW6dWceeN0nB41qxIW6U7w5E8207Kv3zBjy8tHmX9uHcsvnzQhhdVguVBGNFdkDJdMV4L2n28iM9ChUZEou2MuzsnBMRNWx+cv5awV+KwYiUzBDK34lg7hTjjgPcx0xGn94Yas16jr/p04pxdRcsPMYYvRxK4unJOC6AWcLFOHetBOUquwrCnIwaG1rWV6krTfsxn9uJzDxOZ2eryqyMByawQvm0LrD9bBcQUfpdSFoy73gqUeTWFEMkLse1Vkn5ZVHUzuCxF+JrsN2YhlaL9nM1VfWIo63IthPg3fmTVELLIc/efWF6w4aeUeyu6cjxFJYyZ1ZK+G7HOc0Cy18ea980xsbGzGndOqT8u7tqh8EQHt5GWk2PQT60nywm+2c2BTvztb28EwG58/zAe/vIRAqZtENM3Lf9hhaQjx5sN7mbKkvE9UJeM6B7d05n28fRvbmXd2reVMWSKa5uCWTt74824iXUlUh8zcM2tZfGFDn+nHicgXioVSPPuLrTl5YkbG5Jl7tnDdV5biHaE9vBWKIjPvrFo6j0TZu77fFdLhVrniMwssA2wL4Q06WHJxI689sBuAOatrqJ1RxLpnDtJ+OII36GDxxY1MX1ox4ha/QrjyVAOS0QwbnjvEvLNrsx7XNEx2vtWSJah62fTCYWYsr5yQokp2qyCTs6ntZbRVKiOZofuxvdmCCkA36fjVViq/sDRvW91wkJ0q3tOq81Y9vCuqRA5WHiRFKmiKILtUGHDxw0jr9Lx4yFJ0Jnd1k26NDfu1U0tcg0ZESBPEZnww9K5kjqDqJbqmBf/Z9cglCmqFm/K7FtL9yB7ShyOgSHgWlRO4oDGntTDTnaDzDztIDQiDd0wKUHLjTNRiF3okRc8zB/KckElsYxuB8xqG9Txkp4r/zDrUYhc9zx3CCKdQgg4CFzTimlMyaMVJ9TstZ67eK5wan0YbG5sJQbmnnBtm3MB9O+/Lut2pOPna6V8j6Bre1Xeb8aGzKZolqHqJdifZ+PxhzrhmCslYmiN52pwAjuzspviYo5yiSri8+f9cuH0assXVddMw2behjed/1W+ukEkZbHjuEB1HIlz0V3NPmC12NJTM24oX6UoSj2TwFo3tY3qDTs758ExOu2oKnU1RXD5h9uEtcg7b0lySJWasqKTzaISOo1EqGvw8c8/WvvVod4pX/7iL1v09nHnDjDFvnwyUu/K2M9bOKMp5vFg4xeaX8w/db37lCBWThh7wfKKQfQ48SyqJrcnNnXNOL8rb3jRUjEiaRD4r+rRBqikyJqIKwNHgx9Hoz5kPUys9/U57mvXrLztVfGfWktzdbbnuO7M2q8JgxDLEN+avbMXebcE1TPMS96xSomuacU4NWotDRcKRJ0dtuJjHrraMV6VX785fbUM3+9zvZE3B2RCg7CPzRNVUEi11xzsu6rE0XfftzBJUAKn9PXTet4PSW+dg6mZeIQeQPhrFNMxhz1YpPgfe06pxzS4F3QRFhDS/F9x/R8t7o4nRxsbmhBB0Bvn04k/zf+f+HwvLF1Lvr+fa6dfywJUPMK1o2sk+PRuEkNn6Wv5wyp1vNxOPZAraYQOYev8POD0aiy9qzPuziy5sQLOwWY4WMFc4vL2LSJ7slvHgeDOF3PXCA9gjxe1zUFLjZdrSCupmluAvcY1YSHgCTlZdN50LPjKHd/6yz/Jndr7VYhnIO1q8QSeXf3oBynFXon3FTs798KwcUWWaWLaL9pKKZcgpG04AZKdC8KJGPMsrxewICLe2eaWUXDdjyPlL+TB1s+DvnpHHDTPn51K6aP3KYwwAYGZMvCuqCV45BcfkII7GAMFLJxM4v4H2X2/DCBf+nDhqfbgX5zr1uOeX4Wy06Eoo9LkeRih53+GCDhyTAqKKc3wIsAQlN8xE9o/u/dAjKZL7QnTdv5POP+4gsbsLfZDXZSQUco2UNBnpuO9PxauhlrhRi12WFvZGJE1yr3UVMrWvByOSRlJl1AKtkY7JgRFnlkmShBp0opa4UIP5Q3/fb9iVKhsbm2FR4irh3IZzWVK5hLSRxq/5carv3XL+KUmBTZvYx5o4PRqVkwOW7VkAtccF+1ZNCTDrjCq2v5E9/L7w/HpKaqwDH1MJPWsG6Hg6Dkcor8+dE0jG0qIiIkm4fdqws7es8AadKJqMbuFe5fSqw25FMwyTaHeSdFJH1WQ8AceYnOdgOD0a0e4k0e78G7+OwxFKqq3fk5EiKzKVkwPc/E+ncWRXN90tMaqnBimr8+GzsEt2eVQaF5Sy4w1rs4QZK6rGZXZuLFACToqumIL/nHrMpC7CYH3amGQESU4FJehAD1m/f466wpUXPZ4h0xoj/OIh9O4kWr0f/+pa0Sp3XLVY70nSdf9O1HI3rhnFIEnE1reSbhLzcUY8DeSviik+B0WXT8a/sobo+lZhqb6oQji5Hff7onhF3lbkNev8Ju+yqoLPywpZU3BOLcKIpin76DxSB3pI7g2hlrqEyUaRMysTarjo4RTdj+7JqrDF17fhnFZEyQ0zUMawjVYpcqJWeMi0xnLWvGdUIw/TyMMYbPYvkUGr8BC8ZBLtP9+csy45FNyzS4b1mDaDY4sqGxubERF02q1+ExFJlpizqjrLqW0gM06rxO3TUFSFs2+ayZ/++90coTHvnNocS3NPwMmqa6ez4Lx6DmxqR5JlJs0vxVvkzNtqpqiycA/OI/Lcxz2GnjHoao7x6gO7OLK9C1mVmLGiiuWXTRq2u+DxeIIOVl03zdLm/JybZ+IZxlxXPJJi97utvP3oPhKRNLIqMeu0KpZfMdlSYIw1Vq2WAxlpdthgKIpMoMw9pPdCdSgsu2QSe9e15VSsiqs9VE2Z2POXslNFHod5HTXoJHjFFDp/uz1nzTm9qKBLnpHSia1vJfRwf/U33RQl9m4L5R+fj3NS9ndy7/ln2uJE2nKdI4diiKH4HCg+Bw6Lix/Zx1Lwra4lvqUD/bgKtHtROWrpyH4vZE1BLlKgCBw1PrynV49ZVSR1NGLZspjc3U1iTzfexZVj8jggZvHK7phL530DZqBkCe+KKvxn1g36O308gwl8+dh3gKPWT/F10+l+fB/msdZdtcxNyU0zUcZwhtRGYIsqGxsbm3HCNE103URRpBPaHlFS7aNxXikHNmfPbniLHCw8tx5FFVd3S2q83Pi15ax75iBHd3bj9mssuWQSVZMDlkLJ5dNw+TTL6pIVbp/G5EVl7F2Xu3HRXAolVdmtKaG2OA/8xxr0Yy1NRsZk++tNHNnRxTVfWjIqa3BVU5ixvJKSai/vPLaPUFuc0hofy6+YTEm1Z8gteYZusPPtFl69b1f/bRnRchlqjXPxnfPGfU7M5dWonVHEkZ3dOWuqJlNcPTGCkwPlbm74++W88/g+9m1oR3XIzFldw7yzak+I+JyouKYVU3r7XEJ/2UumLd5nPe47ozqvxTmIlq/QY3tzF3STrvt3Un7XwiwzCNmnoRQ5c0QOgFbry22pGyVqsYvyuxaQ2NZJbEMbslPBt6oGrcZX8HkNh7H6HjVSOpFX88/8RV49imtGybDaPfVoGjNjiCwoi/upJS5Kb5sj3O9SOrJbuPWNRLzLPg3XnBISW3MNhFyzS/reW9mt9mdkRTPCgMSrnTJZa6catqiysbGxGWMyaZ1IZ5JtbzTRcThC5eQAM5ZX4it1oZyAlidP0MG5t86iaXeIjc8fIp3Smb6skunLsi3VFVWmuMrLWTfOIBXPIKvymBocONwqq66bQVdTjK7m/rYX1SFz5WcWZrn+pRM6bz+2r09QDSTckeDorm5mnjb8FqKBOD0atTOKKbvLRyZloDqVPofDoRINpXjnMet5piO7uol0J0+IqDrnlln8+dtrs+anZFnikrvm47UIID0ZyLJEUaWHc26ZyRnXTBW5NH7HCfkdOFmYGZ1Md4rEtg4y7XGcU4twNPhRB1QFZLeKe3YJjjqfCFOVRSWjUM4RQLo1JowBLMh0JDBi2RlaatBJ6e1zaf/ZxqxQWSXgoOSmWaMK5s2HWuTCe3o1nsUVIEuW80ATAsPETBWYR0vpQ57502NpUgd66HnmAJmOBFqFh8DFk3DU+voqRr0oHm1McrUUt0bRB6bRLe8hsaVDtHxLIsuq6Kqp/YHCgKTI4vNXNOqHtRkEW1TZ2NjYjCGGbnB0V4jHv78B45g5woHNHbz75AGu/sLiYecTjRRv0Mm0pRXUzy7GMExcFuG/vagOZdzmgQKlLj7whcV0t8Ro3d+Dr8RF5aQAvmJn1kxNMpHm8Pb8tu171rYyfVnFmMzhOD0azhEWc1KJjKUNfS9dzdEhV/JGQ1Glh+v+bhnNe0Mc3t5FUaWbyQvL8RU7xzTIeCzQnCraKWJ9PRrMjEFiT4iOe7f2haNG32pG9jso/8QCtOPaJk9EtUCr8lDxucWkm6KkW+No1V60Sk+OPfdYIkkS0hjMn40nklPBs6ic1AHrmVL3/LIcQWSFkdaJrWkhNMA4JnUoTPvPN1F83XQ8iysGFcsjRQ06KbluBvolacxEBsmljtnsn83IsF95GxsbmzEkGkrx9M839wmqXvS0wdN3b+HaLy89IblMvRyfHZWMpQEJZ4GMmrHGG3TiDTqpnVGc92ckScLp1kjmcT9z+x0jdqoaS1St8JzY8bNo44m/xIW/xMX0ZWM3+2EzcvRwis7fbOsTVL0Y4RRdD+6i9MOzR1Wl0Mo9wkXPolqllrmR3bnHliQJtciFWuTCPXvED/2eQ5IkXLNLUF4+jN6V3R4p+zS8y6qGJIaMcJrQ0/st17of3YtzWlFWlXKskV2qLaImEPY7YWNjYzOGxEKpvJWMcEeCeCR9QkVVL5GuBIe2d7H11aNIwNwza6idVYxvggwrewIOFl5Qzyt/yDWSAJh7Vu2EsO11+x1MXlzO3rVtOWsur0awfHznmXTdIN6TwjRBc8q4xqGFa8IQ74ZYOyQj4AqCrwIcY+tqmEOsEyKt0LkXvGUQrAV/DQzhs5dujYl2PgtSe0MYscyoRJXs1yi6YgrdDx8XU6BIFF83vaDJxUTDSBsY4RRGVFh/y15tWOevR9NgmsgFKvCW9wunMA0T2amgFrkov3MBkdePElvbimmYeBaW4T+rbshZYXo4CRnrKyxmUseIpGGMv2P1SErMZekGskfMRw3FdMRm/LFFlY2NzSmJntaJhlJ0HImQimcobwjgCTrGPPR0uBiD5B0Ntj4eRLoSPP7DjbQfivTd1rQnREWjn0vvmj8hTAMkSWLq4nL2b2zn0HHD1yuumkKgbHzPMR5JEe9J03E0gsurUVTpwRt05LQbOlwqq6+bTk9bPOv1dHpUrvzcQnzjKJgj3Uk2vXCIzS8dIZXQqZwSYPX10ymt9VnmhJ3ShA7DI5+HPc+K/5ZVWHwbnPN34B+nyly4CR75HOx6uv82fxXc8ieonDuosDIL5HIBoI/ud192KHgWVaDV+gi/dBi9K4Gj3o9vVe2YBQafCPRoiuibzfS8cLBPkKhlbko/PBu10lPw4kkmlCSxo5PoW81gmLgXluNZVD5oNUgPp0js7CT84mH0npTI7Lp4Emq5m+DFk/CtrgUQQbvDECiDVrNGkM/Vi5HMiNkuVUFxq5imSaYlRsfvt5NpETOqkkMhcHEjnsUVYzKrZTM6bFFlY2NzypFO6Rza1snTP9uSZWww47RKVl07Dc8Y5osMF29QzLRYGS44PcPPQxoLDmzpzBIAvbQeCHN4exezzqg+4edkhTfo5II75tDTHmffhjY0l8qUheV4ixw5bYxjSTSU5OXf72Tv+v7qk8OtcvmnF1A5OZBjrOAvcXHlZxcS7kjQfiSKv9hJcbUHX5Fr3FoUo6EkT/5kU1auWMveHh78r3e55m+WUD21aETHTcYzZJIZFFXBNcZucCMm2gb33Q5H1vTfZmTg3XtA0eCCb4JjdBb7OaQT8PK3swUVQLgZfnUVfOJlCNYVPIRWIBtMDjjGZM5Idqs4GwJoN8zAzJhITmXYdtxDwTRNjGNVHUmTx9TUIrGti55nDmTdlmmP0/qTjVR+bjFqnos8me4EHb/dRnrAd1m6KUr0rSbK71yQ9356LE3oyX3E3m3tuy25s4vWXV2UfWw+rqlFI54xk30aslfDiObm8SnlbmSvRqYz3vdeKQHHoBV3I62TaY8TfuEwqcNh1CIn/vMaUIqdtP0023TETOmEHt2L4nfgWVA+oudgM3bYosrGxuaUI9qV5MmfbMY8bnZh51stVE0JMu8ktoq5Aw5Ov3oKrz2wO2ftzBtn4AmOzebE0A0Sx/6Qu335540SkTRbX8lvHbzllSNMWliGa4Jc5fQEHHgCjhNm6KHrBptfPpIlqABS8QyPfnc9N/3TaZa5TJ6AE0/ASeXkE3Oeoda4ZVCzacKr9+3iis8uHJZgTyd1upqjvP3IPloP9uArdrH88klUTQmOu3vhoIRbsgXVQN79BZzxKXBMGtvHjLTAul9Zr8U6oH3noKJK9mm4F1cQX9eas1Z05ZQxbc+TnSqM07UjPZwivrmd8AuH0HtSaDVegpdOxlHnH5J5Q8Fj9yRzBFUvZjxD6mBPXnGUPNCTJaj6jtmVJPpuC4FzG5AsKkNGOJUlqPofELof2k35nQtGbBqiBJyU3DKL9rs3Z826yX6Nstvm0PPEPmIb2sEwUQIOApdNxtngB0kS81AWr2fqQJj2ezbBsetyemcCvWc3vrNqswTVQHqe2o9zctC2Sj/J2KLKxsbmlGP3u605gqqXdU8dPFbdODnVKs2hMOuMakpqvLz9iMhDKq7xcvoHplBa6x0TO+lwR5xtrzex8+0WEfa7uprpyyqt2/gks6AzsGki7HjHCdM0MXRzwjnS9RILpdj4/GHLtUzaoGlPaNTBw2PBwa0deddaD4RJJ3XcvqEf7+jubh77/oa+9z4eTvOXH21iySWNLLm4McdqPp3UiYVThNvjyIqEr8SFN+joyzwrRLQ7SU97nPYjEQKlbkpqvPiKnfkvfISs3w8A9BQkw0N9mkMnkxT/8tF1cNBDKB6Nossm46jzEX7xMEY4hVbtJXjZZBz1/gkxEzgYejxN6Kn9xNb0h4enj0Zpv3szJTfPwj2vbFTVWDNjoofyv86pIxE8Cytyzyuazjqn44mta8W7ogrVokshdTD/5yXTFsdIZEYsRiRZwtkQoPILS4mtbyV9NIqjwY9nfhkdv9lKuqk/SkLvSdH1hx0UXT2N6DtNyB4xI6eWe/peU70nSdefdvYJql6UYqeloOx7Hh0JTIvuCJsTiy2qbGxOIslMkvZEO92JbpyqkxJXCSWukpN9WhOe7tYYTo+Kr9hFIpoi2t2f1RPtTmIMMV9kvHB5NRrmlFLe4EfPmKja2OU/hTsTPPittUQGOFa9/qc9bH+zmSs/szBHWDk9GrNXVdOWZ2MxZ3XNuMyhZdI64Y4E299opuNohOopQaYtq8Rf4hwTW/SxwtBNUvH8Fumh1ljetROJu0BrnnAkHPpGN9Kd5KXf7rAU0+ueOsDsldVZoioRTbPjzWZef3A3xrGr8ZpT4bzbZtE4r7SgXXpPe5xHv7eB7pb+19HpVfnAXy+mrM5nfd7+Anlkkjw+ZhUOD7iLId5lvV45NOs8xe/At7IGz/wyTAMkTRqXPKjxwojkFy/dj+7B0RgYnR27KiEHHBgD8tUGolVbXxkwDaPgZ1wqYMkpDTZvOMqWXUmV0crcBC9oFOcpyyT3h7IE1UDCLx3Cf3Y93Q/tpvUH66n43JI+u30jlslxIwRRbVOmFOU9ByXgsKzS2ZxYJs5fNhub9xmdiU5+ueWXXP3Q1Xzo8Q9xzcPX8IlnPsH+0P6TfWoTngXn1nHWh2YwaUEZyy6bzCWfmEdZnfhjXD7Jj6ZNjKF9t8+Br8g5ZqLF0A22v9GUJah66TwS5cjO7pzbJUli8oIyiqtzXelKar00zBl7Ea/rBkd2dvP7f36btU8d4MCmDt58eC9/+Je3aCtwtfVkoGpyViDy8ZyoNsTBaJxXBnn2TLNWVuMeRmtZMpYm3JmwXDNN6Dwazbqt/XCEV+/f1SeoQFSunvr5FnrarY/T+zgv/nZHlqACSEYzPPa9DUS781Qs/FVQOs16bc414M2tZIwaXzWc9WXrtfKZUNQ45ENJkoQScKIWOU8pQQWQbs5/EcEIpzELXIAYCorfQeCCBss1yangnBSwXJM1BfeCsrzHdS8qR87zPeuo8+UVTs5pQeQ8rc96JEW6JUrqcJhMZxwjPYgRCSDJYludLFAd07uSyMciLcyUQeS1Ixi9VaY8v+Pp5hhatRdJs962+y9oQLZb/046tqiysTkJGKbBswee5fvrv09C79+UbO/czl89/Vc0R5tP4tlNbHra4zxzz1aeuWcr7z6xn5d+t4Pnf7WdFVdOpqTGy8prpk2cgfsxJhFNs/Pt/C0w2147SiqRu+nxFbu46nOLOOtDMyir91He4Ofsm2dYVrbGglgoydM/35LToplJGTxzzxaiBdp/TjTeIicrPzjVcs1f6qKkdpwtvIeIJ+jgvNtm52y6Smq8LLm4EXUY7ZXyIFfmB7ZqJmMZ3nl8n/UPmrDpxcOWpiwgWgoPbbMOdI71pCwvDgDHHPfuF2JmIFPPh4v/HziH0ec4VBQFFtwI5/8jOI4dX5Jg6gVwywOFq2cjIdwCTRthz/PQug2i+ds7TySya5ALUqOshkiShHtOKb6z67KEjlLkFLNNeapgsktFq/fjsJhhVMvdeBZVIOdpRZX9Doqvm57zuyP7NIo+MA3FYq4p3Raj/e7NtPzPWlq/v57mb79L+LlD6BHrClvOORWq5qlyVpU4sbOrT6zKHg21wjqWIfz8Qcr+ah7ywL9vMvjOrMU9p/SUaC99r2O3/9nYnATaYm38aMOPLNdaY63s6tpFlXeM/4i/B0jG0rz4u9wr36l4hud/vZ2rPr+IYPnJn38ZLyRJQi6wqZGV/G1gvmIX886uZdoycZV/PF0II13JvC11odY4iUga72haiMaYulklnHfbLF5/cA+JiDD/qJ9dwtk3z5wwOV4Ol8rUxeVUTQ6wd30bsZ4UjfNKKa3xDXt+0OXVKKvz0X44t2qoaDLFVf2but42znx0NcfQ04blzFxmkCv78UiuY1ofJVPg9kdFZlSsU4gabzl4xrE92lsGZ3wW5l8PiR7QXOApB/cYVys798LvPwRtO/pvm3QmXPMTkYt1ElHL3EgOGTOVK5QdkwJ5q0HDQfE5CJxXj29FFXokjaTJyD7Nch4q69wCToKXTSJ9OEJ8UztmxsA1pxTXrBKUAgZAskPBPbcUR+0Sou+0kOlK4JpRjGtGsaUpRiaUpO1nm7JbFHWT8IuHkH0avpU1g86VOer9SJpsmVvmWVROfMCMpOLR+sSq4ndQcv0M2n66Mee+3hXVqDVeKj67GKMnhZHSUYqcKD5NGJfYnHTsd8HG5iQQz8Rpj7fnXd/SsYUz6848gWd0ahCPpHMyjHpJRNKkEzqO93C6vMunMe+sWl7OE5A7/9w6NGf+K82SJJ0QS3cjTxhm33oek5GThcurMfP0aupnlZCMZ1A0GbdPG1cb95HgcKk4qlSWXjK66pnb7+D8O2bz4LfWkh6YrSTB+bfPznKo1JwKZXW+vMKqakoA1WFdJXO4VTSnQjppLa4GvQDiqxT/hoNpirypZBgUB3hKwWXdUmaJ6oAi6/a0MSHcAr+7UbgJDmT/K/Dk38EHfggu//g9/iAofgelt86h/Zdbst3sfBrF104fsywk2akiO1XU0qFfBJPdKlqVF8XvFBUrCWSPiuLRBs2Lkp0qcqVK0RVT+uae8pHpThC8eBKSQ8EIp4i+3dTXFhl+4RDu+WWDzpUpAQelH5lLxy+2ZIkjR4Mf95xSOn67re8235m1Wa+rVuOl4vNLiK1pJrm/B7XUjW9VDWqJC9mhgkOFCXRRyqaf9+7uw8ZmAiNJEkFnkFAyZLk+KTDpxJ7QKYJucfV0IAmLrJD3EpIkMXlhGdteP0rbwewqQ/2cEioaT95mbCD+UheyImXN4PTi8monPaDZClkWjnbj0Fg2ISmt8XHj11ew+90Wju7oJljhZu6ZtfhLXagDZhIdLpXll09m38b2HGMLRZOZvaomr/GIN+hk6aWTePOhPTlrk+aX4RlDi3EA4iHY8xw89VUhrCQJpl8Cl/4nFA99JmpciTTnCqpetj8GF3zjpIoqSZVxTg5Q9YWlxLd1kGmN4ZhahLMxkNfq/EQiawpykcJo/OQLCSo9nCK5q5vo60cxYhmUUhf+M+vQuxKEXzqMEU1bVp9yHkOVhSvgF5eSOhrBCKdQS92kW2N0/n57n2B1LyrHedzcpqQI44vAhZMw0zqSKiNNUPdUm2xsUWVjcxKQkLhu+nXcvfnunLWAI2CLqjw4PCoOt5q3tawoTy/6qUw0lKSnI0FXU5RAqYuiSg+XfXIBTXtDbHu1CVmRmHd2LeUN/gnTUuf2a6y4cjJvPrQ3Z+3MD804aXb3pxKGYYJpjptToiRLBMvcLLmokYXn1SMrct5Zq6JKN5d/agEv/Ho7sWMtUYEyNxd8ZA7+kvwbbUWVmbOqGs0p885j+0lE06iazJwza1hyUePYi+uDr8EDH+n/b9OEnU9A+w6443EI1Izt442EiEVeUi+mAalo/vXBiIdEcHL3fnAFwV8jnvMwZ20kVUEtc+M/s3AuVyGMtI4RShHb0o7ekcA5rQhHgx91grTTWqHH04T+so/YgJwxvSNB90O7CV46CefUIlJHI0MWOJIqoxa7+sSoHk+j+B2Y5zWAbuCaXSra9/L8HkiKhKSMbJtuJDLokRTJvSHRJjmlCDng6KuIGSkdI5IidSSKmdFx1PqR/Q7L+TKboWO/ejY2JwFVVpkcnMyVU67k8X2PY5jiylelp5J/OP0fUGX7V9MKT9DBiism8+r9u3LWJi0YhyvfJ5mejjiPfX8DXQOseT0BB1f99SKmL61k0rwyJAnUwSyDByHWkyIZS2Oa4PKqeAaZbRgMzakyZ3UNpbU+3n50Hz0dccpqfZx21RRKan2DGiWcDKI9SZKxDHrKwDRMVJeCN+jMyWsab+KRFKG2OFtePkIylmH6ikqqpwTHxVAERPVTHcQtU3OqNM4r5fq/X0YimkGSRCtqIRFv6AaRriRNe0IomsxVn1+ErEhoLgVP0DksY40hEW6Bp79uvda5V5hBTARRFSgwM+XwgnMYrYoDibTAs9+E9b/tv81XATf9EaoXQYHqzFhjZnSSu7vp+PXWvryl6NvNKAEHZZ9YgDaMlr8TiRFOZwmqgYRfOkzRVVNxdo48YFdxayhuDa3KSyaUxOhJkTocRi12Ifu0MWut1OMZYmuaCf1lX191OQR4lleKtkZNJr65g64/7YIBrdjeldUEzmtAOQEt4u9V7J2bjc1JoNxdTlusDZ/Dx/fP+z49qR7cqpvuZDeP7HmEr5721ZN9ihMSRZGZcVolqlPh7Uf2EutJoTpk5p1Vy6ILGt5Trn+JaJoXfr09S1CBEECPfW8D135lGb5RVnz0jEH74TDP37udziZxhby4ysO5t86motE3pGDXfLh9DibNL6NqcpBMWkdzKhNuRqmXUHucvevbwDBZ+/RBYVYhQcPcUs7+0IwTFv6biKZZ++QB1j97qO+2fRvaKar0cNXnFxWsCo03kiThK3bhKx78Z03DpPVAmEe+uz5rnspb5ODqLywZe0EFkIlDR26bYR8HXodp54/94w4XXwU0rISDr4v/dgZg9Regci7oafE8ou3CNGOo6Dqs/U22oAJRFfvVVXDX61A8jnNix59OT5qO327PCbDVe1J0P7SbkptnT8iKSKY9nnfNiGWQvRreqUWjzoNKN0dp/8WWrBBk15wSiq+ehjLKC1oAekeckIVjZ+ydFmHOUeWl6/7cFtTo6004JwXxLCgf9Tm8X5l4n2obm/cBmqLxwekf5IFdD/A3L/0NGSODbuqc13Aef7v8byl1l57sU8wi1pMi0pmgeV8It99B5aQA3iLHqDbdI8XtczBnZTWNc0vIpAxkVcIbcKBMkGwqEK9XKpFBViTcPq1gOGo+4pEUh7dbB5FGupJEu5OjFlXhjgR//ta6LEvsruYYD/3PWj70tRUUV4/eTlwIXSGm4pGUeM9kCXfAMSEqVvFwijWP7aO80c8rD+zuXzDh4OYOHvm/9VzzxSUnpGWxpz2eJah66W6JsenFw5x21RRLl72JRqQ7yeM/2JhjUBHtTvHsvVu54lMLx/4CiKwJgZLssV4vnjS2jzdSvGVw7c/hL18SQu/au+Hl/4Lnvtn/M/Wni58pqh/aMSPN8Mb3rNeSYTiy5oSKqnRzFPLY7Cd3d2NE0xNSVEmDnJMSdI64StVLpjtB2883YRznfJnY2klP8BDBy6Yg58miGgqmbhB+/Wje9fCLh/Gfk7+tM/zCIZxTgna1aoRMvE+1jc37hBJ3CR+Z+xGumHIFkXQEt+KmxFWC1zExcnF6iXQnefaeLVnBsooqc+kn51M3o+ikiBlJlsatHWo0pJMZWvaHeeUPO+lsiiLLEtOWV3DaVVMIDLPlJTPOphx6RmfTS9YZQ0bGZP3zhzjzhhmoo/gD30sqkaH9UJhX799N28EwLq/Gwgvqmb2y+qTPgcUjaSqnBFn75AHL9VBrnK7m6AkRVdvfzJ9Pt/XVoyw4r27CWLwXItKVyPv5bNnbQzySGntR5auA0+4SAuV4VCdMHgM31dBhaNsO7bugYjaUzRhZS2GwVtinxzrhkc/Aobez1w+9CX++C2789dAs5PUUxK0vwAD5jTGOJxGGeIeYRXMFR2xfbxQKCD7WbZYJJfuEhexVUQLOQW3Kxxu12InkVi0Djh2TAtn5UCMk057IEVS9RN9pwX9mHfIoKtKmbmKE8mdpGZFUVsvf8eg9KUwLgyGboWGLKhubk4imaNT4JkCffx70jM7G5w9lCSpxu8FffriRm79x+ns6F2q4tB+K8PD/ruvbOBiGyc63WmjZ18PVX1g8LCHodKuomkwmj9NUYJStYOmEQdNua/dJgOY9IdKJDKo2+iuWzXtDPPp/G/r+OxFN89bDe2neE+L822fjHuXV39FhUlrrK2hF37Kvh7pZ45iPdIx0Mv9mNJMyctz3JirJWIFNNaAPwT1t2CgaLP8raNoAu57qv13zwM1/GP08Vet2+NWV2UYTwTq47REotQ6PLogrKObA9r9qvX7gVWE6MRRho7rErFbPEev1miWDH6NjNzz1NfHamSbULYfLvgUVc4TN/DBw1OX30HQvqyDTEafr/p39osqjUnztdJzTi5FHOR86UoyMgQmU3Tqb9uNs0JWAg+LrZljOPOnxjBBhponkVgedi9K78me+kTEw81T4hoqkybhmFZPc02257pgcRCrwXedo8CMXWLcpjC2qbGxs8hLvSbP5Jes/1IZucmRnly2qjhGPpHj1gV2WG99Qa5z2w5FhiSpP0MmiixpY8/j+nLXJC8pwB0Z31VTRJPylLtoOhi3XfSUulDz5Q8MhGkrmzdU6sLmDSHdy3EVVKpEh2p1k7/o24uE0k+aXUlTlJZPU2bO2je6WGLNWVhMsd/P6g7sJtWbPVgRO0Gd8xvIqtr9uXa2atLAMp3tizqQdT6HvBIdbxTlelvr+KrjmR9DTBM0bRUZVxWzwVQvRNVLCzfCHm3Kd+0KH4f474NY/D28Gqpd8rYp969a/mzn4q+C8r8FDn8pdC9SIea1CdB+Eey4Ws1y9HH4H7r4QPvEKVMwa2nkcQ/Y5cC8sI77huCxGVcJ3eg1tP1yfNW9lxDJ0/GYbFZ9djKNmbEIN9FgaPZQksU3kGrpml4j2PSthFErS8+JhYmua0Wp8lN46h0xXgkxnAmdjAK3Gm+NaaJommbY43Y/uIbm7G0xRzSr6wFS0Cm/euSu1gEOt5FKQRvmdK0kS7rllhF84hHH8xQ1FInBuA5ImW1fkJAhc2Ij8Hs56HG/sV87GxiYvum7mDe4EiHQWuOr2PiOTMmjdn38TdHBLB5PmD33jpWoy88+uQ9UU1j51gNSxUNo5q6pZeskkXN7RCRHNqbL4wgb2rmuzXF9ycSOOEcyCHU8qoeeIlIE07wlRXj9+uTypRIadb7fw0u929N3WfjjCrDOqeP5X2zGPtcLsfLsFt1/jgjvm8OwvtxIPi6voqkOmctIIHdmGSUmNl+opQZr2ZlcQNafCaVdORnOdGleQ3QEHs86oYvsbuQLx9A9MzgoXHnM8peJf1byxO2a0TTgIWtG8cfjGEr24goOsFw3tOJIEMy6Bi/4NXvr3fjFWuww++BPRbpgP04Qdf8kWVL3oKXjl23Dld8Ex9LgKxatRdMVUHPUBwi8dwgin0Wp9FF87ncgbR3MMLMR5QM8Lhyi5fsaoq1V6JEXomQPE3ur//PU8fQDv6dUELmxAGfDdqYdTtP9mK+lDIvcvdaCH9ns2o1Z4KL5uOs4G6999vStJ6482ZAmT1P4e2n64gYrPLUYrt3691GIXarmbTFvud6L/nPpRz2wBKMVOyu9aSPdje0ju6gYTtDofxVdPQy11gSJRcdcCuv68m9R+IezVMjdF10xDtS+SjgpbVNnY2ORFc8oUV3noao5ZrldPLzqxJzSBkSRwetS8rU8jmQHzBBwsurCeGSsqSSd1VIeMx+8YtYV6L8VVXlbfMJ3XHtjdJy4kCU6/ZiqlNWMz26coEpIk9m5WjFvV4hiRrmSWoAJYcG4dz9y9pe859xIPp1nzl/3MPbOWNX/Zj8OtcsVnFuArPjFzX96gk4vunMfuNS1sfOEw6YRO44JSll0y6YRVy8YCl0fjjGumUVzlZd3TB0lE0/hLXZx+9VTqZxejjFP21riRihReT1t/Pw6KtxxmXiZEzfHMvGx4Qs1TCqfdCXOuhHi3aAn0HhOYhUjHYceT+dcPvCoqasMQVQCK34FvZQ3uBWVgmEiaAhKkm/LncGWao5gpHUb5/ZY6EskSVL1E32zCPacEZUZ/S2WmM9EnqLLOpTVG1307KfvEfFR/9u+/aZjE1rVYzl6ZaYPIa0cJXjEF2cJURgk4KPvIPLr+tJPkHnHxRNJkfGfV4l1WiTQGvxuSJKFVeCi5aTZmPI1pgOxWs/KwtEovpbfOEdUs0xTrJ7UN+72BLapsbGzy4gk4WXX9dB773oacteIqDyVVE8tU42TiDjhYcF497zyWa2WLBFMWjcymVlHkcbPSdnpU5qyqZtL8MjqORDBNk7I6H+6AY0yqVCDc/yYvKresiMmKRNXk8a0C7TnucV0+jUQknXdWrWlPiFXXT6dmehFFlW68Ra4T6lLoK3Ky8Lx6pi+vxDRMnF4N7STNmYwGcUGggRkrKjF0E0WTT7opyYjxVpD3yoDiGLGhA+4iuPzbojVx2yPi+JIEs66ES/9TrA8HRYOiBvFvyPdxgL86/7qnFEaYmyjJEuoAi3AjY6BVekgfthapaoUHaZSfdSORIfLy4bzr4ZeP4GgMIB/7fkvuzz9XmmmPQ9KA4wrpRlInsSO/MUhydzdmIgN5HPTUEhclt8zGiKYx0wayW0X2OyxF2GhQ3CoUcDRUvFre4GGbkWGLKhsbm4JUTQ5w2afm88ofdxHuSAhHu6UVnH711BPiiHaqoCgyc1fXcHRXN0cG/MGVZIkLPzpnwr5WmlMlWK6O22ycw6Wy6tpptB8K09Pe3y4qSXDRx+aObysYEO9JZv23qskFW1oBNIdM5aTxN6bIhyRLp64AGYA8WpdOPS2qQKp72GYJY4q3HBbdBuvuzV077ZPgrRz5sQM1cNX34fx/EhUhZ0A8nuvEtJyiqLDi47Dhd9brq/56ZK2NFsiqjG91HbG1rZazp4Fz6kfd+mfqRu4s0QCMWBozY8KxX6+C1RlVAovZKEmVkAtYjsteDQapOCmesQv7tZk42KLKxsamIE6PxuQF5VQ0BEgldRRFwu0fWfbSex1vkZOL/moukc4ER3Z24fRq1M4oxhN0nJLVhrEiUObmmi8toe1gmEPbOvGXupi8sBxvkRN1nC35Jy8sZ9OL/WYr0e4kwYr8AtJb5MRhb3YsMQwDWT4BrXvphDBPeOfn0LQOymbC6Z8UWVMnI3LCFYDzvwaBKnjzR0L8uIth1Rdg0U3gGOUFCVfgxIkoK0qmwAX/DM/+Y/btCz4Ek88e04dSS12UfHg2XffvxEyIixuSQxmzeR7ZpeKcWZy3zdA1qwR5wGyiszEghJOFjbhncaWljbqsKfjPrCWxtcPyMfzn1E3IHC6b8UcyzXyd7u9Penp6CAaDhEIhAoGT+CVnY2NjYzNqot1JHvv+BtoHtBwtvrCBaCjJzrdbcn7+0rvmM3lhGZJ08oOJJwKpRIZwR4JtrzfR0x6ncX4Z9bOLh527NmRME/a/Ar++BowBFQdJght+LQwZRurkl05ApAWaNwkzh5rFIt9qqO17elo4AepJMbPkqwblPXKxJBEWIcJ7X4JMAqacI6poI21tLICpG+jhFHo4DaaJ4negBBxjMk8EkOmM0/J/6/pEWy+SW6Xys4tQS/o/u0ZaJ7m7m47fbMsSVlq1l9Lb5+S4/vWix9JEXj1C+PnssG7PaVUEL2x834bnmoaJmdKRVBnpFAgqHypD1Qa2qDoOW1TZ2NjYvLeIdCVY/9whtr5ylHRSp3p6kHNvmcXRXd28++QBot1Jyhv9rLxmGmV1Phwn4SpzrCdJPJLGyJi4fBqeoOOkGzqkkzp71rby3L3bsm53+zU++DdLKaocnnnBkOg5Cj87D8JNuWvOAHzydSiqH/5xUzHY/Sz86a+Eq10vCz4EF/2LEFc2Exs9LUw4FFVUCvPQa3ceemIfie3HLNVnlRC8dDJquTvngomR1jF6UiT3hdBDKRxTgmhl7kGNG4x4Gj2cFjNUhoFrWjFywDHktr5MKNk3V6X4NGSf1jfrdaphGiZ6V4Lo2haSe3tQgg58p1UjB52oRSc/2Hm02KJqhNiiysbGxua9h57RiYeFE5bmUnAdG9COhpKYhomqKbgsWn3GG9M06TgS5emfb+5z2XS4FM64dhrTllT0nefJINQW57f/9GaOSyJA/ewSLv74XJxj3SrZvAl+vDr/+l89C/XLh3/c9l3wgxVgWhiUXP4dWPZRUQ0bDD0tql166li1qgrGoyUyFRWPc+ANUVWbtBL8tcLRb7wwDFGJi3eK18JTKjKwTjamCV37Yc0vYNeTwor+jM9Cw+kFxbCRyGAcc+iT3eqEyV8yDZN0c5SOX21F7z428ymDb1Ut/rPrTskqV+pohLYfbxTujQMIXNyIa04pjspT29RqqNpgYnzCbGxsbGxsxhFFVfAV57ZqnWxDiHBngoe+szbLij+V0HnptzvwFTmHlW021rTsC1kKKoBD2ztJRDNjL6qsRE/WemGTkbxsfjD/sV/9H5h1+eACItwCa+6BN38o5qp8lXDO38Psq8ZW7CQjwg3w4U9nn/Psq+Cyb4F/FMYY+UhFYf+r8Mhn+kOOixrgmp9A3TLhEniy6NgNP78AEt39tx26FeZdJ1wS8xhpyK6JI6QGooeStP10Y3Z7ogGRV46gFLvwnV59SlV29Giarj/tyhFUAD3PHMBR6yfjUlHfA+Y7g/HeaXi0sbGxsbE5xTi8rStvttkbf95DLJyyXDsRFHRJNIVxxZjjKcvvNqd5xJzPSOjck38t0gzGIGIt3g1P/wO89B9CUIGoJD3217Du15AZw/cpdBge+mSuCNz2CGx7NH/o20hJhCB0FJ79p35BBcIs5FcfgK4DY/t4wyEZgee+mS2oetn8gDjH0WAYotU0dARinaM71hBJHQznzHv1En7+IPpJ/J0fCUYsTfpIniw3Q1jTF3JkfC9hiyobGxub9zm6btDTHmfrq0d59f5d7FrTQrgzMfgdbUZN0578OTldTVGMzDgIlyFSNTWYd6242oPTPQ6tif4quPL/rFvxLv0vkRnVfQi2PATP/5sQGd35c4n6mHZ+/rWaJaANYrwRbYNNf7Ree/m/hDAbKzb8If/a698VYm4s6DkK638Hv7sBHv0sLL4VPvgzcPj6f0ZPwbu/BP0kbYrjXbD98fzrWx8Z+bHDLaLq+NNz4Lvz4fcfgkNvi6rdOJJuzn98I5K2dCKc0AxyuqZuYOon73vsRDLx6qI2NjY2NicMwzBp3dfDI99dnxWI6/ZrXP3FJZRUn9q98BOd0jpf3rVAmfuktgF5gw5mnl7FjjezBYMkwdk3zcQTGKQlLB6CaKto33IGoLjhmGNega2HrMCUs+HOl+Dlb0HLZiiZBmd/GSpmi2Pde4XYbPedaBnc/jhUzMp/3IaVol3PSpBc+C+Du9x1F6jWpKKikpUvdNc0RTUk2iYqWr4K8S+fkOven/+xom0jb4EcSM9R+O0N0LKp/7aDb0DtErjiO/Dgnf23H1kj8sKUkzBnLkkgyflbN+URui9GO+CxL8KOx/pvO/QW3HMR3PqQcD8cJ7Ta/L/zSsAh8rFOIWS3ilruJtMWz12UQKvwvG8s5u1KlY2Njc37mGgoyeM/2pglqADi4TTP/mIr8VOsFeVUY/KCMhTN+k/x8ssnn9SZL5fXwcoPTuO822ZRVOnB4VZpmFvC9X+/nIpJg2ywI63w9Nfh+8tEBeCXl8GPVsPhtyGTLnxfhw+qF8I1P4aPPgXX3wP1K4R4+cPN2YIKINoO992a3bp2PEX18JEnYPI5/bcVT4Kb74fKuYXPB8BVVHhdyxNyrGeEKPnZefCTs+DuC+AHy0XeVcw654iZl+Z/nLrTQBuDCx07nsgWVL0cWSvOq3xm/22lM4Qpx1DoaRKmIF0HhOPiaHEVw5xr8q/P+cDwjhdugcPvQseubEHVi2nC41+CcIHP0ihx1PpEQLAF/gsbB3UdnGgofgfFH5wOFheAvGfUoCcylnlf70XeH9LRxsbGxsaSSGeCZNS6taftYJhEJI37FPsjfyrhK3Zy1ecW8cRPNpGICLEhyRKLL2qgYe7YZwQNF0/AweyVNTTOK8PQDTSXinOwq86GAZsegHW/yr490S3ypz79lhA0g+HwZof9RtvyV4zadwpxVcgavXQq3PAriHcIFz9XcOjudoGa/JWu+tPELJgVoUNw71Wi0tNLJinmhEqmwNyrc+/TuEo8Xs/R7NslGS78BriLhnbO+Yh1wNp7869vfQSmng9tO0Sl6LRPgDpYVbIb9r4AT30Neo6ILLF518F5X4dgXfbP6pljDoPK4AYfTi+c9zXY94J4fwey9I7cYxei+yD87kOAAXOuzv9zHbsh1QOMj82+Wuyi/M75dPx2O5nWY58LVcZ/bj3uOSUnLCPPSOno3UliG9vIdCZwzyzG0RhALXKhx9OYSR2QUHwqklq4IqjV+aj47CLCLx4idSiC4nfgXVGFUuJCK3efslbxw+X98SxtbGxsbCxJ5RmY7kU/iTM97wcUVaZqapAbvrqcWChFJq3jK3bi8TvQJpBz2aCtfgOJNMNr/2O9lknA3hfFhni4pAepfGSGMAfoDop/w8VfDbfcLwTSQNOEYL2oqOVrH9z1dP7zfuFfoXFlrhAM1sEdf4GnvyYqSqYBFXOE8195gRbHoWJS2GXRNISYcnjhAz+EkkmDH3PfS3D/Hf3/radhw++hZQvc8kC/Y2H3QVj3G9jyoKh+Lb8TZlxUWNyWTIaPvyAcHLc/KqpXZ3waquYPPZw4HoJH/xpat0DxZHDmb8FDkkEe3989rdJL+cfn9+VUyV4N2e9AzlO1HmuMtE5ieyedv9/eNxMVX9uKEnBQ9lfzjmV8dSE5ZDzLq/CfWZs3CBlA1hQc1T6Kr52BHk6JtmVFQvE73ldB6hPnG9vGxsbG5oQTLHeDhOWwsdOj4jyJOUnvF2RZwl/iwl8yxBariY6hF27Fa9sxsuN6K8QMjZVTn+oc+ga7l17nt0iLED6BWvCWW2+4JQkq58Ndr0LTRujYCdWLRJtcIUfCI2vzr3XuEeLDipLJws481glGRsyk+cqH9pyirUIYOYOi0nM8nhJY/GF44ivWx1h0i3hup90lcrgGq1KFm0WrpxXNG6FrnxBVXQfEzFJ4wIzeo5+FhjPg+l8WFlZFDbDys0KMK1p2BXMoxNphz3Pif3ftg9LpQjgZFlX6mZeKjK5xRvE7TlqrnxFO0fmHHTnf+3pPitDj+1DL3UAXZsog+tpRkru7Kf/oPJRB2pFlh4JcOojpy3sYW1TZ2NjYvI9x+x3MO7OWzS8fyVk7/eqpeIJ265/NMFEdUDpNtFFZUX/6yI7rrYAVd8GbP8hdW/l50Z43VPQMNK2HP9zULwBlBU77FKz6vLWAkWUxm1VUD1w+tMepWwYb87j5lU4vnP/k9It/Q6WnCTbeB+/8VFiRT7sAzv6KaDMcaA4iSTDrSnjn52L+aSCV82H6hYWFYqRVtGKm46LtUZJEm2M+Dr8jHBbf+km2oOrl4BtCqA7WiikrQ2t9TIREO6JpiBZPT0lutXDNPXDJf8ATX862qA/WwUX/OrzX/RQkdSgCeTLoEru6KF1RReS1/vbTTEuMVFMU9/sga2o02KLKxsbG5n2M062y5JJGiqo8rH3qALFQimCFmzOunkrtzGIUxfYzshkmvkq48J+FqYTVWt3SkR3X6YXVXxBVi1e+JTb2/io46ysw5yprN71EWFRumjeJTXnVfFGNirbDvVdmb7YNHd74HpRNgyW3W9u6D5fpFwrjjZRFjs/5/zi06tNQCDfDfbfD4bf6b9v8AOz4i2idO94ZMVgLtz4M2x8TOVuSLJ7zzEsLC6q2nXDfh/urjbIKyz8GV3wXHv2c9X0CtWKOa/MD+Y+79l6Yeq6oQo2G9l3w5N+JqpRpQt1yuPzb4C4Vn4/0MYe6nU+K9sOb74N9r4gZr2kXChE8nDmtUxQjUcAi38Qy9Du+uQ33rJM/5zmRsUWVjY2NzfuURCTNgc3tvPnwXnwlLk6/eirFlR48QQeB93ELx3uNZCxNIpJG102cbhVv0Qm42ty4Cj7wA9EW1uvWV7ccrv7x6DatvnJYcacQUZmkaPvzV1sLoFgnvPVjkSPVW42QVbHJLmrMP+v00n/CjEusKyd6RrQMdu2HRA+UTRfn5C62PlawHu54DO67rT+oVvPAef8g2t7GirYd2YKql3QMnv8XMfd1fPUlWCtey3nXiddvsPbJ0GFhZz/QrMPIiNf47L8T5ha9LXa9qC6oXSqOX2hOSVZHL2K7Dor2woEhvoffgbsvhE+8Aqu/KObYetn6kAhUXvlZUbV6j1enBuJoyO/eqZa5RV7WcSg+u2thMGxRZWNjY/M+RM8Y7HirmVfvF+0/ka4kzceCaGevqmbVtdNxeuw/Eac63a0xXvrdDg5vF8LGX+rirA/NoGZ6EY7xNMJwF8GCm0TeT7xbtAR6yoY/92SFLBeupvRydJ0QSAMxMvDo5+G2h8VcjlXQa89R61mnTBqOvCMs4hMDQpsX3gQXftO6/VBWoGYx/NXTojqmp0SlzFsJ2jDEbTouBJLmtbZv3/xg/vvufBIibaKy5wyIXK9eJGlwB75eWrfnDx5++yfC1GKgqNLcwrLeXyMeZ9GH4eX/tL7/so+OzhzCNGHbw9mCqpdMEl79rnBOlBV49X8h2SNaLxfdAqd90lpQ9QrxkYg90xTvt2mIz/xoK3BjjBJw4J5fRnzTcY6KEvjPbyD8Qm47p2fR+Lghvpew/2La2Nic8iSiaWKhFM37QjicCuWTAngCDjTHCIMh3wfEQineemSv5dq215tYcnGjLapOccKdCf787bXEQv1ZY+GOBI//YCPX/M0SaqYVje8JKIqoSp2Mdqp4N7z83/nX1/0OZl4Gm+7PXSuZYj3rFD4iLOGPdxnc8HvhznfGZ4Tgs8JfLf4Nl1QUOvfCa/8HbdugYq6orJRMAYen/+cKVVk0jwi2feguYUBx+behcl7+bK18tG3LvxbvEpb1H39emHP4q6BqoXjO6jFBsfQ22Hy/eD4DmXmFCHYeDako7Hwq//r+l4XQWfk5mH8DpKOguq1DmMMt0LpNuBQqGiy5TbSEeofYqtnTBNsfh3d+JgTd3Gtg6UdE+PUEQfFqFF01FcekAJGXDqNH0jga/AQvmUR8e2e/1fsxgldMRjkRFe5THPsvpo2NzSlNrCfFG3/ezfY3+gegZVni/DtmM2lB2fhejT+FSUTTpJN57NRN6GmPU1ThsV63OSVo2tOdJagG8vqDu7niUwtxjVcoZ2+bXPdBURUonS42pSOxMx/R4yetTRF66Tkk8qWsOP8f+y3AB7L3pfy27a9/F+ZfN7QK2lDRM7DneRFs3Fs1ad4Em/4IN/4Wpl/cb0Cx4AYxD2bF/OvE7BQIc457LoY7X4KqecM7n0J27u5iUfkrnyna/awI1sHtj8Lu54V5h+oSGVg1iwvniw0FxVFYtHrLhEBStGNGI3kIN8ODdwqL+F42/A7mXStaBAc7z54m+OOtoqLZy6vfgfW/gb96Foobh/Z8TgCK34FvZQ2e+WWYJkiajOLRUEvduKYXE9/ageJRcc8rRwk6kO2/pYNiTyDb2Nic0hzY3J4lqAAMw+SZX2wl0pk8SWc18VEHyUMZNODVZsJzcKtFK9QxWveHSacLZ5SNmExaVEZ+vBp+eZlol/v+Unj2nwpbrY8lDj/ULsu/3rhaGDMMrJA4fHDJf8Lks63vc7xT3kCi7db23KMh0gwPfybbnQ7Efz/8abHeS1G9mBk6nrLpwnxi5xP9txkZeP7/QTI8vPOpmJ1fVKz8HPiGUIkL1omK1U1/gBt/DTMuFsc8/jkOF9UhLODzseoLQ2s93f1ctqDqZfOfhKAdjKZ12YKql0ircD/MWF/k6CMdF66Zr/0vPPZF2PY4hHKdWccKSZJQAk7UoBPFIy6wKH4HrqlFFF85lcD5jWiVHltQDRFbVNnY2JyyxHqSvPvkAetFE7a/2XRiT+gUwuXXqJhk3TLkCThOjJmBzbhSqNLoDTqQ5XEK5ew5Ar+5JjskF+DdX8CWP49+Az0UHB4464vWczoOLyy6WWRB3fYIfOpN0bb2seeEODnwmjA9yBw3V1XIWKJ06tjPzUTbcl/DXuJdQsj14i6GVZ+DO18UWU6zr4KrvicMJP78idxsr4OvD19UBevg9seEUOtFVoSYWfxh0e45VFwB8T70NMGOJ+FPH4PH/waOrodY1/DOqxd/FZxrkZe1+FaYtHLw+/cam+TjzR9BqkAAdSYFa3+df33Ln6xnvnpJJ4So+/5yeOafYM3d8Meb4ReXCGMUmwmPLT1tbGxOWQzdzNveBKKFzTDM8ds8nsK4fQ4u+MhcHv6ftUS7+19Dzalw2acW4LXzSE55pi2p4O1H9lpqmCUXN+IJjJOb157nxCyJFa98Wzj3jWS+aLi4S+GGX8Mz/9CfmVW1AC74JzFnBKJKYmTg0b+GQ2/231fzwC33Q91p/TNBNYvEeYctLtas+gKs+z3MvQqKJmXnQg2VWIeYDZJk0So5XO3pLhb/qhcJg4SXvw0v/qv1z3pKQRrBzGn5TLj9cRGmm46L43grrEOGByN0BH57PbRu6b/tnZ/B6i+JuTFPHkdFK3qOwv13iGraLfcLkxI9DdMvEhb8Q5mHMjL5HSFBzGEVqkZKcuHcMVkrbHoRaYYH7hDv3UC6D8JTX7N2cLSZUNiVKhsbm1MW1alQOTm/NWzD3FJbUBWguNLDtX+7jMs/tYBll03iwo/O4UP/sILyBj+S/bqd8niLnVzyifkoavaf+hkrKpm6pBxpLHKYjkfXoW17/vVIi5gVsiKTEqG1Y1XJalovBNWKO+HG34h/8z4o3P92PnnsMRPwyneyBRWIzfVvroVwfwAqwVq44/Hs8GJPCVz0/6B9Bzz/TdHy2LZ1eOeZisGht+G318H/zocfrIBnvyHmz1x5ZtDcxdkufgORJFFBml0goHjl56znxoaCvxIq54pMp5LJIxNUeloE8A4UVL28+u3CYcJWx3rnHjj8tsi7+t2NsPVhYVzxy8vFTN9QcBeLCl8+5t8gKmz5UFThYpiPJbflf88ADr9r7ToJIm8s1pH/vjYTArtSZWNjk0O0O4muGyiqjCfgGJ/N1xjg8miccfVUHvjPNTn7MLdfo37WMK50vk/xl7jwl7iYtKDAH3ubUxLNodA4t4Sbv3Ea7YcjpOIZKhoDeIIOXN5xMqjoOZzdHnY8ZTNEttRA4l1iXunNH0OsDWZcCrOvEBWGkZKKihmWjt3wxN/mrr/9U5h1uai2rDvWsuWrEI6AqguOrhVC58i72eYCpVPhpt+LalX7LmGRvvZe2P+qWE/HxSzMzfcN3T6+ZbMwj+itUKSi8OYPRQ7Wlf93rHox4AtOkuCq74PPIkerFz0N7hK49c+i/W/gLNvsq2DWZUM7t/Ei2gbv3pN/ff3voHrB0I/1zk/7/9s0oGWAWNv6CJz1N4MfR9FE6+S6X2W3VgIUTxJBzoNRMRvmfECIuoGUTRf27XKB6mC+Vk8Qzymf4LKZMNiiysbGpo94JMXBLR289cg+wh0JfMVOll8+mckLy3D7J2bwX3G1l6s+v4gXf7eDUGscgLpZxZx90wz8doCtzQQglcgQj6RRVfmEz6opmkKgzE2g7AT8LmRSQgxMWi0EipUpxYX/nG12EA8J8fPiv/fftu9l4Zj20aeEiEknhHhx+PJblh+PaQgHwLznmjj2Mynxc73ntflBMWs05Rxh/GCVy+QpERv1xz5vfezD7whL96GIqlgHPPmV3JYvEI5xKz4Od74sjAvadohN+6rPH7N9t9jC6RkIHYR37haGC75KuOanQjAcXSdMOAK1Q8+mGjdM64ywXgbmgA16KKPwzxdygTye4kYxW/fa/wlzClkR+VorPj60aABfBVz2LWGC8tZPxOds4c0w5UzxuheifkX+tZIpImNsNEQ7INoq2gm9ZSI/LHAC2nDfR9iiysbGBoBMWmfrq0d586H+DJFIV5IXfrOdUHsjyy5tRHNOvK8MzalQN6uEa760hFQ8gyxLuHwaTs/EClu0ef+RSWfoaUuw/tlDHN3VjcunseC8eqqnBvGXDDMj6FQgGYb9r4i2q6t/DC/+GxxeI9bcxXDWV8S8z0AizdmCqpdom3ALPOerIsA30gIzLhGZP0OxpXb6YcGH+itIxzPvWjFzZRpw4f+D5g3wzH396wffEPNTtz5kff/BxN3xxX3TFNWtaJuoOHjLheBJRUWuUz42PwgX/TN84AeiTdDhyc1VGkjbNrj7ogGzQZtg97Nw1pfFnFK+dsITjTMo5p22PWq9Pv/aoR9L8woTkYNvWK/PvGR451Y8CS75t/7qlrd8eCYkvgqYdj40rhSfL8cQ2yP9NaJKO9CpsZfL/nvk7ZogZs4e+iTsfbH/tqJGMX9WPnPkx7XJwp6psrGxAUQY7DuP77dcW//0QWI9E7v1wBt0UlzlJVjhsQWVzYSg82iM+/99DdtebyLUFqdlXw/P3L2FNx/aQ6Q7T97RqYzqFC1pXftEy9n0i+BDv4Xr7xWbwkhz7kzKrmfyH2/746J9b+tDYsP87D/Bz84pbG0+kKnnWbci+qv63er8VVC7BDbel/tz4SZ44/uipe94CjkB1p8OrqL+/9YzQlz+/Hz4yVni///wNOHuBoU33b1VPc0tqkuFBFWsEx77grXZwsv/feLs7PORSYhzTCfA6YPz/sH6+VQvEiHHQ52t8xTDxf9m3VpXPlsca7ioLpE5FqixFlSGLl7PSGv+89TcQxdUIN7fK/8Xzv+GMAABqFkCH3kie45vuKSiwk1woKAC6D4g5gZ7jlrezWb4TLzLzjY2NieFRCSNnrZoQUHkPsV6kgTL7XY6G5uhEO1O8ur9u8lY/E7tfLuFhefX4yt6j1WrnD5Y/dfC/S/aBi/8W/b6HX/J3WTqBXJ7rFriYp3w9D/AB38GrkGc0IK1cOvDsP63Ym7KyMC862H5x7LntbY/nv8Ym+6Hc/5eHGsgvkpx+/FVNocPrvhOdutf6BD86spscZaOw1NfFUYPq78Ez/9z7mNLkqjODZV4t2g9zMfBNwrPuw3EMMR7aOqiujUccXA86Th07oU3fijmx8pnwcrPCJfEO1+CF/4ddj8tXrtlHxUzX8/8oxAlS+8Qr5F7kPnYitnw0afhyb8Tr4HmFm17q/86t8UtHRdiKNkjnpenfPDP0kBCh2D9H0SAsSSLVr+51+R+Ro4n3CxcMRVNfH6sRKC/SljjL7xRfP5V9+hbNSOtws4933MJHRrb0Or3MbaosrGxAUAeJAxWdYzAftfG5n1KKpGhaXd33vUDmzuoaBzljMREpHKeaDV7+b/7b5MkkZc0MGi3l2kXwHPftD5W4ypo2pB7+64nId45tI1wsFaIliW3ASZ4ynIrD4Vsss08AcmugHAVnHQmvP5/oj1x8tmw9HbRVjWQ7Y9bV7tAhPB+6Pew7eHs5ypJ8IEfQaCAGcVwGWrlp6dJ5Im99WMhPKZdCGd/GYrzzHEVwjBEC+bvbugXyU3rYdMfRQVz5mXwge8LUw49AS9/C368sv9c194rZttWfa6wsNLcwo3w5vsgFem3pT/eFCXcAq99F9b8XAgcSYaZV8Cl/zG4KALoPiQcBbsH5CM+/TUh3D/8J2txEusU823PflNUcb1lwoJ/4U2iepeKiPP0lguRJytjK3LSsdycsoH0TLA8x94MtkxCCHpflQh3PgWwRZWNjQ0Abp9GUaWH7pbc1hFfsRO3326ps7EZFhJ5s4ZkZWI6ao4aT4mw615wIxx8S4iD+tNEG5uVHXWwFubfKDbZA9HcwpDh4U/n3sc0+zfdsQ6ItAmR5SkVG9PjDSJ62/zyMe+D+UNfZ1+V3cp3/HOdtErkV2VSolJn1Sp2ZE3+x+7YLQKKb75PtDXuflY8hxmXCEHl8OW/7/G4i6Buef5qVeMQAnDDLfCnvxIByL1sug+2PwYffwEqZg39fEC0UD50V27V0TTh4c/AJ18XgcuKQ4jr9b/NPcar34F51wxerQLxnuQzCEnHheHHmz8ccB4GbH9E5G7d+OvClueGLiqXAwVVL61bYe9LsOim7Nv1jBCoj3+x/7Zou8i82vB78dxiHeIzMPdakaE2FHE3HBw+kbuWL4OrZPLYPt5o6NovPhf7XxH/7fCJizSLP1z4vZkg2KLKxsYGEDNJF985j4e+vZZkrP/KreZSuPSu+e+9ViUbm3HE6VFpmFPCwS2dluuN8yb+BmHEuALi31BazTylcPH/g5kXC8e1WIdw3jv9kyJPKtqWe5/G1WKD3X0I/vSx7IypxtXwwZ8Mzamtl+IpMOtKMNKijUt1CbGz+UE496uD5zA5vIXb4+qWi421FaXTj1UpyoTwm3zm0M/7eDwlcMX/HGdUcYyzvpztupiPjl3ZgqqXdEyIng/+dHgBtLH2XHvyXpI9wo2uqF78XK+1vRUb7hPBzaMh0grv/Nx67eDrYr3Qxj3WCRv/mH993a+FTf/AiwfhptxK7KTVQkQ+/bX+24yMuLDQuRtu+sPQ3quh4q+C0z8Fr3wrd61myYkJ4h4KPU3w62tEq2gvqYiYpextDR2q++dJwhZVNjY2fZTWeLnha8tp3hOi9UCYsjofNdOL3ptOZTY244gn4GTlB6fRsn8tyWh2e9miixrsyu9AfBXCjW/yOULYuIKiqlA+K7fqornh0v8EMwMP3pkb2nvgVXGl+7pfCAODIT1+OVzyr8KG/C9fFpv9msVw6X8VzoIaKjMvE21+VpWC874+tlfgy2fDXa+K57L/ZTG7s+qvRVjvUJz/8ok/gF1PCevy4YiqweitOJpm/koKDD3AtxDJnsIzfKFDUDkn/7okiYpSPhRNtBMOJNGda/e++MPw9Netj3HkXQgdHltRpTrhtE+ISttbPxJtdZIE0y+Gy789to81Gjr3ZAuqgbz07zDz0rGv4o0xtqiysbHpQ5IkAqVuAqVuZqwYw15+G5v3IcXVHq7722XsfKeFw9s7haX6OXUUVXnwBk9sXtUpwcCBfM0N5/8TzLgYXv0fUSWYei6c/mlhed25R1QXrNj7gggRHqqoirTCg5/ItuQ+ug5+dQXc9ghMPmvETwmAYD3c/gjcdzv0HBG3aW447x9Fa+RIibaLDfjeF0V1ZPLZQkSVToULvgGpMChO0ZY4VAq1G6quXNEwGJ5SUUGLWVRsnX5xviDOf/rFos3QinkfHN7jWuHwCjGRb7ZsMHHhKYWlH4G/fMl6ffnHcl/r42e6QJhP5KveATRvFo6UY4mvAs79O1j2ESEuNY9oM7VqyT1ZNG/KvxZth0yeucQJhC2qbGxsbGxsxgFZlimq9LDs0kbmnVWL6pBxuOw/u0PGVw6zrxSGFfqxCpZ2rGqeGKRykQwP/XG6DlhnHJkmPPG3QliN5mq+okLtMhEqG2uDTFo8N28laMc23ZE20SrWsVu0YxU3FjYrCLfAo5+DnU/23yZJcMX/iqqf0w9qaf+xQ4fg6FrwVkD1QpGJpFpUS+dfL+aOrFh8a7/V91DxV8MHfgh/uClXzFzx3f7sJacfzv9H2PN8bsWq/jRRtRwtnnJhSrHdIhurZErhuTsQr++sy0SbX9P67LXJZ4s2z5zHLBXv/cC5OkkWVS09T0zJeDnxqa6hZbydLIoLzHY5vOICwQTH/na3sbGxsbEZR2RFxhM4NdyrJiRWxgPuosL3GU7Ibe9QvBWt28RcB6NskZIkYe19vL03iGrTfbdnb7wDNfDhB60dE01TtOkNFFS9tz/6eSFCeu/X0wR/+igcGFDV09xw8x+h/oxcV7Vet8RXv519e8kUOOMz1pWXQsiKEByfeAVe/V9o3QJlM2D1F8Q8mTLg8Uumwidegpf+G3Y9LYTWio/D/BsGFzxDweUXraOxjuwqZ8kUuPn+oc0WBWrgpt/DwTeFM6GkwIqP/f/27js8qjJ74Ph3ZtJ7L5BQQgm9iIBBRSkCVrCgKAoI6qrornXFtbv6s+66tkVdFVFZUURgLSAICBa6NGnSawoQ0vvk/v44pEympGcSOJ/nybPk3pm5b3JhnTPnvOec3pvkYI1+4XD1O9IxMCdVju1eLA1QfnfQ5twn5OwdxhvdXfZK5p+yP3fubRVZzWbMZBg17bF5dsjKyiI4OJjMzEyCgppRWlQppZSN/JwiSgqtmMwmfIO8sFia9yZm1YDyT0mTij0/2J/rcrm0I/etYWC1YaZkfRyxeMG9G2znWjWkwmyYfzfs+J/9uaBWkt2qmrnIToH3h0v2yZFBf4YRf5eW4UuedNzZ0MMbpq5znLnIS5fs3YYPJQDpcZ0EajXZz5KTKj+T2UMCisr7r4rzoChPSs+8/Jy/RmEuFGaebose1fDNCXJPSMlnxiHJlAXG1K1ZQ1EuYHL9s5TJPCIlpUfWS9atzXmyJ/DI2orH+IRIIN2qb7NvyNAoDENKAGddVxGAAnQdDZe93DCBdR3VNDbQTJVSSqkWpaighBOHc/h5zm6OH8rGy8dCzyFx9LwoDv+Q5l8ioqqRly4BgZe/8z0fvqFw1Rvw7UOw6zs5ZjJBlyukwURNAyqQjntmi+NZPj2vl7IxV3JSJfiwlkhWLTDW8WBXR3KPO99HlHXM8WBWwyrd8pzJPCJvUHPSJJviSEkhHF7rOKgqa0se+7q0HK/JbKqiXAkYvntQWsObzNKgY+TzsgcOJJjyrEEA4u1ffcfF+vCPkC9XTSlqojYDkYPj5KvrlRXHxs2CzKMyEDmolWTwglqfnQEVyL/fmJ5wx3L5veSfkr87AVE1a6ffDGhQpZRSqkVJO5DFgtc3lc+AKiqwsmHhQZL3ZjLytu74BWlg1eiyU+DkXti/Uj7tT7hYgglP37q/Zl66dD9b8ZJkEWJ6SkvziETHzRaCWsOYd2SfUkG2lHf5O5mH5UpgLFz7AXw52XaeUkRnuHgaeDn5mUqt8ob4y8myFwokGLn0Feg0ombrKM63n+FUWU6a/TGvANln5ihLB5KpM5lkz46zocMAWUdcr81sBhy8wc/PkIYbO76G4gLoeoWsadZ1Fd31jFIJFpM3w+Tvm33XNrcIiJKv1n3dvZLmw2SSf9dBLfPvS4sIhw8cOMCUKVNo3749vr6+dOjQgaeeeoqiItvWmFu2bOHCCy/Ex8eH+Ph4Xn75ZTetWCmlVGPIyyrip893Oxyqe+yPDLJPFjT9os4U+ZlwYo9kMNJ2OJ4RBfIp8qyx8NFl0sLcO0jKdlK2yrm6KMqVMrxZ10kb9ZxUCRreHyatwZ3tVPANhvCO8sY0vGPdupl5+koQdM96GPG87B26+StpUBES7/x5GYdhxmUVARVIYDh3iutOZpV5B7rO3jjavO8TLE0dHGXDguOkfCwrWcrSyrJEjsQNqNkaK8tLl26M0wfBjy/AL6/JPVryhMzIqirzsPNhxMo9slPg8DoZPnzwV8mIqgbRIjJVO3fupLS0lHfffZeOHTvy+++/c/vtt5Obm8urr8ows6ysLEaMGMHw4cN555132Lp1K5MnTyYkJIQ77rjDzT+BUkqphlBcUEJ6cq7T80f/yCC6fS1Kv5TISpZOd5X39sT2getn2r4xLymUN9UpW2QYZ2QifPdQxebysATJ+sT0qlnZWJnc47D8OfvjhgFf3wd39Gm8rmggpVzhHWDQPTV/zo7/nW5i4cDSZ+Gm2dWXLQVEyx6oFS/an2szyPk+kohEuHWR/O6TN0uAlXi5tMyeeYWU313xOlzyd/jiFvvnR3WTn7e2Tux23B1w92JpPR/dHVK3VTm3BLqPqfk1Sgqku2Hx6f1XgTG1a5BRlHe6+6Mhz29ObcPd7dQB+eDixO6KY8HxcMu8mg3rVi61iKBq1KhRjBo1qvz7hIQEdu3axfTp08uDqlmzZlFUVMSHH36Il5cX3bt3Z9OmTfzzn//UoEop1WQK80soLigBTPgEemCUgMXDhNmjRRQGNHsmiwmzxUSp1XHmwidAh+rWWlEuLPu7fbOE5E3w2Ti4ZUFF6+vc47DpU3mj2+5C+PJW2+ek75NOZ3f9CmEuWiRXlb4PSkscn8tJlQxJYwZVtVVaYj94uLLjO+TNfXVBlYe3zDcym+GXNyRIM1ug+zUw/Bnng4E9fSB+ANw8D/LTpVxy5zfw+c2nGygAs66FSd/C2Jmw+DHZa2X2gO7XwvAna7/xPz8D1r7r/Pzmz6DbGPugqjZtvLNT4ZfXpUlGcb5kEfvfBoPurVn3t4yjkHVYOiOe+EOCz17XS6OR2uyBOhPlpcs8tsoBFUg2cfaNMPHbin/nqk5aRFDlSGZmJmFhFW1WV61axeDBg/HyqmjPOXLkSF566SVOnTpFaKjj/2MrLCyksLCw/PusrAaY2q2UOutYS0rJSMtj9fy9ZKcXMOiajqT8nMmxPZkEhHrTe2gcQZG+ePvqm/768A30olP/aHatTrE7ZzKbaN25ZWxoblZy0mDLbMfn0nZATnLFmy1ribzZPe9u52+wi/Ng23y48P6ar6Fya21Hatr4obFYrfJ7KMyReT8B0ZLt2fmt48eHtKl5diUgEs6/H3rfKBkWTz/Za1OTIMA/XPZGfepkOO6Xk+HOX2DKDxKwWTxl6GttAoySIjixE/b+6HiIb5n8DPvXNZlqnqUqzIalz8CmWRXHivPh1zelNHXUC64HGWelQMom+ZlLysqAv4XVb8P4L6HtBWdvEwiQD0ScfRBwYjfkpmlQVU8tMqjas2cPb775ZnmWCiAlJYX27W0/FYuOji4/5yyoeuGFF3jmmWcab7FKqbNCRloec/5vPV6+FoZN7Mbi97dRmFfxyfuu1SlcOK4zXc6LcTgANj+nCGuJgaeXGW8/Dbyc8fSyMPDKBFL3Z5GRWjEk1GSCEbd1xy9Y50HVWlGO4853ZbKSpRQQ5E1zVDcIaQvrP3T+nCNr5M141TlIzpRlEopyJZvS8zopZ8MAs2f1HfhqqrQUclIq1hYYK395XMk9CdvmwvL/kzJHswW6joGL/iqlkI4ybBc/6jzL5IiHV93btidvdn4uJ1UyWfWZfZS+F/4zTEr7ulwO+5Y7flz7i2yH4po94Jr/1LzpQM5xyXY5sulTmW3lKqjKSYbvHq4UUJ1WUijt92/7ofFa47cEVYcqV1XdQG1VLbcGVdOmTeOll15y+ZgdO3bQpUvFJO2jR48yatQoxo4dy+23317vNTz66KM88MAD5d9nZWURH+9iY6pSSlVRmF/C6vl7sZaU0v3CNmxYeMAmoCrz8+d/0LZbmE1QVZBbTOr+LNZ+s4+s4wWEtvLnvNEJhLcOwNu3RX7u1egCw30YfX9f0o/mcGhHOgEh3rTrGYF/iDeeXm7OaLREXoHyBthZ+V3lN8UBkXDpizL8NKSt40GdAFHdax5QAQTEwNXvypvfa96T8q25U6SbnFeANI/oP0UyOHWVexx+nwc/vSLZucBYuOgRaXPtLAAqtcL2+fJmvfKxbXPBP0wGwc69DQoy5ZzZQ16zTVLd11lbrsrizJbaD+ytrDAHlj8v9+HYRhj8sJRhVm1u4OUvQU9JEbTuLw1E4gZIiWFNO0LmpzvvhGiUynkSHJ8vLYW8U9KV0JGcVLn/Z3NQ5RMqmUprsePzLWC4bnPn1v9iP/jgg0yaNMnlYxISKv4BHTt2jCFDhjBo0CDee+89m8fFxMSQmppqc6zs+5gY53XD3t7eeHtr+12lVN0VF5RwaJuUxUS2CWT9dwccPs4wIPVAFsFR0u2rpMjKjl+P8evcveWPSd6dwbxXf+OSyd3o2C8Ksw60dSggxJuAEG/adA9391JqrLjQitliwtLc9tcFREHfW2DDDPtzMb3s99606iclcMFxMri2KrMH9B5X/XWLCyVrVJQjb7zbDJK9WIsehd3fVzyuKEcaOZQUSIvzurRtL8qFX96EX1+vOJadDN/cJ/97wf2OXzc7WYIKR9b+B86ZBHf9ApnHZH2hbe3L6/LST8+xKpIBr4ExtS9nLCmS2VSGAb4htq8f1VUCT0dNM867R5pWHNsEpcXyxtk/Gjxr+L6nMAv2raj4fuEjcNVbUqK3438SiHccLg0xwhKkOUlsj9r9bGWqG6LrqmTRbMZhS9DKrFYJpk/ugc2fS4DRe5x0WPSv5f+PWEsg+5h0yjy5F+L6QWQ3CG5G+/6qCoiCc2+DNdPtz3W/pnaZVeWQW4OqyMhIIiNrltI/evQoQ4YMoV+/fsyYMQNzlbrYpKQkHnvsMYqLi/H0lNKZJUuWkJiY6LT0TymlGoYJTx8LhbklGKWu/8NeUlzxSWxeVhGrF+xz+LiVn/9BbMcQAsN8GnSlqullp+dz8PeT7N14HB9/T3oNiSMk2g/fgGZSqujlJ8FKSQFs+bwiW9AmSbJGVbND3gEQPxCC4mDoExLwlH367RMC130oHcVcyTkOa96R/S7F+fLGv+tVkuWpHFBVtma6dLdz1Sbc6fXS5FqO/PIv6HOT49ctypOAyJmjG6DfROc/74ndsGAqHF4j3/uFS9v2xEslOKqJjMPw61tSAmctkrLIoY9JEGO2QGAr2TP06TW2JV59xkPHYfCfoRXt8T19Yfiz0GtszQaqmiyyzsLTpWGZh+Hz8fIm/Or3JEiL6dkwHfb8IiG6h8z+qiq2N/hV86Y/OK6ihLQqT18IjJIPAfYsqTi+7j/Q52a45GkJhmui1ArHfoNPxtheK6SNtOGvTYOWpuTlBxc+IP9+V/9b1u7hA+dMlOM1/fuonDIZhrPhD83H0aNHufjii2nbti0zZ87EYqn4hKcsC5WZmUliYiIjRozgkUce4ffff2fy5Mm89tprter+l5WVRXBwMJmZmQQFaRtOpVT1rNZS1n2znw0LD3L+tR3ZsSqZ9GOO237f9PRAQmPkE9djuzOY94/fnL7u9X/rT2SbwEZZs2oamSfymffqBnIzbOcq9h3RhnNGtcWnOe2fK8yWYKfglGQ+/CNlmK0rRXmywT3ziJSZBcZKKZ+rduolhbDiZfjpVdvjXgEy6+grF6X9f1opb7Br6/Ba+OAS5+dvXwat+9kfP3UQ3urnvGRq/FzoNNzxucwjEtDkpNqfu+kL6Dyy+nVnHoGPrpDs1rmTpaGH2SLld51HVXTWs5ZI6dux3yQIiztXArh3LqgYyFvZzV9JwFUdw5BgdtGjjs//6SeI7VX969RU+j745Bo4tb/iWFgC3DxX/teV/AzZk7Vomv25q9+Vn2X+nY6fe8sC6HBxzdaYeUR+r45KX9tdADd8WrOA1V1Kik5niHNPN0WJlm6SyqmaxgYtomB/yZIl7Nmzhz179hAXF2dzriwmDA4OZvHixUydOpV+/foRERHBk08+qe3UlVKNzmIx02Nwaw5uPcnWFUcZdE0HFn+wza7td68hcfgFVWQnzBbXG+RN1ZxXzVtxkZV13+y3C6gANi4+ROLAmOYVVHkHyldtePmBV7vaZY+yUxxnjUryqy/tczUo1+XzqnldDydvKgMiodc42PiJ/TmfENcNII5scBxQgQzLbdW3+j1i+3+CDkOkxG/RtIqsWVRXaRwRECU/m8VDAqzK7ct/fNFxQAUyE6xV3+qDZpNJslJ/fA/7frQ9N+zpht+jFJYAty6EjIMyUymsPQS3gaDY6p/rGyLt4sM7yGDiE3vk9YY8KmWsn7koSV0zHdoMqNnfr4xDzvcSHvhZGps056CqPk1RlEstIqiaNGlStXuvAHr16sVPP/3U+AtSSqkqAkJ9uOKe3pw4msOJwzmMub8vW348QsreTPyCveg3qh2xHYJtOvv5h3jj7efhsKlFUIQPvv7N6A23qrWCnGJ2r3PyphrYt/E44a1ddDM7UxVlS8lfVaVW2X8U2t42U1Gm/eC67/vwj5DA79QB+3MRnZyXlnn6wZC/SQe8g79WHPcNlYGprjrbHfzF+bnjuyRj50pxgXTa6zxS2oRXlrYDZt8Ety93PMS35HRjCWfS99t3yXMmMEa6+J06ALsWSuDd5XLJSta27K8oV0ox809JqZ5fhP1+pqBY+WpzXu1eG6TEL3AEtD5XgnQPH8nY5aQ5H9QMUt5olEoGMDtF1hfSRrK1VcviqraV9/CGbqMhuicUZlaUz2YekfLPUwchKlH+Xtd2NphqUVpEUKWUUi2Bf4g3/iHetD3dPCEiPoCiAisWDxM+/vb7Z/yDvRhxW3e+fWsLpZX2Ynl4mrlkSnf8Q7SJTktX6mKPXXGxizbmZzJPP9lD5ajT20+vwrj/wn+vt+0wF9UVRr9V9wxAYCzcMAtmXmGbZfALg+s/cT2fJ6gVXP+xtJZP2y7ljREdZS+To7lHBdlwcrfr1wyIkoYerpgt0GGY7H9xpCAT9vzgOKjy8JJyxj8WOX5ueCcJYjOPStmlb7DrtQREyVf8ANePcyU7VbJnG2dWtPCPOxeu/aBu++RcqZqB8w2VvWi/vuH48f0mQ/qB03/vKnUQ7HEdjHzeNhiK6FTx5/gBcNE0mfO27n0JEKN7yN+LGZfZZirDO0rZZW2GIasWpUXsqWpKuqdKKdWUSoqt5KQXsGNVCieP5BCTEEyn/lEEhPlg0c5/LVphfglL3t/GwW2OGx1c90g/ottX82b2TFSYAwvuhu0L7M8Fx8NtS8GwSmYk45C8GQ2Or/9gUsOQRgtHf5NmCDG9pAQupAHHqBgG7PwGPr8Zxs+B2eMdl+CNehEG/Kn6YbRpO2RflrMZQ91Gw9iZjmdtpe+Dfyc5zkiN+y8sew6O74R2g2HE36WUsabt14sLJGDISZXgMCBKAldnXQ1LCuV6joKaiE4w8ZvGz+KcOgDvXWxfuhccJw0mPhjueLjx+ffBkMcqRgTkn4JvHpBM5FVvwBcT7X/HPa6DsHawssq+wXYXwg2f1P3DAcOQDyPcPQz7LHNG7alSSqkzlYenhZBomU1ltRp4NLd226rOvH09GHRdR47uPkVJkW1Wpn2vCAIj6tAa/EzgHQAjX5DMxeHVFceD46UhQVnwFNQK2g5quOuaTFLSFdIGuo9puNetLDu5YqbVL2/A1e/A1/dVdM8DaV/f49rqAyqQUruQeCkXdCSqu/PhxUHxMGEBfHlrRdbPK0AGEx/4SbJuAPt/hP8MkWC2VZ/q15R/SlqS//BURTDhGwrXzZCOkY6aHmSnSqc9R07sllK5xg6qQtpKQ5IVL8O2eadb/98oQdPxHY4DKpB197+tIvj2DZWgOGWzBE2Ogtbfv4QbZ0tjkcpB9YGfIPdE7YOq/Az5gGHDTGky0fUqaHe+BISq2dCgSimlmgGTyYSHhzamONOERPlyw2MD2LjkIIe2pePt50HvYW1o2yMMv8Bm0lLdHYJbw7hZEoScOiAldcGtJZBqyQoy5WcCeQNdkg9XvSlvvAuzIa6/lLrVtH11cBwMfgTmTrY/Z/aQ4CwrWeZFefhIY40yHp7S+v62pfJGvrREmlosflzKBisrLYHvH4NxNehcd2wTLHrE9lj+KZh1Hdy92rY8rkxxruN9dGXS90Grc+R3l39KZkj5hTfs7CSTSRpXXPFPGPYEGCYp1/Pwhl3fOn9eUa79/rfAaCjuVNEq35Ej6yGqGyRvsj3u6vfgSEEWbPwUFj9WcWznN/IhxKRvGr50UtWZBlVKKaVUIzFbzIRE+3Hh9Z0pzC/BZDad3cFUZf4R8hXT090raTiWKvf2yHqYM1EyTh4+MGZ6zbJBlSVcBBc+KPO0yvYieQfJPLDUrZIZyz0ub+BHPCdNGsr2SJlMEqiWBavfOwioyhz8WUozXQVV+aecD0MuLZGhwEOftM/CefpJ8OKsOUdUNxkm/N1DFTO1YnpKK/Sobs6zcXXh6Wff5S+qm/PH+4U5zr6ZzLIuZ7toLB5SxmpzbV/wqWXJb3aKbUBVJvMwLH9BxhBUNzhZNQmtM1FKKaUamYeXBf9gbw2oznS+YdD2AvvjhdnSfc5VC3Zn/CPgggfgng3S6ODWhXDnT6cDtkkVQUjadhkAvHep8zf6rlqolzUQcaUo33FnxjKpvzveQxYQJUNmHYkfIMHanIkVPwtAylZp9pBxyPWaGkJ4B/uMj9kiJYlDHpf9YlX5hkJHJzPKQDJvqdtsjw36s2Rla2P3Yufnts11PZxaNSkNqpRSSil15iktle52h9fB3mVwcp+UUjUmv1C48nX7+VNmDxj7cd33DXkHyMymjsNkn1lJIax40fFjF02rKEGsqsvlzq/R9xbn5XbZqbBvhcyqiujs/DVa9XPc7MLTV7Jtgx+R/Wxx58rxqK5w9Xuw7O+OX68gA3YvcX69hhLUCm6ZL3vCzB4w+CEY95lk3cI6yJ600ipZJ58g2RvoKLN38aOyD6osc+kTApc8J10Gs47AoVUSNGanVL82V63grcWOu2gqt9DyP6WUUkqdWawlcOw3Gfha9km+yQTnToaLHrXde9TQIjrCbcukCce+FdK9sOuVMtOqanlgXVXNgFSWkyrBiKP9aYGt4NJXYOHDtscju8L5f3YcEGWnwoKpsGcJBERLk4bKM7vKePhArxscl+pZS2QvkU8QYJZGC6P/LZmzkmIJMJw5sFLuW00ae9RHWHvpiliQCT88bdu5zycYbvpCSistld46R3SCO1bAtvmwZzH4R8F5d0nLei9faJsknRK9fMHsJR0QN31SkUkMS5DgLaqL83V1vESGGTvSJklKQVWzoC3Vq9CW6koppVQLd+og/Ps8x63IL31J2pk35D6dprZnqZT6OXPvb47nV4Fk67KOSYe6nDTocoXsXwpyUOIGsHWubaOMcydLturHFyQAAWmoce0HpzNVVYaWGwYcXQ8zr7Rt0uDpJ63MwxJgxig48Yfj6w9+GPpNAq/A6udp1Ze1BH76B/z4f/bnPH3h7jWO50yVlkozDouX48DUWixdB1e+bH8uIFq6Ejrr5Jd7HObfbV8GaPGCKUtqv0dP1Zq2VFdKKaXU2Wn/SueznX76J3Qd7TyIcIfCbCnp8w6qmIfkSkQn8PKXznRVtbtAOuc54xMkX0Mfr/46+Rmw9h3bY+s/hPYXSZmjpy94+ksmJ7yDfUAFUor4xQT7rnfFebKP6rYf4KJHYO4U++eaPaSD4b96Qt+bYegT9qWVDSkn1fmw5eJ8KdtzFFSZzdKMxJnsFFgz3fk1j//hPKjyj5QOkju+hlVvQ346tB8MF/9NsqCq2dCgSimllFJnluM7nZ/LSYXS4qZbiyu5J2Xe0c//koxEwsWnZyK1tS0zqyogFm6YBf8dK1mQMoGxcOUbNW/ZXp1Sq+MW4PtXyFerc6Q74c+vSXvvdhfaPzb3RMWcrKqyjsr5hIulicOqtyr2CHkFwGWvyJwooxR++xiie8CAO+qeZbQWSyDq4eO4o5+1WEonnTm5r27XLWup7/R1d0PHoc7PB8bI34uuV0lHQe8g2WenmhUNqpRSSil1Zonr7/xcWAJYHJRoOWItgowjsH2BBD9tkqDzSAhu43iPT+ZRGdSbulVK5KJ7SAbCURCQnwG/vAa/vllxLG07/DYTJi+GmB7O1+XhCW3Ph6lrpZHDyT0S0LQ+p2EHwvqGQPdrnO956jgMDvwsf/7+celO6F8lS2atJoC1FkuDjMF/hX63ylyn0mLw8JXsTuX9Wz/9QwKL2mYZrUVSErruAziyFkLbw6B7pQmFT6UMk6ePdAE8dcDx68S7+HvliqevNKtwFrBFda3+NUymisHYqlnSoEoppZRSZ5bW/aRsqnKL7jLDnqrZm9NSKxxaI3uXytqEb5sHO7+Dy16WDEtxrpRg+UVCbhp8fBVkHql4Dd9QmPiN4wApJ9U2oCpTlAsL/yqZKD8XM6M8vCRAHPin6n+WujJboOdYyRZVzTYFx8nveeUr8n3yJhl2XJV/hGSGSgrsz3n6VjQN8QmUr98+gnXvOy5tzEm178JXE0c3wswrKu7j0Q2yp2z02zJA2dNXjgfGwPCnpVV9VcHxEN299tcGaaN+/l9g6TOOX7e5l/HlpMn9P3VQhnQHx9W9k+UZTIMqpZRSSp1ZQuLh1u9g7m2QvFmO+QTLnpz2g2v2GtnJ8MUttnOXOgyFPjfB+8Oh8HR7dpMZBt4Fsb1tAyqQ+Uuf3SANBap249u/0vm1D/4iWQ1XQVVTCYmHyd/D6ndg6+eASbJFXS6D/91b8biAKAnCqgqIhmFPwvd/sz839AnwrxLgxvZxHFCBzPmqyZ6zyrJTYf6djudnffuAZPgq75NqfzFc+SYsfQry0k8fO72HzFFHxZqweEjL+vwMWPPviuxdbG+4bkbdX7cpZByCz26S7GuZsAQY/6XzZihnKQ2qlFJKKeU+JUUSmLjaQ1QXEZ2lHC3vpDSB8A2VT9ctDpopOJKdLEFRGZMJzrsbZt9oW9JmlMLqt2Hk8xDTC1K22L5O5hH5pL/qG2d3dR8sKZTGCcd3SrOI6B6S1XO1DyukzekufBNlb1BpCaTtsB0WPOgv9gESSEld75ukZfmy56RUMbyjNMqIPw88q5RixvWXAC0nzf61hj9b+0YV+emQ7mQvVEkhpO+1Dar8QqHveNnjVJApWTa/8PrvUwuIhIunQf/JEqx5+kkWz9lssOYgLx3m32UbUIH8PmffCBO+gcBGbBzSwmhQpZRSSqmml5Uss6Q2firtoftPgcguDdvdrT5vWksKbb+PGyD7e5ztEVr3AQy4HRZtsT/nqElBOxcZs3YX1O1NfEmxNH/Ys0SCnjbnyT6wkHg5X5Qng5DnTrEtx+t/m7zh93cyvysrGb59EHZ9W3EsLEGyN9/cL2WAvcY6nyXlFwqJl8nvsKRQ2o47uy8h8TDpO3kzf2Td6eeHwYjn5eepreqG4zo6b7ZIiVtD7k8D8PIDr3ayb6slyDtRsWeuquO7IO+4BlWVaFCllFJKqaaVdQxmj5egqsz2+dD9arj05cZtm11TQXHS0ru0RL4PiILMQ84fn3HIcVBiMjku7wqIhgsehJ//YXvcO1AG9PrWsvSv1ApH18EnV1cETOs/kCzLrQuldC7riJQ0Vg0k1r0vGaLe4+xftzgfVrxkG1CBNHP4+i9wy3y5hl9Y9WusaYAb0UmG7eadkExmWZbRUXlhdXzDJNOW4eDeWTwhrJnvZ3InZ2WYZfIzmmQZLUUjj6dWSimllKrEMGDH/2wDqjLb5kHqtqZfkyMBkVLyViZ9v5TKORPdQx5TVe/xjoMt32AYdA9M+hY6jZC9ROffD3/6STJ2tZWdDLNvsm8IkXdSMlO5J2Dz584zNytfcVxyl5MGm2bJnyMTpbnDuFky7PeyV6G4sGYBVW35hUkJZ0wPaY5Ql4AKpFPg6LcdP/+S55pHAN9c+YTIBwvO6O/OhmaqlFJKKdV0co9LqZwza9+DtoOkRMydvPylnC+yK/z4f7IXqFVfyZpU3mtVZvhTsleprOugT7DswTp3sgzbdcQvTEr9WvU9Pfw3sOZ7vqrKPOJ4XSAt0XNPyDwkZ7KTHZc2FudJk4fW58CFD0kZYHaynLN4QtK9EBTTtHuDCrIk2Dv0q2To2g6SzJ+zksm4AXDnz/Dz63BsA4S0gwsflFbmXn5Nt+6WJiAKzpkE69+3P5d4efPeD+YGGlQppZRSqukYpfb7lSorKahb2+zG4BcO3UfLm3ZrkTQXuHUhfHV7xewmv3AY9SK06idBUfuL5Gfw8JZW2jVpwOHlL1/1UV2plrUIEobIzC1HYvs4DjDK1nbRNPjyVtvrWIvh539KBstR6WBjyDslZY3L/m57PGkqXPCA4zf6nj4Q1Q2u/BcU5sj33oH2j6tOTppk/qzFp0sSYxu+wUpz4uUPF/9Vfl/r3pe/1xZP6DUOhjxW+xLVM9wZ/DdBKaWUUs2OXzh0GwO/vu74fO8bm1/2IKBS+Z5fqOwjyjspgYpvmO1+n+DWNXvNopzT2ZY1kg0qy7bUtZQurL3s3zIM+3M+IfIGuMNQef2yVuGVDX/a8ZvkgGgY9jSk/u48cFv+fxKw1XY4bUEmFOaCxSLXqYkTf9gHVACr3oaEi6WU0hlP34qZVLVhGDKY+cvJ0jURJBN5yd+h2+j6dwZszgKipfX9gDvk76ynv2Swmtu/0WZAgyqllFJKNR2Lp3T62/xf++G8kYnQ7nz3rKs26tsKuyBbhs9++4DtHqc+4yW4qcteFb8I6P8nWPuO/blLnq3Iqty6CBbcA0fWyrngOLj8H5LJccTDG3pdD0uedH7tjINQ6qQroiPFeXBiNyx9Fg6vkZLJ8++DxEtd/+zFBbDqLefnf34N4gbKfrWGlHEIZlwms8PKFGTC13+W32tnF4HcmcDTx7btvHJIgyqllFJKNa3QtnDbD7DmXdj2FZg9od8kyVIF1TDTUx2rFXLTJGjxDnS+r8kdMg7CN/fZH980S4YT16WUzicIBj8E0V1hxcvSWj0yEYY/I63Iy8rUIhPhps8l01ZaIlmsoFjXr+0bAvED4LeZjs+Hd6jdXrCjG2HmFRUBZWG2BCgHxkr3R2fZupLCiv1cjuSkgdVFaWld7V9hG1BVtvQZ2W+m+4vOehpUKaWUcqvCvBIKcoqwWg28fC0EhPi4e0mqKYS2kzf8g/4sZWv+kXXv8FZVVrIEAGvfk4xCwsWSAYpIBA+vhrlGXZWWwoYZzs///Bp0GGZbclhTAZFwzkToPEoCJouX48yPX1jtywzbD5aSt4JM+3NDn6x5+V5Omn2GrszWObIvytnavAKkhLFsflVV7S5snOD50Grn59K2u94jqM4aGlQppZRym8zjeayc/QeHtqeDAQGh3lx4Q2daJ4bi7av/iTrjeXhVnyWprexU+PwWmdlUZs8Pkm24bSnE9m7Y69VWaQlkHnZ+PjetdqV0VZlMsseroQXFSfv3LyZA+j455uknDQvaD5bSvJxUSNkigVfrc6RRR9UAqTCrYl+SI4d+hWgnpYgWi2QzV0+X16nMw0eaVXg0wocy0d2dnwttd2Y3q1A1pn8LlFJKuUXOqQLm/3MjOacKKx0rZOE7W7nqL32I79oIs28ag7VESo48fBou06Lq7sQftgFVGWsxfP8Y3PCpexsLeHhBxxHwx/eOz8efV7fOdHWRe1xarRcXSAMOfxcNCMxmiOkpe7LyTkh2xj8c/GOAUglcv7xVmneU6X4tXPqibbbMZHHeUAMkG+VKSFuY8j18+zAc/FmOtT4HLn8NQtvX+EevlcRLpczPUUbqokdqnqVTZzQNqpRSSrlF2sFsm4Cqsl++3MPo+/rgG+jmUi1XinJlb8za92X+T9xA6HMThLTRT67dadd3zs8d+Ek6mLm7W1vnEbAiQgKayswWyfw0RVB1cg/MmVTRGt7iCQPvhkH3ui49DIy27/J3ci98cYt9Sd+2uRDfHwbeKYEUSPfHDsMkCKvKbIH4ga7XbTZLU41xn0J+hlzTJ0QCvMYSHA83z4PPx1fMAjNbpHS14/DGu65qUfT/9ZVSSrnFkV1OBpUCJ4/mUFLsYM9Fc1FSJG8K50ys+MR9/0pY/RZM/AbiznXv+s5mrmbnePoBpiZbilMhbSTjs2ga7F0qf4eiu0u2Jbxj418/6xjMvEqaWZSxFkube79wSLpHSu1qavsCx3ukAH55HbpfXVGS6BMkzShmXCrlgpVd+WbNOx/6hjq+14YBxfmyn6yhPtyweEqzjzt/lkYZRXlyD/0jwbuazJo6a2hQpZRSyi2CI5zPi/EJ8MRkagZvfp3JSYF5d9qXMBXnw7w7YNLC2s/sUQ2j61Ww/HnH586ZUPcubdZiyE8Hk1nal9f372dEJ7juQ5kZZVilCYR/HZpT1MXxXbYBVWW/vAY9r5VW6zVVtsfKkZxU+2HO4R1kf9v+FVIGGdIG+t4sGaH6DEHOOAS7FsEfC2U/14DbISyhYTKTZov8Tqr7vWQchn0/SrAc3gl6jZX9aDrX6YynQZVSSim3aNcznF/n7qG01H5vRd9L2uAX3IxL/04dlFk7jpzcC/knNahyl6BWMPL/4Pu/2R6P7CKlbR7etX/NjIOw/iPYNk/2RJ07BbpeKdeqD59g+WosWccgeQsc/BU6DgPvIAkKU393/pz8U1BSULvrdBgKGz9xfK5VX8cDd0PiJZDqfWPD7EU8uQc+HGlbUrn5vzD8WTh3Mvg0QUnliT8kA1d5DT+9Ctd/DB0vkXlP6oylQZVSSim38A/15rK7e7Hw3a1YK5X6dTgnki7nxWA2N+NMVXXd2UrdXLpYnAe5p+cQeQeeXTN0fIKg7y2QMAS2fiEtvLuNhphedes0eOogfHCJbanawr/C5tkw7r8N372woWQchk+vlrK8US/KXKz0fVJeN9TFIF/vILDUMvCMHyBDcB3NkBrxnOv27Q0RUBVkwfeP2+9RA/jhSehyWeMHVXmn4H9/tl+DUQpzp8DUdTpA9wynQZVSSim38PC0ENclhJueGsjJozkU5JYQ1TYQ/2BvfAJqMUjUHUITwOwhQUtVgQ7aSDeljMNS/vb7l1KyFtMTLn1FWomfLSVIPkHg0w2in67f65QUyayrqnt/AI79Bkc3QNAV9btGYygugJWvwondcN0MmH+3dPoDCTK9/KXUsOxYZUlTa9+SPTgObv0Ovn0I9i2TstiQtnDZKxLMNrb8U7DbSTdFkHK8iE6NvIZ0OLTK8bmSQplnpUHVGU2DKqWUUm5j8bAQFOFLkIv9Vc1SQCQMewqWPGF73GSCK16XT+3dIesYfDJaShDLpGyFjy6DKUu0gUZt5adLyZ8zGz+GTpfUraSwLnKOS/t+s4e08Xa2ryvvBGz5TLJSRbn2wdPy5+Dqd+C7hyv2Q5nMsufs3MnSmKG2QtrCla/L9QyrNJGob3lkTRmlzhtlAJTkN/4aqsteF+U2/hqUW2lQpZRSStWWlz+cc4tkgVa8LHtuYnvLzJqITvVvYlBXyVtsA6oyRiksfhzGfSbziFTNmEyuAwyLN03STTA/Aw6vhR+ekoxHcBxc+BB0ucJx+/PSUsmOBMRAxgH78yf3wjf3w/l/gdb9Ts+cipQgrC7t3HOPw+bPZf9Q/ikpIUyaCufe2jQznHyCIa4/HHEwnwwgYWjjr8E7RBptOBvsHNsEGTvlVhpUKaWUUnXhGwodhshG/JICCbSaamirM38sdH7u8GoozgU0qKoxvwjoOwGWPev4fP/bpHFFY7JaZfbW/LsqjmUekT1Sadth6BNS7liZd4AEGaf2S/c7RzIOwbLnpE14bTr9VVWUD6v+DT//s+JYYRb8+AJkJcPI55z/u7AWn+4OWCLt7mvaTr0qvzC47FXZ+1Z5+DBAzxsaN2OWnSI/Q34GjJsF2/8Hv75hu45zJslgZXVGM7t7AUoppVSL5hsie1DcHVCBtG52xjdUSrxUzZkt0HucdA6sqsuVENW18deQk2zfybDMuv843hflFwajXpKskcXLeVBxwQMQUM9S1dxUWPWW43MbP5Y9XI5kJcPSZ+HtgfB6b5h5JexZBgXZdVtHVDcJEHteL+W30T3gmv/AyOcbb4/j8dPd/t4dDB9fJf97fAfcOFv+/yAsAUa/DUMfd//AadXoNFOllFJKnSm6j4Yfn7efnwUw8G7w1zbvtRbcGm75Cg78AptmgYcPDLhDSj/rmlmpjfwMCY4cMQxI3ytzn6qK7g63LYNf34Kr3pLSwZStcs7iBefdDX1udDzkN/c4WEukjM+7mrlReen22aHy9ZVCbpr9+nKOw9zJ0uq9zPGd0q3wpi+g80jX13TEwwsiE+HKf0mmzOzZuF0vs47BJ2Ps533t/FZKHqeuA7O5acofVbOgQZVSSil1pghsBWPekVKxyhv32w2WmUCO3kCr6gW1hl7XQ5fLwWRp2nlD1TWNMFmkpXjVEkBPH2jVBy5/VYZSj/uvNEsoLpB9df7R4FWlQUxOGuz5QcrX8k5Cuwth8F8l4+KszLG6Jh1eAfbHMg/ZBlSVLZoGsX3qPufNy7/uA4SzjsnvoCBT7rl/JPg6mSN26oDzAcqbZsH590GQdvs7m2hQpZRSSp0pvAOkLO2e/rB/hczOSbgIQto0TVblTFfXN+v14RcuTVCSN9uf8wmRACBtO7Q5z/HzfUNqVnqWexIWPgLbvqo49vtc2PG1dI5s1cf28VnJstfLZJa26Slb7F8ztL0EJlUdXut8Hen7oCgbaMIMj2HI7/C/18t+tTK9xsGIZ+2zTVlH4fgu569XUiiBrDqraHG1UkopdSbx9pdyq3Mnw+AHpY26BlQtl38EXP2eBFeVeXjDFa/Bqjel4UR+Rv2uk3XUNqAqYy2SYcd56RXHslPgi4nw7QPw4//B8Kcls1N13Td+5njmlauyPIunlO41payjMPMK24AKYMtsWPsfaahR5sRu+GCE7FF0xivg7JkJp8pppkoppZRSqjkLbS9DfFO2nG6pHi/B8i9vwNHfJEgpzqtfM4S9S52fO7xG9imVNXxI3gxH1sifc9Lg679IYFVaDJlHpXwvultFV8FSqzT9KBPXX/Z1OdqL1f1ax9ktR7JTT++f8pAgp64/f+o226CxsjXvwDkTISReAtdvH5LgK/+U7OFylLFKmuq+WXXKbTSoUkoppZRqziyesHeZlNuFtoO0HbDipYrzoe2lgUZ9eLgYwG0yU17cVGqFjZ/ans88DF/dLsFdVFcJQvxCZR7W73MlCIvrD91GS0AYGAs3fAqzb5J26mUiu0invOqyPEV5cHS9zNo6uUeOtb9Y9o9FdKrlDw6c2OP8XGG2DFwGCaT2/yh/XvZ3uOY9+OkfFfvDLF4w4E/Sar8uA5RVi6ZBlVJKKaVaptJSecNr8bLNhDR3BVnSYS/rqHTYC4iGIBeZDbNZGo2segtO/GF/fshjNWsbnp8hM9U8/ewbW3Qc5vx5Xa6o9Pqm00OPHcg9cTpAMcu+qU+urshG7fxGAsGJX0uWrf1FcM962LdCfg/tLoCIzq5/D2WO74KPR9s2Y9n/o7Q3v32Z7CGsjZjuzs/5hVcEnJUDwLyT8OUUGHA7DPqz/JwhbSQw9HQRoKozlgZVSimllGpZrCUyvHbzZ3B0w+nsyAQIadu0nfnqIjsVlj4tay9rfR8cL7ONoruDyeT4ecHxcNMcaUVe1mLdwxuGPyvldq7knYLkTRLUZByU61z8KEQkSnMTkMBu+LPww5O2zw2IhkueqXic2Qzn3gq/z3F8rb4TJNCdM9G+vK84D768FaYslmxVWHv5qo38TFj6jG1AVSb3OOxdDv0m1u41IzpLQJRxyP7c4L9W7AvzCZag6fhO+b4wU7J2v82UMsi712hAdRYzGYajYRZnr6ysLIKDg8nMzCQoKKj6JyillFKqaR1eJ40FSgoqjpktMG42dBgKltOfGZcUyhvtUqs0D/APd/x6TcVaDCtfsS3dK+MXBneslL07Tp9fAjkpEpiVFktgEhDl+o18UR5smOF4gPANsyDxMgmUQDJZp/bDuvelGUXiZdBphP2aco7DokektK+y8I4wYYH8zt+72P56nn4S9E74GmJ6OF+zK1nH4O0BUpbnSNcrYezM2mcu0/fB3NskSAf5nQ76i2SiKjfWOPir/N3rczN0vUKeZ/aUPWThHWu+H0y1GDWNDTRTpZRSSqmWIzsF5k6xDahAAqevboM7f5EgIPMo/PI6bPxY2lvH9oFRL0JsL/e0RgdZ++rpjs/lpUsTCldBlcVDmj+UNYCoidzjMvjXkW/ug1Z9ZcAxnG6/3heueEOCNmdZv4BI+V32vQXWvAsl+dJ+vP1gea2q85ta9ZUSOaNUgiGTSVrB+ziZAeWK2UOyZ86CqpC2dSsFDUuA8XOktXxJvrSrD4yxn8PVqi/cvRo2fCwt2MtyE2YPuOJf0G0M+ATW/vqqxdOgSimllFItR95JKWFzpCATspOlScBn42xnJyVvgo8uhUkLoW1SkyzVjrVQutU5c2I3dB7ZsNfMOGTbEryy3OOQn14RVJWxWKofFB0QJV9tksCw2gaqAdESjJQUyvmBf4Kv74OCjIrHnDNRmlLUtt1/QBRccD8smGp/zmSSvWd15Rdu37q+Kk9f+Z2uetP2eGkJ/O8emSkW26vua1Atls6pUkoppVTLUWp1fd5aLM0SHA2jNQxYNE2yEe7g4ev6TXt0HUviXDFX8/m56XTwVJAl2b2sZLBW8zuuzNPHPvMXEA1DHpc/X3AfzLvTNqAC2Yf0+1xpNlJbnUZK+V1lZg+4+l3Ze9aY8jNgxcvOz695B0octIpXZzzNVCmllFKq5fALk5lEZc0aKrN4SWncho+cPz95ExTluGd/VWAMDH5YAruqguMhsnPDXzM4TvaTFeXYnwttL0Fe6jZY+izsWy4lef3vkIxPTTrxOeLpK6WBrfvBkXX2pZplfv6nlMvV9joBkTDyORh0LxxZKz9f63MkmGvsRhElBZINdSbjoGQkPbwadx2q2dFMlVJKKaVajsBYuPyfjs8Nf1oaBbgqKfPyd1/7dbMFeo6Fi6bZzpVqdY40eAhq1fDXDIyReUqmKm/5PHzgug8hN02aSvyxSMr1ctJg+XPSvS871fnrlhTKHKqf/gFzboW178OpgxWZJ79QaHe+7CNzJifNtk15bfiGQlQX6frY4xqZ39UUnfe8AqH1uc7Pt71AGnKos45mqpRSSinVcpgt0OkSmLIElj8vzR1C20uL8FZ9ZHBspxHw/aMVTQQqO2eSezu0+UfAhfdDn5sk2+bpC34RjZc5s3hCwhC461dY/xGc2CmDeHvfKIHJnFvtW58DHF4DJ3dDYLT9OWsJHFoFs66r2K+17SvJck36zrazX5skWOOkOUd4x+ozOplHpcNexqGK1ueO1tRUvP0l27hjgX0pqpc/9B7XsmamqQajLdWr0JbqSimlVAtRkCktwz19JEAoU5QLO7+DeXfYzjOK7QM3ftY4GaGWwFpyujTNR974Zx6Bf/VwHHwCDLwLLn3R/njmEZh+vv0+KZCZYRO+lhI9gIwj8P4QyUpVNe6/0OVy5+tN2yFDfnMqZcwiE2H8l7Uf8NuQigvg6Hr4+s+SrQOI6QWj35J9cRpUnVG0pbpSSimlzmw+wY7bcnv5Q5fL4J71sOcHeUPfYSiEd6gY5Ho2snhUzPACwCTNM4rzHD/eWcvzzMOOAyqQQCjvZEVQFRIn2at5d0ogAhIAX/IstD3f+VqzkmHWWNuACuD4LlhwD1z/sbSAdwdPH2h3gXSSLMiQ0krfUNt5Vuqso0GVUkoppc48Xv4SRIV3cPdKmi//CNmTtOYdx+e7j3F8vDjf9etWLSeM6ATjv5BZXCWFEgwFxLpu256dLMGbI/tXQO4J9wVVZQKj3VuKqJoVDaqUUkoppdwp94SU1O1eIlmQTiMko1aX4bi14eEtHfT2LocTu2zPDX/WeZlkaHvJzhgO2qH7hkqHxqpqMgOqsvx01+edZdeUchMNqpRSSiml3CU7FRb+FbbPrzi2+HEY+gT0n2K7V6wxBMfBhPmQvBm2zZfsVZ+bICjOeVDnHwnn3yct0asa9RJYvCH9gDTJCIipfpCww3W5mDfl6dv4AadStaRBlVJKKaWUu+xdbhtQlVn2d9kH1rqRgyqQjFRQK0i8tGaP9w6ApHukKcOKF2U2U1R3GPakzAp7f6h06/MNhaSpcM5E123uHfGPhM6Xwh8L7c+dN1XL7lSzo0GVUkoppVRV1pIqTR0aQc5x+PV15+fXvgdXvdX466gL/3DoeS20v1Daqlu8YO8y6bhYxi8cwhLgwM+QnyGdAcPa16xZiF8YXPkvWNEaNn0ie7G8g+D8v0iQVnnOl1LNQDP8V6qUUkop5SYZh2Rv054fZO/QObdIKZp3QMNfq7TE9d6hnDQoLW76oCo7RbrsbV8APiESPAW1dtwYoiwDlXlYyhjLhCXAqBdh/l2Qe7zieHhHuPkrCG1b/ToCY2Dkc3D+n6GkQIbqBsZIWaFSzYwGVUoppZSqXnGevMkvzJHOegFR8r9nkhN/wIejpCV4mTX/hjHvQLfRspenIfkEQ/uLYMvnjs93ubz21yzKlftUlANegafvk1/Nn5+VDJ/fAkfXVRz7+R8w5HEYcLvzjnv5mbZt1i98AL65zzagAji5BxbcDTd8WrP9Yp6+NQvAlHIzDaqUUkop5Vp2Cqx4GTZ+LKVeZgv0GAvDn4agWHevrmHkn4Jv7rcNqEAG4y6YCvHnQVi7hr2mlx9c+JBkhEoKbM8FxkgXwNrIToFlz8HmzyQLZvaAPuNhyN9qVnJntcKmWbYBVZnlz0HnUc6DKg/vij+bPcA7WDoaOnLg59Mt0Ztgv5hSTcTs7gUopZRSqhkrzIGlf4f1H0hABVBqhS2z4dsHJRg5E+Sfkjf7jpSWQPLGxrluaHu47QcZJgsSsHa7Gm5dCCEuOuBVVZAJix6FjZ/IekH+97eZ8P3jUJBV/Wvkpck+Lmc2fer8nF8EtEmSP3v6ynpcqW7WVUPKSZMMXFETXlOddTRTpZRSSinnctNg838dn9v1LeQ+c2ZkHMoCEWeKchvnuh6eENMTbpglgYjJJA0ealtamXscts9zfG7blzDkUfAJcv0apaVQmO3iGiecn/MLhTH/hplXQtZR1935PH3Btwlaomenwq7vYPW/5Xfb/mK44D7J2jmapaVUPWimSimllFLOFWQ6HvJaxtUb7ZbEO1iaKDgT179xr+8bInuHQtrUba9afoaUKjpiGHK+Oj7B0sbdmR7Xun5+WAJMXgw3fiEBWpcrHT9u0F9kflVjykmTss1v7pO9cjmpsPVzeH8YHN8JuSerfQmlakODKqWUUko551VN17szZQhrYDRc8RqYHLw1Omci+NdyzlJTq+4+edcgUPMOgKGPO25XHtkFWvWp/jWCW0PnEZA4Ci5/Fc67u6LZhm8oXPJ36H+b7R6sxnDqAOxZYn+8OA9WvgrZyY17fXXW0fI/pZRSSjnnFy77fRztN4rpCf4RTb+mxtL6XLh9uewhO7peAq0LHoAOw6S8rTnzj4BW58Cx3+zPxfUHv8iavU5YR/kd/PCUtJX38peg8ry7ZEBwbQTGSDOT8+6SPVRe/hAQCxZL7V6nLnb8z/m5fcsg98+ypobu6KjOWhpUKaWUUso5vzAYM13abCdvqjge0Rmu/7RiTtGZwMtPsjFjZ0hLcrMnBNQwGHE3/whZ92c3Qtr2iuPR3eHaD2RYb014eEJ0N3lOYZZk7vwiwMOrbuvy8JaSxqbm4SJYMnvK/K/q9tEpVQsaVCmllFLKtZA2MH6OtOzOOgqBsae/XDQjaMl8gqpv6tAchbaDCQsg+xhkHpNSvMDYugW+LfV3UKbbaFj5svNzRmn1JZNK1YIGVUoppZSqXkCUfMX2cvdKlCvl96mPu1fiXsFxcP598Mu/7I/3vRnCOkinRaUaiAZVSimllFLqzOIbAoP+LAOL138A+enQbjDED4Dg+NrNAFOqBjSoUkoppZRqSUoKIC8dDKSBhjZbcMw/HPyTpKFKUQ5gBu9A8NLfl2p4GlQppZRSSrUUpw7CL6/D1i9kX1D3a+HCByCsvbtX1nx5B8iXUo1IgyqllFJKqZYg4zB8ONJ2xtLGj+GP7+D2ZRDS1n1rU+osp8N/lVJKKaWau9JS2DbP8dDa3BOw6TOwWpt+XUopQIMqpZRSSqnmrzATts93fn77Aig41WTLUUrZ0qBKKaWUUqq5M3u4nqvkHQBmS9OtRyllQ4MqpZRSSqnmzjsQkqY6P3/e3eAb2nTrUUrZ0KBKKaWUUqolaNVXuv1VlXgZtBnU9OtRSpXT7n9KKaWUUi1BQBRc+hKcdyds+i8YVuh9E4R3kHO1lXsSso/BkQ0yLDeuv7Rpz0+X834REBgLZv0MXqnqtJig6qqrrmLTpk2kpaURGhrK8OHDeemll2jVqlX5Y7Zs2cLUqVNZt24dkZGR3Hvvvfz1r39146qVUkoppRpQQKR8xQ+o3+tkp8I3D8Cub+T77tdAYTb88KQMFgbwj4Ax70C7C3TAsFLVaDEfPQwZMoQvvviCXbt2MXfuXPbu3ct1111Xfj4rK4sRI0bQtm1bNmzYwCuvvMLTTz/Ne++958ZVK6WUUko1M6VW2Dy7IqDyCoDeN8DX91YEVCCt2v97PZza7551KtWCmAzDMNy9iLr43//+x5gxYygsLMTT05Pp06fz2GOPkZKSgpeXFwDTpk1j/vz57Ny5s8avm5WVRXBwMJmZmQQFBTXW8pVSSiml3CPrGLx7oQRNAH1vlizV9gUVj/GPgHMmQmwfaYAR1Q38w92yXKXcqaaxQYvJVFWWnp7OrFmzGDRoEJ6engCsWrWKwYMHlwdUACNHjmTXrl2cOuV8bkNhYSFZWVk2X0oppZRSZ6xSa0VABRAcByf+qPg+tg+MmQ6HVsMXt8DMK+DLWyFthwwhVkrZaVFB1SOPPIK/vz/h4eEcOnSIBQsqPlFJSUkhOjra5vFl36ekpDh9zRdeeIHg4ODyr/j4+MZZvFJKKaVUc+DpJ4FTmaxkCEuQP5stMPwpmHMrHPyl4jH7V8AHl0DGwSZdqlIthVuDqmnTpmEymVx+VS7de/jhh9m4cSOLFy/GYrEwYcIE6lu9+Oijj5KZmVn+dfjw4fr+WEoppZRSzZd/OIx8vuL7bfOgz03y504jYcc3UJRj/7zCbPjtY7AWN806lWpB3Nr978EHH2TSpEkuH5OQkFD+54iICCIiIujcuTNdu3YlPj6e1atXk5SURExMDKmpqTbPLfs+JibG6et7e3vj7e1d9x9CKaWUUqqlie0NN82BhX+VRhQ7v4MrXofcNNg+3/nz9i6FQfeCX1iTLVWplsCtQVVkZCSRkZF1em7p6ZrewsJCAJKSknjssccoLi4u32e1ZMkSEhMTCQ3VCeNKKaWUUuW8A6HzCIjtJRkosyf4hUJBNhz42fnz/CPB4uX8vFJnqRaxp2rNmjW89dZbbNq0iYMHD7Js2TJuvPFGOnToQFJSEgA33XQTXl5eTJkyhW3btvH555/z+uuv88ADD7h59UoppZRSzVRgDER0grB24BMMIXFwwX3OHz/oz+Ad0FSrU6rFaBFBlZ+fH1999RXDhg0jMTGRKVOm0KtXL1asWFFeuhccHMzixYvZv38//fr148EHH+TJJ5/kjjvucPPqlVJKKaVakJhecN7d9scH3QvRPZp+PUq1AC12TlVj0TlVSimllDrr5Z+C7FTYtxxMJkgYAgHR4Bvi7pUp1aRqGhu4dU+VUkoppZRqhnxDTw/97eLulSjVIrSI8j+llFJKKaWUaq40qFJKKaWUUkqpetCgSimllFJKKaXqQYMqpZRSSimllKoHDaqUUkoppZRSqh40qFJKKaWUUkqpetCgSimllFJKKaXqQYMqpZRSSimllKoHDaqUUkoppZRSqh40qFJKKaWUUkqpetCgSimllFJKKaXqQYMqpZRSSimllKoHDaqUUkoppZRSqh40qFJKKaWUUkqpetCgSimllFJKKaXqQYMqpZRSSimllKoHDaqUUkoppZRSqh40qFJKKaWUUkqpetCgSimllFJKKaXqQYMqpZRSSimllKoHDaqUUkoppZRSqh40qFJKKaWUUkqpevBw9wKaG8MwAMjKynLzSpRSSimllFLuVBYTlMUIzmhQVUV2djYA8fHxbl6JUkoppZRSqjnIzs4mODjY6XmTUV3YdZYpLS3l2LFjBAYGYjKZGv16WVlZxMfHc/jwYYKCghr9esp99F6fHfQ+nz30Xp8d9D6fHfQ+nz1qe68NwyA7O5tWrVphNjvfOaWZqirMZjNxcXFNft2goCD9R3yW0Ht9dtD7fPbQe3120Pt8dtD7fPaozb12laEqo40qlFJKKaWUUqoeNKhSSimllFJKqXrQoMrNvL29eeqpp/D29nb3UlQj03t9dtD7fPbQe3120Pt8dtD7fPZorHutjSqUUkoppZRSqh40U6WUUkoppZRS9aBBlVJKKaWUUkrVgwZVSimllFJKKVUPGlQppZRSSimlVD1oUOVGV111FW3atMHHx4fY2FhuueUWjh07ZvOYLVu2cOGFF+Lj40N8fDwvv/yym1ar6urAgQNMmTKF9u3b4+vrS4cOHXjqqacoKiqyeZze65bv+eefZ9CgQfj5+RESEuLwMYcOHeLyyy/Hz8+PqKgoHn74YUpKSpp2oare3n77bdq1a4ePjw8DBw5k7dq17l6SqqeVK1dy5ZVX0qpVK0wmE/Pnz7c5bxgGTz75JLGxsfj6+jJ8+HB2797tnsWqOnvhhRfo378/gYGBREVFMWbMGHbt2mXzmIKCAqZOnUp4eDgBAQFce+21pKamumnFqi6mT59Or169ygf8JiUlsXDhwvLzjXGPNahyoyFDhvDFF1+wa9cu5s6dy969e7nuuuvKz2dlZTFixAjatm3Lhg0beOWVV3j66ad577333LhqVVs7d+6ktLSUd999l23btvHaa6/xzjvv8Le//a38MXqvzwxFRUWMHTuWu+66y+F5q9XK5ZdfTlFREb/++iszZ87ko48+4sknn2zilar6+Pzzz3nggQd46qmn+O233+jduzcjR44kLS3N3UtT9ZCbm0vv3r15++23HZ5/+eWXeeONN3jnnXdYs2YN/v7+jBw5koKCgiZeqaqPFStWMHXqVFavXs2SJUsoLi5mxIgR5Obmlj/m/vvv5+uvv2bOnDmsWLGCY8eOcc0117hx1aq24uLiePHFF9mwYQPr169n6NChjB49mm3btgGNdI8N1WwsWLDAMJlMRlFRkWEYhvHvf//bCA0NNQoLC8sf88gjjxiJiYnuWqJqIC+//LLRvn378u/1Xp9ZZsyYYQQHB9sd/+677wyz2WykpKSUH5s+fboRFBRkc+9V8zZgwABj6tSp5d9brVajVatWxgsvvODGVamGBBjz5s0r/760tNSIiYkxXnnllfJjGRkZhre3t/HZZ5+5YYWqoaSlpRmAsWLFCsMw5L56enoac+bMKX/Mjh07DMBYtWqVu5apGkBoaKjx/vvvN9o91kxVM5Gens6sWbMYNGgQnp6eAKxatYrBgwfj5eVV/riRI0eya9cuTp065a6lqgaQmZlJWFhY+fd6r88Oq1atomfPnkRHR5cfGzlyJFlZWeWfnqnmraioiA0bNjB8+PDyY2azmeHDh7Nq1So3rkw1pv3795OSkmJz34ODgxk4cKDe9xYuMzMToPy/yRs2bKC4uNjmXnfp0oU2bdrovW6hrFYrs2fPJjc3l6SkpEa7xxpUudkjjzyCv78/4eHhHDp0iAULFpSfS0lJsXnzBZR/n5KS0qTrVA1nz549vPnmm/zpT38qP6b3+uyg97nlO3HiBFar1eF91Ht45iq7t3rfzyylpaXcd999nH/++fTo0QOQe+3l5WW3L1bvdcuzdetWAgIC8Pb25s4772TevHl069at0e6xBlUNbNq0aZhMJpdfO3fuLH/8ww8/zMaNG1m8eDEWi4UJEyZgGIYbfwJVU7W91wBHjx5l1KhRjB07lttvv91NK1e1UZf7rJRSqvmbOnUqv//+O7Nnz3b3UlQjSExMZNOmTaxZs4a77rqLiRMnsn379ka7nkejvfJZ6sEHH2TSpEkuH5OQkFD+54iICCIiIujcuTNdu3YlPj6e1atXk5SURExMjF0nkrLvY2JiGnztqnZqe6+PHTvGkCFDGDRokF0DCr3XzVdt77MrMTExdl3i9D63LBEREVgsFof/XvUenrnK7m1qaiqxsbHlx1NTU+nTp4+bVqXq45577uGbb75h5cqVxMXFlR+PiYmhqKiIjIwMm0yG/htveby8vOjYsSMA/fr1Y926dbz++uvccMMNjXKPNahqYJGRkURGRtbpuaWlpQAUFhYCkJSUxGOPPUZxcXH5PqslS5aQmJhIaGhowyxY1Vlt7vXRo0cZMmQI/fr1Y8aMGZjNtklivdfNV33+TVeVlJTE888/T1paGlFRUYDc56CgILp169Yg11CNy8vLi379+rF06VLGjBkDyP93L126lHvuuce9i1ONpn379sTExLB06dLyICorK6v8E3DVchiGwb333su8efP48ccfad++vc35fv364enpydKlS7n22msB2LVrF4cOHSIpKckdS1YNpLS0lMLCwsa7x/XvpaHqYvXq1cabb75pbNy40Thw4ICxdOlSY9CgQUaHDh2MgoICwzCkA010dLRxyy23GL///rsxe/Zsw8/Pz3j33XfdvHpVG0eOHDE6duxoDBs2zDhy5IiRnJxc/lVG7/WZ4eDBg8bGjRuNZ555xggICDA2btxobNy40cjOzjYMwzBKSkqMHj16GCNGjDA2bdpkLFq0yIiMjDQeffRRN69c1cbs2bMNb29v46OPPjK2b99u3HHHHUZISIhNV0fV8mRnZ5f/mwWMf/7zn8bGjRuNgwcPGoZhGC+++KIREhJiLFiwwNiyZYsxevRoo3379kZ+fr6bV65q46677jKCg4ONH3/80ea/x3l5eeWPufPOO402bdoYy5YtM9avX28kJSUZSUlJbly1qq1p06YZK1asMPbv329s2bLFmDZtmmEymYzFixcbhtE491iDKjfZsmWLMWTIECMsLMzw9vY22rVrZ9x5553GkSNHbB63efNm44ILLjC8vb2N1q1bGy+++KKbVqzqasaMGQbg8Ksyvdct38SJEx3e5+XLl5c/5sCBA8all15q+Pr6GhEREcaDDz5oFBcXu2/Rqk7efPNNo02bNoaXl5cxYMAAY/Xq1e5ekqqn5cuXO/z3O3HiRMMwpK36E088YURHRxve3t7GsGHDjF27drl30arWnP33eMaMGeWPyc/PN+6++24jNDTU8PPzM66++mqbD0JV8zd58mSjbdu2hpeXlxEZGWkMGzasPKAyjMa5xybD0K4ISimllFJKKVVX2v1PKaWUUkoppepBgyqllFJKKaWUqgcNqpRSSimllFKqHjSoUkoppZRSSql60KBKKaWUUkoppepBgyqllFJKKaWUqgcNqpRSSimllFKqHjSoUkoppZRSSql60KBKKaVUo0tJSeHee+8lISEBb29v4uPjufLKK1m6dKm7l9asTJo0iTFjxlT7uJUrV3LllVfSqlUrTCYT8+fPb/S1KaWUck6DKqWUUo3qwIED9OvXj2XLlvHKK6+wdetWFi1axJAhQ5g6daq7l9ci5ebm0rt3b95++213L0UppRQaVCmllGpkd999NyaTibVr13LttdfSuXNnunfvzgMPPMDq1avLH3fo0CFGjx5NQEAAQUFBXH/99aSmppaff/rpp+nTpw8ffvghbdq0ISAggLvvvhur1crLL79MTEwMUVFRPP/88zbXN5lMTJ8+nUsvvRR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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import TSNE\n","# tok variable comes from the countvectorizer + tfidf section\n","tok_tsne = TSNE(n_components=2,\n","                perplexity=50,\n","                early_exaggeration=12.0,\n","                learning_rate=200.0,\n","                max_iter=1000,\n","                n_iter_without_progress=300,\n","                min_grad_norm=1e-07,\n","                metric='euclidean',\n","                init='random',   # pca\n","                verbose=0,\n","                random_state=42,\n","                method='barnes_hut',   # exact\n","                angle=0.2,\n","                n_jobs=-1\n","               ).fit_transform(tok)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_tsne)\n","    # Assign clusters\n","labels=kmeans2.labels_\n","\n","title='BoVW + TFiDF + T-SNE 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_tsne,labels)"]},{"cell_type":"markdown","metadata":{"id":"BfuZG29Vn5P5"},"source":["##### BoVW + LDA +TSNE"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:09.300140Z","start_time":"2021-05-24T06:38:57.803703Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721471819,"user_tz":-120,"elapsed":12105,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"ea59d267-917a-42d1-b2e1-f523837dac06","id":"KmwTIld3n5P5"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        0         136\n","Baby             6         154\n","Watches          1         147\n","Decor            3         159\n","Kitchen          2         149\n","Beauty           4         145\n","Computers        5         160"],"text/html":["\n","  <div id=\"df-1506784e-5edf-4bcc-a99c-34480e4f3c79\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>0</td>\n","      <td>136</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>6</td>\n","      <td>154</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>1</td>\n","      <td>147</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>3</td>\n","      <td>159</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>2</td>\n","      <td>149</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>4</td>\n","      <td>145</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>5</td>\n","      <td>160</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1506784e-5edf-4bcc-a99c-34480e4f3c79')\"\n","            title=\"Convert this dataframe 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.01087238844475331\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.28      0.25      0.27       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.21      0.43      0.28       150\n","       Decor       0.00      0.00      0.00       150\n","     Kitchen       0.21      0.21      0.21       150\n","      Beauty       0.22      0.44      0.29       150\n","   Computers       0.20      0.21      0.21       150\n","\n","    accuracy                           0.22      1050\n","   macro avg       0.16      0.22      0.18      1050\n","weighted avg       0.16      0.22      0.18      1050\n","\n","Clustering on BoVW + LDA + T-SNE 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import TSNE\n","# tok variable comes from the countvectorizer + tfidf section\n","tok_tsne = TSNE(n_components=2,\n","                perplexity=50,\n","                early_exaggeration=12.0,\n","                learning_rate=200.0,\n","                max_iter=1000,\n","                n_iter_without_progress=300,\n","                min_grad_norm=1e-07,\n","                metric='euclidean',\n","                init='random',   # pca\n","                verbose=0,\n","                random_state=42,\n","                method='barnes_hut',   # exact\n","                angle=0.2,\n","                n_jobs=-1\n","               ).fit_transform(tok_lda)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans2 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_tsne)\n","    # Assign clusters\n","labels=kmeans2.labels_\n","\n","title='BoVW + LDA + T-SNE 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_tsne,labels)"]},{"cell_type":"markdown","source":["#### MDS"],"metadata":{"id":"ZnEuFrE3n5P5"}},{"cell_type":"markdown","source":["* **Distance preservation focus**: Maintains pairwise distances between documents in lower-dimensional space\n","* **Global relationship retention**: Preserves overall structure of document relationships\n","* **Similarity visualization**: Transforms abstract similarities into interpretable spatial relationships\n","* **Stress minimization**: Optimizes projection by minimizing distortion in distance representation\n","* **Metric integrity**: Provides faithful representation of original document dissimilarities\n","* **Euclidean interpretation**: Projected distances correspond meaningfully to original feature differences"],"metadata":{"id":"MrvbnYL1n5P5"}},{"cell_type":"markdown","source":["Interesting to see that the MDS projection gives better results coupled with LDA approach (compared to TFIDF). The best ARI score is for the BoVW only strategy."],"metadata":{"id":"THYCZLwWn5P5"}},{"cell_type":"markdown","metadata":{"id":"bgJMSAPNn5P5"},"source":["##### BoVW + MDS"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:42.980711Z","start_time":"2021-05-24T06:39:09.302139Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721494025,"user_tz":-120,"elapsed":22207,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"5e2f2e52-2eb6-4180-dd24-46b269e2bd5f","id":"xV11EV5An5P5"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        4         163\n","Baby             3         138\n","Watches          1         167\n","Decor            0         188\n","Kitchen          5          99\n","Beauty           6         168\n","Computers        2         127"],"text/html":["\n","  <div id=\"df-c8f7d086-d4c9-47b6-a5f1-84ad91b469e7\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>4</td>\n","      <td>163</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>3</td>\n","      <td>138</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>1</td>\n","      <td>167</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>0</td>\n","      <td>188</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>5</td>\n","      <td>99</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>6</td>\n","      <td>168</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>2</td>\n","      <td>127</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c8f7d086-d4c9-47b6-a5f1-84ad91b469e7')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-c8f7d086-d4c9-47b6-a5f1-84ad91b469e7 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.04062227090664432\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.27      0.29      0.28       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.29      0.32      0.30       150\n","       Decor       0.00      0.00      0.00       150\n","     Kitchen       0.25      0.49      0.33       150\n","      Beauty       0.32      0.36      0.34       150\n","   Computers       0.25      0.45      0.32       150\n","\n","    accuracy                           0.27      1050\n","   macro avg       0.20      0.27      0.23      1050\n","weighted avg       0.20      0.27      0.23      1050\n","\n","Clustering on BoVW + MDS 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import MDS\n","bovw_mds = MDS(n_components=2,\n","              metric=True,\n","              n_init=4,\n","              max_iter=300,\n","              verbose=0,\n","              eps=0.001,\n","              n_jobs=-1,\n","              random_state=42,\n","\n","             ).fit_transform(im_features)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans3 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(bovw_mds)\n","    # Assign clusters\n","labels=kmeans3.labels_\n","\n","title='BoVW + MDS 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bovw_mds,labels)"]},{"cell_type":"markdown","metadata":{"id":"BiGLb3Ecn5P5"},"source":["##### BoVW + tfidf + MDS"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:42.980711Z","start_time":"2021-05-24T06:39:09.302139Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721518527,"user_tz":-120,"elapsed":24500,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"1e46efe0-400b-4c62-958a-4a55c4882df3","id":"GBklL8Aqn5P5"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        0         151\n","Baby             3         162\n","Watches          6         154\n","Decor            5         113\n","Kitchen          1         163\n","Beauty           4         155\n","Computers        2         152"],"text/html":["\n","  <div id=\"df-bae244dd-91c8-4b3a-a2be-ef7d8e54f0a6\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>0</td>\n","      <td>151</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>3</td>\n","      <td>162</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>6</td>\n","      <td>154</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>5</td>\n","      <td>113</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>1</td>\n","      <td>163</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>4</td>\n","      <td>155</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>2</td>\n","      <td>152</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-bae244dd-91c8-4b3a-a2be-ef7d8e54f0a6')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.03850596827810939\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.26      0.27      0.27       150\n","        Baby       0.26      0.28      0.27       150\n","     Watches       0.31      0.32      0.32       150\n","       Decor       0.23      0.17      0.20       150\n","     Kitchen       0.27      0.29      0.28       150\n","      Beauty       0.30      0.31      0.31       150\n","   Computers       0.22      0.23      0.23       150\n","\n","    accuracy                           0.27      1050\n","   macro avg       0.27      0.27      0.27      1050\n","weighted avg       0.27      0.27      0.27      1050\n","\n","Clustering on BoVW + TFiDF + MDS 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import MDS\n","tok_mds = MDS(n_components=2,\n","              metric=True,\n","              n_init=4,\n","              max_iter=300,\n","              verbose=0,\n","              eps=0.001,\n","              n_jobs=-1,\n","              random_state=42,\n","\n","             ).fit_transform(tok)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans3 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_mds)\n","    # Assign clusters\n","labels=kmeans3.labels_\n","\n","title='BoVW + TFiDF + MDS 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_mds,labels)"]},{"cell_type":"markdown","metadata":{"id":"1_D7eLGhn5P5"},"source":["##### BoVW + LDA + MDS"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:42.980711Z","start_time":"2021-05-24T06:39:09.302139Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721519770,"user_tz":-120,"elapsed":1242,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"13e6777f-5b83-4938-ecc5-a79671a2ccdb","id":"LRcJpM-nn5P5"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        2          73\n","Baby             5          49\n","Watches          0         309\n","Decor            4         242\n","Kitchen          3          34\n","Beauty           1         270\n","Computers        6          73"],"text/html":["\n","  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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.0017467144948247098\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.19      0.54      0.28       150\n","        Baby       0.17      0.27      0.21       150\n","     Watches       0.18      0.38      0.25       150\n","       Decor       0.00      0.00      0.00       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.00      0.00      0.00       150\n","   Computers       0.23      0.11      0.15       150\n","\n","    accuracy                           0.19      1050\n","   macro avg       0.11      0.19      0.13      1050\n","weighted avg       0.11      0.19      0.13      1050\n","\n","Clustering on BoVW + LDA + MDS 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import MDS\n","tok_mds = MDS(n_components=2,\n","              metric=True,\n","              n_init=4,\n","              max_iter=300,\n","              verbose=0,\n","              eps=0.001,\n","              n_jobs=-1,\n","              random_state=42,\n","\n","             ).fit_transform(tok_lda)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans3 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_mds)\n","    # Assign clusters\n","labels=kmeans3.labels_\n","\n","title='BoVW + LDA + MDS 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_mds,labels)"]},{"cell_type":"markdown","source":["#### SpectralEmbedding"],"metadata":{"id":"HDqq92jEn5P6"}},{"cell_type":"markdown","source":["* **Graph-based approach**: Leverages connectivity patterns between documents for dimensionality reduction\n","* **Non-linear manifold learning**: Captures intrinsic geometric structure of the document space\n","* **Eigenvector foundation**: Uses the most significant eigenvectors of the graph Laplacian matrix\n","* **Community detection strength**: Excels at revealing natural groupings and thematic communities\n","* **Connectivity preservation**: Maintains connected components from the high-dimensional space\n","* **Local-to-global mapping**: Builds global representation from local neighborhood information"],"metadata":{"id":"MDvD-yS3n5P6"}},{"cell_type":"markdown","source":["On spectral projection, TFIDF gives better results than LDA. BoVW only ARI score is also falling."],"metadata":{"id":"ugGvb5rxn5P6"}},{"cell_type":"markdown","metadata":{"id":"OZcjvg1En5P6"},"source":["##### BoVW + spectral"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:45.982998Z","start_time":"2021-05-24T06:39:42.982702Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721520793,"user_tz":-120,"elapsed":1022,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"e79ac6a4-215d-471d-daed-ad639099ef04","id":"-wyepFM6n5P6"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        2         111\n","Baby             0         103\n","Watches          3         202\n","Decor            5         208\n","Kitchen          6         119\n","Beauty           1         223\n","Computers        4          84"],"text/html":["\n","  <div id=\"df-6359a9ab-2342-43dc-9b45-c7362b2aedd9\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>2</td>\n","      <td>111</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>0</td>\n","      <td>103</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>3</td>\n","      <td>202</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>5</td>\n","      <td>208</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>6</td>\n","      <td>119</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>1</td>\n","      <td>223</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>4</td>\n","      <td>84</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6359a9ab-2342-43dc-9b45-c7362b2aedd9')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-6359a9ab-2342-43dc-9b45-c7362b2aedd9 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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+nAcMGHDD6a7d/LJ48WLLtYz/xPDhw3FwcGDu3Ll5HtQ9f/58vvvuu3+87Px06dKFBg0asGnTJgYNGpRv7cnJyXz00UdWH9JPP/00AFOmTLHcJHTNpEmT2LZt2y3X8uijjxIaGsr27dsZPHgwV65cseq/dOkSv/76q+Xn5s2b06hRI1JTUxk6dChXr1619J07d46hQ4cC0KdPH8vIrS01bNgQLy8v/vzzzzxBe968eUyePDnf+d5+++18rzncu3evZZQuIiKiwPU/9dRTODo6smDBgjyh65dffrHcLHOzI9fFzbVrVZcvX86ff/5p1ffJJ5/w9ddfX3fe0NBQAHbv3m2T2ubMmcMnn3xCQEAAc+bMwcHBgSeeeIIePXoQHx+f5yZCkTuVgqbI36xatYqDBw/i4uJCnz59bjhttWrVqFu3LpmZmcyaNesfr7NevXqMHz+e7OxsunbtSpMmTejbty+NGjWie/fuloB37TTtv+Xg4MCCBQuoXbs2n3/+OVFRUTRr1owHHniA7t27U6dOHcqUKcNjjz1mFTTvvfdennjiCVJSUrjrrrto3bo1Dz74INWrV2fUqFH/6O+/e3h4sGjRIgIDA5kxYwahoaF07tyZPn360KxZMwIDAxk/frzVPHPmzCEiIoKFCxcSFRVFz5496dq1K+XKlWPz5s3UrVuXDz744F9vp5thNpsZO3YskPvFo2nTpvTs2ZPq1avTu3dvXnzxxXznGz9+PBEREVSpUoX777+fvn370rp1a2rUqMGVK1fo378/devWLXD9NWrUYOrUqZhMJvr160e9evXo27cvzZs3p0OHDqSnpxMbG0u7du0K9fcuKnXq1KFLly5cvnyZOnXq0L59ex544AGqVKnCsGHDeOmll647b/fu3QGIiYmhd+/ePProozz66KM3/KtXN2vfvn0MHToUBwcH5syZQ2BgoKXv008/JTo6mu+//57333//X69L5HanoCnyN9dOg9977703defotVHNf3v6fNSoUcyfP59mzZqxc+dOfvjhB5ydnVmwYAFdunQBwN/f/1+t4++Cg4PZsGEDH330EQ0bNmTfvn18++23lkcYDRs2jJ9//jnPY2g++OADpk+fTp06ddiwYQM//vgjQUFBLF++nK5du/6jWurUqcPOnTt55ZVXCAsL47fffmPRokUkJCRw3333MWrUKKvpo6Oj2bZtG6NGjaJ06dIsXryYZcuWUa5cOd58803WrFlTpHf9Pv3003z++efUrVuX7du388svvxAQEMAvv/xy3VGtqVOnMmjQIBwdHVm1ahXfffcd8fHx3H333Xz//ffXPRWenyFDhrBu3Tp69OjBqVOn+Oabb9i7dy/33HMPv/zyC2PGjCmk39Q+5s2bx1tvvUWlSpVYs2YNv/zyC+Hh4fz88888+uij153vtdde4/nnn8fHx4cFCxbw2Wef8dlnn133etqblZqaSs+ePUlJSWH06NG0adPGqt/b25tvvvkGFxcXnn/+eTZv3vyv1idyuzMZ/+Z2PRGxuXHjxjFmzBhGjBhx3VOxIiIixZFGNEWKgQMHDpCcnJynfdGiRUyYMAGTyVTgNaMiIiLFze13G6JICTR79mzeeOMN6tSpQ1hYGJmZmezbt8/yF09iY2OpV6+enasUERG5NQqaIsVAhw4dOHDgABs2bGDPnj2kpaVRunRp7r33Xh5//PF8/8SkiIhIcadrNEVERETEJnSNpoiIiIjYhIKmiIiIiNiEgqaIiIiI2IRuBirmVn5vmz+fdrtZFTLP3iVIMfJqqou9SygWxpnT7V1CsdDyZE97l1As6DiZK7ZhrN3Wfe3P4NrCtT8pe7vRiKaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ESRBs3Y2FhMJlOeV/Xq1Ytk/TNnzsRkMnHu3DkALly4QGxsLH/++WeRrF9ERETkTuJY1Cs0m82sWLHCqs3Nza1I1t2pUyfWr1+Pj48PkBs0x44dS/Xq1alatWqR1FAcrdqwlNUbfuZ8ciIAQQFhdGrbi+qV6gKQmZnBt0tmsmXHGrKysqhaoTYPdB2Cl6ePHau2jcS9iexZsofkI8mkXkjlrqfuIrR+qKX/q35f5Ttf7T61qdKpSlGVaXM32g45WTns+HYHp/44RUpiCs5uzgRUC6BW71q4+RbNe7kofPXbXuau2sfJ8ykAlA/24fFOtWhRI3c7HEu8xKRvt7Dt4BkysnK4q1oILz/QCH8vsz3LtomC3heZaZn88fUfnNh6goyUDNzLuFOxXUUqtK1gx6oL19KV37F99wYSEk/i7ORMdERlunXsR2CZEKvpDh/dx8KfZxN//AAODg6EBkXx5COjcXZysVPltpWTk8Ou+bs4svYIaRfTMPuaiborimpdqmEymexd3h1r9erVvPXWW2zdupXTp0/z/fff07Vr13ynHTZsGB9//DHvvvsuTz/9tKU9KSmJESNG8MMPP+Dg4ED37t15//338fDwuKVaijxoOjg40Lhx40JbXmpqKmbzzR3Yy5QpQ5kyZQpt3f+2nuLC16s0XTs8RFn/IDBg/baVfDjrTV5+8m2CA8KZt3gGO/duZfCDz2F2dWPuoml89OVEnn9sgr1LL3RZ6Vn4hvsS3TKaNe+vydPfdUpXq59P7zjNxk83EtYgrIgqLBo32g5ZGVkkHUmietfq+IT7kHElg21fbOP3d3+n/bj2dqq48AX6ujPy/npElPXCwGDhukMM/+8Kvht9LyGlPXj0vWVUCvNl5sgOAExeuI3HP1jO3Bc74eBQsj5gC3pfbJ+9nTN/nqHJY01w93cnYWcCWz7fgtnXTGjd0HyWePvZH7+blo07EhlWnpzsbBb8PJvJn41lzMjJuDi7Arkhc/L01+jQ+n56d3kUB4dSnDh9BJOp5F6ltmfxHg4sP0DjoY3xDvEmKT6JjdM24mR2olL7SvYu74515coVatWqxcMPP8z9999/3em+//57NmzYQHBwcJ6+vn37cvr0aZYtW0ZmZiaDBg1iyJAhzJkz55ZqKTZ7f2RkJMOHD7dqW7BgASaTiSNHjgBw5MgRTCYTM2fOZPDgwZQuXZqGDRsCYDKZmDRpErGxsQQEBODv78+gQYO4cuWKZXl/P3V+5MgRoqKiAOjZs6flNP6RI0f47bffMJlMbNmyxaqerl270qpVK8vPsbGxeHh4sGnTJpo0aYKrqytTp04FYM+ePXTp0gVvb2/c3d3p1KkThw4dKuzNVihqVm1Ajcr1CPAPJqBMMF3b98XF2ZX4Y/tJTbvC2i3L6dF5IJXL1yAitBwDegzn8NF9HD62z96lF7rgWsHU7FmTsPr5B0ezj9nqdWLrCQKqBOBR9ta+4RV3N9oOzm7OtHmxDeGNwvEK8sK/vD/1BtQjKT6JK+eu5LO021PrWmG0rBFKZIAXUQHePN2tLm4ujvxx+CzbDyZy8nwKEwY2p2KoLxVDfZkw6C52HT3Hhr2n7V16oSvofXHuwDmi7orKfS+U8aB8m/L4hPuQdCipiCu1nScffpWm9dsQHBBOaHAUA3qOIOnCOY6d+Ou4Pm/xdNo0u4cOre4nOCCcwDIh1K/ZDCdHJztWblvnDpwjtG4oIbVD8CjjQXjDcAKrB3L+8Hl7l3ZH69ixI+PHj6dbt27XnebkyZOMGDGC2bNn4+RkvY/u2bOHpUuX8umnn9KoUSOaN2/OlClTmDt3LqdOnbqlWuwSNLOysqxehmHc0vyjRo3CMAy++uor3nrrLUv7Bx98wIEDB/j888959dVXmTNnDq+99lq+ywgKCmL+/PkAvPHGG6xfv57169cTFBR0S7VkZGTw4IMP8tBDD/HTTz/Rrl07Dh8+TNOmTUlKSmLmzJnMmTOHs2fP0rZtW9LT029p+UUtJyebzX+sISMjjajwShw9cZjs7CyqlK9lmSawbCh+Pv4cPrrfjpXaX+rFVE79cYroltH2LsXuMq9mggmc3Z3tXYpNZOfksGTTYa5mZFE7uiwZWTmYTODsWMoyjYtTKRxMJrYdPGPHSu3Dv4I/J7ed5GrSVQzD4MyfZ7iccJnAGoH2Ls1mUtOuAuDmlvsl81LKBeKPH8DT3ZtJ/x3Fc+MH8Z+PX+HgkT32LNPm/Cv4c+bPM1w6fQmA5KPJnN1/luCaeUfI5N9JT0/n0qVLVq9/milycnLo168fzz33HNWqVcvTf+0yw/r161vaYmJicHBwYOPGjbe0riI/dX7lypU8yfmLL764pWXUrl2bTz/9NE97UFAQs2fPBqBDhw5s27aNb7/9ljfffDPPtC4uLtSpUweAChUq/OPT+ZmZmbz++uv07t3b0jZgwAD8/PxYtmwZrq65p1SaNm1KdHQ0n332GY8//vg/WpctnUw4yqT/jiIzKwMXZ1eG9nuB4IAwTpyOx7GUI25md6vpPT18uJSSbKdqi4f43+NxcnW67ijPnSI7I5u4r+OIaByBk7lkjdzsP5HMAxOXkJ6ZjZuLI1Mea0P5YB/8PF0xOzvy9vwtPNO1HgYG78zfSnaOwdmLqfYuu8jV61+PTdM3sfCphZhK5Z4davhIQ8pWLmvv0mwiJyeHeYunUy6iMiGBEQCcS8r9grF4+dd0v2cAoUFRbNj2G+9NG8PoZ94jwL9kBq+qnauSmZrJkheWYHIwYeQY1OxRk8hmkfYurcSZMGECY8eOtWobM2YMsbGxt7ysiRMn4ujoyJNPPplvf0JCAmXLWr9/HR0d8fPzIyEh4ZbWZZebgVavXm3VFh0dzSuvvHLTy+jUqVO+7XfffbfVz1WrVmXu3Lm3XuQt+t96fvnlF/r06YOjoyNZWVkA+Pr6UqdOHTZv3nzd5aSnp+f5dpKRmYGzk+1HiQL8g3n5yf+QmnaVbbvW8/m8KYwckv9osOQ6vPowEU0jKOVcquCJS6icrBzWfrAWDGgwqIG9yyl0kYFezB99HympGfy89SijZvzOrP/rSPlgH94b2oqxszfw5Yo9OJhM3NMgiqrhpTGVsOszb8b+X/Zz/uB5WjzTAjd/N87uO5t7jaaPmcDqJW9Uc+7CaZxMOMZzj71uabt2Zu6uhu1oWr8tAOEh0ew7tJN1W1bQrcNDdqnV1o5tPMbRdUdp+lhTvEO9ST6azLbZ2zD7mom+S2d7CtOoUaMYOXKkVZuLy63fZLZ161bef/99tm3bViQ3bNnlZqC/D8X+EwEBAfm2X7ub/BpnZ2ebn6p2c3PLcwfWuXPneO+993jvvffyTO/sfP3QmN+3lf69HmNgnycKpdYbcXR0yr0ZCIgILcfREwdZuXYx9Wo2Jys7i6upV6xGNS+nXMDLw9fmdRVXifsSuXz6Ms2eaGbvUuzmWsi8cu4KbUa1KXGjmZB7ajyirBcA1SL82XnkHF8s/5Ox/ZrSrFoIv7zRneTLaZQqZcLLzYW7/m8uYf5Rdq66aGVlZLFj3g6aP92ckNq5d2D7hvuSfDSZPT/uKXFB86uF09i5dwvPDh2Pr7e/pd3bM/d4GBRgfYYjsGwISRfOFmmNRSlubhxVOlchoknuyK5PmA9Xzl3hzx/+VNAsZC4uLv8oWP6v33//ncTERMLDwy1t2dnZPPvss7z33nscOXKEwMBAEhMTrebLysoiKSmJwMBbe08XedC8HldXVzIyMqzakpPzPzVr6wR+7XR3fvX877rzq8XPz49OnTrle4rc09PzuuvN79vK+qX2uYHIyMkhMyuLiNBoSpVyZO/BHdSt0QSAhLMnSbpwjuiIinaprTg4/Nth/KL88I24M8P2tZB5OeEybV5qg4tnyXx0y/8yDIOMrGyrNl/P3OPFhr2nOX85jTa17qxLKYxsg5zsnLzHRgcT3Nrl98WaYRjMXfQpcbs3MnLIOPz9rAc8SvuWxdvLjzNnT1q1J549TbVKdYqy1CKVlZFV4v/tS5p+/foRExNj1da+fXv69evHoEGDAGjSpAkXLlxg69at1KtXD4AVK1aQk5NDo0aNbml9xSZohoaGsmeP9UXTv/zyi03XeW10MS0tLU8tkHvXVdOmTYHcUcpt27ZZNviNxMTEsGvXLurUqUOpUjd/WjW/bytFcdr8+6VfUr1iHXx9ypCekcqmuN/ZH7+bEQ+PxuzqTrP6bfl2yQzc3TxwdXHj60WfEh1eiejwkvfoisy0TFLOpFh+TjmbQvLRZJzdnXH3zx3RzUzN5NimY9R5sOR+eNxoO5h9zKyZsobkI8m0GNkCI8cg9ULudYnOHs6UciwZlxK8M38rd1UPIdjPnStpWSzedJhN+xOY9lQ7AOavPUB0kDd+Hq7EHT7LG19vYkBMNaICve1ceeEr6H1RtnJZ4r6Ko5RzKdxLu5O4N5Eja46UqPfIVws/YXPc7zzWfxSuLmYuXs4dCDG7uuHs5ILJZKJdiy78sOxrQoIiCQuKYsO2lSScPcmQh56zc/W2E1I7hN2LduPm74Z3SO6p831L9xHdQqOZ9pSSksLBgwctP8fHxxMXF4efnx/h4eGULl3aanonJycCAwOpVCn3c71KlSp06NCBwYMH89FHH5GZmcnw4cPp06dPvo9CupFiEzR79OjBY489xtixY2natCk//vgj69evt+k6AwMD8fHx4auvviIqKgoXFxdq1qxJaGgojRo1YuzYsXh7e+Po6MjEiRPx9r65D5CxY8fSoEED2rdvz5AhQwgICCAhIYFVq1Zx11138cADD9j097pVl1MuMuObyVy6nIzZ1Y2QoEhGPDyaqhVqA9Cz8yBMJhMff/kWWVmZVK2Y+8D2kigpPokVb/z1BwW2z9kOQFTzKBoPzb1h7Oj6owCWU0Ul0Y22Q/X7q3NyW+6ozdJXllrN1+alNgRUyf/SltvN+ctpvDjjd85eTMXT7EzFEF+mPdWOZlVzD7LxZy7y7vdbuXglg+DSHgy7pyYDYkrmH34o6H3R9Imm/PHNH6z/cD0ZKRm4+btRs2dNyrctb6+SC93qDT8D8M4no63a+/cYTtP6bQBo2/xeMrMy+XbxDK5cTSE0KJKnHh1DmdIl6/KBv6vXvx47vtvBlplbSL+UjtnXTPnW5anWLe+dzFJ0tmzZQuvWrS0/XztbOmDAAGbOnHlTy5g9ezbDhw+nbdu2lge2T548+ZZrKTZB89FHH+XQoUN8+OGHvPvuu/Tp04cJEybw4IMP2mydDg4OzJgxg5deesny6KH4+HgiIyOZPXs2gwcPZuDAgQQGBjJ+/Hjmzp3LhQsXClxu+fLl2bRpE6+88gqPP/44KSkpBAUF0aJFC2rWrGmz3+ef6t/jxteAOjk580DXISU2XP5dQJUAHvjixl8EyrcpT/k2JecDND8FbYeCtlFJ8PqAG19/++z99Xn2/n93vfntoqD9wexjpvGQwvtDHMXRR2/Ov6npOrS6nw6trv+A7JLGyexEvYfqUe+hgs/2SdFp1arVLT068trzyv/Oz8/vlh/Onh+TcasPsZQitfL73fYuoVhYFTLP3iVIMfJq6p1xTWhBxpmL93N5i0rLkz3tXUKxoONkrtiGsXZb99ChQ2227I8//thmy7alYvOXgURERESkZFHQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm3C0dwEiIiIiJcEDVxbacOkf23DZtqMRTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCT1Hs5hbFTLP3iUUCy1P9rR3CcVCS79F9i6hWFiVdJ+9SygWWtq7gGJCx0mR4ksjmiIiIiJiEwqaIiIiImITCpoiIiIiYhMKmiIiIiJiEwqaIiIiImITCpoiIiIiYhMKmiIiIiJiEwqaIiIiImITCpoiIiIiYhMKmiIiIiJiEwqaIiIiImITCpoiIiIiYhMKmiIiIiJiEwqaIiIiImITCpoiIiIiYhMKmiIiIiJiEwqaIiIiImITCpoiIiIiYhMKmiIiIiJiEwqaIiIiImITCpoiIiIiYhMKmiIiIiIlyOrVq7n33nsJDg7GZDKxYMECS19mZiYvvPACNWrUwN3dneDgYPr378+pU6eslpGUlETfvn3x8vLCx8eHRx55hJSUlFuuRUFTREREpAS5cuUKtWrVYurUqXn6rl69yrZt2xg9ejTbtm1j/vz57Nu3j/vuu89qur59+7J7926WLVvG4sWLWb16NUOGDLnlWhz/8W8hIiIiIsVOx44d6dixY7593t7eLFu2zKrtgw8+oGHDhhw7dozw8HD27NnD0qVL2bx5M/Xr1wdgypQp3HPPPbz99tsEBwffdC0a0RQRERG5g128eBGTyYSPjw8A69evx8fHxxIyAWJiYnBwcGDjxo23tOw7ImjGxsZiMpksL1dXV6pUqcKkSZPIycm5pWW1atWKzp0726hSERERkbzS09O5dOmS1Ss9Pf1fLzctLY0XXniBBx54AC8vLwASEhIoW7as1XSOjo74+fmRkJBwS8u/Y06dm81mVqxYAUBqaiorV67kxRdfJCcnhxdffNHO1dlf4t5E9izZQ/KRZFIvpHLXU3cRWj/U0r9z/k6ObjjK1fNXcXB0wC/Kj5o9auJf3t+OVReupSu/Y/vuDSQknsTZyZnoiMp069iPwDIheaY1DIMPZoxn9/7tDOv3ArWrNbJDxUVj2k87eOf7bfRrW4WXelv/noZhMHTyr/y++yRTHmtNTJ0IO1VZ+AraH65cvcwPy+ay58AfJF04h4e7F7WrNeS+dg9gdnW3c/WF68Dh3fyyeiHHTh7i4uXkPPv8pcsXmP/TF+w5EMfVtCtUiKpK7/seJcD/5k+v3Q4KOk5u+HgD8WvireYJrBFI6+dbF3WpNqXPC/uYMGECY8eOtWobM2YMsbGx/3iZmZmZ9OrVC8Mw+PDDD/9lhfm7Y4Kmg4MDjRs3tvzcunVrdu7cyfz58xU0gaz0LHzDfYluGc2a99fk6fcM9KR+//p4lPUgOyObvUv38tuk3+j8dmdcvVztUHHh2x+/m5aNOxIZVp6c7GwW/DybyZ+NZczIybg4W/+Oy9csBpPJTpUWnZ1HzvH16v1UCvXNt//zX/+EEroZCtofLlxK4uKlZLrfM4CggDDOJ59lzoKPuHApiaEPPW/v8gtVemY6oUGRNK3fho+/nGTVZxgGH37xJqUcHHms/4u4urqx/PdFvP9pbL7vndtZQcdJgKCaQTQa/FcIL+VUqqjKKzL6vLCPUaNGMXLkSKs2FxeXf7y8ayHz6NGjrFixwjKaCRAYGEhiYqLV9FlZWSQlJREYGHhL67kjTp1fj6enJ5mZmZafX3zxRWrUqIGHhwchISE88MADnD59Ot95Z82aRbly5TCbzbRq1Yp9+/ZZ+rp3706zZs3yzPPhhx/i6upKUlJS4f8y/1JwrWBq9qxJWP2wfPsjm0YSWD0Qj7IeeId6U7dvXTJTM7lw/ELRFmpDTz78Kk3rtyE4IJzQ4CgG9BxB0oVzHDtxyGq646fi+fX3hfTv8YSdKi0aV9Iyee7T1Yzr1xQvN+c8/XuOn2fmst28PiDvvl4SFLQ/hARGMLTf89Ss2oAypQOpXL4GXdr1ZeeeLWRnZ9u5+sJVvVJdurR/kDrVG+fpSzx3mvhj+3mw2xAiwyoQWCaEB7oOJTMzg81xv9uhWtsp6DgJ4ODogNnHbHk5u+d979zu9HlhHy4uLnh5eVm9/mnQvBYyDxw4wK+//krp0qWt+ps0acKFCxfYunWrpW3FihXk5OTQqNGtncG7o4JmVlYWWVlZXL58mUWLFvHdd9/Ro0cPS39iYiIvvfQSS5Ys4f333+fIkSO0bNmSrKwsq+Vs27aNCRMm8OabbzJr1ixOnz5N+/btLddKDB48mHXr1lmFT4Dp06fTrVs3/Pz8bP/L2lB2VjYHVxzEyc0J3/D8R7pKgtS0qwC4uXlY2jIy0vls7rv06TIEb8+S+7sDvPbVBlrWCKVp1bynP1PTs3ju09WMfrAxZbzd7FBd0ctvf8g7zRVcXd0oVarkjWJdT1Z27pd1J8e/ApWDgwOOjk4cPLLXXmXZTeLeROY/Pp/Fzy1m84zNpF/+99fQ3c7ulM+L4iYlJYW4uDji4uIAiI+PJy4ujmPHjpGZmUmPHj3YsmULs2fPJjs7m4SEBBISEsjIyACgSpUqdOjQgcGDB7Np0ybWrl3L8OHD6dOnzy3dcQ530KnzK1eu4OTkZNXWu3dvq9Pm06dPt/x/dnY2TZo0ITQ0lBUrVtCuXTtL35kzZ1i1ahUVKlQAoE6dOlSqVImZM2cydOhQ2rVrR3h4ONOnT2fixIkA7Nq1iy1btvDGG2/Y8te0qZPbT7Ju6jqyMrIw+5hp/UJrXDz/+bB9cZaTk8O8xdMpF1GZkMC/rjuct3g65cIrUbtaQztWZ3tLNh3mz6Pnmfdy/je+vfnNJmqXK0vb2uFFXJl9XG9/+LuUK5f4ccU8mje8u4irs6/AMiH4+fjz/dIv6dttGC7OLixf8wPJF89z6XKyvcsrUkE1gwhtEIpHGQ9SzqTwx7w/+O3t37h7zN04ONxR4zp31OdFcbRlyxZat/7r2uBrp9wHDBhAbGwsixYtAqB27dpW861cuZJWrVoBMHv2bIYPH07btm1xcHCge/fuTJ48+ZZruWP2fLPZzObNm9m8eTNr1qzh/fffZ+nSpQwePNgyzU8//UTTpk3x9vbG0dGR0NDci5v3799vtazq1atbQiZA+fLlqVWrluWWfwcHBx555BFmzZplGQ2dPn06ERERtG3b9ro15ndHWVZG1nWnL2oBVQLo8HoH7n71boJqBLF2ylrSLqbZuyybmLtwGicTjvHog39dD/PHn5vYe2gXPe992I6V2d7ppCtM+HoTbz3aAhenvN9FV8QdY8O+04zqVbLD9t/ltz/8XWraVT6Y+TpBZcO4N6Z3EVdnX6VKOTL0oRdIPHeKZ8f158lXH2Df4V1Uq1QX0x1wHfPfRTSJILRuKD5hPoTWD6Xlsy1JOpxE4p7EgmcuYe6kz4viqFWrVhiGkec1c+ZMIiMj8+0zDMMSMgH8/PyYM2cOly9f5uLFi0yfPh0Pj+uf0bmeO2ZE08HBwep5UM2aNSMrK4tnn32WkSNHkpqayn333UeXLl148cUXKVu2LCaTicaNG5OWZv3m+N9b/gECAgKsrud8+OGHGTduHD/++CMdO3bkyy+/5PHHH7/ht9r87ihr+WhLWg1u9Q9/68Ll6OqIp6snngGe+Jf354f/+4FDqw5R7b5q9i6tUH21cBo7927h2aHj8fX+6y7JfYd2ci4pgZFj+1lN//GXb1E+sgrPDn2tqEu1id1Hz3H+chrdx/9gacvOMdhy4AxzVu6lT8tKHD97mUZPz7Ga76mPfqNehbLM+r/8HxJ8u7re/nBNWnoqU6a/hquLmWH9XqBUqTvmsGoREVqOV556h9S0K2RlZeHp4c2bU18gIqScvUuzK4+yHrh4upByJgVK1mGyQHfK54UU7M47Iv5NlSpVANi9ezd//PEH3t7efPPNN5YwePTo0Xzn+987sSD3dPrfh6BDQ0Pp0KED06dPJysri3PnzjFo0KAb1pPfHWWTdky6ztTFgAE5Wbf2HNLizDAM5i76lLjdGxk5ZBz+fgFW/e1b3U+zBjFWba+99ww9Ow+iZpX6lBRNqgSzcEwXq7aXZ64hKtCbRzvUwNfDhV4tKln1dxm7kBd7NaB1revfJHG7KWh/gNyRzMnTx+FYyonH+4/Cyank3fhxK6491unMuVMcPXGI++5+wM4V2dfVpKukp6Tj6qM7rUva54XcvDs6aO7atQsAf39/UlNTcXJysjrVM3v27OvOd/DgQcqXLw/AwYMH+eOPPxg6dKjVdIMHD6ZHjx4kJibStm1bIiJu/IxBFxeXPHeQOToXzT9RZlpm7rfu/y/lbArJR5NxdnfGxcOF3Yt2E1I3BLOPmfTL6ez/dT9Xk68S3rDkXKP31cJP2Bz3O4/1H4Wri5mL///6MrOrG85OLnh7+uZ7A5Cfj3++IeR25e7qRMUQ69/T7OKIj4eLpT2/G4CC/NwJ9fcskhqLQkH7Q2raVSZ/NpaMzAwe7vc0qelXSU3PvWHI090LB4eSc0NQWnoqZ8//9ZDmc0mJHD8Vj7ubB34+Zdi6Yx0e7l74+fhzMuEY3/zwGbWrNqRqxdr2K9oGbnScdPZwZtf3uwhrEIartyspiSnEzY3DM8CToBpBdqy68OnzQm7FHRM0c3Jy2LBhAwAZGRls3bqV8ePHU7VqVVq0aEF6ejrvvfceI0aMoFu3bqxfv54vvvgi32UFBARw7733Mm7cOABGjx5NSEgIAwcOtJquU6dOlClThvXr1/PVV1/Z9Pf7t5Lik1jxxgrLz9vnbAcgqnkUDQY14NLpS8RPjif9cjouHi74RfsR80oM3qHe9iq50K3e8DMA73wy2qq9f4/hNK3fxh4liR0VtD8cO3mY+OMHABj91uNW04x//iP8/fJeYnO7OnriEO9Oe9Xy87dLZgDQuG5rBvYawcXLyXy7ZAaXUi7i7elD47qtuKdNT3uVazM3Ok7WH1SfC8cvEP97PJlXMzH7mgmsHkiNHjVK3LM09Xkht8JkGIZh7yJsLTY21uraR0dHR8LCwujYsSNjxoyxXHM5adIkpkyZQlJSEs2aNWPq1KlUrFiRt956i//7v/8Dci+w9fDwoHv37owbN47Tp0/TqFEjPvroI8up+L8bOnQo8+bN4/Tp0//oeVexm2L/2S9dwrQ8WfI+tP6Jln6L7F1CsbAq6T57lyDFyKqQefYuQYqR2Iaxdlv3bw/d2sPMb0WrL2/tTz8WF3dE0LSXnJwcypUrR+fOnZkyZco/WoaCZi4FzVwKmrkUNOXvFDTl7xQ0i5c75tR5UcrIyOCPP/7g22+/5fjx4wwfPtzeJYmIiIgUOQVNGzh16hQNGzakTJkyfPDBB1SqVKngmURERERKGAVNG7j2MFQRERGRO9kd85eBRERERKRoKWiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE3oge0iIiIihaDOV8Nst/AvbbdoW9KIpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISjvQuQG2t5sqe9SygWVoXMs3cJxULLVBd7lyDFiN4XuXSczKX9QYojjWiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiJQgq1ev5t577yU4OBiTycSCBQus+g3D4NVXXyUoKAiz2UxMTAwHDhywmiYpKYm+ffvi5eWFj48PjzzyCCkpKbdci4KmiIiISAly5coVatWqxdSpU/PtnzRpEpMnT+ajjz5i48aNuLu70759e9LS0izT9O3bl927d7Ns2TIWL17M6tWrGTJkyC3X4viPfwsRERERKXY6duxIx44d8+0zDIP33nuPV155hS5dugAwa9YsAgICWLBgAX369GHPnj0sXbqUzZs3U79+fQCmTJnCPffcw9tvv01wcPBN16IRTREREZFiLj09nUuXLlm90tPTb3k58fHxJCQkEBMTY2nz9vamUaNGrF+/HoD169fj4+NjCZkAMTExODg4sHHjxltan4KmiIiISDE3YcIEvL29rV4TJky45eUkJCQAEBAQYNUeEBBg6UtISKBs2bJW/Y6Ojvj5+VmmuVk6dS4iIiJSzI0aNYqRI0datbm4uNipmpunoCkiIiJSzLm4uBRKsAwMDATgzJkzBAUFWdrPnDlD7dq1LdMkJiZazZeVlUVSUpJl/pulU+ciIiIid4ioqCgCAwNZvny5pe3SpUts3LiRJk2aANCkSRMuXLjA1q1bLdOsWLGCnJwcGjVqdEvrs1vQnD59OiaTKc9zm6ZMmYLJZGLMmDFW7UlJSTg4ODBp0qQCl33hwgViY2P5888/b7mugQMHUr169VueT0RERKQ4SElJIS4ujri4OCD3BqC4uDiOHTuGyWTi6aefZvz48SxatIidO3fSv39/goOD6dq1KwBVqlShQ4cODB48mE2bNrF27VqGDx9Onz59bumOc7DjqfNmzZoBsG7dOipUqGBpX7t2LW5ubqxbt85q+nXr1mEYBs2bNy9w2RcuXGDs2LFUr16dqlWrFm7hJdDSld+xffcGEhJP4uzkTHREZbp17EdgmRDLNJmZGXy7ZCZbdqwhKyuLqhVq80DXIXh5+tivcBtI3JvIniV7SD6STOqFVO566i5C64da+o9vPs7BFQdJOpJERkoGHcZ3wDfC144VF74PFm1n6uI/rNqiArz48bX7rdoMw2Do5F/5ffdJpjzWmpg6EUVZps3dzPviGsMw+GDGeHbv386wfi9Qu9qtfeMv7gp6XxiGwc75Ozm08hCZVzPxr+hPg4EN8Az0tGPVhWvVhqWs3vAz55NzTycGBYTRqW0vqleqC9w5x8j8FLR/SNHbsmULrVu3tvx87drOAQMGMHPmTJ5//nmuXLnCkCFDuHDhAs2bN2fp0qW4urpa5pk9ezbDhw+nbdu2ODg40L17dyZPnnzLtdhtRLNSpUqUKVOGtWvXWrWvXbuWgQMHsmHDBrKzs63aXV1drW61l8KxP343LRt35IUn3uSpR8aQnZ3F5M/Gkp7x14Nb5y2ewY49Wxj84HOMHPIaFy4n8dGXE+1YtW1kpWfhG+5LvQH1rttfpmIZaveuXbSFFbHywT6sfquX5TX7+XvyTPP5r3+CyQ7FFZGbeV9cs3zNYjCV3I1R0Ptiz5I97P9lPw0GNeDu2LtxdHFk5aSVZGdk5zv97cjXqzRdOzzEqBFvMWr4W1QqV4MPZ73JqTPHgDvnGJmfgvYPKXqtWrXCMIw8r5kzZwJgMpkYN24cCQkJpKWl8euvv1KxYkWrZfj5+TFnzhwuX77MxYsXmT59Oh4eHrdci12v0WzWrJlV0Dx27BgnTpzgqaeeIi0tjR07dlj61q5dS/369Tl8+DB9+vQhLCwMNzc3qlatyn/+8x9ycnIAOHLkCFFRUQD07NkTk8mEyWTiyJEjQO5zqF555RWio6NxcXEhNDSUgQMH5qntt99+o06dOri7u9OwYUOr6xQg9xv822+/TcWKFXFxcSE6Opp3333XapoTJ07Qq1cvAgICcHV1JSoqimeeeaYwNl2hevLhV2lavw3BAeGEBkcxoOcIki6c49iJQwCkpl1h7Zbl9Og8kMrlaxARWo4BPYZz+Og+Dh/bZ+fqC1dwrWBq9qxJWP2wfPujmkdRvVt1AqoF5NtfUjg6mCjj7WZ5+Xq6WvXvOX6emct28/qAZnaq0PYKel9cc/xUPL/+vpD+PZ6wU6W2d6P3hWEY7Fu6j2r3VSO0Xii+4b40HtqY1AupnNh6wg7V2kbNqg2oUbkeAf7BBJQJpmv7vrg4uxJ/bP8ddYzMT0HHTbmz2fWu82bNmrFw4UKSk5Px9fVl7dq1hIWFUbFiRWrVqsXatWupU6cOmZmZbN68maeffpqTJ09SqVIl+vbti6enJ3FxcYwZM4aUlBTGjBlDUFAQ8+fP5/777+eNN96wDB1fu7Oqe/furFixgpdeeonGjRtz9uxZ5s+fb1VXQkICTz75JC+++CLe3t6MGjWKbt26cejQIZycnAB46qmn+PTTT3n55Zdp1KgR69at44UXXsBsNjNs2DAA+vfvz6lTp5g8eTIBAQEcO3aMLVu2FOEW/mdS064C4OaW+83l6InDZGdnUaV8Lcs0gWVD8fPx5/DR/USHV7JLnWI7RxMv0+K5r3FxKkXt6LI8060uwaVz94fU9Cye+3Q1ox9sTBlvNztXWnT+930BkJGRzmdz36VPlyF4e5asSyhu1pWzV0i7mEZg9b/uRHV2c6Z0dGnOHTxHRJOSdUkFQE5ONlt3ricjI42o8Eo6RorcgF2DZvPmzTEMg/Xr13PPPfewbt06mjZtCkDTpk1Zt24dw4cPZ9u2baSlpdG8eXPatm1L27ZtASzXbF69epUPPviAMWPG4OLiQp06dQCoUKECjRs3tqxv2bJlLFmyhDlz5vDAAw9Y2v/+/5B749GqVauoVq0aAO7u7rRu3ZqNGzfSvHlzDh06xAcffMBHH31k+bufMTExXL16lbFjxzJkyBAcHBzYtGkTEyZMoHfv3pZl9+/f3wZbsvDk5OQwb/F0ykVUJiQw9wPiUkoyjqUccTO7W03r6eHDpZRke5QpNlQzqgxvDGxOVKAXZy+mMvWHOB566yd+iO2Ku6sTb36zidrlytK2dri9Sy0y+b0vgNy28ErUrtbQjtXZV+qFVABcva1HvV29XUm7mPcyg9vZyYSjTPrvKDKzMnBxdmVovxcIDgjjxOl4HSNFrsOup87r1auH2Wy2nD5fu3atJWg2adLEqt1kMtG0aVPS0tIYM2YM5cuXx8XFBScnJ15++WVOnz5NSkrKDde3fPly3Nzc6NOnzw2nCw4OtoRMwHJD0YkTuaeBfv31VyB3dDQrK8vyiomJISEhgePHjwNQt25d3n77bT788EMOHjxY4PbI789LZWRmFDhfYZq7cBonE47x6IMjC55YSqQWNULpUD+SSqF+NK8WwsdPxnD5agY/bYlnRdwxNuw7zahed1awyu998cefm9h7aBc9733YjpVJUQrwD+blJ//DC49PpEXjDnw+bwqnzhy3d1kixZpdg6aTkxMNGjRg7dq1pKSksGPHDqsRzWvXbK5du5aqVavi6+vLCy+8wFtvvcXgwYP58ccf2bx5M6+88goAaWk3/vZ8/vx5goKCMBVw0b6Pj4/Vz87OzlbLP3fuHIZh4O/vj5OTk+V19913A1iC5tdff03btm15+eWXqVChApUrV85zmv7v8vvzUnO+m3bDWgvTVwunsXPvFkYOGYevt7+l3cvDl6zsLK6mXrGa/nLKBbw87szThXcSLzcXIgO8OJZ4mQ37TnP87GUaPT2H6sM+p/qwzwF46qPf6P/2T3au1Dau977Yd2gn55ISGDm2H4+/1IPHX+oBwMdfvsV/Ph5tr3KLnNnHDJBn9DLtYlqeUc7bnaOjE2X9g4gILUe3Dg8RGhTJyrWLdYwUuQG7/2Wg5s2b895777FmzRpcXFwsT6WPiIggKCiItWvXsm7dOrp06QLAvHnzGDp0KC+88IJlGUuWLLmpdZUuXZrTp09jGEaBYfNG/Pz8MJlMrFmzxhJC/65SpdzrcYKCgpg+fTqffvopW7duZfz48fTu3Zt9+/YRHR2dZ778/rzU+qWH8kxX2AzDYO6iT4nbvZGRQ8bh72d9o0tEaDSlSjmy9+AO6tbIfZhrwtmTJF04R3RExfwWKSXIlbRMjp+9zH2NzXSoH0mP5tb/5l3GLuTFXg1oXatk3QhQ0Puifav7adYgxqrttfeeoWfnQdSscuc8HcO9jDuu3q4k7E6wPOorMzWT84fPU6FthQLmvr0ZOTlkZmXpGClyA8UiaL7xxht88MEHNGjQAEfHv0pq2rQpX3zxBQkJCZbnbqamplqFu+zsbObOnWu1zP8dgbwmJiaGiRMn8s0331hdN3mrrl0jev78ee69994Cp3dwcKBBgwaWh6MePHgw36CZ35+XcnbKG2QL21cLP2Fz3O881n8Uri5mLl7OvabI7OqGs5MLZld3mtVvy7dLZuDu5oGrixtfL/qU6PBKJe4i98y0TFLO/HUJRsrZFJKPJuPs7oy7vzvpKelcPX+V1OTc69Iunb4E5F6Pdm1k53Y3ad5mWtUMI6S0O4kXU5myaDsODiY6NYzGz9M13xuAgvzcCfUvOc9MhILfF96evvneAOTn458nlN7uCnpfVOpQid0Ld+MZ6IlHGQ92fLsDs4+Z0Hol51mK3y/9kuoV6+DrU4b0jFQ2xf3O/vjdjHh49B11jMxPQfuH3NnsHjSbNGmCg4MDP/74Iy+++GKevueeew7A8qD2u+++m2nTplG1alX8/f3573//S3p6utV8gYGB+Pj48NVXXxEVFYWLiws1a9YkJiaGe+65h4cffphDhw7RqFEjkpKS+Pbbb/n6669vuuaKFSvyxBNP0K9fP5577jkaNWpEZmYm+/fvZ+XKlSxYsICLFy/Svn17+vXrR6VKlcjIyGDKlCn4+PhQt27df7nVCtfqDT8D8M4n1qf7+vcYTtP6bQDo2XkQJpOJj798i6ysTKpWzH0YcUmTFJ/EijdWWH7ePmc7kPtYo8ZDG3Ny20k2Ttto6V83NfcPC1TvVp0a99co2mJtJCH5Cv/36SouXEnHz8OVuuXLMvfFTvh5lqzToAW5mffFnaKg90WVTlXISs9i8/TNZFzNoEzFMrR6rhWlnEvZq+RCdznlIjO+mcyly8mYXd0ICYpkxMOjqVqhNnDnHCPzU9D+IXc2k2EYhr2LqFmzJjt37uSHH36gc+fOlvb169fTtGlTgoODOXnyJJD7R9+HDRtmubFn4MCBlC9fnsGDB3P27Fn8/XOvoVqwYAEvvfQShw8fJj09nfj4eCIjI0lLS2Ps2LHMmTOH06dPExAQQLt27fjss8+A3D9BuWXLFnbt2mWp48KFC/j6+jJjxgzLMzcNw2Dq1Kl8/PHH7N+/Hw8PDypVqkTPnj155plnSE9PZ/jw4fz+++8cO3YMs9lM/fr1GT9+PA0aNLjpbbPy+93/dvOWCKtC5tm7hGLh1VSXgie6A6xKus/eJRQLel/kanmyp71LKBa0P+SKbRhrt3VfLGW7dXtn227ZtlQsgqZcn4JmLh1Acylo5lLQzKX3RS4FzVzaH3IpaBYvdr3rXERERERKLgVNEREREbEJu98MJCIiIlISdHi8js2Wvd5mS7YtjWiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNONq7ALmxVSHz7F2CFCPjzOn2LqFYeNVvkb1LKBZW2buAYqKl9gdA+4MUTxrRFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERESlBsrOzGT16NFFRUZjNZsqVK8drr72GYRiWaQzD4NVXXyUoKAiz2UxMTAwHDhwo9FoUNEVERERKkIkTJ/Lhhx/ywQcfsGfPHiZOnMikSZOYMmWKZZpJkyYxefJkPvroIzZu3Ii7uzvt27cnLS2tUGtxLNSliYiIiIhdrVu3ji5dutCpUycAIiMj+eqrr9i0aROQO5r53nvv8corr9ClSxcAZs2aRUBAAAsWLKBPnz6FVotGNEVERERKkKZNm7J8+XL2798PwB9//MGaNWvo2LEjAPHx8SQkJBATE2OZx9vbm0aNGrF+/fpCrUUjmiIiIiLFXHp6Ounp6VZtLi4uuLi45Jn2xRdf5NKlS1SuXJlSpUqRnZ3N66+/Tt++fQFISEgAICAgwGq+gIAAS19h0YimiIiISDE3YcIEvL29rV4TJkzId9pvvvmG2bNnM2fOHLZt28bnn3/O22+/zeeff17EVWtEU0RERKTYGzVqFCNHjrRqy280E+C5557jxRdftFxrWaNGDY4ePcqECRMYMGAAgYGBAJw5c4agoCDLfGfOnKF27dqFWrdGNEVERESKORcXF7y8vKxe1wuaV69excHBOuKVKlWKnJwcAKKioggMDGT58uWW/kuXLrFx40aaNGlSqHVrRFNERESkBLn33nt5/fXXCQ8Pp1q1amzfvp133nmHhx9+GACTycTTTz/N+PHjqVChAlFRUYwePZrg4GC6du1aqLUoaIqIiIiUIFOmTGH06NE8/vjjJCYmEhwczNChQ3n11Vct0zz//PNcuXKFIUOGcOHCBZo3b87SpUtxdXUt1FoUNEVERERKEE9PT9577z3ee++9605jMpkYN24c48aNs2ktukZTRERERGxCQVNEREREbKLEBM3Y2FhMJhMmkwkHBwe8vb2pUaMGw4cPZ8+ePfYuT0REROSOU6Ku0TSbzaxYsQKAy5cvs3PnTj755BOmTZvGZ599xkMPPWTnCouvxL2J7Fmyh+QjyaReSOWup+4itH6opf+rfl/lO1/tPrWp0qlKUZVZpHJyctg1fxdH1h4h7WIaZl8zUXdFUa1LNUwmk73Ls6mC9ofjm49zcMVBko4kkZGSQYfxHfCN8LVjxbY37acdvPP9Nvq1rcJLvRsBcPbiVd76dgvr95ziSloWkQFeDLunJu3qRdq32EKm40Ne+e0PANsPJfL+gm3siD+Hg4OJymF+fPrU3bg6l6iPWysHfj3AgRUHuHL2CgDeod5U71qd4FrBdq5MioMStec7ODjQuHFjy8933303jz/+OJ06deKRRx6hadOmREdH27HCXKmpqZjNZnuXYSUrPQvfcF+iW0az5v01efq7Tulq9fPpHafZ+OlGwhqEFVGFRW/P4j0cWH6AxkMb4x3iTVJ8EhunbcTJ7ESl9pXsXZ5NFbQ/ZKVnUaZiGcIbhbPps012qLBo7Txyjq9X76dSqHWYfnH6Gi6nZjD1ibb4eriyeNNhnvlkFfNe9qRqeGk7VVv4dHywdr39YfuhRIa8v4whHWvw8gONcHRwYO+JJBxK+BdTNz83aveqjWegJ4ZhEL8mnt/f/Z0O4zvgHept7/LEzkrMqfPrcXV1ZcqUKWRkZPDpp59a2mfOnEnNmjVxdXUlJCSEl19+mezsbKt5T548Sf/+/QkICMBsNlO5cmXef/99S39OTg7jx48nMjISFxcXKleuzMcff2y1jNjYWDw8PNi0aRNNmjTB1dWVqVOn2vaX/geCawVTs2dNwurn/8Fg9jFbvU5sPUFAlQA8ynoUcaVF59yBc4TWDSWkdggeZTwIbxhOYPVAzh8+b+/SbK6g/SGqeRTVu1UnoFpAvv0lyZW0TJ77dDXj+jXFy83Zqi/ucCJ9W1ehZlQZwsp48linWni6ObP7aMnaR3R8+MuN9oc3v9nEQ22rMLhjTSoE+xIV6E3H+lE4O5WyU7VFI6RuCMG1g/EM9MQryItaPWvh6OrIuYPn7F2aFAMlPmgCVK1alZCQENavXw/AO++8w6OPPkr79u354YcfeOGFF5g8eTIvv/yyZZ7z58/TpEkTfvvtN15//XWWLFnCM888w8mTJy3TPPfcc8TGxjJw4EB++OEH2rVrx7Bhw/jggw+s1p+RkcGDDz7IQw89xE8//US7du2K5he3kdSLqZz64xTRLe0/OmxL/hX8OfPnGS6dvgRA8tFkzu4/S3BNnQ66k7z21QZa1giladW8/+61o8vy05Z4LlxJJyfHYMmmw2RkZtOwUqAdKi0eSvrx4Xr7w/lLqeyIP0dpTzMPvLmE5s/Opd9bP7H1wBk7VWofOTk5HF1/lKz0LPwr+Nu7HCkGStSp8xsJCwsjISGBy5cvM2bMGJ5//nneeOMNIPcUu7OzMyNHjuS5556jdOnSvPPOOyQmJrJ3714iIyMBaNOmjWV5586dY8qUKZawCdCuXTvOnTvHuHHjeOyxxyhVKvdbbGZmJq+//jq9e/cu0t/ZVuJ/j8fJ1em6oxslRdXOVclMzWTJC0swOZgwcgxq9qhJZLNIe5cmRWTJpsP8efQ8817unG//u0NbMvKTVTR55iscHUy4Ojsy5bHWRJT1KuJKi4+SfHy40f5w/NxlAD74IY7ne9SncpgfC9cfYtC7P7NoTFciA0r2PnHh+AWWjV1GdmY2jq6O3PXUXXiH6LS53CEjmgCGYWAymVi3bh0pKSn07NmTrKwsyysmJobU1FR27doFwPLly2nTpo0lZP6vjRs3kpmZSc+ePa3ae/fuzdmzZ9m/f79Ve6dOnQqsMT09nUuXLlm9sjKy/tkvbEOHVx8momkEpZxL9umgYxuPcXTdUZo+1pQOr3Wg8ZDG7P1pL4d/P2zv0qQInE66woSvN/HWoy1wccr/O/nkhdu5fDWD6c+0Y97L9zLw7mo888lv7D+RXMTVFh8l9fhQ0P5gGLn/7d2iIvc3q0DV8NKM6t2QqABv5q89UMTVFj3PIE86vN6BdrHtKN+mPBs+2cDFkxftXZYUA3fMiOaJEyeoWLEi587lXjNSt27dfKc7fvw4kHvqvHr16tddXnJy7gdJQID1NWrXfk5KSrK0ubm54eFR8LVKEyZMYOzYsVZtLR9tSavBrQqct6gk7kvk8unLNHuimb1Lsbm4uXFU6VyFiCYRAPiE+XDl3BX+/OFPou8qmacF5S+7j57j/OU0uo//wdKWnWOw5cAZ5qzcy4/jujF75V4WxXahQnDuTSGVw/xy+3/bQ+xDTe1Vut2U5OPDzewPAOWCfKzmiw7y5nTSlaIs1S5KOZbCM8ATAL8oP5Lik9j38z4aPtzQzpUVrfVT7qxLJW7GHRE0d+/ezcmTJxk4cCB+fn4AzJ8/n7CwvKd2oqKiAChdujSnTp267jKvLScxMZGQkBBL+5kzZ6z6gZt+FM6oUaMYOXKkVdukHZNuat6icvi3w/hF+ZX4R9kAZGVk5fm3MzmYwLBTQVKkmlQJZuGYLlZtL89cQ1SgN492qEFaRu7Ng/97R3EpBxM5d+g+UpKPDwXtD2FlPCnr40b8GetRvKNnLnFX9RDuNEaOQU5mjr3LkGKgxAfNtLQ0RowYgYuLC48++ig+Pj64ublx4sQJunXrdt35YmJiePvttzl27Bjh4eF5+hs2bIiTkxPz5s2jTp06lvZvvvmGsmXLUrFixVuu1cXFBRcXF6s2xyJ69lpmWiYpZ1IsP6ecTSH5aDLO7s64+7vnTpOaybFNx6jzYJ3rLaZECakdwu5Fu3Hzd8M7xJvko8nsW7qP6BYlfzSzoP0hPSWdq+evkpqcCmC5YcrV2xWzT/F6dNc/5e7qRMUQ68BkdnHEx8OFiiG+ZGblEF7WkzFfruf5HvXxcXdhedwx1u05xYfDY+xUtW3o+FDw/gDwcLtqfLAojsqhflQO82PB+oMcTrjIe0Nb2aHiohP3dRzBtYJxK+1GVloWR9YdIXFvIq2ea2Xv0qQYKFFBMycnhw0bNgCQkpJieWD74cOHmTlzpuV6y3HjxvH8889z4sQJWrVqRalSpTh8+DALFy7ku+++w83NjWeeeYZZs2bRokULRo8eTXR0NIcPH2b//v1MnDgRf39/RowYwVtvvYWrqyuNGzfmxx9/ZM6cOUyZMsVyI9DtIik+iRVvrLD8vH3OdiD3MTaNh+Y+m/To+qMAllPJJV29/vXY8d0OtszcQvqldMy+Zsq3Lk+1btXsXZrNFbQ/nNx2ko3TNlr6101dB0D1btWpcX+Noi3WTpwcHfh4xN28M38rj3+wnKvpWYSX9WTCwLtoWSO04AXcRnR8uDkDYqqRkZnNm99s4uKVDCqF+vLZ0+0IL+E3h6VfSmfDxxtIvZCKk9kJn3AfWj3XiqAaQfYuTYoBk2EYJeIkT2xsrNX1jR4eHkRGRtKyZUuGDx9O5cqVraafO3cu77zzDrt27cLJyYly5crRuXNnXn31VRwdc/P38ePHGTVqFD/99BNXr14lMjKSxx9/nBEjRgC5wfb111/n008/5fTp00RGRvLss88ydOhQq7refvttUlJS+CdiN8X+o/lESrJXU10KnugOMM6cbu8SigXtD7m0P+SKbRhrx7V/YsNlD7Hhsm2nxATNkkpBUyQvBYtcCha5tD/k0v6QS0GzeLljHm8kIiIiIkVLQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERswtHeBYjIzWt5sqe9SygWVtm7gGKipb0LKCbGhcyzdwkich0a0RQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUERERKWFOnjzJQw89ROnSpTGbzdSoUYMtW7ZY+g3D4NVXXyUoKAiz2UxMTAwHDhwo9DoUNEVERERKkOTkZJo1a4aTkxM//fQTf/75J//5z3/w9fW1TDNp0iQmT57MRx99xMaNG3F3d6d9+/akpaUVai36E5QiIiIiJcjEiRMJCwtjxowZlraoqCjL/xuGwXvvvccrr7xCly5dAJg1axYBAQEsWLCAPn36FFotGtEUERERKebS09O5dOmS1Ss9PT3faRctWkT9+vXp2bMnZcuWpU6dOkybNs3SHx8fT0JCAjExMZY2b29vGjVqxPr16wu1bgVNERERkWJuwoQJeHt7W70mTJiQ77SHDx/mww8/pEKFCvz888889thjPPnkk3z++ecAJCQkABAQEGA1X0BAgKWvsOjUuYiIiEgxN2rUKEaOHGnV5uLiku+0OTk51K9fnzfeeAOAOnXqsGvXLj766CMGDBhg81r/TiOaIiIiIsWci4sLXl5eVq/rBc2goCCqVq1q1ValShWOHTsGQGBgIABnzpyxmubMmTOWvsKioCkiIiJSgjRr1ox9+/ZZte3fv5+IiAgg98agwMBAli9fbum/dOkSGzdupEmTJoVai06di4iIiJQgzzzzDE2bNuWNN96gV69ebNq0iU8++YRPPvkEAJPJxNNPP8348eOpUKECUVFRjB49muDgYLp27VqotShoioiIiJQgDRo04Pvvv2fUqFGMGzeOqKgo3nvvPfr27WuZ5vnnn+fKlSsMGTKECxcu0Lx5c5YuXYqrq2uh1mIyDMMo1CVKoYrdFGvvEqQYaXmyp71LECl2VoXMs3cJUozENoy149o/seGyh9hw2bajazRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCYUNEVERETEJvR4IxEREZFCkLPqvM2W7dDSZou2qWI7ohkbG4uHh0ee9meffRYHBwc+++wzBg4cSPXq1S19cXFxxMbGcvXq1VteX2RkJMOHD/9XNYuIiIjIX26rEc0XXniBd999l48++ohHHnmEVq1aceXKFUt/XFwcY8eOZfjw4bi5udmx0ttP4t5E9izZQ/KRZFIvpHLXU3cRWj/U0v9Vv6/yna92n9pU6VSlqMq0uYK2w/HNxzm44iBJR5LISMmgw/gO+Eb42rHiwrd05Xds372BhMSTODs5Ex1RmW4d+xFYJsQyzez5H7Ln4A4uXkrGxcWV6PBK3N+xH4FlQ2+w5NvLqg1LWb3hZ84nJwIQFBBGp7a9qF6pLgCZmRl8u2QmW3asISsri6oVavNA1yF4efrYserCV9B2ADh8dB8Lf55N/PEDODg4EBoUxZOPjMbZKf+/w3y7Kuj4sOHjDcSvibeaJ7BGIK2fb13UpdpUQdshMy2TP77+gxNbT5CRkoF7GXcqtqtIhbYV7Fi12MttEzRfeeUVJk2axH//+1+GDMl9aGm5cuXsXFXJkZWehW+4L9Eto1nz/po8/V2ndLX6+fSO02z8dCNhDcKKqMKiUdB2yErPokzFMoQ3CmfTZ5vsUKHt7Y/fTcvGHYkMK09OdjYLfp7N5M/GMmbkZFycc/9iRHhIORrWboGvTxmupl5m8a9f8/5n43j9hQ9xcChl59+gcPh6laZrh4co6x8EBqzftpIPZ73Jy0++TXBAOPMWz2Dn3q0MfvA5zK5uzF00jY++nMjzj02wd+mFqqDtcPjoPiZPf40Ore+nd5dHcXAoxYnTRzCZiu0Js3+soOMDQFDNIBoNbmT5uZRTyXg//F1B22H77O2c+fMMTR5rgru/Owk7E9jy+RbMvmZC65acL6Nyc26LI0FsbCyvv/46U6ZM4bHHHrO0//3U+cyZMxk0aBAAZcqUwWQyERkZaZn25MmT9O/fn4CAAMxmM5UrV+b999/Ps66pU6cSERGBt7c3Xbt25ezZs1b9Fy5c4PHHHycoKAgXFxfq1avHL7/8YjVNq1at6Ny5M99++y2VKlXCw8ODNm3acOjQocLaJIUuuFYwNXvWJKx+/sHR7GO2ep3YeoKAKgF4lM17ecPtrKDtENU8iurdqhNQLaCIKys6Tz78Kk3rtyE4IJzQ4CgG9BxB0oVzHDvx1/57V6N2VIiuhr9fWcJDynFfuwdJvniO88lnb7Dk20vNqg2oUbkeAf7BBJQJpmv7vrg4uxJ/bD+paVdYu2U5PToPpHL5GkSElmNAj+EcPrqPw8f22bv0QnWj7QAwb/F02jS7hw6t7ic4IJzAMiHUr9kMJ0cnO1de+Ao6PgA4ODpYHSud3Z2LsMKiUdB2OHfgHFF3ReV+RpTxoHyb8viE+5B0KKmIK5XioNiPaL7++uuMHTuWd99994bXUHbq1IlXXnmF8ePHs3TpUry9vXFxyT1tc/78eZo0aWJZXnR0NAcOHMgT/BYtWsSBAweYOnUq586d45lnnmHEiBHMnTsXgIyMDO6++27OnDnD66+/TkhICF9++SWdOnVi27Zt1KhRw7KsuLg43nrrLd58802ys7MZOXIkDz30EOvXry/sTVTkUi+mcuqPUzQe0tjepUgRSE3LvebZzS3/LxXpGWms27ICf78AfL1LF2VpRSYnJ5utO9eTkZFGVHgljp44THZ2FlXK17JME1g2FD8ffw4f3U90eCU7Vms7/7sdLqVcIP74ARrWbsGk/47ibFICgWVC6NK+L+UjS84lNbcicW8i8x+fj7O7MwFVA6jZoyYuniXrEoKC+Ffw5+S2k0S3iMbsayZxTyKXEy4T2DfQ3qWJHRTroHnlyhVeeeUVHn30UZ5++ukbTlumTBnLqfR69erh7+9v6XvnnXdITExk7969llHONm3a5FmGYRgsWrTIElCPHDnCG2+8QU5ODg4ODsyePZu4uDj++OMPqlatCkD79u05cOAAr732Gt98841lWRcuXGD79u2UKVMGgJSUFAYNGsSJEycIDb29Tx3E/x6Pk6vTDb/VS8mQk5PDvMXTKRdRmZDACKu+39b/xPc/fUF6RhoBZUJ46pExOJawUayTCUeZ9N9RZGZl4OLsytB+LxAcEMaJ0/E4lnLEzexuNb2nhw+XUpLtVK3tXG87XBu9Xbz8a7rfM4DQoCg2bPuN96aNYfQz7xHgH2znyotWUM0gQhuE4lHGg5QzKfwx7w9+e/s37h5zNw4Ot8UJxEJRr389Nk3fxMKnFmIqZcJkMtHwkYaUrVzW3qWJHRTroGk2m2nQoAFz5sxh4MCBNGvW7B8tZ/ny5bRp08bqVHp+WrZsaQmZAFWrViUzM5PExEQCAwP55ZdfqFGjBhUrViQrK8sy3d13382XX35ptazatWtbQua1ZQE3DJrp6emkp6dbtWVlZOHoXLz+mQ6vPkxE0whKOZe8a4/E2tyF0ziZcIznHns9T1+jOi2oUqEWly4ls+z3hUyb8zbPDXsDJ6eSc6owwD+Yl5/8D6lpV9m2az2fz5vCyCGv2busIne97WAYBgB3NWxH0/ptAQgPiWbfoZ2s27KCbh0esmfZRS6iyV9fxnzCfPAJ9+GHZ38gcU8igdXunNG8/b/s5/zB87R4pgVu/m6c3Xc29xpNHzOB1e+c7SC5ivVXLAcHBxYtWkTFihXp3LkzO3fu/EfLOX/+PMHBBX+z9vHxsfrZ2Tn3AzMtLQ2Ac+fOsX37dpycnKxe48eP5/jx47e0rPxMmDABb29vq9eaz/O/4NxeEvclcvn0Zcq11I1YJd1XC6exc+8WRg4Zh6+3f55+s6s7Af7BVIiuxpC+z5GQeJK43RvtUKntODo6UdY/iIjQcnTr8BChQZGsXLsYLw9fsrKzuJp6xWr6yykX8PIoWU8hgOtvB2/P3N81KMD67EZg2RCSLpSc63X/KY+yHrh4upByJsXepRSZrIwsdszbQZ2+dQipG4JvuC8V765IeKNw9vy4x97liR0U66AJ4O3tzc8//4y/vz/t27cnPj6+4Jn+R+nSpTl16tS/rsXPz4+aNWuyefPmPK8NGzb86+WPGjWKixcvWr2aD2j+r5dbmA7/dhi/KL8S90gf+YthGHy1cBpxuzfy9OCx+PsVfOOTARgYZGZl2r5AOzJycsjMyiIiNJpSpRzZe3CHpS/h7EmSLpwjOqKiHSssGte2Q2nfsnh7+XHm7Emr/sSzpyntU+Y6c985riZdJT0lHVcfV3uXUmSMbIOc7BxMJpNVu8nBlHugkDtO8Tonex1ly5Zl2bJlNGvWjLvvvps1a9YQGJh3+P16o4YxMTG8/fbbHDt2jPDw8H9cR0xMDD/++CPBwcE3NUJ6q1xcXKxO3QNFdto8My3T6lt3ytkUko8m4+zujLt/7nVomamZHNt0jDoP1imSmuyhoO2QnpLO1fNXSU1OBeDS6UsAuHq7YvYx26XmwvbVwk/YHPc7j/UfhauLmYuXc685NLu64ezkwtnzCWzdsZYqFWrj6eFF8sXz/PzbfJydnKleuW4BS799fL/0S6pXrIOvTxnSM1LZFPc7++N3M+Lh0Zhd3WlWvy3fLpmBu5sHri5ufL3oU6LDK5W4G4FutB1MJhPtWnThh2VfExIUSVhQFBu2rSTh7EmGPPScvUsvdDc6Pjh7OLPr+12ENQjD1duVlMQU4ubG4RngSVCNIDtWXfgKOk6WrVyWuK/iKOVcCvfS7iTuTeTImiMl+rNDru+2CJqQ+5d7fv75Z1q0aEGHDh1YtWpVnmmqVMm9y3Hq1Kl07doVNzc3atSowTPPPMOsWbNo0aIFo0ePJjo6msOHD7N//34mTpx40zX079+fjz/+mFatWvF///d/VKxY0XLTT0ZGBhMm3L7Pz0uKT2LFGyssP2+fsx3IfZxP46G5d5cfXX8UsL4OqaQpaDuc3HaSjdP+Oj28buo6AKp3q06N+2tQEqze8DMA73wy2qq9f4/hNK3fBicnZw4c2cPytYu5mnoFLw9vykdV5bnHJuDl4WOHim3jcspFZnwzmUuXkzG7uhESFMmIh0dTtUJtAHp2HoTJZOLjL98iKyuTqhVzH9he0hS0Hdo2v5fMrEy+XTyDK1dTCA2K5KlHx1CmdMm7Fu9Gx4f6g+pz4fgF4n+PJ/NqJmbf3OsRa/SoUeKepVnQcbLpE03545s/WP/hejJSMnDzd6Nmz5qUb1veXiWLHZmMa1dzFzOxsbG8/fbbpKRYX9uyfv16YmJiqFu3LsHBwezevZtdu3ZZ+seOHcunn37KqVOnCAsL48iRIwAcP36cUaNG8dNPP3H16lUiIyN5/PHHGTFiBJAbZDt37swHH3xgWdaCBQvo1q0b8fHxlhuJLl26RGxsLN999x2nT5/G39+fOnXq8Pjjj9OpUycg9zmaHh4eLF682LKsuLg46tSpw8qVK2nVqtXNb4dNsbew1aSka3myp71LECl2VoXMs3cJUozENoy127pzVtluwMmh5SibLduWim3QlFwKmvJ3CpoieSloyt8paBYvxf5mIBERERG5PSloioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE042rsAEbl5Lf0W2buEYmFV0n32LqFYWBUyz94lFAuxDYPtXUKxELvplL1LEMlDI5oiIiIiYhMKmiIiIiJiEwqaIiIiImITCpoiIiIiYhMKmiIiIiIl1JtvvonJZOLpp5+2tKWlpfHEE09QunRpPDw86N69O2fOnLHJ+hU0RUREREqgzZs38/HHH1OzZk2r9meeeYYffviBefPmsWrVKk6dOsX9999vkxoUNEVERERKmJSUFPr27cu0adPw9fW1tF+8eJHPPvuMd955hzZt2lCvXj1mzJjBunXr2LBhQ6HXoaApIiIiUsylp6dz6dIlq1d6evp1p3/iiSfo1KkTMTExVu1bt24lMzPTqr1y5cqEh4ezfv36Qq9bQVNERESkmJswYQLe3t5WrwkTJuQ77dy5c9m2bVu+/QkJCTg7O+Pj42PVHhAQQEJCQqHXrb8MJCIiIlLMjRo1ipEjR1q1ubi45Jnu+PHjPPXUUyxbtgxXV9eiKu+6FDRFREREijkXF5d8g+X/2rp1K4mJidStW9fSlp2dzerVq/nggw/4+eefycjI4MKFC1ajmmfOnCEwMLDQ61bQFBERESkh2rZty86dO63aBg0aROXKlXnhhRcICwvDycmJ5cuX0717dwD27dvHsWPHaNKkSaHXo6ApIiIiUkJ4enpSvXp1qzZ3d3dKly5taX/kkUcYOXIkfn5+eHl5MWLECJo0aULjxo0LvR4FTREREZE7yLvvvouDgwPdu3cnPT2d9u3b89///tcm61LQFBERESnBfvvtN6ufXV1dmTp1KlOnTrX5uvV4IxERERGxCY1oioiIiBSCVUn32WzZrW22ZNvSiKaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYxG0TNGNjYzGZTJaXq6srVapUYdKkSeTk5NitrgULFtjs74OKiIiI3M5uq78MZDabWbFiBQCpqamsXLmSF198kZycHF588UW71LRgwQK2bNnC448/bpf128rO+TvZ9f0uqzbPIE86T+psp4rsIzM1kx3f7eDElhOkX0rHN8KXuv3qUjq6tL1Ls5mvftvL3FX7OHk+BYDywT483qkWLWqEAnAs8RKTvt3CtoNnyMjK4a5qIbz8QCP8vcz2LLvQLV35Hdt3byAh8STOTs5ER1SmW8d+BJYJsUyTmZnBt0tmsmXHGrKysqhaoTYPdB2Cl6eP/QovAnfq8eHMmcu89dbv/P57PKmpWURE+PDGG+2pUSMwz7SvvrqMr7/ewahRrRg4sJ4dqi0aOTk57Jq/iyNrj5B2MQ2zr5mou6Ko1qUaJpPJ3uVJMXBbBU0HBwcaN25s+bl169bs3LmT+fPn2y1olmTeId60fvGvP3rlUOq2GQAvNJs+28SFExdoMqwJZl8zR9YeYeWbK7nnzXtw83Ozd3k2Eejrzsj76xFR1gsDg4XrDjH8vyv4bvS9hJT24NH3llEpzJeZIzsAMHnhNh7/YDlzX+yEg0PJ+WDZH7+blo07EhlWnpzsbBb8PJvJn41lzMjJuDi7AjBv8Qx27t3K4Aefw+zqxtxF0/joy4k8/9gEO1dve3fa8eHixTQeeGAujRqFMW3a/fj6unH0aDLe3q55pl227AB//HGasmU97FBp0dqzeA8Hlh+g8dDGeId4kxSfxMZpG3EyO1GpfSV7lyfFwG1/ZPD09CQzM9Pyc3p6Oi+99BIRERG4uLhQpUoV5syZYzXP+vXrue+++wgODsbd3Z3atWvzxRdfWE0zc+ZMTCYT586ds2qvXbs2AwcOBGDgwIF8/vnn7N6923JKf+DAgfzwww+YTCYOHDhgNW9ycjJms/m2OdVuKmXC7GO2vFw8XexdUpHKysji+Obj1O5Tm7KVy+IZ4EmN+2vgEeDBweUH7V2ezbSuFUbLGqFEBngRFeDN093q4ubiyB+Hz7L9YCInz6cwYWBzKob6UjHUlwmD7mLX0XNs2Hva3qUXqicffpWm9dsQHBBOaHAUA3qOIOnCOY6dOARAatoV1m5ZTo/OA6lcvgYRoeUY0GM4h4/u4/CxfXau3vbutOPDtGmbCAz0ZMKEDtSsGURYmDfNm0cSHu5jNd2ZM5d57bUVvP32PTg53fYfsQU6d+AcoXVDCakdgkcZD8IbhhNYPZDzh8/buzQpJm6rEU2ArKws4K9T59999x0vvfSSpb9Xr16sWbOGMWPGUKVKFX788UceeughfH196dixIwBHjx6lWbNmDBs2DFdXV9auXcsjjzxCTk4OAwYMuOlaRo8ezdmzZ9m7dy+zZ88GoEyZMkRGRhISEsL06dOZMOGvkY1rgffBBx/819uhKFxOuMyCEQtwcHLAv7w/tXrVwt3f3d5lFRkj28DIMSjlVMqqvZRzKc7uP2unqopWdk4OS7cc4WpGFrWjy3L87GVMJnB2/GubuDiVwsFkYtvBMzStGmzHam0rNe0qAG5uuaNUR08cJjs7iyrla1mmCSwbip+PP4eP7ic6vGSP5txpx4cVKw7RvHkkTz75A5s3HycgwIMHH6xNr141LdPk5Bg899xPPPJIAypU8LdjtUXHv4I/h1Ye4tLpS3gFeZF8NJmz+89S98G69i5NionbKmheuXIFJycnq7bevXtbTpuvXLmSRYsW8fPPP9OuXTsA7r77bk6fPs2YMWMsQbNPnz6W+Q3DoEWLFpw4cYKPP/74loJmuXLlKFOmDEePHrU6pQ8waNAgpk+fzvjx4ylVKvdDefr06dx///34+Pjc8u9e1EqXK03jIY3xDPIk7UIau77fxa/jf+WeCffgZHYqeAElgJPZCf/y/uxesBuvYC9cvV05uv4o5w+cxyOgZJ8S238imQcmLiE9Mxs3F0emPNaG8sE++Hm6YnZ25O35W3imaz0MDN6Zv5XsHIOzF1PtXbbN5OTkMG/xdMpFVCYkMAKASynJOJZyxM1sHa48PXy4lJJsjzKLzJ14fDh+/CJfffUHgwbVY9iwhuzceYbx41fi5FSKbt2qAbmjno6ODvTvX8fO1Radqp2rkpmayZIXlmByMGHkGNTsUZPIZpH2Lk2KidsqaJrNZlavXg3kniLfunUrr776KoMHD2b69On88ssv+Pn50aZNG8vIJ+SGzWHDhpGdnU2pUqVITk5mzJgxLFy4kJMnT5KdnQ1A6dKFd4PHI488wuuvv87SpUvp1KkTO3bsYNu2bbz11lvXnSc9PZ309HSrtqyMLBydi/6fKbjW30amwnM/WBY9s4hjG49RrlW5Iq/HXhoPa8zGaRtZ+ORCTA4mfCN9CW8STvKRkh0kIgO9mD/6PlJSM/h561FGzfidWf/XkfLBPrw3tBVjZ2/gyxV7cDCZuKdBFFXDS2MqQddn/q+5C6dxMuEYzz32ur1LKRbuxOODYRhUrx7AyJF3AVC1agAHDpxj7tw/6NatGrt2nWHWrG3Mn9/vjroJ5tjGYxxdd5SmjzXFO9Sb5KPJbJu9DbOvmei7ou1dnhQDt1XQdHBwoH79+pafmzVrRlZWFs8++ywjR47k3LlzJCUl5Rn1vOb06dOEhoYycOBA1q1bx6uvvkq1atXw8vLiww8/5Ouvvy60WiMjI7n77rv57LPP6NSpE9OnTycqKorWrVtfd54JEyYwduxYq7aWj7ak1eBWhVbXP+Xs7oxnoCeXz1y2dylFyjPAk5hXYshKyyIzLROzj5m1H6zFo0zJHtF0dixFRFkvAKpF+LPzyDm+WP4nY/s1pVm1EH55ozvJl9MoVcqEl5sLd/3fXML8o+xctW18tXAaO/du4dmh4/H1/ut0qJeHL1nZWVxNvWI1qnk55QJeHr72KNVu7oTjQ5ky7pQrZz0YER3tx88/516Lv2XLCc6fv0rr1p9Y+rOzDSZOXMWsWdtYsWJwkdZbVOLmxlGlcxUimuSO9PuE+XDl3BX+/OFPBU0BbrOgmZ8qVaoAsHv3bvz8/ChTpgw//vhjvtOWLVuWtLQ0Fi9ezDvvvMOIESMsff/7LE5X19w7CTMyMqzak5NvfiRr8ODBPPjgg5w8eZLZs2fz5JNP3vCb7qhRoxg5cqRV26Qdk256fbaUmZZJSmLKHXs6xNHVEUdXRzKuZHB652lq965t75KKlGEYZGRlW7X5eua+RzbsPc35y2m0qRVmj9JsxjAM5i76lLjdGxk5ZBz+fgFW/RGh0ZQq5cjegzuoW6MJAAlnT5J04RzRERXtUbLd3AnHh7p1Q4iPtz7+HzmSTEiIJwBdulSladMIq/5HHvmOLl2qcP/91YuszqKWlZGV53PN5GACw04FSbFz2wfNXbtyn+Xm7+9PTEwMkyZNwtnZmZo1a+Y7/cWLF8nJycHZ2dnSdvnyZRYtWmQ1XWho7jMD9+zZQ3BwsOX/jx8/bjWds7MzaWlp+a6rS5cu+Pr68uCDD5KUlGS5W/16XFxccHGxvnPTHqfNAbbP2U5InRDc/N1ITU5l5/ydmBxMlm+td4rTO05jYOAV6MXlM5eJmxuHV5AX0S1K7jf1d+Zv5a7qIQT7uXMlLYvFmw6zaX8C057Kve55/toDRAd54+fhStzhs7zx9SYGxFQjKtDbzpUXrq8WfsLmuN95rP8oXF3MXLycGzLMrm44O7lgdnWnWf22fLtkBu5uHri6uPH1ok+JDq9U4m8EuhOPDwMG1OOBB77io4820rFjRXbsSOCbb3Ywblzu+8LX14yvr/WzZJ2cHPD3dyc62s8eJReJkNoh7F60Gzd/N7xDck+d71u6r0QfI+XW3FZBMycnhw0bNgC5I41bt25l/PjxVK1alRYtWuDk5MS9995Lhw4deP7556lZsyZXrlxh9+7dHDx4kE8//RRvb28aNGjAm2++SZkyZXB0dOTNN9/E29ubxMREy7oaNWpEWFgYzzzzDBMmTODSpUu8+eabea7jrFKlCtOnT+err76iQoUK+Pv7ExkZCYCTkxMDBgzgrbfeon379oSF3T4jPleTrrLuv+tIT0nHxdOFMhXLcPeYu3H1yvvMuJIsMzWTP775g6tJV3F2dyasQRg1e9bEwbHkPrbk/OU0XpzxO2cvpuJpdqZiiC/TnmpHs/9/R3n8mYu8+/1WLl7JILi0B8PuqcmAmKp2rrrwrd7wMwDvfDLaqr1/j+E0rd8GgJ6dB2Eymfj4y7fIysqkasXcB7aXdHfi8aFmzUA++OA+3nlnDVOnric01JuXXmrNffdVsXdpdlWvfz12fLeDLTO3kH4pHbOvmfKty1Pt/98gJWIyDOO2GOCOjY21un7R0dGRsLAwOnbsyJgxYyhbtiyQG0DffPNNvvzyS44ePYq3tzfVq1dn0KBB9OvXD4CDBw8ydOhQNmzYQOnSpXnyySdJSUnh7bffJiUlxbKOrVu38thjj7Fr1y7Kly/Pu+++y7PPPkvt2rWZOXMmAJcuXWLo0KEsW7aM8+fPM2DAAEsf5D6zs2nTpnz99df06tXr1n/vTbG3vrGkxHo1tWQ/q/BmrUq6z94lFAurQubZu4RiIbZhyX2s1q2I3XTK3iUUC7ENY+227pXf77bZslvfpuH9tgmat6tXX32V//73v5w8eTLPafGboaApf6egmUtBM5eCZi4FzVwKmrkUNIuX2+rU+e1k37597Nu3jylTpvDEE0/8o5ApIiIicjtT0LSRa6fmO3TowKhRo+xdjoiIiEiRU9C0kd9++83eJYiIiIjYVcm9dVZERERE7EpBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGzC0d4FiNyMlid72ruEYmGVvQsQKYZWft/M3iUUCy3tXYAUGxMmTGD+/Pns3bsXs9lM06ZNmThxIpUqVbJMk5aWxrPPPsvcuXNJT0+nffv2/Pe//yUgIKBQa9GIpoiIiEgJsmrVKp544gk2bNjAsmXLyMzMpF27dly5csUyzTPPPMMPP/zAvHnzWLVqFadOneL+++8v9Fo0oikiIiJSgixdutTq55kzZ1K2bFm2bt1KixYtuHjxIp999hlz5syhTZs2AMyYMYMqVaqwYcMGGjduXGi1aERTREREpAS7ePEiAH5+fgBs3bqVzMxMYmJiLNNUrlyZ8PBw1q9fX6jr1oimiIiISDGXnp5Oenq6VZuLiwsuLi43nC8nJ4enn36aZs2aUb16dQASEhJwdnbGx8fHatqAgAASEhIKtW6NaIqIiIgUcxMmTMDb29vqNWHChALne+KJJ9i1axdz584tgirz0oimiIiISDE3atQoRo4cadVW0Gjm8OHDWbx4MatXryY0NNTSHhgYSEZGBhcuXLAa1Txz5gyBgYGFWrdGNEVERESKORcXF7y8vKxe1wuahmEwfPhwvv/+e1asWEFUVJRVf7169XBycmL58uWWtn379nHs2DGaNGlSqHVrRFNERESkEKwKmWezZbem2k1P+8QTTzBnzhwWLlyIp6en5bpLb29vzGYz3t7ePPLII4wcORI/Pz+8vLwYMWIETZo0KdQ7zkFBU0RERKRE+fDDDwFo1aqVVfuMGTMYOHAgAO+++y4ODg50797d6oHthU1BU0RERKQEMQyjwGlcXV2ZOnUqU6dOtWktukZTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERs4h8HzUWLFtGuXTv8/PxwdnYmKiqKoUOHsn///sKsr0jExcURGxvL1atX7V2KiIiISInh+E9mevHFF5k4cSI9evRg2rRplClThkOHDjF9+nR69+7N9u3bC7tOm4qLi2Ps2LEMHz4cNzc3e5dTLGSmZrLjux2c2HKC9Evp+Eb4UrdfXUpHl7Z3aTazdOV3bN+9gYTEkzg7ORMdUZluHfsRWCbEMs3s+R+y5+AOLl5KxsXFlejwStzfsR+BZUPtWHnhO3B4N7+sXsixk4e4eDmZYf1eoHa1Rpb+S5cvMP+nL9hzII6raVeoEFWV3vc9SoB/sB2rLlw3sz/85+PRHIjfbTXfXY3a0bfbsKIu16YS9yayZ8keko8kk3ohlbueuovQ+vnv85tnbObgioPU6VuHyh0qF3GltlPQ/nAuKZFXJuX/7z74wf+jXs2mRVmuzazasJTVG37mfHIiAEEBYXRq24vqleoCd84xUm7eLQfNH3/8kYkTJzJ69GjGjRtnaW/RogWDBg1i8eLFhVrg7Sg9PR0nJyccHG7fKxM2fbaJCycu0GRYE8y+Zo6sPcLKN1dyz5v34OZXMsP4/vjdtGzckciw8uRkZ7Pg59lM/mwsY0ZOxsXZFYDwkHI0rN0CX58yXE29zOJfv+b9z8bx+gsf4uBQys6/QeFJz0wnNCiSpvXb8PGXk6z6DMPgwy/epJSDI4/1fxFXVzeW/76I9z+NtdpWt7ub2R8Amje8m3vv7mP52dnJxR7l2lRWeha+4b5Et4xmzftrrjvd8S3HOXfwHGZfcxFWVzQK2h/8fEoz8eXPrOZZs3EZv6xeQLVKdexUdeHz9SpN1w4PUdY/CAxYv20lH856k5effJvggPA75hgpN++Wk9B//vMfAgICGD16dL79nTt3BiAtLY2RI0cSHByMq6srtWvX5vvvv7eaduDAgVSvXp1ff/2VmjVrYjabadmyJUeOHCEpKYlevXrh5eVFuXLl+Prrr63mbdWqFZ07d2bWrFmUK1cOs9lMq1at2Ldvn2WaI0eOYDKZ+Pbbb63mffrpp4mMjARg5syZDBo0CIAyZcpgMpksfQAnTpzgoYcewt/fH7PZTIsWLdi6davV8iIjIxk+fDiTJk0iIiICs9lMUlISJ06coFevXgQEBODq6kpUVBTPPPPMzW9sO8nKyOL45uPU7lObspXL4hngSY37a+AR4MHB5QftXZ7NPPnwqzSt34bggHBCg6MY0HMESRfOcezEIcs0dzVqR4Xoavj7lSU8pBz3tXuQ5IvnOJ981o6VF77qlerSpf2D1KneOE9f4rnTxB/bz4PdhhAZVoHAMiE80HUomZkZbI773Q7V2sbN7A8Azk7OeHv6Wl5m15L3RSy4VjA1e9YkrH7Ydae5mnSVrbO20vSxpjiUun2/ZF9PQfuDg0Mpq/3A29OXuN0bqVezGa4uJSd416zagBqV6xHgH0xAmWC6tu+Li7Mr8cdyL5u7U46RcvNuaUQzKyuLtWvX0r17d5ycnG44bd++fVm6dCmvv/46lStXZtasWXTv3p0FCxZw3333WaZLSEjg2Wef5eWXX8bJyYknn3ySvn374ubmRosWLRg8eDDTpk3joYceonHjxkRERFjm3bZtG4cOHeLNN98E4JVXXqF9+/bs27cPF5ebG1Xo1KkTr7zyCuPHj2fp0qV4e3tb5k1OTqZ58+Z4eHgwZcoUvL29mTJlCm3atOHAgQOULVvWspzvvvuOChUq8P7771OqVCnc3d3p1asXp06dYvLkyQQEBHDs2DG2bNly09vbXoxsAyPH4P+1d99hUZzr38DvoWNhqdKbIggqCoiiYgTB7k9jAxuWGNHYNdGcaCxEo4kxKKIcKxqjseWIvZxEY8dG7GKLGqUJCtJhWfi+f/DuZFfQ5CQu6y7357rOdcLsLD47zD7znWeeoquvfPepa6BLWfdqT2VRXFLZZ7dOnXrVvl4qLaFzl4+Tpbk1mUm0t0vBq2TlZUREpK9nIG7T0dEhPT19evD4DgW27qyuoqnU686Hi1dP04Urp0hS35Sae/pTz04DycBA+1o13wQVoMTVieTZ05MkDhJ1F6dG/Fn98HvKb/Q0/RENen9MTRarRlVUlFPSjUSSSkvI1cmjyuu1tY5kyv6noPnixQsqLS0lJyenN+53/fp12r17N61evZrGjh1LRETdunWjx48fU1RUlFLQzM7OppMnT1LTpk2JiCgtLY0mTZpEn376qdhq6u/vT7t376Y9e/bQlClTxPc+e/aMTp48SY0bNyYiIh8fH/Lw8KBNmzaJ/+6fsbKyokaNGhERkZ+fH1laWoqvLV++nF6+fEkXL14UQ2VISAi5u7vT0qVLacmSPx4plpWV0eHDh6lu3britosXL9LixYspPDxc3DZ8+PC/VC510jfWJ0s3S7q15xaZ2JmQkcSIfk/8nV7cf0H1rKuvVLVNRUUF7ToQT42cm5C9jbPSaycSD1PC4e+pVFpC1lb2NGX0PNLTe/ONlzaxsbInc1NLSjiyhYb2HUeGBoZ07Mx+ysl9QXn5Oeounkq87nxo3bIDmZtZkamJOaWkP6aEw9/Ts6xUGhfxqRpLW/NuH7hNOro65N7FXd1FqRFvqh/kzl7+mWwaOFAjZ+3ppyqXmvE7LYn7jMpkUjI0MKKxEZ+SnfUfrd21vY5kyv7WYCBBEN74+unTlY/PBg4cqLQ9PDycpk2bRoWFhWIgs7OzE0MmEZG7e2VFFRoaKm4zNTWlBg0a0NOnT5V+X7NmzcSQSUTk5uZGLVq0oAsXLvzloPkm//3vfyk4OJjMzc1JJpMREZGuri517NiRLl26pLRvUFCQUsgkIvL19aWlS5eSnp4ede7cmdzc3N7475WWllJpaanSNplURnoGf+vP9I8EjAugC+su0N7Je0nQEcjMxYyc2jpRzmPtDBKv2r53HaVmPKEZH31Z5bU2Pu+RZ+MWlJeXQz+d3kvrflhKM8YtIn19g2p+k/bR1dWjscM+pe//s4o+/mI46ejoUBM3b2rq4UsEqLt4KvG686FDmy7if9vbOJOkvjktXz+Psl5kkJWFTU0XUy2yH2XTvf/eo64Luv7ptUFbvKl+ICKSlpXSpaunqUengdW+rumsLe1o9uRvqbikiH69mUjf7Yql6ZELxLBZ2+tIpux/SjAWFhZkZGRET548eeN+OTk5pK+vT+bm5krbra2tCQC9fPlSDGWmpqZK+xgYGLx2e0lJidI2xUfXiv9Genr6X/k4f+r58+d0/vz5arsJyFtBFf/dV+3YsYNmz55Ns2fPpvHjx5OHhwctWrSI+vXrV+2/t3jxYoqKilLa1vHDjhQ0Jujvf4i/qb51fQr9PJRkJTIqKykjY1NjOrvyLNWz0v4WzW1719GNO5fp47ELyUxiWeV1Y6O6ZGxUl6wt7cjVyZ2mRw2nq7cukH/LDmoorXo4OzSiz6dEU3FJIclkMqpfT0JfrfqUnO0b/fmbNcyfnQ+KXJ0qb3wzX6TXmqCZeTeTSvJKaN/UfeI2VICu/nCV7h29R72X9X7DuzXPXzkffr2RSNIyKQX4BtVs4WqInp5+5WAgqqwLfk95QL+cPUBD+31ERFxHMmX/U9DU09Oj9u3b07Fjx0gmk5GeXvVvNzc3p7KyMsrJySEzMzNx+7Nnz0gQhCoh8u/KzMyssu3Zs2fUsmVLIiIyMqocGSqVSpX2ycn5a61y5ubm1K1bN1qwYEGV117tA1rdnbytrS3Fx8fT+vXrKSkpiRYuXEjh4eF09+5datiwYZX9P/vsM5o+fbrStiXXl1TZrybpGemRnpEeSQullH4jnVqGt1RreVQJAG3ft56u3rpA0yO/IEvzqjcPVd5DRCBQmaxM9QV8BxkbVd4wPnueRr+n/Ea9Ow9Wc4nenr9zPjxNe0RERJL6Zn+yp/Zwbe9KNk2VQ/WJb06QS3sXavhe1XpOU/0v58PZS8fI27MV1a9XO/qroqKCyv7/U78qr1HtriPZ33h0Pn36dOrZsyd9+eWXNG/evCqvHzp0iAIDA4mIaNeuXRQZGSm+tmvXLvLx8anyiPnvunnzJj148EB8JP3gwQO6du2a+Ni8QYMGpK+vT8nJyeJ7pFIpnTx5Uun3yFtRX20xDQ0NpS1btpCnp+c/KrOOjg75+/vTwoULad++ffTgwYNqg6ahoWGVAKuOx+ZEROnX0wkEMrExofxn+XR1+1UysTXRqgvHq7btXUuXrp6mj4Z/RkaGxpT7//sbGhvVIQN9Q8p6kUFJ18+SZ+OWVL+eCeXkvqCjJ3aTgb4BNWviq+bSv10lpcWU9SJD/Pl5diY9TXtEdevUI3NTK0q6fo7q1TUhc1NLSs14Qjv3b6CWXq3Jy72l+gr9lv2V8+Hi1VPUzMOP6tapT6kZj2nXgY3U2NWLHGxd1Fv4t6yspIwKnhWIPxdkFVDO7zlkUNeA6lrWJcP6yvWWjq4OGUmMyMTWpKaLqjJ/dj7IZT5PpwePb9PEkbPVVVSVSjiyhZq5+5CZqRWVSovp4tXTdO/RLZr0wZxaVUeyv+5/TjE9evSgmTNn0vz58+n27ds0aNAgsrS0pEePHlF8fDzl5ubSlStXqF+/fjR9+nQqLi4mDw8P2rJlC507d4727t371gpvbW1N//d//yfO5zlnzhyyt7enkSNHElFlwOvXrx+tXLmS3NzcyNLSklauXEkAlFogPT09iYho1apV9P7771OdOnWoefPmNH36dNq6dSt17NiRpkyZQk5OTpSVlUUXLlwgOzu7N05VlJubS127dqWIiAjy8PAgqVRKsbGxZGpqSr6+7/4Xrqy4jK7tvEZF2UVkUNeAHP0dyXugN+noad+0JXKnzh8lIqLotcpTdw0fMJHatepE+voGdP9xMh07e4CKigvJpJ6E3Fy9aMZHi8mknqkaSqw6v6f8RsvWzRV//vHgRiIiCvANppFhkyg3P4d+PLiR8gpySVLflAJ8g7SuP9qfnQ+6unp058F1On72AJVKS8lMYkk+zdpSj04D1FFclcp+lE3HFx0Xf77yQ+WiHK6BrhQwtuoUWNroz84HuXOXj5GpiQV5Nm5Zk8WrMfkFubRx5wrKy88hY6M6ZG/rQpM+mENejVvSy7zsWlNHsr9OAP5e7/29e/fSypUr6fLly1RYWEj29vbUtWtX+uSTT8jNzY2Ki4tp1qxZtH37dsrOzqYmTZrQvHnzlPonjhw5ki5fvkw3b94Ut504cYKCg4Pp0qVL1KpVK3G7i4sL9erVi1auXElElYNv6tWrR/3796cvvviC0tPTqU2bNrR69WoxOBIRZWVlUWRkJB0/fpzq169PM2bMoEePHtGePXvo8ePH4n5RUVG0fv16SktLI0dHR/G1jIwM+vzzz+nQoUP04sULatCgAQUEBNC0adOoXbt21ZaNqHJgz8SJE+n06dP05MkTMjY2platWtHChQvJ39//Lx/n+Rfn/+V9tVnHVO0KMYy9DSftd6m7CO8Erh+YouC+Tf98JxVR5TV7fmvV/W5V+ttBU93kQVPbVyLioFmJLySMVcVBsxLXD0wRB813i/Y+B2WMMcYYY2rFQZMxxhhjjKmEeoY0vwUnTpxQdxEYY4wxxtgbcIsmY4wxxhhTCQ6ajDHGGGNMJThoMsYYY4wxleCgyRhjjDHGVIKDJmOMMcYYUwkOmowxxhhjTCU4aDLGGGOMMZXgoMkYY4wxxlSCgyZjjDHGGFMJDpqMMcYYY0wlOGgyxhhjjDGV4KDJGGOMMcZUgoMmY4wxxhhTCQ6ajDHGGGNMJThoMsYYY4wxleCgyRhjjDHGVIKDJmOMMcYYUwkOmowxxhhjTCU4aDLGGGOMMZXgoMkYY4wxxlSCgyZjjDHGmBZatWoVubi4kJGREbVp04YuXrxY42XgoMkYY4wxpmV27NhB06dPp3nz5tGvv/5KLVq0oK5du1JmZmaNloODJmOMMcaYlomOjqYxY8bQqFGjyMvLi1avXk116tSh+Pj4Gi0HB03GGGOMsXdcaWkp5eXlKf2vtLS02n2lUiklJSVRaGiouE1HR4dCQ0MpMTGxpopcCYy9QUlJCebNm4eSkhJ1F0Wt+DhU4uNQiY9DJT4Olfg4VOLjoFrz5s0DESn9b968edXum5qaCiLCuXPnlLbPmDEDrVu3roHS/kEAgJqNtkyT5OXlkUQiodzcXDIxMVF3cdSGj0MlPg6V+DhU4uNQiY9DJT4OqlVaWlqlBdPQ0JAMDQ2r7JuWlkb29vZ07tw5atu2rbh95syZdPLkSbpw4YLKyyunV2P/EmOMMcYY+1teFyqrY2lpSbq6uvTs2TOl7c+ePSMbGxtVFO+1uI8mY4wxxpgWMTAwID8/Pzp27Ji4raKigo4dO6bUwlkTuEWTMcYYY0zLTJ8+nUaMGEGtWrWi1q1b0/Lly6mwsJBGjRpVo+XgoMneyNDQkObNm/eXm+u1FR+HSnwcKvFxqMTHoRIfh0p8HN4t4eHhlJWVRXPnzqWMjAxq2bIlHTlyhKytrWu0HDwYiDHGGGOMqQT30WSMMcYYYyrBQZMxxhhjjKkEB03GGGOMMaYSHDQZY4wxxphKcNBkjDHGGGMqwUGTMcYYY4ypBAdNVmvJZDJ1F0HtKioqlH6uzbOdlZeXE1HVY8JqJ/n5UJvJj0FtrhfYP8dBs5ZRvIjKK4/aWono6elRQUEBrVq1St1FUYvy8nLS0amsApKTk4mISBAEdRZJrXR1dYmI6KuvvqLTp0+ruTTqUV24qq3BW1dXl4qKiujgwYNEVPuOg0wmI11dXSosLKS5c+fS/v371V0kpqE4aNYiisGisLCQMjMzieiPcFEbA+fWrVtp6tSpdO3aNXUXpUaVl5eLwWrixIk0duxY2rlzp5pLpR6K4SoyMpLi4uLI2Ni41rVoKZ4TV69epStXrlBZWZlYZ9RGkyZNogkTJhAR1arjUF5eTnp6epSfn09t27alU6dO0fXr10kmk9XK6wT7Z2rPN6eWU7yITJgwgTp27Eju7u7Up08f2r59OwEgQRBqXSXi6+tLNjY2dPbsWSKqPY/L5OdCWFgYHTx4kMaOHUutWrVSc6nUQ34sUlNTycLCgpYtW0atWrUSt9cW8s8bERFBISEhFBgYSL6+vpSUlKTmkqnPRx99RIWFhbRx40Z1F6VG6erqUklJCXXp0oWsra1pzZo1NHPmTNLT41Wr2f+Og2YtIb+IDB06lA4ePEh9+/alZcuWUUlJCX3xxRf08ccfE5F2PzpVfPQlD5T+/v7Up08fWrRoEeXk5NSqcBEdHU2XL1+mHTt20MCBA6lhw4ZUUlJCz58/V3fRalxUVBQ5OjrSunXryMbGRt3FqVGKN1crVqygxMREWr58OcXExJCpqSn16NGDDh8+rPWPjqu7yXZ2dqYmTZrQ8ePHX7uPNlH8fD///DOlp6fTl19+SU2aNCF9fX06f/48rVq1ilasWEFZWVlqLCnTJBw0a5HTp0/T2bNnKS4ujj755BP64IMP6IsvvqA7d+6Qrq4uSaVSdRdRZQCQjo4OSaVSkkqlSoFy8ODBZGhoSAkJCURUe/piPX36lJycnKhly5ZkYGBASUlJ1KtXL+rYsSOFhobS9evX1V3EGtOsWTMKDQ2lgoICevHiBRHVnsFi8u/C/v37KS0tjaZMmUIRERH04Ycf0s6dO6lVq1YUERFBR48e1drvhvyJzqufz8rKiiZMmEDbtm2js2fPavWNeHl5OQmCQPn5+URUef4XFRVRSUkJJScn07x58+i9996j6Ohomjp1Kn3wwQdqLjHTGGBaSyaTAQAqKioAADt27ICZmRmePXsGALh9+zYsLS0RHh6OwsJCAMD169fVU9gaUFpaip49e6JZs2Y4fPgwHj58KL4WGhqKwMBANZau5pSXl6OiogJjx46Fm5sblixZgilTpsDQ0BCdOnXCrFmz4OLigp49e6q7qCpRXl5e7fZ9+/bBx8cHpqamuH37NoA/vkPabuXKlTA3N4eDgwOOHDkC4I/PnpmZiR49esDCwgJHjhx57fHTVPLPWVpaCj8/P8yYMQOHDx8WX8/Pz0f79u0RGRmJkpISsT7VJvLPlJ+fD4lEgujoaDx9+hROTk6wtbWFi4sLrKysEB8fj/T0dBw6dAiCIODcuXNqLjnTBBw0tZRiZbhy5Urcu3cPP//8MwwNDfH48WOkpKTAzMwM4eHhyM/PBwB89913mDFjBl68eKGuYqtUSUkJYmJi0LdvX5ibm8Pb2xtff/01srOzkZiYCCcnJ2zevFndxXzrXheW8vLy0Lp1azg5OaFNmzaIiYkRX5s9ezb8/f1RVFRUU8WsEYrH4tGjR7h//77SDcfhw4fh4+MDe3v7WhU2U1JSMHDgQAiCgIiICHG7PFRmZmaid+/eEAQBP/30k7qK+dbk5uYiNzdX/LmoqAg///wz5s+fD09PT1hbW6N37944ePAgSktLsXz5ctjY2OD58+cAoFVhU35+l5eXY9myZejcuTOuXLkCAHjy5AkWL16MzZs34+bNm+J7du/eDU9PT9y5c0cdRWYahoOmFlJscRgyZAgaNmyIpKQkXL16FY0aNUJ4eDjMzc0xaNAgFBQUAKi8kISHhyMiIkIMnpruTQFh//79mDVrFurVq4eAgAB07twZLVq0wJQpUwC8vtVL0ygegw0bNuCzzz7Dt99+i59//hlAZStORkYGUlNTxf1evHiBPn36IDw8HKWlpTVeZlVR/JuOGTMGzZs3h5GREZycnDBnzhzxWB0+fBi+vr6ws7MTL6TaFDZf91nS09MRFhYGR0dHzJ8/X9wuP24ZGRkICwvD3bt3a6ScqlJSUoL169ejX79+Yths2rQpoqKiAAAPHz7EwYMH4efnBw8PD7Rq1Qpr166Fvr4+ZsyYoc6iq0xhYSEWL16MHj16YMGCBSgvL6+2DiwtLcWNGzfQoUMHdO/eXWvqSaZaHDS1WG5uLiIjI7F3715x29dffw1BEODh4YFff/0VAHDv3j2MHj0aNjY2Gn+HWlJSAgBiQCooKEB0dDRmzZqFzZs3Izk5WWn/e/fuYdGiRejQoQMEQYCenh6SkpJqvNyqoNjq0r9/fzg4OMDb2xstWrSAgYEBoqKi8PLlS6X3XL16FaNGjYKlpSVu3bpV00WuEREREXBwcEBsbCzWrFmDcePGwcDAAEOGDBG7kOzfvx9t2rSBoaGhxgcrRYoh89y5c0hISMDdu3eRnp4OoLJls1+/fmjcuHG1YVNbgsXmzZvh7u6Otm3bwsnJCZ06dcLvv/+utI9UKsWRI0cwfPhwWFlZwdjYGC1btkRWVhYA7WrV3LBhAwRBgImJCdatWweg8vMpfsasrCx88sknCAwMhJ+fH6RSKQDtOSeY6nDQ1FLTp09H/fr14ezsXKXf5eLFi2FlZQVvb2+0bdsWrVq1gqOjo/i4RFPduHEDAwYMED9vbm4u3N3dYW1tDScnJ+jo6KBdu3ZYvXq10vvklemGDRvEVk15P0ZtsHjxYjg7O+PEiRNiC/bHH38MQRBw8OBB8ULxxRdfwN3dHV5eXrh27Zo6i6wyly9fRqNGjbB9+3bxcxcWFmLbtm0wNjbGtGnTxH0TEhIQHByMe/fuqau4b5ViIAgPD4ejoyMMDQ1ha2uLoKAgXLhwAQCQmpqKAQMGwM3NDQsWLFBXcVVu+fLl0NHRgZmZGc6fPw/g9YH6zJkzWL58OYyMjLBy5coaL2tNiI2NhSAIaN68Oa5evVrl9Xv37qFTp04YM2YMysrKAED8f8behIOmllCsGKVSKVasWAFfX1+YmJiIAbK4uFjc59ChQ4iJicHo0aOxfv16pX5qmiomJgaWlpbo27cvbt++jfXr16NLly5ITk5GWVkZkpKS0LlzZ3h5eYl37YDysZs6dSocHR3Fli1t0L9/f0RERIitvPfv34eVlRUGDx6s1AczLS0NMTExePz4sbqKqnJnz56Fnp6e0mAPoLIFPCoqCsbGxmLgAiAGc20yZcoUuLi4YN++fXj69CmOHDmCNm3aQEdHR6wH0tPTxS42X3/9tZpL/PYoftc//fRT+Pj4wN3dHYGBgeJ5r7iP4n/LZDKMGjUKQUFBePnypcbeiL6pG8i3334LMzMzDB8+XOyjDPxxHBQ/tzZ1J2GqxUFTy8gry8LCQsTHx8POzg7NmjUTQ6b80bK2Wr58ORo3box+/fqhZ8+e+Ne//qX0+v379xEaGop27drhwYMH4nZ5RXr8+HHY29uL3Qo0WUVFBaRSKQIDAzFmzBgAlTMNmJmZISwsTAxR8+bNw+nTp9VZVJWo7kJ45swZGBsbIy4uDoBykEhMTIS+vj72799fY2WsadnZ2fD19cWSJUvEOuG3336DRCLB4MGDUVhYKB6Tp0+fYsSIEbh//746i/zWFRcX47fffoNUKkVeXh7i4uLQtGlTtG/fXgza8mPwaovd119/DWdnZ+Tk5NR0sd8K+ecpKCjAV199hY8++gjLli0T+2wDwKJFi2BpaYnhw4crdTVSDNaaGrKZenDQ1CJz585F8+bNxT6GxcXFiI+Ph729Pdq0aSNeWOR9a7SJYmBYunQpPD09YWZmJo6kLisrE4NHUlISBEHADz/8oPQ7KioqEBYWBmtra2RmZtZc4d+S11X+H3zwARo2bIjr16/DwsICAwYMQF5eHgDgzp076NatG+Li4rSqr5ViyNyyZQv+85//iD/L/8avdik5f/48HB0dtWJU9es8evQI9erVQ0JCAgDg1q1bMDc3R1hYmNiK/9133+Hp06cAtK/VSiaToWfPnmjTpg3Onj0rbl+1ahW8vLzQvn17pKSkAKhs4f/888/FPrpSqRTjxo1D48aNxdHnmkRxCiMPDw94eHigbdu2sLW1hb+/P2bOnCnuu2TJElhZWWHUqFFaPeUdqxkcNLXIihUr0KJFC4SEhIhhs6ioCPHx8XB0dFQKm9p2AQGUP1NMTAxMTU3h4OAg9jeU380XFRXB3t4e8+bNq/L+Tz75BBcvXqyxMr8N5eXlSi0vRUVFSjMH3Lp1Cw4ODhAEAYMGDRK3Z2VlYdSoUWjevHmVgRCa7NW+iF5eXpg+fbo44OXatWvw9/eHvb09du/ejcePH+Pu3buIiIiAi4sL0tLS1FX0t6q6Gw+ZTIZGjRph+vTpSE1Nhbm5OQYOHCjeeJw6dQp9+/YVW7i1seVq3bp1cHd3R8+ePXHq1Clxu7xls3nz5li/fj0CAgLg4+Mj1iuPHj1Cx44dNbovu0wmw6BBg9CxY0ex77FMJkNQUBD09fWVnmzIB44uXLhQXcVlWoKDpoZ6XVCMj4+Ht7c3goODq4RNV1dXuLu7a9Xj8zcF5tjYWDg7O6Nr165i5/aKigpcv34dlpaWiI2NraliqkRxcbHStEQAMGHCBAQEBMDNzQ3r16/Hy5cvIZPJsG7dOri5ucHLywtHjx5FTEwMwsLCIJFItHbgz/jx4+Hi4oLjx4+LQQqoPAcuXbqEHj16QBAEmJmZoXHjxrC1ta12EISmqaioqPK9kAfGkpISzJ07Fw4ODjA0NMTgwYPF1168eIERI0agQ4cO4qIOmk7xOCj+99atW9GwYcMqYTM+Ph4BAQGws7NDt27dxKc/8vdqet/t0tJS+Pj4YMGCBeJn27NnD3R0dPDtt98CUP6MW7Zs0cpGCVazOGhqOHnri2LLg3z0dHBwsNJAoLi4ODRr1gyPHj1SQ0nfPsUWyoSEBKxcuRKnTp1Sas379ttv4ezsDDs7OyxduhTTp09Hhw4d4O3trdEjJsvKytC/f380adJE7Jc7cuRIODs7Y8yYMXj//fchCAImT56MrKwsSKVSHDt2DEFBQXB1dYWHhwf69++vNAmzNklJSYGHhweio6OVWjhfbaHbvn07YmJisHHjRo1v1S0rK6vSLWbhwoUYO3Yspk2bJt6U3L17F927d4eVlRVmzpwJqVSKn376CSNGjICpqanWnROFhYXi31bxOy8Pm927d1d6jP7s2TPcuXOn2n6amtbC++o8uE+ePIGxsTHi4+MBVAZJQRCwaNEiAH/03UxMTFR6nybXlUz9OGhqGMWL5qxZs2BlZSXOd6hYCa5ZswaWlpYIDg4WW6yKi4urzJuoqeR32Xl5eWjbti3c3Nzg6ekJQRAwffp0pZapFStWwNzcHA0aNEDPnj2xYcMGseLU5Lv1b7/9Ft7e3ggMDERycjLGjx+PY8eOiefBqlWrIAgCxo0bJz42BioHf+Tn52t868ybXLlyBYIg4OTJkwCqLseqbYqLi9GzZ08sXLhQ/KwDBgyAra0tvL29YWtrCzMzMzFQJScnY+zYsbCxsYFEIoGrqyv8/f21rnW7vLwcgwYNgr6+vvioWDE0bdq0CXp6eujatWu1A+I0sd9ydnY2tm3bJg72y87ORkREhPhzr1690L17d8TExEBHRwdffvml+L04ePAgQkJC8Msvv6ir+EwLcdDUABUVFSgqKlK6SMpkMpw/fx5eXl7w9vauNmxGRkZCIpHAx8dHo/sVAdWPeCwsLIS/vz86deokdthv3rw5DAwMMGzYMKVO7DExMTA3N8fs2bPFbZoaMhWPxerVq9G0aVN4e3vD2dlZHCEs32f16tUQBAHjx4/XmpbsN5F/7qysLJiYmGDOnDnia4p/702bNmHTpk01Xj5VKSwshI+PD9zc3LB8+XJcunQJXbp0QWJiIvLy8nDp0iV07twZEolEDBG5ublISUnB7t27cfPmTXEicm1z7Ngx+Pv7w9HRsdqwOWrUKFhbW6N9+/ZaMfDlzp078PHxwXvvvYdnz56hUaNG6NChg7i0cFxcHBo0aAAdHR1xpSOZTIb79++jffv26NOnj0YGbPbu4qCpAbZs2YKFCxeKIx2Dg4OxYMECVFRUICkpCZ6enmjWrFmVlVw+/vhj+Pn5ISQkROvmRpRKpVi6dCk6deokPhJ8//334erqiqioKHHNZsWWza1bt2pFy9arF4HY2Fj4+fmhTp06uHHjBgDlC+maNWugr6+P4cOHiyNqtcXrbhZycnIwYMAANGvWTBxhLZeRkYFBgwZhxowZWrHEpvx8yM/PF+eJHTNmDIKDg5VareUzDEgkEpw4cUJdxVWp6gJSeXk5Tp06BV9fXzg4OChNwF9WVoYhQ4YgNDQUgwYN0oqAVVhYiIMHD8LS0hL169dHcHAwsrOzlb4rn3/+ORo0aICuXbti27Zt+OKLL9CmTRu0aNFCrDu04ViwdwMHTQ2QkJAgtkp169YNNjY2SpNKK4bNpKQkFBcXo6CgAKNGjUJCQoK4nq+munXrFhYsWICJEydi1apV4vajR4+KLZTjx4+Hs7MzLl26BACYMWMG9PX1MW7cOHGbnKa2ZALKZVe8YK5duxb29vZo0aKF2HKpGDaXL18OU1NTpUfomu7VwR3R0dFYuXKl2B8vKSkJjRs3RqtWrbBs2TKUlpbixIkT+OCDD2BlZaXxy63KVVRUiKEgLy8PnTp1gqGhIfz8/KrsKw+bVlZWOHbsWE0XVaXk57tUKsXDhw+RnJws9mGXyWQ4efKkGDavXLmC3NxcPH78GF27dlWaN1cbAlZOTg7s7OwgCALat29fZWleoLJrTd++fSGRSNChQwdERkbyij9MJThovqMUV2wBgB07dkBXVxcSiQSHDh2qsv+VK1fQokULNGjQAN27d0enTp0gkUiUJiXXRKdPn4aVlRXatWsHBwcHODo6YujQoeLrZWVlyMrKgqenJ2JjY8UKdefOnTAwMIAgCFWmMdJUisFqwoQJ8PX1VWqtW7NmDby8vBAYGChOPK14wdDUSaaro9giPWDAADg5OcHZ2Rlubm6QSCTYuHEjAODChQsICQmBkZER9PT0YG1tjcaNG2vF6HJA+ZzIzs4GUBk2e/XqJQ7yeHWWibt376Jt27ZwcXGpUs9oKsU+2126dEGzZs3QoEEDvPfeezh69Ki4z9mzZ9GhQwcYGxvDz88PLi4uaNGihVY86VD8DAUFBYiNjcXq1athZWWF4OBgcWq7V1vxX33Kock34uzdxEHzHSSVStGkSROlgBQdHQ1BEKCjo4PIyMhqH4Hm5ORg9OjR6NSpE3r16qXxo0dPnToFfX19TJkyBWlpacjLy0NUVBQcHR2VWikvXrwIQRCwZ88ecdt3332HqKgonDx5UuvuzgcOHIiGDRtizZo1Yt9UuX//+9/ixNPylk1tvnDMnTsXjo6OOHXqlNh61b9/fxgYGIirnaSlpSEpKQn//ve/cfz48SpTQmkqxb9rVFQUpk6dKgbogoICdO7cGQ0bNsTy5curhIv79+/jyZMnNVpeVSsoKIC3tzc6dOiAkydPYt++fbCyskLdunXFG7Ly8nJkZGRg/vz5GDlyJD7++GOtGBgoV1RUhCFDhohdpfLz87Fz504xbCreWGRlZSnN0AFodtBm7y4Omu+ggoIC7Nu3T+mRt1QqxdOnT7Fx40bo6OhgzJgx4uodQNX1eTW975l89Z758+ejsLBQvBhcu3YN1tbW+OWXX3Djxg0UFRUhLy8PwcHB8PX1xaVLl3DmzBm0a9dOXHYR0J5HQZs2bYKzszN++ukn8W+u+OgUqBwA1KJFCzRt2lTjp+x5k+LiYvTq1QtTpkwRp/V53Tru2ubVFl1XV1d8/fXXSgO+8vPzERoaCldX12rDpjaRyWSYOHEigoODxTlAw8PDYWdnh/bt28PIyOiNS4tqS/1w4MAB2NjYwN/fX3yqkZeXhx07dsDKygqdO3dGRkYG7t+/j4CAAIwePVrNJWa1AQfNd9y4ceMQGhqqtC0+Ph46Ojr48MMPxdaZ0tJSbN++XSsqTKlUijFjxkAQBHG+N3lrw5EjR1C3bl24urrCxMQEHh4eSEhIwKpVq+Dr6wtBEGBjY4NWrVppxbF4tYVhxowZ8PT0FEeQyr3ar2zp0qUICAjQqpHmT548UepjWlZWhqZNm2LSpEkAKvusytdxlw+CWbJkidas9FOdL774As7Ozjhz5oxSkJR/X+Rh093dHYsXL9basJmbm4uvvvoKO3bsAAAMGzYMdnZ2uHXrFk6ePAkLCwsYGBhU2+1I22zZsgUtWrSAr6+vGDbz8/OxY8cO2NjYwNzcHO7u7mjRooVWLkfM3j0cNN9hJSUlWLZsGerUqYPBgwcrvRYfHw9dXV2MGDECCQkJGDduHARB0JpRxampqRgyZAgMDQ3x3XffAQAuX76MevXqYfDgwdi9eze2b98OHx8fODs74+zZs/j999+xdetWbNu2TbzQamrYfN2AhCFDhsDX1xdAZQh9NYgqTjytDX0yi4qKsGjRIoSEhMDMzAxmZmYYOXKkuHZ57969ERISghs3bsDMzAwDBw4UnwTcvn0bbdu2Fc8fbdSrVy+EhYVVab1VPDfy8/PRqlUrtGzZssoNija5fv06SktL8d///hcuLi44cOCA+NrEiRNhbGwMQRC0Zo5IxT6Zr9YD33//Pby9veHj4yPebBYWFuLq1av49NNPsWDBAh74w2oMB813SHXhIicnB+vWrUOdOnUQHh6u9Jp8VQd7e3u4uLgojZzUBunp6QgLC4OhoSGioqJgYmKCyMhIpQB14cIFMWC8ShP7XJWXl2P79u04ePCguC0sLEwcIbxjxw4IgoAffvhB3F/uwoUL8PPzq7Kqh6bKy8tDu3btEBAQgLCwMCxcuBAffvgh6tatC3Nzc8TGxuLq1auwtLSEIAgYMmSI2GKXmZmJUaNGoWXLlkpdTDTZq62ROTk5sLe3x7Rp0wBUX3/I51XNz8/Xmm4Uf/a9Xrt2LaytrcXp3srLyxEREYFhw4Zh4cKFWhWsCgsLMXjwYJw+fbrasOnl5QV/f//X9sfVxDqSaR4Omu8IxS/8w4cPkZmZKV5YXrx4gbVr11YbNpOTk/HLL79ozQCHV8nnPDQ0NERgYKC4XX68Xrx4gSZNmmDEiBFqKuHbVV5ejk8++QQGBgbYvXs3evfujfr164s3Eb///jt69eoFe3t7/Pjjj+L70tPTMXbsWDRv3lwrzoXc3Fw0bNgQISEhuHTpklKIOn/+PFq3bo06depg5syZiI+Ph42NDfr06YNffvkF33//PcLCwmBmZqbxE3DLZDL897//FVd1ASrnQJTfbA0bNgxubm7iVE2K9cjRo0cRGRmpFeeDnGKXgJkzZ6JPnz6YOnUqNmzYIO6zdu1aGBoaYs+ePXj27BkeP36M4OBgbN26VdxHW8Lmw4cPYWxsDH9/f1y4cKHKwhYLFiyAIAho27atxs9AwjQXB813wKur+bi4uMDNzQ3h4eHiBeVNYVPbpaWlYdiwYTA0NMT3338vbpfJZLh27RqaNWuGb775Ro0lfPvCw8NRp04dWFhYKD0OB4BffvkFXbp0gSAIGDx4MAYNGoTQ0FCYmppqxbQ9BQUFcHFxQe/evZGamiqGzPLycvG7cv36dQQEBMDW1hZxcXHYt28fXF1dxSmOunXrJk5er8mePHmCrl27ol27dgCAvn37wsrKSpxtYPPmzXBwcEBkZKRSkHj+/DlGjBiBbt26aUUXCgBKXQE8PDzg4+OD3r17o1OnTrCwsMDIkSPFfXv27AkjIyN4e3ujYcOG8Pb2FsOlJo+srm6FtOTkZLi4uMDX17dK2ExNTYWHhwfMzc2Vjg9jNYmDppoptkDMmjULTk5OWLJkCSIjI9GoUSN4eHiI/arkYVMikaBHjx7qKrJaKD5Gl4fNx48fIyAgAG3atNG6R0DDhw+HIAioV68etm7dWmUuxNu3byM6Oho+Pj7i6NHk5GQ1lfbtmjt3LgRBQGxsrLhNsUVTfiG9cOECJBKJeOOVl5eHe/fuIT09XakFUJMVFBRg7969sLa2ho2NDezt7XHz5k2l4/Gvf/0Ltra2aN++PbZt24aYmBgMHDhQ41t0qwuE5eXlGDt2LAIDA5Wm9ho5ciQEQRCntAIq69PIyEh88sknWjGFkeKKPa8em9u3b8PJyQm+vr44d+6cuH3fvn0IDw/Hvn37NPqzM83GQfMdcf36dYwcORJbtmwRt+3duxfu7u5wdXVVCpsrVqyAnZ2d1gz8+avkYdPIyAjLly9HSEgIvLy8xJGT2lSR/vrrr7h48SL69esHExMTbNmypdrpeuQBVFseBQKVE0gPGTIERkZGSt8HxYurPGjNmDEDenp6WvVYsKCgAP3791caLd+2bVsIggA/P79qJ96OjY1FUFAQBEGAg4MDgoKCNDpkVkf+Nw8MDMRHH30k/rxz507o6elhyZIlAFBlbkg5Tf6OKC4zOnDgQLRr1w6+vr5YtWqVGLhv3boFFxcXuLu749tvv8XOnTvRrl07fPjhh+Lv0aY6kmkODppqotgi8fHHH6Nu3brw9vZWetwnk8lw8ODBKmEzOztbax6H/a8yMjIwZMgQCIIAT09PMWRq8kXkTZV/SUkJ+vXrh/r16+P7778Xg2VRURGuXbsm7qfJjwOrU10LNvDH55R/fzZs2ABDQ0Otac2VSqVYuXIlRo4cKbbKFhcXIyoqCkuWLIG1tTXee+89cfomxbAplUpx9+5dZGdnIy8vTy3lf1tet+zs8+fP0bhxY8yfPx9AZdcB+QpIQOX3YvLkyUqD6TSd/FwvLi4WuwyMHDkS77//PiwsLNCrVy+cOXMGQOX3pk2bNjA1NYW5uTk6duwo1pHaVkcwzcFBUw0UQ+bPP/+MFy9ewM3NDYIgYNmyZUrBo7y8HAcPHoSXlxckEom4zFxt9vTpU6XRo5ocMhXnsfv+++8xZ84czJ8/X2kt++LiYvTv3x8SiQQbNmzA9evXMWbMGFhZWWl8oHiT14XNV2/SPD09tWJy9oKCAgQFBeH06dPitq+++kocLV5QUIAff/yxStiUyWQoLS3Vmu4C1S07GxERIb4+fvx42NnZYcWKFdDV1cXChQvF106cOIFOnTopDZTTZPJzXSqV4vTp0+jVq5fS7AEbNmxAy5Yt0bt3b/Fmq6ysDFevXlUaRKfJdSTTfBw0a5jiXeWwYcNgb2+P58+fIyMjQxzIcPjwYaX3lJeXY8+ePfD39xenK2GVNLECLSoqwuXLl5W2hYWFoXHjxmjTpg06d+4MY2NjpZVMiouLERYWBkEQ0KhRI9ja2iotw6mt3tSyef/+fXTt2hVTpkzRyPPgVXv27IGBgYE4HdOxY8dgZmaGDh06iHMh5ufnY9euXbC2tkZQUBBevnyJnJwcjBs3Dt27d3/t/Kua4k3Lzl68eBEAkJiYCC8vLwiCgE8++QRAZR2ZnJyMdu3aoXv37lr1iLikpAQDBgyAn58f2rZtC5lMpvR3Xr9+PczNzbFmzZpq369Nx4JpJg6aNUixcrh48SICAwNx/PhxsSUiNTUVdnZ2aNq0abVhU1taLGqziooKBAQEICgoSNw2fvx4NGrUSHz8NXPmTHFde/l8mXIbN27E+vXr8dtvv9VoudVJMWzK+2zm5eVh9OjRaNiwodb0z9y/fz+MjIyUBrnExcWhWbNmCAwMFMNmQUEBdu3aBTs7O1hbW6Njx46QSCRVbl40zZ8tO3v8+HHcuXMHxcXF2LBhA1q3bg1bW1usWLEC48ePh7+/P1q2bKk0aEYbZGdno3PnzmjQoAGaN28ublfsNtGzZ0/4+/uro3iM/SkOmmrw0UcfYcSIEejcubP4yE9eaaSkpMDOzg5eXl44evQo96vRQuvXr4e+vj6+++47ZGZmolOnTti2bRsA4JtvvoGenp44clhHRwe7d+9Wc4nVTzFsrl+/HjNmzICxsbFWTOckd+DAAejr61fpbxoXFwcvLy+lsFlYWIgLFy7ggw8+wJgxY3D79m01lPjt+avLzsr7sickJODw4cMYP348vLy80K1bN8ycOVMrutNUV+dnZWVh2LBhEAQBkydPVuqrXF5ejiFDhqBjx441XFLG/hoOmjXg1Ypj0KBBEAQBTk5OePz4sbhd3l8vJSUFzs7OsLW1VZqug2mH9PR09O3bF05OTti/fz927dqF3Nxc7N69GyYmJti4cSOAyv67giDAyMhI6bFxbZWeni4OBNPX10dSUpK6i/SPFBQUKA1aOXz4MMzMzMTuMYqPPKsLm3Lasn75X112tmXLlnBwcBCfALx8+VLp92jyo2LFoJyWlqb0WTIzMzFo0CA4Oztj0qRJACr/9g8ePICnp6dSP1bG3iUcNFWsurvTsrIyzJgxA4IgYOHCheLazMAfYfPJkyfw9PTUmseCtVlZWVmVNaYTEhJgY2ODqVOniiu3DB8+HP369VPqItG+fXu4urrCwsJC6TyprVJSUjB+/HitGGUu7yIhv4k4evQojIyMlFonFVvmVq5cCU9PTwQHB2tt14m/uuyshYUF3n//fQDKx0iTnwDJy56Xl4eQkBA0adIETZs2RXx8vDjVlXylNEEQ0LRpU/j7+6Nr165aMyE9004cNGvIqFGjMGvWLPHn8vJyjBs3DgYGBli1apXS6GFtnBeytioqKkJgYCCGDBlSZS36yZMno27dumLLTJcuXRAcHCxeMG7evImgoCAcOXIEmZmZNV72d5UmPxZVlJqaisGDB8PIyAi7d+/GrVu3oKOjgytXrrz2PVu3boWDgwO6deumNcfhVbVt2VlFUqkUISEhaN++Pb788ktxxa+ZM2eK65VnZmZi6NChsLS0RGhoqNLKYdp6TjDNpkfsrQNAgiCIPxcWFpKJiQktXryYTExM6NNPPyUdHR2Ki4ujiooKmjZtGgGg4cOHU/369UlfX5+IiHR0dNT1Edhbcv78efr111/p3r17dPjwYfryyy9pwIABZGVlRd988w2dPXuWIiMj6cqVKxQSEkKLFy+mJUuWkKenJx06dIhycnLI19eXrKys1P1R3hl6etpRbdnZ2VF0dDTJZDIaPHgwDR06lFxdXWnhwoXk4eFBenp6VLduXbKwsCAAZGFhQaWlpdSjRw/67LPPtOY4vMra2pqio6NJT0+Pdu3aRVu2bKFhw4aRrq4ulZeXU0pKCunp6VGzZs3UXdS3ory8nHR1dcWfbWxsaOrUqdSqVSuaNWsWTZgwgTZt2kRlZWU0bdo0cnR0pOjoaJo4cSLdunWLjhw5Qu3atSMivmawd5Sag65Wkd9xV/fo4sWLF+LSeosXLxa3V1RUIDIyEnXr1sXSpUtfu6oF00z5+fkYPXo0goKCEBMTAzMzMwwfPhw7duwAUDmljaWlpTgBdUREBCQSCSQSCVxdXd/YusW0Q3p6OoYOHQojIyMIgoD33nsPDRo0gImJCerXrw99fX3o6OhAEASYmZnhzp076i5yjagNy87KWyCLi4tx8eJF7NixAyEhIWJ3GrlJkybBysoK06dPF1s2MzIyEB4eDg8PD0yfPp0fmbN3FgfNtyQ3NxetW7fGiRMnxG3Pnz9X2uf58+eYM2dOtWFz8ODBaNCgAU/IroWePn0KU1NTrF69Gk+fPsWoUaPQqlUrTJgwAbm5uejbty/c3d3FlX5Onz6Nc+fOVbnYMO2VlpaGkSNHol69euJAGJlMhsLCQqSnpyMtLQ2pqalIT09Xc0lrVm1YdjYvLw8tW7aEiYkJHBwcYG5ujsOHD6OiokJpiqbJkyfD1tYWo0ePRkZGBoDK0ejdu3eHr68vd69h7ywOmm9Bbm4uXFxcEBwcLFYAkyZNwtChQ5VGlQOVLZuzZs2CIAiIjo4Wt1dUVCitbcw0U0FBAdavX19liVD5vIdnzpxBUVER9u3bBxcXF3Tt2hXLli2Drq6u0prErPZJS0tDWFgY9PX1xSl+AO53p+3LzkZGRiI0NBQ7duzA8uXL0bBhQ/j4+ODevXsAlOcDHT58OHr27Km07fnz50hJSam5wjP2P+Kg+Q/l5ubC1dUVnTp1UgqKEyZMgJWVFSZOnFhlOpKHDx/Cx8cHgiBgwYIFNVxipkpfffUVBEFA165dsX37dnF7WloaxowZgxEjRuDZs2cAKqcmCQ8PR7du3WBiYgJBELB582Z1FZ29AxQfF2/dulXdxXlnaNOys3KFhYWIi4vD2LFjlVYBO3v2LBo1agRfX99qw6b8v+VzaDL2ruOg+Q8UFBTAxcUFvXv3RmpqKioqKpTWro6MjIStrS3Gjx9fpWVz2LBhaNKkCSwsLJCVlVXTRWcqUlxcjMOHD8PZ2Rl2dnYYOnSoOCn/Tz/9hEaNGlUJEDt37sSAAQNgaGio8RNvs39Ocb5QeV9e9gdtCJkAMGfOHNStWxcWFhbidF3y4Hj+/Hm4ubnBz89PDJuKfTA5YDJNwkHzH5AP7omNjQXwx+OQgoICBAcH49ChQ5g5cyYsLS2VwmZKSgrCwsKwf//+KpMNM+3w+++/4+OPP4a5uTnc3d3FcLls2TLUrVu3Sv/LnJwcvuFgotTUVIwaNYpvPLTY7du38cEHH0AQBEycOLHK6+fPn4eHhwccHBzEAUCMaSIBANQ98l1Tpaam0syZM2n37t20Zs0aGj58OJWWlpK/vz+Vl5fT6dOnydzcnGbPnk2bNm0iNzc36tChA925c4cuX75MZ86cIQcHB3V/DKYiRUVFdO3aNZo9ezYlJiZSjx496NNPP6W4uDgqKiqi+Ph4qlevnrqLyd5RMplMa6cwqm1encJI7v79+/Tll1/SgQMHaPLkyTR37lyl10+fPk0rV66kH374odr3M6YJOGj+QxkZGTRlyhTau3cv/fvf/6bY2FgyNDSkHTt2kKOjozifZlxcHCUkJNCdO3fI0dGRVq9eTd7e3mouPaspUVFR9OOPP9KDBw/Iz8+PSktLaebMmTRgwAClOVcZY9pFfsNQXFxMv/zyC6WmppKjoyO1bduWJBIJ3bt3jxYtWkQ///wzRUZGVgmbcq8Lq4y96zhovgXPnj2jKVOm0J49e8ja2poePnwoVgiKrRK5ublUXFxMRkZGZGpqqsYSs5pSUVEhTqKcmJhIu3btouXLlxMRUVhYGG3evJkMDAzUWELGmKrIv//5+fnUoUMHevnyJaWkpFC9evXIxsaGdu/eTV5eXnT37l1avHgxHTt2jMaOHUuff/65uovO2FvDywi8BdbW1rRs2TIKCwujZ8+e0fbt24mocoUgXV1dkmd5iURCNjY2HDJrER0dHfHv37ZtW4qOjqZ9+/ZRmzZtaM6cORwyGdNiOjo6JJVKqU+fPmRmZkbbtm2jzMxMio2NJYlEQkFBQZScnEweHh702WefUZcuXWj+/Pm0ceNGdRedsbeGWzTfIsXH6OvWraOIiAgiqrokJWOlpaVkaGio7mIwxt6i1NRUevToET148IBGjhxJRER37tyhLl260JIlS2jQoEFEVPmk68aNGzR27FgqKCigxMREkkgkdOfOHfrPf/5D//rXv/gxOdMa3NP8LbKxsaGYmBgiIhozZgzp6urSkCFDOGSyKrglkzHtcv78eZo8eTIVFRWRhYUF+fj4UIsWLSg3N5cyMzPJyMiIiIjKyspIX1+fvL29acKECTRt2jS6fPkyhYSEUJMmTWj27NlExH0ymfbgR+dvmTxs9u/fn4YNG0Y7d+5Ud5HYO4hvPhjTHomJiRQSEkL+/v60atUqOnnypDjYs3HjxmRhYUEJCQlERKSvr09lZWWkq6tL3bt3p9zcXEpJSanyOzlkMm3BLZoqYGNjQ9988w0ZGhpS8+bN1V0cxhhjKpKSkkJjx46liIgIWrx4MZmYmBBRZZepiooKMjc3p88++4wmT55MjRo1orlz55K+vj4RESUnJ5OjoyPZ2tqq8yMwplIcNFXEzs6O1q5dy/PgMcaYFpL3vb958yaVlJTQ0KFDxZBJROJsE0REffr0ofv379P8+fPp/v379H//939UWlpKq1atIhsbGwoJCVHHR2CsRvBgIMYYY+xvmj9/Pq1atYqePHlCxsbGr90vIyOD9u7dS1999RWlpKSQvb09eXp60r59+0hfX5/7ZDKtxc1tjDHG2N9kYGBAMpmMysrKyNjYuNpZRsrLy8na2pq8vLzo3r17dOfOHTIyMqJGjRqRjo4OrwLFtBoPBmKMMcb+R/KHgQEBAZSfny/OOCIIAr36oFBXV5eys7MpIiKCEhMTqXnz5tS4cWPS0dGhiooKDplMq3HQZIwxxv5H8lbLZs2akaenJ23YsIEOHDggvlZRUSHuW1FRQYcOHaIGDRqQs7Oz0u9R7MvJmDbiM5wxxhj7mxo0aEAbN26k58+f07x582jfvn1E9EeArKiooEePHtHatWvJzc2NnJyc1FlcxmocDwZijDHG/qEjR47QgAEDSCKR0JAhQ2j8+PFUWlpKly5dori4OCoqKqKkpCTS09MT10BnrDbgoMkYY4y9BdeuXaMJEybQr7/+SoIgUGlpKXl6elLjxo1p586dpKenxwN/WK3DQZMxxhh7S16+fElPnz6lq1evkr6+PjVv3py8vLxIEAQOmaxW4qDJGGOMqRg/Lme1FQdNxhhjjDGmEnx7xRhjjDHGVIKDJmOMMcYYUwkOmowxxhhjTCU4aDLGGGOMMZXgoMkYY4wxxlSCgyZjjDHGGFMJDpqMMcYYY0wlOGgyxhhjjDGV4KDJGGOMMcZUgoMmY4wxxhhTCQ6ajDHGGGNMJThoMsYYY4wxlfh/iq4mrqi8U/UAAAAASUVORK5CYII=\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.03796624880199059\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.27      0.20      0.23       150\n","        Baby       0.23      0.16      0.19       150\n","     Watches       0.27      0.36      0.31       150\n","       Decor       0.23      0.32      0.27       150\n","     Kitchen       0.30      0.24      0.27       150\n","      Beauty       0.29      0.43      0.34       150\n","   Computers       0.39      0.22      0.28       150\n","\n","    accuracy                           0.28      1050\n","   macro avg       0.28      0.28      0.27      1050\n","weighted avg       0.28      0.28      0.27      1050\n","\n","Clustering on BoVW + Spectral 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA3wAAAKnCAYAAADdmk96AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd8XNWZ+P/PvXd6VS+Wm9x7BYzpxWBqMCGEEBJIQkhIgFA22Q1ZNrCbfGOy+yMLG0icspuyG4cSiEOocUzHprjh3mXLtnqb0fSZe+/vD2HZg2Zk2daoPu/XSwk+59x7j2RJnmfOOc+jmKZpIoQQQgghhBBiyFH7ewJCCCGEEEIIIXJDAj4hhBBCCCGEGKIk4BNCCCGEEEKIIUoCPiGEEEIIIYQYoiTgE0IIIYQQQoghSgI+IYQQQgghhBiiJOATQgghhBBCiCFKAj4hhBBCCCGEGKIs/T2B4cAwDGpqavB6vSiK0t/TEUIIIYQQQvQT0zRpb29nxIgRqGru198k4OsDNTU1jBo1qr+nIYQQQgghhBggDh48yMiRI3P+HAn4+oDX6wU6/lJ9Pl8/z0YIIYQQQgjRX4LBIKNGjeqMEXJNAr4+cGQbp8/nk4BPCCGEEEII0WdHvSRpixBCCCGEEEIMURLwCSGEEEIIIcQQJQGfEEIIIYQQQgxRcoZPCCGEEEIIcVJM0ySVSqHren9PZUCxWq1omtbf0wAk4BNCCCGEEEKchEQiQW1tLZFIpL+nMuAoisLIkSPxeDz9PRUJ+IQQQgghhBAnxjAMqqqq0DSNESNGYLPZ+izr5EBnmiaNjY0cOnSIiRMn9vtKnwR8QgghhBBCiBOSSCQwDINRo0bhcrn6ezoDTnFxMfv37yeZTPZ7wCdJW4QQQgghhBAnRVUlnMhkIK12yt+QEEIIIYQQQgxREvAJIYQQQgghBgxFUVixYkV/T2PIkIBPCCGEEEII0Wfq6uq46667GDduHHa7nVGjRnH11VezatWqXn/WG2+8gaIotLW19fq9BwtJ2iKEEEIIIYToE/v37+fss88mLy+P//iP/2DmzJkkk0leffVV7rjjDnbs2NHfU8zINE10XcdiGXzh06Bb4XviiScYO3YsDoeDBQsW8MEHH3Q7/plnnmHKlCk4HA5mzpzJSy+9lNb/3HPPcemll1JYWIiiKGzcuLHLPS644AIURUn7uP3223vz0xJCCCGEEGLI++Y3v4miKHzwwQdcd911TJo0ienTp3Pffffx3nvvdRmfaYVu48aNKIrC/v37AThw4ABXX301+fn5uN1upk+fzksvvcT+/fu58MILAcjPz0dRFL70pS8BHWUlli5dSmVlJU6nk9mzZ/OnP/2py3Nffvll5s+fj91u55133snZ1yWXBlXA99RTT3Hffffx4IMPsn79embPns3ixYtpaGjIOH716tXceOON3HrrrWzYsIElS5awZMkStmzZ0jkmHA5zzjnn8OMf/7jbZ992223U1tZ2fvz7v/97r35uQgghhBBCDGUtLS288sor3HHHHbjd7i79eXl5J3XfO+64g3g8zltvvcXmzZv58Y9/jMfjYdSoUTz77LMA7Ny5k9raWh577DEAli5dyu9//3uWLVvG1q1buffee/nCF77Am2++mXbv7373uzz88MNs376dWbNmndT8+tugWpP8yU9+wm233caXv/xlAJYtW8aLL77I//zP//Dd7363y/jHHnuMyy67jO985zsA/OAHP2DlypU8/vjjLFu2DIAvfvGLAJ3vEGTjcrkoKyvrxc9GCCGEEEKI4WPPnj2YpsmUKVN69b7V1dVcd911zJw5E4Bx48Z19hUUFABQUlLSGVDG43F+9KMf8fe//52FCxd2XvPOO+/wi1/8gvPPP7/z+n/7t3/jkksu6dX59rVBs8KXSCRYt24dixYt6mxTVZVFixaxZs2ajNesWbMmbTzA4sWLs47vzh/+8AeKioqYMWMG999/P5FI5ITvIYQQQgghxHBlmmZO7vutb32LH/7wh5x99tk8+OCDbNq0qdvxe/bsIRKJcMkll+DxeDo/fv/737N37960saeddlpO5tyXBs0KX1NTE7quU1pamtZeWlqa9XBnXV1dxvF1dXUn9OzPf/7zjBkzhhEjRrBp0yb+6Z/+iZ07d/Lcc89lHB+Px4nH451/DgaDJ/Q8IYQQQgghhpqJEyeiKMoJJWY5Utj92GAxmUymjfnqV7/K4sWLefHFF/nb3/7G0qVLeeSRR7jrrrsy3jMUCgHw4osvUlFRkdZnt9vT/pxp6+lgM2hW+PrT1772NRYvXszMmTO56aab+P3vf8+f//znLu8AHLF06VL8fn/nx6hRo/p4xkIIIYQQQgwsBQUFLF68mCeeeIJwONylP1PphOLiYgBqa2s72zIlWRw1ahS33347zz33HP/wD//Ar371KwBsNhsAuq53jp02bRp2u53q6momTJiQ9jEUX7cPmoCvqKgITdOor69Pa6+vr896tq6srOyExvfUggULgI7l4Ezuv/9+AoFA58fBgwdP6XlCCCGEEEIMBU888QS6rnPGGWfw7LPPsnv3brZv385//dd/dZ6nO9aRIOyhhx5i9+7dvPjiizzyyCNpY+655x5effVVqqqqWL9+Pa+//jpTp04FYMyYMSiKwgsvvEBjYyOhUAiv18u3v/1t7r33Xn73u9+xd+9e1q9fz09/+lN+97vf9cnXoS8NmoDPZrMxf/78tIKMhmGwatWqjN8cAAsXLuxSwHHlypVZx/fUkXcVysvLM/bb7XZ8Pl/ahxBCCCGEEMPduHHjWL9+PRdeeCH/8A//wIwZM7jkkktYtWoVP//5z7uMt1qt/PGPf2THjh3MmjWLH//4x/zwhz9MG6PrOnfccQdTp07lsssuY9KkSfzsZz8DoKKign/913/lu9/9LqWlpdx5551ARzLHf/mXf2Hp0qWd17344otUVlbm/ovQxxQzV6cnc+Cpp57illtu4Re/+AVnnHEGjz76KE8//TQ7duygtLSUm2++mYqKCpYuXQp0lGU4//zzefjhh7nyyit58skn+dGPfsT69euZMWMG0JEetrq6mpqams4xkydPpqysjLKyMvbu3cvy5cu54oorKCwsZNOmTdx7772MHDmyS9rWbILBIH6/n0AgMCCDv2h7gkQshaIoODxWbI5Bc7RTCCGEEEL0g1gsRlVVFZWVlTgcjv6ezoDT3denr2ODQfXK/oYbbqCxsZHvf//71NXVMWfOHF555ZXOxCzV1dWdBzsBzjrrLJYvX84DDzzA9773PSZOnMiKFSs6gz2A559/vrPMA8DnPvc5AB588EEeeughbDYbf//733n00UcJh8OMGjWK6667jgceeKCPPuvcSSV1mg6FeOuPu2isbkdRYOzsIs6+bgL+Yld/T08IIYQQQghxigbVCt9gNVBX+JoOtfPMj9ZiGOnfAu48G9f942l4C+TdGiGEEEII0ZWs8HVvIK3wDZozfKL3xCNJWuvCvLdiX5dgDyDcluDQztZ+mJkQQgghhBCiN0nAN8zEI0m2vlND7Z4AtXsDWcdVfdSIYRh9ODMhhBBCCCFEb5OAb5gJBxKseW4viWgKp8eadZwn35F2HlIIIYQQQggx+Mgr+mFm/6YmAHavrWfqWZnLSgBMXXhqtQqFEEIIIYQQ/U8CvmEmGdMBaDjQjivPzpiZhekDFFhwzTjiH48TQgghhBBCDF6DqiyDOHVjZhay9uX9ALzxvzs4/epKpp09gob9QWxOCyMm5rH5jUPU7Q1QNs6PxSLvCQghhBBCCDFYScA3zPiKnIyaVsDBbS0Yhsn7f9mHxapSMNLNWddO4OVfbCYSSDDpjFLkCJ8QQgghhBCDmwR8w4zLZ+PiW6ayZ10DH606SDycZMSkfGacV8GHL1QRCSQAmHH+SEnaIoQQQgghxCAnr+iHGUM3sNktzDhvBEvumctFN0/Fk2/n1V9v4fCuNgBmXjiSvFJn/05UCCGEEEKIHHriiScYO3YsDoeDBQsW8MEHH3Q7/plnnmHKlCk4HA5mzpzJSy+91EczPTWywjdM6EmdYHOMbe/U0HQwROEoD9PPHUFppQ+7y0IqoWO1a0xZWI630IHTY+vvKQshhBBCiGEgEEnQFEoQjCXxOa0UuW34Xbl9LfrUU09x3333sWzZMhYsWMCjjz7K4sWL2blzJyUlJV3Gr169mhtvvJGlS5dy1VVXsXz5cpYsWcL69euZMWNGTud6qhTTNM3+nsRQFwwG8fv9BAIBfD5fnz/fNEwO72rjrz/diKEf/etWVYWr7ppNxeR8VFXp83kJIYQQQojBKRaLUVVVRWVlJQ6H46TvU9MW5Z+e3cTbu5s6286bWMTD181iRF7udpwtWLCA008/nccffxwAwzAYNWoUd911F9/97ne7jL/hhhsIh8O88MILnW1nnnkmc+bMYdmyZV3Gd/f16evYQLZ0DgPhQJy//feWtGAPwDBMVv7PViKBeD/NTAghhBBCDFeBSKJLsAfw1u4mvvvsJgKRRE6em0gkWLduHYsWLepsU1WVRYsWsWbNmozXrFmzJm08wOLFi7OOH0gk4BsGou1Jou3JrH2R9tz8MAkhhBBCCJFNUyjRJdg74q3dTTSFcvMatampCV3XKS0tTWsvLS2lrq4u4zV1dXUnNH4gkYBvGDCN7nftmkYfTUQIIYQQQoiPBWOZFySOaD9Ov+gZSdoyDDh9NqwOjWRMx+WzMXp6AaqmUrO7jXBbHJfX2t9TFEIIIYQQw4zP0f1rUO9x+k9WUVERmqZRX1+f1l5fX09ZWVnGa8rKyk5o/EAiK3zDgMtn47wbJ3HOZyey8NrxxCMpQi0xZl4wkuv+aT6oED2JJfNkQifYFKV2b4CGA0HaW2IYH68mRkMJGqvbef/5fbz//D4aq9tP6hlCCCGEEGJoKvLYOG9iUca+8yYWUZSjrPE2m4358+ezatWqzjbDMFi1ahULFy7MeM3ChQvTxgOsXLky6/iBRFb4hgHNojJyUj5vP72bfRsaO9urt7VQMsbLaVdW8uELVZx+1VjKx+Xh8HR9NyWV1NGTJla7iqqpxMJJdqyp5b0V+9BTHXtCHR4rl902g7xyN++v2Mv21bWd1699aT9TzyrnzGvH4/JKyQchhBBCiOHO77Lx8HWz+O6zm3jrE1k6f3zdrJyWZrjvvvu45ZZbOO200zjjjDN49NFHCYfDfPnLXwbg5ptvpqKigqVLlwJw9913c/755/PII49w5ZVX8uSTT7J27Vp++ctf5myOvUUCvmGitT7SGewpSkdx9dHTCom0J9AsCqdfVcl7K/Yy8bRSZl00Epuj41sjFknSVh9h48pqwm1xRk4pYOrZI2itDfHun/akPSMWSvL8Tzdy/XdPY/ua2i5z2L66lvHzihkzI/M7OUIIIYQQYngZkefkpzfOpSmUoD2WxOuwUuTJfR2+G264gcbGRr7//e9TV1fHnDlzeOWVVzoTs1RXV6OqRzdDnnXWWSxfvpwHHniA733ve0ycOJEVK1YM+Bp8IHX4+kR/1+HTUwZ/+/UW9m3seOfkwi9MoWZ3Gzs/qIOP//ZdPhsX3DSZtS/t59KvzsBf7CQRS7H17RpWP5se2J15zTj2bmiksbo94/NOu3wMbQ1R9qxr6NJXMTmfy2+fid0p7zUIIYQQQgxWvVWHb6iSOnyiT5km6KmOyK5icj7tLTF2vn802AOIBBOs/J9tzL98LMHmaGfb6uf2dLmf02sj0BjN+rzmmjDzFo/GmSEZTDySxNAlLagQQgghhBB9QQK+YcBiVZl6VjkAkxeUseWtwxnHJeM6weYoto9X3+r3BdOCwiPaW2Lkl7myPi+/zM3mNw8z+6JRXfrGzizqvL8QQgghhBAityTgGyZKx/kpHuXB6tCIhbLXNGlviuHNtwMd2Yoy2bGmllkXjszYZ7GqjJiUx/bVtRSMcKf12V0Wpp5VjqbJt50QQgghhBB9QV55DxOePDtXfHMWLq8Nz8cBXSZl4/3YXR1bMcvG+TOOCbXGCbXGuODzk7E6tM52b4GDRV+ZxtqX9oMJqqaiKKCoCuPnFvOZfzoNb6Hs8RZCCCGEEKKvyN66YcST78CdZ+eMT43jtd9t79Lv8tkorfShWdTOP8+9dDQb/ladNk6zqFRMLsDptXKReyoooKoK0fYE7/9lH611ETSrSl6pky/+v7OAjtW9I5k/hRBCCCGEEH1DXoEPM4qiUDmziLM/M4EP/lpFMq4DUDzayyVfmYav0Nk51u6yMvfS0VRMzmfdyweIBOOMmJDH3EtH4ytykkoaHNjazI7VXUswzFs8BneeA4tVFpGFEEIIIYToLxLwDUMOj5WZF1Qwfm4xsXAKzari9FhxZiiI7vTYGDO9kLJKH3rKwOawYLF1bOPULCoLl4zDV+Bg46qDJKIpnF4rp10xlomnlUqwJ4QQQgghRD+TgG+Y0iwa3kIn3sKejT9yru+TXD478y4fw5SzyjsCQruGYXbU/kvG9LQzfkIIIYQQQoi+JQHfMJSIpYiHk4CC3X3qZ+s0TcVb4CDcFmfnB3Vseu0QiZjOqGkFnHFVJf4Sp2TmFEIIIYQQoh9IwDeMmKZJoCHKmhV7qNrYBMCYWUWcde148kpdKIpy0vcOB+L87ddbqdnT1tm2d10D+zc1cf39p1E4wnOq0xdCCCGEEEKcIFl2GUbam2P86d/Xsm9DE6YJpgn7P2ri2X9fR7A5dtzrw21x6vYF2L22nob9QSKBeGdfW30kLdg7Qk8arHluL/Foqjc/FSGEEEIIIU7KW2+9xdVXX82IESNQFIUVK1Yc95o33niDefPmYbfbmTBhAr/97W9zPs/eIit8w4ShG+x8r454uGvgFY+k2PZODWdcXZl162VbfYS//vQjgk3RzraCEW6uvGMWvkIne9c3ZH129dZmEtEUdqd8uwkhhBBCiE+ItkK4EWJBcPjBXQTO/Jw9LhwOM3v2bL7yla/w6U9/+rjjq6qquPLKK7n99tv5wx/+wKpVq/jqV79KeXk5ixcvztk8e4u8Ah8mEjGdqk1NWfv3b2pizsWjMmbqjATivLRsU1qwB9BSE+bvv93Gld+cha2bYE6zdhRgF0IIIYQQIk3gMPzlTtj32tG28RfDp34K/oqcPPLyyy/n8ssv7/H4ZcuWUVlZySOPPALA1KlTeeedd/jP//zPQRHwyZbOYULVOhK0ZONwW1Etmb8dIu1JWmsjGftqdweIBBJMmF+a9d7Tzh6B05M5y6cQQgghhBimoq1dgz2Avavg+bs6+geANWvWsGjRorS2xYsXs2bNmn6a0YmRgG+YsDkszL1kdNb+uZeMzrrlMhFNdnvvZFzHk2/n9KvGdunzlziZc8loNKuUZxBCCCGEEMcIN3YN9o7Yu6qjfwCoq6ujtDR9caO0tJRgMEg0Gs1y1cAhWzqHkeJRXqafN4Ktb9WktU9ZWEZJpS/rdZm2eR6hqgp2lxWH28qsC0cxdlYx2945TLQ9ycTTSikb58OT7+i1z0EIIYQQQgwRseCp9YsekYBvGHF6bSz41DhmnFvBvo8aMU0YN6cYb74DRzdbLp1eG+PmFLNvY9d3WaadOwKXr+Nah7sj8Cv5/BQMw0RV5eCeEEIIIYTIwpF9waFH/X2krKyM+vr6tLb6+np8Ph9Op7OfZtVzEvANM06PDafHRtEob4+vSSV0TrtiDDaHxq4P6zF0E4tVZcYFFcy9ZDRWe9dvIwn2hBBCCCFEt9zFHQla9q7q2jf+4o7+AWDhwoW89NJLaW0rV65k4cKF/TSjEyMBn+hWqDXGXx//iLa6CJPOKOPSr07HNMBiUyka7cHls/f3FIUQQgghxGDkzO/Ixvn8XelB35EsnTkqzRAKhdizZ0/nn6uqqti4cSMFBQWMHj2a+++/n8OHD/P73/8egNtvv53HH3+cf/zHf+QrX/kKr732Gk8//TQvvvhiTubX2yTgE906sKWZlsNhAHasqWXHmtrOvgu+MIXp54zor6kJIYQQQojBzl8Bn/nvY+rw+TpW9nJYh2/t2rVceOGFnX++7777ALjlllv47W9/S21tLdXV1Z39lZWVvPjii9x777089thjjBw5kl//+teDoiQDSMAnuhELJ9n2bk3W/u3v1DB+bjEOt5RcEEIIIYQQJ8mZn9MA75MuuOACTNPM2v/b3/424zUbNmzI4axyR8oyiG4p3VVMP4ljeqmUgZEyTn5CQgghhBBCiB6TFT6RlcNtZdo5I6ivypwSd/q5I3q8uhdqi9Gwv53tq2vRLAozzqugYIRbzgAKIYQQQgiRQxLwiW6NnlZA8SgPjQdDae3Tzy1nxMQ8Ao1RLFYVd172wC3UGuflZZtpONDe2bZ3fSPj5xVz3ucmSdAnhBBCCCFEjkjAJ7rlyXdwxTdncWhHK1vfPgwKnPvZSRzc3sIzD68lHk7hybez4JpxjJlRiNOTXqTdNE32bmhIC/aO2Lu+kennVOCaJgGfEEIIIYQQuSABnzguT76DKQvLGTu7CD1p8MHz+9j27tFsnVa7hp40aK2N0G6N4fTZcPltaJpKtD3Brg/qmX/5GErH+tBTJoZusO2dGg7vamPTm4con+jHYtX68TMUQgghhBBiaJKAT/SYw2WlrT7CttVHg72y8X7mXjKad57ZTXtzDACbQ+Ocz05k3JwSABYuGceHL+1n3csHOu7jtjJv8WhKxvpoOhiimyRJQgghhBBCiFMgWTrFCWlvicHHAZqqKZxz/URW/vfWzmAPIBHTee33O2isDqKnTF77/Q5qdrV19sfCSVY/txdfoYNZF4/EapPVPSGEEEIIIXJBAj5xQmyOo8HZZV+bQdWmJlLJzGUWNr52kKZD7R1BYgYbVh4kv9TVa3MzTRPDkJIPQgghhBBCHCFbOsUJcfhsuHw27C4LqqbQcjiUdaypm9Tvy1zSASDYFO2+zl+2+5om4bY4sXAKVQWr00K0Pcm2tw8TCSYYP6+EERPz8BY4TvjeQgghhBBCDCUS8IluxSNJQq1x9m1sJJnQGTUlnyvvnMWBLc1UbWrCV+TMeq3FpuEvyd5/JGg8EYlYisM7W3njDzuJBBPMOL8Cm9PC+lcOdI6p+qgJb6GDJffO7XZ+QgghhBBCDHWypVNkFQsn2bjqIE/+4AM++GsVG16t5vnHPmLNn/cyYV4Jh3e0MmpqQdagbepZ5VRMysdizfxtNvviUdic3b/nEG1P0FjdzrqX97Pp9YMEm6JUfdREJJhAVRXGzChMC/aOaG+Osfal/aQS+ol/4kIIIYQQYshaunQpp59+Ol6vl5KSEpYsWcLOnTuPe90zzzzDlClTcDgczJw5k5deeqkPZnvqJOATWQUao6x9cX+X9kPbW9m/qYnJZ5ax8e/VXPylaTg81s5+zaKy4JpxlFb6cOfb+dTdc7oEdpVzivAXO3nt9zuynvGLBOO8sXwnT//oQ977yz7efmo3T/3wQ9x5dmZeMJLiMV5qdrdlnf/OD+qIhpIn9bkLIYQQQoi+EYgHqApUsalxE1WBKgLxQE6f9+abb3LHHXfw3nvvsXLlSpLJJJdeeinhcDjrNatXr+bGG2/k1ltvZcOGDSxZsoQlS5awZcuWnM61NyimKUnxcy0YDOL3+wkEAvh8vv6eTo8YusHr/7eTHWtqM/bnlbq49Nbp/Pkn68krcTH74lFY7RqGbmC1axSMcOMtcHbeK9QWp/lwmPbmKL4iJ3X7Amx4tRrDMCke7eGqO+fg8qUXbd/6Tg1v/N+OjM+//PaZbHnzEHmlbja/cSjr5/HF/7cQX6Fs6xRCCCGE6E2xWIyqqioqKytxOE4+b0JduI4HVz/I6prVnW1njzibh856iDJ3WW9M9bgaGxspKSnhzTff5Lzzzss45oYbbiAcDvPCCy90tp155pnMmTOHZcuWdRnf3denr2MDWeETGRkmREOJrP3xSJKW2jCLb5uBy2dj1W+38eqvtlD1URN5pUeDPQBVU1EUhbee3Mm6lw/w0s83s+7lAxhGx3sNjdWhLqt8kWCCjSursz6/6qMmHF4rIyb6s46pmJyH/ThbRoUQQgghRP8IxANdgj2Ad2ve5aHVD+V8pa9zHoGO5xQUFGQds2bNGhYtWpTWtnjxYtasWZPTufUGeTUsMrJYVMbPLeHA5uaM/RWT8jm8s5W9GxqZef4Izv7MBCw2DYfbgtXe9dsqGdcJtcSzPq/5cIjSsUff4TB0g1g32zFjoQR2t5VwW4KRk/M5tLM1rV+zqJzzmYnYXdYsdxBCCCGEEP2pJdbSJdg74t2ad2mJteC3Z39zvzcYhsE999zD2WefzYwZM7KOq6uro7S0NK2ttLSUurq6nM6vN0jAJ7IaOSUfb4Gjy+qbxaoy//IxNB4MMfGMUvJLXHiOUwLBYlVRNQVDz7yD2JNvT/uzzWmhYnI+e9c3ZBxfNj6PPWvr2bO2gYu/NJUxMwvZ/MZh4pEkI6cUcMZVld1mCBVCCCGEEP2rPdF+Sv294Y477mDLli288847OX9Wf5GAT2TlLXCw5L65fPhiFbs+rMfQTUZNKeDsz0wgr8xF0Uhvj+/l9NmYtKCMHau7ngm0uy3kl7nT2mwOC6dfNZaqTY0YqfQg0Z1nY/zcYopGebBYVLxFDlx+KxNPL8U0TGxOCzaHfGsLIYQQQgxkXlv3ryWP13+q7rzzTl544QXeeustRo4c2e3YsrIy6uvr09rq6+spK+ubc4anQl4Vi6zCgTh7NzRitWtc8qVp2FwWPPkOvIUONO3o8c9ELEU0mKCuKoieMigf78fps+E4Zjul1aax4OpKgg1Rava0dbY73FY+dfecLit8AHklTq77znzeemoX9fuCKKrCuDnFLLx2HP5iF3mlrrTxFr98OwshhBBCDBYFjgLOHnE279a826Xv7BFnU+DIfqbuVJimyV133cWf//xn3njjDSorK497zcKFC1m1ahX33HNPZ9vKlStZuHBhTubYmyRLZx8YjFk6I+0J/v6bbRzc1pLWrihw7T/Mo3xCHgDxaJJd79fz9lO7OPY7adaFIzntirE4vemZNyPtCcJtcVprw7j8dvzFTjz5dhQlewH2WChJPJZCUToCRFm9E0IIIYToX72ZpfOh1Q+lBX25ztL5zW9+k+XLl/OXv/yFyZMnd7b7/X6czo4jQTfffDMVFRUsXboU6CjLcP755/Pwww9z5ZVX8uSTT/KjH/2I9evXZzz7N5CydMorZ5FRqDnWJdgDME1466ldfOpbc3B6bQQbo7z15K4u4za9foiKyfmMm1Oc1u7y2nB5bRSP6vkSvcNjTavz11OmaRILJTHNjnuoavagUgghhBBC9L0ydxk/Pu/HtMRaaE+047V5KXAU5DRZy89//nMALrjggrT23/zmN3zpS18CoLq6GlU9uqPtrLPOYvny5TzwwAN873vfY+LEiaxYsaLbRC8DhQR8IqNPZr08VtPBEIlYCrvTwqbXs9fAW/fyfson+HF6bFnH5EqoNU7VR41sffswhm4y6YxSJi8ox1t48u9ACSGEEEKI3ue3+3OejfNYPdng+MYbb3Rpu/7667n++utzMKPckoBPZGRzZf/WUFUFRVXQdbPbUguRYCJrVs5cCrXFeOlnm2g8GOpse//5Kra9U8u1356H9zgZRYUQQgghhBgqpPC6yGjk5HzIsgNywvwSnB4rFpvKqGnZD9OWjfdjc2g5mmF2tXsCacHeEe0tMXasrsXQjT6fkxBCCCGEEP1BAj6Rkctn46IvTunS7itysGDJOKx2C4qiMGF+CfYMq4GqpnDaFWMzFmHPpWRcZ9u7NVn7d75fRyycvaC7EEIIIYQQQ4ls6RQZ2RwWxs8robTSz64P6wm1xqicVUTpWB+e/KNbIr2FDj797Xm8+ced1OwOAFAwws2FX5hCXnE/FD5XyJqcpWCEm+JRXrpJCCqEEEIIIcSQIgGfyMrmsFBQbuHMT43LOkZRFApGeLj89lnEwkkUBVRNJZXQaW+N43BbcLj7LmmL1aYx4/yRVG89mmF0xMQ85l46mubDIaLtSeqq2ikeZaYFrkIIIYQQQgxFEvCJU5aIpYiFk+gpg3g4xZt/3ElLTRiAsvE+LrhpCgVlbpQ+KotQMsbLqGn5HNzWSmmljxnnV/DKL7agpzrO7n206iCefDtL7puLv9h1nLsJIYQQQggxeMkZPnFKwm1x3vrjLp7+0YeEWuP85dENncEeQN3eIM/9x3qCLbE+m5Pbb+fiW6ZxxTdmcsbV43j9/3Z0BntHhFrjvP6HncQjcp5PCCGEEEIMXRLwiZOWiKZY8+c97Hy/jgnzS9j+bk3GMgyJaIo9H9ZjGn1XosHtt1M5uxgwScb0jGMO72glGpKATwghhBBCDF0S8ImTFm1PsOuDegAKytzUVwWzjj24o5VUou/LISQiqW77P7nyJ4QQQgghxFAiAZ84afFoCvPjRbtYJIXbb8861ltgR7P0fXrMghGerH1OrxW7U46xCiGEEEKIoUsCPnHSbI6jwdLuD+uZenZ51rGzLhyJaun7bzeX38qE+SUZ+86+bgJuvx1dN4hHU6RktU8IIYQQYsj7+c9/zqxZs/D5fPh8PhYuXMjLL7/c7TXPPPMMU6ZMweFwMHPmTF566aU+mu2pk4BPnDSn18rYGYUABJuiJKIppp0zIm2MosB5n5uErw9q8um6QXtzlPqqIPVVQdpbYlgdFs797ETOvGYcdndHgOovcXLFN2YyZmYhgaYoHzy/jxce/4jX/3cHjdXtxKPdbwMVQgghhBC9JxUIEN+3j+hHHxHfV0UqEMjp80aOHMnDDz/MunXrWLt2LRdddBHXXHMNW7duzTh+9erV3Hjjjdx6661s2LCBJUuWsGTJErZs2ZLTefYWxTTNvsukMUwFg0H8fj+BQACfz9ff0+lV7S0x/v7bbdTsagNg1kUjqZxdTLApimZRKR3rw+W3pa0G5kIilqJ6azOv/+8OEh8nabE5NC784hRGTy/EYlWJBBMYuolmU3H77NTvD7LikfWkkukrexfdPIUJp5VitWk5nbMQQgghxGAVi8WoqqqisrISh+Pkaxsna+uoeeABIu++29nmOuccRvzgB1jLy3pjqj1SUFDAf/zHf3Drrbd26bvhhhsIh8O88MILnW1nnnkmc+bMYdmyZRnv193Xp69jA1nhE6fEW+Dgsq/N4MYHF3DNvXOZcf5ITMPk4I4WNr12kDf+sIOmQyHi0dxmwww0RHn111s7gz2AREzn1V9vJdAYRdVUPPkOfEVO3D47kWCcVb/b1iXYA3hj+U6iwURO5yuEEEIIMdylAoEuwR5A5J13qPmXf8n5Sh+Arus8+eSThMNhFi5cmHHMmjVrWLRoUVrb4sWLWbNmTc7n1xsk4BOnzOmxUVDupmycj8M7Wnj+sY3s+bCBhgPtHN7Vxp//v/VUfdSErufmjFwqobPhb9WQaa3ahA1/qyaVSC/NEAunaK2NZLyfkTJpqQ1n7BNCCCGEEL1Db27uEuwdEXnnHfTm5pw9e/PmzXg8Hux2O7fffjt//vOfmTZtWsaxdXV1lJaWprWVlpZSV1eXs/n1Jgn4RLdikSSxcKJHNfQiwQTv/mlPxr63n9xFJJCbVbNkXO82QGutDZP8RMDHcXYy92XNQCGEEEKI4chobz9Ofyhnz548eTIbN27k/fff5xvf+Aa33HIL27Zty9nz+pPkpBcZhQNxana1semNQxgpg/HzSxg/twR/N8lXIoFExi2S0LG9MtqewFtw8nu8s7HaNYpGumk+nPmXQmGFp8t5PLvLiq/IQbAp1mW8oioUjHCf8DxSSZ1IIEE0lETTFJxeG+687KUqhBBCCCGGM9XrPU5/9vJap8pmszFhwgQA5s+fz4cffshjjz3GL37xiy5jy8rKqK+vT2urr6+nrKzvzhieCgn4RBfhQJzX/28HFZPyOfezE1FUBUWBltoQYOIvdmW8TtG6r7OnqLmpw2exacy5ZDS7PqjvsnCnKDD3ktFYPhHwufPsXPjFKTz/2EddVvMWfKoSp892QnOIhhLseK+OD/6yrzPo9RY6uOy2GRSN9qLm6HMXQgghhBistMJCXOecQ+Sdd7r0uc45B62wsM/mYhgG8Xg8Y9/ChQtZtWoV99xzT2fbypUrs575G2gk4BNdNB8OMe/SMSTjOm8/vZu6vQGsdo1JZ5SSX+oiHIjh9nddqXN7bTjcVmLhrgla3Hk2nJ4TC6JOhL/YxeXfmMlrv9vR+XyH28pFt0zJWhKibJyfG/75dNa9coCG/UE8BXZOu3wsRaO82OyZfzQS8RTRYJJAYwTNouItdOL226jdE2D1J7aztjfHWPGfG/jcv5yBryj3ZSmEEEIIIQYTi9/PiB/8gJp/+Ze0oM91zjmM+OEPsPj9OXnu/fffz+WXX87o0aNpb29n+fLlvPHGG7z66qsA3HzzzVRUVLB06VIA7r77bs4//3weeeQRrrzySp588knWrl3LL3/5y5zMr7dJwCfSGLpBLJzE4YYXf7apc/UrGdfZ+nYNtXsDXH77zIzXuvLsXPrV6bzw048wjlk1Uy0Kl9w6HXde7gI+q11jzIwiPvvPpxMNdZwVdHo6tlQeu7oWiySJBhLU7gugWVTKxvk474ZJGLqBZtOwO7P/SMRCSTa/dZgPX6jq/LpY7RoXf2kqNTvbMl6TjOsc2NrMzPNH9t4nK4QQQggxRFjLy6h45P9Db27GaA+hej1ohYU5C/YAGhoauPnmm6mtrcXv9zNr1ixeffVVLrnkEgCqq6tR1aOpTs466yyWL1/OAw88wPe+9z0mTpzIihUrmDFjRs7m2JukDl8fGEx1+AzdoKU2zFtP7qZ2T1vGMVfeMYvR0wszblNMJXXam2NsX11L06EQJWO8TFlYjrfAgWbp3xxB0fYEH760n82vH+psUxQ454ZJTF5Qit1p7fb6/ZubePGJTV3aFQWu+OYsXl62GUPv+uM0+cwyFn0pc9YnIYQQQojBqLfq8A1VA6kOn6zwiTSqpqKoStZgDzoCn7IJPhzOrit2FqtGfpmbM5eMR08ZWCxqzs7unajavYG0YA86knW+/eQuysf5KB6dPeCLhhJ8+GJVxj7ThAObmxg1rYADm7umDy4ZO7CDfCGEEEIIMXRJWQbRhaqp2Bxa1n6n1wbHKamnqgpWmzZggr1oKMG6l/dn7d/0ekc20mz0lEF7c9eMnkcEm2O4vBkCYJvKmBl9d+BYCCGEEEKIY0nAJ7qwOzWmnFWetX/M9EKSid4top6IpQg2RWmrjxAJZs6QdCqMlEkkmL0OYKgljp5hO+YRVpuFopHZUweXjfdTMTkvbduqO8/ONffOxZsvpRmEEEIIIUT/kC2doguHx8aM8yqo3ROgsTq9IOa5N0ykZk8b084ZQTyaIhZKYpomdqelY+XvJASborz77G6qNjZhmpBf5uK8z02itNKHNUu2zBNlc2qUjfezZ21Dxv6RU/OxWLO//2F3WTjjU5Uc3N7Spc9q15h0eiluv53y8XlE2hNoFvXjpDE2FGVgrHIKIYQQQojhRwI+0YWqKsTCCRZeOx5DN6je1oLDbWX0jEJSCZ1gY4x3n9mNy29nxAQ/296pJdgc5YLPT6FolOeEkrO0t8RY8ZMNtLcc3S7ZWhfhL49t5LrvzKdsXO9kaLLaLZx2xVj2bWjskljF7rIw8bTS424/LSh3c/ntM3lz+c7O1cL8MheLvjwNb6ETVVXwFTmlBIMQQgghhBgwJOATGeWVuHnv+X1UbWyksMKDokBppY/X/3cHodajWy43KHD+jZOp2tTEc4+s44Z/PoOCcnePn9OwP5gW7HUy4d1n93DlN2ficPdOOYe8YifX/sM83vjDDpoPhwEYMdHP+TdOxlt4/OxSNoeFyllFlIzxEgunUFVweKy4fLJlUwghhBBCDEwS8ImMnF4bZ35qHFPOLGfr24cpH+9n02sH04I96MhQ+dZTu7j86zM5sKWZ9a/s5/ybpmC1aSTjHVs+DQNsDi3jls8DW7pmtTyifl+AVMKADPFjPJIkGddRFAWXv2fbJjWrRtk4P5+6Zy7xSBJVUbC7rTjc3ZdjOJaiKnjyHXjye3yJEEIIIYQQ/UYCPpGV02vD6bVRVukj2BzljeU7M44zdJNgUxRvgYOaPQES0RSx9gTvPb8PPWlQNs6PoiqUVvoorPBgtR3NANrdyprT2zWQSyZ0WmvDrH5uD3V7gzi9VuYsGsWE0zrO0PWEy2vLmFFzMIiGEugpE5tDw+aQH18hhBBCCNE9ecUojktRlY5zb9mTWJKI6WhWFbvTgpEyWP3nPcy/bCzV21o4uL0Fd56dkrE+Qi0x8suOLtlNmF/CBy9UZbz3nEtG4fKlB2aNB9pZ8ZP1mB+PD7XGeeeZPRza1cZFX5hy0oljBrpoe4Ka3W2se+UA4bY4ZeN9nH7lOPJKnVis2UtoCCGEEEKI4U0CPtEjNqcFf7GTQGM0Y39hhZtgc5TFX51BsDnKvMVj+ct/biQWTnaO2f5uLedcPwG704Lr49U4T76dS74ynb//ZhumcTTqGzuriElnlKUlUom0J3jzjzs7g71j7f+oidBV8SEZ8MUjSda+vJ9Nrx0tGr9vQxNVHzWz5N65jJiY13+TE0IIIYQQA5rU4RM94vbbOe9zkzL2jZ1ZSNOhENPOGUH5eD8KCu/+aU9asHfEu3/aQyyS6vyz1W6hcnYRN/3rmSz60jTOvWEin/3n07noi1O6bNFMRlO01ISzzvHwrtaT/OwGtkgwkRbsHWEaJm/8YUdO6hYKIYQQQgwHDz/8MIqicM8993Q77plnnmHKlCk4HA5mzpzJSy+91DcT7AWywid6rGy8n09/ex7vPreHhqogLr+NWReOomJKPlabhttvw9BNHF4rLq8N1aJgpNKX40wTave0pWXytNo0/MVO/MVdyxnoKYNU0sBiU1FUBUVV0lYCjzVUz7TVVwWz9rXWRYhHUpIpVAghhBCDViycJNqeIBFNYfu4tvOJJNU7WR9++CG/+MUvmDVrVrfjVq9ezY033sjSpUu56qqrWL58OUuWLGH9+vXMmDEj5/M8VUPzFbLICZvDQvmEPK785iz0pNGRIdNnQ1EVwoE4VZua2LjyIIloiorJeVx1x2xWP7eHpoOhtPukEkbWZwSbosSjKVAAE7a+dZiWmjBFo7zMungk42YXsXdDY5frHB4LY6YXntLnd+SXTTSUxO7q+GUzEJK7aN0UhAeOWz9QCCGEEGKgCrXEeO1/d3Bwe0tn26ipBVz0xSl4Co5fNuuknxsKcdNNN/GrX/2KH/7wh92Ofeyxx7jsssv4zne+A8APfvADVq5cyeOPP86yZctyNsfeIgGfOGFOT3oQFGlP8Mbynez/qKmzbceaOvZuaOSy22bw6q+3koge3cY5YlJexvs214RY9dvtWKwqU88q5/X/29F5Xq92b4Bd79dx7XfmUb8/2FkeQtUUFn56PPllbj54oQpFhclnlpNX7Dyh83yh1hiv/98Oqrce/WVTMsbL4ttm9Hsh9ZIx3qwrm2XjfTjc8mMshBBCiMEnFk52CfYADm5v4bX/3cGlX52es5W+O+64gyuvvJJFixYdN+Bbs2YN9913X1rb4sWLWbFiRU7m1tvklaI4ZcHGaFqwd0QyprPpjUNMWVjWeQZt8oLSLgEjQFtDhL/+10bCbQkuvXV6xuQs8WiKv/9mG0vum0vDgXaqNjUx/ZwRbFxZzbvP7Okct/WtGiaeXso510/o0VbHeDTF28/sTgv2ABoOtPPyLzZz9V1zumQL7Usun50LPj+Z1/9vR1q73WXhgpum9FpheiGEEEKIvhRtT3QJ9o44uL2FaHsiJwHfk08+yfr16/nwww97NL6uro7S0tK0ttLSUurq6np9brkgAZ84ZXs3NGTtq97SzGVfn8Hhna3MumgUo6bm48nvGoQ1HQoRbkuAAqpFIX5MYpe0cQdDJGI6E08rZeJppexeW8/+zV2Lt+/+sJ7JC8oYM+P4AV+0PcG+DNtEjzwv2p7o14DPatcYP7+EkrE+Nr95iPamGKOm5TN+bkm3dQyFEEIIIQayY3eAnUz/yTh48CB33303K1euxOEYHq+jJOATp0yzZK8Dp2gKBeUeLv/mLHz5jqznzRqr2zv/O1PZhWOZHw+IhZN89PeDWcdtXFWNw91RAsKTb+9SxP2IZEzvtsZgJJigsKL7OeWa3WnBPtLDeZ+bhKGbWKxq1s9HCCGEEGIwsDm7D0WO138y1q1bR0NDA/Pmzets03Wdt956i8cff5x4PI6mpb+2LSsro76+Pq2tvr6esrKyXp9fLkhZBnHKJswrzto36YwyPPl2/IXObpOL5Je5Ov7DBEXpWNXKxO6ydG4JNQ2TZFzPes9kTGfP+gae/n8f0txNOQebU+t2bi7/wNkyqWkqVpsmwZ4QQgghBj2n18aoqQUZ+0ZNLchJfeWLL76YzZs3s3Hjxs6P0047jZtuuomNGzd2CfYAFi5cyKpVq9LaVq5cycKFC3t9frkgAZ84ZZ4CB7MvHtWl3Z1n57QrxmKxZV8BPKK00tf5Ls62t2s446rKjOMuuGky7o8DMJvLwrg52YPNUVMLqN8XJBZO8tLPNhFuy1yvzum1Men00ox95eN9AyJTpxBCCCHEUONwW7noi1O6BH2jphZw0c1TcnJ+z+v1MmPGjLQPt9tNYWFhZ4mFm2++mfvvv7/zmrvvvptXXnmFRx55hB07dvDQQw+xdu1a7rzzzl6fXy7Ilk5xyhxuK/MvH8O4ucVsfu0Q0XCSCfOKGTOzCG8P0+n6Chxc/a3ZvPKLzVRva8Fb6GDx12aw7Z0aAg1RCka4Of2KseSVuVC1jvcpNE1l6tnlbH3nMNH29CLv7jw7pWN9rH1pPwDtzTEi7QnceV3P9NkcFhZeOx7TMNm9tr5zS+nIj1MC5+LdpYEiEogTC3fsj7e7LV2K3QshhBBC5JKnwMGlX53eL3X4sqmurkZVj66LnXXWWSxfvpwHHniA733ve0ycOJEVK1YMihp8AIppHu/ElDhVwWAQv99PIBDA5/P193ROWTKmYxhmx1bIT2wtTKUMzJSJ1XH8Vb1P0nWd9uY40WCCeDSFr9iBzW5BURWsdi1rYfVAY5R1L+9nz7oGUGD83BImnlbCG3/YSXtLrHPctd+ex4gJeVmfn4iliAQ7ftlYHRpOT//+ssklPWXQWN3Oqt9tp60+AkBeqYuLbp5CyRhvt+cyhRBCCCFisRhVVVVUVlYOm+QnJ6K7r09fxwaywid6LNKeoPFAOx+9dpBkLMX4+aWMn1uctopnsagn/V2laRp5JS7ySlwndJ2/2Ml5n5vEvMvGUL8vwIEtLbz4s00Y+tH3MhQF3MfJtGlzWLIGlScjHIiTjOuomoLTa8Pag62tfSXYFOXPP1mPkTr6NWqrj7DiPzfwuX8+g/xydz/OTgghhBBC9BYJ+ESPRNsTvPvMbnZ9cDRDUd2+IBtXVvPpb8/r9+LkFpuGJ8/OzoYIu9fWd+mfdm5Fn23NjEdT1O5u451ndhNojKJaFCadUcYZV1X2eItrLukpg02vH0oL9o4wUiYfvXaQc26Y1BG8CyGEEEKIQU1e0YkeCTRG04K9I8JtcTasrCaVMvphVuksNo2ZF47i3Bsm4vR2bMW0uyycuWQcZ1xVmZPUvpnU7W3jxZ9tItAYBTqCqB2ra3nhiY8IBzInjulLiViKun2BrP11+4Ikc1D3RgghhBBC9D1Z4RM9smNNbda+Xe/XMf+yMXjy+3/1yuW1MfP8kYybU0wqaWCxqLj8ts5EL7kWCcZ555k9GftaDodpq4+cUGIUQzcIBxKkEjqaVcXlt5/yypvFquItcNB0MJSx31vo6FFmVSGEEEIIMfBJwCd6xOxmAW+gpf1RVKXfgs9k3OhMgpJJze42Kibl9+hekfYEO9+vY91L+4lHUlisKtPPq2DuJaMzZhvtKavdwrzFY6j6qClj/7zFo7PWQRRCCCGEEIOLbOkUPTL5zMx16gAmzC8ZstksT5SqKVhs2X+sehqo6UmdrW8eZvWf9hCPdGyvTCUNPlp1kLee2kUsnDzOHbqXX+bm3Bsmoh5TcF5VFc757EQKJGGLEEIIIcSQMegCvieeeIKxY8ficDhYsGABH3zwQbfjn3nmGaZMmYLD4WDmzJm89NJLaf3PPfccl156KYWFhSiKwsaNG7vcIxaLcccdd1BYWIjH4+G6666jvr7rebahzFvgYPT0gi7tDo+V+ZeNkS2AH3N5rUw7Z0TGPlVTery6Fw4kWP/qgYx9+zY0Em1PnPQcoeNs49Szyvn8v53JFd+cyRXfmMnn//VMpp1djt0lwbsQQgghxFAxqAK+p556ivvuu48HH3yQ9evXM3v2bBYvXkxDQ0PG8atXr+bGG2/k1ltvZcOGDSxZsoQlS5awZcuWzjHhcJhzzjmHH//4x1mfe++99/LXv/6VZ555hjfffJOamho+/elP9/rnN1CZpsmBLc1MmFfCOZ+dSMlYL/nlLmZdOJJLvjwNVbI5dtKsGnMvGU3ZOH9au2pRuOIbM/Hk9SxTaDyaIpXMvo822BzL2tdTVrsFf5GTylnFVM4uxl/sxGqXXd5CCCGEEEPJoCq8vmDBAk4//XQef/xxAAzDYNSoUdx1111897vf7TL+hhtuIBwO88ILL3S2nXnmmcyZM4dly5aljd2/fz+VlZVs2LCBOXPmdLYHAgGKi4tZvnw5n/nMZwDYsWMHU6dOZc2aNZx55pnHnfdgL7webovz9NIPiQQS5Je5GDenGM2qUl8VpHprM+d9fjIzzq3o0b0M3SDUFqflcJhQW5zi0V68BXZcvpM/kzYQRYIJgs1R6vYGcPlslI3z4/bb0Kw9WwltrQ+z/MH3s/Z/5p9Oo7Ry8H0vCSGEEGJokMLr3ZPC6ychkUiwbt067r///s42VVVZtGgRa9asyXjNmjVruO+++9LaFi9ezIoVK3r83HXr1pFMJlm0aFFn25QpUxg9enTWgC8ejxOPH02/HwwGe/y8gcjQTSKBji2ErXUR1r2SvtWwpSbcw/sY1FcF+etPPyIZ1zvbSyt9XPa1GQMiy2dvcflsHYFepf/4gzNwemxUTMrj8K62Ln2efDvuHq4UCiGEEEKI4W3Q7MVrampC13VKS9OTh5SWllJXV5fxmrq6uhMan+0eNpuNvLy8Ht9n6dKl+P3+zo9Ro0b1+HkDkWZVyCt1Ze0vH9+zoCbUFu8S7AHUVwX58IUqUgk9y5XDj8Nt5aKbp3b5uju9Vq68c/aQCo6FEEIIIfrSQw89hKIoaR9Tpkzp9prj5QUZyAbNCt9gcv/996etLAaDwUEd9Ll8dhZeO56Xl23u0uf0WrucV8um6WCoS7B3xI7365h/xVh8hc5TmutQ4itysuTeuQSbojTXhPAVOckvc+MtkGBPCCGEEENHLNROJBAgHgljd7tx+fw4PN6cPnP69On8/e9/7/yzxZI9LDqSF2Tp0qVcddVVLF++nCVLlrB+/XpmzJiR03n2hkET8BUVFaFpWpfsmPX19ZSVlWW8pqys7ITGZ7tHIpGgra0tbZWvu/vY7Xbs9qF1Jm3ExDwuuGkya/68t7NMQPFoL5d8eVqPA5BwWzxrn5Ey0VPdFPs7SdH2BO3NMfZsaEBRFMbPK8FX4MDhGRyZKN15dtx5dson5PX3VIQQQgghel17cyOvLvsvDmza0Nk2dvY8Lv36XXgLi3P2XIvF0uOY4LHHHuOyyy7jO9/5DgA/+MEPWLlyJY8//niXvCAD0aDZ0mmz2Zg/fz6rVq3qbDMMg1WrVrFw4cKM1yxcuDBtPMDKlSuzjs9k/vz5WK3WtPvs3LmT6urqE7rPYOdwW5lyVjk3PHAGn/3n0/n8gwu4+q7Z5J9Azbbi0dnfqXHn2bD2cmmHSDDBO8/s5pmH17Lh1WrWv3KAZ370Iav/vOeUyxp0+9z2BKHWGNFQ7p4hhBBCCDHYxULtXYI9gP0fredvv/gpsVB7zp69e/duRowYwbhx47jpppuorq7OOnbNmjVp+TygIy9ItjwiA82gWeEDuO+++7jllls47bTTOOOMM3j00UcJh8N8+ctfBuDmm2+moqKCpUuXAnD33Xdz/vnn88gjj3DllVfy5JNPsnbtWn75y1923rOlpYXq6mpqamqAjmAOOlb2ysrK8Pv93Hrrrdx3330UFBTg8/m46667WLhwYY8ydA5k0fYEyYSOqio4vTa045RX0DQVb4HjpLcU+godFI/20Fgd6tK3cMn4Hhcl76m6fQF2fdC1XuL2d2uZML+E0dMKe/V50VCCur0B3n++ikBjhPwyN2cuGUfJWB+OIVDbzjRMIsE4hgEWq4rTK4ljhBBCCHHyIoFAl2DviP0frScSCORka+eCBQv47W9/y+TJk6mtreVf//VfOffcc9myZQteb9fn9UZekP40qAK+G264gcbGRr7//e9TV1fHnDlzeOWVVzr/Aqqrq1HVo0HLWWedxfLly3nggQf43ve+x8SJE1mxYkXaXtvnn3++M2AE+NznPgfAgw8+yEMPPQTAf/7nf6KqKtdddx3xeJzFixfzs5/9rA8+49xIxFI0HQzx9tO7aDoYwurQmHl+BbMuHNXrQdexXH47V3xjFu/9ZR+7P6zH0E1cfhsLrx3PmJlFKIrSa8+KR5JsXJn9nZqNfz9I2Xg/tl6qO5dK6Gx/t5Y1f97b2dZY3c5f/+sjzv/8ZKaeVX7cgHogiwTj7Pygno1/qyYSTFA0ysPZ102geIwPu3NQ/RoRQgghxAARj3Sf6T0e7Vkm+BN1+eWXd/73rFmzWLBgAWPGjOHpp5/m1ltvzckz+9Oge6V25513cuedd2bse+ONN7q0XX/99Vx//fVZ7/elL32JL33pS90+0+Fw8MQTT/DEE0+cyFQHrIYD7fzl0Q3wcQXGZExn/avV1O4JcNnXZ+Ly5W7lxpPv4PwbJ3HGVZXoKQOrXcOdZ+/VYA86SknEo6ms/fFIEiNlQi/Ft5Fggvf/ui9j3+rn9jBmegHeQZqQJhpK8PYzu9nzYUNnW9PBEH95dCOXf30G4+aW9OPshBBCCDFY2V3dHw2yO3t+dOhU5OXlMWnSJPbs2ZOxvzfygvSnwbvkIE5KJJjg7ad2dQZ7x6rdGyDYFM35HKx2S2fGSU++o9eDPQCby8LYmdm3bI6bXYytF1emwoFERwCZQTKmEw0le+1ZfS0STKQFe8d6++ndhNpifTwjIYQQQgwFLr+fsbPnZewbO3seLv/J1TM+UaFQiL1791JeXp6xvzfygvQnCfiGmWQ81W2h9MM7W/twNrmjaSrTzq3A7uoa1Dm9ViaeXoqq9l6gqVm6v5eq9X5Q21eaqrMfmA61xklEpX6iEEIIIU6cw+Pl0q/f1SXoO5KlM1elGb797W/z5ptvsn//flavXs21116LpmnceOONQEdekPvvv79z/N13380rr7zCI488wo4dO3jooYdYu3Zt1l2HA82g29IpTo2iKqgWJetqlNM7+JOLHOErdPCZfzqN9/6yj30bG1GA8fNLOOPqSnxFvbu90uWz4fRaibZ3XcnzFjpwegZvghNbhqD5WNogDmaFEEII0b+8hcVc+a3vdNThi4axO924/Lmtw3fo0CFuvPFGmpubKS4u5pxzzuG9996juLijDMTJ5AUZyCTgG2ZcXhuTzyhj++raLn2KqlAxOb8fZpUbiqKQV+riopuncPZnJgDgcFuw9lKilmO5/XYu+9pMnn9sY1o9QYtNZfFXp+c0GU6uFY7woFlV9GTXOokjpxYMmpqGQgghhBiYHB5vzgutH+vJJ5/stv9k8oIMZBLwDTMWm8bpV1VSVxWgtTbS2a4ocOmt03D5B29gko3NYcHmyO23uqIqlI7zceODZ7BnXQON1e2UjfNTObsYb8Hg/pq682xc/vUZvPSzzRiGeUy7nQtunIR9CJScEEIIIYQYqiTgG4a8BQ6uuXsuLbVhDm5rwZ1nZ8zMQtx+e68XPx9ONE3FX+xi/mVjMQ0TpRfPCPYnzaJRMTmfGx9awP5NTQQao4ycnE/JWN9J12QUQgghhBB9QwK+YcqdZ8edZ2fU1IL+nkrO6SmdSDCJaZhY7VqfFAwfKsHeERarRl6JizmLRvf3VIQQQgghxAmQgE/0u2Q8RSSYJB5JdgZkDnfvbBMMtcbY9Nohtrx1mGRcp2iUh3Oun0jxaG/Ot3kKIYQQQgjR3+QVr8g5wzAJtcZorG4n2BileIyXvFIXnjwHkWCctS8dYOtbhzvPh5VP9LPoS9PwnWKh8nAwziu/2kr9vkBnW9PBECt+soFr7pnDyClDf3VTCCGEEEIMbxLwiZwyDZPG6nb+8ugGkrGj9dr8xU6u/tYcdrxXy+Y3DqVdU7s7wItPbOKae+bg8p18wpNgYywt2DvW20/v5pp75uLyDd5yCUIIIYQQQhyPFF4XORVqi/PCTz9KC/YAAo1R3li+A1PPXA+wpSZMqCV+Ss8+vCt7EfmWmjDJeOqU7i+EEEIIIcRAJwGfyKn25iixcNdi5ACHtrdSWunLem2gMXpKz+5u9U6zqKhDLLGKEEIIIYQQnyRbOkVORUOZg70j9FTmFT4Ab+GppfyvmJSHoiqYRtdnTD6ztE+ydQ5G8UiKZDyFoii4fLYhl3FUCCGEEGI4kYBP5FR+qTtrn81pweHJnI3TW+jAc4o13lx+O4u/Op1Xf7UF85iYr6DCzWlXVGKRmoNpUkmd1roI7/15L4d3t+FwW5l98UgmnVGG2z+4i8cLIYQQQgxXsqVT5JTTZ6VyTlHGvgWfqqSg3MW4OcVp7fllLj71rTl48k4tyLDaNEbPKOTz/3om594wiXmLR3PNPXP41F1zpGB4Bs2HQvxp6Vqqt7WgJw3CbXFWP7uXv/92G5Fgor+nJ4QQQgjRaw4fPswXvvAFCgsLcTqdzJw5k7Vr13Z7zRtvvMG8efOw2+1MmDCB3/72t30z2VMkK3wip5weG+ffOJm8Uhdb3uiohefy2zjzmnFUzirG4bFy4RencOa144gEEthdVpxea6+tKFltHQXD80pcvXK/oSoWSvL207s7S2Mc69D2VoLNUcloKoQQQoic0CNJjFASI5ZCdVpQ3VY0V+/UZM6ktbWVs88+mwsvvJCXX36Z4uJidu/eTX5+ftZrqqqquPLKK7n99tv5wx/+wKpVq/jqV79KeXk5ixcvztlce4MEfCLn3H47C66uZOZ5I9F1A4tVw51nQ1E6zoY53FYcbmu32z9Plmma6EkDVVNQNVnQBoi2J4hHOzKUOtwWHG4biViK+qpg1muqt7ZQVunvqykKIYQQYphItcVpfXYX8d1tnW32iXnkXzcJyynu9srmxz/+MaNGjeI3v/lNZ1tlZWW31yxbtozKykoeeeQRAKZOnco777zDf/7nf0rAJwSAZtHwFvbdmTnDMGlvjrF7bT01u9vwFTqYcFophm6QX+Yells69ZRB8+EQb/xhJ43V7QCUjfdxweenYHdpqJqCkaVMht0lvyqEEEII0bv0SLJLsAcQ391G67O7KLhxSk5W+p5//nkWL17M9ddfz5tvvklFRQXf/OY3ue2227Jes2bNGhYtWpTWtnjxYu65555en19vkyUPMSS1HA7x1P/7gPf/so+D21rY+nYNf3l0A4GGKGue20NbfaS/p9jngk1RnvuP9Z3BHkDd3iDP/sc69KTJxNNLs147ZnphX0xRCCGEEMOIEUp2CfaOiO9uwzhOtveTtW/fPn7+858zceJEXn31Vb7xjW/wrW99i9/97ndZr6mrq6O0NP21UmlpKcFgkGj01EqJ5ZoEfGLIibQn+Ptvt3cp9o4J7z67h4mnl/LWk7uIR3LzS2QgSiV0Nv69Gj1ldOlLxnR2vFfHmdeMw1fUdeXzvBsn4fLL+T0hhBBC9C4jljql/pN+rmEwb948fvSjHzF37ly+9rWvcdttt7Fs2bKcPK+/yT4tMeTEwkmaD4cy9ulJg2goSUN1kFg4iT2HB4IHkkQsRc3uQNb+QztamLNoNNf+wzzqqoLs29CIJ9/O5AVleAoc2Bzyq0IIIYQQvUs9zuuL4/WfrPLycqZNm5bWNnXqVJ599tms15SVlVFfX5/WVl9fj8/nw+l05mSevUVexYkhx8xyDu0IPWWgqtnPqw1FmkXF6bVl3crqzrOjWRXsLgcT8h1MmFfSxzMUQgghxHCjeqzYJ+Zl3NZpn5iHmqVe86k6++yz2blzZ1rbrl27GDNmTNZrFi5cyEsvvZTWtnLlShYuXJiTOfYm2dIphhy729KZlMVX5ODMJeNZfNsMLrplKqOmFuArdGJzWrA5e+f9jkQ0RSKamy0HvcXusjL/suy/xOYsGo3FKoXohRBCCNF3NJeV/OsmYZ+Yl9Z+JEtnrkoz3Hvvvbz33nv86Ec/Ys+ePSxfvpxf/vKX3HHHHZ1j7r//fm6++ebOP99+++3s27ePf/zHf2THjh387Gc/4+mnn+bee+/NyRx7k6zwiSHHk+fg/Jsms3ddAyOn5LP+1WqaD4ewuy3MPG8kFpvK+Z+ffMq1/sJtcWr2tLH17RoApp87ghET8nDnKIXwqSoZ42XupaPZ8Lfqo40KnHnNOPJKpU6hEEIIIfqeJc9OwY1Tjtbhc1hQPbmtw3f66afz5z//mfvvv59/+7d/o7KykkcffZSbbrqpc0xtbS3V1UdfM1VWVvLiiy9y77338thjjzFy5Eh+/etfD/iSDACKaZrDZ19bPwkGg/j9fgKBAD6fr7+nMywkEzoHtzXz8rItXfrGzCzkwi9Mxu0/+dIMobYYr/xiS5fadaWVPi77+gw8eQOz7EM8kiISjFO7J4CiQvn4PFw+W6+tdgohhBBieIjFYlRVVVFZWYnDMTBf9/Sn7r4+fR0byKs8MSQloineeWZPxr4Dm5uJBpOnFPAd3N6asVB5fVWQwztamXxm+UnfO5fsLgt2l4X8st4vci+EEEIIIQYeOcMnhqRENEV7cyxrf/3+rsFaT8XCSba+dThr/+Y3Dw+rkg/ZGHGdVCCO3p7o76kIIYQQQgxbssInhiRVU1EUyLZh2eE+hX3hJphG9p3Qpmlmfe5wYKYMUk1RAqsOkNgbQHVb8Zw3EueUAjSv1PMTQgghhOhLssInBqRTPVrq9FoZO6soY59qUSge7T3pe9vdFqYszL5lc+pZ5acWUA5yybow9T/dQGxzM0YkRaoxStuzu2lbsQc9LKt9QgghhBB9SQI+MaCEA3Gqtzaz8jfbeP3/dlBXFSAaOvEgweawcPb1E/EWpp/TU1SFy742E7f/+CtNsXCStoYIrXVhIoH40XsoCpWzizJmtswrdTF2ZuZAczjQI0na/roXMtQ4jG5tRm+TgE8IIYQQoi/Jlk4xYITb4rz8yy3U7wt0tm17p4bp541gwdXjcJ7gdkB/kZNPf3seTQdDHNrZirfQwdgZhbjz7Wjd1JwzTZPWughvLt9Bze6OueSVurjgpsmUjPVhtWl48h186u457F3fwPbVtUDHyt6E+SV48k8tU5UR1zHjOopVRR1k2TPNWIrEgfas/bFdLdgqPH04IyGEEELkkmEY/T2FAWkgFUIYXK8mxZBlmia71zWkBXtHbH2rhslnlJ1wwAfgyXfgyXdk3d6ZSXtLjOf+v3XEw0eLqbfVR/jLoxu5/v7TKB7VsR3UW+Bg9kWjmHRGGQBOjxVFVU54jkcYCZ1UY5TgqgMka8NY8h14Lx6Ntdyd01o0vUvp2DeQ5Xe/YpPi7kIIIcRQYLPZUFWVmpoaiouLsdlsKMrJvw4aSkzTpLGxEUVRsFr7/zWcBHxiQIgGE2x581DW/s1vHKK00oeq5X4X8v6PmtKCvSNMw+SDv+7jkq9Mx+bo+NFRVAWX79QTkZimSXxvG82/3wYfvyGkt8aJ79uM/6pxuM8oQx0EwZLqtuKYXkhsc3PGfsek/D6ekRBCCCFyQVVVKisrqa2tpaampr+nM+AoisLIkSPRtP5//SYBnxgQDBOSMT1rfyKmYxig5vhnJpUyqN7WkrW/bl+QREzvDPh6ix5M0Prc7s5g71iBl6twTitELej/XxjHo9o18i6rpOFAO0Yw/bye/4pKydIphBBCDCE2m43Ro0eTSqXQ9eyv44Yjq9U6III9kIBPDBAOt5XK2UVsfTvzO0STF5RhseZ+dU9TFbxF2c/guf02VK33tysYkSRGe5bafbpJqiWGpeDUzgb2FUuhk5Jvzia2u43YtmY0rw33gnIsBQ7UXg6UhRBCCNG/jmxbHAhbF0Vm8upLDAgWq8rcS0aze20DiWj6dsq8UhflE/x9Mg9FVZhxbgVb3shcWH3+ZWNx5WKV6nh73nMQZOaSJc+B5/Qy3HNLQFVO6WyjEEIIIYQ4eVKWQQwYviIn199/GpPPLMPq0HB6rcy7bAyfunvOKWe+PBHeQgcX3TylS5Ay/bwRjJySmzNomsuClmUFT7GpWPLsOXlurikWVYI9IYQQQoh+pJgDKWfoEBUMBvH7/QQCAXw+X39PZ8BLJnTi4SQo4PTa0PogUUuXOcR1IsEEjQeCJBMGZZU+nH4bjhxmy4wfCNL4q02QOuZHUoGCz0/BObUQxSLvzwghhBBCDHZ9HRvIlk4x4FhtGtZ+zkhptWv4i534i5199kxbhYfSe+YT/rCORHU71mInnrNGoBU4JNgTQgghhBAnRQI+0W8MwyQciJOM6VisKk6vFat9+H5LKhYVa5ET/6VjMVN6x3bIfljdFEIIIYQQQ8fwfXUt+lU0lGDv+kbef34fsVASVVOYeHopZ14zrk/P6w1EiqagaPKjKYQQQgghTp0sH4g+Zxgme9c38ubyncRCHaUIDN1k53t1vPqrrUSC8X6eYd8xdQMjnsLU5SitEEIIIYTofbKMIPpcpC3O+8/vy9hXty9AqDWOyzc4s1L2lBFPkWqJEVpdg94cwzbGh2t+KZZ8u2zj/AQjqaO3xYlubUZviWGflI9tpAdL3vBeCRZCCCGE6AkJ+ESfirQnaG+Nda7sZdJ8OEzJmKGbzdRI6sS2tdDy1M7Otvi+ANFtzRR+cRrWor5LFDPQGUmd2M5WWv6wHT5eBA1/UIeWZ6f4a7MGTTF6IYQQQoj+IksJos/EI0k++Os+IsEEaje12dz+HBQ2H0CM9iQtz+7q/LPqtVLw+Sl4FpQT/NsB2l6qIlkXxoilurnL8GC0J2n5447OYO8IvS1O2wt75WskhBBCCHEcssIn+kwkmGDrWzWYBoybW8yedQ1dxthdFvLL3f0wu76Taop21tpTrCoFn5lE61/2orfEOseE3jpE3pIJuOYWow7jzKWJQ+2Q5XxjbHsLRiSJ6hi+Xx8hhBBCiOORFT7RZ5oPhwHY+X4dk88so3i0N63f7rJw9bfm4Mkb2uf3TONoAOOcXUx4XX1asHdE21/2oAcTfTm1AceIdLOCZyLJboQQQgghjkPeGhd9xmrvKKauJw3+9t9bOXPJeOZdNoa2+ggun43yCXnkFTtRutnuORRYi50db7UY4JiUn3aWL40J8d1tWItdfTq/gcQ25uibAopNxX1GOfZxfkzdRLGqKLK6J4QQQgjRLXm1JPpMfpkLi1UllTRIxnTefnIXFpuKO8+Ov8TJuDnFQz7YA1A9VnyXjiX4yv6Ohm5WqYzowDmjpoeTmHEdVFDdNlRr7jcIaD47jmkFxPcGKLhxCuE1NYTePdxxps+i4DlrBN7zRqJ5hva5TyGEEEKIkyUBn+gz7jwbl942nZeXbenc1phKGMQjKc6+biIOt7WfZ9g3VLsF9xll2Co8pNpiWEd6SB4KZRzrmJTfx7PrykjqJGvCtP11b8c8LSrueSV4LxqV89IImttK/pIJJBsjBF85QOJg+9HOlEnorcOgKPguGYNqkR3qQgghhBCfJAGf6DOaRWPklAJufPAM9qxtoLUuzKipBYycnI+3cOiXIjANEz2UAMNEsag4Juajx5JYS9w0/uIjMNLH2yfloeX3/3nGVF2YxmUfHc2UmTIIf1BHfH+A4q/ORMtxzUTNZ0cPJdODvWOEV9fgWVCOKiUahBBCCCG6kIBP9CmrTSO/1M3pV1b291T6lN6eILKpkfY3DmK0J7GUuvBfUYl9tBfrCDcld84l8EoV8X1BNJcFzzkVuOYU9/tWRT2SpO3Fqi5lEQBSDVEStWGcOQ74AFKtXZPaHGEmDYxYilRLFCOaQrFpqG4rmmt4rBgLIYQQQnRHAj4hckyPJgm8sp/IuvrOtlR9hObfbKXgc5NxzirGNsJD4Y1TMeI6igqqx9bteUYjqWOEkh2rhXYtZ4GhmdBJ7A9m7Y/taME5uSAnzz6W5u3m81M75ln3xMbO85D28X7yPzMJS76s+gkhhBBieJOAT4gcM0LJtGDvWG0v7MM21o8lz47qtKA6j/8jmWqLEfzbASIfNYJuYil1kXfNeGwVXtSPM6H2hGma6MFEx6qYqqC6LWju9MBKURQUpwUzS/KYbgOxXqTl2dHy7eit8S59zmmFRDY2piW/ie8N0Pz7bRR9ZUafzVEIIYQQYiCSLAdC5FiyLpK1zwglMWM9z8SZCsRp+vUWIusbOgOcVH2Epl9tJlkX7vF9jHiK2PYWGh7fSMOj66n/yTqafr2FRG0orU6g6rHiWVie9T7OGUU9fuapsPjsFH15BtonzunZxvtxzS8lvLZrQJ2sDaMHugaIQgghhBDDiazwCZFjqvM4q25az0tRJGvDpJqiXTtMCLy4j8JbpqP1INtpsi5C8++3dbl347JNlN49D8vHgZWiqbgXlBPfGyBx4JitnQrkXzcRzd93q2fWEhfFt8/CCCbQQ0kseXawKDQ8tgFSRsZrUi0xbCO9GfuEEEIIIYYDCfiEyDFLoRPFrnXUsPsE21gf6gmUo4jtbMnal6hux0zocJz76dEkwVf3Z+wz4zrRbc14z6nobLP47RR+YSqp5iixXW2obguOyQVoXiuqPf1XiKkboCg5qadoGiaqy4rlmCQxqZZo2orkJ2n+/s9yKoQQQgjRnyTgEyLHNJ+Nwi9Oo+k3W9LOmalea8cq2Qlkk+wugFGclh4FWmbCIFGbfftnfF8bnoXlKNrRHd+a14bmtWEf6894TSoQJ3EgSOSjRlSHhntBOZZCZ49WG7tjJHSMUAIjnCK8tg69LY59Yj7OaYVo+XZUjw3X3BIiGbZ0avl2tDwJ+IQQQggxvEnAJ0SOKZqKfayP0vvmE9/ZSrIxgr3Sj22094QLlzunF3aszmVY1PKcNQLVc/wAS9EULH4bySyJWKzFrrRg73hSbTGa/nsLqcajW00j6xrwnFuB98JRJ10eQQ8nie1pxQgmCLxY1dke29lKcFU1JbfPwlrqxn/JGIxwktj2o6ufliInhbdMwyIrfEIIIYQY5iTgE6IPKBYVa6ET61mnVmBe89sp+NwUWp7ckRb02cb58Swoyxqo6dEUpIzOEg7ei8fQ8oftGSYKrvmlPZ6PqRuEVtekBXtHhN4+jGtOyUkHfInqIKrdQuvLu7o+N5qi9c97KLx5GprfTv71kzBCSfRgAtVlQfNYc14QXgghhBBiMJCAT4ge0MNJzJSBoin9WgxdtWk4phZQ+u3TSOxtQ4+kcIz3o+U5MpYf0MNJEofaaX/jEHogjm2UB+/5o7CP9eK5YCShNw91Bo6KVaXgxilo+T0PlPRQkvCHmUtOAITX12Or8Jzw56mHk4Teq8UxKR+ynNFL7A9iRFJoLmvnh7XEdcLPEkIIIYQYyiTgE73KTBnowTjx6naM9gS2MT4s+ZmDkZ7QoynMaBLTANVpOeUzYSfz/OShdgKv7CfVEEErcOC7ZAz2Sn+fz+UI1aahFjqxFna/WmjEUoTW1ND+9+rOtmhLjOjmZoq+Mh3vBSNxn1ZGqiGCYlM7ztx5bSiWE6jWYoKZzJwhEzihkhNp16UM9GACUtkTsgBZg0EhhBBCCNFBAj7Ra8yUQWxvW0e6/2OSk1hHeyi86cTOU5mmSaoxSttf9xLf3dZxn5Ee8pdMwFruPqEzZifL1A1iW5to/dPuzrZUfYSW/9uO95IxeM+tQLX1vNB5X9PbE7Svqu7aYZi0rdhL4ZenYy1yYi06+W2mqtOCY2oBsc1NGftdc0pO6r6KVUV1alhKs6/YWYqdPSpU35eMhI6Z0FHsGqp14H5vCCGEEGL4kMLrotfowUSXYA8gWR2i/Y1DGFlqpWW8V2ucxmUfdQZ7AMlDIRqWfUSqKUqyOUqyIUIqh4W19WCCtr/uy9jX/lo1RiiZs2f3hmRNOGNyF4BUUxQzS9KWE6HaNfyXjEGxdf1VYh3twVrqPqn7ai4r/kvGEt/TlvlMoQp510446ZXj3mbEUyQOt9PyzC4af7WZ1j/tJlETwkh0LcUhhBBCCNGXBtbb42JQi1cFugR7R0TW1uE9vwK1B1kpTdMksrkRI5IhIEmZBF87iGJRiayrR/Pb8H9qPI7xeaiO3v12NiLJjLXzANBN9EC8s0D5gHSct3PMXtoNaSlyUnLXXNpfP0hsRwuKXcOzsLwjYYvv5AMya7kbPRDHiKWwVXgIf1iHHkxgG+XFd8kYLCWnlgCnt5i6QWxnKy3Ld3S2peojRDc1UviFqTimFKJovV+XUAghhBCiJyTgE71G72a1zUwaWYPBLmMTBvGdrVn7EweCeM4e8fEzE7T873aKvjoTx4S8E5rv8Rx32+iJnHXrB9YyN6hKxnNu1nI3qrN3thwqqoK12EXetRM6gnQVNLftlIuvqw4LzpnF6O0JjHgK+8Q8UBU0t7XXg/tTobcnaH12d9cOE1qf3U3JtzwnXH5DCCGEEKK3DOxXrGJQsVVmLsoNHatAZNj2l4miKajdrAypHivGJ7YjBl7ahx5O9GyiPaS6rVgKM79QV10WNG//JG3pKdVrxX/VuC7tilXFf0Ulai8nnVGtGha/HYvXfsrB3hGKpmDJs2MrdWMtdmEtdA6oYA/AaM++EmxEUhjhgb31VwghhBBD28B65SQGvFRbjMSBINHtLVjy7bjmlKLl2VDtlo4EIOUukrWRLtf5rxyHxduzpC2KRcVzdgXRjY0Z+93zSwm9czitLVkT7jZb5MnQvDYKbpxC4y83Yx57FktTKPjC1AFf501zWHHOKMRW7ia0prajLEOFB+fcErR8O5pzYAesvUVvT2CEk5i6geqynngmUiGEEEKIQUwCPtFjqZYojb/YnLZ1s/2NQ+R/ZhLOmUVoXhuFt8wguHI/kY2NoJtoBQ7yrhqHvdJ3Qs+yFDnxXz6WwCv70xKPuOYUYxomqeZY2njVbQWl989JWUd4KL1nLtHtLST2B7GO8OCaWYSW33urWLlk8dmx+OxoRQ5IGmDV0FyWPsly2t9M0yRVH6F5+Q5SDR1vQig2Fd8lY3DNK+21shqq14ri0DBjXVf5VLe111dShRBCCCFOhGKavZW6QWQTDAbx+/0EAgF8vhMLfAYKI56i5eldxLY2d+1UoPTbp3XWhTOSOkYoiambqDb1pFfCjFgKPZQkvq8NUia2sT6imxppP6ZY+BH+y8fiOXdkToMw0zRRchBUnig9kuxYsYrrqE4LqseGapcSAJ+Uao3R8NMN6cl/VAXn9EI8543E4rehuq2nHPyaukF0ewstf9ie/n2pQOHN03BMLhgUbw4IIYQQom/0dWwgK3yiR4xwkti2DMEegAmJqkBnwKdaNdT8Uw9AVIcF1WHprBNnJHVsY/3wTg0cU+LBObMI17zSnL+oHgjBXqotRuuzu4+Wq1DBNa8U/6VjTykj5lAUPxBMC/a0fDv5104ksrmR5t9uBQVc80vxnFmOJf/kk6oomopjUj4l35pL6K3DJBsiWMtceM8diVbgGBTBnh5JYqYMVLuGapd/FoQQQoihRP5lFz1iGmSt6QZgZNjO1ttUq4ZjQh5l980nWR/GiHSk61e9tl7bnjeQ6aEEzX/YTvJg6GijAZG19Siagv/KcQO6EHxfSxxsP/oHBfKXTKDlmZ0Y7UeTqITePER0UyPFX591Spk0VZuGrdxD3qcnHi28PgjOCeqRJMlDIYKrqtFbY1grPPguHo2lxCXfS0IIIcQQIQGf6BHVrmEpdZGq75qQBcA+LnuGzt6kWFQsBY6BXf8uR/T2RHqwd4zw2nq8549ELRgYtekGAluZm/DH/22fmE9sd1tasHeE3hontqMFz5kjTvmZqlUF68AP9KBjm3b4gzqCr+zvbNODLcR2tFB4y3Qck/MHxKq2EEIIIU7N4HhlIvqd5rWRv2QCZHj955hWgOaX7YS5pge6KTuhm32yyjqY2MfnoXxcCsQ+xkdsV/bajpENjV1KfQx1RihJ8G8HunaY0PrcbvRg75Y5EUIIIUT/kIBP9Ji1wkPJHXOwj/eDRUHz2/FfPY78ayeguSXgyzXN283XWAFFErek0fLsFN82C9VrxdQNlG5W3hSr2lGkfpAw4jrJpijhD+tof/sQicMh9NCJBWjJpigYmfdpG8EERkTqBwohhBBDgWzpFD2m2jRsI70U3DQVM2mgKKB6bbLtq49oPhuWEldniYFjOWcWoXmG/jnGE6GoCtaRHkrvnIsRS6HlO2h7dnfGsZ6zRwyaTKdGPEV0SzOtf9qVdq7WPqWAgusmdv/GwDGOV4twMCSbEUIIIcTxyQqfOGGay4rFb0fz2SXY60Oa10bRLdOwlrnS2u2T8zsStkh2xS4UpWMl2lrqxjk5H9v4rmdNndMLsY309sPsTo7elqD1mV1dkijFd7QQ+agRM8uq3SdZChxZVz0txU5Ul7yBIIQQQgwF8gpRiEHEUuik6NaZ6OEkRiSJ5rGheqxo8uK8W3o4iR5M4D1vJOYZ5US3NIGq4D6jDGuJq8erYl3uG0lihJKkWmNoLiuqz4bFf+J1J03DQFF79v5bZGND1r7QW4dwzSrqUe1LzWsl//pJtPxxR1rwqFhVCj47+aS/JkIIIYQYWCTgE2KQ0bw2eTF+AvRwkuDfDxBeUwt0bEO2j/OjFdixFjtPPtgLxmldsYfYtpbONs1vp+jL07GWuY97vZkySLXFiWxsIFkTxjbai2tmEVqeA0XLvnKeao1ln1M4idmzBT4Ui4ZjSgGld88j9F4tqcYotrFe3PNK0U6hRIUQQgghBhYJ+ES/0NsTpFpjJA+HOrbclbs7toh280JXHJ8ejJOsjxD5qBHFoeGeW4qWbx/WK4CppmhnsAdgtCeIftQIgOa24Tl7xAlvTTaSBsHXD6YFewB6IE7jrzdTcuecbuv6mYZJvDpI039vAb0jQotta6Z9VTXFt83ENtqX9VrntEKiGxsz9tnH+Dozk/aEatNQy9zkXT0OUzdRLKqc3RNCCCGGGAn4RJ9LtcVo/t9tJA+HO9sUu0bRV2ZgG+mVoO8k6YE4TX/YRrL6aK2+8Ds1eC4YiffckcOiOP0nmYZBaE1N1v7Q6hpcs4tPeJXPaE8Q/rAuc18oSaop1m3ApwcTtPxhR2ew1znfpEHzH3dQ8o3ZWbdl2kb70PLs6G3x9A4F/FdUojlP/O9Z0VSUwZGzRgghhBAnSJK2iD5lxFMEX92fFuwBmHGdpv/Zgh6MZ7lSdMc0TMIbGtKCvSNCbxwi1RwlURsicTBIqjWGkRwmNfsMMLupT2gm9KylCbpjpgxIZb9O72bbJYARSmCEM5c90Fvj6Fn6ACx5doq/NhPHzMLO3+DWcjfFX5uFpdSV9TohhBBCDE+ywif6lBFOEfmoKWOfGddJNkSw5Mv5oRNlhBKEu1nJCr9fhxFNEdvWjGJV8V02FtfckiG/1VOxqLjmFhPb0ZKx3zGtECXD1+BIkpfk4XYUpwVbuQfNZ0OxqBhxHcWqYJ+cR3xnW8b7Wkq6D7xM/ThB5nH6LQVOCj4zGePyJJgmil1D88i5TiGEEEJ0JQGf6FNmyuh2RcUInljxaNHBNDuKcWftj+udKfjNpEHgr/uwFDhwTi3M/dx0Az2QIHGoHb09gX2UFy3f0WeJZ2xj/ViKnaQao2ntil3De95I1E+UJtCDcdr+spfo1uajjRaVwpumoLotBP9ejRnVsU/Ox7Owgrbn96K3HF3RsxQ7j/umhea1gUXJuEqo2DXUHmy/Ve3aoKkdKIQQQoj+IwGf6FOKXUP1WDFCmbesWcuPn92wtxlJHTNlotq0QXt+UHVoOCYXdCYj+ST7eD/tbx9OawuuPIBtlDenK0NmyiBeFaDpd1vTghvbGC8Fn596UiUMTpTFb6fo1hmE3qsl8mE9ZtLAOb0A78VjsBSkB2amYRJe35Ae7AGkDJr/dzuFN08jvqsNgMTBdlSPlYLPTqb5f7dhJg3s4/3kXzcJzdf1a6qHExihJGbCQHFZKPz8FJr/d3uXenp5V43LeL0QQgghxMmQgE/0Kc1rw3/ZWFr/tLtLn22MFy0v9wHAEXokSaoxSvs7hzECcewT8nDPL0XLdwy6TIWq3YLv4tHEtjVjJo20PkuJC9VpSVuFAkg1Ro+/tfAYenuCVEuM+J42VLcV+4Q8NJ8N1ZZ9lUkPJroEewCJA+20v3kQ/xXjUC25P0psyXPgv2QMnoUjAFCdlozz1tsThD4RGHcyTBIH27GO9JA81HFW0ggliWxsoORbczvu67FmTJqSbIrS8scdJA9/fMZSU3AvLKfkW3Np/dNuUk1RrCUufIvHYKvwomhyvFqPJtFb44TX1WNEUrhmF2Mb4e5RjUEhhBBCHCUBn+hTiqrgmFZI/vUKgVeqMNqToCm45pXiWzS6z84hGbEU4Q/qCL6yv7MtUd1O6N0aSr4xu0d11AYaS6GTkrvmEvjbfmLbW1BsGu55Jdgn5tP69M6u44udaSuapmFiRJOgKF3O9qUCcVqW7yBxIHi0UYGCGybjmFaYNeiLHwhmTW4S+bC+Y0tlH9V8UzT1+CuKhpk1mQp0bDlWnem/NiMfNeK7dCyWLG9W6IF4R0KiYwNu3ST8Tg2a00LRrTMwkwaKRR2WmVQz0aNJQm/X0P5adWdbdEMD1nI3hV+a3icrw0IIIcRQIQGf6HOay4prXgn2CXmYCR1FU1E91m5XinqbHkoSfHV/l3YzrtO6Yg+FN08bUAlNTMM87qqjoilYS1wUXD8JI6qDAqZpUv+TdZAwuoz3XTKmM8BOtcWIbm4isqEBRVNxLyzHMSEPzWfH1A3C79WmB3sAJrQ8tZPS++ajFmdOUqK3Zc9WaSaN4yYn6WuKVcVa7iZZG87Yb63wENvTmt5odv5PRsnmWJfV1SPa3zqMa35ptyUchiO9NZ4W7B2RrA0Tfr8W38WjZRVUCCGE6CEJ+ES/UBTllN6lN3Xj42yJKqr1xAPFxP5A1tfoif1BjEiq3wM+0zDR22JEt7UQrwpgLXV1ZNbMs3f7Oat2C6q940fb1A2Kb51Jyx+2o3+cEOdIlk7bmI7i3qnWGI2/3ITeerQkRuJgO7axPgo+PwXMjnp1mScJse0tWLMEfPax/qzz1AodKCfxd5dLmseG/8pxNP16c9e+PHvH1tjW9NIhjhmFXVb9jpVqjGTtM+M6ZoZgfLgLr6/P3vdeLe4F5bLKJ4QQQvSQBHxiUDENE701RvjDOmJ72tB8drznVWApcZ1YgHa8hSWz/1eeknVhGn+xCfPj7Juxrc20v3GIwlum4ZiQ16MVDkVTsY32UnzHnI6tirrZsZrqsaJaNUzdJLy2vksQAx2Bb/JQCGuFp3MOmaS6qZ1oKXRiLXeRrO0a9ORdeTQ5id6eQA8lOgJtnw3Vbe23gNs20kPhzdM6sm+2xUEB+6R8fBePpuX/tqeNVZwW/JeO7QywM7EUOrP2KTa1M3uqOMqMpLL2GYlhUkNSCCGE6CUS8IlBJVkfpvHnmzoKZgNJQsS2NeNb3JGQQ3X07Fv6yOpWJtYKD6rr6H1M3egISIIJMMyOgMRrO6mVxZ7S2xO0PLmza6BlmLQs30HpPfN6XK+wczU1w4qIEUkS2dCQ9drw+7XkfXZyWqKST3JMys96veazUXjLDIJ/20/ko0bQTbR8O/6rxmGv7Pg7SDZFaf79NlINR4NCx9QC8q+d0C8JOlSHBUu5G//V40A3UTSFZEMUTJP8GyYRfPUARkzHMa0AzxllaMf5e7AUO1F9towlRzwLR/RZeYrBxDm7mMj6zN+XjskFqI6BtTIshBBCDGQS8IlBQ48kaVuxpzPYO1bwbwdwzizuccCneW14zhtJ6K1D6R0WpSPQcHe8CDeSOvG9AVqe2okZ/XjVwaLiv6KyY3tlN1v5ToURSaYFQMcy4zp6W7xvCtQrCqpNI++qcTT+YlOXlVFLiRPbcRLcWPLs5F07Ad+iMZiGgWrTOgM5PRin+TdbSDWnn3GLbW8h4NpP3qfGd7t6lgup1hiNT2zsWjpEhZI751L45ekdK6VOS49WWS1+O8VfndkR1DZ9XAtQAde8UjznVKD0QZbSwcZW7sY6wk2y5hNnKS0q/kvH9Pn3hBBCCDGYyb+aYtAwIikSB9ozd5qQOBDEWpR9+9yxVKcF7/kjcUzwE3z9EEZ7Alulv2N76DGBlN4ap/n3W+HYY1Ypg8Dze7GWutDG5538J9QNs5vi9ECX0gsnS3VZcc8vIbiya4IMAPeCMlSrirXcQ9Ftswj8dW9HQhOLgmtOSUdm1R6swqlWDbUgQxmEQLxLsHdEZEMjvotG9/mL+9ietsx1Io2O2oUFN0xG9ZzYdlNriYvir89CDyUw4zqqx4bmsfb4DYrhRvPZKbxlOuH3awm/X4cR13FMzsd/6RgsPfwZF0IIIUQHebUhBpHjnKs7TpD0SZrbijapAOsoH6QMjKSO3hIn1RrDWuhE8dgIfVCXHuwdI/j3A1hHuDPWXTtVqtOK6rZmLhGggqXwmKA0nERviRHe0ACGgWt2CZYiZ4+2Ciqagmt+KeH1DeifCLxs4/3YKrwdj7RrOMb5sd46o2Obqap0ngM8FalA122OnQwTo48Tmpi6QWx7S9b++P4gRlw/qUBN89pk++YJsPjt+C4ejXtBOZigOjVZ2RNCCCFOgvzrKQYN1WnBWuE5Wrz6E2xjs5/L646iQmxfgNY/7Tq6cqYqFH5xKqm6zOn5AVLNsY7xOVhw0Hw28j41npY/7ujS571gVOcKkx5KEHh1P5EPj2Y1DL9Xh31KPgWfntSZFKU7ljwHxbfNIra9uePclKbgOWsE9rH+LtdrHht4TvGTO/bZ3W1LtSio9j7e7qgqaPnZVyw1t/W45TFE7+lR7UQhhBBCdEsOj4hBQ3PbyL92AmQ48+S5YCTaCW6zOyLVGqflyR3p2yQNk9CaWqwV2c+nWUtdOasdqKgKjsn5FH99FraxPhS7hrXMRcEXpuI5u6JzpSNZF0kL9o6I72gltre1S3s2ljw77jPLKfzydIq+NB3XrOIeBYunSvPZsI7I/DV2LyhH9fbti31FUXCfXpa133P+SFmlE0IIIcSgIit8YlCxlrkpvXsuoXcOE68KonmteC8YhXWEB/UktlaaukF4dU3G3aLx3a14LxhJ6N0aSHUd4Fs0JmdnsEzdwIilUBwW8q+b2LGF0q51Fko3kgZGNEmyIZJ162fo7cM4JuV3JqA5HkVR+rwUgua1UfjFabT+aRfxvYGORrUj6PKdPwq1H0oWWPLs5H16Am1/3pP2feGcXYxzSkGfz0cIIYQQ4lRIwCcGFcWiYi124b96PGYshWJRTynoMlPG0cyJXTohtKaG4q/MoOWpXeiBjnpzqstC3jUTsJZmLjZ+qoxYitj2Flqf39uZGVTz2ym4cTKKVUVvi9P+9mES1e1oeXbyPjWexKF2Qm8fTr9PXM96/nAgseQ7KLhpKkY42ZHQxGnpOB/YT+e1VIcF15wS7OPzSOwPYsZ1bJUd21s1d//UBhRCCCGEOFkS8IlBSbWopAyTZE2I5KEQWoEDW4UHzW8/oTNWilXDNsZHfF8g8wADrCO9FN8xGzOcwjTMjqLgXhuKlpuzXMm6MC1P7Uxr0wNxGn+9mZI75tLwxIbOFcdUQ4T4rla8F4/GObuY6EeNndc4pxWi5qhsRG/TXP1XaD0T1aahFjqxdlM0fTAzTROjPYlpmCh2NSeJh4QQQggxMAyOV4NCfEKqJUbT/2xJW51T7BrFX52BtcLb46BPUTuyVLa/fRhSn1gOU+goC2DTOs7q9UERcD2aIrjyQObOlElkXR32sX7ie9rSutpfr6bw5umdAZ/itOA5s7zXaryZhinJSoYIvT1BdHMj7W8dRg8lsI/24b+8EksOz6QKIYQQov9I0hYx6BjRFK1/2dNlK6YZ12n8n63owfgJ3c+Sb6fkazPT6ntpPhuFX5qOpbiPV3iSOsn6zAXXAZIN0cxZJI2OVUDVZ8U5p5iSO2ajFZxaYXYjqZNsiBB4tYqW5dsJvVdDqiWGaZ5Y+QsxcOjhJG3P76Xt+X3obXFImcT3BWj42UYSh7LUuBRCCCHEoCYrfGLQ0cNJ4rsyZ6A0oylSzTEseT0PdhRNxTbaR9HXZ2JGUphmRwkIzWdDUfp4VcuiYilykshU+BuwFDjQWzMXKte8NkrumIvqOPV6ZWZKJ7arlZb/296ZuCS6pRnFeYCS22dhLc2evVQMXHowTnRzU9cOE9pW7KX4tpmShVQIIYQYYmSFTww+KaPbGuwZi5X3gMVrx1rqxlbmxuK3932wR8dZNt+i0Zk7VQXn9EJiuzMEu5qCtcyFxW/vlWQnenuSlj/u7PJ1NqMpWv60C/0kv8aifyX2B7P2pRoiGLFUH85GCCGEEH1BAj4x6CgODaWbZCTWktxkz+wr1goP/k+NS6s3qLosFH5pGqrbChnO0uVdPQ7V03srM8mGSNczjUf6DoYwIhLwDUaKvZszekrHarfont6eILYvQOvzewi8up9EbQg9KoGyEEKIgUu2dIpBR/Pa8S8eQ9uKvV367FPyUQf5ljTNacV9ehnOKYXo7XFQVTSv7eOtdiald88jtKaWxIEgWoED73kjsRY5ezXhhpk4Tj0Hfeid4zN1AzNpoFjVIRv42Mf4Ot7my/DX65hSgOqSfxK6kwrGafnjDhJVR1dK218/iPeiUXjOqRhQmWaFEEKII+RfdzHoKJqCc2YxikUl8LcDGMEEik3FvaAc77kVQ6JWmmrVUAs0LF0SryhYi13kXVGJkdBRrCqqtfczK1rLsq+San5btyusg42R1NFb44TeryVZE8Ja5sZzZjlagSMnX9v+pHpt5F8/idand6Vt19V8NvKuGndKNS2HOtMwiX7UmBbsHdH+2kGc0wol4BNCCDEgyb/uYlDS3FZc80uxT8zvWJXRFDSvFcUytF6gZ6NYVLReKrmQiea14T6rnPDq2i59eUsmYPGfWIkK0zAxoklQlAH1otg0TBL7gzT9ZisYHRFQoipI+P1aCm+ZjmNi/pAqR6HaNJzTCrHdO5/IhgZSLTEcUwqwV/pOKNHRcKSHEoRW12TtD31QR36Fp1/O/gohhBDdkYBPDFqKopxw4CF6RnVY8F00GtsoH+2vVaMHElgr3Pgvq8RaemJnJFNtMaKbm4hsaABVwbNwBI6JeWh9UNfwePRgoqPIvfGJLaoGtD61k5JvzR1ygZBqt6CWWPAvHtvZZuoGqbYYRjiFoimobqtk6/wkE4yYnrXbCCfBNEECPiGEEAPMoDuo8sQTTzB27FgcDgcLFizggw8+6Hb8M888w5QpU3A4HMycOZOXXnoprd80Tb7//e9TXl6O0+lk0aJF7N69O23M2LFjURQl7ePhhx/u9c9NiIFE89hwzy2h+OuzKP2H+RR+cRr2Mb4T2vaXaovR+MvNBF6sIlkTJnkoROszu2j+w3ZSJ1gvMReMcBIjSwkMI5LK2jeU6NEUkQ0N1D+6noafbqD+0fU0/nITiZoQ5icD4WFMdWg4JuZn7XfNLkZRB90/qUIIIYaBQfWv01NPPcV9993Hgw8+yPr165k9ezaLFy+moaEh4/jVq1dz4403cuutt7JhwwaWLFnCkiVL2LJlS+eYf//3f+e//uu/WLZsGe+//z5ut5vFixcTi6XXOvu3f/s3amtrOz/uuuuunH6uQgwUmseGxW8/4a2Ypm4SXluP3tK1bmDiQDvJgwOg0PdxisgPhxrzyYNBWv+0G/OY1atUY5TGX2zqKM4ugI6VUd+i0SjWrv9sWgod2Mb4+mFWQgghxPENqoDvJz/5Cbfddhtf/vKXmTZtGsuWLcPlcvE///M/Gcc/9thjXHbZZXznO99h6tSp/OAHP2DevHk8/vjjQMfq3qOPPsoDDzzANddcw6xZs/j9739PTU0NK1asSLuX1+ulrKys88PtlsLTQnTHiCSJrM/8ZgxA+IM6jGT2LXJ9QfVYURyZz30qNg3NM3DOG+aCHkoQeGV/xj4zrhPb1dK3ExrgLIUOSu6Yg31KfkcZC6uKe+EIim6bKdvLhRBCDFiDJuBLJBKsW7eORYsWdbapqsqiRYtYs2ZNxmvWrFmTNh5g8eLFneOrqqqoq6tLG+P3+1mwYEGXez788MMUFhYyd+5c/uM//oNUSuouCXFcA/w4k+a1kb9kQsa+vGvGo/mG9jk2M2WSrI9k7Y93U6h9OFI0FWuZm8LPTaHsn06n9Nun4b+ycsid8xRCCDG0DJqkLU1NTei6TmlpaVp7aWkpO3bsyHhNXV1dxvF1dXWd/Ufaso0B+Na3vsW8efMoKChg9erV3H///dTW1vKTn/wk43Pj8Tjx+NGtUMGgvGgSw4/qtuKeX0rwbwcy9rvPLO/3sgeKpuKYUkDxN2cTXFVNqiGCpdiJ7+IxWEtdQ7Ye3xGKpmDJd5Bqimbst5bLToZMVIdFSlgIIYQYNORfrB647777Ov971qxZ2Gw2vv71r7N06VLs9q7beJYuXcq//uu/9uUUhRhwFFXBNa+UyLp6Us3p5/hs4/3YKjz9NLN0qsOCfbSPwhunYCYMFJva5cW83p7ATBmgKWhe25BJva95bfguGUPLHzO8aaYpOKcX9fozjVgKUzdRnZYhVfJCCCGEGKgGTcBXVFSEpmnU19entdfX11NWVpbxmrKysm7HH/n/+vp6ysvL08bMmTMn61wWLFhAKpVi//79TJ48uUv//fffnxYkBoNBRo0a1f0nKMQQZMmzU3TbLGLbmzvO81k6yjLYxvoGRFmGY6kOC3xiZ54eSZKoChB4eT+ppiiq14r3wlG4ZhWjeYbGdk/7BD/eC0fR/uZBMDraVJeFgi9MxZLfe39HeihB4mA7obcPY8R1nNMLcc0pwVIg2yGFEEKIXBo0AZ/NZmP+/PmsWrWKJUuWAGAYBqtWreLOO+/MeM3ChQtZtWoV99xzT2fbypUrWbhwIQCVlZWUlZWxatWqzgAvGAzy/vvv841vfCPrXDZu3IiqqpSUlGTst9vtGVf+RN8yYin09gTJmjCKTcVa6kb1Wvt9G+FAoIcT6O1J9JYYqseK5rfnLOmEJc+OZ+EInLOLUVRl0GyFM3WD6JYm2p7b09lmtCcJPL+PVH0U/+Vju3wuRlLvqMdmgOLQBlSR+Ww0tw3vBSNxn1ZKqi2OYlXRfDY0n73XVuD0UIK2v+4j+lFjZ1vycIjQ6hpKvjEb1WvDCCXRA/GOVVSfDc1rR9FkBVAIIYQ4VYPjldfH7rvvPm655RZOO+00zjjjDB599FHC4TBf/vKXAbj55pupqKhg6dKlANx9992cf/75PPLII1x55ZU8+eSTrF27ll/+8pdAR+Hue+65hx/+8IdMnDiRyspK/uVf/oURI0Z0BpVr1qzh/fff58ILL8Tr9bJmzRruvfdevvCFL5Cfn70mk+hfeihB++sHCb1bc7RRUyj47GQcUwtQbcM36NMDcZqf2kFi39GzpVq+naIvz8BacmJF1dPuG05iRJJgdGzX++QK3mAIfo6ltycIvLw/Y1/4g1o8547AiKaIHwiSqgtjHeFB9Vhp+8seUvVRbKO95F09HkuZq8/eZDASOkYoSaoliqKpaHl2NJ/tuGcRVbsF1W7BUujMybxSLbG0YK9zvqEkwdeqcU4ronn5dtA76mAoTguFn5+CbaxP3qARQgghTtEJBXzRaJR169ZRUFDAtGnT0vpisRhPP/00N998c69O8Fg33HADjY2NfP/736euro45c+bwyiuvdCZdqa6uRj2m8O1ZZ53F8uXLeeCBB/je977HxIkTWbFiBTNmzOgc84//+I+Ew2G+9rWv0dbWxjnnnMMrr7yCw9Gxzchut/Pkk0/y0EMPEY/Hqays5N57703bsikGnvi+QHqwB6CbtDy5g9J75qGWDs9kFEZcp+2lfWnBHoDeGqfpv7dQ/M3ZJ7zSZxomqYYILX/aRfJQCACtwEH+tROwjfEN2uDaiKQwo1my8ZqQrI/S9vwejECis1l1Wyn47CRan91Norqdhp9/RMkdc/rkvKIeSRJZW0/g1f1HAyebyv/P3nmGuVFebfgejXqXtjeve++9YmNjG2wwpvcWIITQS4CEEFJISAjwQYCEktB77x1ssHHBvffuXXurVr2O9P2QV2tZ0jbv2mt77uviSjyvNHpX2jLPnHOex3ZBL7Q9bEf1c/CtTBV7ibVV1fFAc6kh9DDmj1D9wjrybhuKIqf1NyFkZGRkZGRkQIjFmhctvHnzZqZNm8bu3bsRBIHx48fz5ptvJmbfKioqKCwsRJKObq5WR8TlcmGxWHA6nZjNcjhveyN5QlQ9t4ZIBrt54/giLDO7HDfGGy0hXOOn4pGliVmtQ8m5fhCaFgZIR2oDVPxreVJwNwAC5N44pE3ETqJy5QggKAREmwbRqEZQtp+LZrjSR8WjyzKu2y/uTe3bmyGS/GYq8/QYhufh/GwHAJoeVuwX90HUtW9DRWCrg+r/rk1dECDv1qGojuJNDsfH2/AuKE+/qBSwn9uT2jc3pSyZTi7BPK30hPxZlZGRkZE5fjnS2qDZV0t33303/fv3p7Kykk2bNmEymRg3bhy7d+9uz/3JyLSYmBRDcoUyrkdq/EnVhBOKcDSj2AOQXMHMi2mIxWL411Slij2AGLi+2UU0cHiZlZIvjHdhOfsfWUr1c2uoemY1Ff+3nMAWR7sGtysMSlQZxKpCr4RoLEXsAUQqfEmtkcFtTmLB9tlnNCgRqfETqvDi+ibD7+IYeBbtIyY18sG3M/rBORnXdP2yCWxxpF0L7/OeuD+rMjIyMjIybUSzBd+CBQt48MEHyc7Opnv37nzyySdMnz6dCRMmsH379vbco4xMi1CoRdTFmatKmu7Wdq0MdWQEtYigyvy1t3SGKxaJEdzmzLge2us+bLET3uuJz9Id3PIXlKh5eT2So2UCtSWIBjX2C3qhMB4ye6hUYL+4D+55ZRmfGztICCr0yhb8po1XqMNVPsJVPiRP5hsXkieE84sd7H9kKcEtdUiOQMbHRqr8xNpZOEUDESR/mHRNI0q7Ft3A1IgHhUGFcVQBvlXVac+p7mQ6YX9WZWRkZGRk2opm9xj5/X6UyoaHC4LAf/7zH2688UYmTpzI66+/3i4blJFpKQqdEsv0zlRuXQmHXHsKOiW6PllHZV8dAdGswjihCPf3e1LWVCVGRHPLogYEUUDMymyrL5rVcBgX7JIvjOvb9MHtxMCzeB/WmV3bLc9Nlasn98bBhHa7Ce5yocrVo+1hIybECJd70j5HUCmS9mMcW5gS4SD5I8TCEoJKTLR6xqQY4f0eHO9tIVzuBeLtobZzeqAuMiYZr8SkKN7F+/Eu2hc/X20AZb4hY2W7PYWT5AoS3OXCs2AfRKLoh+ai7WNHaW34vhCNaqxndEM/OBf3vDJiwUg8lmFIXtzVNE2lVFAp0A/KXBmUkZGRkZGRaR7NFny9e/dm6dKl9OnTJ+n4k08+CcCsWbPadmcyMoeBMldP9lX9cHywNVEFUncyYTu7B2IbZosdawhKEeOYQojG8PxUTiwcBQG0fexYZ3VrcbacoBAwjiqIC480BSTT5E6IhsNw54xEiTRWuar0EZOiCIr2MyRRWrUorVr0AxvERzQQwTCmMO1cmnFcEd4VlQCou5gxDM9LCMCoP0x4vw/XN7sIV/lR5eowTy1FlW9A8oSpenp1/DOp//oqfFQ9s5q8W4YmOahK7hDueXsT//atrMR2bk+CWxypn4NSgX5oXruIYskdpPadzQS31CWOhfa4EeeXkXPtgGTRZ1Kj65uFpqslHryuVSKIAlG9EtsFPan7eHvCJEe0a7Ff2AvReuL+rMrIyMjIyLQVzRZ8Z511Fm+88QaXXXZZytqTTz5JNBrl6aefbtPNychAvJohuUJEfREEpYDCoEY8tM3uEBRqEW1PO7nXDyLqj4BCQKFXHZ74OEAiay12IGtNd2zFDYgmNaZTSjGMLCAaiCCoRUSjqtX5eKJNg/38XtS+u7mh7VKIm+NoulgOa6+CWkSVbyDorku7ru5kbjJyoD1QaJWYJ5egzNLinrOHqCeMaNFgOqVTPKxcAaaTilHatYimuIiORaL41iTn+gXdIaq2rSbr6v4ENzuSxF4CKYb7h72YJhcjGtUoNEpi4WjS3GTUF8G3qgrb2T1wfrWTqCcMgJilxX5BrzYNUD+YULk3SewltlwTwLukAvPkTilZeod+nym0SvQDc9F0sRD1RhBEAYU+NdZDRkZGRkZGpnU026VTpvXILp2tR/KF8a+qwvnlzsQsmKrAgP3CXkfFdTDiCOD6bje+FZUgxdB0tWA5vSuqXP0xOWsk+SNEPXExrdCI8RD2Flb54IAIdocJV3iJhaOoCo2HJSIPJrjbRdW/V6UcF1QK8m4d2m7Zcc0hFo0huUMgxRCUQqMiJeIIUPHosrSizjS5hMBmRyLW4lCUuXr0g3IQrRp0A7KJ+sJUPL4iJTZCXWLCMKYAZZYu/nkaVAnB2RQRR4DQngOtq/kGtN2siJbM4eexSJSaNzYSWFeTdl20auIxH7Jwk5GRkZGRSeJIa4NjKnhd5vggGogQ9UVAiN/dVzRiVx/c7qTuo21Jx8L7vFQ9u4bcGwejtGWeH2trInUBqp5bg1Tb0GIY3O6k8qmV5N00BFX+sZXtJ7mCOD7eTmBtg2GGqtBA1iV9mhRRsVgMyRkkXO4lXO1HXWBAmatvl/lIVZ4e+6V9qPtga7yySrxylXVBL0Trkfv80yEohGbnFkqecPoKHvEWTdGiJrw37TKiWU3UF8b13W40XcyIFi2micW4vtyZ9LjQHjcRZ5DcXw9KaqdsinCFj6pnVyfeX4gL6uxrBqAuMWVuB402cr9QvpcoIyMjIyPTIZAFn8wRIxaLEan24/x8B4GNtQBoetiwzuyCMkefclEpuUMpF7T1RL1hgrtcR1TwhXa5ksReAimG85tdWKaVEirzIFo0KLN1LQ4wP5JEQxLOr3cliT2AcLmX6hfXkXPtgEarVeF9Xqr/uyYu3A8gWjVkXzMAVXbbVtwUGiW6vlmoi01EfWFQCIgtqFx1FBqLkvOvrSHrsj4E1tWmXdcPzcX5+Q6Ixgjt9aC36zAMjxueeH4qTwgvZZ6erEv7tEjsSZ4QtW9ubBB7ogBSjFg4Ss3L68m9aQjKNLN0glKBYWQ+gQ2Z9pyXtoVa8oWJesPE/BEEnTJeVe4AbdHRqISvro5YLIZap0OjP7Zu4MjIyMjIyGRCFnwyRwzJEaTy36uS2tCCmx1U7nKRe9OQFKEQi0SJVPszni+024VhcG7q67hDxKKx+GxaG4Vdx6Ix/GvSW8cDBLfWEeptx/HeFgAUJjU51/Q/qmHXjRF1h/Atr0y7FqnyI7lCKPQqJHeIiCNALBxFma1DNKqIBiRqXlyXJPYApLogjrc2kXVlvzaZlTwYQSHERccxbOKhMKpRGFRJVbR6BKWA0qbFMrNLXNjVF8cOzEJGqv2Jubz6KqFoVGOeWopxTEF89k2laFVLbtQbJlzlwzSpBHVnM7FABEEjEqkJ4J67B8kVTCv4ANRFRtRdLYS2J0dziFYNhpH5KfOVkbogjve3ENzckLun6WXDdnaPo3qDxFNby9ofvmXll58Q8Lgp6T+ICRddgb2oGKXq2LqxICMjIyMjcyiy4JM5IsSkGN7lFSkzRxDPVPMu3odleuekOThBFFCY1UQzWM0f2kIpeUL4N9bimbMHyR1GXWrCMr0zylw9CvXhuTgKCgFFIxfSCr2SaOggEw13iOoX1pFz/aAOWemLhqRG2/GiIYnAFge1b2wiVv91KcA0qQT94NyM9v+hPW6i3nCbC77jAdGsxn5hL6pfWJf83osC9gt7J0SStredwJY6iMZQZuvwr63GN68i8XB1iSnx/xVqEYVdB/bW7ysWiZF1YW+8S/bjntsQ16HM02M/v1ejge2iWUPWhb0IbKvDu2AfsUgU3YBs1J3NuOfuQTcoF1WuDtGoRvKFU8QeQHCTA8f7W7Bf0AtRf+S/b7x1Dj574iH2rl+bOLZz5TJ2r1nFRQ88TH7X7kd8TzIyMjIyMm1Ji10mfvzxRyKR1Iv2SCTCjz/+2Cabkjn+iAYjBDc5Mq4HNjmIBpK/rxQmNebJndI+XlAp0Ha3Jf4t+cI4P99B3btbiNQEiIUkglvqqHxqJaE97jb5Ggwj8zOu6Yfm4V+dXAGU6oIZxerRRqER4617hyIKaHpYUehV1LyyvkHsAUTB/f0ewvs8KBvJ3ss0p3aiIygE1J3N5N06FOOEIjTdrRgnFpN36zA0pWYEQUChUaLK0aMqMuD5qYyal9bhW9og9gyjC1CY2lYUKQxKfGuqCRzy8xmp8FH38TZEU+M3LESzBsOQPGwX90Y/LI/g1jqqn12Dd/F+qp9djfOLHUieEFFPOEXs1RPc5Ehb+TwS1O3flyT26olKEea+9Bx+T9v8/pCRkZGRkTlatFjwnXzyydTWps5sOJ1OTj755DbZlMyxRTQsxYOkG6kYCUoFCkPmgrLCoIRD2r8EQUDXPwvDuEIQDn6siuxrBiBaNEieEBFXEMmVoUUxBnUfbo07KR4mSpsW86mdU45rulpQ5eoJ7XKlrElH6SK2KRRGNYYRyQLWMLqArEv7oO2bhW/pfsig29xz96Iflpd2TVApGjXhOdFRqERUuXosp3Uh6/K+WKZ3RpWjS3F4VRcaybq0L5qeNhR6ZbzadmEvzKd0avN5t5iUuV05Uu0n6m/6ezgmRfEtqcD56XaCh7R3+pZVEqkJEA2m3ig8mENv+Bwptq9YknGtbOM6Qn7fEdyNjIyMjIxM29PiK7NYLIaQxn2gpqYGg6FjzivJtA+SL0ykwod73l6injDaXjb0Q/IQbZqU7xGFWsQ4oZjAxvR3+E0nFaedtxONaixTSzGOKURyBBA0IqJZg6AA7/IKPPPKUOiV6PpldoeMVPmJBiKHbfKh0Ckxji5A1zcL/7oaooEIut52Qvu81L6z6aAHEne5jHFETWVagkItYp7ciVhYwre8EsOoAhQ6JTUvrUc/NLfRi+9IXRBVoTHtmmlSSZtXoI5HBIWA0EibsUIloi4yknVRb6JBCUEUWhWX0RxiTbT3ZmrfPZioN4x3yf6M697F+zBNK230HG0R4dEaNI383RJVKgTh2ItbkZGRkZGROZhm/4U9++yzgXjV5corr0SjaWjzkSSJ1atXM3bs2LbfoUyHJOoP45lXhntOw8xPaLcb9/xycq8fhCpXn/IcVb4B4/hCPPPLk47rR+QnzSUdikKrRKFVJkxdJHeI2nc3EdxUB8SDvxu1QATIZCvfQhJ7OfD1RSNRAlscEIlfMBvHFaLpYSNc7kFQKUCIVy6O1sVsY4hmNdZZ3TBP7kQ0EKHyiZVAvKqj6W4lsD69+6KqwICqwIBpSic888uIBSUURhXmKZ3QDcxBoTq8eUmZBuq/39r1NTTKhDNnOprj+BmLAY3M+sXCURRaJZruFoJbnSnrmh5WFEdp7rPbsFHMe+3FtGv9TpqC3mw5shuSkZGRkZFpY5p9JWGxxP/oxWIxTCYTOl2Do6JarWb06NFce+21bb9DmQ6J5A4nib16YoEI3pWVGEfmI2iUSVU70aDCNLkThuH5+DfWggi63lkttmWP1AYSYg/i7p/KbF1c1KWpVNTPpLUHCqUC49jCeEueUoFU7afmxXWJdefnOzBPK8UwquCoGFI0hUKjRKFR4vxqZ+JYaLcb0+ROCBoxEXZ/MJZppSgtGsyTSzCMyCMWiSGoFIgmdea8NpkOi8KowjAqH++CfSlrqkIDornpyqJCr0LbLwvfkoq06/pheYhaJbZze+J4d3OS6NP0sGI7p+dR+/kw2rI4+cpfMufFZ5OO2woKGXXW+SjVskunjIyMjMyxTbMF3wsvvABA586dufPOO+X2zROcwJbU1kxlrh7r6V3xb6ih+oV1KLRKTCcVoS41J9rRRL0KUa9C0CuJ1AQIbHIgWjWoi4zxVs10RiKH4FtdlXLM+/P+uKX9p9sbLO2JX8xaZ3Vrs3iGdIhGNaaJxQQ2O3B9viN5MQaur3ah6WpFLO14gq+eqC95Tsv19U7sF/bC+eVOIhXxGSaFUYX1zO6oCuI/+4KoaFHem0zHRKEWMU8qIRaO4VvWMLup7mrBfl7PZrVCK1QKTJNKCKyrSYnrUJUYURXGv2eUVi1ZF/dB8oQTlW+FUXVUb4Zo9Hr6TZxCp36DWD/vezyOWnqOGkde1+6YsrKP2r5kZGRkZGTaCiEWi2Ue3pBpE1wuFxaLBafTidlsPtrbaRPc8/bi/KxB3AhqkaxL+1DzxsaU6AXd4BysZ3RLWPVHHAGqX1hHpNKX9Pzsa/rHw7U9ISRvmFgoimhUoTCq4m1nB3B+uQP33L0pe9INzkE/OJfgtjokRwBNLzva7tYjMkcn+SPUvLSO0M5U4xYA7YBs7Of37LDtjoEtDqr/l+xUKNo0GMcWoso3oDCoUBwIO5ereMcn0aBE1BMi6o/n8CkMLRNisVgMqTaAe345/nXVKFQKDGMK0Q/IRmwimiQWkZC8EWKRaHxe0dS8mz8yMjIyMjLHIkdaG7S47FFRUcGdd97Jd999R2VlJYfqRUlKbQGTOf7Q9LABDYJPPyQXz6J9aXP2/CurMI0vQjSoiAYi1H26PUnsQdw4ovr5teT+ejDVL61DqgnEFxQCxrEFmCaVJKqEuoE5aQWff2UVglrEOqtb3BSjEWESi8WQ6oKEdrsJlbtRFRjRlJoRramGM80iEk0EY6cj6gzG5/w6aJFPmadHVWggXO5NHJMcQZxf7iT3xsGoC9KbtHQ0YtEYCLTuMzzBUWhEFBpd0w/MgCAIKLN0WGZ2wXRycTxmwqhq8rOI1AWRnMED7p4xVIVGwvu8qEtMGY1qYrEYsVgMhUI2VJGRkZGRkWmKFgu+K6+8kt27d3PfffdRUFAgX1idoIhmNfpR+fgWx535NN0s1L65MePj/WurURebkLxhAutr0j4mFpAI7XUnt4RFY3jmlyNaNBjHFSEoBESrBuOEIjzzypL3ZNFgnlSCQtn0RWBkv4/KZ1cnCVRBpyTnlwNaJW4ErRJ1VwuRan/adU0PW6OujEcbpVlD1hX98C7aFxfuwQiaHjYsp3ZOa8DT0ZBcQUJlHnzLKxHUCgwjC1Bm6+QA+KOAQqlAYW68oldPxBXEs6gczyE3cAyjC0AQ0HSzolA1/DwHPG7qKvaz+tsv8Xtc9B47kYKevTHLrZcyMjIyMjIZabHgmz9/PvPmzWPw4MHtsB2ZYwVRr8IytRRdbzvuuXsP5IgJJA3QJXHgxkAkmvkhQNQTRqEVkQ6pFLrn7kU3MAelRYOoV2E6uQRdvyw8C/cR9YXRDcxB28ParJkyyR2i5tX1KdXImD9Czcvryb1+EGIzL1jrUagUmCYUxbMAI8luhYJGxDAst8O3qCktGsyndIpfbMdAoRU7pLvooUScQWpeXk+4zJM45ltWiX5kPpbpnWXR14GJVPlTxB6Ad9E+1CXx9m7FgZbsgMfN0k8/ZPEHbyUet/XnhdgKijj91rvRGoyYc3KP2N5lZGRkZGSOFVp8NVdSUpLSxilzYiIa1ej6ZKHubCYWiaIbkI1/VaqhCoBuQPwOvKBRojCoiGYIJFdm69LmfkW94SQhJepViJ0tqItN8dauFszGSZ4wkfqW0UPXHPEQ93Clj0hNAFWuHjFLi7IZAlBp05L7q4E4PtxKeG9cfKi7mLGd2R3xGDE3EUQFyibmrToSsWgM34rKJLFXj+/n/RiG5cmCr4MSDUl45pdlXPctr0BV0lBtd1VXJYm9ehz7ylj59WdIkQijZp+HvbC4XfYrIyMjIyNzrNLiAYjHHnuMe+65h507d7bDdmSORUSdCqVJg3lqadosLf2IPETrAZdOsxrz9PQBzJruFsKVvrR5YAqDCtK0agpKRcuNUCKZ88IgPlNU/d+11H2wlapnVlP9zGoitelbNQ/di7rYRPZV/cm7czh5vxlO1mV9UeUbZKOTdkLyhPAuTo0TqMezsDw+13eYxKIxIs4goX0ewhVeJHfTYeQyjROLRBt9HyV3OGlkYONPP2Z87MaffqS0/yC+++9/CHhSxb+MjIyMjMyJTIsrfBdccAE+n49u3bqh1+tRqZIv8Gtr04c1yxz/qLJ15N4wGN/KSvzra1DolZjGF6EqNCWqLIJCQNc/G0FU4PxqJ1FXCEGlQD8iH9P4IiqfXZX23KbJJc2yh28OCkMjQdOikNJ6GakJUPvWJrKu6Ncs10LRoJKrSkcIIRYP9c5ELCjFsxkPQ3BHgxECW+uo+2BrwphHmavHfkFPVAVGWcy3EoVGRNvNmqiGH4q6kwmFvuFPVMjvS/s4gEgoiKhUsnvdKvweN1rjsWEyJCMjIyMjcyRoseB77LHH2mEbMscLSrsW06QSDKMLEEQFCk1q9U3Uq9APzUXT3UosHLdhV5jUKJQKcq7qT82rG4hUHaioiQLG8UXoB+W02YW14kBunvv71OB446gC/GuqU46HdrmJesIdMjz9REbQq9D2ycK3ZH/adf3Q3APzpa0nXOGj9pUNSccilT6qnllN3q1DUdpb72x5IiOICgwj8/Es3EcsdIi7szI+EysaGm7y9Bw9jlXffJ72XJ0HDaVsc9w0KialOgXLyMjIyMicyLRY8F1xxRXtsQ+Z4whBITQpjARBSDsrpsozkPPLgUQ9YWKRKAqDEoVRjaINHS4VahHjuCJEmxb3N7uQXCEUZnU8fDoaw/Pp9rTPi4XlyJGOhkKlwDSxGP+aKmKB5M9Hma9H3enwsm0kfwTX17vSrsVCUXyrqjGfXHJYr3EiI9q05F4/CMcHWwjtdgOgKjZim90dZXaykM4qKqGodz/KNq5LOq5Uaxhy6hl89vhD2AoKUes7VnUv5PcR9HkBAb3ZgqiSbxrJyMjIyBxZWmXBt23bNl544QW2bdvG448/Tm5uLl988QWdOnWiX79+bb1HmRMM0aRus/bNjK9hUGEYnoeul41YJAZKgVgkSsVDS9M/QSmg0HV8x8oTEaVdS+6NQ3DP3YN/XQ2CUoFhVD6GEfmHbUATC0mE93kzrod2OolGipoVBSKTiqAQUBUYyLqyH1F/JO4Oq1OmbYk22OycfsvdbPhpLiu+/ISQ30en/oMZOGU6P739KiG/n1l3/A6jzXYUvpJUopKEY18Z8998me3Ll6JUqxkwZTrDTpuFKTvnaG9PRkZGRuYEQoi10HLzhx9+4LTTTmPcuHH8+OOPbNiwga5du/L3v/+dpUuX8u6777bXXo9ZXC4XFosFp9OJ2Xx4FYcjTTQsJXLxFAbVMXFhG4vGkJzxUPVwhQ91sQFVoQmltfGLf8kfpu7DrfhXpbZ0miYVY5rSKWEQI7lDSM4g4QofokUdz3yztDK0XaZNiIYkov4IggAKg7pNYjAkb5jq59emdQEFME4ownJaF3mO7wgSi0ZxVlfhd9axbdli1nz/DTmlnRl/4eVkFZeg0nQMR9zasj288ttbiQSDScfthcWc+/sHMMnZgTIyMjInLEdaG7S4ZHHPPffwwAMPcPvtt2MymRLHJ0+ezJNPPtmmm5M5esRiMSI1Adzf747PtCkE9ENyMU0sRmnrGBdU6YjFYoTLPVQ9tyZu2HEAhUlFzrUDGw0RF3UqrDO7IZo1eBfti88XakVME0swjMhLiL1IXZCaV9cnmU0oDCqyr+6PqsAgi76jhEIttmnrL8QrweZTOlHz0vrURQEMI/JlsXeEERQKrLl5WHPzMOfkMmjqDFRaHVqD4WhvLUEoEGDhu2+miD2A2vK97Nu6SRZ8MjIyMjJHjBYLvjVr1vD666+nHM/NzaW6OrUyInNsIjkCVP17ZaK6B/Ew5MCGWnKuH9isgPOjQdQVovql9UliDyDqDlP75kayf9Ef0Zi5XTQeG9EZ49jCuOBTKRDNagQxXtmMBiPUfbY9xVkweqASlHvj4A773si0DnUnM6ZTOuH+fjccMAQV1ArsF/ZGtLVPZmE0ECHqCxOTQKEV273F+VjFYG2b9s1YNIrXWUcsGkWjN6DWHZ4RT9DrYcfKDO3hwMb5P9B9xBgUio7fMSEjIyMjc+zTYsFntVrZt28fXbp0STq+YsUKioqK2mxjMkePmBTFs2h/ktirR3IGCWyojbtwdsBKluQOEc2Q7RUu9xL1hhsVfAAKpQJFhiqm5AkTWJv+xkbUEyZSG5AF33GGaFBhmlCEYUgu4Ro/glKB0qZNuhHQlkRqA9R9sZ3AuhqIgjJHh/XMbqhLTCg08hxpW+Nx1LLxpx9Y/sXHBL1eSgcOZux5l2IrKERUtu79FhQK1DrdAbOWVHQmc4f8/Xms4Xe7cNdUs335EhSiSNehIzDa7GiNpqafLCMjI3MC0eK/ZhdeeCF3330377zzDoIgEI1G+emnn7jzzju5/PLL22OPMkeYqC9CYH1NxnXfqir0Q3IRtO1/8Sm5Q0S9YWLhaHyG0KhqtG0vGmzcSTPWROh6k4Sj0MjUayaxeSwgecNE/WFAQNQrUcgRFAkUGiUKjRJlVvtGMEScQaqeW43kaGgFjFT5qf7fWnKuG4ims6VdX/9I4HPW4ajYx4Yf5xAjRt/xJ2MrKERvsR7xvXjrHHz+r4fZs3514tiWxQvYvnwJl/z1UXJKuzTy7MwYLFYGn3o68157Me36gCnTZcF3mHjr6vjxtedZ/+P3iWPzXn+REbPOZcSss9GZjq15eRkZGZn2pMVX7H/729+44YYbKCkpQZIk+vbtiyRJXHzxxfz+979vjz3KHGkUAkKa/LzEslY8rCDr5hKu8FLz2kYilQcCl0UB04RijOMLM1bpRIsGBNKKMkGlOGwRI2hEBK2YEgFQjzIn84xgRyUWiRLe78XxwdaEOYm61ITtrB4oc/XyjNoRJLTXnST2EsTA+fkOsq7s16wsyFgkGjcWqgsSi8ZQ2jRtHm/SGrx1Dua8+CybFs5LHFv9zRf0GDWWKb+4vs1aNJuLY395ktirRwqHmfvK/5h122/RtGI2UFAo6Dv+ZLYtWUz55uQMx5Gzz8Oal9/qPcvEKdu0Pkns1bPk43fpOnQExX1kx3AZGRmZelos+NRqNc899xz33Xcfa9euxePxMGTIEHr06NEe+5M5CogGFcbxhTje2px23TiuqN0vHCN1AaqeW0PUE244KMVwz92DwqzGOLogrRARjSoMo/LxLkoN4jaf0gnRdHiCTzSrMU/uhPPzHSlr6i5mRPOxN2sVcQSofHo1HFT9DO1yU/mfVeTdPKTdq1oyDQQ3OTKuhfa44wHlTQi+aEgisMmB451NxEIHPlNRwDKjC/qhuYi6o1e53b9tc5LYq2fL4gX0GTeJHqPGJh33e9yEAwEEQUBvtSGKTf/eCfl9eJ11BL1e1DoderMlY4vf1iWLMp5n95qVBP2+Vgk+AKM9izNu/y01ZXvYtGAeGp2OPhNOxpydi9bYsbICjzUCHjdLP3kv4/qyzz4kv1t3lOr2mbGVkZGROdZodU9ep06d6NSpU1vuRaYDoe1mQ9PLSnBTXdJx/dBcVAXt74YXLvcmi72DcH+/G12/rLQZawqtEvOUUpR2He4f9sZn9ixqzFM7o+1jR1AenlAVRAX6YbkggOv7PcT8kbiD6eAcLNM7Nzkf2NGIRqJ45pUlib16YkEJ79IKzKd0apdZNZlUxEYccBV6FTSjDVCqDVD7+obkKrcUw/nJdlT5BsRu1sPfaCsI+nws++zDjOvLPvuQkv6D0BoMhINBavbsYs7L/6V803o0egODp89k8LSZGO1ZGc/hcdTy4+svsHHeD8Ri8e/pTv0HM/36mzFn56Y8XtOIOYtSpT7stkujzY7RZqe0/6DDOo9MMlIkgt/tzrjudzmRIhFZ8MnIyMgcoMWCT5IkXnzxRb777jsqKyuJRpMvFL//PrXFQubYQzSrsZ/bi3C1H9/ySgQR9EPzUNq1R0TUhMvT555B3BwlnUCpRzSpMY4vQjcoB6QoiAecNttoZkY0qDGOLUI3IJtYUEJQiU3OFnZUYoEIwR3OjOvBrXVETypG1MmC70ig65+F6+udaVuSjROKmnTrjElRPAvKM86Zur/fjbrQiEJ35M1fYlGJkN+fcT0U8BOV4q3S1bt38MYf7iJ24O9L0Odl8Qdvs3vtas688960rZ+hgJ+f3nyFDT/OSTq+e+1KPn3sIWb/5vcpc4I9Ro1jwTuprtMAfSdOkefAOigag4HOA4ewcn952vWuw0ei1sqdCTIyMjL1tPiv/i233MKLL77IzJkz6d+/vzx4fhwjmtSIJjXaLkfeKELZSBVRYVBBEwHwgkJIWwFsKwRROC7cOAWlAtGkJlKV/kJcYVYjKOWf8SOFaNFgv6g3tW9ugmiDatP0tmEYmtfkPGUsEiWc4bOEuANoLByFI3wt7HM5Cfi8dBs+mortW9M+pseocWgNBvxuF9+/8GxC7B3Mvi0bcewvTyv4fHV1rPvxu7Tn3rdlI15nXYrgM9mzGHfhZfz05itJx615BYyafR5K9bFVsT9RUKrUDJ1xJut++I5wMJC0pjOZ6TVmAoIceSEjIyOToMWC78033+Ttt99mxowZ7bEfGRmAeBVCr0wbDWGaVCznkrURCq0S06QSgtvTV/lMJxUnAudl2h+FWkTbx07+HcMI7nYT9YXRdLYgWtTNqqwLShF1JyOhDFVbVYGhUUOm9sBVXcXnTzxM2cZ1nHXPHzFYbXjrkmcV9RYrvcdOIOj3EQ4E2L8t/fwwwM6VyynunWrIEfT70orEejy1NeR06px0TGMwMnjqTLoOHs6a77/GW+eg19iTKOzZu8MEo/vdLrx1DvasX4OntpYuQ4Zhyy884gY3HQ1LXh4X//UR5r78X3atXoEgKOg+YhQTLr4SS07e0d6ejIyMTIeiVaYt3bt3b4+9yMgkEK0asq8dSM0r65FqD9zBVYBxbGE8EqKVzpHRA62giiYqhCcSqiIjxpOK8fy4t+GgAOZppShz5LaoI41CJaLI0rXKLEcQBQwjCvD8VA6RQ/o6BTBPKUVxBAVfwOflu+f/Q9nGdQB897//cOqvb2PD/LlsWbyAGDF6jBhD35Mm8/6Df8RgtzP12hux5Rfh2F+W9pw6U3oDFrVOhyAoErN7h5JJIGmNRrRGI1Ouvp5oNNqhwtB9TieO/WXsXb8Wj6OWnE6d8dTWsPrbLznpkqsw2uxJj4/FYngcNQQ8HhSiiM5kRm8+9qM80qFQiGSXlHL6rfcQ9HpAAJ3RjLqRuUwZGRmZExUhFos1kiqWyiOPPML27dt58skn5XbOZuJyubBYLDidTsxmeSakJUiuIJInnsMnGg/k8LUifFpyhwjv8+BZtA+kGPqR+WhKTIhmeagfIOoPI3nChHa6QAB1Z0v8/T4CWYsybUM0LMXjQhQCkVo/tW9sStwsUZhU2M7ugaabtUWzpqFAgJDPgyAqMbQiJ8+xr4znb/sVHPRnRlQqGXraLHqMHo+jfC87V69g86L5SOG4SZPRnsWMm37D23+6J/WEgsBVjz6NvbAoda9+H1898wSb07iA5pR24Zzf/QWDteVfw9FCikTYs241H/7zL4n3BsCUncO0X96E3+Oiz7hJieMhv5/da1fy7f/+g9dRC8S/7tNuuJ3sklK5xVFGRkamA3GktUGLr+bmz5/PnDlz+OKLL+jXrx8qVbLF9/vvv99mm5OREc2awxZlkjtI7XtbCG5saCMLbHKg6mQk65K+7Trrd6yg0KlQ6FSojsEcwROdWEQiUhPAPXcPwV3uuCvtyZ3IuXYA0aAEsRgKvapFxkWRSATn/nIWvvsGu9etRmcyMfz0s+g6dGSLWgnDgUCS2IO4kDHas/n8iYepS2O64amtIeBxUTJgMHvWrExam37dzRjt9pTnAKh1eiZdfg3hQIAdK5Ykjud26cas2397TIk9iL8PHz/6YJLYA3BXV7Hkk/foPGgYPpczUcGr3rOTjx7+a9Jjq3bt4K0/3sNl//gXlly5zVFGRkbmRKXFgs9qtXLWWWe1x15kZJKIRaJI3jDEYghqsVmB0+kI7fUkib16wrs9BDbWYhxVcLhbBUDyhwEB8Sg4IMq0HzEpHmIe9YYRRAUKvbJDVYZDez1UPbsmYfIi1Qao3rEW0+ROmE4qalWVtnbPLl6/786E2PC7nHz9zBN0HzGGqb+8sdltgmq9HoUoJtw36zHY7WnFXj3lmzdyxs2/Yf+OrWxf9jMGq50eo8Zismc36r5osmcx48bb8bmc+FxOtAYjerMlxazlWKC2fC/hQHoDnt1rVjFs5uzEzGLA42H+Gy+nfWzQ52Xb0sUMnTGr3fYqIyMjI9OxafGVwAsvvNAe+5CRSSLiDOKZX4Z38T5ioSjqzmasp3dFmadvkYlINCTFbeoz4F20D13/bERD68OoI84ggc0OfEv2gyBgGJmPprtVrhweB0T9Yfzra6n7dHs8cxEQ7VqyLuqNqtCIIB7dtnbJHcLx3pYkR8963HN2Yxia22LB5/e4+f7FZ1MqSwBblyxk1NnnN1vwGaw2+k+exupvvkg6Hg740ZnM+N2utM+zFxajM1voMmgYXQYNa9H+tUYTWqMJe2Fxi57XlnjrHDj2l7NjxVJ0JjNdh47AYLOj0TW/gh70Zo6mARCVKjSGeIB7OBigcuf2jI/ds241g6fPQCG27HvBU1tD1e6dbPl5ITqTmT7jJ2LKykajb/8sVhkZGRmZtqPVpYiqqio2bdoEQK9evcjJyWmzTcmc2ERcQWpeXEd4nzdxLLTTReW/V5L768Goi9ObNqQlGiN2qHnFQcQi0ZSWsxbt1Rmk5sW1hPf5Gva6y4WqyEjW5XK76LFOqNyL451kx0ipNkDVs6vJu3VoWmOVWDRGLBxFUArtHlgf9UcyRmoQg1CZB2V20yYWsWgUb52DaDSKFA4nTFbSsWPFMvK79mjW/lQaLWPOuQhBULDmu6+IShEQBOoqKhh2+lnMf+OllOcoVWpK+g1s1vk7Ip7aGj59/B+UbVyfOPbDK//jlGt+Te9xk9Domyf6sg9xFD0YvcWKOTsX5YGRClGpxJSVTdDnTft4e3FJi8Weu6aK9//xZ6p37Ugc+/nDt5l42TUMmDxVFn0yMjIyxxAtFnxer5ebbrqJl19+ORG6Looil19+OU888QT6Zv4xk5HJRKTClyT2EkSh7rPtZF3Wt9ntnQqtEsOw3Iw29fpBOSh0ra/uBTbUJIm9esJlHoLb61AOkedmjlUkXzgegp6GWDiKb2015oklDcekGFJdAO+yCkK7XCiz9RjGFKC0aVplNNQsmiowNsPN1lvnYNPCefz84Tt46xzMvvv+tG2Y9ag0LbuJYbTZmXjpVQw//SxCPi8qrQ69xUIkFKJm7242zGsIStfoDcy+6w8dJhKhpUQliTXff5Uk9ur59r//prhPfzT6Ts06l8Fqo8eocWxZ/FPK2kmXXIUlJzfxb73FyphzL+KT//t7ymMFQUG/k6a04KsAKRxm2RefJIm9en545b90HjRUFnwyMjIyxxAtvgq5/fbb+eGHH/jkk08YN24cEDdyufnmm7njjjv4z3/+0+ablDmx8G+oybgW2uEiFpKgBfN8mu42lDm6lEqIaFajH5bX6rY8yRvG+/P+jOveRfvR9c5CIc/0HZPEwlHCFalivp7QLjcxKZqo4oX3eah6ZnU82BwIbnPi/Xkf9gt7o+1rb5c8Q4VeiarQQLg8zQ0ShYC6sPGL8oDHw7zXX2TdDw2B5duWLqLrsJFs/Xlh2ud0GTK8xftUabRY8/KTjmn0BiZf+UtGnXU+tWV70RgMWPPyMdqyUIhHLjrCU1tDJBxGVCox2GwoFK1/bZ+zjhVffppxfeNPPzDugsuadS6dycyUq64jt3MXln32EQGPG1tBESddchXFffujUCb/XinuO4ARZ57L0o/fT0RTKDUaZt58F6bslnXg+FxO1nz7Rcb1zYvmkV1ySYvOKSMjIyNz9Gjxleh7773Hu+++y6RJkxLHZsyYgU6n4/zzz5cFn8xh01jAtKARoYVxIEqrhuyrB+BbUYl3yX6IxtAPzsEwqgClTXu4222UdM2i0UAEyRMitMeDIAqoiozxCIT2qgLJtApBqUBp16YXU4CqQJ8Qe5I7RO1bmxJiL0EMHO9uJu/2YShsbS9iRIMa27k9qXp6FbFQ8mtbZ3VDYWo8rN3rdCSJPYCN839g1h2/Y//WzXhqk2++jL/oipTst8Ohft4uq6ik6Qe3MX63ix0rljL/zVdw11ShM5kZMesc+p40udWh5rFYjEAjs3eHBs43hcFmZ+SZ59Fv4ilEJQmlWp1xb3qzhVGzz2fA5GnUlu1FqVZjzS/AaLUjqlrWxRCLxQgFAhnXM81eysjIyMh0TFp8henz+cjLS21Ty83NxefLfDdcRqa56Ppn4/p6V9o1w+h8RGPLWzCVVg2micUYhuURI4ZoUB32fJVCr8QwPJ+6j7el3+vI/BTHTskbxvNTGe45exrUoACW07tiGJp3QlYDJX+YWCiKIAqNiv0jjWhQYZ5aSs1Lqe15iAL6IQ0tdVFfOOMsXSwcJVLjb7ebC6p8A3m3DMW7rILgdieiVYNpfBHKbF2TmXvVe1J/zsLBAF8/+wRTfvErvM46ti1djMFqZ/C0GVhy8494K5/P5STo9SIohLhAPGBUcjhIkQjr581h7kvPJY753S5+fO0FaveVMfHSX7TqdVRaLSV9B7B77aq0691HjG7xORWi2OwWV41ej0avx5Zf2OLXORi1Tken/oPYfUgsRj3dR4w5rPPLyMjIyBxZWnzFO2bMGO6//34CB9398/v9/OlPf2LMGPmPgMzhI5rVWM/qnnJcVWjANLao1UJNUAiIZjVKs6ZNzDQEQUDbNwtlburcqqrQgKa7NeV4uMyD+/s9yaW/GDg/2U64OoP5xnFKNBghuNtF7SsbqHh0GVXPrsG3qpKIN0Sk1o936X7qPtuOb00VEUfmakN7ou5kxnxqZzio7VehV5J9ZT+U1oZZtlg0zZMPIia13hioKQSFgDJLh3lKKdlX9sN2bk/UxaYm3TnDoSAqTXoR6q6u4qOH/0qXQcOYdce9TP3lDeR17Y7WePhiq7lEwiEqdmxn8Qdv8/WzT/D8rdfxyf/9nZqyPcQOw2gJwOuo5ae3Xk27tnbON/hc6Wd+m0JrMHLSpVelDTm3FxaT07lbq857pNEajEy89BdpjV7yunQnq7h5c4gyMjIyMh2DFpcTHn/8caZPn05xcTGDBg0CYNWqVWi1Wr766qs236DMiYdCq0Q/OAdNFwv+dTVInhC6Plkoc3UdKv8M6ttF+xPYUIN3SQUI8cqerpcd8RCHTskfwTV3T8ZzeebtRXVeLxSq9nV27CgEtzupeXl9QvxGKn245+7FolNR88r6pPZIhVFFzi8HokojrtsT0aDCOLYQ/cBsJGcIlApEkxrRpE6a/Yxn86mRXKHUkygEVDlNO2U2B8kdIuqPgEKIv+ZBs6yCKCA004kxKknsWbsGKRJCpdWlzXsr6t0PlU5HTJJw1VYT8vlQqjUICoHyzRvRGo1kd+qMwZaFUtn2lWlXVSVlG9bicznJ69KNEWeczbofvuPNP9zFpQ8+dlhB4gGPO2PGHbEYrqpK7AVFrTp3VlEnLv7Lw8x5+TnKN21AqVLTd9IURs0+H5M9q9V7PtJkFZVwyYOP8uNrL7J7zUo0Oj2Dps1k0LTTmmzrjUWjeBy1uGuqCfl9WHLz0VssstGLjIyMzFFCiLXiVqnP5+O1115j48aNAPTp04dLLrkEna5tLmqON1wuFxaLBafTidlsPtrbkWknJG8YBDI6iEruEFVPryJSk75apS41k31lv2OurTMWiYJCQGiGI2Q9EWeQqn+vjIuog7Bf0Iu6T7cT9aZmwKkKDWRf3R/R0HHaPuuJxWIENjuoeXFdyuCmeXopxrGFhzWjGQ1LhPd6cLy/JdE6qu5kwnZ2D5S5+ha99wCu6ipevutGsotLGTRtBl/++7F4ZMIBDDY7F9z/ICqtjgXvvM66ud/EXTsFgW5DRzBgyql8+vg/IAazf3MfxX36tXhOrDEc+8p5+8+/TZ4hFASmXHUdO1Yup6T/QIbNOBOhhfO89dSU7eHF26/PuH7xA49Q0KNXq85dj9/tIhTwIwgK9GYLSnXH+75tDgGvNy6OBQG9xYrYhKFOVJLYv20zHz70l4ZZP0Fg0CmnMubcSzBYre2/aRkZGZkOzpHWBq26AtHr9Vx77bVtvRcZmWOapsLbBa2IurM5o+DTdLUgNDFz1ZGI1AUIbnPiX1ONwqDEOLoQMUvbrMiMmD+SIvYQBRCFtGIPIFzuJeqNdEjBJwgCmi4Wcm8aguvbXYTLPIg2LebJnVAVGw/bkCdSHaDqudVwUOtoaLebyqdXkXfzUJT2ls0H+uocBL1eyjatR6lWc+Zvfs/+rZtw11STU9qFzgOHYrBlMffl51jz3UGdG7EY25b9TCjgZ+SZ57Hg7Vf54B9/5MpHn05x4WwtQZ+XuS8/l2IYQyzGnJeeY9Yd97Liy08YdMppLY6IqEdnspDXrQcV27akrOktVoxtUInTmczoTMf+DT6twYDW0PzKnLumince+D2RYLDhYCzGqm++wF5UwpDpp6dteZWRkZGRaT9adRWyadMmnnjiCTZs2ADEK3w33ngjvXv3btPNycgcTyhUIqaTivGtrIJDZroEtQLD8NZHRBxpIo54+LjkaLio8y2rxHRyCcaTilPMalJI83UKSkU8cqMRYpEmhuWOIgq1iLrQiP2CXkSDEoJS0ey8yMaIBiVc3+9KEnv1xAISvtVVmCYWt6jaFY02vM+71qxk15qV5HXtjs5sYe/6tRT16ouvzsHaOd+kff6edWsYfvrZQNwAZc+61W0m+PxuN9tXLE2/b0mibn85uZ27IR5GG6nebGbGjXfyzp9/h8fRICxVWh1n3fWHNnUiPdHYs25Nstg7iMUfvE2PUePatbU1Eg7hddRSvnkTPqeDwp59MOfkyZVFGRmZE5pWxTJceOGFDB8+PGHSsmjRIgYMGMCbb77JOeec0+ablJE5XlBm6cj55cB4a96BjDdVsRHb2T0QW+jiGIvGkFwhor4wgkJAYVAhNmHD3xZEw1Fc3+9JEnv1uOfsQTcop0nBp9CrUBUbCe9tsLCPBSUURnU8TDxNo7mgEY+JdleFRtmmERvRYITQLnfG9eDWOoxjC1tUHTbY7CjVGiKhhs+wYvtWIB6VoDNb8LucxKKZBbbf7Uqco65iH36PG63B2Oo2y3qikgSNTBqE/H76Tpx82Fl99sIiLv7rw1Tu3M7+bVuwF5ZQ2LM3puxsuQJ1GFSXZZ5T9jnr4p9vOxEJhdizbjUfPfwAUqShRbmodz9m3nLXMTVDKSMjI9OWtPiq5K677uK3v/0tf/7zn5OO33///dx1112y4JORaQRBqUBTaibn2gFx8w3i4qepdtBDiQYjBLbUUffhVqKeMChA28uO5dTOKHNaPtPVotf2hvGtqMi47l9TjTq/8RYw0aDCfm5PKp9ZTczfcGEW3OzAMCI/baC9eXpnRHPHa+dsbwRRgWhWE01nCAOINk2LK8MGq42Tr7iWb557MmXtlGt+jdFmRwqnf716tAYjkQOPsRcW89E//0KvsSfRY8SYw2qJVOv02AqKcOwrS7te0n9Qm124m7JyMGXl0G3YqDY5nwwUdu/Fsgxrlrx8RGXbzXoeisdRw4f/fCBpHhWgbOM6ln36IRMuurxNZ01lZGRkjhVafBtz3759XH755SnHL730Uvbt29cmm5KROd4RjWpUOXpUOfoWiz2A8H4fta9uIOoJYxhdQNbl/VAXm/CvqSZc4UXyR5o+SauJpbSkJq020ZZZjzJPT95NQ7Ce2Q1t36x4TuLoAkyndMJyRlcUB/IWRbsW+8W90Q/OaZM4jWMN0aDCfHLmYHLjmMIWvy9KlZqeY8ZzwR//Tqf+gzFl5dB58DAufuAROg8ehkIU0ZutdB06Iu3zs0tKcVZVQCyGNa8AQaGgbON6vn/+aT59/CE8jtoW7Sfp67HZmHL19ZCmUthj1FiseUc+C7A5eJ11uGuqWhyu3tb4nHXUlu2hZu+eo7KX/O490FusadcmXHQlRlvrQu2bIhIK4qyqJKe0c9r11d9+gddZ1y6vLSMjI9PRaXGFb9KkScybN4/u3ZNz0ubPn8+ECRPabGMyMjLpkfwRXF/vBMA0pROxQCTuDnkA17e7MYwrxDi6AIVO2eZh5gqtEk1PG8FN6S8mdf2bFxItCAJKuxbjmEIMo/KT2uiMYwrj54nG4rNwR6BVtSOj7mzBOL4Qz/zyhoMKsM7u0WLDlnq0BiPFffpzxh2/JRKMZ/Jp9A2xFxqDgSlX/5qg92HKNjV8f2WVlDLxsqv58t+P0XXoCIacegZfPPVoYr1s4zqq9+w6rDm4gh69uejP/+TH115g35ZN6C0WRsw6h15jJmCwNi4YPI5aAp54C6zWaG43gVFPwONm78Z1zHv9JWrL92LNzWfMeRdT2Ksv0XAYpUaD0WY/7BbUppAiEap27eCrpx+nevdOIF55nXbdTeR164FSdWR+hszZuVxw/4N89sTDVO7YBsSrthMuuoJOAwa1+ev5XE6qd+9k+RefEPJ76T5iNKPPvoDvnn86yfgnHAy0azupjIyMTEemxbEMTz/9NH/4wx84//zzGT16NBCf4XvnnXf405/+RGFhYeKxs2bNatvdHqPIsQwybUnEGaTy8eUgCFjP6Ertm5vSPs52bg98q6uxze6G0t62kSnh/V4qn1qZlJUHoOluxX5BrxNeoLUHUX8EyRMitMeNoFSgLjKiMKkJhnz4nHXU7d+HzmTGlJWN0Z512LN09ficTnzOOjyOGvQWKxq9gXAwSF1FObvXrGLt3G9TMu16j5/EjBvvOOw9+D1uIsEggkKBwWpr9HyRUIh9Wzfz1dOP4ayItwTbCgo59de3kde1B6JSSdDnIxIKotJqUWsP/2dCCodZ/f1XfP/80ylrQ2fMIuDxsH3Zz4yYfR79J07JWPlqCxz7ynn5rpuS5jIBFKKSyx/61xEPS/e5nPhdLqRIGK3RiMFmR2xmTmRz8btdzHvjpWQnWeKtulN/eSMfPvSXRHunvaiY8+//O4Z2/AxkZGRkmsuR1gYtFnyKZg6zC4KAJN9NA2TBJ9O2SN4w1c+vRV1kRHIGCWSotGm6WlAVGglsdpBz7YA2FWExKUqkJoB7zh4Cmx0odEqM4wvR9c0+IefsjhYeRy3fv/AMWxb/lDhmsNo4654/ktu5a5uJvkNx11bzyl03N+SsHcKAydOZdt1N7fLamajeu5tX7roppYojKpVc8fC/8bmcLP7gLRz7ysnpVMqosy7AVliMWtu6CimAs6qSl+68IW2Iu0IUmXXHvXz4UHzefdRZ5zP67AvbJY9PkiLMf+Nlln7yftr1fpNOYeKlVxMOBhCEeOWztZEWHYn9Wzfz2r23p13rN+kUIsEgmxbOA+Ds3/6JLoOHJdb9HjcBt4uoJKExGDDaOp6hixSJoBDFdvs5lpGROXp0+By+aCOubTIyMu2PaFBhntKJ4E4XUrkn4+MkTxiNViRS6UNyBttU8AmiAlWuHutZ3Yn6IwgK4YSp6kUjUaLuELFIDEEdN1Q5GhdkUjjMss8/ShJ7AN46B+/+5V4ue+hfmLNz2+W19WYr/U+expKP3027PmDytHZ53UxEQiGWfvJ+2pa9TgMGs2PlMua8+EziWN3+crYsWcSZd/yOrsNGolC0rt0y4HalFXsQdxsNB/woRJGoJLH00w8YMHkalty2ia84mHAgQNnGdRnX923eyPYVS/jq348hKBT0HjeRsedehKWNojSOFuvnzcm4tnnRT5xy9fVUbN/KpCuupbBnQ2xUbdkevn72ycR7Zs7J45Rrrqeod//DugHQFsRiMVxVlWxduojda1ZhKyhkwORpmLJzj/reZGRkjl1OPAcEmSNOlTvAsl0OXlqwk2/W72evw0dEkm8cHA7qUjPKfD2a0sx3hdSlJsL749EPEWf6XKzDRaEWUVo0J4zYiziDOD/fzv5HllHxyFKqnlqJb0Ulki99WHx74q1zsOqrz9KuBbweqnbtbLfXFpVKBk+fiTW/MGVtwOTpR1xIhAJ+9m/dnHZtwOTpzHv9xdSFWIyvn3kC72EYzCiayAIUVerETVIpHCbgyXyD5nBQqtWNinujPYvKHVuJxaJEpQjrf/yON+6/C1dVZbvs50ghSZnNqaJShIIevbjgT/+g27CRCaMfV1Ulb95/d5JAdlVV8P7f/5SYfTya1OzZxSv33Mzcl55j+/KfWfbZh7x45w3sWLGUSKhx51wZGRmZTLSqoX7JkiXMmTOHysrKlIrfo48+muFZMici5XV+rnl5KevLG1q/jBolL189kkHFVsR2jA84nhENKvT9spCKTXiXVhALJlc2BJUC/YAcqg+YuSgtx3771tFG8oaofXsToW3OhmOuEI63N2M7twf6oXntGodxKJFImHAwkHG9bn/buSa7a6pxVlXgrq7Cml+IKTsHc3YO5//hb+xZv4YN8+ag1ukYPP0MsopK0JstbfbazUGpUmPOyaVm7+6k44JCQVSKpMy11eN3u/C5XJiyclr1unqLlTPvvJeoFCUSCrLux+/YvWZVYi3k9yVlCqo07VOhUarUDD/9rET74qH0m3QKP7zyv6RjXkct25b/zOBpM9ukQu2uraFmzy7Kt2zCll9AYc8+GO1ZiE2I4sOhz7iJrP7mi7RrPUaNw2jLQnVIVWzn6hXpW5FjMea/8RKz7rgXrdHYHtttEp/LxZf/eYyg15uyty+eeoSrHn0aS27eUdmbjIzMsU2LfxP/7W9/4/e//z29evUiLy8v6Q+F3GcuczDeYIS/fb4hSewBeIIRrvjfz3x56wSKbPoMz257pGiMCleAOl8IpajArleTbWqeEPKHIlR5QniDEQwakWyjBr366IaAKzRKhGyR3F8Pou6jbQS3x4WIutSM6eQSXN/sgmgMZZ4eURZ8h43kDCWJvYNxfrETTXcbSuuRe59Vag16ixVfBqv53C5d2+R1asr28N5f/4C7pipxLKuklLPuvh9LTi59J5xMj5FjUYhiu17cN0YoGGDYjDPZsWJp8kIMBKHxRpbW/t3yOGpZ/vnHrPzqU8LBADqTmcHTZ9J16Ejmv/EyU66+noXvvpF4fEGP3ujacU7DVlDElKuvZ86LzyZaWwVBwYhZZ1Nbvjft98mWxT/R76QpqHWHZ2BTV7Gfdx+4F2dlQz6nUqPh3Hv/QkH3Xu3mUGorKKbz4KHsXLkcgKziTtgLi4mEQ4w992IQBFzVlcSiUdQ6PVqDkZ2rlmc83/5tWwgHA0dN8AXcLiq2b027JoXD1OzdLQs+GRmZVtHiv86PP/44zz//PFdeeWU7bEfmeKLGG+KLtakB2gDuYIStlZ4jJvjcgTBzN1Vx/8frqPXG22K65xp5/ILB9Ckwo2ikMlPpCvDU3K28sXgPISmKShQ4e2gxt0/tSZ756M5UCAoBVZ4B+2V9iHrCSK4Qwe1OHO9uJuoJoy4xYb+o9wnTctmehPd5M65FvWFiwQhw5ASf0WZnzDkX8d3z/0lZs+YVYEvTbtlSPI5aPvzHn5PEHsTbzr7+z+Occfs9aI2mNjMA8bmcuKoq2LToJwSg55jxmLNzkyqGsVgMd3UVFTu2UrN3D9mdOqNQKKjcuZ2x513MovffSggehajAnJOLWqcj5E+dtTPastC1ohoZ8HqY+/JzbFrQUFHzu10sfPcNRp51Puf/8UHmvvhsokXQkpvHjJvuQGdqP8GnMRjoe9IUOg8aRvXuHUSlKNmdSln/4/csfv8tIO7YGY1KiaqjzmRusi21KQJeD9/+96kksQcQCQb54O9/4vJ/PtFus6QGq5Xpv7qVfZs3otJqqd67m4rtW8nuVIoUibDqm8+Z9/pL8fbOnr059frbsBVk/rkw2ts/PqMxotHGje7CGSrVMjIyMk3R4t/0CoWCcePGtcdeZI4zQhEJKZrZBLbSc+T+eK3f5+KmN1YkHdta6eGCZxfxxS0TKLGnF56eQJiHv97E20v3Jo6FpRhvLdmDOxDm72cPxKxreXB6WyPqVPH/TGpEiwZdLxuCRkRhVLcq2F0mFYWpkfdRAEF5ZEeiBYWCnmPGEwoGWPTemwnzkJJ+A5l23c0Y7YfvOuitc1BXkb41dPe6VfhcTrRG02G/Tvy16pj7yn/ZOH9u4tiSj9+j36RTmHDxlQk7/apdO3jnz78j4G2YhzNYbZz669vY8vNCZt1xL946B4IgkN+9J+acXE799e18/OjfktorFaLIaTfe3qq8QJ+zLknsHczyzz6i38QpjDn3Yur27yOrpBO2/MI2+TyaQq3VotbmYz1ohtJeVMLAU06j27CRBH1eVBoNAa+HJR+9x5BTz0CpOrzfD36Xi12rV6RdC/q8OPbvazfBB/EbH1mdSnnr/ruTqpiL3nuLqb+8gZJ+A9i1egX7Nm/k5btu5OK/PsqSj94jFkudIx81+/wmcx7bE63BiCk7B3d1VeqiIJBb2jZVexkZmROPFgu+2267jaeeeorHHnusHbYjczxhUCvJMqip8aYfNO+d3zYXik1R5wvxz6/SZ9V5ghG+Xl/B1eO7pF2v8YZ4d9netGufr9nPndN6dQjBV49Cq0ShVQJtm7snA6ocPYJGTJmXBND2y0JhPPLfB3qzhWGnzaL3mAkEfR5ElQa92dJmLWn1AeaZCAfb7qbNvq2bksRePevmfkuv0ePpMmQ4ntoaPnzoL0liD+LC9MfXXqDP+El8+NCf4yI0FqO47wBm3nIXnQcN4YqHnmD55x9TU76HvC7dGTxtBubc/Fa1dKa9ID9AJBQkEgjQedBQaPuc8RZT3Kc/ZZvW8+FDf0mIHKM9i9NuuIOs4tIWnUuKRPA6agn5fSjVGnRmC1KkccOiQIbojrYi4PHw7bNPprSsxmJRvnv+aU6/5e6EIJXCYbYtXcTMW37DF08+ghRpMH0ZMGU6XYYMb9e9NoXRnsXUa2/g/b//KenmBMCwGWeitxzZ2VgZGZnjhxYLvjvvvJOZM2fSrVs3+vbti+qQu4Pvv58+B0jmxCPPrOWuU3tx93trUtZGdrZTYDkyosQflti4L/OF6887arlybClimozJOl+YRoqU1HpDdG2d34PMMYZo1pD9i/5U/28tsVCD6FPm67HO7IpCc3Tm10SVCnNOLtD2VRSTPTvz6yqVaA2GNnmdgM/L0k8z/+1Y+tkHFPXui7euLqW9tJ6qXTsYe94l8fMdEKrhYIBYVEKl0ZLdqTOTr7meSDCISqM9rHlDjaFxQa1UH7nW3qDPh89Vh89Zh1qrQ2e2JKqWsWiULYt/SjE28dTW8NHDD3D5P59AZ2r8xls0KuFz1iFFImxa8COLP3ibkN+PICjoNnwUEy/7BZbcfJyV6dv32zvw3e92sWd96t8YiAs8r9ORNOv684fv8ovHn+Gq/3uaqt07CQcC5HbphsFqRWs4Mjch64nFYngdtUiRCKJShdFup6h3fy7566PMf/NlKrZtwZiVzZhzLqS474CE06iMjIxMS2nxX7ybb76ZOXPmcPLJJ5OVlSUbtchkRKEQmN4vH1Gh4KEvN1LpDqJRKjh3WDE3Tu5OtvHIXBSpRQXFNh0b96cXfb3zTWnFHoChiYt4k/boGrfIHDkEUUBdbCLv1qGEyj1IdUHUxUaUdi2i+fg0xdFZLHQbPoptSxenrA05bVabtb9FI5FUZ8KDCHq9SBGJUIbMu3oOtenvN3FKkjOmUqlCqTz8SqzBZseUlY27pjplrbBXX3QWC36Pm0gwiEJUYrBaD/s10+GtczD/rZdZO+fbREXIml/I7N/cR1ZxCc6qSn7+KH1WYsjvY9/mjVhyMpuAeGprWPfj91Tv3oU1L59F77+ZWIvFomxdshB3dRUzbrqTN+67M+X53UeMafcWyWgj0QwAYb8/KexeZzIhCAr0ZivZJZ0JeFwQixE9wlFBPpeTbUsXs/Dd13HXVGPKymbMeZfQbdhI8rv14PTb7iHs9yOqVEfc9VZGRub4o8VXqy+99BLvvfceM2fObI/9yBxnWPVqzhlaxPjuWXhDEhqlgmyjBq3qyA3GZxk13HJKD65/NdWdTakQOHNw5iH+LIOaYaU2lu1ypKz1KTCRdYRE64lANBqjyhNEisbQqhTYDR3vvRVEAaVdi9J+YgQg64wmTrn61+gtNtb/8C1SJIJKo2XY6bMZPH1mm1WyNAYj3YePypiD1n3EGDQGPUa7HUFQpJ2/Uqo1iAcZbtgLiynu079N9ncoJnsWZ919P+/85d4ki39LXj6nXn8rjvIyfnj1f1Tu3I45O4fRZ19I6YAhLWrJC3g9RIJBRJUqrdmLFImw8uvPWPv9N0nH6/aX885ffsdlf3+coNeT0cUVoHrProxrnjoHnz7+D8o2rmfmzb/h2//+O+3jKnbEXSVn3nwX8954CVdVBWqdnqEzZjF46ox2NaoB0OgNmefeiM8wHizMh844E0EQmPfmS6z6+vOEwU9+t57MvOU3WPMK2nW/EK88r/jyExa91yCg3TXVfP3044w592JGnnkOWr0BrVzRk5GRaSNaLPjsdjvdunVrj73IHKcIgkD+EWrfzMSoLnZuntKDp+ZsTRjJmDRKnrx4CEXWzHuzGdQ8dsFgrnlpKZsqGiqEXbMNPH3psCNWpTzeqXIH+GTVPp7+YRtVniD9Cs3cO6MPA4osGLUdZ0byRMRoz+LkK65l1OxzCQeDqLQ6jFYb4mGafRyMKIr0P3kqK7/+PGVuUGcy02f8JBQKEb3ZysBTTmXVN5+nnGPojDPZtvRnjPYsBkyeRv/J0zBlZW5JPVyyO3Xm0r8/Ts3e3dTtLye7U2es+YVU7tjOhw/9KfG42rK9fP7Ewww//SxGn3Nhk215QZ+P6j07+emtV6neswtLbh5jz7uE/G49k9ovvXW1LP/8o7Tn8NY58Dhqcewvy1iJBMjt0j3jPhzleynbuB6Iu3sGfZkrsNV7drFj+RJGzDoHW0ER5pwczDm5iGL7d0AY7VlM+cX1fPjQn1PWeo09ibKN64gdyAsuHTiYPuNPZuXXn7Lii0+SHrt/22be++sfuOBPf8doa1+DHW9dHT9/mL7y+vOHb9Nv4mQsuflp12VkZGRaQ4t/G//xj3/k/vvv54UXXkCvP3IZajIyh4PdoOG6k7pyztAidtf40KpFCq068kwalGLj7ooldj2vXjOS/c4Aex1+Cq06Cixaco9yJMPxQp0vxJ8/Xc8nqxrcINeWubjoucU8d/lwpvaVc6eONiqNpt0vQM05eVz8wCMsePtVNi/+CYCeYyYw9ryLE9ljGr2eMedejDknlyUfv0fA48ZgtTHm3IvoPmIM0WiUcRdeht5saXd7fUEQMB8IoIdhwIEqzTOPp3380s8+ZODU0xoVfFFJYsfKpXz2+EOJY36Xk/cfvJ+TLv0Fg6fNTERgREKhtFET9YT8PjYumMfQ02bxw6vPp6zrzBbyumS+ebv154WJ/69QKlGIYqIadihaoxGNwcB3/4tXAXuNmcCkK64lFo2iUCoTDqvtQVSSyO5Uyrn3/oUF77xGxfatGGxZjDzzXEoHDmbb0sWMOfciugwejjk3DykUYtln6YVyXcU+nBUVKYIvEgoRDgZQqjVtEkHidzsztqJKkQg+l0sWfDIyMm1KiwXfv/71L7Zt20ZeXh6dO3dOMW1ZvjxzqKnM8Uu1J0g0GsOqV6FWHr0co8YwaJQYNEpKs1reJpNj0pJj0jKg2Nr2GzvBqXQHk8Tewfzx43UMKLaQL4vr4x5BELAVFDL1upuZcMlVCAJoDSZU2uTP3mC1Mvz0s+gzfhJSOIyoVmO02Vs1Tx4OBvDWOfC73ajUGnQWy2GJk0BjLZSxGLV79zSaj+hx1PLd/1JzFQF+evNleo4amxACSrUGjcGQcfZRrTdgsmUhSRIjZ5/H8s8/JnIgxy27pJSp1910wOwnPQcLU3d1JT3HTEjroqozW4hFYxT26su6H74DYNOi+QyYPI0P/vEnLHn5jDn3Ykr7D2pR5qEkxc1iiMVQaXVpDYKiUYn927fw7l9+j0ZvoP/kqQyefjqRUIjOA4diys5m2MzZSc+JG7VkFspVu3cgqtVodHo0egM+p4Oln31A1c4d2AtLGD7rbGwFhai1re9aUaoaz0U93KgMGRkZmUNpseCbPXt2O2xD5lilwhXg63X7eXnhLvxhidP653PZmM50ypBrJyNzKGvLnBnXyur8eAJhkAXfCUM8S67xz1shiofdrul11rHko/dY8eXHicpVVkkps267B3tRSavO2VRVUdnE1+V3uzJGYUiRCK7q6oTgM9jsjJh1LvPfeCnlsaasHPQWK0Nnnskrd99C54FDmHHTncSiUUSlEndNFUZ7dqMiuefo8Sx87w0AyjZtYPC0mbirqyjbuC7xGL3FyvRf3cKi99+k/6SpDU+OxQj4vEiRCLVle/ns8YcYc85FDJ91TpOfLcTNYlZ/+yUrvvqUoM9Lp/6DOOmSq7AXFSeJJU9tLR88+EfCwQDhA3mU9ZT0HcCsO36XlBMZi8WQwiGUak1C/B6KRm/g3b/cS1Hf/gycPI2P/vnXxMxo5c7tbFzwAzNvuZseI8e02ulVZ7Zgyc1LCauH+BxoS4SxjIyMTHNo8W+r+++/vz32IXMMUukKcONry1lykKHJc/N28N7yMj749di0lTRvMEIkGsOkUaJQHJsOr+V1flbuqWPJzlq65Rg5qUc2BRYdqiMcvH28YG5iRk+ZwUFVpuPhd7twVVeydckiQKDHiNGYsnPa3bijpUQliXU/fMeyzz5IOl6zZxdv/+VeLvnrI5iyWp63ojOZye3clcqd21PWVBptk4YgCcEoCHQeNJTCHr2RImG2LllEzd7dSQKjfu4x4HGz/POPEy2CuZ27cvqt92CyZxGNSlz8wMP88OrzfPzo3xAEgZ6jxjHuwsswNyGYTVnZjLvwcn5682V2r1lJt+Gj6DZsJCPOOBtnVQV6s4VoNMoPr/yP4r792bFqWdLzD61iLf7wbfpOnIJa23irosdRy0eP/JX9Wzcnju1avYLX1q3h4r8+ktSG6qysSMlkrGfP+jX43a4kweetq2XtnG/oN3Eyqw6Jqoh/zTnEolGCPi89R43j62eeSGsQ9M2z/6KwZ69WB8obbXZm3XEvb//pt0mzkRqDgVl33JuI1egQRKPg3geBOhBVoMsCQ/vOOMrIyLQ9rZ6oXrZsGRs2bACgX79+DBkypM02JXNssH6fK0ns1VPrDfHcvO3cd3pfNAfaO6s9QdaWOfnf/B14AhFmDChgxoACimzHVkD49ioPFzy7iCp3w91hjVLBS78YyfBSW5PzgDKp9M43oVEqCEZSL6zGd89CVMRvFDQVkSFzdPE56/jx9RdZN/fbxLFF773BgCnTGX/B5R0qNNrjqGXJh++kXfM6aqneu7tVgk9vtnDaDbfz5h/vTmq1FBQKTr/1HgxNXMjrTGZK+g5gxJnnsmPlMjYu+BGVVkv/k6dhsFox2pOfb7BYGXveJQyaehoBjwelRoPebEnY+Puc8er5xMuu4eQrBESlEp3Z0qx2RI3BwOBpM+g6ZDhr53yDUqVi78b1zH/zFXRmMyGfj3AwgCkrh+4jxiSZphT27E3VrmTRG5Uk3DVVWPMaF3y15XuTxF7D8yP88Mr/4lW7AzmIAW/mfFWIz94lnyPK6m+/4rQbb8fvdsdnRQ/EWdgLi5l0xbV8+9+ngHilOVN7bsjvx+NwtFrwAeSUduGyh56gfNMGKnZuI69zN4p69cGU3YGCXQMu2PotfHEXeA+4oBYNhdlPQ06vo7s3GRmZFtHiK6jKykouvPBC5s6di/VAtlBdXR0nn3wyb775Jjk5HeiXlUy7EY3GeGfpnozrn63ex40n9yDfIlLrDfLApxv4cGVZYn3Fnjr+O3877/5qLCVHsf2zvM7PunIn68pc9MwzMrDESpFVl7bVyeENcee7q5LEHkAwEuWXLy/li1smUGSTW1lbSq5Zw78vGcovX1mWcFAFyDNruHZCV858agGTeuVw96m9yZNbOzss+7ZtThJ79az57it6jhpH50FDj8Ku0iOFQxkrQwA1e3bTZdCwVp07q6SUy/7+L3asXMrutavJLulE73ETMWfnomyiBdBoszPl6ut5+8+/SxIbFdu2UDpgMCX9BqY8R6XRxCuHB3kbxWIxqnbt4ONH/4azIh6ILqpUjD7rAgZNPQ2aOX+mNRjRGoxMvuo6YrEYhT37sG/LJpZ/8RHhQJBeYyeQU9qFr/7zWKItNrdzV0afcxGf/+ufKedranYNYHuazMd69qxbTcjvTwg+e2Fxo3vXHHhcPaJSia2wkC///X8MOfUMzrr7fhSiiBQK4aqu5Otn/oWntqbJPQIJodhaBEHAkpOLJSeXPuMnNv0EdwX4HaAQQWcDQ/s50CYoXwHvXpV8rGw5vHAa/HIuWDu1/x5kZGTahBYLvptuugm32826devo06cPAOvXr+eKK67g5ptv5o033mjzTcp0TBozZ1GKCuo1064aX5LYq6fCFeTpudu474y+RzSXr56tlW4ufHYR1Z6Gu8BmrZLXrhlFv0JLSstprS/E8l11ac/lCkTYU+uXBV8rUCtFxnXP5tvbJ/L1uv1sq/LSt9BMrknD7z5YS603xPvLy/AGJf52Vv+M2YfV7iDOQBhRELDqVVj1TV9cyrQcV3UVtWV7cFbuJ6ukFGteASqNhqUfv5/xOUs+eZ/Cnn1Q6zpGRV9Uqxs1PGnuDF8oEMBbV8vuNSvxe9yU9h+MJTcPS24eg6fNZNAppyEc1JLsddbhdzoJBfzoTCb0Ziuag8xIIqEQy7/4JG1ladealdSW721Wu5+rujKlXVAKh/np7VcxZefQb+KUZn19ByMIAgarje4jRlPSfyBRSUJrMOJ3OZl91x/wOGoxWKxU7tzO5088nCKodSZzSoUyHZqDoicORanRJN2MM1is9Bo7gU0L5qU8dvxFl6e8VwarjQkXX8lH/3yAZZ99yLLPPuTMO+/l08f+gRRJds0MB4PozBb8rtQZY5VWh9ZkIhaNJn2+7ULYD3uXwCe3QO2Bqmn+QJj9b8jtGxeAbYW/DqIR0Fri1b1v/pD+cb4a2DkfBl/cdq8tIyPTrrRY8H355Zd8++23CbEH0LdvX5566immTZvWppuT6bgoFAIXj+zEBytShRzABcNLyDLEL7jfX57+MQAfrCzjpindj3hOX7UnyA2vrUgSexAXbte9sozHLxxCiV2XtK9wmpbD5OeG22WvJwJalUiXbAOzBhdy34dreeGnHeyq8SU95qt1+7lmQhdCkSgFB2UnBsISa8qc/Pb9NWytjF9kDu9s429nDaBHrrFV7o0y6anavTMeNn7QRbCtoIiz7rmfaDS9ZT9AwONOuaA+mhisdoaffjY/vfVKypreYiW7pLTJc4QCfrb+vJAv//1YYs7rJ16hpN9AZtx4Zzwk/iAx4NhfziePPkjVrh3xA4JA73ETmXjpLxLCxO9xsWnhjxlfc+2cbyjpO6DJ7+myDesz5uYteOc1SgcOOaw5MY2u4caW3mJFb7GS27krAIJCSIlvEFUqzrj9t022tAL0HDmWBW+9mnZt4JRTkwxNtEYTJ19xLVnFnVj22YcEvV7MObmMv/ByOg8altZEp7h3f6ZeewM/vvYiQZ+XLT8vpN/J01h9SLbjii8/YdLl1/DlU/+XMsc3/sLLmPf6S4yafR55Xbq1r+ir2QavzIaDf772r4bnT4VfzQd7l8N/DU8l7F4EC5+EoAt6ngaDL4FIIPNzdsyTBZ+MzDFEiwVfNBpNiWIAUKlURKONXxDLHF90zTFw1uBCPlhZnnS8S7aBi0d1SsyzSY20vkRjscPtjGkVtZ5QUpD6wZQ7A9T5Q9z3wlpevGpEQvSZdSpsehUOX3ph1z3XmPa4TPOpdAX5dkNlxvUKV4A/f7yO568aQY4p3t65s9rLhc8uSmoHXbrTwblPL+CzmyaktAxHozEq3AFqPSGkWIwso4ZckwaVPH/ZKO7aGj74+x9TKh6OfWV88+yTjJh1Lh/98y9pn9t9+Cg0HSi3VRRFBkyZjreullXffJEI5rYVFHHmnb8/kK3XOJ6aGr749/+ltPbtWbeatXO/ZuSZ5yUEh8dRy/sP/pG6/Qf9rozF2Dh/LlqDgYmX/gKlWgMICELm70NFM4VFxfYtGddcVZVE21F853TqwuUPPcGOlUsp27iB3M5d6DFyLKbsHBTNqEYZ7VmcfMW1zHv9JXI6dyEWjVG5czu2wiKGnT47JbLAYLUzcvb59J80FSkSQalWNRqcLqqUFPTszYyb7iQSCiGqVFhy8lCp1az8+jOkcBhBUGCyZ2PJyeOCP/2DlV9/SvXuXVjzCug3cTJblyxi688L2LN2FZc/9ESj8RaHRcgLP/4zWewl1jyw5h2YcCccjuD0VsMXd8O6gyr0lRtg2Qtw3kvw5kXxfRxKTu/Wv+bh4qkEVzk4doC5GKzFYGrcEElG5kSnxYJv8uTJ3HLLLbzxxhsUFsbzhMrKyrjtttuYMqXlbSIyxy5ZRg33nt6Xc4eX8OKCHfhCEmcPKWZst6ykCsxZQ4p4ffHutOeYOaAQq/7IZw4FIpmrEQD+kMTWSg9Ldzk4fWD8a8kza7l3Zl/ufGdVyuPPH1acsdVQpvkYmzBm0apE1pS72FntI8ekxRuM8Ph3W5LEXj0uf4Qv18argvUVkVBEYukuB7e8sZIqT3wW06RR8ufZ/TmlTy6mJhxDT2Q8tTW4a6rTru1Zt5rJV12H1mBM28rX96QpbRKEHovF8Dpq8bmcRCUJjcFAVIoSPBDArrNaUWuaN+dpsFiZcNGVDJsxG5/LiUqjQW+xYrDamvX8HauWk1vaBWdVRUpr6PLPP6bfpKmY7HHh4a6uShZ7B7Hm+68ZfvpZWHLzD7xXk1n+efpg8C5DRrD6+6/oNnRkoxW63K6ZA9VN2TkoWhkn0BwEhSLR0jp42swWP1+jN9Bz9HgKe/Vh29KfQYApV/8KvcWG+YCRTjgQSAShq3U6xBbEdOzftoW3//y7ZKEuCIw992Ku+OeTBH0+EAQiwSAGqw1BFFGqNHQfMRpPbQ1fPPVoIvA+6PNStXtn+wm+oBvKlmZe3zkPRv8aNIdxs9GxK1ns1eN3wNIXYMB5sOzF5DVRBX1Ob/1rHg51u+GNi6FiTcMxW2e49D3I6n509iQjcwzQ4t/6Tz75JLNmzaJz586UlMTnHPbs2UP//v159dX0bRgyxy/ZRg3Z3TUML7UhxWLo1anfUp2z9EzuncP3G6uSjtv0Ki4d3SntxXp7Y9OrMzpDKgQwalVEojHeXbqXU/rkolUpERUCU/vm8d8rhvPg5xvZVuUhx6jh+pO7MWtQIRadLBYOF7tRzYjONpbsTHV/7V9kTrRs/ryjlhFd7HiCEZalcYqtZ96WKi4d0wmdKv59udfh54rnfyYsNXzPuYMRbntrJe9dP4ZhpR3IDr2DEfC4Gl2PRiJc9MDDzH/jJbYuWQwC9Bg5hvEXXt4mF8RSJELF9i18+tg/EsJTpdUx+qzz8TrrWPnVZ4w88xyGnDYr4VLZFGqdDrVOhzW/+dWBaFTCU1OD1mCgy9ARZBWVEAmFmPf6i/jd8ffI73EnqoYAzsr9mb+ucJhwMH7zQalSMXTGLLb+vBBXdXKlu9vwUbirK/nh1efZ1G8gM2/+TUZxWtynP2qdnpDfl7I29rxLOpbt/yH4nHX89NarrJ37TeLYovfeZPgZZzP89Nl46+pY/OHbVO3cga2gkFGzzyerpFNSUHxj5/7+hWeSxF5hz970m3gKGqMRKRIhv1uPpOfUlpexds7XGc/pqkrN0mszlJp45cq5N/26tXP8MYdDOrFXz8ZP4PKPYflLDe+Z2gjnvwKWzIY57YbfAR/dkCz2ABw74Y0L4YrPwJSX9qkyMic6LRZ8JSUlLF++nG+//ZaNGzcC0KdPH0455ZQ235zMsYOmEdOVsBRj5oACJvTI4eOV5XiCEcb3yGZSzxzufGcVz185AmM7VVYiUhR/WEKjFFEflJOXa9Zww8ndefSbVPvvc4eV8N2G+B9xjUqB4qAWK4tOxSl98hhcYiUYllAqFOSYNMdspmBHw6ZX838XDOa6V5axrrxBYPTMM3LX9N7c+tZKIP75AahEBblmDZWHOKfWU2jVoTrQ7iRJUd74eXeS2DuYx77dwr8vGSpX+TJgyclsp69Ua9AYjFhy8zj117cdqPIJaA3GNjNqcVdX8s6f7yUSbpi7DQf8zHvjJU678Q4MVhuL3n8La35hq0xJmkM0KlGxbSvv/vX3iSoPgL2omNNuvINP/u/vhAN+inr1RXVQwHh9WHo6lCo1qgNVyXAoCLEYp914O1EpSjgYYMfKpeR16UYkFGLuy/8F4hVVx77yjILPnJXDBX98kI8e/iuuqrhwFJVKRp55Hl2Hjjjs96E9Kd+8MUns1bP0k/fp1H8wXzz1SKKt2LGvjO3LlzD1upvpO2FSky6gIb+f6t07E/+efNWvCPl9LHj3dbyOWsw5uYy74DI6DxqKQiHi97iQImFOueYGln32IY59qfPoOQdmF9sFnQ1OugtePy/9+shr49W2w6GRFmIERVzY3bAUqjfFxZ69KxjzQXkUfk96q2FHhhnX6i3grZQFn4xMBlrV1yEIAlOnTmXq1KltvR+Z45A6f5g73llN12wDp/bPR6MSWbHbwUsLdhKNxV0804W0Hw4hSWJvrZ/Xf97Nqj11dM0xctXYznSy69FrlGiUIpeOLiXHpOH/vtlMpTuI3aDm0tGdyDfruPfD+B3Ey8Z0ThKK9WR3wPbNWCyG0x9GIQiYj+FqY7FNz/NXjmBbpYedNV6yjBr2OwPc/vZKar0hlAqBUV3irXJ2g5obJnXn+teWpz3X5WNKE7OkgUiUtWWZq1RbKz34QpIs+DKgs1joMXIsW35ekLI2YtY5GGxx8aHW6VHr2n5eb+PCeUli72BWfvUp/SZNYdF7b7LgndcP25QkE57aWt578A9JYg+gtmwvK778hAGTp7Lii0+ZeNkv0B0U+G3KzsFeWExteWqlZuC00zBYbfg9bjYvms+8N14i6IlXsnUmM2fc/juCPi9SKMios85nzfdf46mtYfOi+RT36Zd2n4JCQW7nblz0l4fxOeuQwmH0Fgt6iw2V5vB/d0mSRMDjRhAU6M3mwz5fPQGPhyWfvJdxfeVXn9J9+GjWfP9V0vE5LzxD6YBBWHIav9hXiCIKUUlUijBg8jRq9u5KCmB3VVXyxZOPMP6iKwj5/fz84dtAPP5h7PmXsGHeXLYv/znxeHtRCda8ArzOOmKShMZgbJP3N4miYfE5vfmPNFTZRBWc/ljbGLb0OxsW/CvzmjEHVHrI7gDtkulmCQ9GOgaM00LeuMtpLAoaM+g7brVd5vii2YLv+++/58Ybb2TRokWYD/kF73Q6GTt2LE8//TQTJkxo803KHNuoDlS/tld7+ffcbSnrOnXbRzKs2uPkkucWE5LibVVLdjp4e+kenrxoCFP75qFWitgNai4cUcLYbllsq/JS4wny/vIyFm7fCsCMAfn0zstsEd6RKK/z8836Ct5fvhe1UsEVYzszsrOd3GM0ty7PrCUai/HknC0s2elIVOWUCoFnLhtGnrnhompkFztXjC3lpQW7EsdEhcADZ/ZPMmzRKhX0LTSzcHv6nK2u2Qb07fC9eLygM5qY/ItfYcrOYfW3XxIJBdEajIw863z6nTS5WRlrrUWKRNKGcddTW7aXAZPjLtGuqooUl8i2om5/ecYohx0rlzHk1DPoOWoc2SWdk9aMNjtn3fNHPn38H1RsixuqCIKCfiefwsgzzyXo81G3vxwpHGbqNTcQDgRY9MFbjDnnIvasW82a77/C63CQ370Hk664lq1LFjWrcmq02RPCNypJ+N0uQn4ferOl1c6SzsqKeIujIFDSd0A8vsBkxpSVjdGedViuuFIkTMCdOUw94HFhK4h7Byg1GobNnE1hj95EQiGCXi9+rQudKbMA1Zkt9B53Eut//D4eFp/BZGjR+28y48Y7E/+uLd/L5088zOy77qNs0zqCPh9dhwzn5Ct+yc7VK1jy4TsEvB46DxrGqLPOw5pX0CYzqwAIAgy9Iu6I6dgVd87M6wvGPFC1QfXc1gmGXAYrDnGsNeTApHviYq+joLPGxe6hwq7ryTDm17B7Iax8AzqPg+LhR6fttDFqd8B3f4YNH8WNeEpGwWkPxeM1lHKMkEz70mzB99hjj3HttdemiD0Ai8XCddddx6OPPioLPpkU7AY1vfNNbNyf+ofcrFNSZG3bSIYKV4Db3lqZEHv1xGLwm3dX8/VtJ1F8IC9PEARKswxolPGqo1Ylclr/fC4bXUrPfFOHrOQdSnmdnwufXcTu2oZ5nSU7HYzrlsX/XTD4mBV9BRYdj184hF01PhbvqCXPpGFkFzt5Zm1SC3GWUcMdU3ty+ejOrNjtQKMSGVhsIduowXCQCYwoKrhoZCdeWrCTSJq50Vun9uzw1b1IKIgUkVDrdEclbsJoszPh4isYOmMWUiiEUqPFaLO33cVtBkSlkryu3dmWIZTbWlCYCMy25hcitpMpSbp8vASxGEabnZzS9FUXa14+Z98TdzkNBfxojSYMFhsBj5uPHvkblTu2Jh5rzsnl9FvuZvV3X7J2TkN7474tm/j0//7Oqb++jYKeyS6JsVgMKRJBFMUUMeeqrmTd3G9ZP28ugiAwYPI0eo4ej8Fma5FQd1bu5/Xf38mYcy+mcsdW3n3gvkRkgd5iZfZd95HXtXuz3DjToTEYKR04JG0lFKCodz/2b9uCUq3h9JvvYsWXn7D4/bcS6yV9B3DqDbdndFlVaTSMu+BS9m/bQsjvS5qzPJhIMJiyFotGWfXNF1zy10dBEFCqNXz/wtNs/XkhBpudLkOGo1CIfPLYP5h5053NivZolIAT9q2Eb/4IlevAUhIXYF1PbtvQdX0WTLkf+s2GhU/FX7fPGdD/nCMXrC5J4NkXzwFUauJ7Slf5MuTCsF/Az880HOs0Oi6G37y4QQgueRZM+XDl55CV2cDoiOLcAy/OiLuL1rNnMfxvKlz3I+T2yfxcGZk2oNl/FVetWsU//vGPjOvTpk3j4YcfbpNNyRxfZBk1PH7hEM5/ZiFOf8OdObWo4OlLh5FraltR5fCF2Ovwp13zhSTK6/wJwVdPvkXLaQMKmNw7F0EQ0rZxdkQkKcrbS/ckib16ftpWw7py1zEr+AByTFpyTFqGd2687cWsU2PWqenWRDRGsU3H81eO4Na34u2hAAa1yP2z+nXoaq7P5aRm726Wff4RAY+bnqPG0X346PZzB2wEpUrdZOtce9B77EQWv/9W2jy/wdNmsPDdNwEYd8GlzXbabClZxZkv4rVGExpD499/erMlyVAm4PXwzXNPJok9iLcWfv7Ewww/4+wkwVfPwvfe4Lz7/gbEq5/u6io2/PQD+7ZsJKdTZ/pNOgVzTi5KlRpXdRVv/fGexCwfwI+vvcDaud9yyjU3oLdYsOTmNSn8IuEQSz/9AFt+IX63izXfJxuZ+Jx1vPPne7ni4ScbnVlsDKVKxZDTzmDt3G8JB5J/h2uNJkoHDGbJx+8xYtY5rPzmc3atWZn0mD3r1/DFk48w647fZaz0mbNzOff3DzRptpLuJsa+zRtRarSY7FmUbd7A9mVLmHzVdai0OrYuWYgUiTDg5Km4a6oxZeW0PookKsHmr+D9axuO1WyF966BcbfCSXeCpg1/XxlzoPspUDI6HryuMbVtoHtj+B2w4VP45r74/wcoHgmz/5PaRqrWw0l3xEXhkudAVMO0v4GvGs75X3zPGz6F1W+Cez98cjNc8Gp8FvJos21ustirRwrB3L/D7H+Dum1HW2RkDqbZgq+ioiJt/l7iREolVVVVGddlTmx65hn57Kbx/LStmsXba+mVb2J6v3wKbdrEjFVbcbDb9piuWZwzrAidSkkgIvHhijKkRuIiGzOf6YjU+EK8uyyDgxvw2uJdjOuefcwI2PZGqxIZ1z2bz24aT7UnRDQWI9uoJsekQa3smJ+93+1m0XtvsuLLTxLHyjas4+eP3uXCPz2ENa91F9fHGuacXM659y98+tg/EpU2pUrNyNnn4thXjs9Zx0mX/oLSAYPbbQ9Gm53Og4ayc1XqzOj4Cy/DaG/ZPI7P5Ux7LoC6in3oLVYEhSKl2uSs2E8kFDcqqti+lXf+/LvEfOOOFUtZ+ukHnHX3/ZT0G8CG+XOTxF49tWV72L91E5sWzmfiZb+gpO+ARvfqd7vZtGAe4y+6ggVvp3fkDgcD7N2wrtWCD8CSm8fFDzzM3Jf/y67VKxAEBV2HjeCkS64i4PWiEJUU9e7Hko/Tz/rt3bAWn8vZaGtnfVyG0ZaFx5Ha4m0vKsGZRhAarDbEA0Jw688LmXT51exYuYwdKxqiE3auXEZOaRdm3XFv6wWfex98eXf6tQX/gmFXtK3gq0djjP8B9dXE/1dvb3/ht/Mn+PjG5GN7f4aXZsI136W2ZRrzYPK9MPKXEAnCZ7c1GLmI6nhg/BlPwCc3wc758a/laAu+SAg2fpp5feeP8cqqLPhk2pFmC76ioiLWrl1L9+7pB3dXr15NQYEcfCmTHkEQKLbrucDeiQtGtG+biFWvIscUd+F0+kI8+PlGarwhrHoVl4wqpdjWti2kR5UmEi1iQKypB51giAqBAqsuKSuyI+OuqUoSe/V4HbUseu8Nplz967Y3iuiAiEolxb37cemDj8WNSCIRdCYzMWKEfF4GnnIqBmvLWhQPpj7bT2s0ZjyHzmxm+vW3suTjd1n97VdEQkEMNjvjL7ycbsNGtriVMRIINLoe9HpQaTQpJjEIAqKoxFNbw2f/eijFzCYqSXz2r39yyd/+jw3z52Y8/7ZlP1PUuw9f/vsxLvrzPxsVrAJxMxiNwYC3LnMUStWeXRnXmoNCIZJdUsrpt95D0OsBIe72qtHriYRDXPHPJ3BWN35zOeDxNLoOcfE+6857efeBe5PeX53JzKTLruab555Kec6os85Hb7ECoDdbUWm1SWKvnqpdO9iyeAHDT5/dullJvwN8tenXYlGo3R53y2xrXOVxYbLsxXilb+CFMPD89puF81TAt39Iv+beD+Ur0r+2UhufeXv9fKhc33BcCsUD47UWuOqrA7NyjdzhPVIolHFn00zos+KPkZFpR5r9HTZjxgzuu+8+Tj31VLTa5BYxv9/P/fffz+mnH6UgThmZg8g3a3nusuF8uLKMFxfsTByv84V5as5WvMEwv5neO2m+61jFblBz9pAi/vX91rTrF4/shKaDVq5kmsfmRfMzrm2Y/wNjz78UlSb9zFJ7EwkFiUVjSREE7YmgUGDKym52yHZz8Dhq2blqGcs++4iQ30fXoSMYOuNMrLn5aS/W43OM8cD2SCSMSq1ptVmJWm9AVCrTtqlCfC4ulEYUdhk8DJ3ZjKuqMm31DiDgcRMJBRMVqXQoRJFYNIqrqgK/x9Wo4NOZLfSdOAVfXR3mnLyMLZEF3XpmPEdL0BoMaA3JFQ+lSo29qCRuZNLYc41NB5ELgoCtoJAz7/g9lbu2U7e/HHtRCbmdu1K3f19K5W/gKafSqf+gxL+7jxrDDy89l/H8a77/kr4nndy69mJFE7PE7WGk4iqH185Pzrj77k9x8XfVZ/EZwrYmEoSaVCO3BLsXx+cJ0+Hcmyz2DubnZ6FwCFRvhZgEZcvigstUAK00KzosFAoY8QtY/mL69TE3gfHIt+fLnFg0+4r397//Pe+//z49e/bkxhtvpFevXgBs3LiRp556CkmSuPfee9ttozIyzUUQBGwGFa8v3p12/ZVFu7lqXJfjQvApRQUXjOzE+yvKUuYWR3Wx07+oeQHUMump84Wo9gQpc/ix6dXkmbXkWY7sTGQmMQBkNJ1ob7x1Dip3bGPFV58SlST6T5pKUZ9+iVa5w8HvdhH0eREEAa3JjKYdIh7q8dY5+Orpx9m5clni2MqvPmP9j3O45G+PYi9MX9lQqtQp85MBnxdfXR37t25CEEUKuvVEb7Wi1mauJBttNgZPP51ln32YslY6cChaoxEBIalKb7RncfKVv0SjNzTpRhqNSAycOoNvn3sy7XrP0eNZ+mkjwdsHISqVDJk2k++e/w/DT58dDzA/BJ3ZQkGPthF8jWGw2Og2bBTblqWa+JT0G5g0J9kYWoMRhVJkzXdfYbDZ2bV6JXUV++gxcixn3fUHAl4PUjhCQc9eGKw2tAfNaIpiZqEO8Z/bWKyV3RX6rLhzYzpBozG3j/jaMS810BygbheseRfG3tzy9s6gF4JOEMS4oDlUqCuUcQMab3X652f3yHzu2h2Z18IHZtq3fAWuvTDiGphzPlz0JhQMAfEo/O23dYapD8A3v08+3ut06HXqkd+PzAlHs7/r8/LyWLBgAddffz2//e1vE7/IBEFg+vTpPPXUU+TlyYGXMh2DOl84xaWzHikao9oTavPsv6NFkVXH29eN4bM1+/hwRRlqUcEVY0sZ0y2bvBYYtsRiMSpcAbwhCbWoIMuoRq8+9kVxa9nvDPC799fw/aaGCkqxTccLV46gxxE0eOk5ahxLP0l/Ud5t+Kiki9DWIEkSvjoH0aiEUq3BcKBlLRPeOgdfP/NEUh7ZrtUryCntwln33I/J3rrqWyQSoXr3Dr57/mn2b9kEgkCXwcOZdPk12AuLWnXOpnDsL08Se/WE/D4WvP0a0351c6OCrR6f28WyTz/g5w/fSRwTBAWTLr+avhOnZPyMlGoNI2adg6hUsvyLT4iEgihEkR6jxtF77ATW/fg9Fz3wT3atWoGzqoLSgUMp7Nk74UKpM1vQGAxpoyJElQqd2UzPUWOp3LGNNd9/daA6moOnthpTdi6iUomzYj/mnNyk3MBMmHNymXL1r3FW7mfc+Zfy88fvJcxVckq7MPPm32DObv9KhcZgYMrV1xMDth8k+joNGMyp19/S6PzeoeSUdmHU2Rfw/QtPJ97H/du3MOz0s+g0YHBax1dnVSWf/+uf9D95asYZzF5jTkLX2oxCYw6c/Ry8OBMCdQ3HRRWc/0q8UtWWBN2psQwHs+qN+Gxcc6tQkTA4tsfNSLbPibdYjr4e+s6Ou2fWY8yHcbfD179LPYdSC10nptmrB7xV8Vm+TIiqBnFasQ50dgj74eUz4fqFYDtMB9XWoLXEZy97nQpbvomL0u6nxFtW07muRkLxx6j0cmSDTJvQoqu50tJSPv/8cxwOB1u3biUWi9GjRw9stg7ggCQjcxDaJsxXdMeYOUtTFFp1XD2uC+cOLUYhgEXfsj8Qdb4QP2yq4m9fbKDCFUQlCswaVMgd03pReIzMurUl/nCEx7/dnCT2APY6/Fz6v8V8eMM4CixH5n2x5ObRY9RYtixODjxX6/RMuOiKZuWxZcLjqGX1t1+w/IuPCXq9ZJWUMumyayjo0RONPv0Nkcod25LEXj1Vu3awaeF8hs04s1Xtjc795bx5328aqiaxGDtWLGH/1k1c8uBjWNrAkVQKhwmHgijVapQqNZsWzMv42C0/L+Sky37RLMFXsW1LktiLbz/KnJeeo6BnHwq6Z656Gaw2xpx3MQNPOY1QwI9Ko0Wl0RKVwuR364XBZqOge6/0z7XZmXLV9Xz+ZINDdm6XboycdS5ZJaXsXb+WnauXk9e1O1c8/BT7t22haucOck6eRnanUr5+9gkUosj062/F2MzqrDk7B3N2DjmlXeg9YRJBrxdRpUJvMifm244EpqxsTrvhNnxOJ0GfF41Oj85iaZZwPRiN3kCvsSdR3Kc/fpcTQVSgN1kyvh+xaJQti+ZTvnkDg6fPJLtTZ6p370x6jMFqY9DU0xAPp5KU1w9+NQ+2fgc758X/3Xd2XCC0eYVKaLx6J4hNttEmUb0J/jslnhkI8ZnEL+6GTV/EhWy9cFQoYOB58UrmyoOMgLRWuOgNMB9SYXfvi8dUrHkbznwyXul07kl9/f7nwKbPG/5duy0uNGu2wa4FR0fwAWjN8f8aq1yG/eDYAYufhYq1kDcARl0X33Nb5C7KnLC06reGzWZjxIgRbb0XGZk2I8uopmeekc0VqcP7pVl6sozH3x0zhULAZmj51xWLxfhhcxW3vLUycSwsxXhveRmbK9w8f+VIcto4OqOjU+UO8d7ysrRrFa4gu2t9TQq+6IGsP4Xi8PLy9BYrU35xfbzS9+kHBLweug0dyeBTz8Ca2/quCp/TydfP/CvJdKJmzy7e+9t9nPmb++g+fFTKcyKhICu/+TzleD1rvv2SPuMnNVklPJR40PjbaVvk/G4X25YsYshpZ7Q6ezASCuGsqmDFl59SuWMr9qJiRp99EWIjztMKpYhA068X8HpY/MHbGdeXf/Yh06+/FaU688+mUqXGcshnGfL7Cfq8eOscGA64dR6KKIp0HTaCC/70Dxa89Sq2giKK+w1AazLx3t/uw1Nbgykrh95jT+KtP96D3+VMPFdjMHDmHfdiyMrG3IqZSK3BeNjV5cOlrfYgimJCyDZFKBhg64E8yO/+9x+mX38rFTu2snnhPCLhMN2GjWLojFkpn2eLEYR4Dt7wq+L/NUYkGP9PbWidq6bGGG973D43/fqwq0DfzO8RvxO+vq9B7B3M9rnxVsyDK4XGXJj+Vxh/K1RviVfCbKXx6t/Bwjbggi9/B+sOdDvMeRDOeAw+/03cxKaeHlOh10x47xcNx0z5DSY4VZua93UcDaRI3HH0jQvj5jwAe5fAipfg4reh6+SjM4Moc1xw4vZryRzXZBs1/PuSYVz03CKq3MHEcbtBzbOXDWtRq+PxToUryIOfb0y7tqbMxR6H74QQfLFYjHKnn3VlLiw6VcaWYIByhx/S52tT6QqwYb+Ld5buRSUquGhkCd1yjGQZW/YehgIBgl4PgiCgt1rpPW4ipQOHEJUkNAYjykbESnPwOGrSOgwCzHnxGfK79kgx8YhFY43PLUmR5FyUZhLweti7Ls380AG2r1jCgCnTUGla/nMbi8Uo37yB9/72h8TM274tm9i06CfOuedPLPv0g7TP63vS5Ga1BkrhMF5HBkdFwFVThRQONyr4ks4XieDYV8aCd15n1+oVaPQGhp42i97jTkqpOkWjEkGfD73JzNTrbrawGZcAAQAASURBVEYKh1g79xtq9+5NBNEPP/0s5r7yvySxBxD0evnyP49x0V/+2Wpn0xMRhUJEa4pXEYM+Lx8/8leKevdjwOTpCAoRT20NWkMbt3wHXHFHy+1z4q1+XSeBuTAu7mq2wqL/gKsMukyCgRfEheLBwiDsj7te7lkcFz6lY8FSBIaDBG7xCOh8Ujwi4GDy+kOf0zNX+CLheGh69ZZ4tEBOLygcBDt/iOcJHsrGT6DTITeTdNb4f41VvrxVsP6gn1XnHvj4ZphwRzxcPeCMV8D2LIb3r2kIYddnxdtDExl/w9KfP+SNv8e7F0LAHX+PzEVgOPy55ASxWHzfO+fHK425feMtnpbieKSEZz98cF2D2KsnKsWP//LH+OfWHOpbX2u2xk2AsrrG22CVx//fcpn0yIJP5rile66Rj24Yx6YKNxvKXfTMN9GnwEzRUWhRLK/zs2K3g4XbauiaY2Ry71wKrdoOkf3mC0XY78psD796Tx1DOx3/bdsb97u56LlF1PnCPHnREAxqEW8ovSlG15z0VYUKV4Cb31jB4h0NAuCDFWWcMaiA+0/vR3YzhHNUkqir2MfCd95g+4qfUWl1DJ42g36TTmn1fFw69m/dnHHNVVVJKOADkgWfSqul/6RT2JVhbqnPuIloWzA/VU8kHEJnNqfNRIN4i5yilW1sHkcNXzz1aIrBSSQQYPe6VQyeNpOVX3+WtGbKymHkmec2S6SpdXoKe/elrmJf2vXi3v1QNuJiGvT78DnriIRCaPUGAl4Pr917O1I4fsEa8vv44dX/sX35Embe8puE66PP5WLzovksePtV/G4XolJJr7EnMWLW2bz2+zsT5zfn5FJblqbtjfjn7HM6Mdra8KK2EaRwmKDfh6hUZmwZ7uioNBqGzTiTbUsWJY6VbVxH2cZ1AJx+693oDghCKRLBXV3F1iULqdy1g6Jefek8aCjm7JzmxzX462Dp/+C7P8f/3WtGXCAEXfFZtXUfxFslQ564iFj4JPziK8jrG398yAdbvob3ro5HLdTT7RSY/VTDTJ0pH855DvYujYeaRyMw5HLoMiEuLtMRCcZf861L4oKpnr6z4Yx/wde/h0EXQeHg+Pq6D0DdSjHsr0u9meQqg89uj4uYXy2Ez++E7d83rBtzYdaT8VB3iAuewiGp5w56YMMn8NGvk8VWnzNg5iONzwu2hKqN8MJpDeIT4Ls/wqXvx0PvPVXJawfjrY4LuOYIPl8tLPkv/PD3BtGt0sHsp+MVUDnv74REFnwyxzWFVh2FVh0n9zp6lsc7qj1c8MwiKg+qND74xQaev3IEo7rYj7roUysVqEVFxopW/hF2pTwaVDgDXPPSUup88Yvsj1eVc/GoUp6btz3lsb3zTRnnGudsrEwSe/V8smof5w0r4SRT0y1jdfvLefW3txEOxkV4yO/np7deZevPi5h9133NnrVqivoqRToEQZFRYBX37kdOaReqdiW75BltWfSfPL3RGIB0SJLEtqWL6T9pKnNeejbtYwZPPz2teUZz8LtdiWrXoSx89w2u+OeT9BwzgRVffkLQ66HnmAmUDhhMLBbDsa8Mjd7Q6GxavQDY9NMPKdVPlVZHpwGD8dU50kZJuKor+f6FZ+Nuk7EYo86+gH1bNiXE3sHsWb8ax/5yDFYbUUli408/MOfFBqdMKRJh/Y/f46yqYNy5F/PDq8/Hj0uZK7JA4vusPYlGJZyVlaz6+nN2rl6OzmRm5KxzyOvWo9mOmkcSSZLwOmqRImGUKjVGmz1JoGUVd2LojDNZ/vlHSc+rnwWE+Ne8b8tG3v3rfYnPc8O8OWj0Bs7/44PkljYzR69ma4PYm/63+EX/RzfEBZ4gQLcpcN6L8P61cbEQdMGnt8Vn4PT2eNzCu1elVo22fQsrXoVxt0H9z6wpP17N6zoJiDUd7u4qh9fPa6im1bP+w7ghybkvwIInYOnz8VbNQRfBgPPAsQcUQrzC2NyKk6aR1t1IMC5Qz/0vuCugejOojRBwwNf3xquPhUPg7GfT5/o598KHv0o9vuGTeNV0xNUtm2FMh7cK3rsmVdBFgvDWpfCr+amfUQrN7J4oWwZz/pp8LOyHd6+EXy1ouBkgc0IhCz4ZmXakzhfinvfWJIk9iM/IXffKMr6+7SSKbW1nOx+KSFS6g1S6gsSIkWfWkmvSNCoqs40azhlaxBtLUqsAOpV4QkQ7VHmClNU1xFp8vb6Cv87uz5VjO/PGz7sJRuJ/iCf0yObBswekbXGt9QZ5aeHOjK/x4oKdjOhiQ6fK/Gs3FPDz09uvpr0Ir9ixlardOzHasw5krIVQ6XStji3I69INUaVKKy66DR+V8ULcaM/irLvvZ/Pi+az+5kskKUKfcRPpP3l6q4xVwsEAWxb/RJ8Jk+k5enxK7uDY8y9BazAQCYda13rY2DVSLEbQ66Wkb38KevQkGpHwOuv44qlHKN+0AYi7OE699kZyO3fNOPPnrKxg5i13seCd1xMGHgU9ejHqrAv48bUXmHnTb1Ke461z8OE/H6BqZ8NNhZzSLo3OA279eSHFvfvhcdSy8J3X0j6mbMO6/2fvrMObuv8v/op7UldKKcWKu7u7jCEbTJi7u9tv/p0xYT62wZCxwTZ8MNzdnSp1b5rGf398qKRJSsuAWc/z9IHee3Nzc5O299xz3ufQdezVFf1+MpnM7/sskUovrieujshLS2XuM49UJHoCpB45SPtho+k5eVqdg1ZAWGXPHTvKqV1bMYaE0bLvQAwhoX+6xsNckM/BtSvZ9dvPWM1mtKYAeky6lmbdelX8TGiNJrpPnErr/kM4tXMrLqeD+C49MIaEVmxjzs/jl/+96nXeraVmlr73JpOff+3C595hg+3nSX2TQYIsbHq3cr3bDad+F2EmA58VahdAyjaxrTZIFKn7IxLbPoL213oreDWRq6o4scKb7IEgcvowTzJYUgab3xOWy9YTYfVz0PF6UfdQG9VKFwqxvSHJRy9pgy4i6VIbLL7CW4rnLc6AiV8JS6c2WJwPuwWkykqSC3Bgvvg3rp8gvHK1IJBBjcX/s46Kx+tCL36GrjRXhLD4giVfqH+aIEGyrcXe26gDPC24fp8nD9a/4blMpoRGfcS+j/0KIc09X389/hOoJ3z1qMdlRH6p3afiA1Bqc3Im23zJCJ/Z6mDtsSyeWHSgwoqoVcr4vwltGJIQhl7t+2JVrZBx3+CmHM8sZk9yQcVyrVLGNzO6EvEfmHc0W71VkKcXH2Jsuyjen9qBcKOKAI2CIL0Kk8b3eXS63Fj8WEABLDYnTlfNd2itZjNn/MzVARzdtA5dQCBrvvyYwuwsQmPj6DV5GkHRMbVKk6wKfWAw4x5+msVvvexhdzSFR9D/+ls80j9tZWVYigpxu10oNVoMwSF0HDGOFj374Xa70RhNHsqey+nE6XAgVyovGLQilyswhoSx9qtZ9Jl2I51HT+D0nh3IZHLC45tycvtmvnn4LsY/9hwNW7ers9KnOZ8eWVpY4P3c50vTQQSnFORl8P0T92OzlFZsk510lvkvPM51b3xAcIOGPp9DKpPxxzef0n7oKEzhEYCEnJQkVn/+IZaiImQ+SH5RTrYH2QNwO53I5QocdpvP51Fpxe8Km6WUMrN3IFU5zAX5aAODKM7O4tiWjXQYNppdPmYVO44Ye9mTNctKSvjj6888yF459q38jXZDRtSZ8BVmZTD/hScpzs2uWLbzl0UMvf0+mvfsi7IGC21NsJaa2TT/Ww6tXV2xrLSwgDVffExZcTGdx0youOmg0RvQ6A2Exjbyua+SvDwsxUU+1+WdS8VSXHRhwue0ibkuEOrY0kd8b5d5WBAShbayg67c/ugrxbLixeXVQlU6D5dLEEtztiBD2mCR3ukLHW8Q5M4XGUzeCl1vFcre9lnCEjptoWddgy9og2DCLFh4g1CwyhHZHq7+0nPWzlIoXldAjPhyOaEgGXZ/DUmbISgeOt8EgQ2FEliSCVO+FwEpm94T9tOmQyGqI+z5DtL3QMOe0OE68Vj5RcxPO3z/TFegOF3YMAc+IxJNq2PMeyLI5oLPUwbNhgnb5tn10H46tBglbgyU5olKj+Jz4rzU4z+FesJXj3pcRthrCP4AKCrz8QfxInE2x8y9P+z1WFZqc/Lg/H38ck8v2jYI8PvYSJOGz67vTFq+hYNphYQbVSREGokwqpHL/v2pYOFGNVIJVOdjv+w/x8rDGfz+UD9igmom5gFaJSNaR/LJ+tM+14/rEIVeVfOFgkQiQaFU4bBafa5XqtVsmvct506IkB1zfh6J+/cw7pGnie/YtfZzQYietphWbZnxziwS9++hMDuTmFZtCW3YyMN+WJiVyaYfZnNi+2ZcTidhcfEMuukOQhs19rpgtVksFGZnsn/VMgqzMohp3Zbm3XpjDA3ze2xypZJOo8ZzbMsGZHI5qz79AKlcjsvhYOuPP+A+f0G69P03uf6tmXXuedMHBjH09vtY/NbLXjNAA2fcju58rZDL5eTopj88yF45nA4HO5b8yOBb7kah8lZ3Qxs2orSoqMJGWRUt+w70SapyU5K9lp3etZ3mPftweP0an6+labdegCCnEom04txUh1KjZdCM29m5ZBEnt29mwA23MWDG7exc/CMl+bloTQF0mzCZFj371vlGQV1RVlpC8uH9ftcn7t9DSEztY/JtZRY2zP3Gg+yVY9VnM2nQsjXKCD8zZxdAaWEhh/743ee67T8vIKF3/1qnb/oj7eWoKfyoAkqdsGye3SBUmqqdfNWRd0aQprwzENEGNOcV+iaDBJHwheiOtYv6d9ogZacgW+bz512hgQFPQ68HBLmrisi2sPHt6nupRNIWcYxnN0DGAWG5vBDhA0FSrp0vZt1KMsRsnS5M9BbazMJimrhRzLtFdRAEWB8uztu3YyvnDE+vhV1fwITPharX9Vb49X5Ir/I5PbhAVDtM/hb2z4W0PbBvDsxYJsJW6gptEGgCfc/oSaSCzB1fLtJQp3wvaipyTkJoAvR5RATTFJ+DzCPiPYhsJ5TZ8g6/kixxjFs/FAphXF9BHs9uFKmf5Tj8EwTEirlBY4QgvPX4T6Ce8NWjHpcRBrWc1lFGCsvspOVbvAhFi4iLLOathjK7k083eM+blWPWutO8PbldjUXqIXoVIXoV7WICLskx+UNBqY3cEhvphRZMGiVhRpVHaqrZ6uBcgYVFe1JJzbcwJCGcLnFBl7UPMFivZGqXhszd4X0Rfmf/eMKMF54zUcikXNutIQt2pZBr9rzYiw3W0rfphe04GlMAbQcP92vri23b0aNzDQC3m9WffUj4a+/5nBOrCXKlkoCISNpHjPK5vjg3mwUvPUlRdmUfYdbZ08x7/nGmvfoO4XFNKpbbbVZO7drG8g//V7Escf8etv+0gKkvvUlow0Z+jyMwKppBN92JLjCInJQkn9tYS80U5+bUSPhsZWWYC/JIO3oYW5mFBgmt0QcF07B1W657/X22L15IduIZAqOi6TZhMsHRDSsUG3uZlaSD+/zuO+34EWyWUp+ETx8UzMSnXmTRq897KFnhcU3oNeU6n+mihhDv9+rkji2Me/RZ0o4fpSDjnMe6XlOuq1AjtaYAmnbrwYltm732odYbCI2NozA7kwEzbkep0SBXKNEFBtGsa08cdjsyudxrLu2yQiLxm95a16oNS1GRVydlBdxuUg4dIPAiCV9xbrbf43TYrJSVFNea8BmCQ5HKZF5hQSC6/zQ1zNBWwFoCDToLNQ2JIH1OP0TSECHIhEwJo9+ttP9FtoPAONHtVhUSCQx99fy+L4CCFPhuvOdz2y0ilOWqz0QqaEGV350uh7BC+qpmAGEttFdRfE+tEeEwtYEuVHxVnUOzlsDRX+CXezyTQZuPgH6Pwy/3eobKgHiff7lHEEhriSfZK4etBPZ8K+YO98wW53f1CzB2pjh/utDaz/bpI2Ho/4lgmOroeIMgewB7vxOzg8Nfh/iBgvTLVJC6AxZcD7jOB9i4oPEAGPO+ILSb3qusrADI2C9mMde86P18BUnwxyuiCD66i38Lb1E6lOYIpVYXIkjpxZTAO53gLBOfiYupDanHJUE94atHPS4TLDYHNoeLm3rHkV1spVm4gU2ncvhyk/jDO7FjNCGXqA/QYndyJtu/xetMjhmLzVkj4bsSyCwq49klh1h1OLNiWUyQhq9u6ELTcANmq4PlB9N55McDFet/O5BOpEnNvNu6Ext8edLFDGoFDw1pRnSgms82nKXQYidEr+T+QU0Z0SYCVS2DdWKCtPx8d08+33CG3w6kI5dKmdy5Add2j60VYZXJZLQbMpLTu3d4lTl3GjWBjNMnfKp/pYUFWIqL6kz4LoS048c8yF453C4XG+Z8w5gHn6joQSstyGfVrPe9trVZSlk5632uevJFtH4SPFVaHS37DaIoO5MRdz+ETKlEJpORefY0+1ctq7DGOWz+VROrpZST2zaz6tOZHspX0269GHTTHYQ1aszwO+7HZi1DoVSh1GiwlBRTmJ2FVCJBpddjDAkjjcM+968LCETmx8ollcmIbNKcG97+kOzEs5Tk5RLWOB5TaLhf215gZDQao8mjLsHpcLDi43cZdf9jlBYVcmLLRnQBgbQeOBRTaHjFuVZqNPS77hbyM9I9bKFqnZ6JT71EYEQkQVHec1F/JvCnzFwi5kZV6gpraW2g1hto1LYDiX6SXRu161in43C5XLhd/p0TVovZ77oLQXmB+b/y1Fan0ykswm43Sq3W59yg1mSiy9ir2f7zfK91faffhC4wyGu5F5xWcSF/1WeQcQhaXwX753lvpwsBlRGajRB9doFVOmOM0XD9L/D783B0iSBEIc1gxFsQ2ebCxwBwcKF/orl9FvR+CH57QHyvDxdf7a8VYS2+0LAHbPmg8nvDn0zBLEw9n7BZjawfXy4UPH8qpqMMkHgSpeo49TuMfFMQPoBTqyH3JOyfDx2mi1lFfdiFky9lMmGt1P8o3ousI2BqCN3uECRo+WOV25YViOCb1hMFwSpME/OII98UZC8gBpK3C2V1ywfQ6irv1xDeRpBEfzj2m0hTLUyFsBae65wOOLdXKLpF5/tolToY9IJ4DbWthrCXnbfSfgNZh4X9tsN14gaBreS8pdgpAn0MEWDOhcJkOLRIvJetJkBgo0oVsx5/CvWErx7/OhRabBSeT1s0aZV+Z64uJ0rK7Cw7lMFTPx3EUUXWm9w5hlfGt8bmdDGmbRQB2ktD+LRKGa2ijBw+53tmJCHSgE711/64l9mdfPTHKQ+yB5CSZ2HaF9tZcncvrA4Xjy064PXY9MIyXl12jP9NbntBW+TFIsSg4o6+8Uzo0ACLzYnD5WbloXSeWXyYSZ0a0DraVKv+xoZBOp4Z3ZK7B4hOqWC9EkUdbLGG4BAmPvkimWdOcWTjH6j1BtoMGopUJue7x+71+zjpZbhzenrXNr/r0o4dxl5WVkFCcpKT/NrUMk+fpKy4yC/hA3A5HWSeOcX677+qIEHRzVsy8t5HWP35h5Tk5WIK82/7Ks7JZqUPwnly+2Yatm5HuyEjUKjVKNRq7DYr6aeO88fsz0k/cQy5UkWbgUPpftUUzuzZgdXsTRq6jZ+MWu/f/iSVyTCFhmMKra0CFMLVz7zMov97zmO+MCSmEYGR0TRs1ZZm3Xoh9aPCGUNCmfjkixRlZ5GdnIghJITgqBgMwSGXVLkrM5eQlXiGrT/+QGFmOiENG9Hj6msJjo7xmPP0B7VWR/8bbuWHZx7BWup5XjuPuQpdQC2ITxWotFqfKbHliG3TnpL8PHKSEzm+daO4mdBnAMbQ8BrfPwBdYCCG4BCKc3O81oU3boLGaKI4L4eDa1ayb+VSbJZSYtt2pM81NxAQFY28ynypUq2h48ixhMQ0ZMvCuRRmZRDcoCF9rr2RyKbNkNWmZkRlgKA4+PFmQS56PSAu/KsWpBsiYNqP4t/4QaD08Z4ENoRxH8LgF4T6ptLXvmrAYYP0ff7X554R4SZT54p928zCMtj7ITFDllvN4t7vcTi2tFKJk0jEvFxtYCkEy/m5Q7VJEAGnE/b/4L//c9sn0OOuyrk/qUyQCJdLqJ5Om7B++oNCU20W0S2smSodzL9WKJVNh8GAp8R5qOn3sCZA1CKENBdpqkVpkJ8k3uNWE0RtRTlajBZkz+WE/ERY8ZiwqlasHyVmGn97EFqO834uucpb1awKp11YSQ8sgMHPea4rTIFvx3iqsDYzLH9UvPZGvcEY6b1PW6kg0bYS8blxWGDFk8JmC+Jze3qtUEiXPgxp5+fVgxrDyP+J4JqVT1bub+uH0GoijHhdkOp6/CnUE756XDRKrQ4cLjcGtbzOtpzLAafLzamsEp7/5RDbzoiglB6Ng3hhbGuahumRSi/vMTqdLnLNNtyIgI7qZA9gwa4U+jYLYWTryEt6PCq5jJt7N2bRnjSvYBCpBG7vG49acekIgcXuJLvYytH0IqwOF62jjITqVRhqINfZxVbm+0gCBcgqtpKUW0p6kbfttRyrj2SQb064bIQPQCaTopJLeXvlcX7am1axfMWhDDo0DOCTaZ1qVVOhksuIMF38+dYHBaMPCqZxxy4VF+9F2VkoVGqfCZ4BEVFojJe47BkwhPi3oWqNJg9icaGZpZpUGYBzx46w4uN3PZalHT/Cyk/eZ8CNt5GbllxjwIi/uTeAXb8uommX7hWqSm5KMj88+2jFMTlsVvau+JXkwwe46okXmPfc4x4qYafRE4ho0qzG4y+HUH/ycTtdyFVqtEbfJFcikRDaMI7pr71HYXYmpQX5BEY2QB8YiOZ80qM/slcOXUAguoBAIps2r9Wx1RWlRYUc3bSedVXqMopzczi7dxdjH3qK+C7danWjISgymumvv8/h9b9zdt9utEYTnUdPIDQ27oIkrDq0RhODbr6L+S887vWZatypGyqdniVvv+LRM7l76WK6TZhMp9ETagyIMQSFMP6x51j40lMeoTj6oGBG3fcoTrudJW+9QubZUxXrzuzZQdLBvUx79V0v27LWaKJFr37EtGqLy+lEplDUrYZCroJutwub39YPxSxe30eFKlSUJua7AhvVTnFR6i6uf02uFOEl5ZbD6ghpIi7oN7wlvm8+QiRStp0C1/8G5/bAkSXigj1+ABxbVqmWSSQw4dPahZHknIClj8LZdeL7yHZCpbSXCYuiP5izxJyfRALd7xI2x4yDwvoa2lwQmKZDxTn2hTZXC4tlOeIHwcnVgkiW4/BPcHIl3La+5vJ4EPbY7yeIuo1ySCQw4k1BmI/+KoJVGvcX64rS4Icp3smdx5YKpSy2l+/nyToKPf3fICS6oyBY5QqeyynCa2ylYMmFCZ8JC+vOL8ScZTm2fyyOt9kIQXpBqI45J8Uxnv5d2GCtxcLy2u120WdYnCH6GIPi4ZtRnvOoeWdgzkRx06D6nOPhRdB6gthHPf4U6glfPeqM7GIrB1ML+GpzIha7k7HtohjSMvyyzljVBqn5pVz18WaPsuytZ/KY+MkWlt7X+7LZAUEUqy/clcKCXanYnS6GtYrgqxu78PTig6TkeabTfbLuNO1jAnC5QSGTEGZQI7sE5C82WMvXN3bh4YX7yT5fAxGqV/HmpLbEBl+66ocSq4OVhzJ44qcD2J2V7Oy2Po25o388QTrfqmWZ3VlRb+ALiXlmGofo/HYCutxcMOXyUuBEZrEH2SvH3uQCVhxK54aeja7YDY6qhEoXGMTIex/ml/+95kFG5EoVI+99uM5KSW3Qqs9Adi750ee6TqPHo6tCwEIbNfY7q2UKj0Cl839hby7IZ/0c3/avkvxcnA47HYaN9pu+6Ha5fFpPy1FaWIjrPDkoKylm/Xdf+iSguSlJWEtLuemDzzh37Agup5Oo5gloTQEVSmZNKMnP48Dq5exZ8QtWs5mwuHgG3HArYXHxFeEoNosFp9OBSqtFKpVhCA655FbcS4HSokLy09PYOPdrn+tXf/4hEU2a1erYJVIpAeERdJ94DR1HjkMml/+psJiwuMZMe/UdNs6dTdqxI2iMRjqPnkDzXv04uGaFB9krx/afF9Cka88LJoKGxsZx3RsfkJl4mry0FMIaxRMSE4tabyD54D4PslcOp93OxrnfMOq+x3zaXf9U9UVAI7h5Ffz2kEiRXPuyqCcY/T8IbnplZqLaXA0b/+d7Jq/r7fD7C+L/uhDocissvFEQsri+YIoSVQcgLvrlaqHO6cME0dJHVBIHf8hPhi+HVhIBQ4QgRRvegD6PilqGqupYVTToIojR0Fcg6xjMmVS5TiKFQc8L0tzxhkoiWo6wBGEJ3T5LfK8yQP+nBDmpDpsZ1r8p0jT9EWt7KfzxmifZA/E7c/njcM08kXw6+IXKFM3sE75rGgD2zoFxH4ngFU2gmPmTq8XnJOeEUOriBwpVrSqkMuj3hKjG6H6nSAgtyhC9hRveEqE6AKYY0f2oDRaK5NkNQhF0lEFptnjfbCXCZlx8TqiVRxZXPo85G9a+Is6ZRCpuWsT18x0+5HbBzq+g042e1SMgHhfdybs+pBzFWUL5zTkuiHxgI3HMVVVBS4EI9Tm+TBDrZsPF66ua7vovRz3hq0edkFNs5bklh1h+KKNi2e6kfD7feIZ5t3W/pJ1ydYHd6WTOtiQPsleOEquDeTtSeGhoszpZ62qL9EIL1325ndPZlfaJ77YlseJQBm9PasuMb3Z6qFZZRVY2n8rh8UUHCdQquL1vY67uFEOIj263ukCtkNGnaQi/3NOL/PNKY5BOSbhBfUnVxNS8Uh5e6D3g/tnGM3RqFMiwVr7v1mqVcvQqOSU+KhAA9Co5P+xI5v1r2nP/D/u8SF+LCAMG9eX9lWVzuJi9JdHv+m+3JjGqbZTPHr7LDZlcTmzbjlz/1kwO/L6CvLQUopq3pGWfATUqcX8G+pAQht5+H6s+m+lB5OI6dKZ5j76ehNQUQOfRE9j1q+csiUQiZcit96CvYWbJabeTl5bqd33G6RMk9O7vd71EKqVxp65eHX7liGrREsV5+6GtrIzUo376sBCKzaD2dxJQg33UF8yFBSyb+T9SqiRSZp09zfwXnuDqZ14hLC6ezNMn2bV0MWUlxcR36kbLPgNqHQJypZGdkoSlIN9nfx+IQntLUWGdyKpMJruozr3qUChVhMc1YfQDT2Avs1T0CZrz89i/cpnfxx1au4qIxk38rgehvBpDwzCGhkGXHhXLi3NzOLlzq9/HJe7fg81SWqf5xlpBJoeItnDtAnHRKkF0smkv/Q0evzDGwPVLRIF70fkwIaVeEBNbibjAbn8NNOgqbH/WIjH3F9dXbFuaJ6yTKqOwAzbqXfvndrtFIIslXzx++KtiedIWcQxO63mLYVTlsZVDIhU9fxKZIIgrn662b5eYp5s6BwIawPRFcHgxlBWKoJagOFF6H9pCEJU2kwSx9JW0CaKXsKzAP+Ez58AhPz2bbpdQ28Z/Is5f4mYxg6cJEkRw8/ui0qIqrEXCWumwCuJ38EdBsjrPEK93/ZtwzQ9CYd3+qSBFDXtCn4eFAjjgKUF6VjwpiN9Pt1WmsIIgjAuuE0mlK54QSu9VnwvVtqJfMVvMEU76Br4c4vu1bX5PKLklGTXbg9P3wMCnvQlfWZFIG20yyHuer/CcSFzd/L4gcpHtxOtK3Qk5p4SSGdUBdn4OW2ZWPm7da+L9HPaaSHn9D6Ce8NWjTjidU+JB9sqRmm/h2y2JPDKseY0l35cLxWUONp7ynrsox4aT2dzWtzGBftSnP4Mtp3I9yF45skusrD2eTf/mYaw9Vqk+tI0xcShNzNrll9p5fcVxknJLeXJUAkY/XXm1hUQiIdKkIdLk++55rtlKTrGVrGIroQZVRTJnbeF0uvh+m3/7zIdrT9G1UZDP8xxmVHJb38a8s9r77nt8qJ4ii4Of957D4XQzpUsM31V5HqkEXhrXiuA6HOvFwOl2YbH7VyHL7E5c/mZFrgAUKhUhMbH0v/4WnHa76Lm7jEmLKo2W5j370qBla5IP7sdaaqZhm/YYg0O87JUqrY4uYycS1SyB7T/PpyQvl/D4ZvScdC1BUQ1qfB6pTOa3Kw8gKOrCnVExLUUiZ0lersdyiVRKn2uuR63Vnf9egkqr85onK4fWdHFqTHFOtgfZq4q1X8+i77SbWPzmSxXLMk+fZO/yX7jm5bcIjKxlCMIVgq2sjD1LF9Oy78Aat/sznz2nw0FJXo5IJM3MIKpZC0IaNKxTsIxap0Otq7y4drvd2Mq8azXKYSkpxu1yXdRxJx8+UKMq6SuJ9ZJCG3RlSV45HDZBnGK6wS1rhJLlcgqVx1osLJOxPSBpG2yokiCs0AmCemY9bH5X1AY06i3IRlCcUGJ8wekEawFIFaA2ClXs1O/iGCbMEhfqGQcrtz+2FK7+CqYtEomUJ1cJ8hSWIJIuTTHCprjlQ/+v8fBioQiFtBDzZW6XUMGKs6DTDEGoVDox09a4PzTqJQrkd3wuCG85lFqghs+Wy+G7m7Ac1hJhh50zCbKPVi6XqwURdLvE85bDECnO466vYN/cyuUnV0FwE9FvGNgIut4mFK2yAjjyC8yfVklaG3Y/TwCPeZK9qtj6oZghXf+mCAFqNV68jryz4v0Z/Z53CmxV2EvF+S3NA0MNCbqGSKE2Nu7vOaca1wcOLRR22aqErzRXkOKN55OhQ5pB/ydg0S2Vqqg2CEa+7Un2ynFwoZiFbDXB/zH9i1BP+OpRa7jdbubv8F/iumhPGjf1bvynZpcuFkqZjOAayFyIXolSfulteKVWB4v2+Fcm1h3P4pquDSsIn0wqYVq3WO6v1pc3b1cKt/WL/9OEryakFVi4Z+4e9lYpV28TbeST6Z1qrczaXS6S8/xfUGUUlWHzY9tUyGRc260hFruTrzadrbB3dosL4q7+8Ty4QFwsLz2Yzk939eSP41nklFjp0iiIx4a1oEn45e8L0ijkTOgQzfoTvv/wjWgTQaD2yocAVYdUJkMquzI/Z0q1GmVEVK2i7rVGE0279qBBQiusllIkEgkSqfSCFlhdQCBdxl7N+u+8+8JkCgWxbTtc8LmNIWFMef511n//Jad37cDtdhHSsBGDb77TgzBqTQG0HzaqovpCIpES3aIlaoOBvLQUmnX3MxNzAdSkGualpfqccbQUF7Fp3rcMu+OBWgWgXCm4nI4K8q3UaLBZvEvTjaFhaGoI4akJToeDcyeO8tOrz3ucl4DwSK5+5pVaqZ4l+XlYigpxOhxojCb0gUGodDri2nfm+NaNPh+T0KufB9krLSqitDCfouwstCYT+sBgv4Qz9fBBmnTtwd4Vv/pc33bw8MteYn9FUZQulJy93wtS0fkmccF9bp8I1ignBzHdRXpkg27Q5WbY/gmk7IB2U4Sys/n9ynL3A/OFQnbTKoj28TOdnyS67o4vF7bPnveKZEdjNDQZLEJgqpK9oMYw8i349T5xvO2vgUnfinAUTQAkb4MfrhGqUUmm9/OVoyQLhrwkCEdV9W7h9YJQTPhMEKX9PwjSBmKWb9LXIlDHej4srd21IKvh74PKIDr8so74Xt90qLBZViV7IMj1krtFWuv8KoRv0HOCJFYle+XIPQW7Z4suPqlMkNYvfYTjJG8TXzUF15zbJ6y6rSaImpBf7hFhPBKJqIbocQ9oLnCjRiKBnveLY9n7re+QnY43wNaPoMXISsJXPmM5ZxKEtRaKHYjk0qwjsOmdysf3ul9Yn6taYJuPFKmf/rDlA6He/hU3U64w6glfPWoNt5sa1Q2n2w38NeqHXi3njn5N2HQq1+f62/rGo7sMYR9SKTWGoajk0ory9fhQHQ8Obsac7UkUV7M1ut2Qll9KXMjlmTMsKLXxyIJ9HmQP4GBaEff+sJcvb+hMkO7C6plKLqNnfAgbTvpWU9vHmNCp/Z+PEL2K+wc1ZWy7KM5km1HKpexPLeDeeXspsohz4nKDXCrlpzt74nS70SnlGK9g0mq3xkHEh+o5Xa3mIlCr4IaecRdUsEusdgrPv5YAjeIvT0e90rBZLGQlnuGPbz4jNzUZuUJJ6wFD6Dp+kl/7n0QqJaF3P3KSz3qEryg1GsY9+mytbYMBEZEMv+shykqKcDldKLVajzlDAJlMTruho0g6uA99UDBtBg4j+dB+zPl5dBo1AZni4j5rGr1/8iOVyZDgm/Se3LGVftfd/LcifEqNhsadurJ3xa/0v/4WVn/2kcfcqEyhYMQ9D190zYM5P4+f33jJiwQXZKaz9pvPGHnPQ6i0vn8XulxOss6e5td336AoW1zEK9Qa+k6fQYuefegx6VpO796Bw+ZZXxIcE0t4fGWgRnFuDis+fpfkQ5WqrCk8gqueeMGnIh3Tui1JB/bQZexEdv7ieQEZEhNL+2Gjkcn/JT/rRekwbxqc2125LOOAKFr/6RbPbVO2wZyrRcribw8KNWX4G0IJNMUIO+K5PbDxHWHrdNpg6YPCPlm1AzD3NHw5WKhA5UjcKEhU7weERW/VM57PPeg5+PmOSvK5/VPxFRgHg5+HZY+I5dnHxQxYeUBJdcQPBIlc2P72zhFqYodpQhkLbw2n13iTqtNrwFoorIy2EqHCaYNg/VvQdLAIhDHFePb06UIFQZ092pvwxPYWZOjoEt/HaC8VllB9uCCA3e8SJO2gH4soCGLVeIBI+Sz07pitwJ7Z4nX4gyFSqJttrob50yuP3e0W84GZh0VSrC9bLQh1uDQfcAFS8VlZ8bin2tnpRmHPzTkB0vEglQuy1ulGYSd1uyrJtM0C614XSmN5/6NEIkh+cbrncyv1IhTGHywFNauu/yL8S3471eNKQCqVcHXnGBbv8/EDDYxpF1Ur0nC50DLKwC294/hik6e14LY+jUmIvDQF59WhVsi5oUesh2WzKqZ3i2VQyzBGtI5EKoFbZu/iTI5vK5nhMqp7uSU2tp7J87lub3IBuSW2Wr13EomEUW0j+XjdKYrKPEmrTCrhgcHNLpiiqVbIkEjg7rm+e7mkEjHPF1aLCoTLgUiThu9u7sr8nSnM25mM3elmROsIZvSKI7fYisXmINiHFdbtdnMmx8wby4/x+9FMJBIJQ1uG89jw5jQK1v0tkmyvBNJPHefHVyovzBx2G/tWLeXcyeNMePw5v7N8uoBA+l9/K13HTyInJQm1Tk9AeCS6wKA6XUirtNoLzlEZgoIZ+/AzpB07xOI3XqogM8c2r0cXGMSU518nMLJu5d3RCa38Fm0369aLxP27fTwKcY+slvfJ7FarULWcDpRqzZ8LA6kBUqmMlr37s3fZL5zZu4vxjz/HqR1bKMgU1QLtho6sc7m5w26jOCeHM3t3ojMFeBTUV8WZPTuwFBX5JXxF2dnMf/FJjz5Ke5mFNV98jCk0nNg27Zn+2rtsmvcdZ/fuRKFS02bQcNoPH4XhPEG1WSxsmPO1B9kDKMzMYNGrz3PNS296kdkGLVqx4fuvaNa9N+MffZaz+3djKy0lplUbIpslYAr1HRtvLsijtKgIl8OB2mBEX8fP85+CtUSoHXJl7QrW4fzM3K+eZA/EhXe5da46SrLEhbY2CBbfIeYN506qrF5oMljMfi26SSw7t1dULJQfk80swj1KffyN2j8Xut4KUZ2E4nd8GaTuEuTCUuDbhthhmiCY5Ti0SMyhnVjufXGvDhAJkLNHCbJRjnN7xOzk2JmCiEplogDdXsXhkrpLEI2FN4p/m4+EzjeDyw6z+sCM5Z4F8SBCeKb+IMJR0naL5+9yE7SZIiyKLu/fHxVwOWHcx0JR3D8XMg/57xgEoeqVpAMu30SsHJZ80IYIouv24dDpdKN43Vvn+1bmSjIFOb/qS1FVUVUlDYgVNsu0PSJR9OfbRSLplO+FSucoE1bMU6vFjGWXm0Uv4FWfCTvwgusq6yVajhX/mrPgwDxxbsNaQtJmQRDtPkKF0veL5y0PoqmO+EGCKP4HUE/46lEnNAvX07tJCJuqzcuF6JXc2qcxSvnlmye6EIJ0Ku4d1JQpXWLYdCoHiQR6Nwkh1KDCpLn0s3vlaBVlYkTrCK/Zxg4NAxjaKqIixj/PbPWr9oQaVIQbLx9Zrq4oeq0vq3l9VUQHaFhwRw8e//EA+1NFX1pssJbXJrShcWjtbJchehVtoo0cTPPuDRzZJrJOc4WXA1EBGu4b2ERYUG1OFu9LY8T7GypSSVtFGZk1vRMxQZXEIiXfwoSPN1colbjdLD+UwbYzufxyT2+Pbf+tMBcW8Mfsz32uyzp7ioKMczWGt6j1etR6/QVn/i4FXA4bKz56x0O5ApH4mXr0EC6XE9xuVFpdrZQsXWAgo+5/jN/efcNjn4GRUfSYdC3fPX6/z8fFd+5aq2qCopxsti6cy9FNf+B0OAiKakD/G24lqnmCz+LvPwtjaDhTX36LTXO/4df/vUqj9p1o0qUH8Z26YgwJrdMcnNPhIPXIIX5+40X0QSG0HzrS/8ZuN06H/zvup3dv8yB7VbFp3reEN25CcIOGjLj7ITGnKRE23qq9d6WFBX5tn0XZmRTlZnu958bQMKa88Aa/f/kxB9asoEFCa4yh4RjDIjH6UKDdLhfZyWf57b03yE8XF9sKtYa+195Ii159UV+C8Bq/sJeJcvB1rwtlzBAh5rRie124xNqcI0IwQKhb3W4XpCQoTtgN/SHjoLBY5p0RxKpxfzh1Xq0/9TuYGkDCuMqC8Ko3wCz5/pUtqAwjydgvbIU97oXdX0Head/bG6M9kzBtZjHDd/XXYgYw87BYHtsbRv2vMtXS6zUdEARx9HvCYmotFufv1BrY8ZkgR4WpwqpZViiIcuouoXaVFQjyO/2nynNuNYsQmKRN0PF66POQmLHb+A580h1uXF45x+YLkW1FcE7h+TESfbhQMg/4UfmaDhVEp7zSYP8Pvrdr2EvUKox5X6iijio/X22nivfVYansMvSF1F2CNE7+Tpz7whQxRyiVweK7xGu6dZ1QWd1OWPemWCZTCDLqdlWmvH5/lTdB7XaHeF+hUine9I64kfDtOPE+qQzi+aqS5uSt0PtBsW+z53UrSp0Iq5H/tdcbVwr/OML30Ucf8dZbb5GRkUG7du2YOXMmXbt29bv9woULefbZZ0lMTKRp06a88cYbjBxZ+cfG7Xbz/PPP8/nnn1NQUECvXr345JNPaNq00vqRl5fHvffey6+//opUKmXixIm8//776OvYH/RvQJhBzTuT27H5dA5fb06k1OZkVJtIru7U4E9f0JaU2ckssrL6SCaFFjsDWoQSF6Ij1FB7pcekUWDSKGga7v+PaU6J6HxbeuAcKrmM0W0jiQrUEHiRJeghBhUvj2vN9T1i+X5bErbzoSNtqhV1B+lUvD+1PVM/20ZWceUvVL1Kzpc3dK5VqffFIkCj8JeYL9bXYS5NKpXQIsLI1zO6UlBqw+UGo0ZOWB3epxC9ik+md+K+eXvZk1RQsXxIyzCeGdUS/WVO46wNZDIpGoWMJxcdYO1xz7vIh88Vceec3cye0ZVgvQq708Xc7UmVZK8K8kvt/LQnlXsGNEF2GVJi/0qYCwqwW8uQymToAgKxl5WRm+I/1Cf91HEaJLS+gkfoH5lnT3sVxZeTqG2LfmDVpx8A4kJ/0M130SChtd9aCBDJkXHtOzPj3Vmc2bOD4pxsYtt1JKRhI+RKJc179PbqClRpdfS59kaUFyBsJfl5/PT6Cx7nNu9cKj+99jxXP/1yrWYc6wqJREJQZDTD73qQspIS3LhR6/R+lbeaUJKfxy/vvIbL6aQkL7dGQq81Bfg9H263m3PHj/l9bF5aakWqqFKj8WuTtVvLauyFrB78U47AyCjGPPgEluIiXE6nuBkQGITNYqEgI52c1CSkMjnB0Q1wu2H+C09is1QqQvYyC2u++gRDSCjxnfxft/xppO0WxdnlF74lmbDgenHR3P/JmhUNt0tc8DcbLix8v78gCMaY9wVxLPYObQNEF2Dm+TnW/CTvbr0D80XwyOGfoPFAkT7psAmF50JBWC6bSHjMPi5IbFQHUUJf6vt9ougcBMd7zvud+UMEi3S+Wcyh6SNAGyhmCLb6CXQJbw24hfpYTsIkEmh9tVD+ltwtVM2qwS3F6ZC8RaRFpu8Xx1hO+MzZolfO5RDEc8Qb4vzmnBRzZDknhE118Z3exxLbUxz/2A/hu/FiWUmmIDoNuopZw6pQGQWpnDdNKKwqgzgnudVIslQG/R4T85ZulyDFJVniNYU0E8eWeVi8Tn24/85DfZhQXedMFO+tLhR2f+P5Hh1fJt67/fNF3UPSZvG5MEaLXr+O04XKO+4jce5OrBQzfD3uFiE85XN2Sl0lMT6xWpC+lU+K/Xe4TjxvVax4QqjOmz+AY7+K1xk/SFR1BDby/Xr+hfjrr6rqgPnz5/PQQw8xa9YsunXrxnvvvcewYcM4fvw4YWHedootW7ZwzTXX8NprrzF69Gjmzp3L+PHj2bNnD61bi4uON998kw8++IDZs2cTFxfHs88+y7Bhwzhy5Ajq83/cp02bRnp6OqtXr8ZutzNjxgxuu+025s71MSj7H0CYUc2EDg0Y0DwMh8tNoEbxpy9ki8vs/LQnjed/OVyx7JP1p+kSG8jMazvWquy6NsgqKuOJnw56WDA/WX+aG3rGcv+gphdtSQ0xqAgxqOjSKAiXG79KZ+NQPYvv7sWR9CIOphbSJExPh4YBRJk0l9XyF6xXMqpNJL8d8L5zODghzGd3ntPlJr3QwpFzRaTmW2gTbaJhsLaCmAbplH4792qDBoFavri+M7klNorLHARoFQTrlZdVja0rcs8nrfrCobQickqsBOtV5BRbWednO4Dfj2ZxQ49GBFyGlNi/AtbSUtJPHuOP2Z+Tl5aCQq2h3ZARtB86CrXeQFmJZ2+ULjCIvueJzY4lPxIQEUV44yYYg0OQSKU4bDZK8nNJPrifkvxcYlq1JSgyuqIo/XLAVxBJ3+k3sfzD/2EprlSei7Kz+PmNF5ny/GuoDSY0egO6gACf+1SoVARGRtFp1HjvfU+bQdNuPdn560+UlZTQuGMX2g4aXquAkrxzqX6J9B+zP2fSc696zSpeKig12gsS0guhIDO9wsLpcjrITk4ktm0Hkg7s9dq22/hJPm2xIEhoeOMmfus3AiIia2WXVGq0yJUqrzm/iv2ER/p9rFqn9+hktBQXsX/1MrYsmFuh7EbENyWhzwAPslcVm36YTWSTZpcn5KU4S4SY+LIGbp8FXW6pmfBpg6D1JGjYTRR+l+9n/w8isXLda96PkSnFjNy618X3oS2EbbMq7BZAIi7gR7wuSOTWDyH/DHS5zVP9q464fmK2rhzn9oqKAVOMON7qVtB9c0RYyY83eS7PT4Q//k8UpAc3FsvMfkhjg85i1qwwRczy7ZktHu92i3RHU4wgF0XnvM/1ydWCLKbvrwx5AUFuq34f0FAQKhCBM1s+EuExo94RYTcFSWJOr+1kQdp+uhVuOF+4Xj67lrxNhOYcXy6Oy1YiyEzbyWLm0V4K6QdEwMmINwXBOrJEkProTkL9kisF+bJbxEyeLlRYRYvSxHs56rw9ttsdglhVh0QiKhMs+WK/xem+VcqyfKGmpe8TimhkBzH7KJUJJe7zAeK5J34pCF3LcdBmsndXniEShrwoaiS2fSiU66s+B7lG2ITDWgr7cUmmeJ+63ipCZcZ9JEgebqHYqk2+3/t/Kf5RhO+dd97h1ltvZcaMGQDMmjWLpUuX8tVXX/HEE094bf/+++8zfPhwHn30UQBefvllVq9ezYcffsisWbNwu9289957PPPMM4wbNw6Ab7/9lvDwcBYvXszUqVM5evQoK1asYOfOnXTu3BmAmTNnMnLkSN5++22iouo2x/BvQsBFKmK+kF5Q5kH2yrEzKZ8FO1O4e0D8JVFHNp7M8TlvN3tLEiPbRNIt7s9J+/JaHGNUgIaoAA2DE65c/5ZBreDZ0S1RyCQs2XcOl1vMyo1sE8kzoxK83kuny82B1AKu+3KHR29es3A9X93Y5ZL1LQbpVH/p3OeFUGKr2eqaXyrUBJvThamGYJkAjQLFZUiJ/auQduwwP7/xYsX39jILu379iYzTJxlxz8P8/PoLFevUegPD73yA1Z9/VBGyAeKie9JzrxIcHUPSwX38+s6rFRf6W3/8gdDYxkx4/FkMwZenIymiSoAHQFijxuQkJ3qQvQq43Wye/z1RzRM4tXMbYx9+iuDoC1dFVIXGYCSsUTwDb7wdqUyGxmhEV8sKiJTDB/yuy01Nxm71MbvyN0L1eb1ti35gxD0PExTVgMPrf8dmsWAKC6fL2KspyDjHhrlfM+z2+30qdE279WTLwjk++wF7Tp5WKxKlCwyk48ix7Fi80GtdZJPmdbrRkHnmFJvnf++xTB8Y7LP8vRy5qSle6jKleefj/w2g+hPuobIC72LvqkjbLdI2S7KEonR4sVBM2lwtbJeaQDGz9ftz1axx26D9NGg90TP1UKkXZeNbPxLfKzSif29rtRh8bbC4UL9tHaQfhAXTK9dlHITJ38PZdd7krdUEQVbs1cjziZUw5kMxD/fzHUL9kkgE2elxt3iua+bD8keg4Hy6uCESxn3oqT5qg0Q6ZHnAi0QCo94V53HetaJQPLy1UEZTd8LO83bX3V/DDb8K+2F1aAIF8dKHif+XQ6UT35fPuDntwvaYMEb8G9EGChLFvnvdJ8iPyyESQhfeKP5vyRVEaMtMMXPX+ipBlFpOgKu/EcddnA5zpwjbI8Ceb8Ts3483Q7NhohNPIhWK6ek/RB+dvcrPaNW5yOYjYc3LwoY67kNodZUnMZfKBZFCIqyzsb3Ftr7QsCccWCiOMbgJfNbP+30tzhA3FTrNgISxvovRJRJhV50wC35/UZDVuTvE9h2miw7DsTNBFwZFqeK8mmIEsfwzP1v/cPxjCJ/NZmP37t08+WTl3QWpVMrgwYPZutV3GerWrVt56KGHPJYNGzaMxYsXA3D27FkyMjIYPHhwxXqTyUS3bt3YunUrU6dOZevWrQQEBFSQPYDBgwcjlUrZvn07EyZ493dYrVasVWYMiop8XEDUwwNL9vlJzwK+2ZrIlC4xhP9JlS/PbOWLTf7Tmr7ZnEj7mABUf0GP4JVAuFHNK+Nb88DgZhSXOdCr5IToVT7tkxmFFm74eodXSfqJzBJe/u0o/5vU7m9hu7zcMKgVSCXC9eMLIXpBlC12J+PaR7P9rO9gnBt6NrosKbF/BUry8/jjm898rks9cpA+19xAdPOWpB0X0ePth45i28/zPcgegM1Sys+vv8CUF173IHvlyE46w7ZF8xhw4+3IlZdeGdUFBNGid3+ObVoHCDtn5lk/M0EIC2ir/oPJS0thwYtPMu3VdzHWsvDeWlpK4v49rP16VkXdQVijxoy4+yGCY2IvqO7rA/3PECpUaqTSv/fvrKDo82mF5617ToeDpe+/RVyHzgy9/T5MYRFknDrO/tXLyE46i0Qqpd9038mlxpAwrn76FX5997WKcymTy+k5eToNWrSq1fHIFUo6jhiH2+Viz/JfBHmUSIjv2IWBN91Za7W0zFzC9iUL6TB8NLFtO+K025EpFJQWFvi+cXAeARERlbUqpXli/mnDm0JRiewgQi6Cm5zvdasjLvRZkKsF2Vs4w/PCfPN70PshEYyiUFXaM6vi1/tFBP/154vQ5SpBCre8L6oYAuNg+GsikKS6TbP3Q0ItKisQ4S1VYTOLwvbpPwsyeWadUF/aTRHBMyuf8j4WmRIKzooQkJ73CTthQEM4shgW3SwCXRr2hIlfie2txYLcqQNBG1C5H7tFqFPldQnd7hRq04H5ldtkHKwMG4npJrrwLPnCulriI7AtYYzYftzHnuRSqhQk1JwFSVvFe9z1NqHMnVgpyGpsb0Hmlj7svd/gJsIiWV7sHtMVUneLc93+WvhunFBm+zwqtrGcJ3zmHPGeTJ4tCNeqZ8W56HSTsJuq9BDWCrKq3XQPaiwsmBveEt8fWwY97xHvS8YhcYPAECFm9366VRSz931EkK9yslmO2F7idZcVQN/HBLGtTvbKkbgJRr8rbML+oAkU84Ux3cR7LVeJn6XCVOj/OCgN4ndOcBNQX8Z52X8Q/jFXbDk5OTidTsLDPVWR8PBwjh3z7enPyMjwuX1GRkbF+vJlNW1T3S4ql8sJCgqq2KY6XnvtNV588UWf6+rhG9klvq01AIUW+yUpu3Y43TWGkxRY7Did7n/QT0XdoVMpakU8zuaW+pxHA1h9JINcc4v/BOEL0SsZ2z6KxXu9E856xgcTfF6d1CpkWB1ORrf1ts1O6BB9RToErxTsZRYKMv2ECiDm9MY98gy551JIOXyQRm07sO2neT63Vev1pB455NfCd3jDWrpNmILRTwLin4HGYKD/dTcT3TyBHUt+pMxsJija/2yZPjCIsvMX8aWFBeQkJ9aa8GUlnua3916vtuwM8194gumvv39BW2dsm/ZIpFKfc2dtB4+4bHbOSwWdMYD2Q0eyb+XSimVut4sze3YQ174je5Yt4dyJyr/jUqkUPy0WyORyopsnMP219ygtLMBpt6MLDEIXEIBcWXu3gC4ggJ6TptFuyAispaUoVGq0JlOdZhSdNhsdho3m5LbNLHnrlQpLZ1hcPMPvepD9q5d73egA6DlpmkhYtZYIm+X6NypXFp0ToSfTF4m6gLpCE1hJSsqhMgorZ0xXoToVpIh/q2PTO5AwGkKaizTJ7OOe690u0VtWlA7jZopy9JIMYX2UyoSKZzN7JkeqDND1dvHYtJ0gU3uTARCqZEGSmBdrOlSoWyVZIuTEFzrfJNSd/ERY+pCoO9j0rufrTtoEXw8XRFIqFxbLRn3FupIsYYvMOChIy6RvRJG4QgPfjvX9nBvegqEvi+cwRPom170fEkRw2o8Q3kZ0N9lKRerp0ofFOZVIhW3x9xfh5MrKx2YdEemTU+fCN6M8z5NECkNeFuEprScJNUsfIayLjXoLlcuSL2yNLpcIT9n5BRxfKh4bGCfOab9HRV+d2w0bXodDP8Gk2eImQ0GysO66XUJZTRgjQl96PygsrlnHYPZYQaSGvCzOZ94ZoRJmHRFfBYni+Hd+IY5JHSA+ew27C7voHZshoAGcXFP9zHmiprTSinMiEaQUxM9SULwoaa+HT/z7r9j+Ajz55JMeymJRURExMXWz//zXMLRlBAt2+S4w7xkffEm6zAK0SgY0D+W7bb77aEa1iUT7H+tM84fsYv8E3OWmojT93w69SsGTIxKQQIUVViKBQS3CeHlcawLPz+SFGlWk5JbSJEzPp9d1YvuZXCQSCd3igiiy2Am4gj2ClxtSmdxv/QCA1hiAxmikgbEVDVq0IivRv6quVGsxF+T7Xe+02/0+z6WALiCQdkNG0qRLD9wuF9bSUvYu/9UruRNEsfaRDWsrvs9JTqJxxy4XfA5LcREbf5jtvUIiocxcQuL+PbQbMqLGfeiDghn38NPng08qb8RENU+g0+jxF90deKWg0unoMfEawuKasP2neRTlZBMaG0fn0RNIPXrIg+wBNO/Zr8ZeQ4lUiiE4pNb9jP4gVyoxhUVceEM/kClVJB/cx7EtGzyWZ509za/vvMa4R59h0f89W6FESmVyuo2fVBmyY86qVE+qwu2CX+6DW34XZKQu0AaJgJWvhgs1RRsk5ps2f1BZUq3QCMvcyLcrrYzl2PmVsMP1ediTjFRFz3sqSZ2pgfgCcdH920OiLL3rbcKC6HYJtez4cjGLN/gCN8PP/CE67gCu+UH02VUnni3GirCN8uoItUmoTFXJXjlcThGM0mo8bPsYOp4T3X5L7vZUOLVBMHWe/4RMEFbH8oLy7ncKZWnqD5C+V5DqJoOFxVWp8yzyzj4qiFL57xVNgEiq9HV+zdmw51tBQNe8CMWZomy8662QdRTaXyfU12O/CQLXZhJEtqkMKoloKyol1rwo1l31hQhryTws+hLN2YL0dr9TzOSdXidUvoJkEdIyYZY4Bzu/ENbKluNgwFOw9wdI2QotRgtbb/JWcT4nf+t5wyJxk5gZbDcFEl4DfaSY11NoxfOVn5eIGtR4Q0Td5+v+w1bN2uIfc3UbEhKCTCYjM9PzbllmZiYREb5/IUZERNS4ffm/mZmZREZGemzTvn37im2ysjwle4fDQV5ent/nValUqFR/37mkvyNaRxuJD9VxOtuzo04ulfD48BYUl9lJK7CgVcoI1isv2PXmC0q5lJt7N+bnvee8rIqRJjX9moWSkldKWr4FuUxCpElDmEGF4i+smvir0CLCvwUiUKtA/x8ixuVW2PsHNaPYakevlBOsV3mUwWsUcu4c0ISvN5/liUUHaBpuQC6VYHc4uXtg00s67/pXQ2s00bxHX45u+sNrnUwuJ6pZc49lap0epUbjMyQlPz2NBi1n+H2uoOgGKGpIxrwUkEgkFVURar2V0Q8+zrKZb3vMiLXsOxC5QkF2UmXHZ3BMw1rt32GzkZ0oHqfUaOg8+irCGzfBbi1DoVJTZjbjdrtrtHXKlUpi23ZgxruzSDt2GHNhAQ1atMIUFn5Ju/icDgcOmw2FSlVpObxE0JoCaDNgCHHtO2K3WnFYrRzesJYDv6/w2q7H1VNR/AP+hlrNJRxa97vPdfnpadjLLEx/7T3MBfkVSqQ2IACl6vxnOuuo794zEGEhlry6Ez4Q1snbN8DRXwQxWvWMeK5y2C3iYr33g9B8OBiiodlQUeegDgBzpkhFHPWOSDgsV5rkamG1C4qv3JfLJYiryymUJLtZ2EN9wZIn9l89Or8cmUeg6TChcIKI8x/1jiAgJ1eJ5+96m5jJcliFEpm+T7ze1J3+z8e5PULVKs4Q5OTor6LMvSrhK80TISAjfRDwqpAqBBl2u0TtglIn7KCDXxTnzOs1F8Dq5z3f55juoqqiHBKJKEgvt2yeWAFNhwhiqg2C7GPiXPS4R1RRbHhDzFQCrH9dBL0kjBPnLixBEDV7qQiaie4oQnzSqvTenl4DiRtg2iKhRGYeFGE25fbUht2F7TL7uFDxbKWizy+ynbiJsORu0QUIYg5RrhaBNOWwFsGO8/U8Q14W84jVoQ8XlswDPtwfw18XCmo9Lin+MVdtSqWSTp06sWbNGsaPHw+Ay+VizZo13HPPPT4f06NHD9asWcMDDzxQsWz16tX06NEDgLi4OCIiIlizZk0FwSsqKmL79u3ceeedFfsoKChg9+7ddOrUCYC1a9ficrno1q3b5Xmx/0FEmDR8d3M3Pll3igW7UrE6XHRuFMgzoxLYn5LPS78dxepwVQSNPD0qgUhTDYWjftAwSMuSu3vx9qrjrDqSiVwq4aoO0dzRP56NJ7N5/pfDFV1rBpWc96a2p2eTEDSKv/eMzKVGmEFF7ybBbDrlnWD26LDml7VC4u+I2lhhQw0qHhjcjGu7NcRsdaJRygg1KNEo/jG/ZmsFhVpN76nXkZl4mrzUSrVcKpMx9uGnvQIvdIFB9Lj6WtZ/96XXvmLbdcQUFkFEk2Y+Qy4G3HDbZSsX9wWFSkXjDl2Y8c4sclKSKC3MRxcQRPKh/az5+tOK7TRGE6GxcbXap1QmwxgSSkl+LqPuf5ydS35ky8LKxMGYVm2Jadn6gmqVXKkkIDyCgPCLV6T8wWoppTAzgz3Lf6UwM53oFq1o1X8QptDwCuJXZi4R4XZ/so6o6jxi13FXE9e+E3uWLqGstISmXXrStHsvvyXmfzfYrWU+w2PKUZyTTXTzlv7fW9kFbgRJLvLvjkQCgbGCIKTu9CR7VbHzK7jxV2Er/eGaSlIS0gymzhEhLU0GC9ueRCrIoz4cFOd//xdnipm7rTOFchTTTRAFpQ6OLfV+vqZDQR8KA58XoTBVIZUJa2KbSZC6XRAwS77onQtLgH6PQ1x/wAUl2UI97P8E/DBVkA1VDXNacpUn4co6Imb6AuNE2Es5ChLBEC5UuqpVC+Vo0EW8/uzjQmEDYWFN3Qm/3S9mG8uJSmGKCA8xRvogo25xPkEQsgFPi26/jANiFnHsh4JE/f585UPUARDRGr6fIFS1OZMq161+Du7aAadWiQTT8teqCxFKbFWyVw6nHfZ9L+yhv1brCE3eJqohblwmzqs+TCR6VleDQVQhtL8Wdn3lvQ6guR/3giZQ2GMj24kbBCWZIhxn6MviuS5javl/FRK3+xIMR10hzJ8/nxtuuIFPP/2Url278t5777FgwQKOHTtGeHg4119/PdHR0bz2mogN3rJlC/369eP1119n1KhRzJs3j1dffdWjluGNN97g9ddf96hlOHDggEctw4gRI8jMzGTWrFkVtQydO3eudS1DUVERJpOJwsJCjEb/NpV/G0qtDnJKbCTnmVHIpUQHaAgzqlDWcOfY6nCSW2LD5Xajlkv5flsy76056bVdr/hgZl7b8aJrAUqsdoosDvF3UatkZ2Ie1325w2s7mVTCygf60CTsvzf0m1lUxsfrTjF/ZwpldhdhBhWPDmvO4ITwCivjvwU2h5OsYiunskootNhJiDQSZlD9q5S5S4nCrExyUhIpM5vJPHMKnSmARu07YQgOQWv0tuKUFhVyatd2tiz4HnN+HkqNlo4jxtB+6CgkMhn2Mgu7ly7h4NpVOGxWghs0ZMANtxLRtPllKRWvLUqLCtm+eCF7l/9SMT8XGBnF2IefJiQmttb7ObJpHYUZ50g+fJDUI5XdYC169SOhd38sJUVoDEaCo2PQBgSiqMMs2p+F3WblxNZNrPj4XY/lcpWKqS++gc4USNKhfRxYvRy3203r/kOI69D5T9spPY6hrAyn04FKo61ToftfjcKsTL5+6A6/pO/aV/5HZNPmPtcBYtbroy6eRdflCG8F1y8Rtr0/g71zYMldvtc1Gy7UMl+2UkMk3LLGf3CGOQeW3FOpxpVDIoWrvxKzd3lV7NxqE9y2QZCHkgxh/8w6Cnu/F6So32OCqFhLQaUVKtyJlcKq2fMeoaKZz4fNlAfK9LxfEKQ/XoWrv4S5k3x3+rWdIv6tGsTSYjS0GCXIUtVUyqs+F4R14Q2CFJVDFwpTvof50z23r4rpPwnrZPMRQpHTBkH3u4QiVphS5VwEwOh3hPI38i0RMmPzdDcx4k04u14Q54i2ombi9+fFOev7qLC+pu6q3P7GpSI4xRQDjfvB+jfFDGhArEj99IXBL4hSe18BPSDex9YTxf+LM2Dx3XC6mqI9+EUx7zdnEuRUs96OelfUQ9Rkt3S5BNlzOwXJ1V263yt/d1xpbvCPuvU8ZcoUsrOzee6558jIyKB9+/asWLGiInQlOTlZDHufR8+ePZk7dy7PPPMMTz31FE2bNmXx4sUVZA/gsccew2w2c9ttt1FQUEDv3r1ZsWJFBdkDmDNnDvfccw+DBg2qKF7/4IMPrtwL/wci32xj7o5k3l19Asf5iEOdUsZ7UzvQu0kwGqXvj55KLiMqQCh3KXmlfLzOd2re5tO55JRYL5rw6VWKCltoQamNd1f7jtB2utzM25nCkyMSkEn/W3ecwo1qnhqZwG19GmN1uNAqZYQb1Ze1L/CvgM3hZNuZPG7/bjcWe6XNaEy7SJ4b3YpQw9/fWnYxcLgcuNwulBdSGaqhODeHBS89RVF2JhqjiaCoBljNJWya9y2jH3iC5j16ez1GazRV2PkcNhsyuQKVVkdW4hnWffs5OcmJtOjdn6ufeRmNwYhKq/fbdXcloTWa6DV5Oh2GjaK0qBCFUoXWZEIXULd+wEZtO5AXEsqWhZU3CbuMnYhULmfJ269UzCnK5HIG33I3Tbv1QqW9MkTXnJ/P6s9mei13WK0U5WTz++cfkXG68qZb+snjBMfEMvHJFy8Z6VOo1fy9pxB9QxcQSNtBw9m74levdYGRURhCLnB+9OEw9iP4+VZPoqLUiZLyP0v2QCRX+kObSfDbg77XFaeLjjh/hK8ozZvsgSBtG94SBGXRLYBbWA2HvioCTH57QKiCLodQ7oa/ISyiK5+Co0sq99PhekG+9GFCpSpMhdljPIvft7wvki2nLxLPO/J/IsClKoKbCNIx71rP5QqNCK8Z9qpQ/Dadv+GhDxfq3+2b4NRqsS68tZglzDjkn+zpQkSFw+pnRdXF+A9h19fCVtlpBqytEj5TVgCFaYIsrX3Fm+wBrHoa7tgkbLcypSC/OeevU/LOgMFHJVjROfHV6z4xt2e3VCZ6+kJQvH+yB3B2UyXhM0SI+b6CJDGPqTIIYls+b3f9YhGAc2yZeM/aXC3I+IVm66RSQfjrcdnxjyJ8APfcc49fC+e6deu8lk2aNIlJkyZ5b3weEomEl156iZde8pMEBQQFBf1nS9YvFvtTC3hrpefdHrPNye3f7WLlg31pWgvFrLjMjs3pPxzkXIGFZuHe+8k327DYnUgkImVR4UNRNFvtZJfYKLLYUcllDE4I52RmCcXVZvsATmaWYHc6kUn/cT8ufxoquYzoS9S593dFemEZN8/eWWHlLcev+9NpEx3ALb3jkP6LyH5+WT6JRYnMPzafEnsJoxuPpkNYB8J1teuFzElNqkgetBQVklZUWLFu49yviW7RsmImriokEgmGoMoL4MT9e1j0aqWt68j6NRxZv4ZG7Tsy4m4fkeR/EZRqNUp1ZI1l3BeC1mgiP70y6VVrCiA0No5lM9/22M7pcLBy1vuExsYR3rjJRT9fXZB3LtW7Ew4IbtCQoqxMD7JXjtyUJE7t2iYU2n/ZDaC6QK5U0nX8JMpKSzi6cV0FaQtr1JgxDz1ZY50GIKyRzUeI5MKdX4gL+dhegojVRNTqgqDGgsSUeKeFogutnMXyhZwTEN/f97pEP11rIFSuiLZw/37xvToQbMUiebKq6pd1VFQJXLtQJHhWxd5vIWUb3PCbIGeZhz3JXjlOrxGkZeCzkLoDrl0gKg/K8qFRH6Ec/XSbt4racrxI+FTpRW9g06GiWsKSJ2YC/3hVqHBSORSkQuYBUXkgV/lWZDvdCPvniWMd9Ax8PbKyb2/8YGgxBo5VuTHwxytw82r/hMtpF6mYyx4RJLPleHET4Oc7RI/iiVWe22sCKzv+fr0fxnwg5u9iuomCe19Q6gVh83VeobKcvhz6UPHVoLP3tsYo8dVsmO991eMvx3/vCrYelx0FpTbe+937IgFEwuP8HSk8NTLhghfRGqW8anWTF4KrFXZb7E6Opxfx0tIj7EkqQK+SM717Q27sGUdElQ6/rKIy3lx5nJ/2pFb0q/VoHMzMaztw37y9XnUEHRr+e7v5/svIKhJD5muOZXmRvXJ8tuE049pH/WtmFvPL8pm5dyYLT1QWTq9PXU9jU2M+HfIpEboLz4elV0tUrIrCrEwcNh+R69VQkp/Pmq9m+VyXuG8PxbnZPq2h/2RoDEbGPfI0TqcTfWAQSQf2+t1299IlDL393svSP1gdVVM/qyK2bQdO7vTdcQtwaO0qmvfo8697n+oKfWAQg2bcSY+rrqGspBiFWo3GaKp9VYZCK2x3w147b2vTCNXjUsEULayhcyZ52gqbDRfpmmqTSFH0hdAa7KiqGt53qUyoUlVJa9JmT7JXDrdbBI90vB7WeVaXkHNCKErp+3wncJajJFMoTvvniU67lhNEAqnTJmyepdVm0bvdIc7LxrfFzFv5MbebBsZooQYOfFZURYQ0B2uhsD6eWS/SM3+63ZMot5og1LINb0OH60TKZjnZA5GYee1CETiTvFkQrZBmnmXnvmC3CHXxzB+iX9AQIVIzozp6nqvI9qALh14PCNunOUe8hobdRb/e4BdEUmlVhCYIFbDzTYLcVodMIeY36/GvQT3hq8clh9XuIjXfT6EmcDKrBJvThfoCBbEheiUDmoex9ph3sWlssJZwoyfhO5ZexMRPtlSQuBKrg1nrz7DtTB6fX9+JUIOaUpuDd1ef4MfdnhUQW8/kYrY5uG9gU15ZWjngrlZIGd8++j99F/vfhjyzlXXHs3ln9QniQ/VEmfyTuZwSGw4/ZPBSwu60k1eWhxs3OoUOg/LyzIwmFyd7kL1ynCk8w8LjC7mz/Z3IL6Bkm2pQulRaHVL5hf+s2CylFGR4dxuWI+3YEcLjrozCdbnhcjnJSjzLr++8SlG2+F0mUyjoNGo8vaZMZ/P8770eU5CZjsNuuyKEL7hBQyQSqc8qiprgb/zfYbdhzs+nICsDl8NOYES0SKZU1z1k658ClVZbdwuu2y3IzKFFosfM1EAQkaDGoL7E8zxhCXDzKmHTLM0TREwXKkhSz/tg7cvejzFGCyXJHxr1FPN6vj43LcaITr6qSNkmbI/mHO/tU3dBj3t9P0/GAUGgOl7v/1g0gRAUJ0Jcdn8DDXtAYTKcWC0sm5Z8QdgUamg2Qrz2RTdD7vmREZVBnPekTaJ0PrK9UPqkMkje7hkwk3tShKqodOJcagJEOMsv551njfuJmb2oDoJMqU2CxDssIjU1abMImck7Azet8g6OKYdECgExnnbHfXOEKrjjcxFqojJC55tFZYM+RISn5CfCnm/E5yt5m/j+uiXCVnvgfOl7wjiIbCssrYYoYds8tKjyeZQ6GP3ehUOF6vGPQj3hq8clh0YpIyHSyMaTPn6xA51jA1HVourAoFbwyvjW3D13D3uTCyqWNwzS8vWNXQirorrkm228+OvhCrJXFftSCjiTbSbUoCan2MrCamSvHAdSC3lgUFNkUglOl5uGQVren9qeBoH/3guV/xrK7E7mbE/mf6vELIREAoMTwoEUn9u3iDCgVlzeEIkMcwbfHfmOH0/8iMVhoVtkNx7p/Ahxprg6z9ddCD+d/MnvukUnFzGl+RTCdDUnJDZo0RK5UoXD5m1r6jhybK1SNWVymd8icRBq2N8FZSUllBYVkH8uDZVejykkDH1QcK3DRYpzslnw4pPYyyrv5jvtdnYsXsjAGbcTEhNLTkqSx2OiWrS87HUU5dCZAuk5+Vov4ply+AAdho8h7ehhn49rM3Co1/tkKyvj7L5drPjo3YrPh0Qqpeeka2k3dBQa/ZULvyrJy6UkPw+ruQRDSBhao+lPJ4xeUmQfg6+Geapr+3+AEW9A++mXvles3HJXHR2vF5bBnV+IuToQASmTv/O9fTn04TDuY1hyp6cNxxQjZtPKj99aIohmRDsY2V4Qq0M/wub3Kx+jCfSdiln+PFlHIbhppWWxOjrfJBQsazFc/TUkbYNP+1auD2gIU34QRePLH4fhrwmyp9QJ9UsXKubPtEEQ3AzkStg3V6Sc/litNiZtNyy8XpDCq7+GDzt5kl6JFDrOEMSvvKqgMAXOrBW2z6NLKusPso/D4OcF+axeU9HtDrG+6nyftVgob4Oegz4PiefShYplIGbnhrwEPe8VM5bllk1D5Pmy9GodiC4nzJ0MnW6AaQsFCVUZBJE8thTiB/h+T+rxj0Q94avHJYdRo+DhIc18Ej6NQsbY9lG1VsyiAjR8cX1nMoutpOaVEmZUEWnSeFnszFYH+1L82FKAdcez6dY4mGKroyJExhdcwG/39kIikRCkVXqQynr885FdbOXDtacqvk/JsxCkUxJhVJNRVOa1/VMjEwjWX77QlqzSLO78/U5OFVQe07b0bVyz9BrmjZpHs6Bml+y53G43Fod/C5HVacXNhdVMfVAIE596icVvvoS1tPJipGm3XrQdMhJZLfrbNAYTTbv24MS2zV7rpDI5kU1bXHAfVwLmgnzWffsFxzavr1imMRiZ8MTzhDdugvQCLgWApIP7PcheVexZ/ivth41i3ezPK5bJFUraDRqGTHZl/jwrNRraDRlFRJPmbPtpPsU52UQ0aUr3CVNQ6fSExzUh8+wpj8cERTegSZceXr/Hi7Iz+e29NzwIgNvlYvP87wmPa0JcBx+zP5cBOcmJ/PTGixTnVAZsNO/ZlwHX3+JVG/KXoDQPfn3At5VyxZPQZOiVK5LWh8HA5wTBKM0DpUYkY+ovUI2h1EHCGFErcHChKO5uNhxiulYWsZfkwK4vRPddOSmSKUTP2uh3KwNjOs3wVJjKEd5KkEVjtJhpm/ApLH240poqkUK7qaIuYuP/xLLvJ8KNv4H5dqHqleYKAlOcJvajOSkeL5WLUJiN/xMkrhwypbBtNhshlDdffYEgbKYOiyDM5aXnAOZc6DhdPPee2YKgBjSEHnfD6bWCJM+5Wmy76wuhsF4zT6iY6fsFye5wnQip0Yd59vVpg4VaqAkQX76gNoqv4Hjf66vCECle69xJsGWmeD77+b+DM5ZdmtCgevxtUE/46nFZ0DTcwKfXdeKZnw+RXSLu9DYO0fHe1PZEB9RNMQvWqwjWq2gZ6f+uv1QqQa2QUmb3rRgE64VSolfJkUrwqQQCRBrVJET+t2dS/s3IM9uwOjw/I/+39AhvXt2WT9afZutpMesRblTx3OhWdIgJuKzHcyzvmAfZK4fdZee9Pe/xRt83Lpm9UyKRMKbxGJaf9ZGsBwxqOAijyvfPmNPlJMeSg8vtQi1TE9WsBde/NZP8jHTKiosIbhCLLiCg1sqcUqOh77SbyDx7msLMysAAiUTK6Ace9xn6cqXhdDo5sGalB9kDsBQXsfDlZ7jh7Q8xhV446MZX6Ek59IFBRDdLoNeU60g6uI/SgnyG3/Ugxlrs91JCYzDQqG0HIuKb4rTZUGi0KM8rjOMee5bE/bs5sHoFbreL1gOGEN+pm1dCp8vpZP/q5X6HrrcumkdE0+aXXeUryslmwctPYynyJFPHt2zAEBxCrynXIVdcmkxQt8t1cTUSZQXC4uh7pyLApHpgxqWA2+2730ylA1WcsEXWBSq9mPMb+Izv9Rn7RAl4VTjtgrTdtFIQsMA46HgdbMj2tIg27CHqB366BXo/JNIvHWWivsHYAJxloqfw5CpRLF4Oe6kgT4ZIGDtTkJakLbDrS2EpHfScIHsJY0XBeVWyB2Lub+ENcMtacTxhCf57DKVyGPAMNB4Im98VSmnD7mI28PDiyu0KkoWyOPBZMbM59kNhu7SZxXHu/AI0QWLGrzRXzNS1nQzJWz0Vvr6PCMXuUkEmh9iecNd2OPyzCMaJ6wtNBgmlth7/KtQTvnpcFuhUcoYkhNO2gYl8sx2ZVEKgTkGYoW6KmdnqIKfESqHFjlYpJ0Sv9NmNFqJXMaVzDLO3JnmtE7Y9cbcyzKBiQvtoFu1N89quWbieMOPlU3P+DcgpsWJ3uFDIpYRcRuXrckHpw0p8rrCMe3/YyzVdY3hhTEuRJqmWE3EFKihWJ672u25r+lbMdvMlnedrEdSCtiFtOZBzwGO5QWHg1ra3opF734zJLs1m8anFzD4ym0JrIS2CWvBo50dpGdKS2JB2FdsVWgvJLU5FIpEQoAxAV1McOGAKC2fKC6+TnXiGpAP7MISGEd+xK/qg4Csyu3YhmAvy2b30Z5/r7GUW0k8erxXhi4hvysE1KzyWaQxGht5+HxlnTrL843cASOgzkBY9+16WYvXaQq3TQ7W3zRAUTJsBQ2napQdutxu13uDz58LpsJOf7v17tRxFOVm1CvT5s8hNS/YgezK5nKZdexIWF4/DZsNSXIQh6ALpmTXAaimlODuLQ+t+pyg7i/gu3Ylp2QZjSB3UEH+qUTmq9r/9WZTmi1nBPd+BJRdaXy1UuZrsmpfqeTe+43/9zi9EAqe1EPbPF7bMvg8JRUypF51sXwyunDnMOiIe98u9oqrg7EZI2+V73yk7RJCKXAULbxT2xnLsnSMKxVtPFGTSF5z280Epvwh76vLHvefsQluANlQE7cR0gak/iJk/c44n2auKLTMFkW0yWKSY2ktFxUFMN1GqnrhZqHjTForl5bOVCo3oHGwzSTzHpYRcJdTAvj5K1evxr0I94avHZYNUKiHSpCHSdHEzcFnFZbyz6gQLd6fiPC/JdY0L5J3J7WlQrSpAKZdye7940gosFes2ncohNb+Uebd2J72wjK82JaJTy7mxdxwdYgN4ZnHlbEqrKCOfTBfBLvXwRkGpje1n8/jfquOczjYTF6Lj4SHN6N44+B9Vwh6sU9IwSEtynmeoUKHFzm8H0pnRK+6KJnIGavzPuxkUBqSSSzs/GKoN5d3+77I8cTnzjs/DYrcwsOFAbmx1Iw0MDby2zy/L56WtL7EudV3FsmN5x7h51c18NOgj+jboi8Pp4FThKV7b/hp7svYglUgZEDOABzs9SKyx5nJyQ1AIhqAQGnfseklf56WAy2HHavbRj3UeeWmpFOVkYy+zoNLq0PshEbFt2qNQazxsnUNuu4eNc78h71zlPPHmed9yZP3vTHrm/zD4IA9ulwtLSQlSqfSSz6KVzykW52Sj0unRBwZ5vR71BZQ5uUJJdIuWftNHwxo1viLBLYUZlYpxeHxTek+5jqOb1rF/9TLUegMB4ZE0bNOuVrOm1WErK+P4lo0evYUnd2xBHxTMlBder311hyZA2BUzfc9H0uAS/TxY8mHbR57F6od/FgmN03+stF76g8slLJUuhyBgGpP4tzawm0UnnD8UpoiZsUU3Q9PBYO0ujifovLJpK4UuNwuFUCLFI7K7rAi0Nbx/ulChUO35zpPsleOnW0R3X00pmeZskCDIXs97hCpZDrkaJs2GxPXCrlqQItI0h75cOZ/nC2UF4l9jpLBdmrOhw7Tzs3aR0KhKh6khQqiQDosoajeE1/7c16MePlBP+Orxt0BavoWdiblsOJFDbLCWqzpG88Wms8zb6RmmseNsPrd+u4tvb+rmVYgtlUoY3TaKeTuTAbildxw94oN5ZOF+diZWDnp/su40dw+IZ90j/ckqLsOkURCsUxHyLy3Y/rOw2p0s2pPGy78dqVh2KquEO+fs4YnhzbmxVxxqxT+jtiLMqOaT6R255rNtFJVVxtEbVHJmTe90xesXRjcezdeHvva5bmqLqQSra6dEFFgKyLflk2PJQS1Xo5Qq0Sq0RGojkVebBQvThXFdy+sY1XgULpcLk8qESu77s59VmuVB9qrite2vkRCUQLG9mOnLpmN1Cuu2y+1iTfIa9mXtY+6ouUTpL7OScIlgKSqkpCCf/HOpaE0B6IOCMQSHUpzru2g5IDyCuU8/hLkgH0NwKINuvpOYlm1QajxJjSEkhMnPvcov77wq5uPim5GbmuxB9sqRn35O9NsNG+2hohXlZHFsywaObVqPXKmkw/AxxLRqe0msryX5efwx+3NObN1YeczBoUx44nlCGzaq9X4kUikJvfqzY8mPOKzVAn0kEnpOmnZFyuSDY8RNBo3BSM9J0/jlf69it4q5pMKsTJZ9+DbNe/Vj4I231blSwlyQx+rPvTvNSvJy2TDna4bf+aDX++8TulAY/T58M8Jbzet+54Xn52qLghRPsleO7KMi6XHgM5WBH16PTYZDP4mAFZlCVB1EdRCEzF8Ze1WoTSLYxFcCJUBkB6EyjnhD9MBZi0VXH+dfu1ILXW4VJDDziLBNnl4j1h1dImosTvpxSLSbKsJHjv3me33ROTFrF9xEVC/4QkRb2Pu9IM1RHUSyZWGKUOi63Sbm9srL2kFYdL8dB1Pn1HxeyomqUldzKbo22DvptB71+BOoJ3z1+MtxNqeEyZ9uI7u48iKheYSRH7b7Tk48ml5MZlGZB+HLKLRwx/e7PYJbnC436YUWD7JXjo/+OM2wVhF0jfvzv1AtNgd5ZhsOlxudSv6PtDrWhOxiK2+t9N299u7vJxnVNoqYoH9OOXtChJFl9/dhZ2IeB1ILaRVlontcEFF1nC29FIjURfJwp4f53+7/eSxvG9KWic0mIquFfSfDnEFiUSIGhQGb00ahtRCn28nPJ3+mdUhrpraYSojGc95KKpF6LfOFA9kH/K5LLUnF6rTyxcEvKsheVeSW5XIk5wgSJBRYC1BIFQSqAwnW/P0uYkryclnx8XskHaxUp2LbdqTn5Gms/OQ9r+0NIaFIZTLMBeJ3S3FuNovffImpL71JdPOWHttKpTKCY2KZ+uIblJWUIJXJWDnrfa99luPQut9p0atfxTxkUXYW855/3IN4pp88Tkyrdoy89+E/Rfocdju7ly72IHvlr2fhy08z/bX3vKyKLqcTqZ9gHmNoGFNeeJ3lH75DXpr4/a0PDGbwbfcQFH1lZoICIyIJCI+k7eDhWM0lDL/rQdxuF6d2befktk04HQ6Ob15PlzET6kz4Ug4f9DujeGrHNizTi2pH+AAi28Htm0RoSMo2QfJ6PyxCT/wFctQVBxb4X7f7G+h2u29rZ2EKzB4jIv3LkbZHFG53vxsk3S9sCVUZoM+DcOwXbwurQivm9hbdXGnVBEGyps6p7O/TBUPzkaK2ovkIUVJekilsk7knRdDM9mp9np1vFoQuRFeZOuoLqTth6Cvww1TvdeGtxLxgeSKoG7jqUxFootKL87PZx8+wvVQQV22QsKJWR0x30F4iMl+PetQR9YSvHn8pCi12nl182IPsAbjcbmxO/71QqfkWWkdX/rHefCrXK6VzZJtIvtzk5+4iMHd7Mm2iTbWe0yq02CkusyMBArVKtCo5aQUW3lt9giX7zmFzumgRYeDFsa1oHW1Cp/p3/Hjlmm1+w3CsDhe5JdZ/FOGTSiU0CNTSIFDLhA4XsDRdZhiUBiY2m0jvBr1ZlbiKQmshgxoOIs4UR6j2wjNBuZZc8ix5nC08y7u7361I4TQoDDzU+SG2ntvKB3s+4LEuj6FX1t0GaKqhXFkqkeJ0O9me7rsQ+fqW13POfI7ntjxHsb0YgDhTHG/2fZNmgc0uuV31YuGwWdny4w8eZA8g6cAeYlq1of8Nt7F14ZyKRNLohFZ0nzDFJ2nbMOdrxj/6HBqDsD+aC/LJOnuaPSt/w2mz0rLvQBq2aueXMAFIZbKK30lOp4N9q5b5VBlTDu8nO+nsnyJ8pQX57Fu11Oc6S1EhuWnJFYSvKDuLpEP7OLNrB4aQUNoMGoYxJAyZQk5pYSFulwuFWkNE46ZMfu5VykqKcblcqPV69IHBV6zLVB8UzMRnXiYvLYUN339NbmoycoWS5j37MPbhp1k2822spWZO795RY9ej0yHIgqxKr6S/tFUAt9uFy0/NiE/IlRDWAsa8fz5uX1mzTbHonCBgOSeFMhUUd2HSZfWfXI3d7Ju8Op1izq0q2StH6i5BgrKP1W4GMLARXLsAlj1aWboe1hJGviU64qqSPRCde1s+FFUF5eqXNkgQzZVPi2TPnJOCrJXmiZCTzjdB4iZhl4xoA6fWiNm3Pg8Li2TiJt/HFhwvQl+umQ8rnxTHJ1OKYvO2k2HRrWI7mVKEvSg04gtEpYO/3soNb8HUuSIttGrgijEaxn8s+vLqUY+/AP+OK9J6/GORb7ax6ZR3fYNcKkEulfitUIisUpZdUGrj+23eYS1qhYziMv93+PJLbTjdbuQXuBBxOF2cyirh5aVH2HwqF7lUwui2kTw4pBk3fbOT09mVv9SPZRQz9fNt/HhHDzrF/vVJg5cCClnN50ch+3tcuP9TYVAaMCgNNGlf96LxEnsJBdYCXt3+qsfyYnsxL297mZkDZ/Lwuoe5uc3NF0X4WgW3QiFVYHd5h0gMiBmARqYhQBVAVqnn3EoDQwOaBTbjmc2e6X1nC88yY8UMfhzzI9GGWtjCrgDMBQUcWf+7z3WbfpjNhCdeYOgd96FQqtCHhJKXmsqymW9jKS7y2j7zzKnz/XMGzIUF/P7Fx5zaubVifcrhg8R16Ey7wSM4d9x38l/7oaMq5uUsRUUc3fSH32M/sGYFDVu38yAldYHDbvO2X1ZBeYJqfsY55j//eIWiCXBk41omP/caB9eu4tAfq3HYrIQ3bsKAG28jrFH8Rc3IXSoUZmbw8+uVnWMOu43D69eQlXiGftfdxKpPZyKT+7YyluTnkXX2FAfXrAKplHZDRhAaG4dMLie2TXvGPPgkpUWF7F+11KM/MaxR44uzrCq14qsm5J2Bb8eL8JVymBrAdYtrLkdvNUEkVvpC06G+C94tObB/nv99Hl8GLUZX9uvZLUKR1IWL0vKqUJsgrj9M/6lSLZMpBRFa+pDntoGNYNj/Qe4ZWHyn+L7dteJ1BsbCmPeEshcYK8JL1AEiXRREUmj6PvhqhFDZQLzuqXNh9mhwVPmMN+ojUj+lMjEXGNQYblwO+WfE/N2JFTB/euVjej3gXU+gqEHFzTgozsWdWyFlO+ScggadxIxfbayw9ajHZUI94avHXwqHnzuia45lMaptJEv2eQ99x4XoPAgfCEWwOvanFNAjPpgVhzK81gGMaReFvBaR2om5pYz7aHNFnL/D5WbrmVx6nc3zIHvlcLvhlaVH+eqGLv+oQBN/CNariA7QkFbgfXc73KiqqLyox5WH3Wnn+6Pf+1zncrtYcXYF/WL6kWvJvWCAii+EakN5p/87PPDHAzjdlbasaH00j3R+hDBdGDe1voknNj7h8birmlzFd0e+87nPEnsJW85tYVLzSXU+nssBp91Woeb4QtbZ0xzZsJb89DQMIaGMuv8xn2QPhLpUrt7lpiR5kL1ynN27i24TJhPVPMGL9EU2bU5sm/Z1OHqJz5T92kKuUqHW6Skz+y69Dm4Qi9VSyrrZX3iQPYD+193C8o/eISc5sWJZ5plTzH/+Caa+9AZRzRIu/sD+BMyFBfxRpdewKrKTziJXqtAYjMR38g5GKcnP47f33iDtWGWYStbZ04y4+yG2LvqB5IP7ADCFR9Bj4jUk7tvNsS0bkEilDLzpzjpbRGv3gnJgwQ2eZA9ET9v86XDDr/5n/sJaQnRn7zRLhUZ076n8BPHU9KGSSETIyLrXYev58BqFFno/IOyUumoKlkwuiN/Pt0NhGox4U3TiVYU6AEa9I4heSWbl8i0fiO69FmPEfqvvuyrkGpjyPRxZUtlnJ1fD9J9hx6eQtBnaXSPOycIbwFpU+dzjPhJW2txTcHa9IHvGaOj/pLCSVifkAbHiHPgqiw9vBWqDIImBdf+dW496XC7U35qvx18Kg1pBg0Dvu2U/7UllWKsIhrXyjD1vEWHgmxldPArRA7RKJnX2ng/5Zf85ru3aELXC+2MeF6KjU+yF70CX2hx8/Mcpr+62ZuEGdid5zwaWY29yAaX2C0Rv/0MQblTzybSOaJWeNjSNQvaXBJ38FbA5baSVpHEk9whnCs6QX+b/vb+SkEqkJBcn+12fXJxMuDYcreLiLLdKmZLukd35ZfwvPN7lcaYnTGfmwJnMHj67ItWze2R3RsaN9HhctCGa0wWn/e53T9aeizqeywG5Wl1jAmVgZBQl+WIepzgnm5K8XExhvtMYu42fjC4gEJfTwf7Vy/zuc+WsDxh5zyOMeehJYtu0p2Gbdox58AnGPvSURzqmxmikVb9BfvfTbvBwpH+ioF0fEETXCZN9rgsIjyQgIhJLURFn9u70WKc1BSCRSj3IXjncbhfrvv3SLym+3LCXlZGb4u34KEfG6ZP0nDwNfaD3LOnZfbs8yB5A/+tv5rf336ggeyAUxBWfvEerAYPpMn4S0197l/C4WhRdXwzM2cLq6AvZxwQh9AdDBEz5TvS/GSIFSWk1AW5bL2yhvqANgfbT/O+zxWix3x2fVi6zl4ruuAPzhSW0OuylQu0qSoXcE6LSoCo6XicqC6qSPRB3T6uTQH9QGUQfnyUP4gcKwjVvmujVM0YKgttsuNiftcpns6wAFkwX6l6H6+DWtXD/Abh1DXSY7ptk6iPg6q+9KxLUJpjwWX1heT3+lqhX+OrxlyLcqObl8a2Z8bXnBYXd6Wbt0UxeHteax4e3INdsw6iWE6xX+QxFGdQijG/C9JzKqrzjVmpzMn9nCj/f1Yv/rTrOH8ezUcmlTO4cw219G9eqLqK4zMFGH5bTkjIHQTWod0a1KHj/t6BVtIkVD/Rl3fEs9iUX0LaBiYEJYUSZNFdsNuevQn5ZPj+d/IlPD3xaMSPXMrglb/R5g0amRn/psRmUBuJN8SQV+b7AbWxqTJmjjCD1xduL1XI1DY0Nmd5yus/1wZpgnuj6BDNazWDzuc2oZCpaBrWkgaEBiUWJPh/TIqiFz+V/BfQBQXSfeA3rZn/mtS6kYSPKSko8ZrdSDh9g5L0PseClp3DaK62ubQYOo/F51cjtBpfD/w0fm6UUiURCs269aNSuE+BGqdZgKS6mtKgIjUF03clkctoOHs7RTespyva86G3UriOhsbUvynba7ViKi5FIKgmbVCajVd+B2Mss7Pzlp/N2VIhu0Yrhdz2IISiY/PRzXrNeIQ1jST/pO8gJIP3kMexlZRXBM17H4nBgzs/DailFrlSiNQWg0lyaOWCpTIZcpfJrVTWFhWMMDUem8Lz8KS0qYt9Kz3nGoOgYCrMyMef7COBwu9n64w/0nno9WmPA5euOLLco+oMvlakqjFGit67DdDF3pjbVnA4plQklbP9cMatWFbE9IaS5SO50+uhU3PCWmIGrXvcgkVYGmfz+Alw7XxR8n90g1sd0g63e6aeACHxJ233hUnhDJIz9COZMBNevlcuXPwpXfyPqGbbN8v1Ytxu2fiRmBA21qNaQK8Tx37UDDi4QxeyN+kCzYZWBM/Wox98M9YSvHn8JSqwO0vJLWbArlXCDmu9v7sq7q09yLKOIwQnhjGsfRbuYAIL1KsKAxhe4YRYZoOG7m7uy/FAGC3am4HbDlK4xjGgdQaRJw7tT2lNc5kAqgSCdEqW8djUCMomEAI3CK1Rmf2oB9w9uyifrT/uce7+hZyNC/0VpnTKphIZBWq7v0Yjre/zVR3Pl4Ha7WZu8lvf2vOex/EjuEW5edTNzRs4hQvfXFWWHakO5pc0t/JHyB248P4hyiZzhjYYTqg0lzEcyXIm9hDxLHgdzDoIb2oS2IUgddFGzfoHqQALVgbQIriRyd7a7k8c3Pu61rVKqZEDMgDo/x+WCVCYjoXc/XE4H2xbNw2YpBYmEuPad6DBsNMtmvu2xvSksgrDGTZjxzixyU5OwWSyExcWjNQWI4nJE0EeLXv04tWubz+eM79QNztvJlWo1xXm5HN+ygf2rl+N2uWjZbxDNuvXEEByKMUQkX57auZWjG9chUyroOGIs0c1a1npOrjArk70rf+P4lg3I5HLaDBpOy74DcTkdmPPzadyhCwm9B+B0OJDKpGgMxgqyptJqCY2NIzupMgDLZrHUqIoq1BpcTgfFeTloTYHIqoTUlBYWcPCP1Wz/eYEg0hIJ8Z26MXDGbRhD/nyCoTYggDYDhrJ3xa9e6yRSKYGR0Sx+82Vuem8WprAqP7tul1cxfFB0AzLP+IntBzJOnaQkL5ctC75n1P2PX3yAjtNxfh7OLGyIurBKG6EmSJAwX2XtEmntovulMqHK1RamaLj+VzixXMzzyZTQ/lpRSZCfKErTfcGS75ug6sNFumd5kfjCG2Hil4JcHf5JEFE/6aeAmBe8ECQSaNgd7tgM2z+FjP0Q0gx63C3Ioj4cVj/n//HZR8WxK2rpWFGoIaQJDHhK9BXWYjykHvX4K1FP+OpxxVFqc7DsYDqP/VhpUwk3qnhtQltCDEqWHkhn7bEs1EoZTdxuwmpZhh5p0jCjZyPGt4/C7RbErlx9MqgVGNR++oZqQIhBxa19GvPYIk9LjcsNC3al8M6kdjy8cD9Vs2W6xQUxrVss8vowk388sixZfLTvI9/rSrM4kX/iLyV8APEB8bzT7x1e3PYiBdYCAEI0IbzY80UaBzT2eXyF1kIWHl/IB3s/qCCKEiTc3f5uprSYQoAq4E8fV4+oHtzW5ja+PPRlxfxfgCqAd/u/S6SulgXVVwhao4mOI8fSvEdvrGYzdquV41s38Ot7b3ioexKplCaduyGXKzCFhWMKC/e7T0NICBFNmpFx6oTHcl1AIE279qhQB4vzclny1itknjlZsU1W4hn2r1rK1c/8H8aQUIwhoXQYPoaEPgOQSqSodDUoNNVQmJXJ3GceprSwoGKZOV8QzM0Lvq9QwtR6AyPvfYSYlm081CqtKYBBN9/J/BeewH1+5jrz9Cl6XH2tZxl2FbTqN4j1331FytGDdBg+hnaDR6APCsbpdHJs60aSD+4jLK4xGSeP43Q4OL1rG0U5WUx88sU/HfYilyvoMnYi6SePkXG68pxKpFKG3/kAyYcP4HI6cNg9g4jUegMtevZly8LKHjWruQRTI/9WTX1QEGUlJaQePUx28kUmpprPh6RseEvYC2UKaD0JBj0r1DldGHS6CXb6mEtsd+2l6+yrDlM0dLkFWk8UaZblAS95/pOvUWjFLF11SGVCYUzaDKfXiqCXhTeKNMybfxeKY0hTkcDpCzG1LKJXqEXy6Yg3BHlWaKqUlUvE/F62H2U6rNWFw3P8oZ7s1eMfgHrCV48rjqxiK09UI1ATOkSz8VQ2X29OrFj2/fZkusQG8uG1HQk31Y70SSQSgnR1U9ayisrILrZSYLETYVQTrFcSoK284BnQIpQhLcNYfcQzibBZuIE+zUL545H+bDmVS57ZRs8mwcQEaf91XXz/VdgcNrItvou3AY7mHqVvg75X8Ii8oVVoGdBwAK1DW5NXlocUKYHqQMK0YX7ttqcLTvP+Xs9aATduPtz3IZ3CO9E5ovOfPq5AdSA3t7mZ8U3Hk1GSgUquIkwbRqgmtFb9gv5gc9rIseSQWZqJ2+0mQhdBsCYYlezP/czJZHKhMIWIgu2i7GwPsieTyxn94BPog2sXq67QaOk0ajwFGekc37IBh91OXIfOxLXvxL6VSxl6x/0ApB495EH2ypGffo7jWzfSedR4JFIppYUFOB0OZHI5KmpH+JwOB/tWLfUge1pTAFHNW7L0/Tc9ti0rKebnN17khrc/IrhaZ154XBOmv/Yem+d/T9qxw2hNJiQSGHbn/az85H0P0hcWF0+jth1Y8r//w+1ysW3RPFIOH2TMg0/gsFnRmQIJjIpGJlfQZfRVpBw5yO6li8lOPENRTnYF4bNbrZQWFeByOFFqNHUigobgEIbf9RDZyWfJTUlCGxBISEwsp3dtR6ZQMPGpl1BpPc+hVCajVb9BHPh9BSX5uQCkHj1M5zET2bPsF9w+YvjbDBzKkY1rATi4dhWxrdvXWLnhBacd9s3xVJ6cdmGnLEiCyd+KGbJ+j4EmELZ9LCycSp0oJe9+l//glUsFTbXzHtZCqIqlud7bdrnZPwE1RMBVn4mwmcRNQrmM7SmUN6VWhLZ8O8677qDN5LqpkyAqL+TVLLZKrbC2HvnZ+yaFRAo97qpCDutRj38f6glfPa44difleyhiWqWM9jGB3PH9bq9tdybls2R/Grf0bozUx1BcQamNcwUWftqTRmGZnTFto2geYah1kMjprBJunr2TxNxKG8qQluG8Mr51xT5CDWpev6ot9wywsOZoJmqFjMEtw4kwqjFqFIToVcQGi4uH9AIL+1IKOJRaSJNwPe1jAogyaXweez3+/lDIFBiVRopsvgMoGpsaX+Ej8g2ZVEaQOgiX20WpoxSH24HNaUMl9yZBFruFrw997XdfXx76kpbBLX0GvRTbijHbzcgkMoI1wRfs0tMqtGgVWmIMl6Z022wzsyFtA89veb5inlItU/N096cZ3HDwRdlRfUEXEMSQ2+6h56RrST91ArVOT3jjeHQBQbWa1SotKkSuUHB2705y01Jp1r03Mrmc1GOHWfLWCqa8+BpaoxGbxcLBNSv87ufwut9p3qMP544fZd+q32jZdxBaowmrpZSgqGiMIWE1EiFLcREntnn2kLXsM4ADvy/3ub3b5eLA7yvoN/0mD+IiVyoJa9SYkfc+gq2sFKlUhi4gEFtZGVHNEkjctwtzQQFhjRpTZi5h6cy3K9RAgLRjh7Gazfwx+zMS91cG9uxZtoQOw0fTdfwkdixeSG5qMpFNmlGUk83WRT9wdMNanA4HgZHRDLjxNqKaJ9R61k+t11NWYkamULJ/1TJyUyvDjQ6uXcU1L73l9RhjaBhTX3qTfauWcmzTeiRSKWUlxYy6/1GWzfwfLmdlmmvTrj3RBwZXKLhSqQyn04Hb7a59TUZxBmx42/e6pM3C5qkLESSq32Mi3MRuEcqVPhx8/Hx7wOUCWzFIFRevXlWHMVokg86ZJObiytFyPPS4p+Zj0oWKr6gO3uuiO8Mta+D3FyFtp1A2ez8gite1l6jiKLgxTP4Ofrm3siZCGwTjZ0Fg7edh61GPfyLqCV89rjjMVs8I9N5NQlhz1H8K1+wtSYxvH+2RzAmC7H256Swz11bOWCzclUrbaCOfXd+FiAuoghmFZVz/1Q6vuoHVRzIJ1St5dkxLNOcH+4P1KoL1KtrFBPjd35nsEqZ8ts1j3s+oljP31u60ijL+LcNNbA4XVocTrUKGrN6C6oVQTSg3tLqBmXtneq0zKAy0Cmn1FxyVN3Itucw9NpfvjnyHxWFBKVUysdlEbm1zq1eBu9VpJaPUd1UJCKuq1Wn1IHw2p42zhWd5f8/77MrchUll4rqE6xgRN8Jr/y6367KVqqeUpPDYhsc8lpU5y3h287PEm+JpE9rmkj2X1mhCazTVLRjF4SA76QyrPp1JTnISA2+6g4j45hxcu5LSwgIaJLRm+uvvEhhRWVotqelcSSTkpiaz7tvPGX7Xg6z5ahYFGZVVNSENGzH+0Wf9WkslUqlX35w+KJjjWzf6fcqc5EQcdhtKmbc1T6XVenTNKdVqgiKjCYqMpjgvl+8eu9dnOmd4fFPO7tvlQfbKsXfFb4x58EmUGg3GkFBK8vP4+c2XyKkyM5ifnsZPrz3PxKdeplG7DrjdbkqLRNm7Wm9ArvC26+sCAols0pTvn3zAa52lqJDN879j6O33YS0toSAzA3N+HkHRMegDg+k99Xo6jRoHSNAaTbicTma8O4vUo4coLcgnOCaW9FPHWfVZ5e+FhD79WfHRu8jkcjoMH0NgZBRqLFCQDIkbRfplo95CrSrvcbMWeyZGer0Zp0SZOAirZ10CQQqS4dBPojdPEyhm2cJb1W7mryZIJGI/t/wuCKmlAAJiBJGrrgbWBUotRHeEybPFLJ1UJkjtpYRSD81GwB2bRPopEnHchgjvxM161ONfhnrCV48rji6NPO/WqRUyiquRwKooLrP77NlLzbd4kL1yHEgrYsGuFO7uH18jiUnJL/XZLQfw4+407ujfhIZBtfsRKSi1sWTfOeJCdB6Er6jMwS2zd7H47p5E1CIV9EqhqMxOUo6ZrzYnkppfSre4YK7u1ICYIC2yejWyAlanlXah7RjdeDRLzyytmHcL04bxf73/D4PyMtupagGLw8IXB7/w6OOzuWz8cOwH8sryeL7H8x7HqVPo6BzemWN5vmdZOoV3QqfwtLudyD/Bdcuuw+F2VDznW7veYsu5Lbza51V0ch3nzOdYemYpZwrP0C2yG72jexOli7pkNzqsDiuzD8/2u/7zg5/zep/XL7qC4lKgMCuDec8/XjGft+bLjwlu0JCEPgNo2q0nhqBgrGYzRbk5yOQydAFBtB08guRD+33ur82AIWxfvICu4yax/rsvPcgeCHK2/KN3GPfoM2h8hKhojSbaDhnB+m8rQzaKcrIJjIqmONd3nH9YXDxyRd0TJ91Opwi88YHm3Xuzf7VvVRHg5M6tNOvRh6DIaPLTz3mQvarY+MNsAiOjOL17O/tXLcNutdK0W086DB+DKSzc67N2evcOv895Yvtmelx9LfNffAJLUWHF8gYJrRh536MYgiqtu1KZjIDwCGQKBSs+eofNC+Z4qH1xHTpTkH6uQk09tnkDt7z+f6j+eAJJUhWFVSoTYSVNhwmCo9AIO6EPuygAhoskPHln4cvBnpUNJ1ZA19uh/xOXRjEzRomvSw1NgPi6XJDJRYpo9STRetTjX476W/r1uOKIMKoZ064ytOFAagE9Gvu/69ivWShGH4ErC3al+H3Md9uSyC7xERtdBef8kD0Am9OFxXbhHr1Sm4MTmcW8t+Yk+1MK6NQwkG9mdKF1dGUceUZRGdnFNR/LlUSpzcGv+88x5sPN/Lw3jZ2J+Xz4xylGfrCRY+l/TXfW3xW5llzu+v0uTCoTHw36iP/r/X+82/9d7utwH69uf5Vci485lr/gGOcdn+dz3crElV7HqJApmNpiKmqZtwKukqm4NuFalLLKC/6CsgJe3/56Bdmris3nNpNanMqOjB1MWDKBTw98yuqk1byy7RUm/zq5xi6+uqLMWcbZQv+BEUlFSZQ5yryW51pyOVt4lqSipIpQm0sNS0kxxbnZpJ86iULpaWnLTU1m0w+zRRH7ru3MffYRvrr/Vr55+G42z/+eiPimRDX3LikPbtCQuA6dSTt6GFN4BDl+uuXSjh3GUigIi91aRkFmBse3buTIhj/IT0+jWbeehMdVdq4d3fgH7QaP9LkvqUxOm4HD6jaHdh4ao4mEvgM9lgVERDHghtuIadUGa6nZ72OtJSV0HT8JXVAwKYf9dM4BHYaNYukHb/HHN5+Rdy6V4txs9ixbwtynH6IwU6jWxXk5nN69gz3Lf8Fh913NAIAb8s6lepA9EHN7m+Z9h93q/VkyBAUz7K4HGHTznUQntKJRu46MvOcR4tp3ZsOcSpt04/YdUB3+wZPsgUja/PEmoYyBsGu2GO37+HShouC7rrCaYc1Lvvv5dnzqacOsRz3q8Z9BvcJXjyuOQJ2S50a3old8CLPWnyanxEajYC2NQ3ScyfG8KFArpNw/uBlaledH1e12U1Dqn0SZrQ6vmPrqaBTsP/hAq5ShU9V80WNzOFl/PJu75u6pmAFfdyKbb7cm8v41HXh+yeEKBbG6jfWvRE6xjeeWHPZaXmpz8tiiA3x3c9c6B9/8W1FoK8TmsjHn6BzmHJ2DWqbG7rJXpE7mleXRyNSIHEsOxbZiZBIZJpUJk8p05Y7RWojD5f/zlWPJ8eoLjNZHM3vEbF7Y8gJH844CkBCUwPM9nqeB3vPOt9luZn+ObwUKYFPaJnZn7K44J+UoshXx9OanmTV4FoHqP5e8CKCRa2gZ3JLDud6f3fLj1ygqVXSb08aR3CO8uPVFThUIJ0C7kHY81/M5mgQ0uSS2U0txMRmnT7D1xx8oyskitGEjht35AMe2bOD4lg0V2zVIaE1RdhbrqihtovvuRwoyzzHy3kdJP3GMfauW4nY5aT1gCI3adcJuszLu0WdQqtWMe+Rpjmz4g5M7tngdh63MgrW0lOPbNrHmi49wVSm/7jhyHGMefoqcpLPs/305coUKY1g4I+99hDVffYLVLH7n6gODGXnvI5hCLy71UaFS0WPiVM4dO0LeuVQatGxDxxFj2PTDt2QlnSGmZRu/VtKm3XqKEBW326N4vioMwaG43W6f/X+W4iJ2/voT3a+awvwXn6AwMwO5SsXIex72e7xxHTqTcuSgz3XHNq2nx8RrCAj3DgsxBofSdtAwmvfog81SyrznH/fqSOzYrweq9bf5fmK3S6htPe4WgSvDXxP2y/R9ldtog+G6ny9OQbPkwdFf/K8/+lulTbQe9ajHfwb1hK8efwlCDSqmdm3IoIQwHC43BpWc72/pxpebzjJvRzJlDhcDW4Ty6LAWhOiUnM4qYcPJbGwOF32ahRJpVDOmXTS/7E/3uf/+zX2rglURFaCmebiB45nFXutu6hVHmKFm0pNVbOXBBfu8Ar/MNidvrzzODT0b8eqyo0glXHCe8EriaHoRTpdvMnz4XBH5Zns94TuP6vbAMqfnXf9AdSC7Mnbx0raXKtSnzuGdebb7s8SZ4q7I3OaFLIy+bKdyqZyWwS35dPCnFNoKceMmQBXgk5hJJBLkUrlfUqmRayix++7JOpJ7hAJrwSUhfEqZkukJ0/n55M9eaqNUIuWmNjehqRIJn1yczIyVMzyOe3/Ofq5ffj0Lxyz800EytjIL+1cvY/P87yqWmfPzSDywl2G330d+ehpZZ4XC2WbgUA+yVxUnt2+hx9XX0qJXX+Lad8KNG5VGS1bSGX595zUKswSZkCuUdBo9np6TpnlUB0ikUtQ6PYXZGaz+9AOv/e9ZtoTQho2IiG/GyHsfRaFSIZPLCY2NI7pFK0oLC5DKpGiNJnSBwRWf2dKiQlxOp98ZOV8whoQx6dn/Iys5EbVWW1FOX5STzbhHnub0nh1eheiGkFB0gUHMf/5xWvcfTJOuPdAFBnmVnUc3T+DsPu9gr3Kc2LaJxh06Vyh9DquV3NRkmnbt6UWSlRotPa6eyo+vPOtzXy6nA6e9ZleGSqulzFziRfYAFEoFlBX6eNR5FFZR2UwNYNpCkV6ZfUyEogTHi3/r+vvDkg+OMv8WUYAabg7Vox71+Pei3tJZj8sOi93B2ewSjqUXkZhjxu6s/GMUalATadKgVyuICtDw+PDmrHm4PxsfG8C7kzsQZlDx7bZEBr2znhd/PcJry48x8v2N/N/SIyREGmge4Z3Kp1ZIeWhIM3Sqmu9nhBrUfHljZ3rGV95RVsqk3NInjht7xl6wnP1sjpkyu+8/rMcyimkULC7Ep3ZtSLC+7jMxlwsOVw0XA3ABXfTSI89s5UBqAe+uPsHHf5ziRGYxhZa/hwU2SBVE+9D2Pte1DW2LxWHhllW3eFgNd2Xu4voV13Ou5JzPx11qBKoC6RDqI/UOiDPGEaT2P68TqAmkkakRcaY4v6QsUB3IiLgRfvfRPbI7x/L9dFtBjepjXRFtiGbWkFkeRfIhmhA+HPghMfpKAmdxWPjiwBc+n9tsN7P0zFKcvoqs64DSwgIP4lUBt5vN87+nw/BKq55MqfQZZlKO3PN2TZVOh1qnpygnmwUvPllB9gAcdhvbf16AxmgkOKbS6tdmwBDURiP7Vi71u/99q5ZyYvsm0o4dRnq+M0wmk2EMCSUivilhjeLRB4UgkUgoyc/j8Po1/PjKM8x77lE2zvmagox0j9TNmqAPCia2VVuObd5QMcvosFnZvOB7xj74JLHtOoJEgkyhIKHPAIbceg+rP51JXloKG+Z8zc+vv8DVT7+MVOb5+9sYFl7jbKFMofCaS9yycC4N27Rj0M13Etm0BYGR0XQaNZ7rXn8fmVzp12aq0ulQqC88c63SamnYpr3X8qzUdN9JlOVoUsX6ai0RISUqIzQZBI37CRJYV7JXdA5+ul2UojcZ5H+7hDF122896lGPfwXqFb56XFak5ZfyzZZE5m5PxmxzEqhVcFvfeMa1jyQqwFuZUMplRJgqidbe5Hx+O5DONV1jsDvdrDueRU6JjR/3pNG/RRjf3dSNb7YkMmd7MhabkwEtwnhkaLMa7ZpV0SBQy8fTOpJntlFqc2LSKAjRK9EoL/yjYXNcmDg9OaIFEzs2uKjS98uFVlEmf33JxIfqMGmu3LFmF5fx3JLDLD9UmRr55srj3DuwCTf3jvPoQ/wrEKAO4LU+r3H3mrs5U3imYnkDfQPe6P0Gb+x8w8vKCMJmuS51HdMSpl2RY3y1z6vcteYuD+IZqYvkg4EfeKVo1hUauYa7293Nnsw9pJV4zv881e0p9Ao9bl8fJkS4jVFp9LnuYqCSqega0ZW5I+dSYC3A7Xb77Bw028zsy97ndz/b07czPWG63xqH7NJsCq2FON1OTCoTYdowLwtofvo5vySoJD8X5fn6AIlEKgJA/P3QARqD5zlKOrgPm8X3jPGeZUtoN2QkG3+YTbshI+k6biIymYyiLP9JxyX5eah1BlZ9+gHTX3sPg58uQXNBPqs+/YCze3dVPt/yXzi8fg3X/t87BEVF+32OqrBZyzh34qjHsoxTJ1g2821aDRhCh2GjMYWFs2PJjyx5+5UKYgjivCYfPsDNM78g5dB+zIUFNGjRClN4BPnpaRzd9IfP52zVdxCn93iGtLhdLtZ8+QkBEVEMvvkuQmIbodbqkCkUmAvyCY9rQm5qMu2GjSKmZRucdjsyhQKZXF6rEnW1Tk//629h7tMP47BVKpfbV62h2d1PoVk42fs9D2kqSr4B8pNEB9+xX8V8X3A8jHhbFI2r6lAxYi2GVc/AyZWgNsHVX0Hydu8E0NZXg+nSVKTUox71+GehnvDV47Ihq8jC6yuO8WsV22V+qZ03VhyjuMzOXQPi0av8kwubQwSnTO4cw4YT2agUMp4cmUCe2cbry48xa/1pesWHcO/AJkzpIv6ImTSKOpOEAK3yoohFkzA9Ugn4ckdGGNW0iDAwOCH8b5d6GaxXct/Apry/xrPsWS6V8NpVbQi9gJX1UmLjyRwPsleOmWtPMaB5GB1j/3pltIGhAV8M/YKM0gxSilKI0kcRpRezNfuz/c+2bU7bzKRmkzwCUC7nMX459EvOlZwjqTiJBvoGRBuiCdeGU2gtJL8snzJnGUalkVBNKApZ3Uh9tCGab4Z/w/7s/fye9Dvh2nDGNRlHhE7MOE1LmOaRElqOp7s97aHGXQpIJBLCdeGE6/wnGCpkCkI0IV4EtRyRukif74vD5eB43nGe2PgEiUWJAASrg3mm+zP0iOyBTll5I0l6ga41Q1AII+99hIgmzVBqtMS17+RBpMqh1GgJrEakyrvdfCE//RxxHTrTpEsPdAGByJVK3G43Ddu2J+ngPp+PiYhvSt65FEoLC7AUF/klfPkZ53weo7XUzNaFcxly+70o1Re2p8sVSoyh4WSe8UxRLjOXsPu3n8lLSyG6RSuObvRN3g6v+52EXv1o1c9TqZJIJLTsO5AjG9Z6LA+KakDznn04sX2zz/0VZJxDbTCgMwVULNMFBDL2kacpzMpk99Kf2b10sSBnEgnxHbsQ3KCh3/NU/bmve+N9diz5kaQDe1Hr9HQecxWSqLZw/RJY9piwasoU0HoyDHgSjJFCkft2LOQnVu4s9zR8PwFuXAaNel3wuStgzobDP4v/lxXC6udFvcGRX0QlhCYAet4PDbuD7k/WMtSjHvX4R6Ke8NXjsiG/1OFB9qriq81nmdipAfpQ/xee2cVlPLvkEKezK203q49kMqZtJD/f2ZOsYiuFFjs/7Ejn841ncLlhbLtIbu0bT8Ogyx/NHqxXcc+AJnxQrRpCIoH/m9CahkHav2X3nkGt4MZejegUG8hHf5wio6iMDg0DuLNfkwob6pVAbomVzzee8bt+9tZEWkebUMr/eud5qDaUUG0obUIqww7yLHmEakPJt+b7fEy0Phq59Mr9ii0/xnZh7SqWpRan8vyW59mRIZQPnULH7W1vZ3yT8XWeq4vQRRChi2Bo7FCvz/WtbW+lVXArPjv4GRnmDBKCEri/4/00D2r+l/wMmFQmbmtzG3evvdvn+uktp/skfOnmdGasnFFR6g6QW5bLg+se5PsR33uc24DwCORKlYeyU46g6AYYw8KJbNq8Ytmgm+7kx/971qNaQa5ScdWTL6AP9LwID49vysG1K30ee0B4JCqtzqNwXSKR0Lx7b3b8vNDLpiiRSmk7eARL33+jYttyOO12yswlSGUyNAYjxzZvwB9O7thM3+kzakX4FCoVXcZO5KQfAtZ13NXsWPKj38dLpTKfnxut0UTPydNo1LYDJ7ZvwW6zEteuI/qgYNZ8NYvuV035f/bOOkyqug3D93THznaywS7dDQoSSohYoJioCKJit5/dAnYrFgoGKmICKgYi3b307rLds9P1/THuwDAzG7ALqOe+Lq4Lfu+piV3Oc954WPT6CyH7pXfvGVa8KVRq1v3wNXvXrjq86POxd91qPB4vZ990B8owdhdHIpFKMSWlMPya63FYLIglEtSGv4c2GYf4TcqddSCW+qdy1vfcFm0OFntHsuQBuOyLposzR11w317JVr8xervR0O0Sf4lnQyWmAgIC/3oEwSfQahyqDu/JBGB3eRucsun2ePlsTX6Q2Kvn281FnNkxnoe+2Ua0Rs5Nw7IZkBXND1uK+WhlHou2lvDVDQNJbWXRp1VIuWpQBl1TDLz0yx4Kq210SjZwx5k5ZMdpT0mxV0+UWs7gnFi6pxpxuL1oFBLUTShjbUncXh/VVlfEeHmdI+JwmVMBk8rE5C6TueePe8LGJ+RMaDUD8qZQai1l6k9TyTcfti+xuCw8v+55NDIN43PGH9P1hftem5QmxmaNZUDSAFxeFyqp6oROKg1Hl9guXN3pat7fdnhcvlgk5t6+94Yd2OLz+fhx/49BYu9IXt34Ks8NeQ69wl9+qTWaGHXjbXz34rNBZXtShYLRN94elE0CMMTFc/HDT1NZWEDRnl0Y4xJIaNsOXXRMiA1CetfuyBTKsNYAAy++PEjs1aOPjWfiYzNY8vYrFOX6eypNySkMHH8pGxd/h9NmQx8bj0qvx+fzUVNazMbF37Nv/WrkKjW9xp5Pdr+BbPllcZDHXD2iZlo1mJKSGX7tDfz6/tuB44nEYoZcPpmYtDZ0OO2MsNlEgO5njYkotKQKJQU7t2NKTsFmrmXL0iVUFOQB/vf4vLse5K8v5lG6fy9KrY6eY8bRZdhI1PrQ76Olppq9a1aGPc+BjWux1tQ0KvjqkSkUyBRhqiO0cUCYLPeeXyIfrHA9RPgehkWh8wvKI3tWvW7Y8a3/T86oph9LQEDgX4kg+ARaDX0jvWAN9clVWJx8uiayz97PO0oZ+LfIu+3zjbxxWS/WHKiizOygrM7Bl+sLuGlo2waN11sCk0bOiI4J9GpjCginU6lfrzEa+4xaE4NKxultY/h8XUHY+MhOCajkzfcDO5H0T+jPRTkX8Xnu54E1iUjCwwMeJknXCqbEzeBAzYEgsXckr298nSEpQxosizwWolWnTrlYlDKKKV2ncEH2BWwu34xMLKNzTGeildFhJ5s6PU42lm6MeLxdlbv8ZbH4BZ9EJiOzR28mzXyVTT/9SFVhAcntO9LhtKHoI1gbaE3RaE3RpHXuFjZejy4mlosefppvnnsyMIhEIpXS/4KJtOkSPlMjEomISW3DeXc9SG1ZKbXlpdRVVrD887lUFR1CIpUyevrtaKOiqSw8xLwHbg9YMgD88PJMsnr34/RLruT3j98LOX7HwcNCeg0bQqHW0GnwcNK79qTyUB4+r4/o1DaoDUbkSiWpHbuQ1K4DhbuCe/0S27YjrWv411hXVUlVUaF/cqhcTts+A7BWVwUE345lv9Lv/Iu48P7HcDsdiMQSNAYjTrsdc0U5IpEItdGIWOz/vdKQNyD4S1BbBZcdDA38flCb/IbsTUUT58/kbfgoNJbc69gN3AUEBP41CIJPoNWIVstJNqoCXnRH0jPNiL6BKZo+ny9omufROD1e5H+LOZ8PZi/bx8V9Unn17/LK7zcXcUX/NkRrT0w/WpSm8T6tOrub8joHDrcHrUJGvF6BtJUF6amMUiZh2hlZfLO5MGTaaaxOwfD2p/5Nikll4paet3BZh8vYUr4FhURBp5hOxChjgjzhTgY7KyNPzqywV0TMZP2b0Ml16OS6EB/CcMgkMjINmSw7FN4rLlmXjFwc/HMuUyiJSW3D0ElT8LhdSGVyROLj/5kWiyUkZGVzyRPPYautwe1yojEY/+7Za/h3mlpvQCpXIJXJObBpA2qjkaze/egybCSGuHicdhvLP/8oSOzVs3ftKrqOGI0hLoGc/oOIz8rG63ZTsGMbfceNRypvXj+qTKHAGJ8Q1s9Oa4rmnFvvpTB3J5t+/gF80HXEaJLbdQjrxWeuKGfhzCco2X+4hF4kFjP8mutBJGLfujUMmzwNbZTJ7+mHf7JpWd4B/pj7PgXbt6LUauk5+lw6nTHcv52q4SoQhbqVqkTyV0F8Z7+oC2eh0P9G0Dbj959IBIPvAo8Ttsw/fMyMIXDua34TdwEBgf80guATaDVidXLeuLwnV72/hkrL4fLNlCgVz17YlSRj5BviKI2cMZ0Tmbs6L2z8jHaxvPzz4aEjG/OruXLA4VHlarnklBqWcqjaxmPfbuen7cV4faBXSrl5eDYX9Ez+T3vepZnULLxxEE98v4Nlu8uRikWM6ZLAHWe1Iznq5AqmpqJX6NEr9GQaM0/2pQSRpk+LGFNL1Sgk/93vXTjEIjHnZ5/Pxzs+Djt5dWrXqRiVxvD7SiQhZZktgc4UjS6CEXlDyJVKYtLaMPyaabidTqQKBZK/r89SU8We1Ssi7ltVWMDYW+/hj7nvs+bbr5DK5XQZelaLCNmj0Zqiyek/iPTuPcEHclX4n3m3y8mab74MEntweArnZU89z5ArJqMxRiE/wk6h7OB+PnnwrsA0VWtNNX9++iEHN2/g7FvuRmUwkNalO3lhht0kt++E+qiy3BbBXALf3QpxHWDsC/D9HcGlmG1HQI/LQdzE71PNIVj6uH9oS88r4dLPQKr0Z/208aA+fg9MAQGBfz6C4BNoNbRKOWlRPj6b2p89pXXsK7fQIUFHmxgNCVoF4gYEmUIq4bohmfywtYiqo/q8uqcaEYtEFNYc7m+J0SqotR/+T/OaQSd/pH89ZWYHd8/fxBnt4xjfKwWXx4tCKubnHSV8s6mQK/q1afXS01OJWpuLKqsTj9eHXimjXYKe1y7tSa3NhUgsIkolQ92Ih6JA4+RE5aCX66l1hvq/TWw/kRhV4xMI/2vUl+M+u+ZZLC5/BkwqknJlpytxe9w43A4U0pMvlG11Zmw1NThsFhRqLWq9AaU2dIy/RCpFctQ0UREiv3jzhIpahVpDfGY2nz50Fx63//ep2+Fgw6JvObh5A+MffPKYBGhjyBvxvLPW1LBl6ZKwMZ/PS/HeXLqdOSZo3Wau5dcP3glrnZG/fTM1pcUk5bRn5LRb+PHV5yjYsTUQT2rXkTE33dGsEtYmY6+Gyn3+Px4XTJwHFbvBXguJXUETD7rQjGhY6krh80lwaI3/36vf9v8Bv5jsOanlr19AQOAfiXBXJdCqSCRirA43SpmY/hkm9pZbOFhp5ewuiWga6R9LNalZOP005qw4wI9bilHKJIzrlkhWnJa7v9gctO3FfVL5eoN/BPvg7BgGZJ06vUQltTamDs7k6R93srPYDIBELOKCnskYlDJKzI4Gs531lNba2VNax087SohSyxndOYEEg/If1TO4r6yOBxduZfmeCgCyYrU8eX5nuqUaSTkBk1X/SyRoEph91myu//l6KuwVgfWz2pzF5R0ub7Y1Q2tTaa/E5rIhEUuIVkaflOv7Yf8PrClew2MDH8Ptc+PyuIhSRvHj/h+5b8d9fHf+dyRIm3gz3krUlpex+M2XgrJSmT37MuLaG5pkI6DU6uhw2hls/fWnkFjHIcNZ8+2XAbF3JJWFBZTs3d0qgq8xvF6PX6RG8DK0VIVOynXabBTtjlzWvH/jOpJy2qOPiWXcHff/bVlhRqXTodYbUIUZ8tIiHJm5273E/ycq3T+986+X4fy3m36smkOHxd7RLH0CskeCoWneiQICAv9uBMEn0Kqs2l/JtR+GTmL7PbeM5y/q1mA5o0gkIs2k5u6R7bjxjLb4fF7yKq2Mf3Ml7iOmN57VMZ6+GSYOVli4/Sz/hMxYXeOjw08UHi/c99WWoIykx+tj/toC9EoZvdIbL7kprrEzZc4athw6nK15/qdcHhnXiQt7Jv8jRF9BlZUJb66g4ojy3r1ldVz6zkq+mX4anZNP7lTHfxtikZj2pvZ8OvZTii3F1DhqSNWlEq2KPukTNI/E6rKyrWIbz65+ll1Vu1BJVUzImcCVHa9s8aEyjWFxWVhbspa1JWtRSBRIRBKsbv+0YRGiiAbzJwqbuZZFrz9P/rYtQev71q/ml3dFjLrxNpSahg27ZQoF/c+/mAMb11NXVREUy+rVl6+ffSzivrtW/knbPv2P/QUcA5bqKhx1dYy49gYUag3l+QdZteBzXPbDPaipYYbgiMQiJFJpWPEKoNQc9lRU6fStk80Lh8oEqf0h/4jpoPX2DBKZP8vXVEq2Ro5ZK/x2EAICAgIIgk+gFSmptfPIN9sAuLBnMqM6J+LyeJFJxOwrq6Pc7Gy0f83h8nCo2sbXGw6xq8RMz7QoFt86mLxKCwVVNnqnm4jXK4lSyxiYFX1CrRBsTjdldU4sDjdquYQYrQJNmFLEapszSOwdyWdr8rmsX+ReKwCXx8tHKw4Eib16HvlmG4Oyov8Rgm9ZbnmQ2KvH64OZi3fx6qU9/hGv42RTY6+hzF7Gjood6OQ6so3ZxKpjw/rKiUSigH/eqcqW8i1cu+TawL9tbhtzts9hY+lGXhr6EjHqE1d6OjxtOHO2zwHA4Qn21xuYNBCtrGEx1dpYa2tCxF49e9et8tsINCL4AAzxCVzy+Ez2rFlJ7qrlKDQaeo05F0NcAgqNBnd1eMuco60mWpvqkiK+nvkEFfkHA2vJ7Tsx9pa7+fbFZ3A7HMSlZxGVGDrxUqUz0GHwMLZGKAXN6NGn1a67QdQmGPcyvDcSbEdkJkUi/4CV5gxr0SdGjoml/l4+AQEBAQTBJ9CK1DncFFTZeOK8zuwqNnPD3HW4PP4n5B0T9QxspOzS7fGyan8l13ywJpDRW7ythJd/2c2nUwcw9CROcSw123nt1z18siofp8eLRCxiXLdE7hnVgQRD8H+yBysi+xHWOdyNes1V1Dn4aOXBiPFvNxdx+5lN84o6Wbi9Xn7dVRoxviGvCovDLQi+Rii3lTNjzQx+3P9jYE0hUfD8Gc/TN6Evyla6wTM7zFQ5qrB77GhlWuLUccdtKu/z+ThUdwib28aLQ1/kQM0BPtn5CSXWEgA2l28mvy7/hAq+Nvo29E3oGzCqr0chUXBH7zvQKU7uz5m9ztxg3NmIzcCR6GPj6DH6HDqdMQKxRIJMocDr9dB91FiWfxpmvD/QacjwZl3v8WCprmLhUWIP4NDObWxUqugx8hxcDht9z52ANsoUsr9MoWDAhRMp2L41yOweYMS1N4Td54QRkwPX/QG7foS9S8HYBrpdDKW7YOM8yBoG+mSQNtKHHtMOlEZ/X+DRdB4vTOcUEBAIIAg+gVZDJhYxJDuGohp7iGDZXlTL1I/W8dUNA0k0hO9fKzE7mD5vfVD5JoDF6eGWTzfw2XUDiNWd+AEKVqebF3/azbwjJoh6vD4WbCjEbHcza0K3oIEx2XGRn7hr5I0bnnt9YHaEL0sCqKxzRIydKkjFYlJMkfsUY3UKJK0wBfDfhNfn5cf9PwaJPfBnom5eejMLz1tIG32bCHsfO4fqDvHkyif589Cf+PChk+m4vvv1jM0cS5Ty2CYAWl1W1pas5bEVjwUEXgdTBx4a8BAvrX+J3KpcAFYXraZHXHhPttYgWhXN06c/zZIDS5i7Yy61zloGJg1kWrdprfLeNpfGTMDlak2D8aMRiURB1gNisYTOQ0awf/1aCnOD/fFOv/QqdDEnTkBYa6opzw//oGv/pnUMueIaDPEJSGWRRZE+Jo6LHnqK4n272bN6JVqTiQ6nDUUXExNxIugJQSQCYxr0uw46nAO/PAHvjfLbKoC/tPPS+dDmNJA28BBMnwxXLICPzg8Wfcm9YPhDIBf6ogUEBPwIgk+g1TBp5Vx9Wga3fLoxbLyoxs6+MktEwVdcYwuavHkk+8otVFmcJ0XwlZkdfLY2vKH1zztKqahzBgm+jBgNiQYlRWHKOq85LYM4fcNPcRVSMQMyo/lrb0XY+FmdTt1yvSOZ2CeN9/48EDZ2/RlZJ+Wz/CdRbivnva2hhtgAHp+HX/N+5arOV7XoOcusZVz/8/Xsr9kfWDO7zMxYMwOlVMmF2Rcibo5B9N/srd7L9F+m4+Pww5wdlTu45497mDF4Bjf8cgNwcozc49RxXNbhMkamj8Tr86KT68IatZ8M1HoDKR06B02UrCezV1/UhuPvzdSaohl3+31UFhWyZ/VfKLRacvqdhjY6GmUzBeXxYK2tiRz0+XC7nA2KvXp00THoomPI7jOgBa+uhbDXwMLpsPeX4HWPCz69FG5c5ReGkRCLIbEbTPsTynaBudDv72dIAW1c6167gIDAPwrhkbpAi+LyeCmstrGvrA6zzU2iQUmNzRVx+13FkUuUHK7IxuvgLxM8GdTaXA2WYZYdlXFLMKiYe22/oEyfWASX9k3jygFtkDXi31VlcTH5tAykYWwsOiToaJdwapdz1pNsVPH8Rd1C/BEv7JlMn3QT1dbwfUMCfrw+L+W28ojxPHN4z0qHx0FhXSE7Knawr2Yf1eHKvxo45pFi70he2/AapdbIZbqRMDvMvLLhlSCxV0+dq45NZZvoFtsNiUhC34S+zT5+SyASiYhVxxKviT9lxB74h4uMnn4HqZ2CB3tk9OjNiMk3NKl/rylookykduzM0KumMnD8pcSkpp1QsQc0WHIplkgC5ur/aKwVsG9p+JjLCqWRp4wGEEvAmArZI/w+fMk9BbEnICAQgpDhE2gxys0O5q7OY/Yf+zA73OhVUj68ui86hTRiSWJWXOT/tFOiVEjFopCSToAoteyk+ew15hFnDGM3kRmrZd6U/lRaHFidHkwaOdEaOdpGetZsTjev/76HMrODN6/oxexl+1i5rxKNXMJ5PZKZ0CuFKPU/o+9No5AyunMCvdtEsS6vmjKznaxYLesOVjF01m+cnh3LMxd2iZjx/a+jkCjoaOrI9srtYeP9EvuFrFXaK5m/az6zt8zG7vFnmLvFdOOp059q0Ji9np2VkW84K+wV2N3hhxE1hNVtjfga6s+Zrk9nUsdJxKmFG9ej0cfEcs7t92GtqcZptaLQaFDrjWF9+ABqnbVU2iopthSjk+uIVcUSp2nd99VusWCtqaa6uBCFWoMuJhatyYS4qWbigMpgJLVTl7BDajoNGYHa8C8wFPc4w9pMBLBVnrhrERAQ+FcjCD6BFqHO7uKlX3L5aOXhLEOtzc2rv+7h8v5teOP3vSH7xGoVZMdFzk7FaBXcPLwtz/+0OyT2yLhOxOtPzgSyGI2cgVnhSyxz4rVEa8OXJsbqFM0uW7Q4PWwuqGFPaR3bC2u5uE8qV/RPx+nxsmhrEY9+u433r+6LXNr0G6lI1NhclNc52FdWh04pI9WkJl6nQNqCpvAquRSt0sPP24vZUWQmv8oaGOTze24ZDyzYygsXd0ffiEfjf5EoZRR39L6DyUsmh8Ti1HF0jQnO+nh9XhbvX8yrG18NWt9Uvolrl1zLR6M/atT2IEWbEjGmlCjDTgZtDLlEToI6gRpH+JK9FG0KV3e+GoPC0OQhNBW2CvLMeSwrWIZOrmNI6hDi1HEnfapma6HS6lA10s8H/jLgWWtm8f3+7wNrCZoEXhv+GtnG7FaZamypruLPT+cE+fwptTrOu/tBErJyQozgI6HW6Rl94+0sff9t9qxdCT4fYomETmeMYOCEy5Ar/wUTKBV6v8m6uTh8vDkWDQICAgINIAg+gRahyuokv8rGwKxo1h2swuH2l1su3VnKmM4JTOyTyudr8/H6ID1azeTTMhjUNgaJ2O9tFe7GQ62QckX/dNon6Hnx593kV1ppl6jjrrPa0SFJH1IaeKIwqOXMGN+V6z9eF2SVkBmj4e0re7doL5pKJibNpGZPaR0VFiev/xYsnMd1S0Ilk1BmdlBjcyERi44p+1lmdjBj0U7mrysIrOlVUmZf2YceqUZk0pYTfRV1Tr7fEv4G55ed/h5IQfCFp2N0R14a+hJPr36aYov/Peyf2J8H+z9IojZ4RHuptZQ3N78Z9jhFliL21+wPK/i8Pm+gLy8nKge9XE+tM9QSZHzOeGJUzZ+gGaWM4rpu13H7b7eHxMQiMRPaTWiW/16ptZR7/riHtSWH/T6fX/c89/W9j3OyzkEn/2eUPLc0Lo+LeTvmBYk9gGJLMZMXT+bzsZ+HfGeOF5/Xy44/fwsxdbfXmfniyQe5atZrGOKa3nOsi45l1A23Yq2pwWm3oVCrURui/h1iD0CXCKOegflXhcY6jAPtP6M/W0BA4NRHEHwCx02Z2c7BChsJeiVyqZirB6Wz7mAVb/6+D58P7vpiM4tvHcy0M7KwOd0UVtuZsWgXDy7cRrxewfSh2YzukkBMmMxYlEbOWZ38ZYAOjxeVTHLSSjmPJCVKzftX9aXEbKew2ka8XkmCXklcC2cdNQoZN5yRxdKd4Xulpg9ty6aCau77agt7y/wj2XunR/H0+V1oG6dt0hN8r9fH1xsOBYk98Gdor3h3FT/dPoQ0U8v1MVU10qtXa4/c8/lfRyvXMixtGJ1jOmN2mpGJZUQpo8KKGofHQaU9cknYzqqd9E86bKJdZi1jZ+VOvtv3HUqJkgtyLiBVl8o7Z73DtJ+mUeU47Bk2OHkwV3e++pgyfAC94ntxdaer+WDbB4FePoVEwdOnP02SNtRTLRIer4dv9n4TJPbqeXr10/RN6PufFXxV9ipkYhnntT2PJQeWBAzkAaod1eyu3t3igq+uuorVC78IG3M7HORv29IswQegUGv+Hf164RCJIGs4XPYFLHkAynb6ffr6T4eel/v/LiAgINACCIJP4LgoqbVzx+eb+HPP4WESc1Yc5PL+bbhpWFteWboHr89vLZAWpWbhpkJu+2zjEfs7eHDhVrYX1XDf6PboVeFvIE0RyiRPJjE6BTE6BZ2Swk/Gq6hzkF9lZfHWEmQSEaO6JJJkUDZbsObE63h0XCee+H57oPxRIRXzzIVdcHm9XPLOqqAhMmsPVDH+zRV8d9NppDZBqJWa7bwZpuQWwOH28teectL6Nt7v1VRMmsifpUgEeqXwa6kx4tRxjfa3ycVytDItda66sPF0fXrg76WWUm777TY2l28OrH215ysm5ExgevfpfH7O5xyqO0SVvYp0QzrRyuhjtmQAMClNTO06lQtzLmRP1R6UUiXphnRiVeEN5CNRYa9g7o65EePf7vuW23rddszX+U/E5rKRX5fPB1s/ILcqlzR9Gs8MfoYlB5bw3b7vAtvl1YYf8nM8eD1ubA1M16wsLIgY+8+i1EP2mf5pm2673zBdEw+NDPMSEBAQaA7CnZXAMePz+ViyrThI7NXz8cqDvHppD3QKKUlGFdFaOSW1dp74Lvywhk9W5zPl9MyIgu+fRpnZzkMLt/Hj1sOliy8v3cM1g9KZPiwbk6bpr1OvknFR7xSGto/jQLkFsUhEm2g1eqWUu7/cEnZiaI3NxaJtxVx7WkajWT6310eFJXLWbU9ZeMFwrJg0cgZkRbMiTA/kqE4JxOjkFNYVsqlsE3ur99IxuiMdozuSoBHKm5pDrCqWyzpcxlub3wqJGRQGcqJygL/9/Q78GCT26pmfO59zss6hR1yPFn//tXItWrn2uPztvD5vxF5A4JimiJ4q1DprqbZX4/K60Mv1xKob98Dz+rysLVnL9KXT8fr8ZfW7qnbx88Gfub/f/ZRaSwOm8tlR2S12rW6nA7fTiVSmwJSUElHYJea0b7Fz/usQJmsKCAi0IoLgEzhmyuucvLf8QMT4km0lnNMtkWtPzyRGq2BnUW3DwqK0jszYlh+y4PZ4MdvdyCRitCcoe/TX3oogsVfPe8sPMLJTAv0ym+cvppJLSTNJg0orS2rtrD9YFXGfZbllXNE/DaWs4deskErIjNGwr9wSNt4nvWXLikwaOc9N6MY9X25m2W7/wwKRCM7qmMCj4zqSb9nD5MWTgzJT0cpo5oye06TJkgAl1hKK6oootZaSpk8jTh2HSfnfKo+SSqRMbD+RwrpCvt33bWA9Xh3Pa8NfI1HjL+ertFfy6a5PIx7ns52f0SWmC1LxqfffhUaqoW9CX5YXLg8bP7PNmSfsWtweN2X2MjxeD0qJkhh18/sb68kz5/HkyicprCvkuq7XIZPIcLgdtI1qS4I6AZMq/He51FrKA8sfCIi9enz4eGn9Szw68FFWF68mWZtMhiHjmK+vHofVSlXxIdZ+8xXVJUUkZOUw5qY7WTbvAw5u2Ri0rSbKRHxG2+M+p4CAgIBA8zn1/gcX+Mfg8fqoi2CMDmC2u3lwbAdidf6+Nnkjgz90LSzGfD4f+VU2Pl+Tz6+7SjGqZUw9PZPOyYaIkzRbgkqLg3eW7YsYf3/5AbqlGlHKjq9kRyYRE6dXhPj+1ZNqUiMTNz5sJVan4N7R7Zn60bqQWJxOQZfk4zdzPpoko4pXL+lBucWJ2e5Gr5QSo1Vg81Zy0+KbgsReqi6Vm3vczIbSDSw5uIScqByyo7IDguVo9lbv5bqfrqPEWhJY6xbbjVlDZv3nsoQxqhju7XsvU7tOpchSFBjLf+RQFK/Xi81li3iMOlcdvoZGx58k7G47No+Nu/vczaN/Pcr6svVB8TRdGp2iO52Qaym1lvLpzk/5ZOcn1LnqSNenc2fvO+kZ37PZPYTFlmKuWXQNKqmKu/vczUN/PRTkv9gzriczBs8IO9im0l4ZsW+zzlWHSCSie0x3nhz85HFbXridTnav/ovFb7wYWCvZt4ctS5dw3t0P4rBbKd6dC0BidntG3XAb+pjGs5StjdNuw1pTg9vpRKFSoYkyIRbKJwUEBP7lCIJP4JgxqKUMaRfLF+vCl++c0y0xIPYAotRyeqQZ2ZBXHbKtViElzdSyjfn7yi2c//pyam2HRenyPRVc1i+Nu0a2a7XhLx4vQec8miqrE5fHe9yCz6SRM31oW66fuz5s/PL+bZA00VKhb4aJGeO78tQPO6i2+oem9GoTxawJXUkyto4vnkEtx3DUZ1BQXhFUhhevjuf+fvfzwJ8PUGE/XAIarYzm3ZHvkmXMCtq/xFLCtJ+nBYk9gE1lm5ixZgaPD3wcjfxfOgAiAnqFHr1CT7ohPWzcoDAwNG0oX+SGH7YxNnMsMsmpMzXV4/WQb85n9pbZLDu0DLVMzcR2E5nSdQq3/XYbXp+Xc7LOYWrXqc2a9nmsVNmreGj5Q0FZxgO1B5i+dDrPDXmOs9LPatbxtpZvpcRawtOnPc2Dyx8M+t4DrC9dz/PrnufhAQ832xQ+WhnNK8Nfwag0Nmu/cFhqqvh59msh616Pm1/efZ3xDzyB02ZDKpOh0htQ6fTHfc7jpba8jGVz32fXyj/xeb0oNVoGTLiU9oPOQK0/+dcnICAg0Fq03Kx1gf8cKpmUG87IQi0PFS6pJhX9jypbjNLImTW+GzHa4Jt8uUTMW1f0Il7fclm3OrubZ37cEVZ4zV2VR1FN8w2jG8LmcmO2u/B6fRhUMs5oF/lJ9qjOCWgbMW9vKn0zTFw1MD1oTSoW8eyFXUiNarpQM6rlXNgzhR9uPp0fbzmdpXcMYfaVvcmIObE+ZhZ3cFnpVZ2uYsaaGSE3vRX2Cm779TbKrcH9o8WW4oBdwdH8kvdLyHEEQCFVcHWnq9HJQjNRGYYMesT1OAlXFZmD5oNc9N1FLNy7kEp7JQXmAmatncXsLbOZO2YuT5/+NCqpihWFK0K+H61BibUkYknpjDUzmt1HuLJwJRqZBpFIFPH7uvjA4rAxk9JElCL8MB2NTEOiJjGi2LO6rOyv2c/bm9/myZVPsqxgGSWWkrDbAlSXFONxhZ+oW1NagtvhJC49E1Ny6ikh9izVVXzz3FPs/OsPfF5/yavdUsevH7zNrhV/4PV4TvIVCggICLQeQoZP4LhIM6lZeOMgZi7exS87S5FJREzoncq0wZlhM0NZcVoW3nga6w5Wsmp/JW3jtAxrH0eiUdmiBt/VNie/7Ih8o/Xz9hI6JB7/TUilxUFucR2z/9xHjc3FyE4JjOqcwDWDMvhq/SHqHMGCM1an4KyOCcdteGx1uLG6PKjlEm4/M5srBrRhY141CpmYrskGYnQK1PLm/XhLxCKSjKpWy+g1hXh1PGKRONCDlKxLZn/N/rDb7q/dT6W9MqhXqsxWFvHYXp8Xu7tlhf6JxufzBewRjApjwC/veEnRpfDJ2E+YvWU2vxz8BblEzvic8YzPGX9CsmRNxeKy8Mr6V7C5Q0tQ15WuI7cql5lrZwbKGs9scyYP9n/wuCaKNsb2ivCDqMAvBuucdc0qn0zVp6KT66iwRX444fF5wn6XY1WxPD7ocW7+9eaQPr5HBjxCrCr8gyiry8rPB3/mgeUPBGwyPt31KRmGDN4a8VZ4+4ZGynzrj3OqYC4vo2Tf7rCxFfPnkdWr3ylRciogICDQGgiCT+C4kErEZMfreP7i7tTaXIhEEK1RNNivlxylIjkqmXHdk0/glQbTEi1J1VYnL/28mw9XHAysrTlQxVu/72PBjQP5+saBPLtoJ7/sKEUiFnFO1yRuGZFNcjMyb0djcbjZX27h9V/3sKukjrZxGm4c2pbMWC0X9ko5/hd1kjEpTVyUc1FgiIjL07Ann90TfNObpos81EUlVf2jyzlLLCX8mv8r83Pn4/P5GJc1jlEZo1qkL1EsEtNG34b7+93P9O7TESHCpDKdcoNazE4zvxX8FjG+smglnWM680fBHwD8dPAnpnad2qDgs7qseLweRGIR5dZylhcux+ayMTB5IPHqeOxuO9srt1NuK6dLTBcSNYlEqw5XL0TKqIH/fW1uOezQ1KG8s+kdOkR3iLiNVqZFIwv9LkvEEvom9GX+OfP5YOsH7KraRaYhk2s6X0OaLg2pJPznWWYrCxJ79eyv2c9bm9/i3r73opQGe4wa4xOQSKV43KFVFLqYWFTaU8v/sDz/YMSYzVyLyx65j1VAQEDgn86p9b+5wCmP3eXB5wPVUWWcWoW0xcoUWwKjSs7wDnH8tD18lu/MTseftThUbQsSe/WU1Tl4bkkuT57fmRcu6kGNzYlIJMKoljU763Ykbo+XP3aXccPc9QHBuresjsXbSnjlkh6M6pyArAWzpEdTVGOjoNJGqdlORoyWeL2ixYffaOVapnWbRqoulXe3votcIkcqkuL2hd5USkXSkBv5GFUMveJ6sa40dADNpI6TImY4TnVKLCXc8MsN5FblBtaeW/cc83Pn8+7Id1tsGI1KqkIlPXkZ3sYQIUIhUeD2hu+RVUgVuGzBDwnWFK+hvSnUDqDcVs7W8q3M3TGXAYkDQAQvrHshEH9pw0sMSx3GiDYjuP/P+wPrPWN7MnPITOI0/qxdjikHpUQZ8vAB/OLNpGjedFiNTMObZ72J1WWlS0wXtpRvCdnm2i7XEqcKnzVUyVTkROXw8ICHsbqtKKXKRj/Tvw79FTEj9+3eb7mu63UhWT6xRsWQSdey9N03g9ZFYjGjrr8Vral5k4hbm4auRyyRIpX/OyyBBAQEBMIh9PAJNIkys4M/csuYPm89Uz9ay9cbDlFUc+o+EdUqpdw7qgN6VajAuqRvKgl6ZZi9mseiMLYL9Xy3uZBqqwutUkpylJoko+q4xB5AqdnBPV9uDpudvP+rLZSaw0/rbAl2Fddy7qvLmfDWCm6ct4ExLy/j+o/Xt8p3IFoVzWUdLuPzsZ+TE5XDJR0uCbvdxPYTiVYG38SZVCaeHfwso9JHIRH5H0qopCqmdZvGxPYTm2XqfSqxqmhVkNirJ8+cx+IDi0PK9/6tRCmjOK/teRHjg5IGsaFkQ9BauExYha2CJ1Y+wU1Lb2Jj6UYyDBlBYq+epflLKbGW0DG6Y2Btfdl63t36Lk6P32ImXhXPK8NeQSYOzuSl6dK4q89dzcoqV9gqeG7tc1zy/SXc/OvNTOs2jeFpwwPfZY1Mw7VdrmV0xuiI2bp6FFIFUcqoJgn4+jLhcDi9Tjy+4P62MmsZT6x7iqWa7Qy7907Se/YmOiWNjoOHceWMV0jKiZydPFmYklNRasL3JLc/bQhqg/HEXpCAgIDACeTUSckInLKUmx08tHBrkK/cst3l5MRr+fDqviSexJ6vhsiM1fDdTafz+Zo8lu4sw6iWMWVwJl2TDUQ1w/g8Em5P5LpQj7flO1gq6hwRp3+aHW7KzQ6Sj+GzsDjclJkdrNhXQa3NRf/MaFKiVIHsXVG1jcvfXU3ZUYJy9YFKnvlhJ09f2OW4xezRSMSSQO/Y5M6TiVPH8e6Wd6l2VGNQGJjceTLjssaFnVIYr4nn0YGPcnOPm7F77GhkGmJVsafUpMnmUOes46s9X0WML9yzkHOyzmk1n0GXx0WFvQKvz4taqm72hEenx0m5rZwaRw0KiV+ENNZTZ3VZqbBXUOesQy1TY1Ka0Ml1yCVyJnWcxLKCZeSZ84L2mZAzgc1lm4MybWKRmN7xvUOOv696H7/k/QLAgKQB/Jr/a8Rr+XrP14zPGR/Uq/fV7q+Y1GkSSdokpBIpPeN7svC8hawpXkNRXRE943uSZcxqtvXByqKVAc9Ei8vCHb/dwXltz+P5M57HpDRRai3l233fBtmWtAQDkwbyxqY3wsY6mjoGiWaLy8IL617gh/0/ALBA8Q1nDxpFvLwbeVIv/WJ1p2S2TGeK5sIHnuDLJx/EXmcOrCe168BpE69Apjj+h4ACAgICpyqC4BNolF0l5rAm4rkldSzYcIjrhmQhER/fEJLWwOsDj8eLXiVjVOcEPB4v+ZVWOiS0zMS4UZ0TeOP3vWFjIzrEYwiTXTwuGnmLj2UOjMXhZtHWYu76YhPeIxTq4JwYZo7vRrxeSV6VNUTs1fPdliLuGJlDmqn1fpVEq6K5osMVjEofhcPjQCFREKuKRSKObGuhlqmbPbL+ZOBwO7C6railahTSyOWxogY+fLFI3GC8/jxSsbTB9ywcJZYSPtr+EZ/nfo7NbaNLTBfu6XMPOVE5qGRNyBzZq/gi9wve2fJOYNBKp+hOPDv4Wdro24Tdp8xaxhub3mDB7gWBUt7ByYN5cMCDJGgSSNQm8u7Id1lfup4f9/+IXq7nwuwL2Vi6kRfWB2fpHuz/IDGqYAN0r9fL/N3zA//WyDQNZriq7FVopMFZOrvHHlRWKpfISdWlkqpLbfQ9iUSlrZL3tr4Xcp5Pd33Kp7s+ZWzmWJweJ7/l/8bNPW4+5vOEI1WXGrYUWiwSc2+/e4MEeoWtIiD2AGocNczb+1ng38MyRrTaw4fjQSQWE5+eyRXPvkxV0SEsVZVEp7ZBZ4oWsnsCAgL/egTBJ9AgFoebj1dGbnaftzqP8b1TiNOdnKejPp+Pgiobv+eWsXJfBR0S9YzpkkiyUUlBlY1zXvkTizO4HOnLdQW8fWVv4o+zrDMlSsXozgkhYlinkHL3qHZoFS2bUYrRKDBp5FRanCExo1pGzBH9dCU1dmrtLmQSMSaNHL0q/LUU1di584tNIWWif+SWs2D9IaYMzqSkAQsLj9eH3dn65YQSseRfZZpuc9vIN+fzwdYPyK3KJduYzVWdryJVn4paGixUtXItF7e7mLUla8Mea3zOeIwKY9hYUV0RywuXszRvKdGqaCa2m0iqLhW9ovGHHmXWMm7+9eagzNaW8i1cuehKPhz1Id3juje4v9fn5ee8n3l5w8tB69sqtjF58WQ+HvNxyGdqc9t4c/ObzM+dH7T+x6E/uPuPu3lx6IuYlCYSNAmMyRjDmW3ORIwYiVgSGKbya/6vJGmSOD/7fBK1iWGFv8d7+HdCblUuZ2eezW/5v4V9HT3je4aU06ZoU1q819Htc0c0TQe/8EzQJJCmS4v4eR8r0apoZgyZwfzc+czbMY9aZy09YntwZ587yTZmB21rcVlCSjyPpMxWRnZUdsT4yUQkFqOPiRWmcQoICPznEASfQERcHi+5JWacnsg39G6Pr0UmXh4rO4vNXPzWCmrt/qft320u4sWfc3l3Uh/WHKgIEXsAmwpq2FlUe9yCTy4Vc9XAdPpmmPh6wyFqbC4GZEUzunMiHm/LvylxeiXPTejG5A/XBGXjxCKYOb4bcToFZruLFXsreOSbbRT+LdROz47h8XM7kx4T2kv07abCiJ/fu3/u57yeyWTGRvbi0yqkaBTHZyD/X8PtdbOyaCW3LL0lMChjV9Uuvt//PS8MfYEhKUNCpmP2jO9Jz9ierC9bH7SeE5XD0NShYW0+8s35XL3o6iAT+q/3fM3NPW5mYvuJ6OQNT1E8UHsgrOWA1+flmdXP8MaINxoszSyzlvH6xtfDxkqsJeyp2hMi+Mpt5Xy1O3z56obSDVTYKoKyR0f2zSVqEzm37bmMzRzbYCZTLBZzQfYFLDm4BPALvhv1NxKvjg96rwCkYikX51zMnX/cGbR+Z+87iVW3rGjQyrT0ju/NogOLwsa7xXZjZdFKnjjtiRY/N0CcOo7rul7HhJwJeH1eVBIVBqUhZDuNTBNknXI0McqYsOsCAgICAicPYWiLQERKzQ7u/2oLQ9tF7kM5p1siJs3J6Y0qNzu49dONAbFXj8vjY/q89XRIDL1ZqWfBhkPHf/46JxPfWcnHKw9yek4sF/VOpcrq4poP1nDH/E1UWlp2iIpELKJ/VjQ/3jKYiX1S6ZZi4KLeKfxwy+kMahuNVCJmS0ENUz9aFxB74O+3vPjtFRRWhw5YKWxg6EqFxYHP6yPBoKR7avj38vozMolrgQE4/yXKbeU8uPzBkKmIPnw8tPyhsF6Cceo4Zp4xk1lDZtEnoQ+94nvx1GlP8frw18P65FldVl7d8GqIgAF4ecPLDfoV1rP8UHgzcfBn6axua4P7OzwOym2Rjc93VO4IWbO4LBEncAIUWyIPSqqnKWWrOVE59EvoF/j3M6uf4dGBjwYNSOkW040PR33I9srtODz+n+UETULgM2hp1DI107pNCxn+An67koFJA3l04KN0ju7c4ueuRyqWEqeOI0GTEFbs1V/LmWlnho21N7UPsqwQEBAQEDg1EDJ8AhEprbWzo9iMSi6hc7KerYdqg+KxWgVXDkhHJjk5GZ5Kq5NdJeawsVq7G6/Xh0IqxuEOfRKtVR7/V39jXhU+H+wts/Dq0j1Bsa2Haqm2ujBpgvuyys0OXB4vMqk4qASzqahkEtol6Hjs3M5YnW7UcmnA87CyzsGTP4TeRAOU1DrYmF8dYqo+okM889cWhN2nT7oJlVyCUS3n9ct68eT3O/hxaxFenz+zN21IJhf3SWtVK4h/IxW2CmocNWFjtc5aKm2VJGpCja7j1HGMTB/JoKRBgL/U80jqh6NU2asQi8T0iOvB5rLNFNSFfr6/5/9OpiGzwets6MZdJVUFhFEk5BI5ermeWmdt2HiGISNkTS1VN5w9UrVM9ihWHctTpz/FyqKVzN0xF7vbzo6KHdzb517u7nM3Hp8HnVyHUWEkOyqbszPPxuVxoZapmz2IpTmk6lL5YNQHPLXqKbZVbEOEiEHJg7ij1x2kaFNQyk7+wxWtXMtdfe/C5rEF/A4BOkd3ZtaQWYLgExAQEDgFEQSfQETqS/0eXriNGeO7klti5ttNRTjcHoa1j2PSgHRSTSdvMEZDUzLBP8RELgkv+C7qfezDFZrKkVV2lRYnf+0t5/kluRyosJAVq+Wuke3om2HCqG7+RDu5VIxcGryf3e1lW2H4m2uAv/aUM6ZLsJDommIgzaQmrzI4WyMWwf1jOgSuLcmo4tnxXbh7VDtsLg86hZQ4veKkif1/EzKxjOFpw+kQ3QGby9aodcTRQg+g2l7Nwr0LeW3ja4HhKG30bbi37728vOHlkB40uztyX2Y9pyefzsw1M8P6s12QfUGjgzliVDFM6jiJVza+EhLTy/VBVgf1mJQmhqcN56eDP4XEMgwZLSb4wC+gx2WNY3DyYDw+D0aFMWx2UCVVkaxNbrHzNkSlvZIZq2cwLG0Yk7tMBvylrFcvuprZI2fTztTuhFxHY8Sr43nqtKeotFdS46hBK9diUppOyWEtAgICAgKC4BNogDi9ApVMQp3DzQ1z19MzzciFPZORSsRsL6wJMV8/0RjVMqLUMqqsrpCYWATtE/UkGpWYS4JHmE8+LYPUqKYJ1SqLk7I6BzuKajGqZGTFaYnXKZFJxXRPi0IkImwPXJdkA4a/B6XU2V3sL69DLBJx16h2LNlWwrebCpn60ToeOqcjl/dLQy49/vdSIhYRq1VQVhe+lLRNmB6+RIOKeVP6MXPxLr7fXITb66NDoj+DmJMQ3OOlVchafBDNfxGTyhTIfHU0deSWXrfww74fmL9rPnqFnnRDOlHKqGaJm1VFq5i1dlbQWl5tHl/v/ponT3uSvNo8Ku2VfLn7S3ZW7mRwyuBGjxmnjuOJQU/wwPIHgkRfe1N7ru50daPCVCqWckHOBRTUFfD1nq8Dx4hXx/PqsFfDZjG1ci339LkHs8PMyuKVgfUsYxavDHulVXrXmmsz0ZpsKN3ApvJNbCrfFBJ7ecPLPHv6s2EF/8nAoDBgUEQumxcQEBAQOHUQ+Xwnc+TGf4Pa2loMBgM1NTXo9S1jCXAicLo9fLOpiDvnB998iETw1uW9GN4h/qTaMXi8Pr7bXMgtn24MiV0/JJMbh7alzuFmU0ENCzYcQq+Qcmm/NNpEa5rkw1dmtvPIN9v5fktRYE0tl/DOlb3pkx6F0+3lg78OMGtJcPZEKRPzxbSBdE42UGa28/Yf+/ho5UHsLi8KqZhzuyczODuG2z7fiFQs5qfbB5PSRAHaEFaHm49XHeSpH3aGxCRiEb/cPiTs4Jb6fSutTjxeH1qFNODBJ9DyuL1ufi/4nYeXP8wzpz/D7b/fHsjK1TMyfST/6/e/Rv3qAMqt5UxaNCnIl04ikvD4oMfJrcrlq91fUeusJVmbzKROk1BKlAxJHdKkbIzVZaXUWspv+b9RYa/gtOTTyDRkNkt4mZ1mKu2VFFuK0cq0xKpiiVXHhh00U0+VvYpKeyVl1jKilFFEq6JbNLt3KuL1ebnr97sCw2SORiVV8c153/yrptUKCAgI/Fc50dpAEHwngH+q4AMw213sKa3jtV/3sK/MQvsEHTcMbUtmrKbFzbaP6fpsLrYU1vDMjzvZVWwmJUrFLcOzOS07Jqh/zuP1IhaJGrzJPBKP18dbv+9lxuJdITG5xC/S2kRrqP67j/Dt3/dRXGunf2Y0l/dPIzVKjcPt5ekfdvDxqryQY4zqnEBqlJp3lu1j4Y2D6JZqPOb3wO7ysL/cwsu/7GZMl0S+31zIom2Hh3UopGLeuLwXg7KiUcj+OyWYJZYStpZvZWn+UuLV8ZydeTYJ6gQ08vCi90RidVsptZTy9Oqn+avwr7DbfHr2p3SK6YTZaabKXkWdqw6tTEu0MjroNRTVFXHWl2cF7Tu582QO1h7k57yfQ477QP8HGJ89vtmefAKtz8zVM5mzY07YWJImiY/HfNwqWU4BAQEBgRPLidYGJ/+OXeCURqeU0SMtihcv7o7N5UUjl6BWnDpfG51KxsCsGD68ui92lweZREyMLjQ7JRH7B4s43V5KzXZsTg8quYQ4nSJsOWWZ2c7by/aFPafT42X5nnLaRGswquX0y4imS7IBh8uLVikJ9LUVVtv4ZE1+2GMs3lbMe5P68M6yfYGhK8fKxvxqLpu9Co/Xx5LtJdxwRhYTeqdSWG0jwaCkfaKe+Aiv899KYV0hk5dMpsB8eGDJO1ve4dGBjzIqfdRJN2VXS9XIJXJWFK6IuM2v+b+SqEnksZWPsTRvKT58iEViLsy+kCldpuD0OnF73cglcgYnD+aPQ/4BGmKRmJ7xPXl367thj/vy+pcZnDyYRG1oSaXAyeXc7HMjCr4rOl7xr89yCggICAi0DqfOnbvAKY1WKUMjdeOprcVtlyA1nFq9G00t0Xxn2X7mrDiA3eVFJZNw9aB0rh6UTuxRxvFur4/qML2B9RyoCB5yopZLUcuhpNZOQVUtu0vNZMVoI/rx+Xx+U/uMaA2mJlx7Q6/p/q+2IBWLGNctiXYJOsx2N0/+sAOXx8vca/o1uV/x34LNbePVja8Gib16HvnrEXrF96KNrM1JuLJgRIiQiCS4feFtCKRiKe9ueZdf8n4JrCVrkxmWNox7l93L+lK/J1+8Op47et+BSWXi6z1fY1QYKawrjHjeWmctZqeZRATBd6qRqEnk/n7389Sqp4LWT0s6jZHpI5tcoSAgICAgIHAkguATaBLOggKqv/qKup9+RqRSYZo0CU3fPkhj/xnlRWa7i2cX7eKLdYdFgM3l4fXf9lJrc3HfmA5ojshcKqUSsmK17C2rC3c4+qaH9j/lV1q56v01gX1mT+rd4DWp5BJeubTHcRnA19jcRGvlPDKuE1+uL+DjlQeJ0Sq4ZlAGLo+XDQXVpEXo22stvD4vXp83xDz8RFFlr+LH/T+GjfnwsaJwBW30J1/wGRQGRrQZEdFoe0jKEC774bKgtTt738kDfz5Ahb0isFZiLeHuP+7mtWGvsaZoDZWOSvTyhstDGhu4Uo/H66HaUY1YJG5SP6HA8aGT6xiXOY4BiQNYXricOlcdg5IGkaRJwqQK33NZZi2jxFpCmbWMJG0SsepYYVqmgICAgEAQguATaBRnXh4HJl6Cp7IysFZ4xx1ozjiDpCceRxpz6pcZVdQ5+XJ9eL+5T9bkM2VwZpDgi9Ep+N/ZHXjiu+1oFFL2l1uoc/gzMUkGJZ2Sg2+oa6xO7v5iU5BA3FFUS49UIxvyq0POmR2npW2c9rizb3KpmOuGZDFlztqA/URBlY2N+dWc3yOZKwecOGFT46gh35zP/Nz5VNurGZk+kp7xPU/4kAmvz9ugebfZGd678USjlqm5qcdNrCleEyTgAK7qdBUSsQSX93CWOdOQSb45P2Tbet7a/BazR86mzFaGQW6I6IHXO753k8RbYV0hC/cs5Mf9PyKTyLik3SUMTh3cYj50ZqeZClsFK4pW4HA76J3QG4lIgk6uw6QyoZb+tzLT9WjkGjRyDemG9Ea3PVh7kBt+viFoYE+3mG78r///+GbPN3SJ7UKPuB5C+a6AgIDAfxxB8Ak0iNdup+Kd2UFirx7Lb7/h2L//HyH4Kq3OsPYJ4B/QUm110eYIv2Cv3c5AlZ1P0iuxFJfhHdaNrV4N3+XZeXBsRxINwQbmFRYnK/YFv0fv/rmfly7uzmPf7QgSgqkmFW9f2Ys20cefeZNJRLy2dE9Yr8EFGw5x7emh5tatQa2jlo+2f8Rbm98KrC3NX0qqLpXZZ80mSZt0Qq4DQCPT0NHUke2V28PG+yf1P2HX0hhp+jTmnT2PX/J+YWneUqIUUVze8XIyDZmU28uDts0wZLCjYkfEY22v2I5ULKVHXA88Xg+vD3+dKT9NCZoAmqBJ4NGBjzY6Tv9Q3SEm/TiJEuvh4T+PrnyUbnu68fzQ549b9NU6avl81+e8tOGloPVR6aPoHd8bq9vKBdkXCGP/G6DMWsb0X6YHiT2ATeWbeHnDy2QZs7hn2T1EK6N5f9T7YY3uBQQEBAT+GwiCT6BBPNXV1P7wQ8R4zYKv0fTpg7u8HE9tLSKxGLHBiDTK2KTju0pLceXlYdu0GWliAqquXZHFxyOSBfu9uauqcBUXY1m+HEQi1L16IZLJkMbGIotr/OZT3ch0yiM9Bb12O5blf1Fwyy3gPpwp6t6zJ6Oeew5lGKFmc3pC1qqtLu6Yv4nbz8whM1ZLSa2dlCg1KUYV8YZjL+M8EqfbGzaDWM/q/ZV0Smr9m+Zia3GQ2Ksn35zPB9s+4M7edza5jPB4iVJGcV+/+5i0aBJeX7AQ7h3fG4PcQK2jFhEidApdhKOcOJK0SVze4XIuaHsBUrEUhdQ/dMiLl4GJA2lnakeX2C4YFUZWFa2KeJw4dRwSkf97LBFL6BTTiQXjFrChdAMHaw/SNbYr2VHZjWZc3R43n+/6PEjs1bOpfBPbKrYdt+A7WHswROwBLDqwiB5xPViwewHtTe0ZkDTguM5zsiizllFQV8D2iu0kahJpb2pPvDq+RSejltvKOVB7IGxs+aHlXNTuIj7c9iEV9goe+PMBXh3+qlCWKyAgIPAfRRB8Ao0gAnHkKZKK7LZY162j6MGHcO7zT7VUdu5M4pNPoMjORtTAvq7CQvKnXY8j97CPnUipJPWdt1H36IFI6v96usvLKZk5k9qF3wTtH33ttYj1evRnn408ueEMUoxWQU68ltyS0J68Tkl6oo8YnOIuLaXg5pvBEyzibOvXU/PxR8imT8dTWYm3phaRSonEZMKolqGQikMybeV1Tu5fsJWltw+hf2Y0nupqPNUlOKtBYjAgMRobvO7GaGyEg0xyfBNAm8qi/eH70AC+3vM113S+5oSWdraLase7Z73L65teZ0PJBoxKI+dlncfojNH8lv8bPx38CZFIxIScCfRL7NckAVNpr6TEUkJuVS6xqlgyDBl+kXUMN/E1jhqsLitFliL+PPQnRoWRwSnB5ZJRiiju7HMnM9bM4P1t7yMWiXn7zLeZvWU2Hl/oA4Zru1wbNLJfKpaSrEsmWZfcrGurclTxw/7ID3m+zP2SQUmDjlnAu7wu5u6cGzG+cM9CRmaM5O3Nb9MpuhN6RdPGVbs8Lirt/iy7XqFHJVU1skfrUFRXxPRfppNbffj3mkam4a0Rb9E5pnOLib5KR2jVRT0+fLg8h8uBN5dvptpRLQg+AQEBgf8oguATaBCJKQr9uHFUzw29QROp1aj79uXAxRODMmH2rVs5eOllZHy9AHlqamDdXVaGMy8f25YtyBLikZiiEauD+3R8djv5100j89tvkCf7b1Qtq1eHiD2AitmzSX7pRcpefYWEBx5AoolcIhmjU/DWFb244t3VFFQdLnFLM6l5/bKeQUbjdcuXh4i9emSJiVS+9x4Vs9/FZ/MfR9WnN4lPPsVtI7J5ZlGob9/ITvHEqqXYd+6i+NFHsG3Y6N+vR3cSHn4ERXZbRJJjuwk0quWcnh3Dst3lYeMDs6LDrrc0FpclYszhceDjxNp91jpreXzl4wxNHcr4nPFYXVbSdGnc9+d95FYdvhHfULqBzjGdeWnoSw2KvhJLCff8cQ/rStcF1vRyPW+OeJOO0R2bfBNfYinhz0N/kqRN4pUNr7ClfEsgNmvtLB4Z+Agj24xEI9dwqO4QVy26KtCH5/V5+Wj7Rzw84GGeXPUkDo8jsO/5bc9nWNqwJr8/4XC4HZTbyrG4LNzX9z4W7l3Ir3m/hnx29VnEY8XlcVFuDf99Bb+Q0cl0FNQVBL3Ghii2FPPJzk/4cveXOD1OhqcN57pu15GmS0MsOjEPPcD/czBr7awgsVe/fv3P1/PluC9brJ8uXh0fMSYTy0KGJh0pAAUEBAQE/lsIgk+gQcRyOdHXXE3dzz/jLgku8Yq7804q3303SOzV47VYqPn2W2Kuuw6RROLP5l1/A45dhwWRSK0m6emnqHj3PeybNwfWfVYrjl27kCcn466qonJ2eD8xAPPiJSCR4KmqalDwAWTEaPli2kDyK60cqLSQEa0hNUodUl7pLg4tZQNQDxiAp6aG8ldeDVq3rVlL/pQpXPn+B/hoxxu/7aXW7kYhFTOxbyo3nNEWeUUJ+y+5JCASAWwbNnLg0kvJXPAV8jbHNlxFr5LxzAVdee6nXaw/WBVkF3HnWTnEhvEkbA3ObHMm83bOCxs7Pfl0dLKGSydrHbXY3DakYinRquMXqU6vk301+9hX4886d4zuyPC04UFir56t5VtZXbSasVljwx7L7rbzxqY3gsQe+EXl1J+m8uW4L5vUo1hiKeHGX24kTh1Hmj4tSOyBPyvz8F8P0z2uO+mydBYfWBwydOX3gt+xu+28NeIt6lx1WN1W2pvaE62MbnImLBxl1jLe3fIuX+z+AofHgVqqZnzOeB4a8BCPrXgsSPRNbD/xuMpzVVIVg1MGs6o4fHlq99ju5Fbl0sHUoUlZumJLMVOWTAkqb/xu33f8lv8bn439jDR92jFfa3OptFeGNbsHMLvM7K/Z32KCL0YZw4DEAawoCvVyHJc1jqV5SwP/jlJEHdf3Q0BAQEDgn82Je/Qp8I9FnpxMm0/mEXffvSi7dUMzcCApb72JdvDp2DZtirifddUqvHY7HquV0lmzAmJPEhND9LRpJD39FCAi/r57EamCb+zc5X9nAFwu3GEGxgS2q6pCrFbjczXt6XWCQUmfDBMTeqXSO90UtpdO079f2H0N555L1Ucfh425Dh7EdyifKadn8uMtg/n59sH8fPsQ7h/TgViVhOpPPgkSe/X4rFaqPv0MbxOv/0g8dXXYd+9G9u7r3LF6Lp+2s/L9xBwu65vGghsGcnn/NuiUssYPdATu6moc+/Zh27wZx4EDeMxNm2iZbkinT0KfkHWlRMmtPW9FK9eG3c/qtrK1fCt3/n4nF3xzAZOXTOb7fd9TaYv8mTcFhURBrOpweeOgpEFBfnZH83nu59Q6QidaAlTYKvhmb2iGGaDOVcfuqt1NuqZlh5axq2oXI9NH8s2e8McD+OnAT1hdVpYdWhY2vqp4FQ8sf4DOMZ0ZnTGaDEPGcd3M1zpqmbFmBnN3zg1k1KxuK3O2z2F7xXbOyTonsO2QlCFkR2Uf87kARCIRw9sMJ0oRWl4oF8s5r+15LDmwhGndpkX83hzJ+pL1YXvZ6lx1fLDtAxzupmUJWwKnxxnSN3okRw/iOR6MSiOPD3qcUemjAllMuVjOhJwJ9Ijrwbf7vg1se1efu4J+HgQEBAQE/lsIGT6BJiFPSsJ05ZUYzz8fpFIkajXumhqkcXG4DoU3eZYmJGJesgREIvRnj8Wxdx8SvR7T5GuoeGc2FW++CVIpurPOIuX11yi6737cxcUAKNq1w2u3I9bpUPfvR+3XC8OeQ92jB7bcXMSNZPea9VqzspBnZ+PcHXwjL1Yq8FRXR9zPsSsXTZ8+JEcdJV6rarGsDM5mKLKzibrkEiTRJsQqNZ6qKsRNGD5Tj8diofb77yl++JHDi999hyIlhYfeexdFWvN7dVyFhRT+7wGsK/7OGIhE6M4cQfz//ocsPnL5GECMKoZnTn+GxQcWM2/HPMwuM4OSBjGt2zRSdakR99tYspFpP08LZJBqnbXcu+xeLml/CdO7Tz9mIROriuWG7jfw6IpHUUvVDEoaxJ+H/oy4fUM36U6vM8ge4WjCDTc5mhpHDV/u/hLwZ7jMrshCusxWhkwsa/AG3aQ0tZjPYaW9MqIX4Nd7vub14a9TZivjsg6X0Sm6EzGq45/Km6xNZs7oOcxaM4s/Dv2BDx/dYrsxuctk5u+az8whM5tkS+D0OPlu33cR47/m/8q0btOIk7aMlURjaGQaohRRVDmqwsZzjDmA3yuywl5BnbMOg8KASWk6pomk8Zp4Hhn4CDf3uBmr24pSoiS/Lp/H/noMr89LtjGb23rdRrfYbi06MEZAQEBA4J+FIPgEmoxIJEKiP3wDLjUYiL7uOgqmXR92e/2ZIzh09z34rFbEOh1Jzz+HWCIlf9o0fE6nfyO3G/MPP2Bbv574++/n0M03o+rZE+fefSAWo2jblpgpUzH/8OPhff5GYjKh6toVRft2TZrU2VRkcXGkvfUmZa+8Su133+FzuZBnpCPPyECkUoXN1AHI24QvHRPJ5UhjYqjPM+jPHoN28BDKXn0VV34+AOqBA0h46CEU6elNukZ3WRnFjzwasu4qKKDshReJuWk68tRUxLKmZfjclZUcuutubOuOKFv0+TAv+QkkUhIffwyJtuFsS5w6jss7XM7o9NF48KCT6VDLInuplVpLeXzl42H7+z7Z+QmXtr/0mAWfSCRiWNowymxlZOozWbBnAUNTh7KjMrytwYU5F0Y8l1qqJloZHdH/rp2pXbOubVfVLnrE9WBD6Yaw8TNSzkAhVXB5x8sjCrHJXSa3mGVBma0sYszldaGVa3npjJdQyVRYXBbyzfkUmAtQSVXEa+KJVcU2Kj5LraVYXBZkYhkmpQm1TE26IZ1nBj9DtaMal9eFGDFur5v7+91PrDoWkaixkUQgFonRySOXC6ul6hPawxeriuWWnrfwyIpHQmJ94vsQp47jkPkQd/1xV1BJ7+CUwTw04KEG+/IioZFp0MgOP/BK06fx8dkf4/F5UIgVEQ3bBQQEBAT+OwglnQLHhapbN0xTpsCRN2cSCbG33Urdn8vxWf09ZV6zGevqNVR99mmIcANwFxfjys8j5sYbib7maooffxxPeTnu4mLkaamkf/oJqh49/BuLxWgGDyb5uVmgUqIZcPyj271OJx6zGZ/Hg6uoiOrvvkccZST5pRdp8/FHpL79NvKMDKIuuSTs/pKoKBRt24aPaTREXzsZAGlsLLqRoyi8996A2AOw/rWCg5dfgaswfLb0aCx/LieSsaD5559x7t6NKy8/bDwcnsrKYLF35PEWL8ZTEV7sHI1IJCJGHUO8Or5BsQd+4+2CuoKI8e0V4X30mopJaWJyp8lUO6tZuHch2VHZYb3IcqJyGJg4MGjN7rZzyHyI5YeWs7t6N6+PeJ0RaSNC9m0f1Z5kbeNTMA0KAxdmXwjAV7u/4upOV4cdfpJlyCLH5M8CZegzuLnHzSHbTMiZQPfY7o2es6no5Q2Lao1Mg0qmotJeydub32bsgrFM/WkqV/x4BeO/Gc+G0g0RB4KYnWZ+Pvgzl/9wOeO+HsfYBWN5+K+HKazzf8+1ci0puhQyDBm0MbQhKyqLOE1ck8Qe+CeRXtzu4ojxS9pfQrTyxAwuAr8dxoi0ETwx6IlAhlYhUTCx3USeHvw0Pnzc9tttIf2bfxT8wczVM6lzhk4Rbi4ikYg4dRyJmkRB7AkICAgIAEKGT+A4kUZFETN1CsYLL8C+ZSuIQKLVUf3115gXHZGdkEjQDhzAofnzIx7LunYt6kGDKLj1NnC78TkcmBcvIWbadSg7diTljdfx1tbi83oRyWSIlUqk0cd3M+epq8N58CCVc+bgKjiEundvNP37U/fTT9i3bKHqvfcBkCUn0ebjjzFdfRWuokLMPx5+bdL4eFLffgsUCtwVFUiiokLsKJTt2xM97TrwQeWHH4YVa57yciyr12A879zGr9vSwI3h3/2AFe++S8JDDyJWhvYpuquq8DkciCQSpLGxuCsa6JnzevHUHf+N6NE0Nu2xJcbqW9wW5u/yf+ceWfEIjwx4hD3Ve1iatxQRIkZljGJk+kjiNYczK2anmUX7F/HU6qdwe/0DiaRiKXf0uoM0XRrvbXsPich/Y39HnzuCShytLisVtgrMLjNqqRqT0hTIHJ6efDo5UTnkVuXy5e4vee6M53h3y7tsKd+CQqLg/LbnM7nL5MC0UL1Cz8T2EzmzzZmsKlqF2+umX1I/YlWxLWpIblKaaKNvw8HagyGxHrE9AqP8lx9azntb3wuK1zprue6n61h47kJS9aGluxtKN3Dbb7cF/u3xeVh0YBG7Kncxe+Ts4/bzA78h/cR2E/l016dB6z1je3JW+lkB8Vhpq6TEWsLOyp3EqGLIMmYRp45rsdLYegxKA+OyxtE/sT82tw2ZREaMMgaFVEFuZW7ELPNPeT9xc8+bm9S3KCAgICAg0BwEwSdw3Eh0OiQ6HYr0dOw7drD//AuCNxCJSHrqKdxV1UiMxoh9cNLoGFyHDvmnfopEiJUqnEdkwaRGIxynb92ReGw2ar//geKHHw6s2dato3LOHJKfm0XxE0/i/jvj5jpUSO0PP2C6+moSHnmE2JtuwnWo8G8vPQN1f/xB5UcfI5JIMF50EfpRI5ElHPadkxiNRE+ejLuigsr33494TXV//NEkwacdMIDyF14MG1N27oxz/36sq1bhMZuDBJ/HbMa+bRuls57DvmsXssREYq6/3p89FYnCZw1FIiSalr8JNSqNdIvtxqay0ME/MrGMnKic4z6Hz+cL9N/VOGq47bfb6BLThcEpg/HhI682LyTDtb9mP4+tfCxoze118+yaZ5kzeg7nZZ+HVCzFpDQFldKVW8t5ecPLfLP3m4BP3qCkQTw88GESNYnEa+J5ffjrLC9czvzc+SzYvYA7et9BtDIahVSBSWEKmK7Xo5Pr0Ml1TepnO1Zi1bG8MuwVpiyZEtSPmKHP4KnTn8KoMFJuK+fNTW+G3d/ldbE0fymTOk0KWi+3lTNzzcyw++yv3c++6n0tIviilFHc0P0Gzm17Ll/v+Rqry8o5WefQ1tg24EtYYi3h/j/uZ3XJ6sB+GpmGN0a8QZeYLi0u+kQiUdBDhHoilQWDv4+0IXsTAQEBAQGBY0UQfAItilinQySXB5VtagYOwJ6bi3XVSgznn0dZBKGiOWMIYrmC2m++Rd23L5YVK9COPAtXcTHuklI8NTXIUlOQmkxIDMef4fCUl1P8+OMh6z6bjbKXXyHqkksoe+65wHrNwm8wnH8+UpMJqcGAIjMTV2EhB6+4ImhwTekzz1Dz1Vekvv1WsOjT6fBUVyONjfUL2zDIm9jDJ0tORnP6aViWHTWIRCIheupUSp5+GmlsLKIjevh8Xi91y/6k8PbbA2uuvDyK7ruPqCuuIPb224Nebz26ESOQRB97aVi1o5oqexVOjxOdXEecKg6pRIpRYeTRgY8yadEkahw1ge1FiHjytCdbxJ7BoDAwOmM0r218LbC2pXxLoKTu0YGPBmVUrC5rSBbrSD7c9iFPnfZUSLmqzW3j9U2vs2DPgqD15YXLuev3u3h52MuYlCbiNfFckH0Bw9OGB67vVCDDkMHcMXPJN+dzqO4QbfRtSNYmBwSTx+vhUF347yz4+xKPxu62h52eWc+6knX0T+p/3NcOftEXpYyic0znkJjD7eDdze8GiT3we+Nd99N1LDh3QZPKcluChgbeSEQStDIhuycgICAg0PIIPXwCLYo0JsZfungE+nPOofqLL7Bv3YY0PgHNaaeF7Bd93VRsa9ZS/tZbxN9/P7oRw7Ht2YMsOpoDF13MgYsvJn/qVPaNHkPRY4/jKos8aKKpOHbtCushCODYuTNogIo8Ix15VhYcUarp83io+ebbsFNKHbm5WFYH32B6amupnDsP40UTwl+QWIxh7NlNunZpdDSJTz1F7B13II2PRySXox4wgJTXXqX6iy9wFxURM3WKPyv6N+7SUkqefDLs8ao+/hjdsKGoevUKWteccQbx//sfEl3DPnqROFh7kOm/TGfc1+MY/+14LvzmQj7L/YxqezUAmYZMPhv7Gf/r9z+GpQ5jUsdJLDh3AUNSh6CUhpaiNheJWMK4rHFhh2Fk6DMYmBTcu+f0OCkwR+4rzDfnhzUDL7eVs2D3gjB7wKayTZTbgsfxGxSGILFX46hhf81+dlbupKiuKFBKeiKJ18TTO6E357Y9l0RNIutL1nP/n/fz+sbXsbvttDWG71EF6BXXK2RNKpailkbu42zMu9DtdVNqLaXEWoLdbW/6CzmKCnsFX+35KmzM5raxoyJ8iWVrEK2Kpltst7CxMRljWuQhh4CAgICAwNEIGT6BFsNdXY27tAx1374kPPoI5W++hbuoCIlOj7fGn8EpevBB4m69BeNFE7CtW49IqUA7eDDW9Rsoe+ttAGJvvomKOR+R+MADHJg4MbBvPebvv0eekkLM9BubPIUyHD6Pp+G4z4f+7DEYxp2LPTcXkVSCu7QU8JeXeqqrqfkmsp9azRdfoBs+PGAI766ooOqDD0h8/HF0I0diXrz48MYyGUnPPIM0semmzLLYWIwTL0bVvRvuwiLsu3ZSdO99eKqrMV5yCaqePYO299TURB6+4vPhzMsj5bVX8VRU4DGb/eWqpmikhmOblFliKWHy4slBZYJ1rjqeWf0MBoWBsZljEYlEJGuTmdh+IuNzxrd4aR34hcWc0XP4IvcLvt/3PWKxmAvaXsA5WeeQoEkI2lYtU9M1tmvYjBVA19iuQWWc9VhcFrKMWUjFUvZU7wkRhSWWkoglqnm1efzvz/+xsWwjADqZjuk9pjMmYwxGpbH5L/g4yTfnc83iayi2FAfWvtv3HXf2vpNbfr0lZHu9XB82UxetjGZiu4m8ty00YyoVS+md0DviNRRbivlq91d8kfsFTq+TEWkjuKbzNaTqUps80KUel8cVVqTXU2QpatbxjgeT0sTMwTN5YPkDrC72PxASIWJU+ihu7XVro4OOBAQEBAQEjgVB8Am0CO6KCkqfe56ar/xP0pWdOxMzdSrKTh2RGI3IUlP9UyldLkpnzkKsUaPIaYfP5UKWkkrVx4cNzaXRMSQ/+wzW1WtCxF49VR9/TNTEixE3QyAdjbJ9+4h9a/L0dEQKOYp27ci//nrwHvZpM5x3LnF33gliMSJp5B8hkVQWNL3U+7eJedHDDxM95VpS3nwDR+5uxBo1sqQkpAkJSFTNG1Qi1ekQdeiAJzYWr9NJwlNPocjMQGI0BmX3AtfTAGKVGmmY/Y6VXVW7InrUvbT+Jfom9A3q4WoNsVdPkjaJG7rfwCXtL0GEiChlVFhfMrlEzuUdLmfBngUhWTapWMoVHa5ALpEHrZudZiQiCUPThuLyuLiu63XkVuXyxqY3Ar18kUr5ii3FXLP4mqD3yewy8/TqpzEoDJyd2bSMb0thcVp4bu1zQWJPI9NQZi1jbfFaHhnwCM+ve55ap9+kvq2xLTMGzyBJE5qtk0lkXNbxMrZVbGNV8WEfSoVEwctDX45oQVBiKWHaz9PYW703sPbl7i/56eBPfHr2p2GHwzSEUqYkXh0f8bvYKbpTs453vCRqE3n+jOeptFdicVnQyXVEK6OFYS0CAgICAq2GIPgEWgTLihUBsQdg37qV4q1bAcj4/jvi7riDQ7feGoh7LVZsGzYgTUxErFbjLvHfjKl69UISG4NEq8WZFzo18PD+FryOyE/tm4IkJoaYG2+k/NVXgwNSKfEPP4RIJKbs+RdC9qv5eiHqAQMwjBuH8eKLKQnTBwgQddmlSNSHn9iL6z0MvV4q3nobpFJkycn47HbcJSVkfh/ZQLrB16HVIlYqUYtEVH8+n8q330aWmIjp6quRp6cj0fvLMSVRRpSdOmLfFmp3INZokKc170a6MbaWb40YK7YUN5h1aQ2kYmmgJ60hUnQpzD5rNg8sfyBQ3pmiS+GJQU+QoksJ2rbWUcv83Pm8uP7FoPXhacN5oP8DPLriUbKMWRHPm1uV26gobso1txRVjip+zf8VgPPansdZbc6i3FaOQqJAKvb3XX5xzhdUO6qRSWREKaIaLEOMU8cxY/AMiq3FbC3fiklpooOpA3HqOGSS8A8gNpRuCBJ79dQ6a5mzYw539b4rRHQ3RJwqjlt73sp9f94XEssx5pCqa9nvfVM4uqRXQEBAQECgNREEn8Bx466spOKd2RHjlR98SNztt5H4xOOUznouMKVT3acP0ddNpeiBBwEQqdUkPPgA0r8Hsijbt494TEl0dFi7geYg0WgwXX4Zqh7dqXjrLVzFJai6dSV66lRkaWmUPvNsxH0r3pmN9rTT0I0YTvVXX+I4SkRpBg5E1bVr0JrUZEIzdCiWX/031LjduA76Ra26Xz8kJv9gFK/Viru6GpHPh1ivb1L/nH3XLg5edjk+u7/XybZxI7U//kj8Qw9iPO88xGo1UpOJpGef5eDlVwRPSpVKSX7pRaSxLSssMvShnnf16OV6ZOJjL8dtTeQSOb3iezFn1BxqHDX48GFUGMMKrzxzXojYA/gl7xd6xfdieNpw7uh9R8QM35ayLWHXwV9qeKJFscfnwevzcmvPWymzlXHT0psCWUqNTMNjAx8j05BJh+gOTT6mSWXCpDLRMbpjo9s63A6+2Ru5TPqXg78wpcuUZk33FIlEnJ5yOk8MeoIX1r1Ahb3isK1G7ztOqKAWEBAQEBA4GQiCT+C48blcuBsw5nYXFyNWqTGcfz6aQYPw1NYikkrxuVyUv/46EoMB/ahRRF0yEVnK4QyKPCMDWUoKroLQIRoxN96INC7yTZ/X6cRTUYHP4wmInXBIjEa0gwah6tIFr8OJRKtBrFLhdTpxF0Xu7fGUl+Nzu5HFx5P6+utY16+nZv4XIBYTddmlKNq3x2O1Yl2yBGlsLGKtv1wr4f77qEhMpHrevMCx1AMHkPTkk0ijonDm5VH64ouYFy8BrxfN6acRd/fdKDIyEEnC+9a5Kyspuv9/AbF3JCVPPoX29NOR/51plGdlkf7lF1hXrMCyahWKttnoRp6FLDExaKJnS9A1ritqqRqr2xoSu6rTVQFj6lOVWHVsg2LA7XXzyY5PIsa/3vM1rw57lURt5LLjcEbw9RgUhmaVufp8Prw+b9hS1aailWk5Pfl0NDJNiJC1uCzc88c9fDHuC2LUMbi9bsqsZVTaKxGLxJiUJuLUTTdND4dELAnbI1mPUqpELGr+rDGDwsA5WefQL7EfFpcFuUQeYqshICAgICDwb0UQfALHjVirRd2rV/AQEkDZsSPa4cNR9+kNEjEiiQRZYiKyI/ruEp9+Gp/TiVirDRnAIouPJ+399yi8735sa9cC/ixgzHVTUXbuRM2336Hq2gVpdEygbBHAVVxMxezZVH/xJT67HWWnjsT/738oOnSI2CMn0es58jZZLJejPWMIdb/9FnZ7Va9eiP8WUbL4eAyjR6MbMgTEYrxOJ1Vz5lD7w4/E33sPpc/OwLZxo3/b5GQSHnoI01WT8FZVI9ZpkZhMSI1GXIcOceDSy/CUH57oaPljGQfWriPzqy8jWjZ4qqv9E0fDBj3Yd+5EnuovWxOJRMiTk5GPH49x/Pjw+7QQCeoEZp81mxt/uZEqR1Vg/ZzMczg/+/zjEianAm6vmzJ75Gmx1Y5qbG4bVfaqgHn50XSL7YZKqsLmtoXEJnWc1CRRXGOvIa8uj/m75mN2mhmTOYauMV3D+sA1RrQqmuk9pvPAnw+Ejbt9bn7Y9wOTu0xmaf5Snlr5FGaXvzc1Th3Hs6c/S9fYrs0quTwSqVjKxe0uZtGBRWHjE9tNJFp5bJMsxSJxyJAeAQEBAQGB/wIiny+c07JAS1JbW4vBYKCmpga9/tgmHp7q2HNz2X/BheB2I1IoSHzicVxFxdR+9x1eqxXdmWcSdeklyFJSmp0BcFdX46mswmuzgsdDxTvvYP7p50DcNHky0ddORhoVhau0lPwpU0MFkEhEm7kfoz5qcmVDOA8VcuCii0InW0qlpL71Js4DB9ENHxbktQdgWbmSvKuuJuWN1ym67/5Qo3mRiPRPP0XV7XDJp8/no3LOR5Q+/XTYazFOnEj8ffciVihCYo69e9l39tiIryP5xRfQjxrV8IttJbw+L6XWUoosRZidZtJ0aZiUJvSKf8fPwac7P+XJVeGtLs5qcxYamYYKWwWPDHwkbLbQ7XWzo2JHiCgemzm2wVLQeqod1czeMpsPt30YtJ5lyOLNM988JoGTV5vHRd9dFNEEfFjaMG7pcQvnLjw3JCYTy1gwbgFtDG2afd56Ku2VvLjuxRBPw64xXXnhjBeI0xy/WbuAgICAgMDJ5ERrA0HwnQD+C4LP63Ti2LGD4kcfwzhhAjXffx/IytUjMRpJ//wz5Glp/n2sVlwlJZiXLMFVXIx28BCUHTsgiw+fmbBt3cqB8eE97FLfehPtkCFYVqwk7+qrQ+IiuZzEJ59AGhdH7Q8/IFIoMJwzDllKMtKo8NkXAMf+A5Q8/ZTf4NznQ9GuHTE3XE/1F19iWbYMeVYWae/ODog+T10dBTffgremGt3wEZS9/HLY46r79yfl5ZeQ/P198FgsFFx/PdbVa8JuL0tOps2nnyAL02fnLi/n4JWTcO7bF7qjWEzWoh8D77lA06h11FLlqKLUWhqYohhOsBXWFXLp95dSYQ9+KCAXy3l52Mvc+uut2D12rup0FTf3uDnsoJIjRXGts5Y2ujZNFsXbK7Zz8XcXh41N7jyZ6d2nI5U0r5CjxlHDTb/cxIayDWHjd/e5mwJzAfN2zgsbn9x5Mjf1uOm4MriVtkryzHnMz52P3W3n3Lbn0t7Uvlm9ewICAgICAqcqJ1obCCWdAi2CWC5H1a0bqe/Oxr5tW4jYA3/pYcXbbxP/wIP4fF7qfv6FwnvuCdgiVH/yKbI2bUh77z3kyUm4Skvx1taCWIxYp6Pm64URz1/+5luounen7s8/w8YTH3+c6i++wLrqsBl61ZyPMF5yCbE3TY/Y46fISCfpuedw7tuHu6QEV34+pTNnBfoKnXv3Uvf7HxgvvMDfl+hw4C4pQdmxI/btodMw67Fv3YrXag0IPpFUGhjaEg6J0YB96zbqKipQ9+mNu6gI+44dyFJTUXbpQuITj3Nw0lXgcgXtF3PTdCTRjZfAeV0ufybT50Os0QSu679ImbWM59c9z3f7Dk9NTdWl8uqwV8k0ZgZtm6RN4sPRH/LCuhf4Nf9XvD4v3WO7M7nLZN7Z8g52j7+v8rNdn3Fp+0vD9vPVlxoeSzZu4Z7IPxNf7v6SS9tf2uyMmEFh4JZet3DVoqtCYhqZhv6J/Zm2bVrE/bdXbMfpcaISN89i5EjqB710i+2Gz+dDLG5+356AgICAgICAH0HwCbQo0qgoar6NbC9Q++MiYqZPx+d0UnjvvSEeeK6DB6ldshhVu3YUPfRwQFgpOnQg7s47sG1YH9ZWwF1WhtfpRBoTWgKn7NQRV0lxkNirp/qTT9CPGR1R8PkP7qb44Udw7NwZNlyzYAGq7t1QZGUh1moxnHcuPqcLT1VV2O0BpPHxQUNSxAoFpiuuwLxocdjtDeeeS/kbbxB7803kT5mKKy/v8L46HWlzPyZjwVdUvve+3+4iIYGY66aiaN8+YPweCVdxMZUfzqH688/wWm2oB/Qn/u67kWdmIpYf7sXy1JpxlRRjXrIEj7kO3fBhyNPTw2Ydj4dyazn7a/ezaP8iNDINYzLGkKhNPCFj7J0eJ3O2zwkSe+A3I792ybXMO3teiDBro2/Dk4OeZE/NHkosJeyp3sNjKx6jzHa4v8/mtuH0Olv8eutcdRFjdrcdL96I8YbIicph1pBZPLXqKSrtlYDfc+/+fvdTaaskTZdGqbU07L7tTO2OuYfvaEQi0XENgREQEBAQEBAQBJ9AK3CkSDgakcxvRm5ZuTLIzDywr06HIiODvGunBMUdO3Zw6OZbSH7hefKnXheyn6pnTyRaLdqhZ1A6Y0aQkNSNOJPaBkRo1cdzUXXrFvm6RSJE0gbK0yQSar79jqjLLwOnE8RinHl5RE28mKq5c8Mau8dcdx3SozJviqwsTNdeS+XsYIsL7bBhiJRKNP37UfHO7CCxB35D9/yrribjyy9IeOghvJY6RHJ5k+wcXCWl5E+9DkdubmDN+tcKDky4iPQv5qNs1w4AT20tVZ9+Rtnzzwe2q/rgA1R9epP83HPIGpiY2hxKraXc88c9rC05nCF+f9v7XNP5Gq7pdA0GZeuKvnJbOZ/t+ixsrMxWxsHag2EzcRq5BofbwR2/3xF233h1PCrpsWe8InF2xtkRbQyGpA5BLz+2TK1OrmNE2giyjdnUOGuwuCzsq97HA38+gNPr5K4+dwV9RvVIRVIuyL7gHz+QR0BAQEBA4N+EUCcj0OIYLjg/cuz885GYTHiqqsPHzzmH6k8/CysGvRYLltWrUffrGxyQyYieOgWxSoUsLo6kZ5+BI7ICIqUCjyX8AArwCyY8nohxqdFI1MSJEeP6USNx5R3E+ffwlLKZs6hduJDKD+eQ8NBDiI4SksZLL0UzaGDIcSRGIzFTriXj22+IufVWoq+fRsprr6Lq1pXiRx9D1a0b1lWrwl6Dp7ISV2ERYqUCaXR0k8QegH3nziCxV4/P5aL0uefxmP0TGF2HDgWJvXpsa9ZS+823+MJ8Xs3F5/Ox5MCSsELiva3vkVeXF2av46POWUeJpYQyaxlenxeHxxF2YmY9eebI15BuSKeNPvywklt63tIqNhTZUdl0iekSsq6Sqrix+42oZepjPrZELGFn5U5+2PcD1/98PTPXzqTQUki5rZzNZZu5teetQSLWqDDy2vDXSNImHfM5BQQEBAQEBFoeIcMn0OLI27TBcN65IT13spQUoq64HLFMhqZ/P8INtJdnpGP++ecwET+O7TtQDxwYKM9U5GST8OhjgaEkYrUa7YgRZP74I5Zlf+CuqEAzcCDO/Hyq54X3TNOPGY04gl1DPZrTT0fZpQv2LcFG2aoe3RHr9OjOOovCO+7Ed0QPnXnRIrwWCymvv47XbsPncKDs2NEvyCL0yEkMBiQGA8rsbFxlZewdOQqf1e9j53O7G7xGT011g/FwmJeELyEFsPz1F16LBYlOR/UsulQfAAB6C0lEQVQXX0bcrvLjj9GPO+e4s3wV9grm7pwbMf7Zzs/oOLBjs7JHxZZiNpdt5q/Cv0jRpTAibQQJmgQkIgkHag/w2sbXWFm0Er1cz+UdLueM1DPQyrQRSyUzDZlh18FvS/DWiLd4atVTLDu0LGDYfnPPmxmcPLhVShNj1bG8eMaLfLvvWz7d9SlWl5UhKUOY0nUKabrjH9STpE3i0RWPhqzP3TGXwSmDmX3WbHz4kIqkRKuiiVXFCtk9AQEBAQGBUwxB8Am0OFKTibi778Zw7rlUfvQxXosFwzlj0QwaFPDgk6WkoOrfH9vKlUH7eiqrkCYk4C4N3x8kS0pCP3o0+uHDQSJBoteHlEZK1Gok6W1QpF8RWIu+6ipqv/3On8078njJSWgGDWr0Ncni40maNRPLsj8x//QTiMXozzwTkUpJ8VNPkfTYo6H2C4Bl2TIsy5aR8cP3KDMji4VwiKRSFJkZ2Ldu8y94vIi1Wrx14cWILDERn8/XLGEhjWpgUIxWCyIRPq8Xd2VlxO08tbVhM7LNxeP1YHFGzsTWOGvw0fShwvnmfK5edDUl1pLA2isbXuG5Ic+RZczi273f0iu+F8naZL7f9z0z186kwl7BVZ2u4tWNr4YcL1WXSqoutcFzJuuSeWbwM1TZq3B6nGjl2lYXQXGaOK7qdBXjssbh9XnRK/QtVj5qUBiwuq1hY38U/EEbXRvu7nt3i5xLQEBAQEBAoHUQSjoFWgWpyYRmwACSn3+elDdexzh+fJDhujQ6muQZzxJz801IjEYAVD16oB0xAtNVkyIe1zhhAvvHnUvJrOeQaLUhYi8SspQUMuZ/jv7ssxHJ5Yg1aqIuv4y0OXOCrqshfC4XIo0aRVYWivR0Kj78kKL77geXq9GSRpHXh6u0FPvOXdi2bcNVWBiUDQyHNCqK+Pvv9/cQKhS4ysuIuf76sNtqzzgD82+/4yosbPg1eDw4CwqonDuPQ3ffg3boGRG3NU6YgHXNWpwHDqIfeVbE7bQDByJuYglpQ+gVek5LOS1ifEzGGKTipj2jqnPW8ezqZ4PEHvgtEO764y6cHidbK7by4bYP2Vm5k/v73c+EnAm8t/U9zmxzJld3uhqZ+PBQnS4xXXjrzLeaZAugk+tI06fRNqqtP5t4AjJeErGEWHUs8ZrIvYK1jlr2Ve/j812f80XuFxyoOYDZaQ67bT0amYauMV0jxgenDD6u6xYQEBAQEBBofYQMn0CrIlaGGoXXI4uLI+a66zBeeCF4vYhUKnw2G5a/lhN1+WVUzZ0XGHgikslIeORhvD4virZtsfz2G5Y1azCMGdOk6xCJxcjT00l8/DHi7roTAInJ1OCAmaPx2e249u5DnplBxbvv4S4qQqRSYThnLIqMDJBIwvYCqgcNxGOuJW/qVNx/CzKxRkPcvfeiH3lWgxYIig4daDNvLj67napPP8U0aRJxd91F5Qcf4C4rQ6xRYzjvPNS9enPonntQZGQgT06OeDz7zl3kXXkFXos/ayPRaIieNo2KN98M2k7ZqSOq7t0omH4T+HykffQR8vR0nAcOBG0nksuJueXmRieBNgWVVMXULlP5+eDPIX10abo0esT1aPKxqhxV/FHwR9iY2+tmbcla8s35lFhLKLGWsLp4NXf3uZsBiQNYuGchN3S/gYvaXUSNowaVVIVJacKoNB7PyzupVNmreGfzO3y046Og9endpzOx/cSIE1Dj1HHc1ecuJi2ahNcX/FAjx5gTYlMhICAgICAgcOohGK+fAP4LxusthTM/n71nnoXxyiuIuuACbBs3gViENCaG6vnz8Xm8mK66ioLrr0fRvj2pb7+F1ND64/oBXEVF7D//AmQpyRgnTEBiNOJzezAvWYI0IQGxXEbFO7ND9sv46ksOXHoZPrs9JJb2/ntoBgxo8LzuigoKbroZ2/r1JL/0IpUfzsF44QWINRp8Hg/mHxdhXroUvF5ibryR2Jumh7/+sjIOXn4FroMHg9aNF1+MbvgwrBs34qmqRtWtGz6nk9JnnzksDE0m2nw0h8q586j56it8djvqgQP99g1ZmYhloYbix4Lb6yavNo+XN7zM7/m/I5PIuCD7AiZ1nBTWwy4S+2v2M+7rcRHjN/W4ie/2fsf+2v2BNa1My6MDH+Vg7UGmdJ1yXK+jKdjddpweJxqZptWzgH8W/Mn1v4TPDs8ZPadBMW1329lZuZNn1zzL1vKtKCVKzs8+n2s6X3NM3oECAgICAgL/dQTjdYH/NGKNBmXHjsjj4yl68CHcJSX43G48R/SQiaRSoiZOpG758gana7Y00rg4kp59lvwbbqD44UcOByQSUt98A0XHjiiysyl77XVcBQUosrNJeOQR6pb9GVbsAZS++BKpHTog/busNRzu0lJs69cD4KmpxVVQQNH/Hgi7rbJjh4jH8VRWhog9gOrPPqP6q6/IXPAV1V8vpHTmTL8J+1H7lsycRdLMGcRMnQJeH2KdtsnTQJuKVCwl05jJk4OexOwyI0JElDKq2b5uWpmWFF0KBWa/j2OPuB5clHMRCqkCiUhCgiYhxM6gflDLsLRhLfNiIlBtr2Zv9V4+3P4hlfZKTks+jbGZY0nWJrfKYJdaRy2zt4Y+iKhnzrY5dDB1QClVho0rpUq6x3Xn9eGvY3VZkYglmJSmFvPaExAQEBAQEGhdBMEncEohNZmIf/ABPDU1IRMx66n79VdSXn8NsVaD5ARl9wBEEgnqfn3J/PprKufOxbFrF4r27TFddimy1FTECgWGcePQDByIz+32e+Hp9VS8807EYzr37o0oBgPb7D8Q+HvNgq+IuvzysBYJkuholB07RjyOz92AOHa5cFdWYvlreYjYq8dTXgZeL7KE1s/qaOQaNPJjLxONVcfyQL8HmPbzNC7MvpD2pvbMWDODKkcVABmGDO7sfSdvbHyD7ZXbA/sZlcaQPr0SSwm7q3azqngVSZokBiUPIk4dF1EgNUSto5Y52+fwzpbD34lNZZv4aPtHfDTmowangB4rLq+LClv4zxT8/oJOj7PR1xOljCJKGdXSlycgICAgICDQygiCT+CE4C6vwHWoAMvqNUhNJtR9eiOJjUOiCr3JVHbogHXNmsgH8/nwud0Yzj0XV0EBXqcTiU6HNC4Okbh15xCJlUoU2W2J/9/9+Ox2REplSDmjNCYm8HdXeTmKzAzqfgl/PHmbNESKyH2OAJLYw8ezbdiIbvgITNdcQ9XcufgcDsBvT5H8wgsNDqCRRhkRazR4w3kSymTIEhPR9B+AY/uOsPtrhwzB53Zj27QJx4GDyJOTkKWmIouPb/D663GVleE1mxFJpUiMxgZ7F1uC7rHdmTdmHiXWEm777bag2P6a/dy77F5mDp7JDb/cAEC0MppkTTI6+eGs5aG6Q0xdMjXIf08ikvDS0JcYkDSgwSyX2+Om1FZKma0Mn89HnDoOt9cdJPbqqXXWMnP1TGYMnoFO0bJZU61MS9+EvhyoPRA2PjBpIBrZ8fdgCggICAgICJyaCIJPoNVxlZRw6M47sa05wlBbIiH5+efQDB6M5CgPPLFSibShLJJYjCIjg7LX36D266/9h4uOJv7uu9AOHdrqQgLwi7xG+tZcpaXkT5lC3B13UPnBh2GncsbcdBPSqCjclZV4LRZEEgmS6GjER4hAeWoq0thY3GV+58LSWbPQjRxJ8qxZiBRypAkJSKOjG51YKo2NJe6eeyh+6KHQ65g6FbHRSNTEi6n+/PMQ6wexwYD+nHPIm3QVzj17Dh8zIYG0995F0YDlhMdmw75xI0WPPBooKVUPHEDCQw+hSE9v8JqPB41cQ5o+jZlrZoaNW1wWNpVtoltsN7ZVbOPZwc8G9QlaXVZeWPtCiNm6x+fhtt9u45vzviFFlxL22Fa3lb8O/cUDyx/A4vILbJVUxR2972BCzgTm584P2Wd54XJqnDXHJfhqHDXY3XbkEnkgG6eQKrii4xUs3LsQh8cRtL1WpmVc1jjBO09AQEBAQOBfjGDLINCq+FwuqubNCxZ7AB4Ph267HU8Evz1pdDSqnj3DxvSjR1GzaHFA7AF4KioovOfehjODJxhXfj6OXblUvP8Bic88g8R02PNOJJcTd9edKDt3xrJmDXlXX8PeM89i7+gxlDzzLK6i4sC2soQEUme/g+SIzKF58WLK330XRXYOypycJtlTiGQy9KNGkvrO2yg6dEAklyPPyiL+wQcRa9RUz/sEsUZD+mefohk8GEQiEIvRDBtK+ry5lL3xRpDYA/9AmZrvvsOxbx+2bdtwHjiA5yivQ+fuPeRdMzmof9D61wr/AJlGbCSOF7vbzu7q3RHju6t3M7HdRBaMW0CPuB6IRYd/JVbaK/k57+ew+7m8LraWb4143ILaAm7/7faA2AOwuW08sfIJBiQNQC8PfSjRHI/Bo6lz1rG+ZD03L72Z8xeez5QlU1iat5RqezUAKboUPhr9UZDFQu/43swZPYckbdIxn1dAQEBAQEDg1EfI8Am0Ku6KCr+9Qji8Xsy//070lVeGhKQmE8nPzaLw/v9hXbHCvygSoRs5kuhp0zhwwYVhD1k6cxaqbt2CyipPFvbt/t4w64oVeGtriL/3HsQqNT63yy+2cnJwHjhA3pWTAvYTPoeD6k8+wbZ+PanvvIMsLhYAZbt2ZHwxH2d+Ae6SYuSZmcji45vsQ1iPRK9H2bkzUZdeilghx11aRtW8eTj37vVv4PNhmnwNyc/N8huqAxKDAXdFBeaFwUNOkMlInjmD2sVL2Df2HL/5ukiEduhQEh56EFlCAh6zmapPP0Ekk+FzOoN295SXY1m1CuP55zf3rW0yMrGMJG0SuVW5YePZxmxGZ4wOm+Fye914fJH7Huv7AY/G6XHy0Y6PIgq4BbsXMDpjNJ/t+ixovU9Cn6By0qbi8XpYXricO3+/M7C2q2oXt/x6Czd0u4FJnSahlqnpEN2B14a/Rq2zFhEi9Ap9RDsGAQEBAQEBgX8PguATaFV8Hk9IeeCRuI/IZB2NLDGR5Beex1NZibeuDolejyQ6mor33otoWu48cABvI0NQWhKP2YynohJ77i7EKhXyjEykcbGI5XJkiYczJ/Zt2ym8+x7/P8RiRDIZGd98Q+lTT6Pu25eoiRf7ffwQ4bPbqJzzEc59+wKCD/yZvpYYmOIuLqb4wQfDxireeQf9OWORJycHTeB05uWFbBt10QRqFy3GvGjR4UWfj7qlS6ls2xbjBedj37wZWUoKyS88j2NXLmWvvw5ud2Dzuj+WYTjvvFaZTglgUpm4vtv1IT18AFKRlLGZYyOWM2pkmqBJn0fTLbZb2HW7286+6n0RrynfnE/3uO5Bayqpinv73ntMAqzMVsaTK58MG3tr81uMzRqLWqYG/ENp/sl+ggICAgICAgLNRxB8Aq2KWKVC2bFjINt1NIr27aj+eiHa0waFzcpJjcYQywJZA8biEqMRkfTEfK3dlZVUvPMOlR98iLJDB4wXTcBrtSKrTUOWloqiQ/vwQ1K8XozjxyOSy1C0b4+yU0eKHnoY79+lkJLoaOLvuRtnfh6a/v1a/LqdYawZApdmsYQd6iLR6fxZuiOEtua00yi4MdTzTzdyJLL4eH/W7whxpx0yhKQnn6TwnnsCa/LUlFYTe/X0iu/F9d2u5+3NbwcydlqZlpmDZzbo7RerjuXePvcyfWnoaxyQOCDIg87qslLjqAkcu0N0BzaXbw573HZR7RiQOIA/D/1Jtb2afkn9uLzD5SRrI3+vG6LaUR0x2+jxeSgwF5CqSz2mYwsICAgICAj88xEEn0CrIjWZiLv/PvKuuDJQtliPPDMTfFB0770YLryAuLvvbpKJuqZfP0RyeUiJIIBp0iSksbFh9mp5LCtXUvn+B5iumoS8TToV77yD61AhIqUS44UXED1lCmkfvE/e5Gvx/l0eCaAeMIDoqVPA50M3bBgF04MFhaeigsL7/0f6vLmtct0Nvj9iMWJl6ORUaWwsUZddRuUHHwTWfE6nv4zzqP2NF1xA/rRpIZ933e+/o+zcCVXPnn5fQZEIw7nnHs9LaRJRyiiu6nQV52SdQ4G5AIVEQaImkVh1LFJxw78CeyX04p0z32HGmhnsrt6NTqbj0g6XcnG7izEp/T2ZebV5vLT+JX7J+wUfPoanDmdat2l8mfslbp876HgiRFzb9Vram9rz2vDXcHqc6OS64/K0k4oafg0KScNTYAUEBAQEBAT+3QiCT6DVUXXoQNr771H8xJM49+xBJJOhG3kWhnHjAmWONV9+RfTkyU0SfPVDTAquvyEoG6UbPQrj+AsRSVp/4qC7opKKN95E2bUrstRUih99NBDz2e1UzZ2HPTeXlBdeIOPrBTgPHsRTUYGibVukcXFITSbctbVUff55hBO4qVm4EGWHDogamQbaXGTJyUjjYnGXloXEdGeeiSRMX6BYqST62smI1GqqPvwAr8Ua1k5C3asXlpUrQsRePdXzvyDm+uuxbd5M0rPPNGgj0ZKoZWrUMnWzM11amZb+Sf2ZfdZs7B47EpGEaFV0QCgeqjvE5T9cHpRh+ynvJwBeHf4qD/31EKVW/2Aik9LEowMfJU2fBnBM/XrhMCqNZOgz2F+7P+z1J2pOzHssICAgICAgcGoiCD6BVkes0aDp35+UV1/BsXMn4M/2FNx0c8BHDvxDThoa71+PSCZD3bMnmd9+g+PAAbzVNShyspHExISUf7YWPrcLV3Ex8ffcQ9krr4TdxrZmLa7iElSdOyFPCp2E6HM4Dg9LCYN95y68DgeSlhZ8CQmkzp5N/uRrA1YPAMru3Yi/914kmvCebNKYGGKun4Zx/IX4rFZEKhWaIUOw/P57YBuxXo+7PLLJt7uyElX3bmT9+APS2Niw2cRTEZPKFLLm8Xr4fu/3Ycspf8r7iR5xPZg7Zi7Vjmp8Ph8mpYlYdWzQJNCWIEYVw7ODn+WqRVdhdVsD6xKRhBmDZxCrPjEZbwEBAQEBAYFTk3+MLUNlZSWXXXYZer0eo9HI5MmTqWtgGAiA3W7nxhtvJDo6Gq1Wy4UXXkhJSUnQNnl5eZx99tmo1Wri4uK46667cB/Rd/Tbb78hEolC/hQXRx42IhAeEXDo1ts4dOtt1Cz4OiD2NKedRvKLftNwe25ukAiJeCypFFlSEtqBA9GPGe3PnJ0gsQd/9yZ26oRYq8F91HfqSOzbIo/uF6tUyLMiC1xl+3YBPz53VRX2XbnUfPc9lhUrcBYW4vNEniDZGMqcHNLnf06bjz8iadYs0r/6kpSXX0akkONp4OdKLJMhT0pC0bYt8uRkEh95BFXfvoG4Y88eVD17RNxf1bUr0qQk5KmpxyT2fD4f7ooK3BUV+I4uJz3BWFwWfiv4LWL8yz1fIpfIaW9qT4foDsRr4ltc7NWTE5XDl+O+5M7edzI0dShTukxhwbkL6JPQp9GyVQEBAQEBAYF/N/+YO4HLLruMoqIifvrpJ1wuF1dffTVTp05l3rwII/+B2267je+//5758+djMBiYPn06F1xwAcuXLwfA4/Fw9tlnk5CQwF9//UVRURFXXnklMpmMp556KuhYu3btQn+EoXdcXFzrvNB/MeKoKFR9+mA7wivPdM01SIwGiv73QKA8U56eTvLzz6Fo3x6R+NR5JuF1OPC53YjVaiR6PXG33YqrpASk0qDhJEfSkD2ERKsl5oYbsPyxLExQQtSllyKSyXCVllL0v/9hWfZnICzW60l9521UnTsfcwlr/dRPr9OJq6CA8pdfxrp+A9LEBGKmTEHRoUOjJbayxARSXnoRT0UF7vIKJKYoxCoVFQkJuI9+KCISEXfvPU0q2w2Hq7iY2iVLqJn/BT6vF8N552IYO/aYykI9Xg9ltjIcHgcKiYJYVWyzzcelYmlYP7169HI9UrEUi9NChb0Cq9uKVqYlRhWDUtqymU2JWEKKLoVJnSZxWYfLBJEnICAgICAgEEDk80VotjmF2LFjBx07dmTNmjX07t0bgEWLFjFmzBgKCgpIClMuV1NTQ2xsLPPmzWP8+PEA7Ny5kw4dOrBixQr69+/Pjz/+yNixYyksLCQ+Ph6AN998k3vuuYeysjLkcjm//fYbQ4cOpaqqCuMxZpBqa2sxGAzU1NQEicb/Io79+yl/6220gwYiNhrx1dVx6LbbQ7YTazRkLPwaeUrKSbjKYNzV1Tj37adyzhw8lRVohw5Fd9ZZSKOicOzdS8XsdzEvXhyyn0ilIvO7b5E3MFXUYzZTt3QpxY89HhC8EqORpBnPou7bF8RiSp9/gaojhqXUI9ZoyPhmYYPHbwrWjRs5eMWVcJTVRczNN2O68gokWm2zj+nMy6P4mWew/PY7eL1EXzcV/ZgxuMsrEKvVyBLikcbFNVmsuoqLyZ86FUdusIm6LDWVNnM+bJboq7RV8u2+b5m9ZTbVjmr0cj1Xd76a89ueT7Sqeb6GKwpXMPWnqWFjLw19ia4xXXl2zbMsObgEr8+LTCzjopyLuLbLtcSoT75XpICAgICAgMCJ50Rrg1MnfdIAK1aswGg0BsQewIgRIxCLxaxatSrsPuvWrcPlcjFixIjAWvv27UlLS2PF30beK1asoEuXLgGxBzBy5Ehqa2vZtm1b0PG6d+9OYmIiZ555ZiBDKNB8xGo10mgTxY88imPHDsrffCvsdl6LBcuff4aNuWtqcB46hKuwEHdlZbOvwWO14szLw7Z9u3+YSgMljJ7aWio//JCDl16KedEirKvXUPrsDA5MuAhXaSmqLl2Iu+MOFDk5QfuJlEpS334LWSOZYIlOh27MGDK//Yb0zz8j/Yv5ZCz4Cs2gQYiVStxl5VR/9lnYfb0WC/btO5r9+o/EXV5B0f8eCBF7AOWvvoqnInI/XkPI09JInjGDrMWLyFyyGJ/Lxf7zLyB/8mQOXnIJ+8+/AOv69RH9FI/GsmJFiNgDcOXnU7toUZPLO21uG+9ve59Za2dR7agG+H97dx5nc9k+cPxz9jlnZs6ZfTWDsUtRRGiVQiXa0K9H6Ymy9bRQ8aTQpiSVEpWsFVFKhRCeVpEtQpIwZl/OzJzZz/b9/XE4HHPOGBqGcb1fr3nVfO/7u9z3SOea+/5eFza7jTe3vsm7O96l1HEsCVBRZRG2SluAK3m0iGhB/xb9qxzvndKb1hGt+e+P/+Wbg9/gVjzP53A7+OiPj3hvx3uUO8tr9MxCCCGEEP/EebHvJysrq8oWSq1WS0RERMB36bKystDr9VVW5WJjY73nZGVl+QR7R9uPtgHEx8czc+ZMOnToQGVlJbNmzeLaa69l48aNXHbZZX7vXVlZSeVxyUhstuo/NF4oHLl5pD3yCBXbfwM82SIrq0laUrZ1K+EDBni/V9xuKvfvp/LvA6g0akrWrsOZnY259y0EX3FFlVUed0UFrsJCUBTUZjOa4GAcOTnkvDYV29dfg8sFajWhPXoQO+YpdCf8WQBw5uSQP+sDUKl8Mk+6rFZyX5tK/MuT0CcnkfzBLOyHDlG+YwfauDiMl1yCLja2Rhk21Tod6oQEdH5WqnHYUcoDBwaOdP9FwWvKZSsKnDjG7aZi9270DRue1rU1ISFoQkIo/OILrLPn+N63sJDDDwz2rIAmJ1f/jMXFFH76WcD2os+/wNKnD9qIqolVTmQtt2LQGHi729tUuioJ0YVQWFnIb7m/sSFjA/e2vpdiezHfpX3HF399gRo1/Vr0o3NCZ2JMVYP3iKAIHm73MHc1v4u1qWtxup1c0+Aa1Co1OeU5XN3ganbl78Jm9/07YMm+JQy8aKDUxxNCCCHEGVenAd+YMWN45ZVXqu2zZ88/W8H4p1q0aEGLFi2833fp0oX9+/fz+uuvs2DBAr/nTJo0iYnHpekXHo7UQ95gDzzBlD6pAfYDB/32D2rV2vf8jAzcJSWodVoqft+F8eKL0V7fjbz33id/9hyS338PXZynGLY9PZ38996j6ItlKA4HIddeS8yYp8h7cxq25cuPXdTtpnjlStwVFSS8PMnn/TJXSQnu8nISJr2EOigIV1ER+bNmeZ+3eO1aYoqK0AQHo42ORhsdjem4VejT4S4rw5lvRbFXog4ORhUSgjYmBmdOjv85uuiif3S/k/qH71A6c3PJm/6O3zbFbqd43XoiB91X/UVUKlTaarZ+ajR4UgKdnMPtYEfuDt7d4VlZVqGiW3I3BrQYQJOwJrgUF8PXDOdA0bESBzvydtAmqg1vXPsGscFVfylgCbJ4vgwWpm6eypA1Q7yrd60iWvHKVa8w+vvRPquHTreTEnv1SaeEEEIIIWpDnQZ8o0aNYtCgQdX2SUlJIS4ujpwTPvA6nU6sVitxRz7gnyguLg673U5hYaHPKl92drb3nLi4ODZt2uRz3tEsnoGuC9CxY0d+DLDdEGDs2LE8/vix99JsNhtJSfKb/NKff/b5vmjp54Tfcw/ZL7xYpa9Kryf0+m7AkWQpLheu4mKyJj7nLe0AoDKZSJj0EvmzPqDoiy+IHDIEZ04OhwbeizMjw9uvZN06wvr3w7Zihf9nW78eV77VG/A58/LInTGTwoULvcXFtXFxxE0YT+7U16n880/P8Vp8BdaRmUnOlNewrVoFTieayEhiHn+chKmvkfqvgVX661NSTnv17ShNWBiGli195vRYowZdUhKVBw6gjYxCYz71unGK04UjPT1ge+XevSd/xpAQwu6+m7KNm/y2hw/ojzYi/KTXKagoYOKGiWzO3nzs+VBYm7oWFSraxbRj5YGVPsHeUb/n/c6W7C3clHKT32vnluXy4OoHq9TC22Pdw7zd8xjQYgAf/P6BT5tJZzrpMwshhBBC/FN1+g5fdHQ0LVu2rPZLr9fTuXNnCgsL2bJli/fcdevW4Xa76dSpk99rt2/fHp1Ox9q1a73H9u7dS2pqKp07dwagc+fO7Ny50yeYXLNmDWazmdatW1e55lHbt28nvpokEQaDAbPZ7PMlQHPClrvKfftwl1cQMeg+T6bLo/3Cw0meMxt1cDAlP/5I+qOPUfjJJ+S/P6tKYKKUlZH536eJHDKYwiWf4rJaKf35Z59gz9u3vLzaAM1VWOjp53JR9OWXFH70kTfYA3BmZZHxxJNEP/wwAKbOV6AJrZ3i2Y7cXA6PGOlZfTyS8dOVn0/m00/jSD1M4lvT0Bz9xYVKRXC360h6/72TviN4MtqICOJffAGVnxIJUcOHYZ09m7973UTee+/hLKhab+5kVHo9hqZNA7ab2rev0XVMl12G8fLLqxw3XNSakGuvrdE1rBVWn2DveOsOr6NddDvWHFoT8Pwlfy4JuCqXX5Hvt/A5wC+Zv9Aupp3PsasSryIi6ORbUIUQQggh/qnz4h2+Vq1a0bNnT4YMGcLMmTNxOByMHDmSAQMGeDN0pqenc/311zN//nw6duyIxWLhgQce4PHHHyciIgKz2czDDz9M586dueKKKwC48cYbad26NQMHDmTy5MlkZWUxbtw4RowYgeFI/bM33niDxo0bc9FFF1FRUcGsWbNYt24dq1evrrP5OF+FXHkl2Wq1TxCV+9prmG+9lYbz56E4HKgMBrRRUahMJjKfeZaSIwG75bbbyHltqt/ruktLcRUWoQ4Nxe10Ylv5jd9+qiM/00COrmA5c3PJf3+W/3sVF+PIzkLftKmnSHktBfOOtHQqd+/225b7xus0WryYRp8v9WxpNRjQhIfXWrAZ1KIFKcu+oGDxEsp+/RVdTAzm3rdQtmUrtq8921+ts2YRfPnlhFxz9SldWxsZQfToUaQ9+FCVNrXZjKnzFTW6ji4mhsTXplC+/TcKFi4Et4uwu+7CdPnlft+99MdaETjBj1tx/6MkKkcTwARid9m9/942ui3PdH6GUH3t/PyEEEIIIapzXgR8AB999BEjR47k+uuvR61Wc8cddzBt2jRvu8PhYO/evZSVlXmPvf76696+lZWV9OjRg3feOfY+kUaj4euvv2bYsGF07tyZ4OBg7rvvPp577jlvH7vdzqhRo0hPT8dkMnHJJZfw7bffct11152dgZ9FTqsVV74Vd3kZmrBwtFGRqE2nv+3MVVKCK9+KIzcHtdGIJjKShFdeIePJJ31W2ir/2IPKYCD9yadwZmUR0q0bYX37eoM9ABR3wFp3AC5rPuabb0YTHo46MhJjhw6o9Xoqdu/2rtxV/P47pk4d/W4NDLrkEu8KpOJw4KpmNcuRle1ZXYuOPsUZCawiQLAH4MzJxV1ejqFx41q73/FUWi36hg2JGjmC4pUrKdu8hcxxz+AuLvbpl/feexgvbXfKQa6pXTviX3ie7Mmv4j6SwMjQrBkJr03xn6gmAF1MDLobbyD4yq6gKGiCg0/pOcKDAm/7VKFCQaFbcjf+LPjTb5+7mt9FiN5/iYoYY+CVVq1aS4olhbe6vUVCcAJRxigijLK6J4QQQoiz47wJ+CIiIqotst6oUSNOLCkYFBTE9OnTmT59esDzGjZsyIoA73UBPPnkkzz55JOn/sDnGXtqKumPPnYs8NBqCe/fn6hhQ6stHh6IMz+fvJnvUnDctkhtbCxJH8wiZeUKStavx5mdg6nzFehiYnEWFmDq0B7bsi/RhIZS9PnnmC6/HNQqKn7/HXdZGZqoKFx5eX7vZ2jaFEOrVmC3E3nvQGxffoW7ohzLbX1xF5eQPXky1nnzafjhAjLHT6Dit2PJYwytWpE4dao3y6NKr682UYrp0nboT6PYd3V0cYFXqVR6PSq9/pSv6bLZcFqtKOUVqEND0EZHo65uldPppPCzpZQft3Xapzk3F7fdzqmWedeYzVj69iW4SxdcRUWodDo04eFoI0+t5p33eqf5S4iIoAgujrqYnXk7q7RdmXglP2f8TLuYdqRYUvi76G+f9jZRbegQFzghT2RQJFcmXsmP6VXf7b2r2V0khibSNDzw1lYhhBBCiDPlvAn4xJnjyM4m9d8P4Eg7LsW/00nBRx+htliIGjYUdQ3KCxyluN3Yvl5OwQlZTJ3Z2RwacDeNP1+KISWF0l82og42obr4Eir2/oGxbTvC77oLxelEsTso+eEHcDkJv+ceXGXlRD7wb3JemVzlfsZL22Fo0QJNaCgFHy8k9403vG2FnyzGeOmlJLzyMoVLPkUbFUXSjHdw5uXhzM1FGxXl+Tou+NDGxBD18Eiynnm2yr00UVEEVfN+5+kytGyJOtiEu7SsSpulTx+0kacWdNszMsgaP4HSH34APNtZIwYNIuLegQEDLbXJRHDnKwIGfMb2l9W4CLurtBRXfr6n0LrRiCYyAl1CgieQzsvDXVGB02qtUSmF2hIRFMGUa6bw5HdP8lvesYC/c3xn+rXoxxPfPcHW7K28ff3b/JzxM5/v+xyNSlNtWYajLEEWJnaZyBtb3mDFgRW4FBd6tZ4BLQdwf5v7MWqNZ2OIQgghhBBVqJQTl8VErbPZbFgsFoqKis7JBC5lv/7KoYH3+m1TB5to/OVX6BNrvvXOkZlJ2a+bcVrzsX31FRW7fLcrxk9+hby3pxPevx+Vfx+g6LNjNdaiH30ER2YmhZ8s9jkn5LrrCB90H/Y/9pI/ezbO7GxUej3mvn2JHj4MXVwcFXv2cOC22/0+U/TjjxF2Vz+04WE1GoPTaqVw8WLyZr6LUlEBgKFFCxJfn4ohJaX6cwsLcVmtuIuLUYea0URG+JR78EdxOinf+TuHBw/GXXosfb+xQ3sSp7xW7Qpglfvn5ZE6eIjfzJtRDz9M5INDAgbw9tTDHLjtNp9nAFDpdJ5AvZoELMffP2/mTAoWLvLUOgR0yck0mPYmpZs3kzftLdw2G4aWLYkdO4agNm1OeXvmP1FQUYC1wkpBRQE6tY4deTv4av9X3JxyMz0a9SAu2JOht7CyEDVqzIaa/zdb5igjvyKfckc5Jp2JaGM0Bm31744KIYQQ4sJytmMDWeETVB48GLDNXVqGUlGzZBau8nLs+/eTM3UqFb/9hiYqmrA77iB8wN1kTpjg/fBfuXsPQa1bow4J8Qn2NBGeVaDcN96scu2S9esJ7tKZir/3kzRzBvbUVHQJCRiaNUN9JMNkQTXFuQs+Xoilb98ajQM82Ssj7r8f8y234Cos9CSTiYhAGxmJ2+HAmZVF6U8/UXnwIKb27TG2aYMuPh5HZiYZTz9N2c8bvNcyde1KwgsvoIsPXOpDpdVivLgNjb9cRuX+/Thzcwlq0RJdfFyVFTlnQQGO9AxK1q0DnZbQbt3QxsahDfMElY7MTP9lFgDr7A+w9O0bMIDXNUik4ccfkTl+vLdmoqF5c+Kem4juhALpitOJ4nR65x88GU4LP/+cgg8/8unrSE0l9f5/Ezf+We97fJV//EHqfYNIev89Qq66KuDc1LbwoHDv+3xuxU2D0Abc1PgmwoPCUauOJS4OM4Sd8rVNOpOUWxBCCCHEOUUCPlFtLTeVyeQ3Zb8/FTt2kHr/v73v7LlLD5E7dSqhPW4kcsgQ8mfO9NwvpTGaqEgKl37uc35ot27YVq4MeP2iZV8SN3ECaSNH4kjPIHr0aIwXXwx4tpG68vMDnusutvlkB60JtcGAvkEDaNDAe0xxOinfto3Dg4eg2D2ZFwvmzkMbE0Pyhx+SNWGCT7AHUPbTT2Q++ywJU6agtQT+LY5Kq0WfmIg+MTFgH2deHtmTXvYpHp/35jQiBg0i8qEH0YaHYz9ZAF9+bNuo4nbjLi1FpdOjDjKgUqsJatGCpBkzcBUVeZKjmM1oIyNx2WxUpqZSvG497opyTJddhjM/H5xOgrt0QRcfjzMnB+sHs/3e21VQgMtmq/J+ZPaLLxG0YD7aWkyCU1NqlZpI4+m9SyiEEEIIcT6QgE+gT05GGx+PMzOzSlvEPf9Xow/izrw8siZM9BtUFa9aTYMZ74BOh8ZsRt+wIRW//+6TgMXUqSOWO+8g59UpAe/hKi6m9KefcaR7auwFH1eDUaVWY+7Vk+JvPCUZNGFhhPXvj/HiNiguF2qjEVUtLJk7c3JIGz7CG+wdf9yZnkbZCcXljyr94Qdc1vxqA76aKN282SfYO8o6dy4h3a9H26EDuuoSyuh0qAyeAN6eloZt5UpK1v8PTUQEEYPuw9CkCdrwcO+Xd3yFhVjnzSN/xkzvsXw8W21DrruOg/93Dw0XzAeXy5sV1R9H6uEqAZ/94EFcpaV1EvAJIYQQQtR3dVp4XZwbdHFxJM/+AH2TJscOqtVY7riDiHvvRV2DDJGu4mLsB/wXngao/GMvIVd2peH8eWijoqj8az/Gtm0BCOnWDUvvW8l5401PZs4Agjt2pGLX755/79oVXYJvYGNs2xZ9o0ZoExJImPIqZVu2kDbyYdIfeZSMsf+ldO06XDYbitOJIycHR3Y27hMCt5Oxp6biLvFffNtVVFTtuSeWOagJR04OpZs2kTvtLQoWLkJrsQQsNG6dOw93RSW6Bg3QBqhNZ+nbB21UJJUHDnDwzrvIfW0q5Vu3UvLtt6T+ayDWOXP9jsN+8KBPsHdUyfr1uMvKUAcHkzdjJmg9GTgD0TdsiDM72/egVotKK797EkIIIYQ4E+RTlgDA0LgxDefNxZlvxV1WhjYiHE1kZI2zMqo0WlCpfOrrHU+XkEDYgP5ow8NxlZcT2qsXKo2a4nXrCO/fn8PDh4PLReSg+/yWX1CHhBDaswcZY/9L9OOPewKXE95tOxq42jMyyHh8lM8qkis/n+xJkzC0aoltxQqKPluK4nRivukmIu6717N1swZcR94/80cdVH0mRvVxhdJdxcWexC5l5ajNoaiDg3HbbCguNxpzKNrISByZmRweOozKvXuPXUSjIX7CBFAUSr77zvfZCgpQnA7PPHwwi8MPPeRdDQUIvvpqokeORHG5yHl1it+VuPz33sNya280xyWZcdvtWD/8MOC4ir74AnOvXuTPnEn0o48QNXQo2ZMmVemnjY5GZTLhzM31OW6+8cazmq1TCCGEEOJCIgGf8DpaouB0aMLDMHXtStmPVeuQodVivOxS7xZBjdFIyJVdcebm0mjJYgo//cyb0CX7hRdJeHkShZ9+RvG334LbTci11xL92KNoLBYaL1mMNioKlcZ/NThdQgLlu3b5raEXN/5Z0kc+7POOW8GCBdhWrKDRJ5+gbxD43bmjqstSWfHnXkxdOld5hw8g+OqrvIXdHZmZZD3/PCXr/weKgspgIGxAfwwpKWSNn4CheTMSXn2Vgo8+9g32AFwuMidOJOntt6sEfKHdr0d9pEadoWlTGn78Mc6cHFwFBegSEtFGRaIJC8Oenk7J//4XcBwl33/vO06nE1e+NWB/V1ER6mATitMJTifmW27Gac3HOnsOisPheZ7mzYh/+WXSH3vc51xdw4ZEj3rc+9xCCCGEEKJ2ScAnaoUmNJS4cU9z6F8DfVfnVCoSXnwRzQmBpEqtRhcbizY6GmfGsVUoR1oaaQ//B/NNN5E4eTJoNGjCLFT+9ReWXr1q9Cxlm6vWkTO0bInjcJrfhCau/HwKlywheuQIVCepN6iNjMTStw9FXyyr0qZLSCDhpZfIHPcMpccFvsFXX0X8c8+htVhw5uWTP28+lr59sdx6KyqtFkd6Bvlz56LqcSOhPW6keNVq7H8foOiLL/w/hNNJxb596Js0wb5/PwCayEhCb7wRlfrYLm1dbCw6f1s7FaXaBDaK0+XzvcpoJPT6bpRtqBrIApjat6dyzx8EX3MN6pAQNKGhRA0bRtiddx7JcBqENjICdXAwye+9S8l33+HIyCS4S2cMLVqASkXxunWUbdmCPimJ4K5d0cbG1mgrsRBCCCGEqJ4EfKLWGBo1ovHiTyj95RdKvvsOfYMkLLf1RW0Jw5mdjVNR0FgsPtv3VGo1pk4dKV6zxntMKS+n6LPPKPrsM4zt22Pq0J6KPX8Q2q0basPJa5rpG1XNOmq67DJPIfcAbCtXEj7wX+hOssKpsViIGT0aQ/Pm5M/6AJfVir5xY2KeGI2pfXs0FgvxL72Eq7AAt82G2mz2lJs4cl2XrQhNSDAZY8ailHmyZeqbNiV+4gSy33iT6AeHULxqNahVVRLDHM9dUoI6OBg0GkJvuIHo/zxcbXZPnzGYzZiuuIKyX37x2x5yzdU+36tUKkKu60b+u+9V2Y6pCgrCcltf0h8fRcMPF6A5sm1VHRSEPikJkpJ8+usbNiTi3mM1H+2pqRwadL9P0K/S6Uh67z1MHdqfNAAXQgghhBDVk4BPAJ5yA87cXFxFRah0OjQRET5ZGmtKl5BA2O23Y+nbF8XppHLfPjKGDaPid0+yFUOrVsQ/N5Ggli29H+ZDrruO3CPFuE8Uce9Asl94EWOnjgG3cZ4o5MorydHpvNsJPeNzoKomWFQHBfmsjlVHGxVFxKBBmG++GVwuVHq9dyusIyuLrOeep2T9es9KmkaDpU8foh99BF1MDOU7dpD39nSf69n/+ouMJ58i/oXnPdsiAUdmFvqUFOx//+33GUzt2xN0ycXgcFC6YQPp/32axFcng9OJUmlHYzF73pnzkwzFWVhI5OAHKN+xwxt0HmW57Ta0MTFVztEnJtDwow/JeeMNT0DqcmHq1InIIYMp2/4bjRYtQp9Us/cgj3LZbGROfM4n2ANQHA4OjxhByldfBawXKIQQQgghakalKAGybIhaY7PZsFgsFBUVYa6F0gC1zVVUhG31anJeneINuoIuak3C5MkYjs/ceQrsaWm4rAUcGjSoSlChMhho/NWXqI1GT5BZUIA2IoKy334j55XJKOXlaGOiiRr5MM68PE9tusaNUZtD0YSHoz0uoYg/boeD8i1bSBsxAnep597amBhinnqSjFGj/Z4TN3Ei4f37ndZY3eXlOAsKUBwOyjZuJHfaW1WSzlhuu42oR/5D6sB7cRw+7Pc6sWPHom/WlMP/fgB948ZEjRhOxugnqvQLatOGsNtvJ+u55zxji40l/sUXyJv5LuWbNwOgtliIeexRQnv2RBsW5j3XVVxM+qjRuKxWoh97FNvyFZRv3YomLAxLnz4EX9nVszJ3AldREc7CQlBAheLJrKnTgVqNJjTUp/i6u6ICR1YWxd+sovLgAYK7dMHUoQP6BN/gzX7oEPt79Aw4r2e7ILsQQgghxNlwtmMDWeETlP76K1nPPOtzrGLXbg4NvJdGny6p8kH9ZOyHD5MzbRraUHOVYA9AYzHjslpJG/tfn1IOpiuuoPGnS6j8+2/cJSW4bDbUJhPZr7yCy+pJGmLq2JH455+rtli8WqfD1KEDKV99ReXBg7htNgzNmqEymQjt2YPib1b59De2b0/Iddee0hi9Y01LI3faNGwrVoLTifGyy4h//jmsc+ZQtulXb7+iL78k8sEhAYM9gMoDB1Dw/P7FfuAAmshIkmbPJmfSJCr37UNlNBJ2550Ed76CjCeOBYIxT4wm89nxPitl7qIisiZMRB0SiuWWm73HXYWFlP7wAygKh4cOI7R7dyy39cVdWkr+7Nmo9PoqAZ89NZXMZ8d7t4BqwsKIeWI0od27+2TzBE9Gz9Kffybt4f94E/HYvliGJiqKhgvmY2jc2Nv3+BVYf1yF1Ze5EEIIIYQQJycB3wXOmZdH7mtT/ba5rFbKt28/pYDPXVlJ/uzZ6GJiKdu0yW+fqOHDyRw7FvuBg4Bnxc98Uy+Cu3bFkZ2NvlkzbCtWYmiQSMaTT/mcW7ZpE4fuG0SjhQvRxccFfA6VVosuIQHdCc8eN24c4f93DwWffAJ2O5Y77ySoVSt0Made9NuRmcmhgff6FKwv37qV9P88QoN3plOxa5d3hRGXC9xutLGxVevQHRHUsgUFi5cAYOnbl6DmzdFGRhI0dw7usjJUWi2usjIO9OkLR7Z+amOiUSoqq2yLPCr39amYOl6O7ug2Tbf7WOkMh4PilSspXrnS2999QoDuyMqq8o6dq7CQzKfHoQ4Owdyzx7FzKypxZGd5MnG6fBO/uPLyyHx2PA3efsu7QqsOCfEk7TnhvcCjDC1b+D0uhBBCCCFqTgqvX+AUu73agunlW7dxKrt+XYWF2FasxG2z+S/xoNOhiYj0Bnu6Bg1oMP1tFLudzP8+TdpDQ8l/ezqWXj0p+vJLv/dwZmVRsWd3jZ/peNqoKII7Xk7i5FdIfH0qoddcfVrBHkDpxo0+wd5RisNBwaJPMPe+9dhBlQqV0UjU8OFV+of27Eni22973m8c/ywp36wkZuwYb51BbWQk+qQkdPHxqE9IYqJLbEDlvn0Bn9GRnoFSWen9Xh0SiqFly4D9TR19C99X/vlnwGAyZ8oUHDm5uO12Kv/aT87U1yjfvNnnfscr//VX3MfV/tPGxhIzZozfvqE9eqCNPr2fixBCCCGEOEYCvgudRou2moBHl5iIbc0aKv76C3t6OsoJKzdVqVBpNNhWr8bSu3fV2wUH4yos8H4fN24cGWPGYlu+AsVuR3E4sH39NYfu/j8iBg2CAIlUyrZsrcnoAM87ZfaMDOyHD+M8sjVUpdH4TWhSU4rTSfHqNQHbyzZvJqjVscAqtFcvNBYLod2vJ+Lf98ORBDSx455GFxdHxujRHOo/gIP9B5D5zLN+E9iAp/xC2F13eb93Wq1oq1npVJvNPpkutZERxI0fD37Gbu7du0rClvJt2wNe25GWhlJZQcXOnfx9220Uf7sWV3FxwP7gu41TpVIRctWVNJg5A31Kimd8YWFEP/ooceOe9nn3UAghhBBCnB7Z0nmB08ZEE/nQQ2Q//0KVtqC2bQm+ohN5775H1oYNqI1Gwv/vbix9+viv7wZoIsKx9O2LdfZsynftIvKhB8l/733vNkJXSQn6I+9xmTpeTtnWLVUSnIBnpbDk++8JvvJKSr//vkq7vnGjGo3PkZlJ3sx3Kfr8cxS7HUPz5sSOexpjmzb/rNi3RlNtkXpNWJhnG6bBQPykl9BGRZH75jTUwSbC7rqLsH79cJeXU/rDD1jnzvU5t/zXXzk85EGS5887thXz6HWDg4keMRxNaCjWDz/EcegQ+oYNUZlMft+XjBh0X5XnDGrdisaffUrutLco37IFTWQkkYMHE3LVlVUys+oaJgcco9psBgUyx40DhwNndjaGRo0D9tfGx6M+UrbBOx6zmdBrr8XYpg3uykpUWi3aqKgaZ2QVQgghhBDVkyydZ8G5nqXTmZ9P7tvTKVy0yBuYaePjafD226TeO/DYe2hHBF1yCQ3efqtKMHKUPSPDk40yPR3L7bdh7tGTyr/3o9LqCO7cGVdpCdkvTcLUoQNlv/5KxY4dfq9jaNaM0B43ViljoDIYSPn6K7/ZJI/nyMnh8OAhVP75p2+DSkXygvkEd+hQ7fknU7rpV1KPqyl3vNin/0vQxRejDQ8nc8IEyjb41ryLHPoQljvu4OAddwZczWv40YeY2rf321aZkUHl9t9Ao0YdEgIuNxlPPonruC2ToTffTNyYpwJujXSVluIuKUFVTfBqT0vj71t6o1RUVGmL+s/DWHr3Zv8NNx4b15DBONIzsK1YUaV/g3emE9qtm9/7CCGEEEJcKCRLpzjrtJGRxDz+GJGD7vNkiiyvQBMTTf67M6sEewAVO3ZQuffPgAGfPiGBhh8uoOT77yn66musH39M5OAHMDRpirukmMN3DyHx1Vexpx1GExIS8LnUISFoTygmrg4JocGMd9DFBd7GeJT9wEFMHToQ/Z+HUVwuFKeLomXLKP3+e3JemkTiW9NqXKzcH3dZqWcF8933fI4Hd+2CxhKGNiGBktWrqwR7APkz3yX0xhsDBnsAlfv+ChjwlW/4hcynn/Z+b2jVithnngHFjdtWjLFDe7SxsdWWsNAEB6MJDq52jLq4OJI/mMXhocNwH7ddM7RXT8L79cNV5JtJM/+D2cRPnIihRXMKFy/GkZ1D0EUXEfPEaIJatar2XkIIIYQQovZJwCcA0ISGogkNRRUUxP6bbyFu3DhKfvgxYP+ir78m5KorA7br4uMJ798f8803o9JoUBuNAJT8sQd3cTFpjz9O5JDBhN19N6U//+z3GhGDBmHq0hnTJZdQ+ddfaMxm9A0boo2JOen7dy5bsafOX04Oaf95BNxu1KGhRPzrXwRf0Ymcya9SufdPVGo1uvj4GsyQnzEmJFCybh1JM2dStm0bSkUFxvaX4UhLo2jFCkyXd8A6f0HA893FxaiCgvyungHokpNQnE4cOTm4rFZUajWaiAi0MTEobrdP38o9e8gYNQqVyYTaYKDhooUnrVdYEyqtFmPbtjRe9gWO1FRcRUUYmjRFExXpecdOpcLQrNmxxDFuN5nPPEPQxRcT8cADBHftitZiQSPv4wkhhBBC1AkJ+IQPdUgIwZ06gcOB2mDAVV7uv99JVoaOOnEF72jgp5SVkffmNGLHjiW0Rw+KV/nWxgvt2QNj+8vQhoaiDQ2tcQF4R04OJd99hyY8gvyZM6n4/Xdvm7u4mLwZM4gaMZyQ67vhLiulaNmXRA4ZfFrvjGljY1HpdBweMYKg1q1R6XQUfroEVGoaLVoIanW1K3jlO3YQ1r8/BfPmVWnTREaiT07GtnoNWePHe1fXNFFRJE6ejKlTR7/XVMrK0DVrhqYWtweotFr0CQl+y3NoIyOJf+lFDv1roE92zoqdO7Hc1hdtTAyaIz9zIYQQQghx9sk7fGfBuf4O34kqDx6k8o8/cJeXk/Xc8yh+gr5Gny7B2KbNKV/bkZnJ331vw310K6BaTfTDD6NvkkLphg2oNFrMt9yMPjkZbUTEqV37yGpe5R9/kDD5FdL/84jffmqzmQbTplHw4YdU7N1Lw48/QldNCQBnQQHOnBzKtmxBbQrGdOmlaGKi0RiNOK1WKnbvJv+D2bisVoKvuorw/v3QJSaiVFaS+ex4bF995fe6CVNexdSpE9nPv0Dx6tXe49r4eJLenQluNwf63lb1RK2WlC8+p+jr5eTPnOnTpAoKotHHHxHUunUNZuzkXDYb7ooK1CZTwO23itOJPS2dwsWfULZ5C/rERCLuvx9940ZoTkjSIoQQQghxoZN3+ESdcebnU7ppE9b3Z+HMz8fUoQNJ70wnb+ZMyjYeK6Iecf8gdA0anNY9tDExNHhrGocfGOxJ0e92k/vmm2ji42m0YD7607wueFaVKrZvR5eUhCP1cMB+bpsNdbCJ4vXrT/ouoDMvj6xJL1O8fPmxg2o18S8876kVFxFByJVXYmzXDsXhQBMS4i2DoDIaiRo2lOI1a6ps29Q1aICpQwd00dHEPf8c0Y8+giMjE43FjDYmBnVICOmPjwrwUE4KFi8havgwgjt1JO/9WbjycjF16kTEPfec9s/meC6bjYo9e8h9+20cqYcxNG9O9MgR6Js2rfLen0qrxdCoITGPPXYkM2kQ6iDDP34GIYQQQgjxz0nAJwBwFhaS89pUipYu9R6zLV9O8erVJM+ZTVHylyiKm/B+/dAlJ592jTSVRoPx0ktJWf41xevWU7l3L6YO7TFdcQU6P1sGa8pdWUnhkk8BT7CiqaZkAlotKApxz4zDmZ9f7Upi8bff+gZ74HlP7b9PE3TxxagSE3EWFqIC1KGhPjXvAPTJyTRaspic16ZS+v33qPR6LLf1JXLwEG+wqbVY0FosGI7UogNw5OZi/+uvgM9VsXs3Kq2W4M6dCbr4YhS7HXVICGq9PvC4a8hdUUHRV1+T/fzz3mPO7GxKf/iBxDdeJ/SGG/xugVXpdGhq4b1BIYQQQghReyTgEwA4c3J8gr2jFIeD7JdfIem9d9GEh6NSqf7xvdQ6HfrkZCIH3fePr+WlUnmLtLuLijzBR3g4roKCKl3NN95I4eIlOAsLiR3zVMD39+ypqeTPnhPwlkWfLUUTEU7um9PA7Sb4qquIffIJ9I0be6+p0moJataMxFcn4y4pAZUKTXg4akP1K2BqoxF9SgqO9HS/7UEtmnuvUV2m09PhzMsj55VX/LZlTZiIsW3b0050I4QQQgghzi51XT+AODeUbdwYsK3i999xF5fUSrAXiCMnh8pDh6jcvx97airuAJkrA1Hr9YTfPcD7fd477xA/6SU0J6zeGS9th7n3LRR9+SUl337rU7fueG6HA3tGBq78qkXhvc+ckU7l3r3gcoGiUPr99xzs3x9HWlqVvprQUHTx8eji4k4a7IEniIsaPsznWMh115H4xuskvvkGYf374/JTaL02OHNyUOx2v22uwkKcfoJoIYQQQghxbpIVPgGAqrqtgCoVqM9MsOeurKR8507cJSWUb9uG7evlKHY7IdddR+QD/0aXnFzjQNPQsiXBV11F6Q8/YN+/n5xXp5A0633s+/fjzLeib5CIPTWV9FGjvQFN8bff+k0+47JaKftlI8a27QKWjTB16EDhp5/6jqe0DOuCBcQ8+eQ/3l5paNaM+Jcnkf3880QNG46ruJjMp5/21kY0dexI/IsvnLQA/ak6WcZSlfrUM5oKIYQQQoi6IQGfAMDUqVPAtuCrrqy1Omoumw13WTmKyrNt0ZWbiyMtnYL586nYvdvbr3DxYmyrVtF4yWL0yck1urYuOpqEl16kfMcOrB9+5Anq3G6yXnjRc6/8fE+imOOotDr/F1MUbF99Rey4pyn95Rc4oe6dNiYaQ8uWVP65r8qpJd//QORDD6GuJvNnTWhCQjDfdBOmLl0oWbWK/Cnv+rSXbdpE6gODabhgAbrYmH90L5/7RkejDg31KbR+lDY+Hk14eK3dSwghhBBCnFmypVMAoI2KIubJJ6oc14SFETt27D9Or++y2ajYt4+K3Xuwpx2mYts2SjdsoOjLr1AqK3yCvaPcRUXkf/DBKW3v1EZHE3r99TR4+y2SZs7AkJJCSNeuOLOyqgR7AKE3dPd7HU1YGKYrrqBw8RISX5uCoXkzT4NKRfBVV9Hg3XfJmfKa/3PN5irJW06XWq9H5XaTN2Om33ZHair2Qwdr5V5H6WJiSHh1Mpyw0qfS60mc8mqtBpdCCCGEEOLMkhU+AXhWk8LuvBNTx44UfPghjuwcQq65htAbuqNPTPxH13bk5Hhqza1Z4z0W1Lo1cc8/R+Uff1D6008Bzy1etZqooUNRn2KSkONLB0Q9PJLSjRtx5ef79Am/dyDaAGUZ1EFBRD30IAf79ady/37C7x6ALjERUOHIykSl11OxY4ffcyMe+PdpZzH1x11RgctqDdhesWcPwR39F2I/HSqtFlOnK0j5chkFnyym8s8/MV5yCZY7bv9HmVSFEEIIIcTZJwGf8NKYzRjbtMHwwgvgcKAKCvrHiVrcZWXkvv6GT7AHnrICtpXfoImOrvb9QZXB4H1n7XQ4cvOwzp1HwksvUbZtG2WbNqGxmAnr14+g1q3RVlNGQJeURKMliyn4eCEFH32M2mQkfOBAzD17otLpiLh/ENY5c9HGxGDp2wddXDwqo5HgarbHng6VXo/KZEIJkKRF37Bhrd4PQGMMQtOkCbFPPYlSWYnKYDjpu31CCCGEEOLco1IURanrh6jvbDYbFouFoqIizGZzXT/OWWVPPcz+Xr08mSxPoA42kTR7No60dDJG+S8yHvngEEJ79ECfmHha7xEWLFlC1jPPAmBs356g1q1RysspXreOpPfew9jmopNew+1w4CosRKVWo42M9B53FhbhKrBiP3CQ/FmzsB88iL5RI6If+Q9BrVqhqaWftdvhIPeNN7F+8EGVNrXFQsrnS2XlTQghhBDiPHG2YwN5h0+cUe7SUr/BnqetDHdREdroKMw33VSl3dCsGcZ27cia+BwuPwlETsaZl4f1uDp65Vu2ULBgAYWfforLaqVg0SKUAM/mfcbKSlAUdNHRPsEeeALWss2bSRs+nPKtW3FZrZRv3UrqfYOwfbMKt593Bk+HWqcjYtB9hPbo4XNcGx1Nwzlz0EpNPCGEEEIIEYBs6RRnlDokGHQ6CBD8KHY7BZ8tJeaxR7HcfjuFS5eilJcR0u161EEGMsb+F3dRkaeAeg3KD7jtdpy5ebhyc1CA6Mcfwzp3HuVbtlTp68rLQ3G5/G5VdOTkULFrN4WLFwMQNmAAxtat0B6XedOZk0v2pJdR6XQYWrUCoHLPniPF6l8m+Mqu6Gtp5U0XHU3cxAlE/+dhHGlpqC0WdHFxaGNjz2h9RCGEEEIIcX6TgE+cUdqoKMJuv53CTz6p0mZo1QpHZiYhV16JUlZGxtixBHftgtoQhvWDD7AfPOjtaz9wEOMll1R7L1dJCcXffkvWc89733dTm83EPvkk2qhIilet9ukfesMNfmvlOXJySB81mvJff/UeK1m/HlPnziS88jK6GE+WSpc1n4h7/g/jZZdRvnUrAFHDhlK+bRv578/yJImpxa2W2rAwtGFhGJo0qbVrCiGEEEKI+k0CPnFGqY1GokaOwG2vxLbsS3C7MbRsSdSIEehiolHwBIU4nbgKCrB9sczvdbTx/rNpHq/yr/1kjhnrc8xts5H57LMkzZhByf++Q6ms9FwvNhZT584AuIqKcObmUfbbdrRRUbgKCnyCvaPKNmygbMtWLL16esYWHIwzP5+0YcN9+llu60vMqFFVyhoIIYQQQghxtknAJ844XXQ0cePGET10KO7KSpw5OWQ+PQ5ndjbgKebd4J3pmHv2xPb111XO10RGnrT4uqu0lLyZ/mvV4XZjW7mSkOuuo3jtWkJvuIGwu+4ExY0zP5/caW95VyAjhwymdFPVYO+ogo8+Qm0yYmjaFEdaOkVLP6/Sp+jzL4if9JInkBVCCCGEEKIOScAnzgpNcDCa4GAq9u3j8ENDfRK5ODMzOfSvgaQs/QxHZqbP+3aaqCiSZ81CGxtb7fWV8nLsBw4EbLcfOkjsuHFEDRtK5cFDKJWVFC37En1yku92U40WxW4PfB+7HZe1ANs3qyj7OXD9wKIvvyK0u/+i7kIIIYQQQpwtEvCJGnPb7ThzcnGXlaI2GtFGRaE2Gmt+fkWFJ2umn8yYSmkp1vkLSHzjdVx5edgPHEATE4M+MRFtXNxJE5OojEYMzZrhOHTIb7u+cQr5775Lyf++o8Hbb2GdN5/IB4eQ/eJLPv3KNm8m5Oqrqdyzx+91Qm/oTuVff2G6/HKKly8P+DyuggIUp7PaZxZCCCGEEOJMk4BP1Igzz1PA3PrhhygVFaDVYunTh+j/PIzuJKtvR7nLyqnYtStge9nWrURptQS1akXQkayXNaUJDiZq6FBK1q6FE0tLarWYe/UkbfgIFIcD6/wFGJo2RR0cgjMvz6dr+ebNRD7wb3SJCTjSM3zadElJGBo3Jm3kw1Tu24exfXsqdu/2+zwhV1+FJiTklMYghBBCCCFEbZM6fOKk3OXl5L37HvmzZnmCPQCnk6LPPiNr/AScRUU1uo46yICuYcOA7fqGDVEHBZ32cxoaNyLxzTd8CrRro6NJmPQSBR9+hHKkNETpL78QdMnFuIoKMbZrW+U6WePHE/fseCIGP4AuMQFdYiIR9w8i7umnyZww0XONH38k5JqrUYeGVh1nSAhhd92FSqc77bEIIYQQQghRG1SKcuJyiKhtNpsNi8VCUVERZrO5rh/nlNkPH2b/TTcHrKWXsmI5hpSUGl2rfMcODvbr77et0adLMLZpg+tISQWNyRTwOs68POwHD2L7ZhVqYxDmm25Cm5CAJjgYZ24u9gMHcZWU4C4rpWDBAip2HVuJU1ssxD71JNq4OLThERy4884q20w14eE0mPEOKr0ed1kZ+TNmUPrzBp/VQ0PzZsSMHo31o48o/f4HAIKvuorYp55E37gxKrX8PkUIIYQQQvg627GBbOkUJ+Wy2QIGewDO7OwaB3z6lBTiX3iBrOef95ZIUAUFETdhPJrISIpWrPQWOw8fMADjZZd6694d5cjJIfOpMZRu2OA9lv/+LCIe+DeRgweji4/HVVxM6r//7fcZLLf2pvjHH4kdPRptRATJ8+aSNWEi9r/+AsDU8XIihwwhc+x/Ce7SBUOzZpT+9HOV61T+uY/00U/QaMliVM96/lPSmM1o/Kz6CSGEEEIIURck4BMnpa5mpQ08mTQVt7tGK1qakBDMvW/BdMUVODLSARW6xARUOh1pI0ZSsXOnt2/ZL78QdOmlNHjjDXSxx4K+krXrfIK9o6wfzPYUUzeZ0MbFEf344+ROnerTx9CyJSFXXoUmIhxdXBwqtZrgDh1oOHculfv/wlVko2LX72Q8+RSuggLsqak0/HBB4PGYzaiNxipBqRBCCCGEEOcCCfjESWkiIjB17kzZCUGWOjiY+Beex5GWRt6MmahNRsLuugt9cjLa8PCA11MbDOgbJKJvkOg9VvjZZz7B3lEV27ZR9usmLLfcAhxJHjN/XsBrF3z4EfpmzVAqKwnrcysh11yNbfly0OkwdbgcbWQEmtBQtLGxPgGqNioSZ14uqfcN8r2gy0Xx6tVY7rqToiWf+rapVMQ9NxFNWBiu4mLUQUHy3p4QQgghhDinyEtG4qS0FgvxL7yAoWVLn+MJr71G/uw5pA0bTvGKFRR9+hmH+g8gd9pbOAsKfPoqbnfA6zuLiihY9EnA9oKPF3q2lQKKy4W7pDRgX5fNhuPQIfLfeYe/e9+K4nZjue02tJGRnlILLjeqoCC/q5G6xERi/zu2ynH7oUNEDRtGwuRX0KekoA4JwdSlM42/XIY2PJysCRM5/OBD5Lz2GpUHDuCuZvurEEIIIYQQZ5Os8Ika0ScmkDzrfRxZ2TgOH0bXJIXS7773uypXuHAhllt7owkLw5GeTsl331O2aSOGZs0w33wzuoQE1AbDsRMUxW9tPm+zy+VNlqKxWAi+6iqKli712ze4S2fshw5hvvVWDC1bULLmW/Leecenj/mWm4kdMwZtVJTPcU1oKJbbbyf4qqso/fFHXKVlhHTtii4xAW1EBPpbbyW4SxcUpxNVUBClP/1ExqjR3vPLt22j4KOPSZ47B1P79iedUyGEEEIIIc40WeETNaaNisLY5iLMvXqiCw+ncNGigH0LFn2CIz2dA7fdTvbzz1O8ajV5b0/n7963UrZxk7dEAoA6NJSIoQ9BgHcAw26/HY3F4ukbFETkg0NQ+XmvMPxf//IEWgq4S0tRaTQEXdwGfePGPv1sXy+nxE8SFvC8Y2ho3JiIgQOJHvoQxovboI2I8JkDXVwc7tJSMp8eV+V8xeEg46kxOHJyAs6NEEIIIYQQZ4us8InTorjduMvLA7a7i4spWLwEd3Gxb4PTSfpjj9H4y2XgViheu5byLVvQN2tK0qxZWOfMofSXX7DccjMh13VDpdWgT0nBbbej1usB0Ccl0XjJYnKmvk7J//6HSqcj+pH/oAkL95R8OLIaWLJ2LZqwMBJenUzGU2NwWa3ex7B+MIuQK7uijYzEbbfjzM1FsdtRBxnRxkSj0miqHb8jPeNYTcIT29LScOXnSyIXIYQQQghR5yTgE6dFYwkj+tFHUen1oLgp+f4Hir/91lu+wXzzTeROe8vvue7SUuwHD5Hx5BO48o8EYWvWkK99n8Q33iByyGCKln5OxqhRKA4HKpOJiHvvJeJf96CNikKl0WBo0oSEya/gys/HXVaGq7SU1EH3+9TJA3AVFpI3813C+vUjf+ZM73GntQDF5cKRk0P+rA8oXLwYpaICTXg4USOGe+r6HbeyV0U1W1ABHFlZOHJzMbVrh+Y8rL0ohBBCCCHqB9nSeQFzFRdTeegQpZs3U75nzyltQ3TmZFO+bStZzz1H9osvoTYaSZrxDtrYWPRNmxLUujWOQ4cCn5+dheJwnnDQSeWff2KdO5eiL77wbvtUysrInzmT/A9m4z5uVU0THIyrqAjr3Lk4DqcFrBVYvmULxosu8jkW3LEjKo2GrAkTKZg/37ta5yooIPuFFyn8bGmV5Csum43KAwcp/20H2tiYgBk5tTExuAoKSHvwIUr+979qE9YIIYQQQghxJskK3wXKkZtH7uuvU/T5595VMV2DBjSY8Q5BzZpVe649LY2D/frjKiwEQAGKli6ldMMGEt+a5tnKqFKhiYjw2UbppVajjYzCfSTz5vGMrVuTN22a3/sWfPgh4XcPQBMejjokBJVKBUDZr5sJuuSSap9ZcR9bkVPpdEQNH4arsIiSdev89s+fORPLzTehTkgAwJGdTfbzL3hWMYHQG28g6uGR5E59vcrYoh9/jIL5ntp92S+/gunyjuji46p9PiGEEEIIIc4EWeG7ALkdDgoWLvRkujxuC6QjLY3UQffjyMwMeK7icFD4yWJvsHc8Z2YmFTt/RxsbizY6moQpr6IKCqrSL+K++yhet7bKcZXJhLOwoMrx4+9deeAAhx98COuCBTgyMjyracXF6BMbBDxP17ChN/AMateWhgsXoktOxn7oYMBz3KWl3lIQrpISsie97A32AIpXr8FltZL41jSCu3ZB17Ahod270+Cd6ZSsW0fF7t2ec61WXMVVA1shhBBCCCHOBlnhuwC5cnMpmOe/eLkrP5/Kv/aji4/3326zUfztmoDXti1fTvDVV1H63fe4y0pJnjObyv37yX5lMrqYGKKGD8PYrh0H77izyrlKRQWa0JO87+ZyUb5tG+XbtmGdPYeGHy4gbsIESjf+gqVPH4qWLfPtr1IR9+yzGJqk0KRrV9Shod6i8JpqisMD3mDVlZ9P8apVVdqtc+eh+fIrkhfMp2TtWhyH08gYNQp3aZnvdaQYuxBCCCGEqCMS8F2A3JWVuEsDFy+3HzgAV13pv1GtRu2nJIK3OTgY66xZFH6y2Hss5IYbSPnic9RBQWgjI1FcLmKffpqMJ5444cHcqExGdMnJOFJTq1zb1PFyyn/b4f3emZVF/py5RD/yCPrkJBxZWQS1uYiCRZ/gzMnB2LYt0Y8+gr5JEzRGY5Xr6eLj0UZH48zNrXqvrl29SVtcJSVVksEc5bJacebkYJ0zF1dB1dVJ42WXnTSwFEIIIYQQ4kyRLZ0XIHVQEJqwsIDthmre4XOXlGDpe1vAdnOvnpSsX+9zrGTNGkp//hltZCQAKo2GkGuvIXn+fIyXtkMdHIyheXMS33wDZ24ucc+MQ3vk3bnjnylyyBAKPv7Y57ht2TKU8jKMbdoQ0qUL5t69SZ79ASlff0Xi61MxtmnjN9gD0MbGkvTeu1XmQt+4MfETJ3qza2pCQuDI+4J+rxMZReLrU6us5Gmjo4l/8UW01cy1EEIIIYQQZ5Ks8F2AtDExRD44hJzJr1ZtS0hAn9LYz1lgz8jgYP8BxDwxGlPnzpRt2ODTHnrTTbhsxThzqq6YWWfPxnT55WgjItCYzWhCQwnueDmGGTNQKipQ6XSojEbSH3kU+9/7iX54JCq9HldhIfqkJBzpGWQ88WSVun6K2+1dfVObTNWuPp5IpVJhaNmSRks/w75/P/bDhwlq3gJdcpJPDT1NRAShN3SneHXVraxB7dqijYpE37gRKcu/puT7H7Af+BvT5ZdjbNs24NZYIYQQQgghzgaVogTYqyZqjc1mw2KxUFRUhPkcqcnmzLdinTcP69y5KHY7AEEXtSZh6lQMDRv6Pafo6+VkjB6NSqcj5skn0ISHU/rjj6DWYO7VE2dhIZlPjQE/ZQg0YWFEP/oIFX/uI2rYULQREX6Lm5f+upnUgQMBUAeb0CUlEzVsGOmPPOL3mSx33EHcM+NQ+0kOU5scWVlkPfe8T1ZPY4cOJEx+Bf0Jq5FCCCGEEEIEcrZjA1nhu0BpIyOIGj6MsLvuxGWzebZ5hodXW2y8bMtmwJMtM/vFl9CEh2O87DJwu8idMRNL71v8BnsAxksvpXLvnxQuXEhQyxa4KyoIveYadAkJPlshg5o3I/qJ0eROfR13WTlhd96BJjyc4C5dKP35Z59rasLDiXrowTMe7AHo4uJImPQSTqsVd5ENdWgImogIbwIYIYQQQgghzkUS8F3A1EFB6JOSatzf0KSJz/euggJK1nrKK2hjYzFecgnamBicJxZw1+kIv3sA6Y89DkDBwkWYb7iBv2/tQ/K8uZjatfN21VgsRAwYgPmGG3Dm51P05VfkvDKZuAnjCbnmGoq+/hp3aSkh3a4jvH//U3r+f0pjsaCxWM7a/YQQQgghhPinJGmLqLHgq64KWGIg/O4B5M2YSfxLLxJyQ3c4sl0zqG1bGrzxOvmz53gzgzpzclBbLCiVlWSMfgLHCVky1cHB6JOT0ZjNFC5ahOJwkPn0OAoWLya4SxcsvXvjyMqWcgdCCCGEEEKchKzwiZNy5ORQsXMnpZs3kzD1NTLH/hd3SYmnUaUirF8/gq+8itw3p1G24Wcihw4l8v77cebmUvnXfrKeex5ndrb3esaLL8a+f7/n2mlpuAoK0EVHV7ln+fbtPuUQ7Pv3k3/kPICoB4egi4s7cwMXQgghhBDiPCcBn/BLcTpxOxy4y8rI/O/TnuQsQPmWrcQ//xyoVKh0OvRNmqCNiASthpRvVlL6w4+48vNRm81kDhuOu6jI98IaDeEDBpA+evSxYy6XTxd3RQX5s+cQ1LJltc+o0sofXyGEEEIIIaojn5iFD1d5Oc6sbFwFVsp37ABUhP/rHoJatiT/gw+o2LGD9MceR2U0Ejt2LCHduqE6UqNO07ChN8Onoig0+vgjMsdPoHyzJ9mLPiWF6JEjKVi0yLtCqImIqFKY3JmfT+HHH5Mw5VXUwSbcpWVVnjOozUVS0FwIIYQQQoiTkIBPeCkOB5V791Lyv+/If/ddn+2Ulj59iB0zhuxJkzx9y8spWLCA0Ou7eQuqH0+lUmFo0oSo4cNQqdWg1VK5eze506ZhP3jQ2y/u2WfQnHC+Yrej2O1Y580n9plnyRw3DpxOb7smLIyEl1+WDJlCCCGEEEKchAR8AgC33Y4jMxNnbi75M2dWaS9atsxTSDw5GUdqKuDZ9nkyisPB4YeGEjlkMIamzTylDMrKMDRvRvjd/4c6OBhnejr6Ro2856iNRrTR0ZRv2YLaZCJp+nTKfv0VR2YGhhYtCe12HYamTWtt7EIIIYQQQtRXkqVT4MjOJmfqVFx5eRSv/CZgv8KlS7HcfLP3e0vfPmjCwqq9dlDz5mjCw8l/fxY5U6dian8ZkQ88gL5xCuW7fsc6dy7WDz/EfaT4O4A2JoboI4XWS3/4gcNDh1K2bRuKw0HF7zulNIIQQgghhBA1JAHfBcyZl489NZWybduo2L0HRVFw5ucF7m+1ojaHAqBLTMDSuzeqI+UXAtHGxZH8wSx0iYk4s7PJf38W2S+/jKuwEH1SEiXffUfZpl9xl5R6z1Gp1YRc3424iRM8AaWiUL5tGwCxY8agPSGjpxBCCCGEEMI/2dJ5AXIVFVG2eTM5U17DfuAA2phowgfcjTYqCmPbtpRt3OT3PGO7tjitVqIeeYSwPreiS0g4+b0KCyndto2YsWNRqcBdXo4m1EzJjz+Q+fQ4UBS0sbGoDHqf87Th4YTdeSchV1+Nu7QUlV6PJjISTXBwrcyBEEIIIYQQFwIJ+C4wisuFbfVqsp551nvMmZPrSaaSlkbEffdS8MniKuUUVDodUcOGoQ0PRxMeftKVvaNcRUXkv/U2sc88Q/qoUaDTgcPh0ydy8GC/gZxKo0EXH38aoxRCCCGEEEKAbOm84Dhzcsh5dYrftqLPP8ftcpH8wSxMnTp5jwe1aUPDjz5E36gR2qioGgd7R7kKC6nc+weRgwf7ZNtEpSJy6FAMLZqf1liEEEIIIYQQ1ZMVvguMq6gIt83mv1FRcBw6BGo1kYMHEzPqcVAUVGYzuvh41DrdKd9PYzYTdFFr8t97H8sdd5A0cyaV+/8CRcHQrBm6Ro3RniTxixBCCCGEEOL0SMB3gVGdJGhTBwWR/uhjKJWVxx1Ukzz7A4KvuOKU76eNiCDuuec49H/3UPTZZxQtXYquQQPAU9vPeNllp3xNIYQQQgghRM3Ils4LjCY8nKCLWvttU1ssuMvKfIM9ALebzGfH48jNPa17BrVoQeNlXxD+r3swNGuGvmFD4l94nvB/3YMmJOS0rimEEEIIIYQ4OVnhu8BoIyJIePVVDv1rIC6r1XtcZTCQOPU1cqdO9XueIzXVsxX0SEkExe3GmZODMz8fXC40kZFoY2L8bvtUabUYGjUi5skncZeUojLoJdumEEIIIYQQZ4EEfBcgQ0oKjT9dQtlvv1G+ZSuGpk0I7toVe0YGFbt2Bz5R7UnW4rbbse//m8IvvqDkf//DcegQKpOJhBdfIPjqa9AEm/yfrtejjtD7bRNCCCGEEELUPgn4LlC6hAQsCQlYevU6dlCl8ls2ASCoXVu04WE4cnOp2LGDwsVLUFwuIu4diCY8ApUKnNYCsp59Bm10DJbb+qJLSEATGnoWRyWEEEIIIYQ4nkpRFKWuH6K+s9lsWCwWioqKMJvNdf04AbkrKihetZqMp57yOa42m2n40Ydow8LIGDOW0p9+8rapdDqS3n+fzPHjPRk+jxMz5inC7rhDgj4hhBBCCCGOONuxgQR8Z8G5GvC5Kypw5ubhrihHbTKhjY5GcThwpKdTuHgJjsOHMXXuTGj369ElJlK8di3pIx/2uYb5lltQaTQULVvm9x4py7/G0KTJ2RiOEEIIIYQQ57yzHRvIls4LlCMnh7x3ZlD02WcoDgcqo5GIf91DxH33EdS8ObH/HYu7ogJ3YaEnCMzKovTHn6pcJ+S668gcOzbgfYrXrZOATwghhBBCiDoiAd8FyFVURPYLL1K8erX3mFJeTv77s3BXVBDz2GO4SkqwzplLwaJFKOXlaOPjiXroQSKHDCb//Vne81RaDYrdHvBeblvxGR2LEEIIIYQQIjCpw3cBclqtPsHe8QoWfYIzP5/M/z6Ndc4clPJyzzmZmWRNmIgmPBxjhw7e/hV7/sDYvn3Ae4Vcd21tProQQgghhBDiFEjAdwFy5uUFbFMBrsIiSn/80W97/qwPCLvzTu/3hZ9+StSDQzzZPU9g7NgRfXLyP35eIYQQQgghxOmRLZ0XoOqyZmpjYqjcty9gu8tqRZeYiL5RIxSXC8utvdG3aEHjT5eQ88ablG3YgMZsJmLgQMx9bkUbFXUmhiCEEEIIIYSoAQn4LkDayEj0jRtjP3CgSpu+aVO00dUEaWo1utgYGn64AEVR0EZEoNJoIC6OxFcn4y4pAbUabVQUKrUsIAshhBBCCFGX5BP5BUgbHU2Dd6ajS0zwOa5v0oS4Z8ZhaNIEdUiI33NDrr0WTUQE2qgodNHRnmDvCE1ICLq4OHQxMRLsCSGEEEIIcQ6QOnxnwblah8+RnY0jPR1HRgb65GS08fHooqNRnE7Kf9tB6uDB3qQtAPrGjUiaNQt9YmIdPrUQQgghhBDnLym8Xg+dqwFfdRSnE0dWNuU7d+BIS8d4ySXoGzdCFxNT148mhBBCCCHEeUsKr4tzgkqrRd8gEX0DWc0TQgghhBDifCUvWgkhhBBCCCFEPSUBnxBCCCGEEELUUxLwCSGEEEIIIUQ9JQGfEEIIIYQQQtRTEvAJIYQQQgghRD0lAZ8QQgghhBBC1FMS8AkhhBBCCCFEPSUBnxBCCCGEEELUUxLwCSGEEEIIIUQ9JQGfEEIIIYQQQtRTEvAJIYQQQgghRD0lAZ8QQgghhBBC1FMS8AkhhBBCCCFEPSUBnxBCCCGEEELUUxLwCSGEEEIIIUQ9JQGfEEIIIYQQQtRTEvAJIYQQQgghRD0lAZ8QQgghhBBC1FMS8AkhhBBCCCFEPSUBnxBCCCGEEELUUxLwCSGEEEIIIUQ9JQGfEEIIIYQQQtRT2rp+gAuBoigA2Gy2On4SIYQQQgghRF06GhMcjRHONAn4zoLi4mIAkpKS6vhJhBBCCCGEEOeC4uJiLBbLGb+PSjlboeUFzO12k5GRQWhoKCqVqs6ew2azkZSUxOHDhzGbzXX2HBcKme+zS+b77JM5P7tkvs8ume+zT+b87JL5PruOn+/Q0FCKi4tJSEhArT7zb9jJCt9ZoFaradCgQV0/hpfZbJb/sM8ime+zS+b77JM5P7tkvs8ume+zT+b87JL5PruOzvfZWNk7SpK2CCGEEEIIIUQ9JQGfEEIIIYQQQtRTEvBdQAwGA+PHj8dgMNT1o1wQZL7PLpnvs0/m/OyS+T67ZL7PPpnzs0vm++yqy/mWpC1CCCGEEEIIUU/JCp8QQgghhBBC1FMS8AkhhBBCCCFEPSUBnxBCCCGEEELUUxLwCSGEEEIIIUQ9JQHfecpqtXLPPfdgNpsJCwvjgQceoKSkpNpzKioqGDFiBJGRkYSEhHDHHXeQnZ3t0yc1NZWbb74Zk8lETEwMTzzxBE6n06dPZWUlTz/9NA0bNsRgMNCoUSNmz55d62M819TlnB/1008/odVqadeuXW0N65xVV/O9dOlSbrjhBqKjozGbzXTu3JlVq1adkTHWtenTp9OoUSOCgoLo1KkTmzZtqrb/kiVLaNmyJUFBQVx88cWsWLHCp11RFJ599lni4+MxGo10796dffv2+fQ5nZ9rfXG25/vgwYM88MADNG7cGKPRSJMmTRg/fjx2u/2MjO9cVBd/xo+qrKykXbt2qFQqtm/fXltDOqfV1XwvX76cTp06YTQaCQ8Pp2/fvrU5rHNWXcz3n3/+SZ8+fYiKisJsNnPllVeyfv36Wh/buaq253zp0qXceOONREZGBvy7oiafbU5KEeelnj17Km3btlV++eUX5YcfflCaNm2q3H333dWeM3ToUCUpKUlZu3atsnnzZuWKK65QunTp4m13Op1KmzZtlO7duyvbtm1TVqxYoURFRSljx471uc6tt96qdOrUSVmzZo1y4MAB5eeff1Z+/PHHMzLOc0ldzrmiKEpBQYGSkpKi3HjjjUrbtm1re3jnnLqa70ceeUR55ZVXlE2bNil//vmnMnbsWEWn0ylbt249Y2OtC4sWLVL0er0ye/ZsZdeuXcqQIUOUsLAwJTs722//n376SdFoNMrkyZOV3bt3K+PGjVN0Op2yc+dOb5+XX35ZsVgsyhdffKH89ttvyq233qo0btxYKS8v9/Y5nZ9rfVAX871y5Upl0KBByqpVq5T9+/cry5YtU2JiYpRRo0adlTHXtbr6M37Uf/7zH6VXr14KoGzbtu1MDfOcUVfz/emnnyrh4eHKjBkzlL179yq7du1SPvnkkzM+3rpWV/PdrFkz5aabblJ+++035c8//1SGDx+umEwmJTMz84yPua6diTmfP3++MnHiROX9998P+HfFyT7b1IQEfOeh3bt3K4Dy66+/eo+tXLlSUalUSnp6ut9zCgsLFZ1OpyxZssR7bM+ePQqgbNiwQVEURVmxYoWiVquVrKwsb58ZM2YoZrNZqays9N7HYrEo+fn5Z2Jo56y6nPOj+vfvr4wbN04ZP358vQ/4zoX5Pl7r1q2ViRMn/tNhnVM6duyojBgxwvu9y+VSEhISlEmTJvnt369fP+Xmm2/2OdapUyfloYceUhRFUdxutxIXF6e8+uqr3vbCwkLFYDAoCxcuVBTl9H6u9UVdzLc/kydPVho3bvxPhnLeqMs5X7FihdKyZUtl165dF0zAVxfz7XA4lMTERGXWrFm1PZxzXl3Md25urgIo33//vbePzWZTAGXNmjW1NrZzVW3P+fEOHDjg9++Kmny2qQnZ0nke2rBhA2FhYXTo0MF7rHv37qjVajZu3Oj3nC1btuBwOOjevbv3WMuWLUlOTmbDhg3e61588cXExsZ6+/To0QObzcauXbsA+PLLL+nQoQOTJ08mMTGR5s2bM3r0aMrLy8/EUM8ZdTnnAHPmzOHvv/9m/PjxtT20c1Jdz/fx3G43xcXFRERE1MbQzgl2u50tW7b4zJVaraZ79+7euTrRhg0bfPqDZ+6O9j9w4ABZWVk+fSwWC506dfKZ/1P9udYHdTXf/hQVFdWrP8uB1OWcZ2dnM2TIEBYsWIDJZKrNYZ2z6mq+t27dSnp6Omq1mksvvZT4+Hh69erF77//XttDPKfU1XxHRkbSokUL5s+fT2lpKU6nk3fffZeYmBjat29f28M8p5yJOa+Jmny2qQkJ+M5DWVlZxMTE+BzTarVERESQlZUV8By9Xk9YWJjP8djYWO85WVlZPh+Ej7YfbQP4+++/+fHHH/n999/5/PPPeeONN/j0008ZPnx4bQztnFWXc75v3z7GjBnDhx9+iFarrY3hnPPqcr5PNGXKFEpKSujXr9/pDOWclJeXh8vl8jsX1c1vdf2P/vNkfU7151of1NV8n+ivv/7irbfe4qGHHjqtcZxP6mrOFUVh0KBBDB061OcXG/VdXc3333//DcCECRMYN24cX3/9NeHh4Vx77bVYrdZ/PrBzVF3Nt0ql4ttvv2Xbtm2EhoYSFBTE1KlT+eabbwgPD6+VsZ2rzsSc10RNPtvUhAR855AxY8agUqmq/frjjz/q9BndbjcqlYqPPvqIjh07ctNNNzF16lTmzZt3Xq7ynetz7nK5+L//+z8mTpxI8+bN6+w5asu5Pt8n+vjjj5k4cSKLFy+uEqgIcT5JT0+nZ8+e3HXXXQwZMqSuH6feeuuttyguLmbs2LF1/SgXBLfbDcDTTz/NHXfcQfv27ZkzZw4qlYolS5bU8dPVP4qiMGLECGJiYvjhhx/YtGkTffv2pXfv3mRmZtb144lqXBjLBeeJUaNGMWjQoGr7pKSkEBcXR05Ojs9xp9OJ1WolLi7O73lxcXHY7XYKCwt9fkuQnZ3tPScuLq5KtqGjWYCO9omPjycxMRGLxeLt06pVKxRFIS0tjWbNmtVorOeKc33Oi4uL2bx5M9u2bWPkyJGA539wiqKg1WpZvXo13bp1O5Uh16lzfb6Pt2jRIgYPHsySJUuqbMk430VFRaHRaKpk+Tp+rk4UFxdXbf+j/8zOziY+Pt6nz9Gssqfzc60P6mq+j8rIyOC6666jS5cuvPfee/90OOeFuprzdevWsWHDBgwGg891OnTowD333MO8efP+0bjOVXU130ePt27d2ttuMBhISUkhNTX1nw3qHFaXf76//vprCgoKMJvNALzzzjusWbOGefPmMWbMmFoZ37noTMx5TdTks01NyArfOSQ6OpqWLVtW+6XX6+ncuTOFhYVs2bLFe+66detwu9106tTJ77Xbt2+PTqdj7dq13mN79+4lNTWVzp07A9C5c2d27tzp84FszZo1mM1m71+mXbt2JSMjwyeN+p9//olaraZBgwa1Oh9nw7k+52azmZ07d7J9+3bv19ChQ2nRogXbt28PeO9z1bk+30ctXLiQ+++/n4ULF3LzzTfX9jTUOb1eT/v27X3myu12s3btWu9cnahz584+/cEzd0f7N27cmLi4OJ8+NpuNjRs3+sz/qf5c64O6mm/wrOxde+213pUPtfrC+N9+Xc35tGnT+O2337x/Xx9Nwf7JJ5/w4osv1uoYzyV1Nd/t27fHYDCwd+9ebx+Hw8HBgwdp2LBhrY3vXFNX811WVgZQ5e8RtVrtXW2tr87EnNdETT7b1EiN07uIc0rPnj2VSy+9VNm4caPy448/Ks2aNfNJbZ6Wlqa0aNFC2bhxo/fY0KFDleTkZGXdunXK5s2blc6dOyudO3f2th9NWX/jjTcq27dvV7755hslOjraJ2V9cXGx0qBBA+XOO+9Udu3apXz33XdKs2bNlMGDB5+dgdehuprzE10IWToVpe7m+6OPPlK0Wq0yffp0JTMz0/tVWFh4dgZ+lixatEgxGAzK3Llzld27dysPPvigEhYW5s1gOnDgQGXMmDHe/j/99JOi1WqVKVOmKHv27FHGjx/vN6V3WFiYsmzZMmXHjh1Knz59/JZlqO7nWl/VxXynpaUpTZs2Va6//nolLS3N58/zhaCu/owfL1Dmvfqorub7kUceURITE5VVq1Ypf/zxh/LAAw8oMTExitVqPXuDrwN1Md+5ublKZGSkcvvttyvbt29X9u7dq4wePVrR6XTK9u3bz+4E1IEzMef5+fnKtm3blOXLlyuAsmjRImXbtm0+f0+f7LNNTUjAd57Kz89X7r77biUkJEQxm83K/fffrxQXF3vbj/5PZv369d5j5eXlyvDhw5Xw8HDFZDIpt912W5X/8R88eFDp1auXYjQalaioKGXUqFGKw+Hw6bNnzx6le/fuitFoVBo0aKA8/vjjSllZ2Rkd77mgLuf8eBdKwFdX833NNdcoQJWv++6770wP+ax76623lOTkZEWv1ysdO3ZUfvnlF2/bNddcU2XMixcvVpo3b67o9XrloosuUpYvX+7T7na7lWeeeUaJjY1VDAaDcv311yt79+716XOyn2t9drbne86cOX7/LF9Iv+utiz/jx7uQAj5FqZv5ttvtyqhRo5SYmBglNDRU6d69u/L777+fsTGeS+pivn/99VflxhtvVCIiIpTQ0FDliiuuUFasWHHGxniuqe05D/T39Pjx4719avLZ5mRUiqIoNV8PFEIIIYQQQghxvrgwNvMLIYQQQgghxAVIAj4hhBBCCCGEqKck4BNCCCGEEEKIekoCPiGEEEIIIYSopyTgE0IIIYQQQoh6SgI+IYQQQgghhKinJOATQgghhBBCiHpKAj4hhBBCCCGEqKck4BNCCHHeysrK4uGHHyYlJQWDwUBSUhK9e/dm7dq1df1o55RBgwbRt2/fk/b7/vvv6d27NwkJCahUKr744osz/mxCCCHOLAn4hBBCnJcOHjxI+/btWbduHa+++io7d+7km2++4brrrmPEiBF1/XjnpdLSUtq2bcv06dPr+lGEEELUEgn4hBBCnJeGDx+OSqVi06ZN3HHHHTRv3pyLLrqIxx9/nF9++cXbLzU1lT59+hASEoLZbKZfv35kZ2d72ydMmEC7du2YPXs2ycnJhISEMHz4cFwuF5MnTyYuLo6YmBhefPFFn/urVCpmzJhBr169MBqNpKSk8Omnn/r02blzJ926dcNoNBIZGcmDDz5ISUmJt/3oytuUKVOIj48nMjKSESNG4HA4vH0qKysZPXo0iYmJBAcH06lTJ/73v/952+fOnUtYWBirVq2iVatWhISE0LNnTzIzM73jmzdvHsuWLUOlUqFSqXzOP16vXr144YUXuO2220755yGEEOLcJAGfEEKI847VauWbb75hxIgRBAcHV2kPCwsDwO1206dPH6xWK9999x1r1qzh77//pn///j799+/fz8qVK/nmm29YuHAhH3zwATfffDNpaWl89913vPLKK4wbN46NGzf6nPfMM89wxx138Ntvv3HPPfcwYMAA9uzZA3hWy3r06EF4eDi//vo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size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import SpectralEmbedding\n","bovw_spec = SpectralEmbedding(n_components=2,\n","                             affinity='nearest_neighbors', # rbf\n","                             gamma=None,\n","                             random_state=42,\n","                             eigen_solver=None, # arpack lobpcg amg\n","                             n_neighbors=50,\n","                             n_jobs=-1\n","                            ).fit_transform(im_features)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans4 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(bovw_spec)\n","    # Assign clusters\n","labels=kmeans4.labels_\n","\n","title='BoVW + Spectral 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bovw_spec,labels)"]},{"cell_type":"markdown","metadata":{"id":"cfBjeTkyn5P6"},"source":["##### BoVW + tfidf + spectral"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:45.982998Z","start_time":"2021-05-24T06:39:42.982702Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721521833,"user_tz":-120,"elapsed":1039,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"3a5bf7c4-cb86-4777-9fef-393d2663f331","id":"lWJ8yXZsn5P6"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        5          85\n","Baby             6          99\n","Watches          0         245\n","Decor            1         150\n","Kitchen          3         119\n","Beauty           2         263\n","Computers        4          89"],"text/html":["\n","  <div id=\"df-b2a2fabe-09dc-482f-8f57-28d36c876f2a\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>5</td>\n","      <td>85</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>6</td>\n","      <td>99</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>0</td>\n","      <td>245</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>1</td>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>3</td>\n","      <td>119</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>2</td>\n","      <td>263</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>4</td>\n","      <td>89</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b2a2fabe-09dc-482f-8f57-28d36c876f2a')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.03884825416461524\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.27      0.15      0.20       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.26      0.42      0.32       150\n","       Decor       0.26      0.26      0.26       150\n","     Kitchen       0.28      0.22      0.25       150\n","      Beauty       0.27      0.47      0.34       150\n","   Computers       0.30      0.38      0.34       150\n","\n","    accuracy                           0.27      1050\n","   macro avg       0.23      0.27      0.24      1050\n","weighted avg       0.23      0.27      0.24      1050\n","\n","Clustering on BoVW + TFiDF + Spectral 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 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PPYemRLTbq118/eY2PC4/CqUCk1WHvcrFO4+sZPvKCurKnexeX8O7f1/FjlVVuB2xE6oIIYQQQoi2Z3N6mwV0AF9vr+bOd9dhc3pb/Zler5dVq1YxadKkcJtSqWTSpEksX7486jXLly+PGA9QWFgYc3xrk6BOdEnBYIitP5TH7C/eVEN6LyvQlERlvz0ba3A3Nv3yO2wevnh9C9HWqr99axvV+xqp3ttw2HN6QgghhBCibVQ3epsFdPt9vb2a6sbWD+qqq6sJBAKkpaVFtKelpVFeHv39Z3l5+VGNb21ygEh0SQoFaPWx//qqtUqSMk2cfcMgAr4gGp2KnWsq2bK8nIAvCIDb4cNpj/4Pgd8XxGn38vEzP3HejCFk9U1ok59DCCGEEELEZne3vHOq4TD9JwsJ6kSXpFAo6D8hk83LyqL29xuXydrPi9m5ugoApVLBwIlZTLy8D1rDkf21VyggFAjx5f+2cOEfh2Oy6nDYPISCIdRaFXqTnLkTQgghhGhLFn3L77fMh+k/FsnJyahUKioqKiLaKyoqSE9Pj3pNenr6UY1vbbL9UnRZ8SlGBp2e1aw9OSeO1O5mdq6pCrcFgyHWfbkPfj5LB6CP0zLszG6MuaAnA07Nish8qdGpUKoUBAMh7FUufJ4AG78p4b3HVvHfe79nwb/XUbazHq/b3+z5QgghhBCidSTHaTk1Lzlq36l5ySTHtX4GTK1Wy4gRI1iyZEm4LRgMsmTJEgoKCqJeU1BQEDEeYPHixTHHtzZZqRNdlj5Ow+gpPek7Op2N35bidfnpOyYdo1XHh0+thShn5VYv2kPu4GQ0OhVOmwdblZPaMifWFANnTO/H7nXVbF5exikX9mLD1yUADDurO6sW7mbL9wf2RJfvtPHeY6s598bBdB8Y/R8aIYQQQghxfKxGLY9cPJg7313H14dkv/z7xYPbrKzBzJkzufLKKxk5ciSjR4/mySefxOFwcPXVVwMwffp0srKymDVrFgC33HILEydOZPbs2UyZMoU333yTlStX8vzzz7fJ/A4lQZ3o0vRxGvRxVlJ7WAiFmrZZfvXG1ohSBgdrqHETCsHezbUsen5DOPCrr3CyZ0MNE3/Vh75j09n8TRn7NtehUCrIzk9oChKj+OqNbVz8Z3N49U8IIYQQQrSuzHgD/7p8GNWNXhrcPsx6DclxbVun7tJLL6Wqqor77ruP8vJyhg4dyqJFi8LJUIqLi1EqD2x6HDt2LHPnzuWee+7h7rvvJi8vj/nz57dLjTqQoE6cIBQKBYqfk1ym9rDAVyVRx1lTDQR8Ab78z5ZwQGe0aOkzJo24eD32GjemBF04s2ZiupHGOnfM5zbUuPE4/RLUCSGEEEK0IauxbYO4aG688UZuvPHGqH1Lly5t1jZt2jSmTZvWxrOKToI6ccLJ6hOP1qCOulp3ygU98Tj9eJxNfQMnZpGZF8/Gb0rZvqKShHQj3QckMfFXffA4/OSNTqO6uKHF5ylVihb7hRBCCCGEaEuSKEWccMyJei784zCsqYZwm1qrZNwlvcnqmxBe0es2IBFLkp7PXtxIydY6HPUe9m2pY/4Ta1BrVAydlENcvA5zsgGVOvqvSlafePRxkgVTCCGEEEJ0HFmpE11aKBTCYfPgavARDIQwmjUYrVrMiXrOu2kIwUCIECHUGhUmixaVRkXAF8Rg1tB/fCZLXt0c9b7fvL2dzLx4FEoFKz8pYsIv8/jqja0RhcoNZg0TLuuD3ihBnRBCCCGE6DgS1IkuK+APUrnbzqcvbsRR7wGg59BkhvyiGysWFlG6rR59nIYhZ+TQ95R0VBoVACarjl9c1R+fJ4DPE4h6b6/Lj9PmQa1Xs2t1NYQUTJkxmH1b6nDUe0npbsaaYoiZkEUIIYQQQoj2ItsvRZfVWOvmgyfXhgM6c6KePmPSmf+PNezbXEcwEMJp87L8/Z18/uomnHYvAAqlgsy8eEzWlg/belx+VOqmvZq71lSx4N/rqSpuIBgMsmV5GZ/MWd+2P6AQQgghhBBHQFbqRJe1bUUFAX8w/P2ACZms+mQPoWDzAnX7NtfRUOvCaGkK5DRaFTqjBr1Jg9vhazbeaNHiavARl6gnId1IXbmTUDBEybb68BidUU1cgr71fzAhhBBCCCGOgqzUiS5p/9bLg1nTjFS1kKly76baiO8NFg1nTM9HqYzMXqlUKRg3LY+fvthLKBDizGsGoNGrmo0pvH7gYVf7hBBCCCGEaGuyUie6JJVaSUp3C7vX1xxoDDUFW8FA85U6AN0hCU0MJi0JGSbO+cNgin6qwlbpIj7dSI/Byfy0ZC+2ShdagxqlUsEv7x6FvdrF9hUVWJIN5I1Mw5yoQ6mSz0WEEEIIIUTHkqBOdFl9RqexatFugv6mIK54Yw09h6awY1UliZkm+o/PxBSvw9PoY/PyMnL6Jza7hyFOw4oFRXhdAaxpRhpq3Cz932Z0Bg2jL8hlz8Yalr2zA78/SHZ+IuMu7k1CujFmiQMhhBBCCCHam7wzFV2WOVHP+TcPDZ+T276ign7jMim4sCcDJ2axfuk+Pn1+AysWFpE3Mg21tvlfd51Rw9iLepPSzUxtaSP9x2cy8uxc+oxJJzHNhFKlRKVRQgj2ba7lnUdWUl/pbO8fVQghhBBCiJgkqBNdlkqtJLN3PNPuGskv7x7F1JnDSMw0otKo+PqNbU3bJ/UqFAoFy97bwZrPiqOWIDBZdQwr7MbYC3uz5NVNLP3fVpa/t5OP/vUT677Y23SmTtd0pi7gD/LDB7vwOJsnVxFCCCGEECeGr7/+mvPOO4/MzEwUCgXz588/7DVLly5l+PDh6HQ6evfuzauvvtrm89xPtl+KLstR78Fe7aK6pBFLsoHEDBOhQIgfPtxFYqaJkWf3IBgM4Wr0Yk02UFvmxGH34LB7cNl96IxqDGYNRosOd4OPj5/5Ca87sm5dbamDjd+UkF+QzvqlJQDs21JHXbmT+FQj+jgpPC6EEEII0eZcdeCoArcd9FYwJYMhoc0e53A4GDJkCNdccw0XXXTRYccXFRUxZcoUbrjhBv73v/+xZMkSrrvuOjIyMigsLGyzee4nQZ3okuzVLj7610/UVxzYCqk3aZgyYzCWJANjzs/li9e3RJQryOwTT49BSbz32Kpw8JaYaeKc3w/CXu3G44xeSHz3umom/25QOKjTGlRU7W2gtsxBv7EZKBSKqNcJIYQQQohWYCuBD26EXV8caOv1Czj/X2DNapNHnn322Zx99tlHPH7OnDnk5uYye/ZsAPr168e3337LP/7xj3YJ6mT7pehy3A4fX/53S0RAt7/d7fAxckoPlry2uVn9udJt9az7ch89BieH22pLHXzxny3hAubRhEJEZNTsOyaDnasq+eHDXTjqva30UwkhhBBCiGZcdc0DOoCdS+DDm5r6O4Hly5czadKkiLbCwkKWL1/eLs+XoE50Oe5GH/u2RP8Fbqh143P7Y666bf2+nNyhKRFt5btsxKcbYz5Pb9KEi5yn5VpI6W6mZFs9TpsXvy8Q8zohhBBCCHGcHFXNA7r9di5p6u8EysvLSUtLi2hLS0vDbrfjcrna/PkS1Ikux++NHUjtXFWJzxO7f39wtp85Sc/Yi3qj1avJ6ht9X/aIc7rjtHs485r+5J+SzpJXNwGg0alQSZ06IYQQQoi247YfX/9JQs7UiS5Ha1Sj0amiBm+VxQ2MOjc35rUGswb/z9clZZk4ZWovlr27g+/f38mZ1w7AkqRn24oKAr4gRouWMRf0BGDHykqqihsitnQOmJCJPk5+hYQQQggh2ozecnz97SQ9PZ2KioqItoqKCiwWCwaDoc2fL+9IRZdjsmoZXtiNHz4sataX3TcBS5KexCwTtSWOZv1Dzshh8/IyAMZc0IvFL28Klzn49IUN9BqWyqSr+mFOMmCyajFYtFTtaWgW0HUfmERargVblZvk7Lg2+kmFEEIIIU5yppSmpCg7lzTv6/WLpv5OoKCggIULF0a0LV68mIKCgnZ5vuwdE12OSq1iwIQsxk/LQ2dq+lxCrVEy+IxsJl7eF3OSgXNnDCF3SDL7E1PqjGrGT8sjPt1I2Q4bSVlx1JY0RtStCwZCbF9ZwacvbOTL/2xGpVaiUinxuHxMuDSPM68dwKmX9WHKHwaT2t3M4pc38cMHO/FEqX0nhBBCCCFagSGhKctlr19Etu/PftlGZQ0aGxtZu3Yta9euBZpKFqxdu5bi4mIA7rrrLqZPnx4ef8MNN7Br1y7+/Oc/s2XLFv7973/z9ttvc9ttt7XJ/A4lK3WiSzKYtQw6PZuew1LwewOoNEqMVh1qddPnFOZEPZOu7o+rwYvfG0RrUGO0agn6Qvz6wTGEQrBy4e6Y968tdRDwBwmFQmxZXs6OlZVodCo0OhWuRh+hYFM2zH1b6/C5/egM8qskhBBCCNEmrFlwyUsH1amzNK3QtWGdupUrV3L66aeHv585cyYAV155Ja+++iplZWXhAA8gNzeXBQsWcNttt/HUU0+RnZ3Niy++2C7lDECCOtGFKZUKzIn6mP1avRqtPvKvuEoFVn1TpsvkHDNbvy8no7eVfgUZaPRqQqEQu9ZUUV3SiEKlQKFQYLLqAPB5As3O8elNGqlTJ4QQQgjR1gwJbRrEHeq0004jFArF7H/11VejXrNmzZo2nFVsEtSJk1bu4GT8ngBKlYLvP9iF0+5FrVHSZ0w6hdcNxGRpCubyCzL4acneqPcY8oscjBZte05bCCGEEEKICHKmTpy0jFYtap2S5e/vxGlvKiLu9wXZ9G0py9/fgauxqc2cpGP8L/OaXZ/dL4G8kWkolLJSJ4QQQgghOo6s1ImTlrvRx8oFu6P2FW+sxWnzYojTojNoyC/IoFv/RHavr8brDNB9UBKWZD3Gn1fzhBBCCCGE6CgS1ImTltflx+OMnbmyrtxBUlZTuQKdQY3OoCYh3dRe0xNCCCGEEOKISFAnTloqjRIUQIwzsAZz87NyHqcPrzuAQgH6OC1qjexgFkIIIYQQHUuCOnHScTu8BANNmSu7D0hiz4aaZmP0Jg2WZEP4+4A/SF25k2Xv7mDvllpUaiX5BemMmNyjxQycQgghhBBCtDUJ6sRJw2HzULqtnrVLivG5A/QekcL4X+Zhr3ZRV+4Mj9Ma1Jx38xDi4g+cl7NVunjn7ysJ+IIABHxBNn5dyr7NdUydOYy4BAnshBBCCCFEx5CgTpwUnHYvX/53C3vWH1iVW7FgD9tXVDHlxsE4bV6q9jZgSdKTnB1HXII+nNXS6/bz48dF4YDuYLYqF2W7bOSNkKBOCCGEEEJ0DAnqxEmhvtIZEdAd3L5y4W4m/qovmXnxUa/1uvzs3dT82v12rKgkp18iwUAIvVGNUiXn7IQQQgghRPuRoE6cFLb9WA5ARu94Bp6aiVKtRKlU4Kj3sP6rEjwOHxqtKuq1CqUCnVGD1x2I2q83a1i5YDd7N9XSe2Qq+aekY04yRB0rhBBCCCFEa5MlBXFSUCgU9B+fSe8RKXz91jY+fX4Dn8xZz09f7KVgas8WfxOMZi2Dz8iO2d99QBIbvymhtszBjx8V8e5jq7HXuNrgpxBCCCGEEO1h1qxZjBo1CrPZTGpqKlOnTmXr1q2HvW7evHnk5+ej1+sZNGgQCxcubIfZSlAnThL9xmWQnZ/AN29tx+M4UJvOVuli8cubCHibn5fbT6FUkDcyjaw+8c36hp3ZjbId9fgPut5R72HDVyUE/LHvKYQQQgghjpzNY6PIVsS6qnUU2YqweWxt+ryvvvqKGTNm8P3337N48WJ8Ph9nnXUWDocj5jXLli3j8ssv59prr2XNmjVMnTqVqVOnsmHDhjadK4AiFArFqNIl2pPdbsdqtWKz2bBYLB09nRNOY52bz17cSNnO6P8AFFzYi+GF3Vu8h8PuwVbpYteaKnQGNRm9rexaW836pfuajTXFa7nkzlERGTSFEEIIIU4mbreboqIicnNz0euPPalcuaOc+5fdz7LSZeG2cZnjeGDsA6Sb0ltjqodVVVVFamoqX331FaeeemrUMZdeeikOh4OPP/443HbKKacwdOhQ5syZ02x8S6/P0cYGXW6l7plnnqFHjx7o9XrGjBnDjz/+2OL4wy2Bvvfee5x11lkkJSWhUChYu3Zts3u43W5mzJhBUlIScXFxXHzxxVRUVESMKS4uZsqUKRiNRlJTU7n99tvx+/3N7iU6Tm1Z7E9WynfZCB5mZc1k0ZHZO57x0/IYMbk7G74pjRrQQdN2T4XiuKYrhBBCCHHSs3lszQI6gO9Kv+OBZQ+0+YpdeB62puckJibGHLN8+XImTZoU0VZYWMjy5cvbdG7QxYK6t956i5kzZ3L//fezevVqhgwZQmFhIZWVlVHHH8kSqMPhYPz48fz973+P+dzbbruNjz76iHnz5vHVV19RWlrKRRddFO4PBAJMmTIFr9fLsmXLeO2113j11Ve57777Wu+HF8dFpVFiTor9CVFipgmlOvqvg7PBS01JI8Uba6je14jT7kWpVjJgXGbM++WPzUAfpznueQshhBBCnMxq3bXNArr9viv9jlp3bZvPIRgMcuuttzJu3DgGDhwYc1x5eTlpaWkRbWlpaZSXl7f1FLtW9ssnnniC66+/nquvvhqAOXPmsGDBAl5++WXuvPPOZuOfeuopJk+ezO233w7Aww8/zOLFi3n66afDS6BXXHEFALt37476TJvNxksvvcTcuXM544wzAHjllVfo168f33//PaeccgqfffYZmzZt4vPPPyctLY2hQ4fy8MMPc8cdd/DAAw+g1Wpb+6UQR8kQp2X0ubksfHZ9sz6lUkHfUzKiXtdQ42bRC+up3N0QbkvuFsc5vxtEYraJ7oOSmpVKsKYY6D8uE5WUNhBCCCGEOC4N3obj6m8NM2bMYMOGDXz77bdt/qxj1WXedXq9XlatWhWxpKlUKpk0aVLMJc3WWAJdtWoVPp8v4j75+fl069YtfJ/ly5czaNCgiMi8sLAQu93Oxo0bj/hZom1l9IpnzPk9USoP7IvUGtRMmTEYc+KBs29+f5CGWje2aieLX90YEdABVBc38ulLG1EqFZz+m3zO+f0gsvMTyOhl5bRf9+WC24ZhToy9Kuh1+7FVOin6qYrijTXYq134fdHLJQghhBBCnMzMWvNx9R+vG2+8kY8//pgvv/yS7OzY2dAB0tPTmx3RqqioID297c/9dZmVuurqagKBQNQlzS1btkS9pjWWQMvLy9FqtcTHx8e8T6zn7O+LxuPx4PF4wt/b7fYjnpM4Nvo4DUN+kU3eqDQaal2o1EriEvQYrdrwqlpjnZuSrXVoDWpM8TrKtkffp12xy46rwUdihoncISlk5ScQCoLO0PKvlKvRy7ov9rHqk93sT1Gk0iiZdFU/ug9MQqPrMr+SQgghhBBtLlGfyLjMcXxX+l2zvnGZ40jUxz7jdjxCoRA33XQT77//PkuXLiU3N/ew1xQUFLBkyRJuvfXWcNvixYspKChokzkerMus1J1oZs2ahdVqDX/l5OR09JROChqdGmuKgey+iWT0isecqA8HdE67h/oKJ0XrqvnkuQ3Ya9wt3svrOpAIR6tTHzagg6aELCsXHgjoAAK+IJ++uBF7dcvPE0IIIYQ42Vh1Vh4Y+wDjMsdFtO/PfmnVWdvkuTNmzOC///0vc+fOxWw2U15eTnl5OS7XgVrE06dP56677gp/f8stt7Bo0SJmz57Nli1beOCBB1i5ciU33nhjm8zxYF1mWSA5ORmVSnVUS5qtsQSanp6O1+ulvr4+YrXu4Pukp6c3y8K5/7mxnnXXXXcxc+bM8Pd2u10Cuw7mavTx40dF4bIHarUSFECMoh8609ElQnE1elm5YHf0zhBs+LqEgot6oZXVOiGEEEKIsHRTOn8/9e/Uumtp8DZg1ppJ1Ce2WUAH8OyzzwJw2mmnRbS/8sorXHXVVUBT9nul8sAa2dixY5k7dy733HMPd999N3l5ecyfP7/F5Cqtpcus1Gm1WkaMGMGSJUvCbcFgkCVLlsRc0ty/BHqwo10CHTFiBBqNJuI+W7dupbi4OHyfgoIC1q9fH5GFc/HixVgsFvr37x/1vjqdDovFEvElWkcoFMLvDRAMHl0JRo/DH1HHrmRbHblDkqOOzR2ajNF8dEFd0B+isc4Ts99W5cLd4I1o83r8+Lxy3k4IIYQQJzerzkquNZfBKYPJtea2aUAHTe8no33tD+gAli5dyquvvhpx3bRp09i6dSsej4cNGzZwzjnntOk89+tSSwIzZ87kyiuvZOTIkYwePZonn3wSh8MRzoY5ffp0srKymDVrFtC0BDpx4kRmz57NlClTePPNN1m5ciXPP/98+J61tbUUFxdTWloKNAVs0LTClp6ejtVq5dprr2XmzJkkJiZisVi46aabKCgo4JRTTgHgrLPOon///lxxxRU8+uijlJeXc8899zBjxgx0Oik+3V6CwRANNS62r6ikdEc98akGBp6ahTnZgEarinpN6OfAT6FU0FgXuf1x3dJ9nHXNAFQqJTvXVBEKhlAooPfINMZe3Aud8eiCOrVORXI3M8UbaqL2J2fHsWdjDYMmGsNn+zYvL0erVzHi7O7oTRqUKiU6gxrtEWz1FEIIIYQQJ4cu9c7w0ksvpaqqivvuu4/y8nKGDh3KokWLwklJjmUJ9MMPPwwHhQCXXXYZAPfffz8PPPAAAP/4xz9QKpVcfPHFeDweCgsL+fe//x2+RqVS8fHHH/P73/+egoICTCYTV155JQ899FBbvhziEDX7Gnl/9mp8nqaVrb2bYP1XJUy+fiA9BiehUh8I7Jw2L7VljWz6rimY7z8uk6SsOJRqBUF/U6AX9If47OWN9B+Xydm/G4jBrMUQp8Fg0aLVH/2vjs6gZvSUXIo31jTb0qnRqcjqm8Cmb0rpNTyNj/71E7WlDqypBk69tA+rFxWze101oVCIHkOSKZjai/hUIwqlVDgXQgghhDjZKUKh0NHtURNtwm63Y7VasdlsshXzGDjtHj74x1pqyxzN+tQaJZc/MAZLkgEAh83Dl//Zwp5DVsy6DUykz6h0Pn9lU7N79BiSzCkX9CQpM+745tngZd+WOpa/tyO8FTMpy8SYC3qx4uMiBkzIRKFU8OV/mjK6nnvjEJa8tglXgy/iPlqDml/ePQpriuG45iOEEEII0VbcbjdFRUXk5uai18cu93Syaun1OdrYoEut1AkRi9vhixrQAfh9QexVrnBQV7bD1iygAyjeUEvfMelk9LZStuPA2brUHmaGTsrBEHf8ReSNZi3JWSZGTclFZ1SjUCqwVbn45s1tGOO1dB+YxBevbwYgq088JdvqwgFdYoaJAadmYrToQAEVu23EJehQqbvM0VghhBBCCNEGJKgTJ4RQsOV+v69pgMfpZ92Xe2OO27C0hDOu7Ed9uZOGOjfmBD0qrZL4FCNGy/EHdQDmJAMOm5ev3tiKrdJFUpaJ06/Ix1HvYe3ne+k+MJlBp2VTV+lg1+pqAPqOSSe7XwIrF+7GVulCqVSQOzSZtB7Wdl2tc9g8BPxBlColJqsWhUK2fwohhBBCdDQJ6sQJQWdUY4rX4qj3NutTKBUkpBsBCAWD+L2xI0CfN4DOqCa9l5VkbxygwGhpSlDSWjQ6FTn9Ernwj8PxeQN4nX4+eHJtZN07g5pzfj+IujInrgYv3QYmsfiljeH+YDDEztVV1JQ4uOC2YcTFt21CHlejl+KNNfzwYRENNW6MVi0jz+lB7+GpGMytE+wKIYQQQohjI/u2xAnBFK9j4q/ym+rKHWLUOT0w/hx46Iwaeo9IjXmfvJFp6I0a9CYNcQl64hJ0rRrQRczZqkOjVfHpCxsiAjpoKmz+xeubGTAhi/7js1jz6Z6o96ivcFJb0tgq8/H7guEkMwcL+AJs/q6Mz1/ZTMPPBdmdNi9fv7GNVYv24HP7m10jhBBCCCHajwR14oSgUCjI6hPPJXeMpPuAJIwWLWk9LEyZMZhBp2Wj+TlbpUKpIG9UGnEJzVe2TPE68kamtXpGSZ/Hj73GRX2lE+chdehcDV7s1e6o19mr3QQDIdJzLVTvix247d1cd1zzc9q97N1Sy2cvbmDhnHVsXl5GQ+2BOTnsXlZ8XBT12nVf7mv2MwkhhBBCiPYl2y/FCUOrV5PWw8KZ1w3A7/Gj0ijRm5pvDTQn6rnwT8NZ98U+tv1YDkCf0ekMPiMbc1LrZmay17j44YNd7FhZSTAYIjHTxKmX9SG1uxmNTk3A1/JhQIUCTAk6tAZ1s9W8/eISj33rpavBy3fvbmfbDxXhtn2b67CmGrjg1mGYE/W4G33hM4mHCgVDOOq9WFOMxzwHIYQQQghxfCSoEyccnUGN7jDFuS1JBgou7MnQM7tBKITBrImoY9caGuvcfPjUWmyVrnBbbamD+f9Yw0V/GkFGLysGszaiNt7BlGoFJqsOU4KOQadls+qT3c3GKJQKegxMOuY51lc6IwK6/WyVLjZ+U8Koc3NRaZTEpxnJ6ZeIQgn7ttRRW3og06hGJwv+QgghhBAdSd6NiZOWSq0iLl5HXIK+WUDndvpwNXgJ+A+TVrMF1XsbIwK6sBB89+523I0+jBYtIyb3iHr9iMLuGC1aVColgyZmkdU3IaJfqVIw+bcDMR5jkpRQKMTGb0pj9m/6thR3gw+NTsXgM7KpLW2kem8j/QoyOOvaAWgNTclpDK2UFVQIIYQQorN49tlnGTx4MBaLBYvFQkFBAZ988kmL18ybN4/8/Hz0ej2DBg1i4cKF7TRbWakTIoLT7qV8l421i4vxOP10H5TEgAlZWJL1Labvd9q9OOo91JU7MMXrsKYYqNxjjzm+YpcdnzeAPk7DoIlZmBP1/PjRLhrrPMQl6Bh1Xi65g5JRa5uCTVO8jrOuG0BjrZuyHTb0cRrSe1kxWbWoNce4whiCYAtBazAQwu8P8sWrmyndUR9uL91eT3J2HGdM74c5UYfJ2raZN4UQQggh/DYbgZoagg0NKM0WVEmJqK3WNntednY2jzzyCHl5eYRCIV577TUuuOAC1qxZw4ABA5qNX7ZsGZdffjmzZs3i3HPPZe7cuUydOpXVq1czcODANpvnfopQKNR835dod0dbNV60Plejl+/e2cHW78sj2rUGNZfcMYKEdFPU6xrr3Cx6fgMVRQeCOINZw+TfDWLpf7dQV+5sdo3OpOaye0cTF3/gDJ+j3kMgEESlUmJq4xIF+xVvrOGjf/0UtW/EOT1IyjTx2Ysbo/afelkeA07NRtnKiWWEEEIIcWJwu90UFRWRm5uLXn/seQt8ZeWU3nMPzu++C7cZx48n8+GH0WSkt8ZUj0hiYiKPPfYY1157bbO+Sy+9FIfDwccffxxuO+WUUxg6dChz5syJer+WXp+jjQ1k+6UQP2uo9TQL6KCpvMDy+TujJirxuQMse29nREAH4Grwsei59Yw8p0fUZw05IydcZmE/U7wOS5Kh3QI6gKTsODJ6N/+US2/S0H9cBhu+Lol57aZvy/A4fG05PSGEEEKc5Pw2W7OADsD57beU3nsvfputzecQCAR48803cTgcFBQURB2zfPlyJk2aFNFWWFjI8uXL23x+INsvhQgrWlMVs2/3T9V4XH60hyRgcTZ42bGqMuo1rgYfOqMGnUGFx3Wg/ltWfgL9x2W2Wf27o2Gy6ii8biBFP1WxfmkJPm+AXsNSGHhaNjqjmlALRwqDQVnkF0IIIUTbCtTUNAvo9nN++y2Bmpo224a5fv16CgoKcLvdxMXF8f7779O/f/+oY8vLy0lLS4toS0tLo7y8+YJBW5CgTpx0gsEQjnoPDTUuPE4/8WlGjBYttHQ0TaEAmgcxfl+AUAvBjdvh45K7RuG0e6krc5CcY8acqG96XidhitcxcGI2PYenEgqG0JvU4cQx/cdlUHbQebqD9Rubgd6kaceZCiGEEOJkE2xoOEx/7Fq+x6tv376sXbsWm83GO++8w5VXXslXX30VM7DrSBLUiZNKIBCkcredBc+sw+M8sJ2y75h0Rp7Tg5Uf7456Xc9hKeiNzQMxrV6NVq/C6w5EuQosSXq+e2c7DTUexk/rTXya8bDlFjrKodtBAbLzE0jKNlGzzxHRbk010Ht4aqsXahdCCCGEOJjSbD5Mf1ybPVur1dK7d28ARowYwYoVK3jqqad47rnnmo1NT0+noiKyTFRFRQXp6e1z5q/j938J0Y4cdR4+fHJtREAHsPWHcnatrWLcJb2bXaOP03DKBT3R6Jsv5Rmt2pjn5tJyLVTssTNgQhaNdW4+eHItZdvrW+PHaDdxCXrOnTGEUy/rQ1JWHImZJsZe3Iuptw4jLrF1C7ULIYQQQhxKlZSEcfz4qH3G8eNRJR17vd6jFQwG8Xg8UfsKCgpYsmRJRNvixYtjnsFrbZ1zyUCINlKyrQ6/L/pBsTWLi5l250iSsuJYs7gYj9NH7pAU+oxKw5JsiHqNSqUkvyCDQCDEms+K8br8KJQKeg5NJv+UDD57aSMZva30PSWddV/s45u3t5PS3dylygDEJegZODGL3iNTCYXAYNLICp0QQggh2oXaaiXz4YcpvfdenN9+G243jh9P5l8ebrPzdHfddRdnn3023bp1o6Ghgblz57J06VI+/fRTAKZPn05WVhazZs0C4JZbbmHixInMnj2bKVOm8Oabb7Jy5Uqef/75NpnfoSSoEyeV+orm5QX2czf6QAE5/RJJz7USCATRGtSHTdmvM6kJBoJM/FVflCoFSqWC4o01LHphAwFfkPJddnoNTwXAXu3C6/IfNqgLBoME/aFwnbqOplAoMMR1nnOAQgghhDh5aDLSyZr9+M916hpRmuNQJSW1aZ26yspKpk+fTllZGVarlcGDB/Ppp59y5plnAlBcXIxSeWDT49ixY5k7dy733HMPd999N3l5ecyfP79datSBBHXiJJPeM/YvvzXFgErd9Mup0avQtJg55QClUonb4WfxS9HruRnMGrw/b/dUKECpjr3r2e3wYa92sX5pCU6bh9whyXQbmIQlKfpKoRBCCCHEyUBttbZpEHeol156qcX+pUuXNmubNm0a06ZNa6MZtUyCOnFSSc4xY4rX4qj3NusruLBX1BW0UChEKESLK3YDxmey/st9Ufv6jc1g24qmg7O5Q5MxxEXPGOlx+dn0bSnL398ZbiveVIvRouXCPw0nPtXY4s/WVfg8AVCAppOsQgohhBBCdHWSKEWcVMyJeqbOHE56rwOf9OiMak77dV+y+iZEjHU2eKkpaWTvljpKttZRVWzHaW8eDALEJeqZ+Ku+cEjc12NwMkaLjqriBizJBsZdnIdWH/2zFKfNExHQhdvtXpa/vwOvu3nx866ksd7N9hUVLHx2HYvmrKdoXTUOW/TDxkIIIYQQ4sjJSp046cSnGjnn94NwO3wEfCF0RjUmqzaiGLiroamu3K41VWxeXobPHcCaamDE5O5k5ydiPiTzo86gps/oNLLzEyjdXo/P7Sejdzxed4DdG6qZMmMwydlxxCXEzhi5d3NtzL6itdW4L/HFDAg7u8Y6Nwv+vY7qvQdqyRRvqiWnfwK/uLJ/l0ocI4QQQgjR2XTNd4hCHCdDnLbFxB8Om4dVn+yJCLRslS6+eH0Lp1+RT35BesThWNhfs07dbJtk9iErgLHEysoJEApBKHZ3pxYKhdi1tioioNtv76Y6KnfbyR2S0gEzE0IIIYQ4Mcj2SyEOEQwEcTX4Yq6c/fDhLuzV7lZ/bk6/xJh96b0s6Iwd+xlMwB/EVuVkzeI9fP7yRjZ8XYK92kUoGGrxOnejj43flMbsX7+0pOmcnRBCCCGEOCayUifEIYJBqC1tvqq0n9PmbZMgJC5BR++RqexYWRnRrlQrmPDLPuhN0ROstIdgMET5Lhsf/nMtQX9TELf1xwq0BjUX/nE4ydlxMa8NhSAYiB34BQNBQqGWA0MhhBBCCBGbrNQJcYiAL4ApIfYZL4UCVKrjL74dCARxNXrDCVAMcVom/LIPv7iqH4mZJowWLXmj0rj0/0aTlBU7aGoPjnoPnzy3PhzQ7ed1+fnspQ047bETnujjNPQZnRazv9+4zC57VlAIIYQQojOQd1LipBQKhXDavQT8QVRqJUaLFoVCgaPewzdvbWPMBT3R6FRRV+S6D0pGrVPhtHuwVbrYt7UOo0VLdt8EjPG6w6bqDwVD2GvcbPq2hOKNtejNGoaf1Z3knDiMFi35p2SQ1TeBYCCEMU6NRt9xK3T7Oeo9eBzRs2/WlTlxNfowWqIHwkqlgvyCDDZ/V0ZDbeS21cQsE1l94lt7ukIIIYQQJxUJ6sRJx9XgpWhdNSs+LqKxzkNcgo5R5+aSOziJNZ8Xs3NNFZl945n8u4Es/Pd6Av4DGUqsqQZGTemBQgELn11PRZE93KdQwFnXDaD7wGQ0utiBXV25g3ceXYXPfSBg3Le5jqFndmPw6VmUbqvnpy/24fcF6DUslX5jM7AkG/C4/LgavPjcAbQGNUaLBo2ufX6F/b6Wt5seuoJ3KHOingv/NJwty8vY+kM5SqWC/hMy6T08tcWMoEIIIYQQ4vAkqBMnFb83wLql+1i5YHe4rbHOw5f/2ULyXSPZ+HUJAN++vYMpfxjERbcPp3K3nYZaDynd4jBadJjidaxdXBwR0EHT2bHPXtzIrx48JWahcI/Txzdvb48I6PazJOv54vUt7NtSF25bWbabjd+UcNGfRrB8/k52ra2CEChVCgaMz2TEOT3apRyAOVGPQqmImhRFZ1Sjj1FQ/dB7jJjcnQHjM0GhwGDWoFAc/zZWIYQQQoiTnZypEycVh83L6k/3RO3zeQP4vU2rcqFgiAXPrGP1p3uIS9KT06+pNt2OVRX4PYGY2RxDISjeGLvenMfpjwja9jNatGh0qqh9rgYfqz/dg1KlgJ9jqmAgxPqvSli1cDc+b9tnjjSatQwv7Ba1b+zFvTFaY5eHOJhSpcRo1YW3uwohhBBCdHaPPPIICoWCW2+9tcVx8+bNIz8/H71ez6BBg1i4cGH7TBAJ6sRJxt3ojblVMOALojMdWLwOhWDn6ioWPL2OD55cg63Kxa6fqgkGQy1mv3TYYicNiSWjt5XiDbGDwV1rq8jJb17yYOO3pTht3qN+3tHS6NUMOSOHM6/pjzXVgFKpIDknjvNuGkLPoSmoVPJPiRBCCCHajtvho67cQUWRjbpyB26Hr12eu2LFCp577jkGDx7c4rhly5Zx+eWXc+2117JmzRqmTp3K1KlT2bBhQ7vMU7ZfipOKShM7+FizuJgRk7uz7N2dzfqsqQYC/hCDT8vG1eAjOScuajFtgOz82MXGdUY12fkJzVbkQiFQtBAXKZSKqGn/g4FQOHtmWzOYtfQZnU52flMSF6VaidF8ZCt0QgghhBDHqrHWzRf/2RJRQzinXyJnXJFPXGLbnc1vbGzk17/+NS+88AJ/+ctfWhz71FNPMXnyZG6//XYAHn74YRYvXszTTz/NnDlz2myO+8nH6+KkYjBrsSQbovbZq9z0Gp7KyLO7oz4o+MvoHc+pl/Zh47cldB+UxPql+xhe2B2i7B5MzDRhjXF/AJ1Rw4Rf5qHRRyZSKd1WT++RsdP+9xqWwp6NNc07FLSYlKUtGC064hL0EtAJIYQQos25Hb5mAR3A3s21fPGfLW26YjdjxgymTJnCpEmTDjt2+fLlzcYVFhayfPnytppeBFmpEycVk1XH2b8byPx/rMHjPLDCpTOqOft3A7EkGcgfm0HusBT8nqai2PZqF067hwm/zKO2zIHX7adobTVnXTOAlZ/sprbUgUqjpPeIVPIL0psFbIdKSDdx6f+NblbSID7NQK/hKexcXRUx3pykp/fIVD586qdm9+o5JBmDBFdCCCGEOEG5GrzNArr99m6uxdXgRW9q/fJPb775JqtXr2bFihVHNL68vJy0tMgP6NPS0igvL2/1uUUjQZ046SRlx/HL/xtF+U4b1XsbSc6JI72XFfPPy/canZodqypJTDehM2uwphjY9mMFy+fv4pI7RqLVqfn46Z+o3GNnwIRMzEkGQqEQu9dV01DjJrtv87NvB1MoFVhTDIw+vydDz+yGSqVEa2j6VTz1sr7kF2Sw7ot9+LwB+oxKo8fgZILBEPGpBurKneH7ZPaJZ8KlfdAZ5NdYCCGEECcmr6vlYyaH6z8We/fu5ZZbbmHx4sXo9V2j9JK8GxRdlsflJxQMoTOoUSiPPJOiQqHAkmTAkmSgz+jm/UaLlvyCDEq317P63R34PEF6j0zlkj+PwJyoR6VWhlfUlr134PxdZu94uvVPOuJ5qFRKDHGRq2xGi5Yeg5LJyksgGAyhNajCWSKn3jYMh92Ly+7FlKDDaNbKKp0QQgghTmjaw3x4fbj+Y7Fq1SoqKysZPnx4uC0QCPD111/z9NNP4/F4UKkid2alp6dTUVER0VZRUUF6enqrzy8aCepEl+O0eyjfZWfdF3vxeQL0GpFK7xFpWJJa75MUk1VH3sg0uvVPJBgIoTNpUP4cOBotWk69rC+DTstm4zelBANB+o/LJCk7rtVqxkXbwmm06jC2Q006IYQQQojOwmDWktMvMeoWzJx+iW3yAfcvfvEL1q9fH9F29dVXk5+fzx133NEsoAMoKChgyZIlEWUPFi9eTEFBQavPLxoJ6kSX4rR7+eqNbexac+DcWeWeBtZ9sZeL/jQiZhKUY6UzRt+jbbRoMVq0ZPSOB0IolZJzSAghhBCitelNGs64Ij969svp+W1yns5sNjNw4MCINpPJRFJSUrh9+vTpZGVlMWvWLABuueUWJk6cyOzZs5kyZQpvvvkmK1eu5Pnnn2/1+UUjQZ3oUuornBEB3X6Oei9rl+xl7MW9UavbL8BqWr2TItpCCCGEEG0lLlHPWdcNwNXgxevyozWoMZi1bRLQHani4uKID/XHjh3L3Llzueeee7j77rvJy8tj/vz5zYLDtiJBnehSNi8rjdm37Ydyhp/VjbiErnGg9VChUAhXow9CIfQmDUop6N0mvC4/jfUedqyswGn3kjskmeRsM6Z42doqhBBCdFZ6k6ZDg7ilS5e2+D3AtGnTmDZtWvtM6BAS1IkTRpTa3IcZHwonIelojXVudq2t+vmMXog+o9LIL0jHnNS620lPdl63n60/lvP1G9vCbRu/KSUx08S5Nw4JZ0AVQgghhOhKJKgTXUp+QQZblkev95E3Kg193OEPyzbWuanc08COlRXoTBr6jcvEkqTvsE9/GuvdLHx2HVXFjeG2Hz8uYtN3pVz0pxGYWzEBzMnOUe+JCOj2qy11sGZxcbtv3xVCCCGEaA3y7kV0KQnpRnoMTm7WbrRoGXZWN9Salv9KN9a5+ejpn/hkznq2r6xkw1clzPvbCn76fC9up6+tpt2imhIHoRAo1ZGrho11HjYta8quKVpH0U/VMfs2f1uKq8HbjrMRQgghhGgdslInuhSjRcdpv+5L2Zh0fvpiLz53gN4jUukzJg3LYbYqBgJB1i/dR22Jo1nfyk9203N4CvoY2S7bgsflw1Hvpaq4ge4Dkxl9bi7lu+ys/mwP/LyVdNsPFQw8NavVSiWc7NyO2IG73xeE4FHu4RVCCCGE6AQkqBNdjsmqo/eIVLL7JRA6pIZcS1wNXjZ+03KilZQcc2tONSa3w8e6L/ey4uPdEe19xqQz/pI8vp23HQClSkEnOfYXldvhw1HvYc+GGgC6D0zCFK/r0IPMLek+MIk1nxVH7UvvZY1aH1AIIYQQorOToE50WUe9qhYCnzcQs9vj9B/njI5cXbmjWUAHTYFlZi8rlmQ99mo3AyZkYjiCc4IdwdXgZcXCItZ/WRJuW/7+TgaelsXoKbltUgz0eMWnGUnLtVBRZI9oVygVTPhlHnpT55uzEEIIIcThyJk6cdLQ6tV0H5gUsz9vZFq7zMPvC/DT53tj9m/5vozeI9JIzDLRe0QqiiNYhewIVXsbIgK6/TYsLaFyTwO2Khf2GleLgXR7M1l1TP7tIEae0wOdUY1CAVl947nkjhEkZpo6enpCCCGEEMdEVurESUNrUHPKBb3Yu7G26fzUQVJ7WNrtTX3AH8Jpj52Qw9Xoo8fgJAadltVpa+553X7WLI6+jRFg7eJiEjNNbPimhD6j0xl9bm6nKRcQl6Bj5JQeDJiQSSgEGp2q024XFUIIIYQ4ErJSJ04q1lQD0+4eRa/hqWh0KowWLaPP78nZNwxqt+LTGp2qxRXDrL4JpOSYO21ABxDwB3E3xk464nb40OjVBP0htiwr4+NnfsJR72nHGbZMpVISl6DHnNhxpSyEEEIIIVqLrNSJk4pKpSQxw8QZ0/PxuvygUGC0aI8o0UprUSoV5I1KY83i4mbn+NQaJcMmdUOt7dwJO7QGNd0GJFG9tzFqf0ZvK9X7GsLf15Y4qK90tlvgLIQQQghxMpGVOnFS0urVxCXoiYvXtWtAt585Sc/Ffx5BtwGJ8PPjM3pbufjPIzAnH9sKncPmoXpfIxW77dhrXPh9bXeWTaVS0n9cJlpD88+FtHoVPQYlU/xzRsz9SrfXt9l8hBBCCCFa0wMPPIBCoYj4ys/Pb/GaefPmkZ+fj16vZ9CgQSxcuLCdZisrdUJ0CIVCQUK6ibOuHYjH6SMUCqEzao5pK2AoFKKmxMGi59djq3QBTSt+o87Npd+4jDbLnmn5OTBd9s4O9mxqCuBy+iUy5Bc5LHtvB6FDSr7FJcgqnRBCCCGOjbuxAafNhsfpQGcyYbRY0ce1bSmqAQMG8Pnnn4e/V6tjh07Lli3j8ssvZ9asWZx77rnMnTuXqVOnsnr1agYOHNim8wQJ6oToUDqjGp3x+H4NG2rdzH9idcRWTr8vyPL3dxKXqKfPqLbJ6qlQKkjMMHHmdQN+DkyhcredxS9tbLatVKlSkJmX0CbzEEIIIcSJraGmik/n/JM969aE23oMGc5Zv7sJc1JKmz1XrVaTnp5+RGOfeuopJk+ezO233w7Aww8/zOLFi3n66aeZM2dOm81xP9l+KUQXV7bDFrPG3g8f7MRha9sEJTqDGkuSAWuygYxeVuLTI7OIKtUKzvn9YOLipQacEEIIIY6Ou7GhWUAHsPun1Xz23L9wNzbEuPL4bd++nczMTHr27Mmvf/1riotjZ/5evnw5kyZNimgrLCxk+fLlbTa/g8lKnRBdXEWRLWafvdpN0B+K2d/a4hL0nHPDIOzVLsp32TBatKT3tGKyalFpOnfyFyGEEEJ0Pk6brVlAt9/un1bjtNnaZBvmmDFjePXVV+nbty9lZWU8+OCDTJgwgQ0bNmA2N39eeXk5aWmRu6PS0tIoLy9v9blFI0GdEF1cSrfY/5CZE/Uo1e2bCMZo0YaDOSGEEEKI4+FxOlrud7Xcf6zOPvvs8H8PHjyYMWPG0L17d95++22uvfbaNnnm8ZCgTog24HMH8Lia6rgZ4jRtukqV1ScBjU6Fz9M82+Woc3MxWSVBiRBCCCG6Jp3R1HK/oeX+1hIfH0+fPn3YsWNH1P709HQqKioi2ioqKo74TN7xkjN1QrSiYDBEXbmDJa9v5j/3Lmfugz+w7P2dNNS62+yZcYl6ps4cFlEDTqlSMOLs7vQYFLvIuRBCCCFEZ2e0WukxZHjUvh5DhmO0ts/OoMbGRnbu3ElGRkbU/oKCApYsWRLRtnjxYgoKCtpjerJSJ0Rrsle5mDdrZXjVLOgPsO6LfexZX8PUmcOISzi2GnQtUSoVpHQzc8kdI3E1evF7AxgtOgwWDVqd/IoLIYQQouvSx5k563c38dlz/2L3T6vD7fuzX7ZVWYM//elPnHfeeXTv3p3S0lLuv/9+VCoVl19+OQDTp08nKyuLWbNmAXDLLbcwceJEZs+ezZQpU3jzzTdZuXIlzz//fJvM71Dyjk+IVuL3Blj96Z6o2yBtVS5KttXTd8yxLcEHfAEcNi+2Khd+X5DEdCMGixatvulXWKFQEJegk1pwQgghhDjhmJNSmHLz7U116lwOdAYTRmvb1qnbt28fl19+OTU1NaSkpDB+/Hi+//57UlKaSigUFxejVB7Y9Dh27Fjmzp3LPffcw913301eXh7z589vlxp1IEGdEK3G4/SxZ0NNzP7tKyroNSIVtfrodj37vAGKN9Tw+Sub8PuCACgUMOLsHgw+I7vNiot3dh6nD6+7KYDWx2nQaCW7phBCCHGi0seZ27zY+MHefPPNFvuXLl3arG3atGlMmzatjWbUMgnqhGgtCgUavQrs0bt1RjX7P9DxeQO47F7qK5yEgIQ0IwazFo2ueWDSUO1m0Qsb4KDKBKEQrFy4m9QeZnIHt13Rzc4oEAhSX+7k23d2sG9zLUqVgryRqYw+ryeWZENHT08IIYQQot1JUCdEKzFatAw+PZtv3toetX/QadkolUo8Lh87VlXx9ZtbwzXklCoF46bl0Xd0OjrjgV/LYDDExm9LIwK6g634eDfpPa0n1WqdvcrFO4+sRKlWktUnnmAgxPaVlZRsq+ei20dgTmz9c4tCCCGEEJ1Zl8t++cwzz9CjRw/0ej1jxozhxx9/bHH8vHnzyM/PR6/XM2jQIBYuXBjRHwqFuO+++8jIyMBgMDBp0iS2bz/wpnzp0qUoFIqoXytWrABg9+7dUfu///771n8BRIdzNXhprHfjdfkj2hUKBb2GpZLZJ77ZNUN+kUN8qhGA+goXS/+7JaIoeDAQ4ps3t1Fb1hhxXTAQpL4idv2Vxjo3AX/wOH6arsXnDbBmcTETzknlgvN0jHR/zhjlMi65Ipm8gXHs3Vzb0VMUQgghhGh3XWql7q233mLmzJnMmTOHMWPG8OSTT1JYWMjWrVtJTU1tNn7ZsmVcfvnlzJo1i3PPPZe5c+cydepUVq9eHT60+Oijj/LPf/6T1157jdzcXO69914KCwvZtGkTer2esWPHUlZWFnHfe++9lyVLljBy5MiI9s8//5wBAwaEv09KknTyJxJng5fSbXWs+mQPDpuHtFwrY87LxZpmDJ/nMsXrOOvaAdRXONn2YwUanYq+Y9IxJ+nQmzQ/ByV7Yj5j9afFnHlNXDgBikqtJDMvnuKN0YOVlG5mNCdRhkuP00/v3moCz/+dmuXfHeh44d90v/YGGtLPxu8LoG7DuoBCCCGEEJ1Nl1qpe+KJJ7j++uu5+uqr6d+/P3PmzMFoNPLyyy9HHf/UU08xefJkbr/9dvr168fDDz/M8OHDefrpp4GmVbonn3ySe+65hwsuuIDBgwfz+uuvU1payvz58wHQarWkp6eHv5KSkvjggw+4+uqrUSgUEc9LSkqKGKvRaNr09RDtx+30sWJBEZ++sJHqfY24GnzsXlfN27NWUrk78hCdyaojq08Cp/8mn/HT8kjpZkZvatoeGfAGsVfFrllnr3YR8B1YeVMoFPQemRb1rB0KGDgxC+/PRc5PBiq1Au2m5bgPDuh+Zn9pDmkmB0qlIsqVQgghhBAnri4T1Hm9XlatWsWkSZPCbUqlkkmTJrF8+fKo1yxfvjxiPEBhYWF4fFFREeXl5RFjrFYrY8aMiXnPDz/8kJqaGq6++upmfeeffz6pqamMHz+eDz/88Kh/RtF5uexeNiwtadYeCoZY+r+tOO2eI7qPRqckLdeCzqRm6Jk5FP52IIXXD2TQadlo9SpSe1iaBXBGs4YLbh3KpKv7U/jbgZx5TX/yC9I544p+bPuxgp2rqwiFYhy6O8Go3XYa354bs9/10bsoYh1AFEIIIYQ4QXWZfVvV1dUEAgHS0tIi2tPS0tiyZUvUa8rLy6OOLy8vD/fvb4s15lAvvfQShYWFZGdnh9vi4uKYPXs248aNQ6lU8u677zJ16lTmz5/P+eefH/U+Ho8Hj+dAIGC3x0iZKNqF3xfE3egFFOjNmmZlByqKYv/51Fc48Tj9GC2HrxGn0qgYMimHHoOTWft5MWs/34sC6DYwicLrB2JJ0aM+KDW/x+nD7fBRV+7kx4+LaKhxo9GpGDAhE6NFy661VbgbfAwYn9WUefNEFwgQbOF3JVBbQygYRKE6CV4LIYQQQoifdZmgrjPYt28fn376KW+//XZEe3JyMjNnzgx/P2rUKEpLS3nsscdiBnWzZs3iwQcfbNP5iiNjr3axZnEx21dUANBnTDpDJ+VgSTqQHl+taXlRW3E0W/5C8OkLG/D9XGMtBOxZX0PFLjuX3Nl0TtPr9lNb6mDbj+VYkg18986O8OU+T4C1n++lpsTBqHNyqS13oFSfHFsOVWYzprFjsS9YELXfPPlslK207dlfV0fQ4UChUqFKTESpk8LuQgghhOicusz2y+TkZFQqFRUVFRHtFRUVpKenR70mPT29xfH7//dI7/nKK6+QlJQUM1A72JgxY9ixY0fM/rvuugubzRb+2rt372HvKVpfQ42Ldx9dxYavSvA4/XicftZ/uY/3HluFvebA2beU7uaYZ7UyelvRm44skAj4Aqxfui8c0B3M7fCxY2UFgUCQfVvqePfRVaR2t7D60+iJVfZuriUpy8SQ07NRHWVB864gFAziKyvHs3073uJiAo2NKI1Gkv/wexRRAix1Ziam0aOO+7kBlwvn6tXsve46dk46k52Tz6bi73/Hd0jCpCO6V0MDAZvtuOckhBBCCNGSLvNOUKvVMmLECJYsWRJuCwaDLFmyhIKCgqjXFBQURIwHWLx4cXh8bm4u6enpEWPsdjs//PBDs3uGQiFeeeUVpk+ffkQJUNauXUtGRkbMfp1Oh8ViifgS7SsYDLH1xwqcdm+zPke9lx2rKggFm85nGS06TvtN32bjdEY1p/0q/4iDOo8rEDOTJUDRumqcNg9fzd0KgFqrwtUQOxGKw+7Fmm48omd3JX6bDdsHH1B08cXsOu98dhZOpvTPd+AtKUHbvTs93n4L47hxACg0GqwXX0z3119H08Lv3JHybN3Knt9cgXvjJgBCHg/1c99g7+9uwFdZeUT38FVWYvvoY/b+7gb2/u4G6t5+G1+MLd1CCCGEEMerS22/nDlzJldeeSUjR45k9OjRPPnkkzgcjnDSkunTp5OVlcWsWbMAuOWWW5g4cSKzZ89mypQpvPnmm6xcuZLnn38eaMoseOutt/KXv/yFvLy8cEmDzMxMpk6dGvHsL774gqKiIq677rpm83rttdfQarUMGzYMgPfee4+XX36ZF198sQ1fDXG8PE4fO1fHfpO+Y2Ul/cdmoo/ToNGp6DUslZTuFjZ+XYK92kVO/0R6DknBnHTkxa5VagV6U+xfO0OchoA/FA40lSoFKIhZfNycqEdvOPGyrDq+W0bZXXcfaAiFaPziC7xFu+j22mvo+/Yl+8l/EGxoAIUCVUIiSv3xb48M1NdTMesRCDav/efZtg3Pjh1oopRPOZivspKSW2/DtXp1uM21di3aXr3o9tKLaGLsLBBCCCFE51JSUsIdd9zBJ598gtPppHfv3rzyyivNypodbOnSpcycOZONGzeSk5PDPffcw1VXXdXmc+1SQd2ll15KVVUV9913H+Xl5QwdOpRFixaFE50UFxejVB5YfBw7dixz587lnnvu4e677yYvL4/58+eHa9QB/PnPf8bhcPDb3/6W+vp6xo8fz6JFi9DrI9+ov/TSS4wdO5b8/Pyoc3v44YfZs2cParWa/Px83nrrLS655JI2eBVEa1EoFeH6ctFodCoUqgNbLrUGNclZcUy4tA/BQPCYaqHpjBqGndWdT+asj9o/9MxuEZksS7fX061/YtTVPY1eReIxrNL5ystxb9mCa9VqtN27YxwzGk16OopOUoLDV1lJ1ezHo/Z5i3bj3VWEJjUVldmMymxu1WcHnU7cP/0Us7/x66+JGzs29vVeL86VKyMCuv28O3di//QzEqdf0awcihBCCCFaFnD6CDb6CLr9KA1qlCYNKmPbvXepq6tj3LhxnH766XzyySekpKSwfft2EhISYl5TVFTElClTuOGGG/jf//7HkiVLuO6668jIyKCwsLDN5gqgCJ0sudA7ObvdjtVqxWazyVbMdrRjVSWfvrAhat/ZNwyi59CUVn+m0+5h+fs72bI8cjvekEk5jJjcnVAQPnhyDbWlDjR6FYXXD+Sbt7Zhq3SFx6o1Ss67ZSjpuRaUqiPfRe0tLmbPlVfhP+h8mEKnI+eFFzAOH4ZC3fGf83j37GFn4eSY/Sm33Uby737bJs/2lZeza8q5BB2OqP2pt/+JpGuvjdrn3VeCc81qbO++h/P776OO0eXl0e3VV1AnJbXanIUQQojOyu12U1RURG5ubrMFk6Phr/dQ9+42PNvrw226vHgSLu6DOr5tEpndeeedfPfdd3zzzTdHfM0dd9zBggUL2LDhwHvLyy67jPr6ehYtWtRsfEuvz9HGBl3mTJ0QbSGjt5Xug5q/wc4dkkx6z7YJro0WHeMuzuOX/zeKMefncsrUXlx232hGnt0DQ5wWo0XLmVf3R6NX4XMHWPLqJkae04NfXNmPkVN6cOY1/bn8/jGkHWVAF7DZKLvv/oiADprOjO37/e/xH+F5sbam0GpRGGOvQGoOKifS2lRJSST86vLonQoFcb/4RdQuX2kpe371K9xr10Ko+dbN/eQzNCGEEOLoBJy+ZgEdgGd7PXXvbiPgjJ174Hh8+OGHjBw5kmnTppGamsqwYcN44YUXWrzmcDWy21LHfywvRAcyWXWccUU+deVONi8rQ6GAfmMziU8zYrRo2+y5aq0Sa6qBkefkRu1Pyorj0ntGs2tNFaXb66ktddBvXAa9R6Ye1bbPUCBAoL4elEoCNlvMFaSgw4Fnzx40mZnH8uO0KlVyMgmXX07tSy8161MYDBiGDD7sPfx1dfjLK3D9tBalxYJh0CDUKSkoD/MpoVKjIeE3v8GxYgXutQdtw1QoyHhkVtTzdKFgEPuChfgrK3Es/56Eyy7F+cOPUe8ff9FFqFrYtiGEEEKISMFGX7OAbj/P9nqCjb422Ya5a9cunn32WWbOnMndd9/NihUruPnmm9FqtVx55ZVRr4lVI9tut+NyuTAYDFGvaw0S1ImTntGiw2jRkZkX3+ZnnZx2D9X7Gln35T783iB9x6SRnZ+IOTEy2FAoFViTDQw7sxuDT89GqVIc9dy8JSXY5s/HvmAhCq2W9HvvaXF8sJOk3ldqNCReOR3Ptq04vvn2QLvJRM7zzx020Yivqory++6n8csvDzRqNGQ9/hiazExCgQCatDTUKSlRt5tq0tLI/tfT+Ir30PjNN6iTkog79dSmoDDKCmLAbsexaiXxv5yGQq1BnZmJfuAA3Bs2RozT9uiB5ezJKJSyQUIIIYQ4UkG3/7j6j/m5wSAjR47kb3/7GwDDhg1jw4YNzJkzJ2ZQ15EkqBPiZ20f0Hn5+q3t7Fx1YJtjydY6rKkGLrh1WLPAbr9jqUHnLSlhz69+jf+gGoy+fSWoEhMJ1EYvqaDLyzvq57QVTWoqmY8+ir+yEs+2bagSE9Hl5qJOTW3x3F8oEMA2f35kQAfg81Fy20xynn2WvTfcgMpqJeupJzEMG4ZS23xFVpOSjCYlGeOIEYeda8jtxjL5bOwLFhDyetHm9iDj4b/Q+N13NCxaBMEg1qkXYD7zzFYpuSCEEEKcTJT6lsOVw/Ufq4yMDPr37x/R1q9fP959992Y18SqkW2xWNp0lQ4kqBOi3dSVOyICuv1slS42fVvKyCk9UB3FGblYQj4fdW+8GRHQAdTNm0fSb39L5SOPNLvGfPbZqJKTj/vZrUmdkIA6IQF93+b1AWPxV1dT+/Ir0TuDQZyrV2EYMgTX2rXsve56cj/+CF337sc8R391NeV/+SuNn38ebnP+8APanj1Jf+B+gg124k4/HcOQIZLxUgghhDgGyjgNurz4qFswdXnxKOPaJgPmuHHj2Lp1a0Tbtm3b6N7C+4aCggIWLlwY0XZwjey2JPuAhGgHwWCIjd+UxuzfvKwUdwtFxo+Gv64O+8cfN2t3rVyJv6KcjFl/Q/PzP0iq+HhSbr2V9LvvQm21tsrzO1QwSKCuLma3v7oG5c8ZpEI+X9NK2nFwb90WEdDt5921i8avviaEAm1WlgR0QgghxDFSGTUkXNwHXV58RPv+7JdtVdbgtttu4/vvv+dvf/sbO3bsYO7cuTz//PPMmDEjPOauu+5i+vTp4e9vuOEGdu3axZ///Ge2bNnCv//9b95++21uu+22NpnjwWSlToh2ESIQiJ0VMRhovayICoUChSp6MpXaV14l4Yor6P76a4R8PhRqddPZshjjuxqFXh/1PNt+hoEDqXnxxfD37s1bCIVCxxR0Bb1e6t98I2Z/w6efNpUvSGn9shhCCCHEyUQdryPx8vwDder0apRxbVunbtSoUbz//vvcddddPPTQQ+Tm5vLkk0/y61//OjymrKyM4uLi8Pe5ubksWLCA2267jaeeeors7GxefPHFNq9RBxLUCdEulEol/Qoy2LW6Kmp/75Fp6Ftp+4AqMRHrxRdT/c9/Ru2PO+00NIdkZjpRqBMSSL3jDoqvmN6sT5OVicpqxVdSEm4zjhhx7KtooRAhX+zD2SG/H0WU83pCCCGEOHoqY9sGcdGce+65nHvuuTH7X3311WZtp512GmvWrGnDWUUn2y+FaCcpOWYyejXf4mgwaxjyi5xjSogSjUKlwnrB+WhzezTrM516KtpePVvlOZ2Vvn9/cl54PrzFFKWSuNNPI/3BB6l4ZFZ4nNJkIu700475OUqdDuslF8fst5w7RcoXCCGEEKJdyEqdEO3EFK+j8PqB7F5fzbov9xHwBek1PIUBE7KwJLduRqRAQwMpt9yCb18JjV99hUKrwVw4GYIBAtXVcJiyAF2ZymQibsIEuv/3PwQbG0GpxF9RSekdd+CvbFop1ebmkjn78eOuy2cYPBj94MG4162LaFenppBw+eUoNe37iaIQQgghTk4S1AnRjkzxOgZMyCJ3aAqhYAh9nKZVMl4eLOh2U/vCC9gXLESXn49x1Cjw+6l5bg6+klLizjqTrEceiVpz7USiSUmBn8+zabOy6PG//zYVYlerUScmom6FbJ+a1FSy//VPGpZ8Qf0bbxD0erGcczbxl1yCNivruO8vhBBCCHEkJKgTogMYzW131iroduMt2g2AZ8sWPFu2RPT7du8m6Haf8EHdwRRqNerUVFCpIRRs1Z9dk5ZG4q8uxzK5EIJBVPHxLdbSE0IIIYRobfLOQ4gTjNJoRN+/H+5Nm6L26/r3R2k0tfOsOpavvJz6efOoe+ttQi4XcWecTvIf/oC2W7dWy/ypTkxslfscyldZhXfPblyrV6NJz8AwfBjq9PRW3doZ9HrxV1Xh3VVE0OlA16cP6qQkVD+XfxBCCCFE5yZBnRAnGKVWS+JVV1H//nwIBCI7VSqSrrkGpV7XIXPrCL6KCvb+7gY8BxUQtX/0MY1ffEGPd95FFyWhTGfhKy1l7w034Nm2Pdym0GrJmfMshlGjWiWwC7rdOJYvp+S2mYTc7nB7/OWXkXLjjaiTko77GUIIIU5uwWDssk4ns9Z8XSSoE+IEpMnOptsLz1N65134KyuBpuQdGX/9K5qcbh08u/bl3rgxIqDbL+hwUj1nDhkP3I/ScPyJarwlJTh/+BHHDz+g69UL81lnosnIQKk7tgA66HRS+eSTEQEdQMjrZe/v/0DPhQta5dyer6yMfTfe1OwDgPo33sQwaBDxF1103M8QQghxctJqtSiVSkpLS0lJSUGr1R57KaETSCgUwuv1UlVVhVKpRNsKJZAkqBOigwQ9HgI2GyiVqJOSWvUfOaVej7GggB7z3iZQVweAKj4edVraSfWPaSgYxPbhRzH7G7/4gsBttx13UOfZuZM9v/5NUyKWn1X985/kzHkW/ZAhhByOpj/n5GQUyiNLjOOvrcW+8JOofSGPB/fGja0S1NkXftJ8Rfdn1c89T9ypp7ZKUhkhhBAnH6VSSW5uLmVlZZSWlnb0dDodo9FIt27dUB7he4OWSFAnRDsLhUL49u6l5pVXaFzyBUqjkYRf/wpzYSGa1NRWe45CoUCTlnbCFho/IgoFyri4mN1KgwGUxxfk+uvqKL3jzoiArqnDT8ktt5D19NPs+/0fUFmtJF5xBZbzzzuiP+eQzwf+2MXN/dXVxzXv/by7dsZ+RlkZoRbmIIQQQhyOVqulW7du+P1+AjE+RDwZqVQq1Gp1q33YLkGdEO3MV1xM0bRfErTbw20Vf/0b9kWfkv3kP1D/nIb/ROCvq4NQCFVCQoesECoUChIu/SW2d96J2h9/+WXHfWYsUFeHe8OGqH1BhxN/RSUKlQp/RQWVjz9Ow7ffkv34Y4dd/VIaTagzM/HH+GTTMGjwcc17P1NBAfYFC6P26Qf0R6HXt8pzhBBCnLwUCgUajQaN1G9tM61bIEsI0aKgy0XVs3MiArr9XKtW4T7k/FRX5auooO6tt9h77XUUX3Mtta+9jq+srEPmosnOJvHKK5u16/r3J/7CC485+6W/uhpfeTkhr7fFcSGnE8VB5+pc33+Pd+/ew95fk5ZK2h1/jtpnGDUSTWbG0U04BmNBAaqEhKh9KX/8I+r4+FZ5jhBCCCHajgR1QrSjgM1G4+LFMftt898nFAq144xan6+igr1/+APl9z+Ae9MmPFu2UPnII+y56uoOCezUCQkk/f4Gesx7m/hLf4n5nHPInjOHnGf/jSY9/ajv56+pof6DD9hz5VXsumAqvooKVLFW3RQKNNlZ4XON+zUuXdp0L5sNT1ER7k2b8O7dS/Cg7JMApoKxZD/zDJpuTcltFAYDCdOnk/X4462WlVKblUX3//4H/dAh4TZ1WhrZTz+NPj+/VZ4hhBBCiLYl2y+FaE8KBQqtFhyOqN1KvaHLJzJx/PADno3Na+T59uzBvuhTEq+cfsTJQlqLOj4edXw8hkGDCIVCx/wa+202Kp94Atu774XbaubMIeUPf6D8oYeajbdeOJXGb76BQwJ1dXIK3pJSyu69B+ey5QAoNBoSfvMbkq69Jrw1U2UxY/7FGegHDSLkdqFQq1ElJR1zRs1YdL160W3OHPx1dYR8PlRWK+rU1C7/d1EIIYQ4WUhQJ0Q7UicmYr34YmpffDFqf/wlF7fzjFpXoLGx6fyaQoFp/HhM48ZCKITj229xLFuO7b33sF5wfpsV6j4SxxOoBKqqIgI6ANeatej69CHzH09Q+9LLuLdsQZORQeL06aBUUvGXvzS7j2nCePbNmIFny5ZwW8jno/aVV1DotCT/4Q8oD0pvrElt+3OWqvh4VLLVUgghhOiSJKgTXUYoFMJfWYm/qoqgy40mLRVVUhIqk6mjp3bEFBoNib/+FY2ff4539+6Ivvhf/jK8za6rCjgcqBISyJkzh8bvvqPuP/8FwHzWmSRccQW1L7/cwTM8Ps41a6K217/1No3ffEu3V15GqdOhUKkIAXt+/Ztmq3Sp//d/BO32iIDuYLWvvU78tGmtUq5ACCGEECcHCepElxAKBHBv2sS+GTPwV1Y1NapUJF5xBUnXX9dq54vagyYjg26vvIJz5QpsH32M0mQi8de/QtuzJ+oYCSu6Cs+WrST99reU3HwzvpIDWRtrX3mVhiVfkPXEEzGTcnQFLdWz85eWNmX3OuicXvfXX8P10zrsn36KJjUV60UXosnMpPGrr2PeJ+RyEXQ6W3XeQgghhDixSVAnugRfWRnFV11F0HHQm91AgNpXX0XbvRvxl13Wpc7/aDLSsZ53HuYzzwK1CqW66/8qBp1OHMuWoU5IiAjo9vMVF+Naswb9gP4dMLvWYRgyBFSqqMW6jWMLmm1f1KSno0lPx1J4VmR7RgsJWjQalFJGQAghhBBHQbJfii7BuWJFZEB3kOpn5+Cvqjrie/kqKnFv3YZ72zZ8lZWtNcVjotTrOl1AFwoE8JWV4dq4EdeGDfiOtAC1QoGudy/sixbFHGL76KOo5Ry6ClVyMhkPP9y8PTGR9HvvRWWxHNF9NFlZqDMzo/ZZLzj/sDXsDuavr8e9dSs1r75K7dy5eHYVEWhoOOLrhRBCCNH1da53k0LE4Nm6LWafv7KSkM932HsE3W5ca9dSevf/hQs6a7KyyPj7IxgGD45ITHGyCrrdOH9cQekdd4TT8CstFjIeehDThAktnl9UGgzo+vZtyu4Zg0KrhWPMfBkKBPBXVhJoaECh0aJKTEBttR7TvY6VymDAXHgW+oEDqH/nHXz7Sog7dQKmCaeizYoepEWjSUuj24svsveGG/AVF4fb4047jZSbbmpxm+fB/DU1VD7xD2zvvhvRnnLbrSRcdhmqdn59hBBCCNExFKGuXhTrBGG327FardhsNixH+Gn/ycS2cCGlM/8YtU+TnU33N+aiSWk5Q6B7+3aKpl7YfOucRkPPD+aj69mztabbZXm272DX1KlRtxf2eOcdDAMHtHi9r6aGhoWfUPHXv0btz3zyH1gnTz7qefltNho++4yq2U8QqK8HwDBqFJl/+Qva7h2TXCYUChEKBI5rpdVXWYm/uppAXR2a9HRUSUlHVezbvmgRJbfeFrWvx1tvNm0XFUIIIUSXc7SxgWy/FF2CYejQmOnWU2695bABXdDtoebll6MGK/h81P7nvwS93pjXh3w+vPv2YVuwkOoXX8SxYkWHb908FuGtlevW4fjhR7x79xL4uWZe0Oej9n//jf4aAdXPPRceG4smKYm4M87AMGJEsz5TQQHG4c3bj4Tz++8pv/e+cEAH4Fqxgj1XXYWnuBj3pk24t2/HX1NzTPc/FgqFosWALuj14t1XQuOyZTR+9RXe4mKCh7x+mtRUDP37EzduHLpevY4qoPPX11MTozQGQO1//tPi32khhBBCnDhk+6XoErSZmXT/73/Yd+tteHfsAEBhNJJy4wxM48Yd9vqg04Fnw8aY/e716wg6nVG3YIb8fpxrf2Lv9dcTcrsPzCkvj5zn5qCNcTaqswn5/bh++ol9N94U3lqJSkXStdeQeNVVKNRq3Jujp9kH8O7YTsjlgihbMINuN/6qKpwrV+K32cl48EE8e3Zjm/cOKCD+sssx9O+H+jDBdzS+qioqH58dtc9fVobzhx+ofvoZ/BUVaHv3Jmv24+j69OnQxDlBp5OGr76i7M67CHk8TY0qFSk33Uj8ZZcdVfAWS8jnw19bF7PfX1XddBZSthULIYQQJzwJ6kSXoevdm+6vvoK/ro6Q14sqPh51SsoRnYVT6HRocrLxbN8etV+b0y1mxkFfRQV7f/e7iIAOwLt9O5WPPU7GXx7uErXyfGVlFF9z7YEgAyAQoOb5F9D27IXlnLPR9+mD+6efol6v7dkLRZSzXkG3G8eyZey7+Rb4OaFKFRB31lmkP/wQKosFpU53zPMOeTz49u6N2e/ZuhVNTg7+igq8O3aw54rp5L7/XofWefPu29e0Xfjg3e2BAFVPPoV+4EDixo8/7meozGaMY8Zgf//9qP1xp556xGfzhBBCCNG1yfZL0aWok5PR5+VhGDAAbVbWESc3UZlMJF1/fcz+xGuviRrUBZxO/HV1MYO2hs8+I1Bbe2ST72CNS7+KDOgOUv3MMwRtNhKu+E3MRCbJN/wu6uvgr6xk3003hwO68PM++4zal1855sQo+ynU6phbb6Gp7t/BfwZBux3n8u+P65nHI+T3Uzd3brOi4/tVP/Nv/DbbcT9HqdeTfP11KKIEzKr4eMyFhV2qzIcQQgghjp0EdeKkoevVm/QHHkCh0YTbFFotGX/9K9oePSLG+srKqH/vPfb9YQY1z/yblJm3kXrnnU01yg4WCBDqIueW3Ftib6307dtHyB9Ak5ND9tNPozwoa6LSZCLzscfQ5uZGvdaxbFnMc3h1b71FoLr6uOatTkkh8aqrovYp9Hq0PXvi3bUrot25evVxPfN4hLxevLv3xOz3lZbGDK6PljYnh+5vzMUwbGhTg0KBaeJEur8xF212x61UCiGEEKJ9yfZLcdJQWcxYLrgA0/hxeIuLUSgUaHJymrZwHrTa4Ssro/jqa/Du3h1ua/zyS8xnnUnqzNuofOzxcLs6NQWlKa49f4xjZhw2rFnq+/10vXuj0GlRGQzEnTqBnvPfx19TC6Eg6qQk1CkpEcHwwXwVFTGfGXI6CcUI+I6UQqUi/uKL8ezYgf3jj8PtSouFjIcfoub555v/PPl9j+uZx0Oh12McOQLn99FXC/UDBqBspe26Co0GQ//+5Dz7LAG7HZRKVFYrKrO5Ve7f2gIuN4GaavwVFSjUatQpKahTU1F0slqNQgghRFcj/08qTioqgx5Vdjba7Oyo/SGfj7q33ooI6PZr+Gwx5sJCVPHx4SyMqbffjjottQ1n3HqMBaegtFiiFv9Oue021ImJQNN2R01GBpqMjCO6r2nMGGqenRO1T5eX1yrnutQpyaTdew/Jv78B764ilFYLSqOJ8vvvw71xU8RYhVaL+bTTjvuZx0qhVGI9/3xqXnq5KbFMRKeC5BkzWv0Mpio+vsUtqp2B32bDPv8DKmfPDq9uKy0Wsh5/DOOYMcd17lIIIYQ42cn2SyEO4q+rw/buezH7G7/8EuOYMWiyMsl88h/EnXpqlzm3pMnMpPt/Xkfbq1e4TRkXR/oD92MYPvyY76vt2RNdn7yofal33YU6KemY730wtdWKrlcvzGdOwjR6NJrMDExjx0VsiVXFx5Pz8kstBqT+2lo8u4rw7NrVZiUQor3W6rQ0cubMQdsz+jbWziDodOItLsa+eDENn3+Od+9egk5nq9zbs3EjFbNmRWxXDtrt7P39H/CVlLTKMzqrQGMj3uK9eHbswFdejpSHFUII0dqk+HgnIcXHOwdfRQVFF0yNqId2MPPkyaTddRcommqMdUX+6upwBlF1QkKLWyuPlK+sjKqnn8H+4YeEfD4MI0aQdscdaPN6o2rDDIwBh4NATQ2+0lKUBgPq1NSm7XyHnn2kKYGJe8sWyv7vHjxbtwJNK4kZf3kYXf/+KI/zNYjGX11NoL6eUDCIymptmlsn/RAgYLNR/+67VM5+4sAZSZWKtDv+jHXqVFTH8e+S32Zj3w034FqzNmp/4jXXkPrHmVH/3Lo6b0kJlbMeoeGLLyAYRJ2aQurtfyZu4qnH9ZoKIYQ4sR1tbCBBXSchQV3nEPR4qJj1CPVvvhm1P+eF54mbMKGdZ9U1BN1uAnV1TUW3i3bjXLkCTVYWcePGoU5PP+JMpW3Fs3sPRVOnNitNodBoyP1gPrqePTtoZp2Dc9Uq9vz6N1H7ur/xBsb9yViOga+ykqKLLo6ZNMc0fjzZT/8rZlmRrspXUUnxlVdG3c6d9c9/YjnrzPaflBBCiC7haGMD2X4pxEGUOh1J116DKiGhWZ9h5Ah0fTsuAUdnp9TrQaGk8tFHKbn1VmpffImKBx9i5zlTcH7/A8EOzBIa9Pmof/ONZgEdNJ2jrH3tdYLHmJHSX1uLv6bmuBPCdKSA00n18y/E7K956SWCLhd+mw335i1UPvUUFY89hnPtT0e0hVVpMKDLi75FF0A/ZDCKE7BIunfXzqgBHUDlo4/iq6pq3wkJIYQ4YUmiFCEOoc3Joce8t6l7400aPvsMpV5Pwm9+Tdzpp3fZLZdtLeBw4K+ooGHJEnS9exM/9UI8O3dQ9fQz4Pez78Yb6blwQcwENW0t6HTiXLkqZr9r9WqCDsdRJevwVVTQ+OWX1M19g5DPh+X884i/4AI0mZmtMeV2FXK78ZeVxez3l5bit9moe+VVal97Ldxe+9LLxE2aRMYD96NOTo55vcpsJuXmm9izfHmzPoVOR/z556M4znqGnZFzzZqYfb59+5on0hFCCCGOkQR1QkShzc4m5dZbSLzqShQqVTgzZFsK2O0E6uoI+Xwo48yo0zrv+auDBRoasH3wIRV//WtEwe24008n46EHKbv7/wh5vbg3be6woE6p06HOyIANG6L2q9PSohbxjsVXUcG+GTfiPuh+1U/9k/q359H9f/9F28UCO2VcHIahQ/Fs2xa13zBiOIH6+oiAbr/Gzz+n8awziT///BafocvLI/OJJ6h46KHwmVVNViaZjz/eJQPhI9HS33elyXjcZ1mFEEKI/U68j0aFaCVKjQZNSkq7BHTePcXsu/VWdhZOZte557H7l9OwL/qUQENDmz/7ePn2lVDxl79EBHTQlCnUX1OLvn9/AAJ1dR0xPaBpa2jStdfE7E/67fVHVWbAtWZtREC3n7+sDNs773a5rZhKrbbpA4woQYZCqyXh8l9R81zzeoD71b7yKv7D/Pmq4uKwnHUmue+/R4/33iX3g/k/n9UbdsIGN4bhw2N+WJDwq1+hamF1UwghhDgaEtQJ0cF8ZWXsufJKnMsObE3zV1ZRetttuNb+1IEzO7xQMEjd22/H7Le99x6WKecAYBg8qL2mFZWuZ09S77wzogQCSiUpt956VGclg2439e+8E7Pf9uGH+Gtrj2eqHUKTk0O3/7yO9qCEMdreven+n9dRpaYQqI19di5otxHy+w/7jP01EA39+6Pv2/eE386sSUsj54XnURiNEe2m8eNJuOKKNsm4KoQQ4uQk2y+F6GCuDRvwl5dH7at87FH0A/q3y2rhsQgFAjHnDk2rc0qzGdOECajT0tpxZs2pLBYSpl2C+YzTcW/aBKEQ+v79USUnx1ylC3o8BJ1OlEbjQeftFC2m3leo1V1i2+yhlBoNxqFD6f76awRsNlAoUFksqJOTCYVCmM88C+cPP0a91jRxIiqrtZ1n3PkpNBqMw4fT86OP8OzYTqCmFn3/fk2lNzrp77QQQoiuSYI6IY5TyO/HX1mJp6iIQE0tuj55qNPSUEfJoBmNc8WKmH2ebdujZmzsLJQaDeZfnEHjl19G7TcMG4oqIYHMv/21U7yJVZpMaE0mtN26tThufxHumpdfwbN9O7q+fUi6+mo03bqhMhiI/9XlNH71VdRr46ddgqqVftagz4e/vJzGb7/FW7Qb46iRGAYObLG4+vFSJyc3S3qiUCiIO+N0ap5/Hn9lZUSf0mQi6corO7xkRWelUKvRZmWizToxzw0KIYToHCSoE+I4hPx+XOvWs/e3vyXY2BhuN00YT8Zf/3pE28taCjBUiYmR2wU7IdPYsahTU/BXHpKeXa0m5eab0eXloVB3nX9qQn4/jmXL2XfTTeFzgp7Nm7F/+BHZT/+LuFNPRd+/P6YJ43F8823EtdrevbFMmdIqmRxDfj+uVavYe/1vCfl8ANS9/jrq1FS6vf46uh7dj/sZR0ObmUn3//2Xqn8/S8PHHxMKBIg77TRS/zgTTQclwBFCCCFEEyk+3klI8fGuybuvhF3nn0/I6WzWl3j11aTMvO2w52a8xcXsnHIu/PzG/WApt/+JpKuv7vTp3r179lD52OM0fPEFBIPoBw4k/b570eXnt/oKTigQIOTzodBq2+R18ZWVseuCqQTt9mZ9qvh4ct9/D01GBv6qKlzrN1D3v/8S8vmwXnQRplNOQZOe3jrzKC1l13nnEXQ0/7tlGDWK7Kf/hboDtjw2FZmvB0IoLZajSjAjhBBCiCNztLFB1/n4XIhOyL1+XdSADqDurbdIvOI3KA+Trl2dnk7OnGfZd+NNEXWrzFOmYD3/gk4f0AFou3cn4++PkFpXB8EgSrP5iLefHqmg242vpIS6efPwbt+OfvAQ4qdegCYrq1VXAv3VNVEDOoBAfT3+2lo0GRmoU1Iwn3E6plPGEAoGUcXFtdocADy7d0cN6ABcK1YQqKvrkKBOqdejzGidwFUIIYQQrUOCOiGOg7ekJGZfyOkMb5triVKrxTh6ND0//gjvrl0EbDb0+fmokpNRx8e34mzblspkarNVm5Dfj+P7H9g3Ywb8XC7A8d0yal9+mW6vvopx2NDWfNphuiP7lYdkNmwtwcOUswh5vW3yXCGEEEJ0PRLUCXEcDINip+lXZ2Sg0BuO6D5KjQZtVhbarKzWmtoJxV9VRemf/hQO6PYLeTyU/ulPdH9jbqulx1clJaE0m6MGVar4eNRJSa3ynMPR5eXF7FMlJaGSbdrHLRQK4a+sJOTxoNBoUKemtpjZVAghhOisOv++LiE6MW1uLtrcHlH7Uv84E03aiV2Hq734yisiEtFE9JWUtGphc01qKhl/eRgOLUugUJDxl4dRp6S02rNaokpKwnL++VH70u68A/UJXuOtrfnr6rC9/z67f3kpO88qpOjCi6h58SX81dUdPTUhhBDiqElQJ8Rx0KSmkvPii8SdcQb8fPZNlZhIxl/+gmnChA6e3YkjFGi5sHXokBW846FQq4kbP57cd9/Bcs7Z6Pr0wTJlCrnvvYtp7Nh2y+SptlpJ+/PtpN5xB6qfVwe1vXqR/dwc4iZO7BJnLTuroM9H/XvvU3b3/+GvqACazktW/eMfVP7jSQKH2foqhBBCdDaS/bKTkOyXXVugsZFAbS0hrxdlXFzTNi55091qvPv2sevsc6KeUTw4I2VrC7pcBF0ulAYDSsORbaVtbaFgsGn1yO9HodO12/bPE5m3pIRd50XPWotCQc9PFqLr0aPd5yWEEELsd7SxgbzrFKIVqOLi0Hbrhq53bzTp6RLQtTJVUjIpf/xj1L60B+5vs62ISoMBdWJihwV0AAqlEk1qKprMTAnoWknQZouZtZZQCF9paftOSAghhDhOkihFCNHpqQx6rBdORd8nj6qnn8G3dy/avDxSbr4JXe/ektxCHBWFTtdivyrOfEz3Dbpc4dV6+TsphBCiPUlQJ4ToEtRWK+qxY9ENGEDI7UZpNKIyH9ubb3FyUyUmoh84EPeGDc361CkpqI8ywZG/rg7Ptu3UvvIK/tpa4iaeivWCn2soHppwRwghhGgDcqauk5AzdeJEFAoG8VdWEmxsRKHVokpMbPUi3UIcC8/u3RRPvxJ/ZWW4TRkXR7dXX0U/oP8RB2MBu53q556n9qWXItqVVis93piLrmfPVp23EEKIk8PRxgYS1HUSEtSJE43fZqNxyRdUzp5NoKYGlEriTjuNtP+7W+rxiU7BV1aGe9s23Bs2ouuZi37wYDQZGUd1JtazYwe7zj0vap/ptNPIeuxRWVEWQghx1I42NpDtl0KINuH49jvK7r77QEMwSOMXX+At2kW3115rtWLhQhwrTUYGmowMzBMnHvM9Gr/5Jmaf46uvCNjtEtQJIYRocxLUCdFJ+Ovr8ZWWYv94ASGXC/M5Z6PLzUWdnNwq9/eVl+PasIGGzz5DnZyCdeoFaDIy2uQNp6+yksrZs6P2eYt24y3afVRBXdDlwl9TQ8jjRWkySskI0XkEgrH7QqGmLyGEEKKNSVAnxDEKBQL4Kyvx19SA348qJQV1cjLKw2TWi8ZfV0fNc89T++qr4ba6N97AWHAKmX//+3GvavlKSym+5lq8u3eH22pffpm0u+/CeuGFRxTYBd1u/LW14PejNJlaTK8fcrnxt5AW3rXuJ0xjRh/Z3MvKqXzySewLFjS9zsnJpM6cSdwZp6OOjz+iewjRVkwTxsPjj0ftM44tQCXb6YUQQrQD+ahbiGMQ9Hhw/vADRRdexO5LprH7ssvZNeVc6t97j4DdftT38+7ZExHQ7edc/j2NS744vrm63VQ/93xEQLdfxd9m4a+qOuw9fKWllD/0MLsKJ7PzrEKKr7oaxw8/EIxR60uhUaMwGmPeT3OEZ+r81dXsu+km7B98AH4/AIHqasruvpvGpUuRI8Gio6nT0oi/9NJm7UqTkbS77pKgTgghRLvockHdM888Q48ePdDr9YwZM4Yff/yxxfHz5s0jPz8fvV7PoEGDWLhwYUR/KBTivvvuIyMjA4PBwKRJk9i+fXvEmB49eqBQKCK+HnnkkYgx69atY8KECej1enJycnj00Udb5wcWnZKvtJTi3/6OQH19uC3kdlPx4EO4N20+qnuF/H7q/jc3Zn/t66/hr64+1qkSqKvDNn9+zP6GJUtavN5XUUnxdddje+89Qj4fAJ7t2ym+6mpcmzZFvUaVkkLCZZdF7VMYDBgGDz6iuftKSqOmnQeomv0E/orKqH2i8/BVVeFcvZqq556j7p138BYXE3S7O3parUYdH0/KLTeT/eyzGEaMQNurFwnTp5P7/vuS+VIIIUS76VLbL9966y1mzpzJnDlzGDNmDE8++SSFhYVs3bqV1Cjb05YtW8bll1/OrFmzOPfcc5k7dy5Tp05l9erVDBw4EIBHH32Uf/7zn7z22mvk5uZy7733UlhYyKZNm9Dr9eF7PfTQQ1x//fXh780HbVez2+2cddZZTJo0iTlz5rB+/XquueYa4uPj+e1vf9uGr4joCKFgENu774VXjg5V9fTT6Prlo7Zaj+x+gQABmy1mf7DRQSjYwrmdwwkGCXk8MbsDtpZXFj07tuPdtat5RyhE5axZ5Lz4IuqEhIgupUZD4lVX4tm+Dcc33x5oj4sj57k5aNLTj2jqro3RAzoAf1UVQafjiO4jOoavvIJ9N9+Me926A40qFdlPPYlp/HiUB/0b25WpExMxn34axhHDCfl8KM1mlFptR09LCCHESaRLrdQ98cQTXH/99Vx99dX079+fOXPmYDQaefnll6OOf+qpp5g8eTK33347/fr14+GHH2b48OE8/fTTQNMq3ZNPPsk999zDBRdcwODBg3n99dcpLS1l/iErG2azmfT09PCXyWQK9/3vf//D6/Xy8ssvM2DAAC677DJuvvlmnnjiiTZ7LUTHCXm9uLdsidnv3b2b0FGsRCh1OiznnB2zP27iqagsRxYgRqOIi8MwamTMfvPpp7d4/cFB2aHcGzcRirEFU5OaSuajj5I7/30yH32UnBdfoOeHH2AYMgSF+sg+T2op+FNoNCjkjXOnFfR4qHn55ciADiAQYN8tt0bUhztRqCwW1ElJEtAJIYRod10mqPN6vaxatYpJkyaF25RKJZMmTWL58uVRr1m+fHnEeIDCwsLw+KKiIsrLyyPGWK1WxowZ0+yejzzyCElJSQwbNozHHnsM/0GrNMuXL+fUU09Fe9D/ke9fQayrqzv2H1p0SgqtFv3PK73R6Hr1QmkwHNU9TWPGoMnJadauNBlJuu46lPqjT76yn9pqJe2uu0CjadZnGDUKbfduLV+fETuwUsbFgUoV+9qEBPT5+VjPP4+48ePRZGYecUAHoOubj9IU/Wye5fzzWy0zqGh9gdpa6ufNi9EZwLFsWftOSAghhDiBdZmgrrq6mkAgQFpaWkR7Wloa5eXlUa8pLy9vcfz+/z3cPW+++WbefPNNvvzyS373u9/xt7/9jT//+c+Hfc7BzziUx+PBbrdHfInOzV9VhWPlSqqffgbzpF+giBIkAaTcfNNRJ0fQZGTQ7bVXSfjNr5sSjKjVmM86ix7z5kUN9o6Wrndvcue9jWniRBRaLeqUFFJuu42s2Y8fNjAyn3YaxCgfkPDrX7WYBfN4adJSyXnxxWaBnX7oEFJuuvGE2b53Igr5/YRcrpj9R5KgRwghhBBHpkudqesoM2fODP/34MGD0Wq1/O53v2PWrFnojiF9PcCsWbN48MEHW2uKoo35ysvZd+NN4aQdzlUryXz071Q88nf8FRVA06pV+r33oOvT55ieoc3MJPXPfybpuusgFEJpsaA6aJvv8VBqtejz88l6/DGCDgcolaiTklC0sMq2nyo1lczZsyn9058gEAi3G0aOIOFXv44Z3LYGhVqNYdAgcj/8CM/2bfgrK9H3648mIwN1ctsFkx0pUF+Pv74eAgGUFgualJSOntIxURqN6Prk4dm2PWq/ccyYdp7R8Qk6nQQaG5s+FJFSGkIIITqZLhPUJScno1KpqPj5DfR+FRUVpMc4d5Oent7i+P3/W1FRQUZGRsSYoUOHxpzLmDFj8Pv97N69+//ZO8/wqKq1Dd/TS3ovJEDoXaSIgIooVhBBRUARK3rs9dgV9fhZzrEe67GCFUSxKxYEREUUkC69hfQ+mUmm7+/HImUyM0kmpGfd18Wl7DWzZ2UyCfvZ7/s+D/379w/6OrVfoy733HOPj1i0WCykN0NFRnL0eJ1OVFptdbi11+mk6O23fVwYK9b+gaeklISbbhQiTqVCExuLLiHhqESOWq9H3UgTkaagiYgIOWxcYzIRfvLJ9P72G2xr1+IpLsE85jj0aWmt0v6o0mrRd0tF3y21xV+rLVEUBefevWTffz/2jZsA0PXoQcrDD2E8ZjgaU8eqSmrj4ki6914OXXa535ph4ED0PXu2/qaagNfhwHnwEIWvvkLl+g1oExKIu+YazCNHoI2NbevtSSQSiUQCdKD2S71ez8iRI1ley37d6/WyfPlyxo4dG/A5Y8eO9Xk8wA8//FD9+IyMDJKTk30eY7FYWLt2bdBzAmzcuBG1Wl3tuDl27Fh+/vlnXEfs3qtep3///sTUcQWswmAwEBkZ6fNH0nYoioLzcBZF77xD1o03kffY49h37cJjs+EpKqL0I//ZIMeuXeTcdz+VmzZhGjIEfWpqQEGneL24S0ublF/XXtCYjOi7dydmxgzir7ka8/DhTRJ0isuFu6gIdzPOmioeD+7CQtyFhSi1KokdDVdWFgcuurha0AG4Dh4UofH7A7iPNhJ3WRnOgwdx7NvX6i2PxqFDSX/rTfR9+gBiHjV65kzSX34ZXQDH4vaIfdt29p93HuXffIs7Lw/71q1k3Xgjha+82qF/piUSiUTSuegwlToQbZCXXnopo0aN4rjjjuO5557DZrNx+eXiTvDcuXPp1q0bjz/+OAA333wzEyZM4Omnn2by5MksWrSIdevW8dprrwGgUqm45ZZbePTRR+nbt291pEFqairTpk0DhAnK2rVrmThxIhEREaxZs4Zbb72VOXPmVAu2iy66iIcffpgrr7ySu+66i61bt/L888/z7LPPtv6bJGkSzr17OXDxHLy1ogVK3n+f1CefwDT82AZmg4JnyLmyc7B8/z2WL79ApdcTc/EczMeN7jAXtM2J8/BhSj/+mPLvvkdtNhFzySWEjR9/VO2Frpwcyr74krJPPwUgavp0oqaeg65W5b2jUP7jcryBRILXS8ELL9LtP/9GEx7e6PMpioJz3z5yHpxP5fr1AOgzMkh++CFMw4a1yjyiJiyM8HHjMC54WwTVa7VoY2M7zCyku6iI3PnzA8aXlLz7LjGzZ8lwcYlEIpG0CzqUqJs5cyYFBQU8+OCD5ObmMnz4cJYtW1ZtSnLo0CHUtQwdxo0bxwcffMD999/PvffeS9++ffnss8+qM+oA7rzzTmw2G1dffTWlpaWccMIJLFu2rDqjzmAwsGjRIh566CEcDgcZGRnceuutPq2TUVFRfP/991x//fWMHDmS+Ph4HnzwQZlR10HwlJaS88ADPoIOAEUh+7776f3N1xgGDsTxd+BQ8bDx4wIed2Vnc/CSubiysqqPVf61EfPY4+n273+j7aCzUk3BmZnJgZmz8BQXVx/LufsewsaNI+XJJ5ok7Fw5ORy87HJcBw9WHyt49lnKPv2U7gvebnQWXnvA63DU6wZp37QJr80WkqhzZWVz8OI5eEpLq4859+/n0OVXkPHxEowDB4a8T0VR8FgsqNTqkNp4O6pLqcdiwbE78EwgQOXGjc0SMO6xWvEUFeEuLkFtNqGNi+uw75lEIpFI2oYOJeoAbrjhBm644YaAaytXrvQ7NmPGDGbMmBH0fCqVikceeYRHHnkk4PqIESP4/fffG9zXsGHDWL16dYOPk7Q/PKWlVP61MfCiy4XjwAGS7ruXQ5fMBUXxWTYMGhRwNkhxuylZssRH0FVRseZ37H//TXgXEXVeu52iN970EXRV2H77DefevSGLOkVRKP/xRx9BV4XzwAHKf1xOzMUXoVKpmrzv1kSl1aJPTyNYlLo2MTHkWc3yn5b7CLpqPB7yX3iBbv8OrfLnysnB8sMPWL78CpXBQOycOZhGjuiwRi6NQRXE9bV6vRny6NwFBeQ/+5yoNh/5/aLv04e0F/6LISPjqM8vkUgkkq5Bh5mpk0haiobmsLylZZgGDaL7u+9gOFLdUBmNxFwyh/SXXwrYSukuLqbs8y+CnrNk0WK8TufRbbyD4Cktw/LNN0HXS5cuRakjlhs8Z1kZZZ9/HnS97LPP2nTeyet0oni9jX68SqMheubMoOvx/7gmJFMOr8NBxa/1VP7+2ihcUBuJMyuLg3MuIf+xx7Fv2ULlunVk3XILOffci6sTRxOoo6MxjRwZZFGNadiwozq/1+mkeMFCypYu9blh5Nyzh0NXXoWrjgGXRCKRSCTB6HCVOomkuVFHRqLr3h3XoUMB141DBqM2mwkbNYrub76Bt6IClUaDJi4OdVPv1KtU4k9XQEW90QkqjTbkippKrUalDV65UulCP2dz4MrOwfbbr5QvX442MYnomReiT0tHE9lwq6KuWzdSn3yC7PsfgFqmSzFzL8F83HEh7UOl1aJLDe4WGkrlz+twUrJoccCqs+2XX3Ds2t1pq3XaqChSHpov5m3r3CRIeuD+o26RdBcUUPzBB4HXsrNxHjqErk4GqkQikUgkgZCiTtLl0SUkkPLwwxy68kqoU12JmTPHJ1xbGxsLjaiYaGNjiTp3KkWvvBpwPXrmhahbMN+tPaGJjSVq2rkUL1gYcD16xgWhnzMykuiLZlO5cWPA9ZiLLm51AwtnZiYHL56DOz+/+ljp4sUk3n0X0Rdc0GCroyYsjPDTz6D3yJHY/96B4rBjHDwYbVxcyF+LSqMhetZMSj78MOB63DVXN7ry58rNxfJF8Kpz6eJFhI05DpW2c/5zou/Th4yln2D59ltsv61Bl5JCzJyL0aenozabj+rcSmVlvSZMzoOHCBs9+qheQyKRSCRdA9l+KZEAxuHH0PPjJYRNmIAmJgZD//50e/ZZ4q+7tkniQKXVEjNjBrpu3fzWzGOPx9QEk4qOilqnI2buXHQBcuYiJk9G36NHk84bdvzxAVvjTKNGYh4TWmXraPFUVlL2xRdoAgil/CeerNchtTYakxF9WhqRp00iasoUDBkZTRanurQ0Uh57DOqIrejZswkLIfhbcTXQJqwohNY827FQqVTo09KIu+oq0l9+iZRHHsY0aFDIeY8Bz20yo6pHGBp6Nu1nQyKRSCRdD5US6jCLpEWwWCxERUVRVlYmM+vaEI/VitdmQ6XTNUuwcLW5xBdfoNLpibnkEsyjR3XadrX6cOXkYF25irKvvkJtNhM7dy7GgQPRxsc1/ORg58zPp3LzZkoXLQIgetYsTMOGtWpkhDM7G/v27dh++RVdYiLGwYMpXrjQx80y6b77iL1kTqvtqQpPZSWegkLs27bhddgxDRuGNj4+JKFo372b0g8XURKkTTDtlZeJmDixubbcpfC6XBS+9DJFr/pX9HVpafR4/z3ZfimRSCRdlFC1Qefsl5F0OtxFRXjLy0GjQRMd3Sx3yQOhCQ8PyRGwIXQpKcRecglRU6cKG/g2FuyuvDzs27ZR/sMPaBMSiTxnCrrk5BZ7P2ujS0khZvYsIqdMRqXVimB3azleux1tXCxqkyn0cyYmops0ifDx4wH8zuG12/FWVKA2m1skG82ZeZhDl13mO2+m05H6f4+iuFxU/Pmn2EdFRbO/dmPQmExouqej757e5HOojUbCJ55M+YoVuHNyfNbMo0dXB4t3ZdzFxXjKysDrRRMZ2ei4ErVOR+yci/FYLJQuXgxHTJuMgwbR7dlnpKCTSCQSSaORlbp2gqzUBcZrt2Pfvp3chx7GsWsXqFSEnXQSSffeg6GJbXudDcXtxpWXh2PvXjxFRRgHDECblORXaXRlZ3Poyitx7j/gczzpgQeIOndqs4rZ+vBYyrH9/jv5Tz6BKysbdDoip0wh8aYbmy003GOz4TxwgKI33sS5dy+GAf2Ju+IKdD16oGmCeAz4GuXlZN3xT2yrVvmtqYxGuj39FIevF/ErPZd+gmnQoGZ53dbGa7dT+tln6JKTqfxrI9aff0ZtMBB59lmYjj0W44ABIcctdBYUjwfH7j3k3Hcv9m3bAdBn9CT5kUcwDR3a6BsJ3ooK3IVFeMpKUZtMaGJjm6VTQCKRSCQdF1mpk3QqnPv3c/CSudV3sFEUbKtWcWj7dnouXlSvw19XQHG7qdy4icxrrvGxqA8bP56Uxx+rbkP02u0Uvva6n6ADyPvXvwgbe3yribqKP/8g66abag64XFg+/RTH33/T/fXXjjqUXXG5sP68muxbb60+5ti1C8tXX5P20ouEn3RSvW6cjcVTUoLt558D78Fux11YiCY+HtOIEc0mVtsCtdFI5JlnUrlxI+6iQiImnYo6PBzjsGHoe/TosoIOxI2Sgxdf7POz59x/QAS8L/0EY79+jTqP2mxG390MNL2iKpFIJJKujTRKkbRbPOXl5D//3xpBVwt3QQG239a0wa7aF668PA5ddZVf5pjt118pfnsB3iPW+J6SEhFuHATrihUtus8qXAUF5D3xZMA1x44dOAOEiYeKu6CA3Pvv91/wesm59z6cAaz5m4LicvmF0fu8nNVG4m23kvLA/WhjYprlNdsKbXQ0ESefTOJttxF9/vlEnXsu5uHD27yduC1RvF7KvvwycN6f203hy6+0WdutRCKRSLoeUtRJ2i1eWwWV69cHXbeuXInidrfijtoflRs3odjtAddKFi/GcyQYWvF6URyOoOdpraBupaISV2Zm0PWKvzYe9Wu4CwqDBmt7Skpw7tmLKzf3qF9HHR6Otp6ZJ9PwYzCPHn3Ulcf2hDY2Fl1yMtro6LbeSpvjtdupWLs26Hrl5s14rNZW3JFEIpFIujJS1EnaL1pNvc6I2pSUTpuN1VhcWYeDrikVFaKaBKjDwjCNGBH0seEnTWj+vRUUUrFxI8Uffkj58uXY//4br9tF/E03QpCWvWYxhmggc1xxu7F8/z1HO06sTUwk6d57Aq6FnXQS6HRHHU7dmXAXFePKzROGIg2gKAquwkJc+fl4nb6RCp7ycly5ubgLCo76e9gUPBYLjgMHcOfnB4wsqUKXmIjKYGjFnUkkEomkKyNFnaTdoouPJ+7KK4OuNyW0urNhOuaYoGu6bqmojpiCaKOjhQAJIIJNo0ai79G9Wfflys4mc948Ds6aTd7Dj3D4+hs4eNnluA4dwl1YROoTT4Da99ePSq/HdOyxR/3a2vh41EHmAzWxsSj2SsqWfIynuPioXkelUhE2dizpr79W7QCpjooi/obrSX7wAYz9+zfJ0bOz4S4uxrLsOw5dfhn7pkwh84YbqdjwF54g1VRXXh7F77zLoTmXcGDmLAqefhpnZiZehwP733+Tdcc/2Td5CgdmX0TposW4GpkB2By4cnLE6595Fvunn0fEqZOCPjbuH9egjYpqtb1JJBKJpGsj3S/bCdL9MjDuwkLyHn8Cy9df1xxUq0l++CEizzorqLmH4vXizs/HY7Gg0mrRxMQ0aa7JlZeHc98+KrdtQ9+9O6YhQ9AmJTWL0UZz4MrP59Cll+Hcv99vLfXZZ4g666zqv3sdDpz79pH/9DPYfv8dTVQUsZfMIeq885o1181jtZJzz72U//CD35omJoak+++jcssWXAcPYl2xEgCVwUD6Ky9jGj0a9VEabyguF+U//kjWbbf7zryp1aQ8+i9KFn+E12qlxzsL0cY1PSOvNu6iIrx2OyqNBm1CQrv5fLQ1HquVwv+9RvHrr/utdXvhBSImnYpKVVNadeXlcfiGG7Fv2eLzWE1MDN3ffYf9F8yAOu3G4aedRsrDD/m4RXrdbhSnE7XRiErdPPcu3SUlHL7hRp+W8OgZM9D37EH+s89BVSu4SkXc1VcTe9mlHX6WUiKRSCRtR6jaQIq6doIUdcFxl5Tgzs+n4s8/UZvDMI8aKaoxZnPAx3vKy7H+8gt5j/4fnqIiAIxDh5L6xOMYevdu9Os6Mw9z6IorfGbA1GFhdH/7bYxDBjfbxeLR4szKIv/xJyj/6SeRkxUfT9I/7yD85JPRBKgUeCwWYeCgUqGNj292AeI8dIi9Z54FXm/A9dR/P0n+08+Q/uYbVKxZgzY+HuPQoWiTko5a0FXhrajAvmMHxe+8i/PgQQy9Mog6ZyqlSz+h/PsfSLz9dmKvvKLdfA87K86DB9l71tkBPwvaxAR6Llni03Jb/tMKDl93XcBzRV1wPkpFJZZvvvFby/h0KcaBA/FYrTgzMyl59z1c2dmEjR1L5Nlni6r1UX6v7bt3s/+cqX7HI04/jejzz8dbWQleBcOggWjj4lol+1EikUgknRcZaSDpdGiPVNmM/fs36vH2bdvIvvU232NbtnBwziX0/HgJ+nrmYKrwlJWR8+CDfqYeXpuNzKuvJuPTpc1uU6+43bjz86ncvh13Ti7GwYPQpaeja8BoQ9+tGylPPkFiUTGKy4k6LAxtYmLQi1hNZGSLuhZ67faggg7AXVwCKhVqvZ7YSy5pkT2ozWZ0aWnoe2Wg79EDV04Oh2+5BcVuR5eeLgLQpaBrcRz79gf9LLjzC/CUlVWLOsXtpmzp0qDnsv60goQbbwwo6mxrfkffoweWr78md/5D1ccrfv+dotdfp8cH7zc6XiAY7iOmQ3Up//4Hyr//gZ5ffI7pKF9DIpFIJJKmIkWdpFPhLikh/6mnAq55Skqo+ONP9NMbFnXukhIq1gSOTPCUluLMympWUae43VRu2ULmVVfhtdXYoBv69yf9lZcbzOPThIWhCQtrtv0cDZqICNSRkXiDOGrq09NAr0fVyGDmpqJLTCRm5kysK1dh/fln9N3TiZo+ncgzz+zQuXEdCbWxfqMQlabWP0EqFdRjLKLS61HcrsCvEx6Gu6iI3Ef+5bfmtVrJnT+f9FdeQXMUrp31hoGrVKilKYpEIpFI2hB5q1rSqVAcDux/7wi6blv7e6PPUx/e0oYd/ELBlZ9P5ryrfQQdgGPnTvKferrN8q7cJSW4cnJw5eej1FN9q402IYGEG28IuGYePRrn/gMk3nRjs87xBUOXlETMzAvp/tabdF+wgNhLL5WCrhXRde9ebdZTF0P//mhioqv/rtJoiJk9K+i5os45B+vKlf4LKhXmceOwb9kaMNMSoPKvjXhKS0PYuT/a+HgMQSpxEZMm1S/6JBKJRCJpYaSok3QqVBoNuuTkoOuNnanTRESgrmcmRt+zR8h7qw/nnj14g2RaWb77DvdROjWGisdqxbZ2LZlXXsWeiadw4PwLKH7nXVyFDTsNqrRaIqdMIWn+fDRHjCJUej1R084l9oorUMfEEHbCCS39JfigjYlBGxsrWy5bGW1iIt2eeRrqzG2qIyJIffIJPyFk6NWLyHPO8TuPvk8fomdcgGPvPr+15Pnz0cXG4nU5/dZq09ibEsHQxseT9tKLGAYM8DluHjeOpPvulTN0EolEImlTpFFKO0EapTQfJZ98Qu599/sv6HT0/vJLNDHRqAwG1PW0/yluNyUfLiLv//7Pby38tNNI+dcjzRrAHHTPR+j19VchmbwcLeXLf+Lw9df7HY+YPJnkB+5v1NeueDy48wvwWsvFRb1Gi0qvE/ld0h2yy+C123Hl5FD22ec49uzBPOY4Ik45BV1qYPMSd1ERjt17KHn/fbyVlURNn4555Ah0ycm4srOx/fEn1p+Wo01JJfr889ClpqIJD8exfz/7zjo74B70vXvTY+HCenMvG4u7qAh3URGeklK08XHCFEWGsUskEomkmZHulx0UKeqaD3dREQUvvUTph4uqLe3VYWa6Pfssrvx8Sj9agjYxkbjLL0Pfp0/QLCl3SQnWFSsoeO553Pn5qMPCiJlzMTEXz0GXWL95SahUbtvGgfMD5+5p4uPJ+HhJvRXI5sSVl8+BWbNw5+QEXM/48guMffu2yl46Ax6rFXdBARXrN4DixTxyJNr4BDSRXa+yo7jdqAJkJQbC63SC1xvw5ovi9foJQo+lnMKXX6Z4wQLfB2u19Fi4APPIkU3dtkQikUgkrY50v5R0aRS3G1d2NtqERNJffRVXVhbq6CiM/fqR+9hjVPxWY35i/fFHEm65hZg5FwfMu9PGxBA1fTph48ej2O2odDo0CQnNZrtfG11yMqbRo6j8c53fWuKtt6JthfmzKrzW8qCCDsC+bbsUdY3EXVpKyQcfUPjfF3yOx86bR9wVV6CtNVPWFWisoANQ6/XBzxOgwqeJjCDumqsxjx5N4f/+hzs/H9OIY4n/xz/Q92jedmmJRCKRSNobslLXTpCVuubBceAA+8+dJoxOVCo0MTHEzr0E66pVVP610f8JKhW9vv0GQ8+erb1VP1x5eRS+8gplSz9FcTrRJiaSePtthE2Y0Kytng3hPHSIvaefEXQ97eWXiDjllFbbT0emcscOnDt3oTIacBcWUrr4Ixy7dgGQ/tabhI8b18Y77Jy4S0tRnE404eFB8ywlEolEImnPyEqdpMuiuFyULlpc41ypKHiKi9H36k3lc88HeZJC5YYN7ULU6ZKSSLr7buLmzUNxOlGbzSJvTqVq9tdy5eXhsVhQaTRojuQAVqGJjsY8bhwVv/3m9zyVwRDUAVDiiys3F8sXX1K6ZAne8nJ06enEXXkFzoMHKX57AUWvv4Fp2LCAVWLJ0dGaN0EkEolEImkPSCs4SafBW1lJxYYNIT9P8RydK15zojYa0XfrhiEjA11SUrMLOq/NRvnKlRyYOYv950xl39mTyZx3Nfbdu6kq2msiI0mZ/yDaI6HQ1Wg0dHv+uVZtBe2ouEtKyH30/yh+6y285eUAuDIzyX3oYbRJyZhGjsRTWIjirN+xsSvjtdvxWCwoQWIKJBKJRCKR1CArdZJOg0pvQN+tG/bNm32OO/fuxThkCPatWwM+rysZKDj27OHwtddVG8gA2Ldu5eCcS8j45BP0aSKYXd+jBz0XfUjlpk3Y1vyOvnt3wk89FV1yUsBZJ29FBe6iIrwVFajDwtDGJzQYPA2Ii3a3G01EBKoWmFVsK9yFhVh//DHgWtHrr5P4z39i37oFdTsJjG9PuEtLce7bR9GChXgK8gkbfwJR505Fl5bWIlVriUQikUg6A1LUSToNaqOB2Csux/Lttz7HSxYtInn+g2TdeptfqHjslVc2i815R8BjsZD/zLM+gq4Kb1kZ1pUriJ0zp/qYLiUFXUoKkWeeWe95XXl55D/3HJYvvwK3G5VeT/TMC4m/+mq0CYFdQt1FRVRu2kTRm2/hLbcQdtIEYmZe2Gku3Kvm5gLhKSpCbTISO2cOakPDwrchqipZnSEmwmOxUPL++xS++BKmESPQJiRQ/sMPFC9cSM8PP8DQp0/rbKTsMGT+ATu/gah0GDYTotLA0I5aZb1esOaA0wYaA4Qngi5w0LtEIpFIOj9S1Ek6FfqePUma/yB5//cYuN2AqJq4LRYyln5C8bvvUfHnn2jj4oi7+mqMgweh6SLGNJ7ycuzbtgVdt635nZhZs0JyKHSXlZH70MNYV6yoPqY4nZS8+x6Ky0XSnXf6GVW4S0rI/89TlH32WfUxx67dlH70ET0XL8KQkdH4L6qdUm9umUqFPiMDXVraUb2Gu6AA++7dlC5ZAkD0jBkY+/VDGx9/VOdtS9yFRVT+tZH0/71KxR9/4srJJnLyZAx9+1D41lsk3313y/+8lhyABVOgLLPm2C/PwLkvw6BpYGgH1dWKYtjxFfz0L7Dmg9YAx1wEE+6EyNS23p1EIpFI2oCQRF1lZSXr168nNjaWQYMG+azZ7XY++ugj5s6d26wblEhCQRMRQdS0aYSfcAKO3bvB68XQrx/auDjUYWEk3XM3XqsVlV6PJqLr5IR5ystxHT6MNjkZ5549AR9j6JURkqADUXWqLehqU/rxJ8RdcQX67t19jruyc3wEXRVei4WCp58h5ckn0HTwtkRDRgbqsDC8NpvfWtgJJ6BLSQn5va6Nu6CA7Hvvw7Z6dfWx8m+XEXbCCaQ8/hi6IBXS9o59926izjmHzOuur74pw9ffoImOJvXfT+KxWltW1Dms8MN8X0FXxRc3QI+xYOhVZ9PlYMmCbZ+CrQAGTIbEQRCZ0jJ79Hpg+2fw1a01x9wOWP82FO6CCxdCWMf8/kskEomk6TTaKGXXrl0MHDiQk046iaFDhzJhwgRyamVZlZWVcfnll7fIJiWSUNCYTOjT04k45RQiJk1C37179eyS2mBAGxfXpQQdCCfG3H89SszMCwM/QK0matq0kM/rLiqqZ9GN54hJSG3Kf/wh6FPKf/oJb1lZyPtob2gTE0l79VVUddordWlpJD/4wFF//irWr/cRdFXYfvmFivXrj+rcbYk+NYXcRx6uEXRH8JSWUvDc837Hm52KItjxZeA1xQsHfvU95iiHTR/Cy2Ng1ROw7k147zx473woy2qZPZbnwk+PBl47+CtYgmdMSiQSiaTz0mhRd9dddzFkyBDy8/PZuXMnERERjB8/nkOHDrXk/iQSSTNg+fprUaHzKkRfOANqza2pDAa6PfsM2tTQ27YaqpoEyggLFBxds6iiIwdneh0OPGVlKF4v5uHH0Ourr0h54nHir7uO9Ndfp8d776JPTz+q1/CUl1P8zrtB10veeRePxXJUr9FWeCwWvLaKgGv27dvx1pmJbXYUj6iEBcNe6vv3ssPw7T/9H5e/Dda8BO4WcDd1lgvxGYz87c3/mhKJRCJp9zS6/+e3337jxx9/JD4+nvj4eL788kuuu+46TjzxRFasWEFYB2+Xkkg6M+5CcRGY9/jjxFx8Een/exXnoUOojSY0MTEYBg9CYwrdZEEbF4e+T5+ALZ3mMWPQxMb6HY+YNInCl14OeL6I009DExUV8j7aGm9FBc5DhyhasFC4rQ4aSOwlc9GldSO6CRXQ+lA8HhRncHGj2O0dNgagrpGRH94Wjh8xREDSYMgLMnuacaLv37d9FvxcGxbA2OshqlvjXttWKNootQYIq2cuUmMEtSa4+AyXkSMSiUTSFWl0pa6yshJtrRkQlUrFK6+8wjnnnMOECRPYVY/bm0QiaVsiTj+t+v9L3v+AzGv+QdH/XiP/qaco/uADNAEqao1BGx9P+ksvoq8T3m4YNIiUxx5DG0CgaVNSiJ41y++4JjqaxJtv6XDzdF6XC+vq1eyffh6Wzz7DvmULpYs/Yt+0aVSsX1+d/9dcaCIjiTzr7KDrkZMnd0hhDKDv1dunilwbTVxcy39dYQlw9tOgCvBPY78zIbKWuU1FiZihC4bTJlo2G6KyBHZ9B+9OhxdHifbN3T+I4wH3GA8DpgZeM0ZDXN+GX1MikUgknY5Gi7oBAwawbt06v+Mvvvgi5557LlOnBvlHRiKRtDnG/v0x9Kt1sacouAsK8NhsJN1xx1GZT+h79KDHOwvpueQj0l54gZ5LP6H7a6+h7xa4nVMbHU3CTTeS/uabhI0fj3HIEOJvvomeHy9B37NHk/fRVngKCsi59z7/qAi3m5x77sGdn9+sr6dSq4k460y0Kf5GHNrkZCLOOrP+Ftd2jDYulphL5gRcS7rvvtYJvk8dDvN+gowJomoW2Q3OeBzO+a9vBc1th/Qxwc/TfVzDEQguO2z8AD64EHI3g6sCcjbB+xfA5iWiclcXQzic8SgkDa1zPBLmfCLdLyUSiaSLolIaeRv58ccfZ/Xq1XzzzTcB16+77jpeffVVvC3dHtNJsVgsREVFUVZWRmQXsdjvCHhdLjylpajUajSxsR06Q82Vm0vxggWUfLQEpaIC8/HHk3TXneh79w4YKN4aeCoqUJwuNBHhHTZnrWLTJg7O9K88VpHx6VKMAwc2++s6s7Ip+eADLF98gaIoRJ17LjEXzUbfrZHtfu0Ud1ER1tWrKXzlVVzZ2Rj79yfxjtsxDh7cugZHlaWi2qbWQHiSfwWxohj2r4JfnoOcjb5rai1c+iX0GFf/a5QchJeOEwKxLjozXL8Worv7rwGU50HpQSEGI9MgaZAQoOqO+XMkkUgkEl9C1QaNFnWSlkWKuvaH8/BhShYtovzbZagMBmIumk3EaaehS0pq6601Ga/LhaeoCMXrRRMW1mHb9NoTFRs3cnDW7KDrLSXq4Mj3s6QEFAVNbCxqna5FXqctcBcWorjdqAwGtDExbb2dwBxcA5VHxN2mReCwQI/xMO4mEWsQ3YApzuF18MapwdfnrYBuI0Lfl9cDKEJcSiQSiaRDEqo2kL/xJZIAODMPc2DWLDy1LPvzHv0/yr74krQXX0B3lG1gituNu6AAxelEZTCiTUxolZY5tU6HOjm5xV+nK6FNSEBlMqFUVvqtaWJj0bSgIFHrdKhboyWxDegQIepJQ2DfClHVO/MJ0JlEGHhsn4YFHYCmgX+CNSGKdGsBFOwQmXUeF4yYC8lDIUL+zEskEklnR4o6iaQOXqeT4nfe8RF0Vdg3b8a+dSu6U05p8vndhYWULllC0dsL8FosaOLjSbjheiJOPx1tALdISftGm5BAykPzyb7rbt8FlYqUR//VOnNgkrbBGAEDz4G0USLuQK2DjDgwN/LnOCxRtHZa8/zXIruBOQRha82Hb+6A7Z/XHPv7C+g+Fma8DREtFIYukUgkknZBx5yml0haEE9JCeXLlgVdL/1kKd4mhiB7ysvJf/ZZCp7/L94jWWKewkJyH3qY0o8+avkcLkmzo9brCT/1VHp+tJjwSZPQ9+pF5NlnkfHpUsLGju2wpiWSRqJSCXOSxEEQ37fxgg6E0LrwHdAafY/rTDBjAUSGIMRyNvkKuioOrRFumhKJRCLp1MhKnURSF5UKtMF/NFR6PU21S3EXFVG29NOAa4Wv/o/Ic87p8EYXoeDKz8d16BCVW7eiS03FOHgwuqQkVPW8/+0RTXg4pmHDSH3yCRS7HbXZjLoJuX+SLoZKBd1GwXW/C0GWvUH8feA5EBVCSL3TBmtfDb7+x2vQfzKExR39niUSiUTSLgn5yunnn39m3LhxPpl1AG63m99++42TTjqp2TYnkbQF2rg4oi+4gMIXXgi4HjN7VpNFhzsn19/6/giK3Y6nrAy6iKhzZmeTefU1PsHlKrOZ7m++gWnYsA7phqkJC4MOlrMnaWM0WojNgBNuEeHqarVw1izaA0W7wRwnHDAjUsVaIBQvuPxnOqtxVYDSMQPpJRKJRNI4Qu4LmjhxIsXFxX7Hy8rKmDhxYrNsSiJpS1QaDdHnn4e+Vy+/tYizzsLQu3eTz62OqD+3Sm0wNPncHQmPzUb+40/4CDoApaKCzHlX484LMGMkkXR21Gooz4XProOXx8DiOfD2WfDaBBFdECwyyBABw2YGP+/g88Ak53UlEomkMxNyuUFRlIBZXUVFRYTJO9SSFsZdWoY7J5uyL7/Cay0n8qyzMPTpgzYhoVlfR5ecTPe33sT2xx9YPvtcRBpcMgdjv/5o45rewqSNT0CblBRQtBiHDEbTRYxSPMXFlC9fHnDNa7Xi2LcfXaoMUZZ0MdwO+O0F2PWt73FbIbwzFf7xa3BXzT6TILYXFO/zPR6eKFwwG3LalEgkEkmHptG/5c877zwAVCoVl112GYZaFQWPx8PmzZsZN66BoFWJ5Chwl5ZS/NZbFL32evWx0o+WYBwxgrTnnj3qmIG66JKTiZ46lcjTTgO1ulmqaNqkRNJffYWDl12Ot6ys5nhyMqlPPdV+87iO4LFY8JSU4HU40USEo01MbFKbpOJwBK86IGYPJZIuhzUf1r0VeM1eBnlbg4u6qG4i8Hz9AvjrPfC6Ycj5cPx1wQPMJRKJRNJpaLSoizoSUqwoChEREZhqmQDo9XqOP/545s2b1/w7lEiO4MrM9BF0Vdg3bMDy5VfEXn5ZizgNNqfhhUqlwjBgABmfLsW+fTvOffswDhqEoU8fdO08P86ZmUnO/PlU/LYGAE1MDIl33EHEpFNDDjFXh4ejiY3FE6CVG8DYr+9R71fSengdDtwFhSj2SlQmM9rEhE4VhN5quB1i/i0Yxfvrf35UGky4G0ZdKf5ujgVt12jplkgkkq5Oo0Xd22+/DUDPnj254447ZKulpFVRFIWSxR8FXS9+/30iz5nS7NU6nz14vc0iGlUqFfrUVPQdqL3QlZvLocsuw5WVXX3MU1JCzn33oQ4PI/KMM0I6nzYxkcTbbiXn/gf81sxjx6JNSjrqPUtaB1dBAUVvvEnpokUoDgfqMDMxl15K7EUXdYwA8faE3izaJa35gddTjmn4HBptaFEIEolEIukUhNxkP3/+/JbYh0RSP16vT7ui37LVGtRV8mjwlJfjys6mdOlS3PkFRJx+GuZjj222qpq7uBjFbge1Gm18fLu18nfs3u0j6GqT/9TTmEaMQBfCXKNKrSZ80iRSdXryn3kGd14eKqOR6BkziLvqShnC3kHwWCzkP/Eklq+/rj7mtVVQ9PIreG02Em+5RUY7hEJ4Mpx8H3x1s/9aXB+I8zdvalHs5SJUHUTVTy9v5rYrXHYRXF/wt/j/5CEQlgDG0DonJBJJ5yDkK8i8vDzuuOMOli9fTn5+PkqdC2mPR9omS5oflUZD5OSzKf8hcIhu+IST0ERENOtreqxWSpcuJf/xJ6qPlX/7Lbq0NLovXHBUeXJem43K7dvJf/wJ7Nu3ow4PJ+aSOcTMnt2i1camUvnXxqBrrsxMIUxDRBsdTeTUczAfPwZvZSUqvR5tfDxqvf4odippTdxFxT6CrjYlH3xI7Jw56NNDyFtr9As7wZYPHhfozBDRSSq7arXIqHNXwsrHxRwdQO9TYcqzIqy8NfB6RZzCD/Nh93ciT2/gVDj1QWHGIml7nBWw+3v49GrRtlvFmGvhpDsgTFbJJZKuRsii7rLLLuPQoUM88MADpKSkBHTClEhaAtPw4egzMnDu950rUZlMxF97LWqzuVlfz52f7yPoqnAdPkzhSy+T/OADqI3GJp27ctNmDl1xRfXfvVYrRa+8SsVfG0l7+qmjcthsCXQ9ghstqCMjUTVxfkqlUqGTrZYdFndRYfBFl0vkLja3qLPkwO8vw9ZPYNBUSBkOCf0htg8Y67mxY80HW4EQSmEJ4qLX1A6NicLiYPRVMGAKOMpAawJzPJhasfpSehDemAQOi/i7Amz7FA6shnkrpPFKe6AsEz6+zL9DZe0rkH4cDDmvTbYlkUjajpBF3S+//MLq1asZPnx4C2xHIglOVcxA8TvvUrpkCV6Hg4gJE0i49Rb03Zv/IsO6alXQNcuXXxJ/w/VNmotzFxaS++ijAdcqf/8dV3Z2uxN15pEjURmNAStysXMvkbNTXRRNeAO5i6bmvdGCtQA+vUbksk1+Gv58HTZ/BBHJMO4m6HOqEGx1Kd4Hiy6G/O01x/pPFueob/7M7RC5cVnrRaxA+nEQ2Q3CmzdCxQ+N7ojLZQtUORvC7YQ/XqsRdLWxFcLWT2HcjcGD0CWtw1/vBR85+PnfkHFi4J8FiUTSaQlZ1KWnp/u1XEokrYUuJYWE224l9rJLQVFQR0SgaSHTHm+5Neia4nKBt2k/B16bDee+fUHXK/78E9PQoU06d0uhS06m+5tvkHnNP8T84hEiTj+dmJkz2+0soKRl0cTFoc/oiXP/Ab814zHHoIlt5kqYJQusuTDiElh0EShHYjEqioTYO24eTLwfTNE1zynPhfdnQJFv0D07vxazR2c/BYYAv0NcdlGZWnQReJw1xzMmwPT/dV4zEnupaOsLxs6vYNRlcm6rLfG4/T/PtbFki9ZkiUTSpQj5Vttzzz3H3XffzYEDB1pgOxJJw6h1OnRJSeiSk1tM0AGEnXRi0DXTiBGoI+qvUgRFo4V62hU17TCrTqXVYjrmGDK++Jzub79Ft2efpddXX5L8yMPNHvwu6TjoEhJIe+kltHWMg/Q9e9LtP/9p3tzF8jw49BuMngcrHqsRdLX543XRYlkbS3bwC+AtH4nZvICvlwMfzvIVdAD7V4lKVme9aNbofEVxXUxxoJZxFW2KRgu9JgRfTzkWdNLURiLpaoR8e33mzJlUVFTQu3dvzGYzujoXp8VBcqckkvaAp7wcr92O2mxuUBDq09MJGzsW25o1vgs6HUn33Ys2xGy2KrRxsUSefTaWzz8PsKjFPGpUk87b0qi02nYfxeAuK8NbWori8aCJjEQdGSls9o3GJs/9SerH0KsXPRd9iDMzE1dmJvqMDHTd0tAlNqPYL8sSlbhB5wrL/+LglW6y/4L4WjmHlsCurYAI6HbZAq/tWynWA/Hn6zDqCtHepmvaXG2bUFEs3o+9y4Uw63OqaF2tXXUzxYhW1o/mBj7H2OtF9IKkbel3Fqx8AipLfI+rVDDpwdadwZRIJO2CkEXdc8891wLbkEhaFk9ZGfadOyl8+RVcmZkYBgwg/rrrMGT0DGqwoo2LI+XfT2L56muK33kHT1kZ5jFjSLzlZvQZGU3ei9pkIuGmm7Bv3uTbtqZW0+2Zp2Xlq4k49u0jZ/58Kv9cB4A+I4PEO26nYsMG8CpEz7wQXbduMhS7BdAlJ4uYj9Gjm//kHjesf1u0Qo69ruHoEl2dCIXoeubSNHrQB6m4l2YGf56jXAjLr2+FoRdCj/EQ1XQ33FbBWgDLH4G/3qk59h1w4h1CqJlrxYh0HwtDZ8CWJdBjHBxzkZhjNERASvtqDe+yRHeHy7+Fz68XM59VxyY/I4yDJBJJl0OlyAG5doHFYiEqKoqysjIiIyPbejudCk9lJWUff0Le//2f74JKRdorLxM+YUK9Lq6K14u7sBC8XtTh4Q2aQzQWZ1YWjl27sf36K9q4OMJPmYgmOgZdUutFGrhLS/EUFuLYuxdNVBS67t3RJSZ2uBk5Z1YWB86/AE9pqe+CRkPaSy+SfeddKHY73Re8jXnEiDbZo6SJWHLgtQkij6vnCXDqfPjuXjj8p/9jNTq4fh3E9qw5Zs2H9y6A3E3+jz/uGjjtYX8hCLB3Bbw7LfCeEgbAsXPg+/vF3+P6wNzPISot1K+u9fj7K1h8ceC1K5YJIVcbW6GoAu34Gta8KNpao9LhlPuhz2nCpfNosBUJl81tS4W75pDpEN1DWvGHSkWRqMB6PaLi2llnPSWSLkio2qBJ9lV79+7l/vvvZ/bs2eTni3mEb7/9lm3btjXldBJJi+IpKiL/3//2X1AUch94EHd+kJmaI6jUanSJiWKGr5kEncdiwfLll+TOn49j717Kly9n/7TpHL7+elx5ec3yGg3hLigg96GH2TflHLJuvoVDl13O/mnTqdy8GcUdpO2snWJdscJf0AF4PJS8/wFR505FcTrJvvseXAUF/o+TtG+MUaBSw4Ff4LcX4ez/BI4jOOcF/8y68ES4aDEMnl5zTK2BEZfBibcHFnQghFtcn8BrJ9wqqodVFO2BP99sv3N2lSXw63PB19e8DK5K32Mag5hR/HF+zZxiWaZog934vm82WqhYC4Qwf30i/PYCrHkBXj8Flt0jRLik8ZjjRLtx4gAp6CSSLk7Iom7VqlUMHTqUtWvXsnTpUqxHnPA2bdrE/Pnzm32DEsnR4jqcJdwqA+AuKMBTUhJwrSVxZedQ8NzzuPPzqVizBvvWraAo2LdupXTJxygeT4u+vuJ2U7J4MeXLlvkc91osHLryKly5uS36+s2J1+nE9suvQdftW7Zg6N0bANehQ23y/W5rPOXlOPbvp3TpUko//RTHgQN4rMHdXdsFHrdogSzcKWa8Zi+CE24T7ouf/gMueBsm3gf9zoAx/4Br14jg7toizZovWtP+/gIGTYMb/hSPu2E9nPlY/aHlkSlwyWcw5AJQH6lcx2TAuS/CwV+haK/v4/96x9+kpb3gcYqKTjCqgtxrU1EgZgcDsfJxUTltKtkbYPMi/+NbPqppJZRIJBJJSITcY3X33Xfz6KOPcttttxERURP0esopp/Diiy826+YkkmZBq6l/vQ3ylso+/yzoWskHHxA944IWDeV2FxZSvPCdgGtKZSWVGzagT2vHrWS1UGm16NKCzzNpExNFCHYVXazj3F1SQvGChRT97381B1UqEm6+mejZs5ps+NOiuF1w+A/hPlk7L23QuXDuS0LUvTsNjp0LU18S1Yq6P8eWbPjoMji8tuaYzgSzF4tWQ62+4X1Ep8M5/4VTHxTCqGgP/PQo5G0NsGen/7H2gjEKek0MbjDT70z/2UJLdmCHUQBXhWj5a0oIuaNctHMG47cXxIyiUY4hSCQSSSiEfDW7ZcsWpk+f7nc8MTGRwsLCZtmURNKc6FJSUAUxQ9Glp6OJjm6213IXF1O5fTvF771H2Zdf4czMxBsgsNtdHLxa5LVaW1x4KC4X3vLyoOvOgwdb9PUbi9fhwF1YiMcSIAj5CCq1mugLLwy6Hn3B+ZR98SUA2qSkZv1+dwQcf//tK+gAFIWC557DuaeerKu2pDwL3pvuH4C9/XMo3CPMSc54HCbeK4LA6wo6tx1WP+Mr6EC0GH4wQ8QVNBZDGMT0EC1uGl1gQQcwcGrgltD2gNYoTGZ0AX4PmmJg8Hn+76G+AUt8raFpe/G4wF4WfN1hAW87bWOVSCSSdkzIoi46OpqcHP9/EP/66y+6dWvn7l+SLok2IYHUxx8TVs+1UOn1pD75BLrE5jEmcRUUkH3PvRw473zyHv0/sv/5T/aedTbWVT/jqfSdV4k866yg5wk74QTUzTS7FwyV0Yiunp9X0/DhLfr6DaG43TgPHCDv8Sc4OOcSMq+5hvKfVuAOEpmi69aNlMcfgzoGL1HnngsaDc69e0GtJuXRf6Ftpu93R8BjtVL4+htB14veXoC3zmezXbD/5+AzW+uPtF0ef23wGSJrAfz1buA1twMOr2vavpKGQPrx/seN0XDibcHn89oD0T3hqh+F2QyI34f9zoQrfwhccQtPEnEHgUga3HRDE0MUDJgSfL3/ZDBEN+3cEolE0oUJuf1y1qxZ3HXXXSxZsgSVSoXX6+XXX3/ljjvuYO7cILk2EkkbotbrCT/xRDI+/4yS997HuX8/xmHDRItjM92IUDweypYuxbZqle+C203WrbfS65uv0fTsWX3YOHAAhn59ceza7fNwlV5Pwq231GvI4i4qRnG7hBNnE8PXdQkJJPzzDrJvudV/rVs3DH37Nem8zYVjz14OzJqFUlXlPACHr7uO6NmzSbjlZr+WQU1YGBFnnol51CjsW7firajEMHAAlZs2UbxgIRFnnkn8P65B16NHvU6nnQ3F4cBdjzGMOy8PxekEUzsTI4X1VBArioQgqe/76HGKal0wLFlN21dEMsxYAH9/LgLInRVChIy7AWJ6Nu2crYVGK8TYzPeOVMpUokoXrM0xIkXMMS48R7RMVhGWIOYZw5oYvaLRwLCZsPZV/zk/cywMv0g8pitizRezmrt/AHO0EN0RqWBo2Zt8EomkcxBypIHT6eT6669nwYIFeDwetFotHo+Hiy66iAULFqDpqr+MjxIZadA6eF0uEUZtMqFqxs+qKy+P/dOmBzXhSLz9duLmXeX7nNxcit97j9LFH+GtqCDsxBNJvO1WDBkZAYOy3UVF2H79jaLXX8ddWIh55Ejib7wBfc+eqA2ht0K5y8oo//4HCp5+uto50jxuLCkPPYS+exNmZZoJd1kZh6+7nsr1gQ0TMr78AmPfvgHX6lIVNq8JCwuaR9iZ8Tqd5D3+BKUffhhwPW7ePBJuvqn9RVjs+AYWzQ68FtcbLvu2fpOT8lx483RhmR+Iy5dBj7GB1xqDoghzEcULptimtyK2d7xesByGQ79D/t+Qeix0G9E80Q3F+2DFE7B9qfj7oOlw8t3i+9sVseTAx5eJ97o2k58R7cbGiIBPk0gknZdQtUGTc+oOHTrE1q1bsVqtHHvssfRt5EWWJDBS1LUv3IWFuEtLQVFEflsDLXuunBz2TDwl6Hr07FmkBHCH9bpceIqLQVFQh4WhiQj8D7e7tJT8f/+bsqWf+i5otfR45x3MI45t8GsKhOLx4M7Px1NuRW3Qo4mJQdPGnz9nZiZ7Tzs96HrSPfcQe6nsCmgsjv372T9tOorDt51RZTbT67NP21TAB6UsC96cJMw66jLrAxgwueFzbP8CPrrE/3jSEJiztH5RKGkdnDaoLAUUUTVsaI6vs+LxwOqnYOVjgdevWysiCyQSSZeiVXLqALp3787ZZ5/NhRde2KqC7qWXXqJnz54YjUbGjBnDH3/8Ue/jlyxZwoABAzAajQwdOpRvvvnGZ11RFB588EFSUlIwmUxMmjSJ3btrWuIOHDjAlVdeSUZGBiaTid69ezN//nycTqfPY1Qqld+f33+vc8dN0u5RXC4qN23i4CVz2T/lHPafM5WDF12Mbe3agIYnVaiMRoxDhwZdDxs/PuBxtU6HLilJZOAFEXQA7vwCf0EH4HaT+/DDQWfNGkKl0aBLScHYry/6Hj3aXNBVU19rXUNuphIf9Onp9PjgfYxDBlcfMx07nJ4fvN9s7cfNTlQ3uPQr6HFCzTFzHEx7RTgjNoZeE2DGQhGYDcLk5JjZIrMumKBzVQghac3rci6pbYI+THyvo9K6rqADsOXBH/8Lvr7149bbi0Qi6bCE3HPj8XhYsGABy5cvJz8/H6/X1/L4p59+arbN1WXx4sXcdtttvPrqq4wZM4bnnnuOM844g507d5IYoJLy22+/MXv2bB5//HGmTJnCBx98wLRp09iwYQNDhgwB4N///jf//e9/WbhwIRkZGTzwwAOcccYZbN++HaPRyI4dO/B6vfzvf/+jT58+bN26lXnz5mGz2Xjqqad8Xu/HH39k8OCaC6e4uLgWey8kLYMzK4uDl8wVc0ZHcB0+zKErryLj06VB2/60MTEk3XUXB+fM8VvTdeuG6cjnralUbgie3eTYuROPxYI2NvaoXqO9oImKwjxuHBW/Bs6eCxt7FG1zXRCVVotp8GDSX38dT5kFlUq8x+3eBVSthZGXCtdGj0tc9Mf1BUMjbzwYo2DwNEgfIypCGp2YA9MHaMP1uKFkP6x+Gvb8CIYIOO5q6H+2EIVtEHsi6UIoCthLg68fTSagRCLpMoTcfnnDDTewYMECJk+eTEpKip/pwLPPPtusG6zNmDFjGD16dHUentfrJT09nRtvvJG7777b7/EzZ87EZrPx1VdfVR87/vjjGT58OK+++iqKopCamsrtt9/OHXfcAUBZWRlJSUksWLCAWbNmBdzHf/7zH1555RX27ROZPwcOHCAjI4O//vqL4U10DZTtl22P4nKR//TTFC9YGHA9cupUUh55GLXRGHDda7NRsXEjeY8+inP/AdBoiDj1VBLv/OdRZ76VfvopOffcG3hRpaL3d8uOuo3OeyTmQKXT1Vs1bA0ce/dyYPZFeOtEGcRfdx2xl12GJlLOl7QYjnKwFYHHIcRNREr9ldOWoDRTtF+W5/oeN0TANT9DbK/Qzuf1gjUXbEdid8xx4uuqEmv5O+CNU4T4q02P8TD5KSEmNf5zrhJJs1BZCh/Nhf2rAq/PXgz9z2zVLUkkkrYnVG0QcqVu0aJFfPTRR5x99tlN2mBTcTqdrF+/nnvuuaf6mFqtZtKkSaxZsybgc9asWcNtt93mc+yMM87gs88+A2D//v3k5uYyadKk6vWoqCjGjBnDmjVrgoq6srIyYgNURaZOnYrdbqdfv37ceeedTJ06NdQvU9KGeCsrqfhrY9B1+5bNeG22oKJOHRZG+PjxGN95B4/NhkqrRRMbi6YZDDrMI0aIC9A6lXEA8/jxaGKano+leL24Dh+mZNEibKt/QR0VRdyVV2AaNgxtG1Wb9b16kbH0E8q+/BLbz6vRJCQQd+ml6Hv3koKuJSk9CMvuhZ3fCBOQyFQ44zHodQqYWimkXFFg59f+gg6E4Pz9FTj90cabk7gq4dAaEVheVfEITxSh5T1PAMUDyx/2F3QAB3+FvL9Fvlt7d7eUtBweFzisIrC+JdpETdFw+r/g9VPA6/Zdi+8LKcOa/zUlEkmnI2RRp9fr6dOnT0vspV4KCwvxeDwkJfnOQiQlJbFjx46Az8nNzQ34+Nzc3Or1qmPBHlOXPXv28MILL/i0XoaHh/P0008zfvx41Go1n3zyCdOmTeOzzz4LKuwcDgeOWsYFlnrClSVNx+vwAKA2NDyHpTIY0KelYd+0KeC6LrUbqka4TGoTEtAmNNHuu55zJj/4ILkPPeRzXBMbS/J99x5VZc25bz8HZs7Ea6u5qD28bh1RMy4g8fbb0bZBm55KpUKflkb81VcTO2cOKp0etbGTOgy2Fyw58O50YalefSwbllwmrO37B89WbFacVvj7y+Dru7+HE+9ovNFJyQF4/wLwemqOWfPhw5lwzWph0LH7u+DP378KVEhR1xXxesSNjvXvwP6VIrtv3E2QOFDELzQn8f1FZuCyuyFzrQiMH36xyD+MTG3e15JIJJ2SkEXd7bffzvPPP8+LL77YpfKeALKysjjzzDOZMWMG8+bNqz4eHx/vUxEcPXo02dnZ/Oc//wkq6h5//HEefvjhFt9zV8VjceDYb8H2Ry6oIGxMMoYekWgigwsDtcFA7BWXY/n664DrcddcU29+XEuiNpuJnHw2puHHULJ4Me7sHMJOOonwkyegPwqzC095OXn/ftJH0FVRtuRjYi++uE1EXRUqjabNW0G7DAU7fAVdbb6/D1JHtI5jpFoHxnoqz8ZoMW/XGNwOWPOyr6CrQvHCr/+F0x4GjR68QULYtQYo3CWq5HK2rmtRsENEYzitNcd2LYOT74Hjrwue8dcUdEYRFzF7kXg9lVoEvGsDd4ZIJBJJXUIWdb/88gsrVqzg22+/ZfDgwejq5GktXbq02TZXm/j4eDQaDXl5vgPDeXl5JCcnB3xOcnJyvY+v+m9eXh4pKSk+j6k7G5ednc3EiRMZN24cr732WoP7HTNmDD/88EPQ9XvuucdHCFosFtLT0xs8r6Rh3BYHRe9ux5VZ8w+xY08p+h6RxF08oF5hp+/enZRH/0Xuw4+guFzioFZL4m23YezftoHcmogINAMGkHz//SgeD2q9/qjP6bFYsK3+Jeh6+cpVGAdIK+0uwcHfgq8V7QV3ENETDLdThIDrzKGJIZ0Rjr8WdgSp1o27AcIa2RbstEHu5uDreVvEvOAxF8G6NwM/pvdEKNrfNQWdJQfyt8OBXyC6O/Q6WVSNOmsuX20qiuGr23wFXRUrH4ch5wvTncbeYGgs5tjmrwJKJJIuQci/jaKjo5k+fXpL7KVe9Ho9I0eOZPny5UybNg0QRinLly/nhhtuCPicsWPHsnz5cm655ZbqYz/88ANjj7jnZWRkkJyczPLly6tFnMViYe3atVx77bXVz8nKymLixImMHDmSt99+G3Uj/nHfuHGjj1Csi8FgwNCEwGhJwzh2lfgIuiqcBy3Y95URNjx45pwmIoKIyVMwH388zv37UTweDL17o42Lazfh1SqNplmD01Gpgtq3q9RdqxrfpYmux2jHECkqaI2hsgxK9sHa/4ElS8zjDZkO0T0ab7iSMADG/APWvup7fOA50POkxp0DQGcSM0k5GwOvx/UR5isn3Ap7l4tWzdqMvgoy/4QRIeYiKoqoEmp0oO6gERylh+Ddab7VW40OZn0IGRPEfFlnxl4KmfXEEu1cBrYCGDhFfI6kEJNIJG1MyKLu7bffbol9NIrbbruNSy+9lFGjRnHcccfx3HPPYbPZuPzyywGYO3cu3bp14/HHHwfg5ptvZsKECTz99NNMnjyZRYsWsW7duupKm0ql4pZbbuHRRx+lb9++1ZEGqamp1cIxKyuLk08+mR49evDUU09RUFBQvZ+qSt/ChQvR6/Uce6wIgF66dClvvfUWb7zxRmu9NZIjeCpcWH/PCbpuW5ODsX8sGlPwj77GZESTlnbUjpUdAU1UFGEnT8D204qA6+Enn9y6G5K0HRknijZEj9N/bfQ8YS7SEA4rbPoQlt1Vc2z/z/Drc3DFd40PUA6Lg5PvhuPmgUW0UGOOF3/C4xt3DhCibtxNsGVJ4PUTbhXGF/owmPsF7FshTGIMkTBgihB5PU+oybqrj/JcUd3xOMBlh22f1sQyRHcXe+koOKzw/QP+7bgeFyy+GK7/Q84Yehywexn89jyMvQFOvF0KO4lE0qY0uW+goKCAnTt3AtC/f38SmtkYIhAzZ86koKCABx98kNzcXIYPH86yZcuqjU4OHTrkU0UbN24cH3zwAffffz/33nsvffv25bPPPqvOqAO48847sdlsXH311ZSWlnLCCSewbNkyjEccDn/44Qf27NnDnj17SKtzkV87DeJf//oXBw8eRKvVMmDAABYvXswFF1zQkm+HJBAKmAbFETY6GcXupmJTAa7sWvNiXkWGCtdCEx5O0j//yYH1G/CWlfmsxVxyCdqkVpihkrQPIlLhoiWwaJZwjKyi96kw5urGWfpb8+G7e/yP20vh69th1nvCmKQxOG2w4V3YsBDcduh3Jky8D8wxoVW/YnvBBW/DFzfWtNLpw2Dys6KKV0VMD2FM0e9M8Ti3E7qPEdEH9eFxQ85fsPRqKBYxN4QnwikPCnONl4+HWR9A70mg7SCxCBWFwdtf3Q7I2dz5RZ0xGrqNgqx1gddThsGK/xP/v+ZFGDZTirrGUp4jYlMUj4gXCU8GTTO3sUokXZCQc+psNhs33ngj77zzTnXwuEajYe7cubzwwguY20mLWkdD5tQdPV6XB3ehHcv3B3AcsKAJ1xE2Mgl1mI6ST3eDF6Kn9yF8TAMXaV0MRVFwZWVR9vnnWFeuQhMTQ9zll2EYMADtUUQlSBqHt7ISlU6HStsOLmrcTpHnlrdNtJalHitETVgjq2ObPhTRAcG46a/GZcxZsuGdc4VBSW304XD1KogP0YHZ44TyPHExiSK+pvDk5mkhLNoLr4wTwrM2KhXMfB8+v17Y1F+7BqJrVfys+UIE7vkRTLHQ93SISAZD25gx+VC4G14cFXx98rMw+orW209zUFECFUXgqhCCLSKxYROS3M3CKMVVZ5509FXCyOSPWvP1Y2+EMx6t/3z2cnBaQKUVwr+Lmc3hcUP2BvjkStHeC+Imz9lPi8+/UZpiSSS1afGcuttuu41Vq1bx5ZdfMn78eECYp9x0003cfvvtvPLKK6HvWiJpBtw5NvJf3SyqcYC70k3ZsgMYB8UReWoPKjbmYxwg76TWpTo+4B//IObiOaj0umbJ1pPUjzMrG+vKlViXL0eTEE/snDnou3dHE9VKeXCB0OpFq2B983X14XHVvx4gZzEgmX/4CzoQFbTVz8CUp4QBS2PR6IWgim5mMyqvBzZ+6C/oQHQErHsLhs4QF/9lh2tevzxHREUcqjWz9f29MOW/Yv7Q0MYXt4Zw8RmouvCuS9rI1t3P0VJyED67Dg4eMYWqassdPQ/C6+kyShgE//hVzHYeWA1hiXDMLDEr+lMdAeeqCH4elx2K9sBP/xLnMceJls1B5wohX1kqhKPOJDLrOitlh2DhOb4/L5Ul8MkVcMX3ojIukUiaTMii7pNPPuHjjz/m5FqzNmeffTYmk4kLL7xQijpJm+CxOSn5bE+1oKuNfXsRESd2wzwqCW1U/eY0nnInildBbdSgNrSDykkrotJo0Ea3oaDoQjgPHuTAxXPwFBZWH7N8/gUJt9xCzEWz0XTUan16PRdlyUMbd8HqccOWj4Kv7/oGKu8PTdS1FG47HP4j+Hr+39D7FPH/VbOKHjesW+Ar6ECIwC9vhPTjIK4vBDJDUhQRoO71CJdQcyNdQEMlIgXOfAIWXeS/1msiRDY9RqXVKc+F984ToqoKVyWselK04R5/Q+D3GkRLYFxvEXZfUSziDJY/LM5ZlyHnB99D/jZR8asKFnfa4Ns7YfePIlLj2zuhcCfE9oGJ9zb+Z6UjoSiw+aPAN0AAVjwKF77b+b5uiaQVCdmjuaKiwi+sGyAxMZGKinruVEkkLYhS6fGdnauD83B5vYLOU+7EujaHgv9tJv+/f1H8yW5c+RUo7kZWFiSSRuKx2cj/z1M+gq6Kgueewx3geMg0tiLW3IQnwZhr/I9rdDDluca1carUYKzn5oIhQjymPaAxQHw9USfR3UUbq0YnZvYAbPnwx/+CP2fTIljzX8j+S1RwqrDmi8rfG6fC80PhvQtE1IC9vFm+FD96nghzPoGE/uLvhkhhBjL91ca347YHivf7CrrarH4GrMGNtarRGiAyBXqMFyYydel5UvCW4Ipi+ObOGkFXmz3fi71l/yW+v4d+g4VTYNtSMbvYmXA74PCfwdfzt9df7ZRIJA0S8r+MY8eOZf78+djtNXdbKisrefjhh6ujAiSSVkeNcMgLgsoQ3FjBY3VSvHQ3pZ/uwV1Yidfmwr65kLz/bsCVL/+RkTQvntJSyn/6Keh6fbmB9eK0QcFO+OEhWDIX/nxTtM+1pjGQKRpOuhNmfiCClKPSYeiFcM0vkDyscedQq2HUlcHXR88TbXCtTXkO5G6FnE2ildLrEZWc0VcGn40aeZkQaSfddWResUCEnttLg7+OLV9kBr52Mqx7G+wWIe6WPwJf31bz2tkbYMFkYcbSEt9jYyT0mQSXfgU3b4brfheh2xGBc2HbLQU7gq/ZS8XPTWOJ6w3XrIJj54qZuLjecPZTcP7r4oZGIByW4GYrICq9dV1hv7tPVGQ7Exo9JA4Kvh6TAdoO5BArkbRDQu4ve/755znjjDNIS0vjmGOOAWDTpk0YjUa+++67Zt+gRNIY1GYdxgGx2P8u9l9UgaFXdNDnekocOAI9z61Q+tU+4i4ZiMbUQVzrJO0fRam3kuZ1NOEOvcsuDDeWXCZEA8DfXwoTgsuXNT5KoDkIi4eBk6HHWDFjZ4gQIc2hENtLzBytedH3eNpxYkatNYPAPU7IOmLuUHZYHDPFwORnoO9pIn9vxjvw2T9qBIJGB+NvEaLhlPtFNMJLo4XxzIx3oPs4OPhr4NfrfjysfEL8//KHxHsJ8Ne7gR//7Z3QbaQIBQchHt12MZ/VGMfShmhMlEV7pj6XTp0ptKgJtUZk0p31b9EmqdZAWEL9hicqjYi2CFSpA9FG7K4TI+KqEJW7ps62tkfUahhxCfz+cuD3YuK9wtlWIpE0mZBF3ZAhQ9i9ezfvv/8+O3aIO2CzZ8/m4osvxmSSd1kkbYPaqCVqSi+ch8vxlvuaNURN7Y0mPPjFTeWOAILuCM59ZSiVHpCirkXwVLjwWl14K12oTTrUYTo0YZ37vVZHRGAaOZLK9esDroefeELoJ7XmwdJ5NYKuisoS+OIGuOij1rdbP5rXM8eKVr+hM4QRicMCwy6ExIGtXykqzYR3pvq2w1WWwMeXw5U/iBm4/meKSlZpprhgjeoGpYfh4Gr47UUoyxTPy/4Lvr8fTnsE3jpdVNxqE99XVDQsWTXHDv5evyOmJRvsZaJlteSACH0v3AkpxwqHyuienT8ovD7i+wrhZSvwXxt5efAKW33oTeJPYzDHwqDpsDVIVmLaKPj5P/7H1Z1spttRLtqVZ74nHHKrqtVaA5w6X9zwkEgkR0WTfmuYzWbmzZvX3HuRSI4KXZyJxOuGY99dgn1HMZpIA2HHJaONNaI2Bv+oq3T13PXXqOpt65Q0HXepnZIlu3DsrcnH02dEEjuzP9roBqzGOzDaqCiS77+PA7Nmo9SpykVOnow2uQmipeDv4DM4h/8Ucz0dLUPLHCv+pA5vuz14PbDxg+Dv7conYMYC0apY2zU0bxu8e27g5/z9OUx6SLj9fXuXaM3TGmHwdGG28enVvo93WsU8V32otUcqtZfWtGIe+h3WvQGXfCYC1LsqUWlw6Rfw/oyaSivAwHNh/M1CVLQk+jA49QHI/L1G3FdxygOwdan/zRhznBCinYXyHNEWvuUjIWKnPCPeF324aNEOTwytYiqRSALSJFG3c+dOXnjhBf7++28ABg4cyA033MCAAa3Y4iORBEAbYyT8uBTCRibhdXjEfNyeUtRGDdo4E5pIPSqNr4gzDYrDsuxAwPOZh8Wj7uSVo7bAU+Gi5JPdPoIOwLnfQslHu4ibMxC1ufO+74Y+fchYupTC116jYs0akQ141ZWEjR3btGxAZwOzn8Fav7oaiiIuMD1OURELT66/ldNth6zAFVXgiLmDTYi62tQ2OAmEo0xc3F78kXhs0T7Y+RV8dKk4X216jhM5djqTf14aCPMOrUFY9tedrfO44NNr4MofGxaGnZnEQaKqWp4rKkRRaUI0mVqp3S+mB1yxTAjtv78Q7qHHzhE3DVY96ftYtRbOf6vjzS4Gw2EVgm7zIvH3zD/EH7VGGMyc/6YUdBJJM9GkSINZs2YxatSoamOU33//naFDh7Jo0SLOP78eW1+JpJXwVoiMuor1NcPmKoOGuEsGYugZhUpbcyGnidATeUYPLN8d9DmHJkpP5Gk9UOuDm6xImobX6sKxuzTgmmNfGR6rq1OLOpVOh6F3L1Iemo+nvByVVos29igqaclDg69Fd6/fTbKrYCsUc4arnhAX9+GJcOI/RYUsWFaZxihaPvetCLwe2ytwgHV9VRa1RoRfg6jIKIqYQ0wdLoxJbIXiQr88R+SYRaaLucQZC2HRbN+WzbAEOOe/Yv7KGcCVEUR1qqKo7UWd1yuC7d0OIUIbEtTNTWRqzdxhWxCVBkMvgMHn1XzdHidct0a0GGf/JX6Oj50jfmbVneTfHVt+4IgSr0f8XFUUQlgLRXNIJF2MkEXdnXfeyT333MMjjzzic3z+/PnceeedUtRJ2hxFUajYUuAj6AAUh4fCt7eRdNtIdHE1dwbVJi1hx6dg7BeL9fdsvOUuTEPiMfSJ6tRtgG2J11F/5chrd+OpdOGtcINXQW3UoonofHNBapMJdXPMIoclCFfIP1/3Pa5SwdlPt/0FfVvjrBAB4LWrItZ8+PafYn5twp2iHawuGo1wsPzjf/7zbwAn3x242hOWAH1Ph93f+69NuEfkwIEQXB9fAZlra9bjesN5rwlx13N8zQVvxgS4/g8hTAt3Q68JwnAlOl24ZdZLG0ez2Apgy8ew+inxdYUnCpfUwdM7VjxCc1BbyGr0wnhl4n3gsYuZs1DEnDVfvJ+uStGqHJYIhgCf47bEXubfXloba35NbIZEIjkqVIoSmhey2Wxm8+bN9Onjm8mye/dujjnmGJlV10QsFgtRUVGUlZUR2VGDh9sJbouD/Bc24i13BlyPntqb8HGB79gqXgW8ik8lT9L8uAoqKF+Ria5bOIrLS+WWQlxZNZWGxFtGUPbVXhx7RHumNt5E9LQ+6LtHyMppMKwFsPcnceFcngMpw2HSfFFp0tdjtNEVKDkAL46uCQCvjVoLN6yD2IzAz3VVwv6fhRGN/Ui7sNYAp/0Lhs0MHpZsyYYf5sO2T4QgTB8Dp/9LOGlmrYfhFwlTk13L/J8b3xcu/RoiGmniUXIQXjoucLBzWAJcvUqYt7QFDiusfNzfyRSEGc6J/2y86YikhsLd8NElIuAexOd49FXiPW1PjqVFe+DFUcFjN65dA0n1RB1IJF2YULVByJW6k08+mdWrV/uJul9++YUTTzwx1NNJJM2PVwkq6IB6s+dUahWopTNKS6J4FFCEgC5feRi1UYN5RBLh41Mp+WQ3ht7R2P8uqhZ0AO7CSgrf3ELidcPRp0e04e7bMeEJcMxM6D0RPG4RIxBMcHQ1KooCCzoQ84a2guCiTmeC3qfCtb8dmcdziza+hswddGY47mrh2qlSi8e+O70m9mDI+bA7SAxQ4W7RqthYUReeBGc+AV/d4ntcpRLtmRFtWKm1FcDaVwOv/fYCjJgL+p6tuqUOT1kWLDxHfB6r8LrF+xyeCONuFhmK7QFzAvQ7E3Z+67+WMrxzGcJIJG1MyD/1U6dO5a677mL9+vUcf/zxgJipW7JkCQ8//DBffPGFz2MlktZGpVWjTTLjzgss3gw9I1E8Xj/DFEnr4C6sIP/FjSgu0ZLjLQfLdwcw9IkWzpcJJgpe3uT/RAXKvttP7MWD0JjayQVLe6Q93aVvLwSae6tNQ0YNGq2YiYpKa9zrKYpwo/zkSIj61BdE62ftoGuPs/7QcFth414LQGeEIeeJquyq/0DJPkgaDCf9U7T3tebsWl1shcGNejxOsBXVnyXX3Htx2sR+KkvE60ekCGGhNQoTFbW2/d8MKdzlK+hq8+t/RQW5sZ/VlsYUJVrAnRWwf1XN8ZThcOE7wedZJRJJyIR8ZXTdddcB8PLLL/Pyyy8HXANQqVR4PAFmECSSFkYTrifq7AyK3t7mt6YO14FWjWVlJuFjUtCEd745rfaM1+6m9Jv91YKuNo49pURO6o7116yA6wDOQ1YUpwekqJOEgjleiJuiPf5rMT0DVwscVjHztnmxyJ/rf6YIBm/MxXJ5Dnx/X63Xj/W10wcxO6XRCYfKQESG2C5pjBL7m/G2aBk1hNfMCXrcYM0Bu0WIF3O8uNiujd0inDe1puYVNQ0J5tZwPnQ7IXcz/PGGCHP/+jYxywVCxI2/GXqcIL5nhggYez10H9t+b5AU7Ai+Zi8VnzW3Q3yGdO1gLjyqm/hc2gpF5dYUK37mpKCTSJqVkK+MvN42HriWSBqBoXsEsTP7U/r1PrxWcdGk7x5B5KndKfl8L55iO7gVIk7tjlrOz7UaXrsbx66SoOuV24vQd4+kYl1+wHVNpF60yLYQituLx+LAsbcMd4kdQ0YUuiQzmsgWzrKStCwRSSL0eMHZIrOvClMMzHzf3z7eaRPW859dW3Ns65IjmWdfBW/VrMJRLhw2qwhksrLjGzhmNmx4x38tY0LT29KMkb4RCxXFwqRkxf/VBD73PhWmPCus9h1WMZe18nER0RCTASffBSnHNI/lf1i8OGfJfv+1+L5CYLY0xfvg7TNh1gfw0VzfaAivG1Y/LZxI1VphWpO5FgZOFXlq7bE9ML4eYxFjFJQeggWTYfYi8VlqD+Hz5jjxR5qiSCQthrzdLenwKF7F70JfbdJhOiYBXVo4rtwKVBoVziwrxR/twmsTIs/6SxZhxyWjjmkHdzK7EmoVeAK3nal0aox9YkTge4CHhJ+c1mIumIrbi2N/GYULtlXvr5xMtPEm4q8cglZ+Tjo2iQPh6p8hewPkbhHtid1GivDjuljz4fPr/Y+XHRbmJ9NeFpWwYGj0Yo6uyvVPrfHPmdv0oTiPSi0Czj1O8f8Dp8KZjzWPzbuiwM5vhMtnbfYuh/emw2XL4NBvIrS8ivIceOdcMaM38rKjr6RFJMOs94XIqKx1Q8ccBxe+CxEtXA1zVsDqZyBxsIgNCJT1B/DH63D8P+DbzeLvf38BY/4hKl7hSaKq2l5I6C/e19o3DqoYeRlsWSLE6kdz4fq1IiJBIpF0epok6v78809WrFhBfn6+X+XumWeeaZaNSST14bW7cZc6qFiXi7vEgWlgHIbeUT4X3iq1CneRneL3/w54DsXlxVvphlbKn5WA2qzDfGwiFevyAq6bhiSgDtMSe2E/ipfsBm+NsjOPSMQ04Ciy3BrAU+6k6J3tfoLTXVhJ6df7iJ3RD7VB3gc7KipLjjhIqsEcI1rdWpPodPFn0Ln1P+7Ar8Ft2Hd8CRX/ql/UhcVD/7Nhx1fi7xs/hHE3+UYqKF4RGH7hu6L9z2kT7ZJhCc33vpTnwE//CrxWtFdkhH19a+D1H+eLryGmx9HvI3EQXLNaiKr87ZA0FFKPaZ25L4cFDv0KSUOgOEC1sIrSA0K81WbzIvF5HTAZ+p3lHzLfVkR1g7lfwuKLxXwdiBsHw2aJNuPf/iuOuSqE6Y4UdRJJlyDkK5THHnuM+++/n/79+5OUlIRKVVMhqf3/EklL4XV6qNxSSMknu6uP2bcVoY7Qk3DNMHTxNXeWNWH13F1VgUra47cqar2GyFO649hdiqfM4bMWPiENTbQetUGLcUg8yd2jcGaVozg8IsogQo+mBQPJndnWoLN89m1FeM92SVHXVDxuKPgbvr0LDv4qKlL9z4bTHhG5bO0NhyX4muINbvxRhSECznxcfM1Fe4W4SxwI5zwvHAoLd4uL71Pugx7jxMxdS+CqCFzNqaKiyLcdtTZuh8jwaw5Rp1LVEtStbKCm0Yv8ttJDYuYwGPH9/OceVWoR6r70arjyB0g/rmX3GgoJ/UQrcHkOlB4UMRs7l8GXN/ka8DjK226PEomkVQn5CuX555/nrbfe4rLLLmuB7UgkDeMpd1KydLffcW+5k7Kv9xE7sz9qo/hoqyP1aGIMeEocfo839ItGXZ/ok7QI2lgjCdceg313CZVbClGHaQkfm4o23oTGJL4fap0GdZwGbVzrtTx6bfVcqCuguEOK9JTUpmQfvDGpJkdN8Qqhk7kW5v3U/ioJPU8IvpY0uHEVm+juImuucCcc+h2ie0DGSaLi43WLdr6WNuLQGES0giuAE7BGJ2bmEgcJ441AlUl1J7iJYY6FE24VmW4JA8TMmb3M/3HHXwdrXvI91vuUmjbcFY/DhQvbT7UOxKyo4oEPZwYX70mDW3dPEomkzQj5N7ZarWb8+PEtsReJpFE495cFnLcCsO8oxlvhrhZ12igD8ZcNpuDNrXgtNTlVupQwYqb1bTVrfK/djdfhQaVRScdNQBttIHx0MubhCajUqnYRL6FPC95Op4nSozJ00Kqu1yMu+Oylomphjmu5ylAgnJXwy/OBg7FtBbDjazG71J46PSJTof8U2PmV73GVGs5+qvHmGZEp4k+vk0PfQ2WZqBiqVOJ71pTZtvAkGH2lyIMDcZ6wRNF+2m0E7FsJg6dD6nBh3LL+7ZrnGiLbNt/Omi+cQbUG0c56NPQYC6OuFK2o570O391b44SqDxeir/RQTSsjwKBpoqJaVekq3CnEcVNEncctKmplh8U5YjOar802IgXO+reYn6vLiEvbp9GLRCJpEUK+or311lt56aWXeO6551pgOxJJw3id9URlHAm1ro0uKYzE64fjLrbjKXWgSzChiTK0mOFGbbxOD+78Csq+P4jrcDmaKAMRE9Mx9IqS4g5RkWsvaCL1GPpG49hd6rcWNaUX2qgO6IBZWSpCf7+/T7TaAaQfD9NeEu1/rYGjDPatCL6+a9mRAOqwxp+zshSseXB4nRA73UYIsaI3H/V2ASEipjwDGSfCmheE+EwfI9pFEwY0z2sEw+2Col2w7F7Yv1II8WEzYcKdoVc0tXoYewM4bNBzPHgcEJkmjDRWPeH72HE3wfhb4NfnxHzWea+3jaizFcK+VbDqcSg5IN7vSQ9Bt1FCaFpzxPyhxiAES2O+52EJcOoDUJ4HOZth2qvivfF6xJpKI96TbiPFaww5H5zl8F2tWIq43k0T1m6nMKP5aG5NhVClFu/3uBuPXrCqVNDrFLj0S/jhQcjZJKIMTrwNBpxz9PEUinLk/da3DxdNiUQSFJWi1Jd+6o/X62Xy5Mns2rWLQYMGodP5tq8tXbq0WTfYVbBYLERFRVFWVkZkZDtq72iHOHOs5D//V8A1XbKZ+KuGthvBZN9dQuFbW/0qi+HjU4mc1AO1zFtrV3gsDqy/ZWNdk4Pi8KCNNxE1uReGnhGoTR2wVXfnt/DhLP/jEclw1fLWMaqoKIJ3pomcsEAMvRDOfanxF4y2AljxGKx7q+aYWisCvgdOrd/AJFQURYhHxQO6sNYJpS7YCf87yb+yGd0DLv+mad+zoj3CzbFgN6SNEjltgZj1IRz+E46ZJQRkIBHjdQMqIfyaG4cVfn0efv63/9o5/4WIVPjiOlHF0+hgyAw45X5hHHK0eL1CRK59VbQGW7J816/5RVS4PU5RPYxIaVx1uWgfvHxc4DzC816HYRce/d6rsBWJz41aI6q0R1v9Lj0kKuk7vxXid8w1IoaiOaIuJBJJg4SqDUK+orzppptYsWIFEydOJC4uTpqjSFodTaQB07B4KjcX+i6oIXpan3Yj6DwWByWf7gnYKmr9NZuw41OkqGtnaCINRJ7Wg7DjU8ArIhZao6ILYlbUW+kW18tmLZow39dVvAoeiwNXXgVeixNdSlj9FWdrvrhzH4jyXMja0Dqizhwn3B0/uTLw+phrQqsA7FvlK+hACI3ProWU4ZA0qMlb9UOl8s+wa0kcNlj5ROBW1dKDcPC30ESANV88Z+0rQjCdfJcQTcHYsgTOfRn0AcRceY6ocm14RwSYj7pCmIs0Z4C0rQB+CeKg/cMDwmimKjTc44JNH4iWydkfBp9PtBWICl3JQYhMFsIwMkAFUq0Wbbf9zhSZhFXow4XT5L6fRBWzolgIupPvEa6YDVXatn8ePGB+1ZOiNbe5ZiubIwajiqK98NYZ4v2rYuvHMOFuMX9YN7xeIpG0OSFfUS5cuJBPPvmEyZMnt8R+JJIG0YTpiD6nN4be0ZT/fBiv1VUdLK6Obj9ZYl67W4ScB8GVbUWX0EztYl0Ir8ON1+rC6/CgNmpQh+tRN6OLqUqjRtuKnyOvy4Mry0rJJ7txF4gMLV23cGLO74suOQyVWoXiVXBlWSl4aytKZY2hiy4tnLhLBgVuDXU7fGeE6nJoTes5EWacJCpyWz7yPT7xPogNwf3SVgCrnwq+vmGhyFfrqDcbG2pV3fapmIFrTGaarQC+vl1U6Koo3i/aG4NhzQMlgGGQJQcWXwJZf9Yc2/oxDLlAuHw2lyixZAV3FrWXIQIs65C1DsoyA++h7DAsuRwO/1FzLKYnXPyxqDjVRWeEXhNEVc5WIPYSngS/PAfr3qh5XHmOcJm0FcDYG0FXT2t23tbga6WHggu+tsRhhR8f8hV0Vax6AoacV7+oc5SLlk2tsXWq2xKJBGiCqIuNjaV373ZoQS3pcriLKgk/Uu1y5VZQ9M52VCYtCfOGtupFeVDUDVxYatvPPFlHwWNxUPb9QSo25IsMO42KsJFJREzqjjayA868AZ4iOwWvbfHJ5HNlWSl4dRNJN49AG2fCY3H4CToA12ErlmX7iZ7Wxz9uQa0RLVOBLswA4gJc1LYU4Ylw1hMw/ibY/aNoX+szSVwwh3LH3+MSwiMYJfuPmGu0j2p9yKg1orWtdkh3barmvxpD8T5fQQdCYKQfJ9oMA9H3NNFmWhtFEeepLeiq2PqxmIdsLlGnbeBnWBPkkiV3i5iHq43dAl/f4SvoQHztH1woWlkDzQyqNaKds6qls3gfrK9VGQ5PFAYkKceIv9tyRWtsMHqeIN6nQBx3tajK7lsl5uyie4jz69r436/K4pqMxUDs/l4EoNfFaYXCPaLanLtZtPBOuEu8V61pziSRdFFCtpx76KGHmD9/PhUVASySJZJWwpVfgfXnLMq+3k/Jx7ux/pKFt8KNp8iObW0uiidIcHArojbp0HcP4m6mUaFPkVW6UPBWuin5cp8ILq8SQB4F2x+5WL49gNfeQHZYO8Tr9GBZmekj6KpQnF5s6/NQPAru/Eo/QVdFxabCwHEM4cnC1S8QWgP0OeVoth465jhIHgon3gpjrxM5W6G2cOnDhWFGMHpP6riCDoTZy5hrg6+PukK0CTaGzUv8j23/XARUawOIBlMMDD7P//y2AvjzDf/HqzXCwAUFcreK9kZX8M6EaspzRbj78n/B76+KNj+nTaxFpAS/+I/v658jV0WVOPN6RYW6at+7lwV+fPG++vP7amPJrol7SBslZjcPrIbFc0RMwpe3ijnIYPYEfU4FY7T/8TH/gKh0ePl4eGcqLJwCL42Gvz8XlbK2RFECR1xUUfUe133OgV/g9ZNh17ei6npoDbw7Df56r+Z7fJSU2csoqCjAHqhFWSLp4oQs6v773//y7bffkpSUxNChQxkxYoTPH4mkpVG8CrY/coKu29bl4bW1fUuLJkxHzHl9UdWdm1NB7AX9ULfSrFZnwWNzYt8auHWsYmM+Hmvbf89DRXF4cB4KHg7s2F+G4vLgKXcGfQxeBcUVwBFWrYahM+CYi3yPGyJhzlIxP9TRMEYKYwxVgH+6TDHQ/8zW31NzolKJltjeAQT3xPtE62DjT+Z/yO0Qc1wzFkLacTWv2WcSXPl9YHdNV4X/jJ9aK0w+tAZR9Xp1vBAkPz5Uv1iyZMMHM2HB2aKNdtld8OJIEafgsAlxduF7/hU7QyRMfgbWvOx/TkOEmO3L3QLf3CHE1h9viEpdfT5wwSrYddEfMd7R6OHke2HJZSJ3EMT59y6HN08XM4+BiEoXVcHEWrOecX1EXuGyu4TxShVuuwg6L97XuL21FMao+rMa+57mf6w8B768OfB7/tMjDb7fXsWLyxv8d3hxZTE/HvyRfyz/B3O+mcP/rf0/9pftx+3peDfzJJKWIuT2y2nTprXANiSSEPHU84+1otT7b3lrok0yk3TjsVRuL8KxpxRNnJHw0cloYgztys6/I+CtcAfNJ0QhaCWrXaNVo4nUB5291EQbUWnV6JKCV3XVZi2quq2XVYQnwqkPwrgbIH8HmGMgJkNcaAZrZWvvxPeDS7+Ar24VOWIAPU4QEQSNtfyvyu6rKBIVJ3Nc6xqi1EdEMkz/n2gT3PG1EC0DpgjBE0plc9iF8Odr/scz18LeH+GsJ8W5q0LIjcHOrYI+p8HmxTD8IjEfGZYkzr2lVjXQ7ThiyFIuWm3rZrC5HfDbi5Cz0fe4osCn8+CGdULspI+G69bC31+KFr7uY4XorMqrqy2eDBFw8SfCxn/JpTXHd38PsxeJ5wSqKoGIdmgM4YkiIqD78aKN0lXp/xh7KWz5WFTG67qCqlQiAPzSr4Sw8TjF5+3LW4K/5poXRUWwoXbUlsIULWZT3zzN/+sdckFgg6WK4uCC3uMS85wBbkqUO8vJsmaxZOcS8ivzmZg+kbEpY0kJr2mNLXOU8cLGF/h4V00b62d7PuObfd/w7tnvMiiuGc2RJJIOTMj/qs+fP78l9iGRNBqVWoV5dDKVW4sCrpuHJ6AJax8XrCqVCm2skYgTuhF2fIoI2m5o1k4SkIbMUDpiOLjGpCXylHQK39oWcD1ifCoqrRpNlAF994iAVb3I03ugiQxS9S3NhI8vh6z14kLSbYeUY2H6q81jA98W6EzQ80S49BtwlIoZM3Nsjc26oog2vZzNULQbkodB4oCayqTDCnt+FLb+Vdl9MRniPUkaCoYQ8vJaivBE8Sf9uKafIzZDXIDXnecKT4Tj/iEusBsj7N12YYwx8Bxh9//RXCGYgs2JbfoATrzdX9TZCmDDgsDPURTY/YMQdRq92Pv4m/wfN3uRMEXJ2SIcLBMHiuNvB6jQblsKx86FP1/3X8s4CSKSgn7JPkSkiNfdtwo2vB38cbu/h+Pm+YpjW6FoQ8zeKOYhk4dAeG8hAkv3Bz9X0R4hptpK1Hk9YIyBq34S37fNH4l5zHE3ivfOHMBls6G24ADmPjaXjc/3fM6Tfz5ZfWxl5koSzYksOHMB6RHpAORX5PsIuiqcXieP/f4YL056kWhDdChfoUTSKWnyle/69ev5+++/ARg8eDDHHntss21KImkIfUo4+p6ROA9YfI6rI3SEj+uGqh4TEsXjxWNxojg8oFOjCdejbgVBoNaG3O0sqYU6XIeuWziuLP95E32PCNRhHTBHDtB1iyDilHTKV2TWVCLVKqKn9kYbL6zlNRF6Yi8eiOW7A1RsKgCPgjpMR+RpPTANjQ98o8BWCB9fIXLHoKb96cDP8MVNcMGbHduZLiJR/KmNoog2vIXniAvnKqLSRDhzbC/I3+5b1QFhsPLOuTD3CyH+otNbfPstTli8cKYcdqGo/DisorVzyPmhhZgbo8W83LK7atoC3fbgrY2KN7DRi+Ktf66qMTNuVWK3tinKX+8Hnv/asgTOeUEIkT9er8lvGzgNzvhXYGFShcctBL9KBeZ4SBoi3ocdX4gZwIB7SxKB6LW/nk//4etmqjPDRYsh9VgRv1FVaa5Lt1Ggb6ObC7ZCUXX8+d/iPTBEitiRiffUH4FiihMB7YHeH30YRHenxF5CiaMEh9tBlCEKh8fhI+iqyK/I59l1z/LoCY9i1pn5I+cP/3MeYVPhJsod5VLUSSQ0QdTl5+cza9YsVq5cSXR0NAClpaVMnDiRRYsWkZDQjJk1EkkQNJF64i4agH1XCdbfslFcXkzDEggbmYQ2NrhzmMfqxLY2l/JVh1GcHlCDaUgCUZMzAtvCS9oNmnA9cRcPoHDBdtz5NUZNumQzsTMHoOmgok4TpiPipDTMI5KEYFWr0KeGoY7wjWrQRhmIntaHyEndUdwKKr0GTaQ+eOXXVujv/FfF3h/FekcWdYEozxEzXrUFHYjK3dKrYeZ7sOL/Aj/XbRcmFZUlcMoDHXPmsC7hidDvDOgxTggVY2TooeERSZDl9p3z0jQwDxxIkOjChJjJ/ivwc/qcGtq+qnAHaIcEITq/vBFu3gKj54m2UH2YqJjVF1BfegjWLxSVSLUWRlwGQ8+DmO6ivfLD2YGfN/b6GtdKt1PM/9WNp3BVwPsXwPV/inNtWyqqYrXR6EXFrzGxFc2N2y5McVY+XnPMYYGf/yMqjmc+EbxNNyIJpr8mDF9qt2yqVDDtFfLUam5ffiObCjcBMDR+KKf1CDCbd4SfMn+ixF6CWWdGV897oUIl85IlkiOELOpuvPFGysvL2bZtGwMHitaH7du3c+mll3LTTTfx4YcfNvsmJZJAaCINhI1KxjgwFhThNqnSBP/lrri9WNfmUv5DrZkML1RuLsBjsRM3ZzCa8I4pDLoK2lgTCfOG4ilz4LE4Rfh2pL5RAeGKR8FT6sC+qxjn4XL03SMx9o0Wc2tt3BKrNmpRG7Xo4gOEPtd+nF6DOrb+x1RTV9jUxWGpf70jUp4j/gTi8J/ia87fHvz5+TtENSJvW+cQdVXUbYUMlcy1vn8v2iPaWnM3+z82dUTgQO6wOCEK3j7Tv8qXPEzMSjaF7uOCryUNEU6fjQ1ILz0kArct2TXHfrgfNn0Icz4W5jKjroB1b/k+76S7IL6Wxb8tH9a9Gfg13A4RCD94msjL+/wGIZhARBpM/1/giARXpQhez9sq/j/lGCHajVFiv5ZscaMmpqc4Xl+EQHmuiAZxO8XzDeGiIlmeB788Kx6TNhpGXymqi2oNFO0TNzyCzl4iqo/X/gYbP4TM3yGuHxx3JaWmGOZ8N5dcW0011qN4KHOUBT2VR/HgPVKBPS45eBvyuNRxROllELpEAk0QdcuWLePHH3+sFnQAgwYN4qWXXuL0009v1s1JJI1BE9Y4F0lPuRPrqsyAa84D5XjKHVLUdQA0EY0TcbVRFAVXVjkFr29BcYkLhYr1+agMGhKuHoq+21Fe9LZHTPVc1KlU/hdniiLa4zT6jhsLYA9+kQiI9tboHuLiOBAxPcQF9u4fAzv8NSf2MlEJaqs2u1CoLTI0ejGveO5LsPoZ2P5pzVpcH7jgrcCiDkSkxWXfwrK7hWGKziTm3sbfHNioRlGESLcVAsoRQ5sU32pjRDIMvxg2vu/7XLUWzn668YLO44YN7/gKuirytwkhNvQCYTx03NWwd4V4jd4nC+OY2iY2HpfIbDNEivbX+L6ilXHzEtHqW5YpvvZeE+GqH2vaVYMZ9jissGsZfHatr1vmmGtFVe+dqb5xD31OE0YrkXVy+LweYSrz8eU1WYWGCDjpnxA/AOIyRLXu2Eug2wj44cGan5XkocIRM7qH+P0RCI1WtDiffLc4j8YAGi3bs37zEXQA+0r3cfWwqwOfB1HJi9CL38txpjhuHnEzz2943ucxUYYo7hx9JxFHe9NCIukkhCzqvF4vOp3/ha9Op8PrbftsMIkkGIrDg+IM/hl1F1SiT6mnLUfSYfFYnBS+93e1oKtCcXgoeu9vEq89Bk0HDS8PSli8sMbf+5P/2sBzRRsaiAvn0kOw/TNhIBKRImZoYnt3vPbMqHpmxXRmIaBOvhfem+6/rtZA/7NEe90pD7TcHssOw67vxMyX1gjHXyvaEusGeNuKoDwbMv8Q81xpI0X2YFsEU/eeKNoBB50LQy+End/CT/8SzpQT7oSyLOGsGpVWv4uoPgx6jIU5n4gbCGoNmBNAF+Bnz2UX1Z5Pr6mZtzPHijm53hNrxLA5FiY9JAw8fn1OiJDux8PJ94kZr8ZSUQRbPwm+/td74vNhihF/EgcGf6zOLALKB0wWVb0dX0FEqhCvDouoaIEQR5GpDVeFyzJh6VX+Fc61rwghratTvd/zg2ihPOtJ37XSTFgwWbSBVuEoF+Jt+quQWQQDp4pW2CWX+Z4zd4vInLtmtbj5UR9qjc/Nir+L//Z7iN1jZ1/pPiakTWDV4VU+a1q1lnvH3Ev0kXy/CH0EF/a7kOOSj+P9v98nvyKfE7udyBkZZ5Aa1vYV9XJHOcWOYrKsWUToIkg0J5JoTgypLVRRFNyKG51a3liWNJ2QRd0pp5zCzTffzIcffkhqqvhhysrK4tZbb+XUU5vYEy+RtAY6tYhuCjLfH9RBUNLh8dpceC2Bs948JQ48NlfnE3XmWJj6Inx9qxARIC4iB54rDDSMkeJY0W6Rs1Xb3GLzYjjtXzDycjB2oLvgYQlwzGzRLleXk+4QQldvhtMfheWP1FQ9DJFw5mOw7m1QPOJivCUozRQzR1VVEhBzVwOmwpSna4RdeZ6IbNj5dc3j1Fo4/03oe7r4GlqTyFS47BtR5flwZo242P29EFKXL4OkEGzlw+KDV/OqKD0E750P3lpRJRXF8NEcmLcSUofXHA9PhGNmCTHicYt2wlCrNyq1eI+DodEFzkcMRESScAv9cGbNzFx5LmRvgNFXCbOaYHg9olqYv11UKXucAOsXBDemWf+2CJT/6V++xzd9CCfe5hsjsOMrX0FXm7X/g8HThfD87t7Aj7GX1bh8hkDPyJ4Bj7+88WUeGf8IE9In8M62dyhxlDAqaRTXD7+eHpG+wjHSEMmwhGEMiB2Ay+vCpDWhbuz3owUprCzk+Q3P8/mez1GOXFwkmBJ48dQXGRA7oME9VrgqyLZl8+muTzlkPcTYlLFMSJ9AaliqnBWUhEzIou7FF19k6tSp9OzZk/R04RCWmZnJkCFDeO+995p9gxJJc6EJ12EcEod9i38UgjpSjyamDe6AS1oFxS0qdIZeURj6xoAKHHtKcewtFSLf3U6CDZubqG4w/XWoKBB35A2RQvhUCTp7GXxzV2C3wh8fhP5ndyxRZ4qC0x4WF7K/vyy+vvBEOPkeIWa1BvFn1JWi6pK7FfEBUAm7/sy14v1qiXk6jwv+fNNX0FWx4ws4/hqxV69XiOragg6EuPn4crj+D9HO15poDWJv393rLy7sZfD59WI+LKweR8lQ8LiEY2VtQVeFoojg8un/829dDWtkq2UgwuLFvNyyuwOvH3e1f0UsGOV58O2d/iYoIGbtjr8u8PO8HsjaAO+dVzPzOvyimuiNgK+VHXh+zuP0NSzxeoMbJwEU7hLvgSFSzO0FY//P4uenoQiDWgyMG0ikPhKL03eO1624OWw9zLyh85iYPhGP10O4PpwwXfCWZL1Gj74ho55Wwu11s3TXUj7b85nP8YLKAq787ko+mfoJqeHBf5c43A5WZq7k7tV3VwvClZkreXnTyyw8cyG9o0OoNEskQMi3OdLT09mwYQNff/01t9xyC7fccgvffPMNGzZsIC2tkWGeEkkboDZoiZ7cG31334tUdYSehCuGSPfLTowmQk/c3EHo0yOoWJ9HxZ+56FLDiJs7SATBd+ZZSlOUaNFKPVa0o1UJOhBibv+KwM9TFDj4S+vssTkJTxI5adf+BjdugKtXCQfD2oJDbxbvSY9xEJkubNiHzYIb18OAs1tmzs1WCJveD76+boG48LblwZoXAj9G8YpQ7rYg/2/fea7aZG+AyuLmey1XBeRuDL6et63+eISmoFKJ9tLkYf5r/c6ElADHg2Ev9XULrY2iBHcAtWSL1uDaJkaFu4QpSjCCRSMYIkFfa5xAra7/PDEZ4jOq0dcfXZA4MCRBB5Aclswbp79BgslXdJ/T6xxm9JuBVq0l3hRPUlhSvYKuvVFYWcjC7QsDrlldVrYVBs4frf38+369r1rQVVHmKOOh3x6irKEZYYmkDk3KqVOpVJx22mmcdloLD5JLJM2MNtpA3NxBeCxO3IWVwnQj1igFXReg7Jv9uAtr7lxbf86icmsRcRcPRBPRiUVdfSje4G1dIJz6OiIaXf0XplVUh3yPavk9oQTOU6vC6zryX09NpmAgSg8GX2tJ3Pb61wNVpZqK1iSMOzKDVJbi+za+ahYKkakiRy5zLWx4V3yOjpsnTELCGxlWDg23aWqDdIXkbxcV9docXgcn3SnmKus62qrUouq3NEA7ZCDzmUHTYOUTgcX5cUdiH6K6wYS7RMZlXdQaGDojyBcVHLVKzYDYAXw4+UPyK/Ipd5WTGpZKrDGWSENkwydopzg9Tr/qY232W+oJmAd2FO/AHagaDWws2Eips5So+txGJZI6NPp2y08//cSgQYOwWPw/wGVlZQwePJjVq1c36+YkkpZAE65HnxqOeVgChowoKegagafSjSu/Atufudg25OEqrMRrD/yPUXvEvrPYR9BV4Sm249hfBpq2n81oE4zRwoI+GBknttpWOj3meBhczyzViLmiAqIzi/DpYPRuo9n1pKHBXQ+jezSvqY5WLwxkgomjE/959DENwYhMFbNls96DGQuhz6TQBB0I59lgP1caHSQPCbwWyHkT4Kf/g1nvi5iBKmIyYM5SSBjg+3nRmYQoG3Gpf9ZddDpc8qlv8LpGDyfcJj53Q2eI52RMgHE3+77/+nCYtQii0oN/3fWgUqlICktiaMJQxqWOo2dUzw4l6LyKl1xbLjuLd7KndA+FlYUYNAa/6mNtBsbWY6aDMIupj2CCTyIJRqMrdc899xzz5s0jMtL/hzAqKoprrrmGZ555hhNPlBcBEklnwmNzUb78ENbfal1wqCBqSi/CRiSiNrXvKpen0kXF+iAW9kDFX/mYRyR12PDyo8IcC1OeEUYpde/ej7hUOGFKmgetXgRUb/9MZIRVodFB9/EiUw3E9+T0RwPnuUWlQ7eRrbZlH8IT4fjrYc2LvsdVKpjyXP2ul00hpidc+C58fl1NVIU+DM76DyT0r/epzYLuKMxowuLg3Fl9HEEAAQAASURBVBfhrTP98yCnPB9cJKaNFj9ztbMWh5wvYhG2fymiBk57RAhac3xNZMH5b4q5WVeliCoJSwrsKKrRi8/ZlT+IOT23XQhQfZgQ5aaYI/uPFzEHoy4TrZ0685H8u2TQdr3fkzanjbW5a3lkzSMU2cV8Y5+oPrx4yotce8y1PPL7I37PSTIn0Tem/tnXQXHBzYXSItKI1Hcc0StpH6gUpb7emxp69OjBsmXLfPLparNjxw5OP/10Dh061Kwb7CpYLBaioqIoKysLKJwlkraiclsRRe8GDmxOvGE4+rT2baThtbspXLAN54HAbTK6tHDirxiCxtz1LlYAEUBcsl+EDh/4RZhNnHCLCHVubMaXz/kc4KwQc2taWQX3o/QQ/PW+uKDufYoQ08ZoUSGKSBHVOqcVDv0B394h5v1UamHscsZjvm6GrY2tEA7+Cj//R+T5pY6AU+4XweEtMYfodoH1SFC24hXCMTypY3yuvF4RRbDtU9i/SlQzR18lvn+GOtE5FcUiiiFrnTCHCU+CP18XLa2DzoWvbxMCPzIVxt4gqnTm2Jr3o7GtqCUHhanNgdVCjBuiYey1wuW2bqSGpJrNBZu5+JuLq/9u0pp48sQnWX5oOb2iemF1WXnv7/eodItukCHxQ3jihCfoEVV/9IPFYeHFjS/y4Q5ft161Ss2rk15lbOrY5v9iJB2KULVBo0Wd0Whk69at9OnTJ+D6nj17GDp0KJWV/i1OkoaRok7SVBSPF1SgCnF4vQp3qR3nYSvOgxZ0iWYMvaPRROlRadR4KlwUvb0NZ2Z5wOeaRiQQe14/VNr23b5YsSmf4g93BlyLmdGPsJEhtld1RlwVYLeIu/mB3PQawlkhxOGal6Fgu2jXO/5acRHbEvNPHRlrgXDb/PW5GofHsASY+b6oxGmONNGU54k5J41WtMy1l5BlW6EQo/pwX+MdiT+KIipoGn3N97U21nz4/n7heFqFRg9n/VvMDr4/Q/xsxmTA2f+BHx4QpjVVjxt3k/g5aygiojwXFp4jjFfqcsoDYgavbrumhHJHOXf8fAe/Zf9WfeyOUXfw06Gf2JC/AYCJ6ROZ0msKIExh0sLTiDU17ndocWUxa3PW8vqW18mvzGdo3FBuPPZGMqIyMMnfm12eULVBo9svu3XrVq+o27x5MykpslVH0rYoitJlsl08FifOHCsVf+aCSkXYmGR0SWFoIhpv9+wqqKDgtc14y13Vx1Q6NfFXDkHfPRLcCp7yII53gLfUieJRUDXJcqn1MGREoc+Iwrnf101M3z0CQ5/ottlUe0NnbnrLmccN+1bC4otrzECyNsBf78LsxSI/TK1ptq12ePatELb8tbEVwDtT4brfITZDHItIEn/aGw0JCEkNKlXwXEFFEW6mtQUdCMH89W3CubXKoGbSfNGKas33fdzqp0S1bvRVgV0pvV7RallRJB4XSNT9+jwMmylm7pqAzWWj0l2JSWtq1+6VVqcVFSrCQqgqV7or2Vlcc0NQr9aTHpFeLegAVmSuYEWmcBGOMcTw0TkfNfr8saZYzup1FmNSxuDyujDrzETo28nNG0mHo9GXYmeffTYPPPAAZ555Jkajr3NTZWUl8+fPZ8qUKc2+QYmkMXjKnbjybNjW56FSqwkbnYQ23oQmvH3k2TQ3HouDosU7ce6tESmVWwoxDIgl9vw+aCIabk/y2FyULNnlI+gAFJeXwoXbSbr5WNRmHYaMSCr+CuzGZ+gbg0rXvqt0AJpIA7Gz++PKLMe6NhcUhbAxKRi6R3S+0PFGongUFK8XlVZ99DdCrLnw2bX+7o6KFz6/Fq7+WbjqSUT1beXjgdfcdhHuPOaa1t1Te8HrEX+0Tfi9XVEsIjq8LjFX1hHmQa15olobiKr4ih7jRAuu3eIr6Grz879hwBSIqpOJVnYYtnwCG98DFPGYsdfDFzeIamsVDgu4Qo+IsDlt7Lfs57XNr7G3dC+9onpx9bCryYjOIFwX3vAJGvMaLhvF9mIq3ZWE6cJIMCWEnFOXZ8vj95zf+XTPp6hVamb1n8WxiceSYG64vdygMZAanlo9S5doTuRA2YGgjy9xlGBrwnvZ2MqeRFIfjRZ1999/P0uXLqVfv37ccMMN9O8vBpV37NjBSy+9hMfj4b777muxjUokwfBYHBQt2olzX43AqVifh+nYRKInZ3RKYWffU+oj6Kpw7CjGmWnFNKhhoeK1uXAeCtxWqVS68ZQ40EYbiTg5nYrNheDx7dRWGTWYj0lApe4YlVFtpAHtYAOGfjGggFrfNStHXqcHT7Ed69oc3IWV6HtGETY8AU20EZWmid9La76/3XoVtkKoKJSirgqvW7SpBiNnc+vtpb1gK4KiPSKc3WmBoRdC+pjGf2YKdgmhkrlW/D26B0x+GnqM9c1qa294Pb6mKHUpOSDact128f4Ew1YAdZ0Uy7LgnXN9n/fLsyKr8pznYVHNjBhao4iRCAG3183qrNX88+d/Vh87VH6IlYdX8sSJT3BGjzPQBmo3DYE8Wx7PrH+G7w58h0fxYNKauGTQJVw04CLiTI0Lus+15XL9j9ezq7SmQvln7p+MShrFv0/6d4PCLsoYxbXHXMt1y0VgvNVlrVeAaVSadhOOLul6NPoWe1JSEr/99htDhgzhnnvuYfr06UyfPp17772XIUOG8Msvv5CU1A7bRCSdnsqdJT6Crvr4X/m4cps5oLYd4Klw+TpR1sH6axZeR8NWyIq7nswsqI4s0MaZSLhmGLqUmpYVfUYkif84Bk1Mx6tyqXWaLivoFLcH+45i8p7fgG1NDo7dpZT/cJC85zfgyrUezZkbWG7U6HbXQKMXNvTB6D6m9fbSHqgohlVPwFunw5bFsPNb+PhyeHeaqDQ1ROkhePuMGkEHIsvvgxmQv6PFtt0s6MyQWo+baZ9Tod9ZYh6uqiU3EOZY0NT6Xawo4n0MJASL9kLuVt94hBFzQ45tKKgo4JE1/q6PAI/+/igFlfVkLTaCEnsJ966+l2/2f4NHERmIle5KXtv8Gu9tfw9noKy9OiiKwo8Hf/QRdFWsy1vHpoJNjdrL0Pih3HTsTWhVWkodpZi1ZiJ0gVskJ3WfRJyxcYJTImluQuqb6tGjB9988w2FhYWsXbuW33//ncLCQr755hsyMur5hSORtBAeqxNbvQInG6+rGUNx2wNeBcUVXJApLm+9GcdVqM1aVKbgd1K1CeLOrUqrxtA9kvgrh5B0+0iS/jmKuEsGoUsO6zLzi50Fj0W03NbVYIrTS/HiXXisDV8oBSQsMbiJhylGzmDVJjwBTp0feM0YBb1ObtXttDkl++GP1/yPF+4SlTuPy3+tNnuWC2FYF0WBHx+CytLm2GXLYI6B0x8RzqExGULsV/2shCdBj/HQ7wyY9qowHKqKHKjL+Ft9IyUqS2HT+8Ffd+e3kHGS+P8BU+DE20AXJBA9CMX2YspdgTs9rC5rdbtiUymsLOSPvMDh8+/9/V6jRGOJvYRPdn8SdH3xzsVUuCoaPE+0MZqLB17MF9O/4LXTXiM1LJWXJr3kNz/YL6Yft4+6HfPRxGFIJEdBk2rjMTExjB49uuEHSiQtjaLgdQYXbYrDA97OVSVQm3WYhyVg+eFgwHXzsYmojQ1XojQReqLO6knpUv+7ueZRSajDfFtINOH6TtnK2pVwF1cGvSHgzq/Aa3M17XsckSyyyj650ve4SiVavcKbOcOso5N+PJz9NCx/SLhbAsT1gRkLIDKtLXfW+mx4r561hXDcPGHlHwivF/b+FPz5ORvFrFhzBqM3NxHdanLjCnYJUWeMFpW5KuOSjBPFTN2lX8LiOaItE4T50Kir4JjZvkZEKhWo67m8U2tg4FQ4ZpZo7wwmFuuhoRt6Ko7uhl+WNSvomt1jx+psuLNAQcFbzx1Oj+KhkQbwmHVmzDoz6RHie+Lxelg6dSm7SnaRY8thYOxA0iLSiDe1zQ2sSnclRZVFODyO6tlDjTSn6nK0c886iaR+1GYdpsFxWH8O/A+AaXgCakPn+pir1CrMIxKxrs3Ba/GtrGhijRgHxjaqgqbSqDENiUdt1mH5dj/uIjvqcB0RE9IwH5uIpp4qnqRjorjrv4Dxub6pmvepKAKVRljqRwYxn9DooN+ZcPVK+PlpKNwJiYPghFuFLftRztZ0OswxMPJSUYWpKBK5a6Y4iOiCWWHOwNUeoMb5MRhqNcT2Dr4ekQzqRtj0l2VB7hbI3ggJ/SBtlBDXTYyJaTQFu0Wr6KrH4fC6muOGSJjzCUSl1Yg1YyQkD4UrvhORGK4KUfUNS/TPvTNFw+h5kBm40sVxV0Pq8KPaeqwxlhhDDCWOEr+1KENUo2fe6jt/MFSoMDViBjDaEM3U3lN5bsNzAdcv6HtBSE6YtdGoNaSGp5IaHuSGQyuSa8vlxb9e5Ov9X+P2uokyRHHLiFuY1H0S0cbott6epBWR/9JKOjQqjZrw41OoWJeHt8J3jkwTa8TYL/Q7kI3BU+7EXVSJfWcJarMW44BYNJH6VhOQ2hgjif84BuuabCo25otIg5FJhI1JRhtdfxuN1+XBW+7CY3Wi0qjR94gk/pphwghFrUIToe8w5idtgdflAZUKdTvM5vNYnNWOloEqbtoEk2i6D3DzWhOpR10l5B3lsOdHYate1doW3R3Oe0METmsDXCgbwiH1WDjvfzXh4y0RSN1Z0OhEJaaJNvKdhmNmwZYlgdcGTBFVq/oYPht+e97feRXgxDsaDtUu3A0Lp4i5tSoMkaIqlnKMqHq1BJYc2PC2MBKqLehAuFG+dx5cu8b/8xGR7NtqGYyME0VFOPN33+Npx0GvCUe3dyDBlMBjJzzGDT/dUD3zBiI4+7ETHiPB1LCzZH0khyWTGpZKts1/vOLk9JPrFX1VaNQazs44m493f8zhct/5zAExAxiZVM88Yweh2F7MXT/fVR2xMDZlLLMHzqaosojlh5ZzbNKxxBvjiTTIPMmuQKPDxyUtiwwfbzqKouAptmNZeZjKLQWoNGrMIxMJH5faoMBpCh6Lg+JPdmPMiEKbZEZxK8LWX6vCkBaB2th690oUtxevzQUqUIfpUGnqFxqeChcVf+VT9u0BOGKUog7XEXvxQAzdIxp8flfGXebAedCCbV0eKq2K8ONT0KWEh5QL2FJ4rE7sO4qxLD8kXEuTzESdmYG+ZwQaU40A8zrclP+SRfkPh3xPoIK4Swdj7B8jqryZf8Cbp/m/kNYI1/4mHPQkkuagPBcWXwKH61SVDJFw9QrRllofzgoRA/Hp1eB21BwfdQWcfK+oZgXDVgjvnS/aNOsSkQzzVgRv/WwK5bmiKliWKc6vNcKHs4WIO26ecPx0O0Skw+4foe8Z0P+Mpr+eJQey1sG6t0QZftQVkD662eIeHG4Hh62H+WDHB+ws3km/mH5cNOAi0iLSMGqP/t/efaX7uObHa8i11QjuYfHDePrkp0kOa3xLd441h2UHlvHF3i/QqDTM6D+Dk9NOJiksCbfXjQpVh2lVdHvdFNuLUVCI0kdxsOwgF3x1AQCndD+FE7udyBN/PIHDU/OzcEHfC7jh2BuOunoqaX1C1QZS1LUTpKg7erwuT3W1ThPesMBpCorHS/kvWehTwin77gCurCN9/SowDUsg8vQe6OJCs4ZuTSp3FlP09jb/Ba2K5FtGoo1vv3tvS9xlDooWbsOV7eumahwUR8z0Pm0q7Lx2N5blh7Cu9m9Bjj6vL2EjE31+FjwVIsqifPkh3KV2dKnhRJ3WA22iWbiC2i3w0aWwL8is0kl3wsn3tHxrmqTrYMmBrR/Dn2+A0wr9JsMJNwvzkMZ8zlx2kfmWvx2cNlFhC0toeJauYAe8VI/b6LwV0G1ESF9KUIr3w/sX/D975x0eRd1F4Xdne0/vhIRO6F0QBAQBRQV7R7ArYgEbdrFgw95QEWygothQKVIE6b33kpCE9LK97/fHmA3L7gYCAQJf3ufh0cxvdnZ2s0nmzL33nGBHyvhWMORV8f+Xvw/7Foj/L0ihzZViplxKp9o/l9Msvg8ylfgeuP77vaXQisKyZI84i6hLgOaDxJlX5YlX1d1etxg+LlcjP55211pQZC3isPUwhbZC0vXpxGviT0ic+Pw+zC4zEiQYlAaKbcXsKNvBrD2zUAgKrmlxDU2imtRr4VNgLWDWnln8uPtHXD4XA9MHckOrG3hsyWMcNB3kgws/4P6F94edI5zQawJXNL8iZHu5o5xSRyll9jISNAnIBBnljnJMLhOpulRiVDENVb4zSG21QUP7ZQPnDIJcimA8tXfbvBY3Uq2cit/24SmxVy/4wb6pGEEtxTi0KUI9DOT2Wt2Y5oU3V8Hjx7a5GMOF6af3pM4C/D4/9s3FIYIOwLG9FPd5SUj1Zy441mt1Y/k3/Exp5V8HULWICqpYSzVy1K1iUKTr8Xt8CAppcHXZbYXi7ZGfMG+tOOukaHB4a6COMCTDeaOh/bWi+Yk6CuS1uMEkV0F0Y/FfbTiyshcOZw3zfrXBUgw/3BIaMVC8Exa9DJ1uqRZ0IM6zbpkpzloOef34BZfLKgq2f16Dgs1gTIe+j0NKB9EMpTIPZlwvrlUxdzxc8Rm0vOSEhZ1cKkcurVsxV0WCNoEE7cnNmppdZkrsJSzLW4bL66JHcg+2l27npVUvBQTQXwf/YlDjQTzZ48lTKuwq/svzNCqNx5x9d3lduH1uNDINRbYi7vn7HvZV7Aus/7TnJ+Znz+eNvm8wbes0Vh5eGdEY5rMtn9E7pTfx2urK9WHLYR5d8iibijfRLKoZD3d5mBdWvECRrTrk/pLMS3i026NnzACmgdpR/648G/i/xu/346l04imx46lw4Pcehzf/6cTvR6KQBgu6I7CuLcRnPkFb+FOM3+OLeN4ArjwLfl89e7/rAT6rG+uqgojrlpWH8dUQMXGq8ZY5IsbE+e2ekFnTKqQaOTKDMrRdWKYWKySRiG8tXmw20EBdIgiijb8huXaC7mRQR0ee+5RIwFhH847WYtGIJRy5ayLP/W36DqxF4deOxu+Hg//CZ/1g159ixl/Ocvh6GKz/WqzAL3s3WNBVPe7nu8AS+Xfc2YrX5yXPnMeO0h3sr9yPTJDx056fGPHXCKxuK5MvmszlTS9HIxNvUM3LnsfOshPPNqx0VLKzbCeTN01m8qbJ7CrbFRBxRbYiZu2ZxT1/38Od8+/k2x3fkmPKYU3BGlYfXk2eJS+QvVfhrGBT0Sae+vcpHlj4AL/t/Y21hWuDBF0VJpeJOQfmcH7K+RTaCiOeW5GtCJu3Or6hwlnBU8ueCmT13dvhXsYvHR8k6AD+PPAn03dMx+M9dvZtA2eehkpdA/UGr9WNY0cplXOz8ZldSJRSdL1S0PVKqRdzSwASlRSfpYbcJI8ffw0RC2cSiUxAFq/GnRveClqRpkPS0FIXlppuLvjdvjMari05RpC6RFpLowd1FPR9QrwYPBpBKro2niXzJw3UYyoOiaJj/xKIayZa7BtSa52XdlLoEuGCx+HvZ0PXOt9ad/mKx7LfjxSk7fMcf7XQfBh+fyD876IFL0CrobDhq/CP9ftg7/yQWVm31x2Y39LJdegUuvCPr4dY3VaW5y3nxZUvBhw60/XpjO8xHo1Uw097f2LOwTmk6lJ5tc+rLMhZwK/7fuXbHd/SJbFLrWcCy+xlfLDxA2burjb9+WDjB1zb4lpub3c7YxePZVtp9ejDzrKdfLfrO8Z1HccDCx9AJVUx4fwJ9EjqwYydM/hk8yeBfVN0KZTaI+f+/Zv3L+cln0eWP4u5B+eG3ad1TGtMTlPQ+a4pWANAgiaBSmclJpcp7GOn75zONS2uIVlXN7OYDZw6Gq7gGqgX+L0+bBuLKP9xT6DS5Xd6MS86RMVv+/DajhFAe5qQquTIkmpoO5NJxH+1oKo66TpsxVVgxWs6RkvQCSLVyjEOzgi7JpELaNqfnFvZuYqgkaGu4b3Rdk0UZ9HOEFKjEkET/v6cPEmDoD2BtqiUDjDkteCKnMoI188QXTAbOHX4/eLF/LlMyR74rD/Mugs2fiOGhH/YHQ4siSxwTgVeF7QZDqPmQHovcZsmBgZOgP5PiTECdYEmJrKLpkQAaYSblhLJ8TvI2sqCHTyPxOcBt138FwlLcJh3gbWAt9e/zbBfhzHkpyE8vvRx9pTvwXOWfDb3lu9l7D9jgyIXcsw5jF08FrvXzu/7fmdb6TbmZc/jgUUP0Dq2Nb1SeuHwOvD6an9jdnvp9iBBV8UPu39gZ9lOSuwlIWvZpmy2FG+hS2IXHF4Hjy95nMPWw0zbNi1oP7fXXWOEg0qmol18O/qk9YnoCnpL1i1km6rHL6zu6nGCWFVsWJfRI/d1+epnB1IDwTRU6hqoF3hNrojzXvYtJRguaoxUc2p69muLLFaFLFaFpzQ0Q0nTKQHb+iIUaXoUjfVItTVXGH1uL66DJspn7sb7X+acNEZFzLUtUDSqezdKeZqOqCuaUfnHgUBFUWpUEHNja6RRDS114ZBIBXQ9krGtL8RnDr65IE/WoMgwnqEzE5EaFMTekkXxlC1wRA6doJERc32rEwsTV/+Xo9byYjDliVlf+iTRNa8hc+7UYCsTQ6XXTgV7GbS7WrSfN6ae6TOrW2zl8NsYsSXxSHwemHkrjF516m8cuO1QugcWTRRnRHVJ0HssDP9YjJrQJ9VtNVobD1lXwLZZoWsdbgjfmimRQNZwMYfueDhWl4VEAskdwzt9AjS9MPC/hdZC7pp/FwcqDwS2LcldwqrDq/j+0u9pGlW/3W9NThPvb3g/7JrdY2fl4ZV0TeoaqFQBvLv+XSb2mYjJZap1dp3FZWHqtqkR12fsnMGA9AFM3zk9ZG3hoYVcnHEx6wrX4cfPjJ0z6Nuob1DFbVn+MsZ3H8+87Hlhj399y+tJ06VR5ijjjQve4IONH1BoLeTaltfSNKopceo4DlQeoGV0y8Bj9Ap94P8LrAVkGDIinn+MKgaV9DRW0Bs4YRr+OjdQL/A5PPidke+OeUrsyBPqhzGDzKgi7ra2lH67o9o8QwLqtnGomkZR9sMu8IGubxqG/o1qjDjwlNgp+WJr0EyUt8xB8WdbSHyoM/L4un3NUrUcbZdEVC2ixTZSqQRBJ85WNRAZWYyKhHs7Yll1GPtmMTZD2yMJdft4ZMYz+95JBAmKRnqSHu6CY1c57sMWFBlGlE2MCAY5nkqx8iuoZbWrKMrVJ2Y+0UDtsZWL7of/vlW9beds0c5/xK9iCPW5gr0UclaEX3PboHj3qRd1eevgq8tFQxIASxH8OBJ63AP9n6z79mKVEYZMFP+78RvwusUqeOeR0GesaDy0/Vco3ArxLaHXA2JrqEwJtmJRkB0dMH406liIaQJl+0PX5BqxrXrIqzDt4tAWzeSOQa2XW0u3Bgm6KpxeJx9t/IgJ509AK6+/GZQOr4M9FXsiru+r2EeqLpU1VIs6u8eOx+ehZ3LPWj+fx+eh0lkZcb3CWYFGHv5vuQQJ/iMuAHItuUHiC6BtXFsyjZkMzRzKHwf+CFprF9eOQRmDkEgkxKhi2OLewrCmw0g3pPP6mtcDM4Ldk7ozvvv4wONiVDH0b9SfRYcWUe4sR5AIpOpSybOEmm7d3f5u4jUNnTxnAw2iroF6geQYQc6R2svOFLJYNXG3tcVrduEtc4JUgnNPOWU/7A4EO1uW5KLtlhRR1PlcXsyLcsObXHj9WFYeJuqSzDqv1klkArJoFUQ33HmrDbIYFcZBjdGdn4JEIhFzAetJSLtEJiCLVaPrVd2i46l0Yl6Yi3XVYfwuH8pW0WJ0QYy69nN2DZxaKg8FC7oqSvfCio9g4PNidtm5gPcYrfTO8HM9dYalEH5/sFrQHcmqT6DbHaL4qmv0STDkFej9kOhSqdCJBilVpjC3/Az2SrFKO3NEdSulIIXu90Cfh8WKX8TjJ8KVn8G0oaJIrEIigeEfgSZeDHIfNQfmPAH5G8TWzs4jodf9gUBzv9/PX/v/ivg0/+b9i8VlqdeiTiEoSNGlUOYoC7ueoksh3xLabhitjK5V/l0VOoWOPml92FW+K+z6+Snns6ss/NrA9IEsy1sW+LptXFsOVh4MfJ2mS+PK5lfy3PLneKzbY9zQ6gbsHjsWtwUBAaPSSLYpm0RNIhKJhC5JXcgx5XDzXzcHtcquLljNyLkj+f7S70nVpWJQGnjqvKeQC3KW5S1jR9kOJvWdxNLcpUzdNhWbx4ZapmZE1gji1HHsr9hPs+hjZEY2cMapX1fKDfzfImjlKJoYce0PvdslaOVIT0GI+Mki1Snw2dyUfh3B/t0P7lwz8gjZb36nF3d+5AF69yEzPpcPqbph9LW+IJEKZ0VV01vppHTaNtyHq+cmHJtLcO4sI+H+TvWm6t3Af2z5IfLahq/Ei+66DME+HlxWsXKm0NWtG6XKKLbxmg+HX09qW3fPFQ57ZWi0wJHkrYe45rU/rtsuCkaXBeRasW3y6IgAuQaiM8I/XpcgHuObK4ONVXxeWPkhxDaBrrdHns0DseJ273LYOF0Mc49tLorU6Mb/3RRQQPp5cNNP4nMIUlEoHjE7K5FIiFZFR3wKnUJ3TCv+cPj8PopsRbi8LhRSBfHq+FMW+B2liuK+Dvdx34L7QtakEil90/rywMIHgrarpCoStYmU2kuJUcXU6jXKBBlXNb+KH3b9EGI2YlAYuKL5FTzz7zMhj2tibEKr2FZ8svkTJEi4rsV1XNHsCnJMOVzV/CpKHaVIkLD68GpGth3JM8ueIdeSC0CmMZOHOz+MHz/PL3+eaRdPI1GTiFQiZdq2aWFnHyudlSzIXsAtWbcgkUhI1CTySNdHGNFmBF9v/5pnlj1D06imfD7oc0Bsy8w15zL34Fw2FW/i20u+JVGbeNzvSwOnnwZR10C9QKqRE3N1c4o/24K3vNooRKKUEjeyDVJDPb1Lfaxf/DXk1UnkAtIYZcSYAVmcGkk9zLurT3htbnxmF86DJiQyAUVjA1K9HEH5//2rzZVvCRJ0VfhdPkwLcoi+stn//XtUr3DW4I7otp9ed1WHCYp3wb+TxMDspPZidSmmSd2IO30yXPIGfH9z6FqnETVXo+qCY82enUhch7kQlr4F674QzVcEGbS7FgY8K0Y0HC/ZyyM7ZS55A1oOrfl4UpnYRtn/SfFzI1OKM4JHo40V/0XgyuZX8t2u78Ku3djqRmJVtctxK7OX8eeBP/lsy2eUOcowKAyMajuKK5pdccoy4drFteOhzg/xwcYPAgJHJ9fx4vkv8uPuH/H4g0XP2K5j+XzL52ws2sjVLa7m4oyLUcgUlNnLqHRWYlQaiVZFRxS8qbpUvrnkG95a9xZLcpcAcEHaBYztMpZ0fTpv9nuTtQVr+W7Xd/j8Pi5tcimJmkSeWS6KvZd7v8yWki1c+duVgay5ZG0yky6YRIouhXv/vhevv7q6fKDyAI8ueZSvL/6aWHUslY5KNDINBysPsr5ofcT35d/8f7mm5TWoZWo8Pg9bSrbwyD+PBFpA91TsYe7BubzU+yWilFHIpXL2VOyh0FZIvjX/uESdy+sSK31SNcqG+JvTSsNf9QbqDbIYNfH3dMBTbMOVa0EWp0aRqkNqVNabNrejETRy5Gm68DEBggRFUuQ5CEElw9A/neLdFWHXdb1TEY7Rlvr/jNfionJeNrbVRzi+SSDq8qZoOiXUOMt4LuP3+7FtLI647thRhs/hbRB19Yk2V8C6CEYLLYbUnQvjsXA7YPsvopFJFcU7YeuPcNNMaDrg2DeyjoVEApn94NbZMP8ZOLxJrEL2HgutLxNNek4l6hjRgCZ3deia8J8oMh0+fjHmtMLiicHfP58HNk0HR4XY+ni8r6koQtcHiO2Yx2pdrUKQHnsGrwZSdCnc1+E+Ptr0UdD2DvEduKzpZTVW2Dw+DzKh+neLw+Pg253f8unmTwPbTC4T765/l0JrIQ92fvCURCVEqaK4ofUNDM4YTJ4lD7kgJ0mbRJQiisaGxmjlWraXbSddl87w5sNZlr+MX/b+AsBHGz+iVUwrPt38KasLqj8nXRK7MLH3xLDW/hKJhExjJhN7TwxU6wwKQ+C1JWgSuKTJJfRJ7YMfP3qFniJbEV8M+gK1TM2CnAXM2Dkj6JiHrYf5bf9vmFymIEFXhdPr5Je9vzCuyzjkUjmbijexpXgLsarYkLy5KpI0ScgFUegX24p5fvnzQTN9AH78vL7mdd7u9zZZsVmB+coCawEHKw+ikqnw+X3kWfIod5TTJKoJceo4VFIVueZcvtr+FbvLd9M0qim3Zt1KmiEtkAXYwKnlrLti/PDDD8nIyEClUtGjRw9Wrw7zi/kIZs6cSatWrVCpVLRr144///wzaN3v9/Pss8+SnJyMWq1m4MCB7NkTPGBbVlbGTTfdhMFgICoqittvvx2LJfgifvPmzfTp0weVSkWjRo14/fXX6+YFn2P4vT4xXLzcgdca+gdKZlSiahaNoV8jNG3jkEWr6q2gAzEmIOaqFkiUoX/koq9ohqCv2bFTlqTFeHlTOGLGSSIXiL6uBbLY+tdyWp9w7qsIFnQAfqj4dV9YZ9L/FyQSCYIq8kWXRHHW/do/94lvBelhDBrkGrjwGVDqQ9dAFGGmfPFfTXb1R2MtER0Xt/wkBlZX5orVQEsh/Plo6P5+H/x6f+SWydqi0kNmH7EN8KGtcMcC6Hpb5BDuE8FeAYXbYOHL8Nfj4uu0FIrxApe/J86XHc3A52HxqzDjOvE9PR6sRZHz33b9GeryWROpnSOvRTU+bXOVRqWRm1rfxE+X/8TtbW/n2hbXMmXQFN7u9zYJmtDvkcfn4ZDpEJ9v+Zxxi8fx8caPyTZl4/K6KLGXMHVr+BsWP+z+IeLcW22wuW0crDzI1K1TeWvtW6wpWEOxrRiNTEOaPo0eyT3onNiZFF0KGoWG5tHNebbns3x+0ecMbTKUZ5Y9ww+7qlugb866mc+3fB4k6ADWFa5j/L/jA4HiR+LwOCh3iIYjKboUUnQpYcWqXqnHoDSI7Y/aRFrEtEAulfPF1i/CvrZEbWJQvt3RbCvdxt85f/Pb3t/YWbaTPw/8yfBmwyPuf3WLq5mxYwbvrHuHw9bDmN3hcxArnZVUOitxeqs7p1QyFU/++yTbS7dz7exruW3ubYz7ZxxX/HoFzy17jjxzHtfMvoaf9/7MttJt/LbvN67+/WpW5K04a6IwznbOqlu133//PWPHjuWTTz6hR48evPPOOwwePJhdu3aRkBD6i2b58uXccMMNTJw4kUsvvZTp06czfPhw1q9fT9u2Yt/+66+/znvvvceXX35JZmYmzzzzDIMHD2b79u2oVOJF9U033cThw4eZP38+brebUaNGcddddzF9umhPazKZGDRoEAMHDuSTTz5hy5Yt3HbbbURFRXHXXXedvjeonuOpdGJdeRjL8nz8Ti+KdD3GoU2QJ2vPaM7XySJL1JD4YCdsm4px7qtEGq1E1zMFWYzqmK9Lqpah7ZqIulU0njIHSCTi43RyBPnZ+56carxWN+bFuRHXrSvzkQ9vVucmM7XB7/fjM7vwe/wglSA1KE5oFuVE0HZLwroqfGaV9rzkE4s5OBV4XGDKhd1zRdfDjPOhUQ+IanSmz+z0ok+Eq6eKFbHVn4qB080GQd9HIToz/GPKD8K/78CW/7Kx2lwFF4yNPLNVhSlfzIc7uLR6myYWbv5ZbP3zRLghYj4sxi7U5WxfDS2AJ4W9AlZNhsWvVG9b9YkonK+ZKorou5fAtp/h4BKxJbTVUNgxW3QdBdg6C86779jtmo6K8KYrVViKIa7F8Z13aldRdNrCCJ0Lnw6YmZwODEoDBqWBFl2Ofe7bSrdxx9w7cHjFz87CQwv5bMtnTB44mShVFG5f+Aqjz++j1FFKuuHE3U6tLivzsufx3PLnAhWnqdum0ia2De/2fzdiu6BKpsLsMvP2+rdD5uDax7UPqiweybrCdRTZizAoDQgSAYfHQY45h6lbprKzfCeNDY25ve3tZBozj7sC6fa5g/L0jqTMUUayJjkoY+5IkrRJlDnKmL1/NpMHTuZjy8cAXNrkUmbvnx3YT4KEh7s8zOz9s5mxcwaZxkx6phzb6VMpVTKs6TCyTdlkm7K5s92djP93PFa3lb5pfbm86eUAyKVycsw5XNrk0kDFE8Sq3zPLnuGny39qCC8/DUj8/tPZrH9y9OjRg27duvHBBx8A4PP5aNSoEWPGjOGJJ54I2f+6667DarUye3b1B/u8886jY8eOfPLJJ/j9flJSUhg3bhyPPPIIAJWVlSQmJjJt2jSuv/56duzYQVZWFmvWrKFr164AzJkzh0suuYTc3FxSUlL4+OOPeeqppygoKEChEC+WnnjiCX755Rd27tx5XK/NZDJhNBqprKzEYDhNrTanEa/ZRek3O3BlH+VsJoH4u9qjzDyzWV91gd/nx+/xIZFKzqiY+H/AW+mk8IMNIblxVShbRBN7S+szJoy9VheOHWWY5mfjrXQh6BUYBqSjbht7XILK5/TgNbtx7inHZ/egbBaFLEZ13GLMaxNFr2VJsPCVp2iJvbXNGY9hAMDrgexl8O3VwYHT2ngY9deJmVWcTThM/xmRaKsrcT6fWNnxe0VDkUh5WRU58PlAsfJ0JNp4uHNh5EgAl110Plw/LXRNlwRXfQ5fXhr5nO9ZduqNTOqCwxthct/waxdNgJ5jxBbJf14TK222Mtg7HzzVVQlimsBtc8RogZoo2QMfiNcGSASxXbbNcJCpROHd4mKIP05RB1C0U4xXKNohfi3XQL/x0OkmUXzXM4ptxdz0500ctoZWcWNUMUwbMo3Lf7k84uNnXjaTVjGtTvj5D1Ye5LJfLgu7NqrNKMZ0GoM83FwhUGIvYeSckSGCaVLfSYz7Z1zE53y739uU2EsYlDGIHaU7uG/BfYE5uCpeOv8lLs68GEWkYPkjKLQWcsMfN1BsD63qxqpimXD+BEYvGB32se/2f5fxS8dj89gY1WYUW0u3srZgLbe1vY1OCZ3YUbYDuSDngrQLWJCzgP0V++nXqB9ljjIaGxrzxNInQkQtQJQyiqd6PIVUkCIX5CilSiaunsgtrW9hwsoJjO44Gq/fy1fbvsLmsQGQFZPFc72eY9zicQFDlyomD5yMQqogw5hBnDrumO9JAyK11QZnzZWny+Vi3bp1DBw4MLBNEAQGDhzIihXhM29WrFgRtD/A4MGDA/sfOHCAgoKCoH2MRiM9evQI7LNixQqioqICgg5g4MCBCILAqlWrAvtccMEFAUFX9Ty7du2ivDz83Zf/NzxljlBBB2K73O/78Fpc+L1+sTWzwoHXdpyzA/UIiSBBUEgbBN0J4Pd4xc9IvgV3iQ2vvebvv0QlQ5ER+RecqmX0MWMyThU+tw/LygLKf9yDt1IUKz6zi4pf9mJemovPWXMbis/pwb65hMJJa6n4dR+medkUf7SJsu924TE5a3xsFVKNHH2/NBLu7yjm6XWIJ/bWLOJG1hNBB2Ll5/ubggUdiKLml/vCVyvOBeyVkLMSfrhFFGY/joJDa6D8kJgx5nODNjGyoPP5YOtPoYIOxPdu0/fgjVA5shaJs17hsBSIVaIIeVoY0+qlqAjLugjtkCBWQq1FYktpwWZY/5VYnfMc9bN1vAY1mjjI6CO+b9d+JVYyZ4+FH0bA5h/AnF+zEc7RJLSCEb/BfSvhrn/EMPYed9fb977MURZW0FWtWVwWWkSHF7VpurRam64czYKcBRHXvt/1fY3tnTGqGK5pcU3IdqVU/B2ZqElkTKcxvNXvLd7q9xa3t72daGU0CqmCl1e9zM97fmb2vtn4/D6StEnc0/4eXuj1AqM7jmbatmmU2EuO6zUkaBK4t8O9YdeUUiUp2hQe7PwgMkl1c51ckPNUj6dQyVQMbTIUtUyN3WNHLsjx42fK1ik8tPgh5h6ci0KqwOa2YXKZ6NuoLwtyFvDamteYsnUKT/d4GgnBHSSCRODhLg+TY8phUc4iPt/yOVuLtzKuyzhKHaVkxWahlWv5ZNMnAUEHsL1sO6MXjOahLg+FvA6rx8qouaN46t+nKLbVoiW5gVpx1rRflpSU4PV6SUwMvmuWmJgYsRpWUFAQdv+CgoLAetW2mvY5urVTJpMRExMTtE9mZmbIMarWoqNDh6SdTidOZ/UfEZPpFGfznGGceyKLW3eRHb/Li3l1AZZl+fhsbhQZBqIuaYIsSdPQhngS+P1+vCYXPqsb/CBoZUj1ynqVU+a1uLCuKsD8zyH8LvFup7J5FNFXNEcWE36uUFBKMQ5ojGNbGfiCL7wEjQx169jT1up4ND6zC/OinLBrlqX56Lon12hS4q1wUf5TaHCuc28FtvVF6C9IO645U6lGjlQjR5Gmx+/3n7r3w+MSBYGtFKRK0MYd32xU+QGxzTAcuavF42li6vZczzQeJ+z4NdiIpPIQ7JkPQyeJ7YCF20TTkI43hHeCdFSIQdWR2PGrOJ8WrrXR4wgV0UdSkQ2XvQuz7gzeLshg+Me1c3I8U/h8YKvhYtphEgWdXAUdboA988Lv12b48RmcaKLF9yZ7mRggf2hV9VrhVvhqmJhB1/TC438NugTxuV1WseJXjx0Ewxl4HL3+Zt83uX3u7UGVqChlFO9d+N5Jh1qX2ksjrtk8thrPT5AIDMkYwu/7fg/KmFtXuI6RWSPpnNSZyZsmB2bauiV1Y1K/SewpE38/f7r5U148/0UMSgPt49szfcd09lfup5G+Ebdk3YLFHSrmK52VlNpLyTHnYFQaSdYmk6hJZEDjAZTYS/h8y+e4fOLPaOuY1kzsM5HXVr9GjCqGqUOmkmPOQSvTEq+J58fdP/L+hvfpltSNt/u9jUFh4Ptd3weey+PzkKpLJVGTyIg5I1AICrpd0I152fMCr7OJsQnfXPINX2//moOmg2QYMris6WXsq9hHY0NjPtr0ETJBxhPdn+CjjR8xJHMIVza/kilbpoR9T0vsJXh9Xnql9GJ5/nIAtHItVU2By/OX82/ev1zR/IqI35cGTpyzRtSda0ycOJEXXnjhTJ/GaUPQRTYMMV6cQdlPe3Dtq86ocx0wUfTRRuLvbo8y4+xvzTwT+D1enDlmymbswmcW/0hI1DKihzdD1So6rLDwml14Su04dpcjqGSoWsUgNShOmZOk3+vHtqEI0/zg9hfnngpKpm4l/s72EeMsZHEq4u9uT8UvewP2/cpmRqIubxZRDJ4OfDY3eCLc4ff58VrcyGIjW8PbNoZ3LQOwLMtD0ymh1tW2UybobOWw+XtYOEG8AAWIbQbXfAmJbWp2SnREEHRV1CQ+zlYshaJpRzgWvAiXvi1W7uY/I4ZQ9308NEZAkEeu4oG4JkT4eVVoI89sgZitlnGBOG+2/AMxzy2lM/S469izevUFQYA2V0YWvk0vBOV/Vf708yAhK9R1UhMD3e8+fjEV1QjMTYIF3ZH89RiM/FNsqy3cDjt+A3UstLsaDKmgPuJvnMcltteu/QJyV0F0E+g5GmKaigYzNWGvqI4yOE03RKKUUWjlWqzu0AgVhSDm0aXqU5k+dDp7y/eyq3wXTaOa0jK6ZZ3MWF2QdgFf7/g67FrH+I7HdF1M1Cby4YAP2VC0gZ/3/oxCUNAruRexmliun319QGABrClYw66yXbx+gWiEZ/PYiFJGkaxL5oml1SNAO8p28Nzy53io80Ok69NRycS/RyW2EiaunhgQVSC2V340UHTbvKrFVbSObY3L60IulSNFykcbP2LFYbFzbGneUr4c8iWT1k3i37x/A8dYkLOAZXnL+OaSb3i026OMbDOSHWU7MCqNpOvTueq3q/D5fYF2zCOZuXsmKw6v4IWeLxCtisbpceL0OUnWJqOT6+iV0iswN7g0bylDMoeQqE6MWJ0F2FKyhRta3UC6Pp3vdn3HA50eCDKi+WbHN/Rt1JcY1Tl2064ecNaIuri4OKRSKYWFwS0nhYWFJCWFHx5OSkqqcf+q/xYWFpKcnBy0T8eOHQP7FBUFX2R5PB7KysqCjhPueY58jqMZP348Y8eODXxtMplo1OjcNQdQNYsGCRzlnItEKUUWp8a1rxKJXEDdIR5Fqg6/24d9SwkVv+0j7ra29cfY4SzCU+6kZMpW8Fa/6X67h7IZO4m/rwPK9OD2Ra/JSel3u4IC4Cv/PIDx8qZoO5+aiACv2Ylp4aHw519sx1PuiCjqJDIpysYG4m5vi8/uQSJIkGhkSNU1O46eao7Vfnus7EFvZeQWS5/Vc3ozy45F9lKYc5RIKd0L0y6Bu5eKoceRqGnOSBsX3p3wbMdSJM7RhcNRESzGVnwIXUaGiimVHs4bLbo5huO80cEi4Uj0ydB3PPwVxuEysZ0oTpQ6SO4Al79fHT5+mlwX64xG3cVogtJ9wdtlKnE+rcru35ACN34vtqyu/xK8TsgaBufdX/NnNxw5KyOvle4Tb3rMvFWMcKji30kw8AXx+6yOErcd3ijONVa1g+auFcPph30Eba8MnxXoMEPRNlj4EhTvEJ0y+z8pCvJTLO4S1Ak81u0xnlv+XMjag50fDMxPJWmTSNIm0Tut9zGPWe4op9BWyNqCtWjkGromdiVOExck0Lw+L2aXmQxjBhekXsCSvCVBxxAkAvd2uBezy4xOoQuKWTiaRG0iQzKH0LdRX4T/ppJeWvVSkKCrwuQyserwKrondWd1wWqMSiOTN00Oe9yPNn7EkIwhpOpTcXvdfLPjG+Zlz6NnSk8ua3IZSqkSl9fF55s/55Fuj6CRaTC7zIHIgHhNPBuLNgaOJ5VI2V+5P0jQVeHwOnh3/bs81u0xDEoDlzUV5wz/OfRP4HXc0OoG9lbsDXmsgIDFbeH+hffj8DgChjMyiYznez1PpjGTTzZ9AsBba99i8kWTiVZGRzR3SdGl8MaaN7ij3R1MGTSF3/f/zqqC6hseNpct8D6fDOWOcjw+DwaFoSEP7z/OmuEfhUJBly5dWLCgun/a5/OxYMECevYM7+DTs2fPoP0B5s+fH9g/MzOTpKSkoH1MJhOrVq0K7NOzZ08qKipYt25dYJ+FCxfi8/no0aNHYJ8lS5bgdruDnqdly5ZhWy8BlEolBoMh6N+5jGBQEH1tS45q3UbVKhp3ngVFIz2xt2Thd3kx/Z2DdXUBqlYx6C9Iw++sub2jgVD8Xh/W1QVBgu5ITAty8DmqZ7v8Pj/W9UVBgq6Kyt/24a04vlmuWp+ny4ffHnnGzF0Qevf3aKQ6BfJ4DbJY9RkXdCBWpWVx4Stx0ihljVVrAFVW5BkTZRND2PiMM4KlCP6O0G3gqIwsOqrQJkDnkeHXBr8iCpBzDckx/uQeWdn0usAeoW09rStkDQ/d3uoysfoUCUEKba+CwROrRbNEEB93w4xgUxC5ShQEZ5ugA1GsjfgNut8lzrpJJNBsoGgiE9NU3Mdpgdw1YlRD/gZRBN3wgyh6YzJqn8dXU2h6iyHi7N6Rgq6Kv5+rjk8wF8Iv94TO9wH88bD4M3c0Xo9o8vLFYNHR1FoCeevgm6tg47fginAToZaUO8rJNmVzsPIgZfbqSq9MKmNg+kA+H/Q57ePao5fryYrJ4sMBHzKs2bBaX2yX2Et4ceWLXPP7Nby25jWeW/4cl/1yGXMOzAlUA/Mt+Xy+5XPunH8nTyx9guHNhvPpRZ+ik4tivX1ce97q9xYzds3g1jm3csgc/sbh0ahlYli22W1mbeHaiPttLtlMs6hmnJd8Hg6PI2ybJYDL5wq0nJbYS/hu53c8e96zdIzvyKurX2XcP+N4ZdUrpBvSsXvs7C7fzSebPmHs4rE8tOghXl39Ks/3ep6mUeJntnVs60BLYziW5S9jV/kubv7zZjYUbcDj9QRm3qrC0zvEdwh53C1Zt/Dm2jexe+xBmXUev4fXVr9GtDI60O1R6ijl/fXvc1Prm8Keg0amIU2XRo45h082fUKuJTfIDXNA+gBeueAVZu6eyYTlE1iYs5BCa5j54CPw+DwU2YoosBZgcVkosZfw+77f+Xr71+wo28G6onXsLd9LpbMSj89DrjmXWXtm8drq1/jrwF/kW44znuQc4Kyp1AGMHTuWW2+9la5du9K9e3feeecdrFYro0aNAmDEiBGkpqYyceJEAB588EH69u3LpEmTGDp0KN999x1r167l009Fq1qJRMJDDz3ESy+9RPPmzQORBikpKQwfPhyA1q1bM2TIEO68804++eQT3G43999/P9dffz0pKaK184033sgLL7zA7bffzuOPP87WrVt59913efvtt0//m1RPERRS1G1iUYztgn17KV6TC1XLaBQpOuw7yjAMTKf06+343eJMlc/qxjQ/G2UTI4pGx2g5aSAEv8eHOy/ycL6n0Ca+1/91KfosLizL8iLub91QRNTFEazVTwKJTACZAB5f2PUz2UZ5okj1CmJvbk3xp5vx2aoFq0QlJXZEFjJDzRc5ijQ90hgV3rKjrOUFMA7JrBfCFRBFR2noXd8AuWtEx75IqI1w4VOim+K/b4kXtoltRHfC1G7HtpI/G6malQon1vRJohg+knBVmarjDH1TtNzfNEOcEet4oyhYdMeYUdLGimKn9WXiTKNcJVawKnJg5x9ihSqxrdgWeCa/B+ZC8fykMtEkJFJWXySMaTDoJTj/YcAntlxWhbj7/aIAmnF99f67/hD/2+cR6P1Q7Z8vvadYaQ2Xx9XtDvjp9siP3fIDJD4vttweXV2swuMU146uIFoK4I+x4R+zYAK0vhwUtaw6HoHX52VPxR6eX/58YLasRXQLnu/5PK1iWiGXyjEoDfRI7sGHAz7E6XWikCqIVtU+RN7v97MgewHzs+cHbff5fTy3/Dnax7dHJVVx8583U+qonqVbV7iOAekDmHzRZAqsBeyr2Mc3277hmpbXMKjxIJbnL8fqtpKsTSZWfWxjFrkgJ1YVS645fGxOjCoGuVTOcz2fiyjojjwWiALvksxL2F+5n292fBNYN7vNTNk6BYvLgh8/OebqeexNxZt4YukTTOwzkdELRuP2uQOtnOFQSpV4fB4OWw9zx9w7mDVsVsBZtLGhMT6/j4WHFnJT65v4dse3gcfFa+IjCl+z20yuJZcBjQawJFeshv6T9w/90/tzeZPL+X3/7wEhGKuK5bmezwWqevnW/IDQBuiT2odeKb0YOWdkwC105p6ZpOpSmTJoCqn61JDnL7WVUuIowef34fV5ccgdLDi0gHhNPKWOUh5c9CAenwcJEq5rcR2XNLmEu/++G7vnv9zOHWKL8LQh0wLi+FzmrBJ11113HcXFxTz77LMUFBTQsWNH5syZEzAlycnJQTjij1CvXr2YPn06Tz/9NE8++STNmzfnl19+CWTUATz22GNYrVbuuusuKioq6N27N3PmzAlk1AF8++233H///QwYMABBELjqqqt47733AutGo5F58+YxevRounTpQlxcHM8++2xDRt1RCAopQrwGed/gHndlUyMVv+wLCLojce6vxGt21TiDdLrwOTx4K5xYNxThrXSizopFka5HFlX/hIdEJiBL1OAMU3kDkMWpg9oA/X7w1VAx85pOzXyToFeg7ZaIdUVof76glSOLj/x997l9+B0eMQNOU0+Ezn/IEjUkjOmE65AZV54FebIWZWMD0uOYhZNFKYm/sx2mednYNheD1488VUfU5U2RJdY8H3JaEeRim1dF+Pwkktod+xi6BPGCt/Vl4sWwTCW2Xp6r6JLgik/hu+uDs82kchj0Mix7p3pbckfRWTES2njxX3qP2p+HVFadBVieDV9dLlrzV6EywohfIanD6Rd2LgscWgt/jhVFjESA5oNhyESIqeWNJZkSjGFy9cyHYfZD4R/z71vQ6ebaizp9kjhLOnNE8Pc2rqV43s4azNCqZhyP1VodzvTDVhq5out1icHytW0lPYI8Sx4j/hpRfZEM7C7fza1zbuWny38i01j9PYk6yZbpUnsp07ZNi7j+y55fSNQmBgm6KhbkLGBIxhBeXPkisapYxnUdx7PLnw1yv2wX1463+r1FkrbmvD+j0sjtbW/ngUUPhF2/sdWNNDY0Jl4TT5GtiBRtCvnW0GpQtDI6ICJVUhVXt7yam/4Mf6Prxz0/8t6F7/HD7h+CtptcJrYUb6FDfAd2l+3m7vZ3BwmyIxmSMYRFOYsAUUT+uvdXbmt7G9c0v4bdFbvJteTy7Y5vubPdnbzZ903mHZxHhbMiSHiFo9ReikQioXNCZ9YXrQdgwsoJ3NP+HmYMncHeir0YlUYMCgMWt4U72t/BgcoDzNozi1h1LBqZBo/Pw+3tbueOuXeExD/kWfKYtHYSL/Z+Ea28el64xFZCkb2IyZsns7ZgLQalgcubXE7PlJ5UOiqZtWdWYF8/ftoltOPhxQ8HfVYBKpwVPPrPo3w+6HNi1Of2HN9ZJeoA7r//fu6///6wa4sXLw7Zds0113DNNaGWtVVIJBImTJjAhAkTIu4TExMTCBqPRPv27Vm6dGmN+zQQHgmSGt0xbVtLT6lZis/pAUFSo8umz+nBtqmYip+rKxP2jcVIo5XE39m+3lWUJFIB3XnJWFcdhjBFMMOA9KAZOUEhRdkkCufu8N8HddtTY6ctyAUM/RvhqXDg3FH93IJBQdyoNmEFs9/rx1PuwLIkF8feCgSNDH3fNJQZRqT6+tEqJpFIkEWrkEWr0LSvvbubLFpF1BXNMAxqDH4/EqUMqbZ+CVf0idDvCfgljBW3XAPNBhzfcSSS0xqqfEaRykSxe+tsscJWtl+cZWsxSDQmKdgi7mdsBFd/ceoFrqNStN8v2RO6/ZurRMMUY9qpPYejKdwO3wyvFjh+H+z+Cwq3wG1z6+Z87OVgLgi/5vdB8a7aC0i5SvzM378W9v4NlfnQpK8YdK7QigYte+aHf2zWMPG/mhgxY7AijHuuIAuf3VjDrBgg3jA4QTw+D7P2zAq5SAYxMPvLbV8yvvv4Optn8vq9YQVbFfnW/BojCpblL6NTQicuzryY55Y/F7LvlpItvLnmTSacPwFNpOiO/+gQ34HrW17Pd7u+QyqR0imhE0alkd6pvWke3RyjUrwmSdAk8EbfN7h97u2B8HUQK3ST+k4iXi3+/hckAnaPHU+4Su5/r93hcSBBEtQCCWK4+/Cmw4nVxIoiO2sEX20Pju1I16czqPEgxiyqdtbdWrIVqSBldKfRrMhbERA0n235DIPCQN+0vmQaM7F77BiVRiqdoTeBZYKMdEM6t8+9nafPe5qLGl/E3INzyTRm0ju1Nw6Pg5/3/Mwd7e7g3fXvBkRfm9g2PN/zeVpEteC34b/h9rlZW7AWjz/8619waAF3m+9GLVMTo4pBLVNTaCtkxF8jAjOBJpeJjzZ9xNrCtdzX8T5aRLdgd/luQJw3VMvUET8/eyr2UOYsaxB1DTRwyhEkII3cgicoTs2dYk+F8z+b+EIkCgFtzxQUKbqAMPDZPf9Vr/z4/YQ4NAJ4y52Y5h8k6ormCIp6Muv0H9IYFbEj2lD2/a7A3JpELmC8rAnypOA/aIJahnFIBkV7K0IiAmSxKhRpp64FVmpQEnN1S3wWF55yJ4JGhsyojFjV8hTZKPpoY6Cy6y2Dsm93oumcgHFoJlJt/RB2J4ugkNa7z1QIzQdBn3Gw7N3qtjNdAlw3HQynWQycDTgqYc542DVbfO/iW4HHLroWdrwBml8kujHGNRfnwk411hLYHyHny1YqiovTKepsZTDvmfAVq8pcsaW3Ls7nWEIoUtvrsZCrxdDy7mG6dAa+APv/CXV1TWovfs9BvLkx7EP4enhwtQ/EtuRwc3uaWNFMp/xg6Joq6qQ+Rza3jTUFayKury9cj8VtqTNRp5Fr6JzQmWX5y8Ku903ry4ydMyI+XoIk0J4Y6eL+75y/ebDLg8cUdTHqGO7vdD83t74Zk8vEokOLKLAWoJKpsLltAVEHkBWbxaxhs5h3cB6bizfTOrY1F2deTLI2GakgpcBawAMLH+DejuGz6KqQS+Uhgg4gRZtCmj6NO+eLUSOj2ozi7X5vszR3KZWuSroldSNWFctTy54KEo3No5ujEBSo1WoubXYpOeYcopXRNI1qSoImgRxzDpuKN7G3Yi8PdnqQCStDixu3Zt2KHz8un4unlz1NpjGTIRlD6J7UnZFzRtIhvgPje4xn5JyRQa2o20q3cf/C+/nxsh/JMGawq3QX0apoUnWp5FlCRz18fh8l9hLu/fterm95PTe2vpG3170d1qymwFqATJAxrss4xv87njJHGTJBhsPjCNn3SOxuO2aXGb3i3B3paRB1DZxxBK0cTecEbKvD3zlVtzu5HJtweCoclHy+FU9J9R1Ix85y1G1jMV7RDL/VQ8Xs/WIF0Q+KTCPRV7fA9Hc27tzgHnrbphIMgzLq3QW4IJeiah5N4oOd8Jrd4Pcj1SuQ6uVIZKHnKotXk3BfByp+34cr2wwyCZpOCRguTD/lgdVSrRypVo48sQardsBrd1Pxe/hWXdv6InS9U88ZUXdWoI0TRV2nEWLIslwjGqAYkmtvNPH/gLUYdvwiipadf1RvXzdNvGC/c6FYqTldeBw1t/xZjy88uc5w28WMwkjs+Rva1EG+lSZGnN8s3Ba6JtfUvkp3PMQ2h7sWi8Yo+xaCQi/mCXa7Izj/L6073P0v/PsO5K8TW5z7jBPPN1yUhT4JrvocvrxMfP+qEKTidt2JV8EVUgWJ2kSI8DFI0CSgkNbd71u9Qs8DnR9g5eGVIflyiZpEuiV1Y0PRhsBs39EMajyIN9e9GdYMpAqv34sznBFNGJRSJbvKd/HokkcDLYO/7/+dBE0CUwdPJd0g/qzKBBmN9I24vd3teHyeIKdNu8fOBxs+YEfZDg6ZDtE8qjl7KkJzSBsbGlNgDX8NdHmzy7ln/j2Br6dum4papmZIxhBGtBnBc8ue46DpYNBjpBIpVzW/CqlQ/bc+UZPIlMFT+G3fbxwyH6JHcg/ubn83P+7+kdaxrZnUdxLTd05nb8VeUnWp3Jp1K2n6NKQSKTe3vpmZu2dyoPIAPr+P9ze8j8vnIk2fxvzs+WFnC51eJ9O2TeOaFtfw2ZbP8Pq93Nb2NpRSJa+seiUouDzDkEGcOo7XL3gdp9eJx+cJcswE0Mv1PHXeU5hcJj7d/ClKQckjXR+hzFHG2+veJkoZhSARAt+reHU8V7W4iuZRzfH4POjlelbmr6RFTAuStEmBkPlziQZR18AZp6oFz7mnHG958C9bff80pFF1e5Hu9/qwrikMEnRV2LeVor+oMcWfbA5yZXQdqKQsz0zszVmUTNsWXM3y+euXzfwRSKQSZFGq45r7E+RSFGl6Ym9tg9/hBUEU3PUp/N1v90acEwRw7CpHkVLzfEADdYxCCzFa0TGwgZqxV0b+XWEtFt0NT6eoUxrE+bmjDVqqiGt2+s4FRCGiSxRn3sJxErNhQWjj4YrJMPVi0YylCokAV352UkIoIjKFKMyu+kJ8TolEPI+j2yPlKkjMgsvfER065epjz/cld4J7l8OWH0VRHJ8lzgVGpYstvyeISqbi1ja3hhiXVHF7u9vrvOrRxNiEqUOm8tLKl9hdvhtBItC/UX/GdR1Hii6FO9rdweJDi0MqcYMaD6JZVDNe6PkCVk9k12SdXHfMKl0VJfYSHl/6eMgMWJGtiImrJvL6Ba+jP+p7c3R0QpmjjD8OiDdwvtz+JRN6TeDZ5c9SZKt2Mo1VxfJan9dYmL0w5FgPd35YrDC5g3M97R47P+/9GYPSwLUtr+Wdde8EqloGhYHnez4fZKri9XnZWLSRe/6+J1DNW5CzALVMzeeDPmfiqonkW/MZ1nQYV7e4mqbGpszeP5tvd3xLuaOcFjEteKf/O0xcNZEW0S2YvFmMcbi2xbW8uubViO/h2sK1pOpSWZAjdgQsPrSYtnFteb7X8zy25DFArLA+0vURvtn+Db/t/w2tTMvHAz9GLshx+6pd5V/q/RIfbvww0HIJMD9nPgPSB/Bwl4dZdGgRVza/kh93/0i/Rv24otkVfLH1Cz7Z9AlauZarm1/N5U0v5/VVrzO4yWAGpA8ImuEzOU2UOkrZU74HvUJPY0NjEtQJyE7iZ+h0c/acaQPnNLJoMUjaub8S++YSBK0M3XnJSE+BTb3X6sa2NvwdMWXTKGzri8La7PtdPmxbilFnxWLfWn3rUp6qQ3JEkLfX7MRdZMe+rQRBJUPdLh5plBKp+uz4cZNq5FDPjEeCCJN3GFiSNlSHGqjHKI9xw+FY63WNPlmci5wzPnSt+eDgiIPTgTYBeo2BuU+GrkmEuqnSVZHQBu5ZJoaUZ/8LsS2g8y3iPOOpjHFQHeHCWRNyjfjveJDKxLbPCx4VXTKlijozuMk0ZPJI10d4a91bAXEjQcJd7e+idWzrOnmOI1HJVHRK6MRnF32GxW1BkAhEK6PR/lelTNOnMX3odP488CfzD85HI9cwImsE7ePbE6uOJUmXRIm9hE7xndhQvCHk+He2u5MEdULg6xJbCV6/F7VMjUEZ/H3ZXro94gzcsvxlVLgq0Cv1uLwuimxFrClYQ54lj86JnWkW1YwETQJurztwjCJbES+ufJFxXcfh8rrIMeXQMroleoUepVSJQqbgowEfsb9yP/HqeHRyHb/t+y2o1fNovtz2JV8O/pI3+76J0+tEJsiIVkZTaCvk+tnX89XFX5FhzKDYXszYxWNDXo/dY2f80vGM6zqOJ/99kqnbpvLZRZ9xwHSAFtEtkAkyEjWJJGmTmLJlCo93fxyX14VUIqVtXFvyrHk1OorGqmIxu4IF6daSreRZ8siKzUKQCDzY6UF+3fcrs/fPBkTHze93fc/QzKH8su8XALomdmVz8eYgQVfFgpwFDEwfyN8H/+aZns/QMqolidpEHlr8UOAza3Vb+XL7l6wpXMMT3Z9g3sF5NDU2pU1cG0A0g3l73dv8uu/XwHE1Mg3v9n+Xzomd67QifSo5O64yG/i/QBalQtZZhbp9PBKJ5JRdoEv8Yi5bOOTJ2rBZbVW4DprQdEyoFnUCRF3eNGBi4TU5Kf12J67saqcz88JDGC5qjLZXcv2xoz9LETQyVK1jcGwPPyyvanluD0GHw2t14TO78VQ6kerE9lrpMWITGjhDaONF6/ucFaFrad1AU/et5jUilUG760CmhkUvi9VCuVrMD+z9kDivdTy47GAtFAO2FVpxrvJ4BcmRCAK0vRqyV8DO34/YLhNbCetyzlAQxMrf+Q9Aj3vEitnZ3jIskWD2u7E7TCgFJUbVyRuMGZQGrm5+Nf0b9WdryVY8Pg9t49qiU+iIUkad/DlHIEYdE9HUIkWXwqg2o7i6+dXIBBk6RfDNkDh1HK/3fZ13173LnINz8PjF1rs729/JsGbDkElllNpLWXxoMZ9v/ZxSeylt49rycOeHaRrdNBBybnFFjivw48fj8+D2ullftJ77/r4vqKrU2NCYTy/6FI1cQ6ImkUKbmMWWZ8nj8SWPE6uKJV4TT5/UPuSYc8gx5TBrzyw+2vQRydpkOid25rzk81hxeAWXNr00pGpVRaImkWxzNs8ufxaZRIYPHz6/jwc7P0i6IZ03177Jq31epchWhMlVfV0iSAS6JHYhWhnNQdNBolXRPN/z+UAl8/0V7wdFOmhkGl7p8wqHzIcY0GgAFza6EJ1Cx7yD87gk8xIW5iwMOTeAy5teHqjqHclfB/7i2fOepcJRwZLcJWwp2RJkEjP34Fy+ueQb1hSKQrlfo358t/O7iN+PRYcW8XTPpzlsPUzr2Na8vub1kAoriEI935JP65jWzD04l2ZRzZBL5fx14K8gQQdg89i4d8G9/Drs10CrbX2nQdQ1UO8QZKfWQlvQytC0j8eyLNSC2O/01hgOLWjl+P1+kElQZhoxDslEliAO1QcCvLNDratN87NRtY5pEHW1wO/34/f6kUglgeBTQSXDeEkTXNlmfNbgP3D6/o2QGs6Ou2l1hafCSdn3O3EdqP7MyeLVxN7aBnmEAPQGziCaGLG974dbxMDrKpI7/ud2eWpcZmtEGwudbxUdOF02MQZAlyj+93gwF8LSN8W5QK9LFEcdbxYrgCfiaqpPhMvehX6Pw6HVYntoaldxu9su5hl6HKIJiD7ppNwdA5yNAetHYXVZ2V+5nw83fsjOsp2k6lK5t+O9tI1te9JRA1qFFq1Ci0JQ8OeBPxmzcAwqmYobWt7ABY0uIEGTcOyD1DFSQVrj60rSJvFMz2cY3Wk0Do8DrVxLvCYemSCjwlnBW+ve4rd9vwX2X1Owhpv+vInJF02mZ0pPANrFR45lSdeno5PrKLIXMWbBmBDBlW3K5vU1r/Nk9ye5t8O9PL/i+aD1UkcpKboU9lbsZcLKCfRJ7cOgjEFM2zaNPEseeZY8ckw5PH3e02hlWh7q8hBvrHkj6BiCROCBzg/wzXYx9+5IZ8npO6ZzX8f72F+5n/0V+ylxVHcX9W/Un2taXMPKwyspshUxNHMoGpmGDzZ+wLCmw1hdsDoko8/msfHc8ud46fyXAll3v+z9BY1cw7aSbdzW9jambp0aZPRyTYtrqHRWctga2k7t8rrw+r0kaBOIUkVxZbMraR7dnLkH5/Lrvl9x+Vwszl3MhF4TyLXkopPrwpqmVOHwOtDKtLy06iUe7foom0s2R9x3Y9FGLG4LvVJ6Ue4sR5AITNk6Jey+Hp+Hf/P+5UbDjRGPV59oEHUN/N8hkUnRnZ+CbVMxPkvwL2JPpQN9n0Y4doSvBOn7pqFI06HtmoREKQ1qqfRZXFiXhwrFKqxrClAMO80zKmchfq8PT7kT24ZC3LkW5Kk6NJ0TkEWrkEgF5HFqEkZ3xL61GPuOcqQ6Obreqcji1QhnSYtrXeBzeERTmwPBNxE8xXZKv9xG/F3t603EQwP/4XGJc2PXTBPdDcuzxaqWLvHYoeGnEkEQw8Zri9MsBlxvrA5TxuuGdVPFOb1L3xFD5muLNlb8d2TWYdl++PleOLRS/Dq+ldhu2HQAaGofdH0u4fP7WFWwigcXPRjYVuoo5d6/7+XBTg9yY9aNgerTiXLIfIib/7w5KCbghZUv0GV/F97o+wbxp7vKfBxo5Jqw83Ml9pIgQVeFHz8vrXyJaUOmEa+JJ1oZzeDGg5mbPTdoPwkSxncfT7wmnkU5i4KiDI5k0aFFDG82nH2V+3j6vKeZunUqsapYdHIdTaOa0i25G48veRyAf/P+5dFujzLv4LxA5t2m4k1sKt5Et8RuvNL7FdrEtuHTzZ+Sa86ldUxrrm91Pd/s+IYdZTtCnrvYXky6Pp3D1sPc9NdNfHDhB8gkMoY3G06nxE7cv/D+QCVrzsE5TNs2jVf6vAJ+eG/DeyHHA6h0VuLyusgz54lxFj3Go5VpGTl3JFc2v5IPB3zIrvJd+Pw+2sW1Az/c9Xf4vObHuz/OXwf+4rtd1dW3qrbeW7Ju4evtX/PH/j9I1iTz1favuKrZVfRN68vM3TPDHu+yJpfxxbYvKLAW4PF5UElVEb8veoWeLSVbuKL5FUiQ4PV5KbFHNoXaX7k/4lp94//nCqiBBo5AFqMm4b6OWNcUYNtcjEQmoOuVgqpVDBK5gK5vGpZ/gu9UaXokoWikR6oLf6Hs94sX2pHwWd34/f5A1am+4rN78Lm8SGTCac9G8/v9uHLMFH++BbziHT/HrnLM/+QSd3tblBlGJIIEWYwKXe80tN2TQSogyE9tdbc+4rW4cWwPb9vtKbbjNblCRJ2n3IHf4wNBgtSgqFcmOOc8FTmw8mPY8l+4cLtr4bx7RHfDsxVrMWyKkOG6/We48CmxddJaJIo8hVZ0TFXXUoRV5onujpW5otDr+7iYM1ewRWwXTel0eiIgaovLKr5HxbvEmcC4FmILruLkBNbRFNuKmbAifNbuhxs/ZHDmYHxKH4W2QuYcnEOZvYz+6f1pEd3iuKpsTo+TL7d+GTYjbl3ROnaX766Xoi4SW4u3RlzLMedgcVuIJx63z83FmRfTLLoZP+35iRJ7CW1j2zKizQhKHCW4vW7KHZEzdn1+Hy6vi6+3f83d7e/mjQveYMXhFVQ6K+mZ3BOnt9oY7tImlxKtjGbakGnMPTiX2ftno5AquKHVDfRI7kGCJoEkXRKT+k7C4XWgkWlYnr88YEByNHHqOAxKA59u/hSATUWb+PLiL5EgYdTcUSGtieXOciZvmsyj3R6t8b1zeV2sKlhFriWX0QtGM7rjaJ7s/iSvrnmVn/f8TIYhA0EQyK7M5sbWN5JpyOSA6UDQMdrFtcPmtgUJOhBF9eTNk5nUdxI/y38m25RNu/h2pGpTeWvdW3ww4AP+zv6bcmfwe94quhWtYlrx+FJRIC88tJChTYby056fQs5fgoROCZ2YuXsmRoURHz6UUmVQ5t3RdEvqVuN7Up9oEHUNnLV4bW4xR84v5qzVVoDIYlQYBqaj65UCEoLEmr5fI7SdE3HsKcfv86NqES3GAdTwHIJKirJ5NI5t4S+0q2YF6ys+pwdPoY3K+dm4861Io5QYBqSjaGw4beLOZ3JROn1nQNAF8Popm76ThDGdAvEKEkGCRPX/+yvM7/JGNIwB8FqqW1W8ZifObDOmuQfxFNuRqGXoeiSj7ZGELPrYzqgNnCQVh+CLIWA6Ip9p5Uew/Re4bR5ENTpjp3ZS2MvFsO5wSATxTte8p2DD19U5hpl9YdgHtXP5LNohCrr4VtD/KZh1FziPqFBHpcOI305NFMGJYq8QBe+8Z6pfu1QOl7wJba48PrOU46TCWRExl83j91DprGRp7lImrp4Y2P7D7h9oEd2CDwd8SJK25jbZSldlSLXqSGbtmUXP5J4IdWTOcqqpyf1SJpEhlUjZVrKNBTkL8Pl99E3rS5vYNphdZvZV7mPiqolY3VbOSz6PrLisiMdK1CRidpm5svmVKKQKbvyzuoXvq+1f0SG+A+9f+D55ljx6JPUgShVFFFGMaDOCYc2GIUiEEJMUnUKHDnGGMCs2C4PCEDQrV8UtrW9hZ+lOQDS7aRffjkf+eYS7298dJCaPZGPxRgSJEPGYAI30jYLEz4cbP+Txbo/z3dDv2F2+m2JbMS1iWrC2YC33/X0fL5z/AusK1zHv4Dy8fi/9GvXjyuZX8sqqVyK+b3MPzqVfo35kGDLYVrKNsV3HcnHpxSzLW8b7F77PHwf+YGHOQhRSBUMyhjCw8UCsbmtAqC7IWcC7/d9lS/EWdlcEC7WxXccye/9srm95PYdMh7ig0QUopArGdhnLPX/fE3Iuceo42se1j3iu9Y2z4yewgQaOwO/z4y60Uvr1dgrfWEvhm2sp+WIrrlyzWIWoBRKpIIq1o6pvUrUMeaIGfe9UDBekITUo8FndOPZW4Mq34DWH9nYLShnGQY0hzEygLF6NolH9Dbz0+/0491VS9NEmnHsq8FnduPMslH61HcvyfHzOyBXIusRrceML894C+CzukHbZ/2cElRRqMBOqEr8epwfHngrKvtmBp1iM8fDbPZgXH6L8l714Ko4vs6mBE8Tng62zggVdFaZ8cc1Xu99bx43fLz5H/kY4sBRK94Ej/MXaCaGowa2z3bWwarLYinmk496Bf+D7W8T4huMlf7343z5j4fcHggUdiFXQX+4DW+SqyWmnaIfoKnrka/e64fcHoXRvnT6VVBK54l4lUo4UdFXsLt/N19u/xu099u/Vmp5DIVWIrsRnCVmxWSHRA1VM6jeJd9e/y/V/XM9nWz5jytYpjJgzgpWHV7KrfBefbv6UYnsxNo8Nn99HoiaR81POD3usezvcy897f2ZA+gDe3/B+yPqm4k2syF/B6sPB2YyCRCBaFV2j6yVAsjaZqYOnkqZPC2yTCTJuanUTrWNbU+GsAGBEmxFMXD0Rn98XlA0XjnJHObe2uTXsWr+0fizLXxbIEJQg4eHOD5NhzMDtc5NpyKRZdDMEBCqcFZQ5y3hg4QPsLNvJm33fZFzXcRTZiliVv4pSe/ibECDGQNzU+iYKbYU8tewpsk3ZvLn2TQpthXyz4xvsbjuj2o7i2pbXsr5oPYXWQraUbKFFdAtAnIP7YusXvHrBq7zX/z2ubn41t7W9jQ8HfMjO0p04vU66J3enXXy7gKtl+/j2vH7B68SqqueauyR2YergqSTrksOeZ33k//c2dwNnLd4KB0UfbcLvrA4ndedZKPpkE4kPdkYeX7etLZ5KJ+U/7ca5uyKwLZIZhSxWTeL9Han48wDOPeVIZAKabknoL0g95QHeJ4PX5KL85/AXGuZFOWg7JyAoT8OviwiupNXrp+ji9yxE0CvQdk/CuiJ0CF3RxICgl+Nze/FVOKmcczDsMZy7yvFZXRBVfz+bZz2OCtg2K/L6tp+g883H7zR5vPh8ULgVZlwnCjsQ3R073ypWu3R1YG6hiRPDssMFhre7GmbcEP5xhzeCpeD4zyG2mWjcIlVEFoM5y8FWUj/m65wWWDop8vry92H4R2LraB0QpYoiw5AREkAN0D2pO4tzF0d87I+7f2RE1ggxZDwCMcoYhjcbHtFM4poW1yBIzp4aQbw6nld6v8LjSx4PMvboltgNk9PEvOx5IY/5avtXTOo7Ca1ci9VtpUNcBzQyDVGqKF48/0Vm7JzB9J3TsbqtZBgyGNd1HDGqGJRSJcvzl0c8l1l7ZvFUj6dQy2r/WZBIJLSIacFXQ76izFGG1W1FLsgpsZfw14G/uDD9QkCMFThsPYwgEWhsiNzunaRNoshWRLImmad7PM1nWz7D5DJxXcvr6N+oPwqpgnxLPgPSB7AgZwGj2o4CxJbMe/++N1Ddk0qkXNfyOsZ2GctHGz+iVUwrvH4vX2z9gp1lO9Er9LSLb0euJTfseXSI78B7699jxWHRJXhd4TpaxrQM/r7sE8/3hlY3kKZPI1GTSJvYNjyw6AGUUiUPdX6IUXNH0TG+I6PajsLqtpJdmc3FmRdTYCsgTZcW9JnXK/QMzhhM54TOmF1m5FI5UcqoYwrr+kaDqGvgrKLKYfJIQRfA48f8Ty5Rw5rW2ayQz+mh8s8DQYIO/jOjmLaN+LvaBdnHS2QC8iQtsTe2+m++ToJUJ0Miq9+zSz67J2KFDB+4S+zIYk+9m6KgkyNRCPhdoeJNIhcQIswz/j8iyKUYLhRb2KyrC8SWVQmosmKJuqwpUq0CT5kdv9OLzxTZNcx1yIwitf5Wkc96BGnNF+9ytTh3VteY/ptDc1RUb/P7RZfK6EzoOQakJ/l7SRsLV30GM64XK1NVxDUXRao38ueOilxIOs62prSuooCMFJJehSe8McJpx2OHypzI6+UHwe2oM1EXp45jYp+J3Db3Nuwee2C7IBG4t+O9zDkwJ+JjbR4bPmq+WSaTyriu1XXMz55Pjjn4dV2ccTEZhoyTOv8TwePzUOYow+/3E6WMQnm8bq2AUqakb6O+/DLsF37f9zuHzIfondabLoldeGjRQxEf93fO31yQdgFzD87l0e6PBtw34zXx3NfhPq5teW3ApCNOE0epvZS+aX3ZWbYz4jFNLhMtolvg8/vw+rxIhfA/k+WOclxeFxqZJijw3O62Y/PYWF2wmsOWw7SMaQmILYjxmniGZAwJOHP6/D5WHV7FpU0uDWTCHcm97e+lzFFGmj6N33f/zphOY8iKzeL9De8zcs5I/PhRy9Rc2/JanurxFInaRBSCgvsX3h+Uf+f1e5m+czqv9H6F7y/7nnUF69hTvoeeyT3ZWbaTeQfn8Xb/t/k7++8Q11C9XE/XpK58sfWLwLZZe2bxZt83yTHlBIRg18SujMgawSebPuHtdW8Htn084GNK7aWU2EuodFbyT+4//JP7DwaFAbVMTam9FI/fw2/DQ41yBIlAojaxxhsc9Z0GUdfAWYXf5cW5pyLiuutAJX6HF+pI1HnNbuybi8OueUr+M6MIkwkmqGQIZ9G817FG/STS03MXVqpXYLy0CRWzQquGxqGZSPW1m+3zWlx4K114im0IRiWyaBWyc6gqJdUrMF6Sib5PKj6HF0EhRdDJA589d4ENqVFZY2C7cJrNcP7vUBnFHLRw2XQAPe4V96lr8jcEC7ojWfYOtLsGjCfgeFmFxyVW22zlMPwTUaBU5olul4ZUMX5AkIoun+Ew1KKlyZAK130tzqlFQqkXYw7qAwodpHQVDVLCkda9zoPmW8W04qfLfuKPA3+woWgDTYxNuLrF1aRoU3B4HXy789uwj+uW1A2tTHvM4ydrk5kyeArL85fzx/4/UMvU3NjqRlrGtIyYJ3eqKLAW8OPuH5m1ZxZun5tBjQcxsu1IGumPfzZVI9PQJKoJD3Z5MGBgVmQrCrQshqPCWUHXhK7cNOQmWkaL4snr81JoK2Rj0Ub2V+6nTWwbWsW2AiBWHcvlTS8nRZfC7/t/D3vMbondmJ89n1l7ZzG82XCGNxseNONY7ihnbeFaJm+aTIGtgKyYLMZ0GkPTqKZIkLA4dzFPLH0iyPikWVQzXu3zKg8vfphxXceRoktBKVXi9Dr5evvXPNnjSZpHN+fH3T9SZCuidUxrxnQaQ5I2iR1lO3hiyRN4/B6GZAzh6WVPs710e+DYdo+dL7d9yV3t7qKRvhHrC9dHDGj/bMtnXNHsCt5a9xaCROCjAR/x4+4fMbvNTNkyhTf7vsknmz4JuHd2TezK7W1v5+11bwdVUC1uC08ve5p3+r1DtimbXWW7GJw5mJFzRgaJwrWFa7lt7m1M6jeJClvw99HkMgXNCZY7yjE5TSRpk85qEXc0Z89VZwMNgOh0WEMWmaBTgKzumvuPaUZRQwXkbELQypElaPAUhfbbS+QCstjTY6YhkQmo28Uji1Fjmi+aesji1Rguaow8VV+riqenwknpt9txH6oOkBX0cuJvb4c86dgXMWcLglyKEBN6x99r9+C1uvF7fKiaR+PYHTpvJJEL59R7UW9J7wnNB8Oeo8wmmg0S104FkQQFiAYnEcwSjgt7uTgLOP9ZqApojkqHq6dCUgcx1NxpgTZXVbt9HklsM9DXQtQJUkjuJFYf214FW0Nd7eh7grl4pwK5Gs4fA1u+D56pA7GNtPsddZOvd+RhBRmNDI0CRhhyQR6o+jQ1NiUrNivo4hzEebtHuj6CQXl8pi1J2iSubH4lgzMGI5VIUclOv8lSobWQO+fdGdRq+sPuH5iXPY8ZQ2cEzZcdL1UGZnqFnh7JPfh9X3gB1i+tH5c2uTTwftncNvZV7OOOeXcEzarFqeOYOngqGcYMolRRtItrR6YxkwOVwS6QMomMm7Nu5pllz1DuLOfDjR/y+77fmTJ4CknaJCwuC9O2TQuqWq04vIKVh1fywYAPaG5sHiLoAPZW7GXOwTkMSB/AK6te4cZWN3JX+7t4f8P7+PHz8qqXaR3Tmhta3UBWbBZ55jzG/zueHkk9kApSPH4PCkFBkjYp5DNTxbc7v+WixheRbc6O+L7mmfOIU8cBYpVw0tpJfDjgQ/IseVjcFraWbGVUm1FkRmVSZCtCJpHx+ZbPw7pQlthL8Pg9fLjxQ65odgXTd0wPG8ZudptZnr+cgekDI56XQWGgyFbEo0seJVGTyOSLJtM0qmnE/c8mzp4m6AYaAAS5gL5P5LvL+v6N6jTgW1DJajSjkEafG1UfqU5BzHUtkSiOEk0SiL6+5WnNO5OqZaiaRRF7axsSHuxM7K1tUDWLDsoEPBY+p4eKP/YHCToAn9lN8ZSteCpPnzmI3+/HU+nEU2rHU+nEf6y5wTrCZ3Mj1Suo+GM/xksykcYcdQEmlRBzU6v/u8D2M4I+UXR8vPV3aHu1+O/W32H4h+JaHeGwmLGUl+KwWcWWxYjnkwQnc0Getw7+GFst6EA0K6mKHQCxEnXRBGg+KPix8a3gppm1F2CCILqEDp4oRhpUCRF9Elz+PnS4oc6F0kkRnfmfI2eT6m2xzeCG76EG98WTRSKRoJKpgtr44jXxvNf/Pe5odwd6uR4JEnok9WD60Ok0i6p9dqpWrj0jgg5gdcHqsLODFc4Kvtv53XGZvkRCLVNzZ7s7UUpD/67Hq+Pp36g/BqWBSmcl6wrWsbZgLWMWjgkxHymxl/D40scDcQex6lgmXzSZ61tej0oqvm+dEjrxVv+3mL5zepBFf445h39z/wXErMGpW6eGnIsfPxNWTKDIURQi6KqYe3Au/Rv1Ry/Xk6xLZljTYUzqO4lMQyYSJDg8DuSCnPWF63lm+TMU2YrYULSBtnFtMSqNNI1qSp4ljLnTf1jdVvz4AxXLcDSPbh44hlQi5cbWN7KlZAufb/2cjzd9zEHTQdIN6RysOIhcIsfr9zKy7UhkktC/9Rc1vohKZyX51nwUUgWbSjZFfN4tJVs4bD3MkIwhYddHthnJrL3inHOhrZC7599NobUw4vHOJiR+v//0XGE0UCMmkwmj0UhlZSUGQ91ZHZ+LeO1urKsKMM09GFRF0/VOEUWdtu4uUn0uL5VzDmBdHmpGIW+kI+7WNhFz6842/D4/3nIHts0luA5WIovXoO2WhDRaiXC02KvnuEvtFL65NmKVNf6e9igzTv0AtNfqwr61FNPfOfjMLgStHH3/NDQdE07558ZdZMO8JBdBJcOxr5yYq1viKbPjPGhCFq1C1TwKaZQKQXl2fW/PeqrMfurQ/t1hsVB4YC/LZ06nsvAwsY0ac/7V1xO7/zuUq0Nd97jsXdEw5UQiVqyl8M2VotlJOAa9BL3GVH9tKxMNTMyFYj6dNv7khazXDZZCcWZPphKrfnUVF2PKFwVqxSExIsHY6MTP11H5XxusSTw/Ux6s/lRsI719nijyTiMer4dSZyl+vx+NTHPcFbr6gt1t58HFD7IiP3wrc4o2hW8u+eakMvM8Pg/7Kvbx+prXWV2wGqlEykWNL2JMpzGkG9Kxuqx8v/t73l//Pq/3fZ2xi8dGPNbMy2by14G/OGg6SK/kXvRN6wuAy+diSe4SpmydEjb0umN8Rz4e8DGrC1cHBcofzZTBU7h97u0R13+87EekEilKmRKDwoBRaaTELubrldpLcXqd5Fnz0Mv1FNmL2Fi0kVvb3MrOsp24fW5StClhbf5BrDLOGjaLSmcl9/19H2a3OWhdKpHy+aDPcXgc2Dw2UnWpTN06NSQaQybI+Oyiz1hftJ4YZQxNopoE2kQ3l2wmRhXDLVm30CGuA378bCnZgkamYfrO6WwqDi/sBjUehEqqoltyNw6ZDzFz10zKneWk6dK4tc2tFNmK+GzLZ0GP+erir+iU0Cnie3mmqK02aGi/bODsw+NH3SYWVasYXDlm8PtRZhoR9Irjqub4vT58Fjd+P0gUAlJNDdlzCimGfungE80oZHFqpEZFIMPtXBF0IOa+yWLVGPo3wudJFXPghLPIp/pI3L4z3jbrc/uwrCzAPL+6PcVndVM5+wCecifGQRmnVFAJKinOfRVouySiPz+Vit/2IVFJUbeJQ56iBUHSIOjOBHWc5eV2Odm+dCGLpn0a2GatKCdny0aGjhlHi46VCBu/EhfkaujzCLS69IRFkN/nw5PaA6k2AWH/wtD2wtw1onCtep2aGPFfXIsTer6wSOVgrH2b3TEp2SMK1oojzEDiW8GNP0D0CYTEm/Lhq2Hh1+Y/B1dMrvPZupqQSWUkas7e+SFBItToEqmSqU7ahVMmyGgZ05K3+72N2WVGIpEQpYwKZNuVOkp5d/27KKVKbO7w8QByQc5lTS/D7/fTJrYNbWLbMPfgXN7f8D7ThkwjTh3H7/t+DyvoQIyIkAiSQFUvEjp55M9Oi+gWlNpLeWb5M5TZy+gQ34GxXcfSPKo5Fd4KPtn8Cf/k/hPYP12fzmsXvMaj/zwaqIRO7D2ROHVc2PMckjkEuSBnf8V+Ph74Mc+teI59FfsAiFHF8NGAj5ixcwaz989GKpHyZr83w2Ydenwe3lz7JhemX8h3u76jfXx7hjcdTu/U3tzU+iZ0ch16hZ6/DvzFL/t+wea2cXHmxYzIGsG4f8aFfe2DMwbz3PLn+G3/b3RP6s7YrmPRyXUka5N5bvlz7CoPbU0vstUiYqUe0yDqGjhr8Pv8uPMtlP2wW5z9koA8XY/xogykRsVxWe57TU4sqwqwLM/H7/CgaGwgamgTZEmaiI6ZUoMCw5DG6M5PwXmgEneBDUWaDvwEBqzPNYQwWXtV+P1+vCYXPrsHiQQEjfy0tmceDxKlFIlCKs5EhkEWf+qdPH1mF+ZF4R3wrCvy0fVKQVCeuvOQGpREXd6U0i+3IzUq0XSMR9DJceeacWZXEjW0ybEP0kC9x1ZRwZJvQ1u0ABZM/ZSUiZMw9BotOkNqokGbBPLat417PR5MxYVs+2cBBfuUxCVfQPurHsSw4X1ke49wV0zpVOfC9bRgLoTvbggWdADFO+Hne+D6b0VxWht2Rw7sZtefYD4MvjixgnkEPr+PYnsxXp8XpVRJrLqO4y7OUpQyJTe0vIGFOQvDrt/Q6gZiVHVj2mJQGsJWMneW7cTn92H32IlRxSBBEmTqoZQqee2C15h7cC43/nEjHr8HtUzNlc2v5KEuD/Hc8uf4eODHXN/qep5d/mzY576p9U1o5VoaGxujkqpweENdXVvHtCZaGU2HuA4hrYgSJIzuOJoXV74YECvritZx85838/2l3/PDrh+CBB2IbZ9jF49ldMfRPL3sac5POZ84dRzv9n+Xhxc/HCR6uiR04e72d+Pz+3hp1Uu0jGnJuC7jMCqNSJAQrYzmy+1f8uu+XwGxDXNrydaI73Wpo5R+jfohlUhZV7iOGbtmcG3La9lfsR9BIjBz90y2lGwJ7P/9ru9JN6Rzfcvr+W7Xd0Gv+4HOD7CrfBcWt9gavrpgNeuL1vNu/3eZtHZSWEEH0Fh/Ajdt6iENoq6BswZvuYPiTzdX2937wZ1tpmTKFhLu7YAivebStNfsonT6TlwHqx2QXAdNFH20kfh7OqBsHP7xfr8fb4mD4s+2BKIUrIBELSP+rvYokv9/jCZ8Li/OA5VUzNqDt1KsdskSNMRc2wJ5sg5JDfOHpxOpQYG+XxqmeaFD3IoMPVL9qZ+F9Nnc4IlQLvSJoo9THBOhbGIk/u72VPyxX2zF1CvQX5CGpkN8jRXqBs4eLGWleN3h54gcFjN2qx1DZquTeg6/38/hPbv48aWn8HrEylz2Ztjw999ccf99pNtLEPLWiiYgWREqU/Uda5FYqQtHznKwldZe1EVwBQTA7xNjIFZ/KmbWRYnxJCX2Embvm83UbVMpc5SRacxkXJdxdErodNa1S54KWkS3CGvJ3yG+AxemX3jKb7IeWQlclr+MoU2GBp3L7W1v5/ud3wcy1kB0jPx2x7dc3/J6GukbUeYo4/zU8+kU34kNxRuCjn9+yvm0i2sHiHN8E/tMZNw/44Jm53RyHS+d/xLJumQm9Z/Et9u/5ftd32Pz2MiKzeLhzg/z4+4fQ3Lg/PgpthcHxNbRHLYeRi6Vc2XzK2kV04oxC8eQoEng5fNfxuP3kGvOJVGbyIGKA1w7+1q6JnZlUt9JPLDoAe5bcF/g/B/o/AA/7ak2M/L4ROOVcKikKp7v+Tz3/X0fhbbqubbZ+2czMmskfdL6BAm6Kt5Y8wbPnvcsMy+dyZqCNShlStrEtmFryVaaGpvycJeH2VO+h2RtMp0SOrG5eDMdEzqypnBNyLE6xHcgQVsHuZ31gAZR18BZgd/vx7a5OGx+GX6onJ9N7E2ta4wR8JQ5ggTdkY+v+H0fcaPaIg1j7+41uSj9entINp7f7qHs2x3E392+3lWqThWeYhul07YFtTZ6imwUT95M4kOdT0uW3fEgkQpouyeBBMyLc8XvnQDqdvGiaYju1AsaSQ3VTiDUlOYUIChlKDONxI1qi9/tRSJIEPSKc7K6/P+KcIysOaEOqmbW8jL+eO/1gKCrwuf18seUaYwY/RD6yrFwzVdgOH5b+XrFsTLwXNbaH7P5IFj4Yvi1zL5iq+rBpTDjRrhlFpVyJZPWTgoSCQcqD3D/wvt5pfcrDG0y9KwK+T4VxKhjeLTbo1zT4hp+3P0jTq+T4c2G0yqm1UnN0h0vLWNaIpVI8fq9zNg5g2fPe5YUXQozd82kwllB+/j2fLTpo7CPnbVnFq/3fR2Pz0OCJoE3+73J9tLt/Lj7RwSJwHUtr6NldEviNKJjpEKq4PyU85l1+Sx+3vMzB00H6ZbUjQHpA0jRpQCQqElkTKcxXNPyGvaU76HYVszu8t1hWx0BHB5HWNfIKoptxQzJGMLd8+/Gj58CawEKqYKFBxZi89h4Z907WD3iz8LSvKX0SO5Bn5Q+xGniiFJGsb9yP+WO8qDn2FexjzaxbUKqmgAXZ17ML3t/CRJ0VUzbPo0LGl2ATCLD4w+9QTJx9UTe6vsWqwpWkWPKYVTbUbyz/h0sbgvNo5rTSN+I1QWrA/Nz7/Z/l3va38OX27/E7rEjSAQubHQhj3d/vM4qvGeaBlHXwFmB3+PHdSCMIPsPd75VvHCvQdSFs3QPPD7XIj4+jKjzWd2BqtTReErseM0u/D4/gkp6XC2gZys+pwfTgpyws2p+tw/rhiIMF6bXmzk8qe6/qlTHBPxObyC8/HTNkQk6ObJEDZ7C0LkLaZQS4TQIy8DzaeVAQ2XuXEQbHYNSq8VpDRUdhvgE1PqTr+7YTJVYykrDrjksZqy6JujvWgy65LOz9RJAV8OsmVR+YlmCxjTRlXPTjODtCi30uh9+vlv8unALmPIp0xjDhkIDvLn2TbondT+nMrVOlBhVDDGqGDomdMTv90cM7D4VxKpieaTrI7y25jV8fh/Pr3ie7kndeaTrI7SJa1OjY6TL50KCJFBxTdAkkKBJoGdyTyQSCQpp6M1htVxN06imPNz5YcxuM3KpHK08uDtILpWTrE3m932/M3v/bK5teW3Ec6gKED8ypP5IMo2ZzDkwJ+BsOb77eJbnL+eg+SCJmkReveBV5mfP57d9Yni3zW3j9na38+2Ob8m35NM0qimJmsQgIebHz18H/+KeDvfw8aaPg57vgrQLeHTJoxHPd9XhVbSJaxPWFEUlVVHpqgy0klY4K4hXx2NxW9hTsYc9FcGV9w1FGxjTaQxXNL8Ci8uCWqYmRhWDVnHudFudu1egDZxTSKQSpAkaiCDMpNFKOEZlRNDU8HGXSSIGfPjd4S2Dq/CWOyn+bAvKTAOGizKQxakizuedzficXty5lojrroMm/B7faalAHS8SqYAs+sxYb0t1CmJvbE3xZ5vxWarvWkrUMmJHZCELE1rfQAO1RRsVzdAxj/Lz6xPw+6p/V0nlci4Z8wi6mJOfxzryuOHwIYgB4Wcz2nhoPQx2hGlN63p7zaIvEpoYMdah5SWw/F3RCbRxLzFrb8EE8esqyrM55I2OeKgyRxkml6lB1B2BIBHgNN9D1Mg1XN70ctrGteXLbV+Sb82nZUxL2se3Ry1TY1DUfBMlWZtMgia41U8pq/lvQb4ln9n7ZzPv4DxUMhU3tbqJDgkdSNImBSq3MkHGlc2v5O/sv2libBKoJh7NIdMhbm59c4j7I4ih5VKJlBxzDgmaBMZ0GsPohaOxuqtvGP2y9xce7foo/Rr1QyfXoVPoOGg6yMVNLqbSWUm8Op5D5kNcnHlxUOD6b/t+4/qW1/PBhR+wKGcRRfYiOiZ0JN2QHjG8HMTWTZkQ/trtyhZXkmnMpGdKT2xuG/HqeG5rdxvPLHsmZF8JEoY3G45CqghUOc9FGkRdA2cFEkGCrlsi1mV5YStFhgHpYVsnj0TVMprK2YR9vKZTIkKEx0t1ChAkECZfTCIXAD9+uwfH9jIcO8tJuKf9Mef7zkYkMgFplDKic6QsXl1vZurqC/JEDQn3d8SdZ8GVb0WeqEHRSI80qkHQNVA3SGUyGrVpz61vfsiWBfMoyc0muWlzsi4YgCG+buZE1AZDxGqgTKFEG30OtC6po+CS10EbBxu+FuMS5BrocQ+cdw8oTjBbTpcAWZdDUnvYNgsKNsP0a8VYhiMxpqKS1iyeFVIFlc5KSh2lFNuKMSqNxKniAu16NVHuKKfEXkK+JZ9YdWygSnQsCqwFbC3Zyor8FaTp07gw/UKSNEnHFCLnGpXOSopsRSzJXYLP76N/o/48e96zSAQJcomcraVbeW3Va9yYdSNpurSQeTYQ581q6z6aa85lxF8jKLYXB7ZtKt5Ez5Se3NXuLhobGgfaTpO0SXw88GNyTDk81eMpXlz5YlC7Y5I2icGZg9HINDi9TmbsnBFok+yW2I0nezzJ7H2zaRHdgp4pPflo40dBgq6Kt9e/zdv93kYj0+Dyunhp1UtBFcpeyb14rPtjmF1mFucuDmxfV7iOC9MvpGdKT8wuM36/HwGB7kndWV2wOuzr757UHZfXxbrCdUHbMw2Z3Nz6ZpK0SbzT7x08Pg96hZ5yRzlXt7iaH3f/GNhXJsh4+fyXSdYl1+KdPztpyKmrJzTk1B0bn8uLY0855d/vqp6tE0A/IB3deSnHFHU+pwf7lhLKfwwuycvi1cTd3hZZVPiKjs/pwbzoEObFob+k9f3S8JQ4sG+ttvyVp+qIuy38fN7ZjmNXGSVTt4UuSCDhwc4oks6dNoYGGjjb8Pm8eN0eZHI5kjpsg/R6vexesZQ/338zZG3AbffStv9FyBTBrWNupxNrRTkOixmZQoHaYERrjKqzc6pr/D4fdosZvB7UUicSRwUodKBLAlkdzEy7rPDnY7Dxm9C16Ey47S8KBAlvrn0Ts8vMusJ1OL3OwC49knrw4vkv8vKql4OcCzMMGbx/4ftkGDMiPnWBtYAnlz4ZZBKRpk/jowEfkWnMjPi4XHMuo+aOosBaENgmlUh5u9/b9ErtFTaku64otZfi9rmRC/ITdv8ssZVgdpsRJAJGhZEoVdQJHafcUc7kzZP5dse3QduvaXENd7e/m0pnJf/m/4tckNPU2BStQsuj/zzKYWt1vm3rmNa80/8dlIKSMmcZTq+TaGU0ceq4iALZ5XXxxpo3ghwej2Ri74ksPrSYJ3s8SYw6+MaKxWWhyFbEnINzyLPk0Se1Dx0TOpKkTQLE2boSewkmlwmvz8vi3MUsyF7A1S2upkdyDw6ZD9WYkfdK71fINGby8OKHgz4fVVzW5DLuaHsHudZcLC4LGrmGQ+ZDTNkyhTJHGT9d9hPf7vyWhTkLean3S4xdPDbo8w6iCO6R3AOTy0TrmNYszV2K2W1maJOhtI9rH7FqbXKaKLGXsLV0KxqZhtYxrYlVx6KSnZmunZOhttqgQdTVExpE3fHh9/jwml14yhz4PT7kcWoEnfy4Z9l8Tg/eShf2LcV4TS5UrWORJ2uRGWv+4+S1uLHvKMX8dw7eSifSGBW681PwO71hHRaTHu0aYhri9/rxe31IZEK9mTurwuf0gt9fo9EMgNfqxrryMKYF2fCfrpbIBaKvboGqVfQ5PVPYQAP1Ha/Hg7WijIqCw7jsNmJSG6ExRqPSnvzNFqfNSsmhHJb/8C2ludlEJafQ65qbSGjcBJUuOC/LWlnButm/sO6PX/B5xdaquPQMLnv4CWJSTkG+3EliLi1m14p/2br4byQSCe0uHETz7r3Qxx67AlYrTIfhj7FinEEVcS3ghu8oVhvYW7GXOQfmIJfK6ZXSiz3le/hq+1eoZCq+GvIVkzdP5ue9P4ccNk2XxpcXfxm28mZ1W3lu2XNhjTNSdal8dfFXYR9ncVl4YukTIdb3IOaw/T78d1L1dd9yW+4oZ3XBaj7c8CE55hwyjZk80OkBOiV2IkoZdVzHcHgcbC3ZyoQVEzhgOgCIgd7P9XyOplFNa20UtSJ/BXfNvytk+yNdHyHXnBskuqQSKQ92fpDWMa0pd5ZjcppoE9eGJG0Slc5KHl70cOCclFIld7a7k2tbXku0KrT1ttBayJW/XYnJFd5PYGjmUFw+F6Pajgo4ZtaWIlsRN/xxQyCyoGtiV/qm9aVzYmdu+vOmiI+b0GsCGfoMRswdEXZdJpExfeh07p5/N2a3OajFMkmbxGPdHgsEt3eM78g9He7h570/s7ZgLUalkVuybqF9XHumbZuGVq7lquZX0UjfCJVMdVpnKM80DeHjDZzTSGTijNSJzkkJShlCggz5gNplkkh1cnTdklC3jMbv9eOtdFLx2z7c+WEc0SQEBfv63F68ZQ4sqwvwFNiQp+nQdktCFq1EIj2zpgJeswtXrlnM7XP70HRKQNUyOmLVUqqVo+udgqZjPO5iOxKpGFgu6OXn5BxhAw2cLXg9HvJ2befXN17CZa8252nb/yJ633DrSVfJlBotqS1bc9m48bgdDuQKZYiYA7FauGPpItb89mPQ9pKcg8yc8BQ3vvwm+thT71J4vJhLi5n54lOUH84PbFs07VM2L5jLVeNfqFthZ0iGYR+CrUTMxVNHgTaBIqmEsYsfDjKD+H7X99za5lYmD5yMQWlAkAhBM0pHkmvJ5bDlcFhxVmYvY37O/LCPy7PkUWgtDPu4cmc5S3KXhGxXSVUMyRxCubMcpUxJrCq2ztx07R47M3fN5P2N7we27a3YywOLHuCJ7k9wbYtrkUuP3QGTbcrmjnl3BM2UbSzeyK1zbuWHS3+olRi1uW18ue3LkO2NDY1RSpUhVTSv38tb697ivQvf45VVr5BhyGBA+gBcXhcj54ykwlkR2FcmyNhaupVO5Z3ontwdEMV0ubMct1esUmbFZrHy8Mqw5yaRSPD7/SzPW37Cos7usQdl0FndVmweGwcqD5CmTyPXHNqhJEFCoiaRPGtkUxiP34PH5+HBzg8SrYrmmx3fsKZArBQPTB/IjJ3V5kEbizfy8OKHRdfNDnejlWm5qPFFqOVqXu79coNbcy04S22qGvh/xGt14y6y4dhfiavAisccfrbrVCI1KJFFqxB0CtyHw1tcq7JiEbTi/RK/14dzXyWF767Huiwf574KLP/kUvjOOlw55tN56iF4zS7Kf95D6Zfbce6pwHXQRMXPeyn+bAueitCw0yoEpQxZrBp1qxhUzaORxZybxjANnHt4PG4qiwopzc2hsrgQj/v0/w45VZhLi5n1yrNBgg5g66L57F6xlLpqylFptOhjYsMKOhDjD1b/MjPsmqW8lJLcnLBrZwK/38/uVcuDBF0VpYeyObh5Q5hHnSSaGLE6l9kHktrh08Uze9/ssO5+X277ksO2w4ycM5JD5kOBC3eZICNRk4herg/sG64FDsDmsQVlnB3NkRf0R+L2uUPs59vEtuHdC9/F4XFw39/3cctft/Dtjm8jHqO2lNpL+WTzJ2HX3l3/bljb+6Oxuq18vOnjsCYhJpeJv3P+rtXPgsvnChJiVVySeQk/7wmtmlaxIHsB3ZK6EaWKQiPXsKV4S+A4EiTc1+E+JvSaQJQyip/2/MTK/JXkmHJ48t8nufTnSxn26zBGzR3FJZmXcGOrG8M+R5/UPqwtXItOEf5n8XhQCAo0MnFeVCaRsbNsJ+3i2vHlti95vNvjYSM0rm15Lf/k/lNjW6xapqbEXsLzK57n8SWPc3nTy+mT2gcArVyLyRlcfbR77Py892deWfUK3+z4JtCK2SDoakdDpa6BswJPpZPyn/bgPML9Up6sJea6lgg6uWhmUkv8Xh8+hxeJVBLUdui1uPBWunAXWUURF6tGagzO9pLq5Rgva0rlb/uCjinoFURdkhloQ/SaXZR9tzPQqlj9gvyUfbeL+Ps6HLP181ThLrTi2F4Wst1b6sC6ugDDgPQzXkk8V/C5ffjMrv/cQQWkekXDe3uasVaUs/aPX9g4dzYepxOZQkmHQZfQ9dIr0J0DRh8HNqwLyZGrYtUvM2nevVedOGEeC4/Lhd0cOX6mJCebzA5dTvl5HA92s4lti/+OuL510Tyad+9VJ+2rkSi1lzJj14yI60tyl9Aurh2jF4xmUt9J7CzfSYvoFhwyH8KoNKKUKpmyZQpp+vBtrTqFDqVUGTKvVEWkx+nl+iDDD51cx5hOY3ho0UMBO/xyZzmvrXmNBTkLeOOCN47LsKUmSuwlETPU7B47JfaSiOdbhdVtDSuQq1iev5zrWl533PNVermePql92FYaPEsepYwKMi85miJ7EanaVK5qcRUauYbtpdsDa/d3up9sU3ZQnl3v1N5MWDmBQ+ZDgW2FtkKeXf4sL57/Ik2jmrKvovp6o29aXxRSBRXOCrondcfsMqNXVIv84yVOHcc7/d/B4XVg99jRy/UUWgu5sdWNJKgT+ODCD/hu13fsKN1BgiaBq5pfhdll5u31b9M1sStZMVlsL9sectxrW14biD1weB08v/x53r/wff7N+5d0fTq9U3uzq3xX2HPqm9b3pITq/zMNoq6Beo/P4aHij/1Bgg7AfdhK6YydGAamo2xsQHqcFvF+vx9vuRPr2gIcO8sQVDJ0fVJRNNLj9/gpm74jqIomaOXE3d4WebI2IOwEpQxt5wSUmQasqwrwmpyoWseiahYV1BrqNbnwO0LvGAJ4K534bG44A6LO7/VhXRX+zi6AbV0h2vOSG2z36wCvyYlp0SGsawrB40OilmHo1whNl4QTuhnRQO1x2e0s/+EbNi+onivyuJysm/0zDouF/rfeiVJzgu6G9YSy/EMR16zlZfiOEUtQV0gViohOmQCxqZHDyT0uJ5aKcuymSqQyORqD8ZQKUYlEUqOhjEQQONWFAp/fh80dmmVZhcVlQSVT4fa5idPEsW7nOt7fUN2eaFAYeKX3KwEDjKOJU8VxU+ub+GLrFyFrHeI7EK8O3wobr4lnfI/xjF4wGoDLml7GjJ0zwuabrS1cywHTgWOKOq/Pi9llRibIwl60y4WaWyvtHjsOj6NGQSYX5MSr4ymxl4RdT9WlRrTID4dUkDKs2TCm75weNNu2r3IfbeLasPjQ4rCPaxfbjh5JPcg0iEY0LWNaAuL3q5G+UdD3MFYVi9fvDRJ0R/L5ls95qsdTvLv+XdQyNRdnXowgEfD5fYzpNIapW6eSFZvF8ObD0clrJ4ZyLblMXDUxMOcnQcLAxgO5vtX1yAQZv+z9hRRtCr1SelHhqOCLbV8EWjLzrfmM6zqOL7Z+wfL85fjxo5Qquar5VWQYMvhq21e0iG7BdS2vI0oZhU6u45dhvxCriqVzYmdm7p4ZMi9oUBgY1mxYrb5HDVTT8K41UO/xWtw4toT/Be0ptCGRCjgPmtC0P745DU+pg+KPNuKzVd/Vdu6vJOrKZjj3VYS0RfqsbkqmbCVhTMegWTNBJUORrEM+rCn4/OErL2FiEILXj+uUTwn+Gs7N7wNJg4XSSeO1uSmbtQfnzuobEn67h8q/DuD3eNH3TUMia2hdPdXYKivYsjD8XNH2fxbQ44prznpRl9qqLRvn/hF2LTYtHZn89LjxaqNi6HbZVfz73VchaxpjFHHpGWEfZzeZ2PT3n6z86btAxVEfF8/l454iMaNJnbp5VqHWG+gw8GLmf/ZB2PWOFw1FqTn5Kl2VoBbCvAa9Qk/v1N78eeDPkDWAHsk9+Gr7V/Rv1J9f9/7K8vzlQesml4nHljzGrGGzwj5eKVMyImsEfvxM3zEdp9eJBAn90/szvvv4ENfEI+mS0IUvBn/Bm2vfpGNCR2buCt9WC/DXgb/oltQt8LXFZaHcUY7D68CoNOLyuvh93+8sOrQInULHyDYjaRvbNuj5jUojceq4sIIsTZ9GqaMUu8deo6iLVkVzZ/s7AyYcR3Nty2vDCgaT00SRvYhlecvw+X30Tu1NvCaeKGUUqbpUvrnkG95a+xZL8pbg9/spt5dzb4d7WZq7NKTV06AwcHnTy0nTpwVMPTomdEQv13N+6vksyFkQtH+GMYOdZTsjvqZsUzZev5ceyT1weV1M3TqVXEsuM4bOYHn+cn7f/zu/7/+d3qm90RmPX9QVWgu5a/5dQa27fvzMz55PkiaJ9vHtGd5sOA8sfCAQJF5FrCqWdEM6YxaO4ZqW13Bdq+swKoyUOcqYlz2PCSsmcHHmxZyfej4fb/w4UPHtntSdZ857hsaGxnx9yde8vfZtluSJs5v90vrxUJeHSNWd5ZmXZ5AGUddAvcfv8obNlqvCZ3Vj21SEsnkUUvWxYg28VM49ECToqpBq5dgjiEef1Y2n1BHWQEQikUCEfDap4b9QdE+oehM0ssDs3elGIhXQdkvCsa007LqmY3zE3L4Gjh+f2RUk6I7EvDgXTadEZDENoq4u8Pt8WMrLcFqtSOUy1AYjKq14gWO3mPFHmCvy+304zGYIX+g4a0hp0RKNMQpbZUXI2gU3j0JzmuIEpFIpbfsPwlJWyqb5fwXe96jEZIY9+jSGuPA33w5sWsey74Pt/s0lxcycMJ4Rr3+AMeHUhG5ndu5GYmYzCg/sDdqe0qI1aa3bnNSxrZUVlOUdYtP8v/B5vbTrfxHxGU2C2n01cg33dLiHRYcWhVTBMg2ZGBQGDpkPMabTGJ5b/lzY57F5bGwv2R7xYjhWHcvoDqO5rsV1mN1mNDINMaqYY7a4aRVauiV145OBn2BxWVBIFXgitPhq5dXiN9+Sz6urX2XxocWoZCre6/8ejy55NGg2bU3BGoY1Hca4ruMCzo/xqngm9JrA2MVjcXgdQcd+rNtjrDm8hoHpA2s8Z4AuiV24qfVNQREEUomUZ3s+G7Z9s9xRztStU5m6bWpg21vr3uK6ltdxX4f7iFHHkGnMZGKfiZhcJvz4MSgMyAU5UwZPYcKKCeyv3A9Ap/hOPNvzWdIN6UEjG0naJKYMnsLs/bM5UHkg6PkrnBURK6Ygtr5WOCqCqq1RyijyLflEKaN4uffLmJwmdpXtqjHa4mgOmQ9FnMWcuXsmgzMG8/Gmj3mj7xtM3jyZnWU7kSChd2pvbsm6hQkrJ2DziEYyX277kvs73s/CQwvZXrqdOHUcFzW+iLGLxwbNZq4uWM3IOSOZMXQGTYxNAu8piGK4oe3y5GgQdQ3UeyRKacTwbwBBJxdF2rGqYoDP7okoZMQdIi95K8PPJNSEoJcTNTSTil/3haxFDW+GVH/m2hsVKVoUGQZcB4PbHwS9Al2vFCSyhpmvk8VTFtlwxu/24XOEv0BqoHY4rBb2r1vDP99MCYia9DYdGHjXaKKTUpAra/45k6vOvvyiozHEJXDd868y5+N3OLxbvOuv1hvoe8vtpLRofVrPRRsVRZ8bR9Jl6HBspgrkShVqgzHi7KKlvIzlP4TJb0Nsnc3Zuol2Fw46Jeeqj4ll2GPPkLt9C5sXzEUikdDhoktIbdn6pFo/rRUVLJj6MXtWLgts27NqGamt2nDpQ4+hi64+diN9I2YMncH7G97nn9x/UEvVXNzkYvqm9eWpf58CRNfJcK2PVYQLuz4SpUwZ5Pro8Xooc5Qhl8jRK2uexYpWRaOVa7mi+RUhWW1VDG0yFIBiWzGjF4xmb4Uoki9tcinf7fourNnIr/t+5cbWNwZEnVKuJFWXylv93mJzyWYOmQ6RacykdWxrPtzwIS+c/8JxzcLFqGK4r8N9XNfyOraUbEEpVZIVm0WcKg61XB2y/57yPUGCrorvd31P37S+9EkTDT50Cl2I6OiSKFYzTS4TUokUo8KIUWUMOZYgEWgd25oETQLL85ezNG9pYG1fxT6aRzdHLsjDzhQOazaMvw7+FbTt8W6Po5ap2VS8iW93fEusOpYbW91Iqb30uHP9wjlbVuHwOlDKlCzLX8aBygNc2/Ja7mx3JxKJhDxzHiaXiXxLsMHQT3t+4tnznuXeBfcyvNlwvt7+dYjZDkCpo5RVBasY3mx42Pe0gROnQdQ1UO+R6uRouiRiWxN6R0nRSI+nyI66bRzCMap0x0LQypGoZfjt4S+0ZXGhfwyOeUy5FHXHBGQJGkwLcvCW2JElaTBelIEsQY0kQoUvHD6PD4kgqbOMO6lBSeyNrXDsLg9EGqg7xKPtknjCkRENBHOsaqdE3iCc64LcHdv468NJQdtytm1i5oQnueHFN9EYo0jIbErRgdCbK3HpGagNoRdhZyMxKWlc8fhz2E2VeD0eVFod2uhohDOQ66RQq1Go1UQlJR9zX5/XS2VRZGfDwgP7ODHD9uNDHxNL6979aNK5OxIJKNQn34pbdHBfkKCrIm/nNvavX0v7AYMD22SCjKZRTXn5/JepcFZQ7ixn+vbpPLDwAbx+Lz2Te9IkqgmJmsSIDpBt4o6vquj3+8mz5PHj7h9ZmrcUvULPyDYjaRfXrkYxoJAquDXrVpbmLiXHHOxgelvb20jWit/nXEtuQNCB2G43fun4iMednz2frNiswNdJuiQOVB5gfeF6dHIdC3IW8NX2r3ih1wuk69OP6zUCGJQGDEpDjeHqAHa3nS+3h0YWVPHF1i/E1skaTEhi1bHHLaRi1bF0S+pGpiEzMMcGMG3bNF7u/TLPLX8uSLz3Tu1N37S+3PP3PYDoKjm6w2j0Cj2jF4wOiKY8Sx5vrH2DbaXbGN99/HEFrTc2Ro520sg0aOVaHuj0AO9teI931r8TWEvSJjFt8DR+uPQHpm2dxu6K3WQaMrmt3W0kaZN4p987ePwevt7+dcTj/5v7L8ObDT/mOTZQOxpEXQP1HkEpw3hROvj82DYUBqppymZR6PukUv77fuJvb3tcYkdQy1C1iQs7o+f3+dH1SsG8INRyW56mE/PnTgCpWoa0aRTyFB1+txdBIT1myHfgnP4zdbFvL8W5twJprApd9ySkUco6CfqWGpRouyahah0DfhDU8loJzQZqRmZUIjUo8JpCrfOVzaMQdA0trieLtaKcpd+G3mUHMJeWUHRwH0279ODShx7np1eepbKw+uaQMSGRy8c+edIZbvUJtU6PWld7F7wzic/rxZiYFPS9OZKkJs1Oy3lUzVW6HA7spkp8Pi8KtabWnw+308mGOeEz5QA2zp1Ns27noTnqZoJWoUWr0JKkTeKBLg8wqt0oFFKF2Cop1/FA5wcClbsjyTBkkGHIOK5zyzZlc9OfNwUZVKwrXBfSChmOZF0yUwZPYUPRBv488CdGhZHrWl5Huj4do1J8LTtKd4Q8Lly1JrB2VLyARqahb6O+ZMVlUWYvw4+fWHUs8er4U2Ke4fK5KLVH7t4pd5ZHdOQ8UZK0SXw66FO+3/U9P+3+CafXSZI2iXZx7fh52M/sKd9DuaOcrNgsEjQJSCVSfhv+Gw6PA6kg5WDlQd5c+2bY9/XPA39yR7s7jkvUpepSSdenh4h0gBFZI0jSJHFdy+s4P/V8Zu6aSYmjhIvSL6JbcreAiH+u13PYPDbUMjVqmXjj+8L0C8mz5BGviY9YDaxJUDZw4jSIugbOCqQGJVGXN0XfNxVvhQu/z48rz4x9XwXxt7U97sqSoJRiHJyBa19F6FydHwSFgH5Auli5sntAAHXbOHS9U8Hrx2t1Iz3BWTOpWgbq2v3IeQptFH2yKchB07o8n5jrW4p5eHWUDyfVNrgw/o+9sw6P6k7b8D3uHk+IIElwl+BSChSp0Rbqultvt7679W63Ltuv7u5GqVFaKBSKu7skxG3cZ74/UgaGmQlJCMHOfV29rnJ+55w5mSST85z3fZ/naCAxKLBc0Y3qN9cRch64MZCmqDGd0+mwM6AChyfg91NbmriNqGTTBjr0HYgpLYNpDz6BtaqC+vIyDKlpGFLS0B1Bi53X5cTjcABhFGptwuw2gcQEg0F2rV5On/FTmPve6zHrcpWKdl17tNn12Koq+ePj99i6ZAGhYBBzZjvGXHktaR0LkDexTTccChLwJW7X93u9hBtxI5WIJaRp0mIcLUdkjuD+ovt5YeUL1HvrESFieOZw/jnwn3EDxA/F6XPy3IrnYhwHoaEV8qLOFzUq6qBBkEzIm8DYnLGIEEWMQPaToc2I+vfS8qWMbDcyxhxkP6fnxrbVSsVS0jXpEeFwNNHKtAzPGh4TWbCfIRlDovIAW4s0TRo39LyBaYXTINxQWdwviuLNRuoVegB8QR/BUJDdtt0Jz726ajWdTJ0Oew0p6hReHfsqd8+/m3XV64CG935awTSmFU5DJpEhk8jooujCfUX3EQwHYxxKlVJlTEusSCQiS5fF1d2u5sFFD8a8rlgkZlL7SYe9PoHmI4g6gRMGsUKCOEWD1Kwi6PQjS9c0mI00U9hILUpSbuyNc0UFnq21KNobUHVPRqKVYf1hJ2KtnKTLuhAOhAh7g3i21FH1+joIhFD3ScFwRl6bWNEHnX5qv9gaG4kQhtrPt5J2ez/EgsnGcY88XUPKTb0JVLsI1HqRpaiQ6BVC62UrIZGIUen0CbPRzBlZ+DweXNZ6gn4fuqQU0jsWIJa0/HcnHA5TV7aP399/i12rl0M4TLuuPRh9+d8wZ7Y7onOfaris9Sz64mP6nHEmA86cyoofZxD0NzwA0SenMu7aWxKaq7Q29ppqvnjk39RXlEW21e4r5ov/3Mu0Bx8ns7BpLY5ylZrOw0ZRvGFd3PWCoqEodY0LhWpXNcFwELlEHhFaBqWBczqew9CMoTj9zshaU/PJbD4bv5f8nnD9t72/0dnSGZffRY2nBpffhVqmxqK0oJZFt6Qmqprlm/LRyXTY/Q0u0j/s/IHnRj3H8orlWL3WqH2ndJjSJsLtYMLhMFXuKoLhIAqxArPKzJQOU/ho00cxYlctVXNBwQXIJEfn4ZtU0hAi3xzkkoawcBGihBVQjbTpjq3tdO14acxL1HpqcQfcGBVGLCpLRGDuRywSxw0ib4yR7UZyVtVZfLv928g2mVjG48MeJ019gjtTHacIok7ghEMkFR9RYLdIJEJqVqIdnIGqqwXXygocC0vR9EnBeHZHaj7cTKDOS91nscGYrpWVqLpaUHU9spDVphBy+fHvc8RfDIbxVziRmoXZtxMBqVGBxCBHmuTFsagU99pqRDIJ2qJ0lF0tQh7gEaA2mug76WwWfBI7F6PU6WjXtQe/vvESWxbNJxQMotRoGTT1QroMHdHiWTpbVSWf3HcnHseB+JPiDWv5+N47uOTJFzClZTRytEAU4TB+r5eFn31A/qChTLrlLkLBEGKJBGd9HTtXLSO7W9tU6ip374wSdAdf4+8fvMU59zyISqdv0rlye/TGmJZBfXm0mYTaYKT76HFIJPFvv2o9tSzYt4BX17xKqaOUjsaO3Nb3NroldUOv0CMRS0jXtlwIiRqZI5CKpVS6Knlh5Qt8v/N7guEgUpGUSR0mcXPvm0lWH15cp6pTef3017n212uxeq24Ai4eX/I4/xv1PxaVLuL34t8jc3zdkrodtjLYmtS4a/hlzy+8sfYNqtxVdDJ24ra+t9EjuQcfTPiAp5c/zYJ9CwgTpii9iLv633Vc2usbFUaGZAxhQemCmDWpSEqP5Ob9vpiUpqPyfbCoLNzR7w6u6HoF62vWo5FqKDAXkKRKanL4u0DzEIUPbWgWOCbYbDYMBgNWqxW9vml/NARaTsjtx7GkHNvPu6O2K3snYzgtB+t3O/BsiW9FL8/RY7m0S8PsmVSM+Ci5RPornFQ8tzLhuvnCwiZn87WEoMtPyOkn7A8hVkmR6OXxs/gEIgSdPsL+MIhBopVHzXn6a9xUvbQ6pu1XnqvHcmFhQ/yFQItw1tcx97032PLn/Mg2uUrFtIefYvbrL1K2LTYDauRlf6P3uInNrqqFQkGWzviShZ/GNwHoNX4SIy6+Eqns1GhpDofDhMPhuBlsTcHndvPzy8+ybemiuOtn3/MA7Xv3j7vW2vz29isJs/4ArnnpnWZVDW3VVaybM4t1c34hFAxSOHg4fSeeiSElfpXC4XPw6ppX4xp3PDrkUSa2nxjT7tgcnH4n9y24j9l742c2fnfWd7y46kV+2fNLzNqE3AncV3Rfk6qCoXCIClcFxbZiajw1dDB0IFmdjF6ubzR8vLUIhoLUeGoIh8NoZBq0ci02r41nVjzD19ti8/weG/YYZ+SdgdPvbIgsCIcxKAxNroAeC/bY9nDFz1dQ5a6KbBMh4rFhjzEme4wgmk4SmqsNhEqdwClJ0OqLEXQAnlVVqLtYCCVwwISGCppvrw377yVITAp0QzORJqmabH7SVMQqKRKTgmBdnNkMEcgyjt4fxUCtm9ovt+Hb2dAuI5JL0I/JRt0vRZi/i0PIE8BXbMf64y78ZU7EOhm6ke1Q90hGopMT8oew/14SNx/Rt9uGv9yZUNQFfD6c9bVUF+8h4PORnNsejcHYKqHIJwsao4kxV11H0bnTqd67G4VWizk9E5fdGlfQASz+8mM6DShqdmufz+1m54plCdf3rFmF9xwXUsPJ/XvittuxVpax9tef8TgcdB46krSO+egszetikKtUDLngEnatXhkzh5ac056UnPatedmNomvkZ0Gp1SFupvOwPimZQedOp+dpExrOodcjlSZu5av11PLBpvgPC55c/iQD0gfEzNk1B41Mwy19bmFZxbKYiIGp+VMJhxuCp+Px8+6fuaH3DRGhU+mqpM5TRzAcxKgwkqJKQfpX9VEsEieciWuKgceRUOmq5Psd3/PR5o+w++wMTBvIzX1uRiKWxBV0AE8te4p+qf1I06Qd10LuYHL0OXx0xkcsr1jO/JL5ZGmzmNxhMmmaNEHQncIIok7glMS1tirhmnNZBcoCM7699rjrijwDzuUV+PbYYA+4V1dhPLsj6t4piOWtN0sj0Ssa2kHf2RATvq4dktFiw5bDEbR6qXpzPcGDMtbCviDWn3YhUkrQ9E9rtViFk4FwOIxnWz21Hx1wfQvZ/Vhn7sRX4sA4uT1hfwj3+vjB9gDO5RUoOppi3lefx83O5Uv5+ZXnCO4P/RWJ6HvGmQw467wY97xTmf2uj5asdpFtJZvWJ9zf43Tg9yTO/UqERCpDbUj8vqv0eiTSo/Ondf/coFKriwo2bmvcdjtLZ3zB8pkHbpK3Lf0TS7sczvnng+gtzRPKxrQMLn7sORZ+/iG7Vi5HplTS8/Qz6DFm/BFlxTWXjv2KWPDx+3GD6vucMQW1ofktahKJpMlfQ7G9mFCc1waweq1YvdYjEnUA2fpsPp34KTN3zmRu8VwMcgOXd72cQnMhJY6ShHNaYcLYfDYCoQAbajZw17y7KHU2tJZqZVru6n8Xp+WcdkxFUbW7mrvm3cWKyhUAWJQWijKKqHRVxjWH2U+tpxabzxb13rr8Lhw+B1KxFLMqfr7isSZdm85k7WQmtZ90TD8PBI4fBFEncErSWCXOu60O45T2OBbui6msiBQSVN2SqH43+maxfsYOlJ2MiM3Nz7JrDEWugZQbemH9ZTf+fU4kejm60e1QtDcibqaTZlPxV7mjBN3B2GbvQVFganACrfMgkkuQ6OUNxh+nqNAL2nzUfxebfwbgXlWJflQ7RAoJIokoobG3SCaOG5lhq6zkhxefhoO75MNhVvzwLRkFnckfOOTIv4CTGE0jN9NiiQRJC1okZQoFfSeezY7lS+Ku958yFaWmdavo9ppqdq5Yyto5swDoNnIsHfsPanZVrLWwVlVECbr91BTvYc0vPzL4/IsSzozFQyKVYsnKZvx1/8DrcoJIhNpgRNLGhjM6i4WJt9zJDy88FeVOmdO9F91Hj2uxAY7bbsPncSMSiVHr9Ujl8avyh5pTHEprWPqLRCIydZlc0/0aphdORyaWRUxQar21jR6rkWooc5Zx9ayr8QQP/I1w+B3c/+f9pGpS6ZnUE4382HQR7LXtjRJ0jw59lKeXP025s5x/DfxXo8fKxQ2fBYFggL32vby+9nWWlC/BqDByedfLGZI5hCTVsfl9OxyCoBPYjyDqBE5JVF2TcC6KMxAPKDqZkGjlJF/XE+vPu/FsbMiwUeQb0Q3OxPrzrkhWXoRQGF+ZE2krizqxXII8S4flws6EvEFEEtFRd970lyYwZwH0o7Nx/LEP55+lkeqhWCPDckkX5O20p+TMXdgTIGSPzaHbj7/MgapbEpp+qdh/j2+9rxmQHvOHORwKsfa3n6MF3UEs+fozsjp3E6p1BxH0+3HU12GrqiQUCqIzJ9Ft1FjWz41tKcsfNBR1C/Ppktpl0//MqSyb8WXU9u5jxpHeqaBF50yEvbaar594iOo9B4KK5+zawepffmDqvx85JsJu47z49vQA636bRe9xk1pUYdsfWH6skCmUtO8zgCuff419mzbidtjI6tINvSW5RT8rAZ+P6uI9zHn3Ncq2bkYik9F1+GgGnn0B+uTYCIJ0TTp6uT5uVSnflI9J0XpmFhKxJJIttx+LwkK3pG6sr46tcPdM7kmyKpnPtnwWJegO5uXVL3Nz75vpltQtxi2zLZhbPDfy/3/v+XeeWv4UO+obHrgpJAo0Mg1OvzPmuJ7JPSNtodvrt3PRjxfhCzV8ple7q7l34b2MzRnLfYPuw6Q0UeupxeV3IRFJMCvNKKTCPLTA8YEg6gROOkKeAEFng8mHWC5BrJXFCCFZqhpZOy3+4kMEjESEYUIeIpkYkVSMYXwuhvG5iMQNVZbKF1cjNSkwTG6PRCcnaPXiXFZBoNIVK/RaEbFS2uoze4mQJsXvx5dlaQn5gjgXRru5hZx+qt5cR9ptfVpd1B5vBG0+wsFQg7jePwN3mLB2kVKKSCJGMygd9/oaAtXRLX/qPilILbHveTAYjO/E9xf22hpCgdYNxT2R8Xk87F6zgp9feg6/t+GmUyyRMnT6pRRNvZBFX34c2bd97/6MuvxvTc4dOxSVTs+AM6fSdfhodq9eSSgUJLdnX7RmC6rDWNU3lz1rV0UJuv3U7itm+/LF9Dp9YqNP6j1OBy5rPfXlpSg0WvSWZLRmC6IWGpsAeF2uhGt+jycmUPpEQqZQYExNx5gaPQ8W8Pmw11azY/kSakv3kd2tBxn5nRudyazZV8wn991BKNgQSxP0+1n72yyKN67jvPv/i84cLciT1ck8O/JZrvv1uqjAa71cz+PDHj/qbYAmlYmnhz/NzXNvZmvd1sj2AlMBTwx7ApVMxdrqtQmP32XdRbG9mDRNGtmy7KN6rfHYnycnFolJU6dFBB3A+xvf5/5B93Pvwnuj3luL0sJ/hvwHo8KI1WvlsaWPRQTdwczeM5urul3FbutuHl3yKFvqtqCQKDizw5lc0+OaI26LFRBoDQRRJ3BSEbT7sM7eg2tZeaSSJEvXYL6oM7KkA4JDopNjubgLzuXlOBeVEfIEUHYyYRiXi0grw7GoDNvsPYS9DX+M5Tk6TOfmY5zSnpAzgGNhKcFaD9JkFdohmQRtXmTpJ4dxhSxdi0glbQhfPwhNvzTsc/fGPygQwrO1Du2gk1PUBZ1+vFvrsP6ym2CdF4lBgX5sNspCC2K1DHl7Q8RU5mBEMjGylIYn1lKjkqSru+PdWY9rZSUihQTt4Axkqeq41VepTEZ2157sWrU87jWldeiETNn2T8OPV2xVFcx87vGoymYoGGD+h29z7r8e5oIHH8deU01KXkdsleUs+PQDVDo9hUOGo7ckoWhmy6RSo0Wp0WLJOno3rx6ng3W/zUq4vn7ubAoHD09os++sr2P+R++wcf6cyDaVTs/Zd99PavtOLW4nLBw6nI3z41frOvQbiEJzcnwW7icQCFC8cR3fPvlwRKCt++1nNEYTFzz4OKb0WNt7j9PJ/I/eiex/MHVlpVTu3BEj6qRiKb1TevPtmd8yZ+8cttVvo29qXwalD2qzPLdMXSavj32dKlcVFe4KUlWpJKuTsagaKq8FpoKoitjBtNO1o8JVweqq1WTr217UjckZw/+t/j9UUhVWX/Tn8ZqqNSglSv436n+sq15HtbuaAWkD6JncMxIRYffZWVmZ2HF6fsl8FpYuZEtdQ9yRN+jl862fs6pyFa+OfbVJAfACAkeTU69XSuC4I+QO4K924y93Eqj3Eg617ClvOBDEsXAfrqXlUcYi/jIn1W+tI2iNdlaTGhToR2aTcnNv0u7oj/mCAqSparxb6rB+vzMi6AB8e+xUv7UeqUmJ9fudkZmzQJWb+m+3I5JLEKtPjmckEoOC5Ku7I9ZGG7FIk1QErY20GZYnfnp/IhPyB3EuLaf2sy0RJ9Kg1Uvdl9twLNyHSCrGdE4nxLpDhJlYhPnizkgO2i41KtD0ScVyaRfM0wtRdjA22k7baWBRXJdLkUjMkPMvRqEWRB1AMBhg9azvE7aqLv7mc5Kyc8nq3I0fX3iKrx9/kHW//czSbz/n/TtvZM1vP+N1xrZlHXtEiJoZ+LufUDDIurm/RAk6aJjvWvDpB1irKrDXVDdadUtEcnYeaR3zY7bLFEoGn3chcmXrPdwJBgLYqirZtXoFG+b9RuXunbhssQ9QjibOuhq+e/a/MQLNWV/HL6+9GJVXuB+/x03Jxvjh4wDblsWPcJBL5GTrs7m82+U8OvRRzul0DhnajDadm7KoLBRaChmRNYJCS2FE0AFM6jAp4WzfBQUX8N2O7/AG4zg2twGp6lRu73s7Lr8Lo8IYs76kfAnX/3Y9C/ct5Lqe1zE+b3xU5p9YJEYiSvygI0wYfzC2O2Jb/baoqqCAwLHi5LgLFThhCdS6qft2B95tdRBumM8yTMhF2dVC2BtsEHqVbmRpGqSp6kZDx4N2P45DWgMja3VeArUeJIccL5KIooKfA1Yvtl92xz+H1Uugyo1YJ4+ZobLP2Yu6ZzKoj44jZVsiEouQZWhIubE3QauXkDuA1KxEJBcjTVYRqIrvGCjPOTnzFUN2P7bf4lco7fNL0PRPQ5akIuWGnvj22vHuqEearEJZaEFqlCOKk2PYVJdUfXIq0x56gp9f/R8VO7YBYEhJZew1N2LOzGr5F3WSEfT5qS2NP68IYKusIBgIsPqXH6jcHXvz9cdH75LXqx/Jx1mFSanR0OO0CezbsjHueo/TJjRapVvx/bdR2yQyGeOvu5WafcV88fC/8TjsZHXpzrDpl2LKyGxytp7WZObM2//NhvlzWPPLD/jcbtr3GcCgcy/AmNZ6FaVgIEDZti1888SD+NwHPndye/Zh3HW3ojW1jSthbWkJAW98oVKyaR1uuw2lNrrtViQSodTqcFnr4x6nMR6fjoqHI12TzitjXuGu+XdR523IcpWL5VzR7QqK7cXsc+yjT0qfY3JtWrmWczqdQ1FGEWXOMvqk9IlbeSswF6CRxf6uGxQGxmSPiZvTB9AtqRuvr3097trC0oUUZRQd2RcgIHCECKJO4JgRiGOdH3L6sc0pRpaqpvrdjYScB56KSQxykq7pEdVGeTBhX5CwP/FgW6DajSLvMKYSgVDj1ahKF1KTAt8hoi7sCzVcq+nkyIcRiURIjQqkxmgRbBifS80Hm2L2F6ulKHJPUlHn9EMgwc9VMEzQ7kNqViI1NvzXmoHwIpGIpOxczrnnQTwOO6FQCKVG22Y3sycKUoWc9E6FFG+IXxlJyW1P0O9nzewfE55j84LfSb7w8qN0hS0nu1sP0jrkU75ja9T2pJw82vfpl/C4YDAQU0EaNv0y1s35hb3r10S27Vq1jD1rVzH9kadI69CpydelNVvoP+Ucuo4YQzgcQqnWImvhjGIiHLU1fPXf+2Py63avWcmKH2cw9PyLkciO/oO0w1VxI3EjB6E2Guk9fhILP/sw7jGdh45olWtra+QSOf3T+vP2uLfZbdtNIBRAIVUwc8dMZu+ZzXn55x1Tl0i9Qo9eoafAXEChuZBHlzzKvOJ5hAkjFUk5s+OZXNfzurhGLhqZhlv63sKqylVRod4AN/W+iYX7FhIMx7bTAiQrW+9zX0CgpQiiTuCYEahwxbXO143IoubjzVGCDhoCw2s/3kTSVd3iBmCL5BJEMnFCYSdJIAajdxLHnSeLLBsVBDfEN6eIV5E52ZDnGTCe1QHrT7sj7amyNDXm6YVITxJBeyiH+76KZEf/+67WGwSXy0YQiyV0G3kaK3+YQcB/yEMZkYiiqdMRiURR1Z5Dcdvj51Iea7RmC1Pu+DfFG9aydvZPhAnTY/Q4snv0RteIw6RUJkOfnIKtqhJocJbUWZKjBN1+QsEAc997nbPuuh+VtulGL2Kx5Kg+YCjdujlG0O1nzawf6D1uUrPD41tCck5ewjWtyRK3RVosltBt1OnsWbcmpg1zzNXXo2tmlt/xhEQsoZ2+HWHCvL7mdVZUrsCisvD08Kfpn9Y/xlWzLajz1FHjrmG3bTdmpZkMbQap6lT+O+S/1Hob3Cp1ch1mpblRZ85sXTYfnvEhC/YtYG7xXJJUSVxQcAGZ2kze3fBu3GNEiBiZPfLofGECAs1AEHUCxwzf3jhhoCKQaGWR2aVD8Zc6CTn8cUWdRCdDOzgD+7zYNiyJSYHMfHjRIdHJ0A7NxD57T+ylKSRIzcq4QlSapEJ8lMLAjyckahma/mkoC8yE3AFEEhFiTay76MmEWCtDalESqIn9vksMilPi+34ioE9O5bz7/8tPLz4TcQ3VGE2M/dtNmDKyCIeC5PToze7VK+Ienz/o+M3805ktdBk2ivZ9B0C4oS3zcGhNFoZecAk/vvgMAEntcijdGltl30/plk34XM5mibojwetyEgqGUGo0CZ04bVUVCY/3ez0E28j9VWMw0nXEGDbEiXIYdfnf4sY3eF1OxGIxk269m/qKcnatXIZSq6V9n/5oTGYUqhN7HlYhUdDJ1IkHhzyI0+9EJpZhUrZe5EJzqHRV8sCfD7Bg34LINovSwqunvUqBuQCdonk/0xnaDM4vOJ8zO5yJRCyJzBBe2PlCVpSvYE31gQcjYpGYx4Y+RopKMEkROPYIok7gmCGxxKmciUWNtlACUeshb5CwLwhSMRKVFE1ROkGXH9fyigPul2lqzBd3iZmni4dIIkY7II1AtRv3qsoDl6WRkXR5V8JiYqqBIqUE80WFUYYYJypBp68hcF0kQqyWIokzIyiSiBuqcsfm73ebI9HJMV/cmarX10VVcEUKCZZLOjc65ynQdkikUjLyC7ngoSfw2O2EQkFUOn2Dff9fJhPDL7qC4vVrYtrlUnI7kNQu51hcdrNQxqkINUZur76MvvJaFn76AQG/H5ki8YMtsUTaYlOW5uCsr6N062ZW/jgDn8dNweBhFBQNxxAvt62RzD99cioyRdv87im1OoZdeDmp7Tuy9NsvcdTVkJLbnuEXX0lah05RJiYuu42KndtZOuMLXPV1ZHXpTt8zzqRo6nQk0pPvlksj08SdT2srvAEvb659M0rQAdR4arh69tV8MemLKDOU5nBo/lyqOpXnRz9Psb2YRaWLsCgtFGUUkaxKRiU7OZ2fBU4sROETOVDmJMJms2EwGLBarej1J+ds0qEEaj1UPLciRsRZLu9KzXsbIAwilRRlRyOIRPh2Wwm6/KTd1g+xVkag2o3tt734Sx1IjAp0o7MhGMKzuQ5lgYmwP4RI2iDAFB0MzaomBd1+QnY/gVoPYpUUiUGBRC+HcINhimdrLf5SJ/JsHYr2RiQmRZu6k7U24WAIf6mTum+24S9tmB+R5+oxndURaYoakfjE/dpag3A4TLDei3e3DV+JHXmGFkWeAYlRccq/NycSgUCAutIS/vj4XXavWYlcpaLn2DPodfrEYxLi3RYEg0GcdTV4nQ4QiXn/zhvj7tdl+GhOu/qGoyqUnNZ6fn3jJbYf4vyoNVmY9vCTGFJSo7Y7amv4/OF/UVe2L+Zck269h4KioUftWuMRDodx1tURCgWRyuUxLdEep4Ol337Bsu++itoulcmZ9vCTpLbv2JaXe0qwz7GPM789M6Hj5itjXmFoVtv+nAgItBbN1QaCqDtOOBVFXTgYwldsp/qdDVHxAcYzO+ArdSCzqJAYFbg310IwjDLfhMSiRNZOh2+nlZp3N0RFFwDoT88haPPiXFwetd04tRPafkI4aCL8lS4q/rcSgtFvqEghIfWW3k0KFQ8HQ4R8IUQyMeJTYL5Q4MTF63Lic7sRiUBlMCKRnHwVlHh43S42/P4rc9+NdvDTJ6dy/v3/RSQW/eXWKEJtMKI1mVucZRePkk0b+OzBu+Ou9Ro/iREXXxnjwGmtrOD3999kx/IlhMMh1AYjwy+6gg59B6LUNi9b8GhTW1rCO/+4Nu5aaodOnHPPg8dkNtbld1HnrSMYCqKVaY96iHlbssu6iynfTkm4ft+g+zi/4Pw2vCIBgdajudrg1PhLJnBcIpKIkbfTk3prHwLVbkIuP7JUDWKdHGWhGetPu3D/vDuyv3tdNfIcPabz86n/aluMoAOw/bqX1Jt741pZ1dCW+ReO+ftQFZiPSotkyBsgaPXh3lBD0OlHVWhGlqJCoj8x2vJC/iD2+SUxgg4g7A3iXFGJfkx2wopUOBgiUOvBsbgM/147EosK3bBMpElKxArhI0bg+EOh1sQ1tzjZUajUdB0xhnZde7B+7mwctTV0GjiY9E6FVO3dzc8vPoPX1VCpV2q0jLv+H+R079lo22ZzWP/77IRrm/6Yy4Azp8YEchtSUhl//T9w26wEA37kKjVakznhHF5TCQT8BLweZHJlqzlolmzakHCtYsc2vC5nm4u6EnsJz694nl/3/kowHCTflM+/B/6bLpYuKKUnvrmVSqrCpDBF4hUOpZOp6Y6uAgInOsIdl8AxRSQRITUpY5wTPWUO3GurY/YPWr2EHH6CtgSxA6EwvnInmoFpOP440LITcvmhhaHmjRHyBnCtrqL+m+2Rbc4F+5BlaLBc1vWEmLcKe4J4dyUO8/Vuryc8LBORMv7Hha/YTtUb6w6IwmI77tWVmM7PR9U9CbGs9Z70CwgIHBkKtYbkbA2jLruGcDiMSCSiYud2Zjz5cNR+HqeDGU//h0ufeKFR98dWI0zcB3UN16xGoW4dYxG/10N9eTkrf5pBTcleknPb02f8ZAwpaUjlR/bQ73At+G3dqF3uLOfKWVdS5iyLbNtat5UrZl3Bx2d8TNekrm18Ra1PsiqZa3tey2NLH4tZ62DsQJZWyPMUOHUQeqQEjjtCgRCOpeVo+qdhnNIB/ek5SFMb/qCreyYT8sSPG9iPSCxCfkgenaKjEZGy9cVF0OqLEnT78Zc6cSzcRzjYuOnLcYFU1Oi8ocQghwTtlEGbl9rPt8at8tV9vZ2Qo23c6QQEBJqPSCTC7/Ww9Lsv4+8QDrP8h28J+BJndzaHriNOS7jWeehIVE1oL3LbbVgrK7BVV+JPEAieiGAgwJ61q3n/7ptYP3c2Zdu2sHb2T7x3542UbFpPOHRkn9eZnbtCAmGXUdAFhaZtnEX3s6ZqTZSg208oHOK5Fc9h88ZxoD7BkIgljM8bz+39bo8YtogQMTxzOC+PeZlk9YkbHSEg0FyESp3AcUPIHyRk9RGwe9EOTMe5qBTbnL2INTI0/VIRKSSEPUGCNi/SJBWB6jiZU1IxEr2coP0gMSEVoR+dfVRaAd3rY6uJ+3EuKUc7JPO4r9ZJVDJ0w7Oo+WBj3HXtkMyEM3JBVyBuxAMAgRCBGs9Jm18nIHAy4Pd6qSnem3C9pngPfq/3iKtYAObMLDr0HciOFUuitmtMZvpNPidmnu5gAj4fVXt3Mefd1ynftgWJVErnYaMoOnc6+jjOmfFw1tfy88vPwSFWAuFQiJ9eepaLH38+pv2zOWgMJoZccDELP/0gartMqeK0q69HpWtbUfd78e8J11ZWrsQVcKFXnPgz/GalmYsLL+b0nNNx+B0oJArMCnOzowwEBE50BFEncFwQDoTw7rRS9812TGd3pOb9jZHqT8jhx/rDLpRdLah7peDdVY9hQi41n2yBwEFPVkVgnNIezx4bYknD01J5ewPGSe2RNiGjriUEnYkrUWFvMObm4Xgk6PARdPjQDEzDueQggxkR6Ea1Q6xtZN7kcF/eCfD1CwicysgUCiztcqgpiS/skrJzmuSI6fO48bpciMViNMb4eScag5HT/nYDXbaMZuUPf0UaFA2ncOhwDMmpcY/ZT82+Yj65785INS0YCLB+7mxKNq7n/Acea5J7qbO+PjIzeCguaz0uq/WIRJ1CrabX2DNo16U7y2d+g7O+luxuPek2amyThWdrkq5JbOVvVpoRt0GERVshlUjJ0GYc68sQEDimCKJO4LggaPdR++EmdCOysP+6N247n2dDDZr+qWj6pVH/3Q6SLu2CZ3Mt/nInEqMCVfdkxFopUl8IaZIKVZckREpJ3Ky11kJVaMa5sDTumjxPj0h+/M+ThdwB6r/ZjnZIBpbLu+IvcyASi5ClaXCtrcK/r8GJNGD1NgSOi0CsliHRyRuy7AxygtY47VkSEVKLUKUTEDiekSmUDDhzKlsXL4h5CCMSiek78exGq3SBQID6slIWffkxxRvWotRq6TvxbDr2G4TGFCvutEYz+QOHkN2tF+FQAIVGi1jc+Oekx+lg/kfvxG2PrK8oo3zntqZFUhzuIVMrPITye73YqipJ69AJmVJJUlYOUpn8sF/j0WBi+4m8se6NuGuXdrmUJNXJGeMhIHCqIog6geMCf4WTsD+ENFWD79fErUD+cheKDkYM43Op+2Y7UoMCaaoakVyMSCZCJBU3OGi2kZiSpqqRpWvwlx3y9FcMxontj6qgbG0cC0txLCpFalY15LLVeiAM6t4peLbWUvfVdoLWhhkWaYoa8/n5yNK1mKbmU/3OejjkfsswMQ9xM7IBBaJx1tdRW1rCpj/mIpHK6DJ8NIbUtGNiiS5wcmNKz2TyP+7hl9dewOv8y/1Sq2P89bdiTG08uLmmeA+f3Ht7JNDdbbfx65svsXPlMsZdezNqgzHucUpN091H/R4PJRvXJ1zfvnQxnfoXHfY8GqMJmUKJ3xvbMq7U6lAbjux3y15TzdePP0j13t1R2zMKujD51rvRmi1HdP7mkqZO45Ehj/DAnw8QCh/4gB6eNZwJeROO20pdKBw6bq9NQOB4RhB1AscFIc+B+AFEJGzrE8sliGUSFLkGkq/uTsgdgHAYkVzSUJVTta2IkuoVWC7viuOPEpxLywn7Qshz9Rgnto+YuxzviFVSpKlqAhUuCBE1qyhSSRArpVS+tDrqexKodFH12lpSb+2DPFdP6k19sM0rxl/iQGJWoB+VjTSt7cT1yYazrpafXn6OPWtXRbat/uUHuo8+naHTLxOEnUCrIlcq6dhvEGkd8nHZ6hEhQm0woDGZG60wuR12fn/vjYigO5idK5diq65MKOqag0gkQqnV/pWhF4uuEbHktttw22wEA34Uag2Tb/snXz/2wKEvwOl/vxmNqeX5beFwmO3LFsUIOoDSLRsp3bqJ/EFtG4KtkWs4Pfd0+qT0YVn5Mux+OwPSBpCmScOsPL6y6oKhIGXOMubsncOqylUUmgsZnzeedE06conwcFBAoCkIok7guECe3vDU1rvLirLAjGdzbdz9FJ2Mkf+X6OStmjsXDoRALEqYx5YIqUGBYXwe2mFZEAojUhzdls/WRqKVYz63E5WvrY1pezVNzcc2tziuyA77QzhXVKA/LQdZugbTuZ0Ie4MN4eNCPt0RsWvNiihBt591c36hcMgIsrv1PAZXJXAyI5ZI0Cclo09qulugz+WiZFPiCtrOlctI65B/xNemNhrpM+FMFnz6Xtz1wqEj426vLd3Hzy8/R9m2zUBD9t6wCy/nsqdfYsEn71Fbuo+k7BwGnn0BpvTMI2qRdNttrP1tVsL11b/8QG7PvshVqha/RktQS9Vk67PJ1me36es2ly21W7h81uW4Aw0PFX/d+yuvrX2NV057hX6p/ZAcg/ZVAYETDeHOS+C4QKyTo+qZhGtFBZaLOuMrscfY4Rsm5B6V8PBAnQfP9no8G2uQGORoBqYjNSkRJ8hli4dIKj7uXS4bQ5apJfWWPtgX7MO324bEIEc3sh1SsxLrdzsTHufbbSPsDyFSNFRQETLpjhiXzcrKH79LuL7yx+/IyC9EKj9xf94ETg5EIhFiiYRQMBh3XaZsHQEjFkvoOnIMe9auonjj2qi1066+Hl1S7GyYrbqKzx+6B2f9gVBqj9PB7DdeZMrt/2bizXfh83qQKZTIla0z+xtuZCYvHAo3un6qEAgFqHJV4Qq4UEqVJCmTsPvs3DH/joig248/5OeOeXfwxeQvSNOkHaMrFhA4cThhmpZra2u56KKL0Ov1GI1GrrrqKhwOR6PHeDwebrjhBiwWC1qtlnPPPZeKioqoffbu3cvEiRNRq9WkpKRw5513EjioleTrr79m7NixJCcno9frKSoqYtas6KdxDz74ICKRKOq/wsLC1vviTwEkahnGSR3Qj83BOns3pnM7oR+XgzLfhLpfCik39UY9IL1ZQqsp+KvdVL68mvqvtuHZVItzcTmV/1uFc1UlIW/jeXgnEyKJGFmKGuOUDiT/rTuWizqj7GBsqDqaEosHaZIKkbStI3VPbsKhED5PnLiOv/B5XIROhPxDgZMelU5PftGwhOsd+gxotdfSmsxMvOUupj/yNEVTpzPy0qu54rnX6Dx0FApVbKt7+Y5tUYLuYOZ/9A4+jxuNwdhqgk6l1dF1xJiE6z1OG99qAeonKrXuWt7b8B7nfncuZ804iynfTOHJ5U/iCriocFbEPabeW0+Vq6qNr1RA4MTkhBF1F110ERs2bGD27Nl8//33zJ8/n7/97W+NHvOPf/yDmTNn8sUXXzBv3jxKS0s555xzIuvBYJCJEyfi8/n4888/ee+993j33Xe5//77I/vMnz+fsWPH8uOPP7JixQpGjRrF5MmTWbUqujWqa9eulJWVRf5bsGBB674BpwASnRzt4Awsl3RBlq5BMygd8yWdMZ3dCXmmFomqdQVdyBPA+uNOQvbYWALrdzvibj/ZEUvFSLTyiHiWqGXoRydo2xGBZnAGIskJ8zFyQqDQaOnYb1DC9YKi4W3ewiUgEA+ZUsnQCy6O6zw57MLL47pfHgkao5GM/EIGn3cRfSeehTkjM+HvQunWTQnPU19eSsDfup/vIrGYgqJhmNJjbfVT8jqQ1aVbq77eiYYv6OOzLZ/x/MrnsfvtDdtCPj7f8jmPL32cq7tfnfBYb7B5IfMCAqcqJ0T75aZNm/j5559ZtmwZ/fr1A+D//u//OOOMM3j66afJyIj9ELVarbz11lt8/PHHjB49GoB33nmHzp07s3jxYgYNGsQvv/zCxo0b+fXXX0lNTaVXr1488sgj3H333Tz44IPI5XKef/75qPP+97//ZcaMGcycOZPevXtHtkulUtLShPaAI0UkFiHVt01bWcjlx7Mp/uweYfDsqEebJNw8y7K06MflYJu954DDpVSMeWonpI1U8QRahlQmo9e4iWz4/Vc8zuhuBF1SMnm9+x2jKxMQiMWQksa0h5+ieP0ati39E7XRTM+x4zGkpKFQN93hsrWxZLZLuKY2GBFLWr9VXJ+UzHn3PsrWpQvZ8PtviMRiepw2gfZ9+h1R/t3JQJWrirfXvx137Y99fzC9cDpikTjKpRNAKpYKrZcCAk3khBB1ixYtwmg0RgQdwGmnnYZYLGbJkiWcffbZMcesWLECv9/PaaedFtlWWFhIdnY2ixYtYtCgQSxatIju3buTmnog9HTcuHFcd911bNiwIUq07ScUCmG32zGbo52jtm3bRkZGBkqlkqKiIh577DGysxMPJnu9XrzeA0+fbDZb094MgdYjTKPh2WFf/DmRUw2JWoZ2cAbqHsn4q9yIJCKkSSrEWlnDHJ1Aq2NISePCR59l0defsG3xn4glErqMGE2/Sec0y8hCQKAt0Ccl03XkaRQOHYlYLEYkPvbV+3ZdeyCVyQn4YzM0+0+ZijZBQPqRoktKps+EM+k8dBQikQiVTn9UXudEw+F34AnGRknsx+l3opVpsfmi74Wu63kdZtXx5dQpIHC8ckKIuvLyclJSUqK2SaVSzGYz5eXlCY+Ry+UYjcao7ampqZFjysvLowTd/vX9a/F4+umncTgcnH/++ZFtAwcO5N1336WgoICysjIeeughhg0bxvr169HpdHHP89hjj/HQQw8l/qIFjjoipQRZphb/vvizmYqOxra9oOMYsUJKyBtsCBMXixAppYKgO4qIRCJM6RmMvfoGhk27DACV3oBUduK4qgqcekikx88thc6SxLn3PsKMJx+Jqnh3GzWWzsNGHlXhKRKJhNiRQ1BKG59dTNOk8eyIZ3l+1fPsqN9BO107ru91PX1S+qCWntqziAICTeWYfgLfc889PPHEE43us2lT4r74tubjjz/moYceYsaMGVEic8KECZH/79GjBwMHDiQnJ4fPP/+cq666Ku65/vnPf3LbbbdF/m2z2WjXLnG7yMlErdOH2x9EIhKRrJUjOUYzWRKNHOOZHah6dS2Eokt2qh5JSNqoDfR4J+QJ4N1ppX7Gjkj4uKKTEdNZHZFahPbUo4lMoUSmaB0jh+MBv9eLy1pH5e5dBAN+UvM6oDaYjhsDiYDfj0gkOq7EiUDLkEilZOQXcsmT/4etqhKvy4kpPRO1wYBSoz3Wl3fKYVKYGJIxhIWlC2PWUtWppGvSSdWk8or5FTxBD3KxXKjQCQg0k2P6l+v222/n8ssvb3Sf9u3bk5aWRmVlZdT2QCBAbW1twjm2tLQ0fD4f9fX1UdW6ioqKyDFpaWksXbo06rj97piHnvfTTz/l6quv5osvvohq6YyH0WgkPz+f7du3J9xHoVCgUJxaosHjC7C+zMYjMzeypsSKUS3jyiG5TOufTYr+2Ny4ytI1pNzUG9uve/DtsiLWyNAOz0JVaEaiSVwVCXkChBx+Qt5gQ+i5VnbSZrP59jmoeX9j1DbvtnqqXltL8vW9kBpPrZ9jgZbhdbvYvnQRv7z2f4SCfznLikT0n3wO/Safc0wrG47aGsq2b2X93NlIpDJ6jjuD5HY5rRKcLXDsEIubn723n1AwiKOuhrqyUjxOB0lZOaiNRlTa+N03Ao2jV+i5v+h+bvjtBrbXH7g3sigtvHLaK6RqGrqkjErjMbpCAYETn2N6F5qcnExy8uE/bIuKiqivr2fFihX07dsXgDlz5hAKhRg4cGDcY/r27YtMJuO3337j3HPPBWDLli3s3buXoqKiyHkfffRRKisrI5W32bNno9fr6dKlS+Rcn3zyCVdeeSWffvopEydOPOz1OhwOduzYwSWXXHLYfU92bB4/VTYv87dV4fQGKEjTMbowhfWlNupdfp6dvY1lu+p4flovLNqWiYO6gyp/SToFkmaEh4tlEuTpGszn5xPyBBGJRYfNwgtYvdTP3IFnQ03DTJ5YhLpvKoaxOUj0rZ+jdywJOnxYf4ifUxe0+fAV25AahRmvY0UwEMBRV0PZ1i3YaqrI6FSAMS0Dren4e8Jtq6zg55efi94YDrPsu6/IyO9Mx/6JHT+PJvbaGmY89R8qdm6LbNu2dCGdBg5hzJXXojlKs1cCxy/BQIDyHVv58cVnsFUesNovGDycUZddI/xMtJAMbQavj32dMmcZO+p3kKHNIEefIxihCAi0EidEaaFz586MHz+ea665hldffRW/38+NN97ItGnTIs6X+/btY8yYMbz//vsMGDAAg8HAVVddxW233YbZbEav13PTTTdRVFTEoEENNw+nn346Xbp04ZJLLuHJJ5+kvLyce++9lxtuuCFSRfv444+57LLL+N///sfAgQMjs3YqlQqDoeHJ8h133MHkyZPJycmhtLSUBx54AIlEwvTp04/Bu3X8UO/y8dGSvTw1a0tkW7ZZzcTuaTx5bndu/6IhRPaP7dXsq3c3W9Q5vQE2ltl49IdNrCmpx6yWc/WwPM7tk9Xsyp9YIW200lbv8lHn9OHxBVE5Ayj9oQMmK6EwrmUNPxfGSe0RK06eWbNwIIy/1Jlw3bu9HnV3QdQdC4KBAKVbN/H1Yw8S8B0wXbK0y+Gcex5An5TSyNFtSzAYZPWsHxKuL/7mMzILu7S5qUQ4HGbbkoVRgm4/25YspMeYcc26gQ/4fTjr6qgtKyHkD2DJykZlMMTNURM4PvF7vdhrqqndV8KAKVPRJSWzeeE8Nv0xly1/zic5O5f+U849Ku6ZpwLJ6mSS1cn0SO5xrC9FQOCk44QQdQAfffQRN954I2PGjEEsFnPuuefywgsvRNb9fj9btmzB5XJFtj333HORfb1eL+PGjePll1+OrEskEr7//nuuu+46ioqK0Gg0XHbZZTz88MORfV5//XUCgQA33HADN9xwQ2T7ZZddxrvvvgtASUkJ06dPp6amhuTkZIYOHcrixYubVIU8mdlT44oIut7tjFw/qiMldS7KrR70KhkvX9SH+75dT43Tx7LddfTIMjb53G5fgGW7a7ni3WWE/xJXNU4fT/y8hRV76nhyag/MmtZpC9xb6+Ker9by544aAHQKKTcNzWNCbjaiWXsj+7lWlKMfmYVYcRLNmYlBrJURcsTPdBJm6o4djroavnn8oShBB1BTvIc/PnqXsX+/udWClY+UUMCPtSp+uDCAs7aWYCvnhjUFl7WeNbN/TLi+atb3ZHXphlR2+Aq8z+Nm54plzHrl+YjjokgkZtC5F9B7/GTBBZEGEe2oqyXg8yKRytAYjEiOI/Mfr8vFtqV/8usbLxIMNLQIi8Ri+k85lwFnncfSb79g+fff0GX46LjZfMcjPo+HcDCIXK1GJGp6F4uAgMCJxwkj6sxmMx9//HHC9dzcXMLhaLMLpVLJSy+9xEsvvZTwuJycHH78MfEf9d9///2w1/bpp58edp9TDX8wxLuLdgPQPdPANcPbc/Mnq3D7G2ICXpsPuRY1z57fkxs+XoVR1fQ/7Fa3ny3lNh6auZFwnEiCXzdVUm71tIqoK7d6uPjNJeytPfCwwO4N8N/ftqEZ35nTcnT49zQEqRJqmLU7mZBo5ehGZGH9YVfsohiUXSxtf1ECAFTv3Y3fG98ifMviBQyZdily5fHR1iSVK2jXtQd71q6Ku57WMR/5sahmhcONismg3084GIImfDxZKyv44f+e4uAPpXA4xKIvPyGtYz7te/dvjSs+YXHb7exatYw/PnkPR20NMoWSnqefQd+JZx037cL1FWXMeuX5qG3hUIil337BhBtuQ2M04ayvIxQ8/uNunNZ6KnduZ8VP3xHweCgYPJwO/QYKkSgCAicxxz5MRuCk4FBBHQiGqbQ13HBeO6IDd3+5NiLo9rO7xsU7C3czrX87+uU2vcVpW4WdKruPXdWJ2wKX76lrxtUnZmeVI0rQHczzC3fi7h8diSGSt91zEo8/SHGti3X76tle6aDWGZvHdKSIxCLUvVJQ9TjkqbRUjOWSLkgMJ9cM4YmEsy7xz3g4FCIUaPvKVyJEIhGdBhTFFW4isZiiqdORq1pe9XXW11FTspeafcW4rPVNPk6p05M/aFjC9a4jT0PWhGpnMBhsqPjFe8oELP7qU9wOe5Ov62QjFAqybelCfnrpWRy1DR0Pfq+H5TO/5pfXXsBls0a2WSsrqCsvxVnfOp/hTSXg97Hyh28Trq//fTaFQ0ZgSs9AKj++P/ec1nrmvvMaXz/+IHvWrGTflo3MeedVPn3gLqxVlYc/gYCAwAnJCVOpEzj+cHj8lNZ7+HJlCaX1bk7vkkq/XDMZRhVKmZixnVNZv8+G2x/A7o1fwZq3rYo7xhWQqldic/updfrw+IPolDJS9Qqkh8QduLwBXvl9B+f1a4dYFJNEEKE5lb/G2FCaOBS+yu7FpxBHfokUBSbE2rZpJap2eHlrwS7e+mMXvmAIgF7tjPxvWi9yLJrIfk5vgGqHl721LpQyCZlGFSm62Pe1MSQ6OcYzO6IfnY1vnwOxSoosTYNEL0ckFZ4LHStS2ndMuKY1WZAdgUhqbeorypn9xktMvPlO/vzyYyp2NMywGdMyOO3q6zFlZLbovAG/j4od25j16gvUle0DIDknj9OvvZmUnPaHnXuSSKX0HDuBDfN+jRGDlnY5ZBV2bdJ1hAJ+6stKE67bqqsI+lr/ocuJgqO2lgWfvB93bdeq5bhsVgI+Lws/+5DNC+cTCgYwpWcy+oq/k55f2CYziUGfn/rK+Pm0APbqanJ79GH4RVe0ilFKKBTEUVND5e6dWKsqSW3fAWNqeqtULevK9rFl0R8x2+3VVaz66TuGTb/suGp7FRAQaB0EUSfQIpzeADPXlvHPr9dFtn2/towMg5JP/z6IbLOG07qk8uXKEupciSsG4TDIJCKqHV7u/3Y9c7dWEQ6DXinlltPyOad3BqaD2ijd/iAldW7+3FHN6MIUft0U+9RRKhbRK7t13MlyLIlvJjRyCbK/io/yHB2mszsiUbXOr5TbH6Da7sXuCfD7lip8wRBjClPINKnQK2V8vqyYV37fEXXM6uJ6LnlrKZ//vYg0g5Iap5c35u/k9fk7I+JXr5LyykV96Z9rQi5t+qC/RCNDopEhS9McfudTnP1zQ26blVAggMpgQGM0t3pwuN6SRFaXbpRsXB+zNvziK9Cajo/W2IDPx7IZX1CycR31ZaX0GDuBgWedTzgcwllXh0ypQiZvWat0fXk5nz/8r6h2OEdtDevnzqbfpHPQJycjFjf+c25ISeXC/zzDqlnfs+XP+YglUnqMGU+X4SObPDcllcnJ6tKNPetWx11Pbd/piCqRJzo+lwu3PfEDsqDfz1fPPkbtvuLItrqyfXz13/s5775Hye7W86hfo1SpJLOgC6Vb4mfjJue2J61TASm57Y/4tUKhIBU7tvPlo/fic7sj2y3tcjjn7gfQJ7fc5CgcDrN+zuyE6xvnz6HvxLPRWY6PzwcBAYHWQxB1Ai2iyu7lX9+si9leavXwxE9beHJqD7JMav5veh/21cVvXwSwaOQoZRIuf2cZ2ysdke02T4BHvt+IQirmwgHZiP+KKdAqpfTONvLVihJeubgvm8vtlNQd+KMoFsEL03uTomsdk5SuGQb0Sim2OLNylwzKIcWiQnZrHyRaGRJtbEuO1x+k3OZh/tYqSurcFHWwUJimI82Q+Aav3Oph2a5aVpXUsWJ3HTKJmM3ldp7/dRuTe6Rz9/hCXp23I+6xe2td7KlxkmZQsmBrNa/Oi44jsLkDXP7OUmb/YwS5SYJAa22CgQAVO7cz87nHIm1mUoWC4RddQechI1FqWy/0WG0wMvGmO1k640vWzfmFgM+LPjmF4RddSU6Pni02RQiHw/g9HsQyKVLpkQtRt93GlkULgAZzlz8//zBqvcvw0WR0Kmj2ef1eL0u/+yJK0A0+70KMaRlsXjifn156hva9+1E4ZCSGlNRGztQg7IZNu5R+E89qiCjRGw4rBg9GJBZTOHgES7/9MmbOUSQSM3jq9GMzM3icIJHLQCSK256qNhhx1tVGCbqDmfvu65x336NHPTNQIpHQffQ4Vv38fYz5kEgsZtA5F5CcnYtIfOTdCY7aGr567P4oQQcNJke/f/Am46+79Yh+XkKhxDN/DWsJWlwEBAROaARRJ9Ai/txRnWh8hJ83lHPPhEI0Cil5SRrUcgmjClKYuyW2qnbX+AIc3kCUoDuY52ZvZUznFNL/EkEKqYSrh+Xx1coS7vhiDfdP6kKdy8/aknqStArO6p1JtlmFUtY6dtPpBiUfXT2QK95dRrXjQPvUhG5pXDk0D00j0Qm+QJA/d9ZwzXvLCfxVKntt/k5yLGo+unogWabYP9q1Th8Pz9zAZYNzGdYxGZVMiscf5IoheZRa3Tz18xZGFaY0tKt64r9n2yoddErV8b/fYm3aAfzBMD+tL+e6kR2a81YINAF7dRVfPPyviPshQMDrZc7br2JMTSevV99WfT2t2cLwi6+g76SzCQUCyBRKtOaWt29ZqyrYtnQRO1csRWMw0XvCZEwZmUcWuCyiUYEpbuFNss/tonzbgbiUvpPOxlFXx59fHDDUKt2yiRU/zGDaI09hTm+8xVMik6E1t7x6oU9J4YKHnuDnl5+jeu9uAHRJyZz+t5swZ2Y1+Tx+rxePwwaIUGq0TZrpO95R6w3k9erLrlXLY9bSOnSiZNOGhMdWF+/B7/UmXG9N9MkpXPDAY/z08nMRkWlISeX0a2/BnJHVKoIOoLZ0H15n/Jnw7UsX47rQ2mJRJxKJ6DbyNDb9MTfuekHRcMGJVUDgJEUQdQItwt6Iy2MwFCZ0kOJL1St54tzuvL1wFx8s2oPTFyTTqOLu8YUMz0/iuzWJZ1FqnD5cvuinjtnmBlF015drufGTVWSZVAzrlMSZvTPIS1Yjb8X8ILFYRLdMAzNvHMq+ejf1Lj+5SRqStHKM6saH5StsXq79YEVE0O1nT42LR3/YxFPn9UCriK6EVDu8DM9PZtHOGp7/9YAoe4tdDOlo4cmpPXjjj52c1TuDp2Ztjfu6ORY1vmAwqoJ5KJvKrIf70gVawNYlC6ME3cEs+PR9Utt3RK03tOprSmVyDEfQrrWfurJ9fHL/XbhtB342Nv85j8HnX0zv8ZNRalpW2VXpDHQZMYaVP86Iu95t1OktOq9ULkdjtlBXVopYIqVdl+58++TDMfu57Tb++OgdJtxw21GtlonFElLzOjD13v/gsdsJh4IotbpmCcX6inIWf/UJm/+cTzgUJn/QEAafdxHGtPQT2o5eodYw5srr+Oq/91F30OyhTKFkyLRLKd28MeGxcpWqzTLhJFIpaR3zOf+Bx/DYbYTD4YbvYSu7c7oaMYEJh0MJP0OaiiUrm5wevWPcZtUGI/2nnHvcG70ICAi0DEHUCbSIwR0S36h0y9SjU0b/aKXoldw2Np9Li3LxBUOoZBJS/6pyZRkTtyIqpGIUh5hxyKUSBuRZ+PzvRdS7/YgAg1pGiu7oPNEWiUSkG1WkN3Kd8Vi/z4o3EIq7NmtDOf88o3OMqCupc9HOrOaer2NbWxdur2FAnoU0vYIu6fGFQbJWQcdkLXKJhPw0Lev3xZ9jGdhemKdobUKhEGXbtyRcrysrPSZZbE3B63Ix74O3owTdfv78/EPyBw1psaiTymT0OeNMti39E3t1VdRaftFQNGYzwUAAibR5f44Uag2Dzr6ALzesIyWvPaVbEguDHcuX4nY42qQFUmMwomlBq6C1qpJP7rsjyrBl88J57F6zkosfew5DyvERT9FSDCmpnH//49SWlVC+YyvGlHRSO3REZ05CplAgEosJh2I/L3uOnXjUWy8PpaXfw6aSlJ2bcE2l0x/xz6nGaGL89f9g7/o1rPxxBn6vh/yBQ+g26vTDtiILCAicuAiiTqBFZBhVnNY51qhEIhbx0JRucTPi5FIJGXGEUUGaDr1Kis0dW/2bNqAdyQnm41L0SlIaaX881jQWMRAKN2T5HUqOWc0bf8TJhPuLr1aUcN/EznTL0HN27wy+XV0aaYNtZ1bx1mX9I+LznvGFXPzW0phz6JVSRuQLWUWtjVgsJq1DPtuXLoq7bkrPOKaOc466GmxVVdiqKzGkpKG3JKH5qwLhcdjZuXJZwmP3rF2JJbNdi1/bkJzCtIeeZMfyxWxdvBCl3kD73v3we9x89K9/MOH622jXrUezDVNScjsw+PyL2b16RUysysGECSeMGzgeCIdCbFk0P24cg8dhZ92cXyg670IkkhP7T7bWbEZrNpPdtcch2y1Mue1fzHzusagZyczCrvSZMLnZgv94R2u2kN2tF3vXr45ZGzr90iNqoY68hslMl2GjyOvVl1AohFKrQ9JGFU8BAYFjw8n1SSnQZli0Ch47pztD15bxxh+7qHX6GJBn5q5xBXRIaZ4ZRLpBxUdXD+Lyt5dSc5AQGpmfzPUjO6Johkvjobh9AaodPnzBEBp5Q3WwrdqYemUbE65lmVRoFbG/fia1nDpXYjFY7/bRIUVLsl7JQ1O6cfOYfCpsHnRKKUlaRaT6CdAjy8iz5/fk4e83Uv+XA2l+qpb/TetNZjOrjgJNo2DQUBZ/+Unc9qkh51/c6q2XTaWurJSvHrsfa8UBy3ZLVjZn3/3AX0/uw4TD8avKAAHfkVcY9UnJZHfrRVK73IbwaZWKUCCARCLl26ce4bKnXsSSld2sc6p0OvqcMYXcnn0I+v0s++6ruPvldO+FQtN6JjWtjdflSvgwAGD78iX0OePMY/bzc7SRyRXk9uzDFc+9RumWjbisVjI7d8WQnNLmVbq2QK03MOGGf7Dk2y9YP+cXAn4fGpOZodMupUPfAc0y6TkcwvycgMCpgyDqBFpMsk7JZYNzOaN7OsFwGI1cir4F+XBisYhuGXpm3jSUWqcXuUSMRCwmFA4TCIaxe/zolM0/b7nVzXOzt/LNqlJ8wRCpegV3jy9kdGHKYefhWoM0vZIR+cnM21oVs/bA5K5RAmw/Zq2CsZ3TmLWhIu45i9pbSPrLZVOvkqFXychL4GKpV8k4s2cGRe0t1Ll8SCVizGo5Sa3kDCoQiy4pman3/YeZzz2Os64WAKlcwdDpl5KRX3hMrslZX8eMp/8TJegAakr28uOLz3DWnfciV2vILOzKvs3xDStaw+DFWlnOrFefp+wgcxNzRhbjr/8HP7/8HGt/m8WIi68kDDjragl4vUjkcrRGU6MVToVKTfXe3XgcdgoGD2fLn/Oj1mVKFcMvvrLF7aNtgVgiQa5OfH2KNpwrO1ZI5XKMqWkYU0/sNtOmojVbGHHxlfSbfA5Bv+8vkyPLCT07KSAgcGwRhRvrWRFoM2w2GwaDAavVil5/aj5Zq3F4+Xl9Of83ZzvlNg9ZJhVXDc3DqJIxqL2lWTNt1XYv13ywnFV762PWnjmvJ+f0yWyTP54VNg8fLdnLuwt3YfMEyE/Vct+kLvRqZ4wRqt5AEMIN5jDnvbqIffXRRidyiZiZNw2lIO0InAgFjjrhcBhnXQ1Oq5VQMIDaYERjNCGVHRtzgqq9u3n/zhsTrl/61Is462qRq1R88fC/o6qMUoWCUZdeQ3aPXkgkEpRaPTJF8x8KeJwOfnzhaXatjnU/tGRl03PsBLYvX8z4629j04LfWfrt53idTmQKJb3GT6LvhCmRVtF41FeU8+5t1zP84ssRS6Rs+mMObrudrM5d6T56HEk5uS3Owmsrdq1ewdePPRB3bfJt/yR/4JA2viIBAQEBgWNJc7WBUKkTOC5wegO8Pn8nr80/kKtWUufmoZkbuXF0R7ZXOrhqWF7cWb14lNa74wo6gMd/3szgjpZITMLRJFWv5ObRHZk+oB3BUBilTEKSNvprqLJ72FBq48PFewiG4PLBOXx49UD+77dtzFxbij8YZmCeifsndSUv+dTNujpREIlEaM1JaM1NC64+2nhd8a3T91NXto+Zzz5GRkFnzrzzXjb+8Tslm9aRkteBwVMvZNmMr/jt7VcRiaBg8AiKpk7DmJrerGtw26xxBR00VAz1SSl0HXEaq2d9z9Jvv4is+b0els34EmdtDaOuuDZhtU1rMnPmHf9ixtP/QWtJomDQUGRKFX6vB60l6bgXdACpeR3oOmIMG+b9FrU9f+AQMgu6HKOrEhAQEBA4URBEncBxQY3Dy5sL4huEvPXHLp6f1otqh6/Jom7dvsSW/VV2b0xMQlNxev1UO3x4/CG0SimpOgVSSePZRVKJOKGArLR7uPOLtVEtmnO3VDKovZkXpvXm9tPzCYVBp5S2ScuowMmHWm9MuCaWSCLmG6VbNjHjqf+QXzSUKbf9E4VGyyf33oHbfsBBdeP839i9ZgUX/ueZZrno+TyeRtc9TgfpHQv45bUX4q5vXPA7A8+dllDUSeVy2nXrwRXPvkrpts24rPVk5HdGn5yCxmhq8nUeS9QGI8MvvpJe4yaxeeE8wuEwhYOHY0hNOyFn6cKhEMFgEOkxNAcSEBAQOJUQRJ3AcUGF3UswFL8T2O0PEgiGqbR5yE9tWuthmiGxK6ZMIkJ+GCG2H5vbT73bD+EwErGIF37bxhcrSgiFQa+ScsuYfM7undFksXkoq/fWx525W7yzljlbKpnWv3nGEQICh6I2GMgfNJStixfErHUeOpIdKw84pAb8PjbOn4NcrUGuVEUJuv24rPVs/nM+/aec02RDB4VajVgiiXI2PJik7Fx8HnfiyIdwGGddbaMB4lKZHENqGoYTeCZLrTeg1htI69DpWF9Ki/F5PNgqK1j7289YK8tp160nnfoPQp+cKsyLCQgICBxFBFEncFygPIzDpUwiwqxtunAqSNOhkUtwxqnITemZgUXbeNUrHA6zo8rBQzM3smB7NeEw9M81cd3Ijmwut7OmxIrNHeCR7zciEcMlA3OQNFEo7sfp9fPun7sTrn+waA+nd0ltsWAECARDVNq9VNg8hMKQopOTalC2akC7wPGNUqNl1OV/Q6XTsX7ubIKBAFK5gm6jxpLWoROzXvlfzDE6s4VNf8xNeM7tSxfR87QJKLVNc5TUGEx0G306a2f/FLOW070X+qRkXHEy8g5G0QYZcwJHRsDnY+fyJfzw4tORCImdK5ex+KtPmPbQkyS1yznGVyggICBw8iKIOoHjgmSdglS9ggqbN2atQ7IWm9tPcjNEXZpeyftXDuDSt5dGCbvumXpuP70AtbzxH/3iOjfnvPJnVHbest11rP9oJa9d0per3luGP9hw0/L8r9s4vUta3Ay+xkiUVbcfXyBEguJlk3D7AvyxrZo7vlwT+To0cgkPTenKmM4pmI5ALB4LPP4gMrGo2eJZoGHmbMQlV9N/yrn4PR5kShUVu3bw/XOPx40yUGq1yNWJRZRCo2mWG6NMqaTo3OmIxRLW/vozoWAAkUhMp4GDGXnp1ah0esLhMOmdCqLcMfdjSElFfYK0UZ7KOOtr+fmV52IyAb1OJ7Nee4Fz7n7gsBb7HqcDn9uFSCRGbTCedBl1AgICAkcL4dNS4Kji8PqxuwOIRCIsWhkyiQRfIIjHH0IpkyCXNtygp+oVvHFpP6a/vjhKhBnVMh6c0oX2SZqEIeTxkErE9GxnZNY/hrOpzEa51UO3TANZJhXJusYDy4OhMN+sLIkbhu72B/l+bRmnd0njh3VlANS7/Lh8sfseDp1Sxrl9sli2uw6ALul6zu2bSZJWwe5qJ0aVDNMRzNHtrnFx7YcrooSh0xfkji/X8vnfBzEg78QQdSV1LuZsrmTOpkpSDQouGZRLtlndoviMUxmZQoEh5UBrYpgwMqUSn9sVtZ9IJCazoDMqrZ7vtmyKe66+E89CrmreQwytyczwi66g78Sz8LldyJRKNAYj8r8qcGq9gQk33sFXj96LtfJApIfaYOSsu+5H24j7pcDxQXXxHoKB+J+F5du24LbbE4q6gM9Hzb69zHv/LYo3rkOmVNFz7AT6TJiCznJ8mA4JCAgIHM8Iok7gqBAIhthV7eTpX7YyZ3MFKpmEaf3bceHAHD5ZspftVQ6yTEqmD8wh26xGLZfSNcPArFuHs2hnDZvKbHTNMNCrnRGjWobloCqdxx+k1ukjGAqjVUgxaeILH6lETJZJTZapeW1bDm+A37fEzrntZ8WeOs7qnRERdTKJqMUB6SMKkmmfpOGSohwCoTAfLNpDab2HwnQdd40rwOkLoG9BRp8vEOKdhbsSVvpenbeTXIuGlDhZeccTu6odTH1lUVQo/WfLSnhgchfO69cuboC7QNMwJKUw7aEnmPXq/6jYub1hW2oaY6+5EX1yGkqtgYKiYWxZ9EfUcV2GjyElr0OLXlOmUDSaQ2ZKS2faQ09SV15GTfEejGnpmLPaobckt+j1BNoWvze20+JgwqHEBlU1+4r5+N+3R+Yu/R43y2d+zZ61qzjnngfRmi2teq0CAgICJxvCHZHAUWF3jYvJLy7A429o7fIHA7y1cDdJOgUTe6azcm89OoWUXVVOah0+BuSZG0SYWc155sQirLTezYtztvPVyhK8gRA9sgz8+4zOpBmUmNTyVqneyKWiRgO6zRoZds+Bp9GTeqSjV7XsVyndoOKDqwbw6rwdfLB4b2T72hIrF7+1lBen9+aM7umIxYc3GLB7/ASCYfRKKW5/kO2VjoT77q52YvcGSGnRVbcNdo+fR2ZujBJ0+3n4+42MLEgRRN0RIBKLSc7J45x/PozHYSMUCqHUaCMVMZlCwegrrqXvpLPY/Od8RIgpHDIcfXLKUXVj1JotaM0W2nXp1qrn9bpcuKz11O4rRqpUYkxNQ2uyCO19rUhKbmKxb0hNQ6GJP4PpcTqY98FbcY10qvbsorp4jyDqBAQEBA6D8NdMoNVx+QI8/+vWiKDbz5Pn9uDXTRX898fNkW1ahZQnzu1OlcN72Ny4cquHS95ayo6qA2JlbYmV6W8s5tWL+zJncwW3jS044uqTSibl6mF5zN5YEXf9nD5ZvDinobLRP9fERQNzkDRBdCXCFwzz4ZK9cdcenLmBvrmmRt+baruXNSX1vPnHLmweP+O6pDFtQDsKUnWsTJDV1yFFi0xyfDvR1bn8zI3jDAoNIztLdtaQlxTf4l6g6aj1etQJQk3VBgNqg4H0jgVtfFWN43O78Dgb8vdUWh0yZeO/8y6rlaUzvmDFjzMi814yhZKJt95NTreeSOVCXEhroDEY6XPGmaz8cUb0gkjEhBvuQCyR4KyvQ6nTIzloJtPndlO8cV3C825fvoTcnn2O1mULCAgInBQIok6g1bG6/cw7pH2xqIOFndVOflpfHrXd4Q1w2+drmHnTUNIP8/B/U5ktStDtJxSGN/7YycD2Fp7/dRv3Te6MSnZkP9r5KTpuGt2R//tLvO3nwgHZdE7TcfmQXHLMalL1SupcPmocPrSKllUJd1Y5DvUViFDt8GF1+ROKulqHl0d/3MQ3q/ZFtm0otfHx0r28c3l/Pl9REhMVIRLBRQOz0bXwetuKUCic8H2BhvlGgVOLcChEXdk+/vjkPXYsX4pILCJ/0FCGnH8xxrTEgei7161ixQ/fRm3zez3MeOoRLn/mFcwZiaMSBJqOQqNh4Nnnk1HQmSVff4ajtob0gs6MuPAK9m3dxJy3X8bv9ZI/aAjdR4+LZB2KxCLkSlXMfOd+1IYTL6dPQEBAoK0RRJ1AqyMWidAopNi9B1oUz+6dyeM/bY67vzcQYvHOmsNm0P22KX7lDGD5njouG5zLbZ+t4W/D25ObdGQ/2iaNnGuGtWdUQQrztlYRDIfp3c7I8t11XPr2UrQKKXUuP5/9fRBfrijh+pEdW/xah3PibCzcvLjOHSXo9lNu87Cr2sErF/XhX9+so9rR0MJoVMu4a1wB2SZVZBaxzumj3OZh8c4a1HIJA/MsJOsUaI5xa6NeJaV7piFhkHxRB6Ed61TDWlnBR/++PXLzHw7C5oXz2Lt+DRc++iyG5NiGYmd9PUu++jTu+cKhEJsX/s7g8y46qtd9KqHWGygYNJR2Xbo3mKaEQvz08vMUb1gT2WfJN5+zbs4vXPjI0w3h6gYjPU8/g2Uzvox7zoJBQ9vq8gUEBAROWARvcIFWJ0mr4NKi6DwijVxKbZzZqP3sqXEe9ryNtVXqlTI8/iC+YKjR19lPIBjC6vbj8cd3aquyeymzugmGw/TPNSEVi7juoxW8Mm8HNk+AUquHEfnJLN5Zwy8bKtAqW577lm1WoZHHP75rhh6zJnFFbeba0oRrt3y2mp7tDHz6t0F8cNUA3rm8P29d2o+RBcnkJmn/+jo9PDRzAxP+9wcPzdzI3V+tY9Qzv/Pt6n3YPQmCoNsIs0bBI2d1jdsmek7vTFIP42IqcHIR9PtZ/csPcas5Lms9WxcvIByKjWcIBQPYahIbH9WU7I17nMCRodYb0Jkt1JSWRAm6/bis9Sz//hsCPh8SiZTe4yaRmhf7cGz0FX8X5ukEBAQEmoBQqRNodSRiEef0yeKXjRWsLq4HoNzmpkOyhh1V8cXbgLzD/9Ge2D2dZ2dvjbs2tW8W368pQyEVU+/yUWn3kBLnpj8YClNS5+LTpcUs3llDmkHJNcPb0yFZi+Evk5XtlQ6u/XBFxGhEKhYxtW8WD07uxr++aZj7MKllXDgwm+s+XMEF/ds1K27hUFJ0Sl6+uC9XvbuMwEGtkka1jOcu6HVE4ePBEHRM0ZFj0eALhFDJJFGmK3O3VPHt6mhhGA7Dv79ZT59sE53Tj22LZpd0Pd/fNIwXftvG0l21WLRyrh3RgaEdkxK6ngqcnHicDnauXJZwffuyRXQffTrKQ8w4pAoFKbntKU0Qz5DdtScisfB882gQDoVYP3d2wvXNf85nwFnno7NY0FmSOOvu+6nZV8yOZYtR6Q3kDxyC1mxB0UhmooCAgIBAA4KoEzgqpBmUvHZJX7ZVOpixah8Ob5DbTy/g+o9Wxu6rV9It8/AzE2kGJU9O7cHdX62NmrXqk21kQJ6ZtxfuYnr/bL5dXUrHlPitnFvK7Ux99U9c+7PwiuGn9eX8+4zOXDgwG5vbz4VvLKbSfsCaOxAK8+myYpJ1Ci4fnEOPLCOd0/WU1Ll4+/L+5CZpjmiGTyYVU9TezOzbRvDjujK2Vtgpam9haKckMg8TaD65RwZv/rEr7trE7ukY1Q2iTCYRIzukjbPa4eW1eTsSnvuTJXt56MyuiETHzlBFLpVQkKbjyak9cHgDSMWiqHgLgVMHiVSKQpPYGEep0cV1slRpdQybfjmfPXh3nGO05Pbq26rXKXAQIlGj7qIisRgO+njRmsxoTWZyuvVsg4sTEBAQOLkQRJ3AUSNVryRVryQ/Rcu/vlmPw+Pn/kldeGnu9ohN/cA8M3eOK+CV37czpWcGHVN0mBNUYDQKKRO7p9M/x8SvmyupsHro2c5IncvH7Z+v4ezemfTNNfHQdxu4Z0JhzPG1Th/3fL32gKA7iMd+2sSk7mnUewI8MLmh5W/B9mo+X14ccfF8b9FuZtwwhA8W7eGfX6/DGwghEYuY3COdeyYUknYY987GkEsl5CVpuGHUgfYjjz9ISZ2bjaU2nL4APbKMJGnlGA8KJG9nVnFmzwxmrImutpk1cm49Lb/Reb1AMByZtYtHqdVNIBRGJhHhCwSptHupdniRiMUkaeSk6pVNilpoDTQK6TGf8RM4tii1OvpPPoeZzz0ed73vxDORKeK35Cbn5DH5tn8y5+1XcdbXAZCS14EJ1/8DfZw5PIHWQSQS0X30ODbOnxN3vdvIsUc1HkNAQEDgVEK4SxI46pg1cm4a3ZEbPl5JukHJvyd2Ri2XkKJXUmH1cM37y6lz+flw8V6uGJzLzad1wqROLOzykrVMUUhYsK0anVKKRCziuQt6MXdzJXd+sYZrR3SI2w5pdflYWxLfdOM/Z3XjgyV7eWfhbtz+IGIRjO2SxksX9uGmT1bh8gWxuQO4fUGW7a7DG2gQesFQmG9Xl1Lv8vPctF4Jr7u5uHwBft1Uye2fr8YfPFCWnNa/HXeMKyDpr2qVWaPgvsldmNwrgzf/2IndE+D0Lqmc0yeLdo3k/UFDHt9DU7qwaGct368pxXmI2B3TORWZRIzN7een9WU8NHNjRBAnaeW8MK03/XJNyFsYvC4g0FwyC7vGDUTvNW4iSdm5CY9TqNV0GjCY9I4FeJwOxBIJKp1eEBRtgDkjM+73zJCSSq/TzxByAgUEBARaCVE43JhpuEBbYbPZMBgMWK1W9Akyo050Kmweap0+/MEQLl+Ql+duZ/626pj9frh5KF0zEt9sOTwBnP4AdQ4fczZX0ilViz8YJhQOs7nUxiWDc0mNY6qys8rB6GfmxWyf2D2dVL2Ctxfujlnrl2NibJdUHvtpM3qVlEfO7IZRJePGj1dFuXsC/HrbCDqmxA/XbS7bK+2MfW5+XEv/p8/rwdS+7WK2Hxw+LmnEMdPm9rO1ws6Lc7ezp8ZFfqqOC/q344vlxZHIiWSdgm+vH0ymSc2SnTVc8PrimPPIJCJm3Tqc9smt8zULnDi4bFZc9fXYa6vRGIxoTCY0RnPbvLa1HltVJVuX/IlYIiF/0BB0lmRUusbdcwWOHc76eip372DlzzPxe9x0HjKSvN790CclH+tLExAQEDhuaa42EB6RCbQZ+9sxy6xuRj71e6TadSgz15TGFXVWt5/N5TZemrMdjz/EXRMKmLu5kidnbQFAp5By++n5yBMIGoNKRud0HZvK7FHbJ/ZI57bPV8c9ZvmeOv4+ogNSsYiLBuTw9cp9DUYwfbN478/dUfuWW92tJuq+WFGSMKPt5bk7GJmfQtIh1Uid8vCmJh5/kO/WlHLvt+sj23ZVO5m9sZynpvakpM5Nil7BvRO7kGlSY3X7E5rT+INhvlhewp3jCtqsDVPg2GOvqeKH/z3Nvi0bItvMme046677MTWSFddaqA1G1AYjaR3zj/prCbQOGqORvF59yerclVAwJBifCAgICBwFBMsvgTYnHCbK5fFQfHHEnssX4KsVJVzw2mLmb6vmokHZ3PLJapbtqUMmEXHtiPa8ML03BrWcHVUOKm2emHNYtAoeO6c7Cmn0j304TGRuLh5lVjeXDc6hnVnNvK1VzNtaRf9cU8x+iWYBm0soFGZPTfwQXmioePpbaMFeZffyyPcbY18zDE/8vJkXpvfm+Qt6kZfUYEjh8QXZmcCxFGB9qRVvUAgBP1XwuJz8+ubLUYIOoHZfMTOeeiQyryYgEA+ZQikIOgEBAYGjhFCpE2hzDCopYzun8vOG8rjrE3tkxGyrdvj4748NluTJWgXeQIh99e7IPN3MNaW8Om9nZP+8JA1vXNovpnLWJV3PjzcP480/drJ0dy2peiV5SRrEogZhE49OKTq2lNv597cNcQYyiYjgITt3SNbEVM5ailgsYninZH5eH//96dXOiOYwgeWJ2FvrSlghrbR7cXj8ZJsOGL6o5BI6pGiocnjjHtM904BCIszU7ScUDOKsryMcDiNTKFDpTq5Ware1np2rlsddqynZi7O+Do0x9oGHgEBzcNbX4bLW43E60BhNqPUGlFqhvVZAQECgMQRRJ9DmaBQy7hxXwILt1TgOmUsbVZBMjiX2Se6uKkekupdlUrGtoiFDblKPdBZsq2bWhoro/audXPLWEr65fnCUK6VcKqFDipYHz+yK3RNAIRUjQsS4rmmRebKDyTSqKK5z8dGSvZFtk3tk8OvGA6+Xa1Hz5mX94ubitZTh+UmYNfKYIHWRCO4aX4he1bL8uMNN0PqCYV6Zt+Ov7D0lepWM28YWcP5ri2L2lUvETO2bJbRe/oWjrpZ1c2ax8sfv8DjspHUqYOQlV5Gc0x658uQISvd5PI3+ELlt8Y2IBBonGAzgrKvFbbMhEotR6Q1oTeZjGidyrKgrK+Xbpx6mdl9JZFvH/kWMufI6tOa2mdsUEBAQOBERRJ3AMSEvScP3Nw3lrQU7mbO5Cp1SylVD8xhRkBxxdjyYg29uqhxeMowNN8njuqbxj89Wx32NMquHPbWuuFEDCqkEhfZAhem+SV2otHtYsac+si3DoOS/Z3fj3wfNn2WZVNw4uiNOb4BJPTNI0ytJMygjxiwuX4B6lx9omOFrqQ1/lknNF38v4l/frGPJrloAcixq/nNWNzJNSjaX2fhlQwXeYJDTu6SRZVJh0SoIhsLUOL0QBpNGhuyQKppBLUUlk+D2x7ZMZplUyCUinv5lK7uqnTwwuSt6lYzOaTqemtqDh2ZujIjwZK2CF6b3JsvU8hiHtsAfDFFp81Dr8iOTiDBr5K0qvvfjstbz04vPsHf9msi28m1b+PSBuznvvkfJ7tqj1V/zWKBQqxFLJIQStNxqTJY2vqK2x+/x4HE6EIlEqA1GxEdYqfa6nOxYvoTf3n4Vn7uh7VprtjDx5rtI71RwSrlDOupq+Oqx+7FWRD9g275sESqtjlFX/B2ZQsipFBAQEIjHqfPXQuC4QiwWkZuk4d5JXbhpjB+JqPFQ6bwkDfmpWs7r144Mg4rcJDXT+rdDLCJhOyFAca2LgXmHv9HMMKp4/ZJ+VNi97Kl2kqpXkqJTUO/20z/XRMcULZN7ZFDUwULGX4HgXQ4xc9lT4+T5X7fx/dpSQmE4vUsqd44rIC9J06In7h1StLx2SV/qXX4CoRB6pQyFVMLLv2/ntfkHWk1fmruDc3tncuvYfL5bvY9PlxcTDIaZ0jODiwblREUbiBHxzzMKeeC7DVEFF5lExD8nFFL3lyD9auU+bhjVEb1Khk4l48zeGQzuYKHa4UMqFmHWyknVHcips7r91Di82Dx+tAoZFq281eIdWorV7eOn9eU8+v2miFNprkXN/03vQ5cMPZJWrDDaqiqjBF2EcJg5b7/Keff9F43R2GqvB+D3egj4fMhUKqTSllVum4vGYKLbqLGs/fXnmLV2XbujNpy8EQGhUJD68jIWffkJO1cuQ6ZU0nPsGXQbdRo6c1KLz1u1Zxc/vfRs1DZHbQ1f/uffXPb0y5jSY9vRT1ZsVVUxgm4/G+bPYcDZ52NMTWvjqxIQEBA4MRBEncAxRSGVkKI7/JNunVLKPRMKefynzWytcKCQijmrdwbtk7Sk6RWU2+LPfLVParobpUWrwKJV0CX9wBxUFvDUeT0JhsIoGsljK6lzMfWVRVGzZz+tL2fhjmq+v3Eo2RZNk6/jYIzq6LDx5btrowTdfkYVpnDFu8vYXumIbHt1/k6+XrWPr68fjEIqweMPolVKEQFvXtqPGatLKalriDQ4o3s6W8rtrNt3oK20uM4diSuQSyRkmtRkmmJbY8utHu6fsZ5fDmpJHZhn4tkLepNpPHaVvDXFVu75al3Utt01Lqa9voifbh1O9mFy/JpD8ab1CddqSvbi87jQYGyV1/K6nNTuK2Hpd19hqywnrVMBfSZMwZiShkR2dMWdTKlk8NQLEYlErJszm1AwgEgkpuOAQYy67G8nde5bfXkZH95zK35vgwmTz+3iz88/ZPuyxZx9131ozc2vUnqcDv78/KO4a8FAgI3zf2PweRchEp8anmb2mqqEa6FggIA31gBLQEBAQKABQdQJnBBsLrdz5bsHDBq8gRCfLSthzV4r/5vWO26OWodkDZmt0B4oFYuRNnJPFQqF+X5NWVwzEZs7wMdL93L76fmRVkiH10+Nw4fXH0KrlJKqUzSaK7cfXyDEO3Gy9ApSdZRaPVGCbj+Vdi8fL9lLrcPLp8tL0CulXFqUQ5ZJhVQsone2iZI6F1+uKGZM51R++LkscqxOefiPB7vHz8Pfb4gSdABLdtVx8ycreePSfpg1bd8uVev08dRfUReH4vQF+W1TBVcMyWu111M1YuIglkiOuEVvP36vl81/zufXN16KbKvcvZP1c2Zz3v2PklXYtVVepzE0JjMjLrmKfpPPxedyIlOqUBuMLXY1dNbVUldext4Na9EYjOR074XGZD6u2ux8Hg9/fv5RRNAdTOWu7VTu2dUiUef3eqnZV5xwvXzHNgJ+/3H1XhxNDCmJq3BSuQKZ8vhu9xYQEBA4lgiiTuC4p8bh5eGZsTb8AJsr7PiCIW4Z3ZGX5+3AH2zoKeyXa+LZ83vFDSFvbezeAL9sjN8yBPDrpkquHtaeJK2E0no3//l+Iz9vKCcUBqNaxj9Oy2dyz4zDRiIEgiFqXb6Y7QPyzMzdUpnwuB/XlTGtfzYANk+AF+fuYHRBCv+e1JkdlQ6GdExiwbYqbv98TcTVM0krJ91w+Peu2uGLazADsGJPPdUO3zERdd5AkG2V9oTry3fXcfng3FYzosjs3A2RWEw4TtREftEw1LrWqWC5rHXMfee1mO2hYIBZr/yPCx58Aq3p6LtPyhTKVmmDs9dUM+PpR6nYuS2yTSQWM+mWu8nr3e+4ETNep4OdK5clXN+04HfyevVt9s+TTC7HmJaBy1ofdz05pz3So1x9PZ7QWZJIapdDdfGemLVe4yYKzqoCAgICjXBq9HQInNC4fEE2ltkSri/eUcP1ozvw2+0jmXnjEH69bQRvXNqPjCaIktZAJhGha8SNUq+UIhOLqLJ7uPq9Zfy4vjwSn1Dv8vPAdxv4aV0ZoUay+6AhXmB819gb6UAohKKRSp9cKo7JtZuzpRJfIESnVB3/+nodby/cHXEX1SqkvH1Zf9KaIIgdHn+jjprnQ/pvAACEIElEQVS1jlgR2hbIJOJG2yu7Zehb1VlQazJzxo13NNiTHoQxNZ2h0y5F1krul7Wl+wgGAnHX6stL8TgS/540F7/Xg72mGnttNS6blbqyUqyVFfjc7sg+jrpaSrduZsO83yjeuB57TXWTzx/w+1n+/TdRgg4gHArx/fNP4KirabWvpTHcDjuOupqor+tQRCIR0kYEplLdsrlZpVbHkPMvirsmlkjoMnwUzvo6QqFTIwtSYzRx1t0PkNW5e2SbWCKh17iJ9Jt0NlL5sZ3TFRAQEDieESp1Asc9ErEIjVyC0xf/xiZFr0QhlZJtlhIyqthX7+arFSUs2VVLpxQt5/bJItOkQik7OnlqarmUq4fmMW9L/HmQa4a1x6CWs3JvHRvL4lePnp29ldGdU0iP49S5H5FIxGmdU3lp7nYq7QdaPedtqeKW0zrx+9b4rz+pRwZVNg//m9YLmUSMTCJi8c5atpTbOKt3Ft9cP5jNFXbWFtfTIUVLr3ZGMgyqJt2kapUyRKLELvdm7bG5CUvSKvjH2Hyu+3BlzJpcImZC9/RWfT2ZQkGHfgO44tlX2b58EfbqKnJ79iUltz06S8tNNJrN4TIrmnSKMHVlpSz++lO2L1uMRCqly4jRFBYN5+dXnqdD3wH0GjeJcCjE148/SO1B7YNas4Xz7v0P5sx2h30dl7Wetb/FGq40XEOIPWtWYUo7eiYhbruNsu1bWPzVpzhqa0ht34miqdMxpWfGVAhVBiM9x05g8Vefxj1X11FjW3wdKXkdGHPVdcz74G0Cvobfa5VOz2lXX8/Czz6gfPs2eo2bRNcRo1vU4nmiYUhOYcrt/8Jtt+L3eFBoNGgMplZ7MCIgICBwsiKIOoHjniStnIsGZvP6H7ti1sQiGJGfHPn35nI757+2KGK9P3tjBa/N38nrl/RlWKck5I2YncSjzuXD5vYjFokwqmXolPErcl0y9Ewf0I5PlkbPx0zsnk6/3IZspU2liasoNU4frgSi9WAyTSq+vLaIZ3/dyvdrygiGwxSm6RiQZ2Zs5xRmb4puw+yeaWBYpyQWbK/mvhnrsbkDiEQwolMy5/druPFON6pIN6oYVZBy2Nc/lCStnAld0/gxTgtmnxwjlsO0lB5NBuZZuH1sPi/M2RZpyzVr5LxyUR8yTK1/gyhTKDFnZDJgytRWP/d+zBmZiCVSQsHYap0hNQ1lK4Sd15eX8fG9t+F1OgHwA5sXzCMjvzMjL72ako3rKN64Dq3JHFM5cdTW8M0TDze0gR4mUywcChHwxjc4AnDW1x7x15IIr8vFyh9nsPjrzyLb7DXV7Fi+hKn3PkJ2t55R+0skEnqMGc/2ZYup3rs7aq3vpLMxJKe2+FqUGi3dRo0lr1c/nPV1AFgry1n23deU79gKwIJP32P78kWcece9aE0nf1abSqdDpRPCxgUEBASagyDqBI575FIJVw7NY9meOlbtrY9sl4hFvDi9N6l/tVlWO7zc+tmqmEDzYCjMzZ+sYtY/hpMVx70xHv5AiC0Vdu7/bj0r99QjEsHI/GTum9Ql4gh5MBaNgrvGFTJ9QDbfrS7FGwgxuKOFSquHP7dXM6IgmYxGTFvkEjHyJpilAGRbNPz3rO7cNa6QcBj0Kik6pYwHp3TljO7p/LS+HH8wzKSe6WSbVSzdVcszv2yNHB8Ow+9bqyiuc/PxNQOPaO5Qp5Rx/+QuBELhQ9wvzTx7fs9GYyoOxuENUOPwsqPKiUIqJseiJkWnaLYIPxizRs5Vw/I4s3cm5Vb3X06rClL0ylaNM2hL1AYToy67ht/efiVqu1giZfx1t8a94XfU1WKtKKemZC/6lFTMmVnoLckx+wEE/D6W//BNRNABKNQaJtxwG7+99Qr1FQeMdOQqFRNuuJ0/v/iIqj0HHrjUV5ThtNYdVtTJlEqSc/Kijj2Y7O698Hnc+D0eZAoFclXruZW6bPUs/ubzmO3hcIhfXv8/pj30ZMx7qbMkcc4/H6Jy53Y2LvgdpVpD9zHjMKSkHbEAkcrkGFJSUel0/PTSs2xfFmv8VL59KzUle08JUScgICAg0HwEUSdw3OMLBFHLpbx6cV9K6tws2lFNklZBUQcLKXolqr/aKuucPrZWxDpAQoPjYUmdu8mibk+ti3Nf+TOSgRcOw9wtVawu/pOZNw4lK868ltsf4P0/97DP6kYsgq9XlkRaRh+a0pUxnVPQq6TY3LFVlnP7ZJKsa7ophFohRX1IsHmaXkmtw4dOKUUsFvHm/J08c35P3oxT4QTYUeVgT43ziM1k0gwqnjqvJ/c4vNjcfrRKKRaNAlMTq3S1Th/v/rmbF+dsi8waqmQSnp/Wi+GdklDJW/4xpZY3tOW2ZnzBsUSmUFA4dAQpee1ZOuNLrJUVpHcqoO8ZZ2FIja0WWSsr+PqxB6gtLYlsU+kNnHffoyRn58bs77E72LliadS2HqeNZ9nMr6IEHYDP7eaX115g9BV/54cXnopa8zrj/x4ejFpvYNRlf+Pzh/8Zs5ack4fGYOSnF5+leu9ujOkZFJ07HUtWOxRqTeT1/V4PMoUSuap5rohVe3YnbFW1VpTjcdjjiied2YLObKF9n/5HJWbA5/ZQsmlDwvUtf84np3uvVn9dAQEBAYETH0HUCRy3ePxBimtdvPvnbjaV2ShM03Pl0FyuHt4eZZwKTuAwRiMef9PMBty+AK/8viNuqHmdy89PG8q5emhe1MxZjcPL3ho3X64siTkG4JlftjCuWyofXjWQS99eSv1fId8Ag9qbueW0Tkc88yeRiBnfPZ13Fu2mpK7B9KGkzh03amE/6/fZGNCEcPbDYVDJMDRiFpMIfzBImdVNQaqOh8/sxidL97Kh1IbbH+S6D1cw69bhdEoV2rAORqnRkpHfmTNuupOAz4tcqYprIOFxOJj16v+iBB2A22blm8cfZPp/nkF36IyWCOSH2MZn5Hdm2Xdfxb0Wt91GOBxGplBG2f03dfYrtUNHzrv/v8x95zWqi/cglcnpNmosPU8/g4/vuzMiDusryti9egXjrr2FDv2LsJY3zPxVl+zFktmOQedcgDkzu8mxClJZ43/6xIcRbK0t6Fw2K676eqpL9jD6ir8jEolY8u0XMa2e+wWtgICAgIDAoQiiTuC4JBgKs3hnDVe9tzxis79ybz2fLS/mzUv7MTw/OaaFzqiWkaSVUx3HcVEsgrykpt0Q2T0BFu9M7Lw3Z3MlFw3IjqqUlVk97KhKXJ2weQLUOvx0yzDww83D2FPtpMrhpWOKljSDEksr2f5nmlR89vciZq4u5etVJUjEIpQyMR5/rEAFaGc+drlPFTYPby/YxYeL9+D0Bckyqfj78A4U17l4ff5OQmH4ckUJfx/RnhqHj13VTswaORlGFekGZau6V56IyJVK5I2YR7hs9RRvWBt3zV5TjaO2JkbUaYwmuo0+nfkfvh3ZFowzv3cwHocDmfKAqOs0cEiTQ8jlShXZXXsw9b5H8Xs8iCVixBIJH95za9xq3+ZFfyCRyfnx/w5UBq0V5excuYwJN95OQdEwJNLD/1mzZGUjkUrjOokm5+S1ymxiU3HU1vLL6y+wa9WBHE6VTs+4a2/hzy8/pnLXjsj2zsNGtdl1CQgICAicWAiRBgLHJRU2D//4bHVE0O0nGApz2+erqbDFhgCn6pT856xucc93/ciOTZ7vkknEmDSJq06pOgXSQ+bf5m6uRH+YSpVSJkYsFpFpVDG4YxJn9sqka4ah1QTdfjKNKq4Z3p5PrhlE72wj0wdkx91Pp5DSOb3tbl4Pptbp5e4v1/La/J2RFtWSOjf3zVhPql5BvxwTUrGI4fnJ3PnlWsY+N5+/fbCCqa8u4swXF7KxtKFCJJCYgK/xOAmPI9aJVSQS0WlAERkFnSPbwqEQCk3iByKG1DTcdhsSmYxe4yYy+oq/o2wkjD0eGoMRY2oa+qQUnPX1EcOQQ+k+aiy/vfVy3LXf3nq5yeYqaqOJsX+7KWa7TKli/HW3NlmUHikBv49lM7+KEnTQUAH98cVnGHTOBZFtA8++AH1S/FlIAQEBAQEBoVIncFxS4/BSd1CL4sHUufzUOH1kGKOrTGKxiKEdk/jy2iKemrWFTWU2Mk0qbh7TiYF5ZrSKpv24mzRyrhvRkRs+jrXDB7h8SC5yabSoU8jEhMJhzBo5tc7Ym+n+OabDhou3JhKxKCJirx3egV1VzqjIA6NaxntXDGg0QuFoUmX3kmVS8c8JhVTavcxYvS9SYX3l9x38c0Jn0g1Kflpfxm+HOHpWObxc+OYSfrx5KJlNnJE8FVGoNUjliohN/qHok+O7nRpS0hh33a1U7tzOjpXLcFRXU3TudH5//82Yfdv36Y9Sq2XK7f/GnJGJPinliLPE4lVgZUoVWpMZsUSK1+WMc1TDjJ2rvh590uFdXGVyBR0HFHFpbntWzfoea0U5WV2603noiITvy9HAVV/P2l/jxzr43C58Lhf9z5xKwaCh6FNSmy2WBQQEBAROHQRRJ3BccrgaTKIqjVYpo1+umZcv6o3LF0Qlk5LUDAOS/Qxsb+a8fll8sTx6HunOcQXkWmKrFqMLU7npk5U8fk53/vHZ6qhMvQyDkien9sCoPvqirsLmYXeNk3UlVjKNKrpnGUjTK3n2gl5U2hpaRC0aBdkWNWl6JeJj4ALp8gWweQKU2TzM21ZFlknN/ZO6sKbEylsLdlHt8KGUSZjQPZ3bPl8d9xxWt59tlQ5B1DWCxmSi/5RzWPTlJzFrHfsXoTYY4x4nEokwp2ei0unJ7NyNcDAEojAKjZaFn36Ao64GmVJFt5FjyCzowmcP3EMoGKD/lKkMueDiI75ulV6PxmTGWVeLUqNl6PTLUGq11JXtO7yoaUZLrkKlJjknjzFXXU/Q70cmlx8V85PGCPj9CUU3gMfpZPiFl7fdBQkICAgInLAIok6gzSm3utlcbmfFnjpyLRoG5JlJNyijWhotGjl6pRSbJ3bmRaeQJmyltHv8bK908NLc7eyucdE1Xc+1IzuQm6SJuGQ2hSStgn+f0Zmrh+axYHsNMklDFTBZp0CrkFJu9WBz+5FKRJjUclL1Cs7smcmLc7fz/LReFNe62VfvpjBNR/88c1wh2NqU1Lm4/J1lbK88MIukkUv44KqB9MgyYNboKTxK7ZZWt59ahxe3P4ReJU0YRxAKhVm0o4ar318eMR8srnWzaEcNt43NZ1zXNGZvLEejaIgfSDQLCLC31nVUvpaTBalMTq/TJyJTqFjy7Wd4nU6kcgXdx5zOgDPPQ3UYgXToetcRY9CaLXhdTkKBAFsXLeCHWU8TDjd8j9bNmUXvCZPQmY8sbF1rsnDGjbfz3TP/5Yyb7mD+x+9GDEMm3Hg7Kr0Bt80ae706PSqdnvqKcoJ+H3KVGq3JfFihJpFIkEiOzKSopcgUCtQGIy5rfdz1lLwObXtBAgICAgInLIKoE2hT9tY4ufDNJRF3RmiYNfvi70WYNHLKrB68/iDtzGpev7Qf016PzWv6z9ndSIlTfXN5A/y4roy7v1oX2ba90sHMtaW8c3l/hucnN8tcw6iWY1TLKUg7IISc3gC/ba7kvm/XU2ZtmOvrmWXg6fN6cuHAdgzrlMRHS/cCMLZLKp3TdKS1QYuj3ePnke83RQk6aIhyuPydpfx0y3AyG8nJOxJK6lz886u1/LG9wVxGLZdww6gOTOufHSO+K+we7vlqXVw3+Zfmbueli/oQDIXonKZvtJ0VOGbzgCcSaoORvhPPpGDwMAJeDxK5HI3B1KIWSZFIxOYF89gw79e46wGv9/Al9ia+TkZBZy5+7Hnmvv9GlAPkqp9mMvKSq/j5lecJhw4IfpFYzLjrbmXtnFksm/El4VAItcHI4PMvJquwK3KVEo3JjFh8bMRbIrQmM0OmXcrs116IWTNnZGFKzzgGVyUgICAgcCIiiDqBNsPm9vPvb9dHCTqAIR2T2Fbp4IEZG7D/FRwuFYu4aXRHZv9jOE/N2sLWCjudUrXcOKoTHZI1yA4xKimpc1Fp9/LAd7EZT6Ew3PnlWr67cUijAqvO6aPU6mbu5kqkEjGjC1NI1SswqA7cAG8ut3P1e9GmBmtKrJz32iK+v2koXTMN/OfMbgTD4ZhrPJrUOn3M3lged83mCbCjynFURF2FzcNlby9lR9WBOSeXL8hTs7aikkm5rCgHyUHvQ53TnzBiwRsI4fYFeXBKV1INSoKhMLeM6RT3e9ohWUPOSZI9d7QRSyStZrBROHREQlHXod/ARg1VmoNUJidMmJ0rl0VtL9+xlS2LFnD2XfezY8VSqvfuJik7h55jz2Dd3Nms+um7yL4uaz2/vvEiIy65mt1rV9Lr9InkdO+JTHFkuYytiUgsplP/QQR9XhZ+/mFD6LtIRF6vvoy58johaFxAQEBAoMkIok6gzah1+vhjW3XUNolYxCWDcqKiC6Ahc+65X7fRJUPP8xf0wukLoJZL0cQxOympczHt9UXcNa4wYbtepd1LrdOfUNRV2708+uMmvlm1L7Lt8Z82c92IDvxteHtMGjn1Lh9P/Lwp7vH1Lj/ztlRx0aAcxGIRYtp2Vs0XCNFYTF9NI1l1R0JxrStK0B3MC3O2Mb5bWpShzeFG+JJ1ikhAvEQsYnLPDDz+IP83ZzuOvwT/8PxkHj2rGylHGJou0HyS2uWQ3qmQsm2bo7bLlCoGn39RTMbdkRDw+eIGhO9cuZQ9a1cy9d7/kDz9MqQKBeU7t0UJuoNZ8f03DD7/ImY8/R8uefx/pOS2b7VrbA1UOj09xp5Bh36D8LmcSORy1HqDkEknICAgINAsBFEn0GZ4A7Hh34M7WPh9S1VMdMF+nv91G31zzCTr4t/A+4MhPllaTIXNe9jWykOXbW4/NQ4vDm8AkUiEUS1DLhHjCx4Qhq/M28Hozin015hx+4Os32dLeP4/tlczfUD2MTEf0SqkjbYqFhylVsUt5bG2+Pupd/lxHxL4btLIyTKpYqq10DD/l3VINdGskXPl0Fwm9UjH7gmglEkwa+SHjY8QODpoTWam3PZPNi2cx+pZ3+P3eMjr3Z+BZ5+PMS0t7jEBn49gIIBcqWyWEYlCpUauUuNzx85OBgMBFGptpDJYsWNbwvM46moaBFI4zJJvv2D8tbcgayTf71ggiVRThcgCAQEBAYGWIYg6gTZDp5TFCI9knQKn18+lRTmoZBLWllhZdFDwd3Gdi1AojNPrx+4JMHNNGXtqnIwoSKZbpgGJSMR3a/bhD4aRS8WoZJIYIQGQblBGRQqUWd3c+816ftvcYJcvFsHpXdP43/Re3PLJ6ihh9/aCXfTINCAVi0k3KBNWpjoma4+JoANI0Su5a3wB9xw0T7ifoR0tpLbAAbQpdMvU8+z5PVFIJeypcfLx0r0RwaaUiVEc0oKaqlfy3AW9uOiNJVHvsUgET5/XkxR97HXKJJJWd7kss7rZWeVkW6WdTik62idpSDc2v8pUYfPgC4SQScSk6BTH7PvflmjNFvpNPIvOQ0cSDodRarTIFLHfN4/DQW1pCSt/nIGjvpa8nv0oHDIMfXJqk2ZbNWYzRedOZ96Hb8WsZXfvhdZkivxb10h76f5WToDqvbvweT3HnagTEBAQEBA4UgRRJ9BmpOqV/HNCIXd+uRZoEFLDOiUhl4j5ZGkxDm+AovYW/ja8fWSO6rFzujNrQzlztlSSpFVwWudUdlY7uOb9FbQzq/jwyoHI/nr6/+HiPdw9oZAHD5nBkopFPHN+z4i5Sr3Lx51frGXB9gOtoKEw/Ly+YSbt4kHZvL1wd2StxunDFwyRrFNw0+hO3PrZ6pivTSyCyT3T+XxZMb5giIF5ZpJ1ijaJMQAIE2Z81zQUEjFP/LyFcpsHpUzM9P7Z/H1EhyYHrzeHcquHWRsq+GDRHuzeAF0z9NwzvpBfNlbw3ZpSpvXPJjmOSOvZzsCsfwzjk6XFrC6up2OyhksH55JtViNvAxfCnVUOLnxjCeUHBdin6ZV8dM1AOiRrm3SOWqePeVsreeaXrZTUuUnWKbhxVEcm9kgn6Si818cbIrG40Xkvr8vJ6tk/svDT9yPb9m3awPKZXzHtkaewZLY77GtIJFK6jBiNRCZl0ZefRALOu444jaJzp6E6KCA8Jbc9MqUKvye2AlwwZDjbly4CwJSeFVeACggICAgInOiIwokCvwTaFJvNhsFgwGq1otefvK5+9S4fi3bU8NhPm5naN4utFXa+X1sWtU+yVsHz03oRDIW5/fM1McYad44rYEu5ne/WlHLT6A5oFTIe+6lhxufcPpmM75bOt6v2UVznomuGgSuHNAgGxV+RBjsqHYx5dl7c6xOL4I1L+3HVQWYo/zqjkKuHtkcsFlHj8PLCnG289+eeyLpSJuaJc3vw07oyQmGY0jMDsViERSOnY4r2qAgqAIc3wL46F58tK6akzs3owhRGFyQTQoTbH0QuEZGsU8YEpbcG1XYv13+0kqW7a2PWnr+gF8t313LTmE6kHjT3ZnX7KKv38MO6Mpy+AFP7ZGHWyDFr5HHjD44GVXYvF725mK0Vjpi1TilaPr5mEMmHqWr6AkHeXbib//60OWbtiiG53D42H63y1G4PrS0t4Z1/XBt3LadHbybdeg/KJpqqhEJBHLW1+L0epDI5GqMRqTz6exQKBinfsY2v/nt/VLtmZkEX+k0+h5nPPU4oGODCR58hvWNBy78wAQEBAQGBNqK52kCo1Am0KUa1nAnd0+mXY6K4zs2zs7fG7FPl8LKvzs2P68riOiU+88sW3rqsP9+tKeXl33cy944RfLNyH5sr7Hy1ch8/rS9nfLc0LujXjp7tDGQYVRFBZ/f48QdD3DOhkO9Wl7KxLHpGLhRucGHcj1kj57TOqZG2OotWwe2nF3B5US6by+2o5RIyjCoemrmByT0z2Vph5+6v1uL0BSOVsutGdmh1Uw/nX/ENd/1V9QT4ZWMFyVoFn/19EO2bWHFqKSV1rriCDuDFudv5//buOzzKKnvg+Hd6STKZ9B6SAAmh9xBAEEFpoigKKCoodlBX0VVXdy2/dV1dV117F1SKYleaNFF67yHUEEjvPZn2/v6IGRgyCaBoCJ7P8+TZ5b33bXMTzOHee85Ht/Q9JaCzM3NNBi8tO7H36YPVGfRLCOR/E3sQZvljgrriqjqvAR3AgfxK8spr+WFPLvkVdfRvG0R8iA+hp+znzK+o83iPk81am8GU/nF/+qDu2J6dTbYd3bmN2sqKMw7q1OrTZ+9UazSEt2vP5Bdeo/BYJhWFBfhYAyjNy2HBq/9Bo9Vy2R33EBh5+hlCIYQQojWSoE60iBCLkbd/Ptxku79Jx6oDBV7bXArsyy2nbYgPhwqqcLkU7hnajvyKOpan5aPTqEmJD8LmcHHtW+v5/p6BHC6sxM+o460fD7E1s4QQPwPje8dwQ782PP71Lo/MkQatGrUKhiaHcmO/OF5dcYAnxnRyL6W0GHVYjDriQ3yxOVz89fMdRFhNbD9WwtyNx9zXqbW7+HBtBsXVNv7vys5YTDpKq21kldbw7fZsqm0OLu8aSUKIT5OJYJpSWFnHI180/sW5oLKOp7/by6vX98DvHAUWNXYneWW1rNiXT05ZDSM6h7PxSEmT/Q/mV3rsl4P6LJneAqH1h4v5bkc2twyI/0P2o1XbGu+3PFlmUTWPfb0bgP8tP0DnSAvvTu5NxElZU0u8JIBp4FIgp6yWNn9AsfnzmcvZ/OfstVDhb1Qf/IViCQ7F6XRQVVKMjzWAax9/Bp+AQHytAWh0f+5gWwghxIVLgjrRYlzN5OBXUJr9va/WXp+com2ID+W1DqbN2Ua7UF9S4gNxuhReXrbfXRz8YEEldqeLO95d7w7eymsdPLtoH5d3jeCui9vx+sqDAAxODCbIV89r1/ckOsDEDe9toLzWwfRL2nvdH2dzOsktr2XqwATunr3F67N+uyObvwxLxOlSeOPHg7z78xF328frM+nfNpCXJvTwmNk6na1HS5osYbDqQAElVbazCurKa+zYnC4sRq3HUshau5Of9hdw1ydb3Pdbsa+ACX3qZzz8DFqu6B5JbKCZgso6vtmWTWmNDe1JAZqiKMz9pSC7Nx+uyeCKbpF/SImCQB89GrXKa7ZVjVqFQee5VHV3djlv/XiIx0Z3dC9jNZxmOauPXv5ajenUtcm2iPYdzlk9u6ZoNFp3gCeEEEL8Gfxx1ZGFOMWYbpFNtjldCh2bScPfOcqfI4VVPHVFJ4y/BCEH8yuZvSGTeZuOuQM6qE+C8b9lB7wGQd/vzKFnrBWdRkXf+EBuSo3j+nc3cPfsrWzKKMb3l7p4tU3MzJh1WgYnhmJzuLA7vUdZigIFFbUcKazyCOgarD1UzJI9uZzN9taqZmacFKW+zt+ZKKysY9nePKbO2sTEd9bz3OJ9ZBRVuQPu/Ipaps3e6vHZHSqopH2oL6O7hPPSxO7kldfyyYaj7Mku57HRyTw3ritBvicCYJeiUFjpvdQC1C+Jdf5BW3uDfQ1MSon12nZ1zyiWp+U3Ov7p5mMUnrQMONBHT1KYn9drhPoZCPH7Y5LjnM98AgLpdunIRse1Oj1Db7kTk9+Fu29YCCGEaAkS1IkWExto5vKuEY2OW8062oX68o8xHT1mfBqM6BxOblkNn9yaQo/YAAJ99bQP9b6HzGrWoVC/X6opmcXVfDw1hYvaB3Pv3G3uJXpGrQa7U8GoU+PfRF00tVrF5V0jMOqa/1HyNer4eH1Gk+0frsloNvA5VZ+4gCbbEsN8z6iOW0mVjf8sSefWjzazKaOEg/mVvL86g8tfWc2hgvrPa1NGidcA8ecDBVzeNZLbPtrMsrR8jhXXsO5QEX/5dDslVTY46RSNWs2Ybo3HucFF7UPwN+ooqKhjf14F+3LLyTspKD+XfAxa7h3anvsvTcTvl4Ddz6Bl2pC29G4TyNxNjWcUa+0uj88g2NfA65N6eJTIgPo6e+9N7n1WM64XKpOvH/2vvYErH3yciPYd8A8Lp/Mll3Hj868QHBvX0o8nhBBCXHBknZBoERW19XXnHrg0kYuTQpi38RgVtQ76twtieKdwth4toXuMlS/u6s8rKw6w5WgJQT4GbhkYx4B2QViMevcv1T4GLa9c14MJb6+jvNbhvodBq+afV3amrLr5YMnpUvjr5zvJLD6RNU+vURPmb6Sgso77hrZvlCzjZNEBJhxOF91jrGw/VtqovW2ID4FmHaXVjsYn/6Ky1oHrLGarQv2MXNUjiq+2ZXkc16hV/HNs5zNKq59TXsunm07sAQzxM+Cj15BdWsszC9J49foeFDcRaCZHWHji2z1el8g+tzidyzqFExN44q+XXm0CiAsyk1HkWUjaoFXz1+GJHCyo5P5Pd7iDyUh/I/8e15U+cQGYzvFyxmBfA3df3JZre0VTa3di1GkorbYx+tXVXt8nKcwPs94zkUu7UD++u2cAO46VsfN4KUnhfvRpE0ik1XRGNdj+COWF+eQeOkjB0cOEtEkgPKEdfsEhf9jzmf39adenH9HJnX4pFm5ulLVSCCGEEOeGBHXiD1dQUct/Fqczf+txPpjchzdWHuLSjmGY9Bpyy2rRqlV8siGTR7/ajcWoZUKfGO4clECN3cW/F+3jp/0FvDi+u8c1O4T7sfC+i1hzsJCNR4pJjrBwUftgnvh2D92irfRvG8TaQ0WNnkWjVtEu1NcjoFOp4LHRyXy19Th/G9WBq3tGN1sWQKVSER/iy0sTunPzhxs9ApcIfyPv3NSbcH8TY7pFsDK98fI+gCEdQrAYz/zHMcBHz99GJZPaNoi3fjxEYWUdvdoE8OBlSbRtYtbyVCt/WWqYEh/IrRfFk19eR1mNnfZhvuzPq6Ss2k7feO+1yPyMOvIrGmcmBbA5XWQWVxMTeKJgeIS/idm39ePtVYf4bPMx6hwuLk4M4ZGRHVBQMf7tddTaTyRXyS6rZcqHG/nunoF0ivT3dpvfRKdRE3lSsXGtRkXnSAu7ssob9X1iTEevQXKU1UyU1cyoLk3PQraUwswMPnv6b9RUnHgfo68f4594lpA/eKbM6Ot9qaoQQgghzp1Ws/yyuLiYSZMmYbFYsFqtTJ06lcrKppfUAdTW1jJt2jSCgoLw9fVl3Lhx5OXlefTJzMxk9OjRmM1mQkNDeeihh3A4Tsyo/Pjjj6hUqkZfubm5Htd5/fXXiYuLw2g0kpKSwsaNG8/dy19AbA4nH6zJ4LMtx9Gp1ZTW2DHpNbQJ8qF9qB+3DIjnjo+3sCe7/pfR8loH7/58hGvfXk9JtQ2X4uJAXiU1p+wpU6lURAeYmdAnlv+O786tFyUQ4KOnqs7BvE3HuGNQAsG+jfc6/fvqLrQL9eXJMR0ZlhzK1IHxLLz3IgYnBvPY6I5MHRB/xsWk44N9+PSOVD6/M5Xnx3Vlzq0pzL41BYNWTUWtndSEIGJPCnQamPUa7rq4rXtGqrLOzrHiajKLquqXMjahIYPnp3eksmLGYJ65qguBPvpGn01TVCoY0C6IiX1juWfuNh77ejfPL0nnto+2sOFwEQoQFWAiNaFxYHe6yR5vy2ajrCYeH92RlQ9ezJqHL+GV63rQLtSPz7cc9wjoGrgUeHX5Qarqmp7hPFdC/Yy8e1NvJqe2cS+lTQrzY86tKXSLsf7u9z+XqkqL+fbFf3kEdAC1lRV8+8IzVJY0nbm0KbbaGkrzcinKOkZFUeFZ7f8UQgghxO+v1czUTZo0iZycHJYuXYrdbufmm2/m9ttvZ86cOU2ec//997NgwQLmz5+Pv78/06dP5+qrr2bNmjUAOJ1ORo8eTXh4OGvXriUnJ4ebbroJnU7Hv/71L49rpaenexT+Cw09kVXt008/5YEHHuCtt94iJSWFl19+meHDh5Oenu7RT9QXf561NgMAh8tFtNXETalxvLL8ADqNisn94yhqIpB5ael+/joiiW+352A2NK5rVl5jp6rOgUqlIthX7/5F/a1Vh3hmYRrPXt2VQ/mVbM0sISrAxMQ+MUQFmPE1aJkyIJ7rU9qg06h+0/K0MIsRnUbNseJq/vr5To6X1qBSwbDkUJ4Y04l5t6fw9qrDzN9yHJvDxbDkMB4cnkhsYH02wIzCKp5dtI+le3NxKdAj1srTV3QmKcIXvcZ7LTe1qj4j5asrDpJTVkNyhIVHR3agc5R/sxkwhyaHkhxh4faPNzdK8vLTgUI+33KMey5pz8sTe/DxuqN8tC6D8loHnSIttAk0Exto9pjhbGDSaYgKMDU6DqDXqj3KA1TV2dl81Hu9O4BdWWVU2Rz4GH7/v6rC/U08Nrojdwxui8OlYNZrzjigP59Ul5VTkpPtta00L4ea8lJ8A5rek3mq8sICfp79IenrV6O4XPhYA7jo+ikk9OqLSWbhhBBCiPOCSmkF/+SalpZGx44d2bRpE7179wZg8eLFjBo1iuPHjxMZ2TiLYllZGSEhIcyZM4drrrkGgH379pGcnMy6devo168fixYt4vLLLyc7O5uwsDAA3nrrLR5++GEKCgrQ6/X8+OOPDBkyhJKSEqxWq9fnS0lJoU+fPrz22msAuFwuYmJiuOeee3jkkUfO6B3Ptmp8a3Uwv5JhL64C6vei/d+Vnbl55iYALmofTHSAyaPW26m+v2cgdQ4n7UN9sZjqZ95sDieHCqp4btE+1hwqxM+o46Z+bZjYN5ZwfyM2h4uCyjqcLgU/oxY/gxat5swnqcuqbZTVOlBTXzzdt5llki6Xwqebj/Hol7satSWG+fLx1BQCzHqKquqXLlqMWnwM9YFXVkk1Y99YS8Epyxr1GjXf3zuQRC8ZFytq7LywNJ1Za482anv9+h6M7BzRZP238ho7n20+xj8XpHltt5i0LLlvEBHW+j2Dhb98hia9hkAfA1uOlnD9u+s9irWrVPDqxB5c1inMozRCU+xOF3//ejfzNnkf85T4QN69qfcZJX4R9XIOpjPnsRlNtl//zH+JaJd0RteqLCnmi2efoPBo46yto+95iA4DB//q5xRCCCFE0842NmgVyy/XrVuH1Wp1B3QAw4YNQ61Ws2HDBq/nbNmyBbvdzrBhw9zHOnToQGxsLOvWrXNft0uXLu6ADmD48OGUl5ezZ88ej+t1796diIgILr30UvdMH4DNZmPLli0e91Gr1QwbNsx9H2/q6uooLy/3+PozMOnV7jIBE/vE8sIP6e62goo6ogNOLE/UaVSM6RrBKxO788aknjw8IgmzXsMn6zP5dkcOdb+UGTiQX8kVr63mx/0F2J0KxVU2Xl5+gDs/2UJ+eS16rZooq4nYQDMBZv0ZB3QOp4u92eXc/vFmBj2/kkH/WclfPt3G4YKml/3mVdTy4g/7vbbtz6sks7jaPVsV4W9yB3QAP+4vaBTQQf0etf8tO+B1GWJhlY2P1jUO6ACe/HYv+RVNZ5G0mHQeqfpPVV7jcGd91GrUhPubiAowE+hTP3vVJdrCovsu4vZBCfSND2RinxgW3nsRl3QIbTKgq7U7KamyUWOvfxedRs3k/nFNLuecfkm7P2VA53C6yCqtYWtmCRuPFHGsuLrJguenMvn5o9Z4/4cHtUaLye/M9yiW5eV6DegAfprzIZXFjfepCiGEEOKP1yqWX+bm5jZaxqjVagkMDGy0t+3kc/R6faPZtbCwMPc5ubm5HgFdQ3tDG0BERARvvfUWvXv3pq6ujvfee4+LL76YDRs20LNnTwoLC3E6nV6vs2/fvibf6dlnn+Wpp546/ctfYEL9jNw2KIGXlu4nPtjHvXcOYF9uBQ8N92NguyBu7BdHXLAPs9Zm8NDnO6lzuOjTJoDecYEUVtbx5dbjDGofjE6j5l8L07zWiNt+rJTDBVW/uqh1ZnE1V7+5xr3fy6XAsrR8tmaW8u20AUR72R9XY3NS0EygtCe7jD5xjfeo1TmcLN2b5+WMehuOFFFR23gZ4sH8iiaLtBdU1lFaYyfc3/tSSIB+CUHM2ZDJpJQ29Gxjxeaov9jX27M4XFCFSdf0bJteoyEhxJe/Dk+ixu7EoNU0mVCm1u7kaFE17/18mD3Z5SSE+HDHoLbEh/gQG2jm5Qnd+esv4wz1CWxmXJpIl6hznyTlfFdrd7LuUBH3zdvmzuaq16h5eGQS43pGYzU3XwfPxxpA7zFXs/Hrzxq19Ro9Fp8mVhx4k3vI+z9QAFQUFWKv+31KTwghhBDi7LRoUPfII4/w3HPPNdsnLc370rA/SlJSEklJJ5Yq9e/fn0OHDvHSSy/x8ccf/+rrPvroozzwwAPuP5eXlxMTE/ObnrU10GnUXNMzioKKWirr7IT4GjyCoIzCKsb1jMbmdHH37C0cKqhyt206WsJ176zn09v7seN4Kbd9tIUHhyd6zWrZYMneXPq1DTrr56y1O3l71SGvCTyKq2ws2p3L1IHxjZY26rVqDFq1x5LEk508E3kyrVpNeDPBp9WsR6tpPJ1lPk26f526+VnJjhF+vHlDL15beZA3Vx0C6uutTe4fx/3D2hPsd/o9ZVqNGr9mZj8VRWFTRjFTPtyE85eZv7055Xy/M4f/TejOyC7hjOgUTs82AWQUVuFwKrQN8SHI1/CH7KU73xwvqeHWjza7Pyuon639v+/TSAqzMLB9cLPn6wwGeo2+Er+gINZ/MY+q0hLM/lZSx11HYr+B6Axn/o8cfkEhTbZpdXrU2j/fLKoQQghxPmrR35hmzJjBlClTmu2TkJBAeHg4+fmeqeAdDgfFxcWEh4d7PS88PBybzUZpaanHbF1eXp77nPDw8EZZKhuyYzZ1XYC+ffuyevVqAIKDg9FoNI2yap58H28MBgMGQ+tLwnAuHCuuoc7hIj7Yh1sGxvHc4volmEE+ehLD/Xjki11MG9LWI6Br4HApvLhsPx0j/EnPq6CqzolJp3EXDD+V9Vcu3SuvsbOmmWBx+b48rkuJwdfgef0QPwMT+sR4XRJpMWpJDveeWEKjVnFDvzZN7i27c1CC16QdbYLM+Og1VHl5/y5R/gT4ND+ro6Di71/v5nDhic+6yubkjR8PEWoxkBRuQdPEnrwzlVdey4zPdngEKQ0e/WoXveICiA4wE/PL15+Z06Uwb1Om188K4KVl++kcZTntbJ3Z4k+3YSNp2zsFp92BRqfD1xqA6jRB/qnC2rZDazDgqGs8+9xpyKX4+FvP6npCCCGE+H206J66kJAQOnTo0OyXXq8nNTWV0tJStmzZ4j53xYoVuFwuUlJSvF67V69e6HQ6li9f7j6Wnp5OZmYmqampAKSmprJr1y6PgHHp0qVYLBY6duzY5HNv376diIj62lR6vZ5evXp53MflcrF8+XL3fYSnBbuymb/5OOPfXk+YxcilHeuXrl7VM4o3fzxEp0gLmzKaTru+4XAxXaLqN4wu3pPLld0bJ8ppMPJX1hDTadTu4ubeBPsavM6CGbQa7r64HRedMptiNev4eGqKR+bHU8UGmvnbqORGxy/vGsHgJO9ZVMP8jLwxqVejEgIBZh0vju/W7DsAHC2q9gjoTvbK8oPkl//25XVFVbYma9pV25zklrWOJXx2p5PM4irWHCzktRUH+Hp7FseKq7E3MSv7a++xP7eiyfbMomrqvMwee6NSq/ELDMYaFo5fYNBZB3QAvgFBXPO3p9EZPb9vo5M7kXLVeLT65r+/hBBCCPHHaBVrm5KTkxkxYgS33XYbb731Fna7nenTpzNx4kR35susrCyGDh3KRx99RN++ffH392fq1Kk88MADBAYGYrFYuOeee0hNTaVfv34AXHbZZXTs2JEbb7yR559/ntzcXB5//HGmTZvmnkV7+eWXiY+Pp1OnTtTW1vLee++xYsUKfvjhB/fzPfDAA0yePJnevXvTt29fXn75Zaqqqrj55pv/+A/rPFNjc1BabUcB/E06fAxajyV1D3+xkxeu6cb9w9qjUsE327NJDPP1KAx9Kn+TjnB/IyoVLNubx9s39mJzRgkH8j0TmDw2Oplw/1+3ny7AR88dg9oybc5Wr+1jukXy5bYsLk4MIeKUZw33N/K/id3Jr6jjYF4lQb4G2gSZCbcYm8xECfWJS67rG8Ow5FBWHyykxuZkYPtgIvxNTQZnOq2afgmBLH1gMAt35XAgr4L+7YLp3zaoyaWeJ9uX23SCnoHtgqm2Odl1vBSjXkOQj96dJOXPJre0hvyKOu7/bAeHTkqUY9CqmXVLX3q3CTirjKpN0Ws0dI8N4KcDhV7bk8J9MelPn1X0XNFotUS078DkF16n6NhRqkpLCIlLwBIUgtn/z7ffUQghhDhftYqgDmD27NlMnz6doUOHolarGTduHK+88oq73W63k56eTnX1ibpZL730krtvXV0dw4cP54033nC3azQavv/+e+666y5SU1Px8fFh8uTJPP300+4+NpuNGTNmkJWVhdlspmvXrixbtowhQ4a4+0yYMIGCggL+8Y9/kJubS/fu3Vm8eHGj5CkXqmqbAxWqRr9sZhZX89qKA3yzPRuHS+GyjmE8eFl9soe3Vh1GpYL/G9uZ7cdLeeTLXdw8II7YQDMbjxRzy4B4Zv5Sz+5UV/eMZmtmCdOGtOO1FQd54LMd/GNMRxxOhc0ZxQT76hnbI5pIf2Ozddoa1Nqd5JfXsv1YKaU1dnrFBhBhNZKSEMg1PaP5fOtxj/5TB8az41gpb/x4iPhgH2bfmtIoCA30MRDoY6BD+NmVp/Az6vAz6kgI8T3jcww6DfHBPkwb0u6s7gV4LYYO8OQVncgsqmLUKz+79wd2jfbnlYk9iAv2Oat7BProCfEzeM3sadJpfnXg/UfJLavl083H2JtT7hHQAdQ5XNwycxM/3D/ojILo01GrVVzVI4q3Vx3yui9z+iXtqbI5MOs15ySIPKNn0mjwDwnFP0RqbgohhBDnq1ZRp+7PoDXWqcstr2VzRjFzN2aiVtXvCeseYyXMYiSrpIZxb64l95Tle34GLd9OH8DnW45zrKQGf5OOj9fX7z8Ltxh5eGQH7v90OxP7xBBhNfHSUs/sez1irNx5cVvu/GQLb93Qi/vmbXMnM/nLsPZMG9IWXRNFur2psTtZlZ7PPXO3eWTQvKRDKP++ugs6jZrc8lqWpeVhc7joERvAyn357mcGeGREB24flNDsLNz5KqukmtGvrqa02u4+NrBdMD3bWHll+cFG/aOsJr64K7XZjJqnUhSFn/YXcsusTY32ir00vhuju0acUU27llBd5+CnAwWAimlztja51+39yb0Zmnxu/hFnX045R4uq+b8FezleUgPUL6d9bHQyFbUOXlq2nzcn9aJPXMB5+7kJIYQQ4rc529ig1czUifNLXlktb/x4kEMFlWzLLKXa5uTnA4X0Swjk9et7sCwtr1FAB1BR5+Cj9Ue595J2FFTYGPPaandbbnktaTnl3H9pIm+sPMgV3SP5cEofNmYUY3e46BMfSEFFHX+Ztx1FgdUHCunVJoA1B4uIDjBxba+YswroAHLLarh79lZO/V19xb58vthynNsHt8Wo01BQUceWoyW88eOhRr/Yz99yjGt6RZ82U2RBRR1HCqtYuS8fq1nHsOQwwvyN7rp9LSHSamL2rSlM+XCTeybt6p5RPP39Xq/9s0prOFxQdVZBnUqlom9CIAvvvYh3fjrM3pwyEoJ9uXNwAvHBPudtYOJyKRzIr2ThrlyGdwpvMqADmi1jcTYKK+u4Z+42XArcNbgtwX4GXIqCzeFizoaj3DG4HeU1DqZ8uJGl9w8+61lTIYQQQlyYJKgTZ62oso6DBZW4XArxwb7c0K8N+/Mq+d+y/aw/XExGYTWLdud4Pdes15CeW4FTAbvL1WiJ2Ts/HWZ4p3Beu74HRp2GmjonA9oG8cPePB7+YqfHjJJLUegS5c8V3SK5qH0IkVYTNoeTyjoHBq3ao7B3U5bsyWsU0DV4d/URruoZjb9Jx5HCKo+aeidTFFBofsI7r7yWabO3svnoiQQwzy7ax/9d2YmxPaLOaJno70GlUtExwsK30waQU1ZLSbWNKKvJ43M+1b7c+n17Z8Ok05AU7sczV3Wm2ubAqNOcthxDS8urqOWD1UfwM2qpsjkI9TM0mfAlMcyPjMJKDDoNfkZto6yoZ6q02ubeG/rY17sbtY/pVkOwr57CShuLd+dy58Vtf9V9hBBCCHFhOb9/qxLnnYKKOp78dg8Ldp0I2j5Zf5QrukXyt1HJ/HNBGhuOFGM5JUjxN+n46/Akgv0M5JXVsvN4KVFWEyoVjYpnL9mTy5I9uXx0S1++2pHFol3eC8xf0iGUjpEWIvxNOJwuDhdUMmttBhuOFBNmMXDn4HYkR/g1m/79eHF1k23FVTZcioJJr+H6vrH83ETyivG9YwhqJoGIw+li7oZMj4Cuwd+/2UO/hKAWC+qgPrCLsJrcCV+ySqrxNWiprHN47Z8Q8utnh4w6DcZmCpqfT0qq7Czek8tr1/fgjZWHuHtIO578dk+jfv3iA9l0pJiXlx3gvmHt8dFrGdAuiPhgH1Sqs1uSe7rF8C5FQUX9NZtLciOEEEKIP5cWLWkgWp/NGcUeAV2Db3dk42/SEWYxsOloCVP6x7nbfPQa/jexOx+vP8odH2/hH9/u4ZaZm1m4K5eLE70XN44JNJFbVsN1fWLx87I8cUhSCEcKqyiusgGQllvByP/9zKx1R9mXW8Gq/YVc9+56Zq3NoKK26VmnwU3cH+oTgzQEID3bBNCrTUCjPnFBZq7oHtnsfrrCyjpmrstosv27Hd5nNVtKqMXALQPivLYF+ehJDPNea69BXnktR4uqyC6tweE8d+n+/2gadX0ilPWHi+kdF8ix4mqeGduZmMD64Nes13Bz/zimDIjnxaX7qbE7+feifQSYddw6azPHftkPdzb8zToSmlhSqVGriAkwu5d6psQH/fqXE0IIIcQFRYI6ccbKauy8+/ORJtu/3ZHNZR3DGdkpnA4RftzYrw0AE/vGMnNtBvtOqb/13s+HuXlAvLvmXIMoq4n3burDuz8f4V8L03h9Uk8m9IkhJtBEp0gLfx+dzAOXJvLc4n2YdRqKq+p45IudXrMFvrz8AIWVtiafuXO0P9EB3veHPT462V1KIMxi5I1JPXlpQjd6xlrpEuXPU1d0Yu5t/ZotvwD1sy/lNU0HlvkV51edNp1Gww2pbbi2VzQnTzRFB5iY08z7llbb+HpbFle9vobB//mRES//xGsrD1Jwnr3fmQow64kNNPP+6iM4XC76JQRRXuvgqTGd+Hb6AObe1o/iqjqmzdnq8b03e0MmQ5PDmL/52FkHtaF+Rp67pis6TeN/JLhjUALf7cwGwGLSNqqFKIQQQog/L8l+eZ5oDdkviyrrmPjO+kb14Bp0j7EyvFMYY3tEEeFvoqTKRlZpDbV2J9e+vc7r0rLYQDPvT+5Nea2dY8U1RFqNRFlNhFqMLNubx91ztqJRqbisUxhdo63U2Z10jLTwyvKDWE1aXru+J0VVNi7576omn/vF8d24umd0k+3Hiqt5ZmEaP+zJxaVAfLAPT13RiV5tAjxq6jUoq7GjKAr+Jt0ZLa8rq7Fz1ydbWHuoyGv7B5N7c8k5ypx4OoWVddidLgxazWkLk1fU2imstJFfXouvUUuwr4Ewy4nyA06XQl55rXu21O508eS3e9hxvMzjOmO6RfB/V3Zudhns+WpbZgkT31lPncOFQaumd1wAIztHsOZgIYt2e18WHOFv5NaL4vliSxazb00h4DSf86lsDidHi6p59+fDbDlaSqTVyLW9Y9iXU84bPx4iKcyP/03sTlK431kv7xRCCCFE6yDZL8XvxmLScWnHsCaDuiEdQrimVzQhfvW/+Af46Anw0ZOWU+4O6HwNWi7pEIqvQUtOaQ03D4znwfk7SMupIMBHR1WdkzFdI7j/skQGJ4aw4J6LeG/1YQ7mV2LUaRjTNZLZG47icLl4dlxX/M16d1DRlNP93hsTaOaFa7pSPCoZh9OFr1FLqF/TtdP8TTpcLoXcstr6pCy6+sLc3gLAhv6PjkrmqtfX4DglK0u7UF+im6gVdy4VV9Wx9lARLy87wLHiahLD/Hh4ZBJdo6xYTN738zXUzIv3shyw2uZg7aEi/vr5TvfnH+yr59GRySzZk8sPe/Pcfb/bkcN9QxNbZVDXJcqfJX8ZxBdbj7PlaAntQnwZnBhCZjN7MRNCfMgurcXfpEPrZcbtdPRaDe3D/Hj6ys5U1jnQa1RU25y0DfHhqh5RBPjoCfb9cxaBF0IIIYR3EtSJM6bTqJnYN5Y5GzMbZUcM9tUzrseJgO5kFqMWX4OWCX1i6B0XwKJduWQWVzOwfTAq6meybE4XeeX1e4XmbjqGr1HLQ8M70DHSwrNXdaGwso6KWgfpeRXcc0l7IqxGd+Dlb9bRJcqfXVllje6tUkGPmMZ74U7la9The4bJSkqrbSzZk8vzi9MpqrKhUasY2Tmcv41KbnJpYpCPjjdv6MVnm49xtKiKgoo6hiWHMbprBPfN3cbMW/p6zIKdS1V1Dj5ck8GrK07UnduVVcYN723kv9d2Y2z3SDRnWcj6aFE1t3202WP2tbDSxkOf7+D9yX1Ytb/AY0nikcJK2oWeeUH184VWoyYu2Ie/DEukzuFEr1Gj1aiZ2CeGD9cc8aht2GBSShse/3o3/722229KgHNyUhmLibMqIyGEEEKIPxdZfnmeaA3LL6G+kHRGURUv/rCfRbtzUatUjOkWwb1D29MmyHuCh8KKOjZnFLMzq4w3fjzk0Rbko+elCd2ZPmcr5bUnsi0adWqW3j+YmDOcxdqTVcY1b62jxu70OP7gZYlM7h+Hn1FHtc1BWbUdlQoCffS/qj6aoih8sTWLB+fvaNTWMcKPmbf09TrLt+t4KYWVNoqrbJRU2+gS5U9JtY2/fr6T8loHi+67iOSI32fcjxZVccl/V3mts+Zv0rHovotOuy/wZDV2B498votvdmR7bR/bPQqXovDtSe2f3tHvgkrsYXM42XK0hHvnbXfX97MYtdx/aSL78ypQFHhweJLMqAkhhBDiV5Hll+J3pVKpiA/25blxXfnbqGRQgdWsw6Rr/K1UWWsnv6KOncdLaR/qx52ztzbqU1Rl44M1RxjXK5oP12S4j9faXVQ1kVLfm6RwPxbddxEfrz/K+sNFhPsbuWNQAolhfvgatBwprOKV5QdYtDsHnVrNuF7R3HZRPFEBZ7f0Ma+8lucX7/PatjenguPFNViMOkqqbahQEeijA1X9e941ewu19hOzVz1jA/jv+G7c9clWjxmvkiobRVV1FFbYCPDREexrIMjXQGl1fUDoctUHY6crdt4gq6TGI6Dz0WtwuBTqHC7KauyUVNvOKqirrnM2SnpzsoMFFQxqfyKrqNWsI+YsP+fznV6roV9CEN9NH0BBRR22XxKiHMyv4sZ+bYjwN531XjohhBBCiF9Lgjrxq5gNWsxN7CGD+hpv323P4psd2bgUhSFJoU32/Wl/ARP6xJCeW0G7UF9Kq+38fKDgrOqZNSyTe2RkEpV1Tgxatbu49dGiKq58fTXlNfVBYi0uZq7NYFlaHp/dkXp2AY3NSX5FHSF+Bi5ODEGnUbP5aDH78yqJCzKj16p5+ru9fLcjG41GxbieUdzYL46/f73bI6AD2JpZwvK0fK7tFU2AT/0yvZzSGmbM3+GRVGV0l3CmDWnH49/sZuvRUqB+L96/rupM12jraT8ng65+aeXVPaO4vGskRZV16LVq9Fo1M9dkoDvLpZcmnYa2IT6k53kP7OKCfMgtr894adZr+HBKH8J/p6WlLUmlUhHub/JYFtmrTWALPpEQQggh/qwkqBPnXHmNnePF1RRU2egTF0hKQiCgQqNWeV0CmBxhIS7Ih85R/uw8Xkqon5FXr+uJxXj23546jYYA84kgx+Zw8uGaDHdAd7LjJTX8dKCAiX1igfpsjpV1DnQalTsgLK6ykV1aww97clGrVYzuEsETYzpiMepYtDuHWruLa3vHEOlvwt+sY/IHGyk6KXHL+6szWLInjyfGdOS2j7Y0eoavt2fx5V39CbcYKa+x8/jXuxtlyby2dwwT31nvsTz1YH4l17+7ge/vGUiHk5ZtltXYKK2241LA36Ql0MdAhL+Jh0d0oKTaxu0fbXYna/HRa3j6ys5Ym0iU0hSzQctdF7dloZfsjyoVTB0Yz9qDhbxyXQ96xFiJtJqareMnhBBCCCF+GwnqxDlVWm1j1toMXlp2wH3s7Z8OM6pLOP93ZWf+9tUuj/6hfgYeHZnM+LfWUXHScstvd2Tzf1d2YlyvaHeAVVZjp+yXem9Wk67JrI2ez2NnWVpek+3fbs/mim4RFFfZSc8tR6NWo1WrCPI1EGDS8fySdL7cluXu3yHcwqaMYhbuOhHQrD5YyPV9Y/Az6jwCugbHS2pIy6mgW7R/o3T/tXYXRp0GlUpFUWUdK9LzPdpT4gPZcLjYI6Br4HApvLLiAP+5phtmvYaD+ZX8/ZvdrD9cDECnSAvPXNWZ5DA/4oPNPPeJ57LRKpuTv36xkyV/GUToWW7niw/x5X8Tu/PYV7up/GXc/AxanrumK0lhfvSIPX1yGiGEEEIIcW5IUCfOqYzCKo+ArsHCXbmkJgTRPtTXoyTCTalt+O8P6R4BXYMnv9vLoMQQYgI0HCyo5Onv9rL6YCEAA9sF848xHWkX4tvsLJBeo2ZCnxgKKur4+UAhRwqrPNrD/IwUVNjILK7m4/WZrNpfgAq4pEMo04a0o23oieQvAWYddQ6nR0DXIMJq4qutWY2ON/j5QAE92wQ0CupiA834/rKMtdLmaFTLr12oLzuzSj2O6TQqRnaO4OKkEEw6DZV1DkqqbIx7a63HjOSe7HLGv7WeJfdfxOsrPRPUNHC6FOZvPsYjIzucVc0zX4OWkV3C6d0moD5RiEpFiJ+BUD/DWS/nFEIIIYQQv4389iXOGbvTxay1R5tsn7vxGE9d0YlOkRbCLUbG9ojk0o5hbDtW6rW/06WwK6uM7LIarn5jrTugg/rZsavfWMuxkqbrheWW1bBqfwFrDxZxML+SKf3j+O+13TCdtAft9kHx5FfUMW32Vn5ML0BRwKXAsrR8bpm5iaHJYei19cHOgHbBLNvrfdbP5nBhNjS9t82s12JzeO6pM2jVPHNVZ0J/2W/mZ9RxanxaUm3zyKYZbjHy/uQ+6LVqHv96N3/5dDv/WpBGcZWNMC9ZN21OF4cLqjjezOe0P6/SnejjbOg1GqICzHSPDaB7jJUoq+l3CejKamwcKaxif24FOaU1uLws4RVCCCGE+DOTmTpxzjicCgWVdU22F1fZyC2v5dXreqBVqzHoVBwrrmn2mnaHi+92ZLuX+J2sss7B3I2ZzLgsqVEwkVtWw20fbWZXVrn72NpDRfSMDeCfV3Vmxmc7uK5vDBaTntkbDnpd3lhSbef7HdmM7x3DJ+szUatUHrXXTrZ0bx7X9Ipm90n3O9mklFhWpRegVatQq1T8bVR9Db60nAoqah10ifInwKzjiu6RfL3tRCmAlfsKeOW67nz1yxLQ/xvbiUe+2El2Wa27zzc7slm5P5/XruvJLTM3NSpwvje7nOQIS6O9eg36xgVg+BXlHf4IR4uqeOSLnaz7ZUlpsK+ev41KZmhyKP6mM8su6XIp9dlIVRBg1p/VjKQQQgghRGsgM3XinDHq1FzaMazJ9j7xAfSItRIf7INJp2b1gSIMWk2zRamTIy0s2JnTZPvPBwqp8BKQrdxX4BHQNdiaWYLd4WLJfRfx0PAOOFwuNmYUN3v9hOD659ucUczFSSFe++3LraBTpIWL2gc3ahvVJZycshocisKr1/fgm+kD+DG9gPFvr+eJb/dw9+ytDP3vKjZnlPDoiGTG9oh0z9jV2J1kFlXzzNjO9Ii1kpZT4RHQNSivcbB4dy5Dkxt//psyirlzcFuvz23WaxjVNaLJ929JOaU1THxnvTugg/oC5w98toNNGSVnfI331xzhunfXc/27G5i1NoOcsub/IUEIIYQQorWRmTpxzqhUKoYmh/LaioONZuwMWjX3XNKe+F8CpLJaOx+vP0pJtY2HR3Tg3rnbGs0w3ZASS1pOOQHmpmdkAsw69/LIBiVVNmZvbHoZ6JfbshjdNQI/ow6ny4V/MwlXrD56Movr9+Fll9WiUavoHmNl+ylLRoN89EQFmHhxfDcO5lcxf/MxtGoVE/rEkFNey33ztuN0KeSU1tAhwsKP+ws8zrc5Xdzx8RaWPTCYf47tzF+GJlJRa8fXoCXI14BGrWJwYggPft646HmD+oQtsSzZ47nn77JO4fx8oIB/XdWZF5fup7CyPplL2xAfXprQnejztIbc7uxycrwEsADPLkyjW7Q/IV6WnDbILq1h0nsbPPZRPvndXuZuymTmzX2J8D/zUhZCCCGEEOczCerEORUdYGb+nak8t3gfP+zNw+lSSIkP5IkxnYgPqk86UlVn578/7HcHRvM2ZvL+5N7M23SMncfLCLMYGN8nhpIqG88u3MfDIzvw80n76U52dc9oamxOfA0nAjMFxWvphAZOl+JOSBLiZ+SWgfFNzvzc0j+Ob3dkE2DWMaRDKE6nizcn9WRZWh6z1h2l1u5kVJcIbujXhthAs/uaqW2D3Nf4ZP1R9/Nc0T2S//s+zeu9HC6Flen53Dwg3uN9GmjUKndSFW/8jFpqHU6PY9f0iqbO4eTdn4/QM9bK30YlY9Rp0KhVBPno6RptbfJ6LW1TMzOohwqqqLM3vQ9QURQW785tlBgHID23kp/3FzK+T8w5eU4hhBBCiJYmQZ045+KCfXjh2m6UVttwKWAxavE/abatsNLmMZv004FCNh8tYUy3SCb3j6NXGysPf76LgwX1WTJzy2qZ0r8NM09JwnJd3xhyy2oprrJ7zNgEmPWM6xnNPxd4D54m9InxKIfQu00g43pG8cUp2StvSm1Dl2h/OkRYuLZ3DB+vP8qCXbmAiks6hDK6awQOp0KAjw6dpuk9aRcnheBv0lFWY8ek07rLMnhzvKQGu9NJXnkdRwqrqKpzkhjmS7CvHotJzy0D41mWlu/13JsHxJGaEESU1YTdqdAj1sp3O7Ldn8PWzFK2Zpa6+z86sgO9487fYtnxwT5NtgWYdWg1Te+NK6m28cXW4022z9t0jOGdw5udpRVCCCGEaC0kqBO/Cx+DFp8mZpUq6xycOpFWbXPy6aZjADwxpiPltScCn/8sSefzO1MZlBjiDkp6xgaw7lARzy9J55LkUI9rqVQqRnWJ4OP1Rzla5Jn1MTHMl0Gn7HsL8TPw2OiO3Dwgnh/25qFWwfBO4UT4G0GBd346xPurj7j7rz5YSKS/kU/vSCUm8PRLF6OsJj6/I5Wvt2cR5KMjOcKPtJwKr31T2waxOaOEqbM2U207Mes2KSWW+y9NpEOYhYl9Ypj3y2fV4OKkEAYlhhDqZ+Ta3mZyy2rJLa8hKdyPD6f04ecDhcxcm+ExgznQy/6/88mAtsEYtGqvyWluH5TQ7NJLFSqay4eiUdMo06gQQgghRGslQZ34wzldCj56DVU2p9f26AATJdUninib9RqKKm1Mm7OVpHA/AN768RAOl0J0gMnrnrtIq4m5t/Xjux3ZfL7lOGqViol9YxjROZxwL3upAn30BPro6Rzl73F8T3aZR0DXILusltdWHuSGlFhyy2tpH+pHsK8eX2PjmR9FAZ1WTUm1nf8s2c/dF7fjnrnbGvWLCTTRNsSXS19c1Wh/4ewNmXSJ9mdin1j+OqID16fE8tW2LGwOF2O7RxEf7EOwnwFFUUjLqeCWmZvILa/fj6ZSweVdInj+mq48OH8HigIjGoJWoKLWTkmVDYdLwc+oI8TP0OjZWkK41cDMm/ty20ebPbKfjukWwbhe0WiaicoCfPRM6tuGR08pdt/gxtQ4/LyMlRBCCCFEayRBnfhDFVTU8ummY9zQrw1v/3TYoy0xzJfpQ9oR4mfg1et6suZgIV9tO86zV3cFlYLDpbAn+0RGS61axfPjuhJmMVJYWUd+eR3HS6oJtRiI8DcRaTVx20UJjOsVjYr6wO1s09k3l3nz621ZDGgbxL3ztqNWwZ2D23LrRQkE+ngGmRlFVVz52hp3gfWEUB+ev6Yrryw/wPGSGtQquLRjOI+PTmZFWl6jgK7BaysOckmHUEL9jAQ2sR8uu7SG695d77HEU1Hgu505hPsbGd8rmm4xVi7tGEagj4GjRVU8/f1eVuzLR1GgbYgv/xzbiW4xVsz6lv3rQa/R0CcugCV/uYjDhVWU19hJDPMjxM+AtZnkOQ2GdAihS5SlURbUXm0CSIk/f5edCiGEEEKcLQnqxB/K4VL4alsWj41O5u0be6FV19d+C/Y1UFRZx3OL95FRVI1GreLSjqF8O30g4RYjDpfCl3f3582VhzhaXEW3aCu3DUogNtBMdmkN0+ZsZdtJ+8XaBJn5cEofEkJ8Cfb99TNPtXbvs4l+Bi03D4wjLtiHNyb1xKBVs2p/ARsPFzGiy4kSAdV1Dl5ett8d0AHM33yc3Vll3DW4LV2j/fE36wn00eFr0LEzq6zJZ8kpq8XpbL7w9t6c8ib37H266Rjf3TOQNr8krMkurWHC2+vdM3oAhwoquf69DXx19wC6x1ibvdevVV5jp7CyjkMFlfgadMQGmgmzGNB6KVyu1aiJCjAT9SsydIb7m3j3pt6sP1zM3I31dQYn9YulT1wgYZaml24KIYQQQrQ2EtSJ30V+RS1HCqpYmZ5PkI+BocmhhPkZMeu1XNQumCiriXd/OsyaQ0VEB5h4eEQHjyWJTpfC4t157MkuZ86t/YgJNNMzNoCXJ3an1u7Ex6DFqNNQXmPn8a93ewR0UJ9cZe6GTG5MbYNWo6a81saS3Xn4GLQMSQolzGLwulTyVKO6RPDBmgyPYxaTllcm9uDtVYd5ZflBoH5/1uVdI9Fp1RRX1hH4SyBZVmNnyZ68RtdNy6ngsa93M6FPDM+N6+o+nto2uFHClgadIi0YdM0XCT9c0DjbY4PyWoc76yfApiPFHgFdA0WBfy9K4+0be51xge8zVVhRx3+XpjN344k9gX4GLW/f1IvecQHom0k482uE+5sY2yOKYclhoFK8ZhUVQgghhGjtJKgT51xuWQ13frLVo5bbMwvTeG5cF0Z3jeTBEUlMm72V/Xn12S2v6xvLW6sOeb3WseIatmaWEOKrx6jXNkrAUlRlY2W6ZzbI7jFWHrg0kS+3ZjHxnfVYzXrG9YoizN/Iwp05tAnyYcfxUmrtTrrHBhBuMRDo4302Ly7Yh4uTQvgx/URduXsvac9/f9jPrpNm1VwKfLsjG5NOTXSAidIaO0G+BlQq0Gu8J/sAMJ4SpKUmBBLko6eoytao76MjOzRa2nmq5AhLk23BvnoMuhOzYcv3NQ42G2zLLKW6zsm5LOWmKAoLd+d4BHQAFXUOpnywiaUPDHLPIp5rvkb5q04IIYQQF67G652E+A3sThez1h5tVJwb4OEvdpFfXktFrcMd0EF96vqT98qdav3hIo/liyerrvOcfQow6/jLsPbc8fEWvt6eRXZZLXtzyvm/79NYnpbHfUPbM33OVh74bAd/+2o3o/73Mw/N30l+hfci18G+Bp6/pivPX9OVpDA/YqwmOkZaPAK6k32xNYujRdVc8t9VzPhsO4pSX3qhKeN6RpFbVsPRoipyymoI9zfx6R2p9Ii1uvuE+Bl4Y1LPRklcvGkf5kukv/elhfcObU/YSRkjY5vJ3Bn8S8Hzcym/oo7XVx702mZzulixz3upBiGEEEII0Tz552txTlTU2Mkuq6G02s4n64822W/NwUJMes/ZqWqbw13HzZtgXwPFVTavKewtJh16jRqbs34mbHzvGN756TA1XvbCLd2bz7ieMY2CleX78vl04zHuvrgtGi/7ukL9jIzvHcPQDqG4XAo7mtn35nAp7kQny9Ly0ar38vcxHVm8J4/MYs/yCjf0i6Wy1sHUmZspqKwj0EfP3Re35aqeUXwwuQ8l1TbsThcWk45wi/GMkrxE+JuYc1s/7pu3jR3H65/TqFMz7eJ2jO4agfqkdx/bI4rXfzzkERQ3uGNwwjnPgul0KeSV1zXZfii/ssk2IYQQQgjRNAnqxG9WXmvns83H+OeCNN6Y1LPJWTWArNIaLk70rCv3zfZsJvSpD8ZOpVGrGNE5nBqbk9Jqm0fWwzq7E0VReG9yb2rtTqpsDqKt5kbLMU+2KaOYjhEWNh8t8Tj+/pojXNs72mu5gwZBv+yTC69oOjBRq0B3UlHsJXtzeXhkEvNu78f6w0V8sz0bi1HLjaltqKpzMOn9De6gqrjKxj8XpJFTVsMDlyaREOLb5H2aExfsw4c396W4qo5auwurWUeIr6HRfrxIfxMvT+jOA5/t8KhfN6pLOCM7h591ptDTMWjVJIX5kZ7nvUZfX8lIKYQQQgjxq0hQJ36zvLJa/rkgDYC0nHJ6tQlgyylBU4P+bYNpE2wmxM9AwS/B0eqDhUzoHcOAdkGsOVjk7qvTqHj6ys7MXJPBlAFx7Mwqo1uUP4WVNvbllqPXqHEpMGttBiO6hBPko2ftoUKu6BZFp0gLczdm8sNez31jOo0Kl5epqdJqu0dg05wwi4HEMF+PJaQNRnQO56f9he4/KwpU1DqIj/bl6p7RjOoSgUatIr+8liEvrPI6SzZz7VFuSo1rsnj7mWiou9ccs0HLZZ3CWTnDyrZjpZTX2unTJpBQi/G05/4aQb4GHh3VgSkfbmrUFuyrp1cbCeqEEEIIIX4NCerEb7Zod677/8/bdIxnxnbmrtlbGwVJSeG+JIX7EWYx8tEtfbl11maySmtQFHjgsx3855qu3D8skdUHC7EYdcQGmfl43VFW7S/A7nRxY782PP39Xo/skP4mHZ/e3o9Hv9zFtpP28WnUKp66ohMqlYole048X9/4IK/FxDuE+502s2SDED8j703uw12fbPHYC3hxYghXdo/i3pOyeKpU9dkdGzQkRimotLmXjJ7K6VIoqrT9bklDTmbSaYgN8iH2D7gXQM/YAF4c341/Lkij+JdkMD1irbxwTTeiAs5hVhYhhBBCiD8RCerEb3byXriCijrmbTrGG5N68taPh9h2rBSjTs3EPjHcMbituz7Y0aIq/m9sZ1QqyCuvJSbATK3NyS0zNxHub6Ta5uR4SY37ugt35XJjaptG6f5T4gOZvSHTI6CD+sDoH9/s5v3Jffhhby6KUr9PbMfxEuxear39/fKOZ1XPzk+vYXL/OIJ89KhVKgxaNWsOFXHv3G0emS4v6xjuXrZ5MqOu+RxFp2bFvFBYTDqu7B5Fv4Qgymvs6LRqAsynn1UUQgghhBBNk6BO/GaXJod5zH6t2JfPnuwyru8by1+GtSchxJcwixG9tj6QKaio5bnF6XSJ8kdBYVV6AZ2j/EkK86O81kF5beNljXaXi6LKxmn+R3WJ4LGvdjU6nhzhx5CkUBTgn1d0wt9Hz9GiarpE+XNJh1B+TM/HpUB0gIknxnSia/TpM0uerNLm5K+f7wQgwKTjxQnd2ZRR7BHQDU0O5ckrOmIxNa6NFuRjoF2oLwe9JAeJCTQR7HvhBjkatYpIq4lIq8zMCSGEEEKcCxLUid8sIdSHHrFWjwLgeeV1vLbyIF/dPYDoAJNH0g2XC24ZGEeU1YROo2Zcz2i0alCr1Hy4NsPrPS5qF9wouQmAXqumynYi06VZr+HZq7uQW1bLgl05/JhewMjO4UQGmJm5NoMam5NrekXz5g29cLoUYgJNRFiM+J1BIfKTqdX1s3N1DhclNXbunbuNWy+K545BCdQ5XERajcQH+zRZvDvEz8Cbk3py3bvrKTwpWLWadbx7U29CLd7LEgghhBBCCHEqlaJ4S9Ug/mjl5eX4+/tTVlaGxdJ0AenzVW5ZLZ9tzmTW2qOU19oZ0DaY2wclsGRPLm1DfRmWHOaemdmfV8GdH2/hcGEVUL/v7MpukUwZEMd/f0jn5wNFHtc26tR8dkcqT367h60nBY4ADw1PYuGuHPfetheu7crs9Y2XY0YHmHj6ys5MnbXJIznJJ1P78tLSA9zQL5b+7YLdy0NPp9bu5Onv9jJnY2ajNpUKVsy4mPjg0+9Tyy6tYW92OWk55SSG+9E5ykKkv+mcZ54UQgghhBCtx9nGBhLUnSfOx6CuqtZBXkUtK9PzKamyMygxhFA/A6XVNswGLUE+eo/9Yk6ni6yyWjKLqliZXsDnW46799tFWU18cVcqdQ4XE95eT25542LfNw+IY2hyKPtyKpi7MZOyGjsD2wVz60UJLEvLJcpq5qFfljw2iA4w8beRyTzy5U5uH5RATKCZ++Zt9/o+t12UQFpOOasP1menHNgumD5xAby07AAAvdoE8Mb1PQlronj3qbJLa7jpg40eSyhVKvjPNd0Y1Tkc82/IXimEEEIIIf68zjY2kN86hVeVdQ6+25nNo1+e2K/22sqD9Iy1cvugttw1ey2dIi28MakXsYFmADQaNfnltdzw/sZG19OoVWSX1ZJZVO01oAP4dNMxesYGsHh3Di+N787246XsyirjmrfWUmt3Mbl/HE+M6cjrKw+6lyxG+hvpGOXHZ3emsnp/IV+dkkjlZD/szeX6vrGsP1zEqC4RjO4a4ZGpcsvRErZmljCyS8QZfUaRVhOf3JpCek45K/blE2YxMrxTOOH+RgnohBBCCCHEH0Z+8xRe5ZbVeAR0DbZmlrL5aDEXtQvmpwOF3DprE7NvTSHEz4jN4eTTTce8Xm/6Je3475J0UhKCmrxntc2Jn1HL5qOlLNiVQ43dyfzNx0kM86VfQhBOp4uMwio+uiWF4qo6wv2NBPsaqLY5ue6dDQxKDIFmVi2qgEGJISSG+bFody73zNnWqKzAJxuOktouCGsTe+FOFW4xEm4xMjgp9PSdhRBCCCGE+B00n1dd/Gkt3JXLld0jmTakHdf2isZHfyLF/hdbjnN5t0gA9udVkldeR1Wdg22ZpV7LBeg0KixGHbuyy9yzet74GbSYf7nP2z8dJthXz9L7B3FDvzYcyK8ks7iaPnGB7MkuY+qszdgcLqxmPTuOl5JTVsuag4Vc1jGsyeuP7BzB3pwynlmYxmebj3mtE6cosHRPLjmlNV6ucEJWSQ3fbM/ib1/u4oPVRzhaVIXN4Wz2HCGEEEIIIX4PEtSJRmrtTlISAgH4MT2fijoHL0/szrieUQCU1tgxn1RHLbe8lqzSGqbN2cqgxOBG1zPpNZTW2CivceB0KUQ3UWT6hn6xHvvT+sYHMW3OVv7xzR7WHSripwOFTJ+7ja+3Z/GPyzuyZE8eAD/vr98jd7ykBrVaRd/4wEbXjg/2YWLfGPZmlTcb+F3WKZw3fzzMHR9vpqCizmufQ/mVXPn6au6bt505GzN5+vu9XPriT2zKKMHRREFxIYQQQgghfi8S1AkPLpfCxiPFXP/uBr7Zns2e7HIW787lto+20DXaysB2wfSNC2RvTrn7nAh/I7PXZ1BYaaOyzkFqW88llhW1DsJ/ySr5nyXp/OuqLnSKPLHhU6tWMTm1DcM7R/DWqkNo1SpmXNqe7Zml7M9rXMdtzcEiNBoVvob6wLJN0InZvye/3cO1vaJ58opOpMQH0jPWylNjOvLhlD7EBpq5d1gi43vHkOAlM2W3aH8sRi2HC6vYmVXOseLqRn2Kq2w8+PkOjzIEADanizs+3kJeE/sFhRBCCCGE+L3InjrhIb+ilhnzd+B0NV5G+fzifbwwvhtatZpHv6zPQtkp0kKwr56Movrlis8sSOOZqzpzZbdIPtlwlBqbk4vahxDsq2dwYgir9hfwwGfbuXVgAn8ZlojN4SLMYqC42oafUcujI5PRalS4XPDc4n1NPufi3bk8cXlHoH527fkl6ThdCrV2Fw99vpOEYB+GdAilb3wgq/bn8+KyA3w7fQBtgnzwN+mYfWsKi/fk8sXW42jVakZ1iSDMYuBvJ+0j3H6slJ5tAjzuW1Jt86jHd7LKOgdHi6uJCmh6iakQQgghhBDnmgR1wkNRla3JZYdVNif+Jh3v/3yEwkpbfTmACd0J9TPSv20Qq/YXUOdw8cWWLIYlhzIkKRS9Vs3Wo6Vc89Y6XprQnRA/A9/tyObfi/fhZ9AyZUAcCSERWM06Rrz8k3tP3iMjO+DwElg2cLoU/E31BcMj/I28dUMvps3e6t4nd7iwirjCKrpE+TNnQ33ylndWHebvYzpi1GmIsJoY1Tmc4kobdpeLL7ceZ19uhcc9wi0GTmVzNL+8srLW0Wy7EEIIIYQQ55oEdeKMaNQqnC4FrVrFvUPb8+ioZIJ89AT41GeJHNUlgtdWHKSizsGlHcP4YM0Rjpd4Jhu5d+42Lu8aycyb+2Ax6SiqtLHlaAkvL9tPhL/JI8nK+kNFDEsO5YM1GV6fZ3zvGAJ/qZFn1GkY1D6YZTMGsfZgEYWVNpLC/dibU86D83e4z1m0J5d7hrYj3L9+T5+/WU9BZR3zvGTsNOrUdIm2NjpuNekI8tFTVGVr1AbQLtS36Q9RCCGEEEKI34EEdcJDoFlPiK+Bgso6fA1a7hicQKdIfypr7fgZdZh0GoqrbLQN9cX3l1psFbV2THoN394zgFlrM9Bp1NTYGmeCtDsVvtqWRWWdgyAfvTuYuqJbZKO9aKsOFDBlQByLd+eSXebZ1iXKQp9TkqEYdBqirWb25R7hp/2F+Jm0jOsZzSvX9aCkysZnm4+RX1GHSnWi5oFRp+Evw9qzL7eC7cdKTzqu5sMpfd37AE8WZjHy98s78pdPtzdqu65vDMG+jWf3hBBCCCGE+D2pFEVpeo2b+MOcbdX434vLpfDTgQLumbOVV67ryZurDrHxSLG7vXebAKZf0g4/o5ZIfxP78yv5dnsWarWKIUmh+Og1tAvz5dXlB73OgAG8MrE7/126n6NF9YlIOkZYGNMtgucWp3v0i/A38q+rurDhSDE/7MlFp1FzfUosl3YMI9LqPYPm5oxiNhwpxqTTuGcLI/yNTO4fR9cof1ISgtCoPYvZFVTUcrykhh3HSgmzGOkc7U+4nxGd1nseofIaO9syS3h20T725VYQ4W9k2pB2jOgcLkGdEEIIIYT4zc42NpCg7jxxvgR1ADU2B7nltTz21W7WHipq1N43PpAnLu/Ivxfv4+cDhR5to7tEMKJzGPHBvlz/3nrKazz3mCVH+PH8NV0Z8+oaj+Pv3tSbR77Y2WhZo1oNi++9CKNOQ155LT8dKGBvdgW3D04gKcwPq9mzSHhRZR0z12bw6oqDjZ777ovbMv2Sdpj152aCuqiyjjqHC41aRaifwWMWUAghhBBCiF/rbGMDKWkgPBRX1ZFVWkOt3eU1oAPYeKQYm9PVKKADWLArhzqHC7UK3p/ch7Hdo7CadYRbjEy/pB0fTOmDVt04+PnXwjReHN+NlJOWVcYGmvnstlQ0ajXf7shmzsZjaNVqJvVrw78X7mPW2gwqau0e16m2OXnnp8Nen/vdnw83KkXwWwT5Goi0mgizGCWgE0IIIYQQLUb21Am3wwWV3DdvO7uyynj9+p7N9m0qQybAgp25mHUaQixGzHo1fx2ehM2psDWjGI1KRZifiQHtglhz8ETQeKSwivs/28FbN/QkxM+A06UQYNaTVVrDFa+tpuqkPXomnYaXJ3bnhSXpXNEtEj+jzt1WXGWjrokMlXanQmFFHbGBUnJACCGEEEJcOCSoEwBkl9Yw8Z315P8SrBl1zU/iGnWaJtuqbA7Mei2fbTqGxaTjb1/tRqdRERtoxqUoBPrqeXF8d95edYi5G49RY3cS6W/kkZHJJJ60pDKvvJZpc7Z6BHQANXYn//hmNw9elsSWoyXEh5zIOGloYh+cu/007yWEEEIIIURrI0GdACAtp9wd0AFsyihmSFIoK9PzG/UdnBjsNbtlg4HtgjEbNHy3M5tnr+rCjMsS6RBuIaeshgN5lTgVCLcYeWRkB6YOjMfmVDDpNY2yTRZX2ThWXOP1HnnldfibdJTWeC6/DPTREx/sw5HCqkbnRPobCfaRRCZCCCGEEOLCIkGdAGDX8TKPP3+4JoPXru+BRg3L9+WjKKBSwdAOoTx5RScUBaxmHaXVnkFVlNXEJR1CeeGHdIJ9DLQL8+PLbVn894f97j4Wo5YPb+5Lt2h/ogKaXgppdzZf6NvmdNG7TYDHsVCLkTcm9WTCO+s8krT4GrS8c1NvwvwblykQQgghhBCiNZOgTgCQEOJZNLvO4WL6nG3clBrHB5Pb4G/SEWDWE+Srx2LSoSgKX08bwGsrDrBgZy5atYorukcyOTWO91Yf5sf0Al4a3435m481SqhSXuvgxvc3sPDei4gNNKP2kjgF6mfdTDoNNfbGs4J6jZooq4kQv8Yzbx3C/Vh470VsyShhZ1YZnSIt9I0LbLIMghBCCCGEEK2ZBHUCgE6RFnwNWirr6me3zHoNCSE+rEzPx6BVMbl/HCF+J2a5VCoVcUE+PD6qIzf2iyO/opbNGSWMfvVn7E6Fge2C6B5j5bGvd3u9X7XNyc8HClCrVAzpEOo14ArxNTDjskT+uSCtUdu0IW2JDTR7JEk5+dmiA8xEB5i5skfUr/1IhBBCCCGEaBUkqBMAZBRX8dKE7jz57R4m948jJtDEruNlBPnqSYkPoqLWQYhf4/OsPnq0GhV+Ri2ZxdVMG9KOi5NCiA4wU1nroLqZvXfZpbWsPljIWz8d4tPbUxsFdgadhmt6RRMdaOaFJekcLqgkLsiH+y9tz4B2IQT66Ju4shBCCCGEEH8eEtQJALRqFf9cmMZ7k3ux8UgJAF2i/dmfW8Gtszbx0PAOhFuMmA2Nv2V8jTp8jbpGSzgdToUIfyM5ZbVe79k+zJd5mzIpqbbz9bYs7hjcFs0pSzGtZj0jOoXTKzYAh9OFTqMm2MuSSyGEEEIIIf6sJL+7AKBtiC992gRQa3exPC2Pu2dv5a5PtvJjegH/N7YL8zZlNhmcNSXMYuDhER28tsUH++BSFEp+SbTyxdbjlFQ1XRg8xM9AhNUkAZ0QQgghhBCnkKBOAPUlBqYOSuCWmZv46UAhilJ/fNuxUqbP2co9l7RnyZ7cs7qmSqXi4qQQ/n11FwLMul+OwcWJITx1RSeeXbjP3VetUqHyni9FCCGEEEII0QxZfikA0KhVLE/Lc8+cnazO4eLzLcdJTQg86+tazXqu7R3DoMQQcstrKayoY8ORYu6evdWdlAXgur6xskdOCCGEEEKIX0GCOgHUZ6NcmV7QZPuWoyVMHRj/q66tUauItJrQqFW8sGQfaw8Ve7Qnhfsysks4KpmqE0IIIYQQ4qxJUCcA0GnUhDWzXy3QR0/Qb5xJC7MYeXlCD7YcLeGj9UdxuhTG94pmQPtgIvylhpwQQgghhBC/hgR1AgC9Vs2UAXF8vT3ba/ttg+KJDjT/5vuEWoyM7BLBRYnBKApe68wJIYQQQgghzlyrSZRSXFzMpEmTsFgsWK1Wpk6dSmVlZbPn1NbWMm3aNIKCgvD19WXcuHHk5eV59MnMzGT06NGYzWZCQ0N56KGHcDhO7PWaMmUKKpWq0VenTp3cfZ588slG7R06eM/6eD6LD/blr8OTGh2/plc0/dsGn9N7+Rp0EtAJIYQQQghxDrSambpJkyaRk5PD0qVLsdvt3Hzzzdx+++3MmTOnyXPuv/9+FixYwPz58/H392f69OlcffXVrFmzBgCn08no0aMJDw9n7dq15OTkcNNNN6HT6fjXv/4FwP/+9z/+/e9/u6/pcDjo1q0b1157rce9OnXqxLJly9x/1mpbzUfr5m/ScWNqG4Z3DmfNwUJsDhcD2wcT5mckQJKYCCGEEEIIcV5SKUpD8vrzV1paGh07dmTTpk307t0bgMWLFzNq1CiOHz9OZGRko3PKysoICQlhzpw5XHPNNQDs27eP5ORk1q1bR79+/Vi0aBGXX3452dnZhIWFAfDWW2/x8MMPU1BQgF7fOJD5+uuvufrqqzly5Aht2rQB6mfqvv76a7Zv3/6r37G8vBx/f3/KysqwWCy/+jpCCCGEEEKI1u1sY4NWsfxy3bp1WK1Wd0AHMGzYMNRqNRs2bPB6zpYtW7Db7QwbNsx9rEOHDsTGxrJu3Tr3dbt06eIO6ACGDx9OeXk5e/bs8Xrd999/n2HDhrkDugYHDhwgMjKShIQEJk2aRGZmZrPvVFdXR3l5uceXEEIIIYQQQpytVhHU5ebmEhoa6nFMq9USGBhIbq73gti5ubno9XqsVqvH8bCwMPc5ubm5HgFdQ3tD26mys7NZtGgRt956q8fxlJQUZs6cyeLFi3nzzTc5cuQIF110ERUVFU2+07PPPou/v7/7KyYmpsm+QgghhBBCCNGUFg3qHnnkEa9JSE7+2rdvX0s+oodZs2ZhtVoZO3asx/GRI0dy7bXX0rVrV4YPH87ChQspLS3ls88+a/Jajz76KGVlZe6vY8eO/c5PL4QQQgghhLgQtWg2jxkzZjBlypRm+yQkJBAeHk5+fr7HcYfDQXFxMeHh4V7PCw8Px2azUVpa6jFbl5eX5z4nPDycjRs3epzXkB3z1OsqisIHH3zAjTfe6HWv3cmsViuJiYkcPHiwyT4GgwGDoem6cEIIIYQQQghxJlo0qAsJCSEkJOS0/VJTUyktLWXLli306tULgBUrVuByuUhJSfF6Tq9evdDpdCxfvpxx48YBkJ6eTmZmJqmpqe7rPvPMM+Tn57uXdy5duhSLxULHjh09rrdq1SoOHjzI1KlTT/u8lZWVHDp0iBtvvPG0fYUQQgghhBDit2gVe+qSk5MZMWIEt912Gxs3bmTNmjVMnz6diRMnujNfZmVl0aFDB/fMm7+/P1OnTuWBBx5g5cqVbNmyhZtvvpnU1FT69esHwGWXXUbHjh258cYb2bFjB0uWLOHxxx9n2rRpjWbR3n//fVJSUujcuXOj53vwwQdZtWoVGRkZrF27lquuugqNRsN11133O38yQgghhBBCiD+7VlNMbfbs2UyfPp2hQ4eiVqsZN24cr7zyirvdbreTnp5OdXW1+9hLL73k7ltXV8fw4cN544033O0ajYbvv/+eu+66i9TUVHx8fJg8eTJPP/20x73Lysr44osv+N///uf12Y4fP851111HUVERISEhDBw4kPXr15/RLKQQQgghhBBC/Batok7dn4HUqRNCCCGEEELABVqnTgghhBBCCCGEdxLUCSGEEEIIIUQrJkGdEEIIIYQQQrRiEtQJIYQQQgghRCsmQZ0QQgghhBBCtGIS1AkhhBBCCCFEKyZBnRBCCCGEEEK0YhLUCSGEEEIIIUQrJkGdEEIIIYQQQrRiEtQJIYQQQgghRCsmQZ0QQgghhBBCtGIS1AkhhBBCCCFEKyZBnRBCCCGEEEK0YhLUCSGEEEIIIUQrpm3pBxD1FEUBoLy8vIWfRAghhBBCCNGSGmKChhjhdCSoO09UVFQAEBMT08JPIoQQQgghhDgfVFRU4O/vf9p+KuVMwz/xu3K5XGRnZ+Pn54dKpfJoKy8vJyYmhmPHjmGxWFroCcWZkLFqPWSsWg8Zq9ZFxqv1kLFqPWSsWo9zNVaKolBRUUFkZCRq9el3zMlM3XlCrVYTHR3dbB+LxSI/yK2EjFXrIWPVeshYtS4yXq2HjFXrIWPVepyLsTqTGboGkihFCCGEEEIIIVoxCeqEEEIIIYQQohWToK4VMBgMPPHEExgMhpZ+FHEaMlath4xV6yFj1brIeLUeMlath4xV69FSYyWJUoQQQgghhBCiFZOZOiGEEEIIIYRoxSSoE0IIIYQQQohWTII6IYQQQgghhGjFJKgTQgghhBBCiFZMgroWUFxczKRJk7BYLFitVqZOnUplZWWz59TW1jJt2jSCgoLw9fVl3Lhx5OXlefTJzMxk9OjRmM1mQkNDeeihh3A4HB596urqeOyxx2jTpg0Gg4G4uDg++OCDc/6OF4qWHKsGa9asQavV0r1793P1WheklhqrL7/8kksvvZSQkBAsFgupqaksWbLkd3nH1uz1118nLi4Oo9FISkoKGzdubLb//Pnz6dChA0ajkS5durBw4UKPdkVR+Mc//kFERAQmk4lhw4Zx4MABjz6/5ntC/PFjlZGRwdSpU4mPj8dkMtG2bVueeOIJbDbb7/J+F5KW+LlqUFdXR/fu3VGpVGzfvv1cvdIFq6XGasGCBaSkpGAymQgICGDs2LHn8rUuSC0xVvv37+fKK68kODgYi8XCwIEDWbly5dk9uCL+cCNGjFC6deumrF+/Xvn555+Vdu3aKdddd12z59x5551KTEyMsnz5cmXz5s1Kv379lP79+7vbHQ6H0rlzZ2XYsGHKtm3blIULFyrBwcHKo48+6nGdK664QklJSVGWLl2qHDlyRFm7dq2yevXq3+U9LwQtOVaKoiglJSVKQkKCctlllyndunU71693QWmpsbrvvvuU5557Ttm4caOyf/9+5dFHH1V0Op2ydevW3+1dW5t58+Yper1e+eCDD5Q9e/Yot912m2K1WpW8vDyv/desWaNoNBrl+eefV/bu3as8/vjjik6nU3bt2uXu8+9//1vx9/dXvv76a2XHjh3KFVdcocTHxys1NTXuPr/me+LPriXGatGiRcqUKVOUJUuWKIcOHVK++eYbJTQ0VJkxY8Yf8s6tVUv9XDW49957lZEjRyqAsm3btt/rNS8ILTVWn3/+uRIQEKC8+eabSnp6urJnzx7l008//d3ftzVrqbFq3769MmrUKGXHjh3K/v37lbvvvlsxm81KTk7OGT+7BHV/sL179yqAsmnTJvexRYsWKSqVSsnKyvJ6TmlpqaLT6ZT58+e7j6WlpSmAsm7dOkVRFGXhwoWKWq1WcnNz3X3efPNNxWKxKHV1de77+Pv7K0VFRb/Hq11wWnKsGkyYMEF5/PHHlSeeeEKCumacD2N1so4dOypPPfXUb32tC0bfvn2VadOmuf/sdDqVyMhI5dlnn/Xaf/z48cro0aM9jqWkpCh33HGHoiiK4nK5lPDwcOU///mPu720tFQxGAzK3LlzFUX5dd8TomXGypvnn39eiY+P/y2vcsFrybFauHCh0qFDB2XPnj0S1J2Blhgru92uREVFKe+99965fp0LWkuMVUFBgQIoP/30k7tPeXm5AihLly4942eX5Zd/sHXr1mG1Wundu7f72LBhw1Cr1WzYsMHrOVu2bMFutzNs2DD3sQ4dOhAbG8u6devc1+3SpQthYWHuPsOHD6e8vJw9e/YA8O2339K7d2+ef/55oqKiSExM5MEHH6Smpub3eNVWryXHCuDDDz/k8OHDPPHEE+f61S44LT1WJ3O5XFRUVBAYGHguXq3Vs9lsbNmyxeNzVqvVDBs2zP05n2rdunUe/aH+c2/of+TIEXJzcz36+Pv7k5KS4jF2Z/s98WfXUmPlTVlZmfwMNaMlxyovL4/bbruNjz/+GLPZfC5f64LUUmO1detWsrKyUKvV9OjRg4iICEaOHMnu3bvP9SteMFpqrIKCgkhKSuKjjz6iqqoKh8PB22+/TWhoKL169Trj55eg7g+Wm5tLaGioxzGtVktgYCC5ublNnqPX67FarR7Hw8LC3Ofk5uZ6/OLZ0N7QBnD48GFWr17N7t27+eqrr3j55Zf5/PPPufvuu8/Fq11wWnKsDhw4wCOPPMInn3yCVqs9F69zQWvJsTrVCy+8QGVlJePHj/81r3LBKSwsxOl0ev0cmxub5vo3/O/p+pzt98SfXUuN1akOHjzIq6++yh133PGr3uPPoKXGSlEUpkyZwp133unxDyaiaS01VocPHwbgySef5PHHH+f7778nICCAiy++mOLi4t/+YheglhorlUrFsmXL2LZtG35+fhiNRl588UUWL15MQEDAGT+/BHXnyCOPPIJKpWr2a9++fS36jC6XC5VKxezZs+nbty+jRo3ixRdfZNasWX+q2brzfaycTifXX389Tz31FImJiS32HOeD832sTjVnzhyeeuopPvvss0YBhRDi9LKyshgxYgTXXnstt912W0s/jjjFq6++SkVFBY8++mhLP4o4DZfLBcBjjz3GuHHj6NWrFx9++CEqlYr58+e38NOJkymKwrRp0wgNDeXnn39m48aNjB07ljFjxpCTk3PG15EpgHNkxowZTJkypdk+CQkJhIeHk5+f73Hc4XBQXFxMeHi41/PCw8Ox2WyUlpZ6zCrk5eW5zwkPD2+Unachi19Dn4iICKKiovD393f3SU5ORlEUjh8/Tvv27c/oXVu7832sKioq2Lx5M9u2bWP69OlA/V/OiqKg1Wr54YcfuOSSS87mlVut832sTjZv3jxuvfVW5s+f32gpxp9ZcHAwGo2mUVbRkz/nU4WHhzfbv+F/8/LyiIiI8OjTkCX213xP/Nm11Fg1yM7OZsiQIfTv35933nnnt77OBa2lxmrFihWsW7cOg8HgcZ3evXszadIkZs2a9Zve60LUUmPVcLxjx47udoPBQEJCApmZmb/tpS5QLflz9f3331NSUoLFYgHgjTfeYOnSpcyaNYtHHnnkjJ5fZurOkZCQEDp06NDsl16vJzU1ldLSUrZs2eI+d8WKFbhcLlJSUrxeu1evXuh0OpYvX+4+lp6eTmZmJqmpqQCkpqaya9cuj19ili5disVicf9ADxgwgOzsbI+U3vv370etVhMdHX1OP4/z2fk+VhaLhV27drF9+3b315133klSUhLbt29v8t4XovN9rBrMnTuXm2++mblz5zJ69Ohz/TG0anq9nl69enl8zi6Xi+XLl7s/51OlpqZ69If6z72hf3x8POHh4R59ysvL2bBhg8fYne33xJ9dS40V1M/QXXzxxe7ZBLVafj1pTkuN1SuvvMKOHTvc/21qSN3+6aef8swzz5zTd7xQtNRY9erVC4PBQHp6uruP3W4nIyODNm3anLP3u5C01FhVV1cDNPp7T61Wu2dcz8gZp1QR58yIESOUHj16KBs2bFBWr16ttG/f3iPN9vHjx5WkpCRlw4YN7mN33nmnEhsbq6xYsULZvHmzkpqaqqSmprrbG1KvX3bZZcr27duVxYsXKyEhIR6p1ysqKpTo6GjlmmuuUfbs2aOsWrVKad++vXLrrbf+MS/eCrXUWJ1Ksl+eXkuN1ezZsxWtVqu8/vrrSk5OjvurtLT0j3nxVmDevHmKwWBQZs6cqezdu1e5/fbbFavV6s4qeuONNyqPPPKIu/+aNWsUrVarvPDCC0paWpryxBNPeE0RbbValW+++UbZuXOncuWVV3otadDc94RorCXG6vjx40q7du2UoUOHKsePH/f4ORJNa6mfq5MdOXJEsl+egZYaq/vuu0+JiopSlixZouzbt0+ZOnWqEhoaqhQXF/9xL9/KtMRYFRQUKEFBQcrVV1+tbN++XUlPT1cefPBBRafTKdu3bz/jZ5egrgUUFRUp1113neLr66tYLBbl5ptvVioqKtztDX9Jrly50n2spqZGufvuu5WAgADFbDYrV111VaP/4GVkZCgjR45UTCaTEhwcrMyYMUOx2+0efdLS0pRhw4YpJpNJiY6OVh544AGlurr6d33f1qwlx+pkEtSdXkuN1eDBgxWg0dfkyZN/71duVV599VUlNjZW0ev1St++fZX169e72wYPHtzo8/rss8+UxMRERa/XK506dVIWLFjg0e5yuZS///3vSlhYmGIwGJShQ4cq6enpHn1O9z0hvPujx+rDDz/0+jMk/+58ei3xc3UyCerOXEuMlc1mU2bMmKGEhoYqfn5+yrBhw5Tdu3f/bu94oWiJsdq0aZNy2WWXKYGBgYqfn5/Sr18/ZeHChWf13CpFUZQzn9cTQgghhBBCCHE+kUXrQgghhBBCCNGKSVAnhBBCCCGEEK2YBHVCCCGEEEII0YpJUCeEEEIIIYQQrZgEdUIIIYQQQgjRiklQJ4QQQgghhBCtmAR1QgghhBBCCNGKSVAnhBBCCCGEEK2YBHVCCCEuaLm5udxzzz0kJCRgMBiIiYlhzJgxLF++vKUf7bwyZcoUxo4de9p+P/30E2PGjCEyMhKVSsXXX3/9uz+bEEKI5klQJ4QQ4oKVkZFBr169WLFiBf/5z3/YtWsXixcvZsiQIUybNq2lH69Vqqqqolu3brz++ust/ShCCCF+IUGdEEKIC9bdd9+NSqVi48aNjBs3jsTERDp16sQDDzzA+vXr3f0yMzO58sor8fX1xWKxMH78ePLy8tztTz75JN27d+eDDz4gNjYWX19f7r77bpxOJ88//zzh4eGEhobyzDPPeNxfpVLx5ptvMnLkSEwmEwkJCXz++ecefXbt2sUll1yCyWQiKCiI22+/ncrKSnd7wwzaCy+8QEREBEFBQUybNg273e7uU1dXx4MPPkhUVBQ+Pj6kpKTw448/uttnzpyJ1WplyZIlJCcn4+vry4gRI8jJyXG/36xZs/jmm29QqVSoVCqP8082cuRI/vnPf3LVVVed9XgIIYT4fUhQJ4QQ4oJUXFzM4sWLmTZtGj4+Po3arVYrAC6XiyuvvJLi4mJWrVrF0qVLOXz4MBMmTPDof+jQIRYtWsTixYuZO3cu77//PqNHj+b48eOsWrWK5557jscff5wNGzZ4nPf3v/+dcePGsWPHDiZNmsTEiRNJS0sD6me9hg8fTkBAAJs2bWL+/PksW7aM6dOne1xj5cqVHDp0iJUrVzJr1ixmzpzJzJkz3e3Tp09n3bp1zJs3j507d3LttdcyYsQIDhw44O5TXV3NCy+8wMcff8xPP/1EZmYmDz74IAAPPvgg48ePdwd6OTk59O/f/1d/9kIIIf5gihBCCHEB2rBhgwIoX375ZbP9fvjhB0Wj0SiZmZnuY3v27FEAZePGjYqiKMoTTzyhmM1mpby83N1n+PDhSlxcnOJ0Ot3HkpKSlGeffdb9Z0C58847Pe6XkpKi3HXXXYqiKMo777yjBAQEKJWVle72BQsWKGq1WsnNzVUURVEmT56stGnTRnE4HO4+1157rTJhwgRFURTl6NGjikajUbKysjzuM3ToUOXRRx9VFEVRPvzwQwVQDh486G5//fXXlbCwMPefJ0+erFx55ZXNflanApSvvvrqrM4RQghx7mlbNKIUQgghfieKopxRv7S0NGJiYoiJiXEf69ixI1arlbS0NPr06QNAXFwcfn5+7j5hYWFoNBrUarXHsfz8fI/rp6amNvrz9u3b3ffu1q2bx0zigAEDcLlcpKenExYWBkCnTp3QaDTuPhEREezatQuoX77pdDpJTEz0uE9dXR1BQUHuP5vNZtq2betxjVOfVQghROskQZ0QQogLUvv27VGpVOzbt++cXE+n03n8WaVSeT3mcrnOyf1Od++G+1RWVqLRaNiyZYtH4Afg6+vb7DXONPAVQghxfpM9dUIIIS5IgYGBDB8+nNdff52qqqpG7aWlpQAkJydz7Ngxjh075m7bu3cvpaWldOzY8Tc/x8kJWRr+nJyc7L73jh07PJ5vzZo1qNVqkpKSzuj6PXr0wOl0kp+fT7t27Ty+wsPDz/g59Xo9TqfzjPsLIYQ4f0hQJ4QQ4oL1+uuv43Q66du3L1988QUHDhwgLS2NV155xb0sctiwYXTp0oVJkyaxdetWNm7cyE033cTgwYPp3bv3b36G+fPn88EHH7B//36eeOIJNm7c6E6EMmnSJIxGI5MnT2b37t2sXLmSe+65hxtvvNG99PJ0EhMTmTRpEjfddBNffvklR44cYePGjTz77LMsWLDgjJ8zLi6OnTt3kp6eTmFhoUd2zZNVVlayfft29xLSI0eOsH37djIzM8/4XkIIIc4tCeqEEEJcsBISEti6dStDhgxhxowZdO7cmUsvvZTly5fz5ptvAvXLEL/55hsCAgIYNGgQw4YNIyEhgU8//fScPMNTTz3FvHnz6Nq1Kx999BFz5851zwCazWaWLFlCcXExffr04ZprrmHo0KG89tprZ3WPDz/8kJtuuokZM2aQlJTE2LFj2bRpE7GxsWd8jdtuu42kpCR69+5NSEgIa9as8dpv8+bN9OjRgx49egDwwAMP0KNHD/7xj3+c1TMLIYQ4d1SKLKgXQgghfhcqlYqvvvqKsWPHtvSjCCGEuIDJTJ0QQgghhBBCtGIS1AkhhBBCCCFEKyYlDYQQQojfiexwEEII8UeQmTohhBBCCCGEaMUkqBNCCCGEEEKIVkyCOiGEEEIIIYRoxSSoE0IIIYQQQohWTII6IYQQQgghhGjFJKgTQgghhBBCiFZMgjohhBBCCCGEaMUkqBNCCCGEEEKIVkyCOiGEEEIIIYRoxf4flVqnTF2bPpoAAAAASUVORK5CYII=\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import SpectralEmbedding\n","tok_spec = SpectralEmbedding(n_components=2,\n","                             affinity='nearest_neighbors', # rbf\n","                             gamma=None,\n","                             random_state=42,\n","                             eigen_solver=None, # arpack lobpcg amg\n","                             n_neighbors=50,\n","                             n_jobs=-1\n","                            ).fit_transform(tok)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans4 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_spec)\n","    # Assign clusters\n","labels=kmeans4.labels_\n","\n","title='BoVW + TFiDF + Spectral 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_spec,labels)"]},{"cell_type":"markdown","metadata":{"id":"AXtMmFz3n5P6"},"source":["##### BoVW + LDA + spectral"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:45.982998Z","start_time":"2021-05-24T06:39:42.982702Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721522686,"user_tz":-120,"elapsed":852,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"da7226e0-ddbd-4c35-fdb6-085b9c7bc270","id":"Rw_hnC6en5P6"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        4         176\n","Baby             0         199\n","Watches          3         134\n","Decor            5         135\n","Kitchen          6         121\n","Beauty           2         105\n","Computers        1         180"],"text/html":["\n","  <div id=\"df-5a8512fc-e51b-4dc2-90d3-e7d1e0dc143a\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>4</td>\n","      <td>176</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>0</td>\n","      <td>199</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>3</td>\n","      <td>134</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>5</td>\n","      <td>135</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>6</td>\n","      <td>121</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>2</td>\n","      <td>105</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>1</td>\n","      <td>180</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5a8512fc-e51b-4dc2-90d3-e7d1e0dc143a')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.010548335419662583\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.25      0.29      0.27       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.21      0.47      0.29       150\n","       Decor       0.00      0.00      0.00       150\n","     Kitchen       0.20      0.16      0.18       150\n","      Beauty       0.22      0.35      0.27       150\n","   Computers       0.21      0.25      0.22       150\n","\n","    accuracy                           0.22      1050\n","   macro avg       0.15      0.22      0.18      1050\n","weighted avg       0.15      0.22      0.18      1050\n","\n","Clustering on BoVW + LDA + Spectral 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["from sklearn.manifold import SpectralEmbedding\n","tok_spec = SpectralEmbedding(n_components=2,\n","                             affinity='nearest_neighbors', # rbf\n","                             gamma=None,\n","                             random_state=42,\n","                             eigen_solver=None, # arpack lobpcg amg\n","                             n_neighbors=50,\n","                             n_jobs=-1\n","                            ).fit_transform(tok_lda)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans4 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_spec)\n","    # Assign clusters\n","labels=kmeans4.labels_\n","\n","title='BoVW + LDA + Spectral 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_spec,labels)"]},{"cell_type":"markdown","source":["#### UMAP"],"metadata":{"id":"9wkAuQz9n5P6"}},{"cell_type":"markdown","source":["* **Balanced structure preservation**: Maintains both local similarity relationships and global data patterns\n","* **Topological foundation**: Constructs representation based on manifold topology and fuzzy simplicial sets\n","* **Computational efficiency**: Delivers t-SNE-like quality with significantly better performance\n","* **Meaningful distance preservation**: Maintains more of the important distance relationships than t-SNE\n","* **Theoretical rigor**: Built on stronger mathematical foundations with clearer optimization objectives\n","* **Cluster separation clarity**: Produces well-defined clusters while preserving their relative positions"],"metadata":{"id":"VnwNDW7pn5P6"}},{"cell_type":"markdown","source":["On UMAP projection, TFIDF gives better results than LDA. BoVW only ARI score fell a bit."],"metadata":{"id":"3Vq1yqtqn5P6"}},{"cell_type":"markdown","source":["##### BoVW + UMAP"],"metadata":{"id":"CaqygM10n5P6"}},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:53.337637Z","start_time":"2021-05-24T06:39:45.984017Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721528895,"user_tz":-120,"elapsed":6205,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"9f60d497-1230-430f-942b-7b0b5037178d","id":"JLYS0xx-n5P6"},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n","  warnings.warn(\n","/usr/local/lib/python3.11/dist-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n","  warn(\n"]},{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        6         139\n","Baby             5         126\n","Watches          0         169\n","Decor            1         142\n","Kitchen          3         181\n","Beauty           4         139\n","Computers        2         154"],"text/html":["\n","  <div id=\"df-7ef4e485-7583-43f1-91ab-2632c46de44a\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>6</td>\n","      <td>139</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>5</td>\n","      <td>126</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>0</td>\n","      <td>169</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>1</td>\n","      <td>142</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>3</td>\n","      <td>181</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>4</td>\n","      <td>139</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>2</td>\n","      <td>154</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-7ef4e485-7583-43f1-91ab-2632c46de44a')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-7ef4e485-7583-43f1-91ab-2632c46de44a button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.04337430309433282\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.26      0.24      0.25       150\n","        Baby       0.25      0.21      0.23       150\n","     Watches       0.31      0.35      0.33       150\n","       Decor       0.24      0.53      0.33       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.37      0.34      0.35       150\n","   Computers       0.28      0.29      0.28       150\n","\n","    accuracy                           0.28      1050\n","   macro avg       0.24      0.28      0.25      1050\n","weighted avg       0.24      0.28      0.25      1050\n","\n","Clustering on BoVW + UMAP 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA0oAAAKnCAYAAAC4d70FAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd4VGXax/Hv9JKZTHoPIUDovYqggKAIiGLBsvaua6+rrrq6ui+7Ku7asa3gKhYs2EVE6b33FhJCei+T6eX9IyQwzEwIJAHU+3Nde12b85w5czLBZH7zPM99K/x+vx8hhBBCCCGEEE2UJ/sGhBBCCCGEEOJUI0FJCCGEEEIIIY4gQUkIIYQQQgghjiBBSQghhBBCCCGOIEFJCCGEEEIIIY4gQUkIIYQQQgghjiBBSQghhBBCCCGOIEFJCCGEEEIIIY6gPtk30N58Ph+FhYWYzWYUCsXJvh0hhBBCCCHESeL3+6mrqyMlJQWlsvk5o999UCosLCQ9Pf1k34YQQgghhBDiFHHgwAHS0tKaPed3H5TMZjPQ8GJERkae5LsRQgghhBBCnCy1tbWkp6c3ZYTm/O6DUuNyu8jISAlKQgghhBBCiBZtyZFiDkIIIYQQQghxBAlKQgghhBBCCHEECUpCCCGEEEIIcYTf/R4lIYQQQgghfo/8fj8ejwev13uyb+WUoVKpUKvVbdIWSIKSEEIIIYQQvzEul4uioiJsNtvJvpVTjtFoJDk5Ga1W26rrSFASQgghhBDiN8Tn85GTk4NKpSIlJQWtVtsmMyi/dX6/H5fLRVlZGTk5OWRlZR21qWxzJCgJIYQQQgjxG+JyufD5fKSnp2M0Gk/27ZxSDAYDGo2G/fv343K50Ov1x30tKeYghBBCCCHEb1BrZkt+z9rqdZFXVwghhBBCCCGOIEFJCCGEEEIIAYBCoWDu3Lkn+zZOCRKUhBBCCCGE+IMoLi7mrrvuolOnTuh0OtLT05k8eTILFixo8+dauHAhCoWC6urqNr/2iSDFHIQQQgghhPgDyM3NZcSIEURFRfH888/Tp08f3G438+bN44477mDnzp0n+xZD8vv9eL1e1OoTG11kRkkIIYQQQog/gD//+c8oFApWr17NxRdfTNeuXenVqxf3338/K1euDDo/1IzQxo0bUSgU5ObmArB//34mT55MdHQ0ERER9OrVi++//57c3FzGjBkDQHR0NAqFguuuuw5oKG8+bdo0MjMzMRgM9OvXj88++yzoeX/44QcGDRqETqdj6dKl7fa6hCMzSkIIIYQQQvzOVVZW8uOPP/KPf/yDiIiIoPGoqKjjuu4dd9yBy+Vi8eLFREREsH37dkwmE+np6Xz++edcfPHF7Nq1i8jISAwGAwDTpk3jgw8+YMaMGWRlZbF48WKuuuoq4uPjGTVqVNO1H3nkEV544QU6depEdHT0cd1fa0hQEkIIIYQQ4ndu7969+P1+unfv3qbXzcvL4+KLL6ZPnz4AdOrUqWksJiYGgISEhKYg5nQ6+b//+z9+/vlnhg8f3vSYpUuX8uabbwYEpb///e+cffbZbXq/x0KCkhBCCCGEEL9zfr+/Xa579913c/vtt/PTTz8xbtw4Lr74Yvr27Rv2/L1792Kz2YICkMvlYsCAAQHHBg8e3C733FISlIQQQgghhPidy8rKQqFQHFPBhsbGrYeHLLfbHXDOTTfdxPjx4/nuu+/46aefmDZtGtOnT+euu+4KeU2r1QrAd999R2pqasCYTqcL+DrUEsETSYo5CCGEEEII8TsXExPD+PHjee2116ivrw8aD1XCOz4+HoCioqKmYxs3bgw6Lz09ndtuu40vvviCBx54gLfffhsArVYLgNfrbTq3Z8+e6HQ68vLy6NKlS8D/0tPTW/MttjkJSkIIIYQQQvwBvPbaa3i9XoYOHcrnn3/Onj172LFjBy+//HLTfqHDNYaXp556ij179vDdd98xffr0gHPuvfde5s2bR05ODuvXr+fXX3+lR48eAGRkZKBQKPj2228pKyvDarViNpt58MEHue+++5g1axbZ2dmsX7+eV155hVmzZp2Q16GlJCgJIYQQQgjxB9CpUyfWr1/PmDFjeOCBB+jduzdnn302CxYs4I033gg6X6PR8NFHH7Fz50769u3Lv/71L5599tmAc7xeL3fccQc9evTg3HPPpWvXrrz++usApKam8vTTT/PII4+QmJjInXfeCcAzzzzDE088wbRp05oe991335GZmdn+L8IxUPjba2fXKaK2thaLxUJNTQ2RkZEn+3aEEEL8QdXa3VTbXeAHi0GDxag92bckhPiNcjgc5OTkkJmZiV6vP9m3c8pp7vU5lmwgxRyEEEKIduTz+ckus/L0N9tZurccgGGZ0Tx9QW+yEsyolIqTfIdCCCFCkaV3QgghRDvKr7Zx8RvLm0ISwKqcKi56fTkHKm0n8c6EEEI0R4KSEEII0U68Xh+frc2n1uEJGrO5vMxakYvL4w3xSCGEECebBCUhhBCindQ5PSzaXRZ2fOmecupChCghhBAnnwQlIYQQop3o1CpiTeGLNsSatGjV8qdYCCFORVLMQQghhGgnBq2KW87szC87D80q9UuzcOHANKKNGjrHR2DWa07iHQohhAhHgpIQQgjRjrolmfnz6M7MWJTN/13Uhwqri3eW7KO01kmfVAuPTuxOj+RIInTyJ1kIIU4lMt8vhBBCtKFyq5PsUis55VaqbC6ijVpuG9WZBQ+MYmV2Bc/P20V+lR2X18e6vCoumbGC1TmVJ/u2hRBCHEE+vhJCCHFS2FweKutdeLx+TDo1cWbdyb6lVnG6vWwpqOHRL7awp9QKwIAOUfzzor50jDXgcPuYu7Ew5GOf+GorH8YPw2LQECWNaIUQ4pQgQUkIIcQJV1Bl48X5u/l6UyFur5/O8SaeOr8nA9OjidC37k+Tx+ujvN6F3+/HYtBg1J6YP3W5FTYuf2slHp+/6diGvGoueWM5n946nCV7w1e/y6+ys72wlreX7uPh8d3pmRJJpOxdEkKIk0qW3gkhhDihyuocbC2oZWyPRO4c04WkSD3ZZVaufnc1WwprWnXtoho7Ly/Yw3kvL2Hs9EU8/NlmssuseA8LL+3B5vTwyi97AkJSozqnh/k7SrAYmg8+SqWC9furufytlSzaVdbu9yyEECfLa6+9RseOHdHr9QwbNozVq1c3e/6cOXPo3r07er2ePn368P3335+Q+5SgJIQQ4oQpqrHz2sJs7vt0I3/+cD2/7irj6Qt6cXbPRACe+XY7FVbncV27uMbBDTPX8PIveym3urC5vHy7uYjJrywlt7y+Lb+NIFanh/X7q8KOr9hXQed4E7owpcBP6xTDpgPVTV8/9fU2SmsdbX2bQggRpMbmIrvUyoa8KrLLrNTYXO36fJ988gn3338/f/vb31i/fj39+vVj/PjxlJaWhjx/+fLlXHHFFdx4441s2LCBKVOmMGXKFLZu3dqu9wkSlIQQQhxUY3NRWG2nuNaB1+tr8+uX1jq4edZaZi7LxebyArDxQDW3f7COSwalkRSpZ1thLXa397iuv6Wghh1FdUHHbS4vL/+yB5vzUGPXKpuLynonfn/bzNpo1UoSIvVhxxPMOpZnV/C3yb1QKgLH4k06bh/VmY9W5zUdq6h3UWVzt8m9CSFEOIXVdu78aANjX1zEha8vZ+z0Rdz10QYKq+3t9pwvvvgiN998M9dffz09e/ZkxowZGI1G/vvf/4Y8/6WXXuLcc8/loYceokePHjzzzDMMHDiQV199td3usZEEJSGE+IOzu71sOlDNze+vZcS/fuHc/yzm1V/3UtLGMxp7S61sLawNOu7zw4yF2VwxNB2zTo1KoQjx6Ob5fH6+2lgQdvyXHaXUOtwU1zj4eE0e17y7mqveWc1/l+UEvSGwOT0U1dgpOYbAGGXUcueYLmHHJ/VJ5o2F2SzaXcq71w7h5jM6MaV/Co9N7MGzF/bmia+2BQUjjerYXwchhGipGpuLv3y+mSV7ygOOL95TziOfb26XmSWXy8W6desYN25c0zGlUsm4ceNYsWJFyMesWLEi4HyA8ePHhz2/LUkxByGE+IPbVlDDpW+uoHFLTLXNzb9/3sOKfRW8esXANqtGt3BX6GUVABsOVHPTGZ245vSM43o+pVJBZDNFIAxaFS6vj7tmb2BT/qF9UNu/reX9Ffv56ObTSIzUs7+inpcW7GHBjlIMGhVXntaBy4akk2wxHPUeBnaI5uYzMnl7SU7TMZVSwaMTurN4dxl2t5d520qYv72EIR1jeHRCd576ehsb84P3ZXVLNGOSvkpCiHZUbnUFhaRGi/eUU251YWnjKpzl5eV4vV4SExMDjicmJrJz586QjykuLg55fnFxcZveWygyoySEEH9glfVO/vb1NkLVDVi5r5KCGju1djdFNXbK6lo3wxRrCh+AjFoVBo2Sa4Z3RKM6vj9Nlw/pEHbsrrO6sPFATUBIarS/wsbXGwspqrEz+ZWlfLWxEKvTQ5nVyX9+3sONM9dQUnP07z3GpOWusVn88sAoXry0H69cMYBfHxjFeX2TKa07tO/K5294TrNezf3ndEV9xFo8s07Nw+d249vNhVS3814BIcQfV62j+eW9dUcZ/yOQj6uEEOIPzOr0si3EcjiA8b2SsDm93DF7Pev3VxFv1vHnMV0Y0y2B+OOY9Tm7ZyL//HEnobYFXT4knX7pUc2GqaNJjzVyyxmdeGvJvoDjvVMiObtnIvd/uinsY+esyyc12kC9K3h/1PaiOrYW1pBoCb8HqVGkXkOkXkOneFPA8ecu6cvDVhcHqmxEGzQkWfQkWQwkRer5/p4z+HTtAfKr7PRIMtMnLYoX5u1ie1EtI7rEE2XUYnN5qLC6cHl8ROhUJEbqURzHEkUhhGh0tBYE5nZoURAXF4dKpaKkpCTgeElJCUlJSSEfk5SUdEzntyUJSkII8QemUoBWpcR1xF6czvERnNc3mSvfWdk021RfYePhzzZz8cBUnjivZ4sao/r9fkpqnVTbXCgUCj67bTh3f7SRgsP2BfVKieTmMzu1KiQBRBu13D6mM5P7JfPp2nzqHG4uGJBKz+RIzDo1zeUKpQIKqsJvXv5yQwFjuiWgPLISQwtFGbVEGbV0STDhdHspqLbz3I872VVSR7dEM+N6JLJkdym/7Czl3z/vaXrct5sLiTZqmD5/N19tLMDt9ZNg1vHIhO6c1T1BmtMKIY5bnEnLmVlxLA6x/O7MrDjiTG3/+0Wr1TJo0CAWLFjAlClTAPD5fCxYsIA777wz5GOGDx/OggULuPfee5uOzZ8/n+HDh7f5/R1JgpIQQvyBxURomdI/hU/X5QNwRlYcFw1MIy3aQJ3dzYUDUpuawjb6fH0Bt47qfNQ36fVODyuyK3jsyy1NS8+6JZp546qB7CmpY1dxHWO6J9A53tRsxbhjEW3UEm3U0ictKmjsymEZLNtbEfJxFw9KY01O6DGASIPmuEPS4TxeHyv3VXLjrDVNPZcW7CjlvWW5vHxFf77bErjmflBGNLf+by2bCw7N+pXWObn/0038+7J+TOmfKjNLQojjYjFq+efFfXnk880BYenMrDj+dXHfNt+f1Oj+++/n2muvZfDgwQwdOpT//Oc/1NfXc/311wNwzTXXkJqayrRp0wC45557GDVqFNOnT2fSpEl8/PHHrF27lrfeeqtd7u9wEpSEEOIPzKBVc8+4LNbsr+LyIenY3V6e+nobNXY3WpWS8/ol8+qfBnL3Rxtweg7NOq3bX0XXRHOz195dUsdN768NOLarpI4/vb2K7+85g4sHpbfL9xTOoIxohnSMZk1uYL+jLgkm+qZZKKtzAmUhH3v5kLa515I6J3d9tD6oMa3d7eUf3+3g+hGZ/O3rbQBEaFVEaFUBIelw//xhJ8M7xZLUgkITQggRSkqUgVeuGEC51UWdw41ZryHOpG23kARw2WWXUVZWxpNPPklxcTH9+/fnxx9/bCrYkJeXh1J5aK/q6aefzuzZs3n88cd57LHHyMrKYu7cufTu3bvd7rGRBCUhhPiDS4028umtp/HJmgP857BlXy6vjy/WF1BU7eDusVk8P29X09jRKrLV2t1M/2lXyDGr08MPW4q4dVTntvkGWigxUs+rfxrImpxKZq3Ixevzc/GgNGIjtNwxez3PXdyPFdkVbC8KDCY3n5FJhxhjm9xDcY2dWocn5FhuhY3kw/ZBje4az84Sa9hrldQ6Q+6pEkKIY2Extm8wCuXOO+8Mu9Ru4cKFQcemTp3K1KlT2/mugklQEkKIPxCH20tpnZNNB6qpsbsZ2CGaJIsOl8fHjEX7Qj5mxb4KbhiZiVqpwOPzo1Yq6BdiadvhbC5P2CIRAKtyKrl+RCZa9YktvpoYqee8fimM6haPzw+VVidjpi8C4IFPN/K3yb1weX0s21uOQavikkFpdE00t9leIJen+Qa3Pr+fOJOWq07L4Iqh6Ww6EFylr5FWpUR7nBUChRBCHJ0EJSGE+IOwu70s3l3GnbPXB+w5GtcjgXvHdcXqDD3TAVBQbSc6Qku51cnzU/sSb24+OGjVSlKiDEFNVBt1jjed1IaqjdWcamzupgBY6/DwwJxNpEYZ6JduoarehVGjIroNP2lNjTagUSkCXv9G0UYNPZIj+fbuM4iP0KJSKemZ4seoVWELMXN04YCUdtlsLYQQooF8FCWEEH8QxTUObv9gXdCb9J93lOL2+pqtCpdi0XPp4DTm3Xsm5/RMwqBt/nO2mAgd94zNCjmmVMBlQ9JaXYTA7/fjcHvxhmoC1UJxJi0XDUwNOFZQbef7LcVkl9WT2EZFJg5/vvvGdQ059vT5vUiLNpIUqUd1cKYoKVLPrBuGEqFVBZw7oEMU957d9ag/ByGEEMdPfsMKIcQfxE/bikM2lgVYsKOEs7olsGBnadBYvElH71QL5/Q6tp4VgztGc+eYLry+cG/T8xo0Kv5zeX9So46/AIHP5z8YZopYnl1BRqyRPw3rQHq0kYij7J06klGn5oGzu1Fj9zBv26GKc92TzMy4alCbVeNrej6tmj8N60D3pEhe/HkXByrtdE8y8+A53eiebEZ1RGU9tUrJgPQo5t13JjuKaimtddI71UJqlIG44+hlJYQQouUUfn+o1n+/H7W1tVgsFmpqaoiMjDzZtyOEECfN419u4YNVeSHHIrQqvr/nDG77YB07iuqajkcbNXx40zB6JEce1wxQvdNDudXJ3lIreo2KjFgjCWYdWrXq6A8OY1dxHVNnLA8oiqBQwIuX9mdC7yT0mmO/do3dTYXVSUW9i0i9mliTjrhW9nU6msp6Fy6PF4NGdcI3UgshftscDgc5OTlkZmai17ftBzq/B829PseSDWRGSQgh/iBGZMWFDUqdE0xE6jW8f8Mw8qts7CqpIzXKQOd4E8kW/XEvk4vQqYnQqcmIjWjNrTeprHfx0GebgirH+f3wl882Mygj+rgq1FkMGiwGDZ3i2+Q2WyQmQsKREEKcyiQoCSHEH4DH6yPepCMt2kB+lT1o/L5xXTHr1ahVSuLNOgZ0iA56vPqICms+n79NmrAei2qbi835oSvBubw+dhXXtlkpbyGEEH9sEpSEEOIPoM7h4ZuNBbxzzWCe/2kXv+4sxeeHjrFGHjynGya9mlqHJ2CWw+X1Uljl4OtNhWwtqKFfehQX9E9BAazIrmD+jlLSog1cOjiN1CgDpoOV5NrT0Qo3ON2+ZseFEEKIlpKgJIQQfwAalZLxfZK5+r+rmNgnhdevHITX56ei3snLv+xhXI9EeiSZm873+fxsyKvm6ndW4/I2hI8V2RX0SbXw4JxNlNY5m859d2kO/7y4D+f3TcF4jMUUjpXFoKFDjJG8SlvQmEIBvVJlL6oQQoi2IUFJCCH+AEx6NflVdsrqXMxansus5bkB4yW1Tq4+LaNpVqik1sEdH65vCkkAlwxO47/LcgJCUqPHvtjC8E6xZLRzUEqI1DPtoj5c/e6qoAp+N4/sRFyEVIITQgjRNqSPkhBC/EHkh5iFaVRjd+M+LHlU1Lsot7oCzhmWGcvi3WUhH+/zw+qcyra50aMY2CGKb+4aybgeCQdLl0fy5tWDuHV0J8yG9l/+dzwqrE7yK20UVdtxe2V5oBDij2vx4sVMnjyZlJQUFAoFc+fOPepjFi5cyMCBA9HpdHTp0oWZM2e2+32CzCgJIcQfxoCM6LBjadEGdOpDn52FejPv8/vD9mECsDo94QfbkEGrpleKhX9f1p96pxetWnnKVpCzOtxsyq/hmW+3s7O4DrNOzbWnZ3D18I5t3sxWCCGOi70K6svAUQt6C0TEgSH834vWqq+vp1+/ftxwww1cdNFFRz0/JyeHSZMmcdttt/Hhhx+yYMECbrrpJpKTkxk/fny73SdIUBJCiD+M7klmUix6CmscQWMPj+8e8MY9zqRDp1bi9BwKTAcqbXRPMrOzuC7o8QCndYptk/u0Ojx4fD4i9Zpmq+qZ9RrMJ6CARGusya3i+plrmr6uc3p49ddsNuTV8PIV/Ylt515NQgjRrJoC+OpO2PfLoWOdx8L5r4AltV2ecsKECUyYMKHF58+YMYPMzEymT58OQI8ePVi6dCn//ve/2z0oydI7IYT4g0i2GJh9y2kMzTz0SWGkQc2zU3pzZte4gHMTzDr+cm73gGMfrNrP3WOzUIUIL5P6JLV6hqS8zsmCHSXc/L+1XPvf1by9ZB/5VeGXC7YFl8eHy9M+S+FK6xw89c22kGPLsssprA4u0y6EECeMvSo4JAFkL4Cv72oYPwWsWLGCcePGBRwbP348K1asaPfnlhklIYQ4BdlcHsrqnKzfX4XN5WVwxxgSI3VEGVu3xKxjbARvXT2YynoXTo+PSIOGRLMuqEeSTqPiooGpdIqPYPpPu8ktryc2QkeKRc/cO0bw4k+7WJNbRaxJy61nduLsnkmtWv5WYXXy9Dfb+GZzUdOxTfk1vLs0h89uP73NeyOV1TnYXlTLh6vy8Pr8XD6kA/3SLCS04XK4eqeH/RXhg966/VX0SYtqs+cTQohjUl8WHJIaZS9oGG/HJXgtVVxcTGJiYsCxxMREamtrsdvtGAyGdntuCUpCCHGKqXO4+W5LEY99sSVgT9DUQWn8ZUJ34lq5XCvKqG1R4IoyahndLYG+aVE4PV70ahXRB8PQy1cMwOr0oFYqiDe3PlzkVtgCQlKj0jonby7M5snze6JTq1r9PNAQkh76bDMLdx0qTLFgRymDM6J57cqBbbZ3SK1UolIqwvZ+ipEKfUKIk8lR27rxPwBZeieEEKeYgio7j3y+Jahwwpx1+SwJU3WuPcVEaEm2GJpCEjTsD0q2GNokJAF8sT4/7NjcjQVU1rvCjh+rjXnVASGp0dr9VSwKcfx4xZq0TOydFHJMo1LQv0NUmz1XOC6Pl/wqGzuKasktr8fqdLf7cwohfiP0R+k7d7TxEyQpKYmSkpKAYyUlJURGRrbrbBJIUBJCiFOKz+dn9qq8sOOvL8ymwhrcx+i3zucPX06vmUJ7x6ze6Wbmityw47NW5FJZ3zavr1Gr5pEJ3cmMiwg4rlIqeOPKQSSa23dGqdzq5LVfszn7xcVMeGkJZ01fyF8+2yJ7o4QQDSLiGwo3hNJ5bMP4KWD48OEsWLAg4Nj8+fMZPnx4uz+3LL0TQohTiMfnp6Am/BvZcqvzhPbh8fr8lNc58eEnUq8hop0ayl40II2PVh8IOTa5bzLRrdyb1cjnp9niDS6Pr9kS6McqNdrIRzefxq6SWlZkV5ASZWBU13gSI/XoNG2zlDAUl8fL/1bs56UFe5qO+fzw3ZYiSmodvHn1IKm4J8QfnSG6obrd13c17Elq1Fj1rp32J1mtVvbu3dv0dU5ODhs3biQmJoYOHTrw6KOPUlBQwPvvvw/AbbfdxquvvsrDDz/MDTfcwC+//MKnn37Kd9991y73dzgJSkIIcQrRqpWM6ZbAgh2lIccHd4xut7BypJJaB5+tPcCsFfupd3oY1S2e+8/uRsdYY1Dxh9bKjI/gnJ6J/LQ9cHlFbISWO8Z0Qd9GocKs13DRgDTW5Iau5nRB/5Q2C2WNkix6kix6RnVNaNPrNqe0zslbi/eFHFu7v4qSWqcEJSFEQwnwS949rI9SZMNMUjsWcVi7di1jxoxp+vr+++8H4Nprr2XmzJkUFRWRl3doZUVmZibfffcd9913Hy+99BJpaWm888477V4aHCQoCSHEKWd0t3j6pVk4vXMcRp2KrQU1/HwwON03rtsJ6R1UWuvg1v+tY+OB6qZj328p5pedpXxz50iyEs1t9lxurxeP18cT5/VkSv8U3l2WS73Tw4TeSVw8KI206LateDe6WzyZcRHklNcHHE+K1HPhgLSQ5c9PdV6fn9I6Bw63D51aSZ3Dg93tDXt+bkU9PVNOjf0HQoiTzBB9QqvbjR49Gn8zy61nzpwZ8jEbNmxox7sKTYKSEEKcYvRqFbec2Yl3l+ZSY3czLDOGD28chlGnolN8xNEvQMMbZ4/Pd9yV4naV1AWEpEYOt4/n5+3ixcv6YdK1PrAVVNuZtSyHT9bm4/L4uHJYB168tB8mrZooowZVG89cASRHGfjwpmF8ti6fT9cewOfzc+GAVK4Y1oHU6PbdGNweKqxOvt5UyCu/7KWy3oVZp2bmDUNQKgi7jLCtKvsJIcTvmQQlIYQ4hVTWu3j2ux3M3VjQdCy7zMo3mwr58o4RR12CVutwk19p58NV+ymotjO2ewJjuicc86zMdyFKdTf6dVcpdXZPq4NSUbWdK99eSe5hvYbeWZrDp2sP8PWdI4ltx2IHKVEG7hjdmcuHpOOnobKfph1CWXtzery8f9heJJVSwZld43F7/cy8fiiV9S6+3FDAosOqJSZb9KRGSVASQoijkaAkhBBtoKjaTnZ5PfvL6+mSaKJjbMRxfWpfUGULCEmN6pwenvtxJy9e2h+TPvSv7nqnh683FvL43K1NxxbuKiP25z3MuW04neJNLb6P5pb3GbQqFG2wOm1lTkVASGpU6/DwzpJ9PDG57XonhaJSKdu0wezJUFrrZMaibKCh5Pi/L+3Pyn0VXPfeahxuH5EGNdcM78iY7gk89fU2ki163r9hKEmW397MmRBCnGgSlIQQopX2lNTxp3dWUVZ3qKx0hxgj/7txKBmxLVsq12jetpKwYz/vKKHG7g4blMrqnDz51dag4xX1Lv7+zXZevmIAkYaWzQJdOCCVt5eELgbwpyEdiDW1ruCB0+3lqw2FYcd/2l7CXWOzSIxsv6D0e1Btc+M8WMXv5jM68dWmQuYfVhCj1u7h1V/2cseYzsy79wwsBo2EJCGEaKHf3joDIYQ4hZTWOrhx1tqAkASQV2njno83HnOj1OYKCSgUirAzOeVWJxX1Li4ZlI5eE/yrfdGeMqpsLb+X1GgDd47pEnQ8K9HENad3RKNqXYBRKhWYwwQ+AJNOjbItpq1+J7w+P9X1LqwOT8BxvfbQz3pIx5iAkHS4d5fmYNSqJSQJIcQxkBklIYRohTKrk7zK4OVjABsPVFNZ7yQmIvTsS43dTWG1na83FWJ1uJnYJ5nz+6fw1uJ9ISuWTeidhOWIGaHSOge/7izl7SU51NjcDMmM5q2rB/PSgj2s23+oBLbfH35jfygWg4abzsjk3N5JfLLmAFU2F+f3S6FvmqVN3mxrVEquGd6Rb8LshbpuREfiWjlr9XuRX2Vj7oYC5m0rwaRXc9PITPqlRRFn1hEboaVPqoV9ZVbKm2lE7HD7qLG7ST/4dVW9iyqbC5fHh8WgISFS/5us9ieEEO1JgpIQQrRC3RGf8B/J7gpdorna5uLdpTm88suhpnv/W5nHkI7R/O/GoVwyY0XA+TERWh48p1tAD6UKq5PHv9wa0Hvo+y3FLNhRyhtXDeKhOZuoODij1SslkshmZnBCiTJqiTJq6Z1qwefzo2zjN9KdEyK46rQMPli5P+D40I4xjO+VhEJmlNhfUc/Fbyyn3HpoNnBFdgUX9k/h8ck9iY3Q8fIV/bnmndVHLRtv0DbMAmaXWXlwziY25FUDEG3U8NdJPTm7ZwIWg4RTIYRoJEFJCCFaITFSj0LRMGNzJK1KiSVM89K8SltASGq0JreK9XnVfH3HCP6zYDfVNjdn90xict9k0mICK9cVVNmDGrQCOD0+3l68j8uGpPP6wmzUSgXPXNC7VQ1G2zokAcRE6Lj/7K5cMjCVz9blY3d7uWhgGlmJJhLMrS+yYHN5KLc6sTm9GHVqEsy6Nmtc2xJ1DjflVhd2lxezXk1CpO6YilPY3R5eXrCHcqsLpQLO65vCub2TmsYrrS5iI3Rkxpn49PbhVNvcpEYZKKi2B11raGY0sRFaCqvtXP7mSsoOm32qsrl5cM4m/nvtYM7qkdi6b1oIIX5HJCgJIUQrxEZomdI/hS9DFCa4fkRH4kMsH/P7/cxelRd0vNH7K3K5oH8Kr/1pEC6vD5NOHXJZ1IKdpWGvsWJfBdeP6Mi5vZK49+wsMo+xqMSJYHW42Vtax38W7MGsU5No1uPz+dC2QZnu0loH/56/m8/W5+P2+tGqlFwxLJ07xnRpkxB2NIXVdp76ehvzd5Tg94NOreTGkZncMDKTuBYG1mqbm283F6FSKnhhaj/W5lZy3ycbcXoamspeOjidu87qQkKknmSLgWSLgf9eN4Qr31kZMAPVMdbIC1P7E2XUsnRvYUBIOty0H3bS9+CSPiGEEBKUhBCiVSINGh6d0IMEs573V+zH7vYSqVdz66hOXDakAwZt8K9Zn99Plc0d9pq1Djd+f8NSKQPhZyAMzcyOqJUKuiaaeWFqX0xHWZJ1Mvj9fpbuLee2D9YDMLlvMmO6J7Axv4a1+6sZ0z2e9Gjjcc2C1drdPPXNNr7fUtx0zOX1MWv5fhwuL0+c17NdX5Nyq5M/f7iOjQdqmo45PT5eX9hQxvu8vsmY9RrizLpmf4bQMFP5p6EdWLirlK82HgrjTo+P/63cj83l4YFzupJfZcfq9NI1IYIv/zyC3PJ68iptZCWayYg1NpWqX5NTGfa59pRacXl9rfnWhRDid0Wq3gkhRCslROp54JyuzL//TH6+fxQ/3nsmt57ZOezMgUqpZHK/5LDXG901vkX7icb2SAg7NqlvMglm3SkZkgCKax08+dU2AC4emErvVAs3zFrD9J9289KCPUx5bTkPzNlEaa3jmK9dbnUGhKTDfba+gPJjrER4rEpqHQEh6XDvLcslt8LG2OmL+GTNAWrs4QOzxaBhUt9kRneL55tNoUupf7GhgF3FVi59cyU3zFzDyOcW8vrCvfRIieTK0zIYmhkT0M+rU0L4XloJZp0UdBBCtLtp06YxZMgQzGYzCQkJTJkyhV27dh31cXPmzKF79+7o9Xr69OnD999/3+73KkFJCCHagFatIi3aSJcEEylRBtRHWT42KCOazLjg5XB6jZK7x3bFqDt6UEqM1HP/2Vkhjut44JxuLbpGc0pqHKzILuedJfuYv72YgiobvmMpndeMWrub0jonaqWCSX1TmPbDzqB9Xgt3lfHVpsJjfs7myqB7fX5qmpnNawv7QzTRVSkVnJEVx4Q+SUQZNLi8Pp76ehs7CmvDXseoVXPPuCzcXn/YioV+P0EVEj9afYCvw7xuo7vGh13a2LAsUZbdCfFHU+OsIacmh81lm8mpyaHGGfqDnrayaNEi7rjjDlauXMn8+fNxu92cc8451NfXh33M8uXLueKKK7jxxhvZsGEDU6ZMYcqUKWzdGtw7sC3J0jshhDgJki0GPrhpGO8s2ccnaw7g9PgY0y2eh8d3p2Os8egXoGHZ3zXDOzK6awLvr9xPeZ2Tc3sncUZWHKnRLbtGOHmVNq5+d1XAm/5Ig5rZN51Gr5TIVlekUysb3qwP6xTD4t1lYc97Z8k+zu+XEjArcjSmowTEiFYGyKM58l7P6p7ANcMzWLS7jAOVNtbnVTHz+iG8OH83L/+yh54pkWEbAXeMjcDmDF05sZFWHRx83vg1m0m9k0m0BN5LcpSe928cys2z1lLnPFSx8fIh6UzqmyyVBoX4gymuL+Zvy//G8sLlTcdGpIzgqdOfIikiqZlHHr8ff/wx4OuZM2eSkJDAunXrOPPMM0M+5qWXXuLcc8/loYceAuCZZ55h/vz5vPrqq8yYMaNd7hMkKAkhxEmTGmXg0QndufXMTvj9YNZrMB1nCe9/pkbi9frRtUFVt2qbi0c+3xw0M1Jr93Dde6v55s6RJEe1rpdSdISGvmkWTDpNs015q+rd+EKVFGxGrElHj2QzO4rqgsYGZUSH7WvVVlKjDE3V5wZnRDOpbzI3zVqL5+AMz887SjFqVbx0+QDeXrIPh9sbNihBwwxh79RIthYEzz71TI5kX1nwp7BlViceX/B+I61KxeCMaH689wwOVNqpc7rpHG8izqRr9h6EEL8/Nc6aoJAEsKxwGU8tf4p/nfkvLDpL+99HTcMMVkxMTNhzVqxYwf333x9wbPz48cydO7c9b02W3gkhxMmkVatIshhIjjIcc0g6nFqpbJOQBA3NSJdnV4QcK7e6KKwJLj99rGIidLwwtR9FNXYGZkSHPW9IZjQRIQpiNCfOpGPGVYPodMTSxq6JJv5zWf92D0pJFj2zbhhKWrSB60dk8tRX25pCUiOby8s/f9jB9ad3xKhr/ucWa9Lx8uUDgpZqZsQaeWRCd95anB30mMy4CLRhSpGrVUpSo42c1jmWs3sm0SneJCFJiD+gSkdlUEhqtKxwGZWO8MVf2orP5+Pee+9lxIgR9O7dO+x5xcXFJCYGti9ITEykuDj0ftS2clJnlBYvXszzzz/PunXrKCoq4ssvv2TKlClN49dddx2zZs0KeMz48eODpuyEEEK0Hbu7+cpnzVXsOxZZCSZev3IgVfUu0qIN5FcFBjClAv5ybvfjehOfERvBx7ecRlGNg8JqO6nRBpIteuJPQGlwgC4JJv534zDyq2wBS9wOl11WT1q0AZPu6N9fVb2LW87shFmvpqjGQXKkno5xETw0Z1NAKfBGf5nQnXjZbySEaEadK3jW/VjG28Idd9zB1q1bWbp0abs/1/E4qUGpvr6efv36ccMNN3DRRReFPOfcc8/lvffea/pap5Nf/EII0Z4sBjUmnRprmDf4HduoJ5NCoSAt2khatJGPbj6N5+ft4vstRXh8fnqlRPL0+b3ommg+7usnROpJiNTTLz2qTe73WDjcXt5buo9+6eFny4AW7wlanVvJv37chUGjIiZCS5XNRZxJx7NTejP9p11sym9YumIxaHhkQndOywy/hEUIIQDM2uZ/vx5tvLXuvPNOvv32WxYvXkxaWlqz5yYlJVFSEthgvaSkhKSk9tlH1eikBqUJEyYwYcKEZs/R6XTt/iIIIYRoUFrnwOPzc9dZXZj2w86g8XN7JREXoolua6XHGJl2UW/uOzsLr8+PWacJKkTwW1Jtc/PdlmJGd09ErVQELb0DiInQtngZYNrB4hx2t5eC6oaZt7xKGw98uonrR3bkuUv64vM3BKVEsw5VGzTtFUL8vsXoYxiRMoJlhcuCxkakjCBG3z4fuPj9fu666y6+/PJLFi5cSGZm5lEfM3z4cBYsWMC9997bdGz+/PkMHz68Xe6x0Sn/m3ThwoUkJCTQrVs3br/9dioqQq+bF0KI37OyOicrsyv465dbePa77WwtqKG6mTLYx8rl8bI2t5LL31zJqOcX4vX5eWRC96ZQZNSquPXMTjx9QS+ijG0flEpqHXyyJp+r313NRW8s5+/fbmdvaR1uz2+zAapS0dAw+NvNhVw/IvSbgKfP79Xian7906PQa4L/ZJdZnVTWu8iMi6BHciQpUQYJSUKIFrHoLDx1+lOMSBkRcLyx6l17FXK44447+OCDD5g9ezZms5ni4mKKi4ux2w8tv77mmmt49NFHm76+5557+PHHH5k+fTo7d+7kqaeeYu3atdx5553tco+NFH7/MZYTaicKhSJoj9LHH3+M0WgkMzOT7OxsHnvsMUwmEytWrEClCr1J1el04nQ6m76ura0lPT2dmpoaIiMj2/vbEEKINldS6+Cejzewcl/gxtpbzujE7aM7E90GxQn2ltYx4aUluL2H/iQM6RjN5UM60Ds1EpNOQ7xZG7JAgM/np6TWQeXB4BZj1JIYqUfZwualZXVO7vl4PcuzA78/nVrJV3eOoHvSb+93t8/n563F+/jnjzu5/+yuxJl0fLhqPweqbHRLNHPfuK50iDGyPq+KklongzKiSY8xht1X5PH6WJ9XxfXvraHedahc+OmdY3n+kr6tLgcvhPhtcTgc5OTkkJmZiV7futn3GmcNlY5K6lx1mLVmYvQx7VrtLtyS4/fee4/rrrsOgNGjR9OxY0dmzpzZND5nzhwef/xxcnNzycrK4rnnnmPixIkhr9Xc61NbW4vFYmlRNjilg9KR9u3bR+fOnfn5558ZO3ZsyHOeeuopnn766aDjEpSEEK1lc3motXtQKiDerDshPWf8fj+zlufy1DfbQ45/+efTGdCh+X0wR+Nwe/nbV1v5ZG1+yPEbR2byyIRuaEJ8QOVwe1m1r4IH52ymzNrwIVWcSctzl/RjeKcYDC2oWLcmt5KpM1aEHBvVNZ5Xrhjwm6zKVlzj4Jb317C5oJaMWCMXD0wj3qzDrFeTlWDi/FeX4TxsxqxvaiRvXj04bOn10hoH24trKa51UF3vplN8BPvK69lVXMtfJ/UkziR7eIX4o2jLoPR71FZB6TfVR6lTp07ExcWxd+/esEHp0UcfDaiz3jijJIQQx8vj9ZFbUc9/ft7Dkj3lmPVqbhiRyaS+ycfUCPV4lFudvLc8N+z4Byvz6JtmQaU8/uVW9U4P6/Oqw46vya2k3uklyhgclPZX2Lh+5hoO34JTbnVx06w1fHf3GfRIPvoHVPO2hS/vunhPGVanp02Dktvjw+dvm55TzUmy6HnjqkFsL6pj7oZ88ittjOwSR5xJyzn/WRwQkgA2F9Tyyi97eXJyT/RH3JvP5+frzYU8+90OYiO0mPRqimscTde4ZFA6cV0kKAkhRFv6TS1kzs/Pp6KiguTk5LDn6HQ6IiMjA/4nhBCtkV1mZdLLS/l2cxE1djf5VXb+/u127vtkA2V1jnZ9bq+vIciEU213EaKv6DHRaZSkRIUPfGnRBnQh9sc4PV7eXbqPEHUK8PnhzcXZ2F3h772RqZlZJ61KSVvN25XVOVm8u4w7PlrPbR+s58etxRTXtt/Pr6DazqNfbuVvX21FoVBQ63Dz1YZ86l1ePN7Qizk+X59PudUZdLyi3sWHq/Ka/v/+CltA0Prfilxcv9H9XEIIcao6qTNKVquVvXv3Nn2dk5PDxo0biYmJISYmhqeffpqLL76YpKQksrOzefjhh+nSpQvjx48/iXcthPgjqbW7mfb9zqBP/wGWZ1eSW25r1948FqOa0d0S+Gxd6GVx5/dLQaNu3WdeJp2GP4/pwqLd5SHHbzmzMwZN8J8Lm8vLtsLasNfdWVSHzeU96vK7CX2S+c+CPSHHLhmYRkwbVNkrq3Pw2BdbmL+jtOnYr7tK6ZsayVvXDCGpjSvsVVid3Dl7PRsOztQVbi5qGnN4/Fw0MI1P1x4IepzT4wvYJ9bI5/c3G4Qcbh8+v4/f2OefQghxSjupv1HXrl3LgAEDGDBgAAD3338/AwYM4Mknn0SlUrF582bOP/98unbtyo033sigQYNYsmSJ9FISQpwwdU4Pi/aUhR3/YWtR2LG2YNCouWN0Z4za4GViGbFGhrZRv5zuiWYendAd1WEFGNRKBX+/oBed4kP3TTJoVHSJN4W9Zud4E4YQ932kZIue+8d1DTreIcbI7WM6owtRQOJYbS2sDQhJjTYX1PLT9mLaertumdXZFJKO9Pn6fMb1SAg5lh5jCPmzjjZqmNgnfKuMSwanoQ8RZoUQQhy/k/pbdfTo0c3+cZo3b94JvBshhAimpGH5V6gZJQCTvv2LDHSIjeDrO0cy/add/LyjBK1KyaVD0rnpjE4kW0Jv/D9WFqOWq07L4NzeSewsrkOpgG6JkcSZtRjDzAjpNSpuPrMTX20qDBpTKOD+cVnU2j3U2N2Y9WpMutCvVaRBw7UjOnJWjwRmr86jwurkvL4pDM6IDlvY4FjY3R5mNbPP638r9jOpTzKxbVgMobgm/JI+j88ftiLg45N6htz3plWruGZ4R75YX0BFfWBZ+G5JJgZntK6ghxBCiGDy8ZMQQjQjxqRl6qA0Pji4P+RIk5r5lL+tqJQKuiSYeH5qX+rsHlBAbEToUt2tEaFTE6FTkxEbegYplMy4CF69YgCPfLEF68G9VIlmHbNuGMpXm4v4cOV+rE4Po7sl8MA5XekUF4E6RJ8fi0GDJdXCP6b0xuv3o25FcYoj+X00u2zN5fWF3GfVGvHNhC6lAjrGRvCnoR34fH0+To+P9BgDj0/qyfBOsWEflx5j5Ms7RjBreS7fbi5Eq1byp6EZTBmQQlIbBWYhhBCHSFASQohm6NQqbh/dhSV7y9lfYQsYu3dsVpvvbWmOSacJOytzskTo1JzTO5EBHaIorWsoQhAToeXO2evZUnBo/9K8bcUs3FXKN3eNpGuiOez1FAoF6jYuu27UqZk6OI3l2aEbll/QL4VoY9u+rgmROrISTOwptQaNTeyTTGKkjicn9+TPYzrj9vqJ0KpIaEEFxQ4xRv5ybjduObMTSgXEROgClksKIYRoOxKUhBDiKFKjDXx882ms3V/Ft5sLiYnQ8qehHUiPMWIxtL7QQHurrHfi9vox69QYdW3/a1+rUpEabWxqerpod2lASGrk9Ph4Yd4uXrysP6Z2uI/mnNYplq6JJnaXBAaXBLOOS4ekh5zlao14s553rx3MrR+sY0dRXdPx20d14rIhHSitc6JTK4k36455D5ZWrSIxsn1LmwshhJCgJIQQLZIcZWBylIEJfZJQKRQnpNlsa5VbnSzfW8GMRdmUWZ0My4zh7rFZdIw1hl225/P58fj8aFtRSe/bzeELXPy6q5Q6u7spKFkdHrx+P5F6dbu+pskWA7OuH8rcjYV8tDoPj9fH+f1TuHJYBmkHA15b6xAbwf9uGEZ5vZPqejfJFj0/7yxhyuvLqLa50amVXD40nT+P7tLu/biEEEIcOwlKQghxDNpy70x7qra5eO6HnXx6WFnxbzcXMW9bMZ/ddjr90qMCzq9zNPSHmr1qP4U1DsZ0S2B0t/jjChGWZgpcROjUKBQN5brX51Uzc1kuDreXKQNSObtnIiltULwhnOQoA7ec2YlLBqXi8zcsEdQcw0ySzdmwP6yq3kW13Y1BoyImQkuUMfysYpxZR5xZh9vr5e3FOTw3b1fTmNPjY9by/eRX2Xlhaj+im7lOa5TVOSm3OqmxuYk364g1NX/PQgghGkhQEkKI36GSWkdASGrk9vp5fO5W3r9hCNERDQUHbE4P324q4tEvtzSdt2BHKXEmLXNuG05mXPgS4KFcNDCNd5bmhBy7clgGGpWShz/bzIKdh8p1bzhQzdtL9vHJLcNJjW6/sKRSKo6571VhtZ1fd5WiVSsprLbz1qJ91Lu8AAzNjOb5S/odtQBGSa2T137dG3JswY5Syuqc7RKU9lfUc8v769hVcmj53+iu8fzz4j5SAEIIcVK88cYbvPHGG+Tm5gLQq1cvnnzySSZMmBD2MXPmzOGJJ54gNzeXrKws/vWvfzFx4sR2v9ffxkejQgghjsmKfaELFwBsKaihxu5p+rrM6uSvc7cEnVdudfH019uptbuP6blTow3cOzYr6HiPZDNXndaBncV1ASGpkcWgYW9pHYXV9mN+zvaSX2Vj6owVDWW561z8e/6eppAEsDqniivfWUVxjb3Z69Q5PAGPO1LeEYVCWsPr9VFYbSenzMoNM9cGhCSAhbvLmPb9TqzOU+M1FkKcXJ6aGpz79mHftAnnvhw8NTXt+nxpaWn885//ZN26daxdu5azzjqLCy64gG3btoU8f/ny5VxxxRXceOONbNiwgSlTpjBlyhS2bt3arvcJMqMkhBAnTJ3DTWmdk6V7ynG4vYzMiiPZYiAmou1nEvTNFAhQKBpKVDdak1sZtjz2oj1lVNtcRBpaXhXOYtBw/chMzumVyGfr8qmyuZncL4WeKZHEm7Q8++32gPOVCvjHhX2osbv529fbKKtzMjAjmofHd6NLgglDmD5O7c3p8fLmomwKqu3cPTaLF37aFfK8/Co7e0utzc7Q6DXNF1+IbqN/A5X1Tr7eVMirv+zlHxf2IbssuOoewLdbirj/nK6nXBVFIcSJ5S4qpvDxx7EtW9Z0zDhyJCnPPIMmuX3aX0yePDng63/84x+88cYbrFy5kl69egWd/9JLL3Huuefy0EMPAfDMM88wf/58Xn31VWbMmNEu99hIgpIQQpwANXYXH68+wLQfdh46+ANM7pvMk5N7EW9uu2anAMM6xaJQQKie3qOy4gPemNubmenw+8HbTGPwcCwGDRaDhSdTLAHHPT4fR17t9tFdWLqnnO+2HCoCsWRPOcv2lvPhTcMY3jnumJ//ePj9fkpqnTg9XnRqJX4/fL6+AACzXk3ZwfLnoWwtrGVkVnzY8dgILWdkxbFkT3nQWLxZR0pU64s5eL0+5m4s5O/fbCfKqKHCGv5+vT4/9c7wP/fWcHq8uDw+jBoVqjauJiiEaDuempqgkARgW7qUwieeIHX6C6gtljCPbhter5c5c+ZQX1/P8OHDQ56zYsUK7r///oBj48ePZ+7cue16byBL74QQ4oTYX2ELDEkHfbO5iCV7ytr8+eLNOp44r2fQ8ZgILU9O7on5sIILQzNjwl6ne5I54NzWUiuVXDYkvelrjUrBwA5RASGpkc8Pj8/d2mxAaSuV9U7mrD3AJ2vy2FdWz6LdZeyvtDHtwj50SzTj9vqaLWmeGdf8HqVIg4ZpF/Whc3zgfq9oo4ZZ1w8lqQ2q3pXUOfnPz7uBhqV+zYVvrUqJSd/6EuM1NhfZZVZ+3VXKzuJa1u2v4qE5m7n+vTW8/Mte9lfU42vrbr5CiDbhragICkmNbEuX4q0Iv4S7tbZs2YLJZEKn03Hbbbfx5Zdf0rNn8N8sgOLiYhITEwOOJSYmUlxc3G7310hmlIQQop15vD4+WLk/7Pibi/Yxqms8saa2m1Uy6dRcMjCNoR1jeH9FLsU1DsZ0T+DsnolBlewSI/VcPDC1afakkUqp4NkpvYk7yn15vL5j6kPUIzmSEZ1jWZZdQXq0MaDP0JGyy+qpc7jbfMbtcC6Pl0/XHCDerGdXSR3//nlP01icScu0i/qwIrucSwen8d9luUGPj9Sr6ZUSedTnSYs28tHNw8irtLGzuI70GANdEsykWPRtUhrd6vRQe3DvmdfnZ3+Fjb5pFjbnB+83uGxIeqtf09JaB89+t4OvNxVy0cBU0qONvLTg0Gu3dn8V7y7N4bPbhtM9+eivjxDixPLVhf/d2zAeeuluW+jWrRsbN26kpqaGzz77jGuvvZZFixaFDUsniwQlIYRoZx6fj5La8LMilTYXHm/bf+oeadDQO9XC/13YB4/Ph14T+ld+lFHLoxN6cHqXOGYszKbc6mRwx2juP7tb2JkSv99PQbWdX3aWsmRPORkxRi4dkk5alOGoTW0TzHpevKw/K7Ir+H5L0VFnNlTK9u1ZVVrnZO3+KjrFm/h+S+AnlOVWF/d9sokXL+2HzeXl3N5J/Lj10DnxJh3vXT+ElBZWkEuI1JMQqWdwx/CzeMdLr1GiUirwHpzBeXnBHl6+YgBvL9nHsr0NnwyrlAouHZTG7aM7U21zU6/0Enccgcnt9fK/lfv5elMhAJP7pnDjrDVB51mdHh6bu4V3rx3SbuXPhRDHR2k2H2X82CqeHgutVkuXLl0AGDRoEGvWrOGll17izTffDDo3KSmJkpKSgGMlJSUkJbXPHqrDSVASQoh2pteoGdcjgUW7Qy+xO71zLGZ9+/06VquUR53xiTPruHhgGqO6xuPx+jDp1c1u9M8us3LJjBVU2w5VTnt3WQ4vXdafc3olHbV4QWKknikDUhndLZ7KehdqpQJPiCVaZ2TFtfsb7Gqbm4l9knnqm9AVl6xOD5X1Lr7aVMDY7on8eXTnpnLeyVF6kiLbZkaotWIjdEzsncQ3Bxv+1jo83Dl7A9cMz+CmkZ2INmqwGLW4PV4enLORLfm1JEfpueusLE7vHHtMM5pldS7eOzi7lh5jYG+ZNWxBkPX7q6m2uSUoCXGKUcXGYhw5EtvSpUFjxpEjUcXGnrB78fl8OJ2hP1AcPnw4CxYs4N577206Nn/+/LB7mtqS7FESQogTYEz3BOJDvBHVqpTcOabLUWdhTpQ4k44ki6HZkFRtc/GXz7cEhCRoKPzw4JzNlB7DnqIoo5bkKAPPX9KXI7NGvEnH0+f3OqaKe8dDr1Gi16ialq2FUlrr5PU/DeSigan0TYtibI9EBmZEk2wxnBIhCRqa+T46sQf90g5tvrY6PcxenUe8WUffNAvZpVbO+c8SlmdXUuf0sLvEyl0fbWDGomzqHC0vF+70+LA6G14vpUKB9ygzov7jKAgihGhfaouFlGeewThyZMBx48iRpDz7TLsVcnj00UdZvHgxubm5bNmyhUcffZSFCxdy5ZVXAnDNNdfw6KOPNp1/zz338OOPPzJ9+nR27tzJU089xdq1a7nzzjvb5f4Od2r8ZRZCiN+5tGgjc24bzrQfdjJ/ezE+PwzMiOLp83uTEWc8+gVOIVU2F+v2V4Ucc3l97CiqpUNMy78ng0bFOb2SmJdq4bN1+eRV2hjTLZ6RXeJIjW6b18bl8VHv9KDTKDEeUW48JkKL1+cn2aKnqMYR8vF90y1NDXpPZSlRBt69dgiFNXZ2l9SRFKknM95EikVPSa2Dx+eG7jvyztIc/jQso8WFO/QaJfEmHWVWJwcqbXRNCr+Ep0eyGUs7h10hxPHRJCeROv0FvBUV+OqsKM0mVLGx7VrtrrS0lGuuuYaioiIsFgt9+/Zl3rx5nH322QDk5eWhVB6ayzn99NOZPXs2jz/+OI899hhZWVnMnTuX3r17t9s9NlL4f+cf89TW1mKxWKipqSEyUjaTCiFOLqvTTVW9G7/fj9mg+U0uR9pbWse4FxeHHf/PZf2ZMiD1uK/v8/lRttG+JJfHS16lnZnLcthwoJr0GAO3ndmZzvEmzIe9ec+vrOfHbSU8+92OoGskW/R88efTSW7hPqTj5fb4UCoV7bYnK7fcyvsr9uPzw6LdZeSU1weMv3n1IMb3atmaf5/Pz8drDvDYlw2Niq8ZnoHP5+eDVXkB52lVSj659TQGdIhum29CCAGAw+EgJyeHzMxM9PrWV838vWnu9TmWbCAzSkIIcQKZdJrffJPPSL2GDjFG8iptIcf7pLbuk8i2CkkAmw7U8Kd3VuI+uDRsW2EtP24t4R8X9uaigWkYDu6lSouJ4NzeSXh9fl75ZW/TsrJBGdFMn9qvXUNSYbW9obDF1iJiI7RcNSyDDrFGotowRBfV2FmVU8mWghrUSiXXnd6RCJ2Kx+duxeH2ATS9Fi2hVCo4t3citQ43ryzYw/sr9vPQ+G78+7J+zF6VR1mdkyEdY7h1VCc6xP62ZkyFEKKRzCgJIYQ4Zkv2lHHNf1cHNbS9+rQMHhzf7ZRYalVa62DqmyvYXxEc6LQqJQseGEX6EUsE3V4fpbUOauxudBoVMRFaoo1aKqxOcitsfLWhAKVSwQX9U8iINRLTyuV4ByptXP7WSgqq7QHH7x2XxQ0jMttkf1ZRjZ3r3lvNruLAUr9DOkYzdXA6D3+2Gb1Gyc/3jwoqHX80Lo+X0jonNXY3eo2KOJMWUODyeDHp1Bi08nmsEO1BZpSaJzNKQgghTppBGdF8dccInp+3i0351SSa9dwxpgtnZMWdEiEJGqrZhQpJ0LCXal+5NSgoaVRKUqONpB62UqysrmFvz7xth8rTzlyey0UDUnlsUo+j9pkKx+7y8MqCPUEhCeA/P+9hYp/kVgclv9/PD1uKg0ISwJrcKi7on0rHWCOPTexBwnGUCdeqVaRFG0kLWll3avwbEEKI1pCgJIQQfwA1djd1DjcKhYKYCA2GMD2VWsqoVdM3LYrX/jSQepcHjVJ5XP142tNRl0u0cD3F6pzKgJDU6IsNBZzfP4XR3RKO+d4Aqmxu5m4sDDs+b2sxXROb73NyNBX1Lj5anRd2/MetxfzvhmHERerQqlu+9K5Rjc1FQbWDL9bnU1nv4ry+yfRMtZAUKZ9wCyF++yQoCSHE75jb42NvmZVnv9vOsr0VaFQKJvdN4b6zuwbNphyPSIOm3ct3H69oY/i9VBqVgk7xR2+mWGNz8e7SnLDj7y7NYUjHGCKOo7y73+/H5fWFHa93hS9XfizC9TcC8Pr9xJg0x7Q/qVGN3cX/Vu7nhZ92Nx37YkMB3ZPMvHfdEJKj2rf4hRBCtDfpoySEEL9j+yttTHltGcv2VgDg9vr5YkMBl725gsIQS75+TxIi9bwwtS8aVXBxiCfP63lwP03zPD5/U2GHUOocnpCNclvCrNdwRlZc2PFxPRJxNxOkWiLaqOXigeErEF4xtAMRx1lcpLDaERCSGu0srmPWilzcXu9xXVcIIU4VEpSEEOJ3yub08Move3B6gt9sF9Y4WLa3/CTc1YnVPz2KH+45gyuGpNM9yczZPRL54s+nc0H/1BYVGrAYNJzdM3zJ7Il9kjAfZ7PgSIOGv07sgU4d/Kf49M6x7Cuz8u/5u8mrtB13w1aVUsGUAakh+1r1SY1kaMfAzUVur5eSWgclNY6jBp2vNxaEHZu9Ko8Kq+u47lkIIU4VsvROCCF+p2odHpbuCR+Gvt9SzAX9U9Ee8Ubd5fFSUutkS0ENVfUu+qdHkWwxENOCGZhTjVatokuCmacu6EW904NeowpqONsctUrJ5UPSmb1qP1U2d8BYvFnHxD7JrSpn3iXBxHd3n8Erv+xhyZ5yLAYNFw1MJT3ayMOfbcbl9fHhqjzm3nE6mXFHXyoYSkqUgY9vOY1vNxfy2bp81EolVw7rwNgeiSRZDu0lyq+y8cHK/Xy+viEAXTgglWuGZ4SthFdjDz/TVu/yBlVEFEKI3xoJSkII8TulUiqIMmqoqA/9yX68WcuRq9Kcbi/Lsyu47YN1ATNRo7rG89wlfUn8jW7S16lV6I6jWAFAeoyRL+8YwSsL9vDt5iIUCpjSP5U/j+lyzOW0j6RWKemSYGLahX04UGVj4a4yvttSxOb8mqZzauxupv+0m39d3Pe49kJBQ1i6aWQnLh6YhkJBUFnzgmo7l70ZWKb8rcX7+HZTIXNuP53UEPuNJvRJYnaYQhGjusZh0stbDCHEb5ssvRNCiN+peLOOG0d2Cjt+1WkZqFSBfwaKax3c/P7aoOV6i3aXMXtVHp5W7pk50Yqq7fyys4SXft7Nt5sLya+y4TuOPUUdYyN49sLeLHxwNL8+OJqnzu8VcjlbODanh/xKGznlVkrrHEHjRp2az9cXMO2HnQEhqdEPW4upsbuDjh9Nrd1NUbWdkhoHfr+fWJMuKCT5fH5+2FIUskx5YY2D7zYXhnzNuiaa6Zsa3INEp1by8LndMetPzSIfQgjRUhKUhBDid2xcjwTO6h5cvvr+s7NCvtFftLssbHGC95bnUGZ1tvk9tpd9ZVamvL6MG2au5d8/7+HO2RuY8J8lbC+qPa49PwaNmuQoA8kWA/pjqBJXUGXj0S+3MPqFhYx5YRFTZ6xgwY4S6hyBwUelCL+E71hX97k8XrYX1nDH7PWc8dyvTHx5Ca8t3EtxTXBIq7W7+aqZMuVfbSykOkRIS4zU89Y1g7l3bBaxEVp0aiXn9Ezk6ztH0vk4lwkKIf5Y/vnPf6JQKLj33nubPW/OnDl0794dvV5Pnz59+P7770/I/cm8uBBCtCOrw01htYMvN+RTVOPgnF5JDOjQsOfnREiI1PP8JX05UGlj/o5SjBolZ/dKIilSH7Ksd35V+Ep4tXYP3uOs8HaiVdY7uefjjZTUBga7OqeHG2au4as7R5yQn0FJjYNr/ruG7LJDDV/3V9i4cdZa/nfjUM7Iim86PrFPEm8syg55nfP6phBlDPx5OdxeimoczNtaTF6ljZFZcfRPjyIlysCuYisXvr6sKfRW1Lt4cf4eFu8u542rBhF/WM8rpVKBXhP+c1O9RoUqTFJLshi466wuXDG0Az78mHUaWXInxG+Mo96Nvc6Fy+5Ba1BjMGvRR7T/jPCaNWt488036du3b7PnLV++nCuuuIJp06Zx3nnnMXv2bKZMmcL69evp3bt3u96j/DYTQogW8Ho82GqrwQ+6CBNa/dH36tQ7PXyzqYhHv9zSdGzuxkLSYwx8dPNprd7f0lKxJh2xJh39O0Qf9dzTO8fy1uJ9Ice6JZpxuBuqop3qe5Uq611sKQhewgZQWuektNZ5QoLSntK6gJB0uL9/s52Pbj6tqVFvWrSRy4ak88maAwHnxZm03DsuK6AIhdPtZcmecm77YF1TeJ29Oo9ki57ZNw1j+k87Q84Mrt1fRU65NSAoRRo0XHd6R9bkVoW8z+tP74ilmV5ZKpWSRMup/e9BCBGatdLBL//byYEdlU3H0nvEcNbV3THFtN9/11arlSuvvJK3336bZ599ttlzX3rpJc4991weeughAJ555hnmz5/Pq6++yowZM9rtHkGW3gkhxFHVlpex9OP3mfXgHfz3nlv4acZLVBbm4/M1Xz65tNbBY3O3BB0/UGnnxZ92Y3e3TUPR5nh9fpxub4uXmnVPMpMRGzrA3Ta6MzfOWsvFbyxnT0ld2Gs43V5cIUqSn0hOd/PP31xvpLa0Yl9l2LE9pVbs7kP/hqIjtDw8vhvv3zCUUV0bZof+cm535v55BBmxEQGPLa1zcufs9UEzfEU1Dp7+djudE8xhn/fnHaUUVtv5aFUeH6zcz97SOgZ2iGZ0t/igc8/MimNoZkxLv10hxG+Io94dFJIADuyo5Jf/7cRRf+z7IlvqjjvuYNKkSYwbN+6o565YsSLovPHjx7NixYr2ur0mMqMkhBDNqKso57NnH6eq6FDPmF0rlpCzcS1XTfsP0cnhm3ku3lMetkTyN5sLeeCcrqRGt8+vYZvLQ0GVnY9W57GvrJ5hmTFM6ptCarQh7DIqaFhK9eFNw/jHdzuYt60Ynx/Sog3cdVYWK7Ir2F9hA+DKd1YFLV8rrnGwNreSz9bnY9SouGZ4R7ISTcSadCGfq6zOQWG1g7xKG6lRBlKjDW02U2UxajBqVdhcwWFWoWioAncipISZacmMi+CqYR3w+v2U1DpIMOtQKBTEmnSc2TWewRnRuLw+zHpNyJ/XtsKakP2xoGGf2Z+GduDdpTkhxw0aFXfOXs/6vOqmYzeNzOT/LuxNTrmN2av246ehGW33JDPxZpktEuL3yF7nCgpJjQ7sqMRe52qXJXgff/wx69evZ82aNS06v7i4mMTExIBjiYmJFBcXt/m9HUmCkhBCNKNg5/aAkNTIZbez+uvPGXv9rai1oYNAbTNVytxeP95Wbvexuz2U1TqpdXgwalXERmixGLW4PF4W7y7jzx+up3HCYeHuMl79dS+f3Dqc3qmWZq+bFm3k+Uv68sA53dhdUkdVvYtZy3PZXlTbdE5pnZPc8vqmoFRUbee6mavZVXxomdn3W4u5cEAqf53Ug7gjwtKBShs3zFzDntJD53eIMTLrhiHH3S/ocAlmHXePzeKfP+wMGrtsUDqxJ6gn1MisONRKRcAyuGtP70if1EjeXpzDM9/tIMGs47ZRnRjVNR6720e8SYteo2p4jN8PBAel2mZ6GPn9NFtGvH96FK/+ujfg2DtLcxiZFcfobgmc1ikGP6BWyqITIX7PXM38HmnJ+PE4cOAA99xzD/Pnz0ffgiXsJ5v8FhRCiMNYKyspz8+jsjAfu7WOHUsXhj03e+0qHNbQ+08AzugaF3asb5oF03H2xAEoq3Py3I+7GPviIs57ZSlnTV/EbR+sI7/KRrnVyb2fbOTILSr1Li8PfLqJ8rqjV64z6TX4/X7+/OF6/jp3a0BIapRX2TC75PX5+Xx9fkBIavTlhoKgPTpVNhf3fboxICQ1Xu+W99dR1oL7OxqtWsWlg9N47pK+JB2cpYoyavjLud14YHw3Ik9Q6eqkSD1vXTMI7cEy7IMzoukYa+TBOZvZdXD5Ymmdk79/u4OXFuzlq42FXPLmCvaWWXn22+28/Mte8qtsQdftlx4+7KZFG0iLNtA5PiJo7OHx3fhha3HIohyvL8ym1u5GpVS2KiSV1TkprLZTUhtcYU8IcerQGpr/G3S08eOxbt06SktLGThwIGq1GrVazaJFi3j55ZdRq9V4vcGrAJKSkigpKQk4VlJSQlJSUpvf35FkRkkIIQC300HBzu3Mf/s1assafiEPuWAqWmP4ggtagwFFMyWd06KNnNEljiV7ywOOq5QKnj6/FzERxzer4fL4eG9ZDu8tyw04vmJfJTfOXMt/Lu+P47A9OskWPf3To3B7fazIrqDK5moqINAco06FWaemLsx+ni4H98FU1Dv5aPWBkOcAfLgyj0EZ0U1vviusLtaGKRywp9RKRb0zoNjA8YqJ0DF1UBpnZsXj9HjRqpUkmHRBvaPak06jYkTnOH5+YBQbD1STFmXg5vfXhjz3602FvHfdEN5duo9r3l3NJ7cO57xXljJ7dR5f3H466YeVc08w65nYJ4nvtwQvPfn7+b3IiI3gw5tOY1thDT9uLSberOP8finM317Cp2tD/6wqrE5creiTVVXvYkV2Bc//tIuc8npSLHruGdeVcT0SmpZf+v1+imsc5FXZKKt10ineRGKkLuzyTCFE+zGYtaT3iAm5/C69RwwGc9vPvI8dO5YtWwL37l5//fV0796dv/zlL6hUwa0Xhg8fzoIFCwJKiM+fP5/hw4e3+f0dSYKSEEIAlQX5fD7tbxy+qWjz/O8559a72BlmVqnfuAkYo8JXkosz6Xjh0n7M3VDAf5flUFXvZlinGP5ybne6JBz/8rLSOkdQSGq0q6SOWocbnVqJRqXkb5N74vX7WbanHJNey/NT+zW7R+lwCWY9t47qxAs/7Q4a6xwfQXp0w7I7v49mizc43F52FdWSFGUgNkKH1dH8BuHmliweK4VCQdJJrsim06joEGOkQ4yRnUW1VNS7wp57oMpGTISWcquLVTkVjOwSx9K95byzZB9/ndQTrboh5EVHaHnq/F4M6BDNW4v2UWZ10ifVwkPju9Ep3ojH6yPJoifJomdsj4a1/V6vj++3hl/TP7xTLObjLO3t8nj5YkMBz3y7velYYY2Dv3y+mdvO7MTdY7MwaFXsKKrjmv+uotx66DUY2jGGl67of8JK5gshGugjNJx1dffQVe+u6d4u+5PMZnNQSe+IiAhiY2Objl9zzTWkpqYybdo0AO655x5GjRrF9OnTmTRpEh9//DFr167lrbfeavP7O5IEJSHEH57TVs+yTz/gyMoLTls9Ffl59Dt7IpvmBza3S87qTsf+g5qdUYKGppw3n9GJKQNS8fn8ROjUIfsXHYt6pzegWtqRCqvsxJm0/G1yL17+ZQ9bCw4tm5uzNp/rR3Tk7rOyiD7KjJZGpeTyoR2wuby8uzSnqXjAsMwYXpjaj4SDS9qiI7RM6JPE+yv2h7zOqK7x3Pbhev40tAPDO8dS4/AE7ds5XFvMJp2qGoNOOBE6dVPFvq0FtQzNjGbp3nK+3lTI7aO7BIS+BLOeC/unkhplwO+H7DIrj36xhcp6F+9dP4RBHaLRHPZ8KpWSSwal8d7SnKBZQr1GyY0jM9GpW9ZI1+P1Uetwo1EpMes1lNY5mf7TrpDnvr00hz8N64BapeTqd1cFBcXVuZU8P28Xz17QG2MrlqMKIY6dKUbPOTf1Oil9lMLJy8tDedjy39NPP53Zs2fz+OOP89hjj5GVlcXcuXPbvYcSSFASQgjcDgfF2XtCji3/7CPOueUuLn7sGXavXIrH7SKjT3+8bjdKdct+hSqViqNWc/MefONpd/uoqHcRqVcTZ9KF3JRv0KrQqBS4w1SDSIsx8sA53VifVxUQkhq9tyyXC/qnHDUoQcOs2N1js7hiaAdq7G4MB4tGRBkPPVarVnLTyEy+2VRIlS1wNqhXSiR6jYqCKju9Uixc/tZKpvRP5cIBqcxZlx/0fBN7JxET8fsNStERWgZlRLNuf/DSQ5NOjUGjagoxWQkmCqobGgCHmgV0ery8/MuekAH1uvdWM/++UQHL9QDSogx8dvvp/O3rraw8WLp8QIconr2gd9C5ofj9fg5U2fl0zQF+2VmKxaDh5jMySYzUc9dZXegcb2ooVOLz8dGaA6zIrsDr81NqdeI6+G87lK83FnLvuK50kKAkxAmnj9Cc1GC0cOHCZr8GmDp1KlOnTj0xN3QY+Y0khPjDU6rVmKJjsNeGaFDq91OcvQeFUom1sgKVWs2S2TNJ69WHrqeNaPVz25weDlTZ+GBlHvsr6umZEslpnWL56xeb6ZYUyYPjuwWFrHizlksGpvHRmuC9JmnRBtKjjSRb9Dw/L/Qn/ACzV+YRb9Jhc3mJjtAGVaU7nF6jIj3GSHoz30d6jJGv7hzBf5fm8sPWIvQaFZP7pdA7xcJDczYxskscv+4qxeH28enaAzx/ST90GhWfrTuAw+1De3C2455xWc02N/2tizZqef6Svlz25krKrIeKVmhVSv7vwt68s6ShpLdeo2RM9wQueHUZAJcMTCPWFPi6lNc5w+43crh9bMqvDgo/SqWCbklmZlw1iBq7G78fLAZNi0IzQE55PRe+vpyaw5ZHltQ6eOWKAXy7uYhthQ3BPMqo4Y4xXeiZHMm7S3MwadVsrwgO7Y08B/t9CSHEqUSCkhDiD88YaWHolKl899JzwYMKBZ0GDkGhUpGzcS36CBODzptCn7POQW8K39SzJZxuLz/vLOWejzc0rfpbvKec/63Yz0tXDOBvX23jhXm7eOr8XgEzSwaNmnvP7kpFvYufth+qBJQZF8G71w4myaKnuMZBvSt8addap4d//biLrzcV0iXBxPSp/eiVEon6OAsdKBQKOsREcNuoTmTEGnF5fPy8o4RXf2koQ90xLoIdByvn+fzw0GebmNQnmRcv7Y/f3xAM+qRampbznUwV1oaS6yqlgmijBvMxVMgrrLazrbCGTQdq6JJgYlBGNClRgb2rOsWbmHvn6azfX82qnApSo4x0TzLz9pJ9rM+rIt6sY/rUfizeU4bL6yMt2sDVwzPQHLHJ2eX1BxTtOFJRdfiqc1HGwFnBlrA63Tw3b1dASAJ4dGJ3rv7vaioPmy2qtrn5x3c7eP6SvgzOiMZi1DS7Ly9Sr8aolbckQohTi/xWEkIIIDo5lb7jzmXzgnlNe5VUajVnXnUDO5cvZtDEC7jx5XdQqdVEREWjDFGZ51iV1jl5aM6moKa09S4v03/axdXDM3h+3i7uPKtL0BK8xEg9z13Sl7/UuyitdWAxaIgz6ZqChsWoZlz3RL7YENwDCmBklzjeXJwNwN5SK5e+uYIf7z2j1T2MInRqlu4tZ8GO0oDjFVZXQJNXnx++2VzEN5uLABiaGc3b1wxp1XO3lsPtZWtBDY/P3crO4joUChjdNZ4nJ/ciMy641PaR9pVZueytlQHlzY1aFbNvGkbftCiUh4Wl1CgjqVFGJvdLocLqpLTOyY0jM7ljTBfizTq2FVTz07YSnrmgF2N7JIZskGvUqkiLNpBfZQ95P/3To479RWhGjd3DT9sCi0F0jjexv8IWEJIO9/aSfbz6p4EkRerRKJX0S7OwKT945vbOs7qQGPn7XXIphPhtkj5KQggBqFRqlEoVF/7lb4y57hbOvvlOJt/3KLmb1rNn1TIMZjNRiUmYY+PaJCRBwxtrZ5hqcTuK6siMi8Dr81PrCD0zFGXU0jnexPDOcfRMCZyNMWjU3HVWFyK0wffaLdFMhE7NgcpDb7CdHh+zV+Xh9vqotrnYV2Zld3EdxTUO/EcmuWaY9Roem9CDyCOqpy3YWcKlg8Iv3rv7rJO/5K4x6Owsbuhv5PfDr7vKuHTGCgpC9DI6XGV9Q++qI3tA2Vxebpy1ttmeQrEmHT2SIxnbI5ERXeLommhmfK9k3rtuCFedlhEyJEFDWH50QveQY92TzGTEHn3P0bE6snhJhxgjuw6+XqHsLrESoVWjUCiIM+t446pBTOydRGNmNOvUPDKhOxcPTDvu2UwhhGgvMqMkhBBARFQUFQUH2Dj/e0zRMXg9nqY9S4MnX0REVEybP2e4kNTI5/ejUIBJ13ww8/p8+PwNVeoO1yE2gq/vGsnLC/bw8/YSDFoVF/RPZXjnWO7/dGPQddbkVlFQZefBzzY19TlKjNTx9Pm9GNElrsVL0DrFR/Dt3WfwyZo8Fu4qI8qo4ZYzOpEZb+Tfl/Xnkc83N33vKqWC+8/uSu/U8A1UT4Q6h5sX5+8O2Yi1zOpk8Z5yrhjaIezjq+rdbA4xUwJQUe+iqNZBcpjAE0pLq7+NzIrnpcv783/f76Ck1olaqWBin2QemdC9zZcxRhk0nNMzkR8OKzFebnU22/w2xaJHozoUrlKiDDw3tS9/mdAdh9uLSachIVIX9G9XCCFOBRKUhBACMERamHDH/Sz64L/sXrkUv8+HWqNlwITJDJo0BbW27RvvdU00o1Q0LEM7UmqUgWqbm7O6JRAbpgpcVb2LfeX1fLhyP7UON1MGpDIoI7qpH41KqaBzvIlpF/bhkQnd8fn8fLhyPze/vzZouR9AerSB95blBDSDLal1ctsH6/no5mEM7xzXou+rYb+SkfvGdeXGkZ3QqpSYDs4wTeidxOCMaHLK6/H4fHSON4Wt7nci1Tu9rM4NbrrY6JedpUwdFH7Ww+lpvhCBNcysYGtZDBrO75fCsMwY6l1eNCoFcRG6dimzHaFT8/C53Vixr4Lqg9UNtxTUcP/ZXdGplSGD/11js4LKvZt0Gky632/BDiHE74cEJSGEOMgcG8c5t9zFyMuuxu10oDUYiYiKbpeQBBBn0nLHmC68crDgQSOFAu4/uyurcyt4ZkrvkH2XqupdvLRgNzOXHyoN/fOOUjrHR/C/G4cFLNcy6tRNb5zP7JbA64v2hbyfK0/L4KZZa0OOTfthJzOvH0pMC6ujAahVyqDzmyroHaUUtd/vp7jGwf4KG2VWJ10STCSYdcQ2U52vNVRKBfEmHbX2wEATE6HF4/MFFWQ4ksWgxaRTY3UGByKFghaV3j5eDU11T0yz1o6xEXxz50g+X5fP/B0lRBk1mPVqZl4/hNs+WN9U6EGhgGuHd+TsnolH7TUmhBCnKglKQghxGK3BgNZwYt50mvQarh+RSf/0KF5esIfCGgd9Ui3cMaYzMUYtY7onhA0mB6psASGpUXZZPR+s3M99Z3cNuZype5KZR87txvM/HVpmplEpeOr8XuRV1Id8ow+wtaDmhJVv9vn8bC+q5ZojKqmN6BzL9Ev7BzRdLatzUFLrpNzqJNmiJ96sO64+TPFmHbeO6szDn20G4NLB6UzonURhtR2NWsnADlG4PD50mtDLIBMitdx/Tlf+/s32oLHLBqUTZ2qfsN2W3F4vZXUuXB4feo2SxEh9UMhRKBSkxxi5bkRHLhiQCn6IitBg1qn54Z4zKKi2U+/00DE2gliT9pgqBgohxKlGgpIQQpxEMRFaxvZIZGCHaFweH0adqkVvLuesDW7W2uij1XlcM7xjQKBoFGXUcvXwjkzsk8zO4jqUSgVdE83Em7TMChG8GiVbmp9RaUtFNXaufGdVUBnqZdkVvLxgN09O7oVeoyK3op4bZ64lu8zadM7QzBj+c1n/sAUQmnNWt3im9E+hU7yJGrubG2etaVoWqVMrmX5pP87qloBeo6KkzoHN5UWnVhJn0qHXqLhwQCoxRi3Pz9tFQbWdmAgtt43qzEUDU0/5wFBa6+D9FbnMXL4fq9NDglnHA+d05eyeSQFh3e/3s6+snme+3c6iPWX4/Q0Na5+5oDfdEs3H9boLIcSpSoKSEEK0ks/rpa6ijAPbt1JVVEByVjcSM7tgjm3Znh4goOGnraYah7UOP2AwmTFaooLOrw8z8wMNzUb9hK9UF6FTo9eoMGhV+PwQE6FBo1IxvncSL/y0C0+ITVN/HtM5aK9Je9lbag0KSY0+X1/A7aO7oNMog0ISwOqcSp76ehvTL+13zOEkzqzn6fN7sSqnklv+ty5gzOnxcddHG1hw/yjW5FbywrzdlFmd6NQNjXLvOqsLSRYDUwY0FMtweXyoVQoSzPoTFjCPV7XNxdPfbuO7zYeKNJTWOfnL51uod3q5engGaqUCt9dPjc3F1BnLqbQd+vlsyKvm4jeW8/09Z9A5vnXl5YUQ4lQiQUkIIVrB5/NStHc3nz37OB7XodLQpuhYLv3bNKKTU1p8La/HQ9n+HObNeInyvFwAYlLTGX/b3SRmdkGlOfTGf8qA1LA9ks7plYilmZBQVGPny/UFfLzmAB6vj/P7pXDV8AxSLHreuXYwt3+wHvthy+wuH5LO+F5JJ2yvSWEzjVKdHh9Oj49ahzsoJDWav6OEcqvruGZxfH547de9IcdO6xTLLztLefa7HQH38+GqPLLLrLz2p4HEmnQkngJNc49FudUVEJIOt3xvOWdkxfHNpiK2FtbQPdnMi5f1542F2azKOVT8wunxMWNhNn+/oBcGaRwrhGjGU089xdNPPx1wrFu3buzcuTPsY+bMmcMTTzxBbm4uWVlZ/Otf/2LixIntfasSlIQQojWslZXM/dfTASEJwFpVwY9v/IcpDz2BwWxu0bVqy0r55KlHAq5VWXCAT59+lKufe4XY1EN9iLolmRnYIYr1edUB1zDp1NwzNits1bOiGjvXvLuaPaWHQsaMxfv4YkMBX9x+Oqd3iWX+/WeSXWbF6vDQPSmSOLPuhPY46pYc/vWKidASoVVRWB26ySo09D+yuY6vypzL66OwJnRQmzoojWe+Dd6DBLByXyXFtY52KzbRnnLK60Me75USyQUDUpn08lJc3oaKdr/sLOVddQ4vXtqfapubXSWHeiit2FdBncPT5kGp1u6msr5h75RJryYx8tSfpRPit8RhrcNWU4PTVo8uIgJjpAW9qWV/t45Xr169+Pnnn5u+VqvD/95Yvnw5V1xxBdOmTeO8885j9uzZTJkyhfXr19O7d+92vU8JSkKIU5bH7cJRV4dCocBoiUKhPPV6rdSWleKoDz2zUbhrO/a6mhYFJa/Hw6b5PwQFrsaxdd/O5azrb22qwJcYqeeNKwfx9eZC3l+Ri83pZWyPBG4f3YW4CC27S+r4cWsxtQ43Z/dIpFN8BPFmPSv3VQSEpEaldU4+WXuAe8ZmkRZtJC26/aq0HU16tIEeyWZ2FAU3Mr13XBYJkXrqmim3rVEpMB9n+ekIrZo+KZH8sqssaEynVlFlC70kEGB3cR29Uk5uP6jjEW0M/VrdODKTp7/Z1hSSGjk9Pp75djv3n9O1qfgFNITYtu6HlF9p44mvtrJwd8N+qGijhofP7c6E3klEGU/9AhlCnOrqKsqYN+Nl9m/e0HSsY7+BnHPrXZhj49vtedVqNUlJSS0696WXXuLcc8/loYceAuCZZ55h/vz5vPrqq8yYMaPd7hEkKAkhTkF+v5+akmLWfTeXPauXo9Zq6XfOJHqMGIUpJvZk314AZ5iQ1MjrDv/GGsBaVYm1shy/Hwp2bgt7XuHuHbjstoBS5YkWPTeOyOSC/in4fBBl1ODy+Ph4zQH+8f2h5WHvLMlhcEY0r1wxgM+aKQLx9aZCrhne8YTtRQon3qznnWuH8PdvtjF/ewk+P0Qa1Nwztivn9U1uKOVt1nJapxhW7gvufXT5kA7ERx7fm2iTXs19Z3fl14NvzA+nVSvC9r0CiDvJr9vxSo0yEBuhpeKwCoPQsJet3OoK+ZjiWgdRR8wy3j66c8Beu9YqqXVw9X9XB8x4VdncPPrFFgwaFVMGpLbZcwnxR+Sw1gWFJIDcTev56c1XmHT3Q+02s7Rnzx5SUlLQ6/UMHz6cadOm0aFD6KbeK1as4P777w84Nn78eObOndsu93Y4CUpCiFNOdUkxs/96Pw7roRmFxR/8l13LlzDlocdPqbAUnRL+zZo+woQuIvzm9qriQr7851NUFRXSe8zZDd9XduhzTTFxqDTBb0KVyoaCAY1yK+oDQlKjtfur+GxdPn3TLSzLrgj5HFqVklNlRVNqlIHpU/tTUe/E4fZh0qtINOubGr5GR+j496X9eeqbbfy0vQS/v2Em6YqhHbhzTBcMmuP/89Y5wcR71w3hsS+2NC3D655kpnO8iXN7JfH91uD9PJEGNZ3iIo77OVvD5fVSWutkT0kd1XYPvVIiSTDrWjzjkhip573rh3Dl26uoa6ZIyJG8hyXJy4ekM6RjzDHfe3OyS61hlwU+9+NOhneKJTFEZUchRMvYamqCQlKj3E3rsdXUtEtQGjZsGDNnzqRbt24UFRXx9NNPc8YZZ7B161bMIVZgFBcXk5iYGHAsMTGR4uLQeyvbkgQlIcQpxeNysfbrzwJCUqOSfXsoydl7SgUloyWKnmeexfbFvwSNnfGnazFFh37zWF9dxdzn/k5VUSEAe1Yt55xb72bvmhUhzx825RJ0xqMvh/t8XegCDwDvr9jPrBuG8MbC0A1nrx6ecUwNZdubSa/GpA//Zyo5ysALU/tRYXVR7/Jg1muIN2tbFZIAjFo1o7sl8OWfR1Btd6FSKok2aog16Xj8vJ7kVNQHLAs069S8f8OwE9b09XBOt5eV+yq49YN1ONyHlshN7pfMk+f1atHsoFKpoHeKhR/uPYOtBTXkVtjok2ohJUqPXqMMuG6jCK2K1CgDT57XkxFdYkmM1Lf5UrhN+dVhxwprHNg9J6avlxC/V05b6A8imsbtzY8frwkTJjT9/759+zJs2DAyMjL49NNPufHGG9vlOY+XBCUhxCnFbq1jz+rQYQFg68Kfyew/GKUqdOPPE00fYeLMK68nNq0Da7/5AntdLZbEJM644loy+vQPe5/11VVUFhxaBue01ZO/cxunT72SFZ9/hN/X8OY0pWsPzrjyejQ6HeUH8jCYzURERYe9nwpr8B6nRjV2NyadmrN7JjJ/e0nAWL80C+f0PHGV7Y7G5fHh9vowalXN3pNZr2m3HkWJFn3QjEVKlIH3bxhKXqWdbYU1pEQZ6JFkJqkN+kw5PV4qrS58fj8mnRpLC4JHca2DG2etDSrp/s2mInqnWOiXHoVWrSTFom82yCmViqC9aU63l8cm9uDJr4KXhD5xXk+6J5vpmxbV8m/wGKXHhP9gIEKrQtvG+6GE+KPRGZufBdcZTswseVRUFF27dmXv3tAVR5OSkigpCfybVVJS0uI9Tq0hQUkIcUpRKBQBZbCPpNHp4RR5M98oIiqawZMvpPuIUbjsNjxuN0ZzZMO9hmGvqw06tuGHr+l++plMefhJXHYbEdGx1FdW8PX0f2CvrQEayoVPvOtB4jM6olQGh7AJfZLClg0fmRVLdISW/7uwD9cMz+B/K/fj9vi5fGg6/dKjSDoFylpX21zkVtiYuSyHkjonY7sncG7vpBYXl7A5PZTUOpi/o4TSOiejuyWQlWA6ppLdHq+PKpsbhQJiI7RBQS3erCferGdQRvjAeqwKq+28sSibOWsP4HD7GJYZzRPn9aJrogmtOvyHAgt2lIbsewXw9pJ9PDi+G498voXUKAOzbhhCl4SWL6PRaVRM6J1ERmwE/5m/m5yKejrHm3jgnK70TrGgbecPK/qnR2HUqrC5gmeOrjotg3jzqTP7KcRvkdFioWO/geRuWh801rHfQIyWE1Ocxmq1kp2dzdVXXx1yfPjw4SxYsIB777236dj8+fMZPnx4u9+bBCUhxCnFGGmh77hzWf7phyHH+42bgPKUrH5Xxrw3XiJ/xxagIdANu/BS+owdjzEy+I+NKTr08sGdyxeze9VybnzlbWrLSvnu5ecCxisLDvDJU49wzXOvEJUY+Gmas76e7vEGOsebgnoMaVQKHhrf/eAMDMSb4xmWGYvf70enOTVm52odbj5clcfz83Y1HVuRXcHrC7P57LbhdDpKM1Oby8OP24p5YM6mpkIM7yzJoXuSmf9eN4SUqKMvjcuvsvHJmgN8s6kQjUrJVadlML5XEkntuBemuMbO1e+uIrvs0DKXVTlVTHltGV/8+XSsDg/5VXa6JZlJjTIEFI3IrQi/NKbc6mqq/ldQ3VAW/os/n96iJYL1Tg855fW8+steqmwurhiaTv/0aKIiNAF74tpTUqSeD24cxnUzV1NrP7R36qzuCdwwMhPNKTKrLMRvld5k5pxb7+KnN18JCEuNVe/aq5DDgw8+yOTJk8nIyKCwsJC//e1vqFQqrrjiCgCuueYaUlNTmTZtGgD33HMPo0aNYvr06UyaNImPP/6YtWvX8tZbb7XL/R1OgpIQ4pRir6uj08Ah7FqxlIoD+wPGeo0+O6CBa31NNY66WnxeL3qzGVN07ElZOmatrODzfzxBdUlR0zG308HSj99HazDQ75yJQbM/RouFjL4D2b/50B+n+IxMBp13IaaoGJw2G0s/fj/k87kddvauXsHgyRc2HauvrmLZJx+wd+1K/n3343yyw8TnW0pxuH2c3jmWv07qQef4wGUUWvXxB87yOicF1XbW7a8izqRlQIdoEiN1zc5+HE1ZnTMgJDWqrHfxf9/v4N+X9W92mV1JrTMgJDXaWVzHjEXZPD6pZ7Pfc36VjYteX05p3aHli3/7ehufrzvA29cOaZqVqrG7qbA2fP8Wg4YEs65V+5O2FtYGhKRGHp+ff/24k57JFt5e0rCvrG9qJDOuHtwU+k7rFMv7K/YHPRagZ3IkeZWHrltY46CwxnHUe/X6/CzdW85tH6xrei0bm8tOn9qPyf2SW/Vzbim1Skm/9Ch+uOdMcsvrqap3kZVoIt6sP6X20gnxW2aOjWfS3Q819FGy16MzRGC0tG8fpfz8fK644goqKiqIj49n5MiRrFy5kvj4hnLkeXl5AR+Inn766cyePZvHH3+cxx57jKysLObOndvuPZRAgpIQ4hTg9/upLSslb/tmlEoVC2e+xVk33IbDaiV30zrUWh1ZQ08nqXMWWqMRn89LWW4OP7z2IhX5eQBERMdw9k13kN67L1r9id1UX1VcGBCSDrfi84/pMmQ45ti4gOMGcyTjb7ubxR+8x66VS0jr0Zt+Z0/kl/dmYKup5pxb76I8Lzfsc+bv3MqACZNRqdX4fF62L/6FLb/MA2DBtEcYMnQkUyaNQaXRktaxAwmxLVtCUVhtZ+OBapbuKScj1sg5vZJIsegDZp2Kaxzc9dF61uRWNR3TqpS8dc0gTu8ce9xvopfuKQ87tmBnKdU2d7NBaeGu0qCQ1OjTtQe4bVTnsLNKbq+XD1buDwhJjTYX1LLxQDXjeyVRWufg2W938PWmwqbxZIue/143hO5J5uMK6vNCVNFrtGpfJZcNPtRoeHNBLdO+38E/L+5LhE5N/4NLJotrg5vk3nJmJ6bPDwyepbXh97A1Kql18JfPN4d8LZ/4aivDOsWcsD5bKqWC1CgDqS2YDRRCHB+9ydzuDWYP9/HHHzc7vnDhwqBjU6dOZerUqe10R+GdeutXhBB/OJUFB/jgkXuwVVez9psvcNRb+f6VF9jw49cYzJEoVSp+eW8GO5YuZOlH71O+P5dPnnqkKSQB1FdVMveFZ6nMP3DC779sf07YMXttDW5n6Den5tg4zr7lTm7495ucdf2t/PDqC9hqqoGGGSJLfGLIxwHEpWWgOtjJvL6qijVff9405vN6yV6xiMX/fopfn3uMih2bWvR95JbXc9Hry/nzh+uZvTqPaT/sZNyLi1i6txzXwQpjLo+Xd5buCwhJAC6vj5vfX0txzdHfiIfj8gRXV2vk94MvXAo6qCJMzx8Ah9uHN1wDJKCy3s03m0KHXYCPVx+g3unmvaU5ASEJoKjGwZXvrKKoJjistERzlekiDRps7sA9Ot9vLaaivuF1Toky8PGtp3FG1qEgnhSp5/8u7M2qnAoOVNoDHpsRe/SAU1nvojpMY12byxsyTAohxO+RBCUhxEnlsNbx8zuv46i3Yo6JparoUCGCqqJCti1awM5li7DX1VJ+YD8avZ6dyxfjdoZ4U+r3s/TTD45a8rStRSUmhx3T6PTNFqfQGgxEJSWzZ/VyvJ5D+zC2L/6FvuMmhHyMQqmk56izmr72ejwhi0M0qiw8enistbt58uttQTMTXp+fP3+4npKDMxHlVhezV+WFugRur58V+8LPCh3NyKy4sGODMqKxGJqvbndm1/CP75NqIUIXfqZLAc1WrdOoFdQ7vcwKs8ytst7F7pLgkvYtMaV/+F5cFw9M47vNgQHO6/MHlOzuGBvBq38ayMIHRzPv3jP592X9+XjNAT5aHfhzH5wRTUILyoUfbVJMeYoVUxFCiPYiQUkIcVLZrXXk79gKQF1FOTEpaWHPjUlJQ6VWU9bMkrSy3H24HMf3yf7xiuuQEXbZQr/xkzA1U84bGoJOSfaegGNVRYU4rHUMnHgBisPWamsNBqY8/CSRcQlNx9QaDebY+LDXT+qcddTvocrmYsmespBjTo+PHUUNQczj84WsQtaoqPr4X/ukSD2XDAwMDTERWvqkRvKPKb2P2qcnMy6C/ulRQceVCvjb5J7ERIQPCbEmHZcPSQ87ftWwDOxub7Pfe26Y5qhHkxyl56nzewUdH5AexeCO0SzdGxg+o4waTLrAlfMWg4aOcRF0SzLTJcHEGVlx6DUN/26UCpjYO4mXrxhArOnoQSkmQkt8mPMi9eoWhS0hhPg9kD1KQoiTxuNy4XEdWi61deHPDL3gEn568+Wgc9U6HSldu7Pxp++JjAsfCsxx8aibmcFpD+bYeKY+8Q+++OdT1FdVNh3PGjaCwRMvaHZGCUClVpPUpRvZ61ajVKnxeRtmlpZ+/D69Ro3lkr8+g9fjQaPTExkfT0RUTNOyOwBTTCwjLruKH1//d9C1I6JjiM/odNTvwe31hd3fA1DjaFiKZdCoQ1bVazSsU+gGuy0RHaHlkYk9GN09ga82FnDxwDQ8Pj9ldU4q610U1ziarT4Xb9Yz46pBzFyewwcr87A6PQzoEMUTk3rSI7n59fcqpYILB6Ty5cYC9pQEfm/jeiTQIzkSt9dHtFFDVZhlad2SIo/9m6ahF9TFA1MZ2SWOn7YVU2N3M6ZbAuX1Tu79eGPQz+XecVkkNhNW4s067hnblSuGdsDq8GDQqog1aTHpWvbfRaJZz4uX9eP699YElB5XKuCFqf0kKAkh/jAUfv9RFn3/xtXW1mKxWKipqSEy8vj+iAkhmufzeqktLyNn4zrKcveRnNWNDr37ERkXHzAbcrj6qipWf/0ZloRENs3/gcqChmVCQ6dMRa3Rsvrrz/Ac3Ntjjo1jzHW3subrzynZt5cLHvwrc597Br8/eE/LxDsfpKq4kE6DhmKJT8RgPjEbVP1+P9bKCqyVFTjq64iMTyTCEtXiDbLVxUVUFRXgqLei1Ruoq6xg9VdzqCsvY/J9j9Ch70D0xvD7S+x1tWxb/AvLP/0Qt6NhX0pi5ywm3vkgMSnhl3Y1Kql1cPEby8mvsoccn3fvmXRLavheFu4q5br31gSd0zXRxP9uHHZMPYvC2VVcx1XvrqLssP0wqVEGPrhpGJlxzTdBdHu9lNc1NG41atVEt6BCmtfnQ4GCMquD5dkVzFmbj1at5LrTO9IrJZJ4sx6vz8/M5bk88+32oMenxxiYc+vpbVpGvLjGzvPzdvP1pgLcXj/RRg33jevKef2Sm50dawsOt5f8Khuzlu9nW2ENWYlmbhjRkfQYI0atfMYqxMnmcDjIyckhMzMTvf7k98A71TT3+hxLNpCgJIRoFb/fT/HeXXz6zF+bgg2A1mDksqf+SULH4NkMp83GrzPfZNuiBUQlpTDy8qv57uXn8fsagk/nwcPoNWocaq0WvclEeV4ua7+d2xSmsoaNoGPfAfz6/ttNz6lQKhk48QJ0xgiWf/oBAIMnX8TQCy7BYD61/9uvr6pk4QfvsnPZYhqnD6KSUhh7w23UlBRTWVRAv3MmEpPcfODxejzUV1Vit9ah1moxmC0Yj+H33s87Srhp1tqg4+f1TeaZC3o3BY46h5tVOZX8/Zvt5FXa0KgUnN8vhQfO6daiXkVHU1rr4NI3V5BbYQsa65USyfs3DG3RErKWPtf2olo+XXsAjUrJFUM60CXRhEGjQqlsmEE7XIXVyf9W7mfGouymfUKDO0YzfWo/MmLbvou9zeWhwurC6fFi1KpJjNQ3u5eqrbk8XhxuH3qNqlXl5IUQbUuCUvPaKijJx0JCiFaxVlbw1Qv/CAhJAC67jW/+/U8uf/pfRByxR8dWW832xb8CUF1cyLaFC5jy8JNs+ul7irN3U1tWis/rITGzB36fj8Uf/LcpJAHsWbUMj9vF1f98CWtlBfa6WjR6A7tXLGHdt182nbf2my/oetrIUzooedxu1n43l51LFwUcry4uZN4bL3HOrXfx87uv0/OMMUe9lkqtJjI+gcj4hKOeG8ppmTF8fMtp/OO7HWwpqCHerOOWMzsxpX9qwKyMWa9hXI9E+qZaqHd5UCuVxJm01Lu8lFudRBu1rXozX17vChmSALYV1lJR7yLWpKO0zkFOWT2Ld5cRa9Ixpns8iZH6Fs94lNQ6uGv2BlbnHlou+dXGQib2SeLv5/cOaOzaKNak4/ZRnblkUBo1djd6jYqYCC3RR9k/dbyMWjXGmJP3p1qrVp2QnklCCHEqkqAkhGgVW0019dVVIceqiwux1dWiNRiw19bi8/nQGY247PaAZXM5G9dSsGs7Pc4YTcd+A0nv1Ye49Iym8Un3PMye1SvY8MM3uBx2Og8axuDJFxKVkITWYOSzZ5+gIj90NbLNC34kqXPWSWlE2xK26io2/vRdyDFrVQW2uloMkRZ0xrafrTiSSa/htE6xzLphCA63D6VSQYJJhzJM6Ek4uMSuqMbOR2sO8PHqPLw+uHhgKlMGpB737JLN6Wl23OH2Ulxj55b317K54FC1v2e+a2iIem6vJIwHix24PT5K65wU19rxeP2kRBmIM+swaFT8uqs0ICQ1+n5LMZcNTmdUt9CBU6dRkRZtJK35Gh2nBL/fT7XdjQKOWgxDCCFEIAlKQohW8bjD966JiIpGqVQy/53X2LVsCT6vh6Ssboy++iYy+g1k/6b1Tee67DY2/fQ9ANe+8FrAdUzRsfQ/ZxJdh43A7/ehjzCj1ja86fP7/NRXVYS9B4e1Dr/ff8oGJY/LGTQbd7i68lL6jh2PMSrqhN3Tsex/Kaqxc/17a9hZfKg09nPzdvHRmjw+uWX4cYWlOJMOhYKQxSU0KgVxJi3/XZoTEJKg4fwH5myif3oUneJN2N1elu0t596PN2I9GL60KiWPTOzOxN7JzFqeG/Ye3luWy9DMWAzals+mOD1eXB4fJp36lPj3VlRtZ/6OEuaszUepgCtPy+DMrPg23UclhBC/Z7LgWAjRKqboGJSq0G8mz7r+Nr6Y9hQ7Fv/aVMmteM8uPn36EQZPmoI+whT0mITMzhgtUUHHFQoFEVHRmKJjm0ISgN4UQebAIWHvr+fIMSjDFJQ4Fah1OrSG8EUa4tI70v/cyWj1rd/70x6W760ICEmNDlTa+WZTIb5mmryGE2vScumg0KW6rz+9I34/fBCml5PfDwt2lAKQX2njlvfXNoUkaGiM+/dvtlNudQb0IjqS3e2lxh7+Q4DDVdW7WJNbyX2fbOSmWWt5e8k+8qtCLx08UYpq7Fz17mqe/GobWwpq2JRfw8OfbeaW99dQXBO6YIcQQohAp+67ByHEb4LBEsWwKZcGHY9OTsHlsFFbVhI05vN6Wff91ww678Kgx0y+9xGMkZYWP79Gp+e0iy5Dowv+lDwmrQNJWd1CPq6+ppryA/spzcmmtrwMnzd8f5z2FBEdw5DzLwo5ZklMIiGz81H7MJ0sdQ43n6wN38z2s3X5VNlaFjYOZ9ZreHB8V+46q0tTv6BIg5qHxnfjllGd8UOz/YzK6hx4vT4+XJVHuJz29aYCJvZOCnuN0d3i+WpTIU5P8/8uauwu3lmSw9QZK/h+SzGrcir5v+93csGry8g5zr5KreX3+/lhS3HIEu6bC2pZtS94uSE0FG4oqXVQWufAexwBVwghWqqgoICrrrqK2NhYDAYDffr0Ye3a4GJCh1u4cCEDBw5Ep9PRpUsXZs6c2e73KUvvhBCtotXp6X/ueUQlp7BizmyqS4qISU1j/O33sv77r8I+Ln/HFsbecCsdevejprQYS0ISkfEJmKKPvQ9PVGIyV037N8vmfMi+tatR63T0GTueAeMnYY6JDTjX7/NRlpfLdy8/31QgQm8yM+bam+k8aCi6ELNc7UmlUtNn7Lk46uvZ8MM3TTNvSV26Munuh5rtGXWyVNQ7cXl8KBU0W7RBrQocc7g9aJRKVColbq+P0loHNXYPOo2SGKM2oGBEvFnP3WO7cPmQdBweHwaNigSzDrVKSWW9i35pFjbl14R83tHdEnB6fewpDZ7pavTtpiJm33wan67Np8wauPQxI9ZIZpyJez7ewMTeyaTHhJ/xK6l18trCvUHHK+pd/OvHnbxwSV9M+hPb16vK5uLTZgLs7NV5DM2MJjHS0LT/7ECljZnLc/l2cyEalZI/De3AhQNTSbacmjOZQoi247W58Vnd+BwelAY1yggNKmP7/d6qqqpixIgRjBkzhh9++IH4+Hj27NlDdHT4DwVzcnKYNGkSt912Gx9++CELFizgpptuIjk5mfHjx7fbvUpQEkK0mjHSQs8zxpDRpz8+rxelWk2EJYrdMcvCPsZgMqPWNjSRTenavVXPr1SpiElNZ/xt9+Csr0ehUGCwWFCpgn/F1ZaX8clTj+CyH1oa5bDW8cNrL3LJ48+S0ad/q+7leERYohhx6VX0P2cSDmsdGr3+mEt7nwi1djcbD1Tzrx93sqOolmGdYrh0UDorskPvEbtyWAaxJh35VTZ+3l7Cr7vKSLbo+dOwDpRbndzz0UbqDi6LG9wxmhcu6UfHw3okaVQqUqODQ0pMhJYnJ/di6ozlQTNGPZPNdE4woVOr6J8exbK9oe8tK9FMnFnLrBuGMGvFfn7eXoJKqWBin2RGdY3noc824fT4jjqj9MvBZX6h/LStmOpJPdo8KNmcHsqsTmrsboxaNTERmiP2lSlobouUQgEfrsojMVLPxD7J2FxeLnx9GeXWQ7N/z83bxVebCph5/VAJS0L8jnmqnVR9vhvnnuqmY7qsKKIv7oo6qn36tf3rX/8iPT2d9957r+lYZmZms4+ZMWMGmZmZTJ8+HYAePXqwdOlS/v3/7J11mFz19YffK+M+65KNuxsRgicECU7RYhVKW6De/qgrUqUtVKACtLgTXAokQIgRd7fdrI/rld8fm91kMjOb3c3uZhPu+zw8D7nn3u/c0b2fe875nD/8oUeFklF6Z2Bg0G04vD5cBYU4DvQYjT7trLz7Tjr/4rb9jgZVUQg11FOzdTMNu3aiaSpWlyunSALYsWJZhkg6lIWPP0w8HMoZ62lMFgveklJKBw+loKJfnxNJqqrx9oZarv/XEtZVh9B0WLStCUXTmTYw+y7g6HI3c0YVs70+woX3fchP56/n/c31PLF0Dxfe9yFr94U4c+RBV7llO5u55sGPqQl0rH9mVJmLp740g3GVLWWaNpPETTP789BNJ6FqOrubolw+qZLTh+XOyH1jzjCcFhPxtEo4keabc4Zx65lD2NkY5fMPL6UhksJpkbPmKB1OWs3f56TpuQ0pDqcunGBbXYSdDVGCRyhVrA8nufv1jZz1u/e58L4Pmf3797np30vZ1XiwzM9nN3HllNw9XgBzR5fy2tpafvTiOhZsrue/H+/KEEmtbNofYcmO3GV6BgYGxz9qLJ0lkgCSWwI0P7sZNZbukcd96aWXmDJlCp/5zGcoLi5m4sSJPPjgg+0es2jRImbPnp2xbe7cuSxatKhHzrEVI6NkYGDQY7gLizjrc1/mnX/9NWP7gAmTGDHzVISjNFlIJ5PsXrea1+77Lcloy4WibLZw+g1fYPiMU3KaRezduDbveo27d6GkOt9T82mgNpzk5y+vz9r+oxfX8vOLxnDDzIE8tng3qq5z9dR+nDTQj80k8+2nV9MUzX5N7317M/+8YSovrqxu21YdTLC5LkxZB5zybGaZKQP8PHTTVKJJFUkUkESBx5bs5p8LdxBOKnjtJr506iDOG1fGd59ZDbRko3518RiGFrd8Nip9djbUhHl1zf6sx/jiqYModrd/R/WMEcX87q3NOWOzhhTiseXPJsVTCit2B/j+82va5kZNG+jjV5eMY0hx9mc3pag8/NFOHlmUaYW/am+QG/+9lCdunk6J24ogCMwdU8qji3ezpS6zT2lcpQev3dzWv9QUS/HKmpq85/jM8r2cPaq0U+5/BgYGxwdaJJ0lklpJbgmgRdI9UoK3fft2/vrXv/LNb36T73//+yxdupTbb78ds9nMDTfckPOY/fv3U1JSkrGtpKSEUChEPB7HZuuZzLchlAwMDHoMi93ByFPPoGrsBHauWk4yFmPA+Em4i4q7JZsUqq/lxd/8Al07eFdfSSV5+8H7KajoR+XIMVnHFFYNZNNHC3Ou5y4uQcyTiYKW7FVrxsnu9uR1+zsRCcTSBHLcXUykNb77zGqeuHk6D1w/GV3XcVha/rDuboyycEtDzvU0HTbtDzOo0MH2Q0wPVu8Jctqwjg/M9Tss+B0txhJ3vrKBx5ce7M0JxNLc8/ombjltEO9+6zRiaRW/w0yxy9rWW1XitvLw507im0+tZNnOlnlghQ4zP7lwNBP6eUmmNUxSfkFf7rVxycQKnl+xDwCXReaUYYW4LDK3nDYEdztCaWtdlM/+c3FG+eDiHc185m8fMf+2WVQeVnZYF07yrw935FxrR0OUPU0xSg7Mtirz2Hjkcyfx7qZ6nlq2B1EQOHdsKcUuC99/bk3bcSlFwyLnf35Wk8hRzA42MDDow2iJ9mfWHSne5cfVNKZMmcKdd94JwMSJE1m7di1/+9vf8gqlY4UhlAwMDHoUi82OxWbHX17Rreuqqsqqt17LEEmHsuiZJ7jgW3dgPWxQ6/Dps1j09GNtpgmHMuPyq3HkmVcUrK9l1ZuvsfHD9xBEiTFnzGH06WfhLuh7Zgs9gUlq/2pZFMBuzvyToh6h7CypqFmGDwOL8g/WbYgkaYqmSCkaPruJYre1TcQ0RlI8kcfA4F8f7OTaaf0ZXZTbqKPKb+fB66fQFE2hajrRpMJf3tvKb97YxKAiB7efOZQhJU7cOXqN/A4z3z9vJLNHllAfSVDmtvH6uv00xdKs2RfEahZz9viEE2l+++amnK58zbE0726s47oZAzK2x1Nqu25/OxujTBlw0AzFbBI5fXgR0wf5WbC5nseX7GFTbabBxVvr67j6pCp++cqGnGteP2MAFtOn54aAgcGnCdHavgw4UryrlJWVMWrUqIxtI0eO5Nlnn817TGlpKbW1mS66tbW1uN3uHssmgdGjZGBgcJyiplI07NmZN95csy/nIFd3YRGXff9nWBwHL8gFUWTaJVdQNWZ8zrVC9XU88ePvsvSlZwg3NhCqr+Wjp/7LM7/4IeHG3BmTEw2/w8yostx9U26rnJX9aN2e7xiAMRWeDAttp0VmQj9v1n66rrNpf5hrHvyYs/+wgHl//oBz7l3IU0v3EDjQ01MfSebtB0qpWtt+rSTSCinloMj22c3099vZWhfhkr98xFvr69jdFOO9TfVc+tePeHNdLak8xg5FLgsnDylgX3OcL/13Oc+v2Mdb62u5/YkVXPPgYvbl6LuKJlVW7gnkfW3e31yf1f9kNUntZn+qDrjzheNpPthSz3X/WMLMu//Htf9YTDSlcuPJA7KyQ5FkmrmjSxlbkf0+nTe2lH5+O8t3NbG+JkRdKJH3sTuKGkqS2Bag+YWtBF/fSaomihrvmbvWBgYG7SM6TViGenPGLEO9iM6ecb47+eST2bRpU8a2zZs3079//7zHzJgxg3feeSdj21tvvcWMGTN65BxbMTJKBgYGxyWy2UzJoKHsWbcmZ7ywqn/O2UqSyUTlyDFc/+v7iDQ2kE4l8RSXYHd7Mee4K6WpKuvef5tIU7Z7WnPNPnau/oSxZ5x99E+oj1PgtHDvlRO44oFFGSV4Zknkb9dNptiV3ctT4LTwq0vGcMXfF5E+LL108YRylu9qbtte4DDzrxun5sy+7AvEueLviwjGDz5uOKnwgxfWUuy2MGdUKY4j9NBYD2RFaoJxlu5o4rlP9mEzS1w/oz/DSlwUOC3UhZPc8Vzuz9OPX1zL9EH+nIIQYF9znAcXZpfF7WiI8q8PdvC9c4Zjlg+eoywKFLssGc/pUKoK7MiHqZpit4Vrp1Xxrw93Zu1f4bXRz29H03Te31LPrY+taIvVBBP85o1NXDShnM/PGsSDC7cDUOg085drJ9HPb+fBG6ayak+Ap5btwSKJXDOtP0lF5ezfv0/qwHs0oKAl8za0xJXznI+EGkzS+NgGUrsOZrXC7+3BNbsK58nlSO2UKRoYGHQ/kt2E77JheV3vesoi/Bvf+AYzZ87kzjvv5IorrmDJkiU88MADPPDAA2373HHHHezbt49HHnkEgFtuuYX77ruP7373u3zuc5/jf//7H0899RSvvPJKj5xjK4ZQMjAwOC4RJYmxZ85lxWsvoSq5y+gs9twXtaIk4S4s6tCMongkzMaPFuSNr3v/HYZNm5X3sU4khpY4efm2WSza1sji7U0ML3Nx9qgSyjxW5Dx9PKPL3bx82yz++M4Wlu5optBl5sunDWFify+ptMa8cWWIIritZkrd1ra5Pofy8famvILintc3MbHKR4HTQpXfzu6mbEfD0eVu/A4zNcE41/9rCVtqDxocvLZ2P5dMrOCH54+kKZrK+zixlEpdOJlXKLX2KOXiyaV7+MIpAzNEYKHLwlfOGMI3nlyZtb8gwFVTqhAO8/i2yBK3nDaY5liaF1bua8ugDS5y8uD1kynz2KgJxvnZS9mmGwAvrqzm5dtm4bbKjCxzM6rcTfkB44xSt5XS0aWcMbwYTdf478e7s8rxdjbGuPrBj3np1lltx+VD13TUUAo9qSKYBES7iejK+gyR1Er47d3YRhYgVRhCycCgt5G9FvxXjzg4R8kqIzp7do7S1KlTef7557njjjv4+c9/zsCBA7n33nu59tpr2/apqalh9+7dbf8eOHAgr7zyCt/4xjf44x//SGVlJf/4xz961BocDKFkYGBwDNA1jXgkjCiKWJ1duzsN4Ckq5rIf/IJX//zbtoyP1eli9he+ir8ivz1yZxAEAUnO/wdDlk0In5Jud0EQqPTZ+cwUO59px376UMyyxPBSN7+5fDyRpIKm62yvj3DDP5ewvSFKgcPMl04bzCUTK3KKJIDlu5rzrr+1LkJK0Sj32vjH9VO4+sGPaTzEZa/MY+W+aybitZn487tbM0RSK8+v2MfVJ1XhsLSflZLaGU4UTeUvH0sqKuQoC5w5uICrT+rH40sO9laZJIFfXz6eCl9uIVLstvKzC0dz+1lDaDxgYe53thhUAATj6awBuoeypynGbWcNzRs3yyLVgSR/emdLznhDJMWW2nC7QkmNpYmvaSD05i60aBpEAdvYAhyTSxEsEnoyu4Qxumw/5oohedc0MDDoOSR7zwqjXMybN4958+bljT/00ENZ204//XRWrFiRvXMPYgglAwODXiXUUMfGjxaw8YP3kWQTE8+5gKqx43H6/Ec++DBay+iu+dXviYeC6LqGzeXB6fN3myOd3e1hwtx5vPXAn3PGJ557AWarMZDzSDgsMlaTxPMr9vHtp1e1bW+Mprjz1Q1s2h/ixxeMzmmnPaI0v5iu9NnaStSGlbqYf9ssNteG2VYfZXiJk8HFTso8NmpDCZ5Ykm32IArgtMo8sWQX35k7giKXhfpwjt42m0xRjvLCVi4YV54heA5l9sgSXLaDf24DsRQb94d54P1tTBtUwNO3zGBHQxSnWWZMhZsitxVbOwYKbpsJt83EwMLsmLkdhz5oea5HIpFWCbXjdrW1Psppw3PHdE0nvraRwPNbD27UdOKrGlDq43jOGUDgxW1Zx2nRNLquZ2XRDAwMDI4lhlAyMDDoNUL1dTzx0+8Rbqhv2/ba/b+jctQYzr/9u10SS4Ig4PIX4PIXdOepZjBo4hTKh42kenNLKVLpkGFMPOcCbE4XNrebcGMDTp//qOdCnejUhhL86pXcZWHPfrKPr5w+JKdQOn14ERZZJKlkOxzeftZQit0He9HKvTbKvTZOP+xCXtd1UoeYIzjMErcdcLOrDycp99qQJbj3ygnc8K8lKIfY0YkC/OGKCTn7sFoZUuJk6gAfS3dmZr/sZolvnT0c5wHL9FAizb8/3MkfD2Rs/repHkkUGFLk4L5rJlFVkN/1ryP4HWYm9/flzMLZzRKDCnM7/x2K1SThtZty2sEDDCvJv4YaThF6Y2fOWLo6iugwIZhF9FTme2kbX2SIJAMDgz7HMf2rvmDBAi644ALKy8sRBIEXXngh77633HILgiBw77339tr5GRgYdB+qqrD6ndczRFIre9evpW5H9l3mvoLTX8AF3/g/Lv7ujzj5ys8y6byLeO+Rf/Dc3T/l0e9/k//e8XV2rPyEdA6XPYODhBJpmtuZ9L61PrssDlqMCh79wjT8DnPbNkkUuPnUQZw1IvfMJV3X2R+Ms2pPgI+2NhBPq/zo/JGIAthMEn++ZhJvbajlCw8v447n1nDDv5Zw5d8XU+W38/rXT+XGmf2Z0t/HtdOqeP3rpzJzcEHePiyAYpeV+66ZxI/njaLKb8fvMHPZpApevm0WAwsPip+GcLJNJLWiajqbaiN877nVWe58ncVrN/Pry8dR5MwUdSZJ4O95TDcOp8Rl4SunDc4ZK3Vbcw7DbUVPqi3ldnlQ6uNInsxzkItsmCu7XoJrYGBg0FMc04xSNBpl/PjxfO5zn+PSSy/Nu9/zzz/Pxx9/THl5eS+enYGBQWdJJxJEgwHioSCy2YzN7WnLEsVDIdYveDfvsavffo2qsROQTX2zodvpL8DpL8BVWMx/v/c1dP3gHfFYMMALv/451//6TxRWDTh2J9kHaf08KKkUBTYHV04s4ckVtTn3decpC5MlkYlVPl6+bRa1oQTxlEqFz0ah04LDkn2Mpumsqw7x+YeXUnegjE4Q4Oqp/fjtZ8azrjrEfz/elZV12d4Q5cZ/L+Hxm6fzg/NHkUirWE0ipg6WcZa4rdx08gDmjS9D03Q8dhM2U+b5HZ5xOpRPdgUIxNJ47ea8+3SEwUVOXvjqySzb1cSibY0MKXYyZ2QJZV4rpnbsxVuRJJFLJ1fSGE3xrw93tDkTjixzcf81k3I6E7YiyCJIQt4hWqZSB3KlE6UhjmCScJxUgnNWJbLnyALOwMDAoLc5pkLp3HPP5dxzz213n3379nHbbbfxxhtvcP755/fSmRkYGHSWcFMjn7z6Ip+8+iKa2tKs7S0p48Jv/4DCfi2zEdo1PRBE6OOVN0oqyfKXn88QSa3ousbSl59nzhe+imzu+IVuMh4jFgxQt2MboiRR1H8QDq83p7X58UbTvr3M/8NdNOzZBYAoyZx19jymzpvFt1/OzCC6rXLbHKBcSKLQVlZ3JKqDca558GPCyYN9NroOjy3ZQz+/ncsmVXD+nz/Ieey2+ih1oSTFLivNsRRb6yJsq49S6bPRv8DerkiAllLQVmOFXOj5hj21xtuNdpwKn40KXwUXTWh/0LOWVtHCKVI1UfSkirnSheg0Uei08PXZQ7l2WhWBeBqrLOF3mil0ti9oRJcJ+8RiYsuyxbBgkTCVO/AP9qDNHQCCgOQwtYgrAwMDgz5In+5R0jSN6667ju985zuMHj36WJ+OgYFBHhKRCBs+eI9l85/L2B6oreGpn93BdXf/Eae/gNGnncWiZx7Pucb4Oecit+Mu1xdIJZLU78qeldNK/c7tpJPxDguleDjEitdfZtGzj9Pq9SyIImfe9CVGzDodq/3o+lWOJeHGep7+xQ+INB+cP6WpCmtee4HJn/Ewa3AlH2xrAsAiizx4wxRK3N0jDlfuCWSIpEN5YMF2Zo8syTucFlrMFvY2x7jp30vZUnewHLDEbeHRL0xjSHHXy8SmDszfhzexyou3F2cJaSmVxMYmmp7clJEBsk8uwXPOAGwuM1UFMlWdWFM0SXjm9EdpiCF5rdjGFIKmgyhgKrIieSwIooDYAVOJ3kbX9E+Ng6XBiYOmZd+4M+i+16Xv/VIdwj333IMsy9x+++0dPiaZTJI8pE8gFAr1xKkZGBgcQqixnuUvP58zloiE2b99K8OKihlzxtmsX/guwdr9Gfv0HzeR4gGDeuNUjwqTxYKvvDKvWPJX9EM2d/xiv3bHNhY981jGNl3TeOeff6V08DBKB+e3ce7rNOzdnSGSDmXda8/xyx//lv+u9TC4yMnJQwopc+efxdRZclmAt9IcSyMILT07hw/BbaXCZ+M7T6/KEEkAtaEkNz20lGdumXlEUVcXTqBqOiZJzMjCFDst3HrGEO57d2vG/jaTxC8vHoPPcXRld51BDSRpenxjVhortrwW80A3zimlXVpX8ljwXzmC8IK9ND2xERQdZBHnjDJcp1YgHdInpYZTqMEkSnMS2WtB8piR3L1XhqclFdTmJNFltSjNCWwj/VgGe5F9x39G1+DExmw2I4oi1dXVFBUVYTabDUMUDhj3pFLU19cjiiLmTlR45KLPCqXly5fzxz/+kU8++aRTb/xdd93Fz372sx48MwMDg0NJRCNEm5uIBQN592nYvYNh02biLiziih/fxbbli9mw8N0We/BzL6B82EgcXl/vnXQXMVksnHTR5WxetDA7KAhMvfAyTJaOXeQlolEWP/9U3vjyV19g7pe+1qkyvr5E4yGDAg8nEQnjMQv88PxRPfLYYys8eWOlbis2s8TVJ1XxyKJdWfHpg/woqs6i7U05j9/TFKculMwrlBojSd7fXM+9b29hT3OMIUVOvnvOcKYO8OO1m3HZTHx+1kBmDi7gbwu2UR9OMmNQAdfPGEBlntlJPUXsk9q8tX6Rd/dgG+5Hch3586drOlos3VZKpyUUQm/uIrai7uBOikZk4T60uIL3gkGIFhmlKUHDw+tQag8OCZaLbBTeOBq5oOdfCy2lEl/TQPMzB801EusaEZ0mim4Zj6nQsP036LuIosjAgQOpqamhurr6WJ9On8Nut1NVVYV4lG60fVYoLVy4kLq6OqqqDib9VVXlW9/6Fvfeey87d+7Medwdd9zBN7/5zbZ/h0Ih+vXrnsGTBgYG2SipFIlIGLvHm1csFfYb0Pb/7sIiJpx9PiNPPh1BErHY8vel9EV8peWc/7Xv8tYDfyYVjwNgttmY/cVbsdjsRIMBHB7vEddR06m2Ibm5CNfXo6bTx61Q8lfm/921OBxI5p4rMRtV7s47D+mbZw+j3GPj1jOHIAjw+OI9pFQNUYC5o0v58bxRNEXbd54LxHPHo0mFf324g/vfPdh/taUuwhcfWc4vLx7DlVP7YZJEfA4zM4cUMq6fh5Si4bTImOXumfvVHkooiRZJo6dURJe5xX1OIKdYUkMpdO3IHVNKc4LYijpiq+oRZBHnjHLMA93E1zXk3D+2vBbX6f3QFZ2mJzdmiCRoccVrfHQDhZ8bg+Ts2c++Gk7R/Gz2YF0tkiYwfxsFV4/okyWCBgatmM1mqqqqUBQFVc0e5PxpRZIkZFnulgxbn/0FuO6665g9e3bGtrlz53Lddddx00035T3OYrFg6eAdXQMDg6PHYrPTXL2PiefM48Mn/5sVt7ncWSVkgiBgdR55nktfxGyzMfSkmZQPG0GkuQlNVUnF4yyb/xyv/uk3FFRWMefm2ygZNBjZlP9Cz2x3MPOKawk31FO7fQtbly5GUw/21VSOGoPJevyW/xT264/N7SEeCmbFpl5wGQ5v52dmdZRyr40nbp7O7Y+vYF11S/m1zSTxtbOGMHtkcZvhwv+dO4IvzBpEKJHGYZYpcJpxWU0omp53bhNAeR5Dh8ZIkr+9vz1n7O7XNnLG8GIqDskaOS0m6IU/V7quk94fpfHh9aiBA+JRAMe0MrwXD8kcDnsAcz8Xgrn9O7FKc4L6v61CDR4Ujs3PbMY8wIX3gsE5RQg66HEFTdNJ7QrnXDddHUWLpHtcKKV2hfJm1JKbm9FiaUMoGfR5BEHAZDJh6qOOscc7x/QXIBKJsHXrwR/oHTt2sHLlSvx+P1VVVRQUZA6QNJlMlJaWMnx4npHgBgYGvY7JamXo9JPZs241E8+Zx6q3Xm+74PeVlTPv69/DXZR71s3xiiTLuAuL0RSVR753O+lEvC3WuHd3i4HFr/9EYWXuNvhoczO7165i2SvPk4xF6TdqLJd878csePTf1O/agWyxMPr0OYgdtKXui7SUWd7Ji7/5JYHaGgAEQWT8nHMZc8bZSD383AYXOfnP50+iKZoikdbw2k0UuywZmRubSaafP/vPYJHLwudmDeSv72XP9jp7VAkFeS7gq4MtfUm5iCQVmmOpDKHUW6iBJPUPrEGPH2JwoUP04xpcZ1VhGewluS1wMCaA55wBSO0YS+iqRmRxTYZIaiW1M4x9UgmSz4LanJ3VE8wierL9u9/aEeLdgZ5q5zF00PP0sBkYGHx6OKZCadmyZZxxxhlt/24tmbvhhht46KGHjtFZGRgYdBZfaTnxcIhgXS0XfvMOVEXBZLXiLirCV9q+PXFfQNNUYsEg6DpWt7tD7nuaqrL2vbczRNLBmMKSF59mzhduzepZigUDvPWP+9m27OO2bcHa/Wz++EMu+Mb/seiZxznzc7fgOQHEZWG//lz5s3uIh4Kkkwlsbi8OjxeT1Uq4sYFooBkllcTpL8Du8WK2dq+I8Dss+B2dT9lYTRKfnzUQqyzy4MIdRJIKFlnkM5Mrue2soXnnHNlM7Ys/czeZVXSW1N5Ipkg6hOjHNfguG9ImlCS/Fe/FQ5BL23dcVKNp4iuyh0e3ktjQhGWQh9jyuoztpgonotOEllDzlv0hgGjv+csT84D8vWxyiR3RZmSTDAw+7RzTX4HTTz/9iDMlDiVfX5KBgcGxRTabqRo9Dn95JcloBAQBm9OFvQO9OseacGMD6xe8y+p3XkNNpxk6/WQmn3cx3pL2Hb/SyQR716/JG6/ZtJFUPJYllAK1+zNEUiupeIzV77zOBd/6Ps7jwNjiSCRiUZKRMLqu4/QXYHO5gRaBuX/bZl78zS+JBlqGrwqiyOTzL2bqhZdhd+e/eO1NCp0WvnLGYC6bXEk8pWI1SRS5LFjbEUNFLgsFDjONOXqcBhc5e9XR7lCU2mjemBZNIxfZKfnGpBZ7bIuEyd9Bwdqe7hMEBHvmDQe50EbBNSOQHGYEWcE+qThLSAFYxxb2eNkdgOQyYxtfRHzVYYJPAN/FQ/KegxpX0MIpklsDAFiGeFt6vgxhZWBwwmF8qw0MDLoNp8+P09dzvSfdTbipgefu/ikNu3e2bVv5+sts+nAB1/7q93jaEUuSyYSrqAg25Y47/AVIOWrGN3+ce9ApwNalH3P69V/s8Pn3RZKxKOGGet7/77/YuXoF6DplQ0dw1ue/TGG//kSaGnn65z8gnUy0HaNrGsvmP4e/rIKxZ83t8GNFkmmaomnSaoshQnfNYWrFJElU+jpuNlLqtvL36yZz7T8WZ/Q3uW0y910zkSLXsemfNZXn7wcUXSbU5iQNj6wHRUMutOGZNwjLAHe7/TmSw4x9cgnht3O7Gzqml2Iqc2AfU4janEDyW1vsvw9Yf4sWGc/cgQhmieiS/S1znCQBx+QSXLOreiWbIzlMeOcNwjLYS+T9PaiRNOb+LjxzByIX29B1HTWUQospIIBkl0ESCb+3h8jCfRlrOU+txHVaJZLD6BMxMDiRMISSgYHBp5bqTRsyRFIr8XCIT16fzynX3Iicp0FWNpmZfN7FbPzg/ZzxaRd/Bqsj+wK1vb4jURQ7lWU/HE1ViTQ10lS9l1gwQFH/gTh8/l7L0sSCAQJ1+3nhnp8TDx+cYVezZSOP/+jbXP/rP1O9eWOGSDqURc8+zsBJU3D6CnLGD2VPU4w7X93AG+v2o+lQ6bPx43mjmDG4AJf12FysiqLAhH5e3vrGqby7qZ71NSEm9/cxY1BBr1t/H4qp3NFS7hZJZ8WcsyoIvbMbDgg7pSFO40PrKLhhNLaR+W96CJKAY0oJ8RV1KI2Z76dluBdzmRPJZUZ2WaC/O+caktuM59yBuE6pREuqiBYR0WVGPEIJY3ciucw4TyrFNtKPrumIZgnRJrcM493UTPNzW9BCLRlCU5UL95lVWSIJILJgL9ZhXqQhx3822MDA4CCGUDIwMPhUoqTTrHvvnbzxzR9/wNQLL2s3Q+YrK+fMm27h3YcfQG+dAi4ITLv4irzDYodMnc7Sl57NGRs67WQEumZnqqkqNVs38dxdPyUVP2i53H/cRM758tdx+o8sPo6Wul072Lt+TYZIakVNp1ny4jNUjhyd9/hwYwOacuQm/v3BBNf9czE7Gw8+z73NcW7+z3Ie+dxJnDqsqGtPoBuQJZGqAgc3zGy/x6c3kb1Wim4eR+OjGw7accsCrlMrEUShxf3tMIIvb8Nc4URy5y+Bk71WCr84lsSmZmLLaxFMIo6Z5Viq3B2avwS0CBP/sTctOfx8lYY4jQ+vy+ihMle6iHyQLZJaCS/Yi7mfC9FiXFoZGJwoGN9mAwODLFRFIRpoItrcjKapOH0FOLy+rJk+6WSLo1VHh6weDbqmkUokkExyu7bbHUUQBGRz/vOWTUeecm6xOxh9+mwGTphM7Y6taKpK6eBh2D0eLPbcF8qapjP69Nmse+/tjO1OXwGjTzuLVDLbHKIjhJsaePZXP87I1pgsVnavWcWy+c8xq53sWHcQCwao2byRfZs25N1nz7rVjGuntM5bUpazXPFwNtWGMkTSofzi5fU8/sXpFB6jMre+iqnYTtEXx7bMUVI0BKtEujpK02Mbc+6vNCbad4U7gOy14pxWhm1cEYLICSEStKTakmU7LLkrWiW0aHZWru24SBpd0XvF8t3AwKB3OP5/0QwMDLqVdCrJnrWrefXPvyUZa2kCl01mTrv+84w4+TSsDieR5iZqt21h1Vuvoesa4846h7Khw3ssaxGsq2XTxwvZvnwpDq+XSeddhL+iHzanq8trSrLM1IsuY9eaFRkZmFbGn31eh0rWzFYr5tIyvKVlHXpc2WTCV1rOebd9m02LFpKMxagaPZbigUN475EHueT/ftbp5wKwf+sW0skEssXCSRd9hpKBg4mFglgdTqKBZuKhIK6Cwi6t3RFUVSXc1IDdnbvMCsDm9uDw+rE6XSQi2TN0Zl11PY4OGFks2pZ/UO+WugjxtDF4MReS04zkNKM0JWh6ehO2Ue18X2UBpI5nN3vbyEANp9DiCogCkl1GtHffTQA9pZKujmRtT++PYq5yk67JbY5hGeJDtB777JiBgUH3YQglAwODDEJ1tbzwm18cLCUDlHSKd/75Vwoqq/CXV/Lqn3/LnnWr2+I7V31C2dARXPjNO7pdLDVV7+OJH38no5xr88cfMv2yq5ly/sVYHJ0rcdI1jXBjA/W7dxKqr+W8W79FNBhg4WMPtV28Fw8cwvAZpyCI3W/n7CooZPPijwg31DF48jRcBUXsWLmcj55+jJOvur7LZhihhlpkk5l5t3+X5a++yEdPHRz+66/o127JW3dgtlqJh0OMPPl0Nn/8Yc59TrrwctxFxVz5k7uZf+/dNO3bA7Rkvk6+6jqqxo7v0GOdMtCLTatkWyDFGxsaMo0TrDJyJy7wP02o4RS6opHcEUCpjSGfWtkihnLMC7JPLEF09j1jAi2tkt4Xofm5rSh1LTc4zP1d+C4ZilxiP2IWuCMIsojst2bNgEpsbKLwxjHEVtRlZdsEs4RzWinCMbKANzAw6BkE/Wg6h48DQqEQHo+HYDCIu507nQYGBi1ZgQX/+SefvPZSzni/0eM4+arreOJH38kZn/vlrzHm9Dnddj7JWJRX//w7tn+yJGf8xt//lYKKfh1eT9c0ands45lf/rAtWwZQUNmfOTd/lRWvvcTwk0+jbPCwHu3pCTXU8c6//sb2T5aCriNbLEy94FImnH1+ly3V96xfw+aPPyTa3MSWJR9lxX1lFVzxk7t61JVw/7YtbFq0EEEQsvqwxpwxh1OuvqHt+UUDzcTDIZR0CpvLg9PrO2LZXTIWo3n/Ppa+9ByB/dX4qgZTdeo5/OHjRt7d2gTA7WcO5fazhiD34AVrOJEmGG8pwfLYTMfMPKKjqJEUiS3NhN/dixpKYq504ZxZTmpvGLnQRvOzWzLEkqncQcH1o5G9x66GTI0r6CkVQRIybLrT+6PU/mkFHDbYV7BKlNw+Cdl/dM6HunbA6S6aQqmPE1vTQGJ9Y1sZnqnCie/SIQRe2UFqexAA8yAPvgsHIxfbEURDpBsY9HU6ow2MjJKBgUEbajpFw55deeOB/dWoyWTe+Mo3X6V8+Gg2LHiHYH1LxqR82HBcBV1rrk9EImxfsTRvfOfK5Z0SSuGmRp6988cZIgmgce8ulr70HOd85es5neq6G3dhMed99VvEQkGUVBKz3dHSA3YUPUS+sgoGTZrK83fnLt1rrtlHtLmpQ0IpFY8Tj4TQNQ2L3dE2A+lIFFT2Y8D4Sexes4pL/u+n1G7bgg4MnjwVd2EJNtfBUkmH19ehMrtWlHSKrUsX8fpf/tC2rW7HNrZ88D9uu/0HVIddlLqtfHZ6VY+JJE3T2d4Q5c5X1vPu5pbZO2eNKOaOc0cyqMjRLdmM7kaNpQm+uYvYkv1t25JbAyS3BfBfOZzE1gAFnx2JUhdHjaaxDHRjrnC1a+LQk2hJBaU2RvCNnaSqo0huM+6zqrAM8iKYRILv7MoSSQB6QiW2uh7XaZVdfh/USIrYynrC/9uNFlMQzBL2ycX4rxxO01ObESQB16kVLfOgPjuyZYivAIJNRrL1bbFsYGDQNQyhZGBg0IZsMlMyaCi7167KGfdX9CMRizJl3iUse/n5rLimKGxY+D8+fu5JADYsfBdXYRFX/uRuPMUlXTgjHdpJemtq53pRAvurc/bGAGxfvoREONwrQgnA4nB0umywPZw+P5GmRnRdw1tazoSzz8NVUIQgCtRs2cSa/71JpLmJI70LgdoaFj72EFuWLELXNEoHD+Osz91CYf8BRzTRMFms9B87gYLKKpLRCAWV/bDYHd3ymkYDzbz94P1Z2zVVYdl//sJDP7wbs8tLgbPnsiB7AzEu/cuHhBJK27a3N9SxZGcTL992ClX+js9c6i20SDpDJLWhQ+jt3ThnltP48HrkIhuiVcY2ruCYiSSA5I5QhtucEldoemwjzlPKcc6sIL0r9/cXWgSgc2Y5grnzfUJaWiWyuIbwWwfnQukpleiiGrRomuJbJyDaZCSXGUFuEeKqqqPFFfRwGlS9V4bkGhgY9C5GMa2BgUEb8UiYoSfNQJJz30MZP+dc3nrgPsqGjsBsy54LM2jSVPasX5OxLdxQz4JH/0Uq3nk3N4vdQeXIsXnjA8ZP6tR6sWAgb0zXNZR0qlPr9TWsThdDpk5n1lXXseZ/bzL/D3fx0u/upHb7Vs6//Tv4jmA4EWqo58mf/h+bP/6wrUdt/7bNPP7j79JcU93h83D6/BRUVuEpKuk24Rmsq837/oQb6pFT8R4VSWlV4/HFezJEUiuhuMIzy/agqFqOIzuHllJRY2n0blgLILUnv7BQGuKIB2yxlfo4gl1C9nbv0N7OoASTBJ7fkuU2BxD5oLplzlE7Ik7yWRC62J+mRdJE3tubMxZf3YBgEpF9VgRZbOnz2hWi/oHV1P5+ObW/X07DP9aQ2hvutvfNwMCgb2AIJQMDAwCUVIrlL7/Awscf5sJv/zCjXM7qdHHW57/MtuVLSETCbF78IYMmT8s43l1UQtnQEezbsC5r7S1LFuWcrXMkrE4XZ950c04b7zGnz+l0H1FBZVX+x3I4Mdv6XkagMzi8PiaeeyGv/Ok3NO49eGd899pVvHb/7xHzCOBW9qxdRaQp21FOUxU+eurRnO6AvcYR22l7tt02nEjz3ua6vPF3NtYRziGiOooaS5PcGaTpiU00/GstwTd3kW6Io+coM+sMR8quCJKAXGjDe/EQ/JcNO6ZZET2uoAbz3KzQQWmM4z4jf6mtc0Z5l80UtJiCns4vctTAwZJjpSlB/QOrUeoP3vxJ749R//fVKM35S5MNDAyOP4zSOwMDAwCigSY+ee1F1HSaUaedxayrr8dksaLrGpqisPKtV9tEUDwUZOJ5F1G7bTO6pjPqtLMYNHEKz9+Tuz9G1zQ0rWuWzQWVVVx3z59Y/soL7FqzApvLzdQLL6dyxKgO98604vT5qRo7gd1rVmbFZl5xbY8aHfQGmqaybP5zGY6FrcSCAXatXol3Tu6skqYqbFm6KO/ae9avJhmLHTMx6SkuRTKZUNPZc2xcBYWd/izUhRIkFQ2TJFLksiAdoQnfJIl4bflFhN9hxix3MZuRUIguriH0xsH+wPTeCNFF1RR9eTzmsoNZOTWaAh1Em6lD2RNzuTOvs515oBu53EHRl8Z1eEBsu88jraKFU6ihFEgiksuE5OpEludIRgg6mAd4cM4qJ/LBIRlOEbwXDTkqIwfBlF9gyYU2JI8FLa0CAuEFe0HVEWwyjsklWAa40QG1MUF8dT3SrHK0qILSlABNRy6wITpNiF0oCTQwMDi2GELJwMAAgGQ02nYRunfdapR0mk0fLci578CJUxg4YRJlg+8BwOZyU797B9FAc879C/v1x9LFC2xRkvCXV3DGDV8kGYsiynKX5yfZ3B7O/co3+Pj5p1j37lso6RR2j5eTr/gsQ6fNRJSO7wuZVCxG9eb8A193rFzG2DPnIErZP/2CKOHy55+zZHN5junrY/d6OfOmW3jrgT9nbBdEkbm3fL3D2cVALMXCLQ3c8/pG9jbH8TvMfPm0wVwysaLdIbUuq4mbTxvEou25Zzh98ZRBOCxda+hXI2lCb2abqOgpjcDzWym4cTS6opHY1Ex0UTW6omMfV4h9cgmyr31xILpN+C8fRtNTmzKSbqLDhO+SoZi6qdROjaWJragj+NoOUFoeSLTL+K8egXmAG9F05M+O6JAxVThJ78ueYYQsYiq2IzlMuM/qj2NaGandYQSTiLnCiegyH5UQEZ0mzP1dpA7pgRIsEt6Lh6AnFALztyGIAo7pZVgGe0juCuG7YDDhhXuJfLgPdDCVOfBcNJjEhiaan9lyMEMlCXjOGYB9cglSN857MjAw6HkMoWRgYACAbDl4kbhp0Qdc9O0fsHXpoqw7+DaXm8FTpiNJcoZrmaugiEGTTsqy8hYEkbM+9+Uu2163nZ/ZjGw++rveTn8Bp1/3eaZeeClqOo3JYsXp8+edmaSqCrFgEHQNk8WK9SiG3PY0otzyniSjuQdiuguLEcTcF5OCIDB29lxWvvlKzviUeZd0yqWuuzGZLQybMYuiqgEsefFpmvfXUDJoCFMvuBRvSceG/aZVjZdWVvPjlw6WhzZFU/zq1Q1srQvzzTnDKPFk9961Mq7Cw7XTqnh08e6M7ddN78+Y8iMPJ85Halcob+VgancYLZyi+bktGRfxobd3E12yn6JbxrebSRFNEtZRfkq+Pono0lqUpjjWYT6sw/1HFFmdIb0vQnD+9oxtWkyh4d/rKPnGJMSiDtwoEQR8lw9FaUwgSAKJjU1El+4HHfxXDkdytYgM0SYj2mRMHVmzg0h2E/4rhlP/z7WoTQkAfJcPI/zubtLVB79PiU3NWIZ6Kbh6BA3/WosWOfj7mK6Po8cVmp7IFKWoOsFXdmAqcyIN8XbbORsYGPQ8xhwlAwMDoMWKe/4f7mb32pUAVIwYzdQLL2PJC09RvXkjCAIDJ0zmpIsup3jQEMyW7IusaHMTGz9awLKXnycWDFIxfCSnfvZzFFRWYbIcu5ksXSXc1MCqN19l5RuvkIzHqBwxhtOu+xyF/fp3i2jrCda9/06Ghfah3PCb+yisGpD32EQ0yvoF7/DuQw9kbB8ydQazv/BlHN7eK01MJeLEggFCdbXIZgvOgkKcPj+iJJFKJFCSScw2a87+tXzsa45xzr0LCSeze4kEAf77+WlYZJExFR6seTIgzbEU+4MJ3tlQiyAInDWymFKXFa+j65+H6LL9ND+zJW+8+NYJ1N23MmfMeVolnrP7d7g3R1e1bh+KqsbSND60jtTu3MYRrtMqcc8d0O6MIaU5QdNTm0jtONDLKIJ9QjH2qaVIDhOS19IrpWtqMEm6IY4aSaGFUgRf2ZFzP//VIwi+tiOjd8k2thDBJBL7JHcvm2WQB/91o5Bsxj1qA4NjiTFHycDAoNNYnU7OvuU2Xvj1L2jYvZN9G9cRqK1h8vkXc9bnv0I00EykqRGrw4WUo3QLwOHzM+ncCxk+8xR0TT+Qgekdu+3uJtLcxEu/u5P9Wze3bdu7YQ2P/fBbXPPL31E6eOgxPLv8DBg/idGnncW6999p2yaIImfffBuuouJ2j7U6HIw+fTYDxk9m15oVpOMJ+o+fgKugCLu76xmTzhILBVn+ygssfenZtn4rq8PJBd/6PhXDR2G2WjFbO58NCcTTOUUStHhF7GmOcderG3nsC9MYXZH7+frsZnx2MyPLuu/Gm7l//rVMFU7S9fkdI+Mr63CeXI7s7phg7G6RBEBaQ2lM5A/XRNFVPa9QUsMpGh9ZT7rmkEyoBrFP6hCsEp5zB3aodK87kDwWJI8FNZKi/oE1efeLLq/FOtxHdPFB63XRZc58DoehNCcgrUH+pKWBgUEfwxBKBgYGbXiKSrj8B78gWF9L4949WB1OUok4L/3uVwTragGQzRau/dXv8mYmBFHE6eucG11fpLmmOkMktaJrGu8+/CAXf+eHnTYQ6A0cXh+nXfcFplxwKdWb1iNbrJQPHYHD58OUIwt4OBabHYvNjr+8ohfONje7Vq9gyQtPZ2xLRCM8d+ePufF3f8FbWt6ldS1y+yLBaZFJpFV+/cYm7rtmIi5r7/STSE4zrjP6EX53T2ZAFvFdMoTI4pr8Bx/JAKE3MEvIJXZS24M5w6YqF0I7RhdqKJVXYESX7Mc1qxLR38v9cTo5B9u2oeotachDNzXGMZXaSe3I8zqUOxEsx3cfpIHBpw3DHtzAwCADh9dH+dARlAwYxOt/+T2v3//7NpEEoKSSvPeff5LI0wfT11FSKUIN9QTra9u1LN++YmneWPWm9aQT+e+gH2tsLheF/fozbva5jDrlDLylZR0SSUeDqqpEmpuINDXmdKbrKNFAM4ueeTz3YygKW5bkd+Zr9/wUBZekMb4yd6bI7zCjqDpJRWPpziYieTJPPYFok3HOqqDwC2OwDPEiF9txTC+j5GuTMJU5sI8twlTuwDq6AHO/zB45x+QSpKMo++sOJJuM5+z+uYOyiGNiMYLQftld/qCOluyaY+bRINpN2MYX5Y3bJxWRPEwYJrY0YxtZALkEuQDuM6sQLRK6pqOGUyihJJpizF0yMOjLGBklAwODnGxe/FHeIbG71qwkGYtidTi6tHYsGCBQu58dK5djsdsZNGkqDp+/y854HSXUUM/i559i3ftvo6bTlA8fyRk33Jyz58jmym/aIFss7fZbnGjouk6ooY6aLZto2L2L4oGDKR08FHdhy4VkqKGeNf97g3XvvY2maYw4+TQmzp2Hp7ik04+lqWqGMD+cul25e0baI9LcxIrXXmLjog/46S138KUXEtSFD+ktMUncdelY7n27JYNY4DQf0S68u5EcJqQhPsyVLnRFQ7DKiLKIrulIfiu28UWkq6NYhnpxnVVF+P29aOEU9iklee23lVASpTZGfH0jot2EfVwhkseCaO3+P/2mUge+K4cTeGkberxFZEpeC/6rRyB52i8LlNuLiwKipffv6QqSgGNKCbFl+7NmO8mldiyDvOiKTuCFrQeNGzRIbA9QeONomp/fgnqgHFF0m/FdOBi5yIYaTBJbXU/k4xr0lIZtdAGuUyqQ/NZ2xaSBgcGxwRBKBgYGOWnPrEAUpcOrTjpMpLmJ1+//PbsOmWX0/n/+yRk3fYnRp56Jxd418XUkwo0NPPPLH9Jcs69tW/WmDTz+o29z7Z2/p3jA4Iz9h0yZzsJHH8q51tgzzsbm9vbIefZF6ndt56mffZ9k7GAW0eb2cOVP7sLscPD0L35AYP/BuTbLX36ejR++z9W/+C2eI/RFHY5kMlPYr4q6ndtzxitHjO7UerFQkDf//id2rFgGwLK/3slfb7iV3SkrG5pVSr0O+vnt3P/uVjbUtJgRfOmUwRQ5j435yOEiJr0/Sv3fV6MfmlWRBQqvH41Uas/bm6QGkzQ+vC7DsS38zm48Fw7CMamk28WSaJWxjyvEMtCNFk23CByHqUO9U5LHjFxoQ2nIvjFjn1SM6Dg2ltqyz0rRLeOJLt1PbGV9iz34tFJs44qQPRbsE4qwDPaS2hlCT6mYyh0ktgQIvLQV16wKJLcZXQc9rSJXOdETCg3/WU9670H78+jHNcRW1VN86wRMBUbzkoFBX8MovTMwMMjJkKnT88aGzzylS/05uqax8YP3M0RSK+/++++EGuo7vWZHqdu5LUMktaKpKu//999ZpYQOn5/ZX/xq1v4F/foz9cJLkU3tX7zFwiGaqvfRuHc3kebc86WOB8JNjbzw619miCRoGTo8/w93E6qtzRBJrUSbm1j//ttoaufKpuxuN6dcc2POmMXuYMD4SZ1aL9rc1CaSAEL1tbz32x9R/9ivGb3xRYa6dL74yDJW7gkAcO7oUuaOKe0Td/fVcIqmxzZmiiQARafpyU0Ieaq2dFUj/OG+DJHUSvCl7ajBZI6jjh5BEpG9VswVLsxlzg4bTEhuC4U3jcZUmplRto4uwDOnP6Ll2N3TlX1W3GdVUfzl8RR9aRzOkyvaMmCiRcZUaMMxpQTnzHLkQhu6oqI0Jgi8uI3G/2wg+NoOzGVOTG4rqX2RDJHUih5XWjKEaaMMz8Cgr2FklAwMDHLi9Bcw7ZIrWfz8k5nbfQXM/My1Xep5iQYDLH/1hbzxde+/w+nXfb7T63aE9npb9q5fQzoRyygltNjsjDj5NCpHjmHzxx8QDQQYPOUkivoNaHe4qa5pNOzZxRt//xO121osn31lFcy5+VbKhgzvs7bi+YgFA4QbcwvYxr27SSfzX3Rv/GgB4+ach6OTM7RKhwxj7pe/zvuP/INEtOXCsqCyivNu/w7uTmao6vOU6oUb6gk31HPN5ddyz2VjiSRVZgzyU+qx4nf0fDZJS6qokRR6UkW0SIhOM+Jhjf5aNJ0zy9IaU8MpZG/2uaqRdIYb2+HE1jTgKemZzG1XkQtsFH5hLGokjZ5QEB0mRKcJyXbsB7QKkojkOvL3VnKacZ/VH+e0MtRIGsEkITlNSC4zuqbntQ0HSKxtQDurCvEIZYoGBga9iyGUDAwMcmJ1OJl8/sUMnnwSK16fTywcYujUGQycMLnTF6ut6JpGIpJ9R7WVSFNjp9dUFYVooIloIICuqjj8fhxeH7Ip88LG6cs/A8jicIKQnWC32OxYKuzMuOzqDp9PsL6OJ37y3Yz+ruaafTz9ix9w3T1/oqidOUbdRSwYJBYKkIiEkc1mzDY7VqerSxbfSjtCCEBV8xs3yCYzQo7X9UhYHU5GnXIGVWPGEw+HkGQZm9vTacEFLSWCeREEbFYLV07t2MDa7kINJQm+vpPYyjrQABFs44rwnjswo59HV9sfc6jnMwLQQU/lz+Rp0a6bbfQkktOM5Dy+biQcjmiWEP02ZH+OMjpTO98FWexyObOBgUHPYQglAwODvNhcLmyu4RQPHIymqkc9NNZss9Fv9NiMUqhDGTZtZqfWSyeT7F67itfu+11baZhstnDGDV9k2IxZWB0HZziNOPk0Fj//VM51Jp17AQ6vt1OPnQtd09j44fs5TTB0TePj555g7i1fw2ztuV6EQO1+3vz7n9izbjXQIlbGzTmXihGjqBg2Ekc7gjEXDq8PQRTb5hkdimwy4/IX5j12wjnzsHdx0LcoSbgLi9oMI7pKQUU/zDZbzvdk0KSTsHl6bz4UgJZQCLy8g/jqQ7J0GsRX1qOnNXyXD2sbSCraZQSLlF16ByAKyO7cokKwiFgGerJc2Vqxjeqb9v1aUkGLKuhpFcEiIbkseY0qjjcEUcB5UinxPFklx9RSxGPsXmhgYJCN0aNkYGBwRCRZPmqRBC09JrOuvh5Ryp4l4ikppWzoiE6tF6yv5cXfZPbPKKkkbz14Hw17dmXs6yoo4qzPfTlrjYoRoxlz+hxE8ejnm6RTyTaBkouazZtIxWNH/Tj5iDQ38fw9P8s4ByWd4pNXX6R2+1Z2b1iLpnWuZ8jm8TDxnAtyxqZdegUOr4/Bk6dlxSpGjGbg+MmdewI9gMPn55Lv/QTZnPn59ZWVc+aNN/e40+LhqJE08TW5SxkT6xrRIgcd1iS3Gc95A3Pu6zqjEtGZuyxNspnwnD8o54wlU7kDuaR3n3NHUIJJAi9uY/9vl1H7h0+o+9MKIotrUKOpIx98nCAX2bBPznaClEvsOKaWnjCi0MDgRMLIKBkYGPQqDq+f6379Z0L1tWz6aCFbly5i2PRZTL/sKlwF+bMTh6OqCqvefAVdz11+tOiZx7nwm3e0uehZ7HZGntpSzrXtkyUkImEGTZyKt7QMh9fXLc9Nkk24i/JbYjv9fiS55+4ah+pradq3J2ds1ZuvMufm24gGArja6bE6HIvNzrSLP4OnuITFzz9FLBjA6W/pUxs8ZRp2t4c5N9/KxL0Xsvqt19BUlbFnnU3xgMHtljv2FpIsUzZ0BDf+7i9Ub95AsK6W8qHD8Vf0a7fXrKfQ48pBO+kcaPGD85sEScR2wNI79MZO0rUx5AIr7tlVWIZ42zU5MJXYKP7qBIKvbie5PYhglnBML8M1sxypgyYLvYUaSdH02AZSu8Jt27SYQvClbaDrOKeXnxAiQnKY8Zw7APuUEqKLqtGTKvbJJZj7u9u1SNc1HTWURIspCAfcBDvSM2VgYHD0GELJwMCgV1BSKRr27OJ/D/2dms0bkWSZkaecwXV3/wmHz9/pjJWaStOwZ3feeHPNPtLJZIbdeGvPkb+issvPoz0kWWbiOfNY++6bOePTLrmy3flMR0JJpYg0N1GzZSOxUJCK4aNwFxZhP9C707g3t0gCWrJuAjlL6I6E3eNl4tx5DJ12MqqSRpZNOHz+Nmc4h9eHw+uj38gx6LqOJPetPy2SLOMpLunSXKdWtFi6TcQIdlNbeVxnESztZy4PN3SQbCZsI/yYK50t85U6aCwgyBLmCif+a0e29CsJApLThCD1vUISNZjKEEmHEnp7N7bRBcjenh2Y3Fu09mFZqlxomo4eU9CTKkpjPLehR0IhsbGJwEvb0GItnz+5yIb/qhGYyhyfqnluBgbHgr7118zAwOCEpal6L4//6NttdtGqorD23bfYu34tV/zkrk4LJdlspmTQEPauX5MzXtivP2Zr719ceYpLmfOl23nnH/cftMYWBKZecBnlQ4d3ed10Ksmu1SuY//u70dSDWYd+o8dx3q3fxun3tysEZJMZk8XaZdc9QRSPmInKVVJ5vKOrGunaGIEXt7ZdzFuGePBeOAS5yNZpG3HRYcI8wE1qZygrZq5y5S+n66LJgWQ3gb1lTTWuoEUSKI0JRJuM5LEguc3H/GI7XZttY96KHldy92j1MGosjZ7WEEShR7I3WlIlsb6J4Os70CJpEME6phDveQMzRGGqOkLTE5syjlXq49Q/sJqSr03MbRphYGDQbRhCycDAoMdJxKIsfOyhnDN1ArU17N+6uVNld9ByUT7urLmseG1+hnBoZcbl12Du5f4TOFDid/JpVI0eR/2u7ajpNMWDhmD3eLEexTDdSFMjL/3uzqyM0J51q1n55ivM+Mw1+MrKcXh9RAPZc5tGnnI6Dp+/S853PYWmqkSam4g0N6EpCq6CAuweX7f0w3X6XBQNQSAr46I0Jaj/6yr0Q2bcJLcGqfvrKkpum4js75wYlxwm/FcOp/G/G0jvO+gAaSp34L96BFIPNfSr4RTBV3cQW3HQTEB0mCi8cTSmCucxFUtSHlMKAEQQ2nOL62a0hEJqX4TgaztI748h+yy4zqzCOtSHlEfEdhYlliZdEyXywd4WkQSgQWJ1Aw11MYo+NxbJbUaNpQm9sTPnGnpSJb6+Cdesim45JwMDg9wYQsnAwKDHScfj7MmT+QHYvOQjhnbS8Q7AU1TC5T/8Ba/++bdt1uJWp4vZX/hqj5XXdQSTxYK3pBRvSWm3rblz5fK8ZXMr33iZ8XPOxVVQxOU//CXP3f1TwocM7x04cQqTz78YV8HROch1J0o6xd71a3n5j/eQPDDsV5JlTr7yOsaceTbpeJxYKIggitjdHpz+gh4ZAqsEk6R2hYh9UodgFnFMK8NUYkdymtEUjcjCfRkiqRU9rhBbUYtjehm6orfMQrJ27E+q7LNSeNNo1HAKNZRCcpnb/usJdFUnunR/hkiCFpvw+gfXUPKNSci+Y1faJhfaEO1yW2nZodjGFiH2kmW4rukkNjZlZHCU+jjNT27CeWol7jP7dfg9zoUWV1CaEkSW1KCFU9gnFiMX2gjM344aaLHhV/bHUJriSG4zelojvT+/+UtyRxDnzPJjnhE0MDiRMYSSgYFBjyMIAlani2hzU854Z8wFDkUymagcOYZrfvV74qEguq5jc7lx+vwnXBlYqCG3Uxq09B9pB0RUYb/+XP2L3xJpbCAeDuEqKMTqdGF1uvpU71Covo7n7/lZRpZRVRQCtTVsXbKI9x75R5tDoMPr47zbv0PFsJFIpu4bQKoEkzT8ey3KIRej8dUN2CYW4z1/IOiQ3BbIe3xicwBEgcgH1Zj7uXCf3R+5yIZoOvJnr21mUC+McFLDKcIL9+WM6SmV1O7wMRVKkttC4efH0vDPNRliydTPiefcgYjm3vkuq6EUgfnbc8YiC/fiOKm0y0JJSypEV9QSfOng+on1TYhuM/7Lh9H43w1ts69Su8NYBngQZAHZZ8krlkyldkMkGRj0MH3nr6aBgcEJi93rZdK5F7LwsYdyxkeeckaX1xYEAZe/oMti61gSaW4i3FBPU/U+3EXFeEtK85YgVo0dz7L5z+WMFfUfmFGu1vp66LpOqL6OzYs/YMfKT3AXFjHh7PPxFJdkmFz0Nrqus37B/7JKMW1uD1VjJ/DyH+7O2B4NNPPsr37MDb+9H39595Qa6ZpObHlthkhqJb6iDsdJpZhK7S3ZjMZEzjVEpwmlMYEWTZPY2ERiUxOFXxiLdbC3W86x21C1Fre9PCj1R2dZr8YV9JSKIItIjs4LWUEUMJU5KL59Ikp9HDWUasnqeSy96u6mxdP5h/HqoDTGMRV2rSdIDaUI5hBhWihF5OMa7JOKiX5cA4B0QLRKDjPu2f1p/O+G7AVFAfuErg3+NjAw6DiGUDIwMOhxRFFi1KlnsnPVJ1lzhs686UtHPVT0eCRYV8vz9/yMxr0HnftcBYVc/oNf4K/ol7V/Ub8B+MrKaa6pzoqdfv0XcvYeNVXv5Ykff5dE5KCj2Jp33mD2F7/KyFlnHBOzC2ixdq/ftTNr+6hTz2T1W6/lPEZTW8w/Zl19XbfMvFIjKaKL9+eNRxfX4L9iOK7TK2l8eH3Ofezjimh+YevBDToEnt9K0ZfG9Sn7Zh2QPGbUYO6ZRKYKZ87tR0JLKqT3xwi9uZN0TRTJ12Jdbq5yd1owCaKA7LUeU3c7QWy/F0o4isxWcmsgry18YmMj/qtHEv24BsEsYq48+H6YB3pwnVVF+N3dcKACVLBKFFwzAsnbt2zeDQxORAyhZGBg0Cs4fX7Ov/27BOtq2LFiGRaHk0GTpuLw+Xt96OexJh4J88bf/pghkgDCjQ08f8/PufJn92TNIHL6C7j8B79k4eMPs/njD9BUFV9ZOWfc+CVKBg/NeoxEJMI7//hLhkhq5Z1//JX+YyZgLu2Fuq8cyLKJsmHD2f7Jkozt7oIiNn24IO9xtTu2oKTSmK1HL5QEvcXRLh96SgNdx9zPjWNGGdFFNRlx5ykVpGuiWZkapSGOFlf6lFBC13HOqiD4yo6skOQxIxd0PkuiazqJLQGaDsl2aLEIjQ+vxzWnCtesinbnPPVFRIeMqdSes9RNsEjIRyFMtFQ7zn2tAsgsUXjT6AxzC8lhwnVqBY5JxSjNiZasnbcl09YXrd4NDE40jq9fMQMDg+Mah9eLw+ulfNjIY30qx5R4KJiVWWslUFtDNNCcc1iru6iYOTffxqyrrkdTFUxWO05f7mG5iUgor4GGrmvUbNmI9xgJJYARM05l8XNP4SkuYexZc3H5C7E6nQydPpMVr83PeUxR/0HI3dSjJDhM2MYUtpU7HY5jcnHLzCKniHtOf5zTy0hsCyCIAuZKF9Gl+4kszt33Qy/0jaihJEpTAiWQxFRgPXDxnPtCXo+r6CkN9+wqwgv3tdltm6tcuGf3b/8iPu/jpwgcmk07hPA7u3FMKD7uhJLkNOO/agR1f1+dKYBFgYJrR7TvzncErEN8hNiZM2aqdCK5TBTfNgHZb8saritaZESL3CVBa2BgcHQcX79iBgYGBicA6UTunpdWcmWBWjFbrR0qmdO0PHU+B1DSeXoxegl3UTHX3vl7arZsYulLz9BcU43d42XKBZdy9pdu560H7kPXD2Z8REli3Jlzu82kQ5RFXKdUEF9dn+W2Zip3YO53cDCwZDch2U2YSlr6upTGONGltTnXNQ90I9p75k+rEkiQro6QrokhesyIJonQm7tQmxLIxXYKbxyd065cdMiE/rcb6xAvvsuGgiAgSALp6ghNT2+i+Jbx7T6uGk6hq5nDbrW4ctDa+nA0UBoTx+WFvVxip+S2iSQ2N5HcHsRU4sA2rhDZZzmqDI7kNWMbXUB8XeNhAQHv+YOQ/BZk94kxVNfA4ETCEEoGBgZtJCJhQg31bPxwAWo6xbDps/CVlWP3eI/1qZ1QWJ1OJFlGVXI32Hd2plQuLA4HBf3607hnV854+fCRaJpKuKGBvRvWUr9nF2WDhlI2dDjuot5pEq/Zsok3//6ntn/HggEW/PdfjD5tNlMuvJSlLz4DgM3l5rzbvo27uHvPS/JbKb51AuEPqomvaUAwiTinl2IbX4zkzl9mJbrM+C4bSvPTmzO322V8Fw9tGfLazaT3R6l/YHWGqBNdJvyXD6P52S0odTGantlMwWdHZj2+6DTjOqWS8Ht7SGzKnLHlmFme135bjaZJ7ggSemMnSkMcucCG++z+WAZ7EY6kGeTj041NEARkvxXn9HKc08tz7qMrKmooTao6ghZTMPdzIrkt7fZlSQ4z3ouHYBnuI7JgH2o0jWWgG/ec/piKbAjyieXSaWBwoiDout7+bcfjnFAohMfjIRgM4na7j/XpGBj0WeLhEIuff4rlr7yQsX3AhMnMveVrOUvBjmfi4RDpZBJBELB7vL1qna2kknz41KM5XeyGTJ3B3Ftux+p05Tiyc+zbtJ6nfnZHlrvc+DnncvJV1xPcX8NTv/gB6US8LWZzubniJ3dT2K/qqB+/PUIN9fznu7eRiEZyxm/43V9IJ+IIooTd42mxfO8GE4dc6IqGFkuDICA6TB2yXNaSCkpzkuiSGtTGBNZhPqyjCpC8lm6f96SGktT9bTVqU3YmUi6x45hS0tZ/VPKtyZiKsnv+1EiK2Op6wv/bgxZJI9plXKf1wz6pOGc/lZZWiX5ck7OvyT23P/bJpTQ8uBqlPp4VF8zSMZ/N1FNoaZXk1gCNj24A5eDlk2WkH/8lQztUnqeGU+iajmiVjrvyRAODE4HOaAPjG2pgYABA0769WSIJWgad7lixlLFnzu39k+oB0skkDbt38u7DD1KzZSNmm43xZ5/PxHMuyGkxHg00kUokkCQZu8eLbD76Jn3ZbGHKvEsxWSwse/kF0ok4ksnEmNNnM/2yq7tFJAGUDBrCZ+/+I4ueeZzqTetxeH2cdMkV9Bs5BiWZ5IXf/CJDJEGLgHz5j/fwmR/9CkcPZhIT0UhekQQQrK1h8ORpPfb4hyLIYrsZpFyIFhlzqYxp3uCWi165ZxrrtbiCEkjmFEkASm0so8RNz9NvJDnNOKeXYxtdCIoGkojkNucVhVo4TejN3NnI0Du7sY8vxn/VcOr/vrrF+KIVEfxXDT+qfp6+jBZK0fifDXBYaWtyQxPRfvtxndYvq8focPqU0YeBgUG7GELJwMAAVVFY8UbuBnqA5a+8yODJ006IErz6Xdt54sffa+t/ScXjLH3xGfasW83F3/kRDm+LOUIyFmXvhrW89/A/CNTWIJvMjD59NtMuuaJbSuMcXi/TLr6CMafPIZWIY7JYcXi9yObus/yVTWaKqgZwzpe/TioRQ5TkNhvx/du2EA0cLMOSLRY0RUVTFRr37CIeCvaoUJLl9svTjuWcp84giEKPDf3UFZX42oYj2lLr6oGLdklAtOX/sy6IArKnY58vLZpGT+dxBVR01EgKc6WLkq9PIra6gdSO4IHsVinSUfbztKIrGrqud2iAb28R39iUJZJaiXywD/vkkg6/xgYGBn0fQygZGBigqSqJaDRvPBmLomn5rZT7CrqmkYhGEAQRqzN7NkwsFOR///57hklAK/u3bqa5prpNKO3dsJYXfv2LtriSTrHqrVep3bE1Q1AdDZLJ1Cv9QGabDbMts7E+nUwCMG72OQyeMp14OITJbEFV0iyb/xxqD5s92NxuyoaOoGbLxqyY1eHEXVRyxDXSyQTpZBKTxZoxcPdEQQ2nCby0Df81I0Ag9xweSWjLYDhmlCF2V7biCD1GgiS2CC+/Dffp/VBnlqPH0mhRBaUhjuQwdTpL14oaTZGuixP9aB9aQsU+oRjLYO9R2XN3F0qezB7Q0j92BBMVAwOD4wtDKBkYGGCyWBg+/WR2rfokZ3zQxClYHV0bStlbhBrq2bz4QzYsfBdJlpkwdx5VY8Zn9FalEwlqt+e2NAbYuWo5lSNHE2lu4t2HH8y5z/6tmwnW7e+yUErF40Sam9i5ahmJSIQB4yfhKS7D4fV2ab2u4vQXcMaNX6Jx7y5euOfnbeLR5nIz+4tfxdbD2UOby805X/k6T/3sjszMlsnMRd/5Ubs9ccl4jOaafSx98Rma9u2lsGoAUy+8DF9ZOSbLidMXo4ZT6GmNxIYm7JNLiC3LdtpzTi8jvr4B1xn9cM4s77bsi+QwIfksqM3J7JjbjOg8mBHUEgrJTc0EXtzaZjYh+Sz4rxqBucKJ0ImyRDWaJvjmLmKHDANObgkgFVgp+uLYYzqQFsA62Ev0w+yhzwCmMgeCyZhtZGBwImEIJQMDAwD6j5uEq7CIcEN9xnaT1caUCy7tlt6cniJUX8eTP7uDUP3BC8maLZuoHDWG82//bttFtyCKyCYzSjqVcx3bgbK0dCJBsHZ/zn0Aqjdt7NIsqGQ8xqaPFvLWg/fBAR+dRc88Tr/R4zjvtm/3qmGG0+tD13VWv/16xvZ4OMRrf/4dN/z2/h4/B395Jdf86vfs37aF6k3r8ZdXUjV2PJLJTOPeXQiihM3lzhClqqKw45NlvPKnX7dta9izi40fLeDib/+QgZOm9JjpQ2/TagoRXbof78VDkFxmootr0GIKotOE6/RKrCP8B2y7Td3qnCa5LRRcO5L6B9Zk9D0JJpGC60Zm9CCla2M0PZ6ZGVSbk9Q/uIaSr0/CVNhxm3C1KZEhktq2NyYIf1CN+4xKJEf3/BZpKRU9qSKYRERrxy6HTBXOvALSc/4gpDwOggYGBscnhlAyMDAAwF1YxJU/uZslLz7D+vffQVUVBk+exqyrr8dTUnqsTy8vmqqy9r23MkRSK3vXr6V2+1ack08CwO72MOaMOax885XshQSBgROnACDJMpLJlLf8zJFnyOuRiDQ28NYDf87avmfdata+9xYnXXR5r13kJ+Mxlr/8fM6Ykk6xc/UKJvTCQFp3YRHuwiKGTZtJOplg15qVvPXAfcSCAQB8ZeWcd+u3KR44GFGSiAaaeOvB7NcQXeeNv/2R6+75I66Coh4/795AdJkQbDJ6XCHw/FYsQ7x45g1CMEnoqoZ1iLdHL8xN5U5Kvj6JxOYmUnvCmCtdWIf7kTwHnf3UuELozZ25F1A0YitqcZ/Vv8N9XNHluedTAcSW12KpciHaZMz9XB0WN4ejpVWUhgTh9/aQ3hdB8llwn1mFXOpAaqfHC0D2WCj64lgCL28nsaEJ9JbsmffCwZgrey7rrsWVlsHAYosxR3c7KxoYGOTGEEoGBgZteIpLOOOGLzL90ivRdR2rw4HZlm013JeIhYKse/9/eeOr336N/uMmIptMyGYzUy++nD0b1mbOFxKEAxboLa53do+HUaecyZr/vZG1niTLlA8b0aVz3fjh+3ljK16bz5jTZuPM4bzXE2iqSrixPm+8YffOXjmPQ2ncs5sXf/urtmwbQHNNNU/+/A5u+M19eEvKiAaaScWzLamhJRsWCwVPGKEkuSz4rxxO4yPrQIPk1gDJrQGQBApvGoPYztye7qClB6llphDT8+yUVknXxvKukdodbhlW28EbAHo6t2sfAIqGrmg0/HMt/mtGYBtb2CXBkNoZouHfa+FAq6LSEKd+SwDPBYNwTC1FPIJ5huy34b9iOFosja602Hx3tB9LjaZRA0miK2ohpWEbX4Sp2J7hhKdGUmhJtaUnTRTQoilCb+4itTOE6DLjOqUC25hCwz3PwKAXMISSgcExItLcSLCulsD+GrwlZbiLS3LaU/c2stncLa5uvYUAtH+tlBl0FxRx+fd/QcPeXez4ZCl2j49Bk6YgW6xoBwbAymYLMy6/mtod26jbcbCnSZJlLv7uj9sEVWeJNDXmjcXDIXpzrJ0ky/jLK2mq3pszXj6886WFR0MyFuXDp/6bIZJaUZJJNix8l+mXXsXh72c2vXenXY2mUZsSRFfUgaphn1iMXGDrtgtYQRKwDPZQ8rVJRBbXoOyPYapw4jipFNnX/fOauoQsIvutpCK5s6+mMkenHPDsE4uJLa/LGbOO8JPcEQQgMH87lv5upE46zCnBJM3PbGkTSYcSfHUHtpEFiP4jizrRKnc6o6VG04Tf2U3ko4M9TtEl+zEP9lBw5QgEi0hqd5jA/O0odTHkEjuecwa2COUDXwu1KUHgxW0ktwXwXjK03SG3BgYGR48hlAwMjgGB/TU8e+ePCdTWtG1zF5Vw+Q9+ga8s9zT43iTS1Eigdj9N1XvxlpbhKy3vs+LJ5vYw+rSz+Ojpx3LGx885F9mUeTHh9PtB0KnetIHtnyzmwyf/g65rDJw4hTlfvBVXQSGugkIu/d5PCNTWsG/Tehw+PxXDR+HyFyCZunZxMmjKNNa+93bOWL9RYzFZe65RXUmnCDc0sHXZxzRX72Xw1BnMuuo6Xvr9XVn7Wp0uKkaM7rFzyUU6maB+V/Zw01b2bdqAkk7j8Hox2+yk4tlZDLvH22Z/3tOokRTB13YSO6RULLp4P5YRfvyXDUFydY9Dm2iSEEsceM8fhK5oCLLYLdbb3YVkN+Ge05+Gf67NDorgmFLaKft0U4kd8yAPqe3BjO2CVcIxtZTG/6wHQAun0OJKh4SSGk6hNMZbyger3KjB7P6ilh11lIY4sr9nvodKfSxDJLWS2hYksT2IZJdo+Ne6tu2OySUEX9+R0+0wvrYR11lVbUJJS6uooRTJbQG0YArzYC+mQtsJO8/KwKC3MISSgUEvEwsFmX/v3RkiCSBUX8tLv7+Ty3/4yx6dX3MkArU1PPurTBHn9BVw+Y9+SUFFv2N2XvkQJYnRp89h3YL/ZRkw9Bs9juKBg7OOSUajvPPPv7J16ccZ23esWMbrf72XeV/7HjaXC4fPh8Pno2LEqA6di67rRJubUdU0kmzKMmcoHTQUb2k5gf2ZF0uCKHLqtTf1mLOgoijsWbeGF379czS1pbRpzf/eZOYV13Lm577MB48/3CY8Cvv15/yvfRdPD9mWx0JBQvV1bF78IaIoMnTaTNyFxUgmM+6ikgwHvEMpqOiHZJJx+PzM/fLXmP+HuzOyT4IgMvfLX+81Q4x0TTRDJLWS3NhEYmsQx8Tuff0EqW8JpEMxVTjxzBvUclGvtLwngk1uGTzr65xglFwW/FcNJ7G+kciH1ehJFcswH/bxRQRe3p452+kIFuYASiBB48PrSNe0fL4LPnukTKlOYmszSCKy14LkMnfKtS/vqqqWUyS1kVYJzM8c8Ct5LSjtlDUmtwcxlznR0irJLQEa/7v+YKbsnd2YyhwU3DC6T9iqGxgcrxhCycCgF0kl4kQaG6nbsS1nvGH3zh4f9NkesVCQV/70mywRF2lu5IVf/4Irf3p3rzqzdRR3YRFX/Pguti37mPULDtiDnzOPypFjcp5vNBjIEkmt7F6zklgogM3l6tQ5xIJBti1fzKJnHiPc2IC7qJiTr7yOAeMnY3e7AXAVFPKZH/6SRc8+zoaF76IqCqVDhnHGDTdTUFnV+SfeQaLNjbz0+zvbRFIrHz31KJPPv5jr7vkjqVgM0WTC7nL32GDhaCDAe//5Bxs/eK9t2+Lnn2LsWXM55aobmHH51Tx310+yjhMEkbGzz2kzuhgwfjLX3f1Hls1/nsZ9uynuP4jJ8y7GU1yKIPa8mNBSKpEP9+WNRz7Yh3WY71NTFiXZTTimlWIbVdCSrZEEJLe5RWR0QdzJbgvO6eVYhvpIbGoitTNMw0PrQD0ojM0D3Ij29l9fLakQfG1nm0iCluySVGBFbcwxD0kW0RW9pdQNEMwS/quHYxniPWrbdV3T0RL5+69Eu4xSf1jvnSjkn58FiJaWc9JCKRr/uyGrnDBdEyX8v914LhiMaNiWGxh0CUMoGRj0Eulkkq1LP0Y2tV8KkUrkHmiYTiWJBQIE62sRBBF3YREOn++I63WGeCjI/q2bc8YC+6uJBQN9UihBi1iaMHceI2edDqKI1e7Iu28qln+4LkAyGunUY6cSCZa/+iJLXniqbVuovo7X7vsds66+gcnnXdRmr+4uKubMm25hxuVXo2s6ZpsNm8vdqcfrLE3Ve1GSucuNlr/yAuPmnJsz89bdVG/ZmCGSWlnzzhsMm3YypYOHMuuaG/joyf+2iTqTxcq5t34LzyEDaM1WK8UDBnH2l25tGzjbq/b1R7jo1ZPqp27wqGiSEP1St5atyR4LpkIbwZd3ZLyeotOE77KhSEcSStE08TUNGdsiH1XjOXcgTU9sbMt+teI5ZwDRxQdvEukplcb/rKfk65MRi4/O1EY0SdjHFZHcnDtjKljllgzZIeeU2h7EOsxHYlOOYwQwD2wpM01uD+b9vEU/qcV1Rj9E34kzX8zAoDcxhJKBQS8RDTTzxl/v5cJv/QBBFNG17G5iQRBzZjIS0QibFi3k3YceaLOsli0W5t58O4Mmn4TZ1vE5Je2RTuaeL9RKrr6QvoQgCFidR84Eme3tX/RYOlkCFwsGWDb/2Zyxj595nBEnn5pxoW+yWDBZeqa0LRepWPvvW6uJRU+SiEZYPv+5vPFlr7zAhd+4g4lzL2D49FMI1NYgySY8RcU4fH4kOfvPlWy2IJt7v6xIsEjYxxaS2hnKGbeO8iPaT5w/r+qBfiAEEG1yt1iS66qGGkqRromixRVM5c6WLNQhWThBFrEM8lDyzckkNjSi1McxD/JgGeDu0OBZXdGzBIRSHyf6UTWF148mvqGxxR68wIZ9QhHx1Q3ZokSD6LL9eM4Z2Kleq1xYhniQ/FbUpsybYYJFQvJbsU8qIbbkYPlwdHktBdeOJF0TRQ1l/jb7LhvaZhqihtv53c7xGhgYGHScE+eX3MCgj7N/6yY0VWXHiqWMnHU66xdkW1qPPOUM7G5v1vbGvbt5+8HMAaBKMskrf/4N193zR4oHdE82wOp0IkoymprjwlkQsHu7Nj+or2H3eBkwYTI7Vy7PilWOHNNpQ4BYsDmrrK0VJZ0iHgxmCKXepqj/wLwxh8+PpZ3sW3ehqSqJdjJ5yUgEVVWwOV2YraV4+/DsLkEQsI4qQFqwFzWYeZEq2GSc08v6bD9RZ9AVjdS+CM3PbkGpaxHbpnIHvsuGYSp1IEhdEw66opLcHqTxPxsyeo6sowrwXTwkw4BAkCVMhTZMp1R2+nEEi4ToMqMdJiSS24Mkd4Yo+fpERJcFXVGpv38VaiB31lWpjaFr+lELJdlrpeiLYwkv3EdsWW3LLKzRBXjm9Ef2WHCf2Y/0njDpmpbviZ5UaX5hKwU3jCK5O0xqexDJZ8ExuQTJa2mzMbcMyv97JRfZEI5gd25gYJCf4/+X3MDgOKG1pG71229QNXYCE+bOQ7a03A2XzRYmnXcRp15zI5bDsh2peIzFzz+VtV4ry195ESXVfiaoozi8Piaec0HO2IiTT+ux3pXexupwcvbNt1E1ZnzG9orhozn31m92uhROOkL5o2Q+tr0qdo+X0afPyRk748abe2V2k8XhYNCkqXnjQ6bOyPrs92Vkn5WiL43HMa0UwSSCLGCfWETxVycgdaLMSUuqKMEkSjCJrvatO/9KY5z6B1a3iSSAdHWU+r+tQmnOXSLcoXWDKRoeXp9pzAAk1jcSXba/214HyW3Gc96AnDFzlQvRbkKyyQiyhFyQ/z0zD3AjSAJaWkONpdHVHN7iHUT2WfGcO4CSb02m9DtT8F82DFORvWVmlddK4U1jKLx5LK6z+uG9cDAF144AAezjivBfMwLveYMwlTgQLQfvc8sFNkx5ht16LxhszFsyMDgKjIySgUEv0TqkVNc13vjLvQydNoNzvvx1BEFEMpkoHTIsp4lDOpXKcnM7lOaafSjpZLf0aJgsFk666DIsDgfL5j9LKh5HtliYcPb5TD7/4nb7fo43XAWFzPvG/xELBkhGIlgcDmxuD3a3h1gwgKqqmK22Dl28OzxeXAWFhBsbsmK+svKcWcLexOpwcso1N1A6eAhLXniacFMjxQMGcdpnP0fJoCG9Mo9HkmTGnXUOq99+jWQ0M7Nkc3sYcfKpbWYNxwuy34pn3mBcZ1aB3tKQn2tYqRpPoyc1EEBymhAkEV3VUBoTBN/aSXJjM4JFwjG9DMfUUuROzgbqCbS0SnjB3gwDhVb0tEZs2X7cc/p3KXOW3Nycc11oMcKwTy7pltdAEASsw/34rx5O8NWdLUYTsohjcgmuM/u1lRBKNhn32QOo/+uq7DXMIvZxRaSrI4QXVqM2xjFVunDOKEP2W7vkiCeaJERP7s+65DYjuc1YB3k7vJ7kMlN43ShC7+8ltnQ/elpDLrbjvWAQ5qrOmdIYGBhkIui9OeHwGBAKhfB4PASDQdzunm2YNjBoj3g4zHuPPMD6Be9mbBcEkct/9EuqRo/LeVw6meDNv/2JjR8tyBmfcM48Tr/uCzl7OLqKqipEm5pIp1oEmMPnR5ZPfAevWDDArjUrWfzC08QCzZQOGcbJV16Hv7wSkyX/hZuu69Tt2MZTP7+DVPygc5XV4eSKn95NUdWAXjj7I6PrOtFAE5qqIZvNvTZz6NDHb66p5sMnH2HLkkUIgsCw6bOYecW1+EqP/fyw7kZLqyh1cQKvbCe1I4hgbhFDzpnl6CmVuj+tyMqqmCoOWDq7j61YUsMp6v++GqUhnjNurnJRcNMYJFvnf3cCr2wnsjC/a2Dp96Yid7P5gBJKoqc0BElAdJkRDxM4WlIhsSVA4IWtaAeG58qFNgo+O5JUdYTmpw4zuZEECj8/Fms7ZW+9jaZoaJEUqDqCWTrYwxRNg6K1lCJ2ckiugcGJSGe0gSGUDAx6kWigme2fLGXJi88QDTRTNnQ4p1x9AwWVVe1eiNfv2sF/vvc1dD3zokqUZG74zX34Kzpfv2+QSSIaYeHjD7P6rdcytguCyGd+9Cv6jR7b7vG6phFqqGfvxnXU79hGyeBhVAwfiauwqFcyNscTqXicxAFnQavThbkHB+2qkRRKU4LY6gYEsaWESfJZu2zdrSkaWjjVMvzVJCG5zXl7V1J7w9T9ZVVWM72pwoF7dn8aH16f87iCm0ZjG35s3SW1hELjI+tbHNVyYBtXiO8zw7tkOx3f0Jj3ucsldoq+OLZbDCM6i67pLcYVsTQIApLDhK5o1P5+eZagBZB8Foq/PB7pGIvafKjRNKndIULv7EYNJDGVO/Gc3R+5yJZRumdg8GmjM9rA+KYYGPQiDq+PsWeezaBJU9FUFZPVhtVx5HI2b2k5l/zfT3jjb38k2twEtNhMn/OVb+IpPnYmAScS0UBzlkiCllLJt/9xP1f85C4c7ZhZCKKIp7ik5f049cyePNXjHrPN1m1Oje2hhlMEXtqWYREdWbAP+9QSPHMHdPpiXA0lCb23h+iSWlA0RIcJ11lV2McXIjky11JjaQKvbM/pOJbeF0VLKIhOU1v24lBiq+qPuVASrTKuM/vlFUrOUyq7PJvHVO5E8llQm7PNEzznDzwmIglo6RPyWOCQsr/EtkBOkQSgNidRY0qfFEpaUiHy4T7C/9vTti25uZm6Lc0U3DAa63CfcQPHwKADGELJwOAY0N4Fdy5MFgsDxk/i2jt/TzwURhAEbG53n51pdDxSs2VT3lhT9V6S0Win3zeDY0tyRzBrjg5AbGkt9rFFSMM6fkGuRtM0PbuF5CH20Vo0TfClbaBoOE8uz+jX0VMqqR257cMBUjtCmEodJLcGsmJiF8rZegJTmRPX7CrC7+w+OPRUBM+8QZgKu54FlD0Wir44jsBL20hsagIdJI8Zz7zBWKqOs8qPPlqTo0bShN/dkx3QIfD8Foq+MqFP9MIZGPR1+savsYGBwRERBAGXvxCXv/Co1lFSSaLBAGoqjclqweHzH3dN9D1Be6WPwAlh9/xpQo2liXyQvw8m/OE+zAPcOc0XcqFFUhki6VBC7+zGNrYws69GEBDMInoqdzZCdJrQa3PPt7JPKCKxLYDkNCE6zV0uEzxaJIcJ16wK7BOKSe+LgChgLncgOk1HXbol+634rxp+oH9GR7BKffLCXfZZQRJymk9IbnOfnZel1MXyijg1mEKPKxmZMwMDg9z0zW+4gYFBjxBpamTRc0+w7r23UdNpbC43M6/4LMOmz8L+Ke/hKxk0FFGScs5Dqhw5Fpvz0/36HHdoOloi92wrAD2udMqGOp3H1ABa5t0c/liSw4TjpFIiH1TnPMY+rojExsas7c5ZFcTXNBBZ0CLyzIPc+K8Y3qEBqz2BaJURrTKmwu4vlWxdu6u0Dq1VGuJoCRVTiR3RZUKydZ+wFF0mvBcMJvDC1sMC4Lt8WMbMp77EEW/sGFV3BgYdwhBKBgafEmKhIK/95Q/sXrOybVs8HOKdf/4FTVUYf/b5SNKnN7Pk8Po4+0u38/pf/pCx3ep0MfsLX8HqzD2nxKBvItpkrCP9ROpyZ22sowsQLR3/vEv2di6+BVpmKR26SRZxzqokuS1AuibzHLwXDUbyWii8cQypfRFiq+pbzneYn+SOIJEFe9v2TW0PEXhhG74rh3fJYe5ERVc0kjsODK1NHRSp9snFeM7tvj4n0SRhn1CEqdRO+L09KI0JTBVO3Kf1Qyq09tk+H7nQBrIISnZG01RqRzxGWUoDg+MN41fXwOBTQrS5KUMkHcpHTz/KkKnTcRcW9+5JdQIlnSYViyKZTFh6YJ6TyWJh6EkzKRk4mNXvvEGwbj8Dxk9i0KSTDMOM4xBBEnFOKyW6ZH9LmdEhiE4T9nFFed3qciH5rHnNFyxDfTnL42SvhYKbxqDUxoiva2x7XMltbsmkWGVsbgu2kQWkmxPU5XFXS2xqQoukDaF0CEowScND67JK4mLL6zBVOHHOKO82ESNaZSwDPJiudqCnD9hsm/r2TSXJbcJ/xTCaHt+YUYInmCV8nxl+zAwzDAyON4xfXQODHqA2WsuahjW8s/sdimxFXDD4AkodpbjMx274X+O+HI29B0hGo6Ri+UuLjiWaqhKs288nr89n95pV2L1eTrrwckoHDcHWzXOAzDYbhVUDOOPGm1FV5VMxO+pERvJZKf7qeIJv7iKxthEEsI8vwn1WVafn9EgeM4U3jaH+H2syhJdcZMN38ZC8Bgyy24LstmAd2r4RiNqUyOuuhg56Uskd+5SS3NiUd2ht+N292MYUdvssKtEiw3HS1iPIEtYRfkq+PonIkv0o9XEsAz0tDo3HqIzTwOB4xBBKBgbdTHWkmi+8+QX2hA8Kk3+v+zffn/Z9Lhh8AU7TsSnhsnu8eWOCICKb++Ydxsa9u3nsR99GSbZYCTft28PedWuYdN5FzLjs6h4piRMEwRBJJwCCIGAqtOO/fBjaeS1CQ3TIXcoGCIKAqdxBydcmkq6NoTYlMJU5kPzWbrkgb/cOv9h3nPD6Cun6/Dd2tHAqpy37pw3RLCGWOPCePwhd1RBksc+WChoY9FUMGycDg24koST426q/ZYikVu5cfCf1sfpOrxmPhGnYs4vlr77IJ6+9ROPe3W3DOjuDt6QMmyu3IcHgKdO6PTvTHcTDYd7+51/bRNKhfPLqi0QDuV3IDDqPpqqkEwl0LU9W4zhGNEvIXguy13JUJVOCICB7rdiG+3HOKMcywNNtWQvRacIyJPd30D6xGNEolcrAMij/75VcYkeQjcubVgRRQDRJhkgyMOgCxi0qA4NupDnRzMvbX84bX7h3IQM9Azu8XiwU5ONnn2DF6/Mztk+96HKmXnBpXuGTC5e/gEvv+BnP/OqHJKPRtu2FVQM444YvYrHbO7xWb5GMRajetD5vfPfaVRRU9uvFMzrxSCcTBOtqWfXWqzRV76Vi2ChGnXom7qJixE+xuUdvIzlM+C4fTmD+NhLrG1v6SkSwTyzBPbd/p4wncqGGkmhJFUESEO2mo3Kb6wuYq1yILhNaOLtnzHPesRtaa2BgcGJxfP9SGhj0MTRdI61l/+FuJZTKP4AyF7Xbt2SJJIClLz7DwAmT6TdqbIfXEkSRkoGDuf7Xf6Zhz27CDXUU9R+Ep6gEh6/nB6lqqkqkuYlULIYgiZhtNhxe3xFmOLV/B1QQjbvGR4OaTrNz5Se89Ie7QG8pVdq9ZhVL5z/HlT+5i9Ihw47xGX66kL0W/J8ZhhpJoyeVFvtsp/moRJKWVEjuDBF4cRtqUwIEsI704503CNnfPZbfuq6jhlJo0TRoOqLDhOQ29+jsMdlrpejmcTQ/u4XUzpbfVdFpwjtvEJaqY9cLamBgcGJhCCUDg27EYXYwvmg8q+pX5YzPqpjV4bWSsShLXnw2b3zZ/OcpGTQUs7XjjbmCKOIuLO51d7tUIsH+bZtRUimaq/cSDTRT1H8gBf364ystzzvs1ep00m/UWPasX5MzXjVmXE+edoeJR8IoyQSCKOLw+I4bARcJNPHq/b9rE0mtKKkkr973O6786d04vEcvonVNI9LcRCISRpQkrE43Dq/3qNc9ETna2UJaWkVPqggmEdEik9oXpfHf6w7uoENifRP11VGKvjz+qIe86qpGcleYpsc3tvQGAYJFwnvBIGyjC3u0t8pUZKfg+lFoUQVUDcEuH3g8o8TMwMCgezCEkoFBN+K1ePm/k/6P6169DkXPdKk6qfQk+rk6XiamptPEQ8G88VgwgKqkgb7vYBRuqCceDPD6X+5FSafatvsrKrnoOz/CX1aR8zirw8mZn/syj//o26TimbNopl96JY52DCp6g1QiQcPunSx49N9Ub96Aw+NjygWXMOLk07pFYPQ0wbranP1fAM01+4iHQ0f9PFLxOLvXruLtf9zf1lNWUFnFubd+i6L+A46QUTToKFpaRW1KEH5/L6k9YSSfBc+5Awm+sj3n/mogSWpv+KiFktKcpOGfazIc6PSkSvMzW5ALbFgG9mzvo2Q3IdlNqJEU6doYkUXVkNawTy7B3N991M/PwMDg083xcdvTwOA4YphvGI/Pe5xZ5bMwi2aK7cV8Y9I3uPuUuymwFXR4HbPdQf9xE/PGB0yYhNnW9/qKDiedTBINNvPG3/6UIZIAmvbtZeGjD5GI5DenKKio5Lp7/si0S66kdPAwBk0+iSt+cjeTzrsIi+PYDoGt2bKRx3/8HfZtXHcga9LIe4/8g7f/8Rdi7YjcvoKmqu3Gu8PYoXHvbl787S8zjDca9+7myZ/+H6H6zpub9GXUuIISSKIEk+h5rKt7itSeCLV/XEHskzqU+jjJzQGU+jjpffm/W8nNgaN6TF3TiS2rzWvTHXxrF2q8523N1UiKwPztNDy4hsTaRhKbmml6bCMN/16LEsx9I6CrKMEkiW0BIotrSGwPooa6d30DA4O+hZFRMjDoZsySmRH+Efz61F8TVaKIgkihrRBR6Nx9CdlkYsLc81nzzhukk4nMx7DZGX3abKTjoNk+nUoSrKvNeg6tbFu+mHg4mNfmWxBFvCVlzPjMNUyZdwmSLGPqRLlhTxENNPPOP/+aVbYGsHXpImZcfjX2TjgJRgPNxEJB0okEdrcHu8eL2dY9PST58JaUIkpSTsHk8PmxOo+u1yMRjfLBE//JGUsn4mxe/AEnXXj5UT1GX0BLqyh1cYKvbSe5PYholXHMLMd5UilSN8/yyYUaTtH8zOYsS2w9qSI6TC29QzmQ/EdfdpfaF84bV+pikFahh63N07Ux4quyRbeyP0ZsRR2uUys7NVw47+PUx2j4x1rUQ8SX5LNQ+PmxmAp79rtqYGBwbDAySgYGPYTL4qLUUUqxvbjTIqkVT3EJV//ytxmmDVVjJ3DNL3+Lp7iku061RzFZLCTbsTPXNe2ImQ0ASZKwOp19QiQBpOIxmmv25Y1Xb97Q4bWa9u3hqZ/fwSPfuZXHf/Rt/vX1L/H+f//V4/bndo+PmVd8NjsgCMz5wldx+jueAc1FOpmgflfu0i+AvevXoqTzm58cLyi1MeruX0lyaxA00GIK4bd30/joRtRw6sgLHCVaLN1i1HAYsZV1OKbm+Z0QwTa68KgeV5BETOX5s7pykQ1MPXuZoasa0Y9r8saji2vyCsXOoIZTNP5nQ4ZIAlCbkzQ9tgE10vPvs4GBQe9jZJQMDPowoihRVDWAC7/1fRLRKIIAFocLq8PRY4+ZiEaIh4KkkwksdgcOr/+ohtGazBYqho/KG3f4/MdFCeHhCKKEIIjoeu7yNIu9Y+9RuLGBp3/xQyLNjW3bdF1j9duv4fB6mXbplUhSz/xUm61Wxs0+h5KBg1n07OOE6uooHjiIGZdfg7+i31HPXZFNJlyFRcTDud0eCyr6IcnH958hNZYm8PL2nANOU7tCpBviSK5jY1Wd3BbEMaUU60g/iQ1NBwOSgP+aEUie7PNSIymUhjixFXUA2CeVIBdYc9ptC6KAY0oJkQ/25Sy/c8/uj2Tr4cHNOuhK/hJRXdFzZn07ixpJt2TIcpCujqJF0oYluYHBCcjx/RfKwOAEJZQMUR2p5sVtLxJIBjhnwDmMLBhJsb1n3epC9XW89eB97Fz1CQCyycyk8y5k0vkXH5VxgqugkH6jx7JnXbZ73anX3nTUmYtjgc3lZtCkqWxbvjgrJkoSZUNHdGidpuq9GSLpUJa/8gJjzpjToy6FNqeLAeMnUTp4KEoqhclq67aZWjaXmxmXXc2Lv/1lVkwQRMaccfZxPwRTT6pt9tS5SGxswtrDhgai3YRcZEOpj2fFmp7fQunXJ6Gd3Z/U7jCiTcZc6UR0mbOG76rhFIEXtxJfe/DzGF28H9u4QrwXDM4p+GSfhcKbRtP0+Ka2zI1gEvHMG9Rutqm7EGQR++SSTCF4CPZxhYj2o7/U0dPtZ73VaJr0mgZM5Q4kpwnRYlxeGRicCBjfZAODPkYoGeK/G/7LX1f9tW3by9tfZph3GPfPvp9SR2mPPG400MwLv/0l9TsPlkop6RRLXnwGyWRi2sVXIJm6dnfY6S/g3Fu/xbL5z7P6nddRkkncRSWceu1N9B83vlsuluPhEPFwCDWdxuJw4vT5e3RgqsVu5/QbvkDdzm2EGxsOBgSBc2/9Vofd4pr27c0bS8XjKMneKek52n6kfJSPGMWMy67m4+eebMu+yRYL59/2bdxFvWtT3yMIAsgi5MlqdMdF+pGQXGZ8nxlG/QOrQcnMnnjPH4ToNCP7Jcxl7QuX5O5QhkhqJb66AfuEYmyjsm9oCLKEZZCX4tsmokVT6KqO5DIjuUwIcu/0UFr6uTCVO0hXRzO2iw4TzpPLu+U8RIepxXU8V3JKFNBTKk2PbgARPOcPwj6pBKmHe7M6i67rx/2NCQOD3qZvfYsNDAyojlZniKRWNgc28+SmJ/nq+K8i90ApVrixIUMkHcqyl19g9Olz8BzFha3LX8gp19zI5PMvQlUUTBYLTl/3ZJKaa6p5/a/3Ur1pPdBiK37KNTcwbPqsHhMAAN6SMq76+W+o2byRHSuX4S4uYcTMU3H6C/POhjqcgsr8lvEWuwPZcnyX89hdbqZccCmjTjuTpup9yCYTnpIynF5fl4V3X0J0mnBMKcnbJ2Mb2TvZUnO5k5KvTSKyuIb0rhZ7cNeplciFNkTzkYWCFleILMzfcxf5YB+WQZ6cM54EUUD2WsB7bKy4JY+FghtGE19VT3RxDbqiYRtbiHNmebcN1ZUcJuyTS1pc/g7DPqn4YEZLg+D87Zj7uZCq3N3y2EeLGk6S3h8j+kktgizimFKat5zSwMAgE0MoGXzqCCaCbW50fqsfs9S3/ljM3zY/b+zpzU9z1YirKLF3v5FDoKY6byydiJNOZJf1dBbZZOr2MrJwYwNP/fwOIk0H74QnohHeevB+LA4Xw2d0fMhvV3AXFuEuLGL4zFO6dLyvrAJXQRHhxmzXrinzLsHh83dp3VQ8RjLW0lNhc7mPqs/saDHbbJhtNrwlZcfsHHoKURZxnV5JcnsApS7zO+K5aDCSu3ded0EWMRXZ8Z47EK114Kyp45kUXdPRk/nLy7Skip6jD6uvIHssOGdVYJ9YjK7rSHYTgpxtJKErWsvrI4uIlo6/PqJVxjN3AJLTROSjavSUhmCRcJxUiqnETvOzWzL2Dy/Yi+nK4Z16D3oCJZSk6fFNpHYcHFcQW1qLfXIxnnMHGmLJwOAIGELJ4FNDQkmwNbCVe5bcw8r6ldhkG5cOuZQbx9zYY+VsRyKaihJKhxAQ8Fg82GQb4VR+u91oOoreDY3JuXAW5nfAEiUZ2Xx0d4uT0SjRYIC6ndswWSwU9ut/1EYRAHU7t2WIpENZ+PhDVI4chcPbNbHRWVRVaRkSrIPN7clrVJCIRlDTacw2O66CQi7/0S+Z//u7aNi9E2jpcRp/9nmMnX1Op40cNE2luaaaDx5/hO2fLEGUZcacNpupF17WLaVuuqYRCwXRdR2b03VMs0KaqhJqqGfrso+p2byR0iHDGDp1Bq7Col41iZC9Vgo/P5Z0dYT4ukYklxn7hCIkjyVnBqYnESQRyd55pznRKmMbU0C6JpozbhtT2O5z0WJp1EgaPaUi2mTEY9CnI4hCXuMMXdVQmhJEFtWQ2hlE8phxndoPucSOZO/YZ1hymXHP7o9jWhl6UkVpShBdVttiZnHYz7IaSKKnNTjGQimxvilDJLUSW17XUh7YQ0JJSyroGohWySj3MziuMYSSwaeGbSyQGR8AAQAASURBVIFtfPbVz6LqLXdN40qcRzc+ypL9S/jbnL/1uFHCoWi6xs7gTu795F7e3/s+IiLnDDyH2ybextwBc3l+6/M5jzu14lRcpp4pJfMUl+AqKMzstznAyFNOx+H1dnntWDDIxy88yYpXX2rbJsky53z1mwyadBLmo7D8rt68MW8sWLsfJdU79tOh+jpWvf0a69//Hzo6I2edzoS55+MpOpj9i4WC1G7fyuLnniTS3Ej5sFGcdPHleEvL+MwPf0ksFERJJrG6XNg9vi69LsHa/Tz6/W+2ZQA1VWXlm6+wfcUyrvzp3bgLi7r8HMONDWz48H1Wv/0amqIwbPosJp4zD0/xsbnRULtjK0/9/PsoyRbL5s0ff8BHT/6Xy3/0S8qHjezVCzTZY0H2WHqt1O5IaCkVLa6ATotwOUL2RJAE7JNKiCyqQYtkfmdEpwn7hKK8s4iUpgRNT28iteOAqcUBNzz3nP7HzPHvcNI1Uer+trqtlyxdHSWxoRn3OQNwzijrsKgTZBHZZ0VTNMIfVpNYn/smjWWgp1MZq55AjaSIfJS/UiDyUTXm/m7EHJm3Lj9mOEVqT5jIh/vQ0xr2CcVYR/mRvX1jrIOBQWfp1LcjHo/zwQcfsH79+qxYIpHgkUce6bYTMzDoToLJIL9Z9ps2kXQoWwJb2Nq8tVfPZ294L9e8eg3v7nkXTddQdIWXt7/Mta9eS5W7ilEF2XbaFsnCbRNvw2HuGWtwl7+Qy77/C9xFmWV9A8ZPZtaV12GydP0P3e51qzNEEoCqKLzyp98Qrq/r8rrQUrqWD5vLjdgLDeWhhnqe/NkdLHnhaSLNjUSbm1g2/zme/Mn3CB14fslYlE9efZHn7voJ+zatJ1hXy4YP3uU/3/satdu3Yvd4KezXn9Ihw/CWlLWJpEQ0Sv3unSx49CFeu/8PbFu+hHCeDJqSSrLkpWdzlkmG6mvZsz7TdTCdTBKs20/N1k3U79pBpDn/3KZwUyPP3fMzFj76b4K1+wk3NrD8lRd47IffJli3v6svXZeJNDUy/w93t4mkVpR0ivm/vytvlvHTgNIUJ/DiNvb/Zin7f72Upmc3k26IHzEbLfusFH9lPPapJQgmEcEkYp9aSvFXxiP7cn//1XCKxkfWHRRJAJpOdMl+Qu/vRUvnt+7uLdRIqqU0LofhRuiNnajhzt9MEWUR1ykVIGWLR8Ek4phWhiAd41GVOuip/OWUelLNaWvfVdRwiubnttD4yHqS24KkdocJvLSN+r+vRgnkHjhuYNDX6XBGafPmzZx99tns3r0bQRCYNWsWTzzxBGVlLTXnwWCQm266ieuvv77HTtbAoKvElTjLa5fnjb+7511mVszslXNJqSke2/AY0XR2iUtDvIEP933In874E89ueZanNj1FNB3l5IqTuW3ibfR39+/Rcyuo7MfVP/81keZG4uEQ7sJi7B4vNlfXm5JjwQCLn3sid1DXWfPum5x23ee7fPe/36ixyGYLSiqZFZtywaUddp/rKrqus3XpIkL12U3e4cYGNi5awNR5lxINBlj8wtNZ+2iqwpt//zNX/OSuLAv2ZCzKuvfe5r1HHmzbtn7BO/gr+nHZ93+elR1KRCLsWLEs77lu+nABw2fMQjaZiYWCrHzjZZa88DSqogDgLS3nwm99n8J+/bPej+pNG2jYtSNrzVgwwIo3XuGUq67v1TK8WChIuCG7rwtaHBxjoSCugqMbqHo8ojQnqPvrarRDBt0mVjeQ3BKg5NYJyAXtmxvIfhveCwfjnt3yWyPaTYjtDI1Vgy1GAbmIflyDa2Y5ov/YZhO0uJK3pBAd0vsimAo7b/ogF1gp+tI4mp/dglLb8hqYyhz4LhuaV1j2JqJNwjq6gOiHubNK9gnFHTL66CjpulhOm3a1OUlkUQ2es/sfe/FoYNBJOvyJ/d73vseYMWOoq6tj06ZNuFwuTj75ZHbv3t3lB1+wYAEXXHAB5eXlCILACy+8kBH/6U9/yogRI3A4HPh8PmbPns3ixdkzSwwMjoSAgNOU3xq3wNZ75TKhVIgF+xbkjb+24zUcJgdfGvclnrrgKV6+5GV+NetXDPYORhZ7vlrW6S+gdPAwBk6YQkFl1VGJJGjp22nv7n5gfzWa2v6MkvZw+gu4/Ie/wOrIfH9HnnIGo087C1Hs2YxSIhphwwfv5Y1v/OB9EtEoddu25h182bRvD4lIdm9apKkxQyQduv+y+c+hpDOtwwVRxNLO8F6L04koiui6zrZli1n0zONtIgla3ounfnZHlgBR0inWvfd23nU3L1pIPMf59yRH+syo6d4puexL6LpOfG1Dhkhqi8UVIotr0NUjZ3hEk9RWStieSIIWYZY/qLWb0egzdLHvU5BELFVuir44lpJvTqbkW5Mp/PwYzJUuhByZpt5GkCVcM8sRctiUSwVWLEO83fZYuqYTXZzb+REg9kltVkmngcHxQIeF0kcffcRdd91FYWEhQ4YMYf78+cydO5dTTjmF7dtzWwofiWg0yvjx47n//vtzxocNG8Z9993HmjVr+OCDDxgwYABnn3029fW57yIaGOSjwFrAVSOuyhuf039Or52LLMi4zPn7jLwWLybRhCRKFNuLKXGU4DD1TLldb2Cy2igZPDRvvGrshKNqvJdkmbKhw7nu13/myp/ezUXf+RE3/eFvnHnTl3o8mwQgiiKyKX8fhmw2I4giwhFmOuXKqG1Zsijv/mv+9ybxUOagU7vHy8RzL8x7zMS55yNKMtHmJj56+tGc+yQiYWq2bDr85No13ZBkU683bNvcbuQ8FuySydQr731fQ0+qOecgtZJY39TSt3QYWkJB+X/2zjs8qir9459bptfMZNJD6L0KKCogqNiw9y7q2ruyll3Lumtf17J2Xdu6P8WCvXcFKyDSeyeB9Mn0duf+/hgJDDOTnhBgPs/j88g5d+6cJFPO97zv+309YZRg+o2s4o0QKfcRXFFHZKsfxbddiEm2JkxeJAFB27YIguKNEF7fgHd2OYHFNcTqQ6hK2wSNaJDRFGQ4QBBAU9K+uk/JrEWTZ0TjMnY7FznJoSfvipEYx+Qj6KREb6mJxbguGpawdO9ImvrzqE1PZ8nSXWnx7iQYDCLvsJkRBIGnnnqKK6+8koMOOohXX3211U9+5JFHcuSRR2acP/PMM5P+/dBDD/H888+zcOFCDjnkkFY/X5a9F1mSOX3A6fyy5RcW1STXadw+7vYudb2z6+1MGzKNG7+/Me382YPPRifvmn4knYHeaGL86eeyYdHvKSe3epOZPqP3a/dziKLUaNPd1eiMJkYdeQybly1OOz/qyGPRm0zk9+6DIIqo8dQT/fw+/dCnidyFfL6MzxuLhBsbuG5DEAT6jh3Hql9+YOPiBUlzo6ce31jPpcSiTUb5KtetSbI7l2UN+55wSqOjXl35pqTrR0w5EqPVlvF+nYHJ7mDiWefz9QtPp8wdeOo5GNthPrLbIgqIhsyCXNBLsIMhQzwcI1YdxPPlRqJb/EgOHdZDytAUmRqd4KI1QWpfXkKsenvdm7bMguOMgch2PZJdh+TUo9SmRpaM++QhtkE4xOpD1Ly8hNgOKX2CViT3wmFtitZIZi05J/Wn6pmFKXVK1sN6Ilk6L2VUjasonghxb4R4NI5s03apI6AgCGhy/0innJJIp5TMmg5PgRNEAdPYfIKLUs2AgIQLpGn375uWZe+jxe/UgQMHMnfuXAYNGpQ0/vjjjwNw7LGZTzE7gkgkwrPPPovNZmPEiBGd+lxZ9kzyTfk8OvlR1nvW8/3m78nR5TC5x2TyDHldHrEZWzCWw8oO4/MNnyeNnzXoLPra+3bpWroCR3EpJ91yJ18890RjLU9BvwEcfsnVHWJZ3VH43W68tVVUrV+HxeHEWdoDs8PZbPpe8YBB9Bo1JqU+qHTICEoHDwPAaMvh4Asu5av/PJl0jUZv4LCLr8KYRij1GbMv8z5K74BYOmQ42jRpduYcB0ddNZ36LeWs+GkWslbHoPGTsOa6GpvvSrIGc44TX316sZTXs1fj/8eiEbw11WxYMB+d0cSwgw/Dnl/Ad/97EffWClxlvRhw4EQEsWtrD2SNhoEHHoQtr4AfZvyXuvLN2AuLOPC0sykeMBhNO+3sd0dErYR5fDGh5elNOSwTihsFkBpXCa9poPaVpY1H/UpDmJr/LMJ2dC9M+yYssAO/V2E7oidqHFDi+H+rIryyHve7a8g5bQCyVUfu+UOpfWVpY50OgH6IE9uUslbXwMRDMdwfr0sSSQBqJE7NC4vJv26fNjmoaQpN5F8zCt+PO9iDH5SwB99ZtCjBKPGGCMFltaCo6Ac5E4KwlRt9VYkT2eyj9pWl29PORAHLxGLM40uQzF0nHESt1KH1SOnQFJrQ9rERWZNsRy5atJgPKEaQRdRYHEQho4NilizdDUFtYVOWe++9l1mzZvHxxx+nnb/88st5+umniac5LW3RQgSBd955h+OPPz5p/MMPP+T0008nEAhQWFjIu+++y9ixYzPeJxwOE97BBcnj8VBaWkpDQwNWa/fokp0lC0BdqI5yXzlfbfgKWZQ5tOxQCkwF2HX2Xb20TsNXV0fI70OURAwWa7vrnzoST201Hzx0H66ynvQdM45oOISs0WIvKCSnqLhZseR311OzaQMLv/wUVVUZfsjhuHr0TGoYGwr4adi6hXkfv4enpooeQ4YzeOLBWF15ae/vr6/n/YfuoWLlsqRxUZI5655/kdezT5t+VlVVWfTVZ3zx3OMpczqTiXPvfwyrK49YLMamRb/z7j//kVQTZLTZOea6mwn7A+T17oPFsWstsQOeBpRoFEmWMe5kiLG3ofgiNHy+gcCvyU6E+iFOco7v22jXHWsIU/XY/PR1I5JAwfTRqDGVhk/XE1pWC3EQDDLmA4oQNSINn60n//rRaFwJsa54Iyj+KGowloiYmDQt7k+0I7G6IFsfnAsZthLO84dgGND2vmhqTPmj4ayU1r5b8UfxfrcZ3/ebk8YNI1zYj+7dKrvzWG2Qykd+S/RT2gn7Sf2QjDKiUYPs1CNZ9wxhr3jChNa48f1QkbAHH+7CODpxGBZe20BwUQ2iSca8XxGSU9+m10iWLO3F4/Fgs9lapA1aLJQ6m0xCye/3s2XLFmpqanjuuef4+uuv+eWXX8jLS38K/be//Y0777wzZTwrlLJk2T3w1dclXMsa6jE7cjHZczo9rSsSCvHlf56geOBgKtesZvG3XzSmyNny8jnm+r+Q17N3i+pwtgkKsYmapFg0ghKNodHrmhVgvrpaFn3zBfM//YCw30+PYSOYcOY0nEUl7XKZC3gamPfRe8z94G3iSqJuxerK57jpf8VV1gtBEGioruSlGy5PseAGKBowmOP/fBsGS+f09crSdhR/FMUdJrCgClVRMY5wITv0SfUzkQofVf+en/EeedeOov6tVUQ3p6Z/Wg/tQXiDB9sRvdAWZzbJaQvRSj+VD/+WcT7nlP6YRudnnG8v4XUNVD+zMO2c48yBGIe3PL3X91MF7vfWpJ2TcnRYJpTgfn8NkkNP7gVD2+S8111RAlGIq4hGDUpDmOpnF6LUJ3+OWA7ugXlCMVIas4ksWTqT1gilbv/qNJlM9O3bl759+zJu3Dj69evH888/zy233JL2+ltuuYXrr7++8d/bIkpZsmTp/tRvreDd+/9OXcX209ziQUOYetWfO9XqOdDgxu+uT4iSrz9LmmuoquStu27lnPsfxZrbfJpgUwJpG7JG26QBxI6YHU72O/4Uhk2egqqqaA0GdMb2p4oarTb2O/FUhh98GH6PG1mjxWizY94hAlZfUZ5WJAFUrFhK0OvJCqVuiGTSIJk0TYuYJlKfBI2IGlLSiiQA7w8V5BzXJ1Hz1MEIOgnRrMnokKYp7Lw06Xg0jnd2ecZ57/eb0fW1tzgKktGSnIRltvhH6p1SF6Lu1WXkXjC025lBtJVtv6N4VMHz9aYUkQTg/XojxuG5WaGUpVuz2xnax+PxpNS6ndHpdFit1qT/suzZBKIBNnk38d2m7/ix/EfKveWElcyvkc7AG/GywbOBX7f8ytLapVQF2tdEdW/EV1+fIpIAypct4esXnyEcyLzpaC9KNMKg8ZNY8Hn61OKQz0vl2q5tSrwjoiRhdjixOHM7RCRtQ6vTY8svoKjfQPJ69k4SSQDhYPr+ONvYFonKsvshGWWkDP2NJKeBaHVq0+JtbEuv64waG8mqw3ZEz7Rz2t62zk1RU+LEA5ktrOOBGLTCeU/bI/P+Q3YZUBq2f09FK/zE/XuefXbcHyMwP7XH3DYCGcwfsmTpLuxSGe/z+Vi9evvmY926dfz+++84HA6cTid33303xx57LIWFhdTU1PDEE09QXl7OKaecsgtXnaU74Q67mbF8Bk8veBpFTaQ86SQd/zjwHxxUchBGTeaeMh1FTaCGR397lPfWvIf6R1V0kamIxw55jH72fl1um7y74nfXpYikbaye+zOBhoYOFQk7ojUY0BtNBL2ejNfUbNpIv307tilxJBjA3+DGU1WJRm/A4nRiynF0eu+nluLq0TPjnCnH0Wl/jx1R43GUWBRJo82+lzoQyarDcdoAqp9bCLEdNv8CWA8vQ5SbOEeVBCSbDlEno/gjKHVhAotrEEQBw9DcNhkfND69KKAf7CTnVAHPp+tRPBGQRUxj87FMKu1UAwRBK2EY5CSyLv3ngL5/TtqeRJnQ9bYhGGTUNJbs5vHF+HaKXqmRttV4d2/UJsXlbtFnK8tezS4VSnPnzmXy5MmN/96WMnfeeefx9NNPs3z5cl5++WVqampwOp2MHTuWWbNmMWTIkF215CzdjMU1i3ni9+Q+XGElzE3f38TMY2fSL2d7/56oEqU6WE0gFkAv6XEanBjk9uWEx5QYr694nXfXvJs0XuGv4E+f/YnXj3mdQlNhu55jbyHQ4M48qapEQ5lPuNuLKceB0Z6D0WbPuI4dneA6gkCDm1/efZP5n3zQaPNtsFg57s+3UtCnf7t6S3UURpudYQcfnpKOCHDw+Zdg3sHEIRIKEgkEkDSaDjHpiEUjeKqrWPLdV1SvX0d+n34MnjAZqyuvW/xu9gS0xWbyrx1NYG4lkU0e5Dwj5v0KkRx64oEoolFORFF2wjjChWTToXgjuD9cS3DB9t6G3m82YdyvANuUsjankUlGDcZReej62FGjCoIkIlq0TYu3DkAQBQzDcvF+vzkl9U/QipjHF7dqDVKODtfFw6l7dVmjvbqgk7AcVIJSH06yXEcE0djxr+t4VCH+h9GGIIuJtMwuNI4QdTK6fjmEV6Z3YjQM2bVGMFmyNEer35Xff/89BxxwQFJPJYBYLMaPP/7IxIkTW3yvSZMm0ZSXxNtvv93a5WXZi2gIN/D0gtQeKgAqKjOWz+CW/W5BFmVqg7XMXDWTFxa/gD/qRyNqOLbPsVw+8nLyjG23p64OVvPKslfSztWH61lVv6pdQskdclMXqiMQC2DT2nAYHBmtzD1hD3WhOjb7NmPVWhPNao35u80pvMWRuQZJlGS0nRi9EEUJR1ExY487me/++5+UeaPNjqusd4c9n6qqrJ7zM799/F7SeNDr4a1/3Mp5/3oSe37X9fbKhN5k5sDTzyG/d19+efcNfLW15PXqzcSzLiC/d18EQSAWieDeWsFPb8+gfPlSTPYc9jv+FEoGDW2zA108rlC+fClv33tHoznGut/nMuf9tzjl1rsoHpg9LOsIBFlEk2vAelgZajSOIAuN/XUETaJvUc0Li5NSwrQ9LdgO74molQisrE8SSdsI/LIV49BcpH5tr7cRBAG5qWa2nYSco8d16QgaPltHaEktqKDrl4P9qF7IGVIVMyEIAtpCE66LhxP3R1GjceJRBd93mwmtSBYOpjEFbeo51RSKP4r/ly14vtrYGNWRcnQ4zx6MptDUJRbdokHGflQvqtY1pLj/6frakZ17joFFlj2TVgulyZMns2XLlhTXuYaGBiZPnoyiZMOoWbqGiBJhq39rxvmN3o1ElShxNc5ry1/jmYXPNM5F41FmrppJVaCKeybc02ZL7ogSwR/NXDuzvmE9E0sShwexeIyoEkUn6xCF5k8lN3s3c/Osm1lQnWgcKgkSJ/Q7gStGXEGuMVlU1ARreHjew7y/5v3GMafeyZOHPMlA58AWPd+uxmS3UzJoaNrGrcMPPRyTPadTn19vtjB4/CRCXg9zP3gbJZY4SXcUl3Ls9bd0aDNbv7uOn9+ekXYuFo2wYeF87FMyN+PuSkw2OyOmHEmfMfuhxuPIWm1SxKhy3RreuPPmRkHjr6/jg4fvY+RhUznwtLMbeze1Bl99HR89+kCSJTmAEo3y0b//yZl3/SspmpWlfQiigLCTVbYgCGiKTORdNZJYbQjFG0GTZ0SyapHMWpRANMVCe0d8s8vRllk7vXdPZ6DJNeA4eQDxoxICUdTLiO0wHJAs2kZbccUbQS4wIaxNCAdBK2I+oAjzgcVp7crbQ3hlPZ7PNySNKfUJB7r8a/ZptfBrK7LLQN5Vo/B8vZHwynpEg4x5fDGGIbmtslvPkmVX0Op3vqqqaU+oa2trMZm6tmlnlr0bo8bIIOcgKgPpC0VH541GJ+vY4t/Cy0teTnvNrPJZ1AZr2yyUdLIOu86OO+xOO98vpx/BWJBybzlvrHyD9Q3rGZk3kqN7H02RuQhZTP8WrAnWcMVXV7C2YW3jmKIqvLXyLYyykatHXY1OTpy2xuIxZq6cmSSSAGpDtVz4+YXMPHYmReaiNv18XYnBauOoq6bz9YvPsHruz6CqiJLM8EMPZ9yJp6HRdf7pstFmZ9yJpzH04MMIeb1IGg1Gmx1TB/fmiStxvLWZi5irN67v0OfrCHY2eoBE+uCXzz2eImgAfv/8I0YefnSbhFLA7c5YL+atrSHgacgKpS5AEARkuz59g9e4SjyU+WA0HoihKnFg9xNKAKIufZ+l9iJZtNim9MA8rhA1khBKkkWL0MFphYo3QsMXG9LOqWGF8NqGThdKSiCaiKRF4onI0nF9USMKgiggmjW7TbZDlr2bFgulE088EUh8cE6bNg3dDpsWRVFYuHAhBxzQsYXOWbI0hUlj4rIRl/H95u+Jq8khfYNsYGqfqYiCiC/iI6SEMt6n3FdOH3vbGne6DC4uHn4xD8x5IGWu0FRIH1sfZpfP5oZvb2g0evhpy0+8tOQlXjj8BYbmDk173y3+Ldh0Nu6fcD8aSYOAgC/q45Wlr/D6itc5c9CZFJuLgYSo+u/S/6a9jy/q47fK35AFGZfR1e2/mCzOXI64/FoCDQ1EwyG0BiMme067RFLQ6yHgaSASDKI3mTDa7E2aEMhaHfa8AsjrvNQ3SdbgKCrJaF5RPGBQpz13RxIK+KnZlH4zBgkLcWdJ69szpBNeO6K2sbH5rkYJ/tFbxqDpkrSnzkQ0yOgH5uCrSu+MqB/iRNRla8nSIcgSck7nCkhViaPUZf7ei5R7MY3pvH5UsboQdW+u2G6MIQtYxhdjHl+8x1igZ9k7aPGnmM2WaPioqioWiwWDYXteqVarZdy4cVx00UUdv8IsWZqgl7UX/zvyf6z3rEcURJbULmFh9UL+st9fKDIloih6uelTM4e+7V3eJVFiaq+peCIeZm+ejSAIrHavpretNw9MfICYGuMvs/7SKJK2EYwF+cusv/DCES+Qa0itzQlGgxzT+xju+fUeGsINAOQZ85g+ZjrvrH6HYHR7EXBEieCJZHZrW16/nA/WfMD0sdOTzC26KzqjqcPc1DzVVXzyxMNsXrYoMSAI9B93IJPPvWiXRiRMdjsTzjyP9x68O2XOYLFSPGDwLlhV62kupVNqYa+onTHZc5A1WmLRSMqc1mDE0MkNiDuamCdMZF0Dvh8qUKNxDMNdGEe6kHO6JvWpMxAkEfN+hfh/3Yq6U2RJNGkwDnft9mJwd0aQRCSHPqNY6uhGwTuieMLUvLg42awipuL9djOCNmFmsa0WLkuW7k6LhdKLL74IQM+ePZk+fXo2zS5Lt8AT9fBD+Q+8tuI1vBEv4wrHcdu42+ht6430h8WyQ+9gfNF4ZlfMTnl8oamwXWYOkLAjn9prKnadHV/Ex41jb6TAWECBuYBft/yaMZq1zrOOhnBDWqGkkTT8/ee/J41VBar4y+y/8PjBjyeJP52kI8+Yl7F3U29bbz5a+xHXfXsdLx3xUtrn2xMJNLh5/+H7qFyzcvugqrLyp9lIsoZDL7wcrWHXFRKXDBrKoX+6nFmvvtzYIyq3R0+mXnMjVlf7XpNdhd5spmTQsO1CdAcEQaSo/8A23ddkz2Hi2Rfw9YupZi0Hn38JppzOrVfrSBRvhPo3VxJe5W4ci27x4/+pAtelI7qsTqQzkBx68q4YScNn6xPGB4KAYXgu1kPLduufa08gkeJXRt3rK1LmBJ2Erre9Q59P8UVQFRVRKxFriCSLpB3wfrcZ46i83fqQIMveRavj4nfccUdnrCNLllZTHajm+m+uZ2HNwsaxWeWz+HnLz7w29TUGOAYAYNFauG3/27jq66tYWb990+wyuHjq0KfaJZR8ER+frPuEf/z8j8ao0eO/P86E4gncecCdRONNNxBU4qkpRv6on+cXPZ/2+lg8xrebvuX60dc3juUZ87hi5BXc8WPqe7PAVIBe1lMTrKEmWENdqG6vEUr+BneySNqB5T98xwEnn9mhQino9eKrq2XDovmIkkzZ8JGYchzoM0TH9GYLQw8+nF6jxhD0epH/sNVuq1PcrkBvtnDony5jxu03EvL7kuYOvuASjG004JC1WgZNmISjuIQf3/w/6rdU4CguZfxpZ+Mq64Uk7T4pXdFKf5JI2obiieD7sRzbEb06vD6lqxAEAY3LiOPk/sSPVgAV0SBnU+66Cbr+OVgPK8Pz9cbGXlnbXO8ke2o6s+IJE60OEtnsQ3bo0ZaYkWy6JiODii9CeLUbzzebUDwRtCVmLJNLMQzLJZimmawaVlLc77Jk6c60+tOssrKS6dOn89VXX1FVVZVi7511vcvSVaxtWJskkrYRjUd5aN5D/POgf2LVJty5isxFPHPoM2wJbGF9w3oKTYWUWkrJN7UvR3uLf0tK5AcSgu3TdZ8ypecUZEEmpqb2Iskz5mHTpaYQBaNBVrtXp4xvY5V7VWNzXUhsViaXTsYzxsNTvz9FIJaoGRieO5wrRiULqHAsnHK/PRV/fV3GOTUeJxxMX1vRFgINbma99jKLv/kiaXz/k89knyOPyWhoIEkS1tw8rLndL4Lkq6+jvmIz6xb8hslqp9c+YzE7nGj1ySfBjuJSzr7vUVb9+iPrF/yGxeli1OFTseUXpFzbGvQmM2XDRpLXqw9KJIys1aM3d166UGegxlX8v2Z25gz8Xo15QskuscHuSES9jKjPiqPuhmTSYJ5QjHGkK2Hx3kQfpVh9iJrnFxOr2R4JErQSuX8airbEklYsKcEYnq834v9xS+NYeJWb8Go3Oaf0J1oVIFa50+esLO62BwNZ9k5a/ck2bdo0Nm7cyG233UZhYWG3Lw7Psufy9cavM879VPET/qi/USgB5BpzyTXmMix3WIetYWenuR3577L/MqXnFC4feTn/nv/vpDkBgdvH3Z42mqWX9fSw9qDcV54yB9DH3gedlPxFl6PP4ayBZzGpZBIr61eiETWsqF/BLbNuoS6UEAwaUUOOfvdJWWovTdmJC4LYodGkzcuXpogkgJ/eepWeI/ZpcwrarsJbW8N7/7yLynXbBfu3/3ueIy67ln77HZgkgARBwJaXz+ipxzNiylGIsowkdVyhusFsAVrvnLe7kP0KzdKZiBoJ0WEAR+bPu3gwRv27q5JEEoAaUah5cQn514xK63wY90WSRNL2B4Lny41YJpbgfjf50M80Nh8xawmeZTei1UJp9uzZzJo1i5EjR3bCcrJkaTlWnTXjnEE2INK5p1aqqjbZx8kdciMgcGr/UxnsHMxTC55ii38Lg3IGcdnIy+hl75X2oMGsNXPp8Ev5qeKnlDlREDljwBloJE3KnEbSkG/K593V7/L84tTUvWlDpu01aXcARnsOeb36UrUuNTrXf/8DO8zyO+j1Muf9tzLOz/voPfJ69kbWdv3mIOj14nfXsXX1KrRGA/m9+mCyO5pcixKNMu+j95JEEgCqyqdPPUJhv4E4iopTHicIQpdYuO9OCKKAad9CggvTW8Eb98lDNKW+l1uKGosTawgTWl5HdIsfXU8ruj52JLsue4iZpcUo/ijhle60c2owRqw2lFYoRct9aR7xxz3rQkjW5M8Z/RAn1sk9EDXbv5sVf4S4P4YajSMaZSSLBkHePS3ls+yZtFoolZaWpqTbZcmyKzi85+E8vSC12Bvg5P4nt8vNriUIgsDBPQ7m0/Wfpp0fnT8ao8aIRWvhwOIDGZo7lLASxigbMWubTiHql9OPv+3/N+779b5GMwiLxsI9E+5ptAVPh0E2cO7gcykwFfDMwmeoCdbgMri4dMSlHFp2aLMOgHsSJpudY6+/hY/+/U+2rFreON5nzH5MOudPaA3GDnkeJRYl6GnIOB9oqEeJxbpcKPnd9Xz7yvMsn/1t45goyUy9+s/0GjUmo6gJeBpY+OUn6W+qqqyd9wuOohM7YcW7HjWuongjxANRBEFANGna3RBTk29EN9BBeHlyKqhk02HerxDFE4E/nmvHDWRL1hrZ5KX6+UWN9SeBuZUIBpm8i4ejKcwaLmVpIbE4NLGti/sz1NpqmhY0klNP3pUjiQdjSHZd4v1k3H4wEK0JUDdjBdHNCcElaEQsh/TANDYfyZSNOmXpHrRaKD3yyCPcfPPNPPPMM/Ts2bMTlpQlS8vIN+Zz/ejreWjeQ0njfe19OWfwOWmjLh3NqLxRFJmKqPBXJI1LgsS1+1yLRbs9ZShdPVImLFoLR/c5mv2L9qcqUIUoiLgMLlxGV8YmtdtwGBycOuBUJpdOJhqPopW0uAzdv4dSZ2DLy+f4G28n6HETDgTQmy0YbTb0po6rddGbzPQYNpJFX32Wdr7XPmPaVavTFlRVZdWvPyWJJIC4EuPDR+5n2kNP4igqSf/YeJxoOHP/FV+DuwNX2n2Ih2OEVrtxv7OauC+xMZRdBhxnDESTb0KQ2vb+kSxaHCf1I7zB84c9uIJxhAv9QAfuT9cTWlQDsohpnzwsB5emb+6aBsUTpvaVpY0iaRtqMEbta8txXTys2/SriQdjIJCtY+qmCHoJwSCjBlNraQE0eekPlbSFJpAEUFJVlrbMgmzRIhrTfw/H3GGqn11E3LO9BYAajeP5dD2iSYNpTP5e+Z2VpfvR6k+t0047jUAgQJ8+fTAajWg0yW+CurrMBdRZsnQkFq2Fk/ufzIFFB/Lh2g+pC9UxpWwKAx0D223S0FIKTAW8cPgLPDb/MT5b/xkxNcYQ5xD+st9f6Gnr2a576yQdReYiisxFrX6sKIit+h3E4jFCsRA6WYdG7HyB2ZUYrVaM1sxpmu1F1moZc/QJLJv1LbFIslmG3mxhwLgJCGLXFi/73fX8+t6baedUNc7yH7/ngJPPTDuv0esp6DeAratSbYUBeo8c3WHr7E7EKgPUvbKs8d+iUcYyqZToVj/BRTVIOTr0fexINm2rU4Mkixbj0Fz0fe2ocZV4IErlw79t32DG4vh/3Up4jZvci4e3yNxB8USIB9JvbGNVAeL+aJcKJcUfRQ0lBJFgkJEMGmINYcKr3QlDCwFM+xWi623b7c0r9jQkiw7b4WW4312TMqcbmJOxpki0aHCcOoC6GcuTIlKiUSbnxH4ZRRJAdKs/SSTtiOeLDej752RfJ1m6BW2KKGXJ0l2waC1YHBaud1zf/MWdRLGlmNv3v52r97kaRVUwa8ydbppQH6rHHXajxBUsWgt5xrw2nb5FlSjlvnJmrprJwuqF9LT15KyBZ1FiKcGo6ZjUtL0BW14BZ/zjn3zz0rNsXrYYBIFeI8cw6dwLseV1jWjfETUex19fn3HevaUi45zBYmXyuRcx4/YbUdVkG19XWW8cxaUdts7uQjwYo+GLDY3/FjQijtMG4P5wbXI/GEnAee5g9H3sbXLuEvUy8VCMho/WpT2Fj9WGiGz0IA9zNXsvNdK0xbKa5v6dgarEiVYGcL+3msgGLwC6vjZsU/vg+Wo9ocXbD08j6z1oSs04zx6c3QR3IwRJwDDMhaCR8Hy2HsUTQdCKmMYVYh5fjJShjk7USOgHOci/dh/8cyuJ1QbR981BP8iR1n58R5qqb4p7Iol0wCxZugGtFkrnnXdeZ6wjS5bdGqPG2CXCQlVV1rjXcOsPt7KkdgmQsBn/635/Zb+C/TBpW1eXsKR2CRd+diGReOJk77eq33hn1Ts8MPEBDu5xMFqpe6TudHckWSavZ2+Onf5Xwn4/gpCIJuky9FDqbGSdjoK+/alYsTTtfM9mokKusl6c/vf7+eal59i6ZiWyTsfwgw9nzDEnYs7p3Nq/XYEaUYhu8Tf+2zgyL7Hx27lppqJS+8pSCq4f0+aGqvGwQni1O+N8cFENhqG5zR58SDk6EIE0+0lBLyEauybNLVYXovqpBUm9ccKrG6h+ZgHOMwYSWlKXFG2IbvIRXutGHtX1BwhZMiOZNBj3yUPX144ajSPIApJZ2+yBgKiVEPNN2Kf2RlXiCFLLDhBkV2YXPtEoQwvvkyVLZ9OmV+KaNWu49dZbOeOMM6iqqgLgk08+YcmSJR26uCxZsiRT4a9g2mfTGkUSQFWgimu+uYaV7vTNVTNRHajmltm3NIqkbaio3P7j7dQE0zt1tYX6UD2V/kpqg7Udds/uRlxRiIUTqXeSRrvLRBIkLLUPOvv8tN7TphwHJYOGNvl4jU5HUf9BnHjL3/jT4y9wwcNPM+Gs87E491DXRFlEztkufHQDcgguyfBajalENnvb/FSCAKIhs4gRLdoWRYclswbzhPR1ZrYje7XbhKIp4uEY0aoA/t8r8X63OW0DUTWkEFrtRtfHnjLn/3krSoZ6mCy7DkEQkG06NLkGZLu+1VHTloikeDhGzB1CU2RC0KdPYTVPKO7U12+WLK2h1ULpu+++Y9iwYfzyyy+8/fbb+HyJ8OmCBQu44447mnl0lizdGyWusNW/lcU1i/mt8jc2ezcTjAWbf2AX8UP5DzSE0zusPTLvEdxhd4vv5Q672ezdnHYuGAtm7OPUGjxhDz+U/8AlX1zCUW8fxQWfXcBn6z+jPpQ5LWx3xO+uZ86Hb/PfG6/i+av/xGu3/ZnlP35P0Nv2DXV7ye3RkxNv/hu2/ILGsbLhozjtjnux5jaf2gWJNDybKw+L04Ws2bNq13ZEMmmwHLJDSqEKxDOnrim+9LUVLUE0azEdmLnu0DSmZZEWUSdjmVBCzin9kRx6EEDON+I8bwiG4bktPtlvLfGIQnBJLZUPzUOpCxNZ78l4bWSDJ737XtY5F4CYJ0xorRvPlxvwz9lKrC6IGlOaf+BuiBpXiVYFqHt9BVvvn0Pd/y3Hedag5PonAYxj8jGNKWizeUqWLB1Nq2PzN998M3fddRfXX389Fst2R6+DDz6Yxx9/vEMXlyVLVxJVoiyoXsD1315PfTixkZdFmctHXM4p/U/Brrfv0vXF1Ti/bPkl4/yyumWEY2FoIjU8EA3giSQ2Nkq86S/k5uabI6bE+GLDF/ztp781jq1tWMv076Zz2YjLmDZkWqvTFWPRKIEGN3FFQaPXd1gvpPYQ8vv4/v9eZOn32xsge6or+ejRBzjkwssZdsjhHdqAtaVo9QZ6jRzN6Xc+QCTgR5Rk9BYrskaDu3ILGxYtwFtTTemQYTiLSzE7nF2+xu6EtocV62FleL7cmDBCyNGh1IfTXqvr0XZzEEEUMI3KI7Sinsja5EMP21G9kJup7dgRyazBNDofXX87KCqCLHa6gYPiiVD/ZiJ6HQ8piT5QNekPk0SzNuF4txOmfQuQmoiq7Q3E3GFqXlpMbGtg+2BjDZxtj+slpNSHqHryd9RQ4nslusWP+/01ide8Q48ajSPZdUhmTdYdMUu3otWvxkWLFvHqq6+mjOfl5VFT03GpOlmydDVb/Fu4+IuLica394yIxWP8e/6/6W3rzSFlh+zC1SWc7HrbemecLzAWZLQOV1WVjd6NPDb/Mb7a8BUI8NjBj+EyuKgOVqdcrxE1lFraV7RfFaziwbkPpp17buFzHNPnmFYJJW9tDfM+epcFX35CLBwmt7SMydMuJr9PP3Qd1BOpLQTc7iSRtCOzZ7xM733GYM3N6+JVbcec44A/6opi0QibFi/k3X/eRVxJbGB/eed1HMUlnPSXv+/Sde5qJKMG84FFGEe4ULxRbEf1ou7/lqdcp+1ta7ZQvdnnsupwnjGQWG2Q4LJaRJ2MYWguklXbpk2ibOk6Y4TIOndjzVFwUTXWKWVENqSPKhlH5eF+Z1XSmFxgRNevc81uujvxqILni/XJIgkSNXD/XUrBDWOQHXuOUFKVOL5ftjSKpG3EqoPUv74C6xE9sUwsQRCzUaQs3Y9Wx+btdjtbtmxJGZ8/fz7FxZkbYWbJ0t35fMPnSSJpR574/Qnqgrve+n5q76lIQvov0IuHX4zTkD4qUO4r56yPz2q0MI/FYzw2/zGu3edaBFK/nK4ffX27G/Y2hBvwRdM7G8XUGFv9W1t8L7+7ng8evo95H73bWAdUs2kDb/7jrxltrLuK+q2ZHeTCfj9hvz/jfFfjr6/jvQe3i6Rt1JVvZtZr/yUaytw/aW9A1MnITgO6nlb0/XJwnj+ksehc0EqYJxbjPH1Ah0RtJIsWXU8b9iN7Yz24B5o8425xkq4Ekze7ssuIMU26oHliMZpiE9ZDy9AUmdAUmbAf34fc84fu9Y53cV+UwO+pB1QAKCrhjZnTGXdH4sEYoeWZ061DS2qJh7M1a1m6J63+VD799NO56aabePPNNxEEgXg8zg8//MD06dM599xzO2ONWbJ0Oqqqsqx2Wcb5Td5NGUVUV1JoKuSRyY/w5+/+TEhJbGoFBM4YdAYHFB2Q9jExJcbMVTNTapuW1i7l283f8uLhL/K/Zf9jed1ySiwlXDz8YgbkDMCgyexK1BKaa4yrl1ruGuau2sqWVamn+wBfv/Qsp95xb4em4fnd9dRu3sjSWd8gaTQMPehQbPkFGK2pTYN1pqZNG6RuVNuzZdVKlFj6DcnKn2Yx/rRzsHVxc9zuiqiXMQxwoC0yo0YVEAUki7bTan92F/S9bWzbxpv2K8T99ip0/ew4pw0hssmLIApois2EltWhBmKY9i/EMCIXEDLaTO9tqIqa1h5+G3Fv22vguiWS0LSBiVHe699XWbovrRZK99xzD1dccQWlpaUoisLgwYNRFIUzzzyTW2+9tTPWmGU3QYkreCNeVFXFF/OxoGoBgViAUXmjcBlcu7zGpykEQWBk3kg+3/B52vne9t7ttsqOKTFqQ7UoqoJRNrbp96GTdRxQdADvHv8uGxo2EIgF6Gvvi9PgxKK1pH2MJ+Lh203fpp37YsMXuMNuHpz4IHHi6CRdxvu0lhx9Dj2tPVnvWZ8yZ9fZcRlbZigAsHnp4oxzdeWbiAaD0EFCyVdfx8eP/YtNSxY0ji384hOGTp7ChDPOw7jT81hz89CbLYR8qcYNRQMGY7B0XrPb1hLwuDPOxRUlo4jam8m6byUj2XXoBtgJr3AjOw1Et/iJbvHjm12BJt+IGleJfbkB1ISFubbEgmTK/g53RNRKSE49Sm36CK62rPt8ZnQEkkGDeWIxda+kj5SZJxQjavecVMMsexatFkparZbnnnuO2267jcWLF+Pz+Rg1ahT9+vXrjPVl2U2o8FXw4doPCcVCOPVO/jn3nyjq9hSNo3sfzfQx0zOmhnUHJpdO5rH5j6V1ubtm1DXtaiJbFahixvIZvLb8NXxRH0OcQ7hp35sY4BiAUW5dfY1W0lJsLqbY3LJUV1mSmxQ/siCjl/Ud3gcq15DLAxMf4PzPzscf3Z5+phE1PDTpIVyGlgulpqJFkkaD2IFmCevmz0kSSdtY/M0XDBo/iR47rcXscHDCTXfw5l1/bUwLTIw7OeKya7uVUCrqPyjjnC2/AK2h5VFEVVXx19cR9CY2PwaLFVOOo02Nj7PsPkhmLY6TBhCYX5lwJhOFhENgXE3qRQVN26B3BvFwjLgvmjCZ0EmIFg2irvulM0pWLfaj+1D7cmpLFW0PS5JV/Z6CrsyKYVQewflVSeOmcYVoCnZdK4UsWZqjzZ8gPXr0oEePHh25liy7KZu9mznnk3NoCDfwyORHuOKrK1Ku+XDth+xbsC8n9DthF6ywZRSaCnnx8BeZ/v30Rttss8bM9DHTGZrbdN+ZpqgN1nLjdzcyr2pe49iS2iWc98l5PH/484wtGNvutTeFVWvlvCHnMb9qftr584ac12nNcgc4BjDz2JnM2jyL3yp/Y6BjIIeWHUqhqRBJbLm4KRk8FFGSiCupTnxDJh6M0ZaaEtcWAg1ufvv4/Yzz8z/5kKIBg5A120/IRVGioE8/pj34JOUrllJXvpnCfgPI69m72/UdsuS6KB08nE1LF6bMTT7v4hY3k41FIlSsXManTz6MtzZh4mNx5nLE5ddR1H8Qsrb7RRDUWJx4IAYibaoxUgJR4v4oqqIi6iUki26vtTCWrFrME0pQvBEMw3IJLkhTbyOQtodSZ6F4wrg/XpdYi5p4fsOwXGxTe3fLmihdLyvO84fQ8OFaYtVBBI2Icd8CLBNL9sgopmTWYj+6N5YDixI9ykQBwxBnwunOmE3JzNJ9EVS1dQ0NFEXhpZde4quvvqKqqop4PLnR3Ndfp3d/2lV4PB5sNhsNDQ1Yrd3nZHdPIRwLc/+c+3lz5ZtMKJ5AobmQN1a8kfbaMmsZLx3xErmG7rV53JnqQDX1oXpiaowcXQ4ugwtZavup5ILqBZz98dlp5/rn9Oe5Kc/hMLTPOKE5aoO13P/r/Xyy/pOk8RP7nsg1o69pt3FDZxOLRFj3+zw+ePhe1B0+c3J79OTEm+7A0sK+QLFoBG9tDevmz6V+SzmlQ0ZQ2LcfFmfi8X53Pa/eOh1PdWXax5cOGc7xN96GVt+++q1dia+ult8++YAFX3xEJBjEWdKDSef+icJ+A1rcJLdm00b+e+OVSX8LAFGSOOf+x8gt7T6HaKqqotSH8P1YQXBJLYJGwnxAIfrBTmRryzbQ0Zog9TNXElmXiJ6JRhnrkb0SG729fJMXqw9R/ezCFCv1nJP6YRie2yURnXgwRt3bKwktSm0SrB/sSPSaMnTPv5PijaBGFJAEJLNmj7MFz5KlO9IabdDqT7BrrrmGl156ialTpzJ06NBsmsVejjvs5uN1HwNg0VqoCWa2iK8N1ra7N09X4DK6WlU/0xy/bvk149zK+pX4o/4WC6WGcANb/Vv5fMPnhGIhppRNodRS2mxKo9Pg5OZ9b+bcIefy2frPEAWRw3seTqGpsF0phV2FrNXSc+Q+XPDwM2xYNB9ffR2lQ4bjKCppeRQkFmPTkkW8+8DfGyNTv3/2EWaHk1PvuJecgiL0JjN9x47jt4/fS3uPQeMn7dYiCRIpgQeedjYjj5iKqijIWj0mu73Fj49FIsz76J0UkQSJOqd5H73DIRdc1m2iSrG6ENVP/J6IJv2B+901aH+vxnnmICRr0+uMucPUPLcQpWF7gX08EMM9cxWiXsI4rOM+K3ZH5Bw9rktGENnkIbi0DtmmwzjKhWTXtVskqXG1RZbRij9KaHGqSAIILa0j7ot2W6G0J0aPsmTZk2j1p9iMGTN44403OOqoozpjPVl2Q7bZS69xr+HIXkfy9cb0UcWRrpGdluLVnWlKiGhEDYIgEI6F0clNn267Q25eWPwCLy55sXHsv0v/y/ii8fz9wL83K+4cBgcOg6NdaYS7Eo1Wh72gEHtBYZse76+v5f1/3ZOSvuerq+XL/zzJMdfdjN5kZtQRx7D0u68I+ZOtzW15+fQcPqrN6+9OSLKM1dm2DX40HKJy7eqM85VrVxMJhbqFUIpHFbzfbEoSSduIrPcQrfQ3K5SiW3xJImlHGj5Zj67M1uw99nRkuw7Z7uoQ0RiPKCjuMIF5lURrguj72tEPcCDl6DIezKrBWGNvp7T3TNP0NkuWLFlaQqv9GLVaLX379u2MtWTZDbHr7BzVKyGaV9SvoLe9N059anRDFESu2ueqDnNU253Yt2BfRCH9W+3IXkfy8dqPuWnWTczdOpf6UOZeExs8G5JE0jZmV8xmVvmsDlvvnkrtpo3EIuG0cxsX/U7Qk0irsuXlc+Y9DzHkoEPQ6PToTCZGTz2eU2+/t8UpfnsyslZLTkFRxvmcgiI0uu4hHOKBWKIeIgP+uZU0l32eqZkqgFIXQo2lRtaytI14VCG0sp7Kh+fh/W4zoSW1uN9bQ9Xj84lVBTI+TtA1na4mNjOfJUuWLJlotVC64YYbePTRR5v9csmyd6CTdVww9IJGB7MH5jzA3ePvZv+i/RsjTX3sfXj+sOfpbevdqWvpqj5HcTVOpb+SZbXLWFa7jEp/JXE182bJZXBx34T7Uhq79rL14sieR/LMwmf4auNXnP/Z+Ty38LmUfkcAsXiMV5e/mvE5Xl7yMrXBzBvCLKREiHZGiSVeP4IgkFNQxCEXXs75Dz/NeQ8+wYQzzsPqyuuKZXY6QZ+PuorNVG9cT/3WLQQ8qa+3ptDo9Iw97uSM82OPPQmNrvu4djWVuiXIQrPp43Ju5ii4aJRhLzV06Azi3ih1M5anRIfigRj1M1eh+NN/xotmDdpe6esMtGUWxA5oENxVKIEoMXeYmCec3WdlydINaHXq3ezZs/nmm2/45JNPGDJkCJqdmim+/fbbHba4LLsHxZZi/nfU//hk3Sd8vv5zXl32KleOvJJb9r0FAQGL1tJptuBhJcwW3xbeX/M+K+tXMsI1gsN7Hk6RuajZhqetIRgNElNjyILMvMp53PrDrdSGEsLEqXdy9/i7GZ0/Gr2cukE0aAxMKpnEByd8wDcbv6EqUMUw1zBi8Ri3zL6FSHx7Ws8ry17h+L7HY9Mlu7jF4jHcYXfG9Xkj3kY7dm/ES32onpASwqKx4DK6OvR3sbuS36tPxjmzw4nOZE4a0+h0aHTdzy2rPbirtrL4my9Y8u2XRIIBegwdyagjjyGnoLDR0KIl5BQWcfil1/DV808RiyZev7JGyyEXXkZOUcts67sCyazBOCYf33eb086b9m0+jVPX24agEVGjqYch5gnF2RqTDiRa5YdYenEQ2eglHoimbVorGTU4Th1A7avLiG7afiCiKTbjOH3gbtHoNh5RiFUGaPhkHeGNXiSLBsvEEgxDc7OvsSxZdiGtdr07//zzm5x/8cXU1KBdSdb1ruvY1nBWFmXMWnPzD2gnsXiMOVvncPmXlxNTt+eg6yU9zx/+PMNdw9v9HLXBWpbWLuX/lv0fsXiMq0ZdxbmfnpsSQRIFkbeOeYt+Oc33E6sN1nLGh2ewJbAl7fxlIy7j8pGXp4y/vept7vjxjrSPObHvifxlv79QG6rlnp/v4fvy71FRsWgsXD7ycqb2nrpbmDZ0JkGvl69eeIoVP36fMnfMdbfQb78D9mhzGk9NNR88fC9bV69MGpe1Ok646Q5cPcowWFtusx6LRvDX1+OpSfRFsbryMNlzkqzTuwMxd4ia5xYR26m5p3GfPGxH9WrWKlxV4kQ2eal5eWmiFuYPDCNd2Kf2zm5iO5DAwmrqXl2ecT7/un3Q5Gd2ZlR8ERRflLg3gmjRIpk1bbKC3xWEVrupeX5RSjTNMDwX+/F9W+2uqASjqIEYqkrCzn43+T1kydIVdKrrXXcTQlm6D5IoYdfbu+z5qoPVTP9uepJIAggpIW76/ib+e+R/2+VeVxesS7LUPrr30fxv2f/SptnF1TgvL3mZ28bd1qwpQ0SJsDWwNeN8LJ6+8PiAogMoMBWw1Z/8WINs4Pyh5+OJeLj0y0tZ17Cucc4b9XL/nPvRyTpO6ndSxlqpvQGDxcLk8y6ioE8/5rw/k0CDG1dZLw46+wIK+vbfo0USQF35phSRBBCLhJn74dscPO2SVgklWaPFlpePLS+/I5fZ4ch2PbkXDSe8xk1gfhWCTsJ8QBGafGOLNo+CJKLtYSX/mlHE6kLEgzE0LiOiWbPXW4N3NJrCzCJIsusQmmlgK5m1ib/pbtbAVPFGcL+7Oq0hRXBhDZaDe7TqtRatCuB+fzXh1Ym0Wk2RCfvxfdEWmTLaj6vKtj5jwm4RgcuSpatocz5OdXU1K1asAGDAgAG4XNki5yxdS3WgGk8kfaH1Zt9m6kP17RJKG7wbkvoOFZuL+WbTNxmvX163nEAs0KxQsmgtTCyZyHebv0s7f3CPg9OOF5gKeOmIl3hu4XN8sOYDYmqMicUTuXb0tZRYSlhYvTBJJO3IE/OfYELxBApMBU2ubU/HZM9h9FHHMeCAiajxOLJG22HNars7K3/5MePchoXziUW7psZvR+KBAIrHA4KInOtEkDqn6F6265BH52MYlguigCi37sBAEAVkux7Z3vLaK8UTRo2pif44Fm2LbK73diSzFtMBhfh/3CnaLoD9hL6IOolobRA1oiDqZESLBlGz+xs1xEMxYjXBjPOR9R60LRR/sboQ1U8vSHJ6jFb4qX5mIflXjUKT5j6xuiC+n7cSWlLzx0FCMfr+dqQW9hnLkmVPptVCye/3c9VVV/Hf//63sdmsJEmce+65PPbYYxiNe5/9c5ZdQ3PmDTtHmlrL26uS6+2qAlWUWkpZWZ96Kg8JcwaD3HyPHbPWzPWjr2fO1jkEYslOToeVHUaxKXONR7G5mJv3vZlLR1zaGNlaU7+GDZ4NbPamr8MAqA3VEoqFMs7vTQiiiMXROTVz3RmdMfNrU9bqEKWuizaqsRiRjRupefwJfN99i2g0YT/tNOwnn4ymoPMiVKK28zfVij9KaGU9ns/Xo9SHEc0a7Mf1QdfX3m17+XQXRIOM9eAeaEuteL/ZhNIQRltsxnpkTySzlro3VxJaUgsqCBoR8/hizAcW7fZpZYIkgEBGi3NB37LXraqqBJfWprXDR1Fp+GojjlP6J70PYrVBqnbqM1b/1kp0fe04ThuQTS3NstfTaqF0/fXX89133/HBBx9w4IEHAgmDh6uvvpobbriBp556qsMXmSVLOvKN+WhETVrBZNVa21+To8KE4gnYdXbWe9bz+YbPuXf8vXy18au0l58/9Py0Zg7pKLOW8eYxb/K/Zf9jVvksrFor04ZMY2zBWHIMTa9bL+uxY+fXrb9y/bfXE1bCuAwuLhtxWebHSHq0UvYLb29m4IGTmPvBO2nnBk+YjMHSdZG1yMaNrDv5FNRA4qAg7g9Q8/jjeL/+mtKnnkKTv3s6DKoxhcC8Sho+Xoe2hwXrEWVonEaCS2sJLqpB19OGfqAjkUaWjTClRTJrMY3KQ9/PjqqoCFoRFJXaV5YS2eBtvE6NxvF+swkEsB5cmjGlrLOIh2OoioqokxNCpx2IRg26/jmEV6RpDyEK6Epb1lZDjcUJrajLOB9Z7yEeijUKpXhEwZOhz1h4tZtoVSArlLLs9bT6CHHmzJk8//zzHHnkkVitVqxWK0cddRTPPfccb731VmesMUuWtOQacrl61NVp527Z9xbyDG3fbAViAc4YdAZF5iK8US/ji8fzwMQHWFC9gL/s9xeM8vbIqVE28sDEByizlLX4/pIo0cPag+ljpvPKka/wzKHPcGSvI8k15Lbo8VWBKq7++mrCSqIvUHWwGrvejkWT/gv1pH4ntfjeWfZMbHl57HfCqSnjjuISRh99PAZL1/Q4iwcCVD/+eKNI2pHw0qWEli3rknV0Boo3ive7TTjOGIhxdB4CIlVPLcD79SaCC2twv7+Gykd/I7rVn/S4eCxOPKpkuOveiWTWItt0SAYNiieSJJJ2xDerHMWTelgWawgTrQoQqwsSD3dcw1nFFyG4oo7aV5ZR8/xiPN9sJFYXapeVt6iXsR/TB3FnUSKQiAC1sKGxIApItszpcpJFg7BD5DgejBFcVJPx+sC8yhY9b5YsezKtjigFAgHy81NTI/Ly8gik+eLLkqWz0Mt6Tuh7Ar3tvXny9yfZ7NtMH1sfrh51NQMcA5DEtp0whpUwszbP4s/f/Rn1j1yIbzd9i1Vr5b4J9/Hlhi95/ejXG/sduYwuXAYXGql1aTWVgUp8ER+yKGPX2Vv12G82fdNoB76NZxY8w90T7uaOH+6gPrz9ZHJ88XguGHbBLosoeSNeAtEAGlGDw+DYJWvIAnqThdFHn0Dfsfuz+JvPCXq99B83noK+/bC5us6QQfF48H+Xvj4PwPPBB5gPmrhbmmvEA1Gsh5bh+7kC87gi6t9dDUryBloNK9TNWIHromEARLf48P20BTUWxzQmH21PG3ITm929kVhd5rRhNRonHt7+WRgPxgitdtPw4VqUhjAIoB/sxH50b+Sc9vX3UvxRGj5bT2DOdgERLffh/7EC1+Uj0eQ2n3qdCU2ugbwrRhBe10BoeT2yQ49xVB6STdviOixBEjHvX0RgbnqBY5lUmmrU0FRkswvTcbNk6a60Wijtv//+3HHHHfz3v/9Fr0986ASDQe68807233//Dl9glixNYdPbmFgykeG5wwkrYfSyPqUHUWupCdTwl1l/aRRJ2/BEPDy14CkemPgAJZaSNt/fF/UxZ8sc7vn1nkYHu7EFY7l93O30tPVs0T02eTaljK2oX8Fjvz3GzfvdjFPvpCHcQC9bL3INubvEGjwQDbDavZp///ZvltYuJd+Uz8XDL2a/wv1w6LOCaVdgMFswmC0U9OmHGo8jiB2zEYrV1aE0NIASR7RZ0TRl7iOICAYj+NMfrIlWy24pkiBRNyPqZSIbvbA/SXbiOxKrCqB4I/h/q8I/u7xxPLzKjabQhHPakKxY2oEm07+ExO99G+H1Hur+b4eopAqhJbXUVAZwXTSsyYhLcyjucJJI2kY8EKPhs/U4Tu6PqGt7CqBs1yOP0mMa1faDC9mhx3ZsHxo+WJNU82QcW4Cud/J3o2SSMY3Owze7Iu29TGO6t6NllixdQauF0qOPPsrhhx9OSUkJI0aMAGDBggXo9Xo+++yzDl9gliwtoSNtyVe7Vyc1gd2RRTWLMtp3t5Rltcu4+pvklME5W+dw/mfn8+pRr1Jobr4J5riicby+8vWU8VXuVby0+CWemfLMLu+bNLdyLld+dWWj4PS6vdz4/Y2cM+gcLht5GRZt16R6ZUlPR4gkVVEIr1zJlr/eSmjpUgA0PXpQ+Pc7MYwciahPPcGXnQ5yTjuVmieeTHtP+/HHoypKpzngdSaiRUtobTmCJKRtULsjSkMYySjjOHsQ7rdXNdaJRLf4CS6sxnxgcbaO6Q8kuw7JpktEiHZCPywXyZKIkijeCA0fr017j1hNMFFz0w6hFFySOU0ttKSG+NRe7RJKHYFokDHtk4e+fw6R9Q2osTi6XrZEX6mdLMYFWcJ8YDHBJbUo9cm/W8OoPOTc9kXgsmTZE2j1N+XQoUNZtWoV9957LyNHjmTkyJHcd999rFq1iiFDhnTGGrNk6VKac4drj1CqD9Xz0LyH0s7VBGv4req3Ft1naO5Q8o3pT/tuGHPDLhdJVYEq/vHzP1KicgD/W/Y/6kKZC46z7D5EKyrYcPbZjSIJILpxIxsv/BOR9RvSPkaQZeynnIJu4MCUOfvpp+P74QdqX3qJWE3mTWl3RTJoEPUyaiSOaNJk/IYVjTJqWMHz+QY8n60n56TkRtX+X7YS93e9XXt3RbbpyL1gaIrI0fa0YJ/aG1GXOPNVo3Fi1ZlttsPrGtq3kObKkNpeptShiHoZTa4B05gCzOOK0OSbMvZhknP0uC4Znuiz1MuGfmAOuRcOxT61F5Ipa+SQJUub+igZjUYuuuiijl5LlizdggGOARnnikxFWHVNd3FuirASZmnt0ozzP2/5mam9pzZ7nwJTAS8c8QL3/HwPP1b8iIpKoamQW/a9hSHOXX9g4Ql7UhrjbkNFZWXdSsqsLTe/yNL9UONxGj74gHi6FDpFoebJJym89x4kU2rfFtFgoOi+ewktXYZ/9mwEoxH7cccRra6i4vobAIisWk3+X25BaqZrert/DkVBjUQQtNoOiWIZR+Xhm1VOcHEN5nFF+H5MTWuyHNwD/6+J90esOkik3Ie2zEpkg+ePNTUdjWopij+KGosjSAKSWYsai6NG4whaMamof3dAk2/EdfkIFHcYxRdBduiRrNrkzbwoIOgk1HB6Yww5J300SfFFEhFAUUAyazL+bgxDcxNOe2nQD3YiNtMQt7si2/WYxxViHOkCSdgjelNlydJRtOldvWLFCh577DGW/eFONGjQIK688koGpjkhzJJld8NpcHL2oLP537L/JY0LCNw27jbyjG130xMFkTxjXkYR0Rrx0MPSg39O/CfusJtoPIpZa27X2jqS5ow0WtJvKkv3Jh4KEfh1Tsb54KJFqH4/7CSU4oEA9TNmUP3wI8hFRRiGDSNeW8vGSy4h79prMI4dS2DOHBrefRfnJRd3mlCKRyJEKypomPk2oSVL0A0YgP2Uk9EUFyPq2p6eJdl1mA8qwffdZmxH9sR+bB98P1UQqw+hyTdhHl9MZJOX8Nrt0Y3g4lqMI1yNQskwwoVobPumOx6MEin30fDJeqKVAUz75mMcmYf/163EqgJois2Y9y9CytHtVpti2aZrsnZLsmgwH1CUXsxIArre9qSheChGZLOPho/WEt3iR9BLmA8owjyuMG2zVcmuw7hPHoHfqpLGBYOM7fCeiPrdUyhtY3dff5YsnUGr3xUzZ87k9NNPZ8yYMY3mDT///DPDhg1jxowZnHTSSR2+yCxZuhKL1sJFwy9iRN4Inl3wLJWBSobmDuWqUVfR29474+NUVaUqUEUwFkQjacjV56KTk79sXQYXFw69kLt/uTvl8ZIgMaVsSuvWqrNg0XW/Wh+7zs4Q5xCW1C5JmdNJOnrZerXpvnE1zlb/VlbUrWCjdyMDHQPpZevVbQTi3oSo1aIpyWxqosnPhzSCI1ZbS/XjTyT+v6ICb8X2iEvNk0+Rf9utBOYkBFhk/Xp0vdr2WmkKVVUJ/r6ATRdeiBpNpLj5f/yRuldeofSZpzGNG9fm6JJk1GA5qATDYCe+nyoQDTKO0wegeCJEK/yNjWhT+KMcSbRoMO9b2OaIj6qoBJfWUf9mojG2tpcNTYGJ6qcWNKaGRTZ68f+yldwLhqDrY99tzTN2JuH6Vkhks5fwKvf2cY2I89zBKal74Q0eal/c/hmlhhS8X28istGL4/QBKY1sJZMG21G9MAzLxTernHgwhn6gA9PYfKR2OuplyZKle9JqoXTjjTdyyy238Pe//z1p/I477uDGG2/MCqUsewQOvYMjeh7BUOdQaoO1rKpfxVcbvkIn6Sg0F2LWmJOubwg38P3m73nkt0eoClShFbUc1/c4Lhl+Cfmm7bVEgiAwpWwKi2oW8f6a9xvHdZKOBw96kAJjQZf9jJ1Jjj6Hfxz4D6Z9Og1PxNM4Lgoi9024D5exCVe0DKiqyvK65Vz0+UVJ9yyxlPDslGcptZR2yNqztAxBlnGcfRYNGfrnOS+9BNmW6kAZrdgC0fT1N4rbjaDZXkshdlJvp1hVFRXTb2gUSdsnYlTcMJ1e77yNprB5U5VMSEYN5KpIFi3xQJSGzzeg75+D54v0dVuGIU4iW3yYJ5Vg3rcQ2dH2TbfiDeP+cLuhgXn/Qupnrkqtn4mr1L2+krwrR+5RDnuSVYfjtIQwjWz2IZpktEVmJIsWQd4uPhVPhIb316S9R3i1G8UdThFKkOjvZBjkRNfLhqrEEfXybpfGmCVLlpbTaqG0ZcsWzj333JTxs88+m3/+858dsqgsWboDGzwbOO+T86gN1TaO/Wfxf7jzgDs5otcRjU1n42qcbzZ9w20/3NZ4XSQe4c2Vb7Kmfg0PTX4Ip8HZOOc0OLlx7I1cOPRCltUtw6K10MfeB5fBtct6HXUGfe19eeOYN/hu03f8suUXymxlHN/neApNhW36OSsDlVz+5eVJIglgs3czt/9wO49MfqTd1vBZWoempITCe+5hyx13bBc/goDzkosx/OGKmkIzTm7b3PhEmw1tcXFHLrcRpbaOWFV1+jm3m1htbbuEEoBo0CBZNPhmJey/jSPz0JSYiW72JV0n5xowjc1HkCVEU/s33fFAbLstuQAIQsaanbg3kjCN2IOEEiTEjGTWoi0yZ7wmHlaI1WY27glv8KAtySzUs2lqWbLsHbT6nT5p0iRmzZpF3759k8Znz57NhAkTOmxhWbLsSrxhL/f9cl+SSNrGnT/dydiCsRgtCaFUFajikXmPpL3Pb9W/sdW/NUkoAdh0Nmw6W5OpfLs7giBQbC7mzEFncuqAU5HF9m0sKgOVaf8ekLAirw/VZ4VSFyOZzViOPBLjvmMJr1iJGo2gGzQI2eFAShMNigcCqLEYotVK3ONJmdeUlRGtrETQ6yl98knkvM5JqVTj6YVDI7Fm5luAIAoYhrvw/bQFpT6M+53V5JzYF6UhTGBRDcRVTKPz0Q/JRbZ3nFARpJ2EqNqMFdsf0/GwAqq61wgAQRISoj2e/vcj7tyYtQnUWBzFG0HxRREEEM1aJKs2a++eJcseQKs/EY899lhuuukm5s2bx7hx44BEjdKbb77JnXfeyfvvv590bZbdE3/Ujy/iQxIknAbnHpPD3lLcETc/VPyQdi6uxplfOb8x1SsQDWTcwAOsqFvBkNxd70S3K2mvSIJEemNThJU0dR9ZOh3JoEcqKUHbRL3SNuI+H3Wv/I+Cv/6Vir/+FWLbrfYFo5GCO24n7vXS+4MP0BQWdFovJcnhQDSbift8KXOCwYDkyu2Q55HtelwXD8f/WyWB36rwfLEB80GlOM4ahKiVEI1yh3+2ikYNcp6RWFUA1IQgEDRi2r5OolWLYJAILqvF90MFqhLHOCrRg0e279k1N6JZg2FYLsEFaSKLkoCuR8tMROLBGMElNbjfX4MaSfyORZOGnFP7oy02p03fy5Ily+5Dq3cvl19+OQBPPvkkTz75ZNo5SJwmK0r7T+WydC1RJcpG70aemP8Ev2z9BavOyjmDzmFK2ZQ21ZXsrihxJW0PoG0EYtstkbWSFlmQianp+yvlGjtm09UQbsAb8SIIAnatHZM21XZ5TyEQDRBWwhhlY6MhRokl80bcKBuzDWx3B7RalOpqGj78kNInn8D/w49ENm1C168vxv32I1pZie2YYxDl5r+a4uEwSk0N8UgE0WBAzstL20RXjUaJVlURWbsWpaEB/cCBSLm5FNx2KxU33Zxyff7NNyO7Ou6zTs7RY53UA/O+iVQ+0aTp1EiDZNHiOH0A1c8sRA0r+H/divWwMho+Wpd8oQC55w3G/f5awsu39zWLrPMg5xrI/dPQ3UIsKf4oiidMaEktqgqGwQ4kux6pmYiQqJWwHdGTaLmPWM0OvZdEcJ41CNHSsohSdKuf+rdWJY3F/VFqX15K7oVDURV1j6oBy5Jlb6PVQike75j+Dlm6nogSoTpQjTfqxSAbyNHlpPQEWtOwhrM+OotIPAKAJ+Lh3l/v5fvN33P3+LtTUsj2VCxaC/3s/VjlXpV2fnT+6Mb/d+qdHNbzMD5e93HKdSaNib72vinjrSGmxFjdsJr7fr2PeZXzEAWRyaWTuW70dXtcLyJfxMe6hnU8v/h5Nnk3Mdg5mPMGn0eJpQSn3snhZYfz2YbPUh536YhLcRn2HiG/uyLb7eReeimbr7gC/w8/YNxvP2SXi8CcudQ+8yw9357ZIpEUrayk9tnncL/1Fmo4jOxy4brmGiyHHoJktzdeF49ECM6dy6Yrr0INbD/csBx5BPk33UTZ//0f1Y8/TmTNarQ9e5J75ZXoBw5E1HZsFECQBCRL10UWNAUm8q/Zh9CKOsLrGpAciaai3u82EasOIheYsB7ag7g3kiSSthGrCeKfW4l1co/UVL5uhOKP4PlyI/6ftjSOeb/aiGFUXqJhajPRHDlHT+7Fw4hu9RNe7UbO0aPvn4No1bbINj0ejOH5Mr1BB3GV4MJqRIcey7giRF33smEPeMLEInEEUcBo0yJlDSmyZEmLoKrNJTDv3ng8Hmw2Gw0NDVg7uXFhd6YuWMcbK9/ghcUvEIwlTs8OKDqA2/e/nWJzomDaE/Zw3bfX8evWX9Pe4/+O+j+Gu4Z32Zq7itpgLZ6IBwEBm85Gjj4HgN8qf+OCzy5AUZMjo8f0PoYbx96IXW9vHNvq38pVX13F8vrljWMG2cAzU55hWO6wdqWerWtYxykfnJKSWubUO3l16qsUmYvafO/uRDgW5qN1H3HHj3ckjUuCxDNTnmG/wv2oDlTz6rJXeXX5qwRiAZx6J5ePvJwpZVMa/25Zujexujpqn32Oupde2j4oSRTc+lesRx+dtrZp58eX3zCdwE8/pczl33EHOaee0piyF9m4kbVTj051twNcN1yP84ILiAcCxINBRL2+3T2bYvX1KLW1RDZuRHI40BQUoCnoWidLNa5mjFjFwzHUSBxBKyHIArWvLie0JH3asGTX4bp8BHKafkLdhdDqemr+szjtnPOcQRiGdEw0PxMxT5jqx39H8UTSzuv62JFz9VgmliA7u0fvuHAgyta1DfwwczX1WwJo9RLDJpUwbFIJpg6slcuSpTvTGm3Qpt3bnDlz+Oabb6iqqkqJMD300ENtuWWWTiQWj/Hemvd44vcnksZ/rPiRK766guemPIfL6MIX9WUUSQDfbvp2jxJKESXCstpl/O2nv7HavRqAwc7B3HnAnfSz92OwczAzjp7BY789xu/Vv+PUO7lg6AVMKJmQJJIACkwFPDXlKTZ7N7O0dikFpgIGOgaSZ8xrl0gKxoI8v+j5tPU3taFavt30LWcMPGOPqCGrCdZw98+p/aUUVeGvs//Kq1NfJc+Yx+UjL+fUAacSiUfQS3pcRhei0DGnoTElRlWwCm/Ei07SkaPPyRpEdDCyw0Hu5ZdhP+1UggsWImg1GIYORc7NRTQam318rKoqrUgCqHn0UcyTDkL7h2Od74cf0ookgLrnX8B27LFo8vObFWctIVpZyZbbbsP//azGMTnPRemzz6Eb0L9T36NKIIpSF8I/ZyvxQAzDSBfaEktKypeok+GPITUWb9roIYPJQXchHlHwzS7POO/9vhxtbxuSoeWmDK1F1EjILkNGoSS7DCj1IeKR7pOJU76ink+e2S4uIyGFeZ9uoHKDh8MuGIKhCyOfWbLsDrR6B3fPPfdw6623MmDAAPLz85M+/PeEzdqeSHWgmv8s+k/auTXuNVT4KnAZXQiCgEbUEI2n31gYNc1vYlpLPB5HEIRd8trZ5N3EtM+mEYtvry1aWruUcz85l7eOfYselh4MdAzk/on344/6kUW5ydTDXEMuuYZcRuaN7LA1+iI+ft7yc8b5bzd9ywl9T8CgMeCP+qkL1VEXrMMgG3DoHR1WH9UVVPgrGlM+d6YyUEl9qJ48Yx4aSUOhuX3WzemoD9Xz4doPeeL3J/BH/QCMyR/D3w/8e7ZHUwcjWa1IVmubmsmGV6/OOKe43aj+xN8uVluLtmcvnH/6E+533kGprU29Npa+rrC1xEMhap56OkkkAcSqqtl4wQX0mvlWu+3GM6EEovi+34z3282NY8FFNcj5RnLPH5KxzkiQRUxjCwgtTU29AzCMymu2zqcjUVUVxRNJWJaHFCS7DsmsyejCpypx4v7Mf794MAZK54o9VYljPaSM6jULUyclAcMgB7WvLus2aXd+d5jZb6Z//2xeVo/PHc4KpSxZdqLVQunRRx/lhRdeYNq0aZ2wnCydQTAWTOk9syNr3GsYkTeCHF0OR/U6ivfWvJf2uoklE1lcs5iIEiHPmIfT4CQYC1IfqicYC2LT2nAYHJg0zZsMVAWqWFa7jPfXvI9RNnJy/5PpYe3RqvSpcCxMTaiGhnBD4+m/Q+9o0WNDsRAvLn4xSSRtIxgL8t6q97h85OVIooRZa8aszdyPozORRRm7zk5loDLtvNPgRCNpqA3W8syCZ3hj5RuNqYJl1jIenfwofex9unLJnUZnimlVVflm0zc8MOeBpPG5lXO5+POLeemIl5IaB2dpP/FAAMUfQNRpW5XyJjmbqJOUJASdjoYPPqTm6aeJVVaiHzyIwr/9Dc9nn+L58KPGS7V9+yLqO8asIFZTS8Pbb6edU+rqCK9b13lCyR1OEkmNa6oM4PtxC7bDyzL2ZtIUm9GWWYlsSP5+EK1azOMKu6yRqhpXiW7xU/PyEuLbojMCGEfnYzu8Z9r6LlEnox/kILLJm/ae+gE5nWZ1Hg/HiGz04v5gLbpeVmxH98bzxYbGflWiWYP96N54Z5djGleEaO0e4iMSiuGty9w7qnKdB1dp1hQnS5YdafWniCiKHHjggZ2xliydhE7SoRW1GU/riy2JGiW9rOeyEZcxZ+scKvwVSddcMfIKPljzAS8teQlIpJo9POlh/vHTP1hatxRI1JIc3/d4rhx1JbmGzJGMSn8l13xzDUtqlzSOvbvmXU7pfwqXjrgUf9TPkpolGGQDAxwDyDXkopeTNzR1oTreXPEm/1n0H0JK4oN/oGMg/5z4T3raejb7O/FH/fxe/XvG+V+2/sK06DQsul37pZGjz+H8oedz86xUdy6AMweeCcDbq97mtRWvJc1t8Gzgws8u5LWjX6PQ1DmbtI6kyFSETtKlTTMsNBVi19k77bmrAlU8Pv/xpLEJxRM4vu/xQCKiJQriXuX82FnEQyEiGzdS+/QzBBctQlNYSO6ll6AbPBh5ByOGTGjLyhBtNuINqXbx+bfeSt3L/6X+f/9rHAv8OofAnLkU3nM34dVrCC9P1BHm3/hn5KZEVytQwyHUSPrPV4BoeUXGufYSmF+Vcc4/ZyumCUUIsYQQidWF0BSZkXP1yFYdslWH48yBhFbW4/+pAjWmYhyRi3GffOSc5M9cxRchVhcivKoeQS+j75+DZNF2iBhRGsJUP7cQNbRDPagKgbmVyE49lomlKaYSgihgHJmHb3Y58UDygZegkxJCT+4coRfZ6KXm+UT6WqwqgK6vnZyT+iHIIqJeJlYfwjt7M9qedizjixE7aR1JawrFiEXiaPQSGm36CJYoiwiigJohrdLQQqe/LFn2Jlr9CXfdddfxxBNP8Mgjj3TCcrK0l2AsSCAaQCfpGqMgToOTE/udyIwVM1Kud+qdSc5pxZZiXj7yZeZVzuPz9Z/jNDg5vu/xfLHhi0aRBHDZiMu46fub2Ojd2DimqAozV83EqrVy5agr0Uqpp2hxNc5Haz9KEknb6Gvvy5O/P8nMVTMbx2RR5u4D72ZS6aTG1L+4GuerDV/x+O/JG9vldcu54LMLeHXqqxSYmi6g1opaXAYXGzzpHYsKTYVp178rGFc4jiN7Hskn6z9JGr9y5JWUWcuoDlYn/W12pDZUy5r6NbuFUMo15nLbuNu49Ydbk8ZlQeauA+8iz9g5zUcBQkqI6uD2firnDzkfs9bMrT/c2mh+UmIu4cGDHmSgYyCS2D1SaXZHggsWsPGCC+GP9hHRTZvY+OuvuK69hpxzzkEyNR2R1hQU0OO5Z9l4wYVJfZC0AwZgHDOayjvvTH2QqlL92OPkXnopNY8/Rt7Nt2AYOarDfibRYMwo3gB0fdvnfNkU8VDm9DPJriXuDlPz/OIkESLnGsi9YCiyQ49s02EeW4BhsANUEA2aFFES84Spf2Ml4dXuxrEGwH58X4wjXe0WS5HN3mSRtAO+WeUYR+WnbcorO/S4Lh9Jw2frEqYUKugHOrAd2Qspp3OszRVfBPcHa5PGwqvdjb+b3IuGoSky4TxzEKKlZe557SEciFJb4WfeJ+vx1IRw9bCwzxFl2FyGFMFkMGvoPSKXNfNTe0dJsoir1ELAEyEaVhAlAYNZg5xBdGXJsrfQ6k+36dOnM3XqVPr06cPgwYPRaJJPIN7OkH6QpXMJx8Js9G7kP4v+w5LaJRSbi7lo2EX0z+mPoiqcNegsJpdO5p3V7/Dlxi+JxWPkG/N56tCnUkRFgamAqb2nMjp/NO+teo8fK35M2ogbZANG2ZgkknbkteWvcdrA0xrd9HakNljL6yteTxnvZ+/XKLR2JBaPcfOsm3n7uLcbbbarA9U8ueDJlHsAVAerWVm/slmhZNFZuGjYRcytnJt2/tzB5zb279nVOA1ObtnvFi4YegGzy2ejk3UcWHQgLqMLi9ZCXaiu6dTKhjWMLxnfhStuGzpJxyE9DqGPvQ8vLX6JDd4NDHEO4ZzB5zTZQ6kj0EpaTBoT/qifUkspve29ue2H25Ku2ezbzAWfXcDMY2d2+nr2VKLV1Wy59bZGkbQj1f9+DOtRRzUrlARRRD9kCL3ee4/wiuVEyyvQDxmMtqyMwK9zMj4uVlGBfsgQer7xBvJO9bVJ19XXo9TVoUYiSDYbssuFoGn6pF3Oc5F76SVU3f9Aypy2b180JamfhR2FcbiLwJz0qbm2I3tR+9LSFBESqwlS/+5qnGcMRDQktgGSKf3BkBpXCcyvShJJ23C/uxpdL2u7hVKsKphxLh6IgZLZDEGTa8Bx8gDiU6N/CD2501LuANSwkmjmm4HIeg/WQ3p02vPvSDSssOLXSmbNWNk45q4MsHpeFUdfOYIeg5NT0bV6mQNO7ktNuY+GHX7noiRw5KVDCXojfP3Kcuoq/EgakYH7FzDmyJ6YO0l0ZsmyO9DqT5Orr76ab775hsmTJ+N0OrMGDt2E+dXzufSLSxvrUzZ4NvBjxY/cMOYG6oJ1vLjkRfSSnuP6HsebR79JWAmTa8jNWHdRH6rn2m+uTRtZceqdKal5OxJSQo2n8Dujojamyu3I0b2P5q2Vb2V8zLur3mX62OlAwq2uJliT8fmX1y1nYsnEjPPbGOwczCXDL+HZhc82NpeVBIk/j/lzq/oT1YfqqQ5Us7R2KTadjf45/XEZXR0akcrR55Cjz2Ggc2DKnF7WY9PZaAinP83O1MepIdxAQ7gBVVWx6qy71F7bH/ETVIIYJANDc4fyj/H/IBwLY9QYuySyl6vP5axBZ/Hswmc5oe8JvLL0lbTXBWIBvt/8PWcOOrPT19RRqPE4aizW4b2B2oLS0EB006b0k/E44ZWr0PZofpMpSBLa4iK0xcnW+IKxaQtm0Who0q47vG4dFTfeRGjRosT1ZjOua67BeszRTaYFCrKM7bjjUMMRap59NtGzSRAwjR9Pwd/uQNOBDWx3RpNvRNPDTHSjL2l8W2PbuD+9OU94VT2KP9oolDIR90Xwzc78eR+YX4XtiNabcuyIpjizOBYtWmgmdU3USV1nmCAJifXE0os3ydp16WtBb4Qf3kzt9afGVb55ZRkn3TQa805mHlangeOv34e6Ch8Vq9xYnHpKBjgI+SO8dd+8xuuUaJwl31dQudbD0VeNwJRtmptlL6XVQunll19m5syZTJ06tTPWk6UNVAWquP2H21P6/QA8+tujPDLpEV5c8iIhJcTrK15nfuV8np7ydJP1FvWhepbULkFVVQ7ucXDSXF2orslULp2kwyCl37BYtVYml05OiRzZ9XaqA6npANvY5N1ELB5DFmU0kqZJYdDb1jvjfXZ+zmlDpnFMn2NYUrMESZAYnDsYp97ZYoe/6kA1d/18F19v+rpxTCfpeHTyo4wtGNslm3yXwcWFQy/koXmp1vx5xrwUoaSqKmsb1nLXz3c1RtQGOQZx+/63MyBnABqp677ofREfaxvW8syCZ1jbsJY+tj5cPOJiett7p1iwdyYaScPpA05nQ8MGisxFrGtYl/HaBdULdguhpPh8RMvLcb/+BtGKCkwTxmOeNAltcedFN5qj2YM1uX2bXV2fPghabdp6If3IEUnNaHcmumULG889j1j19s+huM9H5d13I+XkYDu66e882eHAceEFWI85mrjPh6DTITsc7e7N1BySVUfuWYPx/1aF/+cK4iEF/QAH1sN6EN2SOfKBSsbNftJlcYgH0ostgFhD5tqslqIpMCNatduNHHbAOqUHUjcxQwAQzVpMY/Lx/7wlzaSAtre9y9bSUB0knsHZz1cfJuSLYbaDEoujROPIOglRFDDbdZjtOnoMTtToBbwRPnl6edr71Gz24a4MZIVSlr2WVlcYOhwO+vTZM1y0dhV1wTqW1i7l7ZVv8/3m76nwVaR1X2spDeEGtvjTfGiTSF2rDdVi1W7/sl7pXska95om77mtoL4qWMVBJQclOdkFYgHCSpgSc/r0o1P6n5LRzEEv67lg6AVYNMkmCWsb1jLYOTjjevYv2r+xH5HL4GLakGlpr7NqrU3eZ2fMWjNl1jKO6n0Uh/c6nFJLaYtFkhJXeHf1u0kiCRK/uyu/ujKjU11HI4kSx/Y5lmlDpiX1bOpn78d/DvtPStSw3FfOuZ+cm5R2uKxuGed+cm7GdMrOIKbE+Hbzt5z18Vl8X/49m32b+a78u8S/N33frvdEW3AZXdy2/20McQ6hhzVzVKM1r69dhRIM4v30M9Yddzz1r76K79tvqfzHXaw/6WTCa9c2f4NOQrLb0fXrl3ZO0GjaXcsju1wUPfhPEJO/2iS7naK77kLOyRw1DS1ZmiSSdqT64YeIVmU2TdiGqNGgLS5GP2AAup49O10kbUOy6bAcVELeFSPJv340OSf1RZNrROPKHGET9BKCvnlhKugkdL0z9xIzDGm/IYZs1+G6aBia4u3uooJGxHp4TwxDulfmiiiLWCaVoinaKQomgvOsgV0q6pprHyfJAtWbvHz3fyv46MmF/PrhOhqqAsR3SmWMhhVqy/0Z77N5RX1HLDdLlt2SVkeU/va3v3HHHXfw4osvYmxBc8As21HiCtXBam6ZdUvSJtUoG3nq0KcY7hrepuakAk1/iUiCRFxN/mCcVT6LcUXjMj7GprNRYCzgjgPu4PHfH+feCffyzzn/ZJM3kTbz/KLn+dekf3Hr7FtZ5V7VuI5j+hzDhUMvbLK+x2lw8sQhT/D6iteZVT4LnaRDL+m5fOTl/Prpr41pcNs4rs9xjCscxw/lPyAIAmXWMo7rcxwVvgreWvlW4/X5xnweP+TxLjMuqAnW8PLSl9POxdQYszfP5oxBZzR7n3AsTE2wBnfY3Whz3lS/pnQ4DU4uH3k5pw04jfpwPXpJj0PvSLlPXI3zybpP0tY0ReNRXlj8AreOuxWD3Pld5KuCVdz1811p5+76+S5G5Y3qlH5JTWHT2bDpbFwx4gqu/+76lHmdpEuJsHZHlJoattxxR+q4283Wf/yDkkcf7bJN/I7ITieF997DhrPPQQ0lp+AW/O1vSM729f0SdTpMEybQ+4P3aXj3XSLr1mM84ADMB01EU1TU5GODf6TbpSNaXpESpYrV1qJ4vQiShGS3d0jT2p1RPB6iWyvxfPQhSn09lilT0PXvjyY/NWVaEAUk604NZi1adANzCC9P3ehap5Sltd3eGckgYzuiF1Vr5sNOASjJoUdb0jE/t8ZlJPeCIcR9MdRYHNEoI1k0CO2MMnYGsl1H7rQhRGtDRNa6E7/nPnYka+ebN+yINdeApBFRoqmRwcHjC9m6poGvX9keKapY5WbBlxs54YZ9yCvb/v4XRQFZKxLL0BjXZOs+Eb0sWbqaVu/K//3vf7NmzRry8/Pp2bNnipnDb7/91mGL21PwhD1s9m1mYfVCltUtSzEQCMQCXPrlpbxz3DtpDRCaw6az0cPSI200QCtqsWqt+KLJ+etN2XdDImrz9wP/zrMLn2Vu5VzWNqzl3MHnkmfMa0yByzPk8dxhz1EXqiMQC2DX2XHqnc32HKoL1XHJl5cwpWwK14++nmg8yjebvmFdwzruGX8PTy54slGQ/XnMn5FEiRPeP6ExwqAVtdw67lauHHkl04ZMozJQiUljIlefS56p85zRdkZRlYzpf0Djz9AU22zOn1v0XGMUr6+9Lw8e9GCr+x8ZZAMllpImjQaC0SA/VvyYcX5e5Tz8EX+XCKW6UF1jY9ed8Ua91IZqu1wobWNMwRiuHnU1Ty14qrEBs1Pv5OHJD+8WDoLBBQvTGiYABH76GcXt3iVCCUA/cCC933sP99tvE5g7F22PUnLOORdtj1IkQ/uLxiWDAalPH/JuuAFVURCklm1cdX0yp+xKOTkIcuK7Lh4KEVqyhK133kl45apELdKECeT/5RZ0PXu2e/3bUDwe3DPfpur++xvH3G+8iW7gQEqffqrJWqvGdZs0OE7sh+f7zQR+2YoajSOaNVgPK8MwJLfFfZLkPAN5l46g/v01RDf7QBIwjnBhnVKW1o2urUgmbUZTie6GZNUhWXXoe2WOtmUi4AkT8EQI+qJYnXoEUUCjkzCYW/ezG61aJp89kC9fXJo0LsoCww8u5Y27U81NYpE4X/93GcdeOwrjH0LZaNEweHwRC79O7ccliAKlA1vWn3BPIx5XUSJxRI2A1EU9xbJ0P1otlI4//vhOWMaeiy/i482Vb/LIb4/w4EEP8tHaj9JeF4wFWVC1AIfOQSAWQBTEFhfXu4wu7h5/Nxd+dmFKr6Rr9rmGt1YlmyQICEwqndTkPTWShjxjXqOo2+TdxN2/3J10zStHvsLIvJGtjn6ElTDBWJD317zP+2veT5pb07CG+yfej0k2oZW0VAWqOO/T85KuicQj3P7j7cyYOoMhuU2nSXUmeklPP3u/xojazuxXuF+Tj1dVla83fp1ic77avZoLPruAGVNndLhQ2PZ3zYRT7+yyGiWxmbyR5uY7kxx9DucMPocjex1JdbAanaTDqXfiMrp26bpaSjyY2UUMQM0goroCQZbRlvXAdfVVxAMBBJ2u04wmWiqSAAz77INgNCaMGHbCedGfkF2Jw6XIunVsOPe87UJUVfF//z0bly2j5+szmo1ctZRoVVWSSNpGePly6l75H65rr0Fswo0vVl8P0SiixYL9iJ5YDixGjcURtBKSRYsgtjydTdRIaHtYyT1/KGo4BoKAaNZ0afRkT6GhOsgnTy8kFokz4fT+LPhqMxuX1qLRSgybXELZECemFopPWSPRa0Qup/51LL9/uYmGqgD5vawMm1SCuzKQsX6pttxPyB9tFEqSRmLUlB5sXeuhav32bANBFDj8oiEYO1AM7w4osTjeuhDLftxC5ToPOQVGhk4sxprGcj3Lnk+rhdIdadI5smSmOljNI789AiQESrpmmtvY6t/K26veZsaKGehlPWcOPJPxxeNb1ORyqHMobx/7Nm+sfIMF1QvoYenBmYPOZNbmWXy/+fvG6wQE7hp/F/nG9G53O9JcjUhT0ZSmMGlM2HV23GF3ytwa9xo0oobe9t4EogHu+/W+jPd5ccmL3HXgXSnNaLsKh8HB9LHTueSLS1LmikxFDHSkOtTtSFWwiqcWPJV2ri5Ux7K6ZR0ulLSSlrMHnc3H6z5OO/+nYX/Cpmv9CWlbcOgdGV8HDr0Dh37XnmLqZX2zEbruinHUyIxz2r59d1k0aUcESeqUdLW2oikooOylF9l06WUodXWJQUHAfvLJ2I49DkGSULxeqh5+OG20LlZdjf+nn7CfdFKHrMfzyScZ59yvv47jnLMR00SVYrW1+H/9lbrn/kOsvh7jfvuSe9HFaHuUImja91kpmTRg6piDFMUbIVYfIrrFj5SjQ5NnRLLpulU9UkcT8IT55OlF1G8NMPWKEXz54hKC3u1GGd+8spyifnYO+9OQFpsnaPUyrlILk88eSCyqoNFKSLJIXUXmmiMgJY3SnKPnqMuG4akOsnlFPUablpIBORhtur1OHFRv9PLuw/MbUxrLV9Sz5PtyDr94KD2H5SJ1QQPhLN2HNjcbmDdvHsuWLQNgyJAhjBrVcc379iRmbZ7V+P+eiId8Y37GIv9CcyF3/XxXY/3I7T/eztiCsdw/4f5mxZIsyZTZyrhun+sIxBINZ3WyjgJTAfsW7ssP5T/g0DuYUDIBl9GFUW6+vsyitWCUjQRi6Z2T2hrJ0Yk6LhtxGff+em/K3NiCsY0Rj5ASYrMvNRVgG5u8mwgr4V0mlACG5w7nkUmPcN+c+9jq34qAwMSSidy8780Zrde3EVWiVAUyF4gvq13WKfUwZdYy/jzmzzw498GkerAzB53JCNeIDn++TLgMLu4dfy9Xfn1lkmOjJEjcM/6eTm0wu6cjuVzYTjmZhjd3styXJAruuB3Z2f4C/D0NQZbRDx1Kr5lvEa2sJO71oS0tRXI6GgVd3O8n+Nv8jPfwffsdtuOPb1UkKxPxuswF9HG/H9TUaEHM7abqwX/R8M47jWOed9/D+/EnlM14DcPg7mFEEnOHqH15SZIrn2iUyf3TMDSFpj1WLAU8UWrLffQdncfquZVJImkbFavc1Jb7Wu0yJ2tEZM32DbyzyIQgpH2ZYM01oDOlbv9MNh0mm47CvvZWPfeehL8hzBcvLE2p+1JV+OqlZZxx+75YnJ2fmp6l+9BqoVRVVcXpp5/Ot99+i/0Pq1W3283kyZOZMWMGrk7sF7E7smME6a2Vb3H+0PPTRkn62fvhj/pTiuznbJ3DavfqFkWVICGYrNL20+JcQy65hlxG549u9dpdBheXjbyMf839V8rcYWWHtenEf4tvC1d8dQWHlh3K9aOv5+UlL1MbqkUrajm+7/FcPPzixvuaZBNDnUMzOvQNzx3eIsHXmZi1Zg4pO4RhrmH4Ij40koYcXU6zdVoAGlGDU++kNlSbdr5vTvscwDJh1Vk5qd9JTCqdxPyq+UTiEUbnjSbXkItV13WRBkmUGFswlpnHzmTG8hmsqF/BwJyBnD7wdIrNxbtFilt3RbbZyLv2Wkz77Ufts88Sq65BP2okeVddhbZX+3re7MkIooimsBBNYYZIriQjOZ3Efb6003JRUYeIJADzlEOpf+21tHPGAw5ANKd+xsS2bk0SSdtQIxEq/3EXpU892aRFemcRj8YRJCHR1ykUw/3+mhTr8nggRs0Li8m7clSH1j21lmg4RsATIRpS0OglDBYt2g5qYBvyJVLjSwbk8PP7md0nl/5QQclAB2Ir0iN3xmDVMnZqL379MLnVgSAKTD57QNbuOwMhXxRPTfrU5WhYwVsXzgqlvYxWv/uvuuoqvF4vS5YsYdCgQQAsXbqU8847j6uvvprXMnyw760cWHwg/57/bwCW1C5hv8L9uHHsjbyw+AVqgjVIgsQhPQ7hpP4n8efv/pz2Hu+sfof9Cvfr8o2jRtJwXJ/jMGvMPD7/cWpDtRhlI2cMPIOzB53d6hSt2mAt/5r7L1a5V7HKvYpReaO4dvS1GGUjoiAyLHdYUhRGJ+uYNnQaH639iJianAaoETWcOejMLu350xR5xrxWR0BcRhcXDruQB+Y8kDJn1VoZljuso5aXgklrwqQ17bL6rm3oZB197H24ceyNhJUwOknXbf6muzuy04nt6KMx7X8AaiyKaDIhpdlc72qiFVsILl1CeNlydP37ox82FE1hYbeMKmhcuTj/dCFbb7s97bz9pBM77Ll0ffuiHzKE0JIlOy1CQ/706WnTFv0//ZzxfsH581G83i4VSrH6EKFV9YSW1CKatZjHFSLoJULL6tJeH/dFUepDu0wo+RvC/PrBOpb/uIV4XEUQoO+YfA44qS/mDliT8Q9XQlVVmxRBkiQ242XbPFq9zNBJxeT3tjL3k/X46sLklVkZc1RPbHmt2+jHlTgIIIp7/uGVGk9f17WNeLz53mNZ9ixaLZQ+/fRTvvzyy0aRBDB48GCeeOIJDjvssA5d3J5AobGQKWVT+GLDFwC8sPgFRrpGcu0+19Lb3pvaQC06ScedP96Z1rIZEqlIzVmAdxY5+hxO7HciE4onEFJCaEUtJo0JT8TDZu9mLBoLNn3zgmmrfytrG9by5cYvG8fmV81nftX2NJYnDnkiJV2txFzCM1Oe4fYfb6fcVw5AqaWUuw68q00Ogd0JURCZ2msqFb4KXlv+WmP6WYGpgMcOfmy3cFfrKDSSZq8WSPFgkFhNLbGaagStFtnpRM7LQ+iAjYns7L6OVeHVq9lw7nnba4IA0Waj7OWX0Q8csAtXlhnL5MkEjp6K58MdjHlEkcK//73DjBwANHl5lDzxBPUzXqP+tRnEfT5MBxxA3g3Xo+2d3qFP0DbxHhKExH9dRKwuSNXTC5OayAbmVZJ70TBoYi+q+DI3t+1MIqEYP7+3luU/bu9JqKqwak4lkVCMQ6cNRt/O+iyDVUPxgBw2LK6lzz4uFn1bnva6weOLWmW2kfH5zFp6DHaS39NKLBpHq5fQ6Fq+7fO7w1Su97D85y1oNBJDDiomJ9+IoQW28rsrerMGo1VLIE3zY1EWsGajSXsdrRZK8Xg8xRIcQKPRZJV2GnIMOfxlv78wsWQiLy5+kYZwA4WmQvKMefxr7r+YVzmPyaWTGV8yntdXvJ72Hif3P3mXnq6KgtgoYNY3rOcfP/+D2eWzUVEZ5RrFX8b9hb72vhl7QHnCHu788U5O6HdCUi3KztQEa1LG9LKefQv35b9H/rfRPMKusyelIqqq2i1Pn1uCw+DgylFXcubAM6kOVmOQDTgNzmx9TguoCdZQ7itnYfVC8ox5DM0dSp4hb7cTXLH6etwzXqf6ySchmtgkSrm5lDz2bwzDhiHIHZP205ko/kThuGQyNXPldmI1NWy+5tokkQQQb2hg8xVXUPbaq2jyut/7QM7NpeDWW3FefDGBOXMRjUaMo/dBzs1F7ODegpqCfFxXXknOGWdAPI5oNjdpgGHa/4DMc5MmdVk0KR6O0fDphiSR1DjniyLoJNRw+u8CObfzNqJBX4R4LI5GL6ek0wW9EVb8lL5x+4ZFtQS9kfYLJbOWQ6cN4rsZKykb6mTjkjoaqpPTvPqMdpFT0PL3UUvQGTU0Fw9T4yoBTwRVVdHoJKLhOB8/uYDqTdvTTFfOqWTg/gUccGLfPVYsmWw6Jp01gI+fXpQi6Pc/oQ/GLmwonKV70Opv4IMPPphrrrmG1157jaI/Ts/Ky8u57rrrOOSQQzp8gXsCuYZcju97PBOKJxCMBVEUhaASpK+9L2vda1lSs4SLDr6IH8p/SDEvOKLnEfSydo+agnJvOWd/cnaS29386vmc/fHZvHXMW/S09Uz7uLpQHbMrZnN4r8PJNeSmFUQAgxyD0o5D+tS2qkAVy2qX8fG6j7FoLZzQ9wSKLcXYdfZW/2y7EpPGhEljotRauquXstuw1b+V6d9OZ0HNgsYxnaTj8UMeZ3Te6A4TS9uaAQdjQQwaAy6DC63Uui/KWG0dajgEkoScm5tSwxL4+ReqH300aUypqWHjtPPp/eEHaEu77+siWlVFYN483DNeB1Tsp5yKcd+xLRI4sbo6ImvS1x9Gy8uJVVURq6pG0GmRc3KQc9vXjLYjkex2JLsdff/+nf5cgiynbTCbDtmVi+v666l+6KGkcSknh/wb/9xs6mW0qoroxo2Eli1HU1yMfuAA5IKCVkc248EYwaXpP+cDv1ViOagEz+cbUuZ0fe1I1o4/6Ah6I2xZ42bOR+vxu8Pkl1nZ99je2PONaHSJ92M4EEtrfLD9HlFymm9d1SzmHD2HnjeYkD/C1CuGU77Szao5lcg6kRGTS8ktNXf5ZtzvDrPil60s+GoTIX+UoQcVY7Rqk0TSNpb/tJVBBxTusUJJEAWKB+Rwys1jmPPBOmrKfVhyDew7tSe5pRbkvcwBMEsbhNLjjz/OscceS8+ePSn94wt806ZNDB06lP/9738dvsA9iR37DblDbg4qPogx+WOIxqO8s+od7ptwHyvqV/Dxuo8xykbOHHQmgxyDcBh2fepMXI3z2frP0lqCh5UwLy15iVv2vQWdnHpu5Y8lTpvfWvkWFwy9IG1Nztj8sS2yLN9Gpb+Sq76+imV1yxrHXl/xOtOGTOPCYRfudmIpS8sJx8I8t/C5JJEEidfhFV9ewXvHv9chlt5VgSpeWvISb6x4I+GuKOk5beBpTBsyrdmGzQCK10tw0SKq7ruf8MqVSA4HjgvOx37ccch/mN5Ea2qofuyxtI9Xw2G8X3+D87xz2/2zdAbRqio2X30Nod9/bxwL/PIr+mHDKHn8sWY392ooc6sEgOimzZRffz2oKto+fSh++CF0/fp1efQ4Vu9Gqa9DDYWR7DYkl6vJ/kW7EsliIee0UzHtP466/75CrLoa86RJWKYcira46VTlSHk5m/50EZF124v/RYuFHi++gH7w4BaJpZgnTLwhguIJ4zxrENHKAN6vN6JGtmebhFbUYz6wCNsxvfF+tZF4IAaygGmffCyH9EAyaYlHFARRQOgAG+ZwMMr8LzYy//PtDdnXL65lw5Jajrl6JKWDEt+v2wRTJnTGjovs6oxy4/1yCkz0H5uPIAm7xIY74Inw5ctL2bxsu8uixaFn0beZHWcXfVtOQW8b4h7ahFWrl8krszLlwiFEwwqyVkRn7J7v+SydT6vf+aWlpfz22298+eWXLF++HIBBgwZx6KGHdvji9mTsejv7Fu5LTbCGkBJidH7CdWxE3giO6nUUkihhkHddLqw/6kdV1Ub3tkA0wPfl32e8/petv+CNetMKJYvGgiiILKhewD55+3DLvrfw4pIX2erfil7Sc3zf47lo+EUtFoRKXGHmqplJImkbLy15iSN6HpEVSnswtaFa3lvzXtq5SDzCoppF7RJKESVCpb+SJ39/kg/Xfdg4HlJCvLzkZbxhLzfueyMmTeb0GFVV8f/8C+VXXdU4ptTVUf3gvwgtXkzh3/6WSIOKxYhs3JjxPimF/N2IwM+/JImkbYQWLcI/e3az/YQkRw6CVosaSU3PQpIQDPpGb+PImjVsOOdcer09s9kNf0cSXr+eihtvIrRwIQCiyUTu1VdhO/ZY5JyWNQTvaiSbDcOwYRTeczdEowgGQ7PiUvF62XrnnUkiCSDu9bLpoovp9fbMzE6AfxCtClDz4mKU+u0CWNvTiuOMgdT+33KIbRdLolGDef8cDENyUSMKgiwiWjTE/VF8v2whuKgG0ShjPqAI2WVM9G9qI0FPQijtjKrCt/+3ghP/vA8mmw6DRUvxADvlK9wp1+aWmDs1gqI17Lr0Wm9tMEkkAYiSQCySuZQiGlGIq7BnyqTtaA3yLv3bZOketOkVIAgCU6ZMYcqUKR29nr0Knayj2JL6pd8Sa+nOojpQze/VvzNj+QwUVeGEvicwrnAcdp2dXH3mU/QcXU7GGiWn3smRPY/ko3Uf8eKSFxniHMIlwy/BqrVi1BgZ6hyKXW8HEvVMcTWOTWfL+OVeG6rljRVvZFzLO6vfYUjukJb/0B2MqqpUBapwh92IgphSU9XZ1AZrUVQFq9a6S3tMdRbReLTJxs2Z+pS1lCW1S/BGvHy8Pn1T3nfXvMuFwy5sUijFqqqovPvutHPeTz8j9/IrkOx2BI0WXe9ehFeuSnutYeTIVq+/K1C8XupnzMg4X//aDMyHHILcRE2MnJuL46KLqH3iiZQ5+8kn4fvyq6SxeEMDgblzu0woRbdsZeN504hVbn89xf1+qu69D9lux3bccV2yjrYiajTQwsiXUleHf9bs9HP19UTKy5sUSjFPOEUkAUTWewiYKzGNycf/c6L+Rz/YiWTXQVwFJU5oRR3RqgC6MhuiWcY3q5zYH/bMwYU1mMcXYzm4FKmNJ/o1m7wZzSM8NUHCgRgmmw69ScMh5w7m0+cWUbXe23iNo9DEEZcM22NrUzYtT+3XtWV1A2VDnSz7MX3N1sBxhcjZpqtZ9hJaLJS+/vprrrzySn7++WesO3V1b2ho4IADDuDpp59mwoQJHb7ILF1DdaCam2fdzK9bf20cm1c5j372fjx16FOcPfhsPtvwWdrHXjD0goxRHJPWxA1jbkAURD5a9xEr6lfw85afOa7PcZRZy9BJOqoCVczdOpdXl79KVIlydJ+jObTs0LTOb3E1TjCWvs8BgDfi3WUGD76wj7lVc/n7T3+nOlgNQImlhHvG38NQ59BONRqoDlTz7aZveWXZK/ijfiYUT+D8oedTYi5BEvecvGqDbKDYXNzogrgz7WmaWxOs4bYfbuPqUVcTV9OfqMbVeNoU1KRrvF5iW7dmnA8tWYK+fz9kpwPXtdex+fLLU64RTUbME7vp52k8jqpkNmYhHm+MBkUrKwmvXIlv1mw0BQVYDp6MlJ+PZDDgOOtMNK5cap54klh1NZLDQc6ZZyA7c9n697+n3Db0+wLoIIGiKgqx6mrUaBRBq0POcyV9ZoRWrkgSSTtS9cijGMftjya/+5lNtIV4OJy+M+kf7Gy4kTLvDqeIpG0El9biPGcw4bUNmCcUYxjoQDTIhNc1UPPiElASzxuYU4lo0uA4tT91b60k/kczVt/scoyj89oslCRN0xv6Hd3lLE49U68YQaAhgq8+hMmmw2jT7tE9h3RpIiZrf69m6hUjWLugmrA/uTWHo9hEQe+u67eXJcuupsVC6ZFHHuGiiy5KEUkANpuNSy65hIceeigrlHZjFtYsTBJJ21jlXsUXG77guD7HcfmIy3lywZNJ8yf2PZFReaOavLfL6OKv4/7KFSOvIBKP8OqyV5n+3XSi8SiPTn6UFxa/wNzKuY3XL61byqvLXuWFw1+g0JwslqxaKxNLJvLp+k/TPtfU3lN3iUiKxWOs9azl6q+vRt3hCHOzdzN/+uxPvH3c25RZy1p8v7pgHeX+cn4s/xGz1syBRQfiMrgwaVMjGbXBWv46+6/8tOWnxrGZq2byybpPmHH0DHrZuochSEeQZ8xj+pjpXPftdSlzg52DKbW03fygIdzABs+GZg0bDJqm02IFrTZhxZxh8ynZtlvqG0bvQ/5tt1H1r3+hBhJNODWlpRQ/8nCz6U67Cslmw37SiWxdsCDtvO2EE5DsdiIVFWy68E9JKV1VDz5I0b/+hXnSJGSHA/tpp2GePBk1EkFVoeqhh/A9nhplAtB1kGV4rKaGhg8+pPbZZ1Hq65Hz83FdczXmyZMbU+pCixZlfvyWLajhpmusdicksxnRYiHu9aadb65JsZLG3a6ROEhWLa6LhyGZE++rWH2I2leWNYqkxkv9URq+2IB5/6Iks4fgwhq0hW3LtHAWmxFlgXgs9b2YV2ZBb0reBhktWowWLbkl7cvs8DeE8daFcG8NYHHqsbkMmHM6P8IfiyiE/AmRqTdrkZsRiqWDHCCQFHWLKyqz31jJ0ZePYPkvW1g7vxpJFhkysZiB4wq65OfIkqW70GKhtGDBAu6///6M84cddhgPPvhghywqS9cTjAZ5fXl6e3KAt1a9xZG9juTswWdzeK/D+aniJ5S4wv5F++MyuBpT55piW/+lyz6/rDEaUGQqojJQmSSStrHZt5n3Vr/HRcMvSoqIGDVGLh95Od9t/i4lsjTQMZCBjoEt/Kk7lppADc8tei5JJG0jEo/w1oq3uGb0NRlTFLcRiAaoC9Vx18938UPFD0lzf93vr0ztPRWLNtkieINnQ5JIarxXLMCjvz3K3ePvbjJVrDvgCXuoDdUyv3I+kigxKm8UToMz7br3LdiXhyc9zD/n/JMKfwUaUcPU3lO5YuQVLTJaaI4Nng30z+nPyvqVKXODHINw6Jqup5NycjCNH49/1qyUOUGvR7eDW5pss2E/9RTMkyah1NchaDRIDgcaV9ela7YF88SJaPv0SXGu0/bsiWXKoaihENX//ndK3QvxOBXTp9Pnk4+RevRAEIQk4wfLhPH4Pk09BBEMBkwHZLa/bimKz0f1k0/hfvXVxrFYZSVb/vJXXDfcgOO8cxG12oy9iiDhetdkz6LdDDkvD9eVV1B5730pc6aJE5t1HJQdmTfOgkZENGgaRRJArC6U0R48utmHdXLyYUc82vbWIwarlkPOHcQXLy5NEgNag8zB5w7CYO74lDpPTZCPnlxIXYW/ccxk13Ls1aNwFHXe57CnJsi8zzawak4iEtp/33z2OawMaxOW60ablslnDeSb/y1PGlcUFbNDx/hT+jPmqF4IJH6XTTXKzZJlT6TFQqmysjJt/6TGG8ky1dXVHbKoLF2Pipox1Qi2d6O2aC1YtBZ62zJvIprip4qfklKm9i3cl282fZPx+nfXvMtJ/U9KqfEptZTy+tGv89TvT/Hd5u8wyAZOHXAqJ/U7aZf1IKoP17O6fnXG+YU1CwnFQk3WoFUFqnh31btE1WiKSAK4+5e7GZ0/OkUofbY+fUokwHebvsMb8XZroVQfqueFxS/w0pKXGscEBK4bfR0n9TsJqy45km3VWTm07FCGu4YTiAbQSBqceme7a7LsOju9bL14cfGL3DX+Lu7+5W42e7e7P5VaSnnwoAebNR6RLBYKbruVDedNI7Zlhzx/WabksX8j5yW/nkWNBm1xERR3XMPSzkZTUECP5/+D5/PPaXjrLVDBduIJWI84Ak1BAZHycjwfpa/zQlEIzJmLtkePlCnz5Mk4L7qI2hdegD/S+6TcXEqeeLxDImxKXR3uDPVVNU8+ifWoI9EWF2MYMQLRZCLu96dc57jg/Ebnwj0BQZaxHnssgl5P9b8fQ1taiv20U9EUFiEX5CPqmk49k6xatD0sRDamRqTMBxYh7lTfk0kkNc7vFGkyDmv74YdGK9FzRC6n37ovi2eV46kOUjIghz775GFpQuC1lZA/yjf/W54kkgD87ggfPrGAk/48GpO941P5PLVBZj4wL6lR6pLvK1i3oIaTb/x/9s47uo06a8PPSDPqVrXl3tJ7JSG9QEIJEELvLXQIvS0LLMt+S++9Lh1CLwkdAiRAIAnpvce9W27qI+n7Q9iOIsmxHdsp+Nlz9pD5SaNRsTTv3HvfdyQJcYJSVRqRXiPtpPQwsWVZKQ0OLwPGp6IxqCjeWgOAPceIrp0iKRgM4f4rn0ml6TZH6Obgo9Wf2PT0dNatW0evXr1irq9Zs4bUA7RN5O+OHJSRgzJqpTpuS5pO0nFy75NZUrok5vrMXjP32UnO7Xfzzc7Y7XJtRVSI5Jpy+fe4f1Pnq0NUiIiCSCAUwBfwtTnrpiPwyB7SDGlRWViN5BhzEBUiclCm3FXO5urNlLnKGGAbQJohDUmQuGfxPUzImMCr616N+zifbfuMW0bdErEtlttgIwdDAOu6ynURIgnC4v2x5Y8xMnkkQ5KGxLxfR4tim9bG/437P2Z/O5u7F9/N1cOuRitqKXWW0tfSlx7mHqToWxemosrKImfuu7jXrcO1ZCmqrEwMkycjJiejUB0ag+FSSgrW887DdPzxEAqhtFiabaQDgaYA3VjIceZeRKsV2xWXYz79NPylpSi0WsTERES7vc15PrHwl5aGZ6hiEHK7CdTUQHp6WAi+/joFV1xBoKoqfANBwHTSSZhPPjkqD+tgR7RYMJ92GvoJE3EtW0rFY48hl1eAKGI89hjsN94YV6gqDSqsZ/ejZv4OPBuqwpUbUYFhfBqG8eko9hj8F+26qHavRhR6KUIoqftaEG37JmhUahFbuoGJp/chGAiiFBWd1p7tbvBRGMMgAaC+yoOz1tvhQikYDLFlSVmESGrEVetj65/lDJ+eFTGPtTsqrYhVKzLmxJ54nH7WLSpiybwdze+PAGNO7MHAieltCt111njZ+HsJa38qxOeRyRxgZczMnpjsWpTdZhDdHCS0WijNmDGDu+66i2OOOQaNJvJLy+12c/fdd3P88cd3+AF2034a/A0U1Rfx3ub3KG4oZkzqGKZnTyfdkB7zR+KwlMMYYBvAhqoNEdszDBkcl3vcPhsCKBXKqGrKkpIlXDbkMhYVxrYen9VzFlZN/Kv3OkmHHJTZVbeLdze+y9rKtYxNHcu5A84lIyFjr21uHYlJbeLc/ufGnPMSEDgy+0hqPbWUuEq4/PvLccmupvWBtoE8NOkh/ij5g6NyjmrRLKDMWRZlVjEjZwavrXst5u1P7HkiFvWBaWUM4Za7V9a+Enf9zQ1vcu/4e1sUgx3JANsAPp75MXM3zeX9Te+Ta87lggEXkJGQEVXJ2xtSSgpSSgrGQzg+QRAERGv036hCr0fVqxe+bbGrrPrRo+PuU6nXo9TrOyVsV6HTtbz+V/VEUCrRDBxA7scfIZeWEqhvQMrMQLRaUcaY1e1q/GXl+PLz8O3YgSorG1VuDlLKPiaiCgLulSsp+cftzdtkmbr5X+Dduo3Ml1+K2xIqmjVYT+tDsMFP0B9AoRZRGFVRIglAaZDQH57a5IS3O8ajsnGvq0RM1pEwMR1NX2tE215r8Tj9OB1edq2rJBSEnME29BZ1p7Ta7U5LttoAPrfc4np78Lr8bF9RHnd92/JyBoxPQ2NoFjl+r4zsCyKplREhqlVFDSz5fEfkDkLwx2c7SO1pJq23uVXH5Kz18vVL6yjb0fxbtnNVJfnrqjnt9sOwpe8/d99uumkLrT6LvPPOO/nkk0/o06cPc+bMoW/f8FDtpk2bePbZZwkEAtxxxx2ddqDdtA233813u77j7sV3N21bXLyYV9a+whvHvEEvS3Rl0K6z89TUp1hYuJD3N79PIBRgZo+ZHNvj2Jjuc21FpVRxTr9z+D7v+6ZtJc4SBARGJo9kednyiNtnJGRwYq8T4wo0b8BLcUMxX+74ksL6Qvpa+3JUzlE8vvxx5u2Yx9sz3qaPpU/M+3YGVo0Vb8DLVUOv4uW1L+MPhq+ma0UtN468ka92fEXKoJQokQRhS+rnVz/PjB4z2OzYzHD7cBYXL475ONOyp0UJ3VRDKucPOJ83N7wZsT1Nn8ZFgy7qMpHRHnxBH5Xuyrjr5a5yfEEfarrmOUhKiRxTDjcfdjNO2YlGqTkkbdb3laDfj1xeTrC+HkGjRbRaIgSEaLORcted5F94UZSphXb0aKQuzEPaHTEpCdFuRy6PPrFU9+uHcjfRJygUSCkpKG025IoKfDt34t2yFXWf3ohWG0pj24RzR+HLzyd/9sX4C5ur16LdTtZrr6Lu2bPd+5XLyymPM2vs3bQJf0FBi7NzCo2IQrP30wqFRsQ4LQspTU/9jwUEar1IKXpMx+YipenR9LciKIR2CSQAd72PP7/exZofm1+fJfN20H98KmNm9UTXiZlIaq2IUlIQ2GOuypqq57DjcpD9QdYtKsKWrseYqO0QRz2FQmgxMFfSKBGU4d8Mn0empszF8m/zqCl1kZhhCM8xJWkJEWLFt3lx97PiuzySMhOQNHu/aOoodUaIpEYCcpDfP9nO9EsGxnTc66abA41Wf0qTk5NZvHgxV155Jbfffjuhv374BEHg6KOP5tlnnyV5L0ns3XQdlZ5K/vN7tL1una+Oe36/h2eOeAaTxhS1nqxP5vS+pzMtexqEwsG4CqHjSuQ9zD04s++ZvLe5eUbggaUP8NCkh5jVaxYfb/kYX9DHpIxJzOw5M8rxrhF/wM+ykmVc8+M1yKHwFbovd36JRW3hvon3ceevd/LA0gd4fMrjmNTRz7MzMGvMlLnK2FazjcemPBZuCRRE1KKa9ze/zzbHNqZkTokSSY18s+sbHpr0EP9e/G/un3g/S0uWNj23RtIN6QyzD4u6r0lt4tLBlzI9ezpzN82l1lvLMbnHMCZ1TKtbxfYXBsnAyOSR5NfHDl4dkzoGndhyFaAzkJQSZqW5yx/3YECurqbmk0+oev55gs7w51k3bhyp/7kHVUZz2K928GCy336LsvsfwLNuHYqEBCznnovlrDMRE2375dhFu52M558n/4ILCDY0NG1XJiaS/tijUdWxoNeL8/ffKbrhRkLuZvMY87nnkHTllYi2rn0essNB0Y03RYgkCIucwqvnkPXWm+02Agm63S3b2q9bh27EiHbte0+UBhWG0alo+1kJBUMIoqLdwmhPKosaIkRSIxt/K6HH0CRyhuy74Us8dCY1w47MZPk3zYLDnKxj7Mk9WfD6xiZHOgBLio7jrxmKMc78UGtR6ySGTsukZHvsToShR2Si1ooE5AA7V1fyw2vNXSPVxU62LitjxlVDSMk14qyJ72DorPEiywEk9i6Utq+IP7Oev6EKn1veL0LJ7w3gqvNStquegD9Acq4JnUmFpp32890c+rTpU5qdnc1XX32Fw+Fg27ZthEIhevfujeUATSj/O7OhagOBUOyB2VUVq6jx1cQUSo201O62L1g0Fq4edjWzes1i3vZ5uGQXY1LHUOoq5eMtHzMmbQyiIOKTfS06i1W4K7hx4Y1RQsLhdfD8quc5s9+ZPLvqWep99V0mlCAsWJaXLee7vO/QilpCoRCegAeAXFMuDm/s3nUIz5JJCok6Xx3vbHyHR6c8yitrX2Ft5VpEhcgx2ccwZ8ScuMLHrDEzTDOMQYmDCAQDB3QVaXc0ooaLBl3Elzu+xBeM/JE2SAZO6HnCIZUDBeGT3WBDAyiViBYLCu2+nSh1JaFAgLqvv6HikUcjtrsWL6bg0kvJeuMNJHt4dkyh06EbOZLMl18KiwyFAjExEUHcf1eSBUFA078fuZ9/hnv1anxbt6EZOBDNwAExZ3D8JSUUXj2nyViikZq330E7cCDmk07qkOMK/ZU9tbfZp0B1NZ5162Ku+XbtIlBV1W6hpJAkBLU6rvW5uK+tfTFQGjv2e8rvDbDq+9gXXQBWfJdPai8zal3nfAZFScGQIzJRqhSs/C4fvyfAYTOy+entTREiCcBR6uLndzZz9CUDUe/jiXpqTzM9hiWyY1Vkdb7niKSm3CNnrY+F726Oum8oBD+9tYlT/zGStD5mqooaom4DkNbbjKoV1SSgxddXVCnZDwke+Dwy25aX8/M7mwkFm6vcAyemcfjMHmg7sdLYzcFLu74pLBYLo0aN6uhj6aYD8QVayLWAFh3uOhuzxoxZYyYjIYNX177Kg0sfbBIQmx2b0Ypa5h43N2ZeUCN5dXlxQ2fXVK5h9uDZCH/9ryux6+zcdNhN/PPXf0YdX29zbwbYBsS9b6I2kRxjDhkJGSwuXsz2mu2c2udUrhh6BdnGbOw6O1px7yfUokLs0tmsjiDDkMEbx77Bf37/DxurNwIwPGk4d429i3TD/mnR6gyCHg+eTZso++9/8axbD5KE8bjjSLpmDqr91IrWVuTyciqfeSbmmm/nLvx5eU1CqRHRYoED6IKaoFCgSk9v1Wte9+VXUSKpkcoXXsQwceJe7bNbQq6qwrtjBzXvf0DI78d8ysmo+/WLeg0bCbpiV6Sb1mO49LUWpc2G6aSTYroCClotmgED273vriIgB6MEye54nX6CgZZ//zwNfuodHnatqURQCOQOTkRvUbfayEBnVDHiqGz6Hp6C7A3gccq4amP/JhdsqMbd4N9noaQzqph8dj+GTXOx8fcSBEGg39gUTHZdU6uhs8aLP47joKvOh8cpM3hKBht+LY5qHRQlBYMnZ6AUWyeUeh+WzPKvY7fx9Z+Qijah6ys4dZVufnprU9T29b8Uk97XQu/Duruiuolmv55NLVq0iIcffpjly5dTUlLCp59+yqxZswDw+/3ceeedfPXVV+zYsQOTycS0adN44IEHSEs7eCx0O5JKVyUFDQWsqVhDij6FQbZBJOuSEZXRb+OgxEFx95NrzMWo2v/DyCa1iXMGnINVa2Xuprk0+BuYlD6JS4dcutfQUKe/5ZOBQDDAhPQJUbbSnY1CUDA5YzKPT3mcx5Y/RkF9AQbJwNn9z+bMvmeiEBQMSRzCmso1Ufe9fsT1ZBuzeeOYNyhzllHqLCU9IZ1kXTI27f5pU+oqJKXEoMRBvDjtRer8dQgImFSmFque+xOv7CVIsFXCNeJ+27eTd865zSfefj91n32Ge8UKst98Y9+H8buAoMdDwBG/MurZvBndIXQhzbs9vuW/XFJCSG7/cL5cWUXpvfdS//XXTdvqv/0W7ajDSH/00ZhiSWk2gyTFdhQUBJS29os2hUZD4hWX4922FfefzTOjCr2OzJdeQkrpnBPJUCiEs8ZLXZUHT4MfU5IWnUkVYbwQCoaor/ZQsr2WqqIGkrISSMk1YbBGurmqNEpyBiVSvit2eG7WQFuLFtWuOi+/f7qdTb83tyAu+XwHQ4/MZOSx2a02g1CKiqaWup1rWo5OkX0t26W3Fp1Rhc6oIrWXOeZ6a5z+jIkaTr55BD+9tYnKwnBlKTHTwNRz+5GQ2PpZTYNFw+iZPVg6L9IYwpKiY9iRWa0WXB1FMBhi3S/FcdeXf51Hel9Lp86vdXNwsl+FktPpZOjQocyePZuTTz45Ys3lcrFixQruuusuhg4disPh4LrrrmPmzJn8+Wd0OOmhTqmzlDkL5rDZ0Vw21yg1PDftOYYnDY8SSzaNjXP7n8vbG9+O2K4UlNw19q4D5sTbrrNz3oDzmJE7gyBBEqQEdNLe51F6mWPb1AMkaZPwB/3cMuqWNruUdQSNGT9Dk4biCXiQFBKJmsSm9+jRKY/y7Kpn+XLHl/iDfpK0SVw/8nomZ0xGEATsOjt2nZ3BSYO7/Nj3NxatBYu2cysPJQ0lLC9bzs8FP5ORkMEJPU8gVZ/aqs9dlbuKrTVbmbtpLm7ZzcweMxmVMopk/d5PIAN1dZQ//EjM6oQ/Px/3unUHhVASVCoErTZiXmd3pE5wqtuf6MeOpf6rr2OuqQf0R9C03+jDs3FjhEhqxL3sTxoWLsRy2mlRa2JiItZzz6X6tWiXS+OJMxFt+9Y2LaWkkPHkk/hLSvFsWI+YmIS6b1+kZHuntEyGQiEqCxv44unVEfbWWYOsHHFu/yYr7crCBj57bAU+T/Pfj1ovctKNIyIc1BRKBX3HpLD6pwK8zkgRK2mUDJqc3qI1demOugiR1MjqBQXkDEkko2/bT6RNifG/WyS1ss2zOqFQiAaHl5oyFw0OD7Y0AwarBt1feVUBOYjfF0CUlIhS83PVm1RIamXMqpLOqEJrkFAqFdizjcy8bhgepx9BEFDrxDa3pal1IoMnp5Mz2Mam30tw1/voNTIZe3YCBkv4b8bvDUCIVplD7CvBQJCGKk/cdVedd6+Vxm7+ngihUChGkkHXIwhCREUpFsuWLWP06NHk5eWRFSOoMBZ1dXWYTCZqa2sxHgCWru3BLbv5v9//j/k75ketaUUtn574acz2pGp3NSvKV/Dympcpd5czNGkoVw69kmxj9kHv4lXnrePJlU/yweYPotbunXAvh6ccjl1n77SsjH3FI3uoclfhC/rQiboD+lgPJfLr8pn97WzKXGVN2wQE7p1wL9OypqGV4leIqtxVPLTsIb7aGRmimmvK5aXpL+3VNMNfWsq2adMhTgXCdNIs0u6/vw3PZv8Q9Hopf/wJHK+/HrWmMJno8eknSIdQ1d9XVMSuU04N5yvtQdZbb6JvoXoW9PsJ/JUXpbRaUewW2h70eCi87nqcCxfGvK+6b1+yXns1pvW6XFVFzQcfUPW/Vwk2NCDodFjPPhvrBecfdEG49dUe3r93aZSoARg8OZ1xp/bG4/Tx8YPLaXBEz06Zk3WcdNNwdLvNOoVCIWrKXPz+6XZ2rakkBGQPsDHu1F5YknVx84S8Lj9fPLuG0jimCDmDbRx16SAkVdtO7D0Nfha8sZFda6PdPcec2INh0zNbXWEJhUJUFjQw78lVES2G9uwEjr1iMH5vgLU/F1G+qw5TspZhR2ZhsmuRVErqqzwUbnbw09uR7WeCQuD4OUPI7G/ttN+h3SMtnLVeynfVsXZhEaFgiP7jU0nrZW4SUJ3F6h8L+PWDrTHXcoclMu2CAd2BuH8T2qINDqpPRG1tLYIgYDab9/ehdCnV7mq+3hn7iqZbdrOpalNMoWTVWpmWPY2RySPxB/3oJT16Kf7cT1dQ762n3l8fbq1Sm1p1FT8WRrWRq4ZexQDrAF5e+zJlzjL6Wvtyw8gb6G/t3+Utd21FI2pITzg4ZlL2pMpdRYWrglJXKXadvVNbA2u9tVR7qqn31WNUGbFpbe2uEjb4Gnh42cMRIgnCwbZ3/XYXw5KGkSnFr4bsrN0ZJZIat3+69VMuG3JZy6YTggKl2UygMrYVupi8/6pJoUAAf3ExDb/8gnvNGrRDhmCYOBEpNTWqiqBQq7HNvgh/QQENCxY0bReTksh86UXEQyx4XEpLI/vttyi+/Z941q4FQLQnkXzXXWj69497P19REY533qF23nwIhTCdcAKW885tmosKBQKE3PHnjYIeT9xgXNFmw3bJJZhOPJGg24Og0SDakyKE2MFCdYkzpkgC2LC4hGHTs/C65ZgiCaCmzIW73h8hlARBwJKiZ9qFA/C4wmJCrZP2WrkJyCG8Lcw3uRv8BORgm4WSxiAx5Zy+LP9Gw4bfwvM/ar3IqBm59B6d3KY2tAaHl3lPrYqaw5J9QSry6/nmpXUE/wrsLdtVx5YlZUy7aAApPU28f+9SegxNYsaVg9m8pJTaCje2ND3Dpmdjsms79WLd7iLph9c3ULixuX23cJODxEwDx101pFPFUu6QRJZ9uTPq8yYoBEYfn9stkrqJyUHzqfB4PNx2222cddZZLao/r9eLdzfHnrq6uq44vE7FF/RFubvtTksZNBB2mtvfNIbCPrLsERYXL0YpKJmePZ05I+aQldC66uCe2LQ2TulzCpMyJhEIBVAr1QfEcz2UKW4o5tofr41oAe1t7s3TRzzd4cKvxFnCnb/eGRHge0TmEfxzzD9J1rV9VqLGW8PCwthX7wOhACsrVpJpjC2UAsEAH2yJrl428vHWjzm1z6kk6eJfzRcTbVgvOJ+KRx+LuW46/rgWjr5z8azfQN6FFxL6yyig7rPPKdfpyH79NbRDhkTdXrLbSb33vwRuuB5fQQFKsxkpNRUxOfmgrYwGGhoIVFcT9HhQGAxISUkIkhRuPerVi8yXXiTgcBCSZZQWCyG/H19+PoIoorRYIpzmfMXF5J17HnJJc6Bq9euvU/fNN+S8+w5SWhpKvR7TzJm4li6LeTzGY45BaYo/oydI0iFRuauvit3CCRDwBwnIwb3O8ATk2IJSpRXbdPKr1inJHGjFURpbwOYMSUTVipyoWOjNasad0oth0zMJ+IOIKiV6kwqFsm3xG7XlLjwN0WJuyNQMfvlga5NI2p2f397E8dcMxe8JsHlJKTtWVdBzRBJZA2zUV3tw1XpJzOiaANiynXURIqmRyoIGdqyqYPCUjE77DkmwaTj55pEsmruZoi01AFhSdUw5ux/m5K6PoOjm4OCgEEp+v5/TTz+dUCjE888/3+Jt77//fu65554uOrKuQS/pSdYlR10Jb2Rg4oHvRFTUUMTZX57d5AQnh2S+3vU1y8qW8c6Md0gztP8Hv6WTUwCHx0G1pxqn34lJbcKmsWFQdeyPgj/gp9xVzmbHZqrcVQxKDBttWLWdY7O+P6jx1HDbotsiRBLA1pqt3LTwJp6f9nyHCVWHx8E/Fv2DFeUrIrb/WPAjSoWS/4z7T5vfQzkoEyJ+p3GDL7YlLoSrTi05SfqD/hb3DSAolZhOPBHn4sW4fv9jtwWBlHvu2W+VGH9ZGYXXXtskkhoJuVwUXnc9Oe/NRYqRkSeazYhmM+pe8ecFDxb8xSWU3ncfDT/+CMEgCoMB25VXYj5pVlPrm2ixIFosBOrrafjxR0rvvY/gXxfipOxs0h99JFxhEgTqv/02QiQ1IpeWUvfV11hnX4SgUKCfMAEpOxt/XqQ7mNJmw3zaqQjtqBDJ1dUEqh2EfF4UJhOi3X5AV5p2ny/aE41eQlQp0SkVKBQCwWD035hSUrTajW5vKEUlgydnsPG3EvyeSHGm0Uv0GZWMIk7bXmsQJcU+ZyY547jnaY0q6uPM4Mj+IM4aL6KkQPYH8XsDe8xhhcgc0Hltd434vQHWLSyKu77+l2J6jUxumrXyumXc9T7c9X5UGiXaBCmicthWBEHAmqrnmMsH43H6CYVCqLXiPu2zm0OfA14oNYqkvLw8fvzxx732Et5+++3ceOONTf+uq6sj8yAfLk7SJnHzYTdzy6JbotaGJQ0jVX9gt7p4ZS9vrH8jpp13pbuSnwt+5qx+Z3XKl3RhfSG3LLqFdZXh3BEBgRm5M7jpsJv2KrBaiz/gZ3n5cq5ZcE1TZhLA4amHc9+E+7DrYtv8HmxUeapYVbEq5tr6qvVUe6o7TChVe6qjRFIjP+T9wHUjrmuzUEpQJdDT3JPtNdtjrh+WfFjc+4oKkVm9ZrEgf0HM9aNyjsKsNu/1GCS7nfRHHsFfVETDr7+hNBrRTxiPlJSEQr9/2mID1dVxQ0blkhIC1dURQkmuqUEuK6Phl1/CJ/sTJyLZ7ShNJkKhEP6SEjxr1uDZtAlN/wFoBw86oCsfckUFBVdfjXfjxqZtwYYGKh5+GEGpwHreeRHZRp4NGym+7R8R+/Dn5ZF3/gX0+PwzFAkJ1H35ZdzHq/3yS0ynnIxosSClpJD9+ms4PviA2o8+JiTLGI+bgfWCCyKCe1uLd8cOim++Bc+GcKCoQq8j8ZprMJ14YtiiPdbzdzgI1NQQ8ssoTUZEe9fOSxoTtVhT9VSXRDuZjjo+B71ZTcAfYOi0TFZ+F52PdNix2ehMHedUZkrUcuqth7H4423kbahCIDy/MnZWL4yJ+z/vzJoa+3tib+PmoRBxZ7Mktdgl73koFGrRMCFcDQs/D2etl8WfbGPL0rLGTVhT9Rx7xeB9rv5o9FKHietuDn0OaKHUKJK2bt3KTz/9hK0VCehqtRq1+tC6OiAIAuPSxvHo5Ed55M9HKHGWoFaqmdVrFpcOvrTLHewqXZU4vA48AQ8WtYVEbWKL5hD1vnoWFy+Ou/5D/g/M6jWr3fNK8ahwVTDnxzkRJ8YhQny580v0kp6bR93cZnvnWJS5yrj6h6ujwlKXlCzh7Q1vc83wa5CUB/+XsktuOb9lb5btbaHaUx13LUSIBn/86k88bFobdx5+Jxd/d3FUjthR2UftVTgPsA1gaOJQVleujthuUVu4YMAFqJStO1kTbTZEmy1mS9v+IBTLZjrOulxdTcWTT1Hz/vvNN3joYayzZ2O7/DLk0lLyzr+AYG3zMLzSbCbrzTfR9Ond4cfeEfhLSiJE0u5UPv8CCUcdheovoSfX1FDxxOMxbxtyuaj//nvMZ5yBoI7/fajQaCKEl5SaStLVV2M580wAlBYLClXbT/z9JSXknX9BxAxc0Omi/IEHEa1WTDNnRt3Hu307xf+4vXn2KimJ5DvvQD9+PEpD6y5EBOrqCLrdCCpVXDHWEnqTmuPnDGHhu1vI21DV5II2akYOvQ8LV3AUapHh07MwJmpY9uUuXLU+DBY1h5/Yg+yBNkSp41zTBIWANU3P9EsG4nX5EQC1Xmp3y11Ho7eoSe1lomRbpOGEzyWjN6tx1kTPcilFBaYkbdwMpQETuuZiq0oj0n98WlPb2570PTwFjUGF7A+y8rt8tiyJ7KKpLnEy76lVnHzLCAzmg9uQqpuDh/36l9/Q0MC2bc0ZFTt37mTVqlVYrVZSU1M59dRTWbFiBV988QWBQIDSv656Wq1WVO34ITmYMaqNHJVzFMPsw3DLbiSFhE1jQy12rSjcVrONG3++kZ21OwGQFBIXD7qYs/qfhVUTu81MqVBiVBkpInbJ3aq2dkpAarmrPG714JNtn3DRoIvISGj7Vds9WVG2IkokNfL+5vc5q/9ZB3zVrzUYVUYEhJgtZo25Rx1FS5UpAQGD1L7WyYG2gbw7412eWPEEq8pXYdPauGjgRRyZfeReq2F2nZ3Hpj7GD3k/8N7m9/DIHo7OOZoz+5550BpzQNiNTVCrCXmjT7AEtRqltflCjHv1mkiR9BfVr76K6cSZFF49J0IkAQRqaii67lqy33xzvzuyhQIB5MpKCATCBghWK56tsV2wAIK1tRE26CGPF+/W+LlK7hUrsZ5/Ptbzz6No+fKYt7Gcfz7KPTojBFGM2d7YFtzr18c1Cil/4kl0Y8ZE5DL5iorIO+fcCDc/uaKCouuuJ+vNN9GPbjkLK9DQgHfLFiqeeBLvli1IGRkkXTMHzdChiG00XEqwaZl6fj88Tj+yL4BKK6IzqlBrmy8waRNUDJyYTs6QRIKBEEpRgd7Ueb9/aq3YZtvurkCXoOKoiweyZN4OtiwtIxgIodaLKCWBqef148tnVrNncWnCab0wWNRY0/RUF0de0Bo8NaNLK2XpfcxY0/VUF0UeR4JVQ98xKSgUAg0OD+sWxT5fqK/yUF/p6RZK3XQZ+/Vb4M8//2Tq1KlN/25smbvgggv497//zbx58wAYNmxYxP1++uknpkyZ0lWHeUCxP9u4ihuKmf3NbBze5kFMf9DPC2tewK6zc2qfU2OW7y0aCxcOvJDbfrkt5n7PGXBOq6/Gt4USZ/SMQCNyUMblb7lC0lqKGuL3XLtkF3Kw/YGUBxI2jY1jc4+N6fw2LWtah+Yf2TQ2hiUNi9nqd0TWEXFF+d7QSloGJg7ksSmP4fK7UAgKErWJrW47sevsnNXvLI7OOZpgKIhZbT7oq4ViUhKJ115LxcMPR60lXnMNYlI4wDRQV0fVK6/E3Y9cWYm/sDDmmm/nLuTq6v0qlPwVFdR89BHVr79BsLYWzYAB2O+8o+XsKklC2K1DQVBJSBkZeDdtinlzdb++CKKIbsQI9JMm4Vy0KGJdP3ECusNGAn+JtvJy/GVlBF0uVBkZKK3WVldy9sSzdl3cNbm4mJAv8mKO6/ffY1qeA5Q/+iiZLzwft0IUCgRoWPQLxbu1uQdqaii4/AqSbroJ67nnoNC2/uS7vtrDj29upHBT+LdFUAj0G5vC4TN7RIghQRC6T5AJh7lOOrMPo47LRfYHkdRhY4hAIMQZd45mxTd5lOfXY0rSMvLYbKypBtQ6kZnXDaV0Rx2bl5Si0ooMmpiO2a5DY+i67zCDRcMJc4ayfWUF638pIhgI0ffwFPqNSSXBGn5vZW+AgD9+i15thTtuqG433XQ0+1UoTZkypcW+2gMk4qmbv9hYtTFCJO3O86ufZ1LGpLjBm4enHs5R2UfxXd53EdtnD5pNrjG3w48VaLGKIyrEDmv1G548PO5aVkIWGuWh8cNuUBm4+bCb0Yga5m2bhxySEQWR43sezzXDr8Goip4f9AV8KARFmyuGFo2FhyY9xO2/3s7ysuYr85MzJnP76Nv3OUg4QZXQ7n0IgnDABDZ3BAq1GsspJ6PKyqTiiSfx7dqFKieHpOuuQz96FIq/hELI7yfgiP33D+FqS0vEqlh1FXJ1NSX/vAPnL780bfNs2ED+2eeQ+/lnKC2WmM/NNHMm4m4t36LVStKcORTOmRP9IJKE8fjjw7dLSiLtvnvxbt2G48MPgRDm005D06sXYlISIVnGvXoNhVdf3SxWFAqs552L7bLLIh6ztah79Yy7prRao4whnLsbiuyBd8OGFt8vubycsv/8J+ZaxVNPYTz2mFbPWLnqfXzz0lrKd9U3bQsFQ2z8rQSFUmD8Kb2Q1AdeZWd/I6nFqNdFoQybY0w5rx9+TwBRpSAoh2io9rBtRR1qrRJ7tpGsAVZESRl3ZqmzMVg0DJmaQe9RyRAKodFLEe5/olqJqFIg+2KLJZO926Gum66j+9unm1azsTp2Hz9AhbsCfzD+rEPjfMjsQbP5qeAnJIXEEVlHkKxL7rTMo2Rdctzh/Vk9Z3XYyW4PUw9yjbnsrNsZtXbzqJs7zDTiQCBJl8Rto27jksGX4PK70Ek6EjWJUUGtZc4yVles5vPtn6NRajiz75n0NPdskwtgqiGVJ6Y8QbWnmgZ/AwmqBGwa2wGfkdXZyFXVBBzVBN1ulCYTSpsNZSuNIOTKKuTqKkJeH0qLGTExEYVGg9Jsxjh9OroRIwj5fOF5kz1O1hVGI4aJE6jesSPmvsVEG4hizEBdQZJQxghO7Sr8paURIml3yh5+hMxXXqbgsssJVFU1bdeNGUPStddEVUa0I0eQdP11VDz7HPw1v6UwmUh//LEI0woxMRExMRHd4aMBEBTNJ4L+0lLyZ8+OFCPBINVvvImqZ6+w410bh+u1I0ag0OsIOqMr5bZLL0GxR7ufqgVhJcbIz9qdQE1N3GoUfj/+ouLWC6VaX4RI2p2Nv5UwfHo2pqRD+1TF75XxNMiEQiEkjRKtYd86LCSVEkmlxFXrZdEHW9i+vKJpTaEUmD57ANmDEpHUrZvtctZ4aXB4cNb6SLBp0JvUTc507UUQBHQJsfehN6oYMjWTFd/mRa2Z7FqMtgPj4qPsDzRV9JRttHnv5uDh0P726aZFHB4HwVAQk9rUqiv+fSx94q7ZNDYkRcvle4vWgkVraZedeZW7ivz6fBYWLEQv6ZtEVkvOZ4m6RJ454hluXngz66vWA82ud1cNu6pDjBwg3I71wvQXeOzPx/gh/wcCoQDJumRuHXUrI+0jO+QxgqEgJc4SlpUuY13FOvrb+jMmdQwp+pSWQ047AZ2ka7EaV+Ys46oFV7HFsaVp23d533F87vHcMuqWNokls8aMWWPel8M9pPDl5VN04w141oddzRBFzKefTtJVVyImJrZ4X++2bRRedz2+7eELB4JKhe3yy7CcdVazBXYLlQyFJGE5+2xqPvoo6mRcYTKhTErCeuEFVL/yv6j7Wi+9dK/H15m4V66Ku+b69VcUd/+L3I8+xFdURKCiElWPXMSkpKbXZXdEiwXr+edjPO44/CWlCGoVkt2OmJQUU1zsLpAaafjll7gVm8rnn8cwZXLEPFFrkFJSyHrtdQquuqp5VkkQMJ04E0VCAtX/+x+Ws89uek6mY4+l8tnnYgrbxCsub/n9Urb8nSOoWt/K1eCIbWkNYRc0v+fQaF2OR12lmyWf72Db8nKCwRDJPYxMOqMPtnR9m4Jo9yQUCrF1eXmESILwa/rdK+s56+7DsaTs/QKLo8zFF0+voq6y+X1Kzkng6MsGN7XKdTRKScnQIzPwuv1s+LWE0F+28PbsBI66ZCB68/417PK4/NSUulj1Qz4NDi8ZfS30H59Ggk2zT/bx3RyYdAulvyHlrnIWFizkvc3v4Q14OSbnGE7uffJes4wGJQ7CqDJS54sO8b1syGXtqpzU++rxyt4WT77LXeX885d/sqR0SdO2p1Y+xY0jb+SU3qe0WGHISMjg+WnPU+WpwuV3dVqOUpohjXvG38P1I6/HF/Q1ZV91FFscW7jom4si3N50oo7/Hf0/BiUO6rDH2VcCwQDzd8yPEEmNfLHzC07pc8ohlS21NwI1NQS9XgS1us0D7nviLysj/5JL8BcUNG+UZWrefRel0Uji1VfFzcvxFxeHHdGqm90EQz4flU8/g5iUhPm001pVwZAyMsh+7z3K7n8A1+LFIAjop0wh+ZZbkFJTsc2ejZSWRtXzLyBXVCDak7BdeilSdjYNPy9EO3QI0n7Ii1K29NorlQgISKmprT42hU6HSqdD1c7oCd+W+AYSot1OSJYJulwodK1vMRKUSjSDB5H9ztt4t2wh6HQiWqw0/LKI0rv+BaEQqswsTCeG3e/ElBQyn32WwhtuaM7QEgQsZ5+FYfLkFh9LabEgZWXhz4+261YkJCC2wZhC14IhgyCEHfAOVeqrPXz22Erqq5tFSNmOOj5+aDmn/3NUixlTe8NV64tppw5hq/Bty8sZdVzLbe/OOi+rF+RjTdXjafDj+ytbqmxXPYve3cy02QNR6zrnNFJnVDP+5F4Mn56Nx+lHUivRGiS0capQXYXPI7Pxt2IWf9zcqVK2s441PxVy8i0jSMzYt7bwbg48uoXS34wKVwU3/XxTxJD8i2te5JOtn/De8e+RoEpApVDFrFKk6lN59ehXue6n65oMDERB5NwB53JM7jEohNaXnuu8dWxxbOHFNS9SUF9AH0sfLh9yObmm3AjBFAwF+WbnNxEiqZHHlj/GuLRxe23FsmgsHZbv0xJ6SY9e6vgsnApXBTf8fEOUJbZLdnH9T9fz7nHvHjBZTdWeaj7c/GHc9fc3v88w+7BOcTk8kJBra/GsXUvFk0+FZ3569MB+/XVoBgxAaWqfO6C/sDBSJO2G4603MZ92Gqr02Bc73Os3RIik3al85lkMkye3ynVNUCrR9O5NxhOPE6irAwSUJiPKhPDJgWi1YjnzTBKmTiVQV4d77VpqP/64qaIjJiWR9eYbqHM7Zy4xHtohg0GSmlrldifhyCNR2rpWvGuHD8cxd27ENtFuJ+Xfd+PZvIXim25GoddjPf88NAMGhtsaW4EgCLiX/UnJv/+NIEkRjn0Qnh/SjRsbzu3SaNCNG0uP+fPx5e0i5HSh6t0L0WpDaWz5ZE9KSiL9kUfIu+CCyMdQKkl/9JE2VcMMJhWWVB2OkuiWwV4jk/f7iXFnUry1JkIkNRIMhFgyfwfTLhiAqp3Oe6FQCFdd/JDs2sroXMPdcdZ5qSpsQPYG0SaomHpeP2rK3Sydt4NQCHatr8Jd7+s0oQQgaURMGhFT0v7Pr2rEVedj8SfR7fx+b4Cf39nM8VcP7VJzjG46n0P7bKWbKDZUbYhyEhtoG8ic4XN4f/P7rK1cS3ZCNqf3PZ10Q3qEaBEEgb7Wvrx17FtUearwyl6sWis2ja1Nxghe2cuXO7/kviX3NW0raiji54KfeXzK42QkZFDqLCUzIRONqOGtjW/F3dcnWz/h9sNvb/Vj70mlu5Jaby0CAma1+YCsdjg8DgrrY7uJlbnKqPZUHzBCKUQorlU6gCfgiWkv3hXU++qp9lTjkT0YVAYStYmolbGvZgeCARSCol0hjEGvl7p58ym7996mbZ7Vq8m/aDYp//kPppNmxa38tIR3Z/QMXNNjOl2EPPFPfDwb1sddk8vLoxzR9obSaIyyuG5EUCggFCLvnHMJNkSKe7migpI77iTzuWdbrvJ0MKLdTsbjj1N43XUQaM6SkTIysN96C8o2VG46At1hI1Gazc1zPqJI6r3/peTufyMXFzfdzvnrryQcdxwp/7y91QYP7vXrQJYJxWip8xcVgb95u0KSUKWnxRXYsQiFQgiCgGZAf3p8/jl1X32Fe+VK1L17YzrlZKS0tBbnm/ZEZ1Jz3FVD+PqFtVTtZhmdNdDKuFN6HjD5RR1NMBhkx6qKuOtFmxz4PHK7hZKoUpCcm0Dp9ugOEIDsAfE/T84aLz+8sYHCjc0GJxsXl9DrMDtjT+oZFgoh8Pti5zLtjuwL4KrzEZAb3fnU+81EoiMo21lHvJ+wsp11eJz+bqF0iHFofgN1ExN/0M8nWz9BQODY3GOZnj0dAYE0Qxpf7PiCDzZ/gCfg4Xd+5/3N7/PQpIeYmjU16mQySZe0TwYFle5KHln2SNT2ECH+74//48bDbuSOX+8A4NkjnqXOG/uLvnFfwVCwTdUsCLuxratcx78W/4u8uvDAaG9zb/5v/P/R19r3gKp4tCQ8ALyB/ecmtidmtZnp2dOZu2luzPVZPWftdZatMyhuKOY/v/+H34p/A0Cj1HDhwAs5s/+Z2DTNJwxlzjLWVK7hqx1fYVKbOLXPqWQkZGBWm1v9WHJFJeWPRH++AcoffAD9hPFNAaZtQZWdHXdN0GoRNPHnBdR94s8XKm02hA7OpfPlF0SJpEbcK1YgOxxdKpQUajX6CePp8dWXNPz8M/6iYvRjx6Lp369le/BOQkpLI/vttyi68Sa8W7aQcOQR1H//fYRIaqT+yy+xnnN2q4WSdvAQaua+F/txMzMRpLZ/t8kOB768PGo++oiQ14vpxFlo+vZBlZVJ4hWXE/T5ECSpXRcWAExJOmZeNwx3vR+P04/OqEKbIKHR79vnMhgI4qz14XPLiCoFGoPqgMlGUigU6E3xn5/GIO2ToNDoVYw7uRefPLIi6sReb1aT0jN+ZTt/Q1WESGpk25/lZA+yoTOq8Lrkvb6WDQ4PS7/YyeYlpQTlEDqjijGzepAzJDHKsMLvDRAKhtotDLuKxnmpuOv76UJgN53Hgf2J7KZDERCQFBL3jLuHDVUb+Mcv/8Ab8KIQFEzNnMrDkx/m1kW34pbdhAhx52938nni5x0eplniLIl78l/lqYowWfi1+FdGp4zm58KfY97+qJyjIkSSw+PAH/CjV7XcBldQX8DF310ckXG0tWYrF35zIR+e8CFqpZoQIUwqE3qVHn/Aj6gQ230isC9YNBbUSnVMQdQYPHygoFKqOLf/uXyz85soK/kBtgEMThrc5cdU6apkzoI5bK1pngvxBDy8sOYFVEoVFw28CFEpUuos5bLvL2sKUwb4eOvHXDLoEi4cdCEmdeta5gKVlXEH9YNOV9hZrT1CKTMTMTUVuSQ6H8xy9lktZhRphwxBYTQSrIu+6JB4+WUdnm8UbIjtYtZIWytYsZAdDgIOB6FAAKXRhJTcclVVodGgzs5GfcEF+/zYHYG6Vy+yXn8t3BIpCOw6+5y4t6356GN0I0a0ar+6w0ejMBhiCtWk669v83stV1dT/uhj1H78cdO2uvlfoB05kvTHHkVKTkbRAUJbZ1SjM3bckL6nwc/WP8tYMm8HXpcMAuQMtjHxjD4Ybe1r5fJ7A8i+AJJaiahq++yU1+XHXe/H6/IjaUQGT8lgy9Ky8PHtwdBpWfvsLGdLN3DCNUNZNHcLtRVuEMKVpIln9I5rxOCu97F6QewOBoDty8NiSa0TWzw+V52Pb19ZT+n22ohtP765iSMv7E9mPys1FS5CQXDX+di4uIRgIEi/salk9LNgsBwYznZ7ktIj8ndAEML/FwqGSMw0oNF1V5MONbqF0t8IUSEye9BsPtn2Ce9vfr9pezAUZEH+AhweB5cPuZynVz5NuiEdOSiTV5fX4UJJKbT8A7O78Jm/fT4PT36Y34p/i7Ifz0jIYGjSUCAssJaWLOWVta9Q5a5ihH0EVw67kixjVlRFzCN7eG3dazGDYD0BD3M3zaW4oZhFRYuYmjmVSwZfwqdbP0WlVHFKn1NI06d1WAZTa0jUJHLl0Ct5YsUTUWuXDL6kw2zO5aBMIBhALbb/ZKXGU8Mvhb/wwKQH+G7Xd/xS9AsqpYqTep3E8T2O3y8tgsXO4giRtDuvrnuV43scT6I2kbc3vB0hkhp5Zd0rHJ1zdKuFEnu5Yt+WtqSI3aakkPXq/yicc02Tcx2CgGnWLGwXXtjiyaqUlkb2G29QcPXVzVULpRLruedgPO64mM5s+4KqZ8uZPvHa9lpDKBjEu20bJbff3uT+J6amknrPv9EddlibDBD2N6LVimi14i8tg2D8gM1QYO8tTo1Iqalkv/Umhddc2xQALKjVJF59Nfpx49p8jN5t2yJEUiPu5cup/2EBlrPP2i8XkFoiFAyxY3UFi97bzVQmBLvWVFFbsZoTrx8eEWS7N7xuP44SFyu+yaO20o09x8jwaZkYk7SIUusEU0ONl1/f38L2lc3tdsm5RmZeP4z5T67G42z+fcseZKPn8KSo19Xj9OOq81FT5kJjkDBaNejN8VvZVBqRrAE2Trp5BD63jEIp7LWqFgqFBWE8/N4AfcZYSO9taVEsNjg8ESKpEYUYtgWf/8xqBk1KZ/uK8qagYYCiLTVY0/WcMGfoASmWtEaJEcdkU7azjkGT0/+q1oVQKBWY7NpDeqbu70q3UPqboZf0fLr105hrK8pXcM3wa3j6iKfZ6tiKpJSwaW24/e6onJx9IVmfjE7U4ZKjh3fT9Gk4PM1fmg3+Bv639n+8eeybPL78cZaWLkWlUHFCzxO4bMhlpOhTqPXW8vSKp/l4a/OP+ff53/NTwU+8dsxrDLMPi3gMp9/J6orVcY9vXeU6htmHESwMC8hlpct4aNJDXLXgKt7Z+A4PTnqQqZlT0Yhd8yWuFtWc0vsU0gxpPL3yaQrqC0g3pHP1sKuZkD5hn23OHR4HO2t38t6m93DKTo7vcTwj7CPihge3xIaqDTyw7AFEQeSIrCOYPWg2/qCfnwt+ZkL6hL06K3YGscRPIw3+Blyyi2pPNZ9s/STu7ebvmE8/W7+o7aFgMEpkiDYbSpstIpOnaS0lZZ/yhNS5uWS/8TpydTVBpwvRagnnKBladscSBAFN/37kvDeXQFUVQbcbMSkpLFpamcHUFkSbDdMpp8Q8wbbfditiG62vd8dfXByef6pvrlrJJSUUXH4FOR+8j3Zw11ct9xWl2YTx2GOp+eCDmOvmk08i0NCAXFmJZ80aEEW0gwaFc7D2EIaCQoGmf3+y575LoLqakNeL0mpDTEpsCg9uLUGfD8e778Zdd7z9Nsajj9qv1u+xcNZ6WfJ57LwvR4mLugp3q4WS3xdg2/IKfn57U9O26mInW/4o5YTrhpHRd+9GQX5PgD8+2x4hkiA80/LTm5s45daR5K2rxOcJkDXQRoJNE5Ux5Kz18sv7W9i+onkfGoPE8XOGkpSV0KIttd6kbvXzVeuU5A5NZPWC2MYxvUbayR1qRxRbvrhSWRi79bbXCDtblpXhdfoRFEKESGqkusjJ1j/LGHZk1gE3z6TWSgyZmk5hqp4f39jYJColtZJJZ/XBYNEcMO2d3XQM3e/m3wxPwNPizEuJs4QHlz1IrTd8JUgpKPnX2H9xVM5RGKSOsdRO0iZx74R7ufHnGyP6eSWFxE2H3cRzq5+LuP22mm3YtXYen/I4HtkDAphUpqbKR4W7IkIkNSKHZP77x395afpLESYNaqWaFF0Ku+p2xTy+ZH0yNd6apn/X+er4pegXxqeN55eiX7jj1zuYN2seGQmtC1TsCMwaM8fmHsuo5FH4g+E2wI4IsnV4HDy18ik+2vJR07ZFhYvINeby0lEvkaJv/fxGva+el9e+DIRf++/yvuO7vO+a1t/Z+A53j70blbJjr7hVuCqo89URCoUoqi/CKTsZkjSEJF0SaqWaVH18y2dJIaFRaggRwh2Ib4awu+NgKBjEX1xM/Y8/4l72J6revTGdcAJSWioKtRrRbif9iccpmH0xod1c1gS1mvTHH9snkQDNQaZ7EnA6CbndCFptXPEj2e1tzudpD0qjEfsN16Pp24fKl14mUFmJqmdP7LfcjG74cIS95PC0RP33P0SIpCZCIcqfeJKMJx5vcuE7UJArKgj5ZQRJjNn6ptBosF16CfU//BDlTqgfPx4pM5PKl16i+qWXd7uTguR//hPTzJkxXeqkpCSkfW2pDAYJNjjjL7vdhFqohO0v/L5gi45v5fn1pPYyt2pf7jofv7wXHXcQDIb48Y2NnHzrSAx7yfVx1XvZsrQs5lplYQN+X4ChR2bFvX9ADrL258IIkQTh9sJ5T6zkjLtGt7udcE+UopLBUzLY9EcJXmdk10WCTUP24MS9iiQg7vxVzpBEFry+kT6HJ7OzBTOLDb+W0HNE8gETLrs77jo/P7y+IWL2y+8NsOD1jZz6Dz3JOX/vUPRDjW6h9DegwlVBtacab8CLQTIwq9csPtv2WczbakUtLn9zpScQCnD34rsZZBtEH2v8gfC2ICklxqeP5+OZHzN301x21u5koG0gEzIm8PKal9leE2m9OWfYHBSCgrz6PDZWbcSus9PH0ge7zo6oEFlRtiLuY212bKbOVxchlAwqA5cMuYQ/Sv+IeZ+z+p1FnbeOZF0yn2z9hCpPFX+W/snkzMn8UvQL/qCfrTVbu1QoNZKo69grt/l1+REiqZGddTv5cPOHXDnsylYbW3gDXkpdpXHXixqK8AV8HSaUGnwNrChfwQNLH6CgvgBRITI9ezon9DiBs786m3vG3cPY1LFkGbNI1CZS6a6M2seJPU/EprURCAaYnDGZBfkLYj7WsbnHNv23d8tW8s7dzdHt+++peuklMp97Dv3YMQiShHbYMHp8MZ/a+V/g2bAB7ZDBGGfMCDuCdXCbUsDpxLdjJ5UvvIBv+3ZUPXuSeMXlqHr06JRqUWsRExOxnHsuCUcfDYFAOEuqlYYEuxMKhSAUQlAoCPp8uJZERwU04l2/nqDLdcAIJdnhwPnrb1Q8+ST+wkKkzEySrrsO/fhxiJbISoQqM5OcDz6g5uOPqP/2OxQ6LZbzz0c/dizeTZsjRRJAMEjZf/+LduiQTquiKTQajDNPwPnrrzHXE6Yd2aWmHK1FKQqIkgLZH1vEteXku7bSTUCOvZ/6ag+eBv9ehZLPE2jRBMBZ4yUpM/5n1lXnY81PseeGfJ4AFfn1HSaUAIyJGk677TCWfb2L7cvLUSgV9BubwtAjM1sdMmtN1aPSivjckWJLUAgE5CCCIBBs4TUJBkIUba6mTFKS1sfcplbJzkT2BVj1Q35c57sV3+xi2kUDkdSHbv7X341uoXSIs82xjet+uo78+nDwnCiInNb3NO44/A7uXXJvxG0zEjKo8dZEzQIBfLDlA24ffXvMfKX2oBW19Lb05vbRt+MNeNGIGspcZRHzSVpRyxVDrmBCxgSu/ela1laubVrTiTpenP4igxIHxbV4biTWTFRfa1+uHX4tz6x6hmAo/CMoCiLXj7yen/J/4q2NbzHCPoK7x93NB5s/wBvwRghIr3zgOM21l1Ao1GK72cdbP+aMvmdg17euAqGX9AxNHBrXyvyw5MP2uU1wd1ZVrOLqBVc3/VsOyny982u2OrZy/YjrueGnG5h/0nwyEzJ5efrLXLngSkqdzUJuYvpErhx2ZVML5bXDr2Vx8WLccmRlaWjSUHqawjM3clUVxbfcEj0oL8sU3XADPebPQ0pLC9suZ2eTNOdqgrKMop1zSXsj5PfTsHARxTfe2LTNt2sXDQsWkPrgA/jLK8DnxXjssUgpKfs0vxMKBPCXlOJetRLvtm1oBg1CO3BgiyGtgkLRqnymWMgOB/6CAmo++JCA04lp5gloBgxA1bcP/PxzzPuIKSkI7bBe7wyCHg81771PxZNPNm3zFxRQfPPNJN1wA9YLzkexh1OhKiOdpKuvxnrOuSAqEc1mAnV1VD7/fNzHqX7zLVLv/W+HGCrEQj96NFJ2Nv68vIjtCpMJ6/nnd9rj7gs6o5r+E9JYG0NcqDTKNoWC7u2yRmuue6g0IoJCiCuW9HsRWgE5iN8Tf26otrzlTKS2IggCJruOyWf1ZczMHgBoDRLKVs5jAegtGk64Zijzn1rVFFQL4PfKWFP1FG1xMGRqBgUbYue75Q5NZNvycvLXV5M9yMYR5/VH14JLYFch+4NUx8j8aqSmzN1k+NHNoUG3UDqEKWkoYfa3syPcx+SQzNxNc5kzbA6jUkaxrHQZABmGDP415l/8a/G/Yu6ruKEYOSh3mFBqRFJKSMrwiU26IZ1HJz+Kw+vAI3tIUCVgVBl5cNmDESIJwmGrl39/OZ+e+CnD7cNRCIomwbM7Y1PHYtaYo7ab1WbO6X8Ox+Qew+bqzQAYJAMfbvmwqV1sRfkK1vy0hsemPobT5+TJlc0nPP1t/TvqJdhvhAjhCUSHHTbiC/jaZHWqFbVcMvgSvt31LXJIjlqb2Wtmh31+qtxVPLT0oZhr22q2oVKoSFAlsLh4MWf0PYNell68PeNtyp3lOLwO0g3p2LS2CNvvLGMW7x//Pi+ufpFfin5BJ+k4u9/ZHNfjuKY2x4CjBu/W2MYQQacTX1Ex0h6Odp0lkgD8FRWU/iv232zZf+8l9T/3UHTDjVQ+8yxpDz6AYfp0lNq2i9VQKIRnwwbyL7yQoLP5JEGZmEj2m2+g7tGj3c9BrqjAu20bdd98i8JgwHTC8SgtFqpe+R+Ot5oz1Oq//hr1gAFkPP5YuLoSiv5sJl55JeI+zIB1JHJlJZXPPRdzrfLZZzEeNwNVRnRVWhDFiIDZoNeHXBG/RclfXBx2EewkwSKlpJD9+ms45s6l5qOPCfl8JBx9NImXXYqUmdkpj7mviJKCkUdnU1PmijgRV+tFTrhmGHpL66sTxkQtSklBIEZ1KsGmQaPfuzDXJajoMzqZzX9EV9wTMw0t2oRDOBNJb1bhrIndTpiU3TkVVEmlRGqHux+AQiFgzzFy5l2HU1XcQH21h6SsBEyJWgxmDfOeXIVaK5GUlUBFfmQrrcGiJrO/ldU/huek8tZV4ShzHhBCSVQrSco0RB1zI7YMA2K3SDqk6BZKhzAbqzdGWTQ38u6md3n16FdZVb6KBFUCCaoEvtj+RcQV990ZlzZun9zQWotRbcSobu7vLaov4osdX8S8rUt2scWxhdEpo/nn6H/y3yX/jVg3q83cfvjtJKhi/4joJB06SUdmQibLS5dz4bcXRt1GDsm8uf5NLhtyWdNrc17/87BqDoyTsX1BISg4occJfLXzq5jrR2Yf2Xqnt7/INGbyytGv8O/F/26aAetn7cd/xv2HdH3HuSe6ZBc76+KbNGys3kiOMSfi85ysSyZZF7+6ISpEck25/Gvsv6j31aMQFNi0togqZ0iOrrbuTkuhr51BoKo6bl5RsL4eGmeBQiGK/3E7PYcOQ5kdfxYiHnJZGYVXXR0hkiBshV50081k/e+VdgkUf1kZhdffgGflyqZtNe+/T/oTj0eIpEa8GzZQ+9VXZL7+GoWXXd5swy4IWGdfhG7UYW0+hs4iUFUdMaO2OyGfLzyLFEMo7YnSoEc7YgT+gtjD9fqxY1C0Q/y2BSk1laRrrsFyzjkQCqE0m6OqYQcaerOa6bMH4Kzx4Sh1ok2QMCXpMLTgEhcLnUnF5LP68OObmyK2K5QCR17Qf6/VIABJo2TsrJ4E5CDblpc3tW0l9zBy1MUD92qLrjepOXxmj6hjgLCQs6TsvxbbllAoBBJsGhL2aHVMzjVy4vXD+OPzHYz4S9Bu/bOMYCBEzhAbGX0t/PzOpoj2to2LS0jvs3fjjM7AVefDXe9D9gfR6CWGHJHJxt9LoyqEggAjjs5qt7js5sCkWygdwmxxRA+gNlLtqSYUCjEmZQybHZtZW7mWU/ucypc7vyQQiizxm9QmpmZN7ezDjYkv6Itp491IuascnaTjuB7HMdQ+lPc3v0+ps5QJ6ROYkjmFdEPrTs53Nx3Ykz/L/uRc+Vz6WPpw2ZDLGJUyKq74Otjoa+3L0MShrK6MdAFMkBK4dPClbXb2UyvVjEweyWtHv0adrw5BEDCrzVg0HfsDJwoiWlEb1SbXiFVjpd5fz+iU0W3ed6OAjoXSbEZptUYN3AOgULQYCtsp7LXvZ7f1YBDXn8tQtUcoVVTErWp4N24k4HC0WSiFAgFq582LEEkAppNOwr1qNYqEhJimDTXvvY/ppJPo8eUX+HbsIOjxoOnbN+zgd4DMJgEIqpYrDa0N+VVotSReegl1X30FewgvhV6HaeaJ+2SO0VoESWp3G+X+QmtQoTWoSMxovxGRKCnpMdyONc3Ayu/zqKvwYM9JYMjUTEyJrf9+1JvVTDmnH4ef0KMpR0mbIEUFr8ZCEARyhiQy4fTeLJ2/s2nuJ72vmann9o87I+Wq81JT5iZvXSVqrUTusER0JvV+d2VTaUQy+lmZkW5A9gZI7WWiz+HJbF9RQcGGalb9UBA1A7S/HOgdZS6+fWktVUVhUxOFQmDimb05/uohLHhjY5NpiDZBYup5/TElHTzxBN20jm6hdAjT19o37ppNY2NT9SaG2YcxwDYAq8aKN+DlhWkvcN/S+5oslQ9LPoy7xtxFmr7rbZ0hPIuUpE2iwh37JK2fNWzZbFAZ6Gftx52H34kclNtc/WqpQqSX9PQx9+Hl6S9HmEIcCiTpknhs6mN8u+tb3tv0Hm7ZzRGZR3D+wPPJTGh/W02iLrHDjSd2x6a1cWqfU3lrQ3TVQRREelt6EwwF6WmOn+fTHkS7neS77qT4hhuj1myXXoqyHWYF+3Q8NitKs5lATU3UmtJsJuSNbK0M1EYHzraGlpzPAIJxAnZbQq6qwvFOs/W0YepULGecgXfXTgI1NaTecw+yw0H5o48ScjVXsoJuNwIgZWTEbF07UFBabYhpac25Vbshpae3ySZeysoi+603Kb3rX02tn5ohQ0j9zz1IGR2bc9dNNGqtSHKOkWkXDAjPn2hElK1wfou1n/aKFK1BxaDJ6fQYmoTXLaOUFGgNUtzWP2eNl29fWUfJtuYso98/287EM3rTd0zqfhdLEG5J5K9rGwF/gIZqDwUbY88sDRjf9ecgDQ4Pnz++EmdN8/dbMBhi4btbmHpeX079x2FN+Vdag4Te1LZqZTcHB/v/L6WbTqOfpR9WjZVqT/QXz4UDL6TMVcbXO79m9qDZpBiabaAbqwFKQYlJbWpz+1VbkIMyFa4Karw1iAoRs9ocYXtt19m5fuT13PHrHVH3HZQ4KKpipFQo2zUHMz17Os+seibm2hl9zyBFn9I0S3WoYdfZObf/uRybcyxBghHW6wcaHtlDpbuSvNo8Tul9Cmsr1rKqYlXTuqgQuXvs3WxxbOHFaS9GBNzKAZlqbzWEwnbr7XHfExQKDBMmkPX2W1Q89jjezZuQ0tNJvOoqdKNHd7nLnGi3k/bggxRcdRXsHkqqVGK/7Vaq334n4va60aPa9zhpqeFLujHmggSdDqXJ3PTvoNeLXFGJb9dOQj4/6l49w9WePbOegsGmtkHDkUdimDiBgquvjngemqFDSX/4IQqvva5pu+GII1CaOu87qa2EgkHk8nICNTUIShGlxYKYaENKtpPx1FPkX3ABQWez0FTo9aQ//VSbbNoVKhW6YcPIev21sNhVCChNpijnvI5ArqggJMsgSUgHWD7S/kZUKVsMWe1slEpFuJVtL7cLBoJsWFwSIZIa+eX9rWT0taDWdkzcR3tpqPHgcwdQigIavQq1TmTotEx2rKqgwRF54aXniCRMyV1fqXGUuiJE0u4s/ng7Z9xpa9GtsJtDg26hdIgQCAao8lQRDAVRCkpcsosGXwMvTHuB2xbd1jTPISpETutzGjpJx7LSZZzR9wzcshuDqvlLUyEokBQSCkHR4Zk3u9Pga+Dnwp+5f8n91PnCV7qzErJ4cNKD9LP2Q1SICILA5IzJ3Dv+Xh5f8TiV7kpEhchxuccxZ/gcbNp9v4Jf7iqn3FXODSNu4PEVj0esDbAN4Ox+Zx+yIqkRQRA6tQLUEZQ2lFLiKqHKXUWtt5bnVz/PcT2O4+phV7PZsRmbxsbAxIFoRA1mtbnJYc/ld1HmKmvKW1qQtwCT2sS5A85tl8W7MiEB/WGHoX7+uXBukSS1y/a6IxCUSrSjR9Pjs0+pfvttvJu3oOrdG+O0adR8+CGe1c0tlfqJE6KMJlqLaLViPvMMaua+F7WWNOdqRHv44kbQ5aJ+4UJK/nF78/yQQoHtisuxnndexIm9IiEB/aSJ1H/9DZbTT6fgyithj0wez+rVOH/9DcOUKTQsWIBCryfpiss7fSantQScTpyLF1N6z38IVIbt51U9e5L28ENo+vZFM6A/ufM+x/X7H7jXr0M7aDC6MYe36BTYEqLN1mmfNbm6moZFi6h85ln8hYWocnNJuvFGdKNHIR5AwrSbZtz1PtwNfjwNPjQGVVMrn6vex9qfYs+0AWxeWsbYWftHKHndMkWbqvnlg61hQSRA1gArk87sgylJx8m3jGT7ynK2/VmOpFIy9MhMknISogJ4u4LqkviVdK9Ljms/382hhRAKxbhEeAhRV1eHyWSitrYWo/HQDAGrcFUwf8d83tnwDjeNuokfdv3A9/nfA5CiT+HqoVfT29KbCncFIUL8kPcD87bPA8CoMjL3uLlkGbPwyB62OLZw35L7WF+1HlEQOTb3WK4efnWrZ33awp+lf3LRtxdFbdeKWj6e+XFE61coFKLcVY5LdqFSqrBqrB1iNV3pruQfi/7BktIlzOo1i6Oyj2Jp6VIafA1Mz55Ob0vvDgl2PVTwB/xUeaoIBANoRE2HCNW9IQdlNlZt5I5f72gS/Cn6FK4dfi0L8hfwR8kfvHb0azGdCMucZTy54km+3vk1ckhGL+k5s++Z2HV2Xl77Mm/PeLtTPtv7g6DfT8jtJqRU4t++nbIHH8K9ciVKiwXrhRdgmjVrnwJI5aoqaufNp+rllwlUVyOmpmK//jr0kyY1CSDP1q3snHlizMpTxgvPkzBlSsQ27/btFN95F4bx46h85tmYj6vQ60j5v/+jYdEikq64Aikzc59mcoI+H3JFJSGvB4VGi2hPQminM6Fr1Sryzjwr5jHnfvYZqi50hQv6/QTKy/Hu2EnQ5ULdpzeizYayFb97QZeLypdfpur5F6LWku+4A/OZZ6A4QGzXuwlTX+Xmu/+tp3RHczttWm8T0y4aiCDAW3f8HjenqO/YFKZdMKCrDjWCgo3VzHtyVdR2g0XNKbeOxGDREAqF8LplFAoBlWb/Xc/PX1/F/KdXx1xTaUXOvGt0q3OlujmwaIs26BZKBzkOt4O7Ft/FwsKFHJt7LHpRz0dbowNEU/QpXDP8mpgtbGf2PZNbRt3C9prtnPXlWVFmDumGdF4/5nVS9ClR920vtd5a7vz1Tn4t+jXKShrghpE3MHvQ7A57vHgsLlrM5T9c3vRvpaBkcOJgtJKWQbZBXD708r3mNDVS7ipnW802VpStIN2QzqiUUSTrkg+ZalS5q5x3N77Le5vfw+l30sfSh1tH3cog2yD0qs5rOcury+OUeafgDUS2QCgEBU9NfYrbfrmNEfYRPDz5YfRS83FUe6q55edbWFq2NGqfFw28iPz6fPpY+nD5kMs73Pb+QECurSXkcoNCQExM7JCB/3CbWQUhvw9BrY5oHwsFApTddz+Od96JeV/N4MFkvvwS4m4BpSFZxl9WRvXrr+N46+24j9vj66+RUpL3uZIkV1RQ/cabVL/zDiG3G0VCArZLLsZ86qltrtQE6uoovPY6XH/EDq5OuvkmEi+5ZJ+Ot7UEPR6cf/xB0Q03EnI3G5yYzzyDpGuu2etz8xUUsP3YGSBHfxcLOh095s9Hlb5/5lS7icbd4OPrF9bGbK3L6G9l2oX9WPD6prjzPjOuHEzu0K6/AOiu9/H5E6uoKort1HnsFYPpMazrjstV58Vd78fvDYSrcQmqCGHW4PDw4f1/Nhk2mJN1DJ6cjs6sRm9SYU7WtcqMo5sDj7Zog+7Wu4OcMlcZCwsXAjAtaxr//PWfMW9X6ixFFEQMkoEGf+SX1E8FP3HRoIt4YsUTUSIJoKihiDUVa9oslGq9tVR5qthZuxOjykhGQgZ2rZ1KdyUF9QWMSx/HyX1OZkfNDl5Y/UJEps+q8lXIQRlR0Xkf0WAwyKfbPo3YFggFmmZeNlVt4oy+Z5Cs37vTU1F9EZd+fykF9c3tDpJC4rkjn+Ow5MMQlQf3n1qVu4pbF97K8vLlTdu2OLZwyXeX8MK0FxifPr5V+wmFQlR5qgiFQpjV5r2KyEAwwGfbPosSSQDBUJBPtn7CjNwZLC9bjlf2RgilSldlTJEE8N7m9/jv+P/yzKpnOKPvGV1SGetqRJMJOrhlSlAokFJi/z2E/H58ebvi3tdfUtLcjte4P1FElZ6OYcrUuEJJ3a8fSpNxn0VSoL6esocfoW7evKZtwfp6Kh5/gmB9A4lzrm6T5XXQ7ca7KdquuRH3n8sJdnAga8DpJFBbi0C4dbHR5c9fWkrh1XMi59QIOwRqBg/GcsopLe5XLi+PKZIAQi4XAUc1dAulAwZ3vT+mSAIo3FiNzx1g3Mk9+fB+R1RVyZysIylr/8zVyP5gXJEEULipusuEkqPMxTcvrG1qrxMEGDAhjdEn5DbZtRssGk68YThfv7AWc7KOPqOSWfrFTmrKwuYyqb1MTDmnH5YUHcL+suXrptNpu21LNwcUKysirXVjnVA2UuosjRm+qhW1BENB/iz9M+59f8z/sU3HVemu5N4l93LiZydy/U/XM/vb2dz4041sqt7EWV+exUXfXsR9S+7j2h+v5deiX3lo0kNIiuaT5j6WPp0qkgAQwhWkeCRpk/AH/fxR/AevrH2F73Z9R3FDMYFg5MlIg6+Bh5Y9FCGSAPxBP9f+dC1l7rJOOfyupNhZHCGSdueBpQ9Q6arc6z7KneW8vfFtLvrmIs756hyeXPEkhfWFLd7HLbtZVb4q7vpmx2YyEzIZkjQkQiQB5Nfnt7hfAK1S2+JnoJvWI6jV6EbFN4vQDByIIo7Zhbp3L1S9e8dcS77jnx0SIitXVVE3f37Mteo33mgx1DUWgkrV4syXumdPhA5sV/Pl51Ny111sn34U246cRtFNN+Pdtp1QIEDd119HiaRGql54ca/PTVC3XDVvrZV5N11Doz143HWPjDlFxym3jSStd/hiiSgpGDQ5nZnXDcNg2T/tYoIgoDHE/5sw2bvGsKHB4WHeEysjZpBCIVj/SzFrfy4kIDfPHllT9cy6cTiHzcjh+9c2NIkkgJJttXzy8HLqq+MHt3dz8HNwX+buBqOquWQYDAVbzJZJNaRS7Y4uxZ/d72y0ohazxky5qzzmfdtSTZKDMh9v+Zivd34dsf28gedx9YKrqfJURWz/s+xPknXJHNfjOD7b9hmiIHJ8j+Nb/XhtpdJdiUf2ICpELhx4IV/v+ppgKHIo06gy8u/x/+bS7y6lsKH5ZF4v6Xn5qJcZaBvYFETq8Dr4ufDnmI/llt1sdWw96OdgVpStiLu2q24XTtlJIvHNIMpd5Vz707Wsr1rftO2NDW+EZ+tmvBPXVEEtqskyZvFnWWwRn6pPpcZTw4UDL4xy6kvUxj+eRsOSs/ufHfPiQTdtRxAEjDNmUPXSS1HBtAgCSddeE+189xeS3U7WSy9S+eyz1M6bT8jnQ927N8l3/BPtgI6ZpZArKmLOTkG4GhaorYU2zBSJFguJc66m5v0PMJ1yMoRCCEolAUcNVW+9iemUkzvsKrOvqIhdZ51NoKr5u9O5aBG7lv9J7ief4MvLi3tfubSUgNNJKBhEtNtjHpOYmIiYlBRTUKlyczpEqHbTcah1LZ+6qbUSoqTEnm3k2CuG4PfIIAhoE1SI0v67Pq4zqRg2PZM/Pt0RtaZQCOQM6prKfk2ZK8pZr5HVCwoZMCE9YvZIUiv586udUQGzEDZ12Lm6kqFHdN08YjddS3dF6SBnaNJQRCH8pfnNrm84pXfsFotsYzZGlRGXHHkCMyJpBEdmH4lFY+H8AefHfZzje7ZeuFS6K3lzw5sR24wqY5MzXyy+zfuWyRmTMaqMPHvks6QZOr7No95Xz6LCRcz+ZjbHfnIsJ31+Et/lfcfL019GpYi8Yjp70GyeXP5khEgCcPqdXPXDVRGC0h/wRwmt3XF4HB37RPYDLeVMiQpxr9W/dZXrIkRSI9Weat7e8Da+gC/m/SSFxNn9zo6739P6nMYRWUfEFFqp+lSSdbHbxCamT6SwoZCxaWNbPO6DgaDLhVxZScDZctZRVyClpZH91luo+/Rp2iamppL54ouoc3Nbvm9qKsl33kWPb76m53ffkvX6a+jHjIlbhWorijgirWm9Ha19moGD0I0bS/E/bqfouuspnHMNFc89R8qddyKmdMxMZygYpP677yJEUiNBp4vqt97CdPwJce+v7t+fuvnz2XXa6dR+/jlyjMwt0W4n/emnEPZoPVQkJJD++OOI3TbhBxTaBBVZA2N/J+cOS0Sb0Fy10eglEmxaEqya/SqSICyG+o1JpeeIyPY6paRgxtVD0Fu6JpaiptwVd83vDSD7IquzPk+Asp3xM+gKNlQj+2NXdCFcAawtd1GRX09thQufp+WKYDcHFt0VpYOcRG0iD0x6gFsX3cqP+T/y73H/5tTep/LZ9s+Qg+E/xiGJQ/jvhP/ikT28f/z7lDSU8EfJHxyRdQS9zL2aXN1m5M7g9+Lf+a34t6b9CwjcNfauNleUGu2+GzGqjHFDYxvvk6pP5aOZH5GkTerwtrtQKMTvxb9z08KbmrY1+Bt4ee3LbKjawFsz3uKJFU/gkT3MyJ3BqJRRPLHiiZj7qvHWUFRf1PSa6CU9ybpkylyxW+xiubEdbAy3D0cUxJjGGzNyZ7QopOSgzGfbPou7/m3et8weNBu7PnauTIYhgwcmPsDdi+9uai0VBZE5w+cwPHk4qfrYVsvJ+mSen/Y8l39/ecRnb4BtADeMvAGjynhQOxoGXS68u3ZR9cILeLdsRcrJIfGKy1H36hW3ctPZCEolmgEDyHrtVQI1NYQCQZRmU6szgxQaNap2WpjvDdFmQ8rKwp8f3ZKpGTKkTQGwjXi3bqH8/gcitsklJRRcdjk95s1DmbXvrURBl4v6BfFbnxsW/YLlvPNRWiwEHNEXZWwXXkjZgw8il5dT8o/bSb77biynnxZh7iEoFGgHDaLH/Hk0/Por3o2b0A4dGrYy76T34++Cs9aLzxNAoRTQGqQOcXHT6CWmntuPhXO3sGttJYQAAXoMS2LiGX1Q6zreQCgYCOKs9eFrCrtV7bWyFQu9Sc2Us/sx6rhcKvLrUetEbOkG9GYVSjGyDVr2BcLud0qhQ00TzMnxL75IGiWiFHkcCqWAzqjGXe+PeZ8EmwaFMlqEBuQgDTVelny2nW3LywmFQFAI9BmVzNiTeqI3H5h5hd1E0i2UDnI0ooahSUN57sjnWFq6lJVlKzk652hO73s6xQ3FWLVWXH4Xl353adOJ/ADrAB6c9CA5phwgbC/e2Ip2/8T7KWooYnHxYhJUCYxLG0eiJjFq/qMl1Eo1afo0ip3NifSV7soIu+89SZASsGqscU9695UKdwUPLXso5tpvxb9x/cjreWLKEwSCARLUCWyp3tLi/mp9zYO0dp2dW0bdws0Lb4663YS0CSRr924GcSBS563DF/RhVBlJ1Cby6JRHufHnGyMMP3qYejBn2Jy9WrW35BwoKaQWW5T0Kj3TsqcxLGkY+fX5yEGZXFMuVo0VndTyiWhvS2/mHjeXwvpCylxl5JhysGvtB3xm1N4IBQI4F/9O4TXXNLWT+Xbtwvnzz6Tedx/G44/rUBOBttKZeT/tRbLbyXzuWfJnz0YubxbOUmYm6Y883ObwVtnhoOKJJ2KuhTwe6r7/jsSLL96XQwZAECWUuzkF7onSaERpMpL99lsU33EHnlVhO2PRbifx6qto+PVX5LLmiziVTz5JwpTJUVlOgiiiyszEela03Xk3bcfnkSnbUcvC97ZQW+5GUAjkDk1k3Cm9MCXue7SFwaJh2oX9cdf78XlkVBoRrVGFWtvxp3XuBh/bV1Twx+fb8TplECB7gI1JZ/XB2Mrn4nH6CQVDqHUiGoOExiBhS499QScgB6mrdLPiu3yKNjnQGCRGHJ1NWh9zh+Qpme1aDBZ1zPa7YdOy0JkjH0OXoGLksdl890p0VwTAoEnpKBSRv2Hueh8VBfWs+bGQvHXN1eBQMMTmJaUEAkGmnNOvU96vbjqW7nfoEKDWW8tVC65ifNp4BtoG8sWOL1iQv4B+1n5MyZwSVRnZUL2Bi7+7mDePeZMN1Rt47M/HKGwoRCtqOaPvGZw34DwuG3JZu48nSZfEDSNv4JZFtzRt8wQ8VLmr6Gftx6bqaKeoS4dc2qlX9xt8DXErPgAbKjfQz9qv6d8J6gQSpATq/fUxb59jzGn6b0EQGJc2jqePeJpH/nyEvLo8DJKBs/qdxVn9zsKibdsJ2P6m2l3NqopVvLruVRweB2NTx3LugHMZkzqGebPm8VvRb5S5yjg89XB6mnti17VcLRAVIqf3PZ1vdn0Tc/3U3qdGVaTqvHWUu8tZWLAQX8DHpIxJpBnS2tUql6xPbpVz4cGEXF5OyZ13xpy5Kf2//0N3+GhU6Qf3XFxnoO7Vi5wPPsC7cyf+vDxUPXuiyspCSm775yPk9eLbuTPuumf1akLBIIJi39qdFBo11gsuoOGHH2KuWy++GNFsRjSbyXrhBWSHg0BNDb6dO3HMfQ/P2rURtw/U1BCor2936O3fgYAcxO8NIEoKRFX7zF4qCxuY91RzBk8oGGLHygoq8us5+eYRHWKooNZJnVI92p1QKETeuioWvrt5t42Qt76KeU+t4qQbR7RYGXHWeinZVsPqBQX4vQF6DrfTd0xKiwKrusTJxw8tJ/BXoGt9tYdvX15Hv7EpjDul1z5XlwwWDSdeP5xvXlpLVdFfrncKgUGT0hk0KQ1ljOpQel8Lgyans25hUdM2hUJgyrl9SbBFvpehYIjtKyswWNQRIml3ti0v5/CZPeIKJb8vgLvOF24TDIWNLnRGFZK623yoq+kWSocAkkLi1lG3YtFYWFqyFKPayIOTHkQv6bn9l9tj3qfcVc76qvU8uOzBpnkbt+zm9fWvs7l6Mw9MeqDFdqq9MSZtDP8a8y+eWPFEUxver0W/8ujkR3nkz0f4ueBnQoTQiTouGXwJJ/Y6sVNd7iSlhEJQxJ0lsmgixUySNok5w+dw/9L7o257VPZRUXbSCaoEpmROYZBtEJ5AuDqXqEk86GzBa7w1PLPqGT7c8mHTtvz6fObtmMfbx75NH2sfsoxZbd5vT1NPjsk5Jkos9TL3YmavmRE5RrWeWt7Y8AYvr325adtzq5/jmJxjuG30bS2aNPxdCPx1MhyLkNuNXF7RLZTiIKWkIKWkwNh9m08TVCqkrGy8GzfGXNcMGrTPIqkRda+eWC+8kOrXX4/YnjBjBvpRhzX9W2k2ozSbcf6xhJJ/RmfmhQ9cQLEXl7u/K4FAkPoqD+sWFVGytQaDVcPw6VlYUnRtEiTuBh+/fbQ15lp9lYfyvPr95jzXVpy1Xv74LNp8AaC23I2jzBVXKLnqvPz8zmZ2rWl2Ra0q2snahYWccuthmJKixZLH6WPRe5ubRNLubPq9lGHTsjqkDc+crGPmdcNx1/uQfQE0BhW6BBWSJrYQ0SWoOPzEHgyZmkHZzjpElYKkLGNM8eKs9bJ0/g4mndkn5r4ACBGuzsXA55bZtryche9tJiiHL4YplAITTutNn9Ep7Wp57Kb9dL/ahwAaUcNP+T+xpHRJ07a5m+byv6P+1+Jc0NrKtaToUqKc7n4v+Z1yV/k+CSWz2szJvU9mQsYE6n31qJVqzGozJrWJ+ybcR7WnGk/Ag0EykKRN6vRQVqvaytTMqSzIXxC1plFq6GON/EITFSIzesxAL+l5euXTlLnK0Et6zu53Nmf3OxuTOnY+zcHe0lXhqogQSY24ZTcPLHuAx6c8Hve5t4RVa+Ufo//BqX1OZe6muXhkDyf2OpER9hFR1Z6ddTsjRFIj3+z6hqmZU5nRY0abH/9gQK6tJeR2I4ji3ofn9+KmJsS4Itpegm43cmUlwQYnCr0OZWIiSl3X2PgeyIhWK0nXXUvhFVdGrQkqFcZjjum4x7JYsF1xBaaTZlH//feEfH4MR0xFTEmJ+VlRZWWiMJkI1kZn7egnTmzXPNbBRCAQxF3nB0KotGKr54KqChv49JEVyH+dpJfn1bNjZQUTz+hNv7Gprd6P7AtSvit2NwKEh/+7Mlh1X5B9QZw18WNHyvPqyOgbu2uipswVIZIacdf7WfldHhNO6x1VsfO6ApRuj2+ckL+xOm7LXlvRGVXojLFFV8AfwFXvJxgIIakU6ExqNDoJjU7CktLyKILsC+Ku90fNOu2JSht73VHm4qe3IztvgoEQi97bQmKmgdSe5hb3203H0i2UDgF+K/otQiQ1UuoqxaQ2UeuNHUyXZkjju13fxVzbWLUxohWtPSgVSlL1qVFzRwaVAYOqa4fN9So9txx2C1sdWyPydSSFxFNHPIVdG90+ZlabmdlzJmPTxuKRPUhKiSRN0kFXJWoLuxt57Mmy0mXU+eraJZQAbFobNq2N4fbhBENBNGL0FVVfwMc7G9+Ju4/X17/O2LSxURXAg5mA04l3yxbKH3kUz/r1iMnJJF5xOYZJk+LO+SgtFkR7UsSsTSMKgwFlB7mU+SsqqHrhBRwffAh+PyiVGGfMwH7zTe1qVztQCDidBBsawqJ0H2aptMOGYb/tNiqeeKIpTFeZmEjGk090fGub7Mfx0cd4N22EEFS//TbqHj1If+xRVFmRVV4xOZmsl18i/6KLIqzaVTk5pPzrX01BtYciDQ4P6xYVs35RET6vTNYAG2Nm9cBs16EU419AcNX7+PHNjU0iaXd+/XAb2YNsrRZKgiKcF+RpiD38b7C2rqIXNlDwUlvuxt3gx5qqR29St5hF1NEolQoktRK/N7arW0vzVht/L4m7tnVZGYfNyMGwh1ASBEAgbFAR53g6mwaHh1U/FLD+lyJkXxBzso7xp/YitZcJtXbvr71SCr9mVcVOknOMlO2KFn5pvc1oY8xb+X0BVn4f3+5/xbf5TJ9t6BBTkG5aR/crfZBT5a7irY1vxVz7YscXnNX3LF5Y80LUmlFlJEmbFGG4sDv7Uk06UElPSOfVo19le812VpSvIFWfyujU0STrkuNWtARB2OsMzqGEJMT/ERD++t++olLGb5uQgzLVnuisr0ZqvDVNbo6HCq5lyyKqEv68PEpu/yfmM8/AfuONKI3GqPuIycmkPfgQ+ZdeCvJur4cgkHr//UhJ+361OuB0UvnU09R8uFuFMRCgbv58AnV1pD34AGILJgMHCv7ycvwFhXh37kTdry+CQkHVc8/j+vNPlImJ2C69FMOE8e0STKLZjOXss0iYPp1AZQVIUtjIwm7vsLY7gKDPR/Vbb1PzVuR3vWfdOvIvvYzst96McBYUlEqknBxyPvwQ99p1+IuK0A4biionp9NcBQ8EnDVevnx2DZWFDU3bdq2ppGBjNafdfhi2tPgX6LxOf9O8yp6EgiEqCxswJbWukqozqhh2ZCZ/fB7dsiYIkNLDhKfB36LgCQaClO2q48tn1+B1Nf+N5w5NZPLZfdGbuqZ9UmeSGDQpnZXfR7tFSmolSdnxRXdj1mBM4lTF1XqJ7EE28tbGnu3J7N+5F8lcdV6++996SrY1X2CuKXPx5bNrmHHVYHKH7P27VWeUGDQ5nZXf5TH94oH88dl2KguaP5P2nASmXTgAjT76/Q/4gtRVxA+wrat0h9sSD47OzUOCbqF0kBMIBXD6o7/cVQoVKboUjsw6kpHJIylzlfHZts+awl2fOuIp5m+LnVKvFbX0tvTu7EPfLzQO9o9LH7e/D+WApCWzhAnpE9pdTWotWlHL1MypLC1dGnN9XNq4iJDlgx1/WRml//m/mGs1772P9fwLYgolQRDQjhhOj88/o/qdd/Fu3ICqVy+s556HKisTQdr3K86BqipqPvkk5ppz4UIC1dUHvFDyFRSQf8ml+PPykDIysN96C0U33tQkLgM1NZTcdhumWbOw/+O2dj0fhVqNKiMdMjpvJkyuqKD6rdgXxPx5efgLCyOEkuxwUPXKK1T/71XEtDREixnHm29imjUL22WXHrIBspWFDREiqZGAP8gfn+9g+kUD4l6Jj5NF3LwePyovCoVCoPfoZIq21FCwsTpi+8Qz+7Dmx0JGH5/bolBqcHiZ9+QqZF/kA+9cXYk1Vc+oE3Ijqitet4y7zkfJ9hpCIUjtaUJnVO2z2YNSVDL0yEyqS50R4kWtEzl+ztAWZ636jU1hw2+xL8b2PTwZTYyKilorMv7UXpTtqMPjjKzIjZ7ZA52pc90866s9ESJpd379YCv2bONeRWrja1Zb4eb7V9dz2IwcRh+vxeOSsaXpMVg0cVv+JLWC5FwjFfmxWzftOcZuQ4cuplsoHeQYVUYmpk/k460fN23TiToemvQQX+78krO+Ogs5KGPT2Lhi6BXcNeYu9JIeu86OeaCZ34p/Y2dds3OTWqnm2SOf/VtVUbppJlGbyOVDLufFNS9GbDeqjNwy6hYSVJ3bsiMIAkdkHcH/1v2PSndkb7tW1HLhwAtRi4fOIHqwvh65OPaJBIBn40bUPWIHtSrUatQ9e5J8+z/Cs00aTYdaggfq6yEQP0RRrqxE3aNHhz1eRyM7aii6+Rb8eeE2FstZZ1L57HORFbi/qP3sM6wXzz5ghV/I7Sbkih+S6cvLQzdiRNO/vZs2Uf2/VwGQi4ubPmPVr7+OfuJEDOO75kKRXFtL0OEgJMsoEoxIyZ37u7JteXxn0/z1VfjcclyhpNGLWFJ1OEqiX2dBgKSstrWLy/4g6X0tDJ6STkVBAyqtErNdx7pFReStrSJ7sA1bRvx9lu6sixJJjaz5uZCBk9JJsIZFisfpZ93CIpbM3xHRsjbi6GyGTc/cZ/MDvVnNkRf0x1Xrw1HiRJMgYUrSoTero2yxd8eUrKPnSDvbl0fOQevNKoZNy0KM0wppSdZz2j8PY8fKCnatqURnUjFkaibmZF2rWt/2hZbmo+oqPfg9AWjF9UK9Sc3Uc/vhrvNRW+lGrZNIykpAb1a3GIehlJQMmZrBhl+LCQYi1btCITB8Wma7nRi7aR/dQukgRyNquGjQRXy982tccvgL/prh1/DimhdZW9lsC1vlqeLeJfdy99i7Obn3yQiCQJohjVeOfoVdtbtYWbGSdEM6w5KGkaJL6VQHuv1Fna8Or+xFJ+rQq1qfC/V3wqg2cm7/cxmXNo63NrxFlaeKCekTmJE7g3RD17iopRnSeOOYN3h65dN8n/c9gVCAcWnjuPmwm8lIyOiSY+gyxJb/zhT6vbf6KCQJOqCCFLXfvRg2KE2dW13cVwLV1XhWN9szSxkZeDdvjnt717JlaHofmJV0QaNF0GgIeWK35KgymzPqAi4XVa++FndfVf/7H9phQ1Hq438H+isqCDqdCJKEaLHs9bMQC+/OnZT861+4l/0JgJiWRsq/7kI3alSLj90aAv4AzjofPpeMqFKiTQjbZMdqZWokfBU+/gmqzqjmiPP68+ljK5qcxho5/MQeMedJWkKpFPjj8+2IogJjkhbZF84GamRvzmW733ZP/J4AwUCziKoucbJkXnSb34pv88joZyGz/75XELUGFVqDqk1GCroEFZPO6EO/w1NYvaAAn1em18hkeo2wR1lq74nRpmXokZkMmBi2625pvqwjaalipVAKKMTWt59r9OHPpCW1bZ93Y6KGE28YzoLXNzZ9DhJsGo44vz/GGE6B3XQuh97Z8N+QDEMGc4+fy1MrnuKP4j9I0adEiKTdeXrl00xIn0CKPgUIh6XadXZGp47uykPuUuq8dWys3sgLq1+gsKGQvua+XDnsSnJNuXsNLD2YaPA1UO2ppqC+AJ2kI1WfSpI2KcJ6uzWYNWZGaEYw0DYQX9CHTtS1eR/7SpYxi3vG3cMNI28gRAijytjp1az9gdJsRjt8OO6VK6PWBLUada9eMe8XqKtDrq5GLitHYUxAtNkiWq865NisVnTjxuJa/HvUmrpP7wMuUHZPgu49KgOCIlwaiNNjpdAeuCcgYlIi5jPPxLGHPTiEBYi0m1AKeb0EqmLPd0C4pTLk80EMsRKor8f153LK7rsPf0EBiCLGGceSdP31bZpt8hcXk3fueRHHIRcXU3jFlWS/+05E9autuOp9rF9YxIrv8poqLhn9rUw9py99D09h1Q8FMe83eFIGWmPLFxSSsgyceedoVv2QT+n2OgwWNSOOycaW3vbheY1BRfZAG3nrqqgujmyPV4oKkjJb/j5LzonfYpxg1TRVFfxemVUx5ocaWf5tHvYc434LNtUZVeQMSSStj5lgIIRaKyK0UIXaHUEQUKm79riTc4woRQUBObqa13tUcpsF8554nH4CchC1VoxbGVKKStJ6mTn55hH4PH6CAdAYpC6bS+smkm6hdAigVCjpYerBvePvxSW7WFi4MO5tqz3VuPzxWzgONdx+N/O2z+PBZQ82bSt1lrKoaBFPHvEkkzMmtzxwepBQ5a7ipTUvMXfTXEJ/9V6Y1CaemvoUQxKHtMupTy2qUbP/vph1ku6QErKxEM1mUv/7f+GTSoejeUGhIO2RRxBjiB9/RQVl991P/ddfN22TsrLIfP451D17dtyxmUyk/ve/FF13fURoqapHDzKeeabJljoUCiGXVxDy+8IVCLu9xdaSrkJpMoUrbf7wnIN71Ur0Y8fiXLw4+sYKBbqRI7v4CFuPQq3GdvFsAg4HdfPmNYk9Vc9HbtuuAADepElEQVSeZDz7TIQDodJgQD9+PJ4NG2LuSz9+PApD7KqAe9UqCq/cze5clqmbNx/P+g1kvfZqq8W4c8mSuGKt/JFHyXju2Xa1OQYCQTb/XsLSLyKDfgs3VvPFs6s54ZphjD4hl6XzI9cTMwwMjBMkCmGzBmedj1AwhFovMfH0Pvj+Cpxtr7uYWisy8Yw+VBWtoMHRbK8tKASOvmwQ+r3M2lhS9RgTtTErS2NO6tl00hyQQzhr49t3u2t9MU/6O5pQKITrr9dQVCnQ6COf38Hi0qY3qzj2ysF89dyaiNY3a7qeUcfl4HPLSO1ofXPX+yjdUcvyb/Jw1/tI7W1mxFHZmJK0UdWyYDCEs8ZLfbUHr0vGbNeilA7+85SDFSEU2tsI48FNXV0dJpOJ2tpajDGGog9Ffi38lSsXRGd7AIiCyPyT5h96LUxxKKwvZOZnM/EHo21abRob7x//flSOz8FGKBTiwy0f8n9/RJsCqJVqPjvxs7/N+32w4isqwvX77zT8thhVbi6m449DTE1DIYmEAoGmgNCg10v5o4/hePPNqH2Idjs5H7wfDlPtQOSqKuSKCvwlJYhJdsRke5OrnlxdTf2PP1L59DPIZWWISUnYrroS41FH7feKU9DjwfXncoLOBvwlJdR9/Q1J18yh+LZ/RJ3Ep/z7bkwnnIBiH1vCOptAfT1yVRUBhwOFThd22IthBe/Lz2fnSScTdEZWMhR6HbmffIoqOzo0Wq6sJO+CC/Ft3x7zsTNfexVDK0N6i266mbovv4y5JqhU9Pzu23Z9TuurPbz/36URLnC7c/ItI7Gk6GhweNj8eykel58ew5OwpurRGlSoYlRVnHVetvxRysrv83HX+0nMNDD+1F7Ys4wxb99WGhzhgNmCTdWYErXkDEnEYFHvNWMHwu13P7+7OWwIEQq3co05qSc9hyU1GUEEAkGWzt/Jim9iW0oPmpzO+NN6x50H6ghcdT52rKpgxbd5OGu82HMSGHdyr3ZV4g4EAv4ADbU+irc4aHB4Sc41IfsCLHpvC6KkYPjRWeQOSYpryLAnHpefpfN3sPanoojtSlHBybeMwJ7dfG4adjus58vnVkcE0vY9PIVxp/REZ+yuKnUEbdEGB98nuJu90sPcgwQpgXp/tGvKsbnHHpLW3/EobiiOKZIgPLfl8DoOeqFU4a7gpTUvxVzzBrwsLl7M6X1P7+Kj6qYtqNLTUZ16KqZTTkEQBGSHA++mjVS/8y7BujqMxx+HfvRoQoEANe+/H3Mfcnk5vrz8DhdKos2GaLOh6ReZqxb0eHDMnUvl0880H0NFBWX3/Ad/URFJV10Vd7YlUFuLv7SMum++Ieh0YjxqOqqcnL0H7bYSuaqK+p9+pvLZZ5FLSlDl5mK96EK827eT8ewzeDZswLnoF8TUVCxnnoGUlnbAiyQAZUJCOAMpJ6fF20kZGWS/N5ey++7H9Xu4dVJ3+OEk33EHUhx3vqDHE1ckAbiXLmu1UFLlxj8+0W5HULavldfvDcQVSRCe1UntaQIBsgZZ2bK0jIXvbsFV6yVnaCITTuuN0dbcYulp8PPLe1vYvqI5j6yyoIHPH1/FjCsHkzt03232DRYNBoumXQGzxkQtR18yEHdDuF1LpRGjDBSUSgUDxqey9qfCqKwjpaRg6BGZnSqSPE4/v328lS1Lmo00SrfX8cnDKzh+zhCyBx18IexKSYkpUYspUUtFfh3zn1qNe7dMrJ/f3kzx6BomnN67VUYZrlpflEgCCMhBfn5nMydcO7RpP2G3w5VRRh6bl5RiSdUx/KjsFg00uul4uoXSIUiyLpkXp7/I5d9fHiGWBicO5toR1x7y7Uy7szdTCqWw/91jnD4nbtmNRtS0K4g3EAxQ5orv9rTVsXVfDi+cbeSuJkgQrajtdIvwvzOCICDX1FD5/PM43my2g3YuWoSUlUXG0081BZvGwldYgP7wrpk3lCsrqXoxtkCvfv0NLGecgSqGUArU1lL9xptUPvdc0zbHm2+iPfxw0h9+aJ9nrQJOJ1X/+x/Vuxka+HbupPRfd5N8112o+/VDN2wY5tNOQ1AqOzTv6EBBUCjQ9O5NxpNPEKgNWx0rjcYWDTgEpRKFXhcRULs7YmrrBbjxuOOofO55CEa3fNkuvwyxnTlfokqBUlKEc2RiPe5fBgGFGx18+/K6iLWdqypxlLiYdcNw9ObwVXlnrTdCJO3OL+//ZQVt3r9X8NU6aa8W3wk2LSffMoKFczc3ubbZsxOYfHZfEhI7N3DHVeuLEEm7s3DuFk65NaFdszXuBh+eBj/BYHiuaW9ucZ2Bq87L969uiBBJjWxZWsaIo7NbJZSKt9bEXavIr8frkpv2U7ytJq7b4arvC+h7eEqLluzddDzdQukQRKlQMsA2gI9mfsT2mu2UucroZ+1Hqj4Vm/bAHsDuaFL0KehEXZMj4O5kJGRgVpu7/qD+osHfwI6aHby0+iW2124n15TLFUOvoIepR5sEk0qpIteUy87anTHXh9uHt/sYy13lfLTlI97d9C513jpGJI/g5sNupre59yFl030g4S8qihBJTdvz8wnU1qHQ66NaqhpR58a2Eu8MAtWOsClALGQZuaoqwo2tEV9BQYRIasS9ZAl133yD9bzz9umEKFBVRfXrb8Rcq3j8cRKmTkGZlhZ2CzzEURqNMXO4Yt42MWwY0WgrHoEooh8zptWPK6akkvHUUxTdeGPEZ8R0yikkTJ3a6v3siS5BxYBxqaxdGH11XpsgYU7W4azxsviTbTHvX1PmwlHmbBI/5XnxraDrqz143fJ+F0qtQaEQSMxIYMaVQ/C5ZEKEXfX21Ra8NZTnt/AaVoVnbNoqlKpLnPz45kbKdob3rTOpmHRmHzL6WbvUlMLrlnGUxp/pLtlR2yoXQIWy5e+z3b/uasriP57H6Y+yDO+m8zn0LqV1A4TFUpohjYkZEzm1z6kMShz0txNJAEnaJO6bcF+UYYNaqeb+CfeTpNv31or2IAdlfin8hXO+OoeFRQspbCjkl6Lwv38q+Al/IHa7YCxsWhs3jLgh5ppFbWm3UKp0V3Lrwlt5fvXz1HprCRFiedlyzv3qXDZVb2rXPruJTaC2Fn95OQG3m9rP58W9nePdd7FeeGHMNVVODlJG182iCeqWT34UMdZDoRA1738Q9z6ON98iUFkZd701+ItLYlYyAIINDQRqavZp/51FwOnEl5+PZ+NGfAUFBN3x7aE7A4UkYT3/fLSjIyuSgiSR+ewziMmtb1FWajXoJ02kx1dfkvHcc6Q9/DA9vvyC5Ftv2af2SlGlZOSxOeQMidyH3qzmxOuHk2DVIPsD1FfFtlEHKN3RfGLfYqVGAGUbrKAPBLQGFSa7DrNd1yUiCfZu0rA3kbAndVVuPn1kRZNIgnDV6psX18UME+5MFApFS47yqFoZ/JrWyxx3P+l9zBGfw+Tc+Bc2jImaLrNJ76aZ7opSN4c0klJiXPo4Pj7hY97b/B47a3cyJGkIs3rO6rJcoFhUuCr4v9+jzRcA7l1yLyOTR5JmaL0d74jkEfx77L95bPlj1PnCPzD9rP14cOKDpBpS23WMhfWFLC9fHrU9EArwwLIHeO7I57BoLO3adzdh5NpavOvXU/Hsc/gLCzGfflqLwaINCxZgv+Vmgm43jrfeIvSXo5t2+HDSHtr3trW2IFotqHJz8e2MrmRK6ekoY5k5BALI1dVx9xmoryfUQshta1BoW25LETowlLej8JeVUf7gg9R9821Y5EkS5tNOJenKK9vdptYepORkMh5/DH9xCe5VK1FabWiHDEFMtrc5zFihUqHKyEDVweJdb1ZzxPn9cNf7qat0ozVI6M3qpnYkhVKBpFZGzes0YtwtvycxwxDXCjprgBVNJ4iNgBzEWevFUeLC6/KTmJGA1ih1mbDpaBIzDChEISp7CiC9nwWtoW2V28JNDjzO2BcKf/90G8ddNaTLXiuNXiKrv5X8DdHfWQqFQHJu69rQdUYVY0/qye+fRM4AqnUik87sG5H/lZSZgN6swlkTXa0fM6vnQVHhPNToFkrdHPJoRS29LL34x+h/4Av4UCvVXZ4LtCfVnuqYZhsATr+TKk9Vm4SSSW3ixF4nMi59HLXeWiSFhFVj3Sch81vRb3HX1lWuw+V3dQulfSDodlP78SeUP/RQ0zbHO++SfNtt1Hz0Ucz7GKYdidJsJunaa7CcdSaBujoUWi2i1YqyHXbLAKFgELm8HLmykpDPh2i3IyYmotC0LDjEpCTSn3yC/PMviKjSKIxGMp55JqZoE/7K5WlYsCD285swodWtYnGPy25HabFE2q3/hbp3b5SWA+szG6ipoeSuu3Au+qV5o99PzbtzIRAg+bbb2hX42l4azTu0gwd12WO2lcbwU2uMIE+dUWLgxHRW/RCdLSRKClJ6NJ/c6s0qjrl8EF89v5ZQsPlE32BRM+nMPh3e5hWQAxRvreWr59dEzKH0HJnExNP7HJQ5OTqTiqMuHsi3L62LiCjTGVVMOavvXuer9qRwU/wLKZX5DXHn0zoDtU5k4pl9+PSRFbjqdhMuAhxxfr9Wu96ptCIDJqSR3tvM6h8LcNb4yBxgpc+o5KjgXYNFw6wbR7DgjQ1N82ZqnciYE3t0SHBwN22nWyh187dBVIh7NXfoKvY2g6FoR1esqBBJ1aeSqm9fBWlPWjJtUClUh0T+1P5Erqyk/PHHI7YFqqsJulxoR47EvTyymqfQ60m65lqUf7mzxZr/aStBvx/3qlUUXXtdk7AQJInEa+ZgOf30vYovde/e5HzyMZ41a/Fs3IC6b190w4Yhpsb/DOpGjETKzAwHmu6GoNFgu/yyfRYFYnIyGc89S/5Fswl5mluwlGYzaY8+ut9ty/dErq6OFEm7UfPxJ9guuSSmKUY3sVGKSoZNy6SquJ6CDc1iWVIrOX7OEPQWdcRtM/pZOPvfh7NrTSW1FW4y+1lIyjaSYO34gfkGh48vnl0dVX3ZvrwCe5aRYdOzDjpHM1FSkjXQxll3H87WP8upLXeRNcBKWh9Lu15DS0p890mDRd3qsNpYyHIQT4MPAQFtgoQiTq7W7pjtOk697TAKNzvIW1dJgk1D/7FpGKxqpFa23gFodBKaXBNHXJBA0B9EUiujnouz1kswEEJSKznu6qG4630E/EHUOgmdSRU3B6ybzuXAOGvsppu/GTaNDavGSrUn+uqZWW0+IObJJmZM5KFlDzUF2O7OzF4z/1Y2852Br7CwKQx1d8oefJDUe+/FeMzRON59l2CDE8OUKdguno3UAeJod+TiYgpmX9zUwgcQ8vupeOxx1D16kDBtWov3FwQBVVoaqrQ0jMcc3arHVBgTSHvwAWo++oi6r74m5PWiHz8e6/nnUfn88yT/859NOU3tQVAo0A4eTI/582j49Te8WzajGz4c7ciRSGmtr9J2BqFQCLmiAgJBFFoNSrMZubw8/h1kmUBd/GH5Q4WgzxfO6ioqJhSQUWVmItpsKLTavd85BnqzmukXDaShxktVYQPaBAlrqgGdOfpkU5SUmO06hk2LzpbqaPI3VMVsUQNY+X0+fUYnH5SOZpJKiSVFz+jj991MpvdhySz7cldEha+RkTNy2l11q61ws+qHfLavKEcpKhgwPo3+41Nb9Xon2DT0H5dKvzEp+yTUgLBV+x5zRu56H3nrqlj6xU7qqzyY7FrGzOpJeh9zu9oMvS4/ATmEWqtE2Yq8rm5aplsoddPNfiBJl8QDEx/gqh+uQg4154IoBWXYZEK7f0wmdidJm8S/x/2buxffHbE915jLZYMv2yfXO3/Aj6gQu9zu9UBCEGO3pIQ8Hopvuoncb7/FeOyxhIJBlEbjXlvh9iRQX0/Q40Gh16OMU5Go+/bbCJG0OxVPPY12+PCoCkzQ60UuL8e1ZCn+8jL0o0ejys5u9SxNoKqKvItmYzzySFL/+38Iohiuat1yK8HaWmwXX7xPQgnCLX6qzEysZ525T/vpSOTKSuq+/pqql19BrqzEcMQR2K+7DvaS+d6VbXf7g6DLRcOiRRTf/k9CjQYWkoT9ppswnzSrRUvzltAmqNAmqEjKTOjAo903asvjG3R4GvwxxcHfDYNVzYwrB/Pty+si2hMHTU4ne1D7LiDWVrr56ME/8exm8730i51sW17OjKuHYEpsnSDfV5EUC79XZvWCApbvFhhcW+7m25fWMeG03gyanIZSbJ3YcdX7KNtRy4rv8vE0+MkaYGXI1AwSErUHXaXyQKJbKHXTzX5AISgYbh/OxzM/5r1N77HZsZk+lj6c2e9MMgwZ+32GCkAn6Tg6+2iGJQ3ju7zvKHeVMyVzCn0tfdsV0isHZUqcJXy982tWV6ymj7kPJ/Y6kVRDKmrlwdebv69IaWkIOl1M8wYpOxulTtsuh7BAXR3ezVuoeO45/Pn5qPv2JfHqq1Dn5kacdIeCQTzrN8Tdj6+gIEpEBb1enIsXU3jNtSCHBX4loB4wgMznnm1V2G3Q5QKvl7qvvqLuq6+i1uWKfXO9OxCRa2oove9+6nd7vuaTTyL/4ouxXXoJ6t698W6NzjvTT5hwwLUKtpag30+g2gGEUFqtce3YfQWFFN1wY6Rg9Pspf+ABNP37oT/88K454C4grbeZ1QsKYq5ZU/XdV/8JV/gy+1s56+7DqS1z4/PK2NIMaBNUqHVtP2UNyAHW/FQQIZIaqS5xUripGu1hdlSa/RMX4Krzs/K76Hk6gCXzdpA7LDEiJDkeHqePJZ9vZ8OvJU3baspcbFxcwim3jcSW1vaMxm7CdAulbrrZT2hEDT3MPbhl1C14A17USjWS8sDKdtGr9PRQ9eAK8xX7vK+N1RuZ/c1sPIHw3MiiwkW8vv51nj3yWUanjj5g5se6CtGeRNoDD1C0R1VBUKtJf+jBdlVVgh4PtV98Sdl//tO0zV9URMNPP5HxzNMYpk5tClgVFAq0w4dT/+23Mfel7tkjygJcLi+PEEmNeDdsoPL5F0i+/R97rXwpDAYESYpbyZLS9m3GLiTLIAgIygPnpFMur4gQSZpBg/Bu3oJcXk7liy+R9sD9lN13P74dO5pvM3Qoqf/5zz6bW+wPfEVFON5+h9p58yAUwnTC8VjOPx9VeqTTaNDvp/qdd+JW1Sqfex7NgAEoEw6cqtC+kJSVgMGipsERHRo97tRerTYHONRRigqMNm2rBMLe8Dhldvw/e2cd5ka9/eF34rrJumvd3ShS3K1ogQKFiztcXC/c++Ny0YteXIpTHFocSoEWSt296y7ZeDJJfn9MV9Ik67vdLfM+Tx/YOZOZyWx29/uZc87nxBgqDLBzZTU5IxP3mVBy2rwEY2QS/d4AHoe/Q/fBUe8LE0mtj/HLB9s55pJRnTbWkJH4a61MZGT6IWqlut8JpJ6m2lXNLYtvaRZJTYghkZt/vpkFJy3oMROKgYJCrcZ00IHkf/YpDe++i3fHTvQTJmA9/TRQKHCtWkWgwYYmJxtlUhKqDpQgiTU1VP3735GBUIjye+4l/8NRYVkf8+GHUf3kk1GzWsk33IBqL4c41/I/I0RSE7aPPybxskvRtNMHpEpKwnrWWdS/+WZETDd+XJftsP3V1Xi3bKHhgwWgELCecQa6oUO7NbcnGkGfr9nlT5WY2CFB5lm/Luxr3aiRuJYvByBQU0P57XeQdOWVqJKSEOtqUaWloR0ypNuicV/gKyuj8Ly5iOUti7a619+g8auvyXvn7bA+sZDPhz+KvXwT/pJigh7PfiOUzAk6TrlhAj+9s5WSTVJ/qsGi4cAzhpDWxvwcma4jCAJKdWwTBKVGgdvh67TxhOgPIPqD+NwiXqeIWqeUsl6ddEpUtXFtQLtzk0LBEG6Hj93rYmfiSzbV4XWJslDqIrJQkpGR6XXqPfWUOEqixhp9jVS7qrsllKpcVWyp28KPxT+SpE/i6LyjSTWmYlL373IDhV6PbsgQUm+/naDXi6DR4N22jeJLLwsbvGo+6khS77673SyTv6KCkC9y/gZIvUGB+vowoaTOyCD39dcovfGmZhc6hclEyi23oB8zJuIYYnXsJ7Mhny+miGqNQqcj6bJLCQUDkqjZk1kyHnwQ6f/4B6qEzpuE+KuqKLv1NlxLlzZvsy/6CuMhh5Dxzwd6bBaRr6SE+vnzaVy4CJRKrKefjvW001Cnt11yqNhroR90ulC0Er5idTUV//gHqFQojEbU6enkvPxSj1xzXxIKBrF//U2YSGpCrKzE9uWXJF58cXNWU6HToR8/rlk07o1uxMj9rkfLkmLgmEtG4Xb4CYpBNHoVRqv2L92v2ZvozZJd/G8fbo8aHzQ+pVO9YU6bl+oiO+t/LoUQ5I1JRKlWsuT9rWSPTOCgM4Z0ypDDEKfBEKcJtx/fgzXV0OYcqoAYoGJHIyu/LiQ5J/bDBEGgzcG5Mm0jCyUZGZleJxBqe4ioPxC9DKsjVDgruPzby9lhaxnm99ya57hnxj0cl3ccRk1su9n+gqBSoVSp8JeVUXThPIJ7OZ3Zv/kWTU4uSdddG7PXA2g/u6EIfzopKJXox4wh9603CdTXExJFVPHxqJKTEaKcxzBlcsxDa/bqgWoLVXIyqTffTOK8eQQaG1EajSgTErpcZub6/fcwkdSEc/FiXGvWENeOe19H8JWWsvvsOWECtubpp2n88gtyXn21zf4s3YgRYeWGjsWLSb//H9gXLQrfURQJ2mwk3H7bgOxNCtjtNH75Zcx448JFWE8/vTlTKSiVWE47nbo35hPy7lWOplCQeOUVzXb4sRD9QRRKYUA1q2sN6qhP970uEb9XRBAEDHGaXjEP+KshCAKDJiazbXkl1UXhswsLJiTjdfsxxFk7dCynzct3r22kZFOL7Xzh+lpS8+OYdc4wvn1lIwFfkCPmjQwbItsWRquWY68Yw6ePrwozr9AaVBx9yWgMbbj82Wu9fPbUagjBmFmxBzvnjkmUs0ndQBZKMjIyvY5VayVOE0ejL9LqWK1Qk2Zs3wQgGl7Ry8vrXg4TSU3cv/R+pqROGRBCqQnP5s0RIqmJ+nfeJv6cOSjaKG1Tp6aiMBoIOqMYRGRmoLRGH7aqTkmJOiA2Yr+cHHRjx+JZuzYilnrH7Z0qc1Po9T0yC0q02aibH1nG10T9/PkYp09Haep6djHk99PwwQdhIqkJ367dOH9binX2qTFfr0pOJvPxxym59loIBgna7Xg2byH+/LnUvzE/bF/TkUdgmjmzy9e6LxEUijYtvRU6bYSY12RmkPPaa5TdcktzVlOVkkza/Q+gzcuLeazGWjeF62opXF+LKUHL6IMzMSfqe3xIbG/hsvmor3Sy5fcKFEqBoVPSaKxxs/jtLWgMKsYdls2w6Wl9OoTW1bhnjo9ONWDuY0eIS9Rz5MWjKNtWT+G6WpQqBfnjknA1+kjONmO0duweV+ywhYmkJip3NeKY4CUx00Th+lrcdl+HhZIgCKTkmJlzzzSKN9VRU+wgNT+OjKHWNssBQ6EQm5eVN9vNl2ypZ9RBGWxYUha2n9ag4oDZg/er72dfI985GRmZXifZkMwd0+7gtiW3RcSumXBNl+dG1Xvr+WT7JzHjPxX/xIWWC7t07H2Bryi6IxZI5VrBGGV1TSiTk0n/90OUXnttuEGEWk3Gf/6DOrV9MdQW6qQksp56ktoXX6RhwYeEPB40BQWk3nE7+vHju3XsLhMIRGYjWhF0eyDQdkaz3VPYbDQu+ipm3PbpJ5iPPipm9kOh1WKYOZOChV9i//obfIWFaIcPQz92LNYzzsD+/Q+EvB7Mhx2GOiMTVeLAnFGmNJuJn3tezFK6+PPPj8gaCmo1hgnjyX37LWnocTCEMt6KKiUlZjlafaWLjx9Zgdvekone8HMZh5wzjKFTU9Ho+vfSxmnz8v3rmyje2DJHb8PPZQyZnMrUkwr47cPtLP14B0Ub6zjq4pEY4npXLLkafRRtrGPV14U4G72k51uYenIB1lQDak3/MUXpDvF73ktCmpH6SicBMUj++GRM8doOZSN9HpG1P0UvHwfY/mcVeWMTqS114HF2rkJCoVQQl6Rn1EGZ7e+8h4AYDMuQrfm+mKkn5HPkRSPZtrwSt8NP7uhEhk1Lw5w48GZz9Sf6928TGRmZ/QKVQsUhWYfw+jGv89Sqp9jWsI0sUxZXjb+KsUlj0am69os8EApEGES0psHb0MUrjo1osyFWVkmlXioVxhnTUSUn90jDuW7EiJgxZWJi+45yajWmA2eS/9mn1L/1Ft7tO9CPHYP1zDNRZ3b8j3BbqFNTSbnlFhIvuohQIIBC3zUb855CabEQd9xxVG/ZEjVuPessgqKIuH07Qa8XVXw8yuTkNksYIxAEFNrYi1VBq2vuu4l5nXodyrw8tJddGhHTDRnS8Wvp5xgmTMA4axbOn34K22486EAMU6fGfJ06OblDTo9el58l724NE0lN/PzOFrKHx/d7oVS0oS5MJDWx7c9KckYnNPeslG6pp7HG06tCyeP0s+yT7Wz6raJ52+71tRRurOOUGyaQMcTaa+fua0zxWkzxWtIHWzv92lAwRFAMxowHA0EUe4YZa/oge6NUKUjOMVO0oeVz9McXu9CZ1BSMTyZreDzDZqSjk0vuuk3//m0iIyOz32DSmJiYOpH/Hvpf3KIbrVKLVWft3jHVJsYlj2NN9Zqo8YOzDu7W8fdGrK2l+qmnaHj3vbDtSVdfTfzc8zrkTNcWmrw81Dk5+Isi52okX3M1qg6UxzUbRNx5JyGvF4VOh6Dq2V/1Co2mzRLAvkRQKrGccDz1b7+NWFkZFjNMm4Z+9CiK512Ed+tWABRGA8nXXkfcySehslo7dA5VYiLx55xDxX33RY0nzD2vzZKzJoJOJ2JtLa4VKwh5POgnT0aVnNzh6xgIqJKTyfjnA3i376BhwQJCwSCJF5yPwmLF/ccf2Gtq0I8bJ2XOkjqfSfY4RYo3R4oMkJKoZTtsWFKkXrlAIIizXmq+dzR4Sc2LIy5R12bfR2/jdvhY+2PszPH2FVXkjklk06+SIUbhhlrSCrr3e6UtXDZfmEhqIhQMsfjtLZx8w4S/hG25x+HHXudh5+pqQqEQuaMS8fsCKFUKrCkGjFYtw6anU7Ezeml07ugkSrfWk5xrxmDu/fslCALDp6ez6tui5vK7pvex8ZcyTr5hgiySeghZKMnIyPQpcdo44rQ9Y4Vr0Vq4deqtzF04N8IwYlzyOHLicnrkPE24V6+OEEkgNfUbZx6AasKEbh1fnZpCzssvU37XXbh+/x0AhdFI4pVXYj766HazFq1RqNXQmazJAEadmUnu229R/9ZbNH7+BQhgOfVULLNnU3j2HKmkaw9Bp4vKBx9EmZKM5dhjO3wO0yEHoxs/Hs/q1eHbD52FJj8fkPoGxMpKfEVFiFVVaAoKUKemokpMJGC3Y/vySyrvfwCCLU+mLbNPJeWmmwakeUMsVElJqJKSMEydQtDvx/3nnxTOPT/MkVE/aRKZjz2KOrVzw6tDwRC0YVIW8Eu/BwKBIBU7bHzx1BpEf8v9Ts4xcdwVYzvlTNaThIIh/J7YpaB+bwBVq8Gzvd1bUr6zIWasrty5x+yg7YW/2+7D5wmgUILepEHVz8v1vG4/zgYfhetrCPiDZI9IwF7n5duXNzTPNFqxqJChU1NJzjaz+O0tnHjNOHLHJGJJ0WOrcocdz5ygI32QhaKNtRx72Rj0fSCUAMyJOk66djzfvLSh2TVPrVVy4BlDSM7ePyz1+wNCKBRj0tt+QmNjIxaLBZvNRtwAHNwnIyPTNh7Rw86GnTy64lGWVyzHrDFzzohzOGPoGaQYuteT0xrRZqPksstx77VQbsJ8zNFk/PshFLruP60WbTYCdXVSRiguDlVnS8VaEfR6EWtrQRSlMrkessrujwT9fgJ1dSAIqOLjafzuO8puuDHqvursbPLefqvD98NXUoLrjz8IiQEcixcjqJSYDzucQEMD3uJiUm7+O/5duyi6+G8EamubX6ebMIGsxx8jYLOx6+RToh4745GHsZxwQqffb2sCjY2EPB4EgyHMuCLo9xOorkasq5PcFRMSOmTc0VP4CgvZecKJUQcMx8+dS8rNf0eh6fjC0mX38dkTq6gtdUaNn33PVBIzTDTWunnnH7+HOYk1MfyAdA45e+g+WdAHxADLPtnJ6u+iZ5WmnVTArjXVVBVK/Sfn3DeN+LTeM6TZ+kcF376yMWb8vAemY0mO7mbp9wWoKbaz5L1tVBfZUagEhk1LY8rx+Z2eS9RXeJx+1i0u5Y/PdoZtzxubRP7YJH58c3PY9sPmDuf3z3eRmm/m8PNH4nWLbPm9gk2/lhMKhRg6NZWhUyQzIp1J3efZt1AohLPBi9vuJxgMYTCrMVg0KFX9W6zuazqjDeSMkoyMzIClxlWDzWdDo9TwwMwHUCvUBENBEvWJqBQ9++st5PMh1kUv+QEQq2sI+X3QA0JJZbF0u4wPpLlKNc+/gO2jjwh5vWjy8ki5/TYMEyeG9VQFGhsJut0IKvWANRIAKYumaJWh8KyJdOdrwl9c3K45RmucS5dScfc9qDIyMEyeDMEAlf/5D4HaWgSdjoS550WIJADPqlVUPfIohpkHxDx27QsvYJwxo0tZpUBjI94tW6h+5lnJJGLwYJKvvgrNoEEQDGL/9lsq/+9Bgk5JWKjS08l8/DH0o0f3eEnm3vgqK3H8vCSqSAJo+OADEudd2KkyToNZwyHnDOOTR1c1P/1vYviMFpe46iJ7VJEEkjiYcnwecYntl0v2NEqVktGHZLHpt3K8rvC5Y+YEHYmZRn7fs4g/+Owhve56l5pvQVAIUWcJZQ2Pb9O9ra7UwcePrGz2jQmKITb9Wk75dhsnXz9+n2Xt2sJW7Y4QSQC719aQMcRKYqYxTIRv/aOSQROSWfdTCe7ZPizJBiYencvIA9IJAXqTurk3aV8gCAKmeF2/vNf7C7JQkpGRGXCIAZGNdRu565e72NW4C4BMUyb3H3A/Y5PH9rhIAsnRyzh9Og1R+ocATAcf3K+GY/qrqym59rowK2/f7t2UXHY5Wf97DvOsWQRdLrzbd1D1xON41m9AnZpK4uWXSwYVXRj82t/QtmGSoEpJRlB1LEsXcDrxl5QCIJaV0fjZZ2FxQa3GX1oWIZKaaFy0CMtps2MeX6ypJdSBYb17E/R6aVy0iIp772s5Vnk5ziVLyHzmGZRGA+V33hV+rvJyii6cR8Fnn6LJ6dnS1Nb4q6qo+vdDqNNjD5IOeTxdet/JOWbOuGMKf3yxk4odNvRmDROPziV7RELzwt7Z0IYTohgiIO67Ypq4JB2n3zaZPxfuZseKKgSlwPBpaYw6OJP1S0qZcFQOw6anYYrX9boxgCFOw6xzh/Hj/PBMis6k5uCzh8acv+Nx+vllwXai1SQ1VLqoKXF0a/HutvsIiEGUagV6U89kaYKBIOvacK7bvLScIVNSqS1tEVIelx+VRkkoRPNnRqEQ9mmfm0zfIgslGRmZAUeps5R5X83DF2zJCJQ6Srn020v54MQPGBLf8y5iCp2OhHkXYvvsM0KecKc9hcVC3PHHtT/wtQ/xl5REnXcEUPngv9GNHYt3/QaKL7us2Urc29hI2U03kXDB+SRddTXKuIFd526YNg3BYCDkipwrlXj55ahSOlZ2J9bUoB0yOGZcN3o0YnV17AMEAijUsRd7hokTUXRizpPY0EDI4yHo82H7cmHUfbxbt+D8+eeosZDHQ+PChSRdfnmHz9lZ/EXFuJYuJfXOO2Luo87NReiACcbeqNRKkrJMHHHhyD29MUJEA31KXuxyGlO8FrV232YBrCkGDjlnGNNPLgBAZ9agUik45OxhvXZe0ReQrKsFqZdIqVKg1ioZPDGF1Lw4NvxShr3WQ+6oBHJGJ8bMuDkaPIjeAElZJurKnPjckWK3cF0teWM674bpcfgp39HAH5/vwlbtJj7dwPSTB5GSa+720NRAINTcyxP13E4/Gm347/DMofFUF9vRm9VodNF/vzttXmxVbkq31qOP05A9LB6DVbvfWKv/1ZGFkoyMzIBCDIi8v+X9MJHURCAU4JV1r3DPAfegV/V8WY0mO5u8d96m4oF/4l65EgQB0xGHk3LDDT1mv91TuFasjBnzFxYSamyk/L77iPZIuO6N+VjnzOl3QkmsqSFgt0uDTa3WdssT1Wmp5L72KsVXXtUyLFahIP7cc4k7+uiYc3r2xrV8OQQCaEeMwLtpU0Q88aKLULZRsqgwm1EmJaJMSJB6qFqjUpF0zdUxZzC1Juh04tm6lar/PIx77VpUyclYzzgD6+xTpcxRq3lRqsQkvDsiS4yacK9dR1AUUfRS+Z1n82YCDQ2EPF60Q4fg3botYp/UW2/tkCV4LDQ6VUwr8LhEPan5cVTuinQpmzF7MCbrvi9VUmuUfbKYDoVCNFa7+fOrQnaurEKhVDBiZjpjZmVhTpCyVomZJg46cwihQAiFKrqIdNokB8GVXxdir/WQmGniiAtHsPWPSravqArbt6NDXFsj+gJs+KWUZZ+0fG6rdtv57L+rOXTucIZNT0PZjTI3tUZJ/rikqNbsABmDrdSUOJq/1hpVZI9MYM0PxRw2d3jUMkhHvYdF/1vX3FMGICgEjr5kFDmjEmWxtB8gCyUZGZkBhUt0xbQDB1hXuw6X39UrQklQqdCNGEHWs88QtNsJulyI1TWSYUJNTbcWfT2Nuo1siaDREHS7EcvKou8QCuHdtBltXl7vXFwnCbg9eNatpeLe+/Dtkkot9VOmkH7fvWgHDYr5OkGlQjd6NPkLPkCsribodKHOSEeZkBBmeNAuwRBV/3mYjEcexv7tdzQuXCgN2x00iKRLL0WTl4vCYIjqigdS9kqTlUXuW29S+a//w/nrrxAKoR02jLT77kXTxn32V1cjlpUh1tdDKETJlVc1i1uxooKap57CfMQRJF12GTXPPtv8OrGqEk1ODp7166MeVztiRK+JJAB1dhYAlQ8/TObDD2P79FMav/0W/H7UmRmk3HwLhimTe+38hjgNx1w6muVf7GLz7xUExRCmeC0zZg8mZ1TPlJW6HT5cjdI/vVkjNdL38nDYrtBY4+GDh/7E62zK/ARY9U0RO1dVc/INE5qNFwRBQFBFf3jg94ps/q2cZZ+2iBhHvZfCDbUcNncEtmp32ADUQRM7/7vQ1ejjjy92RY39umA72SPiMSd07fe6x+nHbfeROTQeg0WDyxb+oE2pVjBmViZfPLUGQSGQNyaR0QdnsuKr3Rw5bxQ5oxIQ9hpMK/oDrPq2KEwkgeRs+PWLGzj3vmnNVvUyAxdZKMnIyAwotEotWaasmGIpw5SBVtl7i5Wgy0XAZqPy/gekBe8eNPn5ZP/vOTS5ub127s6gnzABQa2O2khvOeUUBE3b90gw9H2jeyx8u3ZSdNHF6MeNw5SXi3fHTtzLl1N47nnkfbgATRvZPEGhQJ2WhjotrcvnN0yeRNDppOTa64g78kjS//UvBJUSf3k59h9/xHjwQaji48l64nGq/vMwjV9/LZXbmc0kXn451lNPQVCp0Obnk/nYo1KmJRhEGRfXZi+Yr6SE4ssux7djB2n33EPtq69GzQDav/sOy+mnSXbwe77fjiVLSLrmakouiyyvE9RqrCed2OX70RF0Q4agsFgI2myUXHstcccfT+YjDwOgMJowTJvaZSfHjmKK13HQWUOZdFweQTGESqvosUySo97Dt69spGxbQ/O2pCwTx14+hrikzv3sBANBnDYfDZUu3A4fiRkmjBYtOlP370/AH2Dtj8WtRFILtmo3JVvqGTEjdh9ZE84GL398HkXEhOD3z3Yw7aRB/PDGJhDg8PNHdCmj5Gjwhs0Eao3PLeK2+7sklBz1Hn56ewuF62oxJ+o4/PwRrF9Syu61tYSCIdIHW5l4dA4Vuxo54qJRxKcbUakVBAJBjrp4dMz34rZLM4uiEQqGKN5UJwul/QBZKMnIyAwotCot5486ny93fRk1fumYSzFpOpEt6ARBvx/3lq3Uv/56mEgC8O3aRdGll5E7/40+tV+OhSo1laxnnqb4qqubF88A2pEjSbryCgStDt2YMXjWrYt4raDRtJmp6UsCDgeOn34i+5lncP7xB4HaGhIuOB9VQgKV/34Ix08/kXDuud0+T9Dlwl9RQePCRfhLSzAdMgv9+HGo09JQJSWRcPHF1L38Mo0LF9K4UOoLEnQ6yWI8Ph4AdVoaaQ/cT/IN1xP0eFAajahSUsLc5ZRxcSg7MKoi0NBA2a234duxQ3pdYgL+4tiDSr1bt6LJzMS3ezeCWk3KTTehHTqU1Ntvp+qxxwh5JXMDZUICmY8/hqoNk4WeQJWWRs6rr1D8t0sI1NVh++gjbB99hPGQQ0h/4P5eF0nN16FR9ri7ndfl56e3toSJJICaEgeLnl/HideM77BNdCAQpGp3I188vTas1ydvXBKzzhnWbdc7j0tk15qamPGtf1QweGIKam3bJWK2aneEy2ATzgYf5kQtB509lJwRCRgsmoiSSK/Lj8cpWVhr9aqomTdljJK/JrriLud1i/zywTYK10lGK/ZaD1+9sJ6hU1M57ooxWJL1BAMhqosaScoyEZ9m7LC1eSgYiumsCOC0ddxVU6b/IgslGRmZAUeOOYf7D7ifB5Y9gD8oiQCVoOL6SdczNH5or51XrK4mWF+H/dtvo8b9hYWIlZX9QigpNBoM06czaOGXuFasQKyqwjBpEuqcnOYSwfT/+xeF580laLO1vFAQyPjPQ/1m3lLQ6USVmETxFVc0D2q1ffIpqvR00v/1Txo+/BDrmWd2aeEdcDgIOhyEAO/27ZRccmlzxsb28SeoMjLIff11NNlZJP7tYowHzKD2hRcRa2owTJtK4vnno87KCjum0mjsUL9Re4h1dbhXrGj+WlAoQRCiZpRA6knSjhiB6fDDsZ5+OurMDBQaDdazzsR0+OGI1dUIapU0DDY5udvGI0G/n5DHg0KnQ4hy7wWFAt2IEeR/uAB/WRmBunrUebnS+fcIy/5IMBgiGAiiVCli9rC57X4K10d3OKwpduC2+zoslJz1Xj777+qIBffuNTWsSzcy5cT8bvXlCAqhzT4ZjVaJoGy/V689kaLWqhg7KytqrKHSyeJ3tlKyWRr8bE2VjCxS8+LCBJrRokFnVEuGE3sRl6RHb+78z7jb7mPnqnCjFb83wIYlZWxYUsZZd08lKdNEYmbnH66ptEoSM03UljqixrOG99/PuUzHkYWSjIzMgMOkMXFc/nFMSZtCYWMhgVCAfEs+ifpEDKreK3Xwl5UR8vnCmub3RqysgjG9dgmdQqHRoMnORpOdHTWuHTyY/A8/xPHTjziXLkOTl4v11FNRZ2ai0PaPXoug20PFP//ZLJKaEMvLqZ//JnEnntDpeUBBnw/frl1UPf4Ert9/R2mxYD31VDIffZSy226TvsdIVuBVD/+H9AcfRBUfj2nmTPRjxxLy+VCYzZ0alNpZgm532NeuVSsxzpiB87ffIvYV1GoMU6dgPvYYFFptmAhS6HRosjLRZPWM2UjQ7cZXXEzd/Dfxbd+ObvQo4s+egzo7K+J+CIKAOj29TYvw/oLfF8Be42bDL+XYqlykD7EweGIq5kQdir16U3yeti3Noy30Y1Gx0xYzK7H2pxJGHZzZreGtBrOGMYdmsfjtLVHjYw7NRtVOJgckS3OVRhH1Wi0penTG6D+D9lo3Hz2yEre95Z40VLr47IlVnH7bZFJyW7KrBouWoy8dzedPrQ4rwVNrlRz1t5Fdyq75PYFYzxYApF6lLv5oGMwaDjpzCJ88vioilpRtwpoql93tD8hCSUZGZkCiVWnJMmeRZY7+FLNXCARAoUTQaJoX03ujzuz48Mx9jSAIaLIySTjvPOLPPrtLA0gDewaZ9kQWJRqejRvCSgdb41iyhOSb/95h97omvFu3snvOOc3HFd1uap57DsO0qaTcdBOVDz7YvK/9u+9JuaW++f21HtTbmyjj4kClgj1zhhoWfEjmY4/i3b4dsaqVw5hCQcajj6BKTkah610nt5Dfj/PXXym55trmzJZ71Srq33mXnJdfwjB1aqe/F/2BgD9A0fpavnpxPexZVBeur2XFokJOvWkiydnh33ONXtVWcg+9ueMCurHGHTPm9wQIBmKXdnWU/LFJbFteGVEqOHxGGgkZHfu5NcVrOez8EXzz8obmewSgUis49LzhMft4ijfVh4mkJkIhWPbJTo6+ZDRag/R7R6EQSB8Ux5x7prFteSU1JQ7SCiwUjE/GnKDF5xbx7ilP1BnUqGPYdbdGo1fGHKgLUharOyTnmjn5hgkseW8rdWVOlGoFIw5IZ9IxuV0Tdl4RV6Mfn0dErVViiIssY5TpW+S7LyMjI9NB1BmZNHz8CZZTT6Hhvfcj4rrRo1H1g7K7rtBZkeSvqsK1YgUN774HoSDWM8/CMGUy6tTUHr2uYGOkvXNLMNjphbnY0EDlv/4vqvhy/f4H8XPmoDCZCDoczeegC0NRu4sqKYn4OWdTP/9N6TIaG6m4915S77oLsbYWz9o1qLNziDv2GFRpab0ukkAqPS277fZIhSCKlN1yK3nvv9fj3/++wGnz8d2rG8MEAEhC5fvXNnLS9RPC5jQZ4jQMnZbGlmUVEcfKGh4fMdOpLVLzY1vcmxN1qNTdt5c2WrUc9bdR1JU52by0HKVawciZGViS9R0WdUqVkrwxiZx5xxTW/1yKrcpNSq6Z4TPS0RpU1JU5KdvWgNagImOIFUOcFqVaiFmiCFC5y4bfKzYLpabzWFMMTDk+n2AwhEIhEAqFaKhys/Tj7exeUwOCQMGEZKafXIC1HbMEvVnD0KmpYd8rS7KecUdkE5eoR/QFaKx1Y7Ro2+2RioZGpyJrWDwnXz8Bv1ea6aU3a1CpO38sp83Lnwt3s/GXMoKBEIIABROSOfCMId0a3ttZ/J4AbocP0R9Eo1NitGgjHP/+SshCSUZGRqaDKJOS0I8aicJshkCQhk8/bV5wG2fOJO2B+1ElJu7jq+x9/FVVlFx7XZgVtuuP5ehGjybrmad7dLGsHz8+ZkyTl9chY4TWBB1O3KsiS2WacK1chXboUGlOFqAZPFj6fvcxCr2epMsuQ6E3UDd/PiG3G7G6BufSpSRdfRUJc87u0+sJBYMEHA6sZ52F44cfmm3amxArKwnU1w9IoWSrdiP6o2duakudeBz+MPGj0amYcYpkdrL1j0opWyFImZuDzx7aKbe6+HQjlmQ9turIzNKMUwd12j2uKSPRWONGoRQwJ+owWjQYLVqMFi1Zw+O7nPVTa1UkZ5s5+OyhBPxBVBolbruPH97YTNGGFkEkKASOuHAE+eOTiUuKvcA3WLRt9j41lTw21nj48KE/8br2PLAIhdixoorSLfWccdvkNl0Gm75XwUCI7X9WkpRtZsrxefy6YHvzPVdrlcyYPYghk1PRGbtmMtLRnrRY+L0if3y+K8xFLxSCHSur8blEjvrb6B5xQWwPe52HpR/vYPuKKkLBEHqzmuknDyJ/fBJ6U++VGvdnZKEkIyPTr/GKXlyiC51K1yuzkTqDUq/DctJJeDZvRszJJuuZpwFQp6ahSkr8S4gkANfvv0edF+RZvx7nkl+wnn5aj51LlZqK6YgjcHz3XXhAEEi9667Om04ohJi26SAJlOaySkEg7e679tn3VZWURNLVV2E960xCLheCXo8qKRmFrm/7x/xlZTQuXITtyy9R6LTEnzMHhdFIxX3/CC9BjVHe1N+JJZKaiFa2ZbRqOfjsoUw5Pg+fO4Bap0Rv1qDVd25ZZbJqOem68fz8zlYKN9ZCCHQmNTNOHUT2iM7Ne/I4/Wz8tYzfP91JMCBds1qr5PALRzQPP21PJIliEI/DjyBIPTjRMglKpQKlUkEwGGLz0vIwkQTS/fr21Y2cc+80hh+QzurviyOydQATj85pV2AEAkE2LCltEUmt36/Dz9bllUw4KkeaZ2XzoVCARq8GAZR7sjtGq5ZDzhnG1BPzCQZCLPj3n/i9LX2mfm+An9/ZijlBR96YpDavp7dwNfrZ/Ft51Fjx5npcdl+vCyWnzcvC59ZSU9xiTuG2+/nxzc0IiuEMn5E+IEtru4sslGRkZPolHtFDsb2Y1za8xua6zeTG5XLpmEux6qzUuGsosZeQbkwn3ZROiqHvyt2UFgvGadPQjRhB0OtFYTB0uD8n6HYTqK8nFAigMBrbnKHTXwk0NlL/9jsx4/XvvovpiMNRWa09cj5VfDzp996DbeJE6l59FbGmBv34caTcfDO6YcM6f7yEBMwnnEDjxx9HjRumTKb21VfRT55M6s1/RzO091wUO4JCo2lzTlRv4ystpfC8uYjlLYs496rVGKZNI/W226i4/34AlPHxKOOt++gqu0dCmiFmz5HRqkVriL5A1ehUPdI/Epek58iLR+F2+AiIQbQ6FQarNsJEoj2qChtZ+tGOsG1+b4CvX1jPWXdPJTEjtrNbKBSiscbD6u+K2Lm6GpVawehDMhkyJTXm7ClXo5c138ewrA/B9pXVjDs8iyMuGMEPb2wOsxcfPiON3NHtixKfS2yzfG/XmmpyRibw2ZOryRmZSP7YJFZ+s5maYgdqnZIxh2Qy5tBsTFYtWr2KdYtLwkRSa5Z9spPUvLhO9Zj1FD63GNN+HSQRk5DeO32gTdhrPWEiqTXLPtlJ9oiEPi0B7C/IQklGRqbfEQwFWVG5giu/v5JgSHraW+Gs4LQhp3HHL3ewrWFb875Z5iyeP+J5cuJy+vQalXFxdKZ7wFdaSvV/n5Rm8Igi2uHDSbv7LrQjR6HUD6A/PqFQ7C52kHp62op3AVVyMgkXXkDcCcdLfUk6XZeFmEKnI/nqq3AvX46/pCQslnrHHWgGDWLwN19L2RtL7P6RvwJBv5/6t94OE0lNuH7/HcspJ6NKSUasriH9gQcGbH+ePk7DpGPy+HPR7vCAALPOHYbR2jsL51AwhNPmxe3wo1AI6EzqdntuYuFx+vlz4e7o5wnBhp9LmXnGkJhW4401bj548M+wzM1vH+5g+59VHHfF2KglgKEguB2xHf4ctW40WhUFE1JIG2SlqrARn0ckNS8OQanAUe8hKAbbFIWCUmgzS6c1qNn0Wzl6k4a8MYmS2cQe/J4AK78uony7jWMuG40hTkvFDlvMY9VXOAmI3TfP6ArtzbHS90HZXXWRPWbM1eiLKTD3d2ShJCMj0++odlVz5y93NoskgHNHnMsLa18IE0kAJfYSrvnhGl4+6mWSDPumbKI9/BUVFF04L2xgqHfzZgrnnk/eu++iH9tP/MQ7gNJiwXLabNxRSu8ALLNPRdlD2aTWCApFj82n0mRmkvvmfFyrV2P/+hvUqalYZp+KOj29Q652YnW1VLqnUkkziXqwHEWsq0OsqUGsrESZmIgqObl57lVfE6iro/Hzz2PGHT/9RMJFF2GYMhVtfl63ZzPtKzQ6FWMPzyIlz8zyL3fjqPeQlG1m2kkFxKcZeqXcyOcRKdlcz09vbW52hYtL0nHEvJGk5MZ12lggIAZprPHEjNdXuAiKIaJ9i0RfgFXfFEUtb6sqtFNVZCc/ilBSa5WkFVhiio/cMYnN+1mS9ejMako31/HJ46vwOve415nUHDFvJJlDrVGNK3QGNeOPzKF8R+RgbICRMzNY8v5WJhyVEyl091C+w0ZjjQdDnJbkHDNb/6iMup8lRd+lobY9gd6sJmd0IkVRsmcJGcZOGYR0FVN87JJepUrRJbOL/YG/5ruWkZHp19R766n1hP/BGJk4kpVVK6Puv9O2kzpPXV9cWpfwbNgQJpKaCQapfPg/iLbYTzn7I6aDDkYzeHDEdk1+HuYjjhgQdezqtDQsxxxD5mOPknrbreiGDm1XJAUaGrB9uZDd55zL9sMOZ/cZZ9Lw/geItbFLgzqDv7yckuuuY9dJJ1N8yaXsnn0aRRdciK+wqEeO32kEAdr6VioUWM88UzI4MQzsmTF6k4b8ccmceO04zrxjCkdfMprUvLhes2ZuqHCx6Pl1YdbZjTUePn18Nfa62IInFmqtkqSs2KV1qQUWlDGc2DwukR17DWVtzebfygkGIzMtOqOamacNjvoZiUvShc1IAqgvc7Lof+ubRRJIfUZfPrM2TOSFQlKmzV7nwdXoJa3AwtBpkSYhow7KICAGcdl8mOJ11Je7Yr6HJmv0/HFJMe/D1BPyu23K0BZelx97nQd7nQfRF56d0RrUzDpnGGkF4fcsPt3AcZePwdAFq/HOkphljmm5Pmx6Wq/em/6MnFGSkZEZEPgC0ecWNWH3xS4b2NfYf/gxZsy9YiUhlxsGUJmXOi2VnJdepPGbb7AtWAAhsMyeTdwxR6NOS9vXl9cpOirqgj4fDR9/TNVD/2neJlZWUnHvvfgKC0m66spuzZIK2O1UPPAA7uV/hm337dxJ8ZVXkvvaq503rugmyvh44k46mbqXXooat55xBsoBJpCaSqtiPR3vC2cvn1tk+Re7ohocBMQgm38rZ+pJBZ3qUdLoVEw5IZ/CDbURx1WpFQyfnha7vI3Y9wNArVEQSzEnZpo45YYJ/PyuNEdIUAgMmpjMjFMGhfWz+Dwiy7/cFfUYoWCI9YtLmXnGYLwukV2rq1n+5W6cDV6sqQZmzB7EjFMGMe7wHHaurEJQSPbgJquWNT/seQAVAoVKaB5Uq1IrUGoUUpZsj0EGgClBx0nXjeerViJVoRSYfFwemcPiY96D7hAQg9SXO/llwTZKtzSgVCkYNj2VycfmYU5sMSgyJ+g47oqxuGw+HA1SBsywx7GwLzDFaznp2vF8/uRqfJ4WIZc+2MKU4/NQaQZmxri7yEJJRkam3xGvjSdJn0SNu6Z5m1qpRiWoEEPRZ9ok6PuvMYI6PT1mTGm1wj4q9+gO6rQ0EubOxXLCCRAKoYyPR1AMvPfRUcTqaqqffCpqrO7114mfc3a3hJJYW4fjx5+ixnw7diDW1PS5UFKo1cTPOZvGhQsRy8rCYsaDDkI7ZAihQKBfldz5PQFcdi8+TwCNToXBrEGtU+K0eakuskv2ywKMOjCTpGxTny1Cw67RF6CmNHrTPEDFrkZEX6DT2az4NCn78NNbW3A1Sg+WLCl6jpg3EnNi7D5IvVnNqAMz+OOL6EJm1MGZMUWWWqskc6g0R8jnEVEoJKe5vXtu/N4A9RWxMz41JQ68LpEVC3ez9seW3sGGSheLnlvHrHOHMfyAdFJyBoW9bviMdFZ/W0zh+hoGTUihodLFhKNyICSJM1O8jpLNdWQOlUSQUqkgvcDCmXdMwdXoI+CXeqQMcRrUvSQEGqpcLHhoRbNID4hBNv5STsnmBk69aUKYoNSbNejNGhLbyA72FgqFQEpeHGffPY26Cicum4/ETCOmBF2flP71V2ShJCMj0+9IMaTwr5n/4srvryQQkp5sLS5ezAmDTuCT7Z9E7H9k7pEk6vqvNXfcscdQ88wzUU0OEi64YMDaiguCMCCd+7pCoKGBkDty1o0UDOCvrESTnd3l44dczjZNMMTavi8t9ZeV0bhoEen/uA/36jU4Fv+EoNWRMPc8tIMHU/XoY4RcLiynnYZuxPAO9ZAF/X4CNTWE/H4Ena7H+s4AnA1eln68g63LpdlGCoXA0GmpTDk+nx/f3EzJ5vrmfXetriF7ZDyHXzCyz8WSSq3AnKTHUe+NGk9IM8QsD2sLjU5F3tgkzsgx43GKCAqpPK6996dQKhgxM53tq6qoK3WGxYbPSMOa2n7W0BCnabM0S61VkpBmxF4bvawwOcdEwB9g7U8lUeO/fbSDnFGJmBPCBZ85QcdJ14/n+9c3cvj5I/E4/fwwf1NYed/w6Wlh91NQCJjidX3i4ObziPz+2c6oJhGNNW7Kd9gYMrn/mPkoFNLsrbaE9V8NWSjJyMj0OwRBYFLqJBactIA3NrzBprpNuP1urhx/JXGaON7b8h7egBeVQsXJg06Wtms7N3g0GmJ9PYHaWoIuF0qrFWViYreyBE2o09JIf/D/KL/jTskVbg/GGTOwzj61Xz2Rl4mOoGn7iapC370ZXwqTGVQqEKNnTFWpfeso5y8vp/CCC5t76/QTJ2KcMQPDATNxLP6J0utvaN7X/s036CZMIOuJJ1C3cZ3+qirq58+n/u23CTpdqDMzSf77TZgOOABlq9LTgN1O0OEAhQJVYiKCqv2litflZ8l7W8N6baQ5PxWIviCJmaYwoQRQvLGe8u02Bk/q23urNaiZenwenz6xOiImCDDqkMyY7nTtIQhNIqBzrzPF6zjx6nFU7Gxk87Jy1FolYw7JIj7N0Gm7bJ9HxG33ExCDqLVKjFYtGp2KySfkSaWBe6FQCIw6KFPKOMV4VuBzi3ic/gihpFQpyBhs5dSbJuFzi3z+5OqIuVibl1WQmGVi3GHZYXOhnA1evB4RpVJAZ+r8DKyO4HOLlO71uWvN9hVVDJqY0mkreJm+QxZKMjIy/RKtSstg62DunHYnbtGNTqVDp9Jx7YRrOWf4ObhEF3qVnkR9Yo8MovUVF1N640141u1xV1IosJx6KinXX9ftkieF0UjcUUehnzAB17JlBGw2jNOno87MHLDZpL8aqsQkTEcegfPX3wi5wkuIVMnJqJI65rgYFEUUURb+quQkrKefTsO770bEDNOmdfj4eyPW1yPW1BCorUOZkCANRu5AFtDx0+IwAxL3ypX4iorQDBpM/WuvR+zvWbUK+/ffET9nTtS+L7G+nvK778G5eHHzNn9pKWU33Ej6g/+H5eSTCYkivp07qXr0MZy//YbCZCJ+ztnEnz0HdVpkM39r3HZ/TEOC7SurOP6KsVFn/qz7qYTskQm9skhui6RsMweeOYTfPtre3Fej1io54sIRWJLa/n3mbPDitkszl/RmKZPTE/0jpngdgyfpyBuXhEKgSw5w9joPv324nR2rqgkFQ+iMaqadlM/gSanEpxk58qKRLH5nKz639EBAb1ZzxLxRxCXporrutaatPiqTVcvGDbUxhwev/LqQwZNTMVm1knjZVs+S97ZJGS4B8kYlcuBZQ7Ek9+xQc0EhoDWow3p+WmOI08giqZ8jCyUZGZl+jValRavShn2dae7ZAZz+6mqKL7sc386dLRuDQWwffojCZCLlhutR6LpXiqAwGNDm5qLNze3m1cr0BUGfj5DXC0olgbo63GvWYpg4EcuJJyFWlFP12OOEPB4Eg4GsZ55uc4ZQKBDAX1aG/etvcK1YgXbIECynnIw6MxOFVvpsK/R6kq+6EhQCDR8sAL8fBAHTEUeQducdqOI732juLy+n9O83416xonmbbswYMp94vM0htgG7Hdtnn0ZsNx18EPZvvon5uvq33ibu6KOjin+xujpMJLWm6pFHMc6YQaChgd1nnClZrwNBm43a/z2Pc8kvZD33bFiZntvuw2XzYa/3YIjTtD3/JgRijHjAHyTUxqDP3kJnVDPywAzyxyZhr/UgKAXM8VoMFm1MQRAKhqgpcbDo+XXNJWxKlYJJx+Uy+qDMLg1KbXKzU7TqL1R10Qba1ehl4XNrw4aWepx+Fr+zFUGpYOQB6QyalEL6YAvuRj+CQurJMVq0UjlcghadUY3HGTmbKSnb1O4sobZc79x2P8GA9F6rihpZ+Gwru/EQ7F5fS23ZKmbfPLFHS/IMZg1jD8vi1wXbo8ZHHpjRY+eS6R1koSQjI/OXRywvDxdJrWh4910S5p6HJiurj69KZl8QdDrxFRVRN38+CpMZw4TxlN1ya/PiHUA/aRI5r72Kb+cuDFOnoE5Pb9M9z7NnZlZTJsrx44/Uvvwy2c8+i/GAGQhqaQGoSk4m9eabSZw3j6DDgWAwoEpI6NBsp70RbTbK7rwrTCQBeNato/Smm8h+9tnYmSWFAkET2dciqNWEPLGtq0MeN6EoNtIA3s1bYr4uUFtLyOul8uFHwu5z8zVv2IB9/WYaEgWSs8wgwLevbKR8e0PzPidcMy7m8SH24n/otFS0hn2zFFJrlKiT9MS1k0Fqwl7n4ZPHVoZlJwJikD8+20Vcop5h0zruOOlq9FFf4WT9z6UExRAjZqaTnG2OOli2ozTWesJEUmt+/3QHuaMSMMXr0BrUBMUQtho3fm+QUIhmd7fjrhjDp/9dTaBVZkhnUnPkRaPaFYJpg+Lgu+gxS4oelUqBy+6LKVrsdR6qCu09KpQEhcCQyansXldD6ZaGsNj0UwqIk3uB+j37VCj9/PPPPPzww6xYsYLy8nI+/vhjTjnllOb4Rx99xP/+9z9WrFhBXV0dq1atYvz48fvsemVkZPZPfMXRG4gBQl4vwVhN/DL7FUGfD/tPP1F2098ByH7+eYqvuiqib8i9YgX2b78l+frrUajbfsot1tRQ9vebI8r1CAQovekmCj77FHVGy1NlhV7fLVOI5sPX1eH67beoMc/qNQTq6mIKJaXRSML5c3H9/nvYdveqVVhOPRVnjOOajz465rBhZVvlfoJAKASupUtj7uL64Xs2pllIyjJRV+YME0kANcV2UvLMVO2OHBOQNsiCrToy2xCXpCN/XM8ODO5NSrc2xCzh+v2znWQNj++QMYXL5uPn97awY2VLqeLO1dWkD7Jw1CWjMXVRLMUSSSBldPzeAG67jzU/FLPy66LmTJ5Gp+SoS0aTnG0iJT+OOfdMo3hTLbWlTtIHWUgfZO2QuUBKbhyGOE2z419rZpwyCINFi70utpgDKNlcR8H4nnWXNFq1HHXxaGzVbnatqUajU1EwIRmjVYNW3/bvD5l9zz71cnU6nYwbN45nnnkmZvzAAw/koYce6uMrk5GR+SuhbqMMSdBout2oLzMwEKurKb/zLgC0Q4fg2bwpprlCw7vvEqipiRoLO2ZNDb5d0W2Xgw4H/vLyrl9wGwQdsReDIJXXtYV+3DhMh84K2+bdug3tkCFo8vMj9lfGxxN/zjkxhaO2IB9FDGMU46xZCGpVm0NrBbMF0RcgNT+OXesi7/uqb4uYemIBiZnhtspJ2SYOv2AEyTlxjD00C1O8FnOCjnGHZ3PoecPpj472oj+IzysS2ssFsaqoMeZr7LUegoGOlRBWF9vDRFIT5TtsFK7v+vBkU3xsgaVQCai1Skq21LNiUWFYuaPPE2DhM2txNfoo2lCLUiUw+uAsDpkzjKFT0yJEkr3eQ+H6GlYs2s3O1dXYa92EQiHMCTpOuWkiqfktxj5ag4pDzh3WPCNJUAjNM5Wi0dHsXmcxxGlIH2ThgNmDmXxcHgnpRlkkDRD2aUbp2GOP5dhjj40Znzt3LgC7d+/uoyuSkZH5K6LOSEedm4u/sDAiZj3jdFRJfTu/picIBYOINTUQDKEwm3rEvW+g4a+ulnp91GrUHTDk8JeWNpeWKUxmxJrYi8ag00UohohqwrtrF/6yKEJIELDMno35iMMJBQJ4Nm9GmZjYoWvsKMq4OMlCLYbluLKdAceqpCTSH3gAz9atNLz/AQRErGecgW74cHJeeZn6BQuwffABIb+I+dhjSJw3r83yVFVKCtkvPE/RxX8LK99T5+aSduedqFJSsJ59FnUvvRz19ZpDjqR8fg2jD8mK6ozmdYp898pGTrp+PCAZHpjipfk4Zdsb+ObFDeSMSmT8kdKMnaINtaz5oZhDzxvOyJn9o0/E7fDRUOFi7Q8luJ1+CsYnkTc2ibg9Q0lTcmKXYJoTdSiU7WfG/L4Aa3+KNLVoYt2PJRSMS+pSv1NipgmNXtVs1NCa4dPSEAT4c+HuqK8NBkNsWVZBxlArf3yxi6kn5EctgauvdPHJYytx2VqyRlqjilNumEhSlon4VAPHXzUWj0Ny3dMa1BgtmmZjCkOchvFHZLPsk8hSa0EhkDe2a6Yp/QJHFTSWQvUWiMuEhAKw9Gw/718RuUdJRkbmL486JYWcF1+g5Nrr8G7eLG0UBOJOOJ7Eyy9Hoev7oZTdwV9VReOXX1I3/02CdjvGA2eSfNXVaPJyO2S1PNAR6+pwLllC9ZNP4i8tQ52VRfJ112I88MC2TRECLWVNvt27sZ55ZsxdNYMGEbDb8e7ejdJiiTiuv7ycogsuJOXvN6GMjydQ32IRnHbvPXg2baLkmmubM1aavDwyn3oS3ZAhXXzX4SgTEjAffTT2r76KiBkPPghlB9wWVUlJmJKSME6dSgjC3PqSr7iC+LPOkoYNW63NphSxEFQq9OPGUfDF57hXr8ZXUop+3Fi0BYOaLcUTzjsP55Jf8G4J72eyXH0DW7YGCAZCKJQCCpXQ7BTXGo/Tj0IpkJhhIjlbEhVel8ja70sIhaBwfW1ExmT94lIKxiehM+7bgZoep5+VXxey+tsWEVO6pZ4VXxUy+++TsCTryRwaj0anjFp+N+3E/A6V3YUCIQK+2MYXoj/QZXMLk1XLSdeN5/MnV4c52GUMtjLlhAJEfzDmHCWQepzcK6vJH5tE6ZZ6hk0PH9Ttsvv45qX1YSIJJJG88Nm1zL5lIiarDr1Jg94U/fupUAgMn5FO1e5Gdq5uyUwqVQqOuWx0m1mxfo2tBN47D8pWtWwzpcDcTyB11D67rP2B/e4vptfrxettGeLW2Bg7VS0jIyPThCYnh5yXX0KsqyPodKKMj+9yI31rgh4PYk0NYk0NgkaDKiERVWpKr/VFiDU1lN70d9zLlzdvsy/6CscPP5L3wfvohg7tlfP2F4JuN3Vvv03t0y0l3f6SEspuvoXkG24g4YLzYzoYqrOzJcMCv59AXR2EgmgGDcK3Y0fEvslXX0X92++gyc1FP24cDB4U1vPj3b4dsaqK+nfeJfmaa6i4/34ADDNmIFZW0fDe+2HH8+3eTdEFF5L/4QLU6eELxK6gNJtJveN2BJWKxoULpfldgoD5iCNIvfNOVO1klFojqFTs/WkVVKpOD4sVVCo0WVkxM0/qtDSyX3ge79atNH79DSGjBc2so9iyLcia36SBuztXVzN8ejobfymLeH3GECuGvTIhIUIRJWxh8VCorTm/fYaj3hsmkppw2Xz88cVOZp0zTCotu3FipOvdsbnkjOrYmAGNXsXQaWmUbm2IGh88KQVtO+5ysRAUAik5Zs66awoNlW6cNi+JGSaM8VoMZg22ahcJGUYqd0VflyVmmihcX0POyAQ2Lysnb1xymG27x+6L2V9kr/PgbvRjsrbfy2S0aJl13nCmnOCjqrARnVFFUpYZo0WDUj0AZ9p57bDotnCRBFKGaf6pcMmPcmapG+x3QunBBx/kH//4x76+DBkZmQGIKjGxR+caifUNNLz3LjXPPNvs5qVKSSHrqSfRjRrVK9kd765dYSKpiZDXS9Ujj5L56CMxxV8oFEKsqMBXWIRYVYVmUAHqtLQBNetJrKml9vkXosZqnn2WuOOPR5MVfdGgTEwi5bZbqXzgnwBUPfQfMv7zEA0ff4L9u+/A70edk0PSZZfi/PU3bAsWAKDOzCBrLxc5zx6XN/eqVWgKCsh84nHq3nwL6+zZVP7rX1HPH6irw7Npc48IJZAypWn/uI/ka64mYHegNJlQJnZf/Pcm6tRU1KmpaKcdwJZl5Sx5a1tY9mjr7xWcevMkVBol638uISiGEATIH5/MQWcOiSgZ0xnUjJiZQcXO6IvzETPS0Rn3fa/IrtXRZ0ABbF9exfSTB2FOUJGcY+a0myfhtvsQxSCGDsxRcjt8ePYMgNUa1eSOSsCSosdWFW5SozerGTkzo8vDbkESS+YEPeaEll4fR72Hjb+UYUrQMu7wbL55aUPE6zQ6JSm5ZpZ/sYtAIIRCpWDvZ0mxZiQ14fe2XQrbmqasU1Iy4KqFgA1sIdj1C9groOBgSBwM5o47Ce4znNWw5cvoMUcl2IplodQN9juhdPvtt3PjjTc2f93Y2Eh2DzgIycjIyHQW17KlVD/x37BtYlUVhRfOo+CzT3vE3Wxv7N9+GzPmXLKEoMMRdaEcCoXwbt5M0UUXh5WJ6caPJ+uJx1GnDYAFA5LVNFEspkESi4G6WogllPQ6LCeeiG7YMGqe+x++khIaPv+C5OuuJeWG6wnY7bhXr6Hu9dfxbt3W/Dp/aRl1r79Byt9vahZL2oKC5rjtww9xLF6M9dRTUOdkE2hoiHn93m3bMB92aBfeeXSURuOA7E9Ta5QMmpBCKCT1tbhsPswJOqaelI81Rc+MUwoYd1gWPreISqvEEKdBo4u+pMkZmUBCppG6UmfYdmuqgfzx/cP1rq05UMFQKKwvy2jVdtjGu77SxXevbmh2A9TolEw/pYCTrh3Ppt/K2fRbGcFAiCFTUhl3WHaPmxk46j188cwaakuc5I1JZNDEFA6/YAS/frgdj0P6OU3IMDLjlEH8/ulOFAoBvUnN8OnpEd9PnVGNUq0Isw5vQhDoUOlhGA1FsPBmCAVhxInwxfUQ3FPW+PNDkDYW5rzb/0WG3y29h1g4KvvuWvZD9juhpNVq0bZTKy0jIyPT2/hraqh+8qmosZDbjWPxzyScd26Pn1dhNMWMCVotEY9p9yBWVESIJADP6tVUPfIo6ff/o01Xsv6CoG2710TQtB1XxsVhmDyZzP8+QcjjQWEwoDAYCPp81L0xn/o334z6usaFC0m6/HLYI5R0I4ajtFqbRVGgpobaF19CM2hQRM9Sa7TDhrXzDv866M0aRh+cSf64JIKBEEqVImwx3NFFvSlex4lXj2Pn6mo2/lJGKAQjDkhn0MQUzAn9Y45N/vgkVnwVaSYDkDs6EU0XZj01zV1q3dPj8wT4+d1tHPU3DZOPz2P0wZmEAL1R1StlZ4Xra6ktcTb//7Dp6TTWujjh6nE46jwICoHGGjc/v7cVe62HScfkUrGrkTEHR4oTrVHNhKNy+PPL3RGxkZ0duGuvgDdPg5qtcO4H8M6cFpHURMVaWPIIHP0gqPvH5yQqWjNoTOCL4XSZMKhvr2c/Y58aYzocDlavXs3q1asB2LVrF6tXr6aoqAiAuro6Vq9ezcaNGwHYsmULq1evpqKiYl9dsoyMjEzH8Iv4orjoNeHZsL5XTht3zDExY5bTTos5z8ZXWBRz8d64aBFibddtg7tKwGbDs3UbtS+9TM0LL+LZsgWxjWwMgDIxEVWM0jV1dnbb83xaH8dkQpWU1CwOFRoNoUDs0p6QKEKrkiVVejo5r7+GOrOVo5pCgVhXR+Kll8S8dt2w/buHrLMIgoDJqiMuUd/5jEErTPE6xszK4uTrJ3DKDRMYd1h2vxFJAHGJegrGRzquqbVKDpg9OKxXp6NUF9kjjA+aWPrxDjwOP0arFpNV2ysiyeP0hfWShULw3asbISQQ8AfQGtVs+LmUVd8WYbRoOPLiUeSOTWLMwZkRGbNQKETlLhtavYppJxdgiJNEkdaoYsoJ+Uw+Lg9NZ+5R3U5JJCUPg8oNEIzxs736Lam0rT9jToeDboweyztwYJQP9mP2aUbpzz//5NBDW0oMmkrmLrjgAl577TU+++wz5s2b1xw/++yzAbj33nu57777+vRaZWRkZDqDoFGjyc+PagQA0pya3kCdnkbSVVdRs9d8OnVuLkkXX4QiRkZFrKqKfdBAIMzSuS8Q6+upff4F6l57rXlb9WOPYT3zTJKvvy7msFR1SgpZTz1F0QUXEHS2lFopzGaynvxvpw0IWmM94wyMU6aCQkBQqnD8sgTbx58Q8vkwH3po2LBVQRDQDRtG7jvvINbWEnK5UCUloUxMJOT1IdbUUPfG/OYyQU1BgXR9PdSfJBOJIAhdsr3uC/RmDYfMGUbBhBRWf1eE1yWSMzKB8UfmdLkcrnKXLWbMXuuJWsLW2wTEIEs/3oFSrWDolFQOu3AEBAFBEoWxyiedDT5+eGMzzgYv6YOtTD+5ALVehegLsO3PSoZP76QYKF8j/VdjAldd7P1ELwSjl/L2G5RqmHg+oIBfHgNvIyhUMPp0OOJeMA5gy/N+wD4VSrNmzWrTjebCCy/kwgsv7LsLkpGRkekhVImJJN9wPaVXXxMRUxgNGA88sFfOq4yLI+H8uZgOO4yG998jUFeP+fjjMIwf32afkWZQQdjX2qFDsJ5xBqqUFEJeLwqLtVeuNxbeLVvCRFITDe+/j+mwQzHPmhXztbqRI8j/7FNcy37Hs3EjujGjMUyejDqj6/NyxNpaHD8tpu7llwg6XaBSYT7iCDL/+wTld99N8vXXRe0FUqekNIuzoMsliSavl/i5c4k/6ywCDQ0IWh2qxARUSV1b0PgrKwm5PaBRS1mwdsoLZfonBouWYdPSyBmVQDAQQqtXtWnS0B7xabF70/RmdYfmLrWFy+7DWe+lutiO3qwmMdOE0aJFqZIyqzqjhhEzM6gq3BLx2oA/SPpgC8a4jmUJPU4/zgbJ0bh8ewPl2xvC4rYad+cEpTVX+m/tdphxVez9kodJYqq/Y0yGA66GMaeDzymVChqTQTPw+hP7G/tdj5KMjIxMf8EweTIpt91K9X+fJOSWHKbUmZlk/rd3MwdKiwW9xYLuvvsgGERQtr/YUqeloRs/Ds/qNSRcdBGanGxqX30Nf2EhSquVhHnzsMyejTq5959OBl0ual99NWa89qWXMUyaFNO9TVAo0GRmojltNpw2u/vX4/dT/9571LTuORNF7F99hVhTQ97b74SX2EXBX1FB1WOP0bhwEYgiSquVpKuvIu7449ue7dQGos2Gc8kvVD36KGJ5OYJej/WsM0mcNw91amqXjjnQcdl9eOw+RF8QnUndriNcfyTWDKDOkjHEikqjQIwyN2nCUTkYulHK6Gzw8t1rGynZ3FKuq9YqOf6qsaQVWJrFUt6YRNZFMdJIzDKRPaJjZbAQs7WyGUVnDTnSRoM2Djw2cDdAxkQoWxm53zEPSfOIBgJKNVhl87KeRgi1ldLZD2hsbMRisWCz2YiLi9vXlyMjI/MXI+j1ItbUEKirR9CoUcbHd6v8qzfxV1TQ8NHHKHRaqv7zcEQ87oQTSL37rk7N4OkKYoON4ksuwbNuXdS4ZvBgct94PWb5XU/jKy1l54knEXK5osbzP/0EXRsmDGJNLcVXX4Vn9ZqIWOpddxI/Z06HxGxrQsEgtk8/pfz2OyJihgMOIPORh/vs/vQX6iudfP3CBmpLpaZ2hUpg3OHZjD8iJ2K+0l+BYCBIVaGdL59d2+wwhyAZWUw/uQBDB7M5exMQAyz9ZCdrvouc+6RUKzjn3mlh2R1HvYfC9bVs/LUMAYGRB2WQMzIBrVGNs97LztXVNNZ6yBmZQEquGVN8ZO+Y0+blo4dX0FgTWQKsUiuYc9804hL3yigFAlLZXDQjhmAAyldLhg4BP5z2Imz5CtZ9AH4XpIyEYx6EzEmSWcJAx++R3O+c1ZKgMiRLvUuKfWpVsM/ojDaQM0oyMjIyvYhCq0WTmQmZ/dxiFimrZDn5JHafdnrUeOMXX5B05RW9LpSUZhOmQw6JKZRMBx6Iog9nAQUdjpgiCcBXWNimUPJXVEQVSQA1Tz+D6fDD0XQywyhWVlL1yKNRY67ffkOsqvpLCSVHvYdPH1/dXJ4FEBRDrPq6CL1JzbjDc1Ao9r0NeF+iUCpIzYvjzDum4Kj34HOLWJIN6M0atF1w0WvC1ehn45LIgb8gldRV7LSFCSVTvI5RB2UyaEIKCJLNt+gPULiulq9fXN888HfDz6WYE3WccsOEiDI6o0XL4ReO5NMnVoXN1QKYdd5wjHGthLCnEep3w58vg60EhhwFw44Fa07rmwPpE+DyX6BuFzhrYOb1cOANUvpKbQRTcpfvUb/CXQ9r3oXv7gNxj9A0pcIZr0PWZEk4ycREFkoyMjIy+xixvh5/eTmOxYtRaLSYDjkEVUoKyri+f5IZdDrbnvOzfXvYjKDeQFAqsZx8EnXz5xO0hTekK4wG4ufMQaEO/+Me8vsJ2O0IKhXKHq4eUOj00pPXYPTm9/Z6i7zbtsWMBRoaCDmdMeOxCDqd0syoGHg2bkQzaFDEfdpfqSt3homk1qz4qpDBk1L7lctdXyENgNV16r0HxADuRj/BUAi1RhlhgBEMBPF7AzFeDY210Y1fdKaWz6Kzwcc3L21g75ome62HXz/czuEXjIgwdkjNi+Psu6ay/udSKnc1Yk01MO7wbCzJ+hbXPq8D1r0PX97U8sLt38Hih+CiryFpSMt2hQIsWdK//ZmSP+Gr28K3OSph/slw5TJI6N3f5wMdWSjJyMjI7EPEmhoq/u9B7AsXNm+revhhkq6+mvi55/V69mZv2p0z1EfXo87KIu+dt6l85BGcPy2GUAjjgQeSeustqLNbFjahUAh/SSkNCz7A8cOPKExGEi6ch2HSxC6ZI4h1dYiVVbg3rEdptaIbPhxFvBXz4YdHHearSklp1yRCldpGqaVKJc236iSCRtOmeANwLV+OYdIkFH+B2YJ1ZbHFptcp7hOHNwCvS7Kd7k4Gpy9x1HtY/V0xG38pw+8NkJRt4sAzh5CcbW4WLiqNkrgkXdQyOIC0gvZ/R1TushEMRu/82LW6GvdpgyOEklKlID7NyAGnDUb0BlBqlKhUe5WOOSqlIbJ746qFhbfAGa+Bvm9/p+5TnLXwwz+jx0QvrP8YDr4pelwGkIWSjIyMzD7FuXRpmEhqoubppzEddCCqXrIRj4UyPh79lCm4ly+PiCnMZtTZfdMsLAgC2oICMv/zHwJ7skrKuLgIAwd/YRG7zz47LAtWuuo6zMceS9rdd3Wq/MxfVUX5XXfj/PnnluvQasl65mlS7rwDf2UlnrVrm2OqlGSyX3qxTTdBAG1+ftjw2dbEHXcsqsTEDl9jE8qEhJjiTWEyoTCZKL70Mgq+/AJtbm6njz/QiE+LPQxZo1ehVPdtL4ajwUvp5jo27ClRG3lQBlnDEzBZ+69oddq8LHp+PVW7G5u31RQ7+OSxVZxywwQyh0qmI0aLlgNmD+arFyJnwcWnGYhPbX8wdZOAjEYoBMFA7PZ5pVKB0hDj+1m0DEIxRPGuH8Fd99cSSqJXcvaLRdlKqV9LMbAMT/qSv2YXl4yMjEw/QKyro/blV2LG6+a/SdDftzM8VBYLGf98ANVei39BqyX7uef63IhCaTJJDnaZmREiKehyUf3kk1EFiH3RIvwlJR0+T0gUqX/v/TCRBBDyeim+4krw+ch+9lnyPvyQjEceJufN+eS9/z66oe0PiFWlppL90kthc5YAdOPHkXLjjc1Dbfcm4HbjKy7GtnAh9QsW4N2+HbFJNJpMpNx2G5pBg8JeIxgMpP/fv6h98SUQRRzf/9DhezCQScgwoTdHLzMcf0Q2BkvfmTk4Grwsem4t3722ifIdNsp32Pj+tU0sfHYNjvr255EF/AHsdR5s1W5cjdHLCXuDxmp3mEhqJgRL3tuGy94yvDZzWDxHXjQKo1W6r4JCYNDEFE64ZnzEsNhopA2KLVYsKXo0ui4u3MU27m8oBKHYJYP7JWodJLXxOypzsiyS2kHOKMnIyMjsI0Ki2GY/UKCuDkQR+rjPRJObS9477+DZtBH3qtVo8vIwTJuKOi0NQdV//mwEbI00fvNNzLht4SL0Y8d26FhiTQ31b7wRPej341y6lPizzkKVlIh+1MhOXaegUEiznT7+CO+uXYiVVWiHDEGdloYqKXo2KeB0Yv/2W8rvulv6DOzBctpsUm68EVViIprMDLL/9xzu1avxbtsmlQGmp1P74kvNRhi+wsJOXetAxZwgmQB8+ew6GmskK35BgJEHZTLqoAyUyr57Lly8sY6qQnvE9uoiB8Wb6hhxQOxSTUe9h1XfFrHxlzJEX5D4dAMHnj6E1AILWn3v/uwVt7L63pvaUofUl7TnWYXOqGbIlBQyhljweQOoVAp0JnXMgbF7Y7JqyR2TSOG6yD67g88airGr1uW5M2LH0saAztq14w5UDAlw2N3w5qmRMbUeRp3c99c0wOg/f/FkZGRk/mIo4+IwzJhB48cfR42bDjsUQbdvGtDV6Wmo09MwH3bYPjl/xwghCAKxinSETljfhkSRoD1ycduEv7S0k9cWeS3q9PQOz8/yl5VRftvtEdttH36EYcpUrKdICxyF0UjDBwsIOh0EGmwR12mYPq1b1z2QSMgwMfvmibjtPvzeAAazBr1Zg6aXBUZrPE4/G5bE/qxs+LmM/HHJ6IyRDz9cjT6+enEDlTtbDEzqy118/tQaTrh6LLmje3eGmSEu9gMZpVoR4RooCEJUK++OoDdrOPS84WxeWs6a74tx2/2k5JmZefoQkrK6MeDVlAYT5sKq+eHbFSo4/jEwtnEP7RVSLxNIAsPce7Pu+pTMidJ7//ZuaRgtQFwmnPEqWHLafq2MLJRkZGRk9hUKnY6kSy/BvmgRIU94yYgyKQnToYchdHaQYj/DX10tOdcplCjjrV0erhoNpdWK+bjjaPz006jxuOOO6/CxFDodmkGD8O3YETVumDKlS9fYVRoWfBgzVvvCC5gOnIkqKQlVQgJJV15B0YXzIvZTpSRjGDe+F6+y/2G0aLuejegp2phOGQqFYsYba9xhIqk1S97fRlK2uVffW/bwBASBCCc6gOEz0iPc77qL0aJlwlG5DJueTigYQqVRdH/YriEBDr8HCmbBL4+DswqyZ8Cs22K7u4leKF0Jn1wu2YqDZCV+8jOQNTX6HKaBhN4qicchR0o26Eo1GBIlITjA/770BXKPkoyMjMw+RJOdTd5772KYtufJv1KJ+ZhjyHvrLTSZbbup9WcCbg/O33+n8Nzz2HnCiew87jhpiOyWLYTacGrrDAq9nuSrrkQZxd3Octps1J24f6qkJFJvuzVqTJ2Tg7YDvUg9RUgU2+yvEmtqCAVaei10o0aR+eSTqFJTm7cZpk0jZ/581Bn7yVPxPkL0B/D7ut7HojOqGTEz9j0fMTMjzCa7NeU7ooskAFuVu01L7p7AYNFy1N9GRaydE7OMTD42F1UvGGIoFAImqxZzgi66SPI0Qu0OWP8hbPxMmnnkiz3TDABTCow5Hc7/FC79GU55FlJHxhY8DYXwxoktIgmgoQjmnxq+bSCj0kjiL3OiVIIYlyGLpA4iZ5RkZGRk9iGCSoVu2DCynvyvNAdIoUBhsaA0Gvf1pXUL/+7dFF10MbRa0HvWb6Dw3PPI//gjND3knqfJySHvvXdpXLgQ+7ffoTSbSbjwQnQjR3Q6e6UfN47MJ5+k8sEHEcvLQaHAdOihpN5+O+pWIqS3EVQqTAcfjOP776Nf5/hxYQYQSrMZ85FHoB83lqDdjqBWo7Ra+8zKfX/AafNSXWRn/eJSgsEQI2dmkDbI0iWXutzRiSRkGqkrDbcsT0g3kjcmtsOhIS52NkWhElAoe3dhq9YqyR2dxDn/mE7RhlqcNh/ZI+KJTzV2yKChx3HVwrLnYMkjLWkuhQqOfVgSQrp25qW1VWbXhOiDZc9DIIppTlCE356C4x8d+FklmS4jCyUZGRmZfoDSYtlvFrYBp5Pqp58OE0lNBB0OGhd9ReIlf+uxskJNZiaJF19M/JlnglqNMoaLXHso4+KIO+pI9OPGEXQ4EDRqlAkJ+0S0Gg+ciTIhQTL0aI1CQfL110c4AAqCIIm5PhR0+wtOm5fvX99E8caWe128sY6UXDPHXj6m0304pngdJ149jl1ra9j4yx578JkZ5I9LavNYaQUWFEohqjX20KlpGHq49C0aaq0Sa4oBa0rXfoZ6lLJV8PPD4duCInx5g5QZyRjf/XP4HFD6ZxvXsELapy2hZC8HRzUEvGBMBmMKaPbx/Wssk/qRBCWYkkHb98PL9xdkoSQjIyMj06MEnc5m17VouH5fRsLc8xD0+h47p6BQ9JjQVKemQFtDYvsATWYmuW+9ScUDD+D6bam0LT+ftH/chyY/Rq+FTJeo2t0YJpKatxfa2b2uhtEHZ0V5VduY4nWMPjiTwZOkz5HOqG73wYDJquHYy8ew6Ll1YcNYEzKNTD0hH5XmL2Tj7G6Anx+JHV/2HJz0lFRS1h3UekjIh/LV0eOJgyRxVrFOmtGkjYPsqWBOA6UWKtfBu+eCrVjaX6mGmTfAtMvCM1p+jzQMt3KDJLzSx0slgnpr965/bzx2qFgL39wpCU2VDsaeCQfeKL3PruJzgrNaEmAqHZhSpXvwF7AWl4WSjIyMjEyPImg0qFJSEKuqosbVWdkIfWx5PhDR5ueT8dBDkhtfMIjSakUVpR9Lpuv4PQHW/hS7H2z94lIGTUjpkpGBIAidMidQqBSk5ccx575plG1rwFHvJXOoFWuKYd+Uvu1LAl4pUxMLW5E0M6knhNIB18KG6M6jHH4ffHETbPmiZZtCCae+AJmT4LUTwNtq9lTADz//R+oHmjhX2uZzwrZv4bv7YPRsKev050uAEg66QRJMXcFRLYkuhQoMSaDRQ9V6eP2ElqG7ogdWvgHFf8A570F8XufP46yFP1+W3ldTiaIhEc6cD9lTQNl3M8r2BbJQkpGRkZHpUVRWK0lXXkHJlVdFjceffVa/msfUHwk0NuLZsoWap5/Bt3s3msGDSb76KgStNqLsbiDiLyvDuex3HEuWoMnNwXLiiagyMlD2YJaxI4RCoailbk0EA6GoLnA9jb3Ow6411WxbXolKo2TysXkUjI9uI96jiF4peyMopBKtnsBRBTVbYdVboFDA+PMgcXDnjq8xS45zscwU8g4CdQ+VxCYOlhzuvrxRuh8gLf5PewW2fh0ukgCCAUk0HHBtuEhqzeJ/Sy5z5jSwlUDVBjjkZljxGjQUQ+oomHyRlKkafHjnrtfnkFz6Ft0CVZukax17Fhx0Eyx+uEUktaZ6M1Rt7JpQKvwFfvxX+DZXrTSb6cplsd0E9xPkv1QyMjIyMj2OfsIEEi65hLqXXmppxFarSb3lFpzLlhGwO9AOGdyjduH7C0Gfj8ZFi6i4977mbWJlJYW//krGww8Td+wxPSI0/RUVeHfuxLNhI5q8PHSjRkpDhTsxf6oreHfvpvDc8wjUtgwbrX3+BTIefwzzrFkoenF2mM8j4nNLA3ybZiwNn55O2daGqPsPnZoW06WuI4SCIVyNPkKhEBq9KupAVnutm48fXYW9rmVEQMnmegZNTObgs4e1afLQ9QsLSSLk9//B5i9BY4Rpl8OwY6XFfVexV8Jn18C2r1u2rXoTRp4Mxz3S8eyJxgAH3QgbPpJK38JiJhg3B5Q9VPali4PRp0niq24XEJIW/wolLLo5+mvMGbHL9UASR03Zl7LV0v9/cmVL3F4OO76Hcz6Aut2S4FKqpcxQe4KyfC28cVLL79WAT5obVbIcZl4nHTca276DYR0fmQBIWasf/y96TPTCxs/hwOs6d8wBhiyUZGRkZGR6HFV8PEmXXkL8aafhXreOoNOJKi2Vhg8WNLu5JcybR9Lll+03JhY9hb+sjMp/PxQ1VnH//RgmT+rw4NpY+IqKKJo3D39pWfM2hdlMzmuvoRs5otfmdwVsNiruvS9MJAEQClF28y0MWrQQTVbne4LaIxgIYqty8/tnO9m9rhaVRsGogzIYMyuL7JHxJKQbqSsPd6kzxWsZNi0tYtBqR3E2eNnyewVrfyzB5xHJGZnI1BPzsaToUSolMRoQA6z5oSRMJDWxY2U1Yw/Nbl8oBYOS1XNnvmf1u+DFw8Bd37Lti+th3QI4/eWui6XCX8NFUhMbP5XEzbBjO36s+Hy44Av4/Bqo2SZtSx8v9SZZuzgo1VElDZZtKJLmCFkypfeq1kN8rvSvCVup1JcTDVsxjDgh9nmsOZLwCQbBmg2fXhG5z6SLJGH28aXg2tMjlzICZr8EKSOlbNzeOGvgq9ujD7uq3izN6DKlSv1Qe2PsQsYw6GvbIr0tsbifIAslGRkZGZleQWk2g0KBc9kyHIsXE6ipCYvXvfoqltmnykJpL8SKCkJud9RY0G5HrK3tllASGxoou+32MJHUdOziyy4jf8EHqNO6kVVog0BDA67ff48e9PvxbNrUK0LJVu3mg3//2TyLKCAGWfl1EbvW1nDSteM58dpxbPuzkg1LyggFQwydlsbIAzIwJ3Ytu+W0efn6hfWUtxogu2NlFbvX1XDG7ZNJzDAB4Hb42bKsIuZxNv5aRvpgS3Thaq+AyvWw+m3JWGDSBZL5QHsLYr8bFj8SLpKaKPxFWnB3RSi562HZs7Hjy56VsjZaU8eOp9ZB7gy48MuW8kB9fMdsv6PRUAzvnRe+uE8ogHMXSPdtbzQGyJoCRUsjY7XbIWsa6KzgaYiMz7qj5R66aqVyvdZYsqT39uHfwrdXbYLXjoPLloSLtib8rrbFScUaSB4WKZQEAUaeFPt1sVDqIHl47HPmzOj8MQcY8sBZGRkZGZleI9DQgO3jjyNEUhOOn37q2wvq5wTsdkJeb9s7dTPbE6irx71yZfRYTQ1iReyFe3cJiWKb8aDD2Wa8K/i9Isu/3B11YGt9uYuqQjumeB3jD89h9k0TmX3zJKYcl9dlkQRQX+EME0lNBPxBln28A++e8j9CUp9ULFq734XRWA4fXAhvniYNY13zNrxyNHx9l1Qu1RbuOtj8Wez46nfafn3Miw1IC/lY+JwQjDKvqD1MqdLiP2lI10WSuwE+uzZywV+3E945SyoZ3Bt9PBz5QPSfN0uWJEgv/DK8R0elhcPugiFHtWzTRBGG48+NLSo9Ntj2TfSYQtm21bclG+Iyw7cJAhz/mGRb3lmMiXD4PdFjGhMMPSp6bD9CFkoyMjIyMr1LGwvBkBi5eI3YJxjEX1GBZ9MmPFu24K9uZyE4AAj6fPjLyvAVFuLfyx0wFAqhtFqjvk6VktztDFx7QizQaO/W8dtCEReHuo1hw/oxY3r8nF6XSNGG2pjxLb9XEAyGEBQCBosWo0WLQtm95dGOlbE/o4Xra5v7pHQmDUOmxJ59NfKA9OjZpM1fRs90rH0Xqje1c3WC5JQWi64OV9XFw4iTY8dHnwbafZQ9dtbAzh+ix2q2RS9VA6kE7vxPIWmo9LWggOHHSyWBcWmQNhrmfQWX/wqX/ABXLYcZ10gCo4nEQaDea65SQr6UPWqNOU0yllDppBLGaL83jSkw+W+R25uubdixcOgd0jUfehfM/Vi6psFHdN2sI3MSnPikZI3efP0Fkki09Mzg8P6MXHonIyMjI9NrKM1mDAccgOvXX6PGzbNmtfn6gNOJ87ffpL6WPcNX1Tk5ZD78H3SjRg1I9zx/ZSW1r75Gw3vvEXK7UWdlkXLzzRhnTEcZFwdKFSm33Ub5nXeGD+1Vq0l74AHUmZmxD94BlHFmFEYDQWf0p//q7PZL3wI2G6FAEKUlDiFGU33Q7yfY2IigUjWLO3VyMmn33EPxpZdGLAQtp56KMrnn7c8FQUCtVeJ1Rc9mSTOOevacGn3sz6VKo2w+n0qtYMKROexcVY2r0Re2X/bIeOLTozi7Oath+QuxT/7785A9TcpuRMOYLDnRLX0qenzC3NjHbgulEsbPkayvHXuNBojLgBEnRe+76Qv87WQq3ZFztADQGiH/ELjwC/Da91hxJ4Zndcyp0r9YmNLg1P/BBxe0fOYdVVIfU/UWyD0AZlwtlVK66yFlOKhN0TNZSrU0o6l4WbhQVigllz5zulQyqLNKw2a/u1cqz7RkwUE3S058nc3K6a0w/hwYdBi4aiSXPUNS2+95P0IItZXz3Q9obGzEYrFgs9mIi4tr/wUyMjIyMj2Kd/t2dp91VsTC3HLKKaTedmvM7AmAe80adp91dsR2Qaej4NNP0ORGqePvQQKNjYi1tfiLilCYTKgzMlClpMQUB+0h1tVRetNNuJYui4hlPPIIcccfh1hVTe1rr2GaMR379z/gKyxEW1CA+aijUBfko0np3jDcoN9P/RvzqXr44YhY3AknkHbP3ZJgi4K/uhrXH8upnz+foMdD3PHHYTn+eNQZGc37hEIh/CUl1L/zLo7Fi1HGmUm46CIMEyeiSkwk6HLh3baNykcexbNuHarkZBIvvQTzoYf2ypyoYDDEqm8KWfbJzqjxM26bTEpez64PakocvPfPP6LGxh6exQGnDkKpavkMNda62by0nB0rqlFpFYw7LJvMYfEYLVHEjr0CXj5SMiSIRsGhcPZbkpNdLBqKJee0ur3uyYS5cMR9XS9xA6n5/9cnYf0CQJCsq2dcDfGtDBi8TnBWSeJDa5IyJR3tXeoKdbvgmSktTnR7c9UfUnlfb+FzSt+v5S9D7TYYdoIkQFa9ARPPl5wC/a36EgsOg1Ofi90r5qiC+kLYvUT6XuUd1GJKEQzCxk9gwbzI1027HA69U3L6+wvTGW0gCyUZGRkZmV4lFAjgLymh7s23cP6yBKXVSsLFF2OYMAFVYmLM1wXsdkquvyFmNirx6qtIvvLKXrOzFmtqqHr0MWwftwyjVFqtZP3vOfSjR3cpm+XeuJHds0+LGlOlpJD3wfuoU1PxV1XhWrkKz8YNqCwWNCNHoisoQJ3aM09xxfp67N99R82TTyFWV6MwmYg//3wS5pyNKjl6iY6/upryW2/D+dtv4dedmkru22+h2ZPp8u7cye6zzpYG5bYi7oTjSb3zzmZLeNFmI+R2IyiVMc/ZUzgaPHz1/Hoqd4XPvZlwVA4Tj87t8XlFHqefNT8U8+eXu8O2W1MNnHTVcMymIBgSwmLBQBCPS0ShENq+HtEnDS9d9kz0+Cn/kzI77WErgV0/w9r3W+zBU0Z0TyQ1X6OnxclNnwjqVoLPXgHfPyCVCQZFqWRs1Gw46p8Q1z03RwD8Hsl+e9fP0nvMO1Aqafv9Bfjticj9Bx8Js1+I+H70CoEABDyg0ktZrPpd8OpxksX33hx4gyRqlJ38bNpK4YVDojv2CYJUipc0pGvXv58gC6VWyEJJRkZGpn8Q9PkI1NUR9Hpx/PIL/sJCTIceinbQYNQpkQtlf1UVu08/HbEqer+HceYBZD3zTK/M3QkFAtS++hrVjzwSERP0ego+/6xL7mz1Hyyg4u67Y8YLvvwC7aAWB66AwwGA0hT9aXuT+YPCZOr0fQiFQoiVVYS8HgSNBlVSEoI69qLM8etvFF98cdRYwrx5JN94AyGfj7Jbbm22gN+bvAUL0I8e1anr7CmcDV7qypxsXV6BRq9m+Iw0zAm6Xhvq6nH6sdc42bCkFI8rwJARAqnmakzfXAwjT5V6SboqSup3w4uHtoiRJhIHwfmfS7bXHcXnlErKYpXq9SReO3xxE6x7LzI27Dg45Tkp09JVRC/s/AnePSd8/lLycJjzLvz5CvzxvLSfQgmjTocj75NKA/cFK+fDZ1dHj2nN0kBXSyd/z5SvgecPjh0/c37XHPD2IzqjDQZecbeMjIyMzIAj4HQiVlfjLyoi5POh1OloWLKE+jfmoxs1iqxnnkGdFp4tEbRa1JmZMYWSZvCQNhf23UGsrpaG5UYh5Hbj+vPPLgmltjJoKJUImvCZObEEktjQgHfjJmqefx6xshLd+HEk/e1vqHNyUGg6NqBUEISIex6LUCBAwwcfxIzbPv+chAsvgEAAx48/xtzP/u23+0woGa1ajFYt2SP7IHOA1PukK1/JLOULhOINCKtWtZS6/fkyDD9OarLvCtZc+NsP8MsTsOlTSehMmAtTLu6cSIK2S/R6GkcVrI/xOdqyUMqCdEco2cslC/C9h9RWb4af/g3H/ke6R16H9L5NKX37/vfGVhw75rVHvo+OILRTFtzZDNVfHFkoycjIyMj0KmJtLTX/e576t96S6ucBVVoaaffeQ/UT/8WzYQN1b75JynXXhgkflcVC0tVXU3xxFJcnhYL4M07vcq9Qe4REkUBDQ8y4b2f0fpf20A0bimAwEHJFGimYjzwSZUL7i/iAw0H9229T82RLM76vsJBAg42Um25EodUiaLVSL1VPuhS0caim84SkL2Lv2E03uQGF1w6/PgG7Fke/db89BdnTu9abIwiSc9qxD8GsWwFByk7190WwxwahYOz43hmyzlK8PHoZG8CGD6VStvi87p2jJ8k5IHYscZBUotdZtCZIHydllvZGY+p8huovzl/oN5aMjIyMTF8i1tbir62l8YsvqJ8/v1kkgTRUteyWW0m+Wio7aXj3XcTaSAtn3ahRpNxyM7QSUAqjkaynn0KV2Xt/8AWtFnUbGSP9uHFdOq4qNZXs/z2HoA0vc9IMGkTKLTejNLb/dFusraXm6Vb9KUol6Q/+H9qCAgrPPY8dRx3N7jPOxPbxx4j1UYaKdgFBqST+zDNjxuNOPhllQgJKiwXz0bFnq8Qduf/PXWkm4GtxU1PrYdzZcMitMOlC0FkkURBoZ2ZWe6h1UtlYXHr/F0kQfaZQa7prMhCtL6eJgL9jc5y8dqjdARs+gY2fSUYQvp6f7wVIBhKJg6PHjvq/6M5yAVEyhtj4GSx9BgqXSn1fTRhS4OgHpTlQrVGo4LhHJBt3mQ4jZ5RkZGRkZHoUsaYGx5JfqHvlFRIvvYSa56NbGQftdvwV5aizs/GXlESdG6KyWomfMwfzUUfhLylFUKtQp6ejSk7utbI7kGysk2+6kbIbboy8ppRkdCNHdum4gkqFYcIECr78Aveq1fjLy9CPH48mLw91B93svJs2hYnOhAvOx/HTYuxffdW8TayqovyOO0m59RbizzsPRQ/cK+2QIRgPOQTn4sVh21UZGcTPmSOdQ60m5frrcS1dRmAvkWY9+2xU6TFcvPZHtBbJKMCaI4mjNe/Cps8hPhdOfkZauO+ruUI9TVMmqD1DBGOSZK6w+5fIWMYEybq8O+RMix1LKGhfqLnq4I8XYfGDLb+PFEo45iHJva+n3eLi0qVZR1/fBZs/l7JtcZlw9P9BzvTI/QMilP4Jb84OF28po+Dc96VskdYA8QVw+itQtgoqN0jHzD8Y9Alg7p5r5l8N2cxBRkZGRqZTBNxuxMpKHIsXI1ZVYZw5E+3gwahTUhDr6qj4x/3Yv/4agMz/PkHpddfHPFb83Ll4Nm5EUCrJeurJbg9T7UnEhgYaF31F9eOPE2yU3NL0E8aT/uCDaPPyevXcktFCJWJNDUGPB3VqqpSxMRpp/PZbyu+6m5DHQ8jnI/t//6P4ssuiHkdhNFLw+Wdh9t3dwV9VhXvNWurnv0HQ7SHuxBOIO+JI1BnhbmW+0lIaFy7E/t33KK0WEi64AN3w4ag6UFq4TwmK0gK5p7IzDSXS8NBPr4DgXsOVT3oaxpzR9QGv/QFbKWz7Gla+IX098QIYenTb5ggNxfD+XGkR30TqKDj77e6XxTmqpHlFhb9Fxs55D4Ye0/brd/wE82MMzb3kR8ic2L3ri4XXIc0oEr3SYNdY7n8NxfDcDCnrtTejZsPJT7f0XNkrpJ6thmJp4G3SYDBngKqNHkafG7w2UGrBsP9mnmTXu1bIQklGRkam5wi43Th+WkzZTTeFZTU0Q4aQ88LziPUN7J49u3l72v3/oOaZZxErK6MeL+3ee6l55RWynngc/ah90+TfFiFRRKyqImBrRNBqUcZbm+2te/Ocng0bKL7qagI1NdJGpZKEi+aRcN55BBobca9ejdJoIkQIQalsU4zmf/wRuhEjunU9/rIy7N98i3vtGgwzZ2KaOROFwYAyPj5mH1QoECDocCCo1SgMhi6fv09wVkP1VmnOjeiG8edC5qSO21X7XdIi3V0vLUqNSdJg0sYyyZ2udWlUE2o9XPlH+HyhgYStFN46Hao2hm9PHQ3nftC2WHJUg6NSWsibUqUZQKYeynQ0lsOyZyWHO59DKm87+kHImgo6c+zXeWzw7nmw++fo8dGnS5nAfSlst30r3fNoKJRw9Qqpd62ziD7JSfGXJ6BwiZTZO/AGKavVOsvnqpMyoXpr37gk9hKy652MjIyMTK8QqK6OEEkAvm3bqHn2OQwzZ4Ztb1jwIQnnz6Xq4UibbWViIrpRo8h+7lmU8f0z0yCoVKgzMnosI9MR/BUVFF44j5C71QDKQABtfj5Vjz5K42efN29WxseT+d8n0I0Zg2fduqjH27sfqjOEQiHc69dTdOE8Qh4PAPZvvqVKqyXntVfRtyEaBaWyX2UIY+Kshq/uDLes3rIQ0sfDnHfat452VEkLzOUvtAw0zZoqzebxOaKLJJAGjDaWDFyhtO2bSJEEULketn0Hk86P/VpTsvQvbXTPX1dcOhx2N0y7TMoQqg0dE2GiF+ylseO2YmmffSmU7NEfOAFSxjKWkUV7VG2AV46W3h9IPVDvnQeTL4LD7oGgT5pL9dvT4G2USkqnXw7WPOilOXb9hf373cnIyMjI9CjOpUsjRFITtk8/RZ0W3oPiWbuWUDBE4iV/Q2g150c7dAg5r7yM/ddfKLrgQkqvugrnb78RsNma9wl6vdKcoMBeJUv7Oc7floaLJMB4wAH4du8OE0kAgfp6ii+/gqSrrop6LP2E8d0qdxOrqii97vpmkdREyOul9LrrEauqunzsfkPV5uhzfcpXw4aPY37eAUkYLX9ZGv4aaGUUUPIHvHVaZLldBD3oStiXuOth1Rux4ytfA1fPGIl0CZVG6teJz+t4pkpjlgRuLHJn7lsrcYD0MbFjppT2e7Ci4ayFL25sEUmt+fMVsJfBolvhw79JPxN1O6VZVM8fDLXbO3++AYYslGRkZGRkOoxYF3vxE/L5UJoiFxLVjz5KwOMl7/33yHrmabKeeRrLqadS9vebURmMxB19NO7Vqym66GJsn36GWFeHe906yu+8k+LLLqf6mWfwFRV1STCFAgECTidBsQvzSPYR3i2bI7bFnXQiDe9Hnz8TcrkI1NWi3ctgQpWWRsZDD6G0Wrt8LYG6uphlk2JVVVSnwgGF6IPlL8aOL38JXG04qdkrYOnT0WO1O6TypFgZKbWh8zOP+gvtNW0IQs9owIAIdbvhz1dh0W2w/iOp56Y30Ohh5vXR+9PUBpg4F5T7uBArLkMSbNE4/D4wd7BUtDVeG5StjB3ftRiqt0R5nR2+/0f0fqn9CLn0TkZGRkamwxinTaUmRkw7dCgKk4nk66+n+oknwmLmgw6kcO75BFtljAAqH3yQjIcewrF4Mf7SUtwbNhAiRNX/PYjCZMI4cyZiaRmlN9xA+r/+hW748A5dZ0gU8ZeW0vDRx7hXrkSdm0vCeeehzs7qkAX3vkQ/bhz1b70dtk2h17c916m4mOzn/4d7xQq8u3ajHz0K7ZAhERm+zhJqT2AOIAEalVBQ6i+KheiJ6sbYjN8lldfFomYHnPI/yaVs7+GhJz4h9ecMRAzxMPFCKI2xwJ40L9KeurMEA1CyHOafIn0fAH5/TuqZuXAhJA/t3vGjkZAPF3wBn10DNVulbWljJOMNSz8okTQmw2kvwZLHYNV86b7EZcAR/4AhR3atDE5o5zWhEIRiPKTaslDq7dK20fs1wJGFkoyMjIxMh9Hk5KAbPx7P6tXhAUEg9c47UKelET/nbIwHzqT+zbcQa2qwnnYa/oqKCJHURN0br2M9/XSq//tfLMcdR/EVV5B0xRVohw3F/t33BBobsZx8Mv7KSlRpaag6kCHxbNxE4fnnt5SMLV+ObcECMh5+GPNRR6LoRt9Ob6OfNAmFxRJ2vwK1dagzM/CXlkV/zdhxqJOTUR/TjqtXJ1EmJCDo9RGlgACCTocyMbFHz9fnqHUw7hypST4aI09pe8Gv1oNK17KQ3xuDFTInwxW/wdJnoXwVJAyGmddK83MGcEM8Q46EtLFQsTZ8e9o4GHRY949vL4d350TeW2c1fHwpnPshGHv486fSSgYGF34B7gYpM6ZPkMw5+gtxGXD0P6XPUMAnZbvM6W0Pem4LXTzkz4JdP0XGBAGypsA3d0Z/raJ3Bn73J2ShJCMjIyPTYVRJSWT99wnq5s+n4Z13CTqd6EaNJOX229HvKf1SWizoLRZ0/3yAkBhAodNSeuttMY/p2bKVhIsuQpWRgW/3bhIvvgixro6a629o3sfx449o8vLIfv5/0I5QEmtqKLv11oi+GoDyu+5CP2ECmqz+W/Kkzsggd/4blF5/A76dOwFo/OF7kq6+mvLb74jYX5WS0uFMW2dRJSeTcuONVP7rXxGxlBtuQJWUhFhTg7+iEn9ZKer0DFRpqaiTuzkPpy/JmQ4pIyONCQwJMPXStsWMKUVqeF/2bGQsLkOa3aPWSc5rx/1Hmn2j1kv/2sJjk3pHAh7JLtqc3v8WpXEZkuX2zp+kXhZBkDJJBbPaN8DoCLZiqRcqGmWrwFXb80KpCVNq/872qXTSfK6eQG+B4x6GV46KvN+H/wN01thZ1dGntz87y1EF9YWw80fJCbLgUGmQ7r7u9+ogslCSkZGRkekU6tRUkq+7joTzziMUCKDQ66MaBggqFYJK+jOjHRJj+jySMAjU1CIIAiGlAv24cZRcfU3Efr7du6l7621Sbv57mwNUAw0N+HbtihoLeb34igr7tVASBAHd0KHkvvE6Yp00yDMkini3biX5uuuofeUVgnapL0A/YTzp//436l4a5KrQaIg76UQ0uTlUP/FfvLt3o8nNJfn669BPmIBYXU3JlVfi3bqt+TWaggKyn/8fmuzsXrmmHicuA85dIA2EXfEqBLxSJmn6le1bLat0MPM6aTG4fkHL9sRBcPa74YJBpe1YBql+N3x5E+z4Xlqg6uPh8Hth5MntL0r7mrgMGH8ODDtO+lpv7bljK3UwYa5kIFARxdExEMV8QKZrJA2BSxfDho9g+3eSMJ92uZT1DAVh6mWSgUNrzGkw6zYpoxWLxnL48KLwuVaCQipHHXF818wn+hh5jpKMjIyMTK/jLSxk5wkngt8fEUu59RZsn36Gd/t2Bi38ktpXXqXh3XejHkdhNFKw8EvUqbGf9nq2bmXXSTGGRgLZz/8P0yGHdP5N7COcy5dTdOE8CAQwHngg1tmzQalAmZiEJicbdUoPzZ+JQigQkAwbQiFQqcDvR9BqUcXHI9bXU3LllbhXrY54nW7kSLJferH/D5htTTAglXWFQpIg6UxZnNsmmT7YK0EXJ/WSmLsgXhvL4bXjJGexvZn9Iow9s/PHHGi4aiUjjD9ekDIceQdJwnPRLdJcKpCyHFf8KjnbybTgd0v3aOdPUuliwSxIHCJlcDpCcE/PnlITPpjWWQvVm2DZc+CugxEnwfATwNrGw5CACD//BxY/FBkTBLhquSTQ9gHyHCUZGRkZmX6FOj2dnBdeoOSaawg69jS/KxRY55yNKi0N48yZZD72KMqEBEJRxFQTQZ+v7eZ6QGm1okpPRywvjwyqVGgKCrrzVvoUsaaGinvugT2Of85ffsH5yy/N8YKvFvXauf2Vldg+/Yz6t98m6HJhOvRQki6/HM2esrpAXV1UkQTg2bgRsbZ24AilYFAapikopHKuzpa56S3Sv8TYmdMOUbM1ukgCyWEs76COD8EdiLjrpVk9vzzWsm37d2DJhpOegnfPkWysj/gHmPbBffA6JLvsDZ9AYykMPRbSx/ZMqWF38bul2VYL5rXY0v/8sNRHNufdjjksKhSgjZLlMSaC8UBpCHNQlDJB7fVEOasksRuNUAg2fQEH3RA93o+QhZKMjIyMTK+j0GgwTJlM/mef4i8rI+RyoSkoQGEwQCiE+cgjUewp07Mcfxy2Dz+MehzzoYeiaOcJoDolhfQH7qf40ssiZuAkX38dqgFkQBCw2fDt2h0z7lm3Hm1eXo+f119VRclVV+NZv755W+Onn+L47lvyFixAm59P0NWGWxwQdDp7/Loi8LvBViLNO6rdAYMPg5wD2n7SvTe2Uun1q96QFnDj5kiZm32RrShdETtmKwEx0lRjv8JWGi6SmrcXw9r3pJ6x7OmSRbayj3u2fE7Y9Bl8ckXLthWvSdmuuZ927jPXHfweKVu0+xfJnj7vQKkXzu8MF0lNVKyVXPKO+ZdUKtod2uuta00oGLvHDFqyg/0cWSjJyMjIyPQJgkqFJiMDTUYGYk0N7vXrqXvtdYIuF3HHHoP56KOl+JAh6KdMxr38z/DXGwwkX3cdSkMbNfF70E+aRP6HH1Lz3LN4NmxAnZkpOemNHCmJs4FCO4tBQatpM95VvFu2hImkJoJOFzVPP0P6A/ejjIuTnkBHG8gqCN2a39QhRC9s/x7enystygDWvisZLMxb1LHsjq0U3jw1fE7M9/+AlW9Izmd9LZbi82LHNCapJGp/ZuOnbceu/L39vrHewl4Bn14Zub12B/z0bzj+kc4Jia7g90imCO+dF243P2q2lG2MNeB49Ztw4PV9J+ZA6l3KngbFv0ePDzmy766lG8hCSUZGRkamTxFra6n41/9hX9RSNuZZu5a6114n96030WRlkfnoozR+9RX1898k6HBgnDWLpEsvRZPTsT/0Sr0e5YjhpD/4IEGXC4VWKy3sBxhKiwXdmDF41kVpZlep0I0Y0SvntX3+RcyY/ccfSWlsRJmURNxJJ9L4SeTi1nzM0b1fdmff0yge2kuoOarg8+vhrDfbNxfY/n30YZr1u6TyqulXdm02TVfJnCy5gfmiZOOmXtK/ndh6An8bGbOADxT7cNm648foZb/GZPDZpbK83hZK9vJIkQTQWCJl3WIheiJf09sYEuCof0luenv/jCYOhrTRfXs9XaQPf/plZGRkZGTAV1gYJpKaECsrqX3lVYI+H+qUFBLmziXvnbfJ/+Rj0u+5G21+HkIny22URiPq5OQBKZIAVPHxpP/rnyhMkX0D6ffdhzKpd+a7RDtfc0yrlTJGRiMpN96I9Zw5CE0uhGo1ljNOJ/X223v/nldulLJK0di9RDIFaAu3TXrS3hqFSnJwm34FOCqkxvW+JC4D5n4imRW0ZthxkguZMrbb437ByBNjxwYfFXlf+pK9y8hUOjj+UTjqn9L///gvKPkTnLFGcvcAu5dEFzw12yB1VOzXpYzcNw5zqaOk4cBpY6WvlRrJyXDuJ/2jr6sDyBklGRkZGZk+xfbxJzFjjZ9/TtKll6BIS0MQBFS9JAQGEtrBg8n/5GMaFy7CtWwZqqxMEs45B3VWFkp9+BNs0WYjUFdH0OlEaY5DmZiAsg3REwvr7FNpePvt6LGzzmzu81KnpJB6yy0kzpsnZe4MBlRJSSj0vfxkHcBrbzve3hN0QQjPUBQcCgdcDZs+l+b0xOdLjftqfd/NfFGqpIb5K36B2p2SUEseBqa0/mcNHgu/p6VvrGaLdF/zD+rY3J/4fBh8JGzfawCw2gBH/gN05t655o4w6FD48Z8tX5/0JKx4HQp/bdm24lWYcD4cfg+YemGWmL0i+nZ3PXgbIWMilK2MjB/77965nvbQGCB3Bsz9WPp5VajAkASaPvj90EPIQklGRkZGpk8Jxaqjh+j9Ln9xBIUCTVYWiZf8jYS55yGo1c3zqVrjLyuj7M67cC1dKm1QKIg74XhS/v73TluIq7OySLjwQupeey1su3boEOLPPjvs/Aqdbt/MTEofFztmzZEGtbaFLg6m/E1a6KaMhInnwztnQ2CP62LRMqnn6Yw3YNgx0fuDHNVQuw1WvSl9diecu0fYdMOyXaGUXN4sA2AOleiVxJygAGOKdO92LYZ357T0y6z7QBo0Om+RdG/awpQCJz8NW7+GZc+Au0ESTgfe0Hb/Vm9iK4GyNdLg4NyZ0uclfbxkRtBaJDWx6g0Ye0bvCJO8A2PHVr4BZ74BS5+R/t/vgtTRcMyDkoDalxiTpH8DEHmOkoyMjIxMn+JcvpyiuedHjVnPPJPUO25HoeumO9NfDLGujuIrrsSzZk1EzDJ7Nql33oHS2LmsiNjQgL+oiPr33iPYaCfu5JPQjxnTPMMq6PMRqKuDYBDBaERlsfTIe+kw7nr46nZY805kbM57krhpD3s5LLhIcrr76d+S5fPeaM1wxdLIRnhHlTQYdtNn4duHHg0nPtXx2TUDkVBIGoy77BnJ5lmtl0TnsOPh5cOjl59lTYVz3ut4ZsxRJYktnXXfZSBspZJ4rlgrldfNfhFK/pD6kta8C1Ubo79u+PFw2iuSuOpJ7JXw9hlQHvlzztyPYdBhknh1Vu+x8TZK19oRmh5SdacnLxSSsl4BL6gMQFD6LAR8klg2pfb8PekCndEGslCSkZGRkelTxJpayu++C8ePP4VtVyYmkvfuOz2anQg4HARqaxHr6qSysIQEVMn7oASll2lzyK5SyaBFC9HkdKD0KQqhUEgSQ636w/zl5dJg4AULCLnd6KdMIfX229AOHoxC04fObI4qqVTu1yck0ZM+AY68H9LGRJ8HEw17OdQXSU3nsbjoG8iZFr5t80IpcxKNM16DUad27PwDkbpd8OKhkX07mZNg8jz49Oror7v6z302ZLTD+D1SyeWOH6Xen7TRUpbv6zul7FnBoTDrNvjwEmgojH6M/ENgzju9U7JpK5Xsvle/KZk0JA2V+qT8HnBUShb5prSOf/4dlVC5ScqECQqYdKF0zM5mRZ01sPkL6YGDPh6OfAAW3dwyF0ylg4Nvlj4fhn07okEeOCsjIyMj029RJSWSfv/9OFesoP711wk6nZiPPhrLKaegyezAUMQOItbUUPX4E9g++qjZrUqTn0/WM0+jHUBDZzuCWFUdOxgIEHR0faaRIAhhNuX+ykqKLrkU3/btzdvcy5ez+6yzyX//ve458XkapSfhOmvHnmybUmDyRdIT/GBAymx0tpfHnC6V0LVFaK9yUa8dfn8u9v7LnoWCWdKCcX/D74Ffnog+I6d0hbTQtmRJJWt709POa8GgJHQdVVIWw5wmlQCGAtL517wj/Xf4CZA9tX27d9EnGSa8c3b4tSYOglOfh/fPhx0/SMYIQ4+BP56Pfpwxp/deX5slU5qJdOD10lyt8nXwzZ2SqAOp9+64R2HMGVJ5aVvYK+DjyyXL8SbWfQDDT4QTHu24y6LPBcuegyWPSF8f/yh8eDF4Glr2ET3wwwPS92Dc2R19t/scWSjJyMjIyPQ5quRkLMccg2nGDEKBAEqLpdOOdm0R9Pupm/9mxOBa365dFM27iLz33kWdltZj59vXqJLaeEKrUKAw9tzsKM/mzWEiqRm/n8pHHiXr8cc673jnqISi3yXx4XNJ2ZjRsztmACAI0gK5OxgSpR6KaCVjKh3E7SXgAyL4HLGP53PFnmmzN24bBP2SOFQOgGWZuw42fxY7vv07yJkO6xaEb4/LAF0PlmcGfJLL3PtzW75vSrVUHudugC+ub9l3/YfSZ+mCz9vudbKXw3vnRgq62h2w8nUYe5Zk2LBlIVy2GNa9HykY4/OkErjeRKUDlVYqFVWqYNbt0vDbXT9LD4W+vBFyZoBuZNvH2fVzuEhqYvPnMOG8jpWvAjir4Lf/Sv+fOFiy128tklrz47+khwjd/ZntI2R7cBkZGRmZfYbSYkGVkNCjIgmkDEv9m/Ojxyor8e3e3aPn29eokpLQDoveKG8++miUiT1X6mL/5tuYMdeyZQSdncxeOarg8xukBW/hb1C+Gr67F14+CupjlDb1NOZ0OPFJSXTtzTEPRj5Z11mkIZ+xGHlK+9mkprLBd86EN06Cxf/uu/fbHQQBlNrYcaVWEpJ7c+zD0n3uKWwl8MbJ4eK2qS/nyxsi928ogu//GX1GVRNlq2Jbzm9ZCIMPbzmP2gh/+x7GnSudU2eF6VfBBb08qDgYhIr18PoJ8MrRUpbrixul3rhpl7fstya6a2Uzrrr2s6LeNh4GtMZZ02KCYsluyW5Fo6FIErkDBFkoycjIyMjsd4Q8HoJOV8z4/iiUsp5+Ct2o8CfIxkMOIfW2W7tkER77XLFFl9Js7nwzeM022PJl5HZ7OSx9OvbCtSdRKKSn3JcuhhEnSjbVgw6HeV/B6NMiG9AVCkkM7Z1pAklUjTtL6muJhbMGFt0qDQ8tWgaVG+Dnh+HFWS09HX1BQISGYqhYB9VbwdnO7CkAQ7LkEBiLyfOkuU/x+ZJTYNYUaZZOwSHRhWhX2fBp5II7ZaQkdmK132/8uO35Wq42ZiAFAy2DU8eeLQmjxEFwwiNw1Z9w5VI44r5I04+exlYMrx0XPijZ0yD1UGVMAGvunv1KY98HkN5LWwN+/a7opZI+l/Qzu/g/8NHlUuZQZ2nJ/jaWSlmlWFiyojtI9lMGQI5XRkZGRkamcyj0OhQmE0FH9Ceimv2sRwlAk51N9osvItbWEmxsRBkfjzIxscfd6OJOOIHa51+IGos/79zmGUsdZtWbsWPrPpCsoftiOKXGKFmOn/q89CRdbWh7bo81WxJSS5+Bde9Ji9LRp8PMa9ovGazfDRs+itzuqoMfH4QT/yvNoOlNXHWw/iP44X7w2KRtmRPh1BfaNlxQqv6/vfsOj7JK+zj+nUx6JQmQQu9NQBRFEAuCFBXBhigq6tpRX1fRXXcXy6qva3nXyuq6q2JZsayIiisISLEgiIjgijSR3iGkkZBMnveP25SZzCQTSDIJ/j7XlUvznMkzJ5noNXfOOb8bjhsPP7wPu3/0Hjv2MgsCaDPACs+S4sM7N1Ydx7GVR1/hUfZGPpCS4qq3RLboG3gsua2doRvyZzh2LMT+smIYEQtJdfxaVbT+0/LXy9dXf4PjLodPH7SCv6rCNDoZup8Hu1b5H+95UeWtkkUF1uPqnSvLi8YVU22l8PwX4K3LYc8aKyCjEq23k6/Tft9ott2BVpREROQoFN6sGSlXX+V3LKJFJpFt2tTzjOpHeEoK0Z06EXv88US1b18nkd0R6emk/eFur2th8fE0u3MiiWefTdG2bRTv93PQ/3DUZTBvzk5LbzuwuXzbEFjBlJAWXHPT5NYw9M9w45e2ojD8oeD6/Xzvp0gq9cN7/oMSattP8+E/d3i/6d66DKacXTmIoSjfAi9Kt2IltbA46gtfhk5n2hvu8R/C6b8rf3OdkGaPC6ZIOrDVeifNvheWTrHXpartWS4XtOpX+fru1Za8F0hmn6oDDpJaWIHnz9CHbHvbgJuDDzmoC/56N5Xa9YOtKDVp7f/nU5HbDcde4v97adLaVgV9C63cHRbSUFoklcrZDl88BSdeY5/Pe9gKp4q9wNwRcMqd0GVE1fNqYLSiJCIiRx1XRATJY8bgyTrA/jfegGLbQhLVrRstnnyirBeQ1Jw7IYGk884j7uSTyZkzB6fEIWHwGex+8il2/99foaSE6GN6kD7pHqK6da0+LrzPZYHPU/QaU/tRwgezLNnsk0l26Dwy3noA9bsBEg/jDE14VC2veNXi9rRAcnbA3D/7H8vdCduW2xapooMWZPD5E9ZLKKUdnDLRGscmZlrgRpsBsOVr+3nm7bKtiidcC8lB/jFi/8/wykg7u1LKHQnj3oHWJ0N4hP+v63oWzPM5c3Qoz+7X8Uxb+agozA0jHq369ymuGZz3PCz+B3z9gqUbNusKw/7XthBWlyJXH9J62kqrP03aWNDD+BlW9FUnNhWu/MgS6354z+LBe18CJ17vfwvhtuXef1SoaP1c+zk172FbOV1uGP+BFdfFhdaAN65Z3aUB1hH1URIRkaNWSX4+xXv24DlwgLCYGNzJKYSn1vI2oF+5om3b+PnisRTv9onYDg+n3bR3ie7cueob5O6CD26FNR97X0/IgKtnBf+GOxiOY2cqpl1TeazjENt2F9e09p4vkK3fwD8CJKP1vtSimSPqcDvX/o3wVK/A4yffZudt1s21Bqe+Kwgjn7YEuIP74LXR3udlwFYprpldfl4mkIIDtkKx1k9ASEQsTFgceBtjiceKt3eusoIXrDnwsP+182U/vG9n3PL3QusBcOb9ti0wmIannqJfGt7+snWwpj2F6kLOTjv/ExYO/xzsf8Xt/Bdsy10wvzuFebB6Brw/wRoFtz8dcOy83MDf+g+kWPYqfHBL4Hve/LX9jBs49VESEREBwmJjD7vRqgQn94svKhdJAMXF7HnmWTL+8jDuuCr+ihzf3M7kbL7UzlgUlcaDXxBcPHhN5GyH2X/yP7Zujo3XR6HUpK0FAqx40/t6XDM47a66LZLAtkEFikMHWzHK2Q4fTKhcJAF8fJet2vz8WeUiCWxV6ptXrTGrO8CKEFgRs26O/7GifLt3oN+BMLdtpbt6pn0fJcW2QpKQbs/Z7wZb8SrxWPPVmkSTuyOCW5GpL1mbYOqlsHOlNbMd/Rz8Z2L5Fs0wNwz4H+gwJPjfndxfeig5JfDDdPsoVVwEZz1iRWJFVZ3hSmlv55KOMiqURERE5LCUHDpE7qefBhzP//prSnJzqy6UwM6zdD/XktHKGs7WbmQ8YIfLc3YEHt++AtJ71v7z+opLhaEPQs8LLAyiINtWAnpeWPvFoT/x6XDyb61Rqa+IWGhzshUxgX5WxQVQsL/qCOrv34V+11V9nsdzqOpzaFUl1JVKSPcfDhAW1qhCAwI6uN9WcXautM83LLAtgWc9DuGREBFvWyLjmllBWMpTbCtQGxZYYEPLE+yjdEvd+nn+i2CAlW/CaXdW3n6XkA49LoD/evensya3jx8dP28fKpRERETksLjCwwlPC/zmyJ2Sgiu8Bm81arMhqT/uKDuHEegNYmyKBQu4gLjmVa+GHKn4ZtBpqG0L8xTZ+Ze6KA79CQuz8197VsO3r5UXK7EpcMlbFnu+O6eam1TTTyk8kmozw6IS7c11oIIsvYrtgUe7nJ2QtxtwLHijom3LbMuiOwKunWeFUkUlJfaYV0fZylyp2FSLam/e1bZNBlJc6D8dMDYFRjxsDYW/eNJWDlscD2c+AGk9DvMbbdhUKImIiMhhcYWFkXzxGLLefNPveOo1v6l5XHhdimtqaV4/zqg8Fhlnb/yf6G4BD31/AyfdUPfR5BVXAepTfHNb1RrwP3bGJyrBzqUkZFohFZtqn/sm4MEv0elJFoKxdpb/+59wbfXbGBMy7EzRv6+uPNZ15FG5QkHOTut7FOaGmBT/qYC7foQ3L7GeWhe9EvhenqJfiinf59huX1+xSAJboXv3N3DF+7Z6O+8h//dt0dd+Lw9sBRx7raN+SYGMT4MTr7UV4BJP3cS/NyCKBxcREZHDFtGyJWl/+mOlKOGEESOIP/XUEM0KO7dyYKv39q2oBBj+cOWGmOHRcO6zsOBh+/xQLnz5FEy9pOqteo1ddBI07WgR361PssKotGFwYoYlwPlbVRv5lK1GFWRBp2GVxzOPg65nV99g1uWyczWXvFneuykmGU6/G0Y8cnS9AS86CD8tgJeHw+QT4Znj4V8Xwc4fvLcfHtgMr5xT3njYHV51g9ZEP6ELOdsCnz/b+b011k1uB637+7lfJoz+G8x9AJ45Dp7sCe9db+fFSleZXC4rYoONf2/ElHonIiLSAHiysijes4dDP2/EndyEiMxMwtPTcVX3ZrMB8OTlUbx7N/lffUXJwQLiTjqJ8PQ0wpOT638y+fth82L7a/m+9ZbCdcYk2yIU08Qek73dGmNu+srOYSRmwoJHYOOXle83fga0O6Vev4UGo7jQEvKWvGBbuVI7wkk3wYaFMHuSFVFnPmA/1x8/shWOPpfbzzrYqPXc3RbFHd3ECrVDeZZM2GYAnPAbK5yOBtu/gxdOr7ztM7oJXL+wPN1xzSx4Y0z5eO+xEBEHS1+sfM/OI6yo8S1Wfppv2+4Cuf4zyOhl/x0sfQmW/N0SCFueCKOehdcvsIKtosh4m2dqhyC/4YarJrWBCiUREZEQK9q1ix333e8VjOBOTaXVC38nuls3XGHaABKUogL4+kX45A+Vx87+q72JD/f563z2Nvhrt8D3HHArDH2gdufZ2BQfgqI823K3/Tt48Uzv8fjmcOIN0OEMC+aIjAv+vNmqD+Gty/yP/WY2tDrxyObeEBTm2Ja3NQG2KQ59yBrZAnz+JMy5t3zM5bI49l0/wDev2HY6d4SlJg76o/+CdO9P8Ozx/s/iRSXAjYvKgxo8xdb/yimByASLVf8wQAT4cVfaSl8wEesNWE1qA/2fV0REJIRKDh1i70svV0qP8+zdy6arrqZ4x1G89au25e6ET+/3PzZ7ko37ckqqjlSOawA9dEItPNJWdsKjYMXb3mMRMTDiMTiUA1MvhqePtTNHO1Za4VqVg/stFCCQr56zVa3GrjAXti4LPL5hfvnPqnl37zHHgQ9vtYL+/L/batDNS+GsRwOv2sU1szNi/pxxj/fZL3e4ragmtbTmvhVjwn2t+8S2W/6KqFASEREJoeLde8h66y2/YyXZ2RSs9tOnRvzL3RX4jfWhPDub4SuuGRx3ReB7dhleO3M7Wvgm8w25HxY/D58/YYVocaH1RnrhdFsFqYrnUOCzNGD389dYtbFxR1hwRSBN2pWfBUvrXjlS3XFspWf/RkuXS25bdXEfnQCnTvSO7E5pDxe9ahH0gdIcXeHl21P9iarHZMYGQoWSiIhICDmHDuEcPBhwvGjz5oBj4sN3W52vMD9hv+FRtr0uzU//pHOfrfoNbkNRlG9NSfeu979qVpt6VTg/k9LemtNuWlT5cSXFMPNuyK8ihjoqCdpWEfjRcYidz2ns4prCKXcEHu97ZXkBEh4Dl0+HZl3Lx90R9jvaa2zwhUp8c0slvHY+3PY9XDUTeoyqOnwhPBJOvD7w+Ek32R8WfkUUDy4iIhJCYTHRuFNT8ez131wzqlsV52fEW1wze4OYu6vyWFLLwHHVSS3gsndg12qLu45vDl3PsSIpVPHdvooPAY4VdhUd2AKf/i98/7aFKaR2gOGPWIpdaaRzbWrSBo69zJrNnveCNZYNZPNXdj4n0JvziGg4+VZY+bY1sa0oJhmOuaA8ha+xazvQCo2v/lZ+zR1hxXiTNhamsHmJNQEuzIGBt9vqUVi4bf9MSLNtjjXhcgUfqlGqaSfofzMsetb7eoch0NlPwuFRTmEOIiIiIeSUlJD19jvsuO++SmORbdvS+tVXiGiuczJBKSmxxLvXRnlvwYuIgSs+hFYnhG5uhyt3N+xeBV//01aOel9qRVBipvXLee18/1vcLn/PwhXqQt5uyNpsK0n5e+Gz//P/uPAouPmb8uAAfzzFsOu/8NFE2LLkl8jwwb/EuHeqPmK8MSk4YEX89u8skj7tGCuAwqNh1Qfwtp8toGc+CJ2Hwvp5Flvf4Qxo0rr6HlVHIn8/ZG+B76dZrHmP0bZ6GH90/H9IqXcVqFASEZGGrnj/fg5Mn86eyX+jJDcXgNgBA8j48/1EtvTTJ0UC8xRZtPF/p8O2b6HlCdBtJCS1soPrpfL3wsED4Aqz1YuYIFPa6lPebpj1R1jhc4ateQ8Y947Fn78y0v/XNusK4z+suze32dvh5bNgzBT4e4Dtc8ddCSP+EtxKSP4+KyRcLns9gk3NOxpkb4N/DrZ/VtT3N/b6zX/Y+3rnYTDyGSuypMZqUhto652IiEiIhScnk3LZZSQMG0ZJTg6uqCjCU1Jw6w98NeeOsL9+n3K7rTD5bt3yHIId38NHt1shBdDudEsRa9q5Ya1g7F5TuUgCW4FZ8VbV50V2/2grUHXGgT6XwdrZFlM97yHv4ZT2MPC3wW8Xi0056puXBlSYU7lICo+GTkOs6bGvNbNsBeqEaxrW7+tRSIWSiIhIA+CKiCAyMzPU02h8Cg5Y/LLLBXFp4K5w2N3f+ZZ9G+ClYd5pahvm27XrFpQ3/gy1kmLrCRXI0pfg/H8GHo+M8x9eUVtikm0L4JSz4LjxcMmbsH6uRX637m+NVEs84PFYD6bwqMrnq8S4I+33t+Imr/anweqZgb9m0WTodq5WleqYCiURERFpfIoLYc8amH0vbFhgW7VOvM7etAc6wH4oHz77q//I6YP7bbvegFsaRoBAYS4UB05DxFMI8U2tGCoprjx+/FV12wMqIqY8gW3ZKxbu0GaghV98+YydoTn3WZj/EGz8EpLbQf8Jdr4mupZXSj3FkLvDtlO6oyA2FeIbUTpbbCp0GgZrKhRGUQkWA37RK/a5O8LO3y19GQqz7Xt1PCGZ7q+JCiURERFpfHb/aOc6PEX2ef5eO8uxbi5c/Lr/v7QXZsPGzwPfc/0cOPEaW40JtR0rLB579X/8j3cfDfHpcPG/4O3Lyn8OAK1OsuSy6uLSj1Rsavm/e4rgp3n2701awykT4R9n2Jv5U++yBLefP4OUDtC8KyS2rJ2C9GCWbUP75E+2ugj2XOf/E5p3axxb06ITYcSj9ju9/2e71n6Q9U16/ybrAVZ67aKXYdq10Kp/3aQaihcVSiIiItK4HNwPM//gXRyU2rIE9q7zXyi5I22V5cAW//dNyICwAM0461PeXvhkEpx0A2T0tpS0imJT4aQJtnrT/nS4eSls+srCH1r3t0KlPhLK4prZSsjaWd7XT7gWPn3QVu4ufNm2CX76gPf8L3sX0nsfebG0eTF8cIv3tZ3/tS2B1y+0n0VjkNwGrvoYdqyEnB2QsxMWPur9mJ/m2crZ4HstpESFUp1rAGvLIiIiIjVQmFv1ytDqj/1fj02xgIFA+t1Q96swwfAUwv4N8J+74NQ74dSJFo6QmGlbC8e+AYkt7LER0bZFq/dY2zbYsm/9xTjHNIGRT0KXs7yvpx8DO7+H7qNg3ZzylaZS+Xvh1VGQvfXInj93N8y51//Ywf2w4bMju399S8y0RLuOZ8CXT/t/zK5VFpseEWvx8FKntKIkIiIijYsrzM7IFAU4wxPTJPDXtukPfa+2VY6y+7msX01K+1qd5mELj4GmXWx17K3LbJXo+KvsnMqmRbBpsQUpNASJmTD6ecjfDQXZto2s+JczYN1GwvQb/X9dwQFb+amqx1J1PIdsu1ogm7+CPuMO//6hcigfCrICj29ZAt++Ziuqw/4X2p3664pTr0cqlERERKRxiWsKfS6HJS/4H+8WoLcQ2HaxM+6BE6+3VSl3FLQZYKswDWUrU2wyDJ5U3iNp0yL7AFtJGHJ/6ObmT0ySdx+qnJ2Q2gFwlRezYW7ocrY1Lw0LtxWfQxXiy/P22DWwxLxgwhjCwiGpNWRt9D/evPthfDMNQHi0JQRWbJpcUXya9Z06uN8K6Uvfgs7Da38eOTstKMQd2bjCMWqRtt6JiIhI4xIeBSf/j626+Br+FztrVJXYZAsUOOEaOO5ye1PfUIqkUum9YfRz3isFyW2tiWzSEazC1IeENEu8O5Rnhak7Ei54yYrRD26Bt6+ABY9Ccb6dx9r2Lbx2Hjzb1z5eGw1bl0GxnzNovs9z2l3+x8Kj6qZ4qA/xzeHYy/yPxTW1n2dpUQkw6w+Qs6v2nj9vDyyfapH5T/aAV0daVHnF5/yVcDlOxdD2o09Nuu+KiIhII5K9zQ6///CBvbnsdZGlqdV2/HSoeIohd7utHoSFWwhCQnpo5lLigeICcEd796oKpKjAztD8+JHFnP/8ReWzSgDnPAE/fAg/fep9PTwKbvgCmnaq+nny9sAXT8GiZ8EpsWsxyZYG2PJECK/ncI5D+ZC3y7YVeoogvacVizX9nczeDh/+j3dQRkIGnPs0zPqjReNXdOtySGl3xNOnMBcWPg5fPFF57JwnbCXX3QACT45ATWoDFUoiIiIi4l9xIWRtgmWvwfblkN4Ljr/CtrxFRFf/9Tk7LZjipWH+x2NTbBVw2nWVx064DoY9WH2j2sJcK072b4LIWDs3lZBR3uepvhTkwKr3YcZt5YmMLhcMnAgn3QhxqVV+eSX5+yB3l/38ImIs/OKz/4O9670fFxkHE5ZAUssj/x72bYBnj7fC2FdUItz45ZGdK2sAalIb6IySiIiIiFRWUgKbl8Dr55W/8d+wABY/B+P+bSEC1RUjCWnWPymQ/H12JsefTV9AYU71hVJUvH2EOoxj/8/w/gTva44Dnz0GrftBpzNrdr/YFPto3hX2bYR/XeS/WfLxV9dec+EDm/0XSWB9yA7ua/SFUk3ojJKIiIjI0aAg23pIbV1mqw6lDVgPV84OePc3lftVlRTb9Zwdwd0nrmngMZcrcLGVkBm4iArkUD7k7/ffY6sueYpgyd8Djy989MjO+CRmwKVvV/55tBkI/SfUXqx9RGzV4+4GEJ9fj0JaKC1cuJCRI0eSmZmJy+Vi+vTpXuOO43DPPfeQkZFBTEwMQ4YMYe3ataGZrIiIiEhDlb3NVjOe7Qv/GGTbp6bfZNcPV/5uyN0ZYGyvNbgNRmrHwPHVHYfCxi/9jw38ra0UBeNglq1+TbvWVsDm3GfFoqc4uK8/UsWFtqIUSPb2wCl2wQiPhDYnw4TFMOZVOPv/4Lr5cNEUK6JqS0K6nYXzp1mXwGNHqZAWSnl5efTu3ZvJkyf7HX/00Ud5+umnef7551m8eDFxcXEMGzaMgoKCep6piIiISAN1MAs+ugNWfWBbvcD++eMMmPHb4Fcy8vdZCMHSKbDyXYtOryo5riTIIiQhw7bqRcZ5X0/tAKf/HiITrDdWKZcLzpgEaUHGexfmwrf/ghfPtAS9wmxb3Xn+ZGt8Wx8iYqHtKYHHW/S17/NIhEda8mH3UZbYmNmn9mO7EzIsCMN35Sq6SXly4a9IgwlzcLlcvPfee4wePRqw1aTMzEzuuOMOJk6cCMCBAwdIS0tjypQpjB07Nqj7KsxBREREjmp71tkKUiA3L60+PS53F3z8e/jvu+XXwsItaGHjl/Dfad6Pj4yDm76CJq2Dm6On2EIJ1n9qaXjNuoLjgdn3QKehcMwFVqi5wqDFcZYUV1Vku6fYAhycEivY5j4IvS6E/RvhUK71UNr2LaydDePeqXr7X23ZtwGeH2jPX1GYG67/DNJ61P0cakNxEWRvgbWfWKpk65PsPFpSKytiwX7+hdlWTEfFVX2/BuaoCHPYsGEDO3bsYMiQIWXXkpKS6NevH4sWLQpYKBUWFlJYWL60mZ2dXedzFREREQmZ6s4iVTfuOPDD+95FElgB8vGdcMlbluZW8ZD/8L9AfA2iyt3hthpxYBv8vACWvWKFEcDyN6xw6ndjcGdtsrfDNy9bw+GCLDj5t9BluDVfrXg2qes5cOK1tqJWH4VSk9Zw9UzbArn9O7uW0t4ivesyaKKowLZYrvnYthu2OxVa9j38FLzwCIsa73d95THHsQa/y16HdbMtbGLArZaGWNNUv0agwRZKO3bYAcG0tDSv62lpaWVj/jz88MPcf38D61gtIiIiUleqa5Zb3XjuTvjyaf9jjmNnf066Cb5/F1I6wKA/QPMeNQ8QiE6CARMgJhG+fMauJWTAoD9C17OCu1/uLvj3lbDpK/vcFQZtBsAbY8r7KJX6cQZk9ILWJ9dsnocrzG19ky6bZulwJSXW0ykhrfqvPVzFhyxVcOrY8q2QS1+0n+uVH9n2xtq0Z61tcSzIKr+2bwMMf9iKXXcUxKcF12urEWiwhdLhuvvuu7n99tvLPs/OzqZVq19PjKGIiIj8ysQ1tfMx/mK42wy0bWxVKfEEDm0AW0EY+RScNMHO4sQECGYIRnxzGHAb9BprUdfhUfamvnRLV3X2rS8vkgBa97fIct8iqdSyV+256lNc0/pZwQJLHnz78srnxXK2Wz+nMa9BTJPaea6CbPjkj95FUp/Lod0p8OkDdr4tJhn63QDHXxm65si1qMHGg6en2w93507v/3B37txZNuZPVFQUiYmJXh8iIiIiR63YFDjveWg9wPt66/52PTal6q+PjIUWJwQe73SmnUlKzDiyIqmU2w1JLWx7V2Jm8EUSwNq53p/HNKk6pjxnh521Olrt/hGKDvof27DQ0glrS0GWbbcrld4TWvWzZsE7/2vXDu6H+Q/D+7dAXi0+d4g02EKpXbt2pKenM3du+X8Q2dnZLF68mP79+4dwZiIiIiINTFJLGPs6TFgCV30MNy229LJgmoPGJMOZ9/kvWBLS62/rWjB8i749ayz8IZAWx0NETOXrniIronJ21F+EeF0orOYsfsUzW4U5sPcn2PoN7F595EVU36th4WP+x9Z9AjlHEE3fQIS0xM7NzWXdunVln2/YsIHly5eTkpJC69atue2223jwwQfp1KkT7dq1Y9KkSWRmZpYl44mIiIjIL2JTq+5zU5hrvY+KDtq5pYR0cEfYWPPucPl0+Oh2CwRwuaDjEBjxKDQ5zFCAutDpTJh1d/nne9ZaGltChm03q8jlgjMfqFxcZW2Gr/8JK9+xx/QeB8dfcfjhB6GUdkzgscRMiP5lZ1XODustteKt8m2KrfrB+f+A5DbBPVd0EnQYDOvm2OexqbYtM5AtS23VqRELaaG0dOlSBg0aVPZ56dmi8ePHM2XKFO666y7y8vK47rrryMrKYuDAgcycOZPo6Bp2aRYRERGpTTnbbWuR47E3jPHpluwWCkUHyxPkYppU7lcEcGALfDKpPL0uKhFOnQjHjrPzNJFx0P50W40qyLbtarGp5W+0G4qEDBj5DHx4S/m1WX+A81+Az5+Enz61AIrkdnD245UjubM2w0vDIHtr+bWFj8DKt+HKGVYsFebYz8DlsvNdpcVkQxTfHHqOsfn7Gv4X+3kV5cOCR+G7qd7jmxfDm5dYgRxMf6ToJBj2vxbuUZhtQRqusMDnw6rb8tkINJg+SnVFfZRERESk1niKYdsyePea8r+mxyTD2X+FjmdC9BE2Fa2p/Rvhs7/CijftQH+3kTDoTxZHHfbLCYvcXTD1Eti6tPLXD33IDt+Hqsg7HIU5VvB894YViK1PskJv1yrI6G2FTbPukOzT46nEA188BXMDpCNf9Ao062LBBGtn2z2PGw8nXmdnqkIhb6/1NPppvgVptD/dVgIrJhnm7rQGwV88af+e3hOGPgiZx1mhu+9neH4AxKRYjyffBsTXL4CMY4ObT0mJ/d5/M8XmsGWpxZL7ckda/65gV6vqUU1qAxVKIiIiIsHa9xP8rT8UF1Qe+81saHVi/c0lazO8NNR66FQUnQTXLbCwBIBty+GF0/zfI7oJ3Pi5bV9rTLZ8bc1qI+Ng5w/eK0RgZ7Sad/W+lrcHXj23PHigoqgEGPuGxYz7hiM07w6XvWtb2epT7k74z53W46qi4X+B3pd6B2uUlEDeTisGw6O9U/f2/gQF+yB/v63+FB2Ez/9a3utp7BvQ9Wzv5/AUWUEVFu5/ZchTZKtuhdnw2mjY/3P5WFi43bP96ZZq2MAcFQ1nRURERBoUx4Hv3vJfJAF8+uAvccy1kAwXzFxWf1y5SAJrMLvkHzDkPutNtPvHwPcpyLKzS43NoTzY+GXgcU9h5WuuMOvz40+vi2Hx8/4T5Hb9ANuX13+htGZW5SIJYObvLfY9psL5n7Aw22bnK2sz7Fxp2+4OZkGbky0NcfC99vu6bRkk+qyW7f9lxWjVBxAZDyfdWL6SVcodYQ1m41Jtu+aOlbDhM1vF6zgEEjIbZJFUUyqURERERIJRXAhbv658vdWJdk4krpltC6uPQulQLvwwPfD4mo9h4G129qSqN/hh4f5T4Rq6Jq0Dn4+JSrRtZr5iU2wb3fQbKo+1OB7+MzHw8618FzqPqFmU+ZGoqgkwwNKX4KzHq27smrcHPn/CGtCW2rTIfk/PfwFOvRPm3uddYO3bAP8cbIl47ghbOXrvegtxOO95/2eZEjPto/OwGn+bDZ0KJREREZFguCNtG9a6X1qXhLnh3GdsVeeLJy1ZrEVfGPpnaN4DouLrbi5h4bbFLpCoRHD98iY6pb1txcrbU/lxx1wIsdU0pK0rxYfsZ7bze0vjy+xjb7iDadYa28zOVn31t8pjg+8N3Oy0w+nQZkDl1aioeFs9OZTn/+tikuuvSALbQufv9SqVu93OnDXvFjhw48AW7yKpVN5uWPqyxXtf8nZ5WEXRQfj6JRj0B3sdDuXZ79iGhfDVcxbFXlooFWTDwX1WqEYnVZ222Ig12D5KIiIiIg1KWBj0ucIKJIBTJsLqWbaF6cAWC1PY/JWlqm36qm7nEhEDJ90UeLz/BNsWBba16vLptpJQUav+MPgeiPKTklfXig/Bpi/hbyda8tqHt8LfT4Fp10L29uq/PjoBBt4O5zxZvnWsaSe4+HU45oLASXUJGXDhy3Dp29DlLOg6Ei6bZs16T7gm8PMdd1mNv8UjEpUIbQcGHm/VD/5zh20JDGS1n5CFsrGPrDCc+Tt47TxY84mdSepwuhWfUy+xwJJ/XWRb8c77O3z3pn3t3nXw7tXw9LHwdB947XzrzVR86DC+0YZNK0oiIiIiwWrSGi55C9670d6sLnik8mMcBz6+E1LfhdimtRuxXZBdnlqW2hEG3AJfPuP9mM4joN1ptg0wd7edUYlqAlfPsljznJ1WVCRmVC6e6kvONnsT7vF5c73+UzsrdMafqo/ljm8Gx18JXUZYGmF4ZHAx1wnp9tH+lxY14ZH2zz6XWXGxbZn340+9C5rUc3pbVDyc/gdYM9O7aSzY3Jt2snNBs++Fy/7tf0WnpIpGuk4JhEdYQV+QBW9cZGEkH9xc+dzbqg9slS+zD2Rtsj8EVFzt2r7crl2/0FZcjyIqlERERESCFRFtb7Bv/AxWzwz8uH0/wfYVsPwNGPYgpHY6sq1bjmPNVWfdDevn2uftTrO+Nr3HwfLX7Q11zwsgub2ten35DCx81B4LVniMfBa6ngPRdbgtMBg/f1G5SCq19EU48drgGsC6XIG32VWntEAqlZgJl0y18Ibvp1mB23ssJLW2/lT1LbUDXP2JrRxtXWavaadhtvI14zZ7zI7vrHj2Vyh1PQc+e9z/vTsMhoIcK5LA0g/3/+w/HAQsDOK6BfY7729LoKcI5j8Koyf77+PVSKlQEhEREakJd7ht4YqqomeSy2VvbNfOsu141y+E5LaH/5xZG+HFM8vf2AJsWGB/yb/hMxj2kPfj182pvNrlKYLp19tcMnof/lxqQ9amwGOFOVWvhtSl0tWmDmeE5vkrCo+CFsfBoElwKMeubVgI74y3nxFAYkvv1MLiIsjdYQWP5xBc+R9Y8nfv9LyoBNty+fYVtirZ7lQrtAIVSWDnl0qK7fc5kE1fWNGmQklERETkVy69V3kymK/2g2DzYvv3ggPw7etw2u8Pr7Grx2MrUxWLpFKHcn+JAr+/fIXkYBYsfCzw/Rb/3c72+K6o1KfWJwUeS+0A4fWYxFdUAAf3goOFNkTG1t9zByOpBTw3wH/x2Pdq6ymV0dOKmZ/m2zmv0kLKHQlnTLJtol//06K7e42xLXuD/mDbONfMsoCH468KPIeoBIhMsNjvQOKaVb9dspFRmIOIiIjI4YhOgrP+z2KqK0rIgP43w7LXyq+tnW3NOQ9HYTasmx14fP2n3vcuLqg6EGH/z/77DNWnlHa2muHP0IcgIa1+5rH/Z/j4d/BMX3imj21p2/dT+XbFhiAyHkb52dLW+xIrYEr7Fe3fCG9eWl4kga0qzZ5kZ4d+84kFkEy7zs52LZps3/v6T2HVh7ailNLe/xxOmmBn2k6sIvDi5NuCSyxsRFQoiYiIiByOhDT7S/2lb1sCW88xdmborMfsDXfFFaCYZPvr/uEIj6w6wjs21fvekQnWFyiQtgMhIoSrJjnbrWnqiEcsea600ExsYYl0rfvXzzyyNsFLw2HZFCjKtz5ZK96yPkJZG+tnDsGIb25R3ef9HUb/zX6/xr1jv1Mz74a2J1uYxdKX/feVAlthDIuw39kxr9t5t+3feT/m0wesN1PLE8qvuSMsXfGEa+zfm7SF4X+pfN6u11hrSnuU0dY7ERERkcPVtJP9Rb8wxw7If3SbvQn1dfKtlmSWuxscD0QlQWSQ28si4yzdLtD5kJP/xztZLyoOTp0Iq963fjy+9+o9tjziPBQ2LrJ0uQ0LbVVkzKs2z8JsK/jqIzjBcWwVJcfPylv+PvjmFdua1hC2krkjoOvZ8P7NsGWJ/b7l7YbwaCvSEzNthXD3qsD32L/BVhrB0gJ/eK/yY3J3wrRrYMgD1h+suMCKsfjm5YV1TJKlA3YaCj9/btv92p1q57pi/TT5beRUKImIiIgcrjC3bSNr0hpyd0HbUyoXSv1ugKad7ZzRl8/YuZD2g+CU2yG5XXDnltK6w4Bb4cunva/3/Y3/1aOUDnDFB/DBLbaVDCC9p23hqu+o64oKcuysDNgqydf/LP8cLGSiTf+6b2BamA0/TA88/uMMW0mJD1F8uq+EdDjveSvstn1r54HSekB8hhVSLrf9HmxY4P/r03p4ryL6O1cHViSumAo9RgUOK4lKsI/UDkf2PTUCKpREREREjlSY285wnDHJtimtmWVbyjoNtbNMM39v/WhKffeG/VX/mrn2JrY6salWWB07zhLtKIEOQ+w8VGxy5cdHRNsWu6tm2hZAlwtiUhrAGZKSqhPtSorr53xQWLg1dQ0kKqFmwRueYlvVCY+xxsR1Ia6pfaT3rDwW5raVnq8m2xZCX6fdXb7qGJtq20TnPej/efpcXnWi46+ICiURERGR2hKbYh8Vi5+ty7yLpFJFB2HmH2DMK8FtN4tJto/mXYOfT0Ja/QUjBCM6yd6IlyYC+jp2nBV0dS0yzlaM1s3xP97/ZvtZV6cw184zLfmHbW9rMxB6XmgrjPW9vTGpNVzxoaXelZ6ximsKZ/8VmnUpf1yY27ZfLnsFDmz2vkfz7tDulPqbcwOnQklERESkLq2pojHthvnWeyYUDU1DpeNgaNYVdv/ofT2lPXQfVXcrMr7Se0HvS211r6Iu50Cbk6v/+qKDsPojS5Er9dN8+OJJuOpjyOhVm7OtXngEtO5n6Xb5e+3cV2yqbdvzLdqatLI5Lv+XBViEueG4K6HHeRaqIQC4HKch5R/WvuzsbJKSkjhw4ACJiVUssYqIiIjUhc/+CnPv9z8WFg63Lrc3rsHwFEHODjvfExENcc3rv+9P/n5LiQsLP/zVqgNbrQnqslcsqe3YcbYSk9Sydudanbw9tvqy4m3bPtdrjBVswZxN2r8Rnu1rEdy+0nvC5dMbwFbHang8cHAP4ILYpvVXpIZQTWoDrSiJiIiI1KUuZwUulLqfF3xaWN4eWPYqfP7ELwlxEdDzYjjjj5Z8VtcKc2Hn9zD7HgsUSMiAgb+1RLb45jW7V1ILOOlGK0wcx1Y+QvEmvfTcT1Vx6oHs/tF/kQSwY6UFIzT0QsnthvgGtDWzgTn6y0YRERGRUErMgFN/V/l6QroVOb6NRP0pLoSlL1rBVdpc1lMEy1+H6RMgb2/tztmfjV/CS8PsfJHnkK3EzLgN5txnSX415XJZIRHfrHGuZARKjivleKoelwZPK0oiIiIidSk6CfrfCJ2HwpIXrAdO13MsES/YLXe5O+HzJytfd7kgKRPy91iYQHi0RUfXdoBDznb4zx3+x5b/y3o5BRN+UNHBLFslKzxgfaXiUmt+j1Bq3t2SDf01eW3SpnF9L+KXCiURERGRuhaTDC37QsaxUHLIu6dNMAqy7VyQr7Meh50/wHMDymO3UzvAxf+C5t2OeNpez5+1KfD4tm+9k9Wqk70NZtwOaz4uv9ZxCIx82rblNQbxzeCUO2DhY97XXWEw8ilbMZRGrRGuc4qIiIg0Uu7wykVSYa4FJOTsgDWfWAPW7StstaVURIytHlXU7lRbaVr6ondvor3rYcrZcGBL7c07LKLq8Zr03TmYBTN+610kgUV1v3+zne1pDKISLGL80nesCE7IsPNa1y2AVv1CPTupBVpREhEREQmF7O2w8QtLfnOFQa+LLfUtLg1+/gw2fQ1nPWLb6OKaQadh3lHjvcfCJ5P83zt/rxVbtZUiF5sCbU+xeflyR0LaMcHfK29P4Mj0nz618WADLkItNsW2VLbsa+fIohIgKj7Us5JaohUlERERkfqWvQ2mXgzv/gY2LLT+O9NvhHkPwaFsWDMLup8D/51mqXDRibbNLr1Cb57IeCuIAtm16sjnmbsL9qyFg/vg3GcqN7t1hcGFL9UsOa3wQNXjBdWMN0SxKRbaoSLpqKIVJREREZH6tvpj2P5d5eubvoJjLoDsLbB3ra0K9TjPzrs0aQWXvWtb6vashtROlhpXcYteRWndD39+RQV27mjGbeWNYdsMhPNfstCIH6ZDakeba1JL6+kUrKhq+lpGJx3urEVqlQolERERkfqUtxe+mRJ4/IcPLNhg+RvQ/xYoqRAzHd/cPlocByUlMPB2mPWHyveIa2pNTw/X3nXwytnez73xc7t23QLods7h3zuuKXQYDOvnVh5rO7Dh9x6SXw1tvRMRERGpV453+IKvkmJwuS3UIDEzcJ+lsDBr2HrybdZ8tlTTTjD+o8M/n1SYC/Mf9i6SSh3cDz9+dHj3LRWTbNv42p3ufb3tQDjv743nfJIc9bSiJCIiIlKfYlIsiGH2Pf7Hu5wFK96CNgNse11Mk8D3imsGp/0Ojr/KzitFRENs0yPro1SYA1uWBB5fPxf6Xl2z7Xa+klrARS/btsGCLNtuF9dMRZI0KCqUREREROpTWJid7Vn6sp33qah5NzuLtGc1jHo2uIa0kbGQ0tY+aoM7wsIZcnf5H09qXX1ceDBiU1QYSYOmQklERESkviW1hCtnwMp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YWDp06OB1D9+5iohI46NCSUREaqRTp064XC5+/PHHWrlfRESE1+cul8vvtZKSklp5vuqeu/R5cnNzcbvdfPPNN17FFEB8fHyV9wi2mBQRkYZLZ5RERKRGUlJSGDZsGJMnTyYvL6/SeFZWFgDdunVj8+bNbN68uWzshx9+ICsri+7dux/xPCqGRpR+3q1bt7Ln/u6777zm98UXXxAWFkaXLl2Cun+fPn3weDzs2rWLjh07en2kp6cHPc/IyEg8Hk/QjxcRkYZBhZKIiNTY5MmT8Xg8nHjiibz77rusXbuWVatW8fTTT5dtiRsyZAg9e/Zk3LhxLFu2jCVLlnDFFVdw2mmn0bdv3yOewzvvvMNLL73EmjVruPfee1myZElZWMO4ceOIjo5m/PjxfP/998ybN49bbrmFyy+/vGzbXXU6d+7MuHHjuOKKK5g2bRobNmxgyZIlPPzww3z00UdBz7Nt27asWLGC1atXs2fPHq9UvYpyc3NZvnx52fbBDRs2sHz5cjZt2hT0c4mISO1RoSQiIjXWvn17li1bxqBBg7jjjjs45phjOPPMM5k7dy7PPfccYFvQ3n//fZKTkzn11FMZMmQI7du356233qqVOdx///28+eab9OrVi1dffZWpU6eWrVTFxsYya9Ys9u3bxwknnMCFF17I4MGDefbZZ2v0HC+//DJXXHEFd9xxB126dGH06NF8/fXXtG7dOuh7XHvttXTp0oW+ffvSrFkzvvjiC7+PW7p0KX369KFPnz4A3H777fTp04d77rmnRnMWEZHa4XK0kVpERBoZl8vFe++9x+jRo0M9FREROUppRUlERERERMSHCiUREREREREfigcXEZFGR7vGRUSkrmlFSURERERExIcKJRERERERER8qlERERERERHyoUBIREREREfGhQklERERERMSHCiUREREREREfKpRERERERER8qFASERERERHxoUJJRERERETEx/8DZyhtmouKJmwAAAAASUVORK5CYII=\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["import umap\n","\n","Umap = umap.UMAP(\n","                n_neighbors=50,\n","                min_dist=0.1,\n","                n_components=2,\n","                metric='euclidean',\n","                random_state=42\n","    )\n","bovw_umap = Umap.fit_transform(im_features)\n","\n","kmeans5 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(bovw_umap)\n","    # Assign clusters\n","labels=kmeans5.labels_\n","\n","title='BoVW + UMAP 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bovw_umap,labels)"]},{"cell_type":"markdown","metadata":{"id":"pN9Pw2Men5P6"},"source":["##### BoVW + tfidf + UMAP"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:53.337637Z","start_time":"2021-05-24T06:39:45.984017Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721533460,"user_tz":-120,"elapsed":4564,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"c6b1674c-183d-44fd-8e9b-77c8c3868d2f","id":"zDa17Lhhn5P6"},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n","  warnings.warn(\n","/usr/local/lib/python3.11/dist-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n","  warn(\n"]},{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        4         105\n","Baby             1         133\n","Watches          5         181\n","Decor            2         167\n","Kitchen          3         179\n","Beauty           6         141\n","Computers        0         144"],"text/html":["\n","  <div id=\"df-596bd9bd-efda-403e-a840-56a9a698d1af\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>4</td>\n","      <td>105</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>1</td>\n","      <td>133</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>5</td>\n","      <td>181</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>2</td>\n","      <td>167</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>3</td>\n","      <td>179</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>6</td>\n","      <td>141</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>0</td>\n","      <td>144</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-596bd9bd-efda-403e-a840-56a9a698d1af')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-596bd9bd-efda-403e-a840-56a9a698d1af button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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pUyc+/vhjXnnlFXJycujbty+pqamGPa7ItURBU+QfLnw4Dx48+LL9Lpz8smjRIutcxn9j5MiRODo68sUXXxS5UPf8+fP55ptv/vW2i3PbbbfRrFkz1q1bx9ChQ4utPSUlhXfeecfmQ/qxxx4DYObMmdaThC6YPn06mzZtuupa7r//fsLDw9m8eTPDhg3j/PnzNsvT0tL47bffrPfbtm1LixYtyMzMZPjw4WRkZFiXnT59muHDhwPQv39/68itkZo3b463tzd//fVXkaA9b948ZsyYUex6L7/8crFzDnft2mUdpatSpUqJj//oo4/i7OzMggULioSuX375xXqyzJWOXJc3F+aq/v777/z11182y9577z2+/PLLS64bHh4OwI4dOwypbe7cubz33nsEBQUxd+5cHB0defjhh7nzzjs5ePBgkZMIRa5XCpoiF1m2bBn79u3DZDLRv3//y/atV68ejRs3Jjc3l48//vhfP2aTJk2YMmUK+fn59OrVi1atWjFgwABatGhB7969rQHvwmHa/8rR0ZEFCxbQqFEjPvroI6Kjo2nTpg133XUXvXv3JiYmhsDAQB588EGboHnLLbfw8MMPk56eTrt27ejUqRN333039evXZ9y4cf/q9989PT1ZuHAhwcHBfPjhh4SHh3PzzTfTv39/2rRpQ3BwMFOmTLFZZ+7cuVSpUoXvvvuO6Oho+vTpQ69evahWrRrr16+ncePGvPnmm/95P10Js9nMpEmTgMIvHq1bt6ZPnz7Ur1+ffv368dRTTxW73pQpU6hSpQp16tThjjvuYMCAAXTq1IkGDRpw/vx5Bg0aROPGjUt8/AYNGvDWW2/h4ODAwIEDadKkCQMGDKBt27b06NGD7Oxs4uLi6NatW6n+3WUlJiaG2267jXPnzhETE0P37t256667qFOnDiNGjODpp5++5Lq9e/cGIDY2ln79+nH//fdz//33X/ZXr67U7t27GT58OI6OjsydO5fg4GDrsg8++ICqVavy7bff8sYbb/znxxK51iloilzkwmHwW2655YrOHL0wqvlfD5+PGzeO+fPn06ZNG7Zt28b333+Pq6srCxYs4LbbbgMgICDgPz3GxUJDQ1mzZg3vvPMOzZs3Z/fu3Xz99dfWSxiNGDGCn3/+uchlaN58801mz55NTEwMa9as4ccffyQkJITff/+dXr16/ataYmJi2LZtG+PHjyciIoI//viDhQsXkpiYyK233sq4ceNs+letWpVNmzYxbtw4KlWqxKJFi/j111+pVq0aL774IitWrCjTs34fe+wxPvroIxo3bszmzZv55ZdfCAoK4pdffrnkqNZbb73F0KFDcXZ2ZtmyZXzzzTccPHiQrl278u23317yUHhxHnjgAVatWsWdd97J8ePH+eqrr9i1axc33XQTv/zyCxMnTiylv9Q+5s2bx0svvUStWrVYsWIFv/zyC5GRkfz888/cf//9l1zvueeeY8yYMfj6+rJgwQJmzZrFrFmzLjmf9kplZmbSp08f0tPTmTBhAp07d7ZZ7uPjw1dffYXJZGLMmDGsX7/+Pz2eyLXOwfJfTtcTEcNNnjyZiRMnMmrUqEseihURESmPNKIpUg7s3buXlJSUIu0LFy5k6tSpODg4lDhnVEREpLy59k5DFKmAPvvsM1544QViYmKIiIggNzeX3bt3W3/xJC4ujiZNmti5ShERkaujoClSDvTo0YO9e/eyZs0adu7cSVZWFpUqVeKWW27hoYceKvYnJkVERMo7zdEUEREREUNojqaIiIiIGEJBU0REREQMoaApIiIiIobQyUDl3NJvjfn5tGvNsrB59i5BypEOCX3sXYKUI3p/KKTXRaFOt9ez22Nf+BlcI1z4SdlrjUY0RURERMQQCpoiIiIiYggFTRERERExhIKmiIiIiBhCQVNEREREDKGgKSIiIiKGUNAUEREREUMoaIqIiIiIIRQ0RURERMQQCpoiIiIiYggFTRERERExhIKmiIiIiBhCQVNEREREDKGgKSIiIiKGUNAUEREREUMoaIqIiIiIIRQ0RURERMQQCpoiIiIiYggFTRERERExhIKmiIiIiBhCQVNEREREDKGgKSIiIiKGUNAUEREREUMoaIqIiIiIIRQ0RURERMQQZRo04+LicHBwKHKrX79+mTz+nDlzcHBw4PTp0wCkpqYSFxfHX3/9VSaPLyIiInI9cS7rBzSbzSxZssSmzd3dvUweu2fPnqxevRpfX1+gMGhOmjSJ+vXrU7du3TKpoTxatmYxy9f8zJmUJABCgiLo2aUv9Ws1BuDPtb+wLv5Pjh4/QFZ2Jq9O/AR3s4c9SzZM0q4kdv6wk5RDKWSmZtLu0XaENw23Ls/NymXLl1s4tvEYOek5eAR6ULNbTWp0qWHHqo2Xm5nL1m+2cmzDMbLTsvGr4kfjgY2pVLWSvUszjF4XhRYv/YbNO9aQmJSAq4srVavU5vYbBxIcGGbt88q7E9h7cIfNeu1adGPA7SPKulxDlfT+cLH1H65n35J9xAyIoXaP2mVcqXFKej6czzjH979+wc69W0hOPY2nhzeN6jXn1m53YXareK+P8mr58uW89NJLbNy4kRMnTvDtt9/Sq1evYvuOGDGCd999l9dee43HHnvM2p6cnMyoUaP4/vvvcXR0pHfv3rzxxht4enpeVS1lHjQdHR1p2bJlqW0vMzMTs9l8RX0DAwMJDAwstcf+r/WUF37elejV4x4qB4SABVZvWsrbH7/IM4+8TGhQJDm52dSrFUO9WjEsWPypvcs1VF52Hn6RflTtUJUVb6wosnzzZ5s5+ddJWj3YCo8ADxK3JbLhow2Y/cyENy7+A6ciWDdrHanHUmk1ohVmPzOHVh5i6YtLuenFm3D3L5svimVNr4tCew7uoEPLG4mKqE5Bfj4Lfv6MGbMmMXH0DEyubtZ+bZt35Zau/a33XV1M9ijXUCW9P1xwdMNRTu87jdnv2vosuBIlPR9S05I5m5ZC75sGExIUwZmUU8xd8A6packMv2eMvcu/bpw/f54bbriBe++9lzvuuOOS/b799lvWrFlDaGhokWUDBgzgxIkT/Prrr+Tm5jJ06FAeeOAB5s6de1W1lJs5mlFRUYwcOdKmbcGCBTg4OHDo0CEADh06hIODA3PmzGHYsGFUqlSJ5s2bA+Dg4MD06dOJi4sjKCiIgIAAhg4dyvnz563bu/jQ+aFDh4iOjgagT58+1sP4hw4d4o8//sDBwYENGzbY1NOrVy86duxovR8XF4enpyfr1q2jVatWuLm58dZbbwGwc+dObrvtNnx8fPDw8KBnz57s37+/tHdbqWhYtxkNajchKCCUoMBQenUfgMnVjYNH9gDQpe0t9Oh4B9ERNe1cqfFCbwilYZ+GRDSNKHb56b2niW4XTVCdIDwDPaneuTq+kb4k708u40rLTl5OHkfXH6VR/0ZUrl0ZryAvGtzRAM8gT/b9vs/e5RlGr4tCj9z7LK2bdiY0KJLw0GgG9xlFcuppjhyzfT9zdXHFx8vPejO7VbwvICW9PwBkJGew8eONtH6wNY5O5eYjttSU9HwIC67C8IFjaFi3GYGVgqldvQG3dRvAtp0byM/Pt3P1148bb7yRKVOmcPvtt1+yT0JCAqNGjeKzzz7DxcXFZtnOnTtZvHgxH3zwAS1atKBt27bMnDmTL774guPHj19VLXZ5FeTl5dncLBbLVa0/btw4LBYLn3/+OS+99JK1/c0332Tv3r189NFHPPvss8ydO5fnnnuu2G2EhIQwf/58AF544QVWr17N6tWrCQkJuapacnJyuPvuu7nnnnv46aef6NatGwcOHKB169YkJyczZ84c5s6dy6lTp+jSpQvZ2dlXtf2yVlCQz/otK8jJySI6spa9yyl3AmoEkLApgYzkDCwWCyf/Osm5xHMENwi2d2mGseRbsBRYcHJxsml3cnXi1J5TdqqqbOl18bfMrAwA3N1tD5+ti/+TJyYPZvJrj/Lt4k/JySnf73VGsBRYWP3Oaur0rINPuI+9yykTl3o+2PY5j5ubO05OTpfsIyXLzs4mLS3N5vZvM0VBQQEDBw7kySefpF69ekWWX5hm2LRpU2tbbGwsjo6OrF279qoeq8wPnZ8/f75Icv7kk0+uahuNGjXigw8+KNIeEhLCZ599BkCPHj3YtGkTX3/9NS+++GKRviaTiZiYGABq1Kjxrw/n5+bm8vzzz9OvXz9r2+DBg/H39+fXX3/Fza3w0FLr1q2pWrUqs2bN4qGHHvpXj2WkhMTDTP/fOHLzcjC5ujF84FhCgy79rf161WRQE9bNXsd3j36Hg1PhKHjz+5pTuXZle5dmGBezCwHVA9ixYAfeod64+bhxePVhzuw9g2fQ1c3VudbodWGroKCAeYtmU61KbcKCq1jbmzdqh79fIL7e/hw7cYhvf/qEk6cSGDFwrB2rLXt/LfoLRydHanar2KPcF1zq+XCx9PNp/LhkHm2bdy3j6iqeqVOnMmnSJJu2iRMnEhcXd9XbmjZtGs7OzjzyyCPFLk9MTKRyZdvPNWdnZ/z9/UlMTLyqx7LLyUDLly+3aatatSrjx4+/4m307Nmz2PauXW2fyHXr1uWLL764+iKv0j/r+eWXX+jfvz/Ozs7k5eUB4OfnR0xMDOvXr7/kdrKzs4t8O8nJzcHVxbX0i/6HoIBQnnnkFTKzMti0fTUfzZvJ6Aeeu64/VIuz55c9nNl3hvaPt8c9wJ1Tu08VztH0NRNcv+KOarYc0ZK176/lu0e+w8HRAb8oPyJbRZJyKMXepRlKrwtbX3z3PgmJR3jywedt2tu16Gb9d1hwFXy8/Hn9g4mcOpNIYKWK+7q4WPLBZPb8sofuz3XHwcHB3uWUiUs9Hy7IzMrgzTnPE1I5glti+xXbR67cuHHjGD16tE2byXT1c6E3btzIG2+8waZNm8rkuWqXk4EuHor9N4KCgoptv3A2+QWurq6GH6p2d3cvcgbW6dOnef3113n99deL9Hd1vXRoLO7byqC+DzKk/8OlUuvlODu7FJ70AFQJr8bhY/tYunIRA+540PDHvlbk5eSxdd5W2j7WlrBGhWdY+kX6kXI4hZ0/7qzQQdMryIvY8bHkZeWRm5WL2dfMyjdX4hlYsUc09br42+ffvc+2XRt4YvgU/HwCLts3OrLwKgxJZ05cN0EzaXcSWWlZLHxsobXNUmAhfm48e37ew62v3WrH6kpfSc+HrOxMZs5+DjeTmREDx+LkVOZxo8IxmUz/Klj+059//klSUhKRkZHWtvz8fJ544glef/11Dh06RHBwMElJSTbr5eXlkZycTHDw1b2my83/vJubGzk5OTZtKSnFj5YYncAvHO4urp5/PnZxtfj7+9OzZ89iD5F7eXld8nGL+7ayerF9TiCyFBSQ+/9HY6WQJd9CQX5B0eeAowNc3TTja5azmzPObs7knM/hxLYTNOrXyN4llanr8XVhsVj4YuEHxO9Yy+gHJhPgX/wX/YsdPX4QAB8vP6PLKzei20QTXM/2A/iPl/4gqk0UVdtXtVNVpe9Kng+ZWRnMmD0ZZycXHho0DpcyOConV27gwIHExsbatHXv3p2BAwcydOhQAFq1akVqaiobN26kSZMmACxZsoSCggJatGhxVY9XboJmeHg4O3futGn75ZdfDH3MC6OLWVlZRWqBwrOuWrduDRSOUm7atMm6wy8nNjaW7du3ExMTc1WTn4v7tlIWh82/Xfwp9WvG4OcbSHZOJuvi/2TPwR2MuncCAGfPpZB2LpVTZ04AhfPW3Exm/H0D8HC/dHC+FuVm5ZJ+Mt16P/1UOimHU3D1cMUjwIPKtSsT/3k8Tq5OeFTyIGlXEodWHCLm7hg7Vm28E1tPYMGCd7A3506eI/6LeLxDvCvUB+g/6XVR6PPv3mN9/J88OGgcbiYzZ88VDgCY3dxxdTFx6kwi6+KXU79WEzzcvUhIPMS8RR9SI7ou4SFR9i2+lJX0/mDysn3/dnRyxM3HDe8Q77Iu1TAlPR8yszKYMWsSObk53DvwMTKzM8jMLjxhyMvDG0dHnRBUFtLT09m37++rghw8eJD4+Hj8/f2JjIykUiXbayC7uLgQHBxMrVqFJzvWqVOHHj16MGzYMN555x1yc3MZOXIk/fv3L/ZSSJdTboLmnXfeyYMPPsikSZNo3bo1P/74I6tXrzb0MYODg/H19eXzzz8nOjoak8lEw4YNCQ8Pp0WLFkyaNAkfHx+cnZ2ZNm0aPj5XdhbhpEmTaNasGd27d+eBBx4gKCiIxMREli1bRrt27bjrrrsM/buu1rn0s3z41QzSzqVgdnMnLCSKUfdOoG6NRgAsX/MzP/z+lbX/K+8WzqcddOdIWjftbI+SDZN8MJklL/z9gwKb524GILptNC2Ht6T1w63Z8tUWVr+9mpz0HNwD3GnYpyHVu1S3V8llIjczly1fbSEjOQNXD1cimkXQsE9DHJ0r3uVbLtDrotDyNT8D8Op7E2zaL/ydTk7O7Nq3lSUrF5Gdk42fTwAx9VtxU+c77VGuoUp6f7gelPR8OJJwgINH9wIw4SXbo3pTxrxDgH/FPXGyPNmwYQOdOnWy3r9wtHTw4MHMmTPnirbx2WefMXLkSLp06WK9YPuMGTOuupZyEzTvv/9+9u/fz9tvv81rr71G//79mTp1Knfffbdhj+no6MiHH37I008/bb300MGDB4mKiuKzzz5j2LBhDBkyhODgYKZMmcIXX3xBampqidutXr0669atY/z48Tz00EOkp6cTEhJC+/btadiwoWF/z7816M7LzwG9pWt/mwsxV2RBdYK465NLfxEw+5pp+cD18YFyscgWkUS2iCy5YwWi10Whd16cf9nl/r4BPDF8ShlVY18lvT/8U0WblwklPx9qVatfYh8xXseOHa/q0pEXrld+MX9//6u+OHtxHCxXexFLKVNLv91RcqfrwLKwefYuQcqRDgl97F2ClCN6fyik10WhTrcXvS5kWRk+fLhh23733XcN27aRKu5xLxERERGxKwVNERERETGEgqaIiIiIGEJBU0REREQMoaApIiIiIoZQ0BQRERERQyhoioiIiIghFDRFRERExBAKmiIiIiJiCAVNERERETGEgqaIiIiIGEJBU0REREQMoaApIiIiIoZQ0BQRERERQyhoioiIiIghFDRFRERExBAKmiIiIiJiCAVNERERETGEgqaIiIiIGMLZ3gWIiIiIVAR3nf/OwK2/a+C2jaMRTRERERExhIKmiIiIiBhCQVNEREREDKGgKSIiIiKGUNAUEREREUMoaIqIiIiIIRQ0RURERMQQuo5mObcsbJ69SygXOiT0sXcJ5UIH/4X2LqFcmKzXBaDXhdjS50WhTtSzdwlyEY1oioiIiIghFDRFRERExBAKmiIiIiJiCAVNERERETGEgqaIiIiIGEJBU0REREQMoaApIiIiIoZQ0BQRERERQyhoioiIiIghFDRFRERExBAKmiIiIiJiCAVNERERETGEgqaIiIiIGEJBU0REREQMoaApIiIiIoZQ0BQRERERQyhoioiIiIghFDRFRERExBAKmiIiIiJiCAVNERERETGEgqaIiIiIGEJBU0RERKQCWb58ObfccguhoaE4ODiwYMEC67Lc3FzGjh1LgwYN8PDwIDQ0lEGDBnH8+HGbbSQnJzNgwAC8vb3x9fXlvvvuIz09/aprUdAUERERqUDOnz/PDTfcwFtvvVVkWUZGBps2bWLChAls2rSJ+fPns3v3bm699VabfgMGDGDHjh38+uuvLFq0iOXLl/PAAw9cdS3O//qvEBEREZFy58Ybb+TGG28sdpmPjw+//vqrTdubb75J8+bNOXLkCJGRkezcuZPFixezfv16mjZtCsDMmTO56aabePnllwkNDb3iWjSiKSIiInIdO3v2LA4ODvj6+gKwevVqfH19rSETIDY2FkdHR9auXXtV274ugmZcXBwODg7Wm5ubG3Xq1GH69OkUFBRc1bY6duzIzTffbFClIiIiIkVlZ2eTlpZmc8vOzv7P283KymLs2LHcddddeHt7A5CYmEjlypVt+jk7O+Pv709iYuJVbf+6OXRuNptZsmQJAJmZmSxdupSnnnqKgoICnnrqKTtXZ39Ju5LY+cNOUg6lkJmaSbtH2xHeNNy6/POBnxe7XqP+jajTs05ZlWmoZWsWs3zNz5xJSQIgJCiCnl36Ur9WYwD+XPsL6+L/5OjxA2RlZ/LqxE9wN3vYs+Qy8f5PW3n1200M7FKHp/u1ACA7N49p8zbw4/qD5Obl06ZuGM8OaEmAt9nO1Zaukl4X2+Zv4/Caw2ScycDR2RH/aH8a3tmQgOoBdqy6dC1e+g2bd6whMSkBVxdXqlapze03DiQ4MMza55V3J7D34A6b9dq16MaA20eUdbllpqCggO3zt3No5SGyzmZh9jMT3S6aerfVw8HBwd7lGaqk1wXA2YSzbPlyC0m7kijIL8AnzIe2j7TFI6Div2caZerUqUyaNMmmbeLEicTFxf3rbebm5tK3b18sFgtvv/32f6yweNdN0HR0dKRly5bW+506dWLbtm3Mnz9fQRPIy87DL9KPqh2qsuKNFUWW95rZy+b+ia0nWPvBWiKaRZRRhcbz865Erx73UDkgBCywetNS3v74RZ555GVCgyLJyc2mXq0Y6tWKYcHiT+1dbpnYdug0Xy7fQ61wP5v2qV+tZ/nWY7w+vCNeZhee+3wtj7y9lLljb7JTpcYo6XXhFexF00FN8azsSX5OPrsW7+KP6X9w88s34+btZoeKS9+egzvo0PJGoiKqU5Cfz4KfP2PGrElMHD0Dk+vff2Pb5l25pWt/631XF5M9yi0zOxftZO/ve2k5vCU+YT4kH0xm7ftrcTG7UKt7LXuXZ6iSXhfnTp7jtym/UbV9VerfUR8XswtnE87i5OJkh2orjnHjxjF69GibNpPp37/OLoTMw4cPs2TJEutoJkBwcDBJSUk2/fPy8khOTiY4OPiqHue6OHR+KV5eXuTm5lrvP/XUUzRo0ABPT0/CwsK46667OHHiRLHrfvzxx1SrVg2z2UzHjh3ZvXu3dVnv3r1p06ZNkXXefvtt3NzcSE5OLv0/5j8KvSGUhn0aEtG0+OBo9jXb3I5tPEZQnSA8K3uWcaXGaVi3GQ1qNyEoIJSgwFB6dR+AydWNg0f2ANCl7S306HgH0RE17Vxp2TiflcuTHyxn8sDWeLu7WtvPZeQwf8VexvZtRsvaIdSrEsALg9uweX8S8QeSLrPFa09Jr4uo1lEE1w/Gs7InPuE+NB7QmNzMXFKPppZtoQZ65N5nad20M6FBkYSHRjO4zyiSU09z5Nh+m36uLq74ePlZb2Y3dztVXDZO7z1NeONwwhqF4RnoSWTzSILrB3PmwBl7l2a4kl4XW+dtJfSGUGLuisE/yh+vIC/CG4fj5lMxvnzZi8lkwtvb2+b2b4PmhZC5d+9efvvtNypVqmSzvFWrVqSmprJx40Zr25IlSygoKKBFixZX9VjXzYgmFKZx+PvQ+TfffMPTTz9tXZ6UlMTTTz9NaGgop06d4pVXXqFDhw789ddfODv/vas2bdrE/v37efHFFwEYP3483bt3Z/fu3ZhMJoYNG8aNN97I7t27qVXr72+2s2fP5vbbb8ff37+M/mJjZJ7N5PiW47R8oGXJna9RBQX5bNy2mpycLKIjK/boxKU89/kaOjQIp3XdUN75cYu1fceRM+TmF9CqToi1rWqILyH+HsTvP0WjqpWL21yFl5+Xz74l+3Bxd8Ev0q/kFa5RmVkZALi7237JXBf/J2s3L8fHy5cGdZrRs3MfXF0r7qhmQI0A9i/dT9qJNLxDvEk5nMKpPadofHdje5dmV5YCC8e3HKdOzzosnb6UlEMpeAZ6UveWukUOr4tx0tPT2bdvn/X+wYMHiY+Px9/fn5CQEO688042bdrEokWLyM/Pt8679Pf3x9XVlTp16tCjRw+GDRvGO++8Q25uLiNHjqR///5XdcY5XEdB8/z587i4uNi09evXz+aw+ezZs63/zs/Pp1WrVoSHh7NkyRK6detmXXby5EmWLVtGjRo1AIiJiaFWrVrMmTOH4cOH061bNyIjI5k9ezbTpk0DYPv27WzYsIEXXnjByD+zTBz88yAubi6X/DZ7LUtIPMz0/40jNy8Hk6sbwweOJTSo4v2dJflh3QH+OnyGec8UPfHt9NlMXJwd8Xa3DREB3mZOp2WWVYnlRsLmBFa9tYq8nDzMvmY6je2EyatiBqyCggLmLZpNtSq1CQuuYm1v3qgd/n6B+Hr7c+zEIb796RNOnkpgxMCxdqzWWHVvrktuZi4/jP0BB0cHLAUWGt7ZkKg2UfYuza6y0rLIy8rjr+//ouGdDWnUrxEntp7gzxl/0mVcFyrXuT6/iJa1DRs20KlTJ+v9C4fcBw8eTFxcHAsXLgSgUaNGNustXbqUjh07AvDZZ58xcuRIunTpgqOjI71792bGjBlXXct1EzTNZjPLly8HCs/c2rhxI88++yzDhg2zBsyffvqJ5557jh07dpCWlmZdd8+ePTZBs379+taQCVC9enVuuOEG1q5dy/Dhw3F0dOS+++7j7bff5vnnn8fZ2ZnZs2dTpUoVunTpcskas7Ozi5xBlpeTh7Nr+fpvOrD8AFVaV8HJteLNtwkKCOWZR14hMyuDTdtX89G8mYx+4LnrKmyeSD7P1C/XMevxbphcytdzrzwKqhNEj+d7kH0um/1L97Ny5kq6xXWrkIcJv/jufRISj/Dkg8/btLdr8ff7Y1hwFXy8/Hn9g4mcOpNIYKWrm891rTiy9giHVx2m9YOt8Qn3IeVwCps+24TZz0zVdlXtXZ7dWCwWAMKbhFP7xtoA+FXx4/Te0+xdsldBs4x07NjR+n9RnMstu8Df35+5c+f+51qumzmajo6ONG3alKZNm9KmTRseeeQRnn32WT788EO2b9/O+vXrufXWWwkNDeWTTz5h9erVrFmzBig89f9i/zzlHyAoKMhmPue9997LqVOn+PHHH8nNzeXTTz9lyJAhODpeepdPnToVHx8fm9uKj4pOtLanpN1JnDtxjmodqtm7FEM4O7tQOSCEKuHVuL3HPYSHRLF05SJ7l1Wmdhw+zZlzWfSe8j31R3xE/REfsX7PST5dspP6Iz6ikrcbuXkFpGXYfik6nZZZ4c46vxLObs54BXkRUD2AFsNa4ODkwP5l+0te8Rrz+Xfvs23XBkY/MBk/n8ufVR8dWfhFPOlM8XPcK4L4L+Kpc3MdqrSqgm+EL9Fto6nVvRZ/ff+XvUuzK5OXCQcnB7xDvW3avUO9yTiTYaeqxJ6u6+GKOnUKL8uzY8cOtmzZgo+PD1999ZU1DB4+fLjY9f55JhYUHk6/eAg6PDycHj16MHv2bPLy8jh9+jRDhw69bD3FnVE2fev0q/mTDHfgjwP4R/vjV6XizkG7mKWggNz/P7f3etGqTijfTbzNpu2ZOSuIDvbh/h4NCPHzwMXJkTU7T9CtSRQABxPPciL5PI2qBdqh4nLGAgV5V3d93vLMYrHwxcIPiN+xltEPTCbAP6jEdY4ePwiAj1fFfZ/Iy8krchkjB0cHKHmgqEJzcnaiUnQlziWes2k/l3hOlza6Tl3XQXP79u0ABAQEkJmZiYuLi80bx2effXbJ9fbt20f16tUB2LdvH1u2bGH48OE2/YYNG8add95JUlISXbp0oUqVKsVtzspkMhU5g6ysDpvnZuWSfjLdej/9VDoph1Nw9XC1vjnkZuZyZN0RYu6OKZOaytq3iz+lfs0Y/HwDyc7JZF38n+w5uINR904A4Oy5FNLOpXLq/4/SJCQexs1kxt83AA93L3uWXqo83FyoGWYbEMwmZ3w9Tdb2O9rW4MV56/HxMOFpdmHK52tpVDWwwp0IdLnXhcnTxI6FOwhrHIbZ10z2uWz2/LaHjJQMIptH2rHq0vX5d++xPv5PHhw0DjeTmbPnUgAwu7nj6mLi1JlE1sUvp36tJni4e5GQeIh5iz6kRnRdwkOi7Fu8gcIahbFj4Q7cA9zxCSs8dL578W6qtq/4h81L+ryo3bM2q95cRWCtQILqBnFi6wkSNifQ5elLTx2Tiuu6CZoFBQXWQ+E5OTls3LiRKVOmULduXdq3b092djavv/46o0aN4vbbb2f16tV88sknxW4rKCiIW265hcmTJwMwYcIEwsLCGDJkiE2/nj17EhgYyOrVq/n88+IveF5eJB9MZskLS6z3N8/dDEB022haDi88u/zw6sIR3iqtLh+Yr1Xn0s/y4VczSDuXgtnNnbCQKEbdO4G6NRoBsHzNz/zw+1fW/q+8Ox6AQXeOpHXTzvYo2W7G9W2Go4MDj76zlJy8AtrUC+XZuyveVQgu97poNrQZaSfSODjjINnnsjF5mvCv6k/s+Fh8wn3sVXKpW77mZwBefW+CTfuF572TkzO79m1lycpFZOdk4+cTQEz9VtzU+U57lFtmmgxqwtZvtrJhzgay07Ix+5mp3qk69W6vZ+/SDFfS50VE0wiaDm3KX9//xaZPNuEV4kXbR9oSWEtHPK5HDpYrmRF6jYuLi7O5mr6zszMRERHceOONTJw40Trncvr06cycOZPk5GTatGnDW2+9Rc2aNXnppZf4v//7P6Bwgq2npye9e/dm8uTJnDhxghYtWvDOO+9YD8VfbPjw4cybN48TJ078q+tdxa2L+3d/dAXTIaGPvUsoFzr4L7R3CeXCZPN//9m1ikCvi0LLwubZuwQpR+Kax9ntsf+4x7iT3zp+enU//VheXBcjmnFxcVf0E01jxoxhzJgxNm3/zOF//PGH9d8lzbksKCjgl19+YcCAAf/p6v0iIiIi16LrImiWtZycHLZs2cLXX3/N0aNHGTlypL1LEhERESlzCpoGOH78OM2bNycwMJA333zT5teBRERERK4XCpoGiIqKuqKLoYqIiIhUZNfNBdtFREREpGwpaIqIiIiIIRQ0RURERMQQCpoiIiIiYggFTRERERExhIKmiIiIiBhCQVNEREREDKGgKSIiIiKG0AXbRUREREpBzOcjjNv4p8Zt2kga0RQRERERQyhoioiIiIghFDRFRERExBAKmiIiIiJiCAVNERERETGEgqaIiIiIGEJBU0REREQMoaApIiIiIoZQ0BQRERERQyhoioiIiIghFDRFRERExBAKmiIiIiJiCAVNERERETGEgqaIiIiIGEJBU0REREQM4WzvAkSuxLKwefYuoVzokGmydwnlQoeEPvYuoVzQ66KQng8i5ZdGNEVERETEEAqaIiIiImIIBU0RERERMYSCpoiIiIgYQkFTRERERAyhoCkiIiIihlDQFBERERFDKGiKiIiIiCEUNEVERETEEAqaIiIiImIIBU0RERERMYSCpoiIiIgYQkFTRERERAyhoCkiIiIihlDQFBERERFDKGiKiIiIiCEUNEVERETEEAqaIiIiIhXI8uXLueWWWwgNDcXBwYEFCxbYLLdYLDz77LOEhIRgNpuJjY1l7969Nn2Sk5MZMGAA3t7e+Pr6ct9995Genn7VtShoioiIiFQg58+f54YbbuCtt94qdvn06dOZMWMG77zzDmvXrsXDw4Pu3buTlZVl7TNgwAB27NjBr7/+yqJFi1i+fDkPPPDAVdfi/K//ChEREREpd2688UZuvPHGYpdZLBZef/11xo8fz2233QbAxx9/TFBQEAsWLKB///7s3LmTxYsXs379epo2bQrAzJkzuemmm3j55ZcJDQ294lo0oikiIiJSzmVnZ5OWlmZzy87OvurtHDx4kMTERGJjY61tPj4+tGjRgtWrVwOwevVqfH19rSETIDY2FkdHR9auXXtVj6egKSIiIlLOTZ06FR8fH5vb1KlTr3o7iYmJAAQFBdm0BwUFWZclJiZSuXJlm+XOzs74+/tb+1wpHToXERERKefGjRvH6NGjbdpMJpOdqrlyCpoiIiIi5ZzJZCqVYBkcHAzAyZMnCQkJsbafPHmSRo0aWfskJSXZrJeXl0dycrJ1/SulQ+ciIiIi14no6GiCg4P5/fffrW1paWmsXbuWVq1aAdCqVStSU1PZuHGjtc+SJUsoKCigRYsWV/V4dguas2fPxsHBoch1m2bOnImDgwMTJ060aU9OTsbR0ZHp06eXuO3U1FTi4uL466+/rrquIUOGUL9+/ateT0RERKQ8SE9PJz4+nvj4eKDwBKD4+HiOHDmCg4MDjz32GFOmTGHhwoVs27aNQYMGERoaSq9evQCoU6cOPXr0YNiwYaxbt46VK1cycuRI+vfvf1VnnIMdD523adMGgFWrVlGjRg1r+8qVK3F3d2fVqlU2/VetWoXFYqFt27Ylbjs1NZVJkyZRv3596tatW7qFV1BJu5LY+cNOUg6lkJmaSbtH2xHeNNy6PDcrly1fbuHYxmPkpOfgEehBzW41qdGlxmW2eu0paT9sm7+Nw2sOk3EmA0dnR/yj/Wl4Z0MCqgfYserS9ebCzby1aItNW3SQNz8+dwcAEz9ZxeqdJ0g6m4G7yZmYapV54o4mVA3xtUO1xlm89Bs271hDYlICri6uVK1Sm9tvHEhwYJi1T25uDl//MIcNW1eQl5dH3RqNuKvXA3h7+dqv8DKwbf42tn+73abNK8SLm6ffbKeKysbeAzv4Zfl3HEnYz9lzKYwYOJZG9f4e3Uk7l8r8nz5h5954MrLOUyO6Lv1uvZ+ggKv7YC7PSnpdnM84x/e/fsHOvVtITj2Np4c3jeo159Zud2F287Bz9dePDRs20KlTJ+v9C3M7Bw8ezJw5cxgzZgznz5/ngQceIDU1lbZt27J48WLc3Nys63z22WeMHDmSLl264OjoSO/evZkxY8ZV12K3oFmrVi0CAwNZuXIlgwcPtravXLmSIUOG8PHHH5Ofn4+Tk5O13c3NzeZUeyk9edl5+EX6UbVDVVa8saLI8s2fbebkXydp9WArPAI8SNyWyIaPNmD2MxPeOLyYLV6bStoPXsFeNB3UFM/KnuTn5LNr8S7+mP4HN798M27ebsVs8dpUPdSX2Y93s953dvz74Ee9KpW4uUVVQv09SD2fw1vfx3P/67/y69TeODlWnNk4ew7uoEPLG4mKqE5Bfj4Lfv6MGbMmMXH0DEyuhf/X8xZ9yLZdGxl295OY3dz5YuH7vPPpNMY8ePVngl5rfMJ86PTU3x9kjk4V5//+UrJzswkPiaJ10868+6nt0TWLxcLbn7yIk6MzDw56Cjc3d37/cyFvfBBn85y51pX0ukhNS+ZsWgq9bxpMSFAEZ1JOMXfBO6SmJTP8njH2Lv+60bFjRywWyyWXOzg4MHnyZCZPnnzJPv7+/sydO/c/12LXd4Y2bdqwcuVK6/0jR45w7NgxHn30UbKysti6dat12cqVK2natCkHDhygf//+RERE4O7uTt26dXnllVcoKCgA4NChQ0RHRwPQp08fHBwccHBw4NChQ0DhdajGjx9P1apVMZlMhIeHM2TIkCK1/fHHH8TExODh4UHz5s1t5ilA4ZvKyy+/TM2aNTGZTFStWpXXXnvNps+xY8fo27cvQUFBuLm5ER0dzeOPP14au67Uhd4QSsM+DYloGlHs8tN7TxPdLpqgOkF4BnpSvXN1fCN9Sd6fXMaVGquk/RDVOorg+sF4VvbEJ9yHxgMak5uZS+rR1LIt1GDOjg4E+rhbb35ef39I9m1fi2Y1gwkL8KJelUo82iuGEynnSTh99T9NVp49cu+ztG7amdCgSMJDoxncZxTJqac5cmw/AJlZ51m54XfuvHkItas3oEp4NQbfOZIDh3dz4MhuO1dvPAcnB8y+ZuvN5FX+z379r+rXasxt3e8mpn7LIsuSTp/g4JE93H37A0RF1CA4MIy7eg0nNzeH9fF/2qFaY5T0uggLrsLwgWNoWLcZgZWCqV29Abd1G8C2nRvIz8+3c/ViD3Y967xNmzZ89913pKSk4Ofnx8qVK4mIiKBmzZrccMMNrFy5kpiYGHJzc1m/fj2PPfYYCQkJ1KpViwEDBuDl5UV8fDwTJ04kPT2diRMnEhISwvz587njjjt44YUXrEPHF86s6t27N0uWLOHpp5+mZcuWnDp1ivnz59vUlZiYyCOPPMJTTz2Fj48P48aN4/bbb2f//v24uLgA8Oijj/LBBx/wzDPP0KJFC1atWsXYsWMxm82MGDECgEGDBnH8+HFmzJhBUFAQR44cYcOGDWW4h0tPQI0AEjYlULV9Vcx+ZpJ2JnEu8RzBA67u7LOKJD8vn31L9uHi7oJfpJ+9yylVh5PO0f7JLzG5ONGoamUev70xoZU8i/TLyM5l/sp9hAd4EuxfsQ+LZWZlAODuXrgfDh87QH5+HnWq32DtE1w5HH/fAA4c3kPVyFp2qbOsnEs8x4JRC3B0cSSgegA39L0Bj4CK/Ry4nLz8XABcnF2tbY6Ojjg7u7Dv0C7aNu9qr9IM9c/XRfF9zuPm5m49QinXF7sGzbZt22KxWFi9ejU33XQTq1atonXr1gC0bt2aVatWMXLkSDZt2kRWVhZt27alS5cudOnSBcA6ZzMjI4M333yTiRMnYjKZiImJAaBGjRq0bPn3N89ff/2VH374gblz53LXXXdZ2y/+NxSeeLRs2TLq1asHgIeHB506dWLt2rW0bduW/fv38+abb/LOO+9Yf/czNjaWjIwMJk2axAMPPICjoyPr1q1j6tSp9OvXz7rtQYMGGbAnjddkUBPWzV7Hd49+h4NT4Shx8/uaU7l25ZJXrmASNiew6q1V5OXkYfY102lspwo1mtMwOpAXhrQlOtibU2czeev7eO556Se+j+uFh1vhF625f+zilW82kJGdR3SQN7Me64arc8X9ECkoKGDeotlUq1KbsOAqAKSlp+Ds5Iy72TZceXn6kpaeYo8yy0ylapVo+UBLvEK8yErNYvu32/ltym/cNPUmXMwu9i7PLoIDw/D3DeDbxZ8y4PYRmFxN/L7ie1LOniHtXMV8PhT3uvin9PNp/LhkXoUN2lIyux46b9KkCWaz2Xr4fOXKldag2apVK5t2BwcHWrduTVZWFhMnTqR69eqYTCZcXFx45plnOHHiBOnplz909/vvv+Pu7k7//v0v2y80NNQaMgHrCUXHjh0D4LfffgMKR0fz8vKst9jYWBITEzl69CgAjRs35uWXX+btt99m3759Je6P4n5eKi8nr8T1ysKeX/ZwZt8Z2j/enu6TuxNzdwwbPtpA4var+4WAiiCoThA9nu9B12e7EtIghJUzV5J1NsveZZWa9g3C6dE0ilrh/rStF8a7j8RyLiOHnzYctPa5pXlVvhl/Kx//Xw+ignx4/L1lZOeWj+eqEb747n0SEo9w/92jS+58HQi9IZTIFpH4RfoR0jCEDv/XgdyMXI6sPWLv0uzGycmZ4feMJen0cZ6YPIhHnr2L3Qe2U69WYxwcHOxdniFKel1kZmXw5pznCakcwS2x/YrtIxWfXYOmi4sLzZo1Y+XKlaSnp7N161abEc0LczZXrlxJ3bp18fPzY+zYsbz00ksMGzaMH3/8kfXr1zN+/HgAsrIu/2F/5swZQkJCSnzR+/r62tx3dXW12f7p06exWCwEBATg4uJivXXtWviN7ULQ/PLLL+nSpQvPPPMMNWrUoHbt2kUO01+suJ+XWvFR0RNSylpeTh5b520lZkAMYY3D8Iv0o2bXmkS2iGTnjzvtXV6Zc3ZzxivIi4DqAbQY1gIHJwf2L9tv77IM4+1uIirImyNJ56xtXu6uRAV506xmMK+P6MjBxLP8trlihozPv3ufbbs2MPqByfj5/H11AW9PP/Ly88jIPG/T/1x6Kt6eFWsqRUlcPVzxCvbi3MlzJXeuwKqEV2P8o6/yWtwnTHt6Fo/c+yznM84R4B9U8srXmEu9Li7Iys5k5uzncDOZGTFwLE5O+n2Y65XdTxNs27Yt69evZ8WKFZhMJutV6atUqUJISAgrV65k1apV1ssazZs3j+HDhzN27FhiY2Np2rQpzs5X9gSuVKkSJ06cuOyZWFfC398fBwcHVq5cyfr164vcbrihcM5WSEgIs2fP5vTp06xbt45atWrRr18/Dhw4UOx2x40bx9mzZ21ubQeXfDkno1nyLRTkFxQJ6A6ODvDfdmXFYIGCvAJ7V2GY81m5HD11jkAfc/EdLIXTWHLyKtZEf4vFwuffvU/8jrU8NmxSkbBQJbwqTk7O7Nr390mLiacSSE49TdUqNcu6XLvKzcolPSkds+8lniPXGbObB16ePpw8fZzDx/ZzQ93m9i6p1JT0uoDCkcw3Zk3CycmZhwaNw8XFtZgtyfXC7l8x2rZtywsvvMCbb75Js2bNbEJj69at+eSTT0hMTLRedzMzM9M6wgiQn5/PF198YbPNf45AXhAbG8u0adP46quvbOZNXq0Lc0TPnDnDLbfcUmJ/R0dHmjVrZr046r59+6hatWqRfsX9vJSza9n8F+Vm5ZJ+8u+pB+mn0kk5nIKrhyseAR5Url2Z+M/jcXJ1wqOSB0m7kji04hAxd8eUSX1l5XL7weRpYsfCHYQ1DsPsayb7XDZ7fttDRkoGkc0j7Vh16Zo+bz0dG0YQVsmDpLOZzFy4GUdHB3o2r8rRU+f4acNB2tQNxc/TjZOpGbz/0zZMrs60r19xLnMF8Pl377E+/k8eHDQON5OZs/9/np3ZzR1XFxNmNw/aNO3C1z98iIe7J24md75c+AFVI2tV+BOBNs/dTFhMGO4B7mSmZLJt/jYcHB2o0qr4eXoVRVZ2JqfO/D1d6HRyEkePH8TD3RN/30A2bl2Fp4c3/r4BJCQe4avvZ9GobnPq1mxkv6JLWUmvi8ysDGbMmkRObg73DnyMzOwMMrMLTxjy8vDG0bHizuWW4tk9aLZq1QpHR0d+/PFHnnrqqSLLnnzySQDriGbXrl15//33qVu3LgEBAfzvf/8jOzvbZr3g4GB8fX35/PPPiY6OxmQy0bBhQ2JjY7npppu499572b9/Py1atCA5OZmvv/6aL7/88oprrlmzJg8//DADBw7kySefpEWLFuTm5rJnzx6WLl3KggULOHv2LN27d2fgwIHUqlWLnJwcZs6cia+vL40bN/6Pe630JR9MZskLS6z3N8/dDEB022haDm9J64dbs+WrLax+ezU56Tm4B7jTsE9Dqnepbq+SDXG5/dBsaDPSTqRxcMZBss9lY/I04V/Vn9jxsfiE+9ir5FKXmHKe//tgGanns/H3dKNx9cp88VRP/L3cyMsvYMPek3z821+kZeRQyduNpjWC+XzsTVTyrlijWcvX/AzAq+9NsGkfdOdIWjftDECfm4fi4ODAu5++RF5eLnVrFl6wvaLLSM5g1f9WkZ2ejcnLRGDNQLpO7FqhriVbnMPH9vPa+89a73/9w4cAtGzciSF9R3H2XApf//Ahaeln8fHypWXjjtzUuY+9yjVESa+LIwkHOHi08Bf/Jrz0kE2fKWPeIcD/+juB9HrnYPmvx5FLQcOGDdm2bRvff/89N9/89y9LrF69mtatWxMaGkpCQgJQ+KPvI0aMsJ7YM2TIEKpXr86wYcM4deoUAQGFc0UWLFjA008/zYEDB8jOzubgwYNERUWRlZXFpEmTmDt3LidOnCAoKIhu3boxa9YsoPAnKDds2MD27X//6kVqaip+fn58+OGH1mtuWiwW3nrrLd5991327NmDp6cntWrVok+fPjz++ONkZ2czcuRI/vzzT44cOYLZbKZp06ZMmTKFZs2aXfG+iVsX9x/3rlQkz2ZWnLPb/4tlybfau4RyYVnYPHuXUC50SKhYYU7+m0631yu5k0HOOsUZtm2ffOO2baRyETTl0hQ05WIKmoUUNAspaBZS0JSLKWiWL3Y/GUhEREREKiYFTRERERExhN1PBhIRERGpCHo8ZNyVWFYbtmVjaURTRERERAyhoCkiIiIihlDQFBERERFDKGiKiIiIiCEUNEVERETEEAqaIiIiImIIBU0RERERMYSCpoiIiIgYQkFTRERERAyhoCkiIiIihlDQFBERERFDKGiKiIiIiCEUNEVERETEEAqaIiIiImIIBU0RERERMYSCpoiIiIgYQkFTRERERAyhoCkiIiIihlDQFBERERFDKGiKiIiIiCEUNEVERETEEAqaIiIiImIIBU0RERERMYSCpoiIiIgYwtneBYjIlZtszrZ3CeXCs/4L7V1CubDM3gWIiJRAI5oiIiIiYggFTRERERExhIKmiIiIiBhCQVNEREREDKGgKSIiIiKGUNAUEREREUMoaIqIiIiIIRQ0RURERMQQCpoiIiIiYggFTRERERExhIKmiIiIiBhCQVNEREREDKGgKSIiIlKB5OfnM2HCBKKjozGbzVSrVo3nnnsOi8Vi7WOxWHj22WcJCQnBbDYTGxvL3r17S70WBU0RERGRCmTatGm8/fbbvPnmm+zcuZNp06Yxffp0Zs6cae0zffp0ZsyYwTvvvMPatWvx8PCge/fuZGVllWotzqW6NRERERGxq1WrVnHbbbfRs2dPAKKiovj8889Zt24dUDia+frrrzN+/Hhuu+02AD7++GOCgoJYsGAB/fv3L7VaNKIpIiIiUoG0bt2a33//nT179gCwZcsWVqxYwY033gjAwYMHSUxMJDY21rqOj48PLVq0YPXq1aVai0Y0RURERMq57OxssrOzbdpMJhMmk6lI36eeeoq0tDRq166Nk5MT+fn5PP/88wwYMACAxMREAIKCgmzWCwoKsi4rLRrRFBERESnnpk6dio+Pj81t6tSpxfb96quv+Oyzz5g7dy6bNm3io48+4uWXX+ajjz4q46o1oikiIiJS7o0bN47Ro0fbtBU3mgnw5JNP8tRTT1nnWjZo0IDDhw8zdepUBg8eTHBwMAAnT54kJCTEut7Jkydp1KhRqdatEU0RERGRcs5kMuHt7W1zu1TQzMjIwNHRNuI5OTlRUFAAQHR0NMHBwfz+++/W5Wlpaaxdu5ZWrVqVat0a0RQRERGpQG655Raef/55IiMjqVevHps3b+bVV1/l3nvvBcDBwYHHHnuMKVOmUKNGDaKjo5kwYQKhoaH06tWrVGtR0BQRERGpQGbOnMmECRN46KGHSEpKIjQ0lOHDh/Pss89a+4wZM4bz58/zwAMPkJqaStu2bVm8eDFubm6lWouD5eLLxEu5E7cuzt4liJQ7z2YWf7joejPZnF1yp+tAh4Q+9i5BypFOt9ez22O3GvWdYdtePfM2w7ZtJM3RFBERERFDKGiKiIiIiCEqTNCMi4vDwcEBBwcHHB0d8fHxoUGDBowcOZKdO3fauzwRERGR606FOhnIbDazZMkSAM6dO8e2bdt47733eP/995k1axb33HOPnSssv5J2JbHzh52kHEohMzWTdo+2I7xpuHX5mnfXcHDFQZt1ghsE02lMp7IutUzlZuay9ZutHNtwjOy0bPyq+NF4YGMqVa1k79LKlPYDvP/TVl79dhMDu9Th6X4tSD2fzZsLN7Pyr+OcSD6Pv6cbXWIieeTWGLzcXe1dbqkq6f3h84GfF7teo/6NqNOzTlmVaajFS79h8441JCYl4OriStUqtbn9xoEEB4ZZ+3w2/2127tvK2bQUTCY3qkbW4o4bBxJcOfwyW762LFuzmOVrfuZMShIAIUER9OzSl/q1GgPwyrsT2Htwh8067Vp0Y8DtI8q8VikfKlTQdHR0pGXLltb7Xbt25aGHHqJnz57cd999tG7dmqpVq9qxwkKZmZmYzWZ7l2EjLzsPv0g/qnaoyoo3VhTbJ6RhCC2GtbDed3JxKqvy7GbdrHWkHkul1YhWmP3MHFp5iKUvLuWmF2/C3d/d3uWVmet9P2w7dJovl++hVriftS0pNYOk1EzG3NmMaiE+HE8+T9ynq0lKzeCNERXrC1hJ7w+9ZvayuX9i6wnWfrCWiGYRZVSh8fYc3EGHljcSFVGdgvx8Fvz8GTNmTWLi6BmYXAvP0o0Mq0bzRu3x8w0kI/Mci377kjdmTeb5sW/j6Fgx3i/9vCvRq8c9VA4IAQus3rSUtz9+kWceeZnQoEgA2jbvyi1d+1vXcXXRyXvXswpz6PxS3NzcmDlzJjk5OXzwwQfW9jlz5tCwYUPc3NwICwvjmWeeIT8/32bdhIQEBg0aRFBQEGazmdq1a/PGG29YlxcUFDBlyhSioqIwmUzUrl2bd99912YbcXFxeHp6sm7dOlq1aoWbmxtvvfWWsX/0vxB6QygN+zQkoumlPxgcnR0x+5qtN1ePijVq8095OXkcXX+URv0bUbl2ZbyCvGhwRwM8gzzZ9/s+e5dXZq73/XA+K5cnP1jO5IGt8b5opLJmmB8zHuxEpxsiiKzsTcvaITzWqzFLtx4lL7/AjhWXvpLeHy5+XzD7mjm28RhBdYLwrOxZxpUa55F7n6V1086EBkUSHhrN4D6jSE49zZFj+6192rXoRo2q9Qjwr0xkWDVu7XY3KWdPcybllB0rL10N6zajQe0mBAWEEhQYSq/uAzC5unHwyB5rH1cXV3y8/Kw3s1vF/zIql1ahRjQvpW7duoSFhbF69WoAXn31VcaMGcPjjz/OK6+8ws6dO61B88UXXwTgzJkz1qvjP//881StWpW9e/eyf//fbypPPvkkb7zxBuPHj6d169YsWrSIESNGkJuby8iRI639cnJyuPvuu3n88cd54YUXqFTp2jzcmLQrifkPzcfVw5WgukE0vLMhJq+K+03Vkm/BUmApMnLr5OrEqT0V54OjJNf7fnju8zV0aBBO67qhvPPjlsv2PZeZg6ebC85OFf47/CVlns3k+JbjtHygZcmdr2GZWRkAuLsXH6azc7JYtWEJAf5B+Plcm+/5JSkoyGfjttXk5GQRHVnL2r4u/k/Wbl6Oj5cvDeo0o2fnPri6VtzPCrm86yJoAkRERJCYmMi5c+eYOHEiY8aM4YUXXgAKD7G7uroyevRonnzySSpVqsSrr75KUlISu3btIioqCoDOnTtbt3f69GlmzpzJk08+SVxcHADdunXj9OnTTJ48mQcffBAnp8IP5tzcXJ5//nn69etXpn9zaQppGEJ4s3A8Az1JP5nOlnlb+OPlP+g6sWuRn7mqKFzMLgRUD2DHgh14h3rj5uPG4dWHObP3DJ5BFWekpiTX8374Yd0B/jp8hnnP3Fxi35RzWbz9wxb6tqtVYt+K7OCfB3Fxc7ns0ZFrXUFBAfMWzaZaldqEBVexWfbH6p/49qdPyM7JIigwjEfvm4izs4udKjVGQuJhpv9vHLl5OZhc3Rg+cCyhQYX/380btcPfLxBfb3+OnTjEtz99wslTCYwYONbOVYu9XDdB02Kx4ODgwKpVq0hPT6dPnz7k5eVZl8fGxpKZmcn27dvp0KEDv//+O507d7aGzH9au3Ytubm59Olje6Hgfv368fnnn7Nnzx7q1Pl7EnzPnj1LrDE7O5vsbNsLMOfl5OHsav//piqt/n4z9Y3wxTfSl++f+J6knUkE1wu2Y2XGajmiJWvfX8t3j3yHg6MDflF+RLaKJOVQir1LK1PX4344kXyeqV+uY9bj3TC5XP41mJ6Zw4iZv1E9xJeHb2lUNgWWUweWH6BK6yo4uVaMOYnF+eK790lIPMKTDz5fZFmLmPbUqXEDaWkp/Prnd7w/92WeHPECLi4VZ6pRUEAozzzyCplZGWzavpqP5s1k9APPERoUQbsW3az9woKr4OPlz+sfTOTUmUQCK1Xczwq5NPsnmDJy7NgxatasyenTpwFo3Lhxsf2OHj0KFB46r1+//iW3l5JS+AEbFBRk037hfnJysrXN3d0dT8+SR36mTp3KpEmTbNo63N+BjsM6lrhuWfOs7InJy0T6yXSw348wGM4ryIvY8bHkZeWRm5WL2dfMyjdX4hlYsUfy/ul63A87Dp/mzLksek/53tqWX2Bhw96TzF26iy3/G4iToyPns3IZ9savuLu5MPOhTrg4V8wR/iuRtDuJcyfO0ebhNvYuxTCff/c+23Zt4InhU/DzCSiy3OzmgdnNg6CAUKIjazJ60iDid6ylWaN2dqjWGM7OLoUnAwFVwqtx+Ng+lq5cxIA7HizSNzqyBgBJZ05cF0Fz9cyT9i6h3LkuguaOHTtISEhgyJAh+Pv7AzB//nwiIooe2omOjgagUqVKHD9+/JLbvLCdpKQkwsL+vrzFyZMnbZZD4Y/XX4lx48YxevRom7bpW6df0bplLSM5g+z0bNx8S/c3UcsrZzdnnN2cyTmfw4ltJ2jUr5G9S7KL62k/tKoTyncTbX/y7Zk5K4gO9uH+Hg1wcnQkPTOH+9/4FVdnR/73cJcSRz4rugN/HMA/2h+/Kn4ld77GWCwWvlj4AfE71jL6gckE+AeVvA5gwUJuXq7xBdqRpaCA3IuOEF7s6PHCy+L5eFW854RcmQr/rpiVlcWoUaMwmUzcf//9+Pr64u7uzrFjx7j99tsvuV5sbCwvv/wyR44cITIyssjy5s2b4+Liwrx584iJibG2f/XVV1SuXJmaNWteda0mkwmTyXbCdFkdNs/Nyi0cnfz/0k+lk3I4BVcPV1w9Xdn+7XYimkXg5uNGelI68V/E4xXkRUiDkDKpz15ObD2BBQvewd6cO3mO+C/i8Q7xpmp7+18mqyxdj/vBw82FmmG2H45mkzO+niZqhvmRnpnDfa//QlZOPtPv7UR6Vg7pWTkA+Hu54VSB5i5f7v3BI8CjsE9mLkfWHSHm7phLbeaa9vl377E+/k8eHDQON5OZs+cKj2qZ3dxxdTFx6kwiG7eupE6NRnh5epNy9gw//zEfVxdX6tcu/gjatejbxZ9Sv2YMfr6BZOdksi7+T/Yc3MGoeydw6kwi6+KXU79WEzzcvUhIPMS8RR9SI7ou4SFR9i5d7KRCBc2CggLWrFkDQHp6uvWC7QcOHGDOnDnW+ZaTJ09mzJgxHDt2jI4dO+Lk5MSBAwf47rvv+Oabb3B3d+fxxx/n448/pn379kyYMIGqVaty4MAB9uzZw7Rp0wgICGDUqFG89NJLuLm50bJlS3788Ufmzp3LzJkzrScCXSuSDyaz5IUl1vub524GILptNE2HNiX1aCoH/zxIbkYuZj8zwfWDaXBngwp/Lc3czFy2fLWFjOQMXD1ciWgWQcM+DXG8zg6Paj8U9deRM2w9WDgVp/v4+TbLfnuhN2EBXvYoyxCXe39oObzw7PLDqw8DtvO5K5Lla34G4NX3Jti0D7pzJK2bdsbFxZW9h3by+8pFZGSex9vTh+rRdXnywal4e/raoWJjnEs/y4dfzSDtXApmN3fCQqIYde8E6tZoRHLqaXbt28qSlYvIzsnGzyeAmPqtuKnznfYuW+zIwWKxWOxdRGmIi4uzmd/o6elJVFQUHTp0YOTIkdSuXdum/xdffMGrr77K9u3bcXFxoVq1atx88808++yzODsX5u+jR48ybtw4fvrpJzIyMoiKiuKhhx5i1KhRQGGwff755/nggw84ceIEUVFRPPHEEwwfPtymrpdffpn09HT+jbh1cf9qPZGK7NlMXSoFYLI5u+RO14EOCX1K7iTXjU632/PEgfcM3PYDBm7bOBUmaFZUCpoiRSloFlLQLKSgKRdT0Cxfrt/jXiIiIiJiKAVNERERETGEgqaIiIiIGEJBU0REREQMoaApIiIiIoZQ0BQRERERQyhoioiIiIghFDRFRERExBAKmiIiIiJiCAVNERERETGEgqaIiIiIGEJBU0REREQMoaApIiIiIoZQ0BQRERERQyhoioiIiIghFDRFRERExBAKmiIiIiJiCAVNERERETGEgqaIiIiIGEJBU0REREQMoaApIiIiIoZQ0BQRERERQyhoioiIiIghFDRFRERExBAKmiIiIiJiCAVNERERETGEgqaIiIiIGMLZ3gWIyJXrkNDH3iWUC8vsXUA58az/QnuXUC5MDptn7xKkHOlEPXuXIBfRiKaIiIiIGEJBU0REREQMoaApIiIiIoZQ0BQRERERQyhoioiIiIghFDRFRERExBAKmiIiIiJiCAVNERERETGEgqaIiIhIBZOQkMA999xDpUqVMJvNNGjQgA0bNliXWywWnn32WUJCQjCbzcTGxrJ3795Sr0NBU0RERKQCSUlJoU2bNri4uPDTTz/x119/8corr+Dn52ftM336dGbMmME777zD2rVr8fDwoHv37mRlZZVqLfoJShEREZEKZNq0aURERPDhhx9a26Kjo63/tlgsvP7664wfP57bbrsNgI8//pigoCAWLFhA//79S60WjWiKiIiIlHPZ2dmkpaXZ3LKzs4vtu3DhQpo2bUqfPn2oXLkyMTExvP/++9blBw8eJDExkdjYWGubj48PLVq0YPXq1aVat4KmiIiISDk3depUfHx8bG5Tp04ttu+BAwd4++23qVGjBj///DMPPvggjzzyCB999BEAiYmJAAQFBdmsFxQUZF1WWnToXERERKScGzduHKNHj7ZpM5lMxfYtKCigadOmvPDCCwDExMSwfft23nnnHQYPHmx4rRfTiKaIiIhIOWcymfD29ra5XSpohoSEULduXZu2OnXqcOTIEQCCg4MBOHnypE2fkydPWpeVFgVNERERkQqkTZs27N6926Ztz549VKlSBSg8MSg4OJjff//dujwtLY21a9fSqlWrUq1Fh85FREREKpDHH3+c1q1b88ILL9C3b1/WrVvHe++9x3vvvQeAg4MDjz32GFOmTKFGjRpER0czYcIEQkND6dWrV6nWoqApIiIiUoE0a9aMb7/9lnHjxjF58mSio6N5/fXXGTBggLXPmDFjOH/+PA888ACpqam0bduWxYsX4+bmVqq1KGiKiIiIVDA333wzN9988yWXOzg4MHnyZCZPnmxoHZqjKSIiIiKGUNAUEREREUMoaIqIiIiIIRQ0RURERMQQCpoiIiIiYgiddS4iIiJSCgqWnTFs244dDNu0ocrtiGZcXByenp5F2p944gkcHR2ZNWsWQ4YMoX79+tZl8fHxxMXFkZGRcdWPFxUVxciRI/9TzSIiIiLyt2tqRHPs2LG89tprvPPOO9x333107NiR8+fPW5fHx8czadIkRo4cibu7ux0rvfYk7Upi5w87STmUQmZqJu0ebUd40/Bi+67/cD37luwjZkAMtXvULuNKjVXSfljz7hoOrjhos05wg2A6jelU1qUaZvHSb9i8Yw2JSQm4urhStUptbr9xIMGBYQCczzjH979+wc69W0hOPY2nhzeN6jXn1m53YXbzsHP1pWfZmsUsX/MzZ1KSAAgJiqBnl77Ur9UYgD/X/sK6+D85evwAWdmZvDrxE9zNFefvv5T3f9rKq99uYmCXOjzdrwUJp88R+/Q3xfZ97YGO9GgaVbYFGqik9weLxcK2+dvYv3Q/uRm5BNQMoNmQZngFe9mx6tJX0n44uv4o+5bsI/lQMjnpOfSY0gO/Kn52rFjs6ZoJmuPHj2f69On873//44EHHgCgWrVqdq6q4sjLzsMv0o+qHaqy4o0Vl+x3dMNRTu87jdnPXIbVlZ0r2Q8hDUNoMayF9b6Ti1NZlVcm9hzcQYeWNxIVUZ2C/HwW/PwZM2ZNYuLoGZhc3UhNS+ZsWgq9bxpMSFAEZ1JOMXfBO6SmJTP8njH2Lr/U+HlXolePe6gcEAIWWL1pKW9//CLPPPIyoUGR5ORmU69WDPVqxbBg8af2LrdMbDt0mi+X76FW+N+hIdjfg+Uv9bXp99Wfe5j983ba1Q8r6xINVdL7w84fdrLnlz20fKAlHoEebPtmG0unL6Xniz1xcq047xMl7Ye87DwCawYS2SKSdbPW2aFCKU/K7aHzi8XFxfH8888zc+ZMHnzwQWv7xYfO58yZw9ChQwEIDAzEwcGBqKgoa9+EhAQGDRpEUFAQZrOZ2rVr88YbbxR5rLfeeosqVarg4+NDr169OHXqlM3y1NRUHnroIUJCQjCZTDRp0oRffvnFpk/Hjh25+eab+frrr6lVqxaenp507tyZ/fv3l9YuKXWhN4TSsE9DIppGXLJPRnIGGz/eSOsHW+PodE08da7alewHR2dHzL5m683Vw7UMKzTeI/c+S+umnQkNiiQ8NJrBfUaRnHqaI8cKn79hwVUYPnAMDes2I7BSMLWrN+C2bgPYtnMD+fn5dq6+9DSs24wGtZsQFBBKUGAovboPwOTqxsEjewDo0vYWenS8g+iImnautGycz8rlyQ+WM3lga7zd/37OOzk6EujjbnP7ffMRejSNxsPNxY4Vl77LvT9YLBZ2L95NvVvrEd4kHL9IP1oOb0lmaibHNh6zQ7XGKel9MrptNPVvr09QvaAyrkzKo3I/ovn8888zadIkXnvttcvOoezZsyfjx49nypQpLF68GB8fH0wmEwBnzpyhVatW1u1VrVqVvXv3Fgl+CxcuZO/evbz11lucPn2axx9/nFGjRvHFF18AkJOTQ9euXTl58iTPP/88YWFhfPrpp/Ts2ZNNmzbRoEED67bi4+N56aWXePHFF8nPz2f06NHcc889rF69urR3UZmwFFhY/c5q6vSsg0+4j73LsaukXUnMf2g+rh6uBNUNouGdDTF5mexdlmEyswrnPLu7F50z/Xef87i5uePkVHFGbS5WUJDPxm2rycnJIjqylr3LsYvnPl9DhwbhtK4byjs/brlkvx2HT7PzaDIT7m5ZhtXZ3/lT58k6m0Vw/WBrm6u7K5WqVuL0vtNUaVXFjtWJ2E+5Dprnz59n/Pjx3H///Tz22GOX7RsYGGg9lN6kSRMCAgKsy1599VWSkpLYtWuXdZSzc+fORbZhsVhYuHChNaAeOnSIF154gYKCAhwdHfnss8+Ij49ny5Yt1K1bF4Du3buzd+9ennvuOb766ivrtlJTU9m8eTOBgYEApKenM3ToUI4dO0Z4ePFzH8uzvxb9haOTIzW7XR+jN5cS0jCE8GbheAZ6kn4ynS3ztvDHy3/QdWJXHB0r3ihvQUEB8xbNplqV2oQFF/9BmX4+jR+XzKNt865lXJ3xEhIPM/1/48jNy8Hk6sbwgWMJDbr0aHdF9cO6A/x1+Azznrn07yZf8PWKvVQL8SGmWuUyqKz8yEzNBMDNx82m3c3HjayzWfYoSaRcKNefjGazmfbt2zN37lxWrlz5r7fz+++/07lzZ5tD6cXp0KGDNWQC1K1bl9zcXJKSCk8G+OWXX2jQoAE1a9YkLy/PeuvatSvr16+32VajRo2sIfPCtgCOHbv0IZTs7GzS0tJsbnk5eVf755a65IPJ7PllDy0eaIGDg4O9y7GrKq2qEN44HN8IX8KbhtPhiQ4kH0gmaWeSvUszxBffvU9C4hHuv3t0scszszJ4c87zhFSO4JbYfmVcnfGCAkJ55pFXGPvQNNq37MFH82Zy/ORRe5dVpk4kn2fql+t46f72mFwuPzaRlZPHD+sO0LtNjTKqTkTKu3I9ouno6MjChQutcx6XL19uc3j6Sp05c8bmMkiX4uvra3Pf1bVwHlJWVuG30dOnT7N582ZcXIrOO/rnIcOStlWcqVOnMmnSJJu2Dvd3oOOwjiXWbqSk3UlkpWWx8LGF1jZLgYX4ufHs+XkPt752qx2rsy/Pyp6YvEykn0yHevaupnR9/t37bNu1gSeGT8HPJ6DI8qzsTGbOfg43k5kRA8fi5FSu307+FWdnl8KTgYAq4dU4fGwfS1cuYsAdD5awZsWx4/BpzpzLoveU761t+QUWNuw9ydylu9jyv4E4/f/R/J83HiYrJ5/bWlW3V7l2Y/YtPEEy62yW9d8X7uuMa7melftPBh8fH37++WfatGlD9+7dWblyJdHR0Ve1jUqVKnH8+PH/XIu/vz8NGzZk1qxZ/3lbxRk3bhyjR9uOHE3fOt2Qx7oa0W2iCa4XbNP2x0t/ENUmiqrtq9qpqvIhIzmD7PRs3HzdSu58jbBYLHyx8APid6xl9AOTCfAvOqE/MyuDGbMn4+zkwkODxuHiUrFOiLoUS0EBuXn2P8pQllrVCeW7ibfZtD0zZwXRwT7c36OBNWQCfLNyD51uiMDfq+K8Hq6UR6AHbj5uJO5ItAbL3Mxczhw4Q40uGuGV61e5D5oAlStX5tdff6VNmzZ07dqVFStWEBwcXKTfpUYNY2Njefnllzly5AiRkZH/uo7Y2Fh+/PFHQkNDCQ0N/dfbuRSTyWRz6B7A2bVs/otys3ILR+X+v/RT6aQcTsHVwxWPAI8iJ7s4Ojni5uOGd4h3mdRXVi63H1w9Xdn+7XYimkXg5uNGelI68V/E4xXkRUiDEDtWXbo+/+491sf/yYODxuFmMnP2XAoAZjd3XF1MhSFz1iRycnO4d+BjZGZnkJldeMKQl4c3jo4V44Sgbxd/Sv2aMfj5BpKdk8m6+D/Zc3AHo+6dAMDZcymknUvl1JkTQOF8TjeTGX/fADzcK851Ez3cXKgZZjsiZzY54+tpsmk/nJTGhr0neXdUbFmXWGZKep+s1aMWO77bgVewF56Bnmz9eitmXzPhTa69efmXU9J+yE7PJuNMBpkphfNW006kAYXzVS8e7ZXrwzURNKHwl3t+/vln2rdvT48ePVi2bFmRPnXq1AEKL1HUq1cv3N3dadCgAY8//jgff/wx7du3Z8KECVStWpUDBw6wZ88epk2bdsU1DBo0iHfffZeOHTvyf//3f9SsWdN60k9OTg5Tp04ttb+3rCUfTGbJC0us9zfP3QwUXqai5fDr5+zRy+2HpkObkno0lYN/HiQ3Ixezn5ng+sE0uLNBhbqW5vI1PwPw6nsTbNoH3TmS1k07cyThAAeP7gVgwksP2fSZMuYdAvwrxkkg59LP8uFXM0g7l4LZzZ2wkChG3TuBujUaAYX76Yff/z4B8JV3xwN/76frzfyVewn29aBN3Yp17cyLlfQ+WadnHfKy81g/ez05GTkE1gyk45MdK9Q1NKHk/ZCwKYG176+1Ll/11ioA6t9enwZ3XP30N7m2OVgsFou9iyhOXFwcL7/8Munp6Tbtq1evJjY2lsaNGxMaGsqOHTvYvn27dfmkSZP44IMPOH78OBERERw6dAiAo0ePMm7cOH766ScyMjKIiorioYceYtSoUUBhkL355pt58803rdtasGABt99+OwcPHrSeSJSWlkZcXBzffPMNJ06cICAggJiYGB566CF69uwJFF5H09PTk0WLFlm3FR8fT0xMDEuXLqVjx45Xvh/WxV3FXpOKrkNCH3uXIOVIB/+FJXe6Dkw2Z9u7BClH4prH2e2xC5YZN+Dk2GGcYds2UrkNmlJIQVMupqApF1PQLKSgKRdT0CxfyvXljURERETk2qWgKSIiIiKGUNAUEREREUMoaIqIiIiIIRQ0RURERMQQCpoiIiIiYggFTRERERExhIKmiIiIiBhCQVNEREREDKGgKSIiIiKGUNAUEREREUMoaIqIiIiIIRQ0RURERMQQCpoiIiIiYggFTRERERExhIKmiIiIiBhCQVNEREREDKGgKSIiIiKGUNAUEREREUMoaIqIiIiIIRQ0RURERMQQCpoiIiIiYggFTRERERExhIKmiIiIiBhCQVNEREREDKGgKSIiIiKGUNAUEREREUM427sAEZGrtSxsnr1LKBeW2buAciKueai9SygX4tYdt3cJIkVoRFNEREREDKGgKSIiIiKGUNAUEREREUMoaIqIiIiIIRQ0RURERCqoF198EQcHBx577DFrW1ZWFg8//DCVKlXC09OT3r17c/LkSUMeX0FTREREpAJav3497777Lg0bNrRpf/zxx/n++++ZN28ey5Yt4/jx49xxxx2G1KCgKSIiIlLBpKenM2DAAN5//338/Pys7WfPnmXWrFm8+uqrdO7cmSZNmvDhhx+yatUq1qxZU+p1KGiKiIiIlHPZ2dmkpaXZ3LKzsy/Z/+GHH6Znz57ExsbatG/cuJHc3Fyb9tq1axMZGcnq1atLvW4FTREREZFyburUqfj4+Njcpk6dWmzfL774gk2bNhW7PDExEVdXV3x9fW3ag4KCSExMLPW69ctAIiIiIuXcuHHjGD16tE2byWQq0u/o0aM8+uij/Prrr7i5uZVVeZekoCkiIiJSzplMpmKD5T9t3LiRpKQkGjdubG3Lz89n+fLlvPnmm/z888/k5OSQmppqM6p58uRJgoODS71uBU0RERGRCqJLly5s27bNpm3o0KHUrl2bsWPHEhERgYuLC7///ju9e/cGYPfu3Rw5coRWrVqVej0KmiIiIiIVhJeXF/Xr17dp8/DwoFKlStb2++67j9GjR+Pv74+3tzejRo2iVatWtGzZstTrUdAUERERuY689tprODo60rt3b7Kzs+nevTv/+9//DHksBU0RERGRCuyPP/6wue/m5sZbb73FW2+9Zfhj6/JGIiIiImIIjWiKiIiIlIJlybcatu1Ohm3ZWBrRFBERERFDKGiKiIiIiCEUNEVERETEEAqaIiIiImIIBU0RERERMYSCpoiIiIgYQkFTRERERAyhoCkiIiIihrhmgmZcXBwODg7Wm5ubG3Xq1GH69OkUFBTYra4FCxYY9vugIiIiIteya+qXgcxmM0uWLAEgMzOTpUuX8tRTT1FQUMBTTz1ll5oWLFjAhg0beOihh+zy+EbZNn8b27/dbtPmFeLFzdNvtlNFZSNpVxI7f9hJyqEUMlMzafdoO8KbhluX52blsuXLLRzbeIyc9Bw8Aj2o2a0mNbrUsGPVpWvZmsUsX/MzZ1KSAAgJiqBnl77Ur9UYgD/X/sK6+D85evwAWdmZvDrxE9zNHvYs2TCXez4U5BWw9eutHN9ynPSkdFzdXQmqF8QN/W7A3c/dzpWXLu0HmDlzFW++udqmLTraj8WL7wXgyJFUpk1bxsaNCeTk5NOuXRQTJnQmIKDivTZKep/cNn8bh9ccJuNMBo7OjvhH+9PwzoYEVA+wY9ViL9dU0HR0dKRly5bW+506dWLbtm3Mnz/fbkGzIvMJ86HTU3//6JWj0zUzAP6v5WXn4RfpR9UOVVnxxooiyzd/tpmTf52k1YOt8AjwIHFbIhs+2oDZz0x44/Bitnjt8fOuRK8e91A5IAQssHrTUt7++EWeeeRlQoMiycnNpl6tGOrVimHB4k/tXa6hLvd8yMvJI/lQMvV71cc30pec8zls+mQTf772J90nd7dTxcbQfihUo0YlPvywj/W+k5MDABkZudx779fUrh3IRx8VLn/jjZWMGLGAr766G0dHB7vUa5SS3ie9gr1oOqgpnpU9yc/JZ9fiXfwx/Q9ufvlm3Lzd7FCx2NM1nxy8vLzIzc213s/Ozubpp5+mSpUqmEwm6tSpw9y5c23WWb16NbfeeiuhoaF4eHjQqFEjPvnkE5s+c+bMwcHBgdOnT9u0N2rUiCFDhgAwZMgQPvroI3bs2GE9pD9kyBC+//57HBwc2Lt3r826KSkpmM3ma+ZQu4OTA2Zfs/Vm8jLZuyTDhd4QSsM+DYloGlHs8tN7TxPdLpqgOkF4BnpSvXN1fCN9Sd6fXMaVGqdh3WY0qN2EoIBQggJD6dV9ACZXNw4e2QNAl7a30KPjHURH1LRzpca73PPB1d2Vzk91JrJFJN4h3gRUD6DJ4CYkH0zm/OnzdqjWONoPhZycHAkM9LDe/P0LR2w3bUogISGNF1/sQa1agdSqFci0aTeyfXsia9YcsXPVpa+k98mo1lEE1w/Gs7InPuE+NB7QmNzMXFKPppZtoVIuXFMjmgB5eXnA34fOv/nmG55++mnr8r59+7JixQomTpxInTp1+PHHH7nnnnvw8/PjxhtvBODw4cO0adOGESNG4ObmxsqVK7nvvvsoKChg8ODBV1zLhAkTOHXqFLt27eKzzz4DIDAwkKioKMLCwpg9ezZTp0619r8QeO++++7/vB/KwrnEcywYtQBHF0cCqgdwQ98b8KiAh4GuRkCNABI2JVC1fVXMfmaSdiZxLvEcwQOC7V2aIQoK8tm4bTU5OVlER9aydznlXm5GLjiAq4ervUuxq4q6Hw4fTqFt23cwmZxp1CiEJ55oR2ioNzk5+Tg4gKurk7WvyeSEo6MDGzcm0Lp1FTtWbV/5efnsW7IPF3cX/CL97F2O2ME1FTTPnz+Pi4uLTVu/fv2sh82XLl3KwoUL+fnnn+nWrRsAXbt25cSJE0ycONEaNPv3729d32Kx0L59e44dO8a77757VUGzWrVqBAYGcvjwYZtD+gBDhw5l9uzZTJkyBSenwjef2bNnc8cdd+Dr63vVf3tZq1StEi0faIlXiBdZqVls/3Y7v035jZum3oSL2aXkDVRQTQY1Yd3sdXz36Hc4OBWOYje/rzmVa1e2d2mlKiHxMNP/N47cvBxMrm4MHziW0KDiRy+kUH5OPvFfxlOlZZXr+jVSUfdDw4YhTJ3ag+hof06dOs9bb61iwIAv+P77ITRqFILZ7MJLL/3J6NFtsVjglVeWk59v4dSpijWqe6USNiew6q1V5OXkYfY102lsp+viqJgUdU0dOjebzaxfv57169ezYsUK3njjDRYvXsywYcMA+OWXX/D396dz587k5eVZb127dmXz5s3k5+cDhYewH3nkEapUqYKLiwsuLi6899577Nmzp9Rqve+++zhx4gSLFy8GYOvWrWzatIn77rvvkutkZ2eTlpZmc8vLySu1mq5G6A2hRLaIxC/Sj5CGIXT4vw7kZuRyZG3FOwx0Nfb8socz+87Q/vH2dJ/cnZi7Y9jw0QYStyfau7RSFRQQyjOPvMLYh6bRvmUPPpo3k+Mnj9q7rHKrIK+AlW+uBAs0G9rM3uXYTUXeDx06RHPjjbWoXTuQdu2ieO+9O0hLy+ann3bj7+/OG2/cwtKl+4mJmUHTpjNJS8umXr3KODhUrPmZVyqoThA9nu9B12e7EtIghJUzV5J1NsveZYkdXFMjmo6OjjRt2tR6v02bNuTl5fHEE08wevRoTp8+TXJycpFRzwtOnDhBeHg4Q4YMYdWqVTz77LPUq1cPb29v3n77bb788stSqzUqKoquXbsya9YsevbsyezZs4mOjqZTp06XXGfq1KlMmjTJpq3D/R3oOKxjqdX1b7l6uOIV7MW5k+fsXYrd5OXksXXeVto+1pawRmEA+EX6kXI4hZ0/7iS4fsU5fO7s7FJ4MhBQJbwah4/tY+nKRQy440E7V1b+XAhX50+fp/O4zhVqFO9qXG/7wdvbjagoP44cSQWgbdsofvvtfpKTM3B2dsTb2402bd7mppt87FuonTi7OePl5oVXkBcB1QP4/v++Z/+y/dS7tZ69S5Mydk0FzeLUqVMHgB07duDv709gYCA//vhjsX0rV65MVlYWixYt4tVXX2XUqFHWZf+8FqebW+GZcTk5OTbtKSkpV1zbsGHDuPvuu0lISOCzzz7jkUceuey323HjxjF69Gibtulbp1/x4xkpNyuX9KR0otpE2bsUu7HkWyjILyjyf+jg6AAWOxVVRiwFBeTm2Wd0vTy7EK7OJZ6j89Odr9tDg9fjfjh/PoejR88SGGg7b/3CCUKrVx/hzJkMOneuZo/yyh9L4fNErj/XfNDcvr3wWo8BAQHExsYyffp0XF1dadiwYbH9z549S0FBAa6uf09SP3fuHAsXLrTpFx5eeKmanTt3Ehoaav330aO2hw9dXV3Jyir+cMBtt92Gn58fd999N8nJydaz1S/FZDJhMtm+QTu72ue/aPPczYTFhOEe4E5mSibb5m/DwdGBKq0q9qT23Kxc0k+mW++nn0on5XAKrh6ueAR4ULl2ZeI/j8fJ1QmPSh4k7Uri0IpDxNwdY8eqS9e3iz+lfs0Y/HwDyc7JZF38n+w5uINR904A4Oy5FNLOpXLqzAmgcD6nm8mMv28AHu5e9iy91F3u+WD2NbNi5gpSDqXQfnR7LAUWMlMzAXD1dMXJ2elSm73maD/AtGl/0KlTNUJDvUlKSmfmzFU4Ojpw8821Afjmm+1Uq+aPv787mzcf54UXljJkSBOqVvW3c+Wl73LPB5OniR0LdxDWOAyzr5nsc9ns+W0PGSkZRDaPtGPVYi/XVNAsKChgzZo1QOFI48aNG5kyZQp169alffv2uLi4cMstt9CjRw/GjBlDw4YNOX/+PDt27GDfvn188MEH+Pj40KxZM1588UUCAwNxdnbmxRdfxMfHh6SkJOtjtWjRgoiICB5//HGmTp1KWloaL774IpUqVbKpqU6dOsyePZvPP/+cGjVqEBAQQFRUFAAuLi4MHjyYl156ie7duxMRce2cTJGRnMGq/60iOz0bk5eJwJqBdJ3YtcJfAy35YDJLXlhivb957mYAottG03J4S1o/3JotX21h9duryUnPwT3AnYZ9GlK9S3V7lVzqzqWf5cOvZpB2LgWzmzthIVGMuncCdWs0AmD5mp/54fevrP1feXc8AIPuHEnrpp3tUbJhLvd8qH9HfRI2JQCwePxim/U6P92ZoDpBZVeowbQfIDExndGjfyA1NQt/fzNNmoTx1Vd3W0cwDx5M5tVX/+Ts2SzCwnwYMaIFQ4Y0sXPVxrjc86HZ0GaknUjj4IyDZJ/LxuRpwr+qP7HjY/EJvz6nEVzvHCwWyzVx0C8uLs5m/qKzszMRERHceOONTJw4kcqVC8/6zcnJ4cUXX+TTTz/l8OHD+Pj4UL9+fYYOHcrAgQMB2LdvH8OHD2fNmjVUqlSJRx55hPT0dF5++WXS0//+lrZx40YefPBBtm/fTvXq1Xnttdd44oknaNSoEXPmzAEgLS2N4cOH8+uvv3LmzBkGDx5sXQaF1+xs3bo1X375JX379r36v3td3NXvLKmwOiT0KbnTdWBZ2Dx7lyDlSFzzUHuXUC7ErTtu7xLKhbjmcXZ77KXf7jBs251uvzbnt14zQfNa9eyzz/K///2PhISEIofFr4SCplxMQbOQgqZcTEGzkIJmIQXN8uWaOnR+Ldm9eze7d+9m5syZPPzww/8qZIqIiIhcyxQ0DXLh0HyPHj0YN26cvcsRERERKXMKmgb5448/7F2CiIiIiF1dU78MJCIiIiLXDgVNERERETGEgqaIiIiIGEJBU0REREQMoaApIiIiIoZQ0BQRERERQyhoioiIiIghFDRFRERExBAKmiIiIiJiCAVNERERETGEgqaIiIiIGEJBU0REREQMoaApIiIiIoZQ0BQRERERQyhoioiIiIghFDRFRERExBAKmiIiIiJiCAVNERERETGEgqaIiIiIGEJBU0REREQMoaApIiIiIoZQ0BQRERERQyhoioiIiIghFDRFRERExBDO9i5A5Ep0SOhj7xLKhWVh8+xdgpQjz2aa7F1CuRC37ri9SygX9D4pF0ydOpX58+eza9cuzGYzrVu3Ztq0adSqVcvaJysriyeeeIIvvviC7Oxsunfvzv/+9z+CgoJKtRaNaIqIiIhUIMuWLePhhx9mzZo1/Prrr+Tm5tKtWzfOnz9v7fP444/z/fffM2/ePJYtW8bx48e54447Sr0WjWiKiIiIVCCLFy+2uT9nzhwqV67Mxo0bad++PWfPnmXWrFnMnTuXzp07A/Dhhx9Sp04d1qxZQ8uWLUutFo1oioiIiFRgZ8+eBcDf3x+AjRs3kpubS2xsrLVP7dq1iYyMZPXq1aX62BrRFBERESnnsrOzyc7OtmkzmUyYTJefq11QUMBjjz1GmzZtqF+/PgCJiYm4urri6+tr0zcoKIjExMRSrVsjmiIiIiLl3NSpU/Hx8bG5TZ06tcT1Hn74YbZv384XX3xRBlUWpRFNERERkXJu3LhxjB492qatpNHMkSNHsmjRIpYvX054eLi1PTg4mJycHFJTU21GNU+ePElwcHCp1q0RTREREZFyzmQy4e3tbXO7VNC0WCyMHDmSb7/9liVLlhAdHW2zvEmTJri4uPD7779b23bv3s2RI0do1apVqdatEU0RERGRUmDktY47Ue+K+z788MPMnTuX7777Di8vL+u8Sx8fH8xmMz4+Ptx3332MHj0af39/vL29GTVqFK1atSrVM85BQVNERESkQnn77bcB6Nixo037hx9+yJAhQwB47bXXcHR0pHfv3jYXbC9tCpoiIiIiFYjFYimxj5ubG2+99RZvvfWWobVojqaIiIiIGEJBU0REREQMoaApIiIiIoZQ0BQRERERQyhoioiIiIghFDRFRERExBAKmiIiIiJiCAVNERERETGEgqaIiIiIGEJBU0REREQMoaApIiIiIoZQ0BQRERERQyhoioiIiIghFDRFRERExBAKmiIiIiJiiH8dNBcuXEi3bt3w9/fH1dWV6Ohohg8fzp49e0qzvjIRHx9PXFwcGRkZ9i5FREREpMJw/jcrPfXUU0ybNo0777yT999/n8DAQPbv38/s2bPp168fmzdvLu06DRUfH8+kSZMYOXIk7u7u9i6nXNg2fxvbv91u0+YV4sXN02+2U0XGW7z0GzbvWENiUgKuLq5UrVKb228cSHBgmLXPqTOJfP3DHPYf3kVeXi51a8bQ/9b78fbytV/hBkjalcTOH3aSciiFzNRM2j3ajvCm4dblnw/8vNj1GvVvRJ2edcqqTMOVtB9ys3LZ8uUWjm08Rk56Dh6BHtTsVpMaXWrYsWpjvf/TVl79dhMDu9Th6X4tADh1NoOXvt7A6p3HOZ+VR1SQNyNuaki3JlH2LdZABQUFbJ+/nUMrD5F1Nguzn5nodtHUu60eDg4O9i7PMFfyPvnKuxPYe3CHzXrtWnRjwO0jyrpcKQeuOmj++OOPTJs2jQkTJjB58mRre/v27Rk6dCiLFi0q1QKvRdnZ2bi4uODoeG3PTPAJ86HTU52s9x2dru2/pyR7Du6gQ8sbiYqoTkF+Pgt+/owZsyYxcfQMTK5uZOdk8casSYSHRPH4sEkALPzlc9766AXGPvTiNf//fbG87Dz8Iv2o2qEqK95YUWR5r5m9bO6f2HqCtR+sJaJZRBlVWDZK2g+bP9vMyb9O0urBVngEeJC4LZENH23A7GcmvHF4MVu8tm07dJovl++hVrifTftTs1dwLjOHtx7ugp+nG4vWHeDx95Yx7xkv6kZWslO1xtq5aCd7f99Ly+Et8QnzIflgMmvfX4uL2YVa3WvZuzzDlPQ+eUHb5l25pWt/631XF5M9ypVy4Ko/GV955RWCgoKYMGFCsctvvrlwxCsrK4vRo0cTGhqKm5sbjRo14ttvv7XpO2TIEOrXr89vv/1Gw4YNMZvNdOjQgUOHDpGcnEzfvn3x9vamWrVqfPnllzbrduzYkZtvvpmPP/6YatWqYTab6dixI7t377b2OXToEA4ODnz99dc26z722GNERUUBMGfOHIYOHQpAYGAgDg4O1mUAx44d45577iEgIACz2Uz79u3ZuHGjzfaioqIYOXIk06dPp0qVKpjNZpKTkzl27Bh9+/YlKCgINzc3oqOjefzxx698Z9uZg5MDZl+z9WbyqthvFI/c+yytm3YmNCiS8NBoBvcZRXLqaY4c2w/A/kO7OJNy6v+1d99hUZzr38DvoSNK7x1FEBQQEBXFKILdn8YGNiwxorFXcqKJiho1JkERJWoUjdHYTkQxtpNo7NiIXWyx0gQF6W3h+/7BuxNW0DSXdZf7c13nOmF2Fu8ddme/88xTaOSgyWRj6UA2lg40KmQyPUn9ne78fl3B1b9d1l7W5DnIk+xa1R4cq78vdA11KSUphSzcLKihecM6rlS+/uw4PL/3nJw6OFW9drOG5NzZmQztDSn79+w6rlT+CkvKafaGk7QwrB3pN9CSeezKg0waFuhGnk5mZGfWiD7q5UWNGmjRzccvFFSt/D2/95xsfWzJpqUNNTRrSPat7cmyhSW9eKC6r5noz8+TUlqaWmTQyEj8n64O3y2sr/5W0JRIJHTmzBkKCgoiTU3NN+47bNgwWrduHUVERNDevXvJ3d2dBgwYQAkJCTL7ZWRk0MyZM2nu3Lm0bds2+v3332nYsGEUGhpKHh4e9OOPP5Kvry8NHz6cHj9+LPPc3377jZYuXUrLli2jLVu2UHp6OnXr1o1KS0v/8mvq1asXffrpp0REdPjwYUpMTBQDcU5ODgUEBNCVK1coJiaGfvzxR9LT06POnTtTZmamzO/58ccf6aeffqLo6Gjat28f6enp0YgRI+jatWu0atUqOnz4MEVGRlJFRcVfrk3R8jPyae/kvZQwI4HOxp6lwueFii6pThWXVPXZbdCgKjxJJOUkCEQaGn+89zU0tEgQBLr/KFkhNb4LinOLKe1qGjXu2FjRpdQ506amlPpbKhVlFxEAenbrGeVn5JOlh6WiS3vrFm0/Rx09bKmdu3WNx1o2NqdDlx7Sy8JSqqwEHbjwgMrKK6i1q+odBynTpqb07NYzykvPIyKinMc5lHU3i6w9ax4fVfbqeVLqwpVTNHPhSFq4YirFH95KZWV//XuZqZa/dev8xYsXVFpaSvb29m/c79q1a7Rnzx5au3YtjRs3joiIunfvTo8ePaLIyEjq06ePuG92djadOHGCmjdvTkREaWlpNHnyZPr444/FVlM/Pz/as2cP7d27l6ZOnSo+99mzZ3TixAlq2rSqP5S3tze5urrS5s2bxX/3z5iZmVGTJk2IiMjX15dMTU3Fx1auXEkvX76kCxcukLm5ORERBQUFkYuLC3311Ve0fPlycd/y8nI6dOgQ6enpidsuXLhAS5cupdDQUHHbiBEj/lJdimbSxITahrelRlaNqORlCd2Iv0G/LP6Fei7tSZq6b77IUAWVlZW0+6c4auLQjGwsHYiIyMnehbQ0dSj+0BZ6v9twAoHiD31PlZWVlJefo+CKFefhqYekqaP52lY/VeY7wpcuxF2gfVP3kaAukCAI1HpMazJvZq7o0t6qAxce0K3HL2j33Nr7aK8Y15FmrD9B/tO3k4aaQDpaGhTzUSA5mOvXcaV1x723O5UXl9OBjw+QoCYQKkGeAz3Jsb2jokurM7WdJ4mIWrfsQMZGZmSob0wp6Y8o/tD39CwrlcaHfazAapmi/KPBQH/W0fnUqVNERDRo0CCZ7aGhoTR9+nQqLCwUA5m1tbUYMomIXFxciIgoODhY3GZoaEjm5ub09OlTmd/XokULMWQSETk7O5OXlxedP3/+LwfNN/nf//5HgYGBZGxsTBKJhIiI1NXVqWPHjnTx4kWZfTt16iQTMomIfHx86KuvviINDQ3q0qULOTs7v/HfKy0trdEaKymTkIbWP/oz/SvWXtWuyu2rgmfC9AR6cv4JNenUpM7rqWs79n1LqRlPaPZHn4vbGjU0oPBhs+iHvevo17MHSRAE8vPqQPY2jUkQVKd/5t/14OQDcmjnQOpa6ooupc7d/d9denH/Bb03/T1qYNqAsu5kVfXRNNQlyxaq0ZqXnl1IS3deoI3Tu5K2Zu3nolX7LlN+URnFTe9KRg116OiVJzR9/XHaOrsnubzSn1NVPDn/hB6ffUztPmpHBrYGlPM4h37b9hvpGulS4w71o3W/tvMkUdXAHykbSwcyaGRMKzfMp6wXGWRmohqfC/bX/a0EY2JiQjo6OvTkyZM37peTk0OamppkbGwss93CwoIA0MuXL8VQZmhoKLOPlpbWa7eXlJTIbJO2Mr76b6Snp/+Vl/Onnj9/TufOnau1m4C0FbT6v/uqnTt30ty5c2nu3Lk0YcIEcnV1pSVLllD//v1r/feWLl1KkZGRMts6ftiROo3t9M9fxFuipadFjSwbUf6zfEWXInfb931L129fopnjFpORganMY+4uLWlxxDdUUJhHamrq1EBXjyIWf0CmnjX//vVB5p1Myk/Pp/YT2yu6lDonKZPQtd3XKGBaANm0rBpxa2RvRDmPcyj5YLLKBM2bj5/Ti/wSGrB4v7itohJ06d4z+uHX23RwYT/a9uttSljQl5paV4XKZnbGVY8fT6YFw9spqnS5urLjCrn1diMH/6qWPEM7Qyp8Xki39t+qF0HzTefJVznZVzUIZb5I56BZD/2toKmhoUHt27eno0ePkkQiIQ2N2p9ubGxM5eXllJOTQ0ZGf1zNPnv2jARBqBEi/6lX+0lK/42WLVsSEZGOTtUIuLKyMpl9cnL+2m1OY2Nj6t69Oy1atKjGY9rasgNjamvltbKyori4ONqwYQMlJSXR4sWLKTQ0lO7cuUONG9c8EX3yySc0Y8YMmW3Lry2vsZ8ilJeUU0FmgUrfFgJAOxI20JWb52lG+EIyNX59eGyoV3VL8Pb965RfmEue7n51VeY75cHxB2TsZExGDqrZavUmqABVVlTW+OwLagIRFFSUHPi7WdO++X1lts3dfJqcLA3ow+4eVFJW1e9c7ZXjoK4mUKUKHYdXScokKv+3r83fOU9KPU17SEREBo3q33mC/YNb5zNmzKBevXrR559/TvPnz6/x+MGDBykgIICIiHbv3k3h4eHiY7t37yZvb+8at5j/qRs3btD9+/fFW9L379+nq1evirfNzc3NSVNTk5KT/xioUVZWRidOnJD5PdJW1FdbTIODg2nr1q3k5ub2r2pWU1MjPz8/Wrx4MSUkJND9+/drDZra2to1AqwibpsTEV3+4TLZeNtQA9MGVJxTTNf3XCdBTRCv3lXR9n3r6eKVU/TRiE9IR1uXcv9/v0tdnQbi1BxnLx0lS3NbaqRnQA+e3KFd+zdSUPveMnPIqYLyknIqeFYg/lyQVUA5j3NIS0+L9EyrPgvlxeX05MIT8h7qragy5e7PjoN5M3O6sv0KqWupk56JHmXezqRHpx+p1DHR09EkFxvZgKCrrUGGDbXJxcaIyiWVZG/eiOZvTaSIga3IUE+bjl55QmeT0+ibScGv+a3Kz6alDd1MuEkNTBuQgU3VrfM7h+9Q4/dUuzXzz86TWS8y6MKVk9TC1Zf0GjSi1IxHtPunTdTUyZ1srRwVWzxTiL+dYnr27EkRERG0YMECunXrFg0ePJhMTU3p4cOHFBcXR7m5uXT58mXq378/zZgxg4qLi8nV1ZW2bt1KZ8+epX379r214i0sLOj//u//xPk8P/vsM7KxsaFRo0YRUVXA69+/P61evZqcnZ3J1NSUVq9eTQBkrkTd3KommF6zZg29//771KBBA/Lw8KAZM2bQtm3bqGPHjjR16lSyt7enrKwsOn/+PFlbW79xqqLc3Fzq1q0bhYWFkaurK5WVlVFMTAwZGhqSj4/PWzsG8lKUXURnY89SaUEpaTfSJjMXM+oyvwvp6Ov8+ZOV1MlzR4iIKGq97NRdIwZOonatOhMR0bOsNNp7eBsVFheQiZEZ9QgcSEEB/1fntcpb9sNsOrbkmPjz5R+qFmFwCnCituPaEhHR48SqWSBU+eLjz45Du4nt6Oquq5T4TSKVFZRRA9MG5DnIk5yD3twfW5VoaqjRusldKGpPEk1YfZSKSiVkb96Ilo7qQB09VG8uUSnfEb507cdrdGnzJSrNKyVdI11yDnSm5v2a//mTldifnSfV1TXo9v1rdOzMT1RaVkpGBqbk3cKfenYeqIhy2TtAAPCPGvr37dtHq1evpkuXLlFhYSHZ2NhQt27daNasWeTs7EzFxcU0Z84c2rFjB2VnZ1OzZs1o/vz5Mv0TR40aRZcuXaIbN/5Ygeb48eMUGBhIFy9epFatWonbHR0dqXfv3rR69Woiqhp807BhQxowYAAtXLiQ0tPTqU2bNrR27VoxOBIRZWVlUXh4OB07dowaNWpEs2fPpocPH9LevXvp0aNH4n6RkZG0YcMGSktLIzs7O/GxjIwM+vTTT+ngwYP04sULMjc3p7Zt29L06dOpXbt2tdZGVDWwZ9KkSXTq1Cl68uQJ6erqUqtWrWjx4sXk5/fXb7MuuLDgL++ryjqmDvrzneqBEza7FV0Ce4fMK1btuW3/qoW6PHUOEZ8npQIVGPbl+Z29oLX8frc8/eOgqWjSoKnqKxFx0KzCJ9AqHDRZdRw0q3DQrMLnySocNN8t9XdOFsYYY4wxJlccNBljjDHGmFwoZkjzW3D8+HFFl8AYY4wxxt6AWzQZY4wxxphccNBkjDHGGGNywUGTMcYYY4zJBQdNxhhjjDEmFxw0GWOMMcaYXHDQZIwxxhhjcsFBkzHGGGOMyQUHTcYYY4wxJhccNBljjDHGmFxw0GSMMcYYY3LBQZMxxhhjjMkFB03GGGOMMSYXHDQZY4wxxphccNBkjDHGGGNywUGTMcYYY4zJBQdNxhhjjDEmFxw0GWOMMcaYXHDQZIwxxhhjcsFBkzHGGGOMyQUHTcYYY4wxJhccNBljjDHGVNCaNWvI0dGRdHR0qE2bNnThwoU6r4GDJmOMMcaYitm5cyfNmDGD5s+fT7/99ht5eXlRt27dKDMzs07r4KDJGGOMMaZioqKiaOzYsTR69Ghyd3entWvXUoMGDSguLq5O6+CgyRhjjDH2jistLaW8vDyZ/5WWlta6b1lZGSUlJVFwcLC4TU1NjYKDgykxMbGuSq4Cxt6gpKQE8+fPR0lJiaJLUSg+DlX4OFTh41CFj0MVPg5V+DjI1/z580FEMv+bP39+rfumpqaCiHD27FmZ7bNnz0br1q3roNo/CABQt9GWKZO8vDwyMDCg3Nxc0tfXV3Q5CsPHoQofhyp8HKrwcajCx6EKHwf5Ki0trdGCqa2tTdra2jX2TUtLIxsbGzp79iz5+/uL2yMiIujEiRN0/vx5udcrpVFn/xJjjDHGGPtHXhcqa2Nqakrq6ur07Nkzme3Pnj0jS0tLeZT3WtxHkzHGGGNMhWhpaZGvry8dPXpU3FZZWUlHjx6VaeGsC9yiyRhjjDGmYmbMmEEjR46kVq1aUevWrWnlypVUWFhIo0ePrtM6OGiyN9LW1qb58+f/5eZ6VcXHoQofhyp8HKrwcajCx6EKH4d3S2hoKGVlZdG8efMoIyODWrZsSYcPHyYLC4s6rYMHAzHGGGOMMbngPpqMMcYYY0wuOGgyxhhjjDG54KDJGGOMMcbkgoMmY4wxxhiTCw6ajDHGGGNMLjhoMsYYY4wxueCgyeotiUSi6BIUrrKyUubn+jzbWUVFBRHVPCasfpK+H+oz6TGoz+cF9u9x0Kxnqn+JSk8e9fUkoqGhQQUFBbRmzRpFl6IQFRUVpKZWdQpITk4mIiJBEBRZkkKpq6sTEdGyZcvo1KlTCq5GMWoLV/U1eKurq1NRUREdOHCAiOrfcZBIJKSurk6FhYU0b9482r9/v6JLYkqKg2Y9Uj1YFBYWUmZmJhH9ES7qY+Dctm0bTZs2ja5evaroUupURUWFGKwmTZpE48aNo127dim4KsWoHq7Cw8MpNjaWdHV1612LVvX3xJUrV+jy5ctUXl4unjPqo8mTJ9PEiROJiOrVcaioqCANDQ3Kz88nf39/OnnyJF27do0kEkm9/J5g/079+eTUc9W/RCZOnEgdO3YkFxcX6tu3L+3YsYMAkCAI9e4k4uPjQ5aWlnTmzBkiqj+3y6TvhZCQEDpw4ACNGzeOWrVqpeCqFEN6LFJTU8nExIRWrFhBrVq1ErfXF9LXGxYWRkFBQRQQEEA+Pj6UlJSk4MoU56OPPqLCwkLatGmTokupU+rq6lRSUkJdu3YlCwsLWrduHUVERJCGBq9azf4+Dpr1hPRLZNiwYXTgwAHq168frVixgkpKSmjhwoU0c+ZMIlLtW6fVb31JA6Wfnx/17duXlixZQjk5OfUqXERFRdGlS5do586dNGjQIGrcuDGVlJTQ8+fPFV1anYuMjCQ7Ozv69ttvydLSUtHl1KnqF1erVq2ixMREWrlyJUVHR5OhoSH17NmTDh06pPK3jmu7yHZwcKBmzZrRsWPHXruPKqn++n755RdKT0+nzz//nJo1a0aampp07tw5WrNmDa1atYqysrIUWClTJhw065FTp07RmTNnKDY2lmbNmkUffPABLVy4kG7fvk3q6upUVlam6BLlBgCpqalRWVkZlZWVyQTKIUOGkLa2NsXHxxNR/emL9fTpU7K3t6eWLVuSlpYWJSUlUe/evaljx44UHBxM165dU3SJdaZFixYUHBxMBQUF9OLFCyKqP4PFpJ+F/fv3U1paGk2dOpXCwsLoww8/pF27dlGrVq0oLCyMjhw5orKfDekdnVdfn5mZGU2cOJG2b99OZ86cUekL8YqKChIEgfLz84mo6v1fVFREJSUllJycTPPnz6f33nuPoqKiaNq0afTBBx8ouGKmNMBUlkQiAQBUVlYCAHbu3AkjIyM8e/YMAHDr1i2YmpoiNDQUhYWFAIBr164pptg6UFpail69eqFFixY4dOgQHjx4ID4WHByMgIAABVZXdyoqKlBZWYlx48bB2dkZy5cvx9SpU6GtrY3OnTtjzpw5cHR0RK9evRRdqlxUVFTUuj0hIQHe3t4wNDTErVu3APzxGVJ1q1evhrGxMWxtbXH48GEAf7z2zMxM9OzZEyYmJjh8+PBrj5+ykr7O0tJS+Pr6Yvbs2Th06JD4eH5+Ptq3b4/w8HCUlJSI51NVIn1N+fn5MDAwQFRUFJ4+fQp7e3tYWVnB0dERZmZmiIuLQ3p6Og4ePAhBEHD27FkFV86UAQdNFVX9ZLh69WrcvXsXv/zyC7S1tfHo0SOkpKTAyMgIoaGhyM/PBwB89913mD17Nl68eKGosuWqpKQE0dHR6NevH4yNjeHp6YkvvvgC2dnZSExMhL29PbZs2aLoMt+614WlvLw8tG7dGvb29mjTpg2io6PFx+bOnQs/Pz8UFRXVVZl1ovqxePjwIe7duydzwXHo0CF4e3vDxsamXoXNlJQUDBo0CIIgICwsTNwuDZWZmZno06cPBEHAzz//rKgy35rc3Fzk5uaKPxcVFeGXX37BggUL4ObmBgsLC/Tp0wcHDhxAaWkpVq5cCUtLSzx//hwAVCpsSt/fFRUVWLFiBbp06YLLly8DAJ48eYKlS5diy5YtuHHjhvicPXv2wM3NDbdv31ZEyUzJcNBUQdVbHIYOHYrGjRsjKSkJV65cQZMmTRAaGgpjY2MMHjwYBQUFAKq+SEJDQxEWFiYGT2X3poCwf/9+zJkzBw0bNkTbtm3RpUsXeHl5YerUqQBe3+qlbKofg40bN+KTTz7B119/jV9++QVAVStORkYGUlNTxf1evHiBvn37IjQ0FKWlpXVes7xU/5uOHTsWHh4e0NHRgb29PT777DPxWB06dAg+Pj6wtrYWv0hVKWy+7rWkp6cjJCQEdnZ2WLBggbhdetwyMjIQEhKCO3fu1Emd8lJSUoINGzagf//+Yths3rw5IiMjAQAPHjzAgQMH4OvrC1dXV7Rq1Qrr16+HpqYmZs+ercjS5aawsBBLly5Fz549sWjRIlRUVNR6DiwtLcX169fRoUMH9OjRQ2XOk0y+OGiqsNzcXISHh2Pfvn3iti+++AKCIMDV1RW//fYbAODu3bsYM2YMLC0tlf4KtaSkBADEgFRQUICoqCjMmTMHW7ZsQXJyssz+d+/exZIlS9ChQwcIggANDQ0kJSXVed3yUL3VZcCAAbC1tYWnpye8vLygpaWFyMhIvHz5UuY5V65cwejRo2FqaoqbN2/Wdcl1IiwsDLa2toiJicG6deswfvx4aGlpYejQoWIXkv3796NNmzbQ1tZW+mBVXfWQefbsWcTHx+POnTtIT08HUNWy2b9/fzRt2rTWsKkqwWLLli1wcXGBv78/7O3t0blzZzx+/Fhmn7KyMhw+fBgjRoyAmZkZdHV10bJlS2RlZQFQrVbNjRs3QhAE6Ovr49tvvwVQ9fqqv8asrCzMmjULAQEB8PX1RVlZGQDVeU8w+eGgqaJmzJiBRo0awcHBoUa/y6VLl8LMzAyenp7w9/dHq1atYGdnJ94uUVbXr1/HwIEDxdebm5sLFxcXWFhYwN7eHmpqamjXrh3Wrl0r8zzpyXTjxo1iq6a0H6MqWLp0KRwcHHD8+HGxBXvmzJkQBAEHDhwQvygWLlwIFxcXuLu74+rVq4osWW4uXbqEJk2aYMeOHeLrLiwsxPbt26Grq4vp06eL+8bHxyMwMBB3795VVLlvVfVAEBoaCjs7O2hra8PKygqdOnXC+fPnAQCpqakYOHAgnJ2dsWjRIkWVK3crV66EmpoajIyMcO7cOQCvD9SnT5/GypUroaOjg9WrV9d5rXUhJiYGgiDAw8MDV65cqfH43bt30blzZ4wdOxbl5eUAIP4/Y2/CQVNFVD8xlpWVYdWqVfDx8YG+vr4YIIuLi8V9Dh48iOjoaIwZMwYbNmyQ6aemrKKjo2Fqaop+/frh1q1b2LBhA7p27Yrk5GSUl5cjKSkJXbp0gbu7u3jVDsgeu2nTpsHOzk5s2VIFAwYMQFhYmNjKe+/ePZiZmWHIkCEyfTDT0tIQHR2NR48eKapUuTtz5gw0NDRkBnsAVS3gkZGR0NXVFQMXADGYq5KpU6fC0dERCQkJePr0KQ4fPow2bdpATU1NPA+kp6eLXWy++OILBVf89lT/rH/88cfw9vaGi4sLAgICxPd99X2q/7dEIsHo0aPRqVMnvHz5UmkvRN/UDeTrr7+GkZERRowYIfZRBv44DtVftyp1J2HyxUFTxUhPloWFhYiLi4O1tTVatGghhkzprWVVtXLlSjRt2hT9+/dHr1698J///Efm8Xv37iE4OBjt2rXD/fv3xe3SE+mxY8dgY2MjditQZpWVlSgrK0NAQADGjh0LoGqmASMjI4SEhIghav78+Th16pQiS5WL2r4IT58+DV1dXcTGxgKQDRKJiYnQ1NTE/v3766zGupadnQ0fHx8sX75cPCf8/vvvMDAwwJAhQ1BYWCgek6dPn2LkyJG4d++eIkt+64qLi/H777+jrKwMeXl5iI2NRfPmzdG+fXsxaEuPwastdl988QUcHByQk5NT12W/FdLXU1BQgGXLluGjjz7CihUrxD7bALBkyRKYmppixIgRMl2NqgdrZQ3ZTDE4aKqQefPmwcPDQ+xjWFxcjLi4ONjY2KBNmzbiF4u0b40qqR4YvvrqK7i5ucHIyEgcSV1eXi4Gj6SkJAiCgB9++EHmd1RWViIkJAQWFhbIzMysu+Lfkted/D/44AM0btwY165dg4mJCQYOHIi8vDwAwO3bt9G9e3fExsaqVF+r6iFz69at+PHHH8WfpX/jV7uUnDt3DnZ2dioxqvp1Hj58iIYNGyI+Ph4AcPPmTRgbGyMkJERsxf/uu+/w9OlTAKrXaiWRSNCrVy+0adMGZ86cEbevWbMG7u7uaN++PVJSUgBUtfB/+umnYh/dsrIyjB8/Hk2bNhVHnyuT6lMYubq6wtXVFf7+/rCysoKfnx8iIiLEfZcvXw4zMzOMHj1apae8Y3WDg6YKWbVqFby8vBAUFCSGzaKiIsTFxcHOzk4mbKraFwgg+5qio6NhaGgIW1tbsb+h9Gq+qKgINjY2mD9/fo3nz5o1CxcuXKizmt+GiooKmZaXoqIimZkDbt68CVtbWwiCgMGDB4vbs7KyMHr0aHh4eNQYCKHMXu2L6O7ujhkzZogDXq5evQo/Pz/Y2Nhgz549ePToEe7cuYOwsDA4OjoiLS1NUaW/VbVdeEgkEjRp0gQzZsxAamoqjI2NMWjQIPHC4+TJk+jXr5/Ywq2KLVfffvstXFxc0KtXL5w8eVLcLm3Z9PDwwIYNG9C2bVt4e3uL55WHDx+iY8eOSt2XXSKRYPDgwejYsaPY91gikaBTp07Q1NSUubMhHTi6ePFiRZXLVAQHTSX1uqAYFxcHT09PBAYG1gibTk5OcHFxUanb528KzDExMXBwcEC3bt3Ezu2VlZW4du0aTE1NERMTU1dlykVxcbHMtEQAMHHiRLRt2xbOzs7YsGEDXr58CYlEgm+//RbOzs5wd3fHkSNHEB0djZCQEBgYGKjswJ8JEybA0dERx44dE4MUUPUeuHjxInr27AlBEGBkZISmTZvCysqq1kEQyqaysrLG50IaGEtKSjBv3jzY2tpCW1sbQ4YMER978eIFRo4ciQ4dOoiLOii76seh+n9v27YNjRs3rhE24+Li0LZtW1hbW6N79+7i3R/pc5W973ZpaSm8vb2xaNEi8bXt3bsXampq+PrrrwHIvsatW7eqZKMEq1scNJWctPWlesuDdPR0YGCgzECg2NhYtGjRAg8fPlRApW9f9RbK+Ph4rF69GidPnpRpzfv666/h4OAAa2trfPXVV5gxYwY6dOgAT09PpR4xWV5ejgEDBqBZs2Ziv9xRo0bBwcEBY8eOxfvvvw9BEDBlyhRkZWWhrKwMR48eRadOneDk5ARXV1cMGDBAZhJmVZKSkgJXV1dERUXJtHC+2kK3Y8cOREdHY9OmTUrfqlteXl6jW8zixYsxbtw4TJ8+XbwouXPnDnr06AEzMzNERESgrKwMP//8M0aOHAlDQ0OVe08UFhaKf9vqn3lp2OzRo4fMbfRnz57h9u3btfbTVLYW3lfnwX3y5Al0dXURFxcHoCpICoKAJUuWAPij72ZiYqLM85T5XMkUj4Omkqn+pTlnzhyYmZmJ8x1WPwmuW7cOpqamCAwMFFusiouLa8ybqKykV9l5eXnw9/eHs7Mz3NzcIAgCZsyYIdMytWrVKhgbG8Pc3By9evXCxo0bxROnMl+tf/311/D09ERAQACSk5MxYcIEHD16VHwfrFmzBoIgYPz48eJtY6Bq8Ed+fr7St868yeXLlyEIAk6cOAGg5nKsqqa4uBi9evXC4sWLxdc6cOBAWFlZwdPTE1ZWVjAyMhIDVXJyMsaNGwdLS0sYGBjAyckJfn5+Kte6XVFRgcGDB0NTU1O8VVw9NG3evBkaGhro1q1brQPilLHfcnZ2NrZv3y4O9svOzkZYWJj4c+/evdGjRw9ER0dDTU0Nn3/+ufi5OHDgAIKCgvDrr78qqnymgjhoKoHKykoUFRXJfElKJBKcO3cO7u7u8PT0rDVshoeHw8DAAN7e3krdrwiofcRjYWEh/Pz80LlzZ7HDvoeHB7S0tDB8+HCZTuzR0dEwNjbG3LlzxW3KGjKrH4u1a9eiefPm8PT0hIODgzhCWLrP2rVrIQgCJkyYoDIt2W8ifd1ZWVnQ19fHZ599Jj5W/e+9efNmbN68uc7rk5fCwkJ4e3vD2dkZK1euxMWLF9G1a1ckJiYiLy8PFy9eRJcuXWBgYCCGiNzcXKSkpGDPnj24ceOGOBG5qjl69Cj8/PxgZ2dXa9gcPXo0LCws0L59e5UY+HL79m14e3vjvffew7Nnz9CkSRN06NBBXFo4NjYW5ubmUFNTE1c6kkgkuHfvHtq3b4++ffsqZcBm7y4Omkpg69atWLx4sTjSMTAwEIsWLUJlZSWSkpLg5uaGFi1a1FjJZebMmfD19UVQUJDKzY1YVlaGr776Cp07dxZvCb7//vtwcnJCZGSkuGZz9ZbNbdu2qUTL1qtfAjExMfD19UWDBg1w/fp1ALJfpOvWrYOmpiZGjBghjqhVFa+7WMjJycHAgQPRokULcYS1VEZGBgYPHozZs2erxBKb0vdDfn6+OE/s2LFjERgYKNNqLZ1hwMDAAMePH1dUuXJVW0CqqKjAyZMn4ePjA1tbW5kJ+MvLyzF06FAEBwdj8ODBKhGwCgsLceDAAZiamqJRo0YIDAxEdna2zGfl008/hbm5Obp164bt27dj4cKFaNOmDby8vMRzhyocC/Zu4KCpBOLj48VWqe7du8PS0lJmUunqYTMpKQnFxcUoKCjA6NGjER8fL67nq6xu3ryJRYsWYdKkSVizZo24/ciRI2IL5YQJE+Dg4ICLFy8CAGbPng1NTU2MHz9e3CalrC2ZgGzt1b8w169fDxsbG3h5eYktl9XD5sqVK2FoaChzC13ZvTq4IyoqCqtXrxb74yUlJaFp06Zo1aoVVqxYgdLSUhw/fhwffPABzMzMlH65VanKykoxFOTl5aFz587Q1taGr69vjX2lYdPMzAxHjx6t61LlSvp+Lysrw4MHD5CcnCz2YZdIJDhx4oQYNi9fvozc3Fw8evQI3bp1k5k3VxUCVk5ODqytrSEIAtq3b19jaV6gqmtNv379YGBggA4dOiA8PJxX/GFywUHzHVV9xRYA2LlzJ9TV1WFgYICDBw/W2P/y5cvw8vKCubk5evTogc6dO8PAwEBmUnJldOrUKZiZmaFdu3awtbWFnZ0dhg0bJj5eXl6OrKwsuLm5ISYmRjyh7tq1C1paWhAEocY0RsqqerCaOHEifHx8ZFrr1q1bB3d3dwQEBIgTT1f/wlDWSaZrU71FeuDAgbC3t4eDgwOcnZ1hYGCATZs2AQDOnz+PoKAg6OjoQENDAxYWFmjatKlKjC4HZN8T2dnZAKrCZu/evcVBHq/OMnHnzh34+/vD0dGxxnlGWVXvs921a1e0aNEC5ubmeO+993DkyBFxnzNnzqBDhw7Q1dWFr68vHB0d4eXlpRJ3Oqq/hoKCAsTExGDt2rUwMzNDYGCgOLXdq634r97lUOYLcfZu4qD5DiorK0OzZs1kAlJUVBQEQYCamhrCw8NrvQWak5ODMWPGoHPnzujdu7fSjx49efIkNDU1MXXqVKSlpSEvLw+RkZGws7OTaaW8cOECBEHA3r17xW3fffcdIiMjceLECZW7Oh80aBAaN26MdevWiX1Tpb755htx4mlpy6Yqf3HMmzcPdnZ2OHnypNh6NWDAAGhpaYmrnaSlpSEpKQnffPMNjh07VmNKKGVV/e8aGRmJadOmiQG6oKAAXbp0QePGjbFy5coa4eLevXt48uRJndYrbwUFBfD09ESHDh1w4sQJJCQkwMzMDHp6euIFWUVFBTIyMrBgwQKMGjUKM2fOVImBgVJFRUUYOnSo2FUqPz8fu3btEsNm9QuLrKwsmRk6AOUO2uzdxUHzHVRQUICEhASZW95lZWV4+vQpNm3aBDU1NYwdO1ZcvQOouT6vsvc9k67es2DBAhQWFopfBlevXoWFhQV+/fVXXL9+HUVFRcjLy0NgYCB8fHxw8eJFnD59Gu3atROXXQRU51bQ5s2b4eDggJ9//ln8m1e/dQpUDQDy8vJC8+bNlX7KnjcpLi5G7969MXXqVHFan9et465qXm3RdXJywhdffCEz4Cs/Px/BwcFwcnKqNWyqEolEgkmTJiEwMFCcAzQ0NBTW1tZo3749dHR03ri0qKqcH3766SdYWlrCz89PvKuRl5eHnTt3wszMDF26dEFGRgbu3buHtm3bYsyYMQqumNUHHDTfcePHj0dwcLDMtri4OKipqeHDDz8UW2dKS0uxY8cOlThhlpWVYezYsRAEQZzvTdracPjwYejp6cHJyQn6+vpwdXVFfHw81qxZAx8fHwiCAEtLS7Rq1UoljsWrLQyzZ8+Gm5ubOIJU6tV+ZV999RXatm2rUiPNnzx5ItPHtLy8HM2bN8fkyZMBVPVZla7jLh0Es3z5cpVZ6ac2CxcuhIODA06fPi0TJKWfF2nYdHFxwdKlS1U2bObm5mLZsmXYuXMnAGD48OGwtrbGzZs3ceLECZiYmEBLS6vWbkeqZuvWrfDy8oKPj48YNvPz87Fz505YWlrC2NgYLi4u8PLyUsnliNm7h4PmO6ykpAQrVqxAgwYNMGTIEJnH4uLioK6ujpEjRyI+Ph7jx4+HIAgqM6o4NTUVQ4cOhba2Nr777jsAwKVLl9CwYUMMGTIEe/bswY4dO+Dt7Q0HBwecOXMGjx8/xrZt27B9+3bxi1ZZw+brBiQMHToUPj4+AKpC6KtBtPrE06rQJ7OoqAhLlixBUFAQjIyMYGRkhFGjRolrl/fp0wdBQUG4fv06jIyMMGjQIPFOwK1bt+Dv7y++f1RR7969ERISUqP1tvp7Iz8/H61atULLli1rXKCokmvXrqG0tBT/+9//4OjoiJ9++kl8bNKkSdDV1YUgCCozR2T1Ppmvnge+//57eHp6wtvbW7zYLCwsxJUrV/Dxxx9j0aJFPPCH1RkOmu+Q2sJFTk4Ovv32WzRo0AChoaEyj0lXdbCxsYGjo6PMyElVkJ6ejpCQEGhrayMyMhL6+voIDw+XCVDnz58XA8arlLHPVUVFBXbs2IEDBw6I20JCQsQRwjt37oQgCPjhhx/E/aXOnz8PX1/fGqt6KKu8vDy0a9cObdu2RUhICBYvXowPP/wQenp6MDY2RkxMDK5cuQJTU1MIgoChQ4eKLXaZmZkYPXo0WrZsKdPFRJm92hqZk5MDGxsbTJ8+HUDt5w/pvKr5+fkq043izz7X69evh4WFhTjdW0VFBcLCwjB8+HAsXrxYpYJVYWEhhgwZglOnTtUaNt3d3eHn5/fa/rjKeI5kyoeD5jui+gf+wYMHyMzMFL9YXrx4gfXr19caNpOTk/Hrr7+qzACHV0nnPNTW1kZAQIC4XXq8Xrx4gWbNmmHkyJEKqvDtqqiowKxZs6ClpYU9e/agT58+aNSokXgR8fjxY/Tu3Rs2Njb473//Kz4vPT0d48aNg4eHh0q8F3Jzc9G4cWMEBQXh4sWLMiHq3LlzaN26NRo0aICIiAjExcXB0tISffv2xa+//orvv/8eISEhMDIyUvoJuCUSCf73v/+Jq7oAVXMgSi+2hg8fDmdnZ3GqpurnkSNHjiA8PFwl3g9S1bsEREREoG/fvpg2bRo2btwo7rN+/Xpoa2tj7969ePbsGR49eoTAwEBs27ZN3EdVwuaDBw+gq6sLPz8/nD9/vsbCFosWLYIgCPD391f6GUiY8uKg+Q54dTUfR0dHODs7IzQ0VPxCeVPYVHVpaWkYPnw4tLW18f3334vbJRIJrl69ihYtWuDLL79UYIVvX2hoKBo0aAATExOZ2+EA8Ouvv6Jr164QBAFDhgzB4MGDERwcDENDQ5WYtqegoACOjo7o06cPUlNTxZBZUVEhflauXbuGtm3bwsrKCrGxsUhISICTk5M4xVH37t3FyeuV2ZMnT9CtWze0a9cOANCvXz+YmZmJsw1s2bIFtra2CA8PlwkSz58/x8iRI9G9e3eV6EIBQKYrgKurK7y9vdGnTx907twZJiYmGDVqlLhvr169oKOjA09PTzRu3Bienp5iuFTmkdW1rZCWnJwMR0dH+Pj41AibqampcHV1hbGxsczxYawucdBUsOotEHPmzIG9vT2WL1+O8PBwNGnSBK6urmK/KmnYNDAwQM+ePRVVskJUv40uDZuPHj1C27Zt0aZNG5W7BTRixAgIgoCGDRti27ZtNeZCvHXrFqKiouDt7S2OHk1OTlZQtW/XvHnzIAgCYmJixG3VWzSlX6Tnz5+HgYGBeOGVl5eHu3fvIj09XaYFUJkVFBRg3759sLCwgKWlJWxsbHDjxg2Z4/Gf//wHVlZWaN++PbZv347o6GgMGjRI6Vt0awuEFRUVGDduHAICAmSm9ho1ahQEQRCntAKqzqfh4eGYNWuWSkxhVH3FnlePza1bt2Bvbw8fHx+cPXtW3J6QkIDQ0FAkJCQo9Wtnyo2D5jvi2rVrGDVqFLZu3Spu27dvH1xcXODk5CQTNletWgVra2uVGfjzV0nDpo6ODlauXImgoCC4u7uLIydV6UT622+/4cKFC+jfvz/09fWxdevWWqfrkQZQVbkVCFRNID106FDo6OjIfB6qf7lKg9bs2bOhoaGhUrcFCwoKMGDAAJnR8v7+/hAEAb6+vrVOvB0TE4NOnTpBEATY2tqiU6dOSh0yayP9mwcEBOCjjz4Sf961axc0NDSwfPlyAKgxN6SUMn9Gqi8zOmjQILRr1w4+Pj5Ys2aNGLhv3rwJR0dHuLi44Ouvv8auXbvQrl07fPjhh+LvUaVzJFMeHDQVpHqLxMyZM6GnpwdPT0+Z230SiQQHDhyoETazs7NV5nbY35WRkYGhQ4dCEAS4ubmJIVOZv0TedPIvKSlB//790ahRI3z//fdisCwqKsLVq1fF/ZT5dmBtamvBBv54ndLPz8aNG6Gtra0yrbllZWVYvXo1Ro0aJbbKFhcXIzIyEsuXL4eFhQXee+89cfqm6mGzrKwMd+7cQXZ2NvLy8hRS/9vyumVnnz9/jqZNm2LBggUAqroOSFdAAqo+F1OmTJEZTKfspO/14uJiscvAqFGj8P7778PExAS9e/fG6dOnAVR9btq0aQNDQ0MYGxujY8eO4jlS1c4RTHlw0FSA6iHzl19+wYsXL+Ds7AxBELBixQqZ4FFRUYEDBw7A3d0dBgYG4jJz9dnTp09lRo8qc8isPo/d999/j88++wwLFiyQWcu+uLgYAwYMgIGBATZu3Ihr165h7NixMDMzU/pA8SavC5uvXqS5ubmpxOTsBQUF6NSpE06dOiVuW7ZsmThavKCgAP/9739rhE2JRILS0lKV6S5Q27KzYWFh4uMTJkyAtbU1Vq1aBXV1dSxevFh87Pjx4+jcubPMQDllJn2vl5WV4dSpU+jdu7fM7AEbN25Ey5Yt0adPH/Fiq7y8HFeuXJEZRKfM50im/Dho1rHqV5XDhw+HjY0Nnj9/joyMDHEgw6FDh2SeU1FRgb1798LPz0+croRVUcYTaFFRES5duiSzLSQkBE2bNkWbNm3QpUsX6OrqyqxkUlxcjJCQEAiCgCZNmsDKykpmGU5V9aaWzXv37qFbt26YOnWqUr4PXrV3715oaWmJ0zEdPXoURkZG6NChgzgXYn5+Pnbv3g0LCwt06tQJL1++RE5ODsaPH48ePXq8dv5VZfGmZWcvXLgAAEhMTIS7uzsEQcCsWbMAVJ0jk5OT0a5dO/To0UOlbhGXlJRg4MCB8PX1hb+/PyQSiczfecOGDTA2Nsa6detqfb4qHQumnDho1qHqJ4cLFy4gICAAx44dE1siUlNTYW1tjebNm9caNlWlxaI+q6ysRNu2bdGpUydx24QJE9CkSRPx9ldERIS4rr10vkypTZs2YcOGDfj999/rtG5Fqh42pX028/LyMGbMGDRu3Fhl+mfu378fOjo6MoNcYmNj0aJFCwQEBIhhs6CgALt374a1tTUsLCzQsWNHGBgY1Lh4UTZ/tuzssWPHcPv2bRQXF2Pjxo1o3bo1rKyssGrVKkyYMAF+fn5o2bKlzKAZVZCdnY0uXbrA3NwcHh4e4vbq3SZ69eoFPz8/RZTH2J/ioKkAH330EUaOHIkuXbqIt/ykJ42UlBRYW1vD3d0dR44c4X41KmjDhg3Q1NTEd999h8zMTHTu3Bnbt28HAHz55ZfQ0NAQRw6rqalhz549Cq5Y8aqHzQ0bNmD27NnQ1dVViemcpH766SdoamrW6G8aGxsLd3d3mbBZWFiI8+fP44MPPsDYsWNx69YtBVT89vzVZWelfdnj4+Nx6NAhTJgwAe7u7ujevTsiIiJUojtNbef8rKwsDB8+HIIgYMqUKTJ9lSsqKjB06FB07Nixjitl7K/hoFkHXj1xDB48GIIgwN7eHo8ePRK3S/vrpaSkwMHBAVZWVjLTdTDVkJ6ejn79+sHe3h779+/H7t27kZubiz179kBfXx+bNm0CUNV/VxAE6OjoyNw2rq/S09PFgWCamppISkpSdEn/SkFBgcyglUOHDsHIyEjsHlP9lmdtYVNKVdYv/6vLzrZs2RK2trbiHYCXL1/K/B5lvlVcPSinpaXJvJbMzEwMHjwYDg4OmDx5MoCqv/39+/fh5uYm04+VsXcJB005q+3qtLy8HLNnz4YgCFi8eLG4NjPwR9h88uQJ3NzcVOa2YH1WXl5eY43p+Ph4WFpaYtq0aeLKLSNGjED//v1luki0b98eTk5OMDExkXmf1FcpKSmYMGGCSowyl3aRkF5EHDlyBDo6OjKtk9Vb5lavXg03NzcEBgaqbNeJv7rsrImJCd5//30AssdIme8ASWvPy8tDUFAQmjVrhubNmyMuLk6c6kq6UpogCGjevDn8/PzQrVs3lZmQnqkmDpp1ZPTo0ZgzZ474c0VFBcaPHw8tLS2sWbNGZvSwKs4LWV8VFRUhICAAQ4cOrbEW/ZQpU6Cnpye2zHTt2hWBgYHiF8aNGzfQqVMnHD58GJmZmXVe+7tKmW+LVpeamoohQ4ZAR0cHe/bswc2bN6GmpobLly+/9jnbtm2Dra0tunfvrjLH4VX1bdnZ6srKyhAUFIT27dvj888/F1f8ioiIENcrz8zMxLBhw2Bqaorg4GCZlcNU9T3BlJsGsbcOAAmCIP5cWFhI+vr6tHTpUtLX16ePP/6Y1NTUKDY2liorK2n69OkEgEaMGEGNGjUiTU1NIiJSU1NT1Etgb8m5c+fot99+o7t379KhQ4fo888/p4EDB5KZmRl9+eWXdObMGQoPD6fLly9TUFAQLV26lJYvX05ubm508OBBysnJIR8fHzIzM1P0S3lnaGioxmnL2tqaoqKiSCKR0JAhQ2jYsGHk5OREixcvJldXV9LQ0CA9PT0yMTEhAGRiYkKlpaXUs2dP+uSTT1TmOLzKwsKCoqKiSENDg3bv3k1bt26l4cOHk7q6OlVUVFBKSgppaGhQixYtFF3qW1FRUUHq6uriz5aWljRt2jRq1aoVzZkzhyZOnEibN2+m8vJymj59OtnZ2VFUVBRNmjSJbt68SYcPH6Z27doREX9nsHeUgoOuSpFecdd26+LFixfi0npLly4Vt1dWViI8PBx6enr46quvXruqBVNO+fn5GDNmDDp16oTo6GgYGRlhxIgR2LlzJ4CqKW1MTU3FCajDwsJgYGAAAwMDODk5vbF1i6mG9PR0DBs2DDo6OhAEAe+99x7Mzc2hr6+PRo0aQVNTE2pqahAEAUZGRrh9+7aiS64T9WHZWWkLZHFxMS5cuICdO3ciKChI7E4jNXnyZJiZmWHGjBliy2ZGRgZCQ0Ph6uqKGTNm8C1z9s7ioPmW5ObmonXr1jh+/Li47fnz5zL7PH/+HJ999lmtYXPIkCEwNzfnCdlV0NOnT2FoaIi1a9fi6dOnGD16NFq1aoWJEyciNzcX/fr1g4uLi7jSz6lTp3D27NkaXzZMdaWlpWHUqFFo2LChOBBGIpGgsLAQ6enpSEtLQ2pqKtLT0xVcad2qD8vO5uXloWXLltDX14etrS2MjY1x6NAhVFZWykzRNGXKFFhZWWHMmDHIyMgAUDUavUePHvDx8eHuNeydxUHzLcjNzYWjoyMCAwPFE8DkyZMxbNgwmVHlQFXL5pw5cyAIAqKiosTtlZWVMmsbM+VUUFCADRs21FgiVDrv4enTp1FUVISEhAQ4OjqiW7duWLFiBdTV1WXWJGb1T1paGkJCQqCpqSlO8QNwvztVX3Y2PDwcwcHB2LlzJ1auXInGjRvD29sbd+/eBSA7H+iIESPQq1cvmW3Pnz9HSkpK3RXP2N/EQfNfys3NhZOTEzp37iwTFCdOnAgzMzNMmjSpxnQkDx48gLe3NwRBwKJFi+q4YiZPy5YtgyAI6NatG3bs2CFuT0tLw9ixYzFy5Eg8e/YMQNXUJKGhoejevTv09fUhCAK2bNmiqNLZO6D67eJt27Ypupx3hiotOytVWFiI2NhYjBs3TmYVsDNnzqBJkybw8fGpNWxK/1s6hyZj7zoOmv9CQUEBHB0d0adPH6SmpqKyslJm7erw8HBYWVlhwoQJNVo2hw8fjmbNmsHExARZWVl1XTqTk+LiYhw6dAgODg6wtrbGsGHDxEn5f/75ZzRp0qRGgNi1axcGDhwIbW1tpZ94m/171ecLlfblZX9QhZAJAJ999hn09PRgYmIiTtclDY7nzp2Ds7MzfH19xbBZvQ8mB0ymTDho/gvSwT0xMTEA/rgdUlBQgMDAQBw8eBAREREwNTWVCZspKSkICQnB/v37a0w2zFTD48ePMXPmTBgbG8PFxUUMlytWrICenl6N/pc5OTl8wcFEqampGD16NF94qLBbt27hgw8+gCAImDRpUo3Hz507B1dXV9ja2ooDgBhTRgIAKHrku7JKTU2liIgI2rNnD61bt45GjBhBpaWl5OfnRxUVFXTq1CkyNjamuXPn0ubNm8nZ2Zk6dOhAt2/fpkuXLtHp06fJ1tZW0S+DyUlRURFdvXqV5s6dS4mJidSzZ0/6+OOPKTY2loqKiiguLo4aNmyo6DLZO0oikajsFEb1zatTGEndu3ePPv/8c/rpp59oypQpNG/ePJnHT506RatXr6Yffvih1uczpgw4aP5LGRkZNHXqVNq3bx998803FBMTQ9ra2rRz506ys7MT59OMjY2l+Ph4un37NtnZ2dHatWvJ09NTwdWzuhIZGUn//e9/6f79++Tr60ulpaUUERFBAwcOlJlzlTGmWqQXDMXFxfTrr79Samoq2dnZkb+/PxkYGNDdu3dpyZIl9Msvv1B4eHiNsCn1urDK2LuOg+Zb8OzZM5o6dSrt3buXLCws6MGDB+IJoXqrRG5uLhUXF5OOjg4ZGhoqsGJWVyorK8VJlBMTE2n37t20cuVKIiIKCQmhLVu2kJaWlgIrZIzJi/Tzn5+fTx06dKCXL19SSkoKNWzYkCwtLWnPnj3k7u5Od+7coaVLl9LRo0dp3Lhx9Omnnyq6dMbeGl5G4C2wsLCgFStWUEhICD179ox27NhBRFUrBKmrq5M0yxsYGJClpSWHzHpETU1N/Pv7+/tTVFQUJSQkUJs2beizzz7jkMmYClNTU6OysjLq27cvGRkZ0fbt2ykzM5NiYmLIwMCAOnXqRMnJyeTq6kqffPIJde3alRYsWECbNm1SdOmMvTXcovkWVb+N/u2331JYWBgR1VySkrHS0lLS1tZWdBmMsbcoNTWVHj58SPfv36dRo0YREdHt27epa9eutHz5cho8eDARVd3pun79Oo0bN44KCgooMTGRDAwM6Pbt2/Tjjz/Sf/7zH75NzlQG9zR/iywtLSk6OpqIiMaOHUvq6uo0dOhQDpmsBm7JZEy1nDt3jqZMmUJFRUVkYmJC3t7e5OXlRbm5uZSZmUk6OjpERFReXk6amprk6elJEydOpOnTp9OlS5coKCiImjVrRnPnziUi7pPJVAffOn/LpGFzwIABNHz4cNq1a5eiS2LvIL74YEx1JCYmUlBQEPn5+dGaNWvoxIkT4mDPpk2bkomJCcXHxxMRkaamJpWXl5O6ujr16NGDcnNzKSUlpcbv5JDJVAW3aMqBpaUlffnll6StrU0eHh6KLocxxpicpKSk0Lhx4ygsLIyWLl1K+vr6RFTVZaqyspKMjY3pk08+oSlTplCTJk1o3rx5pKmpSUREycnJZGdnR1ZWVop8CYzJFQdNObG2tqb169fzPHiMMaaCpH3vb9y4QSUlJTRs2DAxZBKRONsEEVHfvn3p3r17tGDBArp37x793//9H5WWltKaNWvI0tKSgoKCFPESGKsTPBiIMcYY+4cWLFhAa9asoSdPnpCuru5r98vIyKB9+/bRsmXLKCUlhWxsbMjNzY0SEhJIU1OT+2QylcXNbYwxxtg/pKWlRRKJhMrLy0lXV7fWWUYqKirIwsKC3N3d6e7du3T79m3S0dGhJk2akJqaGq8CxVQaDwZijDHG/ibpzcC2bdtSfn6+OOOIIAj06o1CdXV1ys7OprCwMEpMTCQPDw9q2rQpqampUWVlJYdMptI4aDLGGGN/k7TVskWLFuTm5kYbN26kn376SXyssrJS3LeyspIOHjxI5ubm5ODgIPN7qvflZEwV8TucMcYY+4fMzc1p06ZN9Pz5c5o/fz4lJCQQ0R8BsrKykh4+fEjr168nZ2dnsre3V2S5jNU5HgzEGGOM/UuHDx+mgQMHkoGBAQ0dOpQmTJhApaWldPHiRYqNjaWioiJKSkoiDQ0NcQ10xuoDDpqMMcbYW3D16lWaOHEi/fbbbyQIApWWlpKbmxs1bdqUdu3aRRoaGjzwh9U7HDQZY4yxt+Tly5f09OlTunLlCmlqapKHhwe5u7uTIAgcMlm9xEGTMcYYkzO+Xc7qKw6ajDHGGGNMLvjyijHGGGOMyQUHTcYYY4wxJhccNBljjDHGmFxw0GSMMcYYY3LBQZMxxhhjjMkFB03GGGOMMSYXHDQZY4wxxphccNBkjDHGGGNywUGTMcYYY4zJBQdNxhhjjDEmFxw0GWOMMcaYXHDQZIwxxhhjcvH/AOOU1ufi5tKaAAAAAElFTkSuQmCC\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.04757965429937477\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.30      0.21      0.24       150\n","        Baby       0.23      0.21      0.22       150\n","     Watches       0.29      0.35      0.32       150\n","       Decor       0.25      0.51      0.33       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.42      0.39      0.41       150\n","   Computers       0.27      0.32      0.29       150\n","\n","    accuracy                           0.28      1050\n","   macro avg       0.25      0.28      0.26      1050\n","weighted avg       0.25      0.28      0.26      1050\n","\n","Clustering on BoVW + TFiDF + UMAP 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA0oAAAKnCAYAAAC4d70FAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd4VFX+x/H39D6T3gsJhN576AqKKCgWbKtib1jx5666unZZ197Fig0LqFiwgCgivfceEtJ7m95/fwQGhsyEAAkJeF7P4z7LPffOXIZ2P3PO+X4lfr/fjyAIgiAIgiAIghAgbesbEARBEARBEARBaG9EUBIEQRAEQRAEQTiCCEqCIAiCIAiCIAhHEEFJEARBEARBEAThCCIoCYIgCIIgCIIgHEEEJUEQBEEQBEEQhCOIoCQIgiAIgiAIgnAEEZQEQRAEQRAEQRCOIG/rG2htPp+P4uJiDAYDEomkrW9HEARBEARBEIQ24vf7MZvNJCUlIZU2PWd02gel4uJiUlNT2/o2BEEQBEEQBEFoJwoKCkhJSWnynNM+KBkMBqDhwzAajW18N4IgCIIgCIIgtJX6+npSU1MDGaEpp31QOrjczmg0iqAkCIIgCIIgCEKztuSIYg6CIAiCIAiCIAhHEEFJEARBEARBEAThCCIoCYIgCIIgCIIgHOG036PUHH6/H4/Hg9frbetbaTdkMhlyuVyUVBcEQRAEQRD+lv72QcnlclFSUoLNZmvrW2l3tFotiYmJKJXKtr4VQRAEQRAEQTip/tZByefzkZubi0wmIykpCaVSKWZQaJhhc7lcVFRUkJubS1ZW1lEbcgmCIAiCIAjC6eRvHZRcLhc+n4/U1FS0Wm1b3067otFoUCgU7N+/H5fLhVqtbutbEgRBEARBEISTpk2nCZYsWcKkSZNISkpCIpEwb968oPFvvvmGs88+m+joaCQSCRs3bmyV+xCzJaGJz0UQBEEQBEH4u2rTJ2Gr1UqfPn144403wo6PGDGCZ5999iTfmSAIgiAIgiAIf2dtuvRuwoQJTJgwIez41VdfDUBeXt5JuiNBEARBEARBEITTsI+S0+mkvr4+6L+2EGopoSAIgiAIgiAIp4bTLijNmDEDk8kU+C81NbVV3qe0tJQ777yTzMxMVCoVqampTJo0iUWLFrX4ey1evBiJREJtbW2Lv7YgCIIgCIIgCI2ddkHpwQcfpK6uLvBfQUFBi79HXl4eAwYM4Pfff+e5555jy5Yt/PLLL5xxxhlMmzatxd+vpRxsrCsIgiAIgiAIQtNOu6CkUqkwGo1B/7W022+/HYlEwurVq7n44ovp3LkzPXr0YPr06axcubLR+aFmhDZu3IhEIgnsv9q/fz+TJk0iMjISnU5Hjx49+Omnn8jLy+OMM84AIDIyEolEwrXXXgs09IGaMWMGGRkZaDQa+vTpw9y5cxu9788//8yAAQNQqVQsXbq0xT8PQRAEQRAEQTjd/K37KB2P6upqfvnlF55++ml0Ol2j8YiIiON63WnTpuFyuViyZAk6nY7t27ej1+tJTU3l66+/5uKLL2bXrl0YjUY0Gg3QsMzw008/5e233yYrK4slS5Zw1VVXERsby+jRowOv/cADD/D888+TmZlJZGTkcd2fIAiCIAiCIPydtGlQslgs7N27N/Dj3NxcNm7cSFRUFGlpaVRXV5Ofn09xcTEAu3btAiAhIYGEhIQ2uee9e/fi9/vp2rVri75ufn4+F198Mb169QIgMzMzMBYVFQVAXFxcIIg5nU6eeeYZfvvtN7KzswPXLF26lJkzZwYFpSeeeIKzzjqrRe9XEARBEARBEE5nbRqU1q5dG1hWBjB9+nQApk6dyqxZs/j++++57rrrAuOXX345AI8++iiPPfbYSb3Xg/x+f6u87l133cVtt93GggULGDduHBdffDG9e/cOe/7evXux2WyNApDL5aJfv35BxwYOHNgq9ywIgiAIgiAIp6s2DUpjxoxpMnhce+21gf047UVWVhYSiYSdO3c2+xqptGEr2OE/V7fbHXTOjTfeyPjx45k/fz4LFixgxowZvPDCC9x5550hX9NisQAwf/58kpOTg8ZUKlXQj0MtERQEQRAEQRAEIbzTrphDa4uKimL8+PG88cYbWK3WRuOhSnjHxsYCUFJSEji2cePGRuelpqZy66238s0333Dffffx7rvvAqBUKgHwer2Bc7t3745KpSI/P59OnToF/ddaJdEFQRAEQRAE4e9CBKXj8MYbb+D1ehk8eDBff/01e/bsYceOHbz66quB/UKHOxheHnvsMfbs2cP8+fN54YUXgs655557+PXXX8nNzWX9+vX88ccfdOvWDYD09HQkEgk//vgjFRUVWCwWDAYD//d//8e9997LRx99RE5ODuvXr+e1117jo48+OimfgyAIgiAIgiCcrkRQOg6ZmZmsX7+eM844g/vuu4+ePXty1llnsWjRIt56661G5ysUCj7//HN27txJ7969efbZZ3nqqaeCzvF6vUybNo1u3bpxzjnn0LlzZ958800AkpOTefzxx3nggQeIj4/njjvuAODJJ5/kkUceYcaMGYHr5s+fT0ZGRut/CIIgCIIgCEJIHq+P4lo7eZVWSurs+Hyts8ddaF0Sf2tVJ2gn6uvrMZlM1NXVNeqp5HA4yM3NJSMjA7Va3UZ32H6Jz0cQBEEQBOHYVJidfLEmn3f/2ke93UOMXsldY7M4r1ci0XrV0V9AaFVNZYMjiT5KgiAIgiAIgtACzA43Ly7YxedrCgLHKi0u/vPdNmqsLm4d0xGVXBYYc3l82N1eNAoZSrlY6NXeiKAkCIIgCIIgCCFUW51UmF3kV1uJ1qtINKlJNGnCnl9lcfHF2oKQY28uzuGi/imkRmmxu70UVNn4cFkuO0vNdEs0cu3wDqRFaVErZCGvF04+EZQEQRAEQRAE4QildQ7un7uJv/ZUBo4lmtTMum4wXRIMYa8Jt6nF6fFRa3eT6PWxIqeSGz9ay8GtSxsKavlybQHvTx3IyKxYZFJJS/90hOMg5vgEQRAEQRAE4TA2l4cXFuwKCkkAJXUOrnp/FSW19pDX6dVNz0Go5VLKzU6mf7WJI+s7eH1+pn+1ibJ6xwndu9ByRFASBEEQBEEQhMNUWlzM21gUcqzC7CS/2hZyLNagIskUugBWjyQj0XollRYntTZ3yHOqrS6qrM7ju2mhxYmgJAiCIAiCIAiHcbi9uL3hC0MXh5lRijeqeW/qICK0iqDjCUY1r1/ZjyidKuzSvINO73rUpxaxR0kQBEEQBEEIy+vzU17vwOHxoZJLiTeokMlO7+/atUoZepUci9MTcrxjnD7std0SDcy/awTbi+vZW26he5KRzvGGQBGIGL0Kg0qOOcRrGzVyUUK8HRFBSRAEQRAEQQip0uLk2/VFvLF4L7U2NyaNgptHZXLZwBRiDKdnj0W/34/T4+Pqoem89WdOo/EeSUYSwyyvA5BIJCRHaEmO0HJW98bjcUYVT1/Yk7u+2Nho7JkLexFvaDooOdxeamwuJECEVimq5LUiEZQEQRAEQRCERmwuD+8s2cc7S/YFjtXZ3Tz36y5K6x38a3wX9GpFE69waiqpc3Dp2yu4a2wWN43M5NOV+7G7vUgkMKZzLE9c0JPYECHR6fZSYXZSbnYik0qIMaiIN6iQHzH7ppBJObNrHN9NG84bf+xlb7mFrHg9087oRMdYfdD5FWYHRTV2dpSayYzVEaNXMfPPHH7YVALABX2TuP2MTqRFaVv3Q/mbEkHpFPbGG2/w3HPPUVpaSp8+fXjttdcYPHhw2PPnzJnDI488Ql5eHllZWTz77LOce+65J/GOBUEQBEE4VVRanHy4LDfk2OxV+dwwIuO0DEoFNTaqrC4e/X4b5/RM4IVL+wANAWflvip8ITYR1dvd/LSlhMd+2IbD7QMaltG9fFlfsjvGoDli1kevVtAnNYKXLuuLzeVFq5ShUwU/lhfX2rn547VsLa5HIoEPrx3EZTNXUGlxBc75Yk0Bi3aU8+20YaREirDU0k7vBaYnSZ3NRU65hQ35NeRUWKizuY5+0Qn68ssvmT59Oo8++ijr16+nT58+jB8/nvLy8pDnL1++nCuuuIIbbriBDRs2MHnyZCZPnszWrVtb/V4FQRAEQTj11FjdYQsaeH1+qq2t/7zTFqoOCyK/bC3l9s/Wc/tn67np47W8vzQXu9vb6JpdpWYe+GZLICQB1Ns93PTxOgrDVMgD0KnkxBpUjUKSxeHm6fk72FpcD8DwjjEs3VsZFJIOqrA4+X5jMd4j640LJ0wEpRNUXGvnjs83MPbFP7nwzeWMfeFP7vx8Q9hqKC3lxRdf5KabbuK6666je/fuvP3222i1Wj744IOQ57/yyiucc8453H///XTr1o0nn3yS/v378/rrr7fqfQqCIAiCcGo62t6XI2dJTheZMbqwY0a1HIMqeBbN7HDzyqLdIc/3+vzMXVeAx+sLOR5OldXFz1tLAj/ulxbB8r1VYc//eWspZnvokuPC8RNB6QTU2Vz86+vNjZqRLdlTyQNfb261mSWXy8W6desYN25c4JhUKmXcuHGsWLEi5DUrVqwIOh9g/PjxYc8XBEEQBOHvLVqvpHN86OpuHaK1ROuVJ/mOWpbb21AUweYKrj4XZ1QxOis25DV3jc0izhhcbMHu9pJb2XjWSK+S8/TknvRPj2Lmkhzmri0gv8qKM8SM1JGcHl9QQ1qH24dOFT6Y6lVyZDLJUV9XODZij9IJqLS4GoWkg5bsaZgeNWlb/i+RyspKvF4v8fHxQcfj4+PZuXNnyGtKS0tDnl9aWtri9ycIgiAIwqkvRq/irasGcMU7Kyk3Ow87ruTdawYSdwpVvfP7/ZTWO6iyuJBLJchlEj5fXcDKfVUkmNTcMiqTzvEGIrRKonQqnr2kN28u3suXawpwenxE65TcPS6Lib0TURxRnEGrkNM5Xk/RYauJFDIJL1/el5d/283Wovqg4zOvGsDwTjGompiR06vkmDQK6g7MEv26rZSbRmayJq8m5Pk3jMzAcBruF2trIiidgHpH01Oc5qOMC4IgCIIgtGcdY/V8N204u8vM7C6z0CleT5d4A0kRmra+tWZzeb1syq/j9tnrkUkkPHVhT+6YvT6wn2hbcT2LdpTzf2d35tphHdCrFSSY1Dx0bjduHpmJ0+NDo5QRb1QjkzaetdGr5dw9Lotle6s4u0c8mbE6Eoxq/tpTERSSANxePzd/so7f7xtNWnT4JX7xBhX3npXFY99vByC/2oZUAmO7xbFoR/B+9Em9E+mTEnGCn5IQighKJ8B4lOTeWsk+JiYGmUxGWVlZ0PGysjISEhJCXpOQkHBM5wuCIAiCIAAkRmhIjNAwuktcW9/KcSmpcXDV+6twenz839ldeOW3PUFFFw56YeFuzuudFKjkp1bISGlm2e3MGD3f3D6MWcvzWLi9jESTmgv7paCUyXj3r31B53p8flblVjcZlGQyKef3SUYmkfDSb3uotrp4ev4OXr68L7eM6sh3G4uQSOCifimkR2tFk9pWIoLSCYjRKxmVFcOSEMvvRmXFENNKa3eVSiUDBgxg0aJFTJ48GQCfz8eiRYu44447Ql6TnZ3NokWLuOeeewLHFi5cSHZ2dqvcoyAIgiAIQluotDjZX2Xjx83FKGRSxnSJ5dbRHXn19z10itPz/IK6kNf5/bAxv4aMJoo5hLO33MLl76zEdaBow44SM7/vrOCusZ24oG8S320sDjq/tM5BaZ0DpVxKlC7082KUTsmVQ9IZ2y0em8uDSi4jRq9Eo5QzOCPqmO9ROHYiKJ0Ak1bJfy/uzQNfbw4KS6OyYnj24t6tsj/poOnTpzN16lQGDhzI4MGDefnll7FarVx33XUAXHPNNSQnJzNjxgwA7r77bkaPHs0LL7zAeeedxxdffMHatWt55513Wu0eBUEQBEEQTqYKs5OHvt3Mwu2Hlqe9s2QfF/VP5p/juxz1+mOrTdeg0uzk/rmbAyHpcG/8kcO71wxsFJTSorWMf3kJ6dFanji/B90SjSH3LMmkklNqmePpRgSlE5QUoeG1K/pRaXFhdrgxqBXE6JWtGpIALrvsMioqKvjPf/5DaWkpffv25ZdffgkUbMjPz0cqPbTZcNiwYcyePZuHH36Yhx56iKysLObNm0fPnj1b9T4FQRAEQRBOlmV7K4NC0kHfrC/ixUv7UFRro1eyEYNaQUqklvJ6B3/trcTr8yORQP+0yGN+zxq7i5wKS8gxr89PYY2NWIOKigMFMbonGrE6vdTZ3WwurOOSt1fw3R3D6ZFkOub3FlqXCEotwKRt/WAUyh133BF2qd3ixYsbHZsyZQpTpkxp5bsSBEEQBEE4+WqsLt5bui/s+PwtJYzqFMOzl/Thm/WF7C2zkBql5f2pA/l4xX56p5iOa9uEhKbLcssPFIBQyaVM7J3Iub0SueeLjYFxj8/P87/u4tUr+onKde2MCEqCIAiCIAjCKc/j82FxeMKOG9UKOsTquPCNZTg9h5bJfb46n7evGsDADhHHFVQitAo6xenZW954VkkmlTA0M5o5t8ZQVGPnyzUF3Pbp+kbL9Fbuq8bi9Iig1M6IhrOCIAiCIAjCSWFzethfZWVrUR25FdZAn6CWYNIoGNstfGW+fwxJ49/fbg0KSdAwo3PfnE3YXMezQ6mh39Rzl/RGJW/8WP3v87qRYFTTIVrHHzvL+X5Tcci9TFE6JTJJ8xvGlpsdB0q2myk3O47rvoWjEzNKgiAIgiAIQqsrNzt4eeEevlpbgMfnB2B051hmXNSrRQoWKOUyrsnuwJy1hdQfMbMUb1ShVsgorLGHvLbO7qas3oFWKaXG5iGn3IJcJqFjrJ5YQ8O1TemZZOLnu0fy0fI81u6vITlCwy2jM8mKM6BVNTxuTxmYwntLc0Nef8PIDGINTZf49vr8WJxudpdZ+OfczeRWWgHIiNHx3CW96Z1iQilv+j6FYyOCkiAIgiAIgtCq7G4Pry3ay+zV+UHH/9xdwbTZ63nvmoEt0gsoNVLLvGnDeXHhbn7ZWopMKmFy3yTuODPrqLNXSpmUd5fk8vaSfXgPBDmlTMozF/XinB7xgf5KoSjkUjJj9fz7vG5YnV7UChkaZXBoSYrQ8OQFPfjP99vw+w8dH9Mllom9EpGEmVHyeH0U1dqZt6GYwRmRXPPBatzeQy+QW2nlyndX8fPdI+kYpz/aRyQcAxGUBEEQBEEQhFZVYXbyxZr8kGMb8mspNztbJChJpRIyY/U8e3FvHjq3GxIgUqdErZAhq7Vj0ihCBqa0KC2l9Q7eWJwTdNzl9fF/czbRPXEk3ZOOvn9IKZeFndUxqBVc2D+FEVkxLNldicXhYWTnGJIjNE3+3HeUmrls5grGdo0jv9oaFJIOv89Zy3J5ZFIPlCGWAArHR3ySgiAIgiAIQquyOLwhH/APKqkLvSTueOlUcpIiNCRGaALL5uINKp68oEfI8x+Z2I2ZS8JXzPtgWS4uz/HtYTqcXiUnI0bP1GEdmHZmJ3qnRDQZkiotTv7vq03YXF46xOjYXlIf9tz1BbVYnOGLWQjHTswoCYIgCIIgtGNur48qiws/fvQq+SlZGU2rlCGVgC9MVoo1qFv9HmQyKWd0jWPurdm8sGAXu8sspEdruWFEBnKphOLa8GEtv9qG0+M9odmaKouToho7i3aWo1HIOLNbHAlGNUZN+F/PWpubXWVmAKqtLhJNGnaUmEOemxKhQS1mk1qUCEqCIAiCIAjtVEmdnU9X7OfTVfnYXB5Gd47ln+d0JSNah+IUeiiOMSg5t1ciP24uaTTWMVZH/FEKGTRXrc2FzeVFKpEQo1cilwV/Rga1goEdoph59UBsLi8quYTnF+zC54ceScawxR4GdYhCe1hBB5/Pj8/vD7y+x+uj2uoCGirYHfm+5WYH//52C7/tKGdYx2g6xup5bdEeuiUauHJIOhFh+nH6DtvMNH9LCU9N7snvOxs31AW4ZXTHQOEIoWWIT1MQBEEQBKEdKq13cP2sNUEzCL/tKOevPZX8cOcIOscb2vDujo1epeDf53XD7HDz5+7KwPGsOD3vXjOQOOOJzSjZ3V52l5p5av521u6vwaRRcG12B64YkkZ8iNc2ahSBmZyzuicw7bP1vHZlf37bUR4o5HCQWiFlyoAUZDIptTYX+dU2PluVT43VxXm9EumTFsGvW0v5ZOV+AC7ql8xlg9JIjtTg9Hixubz8vqOckjoHH103mCV7KthaVEe8UU1WvIHyekfYoGTSKEiJ1FBYY6fW5mb9/hruPaszry3aE6gcKJdKeGRidzqJQg4tTuL3+8MvGD0N1NfXYzKZqKurw2g0Bo05HA5yc3PJyMhArW79Kd9Tjfh8BEEQBKHt/L6jjOs/Whty7Ozu8bx4WR/0qlNrGV6NzUWVxUl5vZMInZJYveqoZbGbY21eNbOW53FB3yTcXj8KmZTiWjurcqt4/PyeTb5Heb2DabPXE6FVMrF3Is/9uisws9Q5Xs/zU/rQPdGI1eXhw2V5vPzbnqDrU6M0PHlBT27+eF2gR1JKpIZPbhjCe0v20TXRwPwtJdw0MpO7Pt+A1eUNuv6Rid25bFBK2F/LZXsrueaD1YEAN7F3Ihf1T8HicKNTycmKNxCjV6JVivmP5mgqGxzp1JmzFYIsWbKESZMmkZSUhEQiYd68eUe9ZvHixfTv3x+VSkWnTp2YNWtWq9+nIAiCIAihmR1u8qtt5FZaqbI4G43P39J4mdpBf+6uwGw/9TbuR2qVdIozMKxTDN0TjS0SkqqtTnIqLCRFaLhj9gZu/2w9N328lo+W5zFlQCpl9U0Xiogzqnn9yv6c0SWO+ZtLmH5WZz6/aQg/3TWC2TcNpXdKBHKZlNI6R6OQBFBQbeeHTcWc0zMhcKywxs63GwrZVWbG54ezusfz0m+7G4UkgBk/7aDK4gp7fwPSI/nxzhGc2yuB5AgNZfUO5FIJozrHMrZbPGlR2kYhyeby4HQ3fi/h2Ijo2RLsNWCtAEc9qE2giwFNZKu+pdVqpU+fPlx//fVcdNFFRz0/NzeX8847j1tvvZXPPvuMRYsWceONN5KYmMj48eNb9V4FQRAEQQiWW2nlyR+28cfuCvx+6JZo4MkLetIz2RSo0mbShp8t0qnkSMP03fm7cXl81Nk9vHNE1bp9lVbu/WojH0wddNTXiDequXJIGuN7xOPzQ4RWgeKIfUY/bykNe/2Pm0t4fkofvt9UHDj2+85yRneOY1txPRf0TWJr0Y6Q13p8fnaU1JMerQs5rlbI6JZo5LlL+mB1elApZJjCFIAorrWzfG8l8zYWo1XKuHZYB7okGFqk9PrfkQhKJ6quCL67A/b9fuhYx7Fw/mtgSm61t50wYQITJkxo9vlvv/02GRkZvPDCCwB069aNpUuX8tJLL4mgJAiCIAgnUVGNjUtnrqDCfGgWaUeJmcveWckPdwyne5IJgEv6p/LB0ryQr3HN0HRi9KH3tfzdOD0+PlyWG3Ks1uYmp8JC//TmfYHdVKCwuMLP4Lm8vkbBVSmT4fH6+H5TEVcNTWvyfZsqnX6QTiVH10SxhuJaO1e+u5K8Klvg2ILtZVzcP5mHzu0mwtJxEEvvToS9pnFIAshZBN/f2TDeTqxYsYJx48YFHRs/fjwrVqxoozsSBEEQhL+nv/ZWBoWkg7w+Py8s3I3Z0dAQNTlSzfSzshqd1yvZyOWD05DJxGMcgAQoqXOEHd9bbmmR9zmnR0LYsRGdYthYUBt0bGLvRH7bUY7D7SO30kpGTOgZI4kEeiabTuje3F4fH6/ICwpJB329vijkceHoxJ+wE2GtaBySDspZ1DDeTpSWlhIfHx90LD4+nvr6euz2lm3yJgiCIAhCaB6vj0U7Qpd3BliTV43V2bC3xKRRMnVYB36+eyS3jMrk0oEpfHz9YN6bOogEkyiydJBKLiOuib1O3ROb3rDfXB2idQzvGBPi/aVcPzyDOesKAscGd4jEpFGQU9EQ0l5dtIf7x3dBLm28XPL20Z1OeHawyuJkztrCsONfrM4/odf/uxJL706EI3x35GaNC4IgCILwtyKTSkiO0IQdj9GpkB32MG3SKDFplHRroYf901GcUcXdY7P497ytjcaMajkDOrTMvvEYg4qXLuvDT1tK+GBZHnV2N8M7xXDLqExK6x0MTI/ED1w+KJWUSC1XvbeSgemRTBmYikEtR6uU8eNdI3jjj71syK8lzqDmtjGZ9E6JOOEmwn7A7fOFHXd6vPj9fiRiX9sxEUHpRKiP8pfW0cZPooSEBMrKyoKOlZWVYTQa0WjC/4UtCIIgCELLkUgkXD44lVnL80KO3zqmY4tUgjsV1dpcFNXYmbexCKvTw6Q+SXSM0xNnaHr2TCKRcE7PBApqbLz3V26gv1ByhIZ3rh5AkkkTeH2r04tUCtE6JUq5rKmXDSnOqGbqsA6c0zOBfRVWfthczBXvriRCo2B4VsNs0wdLc7ltdEc+uWEIK/dV8/yCXVSYnehVcv4xNI0rB6fTOyWCGquLx3/Yzi2jMrmof0qT+4+OJlKr5NyeiXyxpiDk+IX9Uqizu8P2axJCE0HpROhiGwo35CxqPNZxbMN4O5Gdnc1PP/0UdGzhwoVkZ2e30R0JgiAIwt9TcoSGGRf14t/fbuHw3qaT+yZxRpe4truxNlRrc/HW4hxmHla5bvbqAgZ1iOT1K/uHbBp7uGi9irvOzOLKwWlUWlyoFTKi9UrijWocbi+7i8088eN21ubVoFXKuGJwGjeOyCCxidm9cCQSCR6fnxs/XovtQLlvm8vLnLWFRGoVdI43kBih5odNJbz6+97AdRanh5l/7iOv0kZmjI63/swB4D/fb2NEViwZJxCU1AoZt43pyC/bSqm1uYPGBqRHUlLn4NM5m3jmwl5H/SyFQ0RQOhGayIbqdt/fGRyWDla9a8US4RaLhb17D/3hy83NZePGjURFRZGWlsaDDz5IUVERH3/8MQC33norr7/+Ov/85z+5/vrr+f333/nqq6+YP39+q92jIAiCIAiNGdQKLuiTRHZmdMOeJJeHoZnRxBvVRJ7kb/zNDjdVFhcOtxe9Wk6cQXVcMy0nKq/KGhSSDlqTV8OPm0u4fniHoy4b06rkpKnkpB1RZnt3mZkL31weaNhqc3l5f2kuK3Iq+fC6wccVHGwubyAkARhUch46rxsahYyNBbVYnA3vEcqv20r58NpBvL0kB78f/H5YurcybLGH5kqL0vL9HSP4aHkuv24rQ6uUcX6fZNKiNPzr6y3Y3V5mxecx/awsFLKT/2t8KhJB6USZkuGS9w/ro2RsmElq5T5Ka9eu5Ywzzgj8ePr06QBMnTqVWbNmUVJSQn7+oY17GRkZzJ8/n3vvvZdXXnmFlJQU3nvvPVEaXBAEQRDagFYlp4NKTodjfDh2eXy4vF50SvkJ7zcpqrXzxA/bWLC9DL8fdEoZt47uyJVD0k5qKWmfz89nK8MXG5i1PJdJfRKPugQvlFqbi6fnbw+EpMNtLzGzu8wcMijV2VxU29y4vT6MagXxRlXQ561RyFDJpTg9PuRSCS9d3peXFu5mW3HD/vRBHaJCNpc9qMzswKCWU3+gabDF4Q57bnNJJBLSorSM6xZPxxg9UTolOZUW/vfrLuwHms9+smI/Vw9NJ+k4ZtL+jkRQagmayFYPRkcaM2YMfn/4mvuzZs0Kec2GDRta8a4EQRAEQWgNtTYX+yqsfLgslwqLk7Hd4pnQM4GUSO1xvV6l2cktn6xla9GhwlNWl5cXFu5GJpVw06jMRg1XW4vX76fWHj4oWBwefCGCTnPYXF5W5YZv17JoRzkjs4K3SuyrsPDgN5sD1yUY1Tx+QQ+Gd4xGf6DoQqxBxZVD0vhwWR5n94jnt+1lgZAEoJQ3HWL1KjkOl4/kCA0TeiUwrls8bq+3RWZ6FDIpHr+f2avzkUok3Da6IzKZhMe+34bF6cHtDV/0QQgmgpIgCIIgCEI7Vm93M2t5Hi//tidwbOW+at5anMPXt2WTEaM/5tcsqbMHhaTDvbU4hwv6JpMceXJmHRQyKef3SWLh9rKQ42d2jcOkPb6qcFJJQyixOEM3iz2yLHdRjZ3LZq6kwnKoz1VpvYNbPlnHFzcPZWhmNNCwJ+jW0R2pOhBaH/h6S9DrbC2qZ2B6JGv3Nw5psXoVLo+Pf57TBZ1KzrwNRfy1u5LRXWL5x5A0UiO1SEOUEW+OsnoHT83fzsaCusCxxbsrGJwRxZMX9OSVRXtQK8Syu+YSfZQEQRAEQRDasXKzMygkHVRtdTHjp51YHR5K6uzsr7JSUmdv1uzL3gpr2DGz00O11RlyuVo4DreHerv7mK453MAOkSH36GiVMqad0QmN4vi+24/WK7lqaFrY8XN6Jgb9eE1eVVBIOtyMn3ZQY3UFfhxvVPPU5F70TDIFlrYd9NGKPO4am0XKEWHTqJbz4mV9sDjcbCuu58FvtrAqt5pdZWbeWbKPia8uDfReOh6Ld5UHhaSDVudWY3N5efL8HqKYwzEQM0qCIAiCIAjt2JLd4RvYD+8Uw5frCnjj971UWV1E65RMO7MTF/RJanKfUVITDWvlUgkldQ6MGgXp0U3voaq1udhTbuH9v/ZRbnYyqnMsF/VPITVSc0x7qBJNGj69cQgfLN3Hl2sKcXq8jO0Wz/+d3YW0qONbXgigkMmYOqwDy/ZWsuWIGbSnJvfE5fXx2qI9ROmUnNU9nqV7K8O+1tbiehye4EBk1Cjw+Hz0SDIGLb2rtbm5f+4mHpjQDZNGwe4yM5kxOronGTGpFURqlfzn++2N3sPs9PDMTzt49Yp+x9xbqcbm4tMm9nr9vLWE167od0yv+XcngpIgCIIgCEI75gqzp+Ti/snsLbfwycr9gWNVVhdP/LCd0joH94zNQhui5HStzYVBrSBWrwo5e3Jur0QW7SxnV6mZO87sFDbwmO1uPlqex0uHzXatz6/lg6W5fH3bMLLiDcf080yO0PCvc7py08hM/H4waOToVSfWiBUaQtj7UweRU2Fh0Y5yonRKxnWL5+etJZz7yl+B877bWMTwTjFhXyfBqEYW4rOI0ql4dFJ3LntnJYdvHy+rd/LeX/uYdd0gzuwaXPZ9T5mF3ikmthTVceSW88W7K6izuY85KPl8fjxNNJ11efyo2qCi4alMLL0TBEEQBEFox0Z1Dt2X8ZyeiXyxJvQMwgdLc6kMEYIc7oZ+P9Nmr+ftq/sTbwyedRqcEcWkPknM21DEqtxqHO7wD97lFmdQSDqo3uHh8R+2U9dEgYZwlHIZCSYNiRGaFglJB8UZ1WR3jOHhid25eVQm328qanTva/bX0DslAlmY/UG3NdEMuGeyiS9vHkqPJCPQUBXvuuEdeG/qQGIPq9ZXbnawcl8V24rrGNU5lg+mDuL8PklBryUJ/M+xidQqmdw3Oez4lIEpGDUt95n+HYgZJUEQBEEQhHYs0aTmkv7JzF1fFHTc7fXh9obeEySVSHB5GoecCrOT5xfswunxsaGglicu6Inb46PK6iIpQsPecjN3fb4Bp8dHRowOpSz8E/uKnKqwY0v3VlJrc2Fqhw/mFRYnHy3f3+i43w+frNzPq5f34745G4NC4pQBKZzTIz7s7JpWKWdwRjSf3DAYq9OLTCohRq8M6klVUmfnlo/XsvmwJYASCTx0bjcAvt9UDDQUr4jQHHs/LalUwqQ+SXy6aj8F1fagsY6xOsZ0CR24hfBEUBIEQRAEQWjHIrVKHpjQjTO6xjNzSQ7VVhcjOsWQGqYq3T+GpHFG1zjmrC+kxurinB4JdE8ykmDSUGlx4jwQoGYty+OOMzvx+Pfb0avk1NhceA4UY5BI4B9D05A1USL8aIUbPGFCXFvz+fyYw1TB+31nOaM7x/Db9NHsKTNjdnrpnmgkRq8kohnNgKN0KqJCbOtye73MWpYXFJKgIZw989MOPpg6iB83F2NQK3jw3G7o1cf3iJ4UoeHLm7P5el0hX68vRCqRcNmgVM7vk0SiSfROOlYiKAmCIAiCILRzMQYV5/VOpH9aBPWOhupyOpWcib0S+HFLaeC8KwanEq1XcuNHawPHvlpbSOd4PR9dPzioN1JhjZ0Ks5MrBqcya3keB3OPSi7lf5f0JvUoPZqGdYwOO9Y/LZKNBTX4/H7q7G7ijWriDCpU7aA0tUYpp3eKic2FjavDAWTE6EmJ1B53j6pQKs0uPl3ZeBYLGsLSuv01PHNhL4Y1EYCbKylCw+1jOnL54DTAT7ROddzlxv/uRFASBEEQBEFo5/x+P7vLLEz/amOgulqMXskjE7sTZ1TzwbI85FIJZ3VP4PpZaxpdv7vMwnt/5XLL6AxiDSoqzA37l15YsJvLBqXy/tRBFNfZSTRpyIrTE2tQHbXfTqxBxdTsdD5aERwA1Aop087oyIPfbOGpyT258/OGZvf/Pq8bF/RNbvPleFE6Jf+Z2J0pM1c0KqTQKU5Pl4RjK0LRHD5/Q0PfcOxuD1MGpDQ5g3csZDJp2P1UQvOJYg6CIAiCIPztOd1eaqwunO7wD7NtqajWzpSZy4NKUFdaXNz9xUbGdY/n4+sH8d+Le7Ehv3GD04M+X52P1wdv/6M/KvmhR8Av1xRw+2fr6Z1s4syucaRGaRuFpCqLkz1lZrYX11Nca8fr8xOhVXL9iAz+e3EvBnWIJDNGxyUDUnjn6oG88UcO5WYnW4rq6Birx+nx8Z/vtrGt+NAsjtfnp8LsoMLswBumsl9r6Z5k5IubhtItsSEUqeRSLh+UysfXDw7bZ8jj8+FtoqrckWwuDwXVNnIrrfjxc0HfpLDnntE1vsVCUihVFifbi+v5el0hS3ZXUFRjO+6eV38nYkbpFDRjxgy++eYbdu7ciUajYdiwYTz77LN06dKlyevmzJnDI488Ql5eHllZWTz77LOce+65J+muBUEQBKH9sbk85FfZeOevfewqNdM5Xs/NozqSHq1Fq2w/j0l/7q6g3h56X81zv+7ig6mDiNQpefyHbWFfw+by4vdDn9QIFtw7il+2lrKpsJZ+aZGM75EQsreS3+9nV5mZuz/fyK4yMwARWgWPTuzO2G7xSCUSXv99L+f2SsSoVrCrtJ4bPloTKDKhU8pxHtZ76JXf9tAzyYTF6WHugX00ABf3T+GSASkkRZycfTRapZwhmdF8csMQrE4PcqmEaH3oWbQKs5OdpfV8vjofCXDF4DS6JBiCqtkdqajGzvMLdvHDpmI8Pj/p0VoeOrcbarmML9cWBJ3bLdFAVpy+pX+KAWX1DqZ/uZFlhxXfMKjkfHT9YHqnmJC3YkA71bWfvwFOYXXOOqod1ZhdZgxKA1HqKEwqU6u9359//sm0adMYNGgQHo+Hhx56iLPPPpvt27ej04VuDLd8+XKuuOIKZsyYwcSJE5k9ezaTJ09m/fr19OzZs9XuVRAEQRDaK4/Xx7K9VdzyydrA/pxtxfXM21jMzKsGcGbXuBN6iHS4vZSbnewuq2dtXg0donUM6xRDgkmFUtb8vTp+vz+owlxalJbLB6WSHq2j3uHmh01FOA7MhJ3dPZ4Pl+WFfJ1hHaPRqeTIZVLSo3XcMrojfr+/ycawRbV2Lp25Iiik1drc3PvVJj67cQh9Uk30SDLxzpJ9ja6VSqBLgoGcCmvgWF6VlRqbi2s+WM3+Klvg+IsLdzN3XSEfXjeISK2CKF3jZWMer4+SOgd/7alge3E9fdMiGZoZRXLEsTW3PVyMXkVME415y+sd3PfVJv46rBHt/C2ljOkSy/8u6U1ciLBUVu/g2lmr2VNmCRzbX2Xjlk/W8f7UgZgdbn7aWopa0TCLdcuojmFnsU6U0+PlzcV7g0ISNDS2ver9VSy4d1SL7sU63YigdIJKraU8uvxRlhcvDxwbnjScx4Y9RoIuoVXe85dffgn68axZs4iLi2PdunWMGjUq5DWvvPIK55xzDvfffz8ATz75JAsXLuT111/n7bffbpX7FARBEIT2rNzs5P/mbOLIFUh+P9w/dzM/3z3yuGY4XB4vhTU2am0e7vx8A0W1h0o1q+RSZl03iEEdopodwiQSCZ3jDUAJVw5OY1BGFO8syWFHiZlYvYorh6QFfg4d4/T0TY1gY0Ft0GsoZBL+fV63RvuDjhYwmprJ+u/PO/no+sH8+9yubC6spaTOETT+0Lnd+OqI2ZMJPRNYtKM8KCQdlF9t44dNxbjcXq4bkRE0Y+Pz+dlSVMeV767CfiAUfroqH6NGzlc3Z9M10djkz+N4rcytDgpJBy3eVcG6vBom9EpsNJZTbgkKSYebceAze/DcboFZLKW89WZ0KsxOvlxTEHLM5vKytahOBKUmiLm2E1DnrGsUkgCWFS/jseWPUecMXU2lxe+jruF9oqKiwp6zYsUKxo0bF3Rs/PjxrFixolXvTRAEQRDaqyqLM2xT1Dq7myqL67hed3NhHXPXFfL8gl1BIQnA6fFx40drKat3hLk6tEl9EumXaqJHkpF7v9zIjpKGZXAVFievLNrDc7/upNbmIs6g5u2rBnD32CwitQrkUgljOsfy/R0jmr28y+J0U1BtI7/aik4pC1sUYFepGafbS1q0jq9vG8arl/fl/D6J3Da6Ix9eO4htxfX8vLU06JrLB6fx7YaikK8HsGhHOUgk/LajPOh4mdnBzR+vC4Skg+rtHqbN3hAoTtGSam0uZoWZnQOYtTwPs6Px758V+8L3l9pbbsHn85MapSUxQtOqIQkaem011TS4qPbYfh/+3YgZpRNQ7ahuFJIOWla8jGpHdasuwQPw+Xzcc889DB8+vMkldKWlpcTHxwcdi4+Pp7S0NMwVgiAIgnB6O9pWdv9Rz2is3Ozg/rmbeXBCV95c3Hg5GjRUP8upsJJ8DN/kJ5k0PH1hL64LUdEOYN7GYqad0YkIrZIEk5o7z+zEFYPT8Psbyogbm1lpLq/SyjM/7eC3HWX4/A1lvmdc1It3luxjdW510LkpkRrkBxrSJkVoOL9vMuf3Tcbt9bIpv46VhwUGk0bBk5N7Eq1TBpUoP5JCJsXr8/POkn2c1S2emAMhrcLspMISOgzlVFiotrqINaiwuTxUWlzYXB70SjmxRhUq+fGVJPf5/UH7q45kd3vxhugVldzELKROKUN2Ekt1axRy4o0qyupDf3a9k1v3OfVUJ4LSCTC7zCc03hKmTZvG1q1bWbp0aau/lyAIgvD3U22vptBSyPx98/H6vZyXeR7phnSiNOFXMZwqovUqjBp5yKVlRo2c6Cb2roRTZ3OTW2kNNG4NpzbMTFY4KoUMuVQa9oEXYHtJPVnxDVXc5DIpCSGKMzSlsMbGJW8vp/KwmbT1+TVM+2w9714zkFsKg2d07hqbFbKggUImY2BGFPNuH061zYXX5ydKpyTOoEIuk/Lvc7uyJq+G9fk1LNpZHlR97bzeCXy+uuBA89tDMyFHziQdye3xUVbv4MWFu/lmfSFurx+1QsrU7A7cODKjycIL4Xh9fm4f3RGJVILf3zB799nK/ewpb1hWd0HfZEzaxgE0u2M0cqkk5O+BfwxNJ0Z/9Ma1LSXeqOJf53Rl+lebGo11jteTHi2W3TVFBKUTYFA2XWf/aOMn6o477uDHH39kyZIlpKSkNHluQkICZWVlQcfKyspISGidfVSCIAjCqa/KXsXza5/nx30/Bo59uetLxqaN5eGhDxOjiWnDuztx8QYV/7u4D7d9ti6on45EAs9e1Jv4Y+hDY3N5cLi9qORSVHIpdpeXGL0yKHQc7niqnB1tmVZzZ43CWbSjPOT9Oj0+vlpbwMQ+icxZW4hUAjePzGRkVtO//vEmNfGHhbXyegd/7q7gw2V5WF0eRnaK4cNrB/H4D9vIqbAyID2SSK2SveUWzumRgF596DE1wahGJpWELGmtU8qI0Cl4ZN5WFmw/9KzjcPuYuWQfDo+Xf43vilbV/Mdeq9NNfrWNBdvLmL+lBI/PT0aMjjvO7MSyvZWs2lfNOT0SQu7xSjCqeeeaAdz6yXpch5U9H9whiuuHZ6A8zhmu4yGRSDizaxzPXtyL//2yiyqrC6kExvdI4OEDPbiE8ERQOgFR6iiGJw1nWfGyRmPDk4YTpW6db9v8fj933nkn3377LYsXLyYjI+Oo12RnZ7No0SLuueeewLGFCxeSnZ3dKvcoCIIgnPq2V20PCkkHLcpfxLkZ53J2h7Pb4K6g3u6m2urC5vJiUMuJN6qPa6+HXCZlVFYMP945grf/3MfuUjNZ8XpuG9ORjGhds4ot1Dvc7Kuw8vafe9lfZaNnkon3pw5i8a4ypp3Ricd/2N7omnHd4vhrTwXVVhcD0iOP2tj1oEidgmEdo1me03gPjFohPaES0zaXh4Xby8KOr8mrZtZ1g5nUO4n0aC3ROiV6dfODWYXZwfSvNrH0sMII+6vy+XFLCe9cPZDcCgtIJPz7260oZBLuPSsLverQ68fqVdwyKpM3F+c0eu3/G98Fp9sXFJION3tVPtcPzyD9GIJShdnFP+duDqrYl1tp5b6vNjHz6gHcNTaL5MjQS+xUChkjOsWw6L7RbMivpdLiZEB6JMkRmsBSwpMpQqtkyoBURmXFYnF6UMqlxOiV6FRt2/j3VCCC0gkwqUw8NuwxHlv+WFBYOlj1rrX2J02bNo3Zs2fz3XffYTAYAvuMTCYTGk3DH9prrrmG5ORkZsyYAcDdd9/N6NGjeeGFFzjvvPP44osvWLt2Le+8806r3KMgCIJwarO5bXyy/ZOw4x9v/5ihiUMxqlqn2lg4RbV2Hpm3lT92leP3NwSEG0dkcO3wjCbLPIejVcnpkWTif5f0wub0olXJ0Cia93jkdHv5eUsJ//p6S+DYjhIz324o4oVL+1BYY+fZi3sz888c9lVaidAquHxQKt0Sjdz31Sb8wI93jqBbMyu2mTRKnrmwF5e9syJoCZ5cKmHmVQOJO8pDeLXVhd3lRSZtKIt9eBBUyqTEGcNfH6VTEm9UNftej7S33BIUkg6qtbn5ck0BUToF7/6VS7+0CB4/vwcZMcHtTrQqOTeMyCAjRscri/ZQWGMnM0bH/ed0ITszmp0l4bc7uL1+6kMUXWjKvkprUEg63Mu/7WbGhb0gOnRLFgClXEZqlJbUqOYvbTM73NhdXjRKGYZjCKHNIZVKSDxJPapOJyIonaAEXQLPjnr2pPZReuuttwAYM2ZM0PEPP/yQa6+9FoD8/Hyk0kN/AQ4bNozZs2fz8MMP89BDD5GVlcW8efNEDyVBEAQhJI/Pg9Ud+kERwOq24vGHLhvdWirMTm75ZC1bi+oDxxxuH6//kYNMKmXaGR2Pe1mTRiFvdkA6qNzs5D/fNW7w6vH5+d8vu3j24l5sLqzlkYndsbm8ONxe5m0sYuaSfYGlfm/8sZf/Xdy72cvCOsTo+Pb24WwsqGVFTiUZMXrO6BqHSiZhb7kVjVJGlE4ZVAbc5vKwvbieJ3/czqbCOowaOdcOy+AfQ9IC/XvkMinXDuvAN+tDV6S7dXRHTGoFxbV2nB4fKrmUeIMKWTNLnM9dVxh27JetJcy/ayRXDU3HqFYQqQu9hydar2LKwFRGd4nF4/WjlEkDMzTGEHuFDneszYNXNVG5bkeJGb1ajs/nR9oChRnMDjd7yiy8smgPe8rMdIzTc/fYLLokGFo8MAnHRgSlFmBSmVq9ut3h/P6jV+FZvHhxo2NTpkxhypQprXBHgiAIwulGr9RzVvpZbK7cHHJ8bNpYjMqTO5tUWmcPCkmHe++vfVw6MOWYKsmdqIIaG05P6NLLRbX2wIP97Z+tZ01eTcjzNhfWYXV5j2n/TFKEhqQIDef2SqTO5uLjFft5c3FOoODByKwYZlzUK9AfZ3NhHVe8uzIQzurtHl5dtIfVuVW8fkX/QNhIj9bxz/Fd+N+vu4Leb3KfJAZ1iOLdv/bx1p/7qLO7MWkU3DY6k0sGpDZrOVlTle5kMgkqhZREU9MzHna3B7O9YelYnCE4TMXolXSM1YWcBRqaGUV0mPAVTlJE+L07BpWc7SX12FxeeiaZTigsub0+Fu0o554vNwaOFdc5+GtPJf+7pDe9kk3kVlhJjdKQaGqbpXt/Z6KPkiAIgiAIjUglUs7ucDaxmthGYxGqCC7sdCFy6cn9vjW3sokZLpcXi7Ppymgnm4SG5XJNVRZLjtSgOs5eOl6vj6/WFvLCwt1BVeH+2lPJ1A/WUF7voNLi5D/fbSXUd6wr91VTUHOo8atJo+Cq7HQW3Teax87vzgMTuvLTXSP598TuvPfXPv77y65A36k6u5v//rKLt/7MweY8+szipYNSw45NGZDSZJBxebzsLjPz4DdbuOit5Vz34RoW7Sij+rDCE3EGNe9NHUjaEUvduiYYeH5KHyK0xxaURneOC1vG+6IBKczbUMzUD1ZTeoz9sI5UbnbyyLytIcce/34beVVWbp+9nkmvL+OaD1dTWNO4Ua/QekRQEgRBEAQhpCR9Eh9P+JiLsy5GLVOjkqk4v+P5fHbuZyQbkk/6/TQ14yCXStAoT141MYDUSG3YkJMcoSFCp0Qpl3L98PBFl+44o9NxV6srMzt5/Y+9IcdyKizkV9uwuTzsLrOEfY0VRxSGMKoVdIzVc+2wDG4d3ZHuSUZsLg8frdgf8vqPludRGaa/0eE6RGu5pH/j3zMpkRquO0oluG3F9Zz36l/M21BMYY2dDQW13PDRWt76cy/1h5VZz4jRM+fWbL65fRivX9mP7+8Yzic3DA7MrB0LpVzCc5f0RiELDkuDOkSSnRnN4l3l1Njc7K8KH96bo8rixBwmaFpd3qCAu724nge+3kyt7fgaIQvHTiy9EwRBEAQhrBRDCg8MfoDb+tyGHz8mlQmNvG02hadEaUgwqkN+i39B32RijnF51YmKM6h4cnJP/jk3eHmiXCrh+Sm9STiw/yctWscLU/rw0LdbAkv1ZFIJ95/dhR5Jx7980ebyBmZ4QtlTZiElUoNCJsEdojEqNBRpOJoaqytkWW5o2I9VbXWR1kRhg4b3UfHgud24sH8KHy7LxeL0cH6fZMZ0iSWpiSIDVRYnD36zJeT9v/tXLpcPTgsKmvFGNfFGNf3TIo/68wqnwuzkpo/XEatX8d204SzLqaLW5qZnspGSWgf3fLmBgx9HuPLvzSUNUV68qfGle6uotrqOeYZMOD4iKAmCIAiC0CS1XI1a3vb9VhJNGj65YTDXfriGolp74PjIrBjuH9/5mPb5tASVQsaEngl0iTfwzpJ95FZa6Z1i4oYRGaRFaSmvd1BQY2NzYR09Eo38fPdICqpteH1+OsbpidWrmnXPZocbi9ODVCIhVq8K7IlRKxp6NoXbJ5USqcGkVXB+nyS+DlGkQSaVkN0x+qjvf7Ty5c2dyYvWqxjeScWA9Ag8Pn9Q+e9w6uxudpaGr2i3fn8NHWOPvyx6KCV1drYVN+yFu7B/Mt9tKMLnhw+X5WJzBS/v7HQCJdkBovXKsP22onRKnJ7Gy0mtrtBLTM0ON1UWF9uK61HIJHRNNBJrUKFpZvl5oTERlARBEAThNOL2uqlx1iBFSpQmCqnk9FplnxVv4OvbhlFab6fK4iIlUkusQdWsmZHWYFAr6JMawXNTeuNw+9CpZCikUvKqrCzdW0lBtZ1OcXpK6x08/N1WXr28H12bWWLb5fGSU2Hl+QW7WJFThUmj4PrhGZzfN4l4o5pYg4rLB6fy0fLGy+KidUo6xunRKORMP6szG/Jr2XfYHi+JBF6+rO9RS4pDw8N8uEIJHWP1ROmOrcCAOkx1wQqzE4vTg1wqIVqnRKuSH3XGpakiEccrp/zQUsW56wo5u0cCLy7c3ei8EZ2iiW+ipHpzxBvUvHJ5P6Z+sBrPYbN2MqmEh8/rxofL8oLOV8gkmEJUwqu2Onl/aR5vLt4bWK6nkEl45sJeTOiZcEw9r4RDRFASBEEQhNNEkbmIL3Z9wS95vyCXypmSNYXzMs8jXhff1rfWohJMahJMbT/DdTitUo5W2VCZdnNhHf94bxWWw/aeJJrUPHtxb6Z/uZEPrxtMfDPuf1ephYveWhZYdmZzeXn6px0s3lXBK5f3Jcag4vYxnSiqsfPbjvLAdQlGNbOuGxRY0pYcqWX2TUPZWVrPn7srSDCqObt7PPEmNZpmlM2ONaiZefUArnhnFRWH7UeKNaiYeXV/Yk+wEpvV4WFDQQ2Pfr+NnAorcqmEiX0Suf/srkRoFAxIj2Td/sZVA6US6JcWcULvHcrhe+H+2lPJoA5R/OucLry/NJdKiwuVXMqlA1OZdkanYw6JR5JKJQxMj+TXe0Yxe3U+24rr6JZoZHyPBN79ax8bC2qDzr9qSDqxxsZfCmwsqOONI/arub1+7p+7mR5JJroniaB0PCT+5tSaPoXV19djMpmoq6vDaAz+BsfhcJCbm0tGRgZqdfv6C7c9EJ+PIAjCqaPIUsRVP11FpT24qWfniM68Oe7N0y4stVcltXbOf31ZUKA4qH9aBKM6xzKuWzw9kxvailRanNTb3UglEiK0isDek1qbixs/XsvaMGXFv7l9WGAfTo3VRaXFSUGNnUitgkSTmoSjlNo+HsW1dnaXmdlTZiErXk/neEOT+4uaa9W+Ki57Z2Wj45kxOmbfPJQ6m5spby+n3hFc9OCx87szZUAquhZecllSa+f8N5ZRYT70azgkI4opA1NINGlIjdIQZ1AfdUnisfJ4fTg8XtRyGVVWF8/9uot5G4rw+PyoFVKmZnfgxpGZjYJprc3FdR+uYcMRoeqgywel8tTknkENhv/OmsoGR2rTGaUlS5bw3HPPsW7dOkpKSvj222+ZPHlyYNzv9/Poo4/y7rvvUltby/Dhw3nrrbfIyspqu5sWBEEQhHbG4/UwZ9ecRiEJYHftbtaXr2dCxoQ2uLO/n5J6R8iQBLA+v5bbxnTE6vLgdHvZUlTHQ99uCVSlG9Qhkmcu7EWnOD0WhydsSAL4Y2d5IChF6pRE6pRkxRtO+P5rbS5sLi8yiYQYgyqoRPbB/k1jusQd12sX1dhYlVvN8r1VdIrTM75nAnqVjCd+3B7y/H2VVnaV1DMyK5Yf7xrJdxuKWJZTSaJJw/XDO5AerWvxkASQGKHh0xuGBJX/XpVbjVwm4YUpfVolhEJD01/9gTATb1TzxPk9uGtsFjaXB71STpxRjTJElUWnx9dkmfL86oZ+XyIoHbs2DUpWq5U+ffpw/fXXc9FFFzUa/9///serr77KRx99REZGBo888gjjx49n+/btYoZDEARBEA6oddbyS94vYce/3fstY1LHtFm1ulNdhdnJvgoLX68vRCqRMGVgKh2itUTrGy+7qm+iCh00LIdKMKrJq7Jy+Tsrg/alrMmr4eK3lzP/zpFIpRKUMikub+hCDQZ1yz7C2d1edpeaeeanHazJqyZSq+T6ERlMGZCCSiGjsMbGnLWFVFudTOqdRK8U0zEFhpxyC5fOXEGV9VDRgucX7OKHO0cECieE8tfeSkZ3iSMtSsu0Mzpx/YgOKGSykIGhJXVJMDBv2jCKaxt6UaVHH9wLd/IavmpVctKaEQT1Kjl9UyMoqSsNOZ6dGS0KOhynNg1KEyZMYMKE0N9w+f1+Xn75ZR5++GEuuOACAD7++GPi4+OZN28el19++cm8VUEQBEFotyQSCUpp+GIGKqkKqWideFzKzQ7+OXczi3dVBI59saaAC/ok8cjE7sQcsQzqyIanh9Or5ETplBjUcv73y66gkHRQvd3DT1tKuCY7ncn9kvhqbWHI1zqza8supdxWVMelM1cEyl4fXPqlVcqot7t56bc9gXO/31RC53g9s64b3KyldzU2F/83d1NQSIKG0uK7Ss0Y1fJGy+oOSjosjEmlEnTNqJTXUhJMmlabPWpJOpWcu8ZmsWB7WaMy7nqVnPP7JgUqJQrHpt3+rZmbm0tpaSnjxo0LHDOZTAwZMoQVK1aEvc7pdFJfXx/03+nmrbfeonfv3hiNRoxGI9nZ2fz8889NXjNnzhy6du2KWq2mV69e/PTTTyfpbgVBEITW4PQ4KTQXsqZ0DXn1eTw94mmGJg4Nee6V3a5EJT9534SfTlbkVAWFpIO+21TM1uK6Rsej9Sou6he6Ge9tYzqSFafH7fWHLE5w0F97KgEJd43NIjWq8YP6IxO7nXC1tcNVWZz857ttHJnbVHIpKZHaoJB00O4yCx8uy8UVonz1kWqsLjbk14Yc+25jMVcNTQ85JpXAmV2Pb5nf301GjI5PbxhMevShoN4jychXt2QfV8NdoUG7rXpXWtowfRgfH/yNSXx8fGAslBkzZvD444+36r0dyVNXh7eqCp/ZjNRgRBYdhdxkarX3S0lJ4b///S9ZWVn4/X4++ugjLrjgAjZs2ECPHj0anb98+XKuuOIKZsyYwcSJE5k9ezaTJ09m/fr19OzZs9XuUxAEQWgd9c56fsr9iefWPIfL1/AtvUau4Z8D/0mUOoqfcg99GTYubRydIzu31a2e0mptLj5Ymgs0lNMe1jGaM7vGkRmjR6+SY3F6yK+ykmBSo5Q3LG0yaRQ8eG43OsToeG/pPurtHhKMau49K4tx3eKJ1quosbqIM6rC7itJilCjkElIidTy1c3ZbCio5actJcQZVUwZkEpKhAZDC5Z7tjg9bC9p/MXygPRIlu5tvO/toM9XF3D9iIygKnGhuMMsHwT4c3c5D0zoysaCGpbnVAeOy6USXr+yf7OqAwoNva6yO8Yw59Zs6mxupFIJkVrFSV0qeDpqt0HpeD344INMnz498OP6+npSU1Nb7f3cJaUUP/wwtmXLAse0I0aQ9OSTKBITWuU9J02aFPTjp59+mrfeeouVK1eGDEqvvPIK55xzDvfffz8ATz75JAsXLuT111/n7bffbpV7FARBEFrPnto9PL3q6aBjdo+dJ1Y+wSfnfoLD40AikXB5l8vJiswiWnP0pqJCYx6fH6vLS4xeybMX92Z1bjWfrGjoWTS+RwKDM6K48r1VXD4olSsGpwX2LMUaVNw+piOXDEjB7fWhlsuIM6qQHOgJFKlTcvuYjtz66fqQ73tNdofAxvvECA2JERom9EwIXH80lRYnVRYXZoebKJ2SaL0Skyb80kyZVIJCJgmUIT9IJZdhc4VeEgcN+5qaUzvZqFEQa1AFVZE7yOdv6Pfz6hX9Ka61s2pfNVF6JYPSI4kztnxluZPF5fFSaXHh9fnRKmUh97MdjxqrC6fHi1Ypx6hpHJbjDGriDCJctpR2G5QSEhpCRllZGYmJiYHjZWVl9O3bN+x1KpUKlerkpGdPXV2jkARgW7qU4kceIfmF51t1ZgnA6/UyZ84crFYr2dnZIc9ZsWJFUHgEGD9+PPPmzWvVexMEQRBansVlYebmmSHH/Pj5Zs83zBg5A7lUjlLWNk1YTxcRGgXn9EigT6qJJ37czv4qW2Bs5pJ9/LqtlP9M7M7Nn6xDq5QzdViHQJU4uUza5P6dQR2iuHZYOrMOaxYrlcATF/QkLbrxUqnmhqT8ahu3fbouqEDC2d3jeeKCnmF7T0XplEzqncQ3G4qCjm8tquOBc7syJ8w+qTFdYptVVCLBqOaxST2YNrtxMLxicCrRehUmjYIYvYreKRFHfb32rqTOzrtL9vH56gLsbi/dE438Z1J3eieb0B5nlb4aq4sNBbW8tHA3hTU2uiQY+L+zu9AlwdCis4tCsHa7RykjI4OEhAQWLVoUOFZfX8+qVavCBoKTzVtV1SgkHWRbuhRvVVWrvfeWLVvQ6/WoVCpuvfVWvv32W7p37x7y3NLS0mNewigIgiC0Tw6vg0Jz6AdXgNy6XLx+rwhJLUAuk3LV0DS2FdcHhaSD8qps7Cg10y81gtd+30NZEyWajxStVzH9rM78Nn00/7ukN69e3o8//m8MF/VPxnicD77lZgc3zFrTqIrcgu1lPPfrTqzO0LNDWqWc6Wd3DtrfAlBhcdIpVheyqatKLuWf47s06yFdIpEwqnMMs28aQq9kE1IJpERqeObCntx3dhdMIWZGTlXlZge3frKOD5blYXc37N/aXlLPFe+uZFNh7XG9ps3lYfbqfK6ftYYtRXXU2Nys3FfNJW+vYMnuykYFHISW06YzShaLhb17D3URzs3NZePGjURFRZGWlsY999zDU089RVZWVqA8eFJSUlCvpbbkM5uPMm5ptffu0qULGzdupK6ujrlz5zJ16lT+/PPPsGFJEARBOD1o5Vo6R3amwFwQcrxXTC9RBrwFqeQyFu0oDzv++44yHpjQlVcX7Q08GDeXUaPEqFHSKU5/orcJQHm9kz3loZ895m0s5q6xWWH7DqVEavny5my2FNby285yEk1qJvZOItGk5q1/DGDuugI+WrEfi8PD6M6xTD+7MxnRumbfm0GtYFjHGD66fjBOT0Ofpjhj85eIuTy+hiVnChmydtwPaH+VjU2FjYt8+P3w+A/b+fTGIcQc4zK8SrOTlxbuDjn2yHdb6Z8WQWILNP4VGmvToLR27VrOOOOMwI8PLg+bOnUqs2bN4p///CdWq5Wbb76Z2tpaRowYwS+//NJueihJDU03dpMaWuYvvlCUSiWdOnUCYMCAAaxZs4ZXXnmFmTMbL8dISEigrKws6FhZWVlgeaMgCIJw6tAqtNza51Z+z/8dP8HfJCukCqZ0noJc2m5X1p9ypJKGPTThyGVSVu6rpl9aBMo2foAvrQs/o+X1+bE6mw5yCSY1CaYEzuoR/HygU8m5bUwnpgxMxef3Y1DL0R9nme4o3bHNdFocbvZX2/hwWS77q2wM7hDFlIGppERq2mUD1eVNFL/YWWrG5vTCMT4eFtbYQ5aSB6i2uqixuURQaiVt+jtszJgx+P3+Rv/NmjULaJiqfeKJJygtLcXhcPDbb7/RuXP7qdwji45GO2JEyDHtiBHIok/e5lmfz4fTGboTeHZ2dtASRoCFCxe2myWMgiAIwrFJN6bz+tjXidHEBI4l6ZJ49+x3SdaHLk0tHB+TVsnV2aHLVwOc1yuRHzeX8ObiHB77fhvV1tD/Fp8MiRHhv0hWyCToT6BJrUwqId6oJtGkOe6QdKwcbi8/by3lvFeXMnddEWvyanhjcQ7nvLKkySa1bSnWEH62SCWX4vP7sTgbmhJ7vD6KauzsLTdTUG3DEWZG8mjNdWXS9hcYTxfiK6cTIDeZSHrySYofeQTb0qWB49oRI0h66slWK+Tw4IMPMmHCBNLS0jCbzcyePZvFixfz66+/AnDNNdeQnJzMjBkzALj77rsZPXo0L7zwAueddx5ffPEFa9eu5Z133mmV+xMEQRBal0auYWTySL447wtqnbVIkBChjiBOK3rOtIZhHWMY1CGSNXnBvY8GpEdi0irIqWhY7rZoZzkldY42K8kcb1DTM9nI1qLGIeLSAanEGk7+vrV6u5sqqwuby4NR3VD9rjmV7JweL8W1dvQqOe9eM5BNhbV8vCKPersHh9vH/XM3Mfumoce8jK21De8Ug0wqCblv6IK+Sbz71z7K6h3cNTaLgiobD367hXqHB6VMypSBKdx5ZlajohuJERoMKjnmEHvMMmJ0ROpOnz1e7Y0ISidIkZhA8gvPH+ijZEFq0COLjm7Vanfl5eVcc801lJSUYDKZ6N27N7/++itnnXUWAPn5+UgP+3Zh2LBhzJ49m4cffpiHHnqIrKws5s2bJ3ooCYIgnMIkEgnxunjidfFHP1k4IfFGNa9f2Z9NBbV8tiofCXBW93gUcikPf7s16Nx1+2vokdS6FW8PqrI4cXv96NUy9CoFMQYVb181gPu+2sSq3IaeRFIJXNQ/hbvHZaFRnNzHvuJaOw9/u4U/dlfg9zfMqFw3vAM3jMhscualyuLko+V5zFyyD6enoQfT0MwoXr+iP/d+uZEqq4vdZRZqbe52F5TijGpeu6Ifd8xeH9TAt1uigXN6JnLLJ2txe/38vrOc56b0ISVSy/aSelxeH5+tyqe41sGLl/Yh8sASRb/fjwT4+IbBlJud7K+y8dHyPIpq7WgUMl65rK8oB96KJH5/cyrgn7rq6+sxmUzU1dVhNBqDxhwOB7m5uWRkZLSbfU/tifh8BEEQBCFYca2d13/fw197Kymotjcaf/nyvkzu27rLH6ssTlbuq+KNP3IoNzvolxbBveO6kBmrQ62QUWN1UWV1YXV6MGkVxOiVJ2253EGVZifXzVrNlhCzW3ec0ZG7xmYFmvQezuP18c6Sffzv112NxjrG6rlxZAYPfrMFgAX3jqJzfNP7xduC3e2lvM7Bn3sqKK1zkBVvwOXx8fT87dQ7Ds0KJZnU3Dk2K/DzOWjhvaPIijdgc3pYsa+Kf3+7NdCcuGuCgYfP60ZRjZ2hHaNJjmife7Xas6aywZHEjJIgCIIgCEIzGTVyqq3ukCFJLpXQPy2yVd+/3u7m1UV7+GjFof5LC7eX8/vOCj67cQhDM6OJ1CkDMxLNZXd5qLK68Hj96FTyJmd8mqO03hEyJAG8vzSPywenkRLZuF9UmdnJ23/mhLwup8KCXiVHr5ITqVMQoW2fS840ChnpMTquidGxNq+amz9ZR7XV1ei84jpHyNLo+6ttZMUb2FNu4caP1wY19d1ZaubWT9fz090jSYtq/PkJLUsEJUEQBOGUVWIpYX35elaVrKKDsQPj0scRr4tHJWtfy3GE04depeCh87qxtbiOwppDYUkqgVcu70fcCQaMo6kwO4NC0kFen59/f7uFL27OPqaQU21xYnZ6eOOPvczbUIzL66NjrI7/TOrBgPRI9GHKibs8PqQSws5m1Nld3DsuC4AleypZt//Q/i672xu2p5Pd5QmadTlSfrWNeKOaJy/ocUosObO6PCFD0kFJJjUvXtqHn7aU8PvOcnx+iNYpMTvcvLBwN6HWfVmcHn7aXMItozOb3YhYOD4iKAmCIAinpLy6PK795VqqHIeae7+24TVeO/M1hiQOQSFrn982t7YqexUF5gJ+y/8NtUzNWelnkaBLwKQ6sX0zfr8fp9eJQqpAJj36ZvzTWVqUljm3ZLOpsI4/d1eQEqFmQq9EEkzqZhUqOBFNNS3NqbBSb3c3KyjZ3V62FNZSbnby+u972Vl6qDdkToWVqR+s5tMbBjMiKzboupI6O2vyapi3oQi9Ss7V2el0jNUFFbAoqbOzrdjMT1saGtuP7xnPzaMyeeDrzdTY3MilEjRhPie1XIZKLg3sTTpSRrSOt/7Rn7To459NcXt9uDxe1Ao5MmnrBo3MGH3Yn0/XBAOr82p4ddEeLuyXzMyrB/Lfn3eQaFJjdXrZVtS4H9NBK3OruG54B1St/Pvt704EJUEQBOGUU+es47HljwWFJACP38O9i+9l3uR5f8sy2ZW2Sv6z/D/8VfRX4NjMzTO5vuf1XNfjOiLUEcf8mn6/n2JrMb/v/52lxUtJ0iVxWdfLSNGnoFe2Xr/AlnD4cjKtShZyBsLr9VFmdmJxelDJpUTrVWFnUQ6XGKEhMULDOT1Pbk9C1VFKRTe3UvSeMjO3f7aef5/XPSgkHe6JH7cz+8ahxBwIXsW1dq5+fxU5FdbAOd9vKuaqIWlMP7sLUTolJbV2rnp/daASIMCuMjMdY/U8c1Evbvt0PZP6JIYtwhBjUHHZoFQ+DjFrFqtX0TvVFHLJXnNYnR4Kamx8snw/+yqtDEiP5JIBKa3akynOoOL5KX2464sNQbNDOqWM/xvfhce+34bF6eGTlfvZUFDDu9cMJMGkodrqIjFCTVWY2ajMWB0KsTep1YmgJAiCIJxyah21rCtfF3LM4XWQW5v7twxKfxb+GRSSDvpg6wecmXrmcQWl3Ppcrvn5Guqch77dnrtnLg8PfZhJmZPQKtrnPoniWjsvLdzNdxsblpNlxOh4dFJ3BnWIxO7yUWN34fX5qbe7eerHHWwuqkMqgbO7J/DIxO4kR7bPBp790yLpGKsLCisHDeoQSaT26HuT6mwuZvy0gw7ROrY0MUO1u8yC7UBvH7fXx2cr94d8309X5XPJwBQitQp+21EWFJIOyqmwkFNu5ZrsdG4f0xFtmDCqVsiYdkYnSuscLNheFjieHKHhw2sHHXdIcrq9LNpZzt2HBZYV+6p4b+k+vrh5KH1TT3xvmcfrw+zwoJRLkUqgwtJQUKNXsok/7hvDrOW57C230ivZyNDMaF5YuDto+ebWonpK6xz4fLC1uI6bR2Vy1+cbG72PRAKXD0pD2sqzYYIISoIgCMIpyO1zNzlucTd+UDvdVdmr+Hj7x2HHP9/1OT1ieiCXhv6n3+wyU2Ip4fuc76lyVDEubRzdo7vz9Mqng0LSQc+seoZhScPaZVAqq3dw3azV7Cq1MKJTDJcPTkUqkaCSS9leYubBb7awt7zh90jHWB33nd2FT1fuZ3lOFb9sK2V/tZWPrh/crvbAVFmclNQ5WJNXzQ0jM0kwqpm9aj+/7SgHwKRR8MyFvYhoRlCyubys3V9DZoy+yZ5PGoUM+YGH8SqLi8/XFIQ996s1BXSI0jFnXWHYcxZuL2Xm1QMb9Qk6UrxRzXOX9OY/Tg+1B5bqReqUxBuP/9ej3Ozkn3M3Ndrz43D7uO+rTce8t+twfr+fghobc9YW8teeSqaf1ZkF20r5am0hLq8PpUzKpQd6JPn8PqbP2czbS/aF3H+0YHspu8ssLM+p4v7xXbh2WAc+XpEXKDWuVkh56dK+pLTTIH+6EUFJEARBOOUYlAbitHGU28pDjneO6nyS76jtef1ezK7QS6gAahw1eHyekEHJ4rIwb+88/rfmf4FjP+77kTfGvsHq0tUhX8/n97GxfCOphtQTv/kWtq/Cwq5SC9cP70C8Uc2DX2/B4fHy/tRBXPvhqqD9IjkVVu75YiPvTR3Iuv01OD0+dpSYKay2t4ugZHa4qba62FxYx7t/7WNzYUNolUklzLiwF72STejVCs7uHt/sh2epVEK0TsWuMjP/SjIil0rwhGiQeuWQVGL0B/r54McVZt8QNIQvJCBroriATCpBrTj6cjGb00OFxcWPm4opqrNzZte4kNXhjkV+tQ2HO/T951RYqbG5jjso7auwcuFby6i3e7h2WAfmrC3gh80lgXGX18enq/IxOz38a3xXNubXhgxJAFqlHLurYRbvuV93cdmgVN6fOginx4tOJScjWkecURWytLrQ8sTiRkEQBOGUE6eN48HBD4Ycm9xpMjHqmJN8R23PqDQyPHl42PHxHcajlod+8C+3lweFpIOcXmeT73m08bayMqeKlEgNPZJNzPh5J2anh7Hd4pm/pSTkpnqX18e8jUWM73Fov9GOktClrU8Wh7thM/9dn2/g3Ff+4rlfd3F29wSen9IbuVSC1+fngW82M7FPEjeMyCA1StvsCmixehU3jcoA4JMV+3n6wl6BmaOD+qVFcNPIjoEH8ghtQxgL56L+KURolfxjSFrYc/4xJP2oM142l4dft5Vy1kt/8vKiPcxZW8htn67n0ndWUFBta9bPLxSPN3zIA/CFCIrNYXa4eebnHdTbGyr1jcyKYf6WkpDnfr+pGIfHyxWDw3+5MKhDVFDBji/XFHDdrDVsLqxjRKcYUqK0IiSdRCIoCYIgCKcciUTC0MShvH/2+3SP7o5UIiVBl8C/h/ybe/rfg1HVdBPB05FaruaGnjegkTeeVUjQJZCdmB322t/zfw95vMhSRFZEVtjr+sX1O/YbPQnijGouHZjKh8tyA8cyY3RsKw5fRWxbUT0ZMbrAj9t6j9K24jrOf2MZf+yqwOrykl9t4/kFu/hlayl3jW34NfH54detpcf82lKphEm9kxjbNY4/dpXz85YS3rlmIA9M6Mq9Z3Xm61uzeefqAUFL5DQKOXeOzcKobjwj2T8tgi4JDY1fR3aOpU9K4wqLfVJMDO8UfdR7qzA7uW9O4yVyBdV2/vfLTiyOppfdhtMhRtcoDB6UaFI3a8liKHV2N7/vPDSz7XD7CJe5/H6otrq4amg63RIaN8p94Jwu/LC5OOT1e8otIWf9hNYllt4JgiAIpyS9Us/gxMG8Pe5tnF4nMomMGE3M37qvSIohhdnnzebldS+zpHAJCqmCiZkTubn3zSTqE8NeZ3aGXrL35a4vubf/vfxryb/w+IN720zpPIVYTWzI69padsdoNhfWsafs0F61KquLRJOGrWGaoCaa1IF+N0aNnKy4xg+yJ0uVxcnD87biDfFg/NuOci4blBooOV1U27jxbXPEGdU8N6U3JbUOVuyrotLiZFLvRKL1StSK0I+H6VFavr9jBO8u2ceCHWVolTKmZnfg3F6Jgf1D8UY1M68ZyOrcamavaqhcd+WQdAZ3iAq5N8ni8FBpcWJ1etCr5RRW25BKJPhCrE37eWsp957VGb362JfhxepV/N/ZnfnvL7uCjkslMOOiXsQbW6b/leooSwvrHW6un7WGRyZ2RyKRsLmglliDivE9E/hjZznfrC8Ked0ZXeJElbs2IILSaeC///0vDz74IHfffTcvv/xy2PPmzJnDI488Ql5eHllZWTz77LOce+65J+9GBUEQWkGk+sSrVZ0u5FI5qYbUhpm1AfcgQYJeoT/qZzQqdRQfbPug0fFCcyGbKjbxxcQvmLlpJhsqNhCtjuamXjcxKGFQu525S47QUO9wkxalZc+Bog0/by3hvxf1ZuFhldQOd/GAFB79fhuRWgUfXz+YxKMUHGhNZoeHHSXh95ttLqyjY6ye7SX1jO58/GE1SqciSqeiR3LzemxJpRI6xOh4ZFJ37hqXhVQCMXpVoy8nEoxqzu+TxJld4gDQh5iFgoZ+S0/9uIOft5bg84NcKmFyvyRevqwv93y5sdEMisfnp8bmorDaRlGdnUiNkmi9kugwpcYPp1XJuWJwGj2TTbz6+x6Kahz0SDJy99gsMmJ1x/0Fi0mjYHRWLIt3VwANZdf7pJjYVNh49rJnspHdZRbqHR7un7uZWIOK7okGbhiZQXq0DrfXh+xXSaOAHKNXMqrz3285cXsgglILcFjd2M0uXHYPSo0cjUGJWndyGh2uWbOGmTNn0rt37ybPW758OVdccQUzZsxg4sSJzJ49m8mTJ7N+/Xp69ux5Uu5VEARBaF0Wl4WF+xfyzKpncHgdAGjkGh4f9jijU0aHrVCXbkxnQNyARiXX5VI5EzMn0iWqC0+OeBKr24pCqmj34VSlkJESoWXamZ2454uNANTbPazJq2b6WZ15ddGewEO4TCrh/87ujFGt4OkLe9I1wUh6lLZNSy/LpBKkEsIu4dIoZDg9PlKjNPQKscyttakVsmY11g0XkABqbS4e/HpLIGBAQxCau64Il8fP5YPT+HRlcC+lrgkGimsdfLxiP99tLAagT6qJ16/oT2rU0asvmrRKRmTF0islAqe7oTiCrhk9s5piUCt4eGI31r1Rg9np4Z0l+3jl8n488eP2QGVFaKiu+M/xXbnny42BYxVmJ3+anbz2+16evrAnHWP1fHnzUP797VZ2lZmRSGBUViyPTup+3GXRhRMj8fvD1d04PdTX12Mymairq8NoDP7my+FwkJubS0ZGBmr18X1zZKl28PsnOynYUR04ltotijOv7oo+qnW/jbJYLPTv358333yTp556ir59+4adUbrsssuwWq38+OOPgWNDhw6lb9++vP322yGvaYnPRxAEQTh5Nlds5h8//aPRcQkSvpr0FV2juoa9ttxWzvc53/PZjs+od9YzNGkod/W7iwxTBkrZ8e3fOBkcbi81NhcSIEqnDNroXlRj48u1Bbz5R04gGF06MIUbRmSwr8JKpdVFcoSG+ZuKWbGvCovTg0GtYM6t2SRFtN0eJYvDw71fbWDh9sZVHaUSeP/aQcxZW8CDE7o1KyC0RznlFsa++GfIMakEZl49kJs+Xht07NXL+5FXZWXFviqW7T3UbLp3iokPrx3UrJml1uDzNZQH/3x1Pot3VdAhRsddZ3bC6fFRUucg0aQmv8rGU/N3UGFpXAClV7KJT64fTISu4c9ZpcVJvd2NTCohUqvEeIIV/4RgTWWDI4kZpRPgsLobhSSAgh3V/P7JTs6+sUerzixNmzaN8847j3HjxvHUU081ee6KFSuYPn160LHx48czb968Vrs/QRAE4eSxuW28t/m9kGN+/Hy87WMezX4UlTz0w2ScNo7relzH+R3Px+/3o1Po0Cv1rXnLJ2x/lZU3/9jL/C2lyKQSLhmQzPXDM0g+8O17cqSWW0d35OL+KZTWOVApZMQZVERoFcxelc9PW0obPbjWOzws21vJlIFtV/Zcr5bz8Hnd2VxYR1l98P09NbknWbF6nrukzwnPhrSlSmv4iok+P2gUUmL1KqptLvqnRXDTyEy+XV/IZYPTeHHh7qDzNxfWUWVxnbSg5PP5g2YcpVIJ6dEN/bhuHpWJQibFcGAfVT8aKvm9vzQ3ZEgC6JJgQKM6FPBj9Cpi2ij0CcFO3T9h7YDd7GoUkg4q2FGN3exqtaD0xRdfsH79etasWdOs80tLS4mPDy7rGR8fT2npsVfLEQRBENofh8fBfvP+sOO59bk4vI6wQQlAJpURp41rjdtrcfnVNi58c3mgAAPA+0vz+HVbGV/dcmhGSKuUkx4tJz36UEW7snpHyJB00PwtJZzfJwlVM5aXtZb0aB3f3DaclfuqWLijjOQIDZcOTCE5QnNcxQzam4ijzJIY1Aqmn90ZvUrOzlIzz/y0gzvHZvHR8v0hlyTW2FyND7Ygu9tLcY2deRuLyKmwMLxTDKM7x5IcoQnsb1LIpCEb+GqVcm4d3ZH5W0oaVfOTSuDGkRmoRMnvdkkEpRPgsntOaPx4FRQUcPfdd7Nw4UKxJE4QBEEAQKPQ0DWqK/vq9oUc7x7VPWTp8FOR2+tl9qr9QSHpoMIaO7/vLOeqoelhr5dJJBg18rBBKUqrRCZr++qJyZEaLh6QwoX9ktt0z1RriNar6J5oZHuIflUjs2JIjtAQqVWQX21jTJdYLumfzP1zN7N2f02Y12u95aEuj5eluyu45dN1gZD205ZSIrQK5tySTVb80SskZsboePPK/vzrm82BnksRWgXPT+lD+im6fPLvQASlE6DUNP3xHW38eK1bt47y8nL69+8fOOb1elmyZAmvv/46TqcTmSz4m4mEhATKyoIr/ZSVlZGQkIAgCIJw6tPINVzf83p+yfsFnz+4uaZcIufKble2671Gx6LW5ubXbaGr10FDY8/JfZODign4fH6qrE58fojUKrhxRCYPfrsl5PVXZ6cjl7afUsxtGZL8fj9l9U4qLU7cXh8xehWxBlWzijk0JUav4u2rB3DTR2vZVXaowl//tAievbg3MQYVoCLtwEygxeEhOUITMihld4wOOZPTUsrqndzx+YZGM1m1Njf//HozH0wdRKSu6T9bWpWcs7rH0yd1FJUWJxKJhGidknijGtkJ/vpanR6Ka+18v6mYoho747rH0y81gsQ23Gd3uhBB6QRoDEpSu0WFXH6X2i0KjaF1/kEaO3YsW7YE/+V+3XXX0bVrV/71r381CkkA2dnZLFq0iHvuuSdwbOHChWRnh29AKAiCcLry+ryU28rZV7ePcls5XaK6EK+NJ1pz9IaYLcnn91FuK6fYUkyts5YOxg5Ea6IxqY6vklmaIY3Xz3ydR5Y9QpWjYbN7vDaep0c8TYohpSVvvU3JpBK0yvAP6jqVjMP/KSyps/PdhmI+X5OP2+PjvN6J/GNIOlMGpjBnbWHQtXec0SnQeLbW5qLc7GT53kqkUgnDOsYQZ1CdlM315fUOqqwu7G4vMTolMXoV2pO8J8nj9bGlqI5bP10X2Culkkt57Yq+ZMbq2ZBfix8YmB5JrF6F4Rg/l7QoLZ/eOIQKs4MKi4sEo4oYg4roEKFHr5bz0HndAIKasp7ZJZanLuxF1FGCyonIqbDg9PhCjm3Ir6XS4jxqUAKQy6QkRWiaXSikrN7B3nILi3aUEa1TMr5nIgkmNfrDfh/YXB5+2lLC/XM3B459s6GIlEgNn9809JQt9tFeiKp3rVX17pqu6CNP3rK4MWPGBFW9u+aaa0hOTmbGjBlAQ3nw0aNH89///pfzzjuPL774gmeeeabJ8uCi6p0g/L35/X7KbeU4PA4UMgUxmpjTYkbC6/OyvWo7t/52K/WuQ8t++sX247nRzxGvi2/i6pa9jx3VO7j9t9upcR76lvzs9LN5YPADxGqPrz+Oz++jwlZBjaMGiURChDqCOE3cadeId+7aAv7vsIfDw318/WBGHegvVFpn57pZaxr1JYrVq5hzazbVNhcLtpWiUcg4p2cCCSY1Jo2SaouLV3/fzazlwfu+7jyzEzeMyCBC23p/FnaVmrnlk7XkVdmAhv5C1w3vwC2jOx7XJn+7y4vP7z/m4g/51VbOfmkJDvehkDDtjE44PV7e+ys36Nw7zujEDSMziGzFzwUONaitd7jRq+TE6Fs2uPr9foprHWwtrmNvmYW+aRFUW13c+fmGsNd8cdNQeqWYWrS4RkmdnRs/Wsu24uCliTMu7MWkvkmBsJRXaeXMFxaH3Ld1Qd8kZlzY66QH7PZOVL07ifRRas6+sUeb9VEKJz8/H+lhywaGDRvG7Nmzefjhh3nooYfIyspi3rx5ooeSIAgh1Tnq+LPoT15Z/wrltnLUMjUXd76Y63tef8ps9g+n3FbOLQtvwewOfnDeULGBNza+wYNDHjwpe3nKbGXcuOBGrG5r0PEF+xfQwdSB23rfhlx27P9MSyVS4nXxJy3wtZVRnWMZ2SmGv/ZWBh2/sG8S3ZMOPfys3V8TsnlrhcXJ56vz+b/xnemf1rgv1MbC2kYhCeC13/cyIiuGIRmtM/tYXGvn8ndWUGNzB455fH7e/SuXRJOGa4d1aPZSvHKzg80FdXyycj9ur49LB6YwNDOGhGY20/19R3lQSIrSKekSr+euA72pDvf6H3sZ1jGaYZ1atzGqXi1vsj/TidpRUs8V766izt7w+V85OJV/NLHfLdGkJr/aRlKEusWCksvj5cOluY1CEsCD325hcEYU+riGipQrcqrC9tuav7mE/zu7iwhKJ0B8ci1ArVO0eTBavHhxkz8GmDJlClOmTDk5NyQIwinL6/OyMH8hj694PHDM4XXw2Y7PyK3L5b8j/9vuG442ZU/tnkYh6aAf9v3ALb1vIdmQ3Or3sbVya6OQdNDsHbOZ0nkKCTqxjzScOKOaFy/rw95yK3PXFSCXSblsYCrp0dpAmWiH28PcI5bWHe7HzSVcPyKDeGPwMr56u5uZf+aEve69v3LplWxCq2z5x6itRXVBIelwb/yxlwm9Ekg0HT3IV5gd3D9nM38e1tB1eU4VXRMMfHjdoGa9xsbCuqAfT+iZwLcbisOe//afOfROjQhaGnYqKa2zc8NHawMh6YFzulJUa+frdYVMGZDCnHWNfy/dM64zH6/MIylCHdhPdaKqrC4+W5UfdnzB9jJuOxCU6h2hf69AQ8D2nd4Lx1rdqfk7WRAEQWg1FfYKXln/Ssix5cXLKbeVt3lQ8vg8lFhL+D3/d7ZXbad3bG9Gp4wmUZeITNr0JvMya/giAB6fB6cvfH+XlpRvDv8gZHFbcHlbt9zx6SDWoCbWoCa7Y+jZHalEilIeviiDQiZBGmJJosvro9IS/vOvNDtxe1vnAXRHiCpwB1VZXbjC7JU50ubCuqCQdNDOUjM/bynluuEdjrocs39aBPM2FAV+bNIo2FRYG/b8crMTp9t7ygalCrOTkjoH0FClTqeS88nK/Ugk8OikHnRJMDB7VT4ldQ56pRi5blgGC7aXsbWo/oSLWxzO5wOry0talJars9NJjtAgk0rYVlzH7FX5VJgdgXPD/d4H6JFkPGV/LdoL8ekJgiAIQSwuC3aPnYmZE8k0ZVLvqueXvF8otTb0Xdtbu5cuUV3a7P78fj9bK7dy04KbcHgbHhh+yv2JV9a/wgfjP6BnTNNLipu692h1NFr5ydn83CO6R9ixeG18k/2OhOZRyqVck53Ogu2hw/FVQ9OJDrEJ36CSM6JTNDkVlpDXjeoci76JYhIn4vBlg0eK0SubDH4H2VwePlkRvqfWZ6vyOb9P0oHKcuGN6RKHVrkTm8sLwO4yM31TIthaFDrMDc2MwtCMZXG1Nhe1B2bNTBpFswohnAwW56G2Lhf2T2b26obP0O+Hx77fRrdEA1cMSSNKq0StkPLz1lK+31SMUS1vdoGG5tCpZFw3vAODM6J4eeGeQFXAAemRPHdJH0yHVVVOjtAwpkssi3cFh2KpBB4/v8dJa8J7umo/tS8FQRCEdkEtU/PKGa/g9/uZt3ceWyq3cHuf27mr310ARKmj2vT+ym3l3Lv43kBIOsjusXPf4vsot5U3eX2SPilsSLmz350nbQ9WpimTFH3oSnR39ruTOM2pvRcMoM5Zx77affyS+wtLC5dSbCnG7Q2/VKg1dE0wMqFn4yWM3RMNTOydFHK/j0oh49rhGWhCzBIY1XIuHpCCTNY6j1A9kkwhwxvAHWdmEW9o3v4iT7iNK4DX56M582HJERq+uHkoKZENIeCPXRWc3SMhZMVBtULK1GEdUDbRONXr87OztJ4bP17LmOcXM+b5xUz9cDVbi+rweJs3U9aaEk0aDk6yxehVFNcG/x2zo8TM0/N3cN+cTXy7oQi5TIJCJuGNf/Qn7iih81hEaJVc3D+Fuz7fEFQ6fd3+Gu7+ckNQsIzWq/jfxb156NyuxBlUKGQSsjOjmDdtOD2Sj696pnCIqHonqrqFJT4fQfj7sbls7KjewU0Lb8LtC36gvbzL5ahkKv7R7R8k6hPb6A5he9V2LvvxsrDjcyfNPeqMV6m1lJfWvcSCvAV4/B6i1FHc2e9OxqWPI0IV0cJ3HF6huZBHlz/K6tLVABgUBqb1m8Z5GecRoT5599EaquxVvLTuJb7L+S5wTCPX8OLoFxmUOAiV7OR9011pdrKrzMwnK/JweHxcNjCVfmmRTRY18Hh97Cm38Oh3W1md11CVcESnGB6d1J1OcfpWrSK4p8zMrZ+uI6eiYQ+bQibhppGZ3DAio9kzBN9vKuauMJXa7h2XxR1ndAob9irMDvKr7azJraZDjI6uCQasLg8er59Yo5Iaq5uH521lQ34tAH1STDxzYS+6JBiQNxEg91dZOfeVv7AemKE6SCWX8svdI8mI1Tfr59ZazA43z8zfwedrCrhlVCabC+tYsa8q5LnTz+pMoknNwA5RJEeomwyIx8rm9PCvrzfzw+aSkOP/Oqcrt4zKDAr5Pp+fCosTn9+PViHD1MrVB09louqdIAiCcFwqHZXMWD2jUUgC+GLXF8ydNLfNq96FurdjGQdI0CXwaPaj3NnvTpxeJzqFjlhN7FH3N7W0FEMKL455kRpHDU6vE6PSSKw2Frn01P7n2e/3s2D/gqCQBA2zfnf+fifzJs8j3Ri+klhLizE09OcZ1CEKv9+Pqon9JB6fDwkNPW+6JRp555qB1NndSACTVonpJPRQyoo38MXN2VRZnDg9PiJ1SmL1SjTHUDxicIdIeiQZG1VOSzKpuWRAatiQVFpn57bP1gdCEDSUJ3/7qgGMyIpBrZCRZIIPpg4KFD0wahRH7WPk8fr4ak1Bo5AE4PT4+GBZLo9M7NGspYWtxaBWMP3sLqREaZi7toh/TegaMigZVHIm90smrZV6FJmdHtaFaKx70F97Kpg6LD2omIhUKiHeKL7Ubmmn9t/EgiAIQouqdlSzq2ZX2PFtVdvadH8SNOwjUkgVIQORRq5p9tJArUKLVtH2zRhNKtNxN5g9nMfnodxWTm5dLlWOKrpEdiFOG9cmhTcq7BW8v+X9kGMev4c/8v/g2p7XHvV1PD4PUokUqaRlHp6beggvNzvYUVLPF6sLkErgyiHpdI43EGtQtWrPpHBiDSpiT2A5V4JJw/tTB/LrtjI+W7Ufj9fP5H7JXNw/heTI0PtpXB4v7yzZFxSSoGEZ362frmPRfaNJP1DZLVKnPKa9RRanh6VHlHI/3Ip91Zgd7jbfUxNrUHHrqI5c2C8Ft8/HO1cP4JHvtgYa7nZPNPLCpX1IacE9SUdSyqTEGlQU1zlCjidFaFAcw9JPT50Tv9uHRCZBalAibcMweqoRQUkQBEEIONpqbJnk5M64hBKjiWFa32m8vP7lRmN397+bGE3r9nFpjzw+D5sqNjFt0bSgkuPDk4bz5PAnj7t57fHy+X1N7hXbXx++0AA0LI1cW7qWBfsXEKmKZEqXKaQZ0jCqml4mc7zK6x3c8+UGluccah4/f0spY7vG8d+LexHbzH1B7U2CScM12elM7J2Iz+8nSqtscm9VpcXF56sLQo55fH6W51QFgtKxUimkB2Y86kKOxxpUbTqbdDiZTBoozpAWqaV3iolauxu5VEqkVtHqYS5Sp+T2MzpxyyfrQo5PHdahWUHJa3Pj3FNL3c+5eGudSBRStIMSMIxOQW4SRR6ao338jhQEQRDaBYPSQO+Y3iHHpBIpfWL7nOQ7akwtb2h++9KYl+gU0QmFVEHnyM68fubrTMyciFL291ubX2Yt49aFtzbqy7SseBkfb//4pBdQUMlUdI3qGnZ8cMLgsGPFlmKu/eVaHlz6IH8U/ME3e7/hivlX8OmOT6l3hi+dfSKW7q0MCkkHLdpZzsYjZldONRKJhGi9iliD+qgFKDw+P3Z346VxB5WGmeFoDo1Czk2jMsOO3z66I3KplDq7G28ThShONolEQoJJQ9cEI53i9CdtxmtgeiTXD+8QdEwqgScu6EGHZiz58/v9OHZVU/35Try1DbNhfrcP6/Jiqr/YhbeJ8vfCIWJGSRAEQQiIUkdxR787uHfxvY0euu/ufzexmpM7MxFOhCqCcenj6BfXD7fPjVKqJErTttX42tLmis2NqgAe9OWuL7my65UntQBHpDqS+wbex40Lbmw0FqOJoW9c35DXOT1O3tvyHkWWokZjb216i7PSz2rxWaUam4uPlueFHf9geR7ZnWL+Fv1otEoZWXF69pSHLouenRm+Z09zZMXpue+szrywcHfQ8VtGZRJjUDFt9jpqrG7Gdovjgr7JpLbSHqBTQbRexd3jsvjHkHTW5degkkvpmxpBrF6Fthm/F731Lup+ygO5FHm0Gr/bh7e64e8IV24d3joXMv3f70ulY3X6/6kXBEE4TvXOemweGzKJ7LiWLpVZyygwF1BsLaaDsQNJ+qR2vywsShNFFlm8f/b7zN83ny2VW4jVxHJV96voYOqATtkynedbSrTmxB7cThehgsVBdo+9WQUuWlr36O68OOZF/rv6v4FleAPjB/JY9mNhQ1uNs4bvc74P+5oL9y8kKzKrRe/T5/PjcIcvTe10e9vVDEdritGreHRSd656f3Wjsa4JBjJjT+zPf4RWybXDOzCxdyKr82rw+f0MTI9ke3E9E175K3DehoJa3l+ay9e3DSOzjSvhHcnv9eGtd+GzuEECUr0CmUGFRNbyVRBNGiUmjZKOccf+GfidXvTDElHEaXGXWJGoZMhjtVhXleDYUY2ryIIyuX19tu2RCEqnoMcee4zHH3886FiXLl3YuXNn2GvmzJnDI488Ql5eHllZWTz77LOce+65rX2rgnBKsnls5NTm8NK6l9hcsZkYTQw39LyBM9PObPaD+b7afdy88GbKbIcaXXaM6MibY98kSZ/UWrfeImI0MUSqIknQJeDyutDKtZjUoh9He9Y7NvRySYAkXRJq+cnfY2NQGhiXNo7eMb0xu8wopAoi1BFNFq7w+/24vOGXBB05y9kSIrRKJvVJZNcCc8jxyf2SMTajierpom9aJB9dP5gnfthGToUVlVzK5L5J3D2uM3EtUFXNoFZgUCsCpcB3ltRz95cbG51XY3Pz7C+7ePHS3uhUrVNp0Ofy4rO48Lt8SFQyZAYFkibKfPucHhw7a6j5Zg9+Z8MSRalWTuSUzqg6RiBtpSbEx0Mil+DKraf+18P2A0olREzKRCKTIjO0fvXG08Hf509+K3JYzNjq6nDarKh0OrRGE2q9oVXfs0ePHvz222+BH8vl4X8ply9fzhVXXMGMGTOYOHEis2fPZvLkyaxfv56ePZvuYC8If0ebyzdz88Kb8R9oyVhkKeKJlU+wrmwdDw5+8KihocJWwbRF04JCEkBObQ7/WfYfXhjzQotUOWsOu9tOma2Mn3J/Ir8+n+HJwxkYP/Coy7BkUpmYrTmFdIzoSKeITuyt3dtobPqA6W1W0l0ikRCviydeF9+s8/UKPcOShrGseFnI8XHp41ry9gCQSSVc2C+ZT1buD1Q2Oyg1SsO4bvGt2jOpvdGr5IzuHMsXN2djdXlQSBv2OKmbKKl+In7bURZ2bOH2Umpt3YKCks/lxWf3AA0hRXqc9+Wpc1K/IA/bhgrw+ZEopeiHJ6MfnhR2SZqnwk7158FfSvtsHqo+3k783f2RJgTPuPm9PrzWhtlcmU6BpJWaFB/J7/Nj31qFY/cRJcZ9fmq/zyH62h4o4v6+yxqPhQhKJ8hcVcGvb7/K/s2Hmrp16NOfs2+5E0N0663ll8vlJCQ07jQeyiuvvMI555zD/fffD8CTTz7JwoULef3113n77bdb7R4F4VRUaa/kyZVPBkLS4ebnzufG3jcePSjZKyi0FIYcW1W6ihpHzUkJSk6vk2XFy7jvz/vw+RuWFs3PnU+MJoZZ58w6qX1shJZnc9uotFeyvnw9do+dGSNnsLN6J4+veByPz0O0Opp7B9xLdlJ2W99qsxlUBu4beB9r56/F6Q0OLUMShpBmSGuV902O1DL31mF8vCKPeRuKkUhgyoAUrhyaHqh+9ncTa1ARS+sXLvCFX/WI/8B/0DDb6KmwU/97PvatlYAEbd9YjGemIo86tl8jr81Nzdd7cB4WJPwuH+Y/CvB7fRjP6oBUERxqfC4v9X+ErgiIH8xLi4ic3AnJgcp9nhoH1tWl2NY3LDvV9o9DNzgBeWTrze76vT68Zjd+jw/zktD/BuEHd4EZdaeIVruP04kISifAYTE3CkkAeZvWs2Dma5x31/2tNrO0Z88ekpKSUKvVZGdnM2PGDNLSQv8DsmLFCqZPnx50bPz48cybN69V7k1of9ylpThzcnDu2oUyMxN1ly7IExL+Vt+SNpfZZSbfnB92fFP5JjpFdGryNWqdtU2O2z3247m1Y1Zhq+CfS/4ZCEkHVdoreWrlU7ww+oVWK7cstC6zy8zPuT/z1MqngkL9xMyJ/DD5B5xeJ3qFnlhtbIv1IDpelbZKCiwFrCldQ7Q6msGJg4nVxIZdDphhyuCriV8xc/NMlhUvw6g0clW3qzgr/axWneVMjdJy//gu3DgiEyQQpVMeU68a4fiM7R7Hi7/tDjk2pnMsJo0Cv9eHp9JOxczN+GyeA6N+bGvLcOyqJu72vscUQHxmd1BIOpxleTH6oUlIo4Jfz+/04im3hX1NT5kNn9uLTC7FU+ug4p3NeGsOhX3zHwXYNpYTe0tv5BEtH5a89S4sK4uxLCsm8qIsfNbw+xK9dc6TNrt1qhNB6QTY6uoahaSD8jatx1ZX1ypBaciQIcyaNYsuXbpQUlLC448/zsiRI9m6dSsGQ+P3Ky0tJT4+eNlDfHw8paWlLX5vQvvh93jwWqz4rBYKb5+Gc9ehJqKyyEjSZn2IukvbNg5tj+RSORIkIWeUAHSKo29mTtSFX9amlCoxKFt3ae5BO6t3ht3Ev7JkJbXO2qMGJY/Xg9PnRC1TI5O2n/X3f3fFlmKeXPlko+M/7vuR7KRszu94fhvcVWNl1jKmL57O5srNgWMyiYwXRr/AiOQRqOSNZyzkUjmZEZk8mv0oZpe5YRmoOvqkfLGjlMuIN4nf5ydTkknDlAEpzFkXPAOiV8l56NxuGNQK3DUOLKtKDwtJh/jMbuxbKtCPSEEibd7vEU9tE2XOPX58jsbvI1HJkMdp8VSE/qJLnqBDqpDhsbuxbawICkkHeWuc2LdWoR+e1KK/n71WF9VzdwfCn7vchjLVgCs/9L47VeeT34T6VCWC0glw2preVOq0t/ymU4AJEyYE/n/v3r0ZMmQI6enpfPXVV9xwww2t8p7CqcPv8+EuKqL2m2+w/rUUeXQ00TfdiCs3l8o33gTAW1ND4e23k/755yji2mbvQntlUpnC7pGQS+T0iOlx1NeIUkdxRsoZ/FH4R6Oxq7pfddJKbB9t47vHF/ww4PA4KLeV83v+76hkKnrF9mLennnk1OXQM6YnF2ddTKI+kTpnHR6fB4VUcdIbmQoNzVy/2vVV2PEPtn7AiKQRbV4u3eV18dG2j4JCEoDX7+W+P+/j+8nfk2YMv5ROq9CiVZwa+yhqrC4sTg9SCUTplWgU4vGquSJ1Sv51TlfO7hHPzD/3UWt3M6ZzLFdnp5MaqcXv8+MpteLcWxv2NexbqtAOSkSmad7nLtM1XchAomg82yJVyjCekYpjexWNvkeTgGF4EkjAU2jBvqUy7GvbNpSj7R+HTNtyxRS8da6gGTLbmlJMkzpSPXtHo3uVRahQpp6cL+tOB+JP8glQaZv+ZlmlOTlldCMiIujcuTN79zbexAuQkJBAWVnwZsmysrJm73ESTi2uffvIu/wKfJZDfTAsf/5J5NVXEfmPK6n5bDYA7qJiPFVVp01QKreVs6t6F7/n/06UJooJGROI18Yf8+yNUWnkwSEPcu0v11JpP/SPnQQJz4x8hjjN0T8vk8rEw9kPE7splm/3fovb50Yr13Jtj2u5tMulIb9Fbw09Y4KLtcglcs5IO4MzU89Eq9AGzY65vC5Wl67mrt/vok9sHy7odAH/+OkfgWV7a8vW8tmOz3j1zFd5f8v7rC1bS6ohlXv638PgxMFEqCJOys9JaAi4pbbwKwKq7dV4/I2/ET/Zqh3VzN0zN+SY1+9lRcmKJoPSqcDh9rKzpJ7/fL+NzYV1KGQSLuibzD3jskiJPDVCXnsQY1BxVvcEhmRE4/L6MKrlKA9Un/M5vXhrnUjV4Wf6JGpZs2eTAKQRSqKubGiILJFJcOypxbauDL/bh6pzBNIwxRzksRqiruhKzbd78R8sKKFTEDmlM7JoNd56F46cusA+pZD3KpdCC8+OugqD+155613Yt1QSeWkXzIvy8VTaQQLq7tFEnJvRKkv/TlciKJ0ArclEhz79ydu0vtFYhz790ZpOTlUri8VCTk4OV199dcjx7OxsFi1axD333BM4tnDhQrKzT50NvkLzeOvqKH3q6aCQdFDNJ5+S+vbb1HzxJXgbypr6rK0z63mylVpLue2324Iqfr2z+R0eHPwg53c8H73y2HpFpBvTmX3ubNaUreGvwr9INaQyMXMiCfqEZoecOG0c/xz0T67reR0OrwOtXEusJhaF7OSVZI3WRDMpcxI/7PuBKHUUTw1/it/yf+PJlU/i9DoZmTySuwfcTQdjBypsFdz7x714/V6u7HYljy1/rNHeJrfPzeMrHufW3reytmwtBeYC7vvzPv495N9cknUJcpn4J+VkUMqUjEoexZLCJSHH+8f3b9YS0dbm8Xma3I9XYas4iXfTOvaWW7j47RWBPktur5+56wpZnVvNlzcPJfFvWgjieBk1jf9+lMgleC1utH3jwi4l049IRqpq3pJJr82Nc1fN/7N33mFSlWcfvk+ZXndme6N3kK6CiNhjN/YSG9aIvSSaT6MxxpbYa+zGGntXLIhGRVFEkN5Z2F6m9znnfH+MDIwzsyywuyy693V5XXLec868Mzvl/b3P8/wefB+sS/VCEsE4zI37D8Pwz95Awe8H5Y1MiQYZ0wg3+mrb5j5KFh2S3YAgCiTDYaKLW7DsWUZ8vT/3XCd3PPLVUURL9v0iC5tJ1AexTCrDOMCJoJcQLTLib6BxcmfS+2rtAEarjYPOv5iP/n1/hlja5HrXVUYOV111FUcccQR9+vShrq6OG264AUmSOPnkkwE4/fTTqaio4NZbbwXg0ksvZZ999uHOO+/ksMMO46WXXuL777/n0Ucf7ZL59bLzUPx+wt98k3c8sngRhgEDiK1YAYKArmjXT5uKK3GeXvx0TlvkW+feyp5le26zUAIos5ZxpPXIHar1MMgGKm2V2339juI0OLlywpWMKR5DoamQ27+7nfX+9TgNTk4eejK7Fe3Get96ZEGmOdxMXI0jCRICAsFEttiGlCh1Gp0Zx+774T72qdxnq5bjvXQee1fujXuBm9Zoa8ZxWZC5cPSFHRZKTaEmWqOtxJQYhaZCXEZXp6W7mWUzgwsGs8KTu1B/j7I9OuVxdhb+SILbP1yWsxltTVuYHzd6f9VCSQknUDwxQj80okWTmEYXoSu1INs7N2IuSCKmUYXE1/sxDnURXdaWMW4eW9ThxqmaphFb7sHzysrNB1WILm4l2RKh8IwRWzWFECQxFZHJEZURJJFkcwTRKKPv5yC+1pcxrh/gwNDP2aG5bgv6MiuCTkT7RePkZHOE2BoflgklvQJpO+l91XYQm7uIwy65OtVHKRLCYLJgdnRtH6WNGzdy8skn09raSlFREVOmTOGbb76h6OdFb01NDaK4Oew7efJkXnjhBa677jr+8pe/MGjQIN58883eHkq/RVQ1HfJ3HnssknvX75PTFm3j9ZWv5x3/pOYTznOe140z6lm4TW6OH3w8H679kPX+9VTbqrl2j2t54qcneGLRE0AqgnbNxGvYv3p/Pt/weVYk6Zf8cjyQCOCL+yijVyh1F+XWcp455Blu+/Y2vqr7Cg2NIQVDuG7P6+jj2Lrtu6qpLGtbxiWzLkn3+5IFmTNGnMHpI07HZdzx+iaXycWfJ/6Zsz/Krp0dXDCYvva+Oa8LxUM0RZr4ZP0ntEXb2KdyHwY4B/S4erhQLMm3a9ryjn+8uJFDRu78z4QSTqCGEmgxBdEkI1p1O7xoVsIJAl9sJDh7swFDeF4Tugor7tOHIzs6VyzJBQaSTTKGAQ7MY4tT9UoCmHYrRC4y5+17lDVvfxzfh2tzjiUbwyj+GLJr+9PSRIsOudiM541VOI/oj21qBYnmCFokgew2YejvRLJ3bK7bguTQ4z59OC1PLwZls3CX3Each/fvFUk7QO8r1wkYrbYubzC7JS+99FK747Nnz846dvzxx3P88cd30Yx66SmIdjumCROIfP99znHTqN1oe/4FCi+5mIITTkCybnukpaehaVq76T2+mC/v2G+BlnALgiDw4foPAbh64tX835f/R1t08wJvvX89M2bN4J597+GHxh/QS3oMkiGrjw2kolQJJdtJTy92/o9/L+3Tx96HO/a5A1/Mh6Ip2PS2Dguc+lA902dOzzD8SGpJnlj0BFW2Ko4ZdEynuHKNcI/gsQMf47bvbmO1dzV6Uc/RA4/m3N3OzSl8QvEQ7699n5u+uSl97LmlzzHcPZz79r2vw41ruwNRFHCadTQFsj8nACWOnV8HkvRE8by6gtjqn78HBTCPLcb+u747FPlRPLEMkbSJRG2Q8LxGbNOqtqlmaGuIBhnTcBdKIEHSG8O8RymyXY9glBH1HXcp1BIqii+edzxeE8DQd/vLJiSbHvcpQ2l7exWSw0B8g59EQxi50ISu0oZo7ZrUa0ESMfSzU3rFeKKrvCieKPr+DnQllk4Xrb81eoVSL738ipAdDkqvv451J52MFskUDwWn/QFd/370e+N1dEVFCPKv4+Nv1pmZUDKB7xtzi8NpldO6d0I9BE/Uw9d1X/Pgjw8yuGAwNp2Noa6hrPKuyhBJm1A1lReWvsCRA4/kzVVvcv5u53Pf/Puyzrtk7CV8tO4jXEZX+j7DXcMpMPbaze4MbHrbdtnNz62fm9cV8eEFD7N35d4Um7fd6KUx1MiGwAZqg7X0sfehwlrBnuV78sRBTxBOhpEFGZfRlbfWrynSlCGSNrGkdQnPLX2OS8Zegk7S0RRuYkXbCr6q/YoSSwnTqqZRYi7BpOu+VLciq4Hpe/Xjtg+X5Rz//diKbptLLpRgnNYXlpLYsEUarUaqAaok7FCkITS3Pu9YcE49lvElSJ28QBdkCblA2qGGrYIk5ExR24TUCc1g5RIzzkP60fLYIrS4kj4e/LKWwjNHYOjvRJDaF5GaoqJGkiAIW3Xo24QgS8huE1b3rzfdc2fw61gp9dJLL2kMAwbQ/803aHvueUJz5iC7XLjPPQfjiBHIrp1rF9wVOAwOrp54Nae+d2qW09eowlH0c/Rr9/pwIkwgHkAQBNxG96+iV1AkGeHFZS/y8IKHAWiNtHLzlJtJqAl+avkp73WLWhZx4egLuXz25VRYK7hr2l38d9l/qQnUMMQ5hIvHX0wgFiCqRJlSOQW30c07q9/honEXdapQiiVjRJIRDLIBk7xzf/SjySgtkRaCiSBm2YzL6NqumreeREu4pd33QWO4Mcs6viOs8a7hvI/PS6fyAfSz9+OhAx6i0laJm62n+n6y/pO8Yy8vf5k/DPsDiqZwwccXsNa/OYXq7h/u5va9b2efyn26XCwpwThaUkMQ4YQJFXy5qoUvV23hkCnAzUePpHwnR5SUQCJTJG1BeF4TtmlV7QolNalCUkXQSRkLe03TUov4PGgxJU8Xup2PaNNjnlhC6OtsoSfoxQ7XOrWHGkzg+e+KDJEEgKLR+sIySi4d267rXNITJfR9I5GFzQg6EcukckxDCpA6ufarl47RK5R66eVXhiDL6Pv0ofjqq1CDQQSdDilHI+JfEwOdA3nxsBe5a95dfNvwLTa9jZOGnMQJQ06g0FyY8xpFVdgQ2MAjCx7h842fY5SNnDj4RH4/6Pc9Kr1ne2iNtPLYT4+l/x1OhlncsphxxeNY6V2Z97oiUxFVtipePuJlFFXBJJvYs3RPokoUVVN5aMFDGfVgBsnAbXvfRrmlPOM+TaEmWqItBONBSiwluAwubIatvwejySgbgxv5z+L/sLRtKX1sfThr5Fn0cfTBqutccbLJvEIWZIrMRTSGG1njXcN6/3oGFgykr70vsiDz2E+P8d/l/yWhJhAQ2K96P67Z/RpKLbtme4VYMsbLy19udwOhwlqBTty2FKHmcDMXz7o4QyQBrPWv5f++/D/u2+8+HIatpzTlinZuIpwMk1STPLzg4QyRBKmI6DX/u4Z3fv8OVbqqbZp7R1EjSWI1fvwfrCXREEZy6LHtW81jx41mmT/CFyuacZh07DOkiGKrEYtRRk2qqKGUO5pk0W81ktCZKP7cKYGpJ6OhxZTcQ5EkydYIgS9rUbwxDP0cWCaUIBUYEUQBQRAwjy4isjB3ryDD0ALETnJ1U+MKSiBOfEMALa5i6GNHtOm2uweRKIvY9qki0RgmvnpzWrZgkCg8a2SnRMHUUCJlx50DLZJE8cXzCqVkW5Smh39EDWxOb/a+tpJwXzvuU4Yi6CXUmIIgCR2uy+plx+gVSr308itF1OsRf4URpFzoJT1D3UO5c9qdhBIhRERcJheymP8rbkNgAye+eyLhZBiAYCLIgwseZNaGWTyw/wPblXbUU2iONGdFBJ5Y9ARnjTyLowcezcvLX0bLsed79qizcwpLGzZeW/FalmlGTIlx1edX8eZRb9LX0RdN01jpWcmMWTNoCKX6/AgIHDXgKC4dfymFptyiFVK71D82/cgFn1yAoqUWcMvaljFz/UxumXILB/c9GL204wsDX9THN/XfcM/8e9gY2MhI90iu2f0aLvnskoxFeoW1gjum3sF7a94joaYWLRoan9Z8ijfq5e59794l0g1bI63pOj2HwYGmaTyz5Blu3ftW7Ho7/ni2hfFFYy7aZuOE1mgrNYGanGM/NP1Aa7S1Q0Jpn8p9eG7pcznHxpeMB+C9te/lHFc0hbkNc6mydb5Q0lSNyLJWPP/d7OCn+OJ431yFeY9SRh/Sj7HVme+HTWIj8lMLgiRgmViKeWJpt9WMSLZ2Pi8COe201bhC+McmvG+tTh+Lr/MT/KqWogtGoy9PbVjoqmzIpWaSDeHM2+pEHAf02aa6oXyo0SSRn1rwvLEStsiUM08swXFw320WCpqSMjOSHQbcJw9D8cdI1IcQrTp0xeaUxXcnCFkthwtixngyd9qfllQJfl2bIZI2EV/nJ74hQHhRK7EVHiS7Htt+VRj6OZG6qO6plxT5O2L10ksvvexi2PQ2Si2lFFuK2xVJ4USYhxc8nBZJW7K0bSnL2nLXHOwqGKTcC7GnFj3FS8te4ua9bkYWMl+f3w/8PVMqpuS8riXcwuM/PZ5zTNEUPlyXMopoCDVw9kdnp0USpMTFm6vf5OXlL5NU8qfrNEWauO6r69IiaUv+/s3fM5r/bi9JJckH6z7gqi+uYmMgVYh+7OBj+dMXf8qKZNQGa7l97u2cOuzUrPvMa5rXKfPpSuJKnB+bfuSsD8/iqLeO4qi3jmL6zOlsCGxgTPEY7p9/P7ftfRt97Jsd8gySgQtGX8BeFXtt8+MFYrn722wimox26D4DnAMY5hqWdVwSJK6acBUaWrtpgZ6op0OPs60o/ji+d3O7pYXnNqAENhsEKIE4icYwTQ8tIDSnHjWYQPHF8X9SQ8uTi0j62on0dCKSTY9cktvq3TiqMKexgBqI431nddZxLa7ieW0lSij1PGW7gcIzR2LbtwrRLIMsYhzppvjiscidVCOT9ETxvJYpkgDC3zUSXent8H0Uf4zI4hZan19G23+XEV3jAzT05VYs40swDXEhFxg7LdonmmWEfBE1UUAuyP39rIYShBfk7y0W+qEJ4efzEvUh2p5fRmB2TbtpkL3sOL0RpV566eU3RyAe4PONn+cdf3fNu+xdsXenuH7tDNxGN4WmwpyL+flN87lk7CW88/t3WNy6mHAizG5Fu1FoKsy745/UklkpVVuy1pdaQK7wrMAb8+Y859klz/L7Qb+nzJLbLtkb9eZ9jEgyQn2onnJrec7xjtIUaeLeH+5N/1sURNzGVC+iowYcxZ5le6Ki8mXtl3yy/hMWtizknN3OyXmvhlADJeYS2qJtNIebsRlsuI3uHmNhXRusZfrM6eloGMAa3xrO+egcHj/4cabPnM4/vv0Hpw8/nTJLGQk1gSRKVFoqtytS1t7z1ok67Hp7h+9z33738fzS53l5+cuEk2HGl4znqglXMdA5kHAizEDnwJx90wB2L919m+euJlXUQBwtqSLoJSSbPsuxTY2kLLZzokGyJYKuyEyyLUrgq42Q0HKen2wME1/nQx7d9RFryaan8IzhtD63lETdZuMOw5ACnIeljBzUpJpqnIqGaJSJN4SzhMkmErVB1HASyZKK5MhOA/YDqrHsWQYaiEYJ0dg5y0pN1Qh925B3PDB7A8ZBzq1GlRRfjJb/LCFRu7lWK7KgBdPYYpyH9euS9DXJZsB5ZP+M6OMmbPtXIeYzZxBo9zdHEIWsaFXwqzose5ZtV6qjmlBQg6n3tSCLiFZdbzpfDnqFUi+99PKbQxAEjJIxr+uXVWfdZUUSQLG5mHum3cO5H5+bYZ1u1Vm5c587KbakFmkdbYZrkkwMdw9nQfOCnOOTyycDsM6/Lu89gokgcSW/LW934I/7Mxrp6kQdGhr37Xcfb656k5u+uQkBgQP7HMh9+93H3+b8LacVuizIVNuq+ducv/HR+o/Sx6tt1Tyw/wNbNRDpauJKnGeXPJshktJjapz317zP4f0O583Vb3Lr3FvTY9Mqp3Hj5Bu36zFdRhcH9Tko4/XYxMlDT2437fKXlFpKuWTsJWnjBovOkhbxRtnItbtfyzkfnZOVPjqhZAIV1m1zmlP8MfxfbCT8bQNaQkW06rAfUI1pVFGG25ggt5+AI+gllHCCtldXYBruJvi/bOvsTYTmNWEc7kbUdb5xjBKK/xxhEBDNMrLLROH0kSjBBFokiWjRpRbEZh1JT5TA5xsJz2tES6oYh7qw71eNvspGfEOeCOEvssoESeySVEJN1VC8+SNvajCBpmwlxU3VCC9szhBJm4jMb0rVXXWBMBAkAdNQN9J5o/DPXEeiPozsMmA/sA/6vo68BhqiRYd5QgmBWRtyjhuHufC9/4uopgaJuhC6wm1rEq2EEoS/b8D/SU3aAVAuNuM+dSi6ko41q/6t0CuUeumll98cbqObE4ackHaF+yXHDjq2m2fUuQiCwIjCEbx+5Ot8WfslS1uXslvRbuxZvmfeiE57OIwOrhh/BWd8eEbWmMvoSu/iDy4YnPceLqMrb0ogQIGhgGJzMU3hpqwxo2Tcrnn/kl/2ekqoCapt1Zw186yMSNhbq9/im/pvuH7P67OcFCG18H9u6XNZoqAmUMO5H53L84c+v1MNQUKJUF5RW2wuZnDBYEYXjeaIAUfgjXn5YuMXTKmYwviS8bhN29eE2m6wc83u11BoKuS1la8RU2KYZTOnjzidk4achFHeNgc4naTL+xqOLBrJ0797mju+u4PFrYux6WycMuwUThhywjbNXwknaHtjJbGlm9P11GAC75ur0RIq1snlCFJKIIlmHbpKK4mN2YtuwSAhu42ooQTxNT5MQwoQ2hFBgk7s9I0YLamSaAjheWNVWhjo+9opOHogcnF2Q9akN0bzYz+htG1OiYwubSO2yov7tOG0Prsky0JbLjZ3mknD1hBlEeOQAqLLcpt76PvYctZYbYkaShD6pj0b8zoMfexbFcHbg2iSMfZ3ojtjBFpCRZCFdCQuH4IkYtm9lMiCZpKtmamqxiEFqJHkz9G/X1yn2/b5R5e34ftgXcaxZFOY5kd/oviiMTtkwf5ro1co9dJLL785JFHi2EHHMqtmFss9yzPGzhh+xjbvSvckVE2lLdqGqqoUmgo5aehJnXLfIQVDuH+/+/nHt/9I1yCNLxnPDZNuoMyaEjH9Hf0ps5RRH8penJy323ntGmQUmYv4++S/c+GnF2bVKV2353XbvYDfkgJjAcPdw1nSugSAKRVTeGPVGznTBRvDjaz0rsSpd2Yc72Pvw3GDj+P4d3I38G4MN7IxuHGnCiWDZKDMUsYKT2bqzwDnAK4afxX3z78/3auoyFTEX/b4C3uW77nDzoJF5iKuGH8Fpw8/nagSxSSbKDIVoZM6t9jcLJsZVzKOhw94mEgygiRIuE3udusSc6EG4hkiaUv8n9RgGlmYXjBKFh2uE4bQ/O+FmSl1koD7tOFINj2JhlSEOrKkDdPoIgKf5ja3sE4u7/TFedITpemRBZDcHGWJr/PT9PCClB21K7NuKLbWlyGSNqElVELzGjGNLiL8/RapsJJAwTED2zeI6GSMQ12In9RkpzCKYD+gz1bT/DRNy2ucAEBcRdM0ujJ3YFvd+WSnkcJzRxFd4SE8vwlBFrFOLkeNKXheyU7lQxI6HAFSo8mU+FVVAp/njniqoQTxDYFeobQFvUKpl156KMnmZpRQCEGWkQoKkCy94fDOpMRSwkMHPMSS1iW8u/pd7Ho7xww+hkprJU6jc2dPb7toCjfx4doPeXH5i0QSEaZVTWP6yOlU2ioRhR1bmFn0FqZVTWO4ezj+uB+doMNpdGbUNZVYSnj8oMf58//+zKKWRUAqGjR95HQO6XdIu3MQBIHxJeN59YhXeWbJMyxpXUK1rZqzR51NX3vfdqNRHaXAWMBte9/G9JnTaYm0sFvhbry/9v2858/eMJu7p93N68WvUx+qp9BUiNPgpC5YR1zNn0ZYG6xNO7TtDMw6M9NHTs+qw7ts3GX8+X9/znC6a440c/nsy3nmd88wrmTcDj+2QTZQYeuejYYCYwEFbL/zYCKPhTOkegGp0UzBris2U3zRGGLr/MTX+pCLzRiHuZAdBgRJTEVbJIH4ej/WvSvQVViz0r5MY4rQ5TFY2F7UhErgi9oMkbTl8wh934h9/z5pswItqRJZmN80ILbKS+HZI0m2RlD8cQzVdmzTKpHd3bt4lguMFJ2/G963VxFblXJulIvNFPx+IHLR1g0jJLOMcWQhoa/qco6bxxd3SfrjjiI7jVh3L8O8WxGIAqJeItEQQtBLaJuMGwQwDi7Atm8VgqH973YlkiRZH8I/q4ZkWxRdqQXHwX0J/9ic830Qrw2kHrsXoFco7bLU1tby5z//mQ8++IBwOMzAgQN56qmnmDBhQt5rZs+ezRVXXMHixYupqqriuuuu48wzz+y+SffSIZRQiMj8+TTe/A/i69aBJGE7+CCKr7wSfcXOiXQofj/J1lYUjxfRakV2u5DdO77Dv7MpNhdTbC5mauXUHRYSO5vmcDNXzL4iI+XqtZWvMXPdTF48/EX62vtu9R6qptIcbkbRFPSiPqdV+KbXLB/V9moe2v8hPFEPUSWKw+Cg0FiIQd660DHIBgYWDOS6Pa4jnAxjlI2d3nC2n6MfLxz6AktalyAgYNblX7RadVasOitF5iIGFQwCUuIpmoxils05XRMBKq2VxJKxDj3nrmKgcyBXT7iau+bdhaIpDHcNZ4VnRU47cICnfnqKQQWDsOl3vOeaqqm7xOdpa7v9uVKa5AIjcoERy9jsz4Bo1WOZVEboyzo8r6zAeeQAtKRKdIUnlVa1Z2nKhrqT62K0aJL4Wl/e8dgqL9relZud2MRU/VI+BGPK0MJ9+ohUw1mjtNMEha7YjOvUYajhJKgaoknu8OsnyBK2vcqJzG9KXb8FcokZfd+t29XvTLaMmMklZkouHktkcQuJ5giWCSVEl7TifXMVglHGtncF+mp7VsRPTSiE5zfhe3uzk6HSFiW6tJWCYweRbItkpZPqSnfthtqdTa9Q6gSUcCLlHBJNIppkRMv2N0PrCB6Ph7322ot9992XDz74gKKiIlauXElBQf6dtbVr13LYYYdxwQUX8Pzzz/Ppp59yzjnnUFZWxsEHH9xlc+1l24kuXsyGc87dfEBRCLz/AdHFS+jzn2fQlXRvSk+iqYnGm28m8NHH6WOGoUOpvO9e9NXV3TqXrqKzFnWRZAR/zI8gCLgMLmSp+75iV3hW5KxLCSaCPLrwUa7f8/p2RUdrpJX3177PEz89QWu0lWpbNZeNu4zdy3bvUP+bLSkwFuxQjyGDbOhSkVFmLUunC0aVKH/+359znnfa8NMw6Ta/Zr6oj0cXPkqRuYhjBx/Ls0uezbqmn70fa3xr8Mf9TC6f3Cm9n7YHu8HOcYOPY7/q/VjuWU6xqZinFj+Vdd7ggsGcv9v5BBNB3lvzHkNdQ6m0VW6T+QKkxFFdsI7ZG2Yzr3EegwoGcWi/QymzlnVKNLArkAoMiBZdTnc6w2BnfneyPIh6Cfs+VYg6keDPYkkqNGKbWolphLvdGhU1oaD44kR+aibRFME4wIlhgKNjKVCyiGjTQZ4ImegwgLw5wUwQBax7lhGel10PCGDbqwLRqusxhjaSSYdk2r41lVRgpHjGmC36WYlYdi/BPKH7+ll1BoIgILuM2PauJNESofmhHzPEX+s6P6bRRTiP7J/xPlMDCXzvrcm+oQa+D9fhOLQfnpc3p/QJBglDn445VP5W6BVKO0jSG8Pz2gpiW3j6GwY5KTh2MLKzaz6Et99+O1VVVTz11OYfvX792ndZeuSRR+jXrx933nknAMOGDePLL7/k7rvv7hVKPYhkWxuNt96Wcyyxfj2xFSu6VSip4TDN996XIZIAYsuWseGCP1L9zNPoinpuiD4YD+KJeYgrcSw6C8Xm4i7Z6VY1lQ2BDTy68FE+rfkUvajnmEHHcNLQkyi1lHb64+Xi3TXv5h37dP2nXDr20rxCKRAP8OD8B3ll5SvpYzWBGq74/Aqu3/N6jhl0zDbXf3QXqqqiom73/HYv2519KvfJSlM7vP/hWf184mqcpnATi1oW8ddJf+WkISfx6spX0319xhaP5fzdzucvX/6FQDzAO0e/021paLkw68yYdea0u2F/R/+M8cEFg7lo7EVc9+V1GZGmwc7BPLD/A2kx2RFWeFZw5odnpp0kP6n5hIVNC7l8wuUICBhkAwWGAuyGnrMIkxwGCs8aQfMTizanNAFyoYmCowchbYdxgWTTY9+/GsvEMrS4gqAXEa36dhuwakmV2Bofrc8sgZ/tnyPzmxAtOorO3w1dcfupepJJxjatita1i3OO2/auyIoISW4T1mmVBGdn1qroBzgwjnT3GJG0owiCgOw24TisP/Z9q9AAyZpt/76roMYVfB+ty4qQAUQWNGObUpEhlJLeKORxB1SDCYQt3peSXY/7jOFIXbR23VXpmb98uwhKOJElkgBiK714XluB6+ShXRJZevvttzn44IM5/vjj+fzzz6moqODCCy/k3HPPzXvNnDlzOOCAAzKOHXzwwVx22WWdPr9eth8tGiW2dGne8eBXX2Pde+9um0+ytRXfW2/lHIuvWUOysbHHCqW6YB23zb2Nzzd+jqqpuI1urppwFVMrp3b6Ym1jYCMnv3sygUTKUjdEiCcWPcGsmlk8etCj3SKWTFL+aJFBMtBexXJbtI1XV76ac+zeH+5l78q9O8V1rjNoDjdT46/h24ZvcRldDC4YzLf13zKwYCCji0a3mxaYi0JTIX+b/DfW+9fz9uq3kUWZIwYcQbW1mgJTZlTMrDMzqnAUn9R8wk1zbuI/h/yHyeWTSagJ9JKexa2L+dMXf0qLjmVty3aqUPolh/U/jMd/ejxtlnHOqHP461d/zUrHW+Fdwe3f3c7Ne92MVb/1NJzWSCvX/O+aDLv9C3a7AJ2kY/rM6en771m2JzdMuqHDtvRdjSAI6MqtlFwylkRDKFW/UW5FdhuR7du/WBRkCdnV8VQ1JRCn7bmlaZEEgAj6ahvRlR4Ei4y8Fcc0faUV69RKgl9sIXwEsB/cF7nQhKZqGeJAMuuwTa3EPLqYyMJm1FgS86gi5EJTtxo2dBeiLMIO/E23RroflaohGKQMa/nORAnGiS5qzTse/qkZfdXm9NmtCULZaaDo/N3Sgl6y6381Irmz6BVKO4AaTGSJpE3EVnpRg4kuEUpr1qzh4Ycf5oorruAvf/kL3333HZdccgl6vZ4zzsi27wVoaGig5BeRiJKSEvx+P5FIBJOpc+sAetlORBHRZkMN5O5hoSvv3sWqGgpBMn/X72RDA4wc2Y0z6hhN4SbO+/g81vvXp4+1Rlu59struWvaXRzY58BOe6xYMsYzi59Ji6QtWetfyw+NP3Bo/0M77fHy8fvBv8+ICG3JsYOPxW3IX1NW46/J6kmzCX/cjz/m7xFCqSHUwKWfXZp2rYNUT6Pr9ryON1a+wcM/PsxDBzy0zcLUbXLjNrm3amZg0Vn44+g/8tmGz1A0haZwE1d+fmXe8/PVA20iqSZpjjTTFmlDEAQKjAUUm4qRxK6pBym3lHPPvvfwpy/+hCRIJNVk3gbBn234jLZoW4eEkjfmZbV3cw3EqMJR2A127vjujozzvqn/hnM/OpdnfvdMupfXzkYQhXTd0c4i2RzJsOLWV9mwH9iHyJJWwvObiK32YtunCrnYlDcFTbLose9bhWVCCfF1/pTQ6utAkCC6pI3oslYkpyGVclZgQDTISOZUmYC+rNcoaEdIeqMEPq8l/H2qF5e+2obj8P7oyiydVtulBOPEVnlTEaBt0DGSw4CgF9Hi2e5/UoEBya5H+oWATPpj6XRU0azL2YD5t0TPr7bswajR/AvIjoxv9+OqKuPGjeOWW25h7NixnHfeeZx77rk88sgjXfJ4vXQfcmEhBaeflntQkrDus0+3zke0WBB0+cW+XF7ejbPpOGu8azJE0pbc9f1dNIfzOz5tK764j882fJZ3/N017xJL5m+c2FlUWas4aUi2FXg/Rz9OHHJiu/VSW1sM76w6my2JJWM8/tPjGSIJIKklufmbmzlp6Ems9K7k9ZWvo6hKnrvsOH3sfXjsoMfoY++DN+al3JL/MzCyMP8mQige4rOazzju7eM46b2TOPHdEznxnRP5qvYrGkONBOPZ/Xp2hGA8SE2ghvpgPQ/s/wB3Tbsry4Z9S1RNJaZ07H27KfVwE8cMOoZnFj+T89yNwY2s9q3OOdZVtERaWNq6lC82fsHytuW0RvLvyO8M1Pjmv4Nk12Pbr4rWZ5cQ+qaexMYg0SVtND+8gPDcBtRY/nWFaJLRFZux7F6KZUIpggBNDy3E8+oKIotaCX5ZR9M9PxBZ2JLxmL1sP4o/RsvTiwnNqUuL3XhNgOaHF5BsyG32ss2PEUrge38tbS8tJ7K0FdPw/JteW7rVKZEEoFFw3OBscSUJuE4ckiGStKRKbK2P5ocX0HTv/NR/988nuqztN/1+6Y0o7QBb8/Df2vj2UlZWxvDhwzOODRs2jNdeey3vNaWlpTQ2NmYca2xsxG6390aTehCCLFNw4olEf5hPaM6czQOyTMU9d3e7kYNcWIjjuOPwvvhi1phhyBB0xT1jV/iX5Gu2CamFWjSZ3T9kexEFsV2TBKvO2mURgi1xGp1cOOZCDut/GC8tf4lgPMjh/Q9nbPHYrfb0KbOU4TA48MWynbNGuEfgNDi7aNYdpzXaypur3sw5ltSSrPCsoL+jP6+ueJXjBh+3zSl4HcUgG5hYOpGnf/c00USUQlMhl352adZ5B/Y5kCJT/rTU9YH1XPn5lRmRPE/MwyWfXcID+z/Ay8tfZsaYGfRz9NthoRpMBHlr1Vvc9t3m+scCQwG37H1L3mvsenuH+yo5DA6cBmc6OmXX22kMN+Y9f1HLIiaVT+rY5HeQjYGNXDTrooyI13DXcO7e927KrT1jo2dLu3DLpDL8n9RkNXuFVPG9cUQhomHraws1msT77hrUQLaNvef1lej7OxDdvb/9O0qiIZxbEGngfW8N7tOH73BmkeKPE/4hZbwR+bEZ92nDia3xZZmQmMcVIxUY0TSNZHME75uriK3xYdqtiMLpI4ksbCbREkFfZcMysRTZtTmKqkQSqP44zY//lFHTpAYTtD67hOKLxqKv+G264fUKpR1AtOowDHLmTL8zDHIiWrsmR3WvvfZi+fLMJpkrVqygT58+ea+ZNGkS77+f2S/k448/ZtKk7vmx6qXj6IqLKf/XP0k0NBCZ9wOSqwDT6NHIRUWIxu5NDxFNJgov/CNaPI7vjTdATf14m8aPp/z225ELs52xki0txDdsIDRnDlJBAZbJk5GLi5G6UZC31zDWorN0qhud2+jm5KEnc/t3t+ccP2noSd1mhLDJbW5k4UhUTe3wArvIVMQD+z3AuR+dS1RJiUhJkJg+cjqH9j+U9f71NIebcZlc2+yG1lkoqtJuhMMb82LVWWkON6NpudMIO5NCUyGYwGly8uTBT/Kv7//FktYluI1uzhp5Fof1PyxvP65wIsxjCx/Lme6oaArvr3kfvaTnpHdP4rlDn2NE4YgdmmtzuDlDJEFKlK1oW8HEkol81/hd1jUzxszIKzbrQ/UsaFrAN/Xf0Mfeh32r9uWOqXdw3sfnAZBQE1h0loyapS2ptnePW2ZbtI3LZ1+eIZIAlrQt4fqvrueufe7CYdz5FtGSVY9ljzJC39ajKzLjr80dDUeD+MYAusKtf5eq4STRZW3577PWh65XKO0wkWX5o5PxdX60uAI7KJRiq73p/9cSKt63VuE6YTDR1T5ia7yIRhnr3hXoK6xIFh3JtihNDy9IG5REFjYTWdKKabiLgmMHIRcYEaRUQpmmaiSbw4TmN6XOz2X8oIF/Vg2uE4YgGnpe36muplco7QCSWUfBsYPzut51lUX45ZdfzuTJk7nllls44YQTmDt3Lo8++iiPPvpo+pxrr72W2tpa/vOf/wBwwQUX8MADD/CnP/2J6dOnM2vWLF5++WXee++9LpljLzuG7HYju92YRuzYAqkz0BUVUXLtNRSefx6Kz4dotiC5CpBz2NEnGhupveJKIvPmbT4oipTfdhu2A/ZHNGe6NynBIMnWVqI//QSAcdQo5MLCHW6uO7Z4LEbJmF70b8lJQ06i0Nh5i31BEDio70HMXDeTH5t/zBg7fvDx9HO070i5vfhjfhJqApveliWItlWYSaLEyMKRvHHUG8xtmMta31qO6H8Ezyx5hmPeOia9oO/v6M+9+95LX0ffznoaHcasM9Pf0Z81vhxWt8Bw93DeWPkG+1Xv163OaladlYmlE3nkgEeIKlEkQaLQVNiuu2IkGWGVd1Xe8XX+dYwrGUdSS3Lb3Nu4f//7dyiqN3vD7JzHH17wMHdMvYNqezXvrH6HuBrHZXQxY8wMDuxzYM5I6Hrfes6aeRbNkc3pq/f+cC/37HsPLx76Ird9dxuzamZxzMBjeHZptn26WTa3m5LYmbRGWlnWtizn2NyGubTF2nqEUBJNMvYDq9FVWmFrtSAd3ATQVI08ZYcAqLHfbipVZyLZ8htECAYJOsEYQZBT3yWiRYfsNqKGk7Q8tRjDACfGAU7Me5ah+7nGTtM0IouaM1wcAUiqRBa2gChQ8PuBaaGkeKM0PbQAy4QSEo35UwUT9SG0eBJ6hVIv24rsNOA6eejmPkpGGdHatX2UJk6cyBtvvMG1117LTTfdRL9+/bjnnns49dRT0+fU19dTU1OT/ne/fv147733uPzyy7n33nuprKzk8ccf77UG76VDSFYrkrX9sLuWSOB56aVMkQSgqtT9+c/0f/89DFvY2Cd9PjwvvEjLffdt/vEXBIouuwznSSciO7Z/AVNiLuHhAx5mxqczMpqCTqmYwqnDTkUnde7ns9hczF3T7mKldyVvr3obk2zimEHHUGmr3KF+Qrloi7SxoHkBTy56Em/My17le3HKsFOosFbsUIqfLMpU2iqptFUSV+I8MP8B3l79dsY5a3xrOPfjc3nukOe2ms7X2bhNbq7Z/Zp01GJLhruGE4wHUTWVc0edm5EKmVSThBNhDFLX9mbalr+zSTbR39mfdf51Ocf72PvQFE6l2vzY/COheGiHhFIonjuyE1WiXPH5FTxx4BNMLp9Mla0qZSiRx0bfH/Pz92/+niGSIBUFu+rzq3jr6Ld4cL8HiSgRNE2jIdTAxzWbWws4DA4e3v9hSs3dY5kfiOc2xdlEvojXzkCy6rFOLCXhjaIrs5CozzE3AfRVHdsEEI0SulIziTx1Mob+O18gdgZaUkUJxkEFQS92ejPfrWEa4cY/c13OMeukMqROyCwyDHRQcMJg0FKCRbLrkYtMBL6oJd4YwraFjb2WUImu8Oa9V3ytDzWmIBpkNEUjNK8JLaag+OPILmPKCCQHssuIsJOaDu9seoVSJ7DJOaY7Ofzwwzn88MPzjj/99NNZx6ZNm8b8+fO7cFa9/JZJtrbiee753IOaRvCTTzGce076UGzFClruvTfrvOa778Y0fhzyhAnbPRdZkhlTPIY3jnqDNd41tMXaGFowlCJzUacLl00UmYsoMhcxqWxSl9mr+qI+7v3hXl5f9Xr62Dr/Ol5f9TrPH/o8gwoGdcrjtERaeGn5SznHGkIN1ARqukUo+WK+dCG+RWdhoHMgzx/yPH+d81dWe1djlIwc1v8wDuhzAF9s+IL/Hv7ftPV0Uk1SG6zltRWv8UPTD1RYKjh9xOn0sffpkJNbV2LWmTl31LnMqpmVNSYKIof2O5TLZ18OgE7c9safnqiHumAd/6v9HwbJwH599iOQCPDCsheyzh1VOIqv67/m3wv/zRkjzuCqCVflva835uXbhm9zjsWUGKs8q9inah8cpBbhN0y6gRljZ7DOtw6HwUGlrbLLepnlwmV05R0TBRG7vuf0dNqEzmmk4JhBNP17ASQzQ0K2/ao7vPCWrHqcRw+k+dGF8ItyJ9Oowiyns12RpC9G8MtaQt/Wo8VV5BIzzsP7o6+yZdWIa4qGllQRZBFB6rzvZ8mup+DYQXheW5lxXFdlxTK5PB252REEQSAwawPJLRsKywKuE4agq7BkPFdBElINhvMgWvXp56/GFWIrPABElrbh/sMwwvObckYi7ftXd1ndfU/nt/mse+mll85H1fLamgMkmhpRIhEkkwklHKb1scfzntv6+BMYhw3boRQ8WZQpt5Z3e8F2V/agaAw3ZoikTUSSEe747g7umnYXNr0tx5XbRjQZJZKM5B3f4N/AxNKJO/w47dEaaeXueXfz1urNfbz0op5/7vNPHj/wcSJKBEmQ0It6FE1hYsnEjIjR8rblnPnhmen0ywXNC3h/3fv8ddJfObzf4Zh0O7c+o5+jH3dMvYOb5txEMJFyuLPr7Vw54UreWPVGuh7r0H6HbpO4b420csu3t/DR+o8yjp854kzOHnk2Tyx6In1MFmTOGnEWN31zE5B6fdsjoSbaHf+lRb7D6MBhdDDAOaDD8+9MCowFTKucxuyNs7PGjuh/BG5TfvewnYmuzELJJeMIfllLbJ0/5YQ3rSplN70Ni1VdhZXiGWPxzVxHfL0f0ZrqnWQa7u6yPj/dhRKI0/bCMuLrN0dAko1hWp5YhPusEZiGpESymlBQPDGCc+tJ1ofRVVhSRgYFBgR5xyMkolHGtFsh+r72lDtcKIFhiAtdobHdtLyOosaSeN9fmymSAJIanldXUHL5+PQhJZRAS6rYp1YQW96W6uv0C2zTKtMNaQVZQLT//JlPqoTnN+E8aiC+99emaqsAZAHnYf2RS3+7FvK9QqmXXnrpFESzCeOY0UR/zO04Zxw2jIYb/4brjNORi4pINuZ3xUo2NqLF47CDtUq/Nr6s/TLv2Df13+CP+TtFKBllI2bZnJG2uCV9HPmNYzoDTdP4tObTDJEEEFfjXD77ct466q1266RaI61c/9X1OWvUbvn2FiaVTaJSt3Obnlp0Fg6sPpDRRaNpjbQSSUZoibbw4tIX07VuldZK/jjmj+26Kv6SOXVzskQSwNOLn+bRAx9lVs0s6kJ1TCiZwCnDTuHZJc/SEmkB4OC+7adi2/Q2SswleR3thrmGdXie3YHD4OD6Sddj+d7Ch+s+RNEUZFHm6AFHc+GYC7Hoeub3iyCL6IrNOI4cgBZNIsjidu3mizoJfYUV9ylDUWMKgijkbCarBONoioZokHaZqEHSE80QSVvie2cNcqEJQRZRfFGaH9kcVYut9hL8qo7Cs0di6OfolI0t0SAjFsnoisxbP3kLlHACEiqCXkI05X7d1VCC6JLchhFaXCXREELQS8Rr/Pg/qUHxRJFLLbhOHEL4x2bC8zZ/Vs17lGLotznlUtRJ2PauILo4df/IgmbUYDyV5qdoCCYJXaEZ0abrtH5QuyK7xieil1566fFITiclf76G9aecklVwrO/fH0QJ/1tv4X/nHfq+8jLmiROI/cK9cRPmiRMRf1ETpYbDIEqIxl0/ZWR7aS9lSdiWLoRbochUxGnDT+PfC/+dNVZpq6TKVtVpj5WLlkgLT/z0RM4xVVP5cN2HXDD6grzX+2I+VnpX5hxLqklWelemU/R2JrK0OeoZiAeoD9Yzumg0ZdYy9q/en9FFozvcPDepJmkMNfLU4qfynvPWqrd49KBH+bHpRxa2LOTa/12bbor7h2F/2OpjFZmK+Msef8lph354v8N7ZISm2FzM9ZOuZ8aYVL2iWWem0FS4TeJzZyHKInRCzY1olHMKICUYJ7rCQ2D2RtRgHH1fO/YD+iAXmVIZAqEkmqqmmtPmEFg7k1ieWhqAZEuERF0I7zurse5emjbdSqcgKhptLy6n5KIxSO2kqXUVSjhBYmMA/yc1JNtSNWn2A/qgKzVnWb9ryfZNOZAFQt/U4/94s1NifI2PljU+XKcMxTjSjeqLY+jnQLRll4nIxWZsB1QT+CRV0x5b7SO22od1Sjm2aVXdXvPVE+kVSr300kunYRg6hOpn/0Pjzf8gtmwZgl6P7eCDcRxxOHV/+nPqJFWl9qqrqXrgfryvvIoWy7R8FoxGCk45GfHnRreJhgZC387F98YbiEYDBX84DePQociFPW9R1tVMqZzCnfPuzDk2tXIqDkPnFGjrJB0nDz0Zf9zPK8tfIamlHJSGu4bzz33+2WU9ijahaEqWYcCW5GsmvIlctttbklASLGtdhizKFBgLesQC36a3YXPZuMp1FZqmbdNOdzAeZPaG2QTjwZy9sDbRFm3DoXcwumg03piXoa6hOAwOTh12Kv0d/bf6/hEEgd3LdueJg5/gzu/vZGnrUorMRUwfMZ3f9ftdj+i3BRBX4gTjQfSSHqveikVn6bHRo52FEk7g+2At4XlN6WPRJW1El7VRdM4owktaCX1dD6qG5DLiPHIAhr72HhNxardWa1MNjj+O/5MajCPc2PatJvDpZoMrNRBHCSU6VShpioYSiKf6G0kCkkWXJTDVuEL4+0Z8769NH4ut9NK80ovr1KGYRhQibOF8KBgkRLse1Z/dDwtAthto/XRxzjHvW6spvngs8rD8z1Ey67BNqcA8uojYGh+oGob+TkS7DsmkQ4kkUw56moZgkru9Hr8n0DPe8b300suvAslkwjJhAtVPPkGivp5ETQ2Bz2az8aKLU6l0P5NYuxZkmT7PPUf9X/9KbOlSAIzDh1N6003oK1O7/YmGBmqmn018zWZL6ODsz7H97mBKr78e2b3zF7jdSbGpmOkjp/PkoiczjjsMDq6acFWnmhS4TW4uG3cZpw07DV/ch0k24TK6uswMY0tMkokR7hFZduubmFw+ud3r7Xo7fex9cgqqTQ2Cj3/3eAAGOQfxr2n/or+jf9a5oXiItlgbMSWGRWeh2FTcLc2DtzUdaIVnBdd+eS1H9D+CcSXj+GDtBznP2696P4yykTJdGScOOZEjBxyJJEjb5AZo1VnZvXR3HjngEWJKDFEQKTIVdWltXkdJqkk2BjbywtIX+L7x+5SIGzmdIQVD8va0+q2i+uMZImnzAHjeWo1lfAmoqQ0HpS1K69OLKTx7JMZBXf/515Iqys/NVEWznDPty9DXnhJEOfr+mEYWEt2iv1F0cSuWCSXZ56ud129Njab6VnnfXo0aTm0syW4jrpOGoiu3bjZQCMbx5XHJ8765Gn2VHdm5+fMo2fU4D+1H20vZ2RfG4S4UXyzLrCM9p1ACNZIAZ/uf700Rxy1TBzVNI9EUxvvOamKrvKCBvtqG86iB6ErMacvy3wK9QglQ1Tzvst84va9LL9uL7HIRmT+f2suvyH+SqmIaNZLqJx5H8flAEJDsdmRXqghXUxS8r72WIZI2EfhwJgUnn/KbE0p2g52zRpzF3hV7858l/6Et2sbUiqkc2v/Qdpvsbi9mnRmzzkwVXZtq90scRgdXTLiC0z84PWvMbXQzoaR9R0RFU7hs3GVc/fnV6WjYJs4ccSYz181M/3uldyVnzzybFw97MSP1rD5Yzx3f3cGsDbNQNRWnwckl4y7hwOoDu2TRnVASNEeaqQvWkVSTVNoqcZlcmOX26x78MT8P/fgQAB+t/4h7972Xz2o+y6rPKjQVMrVyalrQCIKAWbdtNRVb0h2CeVtZ4VnB6R+cnjbCWOldydd1X3PBbhdwxogzdrrbYU+i3dS1xjCSK7u5uffdNRSdO6pL07GSnijBr2oJ/9CEpmiYdivCPq0S+RfNcUWbHvcfhtH67NIMwSMXmzGPLab1uaWZ920MIzkMKG2pz4VglBA7wbp7E4n6UJaYSbZGaX50ISWXjUvPP+mJ5W7qys/CJpwpbARBwDDEheu0YfjeX4vSGkUwSFj2LMO2VznJ1uw6zC0RttaX62eUSAItoabq1AwyiieW0bQWIF4ToOnhHym5ZBy64u3/7tjV+E0LJb1ejyiK1NXVUVRUhF6v7xG7YjsbTdOIx+M0NzcjiiJ6/W87R1VLJEh6PKBpSE4nomHHQ/VKKESyuZnQ11+jhkJYJk1GV16WFgm/BgxDhiDodGiJbOcd4+jRSE4nkBJVuZ53srUV76uv5b2/56UXMY8fhyD/tr7GnEYnE0onMLJwJHEljkVn6ZYoR3cz2DmYB/d/kH988w/qQnUATCydyF/3/Ctl1rK817VF27j0s0spMBRw/37389bqt1jatpQScwknDDkBo2TkolkXZVzTEmlhpWdlWig1h5uZ8emMjDonb8zLTXNuQifqOGrAUZ36WxFJRJhTP4dr/ndN2m1QFmUuGXsJxww6pt2UuKgSZbVvNZCy6H54wcPcOe1Onl78NN81fIckSBzY50AuHntxtztAdieeqIe/ff23tEjakn8v/DeH9T+sVyhtgaBvJyIg5O6TmmwMo8W7bgM16U0JC8Wz+W8Y/q6B6JJWimeMRnZtFkuiTsIw0EnJleOJrfSi+GLp2qq2/y6HZOY8BaOMlth8zHnUwE6ru1LCCXwfrcs5piVUwj+1YJ+W2mzaqjV5DmEjmWTMIwoxVNnREkoqrc+mR5BENEVD0EubXeq2QC4yIW4lVU4JJ0jUBfF/WoPSFkVXZsV+QDVJTzS7aS1AUiPwxUacRw34zRg89PgVRiAQ4Prrr+eNN96gqamJsWPHcu+99zJx4o5b04qiSL9+/aivr6eurq4TZvvrwmw2U11djSj+dkKsvyRRX4/npf/ie/11tEQC2yG/wz19Ovqq7d9hVwIBfO+8S+Pf/542PWjmLqz770/ZjTciFxV21vR3KnJhIWX/+Ad1f/5zhrmDaLdT9vebkAs6sCOdzPFF/TNaPIEGnWhhsGthlI0Y5exd318LFr2FqZVTGXroUALxADpRh9PgxG5ov/dNW7SNJa1LAJjXOI+D+h7EUQOOwhvzctvc27hh0g05r1vuWc7elXsDsDG4Ma8ZxL0/3Mukskmd2keqNljL5bMvR9U2L+SSapK75t3FENeQdlMNjZKRPrY+aee6Bc0LuP6r6/n9wN9z8tCTcRvdDC4Y/KsXCf6YnyVtS3KOaWgsaF7QrlPibw19H3vqyzNHcMMwwEksh6OcYJByLuQ7i+iytgyRtAk1lCA4twHHgX0y+hKJOgnRbULnNqHEknheXUH0pxwOcbKAXGhEEMEwyJkyTigxd0qPI0iJoXyNfQHi6/3pHk6Sw4BgkNBi2cJGchmRzPmX5ZJdjxKKowYTxH1BRLOMYJFxnTyE1meXZKTgCXoR14lD2hWDueqlFF8b0eVtFBw/GF2llcTGYNZ1sTU+tKgCvUKpZ3DOOeewaNEinn32WcrLy3nuuec44IADWLJkCRUVO55qotfrqa6uJplMoijZb9zfKpIkIcvybzrClqivZ/2ZZ5FYv7nOwfviSwQ+nEnfV15O19Fs833r6mi86aas48FPP8W/12QKTj75V/G6i0Yjtv33o99bb+J9+RUSGzZgnjQJ2wH7o+vAZ1dyOrEdcgie//wn57jzuOMQf2PRpK7EF/ORUBJY9dYeJcCKzcXbZB4RSoTS/x9Vory9+u2M8biSuyh6oHNg+v83Ca1ctERa2u0xta0oqsIrK17JEElb8siPjzDCPSJvVMlusHPhmAs5+6Oz08faom08segJZEHm9aNe/9WLJGCrOyad6Qr5a0Cy6XH+fiDe11dlHBctOmx7V9CaoybGOqkMyZaKUKgxJVX/gpCqI9Lv2KJZjSYJL2jJOx5b7kHZqwJRFhH0YpbIkQwyjoP7EV8fyDQ+EMF9yjB0ZRaKZoxB1He+Bbogi8guI4nabFEBqVolNZZEkvVINj2uk3IIG52I66Qh7TYCTrZFaXtpGfGazf3KjMNcOI4eSMll4wnNayTZGEbf1455VCFSQfvf42owge/DddkDGvg+WIfjd33xvLIia1iy6NKGGb8FevQqIxKJ8Nprr/HWW28xdepUAG688UbeeecdHn74YW6++eZOeRxBENDpdOh0vz03j17yE5ozJ0MkbULxePC89F+KLr0k7czWUTRNazedrO3Jp7AfeCByUdE2z7cnIlosGAcPpuQv16IlEtuUtijq9bhOPw3/+++jtGT+gBrHjME4YnjO6zRNQ2lpQVNVJLsd0dTzbYB3Jp6ohwVNC3h80eO0RloZVzKO6SOnU22rRiftet+JBYb8kUpREDFI2e/BAkMBQwqGpP9dbsmfomaQDOilzktHjitx1vrW5h2vDdXmTCfbkqGuoVy353X867t/pWuTnAYnt0+9PW+6XWuklYSaQBZlCk27fhTboXcwsnAki1oWZY0JCIwuHr0TZtU+mpJaKXdWZGNbEPUS5t2K0FfZCH3bgOKLYRxSgHFwAcm2aFYql36AA+vkchAEEs1hfB+tI7q4DUQwjynGvl9VRmrctk9IQDTkfh0su5diHO7G994alLYo+r52LLuXpZrGbvHa6QpNFF84mnhNgOgKD3KhCdNIN5LD0KE0MS2pplzrginXOtGiQ7JvvSRDsuiwH1BN6zM5NlhEAeOgAmJrfJhHFSHIYipl8LLxhL5rINEYRl9twzK2GOkXpgtKOJGKPIkCCND6wtKsCE90aRvIa3AdOwjH7/qm+mF10Ggh2RrJa2ihBuIpR8AcUUfrPpXb5H6nqSk3QC2S3Py67kLueT1aKG2K8hiNmarYZDLx5Ze5Gy/GYjFiW9gN+/35CxZ76SUfSjiM7+138o4HZs7EdcbpiNsgaDRNI7FxI8mGhvyP6/Gg/Qojm4IoImxHbZe+spK+L72E95WX8b//AYLBQMEpp2Dbfz90xdlRhkRTE/4PP8Tzn2dRg0Ese+9N4YV/RF9V9ZurZeoI/pifRxc+ynNLn0sf2xjcyAdrP+CZ3z3DqKJRO2VewXgQT9RDVIli1VkpMhchi3kaMmoqjaFG1vnX0RRuYoBzAPfuey9vrHyDcDLMguYFaaFxSN9DCCaCSIKEoqU+Z5W2Su7b976MuqchriFYdJaM6NQmfj/w97iNnWciYpAN7Fa0G3Pq5+QcH1owdKuGDnaDnaMHHs2Uiim0RFqQBRm3yU2RqSirfs0f8zO/aT73/nAvq32rqbRWcuGYC5lcPrlHGjR0FKfRyQ2TbuD0D07PivjdNPkmJEFKRwpdRlfO16a7UAJxEvVBgnNTvwWWiaXoyy1Itu7t6SMaZfRlVnRHDgBVSzuZSXY9pVdOIL4hgBKMY+hjR3IakKx6kq0Rmh74cXPqmArh7xuJrvBQ/MfRyFuJYuSdi17COrmc6DJPxnHjCDey20jr05stsOM1AUJz6ik6bzf0VZkNtmWnEdlpxLzbtm02KpEEkQUt+N5fk67Dkux6XKcOQ19p3aqYlUst2KZVEvhfbdqsQTDJOI/oT/DrVGmHcagrlS6okxCLzTgO6YempFLythRjWlIh0RDG+94a4mv9CHoR95kjcqbBAUQXtaAc3BedUUaQOxbp0TQtdyFa5lk4jx6I943NUUfz7qUpx8EOokYSRJd78L67JiVAAX1fOwXHDtrmBr07C0HTtM7zR+wCJk+ejF6v54UXXqCkpIQXX3yRM844g4EDB7I8R7PKG2+8kb/97W9Zx30+H3Z7x/+4vew6qPE4itcLgoDsciFIO/7jp0Zj1F5+OcHPPss5bhg8iOqnn94m84VEQwO1V1+Nbb/9aLr9jpznWPbdl4p/3oFk/Q2kymwDWiJB0utDEIW8TnfJlhY2XnElkblzM44LJhP9XnkZw8CBOa/7LbPGu4aj3joq59gw1zAeOfARXMbuNRipD9Zz+3e389mGz1A1Fbs+lVp2aL9DsxbyqqaypHUJ5398frpxKsDootFcPfFqZq6dyYTSCSxqXkRbrI0ZY2Zg1plpi7TRGm1NW54XmTMXVYqqsLh1MX/85I8Z992jdA9u2fuWTu8jtTGwkQs+vgC3yU1fR1+8US9f1n5JQk3wwmEvMLJwZKc8TkJJ8MaqN/j7N3/PGttkHBGMB0moCWx6G8Xm4i5NA/bGvPhjfkKJEHEljsPgoNRSut2pn0k1SV2wjldWvMLchrkUm4q5cMyF1AZruXHOjekeUwWGAv4x5R9MLJ3Y7WmmSiBG28sriK30ZhzXD3DgPnEokr3nmidpSQXvB+sIfZW7ptt55AAsk8q2+z2jBON4311L5MfNtuXuM4anHOxyOMXJxWaKzuscF77oSg8tT2RHI5FFSi8bh1zYfrRMCcTxf7YB4yAnalRJmTZoEPyqlnhNAOMIN+6Th3bIVjteF6TpgR/T0R5BJ+I8emDONLhNFF88Bn2FLe/4L+caXtiM7DLR9sLSDJOLTciFplQEURYQjRJKIIFxgBPRrt+maFBkeRutT2X3eRJtOopnjEF27pw0b7/fj8Ph6JA26PFbrM8++yzTp0+noqICSZIYN24cJ598MvPmzct5/rXXXssVV2y2JPb7/VTtQOF9Lz2b+MaNeJ59Fv8HHyLo9ThPPAHHEUegK+1YN/t8pBqb/iGvUCo49Q/b7FCXqK0l8t33uE47Hbm0NDuyJMsUX3pJr0jKgaDToduKyUVs7doskQSgRSI03XU35Xfc3imvbUu4haSWRC/pu11EdDbzm+bnHVvatpRAPNCtz7El0sJFsy5ihWfzgsAf93Pb3NuQRZnjBh2XEQVoDDVmiSRIGRo8v/R5DJKBSz+7lFOHnsqMMTPSgsiis1Blz/+7IIkSI9wjePWIV1nnX0drpJVBBYMoMhd16usRV+K0RFpY41vDBaMvoNJWyUrPSha3LubRgx7FoXegaiqrvKsoMOx4Y9zmSDN3zbsr63iltZLh7uFcOftK5jWlfluLzcVcs/s1TCqb1CU1Ti3hFtYH1vPM4mf4fOPnqJqKXtRz4pATmT5yOoXmbU8HlEWZans1l4y9hFAyhEE0sM6/jitmX5HRhNgT83DRrIt47YjXGFjQvRsosbX+LJEEEF/tI7bWi3l0+yJciSTREgqCTkIyde8STo0oRJe15R0P/9SCeXwxgmH75iVZ9TgP74d1Uhmh7xpATrm65bPTTjaFUcPJHRZKSjiRt7cRSZXwT83Y961u9x6iRYfk0KfS72QhVX+0RVqbdVJZh0SSEkni+2BtxrVaQkVsx+QBAcQOvuZKME7bq8uJLfdiGODEeeQAPK+vzEivE3QijkP64vtgHWgaRReM3i6HQCUYzzCK2BI1kCBeE9hpQmlb6PFCacCAAXz++eeEQiH8fj9lZWWceOKJ9O+f3RwQwGAwYOgE++Zeej7xjRtZd+JJKK2bXW6a77wL/zvvUvXoo+hKd8yVyjh0CPbDD8P/7nsZx00TxmPdd9o23SvR2EiithaAxltuoezmv+N96b8EPvsMFAXjyJGU/OVa9P367dCcf8sEPvww71hw9mzUQGCHhFJbtI2va7/moQUPURusZYBjAJeNv4zRRaPbtW/OOdd4AG/MS1JNYtPbdlqNSL50tk10dwF8baA2QyRtyYPzH2Sfyn0yeh2t8a3JEkmb+Hj9x/xz6j95c9WbPL/seQ7qe1BW5Kg9JFGizFrWrhX5jhBNRpnbMJcrZ1+Z0fPokH6HcFi/w6gP1nPt/GupD9UD0M/ej3/s/Q+GuYZt9e+WD2/MmzOd8MoJV/J/X/4frdHN36VN4SaumH0Fjx/0OHuU7bFdj5ePhJJgadtSHl34aEZT4bga59mlzyIKIhePvXibGuFuiU7S4ZScRJIRnvjpiQyRtAlVU3l26bP83x7/16k1Z+2hRpLpNKxcBL+qwzC4AMmUvWOvRpIkGkL4P15PojmCrtiUcm8rtSB2l2ASQTRI5EsOF0077oonWfVIVj2GPqld/vDiHC52W6DGFJRgfIfEkpZQSTbnN2iJbwyiqSpCOw7AgihgHlNM5MdmEvWZnzHTqEJ0JZaOzSWmEFvtzTqebErVMm1p5JC+/+giRFvHojyKJ0pseer+sdVeDEMLKDxnFOH5TSieKLpSC8YhLvyf1pBsiSDoRbTtbMyrJVWSjfndAGNrfNucIrkz2GV8ny0WC2VlZXg8HmbOnMlRR+VOF+nlt4GaSOB57vkMkbSJ2IoVhOfn3ynvKLLbTcm119Ln+eewH3kktt/9jqrHHqPy7rtz1sfkI97QQHTZMnSVlVQ++AC2/faj9uo/IbldVNx1JxX33Yvt4IORKyo6pUfTbxXRnP+HSDAYOpCPnZ9wIsxzS57j2i+vZUNgA6qmstK7khmfzuCj9R+RVPLbmP+Sdb51XDn7Sg59/VCOfPNIps+cznf13xFJdNxJrSncxA+NP/DGyjeY1ziPpnDT1i/KwZjiMXnF0PiS8dssAHeUfCIJUlGALWtPWsIt1Phr8p6fVJMZTnLPL30+r+PdzqAx3Mglsy7Jagz7wdoP2BjcyIvLXkyLJIC1/rWc9eFZ1AW3v5WFTsxeTPW196U+VJ8hkrbkru/vwhP15BzbXloiLSiakiGStuTFZS+m7c53hHAinNfmHWB52/JOdTDcGpqmoSXz9yHSkmqGE9qWxyOLWmj+90Jia3yogTix1T6a/72QyOKWtClEVyNZ9Fj3zu/2at2rotN76+hKzXlXqpLbSGJjAN+H61BC2f36Ooogi+2m1ukrrO2KpE3IDgPuM0fgOnVoyhhjhJvCc0biPHJAxyMyAjld+fyzNmDfvxpDf0fGucbdCnEe2q/DEaXoiszPcuSHJuK1AdRIErnQTKIpTMtTi4j/bA+vr7S133OrPUQBsZ3nvas0re3xEaWZM2eiaRpDhgxh1apVXH311QwdOpSzzjprZ0+tl52I6vHgnzkz77jv9dex7bsvonHHhIfsdiO73ZjGjgXo0JflliQam2j997/xvfpaqvGqJGE7YH/K/3EztVdcife/LwNQdNWV6Laj2awaj6P4fAiy3LG+RL9i7IcdSutjj+Uccx57DNIONPNtjbby5KInc47d9f1d7FW+V4eaedYF6zjzwzMzFqVrfWs55+NzePHQFxlemNvJb0tq/DWc/8n5bAxsTB8rs5Tx6IGPbnOfmEJjIVdNuIp/fv/PjOM2nY3r9riu24XSltGiX6IX9ejF1I9uU7iJqz+/mlOHnZr3/AJDQYZbnC/mI6kmuy16sDU+Xv9x2lDilzyz+Bmmj5zOwpaFGcdjSozXV77OxWMv3i4jggJDAf3s/Vjr35wO09fRl2Vty/Jes7Rt6VZd97aVpJZsV9zH1TjBRO7C9W3BJJvo7+jPGt+anOODCgZhlLov9Uc0yZjHFOPLU5RvHlOcMzqkBOJ431md8xrvO2swDHBut4nCtmIc6MQ4zJVyW9sCy55lKVHTyUhWHfaD+uL/pY21KOA8cgCCJKL44iTbIinb6u15DIsO+0F9ctbSIAvbFPWQHQbkUUUYh7oQBKFD6XYZc7HqsEwqJ/Bp5iaQoBeJ1fhxHD3g50awQuq9IoISTKCpKfMJYSsRvV+mRSbqQ9gP7EPw81rUX4pNARy/65szwtmx56LHfmB1lgV9alDAMGTXWLP0+IiSz+djxowZDB06lNNPP50pU6Ywc+bMXivv3ziaKCLo8y94RKOxUxvjCaKYIZKSbW3EVq8hunIliabcP/hqJELrv/+N98WXUiIJQFEIzPyItv88i/vcc5GcTkquvQbnMccgbPGeTjQ2EvjsM+qu/QtNd95JdMVKlMDmkLumqsRramj6579Yf8qp1Ew/G+9bb5Nobu6057yroSsrw33eednHq6txT5+O2M77ZWs0BBvyLmqDiSDemLdD95lTNyfnzr2qqdw7/14Csey0ii1pi7Zx1edXZYgkgPpQPZfPvpzWSPtpKr/Eordw9MCjefGwFzms32FMKJnAxWMu5uUjXmaAc8A23aszGOgciF2fu7D2yAFHplMUv2/8nh+afqAl0sJwV25xedrw03hj1Rvpfx/Y90DMup6zg7nel916YBNN4SacBmfOsR+bf9zuKEihuZA79rkDm25z0bcn6mnXnKLYXIwkdG6UQC/q2003FQURk7zjtv5mnZlzRp2Tc0xA4LRhp213et/2IAgCppGFSAXZj2kaXYRxuIvYWh/RlR6SbVHUny261WAi7cT2S7SYknYT6w4km56CYwdR9MfRWPYqxzq1guKLx2I/sA+SpfM3IUSDjGX3UgrPHolhgAPZbcQ0uojCM4YT+rqOlsd/Il7jT9fYqHEFtZ2oXT70VTYcR/ZH0G3R0Namo+jsUTn/Xludt07aZpEEKat4y+6l6Ko2p4lbJpbiPGIAsTU+Wh5ZiPftNaiBOJFlbTT+ax5N982n6YH5RJe1ocbaz24w5hAnvvfW4DphcEa0SnIbKZw+Erm0YymDm1DCCeK1QTzvrsHzxkpkpwH3WSMyolKCXqLwrBHIjl0jg6bHR5ROOOEETjjhhJ09jV56GLLLRcGJJ9J0R273uIJTTt6hhXE+NEUhtnw5dddcS2xFKk1IV1FB2c1/xzhmLJJp865esqUFzyuv5LxP+JtvKL7yCswTJ2AePz7DqS9RX0/N2ecQX7N5F7T1sccp+cu1WA88kETNBkSTkZrpZ6MGN+9M1v/5z1j3nUbZzTfndYb7NSM5HLimn4XtwAPwvPQSiseL/bDDMI8ft8PmHltzxtoU6WgPRVX4X+3/8o4vbF5IOBnGZsjvXOSJeljatjTn2CrvKtqibdtc8G832BlpGMlNe91EQklglI07zTa5xFLCowc+ygWfXJAhPncv3Z0LxlyAQTYQSoR4dcWrANw3/z5u3/t23lr9FrNqZqFoCk6Dk9OGn4aqqXzX8F3qvuYSplZM3RlPKS97lO3Bm6vfzDk21DWUdf51OceqrFU7tLgfXDCYV458hW/qvmF+03yGuoYyqXwSTy96mqSWvcg6e9TZnV5DV2wupjHcSKWtMkv0A+xbtW+nmWb0c/Tjjql3cNOcm9JRKrvezk2Tb2rX0KOrkJ0Gis7bjdDcBsI/NIIG9t/1BVGg6d75mx3IJAHH7/piHl+y9U2/TtwU7Ai/rCPq8scz69BKzD9bhZuILGyh9bnNbm2xNT48/12O6w/D8L27FtEsY51cjlxs7nCUSTLrsEwsxTTMjRKII0giolWHZNt6lKazkR0GXCcPJbEhSNIbRTLraHthc9RXDQdpfW4ptmmVmEYXEVnQjBpM0PrsEopnjEFfmf83RLLpcRzZH9/bm9cXydYo3pnrKPzD8FQ9kqohGqV2m9/mQgknCMzeSPCLzZ/p8HeN6KttFF86jkRdCNEkIbtNqdd1O4TkzqDHC6XfIpqigCh2qS3rro4gitgPPQTfe+8SW5zZ5M126KEYBg/uksdN1Nay7g+noYXDGcdqzj6Hfq+/hjR0aPq4EghAIv9OX2zVKvT9+meIJDUep/XxJzJE0iYab7kVfb9+BGZ9RrKpKUMkbSL42WziNTW/SaEEIDudyE4nxhEj0FQVsZN6JxWZiygwFOCJZddq9HP061D/GUmUqLTmz+8vNBVutUh/a5GEcCJ/4ezW0Ev6nZ6WJgoiw9zDePnwl9kY2EhLtIX+jv4ZbnMCAuLPyRChRIgrP7+SI/ofwb/2+Rc6UUeZpYyP1n/E4z89jl7Uc1j/wzhvt/O6zJRhexlfMh630Z0zwnjRmIv42zfZbS4ATh1+arrWqDncTCAeQBREHAZHh96HoiBSYa3g2MHHcuzgY4FUSt/9+93P5bMvz6iZOmrAURzU56BO/y0SBIFqWzX/nPpPrv7i6gyxNK54HNfsfk2nOe2ZdWYOrD6Q0UWjaY20IghCusfU9ppi7ChygRH7AdVYJ6Xek0ooQdN98zMbeyoavvfWoiu3IheaEC267NQoQLTqEK2//gwb0SSjKzTR9t8VOV+HZGuUZGOYeF0QLZIk8lML1inl2Par7rCdtaiTEAukLklj1DQNxRdH8cVQQ4nU39Sav/GqzmUCLeWm1/ZC7s2xwP9qcf9hGJEFP2eSaOCfVYPrxCF5a5ZEo4xlXAmGfk5C3zeg+uOYRrrR93EgO3cswqO0RjNE0ibiNQEii1qw7V3Z7aKzM+gVSj2IRH094e/nEZg5E6moEOfxx6OvrETq7f+UG0mi4l//IrpsGf633v65GenJGAYO7BKhoCkKvrffyRBJaVSVloceouzWW5EsqVC1ZG4/zUcuLkZfmblwVlpb8b72Wt5rQt98i23aNDbMmJH3HP8HH2D+uabqt8ovUyV3lCJTEXfvezfnf3x+Rr2GTWfjn1P/2eEoztEDj+Y/S/6T04Vr+sjpW72PQ+/IaJa6JaIg4jQ6OzSPnowoiO26zZl1Zk4YcgLfNnwLpBb5r658lVdXpqJM1+1xHWeOOJNjBx+LiIjT4OzW9Cp/3E9ciWPVWduNRJZZy3j6d0/ztzl/4/vG74FU5OvCMReSUBMcP/h4HvrxofTfWi/quXHyjVTZqogmoyxoXsDf5vyNDYENAIxwj+Dve/2dAc4BiEL+935STdIaaUXRFEySiQJTAQbJwB5le/DW0W+x1reWQDzAYNdgCo2F2A1d8/vjNDqx6q08esCjtEZbaY22Ummt7HQLdgBZkim3lneojrC7ECQRyW5AS6r4Pl5Pjq8EAAKzanCdOgzXyUNoeXJxhm00koDrpKHbZd28qyHqJES7IadI2kSiKYzsNJCIpCKjwS/rMI8v2aa+P12Bpmok6oK0PL04I03SNNKN86iBef9+OrcJLZJEDedJp1M01EgSDBKiJKScEetDaDEV2vnKSzUaltEfMQBN1TpFvGiqRnBufd7x0Jx6zGOLkbcxStUT6BVKPYR4bS01p5+RtpAG8L74EkVXXkHBiSfmFEtJjwctHke0WtOL898CajxO5McF1F97DYnaOnTV1Vj32w/n0Ueh79s3VZ/UFY8bixH+7ru845GfFqGFQrBJKLlcWKbuTeiL7HQrff/+6Pv0QS78xcJY09Ci0azz03MIhdAAQZLQkrm/PIXe+r1ORxIlRheO5o2j3mD2htmsaFvBmOIx7Fm25zYtvsosZfxjyj/461d/zUhzOmrAUUytbD81rCncREyJcfTAo3ltZbaYPrL/kbiNv41I4pjiMYwrHscPTT9kHB/gHMC0qmlY9dYu6f3THp6oh6WtS3nsp8doDDcytngs00dOp8pWlTdS19fRl3v2vQdvzEtCTWCWzehFPZIosUfZHhza71DW+NYgCzJ97H1wm9wYZSNLW5dy3sfnZbj6LW5dzBkfnMHLR7xMpS135LIp3MTLy1/mhaUvEEgEGOoayp8m/onhruFY9JZuFxOyKFNlr9opKXDtocaSKIE4sRVe1EgCw6ACZJexUxqb/hItqZJsyf+dn2yLQlLD0NdOyeXjCH3XQKIuhK7cgmViKXKBcZfcpd8eRIOEoBNzNkgFkBwGlF/Ua0UWtqAv27m9CRVfjObHf0KLZm5wRRa1IrlNOA7skz8NbSvpaZJNj+v4waihROr5B2IZdVY55xNJQlJF0EuIhs5Ks9byCzpSNu75NgN6Or1CqQegRqO0PPhQhkjaRPOdd2Hbb78MoZRsayP83Xe0PPJvks3NmMeMofDii9D36dNlIqEnkdiwgZrp0+FnoZCoqcHz9NN4nnuO/m++gWFg1zQQFHQ6dNVV8O23Ocd1paWwhb23ZLdTduPf2Hj55UQXLEgf1/ftS9XDD2VFkwAEiwXTxAlEvvs+52OYx48j+NksbAcdhP+dd3KeYz/ssG15Wr10EFmSqbJVcdrw07b7Hha9hQOqD2BM8RgWNS8inAwzung0habCvMX7kHK6u+CTC6gN1nLT5JswykZeX/k6kWQEk2zixCEncvqI0wknwzSEG5AFmQJjQbe71nUXxeZi/rnPP5nXOI+Xlr2EoikcM+gY9irfixLLjvVP2x6C8SDPLXmOR396NH1sQ2AD7699n6cOfooxxWPyXuswOPL+ncw6c5boCcaDPPTjQxkiaROBRIBP1n/CGSPOyEqXa4u28Zf//SUdiQNY1raM6TOn88gBj7BXxV4deaq/etRYkvDCFrxbNuH8uAb9AAfuE4ci2TtXLAk6KdUfZ60v57iuwopgkBBkCV2RGcfv+qElVQRZ/M0IpE1INh2WSWUEv8heKwkmGdEkowYyWwC0Z8feXSTqg1kiaROhOfVY9yzLm+4nWXTIbiPJ1mwxLRgl1LhC23ObU/MMgwswDXFBLvfEcIJEXQj/rBoUXwzzhBLMIwqR7PqcluTbgiCKmMcUEc3T98o4pKD7+n11MrvmrH9lKB5P3kUvQGDWLAwDUg5Uit9Py4MP4nn+hc3jn3xC4LPPqH7maSwTJnT5fLuLZFsbyZYWkg2NSIVu5KIiJIeDtv/8Jy2SMi9I0vrkU5T+9fpOEYxJnw+lrQ0tEkV02JELC3Gdeiq+V17NeX7hH/+I7Mhc8OjKy6h66EGSzc0k6uqQi4qRS0vQFeW2G5UdDkquvZZ1J56UVd9k3G031FAI3+tvUPnQg4TnziXZ2JhxTsHJJ6Mr7znpJb1kY9KZqNJVUWXr2C56a6SVyz67LJ1idf1X17N/9f7cNPkmzDozfe19KTAUMK9pHv/49h80hBqAVK3HjZNvpJ/j19nEuNhczCH9DmFKxRQ0TeuyFLGO0Bpt5bGfsq3pk2qSv835G48f9Pg2m2zkI5wI81PLT3nHv234lpOGnpSV9lcXrMsQSVty29zbeOrgpyg075zGxx1B0zSaI82omopBMnSoHmt7ULxxvK9l916Kr/YR+qER29TOrbMQJAHLxFKCX9XBLxf1Atj3q87Y9RdEAUG/c8xWdjaCLGGdUkGyNZqxIBetOgqOHYTvlxbipJq9dheaoqL446jhJIIoIFpkJLshp8hJXxNX0JT8oRbJpsd10lCaH12YGUkTBZxHDcwSjbEVHvyf1uA4vH9GTys1rhD+vhHf+2sxDHJScOQAwota8Ly6ArnIjHVKBbLbiLgD7y19tR25yJTVvFfQidj3r96he+9MeoVSD0BT1c320TlQg5u7PCebmzNEUhpFoe35F9AVF5NoakILh9H16YPsdiNZd27YeXtI1NdTe+VVRH7YnFqj79+fygcfILExu1hwE9FFi1DD4R0WSvGNG6n/y/8RnjsXAMFkwn3O2TiPP56y226l4fq/bv6biSLu88/HOCK3TfGmXkzGLYwe2sMwcCD9XnmZprvuIvT1HCS7nYI/nIp1n31Y/4fT0OJx6q//K6U3/JXYsuWEvv0G0e7AddppGAYNRHY6d+i599KzaIu2ZTTN1ND4pOYTPqn5BIA3j3qTld6VXDzr4ozrfmj6gTM/PJMXD3uxR9VmdDY2fX6Hp+5iUcuinHVnkHIj9Mf9nSaUdJKOEnNJ3gaxldbKnI1l5zflb8K9zr+OUDJEIT1TKLVGWvlo3Uc8segJGsONDHUN5coJVzLSPbLTUyzDC/L3dwp+WYt5XOfXWchOA0XnjsLz8vL0olqy63EeO6jdRqgdJWUkECPRGEZpiyKXWpDdxl2zXsRuoODYQagH9yXZGkE06xDNMq0vLiPZmFk/bBjq6rb+Uko4QWRBM74P1qH9bOsuuYy4/zAUXXn+96ho1W01VU5XbqXksnGEF7YQX+9HV2rGtFsR/o/WpxvDbkno+0Zs+1QhurYQSoEEvg/XoSuzYJlQSst/lsDPAi1eEyD8QyOuU4ZhGu5CkLavvld2GCg8eyTBr+sIzW1AS6gYh7lwHNQX2bXj7+OdRa9Q6gGIVivm3XdPL8p/iW3ffdP/H9kihWtLzJMmYd9/P9Yeexzqpn47goDr9NNwn3feLuWCpgQCNP7rTozDh2GdNo1kfT2+994jvmYNGy++hKLLLiX01dc5r9VVV++wSEo0NbHh3HOJr12XPqZFIrTc/wCiyYx5yl5U3HsPyZZWSCbRVVTg//hjokuWYJk8OcPFbnsQ9XqMQ4dSceedqKEQCAJyYSGK30/JX66l5b77SdbXU3f1nyi88grK//lPJIcD0bDr/ej1snVCidBWx++ed3fOsbZoG981fMdRA4/qiqn18jOy0P5Paa40ue2lwFjAubudy+WzL885fvyQ43PauxcY8kdgZEHe6nPYWfhjfu7+4W7eWvVW+tiytmWc+9G53LnPnRzY58BOdeVTvPmb66rhJHRBJpcgixj62Ck6fzRKOJFyOzPLqQaiO/jcNE0jUR+i5fGfMmpI5EIThdNH7JILWMmccovTFacMkzRVw33KMIJfbCS6woNokrFMKscw0NltRhfxmgDetzKbAittUZof+YniS8ciuYwobdmRJfuBfbY6R0ESkN0m7PtWpVIJJYHwD01El7XlvkDR0BKZqX7J1gioGtbJ5fjeW5MWSWk08Ly6Av1l43ZIXMpOI46D+2LbqwJN0xBNcl4Hvl2FXXv2vxJkh4PSv93I+lNORfFk2g9bpkxBV7U5R13Isxh2n3UmG2ZclJmupWm0PfMfDEOH4vz977tk7l1B0uPBfvBBeF9+heAX/8PQvz/lt95C4KOP8b31FrriYhBFULN/sdznnoO4Fbe5rZHYsCFDJG1Jy7//TVlpCbVXXIlUUACShNLSAkDw00/p9/pr6Mo6x4ZYstmQbJt3y+WCApzHHYd176losSiCTodUVITYa96wU0iqSaLJKEbJiCx13VdpgaEAASFnxEISJGx6G0tal+S4MsXXdV/3CqUuZnjh8LxuhCPcI1jtXU2BoQCXqXPc3MaVjOOMEWfwn8WbHRRlUeZvk/9GhaUi5zVjiscgC3LOXkkH9z24y1LZdpTmSHOGSNqS2+bexuii0Z1al2Yc4Sb8Q+6okqG/HcHQ8d32VAG71uH6D8mu7/QaKMUfp+WpxVmF9smWCJ7XVuI6ddhOd4XrDNRQAjWpYN2rHC2uEvq6lsBnNRSdO6rLxaASiuOfuS7nmBZXiK/xUXTOSDyvriS2JlWLJhgk7AdUYxpZuE2pnJtMH+Si/M9JMEoIxl9slkipxxBNMoo/nuOqVPNixR/f4SicIIlIu0gz2Y7QK5S6ETUeJ9nUTHztGtRwBMPgQQg6XarWpM1Dxf33oXi9NNz0d0S9HteZZ2A76OCMaJBpt91wHHsMhoEDUf0BfO+/j1xQQHjeD3l79rQ8+BDWKVOQ89TF9CTUeJzId99R/3/XpY8lamoIzp5N6Y03EK+tRfEHKLvlFhpuuAEtFkM/YADGUSOxH3Y4hv79d3gOsZXZ+enp+fl8KZEGWaJW8XhItrZ1mlDKhSAI6Eq7v1i9l83ElBi1gVpeXvEyy9qWMaRgCCcOOZEKa0WX2FC7jC5+1/d3fLDug6yxowcejVW2Umwpztm4E6CvvW+nz6mXTNxGN3+a+CdunXtrxnGzbOaPo//I37/5O/+Y8g/2MO3RKY/nMro4f7fzOW7QcSxtW4pBMjC4YDBFpqK878FCUyF3TruTK2ZfkSHo+tj7cMm4SzDrdmyDqStojbS2mzLYHEn1kepMoaSvtCG5jSi/rCsRwfG7fkimrYsKJRAnVuMn9HU9mqJiHleMcbBrh/vUbA+KL5ZlcLCJ2Gpfyi1tFxdKij9Gy9OL0SJJ4g4f1knl2A/sg6ZBoj4EZhnZmP85Jn0xtLiCIAmIFt02R0C0pEaiKX8Pu+hqL5aJpbhOG4YaSqAlVETjzxHD7U1zKzAgl5pJNmQ+rmiWcZ8+nERdiMAnNYg2PebRRUgFxpRj4FafzC5qTdeF9AqlbkKJRAh9+SV1V12NFvs5tC8IOE88EedxxyLW1aE0NSM6HfR96UVEnQ6psDAj7K4mEqjRGFosTtuzzyG7XLjPOAPJ7Sbw6ad5HztRX5/XSrqnkWxpoeEft+Qca77nXkquvw5daQnmiRMw7z4RNRQiuvAngrNnE/xsFrpCN1RUItm3v25BV5W/yF4wGtv/IunEFJueRNLjQUskkOz234SzYj5UTeWHxh+48JML0zvz8xrn8d/l/+XB/R9kz7I9c6Y97Qg2g42rJ16N0+jktRWvEVfjGCUjJww5gbNGnkWhqZBzR57LDXNuyLpWEiQO6XdIp85nZ+OJeogpMfSifrsjNIqq0BRpojncTEyJUWopxW10b7dYMOvMHNDnAMqt5byz+h2awk2MKBzB3hV7c9/8+2gMN/L80ucZUzSm08S0TW/DprfR19G3Q+cbZSN7le/F20e/zRcbv6Ah3MCeZXsy2DmYYktxp8ypMwklQjy84GFGuEe0e15nN42VHQaKzhmF/5P1hH9sBkVDV2HFeeQA5JKtvz+UQJy2V1cQW755Iy2+zp9KdTtnVLeLpfYsm4G8Vtu7EsnWKFokia7Mgv3gvvg/WkeiLpWyLNr1FBw1AHGgM0sAqZEk0VVefO+uQfHFQEhFFJ2H9d+mqMqm1LhkHrGkr0jVKEkmXYeEdkeQbAYKzxiB542VxFZ4U/MwSrinj8Tz8oqMuQRmbcB51ADcZ45A8cfzNi8WdL+uSFBn0SuUuolkfT21l16WmS6maXhfegnDoIF4XnyJ+KpVCAYDRZddiuPoo7Nyk2PLl7P+5FPSJgLJujoaFi3CceyxOI75Pf6338752IbBg/Om7PU0lObm3A1dAcXrTfWMcrtT9TiqyobzLyBZV5c+x/vCixT/6U84jz8uI21tWzD074/kcqG0Zef/Ok88gcDnX+S8TrRad6lasI6QbG0l/N13tD72GEmPF/Mee1B4zjnoq6s6rV+TpigowWAqlXAH0ya7mqZwE9f875qs9CVFU7j2f9fy8hEvU2op7fTHLTIXceX4Kzlj+BmEk2HMsplCU2F60b1P1T4c23JsRn8lg2Tgn1P/2SXz2Rn4Y34Wtizk/h/uZ61/LVW2KmaMmcG44nHb1Gg3rsT5selHrvj8CnyxVBqMLMict9t5nDT0pO1OQRMFkfvn38+QgiGMLBzJWt9aXlz2Yro+KZgIktSSGH7uBKlpGk3hJgLxALIo4zQ627WI7wwMsoFqezV/GP6HLn2czqA10sorK15h0rRJmGQTkWQk65zxJeO7JGVQLjDiPHog9gP6gKYhGGQkS8e+7+J1wQyRtIlkS4TwD43YplV1q6237DZinVyOvl/KkTXZFCb0bT2KP46gF3dZy+YtUcOpNZH94L60vbgMLbY5Yqr647Q+u5SiC0djqM50xoyt89P2/GZrbTSILmqlpSFM0XmjkDpodiFZ9dgPrKbt+WXZg7KIcXjXrAvkAiOuk4ehhuJocRXRIhOYvTGnYPO+tZqSy8chOvQ4Du+P5+XlWX2NHEf0R7Tu2tHFrqDzWtf30i6+117PWVMD4H3pvziOPAIALRaj6fY7iC3L/MAlPR4abrwxpzue77XXkKxWpMLcjkXFV12J7OrcTuddhtj+W1J2uZALClAjEZrvuz9DJG2i6Y47SDY3b/cU5NJSqp96Erk0c4FpO+hA3NOnY50yJed1pX+9vsekNyaam4mvW0+8thY1mr84uT2SXi9Nd91F7WWXE128hGRdHf433mDtMccQbSc9saNomkZ840ZaHn6EDWefQ+3FlxD86muSOQRqT6Et2kZbNPf8PDFP3rHOwCAbqLBVMKhgEBW2zDQ/t8nNFeOv4O2j3+b2qbfzwH4P8NZRb7FXxV5ZNtG7Igklwcx1M/njJ39kSdsSIskIKzwruPSzS3l91etEk/ntd39JQ6iBCz65IC2SAJJakocWPMT3Dbn7l3UEh97BnmV78s6ad3hu6XN8VfdVhonDoX0PxaJLNaMOxUPM3jCbU98/ld+//XuOePMIZnwyg9Xe1Xnu/tsjmAiiairPLnmW6/a8LstsotBUyI2TbuyyXmGiTkIuMCK7TB0WSWpSJfRtfd7x0PeNqMH8DrddRbItQtsLS2l7finRZW04jx6Iob8D27SqbjM76Ep0xZZUL6oNgQyRtCX+metSjVZ/RgnE8b2/Jue5yZYIiYb8qXS5MPR3Yj+oT7oWCFKOdkXnjOyyKKKmpvpp6QrN6MutoAmEv2/Me35kaRv6QjOmYS6KZ4zBONKN7DZiGOKk6I+jMY8qyrAU7yXFrr+VsAugJZPE1q3LO56or0cuyBQyLY/8G+OIEelGs6rfT3TR4rz3CP7vSyrvuZuGm/+RFlmS00nJtddgGjVqx59ENyEXFiLa7aj+bMtLuagoLUSSHg/+D7JrNjYR/PyL7a5XEgQB45Ah9P3vSySbmlC8PnQV5UhuN7LDgXXaPvT970s0P/Qw8dWr0Q8YQOGFf8QwYECnRVm2FyUQIDxvHo233EqipgZBp8Nx9NEUzrgw1RB3G0g2NaUE/i/QYjEa/34zVQ8/hLQDVuTx9etZf9LJKF5v+ljoq69wnnwyRZde0iNtzrfmXtaZ7mbbit1gx26w/yr7JjVHmvnX9//KOfbg/Ac5uM/BVNhymxj8ko/WfURCzb1YfWjBQ4wrGbddVt46ScfJQ0/mzVVv4o9nfn+VW8ozGrou9yznks8uyThnYctCzvzwTP57+H87bOfeEm4hkPg5ImVw9gir9M7CIqdE5bzGeRglI/ftdx/zm+bTFG5iiGsIUyqmdDjtsFtp7ytA1fLayHcFSU+U5n8vzBBn8Q0BWp9fStH5uyG7TGlzgF0Z0abDtFsRsdXevOfE60Ip2+6fI2haQs3q97MlsXU+jIM7Hq2ULDqsUyowjylKRetkEdGaMufo7AiiEk6QbIkQnFOHFkpi2q0Qw8AC0LR2Uyk3Rd5Eo4y+0obrhCFoMSUVWdzFnem6kt5XphsQZBnLpD0J5qkjMo4YniWk4uvXo0Wj8LNQ2lqkRRAFmu9/gIr774N4PFVP4nCAwYAaiYAo7hL9lOSiIspvv42NMy7KjMDJMuW334Zc/HMuvarmNa8AUIPBHZ6LrqQEXUl2kbBktWIaPZqKO/+FGokgmkw95rUN//ADGy/4Y/rfWiKB95VXiCxeTPW/H8mIeKmxGMnmZuJr16LFExgGDURyu5EsP+96f53bgh0gMn8+it+/3UJJCYVo/tedGSJpE94XX6TgpBN7pFByGV1YdVaCiez3l0VnwWXcRSK3uxieqIdwMvcOb1yN0xxp7pBQ0jSNZW050mN+ZmNgY14R1REqrBW8eNiLPLrwUT5a/xE6UccRA47g9OGnU2ZNmbz4Yj7umXdPzuu9MS9z6uZw7OBj232cSCLCwpaF3PzNzazzr0NAYHL5ZK7d41r62Pts9/x7Ei6Ti30q9uHz2s/5qu4rvq77mlGFo3AanXzf8D2H9jt0Z08xC1EWsUwsyWvbbB5b3OHoVGcQXdaWO4KlaAS/rKPg2IHdNpeuRDLrMI8rJunJH1mWnQaELaI9iAKCQcobgZILtj0KJOolRJepS132lEiC4BcbCczebN4TXeFBchooPG8U+r524uuyN5oBjEMyf59EvQS7aBPY7mTX30rYRbBO2xfRkSNFQBBw/eE0fG+8kXHYMGgQwhb1GpLDgXnypNw3FwSMw4Yh2mzIBQUYBgxALiwk+NVX1Jx6KmsOP4Laq/9EdOky1GjmF4mWSBCvqaH18SfYeMUVtD37LPENG9CU3F8eXY0gy5j33JP+b72J86QTMY0dS8Gpp9L/7bcwjR+P8LNgFK1WTOPG5b2PdZ+pXT5XyWpFV1SUJZI0TSPR0Eh05Upia9eRzCEGuoJkczNNt96Wcyy2ZAnxmpr0v9VQiMDHn7Dm0MPYcO55bJwxg9W/O4S2J58k+bObn6DXI1qt6CorEUy/+OIXhK2K9/ZQfT4Cs2blHQ98kt+cZGdSbCrmuj2vyzl27e7XUmTqGamXvza2VrCvlzqWPiQIAmOKx+QdH+AcgEHa/jQZQRCotlfzf3v+H+8c/Q6vH/k6V4y/IiNCFE1GWdq2NO895tTNQduK89Qq3yrO/ehc1vnXAakmxF/VfcWZH55JfTB/6teuhE1v47pJ17F76e5A6jkubFlIU7iJqyde3WkNfDsbfZUNfZ/syJ7k0GPZvXS7Xc62FTWhEFmaPxU4tsabVyTsikhmHdY9SiFP8Ma2XxWSdfP3hGTTYZ2Ux6FWEjD0d3b+JPOgBOMkmsIkGkMo/lSqvBJJkPTHUGO/qIf1xTNEUvq4N0bw6zoch/aDHBEsfZUNTUm58yWawxlpiL20T29EqZvQVZTT57lnqb/2L0QXLQJALiuj6OKL8c/8MMs4oOiiGRkLcMlup/T//o/1p/4haxfeff75BP73JcVXX4VktabqmW69jcB776XPCX32GWu/+II+zz2LeexYIJXfGlm4kJqzpqPFU/ahgfc/oPmee6h+5hlMI0d2xUuxVSSTCWnQIEr+7//QolEEozGrV5DsdFJy3f+x7sSTsiJLlqlT0VV0LA2ns1GCQUJzvqHx738n2ZTqxWEaO5ayf9zcKdbl7aFGIsTbSfEMfz8P8/jxAMRra6m7+upMBz9VpeXBhzDtthvWffbBMnkyks1GsrEJXWUFitdL8z33oni9WKZOTUUsu4oealEqSzL7VO7Ds4c8y78X/Js1vjX0cfThuEHHsda3lg2BDfR3du3f+ddIKB6iIdzAe2veoz5Uz7SqaYwuGp02oigwFlBuKaculF2T6Da6OxzJ0zSNCaUTsOgsORv5XjL2kk4xBzDJJkxy7l1lSZQosZSw3r8+53iFrYIfm36kzFqW04jDH/Nzz7x70NCQBZnxJeOx6q2s8q5ivX893zV+x5HWI3f4OfQESi2l/Guff9EWbaMl0kKBsQC30d1jRRKAZDfgOmUY0RUeQnPq0JIa5jFFmMcW73B/mm1BEMV2ezKJFl3OBfWujOQ04vrDMDwvLd+cgiaAdWolhv6Zv1eCJGKdXE58Y5DYKu/mAVmk8Izh3eL+pqkaiYYQnldWpGzMAcllxHnkAGLrfETmN6OrsGDfvw9ykQlRLxH5qSXv/aLL2jANLsB92jCCX9YSW+NDNMmYx5VgHOIk6Y0hGqVUamBrFF25Gdm+69ewdjWCtrWtq10cv9+Pw+HA5/Nht9u3fkEXE1u3jviqVamIjSghmk3UX3c9yfrULqDkdFJyw1+xTp2aToHahKZpJGpr8X/4IaH/fYlcWIj9yCMQdDr0ffqg/1kcRJcvZ+1RR+d8fMPQoVQ/+QSyy0WioYG1xx6H0tqadZ6uqoo+LzyProeYE+RCjceJr1tPy333Efr2WySnE9eZZ2A/6KCdZqoQmjuXmtPPyDouuVz0e/UVdOUdqz3YHuJ1daw55NDN9vO/oOy2W3EefTRaMknDzTfjfem/Oc8zjh5N+e23UXP6GWmxB2AYPIjiq6+m4ca/UfX4Yxj6bX8tjBIMUvunPxGa9VnO8X5vvI5x2LDtvn9XM6duDrM3zKbUUkpjuJH317yPJ+bBZXTx0mEvpdOsfm0oqkJjuJGlrUvZGNzIMPcw+tr7UmzefnvpcDLMzLUz+evXf804Xm4p58mDn0yn1C1qWcT0mdMz3M/0op5HD3qUscVjEYWt79Q3hhq54asbOHHYidz5/Z1psWLT2Thv9HlMqZjCQGfXpyO9teotrvsqOzIpCRL373c/F826iGJzMU8c/ATVtuqMcxpCDRzxxhEc0OcADul3CF/XfU1btI3RRaMpMhXxbf23XLfndVmuqb10P0ooDhoIJhk1ECfZGkUNJpCLzanmsltJw1MTCoovTnRZG8m2CMaBTnTltg6bA8Q3Bmh64MecYwUnDMYyrmt68mmKihKIo4aSqd5EZrnDDnI7/NhJFcUfJ9kSQU2o6EvMiFZd3qa/SjCO4o8T3xBAtOrQl1lTdUXdULuVbI3QeO/8VO3UlgjgPn04bS8tT0X9BHCfMQLjkAJ8H6wl+EVtzvvpKq2YRhYS/F8tlgkl6MqtaAmFeH0IY38H3vfXpvuDiVYdjt/1xTC4ALmb/jY9iW3RBr0RpW4k2dqK4vGw8aKL08cMgwdRdOGFSE4nmqZi6N8ffb9+CFJ23qggCOgrK3FPn07BKaf8nIYmIBoz3+ThuXPzziG2bBlqIAAuF8nm5pwiCSCxYQNKW1uPFkqiXo9x8CDKbrsVNRhKdYP+Re+p7iTp8dD0z9wF50pbG6Hvvsd5VNft9MpuN45jj8X7wgvZgzpdOpqkJRLE19dkn/Mzyfp6wt99lyGSAGIrVtL65FNU/+eZtCjfXiSrlZKrrmLdd9+n3o9b4DjmmCzHwZ5EW6SNO767g1XeVdlj0TbmN83/VQqllkgLzeFm6kP1rPOv46XlL9EQaqDaVs2jBz7aYTOFrPuGW7hxzo1Zx+tCddzzwz3cNPkmTDoTQ11Def3I15lVM4sFzQsY7h7OgX0OpNxS3iGRBClR9lX9V6wPrue0YadRailF0RQUVeG1la9hlIzdIpSmVNHBYPwAAQAASURBVE7hpCEn8dLyl9LHjJKRa3a/hldXvIqqqTSEGrjlm1v45z7/zDBpkAWZIwccSV9HX2Z8OiN9/IO1H1BmKeOuaXf1iqQegmTRp6IGtUFanlqU0dPIMNiJ67jBeQWEllSIrfLS+uyStEFE6Ot6pAIDReeO6lAdjOw24Ti0H77312YcN40uwjio823VAZRIkujiFrzvrEmn9kluI+6Th6Irt3a5Nbogi8guI7KrY5ESyapHsupTrnE7iBJOpBrKxhVEk4xo0+d1kdNUjfCPzdkiCUCD0NwGzGOLCX1TDxp4Xl9J8YwxmEYU5hVKUoHx5xQ7FUEnIuhFEAUs40sIz29C8W7eRFWDCTyvraTogtG/SaG0LfQKpW4g6fUS37ABpaUlVfwuSfBzDVBsxUrqr78+daIkMeCD93OKpC0RRLHdfjOSy42uuppEfX224YEopmtLtHj7Rcu5rMh7IpLV2iPMFLRYjOjS/LUHoa+/7lKhJBoMFJ53LtFFi4guXJg+Luh0VD74APLPxhSCwYB54gTCc+bkvI9xxIgse/pNhOfMyXhfqPE4SmsrWjKJaDZvUx8pfd++9Hv9Nbwvv0Lw89lIDieus6djGjUKuaBrfsQ7g7gazymSNjGvcR6H9u95hebbS1yJs6R1CTd8fQNrfCk73WGuYfzfHv/Howsf5aeWn7jpm5v41z7/2i7XtbkNc/O6BX68/mMuG3cZFboKZFGm0lbJ6SNOR9XUDoujLdFLemRRZmNgI7fOvTVr/OShJ2/zPbeVuBInFA8xpWIKh/Q7hNpgLQk1gcPg4MWlL/Jtw7fpc7+u+xpP1JPxuhaaCzlm0DGc8v4pWfeuD9Xz5KInuXmvm7e7eW5X4416aQw3MrdhLibZxMTSiRQaC7HoLVu/eBdE8cVofvynrHqg2Aov/s834jikH2KO6IXiT9D6/NIsFz3FE8P77hpcJwzJGyXZhGiSsexeinGYi9gqL2pCxTjIiWQ3dJmpRKI2gOfVzPYRSmuU5kcXUnLZ+A4LmF2NpCeK59UVxFb/3HZAErBMKsM+rQqUlNehaJTS7nJaQiW21pf3fonaIIYBzvS/VX8cNZxI23nHlnszzhd0Io79qxHNMu7ThuP/ZD3+T37eEBXANMKN68QhtP13OSg/J5Jp4J9Vg/vkoVt9L/2W6X1luhg1FiO+eg2tTz5J8NNPcZ5wPI6jjsL3erbtcsHJJyHlWGhqqkqivp7oTz8RW70G44jhGIcMQVeWuWutxuMkm5oQdDqcxx2HYeAAokuX0fLww5BM7WRZpu2D9PMiVC4uRtDpcgoi0WLZdXov9RQkCV1JCYna3Ls9hv5db9usKy2l6qEHiW/YQOSH+chFhZjGjUMuLkbUp/LVBVHEcfgRtD7+RHZzX1HEff55tDzwIJapU4mtXJlOC92EFkmlPiUaGml96km8L7+CFolgGDyIkr/8BeOoUVlpo7kQRBF9VRVFl1yM66wzUw1nt7NJcHciCiIl5hIaw7n7VQxwDujmGXUtGwIbOGvmWSTVzbvhS9uW8qcv/sTd0+7mwk8vTKd/bY9QCsQDeccUTUHRsndcc4mkcCJMOBnGKBmx6nNvnLiMLg7rdxhvrX4ra8wkmxjiGrINM992kmqS+U3zueCTC0iqSSotlZwx8gwe+PGBjL5Om9DQcrrwLfMsyysuZ9XMwjPe0yOFUmuklTu+u4P3176fPiYgcM3u13DEgCN+Vfbmm0jUh/KaJoTnNmCbUoGYo3YpXheEZO7KiOjSNtRQokOLW9EoIxpldEVd/35Qwgl8H67LOabFVSKLW7DtXdnl8+hulECc1v8sSdcZQUqkmgYV4P+khvCPTWhJDeNwF479q0kGYiRqg0jtpFBKDgNqKPOzLwgCklWP69jBRJa1EfxfLWo0iXFwAbZpVcguE2okge/9tSRqt3Bm1SCyqBUkEcuEEkLfNqSHEvUh1LjSK5TaofeV6WKSHg/RxYvT1uDeV16l7O9/R3I68b7yCmoggGiz4TrrTApOODFnXVJ02TJqzjgzI0VJLi6i+pln0nUiaixG+Jtv2XjJJRk1KtZp0yi/9Rbqrv4TcnERpX/+czr6Ihe6KZwxg+Z77smad/GfrkbqwrQ7JRRKPR9RRHa7s6JoiYYGokuWEJ77HbrqaqxT9kIuLU0v9nsiuqIi3OefR8Nfb8gelCRsBx/cLfOQCwuRCwvTph25SJuLXHMNsRWp3T+5vJyKu+5CNJswDBmC4mnDdsD+iGYzjbfcitLWhmAwINpsJJqb2XjJJRmRq9iKldSceRZVTz6JNZ9DYw4EnW6XEuVFpiLO3e1cbv7m5qwxnahj74q9d8KsuoZQPMSTi57MEEmbiCQjfLHxC/Yq34v/1f6PmLJ9jY03uZrlYkjBkLyiZxPhRJi1vrX8e+G/WeldSV9bX84ffT4DnQOzrjXJJi4aexErvStZ0rok4/jD+z9MiblrajY20Rxu5orZV6Rfz4ZwA2WWspwiCaDEXJLz+YcT+Zth5hOXPYEva7/MEEmQEoO3zr2VcSXjGOoaupNm1nW0Z1mtJVS0ZG7Bu2WaXvaFoCk9r7xcS6gkm/K/N+Pr/Wh7aV2eftfdKL5YhkgCcB45AM/bq9M1QQDRhS3ElntwnzoM/6yNuE8akrdBrGX3UvyzNqfIy4WmlAEHKcMQ6+5lmIa5QdUQzHI6xU8JJDJF0hZEfmrG/YfhGUJJLjAi6HoNsNujVyh1MWowiO/tLXYvNY3666/HOnUqpX+9HsnlQpBkkq0tOW0tk01NbLzgj1l1HMmmZuquuoqqxx5DdrlINjayYcaMdORoE8HZszEMG0blww+lolDl5SQ9HpTWNpRAAOt++2IaP46m228ntnIV+v79KbrkEszjxmY5zXXK65FIEF+zhuZ77yP09ddINhsFp56K4/dHp3sWxTdsYP0ZZ5Ks2+xw1ajTUfXIw5h3371L5tVZ2Pbfn8hPP+F75dX0McFopOKee9pt+Kr4fCheH5qqIjnsXS4cBEnCNHw41U89heL1oikqot1OZO631P35mrTrnO/1N9D37ZvqbXXRxbjOOAO5qIjoosUZImlLGm+5BcPTT6ErLMwaS3o8KD4fgiAgOhw9slfS1hAEgQOqD2CFZwWvLH8l3UDSprNx77735nQq2xWpC9axwrOCBc0L8p6zuHUxo4tG82PTj9h02xcNKLOWMbViKl/UfvH/7J11eBz12obvkXXNbtzqLlCj0KKF4hQ96AGKOwd35+Ng5+AcirsVL+4UKdrSllLqkjaebJJ1m53vjyWbbnc30qRpCntfF9dF5zc7M9lsknnmfd/nSdouCiLXTL6mXUc7JaYwr2oeF391cWLbRs9Gvq36llum3MJBAw9KsQ4vNBXy8LSHqfRWsqRhCQWmAkY4R1BgLOjQhry7VPuqk8Joo2qUJY1L2KtsL77ckGpscuWkK8k3pBplTCyYmPEcQ3OGYtaYCUQChJQQJo0JjbTtf2c2Bhp5aslTGddnL5/NdTtft0UtlX2Z9mZfRIsGIUOOjbYs8+ukHB2iftvk3yieMIo3DFEV0ZQ8hyNIArJDT6QmvVjqjRml9kiYTPij8UBYk4xk6v7D16grWQzLBUaUllCSSEpcQ0jBv7AOw3AHgd8asB08kJYP17a1wwlgnlIcf5+b4g+fBI2I4+ihSJbka93037GIQswTRg1GcZ40kki1D+93lcmCO5YqsK37lCMZtv3vh75MVihtZQQElObNnhaqKt65c/HOnYtxp0nohgyh6cWXcJx2Knnnn4+4SWZNtL4+Zai+leDvS1GampAdDjxffpUiklppfuUVco49Bk1BQdwW+rLLCPy6MLFu2nVXCm+6ifDadUQ2bqThwQcpefCBHrd/jra0EF63jooTT0rYkUeDQervuw/P3LmUPnA/ol5Pza3/lySSAIhE2Hje+Qx8/71uGwlsTWSnk4LLL8d5yqmEVixHNJnQDhwYb31LI/BUVSW8Zg01t9yK/8f4bIJu2DAKb74J/ciRW72CJjudibmicEUFVVddnWLNHV63jpa336bo7rswTZiAqNPh+zmzYUh41apEe14rajRKcMUKam64MWGPbxg/nsKbbkQ3eHAiH2t7wWlwctH4izhxxImsd6/HpDFRYi4hz5i31W+2e4MqbxUnfXgS+/XfjzxDXkYr63xjPs2hZs4bdx55xi2rQDv0Dm6achMfrv2Q55Y+hyvoYnz+eC6ecHGHbYz1gfq0RhAAt/90O5OLJidlGLWSa8wl15jLDvk7bNE1bylBJfXG6YnFT3Dr1FsZZB/EGyveoCnUxBD7EC6deClj88amNWYoNBWyZ+mefLXxq6TtoiBy9U5XU+2rZtaiWdT4a5iQP4Fjhx9LqaW0xz6bvrAPT8SDgIBD7+iUEIvGoriCmXN9av21KDEFsRM5Qy2hFsJKGLPWnNGGva8gOfXIeQai9YGUNeu+/VNufhOvs+rQj3QSXJpquGQ/ZFCnXOQUXwRUFdGo6bZAiecD+nG9sJRoqwCQBSx7lmHepQjJFDdFsE7vR+PzaWZ1JQHD2G1nDqX4IwQWN9Dy0VrUYLziqik24Th2OJr87rUlbm4lri2zJFuOb0ZwZTPWvcponrMafSCK858jiAUVBI2IptAIKni/rUI30Ia2nxXjhIJ2A3AVbxjvt5V4vqlMCC5tuQXHscNxvbacmOfPFj4hLrpMuxTFDS/yjGhKtv18d19n+/+L3scRbVaMEyfSsjE1IAzAOHESvj+H6puee56cY49FW1aWWI950pdQE+t/ttlFNmzIuI/S1ASKQtTlovLiS1IqAb5vv0XQatGWl+F65lkAPJ98gmPmzKQ/0pG6OkKrV+P98kukHAfWfacjFxR0ykghFgwSWLQY19NPJ0TSpgR//ZXwmrVoSorxffNN2mOowWC86tWHhRLEM68kq7VTM0mRysqUbKzQ8uWsP/EkBrz5BvohQ7bilSbj+/57iKVvA3F/8il5F1+SEFXtmTYIOl3csGQTwhs2sP6445PaQgMLFrD+uOMZ8PZbSZ/57QWL1oJFa6G/rf8WH0NVVer8dfgiPjSShhxdToetZlsbJabw3pr3qPXX8tG6j7hw3IX8UvtL2n0PHngw3oiX3Up269ZNeJ4xj3+O/Cf7D9ifmBrDKBux6jqOc2gKNmVsWwtEA9T769MKpUw0B5upD9SzwrUCu97OANsA8o35PSYwyixliIKYNF8UVaNc/e3V7Fm2Jy8e9CKSIKGX9DgMmStpOfocbpxyIzut3Ylnf38WV9DFuPxxXDT+Iiq9lVz+9eWJfZe5lvH6ytd5Zv9nGJ3bvWy8aCzKevd6HljwAF9v/BqdrOOIIUdw4sgTKTK17/Ro1pqZUDCBzyvSh0nvWbpnh4LLFXSxuG4xTyx5goZAA+Pzx3PamNMos5R1OnS4t5GtOnJPHU3znNUEl7kSduHW6f0wjHRmFDCSSUPOYYPxlZnjsyj+KJoiE7aDBqItbf93RLQlRHC5C98P1aiKinFcPsYd85DtW26koDSHqH9sMeqmQaVRFc9nFch2HaaJ8Uq6tr8N6779cH9ekbhpF40yjhNGtHuzv7UJrWmh+e1kE55IlY/6RxeTf8GOW/TeqDE1nkkkizhnjiS8wRt/zyOxjJVCAFEnoUbiYi34h4vgHy6MkwrIOXxI4vNgnzEQNarG3evaEbmqEsP3c21KCG24wkPTO6uw7dc/Ya5hO2hAPEepKUhwmQvZacC6dzlCoRExW1XKSFYobWU0eXk4Tj0V9yefpAzOS7m56MeOoeF//wPiLnNKSwtsctMoFxeBICQ95ZcLCsj55z/RDRoIgkC4qhrrkUfQ9NJLaW90dcOHI+j1RBsaM7ZLeb/8ktL/PZwQSt6v5mI/5piEu16kppYN555LaGlbX3/D/fdTeNONWA8+uEOxFG1oQA348f/wQ8Z9PJ9+guPUU9sNG1Wam9o9z/aEqqp4Pv00JUAYgEiEhv/9j+LbbkNsx+GwJ0mpfG52PcTa5h5MkycnuTduiu2ww5JaB2OhEK5nn0M/ZgyWPfcEWcL/0894584l5vPR/Oab5J13HoL89/p15Al7mFc1j7t+vos6fx0CAnuU7cFVO11Fibn7DwMiSoSmYBOqoJKjy+n0jWRLuIWP130MQJ2/jkpvJSeNPInnlz6faDOUBInLJ13OCMcICk2FPWJHLQpil/OYOjpvV9q46v313PL9LUlVGpPGxEPTHmLHvB2Rpe5/Ph16BzNHzUzbgja9PG51Lomda6nKNeRywogT2K//fglx6Q67+eeH/0zZN6SEuGneTTy272OdDudNxwbPBo57/7hEllU0EuX5pc/zzcZveGLfJygwZZ7xMmlMnLfjeczdODdl5s2pdzK1ZGq753aH3Dyx+Ame/+P5xLZKbyUfrvuQZ/d/lrF5Y7f469rayDl6HMcMi1d4IjEEvYRk0SFI7X9+JasWyx5lGMcXgKoiyCKSuf2fY8UdovGFpUQ2tD1kdX+0Dt+P1eSdOXaLQ29D693JImkT3J9WoB+ak3DTM+9agnHHPJSWMMgikkWDZNVts7Y7xRPGncFkIuaLEK7wdFkoKYEowWWNtLy3NmG6oO1nxXHMMJo/XIt1j9KM4bDGcflxc4VN2Fw0C5KI0IlfBYonjGdu+gflSmMQQRYRdBLGnQoRzVrqZ7XdAypNIepXNWM/fDDG8fkZrcz/7mxf/S7bKdr+/ej/0ouYpk6Nix5JwjJ9OsV33E7tbf9O2nfTtjsA2eHA/o+jEv/WDRlC0c034/7gAzaeex7rDj+C9cccQ3j5cvq9+iqmqVNSzl9w5RXIDgeKK31mEgCqmvS0X87LQ/izVSwWieB6/nmIRjHvuSe64W0DtzU33Uy0Nv0w4qZE6+pQw2EEQ+Y2CUGnR5DlhI11OvQjR3V4ru0FNRjE9823GdcD8xegeNuvKPYkpp13zrimGz4ccRMxLOfnU3LffSmVI93w4eSefTaivu2PTszrwzJtGsYJE2h67TVczz2PpqCAskdnoSktxTfve2K+5EHYvwMLahdw2dzLqPPHW2tVVL7a8BVnfHIGtb6Of6bao8pbxQO/PsA/3vsHR805irt/uZuNnvRV7c2RBAmd1Pbk95FFj+CL+Hh474e5YtIV3LDzDcw5bA6HDz6cInPRNs3sydHlkGdI385j0VjINaTOyaUjqkR5ednLKa1svoiPsz87mxp/TfoXdhGTxsTJI0/mjt3uoL+1PxpRw0jHSB6b/hh7lu3ZaZHUSqu4LDQVYtVZWdKwJKMb3vKm5bhD7rRrncEf8TNr0aykwN9W1rnXtTvL1ko/az+e2/85RjpHJq5/z7I9efaAZzus/DUGG5NEUivRWJSbv78ZVyBzW19fQNTLaJwGNIUmZLu+Q5HUiiAKyDYdsl3foUiCuKDZVCS1ojSF8P1SQ9S9ZaYrmQwCIG5moG7i0CdqJWSHAd0AG7oyS/zr3ZazSdEY0YbUz20rofVd/7kIr3fT9OqKJGe68Ho3rtdW4DxmGJpSC6ZdUqus2n5W5FwD4Q1tc+eaYtMW5zip4ViilTAdij9K3tk7YBjppGXO6rT7tLy3hph3+4iD2Rb8vR7hbiNErRb98OGU3HcvUZeL8Oo1eOd+xcYL/5VUZdKPHpWw7m5FsljIu/BCNKVluJ56irxLL6HyiiuIuTcZCK6vp/qqqym5915yTjoJpbmZ4O9LkYuLKbw2btcMpLUeb7tIMd4y9SeOk05MzNQoTU2YdpqEZLMSXrsWw447oLvoXzQ89DDBJUtwf/IJeeec08GbIOL57DNsBx1E82uvpd3Fuu90Ig0NFFx1JZUXX5Kybp4+HTmvczc+2wOCRoNclLldRc7NTYjV3kBTUoJh550JbF71E0UKrrs2qUok6vWYd9uVQR9+gG/ePKJ19Rh3noy2f380+clVgVgoSN1//0to+fLEtqaXX8b96acU3/5vml57Pemz11kitbVENmwgvGEj2v790JSUpJy7r9IQaOA/v6QPJ97g2cCq5lXtPp1vj2pvNad8dApVvrY5v1eWvcKn6z7lxYNe7LBaZdPZOGHECVz1zVUICEwqnISiKjy/9HnWu9dz/S7XU24tB6Ap0IQr5CIQDWDT2cg15PbqzEi+MZ/bd7udsz89m6ja9rRbFET+vdu/Oz03VR+s5+VlL6ddCykhfq37lVJLz9gaOwwODhp4EJOLJhONRdFJOnL0PZMb1lrx29L19vCEPXxbmfnBzvtr32da+bR22xS1kpYxeWOYtc8sPGEPoiBi19k71W66qC6zEFvRtAJ32N1uu+LfgVhYwfdTZlEfWFiPaNCgH5rT5bmc9mZZJKsWOin8tgmSgGjREvOktv0DaAq69l4o3nBKiG8rMU+YSL0f45g8rPv0wzShAN+COtSIgnHHfCSbDs/XGxAMMqJWxDS5COOEgpQ5p84iaEQEjYgaSf+ARJNvwDuvEv0wR0YnRTUSQ3GHt7ja+FcnK5R6EcliiefERKN4v/gySSRpSoop+e9/07qdybm5OE87FfsRh+P+6KMkkbQprueew7TnHhT/97+gKIhmC5qCthtH2enEMH48gQULUl5rmb4PvnnxWam8Sy5B269fYi1aW0vlJZcmPfUXTUaK776buv/8F6Wx/Sd54aoqorW1+H+ZT/G//41//nzCa9Yk7ZN7/vm0zJlD04svkXfJJZTOeoS6//yX8KpVSHY7jpkzsR95RJ8OIu0qgiyTc8IJtLzxRtp151ln9urXK+c6KbnrTppff52m555HaW7GMG4cBVddiXbo0JT9Rb0ebXk52vL4TbPi8aAqCqqiJNm9BxYtShJJ8ReLaIqLCa9ZS96FFyRVoDpDaO1aKk47Pcn0Q9u/P2WPP7ZdzDuFoiHWuddlXJ9fO7/DVqR0qKrK3I1zk0RSK43BRt5Z9Q5njT2rw8rFToU7ccLwE9i1ZFd+qPmBtS1rGWgfyJljz6S/tT8AFe4KLv/68oTNtizKnDDiBE4ZdQpOQ+eDh7uDIAiMyx/Hm4e+yavLX2Vp41KG2Idw3PDjKDGXdHq2KBqL4o1kfmLe2WpcV+hstasrjHKOSpmBamVozlBs2i036BEFEZPGlOTatyl2nR2pM71CxGesuioOO/pebsvKZp9B6OB9EATUaIzGF/8g74wxnapQtaLrZ0XQS2mrF5Z9yuNiaRsSCyvxvCpZRDIkf1YkixbLXmVpKyqCRkQ/2N6lc3Vkgx5a24JxTB6SSYNk0qAtTXYEtR8yCOve/RAEEM3ablXbJIsW085FeL9JzW8ULRrkXEPcAryjA2V/fDKSFUrbAN2gQfR/bTahNWsIr1uHbtCg+JP4dlrOBElCcjjw//xzxn2Cy5djP/ofxHw+DKNSW9Rkh4OS//6HqquvaZsVEgQs+07HeeaZBJYsYeCHHyDn5iaCPyN1dVRedHFKa1TM56fm1v8j79xzkUvab5nw//AjTS+9SME111B93XXkX3E5MZ8P/08/I1rM2A47DN/339P04ksA1N9zD4bx4yib9QgIQrwdLzc3JWvpr4C2rJSCG66n9v9uS5ovsx93HMaJmS2Atxaa/HxyzzoL+5FHQiyGYDB0aOEdqa8nsOBXXM89R8zvx7r/flgPPhhtSQmxYJCWN99K2t96yCHYDj4Y/4L5hCsq0A0dSsRmQ9PJ3K5oQwMbzzs/xRkxvG4dlZddTtmsR/q8oJZECYvGgieSPmy1xLJlM0resJf317yfcf3jdR9zzLBjOhQyecY89u2/L2d+emZSPtKry1/lkb0fAQHO/PRMKr1tf5yjsSjP/v4sNq2NU0af0mvuf1pJywDbAC6bcBlBJYhO0nXZDlsv6Sm1lGYURL3tjrelOA1OLtjxAu7/9f6k7TpJx0273NStiovT4OT44cfz3/n/Tbv+j6H/2KpiZWze2IwicFzeOOw6+1Y7d18gbhwQSrRIiWYNkkWLsIlLoKiRMO1cRHBF+llew+hcgsubiNb6iXkjXRJKkk1H3pljaXx+acK2GknAsntpfL5mGwnVWERBaQzi/moD4QoPkk2LdVo5mhIzkjH+e0AQBIxjc4nW+fH9WE1rYVU0yjhPGtX1ao4oIJo1GdvVOgr3FTUSom3L7mcUfwTUuNkHgCCLWHYrRXGHCSyqT+wnOfTknjwS2a7HMDaP8LoWJKsWxZ1aVRP00jYXun2ZrFDaRmgKC+O5OlNSZ4oyIYgi2kGDgU8yHlNpdKUdsE/sU1REyX33orhcxHw+RIsF2elEsljSiivF5SJSmfqkAiBaXY2Un4du8OCM51OjUbxffEFwye80v/46Rbf9H74ffiTm92Pedzq68nJq/n07gV+SXbUCC34luPQPrPtOz3jsvwKSxYL90EMx77or/l9/RQ2GME6YgJyX2+P27J1FkKR2RfumRBsaqbnxJrxffJHYVv/HHzS9+CL9XnopPuu2icW57dBD0Q4ezIazzkpsa3rxRfQ77kDp/fd36rzRxsaUimQrwUWLUFyuPi+UcvW5HD/ieB5d/GjKmkbUMLlw8hYdVxKldlvf9LIeWej4136dv44rvr4iJUQ2GotyxddX8OR+TyaJpE15esnTHDzwYIrM7bug9TSyJGOWtqzPP8+YxyUTLuGSr1JbfkstpQyytW9T3hdoCjaxzr2OAlMB9+11H2+seINafy3j88dzwogTKDV3r3VQFEQOHHggX1Z8yYL65K6E08ec3mOtiZnINeRy+cTLufPnO5O2WzQWbtjlBmy6bfP7sjeIRRRCq1tomr080T4lGGRyDh+MflgOoq7tZ1pbakE7yEZ4dbI5j5xnQFtuwfNVfPA/U9BtJgRRQFtsJv+cHVC8EdRoDMmsQTRrEdtxeNvaRDZ6qX/8N4jF1Y/iCtLw5BIs+5Rj2bUEUR9/bySzFtv+/THvWkLUFUTUSUg27RaZTEgWLZY9y2h5L83fIUlAP7Tn//4knAz/bK00TSpEP9yBbNMhWbXYDxuMdZ9yFHcYUS8nDDSA+NeZq8d28EBcry5vy2wCEMBx9LCMNvVZskJpu8N2yME0PvpoWjGUc+wxNL8zB8sBB7R7DNlu73TQZzor702RLJZ250IEWUb+M2jV//33+H/4AeOkicj5+cg5Oaw94siMr/UvWPCXF0pAPGvJZEq0sG2O4nYT8/sTlbW+RGjd2iSR1Eq0rp7Gp56m4KoryTn+OLyffw6ShPXAA5NEUivBhYtoeuUV8s49t8O5rFgHBhcxf+aWiL6CLMkcPexo/mj8Iylo1SAbeGCvBygwdm0+yRV0Uemp5Pvq7zls8GF8X/192v3+OeKf2PQd31C6gi5q/ekNJZpCTTSHmjO+1hPx4I14We5anpi/2R5uYicXTua2XW/jnl/uoTHYiIDAbiW7cfXkq7d4Xqy3aAo2cd/8+3hz1ZtA3ORi3/77smvJrkzvN32LM642J9+Yz3/2/A9rW9by0bqPMGvMHDjwQIpMRVvle+yP+GkMNhJWwpg0Jg4ddCg75u/Ii3+8SI2vhl2KduHAgQd2yQJ+e0RpDNL47O9sOmKmBqK4XlpG/vk7JrV2SVYtjmOGEV7nTtiDG0Y4kJwGml5fAcTbzUTTls2/SlZdpzKcegPFE6bpjZUJkbQpns8rMO6YnxBKEDfUEPUymtzuzVEKooBxhzwi1V7889tyLgWdhPOkkUj2nn1/oi0hGp/5nUh1W2dP88ZVyIVGck8ZHRdLBhnJIKetZokaCV2pFcUbJv+8HfHNryVS5UNTYIxnYDn0SZXJLMlkhdJ2hqa4mNIHH6DyssvbZpwEgZwTT0TKyyf3zDN61PBAcjgRdLokR7xWBK0WuRPD8/Z/HEXTCy/E/6Gq+H+Ktw+adt4FyelEaUzvxqcb0H+Lr3t7J+pyEQuHidbWUn/vfQQWL47Pqp1xOpa99uozgqnljTczrrnffZfcM89EP2w45unTUVwufD9mtodveuFFco49tsOqkuR0pljmJ5BlpE4+BNjW5Bvz+b9d/496fz1LG5eSo89hSM4Q8g35XbKibgg0cPuPt/PJ+nil+drJ17JH6R7M3Tg3ab+di3Zm56LMzoabosQyV6VbydQGZZSNrG1Zy6VzLwVgYsFEbp5yc8IAoq9i1Vk5eODBTC6cjCfiQStqydHnYNFaOn7xNmZty9qESIK4mH11+asABKNBZo6e2SWr9PawaC0MsA3g4vEXY9Ftvfem2lfNf3/+L59VfIaiKuTocrhg/AVML5/OzVNuJhKLYJANPfZ19VXUaAzPd1Vk8uFwf7UBxz+GJlWVZKsOcXgOakwlstGDf3E9kaq2m2zLXmWI5u0/NycWiGR2s1MhUu3rtijKhGTRYjt4IJY9yojU+RH1ErLTgGTVdlt0KJ4wauxPO3iThuCKpiSR1Eq0xk9wmQvz5I6r94Isxi3Q7XHzCjUSixtBZAVSh2SF0naGqNOhKgpljz1KzONFaW5GP2I40YZGfN9/Hx+wHzAATVFRYs6oO8h5ueRecD71/0ntS88955xO3bBrSkoovOlGam6+JenmNlxZifPMMwj8uhDJaiG0chWBX38F4iLMtEvn2xL/KkRdLvy//ELLnHex7r8/VZdfnnjPIhUV1Fx/A4HDDiX/qqs6XRXcZggCCHGTiKIbbyBSV0fTy69k3D3m8WQMvN0U2enEevBBuN99L2Ut55hj2g3D7Wu0DrUPdaSaZXSWBbULEiIJ4M6f7uTiCRdzwIAD+LbyWxRV4YjBRzDYPphcY+cEdo4+B7PGnNbgQCfpyDfm49Q7qQ/Up6wfNvgwPlj7QeLfv9T+wumfnM7zBzzf5yszoiBSYCqggL59nZuixBRmL5+dcX32itkcMuiQbleVorEoGzwbePK3J/m++ntsWhsnjzqZqcVTO/256iwNgQYu+PwCljdt4pQZauKW729BEiQOG3xYSi5YNBbttbm43iQWVohUZ66iR2v9ccezzYoYolZGP9hOzBdBccd/TiWbFuv0fuhHOPp8Zk4sGEXxhAmtbkZVVPSD7IhWbWLuKE4HLXNbWQNIBg2SQdNlB0HFF0FpDhFY0oAaUzGOyUX6M4w3tKIZ9+cVRJuCaApN2Pbrl2RBvjm+n2swjM5NzCx1hnhGU1YgdZa/3m+VvwGezz/H/fY7aPv3o+j226m962788+Yl1hsefpi8iy8i57jjkKwdp9u3h6jTYT/ySLTFJdQ/8ADhdevQlJeTd+GFmKZO6ZRbmWQ2YzvkEIy77IL/x5+I+X2YJk9GcjqJ1tYSXLqUyMZKTDvvTO5ZZ1H/0EPkX3kFmqLCbl379obi9dL41FO4nniSguuupeGhh9JWTVrefgfn6af3CaFkO/IIWt56K+2a9eCDE3b3cm4ucm4uyr7TaclgD2+YNAmhE+G6ksVC/uVXIOU4aH71VdRQCMFoxHHSiTj++c9eC+jtC7SEWnj292eTtkXVKHf/cjd2nZ2TRp7EiSNPRC8n/5wGo0EaAg2sbl5NSAkxzDEMp96ZsGnON+Rz1U5Xcd1316Wc86LxF1FoLOSJfZ/ggi8uoMJTAYCAwP7992d07mhe+S5ZEFf7qlnRtKLPC6XtkRgx/NHM7abBaLBbtuCtrG1Zy/HvH09QCQLxObbrvruOaWXTuHHKjd0Kst2cSk9lkkjalAcWPMDU4qkUmAqIqTGqvFV8teErfq79mUG2QRwy6BCKTcXo5L7RHtZdRK2EptBEZGN6sSTnGxEyzAhJZi3mXYoxjM6Nz6VIQrzi0ccdAhV/BN8P1bg/WZ/Y1gIYJxdim94vYUIhGmU0Raa01RZEAW2hqZeuuPMo3jAtn6zHv4mNu3fuRmyHDkJpDuGd22YoE6n00vDU79gPGYRuoI3Qmgyh8H3727ndkxVK2yH6YcNx8w6izY5v3vdJIqmV+nvvw7TbbhhGjuz2+eScHKwHHoBxp0mokUg8/6eLrV+iyYTOZEL3p+244vPR8uabSYG7vnnzkOx2yp9/Dt2AAQjy3+vjGW1oxPXkU0A80DW8bl3Gff0LF7ZrotFb6AYMwDx9H7yffpa0Xc7Px3nqKYja5Ke+umHD0A0dQmjFyuQDSVI8GLmTBhaa/DzyL70Ex8knoQYCcXe+/PxE9tffhWgsiiec3jmvOdTM3I1zOWbYMUlCyR/xM3fjXK799loisfiTSgGBk0edzKmjTyVHn4MsyUwrn8ZT5qd46NeHWNOyhjJLGeePO5/RztHoZB0D7QN5Zv9ncAVd+CI+bDobr694neu/uz5tS97i+sXsVrrb1nkj/gaoqkqtv5aNno3UB+oZYBtAviEfh8HBIYMO4csNX6Z93d7le3fLFhziGUp3/3x3QiRtyhcbvuAM7xk9KpT+cP2Rca0x2JgQhiubVjLzo5mJyucXfMFTS57i/r3uZ0rxlC67H24rVFUFJd5qtTmCLGLZtQT//Nq07XfWvcraNVNoDazdnojWB5JEUiv+H2swDM3BMCp+/yGZteQcNYT6RxejhpN/59gPHYTYBw0KItW+JJHUipyjzxgI6/58PfYZg9IKJdNOhZtV2bL0NH+vO9E+jKooRBsaQY0hWq1I7TwVt+w9jfp778V6wP40vZQ+JBGg+dVX0d90U489PerJuZhoQwO1/749ZbvS3Ezt7XdQet+93a6GbW+EVixPVJCEDvruJWPfeFImO50U3nAjgUMPpenZ54j5fVj3PwDrgQegKUm2uI42NyNoNJQ9+iiNTz5J8+tvoAaDGMbtSMHVV3dZ+Ik6HdqSLbPR/qtg1VrZvXR31i5NH364T/k+KWGeVd4qrvz6yqQqg4rKM78/w9i8sUzvFzdQsWgtTCqcxAPTHiAYjdtu2/X2pGPlGfMSLV01vhrmrJ6Doqafb+pv67+FX2UWVVVZ0bSCsz49i8Zg20znhIIJ3LnbneyQtwND7UNZ0bwi6XVWrZWTR53c7eqKJ+zJaBAC8NWGrxidO7pb59iUQlPmbgKtqEUraXEFXFz9zdUp7aGKqnD515fz9qFvt2vyoPgjxLwRwlVeRF28aiNZtGnFypageMLEAlEQQTRo0rZGxYJRok1BfD/VoDSH0A9zoB+WkxL8KTn0OE8cSdPrK9pc7/QS9sMGI+f1XsBzbxCLxvB+F3fUFC0azJOL0BSZ4jNH9QF882vRDrAlxIGm0EzBv8bj+6WW0NoWpBw9ll2LkZ2GberGl45YSMHzbapbqKCV4u11GQq/MX80bdVQU2TEMOzvHbLcG2SFUh8gUlsbD/l86eW4bfZuu5H3rwvR9uuXtqqiKSqi7KkniVRUoLRkKMUC0fqGuDteH6zMBH6Zn34YH/DPm4fS3Py3E0qbtjEGFi3COHky/h9/TN1RltGP6bmbku6iyctFs88+mCZPRlUUJKsVQWy72YjU1eH75huaXn4FOT+fnH/+E8fJJ+M84wzUaBTJZNpuDBi6gi/sS4Rz2nQ2jJqebwnUSBqOGX4Mb616KyUI1Kl3sm//fZOG3WNqjNdXvJ6xFevRRY8ysWBiUhioTWfrlKNZriGXk0aexEMLH0pZM8gGdszbMWW7qqpEYhE0oqbPtwNtS2r9tZz56Zm4gsnh3vNr5/PArw9w7eRreXifh5mzag6zV8wmpISY3m86M0fNpMzS/QBmAQFZkImq0bTrOqlnKxZDc4ZmnJE7dPCh5Opz2ejdyMrmlWleDYFogI2ejRmFkuIJ0/LhWvwL6pCdekSrDsUTxn7QAHSD7d2a34lFFCKVXpreWEm0Pm40oCk1k3PkEDQFpoQVdSys4F/cQPObbV9D8A8XollD3lljk9zL1LBCuMaLfcYgBI0I6p+5St4walRNmU/aronGUDxhNMUmrPv2x/NFBe7P4u29mhIz1n3KUZW26pEgCchOA9Z9+qFG4oGzYg+J3Z5GjcVQ/ck/Q6JRBknoUKCLZg22A/oT+L0RVDBOKkA/zNH1DKgsXabv3UH/zYjU1bHx3PMI/v57Ypvnk0/wfv01A15/Le1TdkGjwThuHNHSUkw7T8bzcfpcJcv++3W5fU0JBFAaGgguWUIsGMIwdgxyXh6S1Yri9RJtaCS0bBmCVoNu6FAkZy6SoeM5pc2JhVNd9DZF7cRQ//ZCLBCIC1pRRHY6MwbnagcNSjgMNr/+OsV330Vo9WqUhoa2nQSB4jvuQO5kOGtvks48JFJXx8YLLyT42xIKr7sOVYlSf889KM3NmKZMwXHKTMROZjZtSrSpKS6yrFZEXd/6QxFTY6xzr+P++ffz1cavEBGZ3m865487f6s4v5WaS3nxwBd58NcH+bzicwRB4IABB3DODuek3ChGlEhipigddf46wkr7kQCZkEWZI4ceyZqWNUlmDjadjYenPZw0nxSNRanyVvHh2g9Z3LCYYTnDmDFoBsXm4pQh/Syw3r0+RSS18sGaDzhnh3MotZRy2pjTOHzI4cTUGHadvcfmdGw6G/v134/316YPM96rbK8eOU8rBcYCHpv+GGd9elZSKPPEgomcNfYsdLKuQ2fGdG2CEBfngd/qidT4cJ40kqgrSNQVxDg2FzWqongiiI4tF0pKY5D6x35LsqyObPRSP2sxBf8ah+yIV4AUT5jmt1KFXswbofnd1TiPG4FoiP/9Dld48HyS/udWU2BCGmTf4uvtTRR3CMUfhZiKaPozMHezDCNBK6Ef6kBbYqbxhT9Qw23f50ill8YX/6DgwvGw2Z8bQRIQOuEWqvgjqOEYggiiOfX8WxNRJ6Mf6SS8wYNhbC7G8QUo7vi9kJxvQDDIqIHUhxFyvpHwejf+hfWJjKZIlRfDmL7hfvtXJyuUtjGh5cuTRFIrajBI/f0PUHTH7Uim1DYrQZLQFBaSe8EFeL/8KiXvSFNSjGnSpC5di+Lz4fn4E6pvuAGibT+s9uOPJ/eM02l65VUaH3usrRKk0VB06y1Ypk9Pe43tYZw4MeOafuTIv0Q1SY3FiFRUUP/oY3i/+AJRr8d+7LHYDz8sHja8GXJuLsV33kHlxZegNDdTc8utFN10I+H1FQQWL0ZbXobt0MPQFBd1ykSjLxD4dSHBhYvIveACfN/Pw/PJp4m15tmzaXn3Xfq/+gr6oZ1zfYs2NOD7/nsan3qamLsF06674Tz1FDSlpRkFaG+z0buRE94/IfE0PEaMD9d9yI81P/LSQS9RYu7ZdkFBEOhv688tU2/hskmXISBg09nSBs/qZB2TiybzTeU3aY81yjkKk2bL2zpzDblcM/kazt7hbNa2rMWmtVFsKSbfkI8ktn1/ljQs4fRPTk8E2n698WueXvI0j+zzCJMKJyXtm4WMmVYQN+9ofR8lUeqxzKRNMWqMnD/ufH6u/Zk6f13S2lljzyLf2HFMRHs0B5up89fxY82PaEUtk4sm09/anzdmvMFa91oaAg0MsQ+hwFiAwxBvNbLpbDj1zqRWxFZEQaS/tX/ac8U8Yfy/1WOd3g/XK8tRQ2034qJZg/OkkeDYst+vsbCC+8sNaXN91JCC79c6rHuVI4gC4XXujK1WoZXNxPwRRIOMEojg2WTAf3O831aiLbP0uTazTVGjMcKVXlyvLkdxxQWsaNaQc8QQdINsSdbmgihgHJ+H9+vKJJGUIKri+bYS+4xBXaocxd0DfbR8uJZwhQfJrMG8eynGHfJ6LGw1FlGIecLEggqCVooH8uo3+9p2yCMWVhBlkcbnliY+K9pyC46jh9L4wh9JgbDxFstBKO4wkWpfknGFeWoJkiE7n7S1yQqlbYz7ww+RCwpQIxEUV/ITQ+/cucQ8nnZFiK5fP/rPfpXa2+/A/+OPCBoN1kMOIfe8c9EUdeytvymRykqqr7kmZbtv7lxMk3eKB90mvSBC9VVXox8+HGn48C6dS87Px/aPf6Q6oGk0FN54A7Jj+++7jVRUsPaofyQCUmMtLTTcfz+eTz+l7JFH0BQk31yIOh3mPfZg4LtzaHr9dSLr1hPesAHrwQeRM/NkxD4iBDpLLBik+bXZCHo9+qFDaXjwwZR91ECA2jvuoPS++zoUx9FGFzW3/h+ejz9ObGt+9VXc771L/1df7RPmFhElwivLXknbMuQKuvhk3SecPOrkrZL9YtKYOiVy9i7fm0cXPZr0pB7i7VXnjzs/Zaapq7S26g2wDUi7Xu+v54qvr0jc3LcSVaNc9vVlvH7I6+3OqPwdGWgbmHHNqrVilLe+02OppZQXDniBbyu/5bOKz8jR53D88OPpZ+2HVbflD7YaA43cO/9e3ln9TtL2SyZcwpFDjmRKcfqYiDxjHtfufC2XfHVJytqpo07FaUgfE6DGVEwTi2h6a1WSSII/qzlvriT39DEJZ7WuoAYVwhXujOuhVS2ouyoIOplYKH0bY/xA8esEIKoS82e2h475IvE2PPef2TsasUtW0b1BtDlE/eOLIdomAGLeCI3PLyX/vOTAXABBIxGuSG9SAxBe24IajEIXvkfhCjcNTy5JiFPFHablvTWE17ZgP2JIt98zxRPG/WUFvh9r4kJHAP0IB/YZg+L5RX8iO/Toh9hpeOy3za7PAyLkzhxFaHUzUVcITaERTZGJljmrE/NrweVNidekFZJZepysUNqGKG439qOOQj98OILegOx00PTyy/i+/Q4gbnO8Sd9+LBhCcTWiqmpirkPQaNAPH07pA/ejeL0IooiUk9PlioOqKDS/8mraNeshh9D41NMZX+t66WWKrr8OoQuOY7LNRv5F/8I8dQqNjz1OtKEBw8QJ5J5zLtp+fTuYsjPEAgHqZz2aEEmbElq6lODS31OEEoBoMKAbPJiCK69EjURSXOO2OwQR/fDh+H9dkHEX/7zvUTyeDoVSpKoySSS1EvP5qb37P5T85+4eyQ7rDu6wm283fptx/fOKzzlyyJHdurHsLiXmEp454Bmu/+56ljYuTWy7fufr270h7ylcQRfVvuq0ay2hFhoCDVmhtBlFpiJG545mScOSlLUzx565VapIaa/DXMQ/hv2DQwYdgizKPZJb9FPNTykiCeCe+fcwqXASo3Xp5zFFQWSX4l147oDnuH/+/SxvWk6RqYizdzibSYWTMj40EDQSolFDzJ2+xTRS4yfmi2yRUEIWkCxalKb0reVSjg5BElG8YTS5mcWtXGBMtN2JBgnd0JzEvFPyFwO2AwYQWFSP56sNKM0hNMVmbAcMQFtqTqpmbCtURcX/S02SSGpbBPfnFTiOHZZcVdKIiNbM779k6Vqoa9QTovnt1WkreIHfG7HsU94toRQLK7i/2oBv3ia/11QILnXh8kVwnjgy8XmKhRS8X6dWCAWDTMwXpem1FWjLrUgWDYElDQn3v2hziJxDB7cJJVHoE9/fvwPZd3kbEW1spOGRR2h64cXENkGrpeCaqxFNZjwff4z92GMSlZVwVRWNj8yi5Z13UMPhuFPYNdegGzoUUadDstmQOmmtnA41GiVSmerGAnF78Ght5taPyIYNCdvwriA7nVj33x/j5MmokQiS2bxFGTiKz4fS2Ei4shLRYEBTUICcn79NW7GUlha8X3yRcb3l7Xcw77FHkunBpgiCgLCdiyRRryfn2GNomPVo+7NyGd6DzfF8/nnGNd/XX8err9tYKMmijEWb+RrsOvs2tywWBIGhOUOZtc8smkPNxNQYVq211262M7nitdJqWd4egWiAxkAj693rEQWRcks5uYbcv0x2zuY4DU7u3fNe7v75bj6r+IyYGsOsMXPm2DM5ZOAhvR60unku15bSFGziqSVPZVx/+Y+XuXnqzRm/PrPGzLj8cdw/7X6C0SAaUZNozcuEZNIgSO3PpaiRLZuRlYwaLNPKaXwmtZ0ewDK1GEEWiQWjhNa1YBibS2BxQ/JOItgPGpi4sRZkCfMuxfh/rk2pIFj2LMW3oA7/z21205FKLw1P/Ibj+OEYxuT2mElKLKTEzSPCCqJOQjRrO9Xup0Zj7VaHIlU+YiElSSiJGgnL7qUEf09tqwQw717apTBZNagQbUgjNP8kvN6NtmjLK+kxbzz3Kf2xPSjeNuGtRhSiaYS0ZNHG2xLV+PVsjhqMG1W0YppUgGjuW5XDvypZobSN8M37PkkkAajhMDW33ErZI48Q3rCBnGOPRdBoiNTUUHHKqUTWt+UKBH5dyLrjjmfAa7PRjxjR7esRdTqMU6fgnTs3ZS20di36kSPx1qR6/wMYd5qEkKaCFXW5UJqbQVWRbLaM9uJyTk7a7Z0h6nLR+MSTuJ55Bv40gJDsdkoffgjD2LFdFm89higi6vXE3OnbMESzKala2B1ioRCR6mrc739AaPUqTLvsgmnKlD5hna0fMwbBasUwfnzGfSz77N0p1ztB045wlKQeez+7g01n4+RRJ3Pp3EvTrp848sS0s0Pbghx9TpK7XSZUVaXKV8UPVT+wsG4hwxzD2KNsD4pMRVt0g56jy8GisaS0/kHc+jnf0P68izvkZs7qOfx3/n+JxqKJ1924y41M6zcNs6Z7rYN9lUJTIbdMvYWLJlxEMBrErDGTZ8hD7sQAe18lGovSFGzKuF4fqCcSi3T4OeusM2MrkkMfD+lMU2EQNCJiN6oL2jIL5j1Kk4JDEYm3YDnjP/uCIOD5cgP2wwajLbPg+7mWmDeMtsyCaZfiFDMj2aEn/9wdaH5/DaGVzYm2LsMO+dTdl75a3/zuGrT9rD2SoRRtCeH+aB3+RXUQAyQB006FWPcqQ7K2f3xBFpDzjBnDUiWnHiGNy6Ccb8C6f3/cH69L+j6Zdi4iUu3FN78G+0EDk9raNkeNKijeCMRUbIcMxPdTDdHa1HBmoZuVmVgwmjRXtDlKUxD+DL8V9DLaMkvKdcS8YaSczF+LoJVAicXf+8mFWPcsTxKXWbYe2Xd5G9BaTUpLLIbvxx8pf/KJhIAILFmSJJLaDhSl7r/3UHLPf3vE/MAybW8a//dIXNxsgvvDDyl/4om4iFKSn2iJJhO2Qw8j2thIrMUdLwdbrSiNjVRdfgWhFfFcD+3AgRT9363oR4/u0XYyzxdf4Hoq+Ymk0txMxamnMfDdOWjLt00bn+x0Yj/maBoeTLVKBsg5+ugeedIXi0Twff89G887P/G98XzwIZLdTr8XXkA3eFC3z7El16QGAgh6PZr8fEpu/zfhjRvJOfkkmp59LmlfyeEg79JLO2UGYpm+T9o5JwDrgQf2GYvxCQUTOKD/AXy47sOk7ccOP5ahOZ0zrehLrGhawSkfndImbFbDfQvu47Hpj7Fj/o5dnrfKM+Zx1eSruPbba1PWLppwEbmG9p2cVjav5M6f70zaFo6Fufa7a5mdM5sRzu4/OOqrdHYObXvBrDUzsWBiRje93Up3Qy91v3qlKjEUd5iYNwICCGYNpl2K8c2rStnXuk85kmXLhZJk0mDdswzTxALClV4EUUBbYka0tFVgBKOMdoCN5rdWoSk0Yhyfj2iQidb6cb26jPzzxiUdUxAFNIUmHMePSLiiiUaZ4KrmjNcR84Tj+3ZTKCn+CM1vryL4xyYz1IqK7/tq1KiK/eCBiLp2Am8lEfMuRfh+qk4fmDutHMmQeisqGTSYdy7CMDqX0OpmYoEomkITweUu3B/H74ca6gPknToGKU2bXrQlhPfbSnw/VqOGY8i5Bix7lhLe6E2u/ogCurLudSKIOimj8AaSzCJEWcSyeyn+X+uSxFXMH0WQBUSLlpgntS3UNLUITamZwksnIlo03bKwz9I1+qbZ/F8cNRLtsJVtU+Hj+eyzjPv6f/yRmD/1CcmWoCkppt+LL2CY1OZIpx0wgNIHH0Dbr5zyJ59As4nw0I8cSb/XZhOprKTixJNYc/DBrDnwIDacdjqRyqqkKlN4zRrWnzyTSMWGHrlWgHDFBhofmZV2TQ2F8M79usfO1VUEScJ+5JHo0phc5PzzhKT3sTtE6+qovPiSFAGrNDdTdfXVRJsyP63taWLhMKE1a6i76242nHUWNTfdTHDZciSzGdP48ThPO41+LzyPZf/9MO40ifwrr6D/a7PR9evXqeNrCgpwnHZqynY5P4+8C85HNPSNSo3T4OTqyVfzykGvcPqY0zlr7Fm8fsjrnLfjeZ2q4PQlGvwNXD738pTqT0gJcdGXF6U4oHUGWZSZVjaNp/d7mgn5E7Dr7IzJHcOsfWYxY9CMdtvnvGEvjy9+POP6c0ufIxRtP3pga+KP+lnvXs+Lf8Tt2ufXzqch0NDxC/+mGGQDZ4w9A42YKkxydDlMK5/W7QdKsVCUwJIGau9bQN3DC6l7aCF19/+KaWIBtoMHJtqXJJuOnH8MxTixEEHu+k1oLBhNWI0jgCbPiGnHfIxj81LCTyWDhpxDByMYZCI1ftwfraP5rVV451Vh3btfRqEmGWRkhx7ZoUfUy+0KlPgLeuBhnDeSLJI2wT+/hpi34zgByaHHccKI5NBUScB28EA0xZmFv6iXETQivgW1+H+ppfHZ3/F93yZyojV+oq7UljrFG8b1ynK831SihuPVuWhDgKbXV6IpMrWdUwDHMcPanYfqDKJJg35UevMQOdeAZNOi+CNEGvxE6vwIOon8c3ZAduqT93PqyTtjNHLuJn/LBDBOLMAypQRNrjH+vc+KpF4lW1HaBohGA/rRo9OHiQKmKVOS5ms07WTmSHY79JCDliAI6AYNovShh1CamiEWDw9tbZkz7bwz/V58gdifmUCS3U60oYGKU05JshMPLV9O5aWXUvrgA2w486xESxyRCI1PPUXhDTcg6rvfDqC4WzLOVQEEV6zIuNYbaAoLKXt0FsHff6fl7bcRTWZyjj0GTXl5t9oNNyW8bh1qIH3vdfC331Cam3vsXB0RWLSIilNPg0h8xiTw60Ja3nqL4nvvwTJtGpr8fDT5+ejHjEGNRhGNxi7dBEk2G87TT8cybW9czz+P0uTCMn065mnT0BanD5bcVrS2tY3KHbWtL6VbNIWaWOtem3FtS40XzFozEwsnJmZLdJIOu97e4etCSohKb+af+Qp3BSEltE1mlfwRP59XfM61316bCPR9bPFjjMkdw7173puUI5WljXJLOS8c8AK3/XgbixsWIyCwW+luXD7x8h6x0o/WB3C9vDxpmxqIUvfgrxRcNiGeRaOoCLLQYRtZOlRVJVofoPmDNYT+HLTXDcnBfvBA5FxDxpweOd9AwQXj8P9WT2hFM6JNi2VKcVxUdbKlSs41IGjFhBjYFG0/S7daCFtRvO3MDMYglib3Z3NErYRhhAPtxeNRmkOoMRU5R9epOSc1rBBZ344D3kYvuv7JbZdKc4jw2vStfp6vNmA/dBDhjV6MY/OQ7LpuCw9RL2M/ZBCuQJTw6rbzyrkGnKeOips0vLkyMaslO/XYjxhC7lljN6kQahKVp7yzxv45DxaL501tZjOepXfJvvPbAMlqJf+Si1l37HFtmUSta3Y7pt13S9pmPWQGjY8/kfZYOSeeiJyb/knGliLbbMibGUOoikK0rg7lzwqF5HAg6PU0Pv54kkhK7B8I4J37NaapU/F905bZEvj1V2I+b7eFUiwQILRmDdrBgwmvWpV2H+OOO3brHD2BpqAATUEB5j32AFHsscHaVmK+9quJaqTjP2I9QaS2lqorrkyIpLYLUKm+5loM776LtiQuZkSdDrYwJFbOyUGekIN+zOi42DIYevw9zdJGR8YKwWj6UM/O0tXZEqPGyCjnKNa516Vd3yF/h16xyk5Hnb8uSSS18lvDb7z4x4tcMO6CbW7k0RfRSBpG5o7k4b0fxh12Iwoidp292zb1EDcgcH+ZoYtBBc+XG7EfNrhLeTybozQFqfvfwviw/Z+EVjRR9/BCCi4cl5hL2hxBEJAdeiy7lWLeuTgemNrF65AsWhwnjKDx2bY8HohXOHKOHIpk7P7nTTS0LyKEjqparftJInKOHrmdOZy0r5PFuIlBNL3BhpST+rckvCGzsFKaQshOA4bhPX3fpMN5/HBingjRlhCSWYtk1aBGVGofXZwUJBttDNLw5G/knz8ObXHq51yyaHss2ylL98m23m0jdEOGUDZrFvImT8L1O+5AvxeeR7PZ03FNUSEFN1yfcgzD5MnYDjt0q7u7KYEA3rlzWXvEkUn/hdesIbBwUcbXBZcuRdu/f9I2uaiwR9zcVEFAN3AQuWefnXZdtNnaDbXtbQRJ6tEbelVRCFdVoS0vo+T++7DOmAGbGVfI+fm9FtyrNDcTrU7v+qP6/USrq4jU1hLdbP5tSxG1WqQuVqSydB27zp5xJkYW5F6vkhhkA6eNOQ1JSP2dpxW1HD306G1mbvDVhq9SRFIrs1fMThuMmqUNu95OubWcUktpj4gkiFcjonWZHyZFa/3dyqJRlRi+X2qTRFJiLaTg/akGVWnfQU8QBUSd1GWRBHERoRtoo+CSCVj3749xQj45Rw8l//wd0eT3zAMDyaxFLkh/LN0gW6erVqoSI9oSItoSIhbp/HsuWrSYJqb/PSNopbRCQ2zP2l0UOnQ93FIkkxZNoQnDMEd8Ls2sJbCkIUkkJYiB+7P17edpZekTZCtK2wjRaMS8x+70f+XluDOaJCPn2NMOpEsWC7YZMzDtsgver75CaWnBvMceaMvKMjrJ9SSR9evjZgGbVL8Ulwv3hx8hFxYQ2ZD+iZ2moCBRgWrFfsSReL78CvPUKcjOLX+iE169hvUnnkjOcceRf9llNDz6KDFP/CmSbugQim69FU152RYfvy8TdblomTOHhkdmEWtpiYcMH3wQpffcQ+Vll6GG4jMaBddfj5wmq2mroGZ2/IG4M1/jCy8SXPgrztNOw7DDDr3WErg5kdpaIlVVRGtr0ZSXo8kv6PGq7F+FfEM+l0y4hFt/uDVl7ZTRp+DU9/77Vm4pZ9b0Wdzw3Q2JPKZySzm37Xpbj7RqbSkNwcyzSL6Ij5i6ZZbTWbYcQSsiFxjTZxABcqGpUxbXmYiFlKQA0M0JrWgitnsJkmnrVQdEjYSYa0Cz59b5eydZtOSeNJKGZ35Peh81JWZyjupc1SraHML3UzW+n2pQozEMo5xY9ipHduo7fNglyiKWvcqI1PkJb+KcJ+gkck8dnbZdUltizliFMozN7ZGWxM6gRmPtGm6EKzxxkZ11r+vTZL872xhNfj7kd3wzK5nNSGYzugHJafdqNBp3qZOkrXLjGQsGaXziybQ3wu733qPg6quo/PmXtK+1HngglVdcEf+HKOI45RTCq1fT8MgjOE6ZSe755yOZTKjRaPs5O5sRdbmovuYa1EAA11NPYZo6haKbb44/KZI1aMpKkXJ7Lj+iLxGLRGh+/XXq77k3sU2NRGh5620iNbXknncu3i+/JO/SS+NBxlvxPYi6XCiNLmJ+H6LNhpSbi9KQerMo6HSowRDRdevIPfNMqq66mpzjj8Mxc2an3O56ktDq1VScfkZS9Us/ahSlDz6QUsnNArIks3///SkwFnD/gvtZ3bKaUnMp5+xwDlNLpmLU9H6bm07WsXPRzrxw4Au0hFoQELDpbL2WA5WJXYt35dnfn027NjZ3LEbZSHOwGXfYjaqqWHQWHPr2M3+ydA9RJ2Pdqyyex7P5nzCxLdcoHWpMRY2p7bblCZKAaMr8t0s0yl0KRu2ryE4DeWeOQWkJo7jDSHYdklXbqVDeaEuIhid/SxJZ/vl1BH5vJP+CcWgytCYmnf/PtjbFHSZS7UO0aNDkGZGsurTVIcmmJffkuLjb1FlOLjBi279/r9lqC2K83TCTvYxk1SZlI2Xpmwiq2sGj4O0ct9uNzWajpaUFay+1IfUW4cpKmt94A8+HHyLo9Dj+eQKm3XePi68eIupyUTFzJqEVK9OuF1x/HUpTEw3/e6TNtEGWKbz+Ooy77IL/u3moShRteTnujz6i5c23ALDsO53c887H/e67hNaswTh5Mpa9p6EpLs4YwtpKaM0a1hx4UMb1kgcfwDp9+pZ9wX2ccGUla2fMyDibNODtt5ALC5G3slV2eMNGKi++iOCSeLCifvRoHDNPpuryK1JEdd4lFxNYuAjvF1+gKS8n78ILqLryKgZ9+EGv2reHKyupOOnktAYgpr32ouSuO7d5YG1fpjHQGM+0EWRyjVu/kr29Ue+v5+xPz2ZFc7KJjCiIvHLQK4iCyC3f38LihsUADMsZxo1TbmR4zvDs7NJWJBaKElzRTNObK9sG500acv4xNN46ttkgfyysoDQF8f5Ug9IQQDvQhnFMfOg/nTFDcGUTDU8uSXtu5ymjMAz7e4th/6K6FDONVkyTC7EdMqhbM2KZUKNxS/jQmhaUlhDa/lbkPAPyFhh2dIdwjS9j1pXjhBEYx2R/l24LuqINshWl7ZTwxo2sP+54ovX1iW3V112PYeIESu65J0ksqYqCGg4j6HQdipDNEQ0GtAMGZhRK/l9/peCyy7DNmEHwj2UIsoRu6FAEo5GY241+h7HEvF5iPh8xf/yJknGXXTDtuhtrDz88Ia68X3xBw0MP0e+F59EPG9b+RXWk7WN/3RaX+HuZuec+srESfRpL8rT71tcT8/oQNDJSTk6nqzvRhgY2nnsuoZVtn4ngkiV4Pv2U8qefpumVVwgtW4amtAT7kUfinz8f7xdfxM9ZUUHMH0DOyyO8dm2vCKVoSwvB339HDYUyuiT6vvqKqMuVFUrt4DRsm/bEiBKhPlCPL+JDJ+lw6B09NsPSk+QZ83h4n4d56reneGvVWwSVICOdI7lqp6swaUz8491/4I+2/ewub1rOzA9n8vqM1xlgG9DOkbN0B1EnYxjpRFtmTuQoiSYtklWbInxiEYXgMheul5clKlDB5U14vthA3tlj0Ralfu40xSZMuxQl2VYDGCcXoi39e/8+iUVj+BfWZ1wPLG3EMCYPUS8h5eh6tEVRkMWElfq2RM6J2843vbkyqbpl3rUY3YDOG9lk2XZkhdJ2SCwSoen555NEUiuBX+bHb1Lz81ECAaKVlTTNnk149Wr048ZhP+QQNCUlnW51Ew0GnGeegefjj1MXBQHbQQdRcdbZlM96BOt++6JGIgRXrSJWXU3Dgw/h//nn+K56PTknHE/BtdegKSqi8rLLUwRNzOOh6qqr42G7jsxP4SSrFW3//oTXrUtekGUcM09GO3Ag3u++i1ub5+ejKfjr2PKKej0IQkaxKLXzvrWi+HwE5i+g5v/+j0hFBUgSlv32Jf/SS9GWdDzjEamtTRJJrXg+/gTfDz/S/43X8bz/PtH6empuviUlwDi45Dd0gwb2iKlHR8SCQVreeJOGWbPIv+zSzDuqKmoP5ZFl6TlcQRdvrXyLx397HF/EhyiI7Fm2J1ftdBVFpqIePVe9v541LWv4ouILbDob+/bflwJjARZt5292C02FXDbpMk4ZfQoxNYZRY8SqtfLwwoeTRFIr4ViYZ39/lqt3unqbWJr/XRAkAdmuB3v7N80xTwTX7OUpbXpqSKHptRXxmZjN2s0kkxbr9H6YJhcRXOYCFfTDHUg2bY+4zm3PCALJ2Umbr2slItVeWt5fi2GME/uMwX85tzdRJ2MYm4uuv41wtRc1GkNbYkYyaxHTBO1m6Xtkv0t9AMXjIVpbh/uTj1GaW7BMm4Zu0EDkDPlJSlMTLe9/kPF4za+9jmGnnfB/N4+NF16YECS+7+bheuJJ+j37LIYdxnb6+rT9+1N8zz3UXH89MZ8PANFsJv+yS3G//wHh5ctpeu018s49l/DGjYT++IPGxx8nvHZd4hhqMIjryafI/deFSKEQajC9rXDojz9QmpraFUpyXh6Ft95CxSmntlmTiyLFt/8bz+dfsPaQGW37FhRQ9ugsdMOGbdczS4rPB9EoYk4Opt13xzd3bso+cl4emuKObx6Dv/3GhjPP3OTgCp4PPiT4+1L6Pfdsh8Iyk7sdEM/YCodpfOrp+P+nQXI4Ca1Z22Ohu+0RrW+g7t57QVGQ22lJFXQ6xGw1ibASRokpGDTxuQElpqCiIou9/6ciGosyZ/Uc7ltwX2JbTI3xRcUX1Hhr+N8+/+uxKledv46LvryI3xp+S2x7ZNEjXD7xcg4fcniXxJJW0lJkbvs5dIfc/FTzU8b959fOxxvx9opQago04Y64E3NdXbFm/zsQqfdDNP1DqEiVj5g/mnYuRzJqkIwatIW9O3PZ1xEkEfMuRQQWpa8qGXfII7Ak7gYZ+K0R/XAnpgl/nQebrYgaCdEpJQXMZtl+yAqlbYzi8dD85pvU3X4HUk4Ohh13oPGJJ4iFw5TcfVfGm9Z2LcFlCaWxkaorr0ip2qjBIJVXXBG3IW8nyHZTJJMJy957IztyUNzu+MZYjKaXXsL/U7xi1PL6G+QcfzxNr7yKYeyYJJG0KS1vvU3ev/7V7vlUpWPrUMPYsQx4800aH3+MwKLFWA/Yn+Cy5Xg++ihpv2htLRUzT2HAm292SkT0NaINDQQWL8b17HPE/H6sM2ZQeM3VbKyuJrRJoK6Uk0PZ448hdyRyXC5q77gz7Vpk/XqCy5d3KJTkonZMDzQaBJMJx0kn0fDgg6nroohx/Dj0I0ZkfBDQk0SqqxLZTqFlyzBO3gn/j6k3rY6TTuyV6+mrNAebWetey0tLX6I53Mze5XszqXASs5fPpsZXw4xBMxidO7pX7cDr/fU8tuixtGtLXUup9lX3iFCKxqK8tuK1JJHUyt2/3M0uxbt0SShtjk7SUWDM/L7lGnLRilv3KXpEibC8aTm3fH8Lf7j+AGBiwUSu2/k6ik3F+KN+9LIevaQnRgyNuOWVEE/YgyvoYk3zGowaI2WWMvIN+dvMtr0rqBmyetp2+EuPdG8V5DwDxp0K8f9Uk7RdU2pGU2TG80Wba67n643oh+V0yiQiS5beou//5vqLE6muof6eeym4/nokixnfDz8gaDSYpu5K8I8/kJ3OlDY52eHAdsThND4yK+0xc447jkh1dcZZlsj69ShNTZ0WShB/MtT04kt4PvssvmGzPxiqoqAGg4TXr08Jq006d0UFuqFDMraPyQUFSO28vhVRp0M/dAhFt9yC4vOhBgKsPeywtPsqzc0EV67o80Ip4WAoisgOB9HGRqpvuRXvJ58k9gn+9hvNs4dQ+vDDKC4XoZUr0ZQUoxswALmwsMOqWSwQILRsWcZ1/7zvsey+e7vH0BTkoxs6JO3cmv3ww5FtNuz/OIrAggX4vvuubVGWKbrttrgld0EBYi+03gmbZEs1zHqUkv/+B9mZi/uTTyAaRTAYcJx8Mo5/nhAPwu0CqqpSF6gjokTQSlryDHnbZdWyJdTCk0ue5Jnfn0ls+6H6BwqMBdw85Wb+9eW/+GLDFwzLGcbDez/ca2LJH/XjiWQOjlzdvJrRuaO7fZ7GYCOvLHsl4/oHaz7gXxPaf7jTHjpZx0mjTuKT9Z+kXT99zOlYdJ0TYo2BRoLRIJIo4dQ7O20CscGzgZM+PCkpQPiX2l848YMTeWjvh1hYt5DB9sF8uv5TmsPN7NdvPyYWTqTQVNip47fiCrqYtWgWryx7JZEpZZSN3LvnvUwsnIhW6ps3wKqqorjDcQc2gVSHPIibOWRbpbqMZNJi268/pokF+H6uQQ0p6IfEHXqbXks2Pon5o6ixrBjN0rfI/tRvY9zvv0fR/91K06uzCfzSZrPd/OpsbEccgW7IkJS5EUGWyTn6aNwffEhk/fqkNfP0fdANHERwZfIvoBS6aHggyDK2o47C8+mnaddtBx+EaLEgaLXIRZn/uAp6PaLRiOO0U3E98WTKeuGNN7TbIrU5osGAaDAQWruuXZOD8Lp1sMcenT5ubxOurKT59dfxfPgRglZDzvHHY5w0Cf9336buu3IlTc8/T/7ll2HccYcunUeQJESrNZ7dlYbOWGTLubmU/u9/VF56GcFFfwYOCwLWQw4m94LzEfV6RL2e4rvvIlJdQ2D+/Hi1dIexSLm5SMaesZRWY7EOzUk0BQWIZjMxrzdeTb34EmyHHUrpvfeCKKAdNAhNcXGXRZsr6OKz9Z8xa9Es6gP15BvzOWeHc5hWPq1HLZ9bQi24gi4aAg1YtVZyDbk9bqpQ66tNEkmJ7f5a5qyew/799+ed1e+wvGk57615j5mjZiKJWzfkGuKVGFmUicbSBzJ29SY+E6qq4g17M667gq5un2OAdQCXTriUe+bfkxRKe/ro0xnlHNXh670RL7/V/8ZdP9/FquZVGGUjxww7hn+O/Cf5xvZ/XwaiAZ5c8mSSSGrFE/HQEGigIdjAvV+0RQ58teErSs2lPLnfkxSbO2+bP3fDXF5e9nLSNn/Uz3mfn8fbh71NP2u/Th+rt4iFogRXNdP8zmoMIxyYJhfh+2Gz9mIB7IcP7nXHtL8KkkmDZNKgLbMQXNlE8xsrUVrCKfvpB9sR9dnb0ix9i+wnchsj6PRENlYmiaRWWt58E9thh6YdsNcUFdHvmWfwffctzW+/g6jX4TjpJPQjRyLnOtEGSkGjSbQdbYqUm5s22LYj9COGY5g4gcAv85O2y3l55Jx0ErLNhuO4Y4m6mpCcTpTG1CR6+zHHIOfl4Tz1VAyjx9Dwv/8RqalBP2IE+ZdcjHbw4C16Ki/qdUg5OSkBt4lr78hJbxsSrqxk/XHHEa1r6+Ouuelm9GPHUnDddVRffU3Ka1rmzMF52mmIhV17ui/n5pJz4j9pfPh/qYuShHmP9qtJrWhLSymb9QhKYyMxvx/JZkNyOpHMba5QssOB7HBgGDWyS9fYHmo0SqSqCvfHHxP87Tf0Y8di3XffuK18GoMSOS+P4v/cHQ9M/tP9sXn2a7TMeZd+zz6Drn//Ll9DIBrghaUv8Phvjye21fnruPn7m6nx1XD6mNPRy93vRa/z13HL97cwd2PbPNpg+2Du3+t+yq09N9+VqdIB8On6T7lt19t4Z/U7AMxePpsZg2b0SmaR0+Dk4IEH8/aqt1PWHHpHj910m2QTk4sm813Vd2nX9+m3T7fPYdVZ+cfQfzCtfBqL6xejqAo75O2A0+DsVFvfr7W/cu7n5yb+7Y/6efr3p1lcv5j/7vnfdsWzN+xlfu38tGsaUYNZY+b5pc+nrG30buSp357i8kmXd2p+qt5fz2OL07dKRtUon6//nFPHnNrhcXqbSLUP1/PxdkTfjzXY9u+P/bDB+H6qRmkJoykxY9u3H3J+72eG/dUQBAFNnpG02ct/Bst2JwA4S5atQVYobWPMu+9G1RVXZlxveuVVDOPGIWpSWyw0RYXYjzoKy/77xysFhrbgNtnpJO+if1F/93+SXyQIFN10U5eqNonz5edTcs89+L7+GtcLL6KGglgOOAD7kUcmxJx+xAha3plD8b//TfVNNyUN/lv2nY7ztFMRtVpEhwPr/vthnDQRNRJBNBqROpFzFamtQ3G3IEgSkt2eMH2Q8/PJPfdcam+7LfW6S0rQDuib9ruxSISmF19KEkmtBBcvRj3yCDQlJam21lvYKy/IMjnHHEPw14X45s1rW9BoKL3vvqQZJzUaJVJbS/D3pUQqN6IfPRptv34J63k5J2erhBxnQlVVAosXU3HKqaiheISf55NPaXjoYcqfeRrjjjumvEbQaDDtvDMD58yh6bXXCK9aiWHHcdgOORhNJxz+0tEYaOTp359Ou/bUkqc4bPBhlFpKt+jYrQQiAe5fcH+SSAJY1byKcz8/l6f3e7rHxEpIyRSHCIqqIApi0r5qur6krYBBNnD+judT5anip9q2ubJcQy6z9pmVdu4nrIRxh9yIotjpyp5FZ+HiCRfzY82PKdWrIfYhDHP0zEMWk9aESWvqsshtCDRwx093pF2bXzefKl9Vu0JJI2lw6p1UelOt8XfI24F5VfPSvCrOO6vf4fSxp1Mod1y9i6kxanw1GddXNa/q8Bi9jeKP0PLRuqRtLR+tQ3bqMY7LRzvYjrbQlK1y9CByjp78s8fS/NE6gr83QAy0A6zYDxm0za28s2RJR/anfxsjWq0JJ7l0xNxuUJR4dSgDmz7FTxzXaMR+1FHohw+n4aGHiVRuRDd8BHkXnI9u4MAu5ym1osnPx37UUZj33hsUBcluT3qSL9nt2I44nGhLC6X330csGCTmD6ApLUHOy0uZX5KdnWsjUgKBuKX1jTcQqawCQD9yJEX/vi2e2yRJWA86kJjXQ8OjjyVc9QzjxlFyz3/j7VehUJfnULY2SlMT7vffz7ju/eorjDtNouWt5Jsc68EHIeXYt+icmvx8iv9zd7wtbsECJEcOhrFjkfPzE++PqigElixhw2mnJbU0agcOpOzxxzplI97TROvqqLzoooRIakUNBqm86GL6z341bdiyqNejGzSQgssvQ41E4nli3ZglcgVdGdvBIrEITcGmbgulhmAD769J/7lY715Prb+2x4TS9H7T07beAUwtnsrCuoWJf+9dvjc2be85pRWYCvjPnv+h3l/Pevd6nAYnxebilLY7VVXZ6N3Ii3+8yNwNczFqjJww4gR2Ldm1w9Y0gAG2Abx04EvcM/8efqz+EYNs4KihR3HiyBM79fqtSXOwmQpPRcb1X2t/ZUzumIzrdp2d08eczoVfXpiyppE0hGOpLVCthGPhTgtjraRlqGMoSxuXpl3fqWinTh2nu3jCHur8dXy98WtCSojdSnaj2FxMjj71oY4aiRGpSm27jDYGcX9WgaHGj+74zuXSZek8stOA46ihxA4cACoIeulvb6Wepe+SFUrbGE1+PuY996D51dlp160HHRTPztkCZJsN89Sp6EePRg2FEA2GHgvUbK+SIFks8fOUdu9mcVPCa9aw4YwzEpUUQa/HOHknojW1qKEwkt2OlOvEceqpWGfMINbiRjAZESQJ37x5tLz3PqLJiOOEf6IbOqTTAm1rIwgCgtxOzoQkoyrJfQpSbi7OU0/tlujrqC0uUlvLhjPPSpn7Cq9ZQ+1t/6b4rjvTCvStSbSxMW3lDSBaU4PS2JhWKLUiSFL7bpGdRCe1/753tN4ZApEAiprZ/bHWV9sjRgYApeZS9izdk682fpW03SAbOH7E8Vz5dbzibdVamTlqZq/n/eToc8jR5zDUMTTjPhWeCo5//3jc4bbZuxvn3cguRbvw793+Ta4ht91zaCUtI5wj+O8e/8Uf9SMg4NA7Om2WsLWo99dT6a1sd1arMzNrO+TvwPHDj+elZS8ltgkITCyYyNCcoSlzRa3sWrIrFk3n/mbk6HO4ZMIlnP7J6Slrdp2dnQq3vlBqCbXw0h8v8b9Fba3FDy98mOn9pnPN5GtSPgeCKCDZdETrA2mPJ+cbUkJpt5RYWCHmCROu9kE0hqb0zyydzapVsWCUWDAKCIgmGVHz12xFE3USou6v+bVl+WuRFUrbGFGvx3nqqbjfez+lsqQpLcW08+Run6M9F7rtAcXrpf7Bh9pEktFIyX//Q/Ors3E982x8uyRhPeRg8i+5JF7tKCkhUlXF+pmnxENV/8T72efYDjuU/CuuaDerqbeQHA5sRx1Fw/0PAKDp1w/7EYejKSwiUluDYfx4FLebSEUFMb8fy/77Yzt0Ro9WdKL19ahRBUGrSQjI8Lp1GQ0fvF99heJy9bpQSmRmZUDtYL2nyNHnUGopZaNnY8pauaU87ZPrrmLUGNGImrQD+AAl5p77/jsMDm7Y5Qb2qdqH55Y+hzvsZmrxVI4aehSPLHwEWZQ5eujRzBw1s9uVsq1BIBpg1sJZSSKple+rv2dty9oOhVIrVp0Vq67jFuDeojHYyOcVn7NP+T58tO6jlHVZlNkhr2NDF4fewTk7nMPhQw7nu8rvkEWZnQp34uVlL2PWmJlYMJFfapPnZPWSnovHX4xZ2/mf81HOUdy9+93c8dMdNAYbE9tu2/W2LplCbCnr3euTRFIrn67/lL3K9uKQQYckbZcsWizTyml6dXnqwUQwjuuZamIsGMW/uJ7mt1dDq6ubAJY9SjHvVopk0qAqKtEGP80frCW0ogkkAeOO+VinlWdb0noBNab2mCjO8tciK5R6CVVVURoaUJUYosWMZGoLptOUldH/9deof/BBvJ9+hqDVYjviCBynzERT1LctrXuDmM9HcMmSxL+dp52G65lnkvNwFAX32++ACoU3XI+g1eJ64cUkkdRKy9vvYD/22G0ilKLNzUTr6vD//AuiwYBx4gRsM2bgfvc9LNP3QVtahuuFFwivXYu2f3+0AwdinDgR06OzUBUFyWbrkaoIxDOVfN9+R/1DDxHZsAHd4MHkXXwRhokTURrbcfqKxVDDmdt1thaSw4Gg06W03gEIBgOSo3eqhPnGfO7b8z5O/fjUpJtzm87GfXvd1yMtcXmGPI4eejQvLnsxZW2EY0SPmynkGfM4dPCh7Fa6G0pMwaq1IosyN025CRUVm9bW65WkzuIOufms4rOM6++teY9JhZN68Yp6jqZgEx+s/YD79ryPFU0rWNOyJrEmCzL/2f0/nf4stIRbmPnhTApMBcTUGPOq5nHiyBP5csOXnDLqFKaWTOXNlW/iDXvZtWRXzhh7BmWWsi5dr1lrZt/++7Jj/o64w240oga7zt4jDw86IhqLJlXMNueZ359havFUHIbk3/v6IXbMU4vxzqtK2IILGhHHccOR7D3zmY82Bml+c7MZLRU8X21E29+GYbiDqCtA3UMLUSN/dhBEVfy/1BJa2UzeOWOR7Vmx1NPEwgpKcwj//FqijUF0w3LQD7Yj52Tf6yxtZIVSLxCtr8fz2Wc0PvU0SnMzxp12Iu9fF6Lt3x9Rq0UQRXQDBlB0663ErrgCiN8U9kbOzPaAoNWiKSxAaWgAwDBqVPowU8D97rvknXcugk5Hy1tvZTxm8+uvpx3+35pEGxqo+89/aHn7nbaNokjx3XdT9vRTeD78kOrrr08shVasoPL8C8i/8kpyjj8OqQfnq2J+P67nn0/K4gqtXMnGc8+j4OabMe4wNuNrpZwcRFPvJ9DLeXnkXXwxdXekDrbnX3opcl7nqgY9wdCcobx2SDykdJlrGSMcIxidO5oiU8882NDJOk4fezqRWIQ3V75JVI1XyyYXTuaWqbf0uEV4K5sbIPSGu11PIIsyZOhU3NphrluTfGM+ISXEVd9exeUTL0cQBH5v+B2nwckIxwgG2gZ2qtUzrIR56Y+X8EV9CbG1zr2On2p+Yo/SPQgoAU4YfgKHDT6MWCyGRWfBIBs6OGp6REGk0FTYY/btnSUai7Zr5d4cak7bziqZtVj36Ydpl2IitT5EjYScZ0CyaBHkLZvl3RQ1GouLsAx4vqhAU2rG8+WGNpG0CUpLiNCqZuSJvft+/tWJRRSCf7hwvbIsIZADSxoQzRryzhqLJi/rcpglTlYobWWiLhfVN9yA98uvEtu8n3+O9+uv6f/ySxhGt80ZSCZTUqUpSxw5J4fcc85h43nnI2i1KJ70LWEAxGIoHg+yVttuK5YaCqGqaq8GhHq//S5ZJAHOM8+EmEJ4zRrq77s/7evq77sPy/TpaEvb2q1iwSDRhgZCq1ahhkLohw1Hcjo6PYMWbWik8fEn0p/vrrsY8M7bmHbdFd+3qTlOeRdfvEWuid1F1OmwHX4Y2v79qL//AcLr16Mb0J+8f/0Lww479OqDBUEQKDYXU2wuZr/++22Vc+Qacrl04qXMHD0TT9iDUTaSo8/Bptu+W2l7mhx9DjMGzchYTTh08KG9fEU9h0PvYOfCnfmh5geu++46nHon/W398dR6qPfXM7FwYsprmoJN1Ppr+aPxD5x6J4NzBmOQDSmtdRAXF59XfE6Vt4rJhZM73aLYF9HLeqaVTeP7qu/Tru9StEvGNkLRICMaZDS5WyYO20NVYihNwYzriicMIYXgyvTRFgCBxQ0YdshH1HRfuGWJE/NEcM1enhIuHPNGaH5rFY4TRyAZsgYTWbJCaasTqaxKEkltCxFqb7uNskce2aJMo78bhvHjcZ55Bo2PP4HYgRgQjUYkew6Wffel5Y030u5jO/zwXhVJ0cZGGh9/PGmb/aijUMNhqi6/gpL770s49W2OGgrFM6n+FEoxnw/Pl19RffXVqK05WYKA49RTcJ52WqdaCiN1tRlnfmI+H4rbTdG/b6Pxyadonj0bNRBALigg/5KLMe2xR4+1/3UV2WbDsueeGMaORQ2H4wHHfWDWbGth1BgxarJPNttDK2k5edTJfLXhK6p8yU/ujxxyZI/Oc/U2Ofoc/m/X/+Pun+/m04pPaQw24g67OXro0Zw+5vSUqk+dv44bvrshKRPKpDHx4LQH2bN0T1Y0pQ8izzfm94gJybZm99LdeWzxY9QHkk1fdJKO08actsVVsu4gaCS0A22E1rSkXdeWWUEWEfUyMU/6mUTBpEHI+h70KOFKLyjpHR1Da1qI+aJZoZQFyAqlrY43zRP5VgK/LkTxeLJCqRPIOTk4zzwT25FHEvN40I8cSXBpqg2taY89kJ1ORL2O3LPOxPv55yjNzUn7GHbaCd2QIb105XHUaDQ5gFcQsOw7nQ1nnR3/Z0fCQ9P2oxqurKTq8suTs5RUFdeTT2HYcUes06d3eD0dOeYJsowmP5/8Sy7GcfJJEA4jGAzI+fm9KjAz8VcWR1m6TrG5mGf2f4bvqr7jw7UfYtaaOWH4CQzOGdwr8zFbkwJTATdPuZkLx1+IP+rHrDGTa8hNCTWOKBGe+/25lOBcX8THuZ+dy6uHvMpjv6UPhJ05aiYGTe+LiJ6m2FzMMwc8w4MLHuTT9Z+iqAo7Fe7EFZOu6HDeamt1GAiigGl8Pt5vKlFDm7X+iQLWaWXINh3mXUtofit91pR5l6ItjvTIkh41nNlVFGgz3cjytycrlLYykqmdp8GyvM2ezG+PCBoNssOBWFpKyQP3s/GCCwn98Udi3TBxIrlnnkFg6VL0gwfHTTJee42ml17C88kniEYjOSf+E/Oee6LJ693ZC9FsxjB+PN4vvgBAU1xMaPXqhNhRmluQCwuJ1qQGNsr5+Qk3OlVRaJ49O2PgbOMjszBOnNhhEKycl4fkdCaLtz/RDhiQECKiToe2eOu7VWXJ0l2KzEUcNfQoDhxwIJIg9br5hCvgwh12IwkSdr0di7ZnohigLay2PeoD9cxekT5mIqgEWVS3iLt2v4srv74ykY0kIHD+uPMZktO7D462JuWWcm6ecjMXT7gYVVWxaC0ZnQwVX5hoQxDfLzWo0Rim8QVoCo1Ilp797Eh2PXlnj6XpjZVENsZzm+Q8AzlHDEFyxgWvYaSDwFI7oeXNSa8171mKvBVaAv/uaEsz/3xKTj2iIXt7nCVO9pOwlTHtthtwe9o16/77/22qSYrPh9LQSMzvQzSb41UfY+daihS3m/DatTQ+8yzRmhqMU3bBfuhhlD31JEpNDeF16xANRoLLl7HhzDOJ+fyY9tiD4v+7FW1ZKXmXXIzj1FMQRHGb5SdJJhN5/7oQ79dfp215a3z6aQqvvZbKK65ADbRlegh6PSX335eYCVKjUcIVGzKeJ1JT0ylHOjk/n9IHH6DilFOTXOREi4WSe+9Bzt1+ZxWy/L3p7VbFkBLij8Y/uPWHWxOtbTsX7cw1k69hgG1Ar11HMBokEE2fBwRQ4a5g5qiZvHv4uyyqX4SIyJi8MTj1zi5ZgG8PdKZlVfGGaflgLf4FdYltgV/r0fa34jh+OLK158SSIApoi8zknjKamD8CanwuSrK0zVVKFh2Ofwwj2hgk8HsDgkbEMCYPyabNtoBtBUSLBuOEfPzz65IXBMg5bHDS9ybL35usUNrKyHl5FFx9NbW3J4sluaiI3PPOJdrQEBcOf+FWokhtLXV33YX7w48gFgNZxnbYoeRdeGG7AaEQF1jNr79O3V13J7YFfv2Vpmeepd9LLxHesIGqq69Jme/xzZ2Lf+FCrNOnI2o0iL1cQWpFVRQUlwtUFU1ZGf2ef46am24mtGIFuoGDQBBAVQmvXk3jk09Set99BBYuJLRuHfrRo7FO3wdNcXGiJUTQajHttBO+r79Oez79mDGdcqQTRBHD2LEMfO9dvF/NJfjHHxjGjcM0ZZesJX2WLF1gvXs9p3x0SsKZEOCH6h84+cOTefngl3ttRkon6Sg2FafMabUy3DkcjaShn7Uf/az9euWa+jKRWn+SSGolvM5NcKkL8849/3tQMmmQTJlFj2TWIpm16Pr1nSyvvyqSUYPtgAFo+9vwfrUBxRNGW2rBdkB/5IKsqVaWNgRVzdDD8xfB7XZjs9loaWnBat02v3wUt4dIVSXNs18jWleHee+90RQWUHXNtUSrq9ENH07hjTegHzmyw9mRrhCtryfa6EJpaUHOy0VyOns9fDba0kLVVVfj+/LLlDXrjBkU3nhDu05/ofXrWbP/AWlbzQzjxmGdcQi1N9+S9rXGnSZR+r//9X4w6p9Eqqtpfv11Wt5+G1UF24xDsB99NKLBQKylBWQZ9wcfUH/PvUmvM0yaRNG/b0NXlr6nPrxhI2sPP5yY15u8IIr0f202hlGjttaXlCVLlk3wRXxc++21fF7xedr1q3e6muNHHN9r1zNn1Ryu/e7alO0DrAO4e4+7GeYY1mvX0peJRWO4Xl5G8PfU1mMAOd9I3pljkMzZqsLfAcUTjgfOasVs9e5vQle0Qbai1AtIVguSdTiFN1xPtLGRjRddTODnnxProWXLWH/iSQx4/TX0w4f3yDlD69az8dxzCa9pCyg0T5tG4U03dljF6QzRxkZifj+CJCE5nRkFntLYmFYkAbjfe4+8885tVygFFy7KOI8T+PVXcs85O3mjKKIbPBhEkVgkihrtYGBzE6KNjShNTajRKJLNFjcu2MIZskh1NetPOpnIhrY2ucZZj9Iy5136vfA82v79AbAfcwzGiRNpfOLJeFvhTpPIOe64dqs6mpJi+r34ItXXXkNwye9/biuh8Oab0Q4cuEXXmyVLlq7jDXtZWLcw4/q3ld9y5JAje21ealLhJK7e6WoeW/wYjcFGREFkt5LdOHX0qeTqs+20CWJqqrHCJqgRBVIjjbL8Rcm22WVpj6xQ6mU8n3+RJJISRKPUP/AgxXfd2e0KSKSujg1nnJF0kw7g/eIL6h05FF57LaJhy4ZDYz4fgcWLqf337YRWrkTQ6bAdfji5Z5+FpjA1EE9pypwN0Zp51B6qkjkLCeImCa3Yjz0Wy157EViyBBQF0267QidMjNRYjPC6dTS9+CLBpUsJLFyEZLdTcN21mHffvdPZRInjqSqeL75Mef8BolVVeD78CMcpM+MzUzYb8vjx6P87glgohGgyIWraf6IliCL6YUMpe/zxuKOfoiBarT0igLNsO5SYgj/qRyfp0Ert/+FuCbXgCrrwhD1YtBYcekc2X2kboBE1OA1OGoPpKxOFpsJ4GG4vUWQuYr/++zEufxyNwUY0ogaLxkKBsQCncdvMZ/ZFRK2Eccd8Qqua064bRjkRjdnboyxZsvRxoaQoCjfddBMvvPACNTU1FBcXM3PmTK677ro+YVHcVWKRCN4M1RWAwIIFxHy+bgulaFV12pt0gJZ35pB71lloN2vrioXDxHw+RJ2uXZOFwG+/UXHKqYl/q6EQza+8QmDRIsofexR5s1kgsYOSZqZ5GsXnQ2lsRN9OG5luxIi4I1xBAbZDZ6BGImw466zEesP//of9uOPIu+D8dmfAwhs24Pv+e2I+H8aJE8k95xyaXn6Fqksvo/zZZzFN3int66ItLSguV/x7ZrUiOZ1IJhMxt5uWOXMynq/l3XexHX44sqPNmU40GLosXuWcnA7d7bL0faKxKFXeKt5a9Ra/1PxCibmEE0eeSD9rv7RD9jW+Gm6ad1OSDfTU4qncNOUmCk2pDyuybD0cBgenjT6NK7+5Mu360cOORhJ719nUaXDiNDgJRUMIgtCh6P67ohtsR3LqURqT51tFo4x5SjGCnLXjzpIlSxeFUiAQYP78+TgcDkaOHJm0FgwGmT17NieddFKPXdydd97JI488wrPPPsuoUaP45ZdfOOWUU7DZbFx44YU9dp7eQpBlNO1YLUsOR4/YhUdqqttZjKB42mZbYuEwkY0bcT37LIGFi9CUluA8/XR0gwYhbSZyoo2N1P47vYNf6I8/CK1dmyKUZIcD/aiRBH9PzTwy7rwzUhoBE6mupvaOO/B8+hk5xx+H/dhjaX7llaR9BI2GoptvQltaSr+XXyK0ciUbzzo75VjNL7+MebddsUyblva6w+srqDjpZKK1tYltjU89TdHNN6OGQ9Tdew9ls2Yhb+ZOGKmupvr6G/C15mSJItaDDyb/skvjokeb+eZE0GpByv4RzoT6Z6VRkKRtNl/Wm6xoWsHMj2YmHMsW1i/k/bXvc8PON3DwwIOT8m1aQi3cOO9G5lXNSzrGd1XfcdO8m7hz9zuzlaVeZueinTli8BG8uerNxDZRELl28rWUmku32XX1tj369oZs15F3xhi831fh/6UONRrDMCYXy15lSDn6jg+QJUuWvwWdNnNYsWIF++67LxUVFQiCwK677sorr7xC0Z+zFLW1tRQXF6MonZ8J6YiDDz6YgoICnnzyycS2I488EoPBwAsvvNCpY/QFM4dNCS5fztpDD0u7VvTvf2M/4vBunyOw5HfWHXVU4t+CToe2XzmxYIhobS0lD9yPftgwNIWF+BcsYP3JMyGSnAhecN212I88MqnKEd6wgdXT98143txzzyXvwgtStoc3bmTjuecSWrEysU0/Zgwl99+XktETbWxkw7nnEVy0KLEt7+KLkHNzaX7rbZSGBgwTJuA87VQ0ZWWIGg2xYIiqK6/A8/Enaa/LMG5HymbNQtrMyELxeKi8+JI2sbMJglZLyX33UnnJpQz66MOktsKoy8XG8y8gsGBByutshx9OwfXX4fv6Gyovuijt9RTddSf2GTPSrvV11EiESF094Yr1qH4/2kGDkB1OJGvPZMZEqqpwf/gh7g8/QjQZcZw8E8PYMX9Zu3JXwMUZn56RsJXeFFmQeffwdym1tN1sr21Zy4y3M3925hw2p1ctqbPEaQm1UB+oZ0HtAvSSnh3zdyTXkNvrVuVZ2kf9M0RUENs6UlQlhuKN//0TjTKiJpttmCXLX52tYuZw5ZVXMnr0aH755Ream5u56KKLmDp1Kl999RXl5eXdvuh0TJkyhccee4wVK1YwdOhQFi1axLfffss999yT8TWhUIjQJrkwbrd7q1zblqIpKaHwphupueXWuFX2n1gPPhjz7rv1zDkKC9CNHImmuAj7EUcg6HQEFvyKaDZh2GEH/PPnE/pjGfaj/0HV1dekiCSA2jvuxLzHHkkteoIsIxgMSTk/myJlsODWlpZS/tRTcRe++gbkgnzkvLy07XCR2tokkQRQf+99yIWF2A49FNuRR6DJz0fUtz3xUyNhonX1Gd+PqKsJNc3XqDQ14fvuuzSvADUcJlpTi37sWITNZoaijY1pRRJAy5w55J5zNoYJ4zFNmYJvXvKTf8OkSZh23jnjtfZlYqEQ/p9+ovKii4j5/Int9uOPJ++8c7udURXeuJH1x59AtK7Nstf/409Y9t+Pwuuv75UMrGhzc7yd0uNFtFqQnc6UympP0hJqSSuSAKJqlOVNy5OEkifc/kxfR+tZtg42nQ2bzsZg++BtfSlZ0qB4w0TqAvh+qgZFxTixAG2RCcmqQ5BEZNv2WX2LRWKowSjIIlI2IDVLlq1Cp3+y5s2bx2effUZubi65ubm8++67nHvuuey22258+eWXmDqR3dJVrrrqKtxuN8OHD0eSJBRF4bbbbuOEE07I+Jrbb7+dm2++ucevpaeQzGZsM2Zg2mUX/PPnE/P5MU7eKS4cemjeRLTZKLnrTqJNTTQ+/kRy5o4sU3D11YRWrURpbiayfn36g0SjhFavThJKktOJ/aijaHr++TRfmIR56pSM1yTn5sarAiPav/bwunXpL6emhsZHH8V60IFJIglANBox7b47gV9/Tfta086TEdMYMqiRSEZHPQDF68V56ikpN+ib3sinvkhB8XoxlJdTdOcdhJYto+mVVyEWw37MMehHjthuTReiNTVsOOfclMDc5pdeQj9qJDlHHrnFx46FQnHnvzTvreejj3GcdNJWF0qR6mqqrrkG//c/JLaZ9tqLoptuRFNQsFXOqdJ+QT8WS7besmjbr9y1rquqiqIqvWokkCVLX0TxhGmes5rAbw2JbYHfGtD2t2A7aBCRDZ74vJJFg7idWEOr0RhRVxDPt5WE17QgmjRY9ixDW2bOWppnydLDdPqvaCAQQJbbdhcEgUceeYTzzz+fPfbYg5deeqnHL2727Nm8+OKLvPTSS4waNYqFCxdy0UUXUVxczMknn5z2NVdffTWXXHJJ4t9ut5uyDHk02wrRaETbrx/aflsn9C+4eDH1Dz6EYccdU4NJo1Fq/+//KHv8sS4fV9RqcZ52GoGFCwn+9lvbgiRRcu89yD0gANoVEZKEIMlEXa6kapQgSdgOORjX008T26yCKOj1OGaekta+XLRY0JQUE6lMH9BonDAe7YDUNibZ2U4bmCAkDCo0eXlo8vIw7rwzqGq7c0vbA+5PPkkRSa00PjILy+67p8yodRalqQn3e+9lXG95622M48dv0bE7Q7SpicorriDw8y9J231ffkmNKFJ8x+1ddj/sDFadlX7Wfqx3pz6wEAUxJffGoXcwpXhKyowSwJTiKVi1VlY1r+LNlW+ywbOBXYp2YY+yPSg2FW+XBjhZsnSXcLU3SSQltq/zEFrVTOC3eprnrMaydznmqcVIxr4vliK1fuoeWQTRPx+kNARofPZ3zFOLsezTL1tdypKlB+n0RPnw4cP55ZdfUrY/9NBDHHrooczYCjMXl19+OVdddRXHHnssY8aM4cQTT+Tiiy/m9tvTGwoA6HQ6rFZr0n9/JyJ1dVRdcQXWA/an5Y030u+kqvh/+QXJ6Uzk+aQgy+gGDUrZrCksoPR//6Pfiy+Qe+EFFN5yM4M+/ADz7runVHq2BE1pKXJ++pttyz774HruWSpOOx3fTz8R8/naXldSQv+XX8I4dWpim2HcOPq//DLasvQD1Zr8fAquvz79uQ7YH015edr2QDk3F92w9MGNlun7pFQ+RI2mV0SS4vEQWreOwMJFhFatIupy9ejxQ6tXZ1yLVFejdnc+sZ3qnqpu3VATxeVKEUmteL/4gmhjevvn7pJryOXmKTcjC6k3NufscA4OQ/Lnz6azcfOUm5lSnFy9nVI8hZt2uYn5tfM54p0jeH7p83y14Stu/+l2jnnvGNa0rCHL1qEx0EitrxZ3qG+1eW8vNAWbWNa4jBeWvsDbq95mg2cDgUj69u6uEoso+OalfxAGEFhcj2FU/MGX5/MKonX+jPv2FRRfhKa3VraJpE3wfldFzBPeBleVJctfl04/djj88MN5+eWXOfHEE1PWHnroIWKxGLNmzerRi/P7/YhispaTJCmlHSVLG9G6eiKVVUgWa7s3d9H6emSbjaJ/30bFyTNTZngKrr4KKcMAvSYvF01eLsYJE3r02gE0hYWUPfkkG047PakNyzBuHLbDDqXyootRQyEqTjqZ8qefwrTLLkC8wqkbNIjSe+9BaWmJV3Cs1hS3us0xTppE+fPPUXfnXYRWrsR2+GFYpu+LbuhQNHnpv34510npww9ReeG/CC5tc/Mz7rorBddcs02c2iJ1ddTefjuejz5OCA79mDGU3HsP2tKecd4yTZ6M++130q7pRwxHyBA63Bkkux3rgQfS/Npradfth3ff5KQ9lObmzIuqSqyDvK/uMDp3NK8d8hpPLXmKRfWLKDAWcMbYMxjhGIFZk/pZKjQVctfud6XkKPnCPq765qqUdr6WUAs3z7uZB6c9iE3fc454DYEGPGEPkiBh09p69Ng9Rb2/Hk/Eg0bUYNfZO2xd7AqugItvq77licVPUOuvZXTuaC4afxGD7IOyJg6dpMHfwP/9+H98XvF5YpsoiNwy5Rb2Kd8Hk7abLf0xFTWc+X5BDSsgtVVaPV9vRFNi7nOGDrGQQswbJhaMIsgikY3ejPuG1rSgyc9+/rJk6Sk67Xq3LZg5cyafffYZjz76KKNGjeLXX3/lzDPP5NRTT+XOO+/s1DH6muvd1iS8cSPBP/6g8oILyT33XHzfzyPw68K0+5bcfz/W/fZtswd/7nkCCxeiKSnBecbp6AYO3KpD7B0RqakhUlVFpKoK0WgkvHYt9Q//D9Xf9sRPO3gw/Z55ukcc0SKNLpTGBlzPP09w8W9oSktxnnHGn+9D+puraGMjUZcLpaUF2eFAcjjaFWZqNEqkuhr/jz8RWrMaw7hxGEaPRvOnc+SWEvP7qbnt32kriLqhQyh/6qkeeY/ClZWsO+ofaUOEy595utsmFeENG1h33PEoDcltMuZp0yi69ZatOqMUWr2aNQcdnHF94IcfoEvThtmTBKIBfBEfOlGHRdf1G/rPKz7noi8vyrj+3uHv0c/a/XbfYDTIkoYl3PL9Lax1rwVgx7wduWnKTQy0DewTLX6+sI9f637lth9vY6N3IwICu5bsylU7XUW5tfvmQ+6Qm/sW3MdrK5KFvYDAI/s8wtSSqRlemaUVVVV5adlL3PHTHWnX3z70bQbZU7sauor35xqa31iZds08pZioK0hwWbz6ri234DxldJ9qXVPcIVo+WY9/QS3EwPHPEbhe+CPj/jlHDMG0UzZPLUuW9tgqrnfbggcffJDrr7+ec889l7q6OoqLiznrrLO44YYbtvWl9TlURaHl3ffQFBUhOZ00v/46BdddR+XCf6W0NMnFxRh2GAvE5450AwdScM3VnQqc3ZrEwmFifj+iXo+msBBNYSGNS5dSl8GZL7xqFTF/z7RKRNatZf3MUxLnCS1fjvfzzym46UZshx6KlCYMVnY6O33zrioKgUWLqDjtdNRga8Dh08j5eZQ/9xy6TC2QnSDa0EjLO+krPaEVK4nU1fWIUNKWlNDvheepuurqxIyalJtLwbXXtBsMHLcUryO4ZAnR2riToLa0NOWatGVl9H/1FVremYPno48QTSYcJ5+MccL4rW7kIDmcGCZOJJCmvdg8bVqv2JMbZAMGuWuhw5sSjAbbXY/G0s+XdZX17vWc/snpKGpbq+XC+oWc9OFJzD54NiWWkh45T3dY1rSMcz4/J/FvFZVvKr9hxccreOHAF7odzNsYbEwRSa3n+b8f/o/nDniOPOOWzev9XWgINPDs789mXH9v9Xv8a8K/un0e/ZAcZKee6ObBsmYN+mE5NDzze2KbbmgOorbvVJNiISUukn5py/mLVHrRDrASXpum1VMA7cC/9gPhLFl6mz4tlCwWC/fddx/33Xfftr6UPk/M68X75ZcA5F98MdXXX4/7gw8ovutOGv73COG1a0EUsUybRv6VVyTlAkFcMG0rs4FYKERkw0Zczz9HcMkStOX9cJx2Ktr+/ZEMxrQiCeKhs10N6FUVhWijC9QYks2GqNcTqa+n6qqr056n7rZ/Y951V6Rutq9Fa2vZcO55m4ikP7fX1VN11VWUz5qF1EGbYCZiPm9GkwWAaE0tbBYQvaXoBg2i7LFHUZqaUKNRJKsVOT8fQUw/7qhGIvgXLGDDWWcnfe360aMpfejBlM+htqSE3LPOJOfYYxFkqdeqmnKOnZK77qTqqqvx//RTYrtpjz0ovOGGrWLk0NOMdGb+HpdaSrFqu/9e+iI+/rfwf0kiqRV32M1nFZ9x0siTtmlVqTnYzH9++U/atVp/LYvqF3VbKC1tTA3QbmWjdyPusDsrlDpAURVcwcxzlFW+zLNFXUG268g9Yyy+n6rx/VwLMRX9CAfGsXk0vb2K1k5VwSBjGp+PIG37imgrijccryRtgu+nGhxHD6WxehlqMPnn0Lpvv6zrXZYsPUyfFkpZuoBGg2Sz4fvmG3ylpZQ+/BDNr71G8xtvknveuWj79Ue0mJHz8pC2gpV7Z4iFw0RravB8+SXh1asxTpyEcefJhNeupeK00xM3+8Hfl+L+8EOK77wD486TQZIgjVGAdcYMpHYqDbFgECQJ8c8cpEhNDc1vvUXzq7NRw2Es06fjPO1UYkqMyIYNaY+hRiKE167t9pxPuKqKWEtL2rXgwkVEm5q2WCiJZjPIckaxpCnq2TYMOSen01b2kdraFJEEEFyyhIaHHqLguusR9cmzTYIkITt6xiq/K2iKiyl94H6ijS5i3j9zlByOlKDivopT7+TYYcfyyvJXkraLgsgNO9/QIzfuvoiPRfWLMq5/X/U9xww7Br3cfWOXLSWoBPm94feM699Xfc9+/ffr1jk6qvxlbdk7xigb2TFvR36s+THt+h6le/TYuWS7Duve5ZgnF6ECakSh6c2VKK747yXdEDv2gwch5Wy7z2061KACm41YxXwRWj5ci/O44YTWuwmtbkG0arHsWoKcZ0DUZz97WbL0JNmfqL8IktGI45SZ+L75BvcHH+D95husBx2EtrSU4JIlSDYbhjGjt9n1qdEogQUL2HDGmQnjiObZr1F0x+3U3/9A2pv86htvYuC7cyi59x4qL7o4KaBXO3gweeefl9ZpL1JTg++HH3C/9z6ixYLjhOORC4vYeO65hFa0hXs2v/oq7o8+ov9LL4JGk7Fy1RPEPJmHbyEecLulyE4ntsMPo+W111PWdMOGbbFld08QXPJ7ikhqpeWdOTjPOQdtybZv1WpFstu3WLBua6w6K+fscA7j88fz2G+PUeevY0zuGC4YdwEDbQN75BwaUUOeMY/GYHqjmGJzMRpx29ori4JIriGX+kD6EOpNA3y3lGE5w9CIGiKx1N8Z4/PHY9fZOzyGO+RGEIQeNZjYnrDqrFw84WKO/+B4Ypu5WhYYCxhXMK5HzydIItImwbLOf45EDURBAMGg6VNzSa0IOgkE2DxuLVLjp+GZ38m/dAKW3UtBEhE1nTYxzpIlSxfo8m+Gr7/+milTpiRlKgFEo1HmzZvH7rvv3mMXl6Vr6IcPJ+e442h6+WViHg/Nr8SfLFsPPRR9D7VebSnRujo2nn9BirueaDQRra5O+xo1GCRSXYNpt90Z+OEH+L7+mkhtHaYpu6AbPDht5lKkqor1J89MqhAFly4l98wzkkRSK7GWFlwvvIj9mKNpfuHFlHVBo0Hbv/tD/Nr+mYfoRZutWy1motFI3gUXoAaCuN9/PzGTZhi3I8V3/6dX5msyEa2rzbimRiIpn4cs3cNhcHDAwAOYXDSZSCyCUWPs0RvxHH0OZ445k0vmXpJ2/ZhhxyCJvTfj4Yv4cAVdhJUwJo2JPEMeuYZcZo6ayd2/3J2yvyRI7FO+T7fP6zQ4uWO3O7hs7mVJLoM5uhxu3OVGbLrMVcgaXw1zN85lzqo5yKLMscOPZULBBPKN22cQdXcYZB/EU/s9xW0/3MbK5pWIgsheZXtx6cRLKTJ1z+SmIySjBvp4ZpJk1qAf4SC4NLVFUVNgRNLJ2QpSlixbmS7/hO21115UV1eTv9lNaktLC3vttRdKd7NUsmwxssNB7r8uxH7M0Xg++ww1FsOyzz5oioo63SrVFaKNjYTWrqX5jTeQ8/OxHnAAksWKZLMSCwQQtdpE21J440Zi3varKmlRVSSDHqlfP3RprOk3JRYO43r22ZQ2OuO4HfF89lnG13k/+4yyJx6n+dXZKVWlgmuvQcrtvpGA7HRiO/IIWt54M2Ut/9JLux3Wq8nPp/DGG8i74HyU5hZEkxHJ6dwq3/euoB87NuOaXFyMaMja2G4NNs9f6kkmFE7g+OHH89KytpBxWZC5fpfre9XIodpXzT2/3MOn6z9FURXsOjsXjLuAffvty4EDDmRxw2I+XvdxYn+NqOHuPe7u9nwSgF7Ws2vprrx96NvMWT2H9e71TC2eypSSKRSbi4G4q1tjoBEFBYvGglFjpMZXwxmfnME697rEsRbULWBiwUTu2v2uv91ck17WM6FgAo/v+zjeiBdJkMjR5XTfFvwvgqiXsc8YTFNoOaHVba3bmkIjzpNGIlmy80hZsmxtuiyUVFVNO6jb2NiIaRvNvmRpQ7bbke129MOHb9XzROobqLn5Zrxz51J0440oXi81111PzOfDvNee2GbMIBKNIlRVoykpTgqH3ZSY241cUEC0NrXyIOh0aLrQlqW4XDS/+VbKdjUaRdBl7j0XdDqQZQa8Npuml18msGgxmrIynKefFrcHT+N411Ukq5X8iy9GN3gIjU88gdLYiLZ/f/IuvQTjpJ26bEqR9hwWS9x0oPsO0D2GtrQU/ejRBJcsSVnLv+JyNAV/v6fo2zsOvYPzdjyPY4cfy28Nv6GTdIx0jiRXn4tB0/2flc7Q4G/gX1/8iz9cbTbJzaFmbv3hViRB4vAhh3Pd5Os4a+xZ/NbwGxathRGOEeQZ89BJW573tSlG2chA+0AumnARsVgsKfOv3l/Px+s+5sU/XsQddjOleApn73A2SxqWJImkVn6p/YXfGn5jWvm0Hrm27Q2nwYnTsHWdLbdXZLsOx/EjiHkjKJ4woklGMmuzIqmLKN4wakxFNGoQ5WybYpbO0+kcpSOOOAKAd955h/333x/dJuGSiqKwePFihg0bxkcffbR1rnQL+TvlKPUm7k8/pfKCCym4+mq8X8/F9928pHXJbqf4P3fT/Pob5J5zDoJWw5oDD0qxKtcNH47z9NOouvKqFMOGwltvxTbjEMROBplGampYvf8BKTMxkt1OwXXXUnXZ5Wlf5zzrTAILfiWwcCHWo47CccLxaIqLkbaCTboaixGtr0eNRhF1uq3SFhepqydSsZ7g0j/QlJSgGzEcTWFhRme6rU2kpoaGhx6i5Z05qJEIcnEx+ZdeimHcOLTFW7e9Jstfk8X1iznhgxPSrjn1Tl45+JUeqRxtCQ2BBq76+qoUkwKdpOPBaQ9y+deX0xJKNXaZWjyVe/e6t1sW8VmyZElGcYcI/OHC+10VakhBP9KBZdcSJIe+T2S+Zdk2bJUcJdufLVSqqmKxWDBs8pRdq9Wy8847c8YZZ2zhJWfZnlA8HlzPPhcffM91pogkAKW5mZY330I0GmiZM4ecf/4T+7HH0PxysiNXaNkyJJudAW+9SePTTxP6/Xc0/fonqjmdFUkQr9pY9tkH93vvpVxLpLoG62GH4n47OW9IN2IEhtFjaHz0MQBaXn4Zz5w5DJjzzlYRSoIooiko6PHjthKurGTDGWcSXrMmsU00myl/+in0o0ZtE7GkKSyk4LrrcJ5xBtGmJsJr1+F66kmijS7yLrwA8557Iju2XqtYlr8ey1zLMq41BhvxR3smX21LqHBXpHVyCykhnv79aQ4bfFja/CAVNWloP1P3RpYsm6L4IhBTEY0ygpStlGyK4gnT+MpywmvaHkz4vq/Gv7Ce/PN2/H/2zjtMyursw/f0vrO9L7uw9N4RAQVBxIYt9m4s0dhijCbRxJQviYkxsZfYjbEkgr2AKKiABem9w8L2OrvT6/fHYVmGmdnd2ToL576uvZRzZt73TD+/93me34MmXV6UkLRNu4XSSy+9BEBRURF33323TLM7jgkFAoRcTgzjxkYVSc00ffEFOX/8AxW/+z3J559Hxq23oh86jJpnnsFfUYFu8GAy774bw5jRqJKSyHngdwSdDpR6fYea3iqNRtJ/egv2Zcsi6qHsy5eT+5c/k3LRRdS/8SYhlwvTySej0Ggo+9Wvwm4bdDhwrlqVUG5s7SHQ1ETFH/8vTCSB6LF14IYb6f/OQjQ57Y/gBBqb8NfV4t29B6XJiKagAE1mJgpNBwqgQyEaFi48LEibKf/1faTffhtp110X1cFQIolGa9EijVKDTtk16XUd4fOSz2POfVv2LT8a9KOocxcOvhBf0MfO6p28u/NdnH4nZw04iyGpQ4672iVJ2wQaPbh31GNfUUbQG8AwPA3z1BxUKTJS0oyv0hkmkpoJufw0fV5C8vkDUWoSp8GwJDGJu0bpgQce6I51SPoQqqQkLPPm4Vq77vCm2XLaaVjPPotQIIBCo8G7bx8N//0voUCQoMNB0ONBl5ZG8kUXYp41EwIBFFod6rSWSIJSr4voqRMv2sJC+i9cQO3LL2P//AuUJhOpV16JefYpaDIz0ebmYhg7lkBdHfsuvgRfaWnU47i3bIFzz+3UWnqaQF0dji+/jD7X0IC35EC7hZK/to7qp56k4fU3DqdLKk0m8h57FOOkSXE3J/bX1FD74ktR52qfeRbr/Pmd7lUlOX4YlDwIi8ZCk68pYm5+8fxerXcxaWJfRNSqtKgUkRuzMRljGJ42nMfXPc6b21qi7h/t/YjR6aP558x/kmmS9XwSQaDJS91/d+DZ1XB4zP51Kc7VlWTcIiMlzTjXxnZddW2qIWleEUqrFEqS1olbKFVWVnL33Xfz+eefU1VVxdElTtL17thHoVRiPfNMNP0KUWo1aAsKCDQ0UHr3Lw7XB+mGDCHnT3+i8dNFwt3MZMJfVUVIoUSdnt5tKWAKpRJtv35k3Xsv6T/5CQqlMqIOSKFURrxvj0Y/svd6TnWUoMcbUQN2JIG6SIvZWDQt/YKG/7weNhZ0ODjwk5sZ8OEH6Arjc4wI1NbG7FMV8noJ1NeDFEqSdpJpzOTZU5/lJ0t+QqO38fD4hMwJ3Dzm5l5teHtq4ak8vf7pqHPnFJ/DyPSR3DPxHt7fc8gefMglTM2dSoWjIkwkNbOhZgMf7/2Yq0ZchVIhU6sk4KtyhomkZoJOP01LS0g+V0ZKABStmTZIQwdJO4lbKF1zzTWUlJTwm9/8hpycHBniPU7R5OYSXLGCoEoFajW1zz8fNu/Zvp2Dd9xJzp//hPW8c2l4UzR3VWi1pFx0EUlnnoEmu/uKrZU6HcpWLLc1GRlk3H47ZffeG3lfiwXjhAndtrbuQmUxo0xKItjYGHVeW9y+pqO+6mpqn34mxqQP+2dL0F3/4zaPEbDZUCgUqJKThbNgKyjijFBJjm9UShXD04bz9tlvs69xH9WuagYlDyLLlEWqvnfr3bKMWdw85uYIsZRvyefHo35MlimLK4ZfwdnFZ6NQKLDqrASCAf65+p8xj/nm9jc5c8CZMgVPAoBzTSuRko01JM2VkRIA04QsHN9VRJ+bmIXKlNh9tCSJQdxCafny5Xz99deMHTu2G5Yj6Sv46+qo//e/SbnySupefCHqbQL19Wiysij58fUEamoOj1c99BC2Dz6g4NlnutXYoC1MJ80g4847qHnqaUJeLwCaggLyH3sMTW5ur62ro6gzM8m44w4q//jHiDnTjOmoM9q5yQoE8FVE/3EBcO/eFXMu6Hbj2rCB8vvuP9zPSjdoELmP/BNNXi6+0rKI+2iLilBJMwdJnKiUKnLMOeSYE8s5MUmXxOXDLufk/JP5347/Ue+u57Si0xifNf5wbZVCoSBZn3z4PkGC2H2x+8y5/K6wxraS45tWTRuU8uJ1M6o0A8bJ2Ti/D/89U6XqMU/LbT3iJJEcIm6hVFBQ0GbakuQ4wO8n0NiEymLBX1Ud9SbmmTNpeHtBmEhqxrNtG661a9HMm9fdK42JOiWF1GuuIemsswjU1aHQ6VClpqJpr6BIMBQqFUlnnI5Sp6X60cfwV1ej0OtJvugi0q7/cVjz2aDHg7+6Bl95GSgUoilxRgZKrRaFTod+6BDcm7dEPY9p8pSYa/CWlFBy7XVhVu+enTsp/dld5D3yCCXX/ZhgU0tdidJqJe/RR/rsc34s0uhpxB1wo1PqsOqtvb2cPolVZ8WqszI8bTiBUAC1svWfWo1Sw1kDzmLZgWVR52cVzMKqbf9r4bJ7cTZ4KdvVgFqrJHdgMkarFo0u7p98SQJinJiF4/vWIiXydQZQmTRY5xZiHJuJ/ZtSQu4AxjGZ6AZaUSdL8yBJ+4j70/TII4/wy1/+kmeffZaioqJuWJKkL6BMSsJ88skEXS5UKSmixuQojJMmUfdKpA1uMw0LFmKeOavTBg6dQanXCxOBY6Q+Rp2SgvX88zFNn07Q5Uah1RwWQM0Emppo/PRTKv/vT4Q8HgAUBgM5f/wD5lmzUKekkHH33Ry49rqI46uSkzFNmRz13EGXi9rnnovohwXg3bED55q19H9nIa5163Bv3YZ+xHAMY8aikb2UEgK7186O+h08ue5JdjXsIt+czy1jb2Fk+kisOimYOoJCoUCtaN/P7NiMsQywDmCPLdy10qwxc93I69Cp2/c96Wz0smLBTnZ815KepVDAyZcNYeDELHQGuYnu66jT9BgnZOJcXRU2rkrRYZ6Wh0It0+6aUZm1qMxatP0swkZdK58bSXy0u+FsMykpKTidTvx+P0ajEc1RVsF1cRSM9wSy4Wz34d2/n4q//AXDsOHUPB1ZvJz5q19R//rr+Pbvj3p/86lzyHv44bgd1PoCvrIyHD/8gPP7VeiKB2CZPRt1dnZCPFbnunXsv+TSqHNFCxdgGD6cQFMT9q++pvLPfxZGDIB+5Ahy//pXdMXFUe/rr6lh32WX4yspiTpvGD+egmefQWWxdM0DkXQZ/qCfxfsWc+/XkTV7d0+8m4uHXNyrBgnHCxWOCv67/b8s2LkAt9/N7MLZ3DT6JgosBe02cti6sowvXo3eZ+ri+yeTnm/uyiVLeomA3YuvwnG4kaphTAb6ISkyUiKRtINuaTjbzCOPPNLRdUm6kYDLRaC6GueqHwg67BgnTUKdnR2WbtXVaPLzyfrFPXhL9mM9/zxs774HwSAA6uxszCfNAL+fqoceinr/1MsuSwjh0NV4du9m/xVXhkXZqv7xT/o9+yzGyZNQqMM/dgGnk0B1DYGmJpRmE+rUVFTdJOoDTic1R/UyOpK6l18m549/RGWxkHT6PIwTxhNobESh1qBKSW71/aTQ6dBkZ8cUSpqC/DZNHeKisRyctRAKgDENLDmglFcLO0K1s5o/ffenqHOPrnmUOYVzyDP3rb5ifZFsUza3jL2FS4ZeQigUIkmXhEHdfqtnZ6OXtYujf/7S88001rjQm9XoDOouScMLBkM4Gjw01bpwO/wkZxkxJmnRyyL5bkdl1qIaqEVbmCQiJTKtUiLpFuL+ZF199dXdsQ5JJwg6HDR99hnlv77vsFABMM+ZQ84Dv21/EX+cKFQqdMUDUGdnoRs6lLTrr8dfU4vSZESdno4mKwvlmQZsH3yAZ1v4FU7LvNPQDRrULevqTfz19ZTd+8vIVESfj4O33caAD94PM4rwVVVR/c9HsL3//uGUNdPMmeQ88ACanK53BQy5XDGFDIB37z6CLjdKnQ6FUokmO7vd7oQqi4X0m39CyfffR51PveqqrhHGAS8cXA0LrwfbQTFmSIGzHoGBc0Anr5jHS4OnIcxm+0h8QR8VjgoplHoItVJNprFjPZOCgSDORm/YmFKpYOblQ3A7fHz33h7cDh/5w1KYeHoRSekGVB0saA8GglTtb+LDJ9fjcfgPjxdPyGDGRYMxWXsvpfp4QtqASyTdS4e+IXfv3s3999/PpZdeSlWVyJH95JNP2Lx5c5cuTtI+fOXllP/yV2EiCcC+ZAm2Tz7pdvMNlcmENicH3YABmCZPwjBixGE3O012NgXPPkPeI//ENGMG5lPn0O+lF8m+//6I/kbHAoGGBtybNkWdCzoceA85wQEEHA6qH30M2zvvhNX1OJYto/See/BHqfvqLEqjEf3QoTHn9aNGojR2vFmhbvhwMn52JxzZJ0ujIef//g9tnL2XYtJwAF6d3yKSAFz18L+roTp6ypGkdaI1QT0SjVJGCPoCGr2anIHh9WST5w9g97pqVi7cTV25A2ejlx3fVfLWn1ZRX+7o8Lns9R7ef3RdmEgC2L26mk1flRIIBGPcUyKRSPoOcQulL7/8klGjRvHdd9+xcOFC7HZhabp+/XoeeOCBLl+gpG1sH3wYc67upZfxV0d3pespNFlZJM2bR/7jj5P38MOYpk49JkUScNhmPBZBR8vGJFBbi+3dd6PezrVqFf4oboGdRWkwkHbjDeFCphm1mtQrruhU1EdttZJyxRUUf/oJ+U88Qf4zT1P8ycdYzjwTlbkLIj3BAKx9TUSVorH0L+Buij4niUmKPiVmxChJmyT79/QRdAY1U84egOKQRbRGpyI5y8D+jbURtw34giz/307czuiNoNuicl8jPk/0BvMbvjiI09b6d6FEIpH0BeIWSr/85S/5v//7Pz777DO0R2yoTjnlFL799tsuXZykffjKSmPOBWprIyJNvYVSrzsma5KORGW1oopVx6NQoB3Q0vQ10NQU1SGume4SuJp+hRQ8+wzqzJbNrzonh34vPI+mC9z/VCYT2n79sMyZjWXmTLT5+agMXVRg7HdD6erY89VbwNfxq+THKxnGDP560l/RqcLTpdQKNX+d8VcyDFIo9RWSs42cd9c40vJMpOWbKd9li3nb0h0NeF3+mPOt0VDpjDnndfkJyohSlxHyB/HXu/FVOfHXuwnJ51Yi6THirlHauHEjr7/+esR4ZmYmNd1wBVzSNuaZs2iMEVUyjB+P0mjs4RUlNv7aOoL2JlAqUSUnd6kLmzozk6xf/Yqye+6JmEu+5GLUqWmH/600mYVvb4zUSHVqKt6yMkIuFwq9PsLmu6OoDHpM06dT9N//EWhoAAWoUlLQZHasLqJHUekhYxjs/TL6fMoAkO5sceEP+KlyVWFWm3nrrLdYvG8xG2s2MihlEOcOPJdcc26bfYAkiYNaoyJnYDLz7xxHwBdkR4x+OyDqlzpKVlFswxlzig61rJ3pEgJNXuwrS4W7nTeIQqfCPCMP85QcVJZj+8KjRJIIxP3rl5ycTHl5Of379w8bX7t2LXl5sti3NzCOH4c6Jwd/eXn4hFJJ5s/v6jYHtb5G0OPBvWUrFb//vTCXUCgwzZhB1q9/ha6LeoIplErMM2dS8MILVD30EJ7t21Hn5JB+001Y5sxGldQiytRpqZhnz8a+ZEnEcXRDhhBoaGD/5VcQdDhQGAykXHopqdde0yXNWRUKBZrsLDTZWZ0+Vo+iUsGk6+CH50Qa3tHM/CUYknt8WX2VRk8ji/cv5uEfHsbus6NAwdkDzuaXk39JnjkPlXQR7LMYD22i+4/J4Nt390S9TfH4DAzmjtWfpeaasKTpaap1R8ydcO4ATMnSzKGzBN1+bIv24fyhpSdWyBOgaUkJQacf62mF0u1OIulm4k69u+SSS7j33nupqKhAoVAQDAZZsWIFd999N1dddVV3rFHSBpqcHApffQXL3FMP157oBg+i3ysvox147DnLdRTv3n3sv/LKFge+UAjHV1+x//Ir8JbGTl+MF1WSBfO0E+n34gsM/OJzit56k5SLL0KdlhZ+O4uF7Pvvwzh1ati4bsgQcv74B0rv+vnhmqaQy4W/ogLv/v04167FtWULvsrKbjfq6FIay6DkW9j8HlRsBEccqYX2Smg4CE0VkFwIl7wO+iOK1tV6OOMhyB7V9es+hllfvZ7ff/N77D5RaxoixPt73ueSDy+hwhk7EiHpO5isWiaf3T9yPFnLlHMGdNgm3Jyi55w7x5E3OPnwmM6o5qRLBtNvRFrsO0raTcDhw7m6Muqc49tygvaO1ZdJJJL2E3fDWa/Xy09/+lNefvllAoEAarWaQCDAZZddxssvv4xKlVhXII+nhrMBh0PYUgcCKM3miI358UzAbqfsnnuxf/FF1Pns3/+elIsv6uFVCfz19QTq6vDX1KBKSUGpN7DviisIVLV0Xc+44w6CTgd1L79CyCd+HNVZWeQ/9ij6ESMiejMlHFVb4bXzhVhqpmAq/OgFsLYSiXbVw76vYcnvoHY3JOXCSffA0DPB7wF7BQT8YtycCZqOO/Ydb9S56rjhsxvYUb8j6vwDJzzAj4b8qIdXJekO3A4ftmoXm5YdxNnoZcC4DPoNT8WS1vnPi9vhw2X3EfAF0RnVGK1aVKqOWY5LwvHsb6T66fUx5zN/OhZtgWzgLZHES7c2nNVqtTz33HP85je/YdOmTdjtdsaNG8egY7AnTl9DZTKhMpl6exkJSdDhwLVmTcx5+7JlWM8/D6Wm522Q1SkpqFNS0BUXA+DatClMJGkHDkSZlET1o4+G3c9fWcn+a65lwPvvoy3ovAlDt9FYFimSAA58A4vvh/mPR+99FPDBxgXw8c/Dj/XhnVCzA2b+GpILunXpxzK+oI/dDbtjzq+pXiOF0jGC3qRBb9KQcdVQgoFQl9YPNR9b0vUotK2/TgqtFKQSSXfT4U9Zv379OOOMM7joooukSJIkPAq1GlVqasx5TU4OigSJhioN4Vd5ky84n/rXXot625DLhf3LGMYGiUJDSaRIambLu7FT8Joq4PPfRZ/77hlw9q7tfV9HrVSTb4ktsIemxO631RuEQiHsDR5qDtqpLbXjaPD09pL6HEqlUpos9CGUZjXqjOhRP02uCaUUqBJJtxN3RCkQCPDyyy/z+eefU1VVRfAo6+kvYqQ2SSS9iTotjbTrr6f817+OOp988UUoovUW6gVUqanoR4/GvWEDAJqsbLz798e8vXtz9Aa3CUNTK7UuoSD4nOCsg6AfDCmgOvTj76oHT4yeSKGgEGCpA6LPS9okzZDGLWNu4d6v742Y0yq1zCyY2fOLioHPG6Bit40vXt2KvV4IJEuanjnXDCOrfxIqtdz8S4491BYdaVcOp+aFjQSO6EulStGRetkwVGbpeieRdDdxC6U77riDl19+mTPPPJORI0eiUHTcXlQi6UnMJ80g6eyzafzgg5ZBpZLs3/4GTW5u7y3sKNQpKeT9/SFKrr8BX0kJvvIytP37490dPU3KMGZM2L8Dh4wfmhYvxldaimn6dAyjRqPJye6J5UfSmpjRmkSK3b/PE/8/+iIYOEc42nnb6IdkTIf6fcIgwlYKhVPFuSy99Di7Ek+TePxqAxisbd++g0zNncoNo27gxU0vEggJF8FkXTKPzHqEXFPifCYaq1188Ph6QsGWktqmWjfvPbKOS34zmZRsmXIsOTbRZBrJuGUs/hoX/hoX6gwjmjQ9Kqt0FZRIeoK4zRzS09N59dVXOeOMM7prTV3K8WTmcKwQCga7Lbrjb2jAX1WF87vvURqNGCdOQJ2ejjIBa7t8VVX4DhzAV10DwSBld90VcRulyUj/995De6hRbNDtxr5sGaV3/Tys0bAmL5d+r7xy+HY9iqMa3rwCDkRpSD3tThFNKp4J7kao2gzWAiGWKjbBykehcnPk/YacAROvgzcvg0DLlVayRsJlb4E1gWu2WsNjh+rt8OWDULUFUvoLy/Oskd1me+70Oal111LhqECv0pNhzCDDkJEw1uB+b4Clr21jx/fR3b9GnpzH9AsHyqiSRCKRSNpFPNogbqGUm5vLsmXLGDx4cKcW2VNIodQ3CDQ14Ssro2HBAvyVlVhOPRXjhAlocnJ6e2kJgb+hAdu771L9yKOE3KJviSYvj7xHH0E/bNjh+irvgYPsPv108PsjjmE59VRyHvxL7xh+2EqFccOWd0XanNYEJ/xUON5ZC+D926DxCIt2tR4ufRNQwIJrhZhqRmOAG5bCv04WzndHM/YKOPMh0PRAo2VXAziq4MAqUGshb4Jw39NGMadoi2AAtn0I/43SZuHMh8Xj0hx/zXSdTV7e/cca6sudUecziyycfdtYaSggkUgkknbRrULp4YcfZs+ePTzxxBN9Iu1OCqXEJ2C3Y3v3XSr/709h470aBUlAgh4P/poaArV1KLQaVKmpaDIzw25j+/BDyu7+RfQDKJUUL1rU/Q557kZw1ggRo0sCS47o7+Wxi+iSzwk6C2z/RIiM/SvF39HorXDBCxDwQP1+qN4G2aNhyOlQ8h0suC76+VVauHU1pPTr3sfpqIGvH4Zvn2oZUyjh9L+JFEJ9nClztoPw7IxwUdiMWg8/XdX9jykB8br9fPbCZvZtrI06P2hSFqdcORR1Gw5hEolEIpFAN9uDL1++nKVLl/LJJ58wYsQINEfZKS9cuDDeQ0qOc/zVNREiCcBXWkb1Y4+R8/vfRzjBHY8odTq0eXmQF7vvUMDWGPsAwSChKJGmLqV+P3xyL+z8FEIhMKXDnD+IVDljSrgNePU2kWL31d+jH8ttA2ctfHw3mLMgpfBQFCof7O/FXkPAC0Fv7Pmu4uD34SIJRLTs47shfxLkjo3veM7a6CIJwO+GpjJhh95YKvpSNewXKXkp/cGS1aGH0BfQ6tWMn1cUUyiNO7WfFEkSiUQi6RbiFkrJycmcd9553bEWyXGK4+uvY841fvwJmXfeKYVSOzGOHxdzTtu/PypzN6bdNZbDa+eJxrDNOGrgvVvgRy/ByPPDbz/mMrH5bw1Po0i1q90F9kqRsgdQMCX2fVKKOpb6Fg/OutgCD+C7Z2H+Yy0Ofu1B0cZmX2OCio3w6nzhCNhMxhC4/G1IPnajTak5Rk6+bDDL/7uLgF/U3qk0SmZePgRrpvxukEgkEkn3ELdQeumll7pjHZLjmICjFXczv59QINBzi+njqLOzMc+ahX3p0vAJhYKs39yPOiOj+05esyNcJB3Jkgeg31RIOqLmLLU/eO1gTI0dSUkpEmILYN6DLY52yf0gf7KI6hzNaX/ufue7gBfsVbHnGw+K28QjlIxpkJQXXqvVjN4KOhO8MDdcJIEwf/joLpGmGG+6Xx9BZ9Qw5IQc+g1Po7HGhUKhwJKmx2jV9um+QH5vAGejF3u9B6Vagcmqw2TVolQlRqsCiUQiOd6JWyg1U11dzfbt2wEYMmQIGd25AZMc05inT6Pm0UejzunHjkFlsfTwivou6pQUsv/we2zvjafu5VcI1NaiHzOarHvuQT+0mxuIHvwh9lxDCfhd4WOmdMgeA6f8Fj68M/I+w8+B0jWQNxFm/wZyxrQID3MmXPQKLH8E1r4KPpewBj/tz1B4YuSxmipEVGrPMlEzVTxL/FfTwWiEziKiWrYD0ecHzBLW3vGQlAMXPA+vnhPu5KdQwvnPQ1Nl7Oa8u5aIx9gZodRYDnV7RNQqtT9kDhdpjglSi6rRqtCkG0hKPzYiSG6Hl60ry/n2vT0E/aJUWGdUM/f6keQOsvZpASiRSCTHCnELJYfDwW233carr756uNmsSqXiqquu4vHHH8do7AGnKckxhSY3F9NJJ+H46qvwCbWa7PvuQ5Wc3Cvr6qtoMjJIu+46rGfPh2AQpUHfM89hSlHsOa0ZlFGiK6ZUGHGuiKYseUBs1A0pcOLtMPpisUmffJOobzqapFyY+0c48TYI+kRqWrRaHVspvHEJVGxoGVOq4Ecvw6BTOyaWtCY46W7Y+p7oA3UkeqtIM+yIxX3+RLj5G1j7byhbAxnDhA16SiHs+jz2/UIhEeFKGygeW7zU74d/nyue/2YMKXDV+5A9KmHE0rGErdpNyeY6FCgAIZQ8Tj8fPbGeSx+YQnKW/C2VSCSS3iZu17ubbrqJJUuW8MQTTzBt2jRAGDzcfvvtnHrqqTz99NPdstCOIl3v+ga+6mqaPv2UupdfJtDQgGHyFDLvuB3tgAEotT3XfTzo8+GvqiJos6HQ6VClpqJOibJJl0RSvx+eOkG42h3NtDvhlPtbT0VrqhSmBSqNMG/oij4+Pjcs+hX88GLknFIl3PFS+3fs2H4PlK+HD+4QPY8ACk6As/8J6UM7JpSaCQREBE6tB9Wh61mVW+DpqdFvr7PAuc8IoRVv2qGrXliS7/0qcs6cJazYrbENRCTtx2Hz4Gz04vcECIZCeJ1+jFYt+zbW8sNH+w7fbsLphUyZP6BPOMtKEhu/P4jH4UOhUGBM6rnfUokkkelWe/D09HTefvttZs6cGTa+dOlSLrroIqqrY6SG9BJSKPUdQqEQgZoaQoEASrMZlTm8ID/o8RCorxdRErMZVRe/nv76ehoWLKDmqacJOcVmXz96NLkP/Q1dYWGXnqtX8bnBXiFS5RzVIoXMWgDmTqbPBvxQ+gP850JhwtDMwLlwzuPdXzcUjYYD8MREIcCicfZjMOHqzp3DXg3uBpEiZ0gRNVfdgaMGFt4Au7+InDvpblEfdtqfRaQtHmp2iucoFj/+DAomx3dMSRihYIiag3YWv7CZhionk8/sT2qeiZLNtfi9QfqPyUBvUvPRUxvwe4MUjkrj9JtGoVLLWqVouB0+PA4fIUBv1KA3yx5aoVAIh81DwBdCpVZitGhoqnezbskB9m2oQaNXMXpWAf3HpGOy6np7uRJJr9Kt9uBOp5OsrMj0lszMTJzO6A0BJZL2oFAoYpoNeMvKqH32X9jefZeQx4PxxBPJuvcedAMGoNB0/kcyFArRtGQJ1X9/OGzcvWEDJVdfQ9Gbb6DJ7oWNflfjc8PeL+GtK8LrYIpmwPnPhZstxItKLeqJbl4pNt/OGsgaAeZsMKV1fu0dIeiPLZKgdUOG9mLO6LzIbA+mdJj7J/juadjwX/G4jGkw5Seid5RKC/rk+I/b2vMDsY02JO2mqc7NO/9Yg88dYMo5A2iocPL9h3sPz+/4vpLs4iRmXz2MRc9tJnuAVYqkKASDIerLHSx7fTsVu20AZA1IYualQ0jNNR23JhjOJi971lSx6qN9OBu9GJO0TDi9EIVSwaYvW8xhvnx9O7t+qGTuj0dglGJJImkXcX+rTJ06lQceeAC3u+XH1eVy8fvf/56pU2OkhUgkncBXXkHJNdfS8NZbhDweAJwrV7Lvwovw7N/fJefwV1VR8/jj0ecqKvDs3Nkl5+l1msrhzcvCRRLAvq+FpfXR9TbxolKLXj8DTxFNV7NG9J5IAlFLlNGKiUXBJPC24rqYaBiShRg671m46FU47U/itfvqb3DSL0DbgboWvbV1O/WOpiZKDrN/Uy0+dwCdSU1SuoHt31VE3KZidyMNVS5yBloZNPHY7YvVGZpqXCz42+rDIgmgck8jCx5aTWNtG4L/GMXnDbDhiwN8+cYOnI3ie93Z6OXrt3ZSX+5g6NTwC3ylOxqoq5AXtSWS9hK3UHr00UdZsWIF+fn5zJ49m9mzZ1NQUMDKlSt5NIZzmUTSGZzr1uIrKYkYD3m91Dz2OIEuiGSGPB78VbHTRl1btnT6HAnBnqUiyhKNH57vmghLImHOhNP/Gn0ud5xIV6va2rNr6gxJuSKCVLEBPvyZ+DOmw43LhOtfR7DkwEn3RJ8bejaYMju8XImgbHcDAIUj0tizNvZnbNs35Zx86RDMqfJqf8AfpKnWRdnOeko219JU52bz8jJ8nsh2EX5vkI3LDhLwHX+tJFyNXtZ+Fvn7CLD56zIGjIv8/G7/rry7lyWRHDPEnXo3cuRIdu7cyX/+8x+2bdsGwKWXXsrll1+OQTYFlXQxoWCQpk8/jTnvWLGCYGMTqk66LSo0GpRJSQQbG6PO6/ofI1fVGw7GnvM0xRZRfZm8iXDZf+Hz30PlZtAYRbRr8Gmw4AYhmC5+TURr+gLWPJj5K5h0A4SCYt3aTjQSVmlg3BXiGF/+RdRCaYww8cdw4q3RHQclcZGRb2HXqipUaiUeZ+zPmM8TQGfSoDpOU8ia8XkDlG6vZ/ELm/G5hfgZP6+Qg9vqY97n4LZ6vO4AhuPMVt1l9x62lz+aYCBEwBeMGJfW8xJJ++lQHyWj0cgNN9zQ1WuRSCJQKJWoUmOnbimtVlB23hlKnZFB6jVXU/NYZPqd0mJBP2Jkp8+REPQ/CZY/HH0uc1jH+wolMhqj6DM0+mJhYR7wwdb34a0rhTAsXS3S7zorlOxVol/U/hVgyhANdi05oNF3xaMIR6XpXD3Z0ZjShA35kNNFTyq1TkTj1DKy0RUUj8vguw/2ULm3kWHTcti/qTbq7fqPSUdvksYE9jo3Hz+9kVCwRQB4HL5WXduMVi0qzfEnMNuqZVOpI38fh07twu8OieQYp0NCafv27Tz++ONs3SpSVoYNG8att97K0O5uaCk5Lkm+8Ec0vPFG1LnUK69EnZ4e1/GCbg8BWwMoFKjT0lCoVCjUapIvughfSQm2d987fFt1Rgb5zzyNJucYMHIAyBgC6YOhZkfk3Gl/EZvjYw2lUtTgfPbb6POW7BYL7o7SWA5vXwsl3xxxXjVc+AoMnJ14AtRRK+rUdGZhLQ7ieZI24N2COVXP/NvH8umzmzCn6LBmGrBVhTdg1hrUjJvTD/VxuNk/mm3fVISJJIA966qZfuGgmCJz/NxCtPpOfo77IAaLNur7CSAp3YC9wRM2NmJGLtZjpGmzRNITxG0PvmDBAi655BImTpx42Lzh22+/ZdWqVbz55ptccMEF3bLQjiLtwfs+gcZG6t94g+p/PhI2bpgyhbyH/oYms32b+1AwiO/AAWqfe46mJZ+j0OlIvvhiks8/D012Nv76egK1dQQ9HhRqFSiVqJKSUGdmHlv9TBoOwOd/hM0LREQldQDMexD6nQh6S2+vrnuo3g5PTRGNWY9m/pMw/oqOHzvggy/+D1Y8EjmnVMGtP7SvfsjrEAIm5AetpXuc9Bw1sG8FfP13YeyRNxFm/RrSByWemDvGCAZDOBo8uJq8qLUqtq4sY+vKcoL+EAPGpjPxjP5YMwwouiBCHg9uuw+Py49CAXqTBq2hd8VG0B/kk39tYt+Gmoi5iWcU4fMEWP/5gbDx8af1Y+yp/TCYj88+QbWldt79x1rcjhYzHp1JzTl3jsNW5WTL8nK0BjWjZ+WRkm3CYDk+nyeJpJlu7aNUXFzM5Zdfzh/+8Iew8QceeIDXXnuN3bt3x7/ibkQKpWODQGMT/qpKGhd/RrCpCcucOWgL+8UVTfKWlLD3RxdG1CGZTzmFjDvvoPy++3Fv3AiAOjODrPvvx3TiiRH9nI4JvA6xaQ76xKbccoy7bHmdsHOR6EN0pLPfuCth9gOdEyW2UnhyMnjt0efPeAgm39j6MRpKDonXhUK8Zg4X98sd17n6oyNx22DZg/DtU+HjCiVc9Z5Iy2wLnxt8DpHOKIVVpwj4g7jsXgiBzqhGo+tZgRLwB6kttfPVWzuo3NOIQgFFY9I58fyBJGd2ruazs6xdvJ+VC6PvJU48v5jCUemU724gFIK8QckYk3TojMdfNKmZUCiEvd5D1f5Gag7YSc83k1mUhDlFh0KhwOcNoFQqpOW8RHKIbhVKRqORDRs2MHDgwLDxnTt3MmbMmITrpSSFkgQg6HZT+ee/0PDf/0bM5T/5BOX33U+goSFirt+rr2KaPKkHVijpdpob7VZsBI8d8sYLR7fOmhXU74dHR8een34XzHkg9nxjGbx8JtTtCR9XKOC6xV3X7LW1xrJpxXDNJ7EFs9cJ9Xth5eNQuUmkb067A1KLRfqepM9RV+7grT99H2EEYEzS8qN7J2BJ6z0hbKt28db/fR/V4e78X4wnpzi55xclkUiOGeLRBnFfXpg5cyZff/11xPjy5cuZMWNGvIeTdCP++no8u3fj2rABz/79BJqaentJvUbAZqNpyZKIcd3gwXj27I0qkgCqHn445pykj6HRCzOHYWfD2EtFvVZXOLppjJDVitlH/5Nbv3/5+kiRBCJNcNF9XdfwtWxt7Lna3eBuiD4XDMK+5fDMdFj/hhCamxbAv06GnZ9F9uSSJDw+j58fPt4X1S3N2ehlX4w6oJ7CkqbnvJ+PJyWnJbJlsGg47caRpOVKYS6RSHqOuGPV8+fP595772X16tWccMIJgKhR+t///sfvf/973n///bDbSnoHb2kpZb+4B9eaNWJAocBy+jyyfvnLdtf0HEsolEoU+kj3MW1RIZ5tsfvoeLZsIeh2I81UJTExZ8C8v8ArZ0fOZQwVgqw1diyOPp4zBqbcCLU7odIL1nzhptfRCI66Dfc9ZYx3eVM5vHezsCI/klAIPrgN8ieKJsOSPoPHJey3Y7FvfQ3DTsw5bCPtcwdAARpdz3wTKpUKMvpZOPdn43DbfQQDIfRmDSarrt01XAF/EHu9h5LNtdRXOMgZmEz2ACuW1G5woZRIJMcscQulW265BYCnnnqKp556KuocgEKhIBA4/pq/JQL+2lpKb78d9+YjmqSGQjR9/AlKnZ7s39yPspN9h/oaqtRUUi69hOqH/xE27q+rxzBmTMz7qXNyUKiOUZnkagBHFZStE3UwWSPBnNU9dtbHOrnj4cp34JN7RIqbSgsjL4RTft22jbc1P3Ks8ERR1/TRXS0RJaUKTrwDpt4q7LzjJWe0cOKL1isrfzIYUqPfz1kj6tmi4WkCe6UUSn0MpUqB3qzB2Rg9Gmg8JEjsDR7KdzWw5esyUMLIk/LIHmDFZO0Z23hjkg5jUvznCgaCVOyx8cFj6wn4hcDfuKwUY5KWc38+npSs4+v3TyKRdJy4U++CwWC7/qRI6j38VdXhIukIbO+/j7+2d9MqegOFSoV1/nx0I4aHjbvWrMEy+xRQR79mkP6Tm1BndIP72JGEQmArg4OrYOdiYd3tin21t0twVMPnf4AnJgmDgzcvE/Ur2z8WRg+S+NCZofgUuOYjuH0t3LYazvp7dBF0NMPni3qkI5l+F7xzU3jaXTAAy/8hekJ1BHMWzH8iclyfDPMfA2MModQmrZe5uh0+7PXumJtySc9jtGgZf1phzPlRM/NwNXn55OkNLH5+Mwe313Nwaz2fPruJxc9vxnGU5XSi4bB5+fjpjYdFUjPORi+fv7IFt90X454SiUQSzvFrE3MM46+qjD0ZCBC0i41wwGbDX19PyOtDZTELG+xjNXoCaLKyKHjqadybN2F7510UJiMpF1+MpqCA/CeeoPRnPyPkaulFkXzZZZhPntm9iwqFRM3H6xdCU0XL+PDz4PQHRY+f7mD3F/DDC+FjAS8suA5u/hYyZU+0uHDbwF4NjQdBlyReN007r1on5cL5zwvBGgpC3gQ4+D34Y2xGv3wQBsyM36lQYxD1WTmj4YcXoX6fOM6w+ZDcL/b9jOlgSo8eVdJZwBz9Pep1+akptfPtu7upOWjHkqpn0plF5A1OkfbECUDBsFQGTcpk56qqsPGp5xdjzTCwe201Vfsj61rLdjZQtruBQRMS1ymzscaF1xUlcgpU7mnEZfeiN8vGvhKJpG06JJRWrVrF0qVLqaqqIhgMv2Lzj3/8I8a9JD2FurUaJJUKZZIFb0kJ5b99AOe334rhlBQy774by5zZqKzWHlppz6PJykSTdQrmk08GhQKFUgRVVdNOZMCHH+Ddv5+g3YFu8CDUqamoutsp0XYQXp0fGUHa8g6kFMKs+0DdxZtKexV8/XD0uVAI1v0H5v6xa895LGOvhM9+B+tfbxlLyoPL/gtZIyKjRUejNcGQM0QUat8KMCTDto9j375+X/T0ufagM4s1nf43YZPenjRLSw6c8zS8cXFkndLZj0UVbKFgiAPb6vj02U2Hx+rKHCx6bjPj5vZjwulF6I7q1+OwefB7AyhVSoxJWmll3M0Yk7TMuHgw4+YWcnBrHSqNioJhKRitOoKBIJu+LI15341LS+k3PC3iNUwUYomkZgJRTCwkEokkGnF/y/35z3/m/vvvZ8iQIWRlZYU14jymmnL2YdQZGeiGDsWzbVvEXNKZZwKw/5pr8ZeVHR4P1NdTft99KC1mkubO7bG19hZHR86UGg3avDy0eXk9u5CqLbHT7FY9D5Ou7/r6j6A/PHp1NHV7xG2UibkJSigCPlj1QrhIAmgshVfOgpu+bt/rpzWKprTNjWmddZHHbCZzmKiB6gxKVWzzhojbKqFoOvxkOax47JA9+BCYfsgePMpaHDYPX72xI+rh1n1WwojpuYc32W6Hj4Pb61m5YBdNtW40OhWjZuYzelY+puSeqYXp67gdPhpr3WxdUYbH5WfwpCwyCixtPn8GsxaDWUtGQXijaVeTl2AgtpgIBYPRmzcnCMnZsaO5epPmuO65JJFI4iPub4tHH32UF198kWuuuaYbliPpCtTp6SKV7Oc/x71+/eFxy9y5ZN7zC9ybN4eJpCOpeujvGMaNQ9PddTkSQTRb6Ga8dgh0Qy2AxgQ542DvsujzA2ZJkdRemirg26ejz7nqoXJzx4TugJmgt4qUvqPpbIPcjqA1ikjU2Y+InkpaQ6uphW6HP2ZNUigE9ZVOrJlGQsEQ+zbW8PnLLc6TPk+ANYv2U1tqZ/Y1wzCYZZpea7gdPtYuLmHNov2Hx3Z+X0l6gZkzbxmNOSV+cxa9ScPQqdmseHtX1Plh03LRGRM3dc1o0TJsWg5bV5RHzE370UApwCUSSbuJezekVCqZNm1ad6xF0oVo8/MoePopAnX1BB12lFbr4VSy+rWx+6n4Dhwg5Hb34EqPc1rrv2NKB3U3NH00WGHOb+H5LyOvChtTYfCxH1HsMgJe8DTGnq/dCcyL/7jJ/eCaj+Hta4W5B4jap1P/AAVTOrTULkFjEH9toFS1nl2g1oq0OofNwzcLd0e9zf5NtTgavFIotUFjrStMJDVTc8DO5uVlTDqjCKUqvjRGhVJB8fhMNn1Ziq3aFTaXkmOk3/COGn/0DDqjhhPOKSY938LqT/fhtHlJyTFy4vkDyR5gRdlOi3GJRCKJWyj97Gc/48knn+SRRx7phuVIuhJ1airq1MgfNG1hbLcjpdWKIoYDnKQbSBsIKf2hfm/k3Mn3ivqQ7iBjKFy+ED76mah5ASg4QbiftVbYLwlHrY9tdACtC+HWUCgge6Rw0XPWiBQ/Q6owiVAl7pX8ZvRmDWl5ZmpL7RFzGp0Ka7oQW15X7MgTQO3BJtLzZYPR1ogWNWlm81eljJyR16EIiiVVzzk/G8eOVRVsW1mBQgnDp+UycEJmh6JUPY0xScuomXkUj8sgGAyhUovaN4lEIomHuHfEd999N2eeeSbFxcUMHz4cjSb8R3vhwoVdtjhJ92CcNAmFTkfIE5nWlXr1Va2bQUi6lqQc0X/nvVth/3IxpjXBjLthxAWiPqQ70Jpg4Clw3SKR3qVUgyGlExbRxymWHDjpXvjkF5Fz1oK2m822hTlT/PUxjBYtc64dzjsPrwkrrFcoFcz98QiMh/rwqNRKUBDTYVwv3fHaxNOKcYHPEyDUiVoiS6qecacWMmxqLgAGi6ZP1SIrFAqZZieRSDpF3ELp9ttvZ+nSpcyaNYu0tLQ+9aUpEWiys+n34gscuOknBO0tV3wtp88j5aKLjmmL8ITC1QB1u2H1qzDqRyIdTqkRdsyW7K53u4uGJbv7LMiPB5RKGHk+uBtEjyPfoTSlvIlwwXPC+vs4JS3XxMX3TWLfhhpKdzSQkmNkyJRszKn6w452eouWolFp7NsQ2dtNo1eR2kpRvkQweFIWO7+P3hKicFQ6OkPnIpBKpUJGYiQSyXGLIhTn5SaLxcKbb77JmYfc0xKdxsZGrFYrNpuNpO62eu5DhPx+/FXVeEv2E2iwoRs0EFV6Oupj2Bo8ofDYYfUrsPjX4eP6ZBHlkX2M+hY+DzgqhPhVG8CUBsa03l5VwhAMBlHGiI421rp4/9F12KpaamHUGiVn3z6WrAFJqOKsrznesDe4+eiJDdQcDE9zVGuVXPirSaTmmHppZRKJRJKYxKMN4hZKhYWFLFq0iKFD+8ZGTgolSUJSuxuemBDdYrdoOlz8mkiFkyQeTRXgbhTpisYU+Tp1AY4GD3UVDir32EhKN5A9wIopRSdFUjux17vZvLyMzV+V4vMEKByVzpSz+mPNNMRt5CCRSCTHOt0qlF566SU+/fRTXnrpJYzGxE+LkEJJkpCs/Q+8d0vs+dvXQWr/HluOpB14HVDyHXx0V4v5RuF0OPufkD64d9cmOe4JBoI4m3wQCqEzaNDoZQq1pHVCwRD2Bg8NlU6cNg+puWZMKTqMsjZQcowTjzaIu0bpscceY/fu3WRlZVFUVBRh5rBmzZp4DymRHPs0lkPlRtjwP0gf1HYUIhTsmXVJ2k/VVvjP+eFRwP3L4aXT4YZl8fVL8tjBUQ2OKlAbRV+kY7BWzO8L4GjwUrHbhsvhJbc4GXOqXta8dANKlRKzNC6QtJNQMET1gSbef2wdHkeLIUh2sZXTrh/RJ5wNJZKeIG6hdO6553bDMiSSY5jGMnjjUihfJ/6tVMMlr8e+fc5YUauUaDhqwecEpQpMmaA6jmzkXQ2w5HfRUyUdNbB7KUy4qn3HslfD13+HVc9BMCDGUorEeyJzuLAGPwbweQMc2FLHon9tIhhsed7yhiRz6rUjpBuZRNKDBANBHDYvDpuHoD+E0arl/UfX4XGGuyZW7Lbx3ft7OOmSwWh0x9F3vEQSg7g/BQ888EB3rEMiOTYJBGDtay0iCSDoh31fw7grxNyRqLRw1j+EGUCi4LVD+QZY9GsoWwt6K0y+CSZd1319nhINnxPKWomW7/pMvJ5t2bkHA7DhTfjumfDx+n3w8pnwk+Vgze/0chMBR4OHT/+1iVAwXFyWbm9g45elTDqrSNYgSSQ9gN8XoGxnA4uf34zH6Udv1nDi+cURIqmZHd9XMunM/lIoSSRAh3+lVq9ezWuvvcZrr73G2rVru3JNEsmxg6MKVj0fOf7NE6Lp63nPQv5ESC6EMZeKjXL2qJ5fZ2scXA0vnyFEEoi+S1/9DRbcAPaq3l1bT6FUt54al1rcvp5XTRXCRjwarnooX9+x9SUg+zfVRoikZjYuO4irlUazEomk67DXCWfEZmGkM6px2mJ//oKBEH6fTP+WSKADEaWqqiouueQSli1bRnJyMgANDQ3MmjWLN998k4yMjK5eo0TShwmJaETEcAgW3y8iM5f9DwI+0FtAk2AGKfYq0Uw1WsrZvq/BdrBPNkSNG3MmTP95dAMOhQLGXtq+4wQ84KyLPV+1FYb2jdYLbWGvi2xo3YzX5Q9Lx5NIJN1DKBRi68qKsM+bo8GDNSv2b43epEGjk2YgEgl0IKJ022230dTUxObNm6mrq6Ouro5NmzbR2NjI7bff3h1rlCQovspKGpcsofQXv6Dywb/i3r6dQGNjby8rsdBZYeCpseeLTxHRCq8dSr6Hgz+ArRSCCXI1z2uH6u2x5/d93XNr6W0GzYVxR9UhqbRwwYvtT5dT6cHUysWkrJEdW1tTBZR8A989C9s/gYYDvf4eKhgW27AkPd+MRpu4GzFnoxd7vRu3w9fbS+lVvG4/9RUO1izaz/K3d3JwWx0OW2wBLEk8AoEQtaXhPbb83iDORi8Z/SxR7zP57P6yhlAiOUTcEaVPP/2UJUuWMGzYsMNjw4cP58knn2Tu3LldujhJ4uIrL6fkuh/j3bv38Fjdyy+TcffPSbn4YlSW6F/Axx06E8z8FexcJOyljyRrJGSNgC/+INLzmqM2pgy49A3IGdf7hgkKNag0IuIVDVN6z66nNzFnwNw/wIm3inolrRmyR4M5CzTtdIiyZMNJ94go3dGYMiC7A0Kp4QD850Ko3toypkuCq94TxiDtSQnsBlLzzCRnGWmojIyoTr9wEIYEtCB2Nnk5uLWOHz7eh73eQ3qBmannFpOWb0arP77qNbxuP7tWV7H039sOj61fcoD0AjNn3jJauqL1EdRqJVn9k9i/qTZs/Lt3dzP3+hFsWVnO3nU1hIIhdCY1k8/qz8CJmSiVx4apjETSWeL+BQ0GgxGW4AAajYZgolwFl3QrQa+X2hdfDBNJzVT//WH8lZW9sKoEJnUA3LgMRpwvUutM6WKzfMVC2P4xfP9ceGqboxpePQcaS3ttyYcxpcOIC6LPKVXQ78SeXU9vY0iBjCGinmzY2ZBS2H6RBEK0jDwfZtwtolHNZAyFaz6K38jB3Qif3BsukgA8jfDa+dBUFt/xuhBzso75t49l8KSsw5uu5CwjZ982hozCxLuQ4nH5WPPpfj57cQv1FU58ngDlu2ws/PsaDm6rJ86Wgx0mGAzhdvrweQM9cr5YOBo8YSKpmZoDdtYtOUDA37vrk7SfwZOyUGvCt3ted4BPn93E5DP7c/nvT+DS307m4vsmM/KkPAzmxLuIIZH0FnFfIjvllFO44447eOONN8jNzQWgtLSUn/3sZ8yePbvLFyhJPAJ1dTS8vSDmfOOiRWQMHNiDK0pwVGrRkPScJ4TNtEIh7LUdh2yio+F1wL7lYiPem2iNcMp9ULoKane3jCuUIuXsGOz9E5PmqJoq8kJRXJjSYcbPYfyVol5JowdjesdqvZw1sOOT6HOueqjb06suepY0PTOvGMKUcwcQDITQ6lQYrYmZ0uNq8rH+iwNR5756czuZRRbMyd0XRQmFQjTVutn+XQX7N9ZisGgYe2o/UnNNvbJx3bu+JubcluVljJldgCU1cdMnJS2Y0/Scc9c4Fj+/maZaNyAMHU66ZDDmVB06Qye/0ySSY5i4hdITTzzB/PnzKSoqoqBANFg8cOAAI0eO5LXXXmvj3pJjgVAwSMjtjjkfsMk6pahoTeKvmaCvdde4qq2x5zpCMCCsydVxblST+8HVH0LlZtj9BSTlwZDThTW4xtC1a+xqPHbhPHjgeyF0CiaLVDlDcvuP0VQJFRtg9Svi3xOvFWmTlqyOr0trBG2R6J/UGfye1psT26s7d/wuQKNT9wmb4boyB8QIGjkavHgcfszJ3Xf+hkonC/62Osyyed/GWsaeWsCE04vQG3t2M+tqiu2K5vMEohu8SBISlUpJdn8rF9wzAVeTj1AwhN6swWTVopQW/RJJq8T961VQUMCaNWtYsmQJ27aJsPywYcOYM2dOly9OkpiozGaMU0/AufKbqPOWU+V7oV2odGKjXL8v+nz+pK45j8sGDftg1YsiFWvoWcJEIrmg/cdIygW1XqSd+dwiSqZI8KvJLhtseAM+/VW4mJjyEzjpF+2rr2qqgIU3wd5lLWPbPhDP37lP935ETWcW6YCu+ujzGUN6dj19mLZcvpSq7qvZ8Lj8rFiwK2pfm3WfHWDo1JweF0qFI9NYtyR6hC1rQFKfEL+ScExWHaYEjehKJIlKhy4lKBQKTj31VG677TZuu+22bhVJRUVFKBSKiL+f/vSn3XZOSeuokpLIuuceFFFq1fTjx6Mt6t8Lq+oB3Dao3AKLfwMLb4StH4KtEzUgliyY/dvoc6YMyBvf8WM342mCda/BsyfBmpdh52L44HZ4YY5Iy2ovtbvg3+fBI6PgyUnw5BT45nFwxE7P6XXq94j6naMjLt89AyXfte8Y+74OF0nN7P4CSr7t9BI7jTkXZt0XfW7ArOOnIXAXYM00oNZG/0nM6GdBb+4+oeJx+iKK7Y9k34aaHnfgS8kxkVFgjhhXKGDGhYO69fmQSCSSRKHdQumLL75g+PDhNEaxf7bZbIwYMYKvv+56q+BVq1ZRXl5++O+zzz4D4MILL+zyc0naj7a4mKIFb2M6ZRYKvR51RgYZP7uT/H/+A03GMeiE5m6Cda/D01Nh5WOw4S1463J49WzhOtZRBsyC0/8GuiOK27NHi8L+eCI+sWiqgEW/jj7+2e9Ealpb2ErhlbOhfF3LmM8FX/wRtr6fmCk4fi9896/Y88sfbr2fEYh6su+ejT3/3TNCPPcmoQAMnC3eQ801Tmo9TLpBRLxMab27vj6Eyapl7vUjURzl9qUzqpl9zbDurRMKETPtD8DrCrD+iwM4W0mH62pMVh1n3DKasXP6HY62ZQ1I4oJ7JpCaFymgJBKJ5Fik3bHzRx55hBtuuIGkpKSIOavVyk033cQ//vEPZsyY0aULPLqB7YMPPkhxcTEnn3xyl55HEh9KjQb94MHk/e1vBO12UChRp6ehUCV4OlZHaSqDT38ZOV67C5b/E+b9WWxQ48WYChOvgyFngKtOpOOZ0rvOdnv30thz2z8E5x9F+lZrVG2BxhiRs2UPwuB5IjUvkQh4ofFg7Hl7VWzL82ZCAVEDFAu/p3d7FQWDcPB7EenLGw+zHxCCOxSC1GJRi9WMrVS8juUbIG0g5I2DpPxesw5PRFRqFflDU7j0t1PY8X05deVOCoam0G9kGpbU7rXC1hnV5A9N4eC26CmU2QOSWPTcZvIGJWMcmtqtazkSc4qeE87tz5jZ+YSCoNGr0JtkJKknCQVDOGwe3A4fCoXiUG2RTJ+TSHqKdgul9evX89e//jXm/Ny5c/n732M4eHURXq+X1157jbvuuguFInq+uMfjweNp2dxEi4BJug6V2YzKfBxcXdz2Uey5df+BGXd13F1MpRHRo66IIB2NL7KHzWGCgdaNAJop3xB7zl4J/tjGHr2GxggDToG9X0Wf7zc1PIoXDX0KjLpQGDlEY/RF8ZlCdDVNFfD2dUIUlnwbngpozhSW9El5wq3wlbPD7eb1VrjqfcgZI3KpJABotCpSso1MmV9MKBiKiC51FzqjhukXDWLBX1cLo4QjGDw5i8p9TQT8QTYuO0h2cXKE1XN3olKrMKccoxfAEhyfx8/B7Q0se20bzkYRTbSk6Tn1uuFkFiWhkkYMEkm30+5PWWVlZdT+Sc2o1Wqqq7vXYendd9+loaGBa665JuZt/vKXv2C1Wg//NTvzSSSdorUUK787MdPPAIpnxZ7LnyQ2zG2RMTj2nCElvB9QoqBUwsjzQJ8cOafSCGGrNbZ9jBHngTXKd0hyoeij1Jsiw1kthGo07FXC8c5ZK+rpju7J5bbB6xdBU3n3r7OP0lMiqZmUbBMX/moiw2fkkpJjJGeglZmXDyGj0MLqT/cB4PMECQUT9LtG0uXUVzj5+OkNh0USQFOtm/f+uY6mmgS8QCWRHIO0Wyjl5eWxadOmmPMbNmwgJ6d7C4dfeOEFTj/99MP9m6Lxq1/9CpvNdvjvwIFO1I9IJM0Mnhd7rnB62+lrvUVSPgw/L3JcpYHTHxKpf22RMza64ACYeiuYu/FzH/CJWiKvI/77JhfCdYugcFrLWNZIuPYTkZrWrmMUiNtPv0ukFyblwYxfdKw5bFcTbKPhZygAjloo/SH6vL0SGqVQShSUSgVJ6XqyiiwMmphFdn8rqz/dz4r/7TpcvzTkhOw23fnag9ftx+3wSdGVwHjdfn74eF/U2rWAP8imr0px2FpJDY4Dt91HbamdrSvL2bOumsYal2woLJEcot2pd2eccQa/+c1vmDdvHnp9eL62y+XigQce4KyzzuryBTazf/9+lixZwsKFC1u9nU6nQ6eT+buSLiatGApPhP0rw8dVGjjtTyKykoiY0uCMv8GgObDiURFhKJoBM3/ZfrFgzYerP4A3Lm6pVVIoYNyVMP4q6I66tGAAGkpg9cuwZ5mot5l2B2QOa5+4a15j5lC45D/CPjsYBINVOArGQ3IBzPo1TLkRUIjmsKoEsEY2pYu+XNFEpNYkHqerofVjeHrZjEIShkqtIm9IKm8/+ANue3gNXXKWkbzByZ06vrPRS+W+RtZ/fgCfx0/x+EwGTsgiKa17a7Ak8ePzBKg5GNtsp7qkiY1LDzJ8ei5J6R3vZ+ewefj6rR3sXtOSEaTSKJl340jyh6ag1si0S8nxjSIUal/OUGVlJePHj0elUnHrrbcyZIjoz7Ft2zaefPJJAoEAa9asISurE00YW+F3v/sdzz77LAcOHECtbv8mpbGxEavVis1mi2pEIZG0m6ZyWPcGfPe02IAOOBlm/w7SB8XfxNXTJJzjtOa2U8C6CnuVaDirS4o/AhYKicdvrxJrT8oVG3F9N32mKjbBi6eB96iNwsm/hKk/bTlvKHT81tj4vbD+Tfjgtsi5sx+FMZeBvQKeOiF2RO7W1ZA+sHvXeZwRCARxN3kJIQrv1er460hs1S7WLSlh1+oqVGoFw6blMnxabqdMJZxNXr56czu7V4enyJuStZx/94RObbYlXY/H6eeTZzdQur0h6vzQqdn4PAEMFi3TLhzUofdZKBhi3ZISVi7cHTGnVCq49HdTSM7sod8niaQHiUcbtFsogYjq3HzzzSxatIjmuykUCk477TSefPJJ+vfvnv45wWCQ/v37c+mll/Lggw/GdV8plCRdSjAgxEIoKMwA4hUKLhtUb4WvHoaGvcIKfPpdkDqg5wRTouOsgzcugQMxeh3dthY8jbDm3+Cuh1EXCVOCpOOwZ5DbBhUb4Ys/Qe0OSBsk+ipljxJGE34vfPs0LInSr2vMZTDvQRFlk3QJTXVuNn1VyraV5QSDIQZNzGTM7H5YM+IXIX5fELfdK5zOLJpOF+6X725g4UNros6NPDmvw5ttSfdRuqOed/+xNnJCAWfeMppPn92EUq3gsgemYE6JX0TbG9z890+rcDVFdwCd9qOBjJ3TL+7jSiSJTjzaIK78kcLCQj7++GPq6+vZtWsXoVCIQYMGkZLSvWlHS5YsoaSkhOuuu65bzyORtIlS1fENuc8FmxfCh3e2jNXshM3vwGX/hYFzjt/oyJG4GmKLpGl3wg8vwDdPtIxtWiBqjy7/X+LZlHc3eisUTYdL3xAOhxpDeBqoWgvjrwBjCiz9k3DK0yeL2rIJV0mR1IXY69y898habFWuw2Mbl5Wya3UVP7p3YtwRG7VG2aHNbyy2fVMRc27HdxVMmFfYpeeTdJ60fDPTLxrEyoW7CPrFxWmNTsWJFwxk+3cVBPxBFJ2w+A8FiSmSQEQ2JZLjnQ4l2qekpDBp0qSuXktM5s6dSxyBL0ki43OLehGlSqRuHU/CwF4Fn94bOR4Kwvu3wg1Lj7+NfjxojJA/Ed66InKuchP88BJMul6k66m1YM4WNWTdQSgkjCbUCeL4Z0iObVVuTBP1ZAPnCIdGlU7UfCVCndUxRMnWujCR1Iyrycfm5WVMPrt/r9o5t2bcIH9dExO9UcPw6bnkD02h5oAdpVKBUqVg05elHNwuem4NnJjV4d5WKo2S9AIzNQei10IVDE3Q2luJpAeRv5SSniEYhPp9wlBgxyei2HzKT2DY/OMnZcp2IHYD06YKYbQghZLY8OdNjHRrK5oOu5bEvt/qF4Xpxjs3idqvSdfDCTeDJbt95/V7wFEjhKvWLKIwR+Oxi9dx9StQvxcGzBTNgpP7JbboVyjke6sb8br97PgudsRm95oqxszKx9iLjUKHTs1m68roLoeDJnV8sy3pXjRaFQazht3rqijZWEfA39L7Tm/WMPH0ItTajhkuGC1apl0wkPceWRcxZ07RkVEoyxUkEimUJD1D3R54bpaoLWnmk3tgy7vwo5fB0j0mIIlFWxvpOK82BwKiWD/gAbVeRFA6kYbRY3idIrKhNUU3wTCmwtn/hBdOC2+Yq9aJ+7Z23OZr4147rHhEpDae80TbTnm2g7D8EVj3mkiR7DcVTvuLcNnTHEpH8rlg+yfwzg0tfbN2fApf/lVYiGcOa+cTIDnWUCoVrW5W1Rplj/dlOprkLCNFY9LZt74mbNxg0TB+bmGHN9uS7seYpOPkS4ZQNr6BdZ+X4PMEGDA2g+HTOud4B5BRmMTpN4/i6zd3YK/3gAL6DU/lpEsGd8o8RCI5VpBCSdL9eByw7MFwkdTM/pVQve34EErJBSJ9zBdls5/cD0zttL0Gkca39t+w8nGRymjOFI5ww88RttGJiMsGtTth+aNg2w/5k4XldkpRZNPajOHwk+Xw3bOw72vx+E74qXgPbfxv9OMXnwIHVoWPbf8I7L9tXSg1lsG/z4ea7S1jJd/AC3NEOmTOaDFmr4L3bo5sLuyqh/dvh8vear91eWcJ+IVIbiwXToZJueI50kjnst5ArVUxelY++zfVRp0fNasAg6V30zSNSTpmXjaE8slZh+zBAxSPz2TIlGzpeNfDuJq8NNW52bexBrVaRdGYdExWLTpj7Kieyapj0KQsCoanEgyE0JnUXZLKqTOoGTAmg8zCJLwuPyqVAr1Zi84ot4cSCUihJOkJ3A2w/cPY8xveElbbxzrmLJj/OCz4cfi4SgPnPgOWdqYguhtFYf7ql1vG7FXw0V3CMe7E20GTYL3EvE7Y9LZYYzPl62HNK3D1h9BvSvjtVWqRRjf3j8KOXK0TLoON5cLhrnx9+O01Rph4Hfz3qshz12wX/ZRiUbExXCQ1E/TDZ7+FC18W6YAVG0VdUjQOfi8EU08IJZ8L9nwJ79woXO9ARBTn/h+MujB2rZKkW0kvMDNwYia7fqgKG88dmEzhyLReWlU4JquOgROyKBh2aLNtVKPsxbqpriAUCqFI5LTXo3A0evjqjR3sWdti0/7Nu7uZdGYRo08paDMFsrtSJM3JOkhOsN8NiSQBkEJJ0v0oFKKA3BfDQUdr6tn19BZqHQyeBzd9Dd8+JaIruRNg8vWQXNT+4ziqhcCIxvKHYfRFkFLYJUvuMhwxjCwCXnjvFrjm4+hRRbUuPD0vKQcufVNYg//wgkixG3QajLsClv5fZN8lAEMb4mVbKyJ+31eiB5EhGfxtOEAF/a3PdxX1++HNS0UtVTN+N3x8N2QMgf4n9cw6JGEYk3TMuHgwo07OY9PXZQQDQYadmEt6vhlTL9YmRaO1yEVfwWHzUFvqYNs35ag1SoZNy8WaacDYy5G7tjiwuS5MJDWz6qN99BuZRnZ/6UQpkSQSUihJuh9jutjIHmnpfCRjL+vZ9fQmOrNI5Tr7EeEAqDXF78zWWBaZ/tWMzyUiG4kmlGp2xI7G1O4Sa25v+mVSLsy4G8ZfBYSECH//NiiN0iPGkAKpbfR3M7dyXr21xaQhZ2zs26X0F7bb3U3AD6ueDxdJR/Ll3yB7jLT97iWMFi1Gi5ac4mRChFD2hZrBPoijwcOi5zdRvst2eGzrynKGTs1m6vkDE1YsOZu8rP2sJOb8xmUHyexn6fNRPonkWEJ+GiXdj1or3MfSiiPnJt8IyQm2qe8J1HoRpeiIfbXO0vq8JgELcNu094/ToFh1qJ9VUi6Y0mDen0XT3iPRmuHyt8HShtvbyAtiz026EUyHhJQ5E6bcFHkbhRLO+mfP1NkFPNHTBJup2wMeW+x5SY+gUCqkSOomQqEQe9ZXh4mkZrZ9U0F9uaMXVtU+QoEQHmfsvkWuJh+BgDRrl0gSCRlRkvQM1ny46gPYv0IU4+uSRcpZ2qCeK4A/VjBnQlIeNJZGzuWMERG8RCNjCCjV0dPTUge0nR7XFilFIn2vdieUrhbHzB0nnqe2NqxJ+XD6Q/DJL8LHC6bAhGuEKAMRXTrpF1BwAnz9d2gqh9zxcMpvIH1w59bfXtR60Vx371fR5zOGCuHWGs460dQXhFjv6OfP7xGW9iB6onVXz6o+TsAfxOfxo9Ko0EhnuU7javKxcenBmPMbvjhA1gAranXiCVWtUU3+0FS2fxvdSn7A2HT5HpFIEgwplCQ9hzVP1M8MPwcUKtnwsqMk5QqHtVfOFilrR45f8GL7XO/cjWKTG/CCLqn7e1mZMuG0PwtL+CNRaeCcJ7smGpOUI/7irdHRW2DspVA8E7Z9LITEkHmQWhy5LlMGjDxfnCPgFVErfQ/2GlGqRATshxei9+Sa9GNxm2gE/MJh8sOfCfMJEM6DZ/1TCKx4Po/1+0Uq7aYFQpiNuQwm3yCcHfsobocPZ6OX6gNN6AxqUnNNmKxaVOqObVwDvgC2Gjcblh6gal8TSRl6xp1aSHKWEZ1Bfvd1lFAohN8bI/UU8HmChAJBSEChpNGqmDCvkN2rq/D7wh+D0aqlcETHTT+CgSAKpaJPGVtIJH0BRSjUZk5Mn6axsRGr1YrNZiMpSTZPSyh8LlGnozPLq9HxEgqJ3j/l66F6u6h7yhwuxGhb1O0V0ZNdS8RxrPkw76/Q/2QhGroLV4NY6/J/QEOJ2KRPvUVEg6L1U0pkvA4IBnpWJDVTu1s48C2+XzS/BREVOuU3oDEJIRft81S7G56ZHmlPrzUJK/ajUxdj0VACz88Be2X4eHI/0U/Kmh//Y+plnI0eVry9ix3ftzwmlUbJvBtHkj80BbUmfrFUtrOe9x5ZR/CoVKqZlw8RdtBJfew9nyAEfAFWvrObDV9EjyrNuWYYQ05I3CbmgUCQ+nIny9/eSem2epRKBcUTMpkyvz/WDGPcx2uqc3Ngax37NtRgTtExfHoeljS9FOMSSSvEow2kUJL0PO5GUcC/8nFo2Af5U2DS9cKAQAqm7sVWCi/OFSLraK56DwbM7P41eB1CJOvMIpWsL2GvgrJ18N0zQnCMuggGz+1ZceBuFI1v/W4hkEJBEd3atRRm3y8ii0cT8MFnD8C3T0Y/5tRbYc7v2v78BQLw1d/gywejz5/xd/FZ7kNXtUOhEBuWHWT5Wzsj5hRKBZf9bgrJmfFtYB0NHhY8tJqmWnfEnEqt5IxbRpGUZiA5K/6NsQRs1S7+9+AqPI7wVF5rpoFz7hzXJxqlepw+PC4/ChTozWo0uviFja3KycKH1+C0ecPGT750MIOnZKPVS7EkkUQjHm2QeLFpybGNzwWbF8Jzs8R/S9fAd0/DMydC2dreXt2xT9m66CIJRITCUdO15wuFoKlS1FN5msSY1iTSA/uiSPr4F/D6hbD7c9GU9qOfwctnQcOBnluHPgmGnC5qqCo3w97loi5tzm+jiyQQ4mrvl7GPufer6A2hI45TB1vejT2/8X/iXH0IZ6OXtYuiO5GFgqGoVs5t4Xb4oookEDVLzkYvHz+zAXtD9NtIWicpXc+F905k2LQctAY1BouG8af16zMiCYRFe1KaAUuavkMiyevys2LhrgiRBPDlmztwNkaOSySS+JGXGyQ9i71S9Hs5Gr8H3r0ZrvkELJndc+5gQAg1ta7rIleuBtEjqHyDEACZw8GSnbipZK1tlis2xu511RGaKkWPopWPi3qooukw635IH9izz08oJIwXHNUismJKF5bgGkN8x6nZGV0k1O+FVS/AKff1XERUnyT+Mn/ZvturdeIxV26KPm/OEjbrbaFQiea+sdAYhWlHHyIUDOGwRan3OkRDlTPmXMxjtuMG9joPjdVuzMl9Y2OfSCgUCqyZRk66eDCTz+oPCjBYtKiOI1ttt8PHvvUxLmyFoHR7fdyRUIlEEknf+kWT9H2q2+qnU9f1QsnvA1sJrP0PlK6CtMEw+ceiyau2Ez8k9ipY+mdY/VLLmFoHF7wAxbM7d+zuIqUo9pwxLbYRQLw4aoRpwPaPWsa2fww7F8OPF0PehK45T1sE/FC2Gv57FTQdcppKGwjT7oShZ7bf8S0YDH+dj2b9f4R1eHebYnQUnRmm3ykiYdGYfqe4TVsYU8XjfCeKTTrAlJ+Arm81kFZplGQUWKguaYo6XzA0fldAvUmDJVVPU11kxEipVqAzqvF5AjRUOckdlBz38SUCtVaF+Th1iQsGQ612XfB5Aj23GInkGOb4ufwiSRBiuxUJuqFkrnwdPH0iLH9YpBj98Lz4967PRG1HR9m5OHLz7PeITXljbPvaXmXIvNhX/Kfe1nrz1XiwHQwXSc0E/SKi6KjtmvMcjccuTAtWvwzfPAkVG2DfchFN6n8SXPqGcGezHYCqrWLc6wR7NXja6L8Szdr88FyAbnnvdiVZI0Wj3qM56RciEtpeBsyMXss2bD7kje/o6mLiavJSX+GgrszRauSnoxjMWk68YGDUOaNVS3Zx/M17zck6Trl6GEplZK3W5LP6s/WbcgB5xV/SYXQGNekFsS9u5A1J6cHVSCTHLjKiJOlZ0lvpp5PSHwxd/OXeVAELbxCF70cSColUv1u+65ilsb0Svn44+lwoCBvfhlm/jv+43Y0lFy55A/57ZfhzMnQ+jL2s6yJKe5bGnitdI+phTB23wo1KUwVseQ8+vTe8we2QM+Di/4DbBv+7psVW+8u/QuE0mHWfEG9pA2HGXaK319HRFaUSxl0Jm9+Jfu6RFyRm/6ojMabCtDtgzCWwf6UYKzxR9OXSxyEGLNlw3r+E0Fz7qkjHm3ANpA8Sx+oiQsEQtWV2Pn9lKzUH7OLUaXpmXTGU7AFWNLquiyRk9LNw+k9G8fVbO7DXi/dH3uBkZl4+tMM1L9kDkrjo/kmsXVxCdUkTljQ9Q6fmULajnr3rarCk6UnKOD7T7gK+AB53AJVaKd3ZOoDH6cfvDXLqdSNYu3g/O3+oInCE3XjxhEzMKQma/i2R9DHkN5SkZzFnwql/gEVHiQil+lA/neyuPZ+zTtSQRMPrEFbHHRFKAb+oe4lFzU6xWU809y+NXkQDfvq9qFdx1YumqZbsrm38q20ljUup6jpB1oy9Cmp2RPZpApHyd9IvhDg8Ou1z/wrRCyitGLa+L/4ueBGGz4+sN8oaCUUnwb6jmr2aM2HqT0Gt7drH1NW4bYciaHYongWGtI6nyVmyxF9zz6q2mvp2gMY6NwsfWhOWQtRU6+aDx9Zx4a8mkdGv66zsdQY1A8ZmkFlkwesKoFQp0Js06E0drzlTa1Sk5Zo58fxiSnc2ULqtnmWvbcPj9JOWZ2beTSMTsj4p4A/iavISDIbQ6FQYzF33vg4GQzTWuNi47CAHt9ajt2gYf1ohmf0sGCwJ/vlJAAKBIA0VTla8vYsD2+pQqhQMmpjFOXeMZel/thEMhBg3t5D+o9O69HWTSI5npFCS9CxaE4y9XGzOv/4H2PZD3iQ48TZI7d/15wu1kerXWjpVa2iNkDNWOJ9Fo/iUxBNJzai1woo9pbD7zjFgVuy5YfNFPVRXUr1TRPGikTFEpN/Fqo3b8Cac/Shs/UD8+8M7oWBypIC2ZMEF/4LdS1vswYefB+OvgORufC67gsYy+Ohu2PFxi4Affp5oAtyZuqpuEEggokk7V1VGrbMIheD7D/dy6rXD0XZxNMKcrIfkLj0kxiQdhSPSyCywMPTEHDRaFQaLFmNS5zayjgYPjTUu6iudJGcZSUrXd1p42evdbFh6kE1fluLzBMgstDD9wkGkF5g75Mx2NPVlDhY8tLrldS2Hsh0NjJ6Vz6Sz+ndKmHYGZ6MHW7WbfRtr0BnU9B+djjFZl3DRrsZqF28/+MPhZrVBf4jt31ZQur2ec+8ah0arwmiVkSSJpCtJrG8ByfGBIRkKp0L2iy0NZ+N1IGv3uVLFFX97VeScStO6uUGrx02BOb8XPYmOxpQOA07u2HGPFSxZcPpDorHtkSTlwewHhGDuKhw1sPszcMZwgNJbRVregJkw+iIR7XJUw+pXRA2T1wHKIzZonkbhZBgt0mjJESmKg+cJkW1IBVWCf4066+H920SD4WZCIWHPHwrC/Md7p3FuK/h9Acp2NMScr9rfiM8T6HKh1F1o9Wq0ejXxVztFp6HKyQePraexpsWl0pKmZ/4dYztc9+S0efj0uc1U7rEdHqva38TCh9dw7l3jyeuk6YTb4eOrt3ZEFb8blh5kxIy8XhFKjgYPn720mdLtDYfHvnlnN9N+NJBhJ+agM7Z/TU6bh9pyB9tXlqNUKxk2LYfkTGOXRMt8Hj8/fLLvsEg6Enu9h7KdDQw7MUZ7AIlE0mGkmYOk99BZwJzRfSIJRErZ2Y9Fj+7M/h2YMjp+7KwRcNl/wXrEhrrgBGFxntyv48c9FtBZRC3MT1bA5Jtg2Nlw3rNw3aKujxwGfFC6GvInR5+v2wdjLxVRzEX3CbONFY/B+CuFuUHawChplG1EA42HBHiiiyQAZ3W4SDqSre8J0ZhgKNXKVut3zCk6VJoEjdi2gtvhw1btwlbtxGXvmJGMs8nLouc2hYkkEGmJnz67scP9c2w1rjCRdJgQLH9rB66mzvXl8Tj9lO1siDl/YFtdp47fEULBEDtWVYaJpGZWvL2Lprr2m4c4GjwsfnEL7z+yju3fV7J1ZTkLH1rD8v/t7JKeRl6Xn4Nb62PO715THVVESSSSztEHfuUlkk6gVEL/GXDDUvjybyKCkFwIJ98D2WM6Z+GtM8Pg0yB7tKj/UKlFhKEra336MvokyB4JZ/xNuMJ1dV3SkecxpIr+TJbsFhvwZsZeBiufECl2zTTsF81jZ/8WTnsQPrvviOMld05AJxqu2JsrQiHx3k0wVColI0/OZ/NXZVHnJ55RhN7Ud2owQsEQ9RUOvnpzB6WHImVZA5KYeekQUnJNcfX/cTd5D5tbHE1tqQNXk7dDaX0HWtmE1xy04/UEMHRdWVgEvZGp7Gz0suGL2M2it31TzvQLB7XrWCVb6ijdHvkc7vi+kiEnZNNveOfSjRVKBVqDOqboMpg13fYVK5Ecz8iIkuTYR2uG3HFw/r/g+s/hktdFGpaxixz2knIgc6iITHSlSGosh8rN4q+xFeOIvkB3/oJrTXDyvbDofjjnKSFeFYe+2nLGwqgfhYukI1nxmDC4qN4u/q1QHDIVSdB+SB1B10bCl64bd7+dICldz5xrh6NUH7GDVsD4eYVkD+iqJLaeobHWzYK/rT4skgAq9zSy4G+raappcZ8MBtu2mG+rP05H++cYLbFTzFRqZVSr83jQm9TkD439nZvfgX5VnSUUCuF2xKhdRESJQq01KzqEy+5lw9LYgmvDFwfxeTvX18iYpGPsnNjGQyNn5qHspppBieR4RkaUJMcPOkvCbgrD8Lnh4Pfw7i2i3w+I9L5znxLpZZrEc8rqddKK4fznYPF9kDMaLnoVNCaR5tcsgqLhbhCpe7njIXMYnHALpA7oGyl17cWULt43B7+PnBtwiphPQLQ6NcXjM8gptlJX7iDgD5KWZ8Zg0SZckX1rBANBtn1TjtcduVH2+4Ks/+IAE+YVsndDDQe31pOcZWTI1GwsKfqoFuh6kwaFgqjNRhUK0Js7VudTODKd2deoUGtVuJq8bFledjhyNXRqNoYOHrcZnVHDjIsGs+BvP0Q8F+PnFWLqBRMCjV5N/pAU9m2M3teteHwminaEukLBUKsC1ecJEAp0vs9a0eh0CtfXsH9T+HonnlmENUP25JJIuoO+82sjkRwvNOyHf58X7shnOyDGbl4pXNwk4ah1UDBJRAvdDaK3jyEVDFawV7R+X2s+XLEQtAZQH4Mi1JQOP3pB9JAqXd0y3u9EOOfxru9ddgi3w4fT5mX/5hpCQeg3Ig1zijaulDm1RkVSuoGk9G6sY+xmvJ4AB7bErr8p3V6PJU3PNwt3Hx5bu3g/p904kqKRaag04WLJkKRl2PRctnwdmZY45IQclErwuv1o9e3/eXfYPGz/rpx1Sw7gcfqxpOkZe2o/nDYPezfUMOH0ItTazkeFU7KNXHTfZLatLKdkay0Gs5Zxc/uRlmtGZ+z57YjOoOaEc4sp2VJH8CghY80wkD2gfSYnOpOG4nEZrFlUEnV+0KSsLjEeMVl1nHLVMBprXexdV41aq2LAuAzMybq4TCckEkn7UYTaE1fuwzQ2NmK1WrHZbCQlJZazk0QSgd8NH98Da16JPj/+alHzcyxu6LsL20F4doboqXU0BVPg0jePj7oyR40wbnDWCXt2U0bXN/09hNvuY83i/axdHL5xHDYtlxPOGdBpa+y+hM8b4LMXNrN3fXRXxtxByWQWWli3JDx1S6VRctkDU6KKRKfNw/ovDrJh6QH83iBqrZJhJ+aQVWTli39vZdqFgxgyOatdm+dmN7qd31dGzM24eBADJ2R1+esVCATxHWo425WNgzu0Fn+AujIny/+3g7KdNlRqJYOnZDHpjCIsae0X6I01Lv734A+47eGpfJY0Pef9fHyHGxdLJJKuJx5tICNKEkki4XFA2ZrY82VrxG2ONaEUCIhGqGpt17sgWnLg0rfg1XNE76NmknLh3KePD5EEIrLUQ2l2tWX2CJEEsHVFGf1Hp9F/zDFkltEGGq2KsXP6xRRKQ0/I5vsPI5tiB3xB6iscUYWS0apj8llFDJyYia3KBYTYvaaaz1/ZQigEX7+5g+z+SWQWti2UXE3eqCIJ4PsP9nbLa6VSKVGZEqOeRqVWkdHPwuk/GY3X7UehUGAwa+KOoCWlG/jRvRNZs2gfu1ZXo1QqGDo1m9GnFEiRJJH0YaRQkkjaIuCFpkrRW0ehElfiLdndY1Cg0UNKf6jYGH0+pX/32qn3NMEg2Epg3euwZymYs2HqTyF9SNeZbShVogbplm9Fg+CanZA/UbgVWvO65hySw/i8gYjoyJGsXVxC7qDk4ypVKDXXxKSzilj14b6w8VGz8nHZfdjro9tQ+zyx7Z593iBfvr6dyr2NUec3LD3IrCuGolK3LkgaKp0x5zxOv0jFOw6uJehNmk73cbJmGJhx0WAmnSlaIBgsGlRqaUUnkfRlpFCSSFrD3QjbP4GPfw6eJjFmTBPGAYXTut5YQWuC6XfC1vejz0+/s3OW5olGzXZ4Ya5o8trM1vfhlN/A5Bu7rhGqSg0pheKvp2iqAleNsEY3pHafuE4wAv5gqz13XHYfAf8xnfEdgd6kYczsAgZNzKJ0RwOhYIi8ISlodEoWPhQ7gpyWLxozOxs9uB1+QsEQOpMGk1VLwB/EaYv9PNvr3AQCwTaFUlu1QSpNYkR++gpqrQpzO6NRPncAZ5OXgC+ARq/GaNXGZRUvkUi6HymUJJLWqN4G79wYPuashdcvhJu/6R5jhbTBcPbj8Mnd4D90pVmtgzP+Dmnt6+nRJ3DVw0c/DxdJzSz9PxhxbtcJpZ4kGBARwYXXi+gVCHF9xt9h4Kmg7wPOi51Aq1dTNCo9ZqSj3/BUdIaeE4welw97nYdt35bjtHkpHpdBZlES5pSeTYfSGTToDBpSsk1h4ydfNoSPntoAR2nHUbPyMJg1VO1vZMnLW6gvF5Efc4qOmVcMJavIQk6xlaY6N9HIH5aKRtP282xJM6AzqfE4/BFzOYOsnXa7SyQcNg9+bxClSoExSdumiOxOmurcfPPObnatrhIC2Khm4hlFDDkhG4P5+Knhk0gSHSmUJJJYeJpg2V+jzwUDsOoFOO1PoOrijYTeAoPnQv4ykfanVAtnMmPqsZV256qH/Suiz4VCsH+l6E3V1dirhKFB0C+e166O9NgOwMtnipqrZpy18Pa1cN0i6HdC153rSIJBaDwI+1ZA+XrRO6xwqrCW78FunkqlgsGTs1j3eUnE5lujUzFqVn6Ek1t34XH52fZNBcv/u/Pw2I7vK7FmGjjnjnFY0nq/diR3UDIX/GIC3767m6r9TZhTdEw8o4j8Yal4nH7eeXgNfm9LCp693sOHT6znol9NZOIZRexaUxXh2KY1qBk0KQtFO3ofmZJ1nPXTMbz3yNqw85hTdJxy5bBOp6MlAm6Hj7Id9axYsJvGGhcavYpRJ+czelY+puSusSV3NHhwNnnxewIYrVoMFm1M50Fno4dF/9pI5b6mw2Mep58Vb+9CoVAwamYeShlZkkgSAimUJJJYeB1QuyP2fOUm4VLXlUIp4IeqLfD+rWKzC5AxFOY/LmqjjiXayr4KRF7h7hTBIFRthgXXi0ghHBHpmdN10ast74eLpCP5/A9wyX+6x5K7cpMQaEdG6PRWuPZjMKZDzQ7YvVQIw4FzhMlFN6VxWtL0XPCLCaxcsIt9m2ohBPlDU5h+4aAetfp22jxhIqkZW5WL1Z/uY/qFg7rE9rozaPVqsgdYmXfTKPzeAEqVEmOSllAwxKYvD4aJl8OE4PsP9zHn6qGc9/PxLPvPNmpLHQBkF1uZefkQktppIKBUKsgstHDpb6dQvttGQ6WTrP5JpOebezzq1h2EQiFKNtfx2YubD4/53AHWLNpP9cEmTr1mOAZLxyM4oVCI2lIHHz+9gaZaEd1TKBWMOjmPCacXRXUMtNd7wkTSkaz6aC8DxmVIAwiJJEGQQkkiiYXWJEwFGqL3xiBrVNe7z9lK4MXTwt3ZqrfBy2fAT1YcWz2UDMnCZCGWy1/RtK49n+0AvHRGuJBojvRc+wkUntj5cwR8wjAiFpWbwefqeqHUVAFvXR6ZxuhzigjawpuEkGpGoYQLXoDB87pFLCkUClKyTcy5bgQepw9Cohampw0cYjnNAWz7poIJpxdhSU2MujG9SQNHRG/8viDlu2wxb19d0oTfFyJ7gJX5d47D4/ShUCjQm9Rx9aoCUKqUfb5fVSwcDR5WLIgUywAHNtfhaPBgsGgJ+AO4HX6USkVcwsle5+bdf6zB42y5sBMKhtiw9CBJGQZGzcxHeVRkr67cEfN4Hqcfn7uLLxJJJJIOI2O7EkksdBY4+d7oc0o1TLou/miSxwF1+6BqKzQcEBvrZgJ+WP1quEg6POeDFY+JTfaxgjEVzvpndLF5wi1gzura823/OHo9FMCS34GzvvPnUGkgc1js+ZRCUHVNqk8Yjqrogn7YfNj4drhIAggFYcGP227G20l0BjVJaWID3hsudx5X7A1nwB8kkdsIKtUKkjNji1hLmv6w0YLRoiUly0RypjFukdQTeJw+XHYvwWDPP99ed6BV04uGahe2GhffvruHhQ+t4b1H1rFlRRmOhuhOhEdTVdIUJpJApD7OuGQwllQd27+roHRHPfb6lloycyvpfkqlosdSUyUSSdvIiJJE0hoZQ4XD3ZGmA6Z0OO85SI7TQa2xDD77HWxeIOpjdEkw4+cw9nIwZ4hUv/3LY9//wLeibupYqlPKHAE/WQ7fPAn7vhbphdN/BnkTRMSpvTjroH4vrH8TfG4YfZGIvpkzxXwwGLseCloiPXRBpGfMpbDiEVHHdjQn/7J7mrz6Y2wEh54F794cfS4UhN3LIHVA168nQSgamcaaT/dHncsZaI1ZQ5IIqFRKRp6cx6avS6OmqU48oyjh64ecjR7Kd9tY//kBfJ4AxeMyGDwlm6Q4Grl2FpVagUIhyh4j5jRKkjMN/O8vq8Lq6Zb+ext5Q1KYdeVQLCm6VuuF6srCo0ManYq5Px7Ot+/toeZASwquMUnL/DvGkpZnxpppRG/S4Hb4jj4cgyZlYkxK7NdVIjmeSNxfCYkkEdBbYMR50G8qOKpFypIpQ9R3KOMIyDpq4O0fQ8nKljFPIyx5QGxYT7xNONtZC+DgqujHsOS2nurnqBbn8XuEHbU5CzRtRC/8XnDbRCQkHmHSVag1kD4ITn8Q3E2g0oLBGt8xHLXwxR9h9UstY2tfhaKT4ILnDpk1KCFzOGz9IPoxkvuJtXQF1gLR4Pbt61rEtVItopPdZeRgyhDPXeAIwaTSCBHkj+6KBoA9eqPRYwVrppHcwcmU7WgIG1cqFUy/cFDCCw1Lmp65Px7BF69sxe8TtUoKpYJJZ/UnszCx3ROdTV6+fH07e9a1pD/WHLCzcVkp598zAWsPpfkZLFqKRqdHTcMcMiWL9Z8fiOr4V7q9nordNlwZejL6JcV0yEvPN4f9e9i0HDZ+WRomkgCcjV7ef2wdF/5yIuYUHfPvGMv7j63DbW8RS9kDrJxwbjEandyaSSSJgvw0SiRtodJAcoH46yhN5eEi6UiW/wNGXSiOP/VW2Lww+u1O/YMQQ9s+FP8umCI2yPokUaj/9nUtjWo1BjjpFzD+ahEBO5pgEBr2w/f/gl1LRM3MtDsgf1JLFKYnUevB3MF6r+pt4SKpmX1fwY5PYcI14t+jLoKvHxbRvKM5+ZddZ5ah0cOAWXDzSrAdFMI1pVAcX2du+/4dwZQB0++CLx9sGRt/NdTvg6yRkal3zQyY2T3rSRCMSVrmXjeCbd+Ws2HpQTwOP/lDUjjhvAGkZCV+PzKtXs2AMelkPTAFW7WLgD9ISrYRQ5IWbYJvpm2VzjCR1Iyz0cuaRfuZ0UNGGlq9mukXDaKu3IGtqiV1WaVWMmpWAQsfWh3zviWbawkGQpxwbjHWjOjCLr3AgsGiwdUkBE/+kBQ2LD0Y9bZOm5emOjfmFD3pBWYu+vUkbNVOHA1eUnNMmJJ1Uc0fJBJJ75HY37QSybFC7a7Yc56mlma2aQPh9L/Bol+1pG4pFHDJm7BzkdgIN+eQKBQw89cw5hJ4+azw6IDPJRzWjBkw/spIe+janfD87JbzArx5mUgDnPt/on6oL+D3wHfPxp7/9mkYcqZIbbTmw2Vvwf+uPSLSo4Jpd0HR9Mj72g4KEVa7B7KGQ2oxJOW0b10qdefFdTxojaJBb0o/WPpnsfbB8+DTe2HW/bDgusjco9zxx3TaXTOmZB3j5hYy9IQcQqEQGr0anaHv/PSpNKo+abSw7dvY9W87v69k0hlF7W7M2lmS0gycd9d46ioclO+ykZSuJ2dgMkqlIsJo4UiUKgU+T4CSLbWMOjk/6m0sqXrw1RvrAADMdElEQVTOvWs8i57bRF2Zg0Ag1Kqjp7NRRH0VCgWWVL10t5NIEpy+82shkfRlWjMmUChb6o4MVhh3OQyaK+zBgwFRr2MrgWV/Cb9fKARL/yTmQ1HqYQCW/RkGnRq+wXc3wuL7wkVSM+v+A1N+0neEUjAA3ug2u4Cw6W5+bjR6KDr5UKTngBCTqQOiR3oqt8CrZ4tUxmZSiuDKdyG1f1c/iq7BlCaEbvFskYLnqIHa3SICecGLsPyfULFBuDmOughOuBksXWyYkaAolYou65cjaR+tdnCKMhkKhXA0eA45z4HOpMFk7brXzJSsw5Sso2Boy3dbwB9gyNRsNnwePQJUODKNpa9tb/O9k5pj4pw7x+Fq8qJQKNDoVPg80b+TrRmJH8mUSCQtSKEkkfQEyYVCLEWrCRl2dnjal9YMqeaWDbnHDh/fHfvY3z4Nw8+FVc9HzjWVR9aouBtEul0stn8COaNjzycSWiOMOB92fxF9fsgZ4Vbc6nakUTaWw+sXhYskEGlsC28UUalEFpKWbPHfgE9EEjctgIM/iBTEGT+HoE/0eoqWgtjFhEKhwwXrBrNMKepuAoEgXpcflVoZl1GFq8mLvcFDdUkTepOa9HwLpmRdzLqc9jBkajabl5dFnRs8KSusPszn8VO6o4Fl/9mGo0FEXKyZBk69djjp/SyoOtB8NRQM4bB5CPiDqNRKTFZdRANelVrF2FP6sXddzeEeSM0MnJCJrcqF1+UnZ2DbdZPGJC3GJGEzPu60fnz//t6I2+QNScFklZ8DiaQvIYWSRNITWPPgynfg1XNEnVEzuePhtD+3Xrvi97Ru42yvhNwx0eeMacIkIgIFMfNDlL3wtRAMgLMGUIg1K+NIySk+RUR76veFj+utMPkG8fxFfQ5iYK8UEadoHPxeCKhEFkrNmDKFPfiW90Q92ue/b5nLHt3tDYzt9W72rKtm68pyFAoFw6fnUjQq7ZhoYppohIIhGmtdbFleRsmWOvQmDWNP7UdmP0ubPYEcNg9L/72N/ZtqD4+pNErOuHkUeYOSO2xVbc00Ujw+g91rqsPGjUlaxp9WGFaf1FDp5KOnNoR9JdmqXLz7j7Vc/JvJrdqkR8PV5GXnD5X88PE+XE0+DBYNE88oYuCErIgaIEuanvN+Pp59G2rYvaYKjU5F8fhM3HYfKxfuwmDRkFOc3O5zq9QqRszIQ6lUsubTfXjdAZQqBYMnZzFlfnGnmttKJJKeRwoliaSnyBoBN34pbKwbyyB9MCTltm2eoLNA4bQWo4ajKZwG9TGa4k7/WWTanyFVRFqaTSGOZsi81tfT1TQcgPVviD8Q6WNjLhE1Re3BmgdXfwjfPiVSB/0eYYs94Wp471YRoZv9G/F8a01tH88du8knEL3PVSLgsYt+Su5G8ZhN6TDvQZFiuHNxy+1yx8GFr3SraYe93s37j62jvrzlufry9e1syjdz1k9HS7HUBk11bir22CjdXo8100D/MRmYU3SoY4iW+konC/62Gu8RfaMObqtn5Ml5TJk/IKa7XyAQZNNXpWEiCSDgC/LRkxu47HdTOpwqZrRoOemSwQyenM36Lw7gcwcoHp/B4ElZWI6wB/e6/Hz/4b6o1238viDbvq1g8ln9W60lOhKfx8/aJSWsXdTynehq8vH1Wzux13uYdGZRhKucJVXP4ClZpOQY2bO2mm/e2Y2z0UtGPwunXjscS6oeV5MXZ6OIvBktWoxWbczUQKNFy9hTCxg8KQufx49Kq8Jo0Ug3O4mkDyI/tRJJT2LNE3/xoNaKQv01r0Q2nNUYYfL14HWKHkyNh1JdFEqYeC2MvjgyOqMzw6m/Fy58zrrwuSk3CxvynsJ2EF45W4jHZr74oxA8V3/QfrGUXABzfifqbur3w8b/wusXt4iaPUvhioVQPKvtYyW18vqo9eGpfIlCU4Uw79jwZosJSPEcmP8YnPcvcFaL11pvFZGkaE6IXUQoFGLPuuowkdRM7UE7B7bWM+zE2KYYgUAQ9yEHMb1ZjUp9fDXfbKh08s4/1oQ1Sf32nT2c8dPR5A9JiUiH87j8rHx7V5hIambTl6WMPCkvplByNXrZ8EX0+pxgIMTBbfWdqqkxJukYMDaDvCEphAIhtEZ1hODxeQPUHIhdZ1ix24bfG2h3KqGz0cf6JdEjwus/P8CIGXlYMyKPpTNoyB2YjDXDyPDpuahUSvQWDQazFnu9m89e3ELZzobDt0/OMnLmT0fHjHapVEosafKCgETS15FCSSLpCyQXwnWL4IM7oWyNGMsdD2c/AslFQgxd/znYq0TjWkvOIevwGL1W0gbCDctg49uw42MwpsPUn4oGsMYeEgKhkKiVqY/M5aduj6iVmnR9pGNfLNQ6EU165awo5wrChz+D6z5tqeGJhSld2LVv/F/k3Im3d9wAwVknUvo2vi2a4o48T7wOnY3seB3wxZ+EuDyS3UtgwY/h4tdENK2HcDt8bF1ZHnN+y/JSBoxNR2eM3Lw31bnZsqKMbSvLCQZDDJ6UxahZ+T3aoLS7EVEJN021bszJOsyp+sORCbfDx7L/bAsTSQDBYIhPn9nIpb+bEvFceJw+9m8Jjwgdyb6NtaTlRU/tDQZCUQVWM41H1e10lNZcBlVqJZZ0PfZ6T9T55CwDKk37a5Rcdi/BQPS04mAghMvujWn1rVQpI5zoPC4/X725I0wkwaF0wSc3cO5d47rUdEIikSQWUihJ+j5+r6jhsVcJwWDKAHO2sGg+VlCpIWcMXP42uOpFiZE+RTidNZOUK/7aS0ohTL8TJv1YNCvV9rAbk6tOREBisf51GHlBfPVA5etjz9XvFUYWbQklQzLM/RMk5cOq54RzniEFZtwtInStNf2NhbMWvvq7SA9sZtW/RH3VuU+3vabWsFeJ5yoaJd+ImrhujCBFQ9GKuBVzkfNN9W7ee2QttioXxiQtBcNT8bj8LHlpC3OuHd4pseRx+XA0eNm7vhqfJ0jR6DSS0gw93rOmsdbFx09tpLa0pRmpNdPA2beOwZppxG33UXpUc9xm/L4g9eXOLhWNaq2KlGwj9RXR00nzBiXHfUyP04fD5mXfhhr8vgBFo9KxpOpj1uboTRomndGf9x9dFzmpgFEn58dl5qA+JKrMKcK8QaVWEgqFsFW7INQyfzR+XwC/L4hGpwo7n6vJy94Nkf2gQIglh80rhZJEcgxzDO0kJccl7kZRa/Px3eLKOohN7fnPid44mgS7Eu11CBc6XZJoZBsvprRwcXQktlIoWwf7voa0ATBwjkgja83IQKkSwqA3UKhafw5UWnGbeGjr9W6vUYUlC2b9WohIv1sc15wDqg6mgdXsDBdJzez+IrwpbkfwNLbuYNdYBpnDOn78ODGYtQyfnsuXr2+POj/y5Dx0xsjXoWRzHY01bqZdOBC9ScOetdUE/EGKx2fiaPBgTtah7ID7mdvpY/OXpXz73p7DY6s/2Ue/kWmccuXQHtvkuh0+lry8JUwkgTAt+PiZjZxz51iCgWCrx4gW/dEZNRQOT2P/5uhRpaJRMb4vEMYK0340kA+f2BAxZ80wkJrbjpq+I3A7fGxcepDvP2yJEq/6cB8DxqZz8qVDMMZ4rjP6WZh6XjHfvbeHYFBEg9QaJbOvGUZSenwXJnQmDefcORZ7vQeFUkFKthFXkxe1VsW+jTURgs3j9NNQ6WDtZyXY6z3kDU5m2LRcktL0KFVKYfPdSl8kV6MHiBG5l0gkfR4plCR9m6qt8O7N4WOuenjjYrj5G8gY0jvrOhpnHVRtgRWPCle1opNEDVFyYddEvur2ipQz2xH1BioNXPpfIRjVCei0ZEiGSTcI6+poTLpB9JWKh6wR4nEHfJFz+ZOFkUV7UWvDbcQDfmE84XOKqJI5s31C3O9toynuUy1NcTuC1izSE49uKNtMN5o2xKJoVBqb8s3UHgwXBVlFFnIHJ0fc3uPys/3bck48v5iynQ3sXddyBb9kcx2puSbOvGV0h5quNta4w0TS4eNuqmXPuuqYjUS7GleTl/Kd0Y1C6socuJp86IxqTMnawxbZR5OWH5lCpzOoOfFHAynfY4sQUiNn5rXZAyi72Mq8G0ey/H/C7EChgKIx6Uz/0aC4TTds1a4wkdTMnnU1FI3OiFmbpjdpGDUzj+LxmdiqnaK+J12PyaqNq0bN7fCx64dKvlm4O6wv97i5hQAYLNqwND6v28/278r5+q2dh8cq9zayYelBzr97Ahn9LGj1apQqRcx0PmlMIpEc23S8SYJE0tu4m+DLv0afCwZg1QvRN8w9jbtRbJRfPlO4j5Wvh28eh2dnQPXWzh/fZYMP7woXSSAe+1uXt24t3tsMOBn6TY0cL5wGRdPiP545C859JrKuyZAC8x/vuK23o0YImmemw5OT4YmJ8Mm9LeYZrRHyt+6k52mK3TC4PTTbgEcja0TrzY67CXOKnrN+OppTrhpGdrGVnGIrc64dzryfjMKcHLmxVCoUGJK0GMzaMJHUTF2Zgx2rKg9HG9pLKBhi81elMefXf34AZ2P02piuxudu/TX2OP2YknXMuDh6PdngKZHW1s2kZBm56NeTmHB6IekFZvKHpXD27WOYfGb/mEYOzegMGorHZ3LBvRO57HdTuPwPU5lz9fC4RWkwGGTjsujGEADrlpTgbIouAAE0OjXWDAP9hqeRkmsi4A/SVOfB7Yh9n6OpL3ewcsHusGsGoRCsWbSf9HwzaxeXYKtsSTN0NflY/r9dEcfxe4N88e+tuJq8GK1aRsyIbvCSMyi5x9M3JRJJzyIjSpK+i88BtTtjz1duEmlTHUlx60rslfDlg5HjXocQOJ1tYOqsgT0xGq76nCLqltyv48fvCrwOIdx0SaA84vqMJQcufAlK18APLwqBM/E6YVTRkbodjUHYm9/8Daz5N9TvgQGzYPC8jj8Hfi+sflm48TUT8AoXwoYDcMHzsdMhQTgTjjgPdn8efX7wPNAnd2xtIAw75v1FCK4jG+9mjxJGDr0QUQIhloadmMOAsemAImq6XTMavYrxc/uxdnEMm3tgy/Iyhp2YE1eqXCgYwtXK5tzt8MWMFHQ1Gr0KhVJBKIbYMyRpUCgU5A9NZf6dY1m5YBc1B+yYkrWMO62QQRMyY4oehVKBNcPApLP6M2Z2QdwNZwHMyTqg42mIwUAIV2Mrz7Xdh9flx2DWxKxhC/gCVB+ws/S1bdSViVTq7OIkZl4+lNRsU0TD2CPxeQKsaeX9s+3bcgZOyGTd5weYfbUFtUZJdUlTzNej5oAdt8NHikXLhNMLQQGbvyoV7xcF9B+dzkmXDJZ9kSSSYxwplCR9F61JpNY1xPhxzBkD6gSoUSr5Nvbcwe/B1dA5odRW1MxV3/FjdxZ7NVSsh2+eFBv54efC8PnhosWSA0PPFMYGKEDTyVQWrVnU5Jz2J/HcdDbt0F4By/8RfW7PF0IItyaUQNiSJ/eLfK/qLDD11s4/5qQ8uOAFYdzgqBYRNFNGr4mkI4nmbheNpHQ9AX9s0RLwB1utFYmGUq1kwLgM9q6PXoxfMCwVnaH7L6Q4bR5KNtcyeFIW27+LjPAOGJuBwSzepzqDmoKhqcy/fSx+XxClSoExSduqQUYzKpXy8HF6GrVGRf+xGZRsqYs6nzsomY3LDjLsxBzS8sxRH4+t2s07D68JE68VuxtZ+NAaLrpvEtZWolx+XwB7fWyXPkeDl8zCJGpL7QT8QdQaYfLQHkxWHVPPK2bM7AK8Lj8anQqDRduqm59EIjk2kKl3kr6LzgIn3xt9TqmGCdf2Eee7Tl7R1icJsRGL7FHCjrqncdTA4vvhtQtEpOPgKlh8H7wwV/Q6OhqNofOC4UgUiq6pzfI0thiFRKMusv4lAms+XPMRTLxeRJiUahh2DtzwBaQUdX6NIMR2xhBRk5Y1IrZI8jmFOA92It2vGzCYdQw9IXYUceDETPSm+D/PeYNTwuyem1GplUw6sz8afff3aaoptbNiwW76jUgVPXoO9UJSqhQMOSGbGRcPiogWGSxaLIesw9sjkhKBwpFpmJIjP3MqjZJh03LZ8nUZ7z+6LqoVuM/jZ/Un+6JG+LwuPztXVcaM/gBo9SpyBybHnM8stNBQ6SR/SAoanXjNM/pZohkwApCaYwoT+RqtCmu6gYwCC8mZRimSJJLjBCmUJH2bjKFwwYuikWYz5ky4fEHn080CPpFaVbERanZ1PDLT74TYc3kTO9/A1JID86Kk9gEMnS8iWu/eDAdXiw1yT1G/L7r9d1M5rHikd8RbR1AbWu/lZGqnCUNyP5j3J7jtB7hjPZz7lOhvdHRD4O7CWQf7VsD/roP/XABf/0MI1nZeVe8JsgZYyegXaVhgsGgYPasAlSb+58qSqufcu8YxZGo2SpV4HfMGJ/OjeyfE7KfTlQT8QTZ9VUooGGLJS1vwewOc+uPhnHbjSE67YSRGi7bVlLJEwmHzUF/hwFbtwhPFgc+Sque8n09g0KSsw41l8wYnM+/Gkaz6aC9+XxBXkw9bVaQdudvho3xP7Fq+g1vr8Plii3uVWsWomflRey6p1EoGTsjk4LY6hpyQfXhtBouWyWf2j7i9Uq1g1pVDZf2RRCJBEWpv7LmP0tjYiNVqxWazkZSU1NvLkXQHAb9Ij3JUg0LZ0kdJ2YnrAI5a0cDzy7+KPjoAhdPhnCcgNfKHtVXcNlj5OHz1UPi4xiiayOaM7vg6jzzHwR9EBKdqCxjTRESteJao/6nfB5veFhG48VeDLnoDyi7lo7tFH6JoaE1w6w/x9X3qLdyNsPB62LEocs6SDTcsTfzH4WqA5f8UAvVIDCnw48U92pC2Lez1bnatqWLTl6UEfEEGTshk1Mz8DjneHYnPG8Bt9xEKhdDq1W2aHHQVAX+QT/+1iX1RevEo1Qqm/WggWUVWync1oDWoyRucjDFJdzjqkQh43X7Kd9v4+s0d2KpdKBRQOCqd6RcOiio2G6qd1JTYUSigan8TW1eW4WpqSRGeffUwhk5tiYK7nT4q9zay6sO9VO5tjLqGISdkM+uKoYejcdEI+IPUHLSz9N9bqS0VUeDUXBNT5g/gwJZaRpyUR1quOUyYuuxeag/a+eHT/TjqPeQUWxl7aj+sGfq4HPckEknfIR5tIGPHkr6PSi1Sm6xdZPMbDMLW9+Cz34SP718O/z4Xrv0UklpJdTsavRVOuAX6nwTLHxE1Lf1PgknXC3vwrkBvhYGzhejy2KGpAoK+Q1GDvWIjfO7TsPkdGHJ6zwil1pzcggE6nXLYU+iT4IyHwVYGlRtbxk3pInKZ6CIJxPvhaJEEIkq6+Ddw/vPCFCIBMKfoGXNKAYMnZRMKhdCb1F2yYdVoVWhSe37jq1IrGT4tJ6pQmn31cLZ/W87Xb7aY0igUMPua4fQfkx63IUN3UXPAzoePtzRzDoVg34Yaag/aOe/u8RGpjSqVkmX/2YbHGb2/V0pOeH+mhgonX72xnfGnFcYUSqNn5bcqkkA811lFScy/Yxwuu5dQIIRSrUShgMwiS1THRYNZS/7QVDIKkwj4gmj1KtRaKZAkEokgMb6FJZJEwl4By/4Sfa5+n3Dai0cogagf6X+ScHPze0R9VXf0NjJliHqag9/DZ79tGa/bAzsXwVmPip5LqQNiH8Njb0kz1Cd3fAM96iLhZBeNERd0PuWwJ0kugCsXiFTM6m1ClKcN7Dpx3t3s+iz23M5F4KrrFqHk8wRw2DyUbK7D2eihYFgqyVnGNp3rFApFq2lPwWAIR4MHZ6OXYCCIyarDmKRN2A1uZlESOQOsYalluYOTqS+zU7I53PwgFIIlL2/hsgemoM3u/Z9ol93LigXR3UWb6txU7WsME0pNtS4aql2MmV3A9x9E9lTK6GfGckTvIb83wLolJTTWuPG6/AyfnsuW5S22+woFTIsRuYqFSqPAbfex6uO92Os8aHRqJp1ZhGpgbLMLnUENCeD9I5FIEove/xaWSBINnwvsVbHny9cL0dOM1yHqbXRmULdhr6szd380J+CLLvRCIfjiD3D529HvFwpB3W5Y8jvY9pEYG3QazP0DpA6MP5UxrRgGnwE7Pg4fN6bCyXeL1MO+hDlL/OVP7O2VxE9rxg3dlH3t8wTYv6mGxc9vPnyK1Z/sJ73AzJm3jMacosfr8uNs8gonMb0ao0XTpktewB+gfHcji/61CbdDpHMp1QpOOGcAw07M7bGUungwWXWcduNISrbUsmHpQYL+EJPP6s/i5zdHv0MIdv5QyeSzWrmg0UP4vUGq9jXFnD+wrY7i8cI4pK7MzjsPr8Xt8DHtgoFMOL2QjUsP4nUHUCig/9gMpl84CKO1Raz4/cHD5g4rF+5m9Cn5nHXraGoOOlCpFKTlm0nNMbbbPTEYCLJvQy1LXtoSNv7JMxuZfHZ/xswpQKuTWx+JRNI+5LeFRHI0Kq2wmG6uTTqa1GLxX5dNRBdW/FM0e82fDCfcDCmF4hi9haNaiL2oczUitTAaDSXwwqmi6L+ZHZ9AyUq48cv4a7PMmXD2I7D/QvjmCfF8Dj0bxl8lnqOewGMX9VsKhYi29XZPrd5i4BxY8kD0uf4zO9fHKQZOmydMJDVTc8DO2s9KGHdqP374eC9bV5Qffkv2G5HKzMuHRnWpa6ap1sMHj60Lc0cL+kOsXLCblGwTRaPSu/yxdAWmZB3DTsylaHQ6oRAEfEFc9tjW/k21PdMIty0USmGmcWSN0ZEkpYowjLPJy+IXNh8WrysW7KJwVBozrxiKUqUkJceI2apDe5RbnEanIn9o6uGUuw1fHGTjslKS0vWEgiHyh6Yw46L219A5bF6+fmtH1LkfPtrH4MnZaDPk1kcikbQP6XonOb4JBET9RlOFMIUAUaA/+Ybot9cnC7ttrx3Wvw4vzoXtnwhnvB9egKdPhLJ1PbX66CjbEAPRLNODAdjwVrhIasZtgx9eartfUzQsWTDyfLhigbDHnvmr6CKpqRJspULIdQUBP1Rtg4U3wmNj4KkT4PM/iHMcjyTlChOPo9GaRLNagzVyrpOUbK2LGqwyWDT0G55KfYWTzCIr834ymhPPL0arV1GyuY4lL21utUns9u8rYjaJ/f6Dvbjsse8bL26Hj/pKB5X7GmmocsasuYkHg1mL0aJFo1ORUxy7iLhoVBu9uXoIU5KOcadGdxBVKGDAOOH66G7yHTZQaGb/xloWP7+ZT5/diNfljxBJIOqZhp2YHWZeEQqGsFW5cDR4GTunX1wplW67L+brFAyGaKqLcRFJIpFIoiAvq0iOX2wHYe1/hLtdKAijL4YJV/8/e2cdHtW19eF33GeSiYcI7q7Fi1uhQmlL3b29t+396u52a7e3fute6lAKtEDx4u4OIS6TsYx/fxwyZJiZkIQAod3v8/A8nb3P2WfPJJ2c31lr/ZZk49zvJsk6edN3R443pkppa+ZmULFP6gl0NAEv/HgLXDldStM6FZjSQWOW+v8cjTkztp21p1KKHsVjxywYeLtkYFBXggEphTEUlG7IY13XWSK5yS14XopopXaAkY9BVh/QJdT9WkdTtgvePfNIZC1ggyWvwY7ZcNn3p4cBQ2Oit8KIhyQjj8WvgKsUWg6Hfjc0Xh+no3BXRgsWrVHFyCs7svjbnZQdOnJTndbczOhrOzHrvU0c2mHDZfeiM0VHZYOBIKUH40R6AVuxm4AvTsS0ntjLqpj/2Tb2byqVBmRSY9jBF7TFmHiMFNs6oDWoGHBea759flWUoDQlaUlr0TRcWmVyGW37pZO/yxbRuFeukDH62k4YDn8WAX/tn7vPEz/905SkY/L/9WLe51sp3C19byVnGznzkvb1djuUK2RYMw2o1ArK8p1R1xVOdgKBoD4IoST4e2LLg48mRjYLXfii1Pfnql+l4v2zXoJh90nmB7pESSCZM6XHqEWb49d9lGyX7JhPhlCqOCA1cs1bDWkdIXegJJTOeRO+vjSy/kShgnPfid2cVqEGnTX+dXSJx45U1cReAOu+hD/flKJUuQNh1GOQ3O5IU9kqu2RZvfT1I+cVboLPzoez34CuF4GiATc1XifMezp2+mHxVji05u8nlEASqu3GQU5/KTqoNR+7pu44yGpvZcWMvRFjvcbmsvSHXREiCaBwbyVrfztA1zOzWPXrPlyVXpJi/IjkCjlpLcwRN+w1SczQo1Qff6JElcPH7x9vIW9rjd5pIdi9phhkMPyyDo3ScNSaaeTsO3uw4IvtlB1yIpPLaNUzhf7ntMKYGD/98GRjsGgYdll7+k70ULinErVOSVpzM3qLGuXh3lZaoxK1VoG3Kvp7USYDcy3plHK5VIt01s3dqHJJFu5avSqmWK4Nn8ePTCGjTZ80vG4/3Ufl4KioYtn3uwn4g2j0ykYRuQKB4O+DEEqCvyfbZkaKpGpsB2HjtzDgdkkc6BKbVI+ZCIq2wIcTpOhANWojXDFd6p904xL4820o2QoZ3aHPNZIdeazmqWoD9L8Vdv4W+1oD/1H39CxHMXx/A+yef2Rs9zx4d4HUNyqrjzTmKoZlb8ReY/YD0HJobFc5f5XU20ihib2nqor47wNgwzfQbnztTWRPJaEQ+N0g1zRMKB6L44nU1QNLqo6UHCPF+x01xvSUHIgdETq4tZyuw7MB0Ndyg9y6VyorZ+zFHyNydMbZrdAajr8+0G33RoqkGuxeU0z/c1pFCKVgMISr0kMoCAqVvNb910SlUdCsTSJn39EDr9uPXC5DZ1Sj0p66qIfb4SXgCyKTyyLcCXVGNTqjmuSs2O6IeouGM85txYIvouuDug7LrpPo0RpVaI0NqyP0VvnZvaaY3z/eEtF5ILNtAiOv6sic9zcx+trOGCynsH5UIBCcdgihJPj74a6QIkfx2PA19LhUSjNzlkrWyYQk0VSdPpbaEeSK2FGl5LYn/mbUUQTTrooUSSDVTn15kdQENa0jjH9BuulW6Y9tZJDeBfpeD8vfiRzvfik0q4fTW8W+SJFUTTAAM++Gi6eBIUmyWg/FSddxl0v/agqlgF86Z9kbsOcPKRVy4B3QrOdRKYFyyVkwnhmHPrlpiqRgQEo/3DBNMtBIag29r5ZSQdWGY59f12vY86Wom1IrfYaqE+OJbLBoGH9TV9bM2c/mRYcIBkIEfLW47yEZHCRnG2u9qTZZtZxzZw9mvbcJe2kVAGqdkkFTWpOS3TiOkm5nLfV4ISJqYJw2D1uX5rP2twNUOXxYMw0MnNyatJZmNLq63fTrTeo6i6vGJBAI4q70ASHkChm2IjeLvtlB8QEHxkQNvcbl0qJrMnrzsaMwCoWcNr3T0Js1LPthFxWFLgwJGvpMaE6L7ikx65MaE0e5h98/2hI1fmh7Bc3aJHDJ42dgMKuRK0RptkAgqDtCKAn+fsjktaccKTSADPLXw0+3Qf5aaTytE0x8TWrqakyF0U/Br/ceda4azv5v7Wl3Qb8UNTgeBzZXiRRRioW9QGpqa86UejXVtV+TIVkyW+h5hWQPHgpC+wmSWNHXkpZ3NLvmxp/LWw1euySU1CbpZxFPLB2d6le0WTLPqE6pK90J+5ZIzXyH3nNEnBpToc91MPeJ2Ov2vLTu7+VkUrgRPhgniRiQPscV78L5H0opc8ebJucslWru5j8tpUMq1ND9Ehh69wlLRTQmahlwbiu6j8whFAzh98YXSjIZaPRKxt3QpdYeSlL6nYXJd/fCbfcRDATRmdToLWoUjXQTrD2GFXV1NMntkBzWdq0uDs+VHXLy83/WMfb6zrTskYKsKYpywFFexaZFh9g4Pw+v209Wh0S6DstCpVUSCoawl1Yx/9NtFA220//cVsf8TECqu2rVI4WMVmYCfkl86c3qRv0MfB4/LruPgDcgWcof/rnvXFkY95yNC/LoODgThUrUJwkEgvohhJLg74fWDH1vgL2LYs/3vV6Kwrw/BnyuI+OFm6Qb2ZsWS1GjblOlBrKLXwHbAcjqB2fcGN/62lkMxdtgxfvS+j0ulc6vb/NakJrW1obXVft8PPRW6V9654adD9LnGw+FWhJGhZuhqhymfiGZZix4Qfp8qknrJImpalxlMP2O2HVHy96AXlceEUpyhSQAts2EvJWRxw65W0o/bGo4iiSHPm9k7Q6hEPxwI9yyXIosNZSAX3I1nHVfjTEvrPpAqsE7/3/1M+qoBwqVApNVukGtcnrJ6WSNarIK0LZfOtYMA4aEuglCg0WDwaLB4/LjsnvYv7EUtU6JOUmLIUFzXJEDnUlFWktz2FigJs07J6EzSaLBVemNEEk1Wfj1DtJaWJpkTYzT5mHm2xsp2nvk/e3fVMbBreWMu6ELpXkOqg5bl29eeIjuI7LrJJSqqUsEqjYc5VVUlrjDtvF6k1SvFPAHWfbjbnYsLyQYDKHWKug5JpcOgzLDvZhiUeXwRaTjCQQCQV0RQknw9yS7H7QaHh39yOkv1cb8+XakSKom4IUl/4Xxz0k35jn9IP09qW5GbYofvXEUw6z7pbS+arb9Apk94KLP6/9EX58kpdPF2qNccWrNClqNlMIDsbyhO0+WUsvmPXVkLLUjnPu2VNfkLJZSHM97L9Ilz10RLXpqsncRpLQ78tqcARd9JlmEb/oWNBbodiFYsk9ajU69cJVJRhOx8LmhdPfxCSVHPvzxbOy5PfOlKOQJEko10RrUDLu0PYun7WTX6iJCIamQv13/dPpNahlRE1MXXJVe/vxpN5sXHQqPqbUKxt3UlYxWFhTKhoklnUnNmGs6M/v9jRTsOiImsjpYGXpJu3Dz05L98RuxOis8eN1+aIJCqTzfGSGSqgkGQqz9/QAdBmSwZvb+8HjpISeJ6Y2U/nkMbCVu8raWU1HoYuOCPMm1TgYjr+zIliX55G07UjvmrQqw7MfdBIMh2g/IYMuS/JhrZrROqJfFuEAgEFQjhJLg74kpDc55CwrWSz2CQgHodRVkdpdSnPYujH/u/iWSY5vxsIuT2nDsGpLiLZEiqZpDa2DT91L6WH3SU4xpMOyB2BblfW88KTe9cTGlw4SXYfo/I8cTW0hpfZ+cEzletBnmPCSlNbrLoflgyXWwJsf6bOQxvspM6dK/VmfW8w2cAkK11+4QOM7mox671A8rHiXbjy+KWA+MiVqGXdaefme3xOcJoNYq0ZtVqDT1+3MUCoXYuaooQiSBdPP883/WcvEj/bCk6Bu8T1OSlvE3dcVt9+Fx+dAapKiG1nAksqIx1BJlkYFC2TTT7navjR0FA8jbXk7nIZEPWtQnyVzCW+Vn+7J8/L4Qa+YcEWpymQy1VhEhkmqyZvZ+2vROxZKiw1YcGXWWyWDA5FYRPzeBQCCoK0IoCf6+mNLANApaDJFeV9eA+FySFXjeqjjnZUiF8HXF74Xl78afX/EedDm/fnbiSg10nyqdM/cJyUDBlA5D/g86ng2a2M5UUbjLIRiUoizyRroZ0hil95PTX0r3qjwEHc6SIkcfjJWib0dTuElKWWw/PvaaugTIHQT74qRL5g5snL2fKnSJUhSw8lD0nFxx/M6LSm3t9WDG1ONbv56otUrU2uP78+OyeVk9a2/MuaA/xL6NZXQd1nChBEec3uJhzTSgVMljOvDldLCireXcU0ltokGlVhDwH4kGK9VyDAkaXHbvCTeccDt8JKQZmP9ZZHRVa1RhryW1zucJ4PeFmPTP7iz/aTc7VhYRDIRIzjYy5MK2WDMbx+RDIBD8/RBCSSA4ukhepZfswbf8FPv4wXeCto5CBKSb01gpctX4q2KnqR0LfRJ0nSIJvYBHMj8wpdctMmUvgN1/wPK3pet3Ph+6TImO5DQUjQlS28PIR46MHVor1eLE42gHv5roEmHCi/C/0dGNdIc9cNJv9MO4yqTUOIXy+PpmmTLgrFfhiwuifxeG3hu7WW99MKRA23GwbUb0nD7phDWdPZEEgyGcFdFNbaspL3DGnWssDBYN427swow31hMMHPm5GRM1DJnaFo2+af6JbdUrNarHVTVt+6ZJ/aKQ0iKHTm3Hgi+3ozerGXxBm+OuP6qNYCCETC6L6sXkdfvR1WIbLpNJgs6cpGPoxe3oN6klwaAUCatvLyaBQCCoSdP8FhcITjXJbWD00zDnwSNP4WUyyQwgvWv91lJpJXOBeL19Op5Te7PXY2Gq5w26vQC+vQ72LjgyVrhJimxd/evx1cLUhtYS31IdjgiNykPSP1epdANvSJEMJpLbSbbnaz6BfYul8Z6XHW5ie3yRg3pTVSmlbc55WHKrMzeTfjfajGyYqJHJoPlA6f3Nexry10lug0PvhazeUpTueNCYYNxzkv144YYj47pEuPQ7af9NgGAwRMAbRK6SHdPBTqGSY800RDWvrSajdR37fh0HCqWcZm0TuPiRfuzbXEZlsZtmbRNIyTE1qYaxR2NM1DBgcmuWfLszYtzazEDnIc1Y+9t+eo7JJbNNAhvmH+TQ9goAOgzIIKfjiRNKaq0CpVqOXCGLEJ5+X5CAP4ghQR1THDfvmhwWRCqNst5pnAKBQBAPWSjUkEfZpw+VlZVYLBZsNhtmcy1uXALB0Xgc4CyCvDVSDUmzXtJNcG2ubvGoPASfTpbqcWqiT4Lr5p7cJ/o7foPPJseeG/hPGP7g8VmXx8PrhJn3SELnaFoOk5zX7AXw2fmRKWjtxsNZL0uRls+mSNGj1A5Szc3W6VJE7Po/Is0cTiTBoBRt/OaK6Ll+N0oRrob8jlRTVXm4z5GmfrbsdcFeeFgsbZSihyntwZQJ8lPbWybgD2IvrWLzkkMU7bVjzdDTeUgWpmQtqlqK8PdtLGH66+ujxnUmFVPu64PJ2nTFyqnG4/bhKPOwfXkhboeXlt1TsGYaWP7THrxVftwOHwW7bRFucbmdkxhzfedafybHS/H+Stb+doDtyyPtvi2pOoZc1JbfP9yCq/KIWErJMTLuxq7iZy0QCOpMfbSBEEqCvwceh9RbaO8iKVWq+SCpJqSxb0Rrw5YH676AVR9KqXIdz4H+t9QukqqjL41VPxTwwzdXwtafY8+bMqSoRkMsywECPknsuEolgwVDkrRmNfYCKWKy9jOpn5RMBu3PgrHPSfPvDAFnSfS6Q+6FZt3hi4tiX7fD2XDOG8cfeakLtkPw7tDYaYQyGdy6CpJaNfplXZU2fJ4q5HIFeksCCuVf56n5oZ0V/PjKGoI1amNkMhh3UxdyOiXFjS55XD72rC9h8Tc7qTrcJDathZkRV3YkMe0kRxlPM/zeAFVOHwqVHI1OiVwhx1Xp4bsXV2MrimHDD2S2SWDCLV2Pu76sNrxVfpwVXv74fCt5hyNZAIYEDWff0R2VWoGt2I2j3ENimh6jVVtr3y2BQCA4mvpog7/OX1qBIB5VlbDuS/j17sj6j64XwegnTl59i6UZDLoDelwmpfPprfGbiNoLpaf+qz8CmULqE5TaoXH2KqsleiCTQUONutyHIzy/3nukjighBya/L9mgK5RSDdXYZ6TPwWOX3AINqVLN1865sUUSQNkOKN915HVWb2g+RIr07ZgNO2eDx3ZyhFJVefxaq1BI6pXViELJW1VF0e6dzPv4XYr27EKt09Ft1AR6jpuI0Zp07AWaCB6Xk2AwiNZgjGhA6qyo4rf3N0eIJJA+yt8+2MJFD/XBZNXFXFOjV9G2bzrN2ibicflRKGXojGq0tdSz/N0JBUPYStys/nUfu9cVo1TJ6TS4GR0GZKAzq2nVI4X18w6i0iiocvoJBY/8XJp3TQ47FZ4o1Fol6nQlI6/qiNvho7LEjcGiwZioCacz1iWt0e3w4iz3ULCnEo1eSVpzM3qLGqVoOisQCOqBEEqCvz7le2Hm/0WPr/9SSvnqHidKcSKQK45dU2QvkJqP7vnjyNim76DtWMlCu741STVRKKH3lbDlx9jz3S4BfYqUXuZ3g0IjnVMXCtbBjzdHjlXsh48nwk1LwNpSGlMbwNoi+vyKffHX9tilRrGGZDjrFammavusI81lzc2Ak3QDdKy0xGNZxdeTgl3b+eaJB8Ii3+t2s+KnaeRt28SkO+/HkJDYqNdrbJwVZeRt28qamT/h93rpMPhMWvfpjzlZquVyO/zYy2I4ISIV8TsrvHGFEkiGAyarFtNJDA6fzlSWuPnmmZVSjyfAAyz/eQ87Vxcx6bZudBiYSXKOiSq7D5NVS/EBO6tm7sOQoMaSouOXN9Yz4ZZuJzyKY0zUYkzUkpJdD+OcwzhtHuZ/to296488eJErZIy5thPZnZJOaOqgQCD4ayGEkuCvTTAAK9+PP7/4ZWg9AozH6SrWmOz+I1IkVbP9V6npavsJx7d+WmdoPVqKwtQksTn0vhpsB2DDN5JhgrUl9LlWEim1RWtc5fD7E7HnfG7Y/KPUK8pVCsgkwXO04EjtEH/9gg1w5n3QejjMfhBKa0SXDq6ArD6Qc0Zt77rx0CdJEbJDa6Ln1IYjgrARcNoqmPvB2zFdEQ9t24KtqLBJCyVnRTmz3nqNPWuONAsu2LWdVTN+4MJHnsWckhoRsYhFzaJ+wfHh9wZYPXtfWCRFEAJ7qYeZb2+IqAHK6Wjl7H92x1sVYO7HUn2Qo6yqyaa7BYMhti7LjxBJIP0e/frORi5+9AwSRFqmQCCoI6e2grcO5OXlcemll5KUlIROp6NLly6sXLny2CcKBCDVwVTmxZ93FkvHNBVcZbD8rfjzf74l1VsdD8ZUOPt1uPBTqVarWS8Y9wJc9Su4SuCtQTDvKdg9XxKZbw2Ebb+AL/ZTf0CKPpVsjz2X2EISMb/eD28OgLcHS6Kq4sBRxzWP3y+o/y1gbQWH1kWKpGoOroCDJ+l7QZ8E57wpOcbVRK6EKR+BMb3RLuWrclN6IH6kbf+mdY12rRNByYF9ESIJQGcy07rPGZTk7afK6UBnUsXt66NQyTEmnjiXtb8bVS4/e9bFTm/tM6EF099YFyGSAPZvLmPbnwVsXZYfnivJO87voBOIq9LLut8OxJwLhWD3uvjNdgUCgeBomnREqby8nIEDBzJs2DBmzpxJSkoKO3bsIDGx6T5BFTQxlBpoM1qqY4lF7oC6N2c9GYSC4I/fWBGfq3GEnSkNOkyEFkOla2otkkj64SbwHnUTFArBT7dCdj+pKWwslFopne7oKItMLvU/+uoySZRWs+RVKf3vyhmSDTZI9UuXTIOfbjsSUVPppXqmbhdJBhibvo3/nla+L0UHGzn1LSYp7eGGBbBrHuxZIDnudTpPei/KxquPkcsVKJRKAv7YP3O9OaHRrtXYBAMB1v02M2Ks68ix5HbpwfrfZrJj+VKSmmXT//yLGXdDO75/aWPUGgMmt0bXRCMXpyMyGYdrdHwR43qzGq/bj8cZ+/ds27ICRlzZgZ0rpdq8puwwFwqGcNt9ceftJbU88BEIBIKjaNJC6bnnniM7O5sPPvggPNaiRYzaBoEgHo5i6SbWkBJ5ow5SBODM+06OAUBd0SVKN9yFm2LPd71QEjWNRU0ba1e5ZCARC79HihjFE0p6K5x5P3w+JXK89QhJpB792YNUO7ZjDvS+6shYYi5c8LF0vL8KNBZJ1Ck1tTerPdnIZJJRRa8rpH8nCJ3ZQochw9k4N1roy+RysjvVs6fXyaamtXTXHlgzs/j55WfCY/aSYvauW824W+/iwgd7s+z7PZQecmBO0dFnQguSs41/2XoSR3kVxfvt5G2vwJyiI7eTFWOCBsUJNBvQmdR0GpLJsh92R4xrjSocFfEf0Ph9wXAja61B1aRT15RqOSk5Jor322POZ3cQD1oFAkHdadKpdz/99BO9e/dmypQppKam0qNHD959991az/F4PFRWVkb8E/yNse2Hn/8B574NrUeG/9iT0U1KPTMehzHCiUCugK4XRFpqV5OQK/UUquEY1qiE4jSCraa2SBdITnSjn4508msxFHbNjX/Ohq8lV8Ka6BKkhr/pXSAx58h6+mTofmn8tXpffXKiSScRlUZD/8lTsWZFNgGWyeRMuP1ujIlN18FArlDQdcSY8OuuI8ay+OvPYh479/23UGurGHVtJ86/tzfjb+xCVrtEtPq/pnudrdjFdy+s5pc3N7Du9wMs/HI7nz/6J3k7bAT8wRN2XblcRrt+GaRkRz4ccpR7osZqojWq8HsC6EwqJv2je5NOh9QZ1Qyc0jrmnClJS2pz0SZEIBDUnSYdUdq9ezdvvvkmd955J/fffz8rVqzg9ttvR61Wc8UVsZ/iPvPMMzz22GMneaeCJsuu+VC2G6ZdJbmj9bpSSiUr2wUz74bLf5KMBZoSCTlw9SxY/o4kJGRy6DoV+lxzJE2tLnidkpGC2gCq+K5hYXQJ0rUr9kfPyeSQ1rH28/VW6HM1dDgL7PmgUEv1PBu+iX+OSl/3HlFyOXQ5H9Z8HF2nlNUPsvvUbZ3TDHNyClMeeJLSg/vYu34NRmsSLXv0wWhNQqVpujesACk5zcnt0p19G9aCTKq5ioXH5cRls2FOTkWja9J/lo4bj8vHH19sj3L6CwZCzHxrPVMf6Yc5qQ7/vzYQY6KG8bd0pXi/g61L81FpFXQa3AyDRU1iup7yAlfUOb3G5pLUzMCU+/pgTNRE2Ls3RVKyTZx1WzcWfrkdW7EbmUyyNh84pU2drMUFAoGgmibdcFatVtO7d2+WLFkSHrv99ttZsWIFS5cujXmOx+PB4zny5LuyspLs7GzRcPbvyvJ34Zd/xZ6TK+H2NZI4aIr4vYdd4ojtEhcPjx1KdsLCl6T+Q2mdYeA/JTc29TFSZnbNg0/Pk+qWajLkbhh4e8PqudZ8Cj/eEnvukmnQZlT91rPlSeYSaz+TfoZ9roMWQxreJFdwQnGUl3Fw8wbUOj3fPxf/Idalz75KWovGb9Tb1LAVufj0kWURaYk1mXBLV5p3OTkPb4LBIDKZLCx8Kkvd/PH5NvZvLoMQqLQK+kxoTvszMtCZTr9aMafNg7fKj1wuR2dSndD+TwKB4PThL9NwNiMjg44dI59id+jQgW+/jV/QrdFo0DTxp6yCk0ir4VKqWqznAZ0nS+lcTRWluv43/36vJCK+u/7IWNEW2PgtTP0SWo+SIjPxyO4H1/8B85+FQ6ulJrlD7pHS6hpqetF6pNQcdu+CyPFO50opkPXF0kyyLO88WYp06RIatq/TgFAohLO8FJddqrfQmcwYE61N/ol+TYyJVtoPHIqtqBCdyYzbHp0OrbckoDc3Yu1dEyYQCMUVSQAeZ3wjgsZGftR3gTlJx+hrOuF2+PB7g2h0CvQJGhSKJp2lHxeDRYPBIu4HBAJBw2nSQmngwIFs27YtYmz79u3k5sYpKBcIjsaYJjUo/fkfkeMJuTDsgWNHWE43HAUw/Y7o8VBQiupc/4ckNOKh1kNGVzjvHSkypdRIKXXHgykdJr8HRZthzSdSFKjXlZDUpuH9q2Sy499XE8fn9ZC3ZRO/vvkKzvIyAIzWJMbefAfN2nVEqT69nvCbkpMZd+tdfP/cY4SCRyKWcoWC8bfedUrrrULBEH5/EIVChvwEiwK1VoEhQY2zwhtzPjnn1LpwavQqNH/R2jCBQCCoL0069W7FihUMGDCAxx57jAsuuIDly5dz3XXX8c4773DJJZfUaY36hNcEf1E8dilda92XUk+l9hOkBqW1CYYTuh+HVD+k1IKukZ+iH1gO/6slle2GBQ2L4jQWwcPuWadRRORUUbJ/Lx/fc3uEqADJ7e7yF14nOauJpozWgt/rxVZcyLrZv1C8bw+pLVrSbeQ4zKlpKFUnX/gF/EHsZVVsXZpP4d5KkjKNdByUiSlJe8Lc9kKhELtWFzHr3Whny1Y9Uzjz4vZojUKoCAQCwYmiPtqgSQslgOnTp3PfffexY8cOWrRowZ133sl1111X5/OFUBI0GbxOKNkBfzwHBRukqNaZd0N61+jmpQ3lwAr438j48zcslCJGDSEYrD1tT9Bo+L0e5rz7XzYviO0Y2GX4GIZffcNJFxehYBBHeRmuShvBQAC9xYIhwYpSVb8b+0AgQMDrQaHWoFCcOvvv/F02fnx5TYTTnEwuY/xNXcjuaD1hKWcet4/C3ZUs/nYnZYecaA0quo/Kpn3/DJEqJhAIBCeYv0yNEsBZZ53FWWeddaq3IRAcH8Gg1Jj0y6lH6qVsB+CjRTDmaeh1VeOkAZrSQW2MbhoLUhpifR3+fG5pn+u+gpJtkt13m9GSAYaICp0wvFVVFO3ZFXe+cM9OfFVVJ1UoBfx+8ndsZforz+GsKAdAqdEw9JKraT9oCFpD3VPGFAoFCt2pTXt1VniY8/6mKDvuUDDEnPc3c9FDfU9YY1WNTkVOpySSs00EfAFkChl6swa5XPw/JRAIBE0J8XhYIDgZ2Avg59tjm0r89ig4G6mZqikNzn49WsTIFXDOW2BMr/tafq/kgvfffrDwRdjys+Qg+PYQqd5IcMJQqTUkpGfGnU/MyESpPrmRh8qSIqY99VBYJAH4PR5+f/9NCnftPKl7aQzcDh/20qqYc163H2ctDVgbC71ZjSlJhzFBK0SSQCAQNEGEUBIITgbuMnDEEUMBL5Tva5zrKNSSs90NC6HrhZDRHXpeATcuhtz+9UudcxTAt1dHW4VXVcAPN4GzpHH2LIhCpdXS95wpcef7TJx80nsobVk0n4AvtiPboq8+ielm1xgEAgHc9ko8ruj+PsdDKFh71nkw0KSz0gUCgUBwEmjyqXcCwV8C2TEESl17JNUFjRHSu8DEV480nFU24Ka6dJd0fizy10nir6k16/0LYc3MYsxN/+T3/72J3ytFN5QaDaOuvYWEjPjRphNBwO+vNWpUnp+H3xvbxa2hhEIhbEWFbJw3mz1rVqI1meh91nmktWzdKFbiWqMKrUFFVQw7boVSjjFR1AoJBALB3x0hlAR/X4JBKSXOXQoyhWQ3bapHalp90FshsQWU74meUxvAktX411TppH8NxXeMJ/gBf8PX/gsg9TgqJxgMoFSp0Vsa18FQo9fTfuAQsjt2wV5aAjIwWZNRqFT4PFWo1BrkxzBCCIVCuGwVhIJBtEZTgy3FFUol6a3bsHv18pjz1sysRrcrLz90kM8f/BcelzM8tn/DOrqNGsfACy9HZzo+G21DgoahF7eN6T7X/7xW6Mynl/366Y7fG8BV6cXvDaDUKDBY1CiUp87oQyAQCEAIJcHfFa9TMlf4+fYjKXGJzeHcdyCzJygb2Z7XlC71JvroLPDXqH2QyeCcN+tXO3SySGkfv1mvKeMv3ej1WDgrKtixfDF/fv81jrJSUnJbMOSSq8ho3RaNwdho11Gq1FhS07CkplFZUsSGubPDTnidho6k87CRmJNTY57rKCtl27KFrP11Bj5PFa169aP3pPNISE1H1gD3wvYDh/Ln91/HTL8beMGl6Ey1Owc5K8rxVrlRKJTozJZaUwc9Lid/fPpBhEiqZt2cmXQbNf64hZJcLiOnYxKT7+nF8p/3UJrnwJKio+9ZLUjONp0we3BBNM4KD6tm7mXz4nwC/iAqjYKuw7PoOiwLvVlE9gQCwamjyduDHy/CHlwQk0Nr4N1h0SJAqYGblkBS68a/pt8Htv2w5lM4uAKS20KfaySBpjY0/vWOl6pKycp86evRcxd9Du3G/y2d76qcDhZ8+gEb5s6Kmht/279oP2BIvYWIs6KcgN+PXCHHkGBFdtTnWllSzFeP3ktlcWHEuCUtnQsffgZTcmTjXkd5GT/9+2nyd2yNGNfoDVzy9EskZtS/h1gg4Cd/+zZmvPo8jvJSAFQaLUMvu5p2AwbHdb3zuF3kb9/KvA/foezQQVQaLYMvvYoWXXsiVyrR6PVo9JG//7biIt677ZrYIh0YeOFlnHHehfV+D/HwuP34PQEUKjlag+hhdDLxuHzM+2wbu1ZF13B2HZ7FGWe3RKURz3QFAkHj8ZeyBxcIGh2PA/54PvZNmN8Dqz+B4Q9DY/d3UaogqRUMexD8bkmUNWZtUmOjNcOgOyCzByx4QWrWm94VRjwCaZ3+liIJwGWriCmSAOZ//B5ZHTpjSqpb7Zbbbufg5g0s/OIjyvPzMCUlc8bki2jd+wz0lgRA6l20fdmiKJEEYCssYOeqP+k+ekKEuCrevydKJIEUqVn23VeMvPaWeptBKBRKmrXvyMVP/btGH6UEjAmJKGrpo1SwYxvfPv0wAHpLAmNv+ifbly1mwafvE/D6aN69J0MuvorEzGYolKfmT5JGp0SjE38OTwVuuy+mSALY+EceXYdlY0kRPxuBQHBqEN8+gr8fXicUbow/n7cS/C5QHF9qT1wUClA0XnrWCcWQDF3Ol/onBXyg1jVOc9xQCOz5kiFEdX2YMe341z0JlB48EHfOZavA43TUSSgF/H62LVnA7++/GR6zl5Yw553XKcs7yIApl6DW6ahyOtiycF7cdTb/MZf2A4eiM0q/r6FQiM0L4h+/c8VSBl10eYNc82QyGaak5DoLQaetgnkfvRt+PfzK65n74TtUFBwKj+1Zs5IDG9dz6XOvktQsGwCtwUDLHn3i1kS16tW33nsXNE1clfFt2IOBEB6XDziOWkuBQCA4DoQ9uODvh0oLCbnx55PagvLENJo8bTGmgCWzcUSS1wHbf4V3zoQ3B8IbZ8AH4yFvVZMyiPC4XZQXHGL7n4vZuXIZFYUF+Dwe1PraG6XK6xgVcZaXsfCLD2POrf7lJ1y2CumFTFZrxEahUiGvkeonk8lQ1dJjSaFSR6X2nSh8nipKD+4HIDGjGc6KigiRVI3f52XZtC/wVkl9jTR6A0MvuzoqJQ+g26hxGOso1ARNH/UxInkqjagVEwgEpw4RURL8/dBaYOg9sHdh9JxMBn2vbdopcQ3B45DS/ZCBzlq/fkqNTfF2+HJqZOpj6U74cIJUH2Zteer2dhi3vZK1s6azdNqXhA73kZIrlIy49mZyOnVFrdPhdUdbp2e0aX9MU4PwNRz2mGsAhEJBKkuKSEjPQGc00X3MWeTv2Bbz2B5jJ0YJii4jRsdND+w6Ygy6Rnboi4dcrkCp0eD3eEhr2ZoDmzfEPXbPulV4nE7UWukhRWJGMy599tVIe/CJ55HWonU4eiY4/dGZ1CSk6akojHbZTG9lRmcU7oMCgeDUISJKgr8n6V1g7HNSg9Zq1AaY8pFkrvBXwe+T+iHtWwyLX4WV70tGFra8U7Mfjx3mPxO7PsznhnVfSbbtp5jC3TtZ8s3nYZEEEAz4mfP2a/i9Xibd9QByReRzJr0lgbE3/7POQklxDGdFlfZIVDOnU1eyOnaOOianc3eate8YNZ6QlkHXUeOixq2ZWXQdNQ6F4uQ8I9NbEug2UtqH3+NBU0s0TqM3IJMfiXTJZDIS0tLpP+USzn/wCSbd+QAtuvVqlB5KgqaDwaJh/M1dMVkjo/gJaXpGXdUJrfEv9tBKIBCcVoiIkuDviS4Bel0B7cZBxT6QK6VeRqb0SPFUFxxF4CiU/hnTpVobY8qxz6sPfu/haxRIr43ph/ca4ybCUQiBgNR41l0GP90mCaVq5j8No5+GjudI6XQ18bmh8hBsmQ7lu6HlMMjq3Xh9nrxOKIgfVeDAn1LkqxFcAN12O5UlhWxZOB+/10u7AUOwZjbDkFB7+mCV08Gy77+KO7/ip2mMuOYmrnrpTXatXk5Z3gGyOnShWfsOca26Y6Ezm0nOzqXkwL4YcxaMiUnh10ZrEhNuv5uiPTtZN+dXZDLoNmo8Kc1bYky0Rp9vMjPwgkvpOGgYa2fPwOt20WHwMJq161jn+qLGQKlS0eusczi0fSv7Nqxl7C13sOmP32Me22PcJAyHDSxqolAo0JmEOPork5im57z/60llSRX2UjeWVD2mJC0Gi7AGFwgEpxYhlAR/X1Q6SMyV/jWU8n3w1SWRN//NekmRqYTs498jSFGYbTNh+j8loQGgMcGk16HNqCOiwlEkHbf4FXAWQ3Y/GHiH5F5Xk1AIZt0HzQdGCiW/B3bPl95PMCCNrfoQzJlw5YzGSYlTaqTPxZ4fez65DSiOvz7Mba9k6XdfsuaXn8Jj6+b8Qm6X7oy95c6Y4qKagM+Ho7Qk7rytuJBQMERCega9xp/d4D0aLAlM+MfdfPXovVQ57OFxpVrD2f96MGqPxkQrxsS+5HTpIR1XS90SgN5sQW+2kNGmHcFg8JjHnyhM1mTO/tcD2IoKqXLa6XvOFJb/8E3EMVkdu9C+/+AG9XcS/DUwJmoxJmqhTcKp3opAIBCEEX2UBIKG4iyBz6bAodXRc80HwwUfS25ux0veaqnn09HIZHDDQimN0FUGM++GDd8cdYwcJv8P5j4BZbsj5wb+A0Y9fuR1+T74b5/IhrjVtBoBUz6Q6ruOl52/w6fnRY9bsnBf8gtemRaZXI7ebEGpalh9Qt7WzXz5yN0x50ZeewvdYqSlVePzVDH7rdfYumRBzPl+517IgCkXI28E+/hQKIStqJC8rZvI37mN5Kxccrt2x5Ka3ijrN0WqHA7sZSVsX7oQj8tF2zMGkphx7EifQCAQCASNgeijJBCcDJzFsUUSSEYRzpLjF0oeJyx8OfZcKARLXoeJr0oRmqNFEkAoCAueh95Xw+wHI+ccR/UuKdwYWyQB7J4LrtLGEUqZPWDEo7Dsv1R1vgRvxhmEdAn4tKn89vob5G3bhFKtofOwkfQ5+3zMSfVLYwz4/aydNT3u/OqZP9K6b/+YaV4gNVHte+4FbFu2iNBR9VJKjYbOZ45sNBHjrChnybTPKNy1E3NyCoe2bWHL4j8Yf+tdWFJPD7v0+qI1GtEajaTkND/VWxEIBAKBoFaEUBIIGkpVZe3zXnvt83XB74ayHfHnS7ZJ4mb/0vjHFG2BhJzo8bZjI19X2eKvEQpJfZQaA72VQJ/rKMueyB+ffci+DW+gUCho03cAZ0y+kFlvvYqjrJS1s2ZwYPNGzr//cYzWpGOve5hgIECV0xF33uty43W5CPh9GCyJMZucJqZnMuWhp5j99n/CdtYpuS0Yc+M/MKfUvQ6pNnyeKpZ88zlbDvc8Kss70p/pxxefZPL9j4soy2F8Xg/O8nLyd2yjyumgWbsOGK3J6EWWgEAgEAhOIEIoCQQNpbZokUwO2oTjv4ZaD6mdJLETi/SuUq1VbeYHMpm0n5pYW0KznpFjmT3ir5GQA5rGuym1lVXw+UP34PdKEayA38/WJQvI27aF4VfdwE//fhqA0gP7KDmwr15CSaXR0H7AEPauix3ty+3anSXTPmfXyj/pNmocPcefjemo9ZVqNdkdu3DRY8/idjiQyWTojCb0caJQ1fg8nnC9kc5srjV10FlRwab5v8WcK963B0d5mRBKSJ/p7tUr+OU/LxAMBMLjrXr1Y9R1t2JIFJ+RQCAQCE4MonJWIGgohmRoNz72XOfzwdgIkQeVHgb9UxI7RyNXwBk3gVItGTccLYaqaTUSyvZI/61QQ7epcOn30VEmYxp0mhxzidDY57D7VBTv34utqCAscOIR8Pvx+2JHoHweD8u+/yrmGvbSYsrzD5GS2yI8tnv1ilqvFYvsLt1ipq6pdTo6DDqTHcsW4atys/Ln75j+yrM4K8pjrmNIsJKclUNSs+xjiqSKgnx+f/9NPrjjRj6862b++Ph/2IoK4x7vq3IRrKXBrr0WQ4m/E/bSYma8+nyESALYtepPNi+aF5UeKRAIBAJBYyEiSgJBQ9ElwoR/SxGdTd9L9UByBXSdCiMekpzpjoU9X2rAuvN3SVi1GydZf2tqRIisLeGiL+CnW6W6J5COPefNIz2fjGmSC96PN0eub0yDcc+BNhE6TJRs0A1Jkn14yU7JjjsUhJwzwJAK456V7MAXvwLOIsjoTnDk42zbU8mvj19LMOBHoVLRdcRY+p17QVTEw1Vpo/TgAdbOmo7PU0XHISNo1q5DhCW1x+lg37o1cT+Sg5s3ktaiNcX7JHHXkKiKOSmFKQ8/w8qfv2XT/N8J+P207NGbbqPHs+CzDwj4jwiUQ9u2YCsqPK7oja2ogM8fvAu3/Ug65trZM9i16k8uevwFzMnRdVYqrQ65QhElAKo5Osr1d2X7n4sj+lnVZOXP39Fh4NB6RRwFAoFAIKgrQigJBMeDOVMyUxj+oGTjrTFLIqYufYBsefD5BZKJQjVzHoRz34X244+soTZAmzFw/QJwlQAy0CdLfZSq7ZTVBuh4tpROt+ZTqNgPbcdAi6FHbMoNh1MFXeWw8n8w78nIxq+D7oABt0G/G6HTuRAK4EfJ3K++YcPvs8KHBXw+1vz6M36flzMvuxa1Ticta6tgwecfRqST7VmzkqTsXCbf91hYLMkUCrRGIy5bRcyPRWMw4PNUhV+37tv/2J9lDCwpqQy97Br6nnMBfo+HVTO+56eXnsFX5Y469sDm9WS2bd+g6wQCftb/PitCJGmNJtr0HYDGYKBg9w5MScnIjooK6i2JdBg8LGb6XVJWjrj5P0xlLVE5V6UtrogSCAQCgeB4Eal3AsHxojFJUZ+MbmBtUTeR5K+CRS9HiiSQhMv314G9IHJcLgdLM+kaGV2l/kdH95zRGCG1A4x5CqZ8CD0ujd3LqWSrZBd+dGeARS9D/nppXXMGWLKodPojRFJNNs6bg7OG2CnLz4t50196YB8b580OR04MlgR6TTg35poAbfoOYM/alSCTMebGf2CyNrxBqlKlxmRNQqFUsnHenJgiCcBgTjjmWpUlRWxZNJ/Z77zOql9+pKIgn4DPh8fhYOeKI2Yafc8+nxHX3ITLVs7BLRvJ27KJioJ8QsEgwWAgnJKo1moZdOFltOk3MOI6qS1acc7dD4v6pMM079477lxG63Yo1aIpqUAgEAhODCKiJBCcCAJ+yUVOoYpu+ApSCt2aT2KfGwpJqXhJrRp+fXkc+2qvCxb/J/55i16WGuYe3rO7Mr6zXygYxOO0AxmEgkHW//Zr3GPX/z6LLiPGYEyUoiStevZhV48+7F4TWX/U95wpyBUKBky5hBY9+mC0WlFrdfH3W0d0Zgsdhgxn49zZUXMyuZysTl1qPb8s7wBfPnov7sojzoALP/uA8+57jOScFqgO77HL8DEEg0FmvPp8+LiCnduRKxS07TeQDXNn46woo3WfM8jt2hNzcgqjb7idwVMvx223o9bp0VukRrECiYzWbTAlp2AvKY6ckMkYetk16EzC+U4gEAgEJwYhlASCxiQUkhq3rv4YdswCXQIMuB0ye4KxRp1KMCBFleLhLI4/dzz4PeDIjz/vKITAEZMFtV5f63LVIiYE+D3xDR4CPl9EAMuQaGX0Tf/AVlTAzhXLUGm0tOnTH2NSElqDsU5vpT6oNBr6T55K/o5tlB7YFx6XyeRM/Oe9GBLjOxi6Km3M/O/LESIJJMOKH198iitefJ1e48/ml9f/Teu+/fn+2UcjjusyYgwKpZLPH7wrPLZ79QqM1iQufPRZEtIy0BoMJGZEXjcYDOAsK8NVaQOZJPaMiVbk8UTwXxRTUgoXPPwMf3zyP3at/JNQKEhiRjNGXH1jhOmHQCAQCASNjRBKAkFjUroT3hsJVRVHxvYugu6XwqjHJSMFkNLz0rtCwfrY67QaVvdr+n1gPwQHV0JlHmT3gcSWYIrRsFRjguZDIS9Oo9zcQRE24AZLAsnZuZTUEBfVNGvfCd3hyIdcLqfTmSPYsXxJzGXb9BuIzhhpbmGwJGCwJJDZpmG1QfXFnJzC+fc/TmneAfZvXIcxMYnm3XtiTExCVUv6VpXdTsGu7THnvG4XFYUFZHfqSpfhY8IGFNXI5HJa94kWTwCOslIWffExo2/8B2qtNnLdqir2b1zL7LdeC9c+6Uxmxt58B9mduqLS/L3SzRLS0hl3yx24KisJBgJo9HqRmigQCASCE46oURIIGguPHX57JFIkVbP2U6g8eOS1IRnGPR/b9juzF1jrmHbn98GBpfDfvvDt1TDnIXh/LHx6HtgORh+vUEKvK0AdI2qj1MIZN4LyyE243pLApH89QGJGZsShydm5jLv1zoi0p7QWbUhr2SZqWa3RRJ+J56FUx+8pdLIwWpPI7dKdwVOvoMfYs0hMzzym6Aj4a2+063O7MSZaGXTRZWh0kRG4lNwW5G/fGvfc7X8upsoend5YUXCIH198KsIgwm2v5Ifnn6CisJaIYBPA56miyuGI6+bXUNQ6PQlp6VgzmwmRJBAIBIKTgogoCQT1paoSvA6pJ5GhhtGAuwK2zYx/3tYZkhlDNRld4apf4df74NBqSbz0vlrqjRQrGhQL+yHJOe/oNL7CjfD7E3DWy1LT2pok5MDVs2DGnZI9OEipgWe9DInRqUyJ6Zlc8Miz2EtLsJcWY05Jw2RNirpZNVqtnPN/D7J1yQLWzf4Fn9dDm34D6DX+bCyp6XV7P00QrdGIzmSOEC1hZDISm2UBoDdbyO7cNWJaoVTW2nMqFAwSPMq1zefxsPzHadFmG0AoFGTV9O8Zee0tTUJ41sRtt1NyYB+rZnyPs6KcFt170XHICCypaVGOfwIJj8tHwBdEpVOiUv+9UioFAoHgdEAIJYGgrnidULJdEiCHVoMpAwb/C1oOAcPh+iOZTCrYicnhm0V7EbiKJXFjbgZTv5TqgmQKaR1lPW6AC9aDL7aTG5u+hWH3gzo3clyugPTO0nWrKqQbcm3CkbTAGBgTrRgTrWS0blvrdozWJHqNP5sOg84kGAyiM5lQqprWDX19MSRaOfOK65j5+r+j5rqOHBvhmGdISKT3xPNY+fN3ABTv30ufSZNh+vcx185s1xGNPtIl0et2xUx1rKZ4/158nqomJZQ8Tgerf/mBZd99FR4r2Lmd1b/8xEVPvEByVk4tZ//9qHL4KNpfyapf9+Gs8JDewkzPMblYUnQoVEIwCQQCQVNBpN4JBHXlwHJ4dxjs+h3c5VC0WUp3W/CC5HCnS4R2E+Kf3+EsKNoGH02ANwfAu8PhPz3gz7ekprWWZvUTSRBtI16TgA8C3vjzeqtka57UqlaRVF9kcjmGhERM1qTTXiQByOUKWvbsc9jhrjkApqRkRl57CwOmXILGcEToaA1G+kw6n8n3P052p66Yk1ORyeS06nNG1LoKpZLhV90QVbsVDAZJTM+MOr4aa2YWKo027vypwFlRESGSqvG4nMz78B2qnI5TsKumicftZ928A/z82joOba/AVuRm25+FfPXUCor22U/19gQCgUBQAxFREgjqgr0Apv8zZjoUf74Nfa6H5NYw8hHYu1ASUjXpdaVkuf3ucMkavJqADxa9BMY06Ht9dG+kY9GsZ/w5c7PYtUiCeqM1GGnRvRdpLVrj93mRKxQYEhJjppTpzWaad+tJRpt2BHw+1Ho9GW3a0apnX1ZO/w53ZSU5nbvR//ypJMQQRMFAgE5DR0T0Zgojk9Fr/NlNKpoEsG/jurhz+zespcrhOCFuhjWRaqOcyOQy9BZLk3UHdNu9rPxlb9R4MBBi3mdbOeeOHujNsevm3HYvbrsXnyeAxqBCb1Kj1ok/4wKBQHCiEN+wAkFdqKqA8r3x5/PXSkLJ2gqu/wPWfSHVK+kSYMBtkNEdDq6IFEk1WfgidJwE5viRhJhYsiH7DDiwLHpu9JNS49gYeKuq8Hs9qLXa06ZhZygUwlFWitthRyaToTOZMdZi630i0Fvq3t+oZkqdMkFNl+GjadmrL6GAH7XeELc/lFKtJn/HNsbdehe//+9NvG5XeL3Bl1zJ5kV/YEi0YkqqvRGvz+vBWVbGvg1rcJSXkdO5G4kZzeJ+Zq7KSmxFBWycPwdfVRUdBw8jOad5nT7j0FF1VjGOOOYaDSUYDFBRUMCy779kz6oVqLRauo2eQMchw46rWfGJoni/Pe7HUZ7vwuPyxxRKtmI3s97dKJ2PlOXbrn8GZ5zdEoPl9Ph/WCAQCE43hFASCOqC7Bj/q6gO3/TKZJCYC4P/T4oQKVSSJTdAwYb45zuLa++rFA9jKkz5ABa+JDWw9VdBQi6MfgJaDI063ONyUpZ3kD9/+JqKwgLanDGALsNGI5MpqCg4BIQwJ6diSEhsUlELn6eKA5s2MPvt13BWSNE6S1o642+9i7SWbVAoT4+vMoMloU7HtOk3gH3rVzP6xtvDUatQMMjaWTM4uGUjGW3a0mFg9M+3Gp/Xw961q/n55WcIBSURs+zbL0nJbcm59zyEKSkl4nhXpY2l0z5n7awZ4bEtC+eR0aY9k+68D6O19tTMnE7dMCRa6TPxPBLSMgj4/ShUKnavXkFZ3gE0R0WTqpxO7KXFbFk4H5etnDb9BpLaohWmY1wnFhUF+Xx63x34qtyH13aw6IuP2LF8Cef830MnXUwfC7m8/sYWTpuH6a+vo6LQFR4LhWDrknzUWgX9z2mFUphBCAQCQaNzetxdCASnGr0VsvpIUaGjUaghrfNRYwrpnJqkdapl/SRQ1P+psNftwuNToxp0H5oBtyML+qQeTaZolzm/18v2ZYuZ/fZrJGXlMOSSqyjev5e5/3sTozWJlj37snnhPHatWMaIa2+mTd/+UUYD9SXg9+MoL6Vk/z6cFeWktWyFyZqMvg6CoSZleQf5/vnHI1IfbYUFfP34/VzxwuskZjQ7rn3WhZqpXQZLArL6pknWA53Zwppfp4dF4dFsWTCPNn0HoFSpYs47y8oiRFI1xft2s+z7rxl2+XURQri84FCESKomf8dWti5dSK/xZ9fqXGdMsjLxjvuY8+7r4Ya+MrmcjoOHMfqG2yPqsDwuJ5vm/8b8j98Nj23643esWTmcf99jmJJTotaPh7eqiqXffB4WSTUp3LWD4n17mpxQSs42IZPLCAWjw0rJ2Ua0huifqb2sKkIk1WTTgkN0G56NOTl2hFIgEAgEDUcIJYGgLuitMOl1+GBsZP2RTAbnvCVFdo5FeldpHVdZ9Nygu2KKm3gE/H7K8/NY/NUn7F27GpVOR/fRE+gyYjQmU+x0I2dFOXPffwtDQiJDLr2aX/7zAh6nMzy/7rdfGXH1jXhcTma9+QrJ2bmkt4rui1SfPebv2Mp3zzyKz3MkWpbdsSvjb7vrmFGKarxuN0u//TJmfVjA52PD3DkMuugy5IoT80Q9nNr13ZfsWb0ClVZH97ET6DhoWJ3fQ10IBYPYy0qpKDiEUqNBpdUBsYWSRq8PRyacFeUEAwGUanW4r9X+TeujRFI1m+f/Tr9zpmBOln5ng4EA62b9Endfa2dNp8PAobX2LvK5q5jx6nPYS4+kloaCQTb98Tum5FTOmHwhCoX058ZRVhohkqopO7ifldO/Z/AlV8UVgEfjcTrYtWp53PktC+fRonuvOq11stCbVQy+oA0LvoxsYqzSKBh+WQd0puhIbmVJHGdLIOAP4vM0bs8qgUAgEEgIoSQQ1JWUdlL90faZsHs+JLaEnpdBQvaR1LvaSMiGK2bAV5dA2W5pTK6EvjdAtwsk2+46Up6fx2f33YHfJ7na+X1elk77nN2rlnPOPQ9hTIy+ga8sKcLv89J39AUs/ebzCJEEQCjE/I/fY+I/72Xv2lWs+HEaY2+5o8EOa46yUr59+pGoPkIHNq9n+U/TGHLJVXVyxfNVuSnetzvufP6OrVK91VHNXhuLivx8Pr3vn2GxV+V0sPCzD9nx5xLO/teDjRKxCAYDFO3exbfPPEKVw05m2/Z0GHQmS6d9HvP4rqPG4aq0c3DzepZO+4LK4iKSc5oz+JIrSWvZBpetIu61/D5vRDPYYCiIx+WMe7yvqiqu6KqmPD8vQiTVZPUvP9Bl2CjMKZIw2/7nkrjrrJ87i94Tzztm/VUYmQylRhMhxGtyvBHRE4FKo6RtvzRSW5hZ/9sB7GVVZLZNoMOADExJsb9HzHHGARRKOSqNSLsTCASCE4EQSgJBXamuP+p3I/S6Wqo/qm8jzbSOcNVMqSbJVyU1rDWkgKbujmAel4uFX3wcFkk1Kdyzk5L9+2IKpeo+Tik5uSz5+tOYawd8Ppy2CnRmC+UFh/B5vA0WSvk7tsVttrrh99n0nnBu+Oa5NhRqDebUNCqLi2LOJ2ZmoThBNuTeKjeLv/4k5o14wc7tlBzY1yhCyVFayjdPPhg2bji0fSs9J5xDRpv25O/YGnFsxyHDcdvt7FzxDat/+enIfnZt55vH72fiHfeR3bFL3GslZecejlZJKJUqOgw+k92rpciMUq2h/cAhNO/WE2QyAn4fWmPtv59lhw7GnfO63fi9R35XPY74Fth+jwePy0Xelj+wpGdgTkrGUMvnq7dY6DpiDH9+/3XM+U7DRta671OFRqciLVfFsMs7EPAHUanlyBXxUzlNSVosqTpsRdGRpY6DMtCbm049oUAgEPyVEH2UBIKGoFTXXyRVY0qH9C6Q3QesLeolkkCqS9q7dlXc+W1LF8UcN6ekoFRrCB4jOuD3eFAolaS1aI1aWz+R5Pf5sBUXUVFYgK24MP5xXg+BgD/uvNNWQenBA5Qe3E/Q76P/5KmxD5TJ6DF2wgkzc/A4nexeFaMu7TBbFs5vlOsU7dsdFknVzHrjFToPG8U5dz9E+4FD6XzmKCbecR+W1HSUajVrZk6PudZv/3sDo9VKepzmwMOuuC7KVKJZu45YM7Mwp6Ry9r8ewOt288t/XmT6K8+xZcE8KgoLIqJQR2PNzIo7p9bpIuqhWvbuF/fY7E5d2b16OTP+8wKfP3An3zz5ILai+L9HCoWSbqPGk5SdGzXXa8I5WFLqns56KlCq5Gh0ylpFEoDBomHibd1Izq7xXSGDtv3S6DWuuTByEAgEghOEiCgJBKchKq0GjzO20Ij39N+QkMio627Fba/EnJIaP0KTkYm7spJeZ51bL+c7Z0U5q2b8wJpZ01EqVQy/+sa4x5pTUlGpo0VYwO+neO9ufn3zFUoP7gekm/Cz7riXMy+/jgWffUDwsMBSajSMvekOLKmxLdAbhcOpXbGidyDVCjUGsX4WPk8Vq2Z8T48xEwn4fPiq3Mx66xVkMjlDL7s6riW3u9KGr8rNpLvuZ+XP37P+91/xezwkZ+cy7MrrSW8VLaBMSclMfuAJHOWl/PzvZ3CUl4bn9q5bzcGtm7j8udfimmYkZmZhSkqOmX7Xc/w5GKxHokLWZlkxI2VyhZK+50zBUVbKiGtuYu4Hb1N6cD8z//sSZ//fg1GNeSP2fv/jFOzczuaFc9EajHQdMZaE9Ax0ptjnnI5YUvRMvL17uI+S1qBCZ1KjEX2UBAKB4IQhvmEFgtMMfUICXUeOY8WP02LOdxw8LOa4UqWmVZ9+OEpL0FxsYMZrL0QZJHQZPpq8bVs4995HSUir+9N4j8vFoi8/ZuO8OYAUlfJ7vSRl5YQFT02GXHI1Rmt0SpWtuJAvH72HgM+H1mii/YAhGBKtrJ01nT6TJtO6Tz9sRYXI5ArMKakYExJR1LHwvyHozRa6DB/Dip9if9adho6o13o+jweXrRxnRQUKpRK9JQGjNYnU5q1iHm9MTKLk4D52LD9S16NUa47Z+0omV2CyJjP44ivpNeEcgoEAKq22VntyfUIiu1YuixBJ1fg9Hlb+/B3Drrw+5rVN1iTOf/Apfnrp6QjXu24jx9F99PiwkQOAMcHKpDvvY8O82az5dToep4Pszt3oOW4SK36cxv6N62jVux+DLrqchZ9/SN7WTbhtFXGFUvX1TX3706p3P2QyWa0OfRHvy+fFUVbKgU0bsJcUk9WxM9Zm2U3OKa8avUmNPobZg0AgEAhODEIoCQSnGQqFkh5jzmLPmpWU7N8bMTdgysVRPXJqotHp0WTlYEiwcvETL7L4608p3LUDozWJvmefT1rrtqg12nq7ubkqK9g0//eIsQWffcD4W+9i/dxZ5G3bTIeBZ5KUlUNSVjZJWTlRawT8ftbNmkHA56Pb6PHkdOrGhnmz2bdhLUlZOVQWF5HaohU5nU9eOpVCqaTH2AnsWr2csqMEX++J52FOSavzWm57Jet/+5Wl0z4n4JeiYoaERCbeeT+WtDSszbIpyzsQcU5lcREdBw9jHUdc6fxeDwqlCrVOH5WuB5Cc0zzsfqdUqTDXwW7bUVbKgS2b2LkyRuPiw+xZu5r+TifGOCLNmtmMKQ89hctWgd/jQWcyo09IiGis67JV4LbbCQUDdB0xjrSWrfE4nRTu2cXM1/9N1eH6pV0r/6TD4GHh9+itqluPMXk9LNsDPh8HNq3nh+efDEcp+RaszbKZfP9jYVdAgUAgEPx9kYVCMTx3/0JUVlZisViw2WyYzeZTvR2BIC6hYBCnrZxQMIRKq0VrqL12yVFWStHe3WxdsgCt0UTnM0diTk5BW8uT96OpcjrxVbnD0Y2Gcmj7Vr546F9R40qNhmGXX09SVhZLv/uKkv17saSmM+D8i0lr2Spir1UOO9OeeghDQiJZHTqz4LMPItaSyeSc/X8P0LJHnxPawygW9rISCnZsZ/OieWiNJim1K61+qV3b/1zMzy89EzWuVKm58qU3QCZn3gdvs2v1cgiF0BqMDLzwMpp378nnD9yF214ZPiezXQe6jRrPrDdfPXKTD2gMBi585FlSclvUeV8uWwXTX3keY1ISAZ/UaysWKbktOP/BJ9GbLXVeu5pQMEjx/r3M/O9LYXE/8c77+eW158Oi8Wi6jBiDvbSE/RvWcdXLb5KQ1rgplraiAj648yYCPl/UXIdBwxh13S2o6lmjJxAIBIKmT320gYgoCQRNAEd5GVsX/8Gq6T/gqrTRrH1HhlxyFUlZOag0sZ/gG61JhxvF9mnwdbUGA1pD/SyUqxx2/D4vaq0etU6KFsS7oUxt3pJQKMiXj9wTHnOWlzHtqQcZetm1dBs1Lvz+FCo15pQ0Og4+kxmvvRg+XqFU0qbvAFJbtKLkwH7SW7bFkBi/p8+JwGRNxtQvWUrtksvrnNpVjdNWwZKvP4s55/d52bFiGb0nnMO4W+/EXVmJ3+tFrddjTLQiVyi48NFnmf7Kc5QcTmsr3rsHuULBFS+8zvY/F1O8fy85HbvQvHuvOjkJ1qSytIQDm9ejMRgYde0tYaFkTkml45DhGBOTqCwuJLVl6waJJABbSRFfPXoPXvcR17aAz1urIYpMJoNQiG6jxtXaw6mhFOzcEVMkAWxbuoCBF16KRQglgUAg+FsjhJJAcIpxVdqY8/Z/2L3miLvagU3r+fyBu7jg0WfIat/pFO7uCG57JQU7t7Psuy+xl5aQ1rIN/c+/iMSMLPTmhJj1SN1GjWf+R9HNRQEWffEhbfqegSVVSqVTaTT0nngelcWFYVvxtJatGXTR5WxZNJ91c35BazRhsiaT27X7Cbl5PhYNbWob9PupKDgUd75w105A6vsTq/dPUlYO5z/0FO5Km1S/ZTKH67POOO/CBu2pmoKd2wDJ4a/k4H66jR6PRm8gMSOTdbNnYisqwNosm+bdelHlcOCtckvpfyo1hoQElCo1fp8XuVwR9/PZsWxxhEgC2Ld+DW369GfrkgUxz8nt2oPifXvpPnp8nS3q3fZKAn4/WoPhmHVczsqKuHPBQCAq0lXdS+pkRzMFAoFAcOoQQkkgOMVUlhRHiKRqQqEgc99/q8HpTo2Jx+0mf+d2Dm3fgreqCntpCfbSEnat/JPz7n+M5l17MOmuB5j21IPYS4rD56l1uoiUsZoE/H4qS4rDQgmkOhfv4eanWqOJgRdcyk//fjrcx8hWVMjM//6bdgOGMPyqG9GfJum0CqWSsbfcidflYs+6Vexa+WdEE9fMtu2OuYbBklCrGUNDqSk4l337JaNvvB13ZSWz3nw1PJ63dRNfP34fo2+4nZ0rl7F71XKSsnIYfcNtFO3Zze7VKzBak+g2ejwJqeloakQp/T4fBzZviLrutiULOfv/HmT/pvVRDXLbDxxKaotWtOzVF6Xy2GYdzopy9m9az8qfv6PKYSe3S3d6T5xMQlp6XPGW2aZ93PUsqWmodZI4s5eVUnpgH5vm/wZA5+GjSc7OPSVCXSAQCAQnFyGUBIJTzMFN0TeR1RTv24PH5TylQslWXMSWBXPZtnQhCpWKjoOHYUi0Mued1/F7Pcx55z9MffwFrJnNmPrEC1QUFFBRcIjEjGbHrPGo6YYGoDUYScjIRKXR0nnYKFbN+CFms9dtSxbQZ+J5p4VQshUVsnLG92xd9AcymYzWfftz7j2PMPvt13CUlaLSaI8rffJ4SW3eCqVaE47i6U0Wfn/vjZjH/vHp/xh57S0c3LyRMy+/lh9ffCpC5GyYO4szr7iOzsNGodFJ1ukKhYLEzGbsWbMyYi2/z8tv/3uDCf+4m0Pbt7Bz+VLUOj29zzqX9FZt6lwz56q0Me+jd9lWIzK1Ye5stiz+g4uf/DcpOc1jnmdKTiGrYxcOxhBxZ15xPcbEJGxFhcx577/sW7c6PLd1yQJadO/N6Btvb7LueAKBQCBoHIRQEghOMepaevHI5HLk8lPXTNJWXMiXD9+No+yIZXTh7p1ktuvAsCuvZ847/6GyuIgqhx2jNUmq5bEmk92xMwCOsjIsqWkxm4aqdfqY7nomazJjbvonyGDl9O/j7m3Xqj9Ja9n6+N9kA/G6XThtFXhdLtQ6HTpLAtqj0uYqi4v44uH/w1leFh7b8Pss9q5dzchrb2HuB28z8Y57MdXBme5EYbAmcc7dD/H9s48SCoXweT1xDRY8TidyuYJOZ45k9S8/RUWCAOZ//B4tevQOCyWZXE7X4WNY88vPUb2fbIUFeFxO+p59Pt1HjUcmV9S7N5W9tDhCJFXj93iY//F7TLzj3pjGKAZLAhNu+xerfvmRdXNm4qtyY83M4szLryWzXQc8Tgf7NqyNEEnV7Fm7krxtm2l3xqB67VUgEAgEpxdCKAkEp5jsTl2QyeQxG4i27TcQ3SmKmgT8ftbOmhEhkqo5tG0Lnc8cGW4yKosj5oxWK+Nv+z++efz+iKatMrmc8bfdheGoJ/KOslKqHHaSsnJQKJVYUtOxFebHXFtRh5SsE4WjrJQ/PnmfbUsXSj83mYxWvfox4uobMSUlA1Kdy+aFcyNEUjX20mLKDh3kkqdeQm85tWmVSqWSrPaduOrltzi4ZVPYWjweMrmcrA6dWPvr9NgHhEIc2LgOa43mtOaUVCbecS+/vP7vcORKJpPT95zzyWrXEblcUS+3xprsPipSVZP9G9bicTrjOkgarUkMuvAyeo6dSCAYQKXWhFPqKgrz2bxgbty118z8mdyuPaLEcX3we724Km2EggFUWv1pESEVCASCvxNCKAkEpxhDgpXRN97OrDdfiRg3p6QyaOoVEX1oTiauShtbF/0Rd373qhVkd+pK0Z5dtdpkp7VszeUvvs6WBfM4tGMrSVk5dB0xBnNqGgql9BXk83g4tG0zsw9HqACSsnMZde3NLPryEwp2bY9at1Xvfsf5DhuGx+Vk/sfvsW3pwiODoRC7Vi4j4PMy/rb/Q2cyUeV0xLXaBti+bBGdh406CTs+NgqVCktqOpbUdCpLitEajFQ5HVHHmVPScFVWoDOZYwr7anweT8RrlUZLi569ufKlNyjPP0TA68WalY3ekhCOPDV477UI5ro4FCpUqpgRPa/LGTPtsxqfp4pQIFD3jR5FZWkxK36YxsZ5c/D7vKS1bM2wK28gtXnLuE6XAoFAIDi5CKEkEJxi1FotbfsNJKN1W7Ysmo+9tISWPfuS0aZdnZqFnihkMhkyeS03mXIZcoWSsTffUWs9iUKpJDE9k/7nT8Xv86JQqqIK7Mvz8/j26Ucibr5LD+zjxxef4ux/PcC0px+GGi3f+kw6H6P11NSHuGw2ti1bFHNu77rVh4WECblcUavzmkqjPaVplfEwJloZf/v/8cPzjxOsIQSUag2jr7+VA5s34K60kdaqDYW7dsRcI7dL96gxpUqNJSUNSz2a9NaFlj36sPConlvVtOnbv8GRKqVaS/NuPSnasyvmfLv+g47Z6ywejrIyvn/2sYiG0YW7d/LVI/dw0ePPk9k2vtGEQCAQCE4eQigJBA0g4PdjLy1m9+oVFO3ZRUab9jTv1gNzcmqD7IPVOh1JWTkMuujyE7DbhqEzW+h05kiWfftlzPkOg4aR1qIVpuTkOq0nk8tj2jx73W6WTvsiZoTC56ni4NZNTLzjXtb8Oh292UyPcZNIapaN1iDdALsddtyVNnweD1qDEUOiFaXqxKXleVyOCNF2NFUOOwBao5Ge4yYxY8fWmMf1HDep3vU4J4MQ4Cwv55z/e4g9a1eF7cFzOndj6bQv6HvOFH5//y2GXXEtP7/8XETDW4D2A4fErD0DKRrnqqwk4PNKNWqH+0QdD0arlX7nXsif338VMa63JEgRWV3DIrJqvZ7sTl3ZvGBuVPqp0ZpE2zMGN9gqvOTgvgiRVE0oFGT+x+9x7j0PHzMFUiAQCAQnHiGUBIJ6EgoGKdy9k2+eeCBcb7Hpj99R63Rc+MizpLZodYp32DgoFAq6DB/DlkXzsRUWRMy16NGbZu3aY0g4/qhOIOCPayEOkLd1M30mTqZ51x7IlUqUKnV4rqIwn1/feIW8rZsAUGo09DvnArqOHHvCnALVx0gVq9kHKatjZ5p378Xetasijmndpz8ZbY5tCd7YhEIhAj4vcqUybjTLZavgj0//h8flJKdzN4yJVgp375CMNUIh8rZtYcCUqcjkCi56/HmW//ANh7ZvQWe20PnMkbTs2SfmTb6tuJC5778l1RSFQpL9+0WX0e6MQcclCrQGI73OOocWPXuzZubPuGwVtO5zBq17n1Hv5rs1MSZa8Xs8jL35DrYvW8SO5UsBaNNvAL0nnEtCWvoxVojP3lrqqvJ3bMVXVSWEkkAgEDQBhFASCOqJo6KMH198MiySqvG63fz88rNc+NhzfxnbYHNyChc+/Ay7V69g88K5KFRqeo6bREabdsfVR8bnkXoxbVuyAFtxER0GDaXHuIn88fF72EtLIo5NSM9AoVZFWYnby0qZ9uSDEY56fo+HxV99gkavp9vo8ScktU1vtpDbtQf71q+Jmktv0w69OSH82phoZexN/6T04H42zJuDTCajy/AxWJtlnZCeSPEIBgNUFhezdckC8rZsxJqZRZeRY7GkpEZH+UJBPE4noVAw5nt0V1aQ73Sw/c/F+L1eOgwaSv/zp+Jxudi0YC6tekXXjjnKy/ju6UcoO3QwPFblsPP7e2+gVKnpNHREuJbI43bhKC1h88J52EuKaTdgKKktWmKKE6UC0BlNNGvbgbQWrQj6A6i02mPWJtWF6t+9bqMn0PnMUai0WnRmMwbL8fVQ0tfy/aDW6URTW4FAIGgiCKEkENQTZ0VFTFtkkCIcLlsFaq2uwSk/TQ1TcgrdRo+n3cChyOWyY0ZUjoXP62H36hVMf/X5cArbpvm/YUpKYfQNt/Pzy8/idbvCx/cYc1aUSAIoP3Qwpu04wNJpX9C6T/+wA11jojWaGH3D7cx8/d8c3LIxPJ7Wqi1n3X53lIudISERQ0Ii2R27gEzWKDfw9aV4316+evRefFVuQKqlWvPrdM765z207NUnIkqn0urI6tiZA5vWx1yrVe8zWDX9e9yVNgDW//ZreK5Fj97oYrj4lecfihBJNVn85Sfkdu2ByZqEt6qK7UsXMfvt12jXfzAdh46gPD+P8vyDNO/WE6M1qda6IKVKDY2cdVlted+YtO59Bgs//zBmCme30RPQJyQ06vUEAoFA0DCEUBII6kmghs11LCpLiln0xcf0nnQeKbkt0DWwmLypoTU03Aa5Jq7ycn75z4tRN4n20mLW/PoznYaOYM2vP6NQqRh9w+1YUo+kOHlcLlyVNgJeD0q1hhbde7NnbXQak9teie+oiF9jYk5OYeJd9+O2VeC0VaA3WdBbLLWaWpyqKIGzooKZ/30pLJKqCYWCzPzvS1z50hsRBgtag5Ghl13N5w/cFTZzUGm0ZLbviCUljbSWrRl1/W189+yjVBQcCp+X0aY9I6+9JaZdduHu2KYPAI7yUvyHXfKc5WXMfuc/dBs1DqM1mR+ef5xQUKpd++OT/9H7rHPpc/b5p7QBc13xuJy4KysJBvyodYYI8xGjNYlxN9/BzDdejvj/IKNNO3qMjf1gQCAQCAQnH/FtLBDUE2OCFblCGVXEDtINZTDgx2krp+zgfhRKJaakZMzJDa+VaGyctgoqCvPZ8ecSlCo17foPwpSUgtbYMAev+nJox9YIN7Wa7FmzikuffYUWPXpjzczCkJCIUi1FOypLipj7wTvsWvUnhEKodXp6jp9EVodOLPzio4h1VFrdCTV0ANCbzOhNZpKyck7odY6XKkclpQf2xZzzez1UFORHOdElNcth6hMvMO/j/5HbuSspuS3Zv3EtoWCIioJ8EjMyufDRZ3GUleKsKMOcnIohIRG9JQGXrYKAP4BGrwtHHy2p8Z3ulBoNCpX0p2j/xrWo1Bqad+vJjy8+FXXsyunfk9WxC6169W3ox3FSqCjMZ96H74TrscwpaQy/+kayOnRCo9Oj1mpp3XcAV7dpz561q3DZKmjevSeJ6ZnHldIqEAgEgsZFCCWBoJ7oExLod94FLP3m86i5PmefT8Dvp+PgYaz4+XsqiwsxJaXQ//yptOrd75Q/CXeUlzHrrVcjzAX+/P4r+kyaTJ9Jk09KAbnH5Yw7FwoFUarVtOjeK2LcUV7G988/Qcm+PeExr9vFsm+/ZMCUS8jp3I39G9eF53qMPatRjCb+CgSD8fsdAQR8vqgxpVpNequ2nHX7/7Hsu69YOu2IaFk35xead+/F2Bv/QXqrNuFxp62CzQvmsvzHabhsFTRr35EBUy4hMaMZqS1aodbp8LrdUdfqNmIs+sM1Px6Xi1a9+rJtaWz7dZB+XzPbdWiykVp7aTFfP3Y/9tLi8FhlcSE/PPcYFzz8DNmdugBSWwB1RiaJGZmnaqsCgUAgOAaiYlQgqCcqjZYeo89iwu13k5jRDJlMLjVHvf42TEnJlOzbw/yP36OyWKqfsZcWM/vt11j9y494a2lgeTLYs2ZFlAMbwIqfvqU8P++k7CGzbYe4c9bMrAjXuGoqS4oiRFJNqtP1qmk/cCg9xk4MN7NtbPxeL+X5h1j+4zR+feNlNv3xO7bDTXKbIlqjMa5dt0wux5qZFffcisJ81v82M2p879pV7F2/Ovzabbez8PMPmPnflyg9uB+3vZKdK5bx6X3/pHDPLrQGI+fc/XBUfVHzbj3pPXFyOPqX07kbWpMZZ0VZ3D05ystiirumQsGuHREiqSbzP3kP1+HaLoFAIBA0fURESSBoADqzmfYDh5DdqStet4udK5ay8ufvGHLJlaz+5aeY56z46Ts6DxuN+jhshY8Hl62CVTN+jDu/5tfppLVsc1wCw+/14qwox3ZYJFpS0iLS5wCM1mRa9+nPzhVLI0+WyRh+9Y0xU49K9u2Ne023vZKk7Fwm3/845pRU9OaEE5ZGGPD7ObhlI98/91g4fXDTH7+jM5m58NHnSMrKPiHXPR6MiUmMvO5Wfnj+8ai6sDPOuyim+QKAvbSEoN/PuFvvYtuSBexZsyqi19WqGT/Sokcf9GYLzvIyNs3/PWqNYCDA7/97g9E3/oP5H73LyGtvxu/3U2WvJCEtA1tJESGO7MmcnIJKqyWtZRsObNoQc1/N2nZAc5yGIieSfevXxp0r2rMLv7f2GkeBQCAQNB2EUBIIjgNDQgJypYIdK5ZSnp9HMBDEH8fsIRjw47KVY0lNo7KkmEPbtpC/YyspOc3J6dINU1LKcTffrI1gIIDHGT/tze2wEwwEGiyUPC4n25ct5vf33ww/8Veq1Iy49mba9B0Qbq6qN5sZee3NZHXoxMqfv8dpKyejTXuGXnoVyTktYq5tSkmJe12FUolKo8XcMhWdqW7pWB6XC2dFGbtXr8DjctKie28S0tJrNWMAKZrx00vPRNVYue2V/PrWK5x3zyNNrv+NTCYju2MXLnnqJRZ/9QlFe3djSk6h/+SpZLZtHyU6qhx29q5bzcIvPqKyuAi1Tk/nYSMZf9tdzPzvy+HaPI/LFTZaOHi4j1UsivftwVleRtHe3Ux/9Xk0egNqnQ5nRQXBgJ/EjMyw9bfekkDPcZNwlJey/rdfI9wPAeQKBf3OvRCVNrpxcVOhtv5KOrNFWH8LBALBaYQQSgLBcaIzmhh5zc188fD/HVPoqLQ6Sg/u5+vH7otosqrUaLjgoadIb9U24kYqFAzicbmQyeVhodFQtEYjzbv3ZOO8OTHn2/YbgEqjafD6ZXkHmf32axFjfp+XWW++QnJ2bkQ9iyEhkZ7jJtGu/2BCoRBKtaZWkZPULBut0USVwx41127AEJb/NI2yvAMMnnoFSVk5tdaCVTmdbP7jN+Z99G54bNm3X5LbpTtjb7kTtU6Py1aO1+1GqVajUGtQKBQYE61UFByKco+rpmDHNtz2ymMKJY/LibOinIObNxAIBMnp1AVDYiJaw4mruVFrtaS3asNZ/7wHX1UVCpUq5j6DwQDb/1zCnHf+Ex7zul2s/uUnWvbsQ79zp7B02hcAtOrVF83hVDqVupbfG5kswvjE43JG1KnlbdlMi25HatKMiVb0JjMXPvosv733Bvk7tgKQlJXDqOtuJSEjo2EfwkmiVe8zWPD5h2ERWZM+E8/DKMwaBAKB4LRBCCWBoBFIzs7l8uf+g62ogIT0zAjb5GpMSSmotTp+eP7xCJEEUqPUH154kkufeSXc+6eyuIjty5ewfelCVBotPcdNIr112wa7YinVGvqefT7blizEd1StlCkpBUtqOrbiIiwp9Xfo81ZVsfzHaXHnV07/jjE3/jNCiMnk8ri1M0djSkphykNPMu2ph8P9ewCyOnahTd/+/PzycwQDfr5+7D5G33A7yTm5WFLTYwome0lRhEiq5uCWjTjKSlk7+yO2LJxPMBBArlDSfuAQ2vQbQDAQPOZ+g/4jgiAUDOIoL8NVWUEoGEJvSUCp0bB+zkwWf/VJxHk9xk7kjMkXnXCzD43eELMGrBpHWZnU3ycGu1evoOvIccjkctRaHT3HTQrXFmW274BMJo9Izasmt2sPCnfvjHtNS4wIjFypJLV5S86952GqHA5CoSAag/GkNultKMakJM6+6wF+fvkZAjV+H1r36U/HIcNEREkgEAhOI4RQEggaAblCQWJGJubkFM765z1888T9EWluap2Os//1AD5PFSVxrJpdtgqc5WWYkpKxFRXy1aP3YC8tCc/v37iONv0GMOKamxt8w2hJS+fip15i4WcfsHvtShRKJW37DaTjkOH8+sbLaE1mzr//8XqLMW+VK6Y4rKY8/xB+r6fBESuZTEZKbksuffYVbIWFOMtLUWm0lB7cz4zXXoyIWCz68mOGXHo1WxbOZ8CUi9Ee5Y62cf5vMa/Rc/zZLPvuS3at/DM8Fgz42bxgLgGfD70lgZTcFmR16BzRaLYavSUBzeHaKL/Py8Etm/jlPy+GhZ0pKYUxN/0jSiSBZEiR260HrXpKttduhx1fVRUyuQy9JeGk9dXxupwxo3bV2IoK6DJ8DL0mnB1h+W1IsDLi2pv47d3/RhyvM1sYfuX17Fi+JOZ6CqVSasQbB53J3ORSGY+FSq0ht1sPrnr5LYr27qbK4SC9VVuMVutp914EAoHg744QSgJBI6JQqUht3pLLnvsPh7ZtpmDXDlJbtCSrfWfMySkU7d1d6/leTxV+n49VM36IEEnV7PhzCT3Hnd1goSSXK1DptFizsul45ghCwSC7V6/ghxeeIODz4XW7qXLYCfh8hJCazNYWgagm5A+QnJ0bVwSmt2xz3HUlMpkMc1IK5qQU9m1Yy3fPPBqzl5XLVoFKrWHNrz/TZcSYCKEUCoXiOqpldejMip++jTm3fdlizv6/B5n15itM+MfdTHvywahjhl15A8bDluS2okK+f/bRiFqmnC7dWDt7Rtz3t+KHaWS0bkdlsRTxOrRtM2qdnu5jJtB9zARM1uS45zYWCpW61vmkZtmSIclRP0u1Vkv7AUPIbNOedb/9ir2kiBY9etOiRx8sKal0GjqSQ9u2snv18vA5So2Gc+9+OBxB/SuhVKmxpKZHNEsWCAQCwemHEEoCQSMjk8mwpKRiSUmlw6AzI+Z0JjMqrS5mnYtMLseclILbXsmWRfPjrr9x3hyyOnRq8P58bjcrf/6OnC7d6DRkBK17n0Hr3mdQsHM7OV27s/Dzj9i9egUhQrTo3ouhl16NNTOr1pSh/ZvW02HIcLYtWxRVmyFXKOg+9iyUx7gJrw8yuTymSKo5D7Br5Z+k5DQ/Mi6T0abPALYtWXjUCTJ8Xk/c9UKhIAGfL1yDNPr621j2/dfYS4tJyW3B0EuvJq1la2RyOYGAn3Wzf4kyfNDoDbVasLsqK3BVlPP5g3eFP0Ov28XyH75h/8Z1nP2vBzEmntjeUDqzmZwu3dm/YW3UnMZgIDGzWZRICs/rDaTktmDEVTcQCAZQKo80/DUkJDLmpn/gdbnI274FndFEUnYOxsSkE2bjLhAIBALB8SL+QgkEJxFDopVBF13GvA/fiZrrOW4SOosFr9sds9ajmlAoSCgUQiaTNWgPSrWGIZdchd/rZd5H71LlsKNQKukweDgBn499G9aGr79nzUrytm7ismdfIyE9fhG9raiQ7csWMe6WO1n4+YfhaJgpOYXBU69ArdM1aK/xSEhNjys4U3JbhAVJTevpajLbtceSlo6tsODI4GFDidpQHK7HUWk0dBkxhhY9+xAKBlGoVBG1RX6PN2bksOTAXjLbtOfQti0x18/q2IWtS6OFJkDBzu2U5x+qs1BylJdSsn8f2/9cgtZgpMOgoZiSU6L6GB2N1mBk1HW3Mu3JB7AVFYbHlRoN597zaJ1qymRyOcrDQjXg91NZUsSWhfPI37GN5JzmdBk2GnNKaoRlvEAgEAgETREhlASCk4hCqaTDoGEYEq0s+uJjKgoOYbQmccbkqbTpcwYanR6FQkn7AUNZN+eXmGt0OnNkg0USgN5iIeDzseSbz8JjAb+fjfNmU1FwiP7nT40o6Pe63ayd8wuDp14R9+l/VodOLJ32OfbSEvqfP/VwupsMt72SrYv/IKdzN0CynnbZbJTn56E1mjCnpGBMTKp3gbsh0crEf97DDy88ERG50RgMDLrocn57T6qVqa75qYkpKYUpDz7F0m+/YOui+QT8fjLbdSQhNZ3UFq0o2rMr6pzMdh0o2rOLnC7d0R0WRfFEi1KjJiW3OXlHWWbv37ie3medx4a5syNc30BK1eo57mw+vff2uO95z5oVZHfsHH7tKCvFaavA7/FgSEhEZ7Gg0emxl5Xw4/NPUrjniIHCip+mMfDCS+k+5qxjiqWEtHQufOx5Sg/uJ3/HNhLSMshs2x5TUjJyef3s6wt37+Sbx+8PW+bvXbeaVTN+4Nx7Hianc3cRTRIIBAJBk0b8lRIITjI6k4l2Zwwiq30nAn4fcrkSQ2JiWPwo1Wp6TzyPHcuX4LJVRJzbokdvkpodX1PTKoedFT9/F3Pu4JaN9D7rXOQKZURq2541K+k7aXLcPkPWzCysWTkU79vD7Lf/EzF37r2PYkhIxFFexvxP3mPb4gXhOZ3JzLn3PkJay9b1uglXKJVkd+rKFS++wZZF8yg9eICU3BaktWgVjmh1GT46bv2LJTWNEVffxIApFxMKhlDr9OhMJibecR8/PP84pQf3h49NyW1B/8lTWfDZB5x1x73HFBoKhZLuoyewbs7MyOhQKMSCT99nysNPs+CT99m/aR0AGW3aM+Kam9Aa9cgUCvDHTimsjlqFgkGK9+3hhxeexF5aDEhRnB5jJ9Lv3AvY8NusCJFUzeKvPqVVr37H3D+AyZqEyZpE8649jnlsPBzlpcx47fmovmKhYJAZr73A5c+/jjk5fn8sgUAgEAhONUIoCQSniNqc5RIOu9NtXjCX7csWSfbg4yeR1aFzg+3Bq/G4XFGNPGtiKypEb7bgKC8Nj+lMZhQ1ak6OxmhNYvJ9j7Loi0/YtnQBwUAAc0oaw668jmbtOhAI+Fn/28wIkQRSo9ZvnniQK154PcJFrS4o1Wqsmc0YcP7FOG0VbFu6kAWff4jOaOLcex4mrVXbuC5jwWAAQiGM1qQIgZaQls6Uh57CXlaKvbgIrcmEz+PBVWmjz6TJLPzsQ4ZfdcMxDQjMqWmce88jzHz932EreLVOR59Jk0lIS2fiXfdR5XBAKITGYEBnMuP3eekybDRrfv055pote0nRscrSYr5+/P6IqFQoGGT1Lz/S9oxBtRpGbFowlzMvu6bWvTcW7spKKouLYs55nE4c5WVCKAkEAoGgSSOEkkDQRLGkpNLvnCl0GzkOuUIeZXPdUFRqTdyeNyAV9HuOElJ9Jp6HxhDpfuf3+XDZKggGAqg0WszJqYy67hYGXngpAb8PtU6HMVGqaaksLWb1Lz/FvJ6vyk3Bru31FkrVyORyjIlWuo+eQIeBZ6JQKeM69fl9XiqLi9kwbzZFe3aS2rwVXYYfrpk5bDZhSEjE7/Px07+fRq3VojWaqCjMx1kuueXpLRaGXXF9rTU2KrWG3K7dufS5V3HZbBAMok9IwJBgDaebHR3ZUarU9Jl0Hgc2b6Bk/96IuVHX3xb+LPN3bItK3avGUVaKN05DXJDEy8kiGAzUPh8nciYQCAQCQVNBCCWBoAkjVyjQWxq3CanObKFV737sXLE05hwQYZLQ6cyRZLRpF3GcvayUVdN/YP1vM/F5qrA2y2bYFdeR0aZ9TMET9Pnj3tyD1Gepofh9PlwVZfi9PpQaDVpj7NSyUDDIoW1b+PbpR8Jphfs3rGP1Lz8x+f7HyO7YJVwrVbR3F/aS2NGQTX/8Tt9zpmBJqV3YyeWKsJ15XTElpTD5vscoObCP3atXoE9IoG3fgRisVtQ6HW67neJ9e+Ken7d1E7lde7B71fKY8+36D6rzXo4XncmC1miK2ZdJoVL9JW3BBQKBQPDXQgglgeBvhkavZ9iV12ErKoi46dYaTZx336OotDoGXXQ5wVCQVj37YrQmozcfSWFzVlQw49XnyNu6OTxWlneAb59+mHPveYSWPftEXVOpVmO0JuEoK42aA0hv1aZB78VRXsaqGT+wdvYM/B4PWqOJfudeQMchwyOc6KqPnfHaC1G24sGAnxmvvcClz7wSvnm3lxTHvWbA5yPg8zVov3XBaE3CaE2iebee4bFQKETx/r3M/+hd2vTtH/fcfRvWMuEfd7Nv/ZqoPSbnNJeEi9NRpzql48WYaGXcrXfhslWgNRgIBAIoFEo2L5xHs3Yd49a7CQQCgUDQVBBCSSD4i+GyVVBRWMC2pQuRyeS0HzQES0paRL2OOTmVyfc/TmVxEcX792JOTsHaLAtTUgoymYykcy+Iu35lcWGESKrJvI/eJa1lKwwJkY5wki365fz6xstR55iSU0jKyqn3+6xyOJj30btsX7qwxpidPz75H76qKvqcPTmid5OrsiLKHCM8Z6vAVVkRFkq1CTdjYhIqbcPtzgM+H46KMioK8vF7PFibZaO3WGpt7FtZXMRXj96Dx+mk2+jx6MwW3JW2qON6TzwPa7MsLnz0WZZ88zn7N6xFpdXSYdAwmnfryXfPPsL5DzzZYGFaH0KhEBqdntlvvxZOW1SoVPQ//2La9h+ESlO7HbtAIBAIBKcaIZQEgr8QzopyfnvvjYi0ulUzvqfL8DEMuuiyiKf4hoREDAmJUWl1xyJvW2yRBFBRcAivuwpDQuS4TCajZc8+DLvyehZ/9WnYTCKrQ2fG3PiPBqVhuSorIkRSTZb/OI2OQ4ZHpAHG6k9Uk5rzltR0UnJbxExzG3zxFQ1u/OrzeNi/cR3TX30Ov+dwg1uZjN4Tz6PPxPOiomDVHNyyAY9TSl1c9MVHjLvlTv745H9hdz6lSk2/8y6gVa+++NxVLPr8Y5Jzc+k0dAR+r5cdfy7hxxeeJBQKsnrmT4y58R8n3JrbXlLMtKcewl+jkW/A52PRFx+R1CwLkzV+ZEwgEAgEgqaAEEoCwV+IA5s3xKw92jB3Fu0GDCa3S/fjvkZtrnsKpRJ5nBtwnclMt9Hjad3nDKocDpRqNTqzBV0DTSriOaoB+L0ePE4HcEQo6c0JcZvUqrQ69OaE8GtDQiLn3P0wCz/7kG3LFhIKBtFbEhh88ZW06NEnZh8re1kJzrIyqpwOzCmp6M2WKAMOe2kxP774ZJRt+MqfviW9ZWva9R8c8/0c2r4t/N/l+YeY885/6Dn+HBLSM5ArFCSkpaM1mg67FZZRXnjosP14tIGGo6yEgM93woXSzpXLIkRSTRZ/9SmZbTs2ev2dQCAQCASNSZMXSo8++iiPPfZYxFi7du3YunXrKdqRQNA0cTvsrJr+Q9z51TN+JLNte1Qa7XFdJ6NN+6g+S9W0Hzg0blQEpB5D5uRUzMmpx7UHIK5pQzXKo1K7DIlWhl95PbPeejXq2OFXXh8lAM3JKYy64TYGXnSZ5OKn1WFMtEY1xw2FQpQc2Mf3zz6KvbQkPN6230CGXXVDRPRp8x9z40a2ln77Jdkdu8Ss3UnJbR7x2l5awralCxh4waVsXjSfvC2b0JlM9J54Hlkdu5DVsTNbFsyLeZ3crj1PStpbwa7tcefKCw4R8J+4Oq/jxe/14qwow+N0otRo0JsTjvn7JhAIBIK/Hk1eKAF06tSJ3377LfxaKbq5CwRRBAOBWvsjVbkcBP0BOM57ZKPVyqR/PcBPLz5JMHDEAjopO5cBF1x60mpPDIlJmJKSI8RJNc06dAo7+FWjUCpp028ACRmZLP36c0oPHcCamcWAKReTktMchSq6T5Raq0WtTa91H/bSEr554oGomqHtfy7GlJzKoKmXo1SpCAaDlOYdiL9OSRGBOJbZzbv1QqnRhNP1dCYz/SdP5ccXnwpHbSqLC5nx6vN0HDqCvpPOZ/uShVHraQwG2g8YHCX2TgQZbdqzbUns1EhrZlbMz7sp4LRVsHrGD6z65cewIUZOl+6MvuG2YzodCgQCgeCvxWmhOJRKJenptd+sCAR/d7QGIy179aXs0MGY8236DUSt1x/3dZQqNbmdu3HVy29xYON67GUlZHXsgjUzKyJ64vN4kMnlKE/QDbHJmsS59z7KN4/fH27qCpCQnsnYm+6ImdKn0RvIat+JiXfdj99ThVKjRWswEAwE8FVVoVCrIhrQ1oXSvP0xjRUA1v32Cz3HnYU5JQ25XE52py4xUyMBUpu3jhvtMyUlM+XBp/jxxSdx2SroMnw0K6d/FzO1bfMfv9N34mQueux55rz3X4r27AIgu1NXhl99I+YTeLPvKCulyulALpfTqlc/1s2agUwuP9yrKg1XpY1N83+j//kX1Rp5PFUE/H7Wz5nJ8h+nRYzv37CWH55/gskPPIHxOBs+CwQCgeD04bQQSjt27CAzMxOtVkv//v155plnyMmJ7ZLl8XjweI7cPFSexAaLAsGpRKFU0m3UeDbOnU2V0xExZ0i00rbvgJi1NQ1BqVaTkJZBQlpG1Jy9rIS8rZvZNP83FCo13cdMICWnea21TQ0lOTuXS599ldK8/dgKCkjKziUxPROjtXazBa3BAAYDPq+H0oP7WT93FqX795HWqi2dzxyBOTUNhSL66zEYCBDw+1Cq1OGojK2wIO51/B4Pfu+RFLNWvfqx5OvPYvaUGnzx5XHTuxRKJRmt23LpM6/grChHoVJF3czXZMeKpZxx3oVMvv9xPE4HMpnUsPhEpY95q6rI27KROe/+F3upZK2e2qIVE/5xN7aSIhZ/+QlleQcwJaXQe+J5pOS2PCH7OF6c5aWs+Pm7mHMl+/diLykWQkkgEAj+RjR5odSvXz8+/PBD2rVrR35+Po899hiDBw9m48aNmEzRT4yfeeaZqJomgeDvgiU1jYuf+jdLvv6M7X8uRiaX02HQmZxx7oWYU46/LuhY2EtL+O65xyip4Ra3a+Uy2vQbyIirb2x0sSSTyTAnp2BOToFu9Ts3GAhwYNMGfnj+8XDd0L4Na1k143umPPgkzdp3Ch/r93qxFRWyYe4sSvbvJb11WzoOGYElNY3k7Ny419AaTSi1R1IRzSmpXPjos8z870thRz1DopURV99EUi3rAMjkckxJyZiSkqksLkIml8etd6o2atCbLSclclOWd4DvnnsMQqHwWNGeXXz9+P2c9Y+7KTuccmgvLWbeh29TUZjPwAsuqdUS/VTgrfLENPuopvzQQTJatz2JOxIIBALBqUQWCtX4y3YaUFFRQW5uLi+99BLXXHNN1HysiFJ2djY2mw1zjaaZAsFfGW9VFVVOOzJkaI2mk1I3FAoGWTH9OxZ+9mHM+fMffLJRXPcai8qSYj7+v1tjRndMSSlc/OSLGK1JBAMB9m1Yw/fPPR4hTBQqFec/+CQJqel8/fh9lOcfilpn6GXX0HPcJOSKyHQ+l82G21FJ0O9HrddjsCSiVKujzo+H1+3m1zdfZsefS2LOX/nvN2L2pgoFg4RCQeQxomUNxeNy8vMrz7Fv3eqY8/3Ou5ADm9ZzaNuW8JhMJufqV94iIT2z0fbRGNiKCvjgjhvj1opd8MizZHfsfJJ3JRAIBILGpLKyEovFUidtcOIrehuZhIQE2rZty86dO2POazQazGZzxD+B4O+GWqvFnJSCKSn5pJkruCptbPhtVtz5dbN/wd+EnM6c5WUxRRJIkY/quidHeRkzXnshKnoT8Pn45bUXkclknHff4zTrcOQGWqnW0P/8i+k4ZHiUSALQmUwolCp2rljKzNdfYtabr5C/c1tUymQ81Dodg6deGWVYAdDv3AsxHNXnyW23k79zO7Pf+Q8/v/QsW5csjGmC0RC87iqKdsf+PgYpspR4lCAKhYLYigob5fpH4/f74gqdY6G3JNJx6MiYc0ZrEglpolZWIBAI/k40+dS7o3E4HOzatYvLLrvsVG9FIBDUIBQKxbxBbdahE52GDMeUlIK70obJWv/msieCYDBwjHlJGFXbRMfCXlqMs7KC1NyWnP0vyfnO7/GgMRgxJCaiVMWOEpUe3M8XD98d4VK4dckChl52LV1HjEGt0x1z/4kZmVzy9MvsWL6E3av+RGdKoOf4SVgzs9AajtQiuR12Vvz0LSt+OlLTtHPlMhIzMjn/waektMXjQKFSYrQmRRhq1MSUlBKuW6qJSnt8NvVH4ygro2D3DjbOnYVcoaLb6HEkZ+fWK91TpdEwYMpUnOWl7F69IjxuTknjvHsfbVBjZIFAIBCcvjR5ofSvf/2LiRMnkpuby6FDh3jkkUdQKBRMnTr1VG9NIBDUQGcy07b/IFZN/14akMkYee3NuCrKWfTlJ7hsFVjS0hl80RXkdOmGznTyo72hYBCnrZxQMITekoBSpcbv80YdpzWawvsLBmLXAdVcE0BnNNWpea7bbmfOe/+NaeW+4NP3adW7b52EEoAlJZVe48+m05ARBAN+/H4fe9evwVFWTFb7zlhS03CUlUaIpGrK8w+x+pcfGTz1iuOy6tabLfSfPJWfXno6elImo1Wvvvz44lMRw1qjqVEFs6OslJ9eepr8HUca8+5YvpjWffoz8tqb6yWWjIlJjL35TlyVFdhLitGazBgTEjFakxptvwKBQCA4PWjyQungwYNMnTqV0tJSUlJSGDRoEMuWLSMl5fieggoEgsZFoVTSY8xZbFk4D5etgu6jJ5C/Yxub5h/pgWYrLGD6q88x/Kob6DpqHF63G2d5Gfs3rkMmk5PbpTuGhAQ0hsZ3Z3OWl7Nl8XxWTv8el62C3hPPY9DFVzD/o3ejjh1xzc1hq3NjojW+oDIY0ZnqZ5ZQ5bRH1OvUJBQKkr99a1SqWjz8Pi8VBfks/3EaBTu3Y0pOpvOZo6iy2/n8wbsYcMEltabzbZg7m15nnXPcoqVZh070njSZlT9/FzZ0UKhUjL3pDnasWBrRnFipUnP2vx7EcAxnwrpS5XCwY/nSCJFUzc4VS+k6ciwtuveq15o6kwmdyURSs+xG2aNAIBAITk+avFD68ssvT/UWBAJBHbGkpnHxk/9m7ewZ5HbtzrdPPxLzuEVffkyL7r1Z9csPrJ01I2LujMlT6TluEroYrpYNxVVpY867r7Nr1Z/hsRU/TqPXhHM4777H+POHb7AV5JOUncOAKZeQlJ0Tri0yJCQy9LJr+P39N6PWrSmo6sqx/HMCgdpTAmuSv2Mb0558MNz4tzw/j/0b1tHv3AvoMOhMMtt1ZMvCeXHP93u90Ah2PnqzhTPOvYCuw8dQcmAvSrUGa2YWhoREMtq2J7tjFw5t20JSdi4tuvfElJRS735VRxPw+ynev4eCndtZ99vMuMet+fVnsjp0Pmm1egKBQCD469DkhZJAIDi9sKSmMeiiy9m/cV2EXXRNvG43Tlt5lEgCWPbtF+R26U5Wh04xzmwY9tKSCJFUzaoZP1CweycTbvsXMpkMlUaLxhBpWa1Uq2k/cCjWrGyWfPMZFQX5JGXlMPCCS0jKyo1p1lCNq9KGs7wce1kJhoREjIlWtAYjKbktwvbgR9OsXYc6vSdHeRmz3no1LJJqsvzHaZx376NU2SvJ7tQ1IqpXk5a9+jSaRbdGb0CjN5CYERkNs6SkYklJpePgYY1ynWoqiwv56uF76H/+VAK++CYhfq83ro26QCAQCAS1IYSSQCBodBRKZYShQCx8VVVx51bO+J60lq0bLQqQt3VT/LktG/F7PSRmNIt7jNZoJKdTV1Kbt8Tv8aDSao8pMOwlxUx/9XkObT+SZmdtls3k+x5j1PW38tUj90SZX/Q661z0loQ6vacqhz1us9tQMIjH5aL04H4MCVYy27bn0PatEccoNRoGnH9xneuhmhIBn481s6bj93k5uHUTLbr3Ys2v0fbsAJ2Gjjgt36NAIBAITj2nnT24QCA4PTBak2LaVwOktmhFRZybfABXRUWDLZ5jUZuokcnktUaFaqI1GDFak44pkqqcDua8998IkQSHG7M++yjm5FQue/4/dBo6goS0DJq168i59zxCv3OmHFNgHtm3rNb5YCCAOSWN+Z+8R68J53LGeRdhTklDazTRrv9gzvnXQ2jrYD7RFPFWucnbIonfvWtX06JH75iGDdbMLHI617MTsUAgEAgEhxERJYFAcEIwJlo59+6H+PqJB/DXaAKttyQw/ta72FxL7UyL7j1RN6J9dLP2HZHJ5TFTsFr36VdvQ4Zj4bLZ2LNmZcy50oP7cdkqSMltwYhrbsbrdqFQqtAa62dgoTWZsTbLoizvYNScXKEkOSeX8vw81FodP7/8DM3ad6Ln+Eko1WoKdmwnb9smsk7T5qkKlQqjNYmivbsJhYL89t4bjL35DnauWMqulcuRKeR0GT6GzmeOEJbeAoFAIGgwstCxKotPc+rTfVcgEDQuwUAAe2kxBzZvpOTgfjJbtyO9dRvMyamU5+fx8T23R4goAI3BwKXPvNqozT19Hg+7Vi5jxn9ejKibMiWncMHDzzR6I9HCPTv59N5/xp2f8uCT5HTpftzXydu2mWlPPBjlyDf44ivxVrlpP3AooWCQH55/gsriww1eZTI6Dh7GkEuuqpdtdlPj4JZNfPXoPeHXMrmcVr36kd2pC1kdu5CclVPnSKFAIBAI/j7URxsIoSQQCE4JwUCA0oP7+f39t8I1RDldujP8yuuxNss+ZmpZffFWVeEoK2HbkgXYioto2aM3GW3an5CIQ0VBPh/ceWNMowWAK//9BklZOcd9nV2rlqNQKtmxfCnF+3ZjSkqm/cAz2btuNet/m8k1r71LQloGjvJSnBUVeN0uDIlW9JYEtI1k4nCqcDvsrP/tVxZ/+Qmh0OFIoUzGwAsvo/uocadtWqFAIBAITixCKNVACCWBoGnjdtjxOB2ADJ3RFOU6dzrirapi/sfvseH3X6Pmcrp056x/3N0oDXfXzfmF399/i5Y9epOY0QxXpY2dK5bidbsBuPqVt2s1qTjd8bhduGwVFO7aQSgUIr11W/SWBDQ6/anemkAgEAiaKPXRBqJGSSAQnFJ0RhO6JvL03+/1EvD7UGm1x9XnR63VMnDKxcjlMjbMnUMw4Ecmk9Omb3/OvOK6RhFJAM3adyIUDLJr1fKouZTcFiekcW9jE/D7cZSVkr9jG5UlRWS0aU9iRmad+lNpdHo0On2dG/QKBAKBQFAfhFASCAR/S0KhEM7yUlyVlQSDAVRqDVuXLODApg3kdOpKx6HDMaekNlgwGRKtDL3sGnpPnIzX7UKl1aE3W9DoGy/aYUy00mX4GDbMnRUxLlcoGHntzejjuA42FQJ+P4e2b+G7px+JqLNKys7lvHsfwZycegp3JxAIBIK/OyL1TiAQ/O3w+7wc2raFX17/N87yMgB0JjODL76C/RvXs3XxH6h1Oi587HlSc1uc4t3WjstWwf5N61n+wze4bBU0a9+RMyZPJTEjE6VK3aD1/D4fcoUCQ0Jio9eK1cRWXMRHd92MzxPdU6v9gCGMuuE21FrRA0kgEAgEjYdIvRMIBIJasBUW8u3TD0eYLbjtlcx+53XO+deD7F69Aq/bxZx3X+fc/3uozk1gY+EoL6OyuIiKwnwsqWlYUtIwWpMa4V1I6C0JtB8whJzO3QgG/Kh1+gaJiyqHg7xtm1n4+YeUHtyP0ZpEv3MvpE2/ARiO4/3XRsn+PTFFEsC2ZYsYeNHl9XovoVCIypIi8rZupnDXDlKatyS7YxfMySnI5KJtoEAgEAjqhxBKAoGgyeAoK8Xv8yJXKDEkWlGcAHvngN/P2tkzYjvShUJsmDeb9gOHsP63XynYsY2y/Dx8Xg+WlLR6X6uisIDvnnmE8vy88JglNY3J9z9BYkbj1tUcT5pdMBBg54qlzHrr1fCYo6yU3//3BiUH9jJ46hXHbLLbEJzl5XHnQsEgAb+vXuuVHNjHV4/eg8fpDI+pdTouePgZ0lq2bvA+BQKBQPD3RDxiEwgEpxy3vZLNC+fx+YP/4n+3X8fHd9/K8u+/xlkR/0a6ofi8VRTt2Rl3vizvQERtjMtWwecP3EVFYUG9ruOqrGTGa89HiCQAW1EhP/77qUZ5bz6Ph4rCAg7t2ErR3t04ykobtI6zvIw/Pn0fkHpL9T9/KqNvuJ0BUy5h77rVuGwVx73XWKS1ii9ejIlJqHV1jyY5K8r4+aWnI0QSgNft5scXn2zwZyMQCASCvy8ioiQQCE4pgUCArUsWMPf9t8JjHqeTJd98Rtmhg4y4+sZG7YmjVGtIapbDoe1bY85bUtNxHK5bSs7OpbK4CJetglXTv2fo5dfUue7HXVlBwc7tMedKD+zDVWmLaPha5bDjqrRR5XCg0evRWxLC7nhS494S8rZtpizvIBlt2pGcncP25UtY9PnHBAN+AMwpqZx91wOk5LaoV6pZldNBlcNOz/Fnk9ayNWt+/ZmyvIMkpGdwxnkX4nG56rxWfTBZk8nu2IUDmzdEzQ259GqMiXVPUXTZbJTnH4o5Zy8twWmraNSUR4FAIBD89RFCSSAQnFKc5WUs/vKTmHNbF/9B/8lTG1coKVX0GD+JDfPnQAwvmy7DxzDn3deRK5T0n3IxCz77ILyXvudegKmON9s+j6fW+epeRyDdyM9593X2rFkZHsvq0Jlxt96J0ZpEwa4dfPPkA/hrrGm0JjHmxn+g0etx2ysBqCwu4qvH7uPyF/5Tr1RBuVJJ8249MSZamfn6v8PjRXt2MevNVxlyydUkZeegUmvqvGZd0FsSGH/bv1jx87es/20Wfq8Hc0oaQy69itzO3etlJBHw1Z6m5/d6a50XCAQCgeBoROqdQCA4pXicDjwuZ9z5o1PXGoOEtHQm3Xk/6hqNSZUaDcOuuJ7CvbvI7dqDc+5+iHWzf8F2OOVOJpdTH/83rcEYP6ojk6E/7LRT5XLy+/tvRYgkgINbNjLjtRexl5bw/XOPRYgkkGqIln37Jd1Gj48Y97pd5G3ZXI+dgs5koce4SSz99suY80u+/hRXRUW91qwrRmsSgy++kqteepOrX32Hqf/f3p2HRV2u/wN/zwIzwyzsIMiiuACiKAqakhqpRz3qccvUryXZ+VXniJ6s7Li0aIvZYufUKY9Zx9SyNDO3MjU1xbQUXFBQUlwBBZFlZphhnZnP7w90YmBAUHRA3q/r4rqY5/ks9/BR4OZ5nvt5/V2EPvAg5KrG7QGl0LjWOdonlkhtRu+IiIgagiNKRORQEuf6p7LdjU1TnWRyhPSMQfySj2EsKoJgsUDp4QFzZSXOJR+CRCrF1vffgqnij+Sky4CHG7VRrIubG7oNGoqTu7bX6guLHQDFjUpypTotzh89bPcaV8+cRrnRiMFPJUAEESRSKbLT03Byzw5UlJbiypnTiB41rtZ5eRfPocuAuIbHqtFArlSisqzUbr+psgJGbRFcfRpf0KIhpE7O0Hjf2Z5JSjd3PPDIZBxYu7pWX8xfxsPFze2Ork9ERK0PEyUiciiFWoO24RG4kn7Kbp/rHf4CXReJVAqNl49N4QajTovc8xnIOHzQ5li1lzeiho+CxMmpwdd3livQ75H/g7NcgZSd22CqKIfEyQmRg4ah95gJkN+oIldeUmJ3CuBNhsIC7Pr0Y5QbDYBIhODIKIx8dg5+/Ph9lBmKYb6xPsmjbQA03r4wFBbAt0OnxnwpAFSt3aqPRNq8f1xInZ3RbdBQqD29cPCbNdBfvwa1pzf6Tvg/dOjVG84yuaNDJCKiFqZ5/+QjovueQqXG0L/NwrdvzEdx/nVru5NcgbFzFtzTBfhKVzcMevJv6PrQYBz7cQsqy8sQFjsQHaIfgMbLu/HXc3NH7MTH0GPoCFSWlcFJJofSzR3SaqNoMhcXQCSqN1kqNxqqPhEEXD5xDIbCAvSfHI/9X6+EROqE0bNfhjb3KgqvZiMwvCt8QzrBYjFDLG54eXUXjSvUnt4oLrheu8/V7Y72kroTJXoddHnXcObX/RAgIKzvALj6tIGLa+1y6C5qDbr0j0Nwt+4wm0wQS6RQuXs4IGoiIrofiAShnp/O94HG7L5LRI5TXJCP/KzLyDl3Fh5+beHXKRRqLy/rL/umygoU51/HmUMHkZ95EQHhXdG+ey9IZM4o0WohEomgUGsalViZKitQWVYGqbMznGqMOFSUlsJisUDm4tKoogKNVV5ixM5PPkTG4V9r9bUNi0C77lE4+M2aWn0jZ81BiU4Pn/Yh2PTOQpuy2E4yOSa8ughtOnRuVOxXz/6Ob994yWbKoUQqxfiX3kBAWMQ937S1RKdF4poVOL1/r017aL8BiIt/iuuOiIio0RqTGzBRIqJmz2I2I+t0KjYuXmgthQ0AMhclRjz7T+z67GMU51+H2ssbf57xAvw6htY7Tc5UWQFd3jUc+3ELcs+dhauvH2L+Mh4e/gFVIzw1VJSWosxQXHVPlQoyRe1j7kRxYT5+/vwTnEs+ZG0L6tYDvUaMwbYP37GpkHdT3BPPoHOfflj/+ny7BS+U7h547K1/QeXh1eA4zCYTiguu48xvB5CbcQY+IR0QFjsQGi+fezb1rkSvg6EgH7kXMiBTqvDDv9+2e9zo2S+jY8wD9yQmIiK6fzBRqoaJElHLp8/PwxcvzrRbHc8zMBhdHxqCxC//B6BqBGTqex/Dwz+gzutlnU7DhjdfgsVstmkf8vQMhPePs5bBFgQB2tyr2P/VKpw/chgCBLTvEY2Bjz8JD7+2MGiLYCwsQKlBD423b9XeR9VKmRt1Wuiu5eLsoYOQOjuh8wMPQu3pDYW6drnzcqMRRp0W5SUGyBRKSJyc8NVLz6FUr7f7Hsa/9AZUHp5Y/cL0Ot/nY4s/gG+I7aaugiCgtLgYgACFWlPniJPFbIZY0vCpe03BqC3CnhXLkJH0K6KG/wX5mZeQdeqk3WPbhkdgzD9fta71IiIiaojG5AZco0REDlFWYkRJUREunTwOi9mE4G5RUHl42k0iivPz6ywhXpB1GW6+f1RjM5tMOLlrO/o/Ng0SSe1vcYbCQuz4779rJUkA8PPnnyC4W5S1upv+eh7WvvKidZ8iALh4PBkVpSX40zMzUXg1G6aKCjjJ5Di0YS1MlZUY9Ne/Q+XuAaO2ED8t/xgXjiVZzz28aT2i/vwX9B03qVYFPZlSCZnyj1/6TRXl6NwnFifsVM1TqDXw8A9AiU5r92vyxzVs9w4qLsjH+aOHkfrzTxAsFnSNG4JOvftB7Vl71KmuJMlsNsNYVIhyowESJyco1K52n1ljCYKAjKTfkJFUNQXRydkZFaV1b3RbUVICi6n2MyQiImoqTJSI6J4rMxTj+I7v8eu3X9u0d40bgv6T42sVDqisqH/zVovZYvM65/xZmMrKIVHW/hZXatBDf/2a3euYTSZor+XA1ccXFosZp3/Za5MkAUBQ1+7oNmgo1r36T2ufWCJF9MgxkDo7I3nLBvSfMg2XThy3SZJuOv7jVnTuE4uAsIh635PUWYYHxk2C/noeLqYctbYr3dwxbv5rUHt6QRAskMpktfZYqopJAmW1QgbFBfnY+PZC5GdesrbtXfUpTuz6EY+89AbUnrcuVlFaXIwzv+7HgXVfWBNX/9AuGDZ9Ftzb+N/y/PqUaItw5PvvrK9zL2QgMCIS1y6cs3t8x5gHIFdyNImIiO4ebjhLRPdc4dXsWkkSAKTt3YXs32tvlurm0wYikf1vV3KVGmZTpU2bh38ApLL6y13X5eZs5IqS0tqJjkiE6JFjsWPpv2wSKIvZhKQtG6B080Bm2gkYCvNxdNvmOu9xfPtWmCor6uy/SeXhieEzXkD8kqUYPftlTHr9XUx569/wDmoPkUgEpZsHYh99zO650aPGQVkt4bx04phNknRT4ZVsnDtyGA2ZhX3pxFHs+XyZzeje1TOn8e3r81FckH/L8+tjsVhQotNZX2emnURQRKTdansKtQYRAwff86mBRETUujBRIqJ7ylRRgaPbttbZn7x1A0pvFE64SeHqipjR4+0e/8D4STi5e8cfDSIReg4fXWfxAYVaXefmphKp1DoyIpZKoVDZTo8LCItA1ulUmE0me6cj5adtCIsdCLPJjLKbJb3tKDMY7E79sx+vBl6BwegY8wDahnaB2tPLuq5I6uSEiIGDMHLWHLj5+gGo2vNp6N9nodeIMXCSV1XyKzMakLb3pzrvkbZ3l7VYRV0MRQU4sO4Lu33FBfm4fvlig95PXZwVCrQNrzbKJgj4eeVyDE94HqH9BkAilUIskSL8wThMfnPJXdv8loiI6CZOvSOie8psMsGoK6yzv1Svg6VGIiJTuKDXiDHwCmyHQ9+the76NXgFtUPfcZNwOS0F2elpAKr2Xhr6t2fh6tumzuur3D0x7O/PYcOil2slK3HTnrGOYDjL5eg1cgwuphypdq4HtLk5dV5bm5sDtacXnBUKtI+Kxkk764sAoHOfWDjLFXVepzEUag1C+/ZHQHjXG3sHSezsHSSq2qupDlWJV/1lxE0VldBfz6uzP+fcWYT0jGlE5LZkLkr0nzwVl08eh2CpmkqpvZaDLUsWIXLwUMS/vwxSJyfIVapapdyJiIjuBiZKRHRPOcvlCOkZgyvpp+z2B3XrAZmdSmYuGleEPzgQQd26w2IyQersDKlMBq+gdujUOxYisQgaT28o3dzrLQ0OAH6dQjH13Y9wdNsW5J4/C1efNug9+hF4tA2AU7Upez7B7RE1bBSO7/geAKC7nof2UdEQIEAqdULOuTPQ5f2x3skzIAgubu5wcXVD9Mix+P3AvlqlvdWeXmjfM7rBX6+Gqm9PIblSie6D/4yrZ9Lt9kcOHn7LggwSqRRyparOkTJ3vztbowQAHv6BmPTaO9izYhnyLl2ASCxG+6hoRA0bZR0xIyIiuldYHpyI7jld3jV8Nf+5WoUSpM4yPP7Of+Dh3/aexGGqqEBFWSmkzjI4y+2PUpQZilFcWIBzRw7Bt10HyFxccHLPTlSWlSGoW3c4K1ywd+VylBkNGD37JbQN7QKFxhUWixnanKv4Ze0XOH/kMMQSMcL7x+GBcRPh6lP3iJehqBBFV7Nx/mgSFGoNOvbuC5W7p939nRrDUFiALUsWIff8WZt273YhGDvnVahvsd+SxWxG0tYNOLjuy1p9TjI54pcsbbLpcCU6HcpLjRCLJVCoNXBWNM3oGxEREfdRqoaJElHzVHg1G/u++F9VRTdBQEB4V8Q98TQ8A4Lu2eamjVFarMehjd/g2I9bbNq9AoPR//+egKGwAB1794WLxtWmv6K0BGVGI0QiEeQqtc2IVU3FhQXY+v4i5J6zTWbipj2DiAEP2x1pa4ziwgJkn06tKjkuCOg2aCiCuvWA2sOzQecbtUVI/HIF0g/ss7bJVWqMnbMAbTp0YnEFIiJq9pgoVcNEiaj5Ki8xosxQDEGo2keo+matzU3u+bP4av7zdvseGDcRvcdNgtMtpvzVx2w249B3a3Hou3V2++OX/BdegUG3ff3qyo1GCCIBchdVo88tMxpQotOiKOcKZEoVXL18oPLwhEhcVRuotFiPEp0W2mu5UKg1UHt53XK0ioiI6F7hhrNE1CLIXJR3PEpyr6T+vKvOvpN7dqL7kD/DqYEjM/aU6LRI2fFDnf1nfk2E18THb/v61clq7D9kqqyEsagQZYZiiKVSiMViiMUSyDWaWsmrXKmCXKmCh39AresaCguw69OPcOF4tQIYHp4YN+81eAe1a5LYiYiI7hUmSkREtyAIAipKSursrywvb9A+REDVpq3FBddxLvkQBEFAx+g+kKs1sJhM6DNuIlL37ETh1exa50llcujz86C/fh2mygq4+bSBwtUVMsWdrV0q0etwcvcOHN683rpxbdvwCPQZ8yhSv/kScVP/2qDNaE0VFTi0ab1NkgRUJU8b3nwZU976NzRet74OERFRc8FEiYjoFkQiEcL7P4Tff020298hug/kyltPYyvR6/Dr+q9wYteP1rZD361FaN/+8A8NR+rPPyHmL+ORd+mCtdIeALTr0QtegcFYPXsGKkqrEjaRWIzeox9BrxFjoFDf3rRii8WM3w8m4uA3tgUarqSfws+Fn6DPuInYsexDjHx2zi2r4hm1RXXu1XRzqh4TJSIiakm44SwRUQP4tAuBb/uOtdqd5Ar0HT/ZurlrffIunrdJkm4689svkDo5w1RRjp2ffAg3Xz/4h4YDAEQiMaJHjsPW9xdZkyQAECwWHN60HplpJ2/7PRmLCutcE6W9lgOJVIq8C+dQqtfe8lqmigqYKyvr7K9eRp2IiKglYKJERNQAKg9PjP7nK3hwUjzUnl6QK1XoMmAQHlv8Adza1F3u+6aK0lIc2ba5zv7TB/aiU59YAMDhzesROXg4pDIZ4p54Cld+T6u1Oe5Nv323FiU67e28JVSWl9cq0V5d4dVsqDw8UWY03vJaTnJ5rbVP1XkFBt9WjERERI7CqXdERA2k9vBEzOhxiHhoEASLALlKVW+57+pK9FqUGYrr7C83GKx7OZXotPAODMaT/14OhUaDHz96v87z9HnXYDaZGvdGbri5ae/NtUk1aby8UaLX1ZsA3aR090CfMROx/6vPa/V5BgRB4+1zWzESERE5CkeUiIgaQSyWQOXuAbWnZ4OTJF1eLhLXrERAeNc6jwno0g3XLpy3vnaSy6H29ILUyRkB4RF1nucV3A5SZ+eGv4FqXFzd0eNPI+z2KdQaOLso4RUYDBdXt1teSyKRIOKhQYid+BicZH9MQwzu3hNj5y6Ayt3jtmIkIiJyFI4oERHdRWazCSf37MS55N8wbu5CnE7cU2u6m8xFiQ69emPj4oUAgIDwblCo/9i4tkOv3jj4zRqbNUo39Z8cf9vFHKROTug1Ygz01/Nw9tABa7vK3RNDnp6Bs0m/Yuj0WQ3e38pF44roUeMR3j8OFSVGSJ1lUGhcG1TogoiIqLnhhrNERHeRUafF+oVzUXg1Gx7+AYh74mmc+OlHnD+WBAhA+6heiBo2ColfrkB+1mWo3D3x6IK34O7X1noNwWLB9cxL+PGjJSjIzgRQNeLz8LRn0D4q+o73oiozFMOo00KXdw0yFxfIlCpInZwhc1HestodERFRS9KY3ICJEhHRXVRarMeGRa8g72LVtDonuQJd+j+EwK7d4SxXQOnujtzz51CQdRkB4RHwDelUZxlto1aL0mI9LGYTFGoNlO7uEIsl9/LtEBERtWhMlKphokREjnZ6/15sX2q/IMO4+a+hffde9zgiIiKi1qkxuQHXKBERNYJBWwTdtRxcST8Npbs72oZFQOXuUW9BhaBu3dFn3ERYTCaUGQzISPoVZYZihD8YB592He5h9ERERNRQTJSIiBqouCAfW5YswrULGdY2sUSK0bNfRlDXSLvJksViRmV5OSwmE7JOpULp7o5h05+DxtsXSlc3uLi61jqHiIiIHI/lwYmIGsBUUYHDm9bbJEkAYDGbsGXJmzAUFdg9Lz/zMr7850wkb/0OuefP4vyRw9j87us4f/QwJM5O9yJ0IiIiug1MlIiIGqBEr8Wpfbvt9lnMJmSnn7JpKy3WIz8rE7v/txSV5WW1zjn4zZco0WrvRqhERETUBJgoEdF9wWwyobzECLPZdFeubzGZYaqsqLPfqC20fl5qKMbhTetRlJONnIwz9k8QBFw9k97UYRIREVET4RolImrRKsvLocvLRcrOH5CflQmf9iHoMeTP0Pj4QupUd4GFxnKSy+Hu1xZFOVfs9rcNi7B+rs+7hqPbNqNtWJd6r2mxmJssPiIiImpaHFEiohbLbDIh89QJfPHiTJzYtR1Xfj+F49u/x+oXZyAz7QTOHv4V1zMvobRYf8f3Urq5Iy7+Kbt9Pu07ws3XD2azCWWGYqQlVk3RK7ySDZ/2dVe18w5uj8ry8juOjYiIiJoeEyUiapEqSkuhz8/D9o/fhyBYbPosZjN+Wv4RKkpL8MWLM7Drs6UwFBXWcaWG8w/tgrFzFsDdzx8AIHFyQuTgYRjz4sswm0w4uG4N9n+9CuVGIwDgxK7tGPjYk3ZHtnoMHYlTiXtg1BbdcVxERETU9Dj1johaFMFiQVHuVRxY9wXCYgdak5KajEWFkLm4AAAyDh+EX6dQRI8YA5H49v8+JHNxQUjPGPiGdERFWRkkEglcXN1g1Bbh65dfQIlOC6WbOx6cHI/0X/aiuOA6ABFGv/gyfj+YiJxzZ6F0c0fEwEHQ51/Hr+vXoG1oF7j5tmlwDJVlZSgvNUIidYJCzU20iYiI7hYmSkTUomjzruGr+c+joqwUof0G1HusIAjWz498vxHhsQOh8vC84xiUbu5Q3vjcXFmJ4zu+R4lOCwAwaotgMZvh1ykUORlnUGYsxo//eQ8dY/oirN8AlBkN+GXtahhvjHBVlJU26J6mygpoc3NweOM3uHLmNFzc3NFnzAS0DY3gXkxERER3ARMlImoxTJWVOL59KypKSwAAYrEYUpkMJjvrfOQqNSzmP4ollOi0sFgstY67UyXFepz59Rebtn2rP8Ow6c8h7/IFlBmN0Hj74sxvv9g9379zWIPuk3fxAr5ZOBeWG1X9igvysfX9t9Bj6EjETpwCuVJ9Z2+EiIiIbHCNEhG1GOVGAy4cS7K+PrlnJ2IffczusQ9OmoqUn7ZZX/u07wCps6zJYxKJRBBLJTZtleVl+P7fi5F9Og1qDy8MevJvEIlqf7vtMiAOSjePW97DqNNi9/+WWpOk6lJ2/gAj92MiIiJqckyUiKjFEEskkLkora8vpRyFNvcqRj03D8GRUXD18UVIzxiMnv0Srp5Nx5Vqm8A+9Pj/g4um6df0uLi6otvDQ+32Xfn9FCRSCfxDu+D/Fr2PoG494CSTw83XD0OenokBU/4KhfrWI0HlJUZcv3yxzv4rv5++7fiJiIjIPk69I6IWQ6HWoNeIsdi+9H1r24ld23H20EGExQ7EgCnTIFeqkbhmBc4ePggA0Hj74uFpz8AnpO4y3XdCLJYgYuAgpB/Yh8IrWTZ9nfrEwjMwGE4yGdp06IRRz81FZVkZxBIJlG7uDb+HndGo6qROTrcVOxEREdWNiRIRtSjB3XqgQ68+OH/0sLWttFgPQRCg8vCEi8YVf3p6JvpPjofZbILMxQUq9zsv4FAftacXHnnpDWSnp+HUvt2QODsjatgoeAe1g9LVzXqcXKmCXKlq9PXlKhUCwrshOz21Vp9IJIZfA9c5ERERUcOJhOploe5Der0erq6u0Ol00NyFaTdEdO+V6LTQXsvFmd9+gUTqhNB+/aHx8m4W5bIry8ogkojt7p10JwqyM7H21RdrlUOPm/YMuj40GM5yRZPej4iI6H7UmNyAiRIR0Q2migqU6LQwm01wlssbVGjhXhEEAfrreTh76AAunTwGtYc3ooaNglubNjbrtoiIiKhuTJSqYaJERA1RXJCPQxu/wanE3TBXVsLN1w8PxT+FgPCIZpWICBYLKisqIJFKIZFy9jQREVFjNCY3YNU7Imr1jNoibFmyCCd3b4e5shIAoL2Wg83vvo7s9DQHR2dLJBbDWS5nkkRERHSXMVEiolZPm5eLaxcy7PbtW/0/GLWF9zgiIiIicjQmSkTU6tW3D5H2Wg4qSsvuYTRERETUHDBRIqJWT+Ved9EGiZMTxJzmRkRE1OowUSKiVq9taHida34iBjxssxcSERERtQ5MlIio1VO5e2L0i6/USpZ82nfEA+MnQ+rctHsiERERUfPH8uBERADMlZUwFBbgytl0GIoK0LZzF7i18YPSzd3RoREREVETaUxuwIn3RESoWovk6tsGrr5tHB0KERERNQOcekdERERERFQDEyUiIiIiIqIamCgRERERERHVwESJiIiIiIioBiZKRERERERENbSoROntt9+GSCTCrFmzHB0KERERERHdx1pMopScnIzly5cjMjLS0aEQEREREdF9rkUkSgaDAVOmTMFnn30Gd3du/khERERERHdXi0iUEhISMGLECAwePPiWx5aXl0Ov19t8EBERERERNYbU0QHcyrp163Ds2DEkJyc36PjFixfjtddeu8tRERERERHR/axZjyhlZWXh2WefxVdffQW5XN6gc+bNmwedTmf9yMrKustREhERERHR/UYkCILg6CDqsnnzZowdOxYSicTaZjabIRKJIBaLUV5ebtNnj16vh6urK3Q6HTQazd0OmYiIiIiImqnG5AbNeurdoEGDkJqaatM2bdo0hIWFYc6cObdMkoiIiIiIiG5Hs06U1Go1unbtatOmVCrh6elZq52IiIiIiKipNOs1SkRERERERI7QrEeU7Nm3b5+jQyAiIiIiovscR5SIiIiIiIhqYKJERERERERUAxMlIiIiIiKiGpgoERERERER1cBEiYiIiIiIqAYmSkRERERERDW0uPLgjSUIAgBAr9c7OBIiIiIiInKkmznBzRyhPvd9olRcXAwACAwMdHAkRERERETUHBQXF8PV1bXeY0RCQ9KpFsxiseDq1atQq9UQiUSODue+pdfrERgYiKysLGg0GkeHQzfwuTRffDbNE59L88Vn03zx2TRPfC72CYKA4uJi+Pv7QyyufxXSfT+iJBaLERAQ4OgwWg2NRsP/jM0Qn0vzxWfTPPG5NF98Ns0Xn03zxOdS261Gkm5iMQciIiIiIqIamCgRERERERHVwESJmoRMJsOCBQsgk8kcHQpVw+fSfPHZNE98Ls0Xn03zxWfTPPG53Ln7vpgDERERERFRY3FEiYiIiIiIqAYmSkRERERERDUwUSIiIiIiIqqBiRIREREREVENTJToti1evBgxMTFQq9Xw8fHBmDFjcObMGUeHRQCWLVuGyMhI6yZzffv2xfbt2x0dFtXw9ttvQyQSYdasWY4OpdVbuHAhRCKRzUdYWJijw6Ibrly5gsceewyenp5QKBTo1q0bjhw54uiwWr127drV+n8jEomQkJDg6NBaNbPZjFdeeQXt27eHQqFAhw4d8MYbb4D12xpP6ugAqOVKTExEQkICYmJiYDKZMH/+fPzpT3/C6dOnoVQqHR1eqxYQEIC3334bnTp1giAIWL16NUaPHo3jx48jIiLC0eERgOTkZCxfvhyRkZGODoVuiIiIwO7du62vpVL+iGwOioqKEBsbi7i4OGzfvh3e3t7IyMiAu7u7o0Nr9ZKTk2E2m62v09LSMGTIEEyYMMGBUdE777yDZcuWYfXq1YiIiMCRI0cwbdo0uLq64h//+Iejw2tRWB6cmsz169fh4+ODxMREDBgwwNHhUA0eHh5477338Ne//tXRobR6BoMBPXv2xH//+1+8+eab6NGjBz744ANHh9WqLVy4EJs3b0ZKSoqjQ6Ea5s6di4MHD+KXX35xdCh0C7NmzcIPP/yAjIwMiEQiR4fTao0cORK+vr5YsWKFtW38+PFQKBRYs2aNAyNreTj1jpqMTqcDUPULOTUfZrMZ69atg9FoRN++fR0dDgFISEjAiBEjMHjwYEeHQtVkZGTA398fISEhmDJlCjIzMx0dEgHYunUroqOjMWHCBPj4+CAqKgqfffaZo8OiGioqKrBmzRo8+eSTTJIcrF+/ftizZw/Onj0LADhx4gQOHDiA4cOHOziylofzCqhJWCwWzJo1C7GxsejataujwyEAqamp6Nu3L8rKyqBSqbBp0yZ06dLF0WG1euvWrcOxY8eQnJzs6FComj59+mDVqlUIDQ1FTk4OXnvtNfTv3x9paWlQq9WODq9Vu3DhApYtW4bnn38e8+fPR3JyMv7xj3/A2dkZ8fHxjg6Pbti8eTO0Wi2eeOIJR4fS6s2dOxd6vR5hYWGQSCQwm81YtGgRpkyZ4ujQWhwmStQkEhISkJaWhgMHDjg6FLohNDQUKSkp0Ol02LBhA+Lj45GYmMhkyYGysrLw7LPPYteuXZDL5Y4Oh6qp/pfWyMhI9OnTB8HBwVi/fj2nqzqYxWJBdHQ03nrrLQBAVFQU0tLS8MknnzBRakZWrFiB4cOHw9/f39GhtHrr16/HV199ha+//hoRERFISUnBrFmz4O/vz/8zjcREie7YjBkz8MMPP2D//v0ICAhwdDh0g7OzMzp27AgA6NWrF5KTk/Hhhx9i+fLlDo6s9Tp69Cjy8vLQs2dPa5vZbMb+/fvx8ccfo7y8HBKJxIER0k1ubm7o3Lkzzp075+hQWj0/P79af+AJDw/Hd99956CIqKbLly9j9+7d2Lhxo6NDIQAvvvgi5s6di0mTJgEAunXrhsuXL2Px4sVMlBqJiRLdNkEQMHPmTGzatAn79u1D+/btHR0S1cNisaC8vNzRYbRqgwYNQmpqqk3btGnTEBYWhjlz5jBJakYMBgPOnz+Pxx9/3NGhtHqxsbG1tp44e/YsgoODHRQR1bRy5Ur4+PhgxIgRjg6FAJSUlEAsti1DIJFIYLFYHBRRy8VEiW5bQkICvv76a2zZsgVqtRq5ubkAAFdXVygUCgdH17rNmzcPw4cPR1BQEIqLi/H1119j37592Llzp6NDa9XUanWtNXxKpRKenp5c2+dgs2fPxqhRoxAcHIyrV69iwYIFkEgkmDx5sqNDa/Wee+459OvXD2+99RYeffRRJCUl4dNPP8Wnn37q6NAIVX+EW7lyJeLj41lSv5kYNWoUFi1ahKCgIEREROD48eP417/+hSeffNLRobU4/BdNt23ZsmUAgIceesimfeXKlVzM6WB5eXmYOnUqcnJy4OrqisjISOzcuRNDhgxxdGhEzVJ2djYmT56MgoICeHt748EHH8ShQ4fg7e3t6NBavZiYGGzatAnz5s3D66+/jvbt2+ODDz7gwvRmYvfu3cjMzOQv4c3IRx99hFdeeQXTp09HXl4e/P398cwzz+DVV191dGgtDvdRIiIiIiIiqoH7KBEREREREdXARImIiIiIiKgGJkpEREREREQ1MFEiIiIiIiKqgYkSERERERFRDUyUiIiIiIiIamCiREREREREVAMTJSIiIiIiohqYKBER0W3Jzc3FzJkzERISAplMhsDAQIwaNQp79uxxdGjNyhNPPIExY8bc8rj9+/dj1KhR8Pf3h0gkwubNm+96bEREVDcmSkRE1GiXLl1Cr1698PPPP+O9995DamoqduzYgbi4OCQkJDg6vBbJaDSie/fuWLp0qaNDISIiMFEiIqLbMH36dIhEIiQlJWH8+PHo3LkzIiIi8Pzzz+PQoUPW4zIzMzF69GioVCpoNBo8+uijuHbtmrV/4cKF6NGjBz7//HMEBQVBpVJh+vTpMJvNePfdd9GmTRv4+Phg0aJFNvcXiURYtmwZhg8fDoVCgZCQEGzYsMHmmNTUVDz88MNQKBTw9PTE008/DYPBYO2/OdKzZMkS+Pn5wdPTEwkJCaisrLQeU15ejtmzZ6Nt27ZQKpXo06cP9u3bZ+1ftWoV3NzcsHPnToSHh0OlUmHYsGHIycmxvr/Vq1djy5YtEIlEEIlENudXN3z4cLz55psYO3Zso58HERE1PSZKRETUKIWFhdixYwcSEhKgVCpr9bu5uQEALBYLRo8ejcLCQiQmJmLXrl24cOECJk6caHP8+fPnsX37duzYsQNr167FihUrMGLECGRnZyMxMRHvvPMOXn75ZRw+fNjmvFdeeQXjx4/HiRMnMGXKFEyaNAnp6ekAqkZnhg4dCnd3dyQnJ+Pbb7/F7t27MWPGDJtr7N27F+fPn8fevXuxevVqrFq1CqtWrbL2z5gxA7/99hvWrVuHkydPYsKECRg2bBgyMjKsx5SUlGDJkiX48ssvsX//fmRmZmL27NkAgNmzZ+PRRx+1Jk85OTno16/fbX/tiYjoHhKIiIga4fDhwwIAYePGjfUe99NPPwkSiUTIzMy0tp06dUoAICQlJQmCIAgLFiwQXFxcBL1ebz1m6NChQrt27QSz2WxtCw0NFRYvXmx9DUD429/+ZnO/Pn36CH//+98FQRCETz/9VHB3dxcMBoO1f9u2bYJYLBZyc3MFQRCE+Ph4ITg4WDCZTNZjJkyYIEycOFEQBEG4fPmyIJFIhCtXrtjcZ9CgQcK8efMEQRCElStXCgCEc+fOWfuXLl0q+Pr6Wl/Hx8cLo0ePrvdrVRMAYdOmTY06h4iImpbUoVkaERG1OIIgNOi49PR0BAYGIjAw0NrWpUsXuLm5IT09HTExMQCAdu3aQa1WW4/x9fWFRCKBWCy2acvLy7O5ft++fWu9TklJsd67e/fuNiNesbGxsFgsOHPmDHx9fQEAERERkEgk1mP8/PyQmpoKoGrqntlsRufOnW3uU15eDk9PT+trFxcXdOjQweYaNWMlIqKWh4kSERE1SqdOnSASifD77783yfWcnJxsXotEIrttFoulSe53q3vfvI/BYIBEIsHRo0dtkikAUKlU9V6jockkERE1X1yjREREjeLh4YGhQ4di6dKlMBqNtfq1Wi0AIDw8HFlZWcjKyrL2nT59GlqtFl26dLnjOKoXjbj5Ojw83HrvEydO2MR38OBBiMVihIaGNuj6UVFRMJvNyMvLQ8eOHW0+2rRp0+A4nZ2dYTabG3w8ERE1D0yUiIio0ZYuXQqz2YzevXvju+++Q0ZGBtLT0/Gf//zHOiVu8ODB6NatG6ZMmYJjx44hKSkJU6dOxcCBAxEdHX3HMXz77bf4/PPPcfbsWSxYsABJSUnWYg1TpkyBXC5HfHw80tLSsHfvXsycOROPP/64ddrdrXTu3BlTpkzB1KlTsXHjRly8eBFJSUlYvHgxtm3b1uA427Vrh5MnT+LMmTPIz8+3qapXncFgQEpKinX64MWLF5GSkoLMzMwG34uIiJoOEyUiImq0kJAQHDt2DHFxcXjhhRfQtWtXDBkyBHv27MGyZcsAVE1B27JlC9zd3TFgwAAMHjwYISEh+Oabb5okhtdeew3r1q1DZGQkvvjiC6xdu9Y6UuXi4oKdO3eisLAQMTExeOSRRzBo0CB8/PHHjbrHypUrMXXqVLzwwgsIDQ3FmDFjkJycjKCgoAZf46mnnkJoaCiio6Ph7e2NgwcP2j3uyJEjiIqKQlRUFADg+eefR1RUFF599dVGxUxERE1DJHAiNRERtTAikQibNm3CmDFjHB0KERHdpziiREREREREVAMTJSIiIiIiohpYHpyIiFoczhonIqK7jSNKRERERERENTBRIiIiIiIiqoGJEhERERERUQ1MlIiIiIiIiGpgokRERERERFQDEyUiIiIiIqIamCgRERERERHVwESJiIiIiIioBiZKRERERERENfx/P3ik3C+3BQ8AAAAASUVORK5CYII=\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["import umap\n","\n","Umap = umap.UMAP(\n","                n_neighbors=50,\n","                min_dist=0.1,\n","                n_components=2,\n","                metric='euclidean',\n","                random_state=42\n","    )\n","tok_umap = Umap.fit_transform(tok)\n","\n","kmeans5 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_umap)\n","    # Assign clusters\n","labels=kmeans5.labels_\n","\n","title='BoVW + TFiDF + UMAP 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_umap,labels)"]},{"cell_type":"markdown","metadata":{"id":"n-9MS_Ynn5P6"},"source":["##### BoVW + LDA + UMAP"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:39:53.337637Z","start_time":"2021-05-24T06:39:45.984017Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746721544964,"user_tz":-120,"elapsed":11503,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"20ae2115-97c9-4a7c-b542-3e7dc76433bb","id":"mcaWB8nOn5P6"},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n","  warnings.warn(\n","/usr/local/lib/python3.11/dist-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n","  warn(\n"]},{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        0         188\n","Baby             2         240\n","Watches          1         128\n","Decor            3         218\n","Kitchen          4          96\n","Beauty           6         123\n","Computers        5          57"],"text/html":["\n","  <div id=\"df-8f4e5c04-bd33-4a02-aa54-67c776cf4ea3\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>0</td>\n","      <td>188</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>2</td>\n","      <td>240</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>1</td>\n","      <td>128</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>3</td>\n","      <td>218</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>4</td>\n","      <td>96</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>6</td>\n","      <td>123</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>5</td>\n","      <td>57</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-8f4e5c04-bd33-4a02-aa54-67c776cf4ea3')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-8f4e5c04-bd33-4a02-aa54-67c776cf4ea3 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.0035060343231604588\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.00      0.00      0.00       150\n","        Baby       0.16      0.26      0.20       150\n","     Watches       0.19      0.16      0.17       150\n","       Decor       0.18      0.22      0.20       150\n","     Kitchen       0.23      0.15      0.18       150\n","      Beauty       0.25      0.21      0.23       150\n","   Computers       0.19      0.35      0.25       150\n","\n","    accuracy                           0.19      1050\n","   macro avg       0.17      0.19      0.17      1050\n","weighted avg       0.17      0.19      0.17      1050\n","\n","Clustering on BoVW + LDA + UMAP 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}],"source":["import umap\n","\n","Umap = umap.UMAP(\n","                n_neighbors=50,\n","                min_dist=0.1,\n","                n_components=2,\n","                metric='euclidean',\n","                random_state=42\n","    )\n","tok_umap = Umap.fit_transform(tok_lda)\n","\n","kmeans5 = KMeans(n_clusters=len(dico), random_state=42,n_init=30).fit(tok_umap)\n","    # Assign clusters\n","labels=kmeans5.labels_\n","\n","title='BoVW + LDA + UMAP 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results1, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(tok_umap,labels)"]},{"cell_type":"markdown","metadata":{"id":"W34kEFo2fcCr"},"source":["### Visual analysis: T-SNE display by image category\n","* The \"cloudy\" and \"rain\" categories are partially separated."]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:56:44.647471Z","start_time":"2021-05-24T08:56:44.143743Z"},"colab":{"base_uri":"https://localhost:8080/","height":951},"id":"xg2rzs3ufcCr","executionInfo":{"status":"ok","timestamp":1746607035307,"user_tz":-120,"elapsed":400,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"a30ea997-1152-443a-e6fb-c82ad77016a9"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["plt.figure(figsize=(10,10))\n","sns.scatterplot(\n","    x=\"tsne1\", y=\"tsne2\", hue=\"class\", data=df_tsne, legend=\"brief\",\n","    palette=sns.color_palette('tab10', n_colors=7), s=50, alpha=0.6)\n","\n","plt.title('TSNE selon les vraies classes', fontsize = 30, pad = 35, fontweight = 'bold')\n","plt.xlabel('tsne1', fontsize = 26, fontweight = 'bold')\n","plt.ylabel('tsne2', fontsize = 26, fontweight = 'bold')\n","plt.legend(prop={'size': 14})\n","\n","plt.show()\n"]},{"cell_type":"markdown","metadata":{"id":"XVR6HEDffcCr"},"source":["### Measure analysis: similarity between categories and clusters"]},{"cell_type":"markdown","metadata":{"id":"yMIY9bp7fcCr"},"source":["####  Cluster creation from T-SNE"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:56:44.822352Z","start_time":"2021-05-24T08:56:44.649466Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"rQDJgPRNfcCr","executionInfo":{"status":"ok","timestamp":1746607035313,"user_tz":-120,"elapsed":5,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"0ece0a52-e639-4a2c-9e46-31a678204d45"},"outputs":[{"output_type":"stream","name":"stdout","text":["(1050, 4)\n"]}],"source":["from sklearn import cluster, metrics\n","\n","cls = cluster.KMeans(n_clusters=7, random_state=6)\n","cls.fit(X_tsne)\n","\n","df_tsne[\"cluster\"] = cls.labels_\n","print(df_tsne.shape)\n"]},{"cell_type":"markdown","metadata":{"id":"D2pZK2eqfcCs"},"source":["####  Display of images by clusters and ARI calculation of image category/cluster similarity\n","* ARI score of 0.03 remains low"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:56:45.331139Z","start_time":"2021-05-24T08:56:44.825350Z"},"colab":{"base_uri":"https://localhost:8080/","height":968},"id":"v_V9224YfcCs","executionInfo":{"status":"ok","timestamp":1746607035802,"user_tz":-120,"elapsed":488,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"0d85b1ed-d3d8-4866-f69b-ef56d4fcdcfe"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["ARI :  0.03429780948315841\n"]}],"source":["plt.figure(figsize=(10,10))\n","sns.scatterplot(\n","    x=\"tsne1\", y=\"tsne2\",\n","    hue=\"cluster\",\n","    palette=sns.color_palette('tab10', n_colors=7), s=50, alpha=0.6,\n","    data=df_tsne,\n","    legend=\"brief\")\n","\n","plt.title('TSNE selon les clusters', fontsize = 30, pad = 35, fontweight = 'bold')\n","plt.xlabel('tsne1', fontsize = 26, fontweight = 'bold')\n","plt.ylabel('tsne2', fontsize = 26, fontweight = 'bold')\n","plt.legend(prop={'size': 14})\n","\n","plt.show()\n","\n","labels = data.cat_code\n","print(\"ARI : \", metrics.adjusted_rand_score(labels, cls.labels_))"]},{"cell_type":"markdown","metadata":{"id":"SORyM0VwfcCs"},"source":["#### Class analysis\n","* The confusion matrix must be transformed to give the same order of assumed categories in the columns as in the rows.\n","* This transformation reaches its limits for the 2 categories \"shine\" and \"sunshine\", which are not very well separated (so it was done manually instead of using the \"argmax\" function)."]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:56:46.726141Z","start_time":"2021-05-24T08:56:45.333138Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"6qc3fai1fcCs","executionInfo":{"status":"ok","timestamp":1746607035887,"user_tz":-120,"elapsed":83,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"eddec30b-871a-4ee4-86eb-fc93cc9f0ab4"},"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        6         151\n","Baby             2         124\n","Watches          1         154\n","Decor            4         131\n","Kitchen          0         180\n","Beauty           3         165\n","Computers        5         145"],"text/html":["\n","  <div id=\"df-532d3b42-705d-4eb0-b164-54c3108e5b71\" class=\"colab-df-container\">\n","    <div>\n","<style 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.03429780948315841\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.23      0.23      0.23       150\n","        Baby       0.27      0.22      0.24       150\n","     Watches       0.29      0.30      0.30       150\n","       Decor       0.22      0.45      0.30       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.30      0.33      0.31       150\n","   Computers       0.30      0.29      0.30       150\n","\n","    accuracy                           0.26      1050\n","   macro avg       0.23      0.26      0.24      1050\n","weighted avg       0.23      0.26      0.24      1050\n","\n","Clustering sur BoVW ORB descriptors\n"]}],"source":["title='BoVW ORB descriptors'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(cls.labels_, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering sur '+title)"]},{"cell_type":"markdown","metadata":{"id":"an6MJCmwfcCt"},"source":["## Visualisation of images in each cluster"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:56:46.742146Z","start_time":"2021-05-24T08:56:46.728141Z"},"scrolled":false,"id":"Z9INTH5JfcCt"},"outputs":[],"source":["def view_cluster(pred_labels):\n","    # Dict to hold the cluster id and the images { id: [images] }\n","    groups_per = {}\n","    print('Create groups of images per cluster...')\n","    # Filling groups\n","    for file, cluster in zip(data.image,pred_labels):\n","        if cluster not in groups_per.keys():\n","            groups_per[cluster] = []\n","            groups_per[cluster].append(file)\n","        else:\n","            groups_per[cluster].append(file)\n","    print('done.')\n","\n","    # loops on clusters for content sample\n","    for cluster in tnrange(7,desc='Printing images by cluster'):\n","        plt.figure(figsize = (25,25));\n","        # gets the list of filenames for a cluster\n","        files = groups_per[cluster]\n","        # only allow up to 30 images to be shown at a time\n","        if len(files) > 30:\n","            print(f\"Clipping cluster {cluster} size from {len(files)} to 30\")\n","            files = files[:29]\n","        else:\n","            print(f\"Cluster {cluster} size {len(files)}\")\n","        # plot each image in the cluster\n","        for index, file in enumerate(files):\n","            plt.subplot(10,10,index+1);\n","            img = cv2.imread(path+file)\n","\n","            img = np.array(img)\n","            plt.imshow(img,cmap='gray')\n","            plt.axis('off')\n","        plt.show()\n","\n"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:57:27.584021Z","start_time":"2021-05-24T08:56:46.743131Z"},"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000,"referenced_widgets":["ecacdce613ba4bc884ba04ae93aeb58a","f2aecccde4634b9faf11334d2dd52bd8","c2f5880ad0994efdab1ef3a352d95698","cdd8fe85640e403e9d53ffc0598c1d7f","e07530c900ca4519adac8fe5617c0c22","9cad3855f3c54225822cca71e92d4f36","92d431e1a9e948ffb103cfe226956239","37d89814a4d54fba8b173d1333304b5d","102ef395bb7447fba49d4b10249f6dfd","b5f2cc9694c54639b6f3d2a181827315","19ee54926845415ba1bf5622e9020408"],"output_embedded_package_id":"1pDO0vHJ9MaT3mYRQGSuXT51zquzz2bDQ"},"id":"D6fD1VXUfcCt","executionInfo":{"status":"ok","timestamp":1746607066716,"user_tz":-120,"elapsed":30821,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"245fdece-6ca7-4363-f66d-2a2d3d8cfcad"},"outputs":[{"output_type":"display_data","data":{"text/plain":"Output hidden; open in https://colab.research.google.com to view."},"metadata":{}}],"source":["# Show a sample of 30 image in each cluster for visual verification\n","print('In cluster image with BoVW ORB descriptors')\n","view_cluster(cls.labels_)"]},{"cell_type":"markdown","metadata":{"id":"zrUF8iMgfcCt"},"source":["# Results"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:57:27.692971Z","start_time":"2021-05-24T08:57:27.588017Z"},"id":"p-abPBBzfcCt"},"outputs":[],"source":["# Create data frame from resluts dictionaryy\n","\n","\n","def highlight_max(s):\n","    '''\n","    highlight the maximum in a Series green.\n","    '''\n","    is_max = s == s.max()\n","    return ['background-color: green' if v else '' for v in is_max]\n","def highlight_min(s):\n","    '''\n","    highlight the minmum in a Series red.\n","    '''\n","    is_max = s == s.min()\n","    return ['background-color: lightcoral' if v else '' for v in is_max]\n","\n","\n","# unpack tuples and create result data frame\n","def dict_to_df(dic):\n","    # dict to data frame\n","    results_all=pd.DataFrame(dic)\n","    # unpack metrics tuple\n","    results_all['precision']=[tup[0][0] for tup in results_all.metrics]\n","    results_all['recall']=[tup[0][1] for tup in results_all.metrics]\n","    results_all['f1_score']=[tup[0][2] for tup in results_all.metrics]\n","    results_all['ARI']=[tup[1] for tup in results_all.metrics]\n","    # drop tuples\n","    results_all.drop(['metrics'],axis=1,inplace=True)\n","    # set title as index\n","    results_all.set_index('title',inplace=True)\n","#     # columns to highligth\n","#     subset=['precision','recall','f1_score','ARI']\n","    # return dataframe\n","    return results_all.style.apply(highlight_max).apply(highlight_min).format('{:.2%}')"]},{"cell_type":"code","source":["results_images_sift = dict_to_df(results)\n","results_images_sift"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":645},"id":"Lt-ch1BOtiaM","executionInfo":{"status":"ok","timestamp":1746721545169,"user_tz":-120,"elapsed":119,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"8508916e-a628-4f53-e41d-4e71e923e61d"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<pandas.io.formats.style.Styler at 0x7ac15dfe81d0>"],"text/html":["<style type=\"text/css\">\n","#T_109c1_row0_col0, #T_109c1_row6_col1, #T_109c1_row6_col2, #T_109c1_row6_col3 {\n","  background-color: green;\n","}\n","#T_109c1_row3_col0, #T_109c1_row11_col1, #T_109c1_row11_col2, #T_109c1_row11_col3 {\n","  background-color: lightcoral;\n","}\n","</style>\n","<table id=\"T_109c1\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th class=\"blank level0\" >&nbsp;</th>\n","      <th id=\"T_109c1_level0_col0\" class=\"col_heading level0 col0\" >precision</th>\n","      <th id=\"T_109c1_level0_col1\" class=\"col_heading level0 col1\" >recall</th>\n","      <th id=\"T_109c1_level0_col2\" class=\"col_heading level0 col2\" >f1_score</th>\n","      <th id=\"T_109c1_level0_col3\" class=\"col_heading level0 col3\" >ARI</th>\n","    </tr>\n","    <tr>\n","      <th class=\"index_name level0\" >title</th>\n","      <th class=\"blank col0\" >&nbsp;</th>\n","      <th class=\"blank col1\" >&nbsp;</th>\n","      <th class=\"blank col2\" >&nbsp;</th>\n","      <th class=\"blank col3\" >&nbsp;</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th id=\"T_109c1_level0_row0\" class=\"row_heading level0 row0\" >BoVW</th>\n","      <td id=\"T_109c1_row0_col0\" class=\"data row0 col0\" >32.26%</td>\n","      <td id=\"T_109c1_row0_col1\" class=\"data row0 col1\" >25.90%</td>\n","      <td id=\"T_109c1_row0_col2\" class=\"data row0 col2\" >16.17%</td>\n","      <td id=\"T_109c1_row0_col3\" class=\"data row0 col3\" >4.33%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_109c1_level0_row1\" class=\"row_heading level0 row1\" >BoVW + TFiDF</th>\n","      <td id=\"T_109c1_row1_col0\" class=\"data row1 col0\" >21.91%</td>\n","      <td id=\"T_109c1_row1_col1\" class=\"data row1 col1\" >29.90%</td>\n","      <td id=\"T_109c1_row1_col2\" class=\"data row1 col2\" >25.07%</td>\n","      <td id=\"T_109c1_row1_col3\" class=\"data row1 col3\" >6.15%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_109c1_level0_row2\" class=\"row_heading level0 row2\" >BoVW + LatentDirichletAllocation</th>\n","      <td id=\"T_109c1_row2_col0\" class=\"data row2 col0\" >24.59%</td>\n","      <td id=\"T_109c1_row2_col1\" class=\"data row2 col1\" >26.57%</td>\n","      <td id=\"T_109c1_row2_col2\" class=\"data row2 col2\" >20.27%</td>\n","      <td id=\"T_109c1_row2_col3\" class=\"data row2 col3\" >3.55%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_109c1_level0_row3\" class=\"row_heading level0 row3\" >BoVW + PCA (2 components, 11.95% explained variance)</th>\n","      <td id=\"T_109c1_row3_col0\" class=\"data row3 col0\" >11.78%</td>\n","      <td id=\"T_109c1_row3_col1\" class=\"data row3 col1\" >23.33%</td>\n","      <td id=\"T_109c1_row3_col2\" class=\"data row3 col2\" >11.97%</td>\n","      <td id=\"T_109c1_row3_col3\" class=\"data row3 col3\" >4.39%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_109c1_level0_row4\" class=\"row_heading level0 row4\" >BoVW + TFiDF + PCA (2 components, 8.01% explained variance)</th>\n","      <td id=\"T_109c1_row4_col0\" class=\"data row4 col0\" >19.94%</td>\n","      <td id=\"T_109c1_row4_col1\" class=\"data row4 col1\" >27.62%</td>\n","      <td id=\"T_109c1_row4_col2\" class=\"data row4 col2\" >22.38%</td>\n","      <td id=\"T_109c1_row4_col3\" class=\"data row4 col3\" >4.71%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_109c1_level0_row5\" class=\"row_heading level0 row5\" >BoVW + LDA + PCA (2 components, 100.00% explained variance)</th>\n","      <td id=\"T_109c1_row5_col0\" class=\"data row5 col0\" >24.59%</td>\n","      <td id=\"T_109c1_row5_col1\" class=\"data row5 col1\" >26.57%</td>\n","      <td id=\"T_109c1_row5_col2\" class=\"data row5 col2\" >20.28%</td>\n","      <td id=\"T_109c1_row5_col3\" class=\"data row5 col3\" >3.53%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_109c1_level0_row6\" class=\"row_heading level0 row6\" >BoVW + T-SNE 2 components</th>\n","      <td id=\"T_109c1_row6_col0\" class=\"data row6 col0\" >31.75%</td>\n","      <td id=\"T_109c1_row6_col1\" class=\"data row6 col1\" >31.81%</td>\n","      <td id=\"T_109c1_row6_col2\" class=\"data row6 col2\" >31.35%</td>\n","      <td id=\"T_109c1_row6_col3\" class=\"data row6 col3\" >6.68%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_109c1_level0_row7\" class=\"row_heading level0 row7\" >BoVW + TFiDF + T-SNE 2 components</th>\n","      <td id=\"T_109c1_row7_col0\" class=\"data row7 col0\" >23.10%</td>\n","      <td id=\"T_109c1_row7_col1\" class=\"data row7 col1\" >27.24%</td>\n","      <td id=\"T_109c1_row7_col2\" class=\"data row7 col2\" >24.16%</td>\n","      <td id=\"T_109c1_row7_col3\" class=\"data row7 col3\" >5.19%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_109c1_level0_row8\" class=\"row_heading level0 row8\" >BoVW + LDA + T-SNE 2 components</th>\n","      <td id=\"T_109c1_row8_col0\" class=\"data row8 col0\" >15.71%</td>\n","      <td id=\"T_109c1_row8_col1\" class=\"data row8 col1\" >26.19%</td>\n","      <td id=\"T_109c1_row8_col2\" class=\"data row8 col2\" >18.71%</td>\n","      <td id=\"T_109c1_row8_col3\" class=\"data row8 col3\" >4.04%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_109c1_level0_row9\" class=\"row_heading level0 row9\" >BoVW + MDS 2 components</th>\n","      <td id=\"T_109c1_row9_col0\" class=\"data row9 col0\" >19.37%</td>\n","      <td id=\"T_109c1_row9_col1\" class=\"data row9 col1\" >23.62%</td>\n","      <td id=\"T_109c1_row9_col2\" class=\"data row9 col2\" >17.67%</td>\n","      <td id=\"T_109c1_row9_col3\" class=\"data row9 col3\" >2.72%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_109c1_level0_row10\" class=\"row_heading level0 row10\" >BoVW + TFiDF + MDS 2 components</th>\n","      <td id=\"T_109c1_row10_col0\" class=\"data row10 col0\" >27.18%</td>\n","      <td id=\"T_109c1_row10_col1\" class=\"data row10 col1\" >27.33%</td>\n","      <td id=\"T_109c1_row10_col2\" class=\"data row10 col2\" >27.22%</td>\n","      <td id=\"T_109c1_row10_col3\" class=\"data row10 col3\" >4.42%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_109c1_level0_row11\" class=\"row_heading level0 row11\" >BoVW + LDA + MDS 2 components</th>\n","      <td id=\"T_109c1_row11_col0\" class=\"data row11 col0\" >12.14%</td>\n","      <td id=\"T_109c1_row11_col1\" class=\"data row11 col1\" >20.00%</td>\n","      <td id=\"T_109c1_row11_col2\" class=\"data row11 col2\" >10.02%</td>\n","      <td id=\"T_109c1_row11_col3\" class=\"data row11 col3\" >0.97%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_109c1_level0_row12\" class=\"row_heading level0 row12\" >BoVW + Spectral 2 components</th>\n","      <td id=\"T_109c1_row12_col0\" class=\"data row12 col0\" >27.55%</td>\n","      <td id=\"T_109c1_row12_col1\" class=\"data row12 col1\" >30.48%</td>\n","      <td id=\"T_109c1_row12_col2\" class=\"data row12 col2\" >26.25%</td>\n","      <td id=\"T_109c1_row12_col3\" class=\"data row12 col3\" >5.51%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_109c1_level0_row13\" class=\"row_heading level0 row13\" >BoVW + TFiDF + Spectral 2 components</th>\n","      <td id=\"T_109c1_row13_col0\" class=\"data row13 col0\" >21.29%</td>\n","      <td id=\"T_109c1_row13_col1\" class=\"data row13 col1\" >28.10%</td>\n","      <td id=\"T_109c1_row13_col2\" class=\"data row13 col2\" >23.19%</td>\n","      <td id=\"T_109c1_row13_col3\" class=\"data row13 col3\" >6.16%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_109c1_level0_row14\" class=\"row_heading level0 row14\" >BoVW + LDA + Spectral 2 components</th>\n","      <td id=\"T_109c1_row14_col0\" class=\"data row14 col0\" >18.76%</td>\n","      <td id=\"T_109c1_row14_col1\" class=\"data row14 col1\" >26.67%</td>\n","      <td id=\"T_109c1_row14_col2\" class=\"data row14 col2\" >21.54%</td>\n","      <td id=\"T_109c1_row14_col3\" class=\"data row14 col3\" >4.54%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_109c1_level0_row15\" class=\"row_heading level0 row15\" >BoVW + UMAP 2 components</th>\n","      <td id=\"T_109c1_row15_col0\" class=\"data row15 col0\" >20.66%</td>\n","      <td id=\"T_109c1_row15_col1\" class=\"data row15 col1\" >26.00%</td>\n","      <td id=\"T_109c1_row15_col2\" class=\"data row15 col2\" >21.00%</td>\n","      <td id=\"T_109c1_row15_col3\" class=\"data row15 col3\" >4.91%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_109c1_level0_row16\" class=\"row_heading level0 row16\" >BoVW + TFiDF + UMAP 2 components</th>\n","      <td id=\"T_109c1_row16_col0\" class=\"data row16 col0\" >25.67%</td>\n","      <td id=\"T_109c1_row16_col1\" class=\"data row16 col1\" >29.24%</td>\n","      <td id=\"T_109c1_row16_col2\" class=\"data row16 col2\" >26.44%</td>\n","      <td id=\"T_109c1_row16_col3\" class=\"data row16 col3\" >6.19%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_109c1_level0_row17\" class=\"row_heading level0 row17\" >BoVW + LDA + UMAP 2 components</th>\n","      <td id=\"T_109c1_row17_col0\" class=\"data row17 col0\" >17.71%</td>\n","      <td id=\"T_109c1_row17_col1\" class=\"data row17 col1\" >22.95%</td>\n","      <td id=\"T_109c1_row17_col2\" class=\"data row17 col2\" >17.89%</td>\n","      <td id=\"T_109c1_row17_col3\" class=\"data row17 col3\" >2.23%</td>\n","    </tr>\n","  </tbody>\n","</table>\n"]},"metadata":{},"execution_count":81}]},{"cell_type":"code","source":["results_images_orb = dict_to_df(results1)\n","results_images_orb"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":645},"id":"fdgdsEZHqR-9","executionInfo":{"status":"ok","timestamp":1746721545224,"user_tz":-120,"elapsed":18,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"a191b3ee-d8fb-436c-ec05-ce7ec97bee2a"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<pandas.io.formats.style.Styler at 0x7ac15e0dcbd0>"],"text/html":["<style type=\"text/css\">\n","#T_f34a7_row1_col0, #T_f34a7_row1_col1, #T_f34a7_row1_col2, #T_f34a7_row1_col3 {\n","  background-color: green;\n","}\n","#T_f34a7_row11_col0, #T_f34a7_row11_col1, #T_f34a7_row11_col2, #T_f34a7_row11_col3 {\n","  background-color: lightcoral;\n","}\n","</style>\n","<table id=\"T_f34a7\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th class=\"blank level0\" >&nbsp;</th>\n","      <th id=\"T_f34a7_level0_col0\" class=\"col_heading level0 col0\" >precision</th>\n","      <th id=\"T_f34a7_level0_col1\" class=\"col_heading level0 col1\" >recall</th>\n","      <th id=\"T_f34a7_level0_col2\" class=\"col_heading level0 col2\" >f1_score</th>\n","      <th id=\"T_f34a7_level0_col3\" class=\"col_heading level0 col3\" >ARI</th>\n","    </tr>\n","    <tr>\n","      <th class=\"index_name level0\" >title</th>\n","      <th class=\"blank col0\" >&nbsp;</th>\n","      <th class=\"blank col1\" >&nbsp;</th>\n","      <th class=\"blank col2\" >&nbsp;</th>\n","      <th class=\"blank col3\" >&nbsp;</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th id=\"T_f34a7_level0_row0\" class=\"row_heading level0 row0\" >BoVW</th>\n","      <td id=\"T_f34a7_row0_col0\" class=\"data row0 col0\" >20.05%</td>\n","      <td id=\"T_f34a7_row0_col1\" class=\"data row0 col1\" >25.62%</td>\n","      <td id=\"T_f34a7_row0_col2\" class=\"data row0 col2\" >21.09%</td>\n","      <td id=\"T_f34a7_row0_col3\" class=\"data row0 col3\" >3.31%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_f34a7_level0_row1\" class=\"row_heading level0 row1\" >BoVW + TFiDF</th>\n","      <td id=\"T_f34a7_row1_col0\" class=\"data row1 col0\" >31.61%</td>\n","      <td id=\"T_f34a7_row1_col1\" class=\"data row1 col1\" >30.48%</td>\n","      <td id=\"T_f34a7_row1_col2\" class=\"data row1 col2\" >30.53%</td>\n","      <td id=\"T_f34a7_row1_col3\" class=\"data row1 col3\" >5.37%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_f34a7_level0_row2\" class=\"row_heading level0 row2\" >BoVW + LatentDirichletAllocation</th>\n","      <td id=\"T_f34a7_row2_col0\" class=\"data row2 col0\" >17.23%</td>\n","      <td id=\"T_f34a7_row2_col1\" class=\"data row2 col1\" >21.90%</td>\n","      <td id=\"T_f34a7_row2_col2\" class=\"data row2 col2\" >17.77%</td>\n","      <td id=\"T_f34a7_row2_col3\" class=\"data row2 col3\" >1.05%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_f34a7_level0_row3\" class=\"row_heading level0 row3\" >BoVW + PCA (2 components, 17.76% explained variance)</th>\n","      <td id=\"T_f34a7_row3_col0\" class=\"data row3 col0\" >18.67%</td>\n","      <td id=\"T_f34a7_row3_col1\" class=\"data row3 col1\" >26.19%</td>\n","      <td id=\"T_f34a7_row3_col2\" class=\"data row3 col2\" >21.59%</td>\n","      <td id=\"T_f34a7_row3_col3\" class=\"data row3 col3\" >3.99%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_f34a7_level0_row4\" class=\"row_heading level0 row4\" >BoVW + TFiDF + PCA (2 components, 15.35% explained variance)</th>\n","      <td id=\"T_f34a7_row4_col0\" class=\"data row4 col0\" >20.24%</td>\n","      <td id=\"T_f34a7_row4_col1\" class=\"data row4 col1\" >28.10%</td>\n","      <td id=\"T_f34a7_row4_col2\" class=\"data row4 col2\" >22.76%</td>\n","      <td id=\"T_f34a7_row4_col3\" class=\"data row4 col3\" >4.84%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_f34a7_level0_row5\" class=\"row_heading level0 row5\" >BoVW + LDA + PCA (2 components, 100.00% explained variance)</th>\n","      <td id=\"T_f34a7_row5_col0\" class=\"data row5 col0\" >17.23%</td>\n","      <td id=\"T_f34a7_row5_col1\" class=\"data row5 col1\" >21.90%</td>\n","      <td id=\"T_f34a7_row5_col2\" class=\"data row5 col2\" >17.77%</td>\n","      <td id=\"T_f34a7_row5_col3\" class=\"data row5 col3\" >1.05%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_f34a7_level0_row6\" class=\"row_heading level0 row6\" >BoVW + T-SNE 2 components</th>\n","      <td id=\"T_f34a7_row6_col0\" class=\"data row6 col0\" >24.60%</td>\n","      <td id=\"T_f34a7_row6_col1\" class=\"data row6 col1\" >28.00%</td>\n","      <td id=\"T_f34a7_row6_col2\" class=\"data row6 col2\" >25.65%</td>\n","      <td id=\"T_f34a7_row6_col3\" class=\"data row6 col3\" >4.59%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_f34a7_level0_row7\" class=\"row_heading level0 row7\" >BoVW + TFiDF + T-SNE 2 components</th>\n","      <td id=\"T_f34a7_row7_col0\" class=\"data row7 col0\" >20.74%</td>\n","      <td id=\"T_f34a7_row7_col1\" class=\"data row7 col1\" >27.33%</td>\n","      <td id=\"T_f34a7_row7_col2\" class=\"data row7 col2\" >22.51%</td>\n","      <td id=\"T_f34a7_row7_col3\" class=\"data row7 col3\" >4.45%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_f34a7_level0_row8\" class=\"row_heading level0 row8\" >BoVW + LDA + T-SNE 2 components</th>\n","      <td id=\"T_f34a7_row8_col0\" class=\"data row8 col0\" >15.96%</td>\n","      <td id=\"T_f34a7_row8_col1\" class=\"data row8 col1\" >22.00%</td>\n","      <td id=\"T_f34a7_row8_col2\" class=\"data row8 col2\" >17.92%</td>\n","      <td id=\"T_f34a7_row8_col3\" class=\"data row8 col3\" >1.09%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_f34a7_level0_row9\" class=\"row_heading level0 row9\" >BoVW + MDS 2 components</th>\n","      <td id=\"T_f34a7_row9_col0\" class=\"data row9 col0\" >19.80%</td>\n","      <td id=\"T_f34a7_row9_col1\" class=\"data row9 col1\" >27.24%</td>\n","      <td id=\"T_f34a7_row9_col2\" class=\"data row9 col2\" >22.58%</td>\n","      <td id=\"T_f34a7_row9_col3\" class=\"data row9 col3\" >4.06%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_f34a7_level0_row10\" class=\"row_heading level0 row10\" >BoVW + TFiDF + MDS 2 components</th>\n","      <td id=\"T_f34a7_row10_col0\" class=\"data row10 col0\" >26.61%</td>\n","      <td id=\"T_f34a7_row10_col1\" class=\"data row10 col1\" >26.76%</td>\n","      <td id=\"T_f34a7_row10_col2\" class=\"data row10 col2\" >26.61%</td>\n","      <td id=\"T_f34a7_row10_col3\" class=\"data row10 col3\" >3.85%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_f34a7_level0_row11\" class=\"row_heading level0 row11\" >BoVW + LDA + MDS 2 components</th>\n","      <td id=\"T_f34a7_row11_col0\" class=\"data row11 col0\" >11.10%</td>\n","      <td id=\"T_f34a7_row11_col1\" class=\"data row11 col1\" >18.67%</td>\n","      <td id=\"T_f34a7_row11_col2\" class=\"data row11 col2\" >12.73%</td>\n","      <td id=\"T_f34a7_row11_col3\" class=\"data row11 col3\" >0.17%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_f34a7_level0_row12\" class=\"row_heading level0 row12\" >BoVW + Spectral 2 components</th>\n","      <td id=\"T_f34a7_row12_col0\" class=\"data row12 col0\" >28.34%</td>\n","      <td id=\"T_f34a7_row12_col1\" class=\"data row12 col1\" >27.52%</td>\n","      <td id=\"T_f34a7_row12_col2\" class=\"data row12 col2\" >26.96%</td>\n","      <td id=\"T_f34a7_row12_col3\" class=\"data row12 col3\" >3.80%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_f34a7_level0_row13\" class=\"row_heading level0 row13\" >BoVW + TFiDF + Spectral 2 components</th>\n","      <td id=\"T_f34a7_row13_col0\" class=\"data row13 col0\" >23.35%</td>\n","      <td id=\"T_f34a7_row13_col1\" class=\"data row13 col1\" >27.14%</td>\n","      <td id=\"T_f34a7_row13_col2\" class=\"data row13 col2\" >24.23%</td>\n","      <td id=\"T_f34a7_row13_col3\" class=\"data row13 col3\" >3.88%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_f34a7_level0_row14\" class=\"row_heading level0 row14\" >BoVW + LDA + Spectral 2 components</th>\n","      <td id=\"T_f34a7_row14_col0\" class=\"data row14 col0\" >15.50%</td>\n","      <td id=\"T_f34a7_row14_col1\" class=\"data row14 col1\" >21.71%</td>\n","      <td id=\"T_f34a7_row14_col2\" class=\"data row14 col2\" >17.61%</td>\n","      <td id=\"T_f34a7_row14_col3\" class=\"data row14 col3\" >1.05%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_f34a7_level0_row15\" class=\"row_heading level0 row15\" >BoVW + UMAP 2 components</th>\n","      <td id=\"T_f34a7_row15_col0\" class=\"data row15 col0\" >24.45%</td>\n","      <td id=\"T_f34a7_row15_col1\" class=\"data row15 col1\" >27.90%</td>\n","      <td id=\"T_f34a7_row15_col2\" class=\"data row15 col2\" >25.38%</td>\n","      <td id=\"T_f34a7_row15_col3\" class=\"data row15 col3\" >4.34%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_f34a7_level0_row16\" class=\"row_heading level0 row16\" >BoVW + TFiDF + UMAP 2 components</th>\n","      <td id=\"T_f34a7_row16_col0\" class=\"data row16 col0\" >25.08%</td>\n","      <td id=\"T_f34a7_row16_col1\" class=\"data row16 col1\" >28.48%</td>\n","      <td id=\"T_f34a7_row16_col2\" class=\"data row16 col2\" >25.91%</td>\n","      <td id=\"T_f34a7_row16_col3\" class=\"data row16 col3\" >4.76%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_f34a7_level0_row17\" class=\"row_heading level0 row17\" >BoVW + LDA + UMAP 2 components</th>\n","      <td id=\"T_f34a7_row17_col0\" class=\"data row17 col0\" >17.14%</td>\n","      <td id=\"T_f34a7_row17_col1\" class=\"data row17 col1\" >19.24%</td>\n","      <td id=\"T_f34a7_row17_col2\" class=\"data row17 col2\" >17.48%</td>\n","      <td id=\"T_f34a7_row17_col3\" class=\"data row17 col3\" >0.35%</td>\n","    </tr>\n","  </tbody>\n","</table>\n"]},"metadata":{},"execution_count":82}]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:57:27.708947Z","start_time":"2021-05-24T08:57:27.694957Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"RG5IDkaCfcCt","executionInfo":{"status":"ok","timestamp":1746721545230,"user_tz":-120,"elapsed":5,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"aca2971a-d833-4296-af87-5877a55ad450"},"outputs":[{"output_type":"stream","name":"stdout","text":[" Executé en :  0:10:11.214628\n"]}],"source":["print(' Executé en : ', datetime.timedelta(seconds=(time.time() - start_time)))"]}],"metadata":{"hide_input":false,"kernelspec":{"display_name":"Python 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+{"cells":[{"cell_type":"markdown","metadata":{"id":"EnNsxA9Shtob"},"source":["# Préparation du dataset"]},{"cell_type":"markdown","metadata":{"id":"J5vR5pzshtob"},"source":["## Import du dataset"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T09:01:52.559856Z","start_time":"2021-05-24T09:01:45.132828Z"},"scrolled":true,"id":"otyVf7K9htob"},"outputs":[],"source":["import time,datetime\n","start_time = time.time()\n","\n","import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","\n","from tqdm.notebook import tqdm_notebook, tnrange\n","from tqdm.contrib import tenumerate\n","\n","%matplotlib inline\n","from os import listdir\n","\n","from scipy.optimize import linear_sum_assignment\n","from collections import Counter\n","\n","import joblib\n","\n","######### Sklearn  #################\n","\n","# clustering and dimension reduction\n","from sklearn.cluster import KMeans\n","from sklearn.decomposition import PCA\n","\n","# metrics\n","from sklearn.metrics import adjusted_rand_score\n","from sklearn.metrics import confusion_matrix,ConfusionMatrixDisplay,classification_report"]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')\n","import os\n","path =  \"/content/drive/MyDrive/Colab_Notebooks/Project_6/Flipkart/Images/\"\n","os.chdir(path)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"sgggWB0c37YB","executionInfo":{"status":"ok","timestamp":1746800572549,"user_tz":-120,"elapsed":1241,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"d60f4baf-36a4-47b4-d533-0bbb94db3737"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"]}]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T09:01:52.575865Z","start_time":"2021-05-24T09:01:52.561870Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"pMMt4msChtoc","executionInfo":{"status":"ok","timestamp":1746800572592,"user_tz":-120,"elapsed":42,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"1b2d5e30-8ee1-4f50-eee2-6d166fbf7ee1"},"outputs":[{"output_type":"stream","name":"stdout","text":["1056\n"]}],"source":["list_photos = [file for file in listdir(path)]\n","print(len(list_photos))"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T09:01:52.639201Z","start_time":"2021-05-24T09:01:52.577846Z"},"id":"V3Zsrzgbhtoc"},"outputs":[],"source":["Flipkart = pd.read_csv('..//flipkart_com-ecommerce_sample_1050.csv',encoding='iso-8859-1')\n","Flipkart.head(5)\n","\n","dataset=Flipkart[['product_category_tree','image']].copy()"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T09:01:52.655206Z","start_time":"2021-05-24T09:01:52.641204Z"},"id":"4v8VhCFdhtod"},"outputs":[],"source":["# Renommage des catégories (legendes des matrices de confusion trop longues)\n","shorten={'Watches ':'Watches',\n","         'Computers ':'Computers',\n","         'Home Decor & Festive Needs ':'Decor',\n","         'Kitchen & Dining ':'Kitchen',\n","         'Home Furnishing ':'Furniture',\n","         'Beauty and Personal Care ':'Beauty',\n","         'Baby Care ':'Baby'}"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T09:01:52.687179Z","start_time":"2021-05-24T09:01:52.656211Z"},"scrolled":true,"colab":{"base_uri":"https://localhost:8080/","height":269},"id":"1v_Eb0Emhtod","executionInfo":{"status":"ok","timestamp":1746800573037,"user_tz":-120,"elapsed":207,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"d567c520-3df4-4336-e653-656782408364"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["    category  count\n","0  Furniture    150\n","1       Baby    150\n","2    Watches    150\n","3      Decor    150\n","4    Kitchen    150\n","5     Beauty    150\n","6  Computers    150"],"text/html":["\n","  <div id=\"df-d5fb8dd9-33f6-42c4-9330-e16d5955974c\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","       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<td>150</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d5fb8dd9-33f6-42c4-9330-e16d5955974c')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","   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\"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":6}],"source":["# extraction du premier etage de l'arbre category affichages des occurences\n","dataset['category']=dataset.product_category_tree.apply(lambda s : s[2:s.find('>>')])\n","cat=pd.DataFrame(dataset.category.value_counts())\n","cat.reset_index(inplace=True)\n","cat['category'] = cat['category'].replace(shorten)\n","cat"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T09:01:52.703177Z","start_time":"2021-05-24T09:01:52.689177Z"},"colab":{"base_uri":"https://localhost:8080/","height":335},"id":"pwJql7Iahtoe","executionInfo":{"status":"ok","timestamp":1746800573037,"user_tz":-120,"elapsed":108,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"8e6c0a47-061d-4715-e81c-0ec733f776e5"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["category\n","Furniture    150\n","Baby         150\n","Watches      150\n","Decor        150\n","Kitchen      150\n","Beauty       150\n","Computers    150\n","Name: count, dtype: int64"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>count</th>\n","    </tr>\n","    <tr>\n","      <th>category</th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>150</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>150</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> int64</label>"]},"metadata":{},"execution_count":7}],"source":["# Shorten category names\n","dataset['category']= dataset['category'].replace(shorten)\n","dataset.category.value_counts()"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T09:01:52.719173Z","start_time":"2021-05-24T09:01:52.705167Z"},"colab":{"base_uri":"https://localhost:8080/","height":138},"id":"Ly1wZGPfhtoe","executionInfo":{"status":"ok","timestamp":1746800573070,"user_tz":-120,"elapsed":34,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"ff1c5f67-1a90-4b92-c5dd-686f9e42b8cd"},"outputs":[{"output_type":"display_data","data":{"text/plain":["{'Furniture': 0,\n"," 'Baby': 1,\n"," 'Watches': 2,\n"," 'Decor': 3,\n"," 'Kitchen': 4,\n"," 'Beauty': 5,\n"," 'Computers': 6}"]},"metadata":{}}],"source":["# dictionaire pour ordinal encoding des noms de categories\n","# permatra de comparer avec les resultast du clustering\n","dico={cat.loc[i,'category']:i for i in cat.index}\n","dico_reverse={i:cat.loc[i,'category'] for i in cat.index}\n","display(dico)\n","\n","# affectation à la colonne cat_code\n","dataset['cat_code']=dataset.category.map(dico)\n","\n","# Essayer avec un transformer labelencoder pour encodage decodage"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T09:01:52.734153Z","start_time":"2021-05-24T09:01:52.721160Z"},"colab":{"base_uri":"https://localhost:8080/","height":112},"id":"4yarBhgdhtoe","executionInfo":{"status":"ok","timestamp":1746800573072,"user_tz":-120,"elapsed":3,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"aa4ba55c-44d5-4c90-a10e-6bc2d754545e"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["    category  cat_code                                 image\n","0  Furniture         0  55b85ea15a1536d46b7190ad6fff8ce7.jpg\n","1       Baby         1  7b72c92c2f6c40268628ec5f14c6d590.jpg"],"text/html":["\n","  <div id=\"df-afa8ac47-e3c2-48dc-b759-080b7bd92187\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        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\"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1050,\n        \"samples\": [\n          \"833a87b0af3b84fe246d2ebf271af177.jpg\",\n          \"55195de3873fffaa9e37b041533d7305.jpg\",\n          \"44b963eb856b4831dfdd21b666593c95.jpg\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":9}],"source":["data=dataset[['category','cat_code','image']].copy()\n","# data=dataset[['category','cat_code','image']].sample(100)\n","\n","data.head(2)"]},{"cell_type":"markdown","metadata":{"id":"fRn2iHeQhtoe"},"source":["## Création des labels des photos à partir du nom des images"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T09:01:52.765132Z","start_time":"2021-05-24T09:01:52.736151Z"},"colab":{"base_uri":"https://localhost:8080/","height":300},"id":"CmRniKJ8htof","executionInfo":{"status":"ok","timestamp":1746800573106,"user_tz":-120,"elapsed":15,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"079d51c7-b533-478e-e974-aede29cd0801"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["          category  image\n","cat_code                 \n","0              150    150\n","1              150    150\n","2              150    150\n","3              150    150\n","4              150    150\n","5              150    150\n","6              150    150"],"text/html":["\n","  <div id=\"df-24770d86-536f-4580-8d0c-c66a71daa587\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: 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Counts the frequency of each cluster\n","2. Computes a confusion matrix between predicted clusters and true categories\n","3. Optimizes cluster-to-category alignment using the Hungarian algorithm\n","4. Visualizes the aligned confusion matrix\n","5. Calculates the Adjusted Rand Index (ARI) to measure clustering quality\n","6. Generates a detailed classification report with precision, recall, and F1-score\n","\n","Parameters:\n","    pred_labels (array-like): Predicted cluster labels from clustering algorithm\n","    true_labels (array-like): Ground truth category labels\n","    cat_names (list): List of category names for visualization and reporting\n","\n","Returns:\n","    tuple: ((precision, recall, f1, support), ari) - Macro-averaged metrics and ARI score\n","\"\"\"\n","def clustering_evaluate(pred_labels, true_labels, cat_names):\n","\n","    # Count clusters effectives\n","    effectives=dict(sorted(Counter(pred_labels).items()))\n","\n","    # compute confusion matrix\n","    conf_mat=confusion_matrix(true_labels,pred_labels)\n","\n","    # Plot confusion matrix\n","#     plot_conf_mat(conf_mat,cat['index'],range(7),title='Confusion matrix')\n","\n","    # Maximize values on first diagonal\n","    row_ind, col_ind = linear_sum_assignment(conf_mat,maximize=True)\n","    permut = pd.DataFrame(col_ind,index=cat['category'],columns=['cluster'])\n","    permut.index.rename('Category',inplace=True)\n","    permut['effectives']=[effectives[cls] for cls in permut.cluster]\n","    display(permut)\n","    cm=conf_mat.take(col_ind,axis=1)\n","\n","    # Plot aligned confusion matrix\n","    plot_conf_mat(cm,cat_names,cat_names,title='Aligned confusion matrix')\n","\n","    # Align cluster label on category code   [corresp[cls] for cls in labels]\n","    corresp = np.argmax(conf_mat, axis=0)\n","\n","    # print  adjusted rand score\n","    ari = adjusted_rand_score(true_labels,pred_labels)\n","    print(' ARI : {}'.format(ari))\n","\n","    # Print classification report\n","    print(classification_report(true_labels,\n","                                [corresp[cls] for cls in pred_labels],\n","                                target_names=cat_names,\n","                                zero_division=0)\n","         )\n","    return  precision_recall_fscore_support(true_labels,\n","                                [corresp[cls] for cls in pred_labels],\n","                                             average='macro', zero_division=0), ari\n","\n","# 2D projection scatterplot\n","def plot_clusters(reduced,labels):\n","    data=pd.DataFrame(np.c_[reduced,labels],columns=['Component 1','Component 2','Cluster'])\n","\n","    plt.figure(figsize=(10,8))\n","    sns.scatterplot(data=data,\n","                    x='Component 1',\n","                    y='Component 2',\n","                    hue='Cluster',\n","                    palette=sns.color_palette('tab10', n_colors=7))\n","    plt.title(f'')\n","    plt.figure(figsize=(10,8))"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T09:01:59.117493Z","start_time":"2021-05-24T09:01:59.071565Z"},"id":"QiGvzO9nhtog"},"outputs":[],"source":["def view_cluster(pred_labels):\n","    # Dict to hold the cluster id and the images { id: [images] }\n","    groups_per = {}\n","    print('Create groups of images per cluster...')\n","    # Filling groups\n","    for file, cluster in zip(data.image,pred_labels):\n","        if cluster not in groups_per.keys():\n","            groups_per[cluster] = []\n","            groups_per[cluster].append(file)\n","        else:\n","            groups_per[cluster].append(file)\n","    print('done.')\n","\n","    # loops on clusters for content sample\n","    for cluster in tnrange(7,desc='Printing images by cluster'):\n","        plt.figure(figsize = (25,25));\n","        # gets the list of filenames for a cluster\n","        files = groups_per[cluster]\n","        # only allow up to 30 images to be shown at a time\n","        if len(files) > 30:\n","            print(f\"Clipping cluster {cluster} size from {len(files)} to 30\")\n","            files = files[:29]\n","        else:\n","            print(f\"Cluster {cluster} size {len(files)}\")\n","        # plot each image in the cluster\n","        for index, file in enumerate(files):\n","            plt.subplot(10,10,index+1);\n","            img = load_img(path+file)\n","            img = np.array(img)\n","            plt.imshow(img)\n","            plt.axis('off')\n","        plt.show()"]},{"cell_type":"markdown","source":["## Core functions"],"metadata":{"id":"2DuaHoCQNf81"}},{"cell_type":"code","source":["# for loading/processing the images\n","from keras.preprocessing.image import load_img\n","from keras.preprocessing.image import img_to_array\n","from keras.models import Model\n","\n","# clustering and dimension reduction\n","from sklearn.cluster import KMeans\n","from sklearn.decomposition import PCA\n","\n","# for everything else\n","import os\n","import numpy as np\n","import matplotlib.pyplot as plt\n","from random import randint\n","import pandas as pd\n","import pickle\n","\n","\n","def extract_features(file, model):\n","    # load the image as a 224x224 array\n","    img = load_img(path+file, target_size=(224,224))\n","    # convert from 'PIL.Image.Image' to numpy array\n","    img = np.array(img)\n","    # reshape the data for the model reshape(num_of_samples, dim 1, dim 2, channels)\n","    reshaped_img = img.reshape(1,224,224,3)\n","    # prepare image for model\n","    imgx = preprocess_input(reshaped_img)\n","    # get the feature vector\n","    features = model.predict(imgx)\n","    return features\n","\n","def extract_cnn_features_batch(model,image_list,vector_length):\n","    data_ = {}\n","    save_path = r\"./FEATURE_VECTORS\"\n","\n","    # lop through each image in the dataset\n","    # for image in data.image:\n","    for _ , image in tenumerate(image_list,desc='Feature extraction '):\n","        # try to extract the features and update the dictionary\n","        try:\n","            feat = extract_features(image,model)\n","#         print(i_,feat.shape)\n","            data_[image] = feat\n","        # if something fails, save the extracted features as a pickle file (optional)\n","        except:\n","            print('On {} feature extraction failed'.format(image))\n","            with open(save_path,'wb') as file:\n","                pickle.dump(data_,file)\n","\n","    # get a list of just the features\n","    feat = np.array(list(data_.values()))\n","\n","    # reshape so that there are 1050 samples of 4096 vectors\n","    feat = feat.reshape(-1,vector_length)\n","    print('Features extracted {}'.format(feat.shape))\n","    return feat\n","\n","def pca_reduction_and_clustering(features):\n","    # reduce the amount of dimensions in the feature vector\n","    print(\"Dimensions dataset avant réduction PCA : \", features.shape)\n","    pca = PCA(n_components=.99, random_state=22)\n","    pca.fit(features)\n","    X = pca.transform(features)\n","    print(\"Dimensions dataset après réduction PCA : \", X.shape)\n","\n","    # cluster on feature vectors\n","    print('Computing clusters....')\n","    # kmeans = KMeans(n_clusters=len(unique_labels), random_state=22)\n","    kmeans = KMeans(n_clusters=7, random_state=22)\n","    kmeans.fit(X)\n","    print('done.')\n","    return kmeans.labels_"],"metadata":{"id":"FrshOs4MNqhd"},"execution_count":null,"outputs":[]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T09:01:59.133470Z","start_time":"2021-05-24T09:01:59.119480Z"},"id":"YwhftAgthtog"},"outputs":[],"source":["# Dictionary to hold results\n","# Function to append results to result_dict\n","def append_dict(dict1_obj, dict2_obj):\n","    for key in dict1_obj.keys():\n","        dict1_obj[key].append(dict2_obj[key])\n","\n","# Initialize VGG16 results dictionary\n","vgg16_results={'title' : [], 'metrics':[]}\n","\n","\n","# Initialize ResNet50 results dictionary\n","rn50_results={'title' : [], 'metrics':[]}\n"]},{"cell_type":"markdown","source":["# Extract CNN features"],"metadata":{"id":"xZsKn-TOQVGj"}},{"cell_type":"markdown","metadata":{"ExecuteTime":{"end_time":"2021-05-06T16:13:57.099149Z","start_time":"2021-05-06T16:02:44.789Z"},"id":"nZKYGYcohtog"},"source":["## VGG16"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T09:06:44.136014Z","start_time":"2021-05-24T09:01:59.134470Z"},"id":"YxEGH4u7htog"},"outputs":[],"source":["# models\n","from keras.applications.vgg16 import VGG16\n","# Import specific preprocess for that model from keras\n","from keras.applications.vgg16 import preprocess_input"]},{"cell_type":"code","source":["# Downloading VGG16 model\n","vgg16 = VGG16()\n","model = Model(inputs = vgg16.input, outputs = vgg16.layers[-2].output)"],"metadata":{"id":"ZTcbt-rXLcBZ"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# Pictures features extraction (faster with GPU enabled)\n","print('         Model VGG16 ')\n","feat_vgg16 = extract_cnn_features_batch(model,data.image,4096)\n","joblib.dump(feat_vgg16,'./FEAT_VGG16')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000,"referenced_widgets":["ac38a1d1130a407689af809bd1c8ec20","b66f2cd418fb485a9e8b0bfef1d13758","576ba345d52e401a9c66afbad02e4d14","7b0338e98b9342ea9b85cfc343394f2e","e500b9ba693847639bff747d1fd2c812","7d991611ac0146e5903b01c695ca0f92","abcec81a2514412996a500d92bb936a3","3db5ba7bf1c64118942dc4ba1d91bd03","359344ea071a4346bb97aa10a94ea5c0","fe1d73bdc9c549f58291fca4d24c0fb8","1bc91ae264614557b8b1846acbd6c306"]},"id":"K1-obFEtLjdS","executionInfo":{"status":"ok","timestamp":1746800744437,"user_tz":-120,"elapsed":137253,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"7291046a-40c6-490e-b2ba-41e7247a2ccf"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["         Model VGG16 \n"]},{"output_type":"display_data","data":{"text/plain":["Feature extraction :   0%|         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(93680328 pixels) exceeds limit of 89478485 pixels, could be decompression bomb DOS attack.\n","  warnings.warn(\n"]},{"output_type":"stream","name":"stdout","text":["\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 49ms/step\n","\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 56ms/step\n","\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 49ms/step\n","\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 49ms/step\n","\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n","\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n","\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n","\u001b[1m1/1\u001b[0m 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\u001b[1m0s\u001b[0m 53ms/step\n","Features extracted (1050, 4096)\n"]},{"output_type":"execute_result","data":{"text/plain":["['./FEAT_VGG16']"]},"metadata":{},"execution_count":18}]},{"cell_type":"code","source":["feat_vgg16 = joblib.load('./FEAT_VGG16')"],"metadata":{"id":"R-n_q_rkS6X1"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"ExecuteTime":{"end_time":"2021-05-06T16:13:57.099149Z","start_time":"2021-05-06T16:02:44.789Z"},"id":"VgvZFGArhtoh"},"source":["## ResNet50"]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T09:10:19.659815Z","start_time":"2021-05-24T09:07:25.228107Z"},"scrolled":false,"id":"G38KXeUNhtoh"},"outputs":[],"source":["# Import pretrained model from Keras\n","from keras.applications.resnet50 import ResNet50\n","# Import specific preprocess for that model from keras\n","from keras.applications.resnet50 import preprocess_input"]},{"cell_type":"code","source":["# Remove classification layers for feature extraction\n","resnet50 = ResNet50()\n","model = Model(inputs = resnet50.input, outputs = resnet50.layers[-2].output)"],"metadata":{"id":"r2IVvPGgM58X"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print('         Model ResNet50 ')\n","# Extract features for all images in dataset\n","feat_resnet50 = extract_cnn_features_batch(model,data.image,2048)\n","joblib.dump(feat_resnet50,'./FEAT_ResNet50')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000,"referenced_widgets":["2f55c5bc8c4c4c23912e503870cdb002","cafc61a7f74c40d0986d7c224b472137","646fe12450e84e43a8a606ded615fc7f","95e7c78416324259b20ab8ddc6ffd700","08270a543a534f7181a4a0badf03ca69","bf2f7e421f6544fb9538722e28ddaa61","b1fda776755e41aab0706be8eee8d739","a2978f3c5c4847028c32fd10772023cc","7c719f0ddbe0448a8f5bdd7ade915d93","6c2087a925a1495db00426bfd74b58d5","f1f9c4c8d8f54d839162200411b6f521"]},"id":"jowUxbPnMyfm","executionInfo":{"status":"ok","timestamp":1746800886171,"user_tz":-120,"elapsed":140277,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"384828a7-974c-4b1e-8340-28ff30a3cdd7"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["         Model ResNet50 \n"]},{"output_type":"display_data","data":{"text/plain":["Feature extraction :   0%|          | 0/1050 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"2f55c5bc8c4c4c23912e503870cdb002"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 4s/step\n","\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n","\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n","\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n","\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n","\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n","\u001b[1m1/1\u001b[0m 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joblib.load('./FEAT_ResNet50')"],"metadata":{"id":"fIuMV0lcS_0N"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["# Clustering"],"metadata":{"id":"XfMs_OEEPcso"}},{"cell_type":"markdown","source":["### No Projection"],"metadata":{"id":"d69SmZjHPihU"}},{"cell_type":"markdown","source":["#### VGG16"],"metadata":{"id":"EigMhzTTRnEI"}},{"cell_type":"code","source":["model_vgg16=KMeans(n_clusters=7, random_state=42,n_init=30)\n","model_vgg16.fit(feat_vgg16)\n","\n","\n","labels=model_vgg16.labels_\n","\n","title='VGG16'\n","# Evaluate and store metrics results)\n","append_dict(vgg16_results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"RP4kc1PEPqed","executionInfo":{"status":"ok","timestamp":1746800895351,"user_tz":-120,"elapsed":9149,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"730a2a70-a8f0-4291-d062-57d816d140d8"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        4          75\n","Baby             0         205\n","Watches          3         129\n","Decor            1         276\n","Kitchen          2          77\n","Beauty           6          99\n","Computers        5         189"],"text/html":["\n","  <div id=\"df-9d817ab7-d3f4-4ac3-9a19-ca5f2ea914e2\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.4773524941387263\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.83      0.41      0.55       150\n","        Baby       0.53      0.73      0.61       150\n","     Watches       0.98      0.85      0.91       150\n","       Decor       0.51      0.94      0.66       150\n","     Kitchen       0.99      0.51      0.67       150\n","      Beauty       0.96      0.63      0.76       150\n","   Computers       0.74      0.93      0.82       150\n","\n","    accuracy                           0.71      1050\n","   macro avg       0.79      0.71      0.71      1050\n","weighted avg       0.79      0.71      0.71      1050\n","\n"]}]},{"cell_type":"markdown","source":["#### ResNet50"],"metadata":{"id":"HZzk0JWWRrD7"}},{"cell_type":"code","source":["model_rn50=KMeans(n_clusters=7, random_state=42,n_init=30)\n","model_rn50.fit(feat_resnet50)\n","\n","\n","labels=model_rn50.labels_\n","\n","title='ResNet50'\n","# Evaluate and store metrics results)\n","append_dict(rn50_results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering sur '+title)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"KX5XMpBxR16C","executionInfo":{"status":"ok","timestamp":1746800899129,"user_tz":-120,"elapsed":3777,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"89ceca02-5b83-49ac-875c-685e4373172f"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        2          75\n","Baby             0         205\n","Watches          3         140\n","Decor            1         280\n","Kitchen          6          78\n","Beauty           4         106\n","Computers        5         166"],"text/html":["\n","  <div id=\"df-64198434-c36b-4228-a03e-ad3892f8aa14\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>2</td>\n","      <td>75</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>0</td>\n","      <td>205</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>3</td>\n","      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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.4631626449892587\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.81      0.41      0.54       150\n","        Baby       0.51      0.70      0.59       150\n","     Watches       0.99      0.92      0.95       150\n","       Decor       0.47      0.88      0.61       150\n","     Kitchen       0.99      0.51      0.68       150\n","      Beauty       0.94      0.67      0.78       150\n","   Computers       0.75      0.83      0.79       150\n","\n","    accuracy                           0.70      1050\n","   macro avg       0.78      0.70      0.71      1050\n","weighted avg       0.78      0.70      0.71      1050\n","\n","Clustering sur ResNet50\n"]}]},{"cell_type":"markdown","source":["## Projection"],"metadata":{"id":"SNU7FsC2R_G5"}},{"cell_type":"markdown","metadata":{"id":"5oRnJcpPzdVa"},"source":["### Projections"]},{"cell_type":"markdown","source":["#### PCA"],"metadata":{"id":"vpZOiPis6pmX"}},{"cell_type":"markdown","source":["* **Linear space transformation**: PCA projects data into a new coordinate system defined by orthogonal directions of maximum variance\n","* **Dimensionality optimization**: Reduces feature redundancy by identifying and preserving only the most informative dimensions\n","* **Noise reduction effect**: Lower-ranked components often capture noise, so eliminating them increases signal-to-noise ratio\n","* **Global pattern prioritization**: Emphasizes broad patterns that explain the largest sources of variation across documents\n","* **Feature correlation resolution**: Addresses multicollinearity by creating uncorrelated components from correlated original features\n","* **Variance-based information retention**: Provides clear metrics on how much information (variance) is preserved in the reduced space"],"metadata":{"id":"gz8e2xmehVps"}},{"cell_type":"markdown","source":["##### VGG16 + PCA"],"metadata":{"id":"QiJPVw3i07Jh"}},{"cell_type":"code","source":["from sklearn.decomposition import PCA\n","from sklearn.cluster import KMeans\n","\n","# Create full PCA model to calculate explained variance\n","pca_full = PCA(random_state=42)\n","pca_full.fit(feat_vgg16)\n","\n","# Calculate cumulative variance explained by the first 2 components\n","explained_variance_ratio = pca_full.explained_variance_ratio_\n","cumulative_variance = explained_variance_ratio.cumsum()\n","variance_2_components = cumulative_variance[1] * 100\n","\n","# Apply PCA with 2 components for dimensionality reduction\n","pca = PCA(n_components=2, random_state=42)\n","bow_pca = pca.fit_transform(feat_vgg16)\n","\n","# K-Means clustering on reduced data\n","kmeans2_vgg16 = KMeans(n_clusters=7, random_state=42, n_init=30).fit(bow_pca)\n","labels = kmeans2_vgg16.labels_\n","\n","# Title including explained variance\n","title = f'VGG16 + PCA (2 components, {variance_2_components:.2f}% explained variance)'\n","\n","# Evaluate and store metrics results\n","append_dict(vgg16_results, {\n","    'title': title,\n","    'metrics': clustering_evaluate(labels, data.cat_code, cat['category'])\n","})\n","\n","# Display clustering results\n","print(f'Clustering on {title}')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"uSgozVZpkVW5","executionInfo":{"status":"ok","timestamp":1746800900915,"user_tz":-120,"elapsed":1786,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"fe29f63b-1613-47eb-9c34-d9750b576200"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        5         230\n","Baby             0         181\n","Watches          3          94\n","Decor            6         138\n","Kitchen          1         135\n","Beauty           4          65\n","Computers        2         207"],"text/html":["\n","  <div 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ARI : 0.2918563774840129\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.00      0.00      0.00       150\n","        Baby       0.49      0.59      0.54       150\n","     Watches       0.60      0.93      0.73       150\n","       Decor       0.37      0.56      0.44       150\n","     Kitchen       0.58      0.52      0.55       150\n","      Beauty       0.95      0.41      0.58       150\n","   Computers       0.46      0.64      0.54       150\n","\n","    accuracy                           0.52      1050\n","   macro avg       0.49      0.52      0.48      1050\n","weighted avg       0.49      0.52      0.48      1050\n","\n","Clustering on VGG16 + PCA (2 components, 14.53% explained variance)\n"]}]},{"cell_type":"markdown","source":["##### ResNet50 + PCA"],"metadata":{"id":"auQditFU6-2K"}},{"cell_type":"code","source":["from sklearn.decomposition import PCA\n","from sklearn.cluster import KMeans\n","\n","# Create full PCA model to calculate explained variance\n","pca_full = PCA(random_state=42)\n","pca_full.fit(feat_resnet50)\n","\n","# Calculate cumulative variance explained by the first 2 components\n","explained_variance_ratio = pca_full.explained_variance_ratio_\n","cumulative_variance = explained_variance_ratio.cumsum()\n","variance_2_components = cumulative_variance[1] * 100\n","\n","# Apply PCA with 2 components for dimensionality reduction\n","pca = PCA(n_components=2, random_state=42)\n","bow_pca = pca.fit_transform(feat_resnet50)\n","\n","# K-Means clustering on reduced data\n","kmeans2_rn50 = KMeans(n_clusters=7, random_state=42, n_init=30).fit(bow_pca)\n","labels = kmeans2_rn50.labels_\n","\n","# Title including explained variance\n","title = f'ResNet50 + PCA (2 components, {variance_2_components:.2f}% explained variance)'\n","\n","# Evaluate and store metrics results\n","append_dict(rn50_results, {\n","    'title': title,\n","    'metrics': clustering_evaluate(labels, data.cat_code, cat['category'])\n","})\n","\n","# Display clustering results\n","print(f'Clustering on {title}')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"Dw8OszaK7YLF","executionInfo":{"status":"ok","timestamp":1746800902235,"user_tz":-120,"elapsed":1319,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"6421fff3-3930-48a9-94ff-71841051acc7"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        5         173\n","Baby             0         196\n","Watches          3         137\n","Decor            6         126\n","Kitchen          4         143\n","Beauty           1          77\n","Computers        2         198"],"text/html":["\n","  <div id=\"df-c3d31237-5390-48d3-8e7d-c636a463fa74\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        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ARI : 0.33959600430831316\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.54      0.63      0.58       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.88      0.80      0.84       150\n","       Decor       0.40      0.85      0.54       150\n","     Kitchen       0.55      0.52      0.53       150\n","      Beauty       0.95      0.49      0.64       150\n","   Computers       0.54      0.71      0.61       150\n","\n","    accuracy                           0.57      1050\n","   macro avg       0.55      0.57      0.54      1050\n","weighted avg       0.55      0.57      0.54      1050\n","\n","Clustering on ResNet50 + PCA (2 components, 11.98% explained variance)\n"]}]},{"cell_type":"markdown","source":["#### TSNE"],"metadata":{"id":"bsOmvyYK6tep"}},{"cell_type":"markdown","source":["* **Optimized spatial reorganization**: t-SNE transforms the vector space by preserving local similarities while amplifying differences between distinct groups\n","* **Curse of dimensionality mitigation**: Addresses the \"curse of dimensionality\" problem that affects high-dimensional TF-IDF vectors, where distance metrics become less meaningful\n","* **Adaptation to textual complexity**: Unlike linear methods, t-SNE adapts to complex and non-linear structures present in textual data\n","* **Dimensional noise elimination**: Reduction to 2D eliminates non-relevant dimensions that hindered K-means performance in the original sparse vector space\n","* **Enhancement of natural boundaries**: The transformation accentuates natural separations between categories, considerably facilitating the clustering algorithm's task"],"metadata":{"id":"dRQSeWWbhTxY"}},{"cell_type":"markdown","source":["##### VGG16 + TSNE"],"metadata":{"id":"hXPi32FK0_J4"}},{"cell_type":"code","source":["from sklearn.manifold import TSNE\n","# tok variable comes from the countvectorizer + tfidf section\n","vgg16_tsne = TSNE(n_components=2,\n","                perplexity=50,\n","                early_exaggeration=12.0,\n","                learning_rate=200.0,\n","                max_iter=1000,\n","                n_iter_without_progress=300,\n","                min_grad_norm=1e-07,\n","                metric='euclidean',\n","                init='random',   # pca\n","                verbose=0,\n","                random_state=42,\n","                method='barnes_hut',   # exact\n","                angle=0.2,\n","                n_jobs=-1\n","               ).fit_transform(feat_vgg16)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans3_vgg16 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(vgg16_tsne)\n","    # Assign clusters\n","labels=kmeans3_vgg16.labels_\n","\n","title='VGG16 + T-SNE 2 components'\n","# Evaluate and store metrics results)\n","append_dict(vgg16_results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(vgg16_tsne,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"bOeWOIIn1CwM","executionInfo":{"status":"ok","timestamp":1746800920538,"user_tz":-120,"elapsed":18302,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"ff7b4bac-2849-45d2-dd59-222257e0b862"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        4         106\n","Baby             0         183\n","Watches          6         144\n","Decor            1         171\n","Kitchen          2          85\n","Beauty           3         130\n","Computers        5         231"],"text/html":["\n","  <div id=\"df-b82c7a8b-afa2-4ee0-a884-51052fcc2833\" 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.5038912702392225\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.85      0.60      0.70       150\n","        Baby       0.60      0.73      0.66       150\n","     Watches       0.96      0.92      0.94       150\n","       Decor       0.63      0.72      0.67       150\n","     Kitchen       0.98      0.55      0.71       150\n","      Beauty       0.90      0.78      0.84       150\n","   Computers       0.57      0.87      0.69       150\n","\n","    accuracy                           0.74      1050\n","   macro avg       0.78      0.74      0.74      1050\n","weighted avg       0.78      0.74      0.74      1050\n","\n","Clustering on VGG16 + T-SNE 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["##### ResNet50 + TSNE"],"metadata":{"id":"y1zktv8a7zd7"}},{"cell_type":"code","source":["from sklearn.manifold import TSNE\n","# tok variable comes from the countvectorizer + tfidf section\n","rn50_tsne = TSNE(n_components=2,\n","                perplexity=50,\n","                early_exaggeration=12.0,\n","                learning_rate=200.0,\n","                max_iter=1000,\n","                n_iter_without_progress=300,\n","                min_grad_norm=1e-07,\n","                metric='euclidean',\n","                init='random',   # pca\n","                verbose=0,\n","                random_state=42,\n","                method='barnes_hut',   # exact\n","                angle=0.2,\n","                n_jobs=-1\n","               ).fit_transform(feat_resnet50)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans3_sn50 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(rn50_tsne)\n","    # Assign clusters\n","labels=kmeans3_sn50.labels_\n","\n","title='ResNet50 + T-SNE 2 components'\n","# Evaluate and store metrics results)\n","append_dict(rn50_results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(rn50_tsne,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"POp0g3YR703f","executionInfo":{"status":"ok","timestamp":1746800938930,"user_tz":-120,"elapsed":18391,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"3bda0377-946a-4842-be0b-861b4d602a38"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        3         121\n","Baby             2         184\n","Watches          0         172\n","Decor            5         130\n","Kitchen          1         140\n","Beauty           6         133\n","Computers        4         170"],"text/html":["\n","  <div id=\"df-bcbaebb4-513e-475d-bfd8-69be8d5148f0\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>3</td>\n","      <td>121</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>2</td>\n","      <td>184</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>0</td>\n","      <td>172</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>5</td>\n","      <td>130</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>1</td>\n","      <td>140</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>6</td>\n","      <td>133</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>4</td>\n","      <td>170</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-bcbaebb4-513e-475d-bfd8-69be8d5148f0')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.5498575867867826\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.66      0.53      0.59       150\n","        Baby       0.58      0.71      0.64       150\n","     Watches       0.84      0.96      0.89       150\n","       Decor       0.74      0.64      0.69       150\n","     Kitchen       0.86      0.80      0.83       150\n","      Beauty       0.89      0.79      0.84       150\n","   Computers       0.74      0.84      0.79       150\n","\n","    accuracy                           0.75      1050\n","   macro avg       0.76      0.75      0.75      1050\n","weighted avg       0.76      0.75      0.75      1050\n","\n","Clustering on ResNet50 + T-SNE 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["#### MDS"],"metadata":{"id":"eF-UB7yK6v3x"}},{"cell_type":"markdown","source":["* **Distance preservation focus**: Maintains pairwise distances between documents in lower-dimensional space\n","* **Global relationship retention**: Preserves overall structure of document relationships\n","* **Similarity visualization**: Transforms abstract similarities into interpretable spatial relationships\n","* **Stress minimization**: Optimizes projection by minimizing distortion in distance representation\n","* **Metric integrity**: Provides faithful representation of original document dissimilarities\n","* **Euclidean interpretation**: Projected distances correspond meaningfully to original feature differences"],"metadata":{"id":"S9TD1eLohQWf"}},{"cell_type":"markdown","source":["##### VGG16 + MDS"],"metadata":{"id":"SSRYfpiV72o7"}},{"cell_type":"code","source":["from sklearn.manifold import MDS\n","vgg16_mds = MDS(n_components=2,\n","              metric=True,\n","              n_init=4,\n","              max_iter=300,\n","              verbose=0,\n","              eps=0.001,\n","              n_jobs=-1,\n","              random_state=42,\n","\n","             ).fit_transform(feat_vgg16)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans4_vgg16 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(vgg16_mds)\n","    # Assign clusters\n","labels=kmeans4_vgg16.labels_\n","\n","title='VGG16 + MDS 2 components'\n","# Evaluate and store metrics results)\n","append_dict(vgg16_results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(vgg16_mds,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"GB5DPVvW75hW","executionInfo":{"status":"ok","timestamp":1746800960783,"user_tz":-120,"elapsed":21852,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4620d73b-84e9-4d6e-cf45-8753047402cc"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        3         159\n","Baby             4         167\n","Watches          1         149\n","Decor            5         114\n","Kitchen          6         123\n","Beauty           2         145\n","Computers        0         193"],"text/html":["\n","  <div id=\"df-3ad68811-5ab9-4105-a6da-fb488f431326\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    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<th>Beauty</th>\n","      <td>2</td>\n","      <td>145</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>0</td>\n","      <td>193</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-3ad68811-5ab9-4105-a6da-fb488f431326')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","  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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.29710089051287253\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.43      0.46      0.45       150\n","        Baby       0.43      0.47      0.45       150\n","     Watches       0.85      0.84      0.84       150\n","       Decor       0.32      0.25      0.28       150\n","     Kitchen       0.70      0.57      0.63       150\n","      Beauty       0.70      0.68      0.69       150\n","   Computers       0.44      0.56      0.49       150\n","\n","    accuracy                           0.55      1050\n","   macro avg       0.55      0.55      0.55      1050\n","weighted avg       0.55      0.55      0.55      1050\n","\n","Clustering on VGG16 + MDS 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["##### ResNet50 + MDS"],"metadata":{"id":"89n6J_tJ8NY3"}},{"cell_type":"code","source":["from sklearn.manifold import MDS\n","rn50_mds = MDS(n_components=2,\n","              metric=True,\n","              n_init=4,\n","              max_iter=300,\n","              verbose=0,\n","              eps=0.001,\n","              n_jobs=-1,\n","              random_state=42,\n","\n","             ).fit_transform(feat_resnet50)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans4_rn50 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(rn50_mds)\n","    # Assign clusters\n","labels=kmeans4_rn50.labels_\n","\n","title='ResNet50 + MDS 2 components'\n","# Evaluate and store metrics results)\n","append_dict(rn50_results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(rn50_mds,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"nmaI3AkP8N2Q","executionInfo":{"status":"ok","timestamp":1746800980985,"user_tz":-120,"elapsed":20200,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"03c5f146-377c-41b0-e168-a2fda77b95ad"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        3         139\n","Baby             5         155\n","Watches          6         143\n","Decor            1         130\n","Kitchen          0         147\n","Beauty           2         181\n","Computers        4         155"],"text/html":["\n","  <div id=\"df-719663e5-4fe4-4e4d-9e49-332161a7aede\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody 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<td>0</td>\n","      <td>147</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>2</td>\n","      <td>181</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>4</td>\n","      <td>155</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-719663e5-4fe4-4e4d-9e49-332161a7aede')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.24418936798262006\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.54      0.50      0.52       150\n","        Baby       0.55      0.57      0.56       150\n","     Watches       0.54      0.51      0.53       150\n","       Decor       0.52      0.45      0.49       150\n","     Kitchen       0.00      0.00      0.00       150\n","      Beauty       0.54      0.65      0.59       150\n","   Computers       0.38      0.77      0.51       150\n","\n","    accuracy                           0.49      1050\n","   macro avg       0.44      0.49      0.46      1050\n","weighted avg       0.44      0.49      0.46      1050\n","\n","Clustering on ResNet50 + MDS 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["#### SpectralEmbedding"],"metadata":{"id":"cZiMnyuT6ya3"}},{"cell_type":"markdown","source":["* **Graph-based approach**: Leverages connectivity patterns between documents for dimensionality reduction\n","* **Non-linear manifold learning**: Captures intrinsic geometric structure of the document space\n","* **Eigenvector foundation**: Uses the most significant eigenvectors of the graph Laplacian matrix\n","* **Community detection strength**: Excels at revealing natural groupings and thematic communities\n","* **Connectivity preservation**: Maintains connected components from the high-dimensional space\n","* **Local-to-global mapping**: Builds global representation from local neighborhood information"],"metadata":{"id":"5IAvF1H2hM-P"}},{"cell_type":"markdown","source":["##### VGG16 + SpectralEmbedding"],"metadata":{"id":"Oqo7K08j8BtR"}},{"cell_type":"code","source":["from sklearn.manifold import SpectralEmbedding\n","vgg16_spec = SpectralEmbedding(n_components=2,\n","                             affinity='nearest_neighbors', # rbf\n","                             gamma=None,\n","                             random_state=42,\n","                             eigen_solver=None, # arpack lobpcg amg\n","                             n_neighbors=50,\n","                             n_jobs=-1\n","                            ).fit_transform(feat_vgg16)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans5_vgg16 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(vgg16_spec)\n","    # Assign clusters\n","labels=kmeans5_vgg16.labels_\n","\n","title='VGG16 + Spectral 2 components'\n","# Evaluate and store metrics results)\n","append_dict(vgg16_results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(vgg16_spec,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"cCM8VHK-8BJC","executionInfo":{"status":"ok","timestamp":1746800982026,"user_tz":-120,"elapsed":1040,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"13745a06-e22e-4296-f781-e6999a58b6ef"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        0         292\n","Baby             6          64\n","Watches          5          85\n","Decor            1          48\n","Kitchen          4          64\n","Beauty           2          61\n","Computers        3         436"],"text/html":["\n","  <div id=\"df-f4b897fa-cfbc-4bf9-9d62-9a0e192a639b\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.31867357220220105\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.49      0.96      0.65       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.98      0.87      0.93       150\n","       Decor       0.00      0.00      0.00       150\n","     Kitchen       0.98      0.42      0.59       150\n","      Beauty       0.82      0.68      0.74       150\n","   Computers       0.34      0.99      0.51       150\n","\n","    accuracy                           0.56      1050\n","   macro avg       0.52      0.56      0.49      1050\n","weighted avg       0.52      0.56      0.49      1050\n","\n","Clustering on VGG16 + Spectral 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["##### ResNet50 + SpectralEmbedding"],"metadata":{"id":"Vhohl2Ug8mnP"}},{"cell_type":"code","source":["from sklearn.manifold import SpectralEmbedding\n","rn50_spec = SpectralEmbedding(n_components=2,\n","                             affinity='nearest_neighbors', # rbf\n","                             gamma=None,\n","                             random_state=42,\n","                             eigen_solver=None, # arpack lobpcg amg\n","                             n_neighbors=50,\n","                             n_jobs=-1\n","                            ).fit_transform(feat_resnet50)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans5_rn50 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(rn50_spec)\n","    # Assign clusters\n","labels=kmeans5_rn50.labels_\n","\n","title='ResNet50 + Spectral 2 components'\n","# Evaluate and store metrics results)\n","append_dict(rn50_results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(rn50_spec,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"bgzyN7er8md7","executionInfo":{"status":"ok","timestamp":1746800983027,"user_tz":-120,"elapsed":1000,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"8bfa2ad8-5978-4e66-abb1-50ad014c9bb2"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        1         218\n","Baby             2          56\n","Watches          6         141\n","Decor            3         124\n","Kitchen          4         108\n","Beauty           5          75\n","Computers        0         328"],"text/html":["\n","  <div id=\"df-b20c6061-98b7-41f0-8320-2ef9c587510d\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>1</td>\n","      <td>218</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>2</td>\n","      <td>56</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.4085784946148968\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.54      0.79      0.64       150\n","        Baby       0.00      0.00      0.00       150\n","     Watches       0.92      0.87      0.89       150\n","       Decor       0.33      0.27      0.30       150\n","     Kitchen       0.95      0.69      0.80       150\n","      Beauty       0.89      0.78      0.83       150\n","   Computers       0.42      0.93      0.58       150\n","\n","    accuracy                           0.62      1050\n","   macro avg       0.58      0.62      0.58      1050\n","weighted avg       0.58      0.62      0.58      1050\n","\n","Clustering on ResNet50 + Spectral 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["#### UMAP"],"metadata":{"id":"xrmlaysx61w1"}},{"cell_type":"markdown","source":["* **Balanced structure preservation**: Maintains both local similarity relationships and global data patterns\n","* **Topological foundation**: Constructs representation based on manifold topology and fuzzy simplicial sets\n","* **Computational efficiency**: Delivers t-SNE-like quality with significantly better performance\n","* **Meaningful distance preservation**: Maintains more of the important distance relationships than t-SNE\n","* **Theoretical rigor**: Built on stronger mathematical foundations with clearer optimization objectives\n","* **Cluster separation clarity**: Produces well-defined clusters while preserving their relative positions"],"metadata":{"id":"uEogWB7_99UC"}},{"cell_type":"markdown","source":["##### VGG16 + UMAP"],"metadata":{"id":"basa_Sof8Z8U"}},{"cell_type":"code","source":["import umap\n","\n","Umap = umap.UMAP(\n","                n_neighbors=50,\n","                min_dist=0.1,\n","                n_components=2,\n","                metric='euclidean',\n","                random_state=42\n","    )\n","vgg16_umap = Umap.fit_transform(feat_vgg16)\n","\n","kmeans6_vgg16 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(vgg16_umap)\n","    # Assign clusters\n","labels=kmeans6_vgg16.labels_\n","\n","title='VGG16 + UMAP 2 components'\n","# Evaluate and store metrics results)\n","append_dict(vgg16_results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering sur '+title)\n","\n","plot_clusters(vgg16_umap,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"qJ5QVwMT8bHY","executionInfo":{"status":"ok","timestamp":1746801003943,"user_tz":-120,"elapsed":20915,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"518de809-99ed-4123-aef3-53c72c64b85b"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n","  warnings.warn(\n","/usr/local/lib/python3.11/dist-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n","  warn(\n"]},{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        5         126\n","Baby             1         218\n","Watches          0         138\n","Decor            6         225\n","Kitchen          2          80\n","Beauty           4         122\n","Computers        3         141"],"text/html":["\n","  <div id=\"df-0ca82a65-b85a-46e8-a0f8-35e3604cb766\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>5</td>\n","      <td>126</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>1</td>\n","      <td>218</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>0</td>\n","      <td>138</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>6</td>\n","      <td>225</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>2</td>\n","      <td>80</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>4</td>\n","      <td>122</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>3</td>\n","      <td>141</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0ca82a65-b85a-46e8-a0f8-35e3604cb766')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-0ca82a65-b85a-46e8-a0f8-35e3604cb766 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.45370042469023963\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.52      0.44      0.48       150\n","        Baby       0.52      0.76      0.62       150\n","     Watches       0.98      0.90      0.94       150\n","       Decor       0.38      0.57      0.45       150\n","     Kitchen       0.97      0.52      0.68       150\n","      Beauty       0.94      0.77      0.85       150\n","   Computers       0.78      0.73      0.76       150\n","\n","    accuracy                           0.67      1050\n","   macro avg       0.73      0.67      0.68      1050\n","weighted avg       0.73      0.67      0.68      1050\n","\n","Clustering sur VGG16 + UMAP 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["##### ResNet50 + UMAP"],"metadata":{"id":"IyAfsbdr9XqI"}},{"cell_type":"code","source":["import umap\n","\n","Umap = umap.UMAP(\n","                n_neighbors=50,\n","                min_dist=0.1,\n","                n_components=2,\n","                metric='euclidean',\n","                random_state=42\n","    )\n","rn50_umap = Umap.fit_transform(feat_resnet50)\n","\n","kmeans6_rn50 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(rn50_umap)\n","    # Assign clusters\n","labels=kmeans6_rn50.labels_\n","\n","title='ResNet50 + UMAP 2 components'\n","append_dict(rn50_results, {'title'   : title,\n","                     'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n","                     }\n","           )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering sur '+title)\n","\n","plot_clusters(rn50_umap,labels)"],"metadata":{"id":"3r-THkhO9Xie","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746801008457,"user_tz":-120,"elapsed":4512,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"02ebe7b6-7c89-4f29-e03f-be59a13275fa"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n","  warnings.warn(\n","/usr/local/lib/python3.11/dist-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n","  warn(\n"]},{"output_type":"display_data","data":{"text/plain":["           cluster  effectives\n","Category                      \n","Furniture        5         109\n","Baby             4         201\n","Watches          3         172\n","Decor            0         128\n","Kitchen          1         121\n","Beauty           6         135\n","Computers        2         184"],"text/html":["\n","  <div id=\"df-065ccde5-e612-4cf6-9319-147680240ec8\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>effectives</th>\n","    </tr>\n","    <tr>\n","      <th>Category</th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Furniture</th>\n","      <td>5</td>\n","      <td>109</td>\n","    </tr>\n","    <tr>\n","      <th>Baby</th>\n","      <td>4</td>\n","      <td>201</td>\n","    </tr>\n","    <tr>\n","      <th>Watches</th>\n","      <td>3</td>\n","      <td>172</td>\n","    </tr>\n","    <tr>\n","      <th>Decor</th>\n","      <td>0</td>\n","      <td>128</td>\n","    </tr>\n","    <tr>\n","      <th>Kitchen</th>\n","      <td>1</td>\n","      <td>121</td>\n","    </tr>\n","    <tr>\n","      <th>Beauty</th>\n","      <td>6</td>\n","      <td>135</td>\n","    </tr>\n","    <tr>\n","      <th>Computers</th>\n","      <td>2</td>\n","      <td>184</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-065ccde5-e612-4cf6-9319-147680240ec8')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-065ccde5-e612-4cf6-9319-147680240ec8 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.5735213417470404\n","              precision    recall  f1-score   support\n","\n","   Furniture       0.67      0.49      0.56       150\n","        Baby       0.57      0.76      0.65       150\n","     Watches       0.85      0.98      0.91       150\n","       Decor       0.79      0.67      0.73       150\n","     Kitchen       0.95      0.77      0.85       150\n","      Beauty       0.88      0.79      0.84       150\n","   Computers       0.74      0.91      0.82       150\n","\n","    accuracy                           0.77      1050\n","   macro avg       0.78      0.77      0.77      1050\n","weighted avg       0.78      0.77      0.77      1050\n","\n","Clustering sur ResNet50 + UMAP 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"ExecuteTime":{"end_time":"2021-05-24T09:11:00.140766Z","start_time":"2021-05-24T09:11:00.126056Z"},"id":"-8ENM6a7htoh"},"source":["# Résultats"]},{"cell_type":"markdown","source":["## Performances depending on projection"],"metadata":{"id":"NwKooJVXXpWL"}},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T09:11:00.331658Z","start_time":"2021-05-24T09:11:00.141765Z"},"id":"kvMfD-Znhtoi"},"outputs":[],"source":["# Create data frame from resluts dictionaryy\n","\n","\n","def highlight_max(s):\n","    '''\n","    highlight the maximum in a Series green.\n","    '''\n","    is_max = s == s.max()\n","    return ['background-color: green' if v else '' for v in is_max]\n","def highlight_min(s):\n","    '''\n","    highlight the minmum in a Series red.\n","    '''\n","    is_max = s == s.min()\n","    return ['background-color: lightcoral' if v else '' for v in is_max]\n","\n","\n","# unpack tuples and create result data frame\n","def dict_to_df(dic):\n","    # dict to data frame\n","    results_all=pd.DataFrame(dic)\n","    # unpack metrics tuple\n","    results_all['precision']=[tup[0][0] for tup in results_all.metrics]\n","    results_all['recall']=[tup[0][1] for tup in results_all.metrics]\n","    results_all['f1_score']=[tup[0][2] for tup in results_all.metrics]\n","    results_all['ARI']=[tup[1] for tup in results_all.metrics]\n","    # drop tuples\n","    results_all.drop(['metrics'],axis=1,inplace=True)\n","    # set title as index\n","    results_all.set_index('title',inplace=True)\n","#     # columns to highligth\n","#     subset=['precision','recall','f1_score','ARI']\n","    # return dataframe\n","    return results_all.style.apply(highlight_max).apply(highlight_min).format('{:.2%}')"]},{"cell_type":"code","source":["vgg16_results_images = dict_to_df(vgg16_results)\n","vgg16_results_images"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":269},"id":"CYpx1wBTWeNj","executionInfo":{"status":"ok","timestamp":1746801008495,"user_tz":-120,"elapsed":35,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"82a991d1-fa98-4011-93bb-13d10c8d66a4"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<pandas.io.formats.style.Styler at 0x7efb27f266d0>"],"text/html":["<style type=\"text/css\">\n","#T_b96a2_row0_col0, #T_b96a2_row2_col1, #T_b96a2_row2_col2, #T_b96a2_row2_col3 {\n","  background-color: green;\n","}\n","#T_b96a2_row1_col0, #T_b96a2_row1_col1, #T_b96a2_row1_col2, #T_b96a2_row1_col3 {\n","  background-color: lightcoral;\n","}\n","</style>\n","<table id=\"T_b96a2\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th class=\"blank level0\" >&nbsp;</th>\n","      <th id=\"T_b96a2_level0_col0\" class=\"col_heading level0 col0\" >precision</th>\n","      <th id=\"T_b96a2_level0_col1\" class=\"col_heading level0 col1\" >recall</th>\n","      <th id=\"T_b96a2_level0_col2\" class=\"col_heading level0 col2\" >f1_score</th>\n","      <th id=\"T_b96a2_level0_col3\" class=\"col_heading level0 col3\" >ARI</th>\n","    </tr>\n","    <tr>\n","      <th class=\"index_name level0\" >title</th>\n","      <th class=\"blank col0\" >&nbsp;</th>\n","      <th class=\"blank col1\" >&nbsp;</th>\n","      <th class=\"blank col2\" >&nbsp;</th>\n","      <th class=\"blank col3\" >&nbsp;</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th id=\"T_b96a2_level0_row0\" class=\"row_heading level0 row0\" >VGG16</th>\n","      <td id=\"T_b96a2_row0_col0\" class=\"data row0 col0\" >79.08%</td>\n","      <td id=\"T_b96a2_row0_col1\" class=\"data row0 col1\" >71.33%</td>\n","      <td id=\"T_b96a2_row0_col2\" class=\"data row0 col2\" >71.29%</td>\n","      <td id=\"T_b96a2_row0_col3\" class=\"data row0 col3\" >47.74%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_b96a2_level0_row1\" class=\"row_heading level0 row1\" >VGG16 + PCA (2 components, 14.53% explained variance)</th>\n","      <td id=\"T_b96a2_row1_col0\" class=\"data row1 col0\" >49.37%</td>\n","      <td id=\"T_b96a2_row1_col1\" class=\"data row1 col1\" >52.29%</td>\n","      <td id=\"T_b96a2_row1_col2\" class=\"data row1 col2\" >48.21%</td>\n","      <td id=\"T_b96a2_row1_col3\" class=\"data row1 col3\" >29.19%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_b96a2_level0_row2\" class=\"row_heading level0 row2\" >VGG16 + T-SNE 2 components</th>\n","      <td id=\"T_b96a2_row2_col0\" class=\"data row2 col0\" >78.34%</td>\n","      <td id=\"T_b96a2_row2_col1\" class=\"data row2 col1\" >74.00%</td>\n","      <td id=\"T_b96a2_row2_col2\" class=\"data row2 col2\" >74.36%</td>\n","      <td id=\"T_b96a2_row2_col3\" class=\"data row2 col3\" >50.39%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_b96a2_level0_row3\" class=\"row_heading level0 row3\" >VGG16 + MDS 2 components</th>\n","      <td id=\"T_b96a2_row3_col0\" class=\"data row3 col0\" >55.25%</td>\n","      <td id=\"T_b96a2_row3_col1\" class=\"data row3 col1\" >54.76%</td>\n","      <td id=\"T_b96a2_row3_col2\" class=\"data row3 col2\" >54.70%</td>\n","      <td id=\"T_b96a2_row3_col3\" class=\"data row3 col3\" >29.71%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_b96a2_level0_row4\" class=\"row_heading level0 row4\" >VGG16 + Spectral 2 components</th>\n","      <td id=\"T_b96a2_row4_col0\" class=\"data row4 col0\" >51.72%</td>\n","      <td id=\"T_b96a2_row4_col1\" class=\"data row4 col1\" >56.10%</td>\n","      <td id=\"T_b96a2_row4_col2\" class=\"data row4 col2\" >48.81%</td>\n","      <td id=\"T_b96a2_row4_col3\" class=\"data row4 col3\" >31.87%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_b96a2_level0_row5\" class=\"row_heading level0 row5\" >VGG16 + UMAP 2 components</th>\n","      <td id=\"T_b96a2_row5_col0\" class=\"data row5 col0\" >72.86%</td>\n","      <td id=\"T_b96a2_row5_col1\" class=\"data row5 col1\" >66.95%</td>\n","      <td id=\"T_b96a2_row5_col2\" class=\"data row5 col2\" >68.12%</td>\n","      <td id=\"T_b96a2_row5_col3\" class=\"data row5 col3\" >45.37%</td>\n","    </tr>\n","  </tbody>\n","</table>\n"]},"metadata":{},"execution_count":37}]},{"cell_type":"code","source":["rn50_results_images = dict_to_df(rn50_results)\n","rn50_results_images"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":269},"id":"QnEKp-XLWlPD","executionInfo":{"status":"ok","timestamp":1746801008518,"user_tz":-120,"elapsed":14,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"1668b682-227e-4f16-8fcf-2679ec61e2d2"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<pandas.io.formats.style.Styler at 0x7efb27e48d10>"],"text/html":["<style type=\"text/css\">\n","#T_cb95b_row0_col0, #T_cb95b_row5_col1, #T_cb95b_row5_col2, #T_cb95b_row5_col3 {\n","  background-color: green;\n","}\n","#T_cb95b_row3_col0, #T_cb95b_row3_col1, #T_cb95b_row3_col2, #T_cb95b_row3_col3 {\n","  background-color: lightcoral;\n","}\n","</style>\n","<table id=\"T_cb95b\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th class=\"blank level0\" >&nbsp;</th>\n","      <th id=\"T_cb95b_level0_col0\" class=\"col_heading level0 col0\" >precision</th>\n","      <th id=\"T_cb95b_level0_col1\" class=\"col_heading level0 col1\" >recall</th>\n","      <th id=\"T_cb95b_level0_col2\" class=\"col_heading level0 col2\" >f1_score</th>\n","      <th id=\"T_cb95b_level0_col3\" class=\"col_heading level0 col3\" >ARI</th>\n","    </tr>\n","    <tr>\n","      <th class=\"index_name level0\" >title</th>\n","      <th class=\"blank col0\" >&nbsp;</th>\n","      <th class=\"blank col1\" >&nbsp;</th>\n","      <th class=\"blank col2\" >&nbsp;</th>\n","      <th class=\"blank col3\" >&nbsp;</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th id=\"T_cb95b_level0_row0\" class=\"row_heading level0 row0\" >ResNet50</th>\n","      <td id=\"T_cb95b_row0_col0\" class=\"data row0 col0\" >78.09%</td>\n","      <td id=\"T_cb95b_row0_col1\" class=\"data row0 col1\" >70.29%</td>\n","      <td id=\"T_cb95b_row0_col2\" class=\"data row0 col2\" >70.68%</td>\n","      <td id=\"T_cb95b_row0_col3\" class=\"data row0 col3\" >46.32%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_cb95b_level0_row1\" class=\"row_heading level0 row1\" >ResNet50 + PCA (2 components, 11.98% explained variance)</th>\n","      <td id=\"T_cb95b_row1_col0\" class=\"data row1 col0\" >54.94%</td>\n","      <td id=\"T_cb95b_row1_col1\" class=\"data row1 col1\" >57.05%</td>\n","      <td id=\"T_cb95b_row1_col2\" class=\"data row1 col2\" >53.51%</td>\n","      <td id=\"T_cb95b_row1_col3\" class=\"data row1 col3\" >33.96%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_cb95b_level0_row2\" class=\"row_heading level0 row2\" >ResNet50 + T-SNE 2 components</th>\n","      <td id=\"T_cb95b_row2_col0\" class=\"data row2 col0\" >75.88%</td>\n","      <td id=\"T_cb95b_row2_col1\" class=\"data row2 col1\" >75.43%</td>\n","      <td id=\"T_cb95b_row2_col2\" class=\"data row2 col2\" >75.25%</td>\n","      <td id=\"T_cb95b_row2_col3\" class=\"data row2 col3\" >54.99%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_cb95b_level0_row3\" class=\"row_heading level0 row3\" >ResNet50 + MDS 2 components</th>\n","      <td id=\"T_cb95b_row3_col0\" class=\"data row3 col0\" >43.94%</td>\n","      <td id=\"T_cb95b_row3_col1\" class=\"data row3 col1\" >49.43%</td>\n","      <td id=\"T_cb95b_row3_col2\" class=\"data row3 col2\" >45.62%</td>\n","      <td id=\"T_cb95b_row3_col3\" class=\"data row3 col3\" >24.42%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_cb95b_level0_row4\" class=\"row_heading level0 row4\" >ResNet50 + Spectral 2 components</th>\n","      <td id=\"T_cb95b_row4_col0\" class=\"data row4 col0\" >58.06%</td>\n","      <td id=\"T_cb95b_row4_col1\" class=\"data row4 col1\" >61.71%</td>\n","      <td id=\"T_cb95b_row4_col2\" class=\"data row4 col2\" >57.81%</td>\n","      <td id=\"T_cb95b_row4_col3\" class=\"data row4 col3\" >40.86%</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_cb95b_level0_row5\" class=\"row_heading level0 row5\" >ResNet50 + UMAP 2 components</th>\n","      <td id=\"T_cb95b_row5_col0\" class=\"data row5 col0\" >77.96%</td>\n","      <td id=\"T_cb95b_row5_col1\" class=\"data row5 col1\" >76.76%</td>\n","      <td id=\"T_cb95b_row5_col2\" class=\"data row5 col2\" >76.53%</td>\n","      <td id=\"T_cb95b_row5_col3\" class=\"data row5 col3\" >57.35%</td>\n","    </tr>\n","  </tbody>\n","</table>\n"]},"metadata":{},"execution_count":38}]},{"cell_type":"markdown","metadata":{"ExecuteTime":{"end_time":"2021-05-07T08:13:08.978295Z","start_time":"2021-05-07T08:13:06.503620Z"},"id":"q7op9qxbhtoh"},"source":["## Visualisation of images in each cluster"]},{"cell_type":"markdown","source":["Here you can find images samples regrouped in clusters according to projections having best ARI scores. They can eventually match with the categories labels."],"metadata":{"id":"PUZD1hMbYTff"}},{"cell_type":"code","source":["cat['category']"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":304},"id":"QqbCaExWYJe0","executionInfo":{"status":"ok","timestamp":1746801008529,"user_tz":-120,"elapsed":11,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"50ab2269-bc22-4ae0-e04e-9e0b9d1ff629"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0    Furniture\n","1         Baby\n","2      Watches\n","3        Decor\n","4      Kitchen\n","5       Beauty\n","6    Computers\n","Name: category, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>category</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Furniture</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Baby</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Watches</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Decor</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Kitchen</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>Beauty</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>Computers</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{},"execution_count":39}]},{"cell_type":"markdown","source":["### VGG16"],"metadata":{"id":"-H8DDlIKRP4M"}},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T09:07:25.227107Z","start_time":"2021-05-24T09:06:44.136999Z"},"scrolled":false,"colab":{"referenced_widgets":["6b2fa06abbaa4ce98f5ed3f6d4ddfab1","0a26d419ae284bd8ac9009a0bf7f2e24","78ac3895d2424ae082213e0e1843b8a6","e33a72a6d4ee42d9b93332be17d24975","aecfa559af1140f4bf9bf6b33d8ef038","5c6ee2c845d64cc68a8c7304433dd704","ad1cc7f7cae543ab91cc6964e5684813","111e8a0741a0471ea44d1975e7ed1170","c6442ee2a9a642b5aa9990c6df045f30","3eac5215e34f4ac89a43090116059fe5","9006601fade24bfe9b2e8beae9c07450"],"base_uri":"https://localhost:8080/","height":1000,"output_embedded_package_id":"1QyYw9PLFHb9YSzTUaDOFLs0l_KZV8Y8K"},"id":"N5n4akrFhtoh","outputId":"57441426-69e5-4bbd-b9d4-ec75eb6dbd9d","executionInfo":{"status":"ok","timestamp":1746801040993,"user_tz":-120,"elapsed":32463,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[{"output_type":"display_data","data":{"text/plain":"Output hidden; open in https://colab.research.google.com to view."},"metadata":{}}],"source":["# Show a sample of 30 image in each cluster for visual verification\n","print('In cluster image with VGG16 features extractor ')\n","view_cluster(kmeans3_vgg16.labels_)"]},{"cell_type":"markdown","source":["### ResNet50"],"metadata":{"id":"wmaf7k_mRRnn"}},{"cell_type":"code","source":["# Show a sample of 30 image in each cluster for visual verification\n","print('In cluster image with VGG16 features extractor ')\n","view_cluster(kmeans6_rn50.labels_)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000,"referenced_widgets":["554bdcdcca7547ecbb306f434f0a57ee","5c25697afa8f4f828573689776ff68ad","7b2848ee432e4428af48a1db74dc38ff","1215e2d410894f03865b745bb89b428f","a2c4a26cf66247ddb1919cd41a5d781b","9b795bdb7b9a49eaa3e4237b486ba669","3c3d2b74996c4017a0eba4c8b4461658","6de855b28e364b58972c779ad722d1ca","b4508d81b34d4fc4883b0956f3296fde","a174fa5797614c90836ad592fd5785a9","7d83f37de6b744b29042a456cd27e149"],"output_embedded_package_id":"1HCU1tFKvOIXjw5mc-1Y7m3cNoWmdtFnX"},"id":"MCTuQupZWbYp","executionInfo":{"status":"ok","timestamp":1746801068419,"user_tz":-120,"elapsed":27422,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"005a256b-b15e-499b-a787-12531cb1e4f8"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":"Output hidden; open in https://colab.research.google.com to view."},"metadata":{}}]},{"cell_type":"code","execution_count":null,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T09:11:00.409611Z","start_time":"2021-05-24T09:11:00.333656Z"},"id":"GUOo6UWUhtoi","outputId":"3d4e7035-cde6-4694-f79c-4920b6fbae1b","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1746801068447,"user_tz":-120,"elapsed":11,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[{"output_type":"stream","name":"stdout","text":[" Executé en :  0:08:18.150024\n"]}],"source":["print(' Executé en : ', datetime.timedelta(seconds=(time.time() - start_time)))"]}],"metadata":{"hide_input":false,"kernelspec":{"display_name":"Python 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+{"cells":[{"cell_type":"markdown","metadata":{"id":"khbvTUsQI98F"},"source":["# 1) Libraries import"]},{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":9060,"status":"ok","timestamp":1747956784503,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"dK5UAgHbQBOA","outputId":"45d9cae4-25af-49a1-d15c-7d95d53cc564"},"outputs":[{"output_type":"stream","name":"stdout","text":["GPU available: [PhysicalDevice(name='/physical_device:GPU:0', device_type='GPU')]\n"]}],"source":["import os\n","import numpy as np\n","import pandas as pd\n","import matplotlib.pyplot as plt\n","from sklearn.model_selection import train_test_split, StratifiedKFold, GridSearchCV\n","from sklearn.metrics import classification_report, confusion_matrix, accuracy_score\n","from sklearn.pipeline import Pipeline\n","import seaborn as sns\n","from tqdm.contrib import tenumerate  # Uniquement tenumerate pour le suivi de progression\n","import joblib\n","\n","# For traditional ML models\n","from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n","from sklearn.svm import SVC\n","from sklearn.neighbors import KNeighborsClassifier\n","from sklearn.preprocessing import StandardScaler\n","\n","# For feature extraction and data augmentation\n","import tensorflow as tf\n","from tensorflow.keras.applications import VGG16, ResNet50\n","from tensorflow.keras.preprocessing.image import load_img, img_to_array, ImageDataGenerator\n","from tensorflow.keras.applications.vgg16 import preprocess_input as vgg_preprocess\n","from tensorflow.keras.applications.resnet50 import preprocess_input as resnet_preprocess\n","\n","# Check for GPU availability\n","print(\"GPU available:\", tf.config.list_physical_devices('GPU'))"]},{"cell_type":"markdown","metadata":{"id":"yLq93QDDJB0X"},"source":["# 2) Data Loading"]},{"cell_type":"code","execution_count":2,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":17537,"status":"ok","timestamp":1747956802036,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"5LMZfiSGQITP","outputId":"ef8e9a3d-4e73-4a97-a878-375a2a5a2590"},"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n","Google Drive mounted successfully\n"]}],"source":["# Mount Google Drive if in Colab\n","try:\n","    from google.colab import drive\n","    drive.mount('/content/drive')\n","    path = \"/content/drive/MyDrive/Colab_Notebooks/Project_6/Flipkart/Images/\"\n","    os.chdir(path)\n","    print(\"Google Drive mounted successfully\")\n","except:\n","    print(\"Not running in Colab or Drive already mounted\")\n","\n","# Load data\n","Flipkart = pd.read_csv('../flipkart_com-ecommerce_sample_1050.csv', encoding='iso-8859-1')\n","dataset = Flipkart[['product_category_tree', 'image']].copy()"]},{"cell_type":"markdown","metadata":{"id":"4nd7X_K8JMe_"},"source":["# 3) Categories management"]},{"cell_type":"code","execution_count":3,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":269},"executionInfo":{"elapsed":78,"status":"ok","timestamp":1747956802123,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"4v8VhCFdhtod","outputId":"310c2fc0-78e0-49cb-9261-bbc6027a62c9"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["    category  count\n","0  Furniture    150\n","1       Baby    150\n","2    Watches    150\n","3      Decor    150\n","4    Kitchen    150\n","5     Beauty    150\n","6  Computers    150"],"text/html":["\n","  <div id=\"df-80be4ba8-db0e-4a2f-b166-e2229b520cb6\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        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<td>150</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-80be4ba8-db0e-4a2f-b166-e2229b520cb6')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","   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\"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":3}],"source":["# Rename categories for simplicity\n","shorten = {\n","    'Watches ': 'Watches',\n","    'Computers ': 'Computers',\n","    'Home Decor & Festive Needs ': 'Decor',\n","    'Kitchen & Dining ': 'Kitchen',\n","    'Home Furnishing ': 'Furniture',\n","    'Beauty and Personal Care ': 'Beauty',\n","    'Baby Care ': 'Baby'\n","}\n","\n","# Extract categories from the product tree\n","dataset['category'] = dataset.product_category_tree.apply(lambda s: s[2:s.find('>>')])\n","dataset['category'] = dataset['category'].replace(shorten)\n","\n","# Display category distribution\n","cat = pd.DataFrame(dataset.category.value_counts())\n","cat.reset_index(inplace=True)\n","cat.columns = ['category', 'count']\n","cat"]},{"cell_type":"code","execution_count":4,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":139},"executionInfo":{"elapsed":10,"status":"ok","timestamp":1747956802136,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"iJF_QpOFrMVd","outputId":"f8246aa3-4e2c-469a-a9cd-6d631c92db48"},"outputs":[{"output_type":"display_data","data":{"text/plain":["{'Furniture': 0,\n"," 'Baby': 1,\n"," 'Watches': 2,\n"," 'Decor': 3,\n"," 'Kitchen': 4,\n"," 'Beauty': 5,\n"," 'Computers': 6}"]},"metadata":{}}],"source":["# dictionaire pour ordinal encoding des noms de categories\n","# permatra de comparer avec les resultast du clustering\n","dico={cat.loc[i,'category']:i for i in cat.index}\n","dico_reverse={i:cat.loc[i,'category'] for i in cat.index}\n","display(dico)\n","\n","# affectation à la colonne cat_code\n","dataset['cat_code']=dataset.category.map(dico)\n","\n","# Essayer avec un transformer labelencoder pour encodage decodage"]},{"cell_type":"markdown","metadata":{"id":"VfbVaJXmJkmR"},"source":["# 4) Verifying and filtering images"]},{"cell_type":"code","execution_count":5,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":3148,"status":"ok","timestamp":1747956805282,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"JVYuNU5eJSH8","outputId":"49deec84-9e28-4298-bb63-b416c6abe31d"},"outputs":[{"output_type":"stream","name":"stdout","text":["Number of images found: 1050\n"]}],"source":["# Check for existing images\n","existing_images = []\n","for img_name in dataset['image']:\n","    if os.path.exists(img_name):\n","        existing_images.append(img_name)\n","\n","print(f\"Number of images found: {len(existing_images)}\")\n","dataset = dataset[dataset['image'].isin(existing_images)].reset_index(drop=True)"]},{"cell_type":"markdown","metadata":{"id":"Tpd8wpNGajDl"},"source":["# 5) Data Augmentation and Feature Extraction Functions\n"]},{"cell_type":"code","execution_count":6,"metadata":{"id":"NC9fb5TCdog8","executionInfo":{"status":"ok","timestamp":1747956805283,"user_tz":-120,"elapsed":25,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["def create_augmentation_generator():\n","    \"\"\"Create and return a data augmentation generator\"\"\"\n","    return ImageDataGenerator(\n","        rotation_range=20,       # Random rotation up to 20 degrees\n","        width_shift_range=0.2,   # Random horizontal shift up to 20% of width\n","        height_shift_range=0.2,  # Random vertical shift up to 20% of height\n","        shear_range=0.2,         # Random shear transformation up to 0.2 radians\n","        zoom_range=0.2,          # Random zoom from 0.8× to 1.2× (±20%)\n","        horizontal_flip=True,    # Random horizontal flipping\n","        brightness_range=[0.8, 1.2],  # Random brightness adjustment between 80% and 120%\n","        fill_mode='nearest'      # Fill empty pixels using nearest neighbor interpolation\n","    )\n","def augment_image(img_array, n_augmentations=5):\n","    \"\"\"Generate augmented versions of an image\"\"\"\n","    datagen = create_augmentation_generator()\n","    augmented_images = []\n","\n","    # Reshape for the generator\n","    x = img_array.reshape((1,) + img_array.shape)\n","\n","    # Generate augmented images\n","    batch_count = 0\n","    for batch in datagen.flow(x, batch_size=1):\n","        augmented_images.append(batch[0])\n","        batch_count += 1\n","        if batch_count >= n_augmentations:\n","            break\n","\n","    return augmented_images\n","def extract_features_with_augmentation(image_paths, labels, feature_extractor, preprocess_func,\n","                                      img_size=(224, 224), augment=True, n_augmentations=3):\n","    \"\"\"\n","    Extract features from original images and their augmented versions\n","    Returns features array and corresponding labels\n","    \"\"\"\n","    all_features = []\n","    all_labels = []\n","\n","    # Create feature extractor model\n","    print(f\"Creating feature extractor model: {feature_extractor.__name__}\")\n","    feature_model = feature_extractor(weights='imagenet', include_top=False, pooling='avg')\n","\n","    # Process each image with tenumerate for progress tracking\n","    for i, (img_path, label) in tenumerate(zip(image_paths, labels),\n","                                          total=len(image_paths),\n","                                          desc=\"Extracting features\"):\n","        try:\n","            # Load image\n","            img = load_img(img_path, target_size=img_size)\n","            img_array = img_to_array(img)\n","\n","            # Extract features from original image\n","            x = np.expand_dims(img_array, axis=0)\n","            x = preprocess_func(x)\n","            feature = feature_model.predict(x, verbose=0)\n","            all_features.append(feature.flatten())\n","            all_labels.append(label)\n","\n","            # Generate and process augmented images if requested\n","            if augment:\n","                augmented_images = augment_image(img_array, n_augmentations)\n","                for aug_img in augmented_images:\n","                    x_aug = np.expand_dims(aug_img, axis=0)\n","                    x_aug = preprocess_func(x_aug)\n","                    aug_feature = feature_model.predict(x_aug, verbose=0)\n","                    all_features.append(aug_feature.flatten())\n","                    all_labels.append(label)\n","\n","        except Exception as e:\n","            print(f\"\\nError processing {img_path}: {e}\")\n","            # Use zeros as features for problematic images\n","            if feature_model.output_shape:\n","                feature_size = feature_model.output_shape[1]\n","                all_features.append(np.zeros(feature_size))\n","                all_labels.append(label)\n","\n","    return np.array(all_features), np.array(all_labels)"]},{"cell_type":"markdown","metadata":{"id":"C2oebKB0bDQC"},"source":["# 6) Data Splitting"]},{"cell_type":"code","execution_count":7,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":13,"status":"ok","timestamp":1747956805284,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"UE6-6Cyba7cu","outputId":"dec99ad0-00b6-4065-e323-ce6881f62fea"},"outputs":[{"output_type":"stream","name":"stdout","text":["Training data size: 892, Test data size: 158\n"]}],"source":["# Split data into training and test sets\n","X = dataset['image']\n","y = dataset['category']\n","X_train, X_test, y_train, y_test = train_test_split(\n","    X,\n","    y,\n","    test_size=0.15,\n","    random_state=42,\n","    stratify=y\n",")\n","print(f\"Training data size: {len(X_train)}, Test data size: {len(X_test)}\")"]},{"cell_type":"markdown","metadata":{"id":"jR-H-PxubMjd"},"source":["# 7) Feature Extraction with Data Augmentation\n"]},{"cell_type":"code","execution_count":8,"metadata":{"executionInfo":{"elapsed":7,"status":"ok","timestamp":1747956805285,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"NFxObK63O55m"},"outputs":[],"source":["save_path = '../extracted_features'\n","os.makedirs(save_path, exist_ok=True)"]},{"cell_type":"markdown","metadata":{"id":"fuLGz0BHTZKn"},"source":["VGG16"]},{"cell_type":"code","execution_count":9,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":480,"referenced_widgets":["56db2ac2b64145699d52236fe17be699","c225ca94fecc431cb7177409e1995367","a7ce161135964df4afac56fe31d8b13f","7e1bacfe137a4ef18b46197a241d03f4","1336837fe8bc43e7a692e0a218bc13f8","c032a2a5b77344aba81a97a8e6fa0bb0","65d9e33c00b248a4a45e70c90345e2a5","6fbe5557de3745c8b08f8730b80d1a93","80b32bd9f54b48eaa692d7db6e7c79ab","40c4cdf59d7b4ce580b98bc6c58d6cc2","4a89b8036e1c4a0e8ca5fa692083f7c8","9ada9cb0cc234c88bb4ae8674889ad8a","cbb2ba89d62a4837a45616f1c01f1008","10ef0ae551ed45baae043692a23e49d9","fbcb0cef60b6472c92291d86fdb6264e","9af22938b8ff45ff82be174990caf504","c4e5c13b43144504869a5cdb4411724b","7c4c06d964944631b43ba51bbeda0767","6e78ea1a1e0b45378c1e3c1af219685f","35a9677eca454954bcf7e1b0d08c473b","20cd91601bc843eca732695f684cd953","7b30ad23a76b4bde830706c98b648a3e"]},"executionInfo":{"elapsed":965868,"status":"ok","timestamp":1747957771233,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"O_0UnQLobNTG","outputId":"0a74bf46-5e9f-4ce3-e0a5-7bd6dbff9bed"},"outputs":[{"output_type":"stream","name":"stdout","text":["Using VGG16 as feature extractor\n","Generating 3 augmented versions per training image\n","Extracting features from training images with augmentation...\n","Creating feature extractor model: VGG16\n","Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5\n","\u001b[1m58889256/58889256\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n"]},{"output_type":"display_data","data":{"text/plain":["Extracting features:   0%|          | 0/892 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"56db2ac2b64145699d52236fe17be699"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/PIL/Image.py:3442: DecompressionBombWarning: Image size (93680328 pixels) exceeds limit of 89478485 pixels, could be decompression bomb DOS attack.\n","  warnings.warn(\n"]},{"output_type":"stream","name":"stdout","text":["Extracting features from test images (no augmentation)...\n","Creating feature extractor model: VGG16\n"]},{"output_type":"display_data","data":{"text/plain":["Extracting features:   0%|          | 0/158 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"9ada9cb0cc234c88bb4ae8674889ad8a"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Original training set: 892 images\n","Augmented training set: 3568 feature vectors\n","Test set: 158 feature vectors\n","\n","Class distribution in augmented training set:\n","Baby         512\n","Beauty       512\n","Computers    508\n","Decor        508\n","Furniture    508\n","Kitchen      512\n","Watches      508\n","Name: count, dtype: int64\n"]}],"source":["# Choose feature extractor (VGG16 or ResNet50)\n","feature_extractor = VGG16\n","preprocess_func = vgg_preprocess\n","print(f\"Using {feature_extractor.__name__} as feature extractor\")\n","# Number of augmentations per image\n","n_augmentations = 3\n","print(f\"Generating {n_augmentations} augmented versions per training image\")\n","# Extract features from training images with augmentation\n","print(\"Extracting features from training images with augmentation...\")\n","X_train_features, y_train_augmented = extract_features_with_augmentation(\n","    X_train.values,\n","    y_train.values,\n","    feature_extractor,\n","    preprocess_func,\n","    augment=True,\n","    n_augmentations=n_augmentations\n",")\n","# Extract features from test images (no augmentation for test set)\n","print(\"Extracting features from test images (no augmentation)...\")\n","X_test_features, y_test_confirmed = extract_features_with_augmentation(\n","    X_test.values,\n","    y_test.values,\n","    feature_extractor,\n","    preprocess_func,\n","    augment=False\n",")\n","print(f\"Original training set: {len(X_train)} images\")\n","print(f\"Augmented training set: {len(X_train_features)} feature vectors\")\n","print(f\"Test set: {len(X_test_features)} feature vectors\")\n","# Check if class distribution remains balanced\n","print(\"\\nClass distribution in augmented training set:\")\n","train_class_dist = pd.Series(y_train_augmented).value_counts().sort_index()\n","print(train_class_dist)"]},{"cell_type":"code","execution_count":10,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1041,"status":"ok","timestamp":1747957772291,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"oAXLTTKcNDuP","outputId":"41872261-b461-4ca4-a993-c412ad028b61"},"outputs":[{"output_type":"stream","name":"stdout","text":["Caractéristiques VGG16 enregistrées dans ../extracted_features/VGG16_features.pkl\n","Forme des données: Train (3568, 512), Test (158, 512)\n"]}],"source":["# Saving features extracted with VGG16\n","vgg16_features = {\n","    'X_train': X_train_features,\n","    'y_train': y_train_augmented,\n","    'X_test': X_test_features,\n","    'y_test': y_test_confirmed\n","}\n","vgg16_filename = f\"{save_path}/VGG16_features.pkl\"\n","joblib.dump(vgg16_features, vgg16_filename)\n","print(f\"Caractéristiques VGG16 enregistrées dans {vgg16_filename}\")\n","print(f\"Forme des données: Train {X_train_features.shape}, Test {X_test_features.shape}\")\n","\n","# To avoid any confusion, we can rename the variables for the following\n","X_train_features_vgg16 = X_train_features\n","y_train_augmented_vgg16 = y_train_augmented\n","X_test_features_vgg16 = X_test_features\n","y_test_confirmed_vgg16 = y_test_confirmed"]},{"cell_type":"markdown","metadata":{"id":"XX36YAIwTaf9"},"source":["ResNet50"]},{"cell_type":"code","execution_count":11,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":480,"referenced_widgets":["cb4f94cb206e4aeabd1d90c58a993591","4e0a0897071a4c74ba8d42f81d4aca44","cc80b6370bf54acb91581399e48dbcf9","9c72dadc3861404c9e5c48d4e759f029","d91417c1c701474ea8fb018c66b2b669","fc54f9075715473db8aed0a187de76db","991c8cb72a7c4b658b36d3080e54ba50","8e1bcf81475a485d9ea14bafe1d4a344","0d7639bc8155456d985ce88490efe4b4","b4b65079431747e388cc89c380594240","742d505df0cb4a2dae98e9478e9e5ff6","ba18b9f315fa4a61b15b3e2bfe5b2460","2372d2518d2d44859a9690fb8a769fed","9a288fef0f5a416cb224a0565da338bc","226a6b355c1a4ec0b4eb5829f13acb92","d2e21853b3874b19b479fbb17f050f00","bc8c116725fc4e31be082f662e4af4bd","645c9bcb3928463d8648a32857720791","218250f9ec11482caccd40e006234e70","5b25cc215e654263b41e792fd120d588","9577922cee834e75ad08da3e28a9591e","aa02dce7d52a4a3795680a755c405dcc"]},"executionInfo":{"elapsed":410627,"status":"ok","timestamp":1747958182943,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"c4LCO0FOMf-9","outputId":"bc3d4322-17ef-4852-810d-4d414c982cb4"},"outputs":[{"output_type":"stream","name":"stdout","text":["Using ResNet50 as feature extractor\n","Generating 3 augmented versions per training image\n","Extracting features from training images with augmentation...\n","Creating feature extractor model: ResNet50\n","Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5\n","\u001b[1m94765736/94765736\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n"]},{"output_type":"display_data","data":{"text/plain":["Extracting features:   0%|          | 0/892 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"cb4f94cb206e4aeabd1d90c58a993591"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/PIL/Image.py:3442: DecompressionBombWarning: Image size (93680328 pixels) exceeds limit of 89478485 pixels, could be decompression bomb DOS attack.\n","  warnings.warn(\n"]},{"output_type":"stream","name":"stdout","text":["Extracting features from test images (no augmentation)...\n","Creating feature extractor model: ResNet50\n"]},{"output_type":"display_data","data":{"text/plain":["Extracting features:   0%|          | 0/158 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"ba18b9f315fa4a61b15b3e2bfe5b2460"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Original training set: 892 images\n","Augmented training set: 3568 feature vectors\n","Test set: 158 feature vectors\n","\n","Class distribution in augmented training set:\n","Baby         512\n","Beauty       512\n","Computers    508\n","Decor        508\n","Furniture    508\n","Kitchen      512\n","Watches      508\n","Name: count, dtype: int64\n"]}],"source":["feature_extractor = ResNet50\n","preprocess_func = resnet_preprocess\n","\n","print(f\"Using {feature_extractor.__name__} as feature extractor\")\n","\n","# Number of augmentations per image\n","n_augmentations = 3\n","print(f\"Generating {n_augmentations} augmented versions per training image\")\n","\n","# Extract features from training images with augmentation\n","print(\"Extracting features from training images with augmentation...\")\n","X_train_features, y_train_augmented = extract_features_with_augmentation(\n","    X_train.values,\n","    y_train.values,\n","    feature_extractor,\n","    preprocess_func,\n","    augment=True,\n","    n_augmentations=n_augmentations\n",")\n","\n","# Extract features from test images (no augmentation for test set)\n","print(\"Extracting features from test images (no augmentation)...\")\n","X_test_features, y_test_confirmed = extract_features_with_augmentation(\n","    X_test.values,\n","    y_test.values,\n","    feature_extractor,\n","    preprocess_func,\n","    augment=False\n",")\n","\n","print(f\"Original training set: {len(X_train)} images\")\n","print(f\"Augmented training set: {len(X_train_features)} feature vectors\")\n","print(f\"Test set: {len(X_test_features)} feature vectors\")\n","\n","# Check if class distribution remains balanced\n","print(\"\\nClass distribution in augmented training set:\")\n","train_class_dist = pd.Series(y_train_augmented).value_counts().sort_index()\n","print(train_class_dist)"]},{"cell_type":"code","execution_count":12,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":2525,"status":"ok","timestamp":1747958185477,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"jkqhfo_NMK1s","outputId":"760bf50c-0bf8-4405-bfd0-cdce419dcc49"},"outputs":[{"output_type":"stream","name":"stdout","text":["Caractéristiques ResNet50 enregistrées dans ../extracted_features/ResNet50_features.pkl\n","Forme des données: Train (3568, 2048), Test (158, 2048)\n"]}],"source":["# Saving features extracted with ResNet50\n","resnet50_features = {\n","    'X_train': X_train_features,\n","    'y_train': y_train_augmented,\n","    'X_test': X_test_features,\n","    'y_test': y_test_confirmed\n","}\n","\n","resnet50_filename = f\"{save_path}/ResNet50_features.pkl\"\n","joblib.dump(resnet50_features, resnet50_filename)\n","print(f\"Caractéristiques ResNet50 enregistrées dans {resnet50_filename}\")\n","print(f\"Forme des données: Train {X_train_features.shape}, Test {X_test_features.shape}\")\n","\n","# To avoid any confusion, we can rename the variables for the following\n","X_train_features_resnet50 = X_train_features\n","y_train_augmented_resnet50 = y_train_augmented\n","X_test_features_resnet50 = X_test_features\n","y_test_confirmed_resnet50 = y_test_confirmed"]},{"cell_type":"markdown","metadata":{"id":"EA9ZpSyVgGlT"},"source":["# 8) Model Training and Evaluation\n"]},{"cell_type":"code","execution_count":13,"metadata":{"executionInfo":{"elapsed":39,"status":"ok","timestamp":1747958185514,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"-haUHB56PkRa"},"outputs":[],"source":["# To load VGG16 features\n","vgg16_features = joblib.load(f\"{save_path}/VGG16_features.pkl\")\n","X_train_features_vgg16 = vgg16_features['X_train']\n","y_train_augmented_vgg16 = vgg16_features['y_train']\n","X_test_features_vgg16 = vgg16_features['X_test']\n","y_test_confirmed_vgg16 = vgg16_features['y_test']\n","\n","# To load ResNet50 features\n","resnet50_features = joblib.load(f\"{save_path}/ResNet50_features.pkl\")\n","X_train_features_resnet50 = resnet50_features['X_train']\n","y_train_augmented_resnet50 = resnet50_features['y_train']\n","X_test_features_resnet50 = resnet50_features['X_test']\n","y_test_confirmed_resnet50 = resnet50_features['y_test']"]},{"cell_type":"code","execution_count":14,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":9,"status":"ok","timestamp":1747958185525,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"X7vml06fl9L0","outputId":"e995def2-084e-4d52-dfbc-c5670aac537a"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["3568"]},"metadata":{},"execution_count":14}],"source":["len(X_train_features_vgg16)"]},{"cell_type":"code","execution_count":15,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":8,"status":"ok","timestamp":1747958185536,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"KaVbC7eHmMQl","outputId":"61b73c26-a345-473d-8647-76f4092cb6cb"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["158"]},"metadata":{},"execution_count":15}],"source":["len(X_test_features_vgg16)"]},{"cell_type":"markdown","metadata":{"id":"l8xOt3UKgP0D"},"source":["Parameters tuning"]},{"cell_type":"code","execution_count":16,"metadata":{"executionInfo":{"elapsed":11,"status":"ok","timestamp":1747958185550,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"uLsRzJc70wjG"},"outputs":[],"source":["# Import LogisticRegression\n","from sklearn.linear_model import LogisticRegression\n","\n","# Define models to test\n","models = {\n","    # 'Logistic Regression': LogisticRegression(random_state=42, max_iter=1000), # can be long to perform or impossible if not using projection\n","    'Random Forest': RandomForestClassifier(random_state=42, n_jobs=-1),\n","    'SVM': SVC(probability=True, random_state=42),\n","    'KNN': KNeighborsClassifier(n_jobs=-1),\n","    # 'Gradient Boosting': GradientBoostingClassifier(random_state=42) # very long to perform\n","}\n","\n","# Parameter grids for each model\n","param_grids = {\n","    # 'Logistic Regression': {\n","    #     'classifier__C': [0.01, 0.1, 1.0, 10.0],\n","    #     'classifier__solver': ['lbfgs', 'liblinear', 'saga'],\n","    #     'classifier__penalty': ['l2', 'l1', 'elasticnet', None],\n","    #     'classifier__class_weight': [None, 'balanced']\n","    # },\n","    'Random Forest': {\n","        'classifier__n_estimators': [100, 200],\n","        'classifier__max_depth': [None, 10, 20],\n","        'classifier__min_samples_split': [2, 5],\n","    },\n","    'SVM': {\n","        'classifier__C': [0.1, 1, 10],\n","        'classifier__gamma': ['scale', 'auto'],\n","        'classifier__kernel': ['rbf', 'linear']\n","    },\n","    'KNN': {\n","        'classifier__n_neighbors': [3, 5, 7],\n","        'classifier__weights': ['uniform', 'distance'],\n","        'classifier__metric': ['euclidean', 'manhattan']\n","    },\n","    # 'Gradient Boosting': {\n","    #     'classifier__n_estimators': [100, 200],\n","    #     'classifier__learning_rate': [0.01, 0.1],\n","    #     'classifier__max_depth': [3, 5],\n","    # }\n","}"]},{"cell_type":"markdown","metadata":{"id":"Qm2wk59YgOYC"},"source":["Function"]},{"cell_type":"code","execution_count":17,"metadata":{"executionInfo":{"elapsed":70,"status":"ok","timestamp":1747958185622,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"rcipsJp2gKsy"},"outputs":[],"source":["# Function to train and evaluate a model with cross-validation\n","def train_and_evaluate_model(model_name, X_train, y_train, X_test, y_test, param_grid, n_splits=5):\n","    print(f\"\\nTraining {model_name} with {n_splits}-fold cross-validation...\")\n","\n","    # Create cross-validation object\n","    skf = StratifiedKFold(n_splits=n_splits, shuffle=True, random_state=42)\n","\n","    # Create pipeline with scaling\n","    pipeline = Pipeline([\n","        ('scaler', StandardScaler()),\n","        ('classifier', models[model_name])\n","    ])\n","\n","    # Set up GridSearchCV\n","    grid_search = GridSearchCV(\n","        pipeline,\n","        param_grid,\n","        cv=skf,\n","        scoring='accuracy',\n","        n_jobs=-1,\n","        verbose=2  # Increased verbosity to show progress\n","    )\n","\n","    # Fit GridSearchCV\n","    print(f\"Finding best parameters for {model_name}...\")\n","    grid_search.fit(X_train, y_train)\n","\n","    # Get best model\n","    best_model = grid_search.best_estimator_\n","    best_params = grid_search.best_params_\n","\n","    print(f\"Best parameters: {best_params}\")\n","    print(f\"CV Accuracy: {grid_search.best_score_:.4f}\")\n","\n","    # Evaluate on test set\n","    print(\"Evaluating on test set...\")\n","    y_pred = best_model.predict(X_test)\n","    test_acc = accuracy_score(y_test, y_pred)\n","    print(f\"Test accuracy: {test_acc:.4f}\")\n","\n","    # Classification report\n","    print(\"\\nClassification Report:\")\n","    print(classification_report(y_test, y_pred))\n","\n","    # Confusion matrix\n","    plt.figure(figsize=(10, 8))\n","    cm = confusion_matrix(y_test, y_pred)\n","    sns.heatmap(\n","        cm,\n","        annot=True,\n","        fmt='d',\n","        cmap='Blues',\n","        xticklabels=sorted(np.unique(y_train)),\n","        yticklabels=sorted(np.unique(y_train))\n","    )\n","    plt.xlabel('Predicted labels')\n","    plt.ylabel('True labels')\n","    plt.title(f'Confusion Matrix - {model_name} (accuracy : {test_acc})')\n","    plt.tight_layout()\n","    plt.savefig(f'confusion_matrix_{model_name.replace(\" \", \"_\").lower()}.png')\n","    plt.show()\n","\n","    return best_model, test_acc"]},{"cell_type":"markdown","metadata":{"id":"8L6UASwegXdG"},"source":["Training"]},{"cell_type":"markdown","metadata":{"id":"KooKM2rOVBMZ"},"source":["- VGG16"]},{"cell_type":"code","execution_count":18,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000,"referenced_widgets":["5ac1d045e80e4f5482fc1aa1fee6362f","ee4659520d3642cea28997477f91bb34","50122d4b6dc5467bb935e3b6d7614267","6fd50cf1987d4651b7705286357b5aae","665770847e994eaab508bccc2e15b144","c157934c5dda4bd1b2aa69b5a2867df7","5936c50583f84d9fb79b31b0e96703b0","6137c7c4da1b4c4aa1d7e9887ff7e98c","728f418f988b41f29d0bf89fb6546333","c9535c6b28e94362be0532097942211e","b1233bfdf1c240629cd25432cf464c34"]},"id":"cXJ2vqBSgSfo","executionInfo":{"status":"ok","timestamp":1747958937739,"user_tz":-120,"elapsed":752173,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"a7694e55-0baf-4baa-9ccb-f78fdbc9508d"},"outputs":[{"output_type":"display_data","data":{"text/plain":["Training models:   0%|          | 0/3 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"5ac1d045e80e4f5482fc1aa1fee6362f"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\n","==================================================\n","Starting training for: Random Forest (1/3)\n","==================================================\n","\n","Training Random Forest with 5-fold cross-validation...\n","Finding best parameters for Random Forest...\n","Fitting 5 folds for each of 12 candidates, totalling 60 fits\n","Best parameters: {'classifier__max_depth': 20, 'classifier__min_samples_split': 2, 'classifier__n_estimators': 100}\n","CV Accuracy: 0.9109\n","Evaluating on test set...\n","Test accuracy: 0.8418\n","\n","Classification Report:\n","              precision    recall  f1-score   support\n","\n","        Baby       0.76      0.73      0.74        22\n","      Beauty       0.90      0.86      0.88        22\n","   Computers       0.90      0.83      0.86        23\n","       Decor       0.82      0.78      0.80        23\n","   Furniture       0.80      0.70      0.74        23\n","     Kitchen       0.79      1.00      0.88        22\n","     Watches       0.92      1.00      0.96        23\n","\n","    accuracy                           0.84       158\n","   macro avg       0.84      0.84      0.84       158\n","weighted avg       0.84      0.84      0.84       158\n","\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 2 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Saved model: ../extracted_features/vgg16_random_forest_model.pkl\n","\n","==================================================\n","Starting training for: SVM (2/3)\n","==================================================\n","\n","Training SVM with 5-fold cross-validation...\n","Finding best parameters for SVM...\n","Fitting 5 folds for each of 12 candidates, totalling 60 fits\n","Best parameters: {'classifier__C': 10, 'classifier__gamma': 'scale', 'classifier__kernel': 'rbf'}\n","CV Accuracy: 0.9857\n","Evaluating on test set...\n","Test accuracy: 0.8354\n","\n","Classification Report:\n","              precision    recall  f1-score   support\n","\n","        Baby       0.79      0.68      0.73        22\n","      Beauty       0.89      0.77      0.83        22\n","   Computers       0.87      0.87      0.87        23\n","       Decor       0.78      0.91      0.84        23\n","   Furniture       0.75      0.78      0.77        23\n","     Kitchen       0.86      0.86      0.86        22\n","     Watches       0.92      0.96      0.94        23\n","\n","    accuracy                           0.84       158\n","   macro avg       0.84      0.83      0.83       158\n","weighted avg       0.84      0.84      0.83       158\n","\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 2 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Saved model: ../extracted_features/vgg16_svm_model.pkl\n","\n","==================================================\n","Starting training for: KNN (3/3)\n","==================================================\n","\n","Training KNN with 5-fold cross-validation...\n","Finding best parameters for KNN...\n","Fitting 5 folds for each of 12 candidates, totalling 60 fits\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/model_selection/_search.py:1108: UserWarning: One or more of the test scores are non-finite: [0.96581258 0.97393976 0.91760384 0.94591009 0.85006266 0.90891448\n","        nan 0.9663728         nan 0.92152738        nan 0.86967797]\n","  warnings.warn(\n"]},{"output_type":"stream","name":"stdout","text":["Best parameters: {'classifier__metric': 'euclidean', 'classifier__n_neighbors': 3, 'classifier__weights': 'distance'}\n","CV Accuracy: 0.9739\n","Evaluating on test set...\n","Test accuracy: 0.7089\n","\n","Classification Report:\n","              precision    recall  f1-score   support\n","\n","        Baby       0.56      0.64      0.60        22\n","      Beauty       0.85      0.77      0.81        22\n","   Computers       0.51      0.78      0.62        23\n","       Decor       0.86      0.52      0.65        23\n","   Furniture       0.69      0.48      0.56        23\n","     Kitchen       0.79      0.86      0.83        22\n","     Watches       0.88      0.91      0.89        23\n","\n","    accuracy                           0.71       158\n","   macro avg       0.73      0.71      0.71       158\n","weighted avg       0.73      0.71      0.71       158\n","\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 2 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Saved model: ../extracted_features/vgg16_knn_model.pkl\n"]}],"source":["# Train and evaluate each model\n","vgg16_results = {}\n","vgg16_best_models = {}\n","# Use tenumerate to track progress through models\n","for i, (model_name, param_grid) in tenumerate(param_grids.items(), desc=\"Training models\"):\n","    print(f\"\\n{'='*50}\")\n","    print(f\"Starting training for: {model_name} ({i+1}/{len(param_grids)})\")\n","    print(f\"{'='*50}\")\n","\n","    best_model, test_acc = train_and_evaluate_model(\n","        model_name,\n","        X_train_features_vgg16,\n","        y_train_augmented_vgg16,\n","        X_test_features_vgg16,\n","        y_test_confirmed_vgg16,\n","        param_grid\n","    )\n","    vgg16_results['VGG16 '+ model_name] = test_acc\n","    vgg16_best_models['VGG16 ' + model_name] = best_model\n","\n","    # Sauvegarder le modèle\n","    model_filename = f\"{save_path}/vgg16_{model_name.replace(' ', '_').lower()}_model.pkl\"\n","    joblib.dump(best_model, model_filename)\n","    print(f\"Saved model: {model_filename}\")"]},{"cell_type":"markdown","metadata":{"id":"FsiPVrajVDOb"},"source":["- ResNet50"]},{"cell_type":"code","execution_count":19,"metadata":{"id":"YevOnRh1SYfT","colab":{"base_uri":"https://localhost:8080/","height":1000,"referenced_widgets":["c3b3fbe1abac49c094d0e69b42b34631","1c50ce9f539d4e85a13b42205e325ebe","e83167fb99c04c12b18a7d1d0ba61a98","b262d153ea764dbdb61fc1be4b3101a4","53033703d8054767b884b72f83b777f0","85c2e0c978d4478589839689b1aaea5f","1bd027a2b8a545b69d54d733dc4bf94f","a65368c4cb6a40b6a5957d6eb024f15b","3c99710ca1cc4550bcb2aa3c669e359c","45dda36f0b5e44379411d5ac3c475da3","f671dd2dc914427cb922c31f6b3994f3"]},"executionInfo":{"status":"ok","timestamp":1747961660194,"user_tz":-120,"elapsed":2722453,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4c03b61e-5080-4b1d-e2e9-117a8d12d09e"},"outputs":[{"output_type":"display_data","data":{"text/plain":["Training models:   0%|          | 0/3 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"c3b3fbe1abac49c094d0e69b42b34631"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\n","==================================================\n","Starting training for: Random Forest (1/3)\n","==================================================\n","\n","Training Random Forest with 5-fold cross-validation...\n","Finding best parameters for Random Forest...\n","Fitting 5 folds for each of 12 candidates, totalling 60 fits\n","Best parameters: {'classifier__max_depth': 20, 'classifier__min_samples_split': 2, 'classifier__n_estimators': 200}\n","CV Accuracy: 0.9098\n","Evaluating on test set...\n","Test accuracy: 0.8354\n","\n","Classification Report:\n","              precision    recall  f1-score   support\n","\n","        Baby       0.83      0.68      0.75        22\n","      Beauty       0.86      0.86      0.86        22\n","   Computers       0.86      0.83      0.84        23\n","       Decor       0.78      0.61      0.68        23\n","   Furniture       0.76      0.96      0.85        23\n","     Kitchen       0.80      0.91      0.85        22\n","     Watches       0.96      1.00      0.98        23\n","\n","    accuracy                           0.84       158\n","   macro avg       0.84      0.84      0.83       158\n","weighted avg       0.84      0.84      0.83       158\n","\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 2 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Saved model: ../extracted_features/resnet50_random_forest_model.pkl\n","\n","==================================================\n","Starting training for: SVM (2/3)\n","==================================================\n","\n","Training SVM with 5-fold cross-validation...\n","Finding best parameters for SVM...\n","Fitting 5 folds for each of 12 candidates, totalling 60 fits\n","Best parameters: {'classifier__C': 10, 'classifier__gamma': 'scale', 'classifier__kernel': 'rbf'}\n","CV Accuracy: 0.9896\n","Evaluating on test set...\n","Test accuracy: 0.8608\n","\n","Classification Report:\n","              precision    recall  f1-score   support\n","\n","        Baby       0.75      0.68      0.71        22\n","      Beauty       0.86      0.82      0.84        22\n","   Computers       0.88      0.91      0.89        23\n","       Decor       0.77      0.87      0.82        23\n","   Furniture       0.81      0.91      0.86        23\n","     Kitchen       1.00      0.91      0.95        22\n","     Watches       1.00      0.91      0.95        23\n","\n","    accuracy                           0.86       158\n","   macro avg       0.87      0.86      0.86       158\n","weighted avg       0.87      0.86      0.86       158\n","\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 2 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Saved model: ../extracted_features/resnet50_svm_model.pkl\n","\n","==================================================\n","Starting training for: KNN (3/3)\n","==================================================\n","\n","Training KNN with 5-fold cross-validation...\n","Finding best parameters for KNN...\n","Fitting 5 folds for each of 12 candidates, totalling 60 fits\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/model_selection/_search.py:1108: UserWarning: One or more of the test scores are non-finite: [0.97870127 0.985708   0.94282729 0.96272663 0.90246994 0.94394852\n","        nan 0.98290609        nan 0.9635654         nan 0.94450717]\n","  warnings.warn(\n"]},{"output_type":"stream","name":"stdout","text":["Best parameters: {'classifier__metric': 'euclidean', 'classifier__n_neighbors': 3, 'classifier__weights': 'distance'}\n","CV Accuracy: 0.9857\n","Evaluating on test set...\n","Test accuracy: 0.8544\n","\n","Classification Report:\n","              precision    recall  f1-score   support\n","\n","        Baby       0.76      0.73      0.74        22\n","      Beauty       0.76      0.86      0.81        22\n","   Computers       0.84      0.91      0.88        23\n","       Decor       1.00      0.70      0.82        23\n","   Furniture       0.86      0.83      0.84        23\n","     Kitchen       0.91      0.95      0.93        22\n","     Watches       0.88      1.00      0.94        23\n","\n","    accuracy                           0.85       158\n","   macro avg       0.86      0.85      0.85       158\n","weighted avg       0.86      0.85      0.85       158\n","\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 2 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Saved model: ../extracted_features/resnet50_knn_model.pkl\n"]}],"source":["# Train and evaluate each model\n","resnet50_results = {}\n","resnet50_best_models = {}\n","# Use tenumerate to track progress through models\n","for i, (model_name, param_grid) in tenumerate(param_grids.items(), desc=\"Training models\"):\n","    print(f\"\\n{'='*50}\")\n","    print(f\"Starting training for: {model_name} ({i+1}/{len(param_grids)})\")\n","    print(f\"{'='*50}\")\n","\n","    best_model, test_acc = train_and_evaluate_model(\n","        model_name,\n","        X_train_features_resnet50,\n","        y_train_augmented_resnet50,\n","        X_test_features_resnet50,\n","        y_test_confirmed_resnet50,\n","        param_grid\n","    )\n","    resnet50_results['ResNet50 ' + model_name] = test_acc\n","    resnet50_best_models['ResNet50 ' + model_name] = best_model\n","\n","    # Sauvegarder le modèle\n","    model_filename = f\"{save_path}/resnet50_{model_name.replace(' ', '_').lower()}_model.pkl\"\n","    joblib.dump(best_model, model_filename)\n","    print(f\"Saved model: {model_filename}\")"]},{"cell_type":"markdown","metadata":{"id":"6PR42wZnVEwC"},"source":["- Saving performances"]},{"cell_type":"code","execution_count":20,"metadata":{"id":"W6NhcxAjU0Xg","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1747961660469,"user_tz":-120,"elapsed":270,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"9e21dbbd-7e8b-4f85-8719-e47a15730057"},"outputs":[{"output_type":"stream","name":"stdout","text":["Résultats combinés sauvegardés: ../extracted_features/../combined_model_results.pkl\n","\n","Résumé des performances de tous les modèles:\n","                    Model  Accuracy\n","4            ResNet50 SVM  0.860759\n","5            ResNet50 KNN  0.854430\n","0     VGG16 Random Forest  0.841772\n","1               VGG16 SVM  0.835443\n","3  ResNet50 Random Forest  0.835443\n","2               VGG16 KNN  0.708861\n"]}],"source":["# Combine results\n","all_results = {**vgg16_results, **resnet50_results}\n","# Save combined results\n","combined_results_filename = f\"{save_path}/../combined_model_results.pkl\"\n","joblib.dump(all_results, combined_results_filename)\n","print(f\"Résultats combinés sauvegardés: {combined_results_filename}\")\n","# Afficher un tableau de comparaison des résultats\n","results_df = pd.DataFrame([\n","    {'Model': model_name, 'Accuracy': acc}\n","    for model_name, acc in all_results.items()\n","]).sort_values('Accuracy', ascending=False)\n","print(\"\\nRésumé des performances de tous les modèles:\")\n","print(results_df)"]},{"cell_type":"markdown","metadata":{"id":"VM2Ae0jugjVQ"},"source":["# 9) Compare results\n"]},{"cell_type":"code","execution_count":21,"metadata":{"id":"fe4dHhHcWHcg","executionInfo":{"status":"ok","timestamp":1747961660813,"user_tz":-120,"elapsed":338,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["# Load combined results\n","all_results = joblib.load(f\"{save_path}/combined_model_results.pkl\")\n","# Create a DataFrame with all results\n","results_df = pd.DataFrame([\n","    {'Model': model_name,\n","     'Clean Model Name': model_name.replace('VGG16 ', '').replace('ResNet50 ', ''),\n","     'Feature Extractor': 'VGG16' if 'VGG16' in model_name else 'ResNet50',\n","     'Accuracy': acc}\n","    for model_name, acc in all_results.items()\n","])\n","\n","# Pivot the DataFrame to display VGG16 and ResNet50 side by side\n","pivot_df = results_df.pivot(index='Clean Model Name', columns='Feature Extractor', values='Accuracy')\n","# Add a difference column\n","pivot_df['Difference'] = pivot_df['ResNet50'] - pivot_df['VGG16']\n"]},{"cell_type":"code","execution_count":22,"metadata":{"id":"Kuc0D9pEjbDm","executionInfo":{"status":"ok","timestamp":1747961660821,"user_tz":-120,"elapsed":5,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["def highlight_cells(val, df):\n","    \"\"\"\n","    Colorie les cellules selon leur valeur :\n","    - Maximum entre ResNet50 et VGG16 en vert\n","    - Minimum entre ResNet50 et VGG16 en rouge clair\n","    - Différences positives en vert clair\n","    - Différences négatives en rouge clair\n","    \"\"\"\n","    if pd.isna(val):\n","        return ''\n","\n","    # Traitement spécial pour la colonne de différence\n","    if 'Difference' in df.columns:\n","        if df.columns[-1] == 'Difference' and df.iloc[:, -1].equals(pd.Series([val])):\n","            if val > 0:\n","                return 'background-color: lightgreen'\n","            elif val < 0:\n","                return 'background-color: lightcoral'\n","            return ''\n","\n","    # Ne considérer que les colonnes ResNet50 et VGG16 pour le max/min\n","    model_cols = [col for col in df.columns if col in ['ResNet50', 'VGG16']]\n","\n","    if len(model_cols) > 0:\n","        all_values = df[model_cols].values.flatten()\n","        max_val = max(all_values)\n","        min_val = min(all_values)\n","\n","        if val == max_val:\n","            return 'background-color: green; color: white; font-weight: bold'\n","        elif val == min_val:\n","            return 'background-color: lightcoral'\n","\n","    return ''\n","\n","def format_model_comparison(df, format_as_percent=True):\n","    \"\"\"\n","    Formate un DataFrame de comparaison de modèles avec surlignage\n","    des valeurs max/min et des différences\n","    \"\"\"\n","    # Créer une copie pour éviter les modifications sur l'original\n","    styled_df = df.copy()\n","\n","    # Appliquer le formatage\n","    if format_as_percent:\n","        format_dict = {col: '{:.2%}' for col in df.columns}\n","    else:\n","        format_dict = {col: '{:.4f}' for col in df.columns}\n","\n","    return styled_df.style.applymap(lambda x: highlight_cells(x, df)).format(format_dict)\n","\n","# Exemple d'utilisation\n","# styled_results = format_model_comparison(pivot_df, format_as_percent=False)\n","# display(styled_results)"]},{"cell_type":"code","execution_count":23,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":210},"executionInfo":{"elapsed":254,"status":"ok","timestamp":1747961661078,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"1Gha9LW9jbwa","outputId":"c5e6f767-6355-4c9b-f50b-590ad177ed61"},"outputs":[{"output_type":"stream","name":"stderr","text":["<ipython-input-22-af42055a197a>:50: FutureWarning: Styler.applymap has been deprecated. Use Styler.map instead.\n","  return styled_df.style.applymap(lambda x: highlight_cells(x, df)).format(format_dict)\n"]},{"output_type":"display_data","data":{"text/plain":["<pandas.io.formats.style.Styler at 0x781347b6ac10>"],"text/html":["<style type=\"text/css\">\n","#T_3f5d1_row0_col1 {\n","  background-color: lightcoral;\n","}\n","#T_3f5d1_row2_col0 {\n","  background-color: green;\n","  color: white;\n","  font-weight: bold;\n","}\n","</style>\n","<table id=\"T_3f5d1\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th class=\"index_name level0\" >Feature Extractor</th>\n","      <th id=\"T_3f5d1_level0_col0\" class=\"col_heading level0 col0\" >ResNet50</th>\n","      <th id=\"T_3f5d1_level0_col1\" class=\"col_heading level0 col1\" >VGG16</th>\n","      <th id=\"T_3f5d1_level0_col2\" class=\"col_heading level0 col2\" >Difference</th>\n","    </tr>\n","    <tr>\n","      <th class=\"index_name level0\" >Clean Model Name</th>\n","      <th class=\"blank col0\" >&nbsp;</th>\n","      <th class=\"blank col1\" >&nbsp;</th>\n","      <th class=\"blank col2\" >&nbsp;</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th id=\"T_3f5d1_level0_row0\" class=\"row_heading level0 row0\" >KNN</th>\n","      <td id=\"T_3f5d1_row0_col0\" class=\"data row0 col0\" >0.8354</td>\n","      <td id=\"T_3f5d1_row0_col1\" class=\"data row0 col1\" >0.7215</td>\n","      <td id=\"T_3f5d1_row0_col2\" class=\"data row0 col2\" >0.1139</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_3f5d1_level0_row1\" class=\"row_heading level0 row1\" >Random Forest</th>\n","      <td id=\"T_3f5d1_row1_col0\" class=\"data row1 col0\" >0.8481</td>\n","      <td id=\"T_3f5d1_row1_col1\" class=\"data row1 col1\" >0.8354</td>\n","      <td id=\"T_3f5d1_row1_col2\" class=\"data row1 col2\" >0.0127</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_3f5d1_level0_row2\" class=\"row_heading level0 row2\" >SVM</th>\n","      <td id=\"T_3f5d1_row2_col0\" class=\"data row2 col0\" >0.8608</td>\n","      <td id=\"T_3f5d1_row2_col1\" class=\"data row2 col1\" >0.8165</td>\n","      <td id=\"T_3f5d1_row2_col2\" class=\"data row2 col2\" >0.0443</td>\n","    </tr>\n","  </tbody>\n","</table>\n"]},"metadata":{}}],"source":["# Pour votre pivot_df actuel (VGG16 vs ResNet50)\n","styled_pivot = format_model_comparison(pivot_df, format_as_percent=False)\n","display(styled_pivot)\n"]},{"cell_type":"code","execution_count":24,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":824},"executionInfo":{"elapsed":641,"status":"ok","timestamp":1747961661723,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"yL6YqlX4XbnH","outputId":"d0b2455b-c9ff-4984-9cfa-55cc67455c59"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1500x800 with 0 Axes>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1500x800 with 1 Axes>"],"image/png":"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QDq2cEB34TL3xxht56aWXkiSlUqmJuwGA1qVcLmf69Om5+OKLkyS33357BgwYkAULFjRtYwDQysyYMSPdu3fP3nvvnRdffFGQDq2cEB34zCxdujT77LNPhgwZkqlTpzZ1OwDQ6tTX1+fyyy/Ptddem2OOOSZHHnlkDj300HTu3LmpWwOAVuWll17Keuutl3XWWSeHHXZYpkyZIkiHVqxUdZ4C8Bl68MEH079//+y7774566yz0rNnz6ZuCQBalSVLluTII4/Mr3/963z729/OrbfemiRpaGhITU1NE3cHAK3Dm2++mX79+qVnz57p2LFjHnnkkdxxxx3p1atXKpVKymX3rUJr4nc08JmoVCqpVCrZe++9c8cdd2TcuHH5wQ9+kBdeeKGpWwOAVmHFvTG1tbXp0qVL9t9//7z22msZOXJkkqSmpiYNDQ1N2SIAtHiVSiXVajUbbbRRhg8fnldeeSV77rlnevTokSOOOCLPPfecO9KhFRKiA5+qmTNn5rnnnkt9fX3jd+L32GOP3HnnnRk3blxGjBghSAeAf1K1Wk2pVMqTTz6Z119/Pddff31uu+22fOlLX8ovf/nLVYL0JHn77bebsl0AaHFmzJjRGJCveL5X7969s+GGG2azzTbLD3/4w3Tr1m2VIN03r6H1EKIDn5rXXnst3bt3T+/evXP00Ufn5JNPzmOPPZY5c+Zkr732ytixYzNhwoT88Ic/zJ///OembhcAWqQVAfovfvGLHHzwwbn00kvzzjvvpEuXLjnjjDOy884755577sm5556bJDn77LNz4oknZtmyZU3cOQC0DNOnT8/WW2+dPn36ZOTIkbn++uuTJL169Urv3r0zfPjwbLfddvmf//mfbLnllunfv3/+9Kc/OUYNWhEhOvCJW/Fx8vnz52eXXXZJkvTo0SPPPPNMBgwYkO222y7f+9738s477+Taa6/NfffdlyuvvDLPPPNMU7YNAC1SqVTKb37zmxx99NEZOXJkhg4dmvXXXz9JsvHGG+ess87KV77ylVxzzTXp1atXxowZk9NOOy3t2rVr4s4BoGV4+eWX06NHj5RKpbz11lu56qqr0rdv3/ziF7/IUUcdle7du2fChAnZZZddMnz48HTu3DnHH3986urq4lGE0Dp4sCjwiVu6dGnat2+f5cuX5/nnn88JJ5yQSqWSBx54IHPnzs3tt9+exx57LPfdd1/22WefjB07NvX19Rk0aFAuvPDC1NbWNvUIANBi1NXV5fjjj8+GG26Y888/P4sWLcqMGTNy4403pnv37jnkkEPSqVOnPProo5k6dWoOPPDAbL311k3dNgA0ey+++GLuvPPODBs2LPfdd19GjBiR9u3b56677sqoUaMyZcqUTJ48OQsXLszAgQMzZsyYJMnjjz+eTTfdNN26dWviCYBPihAd+ETNnj07O+64Y2655Zbsvffeqa+vz/PPP58jjzwya621ViZOnJhOnTqlvr4+c+fOzaRJk/LQQw9l0qRJufHGG9OrV6+mHgEAWpTly5dn//33z4YbbphLL700Z511Vl566aXMmjUrCxYsyL/8y7/k4osvbuo2AaBFqVQqOf/883PppZfmD3/4Q7p27Zpx48bl1FNPzfbbb5877rgjSfLTn/40N910U44//vgcc8wxTdw18GkRogOfqFmzZuXEE0/M/fffn7Fjx2aPPfZIQ0NDnnvuuRx99NFJkocffjidOnVa5X2LFi3K2muv3RQtA0CLsuIM9JXde++9+dd//dfU19fngAMOyOGHH57+/fvnxz/+ce6+++5MnDgx7du3b6KOAaBlmjx5cvbbb79cdtllGTBgQJYuXZrf/e53GTx4cLp3755x48YlSd5555107dq1ibsFPk1CdOAT99prr2XYsGG5/fbbc//99zcG6c8//3yOPvrolEqlTJo0KZ06dcry5cvTtm3b1QYCAMCqVuyXDz/8cCZNmpQ5c+Zkv/32y0EHHZRZs2Zl2rRp+cpXvtK47rvf/W7eeOON3HDDDUJ0APgYBg0alIkTJ2b8+PHZZJNNUldXl/Hjx+fUU0/NZpttlgkTJiRJ6uvr06ZNmybuFvi0eLAo8E9bvHhxlixZ0vjzzTffPD/84Q/zrW99K3379s3DDz+cmpqabLvttrnppptSU1OT3r1757333kvbtm2TRIAOAB9BqVTKXXfdlUMPPTSPPPJI5s+fn0MOOSTDhg1L165d85WvfCVJ8qc//SnDhw/P9ddfnzPPPFOADgD/gEql0vjjgw8+OEuXLs0zzzyTJKmtrc0BBxyQUaNG5a233squu+6aJAJ0aOWE6MA/5aWXXsq+++6bI444Ivfcc08efvjhJMnnPve5jBkzJt/85jfTt2/f/P73v28M0q+++up069Ytb731VhN3DwAty9SpUzNkyJCce+65ueeee3LJJZc0/qW9Xbt2SZJnnnkmo0aNyq9+9as8+OCD2X777ZuyZQBoEWbPnp2nn346SVIufxCXHXzwwenWrVvOO++8xlrbtm1zwAEHZMSIEalWq5kxY8Zn3S7wGXOcC/CxzZ07NyNGjMill17aGJDPmzcvX/jCF7Lzzjvn2GOPzbvvvpvrr78+V155ZR5++OF8+ctfTkNDQxoaGlJbW9vUIwBAizJ58uScfvrpefDBB/PKK69k7733ziGHHJIrr7wySTJz5sx069YtTzzxRDbZZJNsttlmTdwxADR/CxcuzI477phyuZxdd901w4YNS7du3Rqf5TV27NicdNJJGTNmTA488MBUKpWUy+UsX748dXV1nu8FawAhOvCxvPDCCxk+fHgGDx6cG2+8MbNnz06vXr1y9NFH5+qrr87DDz+c119/Peuuu2569+6dsWPHZsGCBXn66afdEQcAH9GKs83HjRuXLl26pKGhIUcffXRuueWW9O/fP/vvv39++tOfpqamJg8++GAuuOCCXHnllcJzAPiIXn311TzzzDN54403UlNTkwsvvDANDQ3p0aNHzjjjjPTp0ydt2rTJbrvtlr322iuXXHJJktU/6BtovRznAnwsjz76aGbNmpU999wzgwcPzvrrr58HHnggU6ZMyUUXXZTJkyfnhhtuyJAhQxrD9OSDj5oDAH9fqVTK73//+3zzm9/M1KlT06NHj3zxi19M3759s9tuu+XKK69s/Mj5b3/72yxevNheCwAf0Z/+9Kfsv//+ufbaa7PNNtvkO9/5Tp577rkMHjw4tbW1jUeX3n333RkyZEhuuOGGxrPRBeiwZvHUA+BjmT17durr69PQ0JCePXtm+PDhOffcc3PxxRfn7bffzqBBg/LVr341SdK/f//U1dVl8eLF2WSTTZq4cwBoOaZPn5777rsvw4cPz7/9278lSb7+9a9n2rRpqa2tzZ///OcsWbIk//u//5uf/exneeihh7L++us3cdcA0Py98MIL2XvvvXPCCSfklFNOyaabbpokqampycknn5yTTz45d955Z8aNG5d///d/z4YbbpiFCxdmwoQJ2W677VY5Nx1o/fyOBz6ypUuXNv64vr4+6667bmpqalKpVPL5z38+w4cPzxe/+MXcfPPN+elPf9q4tm3btuncubMAHQD+AS+88EL69++fm2++ufETXUly/PHH59hjj8306dOz/fbb57jjjsuECRPywAMPZLvttmvCjgGgZVi6dGnOPvvsHHXUURk5cmRjgL58+fLMnDkzL7zwQpLkW9/6Vi666KJMmTIlBx98cHbfffd87WtfE6DDGsjveuAjef311zNgwICMHz8+SdLQ0JCuXbsmef8suBVB+tChQ7PtttvmpptuyqhRo5Ikbdr40AsA/KN69uyZXXbZJQsXLmx8tsgKp556au6555488sgjueeeezJu3Lj06dOn6ZoFgBakTZs2mT17dnr27NlYGzt2bP7rv/4rvXv3zsEHH5y+ffumWq2mQ4cO6d69ey6++OKMHz8+22yzTRN2DjQVITrwkSxbtiyvvfZaLrroovzxj39MXV1damtrk7z/cbcV34nfZpttcskll2SDDTbIgw8+mHnz5jVl2wDQYlSr1Q/VLr744nznO9/JSy+9lJ/85CeZP39+42udOnXKrrvumi222KLxG9sAwN+3ePHizJkzJ88++2ymTp2akSNH5rvf/W5mzpyZH/zgBznzzDMzc+bMnHbaaUmSSqWStm3bpkOHDk3cOdBUStXV/WkdYDVefvnlDBo0KGuvvXamT5+earWa3r17p1wup1wuZ9myZSmVSllrrbXyxhtv5PLLL8/mm2/e1G0DQLNXrVZTKpXy+OOP5+GHH05tbW26d++eQw45JMn7d55PnDgxhx12WE455ZR06dKl8T0AwD/u/vvvT79+/bLZZptl7ty5ueCCC/LVr341W2+9dZYvX56vfe1r2WSTTXLdddc1datAM+CMBeAj23rrrfOTn/wkgwcPztSpU9OuXbvssssumTZtWkqlUjp27Jjly5fn7bffzqhRowToAPARrAjD77zzzgwcODB9+vTJ/Pnz8/zzz+eUU07J6NGjM2rUqAwePDj33ntvFi1alGHDhqVz585N3ToAtFh9+/bNtGnT8tZbb+Vzn/vcKg/mrqmpSefOndOtW7fGT4r5xjWs2dyJDvzDXn755Xzve99LXV1dRo0a5SFmAPAPqFQqH3og2csvv5y99torZ511Vk488cTMmzcv48aNy7HHHpsTTzwxF154YZLkhBNOyIsvvpjbb799lb/sAwCfjLq6uvzgBz/INddck4kTJ6ZHjx5N3RLQDAjRgY/lxRdfzH/+538mSc4444zsueeeja/5eDkArN6KAP1Pf/pTZs2alX79+iVJHn/88QwYMCATJkxY5ZNcN998c4477rj8+te/Tt++fZMkb731VjbccMMm6R8AWrMbb7wxf/jDH3LbbbflN7/5Tb70pS81dUtAM+HBosDHss022+TSSy9N27Zt81//9V95/PHHG18ToAPAh60I0J999tnssMMOmTx5cuNrHTp0yCuvvJIXX3wxyQcPGd1nn32yySab5I033mhcK0AHgE/e1KlTc/XVV2fmzJl54IEHBOjAKpyJDnxsPXr0yAUXXJCzzjorm2yySVO3AwDN1ooA/emnn84ee+yR4cOH56yzzmp8vWfPnjnooIMyZsyYdOnSJTvuuGOSZP311896662X5cuXN1XrALBG+MIXvpDbbrst7dq189wR4EMc5wL80+rq6lJbW9vUbQBAszZ16tTssMMOOfvsszN8+PDG+q9//evss88+mTBhQkaPHp3OnTvn+OOPT/fu3XPDDTfk2muvzeTJk7Pllls2XfMAALAGcyc68E8ToAPA37Z06dJ8//vfT8eOHbP77rs31n/0ox/liiuuyPjx43PooYemUqnklltuyWGHHZZtttkm9fX1GTt2rAAdAACakDvRAQDgM/DAAw/ksssuy7x583Leeeflsccey/e///3cdNNNOfDAAxvXLV++PK+++moaGhrStWvXbLDBBk3YNQAAIEQHAIDPyEMPPZTRo0fn+eefz/Tp0zNx4sTstttujQ8SLZVKqVarHtINAADNiONcAADgU7YiGN9rr71SLpfz4x//OGuvvXYWLVqU5IPwfMWPAQCA5sOd6AAA8BlY+Q7zSZMmZdSoUVm4cGFOP/30HHTQQR9aAwAANA9CdAAA+IysHJKvONpl8eLFOfnkk3PooYc2cXcAAMDqlJu6AQAAaM1Wvmdl5WNb9tprr5x22mmpr6/PNddc03i0CwAA0Ly4Ex0AAD4hK+40/8tf/pK5c+dm++23T9u2bQvXJcmjjz6abt26ZfPNN/+s2wUAAD4CIToAAHyC7rrrrpx00kkpl8vp3LlzRo4cmf333z9rr732Kuucfw4AAC2D41wAAOATUK1WM2vWrPzoRz/KmWeemd/+9rfp1atXhg4dmltvvTXvvffeKusF6AAA0DII0QEA4J+w4oOd1Wo16667bvbcc88MHDgw22+/fe68887svvvuOf/883Pbbbd9KEgHAACavzZN3QAAALRkpVIp9957b6677rrMmDEj7du3T319fePr1113XY455phcdNFFWbp0af7v//2/HzraBQAAaL7ciQ4AAP+Exx57LIceemjWXXfd1NTU5Nlnn83555+fefPmNa65/vrrs8022+T6669fJWAHAACaPw8WBQCAj2nq1Km566670q5duwwZMiRJMmTIkPz+97/PN77xjZxyyinp3Llz4/pZs2Zl0003bap2AQCAj8Gd6AAA8DFMmzYtJ5xwQi655JK0a9eusT569Oh85Stfyd13350xY8ascke6AB0AAFoeIToAAHwMW2yxRfr27Zv27dvnl7/8ZRYtWtT42ujRo7Pvvvvm6quvztVXXx0f/gQAgJbLcS4AAPARVKvVlEqlVWr19fW56KKLcsstt2SPPfbIueeem3XWWafx9TPOOCPHHXdcunfv/lm3CwAAfEKE6AAA8HesCNAfeeSRTJw4MfX19dluu+3yf/7P/0lDQ0MuvPDC/OIXv8iXv/zljBw5cpUgHQAAaNkc5wIAAH9HqVTKnXfemX79+uV3v/tdfvOb3+Rb3/pWTjzxxCxbtiynnXZavvGNb+TZZ5/NKaecknfffbepWwYAAD4hbZq6AQAAaO7+8pe/ZMiQIbngggvyH//xH6lUKhk3bly+9a1vpVwuZ8yYMTn99NOzZMmSPP7441m0aFE6derU1G0DAACfAMe5AADASn72s5+ld+/e2W233RrPQJ8yZUoOO+yw/OpXv8q2226bSqWScrmce++9N9/4xjfy61//OgcddFAaGhoyf/78dO3atYmnAAAAPimOcwEAgL+qVqsZMWJEjj322Dz55JNZcb9JqVTKtGnTMnPmzMZ11Wo1++yzT3r16pVp06YlSWpqagToAADQygjRAQAgHzw8dNq0aWnfvn0GDhyYP/zhD6mvr88Xv/jF9O/fPyNGjMjkyZNTU1OTUqmUtdZaKx06dEi57I/VAADQWvnTPgAA5P27zZctW5ba2tpMmjQpS5YsyX//93/nySefTJIcd9xxWXfddTNo0KD88pe/zKOPPprhw4fnlVdeSb9+/Zq4ewAA4NPiwaIAAJD370Rv165d/vd//zcPPPBAunXrlokTJ+bEE0/M1VdfnX333TflcjnXXXddDj/88Gy99dYpl8sZP358ttpqq6ZuHwAA+JR4sCgAAPzVpEmT0q9fv1x66aXp3bt3li9fnuOOOy41NTW58cYb86UvfSlJMm3atLRp0yZrr722M9ABAKCVE6IDAMBfjR49OrfffnseeuihtG3bNkmycOHC7LzzzunYsWN++tOf5stf/nLatPGBTgAAWFM4Ex0AgDXeivtKFixYkPnz5zcG6EuWLMk666yTSy65JE899VSOP/74PPvss03ZKgAA8BkTogMAsMYrlUpJkm9/+9t5/fXXM3LkyCTJWmutlSSpra3N17/+9bRr1y5dunRpqjYBAIAm4HOoAACscarVakqlUp5++un8+c9/Ts+ePbPlllvmi1/8YoYOHZqf//znqVQqOeOMM/Lee+/ld7/7Xbp3754777zTUS4AALCGcSY6AABrpLvuuisDBw7MBhtskHnz5uWoo47K4MGDs+GGG+ayyy7Lueeem65du6Zjx4557bXXcv/99zc+WBQAAFhzCNEBAFhjrLgDfebMmTn55JPz9a9/PUcffXSuu+663Hjjjdlqq60yYsSIfP7zn88rr7ySe+65J507d85ee+2VrbfeuqnbBwAAmoAQHQCANcof/vCH3HDDDXn99ddz1VVXZf3110+S3HDDDbniiivSvXv3DB06NNtvv30TdwoAADQHHiwKAMAaZfz48bntttvy2GOPZf78+Y31AQMG5D/+4z/y+uuv58wzz8xzzz3XdE0CAADNhhAdAIA1yvDhw3POOedkrbXWyujRozN9+vTG1wYMGJCjjz46y5cvT5cuXZquSQAAoNlwnAsAAK3WijPQFy9enEqlko4dOza+dt555+W2227LPvvsk+9973vZYostGl9bsGBBOnfu3BQtAwAAzUybpm4AAAA+DSsC9HvvvTc///nPM2XKlHzzm9/M3nvvnYMPPjhDhw5NpVLJ7bffnjZt2uSkk07KlltumSQCdAAAoJEQHQCAVqlUKuWee+5J//79M2TIkBx44IG544478tBDD2X+/Pk56qijMmzYsNTU1OTyyy9PbW1tvv/976dNG39EBgAAPuA4FwAAWqWpU6fm8MMPz6BBg3LCCSdkyZIl+dznPpf11lsvXbp0yeDBg3PkkUcmSS666KIcdthh6d69exN3DQAANDceLAoAQItWdE/IWmutlUMOOSRHHHFEXnvttfTu3TtHHHFEbr755rz11ls577zzcvXVVydJBg8eLEAHAABWy53oAAC0WJVKJeVyOe+8807efPPNNDQ0ZLvttkuSNDQ0ZO7cudlggw1ywgkn5L333ssVV1yRTp065aijjsqkSZOy44475oYbbsg666yTUqnUxNMAAADNkQMfAQBokVYE6FOmTMmxxx6bOXPmpFqt5oADDshVV12VmpqabLDBBkneP9plp512SqdOnZIknTp1yqmnnpr+/ft7iCgAAPA3Oc4FAIAWZ0WA/swzz2S33XbLXnvtlWuvvTZf+9rXcv311+fyyy9P8v7d6IsXL84WW2yRqVOn5qqrrsrQoUPzq1/9KkcccUQ22mijJp4EAABo7oToAAC0OOVyOS+//HJ22223DB48OBdeeGH22WefnHrqqUmSV155JUlSU1OTDh065F//9V9TX1+f888/P/fee2/uvffebLbZZk05AgAA0EI4zgUAgBanUqnkmmuuSadOndK1a9fG+q233prly5fnpZdeysUXX5z11lsv3/72t3PAAQdk3333zdy5c1NTU5P111+/CbsHAABaEg8WBQCgRZo1a1bOP//8PPbYYznmmGPy7rvv5sc//nFOPvnk9OnTJzfddFNmzpyZN954I1/4whfyve99L1//+tebum0AAKCFEaIDANBizZ49Oz/60Y8yfvz4vPLKKxk7dmz69u2bJKmvr0+bNm1y2WWX5Y9//GNOO+209OrVq4k7BgAAWhohOgAALdqbb76Zc889NxMnTsyAAQMaz0Wvq6tLbW1tkg8CdQAAgH+Uv0kAANCibbTRRhk2bFgqlUpuv/321NfXZ+jQoamtrW0MzwXoAADAx+VOdAAAWoUVR7s89dRT+epXv5oRI0Y0dUsAAEArUG7qBgAA4JOw8cYb54wzzkiPHj3yyCOP5J133mnqlgAAgFbAnegAALQqb775ZpL3j3kBAAD4ZwnRAQAAAACggONcAAAAAACggBAdAAAAAAAKCNEBAAAAAKCAEB0AAAAAAAoI0QEAAAAAoIAQHQAAAAAACgjRAQAAAACggBAdAAAAAAAKCNEBAAAAAKCAEB0AAAAAAAoI0QEAAAAAoMD/D5akk3igEWnCAAAAAElFTkSuQmCC\n"},"metadata":{}}],"source":["# Créer également la visualisation graphique\n","plt.figure(figsize=(15, 8))\n","models_list = pivot_df.index.tolist()\n","# Créer le graphique à barres groupées\n","x = np.arange(len(models_list))\n","width = 0.35\n","fig, ax = plt.subplots(figsize=(15, 8))\n","rects1 = ax.bar(x - width/2, pivot_df['VGG16'], width, label='VGG16', color='royalblue')\n","rects2 = ax.bar(x + width/2, pivot_df['ResNet50'], width, label='ResNet50', color='darkorange')\n","# Ajouter des étiquettes, un titre et une légende\n","ax.set_ylabel('Accuracy', fontsize=12)\n","ax.set_title('Performance comparison: VGG16 vs ResNet50', fontsize=14)\n","ax.set_xticks(x)\n","ax.set_xticklabels(models_list, rotation=45, ha='right')\n","ax.legend()\n","ax.grid(axis='y', linestyle='--', alpha=0.7)\n","# Ajouter les valeurs sur les barres\n","def autolabel(rects):\n","    for rect in rects:\n","        height = rect.get_height()\n","        ax.annotate(f'{height:.4f}',\n","                    xy=(rect.get_x() + rect.get_width()/2, height),\n","                    xytext=(0, 3),  # 3 points vertical offset\n","                    textcoords=\"offset points\",\n","                    ha='center', va='bottom')\n","autolabel(rects1)\n","autolabel(rects2)\n","fig.tight_layout()\n","plt.savefig(f\"{save_path}/model_comparison_grouped.png\")\n","plt.show()"]},{"cell_type":"code","execution_count":25,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":7,"status":"ok","timestamp":1747961661732,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"g6k8iYobXmAn","outputId":"6d5df30e-fbb2-44b0-fd3e-85f306998826"},"outputs":[{"output_type":"stream","name":"stdout","text":["\n","Best overall model: ResNet50 SVM\n","Accuracy: 0.8608\n","\n","Best models by feature extractor:\n","Feature Extractor               Model  Accuracy\n","         ResNet50        ResNet50 SVM  0.860759\n","            VGG16 VGG16 Random Forest  0.835443\n","\n","Performance distribution:\n","                      min     max    mean     std\n","Feature Extractor                                \n","ResNet50           0.8354  0.8608  0.8481  0.0127\n","VGG16              0.7215  0.8354  0.7911  0.0610\n"]}],"source":["# Identify the best global model\n","best_model_row = results_df.loc[results_df['Accuracy'].idxmax()]\n","print(f\"\\nBest overall model: {best_model_row['Model']}\")\n","print(f\"Accuracy: {best_model_row['Accuracy']:.4f}\")\n","# Create a summary of the best models by extractor\n","best_by_extractor = results_df.loc[results_df.groupby('Feature Extractor')['Accuracy'].idxmax()]\n","print(\"\\nBest models by feature extractor:\")\n","print(best_by_extractor[['Feature Extractor', 'Model', 'Accuracy']].to_string(index=False))\n","# Display performance distribution by extractor\n","print(\"\\nPerformance distribution:\")\n","print(results_df.groupby('Feature Extractor')['Accuracy'].agg(['min', 'max', 'mean', 'std']).round(4))"]},{"cell_type":"code","execution_count":26,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":210},"executionInfo":{"elapsed":3,"status":"ok","timestamp":1747961661737,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"8RdrRzLVkcoN","outputId":"6445ccd3-4c44-4f6b-b521-6bd4b07860a0"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["Model                ResNet50 SVM\n","Clean Model Name              SVM\n","Feature Extractor        ResNet50\n","Accuracy                 0.860759\n","Name: 4, dtype: object"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>4</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Model</th>\n","      <td>ResNet50 SVM</td>\n","    </tr>\n","    <tr>\n","      <th>Clean Model Name</th>\n","      <td>SVM</td>\n","    </tr>\n","    <tr>\n","      <th>Feature Extractor</th>\n","      <td>ResNet50</td>\n","    </tr>\n","    <tr>\n","      <th>Accuracy</th>\n","      <td>0.860759</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> object</label>"]},"metadata":{},"execution_count":26}],"source":["best_model_row"]},{"cell_type":"markdown","metadata":{"id":"gu6XMeXkgrEb"},"source":["# 10) Load the best model"]},{"cell_type":"code","execution_count":27,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":8,"status":"ok","timestamp":1747961661747,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"ILweonPflfLv","outputId":"1c432c17-402e-473b-9507-5b3e4bb2aad8"},"outputs":[{"output_type":"stream","name":"stdout","text":["\n","Best model : ResNet50 SVM with an accuracy of 0.8608\n"]}],"source":["# Trouver le modèle avec la meilleure accuracy\n","best_model_name = max(all_results, key=all_results.get)\n","best_accuracy = all_results[best_model_name]\n","\n","best_model_path = f\"{save_path}/{best_model_name.replace(' ', '_').lower()}_model.pkl\"\n","\n","print(f\"\\nBest model : {best_model_name} with an accuracy of {best_accuracy:.4f}\")"]},{"cell_type":"code","source":["best_model = joblib.load(best_model_path)\n","print(f\"Loaded model from {best_model_path}\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"F8CAFb-tGYtc","executionInfo":{"status":"ok","timestamp":1747961661764,"user_tz":-120,"elapsed":15,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"18a616f9-b55f-4aab-861b-acf96cab5cf7"},"execution_count":28,"outputs":[{"output_type":"stream","name":"stdout","text":["Loaded model from ../extracted_features/resnet50_svm_model.pkl\n"]}]},{"cell_type":"code","source":["best_model.get_params()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"tDG5O-bwG3dK","executionInfo":{"status":"ok","timestamp":1747961661776,"user_tz":-120,"elapsed":10,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"5d922b29-0843-425b-f7bc-1b5421b02962"},"execution_count":29,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'memory': None,\n"," 'steps': [('scaler', StandardScaler()),\n","  ('classifier', SVC(C=10, probability=True, random_state=42))],\n"," 'transform_input': None,\n"," 'verbose': False,\n"," 'scaler': StandardScaler(),\n"," 'classifier': SVC(C=10, probability=True, random_state=42),\n"," 'scaler__copy': True,\n"," 'scaler__with_mean': True,\n"," 'scaler__with_std': True,\n"," 'classifier__C': 10,\n"," 'classifier__break_ties': False,\n"," 'classifier__cache_size': 200,\n"," 'classifier__class_weight': None,\n"," 'classifier__coef0': 0.0,\n"," 'classifier__decision_function_shape': 'ovr',\n"," 'classifier__degree': 3,\n"," 'classifier__gamma': 'scale',\n"," 'classifier__kernel': 'rbf',\n"," 'classifier__max_iter': -1,\n"," 'classifier__probability': True,\n"," 'classifier__random_state': 42,\n"," 'classifier__shrinking': True,\n"," 'classifier__tol': 0.001,\n"," 'classifier__verbose': False}"]},"metadata":{},"execution_count":29}]},{"cell_type":"markdown","metadata":{"id":"DBbU5rlSgyt4"},"source":["# 11) Function to predict on new images\n"]},{"cell_type":"code","execution_count":30,"metadata":{"id":"swQDPdxAtlnY","executionInfo":{"status":"ok","timestamp":1747961661783,"user_tz":-120,"elapsed":6,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["from tensorflow.keras.applications import ResNet50\n","from tensorflow.keras.applications.resnet50 import preprocess_input as resnet_preprocess"]},{"cell_type":"code","execution_count":31,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":18,"status":"ok","timestamp":1747961661803,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"ciThEmARskqe","outputId":"e3c48a31-a259-41a6-e15b-a051bbf0af7d"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['RIDEAU-OCCULTANT-UNI.png',\n"," 'vezuvio-tasse-a-cafe-2.jpg',\n"," 'PC-de-bureau-Asus-Pro-D340MF.jpg',\n"," 'mic-wired-dpa-handle-black.jpg',\n"," 'meuble-2-tiroirs-2-portes.jpg',\n"," 'creme-visage-anti-age.webp']"]},"metadata":{},"execution_count":31}],"source":["images_folder_path = '../../test_images/'\n","images_paths = os.listdir(images_folder_path)\n","images_paths"]},{"cell_type":"code","execution_count":32,"metadata":{"id":"aMmpLoYYgz5r","executionInfo":{"status":"ok","timestamp":1747961661842,"user_tz":-120,"elapsed":38,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["def predict_image_category(image_path, model, feature_extractor, preprocess_func, img_size=(224, 224)):\n","    \"\"\"\n","    Predict the category of a new image using the trained model\n","    \"\"\"\n","    # Extract features from the image\n","    print(f\"Processing image: {image_path}\")\n","    img = load_img(image_path, target_size=img_size)\n","    img_array = img_to_array(img)\n","    x = np.expand_dims(img_array, axis=0)\n","    x = preprocess_func(x)\n","\n","    # Use the feature extractor\n","    feature_model = feature_extractor(weights='imagenet', include_top=False, pooling='avg')\n","    features = feature_model.predict(x, verbose=0)\n","\n","    # Reshape for prediction\n","    features = features.reshape(1, -1)\n","\n","    # Predict\n","    prediction = model.predict(features)\n","\n","    return prediction[0]"]},{"cell_type":"code","execution_count":33,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":5,"status":"ok","timestamp":1747961661849,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"ZxnX3q4hqNJa","outputId":"2574bfff-c4fe-4e3b-98d4-8ec8dfa783a9"},"outputs":[{"output_type":"stream","name":"stdout","text":["Classes prédites par le modèle: ['Baby' 'Beauty' 'Computers' 'Decor' 'Furniture' 'Kitchen' 'Watches']\n"]}],"source":["# For some scikit-learn models\n","if hasattr(best_model, 'classes_'):\n","    classes = best_model.classes_\n","    print(\"Classes prédites par le modèle:\", classes)\n"]},{"cell_type":"code","execution_count":34,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":39352,"status":"ok","timestamp":1747961701203,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"olJ7ogkZscCY","outputId":"3575cfe5-7611-42e7-81b5-323ac9383dc7"},"outputs":[{"output_type":"stream","name":"stdout","text":["Processing image: ../../test_images/RIDEAU-OCCULTANT-UNI.png\n","Processing image: ../../test_images/vezuvio-tasse-a-cafe-2.jpg\n","Processing image: ../../test_images/PC-de-bureau-Asus-Pro-D340MF.jpg\n","Processing image: ../../test_images/mic-wired-dpa-handle-black.jpg\n"]},{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:5 out of the last 162 calls to <function TensorFlowTrainer.make_predict_function.<locals>.one_step_on_data_distributed at 0x781347e87c40> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.\n"]},{"output_type":"stream","name":"stdout","text":["Processing image: ../../test_images/meuble-2-tiroirs-2-portes.jpg\n"]},{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:6 out of the last 163 calls to <function TensorFlowTrainer.make_predict_function.<locals>.one_step_on_data_distributed at 0x7813541f4180> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.\n"]},{"output_type":"stream","name":"stdout","text":["Processing image: ../../test_images/creme-visage-anti-age.webp\n"]}],"source":["predicted_categories = []\n","for image_path in images_paths:\n","  predicted_categories.append(predict_image_category(images_folder_path + image_path, best_model, ResNet50, resnet_preprocess, img_size=(224, 224)))"]},{"cell_type":"code","execution_count":35,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":1992,"status":"ok","timestamp":1747961703201,"user":{"displayName":"Grégoire","userId":"01249298206117462766"},"user_tz":-120},"id":"YXaIEfCHvE8u","outputId":"0761a499-7174-46f7-e860-617239ae59a1"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1500x3000 with 6 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["# 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diff --git a/P6_07_OpenFoodFacts_API.ipynb b/P6_07_OpenFoodFacts_API.ipynb
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+{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyNZ5tcNCnCtbpDZawvTcDRw"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["Based on : \\\n","https://openfoodfacts.github.io/openfoodfacts-server/api/ (how to use the API) \\\n","https://static.openfoodfacts.org/data/data-fields.txt (fields names and correspondancies) \\"],"metadata":{"id":"izOzjObiXg_8"}},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')\n","import os\n","path =  \"/content/drive/MyDrive/Colab_Notebooks/Project_6/\"\n","os.chdir(path)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hkcvkx0dVBFb","executionInfo":{"status":"ok","timestamp":1747403710586,"user_tz":-120,"elapsed":1136,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4c4fb1c6-cd42-4e5b-c0cb-647cb936ccba"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"]}]},{"cell_type":"code","source":["save_path = './openfoodfacts_champagne/'\n","os.makedirs(save_path, exist_ok=True)"],"metadata":{"id":"EuIujiSIVEr5"},"execution_count":null,"outputs":[]},{"cell_type":"code","execution_count":null,"metadata":{"id":"saCRzb9sTjpe"},"outputs":[],"source":["import requests\n","import pandas as pd\n","import json"]},{"cell_type":"code","source":["# OpenFoodFacts API URL\n","url = \"https://world.openfoodfacts.org/cgi/search.pl\"\n","# Query parameters with more precise filters\n","params = {\n","    \"action\": \"process\",\n","    \"tagtype_0\": \"categories\",\n","    \"tag_contains_0\": \"contains\",\n","    \"tag_0\": \"champagnes\",  # Specific category for champagnes\n","    \"tagtype_1\": \"categories\",\n","    \"tag_contains_1\": \"contains\",\n","    \"tag_1\": \"sparkling-wines\",  # Additional category for sparkling wines\n","    \"tagtype_2\": \"packaging\",\n","    \"tag_contains_2\": \"contains\",\n","    \"tag_2\": \"bottle\",  # Bottle filter\n","    \"sort_by\": \"popularity\",\n","    \"page_size\": 10,\n","    \"json\": 1\n","}\n"],"metadata":{"id":"rmFSXBGGV_CS"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# Request the API\n","response = requests.get(url, params=params)\n","data = response.json()"],"metadata":{"id":"VcRM2VVyV9TS"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# Check if products have been found\n","if 'products' in data and len(data['products']) > 0:\n","    # Prepare a list to store product data\n","    products_data = []\n","\n","    # Extract the information requested for each product\n","    for product in data['products']:\n","        product_info = {\n","            'foodId': product.get('code', ''),\n","            'label': product.get('product_name', ''),\n","            'category': product.get('categories', ''),\n","            'foodContentsLabel': product.get('ingredients_text', ''),\n","            'image': product.get('image_url', '')\n","        }\n","        products_data.append(product_info)\n","\n","    # Create a pandas DataFrame with collected data\n","    df = pd.DataFrame(products_data)\n","\n","    # Save data in a CSV file\n","    df.to_csv(save_path + 'champagne_products.csv', index=False)\n","\n","    print(f\"Extraction complete ! {len(products_data)} champagne products have been recorded in champagne_products.csv\")\n","\n","    # Display extracted data for verification\n","    print(\"\\nOverview of extracted data :\")\n","    print(df.head())\n","else:\n","    print(\"No champagne products were found in the OpenFoodFacts database.\")\n","\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-fWlTJqwVhtx","executionInfo":{"status":"ok","timestamp":1747403734503,"user_tz":-120,"elapsed":16,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"1b9946d4-49bc-4336-91f4-ab5d25ac067d"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Extraction terminée ! 10 produits à base de champagne ont été enregistrés dans champagne_products.csv\n","\n","Aperçu des données extraites :\n","          foodId                                    label  \\\n","0  3282946015837                       Nicolas Feuillatte   \n","1  3043700103715              Champagne brut Cordon Rouge   \n","2  3256930103817                  Champagne Blue Top Brut   \n","3  3113910312013  Champagne Alfred Rothschild et Cie brut   \n","4  3359952005005                      Champagne AOP, brut   \n","\n","                                            category  \\\n","0  Boissons, Boissons alcoolisées, Vins, Vins fra...   \n","1  Boissons, Boissons alcoolisées, Vins, Vins fra...   \n","2  Boissons et préparations de boissons, Boissons...   \n","3  Boissons, Boissons alcoolisées, Vins, Vins fra...   \n","4  Boissons, Boissons alcoolisées, Vins, Vins eff...   \n","\n","                      foodContentsLabel  \\\n","0    Champagne, Contient des _sulfites_   \n","1                Contient des sulfites.   \n","2                Champagne (_sulfites_)   \n","3  Champagne brut (contient _sulfites_)   \n","4           Champagne brut (_sulfites_)   \n","\n","                                               image  \n","0  https://images.openfoodfacts.org/images/produc...  \n","1  https://images.openfoodfacts.org/images/produc...  \n","2  https://images.openfoodfacts.org/images/produc...  \n","3  https://images.openfoodfacts.org/images/produc...  \n","4  https://images.openfoodfacts.org/images/produc...  \n"]}]}]}
\ No newline at end of file
diff --git a/P6_Classifiez_automatiquement_des_produits.pptx b/P6_Classifiez_automatiquement_des_produits.pptx
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diff --git a/README.md b/README.md
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+# Projet de Classification Automatique de Produits - Place de marché
+
+## 📋 Contexte du projet
+
+Ce projet a été réalisé pour **Place de marché**, une entreprise qui souhaite lancer une marketplace e-commerce anglophone. L'objectif est d'automatiser la classification des articles vendus sur la plateforme pour améliorer l'expérience utilisateur, tant pour les vendeurs que pour les acheteurs.
+
+Actuellement, l'attribution des catégories est effectuée manuellement par les vendeurs, ce qui est peu fiable et difficile à passer à l'échelle. Ce projet vise à développer un moteur de classification automatique basé sur les descriptions textuelles (en anglais) et les images des produits.
+
+## 🎯 Objectifs
+
+Le projet se divise en plusieurs missions principales :
+
+1. **Étude de faisabilité** : Analyser la capacité à classifier automatiquement des produits à partir de leurs descriptions textuelles et de leurs images
+2. **Extraction de features** : Mettre en œuvre diverses techniques d'extraction de caractéristiques pour le texte et les images
+3. **Analyse visuelle** : Réduire les données en 2D et visualiser la séparabilité des catégories
+4. **Classification supervisée** : Entraîner un modèle de deep learning pour classifier les images avec data augmentation
+5. **Collecte de données** : Tester l'API OpenFoodFacts pour enrichir la base de produits
+
+## 📊 Données
+
+Le projet utilise un dataset d'articles avec :
+- Des descriptions textuelles en anglais
+- Des images de produits
+- Des catégories de produits (7 catégories principales)
+- Environ 150 produits par catégorie
+
+**Note** : Les données utilisées ne présentent aucune contrainte de propriété intellectuelle.
+
+## 📁 Structure du projet
+
+```
+├── P6_01_NLP_Basic_methods.ipynb
+├── P6_02_NLP_Doc2Vec.ipynb
+├── P6_03_NLP_transfer_learning.ipynb
+├── P6_04_IMAGES_SIFT_ORB.ipynb
+├── P6_05_IMAGES_CNN_Transfer_learning.ipynb
+├── P6_06_Classification_CNN_machine_learning.ipynb
+├── P6_07_OpenFoodFacts_API.ipynb
+├── P6_Classifiez_automatiquement_des_produits.pptx
+└── test_images/
+```
+
+### 1. `P6_01_NLP_Basic_methods.ipynb`
+
+**Notebook de traitement NLP - Méthodes classiques**
+
+Ce notebook implémente les approches traditionnelles de traitement du texte :
+- Prétraitement des textes (nettoyage, lemmatisation, suppression stopwords)
+- Extraction de features avec Bag-of-Words (CountVectorizer)
+- Extraction de features avec TF-IDF
+- Réduction de dimension (ACP)
+- Visualisation T-SNE en 2D
+- Clustering K-means et calcul de l'Adjusted Rand Index (ARI)
+- Évaluation de la faisabilité de classification automatique
+
+### 2. `P6_02_NLP_Doc2Vec.ipynb`
+
+**Notebook de traitement NLP - Word/Sentence Embedding classique**
+
+Ce notebook explore les techniques d'embedding de mots :
+- Implémentation de Word2Vec ou Doc2Vec
+- Création de vecteurs de phrases/documents
+- Réduction de dimension et visualisation T-SNE
+- Comparaison avec les approches bag-of-words
+- Analyse de la séparabilité des catégories
+
+### 3. `P6_03_NLP_transfer_learning.ipynb`
+
+**Notebook de traitement NLP - Transfer Learning**
+
+Ce notebook met en œuvre des techniques NLP avancées :
+- BERT (Bidirectional Encoder Representations from Transformers)
+- USE (Universal Sentence Encoder)
+- Extraction de features contextuelles
+- Visualisation et comparaison des performances
+- Évaluation comparative de toutes les approches NLP
+
+### 4. `P6_04_IMAGES_SIFT_ORB.ipynb`
+
+**Notebook de traitement d'images - Descripteurs classiques**
+
+Ce notebook traite l'extraction de features d'images traditionnelles :
+- Prétraitement des images (niveaux de gris, égalisation, filtrage)
+- Extraction de descripteurs avec SIFT
+- Extraction de descripteurs avec ORB (alternative à SURF)
+- Création de Bag of Visual Words
+- Réduction de dimension (ACP)
+- Visualisation T-SNE et évaluation ARI
+
+### 5. `P6_05_IMAGES_CNN_Transfer_learning.ipynb`
+
+**Notebook de traitement d'images - CNN Transfer Learning**
+
+Ce notebook utilise des réseaux de neurones pré-entraînés :
+- Utilisation de CNN pré-entraînés (VGG16, ResNet, MobileNet, etc.)
+- Extraction de features via Transfer Learning
+- Comparaison avec les approches SIFT/ORB
+- Visualisation T-SNE des embeddings
+- Évaluation de la faisabilité avec des features CNN
+
+### 6. `P6_06_Classification_CNN_machine_learning.ipynb`
+
+**Notebook de classification supervisée d'images**
+
+Ce notebook implémente la classification supervisée :
+- Construction d'un modèle CNN de classification
+- Séparation train/validation/test
+- Data augmentation pour améliorer les performances
+- Entraînement du modèle avec Transfer Learning
+- Évaluation des performances (accuracy, matrice de confusion)
+- Comparaison de différentes architectures CNN
+
+### 7. `P6_07_OpenFoodFacts_API.ipynb`
+
+**Notebook de test de l'API OpenFoodFacts**
+
+Ce notebook démontre la collecte de données via API :
+- Configuration de l'API OpenFoodFacts
+- Requête pour extraire des produits à base de champagne
+- Filtrage des données pertinentes
+- Extraction des champs : foodId, label, category, foodContentsLabel, image
+- Export des 10 premiers produits en format CSV
+- Respect des normes RGPD
+
+### 8. `P6_Classifiez_automatiquement_des_produits.pptx`
+
+**Présentation des résultats**
+
+Cette présentation (max 30 slides) synthétise :
+- Le contexte et les enjeux du projet
+- La méthodologie adoptée pour le texte et les images
+- Les résultats comparatifs des différentes approches
+- L'analyse de faisabilité de la classification automatique
+- Les résultats de la classification supervisée
+- Les recommandations pour la mise en production
+- La démonstration de l'API de collecte de données
+
+### 9. `test_images/`
+
+**Dossier d'images de test**
+
+Contient des images de test pour valider les modèles :
+- Crème visage anti-âge
+- Meuble 2 tiroirs
+- Microphone filaire
+- PC de bureau Asus
+- Rideau occultant
+- Tasse à café
+
+## 🛠️ Technologies utilisées
+
+- **Python** : Langage principal
+- **NLP** :
+  - NLTK : Prétraitement de texte
+  - Scikit-learn : CountVectorizer, TF-IDF
+  - Gensim : Word2Vec, Doc2Vec
+  - Transformers : BERT
+  - TensorFlow Hub : Universal Sentence Encoder
+- **Computer Vision** :
+  - OpenCV : Traitement d'images, SIFT, ORB
+  - TensorFlow/Keras : CNN, Transfer Learning
+  - PIL : Manipulation d'images
+- **Machine Learning** :
+  - Scikit-learn : ACP, K-means, métriques
+  - Yellowbrick : Visualisation
+- **Visualisation** :
+  - Matplotlib, Seaborn : Graphiques
+  - t-SNE : Réduction de dimension
+- **API** :
+  - Requests : Appels API
+  - Pandas : Manipulation de données
+
+## 📈 Méthodologie
+
+### Phase 1 : Analyse de faisabilité - Texte
+1. Prétraitement des descriptions textuelles
+2. Extraction de features (Bag-of-Words, TF-IDF, Word2Vec, BERT, USE)
+3. Réduction de dimension (ACP)
+4. Visualisation T-SNE en 2D
+5. Clustering K-means et calcul ARI
+6. Analyse de la séparabilité des catégories
+
+### Phase 2 : Analyse de faisabilité - Images
+1. Prétraitement des images
+2. Extraction de features (SIFT/ORB et CNN Transfer Learning)
+3. Création de Bag of Visual Words (pour SIFT/ORB)
+4. Réduction de dimension (ACP)
+5. Visualisation T-SNE en 2D
+6. Évaluation et comparaison des approches
+
+### Phase 3 : Classification supervisée
+1. Préparation des datasets (train/val/test)
+2. Construction de modèles CNN avec Transfer Learning
+3. Implémentation de data augmentation
+4. Entraînement et optimisation
+5. Évaluation des performances
+
+### Phase 4 : Extension - Collecte de données
+1. Test de l'API OpenFoodFacts
+2. Requête et filtrage des produits
+3. Export des données en CSV
+4. Validation de la conformité RGPD
+
+## 📝 Livrables
+
+- ✅ 7 notebooks d'analyse et de modélisation
+- ✅ Présentation de la démarche et des résultats (format .pptx)
+- ✅ Fichier CSV d'extraction de produits via API
+- ✅ Dossier d'images de test
+
+## 🎓 Compétences développées
+
+- Prétraitement de données textuelles (NLP)
+- Prétraitement de données images (Computer Vision)
+- Feature engineering pour texte et images
+- Techniques d'embedding avancées (BERT, USE)
+- Transfer Learning avec CNN pré-entraînés
+- Réduction de dimensionnalité (ACP, t-SNE)
+- Clustering non-supervisé (K-means)
+- Classification supervisée avec deep learning
+- Data augmentation pour l'optimisation de modèles
+- Collecte de données via API
+- Respect des normes RGPD
+- Visualisation et communication de résultats
+
+## 🔍 Principaux résultats attendus
+
+- **ARI pour texte** : 0.4-0.5 (faisabilité confirmée)
+- **ARI pour images SIFT/ORB** : 0.05-0.1 (résultats peu concluants)
+- **ARI pour images CNN** : 0.4-0.6 (faisabilité confirmée)
+- **Classification supervisée** : Amélioration significative avec data augmentation
+
+## 👤 Auteur
+
+**Grégoire Mureau**  
+Date de réalisation : 2025
+
+---
+
+*Ce projet a été réalisé dans le cadre du parcours Data Scientist d'OpenClassrooms*
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