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{"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 \n","\n"," product_url \\\n","0 http://www.flipkart.com/elegance-polyester-multicolor-abstract-eyelet-door-curtain/p/itmeg7bkzdgthcts?pid=CRNEG7BKMFFYHQ8Z \n","1 http://www.flipkart.com/sathiyas-cotton-bath-towel/p/itmegfzhxbyucwgn?pid=BTWEGFZHGBXPHZUH \n","2 http://www.flipkart.com/eurospa-cotton-terry-face-towel-set/p/itmeg6shbrpubhca?pid=BTWEG6SHXTDB2A2Y \n","3 http://www.flipkart.com/santosh-royal-fashion-cotton-printed-king-sized-double-bedsheet/p/itmejt9uaqahahuf?pid=BDSEJT9UQWHDUBH4 \n","4 http://www.flipkart.com/jaipur-print-cotton-floral-king-sized-double-bedsheet/p/itmejthnwahrnt7v?pid=BDSEJTHNGWVGWWQU \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"," 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"," pid retail_price discounted_price \\\n","0 CRNEG7BKMFFYHQ8Z 1899.0 899.0 \n","1 BTWEGFZHGBXPHZUH 600.0 449.0 \n","2 BTWEG6SHXTDB2A2Y NaN NaN \n","3 BDSEJT9UQWHDUBH4 2699.0 1299.0 \n","4 BDSEJTHNGWVGWWQU 2599.0 698.0 \n","\n"," image is_FK_Advantage_product \\\n","0 55b85ea15a1536d46b7190ad6fff8ce7.jpg False \n","1 7b72c92c2f6c40268628ec5f14c6d590.jpg False \n","2 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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","\n"," product_rating overall_rating brand \\\n","0 No rating available No rating available Elegance \n","1 No rating available No rating available Sathiyas \n","2 No rating available No rating available Eurospa \n","3 No rating available No rating available SANTOSH ROYAL FASHION \n","4 No rating available No rating available Jaipur Print \n","\n"," product_specifications \n","0 {\"product_specification\"=>[{\"key\"=>\"Brand\", \"value\"=>\"Elegance\"}, {\"key\"=>\"Designed For\", \"value\"=>\"Door\"}, {\"key\"=>\"Type\", \"value\"=>\"Eyelet\"}, {\"key\"=>\"Model Name\", \"value\"=>\"Abstract Polyester Door Curtain Set Of 2\"}, {\"key\"=>\"Model ID\", \"value\"=>\"Duster25\"}, {\"key\"=>\"Color\", \"value\"=>\"Multicolor\"}, {\"key\"=>\"Length\", \"value\"=>\"213 cm\"}, {\"key\"=>\"Number of Contents in Sales Package\", \"value\"=>\"Pack of 2\"}, {\"key\"=>\"Sales Package\", \"value\"=>\"2 Curtains\"}, {\"key\"=>\"Material\", \"value\"=>\"Polyester\"}]} \n","1 {\"product_specification\"=>[{\"key\"=>\"Machine Washable\", \"value\"=>\"Yes\"}, {\"key\"=>\"Material\", \"value\"=>\"Cotton\"}, {\"key\"=>\"Design\", \"value\"=>\"Self Design\"}, {\"key\"=>\"Brand\", \"value\"=>\"Sathiyas\"}, {\"key\"=>\"Type\", \"value\"=>\"Bath Towel\"}, {\"key\"=>\"GSM\", \"value\"=>\"500\"}, {\"key\"=>\"Model Name\", \"value\"=>\"Sathiyas cotton bath towel\"}, {\"key\"=>\"Ideal For\", \"value\"=>\"Men, Women, Boys, Girls\"}, {\"key\"=>\"Model ID\", \"value\"=>\"asvtwl322\"}, {\"key\"=>\"Color\", \"value\"=>\"Red, Yellow, Blue\"}, {\"key\"=>\"Size\", \"value\"=>\"Mediam\"}, {\"key\"=>\"Length\", \"value\"=>\"30 inch\"}, {\"key\"=>\"Width\", \"value\"=>\"60 inch\"}, {\"key\"=>\"Number of Contents in Sales Package\", \"value\"=>\"3\"}, {\"key\"=>\"Sales Package\", \"value\"=>\"3 Bath Towel\"}]} \n","2 {\"product_specification\"=>[{\"key\"=>\"Material\", \"value\"=>\"Cotton Terry\"}, {\"key\"=>\"Design\", \"value\"=>\"SHUVAM\"}, {\"key\"=>\"Brand\", \"value\"=>\"Eurospa\"}, {\"key\"=>\"GSM\", \"value\"=>\"360\"}, {\"key\"=>\"Type\", \"value\"=>\"Face Towel Set\"}, {\"key\"=>\"Model Name\", \"value\"=>\"SHUVAM20PCFTSETASSORTED\"}, {\"key\"=>\"Ideal For\", \"value\"=>\"Boys, Girls, Men, Women\"}, {\"key\"=>\"Model ID\", \"value\"=>\"SHUVAM20PCFTSETASSORTED\"}, {\"key\"=>\"Size\", \"value\"=>\"small\"}, {\"key\"=>\"Color\", \"value\"=>\"Assorted\"}, {\"key\"=>\"Weight\", \"value\"=>\"350 g\"}, {\"key\"=>\"Length\", \"value\"=>\"9 inch\"}, {\"key\"=>\"Width\", \"value\"=>\"9 inch\"}, {\"key\"=>\"Number of Contents in Sales Package\", \"value\"=>\"20\"}, {\"key\"=>\"Sales Package\", \"value\"=>\"20 PIECE FACE TOWEL SET\"}]} \n","3 {\"product_specification\"=>[{\"key\"=>\"Brand\", \"value\"=>\"SANTOSH ROYAL FASHION\"}, {\"key\"=>\"Machine Washable\", \"value\"=>\"Yes\"}, {\"key\"=>\"Type\", \"value\"=>\"Flat\"}, {\"key\"=>\"Material\", \"value\"=>\"Cotton\"}, {\"key\"=>\"Model Name\", \"value\"=>\"Gold Design Royal Cotton Printed Wedding and Gifted Double Bedsheet With 2 Pillow cover\"}, {\"key\"=>\"Model ID\", \"value\"=>\"goldbedi-38\"}, {\"key\"=>\"Color\", \"value\"=>\"Multicolor\"}, {\"key\"=>\"Size\", \"value\"=>\"King\"}, {\"key\"=>\"Fabric Care\", \"value\"=>\"Machine Wash, Do Not Bleach\"}, {\"key\"=>\"Flat Sheet Width\", \"value\"=>\"90 inch / 230 cm\"}, {\"key\"=>\"Fitted Sheet Width\", \"value\"=>\"228 cm\"}, {\"key\"=>\"Pillow Cover Width\", \"value\"=>\"16 inch / 43 cm\"}, {\"key\"=>\"Pillow Cover Length\", \"value\"=>\"28 inch / 72 cm\"}, {\"key\"=>\"Fitted Sheet Depth\", \"value\"=>\"280 cm\"}, {\"key\"=>\"Fitted Sheet Length\", \"value\"=>\"278 cm\"}, {\"key\"=>\"Flat Sheet Depth\", \"value\"=>\"282 cm\"}, {\"key\"=>\"Flat Sheet Length\", \"value\"=>\"110 inch / 280 cm\"}, {\"key\"=>\"Number of Contents in Sales Package\", \"value\"=>\"1\"}, {\"key\"=>\"Sales Package\", \"value\"=>\"1 Bedsheet,2 Pillow Cover\"}]} \n","4 {\"product_specification\"=>[{\"key\"=>\"Machine Washable\", \"value\"=>\"Yes\"}, {\"key\"=>\"Brand\", \"value\"=>\"Jaipur Print\"}, {\"key\"=>\"Type\", \"value\"=>\"Flat\"}, {\"key\"=>\"Model Name\", \"value\"=>\"jaipur117\"}, {\"key\"=>\"Material\", \"value\"=>\"Cotton\"}, {\"key\"=>\"Thread Count\", \"value\"=>\"140\"}, {\"key\"=>\"Model ID\", \"value\"=>\"jaipur117\"}, {\"key\"=>\"Fabric Care\", \"value\"=>\"machinewash, do not bleach\"}, {\"key\"=>\"Size\", \"value\"=>\"King\"}, {\"key\"=>\"Color\", \"value\"=>\"White\"}, {\"value\"=>\"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\"=>\"Flat Sheet Width\", \"value\"=>\"86 inch / 220 cm\"}, {\"key\"=>\"Fitted Sheet Width\", \"value\"=>\"0 cm\"}, {\"key\"=>\"Pillow Cover Width\", \"value\"=>\"17 inch / 45 cm\"}, {\"key\"=>\"Pillow Cover Length\", \"value\"=>\"29 inch / 75 cm\"}, {\"key\"=>\"Weight\", \"value\"=>\"900 g\"}, {\"key\"=>\"Fitted Sheet Depth\", \"value\"=>\"0 cm\"}, {\"key\"=>\"Fitted Sheet Length\", \"value\"=>\"0 cm\"}, {\"key\"=>\"Flat Sheet Depth\", \"value\"=>\"0.2 cm\"}, {\"key\"=>\"Flat Sheet Length\", \"value\"=>\"104 inch / 265 cm\"}, {\"key\"=>\"Number of Contents in Sales Package\", \"value\"=>\"1\"}, {\"key\"=>\"Sales Package\", \"value\"=>\"1 bed sheet 2 pillow cover\"}]} "],"text/html":["\n"," <div id=\"df-f09f0560-0a8a-4579-9d74-a455da3eb231\" 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>uniq_id</th>\n"," <th>crawl_timestamp</th>\n"," <th>product_url</th>\n"," <th>product_name</th>\n"," <th>product_category_tree</th>\n"," <th>pid</th>\n"," <th>retail_price</th>\n"," <th>discounted_price</th>\n"," <th>image</th>\n"," <th>is_FK_Advantage_product</th>\n"," <th>description</th>\n"," <th>product_rating</th>\n"," <th>overall_rating</th>\n"," <th>brand</th>\n"," <th>product_specifications</th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>0</th>\n"," <td>55b85ea15a1536d46b7190ad6fff8ce7</td>\n"," <td>2016-04-30 03:22:56 +0000</td>\n"," <td>http://www.flipkart.com/elegance-polyester-multicolor-abstract-eyelet-door-curtain/p/itmeg7bkzdgthcts?pid=CRNEG7BKMFFYHQ8Z</td>\n"," <td>Elegance Polyester Multicolor Abstract Eyelet Door Curtain</td>\n"," <td>[\"Home Furnishing >> Curtains & Accessories >> Curtains >> Elegance Polyester Multicolor Abstract Eyelet Do...\"]</td>\n"," <td>CRNEG7BKMFFYHQ8Z</td>\n"," <td>1899.0</td>\n"," <td>899.0</td>\n"," <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 & Design Material Polyester</td>\n"," <td>No rating available</td>\n"," <td>No rating available</td>\n"," <td>Elegance</td>\n"," <td>{\"product_specification\"=>[{\"key\"=>\"Brand\", \"value\"=>\"Elegance\"}, {\"key\"=>\"Designed For\", \"value\"=>\"Door\"}, {\"key\"=>\"Type\", \"value\"=>\"Eyelet\"}, {\"key\"=>\"Model Name\", \"value\"=>\"Abstract Polyester Door Curtain Set Of 2\"}, {\"key\"=>\"Model ID\", \"value\"=>\"Duster25\"}, {\"key\"=>\"Color\", \"value\"=>\"Multicolor\"}, {\"key\"=>\"Length\", \"value\"=>\"213 cm\"}, {\"key\"=>\"Number of Contents in Sales Package\", \"value\"=>\"Pack of 2\"}, {\"key\"=>\"Sales Package\", \"value\"=>\"2 Curtains\"}, {\"key\"=>\"Material\", \"value\"=>\"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 >> Baby Bath & Skin >> Baby Bath Towels >> Sathiyas Baby Bath Towels >> 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\"=>[{\"key\"=>\"Machine Washable\", \"value\"=>\"Yes\"}, {\"key\"=>\"Material\", \"value\"=>\"Cotton\"}, {\"key\"=>\"Design\", \"value\"=>\"Self Design\"}, {\"key\"=>\"Brand\", \"value\"=>\"Sathiyas\"}, {\"key\"=>\"Type\", \"value\"=>\"Bath Towel\"}, {\"key\"=>\"GSM\", \"value\"=>\"500\"}, {\"key\"=>\"Model Name\", \"value\"=>\"Sathiyas cotton bath towel\"}, {\"key\"=>\"Ideal For\", \"value\"=>\"Men, Women, Boys, Girls\"}, {\"key\"=>\"Model ID\", \"value\"=>\"asvtwl322\"}, {\"key\"=>\"Color\", \"value\"=>\"Red, Yellow, Blue\"}, {\"key\"=>\"Size\", \"value\"=>\"Mediam\"}, {\"key\"=>\"Length\", \"value\"=>\"30 inch\"}, {\"key\"=>\"Width\", \"value\"=>\"60 inch\"}, {\"key\"=>\"Number of Contents in Sales Package\", \"value\"=>\"3\"}, {\"key\"=>\"Sales Package\", \"value\"=>\"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 >> Baby Bath & Skin >> Baby Bath Towels >> Eurospa Baby Bath Towels >> 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\"=>[{\"key\"=>\"Material\", \"value\"=>\"Cotton Terry\"}, {\"key\"=>\"Design\", \"value\"=>\"SHUVAM\"}, {\"key\"=>\"Brand\", \"value\"=>\"Eurospa\"}, {\"key\"=>\"GSM\", \"value\"=>\"360\"}, {\"key\"=>\"Type\", \"value\"=>\"Face Towel Set\"}, {\"key\"=>\"Model Name\", \"value\"=>\"SHUVAM20PCFTSETASSORTED\"}, {\"key\"=>\"Ideal For\", \"value\"=>\"Boys, Girls, Men, Women\"}, {\"key\"=>\"Model ID\", \"value\"=>\"SHUVAM20PCFTSETASSORTED\"}, {\"key\"=>\"Size\", \"value\"=>\"small\"}, {\"key\"=>\"Color\", \"value\"=>\"Assorted\"}, {\"key\"=>\"Weight\", \"value\"=>\"350 g\"}, {\"key\"=>\"Length\", \"value\"=>\"9 inch\"}, {\"key\"=>\"Width\", \"value\"=>\"9 inch\"}, {\"key\"=>\"Number of Contents in Sales Package\", \"value\"=>\"20\"}, {\"key\"=>\"Sales Package\", \"value\"=>\"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 >> Bed Linen >> Bedsheets >> SANTOSH ROYAL FASHION Bedsheets >> 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 & 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</td>\n"," <td>No rating available</td>\n"," <td>No rating available</td>\n"," <td>SANTOSH ROYAL FASHION</td>\n"," <td>{\"product_specification\"=>[{\"key\"=>\"Brand\", \"value\"=>\"SANTOSH ROYAL FASHION\"}, {\"key\"=>\"Machine Washable\", \"value\"=>\"Yes\"}, {\"key\"=>\"Type\", \"value\"=>\"Flat\"}, {\"key\"=>\"Material\", \"value\"=>\"Cotton\"}, {\"key\"=>\"Model Name\", \"value\"=>\"Gold Design Royal Cotton Printed Wedding and Gifted Double Bedsheet With 2 Pillow cover\"}, {\"key\"=>\"Model ID\", \"value\"=>\"goldbedi-38\"}, {\"key\"=>\"Color\", \"value\"=>\"Multicolor\"}, {\"key\"=>\"Size\", \"value\"=>\"King\"}, {\"key\"=>\"Fabric Care\", \"value\"=>\"Machine Wash, Do Not Bleach\"}, {\"key\"=>\"Flat Sheet Width\", \"value\"=>\"90 inch / 230 cm\"}, {\"key\"=>\"Fitted Sheet Width\", \"value\"=>\"228 cm\"}, {\"key\"=>\"Pillow Cover Width\", \"value\"=>\"16 inch / 43 cm\"}, {\"key\"=>\"Pillow Cover Length\", \"value\"=>\"28 inch / 72 cm\"}, {\"key\"=>\"Fitted Sheet Depth\", \"value\"=>\"280 cm\"}, {\"key\"=>\"Fitted Sheet Length\", \"value\"=>\"278 cm\"}, {\"key\"=>\"Flat Sheet Depth\", \"value\"=>\"282 cm\"}, {\"key\"=>\"Flat Sheet Length\", \"value\"=>\"110 inch / 280 cm\"}, {\"key\"=>\"Number of Contents in Sales Package\", \"value\"=>\"1\"}, {\"key\"=>\"Sales Package\", \"value\"=>\"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 >> Bed Linen >> Bedsheets >> Jaipur Print Bedsheets >> 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\"=>[{\"key\"=>\"Machine Washable\", \"value\"=>\"Yes\"}, {\"key\"=>\"Brand\", \"value\"=>\"Jaipur Print\"}, {\"key\"=>\"Type\", \"value\"=>\"Flat\"}, {\"key\"=>\"Model Name\", \"value\"=>\"jaipur117\"}, {\"key\"=>\"Material\", \"value\"=>\"Cotton\"}, {\"key\"=>\"Thread Count\", \"value\"=>\"140\"}, {\"key\"=>\"Model ID\", \"value\"=>\"jaipur117\"}, {\"key\"=>\"Fabric Care\", \"value\"=>\"machinewash, do not bleach\"}, {\"key\"=>\"Size\", \"value\"=>\"King\"}, {\"key\"=>\"Color\", \"value\"=>\"White\"}, {\"value\"=>\"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\"=>\"Flat Sheet Width\", \"value\"=>\"86 inch / 220 cm\"}, {\"key\"=>\"Fitted Sheet Width\", \"value\"=>\"0 cm\"}, {\"key\"=>\"Pillow Cover Width\", \"value\"=>\"17 inch / 45 cm\"}, {\"key\"=>\"Pillow Cover Length\", \"value\"=>\"29 inch / 75 cm\"}, {\"key\"=>\"Weight\", \"value\"=>\"900 g\"}, {\"key\"=>\"Fitted Sheet Depth\", \"value\"=>\"0 cm\"}, {\"key\"=>\"Fitted Sheet Length\", \"value\"=>\"0 cm\"}, {\"key\"=>\"Flat Sheet Depth\", \"value\"=>\"0.2 cm\"}, {\"key\"=>\"Flat Sheet Length\", \"value\"=>\"104 inch / 265 cm\"}, {\"key\"=>\"Number of Contents in Sales Package\", \"value\"=>\"1\"}, {\"key\"=>\"Sales Package\", \"value\"=>\"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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Visit the ' +\n"," '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n"," + ' to learn more about interactive tables.';\n"," element.innerHTML = '';\n"," dataTable['output_type'] = 'display_data';\n"," await google.colab.output.renderOutput(dataTable, element);\n"," const docLink = document.createElement('div');\n"," docLink.innerHTML = docLinkHtml;\n"," element.appendChild(docLink);\n"," }\n"," </script>\n"," </div>\n","\n","\n"," <div id=\"df-28770fa3-588d-43f4-9f85-a2497fea0ed9\">\n"," <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-28770fa3-588d-43f4-9f85-a2497fea0ed9')\"\n"," title=\"Suggest charts\"\n"," style=\"display:none;\">\n","\n","<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n"," width=\"24px\">\n"," <g>\n"," <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n"," </g>\n","</svg>\n"," </button>\n","\n","<style>\n"," .colab-df-quickchart {\n"," --bg-color: #E8F0FE;\n"," --fill-color: #1967D2;\n"," --hover-bg-color: #E2EBFA;\n"," --hover-fill-color: #174EA6;\n"," --disabled-fill-color: #AAA;\n"," --disabled-bg-color: #DDD;\n"," }\n","\n"," [theme=dark] .colab-df-quickchart {\n"," --bg-color: #3B4455;\n"," --fill-color: #D2E3FC;\n"," --hover-bg-color: #434B5C;\n"," --hover-fill-color: #FFFFFF;\n"," --disabled-bg-color: #3B4455;\n"," --disabled-fill-color: #666;\n"," }\n","\n"," .colab-df-quickchart {\n"," background-color: var(--bg-color);\n"," border: none;\n"," border-radius: 50%;\n"," cursor: pointer;\n"," display: none;\n"," fill: var(--fill-color);\n"," height: 32px;\n"," padding: 0;\n"," width: 32px;\n"," }\n","\n"," .colab-df-quickchart:hover {\n"," background-color: var(--hover-bg-color);\n"," box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n"," fill: var(--button-hover-fill-color);\n"," }\n","\n"," .colab-df-quickchart-complete:disabled,\n"," .colab-df-quickchart-complete:disabled:hover {\n"," background-color: var(--disabled-bg-color);\n"," fill: var(--disabled-fill-color);\n"," box-shadow: none;\n"," }\n","\n"," .colab-df-spinner {\n"," border: 2px solid var(--fill-color);\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," animation:\n"," spin 1s steps(1) infinite;\n"," }\n","\n"," @keyframes spin {\n"," 0% {\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," border-left-color: var(--fill-color);\n"," }\n"," 20% {\n"," border-color: transparent;\n"," border-left-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," }\n"," 30% {\n"," border-color: transparent;\n"," border-left-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," border-right-color: var(--fill-color);\n"," }\n"," 40% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," }\n"," 60% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," }\n"," 80% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," border-bottom-color: var(--fill-color);\n"," }\n"," 90% {\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," }\n"," }\n","</style>\n","\n"," <script>\n"," async function quickchart(key) {\n"," const quickchartButtonEl =\n"," document.querySelector('#' + key + ' button');\n"," quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n"," quickchartButtonEl.classList.add('colab-df-spinner');\n"," try {\n"," const charts = await google.colab.kernel.invokeFunction(\n"," 'suggestCharts', [key], {});\n"," } catch (error) {\n"," console.error('Error during call to suggestCharts:', error);\n"," }\n"," quickchartButtonEl.classList.remove('colab-df-spinner');\n"," quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n"," }\n"," (() => {\n"," let quickchartButtonEl =\n"," document.querySelector('#df-28770fa3-588d-43f4-9f85-a2497fea0ed9 button');\n"," quickchartButtonEl.style.display =\n"," google.colab.kernel.accessAllowed ? 'block' : 'none';\n"," })();\n"," </script>\n"," </div>\n","\n"," </div>\n"," </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"Flipkart","summary":"{\n \"name\": \"Flipkart\",\n \"rows\": 1050,\n \"fields\": [\n {\n \"column\": \"uniq_id\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1050,\n \"samples\": [\n \"833a87b0af3b84fe246d2ebf271af177\",\n \"55195de3873fffaa9e37b041533d7305\",\n \"44b963eb856b4831dfdd21b666593c95\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"crawl_timestamp\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 149,\n \"samples\": [\n \"2016-01-07 04:32:43 +0000\",\n \"2016-04-21 20:34:29 +0000\",\n \"2016-06-20 11:04:25 +0000\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"product_url\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1050,\n \"samples\": [\n \"http://www.flipkart.com/zyxel-pla-4205/p/itmdyzydwztvmdf8?pid=RTRDYZYDXGHXXJNZ\",\n \"http://www.flipkart.com/philips-9-5-w-led-b22-3000k-a55-ind-bulb/p/itmef3hhfzfzf2vn?pid=BLBEF3HEKYURWHKG\",\n \"http://www.flipkart.com/lapguard-lenovo-ideapad-v470-6-cell-laptop-battery/p/itmdvpgknnfqar4k?pid=ACCDVPGKY3GBDB5P\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"product_name\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1050,\n \"samples\": [\n \"Zyxel PLA-4205\",\n \"Philips 9.5 W LED B22 3000K A55 IND Bulb\",\n \"Lapguard Lenovo IdeaPad V470 6 Cell Laptop Battery\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"product_category_tree\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 642,\n \"samples\": [\n \"[\\\"Home Decor & Festive Needs >> Table Decor & Handicrafts >> Showpieces >> Religious Idols >> Exotic India Religious Idols\\\"]\",\n \"[\\\"Home Furnishing >> Living >> Sofa Covers >> Dreamshomes Velvet Sofa Cover (Multicolour Pack ...\\\"]\",\n \"[\\\"Watches >> Wrist Watches >> CB Fashion Wrist Watches\\\"]\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"pid\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1050,\n \"samples\": [\n \"RTRDYZYDXGHXXJNZ\",\n \"BLBEF3HEKYURWHKG\",\n \"ACCDVPGKY3GBDB5P\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"retail_price\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 7639.229411034866,\n \"min\": 35.0,\n \"max\": 201000.0,\n \"num_unique_values\": 354,\n \"samples\": [\n 4550.0,\n 213.0,\n 558.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"discounted_price\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 7475.099680427282,\n \"min\": 35.0,\n \"max\": 201000.0,\n \"num_unique_values\": 424,\n \"samples\": [\n 799.0,\n 1800.0,\n 398.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"image\",\n \"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 \"column\": \"is_FK_Advantage_product\",\n \"properties\": {\n \"dtype\": \"boolean\",\n \"num_unique_values\": 2,\n \"samples\": [\n true,\n false\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"description\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1050,\n \"samples\": [\n \"Buy Zyxel PLA-4205 only for Rs. 8100 from Flipkart.com. 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 ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"product_rating\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 27,\n \"samples\": [\n \"4.3\",\n \"4.9\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"overall_rating\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 27,\n \"samples\": [\n \"4.3\",\n \"4.9\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"brand\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 490,\n \"samples\": [\n \"Hand Art\",\n \"Unique Design\"\n ],\n \"semantic_type\": \"\",\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 Box\\\", \\\"value\\\"=>\\\"Laptop Battery\\\"}, {\\\"key\\\"=>\\\"Brand\\\", \\\"value\\\"=>\\\"Lapguard\\\"}, {\\\"key\\\"=>\\\"Number Of Cells\\\", \\\"value\\\"=>\\\"6\\\"}, {\\\"key\\\"=>\\\"Capacity\\\", \\\"value\\\"=>\\\"4400 mAh\\\"}, {\\\"key\\\"=>\\\"Battery Type\\\", \\\"value\\\"=>\\\"Lithium-Ion\\\"}, {\\\"key\\\"=>\\\"Color\\\", \\\"value\\\"=>\\\"Black\\\"}, {\\\"key\\\"=>\\\"Model Id\\\", \\\"value\\\"=>\\\"HP Pavilion dv5-1015nr\\\"}, {\\\"key\\\"=>\\\"Covered in Warranty\\\", \\\"value\\\"=>\\\"Warranty of the Product is Limited to Manufacturing Defect Only.\\\"}, {\\\"key\\\"=>\\\"Warranty Summary\\\", \\\"value\\\"=>\\\"12 Months Seller Warranty\\\"}, {\\\"key\\\"=>\\\"Warranty Service Type\\\", \\\"value\\\"=>\\\"Off Site Warrany- Customer will Need to send the Defected Product To the Nearest Branch of the company and the replaced Product will be sent back to customer.\\\"}, {\\\"key\\\"=>\\\"Not Covered in Warranty\\\", \\\"value\\\"=>\\\"Warranty of the Product is Limited to Manufacturing Defect Only.\\\"}]}\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":34}],"source":["Flipkart = pd.read_csv('./Flipkart/flipkart_com-ecommerce_sample_1050.csv',encoding='iso-8859-1')\n","Flipkart.head(5)"]},{"cell_type":"code","execution_count":35,"id":"respiratory-essence","metadata":{"ExecuteTime":{"end_time":"2021-05-23T16:35:48.638959Z","start_time":"2021-05-23T16:35:48.624953Z"},"id":"respiratory-essence","executionInfo":{"status":"ok","timestamp":1747739963839,"user_tz":-120,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["dataset=Flipkart[['product_category_tree','product_name','description']].copy()"]},{"cell_type":"code","execution_count":36,"id":"angry-music","metadata":{"ExecuteTime":{"end_time":"2021-05-24T06:03:52.561549Z","start_time":"2021-05-24T06:03:52.547571Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"angry-music","executionInfo":{"status":"ok","timestamp":1747739964033,"user_tz":-120,"elapsed":193,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"5891e42d-ccad-40c7-d34a-068732fe25d7"},"outputs":[{"output_type":"stream","name":"stdout","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 1050 entries, 0 to 1049\n","Data columns (total 3 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 product_category_tree 1050 non-null object\n"," 1 product_name 1050 non-null object\n"," 2 description 1050 non-null object\n","dtypes: object(3)\n","memory usage: 24.7+ KB\n"]}],"source":["dataset.info()"]},{"cell_type":"code","execution_count":37,"id":"comfortable-interview","metadata":{"ExecuteTime":{"end_time":"2021-05-23T16:35:48.686917Z","start_time":"2021-05-23T16:35:48.672927Z"},"colab":{"base_uri":"https://localhost:8080/","height":484},"id":"comfortable-interview","executionInfo":{"status":"ok","timestamp":1747739964036,"user_tz":-120,"elapsed":48,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4250848d-fde5-498b-e40e-3cf6081d4528"},"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 "],"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 >> Curtains & Accessories >> Curtains >> 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 & Design Material Polyester</td>\n"," </tr>\n"," <tr>\n"," <th>1</th>\n"," <td>[\"Baby Care >> Baby Bath & Skin >> Baby Bath Towels >> Sathiyas Baby Bath Towels >> 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 >> Baby Bath & Skin >> Baby Bath Towels >> Eurospa Baby Bath Towels >> 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 >> Bed Linen >> Bedsheets >> SANTOSH ROYAL FASHION Bedsheets >> 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 & 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</td>\n"," </tr>\n"," <tr>\n"," <th>4</th>\n"," <td>[\"Home Furnishing >> Bed Linen >> Bedsheets >> Jaipur Print Bedsheets >> 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 ? 'block' : 'none';\n","\n"," async function convertToInteractive(key) {\n"," const element = document.querySelector('#df-3734ddc9-6d3b-4423-bcc1-e429e81c746c');\n"," const dataTable =\n"," await google.colab.kernel.invokeFunction('convertToInteractive',\n"," [key], {});\n"," if (!dataTable) return;\n","\n"," const docLinkHtml = 'Like what you see? Visit the ' +\n"," '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n"," + ' to learn more about interactive tables.';\n"," element.innerHTML = '';\n"," dataTable['output_type'] = 'display_data';\n"," await google.colab.output.renderOutput(dataTable, element);\n"," const docLink = document.createElement('div');\n"," docLink.innerHTML = docLinkHtml;\n"," element.appendChild(docLink);\n"," }\n"," </script>\n"," </div>\n","\n","\n"," <div id=\"df-d4cd9a05-7e6a-4ed3-911b-a1292020e539\">\n"," <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-d4cd9a05-7e6a-4ed3-911b-a1292020e539')\"\n"," title=\"Suggest charts\"\n"," style=\"display:none;\">\n","\n","<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n"," width=\"24px\">\n"," <g>\n"," <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n"," </g>\n","</svg>\n"," </button>\n","\n","<style>\n"," .colab-df-quickchart {\n"," --bg-color: #E8F0FE;\n"," --fill-color: #1967D2;\n"," --hover-bg-color: #E2EBFA;\n"," --hover-fill-color: #174EA6;\n"," --disabled-fill-color: #AAA;\n"," --disabled-bg-color: #DDD;\n"," }\n","\n"," [theme=dark] .colab-df-quickchart {\n"," --bg-color: #3B4455;\n"," --fill-color: #D2E3FC;\n"," --hover-bg-color: #434B5C;\n"," --hover-fill-color: #FFFFFF;\n"," --disabled-bg-color: #3B4455;\n"," --disabled-fill-color: #666;\n"," }\n","\n"," .colab-df-quickchart {\n"," background-color: var(--bg-color);\n"," border: none;\n"," border-radius: 50%;\n"," cursor: pointer;\n"," display: none;\n"," fill: var(--fill-color);\n"," height: 32px;\n"," padding: 0;\n"," width: 32px;\n"," }\n","\n"," .colab-df-quickchart:hover {\n"," background-color: var(--hover-bg-color);\n"," box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n"," fill: var(--button-hover-fill-color);\n"," }\n","\n"," .colab-df-quickchart-complete:disabled,\n"," .colab-df-quickchart-complete:disabled:hover {\n"," background-color: var(--disabled-bg-color);\n"," fill: var(--disabled-fill-color);\n"," box-shadow: none;\n"," }\n","\n"," .colab-df-spinner {\n"," border: 2px solid var(--fill-color);\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," animation:\n"," spin 1s steps(1) infinite;\n"," }\n","\n"," @keyframes spin {\n"," 0% {\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," border-left-color: var(--fill-color);\n"," }\n"," 20% {\n"," border-color: transparent;\n"," border-left-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," }\n"," 30% {\n"," border-color: transparent;\n"," border-left-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," border-right-color: var(--fill-color);\n"," }\n"," 40% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," }\n"," 60% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," }\n"," 80% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," border-bottom-color: var(--fill-color);\n"," }\n"," 90% {\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," }\n"," }\n","</style>\n","\n"," <script>\n"," async function quickchart(key) {\n"," const quickchartButtonEl =\n"," document.querySelector('#' + key + ' button');\n"," quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n"," quickchartButtonEl.classList.add('colab-df-spinner');\n"," try {\n"," const charts = await google.colab.kernel.invokeFunction(\n"," 'suggestCharts', [key], {});\n"," } catch (error) {\n"," console.error('Error during call to suggestCharts:', error);\n"," }\n"," quickchartButtonEl.classList.remove('colab-df-spinner');\n"," quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n"," }\n"," (() => {\n"," let quickchartButtonEl =\n"," document.querySelector('#df-d4cd9a05-7e6a-4ed3-911b-a1292020e539 button');\n"," quickchartButtonEl.style.display =\n"," google.colab.kernel.accessAllowed ? 'block' : 'none';\n"," })();\n"," </script>\n"," </div>\n","\n"," </div>\n"," </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"dataset","summary":"{\n \"name\": \"dataset\",\n \"rows\": 1050,\n \"fields\": [\n {\n \"column\": \"product_category_tree\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 642,\n \"samples\": [\n \"[\\\"Home Decor & Festive Needs >> Table Decor & Handicrafts >> Showpieces >> Religious Idols >> Exotic India Religious Idols\\\"]\",\n \"[\\\"Home Furnishing >> Living >> Sofa Covers >> Dreamshomes Velvet Sofa Cover (Multicolour Pack ...\\\"]\",\n \"[\\\"Watches >> Wrist Watches >> CB Fashion Wrist Watches\\\"]\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"product_name\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1050,\n \"samples\": [\n \"Zyxel PLA-4205\",\n \"Philips 9.5 W LED B22 3000K A55 IND Bulb\",\n \"Lapguard Lenovo IdeaPad V470 6 Cell Laptop Battery\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"description\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1050,\n \"samples\": [\n \"Buy Zyxel PLA-4205 only for Rs. 8100 from Flipkart.com. 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 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-401152bf-299e-4364-8830-671c1b24d79b')\"\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-401152bf-299e-4364-8830-671c1b24d79b button.colab-df-convert');\n"," buttonEl.style.display =\n"," google.colab.kernel.accessAllowed ? 'block' : 'none';\n","\n"," async function convertToInteractive(key) {\n"," const element = document.querySelector('#df-401152bf-299e-4364-8830-671c1b24d79b');\n"," const dataTable =\n"," await google.colab.kernel.invokeFunction('convertToInteractive',\n"," [key], {});\n"," if (!dataTable) return;\n","\n"," const docLinkHtml = 'Like what you see? Visit the ' +\n"," '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n"," + ' to learn more about interactive tables.';\n"," element.innerHTML = '';\n"," dataTable['output_type'] = 'display_data';\n"," await google.colab.output.renderOutput(dataTable, element);\n"," const docLink = document.createElement('div');\n"," docLink.innerHTML = docLinkHtml;\n"," element.appendChild(docLink);\n"," }\n"," </script>\n"," </div>\n","\n","\n"," <div id=\"df-b87ff212-015d-4d8b-b7e6-61884b8a48c1\">\n"," <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-b87ff212-015d-4d8b-b7e6-61884b8a48c1')\"\n"," title=\"Suggest charts\"\n"," style=\"display:none;\">\n","\n","<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n"," width=\"24px\">\n"," <g>\n"," <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n"," </g>\n","</svg>\n"," </button>\n","\n","<style>\n"," .colab-df-quickchart {\n"," --bg-color: #E8F0FE;\n"," --fill-color: #1967D2;\n"," --hover-bg-color: #E2EBFA;\n"," --hover-fill-color: #174EA6;\n"," --disabled-fill-color: #AAA;\n"," --disabled-bg-color: #DDD;\n"," }\n","\n"," [theme=dark] .colab-df-quickchart {\n"," --bg-color: #3B4455;\n"," --fill-color: #D2E3FC;\n"," --hover-bg-color: #434B5C;\n"," --hover-fill-color: #FFFFFF;\n"," --disabled-bg-color: #3B4455;\n"," --disabled-fill-color: #666;\n"," }\n","\n"," .colab-df-quickchart {\n"," background-color: var(--bg-color);\n"," border: none;\n"," border-radius: 50%;\n"," cursor: pointer;\n"," display: none;\n"," fill: var(--fill-color);\n"," height: 32px;\n"," padding: 0;\n"," width: 32px;\n"," }\n","\n"," .colab-df-quickchart:hover {\n"," background-color: var(--hover-bg-color);\n"," box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n"," fill: var(--button-hover-fill-color);\n"," }\n","\n"," .colab-df-quickchart-complete:disabled,\n"," .colab-df-quickchart-complete:disabled:hover {\n"," background-color: var(--disabled-bg-color);\n"," fill: var(--disabled-fill-color);\n"," box-shadow: none;\n"," }\n","\n"," .colab-df-spinner {\n"," border: 2px solid var(--fill-color);\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," animation:\n"," spin 1s steps(1) infinite;\n"," }\n","\n"," @keyframes spin {\n"," 0% {\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," border-left-color: var(--fill-color);\n"," }\n"," 20% {\n"," border-color: transparent;\n"," border-left-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," }\n"," 30% {\n"," border-color: transparent;\n"," border-left-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," border-right-color: var(--fill-color);\n"," }\n"," 40% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," }\n"," 60% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," }\n"," 80% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," border-bottom-color: var(--fill-color);\n"," }\n"," 90% {\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," }\n"," }\n","</style>\n","\n"," <script>\n"," async function quickchart(key) {\n"," const quickchartButtonEl =\n"," document.querySelector('#' + key + ' button');\n"," quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n"," quickchartButtonEl.classList.add('colab-df-spinner');\n"," try {\n"," const charts = await google.colab.kernel.invokeFunction(\n"," 'suggestCharts', [key], {});\n"," } catch (error) {\n"," console.error('Error during call to suggestCharts:', error);\n"," }\n"," quickchartButtonEl.classList.remove('colab-df-spinner');\n"," quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n"," }\n"," (() => {\n"," let quickchartButtonEl =\n"," document.querySelector('#df-b87ff212-015d-4d8b-b7e6-61884b8a48c1 button');\n"," quickchartButtonEl.style.display =\n"," google.colab.kernel.accessAllowed ? 'block' : 'none';\n"," })();\n"," </script>\n"," </div>\n","\n"," <div id=\"id_eec357e3-d9ca-4e93-a7c0-ec0e2ec4e8b1\">\n"," <style>\n"," .colab-df-generate {\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-generate: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"," [theme=dark] .colab-df-generate {\n"," background-color: #3B4455;\n"," fill: #D2E3FC;\n"," }\n","\n"," [theme=dark] .colab-df-generate: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"," <button class=\"colab-df-generate\" onclick=\"generateWithVariable('cat')\"\n"," title=\"Generate code using this dataframe.\"\n"," style=\"display:none;\">\n","\n"," <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n"," width=\"24px\">\n"," <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n"," </svg>\n"," </button>\n"," <script>\n"," (() => {\n"," const buttonEl =\n"," document.querySelector('#id_eec357e3-d9ca-4e93-a7c0-ec0e2ec4e8b1 button.colab-df-generate');\n"," buttonEl.style.display =\n"," google.colab.kernel.accessAllowed ? 'block' : 'none';\n","\n"," buttonEl.onclick = () => {\n"," google.colab.notebook.generateWithVariable('cat');\n"," }\n"," })();\n"," </script>\n"," </div>\n","\n"," </div>\n"," </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"cat","summary":"{\n \"name\": \"cat\",\n \"rows\": 7,\n \"fields\": [\n {\n \"column\": \"category\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 7,\n \"samples\": [\n \"Furniture\",\n \"Baby\",\n \"Beauty\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"count\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 150,\n \"max\": 150,\n \"num_unique_values\": 1,\n \"samples\": [\n 150\n ],\n \"semantic_type\": \"\",\n \"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 >> Curtains & Accessories >> Curtains >> 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 & Design Material Polyester</td>\n"," <td>Furniture</td>\n"," <td>0</td>\n"," </tr>\n"," <tr>\n"," <th>1</th>\n"," <td>[\"Baby Care >> Baby Bath & Skin >> Baby Bath Towels >> Sathiyas Baby Bath Towels >> 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 >> Baby Bath & Skin >> Baby Bath Towels >> Eurospa Baby Bath Towels >> 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 >> Bed Linen >> Bedsheets >> SANTOSH ROYAL FASHION Bedsheets >> 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 & 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</td>\n"," <td>Furniture</td>\n"," <td>0</td>\n"," </tr>\n"," <tr>\n"," <th>4</th>\n"," <td>[\"Home Furnishing >> Bed Linen >> Bedsheets >> Jaipur Print Bedsheets >> 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 ? 'block' : 'none';\n","\n"," async function convertToInteractive(key) {\n"," const element = document.querySelector('#df-7e43b94e-7e4c-4b41-b8b0-8f99ce0891f5');\n"," const dataTable =\n"," await google.colab.kernel.invokeFunction('convertToInteractive',\n"," [key], {});\n"," if (!dataTable) return;\n","\n"," const docLinkHtml = 'Like what you see? Visit the ' +\n"," '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n"," + ' to learn more about interactive tables.';\n"," element.innerHTML = '';\n"," dataTable['output_type'] = 'display_data';\n"," await google.colab.output.renderOutput(dataTable, element);\n"," const docLink = document.createElement('div');\n"," docLink.innerHTML = docLinkHtml;\n"," element.appendChild(docLink);\n"," }\n"," </script>\n"," </div>\n","\n","\n"," <div id=\"df-09d6c29c-f812-4423-983a-27b33dfd84ad\">\n"," <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-09d6c29c-f812-4423-983a-27b33dfd84ad')\"\n"," title=\"Suggest charts\"\n"," style=\"display:none;\">\n","\n","<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n"," width=\"24px\">\n"," <g>\n"," <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n"," </g>\n","</svg>\n"," </button>\n","\n","<style>\n"," .colab-df-quickchart {\n"," --bg-color: #E8F0FE;\n"," --fill-color: #1967D2;\n"," --hover-bg-color: #E2EBFA;\n"," --hover-fill-color: #174EA6;\n"," --disabled-fill-color: #AAA;\n"," --disabled-bg-color: #DDD;\n"," }\n","\n"," [theme=dark] .colab-df-quickchart {\n"," --bg-color: #3B4455;\n"," --fill-color: #D2E3FC;\n"," --hover-bg-color: #434B5C;\n"," --hover-fill-color: #FFFFFF;\n"," --disabled-bg-color: #3B4455;\n"," --disabled-fill-color: #666;\n"," }\n","\n"," .colab-df-quickchart {\n"," background-color: var(--bg-color);\n"," border: none;\n"," border-radius: 50%;\n"," cursor: pointer;\n"," display: none;\n"," fill: var(--fill-color);\n"," height: 32px;\n"," padding: 0;\n"," width: 32px;\n"," }\n","\n"," .colab-df-quickchart:hover {\n"," background-color: var(--hover-bg-color);\n"," box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n"," fill: var(--button-hover-fill-color);\n"," }\n","\n"," .colab-df-quickchart-complete:disabled,\n"," .colab-df-quickchart-complete:disabled:hover {\n"," background-color: var(--disabled-bg-color);\n"," fill: var(--disabled-fill-color);\n"," box-shadow: none;\n"," }\n","\n"," .colab-df-spinner {\n"," border: 2px solid var(--fill-color);\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," animation:\n"," spin 1s steps(1) infinite;\n"," }\n","\n"," @keyframes spin {\n"," 0% {\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," border-left-color: var(--fill-color);\n"," }\n"," 20% {\n"," border-color: transparent;\n"," border-left-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," }\n"," 30% {\n"," border-color: transparent;\n"," border-left-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," border-right-color: var(--fill-color);\n"," }\n"," 40% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," }\n"," 60% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," }\n"," 80% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," border-bottom-color: var(--fill-color);\n"," }\n"," 90% {\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," }\n"," }\n","</style>\n","\n"," <script>\n"," async function quickchart(key) {\n"," const quickchartButtonEl =\n"," document.querySelector('#' + key + ' button');\n"," quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n"," quickchartButtonEl.classList.add('colab-df-spinner');\n"," try {\n"," const charts = await google.colab.kernel.invokeFunction(\n"," 'suggestCharts', [key], {});\n"," } catch (error) {\n"," console.error('Error during call to suggestCharts:', error);\n"," }\n"," quickchartButtonEl.classList.remove('colab-df-spinner');\n"," quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n"," }\n"," (() => {\n"," let quickchartButtonEl =\n"," document.querySelector('#df-09d6c29c-f812-4423-983a-27b33dfd84ad button');\n"," quickchartButtonEl.style.display =\n"," google.colab.kernel.accessAllowed ? 'block' : 'none';\n"," })();\n"," </script>\n"," </div>\n","\n"," </div>\n"," </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"dataset","summary":"{\n \"name\": \"dataset\",\n \"rows\": 1050,\n \"fields\": [\n {\n \"column\": \"product_category_tree\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 642,\n \"samples\": [\n \"[\\\"Home Decor & Festive Needs >> Table Decor & Handicrafts >> Showpieces >> Religious Idols >> Exotic India Religious Idols\\\"]\",\n \"[\\\"Home Furnishing >> Living >> Sofa Covers >> Dreamshomes Velvet Sofa Cover (Multicolour Pack ...\\\"]\",\n \"[\\\"Watches >> Wrist Watches >> CB Fashion Wrist Watches\\\"]\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"product_name\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1050,\n \"samples\": [\n \"Zyxel PLA-4205\",\n \"Philips 9.5 W LED B22 3000K A55 IND Bulb\",\n \"Lapguard Lenovo IdeaPad V470 6 Cell Laptop Battery\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"description\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1050,\n \"samples\": [\n \"Buy Zyxel PLA-4205 only for Rs. 8100 from Flipkart.com. 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 & 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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'block' : 'none';\n"," })();\n"," </script>\n"," </div>\n","\n"," </div>\n"," </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"data","summary":"{\n \"name\": \"data\",\n \"rows\": 1050,\n \"fields\": [\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 \"column\": \"product_name\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1050,\n \"samples\": [\n \"Zyxel PLA-4205\",\n \"Philips 9.5 W LED B22 3000K A55 IND Bulb\",\n \"Lapguard Lenovo IdeaPad V470 6 Cell Laptop Battery\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"description\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1050,\n \"samples\": [\n \"Buy Zyxel PLA-4205 only for Rs. 8100 from Flipkart.com. 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":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"," 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>7</td>\n"," <td>52</td>\n"," <td>1</td>\n"," <td>7.428571</td>\n"," <td>7.0</td>\n"," </tr>\n"," <tr>\n"," <th>1</th>\n"," <td>4</td>\n"," <td>23</td>\n"," <td>1</td>\n"," <td>5.750000</td>\n"," <td>4.0</td>\n"," </tr>\n"," <tr>\n"," 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Visit the ' +\n"," '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n"," + ' to learn more about interactive tables.';\n"," element.innerHTML = '';\n"," dataTable['output_type'] = 'display_data';\n"," await google.colab.output.renderOutput(dataTable, element);\n"," const docLink = document.createElement('div');\n"," docLink.innerHTML = docLinkHtml;\n"," element.appendChild(docLink);\n"," }\n"," </script>\n"," </div>\n","\n","\n"," <div id=\"df-96f17b25-a703-4604-bc7b-ece25a4de884\">\n"," <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-96f17b25-a703-4604-bc7b-ece25a4de884')\"\n"," title=\"Suggest charts\"\n"," style=\"display:none;\">\n","\n","<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n"," width=\"24px\">\n"," <g>\n"," <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n"," </g>\n","</svg>\n"," </button>\n","\n","<style>\n"," .colab-df-quickchart {\n"," --bg-color: #E8F0FE;\n"," --fill-color: #1967D2;\n"," --hover-bg-color: #E2EBFA;\n"," --hover-fill-color: #174EA6;\n"," --disabled-fill-color: #AAA;\n"," --disabled-bg-color: #DDD;\n"," }\n","\n"," [theme=dark] .colab-df-quickchart {\n"," --bg-color: #3B4455;\n"," --fill-color: #D2E3FC;\n"," --hover-bg-color: #434B5C;\n"," --hover-fill-color: #FFFFFF;\n"," --disabled-bg-color: #3B4455;\n"," --disabled-fill-color: #666;\n"," }\n","\n"," .colab-df-quickchart {\n"," background-color: var(--bg-color);\n"," border: none;\n"," border-radius: 50%;\n"," cursor: pointer;\n"," display: none;\n"," fill: var(--fill-color);\n"," height: 32px;\n"," padding: 0;\n"," width: 32px;\n"," }\n","\n"," .colab-df-quickchart:hover {\n"," background-color: var(--hover-bg-color);\n"," box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n"," fill: var(--button-hover-fill-color);\n"," }\n","\n"," .colab-df-quickchart-complete:disabled,\n"," .colab-df-quickchart-complete:disabled:hover {\n"," background-color: var(--disabled-bg-color);\n"," fill: var(--disabled-fill-color);\n"," box-shadow: none;\n"," }\n","\n"," .colab-df-spinner {\n"," border: 2px solid var(--fill-color);\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," animation:\n"," spin 1s steps(1) infinite;\n"," }\n","\n"," @keyframes spin {\n"," 0% {\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," border-left-color: var(--fill-color);\n"," }\n"," 20% {\n"," border-color: transparent;\n"," border-left-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," }\n"," 30% {\n"," border-color: transparent;\n"," border-left-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," border-right-color: var(--fill-color);\n"," }\n"," 40% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," }\n"," 60% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," }\n"," 80% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," border-bottom-color: var(--fill-color);\n"," }\n"," 90% {\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," }\n"," }\n","</style>\n","\n"," <script>\n"," async function quickchart(key) {\n"," const quickchartButtonEl =\n"," document.querySelector('#' + key + ' button');\n"," quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n"," quickchartButtonEl.classList.add('colab-df-spinner');\n"," try {\n"," const charts = await google.colab.kernel.invokeFunction(\n"," 'suggestCharts', [key], {});\n"," } catch (error) {\n"," console.error('Error during call to suggestCharts:', error);\n"," }\n"," quickchartButtonEl.classList.remove('colab-df-spinner');\n"," quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n"," }\n"," (() => {\n"," let quickchartButtonEl =\n"," document.querySelector('#df-96f17b25-a703-4604-bc7b-ece25a4de884 button');\n"," quickchartButtonEl.style.display =\n"," google.colab.kernel.accessAllowed ? 'block' : 'none';\n"," })();\n"," </script>\n"," </div>\n","\n"," </div>\n"," </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n \"name\": \"stats_product_name\",\n \"rows\": 8,\n \"fields\": [\n {\n \"column\": \"word_count\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 368.24572192084713,\n \"min\": 2.0,\n \"max\": 1050.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 7.617142857142857,\n 7.0,\n 1050.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"char_count\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 357.95232186548174,\n \"min\": 7.0,\n \"max\": 1050.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 38.49047619047619,\n 37.0,\n 1050.0\n ],\n \"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 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()"]},{"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"," 'print': 1348,\n"," 'size': 1569,\n"," 'santosh': 1493,\n"," 'jaipur': 853,\n"," 'floral': 608,\n"," 'maserati': 1042,\n"," 'watch': 1862,\n"," 'time': 1732,\n"," 'analog': 54,\n"," 'boy': 208,\n"," 'men': 1075,\n"," 'camerii': 249,\n"," 'wm': 1894,\n"," 'star': 1629,\n"," 'ufttswbkbr': 1785,\n"," 'alfajr': 41,\n"," 'youth': 1931,\n"," 'wyb': 1915,\n"," 'digit': 449,\n"," 'formula': 621,\n"," 'cauba': 273,\n"," 'heuer': 757,\n"," 'tag': 1693,\n"," 'calibro': 246,\n"," 'sw': 1678,\n"," 'analogdigit': 55,\n"," 'cartier': 263,\n"," 'lcs': 945,\n"," 'caron': 259,\n"," 'loi': 983,\n"," 'titan': 1737,\n"," 'sl': 1578,\n"," 'women': 1897,\n"," 'jewelri': 863,\n"," 'srushti': 1620,\n"," 'girl': 681,\n"," 'art': 89,\n"," 'megnetledsportblackr': 1071,\n"," 'escort': 531,\n"," 'eblk': 507,\n"," 'blackl': 177,\n"," 'jack': 850,\n"," 'klein': 908,\n"," 'silicon': 1558,\n"," 'iwfk': 848,\n"," 'moon': 1105,\n"," 'ion': 839,\n"," 'north': 1186,\n"," 'fbc': 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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"," <th>Watches</th>\n"," <td>1</td>\n"," <td>149</td>\n"," </tr>\n"," <tr>\n"," <th>Decor</th>\n"," <td>6</td>\n"," <td>103</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>5</td>\n"," <td>122</td>\n"," </tr>\n"," <tr>\n"," <th>Computers</th>\n"," <td>2</td>\n"," <td>435</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-32beb31b-37e0-4c4a-8411-13ab242e9291')\"\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-32beb31b-37e0-4c4a-8411-13ab242e9291 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 : 0.3106953248835906\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 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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='d'.\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",">>> import numpy as np\n",">>> from scipy.sparse import csr_matrix\n",">>> 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",">>> row = np.array([0, 0, 1, 2, 2, 2])\n",">>> col = np.array([0, 2, 2, 0, 1, 2])\n",">>> data = np.array([1, 2, 3, 4, 5, 6])\n",">>> csr_matrix((data, (row, col)), shape=(3, 3)).toarray()\n","array([[1, 0, 2],\n"," [0, 0, 3],\n"," [4, 5, 6]])\n","\n",">>> indptr = np.array([0, 2, 3, 6])\n",">>> indices = np.array([0, 2, 2, 0, 1, 2])\n",">>> data = np.array([1, 2, 3, 4, 5, 6])\n",">>> 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",">>> row = np.array([0, 1, 2, 0])\n",">>> col = np.array([0, 1, 1, 0])\n",">>> data = np.array([1, 2, 4, 8])\n",">>> 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",">>> docs = [["hello", "world", "hello"], ["goodbye", "cruel", "world"]]\n",">>> indptr = [0]\n",">>> indices = []\n",">>> data = []\n",">>> vocabulary = {}\n",">>> 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",">>> 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":183}],"source":["type(data_tfidf)"]},{"cell_type":"markdown","id":"floating-stereo","metadata":{"id":"floating-stereo"},"source":["Sparse matrix, densify it for interpretability and saving 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, 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Visit the ' +\n"," '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n"," + ' to learn more about interactive tables.';\n"," element.innerHTML = '';\n"," dataTable['output_type'] = 'display_data';\n"," await google.colab.output.renderOutput(dataTable, element);\n"," const docLink = document.createElement('div');\n"," docLink.innerHTML = docLinkHtml;\n"," element.appendChild(docLink);\n"," }\n"," </script>\n"," </div>\n","\n","\n"," <div id=\"df-f5e236af-b6bb-4284-ad4b-985a60dc81e2\">\n"," <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-f5e236af-b6bb-4284-ad4b-985a60dc81e2')\"\n"," title=\"Suggest charts\"\n"," style=\"display:none;\">\n","\n","<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n"," width=\"24px\">\n"," <g>\n"," <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n"," </g>\n","</svg>\n"," </button>\n","\n","<style>\n"," .colab-df-quickchart {\n"," --bg-color: #E8F0FE;\n"," --fill-color: #1967D2;\n"," --hover-bg-color: #E2EBFA;\n"," --hover-fill-color: #174EA6;\n"," --disabled-fill-color: #AAA;\n"," --disabled-bg-color: #DDD;\n"," }\n","\n"," [theme=dark] .colab-df-quickchart {\n"," --bg-color: #3B4455;\n"," --fill-color: #D2E3FC;\n"," --hover-bg-color: #434B5C;\n"," --hover-fill-color: #FFFFFF;\n"," --disabled-bg-color: #3B4455;\n"," --disabled-fill-color: #666;\n"," }\n","\n"," .colab-df-quickchart {\n"," background-color: var(--bg-color);\n"," border: none;\n"," border-radius: 50%;\n"," cursor: pointer;\n"," display: none;\n"," fill: var(--fill-color);\n"," height: 32px;\n"," padding: 0;\n"," width: 32px;\n"," }\n","\n"," .colab-df-quickchart:hover {\n"," background-color: var(--hover-bg-color);\n"," box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n"," fill: var(--button-hover-fill-color);\n"," }\n","\n"," .colab-df-quickchart-complete:disabled,\n"," .colab-df-quickchart-complete:disabled:hover {\n"," background-color: var(--disabled-bg-color);\n"," fill: var(--disabled-fill-color);\n"," box-shadow: none;\n"," }\n","\n"," .colab-df-spinner {\n"," border: 2px solid var(--fill-color);\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," animation:\n"," spin 1s steps(1) infinite;\n"," }\n","\n"," @keyframes spin {\n"," 0% {\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," border-left-color: var(--fill-color);\n"," }\n"," 20% {\n"," border-color: transparent;\n"," border-left-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," }\n"," 30% {\n"," border-color: transparent;\n"," border-left-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," border-right-color: var(--fill-color);\n"," }\n"," 40% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," }\n"," 60% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," }\n"," 80% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," border-bottom-color: var(--fill-color);\n"," }\n"," 90% {\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," }\n"," }\n","</style>\n","\n"," <script>\n"," async function quickchart(key) {\n"," const quickchartButtonEl =\n"," document.querySelector('#' + key + ' button');\n"," quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n"," quickchartButtonEl.classList.add('colab-df-spinner');\n"," try {\n"," const charts = await google.colab.kernel.invokeFunction(\n"," 'suggestCharts', [key], {});\n"," } catch (error) {\n"," console.error('Error during call to suggestCharts:', error);\n"," }\n"," quickchartButtonEl.classList.remove('colab-df-spinner');\n"," quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n"," }\n"," (() => {\n"," let quickchartButtonEl =\n"," document.querySelector('#df-f5e236af-b6bb-4284-ad4b-985a60dc81e2 button');\n"," quickchartButtonEl.style.display =\n"," google.colab.kernel.accessAllowed ? 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'block' : 'none';\n","\n"," buttonEl.onclick = () => {\n"," google.colab.notebook.generateWithVariable('tok');\n"," }\n"," })();\n"," </script>\n"," </div>\n","\n"," </div>\n"," </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"tok"}},"metadata":{},"execution_count":186}],"source":["tok=pd.DataFrame(data_tfidf,columns=[ 'T'+str(i) for i in range(data_tfidf.shape[1])])\n","\n","joblib.dump(tok, 'FEAT_TFIDF_PRODUCT_NAME')\n","\n","tok"]},{"cell_type":"code","source":["# Supposons que df_transposed est le résultat de votre commande\n","df_transposed = tok.loc[index,['T'+str(i) for i in preprocessed_text_bow_matches.values()]].T\n","\n","# Initialisation du dictionnaire avec index et valeurs\n","my_dict = {idx: round(float(val[0]),4) for idx, val in zip(df_transposed.index, df_transposed.values)}\n","\n","# Afficher le 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"," .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"," 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]\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 : 0.2725094110833238\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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}\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 : 0.22335537137809217\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"," <td>4</td>\n"," <td>27</td>\n"," </tr>\n"," <tr>\n"," <th>Watches</th>\n"," <td>1</td>\n"," <td>124</td>\n"," </tr>\n"," <tr>\n"," <th>Decor</th>\n"," <td>2</td>\n"," <td>101</td>\n"," </tr>\n"," <tr>\n"," <th>Kitchen</th>\n"," <td>5</td>\n"," <td>217</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>0</td>\n"," <td>482</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-24a83dc8-fe73-44c4-85f9-e772ddd7cf63')\"\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-24a83dc8-fe73-44c4-85f9-e772ddd7cf63 button.colab-df-convert');\n"," buttonEl.style.display =\n"," google.colab.kernel.accessAllowed ? 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]\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 : 0.22139824350032977\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"," <tr>\n"," <th>Baby</th>\n"," <td>4</td>\n"," <td>48</td>\n"," </tr>\n"," <tr>\n"," <th>Watches</th>\n"," <td>2</td>\n"," <td>67</td>\n"," </tr>\n"," <tr>\n"," <th>Decor</th>\n"," <td>3</td>\n"," <td>268</td>\n"," </tr>\n"," <tr>\n"," <th>Kitchen</th>\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"," 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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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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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"," <tbody>\n"," <tr>\n"," <th>Furniture</th>\n"," <td>4</td>\n"," <td>107</td>\n"," </tr>\n"," <tr>\n"," <th>Baby</th>\n"," <td>3</td>\n"," <td>112</td>\n"," </tr>\n"," <tr>\n"," <th>Watches</th>\n"," <td>1</td>\n"," <td>149</td>\n"," 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Visit the ' +\n"," '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n"," + ' to learn more about interactive tables.';\n"," element.innerHTML = '';\n"," dataTable['output_type'] = 'display_data';\n"," await google.colab.output.renderOutput(dataTable, element);\n"," const docLink = document.createElement('div');\n"," docLink.innerHTML = docLinkHtml;\n"," element.appendChild(docLink);\n"," }\n"," </script>\n"," </div>\n","\n","\n"," <div id=\"df-4441a75e-42b8-4e8f-b020-7bfd59bde3db\">\n"," <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-4441a75e-42b8-4e8f-b020-7bfd59bde3db')\"\n"," title=\"Suggest charts\"\n"," style=\"display:none;\">\n","\n","<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n"," width=\"24px\">\n"," <g>\n"," <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n"," </g>\n","</svg>\n"," </button>\n","\n","<style>\n"," .colab-df-quickchart {\n"," --bg-color: #E8F0FE;\n"," --fill-color: #1967D2;\n"," --hover-bg-color: #E2EBFA;\n"," --hover-fill-color: #174EA6;\n"," --disabled-fill-color: #AAA;\n"," --disabled-bg-color: #DDD;\n"," }\n","\n"," [theme=dark] .colab-df-quickchart {\n"," --bg-color: #3B4455;\n"," --fill-color: #D2E3FC;\n"," --hover-bg-color: #434B5C;\n"," --hover-fill-color: #FFFFFF;\n"," --disabled-bg-color: #3B4455;\n"," --disabled-fill-color: #666;\n"," }\n","\n"," .colab-df-quickchart {\n"," background-color: var(--bg-color);\n"," border: none;\n"," border-radius: 50%;\n"," cursor: pointer;\n"," display: none;\n"," fill: var(--fill-color);\n"," height: 32px;\n"," padding: 0;\n"," width: 32px;\n"," }\n","\n"," .colab-df-quickchart:hover {\n"," background-color: var(--hover-bg-color);\n"," box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n"," fill: var(--button-hover-fill-color);\n"," }\n","\n"," .colab-df-quickchart-complete:disabled,\n"," .colab-df-quickchart-complete:disabled:hover {\n"," background-color: var(--disabled-bg-color);\n"," fill: var(--disabled-fill-color);\n"," box-shadow: none;\n"," }\n","\n"," .colab-df-spinner {\n"," border: 2px solid var(--fill-color);\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," animation:\n"," spin 1s steps(1) infinite;\n"," }\n","\n"," @keyframes spin {\n"," 0% {\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," border-left-color: var(--fill-color);\n"," }\n"," 20% {\n"," border-color: transparent;\n"," border-left-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," }\n"," 30% {\n"," border-color: transparent;\n"," border-left-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," border-right-color: var(--fill-color);\n"," }\n"," 40% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," }\n"," 60% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," }\n"," 80% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," border-bottom-color: var(--fill-color);\n"," }\n"," 90% {\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," }\n"," }\n","</style>\n","\n"," <script>\n"," async function quickchart(key) {\n"," const quickchartButtonEl =\n"," document.querySelector('#' + key + ' button');\n"," quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n"," quickchartButtonEl.classList.add('colab-df-spinner');\n"," try {\n"," const charts = await google.colab.kernel.invokeFunction(\n"," 'suggestCharts', [key], {});\n"," } catch (error) {\n"," console.error('Error during call to suggestCharts:', error);\n"," }\n"," quickchartButtonEl.classList.remove('colab-df-spinner');\n"," quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n"," }\n"," (() => {\n"," let quickchartButtonEl =\n"," document.querySelector('#df-4441a75e-42b8-4e8f-b020-7bfd59bde3db button');\n"," quickchartButtonEl.style.display =\n"," google.colab.kernel.accessAllowed ? 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\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 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>170</td>\n"," </tr>\n"," <tr>\n"," <th>Baby</th>\n"," <td>2</td>\n"," <td>151</td>\n"," </tr>\n"," <tr>\n"," <th>Watches</th>\n"," <td>1</td>\n"," <td>158</td>\n"," </tr>\n"," <tr>\n"," <th>Decor</th>\n"," <td>4</td>\n"," <td>148</td>\n"," </tr>\n"," <tr>\n"," <th>Kitchen</th>\n"," <td>6</td>\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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\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 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<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"," <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: 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\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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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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"," 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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 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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, {'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"," 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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\" 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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: 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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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\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='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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\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, {'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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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" 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 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 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'block' : 'none';\n","\n"," async function convertToInteractive(key) {\n"," const element = document.querySelector('#df-539d2c5e-7560-428e-89ee-caec06710c17');\n"," const dataTable =\n"," await google.colab.kernel.invokeFunction('convertToInteractive',\n"," [key], {});\n"," if (!dataTable) return;\n","\n"," const docLinkHtml = 'Like what you see? Visit the ' +\n"," '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n"," + ' to learn more about interactive tables.';\n"," element.innerHTML = '';\n"," dataTable['output_type'] = 'display_data';\n"," await google.colab.output.renderOutput(dataTable, element);\n"," const docLink = document.createElement('div');\n"," docLink.innerHTML = docLinkHtml;\n"," element.appendChild(docLink);\n"," }\n"," </script>\n"," </div>\n","\n","\n"," <div id=\"df-f62cd13c-d273-4413-81da-c2341462f7b2\">\n"," <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-f62cd13c-d273-4413-81da-c2341462f7b2')\"\n"," title=\"Suggest charts\"\n"," style=\"display:none;\">\n","\n","<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n"," width=\"24px\">\n"," <g>\n"," <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n"," </g>\n","</svg>\n"," </button>\n","\n","<style>\n"," .colab-df-quickchart {\n"," --bg-color: #E8F0FE;\n"," --fill-color: #1967D2;\n"," --hover-bg-color: #E2EBFA;\n"," --hover-fill-color: #174EA6;\n"," --disabled-fill-color: #AAA;\n"," --disabled-bg-color: #DDD;\n"," }\n","\n"," [theme=dark] .colab-df-quickchart {\n"," --bg-color: #3B4455;\n"," --fill-color: #D2E3FC;\n"," --hover-bg-color: #434B5C;\n"," --hover-fill-color: #FFFFFF;\n"," --disabled-bg-color: #3B4455;\n"," --disabled-fill-color: #666;\n"," }\n","\n"," .colab-df-quickchart {\n"," background-color: var(--bg-color);\n"," border: none;\n"," border-radius: 50%;\n"," cursor: pointer;\n"," display: none;\n"," fill: var(--fill-color);\n"," height: 32px;\n"," padding: 0;\n"," width: 32px;\n"," }\n","\n"," .colab-df-quickchart:hover {\n"," background-color: var(--hover-bg-color);\n"," box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n"," fill: var(--button-hover-fill-color);\n"," }\n","\n"," .colab-df-quickchart-complete:disabled,\n"," .colab-df-quickchart-complete:disabled:hover {\n"," background-color: var(--disabled-bg-color);\n"," fill: var(--disabled-fill-color);\n"," box-shadow: none;\n"," }\n","\n"," .colab-df-spinner {\n"," border: 2px solid var(--fill-color);\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," animation:\n"," spin 1s steps(1) infinite;\n"," }\n","\n"," @keyframes spin {\n"," 0% {\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," border-left-color: var(--fill-color);\n"," }\n"," 20% {\n"," border-color: transparent;\n"," border-left-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," }\n"," 30% {\n"," border-color: transparent;\n"," border-left-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," border-right-color: var(--fill-color);\n"," }\n"," 40% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," }\n"," 60% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," }\n"," 80% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," border-bottom-color: var(--fill-color);\n"," }\n"," 90% {\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," }\n"," }\n","</style>\n","\n"," <script>\n"," async function quickchart(key) {\n"," const quickchartButtonEl =\n"," document.querySelector('#' + key + ' button');\n"," quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n"," quickchartButtonEl.classList.add('colab-df-spinner');\n"," try {\n"," const charts = await google.colab.kernel.invokeFunction(\n"," 'suggestCharts', [key], {});\n"," } catch (error) {\n"," console.error('Error during call to suggestCharts:', error);\n"," }\n"," quickchartButtonEl.classList.remove('colab-df-spinner');\n"," quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n"," }\n"," (() => {\n"," let quickchartButtonEl =\n"," document.querySelector('#df-f62cd13c-d273-4413-81da-c2341462f7b2 button');\n"," quickchartButtonEl.style.display =\n"," google.colab.kernel.accessAllowed ? 'block' : 'none';\n"," })();\n"," </script>\n"," </div>\n","\n"," </div>\n"," </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n \"name\": \"stats_description\",\n \"rows\": 8,\n \"fields\": [\n {\n \"column\": \"word_count\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 373.80295316821616,\n \"min\": 18.0,\n \"max\": 1050.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 80.32190476190476,\n 47.0,\n 1050.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"char_count\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 934.0661889892527,\n \"min\": 78.0,\n \"max\": 2902.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 394.7209523809524,\n 231.5,\n 1050.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sentence_count\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 367.68598266457366,\n \"min\": 1.0,\n \"max\": 1050.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 6.604761904761904,\n 6.0,\n 1050.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"avg_word_length\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 369.7157130480894,\n \"min\": 0.6231712278573582,\n \"max\": 1050.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 5.055891023552006,\n 5.108108108108108,\n 1050.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"avg_sentence_lenght\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 363.107619423765,\n \"min\": 2.875,\n \"max\": 1050.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 17.2696360138338,\n 10.2,\n 1050.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":211}],"source":["stats_description.describe()"],"id":"HTrPOh36GGsq"},{"cell_type":"markdown","metadata":{"id":"_xw5HcsSGGsr"},"source":["## Preprocess"],"id":"_xw5HcsSGGsr"},{"cell_type":"code","execution_count":212,"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":623},"executionInfo":{"status":"ok","timestamp":1747742009935,"user_tz":-120,"elapsed":24,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"1e7c273a-0176-416a-a779-259ff896b219","id":"yg6jipGpGGsr"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["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","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 & 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 & 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</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 & 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 & 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"," 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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 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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"," <td>3</td>\n"," <td>134</td>\n"," </tr>\n"," <tr>\n"," <th>Decor</th>\n"," <td>6</td>\n"," <td>172</td>\n"," </tr>\n"," <tr>\n"," <th>Kitchen</th>\n"," <td>2</td>\n"," <td>21</td>\n"," </tr>\n"," <tr>\n"," <th>Beauty</th>\n"," <td>0</td>\n"," <td>335</td>\n"," </tr>\n"," <tr>\n"," <th>Computers</th>\n"," <td>4</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-99b1da0e-5a21-4b9a-af87-d55f7d61d09c')\"\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-99b1da0e-5a21-4b9a-af87-d55f7d61d09c 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 : 0.21884203291921556\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 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'block' : 'none';\n"," })();\n"," </script>\n"," </div>\n","\n"," </div>\n"," </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n \"name\": \"print('Clustering on description '+title)\",\n \"rows\": 7,\n \"fields\": [\n {\n \"column\": \"Category\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 7,\n \"samples\": [\n \"Furniture\",\n \"Baby\",\n \"Beauty\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"cluster\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2,\n \"min\": 0,\n \"max\": 6,\n \"num_unique_values\": 7,\n \"samples\": [\n 5,\n 6,\n 4\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"effectives\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 195,\n \"min\": 2,\n \"max\": 557,\n \"num_unique_values\": 7,\n \"samples\": [\n 68,\n 2,\n 557\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n 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\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='d'.\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",">>> import numpy as np\n",">>> from scipy.sparse import csr_matrix\n",">>> 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",">>> row = np.array([0, 0, 1, 2, 2, 2])\n",">>> col = np.array([0, 2, 2, 0, 1, 2])\n",">>> data = np.array([1, 2, 3, 4, 5, 6])\n",">>> csr_matrix((data, (row, col)), shape=(3, 3)).toarray()\n","array([[1, 0, 2],\n"," [0, 0, 3],\n"," [4, 5, 6]])\n","\n",">>> indptr = np.array([0, 2, 3, 6])\n",">>> indices = np.array([0, 2, 2, 0, 1, 2])\n",">>> data = np.array([1, 2, 3, 4, 5, 6])\n",">>> 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",">>> row = np.array([0, 1, 2, 0])\n",">>> col = np.array([0, 1, 1, 0])\n",">>> data = np.array([1, 2, 4, 8])\n",">>> 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",">>> docs = [["hello", "world", "hello"], ["goodbye", "cruel", "world"]]\n",">>> indptr = [0]\n",">>> indices = []\n",">>> data = []\n",">>> vocabulary = {}\n",">>> 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",">>> 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":264}],"source":["type(data_tfidf)"],"id":"taYWS32WKs_K"},{"cell_type":"markdown","metadata":{"id":"uzcnBaXCKs_K"},"source":["Sparse matrix, densify it for interpretability and saving 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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Visit the ' +\n"," '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n"," + ' to learn more about interactive tables.';\n"," element.innerHTML = '';\n"," dataTable['output_type'] = 'display_data';\n"," await google.colab.output.renderOutput(dataTable, element);\n"," const docLink = document.createElement('div');\n"," docLink.innerHTML = docLinkHtml;\n"," element.appendChild(docLink);\n"," }\n"," </script>\n"," </div>\n","\n","\n"," <div id=\"df-5ba45192-8fb0-4f8a-9e36-6a5e8dea2963\">\n"," <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-5ba45192-8fb0-4f8a-9e36-6a5e8dea2963')\"\n"," title=\"Suggest charts\"\n"," style=\"display:none;\">\n","\n","<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n"," width=\"24px\">\n"," <g>\n"," <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n"," </g>\n","</svg>\n"," </button>\n","\n","<style>\n"," .colab-df-quickchart {\n"," --bg-color: #E8F0FE;\n"," --fill-color: #1967D2;\n"," --hover-bg-color: #E2EBFA;\n"," --hover-fill-color: #174EA6;\n"," --disabled-fill-color: #AAA;\n"," --disabled-bg-color: #DDD;\n"," }\n","\n"," [theme=dark] .colab-df-quickchart {\n"," --bg-color: #3B4455;\n"," --fill-color: #D2E3FC;\n"," --hover-bg-color: #434B5C;\n"," --hover-fill-color: #FFFFFF;\n"," --disabled-bg-color: #3B4455;\n"," --disabled-fill-color: #666;\n"," }\n","\n"," .colab-df-quickchart {\n"," background-color: var(--bg-color);\n"," border: none;\n"," border-radius: 50%;\n"," cursor: pointer;\n"," display: none;\n"," fill: var(--fill-color);\n"," height: 32px;\n"," padding: 0;\n"," width: 32px;\n"," }\n","\n"," .colab-df-quickchart:hover {\n"," background-color: var(--hover-bg-color);\n"," box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n"," fill: var(--button-hover-fill-color);\n"," }\n","\n"," .colab-df-quickchart-complete:disabled,\n"," .colab-df-quickchart-complete:disabled:hover {\n"," background-color: var(--disabled-bg-color);\n"," fill: var(--disabled-fill-color);\n"," box-shadow: none;\n"," }\n","\n"," .colab-df-spinner {\n"," border: 2px solid var(--fill-color);\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," animation:\n"," spin 1s steps(1) infinite;\n"," }\n","\n"," @keyframes spin {\n"," 0% {\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," border-left-color: var(--fill-color);\n"," }\n"," 20% {\n"," border-color: transparent;\n"," border-left-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," }\n"," 30% {\n"," border-color: transparent;\n"," border-left-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," border-right-color: var(--fill-color);\n"," }\n"," 40% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," border-top-color: var(--fill-color);\n"," }\n"," 60% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," }\n"," 80% {\n"," border-color: transparent;\n"," border-right-color: var(--fill-color);\n"," border-bottom-color: var(--fill-color);\n"," }\n"," 90% {\n"," border-color: transparent;\n"," border-bottom-color: var(--fill-color);\n"," }\n"," }\n","</style>\n","\n"," <script>\n"," async function quickchart(key) {\n"," const quickchartButtonEl =\n"," document.querySelector('#' + key + ' button');\n"," quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n"," quickchartButtonEl.classList.add('colab-df-spinner');\n"," try {\n"," const charts = await google.colab.kernel.invokeFunction(\n"," 'suggestCharts', [key], {});\n"," } catch (error) {\n"," console.error('Error during call to suggestCharts:', error);\n"," }\n"," quickchartButtonEl.classList.remove('colab-df-spinner');\n"," quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n"," }\n"," (() => {\n"," let quickchartButtonEl =\n"," document.querySelector('#df-5ba45192-8fb0-4f8a-9e36-6a5e8dea2963 button');\n"," quickchartButtonEl.style.display =\n"," google.colab.kernel.accessAllowed ? 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'block' : 'none';\n","\n"," buttonEl.onclick = () => {\n"," google.colab.notebook.generateWithVariable('tok');\n"," }\n"," })();\n"," </script>\n"," </div>\n","\n"," </div>\n"," </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"tok"}},"metadata":{},"execution_count":267}],"source":["tok=pd.DataFrame(data_tfidf,columns=[ 'T'+str(i) for i in range(data_tfidf.shape[1])])\n","\n","joblib.dump(tok, 'FEAT_TFIDF_DESCRIPTION')\n","\n","tok"],"id":"f2ocVt6uKs_K"},{"cell_type":"code","source":["# Supposons que df_transposed est le résultat de votre commande\n","df_transposed = tok.loc[index,['T'+str(i) for i in preprocessed_text_bow_matches.values()]].T\n","\n","# Initialisation du dictionnaire avec index et valeurs\n","my_dict = {idx: round(float(val[0]),4) for idx, val in zip(df_transposed.index, df_transposed.values)}\n","\n","# Afficher le 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 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>94</td>\n"," </tr>\n"," <tr>\n"," <th>Baby</th>\n"," <td>4</td>\n"," <td>181</td>\n"," </tr>\n"," <tr>\n"," <th>Watches</th>\n"," <td>3</td>\n"," <td>133</td>\n"," </tr>\n"," <tr>\n"," <th>Decor</th>\n"," <td>6</td>\n"," <td>183</td>\n"," </tr>\n"," <tr>\n"," <th>Kitchen</th>\n"," <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 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]\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"," 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: 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]\n}"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 800x600 with 2 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m0b+U/nEeOnToY8eVXvyybds23bmMz2LMmDGQy+VYt25dmRt1b9q0CRs3bnzmdZenV69eCA4OxrFjxzB8+PBya8/IyMDSpUv1/kiPHz8eALBo0SLdRUKl5s2bh1OnTlW4ljfeeAPu7u44ffo0Ro4cidzcXL3+rKws/Pnnn7rnbdq0QYsWLZCXl4fRo0fjwYMHur60tDSMHj0aADBw4EDdzK2YmjdvDisrK1y8eLFM0N6wYQMWLlxY7nLz588v95zDy5cv62bpvLy8nrj9cePGwdjYGJs3by4Tunbv3q27WOZpZ66rmtJzVffu3YuLFy/q9S1btgy//PLLI5d1d3cHAFy4cEGU2tauXYtly5ZBrVZj7dq1kMvleOedd/Dyyy/jxo0bZS4iJKqpGDSJHnLgwAHExcVBoVBg4MCBjx3boEEDNG3aFIWFhfjhhx+eeZtBQUGYOXMmiouL0bt3b7Rs2RKDBg1CixYt0LdvX13AKz1M+1/J5XJs3rwZTZo0werVq+Hj44PWrVvjlVdeQd++fREYGAhHR0e89dZbekGzZ8+eeOedd5CTk4O2bduiQ4cOePXVVxEQEIDJkyc/0/e/W1hYYOvWrXB2dsb3338Pd3d39OjRAwMHDkTr1q3h7OyMmTNn6i2zdu1aeHl5YcuWLfDx8UG/fv3Qu3dv+Pn54fjx42jatCm+/vrr/7yfnoZKpcL06dMBlHzwaNWqFfr164eAgAAMGDAAH374YbnLzZw5E15eXqhXrx769OmDQYMGoUOHDmjYsCFyc3MxZMgQNG3a9Inbb9iwIRYvXgyZTIbBgwcjKCgIgwYNQps2bRAeHg6NRoOIiAh06dKlUl+3oQQGBqJXr17Izs5GYGAgunbtildeeQX16tXDm2++iY8++uiRy/bt2xcAEBYWhgEDBuCNN97AG2+88dhvvXpasbGxGD16NORyOdauXQtnZ2dd33fffQdfX1/89ttv+Oqrr/7ztoiedwyaRA8pPQzes2fPp7pytHRW878ePp88eTI2bdqE1q1b49y5c/j9999hamqKzZs3o1evXgAABweH/7SNh7m6uiI6OhpLly5F8+bNERsbi19//VV3C6M333wTu3btKnMbmq+//horV65EYGAgoqOjsX37dri4uGDv3r3o3bv3M9USGBiIc+fOYcqUKfDw8MBff/2FrVu3Ijk5GS+++CImT56sN97X1xenTp3C5MmTYW9vj23btmHPnj3w8/PDnDlzcOjQIYNe9Tt+/HisXr0aTZs2xenTp7F7926o1Wrs3r37kbNaixcvxvDhw2FsbIwDBw5g48aNuHHjBjp37ozffvvtkYfCyzNq1CgcOXIEL7/8Mu7cuYP169fj8uXLeOGFF7B7925Mmzatkl6pNDZs2IDPPvsM/v7+OHToEHbv3g1PT0/s2rULb7zxxiOX+/TTTzFp0iTY2Nhg8+bNWLFiBVasWPHI82mfVl5eHvr164ecnBxMnToVHTt21Ou3trbG+vXroVAoMGnSJBw/fvw/bY/oeScT/svlekQkuhkzZmDatGkYO3bsIw/FEhERVUWc0SSqAq5evYqMjIwy7Vu3bkVkZCRkMtkTzxklIiKqap6/yxCJqqE1a9Zg9uzZCAwMhIeHBwoLCxEbG6v7xpOIiAgEBQVJXCUREVHFMGgSVQHh4eG4evUqoqOjcenSJeTn58Pe3h49e/bE22+/Xe5XTBIREVV1PEeTiIiIiETBczSJiIiISBQMmkREREQkCgZNIiIiIhIFLwaq4vb/Js7Xp9Hz6YDbBqlLIKIqKqK5q9QlVBGjJNty6dfgiqH0K2WfN5zRJCIiIiJRMGgSERERkSgYNImIiIhIFAyaRERERCQKBk0iIiIiEgWDJhERERGJgkGTiIiIiETBoElEREREomDQJCIiIiJRMGgSERERkSgYNImIiIhIFAyaRERERCQKBk0iIiIiEgWDJhERERGJgkGTiIiIiETBoElEREREomDQJCIiIiJRMGgSERERkSgYNImIiIhIFAyaRERERCQKBk0iIiIiEgWDJhERERGJgkGTiIiIiETBoElEREREomDQJCIiIiJRGDRoRkREQCaTlXkEBAQYZPurVq2CTCZDWloaACAzMxMRERG4ePGiQbZPREREVJMYG3qDKpUK+/bt02szMzMzyLa7d++OqKgo2NjYACgJmtOnT0dAQADq169vkBqqogPRO3EwehfuZaQCAFzUHujeqT8C/JsCAAoLC/DrH6tw4uwhFBUVoX7tJnil9yhYWdpIWHXle9x+SEtPxZR5b5a73MhX/4egRq0MWaokruy5gsvbLyPvfh5sPWwRNCQI9n72UpdlUFf/vIqr+64i924uAMDa3RoBvQPg2thV4soMj+8H4EH6A8T8EoOks0ko1hTDQm2BFiNbwN63+u6Hjh2XIzExq0z7q682xrRpYbrngiBg5MhN+PvveCxe/CLCwmobsswa7+DBg/jss89w8uRJJCUl4bfffkPv3r3LHfvmm2/i22+/xZdffonx48fr2tPT0zF27Fj8/vvvkMvl6Nu3L7766itYWFhUqBaDB025XI6QkJBKW19eXh5UKtVTjXV0dISjo2Olbfu/1lNV2FrZo3f4a3BycAEEIOrUfiz5YQ4+fnc+XNWe2LDte5y7fBIjX30fKqUZ1m1djqU/zcWktyKlLr1SPW4/ODu6Ye7HK/TGHzq6B7sPbkYD/0CJKjachOgEnF57GsHDg2HvZ4/YnbHYP28/eszrAaW1UuryDMbMzgxN+jeBpbMlBEHAjUM38PeXfyN8Zjis3a2lLs9g+H4ACnIL8Oenf8KpnhNC/xcKhaUC2SnZMDU3lbo0Uf366yAUFwu651evpmH48F8RHu6vN2716lOQyWSGLo/+X25uLho3bozXX38dffr0eeS43377DdHR0XB1LfthedCgQUhKSsKePXtQWFiI4cOHY9SoUVi7dm2Faqky52h6e3tjzJgxem2bN2+GTCZDfHw8ACA+Ph4ymQyrVq3CyJEjYW9vj+bNmwMAZDIZ5s2bh4iICKjVajg4OGD48OHIzc3Vre/hQ+fx8fHw8fEBAPTr1093GD8+Ph5//fUXZDIZTpw4oVdP7969ERoaqnseEREBCwsLHDt2DC1btoRSqcTixYsBAJcuXUKvXr1gbW0Nc3NzdO/eHdeuXavs3VYpGtUPRsO6QVA7uELt6IreXQdBYarEjZtXkJefi8Mn9uLlHsNQt1ZDeLn7YejLY3A9IRbXb8ZKXXqletx+kMuNYG1pq/eIuXAUQY1aQ6l4vj5YPIvYHbHwC/WDbztfWLtZI3h4MIwVxrh+8LrUpRmUW1M3uDZxhaWzJaxcrNC4X2MYK42RFpcmdWkGxfcDcHHbRZjZmSFkVAjs/exh4WQBl4YusFRbSl2aqOzszODoaK577N9/HZ6eNmje3F035tKlVKxceQKzZ3eVsNKarVu3bpg5cyZeeumlR45JTEzE2LFjsWbNGpiYmOj1Xbp0CTt37sR3332HFi1aoE2bNli0aBHWrVuHO3fuVKgWSYJmUVGR3kMQhCcv9JDJkydDEAT8/PPP+Oyzz3TtX3/9Na5evYrVq1fjk08+wdq1a/Hpp5+Wuw4XFxds2rQJADB79mxERUUhKioKLi4uFaqloKAAr776Kl577TXs2LEDXbp0wfXr19GqVSukp6dj1apVWLt2Le7evYtOnTpBo9FUaP2GptUW4/iZQygoyIePpz8Sbl9HcXER6tVqrBvj7OQOOxsHXE+4ImGl4vr3fvi3hNvXcCvpBloHd5KgOsMqLipGenw6nBs469pkchnUDdQ1LmA9TKvVIiEqAUWaIjjUdpC6HIPh+6FE4qlE2PnY4dDCQ9j09ibsmLIDcfvjpC7LoAoKirF160X07Rugm73MyyvEe+/9gU8+6QRHR3OJK6xeNBoNsrKy9B7Pmim0Wi0GDx6M999/Hw0aNCjTX3qaYbNmzXRtYWFhkMvlOHr0aIW2ZfBD57m5uWWS848//lihdTRp0gTfffddmXYXFxesWbMGABAeHo5Tp07h119/xZw5c8qMVSgUCAwsOeRZu3btZz6cX1hYiFmzZmHAgAG6tqFDh8LOzg579uyBUllyGKlVq1bw9fXFihUr8Pbbbz/TtsSUmJyAed9MRmFRARSmSowe/AFc1R64nXQDxkbGMFPp/8KwtLBBVk6GRNWK51H74d8On/gTzk7u8POqK0GVhqXJ1kDQCmUOiSqtlMi+ky1RVdLJvJWJPdP3oLiwGMZKY7Qd1xbWbjXnsDnfDyVy7ubg6r6rqBteF/VfrI/06+k49eMpyI3l8G3rK3V5BvHnn3HIztbgpZf+CSqRkX8hMNAVYWG1JKyseoqMjMT06dP12qZNm4aIiIgKr2vu3LkwNjbGu+++W25/cnIynJyc9NqMjY1hZ2eH5OTkCm1LkouBDh48qNfm6+uLKVOmPPU6unfvXm57586d9Z7Xr18f69atq3iRFfTvenbv3o2BAwfC2NgYRUVFAABbW1sEBgbi+PHjj1yPRqMp8+mkoLAApibin/OjdnDFx+9+jrz8Bzh1PgqrNyzCxFHlzwZXZ4/aDw+HzYJCDY7H/I0XOvaTsFKSiqWLJcJnhaPwQSFuHruJ6GXR6PRxpxoVNgmAFrDzsUPj/iVHe+y87XD/9n3E7YurMUFz48ZzaNfOB2p1ycUhe/fGITr6Jn77bbDElVVPkydPxsSJE/XaFApFhddz8uRJfPXVVzh1yjDn0UpyMdDDU7HPQq1Wl9teejV5KVNTU9EPVZuZmZW5AistLQ0LFizAggULyow3NX10aCzv08qQ/m9h2MB3KqXWxzE2Nim5CAaAl7sfEm7HYf/hbQhq1AZFxUV4kJerN6uZnZMJKwtb0esytEfth0F93tKNOXUuCgWFBQhpGipRlYalsFRAJpch/36+Xnt+Vj6UNjXjwo+HGRkb6c7Ds/OxQ/qNdMTuikXz15tLXJlh8P1QQmmjhJWblV6blasVbp24JVFFhpWYmIUjR25i0aIXdW3R0bdw82YmgoO/1hs7duzvaNbMDT/+OODfq6EKUCgUzxQs/+3vv/9GamoqPD09dW3FxcV47733sGDBAsTHx8PZ2Rmpqal6yxUVFSE9PR3Ozs7/XuVjGTxoPopSqURBQYFeW0ZG+YdmxU7gpYe7y6vn39surxY7Ozt079693EPklpaPPlG8vE8rUTuluYBI0GpRWFQEL3dfGBkZ43LcWTRt2BIAkHw3EemZafD1qiNJbYZUuh8edvj4XjSq1wyWFjVjBsvI2Ah23nZIvpgM92YlJ/wLWgEpF1JQp3P1fw88iaAVoC3USl2GwfD9UMKxjiOyk/RPFchOzoa5fc04L3HTpvOwtzdDaOg/s7ejRjVHv34N9cb17LkakyeHokMHP0OXSI8wePBghIWF6bV17doVgwcPxvDhwwEALVu2RGZmJk6ePImgoCAAwL59+6DVatGiRYsKba/KBE13d3dcunRJr2337t2ibrN0djE/X/+Tubt7yS/PS5cuoVWrkvsjpqWl4dSpU7od/jhhYWE4f/48AgMDYWRk9NT1lPdpxRCHzX/b+RMC6gTC1sYRmoI8HIv5G1duXMDY16dCpTRH62ad8Osf38PczAJKhRl+2fodfD394VvORTLPs8fth1KpaUmIi7+IMcM+lrBSw/Pv5o/oZdGw87GDva89YnfFokhTBJ92PlKXZlAxv8TAtbErzOzNUJRfhPgj8Ui9nIrQ90OlLs2g+H4A/MP9sWfGHlzYegGeLTxx79o9xO2PqxEz21qtgE2bzqN37/owNv7nmuLSK9H/zdXVEh4eNeODeVWRk5ODuLh/Lk67ceMGYmJiYGdnB09PT9jb69/r1cTEBM7OzvD3L/m7Xq9ePYSHh2PkyJFYunQpCgsLMWbMGAwcOLDcWyE9TpUJmi+//DLeeustTJ8+Ha1atcL27dsRFRUl6jadnZ1hY2ODn3/+GT4+PlAoFGjUqBHc3d3RokULTJ8+HdbW1jA2NsbcuXNhbf10PyjTp09HcHAwunbtilGjRkGtViM5ORkHDhxA27Zt8corr4j6uioqO+c+vl+/EFnZGVApzeDm4o2xr09F/dpNAAD9egyHTCbDtz99hqKiQtSvU3LD9urmSfsBAI6c2AsbK3vUe6itJvAK8YImW4NzG88h/34+bD1tEfp+KFTW1f/WTg/TZGkQ/W008jLzYKIygY2nDULfD4VLw4rdreJ5x/cDYO9rj7bj2uLM+jM4v/k8LBwt0PS1pvBu7S11aaI7ciQBd+5ko29fw3yrH1XciRMn0KFDB93z0qOlQ4cOxapVq55qHWvWrMGYMWPQqVMn3Q3bFy5cWOFaqkzQfOONN3Dt2jUsWbIEX375JQYOHIjIyEi8+uqrom1TLpfj+++/x0cffaS79dCNGzfg7e2NNWvWYOTIkRg2bBicnZ0xc+ZMrFu3DpmZmU9cb61atXDs2DFMmTIFb7/9NnJycuDi4oJ27dqhUaNGor2eZzXk5cefA2piYopXeo+qluHyYU/aDwDQO/w19A5/zQDVVD11OtepUYdGy9NiZMUOGVVnfD8AboFucAt0k7oMg2vTxhuxse891dinHUeVKzQ0tEK3jiy9X/nD7OzsKnxz9vLIhIrexJIMav9vF6QugaqQA24bpC6BiKqoiOY176tQyyfdpMjo0aNFW/e3334r2rrFVGW+GYiIiIiIqhcGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYnCWOoCiIiIiKqDV3K3iLj2b0Vct3g4o0lEREREomDQJCIiIiJRMGgSERERkSgYNImIiIhIFAyaRERERCQKBk0iIiIiEgWDJhERERGJgvfRrOIOuG2QuoQqIaK5q9QlVAkHjkldAVHV0z6xn9QlVAn7f5O6gqqhw0tSV0AP44wmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiKqRgwcPomfPnnB1dYVMJsPmzZt1fYWFhfjggw/QsGFDmJubw9XVFUOGDMGdO3f01pGeno5BgwbBysoKNjY2GDFiBHJycipcC4MmERERUTWSm5uLxo0bY/HixWX6Hjx4gFOnTmHq1Kk4deoUNm3ahNjYWLz44ot64wYNGoQLFy5gz5492LZtGw4ePIhRo0ZVuBbjZ34VRERERFTldOvWDd26dSu3z9raGnv27NFr+/rrr9G8eXPcvHkTnp6euHTpEnbu3Injx4+jWbNmAIBFixbhhRdewPz58+Hq6vrUtXBGk4iIiKgGu3//PmQyGWxsbAAAUVFRsLGx0YVMAAgLC4NcLsfRo0crtO4aETQjIiIgk8l0D6VSiXr16mHevHnQarUVWldoaCh69OghUqVEREREZWk0GmRlZek9NBrNf15vfn4+PvjgA7zyyiuwsrICACQnJ8PJyUlvnLGxMezs7JCcnFyh9deYQ+cqlQr79u0DAOTl5WH//v348MMPodVq8eGHH0pcnfRSL6fi0h+XkBGfgbzMPLQd1xbuzdx1/YX5hTjzyxncPnkbBTkFMHc0R50udVC7U20Jq65cHTsuR2JiVpn2V19tjGnTwvDLL2exbdslXLiQitzcAhw//g6srJQSVCqNK3uu4PL2y8i7nwdbD1sEDQmCvZ+91GUZ1JN+TmqSmvZ+2Ll/I05fiEZyaiJMTUzh61UXL3UbDGdHN71x1xNisWXXGty4dRVyuRzuLj54d8RUmJooJKq8ch2I3omD0btwLyMVAOCi9kD3Tv0R4N9Ub5wgCPj6+5m4cOU03hz8AZo0aCFFudVKZGQkpk+frtc2bdo0REREPPM6CwsL0b9/fwiCgCVLlvzHCstXY4KmXC5HSEiI7nmHDh1w7tw5bNq0iUETQJGmCLaetvBt74tDXx0q0396zWmkXExBy7dawtzBHMnnknFi9QmobFVwb1o9/tD++usgFBcLuudXr6Zh+PBfER7uDwDIyytE27beaNvWG59/XnYfVWcJ0Qk4vfY0gocHw97PHrE7Y7F/3n70mNcDSuuaE7af9HNSU9TE98OVGxfQPqQbvD1qQVtcjM271mDhiumYNnEhFKYlr/l6QiwWrvwU4R36YECvNyCXG+F2Ujxksupz8NDWyh69w1+Dk4MLIABRp/ZjyQ9z8PG78+Gq9tSN23toGyCTSVhp9TN58mRMnDhRr02hePYPMKUhMyEhAfv27dPNZgKAs7MzUlNT9cYXFRUhPT0dzs7OFdpO9Xn3PwNLS0sUFhbqnn/44Ydo2LAhLCws4ObmhldeeQVJSUnlLvvDDz/Az88PKpUKoaGhiI2N1fX17dsXrVu3LrPMkiVLoFQqkZ6eXvkv5j9ybeyKRv0awaOZR7n9aVfT4NPWB+p6alg4WqBWx1qw8bRB+rWq91qelZ2dGRwdzXWP/fuvw9PTBs2blwTpYcOCMGpUCzRu/PQnQVcXsTti4RfqB992vrB2s0bw8GAYK4xx/eB1qUszqCf9nNQUNfH98O7rn6BVs45wVXvC3dUHQ/uNRXpmGm7evqYbs2HbSnRs/QLCQ/vAVe0JZ0c3NGvUGibGJhJWXrka1Q9Gw7pBUDu4Qu3oit5dB0FhqsSNm1d0Y27duYE//96CIS+/I2Gl1Y9CoYCVlZXe41mDZmnIvHr1Kv7880/Y2+sfjWjZsiUyMzNx8uRJXdu+ffug1WrRokXFZqdrzIwmUJLGgX8OnW/cuBEfffSRrj81NRUfffQRXF1dcffuXXz++edo3749Ll68CGPjf3bVqVOncO3aNcyZMwcAMGXKFHTt2hWxsbFQKBQYOXIkunXrhtjYWPj7++uWW7lyJV566SXY2dkZ6BVXHofaDkg8lQjfdr5Q2aqQeikV2cnZcB5UsU82z4uCgmJs3XoRw4c3g6yGfyovLipGenw66vesr2uTyWVQN1AjLS5NwspICnw/lMjLfwAAMDOzAABk5WTixq2raN6kHeZ9Mxl305Ph7OiGXl0HoZZ3PSlLFY1WW4yT56JQUJAPH8+Sv3UFBRqsWPclBvYaBWtLW4krrLlycnIQFxene37jxg3ExMTAzs4OLi4uePnll3Hq1Cls27YNxcXFuvMu7ezsYGpqinr16iE8PBwjR47E0qVLUVhYiDFjxmDgwIEVuuIcqEFBMzc3FyYm+p8qBwwYoHfYfOXKlbp/FxcXo2XLlnB3d8e+ffvQpUsXXV9KSgoOHDiA2rVLzk8MDAyEv78/Vq1ahdGjR6NLly7w9PTEypUrMXfuXADA+fPnceLECcyePVvMlymaoCFBOLbyGLaM2wKZUclFVc1HNIdTXacnL/wc+vPPOGRna/DSSw2kLkVymmwNBK1Q5pCo0kqJ7DvZElVFUuH7AdBqtdiwbSX8vOrCzdkLAJCWngIA2Lb3F/R9YSjcXXwQfeovLFg+DVMnLIDaofocCUlMTsC8byajsKgAClMlRg/+AK7qkln+DdtWws/TH00aNJe4yprtxIkT6NChg+556SH3oUOHIiIiAlu3bgUANGnSRG+5/fv3IzQ0FACwZs0ajBkzBp06dYJcLkffvn2xcOHCCtdSY4KmSqXCwYMHAZRcuXXy5El88sknGDlypC5g7tixA59++ikuXLiArKx/Lgq5cuWKXtAMCAjQhUwAqFWrFho3boyjR49i9OjRkMvlGDFiBJYsWYJZs2bB2NgYK1euhJeXFzp16vTIGjUaTZkryIoKimBsKv1/05XdV3Av7h7aTWgHMwcz3I29W3KOpo0KzgHVb1Zz48ZzaNfOB2q1hdSlEFEVs27LciQm38T7b83StQlCyfndbZt3QatmJb/nPd18EXvtHI6c2IeXwl+TpFYxqB1c8fG7nyMv/wFOnY/C6g2LMHHUp7h7LwmXr53Hx+/Ol7rEGi80NFT3nizP4/pK2dnZYe3atf+5FukTjIHI5XK9+0G1bt0aRUVFeO+99zBx4kTk5eXhxRdfRK9evfDhhx/CyckJMpkMISEhyM/P11vXvy/5BwC1Wq13Pufrr7+OGTNmYPv27ejWrRt++uknvP3225DLH31abHlXlLV/oz1CR4Y+46uuHEUFRTi74SzajG8DtyYlV1jaetoiIyEDl7ZfqnZBMzExC0eO3MSiRS8+eXANoLBUQCaXIf++/s9BflY+lDbV88IPerSa/n74ectynLt8Au+Nnglbawdde+lhYhe1/vm7zk5uSM+8a9AaxWZsbFJyMRAAL3c/JNyOw/7D22BiYoq09GRMnD5Yb/y3P32GWt718N7oT6UolyRWY4JmeerVKzlv5sKFCzhz5gysra2xfv16XRhMSEgod7l/X4kFlBxOf3gK2t3dHeHh4Vi5ciWKioqQlpaG4cOHP7ae8q4om3d2XkVekiiEYgHaYm2ZcxVlchnw5A9Fz51Nm87D3t4MoaG+UpdSJRgZG8HO2w7JF5N1t/IRtAJSLqSgTuc6EldHhlZT3w+CIGDd1u8Qc+EoJo6aAQc7tV6/va0TrK3skHI3Ua899W4SGvgHGrJUgxO0WhQWFaFH54FoHRym1/fpggno12M4GtVr9oilqbqr0UHz/PnzAAAHBwfk5eXBxMREL0ytWbPmkcvFxcWhVq1aAIC4uDicOXMGo0eP1hs3cuRIvPzyy0hNTUWnTp3g5eX12HoUCkWZK8gMddi8ML8QOSk5uuc5d3OQkZABU3NTmDuYw6muE2J+joGRqRHM7c2RejkV8YfiEfhq9foFqtUK2LTpPHr3rg9jY/3Z57t3c5GWloubNzMAAFeupMHc3BQuLpawsVFJUa7B+HfzR/SyaNj52MHe1x6xu2JRpCmCTzsfqUszqCf9nNQUNfH98POWZTge8zfeGjIZSoUK97NLfg+olGYwNVFAJpOhS7te+H3PL3Bz8YaHiw+iT+1H8t1EjHrtfYmrrzy/7fwJAXUCYWvjCE1BHo7F/I0rNy5g7OtTYW1pW+4FQHY2DmWCOdUcNSZoarVaREdHAwAKCgpw8uRJzJw5E/Xr10e7du2g0WiwYMECjB07Fi+99BKioqLw448/lrsutVqNnj17YsaMGQCAqVOnws3NDcOGDdMb1717dzg6OiIqKgo///yzqK/vv0q/kY59s/fpnp9eexoA4NPGByGjQ9DqnVY4s/4MopZEoSCnAGYOZmjUrxFqdaolVcmiOHIkAXfuZKNv34AyfevWncHXX0fpng8a9AsAIDKyK/r0KTu+OvEK8YImW4NzG88h/34+bD1tEfp+KFTW1Ttg/9uTfk5qipr4fjgYvQsA8MWyqXrtQ14eg1bNOgIAOrXpicKiQvy67XvkPsiBu4s3xr0xDY721ef0ouyc+/h+/UJkZWdApTSDm4s3xr4+FfVrN5G6NKqiZMLTnBH6nIuIiNA799HY2BgeHh7o1q0bpk2bpjvnct68eVi0aBHS09PRunVrLF68GHXq1MFnn32G//3vfwBKTrC1sLBA3759MWPGDCQlJaFFixZYunSp7lD8w0aPHo0NGzYgKSnpme53FXEs4tledDUT0bz6XLH5X0QcuyN1CURVTvvEflKXQFVIBwnvFvLXa+J9qAj9qWJf/VhV1IigKRWtVgs/Pz/06NEDixYteqZ1MGiWYNAswaBJVBaDJj2MQbNqqTGHzg2poKAAZ86cwa+//opbt25hzJgxUpdEREREZHAMmiK4c+cOmjdvDkdHR3z99dd63w5EREREVFMwaIrA29v7qW6GSkRERFSdPfru4URERERE/wGDJhERERGJgkGTiIiIiETBoElEREREomDQJCIiIiJRMGgSERERkSgYNImIiIhIFAyaRERERCQK3rCdiIiIqBIE/vymeCv/SbxVi4kzmkREREQkCgZNIiIiIhIFgyYRERERiYJBk4iIiIhEwaBJRERERKJg0CQiIiIiUTBoEhEREZEoGDSJiIiISBQMmkREREQkCgZNIiIiIhIFgyYRERERiYJBk4iIiIhEwaBJRERERKJg0CQiIiIiUTBoEhEREZEojKUugOhpRBy7I3UJVULSiiSpS6gSXEa4SF0CVSEH3DZIXQJVIR3QQOoS6CGc0SQiIiIiUTBoEhEREZEoGDSJiIiISBQMmkREREQkCgZNIiIiIhIFgyYRERERiYJBk4iIiIhEwaBJRERERKJg0CQiIiIiUTBoEhEREZEoGDSJiIiISBQMmkREREQkCgZNIiIiIhIFgyYRERERiYJBk4iIiIhEwaBJRERERKJg0CQiIiIiUTBoEhEREVUjBw8eRM+ePeHq6gqZTIbNmzfr9QuCgE8++QQuLi5QqVQICwvD1atX9cakp6dj0KBBsLKygo2NDUaMGIGcnJwK18KgSURERFSN5ObmonHjxli8eHG5/fPmzcPChQuxdOlSHD16FObm5ujatSvy8/N1YwYNGoQLFy5gz5492LZtGw4ePIhRo0ZVuBbjZ34VRERERFTldOvWDd26dSu3TxAELFiwAFOmTEGvXr0AAD/88APUajU2b96MgQMH4tKlS9i5cyeOHz+OZs2aAQAWLVqEF154AfPnz4erq+tT18IZTSIiIqIqTqPRICsrS++h0WgqvJ4bN24gOTkZYWFhujZra2u0aNECUVFRAICoqCjY2NjoQiYAhIWFQS6X4+jRoxXaHoMmERERURUXGRkJa2trvUdkZGSF15OcnAwAUKvVeu1qtVrXl5ycDCcnJ71+Y2Nj2NnZ6cY8LR46JyIiIqriJk+ejIkTJ+q1KRQKiap5egyaRERERFWcQqGolGDp7OwMAEhJSYGLi4uuPSUlBU2aNNGNSU1N1VuuqKgI6enpuuWfFg+dExEREdUQPj4+cHZ2xt69e3VtWVlZOHr0KFq2bAkAaNmyJTIzM3Hy5EndmH379kGr1aJFixYV2p5kQXPlypWQyWRl7tu0aNEiyGQyTJs2Ta89PT0dcrkc8+bNe+K6MzMzERERgYsXL1a4rmHDhiEgIKDCyxERERFVBTk5OYiJiUFMTAyAkguAYmJicPPmTchkMowfPx4zZ87E1q1bce7cOQwZMgSurq7o3bs3AKBevXoIDw/HyJEjcezYMRw+fBhjxozBwIEDK3TFOSDhofPWrVsDAI4cOYLatWvr2g8fPgwzMzMcOXJEb/yRI0cgCALatGnzxHVnZmZi+vTpCAgIQP369Su38BriQfoDxPwSg6SzSSjWFMNCbYEWI1vA3tde6tIMKvVyKi79cQkZ8RnIy8xD23Ft4d7MXeqyKlXt2rXRpUsXeHp6wsbGBt988w3OnDmj6+/RoweCg4Nha2uLoqIi3Lx5E5s3b0Z8fHyZdRkbG+PDDz+Eh4cHPv30U9y+fduAr8Qwruy5gsvbLyPvfh5sPWwRNCQI9n416+cC4H4AgMK8QpzdeBa3T9yGJksDWy9bNB3ctMb9ngT4fqhqTpw4gQ4dOuiel57bOXToUKxatQqTJk1Cbm4uRo0ahczMTLRp0wY7d+6EUqnULbNmzRqMGTMGnTp1glwuR9++fbFw4cIK1yLZjKa/vz8cHR1x+PBhvfbDhw9j2LBhiI6ORnFxsV67UqnUu9SexFGQW4A/P/0TciM5Qv8XihfmvIDAVwNham4qdWkGV6Qpgq2nLYKGBkldimhMTU1x+/Zt/Pzzz+X2p6Sk4Oeff8aMGTPw2Wef4d69exg/fjwsLCzKjO3Tpw8yMzNFrlg6CdEJOL32NAJeCkD4p+Gw8bTB/nn7kX8//8kLVyPcDyWOrTiG5PPJaPlmS3SL7Abnhs7YP2c/HqQ/kLo0g+L7oeoJDQ2FIAhlHqtWrQIAyGQyzJgxA8nJycjPz8eff/6JOnXq6K3Dzs4Oa9euRXZ2Nu7fv4+VK1eW+3v/SSQ9R7N169Z6QfPmzZu4ffs2xo0bh/z8fJw9e1bXd/jwYTRr1gzXr1/HwIED4eHhATMzM9SvXx+ff/45tFotACA+Ph4+Pj4AgH79+kEmk0Emk+lmXzQaDaZMmQJfX18oFAq4u7tj2LBhZWr766+/EBgYCHNzczRv3lzvPAWg5Ian8+fPR506daBQKODr64svv/xSb8zt27fRv39/qNVqKJVK+Pj4YMKECZWx60R1cdtFmNmZIWRUCOz97GHhZAGXhi6wVFtKXZrBuTZ2RaN+jeDRzEPqUkRz4cIFbNmyRXeI5d+OHz+Oy5cvIy0tDUlJSdiwYQNUKhXc3fVndhs0aID69etj48aNBqhaGrE7YuEX6gffdr6wdrNG8PBgGCuMcf3gdalLMyjuB6CooAi3jt9Ck4FN4FTXCZZqSzTs0xAWagvE7Y2TujyD4vuBHkfSq85bt26NLVu2ICMjA7a2tjh8+DA8PDxQp04dNG7cGIcPH0ZgYCAKCwtx/PhxjB8/HomJifD398egQYNgaWmJmJgYTJs2DTk5OZg2bRpcXFywadMm9OnTB7Nnz9ZNHZdeWdW3b1/s27cPH330EUJCQnD37l1s2rRJr67k5GS8++67+PDDD2FtbY3JkyfjpZdewrVr12BiYgIAGDduHL777jt8/PHHaNGiBY4cOYIPPvgAKpUKb775JgBgyJAhuHPnDhYuXAi1Wo2bN2/ixIkTBtzDzybxVCJcGrrg0MJDSL2cCpWdCrU71UatDrWkLo0kZmRkhLZt2+LBgwe4deuWrt3S0hKDBw/GkiVLUFBQIGGF4ikuKkZ6fDrq9/zndByZXAZ1AzXS4tIkrMywuB9KCMUCBK0AIxMjvXYjUyPcvXJXoqoMj+8HehJJg2abNm0gCAKioqLwwgsv4MiRI2jVqhUAoFWrVjhy5AjGjBmDU6dOIT8/H23atEGnTp3QqVMnANCds/ngwQN8/fXXmDZtGhQKBQIDAwGUnHsWEhKi296ePXvwxx9/YO3atXjllVd07Q//Gyi58OjAgQNo0KABAMDc3BwdOnTA0aNH0aZNG1y7dg1ff/01li5dqvvez7CwMDx48ADTp0/HqFGjIJfLcezYMURGRmLAgAG6dQ8ZMkSEPVm5cu7m4Oq+q6gbXhf1X6yP9OvpOPXjKciN5fBt6yt1eSSBhg0b4o033oCpqSnu37+PBQsWIDc3V9c/bNgwHDx4EAkJCbC3r57nZWmyNRC0ApTWSr12pZUS2XeyJarK8LgfSpioTOBQywEXNl+AlasVlNZKJEQl4N7Ve7BQV/zw4vOK7wd6EkkPnQcFBUGlUukOnx8+fFgXNFu2bKnXLpPJ0KpVK+Tn52PatGmoVasWFAoFTExM8PHHHyMpKQk5OTmP3d7evXthZmaGgQMHPnacq6urLmQC0F1QVHphw59//gmgZHa0qKhI9wgLC0NycrJupqdp06aYP38+lixZgri4Jx9KKe/rpYoKip64XKXTAnZedmjcvzHsvO1Qq2Mt+IX6IW5fzTocRP+IjY3FzJkzMW/ePFy4cAGjRo2CpWXJqRQdOnSAUqnEjh07JK6SyLBC3gyBIAjY8u4WrB++Hld2X4FnS0/I5DKpSyOqMiQNmiYmJggODsbhw4eRk5ODs2fP6s1olp6zefjwYdSvXx+2trb44IMP8Nlnn2HkyJHYvn07jh8/jilTpgAA8vMff+LxvXv34OLiApns8b8EbGxs9J6bmprqrT8tLQ2CIMDBwQEmJia6R+fOnQFAFzR/+eUXdOrUCR9//DFq166NunXrljlM/7Dyvl7q0OpDj61VDEobJazcrPTarFyt8OBezTrBnf5RUFCAu3fv4saNG/jxxx9RXFysu3NE3bp14evri8WLF+Obb77Bp59+CgD46KOPyj3/+XmlsFRAJpeVucAhPysfShvlI5aqfrgf/mGptkTYlDD0W94Pvb7qha7Tu0IoFmDhWHNmNPl+oCeR/JuB2rRpgwULFuDQoUNQKBS6u9J7eXnBxcUFhw8fxpEjR9CrVy8AwIYNGzB69Gh88MEHunX88ccfT7Ute3t7JCUlQRCEJ4bNx7Gzs4NMJsOhQ4d0IfRh/v7+AErOC125ciW+++47nDx5EjNnzsSAAQMQGxsLX9+yh6DL+3qpeWeffN/QyuZYxxHZSfqHPLKTs2Fub27wWqhqksvlMDYu+fWxbt06bNmyRddnbW2N8ePHY/ny5bhx44ZUJVY6I2Mj2HnbIflisu4WV4JWQMqFFNTpXOcJS1cf3A9lGSuNYaw0RkFuAZLOJaHJgCZSl2QwfD/Qk1SJoDl79mx8/fXXCA4O1v3xAkpmNX/88UckJyfrZk/y8vL0wl1xcTHWrVunt85/z0CWCgsLw9y5c7F+/Xq98yYrqvQc0Xv37qFnz55PHC+XyxEcHKy7OWpcXFy5QbO8r5cyNjX8f5F/uD/2zNiDC1svwLOFJ+5du4e4/XFo/npzg9citcL8QuSk/HNKRs7dHGQkZMDU3BTmDtUjeCsUCjg6OuqeOzg4wN3dHbm5ucjNzcULL7yAM2fO4P79+7CwsEBoaChsbGx0d2LIyMhARkaGbnmNRgMAuHv3brW71ZF/N39EL4uGnY8d7H3tEbsrFkWaIvi085G6NIPifiiRdDYJAgRYOVshOyUbMetiYOViBd92Netcdr4f6HEkD5otW7aEXC7H9u3b8eGHH5bpe//99wFAd6P2zp07Y/ny5ahfvz4cHBzwzTff6P6wlXJ2doaNjQ1+/vln+Pj4QKFQoFGjRggLC8MLL7yA119/HdeuXUOLFi2Qnp6OX3/9Fb/88stT11ynTh288847GDx4MN5//320aNEChYWFuHLlCvbv34/Nmzfj/v376Nq1KwYPHgx/f38UFBRg0aJFsLGxQdOmTf/jXhOXva892o5rizPrz+D85vOwcLRA09eawru1t9SlGVz6jXTsm71P9/z02tMAAJ82PggZHfKoxZ4rXl5eeO+993TP+/fvD6DkSxLWrFkDZ2dnhISEwMLCArm5uYiPj8dnn32GpKQkqUqWjFeIFzTZGpzbeA759/Nh62mL0PdDobJWSV2aQXE/lCjMK8SZ9WfwIP0BTM1N4RHsgUb9GkFuXLO+3ZnvB3ocmSAIgtRFNGrUCOfOncPvv/+OHj166NqjoqLQqlUruLq6IjExEUDJzaPffPNN3YU9w4YNQ61atTBy5EjcvXsXDg4OAIDNmzfjo48+wvXr16HRaHDjxg14e3sjPz8f06dPx9q1a5GUlAS1Wo0uXbpgxYoVAEqunj1x4gTOnz+vqyMzMxO2trb4/vvvdeecCYKAxYsX49tvv8WVK1dgYWEBf39/9OvXDxMmTIBGo8GYMWPw999/4+bNm1CpVGjWrBlmzpyJ4ODgp943Ecci/uPepeokaUXNC3flcRnhInUJRFRFRTSPkGzb943E27Z1sXjrFlOVCJr0aAya9DAGzRIMmkT0KAyaVUvNmt8nIiIiIoNh0CQiIiIiUUh+MRARERFRdRD+dqBo644Sbc3i4owmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiIShbHUBdDjtU/sJ3UJVcIBtw1Sl1AluIxwkbqEKoE/FyX4c0EP2/VjoNQlVAkRzaWugB7GGU0iIiIiEgWDJhERERGJgkGTiIiIiETBoElEREREomDQJCIiIiJRMGgSERERkSgYNImIiIhIFAyaRERERCQKBk0iIiIiEgWDJhERERGJgkGTiIiIiETBoElEREREomDQJCIiIqpGiouLMXXqVPj4+EClUsHPzw+ffvopBEHQjREEAZ988glcXFygUqkQFhaGq1evVnotDJpERERE1cjcuXOxZMkSfP3117h06RLmzp2LefPmYdGiRbox8+bNw8KFC7F06VIcPXoU5ubm6Nq1K/Lz8yu1FuNKXRsRERERSerIkSPo1asXunfvDgDw9vbGzz//jGPHjgEomc1csGABpkyZgl69egEAfvjhB6jVamzevBkDBw6stFo4o0lERERUjbRq1Qp79+7FlStXAABnzpzBoUOH0K1bNwDAjRs3kJycjLCwMN0y1tbWaNGiBaKioiq1Fs5oEhEREVVxGo0GGo1Gr02hUEChUJQZ++GHHyIrKwt169aFkZERiouLMWvWLAwaNAgAkJycDABQq9V6y6nVal1fZeGMJhEREVEVFxkZCWtra71HZGRkuWPXr1+PNWvWYO3atTh16hRWr16N+fPnY/Xq1QaumjOaRERERFXe5MmTMXHiRL228mYzAeD999/Hhx9+qDvXsmHDhkhISEBkZCSGDh0KZ2dnAEBKSgpcXFx0y6WkpKBJkyaVWjdnNImIiIiqOIVCASsrK73Ho4LmgwcPIJfrRzwjIyNotVoAgI+PD5ydnbF3715df1ZWFo4ePYqWLVtWat2c0SQiIiKqRnr27IlZs2bB09MTDRo0wOnTp/HFF1/g9ddfBwDIZDKMHz8eM2fORO3ateHj44OpU6fC1dUVvXv3rtRaGDSJiIiIqpFFixZh6tSpePvtt5GamgpXV1eMHj0an3zyiW7MpEmTkJubi1GjRiEzMxNt2rTBzp07oVQqK7UWBk0iIiKiasTS0hILFizAggULHjlGJpNhxowZmDFjhqi18BxNIiIiIhIFgyYRERERiaLaBM2IiAjIZDLIZDLI5XJYW1ujYcOGGDNmDC5duiR1eUREREQ1TrU6R1OlUmHfvn0AgOzsbJw7dw7Lli3D8uXLsWLFCrz22msSV1g1HYjeiYPRu3AvIxUA4KL2QPdO/RHg3xQA8Pm3U3H1xgW9Zdq26IJBL71p8FrFlno5FZf+uISM+AzkZeah7bi2cG/mrusXBAHnNp3Dtf3XUPigEA51HBA8LBiWzpYSVm0YV/ZcweXtl5F3Pw+2HrYIGhIEez97qcsSzc79G3H6QjSSUxNhamIKX6+6eKnbYDg7uunGrNm0BJfizuJ+VgYUCiV8Pf3Rp9tgODu5P2bNz7cLWy/g9onbyErKgpGJERxqO6DJwCawcrGSujRJXfz9Is6sP4M6Xesg6LUgqcsRzaaIznCxNyvTvvHgDczfcBYAEOBti9E966GBly20WgFXEu9jwjdR0BRqDV0uVQHVKmjK5XKEhITonnfu3Blvv/02unfvjhEjRqBVq1bw9fWVsMISeXl5UKlUUpehY2tlj97hr8HJwQUQgKhT+7Hkhzn4+N35cFV7AgDaNO+Mnp0H6pYxNSn/3l3PuyJNEWw9beHb3heHvjpUpv/SH5dwZfcVhIwKgbmjOc5tPIf98/aj+5zuMDI1kqBiw0iITsDptacRPDwY9n72iN0Zi/3z9qPHvB5QWlfuFYpVxZUbF9A+pBu8PWpBW1yMzbvWYOGK6Zg2cSEUpiWv2dPND82btIOtjSMe5GVj25+/4KsVMzDrgyWQy6vn+yH1cipqh9WGva89tMVanN1wFvvnlvwMGCur1Z+Up3bv+j3E7YuDjYeN1KWI7vX5ByCXyXTP/VytsHBMK+w9nQigJGR++XZL/LDnKr7YcA7FWgG13aygFaSqmKRWbQ6dP4pSqcSiRYtQUFCA7777Tte+atUqNGrUCEqlEm5ubvj4449RXFyst2xiYiKGDBkCtVoNlUqFunXr4quvvtL1a7VazJw5E97e3lAoFKhbty6+/fZbvXVERETAwsICx44dQ8uWLaFUKrF48WJxX3QFNaofjIZ1g6B2cIXa0RW9uw6CwlSJGzev6MaYmpjC2tJW91Apy36irQ5cG7uiUb9G8GjmUaZPEATE7oxFgxcbwD3IHbaetggZHYK8zDzcPnlbgmoNJ3ZHLPxC/eDbzhfWbtYIHh4MY4Uxrh+8LnVponn39U/QqllHuKo94e7qg6H9xiI9Mw03b1/TjWnbogtq+zaAg50TPN388GKXV5FxPw33Mu5KWLm4OkzqUPI+cLeGrZctWoxqgQf3HiA9Pl3q0iRRmF+IqCVRaD6iOUzNTaUuR3SZOQVIz9boHq0bqHH7bg5Ox90DAIzrE4ANB67jxz1XcSM5GzdTc7D39B0UFnE2s6aqER8/69evDzc3N0RFRQEAvvjiC0yaNAkTJkzA559/jkuXLumC5pw5cwAA9+7d090df9asWfD19cXVq1dx7do/f2Tef/99fPXVV5gyZQpatWqFbdu24c0330RhYSHGjBmjG1dQUIBXX30VEyZMwOzZs2FvX3UPN2q1xTh5LgoFBfnw8fTXtR+L+RtHTx+EtaUNGtYLRveO/WBqWj1nNR8l924u8u/nwznAWddmamYKe197pMWlwaull4TViae4qBjp8emo37O+rk0ml0HdQI20uDQJKzOsvPwHAAAzM4ty+zUF+ThyYh8c7NSwta66P+OVrTCvEABqRMgqz4nVJ+Da2BXOAc64sOXCkxeoRoyNZOga7I51+0v+LtpamCLAxw67TtzGsglt4eZghoSUHCzddglnr9fMDyJUQ4ImAHh4eCA5ORnZ2dmYNm0aJk2ahNmzZwMoOcRuamqKiRMn4v3334e9vT2++OILpKam4vLly/D29gYAdOzYUbe+tLQ0LFq0CO+//z4iIiIAAF26dEFaWhpmzJiBt956C0ZGJYfOCgsLMWvWLAwYMMCgr7kiEpMTMO+bySgsKoDCVInRgz+Aq7pkVq95k7aws3WEjZUdbifF47cdPyLlbiLeHPyBxFUbVl5mHgCUOVSstFYi/36+FCUZhCZbA0ErlH3dVkpk38mWqCrD0mq12LBtJfy86sLNWf8DxV9RO/Dbjh+hKciH2tEN40ZMg7GxiUSVGpagFXDqp1NwqONQIw4b/1tCVAIy4jPQdXpXqUuRRPtGLrBQmeCP6FsAAFcHcwDAGy/UxaLfLuBq4n10a+6BRWNaYVDkfty+mytluSSRan/ovJQgCJDJZDhy5AhycnLQr18/FBUV6R5hYWHIy8vD+fPnAQB79+5Fx44ddSHz344ePYrCwkL069dPr33AgAG4e/curly5otfevXv3J9ao0WiQlZWl9ygoLHi2F1xBagdXfPzu5/jg7bloFxKO1RsW4U5KyS+Pti26oEGdQLg5e6FFYHsM6z8OMReO4u69ZIPURiS1dVuWIzH5Jt54dWKZvhaB7fDRu/Px3qhPoXZwwfK181FooJ9bqZ1YfQL3b99H63daS12KweXey8XJn06i5Vstq/X52Y/To6UXoi+mIi2r5IO2/P9P3dx8OB5/HL2JK7fv46tN53EzNQc9QzwlrJSkVGNmNG/fvo06deogLa3kUF/Tpk3LHXfrVkm4unfvHgICAh65voyMDACAWq3Way99np7+z2ECMzMzWFiUf7jtYZGRkZg+fbpe25D+b2HYwHeeuOx/ZWxsUnIxEAAvdz8k3I7D/sPbMKjPW2XG+njWBgCk3kuCo71zmf7qSmVTcgFX/v183b9Ln9t62UpVlugUlgrI5LIys7b5WflQ2lTPC4Ee9vOW5Th3+QTeGz0TttYOZfpVSnOolOZQO7jCx7MOJk4fgpgLRxHcpK0E1RrOidUncCfmDjp93AlmdtXznO3HybiRAU2WBrum7tK1CVoBqbGpuLrnKvp/3x9yefWdy3G2VSHY3xGTvzuma0vL0gAAbiTpH+mIT8mB2rbqXAArpqhFKVKXUOXUiKB54cIFJCYmYtiwYbCzswMAbNq0CR4eZS/48PHxAQDY29vjzp07j1xn6XpSU1Ph5vbP7U5SUlL0+oGSr3l6GpMnT8bEifozJlE7rz1itLgErRaFRUXl9t26cwMAYG1ZfcNVecwdzaG0ViL5QrIuWBbmFeLe9Xuo3am2xNWJx8jYCHbedki+mKy71ZOgFZByIQV1OteRuDrxCIKAdVu/Q8yFo5g4agYc7NRPXgaAAAGFRYXiFygRQRBw8oeTuH3yNjp91AkWTk/+EF0dqRuo0W12N722o8uPwsrVCvW616vWIRMAuod4IiNbgyMX/glWSfce4G5mHrzU+u8JT0dzRF1KNXSJVEVU+6CZn5+PsWPHQqFQ4I033oCNjQ3MzMxw+/ZtvPTSS49cLiwsDPPnz8fNmzfh6Vl2yr958+YwMTHBhg0bEBgYqGtfv349nJycUKdOxf8AKxQKKBT6F9iYmoh/gv1vO39CQJ1A2No4QlOQh2Mxf+PKjQsY+/pU3L2XjGMxBxHgHwRzM0skJsdjw7bvUdunPtxdvEWvzdAK8wuRk5Kje55zNwcZCRkwNTeFuYM5/MP9cWHLBVg6W8LC0QJnfz0LlY0K7kHV976JAODfzR/Ry6Jh52MHe197xO6KRZGmCD7tfKQuTTQ/b1mG4zF/460hk6FUqHA/u+QohkppBlMTBe7eS8bJs4dRr3YTWFpYIeP+Pez6axNMTUwRULf8IybVwYnVJ5AQlYB249vBWGmsO3fZxMwExqbV/k+KjonKpMx5qcYKY5hamFb781VlspKguf3YLRT/675Fa/bG4Y0X6uJq4n1cvZ2FF1p4wEttiY9WHpeoWpJatfqtoNVqER0dDQDIycnR3bD9+vXrWLVqle58yxkzZmDSpEm4ffs2QkNDYWRkhOvXr2PLli3YuHEjzMzMMGHCBPzwww9o164dpk6dCl9fX1y/fh1XrlzB3Llz4eDggLFjx+Kzzz6DUqlESEgItm/fjrVr12LRokW6C4GeB9k59/H9+oXIys6ASmkGNxdvjH19KurXboL0zDRcjjuLfYe3QVOgga21AwIDWuKFji9LXbYo0m+kY9/sfbrnp9eeBgD4tPFByOgQ1OteD0WaIhxfeRwFDwrgWMcRoe+HVvtztLxCvKDJ1uDcxnMlpwp42iL0/VCorKvv4bCD0SWHRL9YNlWvfcjLY9CqWUeYmJjiavwl7D28DQ/ycmFlYY1aPvXx/luRsLKwkaBiw4jbGwcA2Dt7r157i5Et4NtO+vsUk/iC/R3hYmeGbVEJZfp++es6TE2MMK5PQ1iZmSAuMQvvLj6CxLQHElRKVYFMEIRqcRvViIgIvfMbLSws4O3tjfbt22PMmDGoW7eu3vh169bhiy++wPnz52FiYgI/Pz/06NEDn3zyCYyNS/L3rVu3MHnyZOzYsQMPHjyAt7c33n77bYwdOxZASbCdNWsWvvvuOyQlJcHb2xvvvfceRo8erVfX/PnzkZOTg2ex/7eadbuMRzngtkHqEqgKaZ/Y78mDagD+XNDDdv0Y+ORBNUDUol4Sbn2ZiOseJeK6xVNtgmZ1xaBZgn9Q6WEMmiX4c0EPY9AswaBZtVTvs5WJiIiISDIMmkREREQkCgZNIiIiIhIFgyYRERERiYJBk4iIiIhEwaBJRERERKJg0CQiIiIiUTBoEhEREZEoGDSJiIiISBQMmkREREQkCgZNIiIiIhIFgyYRERERiYJBk4iIiIhEwaBJRERERKJg0CQiIiIiUTBoEhEREZEoGDSJiIiISBQMmkREREQkCgZNIiIiIhIFgyYRERERiYJBk4iIiIhEwaBJRERERKJg0CQiIiIiUTBoEhEREZEoGDSJiIiISBQMmkREREQkCgZNIiIiIhKFsdQF0OMdcNsgdQlEVEV9kqeQuoQqYYZKI3UJVcLhly9KXUIV0UvqAughnNEkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiqmYSExPx2muvwd7eHiqVCg0bNsSJEyd0/YIg4JNPPoGLiwtUKhXCwsJw9erVSq+DQZOIiIioGsnIyEDr1q1hYmKCHTt24OLFi/j8889ha2urGzNv3jwsXLgQS5cuxdGjR2Fubo6uXbsiPz+/UmvhV1ASERERVSNz586Fh4cHvv/+e12bj4+P7t+CIGDBggWYMmUKevUq+crOH374AWq1Gps3b8bAgQMrrRbOaBIRERFVcRqNBllZWXoPjUZT7titW7eiWbNm6NevH5ycnBAYGIjly5fr+m/cuIHk5GSEhYXp2qytrdGiRQtERUVVat0MmkRERERVXGRkJKytrfUekZGR5Y69fv06lixZgtq1a2PXrl1466238O6772L16tUAgOTkZACAWq3WW06tVuv6KgsPnRMRERFVcZMnT8bEiRP12hQKRbljtVotmjVrhtmzZwMAAgMDcf78eSxduhRDhw4VvdaHcUaTiIiIqIpTKBSwsrLSezwqaLq4uKB+/fp6bfXq1cPNmzcBAM7OzgCAlJQUvTEpKSm6vsrCoElERERUjbRu3RqxsbF6bVeuXIGXlxeAkguDnJ2dsXfvXl1/VlYWjh49ipYtW1ZqLTx0TkRERFSNTJgwAa1atcLs2bPRv39/HDt2DMuWLcOyZcsAADKZDOPHj8fMmTNRu3Zt+Pj4YOrUqXB1dUXv3r0rtRYGTSIiIqJqJDg4GL/99hsmT56MGTNmwMfHBwsWLMCgQYN0YyZNmoTc3FyMGjUKmZmZaNOmDXbu3AmlUlmptTBoEhEREVUzPXr0QI8ePR7ZL5PJMGPGDMyYMUPUOniOJhERERGJgkGTiIiIiETBoElEREREomDQJCIiIiJRMGgSERERkSh41TkRERFRJdAeuCfauuXtRVu1qKrsjGZERAQsLCzKtL/33nuQy+VYsWIFhg0bhoCAAF1fTEwMIiIi8ODBgwpvz9vbG2PGjPlPNRMRERHRP56rGc0PPvgAX375JZYuXYoRI0YgNDQUubm5uv6YmBhMnz4dY8aMgZmZmYSVPn9SL6fi0h+XkBGfgbzMPLQd1xbuzdx1/YX5hTjzyxncPnkbBTkFMHc0R50udVC7U20Jqxbf1T+v4uq+q8i9W/I+s3a3RkDvALg2dpW4MsO7sucKLm+/jLz7ebD1sEXQkCDY+9lLXZZodu7fiNMXopGcmghTE1P4etXFS90Gw9nRDQCQ+yAbv+9Zh0tXzyA9Mw0W5lZo0qA5XuzyClRKc4mrF8/yHWfxxW+nMLhTPXw0oIVenyAIGL3wT/x9IRGL3uqAsEAviaoUx+N+T2qLtDj761ncOXMHOak5MDUzhbqBGo0HNIaZbfX5e/T11tNYvO2MXpuP2grbP+0DAFh/MBbbjl3HxZvpyM0vxNEFr8DKrPzv46aa4bkJmlOmTMG8efPwzTffYNSoUQAAPz8/iauqPoo0RbD1tIVve18c+upQmf7Ta04j5WIKWr7VEuYO5kg+l4wTq09AZauCe1P3ctZYPZjZmaFJ/yawdLaEIAi4cegG/v7yb4TPDIe1u7XU5RlMQnQCTq89jeDhwbD3s0fszljsn7cfPeb1gNK6cr9Foqq4cuMC2od0g7dHLWiLi7F51xosXDEd0yYuhMJUicysdNzPykDfF4bCRe2Bexl3sXbzUmRmpWP0a5OkLl8U5+LT8MvBK/B3ty23f/WfFwGZgYsyoMf9niwqKEJ6fDoCegfAxtMGBbkFOPXjKfz95d/oOqOrRBWLo5arDVZO6KJ7biz/5+BoXkER2jZwQ9sGbvjit1NSlEdVTJU9dP6wiIgIzJo1C4sWLcJbb72la3/40PmqVaswfPhwAICjoyNkMhm8vb11YxMTEzFkyBCo1WqoVCrUrVsXX331VZltLV68GF5eXrC2tkbv3r1x9+5dvf7MzEy8/fbbcHFxgUKhQFBQEHbv3q03JjQ0FD169MCvv/4Kf39/WFhYoGPHjrh27Vpl7ZJK59rYFY36NYJHM49y+9OupsGnrQ/U9dSwcLRArY61YONpg/Rr6Qau1LDcmrrBtYkrLJ0tYeVihcb9GsNYaYy0uDSpSzOo2B2x8Av1g287X1i7WSN4eDCMFca4fvC61KWJ5t3XP0GrZh3hqvaEu6sPhvYbi/TMNNy8XfJz7ObshdGDJ6FR/WA42jujbq2G6NVlEM5dOoHi4mKJq698ufmFeP+7g5gxuBWszEzL9F+6dQ+r9lzArKGtJajOMB73e9LUzBQdP+wIzxaesHKxgkMtBwQNDUL6jXTkpuWWs7bnl7FcBkdrM93D1vKfD5tDwxpgZLdGaOzrKGGFVJVU+RnNWbNmYfr06fjyyy8few5l9+7dMWXKFMycORM7d+6EtbU1FIqS6fp79+6hZcuWuvX5+vri6tWrZYLf1q1bcfXqVSxevBhpaWmYMGECxo4di3Xr1gEACgoK0LlzZ6SkpGDWrFlwc3PDTz/9hO7du+PUqVNo2LChbl0xMTH47LPPMGfOHBQXF2PixIl47bXXEBUVVdm7yCAcajsg8VQifNv5QmWrQuqlVGQnZ8N5kLPUpRmMVqvFraO3UKQpgkNtB6nLMZjiomKkx6ejfs/6ujaZXAZ1A3WNCtx5+SXnfpuZlT13/J8xuVAqzWBkZGSosgzm05+j0b6hO1rVd8XS7fqHTvM0RXj/u4OY+moIHK2rz2Hi/6rwQSEgA0zNywbz51lCajbavf8LFCZGaOLrhAkvNYWr/aN/Lqhmq9JBMzc3F1OmTMEbb7yB8ePHP3aso6Oj7lB6UFAQHBz+CQJffPEFUlNTcfnyZd0sZ8eOHcusQxAEbN26VRdQ4+PjMXv2bGi1WsjlcqxZswYxMTE4c+YM6tcv+aPbtWtXXL16FZ9++inWr1+vW1dmZiZOnz4NR8eST3U5OTkYPnw4bt++DXf35+9Qc9CQIBxbeQxbxm2BzEgGmUyG5iOaw6muk9SliS7zVib2TN+D4sJiGCuN0XZcW1i71ZzD5ppsDQStUOYQudJKiew72RJVZVharRYbtq2En1dduDmXf95hTm4Wtu/bgDbNOxu4OvH9cew6Libcw4aPy//e5Dnrj6GJnxM6NfE0cGVVV3FBMWJ+iYFXiBdMVCZSl1NpGvk4YvawNvBxtsLd+3lY/HsMXvtsB36P6A1zZfV5nVR5qvShc5VKhXbt2mHt2rU4fPjwM69n79696Nixo96h9PK0b99eFzIBoH79+igsLERqaioAYPfu3WjYsCHq1KmDoqIi3aNz5844fvy43rqaNGmiC5ml6wKA27dvP3L7Go0GWVlZeo+igqKKvlxRXNl9Bffi7qHdhHboOqMrAl8NxInVJ5B8Plnq0kRn6WKJ8Fnh6BLRBbU61kL0smjcT7wvdVlkQOu2LEdi8k288erEcvvz8h/g61Wz4OLkgZ5hAwxcnbiS0nMR+csxfPZGOyhMys5N7Iu5iejYJEzu31yC6qombZEWh78+DAhA8PBgqcupVO0auiO8mTf83e3QpoEbvn03DNkPCrDjxA2pS6MqqkrPaMrlcmzdulV3zuPBgwf1Dk8/rXv37undBulRbGxs9J6bmpYc7sjPzwcApKWl4fTp0zAxKfup7d+Hyp60rvJERkZi+vTpem3t32iP0JGhT6xdTEUFRTi74SzajG8DtyYlV9zaetoiIyEDl7ZfgnNA9T58bmRsBEu1JQDAzscO6TfSEbsrFs1frxl/WBWWCsjkMuTf13/v5mflQ2lTPS8EetjPW5bj3OUTeG/0TNhalz1lIl+Th0UrP4VSocKbgz+AkVGV/rVaYRcS0nAvOx99Z/6uayvWCjhxNQVr91/GwPb+uHU3Gy3Gr9VbbtzSvxBU2wk//K+boUuWVGnIzE3LRcfJHavVbGZ5rMwU8FZb4WZqzTi6QRVX5X8jWltbY9euXWjdujW6du2Kw4cPw8fHp0LrsLe3x507d/5zLXZ2dmjUqBFWrFjxn9dVnsmTJ2PiRP0Zk3ln54myrYoQigVoi7WQyfQvJ5XJZYAgUVESErQCtIVaqcswGCNjI9h52yH5YrLuVi6CVkDKhRTU6VxH4urEIwgC1m39DjEXjmLiqBlwsFOXGZOX/wALV86AsZEJ3h4yGSYm1etcPABoWc8VW6b10mv7eNUh+Dhb443whrC1UKB/O3+9/l7Tt+DD/sHo0Lj8iwurq9KQmZ2cjY4fdYTCsvrf1ic3vxC37mbjxRCV1KVQFVXlgyYAODk5Yc+ePWjdujU6d+6MQ4cOwdm57Czao2YNw8LCMH/+fNy8eROens9+DlFYWBi2b98OV1dXuLpW/n0UFQqF3qF7ADA2Ncx/UWF+IXJScnTPc+7mICMhA6bmpjB3MIdTXSfE/BwDI1MjmNubI/VyKuIPxSPw1UCD1CeVmF9i4NrYFWb2ZijKL0L8kXikXk5F6PuhUpdmUP7d/BG9LBp2Pnaw97VH7K5YFGmK4NOuYh/6nic/b1mG4zF/460hk6FUqHA/OwMAoFKawdREURIyV0xHQWEBXh88HnmaB8jTlFwwZGluBbm8elwQZK40QR03/dsZqRTGsLFQ6NrLuwDIxc4c7g6WBqnRUB73e1Jlo8KhRYeQEZ+BdhPbQdAKyMvMAwCYWpjCyLh6vB/mbTiO0EYecLM3R+r9PCzaehpyuQzdm/sCAO7ef4C0rDwk/P8M55XETJgrjeFiZwEb8+ofvKms5yJoAiXf3LNr1y60a9cO4eHhOHDgQJkx9erVA1Byi6LevXvDzMwMDRs2xIQJE/DDDz+gXbt2mDp1Knx9fXH9+nVcuXIFc+fOfeoahgwZgm+//RahoaH43//+hzp16ugu+ikoKEBkZGSlvV5DS7+Rjn2z9+men157GgDg08YHIaND0OqdVjiz/gyilkShIKcAZg5maNSvEWp1qiVVyQahydIg+tto5GXmwURlAhtPG4S+HwqXhi5Sl2ZQXiFe0GRrcG7jOeTfz4etpy1C3w+Fyrr6zmIcjN4FAPhi2VS99iEvj0GrZh1xM/E6bty6CgCY+tnbemNmTloKB7vqf6FcTfO435MBfQKQeCoRALBzyk695Tp+1BHqemVnxJ9HyRm5+N93B5CZq4GdhRJNazlh3YfdYff/tzj65UCs3g3dB3+2AwAwe1hrvNSqen/BB5XvuQmaABAQEIA//vgDYWFh6NGjR5lZxcDAQEREROC7777DvHnz4OHhgfj4eNjb2+Pw4cOYPHkyJk2ahAcPHsDb2xtvv/32I7ZUPoVCgX379unu65mUlAQHBwcEBgZWeF1VjbqeGq/8+Moj+1U2KoSMCjFgRVVDi5EtnjyohqjTuU61PlT+b0vnbHpsv79fwBPHVFdPOu/y0rJhhinEwJ70e/JxfdXFF6NCH9s/5sVAjHmxeh/pooqRCYJQA8+ye35EHIuQugSiKqd9Yj+pS6gS2tttlbqEKmGGSiN1CVXCJ3k8NA0A8vaTJdu29oB4RzalfF3/RZW+vRERERERPb8YNImIiIhIFAyaRERERCQKBk0iIiIiEgWDJhERERGJgkGTiIiIiETBoElEREREomDQJCIiIiJRMGgSERERkSgYNImIiIhIFAyaRERERCQKBk0iIiIiEgWDJhERERGJgkGTiIiIiETBoElEREREomDQJCIiIiJRMGgSERERkSgYNImIiIhIFAyaRERERCQKBk0iIiIiEgWDJhERERGJgkGTiIiIiETBoElEREREomDQJCIiIiJRMGgSERERkSgYNImIiIhIFAyaRERERCQKY6kLICKqqANuG6QuoUo4IHUBVUT7xH5Sl1AlZL/MnwsAsC6WugJ6GGc0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiompozZw5kMhnGjx+va8vPz8c777wDe3t7WFhYoG/fvkhJSRFl+wyaRERERNXQ8ePH8e2336JRo0Z67RMmTMDvv/+ODRs24MCBA7hz5w769OkjSg0MmkRERETVTE5ODgYNGoTly5fD1tZW137//n2sWLECX3zxBTp27IigoCB8//33OHLkCKKjoyu9DgZNIiIioipOo9EgKytL76HRaB45/p133kH37t0RFham137y5EkUFhbqtdetWxeenp6Iioqq9LoZNImIiIiquMjISFhbW+s9IiMjyx27bt06nDp1qtz+5ORkmJqawsbGRq9drVYjOTm50uvmNwMRERERVXGTJ0/GxIkT9doUCkWZcbdu3cK4ceOwZ88eKJVKQ5X3SAyaRERERFWcQqEoN1j+28mTJ5GamoqmTZvq2oqLi3Hw4EF8/fXX2LVrFwoKCpCZmak3q5mSkgJnZ+dKr5tBk4iIiKia6NSpE86dO6fXNnz4cNStWxcffPABPDw8YGJigr1796Jv374AgNjYWNy8eRMtW7as9HoYNImIiIiqCUtLSwQEBOi1mZubw97eXtc+YsQITJw4EXZ2drCyssLYsWPRsmVLhISEVHo9DJpERERENciXX34JuVyOvn37QqPRoGvXrvjmm29E2RaDJhEREVE19tdff+k9VyqVWLx4MRYvXiz6tnl7IyIiIiISBWc0iYiIiCrBgfQXRVt3B9HWLC7OaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlE8N0EzIiICMplM91AqlahXrx7mzZsHrVYrWV2bN28W7ftBiYiIiJ5nz9U3A6lUKuzbtw8AkJeXh/379+PDDz+EVqvFhx9+KElNmzdvxokTJ/D2229Lsv3Kkno5FZf+uISM+AzkZeah7bi2cG/mrusvzC/EmV/O4PbJ2yjIKYC5oznqdKmD2p1qS1i1YVzZcwWXt19G3v082HrYImhIEOz97KUuy+C4H/Rd/P0izqw/gzpd6yDotSCpyzG4mvZ+2Ll/I05fiEZyaiJMTUzh61UXL3UbDGdHNwBAWnoqpsx7s9xlR776PwQ1amXIciuNUVsvKP7XCkZNXSF3tURun3Uo2nJZb4wiogNM32gKmY0SxYdvIe+dbdDGpf/TP7ktjF+oA6MmzkBBMbLs5xj6ZZCEnqugKZfLERISonveoUMHnDt3Dps2bZIsaFYXRZoi2Hrawre9Lw59dahM/+k1p5FyMQUt32oJcwdzJJ9LxonVJ6CyVcG9qXs5a6weEqITcHrtaQQPD4a9nz1id8Zi/7z96DGvB5TWSqnLMxjuB333rt9D3L442HjYSF2KJGri++HKjQtoH9IN3h61oC0uxuZda7BwxXRMm7gQClMl7GzsMffjFXrLHDq6B7sPbkYD/0CJqv7vZOYmKD6TgoLvT8N848Ay/abvt4ZibAs8GP4btDcyoZzRAeY7BiM7YDGgKfr/QUYo/PUCiqNvwfT1pgZ+BSS15+bQ+aNYWlqisLBQ91yj0eCjjz6Cl5cXFAoF6tWrh7Vr1+otExUVhRdffBGurq4wNzdHkyZN8OOPP+qNWbVqFWQyGdLS0vTamzRpgmHDhgEAhg0bhtWrV+PChQu6Q/rDhg3D77//DplMhqtXr+otm5GRAZVKVSUPtbs2dkWjfo3g0cyj3P60q2nwaesDdT01LBwtUKtjLdh42iD9Wnq546uL2B2x8Av1g287X1i7WSN4eDCMFca4fvC61KUZFPfDPwrzCxG1JArNRzSHqbmp1OVIoia+H959/RO0atYRrmpPuLv6YGi/sUjPTMPN29cAAHK5EawtbfUeMReOIqhRaygVKomrf3ZFO+Og+WQfijZfLrdfMS4E+bMOomhrLLTnUvBg6G+QuVrCpHdd3RjN9L9Q8FU0is+nGqpsqkKeu6BZVFSEoqIiZGdnY+vWrdi4cSNefvllXX///v3x7bff4r333sO2bdsQHh6O1157DTt27NCNSUhIQOvWrfHdd9/h999/R9++fTFixAisXr26QrVMnToVL7zwAnx9fREVFYWoqChdm5ubG1auXKk3vjTwvvrqq/9hD0jDobYDEk8l4kH6AwiCgJSLKchOzoZzQ2epSxNNcVEx0uPT4dzgn9cok8ugbqBGWlzaY5asXrgf9J1YfQKujV3hHFB93/uPw/dDibz8BwAAMzOLcvsTbl/DraQbaB3cyZBlGZTMxxZyF0sU7X3oA0aWBsVHb8MopPoe6aKKea4Onefm5sLExESvbcCAAbrD5vv378fWrVuxa9cudOnSBQDQuXNnJCUlYdq0aejWrRsAYODAf6b/BUFAu3btcPv2bXz77bcYOnToU9fj5+cHR0dHJCQk6B3SB4Dhw4dj5cqVmDlzJoyMjAAAK1euRJ8+fWBjY1Ph1y61oCFBOLbyGLaM2wKZUcnsbfMRzeFU10nq0kSjydZA0AplDgUqrZTIvpMtUVWGx/3wj4SoBGTEZ6Dr9K5SlyIZvh8ArVaLDdtWws+rLtycvcodc/jEn3B2coefV91y+6sDuXNJyBZScvTatam5kDmXH8Cp5nmuZjRVKhWOHz+O48eP49ChQ/jqq6+wc+dOjBw5EgCwe/du2NnZoWPHjrqZz6KiInTu3BmnT59GcXExgJJD2O+++y68vLxgYmICExMTLFu2DFeuXKm0WkeMGIGkpCTs3LkTAHD27FmcOnUKI0aMeOQyGo0GWVlZeo+igqJKq+m/uLL7Cu7F3UO7Ce3QdUZXBL4aiBOrTyD5fLLUpREZRO69XJz86SRavtUSRqZGUpdDElq3ZTkSk2/ijVcnlttfUKjB8Zi/0bpZ9Z3NJHpaz9WMplwuR7NmzXTPW7dujaKiIrz33nuYOHEi0tLSkJ6eXmbWs1RSUhLc3d0xbNgwHDlyBJ988gkaNGgAKysrLFmyBL/88kul1ert7Y3OnTtjxYoV6N69O1auXAkfHx906NDhkctERkZi+vTpem3t32iP0JGhlVbXsygqKMLZDWfRZnwbuDUpucLS1tMWGQkZuLT9UrU9hKiwVEAmlyH/fr5ee35WPpQ21fOCh/JwP5TIuJEBTZYGu6bu0rUJWgGpsam4uucq+n/fH3L5c/XZ/ZnU9PfDz1uW49zlE3hv9EzYWjuUO+bUuSgUFBYgpGmoYYszMG1yyUymTG0BIfmfWU25kzmKz3ASgko8V0GzPPXq1QMAXLhwAXZ2dnB0dMT27dvLHevk5IT8/Hxs27YNX3zxBcaOHavr+/e9OJXKkl+YBQUFeu0ZGRlPXdvIkSPx6quvIjExEWvWrMG7774LmUz2yPGTJ0/GxIn6n5DnnZ331NsTi1AsQFusLVO7TC4DBImKMgAjYyPYedsh+WKy7lZPglZAyoUU1OlcR+LqDIf7oYS6gRrdZnfTazu6/CisXK1Qr3u9GhEygZr7fhAEAeu2foeYC0cxcdQMONipHzn28PG9aFSvGSwtrA1YoeEJNzKgTcqGcUcfFJQGS0sFjFq4o+DbE9IWR1XGcx80z58/DwBwcHBAWFgY5s2bB1NTUzRq1Kjc8ffv34dWq4Wp6T9Xi5ZeWPQwd/eSX6CXLl2Cq6ur7t+3bt3SG2dqaor8fP1P9qV69eoFW1tbvPrqq0hPT9ddrf4oCoUCCoVCr83Y1DD/RYX5hch56DybnLs5yEjIgKm5KcwdzOFU1wkxP8fAyNQI5vbmSL2civhD8Qh89fm9bcfT8O/mj+hl0bDzsYO9rz1id8WiSFMEn3Y+UpdmUNwPgInKpMztjIwVxjC1MK1xtzmqie+Hn7csw/GYv/HWkMlQKlS4n10y6aBSmsHU5J/f26lpSYiLv4gxwz6WqtTKZW4KeS073VO5tw3kjZ0hpOdBuHUfmq+iofy4HbRx6dDeyIByRkcId7JR+NBV6jIPa8jsVJB7WANGMsgblxwF08alA7kFZTZJ1ctzFTS1Wi2io6MBlMw0njx5EjNnzkT9+vXRrl07mJiYoGfPnggPD8ekSZPQqFEj5Obm4sKFC4iLi8N3330Ha2trBAcHY86cOXB0dISxsTHmzJkDa2trpKb+c+uFFi1awMPDAxMmTEBkZCSysrIwZ84c2Nvr35C4Xr16WLlyJX7++WfUrl0bDg4O8Pb2BgCYmJhg6NCh+Oyzz9C1a1d4eJR/66CqIP1GOvbN3qd7fnrtaQCATxsfhIwOQat3WuHM+jOIWhKFgpwCmDmYoVG/RqjVqZZUJRuEV4gXNNkanNt4Dvn382HraYvQ90Ohsn5+b1fyLLgf6GE18f1wMLrklIkvlk3Vax/y8hi0atZR9/zIib2wsbJHvdpNDFmeaIyaucJi3zDdc9UX4QCAgtUxyHt9Mwo+OwyZuSlUS3uW3LD90E3kvvDTP/fQBKCc3gGmQ5vonlueKrmxfU7HVSg+EG+Il0ESkgmC8Fwc/IyIiNA7f9HY2BgeHh7o1q0bpk2bBienkqufCwoKMGfOHPz0009ISEiAtbU1AgICMHz4cAwePBgAEBcXh9GjRyM6Ohr29vZ49913kZOTg/nz5yMn559ZvZMnT+Ktt97C+fPnUatWLXz55Zd477330KRJE6xatQoAkJWVhdGjR2PPnj24d+8ehg4dqusDSu7Z2apVK/zyyy/o379/xV/3sYiK7ywiohqkfWI/qUuoEpq+vEHqEqoE6+IIyba9/7cLoq27w0sNRFu3mJ6boPm8+uSTT/DNN98gMTGxzGHxp8GgSUT0eAyaJRg0SzBoVi3P1aHz50lsbCxiY2OxaNEivPPOO88UMomIiIieZwyaIik9NB8eHo7JkydLXQ4RERGRwTFoiuSvv/6SugQiIiIiSdWMG78RERERkcExaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiMJa6ACIiov/igNsGqUuoEppKXQBVGZGRkdi0aRMuX74MlUqFVq1aYe7cufD399eNyc/Px3vvvYd169ZBo9Gga9eu+Oabb6BWqyu1Fs5oEhEREVUjBw4cwDvvvIPo6Gjs2bMHhYWF6NKlC3Jzc3VjJkyYgN9//x0bNmzAgQMHcOfOHfTp06fSa+GMJhEREVE1snPnTr3nq1atgpOTE06ePIl27drh/v37WLFiBdauXYuOHTsCAL7//nvUq1cP0dHRCAkJqbRaOKNJREREVI3dv38fAGBnZwcAOHnyJAoLCxEWFqYbU7duXXh6eiIqKqpSt80ZTSIiIqIqTqPRQKPR6LUpFAooFIrHLqfVajF+/Hi0bt0aAQEBAIDk5GSYmprCxsZGb6xarUZycnKl1s0ZTSIiIqIqLjIyEtbW1nqPyMjIJy73zjvv4Pz581i3bp0BqiyLM5pEREREVdzkyZMxceJEvbYnzWaOGTMG27Ztw8GDB+Hu7q5rd3Z2RkFBATIzM/VmNVNSUuDs7FypdXNGk4iIiKiKUygUsLKy0ns8KmgKgoAxY8bgt99+w759++Dj46PXHxQUBBMTE+zdu1fXFhsbi5s3b6Jly5aVWjdnNImIiIgqgZj3dO2ABk899p133sHatWuxZcsWWFpa6s67tLa2hkqlgrW1NUaMGIGJEyfCzs4OVlZWGDt2LFq2bFmpV5wDDJpERERE1cqSJUsAAKGhoXrt33//PYYNGwYA+PLLLyGXy9G3b1+9G7ZXNgZNIiIiompEEIQnjlEqlVi8eDEWL14sai08R5OIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISxTMHza1bt6JLly6ws7ODqakpfHx8MHr0aFy5cqUy6zOImJgYRERE4MGDB1KXQkRERFRtGD/LQh9++CHmzp2Ll19+GcuXL4ejoyOuXbuGlStXYsCAATh9+nRl1ymqmJgYTJ8+HWPGjIGZmZnU5Ugi9XIqLv1xCRnxGcjLzEPbcW3h3sxd11+YX4gzv5zB7ZO3UZBTAHNHc9TpUge1O9WWsOrK96T9cOv4LcTti0N6fDoKcgoQPjMctl62ElZsOFf2XMHl7ZeRdz8Pth62CBoSBHs/e6nLMqjCvEKc3XgWt0/chiZLA1svWzQd3BT2vjVrPwA18/3A35P/z8IUyhkdYdK7LmRO5ig+nYz8CTtQfOJOmaHKb3pAMboZ8ibsRMHCaAmKJalVeEZz+/btmDt3LqZOnYoNGzagb9++aNeuHYYPH46///4bn376qRh1Plc0Gg20Wq3UZVRIkaYItp62CBoaVG7/6TWnkXQ2CS3faokX5r4A/67+OPnDSdw+ddvAlYrrSfuhSFMExzqOaDKgiWELk1hCdAJOrz2NgJcCEP5pOGw8bbB/3n7k38+XujSDOrbiGJLPJ6Plmy3RLbIbnBs6Y/+c/XiQXrOOhtTU9wN/T5ZQLX8RxmG+eDD0N+Q0XoKiPddgvnsIZK6WeuOMe9eFcQt3aBOzJKqUqoIKB83PP/8carUaU6dOLbe/R48eAID8/HxMnDgRrq6uUCqVaNKkCX777Te9scOGDUNAQAD+/PNPNGrUCCqVCu3bt0d8fDzS09PRv39/WFlZwc/PD7/88ovesqGhoejRowd++OEH+Pn5QaVSITQ0FLGxsbox8fHxkMlk+PXXX/WWHT9+PLy9vQEAq1atwvDhwwEAjo6OkMlkuj4AuH37Nl577TU4ODhApVKhXbt2OHnypN76vL29MWbMGMybNw9eXl5QqVRIT0/H7du30b9/f6jVaiiVSvj4+GDChAlPv7MNyLWxKxr1awSPZh7l9qddTYNPWx+o66lh4WiBWh1rwcbTBunX0g1cqbietB982vgg4KUAqBuoDVyZtGJ3xMIv1A++7Xxh7WaN4OHBMFYY4/rB61KXZjBFBUW4dfwWmgxsAqe6TrBUW6Jhn4awUFsgbm+c1OUZVE19P/D3JAClMUz61Ef+h3tQ/HcCtNfSoZnxF7Rx6TB9M1g3TOZqCdVXL+DB4I1A4fM18UKVq0JBs6ioCIcPH0anTp1gYmLy2LGDBg3Ct99+i0mTJmHz5s2oX78++vbti61bt+qNS05OxnvvvYePP/4Ya9aswbVr1zBo0CAMGDAADRs2xMaNGxEUFITXXnsNCQkJesueOnUKkZGRmDNnDn744QckJSWha9eu0Gg0T/2aunfvjilTpgAAdu7ciaioKF0gzsjIQJs2bRATE4NFixZh48aNMDc3R8eOHZGamqq3no0bN2Lbtm346quvsGXLFpibm2PIkCE4e/YsFi5ciJ07d2L69OkoLi5+6tqqEofaDkg8lYgH6Q8gCAJSLqYgOzkbzg2dpS6NRFZcVIz0+HQ4N/jn/1oml0HdQI20uDQJKzMsoViAoBVgZGKk125kaoS7V+5KVJXh8f3waDXi96SxHDJjOYT8Ir1mIa8Ixq09S57IZDBb3Qea+YehvVhzfjaofBU6R/PevXvQaDTw9PR87LizZ89i06ZNWLp0KUaPHg0ACA8PR3x8PKZPn44XX3xRNzY9PR0HDhxAgwYNAAB37tzB2LFj8cEHH+hmTYODg7Fp0yZs3rwZ48aN0y2bkpKCAwcOoHbtkvNfAgMD4e/vj1WrVum2+ySOjo7w8/MDAAQFBcHBwUHXt2DBAmRmZuLYsWNwcnICAHTq1Al16tTB/PnzMW/ePN3YwsJC7NixA+bm5rq2Y8eOITIyEgMGDNC1DRky5KnqqmqChgTh2Mpj2DJuC2RGMshkMjQf0RxOdZ2kLo1EpsnWQNAKUFor9dqVVkpk38mWqCrDM1GZwKGWAy5svgArVysorZVIiErAvav3YKG2kLo8g+H74dFqxO/JnAIUHbkF5cft8eBSGoSUHJi80hBGLd2hjSuZuVVMag2hWIuCRUclLpaqgme6GEgmkz22/++//wYA9OvXT699wIABmDBhAnJzc3WBzNXVVRcyAaBOnToAgLCwMF2bjY0NnJyccOvWLb31BQQE6EImANSqVQuNGzfG0aNHnzpoPs7u3bvRoUMH2NnZoaio5NObkZER2rdvj+PHj+uNDQ0N1QuZANC0aVPMnz8fxsbG6Ny5M2rVqvXY7Wk0mjKzsUUFRTA2fab/pkp1ZfcV3Iu7h3YT2sHMwQx3Y+/ixOoTUNmo4BxQjT6tEz1GyJshOLr8KLa8uwUyuQy23rbwbOmJjPgMqUujKqCm/J7MG7oJqu96wer2exCKtCg+lYTCdedh1NQF8qYuMH03BDnNvpW6TKoiKpRg7O3toVQqcfPmzceOy8jIgImJCezs7PTa1Wo1BEFAZmamLpTZ2NjojTE1NX1ke36+/onmpbOM/95GUlLS07ycJ0pLS0N0dHS5pwmUzoI+vN1/++WXX/Dxxx/j448/xttvvw1/f3/Mnj0bffr0KXd7kZGRmD59ul5b+zfaI3Rk6LO/iEpQVFCEsxvOos34NnBr4gYAsPW0RUZCBi5tv1StfoFSWQpLBWRyWZkLPfKz8qG0UT5iqerJUm2JsClhKMovQmF+IVQ2Khz++jAsHGvOjCbfD+WrSb8ntdczkNtxFWBmApmVAkJyDlQ/vwztjQwYt/GCzMkclvH/XI8gM5ZDOb8LFONCkO23QLK6SRoVOkfT2NgYrVu3xt69e3UzfOWxs7NDYWEhMjL0P+WnpKRAJpOVCZHP6t/nSZZuw8XFBQCgVJb80isoKNAb8++6HsXOzg7h4eE4fvx4mce/L2wqb5bXxcUFK1euRFpaGo4dOwZ/f38MGDAA16+Xf8L85MmTcf/+fb1Hm6FtnqpWMQnFArTF2jKvUSaXAYJERZHBGBkbwc7bDskXk3VtglZAyoUUONRyeMyS1Zex0hgqGxUKcguQdC4Jbk3dpC7JYPh+KF+N/D35oBBCcg5go4RJl1oo3BqLwp/OIKfJEuQ0Xap7aBOzoJl/BLndfpS6YpJAhY/JTpw4Ed27d8esWbMwbdq0Mv3bt29HmzYl4WjDhg0YNWqUrm/Dhg0IDAwsc4j5WZ0/fx5xcXG6Q9JxcXE4c+aM7rC5k5MTTExMcOnSJd0yBQUFOHDggN56SmdR/z1jGhYWhp9++gn16tX7TzXL5XIEBwdj5syZ2Lp1K+Li4uDr61tmnEKhgEKh0Gsz1GHzwvxC5KTk6J7n3M1BRkIGTM1NYe5gDqe6Toj5OQZGpkYwtzdH6uVUxB+KR+CrgQapz1CetB80ORo8uPcAeRl5AICspJLbdiitlVDZqCSp2RD8u/kjelk07HzsYO9r/3/t3XdYFHf+B/DP0LGw0qQ3RRAUlKagGEHsehobKIolRjRqbFFyMbEbTUyCIkKsmBiNJXdiie0SjR0bsUWx5NQoTVCUXpf37w+enewK+ru7uKw7fF7Pkydhdpd8Z5idec+30u0jt6mqvIpc3nLRdNHqVda1LAKBTKxNqPBxIV3ZcYVMbEyoxVu1v89S1lDPB75O1tDr2ZJIEEh++wnpupqR0ec9SX7rCVVuvkxUVU3IK1X9QGU1IbuIqu881UyBmUb91ymmb9++FBMTQwsXLqSbN2/S8OHDycLCgu7fv09JSUmUn59Ply9fpsGDB9OsWbOotLSU3N3daevWrXT27Fnau3fvayu8lZUV/e1vf6PFixcTEdG8efPIzs6Oxo4dS0Q1AW/w4MG0Zs0acnV1JQsLC1qzZg0BUHnq9PDwICKihIQEevvtt6lRo0bk5eVFs2bNom3btlHXrl1p+vTp5OjoSLm5uXT+/HmytbV95VRF+fn51KtXL4qKiiJ3d3eqqKig+Ph4atasGfn6+r62Y/C65N3Po2PLjok/X/6+ZtJ9l2AXCpwYSJ2mdKKru65SytcpVFFUQY0sGpH3MG9yDXt1v1Nt8/8dh4xfM+j8hj87uJ9NOEtERG0HtSWvwV71W9h65BToROWF5XT9n9epLL+MTB1NKWROCBnLpBuu61JZWklXd12lkrwSMmhsQA4BDuQ9zJt09BrWar4N9Xzg62QNQWZEhp+GkY69CSGvlCp3p1HZJ0eJqngaI1abAOB/qtTfu3cvrVmzhi5dukTFxcVkZ2dHvXr1otmzZ5OrqyuVlpbS3LlzaceOHZSXl0etW7emBQsWqPRPHDt2LF26dIl+++03cdvx48cpNDSULl68SP7+/uJ2Z2dn6t+/P61Zs4aIagbfNGnShIYMGUKLFy+mrKws6tixI61du1YMjkREubm5FB0dTceOHaOmTZvSnDlz6P79+7Rnzx568OCB+L5FixbRxo0bKTMzkxwcHMTXsrOz6ZNPPqGDBw/S06dPqXnz5hQYGEgzZ86kTp061Vk2opqBPVOnTqVTp07Rw4cPydjYmPz9/Wnp0qUUEPDnXGP/n4UXFv7H72WMMdZwzQzSdAneDDL5Qo39v9V5z17YQX2/W53+56CpaYqg+eOPP2q6KGrFQZMxxth/goNmDQ6ab5aG1d7DGGOMMcbqDQdNxhhjjDGmFpqfCfx/dPz4cU0XgTHGGGOMvQLXaDLGGGOMMbXgoMkYY4wxxtSCgyZjjDHGGFMLDpqMMcYYY0wtOGgyxhhjjDG14KDJGGOMMcbUgoMmY4wxxhhTCw6ajDHGGGNMLThoMsYYY4wxteCgyRhjjDHG1IKDJmOMMcYYUwsOmowxxhhjTC04aDLGGGOMMbXgoMkYY4wxxtSCgyZjjDHGGFMLDpqMMcYYY0wtOGgyxhhjjDG14KDJGGOMMcbUgoMmY4wxxhhTCw6ajDHGGGNMLThoMsYYY4xJUEJCAjk7O5ORkRF17NiRLly4UO9l4KDJGGOMMSYxO3fupFmzZtGCBQvo119/pXbt2lGvXr0oJyenXsvBQZMxxhhjTGJiY2NpwoQJNG7cOPL09KS1a9dSo0aNKCkpqV7LwUGTMcYYY+wNV15eTgUFBSr/lJeX1/neiooKSk1Npe7du4vbdHR0qHv37pSSklJfRa4Bxl6hrKwMCxYsQFlZmaaLolF8HGrwcajBx6EGH4cafBxq8HFQrwULFoCIVP5ZsGBBne/NyMgAEeHs2bMq2+fMmYMOHTrUQ2n/JABA/UZbpk0KCgpIJpNRfn4+mZiYaLo4GsPHoQYfhxp8HGrwcajBx6EGHwf1Ki8vr1WDaWhoSIaGhrXem5mZSXZ2dnT27FkKCgoSt8fExNCJEyfo/Pnzai+vgl69/Z8YY4wxxtj/5GWhsi4WFhakq6tLjx8/Vtn++PFjsra2VkfxXor7aDLGGGOMSYiBgQH5+fnR0aNHxW3V1dV09OhRlRrO+sA1mowxxhhjEjNr1iwaM2YM+fv7U4cOHWjVqlVUXFxM48aNq9dycNBkr2RoaEgLFiz4j6vrpYqPQw0+DjX4ONTg41CDj0MNPg5vloiICMrNzaX58+dTdnY2tW/fng4fPkxWVlb1Wg4eDMQYY4wxxtSC+2gyxhhjjDG14KDJGGOMMcbUgoMmY4wxxhhTCw6ajDHGGGNMLThoMsYYY4wxteCgyRhjjDHG1IKDJmuwqqqqNF0Ejauurlb5uSHPdiaXy4mo9jFhDZPifGjIFMegIV8X2F/HQbOBUb6JKi4eDfUioqenR0VFRZSQkKDpomiEXC4nHZ2aS0BaWhoREQmCoMkiaZSuri4REX322Wd06tQpDZdGM+oKVw01eOvq6lJJSQkdOHCAiBrecaiqqiJdXV0qLi6m+fPn0/79+zVdJKalOGg2IMrBori4mHJycojoz3DREAPntm3baMaMGXT16lVNF6VeyeVyMVhNnTqVJk6cSLt27dJwqTRDOVxFR0dTYmIiGRsbN7gaLeVz4sqVK3T58mWqrKwUrxkN0fvvv09TpkwhImpQx0Eul5Oenh4VFhZSUFAQnTx5kq5du0ZVVVUN8j7B/pqG881p4JRvIlOmTKGuXbuSm5sbDRw4kHbs2EEASBCEBncR8fX1JWtrazpz5gwRNZzmMsW5EB4eTgcOHKCJEyeSv7+/hkulGYpjkZGRQebm5rRy5Ury9/cXtzcUiv2NioqisLAwCg4OJl9fX0pNTdVwyTTnvffeo+LiYtq8ebOmi1KvdHV1qaysjHr27ElWVla0bt06iomJIT09XrWa/fc4aDYQipvIyJEj6cCBAzRo0CBauXIllZWV0eLFi+mDDz4gImk3nSo3fSkCZUBAAA0cOJCWLVtGz549a1DhIjY2li5dukQ7d+6kYcOGUYsWLaisrIyePHmi6aLVu0WLFpGDgwNt2LCBrK2tNV2ceqX8cLV69WpKSUmhVatWUVxcHDVr1oz69u1Lhw4dknzTcV0P2U5OTtS6dWs6duzYS98jJcr79/PPP1NWVhZ9+umn1Lp1a9LX16dz585RQkICrV69mnJzczVYUqZNOGg2IKdOnaIzZ85QYmIizZ49m9555x1avHgx3bp1i3R1damiokLTRVQbAKSjo0MVFRVUUVGhEihHjBhBhoaGlJycTEQNpy/Wo0ePyNHRkdq3b08GBgaUmppK/fv3p65du1L37t3p2rVrmi5ivWnbti11796dioqK6OnTp0TUcAaLKb4L+/fvp8zMTJo+fTpFRUXRu+++S7t27SJ/f3+KioqiI0eOSPa7oWjReXH/LC0tacqUKbR9+3Y6c+aMpB/E5XI5CYJAhYWFRFRz/peUlFBZWRmlpaXRggUL6K233qLY2FiaMWMGvfPOOxouMdMaYJJVVVUFAKiurgYA7Ny5E6ampnj8+DEA4ObNm7CwsEBERASKi4sBANeuXdNMYetBeXk5+vXrh7Zt2+LQoUO4d++e+Fr37t0RHByswdLVH7lcjurqakycOBGurq5YsWIFpk+fDkNDQ3Tr1g1z586Fs7Mz+vXrp+miqoVcLq9z+759++Dj44NmzZrh5s2bAP78DkndmjVrYGZmBnt7exw+fBjAn/uek5ODvn37wtzcHIcPH37p8dNWiv0sLy+Hn58f5syZg0OHDomvFxYWonPnzoiOjkZZWZl4PZUSxT4VFhZCJpMhNjYWjx49gqOjI2xsbODs7AxLS0skJSUhKysLBw8ehCAIOHv2rIZLzrQBB02JUr4YrlmzBnfu3MHPP/8MQ0NDPHjwAOnp6TA1NUVERAQKCwsBAN9++y3mzJmDp0+faqrYalVWVoa4uDgMGjQIZmZm8Pb2xueff468vDykpKTA0dERW7Zs0XQxX7uXhaWCggJ06NABjo6O6NixI+Li4sTXPv74YwQEBKCkpKS+ilkvlI/F/fv3cffuXZUHjkOHDsHHxwd2dnYNKmymp6dj2LBhEAQBUVFR4nZFqMzJycGAAQMgCAJ++uknTRXztcnPz0d+fr74c0lJCX7++WcsXLgQHh4esLKywoABA3DgwAGUl5dj1apVsLa2xpMnTwBAUmFTcX7L5XKsXLkSPXr0wOXLlwEADx8+xPLly7Flyxb89ttv4md2794NDw8P3Lp1SxNFZlqGg6YEKdc4REZGokWLFkhNTcWVK1fQsmVLREREwMzMDMOHD0dRURGAmhtJREQEoqKixOCp7V4VEPbv34+5c+eiSZMmCAwMRI8ePdCuXTtMnz4dwMtrvbSN8jHYtGkTPvroI3z11Vf4+eefAdTU4mRnZyMjI0N839OnTzFw4EBERESgvLy83susLsp/0wkTJsDLywtGRkZwdHTEvHnzxGN16NAh+Pr6wtbWVryRSilsvmxfsrKyEB4eDgcHByxcuFDcrjhu2dnZCA8Px+3bt+ulnOpSVlaGjRs3YvDgwWLYbNOmDRYtWgQAuHfvHg4cOAA/Pz+4u7vD398f69evh76+PubMmaPJoqtNcXExli9fjr59+2LJkiWQy+V1XgPLy8tx/fp1dOnSBX369JHMdZKpFwdNCcvPz0d0dDT27t0rbvv8888hCALc3d3x66+/AgDu3LmD8ePHw9raWuufUMvKygBADEhFRUWIjY3F3LlzsWXLFqSlpam8/86dO1i2bBm6dOkCQRCgp6eH1NTUei+3OijXugwZMgT29vbw9vZGu3btYGBggEWLFuH58+cqn7ly5QrGjRsHCwsL3Lhxo76LXC+ioqJgb2+P+Ph4rFu3DpMmTYKBgQEiIyPFLiT79+9Hx44dYWhoqPXBSplyyDx79iySk5Nx+/ZtZGVlAaip2Rw8eDBatWpVZ9iUSrDYsmUL3NzcEBQUBEdHR3Tr1g1//PGHynsqKipw+PBhjB49GpaWljA2Nkb79u2Rm5sLQFq1mps2bYIgCDAxMcGGDRsA1Oyf8j7m5uZi9uzZCA4Ohp+fHyoqKgBI55xg6sNBU6JmzZqFpk2bwsnJqVa/y+XLl8PS0hLe3t4ICgqCv78/HBwcxOYSbXX9+nUMHTpU3N/8/Hy4ubnBysoKjo6O0NHRQadOnbB27VqVzykupps2bRJrNRX9GKVg+fLlcHJywvHjx8Ua7A8++ACCIODAgQPijWLx4sVwc3ODp6cnrl69qskiq82lS5fQsmVL7NixQ9zv4uJibN++HcbGxpg5c6b43uTkZISGhuLOnTuaKu5rpRwIIiIi4ODgAENDQ9jY2CAkJATnz58HAGRkZGDo0KFwdXXFkiVLNFVctVu1ahV0dHRgamqKc+fOAXh5oD59+jRWrVoFIyMjrFmzpt7LWh/i4+MhCAK8vLxw5cqVWq/fuXMH3bp1w4QJE1BZWQkA4r8ZexUOmhKhfGGsqKjA6tWr4evrCxMTEzFAlpaWiu85ePAg4uLiMH78eGzcuFGln5q2iouLg4WFBQYNGoSbN29i48aN6NmzJ9LS0lBZWYnU1FT06NEDnp6e4lM7oHrsZsyYAQcHB7FmSwqGDBmCqKgosZb37t27sLS0xIgRI1T6YGZmZiIuLg4PHjzQVFHV7syZM9DT01MZ7AHU1IAvWrQIxsbGYuACIAZzKZk+fTqcnZ2xb98+PHr0CIcPH0bHjh2ho6MjXgeysrLELjaff/65hkv8+ih/1z/88EP4+PjAzc0NwcHB4nmv/B7l/66qqsK4ceMQEhKC58+fa+2D6Ku6gXz11VcwNTXF6NGjxT7KwJ/HQXm/pdSdhKkXB02JUVwsi4uLkZSUBFtbW7Rt21YMmYqmZalatWoVWrVqhcGDB6Nfv374+9//rvL63bt30b17d3Tq1Am///67uF1xIT127Bjs7OzEbgXarLq6GhUVFQgODsaECRMA1Mw0YGpqivDwcDFELViwAKdOndJkUdWirhvh6dOnYWxsjMTERACqQSIlJQX6+vrYv39/vZWxvuXl5cHX1xcrVqwQrwn//ve/IZPJMGLECBQXF4vH5NGjRxgzZgzu3r2rySK/dqWlpfj3v/+NiooKFBQUIDExEW3atEHnzp3FoK04Bi/W2H3++edwcnLCs2fP6rvYr4Vif4qKivDZZ5/hvffew8qVK8U+2wCwbNkyWFhYYPTo0SpdjZSDtbaGbKYZHDQlZP78+fDy8hL7GJaWliIpKQl2dnbo2LGjeGNR9K2REuXA8OWXX8LDwwOmpqbiSOrKykoxeKSmpkIQBHz//fcqv6O6uhrh4eGwsrJCTk5O/RX+NXnZxf+dd95BixYtcO3aNZibm2Po0KEoKCgAANy6dQu9e/dGYmKipPpaKYfMrVu34p///Kf4s+Jv/GKXknPnzsHBwUESo6pf5v79+2jSpAmSk5MBADdu3ICZmRnCw8PFWvxvv/0Wjx49AiC9Wquqqir069cPHTt2xJkzZ8TtCQkJ8PT0ROfOnZGeng6gpob/k08+EfvoVlRUYNKkSWjVqpU4+lybKE9h5O7uDnd3dwQFBcHGxgYBAQGIiYkR37tixQpYWlpi3Lhxkp7yjtUPDpoSsnr1arRr1w5hYWFi2CwpKUFSUhIcHBxUwqbUbiCA6j7FxcWhWbNmsLe3F/sbKp7mS0pKYGdnhwULFtT6/OzZs3HhwoV6K/PrIJfLVWpeSkpKVGYOuHHjBuzt7SEIAoYPHy5uz83Nxbhx4+Dl5VVrIIQ2e7EvoqenJ2bNmiUOeLl69SoCAgJgZ2eH3bt348GDB7h9+zaioqLg7OyMzMxMTRX9tarrwaOqqgotW7bErFmzkJGRATMzMwwbNkx88Dh58iQGDRok1nBLseZqw4YNcHNzQ79+/XDy5Elxu6Jm08vLCxs3bkRgYCB8fHzE68r9+/fRtWtXre7LXlVVheHDh6Nr165i3+OqqiqEhIRAX19fpWVDMXB06dKlmioukwgOmlrqZUExKSkJ3t7eCA0NrRU2XVxc4ObmJqnm81cF5vj4eDg5OaFXr15i5/bq6mpcu3YNFhYWiI+Pr69iqkVpaanKtEQAMGXKFAQGBsLV1RUbN27E8+fPUVVVhQ0bNsDV1RWenp44cuQI4uLiEB4eDplMJtmBP5MnT4azszOOHTsmBimg5hy4ePEi+vbtC0EQYGpqilatWsHGxqbOQRDaprq6utb3QhEYy8rKMH/+fNjb28PQ0BAjRowQX3v69CnGjBmDLl26iIs6aDvl46D839u2bUOLFi1qhc2kpCQEBgbC1tYWvXv3Flt/FJ/V9r7b5eXl8PHxwZIlS8R927NnD3R0dPDVV18BUN3HrVu3SrJSgtUvDppaTlH7olzzoBg9HRoaqjIQKDExEW3btsX9+/c1UNLXT7mGMjk5GWvWrMHJkydVavO++uorODk5wdbWFl9++SVmzZqFLl26wNvbW6tHTFZWVmLIkCFo3bq12C937NixcHJywoQJE/D2229DEARMmzYNubm5qKiowNGjRxESEgIXFxe4u7tjyJAhKpMwS0l6ejrc3d0RGxurUsP5Yg3djh07EBcXh82bN2t9rW5lZWWtbjFLly7FxIkTMXPmTPGh5Pbt2+jTpw8sLS0RExODiooK/PTTTxgzZgyaNWsmuXOiuLhY/Nsqf+cVYbNPnz4qzeiPHz/GrVu36uynqW01vC/Og/vw4UMYGxsjKSkJQE2QFAQBy5YtA/Bn382UlBSVz2nztZJpHgdNLaN805w7dy4sLS3F+Q6VL4Lr1q2DhYUFQkNDxRqr0tLSWvMmaivFU3ZBQQGCgoLg6uoKDw8PCIKAWbNmqdRMrV69GmZmZmjevDn69euHTZs2iRdObX5a/+qrr+Dt7Y3g4GCkpaVh8uTJOHr0qHgeJCQkQBAETJo0SWw2BmoGfxQWFmp97cyrXL58GYIg4MSJEwBqL8cqNaWlpejXrx+WLl0q7uvQoUNhY2MDb29v2NjYwNTUVAxUaWlpmDhxIqytrSGTyeDi4oKAgADJ1W7L5XIMHz4c+vr6YlOxcmj65ptvoKenh169etU5IE4b+y3n5eVh+/bt4mC/vLw8REVFiT/3798fffr0QVxcHHR0dPDpp5+K34sDBw4gLCwMv/zyi6aKzySIg6YWqK6uRklJicpNsqqqCufOnYOnpye8vb3rDJvR0dGQyWTw8fHR6n5FQN0jHouLixEQEIBu3bqJHfa9vLxgYGCAUaNGqXRij4uLg5mZGT7++GNxm7aGTOVjsXbtWrRp0wbe3t5wcnISRwgr3rN27VoIgoDJkydLpib7VRT7nZubCxMTE8ybN098Tfnv/c033+Cbb76p9/KpS3FxMXx8fODq6opVq1bh4sWL6NmzJ1JSUlBQUICLFy+iR48ekMlkYojIz89Heno6du/ejd9++02ciFxqjh49ioCAADg4ONQZNseNGwcrKyt07txZEgNfbt26BR8fH7z11lt4/PgxWrZsiS5duohLCycmJqJ58+bQ0dERVzqqqqrC3bt30blzZwwcOFArAzZ7c3HQ1AJbt27F0qVLxZGOoaGhWLJkCaqrq5GamgoPDw+0bdu21kouH3zwAfz8/BAWFia5uRErKirw5Zdfolu3bmKT4Ntvvw0XFxcsWrRIXLNZuWZz27ZtkqjZevEmEB8fDz8/PzRq1AjXr18HoHojXbduHfT19TF69GhxRK1UvOxh4dmzZxg6dCjatm0rjrBWyM7OxvDhwzFnzhxJLLGpOB8KCwvFeWInTJiA0NBQlVprxQwDMpkMx48f11Rx1aqugCSXy3Hy5En4+vrC3t5eZQL+yspKREZGonv37hg+fLgkAlZxcTEOHDgACwsLNG3aFKGhocjLy1P5rnzyySdo3rw5evXqhe3bt2Px4sXo2LEj2rVrJ147pHAs2JuBg6YWSE5OFmulevfuDWtra5VJpZXDZmpqKkpLS1FUVIRx48YhOTlZXM9XW924cQNLlizB1KlTkZCQIG4/cuSIWEM5efJkODk54eLFiwCAOXPmQF9fH5MmTRK3KWhrTSagWnblG+b69ethZ2eHdu3aiTWXymFz1apVaNasmUoTurZ7cXBHbGws1qxZI/bHS01NRatWreDv74+VK1eivLwcx48fxzvvvANLS0utX25Vobq6WgwFBQUF6NatGwwNDeHn51frvYqwaWlpiaNHj9Z3UdVKcb5XVFTg3r17SEtLE/uwV1VV4cSJE2LYvHz5MvLz8/HgwQP06tVLZd5cKQSsZ8+ewdbWFoIgoHPnzrWW5gVqutYMGjQIMpkMXbp0QXR0NK/4w9SCg+YbSnnFFgDYuXMndHV1IZPJcPDgwVrvv3z5Mtq1a4fmzZujT58+6NatG2Qymcqk5Nro1KlTsLS0RKdOnWBvbw8HBweMHDlSfL2yshK5ubnw8PBAfHy8eEHdtWsXDAwMIAhCrWmMtJVysJoyZQp8fX1VauvWrVsHT09PBAcHixNPK98wtHWS6boo10gPHToUjo6OcHJygqurK2QyGTZv3gwAOH/+PMLCwmBkZAQ9PT1YWVmhVatWkhhdDqieE3l5eQBqwmb//v3FQR4vzjJx+/ZtBAUFwdnZudZ1Rlsp99nu2bMn2rZti+bNm+Ott97CkSNHxPecOXMGXbp0gbGxMfz8/ODs7Ix27dpJoqVDeR+KiooQHx+PtWvXwtLSEqGhoeLUdi/W4r/YyqHND+LszcRB8w1UUVGB1q1bqwSk2NhYCIIAHR0dREdH19kE+uzZM4wfPx7dunVD//79tX706MmTJ6Gvr4/p06cjMzMTBQUFWLRoERwcHFRqKS9cuABBELBnzx5x27fffotFixbhxIkTkns6HzZsGFq0aIF169aJfVMVvv76a3HiaUXNppRvHPPnz4eDgwNOnjwp1l4NGTIEBgYG4monmZmZSE1Nxddff41jx47VmhJKWyn/XRctWoQZM2aIAbqoqAg9evRAixYtsGrVqlrh4u7du3j48GG9llfdioqK4O3tjS5duuDEiRPYt28fLC0t0bhxY/GBTC6XIzs7GwsXLsTYsWPxwQcfSGJgoEJJSQkiIyPFrlKFhYXYtWuXGDaVHyxyc3NVZugAtDtoszcXB803UFFREfbt26fS5F1RUYFHjx5h8+bN0NHRwYQJE8TVO4Da6/Nqe98zxeo9CxcuRHFxsXgzuHr1KqysrPDLL7/g+vXrKCkpQUFBAUJDQ+Hr64uLFy/i9OnT6NSpk7jsIiCdpqBvvvkGTk5O+Omnn8S/uXLTKVAzAKhdu3Zo06aN1k/Z8yqlpaXo378/pk+fLk7r87J13KXmxRpdFxcXfP755yoDvgoLC9G9e3e4uLjUGTalpKqqClOnTkVoaKg4B2hERARsbW3RuXNnGBkZvXJpUalcH3788UdYW1sjICBAbNUoKCjAzp07YWlpiR49eiA7Oxt3795FYGAgxo8fr+ESs4aAg+YbbtKkSejevbvKtqSkJOjo6ODdd98Va2fKy8uxY8cOSVwwKyoqMGHCBAiCIM73pqhtOHz4MBo3bgwXFxeYmJjA3d0dycnJSEhIgK+vLwRBgLW1Nfz9/SVxLF6sYZgzZw48PDzEEaQKL/Yr+/LLLxEYGCipkeYPHz5U6WNaWVmJNm3a4P333wdQ02dVsY67YhDMihUrJLPST10WL14MJycnnD59WiVIKr4virDp5uaG5cuXSzZs5ufn47PPPsPOnTsBAKNGjYKtrS1u3LiBEydOwNzcHAYGBnV2O5KarVu3ol27dvD19RXDZmFhIXbu3Alra2uYmZnBzc0N7dq1k+RyxOzNw0HzDVZWVoaVK1eiUaNGGDFihMprSUlJ0NXVxZgxY5CcnIxJkyZBEATJjCrOyMhAZGQkDA0N8e233wIALl26hCZNmmDEiBHYvXs3duzYAR8fHzg5OeHMmTP4448/sG3bNmzfvl280Wpr2HzZgITIyEj4+voCqAmhLwZR5YmnpdAns6SkBMuWLUNYWBhMTU1hamqKsWPHimuXDxgwAGFhYbh+/TpMTU0xbNgwsSXg5s2bCAoKEs8fKerfvz/Cw8Nr1d4qnxuFhYXw9/dH+/btaz2gSMm1a9dQXl6Of/3rX3B2dsaPP/4ovjZ16lQYGxtDEATJzBGp3CfzxevAd999B29vb/j4+IgPm8XFxbhy5Qo+/PBDLFmyhAf+sHrDQfMNUle4ePbsGTZs2IBGjRohIiJC5TXFqg52dnZwdnZWGTkpBVlZWQgPD4ehoSEWLVoEExMTREdHqwSo8+fPiwHjRdrY50oul2PHjh04cOCAuC08PFwcIbxz504IgoDvv/9efL/C+fPn4efnV2tVD21VUFCATp06ITAwEOHh4Vi6dCneffddNG7cGGZmZoiPj8eVK1dgYWEBQRAQGRkp1tjl5ORg3LhxaN++vUoXE232Ym3ks2fPYGdnh5kzZwKo+/qhmFe1sLBQMt0o/r/v9fr162FlZSVO9yaXyxEVFYVRo0Zh6dKlkgpWxcXFGDFiBE6dOlVn2PT09ERAQMBL++Nq4zWSaR8Omm8I5S/8vXv3kJOTI95Ynj59ivXr19cZNtPS0vDLL79IZoDDixRzHhoaGiI4OFjcrjheT58+RevWrTFmzBgNlfD1ksvlmD17NgwMDLB7924MGDAATZs2FR8i/vjjD/Tv3x92dnb4xz/+IX4uKysLEydOhJeXlyTOhfz8fLRo0QJhYWG4ePGiSog6d+4cOnTogEaNGiEmJgZJSUmwtrbGwIED8csvv+C7775DeHg4TE1NtX4C7qqqKvzrX/8SV3UBauZAVDxsjRo1Cq6uruJUTcrXkSNHjiA6OloS54OCcpeAmJgYDBw4EDNmzMCmTZvE96xfvx6GhobYs2cPHj9+jAcPHiA0NBTbtm0T3yOVsHnv3j0YGxsjICAA58+fr7WwxZIlSyAIAoKCgrR+BhKmvThovgFeXM3H2dkZrq6uiIiIEG8orwqbUpeZmYlRo0bB0NAQ3333nbi9qqoKV69eRdu2bfHFF19osISvX0REBBo1agRzc3OV5nAA+OWXX9CzZ08IgoARI0Zg+PDh6N69O5o1ayaJaXuKiorg7OyMAQMGICMjQwyZcrlc/K5cu3YNgYGBsLGxQWJiIvbt2wcXFxdxiqPevXuLk9drs4cPH6JXr17o1KkTAGDQoEGwtLQUZxvYsmUL7O3tER0drRIknjx5gjFjxqB3796S6EIBQKUrgLu7O3x8fDBgwAB069YN5ubmGDt2rPjefv36wcjICN7e3mjRogW8vb3FcKnNI6vrWiEtLS0Nzs7O8PX1rRU2MzIy4O7uDjMzM5Xjw1h94qCpYco1EHPnzoWjoyNWrFiB6OhotGzZEu7u7mK/KkXYlMlk6Nu3r6aKrBHKzeiKsPngwQMEBgaiY8eOkmsCGj16NARBQJMmTbBt27ZacyHevHkTsbGx8PHxEUePpqWlaai0r9f8+fMhCALi4+PFbco1moob6fnz5yGTycQHr4KCAty5cwdZWVkqNYDarKioCHv37oWVlRWsra1hZ2eH3377TeV4/P3vf4eNjQ06d+6M7du3Iy4uDsOGDdP6Gt26AqFcLsfEiRMRHBysMrXX2LFjIQiCOKUVUHM9jY6OxuzZsyUxhZHyij0vHpubN2/C0dERvr6+OHv2rLh93759iIiIwL59+7R635l246D5hrh27RrGjh2LrVu3itv27t0LNzc3uLi4qITN1atXw9bWVjIDf/5TirBpZGSEVatWISwsDJ6enuLISSldSH/99VdcuHABgwcPhomJCbZu3VrndD2KACqVpkCgZgLpyMhIGBkZqXwflG+uiqA1Z84c6OnpSapZsKioCEOGDFEZLR8UFARBEODn51fnxNvx8fEICQmBIAiwt7dHSEiIVofMuij+5sHBwXjvvffEn3ft2gU9PT2sWLECAGrNDamgzd8R5WVGhw0bhk6dOsHX1xcJCQli4L5x4wacnZ3h5uaGr776Crt27UKnTp3w7rvvir9HStdIpj04aGqIco3EBx98gMaNG8Pb21ulua+qqgoHDhyoFTbz8vIk0xz238rOzkZkZCQEQYCHh4cYMrX5JvKqi39ZWRkGDx6Mpk2b4rvvvhODZUlJCa5evSq+T5ubA+tSVw028Od+Kr4/mzZtgqGhoWRqcysqKrBmzRqMHTtWrJUtLS3FokWLsGLFClhZWeGtt94Sp29SDpsVFRW4ffs28vLyUFBQoJHyvy4vW3b2yZMnaNWqFRYuXAigpuuAYgUkoOZ7MW3aNJXBdNpOca6XlpaKXQbGjh2Lt99+G+bm5ujfvz9Onz4NoOZ707FjRzRr1gxmZmbo2rWreI2U2jWCaQ8OmhqgHDJ//vlnPH36FK6urhAEAStXrlQJHnK5HAcOHICnpydkMpm4zFxD9ujRI5XRo9ocMpXnsfvuu+8wb948LFy4UGUt+9LSUgwZMgQymQybNm3CtWvXMGHCBFhaWmp9oHiVl4XNFx/SPDw8JDE5e1FREUJCQnDq1Clx22effSaOFi8qKsI//vGPWmGzqqoK5eXlkukuUNeys1FRUeLrkydPhq2tLVavXg1dXV0sXbpUfO348ePo1q2bykA5baY41ysqKnDq1Cn0799fZfaATZs2oX379hgwYID4sFVZWYkrV66oDKLT5msk034cNOuZ8lPlqFGjYGdnhydPniA7O1scyHDo0CGVz8jlcuzZswcBAQHidCWshjZeQEtKSnDp0iWVbeHh4WjVqhU6duyIHj16wNjYWGUlk9LSUoSHh0MQBLRs2RI2NjYqy3BK1atqNu/evYtevXph+vTpWnkevGjPnj0wMDAQp2M6evQoTE1N0aVLF3EuxMLCQvzwww+wsrJCSEgInj9/jmfPnmHSpEno06fPS+df1RavWnb2woULAICUlBR4enpCEATMnj0bQM01Mi0tDZ06dUKfPn0k1URcVlaGoUOHws/PD0FBQaiqqlL5O2/cuBFmZmZYt25dnZ+X0rFg2omDZj1SvjhcuHABwcHBOHbsmFgTkZGRAVtbW7Rp06bOsCmVGouGrLq6GoGBgQgJCRG3TZ48GS1bthSbv2JiYsR17RXzZSps3rwZGzduxL///e96LbcmKYdNRZ/NgoICjB8/Hi1atJBM/8z9+/fDyMhIZZBLYmIi2rZti+DgYDFsFhUV4YcffoCtrS2srKzQtWtXyGSyWg8v2ub/W3b22LFjuHXrFkpLS7Fp0yZ06NABNjY2WL16NSZPnoyAgAC0b99eZdCMFOTl5aFHjx5o3rw5vLy8xO3K3Sb69euHgIAATRSPsf8XB00NeO+99zBmzBj06NFDbPJTXDTS09Nha2sLT09PHDlyhPvVSNDGjRuhr6+Pb7/9Fjk5OejWrRu2b98OAPjiiy+gp6cnjhzW0dHB7t27NVxizVMOmxs3bsScOXNgbGwsiemcFH788Ufo6+vX6m+amJgIT09PlbBZXFyM8+fP45133sGECRNw8+ZNDZT49flPl51V9GVPTk7GoUOHMHnyZHh6eqJ3796IiYmRRHeauq75ubm5GDVqFARBwLRp01T6KsvlckRGRqJr1671XFLG/jMcNOvBixeO4cOHQxAEODo64sGDB+J2RX+99PR0ODk5wcbGRmW6DiYNWVlZGDRoEBwdHbF//3788MMPyM/Px+7du2FiYoLNmzcDqOm/KwgCjIyMVJqNG6qsrCxxIJi+vj5SU1M1XaS/pKioSGXQyqFDh2Bqaip2j1Fu8qwrbCpIZf3y/3TZ2fbt28Pe3l5sAXj+/LnK79HmpmLloJyZmamyLzk5ORg+fDicnJzw/vvvA6j52//+++/w8PBQ6cfK2JuEg6aa1fV0WllZiTlz5kAQBCxdulRcmxn4M2w+fPgQHh4ekmkWbMgqKytrrTGdnJwMa2trzJgxQ1y5ZfTo0Rg8eLBKF4nOnTvDxcUF5ubmKudJQ5Weno7JkydLYpS5oouE4iHiyJEjMDIyUqmdVK6ZW7NmDTw8PBAaGirZrhP/6bKz5ubmePvttwGoHiNtbgFSlL2goABhYWFo3bo12rRpg6SkJHGqK8VKaYIgoE2bNggICECvXr0kMyE9kyYOmvVk3LhxmDt3rvizXC7HpEmTYGBggISEBJXRw1KcF7KhKikpQXBwMCIjI2utRT9t2jQ0btxYrJnp2bMnQkNDxRvGb7/9hpCQEBw+fBg5OTn1XvY3lTY3iyrLyMjAiBEjYGRkhN27d+PGjRvQ0dHB5cuXX/qZbdu2wd7eHr1795bMcXhRQ1t2VllFRQXCwsLQuXNnfPrpp+KKXzExMeJ65Tk5ORg5ciQsLCzQvXt3lZXDpHpOMO2mR+y1A0CCIIg/FxcXk4mJCS1fvpxMTEzoww8/JB0dHUpMTKTq6mqaOXMmAaDRo0dT06ZNSV9fn4iIdHR0NLUL7DU5d+4c/frrr3Tnzh06dOgQffrppzR06FCytLSkL774gs6cOUPR0dF0+fJlCgsLo+XLl9OKFSvIw8ODDh48SM+ePSNfX1+ytLTU9K68MfT0pHHZsrW1pdjYWKqqqqIRI0bQyJEjycXFhZYuXUru7u6kp6dHjRs3JnNzcwJA5ubmVF5eTn379qWPPvpIMsfhRVZWVhQbG0t6enr0ww8/0NatW2nUqFGkq6tLcrmc0tPTSU9Pj9q2bavpor4WcrmcdHV1xZ+tra1pxowZ5O/vT3PnzqUpU6bQN998Q5WVlTRz5kxycHCg2NhYmjp1Kt24cYMOHz5MnTp1IiK+Z7A3lIaDrqQonrjrarp4+vSpuLTe8uXLxe3V1dWIjo5G48aN8eWXX750VQumnQoLCzF+/HiEhIQgLi4OpqamGD16NHbu3AmgZkobCwsLcQLqqKgoyGQyyGQyuLi4vLJ2i0lDVlYWRo4cCSMjIwiCgLfeegvNmzeHiYkJmjZtCn19fejo6EAQBJiamuLWrVuaLnK9aAjLzipqIEtLS3HhwgXs3LkTYWFhYncahffffx+WlpaYNWuWWLOZnZ2NiIgIuLu7Y9asWdxkzt5YHDRfk/z8fHTo0AHHjx8Xtz158kTlPU+ePMG8efPqDJsjRoxA8+bNeUJ2CXr06BGaNWuGtWvX4tGjRxg3bhz8/f0xZcoU5OfnY9CgQXBzcxNX+jl16hTOnj1b62bDpCszMxNjx45FkyZNxIEwVVVVKC4uRlZWFjIzM5GRkYGsrCwNl7R+NYRlZwsKCtC+fXuYmJjA3t4eZmZmOHToEKqrq1WmaJo2bRpsbGwwfvx4ZGdnA6gZjd6nTx/4+vpy9xr2xuKg+Rrk5+fD2dkZoaGh4gXg/fffx8iRI1VGlQM1NZtz586FIAiIjY0Vt1dXV6usbcy0U1FRETZu3FhriVDFvIenT59GSUkJ9u3bB2dnZ/Tq1QsrV66Erq6uyprErOHJzMxEeHg49PX1xSl+AO53J/VlZ6Ojo9G9e3fs3LkTq1atQosWLeDj44M7d+4AUJ0PdPTo0ejXr5/KtidPniA9Pb3+Cs/Yf4mD5l+Un58PFxcXdOvWTSUoTpkyBZaWlpg6dWqt6Uju3bsHHx8fCIKAJUuW1HOJmTp99tlnEAQBvXr1wo4dO8TtmZmZmDBhAsaMGYPHjx8DqJmaJCIiAr1794aJiQkEQcCWLVs0VXT2BlBuLt62bZumi/PGkNKyswrFxcVITEzExIkTVVYBO3PmDFq2bAlfX986w6bivxVzaDL2puOg+RcUFRXB2dkZAwYMQEZGBqqrq1XWro6OjoaNjQ0mT55cq2Zz1KhRaN26NczNzZGbm1vfRWdqUlpaikOHDsHJyQm2trYYOXKkOCn/Tz/9hJYtW9YKELt27cLQoUNhaGio9RNvs79Oeb5QRV9e9icphEwAmDdvHho3bgxzc3Nxui5FcDx37hxcXV3h5+cnhk3lPpgcMJk24aD5FygG98THxwP4szmkqKgIoaGhOHjwIGJiYmBhYaESNtPT0xEeHo79+/fXmmyYScMff/yBDz74AGZmZnBzcxPD5cqVK9G4ceNa/S+fPXvGDxxMlJGRgXHjxvGDh4TdvHkT77zzDgRBwNSpU2u9fu7cObi7u8Pe3l4cAMSYNhIAQNMj37VVRkYGxcTE0O7du2ndunU0evRoKi8vp4CAAJLL5XTq1CkyMzOjjz/+mL755htydXWlLl260K1bt+jSpUt0+vRpsre31/RuMDUpKSmhq1ev0scff0wpKSnUt29f+vDDDykxMZFKSkooKSmJmjRpoulisjdUVVWVZKcwamhenMJI4e7du/Tpp5/Sjz/+SNOmTaP58+ervH7q1Clas2YNff/993V+njFtwEHzL8rOzqbp06fT3r176euvv6b4+HgyNDSknTt3koODgzifZmJiIiUnJ9OtW7fIwcGB1q5dS97e3houPasvixYton/84x/0+++/k5+fH5WXl1NMTAwNHTpUZc5Vxpi0KB4YSktL6ZdffqGMjAxycHCgoKAgkslkdOfOHVq2bBn9/PPPFB0dXStsKrwsrDL2puOg+Ro8fvyYpk+fTnv27CErKyu6d++eeEFQrpXIz8+n0tJSMjIyombNmmmwxKy+VFdXi5Mop6Sk0A8//ECrVq0iIqLw8HDasmULGRgYaLCEjDF1UXz/CwsLqUuXLvT8+XNKT0+nJk2akLW1Ne3evZs8PT3p9u3btHz5cjp69ChNnDiRPvnkE00XnbHXhpcReA2srKxo5cqVFB4eTo8fP6YdO3YQUc0KQbq6uqTI8jKZjKytrTlkNiA6Ojri3z8oKIhiY2Np37591LFjR5o3bx6HTMYkTEdHhyoqKmjgwIFkampK27dvp5ycHIqPjyeZTEYhISGUlpZG7u7u9NFHH1HPnj1p4cKFtHnzZk0XnbHXhms0XyPlZvQNGzZQVFQUEdVekpKx8vJyMjQ01HQxGGOvUUZGBt2/f59+//13Gjt2LBER3bp1i3r27EkrVqyg4cOHE1FNS9f169dp4sSJVFRURCkpKSSTyejWrVv0z3/+k/7+979zMzmTDO5p/hpZW1tTXFwcERFNmDCBdHV1KTIykkMmq4VrMhmTlnPnztG0adOopKSEzM3NycfHh9q1a0f5+fmUk5NDRkZGRERUWVlJ+vr65O3tTVOmTKGZM2fSpUuXKCwsjFq3bk0ff/wxEXGfTCYd3HT+minC5pAhQ2jUqFG0a9cuTReJvYH44YMx6UhJSaGwsDAKCAighIQEOnHihDjYs1WrVmRubk7JyclERKSvr0+VlZWkq6tLffr0ofz8fEpPT6/1OzlkMqngGk01sLa2pi+++IIMDQ3Jy8tL08VhjDGmJunp6TRx4kSKioqi5cuXk4mJCRHVdJmqrq4mMzMz+uijj2jatGnUsmVLmj9/Punr6xMRUVpaGjk4OJCNjY0md4ExteKgqSa2tra0fv16ngePMcYkSNH3/rfffqOysjIaOXKkGDKJSJxtgoho4MCBdPfuXVq4cCHdvXuX/va3v1F5eTklJCSQtbU1hYWFaWIXGKsXPBiIMcYY+x8tXLiQEhIS6OHDh2RsbPzS92VnZ9PevXvps88+o/T0dLKzsyMPDw/at28f6evrc59MJllc3cYYY4z9jwwMDKiqqooqKyvJ2Ni4zllG5HI5WVlZkaenJ925c4du3bpFRkZG1LJlS9LR0eFVoJik8WAgxhhj7L+kaAwMDAykwsJCccYRQRDoxYZCXV1dysvLo6ioKEpJSSEvLy9q1aoV6ejoUHV1NYdMJmkcNBljjLH/kqLWsm3btuTh4UGbNm2iH3/8UXyturpafG91dTUdPHiQmjdvTk5OTiq/R7kvJ2NSxGc4Y4wx9j9q3rw5bd68mZ48eUILFiygffv2EdGfAbK6upru379P69evJ1dXV3J0dNRkcRmrdzwYiDHGGPuLDh8+TEOHDiWZTEaRkZE0efJkKi8vp4sXL1JiYiKVlJRQamoq6enpiWugM9YQcNBkjDHGXoOrV6/SlClT6NdffyVBEKi8vJw8PDyoVatWtGvXLtLT0+OBP6zB4aDJGGOMvSbPnz+nR48e0ZUrV0hfX5+8vLzI09OTBEHgkMkaJA6ajDHGmJpxczlrqDhoMsYYY4wxteDHK8YYY4wxphYcNBljjDHGmFpw0GSMMcYYY2rBQZMxxhhjjKkFB03GGGOMMaYWHDQZY4wxxphacNBkjDHGGGNqwUGTMcYYY4ypBQdNxhhjjDGmFhw0GWOMMcaYWnDQZIwxxhhjasFBkzHGGGOMqcX/ASGcCbbMrny1AAAAAElFTkSuQmCC\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"," 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>252</td>\n"," </tr>\n"," <tr>\n"," <th>Baby</th>\n"," <td>4</td>\n"," <td>211</td>\n"," </tr>\n"," <tr>\n"," <th>Watches</th>\n"," <td>2</td>\n"," <td>88</td>\n"," </tr>\n"," <tr>\n"," <th>Decor</th>\n"," <td>0</td>\n"," <td>179</td>\n"," </tr>\n"," <tr>\n"," <th>Kitchen</th>\n"," <td>1</td>\n"," <td>263</td>\n"," </tr>\n"," <tr>\n"," <th>Beauty</th>\n"," <td>5</td>\n"," <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 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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":"iVBORw0KGgoAAAANSUhEUgAAA1kAAAKnCAYAAAB07ofuAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xl4VNX5B/DvvbPvyWTfgACBsK+CARVQBBQXqKKlKmhdcF+wtmKtRW2l1mLViuKO1SqK4o4LooAIimzKvgYC2ZNJZjL7zL3z+yM/AmNmkhCSTJbvpw/PU8577503EcK8c855jxAKhUIgIiIiIiKiFiHGOgEiIiIiIqLOhEUWERERERFRC2KRRURERERE1IJYZBEREREREbUgFllEREREREQtiEUWERERERFRC2KRRURERERE1IJYZBEREREREbUgZawTaO9kWUZRURFMJhMEQYh1OkREREREFCOhUAg1NTVIT0+HKEafr2KR1YiioiJkZWXFOg0iIiIiImonjh49iszMzKhxFlmNMJlMAGq/kWazOcbZEBERERFRrDgcDmRlZdXVCNGwyGrE8SWCZrOZRRYRERERETW6jYiNL4iIiIiIiFoQiywiIiIiIqIWxCKLiIiIiIioBXFPVgsIhUIIBoOQJCnWqbQbCoUCSqWSbe+JiIiIqMthkXWa/H4/iouL4Xa7Y51Ku6PX65GWlga1Wh3rVIiIiIiI2gyLrNMgyzLy8/OhUCiQnp4OtVrNmRvUzuz5/X6Ul5cjPz8fOTk5DR7WRkRERETUmbDIOg1+vx+yLCMrKwt6vT7W6bQrOp0OKpUKR44cgd/vh1arjXVKRERERERtgtMLLYCzNJHx+0JEREREXRHfBRMREREREbUgFlntlCAI+PDDD2OdBhERERERnSIWWTFSUlKCO+64Az179oRGo0FWVhYuvvhirFq1qsVfa/Xq1RAEAdXV1S3+bCIiIiIiCsfGFzFw+PBhjB07FnFxcXjiiScwaNAgBAIBfPnll7jtttuwZ8+eWKcYUSgUgiRJUCr5x4aIiIiIKBrOZMXArbfeCkEQsHHjRlx22WXo06cPBgwYgLlz5+KHH36od32kmaht27ZBEAQcPnwYAHDkyBFcfPHFiI+Ph8FgwIABA7BixQocPnwYEyZMAADEx8dDEARce+21AGpb0C9YsADZ2dnQ6XQYMmQI3nvvvXqv+/nnn2PEiBHQaDRYt25dq31fiIiIiIg6A05JtDGbzYYvvvgCf//732EwGOrF4+LimvXc2267DX6/H2vXroXBYMCuXbtgNBqRlZWF999/H5dddhn27t0Ls9kMnU4HAFiwYAHefPNNLF68GDk5OVi7di2uvvpqJCUlYdy4cXXPvv/++/Gvf/0LPXv2RHx8fLPyIyIiIiLqKlhktbEDBw4gFAohNze3RZ9bUFCAyy67DIMGDQIA9OzZsy5mtVoBAMnJyXVFnM/nw2OPPYavv/4aeXl5dfesW7cOL7zwQliR9cgjj+D8889v0XyJiIiIiDorFlltLBQKtcpz77zzTtxyyy346quvMHHiRFx22WUYPHhw1OsPHDgAt9tdr3jy+/0YNmxY2NjIkSNbJWciIiIios6IRVYby8nJgSAIp9Tc4vihvicXaIFAIOyaG264AZMnT8Znn32Gr776CgsWLMDChQtxxx13RHym0+kEAHz22WfIyMgIi2k0mrDfR1rWSEREREREkbHxRRuzWq2YPHkyFi1aBJfLVS8eqc16UlISAKC4uLhubNu2bfWuy8rKws0334zly5fj3nvvxUsvvQQAUKvVAABJkuqu7d+/PzQaDQoKCtC7d++wX1lZWafzJRIRERERdWkssmJg0aJFkCQJo0aNwvvvv4/9+/dj9+7deOaZZ+r2R53seOEzf/587N+/H5999hkWLlwYds3dd9+NL7/8Evn5+diyZQu+/fZb9OvXDwDQvXt3CIKATz/9FOXl5XA6nTCZTPjDH/6Ae+65B6+//joOHjyILVu24D//+Q9ef/31Nvk+EBERERF1RiyyYqBnz57YsmULJkyYgHvvvRcDBw7E+eefj1WrVuH555+vd71KpcLbb7+NPXv2YPDgwXj88cfxt7/9LewaSZJw2223oV+/fpgyZQr69OmD5557DgCQkZGBhx9+GPfffz9SUlJw++23AwAeffRR/OUvf8GCBQvq7vvss8+QnZ3d+t8EIiIiIqJOSgi1VieGTsLhcMBiscBut8NsNofFvF4v8vPzkZ2dDa1WG6MM2y9+f4iIiDqukCRDqvEDwRCgEqEwqyEIQqzTIoqphmqDk7HxBRERERGFkWr8cP5QBOe6IoR8EkSTCubzu0M3IAEKgzrW6RG1eyyyiIiIiKiO5AmgesUheLaW143JNQFULz+AkCcI49gMCEruOCFqCP+GEBEREVEd2RkIK7BO5lh1tHYJIRE1iEUWEREREdUJ2rxRYyG/BNkTbMNsiDomFllEREREVEfUNbybhEsFiRrHvyVEREREVEdh0UA0qSLG1N1NUBgjx4joBBZZRERERFRHYVYj8dqBELSK8PE4DeJn9IWoZ5FF1Bh2FyQiIiLqwiSXH5Ldj0ChE4JeCXWaEaJZjaSbhyBwrAbBKh/UWSaokvVQWnnuJVFTsMgiIiIi6qKCDh+qlu+Hb0/ViUGlCOuMHLg2lSJY5oFoUsH1YzEMI1NgPCcTCs5kETWqwy0XXLRoEXr06AGtVovRo0dj48aNUa9dsmQJBEEI+6XV8hMYIiIiopAkw7WxJLzAAoCgDNu7+2AcmwHJ7kPgmBOyM4Ca1ccgNdB5kIhO6FBF1jvvvIO5c+fir3/9K7Zs2YIhQ4Zg8uTJKCsri3qP2WxGcXFx3a8jR460Ycbt26kUrACwbNky5ObmQqvVYtCgQVixYkUbZUpEREQtTXIG4Py+KEowhECRE6o0Q9iw66eSNsiMqOPrUEXWk08+iRtvvBHXXXcd+vfvj8WLF0Ov1+PVV1+Neo8gCEhNTa37lZKS0oYZN43d7cfBMie2FlThYLkTdnfrH/J3qgXr+vXrMXPmTFx//fXYunUrpk2bhmnTpmHHjh2tnisRERG1AimEUANnXkkO/4l27gIg6pWQfRJCcqiNEiTquDpMkeX3+7F582ZMnDixbkwURUycOBEbNmyIep/T6UT37t2RlZWFSy+9FDt37myLdJusqNqD29/eivOeXIPpz63HeQvX4I63t6Ko2tOqr3uqBevTTz+NKVOm4L777kO/fv3w6KOPYvjw4Xj22WdbNU8iIiJqHYJKhDJZHzWuzjAiUOmB8ax0JMweAPPkHjAMT4Hk8CEksdAiakiHKbIqKiogSVK9maiUlBSUlESeuu7bty9effVVfPTRR3jzzTchyzLGjBmDY8eORX0dn88Hh8MR9qu12N1+/On9X/Dd/oqw8bX7K3D/+7+02oxWcwrWDRs2hF0PAJMnT26wwCUiIqL2S2FSwzI1O3LMqoWgEmE+rxtkZwCVS3ai+oMDqHh1B0qf3gpfgQOhoNzGGRN1HB2myGqOvLw8zJo1C0OHDsW4ceOwfPlyJCUl4YUXXoh6z4IFC2CxWOp+ZWVltVp+FU5/vQLruLX7K1DhbJ0iqzkFa0lJySldT0RERO2fprsZ1mv6QWHR1A4IgLa/FYnXDoDf5oHs8MO9rTzsnpAniIpXdkBy+GKQMVHH0GFauCcmJkKhUKC0tDRsvLS0FKmpqU16hkqlwrBhw3DgwIGo18ybNw9z586t+73D4Wi1QsvhDTQYr2kkTkRERHSq5KBcuxdLFKAwqKAfkAh1lgkhvwRBKULUKSFqlDAOT0HZs9siPyQow7u/GsbRujbNnaij6DAzWWq1GiNGjMCqVavqxmRZxqpVq5CXl9ekZ0iShO3btyMtLS3qNRqNBmazOexXazFrGz5nwtRIvLmaU7CmpqaeVoFLREREsRWSQwhUeGD/+CDKntuGipe3w7W1FEGHDwjKCJR64D/sgOTwQ/IEgRAgO6N/4Bsoc7dh9kQdS4cpsgBg7ty5eOmll/D6669j9+7duOWWW+ByuXDdddcBAGbNmoV58+bVXf/II4/gq6++wqFDh7BlyxZcffXVOHLkCG644YZYfQlhEo1qnJOTGDF2Tk4iEo3qVnnd5hSseXl5YdcDwMqVK5tc4BIREVFsBcvdKHtmC1wbSyBV+RAodsG7pwre3TaULNwM2xu7YFu6F6ULN8Px1WEAgDIp+kyVpkfrfBAdkkOQnH5ITj9CITbYoI6pwywXBIArr7wS5eXleOihh1BSUoKhQ4fiiy++qNsrVFBQAFE8UTdWVVXhxhtvRElJCeLj4zFixAisX78e/fv3j9WXEMaiV+Mflw3G/e//grUn7c06JycRj182GBZ96xRZQG3BOnv2bIwcORKjRo3CU089Va9gzcjIwIIFCwAAd911F8aNG4eFCxdi6tSpWLp0KTZt2oQXX3yx1XIkIiKiliF7g6j+PB8h/0nNKhQC9MOSUfn6TuBXtYxrQzE03c2Iu7Q3Kl7eXu95olEFdZapxfMMVnvh3lYO95YyCCJgGJUG7YAEKI/vGSPqIIQQPyJokMPhgMVigd1ur7d00Ov1Ij8/H9nZ2dBqtc1+DbvbjwqnHzXeAExaFRKN6lYtsI579tln8cQTT9QVrM888wxGjx4NABg/fjx69OiBJUuW1F2/bNkyPPjggzh8+DBycnLwz3/+ExdeeGHU57fU94eIiIhOT7DKi5J//hRWTGn7xkMRp4Xrx+KI9yhT9Ei8bgB8+6tRvSK/7kwtdZYJ8Vf0gSopevv3ZuVY7UX5i9sh2bxh46o0PRKuHchCi9qFhmqDk3WomazOyqJvm6Lq126//XbcfvvtEWOrV6+uNzZjxgzMmDGjlbMiIiKiFicAEAXgpPOtRIOqwQ6BksMPCAL0w1OgyYmH7A5AUIkQ9SooDKe+b1zyBSDbA/Duq0Kwwg11lhnqbiaokvQIySG4t5XXK7AAIFDshu9QNZTDUiI8lah9YpFFRERE1MmJehX0gxPh3nqiHXugzA1drhXe3baI96izjBDVCggKAco4DRDX/JkkKSAhcNSFiiU7gf8/X8v1QwlEowqJ1w+CwqyCe0tZ1PvdP5VC1y8Borb2ravsDUL2SRBEAaJRBUEQmp0bUWtgkUVERETUyYlqBcznd4f3gB1yTe05nIFjTpjP6wZRr4TsDobfIADmST0g6lrmraJc7UPl/3bXFVh1484Aqt7fh4Tf5UIQa19X29cKTe84AIBvXxW8+6sAQQAEAaGghEC5F46Vh+E7aIdoUMF0dgZ0AxOgMHE5IbUfLLKIiIiIugClVYfkW4fAu8cGz46K2mV/CVokzOoP+4p8+AtqAAAKqxbm87s3+3VCUgghWYagFOtmmKRqX92erl8LHHNC9kkwnpUB0aiGd18VnN8VAgB0AxOQMCYdIYQgahTwH61B2eKf65Y9Sj4J1R8dhGdfFayX5UDRSp2ZiU4ViywiIiKiLkIZr4XhzDToh6cACgFSlRcVb+6G8cw0mMZlIiQDsiuAmtVHgaCMpDlDoDA3rXCRfUEEq3xwbShG0OaBplcc9IOToIjTQPZKDd4bCshQZ1tQ8dJ2SNUn9ok5vy+CZ7cNidcPhOQKoPqTg2H7yo7z7bZBqvaxyKJ2g0UWERERURciCAIEjQIA4C10QnYG4Pi6IOK1sjfQpCJLDkjw7LKh6p29dWO+/dWo+fYokm4eDFWSrrb5RoSe1oJOCdGkgueXirAC6zjJ5oVvbxW0A6x1s22RePdVQZ3Z8m3liZqjQx1GTEREREQNC9p98Oy1ofqzQ3CuL0KgwgM5EGUmSdXIW8FfNZSQvUEEKjzwH6tBoNwNyROoHa/xo+q9ffVuD/kkVL23H4JGUTt7FoH5/O4QFCI8P5dHjAOAe2sZQlKotkNiFMebYhC1B/zTSERERNTOyd4gZFcAsjcIQaOEwqCK2JQiaPOi/JXtkCpPaoUuAgnX9Ic2Jw6CUhF2vTrNCCiEiEvw1N1MEPUnWrVLDh+qP8uH55fyuhkpTd94xF+Wg0CpO+IzACBQ6EQoKMN0XhZUKXrUfFcIucYPZZIO5ondoO5mrt2/pWig4FOKENUK6AYm1r5+BJqcuOj3E7UxFllERERE7VjQ4YPji8Nwby2rLW4EQJtrRdylvWtbq/8/2Seh+vP88AILAGSg8s3dSL13BJRWXVhINKkQ/5scVC0Ln4UStArE/yan7jws2RusLbB+Ndvk21sF+ycHoRuU1PAXIYegStJDHJsGbX8rEAIEUYAy4UQ+hjHp8J+03PBkxjFpUBjVsEzpDv8RByR7+LJCyyU9oTBxPxa1HyyyiIiIiNop2ResLbBOPkMqBHh321Dl3wvr7/qdKIRcAXh3VkR+kBSC/6izfpGlUkA3MAGq9GFw/VCCYJUX2l4W6AYlQhGvPXG7MxB1BsmzoxLm87pH3XOlsGoh6mvfcioUCigS9RGfo+1lgbqnBf5D9rBxTU4c1N3NAGo7JCbdMhi+fDs8OyqhsGhgOCMFyjgtlwtSu8I/jURERETtlOTw185gReA7aIfsDNQVWSFJBuSIlwIAZHcg4rioUUKdZoTqkl71Wq8fF/IGIxZQtUEgJIdgPCcTzjXHwmMCED+9d5POsFKYNUj4bS78RU64NhYDggDD6FSo0wxh9yvjtFAO00I/JBlCA3u0iGKJjS+6qLVr1+Liiy9Geno6BEHAhx9+2Og9q1evxvDhw6HRaNC7d28sWbKk1fMkIiLqimS/BO+hagTLPdGLGwCS01/3/0WtEgqrNuq16m7mBl9TUAgQVYp6BRaAum6EUe8VBZjOyUDCNf2hyjBCNKmg7WdF8h3D6mahmkJhVkOXa0XC7/ohYWYudH2sUQs0FljUnnEmqz3wVAGucsDrALQWwJAI6OJb9SVdLheGDBmC3//+9/jNb37T6PX5+fmYOnUqbr75Zvzvf//DqlWrcMMNNyAtLQ2TJ09u1VyJiIi6mmCpGxUvbUfCrP4NXicaTjSmUJjUsP4uF3KNH6FgCIJSgHePDa6fSqDpGQdFXPP3LIlGNbS5Vnj32OrFVFlGiEYVFAY1dAMSoO5hBoIyBK0CoqZ5bzUFJecBqGNjkRVr9kLgo9uBQ9+cGOt1HnDJfwBLRqu97AUXXIALLrigydcvXrwY2dnZWLhwIQCgX79+WLduHf7973+zyCIiImpBkicA+xf5QAjw5Tug7RMP776qetep0g1QGE8UWcEqL+yfHYI/31E7IAL6IclImjMYyngdFIbmF1kKnRJx03qj6r298B04sWdKlWVEwu/6QWFUIxSUINUEILsCgEKAQgDQzCKLqKPjn/xY8lTVL7AA4OAq4OM7gMtfafUZrabasGEDJk6cGDY2efJk3H333bFJiIiIqJMK+eS6Q3ddG4pqZ6cC0oniCbUFVsLV/aEw1hZOUo0flW/sQqDIdeJBcu35UoJOAcsF2bXXeYKQnX4EipwQ1AqoUgwQTSqIqoaXAwKAMk4D68x+kF0BSK4AFDpl7QyWUQ3JHYB7Wxkcnx9GKFC7MUxh1SLhqn5QpRm4tI+6HBZZseQqr19gHXdwVW28nRRZJSUlSEkJP0QwJSUFDocDHo8HOp0uyp1ERER0ShSAaFRBqvIhFJBhe3svTOMzYTonE7InCGW8FsokHQSViGClB6GgDEAIO9PqZK4fS2A6KxMhtQTHygK4fiw+EVQKsF7ZF9q+VojqxgsthUEFhUGFX7+S/7AD9o8PhY1JNi/KX/wFKXcNh7KBvWJEnRGLrFjyOk4vTkRERJ2OwqiG6ZxMVH90EAAQ8ktwfHWkNqgSkXLHMISCMqo+OgjvjoraM6d0SpjOyoCmlwWOL4+EP1AKQfYFETjsCi+wACAYgu2tPUi5ZwTE5Mit1RsjOf2wf3k4Yizkk+DdZ4PxzPRmPZuoo+KuwljSNtJtp7F4G0pNTUVpaWnYWGlpKcxmM2exiIiIWpAgCNANTIRucGJ4QKxthy5oRFS+sQve7RV1nQdDniAcK48AIUDTy/Kr+wQIShE13x6N/IIhwL2lNHKsCUJSCMFyd9T48aWPRF0JZ7JiyZBU2+Ti4Kr6sV7n1cbbiby8PKxYsSJsbOXKlcjLy4tRRkRERJ2XwqRG3KW9YZrQDf4jdggaJTTdTBBNagRLXQgUuiLe5/y+CJap2fAdPNGcQj8sCYJaAcnuj3gPAAQrPAjJoWbtnRJEAUqrDsEKT8S4KsN4ys8k6ug4kxVLuvjaLoK9zgsfP95dsBX3YzmdTmzbtg3btm0DUNuifdu2bSgoKAAAzJs3D7Nmzaq7/uabb8ahQ4fwxz/+EXv27MFzzz2Hd999F/fcc0+r5UhERNSVKQwqqNMMMJ6ZDsOwZCgTdBDVCviLo88aya5AWPtz7QArLJN6QFCLUGdGL3Y0OfHNbk6hMKlhntQ9YkxQidD1szbruUQdGWeyYs2SUdtFsO6cLHPtDFYrN7zYtGkTJkyYUPf7uXPnAgBmz56NJUuWoLi4uK7gAoDs7Gx89tlnuOeee/D0008jMzMTL7/8Mtu3ExERtbEGz7tSCFCl6pE0ZzBEo6q2+5+utk2FeUoPlD//c73DjUW9Eto+zX/fEazxQZ1phGlit9oliVLtC4gmVW0HRAubXlDXI4RCoQbOESeHwwGLxQK73Q6zOXyPlNfrRX5+PrKzs6HV8gfIr/H7Q0RE1PKC1V6UPr0VIU+wXkw/MgVxl/aK2JJd9gXhO+xA9YcHIFX5AADqbDPiL+uDUECC/0gNRL0S6kxTk9q6S64AfPurYP/qCCSbF4YxaTCMSEXIL0FQixCNaijMaggC27dT59FQbXAyzmQRERERdSAKswZJ1w9Exas7ILtPFFrqHmaYz+8etTgSNUro+lqhvmUIZE8QUNQ2xKj68CB8e2wnvYCAhKv6QZMTF/VZckCC66cSOL44XDfmWl8M1/pimM7LgmlcVpNawhN1ViyyiIiIiDoQQRSgSjci+c5hCFZ4ITv9UCbroTBroDBGPivrZAqzBgqzBiEphJo1R8MLLACQQqh8cxdS5o6EmBi5g7DsDMDxdUHEWM3qYzCMSIFoZfdh6rpYZBERERF1MIIoQBmnhTKu+cvxJacfznWFkYMy4N1TCdVZmZHDzgAQlKM8OASpJgBlhCIrJMkQFOy7Rp0fiywiIiKirigUCltu+GtBmzf6vcqG91md3OEwJIcgVXvh2VkJ3yE7lMl6GEakQBGvaXTfV3sh1fggeySEQiGIGsVpFbfUNbDIIiIiIuqCBJUIVboBgaLIZ25pe0fvOKgwqKBI0EKqrF+IKSxqiCctWwyUulC++BeEfFLtwG4bnGuPIeGa/tD2iQ8ryNojf4kL9k8PwXewGggBqjQDLBf1hCrDAIW28eWZ1DW17z/VRERERNQqFAY1LFN7Ro7Faxo8RFhh1iDhqn4QtOEzUYJagYRr+kNp0QCoXZJY9e6+EwXWcSHA9vYeSDXRD0huDwIVHlS8tB2+A9V1re8DxS5UvLIDUkUDM33U5XEmi4iIiKiLUmcakXDtAFR/fBCSzQsIgLafFXEX9awrlKJRpRqQctdw+A7Z4T9WA3WGEZqecVDEnbhPdgcRKI48UxYKyAhWeqCMb79L77y7KyG7AvUDcgiOVQWIvywHCmMD55ZRl8Uii4iIiKiLEjVK6HKtUKcbIPskCKIA0aCCqG38LaIgClDGa6EcoYVhRErEa0Jyw8exhgJRmmdEuz4oQ6rxQ3LWFj4Ko6r2LK5WaKYh+YK1M1hR+AtqIPskKKJP+FEXxiKLiIiIqItTmDVojRYUok4J0aSGHGlZoAAok/RNfpbsl+DdV4WqZSeWHwpqBeJ/0xvaflaImpZ9WysoRYjm6LN5olEFQeRByxQZ92QRERERUatQmNWIn947Ysw4LrNJ53odF6zwwPa/3WH7u0J+CbalexEs95x2rr8mKkQYRqVGjRvHZrTrpY4UWyyyuqAFCxbgjDPOgMlkQnJyMqZNm4a9e/c2et+yZcuQm5sLrVaLQYMGYcWKFW2QLRERETVGcvjgPWSH84ciePOrEaj0IFDsgv9oDYI2L2S/1PhDWoEgCND0siDp1iHQ9LRA0CmhSjPAenU/mM7OaNKyRAAI2n2QXQFYr+oHw5lpENThb2Edq49C9kVvR99cijg1LBf1BH41YaUbkgRtn7gWfz3qPLhcsB2w++yweW2o8dfApDbBqrXCorG02uutWbMGt912G8444wwEg0E88MADmDRpEnbt2gWDwRDxnvXr12PmzJlYsGABLrroIrz11luYNm0atmzZgoEDB7ZarkRERNSwYKUH5a/sgGTzQpmoQ9zFPVG5ZOeJ2R2FANM5mTCOTY9JkwZRo4SmmxnWa/oj5JcgKIQm5yH7gvAX1KD644O1X48IaHMTkHB1f9iW7YVcU7s3K1jmqd3f1XCvjlOmNGmgH5YEbZ94+A5VIxSQoekZB9GoarQxCHVtQigUanhHYhfncDhgsVhgt9thNpvDYl6vF/n5+cjOzoZW27zp4hJXCf66/q9YX7S+bmxs+ljMHzMfqYboU9Qtqby8HMnJyVizZg3OOeeciNdceeWVcLlc+PTTT+vGzjzzTAwdOhSLFy+OeE9LfH+IiIg6CzkgQa4JIFhV28VPGa+FwqSCoGz+bijJFUDl6zvhL6gBAFiv6ofqDw9E7IgXd2kvGEandah9RL7DdpS/8Etd+/TjFFYtLJN7wPb2HgCAbnAS4mfkdJjDjanjaqg2OBmXC8aQ3WevV2ABwPdF32P++vmw++xtk4e99nWsVmvUazZs2ICJEyeGjU2ePBkbNmxo1dyIiIg6A9kThHtrGUqe3ISKl7aj4sXtKH1yMzzbK05rmZvsCtQVWAqLBrIrELnlOADHNwXt/lyqk0muAKo/PVSvwAIAyeaF7AlCEa8BBMA0PpMFFrUrLLJiyOa11Suwjvu+6HvYvLZWz0GWZdx9990YO3Zsg8v+SkpKkJIS3p41JSUFJSUlrZ0iERFRhxcod6N6+QEgeKJiCAVk2N7Zh2BF05o2hKT67c5DJ+21UsRpEKxwR71frgkAwcZbpockGcFqL4KVHgQdvibl1hpCAQmBY86ocf+xGqizTLWHHyfq2jAzosZxT1YM1fhrTiveEm677Tbs2LED69ata/XXIiIi6opkn4Sab45Gjdd8V4j4y/pAVNX/7Fv2BRGs8sG1qQSSzQdt33ho+8TXdbUT9UpAKQDBECSHD8qEpPAHiIAyQQeEANkbBJQNf74u1fjhXF8E5/oihHwSFBY1LFN6QNPXCoW+6Z0AW4RQe2ZXtJk5pVUL/RkpUBjUHWoJJHUNLLJiyKQ2nVb8dN1+++349NNPsXbtWmRmZjZ4bWpqKkpLS8PGSktLkZraNvvGiIiIOqpQQELQ5o0aD1Z4EApIwK+KLNkvwbOjElXL9tWNeXdVQjSqkDRnMFRJeogmNUxnZaBm9TFIVT4oTGqIeiVkdxDGsenQ5MQjUOQEBAGa3nH1uvKdTHIFUPXBAXh3VZ4Ys/the2cf4qb1huGMVAiKtitmFCY1jGelw/HlkfpBAdANSoTSxOYT1D5xuWAMWbVWjE0fGzE2Nn0srNroe6RORygUwu23344PPvgA33zzDbKzsxu9Jy8vD6tWrQobW7lyJfLy8lolRyIios5C0CigSo/cvRcA1BkmiOr6+4nkGj+q3t9Xf9wZQPVHByB5ghBVChjPyoB5Sg8IOiXsXx1B/BV9YbmkF0IBGZVLdsLx1RE4vjyM8ue2wfVDMSR35Jkh2ROAYUQyrFf1Q/wVfaDOPrGp3/7lYUg1bbt0UBAFGEakQNM3LjwgCrD+LhcKdvejdowzWTFk0Vgwf8x8zF8/H98XfV83fry7YGu1cb/tttvw1ltv4aOPPoLJZKrbV2WxWKDT1a5pnjVrFjIyMrBgwQIAwF133YVx48Zh4cKFmDp1KpYuXYpNmzbhxRdfbJUciYiIOgtRpYB5XBY8P5fXb+KgEGAcmw4hwjI+39EaIMoWKt8BO2R3AAqdEgqjGqazM6AfmoRQQIagUQAhwP7xwfCbQoDjyyPQ9IyDonv40r9glRf2zw7Bu6cKCAGiUQXTuExouplRs+YYQp4gQt62P2tLYdbAOqMvJLsfvsN2iHoVNN1MEM1qNrqgdo1FVoylGlLx+DmPt+k5Wc8//zwAYPz48WHjr732Gq699loAQEFBAUTxxA/8MWPG4K233sKDDz6IBx54ADk5Ofjwww95RhYREVETKBK1SLhuAKre2w/ZUdvhTxGnQfwVfaC0Rp6RCfkbaVIhn6jYBIUIZVztPi3JE0TN2ob3gKnSDXVFiuTwoeLVHSfO1ULtbJn9s3zEXdILqgwjAoXORvdztRaFUQ2FUQ11hjEmr0/UHCyy2gGLxtKqRdWvNeVotNWrV9cbmzFjBmbMmNEKGREREXVuokoBbU48km8bCtkdqG3qoFdCaY6+5E3TPfrebGWSDqI2ytu4oFx3SG8kssOHUDAE/P9kVqDcE1Zgnaxm7TGYxmfBo6+AaGjjxhdEHRj3ZBERERG1AUEQoLRooE4zQp1qaLDAAgDRpIZ+eHKEBwFx03tDYVJHfh2tEuqe0T+81eTEhe0B8x+N3s1YqvZBYVYjfnpvKHT8bJ6oqfi3hYiIiKgdUuhVsFyQDU0vS233wBo/1N3MsEzuAWVy9HOhRJUI09kZcG8pq3culqBRwDA8JaxL4PF28JEIahHKZD2UVp5DRXQqWGQRERERtVMKkxqGEanQ9rEiJIcgahTRlwmeRBmvRfItg1H1wYG6A33V2WbEX9obil8VVeosEwSViFCg/h4ww+g0KOPYxY/oVLHIIiIiImrnoi0NjEZQilBnmJB43UDIniAgAKJOGfFAYYVFjcTrB6LitZ0I+U50ENT0iYPp7IyInQ+JqGEssoiIiIg6KYVBBUUjDSsEhQh1lhkpdw9HsNwNyRWAKtUAhVkNheHUijsiqsUii4iIiKiLExQClPHaBvdnEVHTcf6XiIiIiIioBXEmi4iIiKiFyD4JstMP2R2EoBYhGlRQGLnkjqirYZFFRERE1AKkGj8cXx+B66cS4P8b9akyjLDOzIWgFiE7aw8IFg0qKExqCKLQwNOIqCNjkUVERER0mkJBCc51hXD9WBI2Hih0ouK1HTBP7Iaqd/YBAESjCvGX94GmpyXsUGAi6jy4J6sLev755zF48GCYzWaYzWbk5eXh888/b/CeZcuWITc3F1qtFoMGDcKKFSvaKFsiIqL2T6oJwLm+KHKs0gtBFCH8f0ElOwOofH0ngpWetkyRiNoQi6x2IGi3w3foEDw//wzfoXwE7fZWfb3MzEz84x//wObNm7Fp0yace+65uPTSS7Fz586I169fvx4zZ87E9ddfj61bt2LatGmYNm0aduzY0ap5EhERdRQhvxTxMN/jpCovRONJrdRDQM2aY5ADUtR7iKjjEkKhUCjWSbRnDocDFosFdrsdZrM5LOb1epGfn4/s7Gxotc1reRooLkHRgw/C/f33dWP6s85C+qOPQpWWelq5nwqr1YonnngC119/fb3YlVdeCZfLhU8//bRu7Mwzz8TQoUOxePHiqM9sie8PERFRRxC0eVH6781RCy3rb/ui6oMDYYf9KlP0SLppcKPnWBFR+9FQbXAyzmTFUNBur1dgAYB73ToU/eUvrT6jBQCSJGHp0qVwuVzIy8uLeM2GDRswceLEsLHJkydjw4YNrZ4fERFRRyCa1TCcmRYxpojXICSFwgosAFAm6SAo2fyCqDNi44sYkior6xVYx7nXrYNUWQmlxdIqr719+3bk5eXB6/XCaDTigw8+QP/+/SNeW1JSgpSUlLCxlJQUlJSURLyeiIioqxGVIkxnZ0B2BeDeWgb8/zohZYoecVN7our9ffXuMY/LgqjhWzGizqjDzWQtWrQIPXr0gFarxejRo7Fx48Ym3bd06VIIgoBp06a1boKnQK6paSTubLXX7tu3L7Zt24Yff/wRt9xyC2bPno1du3a12usRERF1JpIngEC5G/6jNQiUuyF5AlCYNYi7pBdS7h2JpFuGIPnu4Uj8/QCEgjJkz4lZLEEtIv6KPlAm6WL4FRBRa+pQH5+88847mDt3LhYvXozRo0fjqaeewuTJk7F3714kJydHve/w4cP4wx/+gLPPPrsNs22caDI1Eje22mur1Wr07t0bADBixAj89NNPePrpp/HCCy/UuzY1NRWlpaVhY6WlpUhNbbs9Y0RERO1F0O5D9QcH4N1jqxvT5loRP703FBYNRK0SSDxRQCmMaqTcMxySw1/7e7O69pwsZct+1h10+CBVeREs90ARr4UyUQelRdOir0FETdOhZrKefPJJ3HjjjbjuuuvQv39/LF68GHq9Hq+++mrUeyRJwlVXXYWHH34YPXv2bMNsG6dISID+rLMixvRnnQVFQkKb5SLLMnw+X8RYXl4eVq1aFTa2cuXKqHu4iIiIOivJHUDV8v1hBRYAePfYYFu+H5I7UO8eQSFCGa+FprsZmu5mKOO1LV9g2TyoeHE7yp//BVXv7UfFS9tRvmgbAmXuFn0dImqaDlNk+f1+bN68OawBgyiKmDhxYoMNGB555BEkJydH7JoXic/ng8PhCPvVWpQWC9IffbReoaU/6yyk/+3RVtuPNW/ePKxduxaHDx/G9u3bMW/ePKxevRpXXXUVAGDWrFmYN29e3fV33XUXvvjiCyxcuBB79uzB/PnzsWnTJtx+++2tkh8REVF7JbsC8O2tihjz7a2C7KxfZLU2yR2A7d19CFaEn7slOfyoeH0nJEfkD1FPJvslBG1eBEpdCFZ7EZKit6MnosZ1mOWCFRUVkCQpYgOGPXv2RLxn3bp1eOWVV7Bt27Ymv86CBQvw8MMPn06qp0SVloqMhf+CVFkJucYJ0WSEIiGh1QosACgrK8OsWbNQXFwMi8WCwYMH48svv8T5558PACgoKIAonqi/x4wZg7feegsPPvggHnjgAeTk5ODDDz/EwIEDWy1HIiKi9kj2BBuOexuOtwbZGYD/cOQPhaVKLyRn7X6xaCS7D45VBXBtLgWkEAStAqbxWTCMTIHCqG6ttIk6tQ5TZJ2qmpoaXHPNNXjppZeQmJjY5PvmzZuHuXPn1v3e4XAgKyurNVKso7RYWrWo+rVXXnmlwfjq1avrjc2YMQMzZsxopYyIiIg6BlHb8FunxuKtIdTIgcYNFYaSKwDb+/vh23didi7kleD44jBCQRnm8ZkQlIoWy5Woq+gwRVZiYiIUCkWTGzAcPHgQhw8fxsUXX1w3Jsu1U99KpRJ79+5Fr1696t2n0Wig0XCTKBEREdUnGlXQ9LbAd6D+WZaa3haIxrY/WFjUKQGFAEihiHGFOfpslOz0hxVYJ3OuOQbD8BQorSyyiE5Vh9mTpVarMWLEiLAGDLIsY9WqVREbMOTm5mL79u3Ytm1b3a9LLrkEEyZMwLZt21p9doqIiIg6H4VehfjL+0DTK3wFiqaXBfGX94VC3/pFluQKIFDmhv9YDYKVHghaJYxj0yNeqxuc2GDhF7R5o8ZCATkmyx+JOoMOM5MFAHPnzsXs2bMxcuRIjBo1Ck899RRcLheuu+46ALUNGzIyMrBgwQJotdp6e4bi4uIAgHuJiIiIqNmUcVpYr+oH2RmA7AlC1CkhGlVtUmAFbR7Y3t4L/9H/P2tTIcBwZhpMZ2VA0CjgXFuIkE8ClCIMo1NhGpcJhS56XqKhgZwFQFBzFouoOTpUkXXllVeivLwcDz30EEpKSjB06FB88cUXdc0wft2wgYiIiKg1KPRtU1SdLOjwoeLVneFdBKUQXN8XQdT8f7OK4SkI+WUIKhGiWQ2xkVbxSosGCrO67gyvk2ly4houwogoKiEUCkVewEsAahtfWCwW2O12mM3msJjX60V+fj6ys7Oh1WpjlGH7xe8PERFRy/EdcaD8+Z8jxgS1Ain3DIcy/tT/vQ2UuFD+8vaw9vPKVD0SZw9o1vOIOrOGaoOTdaiZLCIiIqKu6tfnYJ0s5JcQ8jfcZTAaVaoBybcPRbDSC6nKC2WyHsp4LRQmtm8nai4WWUREREQdgMLawKySUoSgav7+KWWcFso4zloRtRRuYCIiIiLqAJRWLRSWyMfMGEanQmygVTtRR+XwOVDgKECZqyzWqZwSzmQRERERdQBKiwaJNwxE5eu7TiwdFADd4CSYx2U22uSCqCNx+90odBXijV1v4JeKX5CoTcQ1/a9B77jeyDBlxDq9RrHIIqIG+T0eeGockGUJGr0BerOl8ZuIiKhVqJL0SLppMCSXHyGvBNGkhmhQQaHjWzrqXPZV78MNX90An+QDABzEQfxY8iNmD5iNq3KvQpoxLcYZNowfeRD+8Y9/QBAE3H333Q1et2zZMuTm5kKr1WLQoEFYsWJF2yRIMVNdWoIvnn8Kr9x1I1696ya897cHUbh3NwJ+X6xTIyLqshRmNdRpRmiyLVAl6uoKrFAoBMkVgOT0IySzeTR1XMdqjuGxHx+rK7BO9vrO1+EMOGOQ1alhkdUOeF0BVJW4UJpvR1WJC15XoPGbWshPP/2EF154AYMHD27wuvXr12PmzJm4/vrrsXXrVkybNg3Tpk3Djh072ihTamuOinK8+/D92P/j9wjJMgCg/Eg+3pn/J9gKj8U4OyIiOlnQ7oPrh2JUvPQLyl/cjpq1xxCs9sY6LaJmcQfd2G3bHTW+pXRLG2bTPCyyYsxp8+Krl3firfk/4r3HN+Ot+T/iq5d3wmlr/R+MTqcTV111FV566SXEx8c3eO3TTz+NKVOm4L777kO/fv3w6KOPYvjw4Xj22WdbPU+KjcK9u1BTWVFvPCTL+O7t1+F1uWKQFRER/VrQ7kPl6ztR/dFBBErcCJa54fjiMMpf3M5CizolUWj/JUz7z7AT87oC+OaNPTi62xY2fnS3Dd+8safVZ7Ruu+02TJ06FRMnTmz02g0bNtS7bvLkydiwYUNrpUcxFAqFcOCnH6LGC/fsRMAb/bwWIiJqO75D1QgU1f/gS7J54d5WzqWD1OEYlUYMTBwYMSZAwLDkYW2c0aljkRVDnhp/vQLruKO7bfDU+FvttZcuXYotW7ZgwYIFTbq+pKQEKSkpYWMpKSkoKSlpjfQoxgRBgDkxKWpcb7ZAEPnjg4go1mRfEO6fSqPG3VvKILvbbhsCUUtIN6Xjz6P/DJ1SVy82Z/AcmFSmGGR1atiKJob8nuBpxZvr6NGjuOuuu7By5UpotTx4kCIbMO48bPpkecTYyIumwxDX8BJTIiJqCwIgCg2GidqrGn8NKjwV8Et+6JQ6pBvToRRry5Pe5t54e+rbeG/fe9hWvg1JuiRclXsVMk2ZSDGmNPLk2GORFUPqRtqtNhZvrs2bN6OsrAzDhw+vG5MkCWvXrsWzzz4Ln88HhSL81PjU1FSUloZ/UlZaWorU1NRWyZFiz5SYhElz7sRXL/4HCJ1YatJr5Jnoc+ZYCAL/5SYiijVRo4DhzDT4DlRHjBtHp0E0qNo2KaImOFZzDC/8/AI+y/8MATmABG0Cbhl6C8ZnjkeKIQVatRa91L1wx5A7UO2vhk6pQ7yu43zAyyIrhnQmNbL6WSMuGczqZ4XO1Dont5933nnYvn172Nh1112H3Nxc/OlPf6pXYAFAXl4eVq1aFdbmfeXKlcjLy2uVHCn2NDo9+o45B5n9B+Lozu3we9zIGjAYpoREnpVFRNSGJE8Ack0AgSInBI0CqhQDRJMKoqr232t1NxPUvSzwH7SH3adK00M7IIEfilG7U+wsxv3f3Y+fy3+uG6v0VuJvP/wN8igZM/rOqJvR0mv00Gv0sUq12VhkxZDWoMK51+TWa36R1c+Kc2flQttKnzyZTCYMHBi+mdBgMCAhIaFufNasWcjIyKjbs3XXXXdh3LhxWLhwIaZOnYqlS5di06ZNePHFF1slR2of1Fot1KnpiE9Nj3UqRERdklTjh/2rw+H7rpQCrL/NhbZPPES1AkqzBtYr+8JfUAPXhmKE5BAMZ6RA0ysOSosmdskTRVHmKQsrsE62+JfFGJsxFt3M3do4q5bFIivGjFYtJt0wAJ4aP/yeINQ6JXQmdasVWE1VUFAA8aTGBmPGjMFbb72FBx98EA888ABycnLw4Ycf1ivWiIiIqOV49tjqN7YIhmD7326kzB0BMan2E36lWQPlQA20OfFAKARRy7d41H7trox+BpbNa4M76G7DbFoH/wa2A1qDKuZF1erVqxv8PQDMmDEDM2bMaJuEiIiIujipxo+a1UcjB0OAe2sZLJN6hA2LmvpL/onamxR99MYVCkEBjaLjz8CyBzMRERFROxSSQ5Ds0Y9zCVbwvELqmHrG9Yzahv3cbufCqrG2cUYtj0UWERERUTsQkmRINX5IrtrCSlCJUGcao16v7dNxOq0RnSxdn47/nPcfGFSGsPG+8X1xz4h7YNF2/AZbXC5IREREFGNBmxeujcXw7KiEoBZhHJMBbZ84WC7MRvnzPwOh8OtFgwqaXnExyZXodKmUKgxOGIx3LnoHe217UeQqwsCEgUg3piPd2DmabbHIIiIiIoqhoM2DskU/Q3YF6saq3tsHdS8LrDP6ImH2AFR/dABSlQ8AoM42I356DpTx2lilTHTaVEoVupu7o7u5e6xTaRUssoiIiIhiRA7KqFl9LKzAOs5/0I5ghRu6XCtU6UMQ8gQBhQhRr4RCzwOGqT6HzwF30A1REJGoS4QocGdQrLDIIiIiIooR2RWAe3tF1Ljrp1JoesZBadYA5o7fcY1ahzfoxYHqA/j35n9jS+kWxGvjMXvAbFyYfSGS9EmxTq9LYnlLREREFEOCKESPKQQgepgIALCzcieuWnEVNpZsRDAURLmnHP/a9C889P1DsHltsU6vS2KRRURERBQjCqMK+hHJUeOGUakQBFZZFJ3NY8NjPz4GOSTXi60rWodiZ3EMsiIWWUREREQxIihEGPPSoYivvxRQNzgRykRdDLKijsQZcGJf1b6o8Z9KfmrDbOg47skiIiIiiiFlvBZJc4bAu9cG97YyiGoFDGPToU4zQmFUN+kZJa4SHLIfwoGqA8i2ZKN3fG+kGdJaOXNqDxSCAgpBASkkRYyb1JEP/aXWxZmsLmj+/PkQBCHsV25uboP3LFu2DLm5udBqtRg0aBBWrFjRRtkSERF1fso4DYyj05A4ewCsV/WDro8VClPTCqzD9sO4esXVmLNyDp7Y9ARuXXUrZn46EweqD7Ry1tQexGvjcX738yPGVIIqaoxaF4usdsDrrIGt8BiK9++FregYvM6aVn/NAQMGoLi4uO7XunXrol67fv16zJw5E9dffz22bt2KadOmYdq0adixY0er50lERNSViFolRLWiyddXeipx75p7UeourZvRAIBKbyXu/OZOlLvLWytVaif0Kj3uHn430g3hh/g+dOZDePfid/HGrjfwhzV/wH93/hf59nxIUuQZL2pZXC4YYzWV5fhy8TM48svWurEeQ4Zj0pw7YEpovZabSqUSqampTbr26aefxpQpU3DfffcBAB599FGsXLkSzz77LBYvXtxqORIREVHDqrxVsGqteHL8kwiFQgAAURCxbN8yrC9aj0pvJVt4dwEZpgy8fsHr+KX8F6w5tgYXZ18Mv+zHjE9nICgHAQBfHv4SL/zyAl48/0UMSBwQ44w7PxZZMeR11tQrsADg8M9b8NUL/8HUO++D1tg662j379+P9PR0aLVa5OXlYcGCBejWrVvEazds2IC5c+eGjU2ePBkffvhhq+RGRERETXdet/Pw4LoH4Q66AQA6pQ53DrsTKfoUeIKeGGdHbSXVkIpUQyom9ZiEw/bD+N1nv6srsI5z+B14aP1DeHrC08g0ZcYo066BywVjyG231yuwjjv88xa47fZWed3Ro0djyZIl+OKLL/D8888jPz8fZ599NmpqIi9TLCkpQUpKSthYSkoKSkpKWiU/IiIiahqv5MVjPz5WV2ABgCfoweM/PY5xWeOQqE2MYXYUK8WuYtQEIr+v21e1DzX+1t+a0tVxJiuGfG5Xw3FPw/HmuuCCC+r+/+DBgzF69Gh0794d7777Lq6//vpWeU3qeDwuJ9zV1SjLPwApEEBq7z7QmS0wWOJinRoREQHwBX14c9ebCCEUMf7xwY/xcN7DbZwVna4SVwkKnYX47OBnkCDhguwL0M3UDenG9MZv/n+NzWD6Zf/ppkmNYJEVQxq9oeG4ruF4S4mLi0OfPn1w4EDkLkSpqakoLS0NGystLW3yni7qeFz2auz/8Xt8u+RFyMc3yAoChk+5GCMvnt6q+wWJiKhpPJIH+fb8qPECR0HEA2qpdZW5y+Dyu+AKuKAQFIjXxSNFn9KkQ6WLncV4cvOT+OLwF3Vjy/cvx1npZ+EveX9pcqHV3dwdoiBG/O8fp4lDnDquyV8PNQ+XC8aQ3mJBjyHDI8Z6DBkOvcXSJnk4nU4cPHgQaWmRz9PIy8vDqlWrwsZWrlyJvLy8tkiPYsBRXoZVrzx/osACgFAIWz7/GMX798YuMSKiTs4X9KHYVYwiZxHs3oa3DeiVevS19o0az43PhV6lb+kUKQpv0Ivt5dvxwHcP4IpPr8C9a+7FmsI12Fq2FXtte+sakzRkj21PWIF13LqiddhYvLHJuVjUFszMnRkxds+Ie5Cqr/2gPCgHUeQswrpj6/DRgY+w17YXNq+tya9D0XEmK4a0RhMmzbkDX73wHxz+eUvd+PHugq3V9OIPf/gDLr74YnTv3h1FRUX461//CoVCgZkza/8yzpo1CxkZGViwYAEA4K677sK4ceOwcOFCTJ06FUuXLsWmTZvw4osvtkp+FFuBgA/bvvosavynT5YjrW8/mOIT2jArIqLOr9hZjJe3v4yPDn4En+TDsKRh+NOoP6F3fG9oFJp616sVaswaMAsfH/y43kG0oiDiukHXQavUtlX6Xd7Oip34/Ve/r5s9KnIVYdG2RTgn8xyckXIGLBoL0ozRD4i2e+1Yundp1Pg7+97BmIwxSNYnN5pLoj4Rs/rPQt/4vnhtx2sodBYiJz4Htw29DX3i+0Cj0iAoB/FL+S+4ddWtcAVObFHJS8vD3876W5Neh6JjkRVjpoQkTL3zPrjtdvg8Lmh0BugtllYrsADg2LFjmDlzJiorK5GUlISzzjoLP/zwA5KSapeAFRQUQBRPTHKOGTMGb731Fh588EE88MADyMnJwYcffoiBAwe2Wo4UO0GfH87KiqhxV5UNkp9ruYmIWlKZuww3rbwJhx2H68a2lm/F1SuuxttT30ZuQm7E+7KMWXjuvOfw5+//jApP7c/uBG0CHhn7CLKMWW2ROqH2vLK///j3iMvz1h5bi8tzLscR+5EGi6yAHAgrdn7NFXAhKAWjxn8t3ZiO6TnTMTJlJGTIUIpKZBgz6uKl7lLc/PXN9fZvbSjegNd3vo67ht8FtaJpB2JTfSyy2gGt0dSqRdWvLV0a/VMSAFi9enW9sRkzZmDGjBmtlBG1JxqdHul9+qFgx88R4yk9c6AxtM1+QSKirmJn5c6wAuu4YCiIf2/5N5445wmYNeZ6cY1Sg7z0PCyduhRVviogBMRr45GkT4IocFdIW3EGnNhfvT9qfGflTvSNj760EwCsWivGZ43Hz+WR//09O+NsJGhPfRVJljlysb29fHvUBhnL9i3D1f2ubrAopIbxbx8RhREVCvQ7ezzUuvrr+AVRxJm/uRI6Y/1/6ImIqPm+OfJN1NjG4o1hLdp/TRAEpBhSkGvNRW5CLlIMKSyw2phCUDT4PdcpdVGLneNEUcSk7pOQok+pF4vTxGFGnxnQqOovG22uQmdh1Jgn6GEHwtPEv4FEVE9ccipmPPQYUnrl1I3Fp2XgN/PmIy616S1kiYioaRJ00WcozBozi6Z2qLCmEHtte7GzYicAYHzm+IjXiYKIAQkDkKhr/MyybuZueGXSK/hN799Ar9RDq9BiavZUvH7B6+hh6dGC2QODkwZHjaUZ0qBT6lr09boaLhckonpEpRKpPXvjkrl/ht/thCzL0BgMsCTV/3SNiIhO30W9LsIrO16JGJuZO7NZy8QoOr/kh81rgxySoVfqEaeNO6X799j2YP76+dhZWVtgdTN1w8LxC7GzcidK3eHH3vzxjD+im7lbk4osAOhu6Y4/nvFH3DDoBoQQQpwmLuJS0dPV3dwd2ZbsiMcA3DPiHja+OE0ssogoKnNiIoCm/aNARETNl6JPwQOjH8BjPz4WNj48aTh+k/MbKERFjDLrfEpcJViycwmW718OT9CDwYmD8ccz/oi+1r5N6sZ42H4YN351I6p91XVjBTUFuOObO/D8xOex17YXq4+uRpoxDVN7TkWKLgXxuvhTytGgNsCgbt39z8n6ZCyeuBj//Omf+Pbot5BDMhK0CbhnxD0Ykz6mVV+7KxBCTWna34U5HA5YLBbY7XaYzeGfIni9XuTn5yM7OxtaLVuk/hq/P0RE1BV5Ah5AwCkvt3IGnChzl2HN0TWw++w4J/OcU5oBocaVu8tx26rbsNu2O2xcFET894L/YkjSkEaf8fbut/HYxscixgYnDsaT459Esj65SYcPtwcuvws2nw1+yQ+jysimKY1oqDY4GWeyiIiIiFpAqasUW8u2Yvn+5RAFEVfmXomBCQORpE9q0v1GlRFGixE9LT1bOdOu62D1wXoFFgDIIRlPbHwCz058FnGauAafsaVsS9TYHtseeCVvhymwgLaZNeuKWGQRERERnaZSdynu/PZO7KrcVTf2fdH3ODPtTDx21mNNLrSoda0rWhc19nPFz3AH3I0WWd1M3aLGUg2pEHCiwHL4HKjyVcET9MCkNiFRmwiNsmU6BB6rOQZP0AOVqEKiLhFGtbFFnkstg0UWERER0Wn6tuDbsALruB+Kf8D2iu04t9u5MciKfq2hBiJ6pb5Jy+QuyL4Ar+x4BVJIqhebPWA2uplri7AiZxEe2fAIvi/6HgCgUWgwM3cmZvSZAb1K3+xloOXucmws2YhntjyDIlcR1KIaF/a8EHMGz0GmKbNZz6SWxwWXRERERKehyluFZfuWRY2/vedtuAPRz7mitjMha0LYTNPJLu9zeZO6OCZoE/Cvcf8K23MnQMBlOZdhbPpYAECFpwJ3fnNnXYEFAD7JhyU7l+Ddfe9i9dHVKHWV/vrRTbKxZCPu/+5+FLmKAAB+2Y8PD3yIP6z5A4qcRc16JrU8zmQRERERnQY5JCMoB6PGg3IQckg+rdeo8tYuOVMICiTqEtltsJmS9cl4ZOwjeOj7hxDCid5v/az9cGbamThacxQ94xreExevi8eo1FF496J3cdhxGK6AC33i+8CoMiLNmAagtoPh3qq9Ee9ftncZHh7zMHbbdiPFcGpHoxytOYqntjwVMbazcieKnEVIN/I8y/aAM1ldVGFhIa6++mokJCRAp9Nh0KBB2LRpU4P3rF69GsOHD4dGo0Hv3r2xZMmStkmWiIioHYvTxOGinhdFjU/Pmd7s/TIuvwubSjZhzso5mPz+ZPzm49/gpe0vodxd3tx0uzS9So9RqaOw6LxFuHHQjfht399iwVkLcEXfK3Df2vswf/182H32Rp9j1pjRw9ID47PGY2rPqciJz6krsADgsONw1HvdQXdtN8Nd/0Wlp/KU8vcGvChxlUSN/1L+yyk9j1oPZ7LaAckdgOwMQPYGIeqUEA0qKPSqVnu9qqoqjB07FhMmTMDnn3+OpKQk7N+/H/Hx0c9wyM/Px9SpU3HzzTfjf//7H1atWoUbbrgBaWlpmDx5cqvlSkRE1N4pRAUu6nkR3tv3Xt0SruN6x/XG6NTRzX72tvJtuPnrm+t+7/A7sGjbImwr24bHzn4MVq212c/uqvZW7cXd396N/gn9oVPq8OXhL1HlqwIAbC3fCqffCU/Qg3x7Pg5WH0SvuF7ItmQj1ZDa5NdIM6RFjSlFJURBRIWnAj7Jd0q5qxQqqEQVAnIgYpwHCLcfLLJiLFjtQ9X7++DbX103psmJQ/xlfaCMa5nuM7/2+OOPIysrC6+99lrdWHZ2doP3LF68GNnZ2Vi4cCEAoF+/fli3bh3+/e9/s8giIqIuL82YhiVTluCjgx/h00OfQhREXJ5zOSb1mHTKS8KOq/BU1Duc+Ljvi75HiauERVYzeAIeyCEZOyp21Isl65PhDrpxy9e3oNRdGjb+8qSXkW1p+P3ScZnGTKToU8KecdyUHlOw5tgaDE0aCovackq5J+gSMKXHFHxy6JN6MY1Cg4GJA0/pedR6uFwwhiR3oF6BBQC+/dWoen8fJHfkTylO18cff4yRI0dixowZSE5OxrBhw/DSSy81eM+GDRswceLEsLHJkydjw4YNrZIjtX9elxO24kIc/nkLivbtQU1lBULy6e05ICLqyNKMabhx0I1YMmUJXpv8Gq7pf80pzX78mtPvREFNQdT4trJtzX52ZxEKhVDqKsW+qn3YX7W/Scso+yX0ixq7dcituG/tffWKozJ3Ge5ZfU+Tl/cl6hLx3MTnkGHMCBvPS8/Ded3Ow8ojKzGr/6xTPp/KpDbh1qG3op81/GvQKDR4esLTSNNHn0GjtsWZrBiSnYF6BdZxvv3VkJ2BVlk2eOjQITz//POYO3cuHnjgAfz000+48847oVarMXv27Ij3lJSUICUl/JO4lJQUOBwOeDwe6HSndqo9dWyu6iqse+e/2PHt10CoduOw3hKH6X98CMk9e0Hkhmwi6qIUoqLZrbl/TSkqoRAUEVuFA2j0PKfOzhPwYFPpJszfMB9l7jIAQJYpC4+d9RgGJgyEUhH5bW6CNgEz+syo1xFSgIA+8X1wsPpgxPsOVh+EzWtDgq7hDoRBOYgdFTvw6IZH8cDoB2BSm3Cs5hgsGgt2VOzAkh1LsHjiYmSZsprxVQOZpkw8NeEpFNYU4ufyn5GsT8bgpMFI06dBo2qdVVB06lhkxZDsjd6JqCnxZr+uLGPkyJF47LHaJQjDhg3Djh07sHjx4qhFFtFxsiRh55pV2PHNyrBxt70ay/72Z8x64llYkpq3NIaIiE6waq2Y2G0ivjzyZb2YUlRicNLgGGTVfhx2HMZtq24L6xJ4tOYorv/yeiy/ZDm6W7pHvM+sMeP2obdjWPIwvPTLSyjzlGFAwgDcNfyuRrtAeoKeRvMqdZfippU3wRP04LZVt2GgdSDuGH4HLBoLzu12Lqb3nh7WJKM50o3pSDem44y0M07rOdR6WGTFkKht+NvfWLy50tLS0L9//7Cxfv364f333496T2pqKkpLw6fOS0tLYTabOYvVxbiqq/DTx5H/rPg9HhTv28sii4ioCaq8VThacxQfHfgIPsmHi3tdjF6WXkjU186E6VV63DPyHuyy7cLRmqN19ykEBf417l8tNmPWEbkCLrzwywthBdZxftmP5fuX487hd0ZtdW/VWXFxr4sxJn0MAnIAeqUeZo0ZRx1Ho84eKgQF4jXRm4Qdt6NiR1gxtsO2A3O+ngMA0Cl1+OjSj5r6ZVIHxiIrhkSjCpqcuIhLBjU5cRCNrdNhcOzYsdi7N/zshn379qF798if+ABAXl4eVqxYETa2cuVK5OXltUqO1H5JwSC8zpqocVvh0agxIiKqZfPa8MyWZ/D+/hMfWn108COMSh2Ff5z9DyTpkwAAGcYMvDb5Neyt2osNRRuQbkzHuMxxSNYnQ6vUxir9mPMEPNhj2xM1/nPFz/AEPY22zv/10r8EXQKu7Hsl3trzVr1rr+hzRaNLBQHgWM2xqDFP0AO/7G/0GdTxsfFFDCn0KsRf1geanLiw8ePdBVurjfs999yDH374AY899hgOHDiAt956Cy+++CJuu+22umvmzZuHWbNm1f3+5ptvxqFDh/DHP/4Re/bswXPPPYd3330X99xzT6vkSO2XUqWCKSH6p6cpvXLaMBsioo7pYPXBsALruI0lG7Hm6JqwsRRDCs7JPAd/GvUnXNP/GnQzd+vSBRZQ2+jh100lTtbD3KNZ3yO9So+bBt+EO4bdAZPKBAAwqUy4fejtmDNkDvQqfaPPGJQ4KGos1ZAKnZIrgLoCzmTFmDJOA+vM3BPnZGmVEI2te07WGWecgQ8++ADz5s3DI488guzsbDz11FO46qqr6q4pLi5GQcGJjkbZ2dn47LPPcM899+Dpp59GZmYmXn75ZbZv74KM1gSMvfIafPHcv+vH4hOQ3KNnDLIiIuo4/JIfb+2uP1Ny3Jt73sSEbhOaNGvSVZk0JswZPAcbSzbWiwkQ8Lvc30EpNu9tboIuAb8f+Htc3Oti+II+aJQaJOmSmvy8HpYe6GHuEfFA4ruH382zrLoIIRQK1V/MSnUcDgcsFgvsdjvMZnNYzOv1Ij8/H9nZ2dBqu/YnSpHw+9N5eWoc2Ln2G6x/938IeGvXnaf26oML77gX8WnRP1kkIqLapW53fXsXNhRHPgYlzZCG/134v7olgxSZw+fARwc/wpObn0RQrm0WplPq8MiYR3BO5jlNmnVqiCRL8Mt+aBQaiMKpLf4qrCnEPzb+A2uOrUEIIcRr4nH3iLtxbrdzu3xXyI6uodrgZB1uJmvRokV44oknUFJSgiFDhuA///kPRo0aFfHa5cuX1y2JCwQCyMnJwb333otrrrmmjbMm6lx0JjOGTb4IfUaNgddZA4VaDZ3JDL351A5VJCLqinQqHS7IviBqkXVu1rmwaPjztDFmjRkz+szAhKwJOFZzDApRgQxjBhJ1iVAr1M1+ri/oQ6GzEO/vfx/7q/ZjYOJAXNr7UmQYMqK2hf+1DFMGFpy9ADavDX7JD6PaiCRdUtRGHNT5dKgi65133sHcuXOxePFijB49Gk899RQmT56MvXv3Ijm5/tSr1WrFn//8Z+Tm5kKtVuPTTz/Fddddh+TkZC5zIzpNCqUS5qRkmJO47IGI6FTlpech05RZr0mCWW3GVf2vOq0iob3yBD2w++wAar/O051pAgCtUotMUyYyTZmn/Syg9oyrjSUbccc3d9R1GNxQvAGv73wdL09+GcOShzX5WUa1sdHGG1HzkIIo95TD4XdArVAjXhvPGbAOpkMtFxw9ejTOOOMMPPvsswBqz3vKysrCHXfcgfvvv79Jzxg+fDimTp2KRx99tEnXc7lg8/H7Q0REFF2Rswj/2/0/fHjgQwTkACZ2n4ibB9+MLFMWBEGIdXot6mjNUbzw8wtYkb8CIYRwfrfzcduw29DN1K1dfa3FzmJc/snlcPgd9WJphjS8eeGbrb6nqtpbjc/zP8czW5+BM+AEAAxJGoK/n/V3dDdH7wRNbaPTLRf0+/3YvHkz5s2bVzcmiiImTpyIDRsiT7efLBQK4ZtvvsHevXvx+OOPR73O5/PB5/PV/d7hqP+XjKgrcVbZ4HXWQBRFaI0m6C1xsU6JiKhTSDem4+7hd2NW/9puvmaNuVN2nityFuGaFdeg0ltZN/b54c+xvng9lk5dekqzUHavHR7JA4WgQKIuscULtOOzR78Wp4lDrjUXfim8/bov6IPNa0MwFIReqW+RZiXfF32PxzY+Fjb2c/nPuP7L6/HmhW8i1ZB62q9Bra/DFFkVFRWQJAkpKeGHnKakpGDPnujnJNjtdmRkZMDn80GhUOC5557D+eefH/X6BQsW4OGHH26xvIk6qoDPh+L9e/DVC8/AXlZ7EHVS92xMueVuJHbvAZHryomITptKoUKKofMe4C6HZHyR/0VYgXWc3WfH+/vfx21Dbmt0r5M74Mbeqr14ctOT2FG5A0m6JFw/8HpM7D6xRbswHm+gcZxKVGHuiLmwaq1YV7gOL/3yEqblTEN3U3cE5ABe3v4yPjjwAXySD73jeuNPZ/wJgxIHwaA2NPk1nX4nFIICOpUO5e5yPLPlmYjXlbpLsa9qH4usDqLDFFnNZTKZsG3bNjidTqxatQpz585Fz549MX78+IjXz5s3D3Pnzq37vcPhQFZWVoOvIctyS6bcafD70rFVlRTivb/9BaHQif+O5UfysXT+/Zj1z2cQl5IWw+yIiFpeKBRCmbsM1b5qCIKAeE08O/ydJqffiVUFq6LGvz36La7pfw2sCmuDz9lSugW3rLql7vfFrmL87ce/YVv5Nvxp1J9abL9Sij4FGoUGPql2VdODZz6ILw9/ifVF6+uuWX5gOSZ3n4wJ3SZg6d6ldeMHqg/gxpU34qXzX8KZ6Wc2+lolrhJ8d+w7fJb/GXQKHX7X73foYe6BMndZ1Ht+Kf8F52SecxpfIbWVDlNkJSYmQqFQoLS0NGy8tLQUqanRK3pRFNG7d28AwNChQ7F7924sWLAgapGl0Wig0WialJNarYYoiigqKkJSUhLUanW7WlccK6FQCH6/H+Xl5RBFEWp159u829n5PR788N7bYQXWcQGvB7vXrcaZ06+EIPI8cyLqHLxBLzaXbsZD6x+qe5ObYczA38/6OwYlDuqUjSjaglJUNtj8wagyQik0/Ha0zF2Gv/34t4ixTw99ihsG3dBiRVaiLhFzR8zFgo0LkG3JhifoCSuwjvvyyJc4M/1MpBnSUOwqDos9/tPjeHnSyw3OsBU7i/H7L3+PY84TjU/WFa3DpO6TcN8Z92HBxgUR78u2ZDfzK6O21mGKLLVajREjRmDVqlWYNm0agNqZklWrVuH2229v8nNkWQ7bc3U6RFFEdnY2iouLUVRU1CLP7Ez0ej26desGkW/EOxy/14OSg/ujxo/u3I4RU6dBre18eweIqGsqcBTg1lW3Qj7pw6VCZyFu/OpGvH/J+3xz20x6lR6z+s+KWKgAwOwBs2HWRG8eANTOhhU6C6PGd1TsQK+4Xk3OSZIlVPuqIQoi4rXxYTGNUoOLel6E3nG9cbD6ID499GnU53x5+EuMzxqPt/e8HTZ+oPoA3EE3EhC5yApIASzduzSswDruqyNf4dJelyJOE4dqX3VYTKfUYWjS0KZ9kRRzHabIAoC5c+di9uzZGDlyJEaNGoWnnnoKLpcL1113HQBg1qxZyMjIwIIFtdX/ggULMHLkSPTq1Qs+nw8rVqzAG2+8geeff77FclKr1ejWrRuCwSAkSWqx53Z0CoUCSqWSM3sdlFKlgtGaiJrKiojxuNQ0KFSqNs6KiKh1eIIevLz95bAC67iAHMC7e9/F3BFzoVLw515z9Evoh+m9p+ODAx+EjU/qPqlJLdGVYsNvV42qprdJL3YW49NDn+Kz/M+gFJS4ou8VGJc5LmxfnFljxqi0Uehu7o53970b9VmugAsaRf3VT1qFtsGcq3xV+OjAR1Hjnx/+HLcMuSVsNitOE4dF5y3ifqwOpEMVWVdeeSXKy8vx0EMPoaSkBEOHDsUXX3xR1wyjoKAgbNbE5XLh1ltvxbFjx6DT6ZCbm4s333wTV155ZYvmJQgCVCoVVHzTSZ2E1mhC3mW/xfJ/zI8YHzb5IiiaeCAjEVF75w64sdu2O2p8e8V2eIIeFlnNZNVacc+Ie3Bl3yvx+eHPIckSLsi+AJmmTFi1De/FAmoLjDPTzsQPxT/Ui6lEFfpa+zYpj2JnMWZ/MTtsed+jPzyK5QnL8cy5z9RrzZ6oS8T53c/HgeoDEZ83Jn0Mfir5qd749N7TkaCNvlQwhFDdGVyRSCEJl/S6BGPSx6CgpgAmtQlphjQk65MhClwd1FF0qHOyYqGpvfCJOhtPjQNbPv8YPy5/t25vlkKpxPk33YHeo/Kg0Z3+IZJERO2B0+/EfWvvw7rCdRHjl/S6BA+d+RA0yqbt2aaWd8R+BNd+eS0qPCdWWIiCiIXjFuLszLMjziidTJIlvPjLi3ju5+cixheOW4hJPSbVGy+sKcRVK66q1x0xRZ+C5yY+hys+uSKsYOqf0B/PTHimwY6RfsmPJ356IqxpxslePP9F5KXnNfj1UOx0unOyiKht6UxmjLz4N+h/zrmoKDgMhVKJhMxu0MfFQ6XmGw0i6jyMaiNuHHRj1CLr6n5Xs8CKse6W7njrwrewuXQzvi/6Ht3N3TGlxxSkGlKjFlgOvwM2jw2ugAs6pQ4KQQG1qIZf9te79v397+PsjLOhU4XvNc4wZeCNC9/AqztexYpDKyAKIi7qeRGuHXAtEnQJ+GT6J/ix+EdUeCowKnUUupm7IVGX2ODXolaoMXvAbKw8srJe8XZG6hnoHdf7FL871B5xJqsRnMkiIiLq/Bw+B1bkr8A/f/onAnIAQO3emvlj5mN85vhTOveITnD4HPBJPhhUBuhVbbcCotRVir/9+DesProaACBAwPis8ZjWexr+uPaPdS3ajzs742w8Of5JaJXaiM/zBr2w++wAgHhtfIt0myysKcTy/cux8shKaJVa/K7f7zAmfUy9ZYvUvjS1NmCR1QgWWdTV+D1uuO12+DxuqHV6GCxxUOvYRZCIOj9v0IsKTwWKnEUQBAEZxgwk6hLZvr0Zqn3V2FmxEy/88gJKXCUYkDAANw+5Gd3N3aMWMi3F7rPj/rX3Y11R/ZnJcZnjkG3JxpKdS8LGnz33WYzLGteqeUUSlIOw++wROx1S+8TlgkR0ypy2Sqx+42Xs2/A9QiEZgiAid+w5OOeq62C0Rt/ES0TUGWiVWmSaMpFpyox1Kh2aK+DC0j1LsWjborqxYlcxvjn6DV6Y+EKTDuo9HTavLWKBBQBrj63FFX2vCCuy8tLy0D+hf6vmFI1SVDZ4nhZ1XCyyiAgA4HU58fUrz+Hgph/rxkIhGbvXrYYkBTHppjug0XO5DBERNazSU4nnf65/XI4ckjF/w3z894L/tuqSOIffETUWQghahRYjUkZAJaowM3cmBiUOQpI+qdXyoa6JRRYRAQDcdntYgXWyfT98j7OuvIZFFhERNepA9YGIZ44BtQc8O3yOVi2yGjs3K0mfhGfPfRaiILbpPjHqWlhkEREAwOusiR4MheB1OdsuGSIi6rBUYsPnibX0WU+FNYWw++1wBVyI18bDqDRiRMoIbC7dXO/aM9POhFVrhVHd9AOMiZqDRRYRAQA0+oY/zVPzXCwioi7P5rGh2leNQ/ZD0Cl1yDRlIlWXCo3qRBv1npaeUImqui6NJ8uJy0GcJq7F8jlQdQD3rrkXh+yHANR2EZzeezoeGfMIHvz+QWwt21p37ciUkXh07KOwaCwt9vpE0bDIIiIAgM5sQVqfXBTv21MvltlvEPRm/qNERNSVlbhK8NqO17B079K65YAGlQELzl6AUamjYFDVLilP1CXi4TEP44F1D4Tdr1Pq8OjYR2HVWVskn6OOo7hl1S0ocZXUjYUQwvIDyxGvjcfCcQvh8DtQ7atGvCYeVq0Vcdq4FnltosawhXsj2MKduhJ7WSk+/vcClB06UDeW2rsPLr7nfpgTeW4HEVFX9uH+D7GheAPO734+5JAMlajCD8U/4OMDH+ONqW+EHaLrCrhwrOYY3t7zNgpqCjAiZQQu7nkx0o3pUIot8xn/+qL1mLNyTsSYTqnDuxe9ix6WHi3yWkTHsYU7EZ0yS3IKLrt/Plz2arirq6CPi4fBEge9JS7WqVELkCUJziobPA47IAA6cxxM8VYIYsvujyCizqfIWQStUguz2oz7v7sfPskHURAxPnM8/nHOP7Dy8Er0HnqiyDKoDOhr7YsHz3wQPskHrUILhaho0ZyO2I9EjXmCHnglb4u+HtGpYJFFRGH0x4uqbj1inQq1IL/Xi4LtW/Hl4mfqmpzozBZccNs9yOw3CCqNppEnEFFHd7xBhDfoRbwmHvHa+CYvnxMgYHPpZizdu7RuTA7J+OboN6jyVeF3ub+DLMsQf/WhjVJUttjM1a9lx2VHjemVemgVrXvoMVFDWGQREXUB1cWF+GjhY8BJK8Q9Djs+ePwRzPrnf5CY1T2G2RFRa9tXtQ/zvpuHfVX7ANR2ALwq9yr8Nve3yDBlNHq/T/Jh+f7lEWNby7binuH31CuwTkcoFEKpuxRFziJUeavQ3dIdidrEsKIw01h7cPSxmmP17v9t7m+Rqk9tsXw6k2M1x+ANeiEKIsxqMxL1ibFOqVNikUVE1MkFfF78+NF7YQXWcSFZxpYVH+Pc38+BUqWOQXZE1NqO2I/g5pU3o9xTXjcWkANYsmsJrDorrul3DZSK2reEASkAV8AFtUIddoaUV/LCL/ujvobNazulnIJSsO41fy0UCmGvbS9u/vpmVHor68bPzjgb88fMrztjK9OUiUXnLsK87+Zhl20XAEApKDGt9zRc2fdKaFWcyTpZtbca+6v344mfnsBu224oBAXOyTwHd4+4Gz0tPWOdXqfDIouIqJMLeL2oKDgcNV525BACPh+LLKJOan/1/rAC62RLdi7BhKwJyDJlodBZiGX7luGH4h+QqEvE7wf+vrblujYOeqUeAgSEELlfWoo+pdE8fEEfilxF+OrwV9ht241ecb1wYfaFSDekQ6fS1V1X4irBDStvgN1nD7v/u8Lv8Mr2VzB3xFxolLVLnHvG9cTT5z6Nal81PEEPLGoLuwhGcbTmKG786kZIIQkAIIUkfHv0W+yq3IVXJr2C7hauaGhJLLKIiDo5pUYLa3ombIVHI8YTs7pBpeaeLKLO6vgSwUhsXhsCcgAHqw/i6s+vhifoqYutK1yHOYPnYPaA2bBqrTi327lYVbCq3jMyTZlINjTegXZX5S7M+XpO3WusKliF13a8hkXnLcLI5JFQKWsPMT5QfaBegXXc+/vfx6wBs5BhPLHEMdWQilQDlwZGUumpREAOQJZlvL/v/boC62Sl7lL8VPITi6wWxpZSRESdnFqrxejpV0QOCgJGTJ0OpZqzWESdVUNLwcxqM1SiCo/88EhYgXXcC7+8gEpPJYxqI+4fdT9GJI8Ii2eaMvHcec/VLeGL5ljNMcxbN6/eawTkAO7/7n4Uu4vrxoqcRVGf45N88EvRly1SrSpvFT7P/xyzv5iNye9Pxi2rbsHApIG4afBNEa//vuh7BIL1D4+m5uNMFhFRFxCfnoGpd9yHlS8/C7+n9k2ORm/A5FvuhiWZnwATdWa51lzEaeJQ7auuF7uq31WwqCz4ufznqPdvLt2MHpYeSDWk4skJT6LCXYFCZyGS9ElI1ic3WmABgN1nR6GzMGLM5rXB5rWhm7kbAKCPtU/U58Rr4qFT6qLGqbZ9/Tt738GibYvqxg7ZD+HhDQ/j1iG3YlzmOKw5tibsnkRdYt1MIrUMFllERF2ARqdHTt5YpOf2g6u6GgIAfVwcDHFWKJT8p4CoM8syZuGFiS/g3jX34pizthOfKIiY3ns6Lu11KWqCNQ3ef/I+LKvWCqvWGlYIuQNuOPwOAECcJg5aZf2GEwG54VmSk2enMo2Z6GnpiUP2Q/Wuu2XILUjSJTX4rK6u0lOJF355IWLstZ2v4bGzHqtXZE3vPb0tUutS+C8rEVEXoVAoYU5Mhjmx8U+diajzUCgU6J/YHy+c/wLsPjvcQTcSdYkwq8xIMiSh2leNIYlD8HNF5NmskSkjI46HQiEccRzBs9uexaojqyAKIqb2nIqbBt+ETFNm2LXx2ngYVUY4A856z1GL6rDZsCR9Ep6b+Bz+/sPfsa5wHUIIwaAyYM7gOZiSPaXFDzXubCo8FQjKwYgxT9ADOSTX/V6AgD+e8Uck6tjGvaWxyCIiIiLqAo4vx/u1OE0cHsx7ELM+n1Vvz9SNg25Egi4h4n3HnMdw1Yqr6maxEAI+OPABvi/6Hm9c8AbSjel116bqUnHX8Lvw9x//Xu85Nw2+qd5rZBgz8PjZj8Pms8EX9MGoNiJZlxy17TudoFY0vMc23ZiOO4beAYPagNFpo2FRW5Ck5+xgS+OfVCIiIqIurndcb7x38XtYuncpfiz+EUm6JFw38Dr0je8Lk9pU7/qAFMDbu98+UWCdpMxdhlUFq3B1v6shCAIAQKPS4Lxu5yHDmIHnfn4Oh6oPoZu5G24adBMGJw2O+BomjQkmTf1xaliCNgGJukRUeCrqxbJMWUjRp+CmIZEbYFDLEUKhCKdTUh2HwwGLxQK73Q6z2RzrdIiIiIhaTUAKwBlwQq1Qw6AyRL2uwlOBa7+4FkccRyLGhycPx6LzFsGoNtaLlbpK4ZN8UItqpBrbT+OdSk8lbF4bfJIP8Zp4JOoS687j6khCoRB+Kf8FN3x1A7ySt27coDLgtcmvoV9Cvxhm1/E1tTbgTBYRERFRO+fwOVDuKceW0i1QK9QYmjwUidpEGNTRC6HmUClUiFfER41LsgRP0IOAFIBRVb+AOs6kNkEhRN47lWJo/ODitnaw+iD+sOYPOFB9AACgUWhw/aDrcWXfK2HVWmOc3akRBAEDEgfgg0s/wHfHvsOuyl0YkjQEeel5SDOmxTq9LoNFFhEREVE7ZvPYsOjnRXh377t1Y8cbFlza+9KIS+1aWlAKotBZiA8OfICfy3/G7UNvx0U9L8LOyp0Rr7+418VQKTpGS/BiZzGu//J6VHor68Z8kg/PbXsOSbokXJZzWd2yx45CKSqRacrEzH4zY51Kl8Uii4iIiCiGqrxVqPJWwRP0wKQ2QSkqsbl0MyRZwojUEdhVuSuswAJq26o//tPjGJ4yHP0T+rd6jjttO/H7L34Pv1zban1lwUqMTh2NszPOxneF34Vde1HPi5CgTYBS7BhvM3fbdocVWCd7bttzODvzbKToYzv75g64UeWtghSSYFQZYdV1rNm1rqhj/Oknog7F53Yj4PNCqVZDa4i+nISIqKs7WnMU96+9H79U/AIAUIkqTM+Zjn7Wfnh4w8O4ecjNWHt0bdT739r9FuaPmd+qBU2Vtwp/XvfnugILAD45+AnGpI3B6LTRuLT3pfix+EeIgoi89Dwcth8O6yzY3u2x7YkaK/eUh53hFQuFNYV4astTWHlkJaSQhJy4HDww+gEMSBgAnYoHM7dXLLKIqMX4vR7YCo9h/bL/oaLgCMzJKRhz+Uwk9+gFrZHFFhHRycrcZbh55c0oqCmoGwvIAby7911cO+BajM8aD7PaHHWW5fgzAlKgxYusCk8FDtsPY+2xtTCqjfjjGX/EyiMr8eGBDwEADr8Dy/Yvw9TsqXh95+swqU2QQzKKnEW474z7OlSR1Tuud9SYVWuFWmy4JXprKnGV4Pqvrkehs7BubH/1flz/1fV484I3MShpUMxyo4axyCKiFhGSZRRs/xkfLfw78P9NS2sqy7Hs0T9jwuwbMei8KVBpOl6XJiKi1nKs5lhYgXWyZfuW4aG8h/Bj8Y8YlDgIpQWlEa8bkz4GWqW2RfMqc5fh3tX3Ylv5trDxO4bdgd/k/AbL9y8HAKw+uhr59nwsHLcQGoUGClGBOE1cm+wRa0kDEwfCrDZHbEd/w6AbYnqG1I6KHWEF1nFySMbCzQvx9ISnYdFYYpAZNUaMdQJE1Dk4q2z46sX/1BVYJ1v7v9fgtlfFICsiovYr354fNeYKuKAUlPg8/3NclnNZxJkqi8aC87uf36JNGSRZwnv73qtXYAHAf7b+B+dmnRuWS6GzEAaVAT0sPZBlyupwBRYApBnS8OrkV5FmONF5TyEocHW/qzE1eypEIXZvl9ccXRM1tq1sW73Do6n94EwWEZ02p60Sbns1zr/xdtiKjmHbl5/CaTuxvEUKBuEoL4Mluf2ch0JEFGtZpqyoMa1CixBC8AQ9eH3X6/jPuf/BU5ufwt6qvQCA0amj8cDoB1p8WV6lpxJv73k7anxD8QYMTx6OjSUbAQD3DL8HCbqEFs2hrQmCgL7Wvnjzwjdh89rgCXqQqEuEVWtt8KywttBQy/U4TVxMC0BqGIssImq2gM+Lwj27sPKlZ+EoLwMAJGf3wvk33o51S/+L8iMnPqUVFfxxQ0R0su7m7kjWJ6PMXVYvdknvS7DyyEoAwObSzXjwzAfx4qQX4fA5IAoi4jRxMGuiH4TaXDJk1PhrosZr/DXINGUCAG4afBP6WftBp+wczReS9clI1ifHOo0wF2RfgMU/L0YI9VeJzB4wG4m6xBhkRU3B8peImq3y2FG8v+CvdQUWAJTlH8RnzzyBs2bOrhtTaXUwJfAfAiKik6UYUvDSpJfQzdStbkyAgEndJ2FE8gisPLISfeP7YsmUJUgzpMGqtaKHpQe6mbu1SoEFAAaVAWeknhE1Pqn7JNw57E78e/y/MTptdKvlQbVS9Cl47KzH6s1YnZV+Fi7qeRFnstoxIRSKsIGC6jgcDlgsFtjtdpjN/EFCdJzP7cKnT/8Th7dtjhgfPf0KHN21HcX79uLiufPQc/gZUCg5m0VE9Gvl7nLYvDbU+GuQpE+CXqmHJ+hBKBSCSWOCVXt6ZyIF5SDK3GXYXbkbxa5iDEgcgCxjFhL1kT/82lO5BzM/m4lgKBg23svSCy+e/yKSDe1rtqez8wQ8qPBWYFPJJjj8DpyRegZS9ak8KytGmlob8B0PETVLwOtB6aEDUeNl+Ycw6LzJOP/G22FJTmWBRUQURZI+qdU62AXlIHZU7MCclXPgDrrrxvvE98Gz5z0b1uzhuOy4bLx54Zt4YtMT2Fy6GVqFFtNypuH3A3/PAisGdCodslRZDe7ho/aH73qIqFlEpQomawI8DnvEeFxqGvqNHc/iiogohsrcZbj565vDCiwA2Fe1D//e9G/MHzMfepU+LKZRaDAgcQCenvA0XAEXREGsPS9KEbvzojoyu88Om9cGb9ALs9qMRF0iNEoeadLZcSEnETWL3mzBmb/5beSgIGDwxCkssIiIYuxg9UG4Aq6Isa+OfAWb1xb1XovGgnRjOlINqSywmulozVHc+c2duOTDS3DFp1dg2kfT8PKOl2HzRP++U+fAIouImi2j3wCcccllwElntChUKky94z6Yk1JimBkREQFAhaciakwKSfBL/jbMpmspc5dhzso52FK2pW7MK3mx+OfF+OTQJ5BkKYbZUWvjx8xE1Gx6swWjp1+BQedORnlBPpRqNRIyusEQHw+lip96EhHFWl9r36ixBG1CzM+B6swKHAU4WnM0Yuyl7S9hUo9JEffEUefAIouITotGb4BGb0B8WsseiElERKcvVZ+KEckjsLmsfifYu0fc3WoNNwg4UB29OZTdZ4c36G3DbKitcbkgERERUSdl1Vnx+LjHcWXfK6EWa1cYJOuT8dhZj2F81nies9SKGuoGqFPqoFGw+UVnxpksIiIionbO5rVBkiWY1eZT7kynFtX4Xe7vcFnOZdAr9TCoDEjQJUA4aT8ttbxecb1g1VojNhf5bd/fIlEX+Zwy6hxYZBERERE1k1/yo9JTiYAcgE6pa/HldxXuCqwvXo/Xd74Oh9+Bseljcd3A65BpzIRCVDR4bygUwkH7Qfx53Z+xq3IXgNpZrD+P/jNGp46GQc39WK0p1ZCKlye9jFtX3YoSV0nd+JQeU3BN/2vYsbGTE0KhUCjWSbRnTT3VmYiIqD2p8dfAL/lhVBl5Jk8rKXWX4tXtr2L5/uXwSl5kGDNw78h7MTp1NMya03/PYPPY8PCGh/HN0W/CxnVKHd6e+jZ6xfVq8P5CZyGu+OQKOPyOerH/TvkvhqUMO+0cqXFl7jKUu8vh8DuQZkiDVWttkT8fFBtNrQ24EJeIiKgTqfJWYX3Retz1zV247ovr8PhPj+Ow/TCCUjDWqXUqlZ5K/GnNn/DWnrfglWobGBQ6CzF39VxsKN7QIq9xzHmsXoEFAJ6gB09uehJOv7PB+7879l3EAgsAntryFOy+yIfJU8tK1idjQOIA5KXnoYelBwusLoJFFhERUSdR46/B6ztfx5yVc/BT6U/Id+Rj2b5luPyTy7G3am+s0+tUSlwlETv2AcC/Nv0LZe6y036NbwrqF1jHfVcYvYACAFmW8WPxj1Hju2272d2OqBWxyCIiIuokKj2VeGXHK/XGfZIPj2x4BFXeqhhk1TntqNgRNVbiKoEr4Drt12io+5xCVDTYuEIURfSM6xk1nmpIhVLk1nyi1sIii4iIqJPYVrYtamyXbVeDMx90ahrqDKcUlFCJqtN+jfO6nRc1dmH2hYjTxDV4/0U9L4JCiNwcY87gOUjQJZxOekTUABZZREREnQRbcred3IRcaBXaiLHJPSbDqrWe9mukGFJw3YDr6o0n65Nxy5BboFPqGrw/3ZCOpyY8FXadAAHX9LsGeel5p50fEUXHeWIiqsdlr4YcDEIQFTDGx8c6HSJqoqHJQyFAQAj1GwcPSRoCi8YSg6w6pxRdChadtwi3rroVPslXN54Tl4O7ht8FvUp/2q9h0Vjw+4G/x4RuE/DWrrdQ5avCxO4TMS5zHNKMaY3er1FqMCZ9DD689EMcth+GJ+hB7/jesGqtMKlNp50fEUXHFu6NYAt36kq8zhoc270D3739X9gKj8KSnIK8y3+H7GEjoTfzzRlRe+cMOPHOnnfw1Janwsb1Sj3euOAN9LH2iU1inVRACqDUXYpfyn9BsasYQ5KGoLu5e4uflQXUnsclyRJ0qoZnr4iodTW1NmCR1QgWWdRVSMEgfln1Bb55dXG92KhpMzB6+hVQa/mPO1F75/A5cMh+CK/vfB1l7jKMThuN6TnTkW5Ih0JUICjXtnJn0wMiolPX1NqAP2GJCADgqrbhu7dejxj76eP3MejcySyyiDoAs8aMoclDkWvNhV/yQ6/SQykqUe4ux27bbry/732Igogr+l6BnPicBhs4EBFR87DIIiIAgMfhQMDriRgLyTKctgrEpaS2cVZE1FxapRZaZW1jhjJ3Gf645o9h5zp9XfA1xmWOw/wx81loERG1MHYXJCIAgELZ8GcuSnX081qIqH1bX7Q+4sG5a46twfaK7THIiLqCUCgE7kqhroozWUQEANCZLbCmZ8JWdKxeTG+JgyGOXQaJOqJqbzXe3v121Pj/dv0Po1JHwaAytGFW1JlVeipxyH4Iy/cvBwBM7z0dveJ68Vwu6lJYZBERAMAQF4+L7v4T3nn4fvhcrrpxpVqDS+79M4zxp3/mCxG1PRkyfLIvatwn+SDLchtmRJ1ZhacCj2x4BN8e/bZu7NNDn3JpKnU5HW654KJFi9CjRw9otVqMHj0aGzdujHrtSy+9hLPPPhvx8fGIj4/HxIkTG7yeqKtL7NYD1zz+DCbfchcGnTcF5/7+Zsz+1yKk9sqBIHa4HxdEBMCitmBKjylR45f0ugQmDc9MopaxrWxbWIF13Jpja7C1bGsMMiKKjQ71rumdd97B3Llz8de//hVbtmzBkCFDMHnyZJSVlUW8fvXq1Zg5cya+/fZbbNiwAVlZWZg0aRIKCwvbOHOijkEQBFiSUjBw/PmYdNPtGDb5IsSlpDa6X4uI2i+FqMAlvS5Bij6lXizLlIWzM8+OQVbUGdX4a/Dm7jejxt/Y9QYcPkcbZkQUOx3qnKzRo0fjjDPOwLPPPgsAkGUZWVlZuOOOO3D//fc3er8kSYiPj8ezzz6LWbNmNek1eU4WERF1BoXOQryz5x18lv8ZREHE9N7TMb33dKQZ02KdGnUS1b5qzFk5B7sqd0WM51pz8eL5LyJeyz2+1HF1unOy/H4/Nm/ejHnz5tWNiaKIiRMnYsOGDU16htvtRiAQgNUafW+Jz+eDz3di7brDwU9ciIio48swZuCOYXfg6v5XQ4AAq9YKhaiIdVrUiZjVZkzpMSVqkTWlxxRYNJY2zoooNjrMcsGKigpIkoSUlPDlDikpKSgpKWnSM/70pz8hPT0dEydOjHrNggULYLFY6n5lZWWdVt5ERETthUqhQrI+GUn6JBZY1OJEQcTkHpMjLk1N1ifjguwLIAod5q0n0WnpMn/S//GPf2Dp0qX44IMPoNVqo143b9482O32ul9Hjx5twyyJiIiIOq50Yzpev+B1XN3vasRp4mDRWHBV7lX475T/It2YHuv0iNpMh1kumJiYCIVCgdLS0rDx0tJSpKamNnjvv/71L/zjH//A119/jcGDBzd4rUajgUbDQ1eJiIio/an0VKLaV42gHIRFY0GSrv3NSmYYM3DPiHtw7cBrgRAQr42HWqGOdVpEbarDzGSp1WqMGDECq1atqhuTZRmrVq1CXl5e1Pv++c9/4tFHH8UXX3yBkSNHtkWqRERERC1KDsnYY9uD33/5e0z7aBou/+RyzPhkBr48/CWcfmes06tHrVAjRZ+CFEMKCyzqkjpMkQUAc+fOxUsvvYTXX38du3fvxi233AKXy4XrrrsOADBr1qywxhiPP/44/vKXv+DVV19Fjx49UFJSgpKSEjid7e+HEREREbU8SZZQ4alAhacCkizFOp1mK3IW4dovrsUh+6G6sWpfNf703Z+w27Y7hpkRUSQdZrkgAFx55ZUoLy/HQw89hJKSEgwdOhRffPFFXTOMgoICiCcdmPr888/D7/fj8ssvD3vOX//6V8yfP78tUyciIqI2VuwsxkcHP8LHBz8GAEzvPR0X97oYqYaGtxm0R6uProYr4IoYe3rL01h07iJYtOzcR9RedKhzsmKB52QRERF1PCWuElz3xXU45jwWNt7d3B0vT3q5QxVasizj3jX34uuCryPG9Uo9Ppr2UYf6mog6qqbWBh1quSARERFRY+SQjK8Of1WvwAKAI44jWHN0TQyyaj5RFJETnxM1nmHM4L4nonaGRRYRERF1KnafHZ8c+iRq/OODH8Pus7dhRqfvwuwLoRQi7/K4ZcgtsGqtbZwRETWERRYRERF1KqIgQiWqosZVChXEDvYWKM2YhkXnLYJRZawbUwgKzBk8ByNT2T2ZqL3pUI0viIiIqHMKykE4/U6oFWroVfrTepZFY8Fv+/4W2yu2R4z/tu9vYdKYTus12ppGocGotFFYfslyFLuK4ZW8yDJlIUGbcNrfLyJqeSyyiIiIKGbkkIxCZyE+2P8Bvi/8HladFbMHzEbf+L6I18Y3+7lnpp+JYUnDsLV8a9j4GalnYETKiNNNu9V4Ah6Ue8qxsWQjHD4HRqWNQrohHVadFUpRiTRjGtKMabFOk4gawe6CjWB3QSIiotZzqPoQrl5xNWoCNWHjs/rPwpzBc2DWNP/f3jJ3GXZU7MCyfcsgQMAVfa/AgIQBSNInnW7arcIdcGNVwSo8+P2DkENy3fjY9LF4dOyj7TZvoq6kqbUBi6xGsMgiIiJqHQ6/A/etuQ/ri9ZHjL9/8fvoY+1z2q/jDXohQIBGqTntZ7WmfHs+Lv3wUoRQ/63ZXcPuwvSc6VCL6g631JGoM2ELdyIiImrXanw12FC0IWr826Pfwh/0n/braJXadl9gAcDn+Z9HLLAA4M3db+L7wu9x75p7sb18O1z+yAcTE1H7wD1ZRERE1GqqvdUochXh8/zPEZSCmJw9ubZhgy4Bof//XzQ+yQdHwIFEZWIbZhw7Ja6SqLEqXxXUCjU2FG/AhuINeHrC0xifNR6iwM/Lidoj/s0kIiKiVmHz2vCfrf/BlZ9eiSU7l+DNPW/ims+vwfz181HhroBZbcbo1NFR7x+SNAQBKdCGGcfW+KzxUWNDk4ZiX9W+ut8/+sOjKHeXt0FWRNQcLLKIiIioVRyoOoB3971bb3z1sdX4seRHmDVmzB05F3pl/Rbk03pPQ4mrBAa1oS1SbRcGJAxApimz3rgoiJg9YDaW719eN1bhqUC1r7oNsyOiU8Eii4iIiFqcL+jDm7vfjBr/787/otpbjVR9Kp6b+Byu6HsF+sT3wajUUXhkzCPoaemJYSnDYFZ3naZTKYYUvDLpFUzNngqlULujo098H/zznH/iowMfodJbGXa9QlDEIk0iagLuySIiIqIWF5ADqPHXRI3XBGoQDAWRqEuEFJIwJm0MsoxZqPZVY2fFTszsNxPdTd3bMOP2Id2YjofyHsKdw++EN+jFusJ1eGrzUzjmPBZ2XU9Lz9M6R4yIWtcpFVkejwebN2+G1WpF//79w2JerxfvvvsuZs2a1aIJEhERUctz+BzwST7olDoY1cYWf75BZcD53c/HptJNEePjs8bDorYAAJL0STi327mo8FRADskwqU3Qq+ovIewq9Co99Co9AlIAmaZMFLmKwuI6pQ4Lzl6ABF1CjDIkosY0+Zysffv2YdKkSSgoKIAgCDjrrLOwdOlSpKXVnjpeWlqK9PR0SJLUqgm3NZ6TRUREnYndZ8fOyp14ftvzKHYVIzc+F7cMvQXZluwWL2yKnEWY9fkslLpLw8ZNKhPeuegdZJmzWvT1OiNPwIMiVxGW71+OQ/ZDGJ48HFOypyDdkA6F2PBywQpPBRw+B0RBhEVj4cwXUQto8cOIp0+fjkAggCVLlqC6uhp33303du3ahdWrV6Nbt24ssohiJCTL8Dhrl+ToTGYIghDjjIiovXIH3Vi6Zyn+vfnfYeMCBPzn3P/gnMxzWvxnyLGaY3h5+8v45OAnkEMyzut+Hm4feju6mbux/fgpkEMyAlIAaoW60f9G3qAXOyt34q/r/4ojjiMAgH7Wfnhk7CPIictptDgjouhavMhKSUnB119/jUGDBgEAQqEQbr31VqxYsQLffvstDAYDiyyiNuaoKMe+Dd9h55pVEEQRg86bjN4jz4QpoWucKUNEp+ZozVFc8sElCIaC9WJJuiS8PfVtpBhSWvx1fUEfqnxVAACz2tyllwK2hf1V+3HFJ1fU+++sV+rx3iXvIcvEGUSi5mpqbdDkj5A8Hg+UyhNbuARBwPPPP4+LL74Y48aNw759+xq4m4hamqOiHMse/TPWvPkqKo4eQfmRfHzz6mIsf/xh1FRWxDo9ImqHjjqORiywAKDcUw67z94qr6tRapBqSEWqIZUFVitzB9x48ZcXI/53dgfd+OTgJ5DkzvWBOFF71OQiKzc3F5s21d+8+uyzz+LSSy/FJZdc0qKJEVF0IVnGvh/WobqkqF6s4kg+Cnb8HIOsiKi9U4oN97sSRS7f6+jcATd+Kf8lavynkp/gDXrbMCOirqnJP02nT5+Ot99+O2Ls2WefxcyZM9HElYdEdJo8zhrsXLMqanz7N1/B53K1YUZE1BFkmjKhU+oixnqYeyBOHde2CVGLUyvUSNYnR41nGjOhVqrbMCOirqnJRda8efOwYsWKqPHnnnsOsiy3SFJE1LiGNj4LogiwAQYR/UqiLhF/H/t3CAj/+aBVaPHYWY8hUc/9nB2dWWPGTYNvihqf2W8mVKKqDTMi6pq4LoCoA9KbLRg8cUrU+JDzL4RGz30PRBROrVBjbOZYLL9kOX7b97c4M+1M3DzkZrx/yfvol9Av1ulRCxmYOBA3Db4prJhWCkr8Ne+vbHpB1Eaa3F2wq2J3QWqvamyV+OAf81F+JD9sPCN3AC66648wWnlIJRFFF5SDdS3B2dK783H6naj0VmJP5R4oFUr0je+LBG0CdKrIy0WJqGlavIV7V8Uii9qzGlsFju7cjl9WfQFRFDHk/KnI6NsfRqs11qkRERERdTpNrQ0abjNERO2ayZqI/mdPQK+RoyEAUOu4RJCIiIgo1k55T9batWsRDNY/eyEYDGLt2rUtkhQRnRqNTs8Ci4iIiKidOOUia8KECbDZbPXG7XY7JkyY0CJJERERERERdVSnXGSFQqGIraMrKythMBhaJCkiIiIiIqKOqsl7sn7zm98AqD2b59prr4VGo6mLSZKEX375BWPGjGn5DKlNheQQ3A4fZBlQqkToTDywkOhUSYEAnNU2VBcXIeD3ISGjG/SWOLbVJyIi6iKaXGRZLBYAtTNZJpMJOt2JFqBqtRpnnnkmbrzxxpbPkNqMy+7D/p9KsfWrArgdfiRkGDH28t5I7mGCRseDC4maIuDzoWDHz/j06ccR9PlqBwUBI6dOwxmXXg692RLbBImIiKjVNbnIeu211wAAPXr0wB/+8AcuDexEvK4AXA4/fvokHwe3lNWNVxY68fHT2zD5poHoNSwp4jJRIgpXU1mOj/71N4Rk+cRgKIRNn36AlF45yB1zTuySIyIiojZxynuy/vrXv7LA6sACviDsFR7YipxwVHrgdQewbVUBaso9YQXWyda9uw+ual8bZ0rUMe1a+014gXWSH95fCpe9um0TIiIiojZ3yudklZaW4g9/+ANWrVqFsrIy/PosY0mSWiw5alnOah9+/Pgg9v1YClkKQaVVYNj53WBJ0qO6zB31Ple1H35PEIhvw2SJOiBZllFZeDRqvKayHHKEIzCIiIiocznlIuvaa69FQUEB/vKXvyAtLY1LyDoIj9OPb17fhaO7q+rGAl4JGz/Jx8gLeyAupeEN+aLylCc9ibocURTRbcAQHNi4IWI8uUcvqE5qGkRERESd0ykXWevWrcN3332HoUOHtkI61Frcdn9YgXWybV8X4LL7RkCpFhH011/mlNEnDjpj8xpfBP0SfO4gBBHQm/nmkjq/nsPPwPfvvgGfy1UvdtbMWdAaTTHIioiIiNrSKU9PZGVl1VsiSO2fo9ITNRb0y/C4/Bj/u1yIYvjMpCFOjfFX50KjP7UiS5ZDqC5z47tl+7HsH5vw4b+3Yud3hXDZubeLOjdzUjJ+O/9xJGf3qhszxifg0j/8GYndesQuMSIiImozpzyT9dRTT+H+++/HCy+8gB49erRCStQadMYGzrsSgKBPxr6NJbjw1kEoOeSAq9qHzH5WpPWywGTVNvp8j9OPgFeCINa+Vo3Ni2ULNiHgq92j56oGVv9vLzK3lOH86wZAb+b5W9Q5CYKAxG49cNkDj8BT44AsSdAZjTDEJ3B5NRERURdxykXWlVdeCbfbjV69ekGv10OlCp/hsNlsLZYctRxjvAbGeA187iD6jEpBYqYRfq+E/ZtKYbBo/o+9846Tqrz+/3t6253Z3hvssssuvXcQpKiggBV7iyZRo4nRGNOMib+YfGONmhiNvXdQQZCq9N53aQvbey/Ty++Phy3DzICLVH3erxeBvc+9zz33spL57Dnnc1BplTTX2lj2egH9JyUzYlYvjBYtKtXxk51ul4e6sjZWv3+AmuJWlGoFOSMTyB2XiFqr7BRZHZQVNNJUbZUiS/KDx2i2yJlYEolEIpH8SDmpTJbk/CMsUs9lvxxMW4OD3avK2PjFEQxhGnLHJZE5JJbwaD1zHxiKz+tDZ1Sj0fl/a/i8PqwtTrxeHxqtCn2YBp/PR3uTg8//tROXTTimed0+CtZVUnGoifFXZ7P0lb0BsRzcUk1Sn4gz8dh+8bc3O3A5PKg0SozhWtRa1RmNQSKRSCQSiUTy46DHIuvmm28+HXFIzgAuu4cvX9iJ1y166uxtLtZ9cojqIy1MujYbkyW4MUV7s4ODW6rZ/nUJLqeHC2/KRaGAQ1tr0WiVXHhjX2pLW9n6VXHnNc01Npw2N+HRelrr7X77qXUnyo55cTvdqLUq1JrvL4RsbU4O76hj0+eHsbY4UWmU5I1NZOjFGYRFSDMOiUQikUgkEsmppcciC6CwsJDXXnuNwsJCnn32WeLi4vjqq69IS0ujX79+pzpGySnA3ubi2w8OdAqs7hRuq2HYxekYwgNL+OxtLlZ/cIDCbbWggIt/OoDNC49QV9rWeU7+2kryxicx/JIMtiwq6jxeWdhMSk4kYVF6IuIMWFucFG6rIW9cEtYWB2qtCq2+61vQ5fTQWmdjx/JSaktaiUwwiTlecQa/83qC1+Pl0JZqvn3/YOcxj8vL7m/KaaqxMu22fkGfWyKRSCQSiUQiOVl67C74zTffMGDAADZu3Minn35KW5v4sL1z504eeeSRUx6g5NTgtLupPtwScr1kb/BeuvZmhxBYQEpOJFWHm/0EVgf5ayqITglDo+vKPJksWvqMTKBkTz0r3txHc62NsZdnsfHzw3z25HaW/G8vlYXNOGwufF4flYeaeP+xzRSsraSutI2Dm6v58G+bKdpdj8cdaC3/XWhvdrLx8yNB10oLGmlvdp7UvhKJRCKRSCQSSSh6LLJ++9vf8thjj7F06VK02q4MwJQpU9iwYcMpDU5yClGAQhna2UzTrYSvvclBa4Mda6uTxqquWT+9BsdyYFN1yD2KdtWRkhvZ+XXm0Di+/NcOqotaiE42EZdu5rMnt1G4tZamaisle+r59J9bObSlhrYmO8tfL8DnDcy0rXp7H9aTtH532tw4rO6Q692fTyKRSCQSiUQiORX0WGTt3r2buXPnBhyPi4ujrq7ulAQlOfXoTRp6DYoJuZ6aG4Wt1Un+2go++edW3vzdOhY8vR0UCgZPTQVArQ50C+yO2+lBpVaCAiZdl83+DZV4j4qmAReksGF+IcFGrK3+8CDWVhfWluBZJZfDc9IZJ7VWyfFcsw3hJzdkWSKRSCQSiUQiCUWPRVZERASVlZUBx7dv305ycvIpCUpy6tHq1Yydm4nREth/NPaKLHRGDVsXF7PyrX2dRhUNFe0seWkPBrOWlL6iVDAtLyrkPXoNjCE1N5Lr/zya5OxIdq8q71zT6FQhRZTH5cXnOf6A65MdgK0P05IxMLi41JnUWGKNJ7WvRCKR9BSv3Y6nre2k/z2TSCQSyflDj90E5s2bx0MPPcRHH32EQqHA6/Wydu1aHnjgAW666abTEaPkFGGJM3LlQ8MoyW/kyM5aTBYd/ScmY44xYG9zsmtFadDrti0uZvavhlBb2oY5SkfxnvqAjFZUkonolDBiUsIB/zK8pOwIwmP0zLijP26XhwMbqykt8O8B0+hVGMI12FpdAffX6FSYIk48EDkYOoOa8Vdn01xno6G8KyatQc2lvxgs3QUlEslpx93QgOPgIRrefBNPczPh06YRPnUq2uSksx2aRCKRSE4TCl8Pf6TmdDq5++67ef311/F4PKjVajweD9dddx2vv/46KtUPa/ZQS0sLFouF5uZmzGbz2Q6nR3hcHlobHRzeXktDZTupuZEk9olApVKiALRGdadFekl+A1/8a0fIvWbc2Z/1nx5ixh39USgVbFtSTPHuetRaJTmjEsgcGoc5Ro/RLESLrdXJF8/tJGd0Ak6bm92ryrC1utCZ1PSfkEx4jIFV7+wDnxBR1/15FPXl7Sx8YWdASeHUW/PIGhaLSn3y31vtzQ5a6mzUlbYRHq0nOslEWKT+uH1qEolE8n1xNzVR99xzNL7zrt9xdVws6e+8gzY19SxFJpFIJJKT4btqgx6LrA5KSkrYs2cPbW1tDBkyhD59+px0sOcy56vI8ni8lO9vYuELO/F6fMSlhzPyst7sXlVG6d4GVBolfccmMmRqGvpwDdWHm1nwzI6Q+13y8wEs+s9ujGYtVzw0DAWiV8ra6qSpykpEvJHIRJPfrK2mGiu7V5Wxa0VZwH65YxNRqpXsXV3O9Nv70XtwDF4PtNTZ2P51MbWlbUQkGBk2I52IeONJW7hLJBLJ2cReUMCRuZcHXTPPmUPiI39CaTCc4agkEolEcrJ8V21w0p9c09LSSEtLO9nLJacZa5OTxS/txuvxodYoGTU7k8X/3d1Z5ud1eNi9soySPfXMumcQXq8PnUmNoz3QiS862URTtVXs2+LE3uak+kgr375/wO+8uIxwpt/eD71Jg86oQalUsOfb8oD9APatr2TOr4fSf2IS5hgDKrUKr8dDeJSeC67vi8vhQa1VotFJcSU5Bo8H2qvA4wa1HsLjz3ZEEklIWhYvCb22cCFx990rRZZEIpH8AOnxJ1iPx8Prr7/O8uXLqampwev1n1+0YsWKUxac5ORpqbfhsgtBlTU8noJ1FUGdAZtrbZQfaEShgik39uXr/+X7zaTSmdSMmZvJyrf3A6BUKvB6CRBYADVFrexaUYZGr6Lv6EQ8Lk/Q4cdAZ0lgTEo47c0Oyvc3sntVOR6Pl75jEkntGymHBEsCaauGbW/C+hfA1gjRmTDtr5A+DgwRZzs6iSQAnzuwz7QTT2i3VolEIpGc3/RYZN133328/vrrzJw5k/79+6M4nj+25KzRXVDFZYSz+cvgA3lBzLdKzYumrr6Ni37an8YqKw0VbUQlhWGJNbD240O0N4k5VQmZFop2hbbq37+xivFX9eHTJ7Yy99dDjxujVqeivdnBijf3UbK3vvN4xYEmIhONXHrvYMIjT87wogO324vb4UalUaHR/rD6BX90WBtg0W8gf37XsfpCeP86mPsSDLgKlD02TJVITivm6dNpeOXVoGvhU6agPI/K0CUSiUTy3emxyHr//ff58MMPueSSS05HPJJTREScERSADzxOL1q9OqhzHwgDjKrDTfQZkcDCf+9i4OQUkrIj2f51MY2VVr9zLXEG7O2hfzLrsLlRa5XYWl2UH2gkc2gsR3bUkdw3EkOYhqZqKzXFrZhj9BjMWupK2/wEVgeNlVYObqpmyLS0kzKn8Lg8NNfZ2bmilJqiFiyxBoZMTycy3ojWIEsQz0vaavwFVneW/gF6jQezHCMhObfQpKYSNn06bV9/7XdcGRZG7P2/QmUynaXIJBKJRHI66fGPfbVaLVlZWacjFskpxGDWMOCCFAAKt9eQPSoh5Ln9JyRTtq+RQ1uqmTgvm4K1lbidHlL7RonhwkdJzLIwfGYGvQfFhtwruU8EtSVtAJTsbWDErAxm3j2QiDgjLqeHjIExzLpnELPuGYTOqGbPN4GmGB3kr63A2npyQ4irjrTwwWObyF9dQV1pG4Xbavn471so3F6D2yVLdM5LqveGXmurAXvzmYtFIvmOqKOiSPzTH0l68kn0/fujSUsj8qab6PXpJ2gzMs52eBKJRCI5TfT4R/q//vWvefbZZ3n++edlqeA5jM6gYcQlGcSmhrFlURGRCUYSsyxUHvL/IDpkehqWeAOX/HwgS1/di7XFyZSbc8HnI350PP0nJeNyeNDoVOjDNBjCtKiUSqKSTX5zp0D0aw2amsbKtwoASMyKoKaolZVv7cN31Kq94kATAHN/PRR7m5P+k5IxWnQc2FSF2+nf3+c9wYDiULQ3OVj+RkHQ67959wDJOZGYo2Wj+XmHIfL46yo580xybqKOicEy8xJMY8fgc7tRWSwotbLnVCKRSH7I9FhkrVmzhpUrV/LVV1/Rr18/NBqN3/qnn356yoKTfD8M4VpyxyaR1i8an9dHQi8zLfV2Dm2tQaNT0WdEPOFRevQmDcZwHZc/OAx7qwuv14chXIPRokMZpFTPFKFj1t2D2LGshPw1FbidXhKzLAyZlsaeo/OwAFJzI/n471tJzIpg4OQU3C4vbpeXsAgth3fWoFQo2bywiIxB0Vz8s4Gs/fggDRVdwi1nZAL6ME3A/U+Evd1Fa7096JrH7aWl1iZF1vlITB/QhYOjNXCt92Qwxpz5mCSSHqCOPMEPCiQSiUTyg6HHIisiIoK5c+eejlgkp4nus6vCow0kZwf+H73L4cHj8qJUK9Dp1ZgsuuNmKsOj9Iydm8nAySm0Njgo29fIqnf2Y21xolDAhGv60FxjIzU3kt5D4lj+RkGnGYdCAf0mJpM7NpENCw5TuLWWsoJGZtzRny+f24nX6yMsUkfe+CRUqlNvZHBy+THJWSc8Eea9B+9cAW5H13FLKsx6GgyWsxebRCKRSCQSSTd6LLJee+210xGH5CzS2mBn/WeFFG6t6RQ4Y6/IIi0vCp0xdCZJpVFhiTWiM2owhGsIi9Sh0amIzwjHYXNTV9pG/0nJLPz3bnzeLmnj88Geb8qJ72UhMsFIY5UVh9XNkZ219JuYhCFcS9/RCYRHn5yzoM6kITxKT2tDYDZLpVZiiTm9WSynzY3L6UGtUR73/Ul6iEoNqaPh7k1wZLVwFkwfAwn9peGFRCKRSCSScwqFz+c7qR/s19bWsn+/mJ2Uk5NDbGxoM4Tzme861fl8pb3Zwef/2hHQXwVw0Z39yRwa1+M9nQ439aVtKFUKPB4fBzdXU7CuEo/Lv+cqKslE9sgENswvBCA8Ws+cXw0mLFKP8pgMlq3Via3NhdvpQWfUYLRoj2vJXra/kS+e3YHX6//tfcH1OWSPSjgtdu5Ou5umaiubFx6hvryd8Gg9I2b2IiY1DL0UWxKJRCKRSCTnPd9VG/S4Fqu9vZ3bbruNxMREJk6cyMSJE0lKSuL222/HarWeeIPvyQsvvEBGRgZ6vZ5Ro0axadOmkOfu3buXK664goyMDBQKBc8888xpj+98o7nGFlRgAaz95BDtzY6ga6GwtjjYsrCIBc/u4ON/bGX+U9uxtTqZ8ZN+qLX+326tDXaM4V3iQ6tXodGpAwRWY7WVL5/fyXuPbuSjx7fw7p83sOnzw1hbQjsPJvQ2c80fRtB3bCJRSSZ6DYrhioeGkTU87rQILJ/XR9n+Rj76+xaKdtXTWm+n4kATC57ezoGNVbic0tFQIpFIJBKJ5MdCj0XW/fffzzfffMMXX3xBU1MTTU1NLFiwgG+++YZf//rXpyPGTj744APuv/9+HnnkEbZt28agQYOYMWMGNTU1Qc+3Wq307t2bv//97yQkhLYw/zFTWRja9rq13u431PhEuJ0eti8tYfvXJZ1ZK5/XR+G2WnYsL2XYxRl+58ckh9FcZ+v8ut+EZAzh/o5bTdVWvvjXDmqKu8wOvB4fO5aVkr+mHI/HPzvWgVqjIiopjEnzspnzqyFMu60fCb0s6AynJ6PU3uxg1dv7gjZ8rf3kELbjCEKJRCKRSCQSyQ+LHousTz75hFdeeYWLL74Ys9mM2Wzmkksu4eWXX+bjjz8+HTF28tRTT3HHHXdw6623kpeXx4svvojRaOTVV18Nev6IESP45z//ybx589DppL1zMMKjQr8XtUbZI+MJa4uT3SvLg65VHGgiJjmM7l4aA6ekUrCuEoDknEjS+kX5XdPaYKOmpCWkU+D2paVYm48vXtRaFYZwLRrdqc9edcfe7go57Nnr9gXtD5NIJBKJRCKR/DDpsfGF1WolPj4+4HhcXNxpLRd0Op1s3bqVhx9+uPOYUqlk6tSprF+//pTdx+Fw4HB0lci1tLScsr3PRRJ6W1BplAH9UgB5E5IwWL77LBenzY3HHTyzBNDe4kRrUKNSKxl3ZRYOm4u0vGhScyOxxBowmv3vVVPUSnONLcRu4n7u71GG53J68Hp8aPWq7z3z7UTXK4JY4UskEolEIpFIfpj0OJM1ZswYHnnkEez2rp/M22w2Hn30UcaMGXNKg+tOXV0dHo8nQODFx8dTVVV1yu7z+OOPY7FYOn+lpqaesr3PRUwROmbdMwi1xv9bISkrgsFT03r0DaLWqeA4WiIywcisXwxi5l0D0Ydp8Hmh16AY4jPMRCWZ0Oi6NL/X66Nodx3hUaEdBjU6VUDc3wVbq5Oy/Q18/fIeFj6/k53LS0Nmy74r+jBNSDdEjU5FeKTMpEokEolEIpH8WOhxJuvZZ59lxowZpKSkMGjQIAB27tyJXq9nyZIlpzzAM83DDz/M/fff3/l1S0vLD1poqdRKEjMtXPvIKOrK2rC2OIlJDcNpc7Py7X2ER+kZcEEK5hg9Wv3xv10M4Voy+kdTtLs+YM0cY8Dr9rLo33twWN3oTGqiEk34fDD9tjw/gQWgVCowmLUoVQqMZm1Qk4v+k5Ix9iDTBmBrc7LpyyPs+aarrLGysJntX5dw+YPDsMSenL27yaJj2m15LHh6h382TwEX3pKL0SJFlkQikUgkEsmPhR6LrP79+3Pw4EHeeecd9u3bB8C1117L9ddfj8Fw+uYPxcTEoFKpqK6u9jteXV19Sk0tdDrdj65/S6VWYo4xYI4xUFfWyvynt+Nod3eu56+tYNpt/cgcHINK49/b5LC6sLY4qStrQ2tQMf6qPthanVQXdRlVhEfrmXhtNsvfKMBhFfs62t1UHhKmGw2V7YRHd33v2NtdOKxu+o5OpHB7LVNvy+Obd/d3lQ4qIHtkAoMvTEWl7lmvVVujw09gdWBtcbJ54REmXZdz0u6Dcelm5v1xJPnrKqg+0kJkgpEBk1IwxxpQqXuWcXM53DjtctaWRCKRSCQSyflIj0UWgNFo5I477jjVsRwXrVbLsGHDWL58OXPmzAHA6/WyfPly7rnnnjMayw+V9mYHi1/a4yewAPDByjcLSOg9CnM3MWRtdbL5mKyQIUzDrF8MQqFU0FJnw2TRoTOo+eK5nbQ1BreD78hS2dvdtNbbWPPRQSoONoECUnMjScw0M3JWBhqdGpfTS1iEjrAoXcjskM/no73JgdPuQaVWoA/TojOIb/XCrcGdKAEObq5m1GW90USdnMhSqZVExBsZfVlv3C4vqh4ah4DoE2uusbFlURE1xS2ERegYPjODuDQz+jAptiQSiUQikUjOB05KZO3fv5/nnnuOgoICAHJzc7nnnnvo27fvKQ3uWO6//35uvvlmhg8fzsiRI3nmmWdob2/n1ltvBeCmm24iOTmZxx9/HBBmGfn5+Z1/Li8vZ8eOHYSFhZGVlXVaYz0fcbS7QhpNuF1eWmptfiKrNL8hICtka3Px8d+3MO9Po8gcIgYZtzXaj2uIEZcWTnOdDXubi/lPbcPtPHquD0rzG6kpamX2r4ZQvr+R5JwI2hudNFV7sDY70YdpMJq1OG1ummpsNFa2Ex6lx+XysP7TQlob7GQMiGbC1dmYYwwhLd8BTm4sdyBKlRJtD8VVB9VHWvj82R34jg5Rbq2388W/djLy0l4MujD1hCWb5yXWBvA4QRsOOtPZjkYikUgkEonke9PjT2yffPIJ8+bNY/jw4Z1GFxs2bGDAgAG8//77XHHFFac8yA6uueYaamtr+dOf/kRVVRWDBw9m8eLFnWYYJSUlKJVdH24rKioYMmRI59dPPPEETzzxBJMmTWLVqlWnLc7zFe8JRIbX03WCtcXJ1q+Kgp7n88H+DVWMmZsJiH6lMZdnsvz1goBzE7MiUKqV7PmmDJfD0yWwuuGwujmyo5b2ZicJvS1sW1LcOd/LZNEy487+fP2/vX6ZMlOEjik39mXFWwUU7aqnsXIHc+4fQubQOHYsLQ0ad+9BMeiMZ0/EtDc7WPnWvk6B1Z3NXx4he0T8dxZZTrsbW6sTl92DxqDGaNaeliHM34v2OijZAKufhLZqSB0JEx+EqEzQhDY8kUgkEolEIjnX6fEnyt/85jc8/PDD/OUvf/E7/sgjj/Cb3/zmtIosgHvuuSdkeeCxwikjIwPfqUpP/AjQGzWYInS0NwWW9SmVCixxxs6vvR4vbUHO66Cp2kp7swOnzY1aqyI1L5pJ1+Ww/eti4jMs9Bocg9GsRWtQU1PUQmKmhfWfHQ65X2lBA2Mvz+Sbd/dTV9bWeXzwtDS+eXd/QClie5ODtR8fYsj0dNZ8eJDmWht1ZW1EJhnJHBpL4bZav/O1BjWjZvc+q5kiR7ublrrgmUSfD+or2v3+DkLR1mhn/WeFHNxSg8/rQ6lW0G9cEsMuycB0rhhw2Jrg2ydg43+6ju39DAq+gFsWQdqosxaaRCKRSCQSyfelxzVNlZWV3HTTTQHHb7jhBiorK09JUJKzgylCy+Qb+xJs5NPoOb0xmrt6gjQ6FXFp4SH3Ssi0sPi/u3n3zxv54LFN7F9fic6o5uKfDkBrULH8jQLmP7Wd3SvLaKiyojWoMRyn50gfpkVn0voJLABLrIH68vag1zRUtmPuZqtemt/Aytf3kTUsjqm35hGXHo4lzsCgC1O5+ncjiPgOAuZ0ojjBf41K1Ylnbdnbnax6Zz8HNlV3ZsS8bh+7vyln0xdHcDlOfq7YKaWtxl9gdeB1w5f3QVtt4JpEIpFIJBLJeUKPRdYFF1zA6tWrA46vWbOGCRMmnJKgJMfH6/XR2mCnpriFysJmWupsuL7HUN4OFAoFSVkRXPW7EfQeEkN4tJ6k7Ahm/3IwueOS/GzWdUYNo+dmBp2LpTOpiYg3UnVYDHJ2WN2s/6yQurI29m2oYu/qis7hx5WFzeiNapqqbeSOTQwZW964RNoaA7M8Hs/xM5Ued9e60aLD1uZiyct72bm8hOk/6c/lDwxlzNzeWGINZ31gsM6kISopeE+SUq0gKvHE/Uq2VhfFewIt9AEK1lVibQmdfTyjlG8JvVZTAPamMxaKRCKRSCQSyammx7VRl112GQ899BBbt25l9OjRgOjJ+uijj3j00Uf5/PPP/c6VnFo8bg+VhS0seXkP9jYXIFztRs/tTd/RiehN38+BTqNTEZsazoU35+FyeFBplOhDWIhHJZqYdfdAvnnvQOcw3/heZkbM7MXajw8GnL9reSlTb8tj5/KunqimaisxqeGsn1/I+CuzyB6VwIGN/sOlB1yQgjFEGaNKrUShVATtY1Io6BxWrFIriU420VApsl61JW0c2FzNkGmp2Fpd+HwuNDrV935/3wdjuJYLb87lsye3BfSmXXBdDgbziWeCBZsn1oHP6+u00D/rqE7wLCdK652v2FugtQoOLAZHG2RPh4h0CIs925FJJBKJRCI5hSh8PWxa6m4scdyNFQo8nnOkNOl70NLSgsViobm5GbPZfLbDoanaynt/2ehnQtHBrHsGkd4/+ozH1N7kwGF1oVApcDu9fPnczpAf9mfc0Z8lL+/p/FqhgLm/Hkp7swOHzY1KpURn0lB9pBmFQkF8LzM+oCy/gexR8ax4Y1+nUALIG5+Ez+ujYF1gqWrO6AQ0OhX71lcy+cZc8leX01xrw+fz4bR7uOTnAyjZ28Ceb8tx2T0kZFoYf1UfopJMZ80kwuvx0tpgZ9/6KioONmGJMTBgSgqWWMN36herK2/jg79uCrl+3Z9HEZlwDjj4NRyB54aCL4jbY+pouPY9MEad+bhOJ7Zm2P4WfP17/+OZU2HOCxB+6ub9SSQSiUQiOT18V23Q40yW1xvaAlty+qkpbcFk0dHaYPc7rtYoqTjYSExKGPowTY+H3x4PW5sTl8ODQqHAGK4JGEhsitBhihCGCtXFLcfNpqjU/iV5af2iObilhpriFoZMS0MfrkGlUhKTEoZSqUBnVGM0a4hNSSMsUs8ldw1k8Uu7qSsVvVn5ayu45OcDMVp07FpZKtz09CoGXpBCr0ExNFZZSekbSVO1lSHT02mqtqJQKUjoZebglhp2LC3pjKWqsJlP/m8rVz40DEucEZfdjVKlxPgdMkinCqVKiSXWyIhZvXAfzST25O/SGC5KDhsqAvvUUvpGYgg/c89yXMLi4JInYOH9/sf1Frj0mR+ewAJoKgkUWACFyyB/Poz8KUEbIiUSiUQikZx39DiT9WPjXMhk2dqctNTayF9bidPmJqVvJCq1ktUfHMBp99BneDzZI+M5uKWa5lobcelm+l+QjCVaHyCIeoLL6aG+rI3VHxygprgVtVZJ3vgkhkwTgicYbY0OPv3n1gARCJDYJ4LkPhFsWVTUeWzI9DTK9zdSU9wKiH4urV6NRqvE5fSi0aroMyKO9P7RxKaZcdqFnbvOKISkKVJLe7OT4t11xGVY0BnUWOIM7N9QSWVhM33HJtFaa8NudbFrZRkc/W5XKhWMvKwXbY0Ov1lfmUNjyR2byM7lpdQUt2Ky6Bh2SQYpfSMxnisC5QQ019pY+MJOGqusncfiMsK56M4BhEedQ9bo9hZoPAIbX4KWMug9GfrNhYi0H6bYWPQgbHop+FpkBtz2NYTHn9GQJBKJRCKR9Izvqg1OSmRt3ryZlStXUlNTE5DZeuqpp3oe7TnM2RZZtjYnWxYWCYHQjZjUMMZekUVpfgOxqeF8/ereTgEBQkRcet9gkrMjUJzkB9aqw818+s+tAUN6Y1LCmHXPoM7s1bHUl7fx1X93Y4rQ4XF6qSluwRxr4NJ7BlFd3MLSV/M7Y+03IYm2JgfFu4ObNSRnRxCTGk5lYROz7hmEAgVLX9vLkOlpaHRqygoaaG2wk5gVgSXWQOm+BrKGxlFT3IpSqSAi3kBLnZ3FL3UrUVQqSOhtQatXMWByCkte2oPL4SEqycTQGeksez3f710C9JuYzKjLemEIOz+EVnuzQ/xqchIeqcNo0Z3RjFyP8LjB4wCN8YcprgC8HvjoFij4PPi6zgx3bwBz8hkNSyKRSCQSSc84beWCf/vb3/jDH/5ATk4O8fHxfh/gT/bDvCQ0zbW2AIEVmxbOiFm9aKxsx+304LS5ueqh4ezbWMmebyrweX14vT6WvZbPlb8dTlgIMXQ87G0u1nx0MEBgAdSVtdFY1R5SZOnDNEy+oS/Fe+rR6tVMuj4HvUlDeJQeg1nL9X8eTfHeemytTjIGxOB2eUOKrJzRiWz8vJD2JicOqxtzjIGxl2fSUGnli+d24j3qHrh3dQVGi5ZL7xnE/Ke3Y20WJYvDLk6n4mBzt/0SyBoWR/mBRhztbhztLub8egiL/7uHAZOS2fTFkQCBBbD323L6TUhCZ9SgPMsuhN8Fk0UnZmKlne1IvgMqtfj1Q0apgrzLQousXhOF0JJIJBKJRPKDoMefbJ599lleffVVbrnlltMQjqQ7Pp+P/NUVfsci4o2MmJnB0lf2+s080hrUXPLzAWQOiWPFm/toqbPR3uTA3uY6KZHlcripPtIScr14Tz0pfQP7ZtqbHCz53x4qD3UJm42fH2bitdlkj0xAZxDlgBHxXTOp7O0uLrt3EG63D4/bi1qtpGhPPeDDejQbA0LEe91e7O1uVr69r1NgdWBtdvLthwfpNyGJzV8Wdb6XDlfC7FEJRCaYWPjCrs5rCtZVEpVoYvavBuO0eRgzV4tSpaDiYBP5ayr83nH5/kYM4dqTep+S74nbCY4WUOtBF3a2ozk50saIUsimEv/jKi1M/j3oQs+dk0gkEolEcn7RY5GlVCoZN27c6YhFcgw+Hzjt/pbbQ6an8e37BwKGyjptQngMnZ7OtNvzqDjYhEKhQKU5yayLQoFGp8Ll8JCYZaHfhGRUGiVKpYKmaisafWCvl9fjJX9thZ/A6uDb9w6Q3CcSnSHwW87e7mLdZ4WdZhYKpYK+YxLIGZXAgqe3A5DUJwKdUY3d6qK1wY7LHty5svJgEyMuTu/8urHSSmxaGK31NrJHxPHl87sCrsmbkETZvkby11ZSc6QFFJDeL5oZd/Rn6at7O23P1Rol7U32E4osp92Nx+VFY1CjPoUGJD9KPG5oLIKNL0LxWuHAN/5+iO93/pljWFLg5i9h1T9gz4fgcUH6OLjocYjOOtvRSSQSiUQiOYX0WGT96le/4oUXXuCZZ545DeFIuqNUKsgemUDhttrOY3qThrbG4ANlm2tsRCWZKNlbz4FN1UfnIrnoNz6Z8OieGR4YzRr6TUjC7fISmWBkzUcHO+dyxaSGMeWmXHw+n1+JqLXVye5VZaG25MDmKkbPzvQ71t7k4It/7aClrssow+f1UbC2Eo1WRa/BsZQVNDBxXvbRZ/fgPMGsp+4Dig9tq+bSewaj0akCMnMqtZILb85FH6ahtKCBXgNjGDkzg4J1lRRuq6Wt0c7oOZl88+5+lCoFpkg99nY3Pq8PhVKB1+OlvdmJy+EGnwKlSgjj9Z8W0lJvIyHTwqApqZhjDKfU7fFHRfUeeHUGuI9+f9TkQ+EKmPRbGHM36M+zErvIdJj1BEx+WNjX68xgjDzbUUkkEolEIjnF9FhkPfDAA8ycOZPMzEzy8vLQaPyHt3766aenLDgJxGWYiU4xUV/WDgqRLToe1hZnZ6kcwNavitm/oYrLHxzWI2c5lVrF4GlpVBxs4uv/7fVbqyttY8HT27n69yMwRxu6Fnxgbw8tgDrK/rrTXGfzE1jdKVhXyaxfDGLs5VmYj4pErUFNVHLocjFDuAanTcSQMyqBPiPiqCxswhJnJD7DzMRrc3BYXZhjDFhiDeSvqSB/TVdJpkIBY6/MQqlScnBzNXqTGo1exdjLM9m7upyBk1PYtbKUrGFxNFRZwQcHNlVzeHsNAJlD4xh6UTpLX93L3m8rKFhXydz7h5LQ2xIy5nMCr1cMyXU0i/I1YxQYzvKH//Y6+OLeLoHVnW//AQOvOv9EFgiDjwjjic+TSCQSiURy3tLjH6/fe++9rFy5kuzsbKKjo7FYLH6/JKeWsAgds+4exMhZvTCGa1FrVShVwUsA1Zrgf51tjQ72bag6oUA7FqVKwfavS4KuOaxuyvY1+h3zenwk9YkAQKNXkZobRWpuVGdpYe8hsQH7NFVbA4514HJ40BvVWGINKI6aTWj1asIidWQNiwt6zejZmez+RphURMQb+fKFXWyYf5iNCw5zZGcthjA1hdtqWP5aPktf2UtkgpHxV/XpvN7ng7UfHyJnVDwKpYK2RgeX/GwAMSnhhEfqOLy9lvWfHaapxobH6WX5G/nsW1+J0+7BafdQsK6Sr17czaTrcoQodvtY8VYB1pbg2cdzAlsT7P0UXp4E/x4thgR/cAPUF57duOxNULkz+JrPB2Wbz2g4J8Tng5YKaDgMzeXwAxjGLpFIJBKJ5OTocSbrjTfe4JNPPmHmzJmnIx5JEMIi9Qy7OJ288Uk4bC4GXZgaVPwMnpbGgU1VQfc4uKmKfuOTOm2825sceNxelColJou2U8R0x+PyUl8m+qQSsyz0G3+0L0uloLaklZriFvLGJQHgdnnZ8205gy9MJS03EnOckbKCBkDYtFtbnMSmBWagIuJC/0RfrVWi1gX2fpljDIye05volDB2rSjF1uoiKtHEqNm90eiUtDXYGTojnUX/7uq/SuoTgSXWyJKXu7JyzbU21n58iH4Tkug3IYm9HSYjPijb10hCbwtGi46lr+aTPTKelNwotiwqYuY9A1FrlCiUCgZOSWX3yjK/Ek5ri5PyA02k9I2krKCRxkor9nY3RvM5aphRugk+ud3/WNEaeH0m/GSZ6CU6JzmHSjDb64Vz4KrHoa1aZAHH3gdDrheDlyUSiUQikfyo6LHIioqKIjMz88QnSk4pSpUSU4QOn8+HJd7IpOty2La4mNYGO+YYPUNnpKNUK/0G/R57vUIh5m6V7K1n44IjtDbYMYRrGHZxBn2GxwWIAIVSQXi0nvQB0ZhjDKz95CC2VtGXlZhpYVy3DJC9zUn+mgri0s3UlrWxfv7hzrW9qyvoMzKezKGBmSxzrJ7waD2t9YElYQMuSMEUZLaTUqnAEmtk8JQUMofE4nKILNI37+4nOsXErF8M8hswDELorf7gYNB3k7+mgpl3D+wSWYCtzUVYpA6FQoimpmorYVF6hl2UwbpPDpGSE4kpUofb6eGC6/uyYUGXcQdA8e56eg2KoaxAZPuCTTdwOT3YWpw019pQKMEcbcBo0aL+HgOke0xbLSz9Y/C11koo33b2RJY+EpKGQsW2wDWFAlKGn/mYguFywJZXYeVjXcdsjbD8z9BUDNP+cn6WNUokEolEIjlpevyj4D//+c888sgjWK2hy7wkp4+wSD3peVEolTDt9jyu/t1wxl6RRVujA1WIMkKA/pOS0RpU7FtfybLXCmhtEKLG1upizYcH2fTlERqr2rG1dvVNmSw6xl6eSUxyGGs+7BJYAJWFzSz6z67OfVAoGDI9DfBxaEtNwP0Pbqqmprg18Hki9Fx272CikkydxxQK6Ds6gbzxSbicoUuu1Do1RosOt9PLjqUlNFVbKdvXiK3NRXuzf3meSq3E3u4Kuo/PB+3NTrTdnA8TMy3kjUtky8Ii4GhvXJKJ5lork2/oK9wODRqSsyPRh2mYeG2O354avQqPS5RnRiWZ8Lh9eFxdz2K3ushfU8E7j2zg82d3sODpHbz36EYOb68NcJQ8rbjtULsv9HrxutBrHje4gvfTnRJM0XDps6KH6Vim/PHcyRC1VcGaJ4OvbXtD9JZJJBKJRCL5UdHjTNa//vUvCgsLiY+PJyMjI8D4Ytu2ID91lpxSwiL19B2T2CmILLEGlCoFTpuHlJxIyvb790rFpYeTMTAaa7O/KUZ38ldX0GtgDKve2c+k63LYvbIMhRIGTE7lqxcDbc9BzKWqPtKMUqXA6/WSnB3J+s9C9/HsWFZKUp8ItHr/b7uIeCOX3juItkYHbY0O1GolJfn1vPvnjfQZHse4K7NCltrpDGrie4UTlWyieE89jnY3bqeHpKwIjuzo+nAbrByyO2qtCo9biCJLrIHYdDPLXt1LY5UVjU5FWr9oaoqaSehtYeELu7C2dInRzKGxjJjZi4t/1h+FQoHH7cMco2f/xipUaiWjLuvN4pd2M/OugUQmCDFZX9bGmg/9M2tul5elr+Zz9e9HEJt6hmYmKdVgioX22uDr0UGy1tYG0a+16WWw1UO/udD7gtOT8YrLg5+tgS2vQfEaCEuAcfdBbN9zZ66UrQFctuBrPi+0VkB07zMbk0QikUgkkrNKj0XWnDlzTkMYkp4iyge73ALj0swsfzOfzGFx9BkZz+Edtfi8PrJHJpDUx0JYhJ7aktaA+Vod+Hxgb3NTXdTC5oVH0OhUFHxbSVJ2JI2VobOWpfsaqSttIzknktYGe6ezXzCcNjdejy/omsvu5dP/24rvmOUDm6pJzLTQb2Kyn118d1RqFX1HJbBzaSler481Hx7k4p8OwBSh6xxE3FxjJTo5jPrytoDrtQY1hjAN+Hxkj4ij77gkvnxuB7ZWF5Y4A+Ou7ENrvY3ErAjmP7W9c25WB4XbaomIN+KwujvLFFVqJQOnpHDlb4fx7fsHaa6xseebcsbMzcTW7gpZ1gmwa0UpF1zf98zYvofFC9Gy8z1hJ153AKz1Yk2lhawL/c+3NcK6f8Gap7uOHVoGllS4dSFEpHNKUamF0Jv6CDhaQa0DrenE151J1Ibjr2vP0+HJEolEIpFITpoei6xHHnnkdMQh+Z6YInRMvaUfLfU2qo80M3ByCpHxRnRhGrQ68dd8osHEap0Sr8fH4W21TL+jHwVrK3Ha3BjCNX6lgt0Jj9IT38vMl//aSXLfSJJzIqkrCxQyAL0Gx/qV5HXn4JbqAIHVwbavS+g1OBaTJbRxhNaoZsrNuaz5UAiaVe/sY+ZdA9m6uIjDO+rYtbKMKTflsuTlPX4iSalSMOm6bBrK27jmDyOpK2/D4/Yw8docDOEalEoFhjAt4KOmuDVAYHWwe2UZk67L6RRZHreX7V+XdGbt1Bol+nANjdVWvG4vvQbF0FRtDTrzrLnGhtvlPTMiy+OE7IuOOuOVw7BbwOuClX+HOf8OzE41l/sLrM7jpfDtU3DxP0DTs5ls3wmV5twdPmyKgYSBUBUk42tOPnfKGiUSiUQikZwxeiyyOti6dSsFBQUA9OvXjyFDhpyyoCQnh9GsxWjWktAruJW+PkxLTEpYUBFkNGtx2T34vD58iCongP0bqug3ITlo5kWpVpCaG8mqd/bj9fooLWhg0IWp7N9Y1Tm4uANDuIa0vChh1BGlDyjfa64JnS1rb3Lg8/qEBb0ClMpA8aEzqGmsamfCNX3Q6FVodCocVhdJ2RH0HZ2IzqjGGKHlqoeHU7S7nuojLZij9SRmRbBjeQnmaFEiaG1y4nJ6SMuLoqXexrqPC3Ha3fSbmIwmiNNhB067B2UQUbRrZSnjr+qDzpTO/g1VbFm4Ba/HR2xaOOOv7kPB2kqK99T7XRPfy4JaewYElssOh1cKu3ZvN/EYlwe3fCmyU6pj/onYOz/0frveg0m/AUvyaQn3nMUUA1e+Cm/MErPGOtBHwLXvgznprIUmkUgkEonk7NBjkVVTU8O8efNYtWoVERERADQ1NTF58mTef/99YmMDHeQk5wbGcC3Tbu/H/Ke2+WWmNDoVF1yfw4ajjoBavQqfV6SVKg420XdMIn1GxHFwc5ehhUavYvL1fXHaPV2uej5Y8+FBpt3Wj4K1FRzeUQsKyBoWR97YJJa+uhdbi5O5DwzFGKFDo1HhtLtRqhRkDo3jwKbqoHHHZZhpb3by7QcHUGtU9JuQRFSiCUN4l/OgRqcmd0wiH/9jK/Z2F0azhrxxSfQeEkdzrZUdX5TicXkYf3U2+zdWEhapp/xAI1uXFDN0ejo+r4/PntoGR7NpGxccpv+kZPImJLFxwWEK1lYwZm5W6Hdr1gYtleywl//qv3toqevq26ktaWXJy3u5+GcDqC5q6RSlKrWSfhOSUKnOgMhqrQoUWAA1+fDtE3DJE4Eiy3UcwxuPi84X+GMjpg/8ZAVU7xWzvWJzIGnIOWx/L5FIJBKJ5HTSY5H1i1/8gtbWVvbu3Utubi4A+fn53Hzzzdx777289957pzxIyakjKtHEVQ+PoLqohYqDTZij9FjiDGxeWERDZTsgrNP3b+z6ifzKtwqYefdAcscm0VjVjjnagNstHP2GTEsDBZ2frZuqrXz14i76DI9n6i15hEfrUakVfPrPbbiPuu3t21BF5pA4diwrofpICyaLlqEz0pk4rw/fvn+MzboChs5IY9F/dmFtFmYTBzdX02dEHOOvyu6c+wVgiTNy1cPDKVhXyZGdtUQmmtj05WGKdnVlilrr7dQWt1FbLIShzqQmJjWMr/+3l2PZ8005U27OxRShpb3JiUqtCGk3P3BKKvvWVWI0a+k9JBadQU19eRvtLQ4aq61+AqsDn9fHruWl5I5NZPvXJVhiDVx4Sy7hMaeh3C4YpesDBVYHuz+ECx4CbZr/8bzLYMMLwa/pMwN0Z3AgeXudKHEs3yZKCRMHQ3giqANt/88IlmTxK3v62bm/RCKRSCSSc4Yei6zFixezbNmyToEFkJeXxwsvvMD06fLDxflAeJSe8Cg9SVkRbFl0hHWfHsLnE9mpAZNSMJi1fiVsYVF6PG4fC1/YgSFcy6Rrc1jxZgEuu4eKQ02k5UVRsreh83y300vBukoK1ldyze9GsOSVvZ0CyxJnIKGXhflPbsN7NFvW3uRg8Ut7GDglhfFX9+l03TPHGBh7RSYHN9V0CqwODm6uYdDUNNwuD26HB7VWhdGsxRxjYPjMDAZOSaG+rM1PYAGo1P5liplD/DNoCqWiM4sHsH99JVnD4tm5vJR1nxYy5aZcNi88QlVhMyCygMMuTkelUZCaF0W/aAP7N1Vha3WS0NvCqNm9ObA5eIYOoOJQE2OvzKLPiHiMZu1x+86+E02lwu3ObRdzpnQm0RcUjLYQjoIgerU8QfrwonpD5lQoXOZ/XGuCqX8G/Rly/Gutgvl3QeHyrmNqHVzzDmRMOD19YacSlw2UWlB9z5loLju01UB7jehbM8UKB8YgJbUSiUQikUjOHD0WWV6vN8C2HUCj0eD1ek9JUJIzg9GsZfTsTAZNScXt8qLRiw98GxccRqVRolIpyB6VQMbAGFa8WYDPJwbzbl9azJQbc1n66l72ratkxh39qStt87M1Bxh3RRZ715TTVNVVYjZgUgqbvjzcKbBQiDi8Hh+7VpRx7SOjuOEvo/F6fajUSlZ/cICi3f5CCWDitdkc2V7LrlVluOwelGoFfUcnMnJWL0wROnRGDflrKohMNNJ/QjJGiw7w4XF7ic8wU13UAoherpZ6G+OuyMISb8Tt8KDRq6g63MKOZSVYW53ojOI/k/YmB6ve3sf0n/TD7fSAQkFYlI6wCB2t9XZ2rSxj0xdHOmOsK21j/8YqZt09iH3rKoOah+jDNDhtbhJ6WzqNLnw+X0gnRQDszeLFHTvgtv4QVOwAfFC2BQwRkD4ePF4wRYkP9loTaI664aWNCX2P6KzgrnhhcTDnBdj/FWz4NzhaIGsajPslRGaE3u9U4nHB5lf8BRaA2wHvXwt3b4aoXmcmlp7SWAL7F8KhpWBOgRE/Ee/tZIYV2xqFK+SyR4WoBuEWedUbYlCzKvDfaYlEIpFIJGcGhc8XytMtOLNnz6apqYn33nuPpCTR0F1eXs71119PZGQkn3322WkJ9GzR0tKCxWKhubkZs/kkPgidh7gc7k4XPbVWSfXhFtZ+cojGKis6o5rBU1PJHZeEy+Hh8PZabC1OskclUF3UQvGeesIideSOTSR/TQV7V1d07qvVq5h17yCszU58XrG3Sq2ksaodlVqJ0aJDqVSQ3j8agPZmB5/839aA8rysYXEYLVp2rSgLiD2tfxTTbumH1qhm96oydAY1WxcX01RtRaVWkjs2kX4Tk/nqxd201NnoMyKewdPSWPlWQVdvGZCWF0W/ickU767HaXdzaKvoR8sbn4TD6qJwm8gCXffoKCLjTTRUtvPeoxuDvs+k7AgSe1vYurg4YG3YxenkjEogPEZPe6ODwm211BS3EN/LQu/BsYRH6VB29Ge1VEDhCtj2JiiUMPw2kbUxJ4oMVv0hWP4oVGzvuoFCAZe9ILIdez6ChEEw7hcQ2UtYon9wI5RuCAz6hk8g80JxfSjaasDrEQYP2hPYmJ9KmsvhP2OOis0gzHpavJtzjboD8OoMMWesOzOfhIHzQNdDq/cDX8O7VwUeV+vgrg0i6yiRSCQSieSU8l21QY8zWc8//zyXXXYZGRkZpKamAlBaWkr//v15++23Tz5iyTmDRqdGo+v61kgfEENsejhulxelUoHRrO384D90RtdcpNi0cPLGJqJQKXDY3Kg0XSVL4VF6Lrg+h62LiineW8/o2Zm0N9nZ/U15Zz+XUq1g8vV9sbU60Zs06E1qMofEsmNZqV98WcPjWPZqftDYS/Y00NbkQOvwYI7Ws+g/uzvXPG4ve74tp7nWysU/H4DH5UFnUPPVf/fQUNHuv09+Axq9iqEz0vnk/7YCotQxZ3QCC57qEjEdLozlxwyA7k7FgSbGzMlk65JiP1+I5OwIYlLC+PSf25j766F8+PhmPEfLKgu31bLp88PM/tUQEnpbhMB65yqo3tMtyPWQMhKuflMYUhR84S+wQFizf343XPchrHhUGDPs/gCu/0QMEL7qNVj/Amx9DZztEJcL0/4Khmj47GdCzA29EaL7QNgxpjZny5rc6w4tsEAIznMNWxMsfDBQYAEsehAyp/RMZLXXw8r/F3zN7YA9n8LEB04qVIlEIpFIJN+fHous1NRUtm3bxrJly9i3bx8Aubm5TJ069ZQHJzl3MJr9e4U6sl0upwelUoHOoEEfpum0MdcbNQy/OIO0vCi2Li5h2Iw0Vry1j/YmB5Z4I0aLlg3zC/329Lp9LH+zgMvuHUxdWSuZQ+IYOCWFfRv8LeF9Xjp7vIJRW9yC2+1l98rATBdAaUEjLrsbQ7iWljpbgMDq4PD2WgZNTSNjYAwpOZGER+sp2dvQWepoiTN0lhKeKB/sdnmZdfdAqotacTncZAyMQQE4bR4mXZeD2+Vh0IWpbP+6pLMnzO3ysuTlPVz9u+EY9i3yF1gdlG2C4rUiQ7Xrg+A39/mgdBMkDoGKbSL7tOAu+MlyYS8+9hfQaxK4baKfZ+vrsPPdrut3vgt5s4Xb4Lkw80ljgNi+ULsv+HrGuDMbz3fB1ghHVgVf83mhpIeZJ49DZC5DUblD/D0rv2fPl0QikUgkkpPipOZkKRQKpk2bxrRp0051PJLzgLZGO811Nop31bNvQyX2NheJfSIYOzeTqOQwNFrxwc4QriW9fwxxvcwU7aynvcmBKULH9Nv7sertEB+QfcI90N7uYuviYq54cBhXPTycHctKObSlGpVaiSni+OYQ+jANYVF6vn3vQMhzlCoF+WvKiYgzhTzH5wOn1c2o2b1prBQljS67KKNUKBVccH3fTqOK5OyIkPsk9YmgbF8DWxcXE5McRkS8EZ1Rw8o3C6gpbhX7KSBreDxTb8ll2esFnUKrrdGBz9oA294I/cBbXoHZL4Az+BBoQHzI754paakQWRWtCb68X/QJxWTD8Fv9BVYH+Qtg0HWQc1Hoe5wpwuJgxt/g7csD16J6izlf5xo+z/HX3YFDqY+LWi/+viq2BV9PGiYFlkQikUgkZ5HvbEG1YsUK8vLyaGlpCVhrbm6mX79+rF69+pQGJzn3sLY4KT/QxMYFh9m+tARbqwufT5TEffLPbdQHGXRsMGkpLRDmFZOuy6G+tJX2ptAfKtubHOjDNDja3az+8CA6g4axV2Rx9e9GcOVDw4lMMJCaGxX02g7nxOYaG/EZZnLHJZI7LpHwaH+3ObVWxd7VFRjCQ5sDKJUKFEoo3FrD4v/uYdlr+aQPjCFvQhJXPzyc+F7mznhL8hvoNyFw6KxGp2LojDTy11SADxw2N0MvSufrl/d0CiwQgu7g5mrKDzTRZ/gx2SKvt6suMRg+Lyg1kDQ09DnJw6CmIPB4ey0cWCT+3HcW7Pkk9B4b/g2O4wi5M0nKCJj3LkQctZhXqiB3Ntw0/9wc/qsNg/j+oddTR/ZsP2MUTPlD8DWNAfrN6dl+EolEIpFITinfOZP1zDPPcMcddwRt8LJYLPz0pz/lqaeeYsKECac0QMm5RVujHaVKQeWhwJ4Yn9fHmo8OMuPO/tianRRur0GpUtJ7SCx9hsXT1uCgpqgFp81NTGqYn+17d2JSw6k8apFeWtCAvd2FxWggLLJLKF1wQw4L/72LhvKuUj+jRcvUW/M4vKuWtL7RDJicTFikHp1RzYiZGXjcXhoqrGxZeASf14fT5qG5xkZcerif4Okge1Q8ao2SgnWVgBCYq97ex9xfDyE8qsvooepwM+s+OcSo2b258OZc9m+swtbqIqG3mf6TUtDoVVx05wDAR1ONldZ6O43dHBe7s39DFdNuy+u0lVdrlaLsq+9M/3JBU6xwB/R5od/lEJEK0x+DN2YG1i7G5YlMSns3y3ZLChijoa2663y1FpzHGTbsag89V+tMozeLd5I8VAg/lQaMMT03jzhT+Dww6SH4+NbAdzjgKlCcRNYpeRjMfAqW/lH004Gw67/qdbCkfu+QJRKJRCKRnDzfWWTt3LmTf/zjHyHXp0+fzhNPPHFKgpKcu7Q1Oak+EpjN7CB3TCJrPz5I4dauD/RbFhXRf1IyQy9KZ/OXR2iutXHhLXmU5jcE6AGtXkVSnwi2LTnqxOfr/B8/zNEGZt83mNYGIVjCInRYW5x43B4SMiw019uIiDdRsLaChkorEfEG+k9KIToljGm356FUq4hMMLJ5URHTb+/H9q+LKT/QBIjSvT4j4+k7JhGlSunXD9Zab8fW6uoUWS6np9NBceOCwxgtWrKGxqHtLYYRL/nfbub+aihJfSKwtTqpKWnF5QgcZtyBx+31e9oxc3qj2/US9BoNMX2guQyueBX0FqjZC1V7ITxeCKikwXDzQljyMFTuFBmNgdeKEr9P7+jaVKmGy54TroRuu8gCeT1QuhkyJ0NNcFMR+l0h7nsuEZ4IZ2g01/fC1ix63a59T/xetkWUPQ65QZiLVO+BuL4929MQAUNuhD7TxGDmDqFpTjwNDyCRSCQSiaQnfGeRVV1dHXQ+VudGajW1tccZbir5QaA3qtDqg//UPSLeiMfj9RNYHez5ppyMgTEYLTpqilvZt76SC2/JY+Pnhzst2mPTwhl5aS82LOgyxIjvbUZnCP59ZzTrMJp1xGdYcLu8FO+uw2TRUZzfgCXWwKf/t7XTpKLyUBP71lUy/Y7+qLVKGiramHJTLhsWHObr/+1hwORUBk1Nw+P2otWpMJg1fPz4VmLTRUxrP+4yGeguuvD5oJvLubXZya6VZUQlmcgZlUCfEfGdMRjCtfSfmExtSWDWrAOlWoFSqSAmNYzRs3sTn25CtbwBPr9XZCiMMcLCvWIrhCfBgCth72ei5+qivwvThxs+Ff1ZSpX4cN9ULIwtmoohe4YoC7Q2CBc+UxwMuFrMWzq8Akb/HHZ/JOzZu2NJgbxLj2/pLgmN1ghF3wqjkgFXCec/W5OY91V3AG77+uT2VWtFyWRH2aREIpFIJJJzgu8sspKTk9mzZw9ZWVlB13ft2kViovwJ6g+d8Cg98b0tQlgck2DKHBrL/o1VIa/ds6qMIdPTKNpVx+HttTRVWxk6I53IeCM+n4/qohZWvbO/s19LpVEyaV4O+rATD1Vtb3Kwc2UpQ6amkZITyZfP7ewaeHwUnw9Wvb2Py+4bjC/exBfP72Tmzwey/PV8tn5VBEByTgRjL8/iy+d24fX6qD7SwtAZ6SjVCrxusZ9ap6Kt0U5YpB6NTk3/icmU5h8tfVTAhKv64PPB3jXltDc6iE0PZ8ycTCITTWj1aswxBiLijTRVB5bm5Y2NJyXNQ8o9fdBaIoU1+6ifQdFqYY7wvwvFsQ7y58OUP4K1XmSv+kwDU4z41VoF718HtgbImyPKCav2wIc3Q2sFJA6GaX+BC/8oXs7uD2HRAzDnRdg7Hwo+F6Jq0LVCfMkStJMnLA4GXQ/bXoctr/qvSZEkkUgkEskPju88jPgXv/gFq1atYvPmzej1/iYCNpuNkSNHMnnyZP71r3+dlkDPFj/GYcTHw+v10VDRRkl+A+s/9bdgnzgvm50rSmmusQW9NjHTwohLe7F9SQmlBd36sRQw4/Z+oFSw4+sSbG1OkrIjGTo9DXOMAZX6+P4sbU0OPv2nGFp86b2DUGtUfPZkCNc1YM79Q9j7bQUKpeizuuC6HNqaHSiVCioPNrHt65LOYcwA467KYueyUtoaHWQMiCY6JYzKQ83MuLM/xnAt7c0Ovv7fXioONjFwSgouu6ezj6v7M866eyDp/WMAaK61sfil3V0DkBWQPSSSsaMaMS24Gkb9FIbeDIeWQ+IA0YP1ye1QtZsAlCqY9x5s/C9c85ZwDARoLIJnB4k/j70X2qpg14eB1897F0wJoFSKfiG9RdzPffTv0RgjMiaS70drJSx8APZ92XUsOguufV+UgkokEolEIjnnOeXDiP/whz/w6aefkp2dzT333ENOTg4A+/bt44UXXsDj8fD73//++0cuOadRKhVEJYWhNahJyYmkcFsNtjYXGQNiiO8VTmNlO7tryoNem5wTyeZFR8gaEkfOqASKdtcBkDchiahEEyaLjpScCDxuHzqDGrU2sCzR6/HS3uSgpd6O0+YmMsGE0+mmtcGORq/CFKHD0e4KuM4PH7Q22onPMHNgczVer48FT+/otE0/FmO4FrfbS974JFJzI1n6aj5ej4/2RgfGcC0mi7ClrzjUhD5Mw+fP7Ah6z2/eO8AVD4ZjitBhiTVw6V252FqduBqq0WtdGIo+R7fgGSF01j8PsTlgqxdDiK94ObjAEi8FmkpArfM3VVBqwBApBvf2miD2CcZXD8HMJ+Hdq0Xmasojwsr9XHTpO58JT4TZz8PUPwvBpY8QGa7whLMdmUQikUgkklPMdxZZ8fHxrFu3jp///Oc8/PDDdCTAFAoFM2bM4IUXXiA+Pv60BSo5d1AqFZijDZijDcSl+yv43PFJ7N9YhdPuPxfIaNYSn2Fmy6IiKg80YwjXkJwTyeg5vbHEGDvP05tExsTW5qSl3k57swNDmAajWYvOqKGysJmv/rPLb/++YxK54LocjBYdxXvryegfg86o9stGdaDRqVDrVEQnh9FcY0WjVdHe7KDXoBgObw/sJTOatUQmmJg0L4fD22v5+pX8TjFWX9FGbJpwXTBF6OgzPJ7DO2vpNzEZlVo4MHbvv2qtt+OwuTvnfBlpwHjgdVjzVPAXveZpGPETUR7o9YpyvWE3i/lIHicUfAH7Fgph5fNA7qWg6/b3EZYAY34BVbuEEIvvH3ygcXOpsBgfNA92vg/L/yx6u3pqKy45MYZI8UtmriQSiUQi+UHTo2HE6enpLFq0iMbGRg4dOoTP56NPnz5ERkaervgk5xl6k5oZd/Rn16oySvbUo1Ao6DU4hrxxSXzz3v7O82ytLmqLW1FrArNVbY12lr1eQPn+xs5jUUkmLrqjP188t6OzN6qDfesriUwwYmtzsXHBYXoPimXCNdksey3QJW/sFVnsXV1O1tA4vnxhFwMuSGbPN+XkjkmkvdFBdVGXc6LRrGXKTX35+pW9QfunjGb/Err2Fgc+j4+WWhtul4feQ2IZdnE63753AGuLExACtZOWCmguCf0ym0qg9wVw9dtgSRbGFqufgIrHREnggKvgmrfh058K4RXdx9+YwtUGORcLE4xdH0L/K2DK72HpI8JsoTu2BmEFv/vjo5m0f0PCQND4lwZLJBKJRCKRSE5Mj0RWB5GRkYwYMeJUxyL5AWA062iptxMRb6Tv6ASUKgWmCD1LXtpNa0PXAGK9ScPFPxuAyaLzu95hc/Pt+wf8BBaASq3k0LaaAIHVwa6VpYyc1QuFAsr2NZDSN4rLHxzKlq+KaKy0YokzMGxGOg1V7aT3j2bLV8VEJhjJG5fEZ09toyS/gVGX9mboRem01NowWrREJZnYs7o8qMDSGtVEJZpobbShVCpRKuHbd/dzeEdd5zmVh5qxxBqYdnseVYUtxKaFoVQp8Hi8qFRKYd0d1w/4OPjLjO8PJRtg1wcw8Tfw4Q1dM62c7cIKvGI7zHsbIjPErKwO3E4oXgcfXC+yWAB7PxVZlMtfhs/vEcYYAGmjhWmGyyr+XLQG2ipFtkyKLIlEIpFIJJIec1IiSyIJhUqtJKGXhfAoPQ0V7djbXEQkqJj9q6E0VLRRV9ZGVJKJ6OQwNDpVl+A4iq3VyZFddQH7Gs3aTqv3YLQ3OdEaNYy7sg/l+5vY+lUxQ6anccH1OXhcPhQKcDo8WOKMlBU00ndMAkqlgqKjtu8NFe2s+eggKrUSQ7gGp83NlJtz6TUghqpDLdSXt3Xea/C0VHLHJHFkVx2OdjfxGWY0BhVJ2ZEc2VnnN/srNi0ct9PLkZ21bPz8MBq9igEXpDDgghTCzMkQ308IH1tj4EONuQtW/D9RIrjir4FDhkGII+hyp3O0Cft1Z6swyvD6l21ia4SVfxNCa8urQsRNeggOfg05M6HPdBh8g7hOYwr5viUSiUQikUgkoZEiS3LKUamVnT1b3TGaNYRH69n4+RGKdtWhM6oZMDmF/hOSO/uUXHZPsNnDNNVYSc2LCnnPqCQTPo8PtU7Foa1ixtPqDw5iNOtY9np+51DjxMwIcc6WatoaHVxwfQ72bkYZHreXtkYHWr0Kn9fHstcKuPw3Q3G0uWhtdGA0a2iqtvH+Xzf6aZ7MobHkjU/i4p8PwGX34LJ7KD/YSK9BsSz8967OZ3LZPWxbXEzlwSYuurMfRmMsXP8RfPHLrn4pYxRMfBBKN4nZVtFZULkj9AsvXAm9Joq5S9veEiWFFz0usl3BqNgmslb6SLj5C3BaobUa3pojSgXD4mDyH8HRLGKRSCQSiUQikfQIKbIkZ4ya4lbmP729U3A4rG62LCyi8mAT03/SD6NZh9agRqlU+M240hrU6E0aIuKMGMI12FoD3QPHXp5JeJSeb9/37zU6vL2W7BHxnZbqZd3KELUGNbGp4Z39Ut0ZPSeTwu21XHrvIOxtLvLXVOL1+Bg4OZlV7+wPON9p96DWqNixtITyg03ojRr6TUhCq1ehUivxuLx+51cWNtNSZ8OoV4nSvoFXQ/TDoNKCWg+r/g7Fa8XJHhdojP7zsboTFid+r9sPS/8g7NdDnduB2wFbX4WkQV1lhx201cAXvxD9XUNu+H4DiB1t0F4DjlbQhYvhx7qwk99PIpFIJBKJ5DxAiizJGcHa4hQCKEiWqvxAE631doxmHUazhr5jE8lfU4Fao2TM5ZkYzVqqj7TQUm9j9i+HsPLtfVQfEQYV+jAN467MIqG3BbfTi8Pm7yhYuK2G6T/pR0u93a/PS2dSc+FNuVQcauLyXw9lx7JSmqqtRCQYGTItDbVOSVwvM/lrK9n7rbCkTx8QHTj/CjBFaOk/MZkFT2/vFIfWFiebFxaRmGVh7OWZrP7gYMB1Zfk1JFTfD6PvhtVPgb0JMiaIEsIOgQVirtKAK2Hbm4EvT6EQJX5OK6x97ujLrhPlgwpF8BLDsHhhhqENEzbi3QVWd1b8FXpPhoiU4OsnorUSlj0qhhx7PaIHrf+VYgCyWQ4ul0gkEolE8sNFiizJGcHlcNNQEaJ8DSjb30R8LwsanZqRl/YCn4/0/tFsX1ZKVWFz53kGs4aLfzoAnVGD1+NDZ1RjitChVCrQ6Lz0GhjTNeAXMTx56Wv5jLgkgxEzM2iobEerV6NQKti86AgXXNeXQ1urGTI9DXu7C4VSwaFtNRSsqWDyjbmdAgtAZ1AHzXrljU9m25Jiv+xbB5WHmhlwQQo6kxpHu78ANGjtQhytf17MqZr/MyjbDKN/Dhtf7Dqx4AuY944QQ91nZSkUMPclYdXudkDL0Vh9Pji4FAZfD9vfDnzZF/wWNr8iHAvrArNynbRVg+Oo22J7vbCJN0SBKsg/G/ZmaK8VmSu9GXQWWPJH2PNR1zk+rxBcLivM/jcYLKHvLZFIJBKJRHIeozzxKRLJ90epVKBUhS47M4R1fXA3WXSMvyqL2rI2P4EFYGtx8ekT21AoICYljPAofactulKlpO+YRHQmfxHgcXnZvqwEQ7iWxop29m2opL68jRm39ycmJYycUYkseXkPS17eg9vpYeeyUlJyowIMOBoq2onvFSgMopNMnZm1YNSXtnDdXRauuzeW4VOjUSoVKBSQkqaAmnwo3wrb34J578Lou8DeAiPu6NrA64ZP7xQzr274DMb9EmY8DvdsEWYVOpMowUsb3XXN5pchYQBMfwyiM8Wg4pThcOWrUL5N3NPeLMr3QqHSCkG17W3Rr/X6JfDN34W1fHeay+Gzn8Hzw+GlSeL3r38PuTNBpQncd9+XYA2cSSaRSCQSiUTyQ0FmsiRnBH24lj4j4tm/oSpgTaGA5Bz/WWsOm4fdK8uCb+YTvVbDLg50vzPHGLjyN8PZ+MVhDm8TH+R7D41l1KW9iYg3MvbKPnhcXtQ6JSqVErfby55vy2lrdJDeP5qSvQ2AMO9wOfwzT3VlbYy8tBdGs9Yvo+X1+kTfldu/76oDncqKcfkvMVZuZ1jfK0m+/QGsbjPGHb/vOunwKjjyDfSeAko1jLsP+s6CLf8TYqj3BZA4AMJTIGtK4E1UGhh4DWx9DVw2kc366iEhtCY8AImDIX8+fP0HMZ8LhIW7KUb0SjlaA/fsfyXkfy7KBjv49p+w7Q24famwjbfWC4FV9G3XOV4P7HxPWMAPvRk2/y9wb2sjRAd9XRKJRCKRSCTnPTKTJTkjaLQqRl0mhI4fCph6mzC96I7PJ4wxQtHaaMcXrN8IiIg3MuXGvtzw2BhueGwMU27I7byvWqNEZ1R32sbbW50c2CiEn1KlwO0Uluc1RS2k9g101lvz0SGm3JwrnA6PJuZqS1rpMyI+ZKwZfVTCHdDnQ13wEUnVr5HR14CmaGnXSWqdyE4NvVG4+u36UMy9uvj/YNYz0O8K0EeDPjzkfQCRqUocJJRr35lwwe/EoGKNARoOdwmsDo6shlu/hrg8/+PJw2DcvfDt/wXeo60G1v9HlCi21/kLrO7kz4esqcHXDFFiIPKqv8Mnd4jnbQohqiUSiUQikUjOM2QmS3LGCI/SM/uXg6kvb6d4bz1hETp6D47FFKFDo1P5navRKUnINFNVGLwMLy7dTHuTg7DI4MNyNTo1Gt13+/aO722m75gk1BolhjANyTmR7Fxeis6oJirJ5NdL1lJnY+Xb+7jk5wMZcUkGKo0SrV6FtcVJZWETzTU2v70nzo7FVPCK6Ec6inLb62hH/1zMqnr/OrE2+9/C5a9oddfFK/4C4+8XPUwbXxSGFfPegcQhwfuiwuJhycOQN0fst+dj+PQOYXJhSoDbF8PAebD9TbCkw9AbRAarqQhmPw/acDE3yxgFkb1gzdNCSAVj78cw/j4huELh9Yhs1rGMvguqdsInt3UZc+z+EMIT4dZFENU79J7HYm8RvWB1B0BtgOjeokdNrf3ue0gkEolEIpGcYhS+UOkACQAtLS1YLBaam5sxm81nO5wfFZWFTXz2xLYAg7yIeCPDL8lAq1fRa1Ds97qHrc3JkR11rPv0UGfmLCxSx7grs9i/sZq88UmU7Wvg4OZq3E4v6f2jyR2XxPrPDnUabFz7p1HY2pzojGqqCpupLGzGZFaRk+sh7OCb6Ha8GHjjuzYKB8CmEqjeC+HxIivktgtxdGhZlwCZ9w588hNRBqgxwl0bIDLdf7+WSqg7CFojFK+Dmr2w833/cwZfLwYcq/SAFxbcA6Ubu9ZTRsCc/4BCDaZo+PJ+f+OK7oTFw0+WCZH2n7GhX/CN8+HtuWBOEcYZpli44hX470TIGNeV0arYLnrAek2EK18T5hknor0O1j4L65/relcaI1zxP8icIrJ3EolEIpFIJKeQ76oNZCZLcs5iDNcy/Sf92bq4iLrSNpRqBVlD48gemcCy1/IZelFa57kuhxt7mxuvz4dWr8IQ9t0yGc01IjPVQXwvM/0nJgMKRszMoPpIMxFxBub8agiNVVaK99bz1Yu7cDtFZioh04I+XENUkommGit7vi0nKsnE4CFOjO9OETOujkVjEGJIaxQ9UbZGWPJbkRXSR8DQm6Df5bDgbpHlOrBE9GTt/0qU8TUeEVmfjmxNczm8c6Uw0TBEwnUfwrJH/O85/TFoLoX/ToJbFoo+q+4CC4Sz4ee/gEkPwfI/w/DbQous/lfAppcg80JIGAhVuwLPyZ4hShV/tk6US6p1Iv7mUrjqdfFc7XUw+fdi1lfdIdAaRJ/XdxFZRath3b/8j7ms8OGNQsTG9DnxHhKJRCKRSCSnASmyJOcsKo2SbUuKyBoWx7CLM8Dno2hXPV+9uBuP20tMquhPaqmzsemLwxzcUoPX4yMuI5yJ12QTnRKGWqMKub/D5mbTl0c6v84dm0h8hpn1nxV2GlvEpIZx4U25GMxaSvIbOLy9FrfTi1KpIGtYHKPm9MYYLsROeLSePiMS2DC/kOzcODIi0qC+MPDGI+4QmSC3Q5QIdjeWsDcJ4TDgShj1M9jwbyHCYrJh+O1QtAZWPwmWD2HknSIbVrULpvxelOc524QtfLfyRBIHid83/heUKlDpxD7BKFkvhF7+fCGy8mZD/gL/cyJ7QeZkePca2PEOXPEqLP2Tv9BKHw8XHzXJ+Pb/ujJNw38i4vnyXlBqRA/Zpv8Ky/kOYnNg3nvCFTEU7bXwTZB+MRDvYce7MPWR4OsSiUQikUgkpxkpsiTnLCaLjrxxSXzz3oGAtfBoPZHxRtoa7Sx4ZjstdfbOtZqiVj755zaueng4saldRhHWFgdejw+NXo3OoMbt8HT2W5kidKT1i2LTl0cwmrU4bG48Li91pW3Mf3o7V/52OAMmp5AxMAZrsxOn3c2RnXUsfW0vo2dnEpsSjtagJm+cGLK7enEFEde/TcQ3d0PFNhGAUgVDboIx94isTlMJrH4i+MPv+QSu+1iIrKypQkx9dItwGuxgxztw0d+FS+DaZ46+mARhoDHoWuHwB6JMcP0L4s8qLTiDOAl2x3l0ztgnt8NPlsOQG2Hjf0S5YtZUIfg6smzWBnHejL8JcdRaLeZvGaOhOh+++Yf/3tnTj/ah+USM+Qv8BRZA7X6RmZvzH5Fty7wQzEmiV6wDjwuaj2OUUbdfWN8r5T9xEolEIpFIzjzyE4jknEWhVJA5NA6H1c3WxcW4HML5LyHTwtRb8giL1HNoa42fwOrA5/Wx4bNCpv+kPx63l6LddWxbUoytxUlCpoXRszMxReqwxBlob3Iwdm4m+jAtOSMTcDm9jJgVTn15G5sXFuGwujm8o5bcsUlsWVjE/o3+NvTzn9zOJXcNoNfAWAzhWgZPSyV7ZBwuhwfH5e+h9TahcFlFKZ8pVsy0ApGhctkCYhcP4BMiIaYvxPeHJb/zF1gdLPkdXPdBl8hqrYKPbxUztwpXiIHC4QnQVCzWXTaRqToeuqPCtL1WCMM+00T2qvEIrPx/on+qO9Z6+OyncM3bonfMbReOiDuOGYRsTobGIvFcIATXhzcHj6HhsIh95d9ElmzYLTDlD+L9gei9ShgIxSEycr0mSoElkUgkEonkrCE/hUjOaQzhWgZPTaXPyHgcVrdwAAzXojeJIbeHd4Qealt+sAm71cmmz49wYFN15/GSvQ2U5jdw+YPDGDGzFwfjqrG1OVn6ej50M9noNSiGydfnsOKtfdQUtdBneHyAwOpg9fsHiU0zExahQ6VSEh7VYboQBiQED1Ad3BmxE50JLn1GiJ1j+6c68HmFcURkhhAwHaz/N4z8qXAobC4V/Ul1B8Va/SHIvhgOfBW4X9Y0qNot/pw8TIgZEFmj6j2BAssvFp8QWACudiH4uqPS+otKr6dLcAWjtQr0Fmizi7LK7Isg52KxZoiAqX+CV6YHXqe3iOeTSCQSiUQiOUvIOVmScx6VRoU52kBsajiRCaZOgQXCCTAUepMGr9vnJ7A68Plg5dv7iIgz0HdMAms+OuQnsACO7KzD1uYiNi2csEg9LntoQWC3ulC42sUcqtZqAiwRg6ExQtLQ4GvmJFESp7eITNTx8LhAccx/ylU7RaboxgUQngQXPNy1tuAuYTbRd5aYpwXi95yZcOEfYf8iiMuFS/8F+EQGLSIZ4vuFjiFhgMg+dVB3UAxA7k5zidi3E4UomwyFOUlk+1JGwJx/i2esOwi2oxm9uH4iY9f9/SQMgFu/EuWVEolEIpFIJGcJmcmSnNfkjE5g+9clQdcGXZhKQ1V70DWAhop2fMDBzYEirIOCdZXkjU8iOtmExxNcOCVnhXHhpVqMK34JR1aJcrzRP4d+c48vkDR6mPpnmP9zaCnvOp40FC57TrgFlmwQPUlxeeLrYMTldZUDdmBJEXOjYnLAkgg1+2HyH0RZobMNXpkKM58UYsvedLSE0AeFy8EYIzJBHgcsfADaqoTJhjlZmG9secX/XiqtcCRc8ruuY7s/PuoguLgrW+X1QPFaGHi1GD5c8LnoF9vyauAzJQwQgnXYzeIZlj0qygcBek+GWU9DVC/IuQSShggxptSIvi1TTOh3LpFIJBKJRHIGkCJLcl4TFqln4rXZfHuMOUZqbhTZI+MpK2gMfbFCJHDaGkMM3AVsrU4Ssyw4rW4M4RpUGiUeV5dznz5Mw9SZSsI+mt41uNfeDIt/KwTG5S8Le/IO3A4hFlqrxc114XDZs6I0ru6QyPRE94G3Zgt7cxCCZPpfRa/VsZbwI+6E2gIhYLoz/DaY/zMh4nweIZR6T4SUYWKAr0otSgDXPiOEjrMN3prbZXqx/U2RRbv8ZfjqIWG6kX0xXPBbIWp2vCOeI3W0cEJc87Qw8ujA2SaMN677EBY/1FWqeGQNzP0PZE6FtU/D+F8LEbbj3S4xljEexv9K9GMNv02YbHTn8Ep4Yxbc9rUw2TAniV8SiUQikUgk5whSZEnOa3QGNTmjEkjtG0VJfgMOq4u0vCjCow0YzVoSMs0oFMGr99LyotDq1WQMjOHIzrqg+ydkWlAqFcRlmNFolcy4oz9fvbgbn1dsOHi8GeOGP3QJrO4cXiXMIjpElr0ZCr6ARQ+KeU4gMkgXPS6s06sLIDZbuPW1d4un8QhsfgWu/xi2vQmlm8SeQ24Elx1isrrOVShg2G0inrLNsO454eKXPEyIlSPfBMaZN1tk0zoEVgf2ZiGwxt4DC38terhG/VRk1tLHiXtpjPDevC4Hxe7E9xcDkUf8RJQsKhRQuw8OrRDCLGGA6OFKHg5j7xOuhyqdKFf8+DaY+KAYNhyM5jKo3ClElkQikUgkEsk5xnnXk/XCCy+QkZGBXq9n1KhRbNq06bjnf/TRR/Tt2xe9Xs+AAQNYtGjRGYpU8n2wttpprGrn4JZq9q4up7a0lea64E58Wr2aiHgjAyenMGJmL+J7WTCaxewqo1nH5Bv7BlxjNGuZcHU2Wr2a1NxIjJbA4cVKpYJRl/YmLt2M3qRBpVGR0jeS6x4ZxejZvek7JoG8EeEoi78N/SD7un2/1ewTQqdDYIEo1VtwNwy7HQxRYshw45GAbTi8Ulifj7kbJj4AEx4QZhff/gOq98J1H4kSuus+BHzw9R/EdQe/Fg6BjpbgAquD7uWK3Wk80lXyqLeArQE8TuHcpzGCxgRXvwm5l3b1hRki4cI/CVOO3R8KofbhjfDBDaIEsNcE2PoarH9ODBSuK4Bv/ylmh8XlCtGXNgYsqcLUIxTF60KvSSQSiUQikZxFzqtM1gcffMD999/Piy++yKhRo3jmmWeYMWMG+/fvJy4uLuD8devWce211/L4448za9Ys3n33XebMmcO2bdvo37//WXgCyXehvdlB5cFmlr1egMfdVZrXZ0Q8o+f0xhxtOM7V/mh0KjKHxhGXYaZgbSWt9XbSB0ST0jeyc5/wKANzfz2UtZ8conhXHT6fGEI86docIhON/vtpVUTEG8VwZBAZFbUueCYLuuzQ7S2hh+f6vMLu/OrXu5z9guFsF/f74j7xdWyOEFa7P4L6w7D/S2Gn7r+52N/RKoRQn+kio3RktRg47HEGliAei8ctMm7z3hMCyucRPWD5C0BrggFXwSVPwrS/gtsG2nARx0uT/PeJ7y/61F6Z6u8yqI+AK16GrW/AhPuFE+LlLwtXRWOUmMUVjKjex49bIpFIJBKJ5CxxXmWynnrqKe644w5uvfVW8vLyePHFFzEajbz6apDGeeDZZ5/loosu4sEHHyQ3N5e//vWvDB06lOeff/4MRy7pCfY2F1+/mu8nsEAYVBzZXovbfRzb7yBo9Wqik8IYf1UfZtzZj7xxSQFCLSLOyLRb8rjhr2O44S+juezewST0tqDWqI6/uTEaJj0szCqUQc7tO0v87rZBQ2HofWoKhBgKiw90CuxApfWf/VS7X4iujAnQXBxEYAGZU0S/lzFGzJha+idY/DvAB9e+D1GZQiSqNIHXgrCZV6nhwkfEs6o0ojSwbr+wU/d54KWJsOm/QizF5UFEqhBAV73hb/wx7VFRBnjsbDB7Eyz5vSgbtB3todObRaZuzL2h30Xm5OBrEolEIpFIJGeZ80ZkOZ1Otm7dytSpUzuPKZVKpk6dyvr164Nes379er/zAWbMmBHyfMm5wcEt1Z09T8eyc2UZbQ3Ok95bqQz9La81qDHHGLDEGTGEB5YPBtBWC1V7xEyorAtFpmfIjV3rF/5JlP+BKKuLCyxb7CQ2R2TDwuJFT1Uwht0iskfdObAE+swQzn/HoguHUT8Xg3nfvly4+NkaRengrg9F79fF/ycEXigxM+ZucW76WFE6+NJEMXB40YPwzpVC2M18ClY/6W/hrjeLsr87VsJdG+CerUKEtYeYa1Z3QIjUA4uh+WjpolIFg68T2a/uaE1w7XugMwffSyKRSCQSieQsc96UC9bV1eHxeIiPj/c7Hh8fz759+4JeU1VVFfT8qqrgA2UBHA4HDkdX6VdLS8v3iFpyMrTW20OutTc5AuZZnRVaq+Czn4leqe5M+SPM+Y+YKRWRDgaLOO5xwbhfwv4gA4CVapHxaquBhP5wwUPC0GHdv4QoMkYL8whTjBA33VFpxfrUR4Wd+frnRd9U+jghTjQmYTRxrMU7iDK8A0ug/5Xgc4us0/rnxblRvYUzIQhDDnzwwfWBw4N3vg+xucJxcPubYtBxfB6YU8AYKVz/DFEiO1cW2iofEMYXX9wn7n3z56InKzxelCEOvUn0nukjxCDib/8pnA3H3SdKCiUSiUQikUjOIc4bkXWmePzxx3n00UfPdhg/apKyI4IOEAaITQsPWU13xvB6Yc8ngQILYMVf4WdrhVjqoK0Wlj0iBMqsp2H5X7rK4sITYPpjsPE/QkyAcA4cex8MvEa471kbxL7BjCtG3tkl5HJnicG9jmbw+oRYKtsiZl+F4tBS4fKXNFjEcskTIvumUgtTCmsjXPh72LcwUGB1sOVVURpYfwhKN8Bnd8KYX8CoO6F0M+x6T8zsuuBhkZ061m4eunrXQGTENr8Gkx8GlELIffN3EZ/L2tWjVbIB8uYcX2Q52kRJ5a4PhMV8zsUiK2eKFXFo9KGvlUgkEolEIjlJzhuRFRMTg0qlorra/8N3dXU1CQnBB74mJCT06HyAhx9+mPvvv7/z65aWFlJTU79H5JKektwnEqNZi7UlsCxw9OzeWGKNQa46g7TXwIZ/h17f8Y6wZe+gdJM4BuKD/iVPiAyUQiGGBn/9RyEsDN3EgkrVZU+uMYoSv2PJmi4ySN1RKOGDG4VVOsDQm8X1odCahOh4+3JoLBIlfhnjxZwvr0dkjsLiIXUkXP2WOGfLK+L3DlrKRb/ZhheEkKraLZwDU0fAol/791mN/GnwdzfuPtj+Vrd3+DaMvEP8ecv/hMBrLgu8btsbkDwk8DgIo5D8+cK9MTwBTHFiTljJesj/AlxtMOBqkfWTVvASiUQikUhOIeeNyNJqtQwbNozly5czZ84cALxeL8uXL+eee+4Jes2YMWNYvnw5v/zlLzuPLV26lDFjxoS8j06nQ6fTncrQJT0kIt7IZb8czLfvH6DiQBMA4VF6xl6ZhSXuuzsLnjZ8XrA1hV5vqRCDuRQKcd66brOeStaLXx1kzxBuehMfBHNi8P3MiaLfq2yzEBVKDYy4HRIHCgHkF5tbzLfq4OAS0Rt28Ovge4/8KWz+nxBNCiUMuQHevVrEH5kh+q3WvwCHV4hj8f1g2l9g+9tdeyYMFD1hGRPgy1/BZc+J2Vl7PhFlkO01QlQWroDRd8Gl/xI9XE3FEJMtjjWXwsGlXXF5XXTWhTqthMTWKDKLwXrt2qphw39Els3eJDJgllTxforXiP6wg0vF+79xvhC8EolEIpFIJKeA80ZkAdx///3cfPPNDB8+nJEjR/LMM8/Q3t7OrbfeCsBNN91EcnIyjz8usgj33XcfkyZN4sknn2TmzJm8//77bNmyhZdeeulsPobkOxCdFMaFN+fisnvwuL2ds7DOCbRhIttzYHHw9bzZQmCB6MXqyOQEw9oA0x8/cSbFnAh5l0GfaYAidJmbPgKypon+KBC9Y7YmEdOxphkZE8VzfHHU9CJluJg91TG5ecbfYP7PRK9YB9V74eNbhegr3STEy7h74fN7hNCa+STU5Au7+IzxQqjt/Uw4Cl70dyFymkrhytfEMxSuEJmtY+dh5c0VmT2XVbgIdsSuUAob+uShYhBz4iDRy6W3BL6Lyt1w4R9F71z3v4PoTJj7X+F0aG+CuoOw5XW44LeiTFLynfEd/V5RdHy/SyQSiUQiAc4zkXXNNddQW1vLn/70J6qqqhg8eDCLFy/uNLcoKSnxc48bO3Ys7777Ln/4wx/43e9+R58+fZg/f76ckXWe0JN5WGcUvVlkhwqXB86YisyA1FHdzrVA1tTQQ3VzLoaojOD278HQnOCdaAww/j7Y+4kolwNY+kdhyNH/CpF98rhg8PUQ21fMz/IdtcrXmaG9Tvw5YYCIubvA6sDrgU0vCTMOcxIUrhT9WPWHRB/X9R8L6/jtb4vMVge7P4LEwUKIaU2iRHL/IpFxGnkHxOQIt8JDS4VIazgshNvIO+HQMpFpmvG4uGbPJ6KPKzZHzCALJrLMicKs41iRW18Ia5+F4bfCmqfFse1viOxgqGyixA93bS32/ftp/mw+Cq2WiKuuRJuRgTpKmpBIJBKJRAKg8HX8KFISlJaWFiwWC83NzZjN0jJachS3Q1ifL/6tKP9TaUV/zwUPQUSa/7kNh+G/E4Wg6Y4xCu5YBZHppzY2r0cInmV/Ftk2lQYGXgsTHxAzrLrTWgWvTBele5YUUbb4xX0w8GphGrF/UfB76CPghk/gq99A+dau4wOvEde6nfD+tcGvnfgbYdBhSQGtUVi2r30WKrdDeBKM/YV4VzvfF1bth5YLowqNXpQhHiuaci8TZY1hsf7Hi9bA6zNDv6d578L713U9z13rhWiUHBdXTQ3l99+PbctWv+OWObOJe/BB1NHRZykyiUQikUhOP99VG5xXmSyJ5JxBrROOfPPeFYJAoRQDf7VBMk0RGXD7ciF4IlLFufZm0cN0qgUWiKxYbA5c/tLR/iyFsHkPVmIYngAX/0OIl+YyYZIR1VtcF36crI4pRpQWdhdYMX1EWeKW1/zdAo9lxztCEK1/Xtjav3NFVzatrUbM7xp2CyQOEIIqfQxsfUNk1oKVXhZ8DmPvDRRZx+ubA/8sZO6lYIg8/vkSANpWrAgQWADN8xdgmTNXiiyJRCKRSDiPhhFLJOckxighlCJSgwssEKYMGj3U7YfPfgof3yKEgccBnhC26KcCXbjIFlmSxf3b66D2gMjAtXabFZc+Hm5cAPH9YcnvhFGE1gzZF4fee/TPRflfd0bcIazq1TrRSxUKZ5swyxh5Jyx6oEtgdWfr66L3Cp94hkHXwv6Foffc82ngsZg+oc/XhdNprGGIhPG/OnEppgR3fT0Nb78Tcr3hnbfxdpszKJFIJBLJjxUpsiSS001zGbx+icjgeJzCWOLQMnh5CjQeOf3393qErfqyP0PVLmH0ULEDqvaA0wYKRPZr5hPCXh6vEIx6i/j62MFk/a8UphkX/FY4DXZkvOL7ib3Lt0KviaHjyZwC+xZB5Q646G9iLlgwGo502dqrdYFxdCeYu6ApVrgbBmP0XbB/iegFu2OlyN5JTojP68Vns4Veb7eCJ8gcNIlEIpFIfmTIckGJ5HRTuCL4jCeXFdY8I4RMqCzYqaCpBLa9JQYkL3qgq+QuMgPm/EeUOTYUwrdPQFuVmIfVXg/vXiWySdd9ILJfIHqpitfCf0YL8ZYwQFi2f/UbkQlSaYUdvC4c4nK7rutAa4KhN8H714vnj+wFlz4L7wXp3wqL6xo0bIyEfpfDzveCP2PebPF7h9mH1iSunfmkuMeWV8T9TDEw6WHImQFKtRBxajmy4buiioggfNpUGl5/I+i6+bJLURrPERdQiUQikUjOIlJkSSSnE5c90Dq9O4eWChvx0yWyfD44sATSRgvr9e40FokhxLctEc5+ORdD1oVQsgmiMoWBRXOpMIfImg795sKbs0U2roOq3cLm/crXQKGCvDmw+0P46iEh4A6vhN0fCwv3rAuFI+Huj4WAaiwSmbzKnWLYcemmrn1VGuFE2IHbBUNvFI6OxzoeDrsZDBGw60PhaKhUC6fA5OGi5+zCP8Kon4ryTLVBZN6CZb4kJ0Sp0RB5/fU0z1+Ap6nJb02Tno5p9OizE5hEIpFIJOcYUmRJJKcTpVqYToTCEPHd7dtPBrcN1FrY/HLwdZdNGHLkzRbC5t1r/Nczp8BlzwtzjxV/9RdYHbTXQUMRlG0RvU3Ve8SsrPevE/b1V74uBI7eItY0BlGuZ06Clf8P9i8W9+kusi59Tgikzueww/LHRCwV26FyF/SdKUoUNQYx86pqd9f5hcuh92QxDys8PtBVUXLSaFJSyPjwA+pf/h8tS5ag0GiIuOJyIq+9Fk1Cwok3kEgkEonkR4AUWRLJ6USlFgYPuz4Ivj767tA9SacCpQ4saVC7L/Q51XshbSysfyFwrXAFZF8kBhy7bEIQFq8Vwszbrfemaic0HRHuhJN/D44W0XNljBa/rHXw3jVi+HIHhkjhgLj9bTFbLGuqsL8fdguYU/yNKHRhIrNWu0/0hKUMhxX/Twx9zr7IX2B1cHgllG8RYkxyylAoFGjT0oj//e+IuftuUIA6KgqFRnO2Q5NIJBKJ5JxBiiyJ5HQT1RsmPACrn/A/3mc6ZM84vfdWqYT7YWSGv8DpTtY0YcoRDH0ERGeKksftb4pMVp8ZcN1HsPB+UfIHEJEuSg4rd8BHNwvTiZhsIbYi0uHb/wu8v60RFv0G5v4HCr8R4kpjhFdmwKB5MPl3QoDaW0RvV8GXoneseL0oHYzOFA6Cez8L/fybXobeF4geLckpRanXo0wIMhZAIpFIJBKJFFkSyWnHGCUG7Pa/Qli3u2zC9S4yI3C20+kgPAnG/Qo+vDFwTakW5hUFnwe/duYTsPRPItvVwZZXYN8XoufqnatExilxsBBzix4Q57TXil8gTDDqC4Pv33gEUMDh5eBqF71jbhtsfU2UC479BeTPh89/4X/NwcUw6xlxrfc4NvheV3CLeIlEIpFIJJLTiOz+lkjOBIYIiM87anv+KKSOODMCC0BngrQxMPVR4f7XGVMkzH4Btr8FvSYEXhedJfqtugusDtpqYP9XMOBquOETsVfljuD37z70Nxht1dD3UlGa2FGSCKJ8sbVSOBcei88Hy/8iyguzLwq995Cbjj8YWSKRSCQSieQ0IDNZEsmPgbBY0csU30+YWKj1oqRv1d/EYOGIDNj4X3+r+Yzxwv0wFAe/hnnvQfk2kVmKSIfcy8Tx7qi1QtwFM81QaYQhhiUZaguEIPJ6xGDk4bdDa7UQXsGw1otnyRgvsl1NJf7rcf2Ci0eJ5AeK12rFXVeP12ZFaTKhjo1FqZMjCiQSieRsIDNZEsmPBZ8b3rkSPrsTPrwBWitg4oPCev29eWJeVf8rhPABIbxUx/mAptIIt8CYPtBwWPyeNESYWHRnz6di6G8wRv1cGGN88UsYfIPIjg29WbgUrn9OGGYcD4UCvrhPzBobe6/o04rNgYv+Djd8LBwMJZIfAa7qaqr++hiFl1zCkdlzODxzFrXP/gt33Qn+G5JIJBLJaUFmsiSSHwt6C6SPh+I14uuDSyHzQtj8kjCU+OAGMfD38pdBoYS6g8KMYv+i4Pv1uxxaq0CpEfOnUkbByr/C8FuFJXz+fHA7hfFH35liKPDqJ0UJYFg8jLkHkodCY7EQVYYIcDuEWHv7CnEPnxd0ZmGgcSzmJDFjrLVS2MXf/KWwhleqxdBhheLUv0OJ5BzE3dRE1SN/pm3Vqs5jPoeDhldfxed0Evfr+1EaTuPAc4lEIpEEoPD5fL6zHcS5TEtLCxaLhebmZsxm89kORyL5flTthleO2rFf8Yoo5fsgiCFGBzd/CRv/A/sW+h9PGACTHgK1DpY+AgOugsRB8M4Vol8qtq9wTlSqoWi1mIF18f8JcaVUCcHntML710LubOEAiBcSh8Dn94gMGUD6WBg4D778pb+BhUrTVaqo1kHuLDAn+9u+SyQ/EhyHD3P4khCjCjQaMhctRJsqZ8VJJBLJqeC7agOZyZJIfkzE5sJPV8PaZ4WtuccpslahHPiq98K0v8Kg62DnuyLTlD1DlPg522DXh2BvBo1efI0C8Il5VsfO5mqvF/dvLRezsTRG0Q+mVAtR5miG5pIugQVQvA5McXDt+8KqvfGIcDIccbvoAesz7TS9KInk/MFdXRN60eXC09J65oKRSCQSCSB7siSSHxcqtSjHu+SfkDAQmssh68Lg5076DfSeJHq4CpfD+AdEWV90tpiBteN9Yf2ePQPKtkHRmuOLnuTBItO1/ysYfpvIopVtEXOwtEYo+AKc7cKpsDv58+HDm8BtF31Xkx4S91fLhn6JBEAVYTnuutIoM7wSiURyppGZLInkx4jGIBz9ek0URhHl24RbXwf9r4D0CfDpnVC1S4ihLa+K7JPXLeZ8xWRB5XYYeadwBDy8SlxXukkMGu7O8NvFHinDRR/Ye/O6smelG4WN/NwXoWQTjPgJfPtP/+vddiHoht8uHAW14aDWnNZXJJGcL6hiYtD26oXzyJGANeOYMaiios5CVBKJRPLjRvZknQDZkyX5QeN2QlOxGBxcuAJK1oMxRmSLmoqFGAqGUgU3fQ7hicLQQqEQ/V77FkG/ObDzPTjyLRgjYciNYuZWw2Fh5f7ZT0WJ4bGEJ8DNC8HjgK//IOLpQKWFy/4F8QNg76fQ/3LhfKgNA3PiaXk1Esn5hKOoiNKf3IGrrGsMgy43l5Tnn0ebLF02JRKJ5FQhe7IkEsmJUWtF+WBYPERliTI+Q6Qo/WuvDX2d1yMETnRm17HYvqLsb+dHkDxMzOXS6KDuEOz+WAxE1hqDCywQZhweBxxaJmzcR9wB1btBHyGGDm96CcYnQ1stvHSBGHJsSYXpj0HvyWA4fsmU5IeHz+XCVVODPT8fd3UNhgED0CQnoY6JOduhnXF0GRmkv/sO7spKXFVVaFJS0MTH/yjfhUQikZwLSJElkUhAbxa/OvB5hQ16KDocAruj1oqM1aTfgNsG1gb4z1hwHm26z58PM58Kvt/IOyBjIqz6BzSXQuJA4TpYdwhK1nUNSU4cDDV7hcACce5HNwunxLQxYsCyWnsyb0BynuFzubDu2EHpnT/FZ+saWK0fPIiUZ55Bk5BwFqM7O2ji4tDExWEYNOhshyKRSCQ/eqTxhUQiCSQmR8yvSgzxYa3/VRAW53/M4wJbE3hdoAsTc6xuXwKZU0U5YWsVqPWir6s7eXNE2eGHN0LBAqjYBltfh/fnQd5lolSwA0Nk8JlZK/4qnBCLVosSSMkPHld1NaV33OknsADsO3ZS9+//4LXbz1JkEolEIpFIkSWRSIIRFge6cJjyR0gd1XVcoRCiaNqjwgIehA183UHRR/X25WLOVcUOUf4X3w9m/wvmvQ9XvwkeO8z4f/73GnwdrPxbYAxuhxBPI+8QX6s0EJst7nUsjUVgjBIDllsrT8ELkJzr2PfuxRdCSDXPn4+7vj7omkQikUgkZwJZLiiRSALRGiH3Umg4InqjLngYfB4x8DcsQRhadFC+Hd6YJcQWQPlW2P0RzPkP9LtcXOPzwZ7PoO8lYEmDmxbAuufB1iBcDb3u4HHU7hd9VyqNKAnc+N/g56n1osSx1wRhwBGZfuJndB3NgMgBxucl7urqkGs+pxOfy3UGo5FIJBKJxB8psiSScxW3Q8yxstaJ0juXHVxWIShMMSJzczrRWyBpsLB4d9lFCaDqGNv01iqY/7MugdWdL38J6eNExqu5XLgA7ngX1j4NOjMMuApiZgSWDx6LMQZuWwIakxhOHIwBV4oM1qHlwl7+eLRWQdlmUZKoUAizj6Shwt1Qct6gHzAg5Jo6MRGlQYpniUQikZw9pMiSSM5F2pvAVi8MJHRmIR5WPgZtNcJ0ou8smPpniOp9+mPRGEJne6wNwpo9GG6HGDS8+ik4vELYwq9+QqzZGoVbIMD1H4ln8noC94jOFOLu4DLoMx1mvwAL7hZzszpIHgbDboPljwrzjuis0M/SUgkf3wIlG7qOHVwKGRPgiv9JoXUWcDc24m1rQ6FSoYqKQqFS4a6txV1bi8/nQx0bhzo2BqXW39BEk5KCvl8/7Hv3BuwZ95sH0cTHn6lHkEgkEokkACmyJJJzEWsNLHoAnG0iS7P44a41rwfyF0D9IZj33ncrjTttHGfMniFSlANuex0mPCAyR8HY9SFM+i2sPKZXS6WBmU+DUg2jfioML7auhytfhZZyaK8TPV+ONpHtO/INXPKEuG8oDq/yF1gdFK0WWbL+l5/geSWnCo/NhqOggOrH/h/2/HwUWi2WuXOIvP4GSu+6C3VUFEqdDkdJCfH3/4qwCy9EFRbWeb0mNpaU55+n9rnnaP7iC3C5UCckEPeb3xA2diwA7qYmvK1toFSgiohAZTKdrceVSCQSyY8MKbIkknON+kJ450oxDPiy54KbQoBw02sqPrsiyxglZlg1lQSuZU6B7W+LP4fFCrv1YOz+CC55UgjGzf8TAipxEAy7Bb79p3jOO1eJksmJD8Dhb+HIGjGDS2sS2bz5Pxe9W1lT/fvFumNrhM0viz/rLZB9kch8VedD8VqxlnVhoDW95LTg2L+f4htuBK8XEH1UTR98iNJsIeXpp2ldthSv1UrEvHl4mhpxFhVh6N/fbw9NYgIJf/wDMXfdhc/lRGk0oomPx+tyYdu7l+rHHsO2fQeoVIRPn0bc/fejTU09C0/748Pn8YhspMuFQqdDExd34oskEonkB4QUWRLJuUZNvhBPID7wH88tr2wr9Jp4ZuIKRngiXPY8vD03sNxv4DyRxQJhoBHfT/RDBaPxiMhERfeG1JGgUMHe+VC4Qqw7Wrvu12+u6BUrXCGyYNW7Ie9ymPw7iMoIHavXK2zmx94rSgz3fiYEVuooGP8r2P5O5wd+yenF09RE9d//HvC+I666CpXBQNFVV3Uea3zrbQxDh6LLysLT3h6QjVIaDGhTkv2OOYuKKJ53bZf5hcdD61eLsW3dRvr776FNSjo9DyYBwFVXR/PHn1D/2mt4m5vRJCcR+6tfYRo/HnVExNkOTyKRSM4IUmRJJOcaZZu7/uzzCaMLd4iZP5aUMxPT8UgdCT9dA2uegcrtEJEOE34tRJXHCfsWwq4PRD9V4QrxTN3RGCFzssjedaxN/TOUbRJ/Vqr8Z2WptcKMwxgtMk9Oq8hIhazgrvUAAKbBSURBVJ+gB8cQCRf8Dso2igHGHRSvha2vwQ2fgiHie74MyXfBa7Vi37HT75hCoyHswimU/eznAefbtm2jfe06dNnZcIKSP097O3XPvxDUXdBdU4N13Xq0V17x/R5AEhJPSwu1/3yC5gULOo+5yiuoeOBB4v/4RyKvuRqFWn70kEgkP3zknCyJ5FwjslfXn/d9GbpPSGsSGZ2zjcYA8Xlw2bNwyyK46jVIHyOET/IwiB8gSvX2fCKyXuGJXdfGZAvDiVWPdwksc7I4XrFdfN33MjDF+t+zpRKWPgL/HgMvTYIXRsHSP4fOlAEolSLTtebpwDVbI6x4LPigY8mpR6lEGR7ud8g4YgTta9aEvKTp009DzsXqjretDevGjSHXW5cvwyvt3U8b7ro6P4HVndpnnsFdU3NS+7oqKmlZvISqv/2Nhvfew1laKm36JRLJOY38cZJEcq6RMU4IF5cN8ufDVa+LPq3Sbh8cdeGihyki7WxFGUgwF0JzIlz/obBu3/IqtNfCnH+DIUoYWqg0sO45KN8mslUDroIBV8Pnd4vrY3Nh+l+Fw2AHtiZY9CDs+6LrmMcJm14UGb+L/tY1KPlYiteHjv/wCiG2ZE/WaUcdHU3kdddR/9+uuWdKoxFPU3PIazzNzcJy/wQoVCpUkRF4mpqC3zsuDoVK1eOYJd8NZ0mQ/syjeFtb8bS0oOlhuabjyBFKbroZd21t57EarZbU//0P49AhMjMmkUjOSeS/TBLJ6cbjEhkSlR5038HdLCwJrv0APrwR7M3wyR0w5fcw8TfCPMIQCXG5YIoDte70x/99MSeJnqchN4iBwYYo0OjFmssmBh2Pv//oDC4FlG+BkXdCyghhanGsrXp7rb/A6s6Ot2D8faGt7YPN8+rA5wssZZScFhQaDZHXXUv75s04Dx4k8rprMY4ahaexkZYvvwx6jWn0KJQmE56WFtx1dVi3bkOhUmIcOhRVXBwKjQalRoM6Joao226j6o9/CrpPxDXXoFCGLuLweb3g8/3ohJinvR28XlTHZBh7yomuV+h69m+Wu7GRyt/9zk9ggTBKKbv7bnotmC977CQSyTmJFFkSyenC4xYGFlteFaYOYfEw7peiV+l4g4T1YZAyHO5YIQwj7E3COa/ukLB0TxkJOktoF71zEaUq+AwqjUFksNx2YZxhjIJ+c46/V3tt6DWvR2S6QtF7Uui1lJEyi3UG0cTHk/rcv/A0NVH118eo/+9LJD35BNqMDJxFRf4nq9XE3X8/Po+H+pdfpuGVVwEwz5qFKiqK9rffxlVegWn8OMImTMA0fgJhU6fStmyZ3zZxDz6ANiV4H6O7sRFncTFNH3yAt60d8+zLMAwY8IOft+WqqcW2fTuN776Lz+0mYu4cTOPHo0k4uZlxmqQkVBHBM4mGIUNQRfbs3y1PY6NwiAyCt7UVV2mZFFkSieScRIosieR0UVsAr0wHl/Xogd1waBlMfBDG/uL4H+i1JjFUt2OwrssuerW0Jv/SufMZlxUqdsDC+6GmQJSCZV4IF//j+AOFtSd4/uOth8ULa/hjZ3ap9TDzieOLX8kpx+fxUHbPL3AeOQJA9f/7G0l/f5yWhYto+eorfE4nhiFDiHvoN2jS07Ft3dopsMImT8YwcABlP7+rMwPZtnIldRERJD31JMZRo4iYPRvr9u0ow0yYp01HnZjgN2urA3djI7XPPU/Tu+92HmtduhRdTg6p/33xpAXHuY67tpaKh36DdX3X7Djb1q1oe/9/9u47vqnq/+P462bvpOmetGVP2YqigqAiiqigoKiAiKDg3hv3XijLxXIiynAr4kSQKXuX0r3bpGn2+P0RKMQmBf2igr/zfDx8fL/cc+/NTRDJp+ec9yeXrLff+kvvW5GcTMasmRSMvYaQ03noeEoKqU8/9afTBY+07yroqP/TzygIgvBPEMEXgvB3cNaE0/ZyzwyHPxzup+fA8Sc3fys14fS8/0qBBVC1G+acHy6wIPxFec8ymD0Y6mL01AII+sOzgdG0OA30CbGv1Vmh/wMw4p3w74ulBXS9Eib+DIkd/vp7Ef4SX2FRY4EFEKipoWjSZEKBAGnPPUv2xwvR9+lDyZ134a+spPqNNxrPtYy4jPLnnm+yxDNQV0fVtOlIMhnFd9+Nc906HMu+o+rtt5FkMoJuD/7aWoIeT+M13v0FEQXWQZ6dO6n7+GNCgUCTsf9V0OXCX10dXqb3L3Ft3hJRYB3kzcvD/vkX4aWTf5Ikk6Ht2JHcpUtIe+5ZEm64gYyZM8h+/z3ULf58Tz+5yYS8mcJMlRtjabAgCMK/TBRZgvB3cNZAejfQWMLx5KM+gnYXHIoiz//5X328f53bDt89Gt6j9UeOcsj7Mfp1rjr48Wk45/Gms10pnaH//SBTxn7dhqrwDFpadxi1EMZ9G57BSmgDimauE/4Wnt27mhwL+XzYP/uM4ptvwVdURNX06fgKC3Gt34C/sgoIh1f4ioshxiyHa906NB3ak3znnbg3bcK9bRsEAnj27qX0wQcpHHctZY88invXLgIuF3UfLYj5jHUfLsBfXX1s3jAQdLtx79pF6cMPs/+qqym+7Tac69cTqP9nZ2SCbje1778fc7xu4UICNTV/6d6SQoEqIwPzkCEk3nQjxn79UKamHvnCKBRJSSTdfXfUMfOwYSji4//SfQVBEP5uYrmgIPxVrrrwl3ZbYXjpnzElHPJQuQvmnBcekyvh1JshBHS5LBz+4KoBnwd2fhXuMfVfX6LmbQjvo6rdH+5xZcoApMi0xD/a/RV0vTy8l+twwQDYimHx9XDmPeFeWY6ycCy8vQR+ehaGz2l6P48DStbDV/dC+ZZwOmPPcXDyxKaJiMI/RhljfxSApNFEzFI1/PIz2l698O7bh6RUHjHO3V9RgWvTRuKuvBLPrp3ounUj/7IRjfd0b9uGbfFiMmfOQG6N/UU96HZDMHK2LOTz4a+sJOhyIWk0KBISkB1loINz/XoKx18HB2bHvHl5NPz4E8kPPYj54kuQazVHdZ//VaDeEf2HHAeEgsHjIgdGkssxDjgL+YzpVDz3PN68POQJCSRcNx7T4PORm0z/9iMKgiBEJYosQfgr6svhmwdg82E/ATelw9VLYPGEcIElk8PFr4cb8f78/KHzjKnh5WpLJkOP0dDr2gPJev9BzhpYOxt+eDK8zA9AbYLRn4Z7X3li/PTenNW0wILwzGDHi8I9rT67JZyuqDaFUxgD3vAMlySFv0gfHvddtAbmX3To1556WPFyuNC7bB4Yko7J2xX+HHXLlsjj4gjU1jYZMw8ZQv033zb+2vH9D2Qv+BD7kiX4yspQt2od877KFi3wV1VjW7yEzFkz0fXoTun9DzRNjwwGKbn3PrLeepOaw5YiHs4wYABy86Ev8v7qauoWLqT6jTcJOhxIGg2WESOIv3YcysTEqPc4yFdeTul99zcWWIereOppDGecgbyZwvNYClRVYujfn4ZfVkQdN194IQrr8RGuIzeZMPbvj7ZzZ0JeLygUKBISmk2JFARB+LeJ/0IJwp8V8MHq1yMLLAB7MVTvCfd8Amg3BPJ/gV1fRZ5XXwrvXQr97obvn2i+ge6JrmgNLH/0UIEF4Tj7z28Nh3/E0v2qyF+76qB0I3x5F7Toeyip0O8Jz5IFvOEiN6UzzBsa/v2xFYfPcZTDl3dGf52ClVAXu6+P8PdSpKSQNWc2iqTIIld/xhnoT+2D/euvG48ZzzsPRVoaLd57F037djT8tgrz8GFNbyqTkTh5UngpXCiEr7gESa4gGGPvU6C6mpDPh7pj0z15MoOBxAnXIdOGZzuDbjc1c+ZS+dLLBB0OAEJuN7Vz51L+5JPhXl7NCNTZ8JdF//Me8vma7TF1LATd7sZGzI4VvyI3GNF0arq/UZmehvmC84+7GHtFQgLKtDSUSUmiwBIE4bgnZrIE4c+qL4PVs6KP+Q9tpqfDUFgyKfp5zprwEjaFJtwA15J57J/z39ZQDT88HX2seD0MfCzcePjwYlUmhyFTw5H1B7lt4dmw76aEf73nWxg6Pdyoefun4Rmr9hdB+/Nh8Q3hYrf09/Dv0dVLwe8Nh2zEsn9FODJf+MdJkoSmbVuyF3yIv7wcf20tcpOJhl9WUHLX3Y0zPoq0NBKun4hcp0PbsSOZb7xBwGZDksnQdetO9ezZ+Csr0XbqSNyoUdgWL8a7Zw8AMr0OSdv8klBJLidz+nRsi5dQ+8EHhFwuDAMGkHDdeJSZh/5d9FdVUTN3btR71H/5FYk33YTc3Exq6BF6KUvS31M4+MrKaFi5CvvnnyMzGrGOugJdt24UTphA6qOP4i0qpP6rrwn5fBj690PbvQeoVH/LswiCIPx/IYosQfizAp7Yy9z87nC6XUMVSLLD4tujsBWGz1X8M3sw/nEBD9Tlxx5f+Spc+Fq4UXHBynA8febJ4aV7qsOaNttLDxVYEO499v6IcJDIJW+CKTVczL03InLGrHovbPkEOlwUXo4ZiBEFrW9+iZfw91OmpDTGhfvr6pAUCnzFxfhrazENOhd9nz4RwQmKuDgUcXF49uUT8vuwjh4NoSDevDxK77u/sUeTTK9H06ULkkKBTK8j2ND0z6PcakVutaJMTib+2nGYL74YQkHkZjMyTeSfzYDdHl6uFoO/rAx1Tk7McbnFgjIjA19RUcRxSafDMnIEisRE3Dt3IjMYUCQmIjsGhY63pISC0WPwFR5K7Kz/8kssl4/EOmY0xbfdhqZjBwz9+oFchnP1anyVVaSe3Pt/fm1BEIT/z0SRJQh/lkIbDlxwRkkcWzcHBj4KS24AvyscauGMkdAV3wp0CeF7/RcpdZDUMXaSYmZvMCSG/0luJj595xdNjwV8sHUR7PgcLn8fti+Nfu3v78BJI6HziPD//yOZArL6HPm9CP8YhcWCwmJB06EDoUCg2UAJudGAbckSEq6/npK774lMw1MqSX/5ZVQZGYRCIVIeeZSSO+6IvIFMRuoTjzcuV5TkcpRJsYtumUaDpFKh7d4dSanEvWVLxH4y2RFCGJRJSaQ9/TT7x45tTEaUGQykP/88tQsWkDdkCIRCSFot1rFjsI4a9T+l5wW9XmrmzI0osA6qe/8DsubPQ5ozF/fWbbi3bgPCkehpTz3VuETynxKorydQXUOgwYHcYEAeHx+1p9l/RZ3TS5nNzXc7KgiFQpzVPplUk4Y4vZhBFIT/ClFkCcKfZUyBM+8O7w/6I3sJZPeFKz4KFwC9J8CGd6DnWIhvHU7z2rMsnHQHcMFLoP+PFllaC5z1ILx9TtMxpQ46XnJ09/njrGHqSdD96nCB6neDNu5Q2EUTUvif/vdC8Vqo3HFoSCaHS+eGg0iE446kUCApmv8rSpGQQMKkyZQ//hipjz6Ct7AQz46dKFJT0Z92Kqrc3PB9AG23rmTNm0vt/Pl49+9H3aYt8WPHEiJExXPPI4+zYBwwEEVyUswv9zK9noxpr+H44QeCbg/J995DsMFJ+TPPoIiPR3GE4AsATZfO5C5ZQu377+PauJH468ZTOW0a7s2bG88JuVxUT5+BJJcTf911yJR/LRgnUFOD7ZNPYo7Xf/MtLT//jPqvv8FXXo7+1D6oW7dGmfTPBsH4ysoof/wJ6r/7LvznWCbDNGhQuAl1cvI/+iz/hJoGD68s283clfsbjz3/zS4u753JHee0Jd5wdEmVgiAc36RQ6HgIaT1+2e12zGYzNpsNk4iKFQ5y22DtnHDPpoNLAjNPhotmQNHacOPg8m2Q2y8cvPDdI1CyIbxsrd2Q8Jd+pR7M6f/mu/j7eephz3fw+W2HZv7iW4aX+aV0AflR/Jyn8Dd460ChdvrtYEiGla+FAys05nAhm9gGFk2MXC4IcO6TcPL1IJOFlx1W7oR9P4aXGLYaGC6wRIT7CS3odOLevp3yZ58j6HCg6dAB/al90Pft25j259m3j/2XX0HI78c0aBCK5CT0fftS8eJLuNasibhf0n33YTjrLDxbtxDy+dB26ow8IZ5QIEDN27OpnhW5H1PbrRvx145D1aIF6laRvdtCgUC4x1YohNxsQaY59OU56PMRcjrxFhWRP2x41Pcm6XTkfroUVfpf+++Er6yMveecG3OJo3n4cNIef+wv3ftY8dtslNx5Jw0/NZ3xNp57LqmPP4bcaPwXnuzv8/PuSq56a3XUsbfH9OKsdiLtVBCOZ0dbG4iZLEE4Wo4KqMkL7/ORK6DTcOg4NFxwKbTh/VWuWlDp4Pf3oePF4SS9d4eF+zvBgWVun0DxuvAyN2NK9Kjy/wq1EdoPgYxe4SJLpgh/Tn8mMj0uJ1yshoLhuPbDZxDdtnBvrHbnQ99b4KfDovITWof3Yx1MITOlhv9p2e9/f1/CcUOm06FIS8d65ZVISiVBhwPHL7+E91T16gVA+VNPN+7Tqlu4EP3ppxN0NDQpsAAqnnwSTbu2hPx+Su6+B4JBEm65Gf3JJzcpsABcGzbg3V+A4ayzIo77ysqoXbgQ24KPCHm9GM46i4QJ16HMykKSpPDslNmM95dfYr63kNMZdR/Z0ZKbTBgHDsT+RZQlt4Dl0uH4Skvx7NuHv6ISdZvWKJOT/9EGv4Hq6qgFFkD9N9+QdOst/6kiq8Hj542f82KOv/7TXnplx2HU/EfbegjC/yOiyBKEo1FfDp/eFBnHvnIa9BgLZz0QLhwg3GA4sW3410Wrw7NawaY9cajbH57p0ln/+8vVZPLwjN1fnbUzJMHFs6CuMBx9H82Oz+H0OyB/RTjOvdtV0Pqc//5MoYCvvILCa8bi3Zcfcbz+8y/IfOMNVDnZNPwc+SXeNOhcKp57nljql32HIjEBy8UXU7dwIZoOHaj7cEHM82vffRfzkAsalwv6ysspvO46PLsOpVq6NmzAvWsXnr178RYWom7TBlVWVrONkJHLm4Rv/BkynY6EG2/E8dNPjZHzB5mGD0eSJPZdfEljAQqg7dmT9Oefawwi+bsFbPbYg6EQgfoYIUMnKF8gSG1DjBAeoM7pw+uP3SRaEIQTh2g0IQhHI++Hpv2uANbNhopth36d1D4cMb7yNUhsF07Ni2X3N8B/eBbrWDKmhGcIXU2b1jayFcHlH8Koj8N74ESB9f+CZ++eJgXWQeVPP03I52uyX0+m1RGwx/5yH7TbcP2+EUO/M1GmpyPJZASb+bIfcDgIBcNfjEN+P8516yMKLGVmJsn33kPZQw9TdMMkKp56msKx11Bw9dUorHGo27aNel/T4MEoEv63WSVViyxyPl6I5YrLUSQno8rNJWXKwySOH0/BteMjCiwA19q1VL72GkG3+3963aMlNzYfbiHT65sdP9EY1Qr6t429d69f20RMWjGLJQj/BaLIEoQjaaiGVdNij6+aAb4DX0jUBlj7VjjRzpQOZ94FlhbRrzMk/7eXCh5riiNsBtdZQWsGXdw/8zzCccH5W/S9LQDevXuRlEq03bpGHHdv24buwFLCaHQ9euLeupVQIICh35nYPv0MXTOR5obTT0fSaHDv2kXdkiXYP/00Yjx+/HjKHnkkIokQwFdcQun9D5D24gso/jBzpO3Zk8QbJyPT6SKOB71evIWF1Lz/PuVPP0P98uX4YjQ4BpBkMlQtWpB8991kf7SAFvPnYRk+HE/eXoIxCk3bkqX4q6pi3vNYklutaLqeFHVMd+qpyP/BpYv/BLlcxvCemZi0TRcSGdUKLu+dhVIuvpoJwn+B+JMsCEcS9MfuiwXhfUHBA8s/QoFw+EXAF45x3/U1nH4bnB1lc3mXS0EjwlSOmi4Bcs6IPqaxQFz2P/k0wnFCmZ4Wc0xmMCAplSQ/+CDSYT2n6j7+GOvYMRAlvVDVqhWSSoW/vBxJqURSKPEVFKCIT0DZoukPTCStlviJE2j47Tf2Db0I54pfI+PPJQmFNQ5fcUnUZ3Rv2YK/rIzMmTNIf/klUh56iIwZ0zGccQZ/TKUK+Xy41q5l7+DzKX/kUWrmzKHohknkXzEKb5SY9ojPQq1GkZhI0OfDvXs3np07Y5/s8xFsaCDYTE+wY0VhtZL+wgtounSJOK7t0YO0Jx5H0Vxz5xNUZpyWRdefxtkdkpBJ4XDUs9olsmjSqWTG6Y58A0EQTghiT5YgHIk2DtoMglXTo493vBhUB5a8uO3w/uXhfUEAtflQtCa8R6jPpPA+LkmCQc+E+2PJxbKQo6a1wJCpMO/CcLLgQUodjProv7+3TYhKf8opoFQ29p06XNyoK1BYrSisVnIWL6LqjTdx/vYbCmscMrWa7PfepfyZZ3GtW4ek0WA6/3zMF1+Mv6yUzFkzkdQa1B3ao8zKpOzxx0l76inqly3D9vnnhDweDH37En/9RGR6PaV33gWhEA2//krygw80hk3I4+KQ6fXoTjkF18aNhFyuJs8ZdDiw/boSz+7d4d5bdjuaTh2Ju+zQHkR/VRWB+noKJ02OeK+SRkP82DF4du/GtmQp8jgL+tNOQ5mUFDELFgqFcG/fjnvnTmyffIJ11KiYn6ncasW9cyfuLVsxnnP23x48oUpPJ3PmDPzV1QRqapHHWxt/3/6LJEmiZZKBly7rhs3lJQSYtUoRdiEI/zGiyBKEI1GooPd18Pt74K6LHDOlhQswSYKGKvjijkMF1uE2zIdrvgZzC8jpG44eN2f8I4//n2LNCX+O5dvCoSLxueHofFO6WHr5/5QiJYXMaa9RNPnGiKhyfZ8+xI0ahXSgx5Q6N5fUhx8iUF+PpFCgiAsvK017+mk8e/cQdDjwV1fj3buHyqmvEqgOtxw42JxX060bhZMmYRwwgNQpDyMplLh370KZkoInL4+QxwNAoK4OX1ERpqFD0bRpjTI9nfrl36NumUvcFVfg2bGDqhkzGveJSWo1kkyO44cfsF45ikBNNcjlpE6ZgqTX4y0uxrt3L1UzZ2G+6KLIIk2SSHvmaWrmzsO1fn3E8dQnnsB47jnID+xp8ldWEvJ40XboQKC0DGRy1O3b49m+vclnah0zGttHC3GuWYMyKxN1y5Z/e8HzXy6qYjFoFBg04muYIPxXiT5ZRyD6ZAlA+AtR9V744UnYvjQcRd55RHgpYNyBJUTVe+HV7rHvcf4L0GEYyKTwrIwgCMdE0OvFX1GBe+s2/NVVaLt2RZmSctRf2v1VVfhrawnU1lJw9egm4zK9juyFC7F/8QW2Tz4hFAhiHjIEy8gRqNLTqf/hB4omXn/YBTJazJ1L9Zw5OL77LuJe5qFDUbVqReULLwBgHT0aWVwc2pO64CsoINjgRNutK4rkZOq/+Ra5xULpPfegTE8nbtQVVDz7XOO99KedirptW2renh31feV+8Tnq3FwAPPv3Y1+yBPs33zY+h3HgAGoXfETtvHkQCCC3WEi6+y5U2dkEqmuQdDoU8VaCfj8ytRpVixZ/uTGyIAjCf4XokyUIx5IkQUIruPDVQ/urdPGg1ESe0xy5CrQmMeMiCMeYTKVClZGBKuOvzQ4rEhKQVCrKn3gy6niwwUn9d9+RMHEicZddRigUQhEXFzFLhlwOgXC7BlV2Nu7t25oUWAC2JUtIe+YZVLm5mC8aiuHMM8P9vdxupNxcZCoVksFIoLYWTaeOBG12dKecgnPdOlQ5ORH3Mg0e3GwUvf3Lr9D364dcp6Xo+hvw5uc3jlW+8AK2xYvJmPoKxrMHEqioQG424y0sonD8dY2R7zKzmeQ77sC9ZzfGgQPRdumCTH2EEBpBEARBBF8Iwp+i0h/q+aT8Q/8abRy06Bv9OkmCrFNEgSUIx6mgy4Vnx46Y46616wgFAigSE1EmJTUWWADy+HgSJk1q/LXxnHOwLf002m0AsH/5BRkzphOw2/Hs2kX1G2+SP/xSCq66mvwRIym9+24CtbUU33IrJffei+HMM4gbORL31q0Y+vdrvI9MpyNgs8V8HV9pKf7SUoIOB6oooR3evXup/245CquVEBD0+Sl76KGInlpBm43Shx7C0OdUCv9QqAmCIAixiSJLEI4VbRyc90x4v9UfnX47VO6M3phYEIR/naRSNZtUqG7ZMqKwCgUC+MrL8RYXE3K5sF45isw3XkfbrSvyuLgmzX8PF7DXU/vhAvxlZTg3bMC2aBEEDzWgdW/ZQvkTT5J4040E7XYqnnkWbadO2JZ+imnwYOLHX4vcYsG9cxfa7rGXKGu7dKb8yScpmfIIyQ8+QO53y9D17x9xjmP5ctzbthGoqaXuo4+i3ygUwvbZpxj79aNy2vTw0soDe9j+qX5agiAIJxqxXFAQjiVbEQx/G/J+hOJ1oE+ETpdA4W/w6U2Q1l00yRWE45AiLo6ESZMoumFS00G5HPMllyAdWBLsr6ykduFCaubMJWizoWrZkqS77kLXrRsZM2cS8vnwlZbgnZMf9bUMZ52FtltXZAoF+68ejSonG+uYMSji4wkFg0iSjLrFi5GbTEgaDSG3m5p5c7FcdBEld92N7pRTSLrnbjRduqA/5WQKrhkXUaRBeMmizGAgc/o0AnU2qmbOgmCQ+KuuJOWeu9k39hrUiYmo27bBX12NMjUVb15ezM/Hm5+P/pQ+2JYuwVdSSsWLL+AvLUPbrRvx14xFmZmJ7LCY/CMJhUL4KyrwV1QQdLpQpqYgt1qRG5pvTiwIgnCiEEWWIBxLxWvh5+ch+wxI6QSuOlgyGTwHmn4Gm8ZMC4JwfNB2607C5Mnh9L8D+6tkeh1pzz3fOMvlr62l9NFHcXy7rPE67969FE2YQNqLL6Lr1ZOQ203cyJHYPv6EYH1kjz1FUiLqVi0pGHUlGdOmoW7dioTrr6f8yafwFRcDB3pvXTMWmdGI3GLBX1aGZ/cerKNHQyiEc80azBecT6CmBvuy70h/6UWqZ72Oe9s2JKUS47nnYB46FEVqKpUvv4Jj2aFntS1aRMojU2jx6lQc3/8AkoSmQweQZKhzc/Hu3Rv1s1Fl5+ArK0WRkIjjh+9xrvg1/N7z8rAtXUrW22+hTEpG0mpQJiU1+zmHAgHc27dTdMMN+CsqwwdlMiyXX07iDdej+I81IBYE4f8nkS54BCJdUPhTdn4F74+IPmbJgnHfgjHln30mQRCOWrChAX9NDd79+5FUapTpaSiSkhpT9dy7drHvwqFRr1UkJZF4662U3nsv+jPPJPGWm6me9Tr1336LJJNhPOdszJdcQtlDD+MrLiZ96itIKjUlt99GsMHZ5H5pL75A9Rtv4tm+HVVuLsn33oNn9x7UubnUvPsurt9/J/n++5AUSpBJqFu3xl9ejmPFCvwVlZjOHkjxLbdG3DPxttvw5udj++STiOPm4cOwjhnDviEXNsbLN5LJyJwxg6KbbybpzjupnT+/yd4sVW4ucSNGUDN/PilTpqDt0R354U2ZD+MtLmbfhUMJNjQ0GUu+917irroSSSZ2MwiCcHw62trghPmvWE1NDaNGjcJkMmGxWBg3bhyOZta8A7z++uv069cPk8mEJEnU1dX9Mw8r/P+V0jl2U9yzHhIFliAc52R6ParMTAx9+6Lv3QtVenpEbLl7e+xwDH9FBTJduLBo+PFHCq68Eus1Y2n55RekPvsMkkpF0Q2TGmes3Nt34NmzO2qBBVA9Yybm888HIGHiBNTt22NbvIjCiRNp+PlngvX1lN5zL/Zly1AmJeH8bTX133yLKj2dxJtvovb9DyLup0hKRJGY0KTAArAt/BhfQQHpr05FZj60r1RusZD+ysvULVmM+cIhEPBHDb/w5uWhSE3FV1RE4fjxMWfEAFzrN0QtsACqXn8df2VlzGsFQRBOFCfMcsFRo0ZRWlrKt99+i8/nY+zYsVx33XW89957Ma9xOp0MGjSIQYMGce+99/6DTyv8v2VOhzGfwScTwksHAdQm6H8/tBrw7z6bIAj/M7klSrDNQZKEJD+UIBpscFJy2+1kvj6Lkltva3K6d+9eJE3sOHRPXh6KtFSsY8eCTI7j+x9ImDyZ8scfb1xmpznpJExnn03BNeMamzFru3VDf8YZBJ2RxZtx4NnYP/ss5uvVzJmD8bzzyJz2GqFgiICtjpDbjXvHDuLHjiVQX0/huGtjv/+DQiEqX36F9FdebmyGHPG+9uyJeWmgupqQr/ll1UGnE391NSGPF5lBj9xsRhZj1uyPnB4/VQ4PNQ1eNEo58QYViUbNkS8UBEH4k06IImv79u189dVXrFmzhp49ewLw6quvMnjwYJ5//nnS0qInQt1yyy0A/PDDD//QkwoCEN8KRi2Ahmrwu8Opg8YUkIsmnoJwogjYbPirq/Hs2o3MaECVnY0yKQlNq1ZIWi0hl6vJNfpT++Bcty7imK+oiKDLhaTTEfpD0eMrKcHQ78yYz6Bq0QJ1q1bITSaCDQ0oNBa8+/eT+uyzFF03gZDXS/zYMZQ+8CAhrxe5xULKlCkEnQ04fvoJQ79+uDdvbryfTN985Hugzkagsor9jzyKoX8/NB07UvXaNFAq0XXrhkynB5mscb/a4dRt2+IrLABA06kT1tFXY1u0CNfWrWg7dsJw5hkoU1ORFAo0nTrFfAZFaipSMwEavooK6pYsQdOyFb6iQvzVNWi7dUXdqlWTPmk2p5c6l49gCMza8Ned6T/sZc6KfPzB8JLIlol6Zl7Zg9bJxpivKQiC8FecEEXWypUrsVgsjQUWwMCBA5HJZPz2229cfPHFx+y1PB4PHo+n8dd2u/2Y3Vv4f0QXH/5HEITjQsjvB0BSHPmvPX9VFRUvvYTt40PL6iSdjoyXX0LSG0h/4QWKb745YsZFmZ6GdexYiv84Y6VUErTbsQwbRu38+RFD7i1bSLz1lphFW/z4a/Hk5VHx1NP4y8sB0PbogbZrVyxXXI7to4WEPN5wXLwkkfrkE9i++gplYhIhrwfLFVdQ9+EHjbNe7u3b0XbvgXvL1qjvW3/qqbi3bwfA8f0PWEaMAIUCfD5kWi0NK34h8eabqXzxxYjrJI2G5AceIFBbg3XsGHQ9e1F08y2NRaV90WIqXtTRYs5sNJ07o+3UEXlCAoGqqibPkHTLzTGDMwL19dR+8CHq3ByKb72V0GF/V2s6diB96lRU6ekEgyH2VDp4cPFmfttXC0CndBP3D27P5iJbY4EFsLeygcvfWMXSyX1Jsxx5Nszu8lBZ78Ph8aNTyTFrlSSZxEyYIAhNnRB7ssrKykj6w390FQoFVquVsrKyY/paTz31FGazufGfzMzMY3p/QRAE4Z/jr6qiYeUqiu+8k+JbbqX+x5/wNbPnJxQKYf/664gCCyDkdFI4aTIhh4OaefPIePVVku68E+s115D+2msk3n47pffd3yRN0HTeedg+/QxN+3aYhw0LFy0HaDp1QpmeTuaMGSgO+ztOUqlIuOkmVC1bUnLLrY0FFoBr3TqKbr4Fy9ChSBoNgQN7k00XXIA8PgFVahrO1avx7NqNe8MGsubNx3zppcj0ely//47pvEERe64OkhkMGAachePHHxuPefPyUCQlocrJxr1tG1XTpuOvrCD9lZcxnnMOmi5dsI4ZQ9bst6meMxv3tu2YLrwQCO8hUxy2yiTkdFJ06234a2uRm81kf/gB6vbtD71nnY7EO+9Ed8opePbtw/HjjzjXr8dXWkroQDy9v7oabaeOlN7/QESBBeDeuo2a+e8QdHsoqnMxfMavjQUWwJZiO2Nmr2FS/1aoFZFffaocXnaVHfkHqoU1Tmb8sI8hr/3C0GkrOO+Vn3ni8+0UVEffXyYIwv9v/+pM1j333MMzzzzT7DnbD/xU7Z9y7733cttth34SabfbRaElCIJwAvJXVVE65ZGICPP6ZcvQ9uxB+osvRp0x8VdWUv36G9Fv6PPh+v13gk4nhRMnom7bluQHH0Cm1eLds5dAbW3E6eo2rUmYMIF9l1yCbfFiLMOGkfHqVEJeL5JKhWf3bnxlZVTNnEXKI1OQWyzh5XzBEJJeT/mjj0Z9jEBVFe6du0h94gmUqSlISiXWsWMomng9/oqKxvOcv/2G4ayzsI4ZjXXUFUhqNSGlkoyXXqJm7lwcP/8MoRD6vn1JvPFGSh94IKLfltxkJuR0En/TjVS/8SYAtfPfwbZ4CcZzziH1tlupmjad0gcfIvnuu6h+622qZ84EwjNLKffdS8077+JctQr96adjvepKama9jnvnzvDM03PPgkJBsKEBucWCpNFQ+dzz2BYvPvQMcXFkzpyBplMnQi4XvqKiJgWW/owziLt8JP7yCurXrWOxMx6729/kc/P4g3y8vojBnVNZtCEcPtI53cx1Z+SCJPHTrkpaWHVYDSqMmsjl3XVOL/NW5vPGz/sO/bsSDLFkYwkV9R6eGd6ZLGvT/WeCIPz/9a8WWbfffjtjxoxp9pzc3FxSUlKoOOwvDgC/309NTQ0pKcc2rU2tVqNWx96ILAiCIJwYXFu2RhRYjcfXrqPhp5+xDB/W9KJAIGLm6I98ZaUorFYAPDt34ly1CtfGTRAIkP7qVDy79xCoqUbTvj0hrw9PwX7kZhP+ikrqPvqIuo8+aryXtls3Qh4PrlWrKFq1CmQyUp98kpq5c0kYPx73ttg/ZHSu/g3jueeiSEoi6b57ca1bj/Xqqwn5fNR/9x3uLVsAcCxfjvmCC6j9cAEypYK4a64hGPATP3ECCTffjKRQ4Nm9i4Lx4wnabOGZNklCUipRJCeRfN+9NPz6a0RaYLC+Hn95OfaPP6H+iy9oMWcORTfeSOCwBF/31m0U3XobmdOnEfR6MQ+9kMIbJsGBZZvOVauomTefrDdeR9e7N4RCVL/1dkSBBRCorWX/2GvIXboEmV6Pv7omYtw0eDDaHj0ovim8fFM99lp+NveJ+bn9XljH5b2yADg5x8q1p+ewJr8WhUxic7GNX/dWcXWfbCb3b0W84dB3gSqHl/mr9ke958q8amyupkWdIAj/v/2rRVZiYiKJiYlHPK9Pnz7U1dWxbt06evToAcDy5csJBoOcfPLJf/djCoIgCCeYoNNJ7TvzY47XvPMOhrPOQmGNizguqdWo27XDsyN6VLumXXtq33+/8dchn59gQwOu9etp+PVXVLm5yE0mbIsWE6irQ9e3LxnTp1Mw7tpwEXOAMj2dhEk3UHLHnYc9dJDKV14h8YYbCNTVoUhKwh9jSbwiOQW5xYIiLg59nz7UzpuH4+dfkGk0mAYPxjp2LKUPPEDI5cLx809Yhl6I7dNPCVRXUzT+OiSlEnlCAqmPPUrFCy+iaduGuCuuCL+nYBB1q1ZIBgNlY8biKyho8vrarifR8NtvZM2fj/O3VREFViOfj7qFC0m6cTLFt9/RWGAdPl58x51kf7QASZKoefvtqO815HTi2rAB/emno+l8WGiGUol56FAKJ05s7O0lt9WSnBY7ZCjBoMbm8iFJ8NAFHdhWamd7qZ06p4/eOVbG9c3hsc+20zbZyMjeWY3XOdw+3L5gzPsWVDvpnB65DNPrD1BR72FvhQO720+rJAMGtYIEgwqt6oTYEi8Iwv/ghPhT3r59ewYNGsT48eOZOXMmPp+PyZMnM3LkyMZkweLiYgYMGMC8efPo3bs3EN7LVVZWxp4DcbGbN2/GaDSSlZWF9cBPIgVBEIT/nlAwSNDtiT3u8UCo6ZdmhdVK0l13UXjNNU3G5AkJKFJTI/pEBf1+TIMG4Vq/HgjvYzqctkN71G3bkrvoE9w7duLNz0eVm0PQZqf0vvubFCf+0lJkZhPVb71N3IgRVL7yStOHl8sxDjgLeWIi3sJC9l8xikDNoRmeyldeQdu1Kyn33Ufpgw9CCBTJySTecgsF14wLv3+fD39pKaX3P0Dq008TqK6m9P4HGvtXSWo1yffcg2XYMCpfeinq55cwfjyOH3/Ec1iC4R+5ft9I3KjI5ztcoKoq/JlkZBA8LPxDmZ6OpNXiKywk5PHgycvDPGQImrZt0XTqiHvLVvQnnxzeQ3ZY8+Tgrh1cPe5mPttaEe3luLpPC178ZhcPXdCBuSvzWbC2qHFsc7GNheuKmDqyK49/vp2z2iU1hlroVAokqWmf5oMSjZErYDy+AL/tq2biO+txesNpjGlmDfef354W8Xo0ShnxBjVxuthJioIgnNhOiCIL4N1332Xy5MkMGDAAmUzGsGHDmDp1auO4z+dj586dOA+LyJ05cyaPPPJI46/POOMMAGbPnn3EZYqCIAjCiUtuMGAeeiGutWujjpsGn4fcYok6pu3cibSXXqTiyacaG+Nqu3Uj4YbrKXvksH1SCgWWC4cgNxqpfvvtJrNOcosFy2WXIVMqkaWloTzwQ0HHb6spmXh9zGeXZDLcGzcSN3w4pqEXYl+y9NCYRkPqI48gM5tRWCzUfPABcSNHEvL7qF/+Pd4DP1R0/f47lkuHo0hJwXzxRSjT0wk2NDQp6gK1teDxUHLnnREVRMjjoeyRR8iaMxtFcjL+8nKsY8eiSEul/ttlyBIS8JWX4ysoQB4fO0lVER8fsc8rmmB9PaUPTyFr/jwC1dXIDAb8VdUok5PCzxQK71EDUGVmkv7yy1TNmkXI78f3h6WdwZvv4ue9NUzq34rpP+yJKIquOqUFp+bG031cb2pdPh75dFuTZ7G5fMxftZ9TcuMbUwgr693oVXLObJ3ID7uahqZkxGlJNEYWS6U2N9fMWdt4j54t4phwZkumfrebzcXhGc3uLSw8cVFn2iQbkcukZj8jQRBOPCdMkWW1WpttPJydnU3oDz9imjJlClOmTPmbn0wQBEE4Hhn6no6yRQt8+yP30igSEzFfcklE4+DDyY1GTIMGoevWjUB9PZJSCTIZFS+8iK8oPPOhbtOGlIcfRtWiBTKNhhbvvEP1229hX7KUUDCIadC5JEyY0KR3E4AqPT0cQuFpOtOmatUKb1E4lKH08cfJfucdzIPPx7NvH8q0NCRJwvbll+j6noa/vJxgdQ2OH39E0miwDB+G3BJH2cMPE/J4cPz0E5ZRV+Ddv79xGaOhfz/si5cc+oz698f+9Vcxp2iq3niDrA/eh4YGHL/8gq+omPjRo1G1akn1m2/h+PFH0p95Bvunn0a9Pm701cgMhqh9wgBkej2EQjh//ZXQ+Gvx19bi+XUlyvR0yh5+mOCBNirKFi1If/EFNO3aocrIIOX++wnY7dR//Q2O774Ln5Oezna/hleX7+HSHhnMHtOL7aV2/MEQHdPMbCysIwhkxutZtGx31OcFWL6jgjdH90SlkJFf1cC189YiA16/uieT31/PluJDSYSpZg2vX92DnARDxD2+3lrWWGCp5DJuGtCa8fPW4vEfKjjX769j+IxfWTq5LyFCLNtewd6KenrlxHNyjpVko5oKhwe3L4heJSfJpEYZ499ZQRCOPydMkSUIgiAIf4YyNYUWc2ZT+9FH4Uj2YBDT+ecTd+UoVOnpzV4rSRLKlBSUh4UrpT32KIHbbyMUDCI3GsOzNAfINGq0Xbqg7XISkiTRsPo3Kt94k6SbbkSZnBxxb0ViAqlPPhHej3VYcSNptSTdegvlTz2NpNGQMW0ari2bcW/egmf3buLHXUPRLbcSP3ECIbeb/VePjpg9c2/ciLZnT5Lvu5eyh6cgKVUYB56Nr6CAYH09MrWahBtuwPHtssZlgYqkpMbeWNHoevfGs3kLxbfd1rinqnbuXFQ52WRMm0b9smU0/LaKhEk3UDV9RsT7MQ8bRtDhoPLlV0icPImKZ59rcv+ke+6hbsECAHwlpdR9vBDr5ZdTcuddEef59u+n4OqryVm8GFVmJjKNhlAggP7MM7Ds24dt0SKU6WlsrfEC8NG6IhauLyI7Xo9Mknh52W4CwRDDe4SL3hAx1v0dkGoO98waO2cN+6rCn9VtCzbw6shu1Dq97KlsIN2iJc2iaVJgAeypdDT+/3M7JrN0Y0lEgXVQgzfAgrWF7Kmo57sdlQeevRirXsX8a3rz3Ffb+WF3NQa1goln5nJ576yIQA5BEI5fosgSBEEQ/rOUqakk3nADcSNHQiiE3GpFpowdjNAcucmE3GRqcjzoclE16/UmzYYBApWVpD/7TMTSRJlajbF/f3IWL6L2/ffx5u9H2707pkGDcK5bS8Itt6Bp1ZLaBQtwb9mKMiWZxFtuxpOXhyIpkbjLL6dm7ryooRiutWuxXHwRiuRkzBcNpfiWW/Du3AmArs8ppDz8MNmLF1E1dSr13y1H06lj43XRGPv3J3/Y8CahFd59+VROfZWkO+6g7P77MV80lMxZM3Hv2EHI60Xfpw+SRkPB2GsI2u2oWmSR/uKL1H74Ad78/aiys4m/7jqCjnoaVvwa/lxMRgxnnknN/HeiPkuwwUn9t99iHjYM7969VM2aha+wCE3HjmROn47tiy9obTm0bC8Ugn1VDXRON/PgBR1INWs4uChvYIdkXooxm9W/XRKJRjUlta7GAgtgfYGN/i/8SKpZw2kt47l1QGvS46PHtp/aMp6PDuz3apVs5NONJVHPA/htXw29c6yNRRZATYOX+xZt5omLO/HjnhU4PH6e/2YX/mCIG/q1RKUQM1qCcLwTRZYgCILwnyYpFFF7Yv1VIb+fgN2OpFAgN5nwV1VR+8EHUc9t+Okn/NXVTfZ/yXQ6NG3bknL//QS9XoJuN9WzZ6Pv0wd8PvJHjGxcTujeBPXffEvS3XeR9f77BOx27J9FX54H4PjhR6zjxuHZtauxwAJwrlxFwdVXk/3hh6Q+8ghJd96J47vlGM44Pfz8Pl/EfbQ9e+LeupXQH44fVL9sGQnXh/eW2RYvwbZkKarsbDQndUGvUFD12jQsl15KzVtvUfvue9i//gbzhUMwnjWAgN2GIjmJ/bfcEv48TCbkJjPKpCS8e/c0+9nbFi2i4ulDPTa9eXnYv/iC9FmzOK1jLsmrKiiv9yBJMGVIR1y+AG/+nEdJnYv2qSbuOa8dbZIMXNYzIyL4AsCkUXDvee1IMKhZv7/2jy8PhPdbLVxfzLjTc4k1H9o720qCQUWVw4vd5SPRoGZPhSPquQkGFTZX0894Y5GNBk+Afm0S6ZZloX2KCZcvQE2DhxSzLuZnJAjC8UEUWYIgCIJwlLxFRdR9/DGOZd8h0+uJGzMaTdu2sWPnAF95OeqWLaOOSUolMoUC2+Il1L75FtoOHaiaPiPqfq2KF17EcOaZhPx+kGSxH1KS0LRt05gkKDMYiLt8JNru3Ql5vfhr65DHxRHy+ah4/jk0XU4i/ZlnKH/uOfylpQDIrVaSbr8d57p1sV/H74dQkKz587B//jlBpwvzhReiTEvDX1tD4m23QiBA0OGg7qOPCFRVUfP2bFQ52aQ99xxlDz4YXsao15M5fRq+ykr8FRUo0zPw7NoV9SV1vXtTcNXVTQcCAcofegjHCzN5e2wvvthUQr0nwJYSW+OMEsDWEjtXvbWal0Z05a5z2zGoYwqzfsrD5vJxVrskRvbOIjMuvFQw/cD/RqNWyNCrY3+FSo/T8eF1fbhz4UY+21TCnee2ZWVeddRzL+qazgNLtkQdc3j8PHhBB5ZsKGZDYS3BIJi0SkAixRz7+QRB+PeJIksQBEEQjoK3oID8y0ZEJPS5bvkdw8CBJN12a9Q9RwDyuLioxw8K1NQ09t6SFMrGhMAm/H48u3dT/+OPGM8eSO0770Y9zXLp8HBaYCCA3GIh7blnqX57NtVvvBl+DZUK69VXYx52CcEGJ86VKwlUV5Fw/fUo4uIIhUKE3C4kgx5d924xn1uZmQlyOUUTJ6Lr1Ru51Yq6TRuUSYmwN0jeBUNQJCdjHHQuGdOngd+PTKdDFmclWG/HMGAA5guHokhJwVtegQQ0/LqSuCsup2zKI01eT2Y2E7DZYs6s+UtK0DjruXDabuaPO5kko5oBL/4Y9dzHPtvGZzf25az2yfTKseL1BzFplSjlh4rXZJOGLhlmNhUd6m9mVCs4tVU8A9snkWRsfm9UyyQDb4/pRUW9B5kEE87IZdZPhyL+JQluHdiaLSU26pxN31OCQYVGIcPjD9I7N551+2tINGpINmnYUFBLz2yJRKOm2WcQBOHfI4osQRAEQTiCoMtF5fTpUZvuOpYtw3LxxchMpsY0vINU2dkoEhKavXcoGArPXEkScpOx2XMD9fU0/LKCzFkzcXz/A77i4ohx/Rmno8rJgQO7jxJuvJGK51/Ac9iywZDXS/Wbb4JCgfHss6n/9ls8u3ZT9tBDEffK/nghiqQkdL174Vy9psmzJN1xB7aPPybY4MTxww+kPPooisTwe3WuWwehEP6yMmrnzKV2ztyIa1t8tAD7l18RqKrCdMH5eHbuxLNzF6lPPYm/ugbrNddQM29e414wmdlMyqOPHDEOHknCFwjx2GfbeOqSzjEnGGsavNhcPtIsWoya6Hv0EgxqZozqzj2fbOaXPVXcMrANrRMNfL+zgp93V5Fo1NA+1USyKXahY9GpsBzohTWpfytG9MpkbX4tIUKkmrVU1LtZlRe9h9jNA1qTFqfl5g9+jyj0VHIZ067ohutA/y1BEI5PosgSBEEQhCMI2GzUf/FlzHHHLz9jHnohtYeFNigzMsiYMR1lYmKz91ZYzJgGDUKRlEjQ7UaVnR3R8LiRXI4yNRXDmWdS/803JN93L+4dO3D8+BMyjRrToPNQZmYgi4sjfvx4Kp5/HkVCfESBdbiaefNIf+5Z6r/9tulLJSSgiI9HmZJC6pNPUvvue9QtWECwoQF169bhpYAKBTVz5iIzGEiYPAnj2QORpHBxF/JGn206yF9aimfrVlStWxN3+eV4CwqwLV5M/XfLMV84BE27tpiHDAn3wQr4CbrduDdvxtCvf8z4e2VmJju94a81W0vsTcabnC9vuuSysMZJYa2TDQV1pFu0nJRhZurIrthcPmb+mMdL3x5axrh0YyndsizMGNWDFPORZ5RMWiUmrZLcRAN+f5B1BbU8sHgLD5zfgVaJBt75bX/jvrEJZ+SSZdXxxk95EQUWgDcQZNJ7G/j8pr5HfE1BEP49osgSBEEQhKMhi70PSpLLSZw8GfPFF+MrLEKZkowiNfWoAjckpZK4K0dh//prKp55lsRbbqb4zruaBFEk3nQTkkaD9cpRBGprCbrdqNu0RdLq8JeVUT17Nr6iInK/+hLTeYPwFhTgK4mdahdyOlEkJiJptYQ8HvR9+6Jp24aA04X5wiEoDjy7KiODhJtuxDLiMggEkFQq5FYr/spKchYvRmYyokxMDPcTO0DXq2fM11W3b0/I4yXt5ZfQdeuGMjkZVUYG+j598FdUsu+SSwhUh/cvSSoVoWAQmcFA+nPPUTN3LokPPkjFAw80+QwV90/hpfXhWSFJApkkYVQrqPf4mzxDp3QTCpnEzrJ6zFoFySYNhTVOJryzju2l9Y3naZVy5ozthSTBB2sKm9xnQ0Edn20qYVzfnMYC82goFDK6Zpr5/MbT+W5HBd5AgFdGdMWsU+L0+rHq1Xh8QT5eXxz1em8gyNr9NbRObn7mUxCEf48osgRBEAThCOSWOMwXnE/dwo+jjpsvvBC52YzWbEbbocNfeAE5de9/gHffPuoWLiRz+jRsS5bg3rYdZWoKlksvRVKpcK74leq33mqcyVEkJZH8wP04li3DVxguAvwVFah79SJh0g0xZ7EAUCoJ1NeTs3QJQbsd+2ef0bByJfL4eEJuNwGbDcWB/WRyrRZ5dnbkI+ujx5cDKFLCz1z30UdNXjPlwQfQdOqETKWKGJIkCYU1jszp0ym55x68+/ZhHjoU46BBBF0uQh435gvOx5HTBvXb76D65INwo+kOnQgOHcZDa2obE/z6tkpgX6WDGVd2Z+ycNfgCh9YNxumU3De4PZfNWklFvYcko5rpo7qxfn8d153REpVcxvYyOx+uKaSy3sOCtYUR1//R/FX7Gdw5BV8gRHGtC7VSRqpZS5JRjSLKbNlBaqWClkkGchJ01Di9+AIh4nUqVMpwPPvOMnvU3loHldubzuY1xxcI0uDxo5LL0DUT2iEIwrEh/pQJgiAIwhHINGriJ0zE8dNP+CsqI8ZMQy9EmZHxv72A34/vQN+rhl9W4FyzlvjrxmO95hpc69ZRPWculksuoWr69MjLKioouetuMqa+QuF1E8LPagg3x1VYLIRatECRkhK1p5bpvPOoX/49losvomDMWIKOQxHjDT/+hHX8eBLGXxu1N9iRKMxmEm+5Gd0pJ1P95lsEqqvQdutOwvXXo8rNaVJgHSQplWhP6kKL+fMIOBqoW7CAwvHjG/diyfR6kp9/nmcLtZx68QRampW8va6cbz7e31gIWfUqru2bg0GjoHO6mW9vPZNvt5Wzq7yeXjlWEvQqHly8hYr6AxH5vgBGjZL9NU5e/m43Tm+Ani3iePLiTry7qgBJknB4Yi9/dHoD7K1sYMzsNQSC4Wcwa5XMuLI7PVvEHbGnlUwmI8HQdLmhWiGjRbyO/dXOqNf1yrY2e9+DAsEQRbVO3l9dwIo91SSbNEw4I5fWyYbG/WKCIBx7UijUTO6sgN1ux2w2Y7PZMP2Fv2gEQRCE/w5fcTH2r77G/s03yA16rKNHo+nYEUV8/P90X7/NRtH1N+Bavx5JoyHtqSfx7NqNtltXCq+bQOJtt2L/7POY0ebxEyfiXLUKf1UVLd57F2VSEqFgkIDNhr+igqJJk/EVHYoy1/c9DctlI3Bv3YJr4yacq1ZFvW/u55/FjJ8/6vdWW0vI50NuMCDTHX1/J9vnn1Ny+x1NBxQK4j78mD7v7OaxoR1pk2zkwzWFVDu8dMuy0DnDgt3l5ax2SZi0kUXEN1vLuG5+ZCz9s8O7MGfFPrYdtkwQQC6TmHllD2b9uJcRvTK5c+GmqM85olcmLm+ApX9oOKyUS3xz65nkJMSe8TuSLzeXcv2765sc75BqYsaV3WkRoxny4baX2hk241ecfwjKuP3sNow5LTtm8IcgCNEdbW0gZrIEQRAE4Sgp09Oxjh2DZfgwUCqR/4mioTkKs5mkO25n/xWjSLrzTmreeRfXunWkv/Jy+HWTU6KHYRzgzc9H1aoVKVMeRpmUhK+0FPvnX1C3aFE4vOKJJ5DkcryFBSjirLi2bKbkjjtIe+F5qme9HvO+Db/+2myR5a+uIeT3ITMaY34WiiNE2Ee9b1UVVdNnxBj0I/thGS8Mv5CHl26lR4s4bhzQCqVchkQ40S/RqEajbDqD9PXWyBm9RKMamUSTAgvCM0Bv/JzHybnxdM2y0DLRwN7KyIbCJo2Ci7qmMfrtpumLvkCILzaXMql/q6N/43/QJcPMtCu688xXOyiocaKSyxhyUio3DWh9VAVWrdPLfYs2NymwAF5ctosLTkoTRZYg/E1EkSUIgiAIf4IkkyE3m4/Z/XwVFeEI84JC0l96CQjhOtgEWJKQNBp8pSWocnPx7NgR9R6aDu0xnnce6sxMfKWl7B89Bl9BAQDevXtpWLECVdu2pE55GPunn+FYsYKQ14siofnkw6DLjb+2tkmh5K+qwrHiV2refBN/VRW6nj1JuHEyqhYtkKmb7x91NEJ+f7OhHd5du+g/JpFeuafj8QXQKOVoFDLsbj8hwB8MAk2LrFaJhohft08xsja/NubrrN5Xww39WqJXynl0aEeWbS/n040leHxBBnZIZvzpOdy1cBPeQPS9U9tLj5xy2Jz0OB3pcTo6ppnw+AMo5DLidEqs+qP7jG1OHxsK6qKOhUKwNr/mf5ppEwQhNlFkCYIgCMK/xFdeTtFNN+PeuBEAy+WXIx22h8f+xZfEjRhB3SeLSJhwHaX3P9DkHpJWi6ZjR/ylpSgOpP4l3X4bkkqFa916at57j5DbDR4Pnr15BAN+4q8dh7ZjRzxFRWh79sS1dm3U59N06EDVG2+SdONkZFotQa+XQF0dFS+8gH3J0sbz6r/9lvrvvyf73XfQnnTS//y5SBoN6rZtcP++Meq4t3M3bp67lkn9W9GthYX1++uY8ulWCmtcyCQ4t2MK9w1uT6Y1cnZtUOdUXvh2F/4De6ec3gAmbeyZHINaQXa8nrQ4HTsrHBTXOnlpRFfi9SreXpHP8p2VzaYKHs2+qZI6F3sqHBTUOGmTbKBFvL5J763sv6kQCooNI4Lwt4kdeyMIgiAIwt8mFAxiW7q0scAC8OzejSQ/VGTVf/UVyqwsTOeeg7ekNBzjrtU2jitSU0l/9lmqZsxAmZpK+RNPkn/5FRTffAtF19+Ae8d2WsyZTeasmZgvuYSgw4HlkksgGMKxYgVyvZ7ku+9CirLUz3LpcGRmE7Xz5+Ovrsa9fTtljz6KZ/fuiAKrkd9P2SOP4q+J3lz3z1BYLCTddnvUMZnRiLPbyawrqGP8/HWU2TyMm7uWwhoXEC4cvtxSxpVv/UaZzRVxbZpZw5uje6I9sJRwQ2Edp+TG3k83olcmKkW4iOqRZeGmAW2orPfw4JKtLFxXxAerC7imb07Ua41qBX1yreytdLCtxMaS34vZUFBLZb278ZydZXYufO0Xrn57NQ8s3sJls1YxYtZKCmqih138WSatki4ZsWdde2X/+aWcgiAcHRF8cQQi+EIQBEH4O/gqKsgfMRJ/aWnjMUmpJP3VqRRNvD7iXEP/fpguGIKyRRYytRp/aSkhnw9/dQ01c+ZgHTcO19o12BYtjrgu8eab8VdXU/vOoSbJSBIJ11+PPCEBmUaNMjubkMdD/Vdf4dqwAXmcFfPQC/FXh4sldZvWBGpqKL33PtRt2mAcOLBJyuHhWn79FaoWLf7nzyfgcOD48SfKn3iCQM3BZ2kD9z/KpJV1bC8L74+6ZWBrlu+oaNK0F2D2mF70bxfZq8zrD1BR7yGvsoEGj5/cRD0/767i8c+3R5zXMc3ErWe3oXVSeHapqMbJRdNXcPegdjzy6TYcB/pvjT41myyrlqnf7cHmCqcQtkw08MiFHXjqyx1sK7XTt1UC1/bN4flvduELBHlzdE9UMhkXz/iV4joXRrUCjUpOtcNDMAS9s+N4elgXQiGI0yuRkCisdfLx+mJcXj9Du6bTJtlAovHITZC3FNsYPvNX3L7IJY2T+rVi4pm5GJuZyRMEoSkRfCEIgiAIx7NQiKAzcsYi5PPR8MsvWK8ZS83bsxuPO77/Ac/ePNJfehHXxk1UTZuGv7QUeUICcZdfjqZNa8oefjjiXorkZBQpyVS+8kqT162aPp30l16k9OEpKFOSSbz5ZgI1tRjPOYdgvYPKV6biLy/H0K8ful49Kb7xpvClfj+SupnYb0lqtmnznyE3GDCdNwj5SV0p2l9GSC5nTb3EK8srKbEdmg0qs7mJixFF/sueKvq2jkd52OygSiEnI05HRlx49m53eT07yup5e0wvVu+rxu7y0yM7Dl8gyPxf83nl8m4EgiGW/F5MlcNLZb2HdIuWneXhsIy5v+bTJzeex4Z2RCGXEa9XUdPg5Z5PNlNUG55J+3l3Fev21zLzyh5cO3ct9y3awsMXtCfRqOa+we1x+wM43H4yrTrW5tcw66c89lY2MH7eWh4b2pFdFQ7mr9zf+B4WrC2id7aVV6/o1mRp4R+1SzHy5c1nMHvFPlblVZNoVHNDv1Z0SDWJAksQ/kaiyBIEQRCEf4HcZMLQrx/2JUsijte+8y7WMaNp8e472D79jEB1NbrevVDEJ1A1fQZxV1xByv33EQoECNY7qFu8GHWrluD3R9zHNPg8bIsWxXx9++dfYDz7bGwff4xr40YCdXVUvTYt4hxlRgaBujpCXi8A3n370LRrHy6moiyE0Z9+OshkBFwu5Icta/yrJJkMb1w8t328l20xQiS6ZJj5ZU9V1DGjRkGF3Ut6XOxnSTJpsGiVjJ+3lpMyLOhUcr7ZVkaDJ8AnN5yKRaeizunlm23lAHy8vogxp+bw4JItjfdYmVfNyrxqFDKJBRP7MOm99U32OzkPxLwP6pTC0o0lBGnPtX1zuOfjTdR7Dv3endcphWeHd8HrD2LWKrHoVMxfuZ84nZLRp2bTMc2M1x9EJoNNRXUMbJ/c7L4whVxGToKeB85vj8PjRyWXY9CIr3+C8HcTe7IEQRAE4V8g02pJmDgRmb7pfijHil9RZmSQOuVhUp95GkVyCsW3347caCDocFD68BSKb76F0gcewLV2LZJKFS58DqPp2BF/ZfTiA8IJgXJzeKmL/auvMfQ7s8k55osvRpIrSLztNuInTkTVogW2zz4j8aabmpwrj4/HevVV7Lv0MmyLFxOwN41F/yusejUPnN8+6li6RUvbFFPjjNHhFDKJkzIsLFxX2Oz9zVolk/q3ZPaYXmiUMirq3Qw5KY0vbz6dNslGINzz6mBAxt7KBhweH2NPy0YuO/SZG9UKXhnZla+3lMUMlFiVV835XVJ5a3RPqh1eVAoZD1/YgTbJh1IPv9xSxt4KBwl6FWe2SeTrrWUkGdW8MrIbP++uYvy8tUx6bz23fbiR9QV1FEd579GoFHKserUosAThHyL+pAmCIAjCv0SVlUn2RwupmjaN+uXLkWk0WC67jLiRI1EmJwMg1+kw9D2N3K++xJOXhyRJKOLjCVRXN97Hueo3DP364fj+ewCS7rqTkN+PtksXvPv2RX1tTedOePbsBcLLAJEf9pVALiftxReQ5DIc338fDskwm4m7chSSXIF71y4ypk+jftl3BKqr0fbojqZtW8oefYxgTQ3ljzyKtmNHtF26HJPPqXOGmTdH92TK0q0U1bqQJDirXRIPD+mIQiZxWqt4Vuw59Hmo5DKeuLgTc1fmo5LL8AeCKOSxf64cp1dzRptEumVZ8AWCGNQKVIelPOrVSq7tm8PPu8NF6zNf7eTSnhm8cXVPqhwekoxqkk0avtteTn517NCKmwa0Yn1BLW/9vK8x4TDJqOaxizox44e9/F5YB8AHawrplWNFrZRRVe/l7vPacf/izY3hHgAuX4AZP+wl2ahmcOcUdlU04HD7aZNsIMGgbjY1URCEv58IvjgCEXwhCIIg/N2CTicBux0kCYXViqSM/gU55PfjLSqm4acfKX/yqcbjkkZD+osvUDN3LiGfH0O/M6l6bRoZ06dRdMOkxuV+B8n0OrLenk3BddcRtNmIGzOauBEjcPz4EzK9Hk3nThAIUHD11QQbIosG48CBaDp1pOqNN2kxdw5BpxPPzl3hws9mo+L55wk2NGA891zSnnkamebI4QxHq9zupt7tRymXsOpVGDVKahu8fLutHItOyfayekwaBRlxOub+ms8ve6q4e1Bbru/31xsCH1Tl8PDslztYsK4o4vjFXdM4s20ihbVOMuP0yGUSN76/ocn1HdNMXHlyC+5dtLnJmFYp57UrujFu7qEo/emjuvPSt7u4oX9LgiG4fUH0OPt4vYpHh3Zk0nuHXvPy3pncfk5bEgz/e8+yv1uDx4/LF0CvlqNVip/9C8c/EXwhCIIgCCcImU6HLEqM+h/5ysspf/ZZEq+fiOmCC7B/9hkAIbeb4jvvIuO111DEWykcdy0hr5eqmbNIf/EFqqbPwL1tGwDarl2JnziBusWLSH/+OSpefBHDaaeRN/xSsmbMQG4x49q4kfqvv25SYAHUL1uGZcRlZL35Bvavv6HmjTcaxzSdOpL2/HMU3XQzvuJigh7PMS2ykk0akv/wnSZOryIjTsvYOWvItOpweQMU14VnfDRKGYM7px6T104wqLlncHuuOjWbzzaWEAyFuKBLGilmNXJJhk4lJ0i479WYU7OZ82t+xPWT+7fiyS+3R723yxdge2k9HVJNbCu1k5ugp9zuZneFg5MyLCz+vTjmc1U3hJcdHu791YV0Sjcz6uT/PeXx71Lv8rG7wsG07/eQX+2kU7qJ689sSYsEfWPEviCcyESRJQiCIAgnCNeG32lYvpxAVRWpjz2KdcxoXBt+R9JoUOXkIBHCX16Ov7IyfP7atdTI5SQ/cD/+qvByOs+unZQ99BD+ikoafvqJzLfeoviOO6GhgbqPPsJ0wfnITSYaVvwa8zkaVq3CeO651MyeHXHcvWUr9d8uw3T22eGIeJ0Of1VVOJVQpUJhPXJz3r+iU7qZR4d25PHPtjeGSGTEaXn18m6kW/73AI6DrHoVVr2Kzumxe09tLbHTMc3EhxNO4cedlfiDIQa2TyLBoI5Y7vdH+6sbSDZp2FZqZ/wZubz9S3iZ5+ZiG+1TYv+03KBWNIlnB5j+/V7Obp9MUpT0wUAwSCBIk+Lsn+LxBfhsU2nErN7eSgefbixh9tjenNE6odkwD0E4EYgiSxAEQRBOEN6CAgDcmzZRMGYsac8/h/3bb/GXleErKEBSq8ma/TZyi4VAXR0Q7rFV+uBDePfubXI/X3EJrt9/J/GmGym6bgKSVoNt0WJMg84NR7EHAlGfQ5GURLChgZQH7sezNw/bkiUE7eH0P/vnn5P61FNoOnXE8d1yKqdOxVtYiDo3l8Rbb0HXrRtyc+wi5a8waZVc0j2Dvq0TqXF4URxYTnikePNjKRQKUW53Y9WrGP32alRyGZ3Szchl8M6q/bw9phc5CXr2VTVEvb5lkoH86nKeG96F3jlWEgwqtCoFrRL11Lv9WHRK6py+JteN7JXJpxtLmhwvtbkIBEM0eHzUNHhxegO4fEHUChlbS+x8t6Occzokc0pOPKnHsBA9GhX1HqZ8urXJ8WAI7lq4kSWTTiPF/M8+kyAca6LIEgRBEIQThPakQ0ESgdpayh56mKS778JfXo57+w7UrVuhSE3Feu04Kp9/AQBlamrUAusg96bNxF11JarsbOQmE4HyChpWrsTYvz/1y5ZFnixJJN97D3JLHBVPPY2/shJNx46kPfM0dQs/xvHdd4Q8HjTt22H/7HOqpk49dKlSSaCyCs/evSgSEpAnJCA/iiWSR0spl5Fu0R7Tmauj1eD282teNQ8s3sz9g9sTr1dR3eBlfUFt4zlv/pzHTQNaceuHTfdWmTQKBrZP4sKT0kg2aZDLJFrE6xvHrTo/867pzfh5aym3exqPD+mSSucMM2+vaBpu0j7VhD8YZGe5g8UbivlwTSEefxBJggHtkhl/eg7j5q4lTq/k/fGnNPYN+1/VOb1IkoS5meCN4joXHn/T2TeAcruHWqdPFFnCCU8UWYIgCIJwglC3aoUyIwNfUTh8wVdcTPFNN6PKziblsUfR9+oFgOWii/CVlFD3wYcEXS5kZjNBmy3qPRVJifirqrEMH45kMKBp25bSh6eQMfUVnBs2RKQYWq++Gs+evdQtWNB4rOGXX2j49VfSnn0Gb34+BANIkkTVjBmN54SLuBwqX3sNf3k5yOUYzz6bpDvvRJWedsT33eDxU+XwYHf7MajkxB9n6Xk7y+sZPy8cWjF1+R6eu/Qk7l64iUrHoYLI4fHTq0Ucdw1qy6vf7cHlC88S5iToeXlEV3IT9MhiNHJWKRV0Tjez6IbTKLO5sbt9ZFl1qBQyhs34NWpk/KNDO1Jmd/PFpjLmHdbIOBSCZdvLqXF6mDaqG6PfXsOsH/fywAUdUCv++l6o0joXy7aXs3BdEXKZjCtPyeK0VglRZxOPtBBQLBQU/gtEuuARiHRBQRAE4XjiLSykdMojOFesAEBusZB4260YzzknPFtUXU3AZkNmNkMgQNDjwbHsO6pee63JvSSlksy338L522qMZw8k5PcTcrsJ1Ndj+/wLLOefj/P333GuWYPcYiFh0g3kXzIs6nOpsrPDxVRmJjKDgf1XjAJA3aYNcVdeSdlDDzW9JjeXrDmzUSYlxXy/FXY3L3y7i4XriggcqCb6t03kiYs7k/YvzFr9kc3pZeI761iZV9N4rGWigclntUImgdcfpFO6mWSjBqtBhdPjo9zuobrBi1ohw6JXkfk/zCLtqXBw18cbWb+/DoBEo5qHh3TgpAwzeysamPDOupizRksmn8b4OWuxe3x8f3u/v7xssLTOxZVv/cbeysilkN2zLMwY1YNkc2ShVVTjZOBLP0bdS5Zu0fLJDaf+o0s9BeHPEOmCgiAIgvAfpMrMJOOlFwnU1BD0epEbjSiSkvDX1FDx3PPYFi9u3Eul7XMKaY89hmnwYNzbtuJY/n3jfSStltTHH0NmNKJp347C62/AXxLe2yMzmUi6/XYa1q3Ds3cPluHD0HTqRMPKlTGfy5ufj7bLSahyssMzWgdYRlxG9WEJhBHX5OXhzdsXs8hyevy89O0uPlwT2VD4+52V3PT+BmZd1YP4fzmm3OkLsLXEHnFsb6WDWz/8Hb1KzvmdU7m4W3pjny6dWklOopKcxGPz+q2SDLw1uhe1DV68gSBmrZJko4aCGic6tTxmgQWwq6yeu89ry50LN/FXf+IeDIb4bHNpkwILYH1BHesKapskPCaZ1Dx9SRdu+fD3iONKucQLl50kCizhP0EUWYIgCIJwHPJVVDSGV8jNFpTJhwoRucmE/LCfoAZdLqqmz8D28ccR9zCefjplD0+hYfVqcpcsJmHiRFybNiEzmdF0aB+e6WpoAJkM41n9qVvwESGvl6DdTtnDD5P5xhuYBp9H9etvUDltOgnXjmv2meUmI3KDIbzn6kDDZEV8PL7CwpjXONetRZWbg9xsRqaOLJiqHB4++kNfqoPW7q+lyuH514sslVxGqlmL3V3fZKzBGyDBqG62EfKxEKdTEadTRRyTJDBplMgkoi4nhHBgiFEtZ2D7ZEyav7b8stbpZcGa2L+/7/62n35tEtGpD33lVCnkDOyQzGc39uXNn/PYV9VAl0wLo/tkk2X992cnBeFYEEWWIAiCIBxHgl4vrk2bKL3n3sa9V4q0NNKefAJt165R+075q6qwLVwYcUym16NMS6NhxQqM551H0OPBX1+Pt6QUU/v2VM+chf3LL8OzXjIZxrMHkv7CCxTfcQchT3gvUfXrr5N46y24d+wg+Y7bUWZkgEIBfn+TZ9B2746k1eKvqUEeH0/G1FcouGYcoUAASacj5GzacwtAptVSeO14jBecj/LSkdT4ZTg8fkwaJYFQCJkkQYx5lnK7h7Ypf+bTPfbiDWpuGtAqohnwQTIJhnXP+FP3a/D4Ka5zsXhDMUW1Tga2T6ZntvVPL41sEa+nsKaBczok89XW8ibjWVZdOH3QG+DOc9ti0Bz9V8JAIEilw0uIEHKZhLqZKPhQKPrvnkGtoFO6mWeGdcHlC6BTyVH9D3vC/i2ldS7qXD58/iAmrZJ0ixblvxSNLxxfRJElCIIgCMcRX1ERBWOvAd+huG5/SQkF464l56MFKFJSmvSbCjqdhHyR8d7qtm1xbfgdmdmM9aorcXz3HY4ffyL53nupfecd7F98cdgNgtR//Q0htwfr6Kupfj28vM+zdy/+6hrSn32G4ltuRd22LUl33EHF009HvJbMbCb53nsofehh/CUlGM8eiHn4cHI/XYp75y4sF19M7bvvNnmvkkqF+uRTCOrjaOjQkUc+2c73u6vCYxIM7pTCK5d35eb3f8cbaLrsLcGganLs33BKy3gmnJHL6z/ncXCnu0YpY+rIbqTFHX1x5PT6+XJLGXd8dCiBcOnGUlLNGj647pSIxMGjoZQk7hzUjhqnj9X7Du0ZaxGv47GhnQiEgrROMpLyJ5bnldpcfLi6kHdXF+DyBjirXXh/3P2LN7Ol2N7k/FEnZ6FXx/66qVbKUZ+gzYe3ldi5c+HGxuWicToldw9qx1ntkqL2JxP+fxFFliAIgiAcJ4I+HzXvvBtRYDUKBKh+8y203btjGnQuioSExiGZVtdkhink8yGpVZgvHEKwoYGaufMI1tcTsNvCM1hROH78kbjLL6eacJGlysoCmUTNvPn4iovxFRcjNxrJmDkDx/Ll+Csq0Z18MtrOnSm5597GqHjPrl3Uvvc+2R9+gOnsgWi7dMaTtxfnylWNryVptVhfmsoDGxx0yTmJb34tZ9VhhUAoBJ9vLiMYgitPyeLtFfmNY90yLYzolYlBrcDl86NV/rtfZ+L1aiaf1YrLe2exq7wenUpBdoKOJKP6T83OVNZ7uGth04j3Upubp77cwfOXdsGgPvplfSlxOoprGrh1YGuc3gDldg9WvYqaBi8bCmq5pHv6n4puL7O7GTdnDdtKDy2NXLqxlGXbK3jz6p6Mm7u2MTURoFuWhZ7Zf64BdTAYQiY7/vMF91U5GPXmKmoP611W6/RxzyebefPqngzsIIqs/+9EkSUIgiAIx4mg04l706aY4+5du1C1zMW5fgOmc85uPK5IiMc8ZAi2RYsOnbttG4mTJuEtLCDo9hCsD38xDnk80EywcNDtCk8jhULET5iAMjkJ+1dfNY7blizB/sUX6Pv2RW6NQxEfT/lTTzbpxRWoraVy+gxSH34IZXIy6S+8gK+sDOeatciSkylJasFNqypZVVDJhT2zWbVve9Tn+WprGe+MO5m3V+SjVsh4bngXCmqczPxxL89/s5Mz2yQyqX8rsqy6v33vU3OMGiVGjZLshD8323S41ftqYu6f+mZrGbWD2/+pIgsg3apHLpdweII4vX7q3T56tIjDoJaRHvfnnnVLsS2iwDrI6Q3wwZpCFkw4hY/WFbGtxM7lvbM4rVX8UYVYBIIhiuucfLO1nPUFtXRKMzO4cyrpcVqU/+LvaXN+3VMdUWAd7sVvd9EhzUia5dj1gRNOPKLIEgRBEITjhEytQZWVhXvLlqjjytRUAlXV1Pz8NvqTeyM3m8PX6XQk3noLQYeD+m+/DZ8cCODasgVtl84gkzcWTpK6+aAISaNBUqlIuP56gg0OvIWeJjNrIZ8Px/fhpEJFcgqSNvqSuPovviDplpuRabUorFYUVisBn4+PymU8siBclCnlEvXu6F9W4cCenlCIz27si0Im8cinWyPi0j9eX8wXm8tYOvk0Wicbm31vx7t6d9O9bgcFQ+CPVYEdQYo5/GW/VZLhL10P4d+DJRuKY44v31HB0K5paJVynry4M5lWLVrV0X3N3FJsY+Trqxpnwb7YXMYr3+1m/rje9GxhPS5nttYd1mj6j3aU2fEFRIek/++Ozx8PCIIgCML/QzKNGus1Y2OOWy65GPuXXxKw2Qj5Ir+QK5OSSH38MXK//IIW775DztIlxI0cgbZbN+QmI4YzzwTAvXkzugNNi/9I06kTCms82Qs+RB5vpe7jT/CXl6PpelLMZ9J2PQldz57RB6WmX45dKZl8uO3QF1RfIIShmT07AB5/ELVcRlGd6w/9qPTcc147nhnWme2ldnaV2ymqdVLt8JBf1UBhjRNHMwXc8ebk3NhL69omGzH9iXCKY02SJIzNNIDWquSU2tzM+imPQa/8xI+7KvH6AzHPP6jc7mbSe+sjlhlC+Pf8+nfWU253/8/P/nfIbWbGMs2iPS4LQ+GfJYosQRAEQTiOqLKzSX3iCSTVoVAHSakk8Zabca7fQKCuDkP/fsjMTZtgys1m1Dk56Hr0QNOmTThK3WhElZVFwuRJqNu0pmbuPJLuugtNp04R16rbtSPx5psonDgRx/LlqFu1wrlmDZpOnUm+597wnq8/0J1yCt59+9B16x71vZguuAC5xRL5jAZ9kyVgu8sdnJRhjnqPfm3CDaW+3FLKt9sOpeTdNKAVE85sycfrirh1wUamLt/D9tJ6Fm0o5rd9NdzzySb6Pf8Ddy7cREFN0x5Ox6NUs4ZzOiQ3OS6T4LGLOv7rcfUje2bGHBvaNY2vt5YB4Vm3mz/4nYp6zxHvWdPgpajWFXWsusFLlcP71x72bzaoUyqqGEsZJ5yR+z81mBb+G0SRJQiCIAjHEbnBgOmC88lZspjUZ54h9aknSZ/6Cu5t26idPx9ZXBxxV12FTHn0e3PkFguK1FTSXnqJ9KmvEAoFMQ25gIzp00h9/HEypk/DcvHFlNx5F4GaGtw7duDZX0DORwtQt2+PpNOSOW0a+tNPR9LpUKSlkTDpBiyXDqfyhRcJejxIf3geeUICCRMnNImct+rVXN2nReOvWyUZyE3U89QlnemaaYk4t0/LeK4+tQV6tZzf8msao8JvHtAKnVLBXQs3sbvCQSAYYk+Fg5s/+B2vP8jXW8u49vRcAsEQX24pY+SsVZTURf8ifzyx6tU8cXEnpgzpQLpFi1oho2+rBBZPOo3OGZZ/+/HIjNcx/vScJsc7pJo4OcfKL3uqGo95/EH2VjqOeE9/lNTIw3kDR54N+zekmdW8cXWPiNlFSQqnKQ5o37RQFv7/EXuyBEEQBOE4I1OrUefkIMnlVM16HduSJQCkPvkE6nbtaPjpJ1waLdpuXZEnJiKPsSfqcMr4eGQqFZJSScBmo+7DBXjz85FptQRdLgge+rKrbtUK07nnNN5XJpdTcOedmIcOxXTeIIJOJ/bPv6Bq2vTwvdPSSH/1VWrmzCHocGA89xxMgwejSk+P+ixntEmkR4s4qh0e7hvcntsX/E4wBBPPzOXGs1rh9gdoYdWzKq+aPRX1JJu0rM2vZXSfbDYV2Ti7QwrDZvwa9d6v/5TH4kmnUVXvoUOqkW2l9ZTY3KwvqP3Tvab+DYlGDaNPzWZw51QCwRA6tQJzM8v0/klxOhU39G/FkJPSWLCmELvbR5+WCajkMm77cGOTPBWX98gFklWvwqBW4PA03Y+mkstIMh6fKX06tZJTcq0sndyXolonDo+flokG4nQqEoz/7oyjcHwQRZYgCIIgHKdUWVmk3H8fiZMnEQoEqXrtNUrvu//QCXI5qY88gvG8Qcj1R06KkxuNyI3hcIiESTdQcvsdBBv+sJROocB0wZCIwk1ujUeVk0Pt/PmHzpPJUGVno0hNRZGUiLZTR7TduhLyeJBbLMhUsXtYJZs0TB/VnTqnj7GzVzemtD3z1c7w68kkOqebefXybiSb1KzOr8XjD7Jufy13D2pLca0Ljz/6DIjHH6Sgxsn7qwu457z2jJ2zhkAwxLLtFVzQJe2In9HxQJKk47bPUpxORZxORZcMC7UNHsbOWcPvhbYm50kStE1puqT1jxJNau4b3J77Fm1uMnbr2a2Pm15o0aiVCrITFP9ToqTw3yWWCwqCIAjCcUym06FMTcW5di22xYsjBwMBSh94AF9x7NS3WPR9+mC95hqQHfoqINPryJw+DWVqSsS5ijgL6c89izIrCwDLiMvInDED8/DhmM4bRMBmx52fT/XceRRNmkzl1Ffx7i8gFGOpV53TS02Dl2qHhxJb02CDQDDE74V1ePxBVAo5uQl6Hh3agW5ZFjRKOWkWLZPPakWcLvoMT4JBzfr9tXy1pYxzO4aXbmWcALNYJxqLTsWNZ7WOlm/CuNNySNAfuUBSyeWc3yWVedf0pnO6Ga1STvtUI69f1YORvbOOOqFQEI43UijUTLMMAbvdjtlsxmazYTId+ScygiAIgnCs+auq2D96TJNeVAfFXXklyfffhxTt224zAg4HgepqPPv2IdNoUWZmoExKarK/yltSQsBuRyIc5V3/1ddUz5oV+QxXX4W+Tx+C9npK7r8fSaUi+7130bRrF3FeTYOXGT/sYf6q/TxxUWdu/6hp892Dlkw6jZI6F8V1LjRKOS8v29UYhNA7x8rk/q24b9HmiOCEVLOGRy/syMq8at5bXcDzw09i8vsbWHbbGbRKOrEj3o9HDR4/u8rrefarHWwtsZNi1nDjWa05tWU88QY1dU4vtU4vXn8Qo0ZJskmDPEbyXk2DF48/gEou+9dDPgQhlqOtDcSPBwRBEAThOBfy+/FXVcUc95WUEAoEkKIkADZHbjAgNxhQtQgHUQTs9XgLCmhY8SuhYAD9qaciaTQU33wLnu3bUWakk3zffU0KLIDaefPRduqEY9VKEsaPp2rGDEofnkLmzBko4uIaz9tTUc8bP+8DwvtxDrTvakKjlGF3+3ju651c368ldy6MbNK8el8Nd1Zv5KELOjLpvfUAaJVyplzYkWe+3skd57Rl3sr96NUKXr6sK6nm8ExWdYOH/dVOPllfRDAY4qJuGeQm6kkQX+r/Er1aQbesOGZe1ROn149SLmv8LPdXN3DPx5saY/etehX3nteOszskY9E1neWyHsXM17EQCIaoafAgSRLxetWf/uGEIBwNUWQJgiAIwnFOZjCg7dqVhh9/jDpuOOMMZH+ywPojf10dNXPnUj1jZsRx09ChmIdeSE1dHelTp1L50ssx72FbsgRVdjaak7qAQoF740YCNntjkeXxB5i9Ir/x/BV7qzi/cyqfbSptcq/rzsjlg9WFjOydxes/5UV9vXK7B7cvwNhTszHrlJyUYeH7HeXcdnYbEg0qPpxwCmqFnESjinq3D5cvwOOfbWfx74eWV763upAB7ZJ4elgXEkVgwV9m1iojAjpK61xc/vqqiOWgNQ1e7ly4iZlXdmdQp9R/4zEprnXx8foiFm8oRi6TuLx3FoM7p5BiFstJhWNL7MkSBEEQhONYwGYjFAiQfM/dIJc3GZdbrehP7/s/v453794mBRaAfckSZDodKY9MoeHnXwhUV8e8h7+qGrnJjDc/H0Vi4oGjh6ap/IEgtc5DfY9mr8hnQPtkxvXNaWxIbNWreHhIB1olGvl8cykZcVp2V8SOAl+3vwazTsnyHRUs215OdoKBuxduYtjMlQybsZJxc9eQX+1k6ne72VhYF1FgASSb1KSaNeRXNxAMih0Ux8r2MnvU/XYAT325g4r6f77JcHGdixGvr+TFb3eRV9XA7goHj362jTGz11BqO/4j/oUTiyiyBEEQBOE45Csvp+7jjym4bgKF46/DuXo1uUuXoOnaNXyCJKE77TRavPtOzKj0oxV0u6mePTvmuG3RYiSZHNemTWg6d455nrZLFzx79iA3Ggm5XGg6dEB+2J4FnUrBuR0PhWoEgiFuW/A7+dUNPHFxJ94bfzKfTu7LZT0z+WBNAQD1bn+zCXPJZi3fbiuntM5Nn5bxPPrZNuoPiwMvt3u47cONDOuRwbyV+Y3HZRLcf3577jinLYW1Lp76Ygdv/rKPolpns5+VcHTW5dfFHNtf7cTja74/1rEWCIZYtL4oauPjHWX1rMqL/cMDQfgrxHJBQRAEQTjO+MrLKbzhBjxbtzUeK9u0CXWbNmRMn0bI50eSy5FbzBFFzF8V8nqbnaEK1NUSqKvD8cMPZM6aiW3pUkKuyC+rkkaD8dxzKLrtdkxDhhB0Okl5ZAoKq/XQOZLEOR1SmPHDXirqPeHXDsF32ytYtbeaz286nfS48LKtkb0y+XVvNZ+sL+Ly3lm8unxPk+dSyWWc1TaRxRuKGdk7g3dXFUR9fm8gyFdbyshNMPDjrvDetlsGtmFTYR2fHrZUcX1BLW/+nMfC608ly6o7yk9PiCY7IfbnZ9YqUcj/2X1QtU4vizaUxBz/cE0hZ3dIxqA+PnqSCSc+MZMlCIIgCMeZhl9XRhRYB3l27aJhxQrUOdmosjKPSYEFINPr0Z9+Rsxx3cknI+m0EAhQOfVVMl55GU3XkxrHNZ0702LuXLwlJbSYMxtFUiI5ny6NSBb0+gMU1Tqxu3y8e+3JXNQ1DYVMQpJgQPskFk86jczDCpveOVY6pZn4bV8NLeJ1DO4cGSuvV8l5/tIuGNUKnr+0C/3bJrOnMvaywh1l9fTKiWu8tnWyIaLAOqje7WfV3ipKal2U2dx4Y/TjEpp3Sm48akX0r5njT88h6R8OGpEARYxUQwj3ZpMhAjCEY0fMZAmCIAjCcSRgt1O3YEHM8bqPPsJ47rkoLJZj9pqSXI75wiHUzJ1L0BbZWFbSajGefTaBujqM555Lw4oVSGo1pvPOI/6acQB49+cTaHDg3b2HiqefIeR0ounQAevdd1OTloOk1ZFf1cD1767H5QugVcq5/ORMPruxLxqlnHiDCqMmcgYhxazlzdG9WLa9nNkr9jG0azrj+uawvzq8nE+rkrNoXRFxehVXvbWaiWfmkh2vo/LADNkfZcfrSTFpSDFpaJNs4OddTdMa2yQbeOD8Dry/uoAHl2xFIZO4pHs61/TNQSGTYdIoMEdJxROaSjVrmD/uZMbNWROxfPOCLqmM6JWJXP7P/pzfqlcx6pQsHlqyNer46D7Z6NTia7Fw7Ig+WUcg+mQJgiAI/6SA3U7hhAm4NvwedVzTsQOZb711TIssCPe/8u7bR/mTT9GwYgWEQmh79iTp9tsIOp34y8rQdOmCbdEiPLt20/DLL43Xpkx5mLqFC3Fv+cMXWElCO+11rlnvo1/bJFItWp74fHvjsEouY/bYXrRM1Deb7lZc62RVXg0fry9iT4UDtz+Aw+3ng+tO4ckvdvB7YR1JRjX3n9+emz/4vcn1CpnEW6N7MvfXfG4/ty0r91azp8LBB2sKI855e0wvJr+3HrvbH3F9ukXLlCEd+HRTKTcPbE3LRMOf/HSb8gYClNs8bCu1U+3w0iXDTKpFQ7z+v5Nw6A8EKbe72V/tpM7lo02ygQSDOmp8+z+hzObimrlr2VZijzh+Wqt4XrqsK0kmzb/yXMKJRfTJEgRBEIQTkNxkwnLpZTGLLMullx7zAgvC+6Xkljh0J/fGctmlKJKTCdbZKH3oYby7dyNPSCB+7Bgsw4aRd8GQxutkZjMyg6FpgQUQChGc+gLjb5jCvcvzuW9wezqnm9lcHJ4t8waCfL+zgkAwsdkiKz1OR7+2ctqmGFm5txqTVsHJOfEo5RI7ysJfmCvqPWwsrOOuc9vy6vI9uHwBAOJ0Sh4a0pG1+2u5qk82V7/1GwPbpzDkpNSIIuucjsl8vrm0SYEF4VS6XRUO8qocjJy1igUT+5CToG8c9wUCONwB1ArZUc2GeP0BfttXw7Vz1+I5bDni6a0SeP6yk0j+j3zZV8hlpMfpSI87Pva3pZi1vD26J6vza/lgdQEKmcRVfbI5KcMsCizhmBNFliAIgiAcZ/SnnYq6Qwc82yL3Zalat8bQr9/f9rohn5fq19/AOOAsZEYjtfPfaRwLVFVR8dzzaDp1iugerM7Nxb15S8x7enbsoI0pHD0/Z8U+ru/XqrHIAthX1YBZo6BblqXJksHDxRvUxBvUdEo3Nx6rcnjIiNOx50DE+9sr8jmrXRIvj+yKUi5h1iqxaFXIZbCpqI5J763H6Q3w4dpCWiUb6Nc2kR92VgJwUoaF+av2x3z9X/ZU0TUzjneK9/PZphKuP6MlkkyisMbJO7/tZ+XeahKNaiac0ZJ2KUbimmmsW2bzMG7OWryByP1eP++pYu6v+dx6dmuUUeL6hf9dilnLhSdpGdAuCZkkoVWJz1n4e4giSxAEQRCOM8rkZDJnTKfh51+oXbAAQiEsw4djOPMMlCkpR77BXyTTatF07Ijx3HMpuunmqOf4iktQJCXirwgXJ0GnE7nZHPVcAEmtxncgUKDE5ib+D3HsOQl6bC4f0h9CB8rtbmobvOwqr8esU9HCqiPdokV5WJhCgkHNLQNbM/m9DY3Hlu+oYPmOClQKia9vOZOcBD21Ti8bi+pwegON5z371Q4eHdqJfm0SWfx7CWqFvLFXVzRGtQLPgdmx73dUckXvTMpsHi6dtTLivj/srGRy/1ZMOCMXozZ60bgyr6pJgXXQvJX7ufKUFqRZRHPcv5Ne7L8S/mbi3zBBEARBOA4pk5OxDB+G4eyBEAr96SWC/ro6/OXl4aAKhQJ9374oEhKRm4wxr5GbTCTdeiu+0hLw+aKeU/vBByTecQeld90NgGfnTjS33QYyGQSbFg7qIUNZsKcBgIw4bUQwhUouo2+rBBxuPwbNoa8kxXVOnvxiB58flv5n0iqYdWUPumdZUCsPnXtqywQm9W/JzB/zCBxoJmzSKJg2qjvplvASsDidimeHdeGyWauoaQg3Q/YFQjyweAvzrunNW6N74gsEQQoxZWnTVEeA8zqn8vhn4bE4rRKnN8CDS7ZGFFgHvfb9Hi7unh6zyCqO0qvpIIfH3/g+BEE4cYkiSxAEQRCOY4pmZoli8VdXU/HiS9g+/jjieMKkG4i76qpmCzZ161YRywH/yL1pE9pOT5Hx2mtUvPA83n351H32GamPP0bpAw9GFFrKNm2pHzaKTxeGe1xd0zeHBWvD+6ASjWoeHtKB5TsqmNS/VeM1Xl+ABWuKIgosALvLz9g5a1g6uS/+QIj0OA1mrQq5TGJIl1TObJNISZ0bk0ZBdoKedIsGleLQUrBWSUaWTj6NFXuq+Hl3FS0TDVzYNY00ixatUs57vxVg0ig5tWU8v+6N7Bl2cbd0ymwuqg8UaDee1QqHx8/6gtqYn9NveTUxAzJ651ijHgfITdCjUYolbIJwohNFliAIgiD8xzjXrW9SYAFUTZsentHq1i3mtTKdDkV6GqrsbLz5+U3GlS1aICmVKFJSSH3ySYINDQSqa/AUFpA5YwauLVvwu1x4uvZitzqe25fsQyZJ3Hluawa2S6J9igm3L4A/GEQll5jUv1VE0EOp3c3clU1fF8DtC/JbXjXLd1TSMzuOET0z+WRDMU9+EU4s1Kvk+IMhZJLEwol96JgeWaBmxOkY0SuLEb2yIo7XNHh4Z9V+9lY6uOe8dozolcmqvGpkkkTf1gnsLKvn2a93AjCsezoJJhXl9uhR8QcFmylUWyUZyU3Qk1fV0GTs/vPbk2j87yQMCsL/V6LIEgRBEIT/EH9dHdVvvhlzvGbuPDQdOiBTx/4ir0xMJH3qVAquvppAXV3jcbnFQtpTT1J0wyQ8u3cjj4sj7sorkem0VL82jWpJQtOhPep27dB17UqmD+Znp2PVq0gyqlEr5WTF66l3h/dgHb5EsPH5gyHqnNGXKgLsr3bSIl7Hc1/vpF/bRF74ZkfjWMNhS/fu/mQT867pjfUoItGDIfAFgnj8QR75dBtxOiUn51i5cUBrGtx+aht8XHNaNud3SSPVpCYYChd83bMsrC+oi3rPXtmxZ6tSzBrmjevNk19s5+ut5QSCIdLMGh68oAO9m7lOEIQThyiyBEEQBOE/JOTzE6iNvYzNX1VFyOeDZoosCC8bzPnkY1xbtuLZuQN1mzbI4+IofeBBvHl5AARqa6l69VWs48ZhPPcc6r/+BvfWbSCTkyQPkJQQF/XezaUIquQysqw6CmqcUcd7ZVv5YE04BfDzTaV0y4pjVV5Nk/O2FNupc/qOqsiK06m4qGsaz32zC4Bap4+vtpbz1dZykk1q3ri6B10yDr2XCrsbhSw8Czf5vQ2NcfEt4nU8dEEHUs0aXL4A+6oaSDNrUEdZ/pcRp+O54Sdxz3lefIEgerWCFBEjLgj/GaLIEgRBEIT/ELnRgL5PH+oKC6OOG888E5nuyH2LJElCmZaGMi0NzjkbT1EReQPPjnpu7bvvkvbss9R//Q0AiTffjCIueoF1JJlWHbed3YZbPvy9yViqWQMS3Du4A3G6vdjdPjSK2PuXjjY+Qi6TuKhbBu+tLqS4LjKUwqBWkmiMLH6STBryqxqod/uYdVUPvtxSSoPHz6T+rXlwyRZW7wsXfSaNgslntWJIlzRSo6QF6tUKkXInCP9RsiOfcnyoqalh1KhRmEwmLBYL48aNw+FwNHv+jTfeSNu2bdFqtWRlZXHTTTdhs9liXiMIgiAIJzqZRoN17FgkTdNZEbnFgvG8QUiyP//Xv6+gIOZYyO2GUBBJqyX5oYfQdu70p+9/uD4t43n8ok5YdIdmvHrnWHlmWBemLN3K3F/zOb11AiN7ZrKlJPrf6+1TjVhipPtFkx6nZcGEPtwyoDVZVh05CXruPa8d71zbm9QojZLbpZoOFE4hOqSZuWlAa8bNXdNYYAHY3X6e/GIHP+2ubDzmcPvYU+HgzZ/zeHDxFhZvKGZfVezvM4IgnJikUKiZnZnHkfPOO4/S0lJmzZqFz+dj7Nix9OrVi/feey/q+Vu2bOHhhx9mzJgxdOjQgf379zNx4kS6dOnCwoULj/p17XY7ZrMZm82GyWQ6Vm9HEARBEP42Ib8fz569lD3xOK41a0GS0PfrR/Jdd6LOyflL93Rt2UL+8Etjjucs+gSZyYwiMQGZKnYj3qM184c9pFq0KGQyVAqJjUU23l21n1qnD4tOyd2D2tEq0cC6/TU8/dXOiGvVChkfTuhD10zLn37dQCBIjTOcIhivVyOTSc2eX2Z3I5dC/F5oY/y8dVHPSTNreP+6U0g0qFiTX8d189fi8R9KYUw2qZk/7mTaJMeO1xcE4fhwtLXBCVFkbd++nQ4dOrBmzRp69uwJwFdffcXgwYMpKioiLS3tqO7z0UcfceWVV9LQ0IBCcXTT86LIEgRBEE5UfpuNoN0OkoTcbEZu/Otf4n3l5eSPGIm/rKzJmLZbVzKmT//LSwSjufXD31m0oTjqmFGt4MEhHVi2rZzHhnYir8rBjB/2Umpzc3KOlbF9c8iK00U0Lj4WCmqcbC+xs2x7OXE6FUO7ppFsUpNg1PD8Nzt5bfmemNd+e+sZyGUSF762AofH32S8V3YcL17WFX8ghFwuYdWpGoNBHG4f1Q1eCmqcaJVy0ixakoxqFPITZkGSIPxnHG1tcEIsBF65ciUWi6WxwAIYOHAgMpmM3377jYsvvvio7nPww2iuwPJ4PHg8h2JZ7Xb7X39wQRAEQfgXKcxm+At9tqJRJieTOXMmBWPGRCQOKtPTSHvmmb9UYNld4eLB4wtg1ChJMKiobvBid/m4qGtazCLr7I7J/LqnmjK7m5V51ZzaMp7pV/ZovI/qGBdXAAXVDVw7by27yg8t7Xv95zzuHdyOy3pkkBOvj3mtSaNAKZeRV9UQtcACWJNfy55KB2Nnr0EmwVntknjwgg6YNApm/ZTH6z/lcbBHsUmrYOaVPejZIi6iF5ggCMePE6LIKisrIykpKeKYQqHAarVSFuUnatFUVVXx2GOPcd111zV73lNPPcUjjzzyl59VEARBEP6r1G3bkPPJJ7h37cSbn4+mbTtUuTkok5P/9L0Ka5zcv3gLP+0K71cyaRSNTYmf+nIHjw3tRJ9cKyv/kBxo1au4qGs64+etZXiPDD7fXEq6RUtOop4Ew9/TX8rp8fH6z3kRBdZBT32xgzNaJ9I9y4JeJY+IkT/oylNaYNLI0alkMc8Jv074eDAEy7ZXsKXYzpujezLzx7yI8+wuP2PeXsM3t55BdkLs4k4QhH/PvzrPfM899yBJUrP/7Nix48g3OgK73c75559Phw4dmDJlSrPn3nvvvdhstsZ/CmOkMwmCIAjC/zfhxMFUjP36ET9mDPo+p/ylAqvc7ubqt1c3FlgQDol46ssdhELQs0Ucj3++jct6ZvLUxZ3omGYiJ0HP1X1a8PKIrjy8dCuSBOd2TGH5jgoKap18taWMv2sHRKXDyyfro8+qAXyxuZSMOB1zrulNnC4ybOO8jikM7ZrGkFdXMH9lAdNGdefMNolN7hGvV+HxRxZfZXY36/bXkhulkPIGgny99eh+0CwIwj/vX53Juv322xkzZkyz5+Tm5pKSkkJFRUXEcb/fT01NDSkpKc1eX19fz6BBgzAajSxatAilsvmkIbVajfoIvUMEQRAEQfjr8qsa2FfVEHXsrV/2ceegtqzdX8utCzZyWc8Mnr+0C+vy6/h+VwVjZq+mfaqJVy/vxsvLdhMIhtCrFLzw9U7O7pBM8t/QayoYAmeM2SeAOpcPpUJGtwwLi244jeJaJ3UuH9kJeoprXQx9bQVuf5DizaV8vbWMqZd3I7+6gf3Vh3qBTT6rFe+vbprguL6gltbJRvKifF7by+qPzRsUBOGY+1eLrMTERBITm/4054/69OlDXV0d69ato0ePHgAsX76cYDDIySefHPM6u93Oueeei1qtZunSpWiixNkKgiAIgvDP2lISe79zpcOD4bDeUQvWFjGwfTIqpYxLe2RyWc9M8iodTFm6jeI6F8kmNfVuH2V2N8Hg3zOTpVPJ6Z1jjYhnP9zA9uHZPIVCRnaCnuwEPfurHAx48UcOCxEEwB8M8fKyXVzbN4cHl2ylVZKB689syZYSG2vymzaRTjZq2FwcPab+5Gzr//bGBEH425wQsTTt27dn0KBBjB8/ntWrV7NixQomT57MyJEjG5MFi4uLadeuHatXrwbCBdY555xDQ0MDb731Fna7nbKyMsrKyggEYv80ShAEQRCEv1eWtWnfqYO0SjmBPxRLe8rr6dkijoeXbmHC/HU889VOiutcmDQKnri4MzN/3EundDMOj58dpXYq6z0x7h6b2xegsMbJxsI6tpfaqbC7G8eSTRruPa8dSnnTOPcuGeaoy/nW7K9tUmAdtKvcQc9sK8tvP5M5Y3ohSTB7RX6T8yQJzu+Syur8psWdSavg9NYJR/8GBUH4R50QwRcA7777LpMnT2bAgAHIZDKGDRvG1KlTG8d9Ph87d+7E6QxPva9fv57ffvsNgFatWkXca9++fWRnZ/9jzy4IgiAIwiEdUs2YNArs7qZJe8O6p/PF5tLGXytkEoM6p5KbaODD6/rw275qdlc4yIzTkWLW8MI3O9lb2cBrl3dj9NurKbG5aZloYOaV3Wl9oO9UlcODPxBEp1Jg+kOD4toGLxX1bvKrncglicJaJ9O+34NWJWfmlT1on2JCJpNok2xg4cRTefbrHazcW41Jq2Rkr0xGndyCTKuuyftQyZtP/dMo5eQcKM7USjnndkzm663ljeNymcSDF3RgW6mNB89vz0vLdmNz+QBom2zklcu7kh4Xu1gVBOHfdUL0yfo3iT5ZgiAIgnBsBYMhtpbYGD17DTUN3sbjZ7VL4tIeGUx+fwOBYAiLTsmrl3ejd7YVtTJctBTUOHn7l30s215OUa2LdIuWmwa0Zk1+DQvXFTXeK8GgYvENp/F/7d15fJTV3ffx7yyZyZ5JyMYSCAkk7IgsERSXgrI9FiyKS27FFkUr2EV4WqxWrMuNtdRaW/S5axWwNxXFCm4FRUCoiATZl7AvYckChOzrzFzPH8hIyEKQSYZJPu/XK3/kOuea65d45MWXc65zNh8t0F9W7lNOYYV6tY/Qr0akKiUuTMF2q3IKyzV90VZ9uf+0576UuFA9OaaHpr27VZVOlz75+VAlRH4Xok4WV6q00imTSYoPD/TUdaEjp0v1gz+urjUrJ0kDEiP19/sGyBH83aHNx8+UaW9uibYdK1Cw3arkmFC9nZGlzzNz9fHU6xQZYtOZsioFWMyKCrE12U6KABrWog4j9iVCFgAA3ud2G8otqtDRM2U6U1atztEhigyxqaLKpZyiCgVYzIoNs9d56G5hebXOlFapvNqlXSeK9ObaQ9p5wXteE4ckSoah+euO1LhuMklvThyoQZ0jNX3RNi3dUXuHvq6xofqvazpp5oc79dKEvvrR1R0knd3KPa+4Sm7DUFCARW0d9c8klVU5tXjTcT2xZEeN6+GBVi16eIhS42sfDH2ioFzvbsjSx9tztD+vRKlxYXr6hz3Ut4NDwXa/WXwEtGgt6jBiAADQspjNJrV1BNUZVOpafne+iKAARQQF6PDpUk1btLVWu8kk3ZgSox/P21CrzTCkJ5fs0IIHBmlZPVug78srUduIQFnMJm07VqgfXd1BR/PL9Lc1B/XexmMqr3apb4cIPT66u7rHhynivBmpc4JtVt16VTv1TXDorXWHdexMuYZ2jdH/6dNWHepZ5tfOEaSHb+yiOwYkyOk2FGK3MmMF+ClCFgAA8Et269mlc+cvOZSk2DC7Dp+ue4t4STpeUK7iCqcaWstzpqxawQEWJcWE6ODJEk3952btyv5utmzrsULd8/rXevvBa5SW1KbOzwgPDFCv9hH679t6q8rlVlCARSZT7c0zzhcYYFH7yIZDprcVlFWprMopR5CNGTPAS/xid0EAAIALxYYF6pEbk2tdr3YZCrY1vPFEgMUsq7n+wNMm1CaTSeoSG6LDp0prBKxz3IY0a+luZReUN/gsq8WsYJv1ogGrueUVVejrg6c17d2tmjT/Gz314U5lZheptLLa16UBfo+QBQAA/IrLbehEQbn25RZraNcYvX5ff8WHf7esLjzQqv6domS31v3XnL4dIiSd3cmwLld3jNSJgnK9dOdV2nmiSP/Zd6reWrYcLVB5tf8dDVNYVqUPt57QXX/7Wit25ykzu1jvbTymH/71S23OqvtcLgCNx5wwAADwG0Xl1fo8M1fPfrxLZ8rOzrj06RCh+T8ZJJfbkMlkUptQmyICA/SH2/vo5+9sqbEsMCIoQL8YnqKvD53WzT3i5XQb+mDLCTndhkwm6aaUWM0Y1U1bjhXo+U8y1b+jQ53a1D4H65xgm0XmK2yGqjFOlVbp98t217pe7TL0xJLt+t9JaRd9Nw5A/QhZAADAb2zKOqPH3q252cW2Y4W65/X1+nDqdZ6zo9xuQ4Xl1Xpz4kCt3J2nnKIK9WoXrt4dHJq1NFPVLkP3DOoom9Wsjx69Tk732R0DSyudGvfqWpVVnZ2dOppfqg+nXqeXPt9b5ztct/fvoLiw2htfXOkO5JWo2lX3S2lHTpepsLxa7d2GcooqlFtUoZIKpzpEBSs61KawwIA67wPwHUIWAADwC6dKKvXC0tqzL5J0urRK3xzJV/vIs0sAnW5Da/ad0qrdebq2S7Qig21auTtPf/p8nyTJERygELtFb2ccVYjdqifH9JBhGNp8tEAhNqsnZDnd0tr9p/T8uF56YsmOGkGrZ7tw/XhIorYcLVRiTIjaRjTucOBql1uF5dWymk01zsq6kphM0rbjhZo0b4NOf7uxiMkk3TUwQdNuTlV0GLseAg0hZAEAAL9Q5XRrd05xve3rD+Zr7FVnQ5bNataIHnFavitXq/eerNV3YGKUdp0oUmp8qMb0jteR06UKsJjVMSpIj/6gi576cKen7/P/3q0nRnfTJ48O1co9ucovqdJ1Xc8Gt7te/1q5RZVqGxGoBQ+kKSkmtN76DMPQ0TPleicjS5/tylVYoFWTruusQZ2jFBMWeBm/mUuXHBuqAIupztmsxDbBCrZZNeaV/3jCZntHoH4xPEWx4XadKChXVIhN5gY2DgFaO0IWAADwCxazSW0jApVdWFFne0pczYAzpEt0nf1tFrPS0zrqREG5+iY49H/f267sgnL1bB+hR25M1vUpMXrtv67WMx/tUnZhhexWs47kl+nWkADde00nLfg6S899kqmDJ7/bJj67sEKPLNik/30gzXO2VdbpMhVWVOtUSaViQ+0KC7RqeWau5q87opJKpyRp0z83a1TPeD17W69mPRMrOsSmx0d11zMf76pxPcBi0n/f1lv7cos9Aet3P+ypHu3C9bfVB3TgZKk6R4fo4RuTlRAZqPgI3tsC6mIyjIZOiUBjT3UGAABNyzAMLVifpSeX7KjVZrOYtfyx62ttUpGVX6Y/frZHn2zLltNtqH+nSD18Q7KOnC5V1ukyvfX1kVqf9Yfb++ja5Gi5Zaii2q2gALOiw+yyWy3anV2kkX/+T701fvaL65USH6aDJ0v084VbtP34dzv19e8UqT/e0Veniyv1s3e26Ph5W7+//9MhurpT5Pf5tXxvp4ordfBkiV7/8qBOFFSoZ7tw/eTazurUJkh/WXlAr35xQPcO7qSrExz65bu1D33+w+19NLJnvMKCeEcLrUdjswEzWQAAwC+YTCaN7BWv3dlFWpCR5Xk/Ksxu1f/c119tHbWX3HWMCtas23rrVyNSVeV0q8Lp1qrdebqua7Se/3dmnc95aflexYUHalDnKAUG1Dxvq/jbGaj6lFW7lJVfpsfe3VojYEnSxiNn9JvF2/XM2J566tYeeugfGz1tH2090ewhKzrMrugwu1Liw1Re5VJEUIDnMOK+CQ5J0p0DEnTP37+u8/5nPtql/p0iCVlAHQhZAADAb0SH2vWrUd006brOOnCqVKF2qxIigxQXHiirpe5zsYLtVk94kKTubcO1dHt2nbsFSmeX/lVUu1RQVqX48zazOLuEzimz6exBxBeymk2KCrGpuLxaW44W1PnZXx04LafL0JHTZUqJC9Xe3BJJktmHJ5c6gm1yXLDqr3f7CMWE2VVW5VJRed3BsrjSqdOlVUqKaYYiAT/DYcQAAMCvhAcGqHNMqIZ3j9M1SW3UPjK43oBVnyCbpcF2q8Uk03nnX+UVV+iBt77R8l15+tHVHeq8Z+KQREWH2FRYUd3gZxdXOLUp64y6xX+31Ghs37oPRvaVdo4gvTP5Gl1sbwu2vgDqRsgCAACtTnJMqOzWuv8a1KdDhALM5hobUZwsrtSR02X65/ojSuscpQeHJins29mx8CCrpt+Sop/emKxgu1WRDWzLbjJJEcEBig6xqejbMHb71R3UIapx2783p6SYUEWF2NQmpO6fxxEcoKh62oDWjpAFAABanbhwu/5811W1ZmoiggL0qxGpSo0PleW8xuKKs0vm3Ib0q39t08FTJXrutl6ac8/VeuaHvTSqV7wnlIUFWjW0S3Sdzx3ZM14yDI3oGS+LSXrrJ4M0Y3Q3RYVcmedOtYsI1Kwf9a7xu5Aks0n679t6K94PD2IGmgO7C14EuwsCANAylVe7dDS/TIs3HdPBU2W6KiFCN3WLVXSwTdHhNTfROHSyRDf9cXWdn2OzmLVi2g1KiPruxaYjp0v13Ce79HlmngzjbCgZ1Stevx7ZTRuPnNZ1XeMUYrPUeFdMOnvg8omCcq07cFqO4ABdk9RGMWF2Bdt89xr96ZIK5RRVat7aw9qfV6LkmBDdf21nxYXbm/18L8DXGpsNCFkXQcgCAKDlczrdMpklSz07UBSVV+u3H+zQB1tO1GqbfH2Sfjm8q4IuCELZBeUqqqhWSaVTYXarAm0Wud1SbJi9VriSpLyiCk17d6u+PHBKITaryqrOzp79ccJVGtEjrs57mlNJeZUKK5wKC7QqPIgZLLRObOEOAADQSNZ63s86JzwoQE+M6a648ED9Y90RlVe7FGa36qEbknTXoI61ApYktXUEqa0a966Vy21oyZbjuq5rtCZem6gzpVVyBNt0NL9Mz368U306RCg5JvTiH9SEQoNsCiVcAY3CTNZFMJMFAADOqXK6lFdc+e0hxRbFhtsVcIk7G9Ylr7BCu3OL9dLyvTW2f+/RNly/HpmqvTnFevCG5Mt+DoDL09hswMYXAAAAjWSzWtQhMlhdYkPVPjLIKwFLkqpcbr36xf5a52vtyi7SH5fvVafo4LpvBHBFImQBAAD4WEmVU18fzK+zbduxQsWGX3lbvAOoHyELAADAx0q+3SK+PhXVrmaqBIA3ELIAAAB8LDwoQCZT/e2RwQHNVwyAy0bIAgAA8LE2ITaN7tW2zrYbUmPkYFc/wK+whTsAAICPtQm16/HR3RRgMemjbdlyuQ2ZTdKInvH6zejuiovg0F/An7CF+0WwhTsAAGguBaVVOllSqZJKp0LtVkWF2NQm1O7rsgB8i8OIAQAA/IwjxCZHCEsDAX/HO1kAAAAA4EWELAAAAADwIpYLAgAAoIaCsiqdLqnSyeJKhQcHKCbUrpgw3g0DGouQBQAAAI+cwgo9sXi7VuzO81zrGhuq1+8boMToEB9WBvgPlgsCAABAklRa6dTvl2XWCFiStC+vRD+et0F5RRU+qgzwL4QsAAAASJJOlVTqw63ZdbYdOlWqnEJCFtAYhCwAAABIksqqXHK56z9CNeeCmayKaqeKK6rFsatATbyTBQAAAElSiN0qm8WsKpe7zvb2kUGSpNMlldqdU6y5aw+pqMKp0b3b6ubusWofGdyc5QJXLEIWAAAAJEmxYXbdk9ZR8746XKutV/twxYUHKr+0SrM/26O3M4562jIO5ev/fXFAix4erIQoghZAyAIAAIAkKTDAoik3Java5dY7G47K+e3SwWuT2+jF2/soOtSubccKagSsET3iNHFIokLsFp0srlBMmF2BARZf/QjAFYGQBQAAAI+YsEA9Mbq7Jl+fpKKKaoXYrIoKsckRbJMkfbDluKfvOw9do0MnS/XbD3Yqu7BcPdqG67GbU5QaH6Y2oZyrhdaLkAUAAIAagu1WdbLX/ddEp+vs7NZLE/rqo60n9L9fZ3navjlyRvf8fb3+cnc/jekdL7OZPdbQOjHyAQAA/FxuUYX25BRpS9YZHTpZovLK6iZ71q1928lslrrFh2nB+qw6+zz78S4dO1PeZDUAVzpmsgAAAPzYwZMlevz97Vp/KF+SFGyz6IGhnXXXwI5q5wjy+vMSo0OUPqij9uWVqL6d2/OKK1VY7vT6swF/wUwWAACAnzqaX6afzNvgCVjS2bOuXlmxXx9tO6HqerZivxzRoXb9fFhXhdga/rf6AIvJ688G/AUhCwAAwE8dPlWqw6fL6mz7n9UHdbyJluxFhwUqOTZEQfXsIti7fYQiglgwhdaLkAUAAOCndmUX1duWX1qlimpXkz07PjxQL93ZVxZzzRmriKAAvTC+t9o6OC8LrRf/xAAAAOCnEtuE1NsWFGCRPaDp/j09yGbVtcnR+vfPrtPiTcd1JL9M/TtFalj3OHWK8v67YIA/IWQBAAD4qZT4UDmCA1RQVns3wbsGJigurGnPqgoPClB4UIBmjA6Xy+WWxcIiKUBiuSAAAIDf6hQVrPk/HqTYC8LUzT1iNWloZwXbA5qtFgIW8B1msgAAAPyU2WxW7/bhWvTwYOUWVepMWZU6RgUrKtimuIjAZq+ntNKpUyWV2ptbLKvZpC6xYYoOs9e7QQbQUhGyAAAA/JjZbFanNiHq1MD7Wc2hoKxKb2dkafZne+Vynz1Ay2Yx67nbemlUr3iFBTbfrBrga8zrAgAA4LLtOlGk3y/b4wlYklTlcutX723TkXq2mQdaKkIWAAAALktxRbX+smp/ve1vfHlIVU7vH4wMXKkIWQAAALgsFdUunSio/+DjrPwyVTqb7swu4EpDyAIAAMBlCbFb1beDo972QYlRbH6BVoWQBQAAgMsSbLNqyk3JsphNtdoCA8y6c2CCrGzxjlaE0Q4AAIDL1qlNiBY8kKaOUcGeaylxoXpn8mB1iAzyYWVA82MLdwAAAFy2wACLrklqo/ceHqyC8mqZJEWG2BQdar/ovUBL4zczWfn5+UpPT1d4eLgcDocmTZqkkpKSBu956KGHlJycrKCgIMXExGjs2LHavXt3M1UMAADQ+sSGByolLkxd48IIWGi1/CZkpaena+fOnVq+fLk+/vhjrVmzRpMnT27wnv79+2vu3LnKzMzUp59+KsMwdMstt8jlYncbAACAlqa82qljZ8p0+HSpThZX+roctGImwzCMi3fzrczMTPXo0UMbNmzQgAEDJEnLli3T6NGjdezYMbVr165Rn7Nt2zb17dtX+/fvV3JycqPuKSoqUkREhAoLCxUeHv69fwYAAAA0nRMF5frT8r1asuW4ql2GkmNC9fQPe+jqjpEKsfOGDLyjsdnAL2ay1q1bJ4fD4QlYkjR8+HCZzWatX7++UZ9RWlqquXPnqnPnzkpISKi3X2VlpYqKimp8AQAA4MqVW1ShiXMztGjjMVW7zs4fHDhZonvfyNC2YwW+LQ6tkl+ErJycHMXGxta4ZrVaFRUVpZycnAbvffXVVxUaGqrQ0FAtXbpUy5cvl81mq7f/rFmzFBER4flqKJABAADA9/bllWhfbt3v6j/z8S6dLmHpIJqXT0PWjBkzZDKZGvy63I0q0tPTtXnzZq1evVopKSmaMGGCKioq6u3/+OOPq7Cw0PN19OjRy3o+AAAAmtaX+07W25aZXayyKt7HR/Py6QLVadOm6f7772+wT1JSkuLj45WXl1fjutPpVH5+vuLj4xu8/9yMVNeuXXXNNdcoMjJSixcv1t13311nf7vdLrudnXAAAAD8RduI+s/hCrVb6zwkGWhKPg1ZMTExiomJuWi/wYMHq6CgQBs3blT//v0lSStXrpTb7VZaWlqjn2cYhgzDUGUlU8YAAAAtxY0pMbKYTXK5a+/n9l/XdFRMWP2vigBNwS/eyerevbtGjhypBx98UBkZGVq7dq2mTp2qu+66y7Oz4PHjx9WtWzdlZGRIkg4ePKhZs2Zp48aNysrK0ldffaU77rhDQUFBGj16tC9/HAAAAHhRXESgXk2/WtYLZqwGdorU/UM6K8Bi8VFlaK38Zj/LBQsWaOrUqRo2bJjMZrPGjx+vV155xdNeXV2tPXv2qKysTJIUGBio//znP3r55Zd15swZxcXF6frrr9dXX31VaxMNAAAA+K/AAItuSInRymk3KONQvk6VVimtc5Q6RAYrJozXQND8/OKcLF/inCwAAAAAUgs7JwsAAAAA/AUhCwAAAAC8iJAFAAAAAF5EyAIAAAAALyJkAQAAAIAXEbIAAAAAwIsIWQAAAADgRYQsAAAAAPAiQhYAAAAAeBEhCwAAAAC8iJAFAAAAAF5EyAIAAAAALyJkAQAAAIAXEbIAAAAAwIsIWQAAAADgRYQsAAAAAPAiQhYAAAAAeBEhCwAAAAC8iJAFAAAAAF5EyAIAAAAALyJkAQAAAIAXEbIAAAAAwIusvi7gSmcYhiSpqKjIx5UAAAAA8KVzmeBcRqgPIesiiouLJUkJCQk+rgQAAADAlaC4uFgRERH1tpuMi8WwVs7tduvEiRMKCwuTyWRqsucUFRUpISFBR48eVXh4eJM9Bzgf4w7NjTGH5saYQ3NjzLVshmGouLhY7dq1k9lc/5tXzGRdhNlsVocOHZrteeHh4fwPiWbHuENzY8yhuTHm0NwYcy1XQzNY57DxBQAAAAB4ESELAAAAALyIkHWFsNvtmjlzpux2u69LQSvCuENzY8yhuTHm0NwYc5DY+AIAAAAAvIqZLAAAAADwIkIWAAAAAHgRIQsAAAAAvIiQBQAAAABeRMjyofz8fKWnpys8PFwOh0OTJk1SSUlJo+41DEOjRo2SyWTSkiVLmrZQtBiXOuby8/P16KOPKjU1VUFBQerYsaN+9rOfqbCwsBmrhr+ZM2eOEhMTFRgYqLS0NGVkZDTYf9GiRerWrZsCAwPVu3dv/fvf/26mStFSXMqYe/311zV06FBFRkYqMjJSw4cPv+gYBS50qX/OnbNw4UKZTCaNGzeuaQuEzxGyfCg9PV07d+7U8uXL9fHHH2vNmjWaPHlyo+59+eWXZTKZmrhCtDSXOuZOnDihEydOaPbs2dqxY4fmzZunZcuWadKkSc1YNfzJO++8o8cee0wzZ87Upk2b1LdvX40YMUJ5eXl19v/qq6909913a9KkSdq8ebPGjRuncePGaceOHc1cOfzVpY65L774QnfffbdWrVqldevWKSEhQbfccouOHz/ezJXDX13qmDvn8OHDmj59uoYOHdpMlcKnDPjErl27DEnGhg0bPNeWLl1qmEwm4/jx4w3eu3nzZqN9+/ZGdna2IclYvHhxE1eLluByxtz53n33XcNmsxnV1dVNUSb83KBBg4wpU6Z4vne5XEa7du2MWbNm1dl/woQJxpgxY2pcS0tLMx566KEmrRMtx6WOuQs5nU4jLCzMmD9/flOViBbm+4w5p9NpDBkyxPj73/9uTJw40Rg7dmwzVApfYibLR9atWyeHw6EBAwZ4rg0fPlxms1nr16+v976ysjLdc889mjNnjuLj45ujVLQQ33fMXaiwsFDh4eGyWq1NUSb8WFVVlTZu3Kjhw4d7rpnNZg0fPlzr1q2r855169bV6C9JI0aMqLc/cL7vM+YuVFZWpurqakVFRTVVmWhBvu+Ye+aZZxQbG8tKkFaEvyX5SE5OjmJjY2tcs1qtioqKUk5OTr33/fKXv9SQIUM0duzYpi4RLcz3HXPnO3XqlJ599tlGL2tF63Lq1Cm5XC7FxcXVuB4XF6fdu3fXeU9OTk6d/Rs7JtG6fZ8xd6Ff//rXateuXa2wD9Tl+4y5L7/8Um+88Ya2bNnSDBXiSsFMlpfNmDFDJpOpwa/G/sF/oQ8//FArV67Uyy+/7N2i4deacsydr6ioSGPGjFGPHj309NNPX37hAOBjL7zwghYuXKjFixcrMDDQ1+WgBSouLta9996r119/XdHR0b4uB82ImSwvmzZtmu6///4G+yQlJSk+Pr7WC5JOp1P5+fn1LgNcuXKlDhw4IIfDUeP6+PHjNXToUH3xxReXUTn8VVOOuXOKi4s1cuRIhYWFafHixQoICLjcstECRUdHy2KxKDc3t8b13NzcesdYfHz8JfUHzvd9xtw5s2fP1gsvvKDPP/9cffr0acoy0YJc6pg7cOCADh8+rFtvvdVzze12Szq7mmTPnj1KTk5u2qLhE4QsL4uJiVFMTMxF+w0ePFgFBQXauHGj+vfvL+lsiHK73UpLS6vznhkzZuiBBx6oca13797605/+VON/XrQuTTnmpLMzWCNGjJDdbteHH37Iv/aiXjabTf3799eKFSs82xO73W6tWLFCU6dOrfOewYMHa8WKFfrFL37hubZ8+XINHjy4GSqGv/s+Y06SXnzxRT3//PP69NNPa7ynClzMpY65bt26afv27TWuPfnkkyouLtaf//xnJSQkNEfZ8AVf77zRmo0cOdLo16+fsX79euPLL780unbtatx9992e9mPHjhmpqanG+vXr6/0MsbsgLsGljrnCwkIjLS3N6N27t7F//34jOzvb8+V0On31Y+AKtnDhQsNutxvz5s0zdu3aZUyePNlwOBxGTk6OYRiGce+99xozZszw9F+7dq1htVqN2bNnG5mZmcbMmTONgIAAY/v27b76EeBnLnXMvfDCC4bNZjPee++9Gn+mFRcX++pHgJ+51DF3IXYXbB2YyfKhBQsWaOrUqRo2bJjMZrPGjx+vV155xdNeXV2tPXv2qKyszIdVoiW51DG3adMmz86DXbp0qfFZhw4dUmJiYrPVDv9w55136uTJk3rqqaeUk5Ojq666SsuWLfO8JJ6VlSWz+bvXgYcMGaJ//vOfevLJJ/Wb3/xGXbt21ZIlS9SrVy9f/QjwM5c65l577TVVVVXp9ttvr/E5M2fO5H1TNMqljjm0TibDMAxfFwEAAAAALQUxGwAAAAC8iJAFAAAAAF5EyAIAAAAALyJkAQAAAIAXEbIAAAAAwIsIWQAAAADgRYQsAAAAAPAiQhYAAAAAeBEhCwDQ7HJycvToo48qKSlJdrtdCQkJuvXWW7VixQpfl3ZFuf/++zVu3LiL9luzZo1uvfVWtWvXTiaTSUuWLGny2gAA9SNkAQCa1eHDh9W/f3+tXLlSf/jDH7R9+3YtW7ZMN910k6ZMmeLr8vxSaWmp+vbtqzlz5vi6FACACFkAgGb2yCOPyGQyKSMjQ+PHj1dKSop69uypxx57TF9//bWnX1ZWlsaOHavQ0FCFh4drwoQJys3N9bQ//fTTuuqqq/Tmm2+qY8eOCg0N1SOPPCKXy6UXX3xR8fHxio2N1fPPP1/j+SaTSa+99ppGjRqloKAgJSUl6b333qvRZ/v27frBD36goKAgtWnTRpMnT1ZJSYmn/dwM0+zZs9W2bVu1adNGU6ZMUXV1tadPZWWlpk+frvbt2yskJERpaWn64osvPO3z5s2Tw+HQp59+qu7duys0NFQjR45Udna25+ebP3++PvjgA5lMJplMphr3n2/UqFF67rnndNttt13yfw8AgPcRsgAAzSY/P1/Lli3TlClTFBISUqvd4XBIktxut8aOHav8/HytXr1ay5cv18GDB3XnnXfW6H/gwAEtXbpUy5Yt09tvv6033nhDY8aM0bFjx7R69Wr9/ve/15NPPqn169fXuO+3v/2txo8fr61btyo9PV133XWXMjMzJZ2dFRoxYoQiIyO1YcMGLVq0SJ9//rmmTp1a4zNWrVqlAwcOaNWqVZo/f77mzZunefPmedqnTp2qdevWaeHChdq2bZvuuOMOjRw5Uvv27fP0KSsr0+zZs/WPf/xDa9asUVZWlqZPny5Jmj59uiZMmOAJXtnZ2RoyZMj3/t0DAJqRAQBAM1m/fr0hyXj//fcb7PfZZ58ZFovFyMrK8lzbuXOnIcnIyMgwDMMwZs6caQQHBxtFRUWePiNGjDASExMNl8vluZaammrMmjXL870k4+GHH67xvLS0NOOnP/2pYRiG8be//c2IjIw0SkpKPO2ffPKJYTabjZycHMMwDGPixIlGp06dDKfT6elzxx13GHfeeadhGIZx5MgRw2KxGMePH6/xnGHDhhmPP/64YRiGMXfuXEOSsX//fk/7nDlzjLi4OM/3EydONMaOHdvg7+pCkozFixdf0j0AAO+y+jThAQBaFcMwGtUvMzNTCQkJSkhI8Fzr0aOHHA6HMjMzNXDgQElSYmKiwsLCPH3i4uJksVhkNptrXMvLy6vx+YMHD671/ZYtWzzP7tu3b42ZtmuvvVZut1t79uxRXFycJKlnz56yWCyePm3bttX27dslnV1u6HK5lJKSUuM5lZWVatOmjef74OBgJScn1/iMC2sFAPgfQhYAoNl07dpVJpNJu3fv9srnBQQE1PjeZDLVec3tdnvleRd79rnnlJSUyGKxaOPGjTWCmCSFhoY2+BmNDaIAgCsX72QBAJpNVFSURowYoTlz5qi0tLRWe0FBgSSpe/fuOnr0qI4ePepp27VrlwoKCtSjR4/LruP8DTbOfd+9e3fPs7du3VqjvrVr18psNis1NbVRn9+vXz+5XC7l5eWpS5cuNb7i4+MbXafNZpPL5Wp0fwDAlYGQBQBoVnPmzJHL5dKgQYP0r3/9S/v27VNmZqZeeeUVzzK+4cOHq3fv3kpPT9emTZuUkZGh++67TzfccIMGDBhw2TUsWrRIb775pvbu3auZM2cqIyPDs7FFenq6AgMDNXHiRO3YsUOrVq3So48+qnvvvdezVPBiUlJSlJ6ervvuu0/vv/++Dh06pIyMDM2aNUuffPJJo+tMTEzUtm3btGfPHp06darG7oXnKykp0ZYtWzxLHg8dOqQtW7YoKyur0c8CAHgPIQsA0KySkpK0adMm3XTTTZo2bZp69eqlm2++WStWrNBrr70m6eyyuQ8++ECRkZG6/vrrNXz4cCUlJemdd97xSg2/+93vtHDhQvXp00dvvfWW3n77bc8MWXBwsD799FPl5+dr4MCBuv322zVs2DD99a9/vaRnzJ07V/fdd5+mTZum1NRUjRs3Ths2bFDHjh0b/RkPPvigUlNTNWDAAMXExGjt2rV19vvmm2/Ur18/9evXT5L02GOPqV+/fnrqqacuqWYAgHeYDBZ/AwBaEZPJpMWLF2vcuHG+LgUA0EIxkwUAAAAAXkTIAgAAAAAvYgt3AECrwip5AEBTYyYLAAAAALyIkAUAAAAAXkTIAgAAAAAvImQBAAAAgBcRsgAAAADAiwhZAAAAAOBFhCwAAAAA8CJCFgAAAAB4ESELAAAAALzo/wMz7gty0dZzNAAAAABJRU5ErkJggg==\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"," 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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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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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 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<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"," <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"," 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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 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<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"," <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"," 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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":"iVBORw0KGgoAAAANSUhEUgAAA1UAAAKnCAYAAABu0mdgAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3XeYVNX5wPHvvXd63V5ZYOm9qlR7wRqJhthLYowmaKxJ1J9JNCaSpkZjiyaxxBBrbIgFUUQUCyC9wy59++7sTi/3/v4YGRhnliLs0t7P8/g87jnn3jkzwM68c855X8UwDAMhhBBCCCGEEN+KeqAnIIQQQgghhBCHMgmqhBBCCCGEEGIfSFAlhBBCCCGEEPtAgiohhBBCCCGE2AcSVAkhhBBCCCHEPpCgSgghhBBCCCH2gQRVQgghhBBCCLEPJKgSQgghhBBCiH1gOtATONjous7WrVtxu90oinKgpyOEEEIIIYQ4QAzDoK2tjbKyMlS1/fUoCaq+YevWrVRUVBzoaQghhBBCCCEOEps2baJLly7t9ktQ9Q1utxtIvnAej+cAz0YIIYQQQghxoLS2tlJRUZGKEdojQdU3bN/y5/F4JKgSQgghhBBC7PZYkCSqEEIIIYQQQoh9IEGVEEIIIYQQQuwDCaqEEEIIIYQQYh/Imaq9ZBgG8XicRCJxoKdyUDGbzWiadqCnIYQQQgghRKeToGovRKNRtm3bRjAYPNBTOegoikKXLl1wuVwHeipCCCGEEEJ0Kgmq9pCu61RVVaFpGmVlZVgsFikO/DXDMKivr2fz5s307t1bVqyEEEIIIcQRRYKqPRSNRtF1nYqKChwOx4GezkGnsLCQ6upqYrGYBFVCCCGEEOKIIokq9pKqykuWjazaCSGEEEKII5VECEIIIYQQQgixDySoOkgoisJrr712oKchhBBCCCGE2EsSVHWSmpoarr/+enr06IHVaqWiooJzzjmHmTNn7vfHmjVrFoqi0NLSst/vLYQQQgghhEgniSo6QXV1NePGjSMnJ4c///nPDB48mFgsxrvvvsvkyZNZuXLlgZ5iVoZhkEgkMJnkr4kQQgghhBDtkZWqTvDTn/4URVH44osvOP/88+nTpw8DBw7k5ptv5rPPPssYn22laeHChSiKQnV1NQAbNmzgnHPOITc3F6fTycCBA5k+fTrV1dWceOKJAOTm5qIoCldeeSWQTAs/ZcoUKisrsdvtDB06lJdffjnjcd9++21GjhyJ1Wplzpw5Hfa6CCGEEEIIcTiQJYgO1tTUxDvvvMPvf/97nE5nRn9OTs63uu/kyZOJRqPMnj0bp9PJ8uXLcblcVFRU8Morr3D++eezatUqPB4PdrsdgClTpvDcc8/x+OOP07t3b2bPns2ll15KYWEhxx9/fOret912G3/5y1/o0aMHubm532p+QgghhBBCHCkkqOpga9euxTAM+vXrt1/vu3HjRs4//3wGDx4MQI8ePVJ9eXl5ABQVFaWCtkgkwr333sv777/PmDFjUtfMmTOHv//972lB1W9/+1tOPfXU/TpfIYQQQgghDlcSVHUwwzA65L4/+9nP+MlPfsJ7773HKaecwvnnn8+QIUPaHb927VqCwWBGsBSNRhk+fHha21FHHdUhcxZCCCGEEOJwJEFVB+vduzeKouxVMortBYZ3DshisVjamB/96EdMmDCBt956i/fee48pU6Zw3333cf3112e9p9/vB+Ctt96ivLw8rc9qtab9nG2bohBCCCGEECI7SVTRwfLy8pgwYQKPPPIIgUAgoz9b2vPCwkIAtm3blmpbuHBhxriKigquvfZa/ve//3HLLbfw5JNPAmCxWABIJBKpsQMGDMBqtbJx40Z69eqV9l9FRcW+PEUhhBBCCCGOaBJUdYJHHnmERCLBMcccwyuvvMKaNWtYsWIFDz30UOp80862Bzp33XUXa9as4a233uK+++5LG3PjjTfy7rvvUlVVxYIFC/jwww/p378/AN26dUNRFKZNm0Z9fT1+vx+3282tt97KTTfdxDPPPMO6detYsGABf/vb33jmmWc65XUQQgghhBDicCRBVSfo0aMHCxYs4MQTT+SWW25h0KBBnHrqqcycOZPHHnssY7zZbOa///0vK1euZMiQIfzxj3/kd7/7XdqYRCLB5MmT6d+/P6effjp9+vTh0UcfBaC8vJy7776b2267jeLiYq677joA7rnnHn71q18xZcqU1HVvvfUWlZWVHf8iCCGEEEIIcZhSjI7KpHCIam1txev14vP58Hg8qfZwOExVVRWVlZXYbLYDOMODk7w+Qhw+Ev4oejAOCih2EyaXBSOhYyQMVIt2oKcnhBBCdJr2YoNvkkQVQgghgGQwFW8M0/LmOmKb/aCArV8u3gmV+L+sIV4XxD4gH1vfPEx58uWJEEIIsZ0EVUIIcYRLBGJEN7ahOk3UP7EYEl9vYDAgvKKZ6GY/ud/tTeMnW4msaUF1b6LgqkFoTjOa23JgJy+EEEIcBCSoEkKII5geieP/ZAt6OE7CF90RUO08pi1GrDaAucxJbGsAvS1K2/sbMXd34xxaJIGVEEKII54kqhBCiCNYwhel7cNNWCo8RKt87Y6LbmzDXLqjhl1oeSMmj5XoVn9nTFMIIYQ4qElQJYQQR6BEJE5kcyvRja1ggBGOozrN7Y5XHWb08I7ad+gGKAqBuVvRY4l2rxNCCCGOBBJUCSHEEUhvidD49HJQFQACX9TgGl/e7nj7gDwiq5tTP1t75hDd1IYRN0Dv8OkKIYQQBzU5UyWEEEeYRCROYH4tuj+GatVQzCqxbQE0jwXboHzCSxt3DFbAc3JXwmtaMGLJ6Ekxq3jP6I4B2AbkololzboQQogjmwRVQghxhDHCcaIb2wDwf7oN7zk9aHl1LY3/Xk7upD64j+1CeG0zilnD1juXRGuE0NtVaB4Lll45OEcW0/LGOuJNYdwndcWUa8fktR7gZyWEEEIcOBJUCSHEEUjzJIOgyLoWVLtG/hUDCa9sIrSoAXMXF45hRQSXNND47DJUq4Z9SCGKRUOxaoTXNWMuc6G6zPjeWg+GgXN0KaomO8qFEEIcmeQdUAghjjB6KI5jaEHq59DSRhqfXU6iOYzqNGGpcNPw5GLa3q0m0RwhVhOk9b0NhFc0YSlxYoQTxOtDaC4L+ZcNILqplURz5AA+IyGEEOLAkqDqCPLII4/QvXt3bDYbo0aN4osvvtjl+Jdeeol+/fphs9kYPHgw06dP76SZCiE6VALCq1vwTOiGYtNwjikl7+J+OEYW4xhahOo0JWtW7cRc4sA5uoS6xxcR+HQbkXUtBL6oofHZZdh652EkJFuFEEKII5cEVQeALxhlXZ2frzY2s67ejy8Y3f1F++iFF17g5ptv5je/+Q0LFixg6NChTJgwgbq6uqzjP/30Uy666CKuuuoqvvrqKyZOnMjEiRNZunRph89VCNGxVLtGeE0z8aYwRdcOJdEaoek/K2iaupLm19ait8bIvbgvinnHW4T7pK743lyfWRxYh5Zp61G+ziIohBBCHIkUwzCM3Q87crS2tuL1evH5fHg8nlR7OBymqqqKyspKbDbbt77/1pYQv3xlMR+vaUi1Hde7gD+cP4SyHPs+zX1XRo0axdFHH83DDz8MgK7rVFRUcP3113PbbbdljL/gggsIBAJMmzYt1TZ69GiGDRvG448/njF+f70+QhzJYk0h9ECM0NIGSBjYBxageiyY8/f/74bw6mb0YAzfextINIUz+vN/MBDFpKAH4igmFc1joe7hhe3er/AnQ7F287TbL4QQQhyK2osNvklWqjqRLxjNCKgAZq9p4LZXFnfYilU0GmX+/PmccsopqTZVVTnllFOYO3du1mvmzp2bNh5gwoQJ7Y4XQuybeFOIto82U//IIvwfbcE/Zyv1f1+Mb9p64k0h4i1h4r4I8bYIRnzPt9olgjGitQECS+pp+3gz0S1+EoEY5q4uMKtpAZVi1VA9FlAVWt+pBh2apq6k8dnl6FEp8CuEEEK0R7L/daIGfzQjoNpu9poGGvxRvA7L/n/chgYSiQTFxcVp7cXFxaxcuTLrNTU1NVnH19TU7Pf5CSEg1hAi+Hnmv6/wiiYSx3UhEYgR+Gwbuj+KpWcOrjFlmHJtKFr72+7iTSHCq5oJLm5AUcA2MJ9YbQD/l9vwTuhOZG0LAOZyF+7ju2DEdfRgHFO+jdgWP6rTnLqXYtZQ7CaMUDzjcRRzciVLCCGEOFJJUNWJWsOxXfa37aZfCHHoSgRi6G1RopvbUKwmLOUuVLcZ1awR98cIzN2W9Trn6FJCSxvwf7I11RarCRL8oobCnwzFUubKel3cF6HxuRXEtgZSbZH1PiwVbpxjSonXBdFyrFgq3LiP70LTK2vSAiZb31zswwpBAdVhRg/H8Z7WjZbX12U8lvfsHqguc0a7EEIIcaSQoKoTeWy7/tDh3k3/t1VQUICmadTW1qa119bWUlJSkvWakpKSvRovhGhfoi1Ky7R1hBbttFKtKeRd1A9bn1xI6OjhzBUgFLD1y6Px6WUZXUZMp+W1teRfORDNkfm7I7yyKS2g2i66qQ370EIC62txH9cFc6GDpudXYkTTtxSGVzVjKqrBcXQJjoH5tLy+Dks3D/mX9sf/+TbidUFM+XY8p3TDVOpENWt7/8IIIYQQhwk5U9WJClwWjutdkLXvuN4FFLg6ZvuMxWJh5MiRzJw5M9Wm6zozZ85kzJgxWa8ZM2ZM2niAGTNmtDteCJGdYRiEljakB1QACYOm/6wg4YuAU8PWJy/jWlOBndg2f7v3jm5sQw9mBmOJQIzAF+1v1Q0tbcBUZAebhh6KZwRU2wW+qMF5TAnNr64l3hAiOL+W5v+twVzkwHVsFzwTumHt4UWzy/dzQgghjmwSVHUir8PCH84fkhFYHde7gD+eP6RDzlNtd/PNN/Pkk0/yzDPPsGLFCn7yk58QCAT4wQ9+AMDll1/O7bffnhp/ww038M4773DfffexcuVK7rrrLubNm8d1113XYXMU4nCkt0Vpm7U5e6cBwcX1mEwm7IPyUd37a7XagF0ldtUNTLk2QksaiLe0X7TXiCRQDEjsNEYPxvF/shX/J1tQnXKOSgghhADZ/tfpynLs/O2i4TT4o7SFY7htZgpclg4NqCCZIr2+vp5f//rX1NTUMGzYMN55551UMoqNGzeiqjti7LFjxzJ16lTuvPNO7rjjDnr37s1rr73GoEGDOnSeQhxuDCO5/a898cZk9j1zoYPCq4fQ+v4GQssak4FPvg1b/3xa392Q9VpLNzeaI/PXuOow4xhZjG/r+qzX2Qfmo7kthJY24BhW1O7cNK+VRCBK7qQ+tH6wkURjOLklsX8e3jMqMRd0XBkIIYQQ4lAidaq+oaPrVB2u5PURIrtEMEbjM8uIbmjL2p97QV+cw3cENvG2CEY4mb5cMauEljaQaIngn7M17TrFolJ47S4SVbREaPjHEuINobR2U7GD/Iv7kfDHCC9rxNLNg++96mTA9A055/UiEYhh7e5Fc1swYgkUVUVxaJjc1r16HYQQQohD0Z7WqZKVKiGE6ECaw4z3jErq/74YvvEVluq2YK1M/wVtclvBveNnx+BCEv4o1h45BD7blvz/njk4R5Viymv/CwxTjpWCHw0mtKSewLxaFFXBMaIIS4WbWGOI1unVxBtCqIvryft+X9o+3pxMsW6A6jDhPqkrlm4e4nUBUMGUb0NRdqRvT7RGSATjYBhoDjOqx5LWL4QQQhxJJKgSQogOZi51kn/lQFpeX5cstquAtXcOOd/phSln1yu7mteK5rVCOVh75mAkdFSrhqLt/kisKceKa1w5tv55hBbWE1rcQHBBHY5hRakVLN0fo/XDTeRM7EmiMZwsLJwwCMyrwffWenK/14fIeh/mHBua14qR0IluaqPphVUkmpNnrVS3hdzze2Pt4UW1SBZAIYQQRx4JqoQQooOpVhP2vnlYrnWihxOgKagO815nzVOtGrB3QYuiKqguM9FtAaKb2nCOLiW8ujltjOekCppfWJU1BXvzq2somjyMhD+G5rUSbwpT/+QSSOxYdtPbojQ+s4yi64e3ux1RCCGEOJxJUCWEEJ1E81jR2t+O/a0kWqMY8QSoKprbnFrBMuIJEq1Rolv86IEYnhMrsA8qIFLtQzGnr3KpNlPWgAqAuEG8IYSp0I6R0JOp2hNZjuIa0PrBRvIm9f06+BNCCCGOHBJUCSHEISgRihFZ58M3vYpEUxjFquEaV4ZrdCmYVRItkWSgpCpobgu+d6tBUcg5tyfxuhDhlU2pe+0uX5ER01EdJoxYcutfe2JbAxjROEhQJYQQ4ggjQZUQQhxiDN0gvKKJ5hdX72iLJGj7YBOa14IR1fG9U51aUVLMKt4zKolubCW4sA7X6FLsQwoILf66ILEBWo41rR5VigKWchea0wJGsiBxtLo167xMeTYUswRUQgghjjxS/FcIIQ4xibYovulVGe2qy4xqN+N7qypti54R02l5cx32oYUEPqvBiBvkfKcnBdcMwT6skMiGVnLO6QlZkvc5x5YRrQmQaIuimFRc48qzjgPwnNQV1Sbf1QkhhDjySFAlhBCHGCMcR/fHMtodw4oIfL6tnYsgtLghmcJdN9BcFmyVXvK+3xf3+HLM3dwUXjMUa+8cVKcZc5mT3Av6Yh+QR/N/VxFZ7wPAlGcl78J+6eeyNAXvd3pgKnV2xNMVQgghDnrylaIQQhxqNDW5WvSNo1Ca20xoeZYtfF+LN4ex9c1NC4gU9etlp4RB85trcR/XJZk6PZzA//FmIuuSwVRoSQOOoYXJTIYD87F0HUm8OQw6yS2HCQO9NQK6ntwqKIQQQhxBJKgSQohDjOYyY+2TS2RVemr0eGMYc4kjWQsrC3OJE2uvHDBn7t9TVAXCCZr/uyr7Y7ot8HVxX8WkYsq1oZhUWudsJvDxVtCTEZ653EXehX0xFzr24RkKIYQQhxbZ/ncEmD17Nueccw5lZWUoisJrr72222tmzZrFiBEjsFqt9OrVi6effrrD5ymE2DOqzUTuuT3R8tILBweXNeI+oSL7mSeTgvOoYgLzagkvbSIRiKbf02XGNb683cd0jirdsaoFGAkd/xfbCHy0JRVQAcS2+Gl4ahmxptC3e3JCCCHEIUiCqgMh1AwNq2HzPGhYk/y5AwUCAYYOHcojjzyyR+Orqqo466yzOPHEE1m4cCE33ngjP/rRj3j33Xc7dJ5CiD1nyrNTeM0QCn44CPfJXcmd1IfiyUMxFdrJv3IgqmfHFjwtz0bBFQPxf7aV4Oc1NL+8OiPTn6Io2AfmY+2bk/FYntO6oeVZ09oSbVH8s7dknVuiKUy8JpisnyWEEEIcAWT7X2fzbYHXr4P1H+xo63kyfOdv4G3/W+J9ccYZZ3DGGWfs8fjHH3+cyspK7rvvPgD69+/PnDlzeOCBB5gwYUKHzFEIsWf0aAK9LUa8OQSqgqnQjrWHF8W04zsyW59cCq8ZQrwuCAmDRFuUljfWEa//evXIAP+8WjxuC3pbjFhNANVtxuS14T2zB5wJkdXNGHED+4B8NE8yq+DOjKiOEWk/aIptC2Aud2HySop1IYQQhz8JqjpTqDkzoAJYNxPeuB6+90+w5x6Yue1k7ty5nHLKKWltEyZM4MYbbzwwExLiMKTHdfRAMoOfYtcwAnGim9qIbfVjLnNhqXCj5VhRlB1b7hLBGMEva/C9uyG15U6xqOR+vy+2PrmolmQAs/2a5lfXordGyWBScAwqoOm5FUQ3tqHYTbjHlUEXUC0ahmFg65uLKd+BomXPn66YVRSLihHVs/ZruVaMmKxUCSGEODJIUNWZAvWZAdV262Ym+w+CoKqmpobi4uK0tuLiYlpbWwmFQtjt9gM0MyEOD/GmMIEFNQQXNqCoCjkTe9H03HL0YDw1RrGbKPzxYCylrlRbbLMf39vVafcyojpN/1lB0XXDUO1mVLcF1ayiWjUspU7CWYIqx7AiAl/WEN3YhuowkXdBX1o/3ETr+xuTA9TkGM8pXTHlZf/3rrnNOEeXZt0CqHksKCY1bfVMCCGEOJxJUNWZwq371i+EOGASbVESbVGMhE68IYwRSWDu4kqu2CgKRkJHsWpggGKA4tDQA/FkEV6TginfjqIoxJpCxGuCKIqKe3w5li4uWmdvTguoAIxQnMZ/r6Do2iFoHiuJYIzWDzZmn5wB/s+2oYfiaDk2PMd3QXNbcJ/clfDq5ozU6/b+eTT+ZyUAnlO64Xu7ilhNcMcAHYIL6lAsKt6zeqCaM7fwKSYN15gyEr4oocX1qccwFdjJ+U5P4m0RNI814zohhBDicCRBVWeyefatv5OUlJRQW1ub1lZbW4vH45FVKnFESvgitH68GUupi+ZX10J8x5Y3W788PBO6gQGt71QTWttC8U+H4v9wM4EvajAiCTRvMsCx9sqh+aXVRKt2fIGimFVyz++N4Y+lCuymHrcpTCIQQ/NYMeJ6u6nSARLNEUz5NgJztoCu4z29EtVrJf+yAbS8vo6EL5mYwlTsQPNak9sHNQXNY0kPqHYSmFeL+9guqPnZ/92bcm14T++G85gSdH8MxaKS8EWINYRwDC1IyxYohBBCHM4kqOpMzsJkUop1MzP7ep6c7D8IjBkzhunTp6e1zZgxgzFjxhygGQlx4BgJHf9n27D1yqXx2eVp6cMBwiubsFS4iTWGCC1uoHDyMHzTqwgvb0qNSfiiRFY3E68JpgVUAEZMp+nl1eRf0j8jqNreD8mzTqZSJ4lsZ6QAc4kjFRwFPq/BPa4cdIPgwjryLumXXEFTFfRogkRrBNVhAk1p934AxA30WPYzU9uZcu0oVhN6IIYR0zGXONHcFtn6J4QQ4ogiQVVnsucms/y9cX16YLU9+18Hnafy+/2sXbs29XNVVRULFy4kLy+Prl27cvvtt7NlyxaeffZZAK699loefvhhfvGLX/DDH/6QDz74gBdffJG33nqrQ+YnxMEs4Y8RqfaBqmQEVNv5P9mC98xKQovqUDQlLaDazj6ogOb/rcn+IHGDeH0IU4GdeMNO9Z00Bc2VzLqn2kx4T+1GXZbtfIpZxdY7F/8nW7+etIEejqOYVEKLGwgtbkgbb+2Zg/ukCnzvbEB1W2iXpqCYdr/apDnMaA7zbscJIYQQhysJqjqbtzyZ5S9QnzxDZfMkV6g6MEHFvHnzOPHEE1M/33zzzQBcccUVPP3002zbto2NG3ec1aisrOStt97ipptu4sEHH6RLly784x//kHTq4sikGyiait7W/oqOHoyjWLTkilVd9q10qEq7mfIgeWZLdaT/SnaNL0d17Qh6TIV28i8bQPOra9DbkpkDTfk2vGdWEq7y4TiqmHhtMJnRz2JCsahoXmtq6992sboAnlO64jmpAiMSzwzmvuYYVoQeihPd6kf1WjE5JXASQgghspGg6kCw53Zqlr8TTjgBw8j+DTvA008/nfWar776qgNnJcShQbFoYFIwl7naHWMucSTPP/kiqO2s2Oj+GFq+jURj9nNR1kpvMqkEoLrNeE7qin1wQSpNOoBqNWHrn0dR+XB0f5REawwUUEwKemsykYa1dy6e07ujuk1oNjM5E3smty3u9CvAlGsjvLqZ6KY2nKNKybu0P03/XUm8dkdAaOufh61fHvWPL0a1mcg9rxdKpQfNsYuVLSGEEOIIJUGVEELsguY04zm+goQvgpZrJdEcyRjjOaOSljfWkWiOYsqxoDpMGdn8/J9vw3NSV5pfWp1xvanQjqnUScEPByWzBX6dQGLnGlXbKYqCyWsFr5WYLURoUT2t721I9UfWtBCYa6Lw2qFoNjPmMieFPx6Cb8YGYpv9aF4LruPLIQFtH24isrYF1WXGfUIFpsJkhkJDN4hW+2h6fmVyK2EgRuPUlRT/bLgEVUIIIUQWElQJIcRumMtdGArkfq8P/tmbU2nKtRwr3jO7o5hVPKd0o/mlVbR9sY38ywbQ8NQyjOiO4rdGTMdU7CBnYk/aPtxEwhcFFWwDC8g5sxJTrm2v56UY0DpjQ0a7HozT8sY6PKd0pem/KzESBs5jSvCcVIEpz4Ypz068OYxi1TAiCXR/DN+09biP70JkY2tGMg0AEgaBebV4z6iUrH5CCCHEN0hQJYQQu6FaNGzdvSTaoni/0xNPXIeEkcxwpyrowRiqy0zR9cOJbmojoRsUXTeM6JY2YrUhzIV2UBUan1mG5rXiOaUbilXDXOxAy7GhWjPrQO2JSLUvI2lFqm9tC/ro0mTwBrR9sIm2DzZh7ZtL3vf7onmtFP54CA1PL02dz9K8VuL1mWertovVBJL1uNQ9n2+iLUqsNkjwq1oUs4rzqBK0XBuanM8SQghxGJGgSggh9pDmtqCRDGbqn1gM2/NOKKCYVKx9csk9v1dqi5y5yEG8KUz9P5akakzpbTGaN6/BMaIIa8+cbx1QARjxXac7zxZvRVY1k2iNojmTWwOLrhtOojWCEU6g5dkwLW0g6s9M7Q5fr9gldMhSDDibeGuEpudXEV3vw9Y3F+eoUmJ1QeLNEcylTjSvJWthYSGEEOJQI0GVEELsJXO5i6LJw/G9U0W0ujV5Jum4LtgHFWScOdJyrBReNQj/59sIr2xGdZhwH9cFS1f3Pq/WWLt7259jmZNElox+APHaAJZSZ+p8lslrTbY3h3CNLaMpS70sNAVbn1x0XxTNtmfzDi9vJLo+mZXQXOKkcerKHYWTTQo55/TEMaQA1S6rVkIIIQ5tElQJIcReUs0alnIX+Rf3R48mQAXN1U5iCVXBlG/HO6E77uO6gKai2b/dr14jYZBojRBvDKEH45iLHORe1JfmF1btWDUD0BQ8J3Wl5a312efvygxiEqE4za+uxZRrx3t2D1pnbMCIJM+EqR4LeZP60DZzI9a+eZiLnbuda6Itiv+TrSgWDXv/PBr/vSJ9QNyg5dW1mEucWLtJUCWEEOLQJkGVEEJ8S6rdhLqHAZKiqWiub585z4jrRDa20vjM8lSwA2AfUkDRdcNpfmk1CX8US3cPnpO6ElzckDVToWLTMBXYM9r1QIzImhYiRgvWXjnknt8bFAVFBT0UR48miG4NYO21Z+UgDMPAiCawD8onuLC+3XFtH27CfFG/fdoGKYQQQhxoElQJIcQhIOGL0vCvpRBPPykVWtyAudRJwdWDIa6jWE2oVg3VaiK8pCGtqK9iUSn4wSA0jzXzAeJ66hBWZG0LkbUtad3es3ugWlRs/fYsqFIdZmwD8lEtGuF1Le2OizeF0cNxCaqEEEIc0iSoEkKIQ0B4XXNGQLWd/+MtOEcUo3l3BEumPBuFPx5MrD5EdKsfSxc3phwrqsuSNSW6YjOhOs3ogVjWxzDl27D2zU17jF1RTSqu8eW0vr8Bc7GT2GZ/1nHmUke7GQyFEEKIQ4V6oCcghBBi9+LtJJ2AZF0qI5EZmWgeK5ZyF7aeOQTn1dD0wipa399ArCGUzOKXNtaC98zKrPe39ctFc1vwntYdzbHn559MuTY8J3fDcVQxaFlqW6ngGlOGHogS92VuVRRCCCEOFRJUHQGmTJnC0UcfjdvtpqioiIkTJ7Jq1ardXvfSSy/Rr18/bDYbgwcPZvr06Z0wWyHEzoyETmRLG6bCzHNQ25kK7CjmzF/neixBaFkjdQ99RXB+HdHqVvwfbabuwQXEtgbSxiqqgm1AHnmX9kfLTxYiVuwm3Cd3JWdibyxd3Ht9JkxRFcwFdjS3mfwrBqDl7ljl0rxW8ib1pe2jzdT9bSGtMzcQbwnv1f2FEEKIg4Vs/zsAfBEfTeEm2qJtuC1u8mx5eK3tp0beVx999BGTJ0/m6KOPJh6Pc8cdd3DaaaexfPlynM7sWbw+/fRTLrroIqZMmcLZZ5/N1KlTmThxIgsWLGDQoEEdNlchRLpEc4T6xxaTN6kPmteSKua7M+8ZlWjuzIBHb4vR/OqajHYjptP00moKrx6cdp1mN+MYVIC1qwcjngBVRXObUbR9+/5NtZkILq5PztNrJdEWxQjFaZu9mdi2ZHAX/KIWe988TDm2fXosIYQQ4kBQDMOQ3ew7aW1txev14vP58Hg8qfZwOExVVRWVlZXYbN/+Tb8mUMNvPv0Nn279NNU2rmwcd429ixJnyT7NfU/V19dTVFTERx99xHHHHZd1zAUXXEAgEGDatGmpttGjRzNs2DAef/zxjPH76/URQuxg6Ab+z7fhe30dmtdC7vl9aJu1icjXdaRUpxnvGd2xDSzImqY9tKqJxqeWtXv/4ptG7FF69LQ5xXUSweS5K81pQcm2rS+LRGuEeEuE1vc3ElndnHWMtYeXvEv6oTm/fZZEIYQQYn9qLzb4Jlmp6kS+iC8joAL4ZOsn3PXpXfzxuD926IpVah6+5AeyvLy8dsfMnTuXm2++Oa1twoQJvPbaax05NSGOeIZukGiJEF7TTHRzG+YCO/lXDKD1/Y00Pb8S5zGluMaVJc9QGQaWnt72617pu/nObC+/Uos3hfHP3UpwUT2KquA8uhjHyBJMObtPXqF5rBi60W4iDIBEIIYR09vtF0IIIQ5WElR1oqZwU0ZAtd0nWz+hKdzU4UGVruvceOONjBs3bpfb+GpqaiguLk5rKy4upqampkPnJ8SRLrbVT/0TSzCiO2pRKRaNvAv74nu7irZZm1Ltlm5u8ntnT3Ge8MfQ8mzYBuah++NEN7amBVFarhXVsedvAfGmMHWPLURv2xEUtc7YSHBhPQU/GoxpD7ICqk4z1h5eYluyZwK0dvcSbwon639Z5e1JCCHEoUMSVXSitmjbPvXvD5MnT2bp0qU8//zzHf5YQoi9E2+N0PjcirSACsCIJmh5Yx2uY8vT2j2ndMuajU+P6cSbQkTW+1CtJqyVXgquHIitz9cBmAq55/fOXq8qCyOhE/iyJi2gSs25PpRR06o9qlnDeUwJii2zJpVi1bAPzKfhn0uI17ef6VAIIYQ4GMlXgZ3IbXHvU/++uu6665g2bRqzZ8+mS5cuuxxbUlJCbW1tWlttbS0lJZ1z7kuII5Huj5FoyZ5aPNESQXN+HUBpCt7Tu2Mud2UdG28M0fjM8rStdm2zFXIn9cFU5sQxuBBTUfvZBDPmFYwTWlzfbn9wQS32QQV7VMBXy7VReM0QfG9VEVnXAgZYe+bgOrYc3ztVkIDWWZvIm9RHVquEEEIcMmSlqhPl2fIYVzYua9+4snHk2do/47QvDMPguuuu49VXX+WDDz6gsjJ7LZqdjRkzhpkzZ6a1zZgxgzFjxnTIHIUQQHzX54lUh5mCqwdTcstInKNKs65SJYIxWl5Zk3l2STdoeXUNtj65GLEEqnn3AVCKApjaf7tQzOoev5uoJhXNa8XWJ5e8S/qTd2l/zOUuml9clUrzHq8NYkTlbJUQQohDhwRVnchr9XLX2LsyAqvt2f866jzV5MmTee6555g6dSput5uamhpqamoIhXZssbn88su5/fbbUz/fcMMNvPPOO9x3332sXLmSu+66i3nz5nHdddd1yByFEKC6LO0HL9uDkZ45mPLsqJbsQZEeiBHdlH0rsRHVSTRHUPZgRWlnmsuCa0xpu/3OMWV7FaQpFo1YXZCm51bQ9NwK/LM3owfjqX5TkWOv5yiEEEIcSLK3opOVOEv443F/7NQ6VY899hgAJ5xwQlr7U089xZVXXgnAxo0bUdUdH+bGjh3L1KlTufPOO7njjjvo3bs3r732mtSoEqIDqW4znlO60vpOdUaf5+SuqFlqUWVI7DqlnxFLoLoyV7h2x9Y/H/OCWmIb05NM2AbmYynLvg2xPapJxT2+nOD82qwZCD0nVrQbNAohhBAHo0MmqJoyZQr/+9//WLlyJXa7nbFjx/LHP/6Rvn37psaEw2FuueUWnn/+eSKRCBMmTODRRx/NyGJ3oHmt3k5Jnb7dnpQimzVrVkbbpEmTmDRpUgfMSAiRjWrWcB5dginPRut7G4g3hDAV2PGc1g1rzxxU8+43Fyh2E6rbnDWpBICluxeTe88SVOzM5LVScOkAolv8BL6oAU3BNboUc7Eza+HhXTEMA8WmUfiToej+GJEqH4Eva8CA3O/2wlS45+e9hBBCiIPBIRNUffTRR0yePJmjjz6aeDzOHXfcwWmnncby5ctxOpPFK2+66SbeeustXnrpJbxeL9dddx3nnXcen3zyyQGevRBC7BnNacYxpBBrpRcjYaBoyl4FLZrHQs45PWmaujKjz3F0CZr32xfW1TxW7B4rtt65oICi7f0Ocj0UJ7y2Bd+b60i0RkEBa58cin4yDMWmorkse3RfPZZAb40SXtNMwhfF2tOLucixxxkNhRBCiP1JMfZkGeMgVF9fT1FRER999BHHHXccPp+PwsJCpk6dyve+9z0AVq5cSf/+/Zk7dy6jR4/eo/u2VzU5HA5TVVVFZWUlNputQ57ToUxeHyEOHno4TnSzH9/bVcS2+tFyrLhPqMA+MB/N9e2Dqv0htKqJxqeWZbRruVYKrx26R/Wu9FiCyJoWGp9bDjvlszAVOyj4wUBMOd/ud1A8EMUIxUFT0FyWvUvmIYQQ4rDUXmzwTYfMStU3+Xw+APLykhnz5s+fTywW45RTTkmN6devH127dt2roEoIIQ51qs2ErVcO5h8OwojpKKqC5tnLLXoJA0PXUUwqiqLsl3kl/FF8b1Vl72uOENvq37OgqjVK43Mr0gIqSGYNbJ2xgZyJvbIGREZcR4/pKGYVdaeEIPFwHKM5QuvszUTX+1BdZlzjy7B09WDKsX6rFTkhhBBHlkMyqNJ1nRtvvJFx48alEifU1NRgsVjIyclJG1tcXExNTU2794pEIkQiO+rCtLa2dsichRBif0oEYhiRBCigOs1ZEzuk6lrtBT0SJ94cIfD5NuINIaw9cnAMKUDLtaGo+xZcGTGdeF2w3f7Ieh/2/vm7vU9kQyvo2TdZBBfW4zmlG2rujtdDjyVINEfwf7I1GbgVOXCNL8eUb0O1aCTqgtQ/sSSV0j7hi9D8wmrswwpxn1SBoiqYcm3JLY+qBFhCCCEyHZJB1eTJk1m6dClz5szZ53tNmTKFu+++ez/MSgghOl4iHCdeG8Q3bX0ydbqm4BhWiOeUbskP/vtAjyUIr2ym6fmVqax8kTUttM3aROE1Q/Y6y983KaqC6jClpU/fmSlvz+af8GdPwpHsNNIyIBqGQbS6lYanlqUCseimNoILapM1ssqcydWzLDXCQgvrcY0vR48mCC1rJLqxDXORA8fwIrRcq2wPFEIIkXLIfeV23XXXMW3aND788EO6dOmSai8pKSEajdLS0pI2vra2lpKSknbvd/vtt+Pz+VL/bdq0qaOmLoQ4QsR9EcJVPoIL64hubiPRFt0v902EYsRrg9T/ffGOWlQJg+D8Our/sYS4L7LrG+yG3haj6aVVGWnOjUiC5pdWE2sMkUgkvvX9VZcF1/jy7J2agrVP7h7dx9p9F3vaC+1pNa4SrVGaXlyVubJlQPOLqyGqE93Q/g6FyOpm2mZvofXtasLLGmn7cBO1f11AZE0LidAugjshhBBHlENmpcowDK6//npeffVVZs2aRWVlZVr/yJEjMZvNzJw5k/PPPx+AVatWsXHjRsaMGdPufa1WK1arZIsSQuwfsdoA9f9cit66I5AylzvJv2zAt06gsJ3uj9E6Y0PWrW+JxjDRTW17dCapPbH6IMSzb6uLbQsQrwsSX9qAfXDhHq8q7UzRFBxHFRPd7Ce8vHFHu1kl/7L+mPYwM6Ep14almydrMOQ9p0datkQ9EGs3vby51Pn1BMhaLwsATcGIfSOQ1A2aXlhF4Y8HoxSpsmIlhBDi0AmqJk+ezNSpU3n99ddxu92pc1Jerxe73Y7X6+Wqq67i5ptvJi8vD4/Hw/XXX8+YMWMkSYUQosMl2qLooTgN/1qWFlABxLYEaHltHXkX9kW1fbtfu3o0QaItSqTK1+6Y0LJGHIMKvtX9IZnIYdf9Br63qwmvbib3/N6Y8va8npRhGCSaw/jnbsXaw4NrdAnxpjCax4K51IXmtqCY9mzzhOa2kHdxP/yfbCHwWQ1GNIGp2EHOOT2wVLi/8cDZ76HYNDwnVhD4sgZbn1zCq5qzjrP1yqX13erM5xNJEG8IodpNqHvxOgghhDg8HTJB1WOPPQbACSeckNb+1FNPceWVVwLwwAMPoKoq559/flrxXyGE6EjxxhAN/1mB54QKEu1swQuvakL3x759UBVPYIQTyTNJ7ay87C7DnxHXSbRFU/WhNLcFzbOjLpS52Nnuqo2Wa0X/ertbZJ2PeHNkr4KqeGOY+kcX7jhPpSloXiumMid553r2OKDazuS14j2tO66xZaCDYlGzpotXnaas57gcI4rxz91GpNpH/kX9iG72owfSX1f3SRVEt7RlZBlUPRa8Z3THXOxMJt/wRTB5reiRBEZcR7Vqe/18hBBCHNoOmaBqT8pp2Ww2HnnkER555JFOmJEQQiRXqBqeXoYejLebgAEAI5kI4ttSFIVEJIZzZDFtszZnHeMYVtju9Xo4Tmh5Iy2vrsWIJaMExaqR+70+2PrkoFpNaC4z7hMqaPvwG2dLFfCc2g3/x1tSTeEVTdh65uzR3PVYgrYPN6a/PgmDRFOYRFOY2JiyvSpwnJqWSd3tlkrNYyXn/N40PbciLVi0dHHR8mUNRkyn5c315E7qQ3RjK9ENragOM46RxZiK7NQ/sijtfpY+OeSc1h3f21U0r1udbKv0kHN2D4Krm4gsbsRS6cE1pgxTnk3SsQshxBFCftsfAR577DGGDBmCx+PB4/EwZswY3n777V1e89JLL9GvXz9sNhuDBw9m+vTpnTRbIQ5eiWCMeHOYeOuO1ahEa5R4fQg9FEPbxZkgxayiWr/991ia3YylxIW5ixtLpTej33tOj11m/4vVB2l+cXUqoILkFramqSuINyWfj2oz4RpfTv4VAzB3caG6zdj65JJ/+QDCK5qIbQvseD6WPX/70INxQksa2+0Pzq/d43vtLUVVsPXKoei64dgG52MqsGPrn4e5zJVKaBFvCNH49DIi63yYChwomkJ4bQvBxQ14Tu++080g54xK6p9cQmTdjm2Y0apW6v++GEe/AmL1IQKfbqP2wa+Ibm4j1hTG//k2ml5ahf/TrcQbQ8QDUWL1QWJ1QRL+/ZPERAghxIF1yKxUHU7iPh+Jxkb0tjZUtwctPw+TN/ND0v7SpUsX/vCHP9C7d28Mw+CZZ57h3HPP5auvvmLgwIEZ4z/99FMuuugipkyZwtlnn83UqVOZOHEiCxYsSNUFE+JIEg9EMfwxEm1R4o1hotWtOIYVYipxktgeYOkQqwlg7eElsj7z3JPr2HI0z97XjdqZ6rWgRRM4jy7GNaaU6MZWFJsJe/88VLel3a2FeiRB2wftZDY1wD9nMznf7Y1qUtGcZuz98zGVOolt8RNd56PpxdUYofRVOPvAvTy7pbVf46qjt8qpVhOWchd53+uDEdVRLBqGAs6jS9JW5aIbkitVlgo3OSd3BQyMmE7BDwfROnMj5u5ugl/VJeuDfYMR1Ql8vhXPKRW0vrMB4jotr63DMaIoVfA4OL8OxaySd1E/fO9WE68NYi51knteb8ylTtkyKIQQhzDF2JN9dUeQ1tZWvF4vPp8Pj2dH2t5wOExVVRWVlZXYbN8+g1dsWw1b77yT4CefpNoc48dTds89mEvbT/2+v+Xl5fHnP/+Zq666KqPvggsuIBAIMG3atFTb6NGjGTZsGI8//njW++2v10eIg03cFyY4vw7/J1vRAzFMhXbcx3UhVhNAdZmxDS6g7i/zAVIfmIOL6gktaQDdQLFouI4vxzWqNOuZn72lh2IkAjH0UBzFrKFYVVSnGc3S/ndkCX+Upv+twdE/H8VmQlEh3hzB/+lWEk1hzF1cFPxwEJojPeiLNYRo+OcSEs3p58TcJ3fFeXTxHmczNOI6vneq8M/ZmrW/8KdDsXZtP016R4k3hWicupLYZj8ApmIH3jMqidUEiG5oxZRnw9Yvj+CSBjSHGfuQAppfWUNsiz/r/UzFDrxnVtL41LJUW/6l/Wl8bkXaONVtxnt6Jc0vrf76QoXiG0ZgLnR0zBMVQgjxrbUXG3yTrFR1orjPlxFQAQTnzGHrr35F+X1/6dAVK4BEIsFLL71EIBBoN9X83Llzufnmm9PaJkyYwGuvvdahcxPiYJMIxvBNryK0qCHVFq8P0fzKGrzn9CC0pAH7oALMFS5im/wYMZ3G/6zAMbyI/Ev6oVg1tDwbJq91v52tUe1mVPternipCs6hhfimV5HwJbebmYoc5Jzdg7YPN2EudaJaMtOCmwvsFFw1mGi1j9CKJlSHGefRxWgey16lh1dMKq5x5YSWNWYEaI6RRd8qPft+oankfKcneiBGeL0Px8B8Gp5ZnrYq5/90K7nn90bLt2OE43jPrCS0uJ7Al7UZqe01pzkjg2K2by31thiqfae337iB/9Ot5JxViWKS9OxCCHEokqCqEyUaGzMCqu2Cc+aQaGzssKBqyZIljBkzhnA4jMvl4tVXX2XAgAFZx9bU1FBcXJzWVlxcnEpjL8SRQvfH0gKqnbV9uAnvmZXE6oLkX9af5hfXEFnbkizGu6AWFAXvad2+VQKG/S3RHKbp+fSivvG6IE3/XUn+Zf3RvLZ2t56ZC+yYC+zYhxZiqKBp3+5DvynXRuE1QwivaSG0sA7FquEaW465xLFfVvC+DdWq0fLRZuL1IbxndKdl2vqMbY4Y0PzaWvIv7k/Ds8tBBfuQQvIu6EvTC+lFhZ1jyvDP2ZHMw1zqJNEYyvrYRlxPy7QYrW5FDyfQXBJUCSHEoUiCqk6kt7Xtpj/7lpL9oW/fvixcuBCfz8fLL7/MFVdcwUcffdRuYCWESJ6Rao/ujyW336kKJo+NvIv7oQdiGNEEqs2UPOOUZfWns+mROK0zN2ZdMjFiOpHqVlwnJL/M0eM6RjCeTHfuTF8N2x8Fbk05NlxHl+AYUgjq/rnnvlBtJjyndqPub1+BbqS2AWaIGyT8UVSnGT0QI7SwHkieyQp8vg0Ax6gSNLeZaNXXBYlNKp5Tu9Hy5rrM+2kKillN+zPRPJZkmxBCiEOSBFWdSHW7d9Pv6rDHtlgs9OrVC4CRI0fy5Zdf8uCDD/L3v/89Y2xJSQm1tenZuGpraykp6bwzX0IcDNK2aGWhaAqmgmStJs1hzjiTdDDQI4n2gwUgurENRTeINYTwz9lMeFVzMgvgseXYeud2yEqbaj3wweZ25gIbRdcMIRHIXvtrOyOmpyXbCC2up/DaoWg5Fmx9clHMGr7p6zGXOjGXu3AeVZzM7tecWbfMNbaM4KL69Lbju+xTdkghxO4FY0HqgnVU+arQVI1unm4U2Yuwm6WAt9h38rVYJ9Ly83GMH5+1zzF+PFp+fqfNRdd1IpHsRUrHjBnDzJkz09pmzJjR7hksIQ5XpgI7SjurTdYeXhSbhuo++AKpnSkmFS3H2m6/qdBOIhSn7qGvCHxWQ6I5QmxbgOYXV9P86hoSgWiyYHBbFEM//PIaKSYNS1cP5mInWm47r5OS3Aapt+2U/lxPBtWeE7tiKXdjKrSTM7EX7pMrUMwqLW9VYSpykHdpf0xFDlCSf59yzu+N6jSnVrtQwDOhG+YSZ8c/WSGOYM3hZv678r989/Xv8rMPf8bkmZM57/XzmF49neZQ84GenjgMyNdincjk9VJ2zz1s/dWvCM6Zk2p3jB9P2e/u6bDzVLfffjtnnHEGXbt2pa2tjalTpzJr1izeffddAC6//HLKy8uZMmUKADfccAPHH3889913H2eddRbPP/888+bN44knnuiQ+QlxsNI8FvKvGEDDv5ZCwkhrz/lOTxSXCc12kAdVmor75K5pGel2dILzmBJ8b63HiKanCVfdZpzHlOL/dCvBr77e7jayKFkUdy+SVBwqTHk2cib2ovHpZRlbJZ1HlRBa1Zy5hVJTaft4M4pZxdozB81twd4/H2s3L6g7tlBau3sw4gaKpqBYVfS2WLKmmGFg6eJGdZnbTYcvhNg/VjSt4K8L/prWFtWj3PXpXfQ5sw+59twDMzFx2JDf4p3MXFpC+X1/+bpOlR/V7ULLz+/QrH91dXVcfvnlbNu2Da/Xy5AhQ3j33Xc59dRTAdi4cSOqumPRcuzYsUydOpU777yTO+64g969e/Paa69JjSpxxFE0FWt3DyU3jyS8pplYQwhrNw/mchfmvIN7u0i8OUx4VROhJY04RhbhPqUrbR9shK+T0ylmldzv9UG1mwgvyyzMm/vd3rS8sY5EUzjV1jpjI4EFdRRePQTTLla/DgXx1gjxuhChFY1oLgv2gflYurgo+ukwfO9VE9viR/NYcI4uxYgb+KatT7ve1ieX4II6/LM3p9q8Z/fAObIoY8vkNxNxqPkmTPkH998fIQ4nvoiPfyz5R7v9/1n5H/7P+3+4Lbs+piHErkhQdQCYvN4OT52+s3/+85+77J81a1ZG26RJk5g0aVIHzUiIQ4eiqZjy7bgOoQ/B8aYw9X9flEqfHlnXgmNEEYXXDEUPxlBMyeekus3ogTioStpKnKWbh+jmtrSAartEY5jwikaco0tRlPYL+h7MEr4Ijc8sI7Z1RyKS1neryfluLxzDCsm/uD96NIGiKRhxPbl6tRNLdw/OsWU0TU2vP+Wbth5rpRdL+cG9einEkSYUC7EtsK3d/q3+rQRjQQmqxD6RoEoIIQ4jeixB64cbUwHVdsEFdQQX1FH0s+FYynZKiuMEx7BCgvPrUk3WHl7CK5vafYzA/FrsQwsPysQcu2PEddo+2ZIWUG3X8uparJVezEWOtCQlBVcNJuGPovtjqC4L0Q2tNE1diRHVM+4R+Hwb5nN7oWiHZsApxOHIZXbRP68/m9s2Z+3vn9cfp1nONYp9I4kqhBDiEBFviRBc2kDzm+vwz91KvDGEkUj/YK8H46kzUNl8M+ucatbwnNwV1bPTFjXd2GWxYkVT4VBdpQrECHzefs290NLMumSa24Kl1IWtdy6qw0TrjA0ZZ9BS9/dFMIzDL6GHEIcyl9XFVYOvQlMyEw9ZNSvn9zkfl6XjMjCLI4MEVUIIcQiINYSoe3QhTc+tIPDJVlpeX0fN/fOJVLemB1aGAXrmCkqqO57ZZ8qzU/SToeSc2xNrTy96wsA5qv0SCq6xpWi7STd/0DIMjEj2gAgg4Y+22wfJ2laWHu1v37b1z0dtp5CyEOLAqXBV8NCJD1HmLEu1VXoqefTkRylxSMkYse8O0XdFIYQ4ciSCMZpfWY3e+o0P/AmDxmeXU3zjiGQ2OZK1tWwD8gkvzUw+ASQL72ZhyrXhHF2KY0QxaApGMIalu4dodWvaOEsPL9bKzjsTur8pFi3r89rOPmDXpS1Uq4b35K6ElzemnUMDUF1mbH0lg5gQByOP1cPYsrH8Y8I/8EV8AHgtXoodxVhM+78enzjySFAlhBAHOT0QI1r1dRCgKTiGFWLrl59cdYnpJPzRHUGV1YT3tO5E1rRkrMhY++Vhym8/HbqiKCjbC/N6rORd3I/YZj+Bz5MHvJ2jSzGXu9A8h27mP81hJufsHtQ9ujCVCXE7c6kzWVNqN0wFdoquHUrzG2uJbfKDArb+eXjP7IEp15Zc7dJBcZhk1UqIg4hJM1HhrqDCXXGgpyIOQxJUCSFEJ0gEY+iBGEY0gWIzobktqO0UFs68OLkiolhU8i7qR2hRPU3Pr4SEgeoy4zmlK6Y8e6oukqnATtH1w/F/soXwyiZUmwnX+HJsfXIz0nvvisljxTTAirV3DpA8f3U4MBU7KPrpMFqmrSda3YpiUXGOKsU1vhzTHgSMiknFUuGm4MpBGOE4KAqqw4QR1QnMq8E/Zwt6JIGtX17ynrk2FPXQPIMmhBBiz0hQJYQQHSzeHKbppdVE1ye3nKApOEeV4jmxIqOmUTaKzYTqNOM+sYK2DzcR3diW6tP9MVpeWweqgvOoEhRVQVEVzAV2vGf1wHNiV9B2FKL9Ng6XYGo71axh6eIm//IBydW8rwv1KrtZVUoEYxihOIaR3GapOc3w9euaaIvS9NIqImtaUuMDc7cR/KqOosnDMBfufgVMCCHEoUuCKiGE6ECJtigNTy8jXhvcqdEg8OlWVIuK55Ruu/0wr3kseM+pRDVpaQHVzlrf3YCtT15aUV7VpIKn484KJNqiycQXqoLmthxyqzGawwx7kBbe0A3i9UGaX1ub2oZp7uIid2IvzCVOFJNKrCGYFlClrg0naJ2xgdzzeqPa5C1XCCEOV7LZWwghOlCiJZIeUO3E/8lWEm27zjYHoKgKtn75JPyxdsfogdgus9rtT4lQnNCKRuqfWEzNH7+k7qGv8H+8eY+ey6Eo0RKm7tFFO861AbHNfuoeX0T86wLJoYXtp7EPLWskEWj/z04IIcShT742E0KIDhRvDGEfXIB9cEGytlNcJ/hVHeHVzRgxfY8DIc1mQsvbxXkfVUEx7/p7MiOhowfjyeFO87daWTJ0g/CKRppfXJ1q0wMxfG9XE90WJOc7PQ7JosDtMRIGgfl12f+c4gZtH28h59yesIvVRkVTMjIFCiGEOLzIStUR6A9/+AOKonDjjTfuctxLL71Ev379sNlsDB48mOnTp3fOBIU4jJjLXKgOE80vrabpPytofmMd5jIXOd/pCZqCsqfJKgBzoQPFln28fXABqrP978nizWFa399I3WOLqP/7YvxzNhP3Rfb6+SRao/jeqsraF1pYh76L1bRDkRFNEFnb0m5/tMqHEYrjGFzQ7hj74EI4tHZGCnHQC8fCbGjdQLWvms1tmw/0dISQlaoDIRyIEWqLEg3FsdhN2N0WbPtwiHxvfPnll/z9739nyJAhuxz36aefctFFFzFlyhTOPvtspk6dysSJE1mwYAGDBg3qlLkKcahLBGP4ZmwgvKQh1WaE4rTN2oRrXBnes3uguvf8377mtVJw1SAa/rE0beXEXO7Ee0YlqjX7r/R4c5j6xxeR8O3YnuebXk1gQR0FPxiEybvnKdKNSBz3ceWYihwYMR3FohFZ24J/7lZIGMRqA5j3IC35IcOkoO7iXJrqNINJRfVYcIwoIrigLq1fy7HiGFa4V8GzEGLXtrRtYdr6afxnxX9ojjTTM6cnPxv+MwbkD6DEKYV8D5RgLEg0EcVlcWFSTTSGGmkON+OP+XFb3ORac3GanbREWgDwWr3YTO2X+TjUSFDVyfxNYT7490o2rWhKtVX0z+Oky/rhyuvYv1h+v59LLrmEJ598kt/97ne7HPvggw9y+umn8/Of/xyAe+65hxkzZvDwww/z+OOPd+g8hThc6P5YWkC1M//nNRTfOHyvMuspqoKl3E3xjSOI1QZItESwlLnQcm3tZhE0EgaBebVpAdV28ZogkfU+TMOL9ngOKArBxQ3Etvi//hnsAwvIu6AvTc+vQrUfXm8rqlnDPb683T9H9wld0OwmVIuKc2wZtt65BJc2YIQTWHt5kwGmWUXrwIQhQhxJtvq38pd5f+H9je+n2ta1rOOGD2/g3vH3clblWaiqbMTqTM3hZlY1r+KZZc/QFGri5G4nc0b3M/jDF3/g4y0fY2CgoHBqt1O5uP/F3PDBDUQSESZ0n8DVQ64mmogyZ8scnGYno0pHUWgvxGE+9L6ck791nSgciGUEVACbVjTxwb9XEu7gg8yTJ0/mrLPO4pRTTtnt2Llz52aMmzBhAnPnzu2o6Qlx2EnsantdXMeI6O33t0NRFUy5Nuz98nGNLsPS1bPLtOx6MEZoYV27/cF5teh7eK4r0Ral8bkVOwIqAANCSxuIbmkj76K+aDk29Eh8j5/PocBUaMczoXvGFj7XuDIsXd0AKJqKudiBudyJrX8e1j45YFIxFTmwdnGjKLL/T4j9wRfxpQVUO3tg/gNs8m/q5BkdOQzDYHPbZpbUL2FB7QKqfdW0hFv455J/cvV7VzNnyxyWNy2nX24/7vnsHmZvmY1B8jypgcF7G97jmWXPcG6vcwknwry+7nUuf/tyagO1PDD/Ae757B7OefUcpq2fhj/q381sDj6H11eKB7lQWzQjoNpu04omQm3RDtsG+Pzzz7NgwQK+/PLLPRpfU1NDcXFxWltxcTE1NTUdMT0hDku7W7VRLJ3wvZYCaLtJorCH00j4IsTrMjMZes+qRDGptH24iURbFEuFG88p3TAV2g+LGleaw4xrTCn2QflEq1sxdANrpRfVbUHb6c9YNWuoRU5M+fbk1kizirKL114IsfeWNy5vt68+VH9Ifhg/WGzxb2GbfxurmlfRxdWFSm8lXVxdUFWVWCLGkoYl/GL2L6gN1gJg1axcM+QahhcN55nlz6TuU+AoYO627F/Cz9o0i7+d9DeeXf4sAE3hJuZum8vostHM3ToXA4N7PruH4UXD6W3p3eHPeX+SoKoTRUO7/vZ2d/3f1qZNm7jhhhuYMWMGNtvhs3dViIOd6rag5VhJtGSuWFkqPcnzOPvASBgkWiOpVOaa24LmsaR9kFedZlyjS2l5Y13WezjHlu1x4BNv3vE8FKuGa2wZtr65GNEERtzAUuEm8GUN4eVNhFc2UfCjwdh65Hz7J3gQUW0mVJtpj4r4KpoEU0J0lBxrzi77rdqenxEVO2xs3ciNH97ImpY1qbZcay6PnfIY/fP6s9m/mWvfv5ZQPJTqjyQiPPTVQ/zpuD8xqmQUa1vWclLXk2iLZq+nCMkVq0gi/T3xs22fcVLFSczduiMQ+9+a/zF52GRcFtd+fJYdS4KqTmTZzbfWu+v/tubPn09dXR0jRoxItSUSCWbPns3DDz9MJBJB09I/VJWUlFBbW5vWVltbS0mJHAAVYk+ZvFYKrhxI/T+WpGXFM+XbyJvUZ59Sj+vRBJE1zTS9vAbj6y9kFJtG7nd7Y+uXm0paoSgK9oH5BObXENsSSLuHtV8ulvI9f8My5SY/rCh2E/kX9qVt9hbaPvx6q40KjqFF5H2/L00vrgIdWv63lsJrhuxye6IQQuyNnjk9sZvsaR/utxtVMgqPxXMAZnXg1PhriCQieCwecu25Wcdsbt3MhrYNzNgwA4tm4czKMylyFFHmKgOgMdTIH774Q1pABdAcaea6D67juTOe44ONH2R9zQGeWPwEU8ZPYU3LGqZXTcdtce9yzt8MfJ1mJ9FE+rnf2mAtTy97mvHl4+mT2+eQOGMlQVUnsrstVPTPy7oFsKJ/HvYO+uBx8skns2TJkrS2H/zgB/Tr149f/vKXGQEVwJgxY5g5c2Za2vUZM2YwZsyYDpmjEIcrc4mTouuGEa8PEW8MYy52oOXbMHn27dvUeH2IxudWwE7lj4xwgqbnV1L402FYK3a8qWleK/mXDyS6oZXAvFoUTcE5ujSZ5GIvfu9oXiumYgfOo4rxzdhAbPNO22x0CH5VB6qCY0QxwXm1xBtC6KG4BFVCiP2m0FbIn4/7MzfOupG4vmOHT7GjmNtH3U6Rcy8S73ytMdTI1sBWGgINlLmTgYZVs+IwO/CYPdjMB98uny1tW1jRtIJ/L/83DaEGhhYO5YqBV1DqLMVj3RFYbm7bzK8//TVf1u44/vHflf9lUp9JXDX4Kspd5bSEW5izZU7Wx2kINVATrGF9y/p251LdWo2qqNwx5w4ALh9wOUMLh7KoflHG2NGlo1ncsDitbWKviVjU9PeJYYXDeGXNKzyx+AmeOO0JRpeO3v2LcoBJUNWJbE4zJ13WL3v2v8v7ddh5KrfbnZEG3el0kp+fn2q//PLLKS8vZ8qUKQDccMMNHH/88dx3332cddZZPP/888ybN48nnniiQ+YoxOHMlGPDlGOD/bQ9XI/Gaft4c1pAlWJA20ebMX+/D+pOabxNXiumIYXY+ucBfKuzTprbQsEVA4jVh9IDqp0EF9aRf3E/gvO+Xun+FgWGhRCiPU6rkxHFI3j5nJf5ePPHbPFvYXjRcAYVDKKrp+te368mUMONH97IyOKRlDhL+O3nv6Uh1ICqqJxQcQJXDLiCqB6ld05v8u35HfCM9t5W/1aeXf4sU1dOTbVtbNvIO9Xv8M/T/snw4uFAMrHEh5s+TAuotntp9Uuc1u00yl3lhBKhVEKJbBpCDQwoGMAb69/I2l/pqUQ3diReuvvTu3nklEf41Se/YknDji/1RxaN5LIBl/Hzj36eajuuy3HE9TgJPUGZs4ytga0UO4opdZWy3pcM5O79/F7+NeFfFNjbrwd4MJCgqpO58myc9qOBB6xOVXs2btyYloJ07NixTJ06lTvvvJM77riD3r1789prr0mNKiEOAnowTrw++zYMgHh9ED0cTwuqttvXxBGKRcOI7SJrYcJg+3urpasbI5ag+X9rwKLiHF6MlmNFO8C/74QQB1ZrpJXGcCO+iA+HyYHX6qXYWbz7C7/mtrhxW9z0zOm5T/MIxoI8MP8BdEOnwl3B7z//fapPN3Q+2PgB1b5qrhx4JS+ufJH/G/1/nRZYxRNxArEAds2OxZy+iuOP+tMCqu1ieowpX0zh/hPup4u7C5vbNvPy6pfbfYyXVr/E0MKheCweHCYHwXhmIiKAfFs+fXP7prZdeiweTqw4EafZyerm1Xy/7/cJxUOp/i2BLdzx8R3ce+y9hOIhWiIt5NvyCcfDNIWbOL3ydAzDYGzZWGqCNUz5fAojikdwUteT2Orfyvf7fp/ffPqb1ONX+aoIRAMSVIlMNqf5gAdRs2bN2uXPAJMmTWLSpEmdMyEhxJ4zqZgK7OmpzXfuLrSjmDMTJRi6gR6Ko6jKt64nlfBF0Ry7uFZNZhRU7CY8p3Wj4V9L0duS58kCc7biHFOK+7guaB5rMvOgEOKIss2/jbfWv8WKphXUBGpY3LCYkcUjuXvM3XTzduvUuTSGG3m3+l1uH3U7/1ryr6xj1vvWY1bNfFH7BWtb1nZ4UBWJRdga3Mr09dNZ0rCEMlcZk/pMotBeSIEjGVTMr53f7vUrmlYQjCWDIx2dQCzQ7lh/zE9Uj2JVrVza/1KeWJK5G2l06WiqWqvo4urCIyc/wuL6xZS7ynm7+m02tW1iTNkYeuf0ZubGmQzMH8i82nnJ68pG87vPfse82nnYTDauHHAlH2z6gG3+bQwrGgbAPZ/dQ2u0FYBALMCE7hN4c/2b3Dzr5rQAT1M0NPXgzyQr6YmEEOIQoznNuMaUZdRNAkAB97Fd0OzpX9zEm8O0zdpEwz+X0PDMMoJLG1JZA/dGvDFEwh/DVJT90LB9YAEoUPijwbS8uT4VUG0XmLuN6BY/bV9s3XUdLyHEYScUC1EXrENHx6yaGVM2hkdPfhQFhRtm3cCWti2dOp9oIkrCSJBrzWVrYGu749a0rKGLqwsvrHohI6HC/ra6ZTUXTruQxxc/zidbP+Gl1S9xwbQL+GzbZ/jCPgBM6m7KdXxdFy/PkseYsvbPwp9UcRJuixuzZqZnTk+uHXptKtGHRbVwbs9zubDfhXyy5RMURaHaV40/5ufns3/OBxs/YEHdAh5Z+Ag/ePcHjC4djd1kT927q7srq5tXAxCJR4gkIhxbfixtsTY+3vIxH2/5OBVQAZzS9RQeWvAQL656MWPF7KSKk8iz5e3Fq3hgyEqVEEIcYhRFQcu1kjupD75p69GDX2f/s5vIOasSLSc9CUa8KUzdYwvTApym6lZsA/PJ/W4vNNfeJato/PdyCq4aRPMLq4jV7Hjzs/bJwXNKV7CoND61PGtNK4DQonocI4uJ1QfRDQNzzsF3CFwIsf+t963n2vevxR/bscpuUS3ce+y9/HPJP6kJ1lDuLu+0+TjMya2HCSPRbkZBgEJ7Ib6oj7x4HobR/tmjfbW5bTN3zb0rI6gwMLh77t28eM6LeG1ehhcPR0Ghu7c7Vw68khxrDnE9jkk1sah+EQ5T8ksvt83NlQOvZMaGGRkrVuWuckaVjqI+WE+xsxi3xc2i+kXcfsztWLTke8KHmz7k1o9u5dGTH8VtcdPd253ffvbbjHm3RFr4x5J/0MPbg4+3fAwkVwFLnCX08PbgmqHXMHfrXI7vcjyvrX2NxnBj2vVFjiLGlY/DZXExr3Ze2vmuclc5Nx91s2T/E0II0TFMXiv0zqHgR4PRv15xUj1WVLcZ005Bkh7TaZu1KWPFyFLpwTG4gHhDiERbFNVhTta4Una9JU/LtaKYVRqfWU7eBX1BU9DbYqguM4pVJbKhFSOqY4Tbr7unh+OElzUSmF+L9+weqMMLM1bWhBCHl4ZgA7d9fFtaQAUQ1aP8/rPf84ujf0GVr4qRxSM7bU5F9iKuG3Yd7294n7N7nM1Lq1/KGGPTbJS7y9nctplbRt6C1dRxdbDaYm2p1Z1vCifCVPuqqfRW4ja7uWvsXeRYc5jyxRRqAjVAMmPh5GGTU0EVgILCs6c/y6OLHuWjzR9hVs2cVXkWlw64lGg8iqokN631yetD39y+3D7n9rRrrx58NSWOEgKxAMsalrU799lbZvP8sOdZVL+IUCKERbVww/AbiBtxbvrwJsKJMB9u+pAnT3uSZ5Y9w8yNM1FQOLnbyZze/XRmbZpFkaOIR09+lC9qvqA12sqx5ccysGAgJc5Do5yPBFVCCHGIMrmt4Laix3UUhawFZ/VgjOCi+rQ2x8hiLF1ctLyxLrXKpXkt5F3YD0tX9y4L15o8Vgp+MIiGZ5ZR//fFKHYT5jIX5iI7tl45tLy+DvugAqy9cgguqMt6D1uvXIIL60A38L2xDmuFG61CgiohDmfNkWaqW6vb7bOarKkzQ51FUzUmdJ+ApmgU2gup8lWlzgQBOEwOfjvutzy19CkG5A9gSOGQDp1PQk/ssn970dxiZzEjikbw/WnfzyjGe//8+yl3lXNa99NSbf6Yn+O7HM8NI25AN3T8UT+zNs3izXVv8sCJD6Qee2KviZzV4ywW1i1EQWFo0VCWNizlhg9v4OGTHiZhtD8/3dBRFZWfDf8ZOjo1gRq8Vi9rW9ZiVs2EE2F6eHvwvzX/I6bH+OUxv8QwDD7Z+gnXfXAdcT3Ogyc+yM0f3Uy/vH78fvzvqXBX7OMr2rkkqBJCiEOcEU2gh3ZsAdxVUWHVYcLePy9Z42onCV+U+n8sofimkZgL7O1cnWQuclB0zRASbTESgRiq3URkdTON/10FCYPQ0gYKrhxIaFkjRiT9TVjLs2HKtxHbtmMrin/uVnKKeqYKFgshDj8715Rqr7/c2Xlb/7bLteVyXu/zqA/Vc9fYu2iNtLK6eTV2kx2H2cGba9/klK6nMKFyAkWOva+B1Z5ILEJNqIbmcDOqopJrzcVtcVPsKKY2WJsxXlVUeufuqMvx8ZaP292u+OiiRxlcMJhSVylei5f759/PJf0v4d/L/8209dMIxUMMyB/AT4f9lNVNq6n0VmIYBs+vfJ4XV73IqLJRGLrBvZ/fi04ynevntZ8zqnRUu8/nqOKjsGpW7vzkzrTzaQPzB/LH4/7ILR/dwsldT+Yv8/5Ca7SV6VXTM+7xydZPGF40nPW+9RkFgg8F8g4mhBCHKEM3iNUGaHljHdGq5IFfS6WHnHN6Yi5xJrP8Ocw4hhYS+LIG+6ACXGPL0CMJ8i7tT3hZI8FFdbA9Q3rCIPBlDd4J3VF2U19K81jRPFYMw6DpvysJLW7Y0Zkw8E2vIv+S/vg/30Z4ZROKpmIfWoBjUAFNL6dvb0n4IuihhARVQuyFcDxMY6iRhlADZs1Mni2PIkdRajvXrkTiERpCDUQSETa0buDjzR9zVMlRjCge0WFbrXKsObjMroztfwAmxUTf3L5UeA7MyoSmamnPe3DhYGKJGC2RFgYVDCLflr/brdF7ozHYyOwts/nzl3+mLdYGJM9t/fPUf3L7Mbdz06ybMupGXT7gchQUgrEgDrNjl1vxNvg2pFa14kacMyvP5LGFj7G8aXlqzPLG5dz60a08dNJDRBNRYnqMOVvmoKMzd+vcjHu+V/0eI4tGMqH7BN6tfjetz26yc+tRt/LrT36dkfBjWeOyVLFhq2ZtNxCEZCITl9nF/cffv18D2M4i72BCCHGIijeFqH9sMUZ0x2pQtKqV+scXU3T9MMyFDlSzivuECqw9vEQ2tNLwr6XJOlMmBcfwIvIu6EfTi8kVJoDYZj9GTEex7ln6WkVRMOVmJpqIbQvQ+NwKnGNLKT5jJPHGEMF5tTQ8sxz09A8L5nIXSHp1IfZYS7iFV9e+ysNfPUxUT56pzLflc98J99HF1QV/zI9Ns1FgL0idAdINnbpAHa2xVp5b/hxvrX+LqB5laOFQrhp0FS+seoG/Lvgr/5rwL7q4u+z3ORfaC7lx5I387rPfZfT9YNAPDrpzM2bNTKGjcJ/uEYqHaIu0oalaWir29a3r+fWnv04bWx+q57xp5/HmuW/y7BnP8tiix1jVtIoSZwlXDrwSj9XD9978Hs+f/Tx9cvvQJ68Pb1W9lfVxu3m7pYJri2rBYXakBVTbGRg8tvAxhhQMwWlyYjVZUVG55ahbOKbkGELxEDaTjY1tG5m1cRY2k40fDExm+vvfmv/RHGlmRNEIzupxFq+ueZXv9v4uX9V/lfE4c7bMYVLfSXy29TPGlI1h9ubZWed9UteT6J/fn2LHntcsO5hISnUhhDgEGQmdwOc1aQFVqi+aIPBFDfr2PrNCpMpHYO62HYV74wbBL2sJLanHNa4sda2pxIFi2rsAxzGiKGt6dyOawJRjxZRvQ3NZCC1rzAioFKuGfWA+qu3gr0EixMHiq7qvuH/+/amACpLZ1n783o9Z07KGia9P5LLpl/Hp1k9Z1bSKBbULWNO8hppgDbfMuoVX176aunZR/SJunnUzF/W7iFA8xEMLHiIUa3814duqC9XRGmnlnnH30Ce3DybFRDdPN3437ndc0v+SQyK7256K63HW+9bz27m/5fvTvs8P3vkBL696mfpgPY2hRp5YvKMelFWzMiB/AP3y+mEYBut86/hi2xdM7DmR+0+4n58O+ykvrnqRa2ZcQ0yP8czSZwhEAxzf5fi0FOY7u6TfJYQTYQBKXCUsb8gMqLZb3rScUDxEgaOA7/f5Pv8+89/UBmu59O1Lufydy7lg2gW8vvZ1rh12LSXOEpY3LueppU8xunQ03+v9PeJ6nOtmXscLq18gnAjTzZNZa8zAIJaI8ca6N7io30XYtMwv4gbmD2Ro4VDKXeW7TRl/sDo0Zy2EEEc4PZwgsq6l3f7I2hYS48pQLRpGME7gy5qs40LLGsm/YiD+2VtABdcxJbtMVJGNlpNM79788uodWwkB+5AC7AMLkingvRbyL++P760q4vXJD2zmLi48p3ZD9VhQzRJUCbEnmkJNPLzw4ax9UT3KvJp5HFt+LBf3v5hHFj7C0oalAJQ5y/jJsJ9kTRYRN+L8e/m/mdhrIv9e/m9uGHkD5eb9d74pEA3wpy//xMyNM6lwV3Be7/Moc5XREGzgvyv/y1ElR+23xzoYrG9Zz8XTL05twWsMN3L3Z3dz/Obj+fnRP6fKV4WqqFwz5Br65/VnUf0izKqZnw3/GXm2PJ7Y/ASLG5JFdi/pfwmXDLiEC/tdSDAe5KNNH+GL+LBrdv583J/53We/Y1TpKE7uejJxI06hvZCWSAuvrH6FXxz9CzRV22UCEJtmQ1VUFEVhQvcJPLPsGZ5d/myq38Dg4y0f0zi7kb8c/xdeWfMKG9s28uSSJzPu9V71exxbfiwbWjektVs1K26LG5vJxozqGTx1+lP8c8k/+WTrJzhMDi7sdyHf7f3dfV4ZPNAkqBJCiEOQkdBRnbtISOEyw9dnAPRQPC3YSb8RGJEEisNE3vf7ouXtfc0o1WpKZvzr5kmmVI8ksHT3onksaF/PUXNZsFS4ybu4H4m2KIoBqGAqdGCSOlVC7LGYHmNT26Z2+ze1bWJir4k8tOAhVjTtSEjTL68fn2/7vN3r5tfO57w+55EwEuh6e78wvp3mSDMfbvowNb8HFzyY1r+qaRXlrv2bpCISj9AQbkieOVPN5FhzKHOV7f7CfdQWbePP8/6cCqh29tHmj/j50T+nwl3B1UOu5ottX/DYosfSxtx3/H0UOYoYVDCIa4Zcw18X/JV1LeuAZD2nm0bchFkzE4qHeGLRE/z1xL/y+rrXufmjm1PJQI4pOYbJwyaTMBJoaBzX5Tj+Mu8v6Ebmn+tZPc5Knd9qjbby/Krnsz6v5Y3LaQo1oantfwEW02NZ+8/rfR61wVquHnw19aF67phzB8d3OZ6Xz3kZm8lGvi1/l/c9VMj2vyPAXXfdhaIoaf/169dvl9e89NJL9OvXD5vNxuDBg5k+PTNLixDiwHIMb3/fufPoku0xFYpl129WpjwbxT8bjq13zrdeMVItGqZ8O84RxbjGlGEpdaYCqu00pwVLqQtrdy/mrh6sPXMloBJiL1k0C5Weynb7u3u74zK70gIqgEAsgNfqbfc6j9VDMBZkQP4AXBbXfpsvJFfQsn2g36453LxfH6853Myzy5/l3NfO5dLpl3LBtAu4+r2rWVK/hEA0sPsb7IO2aBufbfus3f45m+dww4gbiOtx3tvwXkb/XZ/exSX9L2HysMn8YvYvUgEVQF2wjjvm3EFtsBavxcsp3U7h9XWv89+V/03LrvhFzRfc+/m9tEaTCYyK7EXcNeYulG/s0+6T24eTup7EhxuTAW8gFthlIokNrRv4bs/vttt/VuVZmBUzmpJ8H7FpNq4YeAWndj2V3839HVO+mMI/lvwDgIm9JtLV05UiR9FhEVCBrFQdEGF/G0Gfj0gwgNXpxOHxYnO5O/QxBw4cyPvvv5/62WRq/4/+008/5aKLLmLKlCmcffbZTJ06lYkTJ7JgwQIGDRrUofMUQuwhBQxdxzm6lMBn2wDQ8m04jyrB0s2NajOlkk0oNg1LVzfRjW0ZtzEVOVAcWqcGN+pugjwhRPtybblcP+J6fvL+TzL67CY7I4pG4Iv6Mvrm183nsgGX8Z8V/8l63+/0/A4zqmdwxzF3kGvL3a9zdpld7aYKBxhYMHC/Pt4nWz7hoa8eSmvb2LaRa2Zcw78m/Iteub32y7mdmB5DRU0LChQUCuwFeK1e6oP1qcBmu2A8SJGjiHs/vzfrPdtibQSjQRY3Ls4a4BgYPLrwUf503J84ruI4Lpx2Ydb7rGpeRV2wjgJ7Ab6oj2pfNY+c/AiL6xfTEmlhSOEQYnqM22bfRldPV06sOBG7yY5JMRE3sqe/L3GWUOYso8xZlpHlr5unG+PKxxFJRBhVOopQPITdZKfYWUy+LZ/XJr5GS6QFq2Ylz5aXlrjjcCFBVSdra6zn3ccfYsPiHdlRug8dwWnXXI87v+P2kppMJkpK9iyzzoMPPsjpp5/Oz3/+cwDuueceZsyYwcMPP8zjjz/eYXMUQuw5I5JAc5qJawr5Vw6EhI6hQ9sHG2l9rxot14bn5K7Y+uZizrOT+70+NP57eeo8EyRrRuVf3A9z/uFzQFyII8GQgiH8avSvuG/efQTjQSB5ZuqXx/ySaeuncUn/SzKuietxZm6cyfXDr+dvX/0trW9Y4TDGl4/nzMozqfS2vwr2bRU5ivjlMb/k5lk3Z/SNLxu/X7O91Qfr2z1z1hZr4/Oaz8m35+/T+Z26YB2L6hfx5ro3sZvsXND3Aio9leTaczEwuP2Y21nXsi6VRfHBBQ+mAsqTup6EWTXTFG5q9/7rfOtY0rCk3f7ljcsJxoPE9XgqIUU21b5qBuQPQEFhft18nlr2FP3z++M0O3lvw3upOSiKAkoy7f2p3U/l7aq3M+5V4iyhxFlCF08XnjztSf635n+8W/0uiqJwZuWZnNvz3FRK/FJnKeFEGLvJjtPsBJIroR2RVfJgIkFVJwr72zICKoDqRQt47+9/46yf/bzDVqzWrFlDWVkZNpuNMWPGMGXKFLp27Zp17Ny5c7n55vRffBMmTOC1117rkLkJIb4FHQLzanEMLiC4qA5LuRvftPWp7kRTmOaXVuM6thzPyV0xFznIv2IgemuEWEMIU54NLceKuUACKiEONR6rh+/2+i7jy8fTHG7GpJqwm+z84Ys/MLHXRObXzmdo4VAW1S9Ku+7Vta9y29G38czpz/DJlk+IJqIcX3E8pc5SPBYPbmvH7ZoZXTqaR05+hL98+ReqWqtwmV1c1O8iLup30X5dGYvpMbb4t7TbX+WrSlsBiifi1IfqCSfCqTT0Zq3986q1gVp++v5PWd2yo97e9KrpnNfrPH446If88L0fUhesS/WVOku5e+zd/N+c/+PCvhdSaC/EolkYXTqa19e9nvUxCh2FVLjar9lV5iojGo/iMDt2ubLkMDuoD9ZT7CzmnB7nsKh+EcsbMzMBntPjHEocJaiqyvXDr6cx1MgXNV+k+std5Tx44oN09SQ/N3b1dOUnQ3/C+b3PR1EUiuxFWEyW1HiXxYWL/buF9FAgQVUnCvp8GQHVdtWLFhD0+TokqBo1ahRPP/00ffv2Zdu2bdx9990ce+yxLF26FLc78/FqamooLk7/1qi4uJiamuzZw4QQnU+1m4jVBGitC5I7qQ8NT2UvBOmfswXn6FJUmwlzgR0K7Fh75HTuZIUQ+51ZM1PmKktLvvDbsb9leeNyHlv0GH867k/8e/m/U+d7VEXl5K4nM658HGua19Avvx+xRIwhhUOwaJb2Hma/cVvcHNflOAbmDyQcDyez0tkKMGn796OoWTVT6ixlW2Bb1v6unq4YRjIxQ2OokZdWv8Qzy57BH/PjNDu5rP9lXNDvAgrsmRnzEnqCV9e+mhZQbfe/tf9jfPl4wvH0laNtgW38dcFf+eeEf1JgL8Bj9QBw1eCreKf6nYyEFnm2PLxWL6dXns6Lq1/MKAIM8L0+32Pmppmc1+s8Tq88nWnrp2WMKXeV0xRuwh/1U+goZGzZWPrn9c84a9c3ty/jy8ejqsk0CxXuCu4Zdw8tkRY2t22mwF5Avj0/I1W61WQ9YMWaD1aSqKITRYK7PhwZCXXM4ckzzjiDSZMmMWTIECZMmMD06dNpaWnhxRdf7JDHE0J0PM1tIfe7vYk3hEi0RjFC2b+pxIBEY/vbQ4QQh48CRwEt0RYCsQA//+jnDCoYxN9O+hv3HX8fD534EEWOItY0r+Hmj27m9o9vZ0D+gE4JqHaWb8+n3F1OibNkvwdUkFzluXbItVn7nGYnfXP74rQ4CcaCPLH4CR5Z+Aj+mB9IJmp4fPHjPLbwMQKxzM9kTeEmXl79cruP/f7G9xldOjqjfWXTSoC0RCEVrgr+cdo/GF40HEgGvcd1OY57x9/LH774A4ZhcNfYu9JqUWmKxuUDLqcuWMera1/FH/Nzcb+LGVc2Lu3xunm68avRv+KxRY+lgrIKTwV/Of4v/Hr0rxlWOIyhhUO5c9Sd3H/C/akVqO3KXGUMyB/Aad1PY0TxiKy1p0QmWanqRFaHc9f99l337y85OTn06dOHtWvXZu0vKSmhtjb9MGltbe0en8kSQnQOSzc3RdcNRw/GdjlOscj3Z0IcKfrk9AGSCRG2Z1rbLteay6D8QQzIG8Cvx/z6oDjjohs6uqGnJY5I6IlvlREumojSEGpgePFwfjT4Rzy97OlUVrwSZwn/N+r/KHIUUWAvYFPbJl5Y9ULW+7y85mWuGHhF6jzQznPNlip9u0gikrWwLZCRdMKkmTCpJkaVjOLS/pcCybT2t350K/6Yn/pQPetb1vOHY/+AP+YnmohS7Cjm3ep3eXb5swzIH5CsL4XC4ILBXNz/YprDzXgsHmqDtfzm09/Q3dM9rahyV09Xunq6Mr58PAZGasuf2D8kqOpEDq+X7kNHUL1oQUZf96EjcHjbT3W6P/n9ftatW8dll12WtX/MmDHMnDmTG2+8MdU2Y8YMxowZ0ynzE0LsGdWsYSl3EfdFMJc4iNUEM8YodhOaC9B1kDdPIQ472/zbqA3Wsrh+MQX2AgbkD+CWkbdw3/z7Msb+dNhPGVE8gnHl4/Z7hr+95Yv42Ny2mRdXv0hLuIXv9fke3TzdaAo3sbRhKR6Lh8GFgymyF+G07P5L50AswKxNs7h77t2E4iFuHHEjL5z1AnXBOlRVxabZKHOVUWhPJqhoCbeQMBJZ76UbOi2RFrqSvoKTY83h5K4n88qaV7JeN65sHP9c+s+MdpNiwml2YhhGMinE13Ktubxb/S6PL85MAlbdWs3ggsHc8OENOEwOTKopLZPgpD6TKHYWk9ATbGzbyOOLH8dushNJRNANHbvJzi1H3UKJM/ML8VJXadb5i30jQVUnsrncnHbN9bz397+lBVbbs/91VJKKW2+9lXPOOYdu3bqxdetWfvOb36BpGhdddBEAl19+OeXl5UyZMgWAG264geOPP5777ruPs846i+eff5558+bxxBNPdMj8hBD7xuS1kndhP+r+vjh9G6CmkP/dfLQ3L4Oz/wyFfQ/cJIUQ+92Wti3cPud2vqrbcV7bptl44MQHmDJ+Cr/59DdE9Sj5tnx+NuJnnFRxEjm2nAM34a+1RlqZumIqjy56FIBKTyVFjiL+uuCvzNgwIzXOrJr5/fjfc3yX49NWXLKp9lVz28e3pX7+64K/8tBXD3FM8TH8esyvM87/2Ey7LiORrd9qsvLDQT9kxoYZGanSB+QPoMJdkTVJxsReE5m6Yirf6/M9+ubt+D1c7i7nwZMe5JZZt7CmZU2q/djyYzm317kohsL48vHM2TIn7X4ji0Yypiz5RXeZu4yfDf8Zx3U5jqkrpuKL+ji6+GguHXAp5c79W1BZ7JpibD+tJwBobW3F6/Xi8/nweDyp9nA4TFVVFZWVldhs+1bPJVWnKhTAanfi8HZsnaoLL7yQ2bNn09jYSGFhIePHj+f3v/89PXv2BOCEE06ge/fuPP3006lrXnrpJe68806qq6vp3bs3f/rTnzjzzDPbf0778fURQuw9wzBI1LcQWbGFyDYFc76BrauBae6vUKo/hD5nwHlPgM2z+5sJIQ56wViQ++ffn3ULm0W18PJ3XsaiWYgmojhMDgodhajKwbFavaZ5Dee9cV7q5weOf4Dq1moe/OrBjLGqovLKOa/QK7dXu/cLxUPcOefOrMV0Ac6sPJO7x96dFig1hhr58Ywfs7o5M+lED28P/jXhX1lrKRmGwea2zTy97GlmbpyJzWTjOz2/w9iyseRYc3h93etMXTGVYDyIy+xKrcD9du5vKXGW8NyZz5Fvy6cl0oKqqOTactnq30pLpAVfxJeqcVXkKAJgq38r61rW8dra19ANne/0/A59cvtQ7s4MmLb5txHTY+Raczs0k+ORpr3Y4JtkpeoAsLncHV7sd2fPP//8LvtnzZqV0TZp0iQmTZrUQTMSQuxviqJgWvooppXTcOZ2hw118Mm8HQPWvAvBBgmqhDhM1IfqeWPdG1n7onqUBbULOL/P+Z08qz2z82oUJLej/Xnen7OO1Q2dd6vf3W1QVd1a3W5/la+KcDycFlTl2/O57/j7uHrG1dQEdmQ3LnYU89cT/0q+PZ9YIkZ9qJ5ALIBNs5Fnz8NpdlLhqeCnw37KsV2OZVPbJj7Y+AGPLXoMBYWbRt7Ek6c9SU2ghrge562qt3h62dNAMhNgXbCO19a8xrSqaZhVM5P6TOLEihMZkD8g69y3Z3gcVToKDNJSl3+TbOs7sCSoEkKIw4WqQd3y5H/fpCgQzTxzJYQ4NMX0WEbyg521l1K8s+mGTn2wntZoKxbVQo4tB93Q08ZoqkZ9qL7de2xq27TLx3CYHPTN7Zt11Qmgb17ftCx623X3due5M55jQ+sG1vvWU+mtpLunO8XOYppCTbyy5hX+seQfBONBVEXl1K6ncuvRt1LiLGF543Ku/+D6tPsZGNw//35+NfpXPLXsKTa3bc54zC3+LTy26LFUbanff/57Xl37Kg+d+BDFzvaLIHd2lkax9w6OdWAhhBD7rm/7W3Tpcwas+wDCbZ03HyFEh7Fptl1m79ueqvtACcaCbGnbwttVb3PBtAs4743zOPu1s7nxwxs5rftplDl31NeKJqIMzB/Y7r22nx9qj81k48pBV2bd3rg9DbnVZM16bbGzmGNKj+HCfhcyqnQUxc5iYokYr6x5hYe+eohgPPlllG7ovLvhXW796FZqA7U8s+yZdufz1vq3OLnryRntqqJiN9kzivUub1zOwvqFu3yO4uAnQZUQQhwunAUw/PLs7Uf9EFa+CXq08+clhNjvuri7cMPwG7L29czpSXdP9w59/MZQI+tb1rO2eS1b/VvZ+Yj+Vv9W/vbV35hfN5/bPr6NxnBjqm9e7TyunXEtd429K9X27xX/5qfDfoqCwjcV2As4qvio3c6nwlXB3076G/m2Heeg8m35PHzSw3R1d93FlZnqQ/VZs/gBLKpfREOoYZep1f0xP3YtfWUs35bPT4b+JC2pyM5eWfMKoVj7K4/i4Cfb/4QQ4nDhLIYB50L3cbD0FQi3QLfx0G0MTL8VBk8Ca86BnqUQYj8ZWTySe8ffy0NfPURNoAaTYuKkridxw4gbsiYy2B8Mw2BN8xr++OUf+aLmCwCGFg7l1qNupYe3B6F4iB/P+DHn9T6Pp5c+nfUe9aF6fBEfvxv3Ox5f/DifbvmUc3ucy4MnPsifvvwTm/3JbXOjS0dzx6g79ui52M12xpeP5/mzn6c53IyiKORac79Vgo5ALJC1+O92G1o3cEblGe2uLp1QcQKD8gdRYC9AUzRuPepWzKqZNS1rKHYU88AJD/DYosfStitqipaWbl0ceiSoEkKIw4WmQUFv+M/t0G1s8v83fQ5z7gd7Lgy7ODlGCHFYKHQUck7PcxhWNIxQLIRZM5Nrze3QtOkbWzdy5TtX0hbbsZV4Uf0irn7vap478zkaQ41saN1AF1eXtDTh3zS/dj53jLqDcWXjSJDAbXbjMDvom9cXf9SPWTNTYC/AbdnzxF6qolLiLMlam2lv2Ew2NEVrt45VsaOY4UXDeWLxE2mrcJCsZXVer/Moc5XxQv4LBOIBrp1xLVsDW1Nj3GY39x57Lw/Mf4D1vvUAXNjvwt2meRcHN9n+J4QQh5OcrnDRfyHcCp8/Dps+g4HnwY9mQk63Az07IUQHqHBX0CevD5Xeyg4NqBJ6gjfXv5kWUG0XToT5z4r/0BBqAKA12pq2Fe+bunu7oygKBY4Cih3FqTpUZa6y1HPZm4BqfzEMgxxrDhO6T8jaX2AvoIu7C6WuUp4941m+0/M7mFUzJtXEWZVn8Z8z/0O5uxxFUbCarPzmk9+kBVQAbbE27p57N1cNvgqAsWVjGZCXPfufOHTISpUQQhxOFAXye8G5D8Np9yTb7LlgcR7YeQkhDnmBWIDPtn3Wbv/CuoWc3eNsAKatn8akvpN4fNHjGeNMqonjuhzXYfP8NiKJCFv9W3lj7RtUtVZx9eCr2RbYlnYGqtBeyN9P/XsqS19XT1duO/o2rhlyDQYGds1OoaMwNb4p3MRX9dnPUDWEGvBYPDx04kMMKhiUdp04NElQJYQQhyOLUwIpIcR+ZdEsWQvibpdry6XEWYJJMTG/dj4Te01kQrcJvLvh3dQYu8nOgyc+SLGj/fThnS2ux5lfO5/J709OZeb7dOunXD/sen5+1M/ZFthGgb2AMldZ2tbC2kAtTyx+gtfWvkZUj1JoL+TGETdyXJfjyLHl7DKZBSTPUR1bcWyHPjfReSSoEkIIIYQQu2Uz2bi0/6V8sPGDrP0X9L2AQnshD570IDd+eCN3fXoXVw68kkdOfoSaQA1lzjJ65PSgyF6ESTs4PoLWBmqJJ+Lc9+V9aanOQ/EQf5r3J7p7uvP06U9nBJNN4SZu+/g25tXuKLJeH6rn/z75P3479rec2+tcPBYPDpMjlZb9myrcFR3zpMQBcXD8jRZCCHFwiwbAXweN60AzQV4PcBaBWQ5WC3Ek6eXtxdWDr+bJJU+mtZ/X6zyGFQ3DbrYzunQ0b0x8g6UNS2mONFNgL2Bw/mBy7bkHaNaZ2qJt1AXrmLVpFjWBGq4Zeg251lx++fEv0woRV7dW0xhqzAiqagI1aQHVzh5c8CBjy8ZSaC/k2qHXcv/8+zPGnFl5Jnm2vP36nMSBJUHVEWLLli388pe/5O233yYYDNKrVy+eeuopjjqq/doPs2bN4uabb2bZsmVUVFRw5513cuWVV3bepIUQB4dgMyx4Bj64B/Svv8k12+HcR6BiNCgqeEoP7ByFEJ0i157LFQOu4MzKM/ls22fE9BijS0eTZ8tLnTWyaBa6uLvssjjxgdQcamZe3Tx+/tHPUxn+nl/1POWucv520t+46r2r0lKqZ8sCuKppVbv3bww34o/5KXYWM7HXRNwWN48sfISGUAMus4tL+l/CBf0uwGP17P8nJw4YCaoOgEQwhu6PoYfjqHYTqtOM5jB32OM1Nzczbtw4TjzxRN5++20KCwtZs2YNubntf2NUVVXFWWedxbXXXst//vMfZs6cyY9+9CNKS0uZMCF7RhwhxGFq20J4/zfpbbEQvHIVXPIKzP4TDJoEvU+B3O4HYoZCiE7ktXnx2rz0yu11oKeyV1oiLfjCPmJ6jNtm35YRLG3xb+HxRY9z+YDLeWzRYwB4rV5ybZmflwrt7SeW0BQNq2YFkufMzu99PseWH0skEcGsmSm0FR402x/F/iN/op0s3hKh+ZXVRNa0pNqsvXPIPb8PphxrhzzmH//4RyoqKnjqqadSbZWVlbu85vHHH6eyspL77rsPgP79+zNnzhweeOABCaqEOJKEWuCjP2XvMwxY+jK4imH6LVA6DCY9A3ndO3GCQgixe03hJqatm0aFu4LmSDNRPZp13Owts/nh4B+mgqrbj7k9awBVmVOJy+zCH/Nn9J3W7bS0rX2KoqRW8cThS+pUdaJEMJYRUAFE1rTQ/MpqEsFYhzzuG2+8wVFHHcWkSZMoKipi+PDhPPnkk7u8Zu7cuZxyyilpbRMmTGDu3LkdMkchxB4INkGgAXS98x4zHgbfxux95UcnA6nuX2ev2rYQNszprJkJIcQeW9+yHpfFxdqWtbREWtodpxs6CgpHFR/FM6c/w/FdjkdT04umb27bzNtVb/P78b/HYXKk9fXJ7cNNR92UqrsljhyyUtWJdH8sI6DaLrKmBd0f65BtgOvXr+exxx7j5ptv5o477uDLL7/kZz/7GRaLhSuuuCLrNTU1NRQXp3+rUlxcTGtrK6FQCLvdvt/nKYRoR+s2WPs+zPsnJGIw5AIYdB54O+G8gsUFJUPBt3lHW8UoOPMv0LAatiyA/J5w7Sfw2WOwcCr0ngAuqbkihDiwtvm3saZlDetb1lPkKGJA3gCeWvYU3+vzvXavKXeV47a4+dNxf8paO2pz22YumX4JTeEmBhUM4vfjf09juJGmUBOjSkfR1dOVAntBRz4tcZCSoKoT6eH4PvV/68fVdY466ijuvfdeAIYPH87SpUt5/PHH2w2qhBAHidZt8MJlsOXLHW0zliYDrCumQU4Hp+S1uuCEX8Lqt8HQoaAPnHUf/Od70FazY5zZDhe/ANWfgNKxUxJCiJ1FE1EaQ43E9Th2s50CewFrmtfwo/d+RFO4KTWu2FHMPePuIceSw/jy8czZkrmyfutRt+K1eClwZAZGsUSMF1a9kLrn0oal3DTrJoodxXitXiq9lYwoHtFxT1Qc1GT7XydSbbuOYXfX/22VlpYyYMCAtLb+/fuzcWM7W3qAkpISamtr09pqa2vxeDyySiVEZ9r8ZXpAtV1zNSx+AfTMrFT7XX4vuPhF8JTDhHth2o3pARUkE1e8eAUMPA/Qst1FCCH2u7pgHQ8ueJBzXz+XM189kyvevoIPNn7AO1XvpAVUALXBWu6ffz9LGpZwy8hb+NGgH5FjzQGgb25fHjv5MUYUjsgaUEEy0cWMDTMy2muDtaxuXs3/1vyPUCy035+jODTISlUnUl1mrL1zsm4BtPbOQXV1TAbAcePGsWpVeurP1atX061bt3avGTNmDNOnT09rmzFjBmPGjOmQOQohsogGYf7T7fcv/A8MvwzcHXwA2uKEXqfAj2ZCsBE2Z6/NQqgZ/DUgaYKFEJ2gMdTIbbNv48vaLxlSMIRze51LjjWHzW2b6Z3bm/55/VnRtCLtmpVNK+nq6cr1H1zPdcOv44lTn0BVVGwmG13dXVGU9pfao4koFs3Sbr/NZENV9ny9Iq7HaQo3pa2y5dvys2YbFAc/WanqRJrDTO75fbD2zklr3579r6PSqt9000189tln3Hvvvaxdu5apU6fyxBNPMHny5NSY22+/ncsvvzz187XXXsv69ev5xS9+wcqVK3n00Ud58cUXuemmmzpkjkKILBRgF2/wKOqu+/frXJRkLap4ZNfjQi0gB7SFEJ1gewHe/xv1f5xQcQJPLH6CWz66hZdXv0wwHuTWkbdmvS4cD/PLY36Jy+xCN3TybHl083TbZUDVGGrkmWXPcEb3M9odc3G/i7Ga9iyTc1yPs7F1Iy+teomfvP8TLp5+MdfPvJ4ZG2aw1b91j+4hDi4SVHUyU46VvIv6UXzzSAp/OpTim0eSd1G/DkunDnD00Ufz6quv8t///pdBgwZxzz338Ne//pVLLrkkNWbbtm1p2wErKyt56623mDFjBkOHDuW+++7jH//4h6RTF2J/ioehZRM0rgN/XWa/2QFH/bD964dfBu1sU+kw9hyw5bTfX9AHHLvoF0KI/WRJwxK+3/f7rGhawUNfPURtMHlsoaq1it98+hvW+NYwpix9h41FtVBgLyCaiDJ321zu+eyeXQZT221q28R/V/2XHjk9GFQwKKP/jMoz6J3be4/nXhes48klT/L44sdpDDcCsNm/mXs+u4d3qt4hEA3s5g7iYKMYhmEc6EkcTFpbW/F6vfh8PjyeHVtYwuEwVVVVVFZWYrPZDuAMD07y+gixl3ybYctXoGqQiILJCs4iKOybTA6xXVsNvHI1VM9Ov76gN1z2WudkANxZLALz/wXv3JbZN/j7MO4GKMn8wCGEEPvbu9Xv4jA5eOSrR/jx0B+Ta8vFF/Hx90V/Z2njUtxmN78e82t+PvvnqWsu6X8JLeEW3qp6K9X26nde3W0h4/vn3c9Ty57CYXJw+6jbietx5myZg0k1cVLFSQwpHEIX957/Pl7ZtJLvv/l9DDI/hrvMLp4/63m6eds/piE6T3uxwTfJmSohhOhsrdugqQo+eQC2zE+2WT0w9nrQzOAuAz0Gjjxwl8D5T8LGz+CLJ5Ltwy5NnnHylh+AyetQMvj/2bvvMCmr64Hj3+l9ZntvsPTeQQQRxYaK2DUae4ndqDGanyUmlhgTY9fERI2xK/aCCoqAiPTeYWnL9jIzO739/nhhYdhZZGErnM/z7JPsve/7zlmac+beew5MfQl+eBzqSsCSBqOuh54nw+e/hQteV7YKCiGOGKFIiLpAHRqVBofegVbTsW8hSxtKcegdOAwObhp6E/9a8S+2urZSaC/kN4N/gz/i564f7mrsMZVkSOKiPheRbEjmzbVvxj0rEosv+BOKhJQiFypINiSj1+gb+055w17u//F+si3ZDMsYRiQW4e+L/s6bp8c/85fsdO9MmFABNIQacIVcLXqe6HiSVAkhRHvz1cGH18RX0Au44PtHwJyqlEn/9BboeyaMuQmSi6D/VCg+USlrbnJ0VORKn6zvHwFrFpz9klJKPRqBVR/CvyZASndlW6MQ4oixq2EXK6tWkm/Nx6AzsLB8IeWecvqn9SfDnEGyIRl7OxaoaQg2sL52PWrUbHVt5ZGfH2mcq6+q5+bvbuZ3I37HjYNvpNBWyEdTPmJNzRo+2/IZ88vmxz1rT/z7/qxvrn2TzzZ/RowYp3U7jcv6Xcap3U7l+WXPN15X5inji5IvyLPmcWGfCxurCB6sX7reqJFdP12NJFVCCNHeylc2LUm+x49PwyXvQ2Z/WPAyrPwArv0eUrqB0da+cSZisCkrUjP+CKs/bDrf/XgpVCHEEaSsoYyZ22eiU+lIMiZx5TdX4g17G+f7pfbj8fGPE41GSTIltXk8oUiIldUr+W77d1w14Cp+P+f3Ca97btlzvHHaG6SZ0zBqjcwpndMkoVKh4sFjHmxs8lvWUMbl0y+n3LP33+e3173NjG0zeP2017lpyE2NidXg9MFcPfBqyhrK8Ia8rKxeSZG9KGHD4EQyLZkkG5KpC9Q1meuX2o80ozQQ7mokqRJCiPZWsbL5OfcuQAWT/gTDroBgA6z7HEZeC7pO8MmlSgV9zoCf/wnusvg5YxIMuUQpZiGE6PKisShzds7BrrfTI6kHV319VVxCBbCmZg0vLX+J3wz+TbskVVW+Kt5Y+wb5tnzqA/VN4tnDF/bhDrnpZewFwNk9z6Z3Sm/+tfxf7GzYSd/Uvtww+AaKHEWoVCpisRgzts2IS6j2fc0vt3zJJX0u4bi845i7cy69U3rzu9m/wxfe25eqm6MbL016iRxrzi/+HLnWXJ454Rmu+/a6uGekGlN5dNyjJJukrHpXI0mVEEK0t/Q+icd1Zjj/NfjpOVj+tlLAwpIGx9wCniplW2BnYM1QimTMexpWfwTRMPQ6DY69FWzZStENIUSX5ww48YQ9zC+fj1FjbDaB+Xrb11w54Eq8IW/j2aO2UuOvYd6ueTx1/FON56Wao1HtnU8yJDE2ZywDUgcQiAQwa81Y9JbGeVfQxVdbv2r2WV9v+5rzep9Hv9R+JBmSOOfTc+KSIYASZwl/XfhXHhn3CBadpZknKdQqNQPSBjDtzGksqljEFucWBqYNZGDaQLKtcia1K5KkqoWi0WhHh9ApSRFJIVqgYKzSUHf/krnH36ts/9v2494xTzXMeHB3efWrQXPgNxGtxlOlnJ/SmsC83yemKi0sflVJpqY8q/TLKpkNr5+lVAA86c+dY6uiEOKwaFQarDorwUiwsVx5IuFomGAkSCgaarNYgpEgO9w7cAfchKNhZu2YxWX9LyPdlE6Vr6rJ9c010W3u7JdGpcGobX43gFFjRKtS3jZvrt+MJ5S45Pn3O76n1l/7i0kVgFatJd+eT769k3xgJg6LJFUHSa/Xo1ar2bVrF+np6ej1+oPqa3A0iMViVFVVoVKp0OnapoGxEEeUpAJlpefti8Cr9CdBa4DsQfDt/YnvmfUo9Jnc9iXUPTWwdY5S2a9+O2T0g0l/VCr+GXe/GfFUwsKXlQIVK96Lv3/Jf2HsrZJUCXEEsBvsFDmKWFuzlr6pfZu9Lt2UjklrwqqzNnvN4dpYt5FPN3/KSYUncUL+CXyw8QNGZozk0fGPctOMmwhGg43X6tQ6Hhn3CFmmrIN+vlVv5dK+l7KwfGHC+Uv7XdqYkNX6a5t9TjQWxRtKvKInjmySVB0ktVpNt27dKCsrY9cu6XS9P5VKRV5eHpr2+hRddKxYTFmlQAUdXFa3S9JoIXcEXPklVG9Uzk05CqBqbfP3+Oog4G7buAINMP9FmPPE3rGdC+C1yXDeq9DvLKWvlq9WSagSiUXBVwN0b9tYhRDtoshexOTuk/FH/PRP7c/qmtVNrvnN4N/g0Dt+cTveoSprKGOzczMlrhL+sfgfHJd3HOf2OpfHfn6MS/teyrtnvsvnmz9nQ90GeiT1YEqPKaSb0jHoWrYVeVD6IE7IP4HvdnwXNz4uZxwjMkc0ft87pXezz0g1ptIQbCASjbTZr4fonOTdUAvo9XoKCgoIh8NEIs28oThK6XQ6SaiOBrEY1GyGkh/A71RWMdJ6gt4KxmTQ6Ts6wq5DrVb6Ue1YADMfgkgYTn2s+etVajjA1pRW4amEH59MPPfV7yB/tNIbS2c68HOk+p8QR4x0czpq1JR6Snn42Id5ZfUrTC+ZTigaIt2Uzg1DbmBM1hjSzG1Tra7OX8dzy57j082fNo6tqF5BqjGVZ054hn+u+CflnnKu6n8VKpUKm952yO9H0kxpPHDMA/y636+ZtnEa0ViUc3qeQ3FSMWmmvT9fqjGVUVmjWFC+oMkzrhpwFW+te4tCR2HcPeLIJ0lVC+3Z4ibb3MRRJxJRGr2ueBcKx8LGr2Hm+2CwKpXpckeCLUM5KyQOjtEOA8+HbhOgbitY0sGUrKxK7a/PGW1fAKK2pPkVKE+1EpcjF8xpkDkAKlY1vS69j9LIWAhxxEg1p5JqTqXWV8ttQ27j2gHXEowGMWqNpBnT4go+tLbShtK4hGqPGn8Nb617ixPyTiDVlMr5X5yPSqXipUkvUZxUfMivl2pKJdWUyvDM4cSIoVapm1xj09u4btB1FNoL+XzL5/jCPrIt2Vw14CpKG0rZULcBFXJE5GgjSZUQ4sCiEeVszbK3lLM2thzIGaJs86pco1yzY4Hypv+kP0Hqof/H7KikM0FyofIVjcKlH8L/piorgXtkDoBhv4b3LocL/gv2Xy7Xe8ixHIh6938yrBlw1vPw7qXg3LF33p4LpzyqrHh1lkqFQohWk2JKaffX/Kqk+Yp832z9hgl5E1Cr1Y2FNK7/9nrenPwmmZbMw3pdlUrVbGJk1Brxh/3UB+p5aOxDaFQa6gP1TNswjTW1a7hz+J0Ji2SII5skVUKIA6tcC6+copz72WP1NKVS3cDzYeX7yti6z2HkNZJUHQ61GrKHwBVfwq4lSoPgtJ7KCtG0a8FfD6s/hjE3KP2iWpsjX2num+jsVkZfMKcq/99TBd8+ACf8n7ItsW6bUnwD4PPbIW8knPG0FKsQQhy2aKz5qssxYmRbsnlj7RuNYxXeCnZ5dh12UvVL+qX24821b3L37LvjxosdxZzW7bSEK1ziyCZJlRCied4a+OzW+IRqjx8eh1+9uzepAljzCRRPbL/4jkSRIHz3MOxarGwFdJbG//ovfgUGnqesFrU2W7bSJ+utC3cXItnNYIez/wXWdOX7aBiqN8BHv1FitKQridaebYupPZWVNkmqhBCH6dRup8YlTfuaVDCJ7a7tfL3167jxSm9lm8eVbk7nkXGPsLJ6JW+ve5twNMzUHlMZkz3moBM6d9CNN+RFr9HLytYRQJIqIURi0Sh4a+HY26BmEyx7G1K7gyVD2fpXtU4pWpFUoGwPBJA95IcvFlUSq4ZK5Wt/4aByTVvQaKFwHNz4M6x8T1mlLBwLvU9TqhPuYUhSzoGteEdJpPY/A9br1LaLUQhxVMm35nNS4Ul8u+3buHGHwcE5Pc/htu9va3JPoa2wXWJLN6dzQsEJjMkeQzQWxao/uJLynqCHTfWbeHbps6ytXUu2JZvfDP4NwzOHS3LVhUlSJYRoqqEClr8HPz2r/P+sQXDKY2DLhJAXNs1UtvnljwZfPfzwF+W+QRd0aNhHBL0ZhvwKNs9MPD/gvL3b8NqCzghpPWDiH5TEWp1gC4vepCTbaz+BkC9+zp4DKd0gJhVShRCHL8WUwh9G/4HTup3Gf1f/l4ZQAxPzJ3JiwYn8Ye4f8IXj/w0alDaIdHN6i1/HHXDjDXup89ex3bUdk85Ed0d3cm25v3ivuQUVT2OxGOtr1+MNe7l9+O24Ai5eXfUqv531W64ZeA3XDLzmoBoHi85HFYvFYh0dRGficrlwOBw4nU7sdqlgJY5C3jr48k5YNW3vmFoL18yE2X+DdZ/FXz/uDuV8T9223YlXG2xLO9q4dsGb5zetrmfLgqu/3Xt+qS24y6F2C2z7SUmQCo9RipNo9yuX76mB+m0w809QMkv5M9J3Cgy5RNky2vcspWnw/vcJIcQhqvXV0hBqIBaLESPGhroN/HHeH3GH3KhVaibmT+SeUfeQZTn4pr8ANd4aqv3VfLzpY3Y27KRnUk+GZQzjv6v/y10j7zpgX6qW2uXexfq69by04iVKnCXk2/K5ZuA1WHVWbv7uZj6b+hkF9jb8N1602MHmBpJU7UeSKnHUq1wHL4yOH5v0kFI6/Ys7E99zxZeQ1mvvmRtx+FylsOpDWPwaREIw4FwYcWXbJlTOncp5qn2TOY0eLn4HisY3TZC+e1QpbJFaDJEAbPwWVn+orF4Zk+DGn9quUqEQ4qhS7a3mP6v+w3vr3yMYDaJVaZncfTI3DL4Bb8iLUWskxZhy0Fvw9ghHwswpncNvZ/2WyD4r7GatmcePe5x/r/g3fz/+761S+MIf8jNt0zT+suAvTeZuGnITRo2Rbo5uTMifcNivJVrPweYGsv1PCBGvfHnTsW4T4LNbmr9n0Ssw9cW2i+loZM+FMTcpWypjMWXLn6YN++OFvPD9Y01XxyJBeOdiuGmhUvZ9D2epUhGwZoNSSCMahpAHhl0Gfhds/l6JWwjR5mKxGNtc25hfNp+V1SvpZu/GxIKJZJgysBk6f8EYd8BNta+aGn8NGpUGu95OkjGJVJOy1dkb8vLi8hd5b8N7jfeEY2E+3fwproCLh8c9jMPgOKTXLvOUce/ce+MSKgBv2Ms/Fv+D83qdR4W3olWSqnJvOc8seSbh3MsrXuat09+iPlB/2K8jOoYkVUKIeMak+O/VWuV8TKKGtHt4qyEaAmSrV6tSq8HatmWBGzVUwcp3E8+FA7Bz0d6kqnIdvD5FOW+3R3IRnPsfZYuoRgdTnlZWuYQQbW5t7Vqu/eZaXEFX49iLy1/kuROfY0j6EEy/1IOuA1V4Kvh669e8vPJl6gP1aFQaJuZP5NK+lxKLxUgzp1Hjr+HDjR8mvH/WzlnU+msPOakq95bjCXkSzm1xbiHXmkud/wD//WuB+kA93rA34VwwGqTOXydb/7owKaIvhIiX0Te+CWw0DEShYEzz9/Q6FVpwUFd0QtGQss2wOXsSKHc5vH1RfEIFULcVvrob8obD2k+VbYRLX1dWrYQQbabUXcof5v4hLqEC5U3672b/rrEpbmcUjUWZtWMWTyx6onGFJhKLMGP7DB5f+DilDaUAuAIuwrFws8+p9lUfcgzBSPCA85FYhDxb3iE/f49oLIpGpTngNQatgTRT2mG/lugYklQJIeLZsuD815UVqj3KVsGwy+OTrT2smUpS1RbNaEX70VuV1abm5I9S/rehEupKEl9TuhgyB+z9fuafEpeFF0K0GlfQxeb6zQnnnAEnVb6qdo7o4NT569jq3MoLy19IOL+2di3V/mpqfDW/WF3PoT+0VSqAAntBs8lOqjEVo8ZImvHwE52yhjJixMixJD5nmmpMJdWYil5W+LusLpVUzZ49mzPPPJOcnBxUKhUff/xx3HwsFuOBBx4gOzsbk8nEpEmT2LhxY8cEK0RXpdFDt+PgpgVw0p9h+JVKo1lrNlz4hjIHoNYo1d4u/1wpoS26NlsWnPJo4rm8UXsLZAR+YeVp/099S2YffmxCiGaFogdYYUY5j9TZ1Ppq+XLLl2yu30ytv7bZ67bUb4EYpBhTGJU1KuE1xUnFpBhTDjmWVGMq1w26LuHc7cNup19qPxzGQ0/a9pi3ax4vLnuRR8c9ikkb/wGlXq3nsfGPkWOVwj5dWZc6U+XxeBg8eDBXXXUV55xzTpP5v/71rzzzzDP897//pVu3btx///2ccsoprFmzBqPR2AERC9FF6YxKRbdjb40f1xrg5EeVrWI6IxiTwZ7dMTGK1lc0Di5+F775g9LYWWeCoZfBuNuVxBrAnKasSiYqQqHR7z2TZ0pW7o82v2VHCHH47Ho7Np0Nd8jdZE6j0rTK1rXW5A/7qQ/Uk2JKIc+Wh1atJdzMvxM51hzMejMmrYk/H/tnbv/+dtbWrm2cL7QX8szEZ0gzH/pKklln5uI+F9M3pS8vLH+BXQ276JXci5uG3ETPpJ6tklABLK1cytxdc0kzpfHGaW8wa+cs1tWuo9hRzKTCSSQbktGqu9TbcrGfLltSXaVS8dFHHzF16lRAWaXKycnhzjvv5K677gLA6XSSmZnJa6+9xkUXXXRQz5WS6kKIo567Qqnkp9YpyZTWsHdu2zz4+Z+w5uOm9426Dgaer5y38tdDwA1Fx4EjV0myhBCtLhAJMG3DNB5b8FiTuUv6XsLVA64+pGa4baG8oZzp26bzzJJnCEVDTO0xlVAkxBclXzS51qaz8ebpb9LNsXcnRI2vhkpvJaUNpWRaMsk0Z5Jhju+NWOGpoLShlB3uHRTaC8mx5jS5pjl1/jqCkSAmrQm7oXXfA/539X/526K/NX5/bs9z6ZHUg+3u7fy862f+c+p/5DxVJ3XUlVQvKSmhvLycSZMmNY45HA5Gjx7NTz/91GxSFQgECAQCjd+7XHKoWghxlLMdoOLgllnQZ7LSk2zZWxD0KKtTI64CR55yFu+j65XxPQZdBCf/ee9qlxCi1Rg0Bk4sOJEMcwYvLn+RTfWbyLHmcGX/KxmXO65TJFS1vlrqA/UEIgEqvZUYNUZC0RBfbPmCvx//d3Y27GR51d52Hna9nedPfJ48a/wqW6oplVRTKn1T+yZ8na3OrVz/7fXs8uxqHCuwFfDUxKew6+2/WBY92dh2H/6cUHACzyx5hmBU2SI9beO0xrnHxz8uCdUR4IhJqsrLywHIzIz/C5OZmdk4l8hjjz3GQw891KaxCSHEESN3uFL9r88ZMOU55WxdOAAr34NV0+DY2+ITKoAV70D2IBh9g1ImXgjRqjItmWRaMumT0odILIIaNfn2/I4OC3/Yz9ratTw8/2E21G1AhYqxOWN5YsITPDz/YXY27OT3s3/PLUNv4aYhN7GpfhPJhmQGpQ8iz5aHWnXw/15U+6q57fvb4hIqgO3u7Tww7wFO73Y64/PGU2gvbOYJbSvbnM2/Tv4Xt39/e2OlQ41Kw1UDruKYnGM6JCbRuo6YpOpQ3Xvvvdxxxx2N37tcLvLzO/4fIiGE6JQyB4AtWymbvvbT+LmznocF/0p8349PQe/TIaWorSMU4qjV2c5PbXVu5crpVzY21o0R48ddP7K+bj33j7mf276/DV/Yx18X/pWJ+RPp7ujO4LTBh9SrqdZfyxbnloRzq6pXcf2g67lnzj28cOILbboi1RytRsuQ9CG8f+b7VHmr8If9ZFuzSTGm/GJ1Q9E1HDEfGWZlZQFQURHfj6GioqJxLhGDwYDdbo/7EkII0QxHLlz+GeTv07fMmAST/wZ6G5QtT3xfQyXUb1fOWQkhjngNwQaeXfpsY0K1r2pfNVudW+mV3KtxrMhexBndz6B7cvdDer1fqnIYjARZVb2q1Rr5HgqNWkOWJYuB6QMZmT2SPFueJFRHkCNmpapbt25kZWUxc+ZMhgwZAiirTj///DM33HBDxwYnhBBHktRiuPht8NZA2K8kVbZsWPd58/dk9oddS5SkzGBrt1CFEB3DE/KwtHJps/PLq5fTK7kXG+o2YNAYmNpjKt2TDi2hAuU8lAoVMZrWX9OqtI39nwKRQJP5tlbhqWCLcwvratdRZC+iT0ofsixZqKS/4xGlSyVVDQ0NbNq0qfH7kpISli1bRkpKCgUFBdx+++08/PDD9OzZs7Gkek5OTmOFQCGEEK3EnKJ87StvhNLvyr37HKtKpTSHjkZg7C3ww1+h+4T2j1UI0e40ag0pppSEpd5B6Q9V4a0g15rLw8c+fNhbF1OMKZze/XQ+39L0w50zis9g1o5ZmLQmHIbWKZF+sLa7tnPNN9cQjARJMiZR7ilHo9Lwyimv0Cu5lyRWR5AulVQtWrSIiRMnNn6/5yzU5Zdfzmuvvcbdd9+Nx+Phuuuuo76+nnHjxjF9+nTpUSWEEO3BkQe//hi+uBPSeirFLOq2KuXUHXmQ0RdauUyxEKJzSjOlcdWAq3hw3oMJ56f2mIo76Cbbkk2eNa9xJelQ2fQ27hh+B0mGJN7f8D6BSACT1sTZPc6mX2o/Hpj3ADcPubldq+zV+et4cdmL3DXiLlxBF1XeKro5utEQauCe2ffw0kkv/WJFQtF1dNk+VW1F+lQJITqtkBfclRBwgd4ClgwwdtBWOlcZRELK9j+NDmw5oDOApwYq18Dm7+DHf+xtEqzRwckPQ/9zlXLsQogjXo2vhscXPM5XW79qHFOr1Pzf6P9jXO44bHobNn3r/hsWCAco95ZT5a2iLlDHVyVfsbRiKTcMuYGTCk9q1yIV213b2ezczH1z78MV3Nuyp2dST+4YfgcpxhT6pfVrt3jEoTnY3ECSqv1IUiWE6JTcFTD7CVjympLMqFTQ+ww47XHlnFJ7qt0KQTfMfwG2/QSWVBj9G8gbBcmFsH46fPwbGHop5I9WEquKlbD4v3DJB0p5dSHEUaHeX0+lt5JFFYsw68wMyxhGmimtzQs0hKNhqnxVhCIhDBoD6eb0FpVobw1b6rdw+fTLG0uo7+v4/OO5cfCNzfbcEp3HUdf8VwghjlhBr5JQLXx571gsBus+A18dXPC6kti0B+dO8FTB62dCyKeM1ZXAzmtgyK/g+PuUnlXnvAw/Pad8xWJKcnXm07DxG2UboEbXPvEKITpUkjGJJGMSvVJ6/fLFrUir1pJtyW7X19xfhbciYUIFMHvnbG4fdnu7xiPa1hFTUl0IIY5YnkplhSqRbXOV+fYSbIBv79ubUO1r2VvgrYJhl8OH18KWWXu3/+34GT64EgqOUZoFCyHEEe5A5dujsSjhaLgdoxFtTZIqIYTo7PwuZctfc1y72i+WSBi2z29+vmo9bJ2rrKDtL+SD5W9DO2/BEUKIjlDkKGp2zq63Y9fLMZMjifyXTQghOju9RTlD1RxLOxR+cJWBqxTUmgPHYkqGrbObn9/2o7LaJYQQR7AqbxXra9czInNEwvmbhtxEhjmjnaMSbUnOVAkhRGdnSYdep8H6L5vOpfVSekG1FW8tbJoBMx9SzlPduhy6T1Sq+yWS1gMOVCLYnCrnqYQQR7wt9VtYUbWC34/8PXWBOur8dXyy+RPW167nyv5XMqlgEhq1pqPDFK1IkiohhOjsjHaY/Hfw1cP2eXvH03rBr94FWxslVZEwrP4Ivrhj79iCl5TS6K+d3nSL37g7weCAY26CtZ8kfua43yqrWaA0Ca7fBhVrISkf0nuDPffAK2FCCNEFWPVWQtEQF395MeFoGLvezjUDr+HGITfy1OKnOLnbyR0domhlklQJIURn5K1Rzkqt+0L5vvdkOPffSo8q506wZoAtq21XqRrKYOaf4sfmvwjGZLj6W1g1TSlGYUlXSqqn9lCqEKrVMOEe+OEv8fce+1vI6AeV6yAShKq1MOdJqFqnzJtT4bJPIHOAJFZCiC6rxlfD3xf/nYXlCxvHXEEXTy5+kluH3kqKMQW1nMA54kifqv1InyohRIfzVMP3j8CiV+LHh14GJz7Qfs1zy1fBS8c2P/+bH5WVJZ0RdKa94wE3VG1QEsAdC0CrV7Yv+urgs1ugeqNyXXI3OPF+pXjFxm+VMVsWXPud8lwhhDiASk8lNf4aZm6fiS/s4/j848m15pJjzWm116j31xMjRpIhCdVBftizpmYNF35+YcI5q87Kyye/TO/k3uhkK3SXIH2qhBCiqypb3jShAlj6OvQ9A3qd0j5x6IwHnvc7IWtA0/Ft8+CtC2DktTD6eihdAt5qeOOc+HLqdSXw4XXKFsatc5XqgO5yqN8pSZUQ4oDKPeW8t/49Xl65t3/f62teZ0z2GP54zB/JtR3evyEVngrmlM7h/fXvE46FOav4LE4uOpksS9Yv3rvduZ3Tu53OsbnHokLF/LL5TN86nUAkQEOoAbVKLQnVEUjWHoUQojMJNMC8Z5ufn/eMUmK9PZhToWh84jlTMiQXNh13V8D0eyB3OAy9FN6/XDlftfKDxP2pomGlv1W/qXvHvDWtEr4Q4shV5imLS6j2mF82n5nbZxKNRQ/52ZXeSm77/jYe+ukh1tSuYUPdBp5Y9ARXf3015Z7yA97rDXrpntwdtUrNn+f/mYd+eohgNMgzJzxDga0AtUqNQWM45NhE5yVJlRBCdCZ+Z+IeT3v46g/cs6o1mZJhyrOQtF/ypLfCr94HWzb43coZqe8ehk9vA/cuqN0Cx92tVA2sWA0pxVC+ovnXKV8BKd2Vr5P+DKnF4Cxtv59TCNGlBEIBPtjwQbPz7214j10Nh96/b1H5IlbXrG4yvt29nekl0w+YsFX5q/jNt7/hsy2f4Qv78Ef8fFXyFffMvod7R9/LxLyJWHXWQ45NdF6y/U8IITqTYAN0Gw9lyxLP9zhJqQbYXlK6wVXTlcSpdJGSIOWNULbnhbyw/C346u691/ecpDT3NafC2s+UMU8VOPKgdHHi13Dkgz0Hjr8X5v4Dvr0fDHYYdR2MulY5ZyWEELsFogGcAWez866Ai0gsckjP9oQ8fLCx+YTto00fcWbxmaSaUpvMRWNRvt32LVW+qiZzdYE6ftr1E3eMuIPMA7WdEF2WrFQJIURn4atXKvt1n7i37Pi+jEkw6Pz27/Nkz4EeJ8CEu2Hgucq2P41WqU64b0IFSjXAXqfsrt63uw7Sus9h4PnNP3/0DaA1KclU1VplLOCCOX+Dj65XXkcIIXbTqXUcl3dcs/Mjs0Zi1x/ah08qVAeszKdWqVGRuGCFO+jmu+3N9PAD5u2ad8jJnuj8JKkSQojOIhpSSo1/fS+c+x/ofZqy6qNSK4nKea9A9aaOjnKvPeXe97X8HRh5DbjKoO+ZyljADZtmwqSHQKPfe61aC+f8R1kNC/uVHla/ek8pz76nytaWWVC5FirWQNDb5j+SEKLzM+lMjMoaRbYlu8mcQWPgukHXkWxM8MHUQTDrzFzQ+4Jm58/teW6zz/aFfVh0lmbvtegsmLXmQ4pLdH6SVAkhRGdhcIDGoBR0eP8KZcvcea8qX0mFylhaz46Ocq9EBSWCDfDxjUqvqr5nKQ19ARa/CjsXwAWvw9SX4KK34ZaloNPDS+Pgkxvhq9/Dm+crzzh1nx5XO36Gj39z4HNZQoijSropnX+e9E9O73Y6WrVymmVU1ij+e+p/yTEfXkn1IRlDGJ4xvMl4cVIxkwonJSytHoqE+GTTJ5xadGqzz72k7yWy9e8IJn2q9iN9qoQQHcq5E0pmw8c3NJ3rfzac/iSYU9o/rkS2zoXXTk88V3AMjLgKsgfDxm+U6n8qFQz9tbICZ89Relm9MBoSHfo+9TFY8j+oXKP8//kvgSkJLnpLSTaFEEe9UCREXaAOT8gDKKtUGeaMxiTrcFR6K1lSsYR31r9DOBrmnJ7ncGzOsc0mRbsadnHR5xdx/eDrWVS+iBnbZ8TNH593PA8e8yBp5rTDjk20L+lTJYQQXZEtB/JHwcVvw5wnYdcSsGbB2JthwLmdJ6ECSO0JuSOUAhb7Umvh2Fvhs9ugoVJJpMbcqBS2SCpSEiqAFe8kTqgAFr2q3Pfdn5WqgPXblC+/Cxxt+lMJIboInUZHhjmjTZ6dYc7g1G6nMi53HNFYFLvhwB+0ByNBIrEITyx8gpuH3sxp3U7jx10/Eo1FGZszFp1al7C4hThySFIlhBCdiVoNqT3AkgkZ/SEWUc4h2XP3njPqLDRaOO1xWPWBcpbK74Rux8ExN8P8F5WECmDp/5QvgOIToWAMBN1QvbH5Z7t2KRUEz3gSfv7n3nGVSim1Lo0zhWhzgd295Qzao7evklWfuPx5lbcKZ9CJWqUm1ZhKibOE4/OP59PNn/L0kqex6qwMzRiKSqXi4fkP88RxTyTcNiiOHJJUCSFEZ2S0KV+d2Y6F8M5FSqJ08sOgM4PBBrP+0nT1ag+tAbxV8MWdyorc2k8TX5c9BDL7w/cPw+bd1bT6na00C965CKwZ4CgArSRXQrS2ck85tf5aKjwVmHVm7AY7GaYMWWkBfCEfy6uW88ef/khpQykAU4qnUGQv4oJeFzC3dC61/loaQg3MKZ0DwIjMEeTb8jsybNEOJKkSQoiOEmiA+u3KSo+7DHpPhtxhyqpUZ+ethdl/hVhMafK7aff5gYIxUDyx+aRq3J2w+iPlnNWIq5TS8YmaHR9zE7x1/t7VrjE3QPcT4KPfQMUqsGbC2Fth0AVKgiWEaBU73Tt5ZP4jzN01t3Gsf2p/7h6ptE842hOrra6tXD/j+rgGwDa9jWGZw/iy5Ev+PuHvzNoxix92/oBJa2Jy98kU2gt/cfug6Pqk+p8QQnQEvwtWvgcvHgNz/g7L3oJ3L4XXzoD6HR0d3S+LBBP3j9o+XylOkTWw6VzfM8GeBas+VL6f8SCc8y8lkdzDngsXvqmcuyoYqyRppz2hnN1663wloQJoqIBv/g++uT9xUiaEaLGGYAP/WPyPuIQKYHXNah5b8BiV3soOiqxz8AQ9vLD8hbiEalLBJNJN6Vwx/QreWvcWV39zNSWuEqb2mMr9Y+5ncfli0oxpOAxyGPRIJytVQgjREVyl8MUdTcdrt8CsR5UqfzpT+8d1sPRWyB2uNPbd38c3wiXvK4lP2TIoHAdGBxjtyvY/U5JyXdV6+ORmGHk1jLtjd9EKFSR3g7fOg/F3KslUDNg+D87/r9LzauV7SoVEUIpdjL8jcbNkIUSLVPmqmlSt22Nd7TrqAnX4Qj5MnfnfpjbkCXtYU7Mmbmxqj6ncPuv2xu+jsSizd85m9s7ZFCcV85dxfznqV/eOFrJSJYQQ7S3kg/VfKVvnEln5Pniq2zemljJY4fh7lMbETcTAlqUkU9YsmHY1/PtEeH40fH4HnPIoGJOUSxsq4PtHlVW69y6DhnLwVCirYPNfUBJLbxUsfxvev1xZ3cobCee8rFQZBKhYraxW1WwBZ2l7/QoIccTxhDxxqzD7q/PXHXD+SKdX6+OqDSYbkqn0VhKOhhNev7l+M66gC5u+k5+PFa1CkiohhGhvQQ/4apufj4QgGmq/eA5Vag/49cfKytIe2YPhyq/AngdrP4Gv7t67PS8WVQpTfHg9THm26fO6H6/cV7oEJt4HV3wF1RvgzfP2Nv711ijbJVd9ABOUMx7ozPDF7+DVU+Cdi5WeWF1hC6UQnYxdb0ej0jQ7n2fNw6K3tGNEnUuSMYnrB13f+L1apSbKgZNMm96GUWts69BEJyDb/4QQor3FgPwxQILEAiBnmFJFr7PTmaD7BLhqOvjqQa0BUwpYUpUVo+8fSXxfxUqlXPq5/4Z1Xygrdr1OgWhEWeHyVEGPk4AoTL838TM2fA3Dr1S2/UVDsOp9ZbyhUlkZG3mNsqXQ0QWKfgjRSaSaUjm9++l8urlpVc6BaQNJM0nj2sHpg7lm4DX8Z+V/qPHXkGPJUZKrBCt4BbYCUoydqLegaFOyUiWEEO3NmqZUrCsc23ROrYFTHgZLevvHdahsWZDRB9J6KgkVKKtxB9rCWLVOKZve82SlGEXIp5y1+vFpyBuu9KPy1oHzACtOlWth6kvw0/NN5xb+G/z1h/FDCXH0segs3D7sdiYXTUa9z9beUVmj+Mv4v5Brkw8pko3JXD3gaj4/+3P+cfw/sBvs3Dzk5ibXaVVaHjzmQTItmR0QpegIslIlhBAdIbkQJtyj9GBa9qayHbBgrHJOKbV3R0d3+LQGpWlxJJh4PqkAbDnKuaudC6B0MWQOgKJx8N7lSiPh815Vkqvmzp6ldIdwEIb+Wlnd+/nF3cUudtuxUOl1JYQ4aOnmdO4/5n5uHHIjzqATs9ZMqimVZKMUg9nDqrdi1VspsBcAUGgrZGDaQP6z8j+Ue8sZkDaAK/tfSaGjsIMjFe1JkiohhOgI1kxQaZT/7TFJSULMacqX6QjoZ2LNgCGXwOJXm84ZkyC9DxgsyldSvpJMfXwTbN6n8tiGr6D4BNg0s+kztAbI6As/Paecn8odDr+ZC3OfgZXv7L2mOc5SCDYohTZ0ZqWghqb5syRCHE32JA3i4CQZkxiTM4YBaQMIRAJYdBY5R3UUkqRKCCE6iiVN+aJPR0fS+nQmpZBE7ea95c8BzClw6YfxDY7DPqjbGp9QASz5H5z/GlRtiN8GqNYo1f++uhu2zFLGtnwPP78Ev/4I6rcoxS5yhzeNy1MDO36GuX8H505ldWzUtUp599zhYJJeMkKIQ2PVW7EiyejRSpIqIYQQrcNdBpXrlCIS1gyl2e/Z/wJvtZK0WDOULXu2HFCrlXLqu5bB9p+UM1j7C7jg05uVEuzRKJTMAkeB8tyZf9qbUO0RbFB6f53yqJKIGfdLkAINsPBlmPXYPjGXw+aZcNbzUL0R8ke08i+KEEKIo4EqFmtus/rRyeVy4XA4cDqd2O1HwBYcIYRoD85SeOsCqFgVPz7lWeh/jtLXal8NFfDprbBhulKwI3uI0pcqEa0Bbl6snJdS62DnQnj/suZjuX6Oso3SkbN3LBaDmk3wwmilyuD+7LlKMtbtOGU1TQghhODgcwOp/ieEEOLwhANK1b79EyqAT29RVrD2V7ZCSagAdi5SkpnmDLpY2SaZXAgaLUQCB44nFo1PqABqtyirZYkSKgBXqXK+KuQ78LOFEEKIBCSpEkIIcXg8VbD0f83Pr58e/33IDwv/s/f7SBC2zoHR19NEUgGMv1M5owXKlr7M/koClEhSoVIIYw9fvbIlcdpVytmtA9lTsVAIIYRoIUmqhBBCHJ5YFELe5ue9+/erikF0v1LrPz0POgtc8DoMPF/pX3XSn5WiFslK2WLqd8CaT5TE55imfWFQqeG0xyGlSPm+oUJZBXvnYuXsls60NznbX3ofpTeYtQv1BxNCCNFpSFIlhBDi8OitkHuAAg89T4r/XmeCoQnORM19Ej65CbpNUL52LlIaAoNSROLlifDhtfDfM2HopXD+60rFPls29DwFrv5WaSQMEAnBwleUZK92izK28BU49XGl91Vc/BaY/ASkdDukH18IIYSQ6n9CCCEOjzlFWSF65eSmZ5ZyhkFqj6b35I9WilOULYsf11vBlgWzHoXLPlVWj7x18NltyjZDUM5oPT8Khl0Gp/1V2e5nStpdnn43dzmseAfG3rp3bPNM5bpLP4S1nyvJVv4oGHAu2HLBKKWQhRBCHBpZqRJCHFmiEWVVY8V78P2jynmems0dHdWRL7O/slKUv3ulyGCDY2+Hi95UkqT92bPh4rfhtCeUrXcp3ZWzUxe/DRqD8qy0nsq1vlrY9mPTZyx5Hf59ItSVxCdUoJyfcu5s+tqrpsFbFypbA9N6Qb+zlMp/klAJIYQ4DLJSJYQ4ckSjypaxN85RehbtkVwEv3oP0nt3WGhHPJ1J2Yp38dsQ9Cpb7KwZoNE1f489R2m82/9s5VyWOVWp7re/SOjArx1wNx3TmkBnVhKunGGwa8k+zwvCus9h1PVKjPuXexdCCCFaSFaqhBBHjroSePvC+IQKoG4rfHkX1G7tiKiOLuYUSMoDR+6BE6o9VCqlOIQtM3FCBWC0K+emmpM1oOmYLQvG3gKzHoeJ90LxiXvnNDoYeQ2Mu13ZXiiEEEIcJlmpEkIcOep3gK8u8VzJ7KbJlugabNkw+a/w7q+bzg39deLESKOD4VeAtxamXQvDL1dWxUApSGHJkCa/QgghWo0kVUKII4ev5sDzByr7LTovlQq6TYTLP4dvH1CSqOGXKwUqLKnN32fNgBPvV/pfeWtBZ1S2GCY64yWEEEIcBkmqugh3rY+gP4JKpcJo1WGy6FCpVb98oxBHk7Rezc8Zk+KbwoquxWiDbuPhwjdh9TT46Pq9Z6mKxsGU55qWRPfVQ0OlUjUwGlJKp0tzXyGEEG1AkqpOLBKK4HUHaagLMve9DVRuU95A9Dkmi6EnFxANx9Do1Zjtegymgzi7IMSRzpwOfU6HdV80nRt/Bxgc7R+TaLmgB1ylsOpD5Rxcr5OV0uf2XNg8A765L/76rXPhf2fDlV8qxS8APLVQuQq+uEOpBglgSoYTH4Cep4Ijp11/JCGEEEc2Sao6qVAwgrvWj8GkZdXs0saEasikfBwZZr54fgWuaj86g4a+x2Yz+IR87GmmDo5aiA5mz4JTHoOUYlj8qrKSYc+B8XcphQrsmR0dofglIR9s+BqmXQWxmDK24m0lobr8U/j+kcT31ZUoyVNjUlUBb18cf47OVwef/xYuKZCkSgghRKuSpKoTCgXCuGsDbFlaRV2Fh8xCO0NPKmDDwjKsDiM/vLV+n2sjrPhuJzWlHk64rC/2VGMHRi5EJ5BcCBPuVRrDRoKgNYAlG4yWjo5MHAx3OXx47d6Eag9XKdRtU+abU7YMuk+AcADWftZ8YZIf/gKZ/fYmYEIIIcRhkqSqkwmHwpRtdvLFCyuIhpU3FRt+rsBg1jLl9qHMemNdwvtK19fhqfdLUiUEgMEMhp4dHYU4FDsXQTSceM5XqzQVTtSXCpQGwqDcX76i+deoWqckXkIIIUQrkaSqk2moC/LNv1c3JlR7BLxhZr62hj7HZFO13Y1Gp2bAcbnk9k4mEo6i0agIB6MEA2H0BvltFUJ0UQFn83OrPoSR18LcJ5vOGR2QPVj5/zozpB4gqU4qUK4RQgghWom8++5kGuoCBLyJP6Wt3eUhKcOEVq/m5Kv7s+bHMpZ/twNiSsXhHiMycKSbJKkSQnRd+aObn6vdDKf9FWq3wJqP945b0uGS98Gep3yvUsGgC2HeM4lXvY67W2k2LIQQQrQSeffdiYTDUUL+Zra97KbWqBkyqYCVs0rZsba2cTwWg40LK4lGYoy7oBfWJENbhyuEEK3Pngt9p8DaT+PHVSoloUrKhzP+ARP/ALUlYEoCR77SIFit3nt9Sje4+B2Ydg3465UxtRbG36mUYBdCCCFakSRVnYjPFcSebkKlanpGG8Bg1mJPN6JSw6IvtyZ8xualVYw8o5skVe3IXeMjFIhQXeqmoS5Abq8UTDYd9lSpxijEAYX9EPQqW/F0u8+DmlPg9L9B4VhlpamhEvJGwkl/VopL7LnGnALpvZt/ttYA3SfC9XPAtVN5raQiZYVKL0VLhBBCtC5JqjqRWDSGWqNiwPF5rPx+Jxqdmh7DM0jNsRDwRUjJNmNPMeJ1Bg/wEJrdPihan7PKS+U2NxsXVRCNxCjsn0pduYd1810MOTEfR7qc2xCiiaBXKYH+0/NQsRrS+8DYm5VCE3oLWDNh9G+g/9kQjShJlzm55a+j0UJygfIlhBBCtCFJqjoRrV7NT+9uZsCEXHJ7JWEwaVkzt4yVP5RitulJy7PQUB9Abzrwb5veKL+t7cHrCjL3/U1sXVHdOLZtZQ1p+VaGn1ZE5ValoIg1SSoyiqNcyA8hr5IgBRugcg28eynEosp82TJY+S5c8D/odZqSDKlUYMtq/VjCIWiogKAbVGqlIbS9DV5HCCHEUUX9y5eI9hIJR6kr9zLz9bVYHAY+f24FGxdV4K7xU7HVxdcvr2bhF1sJBSJkFNkSPiOvdzIGsyRV7aFquysuodqjekcDtbs8VGxz4qr2d0BkQnQSQa+yEjX9XqhYBR9cBTsXwqe37E2o9ojF4JOboKGs7eJpqILK1bDqA/jwOnjv1/DzC1C9AaLRX75fCCGEaIYkVZ2I3qglOcvMMWcVM+e9DUTCTf8jv35+OeFAhNFndie9ID6xyupu5/hLemNLkZWRthYORVj1Q2mz85sWVZCSbcVZ6W3HqIToRKIRKJkNL42D1O7w7YOwdTboTOCtSXyP36kkPm2loQK+vBNmPKj0sapaDz8+Da9PVbYjCiGEEIdIljQ6EYNZx5CTClABlVubaW4JlG9xsnN9Hf3H55BeYMPrDGJ26An4wsQkTW4XAV+ESDhBNZHdIuEotmQDtRVeIuEIGq2mHaMTohNwl8EnNyjb+FKLYdeSg7yx+b9XhxdPhbLNcOeipnOuUlj8mlJq3Zh4F4AQQghxIPIWvJNxpBnR6A/826LWqAl4wsx6cz3uGj8zX1vD+48tYuHnW1GrVO0U6dFNpYKiwWnNzhcOTMOSbCAt19qOUQnRiXiqwVsLepvy//cIB8DUTNEJgx0sGW0TTzQMaz9rfn71h0ofLCGEEOIQSFLVyRitekxWHXm9m690lV5gpa7cA4BKrcLvDaNSwcgziqSUejsxWXVkFtpIyWlamtls1zPguFyclT60OrWsUomj1O4Vp6AbzKl7hxf8CyY9pHwysb8zn26b4hQAao1SmKI5Kg3sWqasaAkhhBAtJElVJ2S2Gxh3Qc+EBSeGnVLI5qVVxGKQXmCjtsxDSo6F024YREq2BbVGfkvbg0qlwmTTMfacHgw7pRB7mglrsoHBJ+Yz+YaBqNRQuc2F0arr6FBFR4uEOjqCjmFJV1akohFw7oSM3T2mdvwMJT/ARW9Dv7Mgoy/0mwrX/QA9TwZNG/2dsWXB0Eubn+93Fqz5WEkChRBCiBZSxWKJ2swevVwuFw6HA6fTid1u77A4otEorio/GxdVsHN9HWabnuLhGVSUOFn27Q50Rg1n3T4UrV6NRqPGmmxAq5cVkfbmrPSybU0NKlSo1EoBs9RcKzWlDRT0TcGRIX2qjkqhIDi3wobpsHMxpBTDwPOU/kuW1F+8/YgQCcPGr+HdS5SVqrP/CTMeUgpEAOitcPy90HcKWNJA3w5/V+q2wRd3wKYZ8eOpPeCUR+CdS+GWxZBc2PaxCCGE6BIONjdoUVLl8/lYvHgxKSkp9OvXL27O7/fz3nvvcdlllx161J1AZ0mq9giHIvgagoQDUZZ/t4P6Ch+Z3ez0Hp2FzqhGb9BiMMtqSEfyOP3UV/jQaNVo9WrCwSgmmw5LkgGtThLdo1LpEvjfVKWa3R5qLVz4Pygcf/QUQwh6oHaLUmHPtQtGXQ8pRcq4JW3valZ7qtmirJSt+Vg539XrFCXp/fx2KD4RznxKaUAshBBC0AZJ1YYNGzj55JPZvn07KpWKcePG8c4775CdnQ1ARUUFOTk5RCKR1vkJOkhnS6r2FQ5GCAUj6I0aOafTyUSjMXyuINFoDL1RI4nu0ay2BN75ldLgdn8GO1z7HaT1bP+4OlLIp/Ss0ptA18GrtyE/7JgP675Qzlltmwdly5XVql9/DEn5HRufEEKITuVgc4ODPoDz+9//ngEDBlBZWcn69eux2Wwce+yxbN++vVUCFr9Mq9dgsuoloeqE1GoVliQDthSjJFRHu4ArcUK1Z65+R/vG0xnoTMq2x45OqAB0RsgfA2NugJTu0H0iXPoRXP65JFRCCCEO2UH3qZo3bx4zZswgLS2NtLQ0PvvsM2688UbGjx/P999/j8Ui2yWEEIJw8MDzIWkI3eF0RiWhGnVdR0cihBDiCHHQK1U+nw+tdm8OplKpePHFFznzzDOZMGECGzZsaJMAhRCiSzE64kuI70ulVraZCSGEEOKIctBJVZ8+fVi0qGkn+ueee46zzjqLKVOmtGpgQgjRJWn0cPLDiefG3KCcqxJCCCHEEeWgk6qzzz6bt99+O+Hcc889x8UXX4xUZxdCHPX0ZkjtBb/+CPJGKueI0nvD1BeV7WaOnI6OUAghhBCtTPpU7aczV/8TQnQRDZVKFUC9WVm5AjCngyWlY+MSQgghRIscbG5w0IUqhBBCHCRrhvIVcCtNcI0OUB/0xgAhhBBCdDGSVAkhRFsxHCVNfoUQQoijnHx0KoQQQgghhBCHQZIqIYQQQgghhDgMLU6qZs+eTTgcbjIeDoeZPXt2qwQlhBBCCCGEEF1Fi5OqiRMnUltb22Tc6XQyceLEVglKCCGEEEIIIbqKFheqiMViqFSqJuM1NTVYLJZWCUoI0bkEvEFiqNDqNGh1smtYCCGEEGJfB51UnXPOOQCoVCquuOIKDAZD41wkEmHFihWMHTu29SMUQnQYV7WPoD/Mro31RKMxcnokYTBrsaeaUKmbfrgihBBCCHE0OuikyuFwAMpKlc1mw2QyNc7p9XrGjBnDtdde2/oRCiE6hKvGy7r55Sz8fGvc+KAT8hg0MQ9HurljAhNCCCGE6GQOOql69dVXASgqKuKuu+6SrX5CHOHcNYEmCRXAiu92ktc7GbNdj84gre6EEEIIIVr8jujBBx9siziEEJ2Ix+ln2Xc7KBqURo/hGWh0atw1flbPKcVZ6WPZzB2k5lklqRJCCCGE4BCq/1VUVPDrX/+anJwctFotGo0m7ksI0fWFAlEGjs/FlmLkh7fX8/W/VrFuXhkjJ3ej79hsfK4gsViso8MUQgghhOgUWvwx8xVXXMH27du5//77yc7OTlgJUAjRtcWiMRZP38aujfWNY7VlHma8toYTft0HW6oRk0XXcQEKIYQQQnQiLU6q5s6dy5w5cxgyZEgbhCOEaC8+d5CG+gBlm+oxmHRkFdsxOwzo9Br8nlBcQrWvRV9t44ybB6E3SVIlhBBCCAGHkFTl5+fLth8hujiPM8APb62nZHl145hKrWLSFf3oNjiVyq2uZu91VfuIRuTfACGEEEKIPVp8puqpp57innvuYevWrW0QjhCircWiMTYuqohLqPaMf/vqajzOIEarvtn7VWoVOoOcnxRCCCGE2KPFK1UXXnghXq+X4uJizGYzOl38FqDa2tpWC04I0fq8riDLvt2eeDIG638uJ69XMmqtimi46YpU8bB0TDbZ+ieEEEIIsUeLk6qnnnqqDcIQQrSXWCyGzxVqdt5d42fHulqO/1UfZr2xjmh0b2KVlGlm9JTuUkpdCCGEEGIfLX5ndPnll7dFHEJ0CR5ngLpyD9tW12Cy6uk2KA1LkgG9seskGVq9hsxiO2UbnQnn83ons+irrTjSTZx2w0CqtrvxuUOkF9pQqQA5UymEEEIIEeeQ3glu3ryZV199lc2bN/P000+TkZHBV199RUFBAf3792/tGIXoFNy1Pr7+1yoqtrobx376cDPHX9qHniMyukxiZbToGHtOD6b9dTHslx9Zkw1kdXfgrPThrPSxfXUtqblWDBYtm5dUYjBrmXrH0I4JXAghhBCik2pxoYoffviBgQMH8vPPP/Phhx/S0NAAwPLly3nwwQdbPUAhOoNIJMrKWTvjEqo9Zr2xDnetvwOiOnSpOVbOun0oydlmAFQq6DYkjal3DsNo09H32JzGa2tKG9i1oR5fQ4gJv+qN2W7oqLCFEEIIITqlFn+0fs899/Dwww9zxx13YLPZGsdPOOEEnnvuuVYNTojOwl3jZ/XsXc3Ob1laRWqOtR0jOjw6g4a83slM/e1Qgr4IKrUKk1WH3qT8kzBmanfyeiexePo2vM4gWd3tjJrSnaRMM+5aP5VbXexcV4cjw0TRoDSsyQa0OqkIKIQQQoijU4uTqpUrV/LWW281Gc/IyKC6ujrBHUJ0fbFojKA/0uy8pz7QjtG0HrPdgNmeYNymp2hgGpndHKhUYLTq0Bu11Fd6+fjJpXE/708fbmbyjYPI65OERiuJlRBCCCGOPi3e/peUlERZWVmT8aVLl5Kbm9sqQQnR2ajUKrKLHc3O5/dLacdo2lYoGKF6h5tvX13DtL8u4ssXV7JtVQ0NdX5+eGt9kwQyGo0x/Z8r8dQHOyhiIYQQQoiO1eKk6qKLLuL3v/895eXlqFQqotEoP/74I3fddReXXXZZW8QoRIfTGdSMOL0IlVrVZC4lx9Kltv79kqptLt57bBFbV1Tjc4eoKW3gm3+vxlntY+e6uoT3hENRass87RypEEIIIUTn0OKk6tFHH6VPnz7k5+fT0NBAv379OO644xg7diz33XdfW8QoRIcz2wxYU4yc9puBZHZT9stpdWr6HpvNSVf3x2DuGpX/fonHFWDWm+uJRZuWTfe5m+9tBRDwhtsqLCGEEEKITq3F7wT1ej0vv/wy999/P6tWraKhoYGhQ4fSs2fPtojvkDz//PM88cQTlJeXM3jwYJ599llGjRrV0WGJLkylVmGx6yEW49jzehCLxlCpVRjMWgxmLSabvqNDbBVBb5i6cm/iOV8YS5Kh2fNjaXlW/N4QRrOuLUMUQgghhOh0Dvnj9YKCAgoKClozllbx7rvvcscdd/DSSy8xevRonnrqKU455RTWr19PRkZGR4cnujCDWYfBrMPrDipJlQqMVj3qBFsCu6pE2xv3WPVDKceeW8w3/1nTZK54WDqlG+vZuKCcARPyyOudjCVJSq8LIYQQ4uigisViTff5HEAkEuG1115j5syZVFZWEo1G4+a/++67Vg2wpUaPHs3IkSMby7tHo1Hy8/O55ZZbuOeee37xfpfLhcPhwOl0YrcnKIsmRCfgbwjhawjirvVjtOgw2w1Ykw8/ifF7Qnz10kp2baxvMqdSq7jkT6NxVfuZN20T1TsaMNv19D8uF3uake9eX9e4bTCzu4PTrhsgiZUQQgghurSDzQ1avFJ122238dprr3H66aczYMAAVKrO8yl9MBhk8eLF3HvvvY1jarWaSZMm8dNPPyW8JxAIEAjs3c7kcrnaPE4hDlU4HMVT5+enjzazeUlV47g12cAZNw8mNffwCmYYLTom/Ko3H/5tMQFP/Bmp4y/pjdlmwJFmZsqtQwiHorhr/cz/eAtlm+rjrq3Y4mTXpnp6jsg8rHiEEEIIIbqCFidV77zzDu+99x6TJ09ui3gOS3V1NZFIhMzM+DdymZmZrFu3LuE9jz32GA899FB7hCfEYYmGozgrvaz6oTQuoQJoqAvwyVNLOf/ekdhSjIf1OslZZi74w0hKllezY00ttlSjshqVakRnUPpQmWx6fO4gP7y1ntpdiav+rZ6zi8IBqeiNR0YRDyGEEEKI5hxSoYoePXq0RSwd4t577+WOO+5o/N7lcpGfn9+BEQnRVEOdn1AggrPKx7qfmvaJA6U6X12Z57CTKpVKhT3VxOAT8uk/Phe1RpXw3Ngv7huOxQ7iIiGEEEKIrq/FJdXvvPNOnn76aVp4FKtdpKWlodFoqKioiBuvqKggKysr4T0GgwG73R73JURn4q71s3FxJQFfmGg4RjgYbfZaZ5WvVV9bq1M3W4jDZNHRd2x2s/f2H5+L3iSrVEIIIYQ48rX4Hc/cuXP5/vvv+eqrr+jfvz86XXz55A8//LDVgmspvV7P8OHDmTlzJlOnTgWUQhUzZ87k5ptv7rC4hDhUsWiMDQvLScowEw3HiISjGCzaJued9kjJsbRbbCq1iuLhGayes4v6ivgy7BmFNrJ7JrVbLEIIIYQQHanFSVVSUhJnn312W8TSKu644w4uv/xyRowYwahRo3jqqafweDxceeWVHR2aEC3mawixfn45o8/sjkanZtOSSgZOyGPRl1ubXOtIN5GUYW7X+GzJRs66bQhbVlSzbl4ZarWK/sflkt8vBatU/mt3Qb8ftVaDViu9woQQQoj21OKk6tVXX22LOFrNhRdeSFVVFQ888ADl5eUMGTKE6dOnNyleIUSXoFLOONVXeqkp81DYP4VoOMaQSfms+qGUcEjZCphd7OCEy/t2SAlza4qRgRNy6TkiA5VKhdEib+jbW11ZKVuWLmLL4gUYrVaGnHwGtrQ0jFY7Rkv7rV4KIYQQR6sW96nao6qqivXr1wPQu3dv0tPTWzWwjiJ9qkRnEovFWPH9TpZ9u53jLuqFxxnAmmRk18Z6soodqFRgdhgwWbXY09p3lUp0DrW7dvL+n/+Phtoaeo4aS7/jTiASCWO0WDE7kjCYTNjT5UMlIYQQ4lC0WZ8qj8fDLbfcwuuvv97Y+Fej0XDZZZfx7LPPYjbLGzshWotKpaJ4aDprftzF0m93MGJyEaXr68jplYTZpkerV2Nx6DFY9B0dqugA7toa5k97h4baGsaccxEAXzz9V8KhIACW5BROuvZmUKmwp2V0ZKiHxFlVic9Vz5rZ3+FraKDnyGNIL+pGclZOR4cmhBBCxGlx9b877riDH374gc8++4z6+nrq6+v55JNP+OGHH7jzzjvbIkYhjmrWZCNn3jyYvmOzWTJ9Kxq9GqNFh9mhJyXHKgnVUSzk97Fh/lySs3OwpaUz/8N3GhMqAE9dLZ//4y8EvN4DPKVzclZVsnrWt7z5hztYOv1z1s2dxWf/eIxPnniY+orEbQWEEEKIjtLilapp06bxwQcfcPzxxzeOTZ48GZPJxAUXXMCLL77YmvEJIVASq75js+k+NB2VCmmoKwClOmQ0EqX/hEks+/rzhNeEQ0E2/jyP9IKi9g3uMPndLn764O0m4zU7t7Pky0849sLLMMjOCCGEEJ1Ei1eqvF5vwqIPGRkZeLvgp6FCdCUGk1YSKtFIq9dRNHgY1tQ06naVNntdzc5tnbK3YHMi4TDrfpzd7PzqH2bidda1Y0RCCCHEgbU4qTrmmGN48MEH8fv9jWM+n4+HHnqIY445plWDE0IIsZe7tpbqHdvYvmo5FVs24fc0MPaCS/DU1ZKSm9fsfZnde6JSJW7i3BlFIxECPk+z8yF/oB2jEUIIIX5Ziz/yfvrppznllFPIy8tj8ODBACxfvhyj0cjXX3/d6gEKIYSA+opyZr/xChsX/gS7V53y+g5g0rU3UTxyDPb0DL54+q9N7tMaDPQYOaa9wz0skUiY4hGjWTkz8X9TCgYORqOXPmhCCCE6jxavVA0YMICNGzfy2GOPMWTIEIYMGcJf/vIXNm7cSP/+/dsiRiGEOKq5a6r58d3/sXHBvMaECmDn2lXUlu5g9fff4sjIYuLl16E17E02bKnpnHPPH9EZTR0R9iEzmi2kZOeRWdyzyZxGp2PcRZdhT03rgMiEEEKIxA7pcIbZbObaa69t7ViEEEIk4G9oYP28OU3Gs3v2wZGZzadPPsbCT6fRfdgozrrz/0ClQq1W46mvR4WKaCTcAVEfHoPFwhm33s2K775m9awZBLweCgYM5tgLLsWaIgmVEEKIzuWQkqr169fz7LPPsnbtWgD69u3LzTffTJ8+fVo1OCGEONrFolH8HjexWDRuvPuwkfQ+dgLV27c2rl5tWbKALUsWxF13wQOPotZ0veImZrsDtVrDsFOnMGDCJFApq1RGi02q/gkhhOh0Wrz9b9q0aQwYMIDFixczePBgBg8ezJIlSxg4cCDTpk1rixiFEOKopVKr0RmMqFTquLEhJ5/ONy89jc5w4LNFGp0eXRc9f2S0WrGmpJCSm0dKTh6O9ExJqIQQQnRKLf748u677+bee+/lT3/6U9z4gw8+yN133825557basEJ0ZqCgTDRcAyNVoXO0PU+uRdHL73ZTM/RY9kwfy4AhYOGsmXJQiKhEEG/H0tSMp76piXGM4q6ozUY0Ojkz7sQQgjRllq8UlVWVsZll13WZPzSSy+lrEy63IvOJ+ALUVvmYeOCCpZ8s52tK2qoK/cQCkQ6OjTRBtw11VRtK6Fs43pqS3dSV1ZKXUUZAV/X7aNncSQx5tyL6D58FADW5BTqK8sBWPDx+0y65ib0pvhiFGZHEif/5jYWffYhXmd9e4cshBBCHFVa/PHl8ccfz5w5c+jRo0fc+Ny5cxk/fnyrBSZEawiFwtTsbOCL51cQ9O9NomwpRibfOJDUXOsh9e+JRWOEw1E0GhVqTYs/mxBtxFlZzooZX7NjzQr8DW5Gn3Mh1qQUAj4vJpsDe3o6jvSmzcs7O4PZgiNdzcQrruPYCy4lBmxaMI+tyxZTW7qDn6a9zWk33YGzsgJnZQXphd3ILO7JjH89R9mm9Qw+aTKOjKyO/jGEEEKII1aLk6opU6bw+9//nsWLFzNmjNL7ZP78+bz//vs89NBDfPrpp3HXCtGRPHVBpv9rVVxCBeCu9TP77Q2cdHU/bCkHX246EonirvGzbn45FSVOkrMsDDguF1uKEZ1B09rhi4MUjUaoLy9jw88/4qqupPfYCeT06s2nf3+Uhtqaxut6jDyGiZdfiz09owOjPTR6kyluNUpvNLLo0w8Jh4JUlmzmk789QlJWDpbkZIoGD2faI/c3rlBpdfoOiloIIYQ4OqhisX2anhwEtfrgPpVXqVREIl1ve5XL5cLhcOB0OrHb7R0djjhMO9fX8ck/ljY7f+F9I0nLsx3088pLnHz85FIiob2V2FQqOPU3AykckIpGVq06RMWWTbz70L3Y0zPQG42MnHIu3/7rOXxuV5Nrh59xNuMvugyNTtcBkbaeSDhMxZZNfPHME7iqKgAwWm2MPf8SqraVsPI7pXGuJTmFSx59EpuUIRdCCCFa7GBzgxavVEWj0V++SIhOIuANHXB+3+TogNeFozTU+fn2P2ua3BOLwYxX13DxA6OxpRgPOVZxaBrqalk3bzYXPPAIZZs24HM50ZvMjL3gEua+/T9GnX0ehQOHACqIxdixdhUN9XU4uuBqlbu2Bp/bSSwaxWRzkFnck4v//AQ+l5NQIIC7poplX3/BzrWrANDqDUy54w9Yk1M7OHIhhBDiyCYlocQRzZHefPllnVGD3vTLfwUi4Shlm50EfWFc1b6E14T8Edy1/jZNqqKRKJ76IPWVXnwNQVKzrZiT9JisR/fWrlDAT0ZRd9667y5i+3zok92rD5c8+iQbF/7ER4//CU9dLfb0TEaddR6xaNdaRY+Ew5Rv3sAXTz+Bu6YKUJrjnnjVjXQfNhJrYQqxaBRLUjJ9xnlwZGaR2a2YbkNHYk9LP6Rzg0IIIYQ4eIeUVC1cuJDvv/+eysrKJitXTz75ZKsEJkRr0BnUFA9PZ/PiqiZzI04rQmvQ0FDnR2fQYDAn3g7mqQ/w+bPLOemqfgd8rWik7VZxo5EoFVtdfP7cCoK+cON44cBUJl7aB4uja/Yhag2RUIivnnuySXPc9IIiFn/5Mcu/+bJxzFVVwYx/P8/YCy5h8EmTMdsd7R3uIXFVVfL+n/+PSGjvymvA4+HLZ5/goj/9ldze/VCp1TgyMhk86VQGTzq1A6MVQgghjj4tTqoeffRR7rvvPnr37k1mZmbcJ6DyaajobPRGLYNPyCcp3czKWTsJ+iNYkvSMPL0bqXlWPnlyKR5ngMwiO8ecU0xKtrVJwYnSDXVEwlHCwSgmmw6fu+mWQrVGhT314AtetFRDfYBPn15GOBifOGxbWcPy73Yw+szuaLRH53mukmWLmyRUAMUjxvDx439KcAcs/GQavcaM6xJJVSwaZc3smXEJ1b7mvfsmZ975B4wWSztHJoQQQog9WpxUPf3007zyyitcccUVbRCOEK3LZNMTDkVBBadcNwCNTo1Wp6ZkRTWz3lzfeF3phno+eHwxU24dQn7flLhnuKr9AKz8YSejp3SPu2+PMVOLMdvbbhteRYmrSUK1x6pZpQyckHfUnufyJmh6q9HpCHgaEiZboGwZ9De42zq0VhEOhSjbvLHZ+eqd2wgH/CBJlRBCCNFhWvzRtlqt5thjj22LWIRoE7YUI0Mm5WNLMaLValBr1Cz+clvTC2Mw+50NeJyBuOHsYmU1o6LExa5NTk77zUDy+6ZgSdKTVezgjFsG03dsNlp925VUd1UlPssFEApEiISP3gIy+QMGNRmLhiNo9QfeEqnVd42zaBqdlvSCombnk7Nzu8zPIlqX3+PBVVWJt8FNtIudExRCiCNNi1eqfvvb3/L888/z1FNPtUE4QrQNo0WP0aK88Vzz465mr6uv8BL0hVEpheIwWnWk5Fiwp5lwVfvY8HM521ZV03t0FoUDU8nsZierW9tvIcvs1nwJT1uKEV0bJnSdnSMji9T8Qmp27E2UY7EoQZ8XS3IKnrraJvek5RdiMHeNlR21WsPAiSez5MtPiCZoU3HMeb/CaD34tgCi6/M6nZRtWs/K776m33EnQAzKNq3H7Eii29ARmB1JmG3SEkQIIdpTi5Oqu+66i9NPP53i4mL69euHbr9eLx9++GGrBSfEoYqEInicQerKvYSDEVJyLZhtBgxm7YGb9Kog4Avz5YsriYSj9ByRwYAJuZx1+xDmvLeBrStrCHjCbFpcybHn9iA5s/nqgq0pKcuMI8OEs7LpitWYs4uxJB29hSoMZgsTL7+WNbO/Y/1Pc4iEQqTlF2J2JDPljj/wwSP3E/Lv/XUz2eycdvOdJGVmd2DULWNPz2Dq3Q/w5TNP4Pc0AEpD3+MuvZLM7sUdHJ1oS163C5/TSTgYwGi1odUb+PG9/7F29vdMufMPzPrfv6kt3dl4/Zy3XuP0W39HwYAhmGySbAshRHtpcfPfm2++mX//+99MnDixSaEKgFdffbVVA2xv0vy36wsFI+xYU8s3/1kd11NqwIRcRp3RjWAgwlsPzCca3ftHX6WCrOIk8nonoTNomffhpsY5s13Pub8fjsGsw+8OEonE0Bs1WJIM7VqcxVXtY/Y7G9i2ugZ2r6IdM7WY7kPTMVq6diPbw7Vj7SpWffcN3YeNBJUKd1Uly2dO59TrbsWUlETpujVU79hGVnFPMot7kpyZjeogG5l3FtFIhIb6Wrx1dUQiEazJKViSkmXr3xGsrnwXXz7zN8o3bwDAYLZy1u/+j/ceupcBx59EOBhg3bzZTe5TazRc9sRzpObmt3fIQghxxDnY3KDFSZXNZuOdd97h9NNPP+wgOyNJqrq+unIPbz/0M4n+ZJ9wWV+6DUljx+pavnllNcSgaFAaA47LpXRDHZ76AOn5NuzpJuZN24Rz91mmIScVMOasjq+wF/CFlcQuHEVv1GJOMqBWH51VNyPhMLFYFK1OTyQUwllVwfJvv6JiyyYcGZn0PmY8a2Z/x4aff2TklHMZMPEkbGkZaLXSnk90HtFohIbaGravXkFVyRayevQip3c/1Go1M/7zAqm5+UTCYUqWLsRks5PTux+LPvuQM357D18+8zeikXDC50669ib6Hnciekm6hRDisBxsbtDidxcpKSkUF8t2E9E5xWIx1v9cnjChAljy9TZ0BjVZxQ4ufmA0uzbWoTNo+eKFFcR2r1xtWFCByaZj0hX9+PbVNfgbQmxaVMGQE/M7fJudwaTFcBANi49kXpeL2l07WPb15wS9PvqMm0DBgMGo1RoMZgv9xk8krbAbS778hKrtJXQfNpIeI8Zgtju6XEIVjShvuGt37cTvdpNWUIQlORmTnJfp8qKRCO7aGmpLd1BftgtHZhZ6k5npL/yDjO7FnHLdrWR170nJskVotDqGnjoFe3oGO9eu2ucZiRMqAG99Pc7yXaTmFaDuYquyQgjRFbX4HcYf//hHHnzwQV599VXM5vY5TyLEwfDUB6jc4aK+wtvsNQ11fkLBKHPe28CJl/WloF8qbz30c2NCtYfPHWLRV1vpPz6XxV9tRa1RQSsuCEUjUbyuEBA7YONhEc/ndjHvvf+x/NuvGsdKli1i6t0PMPM/L+CuqQZAZzTR+5hx9Dn2eHqMHHPA6nmdVSQcpmzjOj56/CGCvr1nwnqMGMOka27EkpxygLtFZ6b83q7n47/+iYDX0zhePGI0p974W8yOJD7+28M4K8ob53auXUXhoKGMPf9XLPrsQzy1taTk5FG7a2eilyCv7wC+eu7vTLnzD13q/KAQQnRVLU6qnnnmGTZv3kxmZiZFRUVNClUsWbKk1YIT4mB5XAG+fWU1AV+Y4mEZbF5SlfC69AIbzgovJcuq8Z4dwlnpjTt3ta+yTU6GTCoAoP+4XMy2X95GE4vGUP3CdjxPfYA1c3ex4vudBLwhcnomcex5PUjOtqDVdWwVP68rgK8hRDQcw2jRYXboO3zL477qK8rjEiqApKwcXFUVjQkVQMjvY9X33wKwZelCzvn9g11udaehtpppjzxAOBSMG9+0aD5pBYWMOe9iNJqutfImFA211Ux79AHCwfj2DZsX/Uy3oSOo2lYSl1Dt4XXWo9UbGDDxZJbP+JLRZ1/AV88/2eS6nN59UWnUVG0rwedySVIlhBDtoMX/RZ46dWobhCHE4XFWeCndUA/AqDO7Y7BoCXiabo0ZfEI+s99RDn0HvSFC/gP3dolGYqTkWug1OrNJshQOR/DUBggGImi0alw1PtbNK8OeZqL3mCxsKUb0Ri2RsFKJ0OsMojdqmPXWeso2ORufU7qhnvf/sphzfzeMzHYoz55ILBajttTD1/9ZRV2ZstKnM2o45uxieo7I7DSFMPYkSvtKycmj/ADNccs3bSAcDDY731ntXLemSUK1x5KvPmPQpFOxpaa3c1SiNexct6ZJQrVHNBxm/U9zE86NnHIu6+fNoXjEKHL79MVVU8UZv72Hnz98l6ptJehNJgZMPIWBJ5zEu3+8R3me9K8SQoh20eKk6sEHH2yLOIRoViQSxVMfwOcOoVarMFp1WJMMcUnO5qV7V6Z++nATJ13Zn4Wfl1Cx1QWANdnAyDO6sWV5NV6X8kZVZ9SSlmdt9nWtyQbsqUbOvHkwJrsed62faDSGVqu87vY1tSz8fCvuWj8Gs5a+x2bTbXA63/13LUu/3c6Jl/elcGAq21fV8sNb61FrVEy4uHdcQrVHLBpjzvsbOePGwRit7Z/AuGv9fPTkEgLevYloyB9h9tsbsCYZ6Da4c7x5T/RGNOBpIDWv+SpnlqTkX1w97IwSrVTsEfR5iYTlzXJXVV9W2uxcNBIhFmu6eq7R6VBrNOT26cdHjz+ENTmVnqPHotFoGXHmOWh1etRaLVq9jv/dfRvRaBid0YTZ3jEf1AghxNHmkPeOLF68mLVr1wLQv39/hg4d2mpBCbGHu8bHzg31zH13A8Hdq0omm44Jv+pNSq4Fi8NANBKL26JWV+7lu9fXcsLlfVGplOQg4Auz6odSqra7AcgqdmCy6VCpVJx4RV/UGjXhQIRNiyvZsa4WYjD+wl5kFNnxuYPsWFuLCti10YlKBQX9U/C6g/Q9Npu0PCuRcAyIUVfuYchJBSz5ehvfvb6OC+8byYxX1wCQ3SOJ8i1NE6o9Kra4CAbCHZJUla6vj0uo9jX/4y1kdnNgtnd8FbG+445nzezv4sZ2bVjH6LMvYNFnHyV8MzryzHOwOJLbK8RWk9OrT7NzjoxMKaXehWX36tvsXNW2EvqMPY6Fn06LG9fq9KjUaipKNgPQUFfD0umfNbn/zDvuJRpV/i6P/9UVWFLSWjFyIYQQzWlxUlVZWclFF13ErFmzSEpKAqC+vp6JEyfyzjvvkJ7eOT7RFl2fu85PbZmH7/67Nm7c5w7xzcurmXzjIBpq/JRvcZLdI4ml32xvvMbrCvLNv1dz8tX9WfLNNiq3uhvnMopsnHxVf/QGDXXlXjYsqKB0XR16s5Y+Y7IYcnIBOp2a1FwrkXCUqh1utq6oYfXsvZ8uL56+jd5jssjvm8KXL64ElO1yQycVUDwsjaXfbCMWjbFrQz32NBOuah+RUASdsfm/chqtul37Xu3rQMlebZmHSDjxubP2llZQRG6ffpSuW9M4FotFWTPne06//W6+evZvRMJ7k8OeY46lz7ETulxPKoDU/EIcGZk4KyuazB136VVYpVBFl5VeUIQtLR13ddOznzm9+pDTux/r5s2Omw94PVhT0uIa/Sai1mjJ7dOfMedcSFpBEXrD0dsYXAgh2lOLk6pbbrkFt9vN6tWr6dtX+bRtzZo1XH755dx66628/fbbrR6kODr53UGWf5f4DUQ0GqNkeRU9R2Wy5OvtDD+1kKEnF8QlVkFfmJ8/2cyp1w8kFIjgdQcx2/SY7HrMNj1V29188PgiohGl8p+/IcSyGTso2+LitOsHoDdpcdf68HtCcQnVHuvnl5PV3dGYNIX8ERZ8XoIlSU9u72R2rqsj6Auj0SmJUtV2N6PO7N7sz9vnmCxMHbBKBRxwG6Q9zdj4a7S/aDQKMVBr2idpsSancMZtv2fjgnksnf4ZQb+ffuMnMuSUM4iEw/z6r89Sta2EoM9Hds/eWJNTulyBij1sKamcf/8jzPjPi2xdvgRiMcyOJI675EoK+g/q6PDEYbClpnHBA4/y7T+fY/vq5QCYbHbGX3w5hYOHYU9L56KH/sr6n+awds73aHQ6hpxyBraUFPL6DWj2uXl9+5Oam8eEy67G5EiSxFsIIdpRi5v/OhwOZsyYwciRI+PGFyxYwMknn0x9fX1rxtfupPlv5xCJRClZXs28aZtw1/gTXpPTM4kxZxfjrPQS8IZRqcCeZmLz0ioC3hB5vZPJ6ZGE1qjBWenDaNNhtRuwJBnwNQSZ/s9V7NpYn/DZU+8YSm6vZOorvfz4/ka2rqxJeF1Wdzs5PZNZ8vW2xjFrsoERp3dj1hvrOOv2IXz23HKiYeWvWa/RWaRkW5j/8ea45yRlmply2xBsKcZD+NU6sFAgjNcZJBSMoNGpMZi0mO0GotEYPleQWCxGOBTlnT8vSFgJ8dhze1C2pZ7xF/TCmqzE11Drp67Sy7p5ZUQjMXqOzCAl24pKBQarDmMbl4iPxWJ4nfW7fz4/K2ZMZ9WsGQQ8DfQccywjTp+KLTUDy+7V9K7M7/XgczmJhEIYzBasySldcuVNNOVvaMDndhIOhTBYlN9btXpvBdBYNIqvwY1arcZotQHgqqlm+TdfsODj9+OepTeZOPcPf2bl918z9JQzsaWmY7LZ2vXnEUKII1GbNf+NRqNNyqgD6HQ65VNrIVpBLBrD3xAiKcPcmFRpdWr6jcshr08ykUgMs02PJUnPvA82Ur5FKUihM2jI75tCUoaZ5CwL7jo/X7+8Go1WjdmuR6NTc/LV/VGpaDahAti6oprcXsmo1OD3hJq9zu8JozPEl0FvqAtgMGvpNiQNvUlLbJ9Vng0/l9PnmGxOv2kQFSUuvM4A3Yakk5ZnbUxYWlNDnZ+fPt7MpoWVRKMxzHY9w08rpKBfCpsWV7JyVikBX5ghk/KZcusQpv9rJT638vOq1Cr6j88BNWxZqvx6DDw+j4a6AD9+sDGubP2mxZVkFTs48fK+bF5cSfch6ZgOogT9oVKpVFiSknFWVjD9hacoHDCESdfchN/j5ucP3+Pt+b/jvPsexmS3xb1J7YqMZgtGs6WjwxBtwGi1YrQ2v0qsUqubFJqwp6Yx7LQpFA4ayuIvPsZbX09u3/70P+4E6irKGHnmeZiTkzCa5M+MEEK0pxavVJ111lnU19fz9ttvk5OTA0BpaSmXXHIJycnJfPTRR20SaHuRlarOIRaLsXVFNZFIjK//tQqdQcPJV/dnzY+72LqimlgMNDo1A47LJSXHwvdvrIP9/iSPPKMbPUdmEIuAxxmgrsyD0abD4lAqB3729DLCzfSoGn1Wd0acVkTAF2b7qmpKN9RTvsVFTWlD3HV9j80m6AvHJRgGi5bJNwyivsLLjjU1FAxI46cPNxHyRxg4MY+83slo9WpMNj1mu77NGv96nAG+eH45VdvjYz7+V71Z+1MZFSWuvT/vlO5Yk/UYzHqikSjhUBSDWcuWpVWsnVcGQGqulbN+O4SKEhdfPL8i4Wsee14PMorshPwRCgektsnPta+KLZtRa9SsmjWDso3rsSSnMPTUM/C5nCyd/jmTb7kLe5qc8xRHJr+ngaDPh0anJRqNYrLa0OqkgIkQQrSmNlupeu6555gyZQpFRUXk5ytljHfs2MGAAQN44403Dj1iIXaLRmNUbnURCkapr/Bw7Pk9IAZLvt5G2ea9BRUioSjLZ+5gwIRceo7IZOPC+AP9O9fVUjwsnS9fWIGreu8WQkuSgVOu6c+ACbksm7GDbkPS6DMme3cVQRUeZ5C8Psn43EFqyzxsWlJJ0B+h16hMHBlFzH57A15XEJ1BQ4/hmXzx3PK41x00MZ+NC8pZNXsXAK4aP+PO70lGoZ0fP9gYd+6raFAqEy7u3SarVO5af5OEymTTodVr4hIqgLR8KzvW1lK9o4GyTfWoNeomxSlUKqVvV6LzZXusnVdGRpGdgC/UeIatLUUjYd794/8RCuz9/d20YB7jLr6M3seMb7YXkBBHAqPFitHS/EqXEEKI9tPipCo/P58lS5YwY8YM1q1bB0Dfvn2ZNGlSqwcnjk6uKh+fPr0MlQpOvKIfPneQ1DwrP36wKeH1a+eVcdJV/ZokVb1GZTHztbWNCZUlyUByppmAL8z3b67jtOsHkJZnxVnl49tXVhMOKkmEI91ERoGNjQvLWfDZ1sbn7Vxbhz3NyAmX9WXF99sZc1YPfpy2kWh07xJZ7zFZJGeZWfh5SeNY5VY3HmeAuR9sZNt+Z7O2rqghFl3PpCv7tXqD3T3l4/eVnm9j16b6uDG1WkXQF2bn2jr6jsvG4wzQ95hsLMkGGmoDrJ1XhqvaR48RGWgN6sZfp0TCwQjEYmi1GqJtXDHQXVPNjP+8EJdQ7fHjO2/w68eflrNHQgghhGgXh9SnSqVScdJJJ3HSSSe1djxCULqxjlBA6Un11UsrKRqUis7Y/LmYSChKgvZEpGRbqNruxmTTMe78noSDUSq3ubClmigckIKr2k8MWPjF1rj7nFU+PnlqKZOu6t/kma5qP9vX1HLSVQMIBcMcc3aP3UUTgmi0Kiq2ujBadFiTDTTUKaskZruegn6pzJu2ucnzALatqsHnDrZ6UmVNblpKORyOotXHJxrRaAy9UUttmYfMIjsGk5blM3dSX+klOcvMiMlF+BqCpBfY0GjUFA/LYOf6uoSvWTQwlcrtDaTmWA5YPr41+D0eKksS/5rGYlEqSjbT65jxbRqDEEIIIQTAQX+M+91339GvXz9cLleTOafTSf/+/ZkzZ06rBieOTrWlnrjvt6+pRXOAkt0qFWi08f2dHBkmIIbOoOHEK/qx4LMSvn9jHavn7GL+x5t579FF6E1aFn+1LeEzg/4ItbsaSM1teti7cpsTryvIgk9K+PKFFcx4dQ3VOxsIBSIs/WY7s9/ZwOk3DWLcBT0589bBnH/vCELByAF/5oAvcePdw5Gaa2uSjJZvcZLXp2mZ5ZrSBoaeWsj21bV89/o6akobiISiVO9o4LvX16LRqIhGY2h1GvL7Je/+9Y1ntOroNz6XbauqsCYbMJjaNqlKmEnvR3r0CCGEEKI9HHRS9dRTT3HttdcmPKDlcDi4/vrrefLJJ1s1OHF0Si+ILwMcDccIeMPY05q+kQcoGpwOKuW+tDwrY8/twWnXDyTkj9B7TBarZ5firPLF3ROLxvA4g9RXeJuNo77Ci3W/EudavZpRZ3Rn2uOLWDe/HK8riLPSx8LPS1g2Ywfjzu+5+5kqBp+QT0G/VKzJxl9MMNoiAbEm6TnzlsHo90msouEYtbsaGD2lW9y1S77ZTu+RmXHnvfb186clOFKVX39HupkzbxnM4En5SqENi5a+x2Yz9bdDWTJ9K2PP6dnk160tqLVa8voOQKVK8M+YSkVm9x74PQ1N54QQQgghWtlBv5Nbvnw5jz/+eLPzJ598Mn/7299aJShxdMvq7sBo0cWVMl/4RQkTL+3DD2+vjys6kdXdTr+x2VSUOBl7bjFeZ5CUbDPhUJTSDfX0GJ7BJ08tS/g6nvoAjnRTk4RrD3uaieqd8W/Ke47MZPXcUoL+pitPFSUuBhyXi9muJxSIX3ky2XTk9kmmdF3TbXO5vZPapPy4WqMms8jOhfeNoqa0AXdtgJRsM2aHHr1RS9GgNNb9VI7XHaTn8AyC/nCT4hR7hAIRgvuspjnSzYw8vRv9x+cQCcVoqPNRtd3FqDO648gwt/rPsq9oJEJDXQ3ummoGnzSZkVPOZcealSz+/GNiu1evhp12JkGvl89e/wsTfn0VqbkFaLRtvHImhBBCiKPWQb/LqKioSNifqvFBWi1VVVXNzgtxsBzpJqbcNoQZr62hdpeyFdDvCVFX7uH0mwYR8IRxVvswWfV4XUG8rgBmh4FPn15OLBpDpVZx5i2Dye+XgsGkJRZN3DVg7Y9lDD2lkFlvrGsypzNoyO7hYMFnJXHjeb2TlfLtzdixtpbsYkeTJMlo0XPiZX2Z+doaSjfUN47n9EzixMtbv0jFHmqNGnuaKeEqnzXZyLjz964KViYobLEvlSZ+i6XBpG1cYUvLa58KZJFwmF0b1vLJEw8T8O7dJtrn2AmcfutdLJ/xFf0nTKKhtga1RsP2lct46w93cMljT5FeUNQuMQohhBDi6HPQSVVubi6rVq2iR48eCedXrFhBdnZ2qwUmjl4qtQpHhpFTrxtAwBcmsrtnUk1pAwFPmIxudpzVPgwWLeVbnGxYUIGreu9qUywa49tXVnPCZX3R6JSkYt/5PWpKG0jPtzLkpHxWfLeT6O4mvZYkPadeN5BwKMKYs7qzYUEFQX+Y/L4ppOZZ0Wibr4Cn0anJKLQnXHmypRg59bqB+NxB/N4QBrMOs02P0do2CVVLmW06zHYlUd2fLcXYps18D5a7ppppjz5AJBTfkHndjz+Qll9Iz1Fjmfv264yYcg4epxN7egauqkrmvv06k2+9C4OpbVfRhBBCCHF0OugzVZMnT+b+++/H729avtjn8/Hggw9yxhlntGpw4uilN+pIyjBjTTJgMGtRqVTk9Ukhu0cSGo2a9AIb0XCMRV9uTZgw+dwhIuEovoYQY88pTvgaeb2T2bm+Dq8zyGm/GcjZdw7lgj+M5Lzfj6Cu3MMn/1jG5qVV9ByVyeAT8wkFIiz4bAt9jslqNu6eIzLpMSKj2TNSRquO5GwL2cVJpGRbOk1CBUrJ+VOvH4BGF//Pglav5pRr+2NN6viiD9tWLmuSUO2x5KtPsaWmM/GK66gt3cHCT96jz9jjdt+3lKB37/m5aLRty70LIYQQ4uhy0CtV9913Hx9++CG9evXi5ptvpnfv3gCsW7eO559/nkgkwv/93/+1WaDi6KNSq7AmGxM2xjXb9TTUNk3w9+d1BolGYky+YSA/f1pCTWkDBrOWfuNyyCi0M+PVNWR2s2FNMpCcY0GjUeN1BVg8XakKWLXdHdfvSaVWMfWOoWxdWYOzMj6Z639cLqm5Fsz2jk8+DoVKpSKj0M7FD4xi85IqKre5yOruoNvgdGwpHfczhQIBvM46fG43NTsTF9IA8DrrMVptfPr3R/C5XTgyszDsboxqMFtABc7KcjYvWciO1StIyyug7/iJ2NLS0em75u9ZZxWLRnFWVeBrcNNQXY01JRWT3U5SpuxmEEIIcWQ66KQqMzOTefPmccMNN3DvvfcSiylbpVQqFaeccgrPP/88mZmZbRaoEPuKRGKYbHpOvW4A/oYQa+eVUbF1b7l/g0WLRqtu3Ap43u+Hc8JlfVCpVKhUEIuBxxlg0lX9sKcaScuPrzhosulxVfmI7XccKxaNsfL7HUy5bQjlm5WthwaTlgHH55KUacZk7fgtcodDo1XjSDcz7JRCYrEYKpXql29qQ35PA+t+/IHvX3sZW2oqI848p9lrU3LyqNiyEZ9b+XOQ3aN3YxI29NQzCAeCvPmH3zaexdq04Cd+/vh9zvrd/RQNGiqFLA6R1+XE66wnFPBjtFjRm60EvQ3UlZdRtXULK2ZOx1VVSVpBEWf+9h5ScvI6OmQhhBCi1bXoXURhYSFffvkldXV1bNq0iVgsRs+ePUlOTm6r+IRowusKsmF+OUu/2Y7fE8KSZGDIifl0G5zG/E+2gArGndeT7atrsKYY6T8+h9Vzy1g9uxRUwH6JUkaRjTNuHozOoMHrDFK9003v0VmMOK2QHWvrWP7djrh7ug/NwJ5qwp5qovvQDNRqpSDEkaajEyqA2p07mPmfFwFwVlZgtidhSU7BU1fb5NrhZ5zN4i8+BkCj1dJ/wol88sTDZPfsQ9/xJ/DJ3+KLW4CyovLFU49zxd9fwJ6e0eY/z5GmvqKcz/7xGJUlm9EaDJx+y12UrlvDipnTCfp8ZHQr5rhfXcGmhfNZN282XzzzBFPu+AOODPkATgghxJHlkD6aTU5OZuTIka0dixC/KOALseDzEiVB2s1TH+DHaZsYMbmIUWd1Iy3HisGsY/Y7G9AZNJxx8yAl2YImCRWAu8ZPOBRlx9o6Zv53DdHw3ov6HJPF+At6MufdjQCk5lnILnY0zmt1R14y1VkE/T4WfPJ+3NgPb7zCqTfczk/T3mbX+rUAmGx2xpxzEbWlO6gt3UFGt2ImXHoVldtKOPveP5KSm0fA66Vq65aErxMK+KmvKJOkqoU8dbV89PgfqS3dCcBxv7qSBZ9Mo2zj3uqYlSWb+fyZJ5h8852Ub9lEZclmAp4GQJIqIYQQRxbZ7yK6FJ87xOo5pQnnls3Yzhk3D2btj7vI6ZlEKBBBrVFRX+klq7uD7aubrm4ApBXYCXrDfPvK6iZJ17qfykkvsFHQP4XcXsn0GpWZ8IyXaH3hYJD6yoq4MVdVBV8++zcGnzyZMedcjMXhwGi3ozea8LtdDD5pMkaLBZPdQcGAwY33+Vyu/R8fJxQItMnPcCRz11Q3JlR6kxmz3R6XUDWKxfj54/cZfNJp/PC//+Dfb7VQCCGEOBJIUiW6lIY6f8LVJoBwMIpKBWPP7YFarSa/XyoqFZh2F7VY8vW2hKXQx53fg7VzdzX73NWzd3H6zYOwJRtRqTt+S9zRQm80kVXck5od2+LGfW4X86e9w5CTT2fCZdeg3d0/z2hpvleW0WLF7EjC66xvMqdSqUnJlXM+LeWsrmz8/ym5eVSUbG722pod27CnKSuBZpu9zWMTQggh2pvsXRJdis5w4M8BjFY9ZrsBo1WHLUWpHKjRqLGlGDnnrmEkZe7tU2S26znt+gFYkww4q5qWZd/D4wygVquaJFSxWAx3rZ/KbS52bayjeocbV7WPgDd8eD/kUSwUCOCsLKds43rqykoZddZ5JGfnNrlOo9Uy9LQzGxOqX2JNTmHS1TcmnBt+5tlYHEmHE/ZRybHPdsmQ369UWGyGRqslFovSfdhI9JbmrxNCCCG6KlmpEl2KxaHH7NDjdTZtUJuWb8W0X9+nSDiK1xnAXRsgHIow+caBoIJIMIbRosXiMKBSq8jrm0LJ8uqEr5lRaG+SzEUiUSq3uvj65dV46pWtYzqDhuGnFmJLM5LXJwVzJ2iW25V4nU5Kli2mrnwXgQY3G37+Eb3RxOm3/Y45b/+P7SuXAuDIzOLUG36LI/3gz+Wo1GoKBg3hooceZ87br1O1bQu2tAyOOfci8vsPQt/OTYFDAT/RSBSDues2I7ampJGSm09t6Q5qdm4nvag7KrWaWIIeYD3HjMNTX8fEK67HnpreAdEKIYQQbUsVi+1fNPro5nK5cDgcOJ1O7HbZptLZxGIxqne4+fjJpQT9kcZxs0PP1N8OJTlr76fgoWCE0vV1fPOf1YR2X6tSqxh5ehEDJuTGlT931fh479GFBDz7rTKp4PzfjyCjKP7PgrPSy9t/XkAk1PQN5ImX90WjV9NzeOI3/UrjWRXq3StfsVgMrytIJBxFo1Fj6QRNdttbJBymesdWVsyYTtnG9ViSkul33AnU7trJsumf86tHnyQSDIEKjFYb1uSUQ34tf4ObUCCARqvF3M4rVD63i/ItG1n61WeEAgH6HDuB7kOGY0vrmolGfUU5nz/9OBWbN1I8YjRFg4fz3SsvEYvt/XuRkpvP1N/dj85owiqVYoUQQnQxB5sbSFK1H0mqOr9YNIa7zk9FiYu6Mg/phTbS8mzYUuILSNSVe3j7TwuIRZv+EZ98w0C6Dd77RjYWi1FX7uX7N9ZSvlkpamBPMzHhV73ILnY0WalaPH0r8z9WqslldbfTb3wuOr0GtUaFq9qHRqui+9AMLI69CZLHGaB6h5s188rQaNT0H5+DPc3EjjW1LPyihIa6ANZkA6OndKdwQCqmo2ilq2LLJt754+8J71cwYtjkswgHgxT0H0TvseM7KLrD43O7aairYceqFUQiYVLzCtjw0xxW/zATAEdGJuff/yjW1DQ0Gk0HR9tyXpcTr8tJyOfFYLER8vvYvHgBPreTwkHDSC8okhLqQgghuqyDzQ1k+5/oclRqVWOfqOb4PUHW/rgrYUIFsODzErKKHY2rVSqVipRsC5NvGETAEyYajWEwa+OSoj2i0Whjo+FBE/NwZJqZ/9FmvC5lS2Jen2TGntuDfTsHN9QH+Obfqyjb5GwcU6tVmGw6ls3Ysfe6ugAz/7uWUVO6MXRSAVp913uT3VI+t4sZr7zYJKECWPLlJ5x9zx8pXb+mSyZVHmc9c956jdWzZuwdVKk45tyLGHrqmSyd/hnOygoWff4Rmd17kNunH470TNRdKLky2x2Y7XvbDISDQezpGai1WgztvK1SCCGE6ChSqEIccXwNQbYsq6au3NvsNe4af8KteyarnqRMMynZloQJFYBarSajwE5ylpm0PCtz3tnQmFAB7FxXx1cvriS0T6XBbatq4hIqgOLhGaz4fmfC11j85ba4Zx7J/A0NlG9c3+x81bYScnv3a8eIWs+O1SviEyqAWIyfPnib/P6D0BmU1dX1P80hEg7x+t23ULktcT+trkKr12Oy2SWhEkIIcVSRpEocceorfKybV0ZqbvMlttPyrOgMh74a0GNEBv2Py2XJN9sTzrtr/ZRvceL3hvC5g6z8fkeTayKhKNFI4pW0SDiKryF0yPEdSVQqFRmF3To6jBbzupws/OSDZuc3/vwj3YaOACAWiaBWqwkHAnz94tN4EpR+F0IIIUTnJUmVOKKEAmHWzttF2WYn2T2Smk2cRp/VHYP54MpxJ2JLNZLXO5n6iuZXwypKXIT8EWLRGOEEq2Ia7YF7Xv3S/JHCaLWS1bN3s/Pdh47EchiFKQ5XQ20NNaU7qC8vI+Bt/vd7f9Fw+IDJkdflxLC7vHj34aPYvmoFANXbt+JvcB9WzEIIIYRoX5JUiSNKyB9p3Na34LMtnHR1f5Kz9m5DMtl0nHxNf1Jzmq5iBXxhnFVe6so9eJxNz/fsS6NRYzBrMViaP5ZoTTIQDkUxWHUUD8toMu91h5oU19jDkWE6agpVmGx2TrrmJrSGptstx5xzIba0NFSqX04wI+EwAa+XSCTyi9cejIDXy6ZF83nr/rt47Y4b+M/t1/HFM3+lvqIcAJ/LSe2uUmp37cTrdDa532C2kN93QLPPz+nVh+rt2zDZHfQddzwbf/6xcU7qBwkhhBBdixSqEEcUrztIfr8UNiyooHKbm7nvbWDQCfnYUoxK8QmTlqzuTftOOau9lG92YjDrCHjCmGw6vM4gjgwTemPivyZmu57BJ+Sz4LOSJnNqrYq0AhtanVqp9Dcuh3XzyuLOSS39ZhsTLunNNy+viisPbzBrOfW6gc2e6ToSpeUXctlfn2XZ11+wY/UKLEkpjDrrXNIKig7YVBYg6PdTV1bKsq8/p658F1ndezHwxJNJysxGoz30f+LKN2/gkyce3jsQi1GydBGzNC8z+pwLmfHy81SWbFbiLyji5OtvIb2oGO3u19QZjYw+50I2LphHJBxfqt9ks5Pbux/+BjfHnHcxM195qfGa5OwcTNbmt64KIYQQovORkur7kZLqXduujfXUlXtYO6+MihJX3JzBrOWcu4aRst8qlbvWT32FlwWfl1C+ee+KQ2Y3Oydc1peU7Obf1Ltr/cx5d0Nc42CdQcPxl/ZBo4Fug9NRa5QFYWe1jxUzd7BxUQVqjYq+Y3PoPz6HaDRG2SYn1TvcpBfYyCp2YEsxHtTqzJEmEgoR9PvQaHXoTc1Xd9wjHAqycf48vnz+73HVFjU6Hefd9zB5ffofUhxep5MPHrmPqm3xCbNKreace/7IJ39/pEm1Qo1Ox2V/fZaUnLy4n6dqewkz/v0CFVs2gUpF0eBhTLj0avwNbhZ+Oo2SpYsa+zqpNRrOu+8R8vs1v8IlhBBCiPYjfaoOkSRVXdvWFdV8/e9VnHBZX+rLvWxYWEEoEKGgXwo9RmRiduhIy7XF3VNe4mT+R5sp3VDf5HlZxQ5OvqY/tuTE2/QA3LU+GuoCVJS4MJi0mGx6VGrI7ObAaIk/t7WnAIUKMNp0aDSyA/dw1JWV8vrdtxIONt2umZSZzQUPPootteWNdV1Vlbx881VNxouHj8Kaksryb79KeN+gSacx8fJr0erjt256XS4C3gZUKjVGmw2j2YLP7aZy62bmf/QuDdXVZPfsw6ip55GUlY1Wd3Rs/RRCCCE6O+lTJY5KtjQj4WCUb/69msxudvqOzUajU1O+xcn0f63kovtGNbknEo4lTKgAyjc7CXjD2JIP8JopJiwOA/ZUI5FIDI1GjSUp8dY9jVaNtZk50XLOyoqECRVAfUUZXpfrkJIqlUaDyWbH545f7UzJzWfH6pXN3rdz7SqCPm+TpMpst2Pe7x9ik81G4cAhZBb3JBIMojeZGkusCyGEEKJrkaRKHFEsdgMF/VPYvrqWihJX3BbAYacUYrY3XQGIhptW5tuXzx0kEokecFVJrVFjSZI3xO0tEjpw2flY9MC/t82xJCUx/Iyzmfv2f+PG/Q1uLMnNZ9i2lDQ0LVxlMpot8AvnxoQQQgjRucneI3FEMVp1TPx1X/oem41ao5xJ0hk0jDy9iMEn5qHVNy2xbnYc+E1wNBzD6zw6GvF2NUlZ2ag1iT8bsianNpYsbym1WkP/CSfSY+QxceNblixi2GlTmr1v1NTzMJil6a0QQghxtJEzVfuRM1VHhlAgjNcdIhyMoDNosDj0aLSJe1Z53UF+eGMdW/YpNrFHQb8U0gttFA/NIL3AluBu0ZEa6mtZOfNr5r33Zty4SqXm9NvupnjEaLS6Q+9H5nO7aKitpXzLRoxWKxmF3dEZjayeNYM5b/23scAEKhVjz7uYIaecickmf06EEEKII4WcqRJHNZ1Bi8NwcH+8zTY9Y87pASoVJcurlCJyKug2KI2+Y7P55t+r6Tkis20DFofEmpRC/+NOJC2vkKVff46rqoK0giKGnz6V5Ozcw0qoQCl9brLZSS8sAsBdU82O1Stx11Rx3n0P46quBCC7Ry8sySkYLVIKXQghhDgaSVIlBKDVqUnKNHHaDYOIhKJodGp2bajj63+vxppswGg9vDfnou3Y0zMwWKykd+tOJBhCZzRidiQddkK1P4+znuod2/jy2b9z/v0P46mvpWTZYkJ+H7WlOxkwcRJ6kxm1WnZVCyGEEEcb2f63H9n+d3SKRmPs2ljPZ88sIxrZ+1dCZ9Aw9Y6hZBTKn4WjXfWObcx+81WGnnoma36Yybp5s+PmTTY7F/7xL6TmFXRQhEIIIYRobbL9T4gWUKtVZBfbufjB0WxaVEn1TjfZPZIoGpSGLUWq+gnw1NfSUFeLzmBoklCBcv5q3ntvMuHya7GnpnVAhEIIIYToKJJUCbGbRqshKcPMiMlFxKIxVGpVR4ckOhUVAyeezMYFPzV7xaZF8xlz3sUEzRb0JlM7xiaEEEKIjiSb/4VIQBIqsT9HRjbZPXv94nXRSASvy9kOEQkhhBCis5CkSgghDoLZ4SAajtBr9LEJ5w1mC4NPmkz1zm1Ew+F2jk4IIYQQHUm2/wkhWk0kGCS8axcxvx+VXo8mLQ3tEVLwRW80klZQhMdVT59jJ7Duxx8AsKakcuyFv0aj0xH0eNBodai18k+rEEIIcTSR//ILIVpFsLQU94wZ1PzzX0Rqa1EZDNjPOou0a69Fn5/X0eG1Cr3JhN5kYtxFl9Fj1DGs//EHhp42hekvPIWrqqLxOltqOufd9zApObkdGK0QQggh2ouUVN+PlFQXouUiHg91b75F1ZNPNpkzjx1L9p//jD43pwMiaztepxOvq56vnvs7lVu3NJlPzStgyp1/wF1dhdmRhNmRhCUpuQMiFcD/s3fX4VEd3QPHv3f3rm9W40KCu1Os7l5KS93d5a27963/2r51dzdKS90Firt7iPvuZt1+f6QNhGyQIglwPs/DU3Jn7uxsgPSenZlzCPi8BL0evNVVqDo9VpcLiysdvcHQ3lMTQgjRgUlKdSHEDhOrqqL2pZdStgUmTSLeUA+7WFBlttsJeBtSBlQAtSXF1JeVMv6RewHIKOzMmOtuxZ6ZvSOnKQBPdRXzf/qWqZ9/TCIeB5rOwB1xxXXk9uqL0Wxu5xkKIYTY2UmiCiHEVkv4fCR8vjbbw8uX78DZ7DjRcGij7bFopPn31WtWMeH/HsDvadjOsxIbqli2mL8+/aA5oAIIB/x8/uh9NNZUt+PMhBBC7CokqBJCbDXFZAKl7TT0avquWQzXZLWhaFL/GFUUDTpDy8LRVatWEJR06zuUp6qCKeM/StmWiMdZ+MfPyC54IYQQW0uCKiHEVtPabFj23jt1m9OJLm/XTNhgdjgYePDhKdt67rkPq+fMaHU91Ni4vacl1pOIx/FWV7XZXl9aQjwa3YEzEkIIsSuSoEoIsdV0WVlk33Iz+q5dW1zX2GzkP/csurw8EpEIkdJSgvPmE1q0mGhl2w+6Owu90cTI49m1pFMAAIwpSURBVE5mxHEnoTOaANAZjAw+7CiKBg5h9ndftbrHbLPv6Gnu1jSqirugU5vtWV27o+r1O3BGQgghdkWSqEIIsU3oi4ooeO5ZomVlhBYuRJefj6F7d3T5+ST8frwTJlD1+BMkg0GM/fpiHzcO89Bh6LIy0e7EmTYtDiejjjuZ/gccSiwSRqvqWDHjL7599gmSyUSLvkUDh2KSoGqHsmdkMfK4k/n0gTtbtemMJnqMGN0OsxJCCLGrkZTqG5CU6kJse76ffqLk0stQzGbyn3kajU5HtKKCxt9+I97oJ/PKK9B37oxmF0lv3Vhfxx/vv8HC334mmUigKBq6Dx/FfmddQJp71zxf1pF5a6pZPWcmf7z3BkGfFwBnTh6HXnIVGUVd0G9w9k0IIYT4x+bGBhJUbUCCKiG2rVhtHcXnnEMiHCbvsUepf+ddfD/8ABoNtkMPIe3ggym/8y7y/u8xzIMGtfd0t5lIKEigoYFwMIDeaMLscGAwSeru9hIOBPA31BH0edFqVQxWK/aMLDRabXtPTQghRAcmdaqEEB1CMhohvGYNBc88zdoLLyJeV9fc1vDhRzT+8SfZt95C5T33UvDKy6jOXaNArt5oQp9tau9piL8ZzGYMUo9KCCHEdiKJKoQQ25Wi15Nx1VX4p0xpEVD9I1ZWRnjJUlBVEt62a10JIYQQQnRUElQJIbYrjcWCedgwGn/8qc0+jX/+iWnwINDKjyQhhBBC7Hxk+58Qu4hodTWJv2sgaUwmdNnZ7TyjJrHKSvy//oLG3PZWOI3JhL5TIdpdZOvfvxWLRIiEgqg6PXqTiYDXg7+hnvryUsw2O47s3KYtbElAoxD0eNBoVawuV3tPXQghhNitSVAlxE4uGY8TWbWKqieepPHnnzH27In7wguJd/GisVjQZWai6HTtNr/GX37F9/332MeOJTR/Qco+tiOPwDx8OFqLZQfPrmOIR6M0VFUwc+J4ypYuxpaRybCjj6emeDU/vfY8eqOJMdffTmNdLXWla7E63Sye/BvLp05G1RsYePDhFPTpjy0js73fihBCCLFbkqBKiJ1cpLiYNWefQ7ymBvcF56Nm51D1yCNES0vRWK04Tz8d52mnosvIaJ/5lawlvHQZWqcT84gRBKZMadGedthhmPfYA31eXrvMryOoWLmcD+++mUQ8BkBdWQlmm4P+Bx7CcTffTZo7neL5c/jt3dc59rrb+OjeW2msr22+v3zZYgoHDOag8y/FkZXTXm9DCCGE2G1JUCXETiwWjeL77jviNTWY99gDrdNJ5b33NrcnGhupff55wkuXknP/fe2SWc88fDj1b75FxR13knnjjTiOP47G335HUbWkHX4Ehh490Od0jK2K7cHfUM+3zz3RHFBptCpHXHkdK2dM5YO7mgItrarSe+/9GXvDHSz9648WAdU/1sydRV1pCf4GL5lFReh2kZpfQgghxM5AgiohdmLJujr8kyYB4Bg3jsoHH0zZr/Gnn4jV1LRLUGXq2w81J4dYeTmV996L1u3GPHQIiWACxWjcrQMqgFCjj/ry0uavBx9+NIv//JXlUyc3X4vHYsz/+XvisRhWZ9vnpxb+/jPuvAKMFhPu/E7bdd5CCCGEWEdSbQmxE1OMRrR2R9PvDXri9fVt9g0vW9bi61hdHcF586h54QXq3nmXyOrVxP3+bT5HXU42hW+8jmXvvUFRiNfWEpw7D/uYYzD16b3NX8/fUEdt6Vrqy8sI+na+FO2d+g5g+bS/UrYt/uNXCvr2b/NeRVHoPnwUZUsXkYjHt9cUhRBCCLGBnWal6v7772fixInMnj0bvV5PQ0NDqz7FxcVccskl/Pzzz1itVs466yweeOABVHWneZtCbBHVbsd5yin4vvsORVVBUSCZTNlX63A0/z5aXU35rbfh/+235muVikL2nXdiO+pItFbrNp2nvlMn8h57lHh9PcloFE1aGmpmJoqibLPXiIbDlC9bzPcvPUNDRRkAuT17c8iFV+DKK9imr7UtGa1puHLzqSsrASAaCbf5Z5hMJtAZTLgLCqldu6ZVe599DuDj++/koPMvIRoJYzBJsVshhBBiR9hpVqoikQgnnHACl1xyScr2eDzOkUceSSQSYdKkSbzxxhu8/vrr3HHHHTt4pkLsWLpOBbjOPpvAzJlYRo9K2UdjtWIoKgIgmUjg/errFgFVU0OSirvuIlpevl3mqbXZ0BcWYujWDV1W1jYPcupK1/Lxfbc3B1QAZUsW8f4dN+Ctrtqmr7UtWRxODr3karR/f/ij6vQb7R8JBtj39HNx5uS2uN558DCSyST+hlr+eP9NouHQdpuzEEIIIVraaZZw7r77bgBef/31lO3fffcdCxcu5IcffiArK4tBgwZx7733cuONN3LXXXeh12/8QUWInZU+Lw/nmWeS8HpIxmJEitcSXbu2uV0xGil44XnUzKZ027GaGura+HcE4Bk/HuP112/vaW9T4YCfPz98m2Qy0XxNUTToTSYioSArZkxhyOHHtOMMNy6rSzfOfORpZn3zBQGvh8zOXalataJVv5zuPalavZK5P3zDEVdcy69vvYpqaEqp7sjKIeRvxJGVQ21JMeHGRqwOqV8lhBBC7Ag7TVC1KZMnT6Z///5kZWU1Xzv00EO55JJLWLBgAYMHD055XzgcJhwON3/t9Xq3+1yF2Nb0uTmQ25RKu/DttwivWEFwzhz0BQWYBg1Cl53dtD0QIJEgXlfX5ljR8oodMeVtKhIKUb5sCQCqwcCB516CO7+Axro6TDYbGq2WWCyKqrZfva6N0aoqikaDotHir6/jwHMv4dvnn6CutKS5j7ugkNEnnMbE/z1CqNGHVtVx2KVXU75iGStnTKPPPvvz+3tvsP/ZF/LZw/egKDvNRgQhhBBip7fLBFUVFRUtAiqg+euKirYfEh944IHmVTAhdgW6rCx0WVlYR49O2a6xWDAPH47/999TtqcdfND2nN52odVqsTpdxMJhTrzzAf5453WKF8xtbndk5zLmultJLyhsx1m2zV9fx2cP3t2cBXD+Lz8w5rpbqS8vxV9fh9Xlxt9Qz1dPPUqosSn5RqjRR+Wq5Uyb8Ane6irWLpzLvmecR+mShQw58lh0RmN7viUhhBBit9KuH2XedNNNKIqy0V+LFy/ernO4+eab8Xg8zb/WrrdtSohdkTYtjcxr/gMpErjo8nIxDxq04ye1lcx2ByPGjGPkuFOYPuFTihfMxV1QSI+Re1LQdwCeqgrGP3Iv9eVlmx6sHfjqa1ukVfdWVZJMJPjuhaf469MPmPjkw/z4ynMEfX+vpCsKFqeLxvo6DGYLAI11tURDQWqK19B/v4M2mnpdCCGEENtWu65UXXvttZx99tkb7dOlS5fNGis7O5upU6e2uFZZWdnc1haDwYBBimSK3Yw2I4NOr71K1UMPE5o/H1QV22GHkXH1Vehyctp7elss1tCAOxDGNWgo83/+npOuvBHt8pXEZ89Byc5Cd+VNTPvzZxrrajE7HB0uK56/vuV2zGQygbe6igEHHca0zz9u1b/vPgdQV7qWjIJCZn39RfP12tISXDm5mNJsKBrZ/ieEEELsKO0aVGVkZJCRkbFNxho1ahT3338/VVVVZP59IP/777/HZrPRp0+fbfIaQuwK4h4PtS++hO/773GedCLpV1yO6nSSCIVI+P3E6uvbpUjw1ojX11Nz9TW4vhjP0aedS8M11xOvqVnX4Y03GXb3nYTCISIBf4cLqtLcrX8OfvfC/zjhjv9itFiZMXE8AU8DRouVgYccSc9Re/HDS8/QZ98DiQQDzffY0jPILOqCxbFz/fkJIYQQO7ud5kxVcXExdXV1FBcXE4/HmT17NgDdunXDarVyyCGH0KdPH8444wwefvhhKioquO2227jssstkJUqI9cSqq6l/800AGv/4E0O3bpTffgfhJU2JHox9+pB9370Ye/RYl9yig0v4/ZBMYtbpqX3muZYBFUAiQf0991Ew/lNi8UTqQdqR1ekip1tPypcvab4W9Hn56J5bOPGO/9JlyB7EImE0WpXq4lVMnzie4WNP5KunHm3urzeZySzqiisvvz3eghBCCLFb22n2h9xxxx0MHjyYO++8k8bGRgYPHszgwYOZPn060HRQ/csvv0Sr1TJq1ChOP/10zjzzTO655552nrkQHYv/z0kAKDod6RdfROk11zYHVAChhQtZc+ppREpL2xqiw9Ha7aCqaOsbCE6ZmrJPMholumw5+g6YwMFsd3DUf26icOCQ5msarZbuI/fEZLORXlCI1elGURTS8wvJ7tKdL554sHmVyuJwMu7We3Hnd8Jss7fX2xBCCCF2W0oymUy29yQ6Eq/Xi91ux+PxYLPZ2ns6QmxzdW+8SeUDD2A74ggUgx7PZ+NT9nOdew4Z//kPGl3HTEO+vkQgQNVjj2EePpzSq65us1/WfffhGnf8jpvYFgr5Gwl4PUSDQQwWCxa7s1UWP29NFb66WhQUAp4GTDYbFqcLe8a2L6gshBBC7O42NzbYOfb2CCG2GcueTanW9V274Pvm2zb7BaZOJeH3o3E4dtDM/j2N2Yz7kksIL12KrqCgRfHj9ZkHDdzBM9syRosVo8W60T629Exs6Zk7aEZCCCGE2Bw7zfY/IcS2oWZm4jrnbOINDagbSRSjZueg2YnOI+rS0zEPG0bWbbdBihUb+7FjNvp+hRBCCCH+LVmpEmI3o7XZcF94IZEVK4jV1OKfNCllP/e556AxmXbw7LaORq/HsscwCt97l6rHHiM0Zy5qZibuCy8g7YADUO1y3kgIIYQQ256cqdqAnKkSu5NodQ0NH7xPzTPPwj8/CjQaMq75D84TTmhKALGTink8JINBFK1WVqiEEEII8a9sbmwgQdUGJKgSu5t4YyOxmlpC8+eBomDq3x+t243WYmnvqQkhhBBCtCtJVCGE2CxaqxWt1YqhqLC9pyKEEEIIsVOSRBVCCCGEEEIIsRVkpUoIIUSH11BZQV1ZCWVLF2HPyCKvVx/S3BnodqIMlUIIIXZdElQJIYTo0OrLS/nsobupLy9rvqbqDRx7w+3k9ugtgZUQQoh2J9v/hBBCdFh+j4df3nqlRUAFEIuE+fzR+2msq2mnmQkhhBDrSFAlhBCiwwr5PKyaOT1lWzQUpLakeAfPSAghhGhNgiohhBAdViwaJZlMtNnub2jYcZMRQggh2iBBlRBCiA5LbzJhtjvabM/q0m3HTUYIIYRogwRVQogWEuEwkZIS/FOm4p86jUhpKYlwuL2nJXYz8VgMb001Or2BvU4+I2WfTv0HYXE4duzEhBBCiBQk+58Qolnc58P37bdU3Hsfyb8DKcVoJOvmm9DaHehyc9Dl56O6XO08U7Era6yvY9bXE5j17USioSBjrr+Nwy+/lj8/eBtvdSU6o4n+BxzCkCPGkObOaO/pCiGEECjJZDLZ3pPoSLxeL3a7HY/Hg81ma+/pCLHdxKqrift8KFotGocD1W4nOHcuq088KWX//GeepuyGG7HstSeZN91EMhgkXl+PxmwmVldPYMZ0rKNHoy8qQk1P38HvRuwqgj4v373wFMunTW5xvcfIvRh5/MkoioJWVVG0WkI+LwazlSRJdAYjaS53O81aCCHErmpzYwNZqRJiNxMPBgnNnUvFXXcRWbUaAPPw4WTfeQcN4z9v8z7P55+TdtSRpO23H+W33Ubgz0nNbaZBg0i/7FLWXnoZhl69yHv0EXSZmdv7rYhdUMDT0CqgAlj61x+smTeLk+9+mC8ef5D9zrqAFdOnsPDXH4nFonQZPIyRx52MwZqGzS1BvRBCiB1LzlQJsZuJrFhJ8TnnNgdUAIGpU1lz+hmkHXhgm/dFS0qx7rUX9e+93yKgAgjOnk31U0/jvuACglOn4v3iC5KJtjO2CdGWurKSNtvCfj/15WWMPuE0vn/xaWZ+9TkhfyOxcJilf/3J+3feiL++jkZP/Q6csRBCCCFBlRC7lbjPR/UTT0CKgCdeX0948SKMffukvNfQvTtqZib+335D63Zj6NkT7XpJAkJz52Lo3pSJre7Nt4jVSFFWseVMaRvfdm0wmfF76mmoKGvVFgkGmP3tl0SDwe01PSGEECIl2f4nxG4k4fcTnDu3zfbAjJnou3UjtGBhywZVxXbUkSQaG8l97DGSwSDR0lJ0hZ1QNBqqHn+CWHk5icZGUFXiPl/KwE2ITbFlZGFKsxH0eVu1deo/kIDXw4ppU9q8f8282Qw48DCc2bnbc5pCCCFECxJUCbEbUXQ61PR0It7WD6wA+oIC7GOOITBlKrGKCgDUnBwyr7sWz8SvcJ1+OmU33Ei8trb5HjUnh5x776HsppvRWtMgFsOyzz5orNYd8p7EriXN5WbsTXfy8X23EVlvxcmRlcO+Z5zHrG++RG82tXm/3mgisZFiwUIIIcT2IEGVELsR1e3GfdFFlN94Y+tGRcE+7ngM3bpR9MH7xOvrScbjxGpqqH7yfzhPPIHSa65pEVABxMrLqf6/x8m89hpCCxei6HRkXH01WgmqxL+gaDRkdenGGQ89RcnCedSXl+LK7wRAfVkZVSuXs+dJZ7Bk0u8p7++9175YnZLyXwghxI4lQZUQuxnrXnviOPEEGj78aN1FVSX3v/ejz81FURR0WVnosrJIJhL4fv6Z9AsvQM3KIlpcnHLM0MKFGLp1w/vtdxR9+AH6zkU75s2IXZJGo8WRlQ0KLPrjF+b99B1BnxeL08Vhl1xNwNtA/wMPY96P37S4L7dHLzr1H4zeaG6nmQshhNhdSZ2qDUidKrE7iHk8xGtqCM6di8ZowtivL9r0DLQmY4t+cZ+PtRddTHDuXHIfeoiya69tc8yiD95HX1SE1m7f3tMXu4lkMklDZQWzv/2S5dP+Qmc0MuyoY+nUbxDxaJSg18OCX38kGgnTZcgeuPMKMFrTSJOU6kIIIbYRqVMlhGiTarej2u0YunbdaD9Fp0frdkMshtZiAUWBFJ/DKDodGrtdAiqxTSmKgjM7h31OPZvhxxyPotFgtjua2505uWQUdSEaCaEoGkzWtPabrBBCiN2apFQXQrRJYzTgPvssABr//APb0Uel7Oc48QQC06cTbyMBhhBbQ6vTYXG6WgRU/9AZDJjT7BJQCSGEaFcSVAkhNkrftSvuiy4itGQp6Zddjuucc5oz+2nsdtwXX4y+S1cqbrudWE3tJkYTQgghhNj1yPY/IcRGqQ4HznPOxrLnaKJlpURWryb77rtQVJVkKIzniwn4//gTgNCCBRi6dG7nGQshhBBC7FgSVAkhNileXc3a886n8P33aPz5Zxp//jllP2WDRBdCCCGEELsD2f4nhNioWCBA/bvvoUlLIxEIYBo8KGU/Ra/HUFS0Q+cmhBBCCNERSFAlhNioRH094UWLQFGIlpSQfsklaB2Olp00GrJuvYVkItEucxRCiB0pEotTXBfgq/nlfDu/nEXlHqp9ofaelhCiHcn2PyHERilGI7q8XIKzZ6O63FQ+9DA5/72f8PLlhBYsRM3MxLrnnvh++w3ziJHtPV0hhNiuIrE4M1bVo9NpcJr0zCttIBhNoMlpKjmRYTO19xSFEO1AgiohxEbp3G6cp5+Od+JXeL78krSDDqLk0ssw9O6NoXNnwsuXU//RRxQ8+yxqZkZ7T1cIIbarCm+YdJuB6z6aw5wST/N1k07Li2cOxWxQsRh07ThDIUR7kO1/QohNUjMzyb77LnzffQfxOLmPPoLqchJasgRddhad338fQ5/eaM3m9p6qEEJsV95AhBd+W9kioAIIRuNc+OYMKrzhdpqZEKI9yUqVEGKT9Hl5sM8+dB42jMiaNaDRkH3nnSQVBV1GBhqjZP0TQuwedKqWL+aUpWwLRuPMK/HQNcO6g2clhGhvElQJITaLPien6b+dm+pQKRpZ6BabJx6L4aupYtnUyVStWUV+r74UDRyCLT1D/h6JnU4imSQcazspT7knuANnI4ToKCSoEkJsEXkIFlsikYhTtmQRn/z3duKxGACL//gFg9nCiXc9SGahFIsWOxejTkOO3Ui5J3W2v8GdnDt4RkKIjkCejoQQAkiEwyT/fugX205jXR0THru/OaD6RzjgZ+KTD+NvqG+nmQnx7xS5LVx7SI+UbX1zbeQ7JfufELsjCaqEELu1aHkFDZ99RskVV1J28y0EZs8m1tDQ3tPaZTTW1RLyN6ZsqytdS9Dn3cEzEmLrKIrCPt0zeGTcALJtTedJdVqFMYNyee60IeQ7JWGPELsj2f4nhNhtRUpLKT7zLKKlpc3XvF98geu8c3FfcCGqw96Os9v5JZNJIqGNny9JyOqg2All2owcPySP4Z1dBCJxDKoGt1WP3aRv76kJIdqJrFQJIXY7yXicSHExkTXFZN1yM65zz0VjXZetq+6VV4lVlLfjDHcNDZXlJBOJNs/hGSwWjGm2HTwrIbYNjUZDodtC7xwbXTKsElAJsZuToEoIsVuJVFVR/957rDrhRNaeey4ll19BeMli8p54HK3b3dzP+9XX7TjLnV8kFGLSB2+zdPIfDDrkyJR99jvjfCxO1w6emRBCCLHtSVAlhNhtxONx/L/+SuV995Pw/F24M5nE/+ckKu+7n8zrrm3umwhKWuStEfb7WDrlT+b/8j1p7nT2P/tCnDl5aFWVzM5dOfqam+k2fBRarba9pyqEEEJsNTlTJYTYbcRKSqh56umUbZHVq1E0WrQOB/GGBmyHHbqDZ7drSQKgAPDbO6+RXlDIgIMOw+Jw4qmqoL68jB4j9mzPKQohhBDbjARVQogOIR4IkPB6QVFQ3W4Uddv/eEoGAsSqqtpsD69Yji4vF2OfPugLC7f56+9OTJY0eozai8V//AJAzdo1/PrWK83tpz3weDvNTAghhNj2JKgSQmx3ca+XeEMDyWgUTVoauszM5rZkLEZkzRqq//cUjb/+isZsxnHySThPPBFddvY2n4tiNpMMBFK26XLzcJ11NuaRI1HT07f5a+9OdEYjo084jTVzZxH0elq09d33QGzpmW3cKYQQQux8lGQymWzvSXQkXq8Xu92Ox+PBZpOsVOLfS4RCxGpqiFVWoqgq2owMdJmZ22UFpiMLr1lD5T334p80CZJJdHm5ZN1yC+YRI9BarYRXrGTVuHEkNzjDZOjVi4IXXkCXte0evsMlJdS/8ir1773Xqk1jsVD08UcYOnfeZq8nwFNVyaI/f2H51MkYLBaGHTmWzC7dsNgd7T01IYQQYpM2NzbYvZ7uhNhB4l4vni++pOrhh0mGwwBobDZyH34Yy8gRaIzGdp7hjhEpK6P4zLOIVVY2X4uWllFy2eV0ev01jAMGUP2//7UKqADCixcTWrSoRVCVjEaJ1dVBMonWbkdjMm3RfNS0NNIOPZTI2rX4//ij+brGbif/ySfQboeVsd2dPTOL4WPGMejgI9BotehNUhhVCCHErkdWqjYgK1ViW/BPmULxWWe3btBq6TLhcwxdu+7wObUHz1dfUXbNtSnbjP36kve/p1h51FFtbsezHXUUeY8+AkC0vJz6996j4aOPSUYiWA86iIxLLkbXqVObdZBSiVVXE1y4sGnM4mK0Thf6wk6oeXnoXJLeWwghhBDryEqVEO0k7vVS/XTqDHPE49R/+BFZN1yPshukkg5MntxmW2j+ApKRMBqTiXgbQZXWbgcgWlFB8bnnEVm1qrnN+/nnNP70E50//miLkkqoGRlYR48mVluLoWtXFL0eNSMDRVE2ewwhhBBCiPVJnSohtrFEKES0eG2b7eGlS5u3BO7q1I1sp1MzMiCZJPuuO6GNlSb7cWMBCMyY0SKg+kfC56P21ddIhEKbNZ9YTQ3B+Qvw/fAD0fJyFJ2u6ZybBFRCCCGE2AoSVAmxjWlMJgw9erTZbhrQH8Vg2IEzaj9pBxwIbazIOcaNo/yOO2j8/Q/ynnwCNghs3BdeiC4/n0QkgveLL9t8jcaffiLu9W5yLpHSMoovuJDV48ZR+p9rWHPKqaw59TTCKYI1IYQQQogtIUGVENuYNi2NjMsvS9mm6PXYx47dLbb+AWidDnLuvQdFr29x3XrAAegKCwlOm47nww8Jzp1H0YcfYDvmaJynnUbRp5/gOu9cVLsdRaNBsVrafA3FZAJl4z/KYh4P5bffRnjRohbXo6WllFxyKdHq6n//JoUQQgix25NEFRuQRBViW4j7/TT+9juVd99NvKEBADUnh7xHH8E4YAAana59J7gDRUpLiZaWEquuJlpWjqF7N0Lz5lHz/AsQjwNNtaO6fDEBfV5eyjECM2ay5rTTUrZl3nwzrjPP2OgWvvCqVaw8/Ig224s++xRT795b8K6EEEIIsTuQRBVCtCOtxYLt4IMwDxpIrK4eRatB63Rt05pLOwt9Xh5aux3fjz/R8NFHRMvLIRpt0ScZCKRMq948RpfOOE45hYYN6ksZBw3CdvhhmzwTlWgjEcY/4vX1m3gXQgghhBBtk6BKiO1EUVV0OTnocnLaeyrtTmu1os/LJVpcnLJdMZlAp0/ZBqA6nWRceQWOscfS8MknJAIB7GOOxdCjO7rMTQeqWpsNRacjuUEw9w+d1KfaqEgoSMDTgL+hHlVvwGJ3YHW523taQgghRIchQZUQ21EymSRWXkFo+TKixWsx9OyBvrBwswKBXY2uoABdXi7R0rJWbY7jjyM4dy66zIw2C/qqTieq04lpwACSyeQWZexT09NxnHoq9W+80arNuv/+aKU+VZsCHg/TvviEmV99TuLv7Zpp7gzGXH8bmYWdt6hGmBBCCLGrkqBKiO0kmUwSXryE4nPOaT5XBaAvKqLg5ZfQ5+e33+TagS4ri4IXXqT0mv8QXroMAK3LhfuiizD27kXZzbdgHjQQfUHBJsfa0hToGpOJ9AvOR2PQU/fmWyRDIdDpsB9zDBlXXoHqcPybt7TLSyaTLJvyJ9O/+LTFdV9tNR/efTNnPvIU9oysdpqdEEII0XFIUCXEdhKrrGTtRRe2CKgAIqtXU37b7eQ9+QTq38VtdxeJWBT7ccehLyxE604n4fPiGf85wdmzybj8MhKh7Ve/S01PJ/3yy3GceBKJgB+NyYSant7mypgAf30dkz99P2VbJBigbMkiCaqEEEIIJKgSYqsl4/GmwEmrbbHiEauoJFaVOlV34K+/iNfXo9rtxH0+SCbR7gbZJhVFQ9WDD5F16y00fPwJjT/+2Nzm+/przCNHkvvwQ9tte6RGr0efnzrD4O4uHPATj8YwWCxo1ab/NcRjMfz1dW3eU71mFb332m8HzVAIIYTouCSoEmIrREpL8Yz/HO/XX6MxGnCeeirm4cPRWK3EPQ1t3qcYDJBM4vnmGxreeZdkNIp97LFY9913l06aoHU5MQ4disZsbhFQ/SPw11/4f/sN+7HHoqjy42lHCHg9VK5czrQJnxD0eigcNJSBBx2OIzMLraqS5k7HV1uT8t6sLt138GyFEEKIjknqVG1A6lSJzRUpKWXNqae0Wo0yDRmC8/TT0BcWsvr4cSnvzfnv/TR8PoHglCktruuLiuj02qu7dMbA8Oo1VN53H/4//kjZbuzTh9xHHsHQtcsOntnuJ9joY9KH7zD72y9bXNebTJxy76M4snJY9McvfPfC/1rda7SmccZDT2JL3/2SrojdSzyRpNIboiEQRdUquMx60tMM7T0tIcQOInWqhNiOEtEo9W+/nXJ7X3DmTBzHH49/0mSsBx5A448/tWjX5eWi6A2tAipoOm/l+eIL3Oedh6LVbrf5tyfV5SQRCrXZnggGCMycgdbVlO1PbD/+urpWARVAJBikdMlCVs+eQTKZZI9jjmflzGkUDRyCVlXx1tQw4thxElCJXZ4vFOWHRVXc/cUCGgJNJRm6Zlh48uTB9MmxodFsWdIcIcSuS3LhCvEvxOvq8E6c2GZ746+/oi8qxH7MMTjPOqupDhOgdTjIuvMuPBMmtHlvwyefEtuFi9FqbTbsRx3VZrtlr71p/OFHEl7vDpzV7mn13Jkpr9syMtGqKr++/Sp/fvAW+b37MmLsiVSsXMaaebPJKCxCZ5QEH2LXN7/My38+mN0cUAGsqPZz8ot/UdLQdsFyIcTuR1aqhPg3FKXpV1s0GqJrS9CkpeE87VTcF1wAsSgkQWO3Uf/WW23fm0jALr4p17rvPujy84mWlLS4rnW7se67D2svvIgs5ZZ2mp3ou++BzPnuawD2Of1cZn7zJWvmrAvAKlcuZ/a3X3LcLfewdsE8Cnr3Q2cyoSgKFocDraprr6kLsc3U+yM8/M3ilG2N4Rg/LKrk3D077+BZCSE6KlmpEuJfUJ1O7MeNbbPddsThaNLSMA8ZTHDadCrvuZu6199ozvTnOPGENu+1H3ssqmvX3vamy8mh4JWXcZ56KlqXC63Dgf24seQ+/BAV99yLaegQNFuZbj4Ri22j2XZMsYYGwitXEVq4kEhJCYlIpFWfZCxGtKyM0NJlRIqLiTc2tmgvGjgk5dgWp4uGynLMdgdGi7VFQPUPX20Nc7//mk59+1O+bDFfPvEgXz7xIFM//5j68tYFnoXY2YRicZZW+Npsn7qqjkRiF/8ETAix2WSlSoh/QdHpcJ54Eo2//oZ52FD0hYXE6+vxTPgCx4knophM6B0Ois85l1hVVfN9da+/Tva992Lda0+MgwcTmjWrxbi6vDwcY4/dZc9TrU91uzEOGYyhR3fQaAn89RdrL74EjV5P/tNP/asaXslolGhZGd6vvyY4Zy7Gfv2wH3Ukam4uGl3T6km0uppYeTnhlavQ5eag79Rpp8u4GFm7lrKbbyE4fToAitGI+/zzcJ5yCqrbDUCsvh7P559T88yzJHw+0Giw7r8/2bfegi43FwCry8XQI49lxsTxLcb319fhzu+ExeFk1azpbc5j8aTfyO/Tn5UzpzHyuJMJ+jwANFSWo2gUHFm7bsIVsevTazXkO80sqUwdWPXOTpMzVUKIZpL9bwOS/U9srngwSGT5cqqffprQgoXosrNwn3c+urw8PF9MIFq8lsZff219o0ZD12+/QdHr8U+aRP0/KdXHjMF2+GG7dOa/DcUaGoisWEHtq68Sq67BMmoUjuOPQ7GmEa+pIRmJoHU6UTMzmoOitiSTSYKzZlF8zrkkw+uKCCs6HQWvvoJ56FCi5RWUXHop4SVLmtvVzAwKXnkFY/edIz14tKqKNWecSXTNmlZtmTfegOvMMwGof+99Ku+7r1UfQ8+eFLz8ErqMDAACPi/Va1Yx44vPCHgb6DxoKP0OOBRvdRWzv/0SRaNhyaTfUs7FlGbj8CuupWbNav784C3if68OalWVvU45i56j9ibNnb6t3roQO9xX88q59J3WK7WqRuH7a/ahc7q1HWYlhNiRNjc2kKBqAxJUic0VmDuXuldfI7J6NZEVKzCPGI7GbMbQsyfmkSMpPuPMpvNRKeTcfz+O448DmgILEgm0DgeKZvfckZsIBklGIihmM5HVqyn9zzVEli8HQDGbybzqSmxjxrQorhwpKyM4ezbBWbMwdOuGefgIPF99halnD5LxOIpGSyIUpO6NN4hWVFL0/ntU3H0P/t9/b/X6ak4ORe+/hy4ra0e95X8l7vEQWrCA4nPPS9musdvpPP4zFEVh1bFjm4pSp1D4/nuYBw1qcS0SDBKPxdCbzWi1WsIBP6tnzyQej/H104+lHGfwYUfTe+/9effWa1K2n3TXQ+T37rvZ70+IjqbeH+a1SWt45uflxP/e6mczqjxz2hBGdHahV3f9XQVC7O4kpboQ20GkoqLp4V+jITBtGopGg33MGCyjR+H78SciK5ajulyoLjdap5N4bW3KcRL+dWdb1g8UdlcakwlMJiKlpRSfcWaLYCAZCFD5wIOomZnYDj8cgPCKFaw540zidXXN/VznnYealUXp9TeQDDZl5dI6nWTdegue8eOJ1damDKgAYuXlxKqqOnRQlYxGCa9aTXDhwjb7JDweksEgSWgzoAIIL1naKqjSm1pm8zOYLXQePAxfXQ1FA4eweoNzVVaXm+7DRxOPRUlzZ+CrbV1eYNoXn+DMzceylefjhGgvTouBi/bpwrgheaytD2JQNeQ4TGSlGVC1u+eHYEKI1CSoEmIzRMrLCc6cRe0LLxAtLcXQvTvpl18GKFQ99BAau528hx+m4YMP8E78Cl1hIXn/9xhrz7+AZDTaajzT0GEEZs6i4ZOPSSYSOI4di6FrF9T03XurVHDmzDaDgarHn8C8xx6g0VB2/Q0tAio1Kwtjr56UXX9Di3vi9fWU3XwLBc8+A7F4U8bGNhbn1x+vI4pVV5No9G20dpdiMqEYDJBs2vaY6u8egC5387aY6k0mbOkZHHT+ZZQsms+8H78lGg5RNGgoeb368vUz/wfA/udcSO3aYlx5+QCsXTCPhb/9iLeqkmgoCBJUiZ2YxaBiMah0clvaeypCiA5MgiohNiFaU0PDe+9T++KLzdeCs2ez9vwLyPnv/aQdeSS+iROpevxxnKefTvVjjxFdswbPF1+SdvhheCd80WI860EHEaupoeSii5qveT8bj2Wffci5/77msy67o+DcuW22RYuLSUYiJIJBQosXY913X0xDh5KMRtE6HdS//0EbN0Zp/PVXHCecSPZdd1Jx510pu+ny8lpdSwQCJAGt2fwv3s22lQhHaPz5Z8xDh6F1uVIGgc6TTkLNyIBEEvvYsTR8+GGrPhq7HX3Xrpv9ujqDkUSinjnff01erz5oVZWypYuYOv4jAAoHDMZgtrB82mQqP1iOomjoPHgYR119E2vmzsJolTMnuytPMEpNY5i1dQHSjCrZdiO59qbU+0IIsauRoEqITUh4PNS+8krKtqqHHyH/+efxTZxIePFiDJdf1tzmnTCBog8/IF5XR3DWbLRuN47jxmIaOpSaZ55tNZb/t98ITJmy0cK4uzpDj55ttqnZ2aCqkISCF56n8bffaPjkEzQGPY4TT8R11pmULVpEMhBodW9k9Rr8f/1FMhrFNHgwwQ2yLlr22bvFKmG0qprg3Dk0vPceyUQSx7hxmIcNbdftgYpOJREMUf3UU+Q++ADld95FrLy8ud164IE4Tz8NjV4PQPpllxJZu5bA5MnNfbROJwUvv7zFyVDikQjlyxZTvqxlzR69ycyQI8bwyf23k4jHAUgmE6ycOZXKVcs58fb/YrRIULU7qvaF+O9Xi/hs1rr0+hlWAy+eOZTumVasRqllJoTYtUhQJcQmRIqL4e8Hxg3FGxogsa4tuV6/ZCRCpKQEQ9du2I44AnQ6wsuWo+h0hNo4F1P3xptY9t4b1W4nEYkQq65uWqGJRtF37ozqdqPpAKsmWytWXU0iFEJRVbTp6c2Z/SyjRqKYzSkDo/RLL0HNyCASCFB+y63Eqted4am8736MAweSfestlN96W6t7jX364P/tV8JLl5H7f49RcvElJPx+FJ0O+7HHkn75ZWj/PtsWraqi9PobCE6Z0nx/YPJkjH37kv/sM+0WWClGI5bRo/B8+ikV991PxmWXobHZmrYEutOJVlc1vwcAXVYWeY89Sqyqisiq1WjdbvQF+ajZ2Vu8UqDV6TCYLYQD/hbX++xzAHO+m9gcUK3PX19H6ZIFzVsCxe4jFk/w7pTiFgEVQHVjmDNfmcp7F46kW6YVo06SPAghdh0SVAmxCYrBsPEOf9eU0rpcJEPrUnmbhgwhvHARjX/+iXnkCMKLlxBdvQrfD3HyHnmEho8+wvfDDy2GSgSDEIuRCATw/for5TffQjIUampUVdIvvRTbYYeitdtR3W7iXi+x2loiq1ejSUtDn5eHmpGBonbMf9pxn4/AjBlUPfgQkdWrUcxmnCeeiOucs9FlZaHLzqbw9dcouezydUGTVovr7LNJO/BAkrEY9e+91yKg+kdozhySxx+PmptLrGzdw5yi02E77LCm1cZ4HF1ODp2/mEDSH0AxGVHT09EYjc39g7NmtwiomsdfsIDGX37BedJJ2/4bsxl06ekY+/TBOHAgoTlzKL/tNtBq0RgNJOMJij76CO0GW+2akqa4MPbqtVWvbU3PYOChRzL1s5bbCTM6FbH4j1/avG/FjKn02edAtB3076PYPqp8YV75Y1XKNl84xsw19bgsenIdppR9ACKxOFW+MMFIHJNeS2aaQTLtCSE6NPk/nRCboGZkoElLayqgugF9ly5oTCYyrr0WXUE+9W++1dSg05F53XV4v/+OrJtupPTa60h4PM331b36Gjl3303c72+xPct26CFo7XbCK1dSds21LZMqxGLU/O9/6HJz8H79Ddm33Urta6/R8O57QFPwoCsqIueeuzH1798hAyv/5L8ovfLK5q+TgQB1r79OcOFC8h//v6aCwP37U/TRh8RqakgEg+iystC63WgtFqJVVfi++rrN8Rt//RXLnnvi+ajpvI+amUnWzTcRD/ibAqr8fBS9AV1m6nNrcb+f+nffbXP8+vfeJ+3gg1Fdrn/5Hdg6+sJC8h59BM8XX9Lw0UckGhux7r0X6Zddhr6wcLu9rk6nY8ABh+KrqWbRH780/71MxOOYbDZC62WzXF+aKx3NblDIWrQUjSfwhmJttgeicRpDUUrrm+o9ZaQZWhTRrfKFePWPVbwxaQ3BaByzXsvZo4s4Z88iTHotWo2CSdfxfr4JIXZv8lNJiE2IVlWT88B/Kb36PxBb96CgsZjJuf8+ap57nvDiRdjHjsV19ll40t04TzyJmhdfxHHcWKqfeLJFQAVAIkHF/feT9+gjzUGV1u3GPvY4SCabHuzbyFLX8OFHmIcOofyOOzEN6I9itZL3yMPoi4ogkSCZSBCtqUWXldmhDoRHK6uofPDBlG3BqVOJlpejut0oioIuOxtddnbqgTbykK6oWhzHjcW6914oioa414Pn628wDxkMQMbVV7cZUAHEvd4WWzhbd4i3+eeyIyhaLfqCAtIvvgjHuOMhkUSTZkVr2f5ZyeyZWexx9HEMO2osjXW16E1mDBYLsWiEX99Kfeaw/4GHdqi/g2LHMKhasmwGKr3hVm1njS6iyG3hsndnsayqkXSrnov37cqYQXlkpBloDEd57NslfDC9pPmeQCTOs7+soNYfoWuGhckrazlzVBFFbjMKCi6LHptJzmgJIdqXBFVCbIK+qJB4dQ2dP/wAz8SviBYXY+zTG+uBB1L35lv4vm5aOan+v8cx9utH5k03Ea+pxv/LLzjHHU9o/vyU4yZDIeJeH2puLta998Z9/nno8/OIBwJEVq1ucz7RsjK0hxxCYPJkXOefR+exY4mWlVF++x0EZ81C63TiOv100o44HH1BQYd5qE34G1tsy9tQcPZstHY7wdmzCS1ejLFXL0xDhqDLyWkuiqy63TjGHU/N08+kHCPtkEMpufyK5vpg+s5FZN12GxV33UXmTTdi3WvPjc4xvGIFafvvR3D69JTttmOOQbuRlOY7iqLRoMvM3OGvqzMa+eaZx6lZW0w4FIBEgkMvuYquw0awYvp6WyYVhf3PugB7Zset+yW2nyybgasP6sHNn85rcX1ooZOuGRYufntG87Waxgj3TVzEwjIvdxzdh4ZglI9mlGw4JAAfzyjhxTOG8t+vFvPz4moO7ZvN4E4Opq6s5e4x/Shw7fznTYUQOy8JqoTYBK3VSsWttxFavJj0Cy/AsvfexBvqWXXc8S1WrgBC8+cTWbEcQ7duTZnqlI0Xh9SYTRS9/z5aW1rzuR6NwYBpyBACKc71ABh79iRaXAyAPi+P8LJllF51NSQSAMRraqh+4gn806eTc/dd6PPySMZixL1e0GpR26lmkKLXN31PYqm3BWntDkouv4LwkiXN1zRpaXR69RX0hYVobTYUrRbH8ePwTpzYKvC0HnwwpkEDKXjheaKlpahZWWjtdhLRKJ3eeKNpG6du459mN/74I5bhw9F360Zk+fIWbbq8PGyHHtIc4O2OHFk5HHbZfyhZuID5P39HPB4j7Pez7xnnM+yosZQsnI/BYqFT/0GkudJbFRQWuwdFUTi0bxYNgQhP/7Qcf6Rp9feifbpwy2fzUt7z6axSLtu/G95QlEQbi8HxRJJQNNH89bcLKjhqQA4zihs4/ZUpfHDhKLLtxtQ3b0PVvhArqvxMmFOGUa/h5GEFGHRaFpV7WVXjp1+ene6ZVrLt8vdfiN2JBFVCbIKi0ZAMh0k0NFD18CNk3X47Nc8912Zw0Pjrbxh79ca6377o8vJQs7KIVVamGFjB2Kt3q+1oilaL49gx1L322rokFevd4zj5JMpuuBFtRgaJYJCap55uDqjWF/jjD+IeDxHA88mn+L7/HsVkwnX2WVj22KOpntEOpLpc2A49FO/Eia3aFIMBrcPeIqACSPh8lFx1NVk3XI+hd28MhYXocrLp9Npr+CdNxvP5eBSDEdcZp2Ps3bspLXpeHqZ+/dqcR6ymhmQ8jtZmQ7PBQ7++UyHld91N7n33EVq0CO9330E8TtqBB2IeMRxlF8i8uLUcWTk4snIoHDCIRDKBwWwh5PNiy8hiyBFdJZASALgsBs4aVcTBfbIprW+q92YxqNQ0Rtq8Z3GFl+6ZaRsdV6+2/FDjx0VVjOrq5pv5FSyvbtzuQVWlN8Q1H8zmzxVNq+HdM62M6pLOtR/ObnGOLN9p4p3zR1AoBYOF2G3svh+5CrGZtGlpTSnR/xGPoWxkxUPR69G6XWRccw1JkmTd1jrFN4DzjNPRtpHwQJeXR+Fbb6Lv0qX5mpqVRc4D/8Uz/nMSPh+us88i4WskvHRpm/MgmWT1CSdS8+yzhJctIzR3LmXXXEvZ7XcQq6nZjHe/7WjMZjKvvQZ9t24t56nTkffE49S+9FLK+2JlZSg6HcVnnU20ogIAXXY2juPGkv/ss+Q/+QTWvVvWmUolWl1N/YcfsebMs1g97gTK77mX8KpVJNcLjtMO2J+E30/JFVfgnzwZ+5FHYh97LMH584msWo3qdm/ld2HXkeZOx56eidFswZGVgy09QwIq0YLZoNIt08oeRS765tpwmvUb7W8z6dBpFXpmpQ6s+uTYWFndMilKPJHgnxwXc4obtsW0N+r7hZXNARXAfw7uwc2fzm2VmKOkPsgNH8+hIdB2ECmE2LXISpUQm8G6377UvfUW0eJiGn/5Fdvhh1H36msp+9qOPKIpvfnf2+z0BQUUvvsuVY//H+GFC1Gzskm/5BIse45Ga0v98KCoKqb+/Sl88w1iNTVNvyqrqH/zLULLluE4+WTsY8YQLSlpc0td2mGHUf/OO8Tr6lq1+X/5hcjq1ZsMRLY1XW4unV59hciqVQRmzEDNyGhKAW8wEJg6rc37kpEIscpKQkuXosvOJhGNEq+uJhGOoDEaUPR6lI0ksIjV1lJ+y634f/+9+Zr3s8/wffMNRR9+gLF7dwDUnBwKnn+OkiuuJDhrVnORYNuYY7AdcXiHOZ8mxM7EbFAxG1R02ggjOjuZsqq+VR+LXkuXdAvfL6zk1iN7c8tn8yipDza35ztN3HR4L679cE6L+/brmckTPyzl5sN7MbTQyWezSshIM9LZbSbbbkKr2Xb/Zmt8YV77czUAigJ3HtUHm7Ht1bcpq+qp80dwbCKYFELsGiSoEmIz6AsK6PTyyzR8/DGeiRNxnXM2jb/+RmTFihb90g49BGOvXi3OLWktFsxDBpP/9NMkg0EUnW6zVzzU9HTU9HTifj/x2lqMffugsViaaiuZTCSDQdL23x/f99+3utcyaiSV993f5tgNn32GediwzfwObDu6zEx0mZlYRowgUlrKioMOJv+p/6Ho9SQjKR5OVBXFZIJkktDcuZj696fu1deof/cdEv4AWqezqX7XkUe0meo8snZti4DqH8lgkKpHHiXvsUfRpqWh0esxjxhBly+/ILJyFQmfD0PPHmjT09vtLJoQuwqHWc+Dxw/gpBf+osq3LjOgXqvhxTOHkWUzEk8mufGTuVx7SA/SrQZK6gN0TrdS0xjmho/nUt247r7hnV2EY3EePH4A//txGQ98vbi5zW7S8fo5ezAg37HRwCoeT1DpC+MNRTGoWtwbySQYTyZpDEcBuOKAbiyu8G2ydtb6Z8CEELs2CaqE2Ez6TgWkX3E59hPGAQr5Tz9NYPo0fN9+h2I04jzpRPRduqDPy0t5v2q3w798MNdaLCnTZmtdLtIvuYTQokVNq1b/UBT0Xbs1fZzaho2t7OwoWpsNy7774pn4Fc4zzqDuldapuZ0nnYjv228BMPTqRWDGTIz9+5PzwANEVq+h/v33qbz/fhJ+P67zziXh9ZKMxdCkpaH9+wxUqqDzH/7ffyfha0Sb1rRqqNHp0OfltfnnKIT49zqnWxl/2Z7MKWlgyso6OmdY2K9HBjl2I6pWw749Mrn3y0VMnFvB6SM78fLvq7AaVG44rBeH9M3it6XVmPUqZ4wsxKTX4jCrTJhdxpRVLVfkPcEoZ74ylQ8uGkW6VU+mrfVZq3p/hInzynnk2yV4gk3B0j49Mrj/2NSZBO0mHQf2yuKTmSX0z7Nz4U8zOKRvG6UfAKtBxW6Sxywhdhfyr12ILaDR6TAUFDR/rWZmYN1vPxS9vl1WMrQWCxQVUvDySwRnzybw1xTU7CxsRxyJLjsb2zFHNxcH3pB97NgdPNvWtGlp5Nx5ByVX/wdjnz5k3XoLta++Rqy8HDUzE+fpp6MxGqj87wMYhzalV6+4515Cc5q2ABn79CH71luoff11tOluvF9OpO7VV4nV1GAeNoz0Ky5HX1TUnFkxFUVVNxp8CiG2rVyHiVyHicP75bRqy0ozcOsRvdi7ewbl3hA3HNaLUDTOM78sJ82gcuKwAiLxBL1z0mgMx9CrGsbPLk35Or5wjNlr65m8opbbj+5DZtq6nwPJZJKfl1Rx2/iWJS9+W1rdZiZBo07LBft0YW1dgKmr6kkmYdqqOg7tm823Cypavf7VB3Un02b4N98iIcROSEkm27GSZQfk9Xqx2+14PB5sNlt7T0eIrRIpKWXNaae1yj6YdsQRZN92a5vb5Xa0WG0tsapq4j4vamYmsYpKIsVr8Hz6WVP9qvR0Cl9/jdUnnUTCH2hxr6LXU/jWW9S+8Tq+r75uObCqUvTO2yhWK6uOPCrla9uPP57s229HYzSQCAaJ1dSQ8PnQmM1o3e7mFSwhxI6xsrqRmz+d23z2ymXRc9n+XSlrCPHKH6sAuPKAbhzRP5tVNQEueWdmm2NdfVB3vppXzo2H9eLA3uvqplV4Qxz79J9UeEMp73vn/BHs2a31mdNEIklZQ5B3pxbz7C8rUDUKj504kLklHj6cthZfOEZmWlOdrsP6ZeOyyHkqIXZ2mxsbyEqVELswfX4ehe+9i+/77/F+9TVaiwXnWWdh6tunwwRU0FTUd/1zZqrLhZqViS47G02aDV1+HvXvvNsqoIKmJBb1H32Uun5ULEbF3feQ/9yzuC+6kNoXXmz5ujk5pF9yMRqjgUhJCdGSEhKBAIpeT8Mrr5JobCTnrjvR5bT+RF0Ise2VNQS5e8JCjh6Yx5mjOhNPJPhqfgX//Wox94/tR7dMK8urGslIM+ANxWkMx8iwGlqctVpf1wwr5Q0h3vprDXt2c2PUNT32hKLxNgMqgLklDSmDKo1GId9l5sgBOTz7ywpiiST/+WA2+/fK5N5j+6HTajDoNIzq4sJi2HhdPCHErkWCKiF2cfrcXFxnnonj2GNBp2s+Z9SRaW02tDYbhs6dAYh7vfgnT26zf3DGDOzHHJOyLbRwIXGPB/txx2E7+mjqXn6FWG0ttsMOwzJ6FGpWFqGFCym56mqia9cCTXWz3BdeiLFvX0quuZaCZ57uUEGoELuqSm+Ig/pk8fyvK0gkkpw2shNnjyriqgObVpxOG1HA/RMXM6zIRUl9gA+mreW8vTvz4HpJKv7ROzsNXyiKLxwjkUiSTK7b5qvXarDotc2FiTdUmOJM1fryHCbOGFnIW3+tIZFsqpf146Iq7CYdn106WgIqIXZDElQJsRtQFAXtTpS9LplMkvD7UVQVjdHYdGYtK6vN/mpGOnGvJ3WjohBZvZqyG27EdcYZZFx7Ddo0Gxpj01mHSEkpa846m4TPt+71w2FqnnqK7LvvwnnyScRqalBUlXhdHXG/H21aWtPWwBTJQ4QQ/04ikWRBmZfbP5/PyXsUMLqrm1f+WMUTPywjx27i/L06M7qbm/cvdPDFnDJyHSZqGsOEonGuP7QnPy2qJMNmpCEQwWbS8Z+DenDrZ/PQaRVOGd4Jk35dcp6MND1nji7iuV9WtJqHRa9lQIFjo3N1mPVcfVB3DumbxUu/r6TeH+XA3pkcPySffKfUaxNidyRnqjYgZ6qEaF+R0lJ8332H74cf0ToduM48E0OPHkRWrWbNKaekvKfghecpv/MuYhWtD4tb9toLQ9eu1L3xBgDOs84i/aILm1eeGsaPp/ymm1OOq8vPJ/eRR9A6HVQ+8CD+X39tatBqsR97LBlXX4UuI2MbvGshRLknyDFP/Um+08S4ofncukESCYAThuWzb/d0qhsjBKMx9u2eyU2fzuXGw3qxtj7IlJW1dHKbObJ/LqtqfCypaGRIoZMuGRbyHC1Xnyq9IW4bP5/vF647c7q5qdjX5w9HicaSpBlVtNoU25CFEDs1OVMlhNjpRIqLWX3qacRrapqvNf7wI84zz8B17rlkXH0V1U/+D9b7LMh52mnoCjqRcdWVlN98S4vxtG43rrPPovSaa5uvNbz3HrYjDkdjsaAxGAjNa/3g9o9oSQmJxkaCCxasC6gA4nE8n3wCGoXsm29GsxNsqRSio/OFYlQ3hrnp8F48+E3r7XwAH88o4cj+OWSkGVlV6+fdKWt46PgBnPXqtBbnqp7+aTn3j+1PhTfUXES4zh/BZtRR6G5aYc6yGXl43ACqfWGWVzXiMuvp5DaTZTNuUdFgi0EHkuRPiN2eBFVCiG0mmUiQjERQdLotroOVCASofvJ/LQKqf9S/+Rb2MWOIVlRS8MLzhJctIxlPYOzZk8bffqXsuuvIf+5ZOo//jPr33idWUYFp0CAMvXpScc+9JLzedXOMRIhVVhJLT0efl4exT58256Tm5hKrqSHpb0zZ7vlsPOkXXIC+U6cteq9CiNYMqgaNAia9lmpf6sQTySQU1wWYV+ohnkiSYzNyz5cLWyWqSCTh58WVnDqikFs/m09pQ1Ngle808eBx/RmQb8dm0uM0N/3qkbX1WT6TySSlDUEmrajlrxW19MhK47B+2eQ6jJssEiyE2PlJUCWE2GrJaJRoZSXRykoSDQ0kQiEMPXqgpqejOp2bNUasoQHv30V+U/F99z3hZcto+OADdAUFKBoN1cXFkEgAkGj0Y+zVi+w7bieydi1l111H9ZNPphzrn/NR5OVhHjEcjcVCwu9v1c91xulEK8qJLF/exqRjJBpTB1xCiC3jthg4qHcW6iZWiSx6ldrGCAf2zmRgvoNPZ5VycJ8sQtE4U1fVEY4lMOo0nDqikPPfmE4ssW5lu6Q+yDmvT+OLy/fCZlqX7twfjlHTGKa2MYJRp8Vt1ZOVomDwxiyvauSEFybTEIg2X3vs+yW8evYejOriRpWtgULs0iSoEkJstdCKFUSL11Jxxx3EGxqar9vHHkvGNdds1rkjBSCeOhMXQDIWRdFqIJkkWlzcuv3vexWtFo3ZTNzjbdUHwLLXngSmz8A+pilboC43l06vvUrJVVcTKy9vGkOnw3naqaAopB14EKuffa6NSSsokqxCiG3CalS54+g+/LioioH5duaUtE4+Y9ZrsRhUhhY6cZv1KApcdVB3pq6qI8du5MxRRfy+rBpfKManM0tbBFT/iMaTvD5pNbce0Ys0k56axjDP/rycNyavIf53/04uMy+eOZSeWWkom1EcvM4f5uoPZrcIqP55rUvensm3V+9DniSwEGKXtlN8bLJ69WrOO+88OnfujMlkomvXrtx5551EIpEW/ebOncvee++N0WikoKCAhx9+uJ1mLMTuI1pVRby6mrIbbmgRUEHT9jjvhAkk/15N2hiNzYZl333bbLfuvz+hBQtTtqnZ2Sh6HZHiYuJeL7rMTPKffQZdXm6LfsY+fXCdeSb+KX81J6pQNBqM/fvT6dVXKXj5JfKeeJy8J59AsViwjBiJ6nah71yUek4HHSSp1oXYhvKdZo7on839Y/vjNLdMS65qFO4d049PZq7loN6Z6FQN134wh5s+mcenM0t5c/IaLnhzOlaDyiF9s1hc0fqDFY3StM1wfpkHTyhGPJFk/KxSXv1zdXNABU1bDE958S/K/t42uCl1/igLylJ/kNMYjrG2rnWNve0hGI1R2xgmGI3tkNcTQqyzU6xULV68mEQiwQsvvEC3bt2YP38+F1xwAX6/n0cffRRoysxxyCGHcNBBB/H8888zb948zj33XBwOBxdeeGE7vwMhdl0Jv5/Q4iUkQ6kLada+8iq2o45Ct5GU6ABaq5XM665lzbRprbbiWQ84gHhDA/Zjj6X+nXda3qgoZPznasquuZbQwoWYR48i+/bbMXTrRsGLLxJeuoxYdRW6nFyiFeWU33U3Bc8+i7re6pmiKBg6F6G6XcQ9HkgmMQ0ZgupwAJD/zDOUXH4F4SVLmu8xjxpF9q23oE3b+rMYQoh1MtKMZKQZ+eLyvfh9eQ2TV9SSYzcysoubRRUeLt+/O2vrAvyypJrFlb5W9z/7ywrev3Aknd0WllY2bc/tmZXGhft2waJXCURi5DtNGFQNVb4Qz6ZIqw5QH2gKlPKcm05EE4tv/IMjf2T7BjmBSIw1tQGe/2UFSyp9dMu0cvG+XemcbsFi2Cke9YTY6e20KdUfeeQRnnvuOVauXAnAc889x6233kpFRQV6fdM+6Ztuuonx48ezeHHqLEKpSEp1IbZMePVq6t94k/r33muzT9cffkCfn7fJsZKJBOFly6h/623806ahtdmwjzkGRaej4p57yX/maWI1NdS//Q6xigoMfXrjOuVUvN9+g/fLic3jaN1uij76EF1WFtGaGmJlZUSrqlA0Wox9eqPLzd2sLT3ri9XUEqutIV7fgJqejtbt2uzzYkKIfy8QjuGPxIjEkzhNOryhKKtrA5z/xnQawy2DlSGdnJyzZxEOkw6dVkMwGqPcE6ZHlpX/fDCbtX9nAtQocPboIs7es4h9Hv6lzde+9uAeXHFg903OsawhyNFP/UGtP9KqTVHg52v3oyi97a3CnmCU2sYwa2oD2EwquXYTWTYjms3IQhhPJPlpcRUXvjV9/cSoKAo8dcpgDu2bjU7Ocwnxr+3yKdU9Hg+u9bbdTJ48mX322ac5oAI49NBDeeihh6ivr8cpDz9CbBcasxlDzx5ttusKCtAY9G22r0/RaNA6nWgy0nEcfxyJQJD6d94hsmo1ak4OikZD3SuvYj/6aIwDBxJetYryO+4gXl/fYpx4bS3B+fMhEqXu7bfw/zkJrcuF+4Lz0ZhMWxxQAajpbtR09xbfJ4TYOmaDinm91RazQcUbihHYYPXnwN6ZHN4vm1vHzyMYiXP9ob3IcxhZUuFleZWPW4/sw8JyD0/9tJxEEl79czVF6Rb275HOz0tbZx0F6JZp3aw5ZtmM3HF0H656f3artrNHF+G2tv0zsNoX4sGvF/PJzNLmay6LnlfOGrZZ9bIqvSFu+HgOG35EnkzCzZ/MY3AnJ3kOOc8lxPa2U350sXz5cp566ikuuuii5msVFRVkbbC96J+vK1IUBP1HOBzG6/W2+CWE2Hyqy4Vp4MAW2+nWl3HNNW22paLLzMR1yiloXS78f/6JotPjvvhi8p98kvLb7yCyahXV//sfsfJyah5/vFVABU0rVardzsrjjqP+7XeIrFpFcMYMSi6+hOqnnibmaX0AXgix87AbVUZ3Xfchh6pROGNkITd+Mg9vMMa9x/Zj0ooaLnt3Fm9MXsOrf67m4rdnUFIf5IZDezbf98zPy7ntqL4pXyPdqkerVaj0pt7avD6tRuGAnpm8c/4I+ufZUTUKhW4zj44bwOX7dyPNqEt5Xzye4MPpJS0CKmiqqXXay1M260xXbWOE+g0SZPzDF45R7dv0/IUQW69dg6qbbroJRVE2+mvDrXulpaUcdthhnHDCCVxwwQVbPYcHHngAu93e/KugoGCrxxRid6KoKrpOnSh4+SWMAwY0X9ekpZF1xx1YRo/a4jE1BgOB6dOxjB5F2sEHEV65gtDiRcQqK5v7xL2eNoM1x7hxVD/9NMlA68PhDe+9R6yqaovnJIToOLLsJm46vDf6v7e17dMjgx8WVhJPJOmWaSUQjvPLkupW9306s5QsmxG3pWnlqNIbxhuK8sypg5vHgqYVqsdOGMh/Jy6iLsWWPmjalljtC+ENNgU0aSYde3ZL541z9+D3G/bno4tHMW5YAW5r25WBqxrDvPT7ytTjR+LMKG79odGGNrXw7gvFKKnfMYkyhNidtev2v2uvvZazzz57o326dOnS/PuysjL2339/Ro8ezYsvvtiiX3Z2NpXrPXABzV9nZ2e3Of7NN9/MNddc0/y11+uVwEqILaS1WND27En+008R93hIRiKoTidqZiaKuuU/ZhLhMIHJfzUHUbqCAtznnkv6lVcSmDqVwF9/4f1yIo4TxlH1yKOt7jf27UPtCy+0Ob7/zz8xdt/0OQkhRMfVI9vKhMv35MFvFpPrMLKmtilwOLxfNp/NKm3zvonzyjm4TxbvT1tLJ5eZJRU+hnd28ca5e1Dnj6JXFdbWBbnp03mUe0JEYi2TUASjcVbX+Hn6p+XMKWkgz2HiigO60S/PjsOsx2VpO4jaUDSebJWGfX0rqjZdB89t0eOy6KnzRyh0mXh43ECcFj2JRJIkSfzhGGOfncSnl4ymwLXppBtCiH+nXYOqjIwMMjZzW1BpaSn7778/Q4cO5bXXXkOjabnINmrUKG699Vai0Sg6XdMy+/fff0/Pnj03ep7KYDBgMGz+D0AhRNt0mZnoMjO3ehzFZMJx8snUvfYamf/5DwBVjz5GMhDAPHoU7nPOoeLee9GkpeE8+yyCM2cRLS4m3tCAvkcP9IWFTR/fJpPoi4pIO+wwNBYL4UWL8H7/PYpWu9VzFEK0L71WS68cG/eP7U9pfYCfFlfx+7IaTDotvlDbgYovFKOTy4yqUXhkXNPq+jcLKjCoWkZ2cTF1VR33TlxIMglGnabVeagZq+s567WpzSnYS+qDTHllKjcc2pOzRhdtUbY9g6oh32mipD71Nr9BBY5NjpFpM/LouAG8O3UNNx3eh0e+XcwPi6qIJ5L0zbVx+1F9uP7Qnrzz1xquPbQHOvn5J8R2sVNk/ystLWW//fajsLCQN954A+16PxD+WYXyeDz07NmTQw45hBtvvJH58+dz7rnn8vjjj29RSnXJ/idE+4mWl+OfNg3f19+gcTiwH3M00ZISKm6/o0U/bXo6hW+/BckkwblziZaWYuzXH31BPqF584h5vPh//QXr/gcA4Pn8c+INDZiHDmlK756fj9bhQKPXkwiFSDT6UbSapmtm+SRXiJ3N2roAVb4Qp740hf17ZeI063hv6tqUfa86sDtTV9Vy7SE9eeWPVXw9f925a0WBGw7tRb88G2e+OpVbDu/NmaMKMeianjsqPSGOf35SyiBIq1H46dp9KXRbSCSSBKNx9Kpmk5n3Pp9VylUfzG51Pdtm5LNLR5OzGUkmgpEYFZ4wp738F2WelmeotBqFTy4exZM/LuXB4weSZTNucjwhxDqbGxvsFEHV66+/zjnnnJOybf3pz507l8suu4xp06aRnp7OFVdcwY033rhFryVBlRDtI1JaSvGZZxEtbbltx3nGGU1Z/954o/maafBg3OefT+k115AMhwHIffQR6l5/ndD8BWgdDgpeeZnaF1/E9+13LcZTzGYKX38NzzffYB01iuqnnyE0Zw6oKrZDDyXjP1ejz8/f/m9YCLFNBSIx5pV4uO6jOdw/tj+XvzsTb6hlhsDMNANvnDuc2sYwq2r83P75gpRjvXfBCHRaDV0zrDgt61aqllR4OfSJ39ucw8tnDaNXdhpfzC7j9+U15DlNnDWqiE5uM7Y2klXU+yNMmFPGY98taZ7vkEIHj50wiM4bScO+oQ+mFXPjJ/NStu3dLZ3rDu1BrsNERpoEVUJsiV0qqNqRJKgSYseLeTxUPfoYno8+Stme/9yzlF55Fclo05ae/KefovT6G0iGQtjHHovt8CNQVJVEKEh40WLqP/iA7LvvouTiS1KOZx45kszrrmX1yadArOVDl5qTQ9G776DLydm2b1IIsUNUekJ4QhESCXjyx2V8v7ASrUbh6IE5jBmUx82fzuPs0UW8O6WYlTX+lGOcOKyA/xzUHYdZj0m/bnfMskofBz/+W5uv/cpZw7jj8/mUNrRcLbr/2H6MHZKHWZ96a2A0nqDKG8ITjGHQaXBZ9DjNmy5FEQjHqA9EMKga7pywgInzUmc7Num0fHnFXnROt2xW7SshxDq7fJ0qIcSuIe71Elm1Cu+ECW32Cfw1BdOgQQSmTUPNyCBWU0MyFCLnnnsIzp/P2ksvhb8DLtOgQeT970l833+/kfH+Iu7xtgqoAGLl5QSmT8d+9NFb/+aEEDtclt1Ilr1pNebREwY2Z+ezmXTUNoa58bBeZNsMPPVT6qx+AHX+MJW+EE//vJxz9+xMkduMVqvBadbTLdPK8hQJJAyqBoNO0yqgArhjwgL26p5OoTv1Y5dOqyHPaSZvC0pqFtcFePibxXwzv4LRXd0bLS7sturRaJCASojtaKesUyWE2HVEiouJVVSQjLT9gJMIhVD+TkCjsVqI1zdgPeAAwiuW0/DBB80BFUBw9mzqXn0NjWkjZ6M0GhKB1J9QA/i+/55kItFmuxBi52AxqOQ4TOQ4TFgMKp3cFo4emEvvXBsjOrvavG9YoYtAJM47U4o59pk/WV7dFESlpxn4vxMHYtS1fny6/9h+vPrH6pTjxRNJ5pZsu/p4pQ1BTnh+El/OLSeWSPLXyjr27dF24q9z9uyMWScJKoTYniSoEkK0m2QsRv3bbxOcPXuj9azMw4cTXNB09iFaVo6hZw+cJ59EQxvbBX0//YR1773aHM96wP6EFixss13NykbRyI9HIXZVVoOOqw/qgU7beuUmM83A4EIHE2aXAU0FdP/v+6XUNjad3+yTY+Obq/bhsv27MryzixOH5fPVlXszrMjFT4vbroEXicU3e351jWFmr63n7gkLuGP8fGasqafm79cH+H1pNZXedV9H4gm+mV/BTYf1alW3at8eGbgteu6duIiV1ZtO0S6E+Hdk+58Qot0ko1FiVdX4fv6FvEceJjBjJslQy60z5lGj0BcVYuzRg4Tfj2X0aHSdCkk0+kj42yhoGY0Sq63Dedpp1L/zTosmrcuF68wzCc6e0+a8HOOO3+r3JoTo2LplWnj/wpHc88VC5pR40ChwQK9MLtynC+FYgk9nrkua8+OiKnyHx3BbDahaDUXpFq45qAeBaByDqkWvaqhpDLe5NRBgUKfN29tX0xjmwa8W8/HMkuZrb/61hkP7ZnHfsf2wmXR8t7Cy1X0fzSjhmIG5fH3l3kxZVUelN8SgAgcrqhu5/uM5RONNq2Vvnjt8o1sFhRD/jgRVQoh2oxiNWPbbF/+kSVQ/8yz5Tz9Fw0cfE5gyBY3NhmPc8diOPJKK++7H2LcPWpcL/7TpGFesAEVBMRias/9tKBkMYtl/P9IOPID6d98j1tCAdd99MPbqRcUdd5J+6SVY9hyN/89JLe7Luu1WdLm5O+DdCyHak17VMrTQxTOnDaExHCMaT5BIJJm0oo4nf1xKJL5uC7CqVdgwq5dWqyFtvXTp6VYDDx7Xn5Nf/ItYomXv8/bqTIZ182piLizztgio/vHtgkqOHpjL4X2zSbemTmIxYU4ZVxzQjfllHhaVe3n1z1WEouveR3FdgHmlHgmqhNgOJKgSQrQbRVFIO/BAap9/gdCcOZRccSW2I44g46qrSIRDWA84gITfj+OEceiys4mVlmEaPBjV5cb77TfYxxxDw4ettwCq2dmomRlUPfoYkdWrsR6wP8acbAwDBqLPzsKyzz7UvvY6rnPOxn3xJQSmTkFjNmPde2/UnBy0FnngEGJ3ke9sOn85b20Dxz47iVQ5kY/sn4PdtOlHpv55diZeuRdP/bScGWvqybIZuXS/rgwtcmIzpU6pvr5AOMYrf6xss/2V31exV7d0zhhZyIfTWwdeAEngs5mlrQK7f/y8pIqjB8oHR0JsaxJUCSHalT4vj8J33qHy4Yfx//ILnk8+IbxiOdm33YYuJ4dYeTmeTz6l8ccfm+9Rc3LI/9+TxANB4g0N+L5bl+lPX1RE7mOPUnrlVURLSzENHkwyGiO8bDm+n3+h6L13ybz+OmIVFXi//oaaZ59Da7eTjESoe/0NCl5+CW337u3xrRBCtKMMm4GThhXw/rSWRYNz7EYu3a8bLsumV5oMOi09s208fPwAfOEYeq2mRZ2rTYkmkvhCrbOS/sMXjhFPJOnktnDjoT156NslLdoP6p2JqlFwWvRU+1Kv4mfbjCQSSckEKMQ2JnWqNiB1qoRoH/HGRuINDZBIoElLQ3U6iQcCVD/6GPXvvtuqv9btpuClF/F+ORHLiBHEvR40Fguxujq0Die1zz9PxhVXEJg5k/Dy5ejy8rDutSeGHj3QmM2UXnMt/j/+aDWumpND0fvvocvK2gHvWgjRkZQ1BFhW5eedv9bgC8fYv2cGB/fOosBlRtVu/+Q1iUSSV/5cxf0TF6Vsv2z/blx9UHd0Wg3eUJRqb5gfFlVS548wuJOT1TV+RnVx8dOSap78cVnKMb68Yi8cZl3zCt3WqvNHKGsI8tOiKlStwkG9s8iyG7FvxsqcEDsDqVMlhNipaK1WtFZri2uxykoaPv00Zf94bS2x8nJ8P/5I3auvgk4H0SjZ99yDLiuLjP9cTckVV5IMrEtmUf/uuxQ89yy6zp1TBlTQVKcqVlkpQZUQu6Fch5lch5mB+XaisQR2sw69uv1TkSeTSSq9Ier8UQ7omclLv62kaoOVJqdZx0l7FKD7O7izGXUYVS0KSaatruetv9YQiMTRauHna/dj6qpaJq+sa75fUeC+Mf14a/Jq9ujsZr+eWtI385xXW2oaw7wzeQ2F6Ra6Z1vRKArTVtfRGI5x4h4Fm1XAWIhdhQRVQogOKxkOt8oGuL7I2hIse47GW1ODoUcPnKefTmDKXyQjEerffrtFQAVALEbpNddS9MH7G33dWF3dRtuFELs2xw4MBiKxOLPWNnDVe7Op8IbId5p47MSBfDGnjAlzykgmm850XXlgdwqcphb3VjeG+b8flrVIRhGPNyW7uP7QXiSSSf5cXoPNpGOPIhcv/7GS8bPK0Klafl1azaX7daVXdhrKhnnYN9PyKh/uNAN3f7GA+kBTvcACl4lbj+hDaV1AgiqxW5GgSgjRYSlGExqbjYTXm7Ld0LMHGpMR0y03E1lbQtVDDxGrqiL/6aeIrF6d8p6Ez0esrg7FaiXZmDr1sT4/f1u9BSGE2KiS+iBnvDy1OdtgSX2Q89+YzuH9cvjiir2w6lXsZh1mfetHtlg80SKg+kdNY4R7vliINxSjR5aVUDTBPV8ubE7C0TXDwhuTVnPqS3/x5ZV7k+cwtRpjUzyBCI2hOLeNn9/i+tq6IFe9P4u3zx9BOBrHIEWHxW5CqlsKITosXU42rrPPTtmmLypCl5VFxZ13UXHvfYTmzcXYpw9at5tkovVDRguxGK5zz0nZZNlnb9T09K2cuRBCbFo8nuCDaWtbpG8HCMcSjJ9dyn1fLsJqVFMGVAAmvZZOrtZnoz6cvpZz9upMYzjGzOIGFpZ7mwMqu0lHrsPE6toA9YEoi8tTf2i1KcFonFf+XJWyLRxL8P3CSmJxObYvdh8SVAkhOiyNwYD9mKNxnX8+itHYfN00bBj5zzxNzOPFff755D36CLqCTmidDjKvvx5ddjZahyP1oKqKLi8P10knkXH1VWj+Psel6HQ4TjiBnHvvbfteIYTYhsKxBHNLPW22L630EYjE22zPTDNy65G9W12fW+LBqtdyzcE9MKjrHvW6pFt44qRBPLJe1sCV1f5/NfdkEpZXpl7tB1hc7uVf7ioUYqck2/+EEB1WIhik+umnMfToSeG775AMBFBMJmLV1RRffAmdnn+eRMBPyeVXNN/j+Ww8jlNOJvPGGyi/+ZZWY6Zfdimq243GbMZ93nnYjj6aZDCIYjSipqejWS94E0KI7UmvauiZlcbkFbUp2zunWzBtYvvcqC5unjttCPdNXERpQxCdVuGoATns2zMTl0XPUQNyWFLpQ9UolDaEuP3z+ZTUBwGw6LWM6uqmzh/GrFcxbsFWPZNeS4HLRHVj6tTt3bPSZOuf2K1IUCWE6LDiPh/mQYNAUah96WV8P/wA0abD0BqLhVhVJfXvvtfqvob33sey1150evMNqp94kvCyZejy8si44gpMQwajMTdtl1F0OvR5eTvyLQkhRDNVq+H0kYW89dca4hsU69VrNVx1UPdNFg22mXQc3j+HIZ2c+CMxdFoNbqu+ectgodvCr0urufuLhS3uGzMol2MH5fHibytZXtVIz2wrF+7TlUK3uc3thutzmPVcfVAPznx1aqs2rUbhlOEFaKUWltiNSJ2qDUidKiE6hmhlJaEFC5ryACeSJONxtE4H5bfcSnTtWtIOPQTFaML7+ect7tN16oTj+OPQd+mCsV8/NCYTyVAYRa9Ddbna6d0IIURqoWicyStqufqD2RhUDZfu3418pwkNUOAyk5Fm2OpshLWNYd6cvIbnf11BOJZgZBcXYwfncdOn81j/KVCjwItnDmP/npmbFRA1BCJ8PKOEh79Z0nwuzGZUeeLkwYzu6t6ilS8hOqrNjQ0kqNqABFVCtL9oZSXh5cupefoZgrNmAWDs04f0yy9DdblZfeqp2I46ioTfT+OPPzbf5zrnbExDhpLwetFYLaBo0NptGLp3l4BKCNFhxeIJahrDeEMxLntnJsuq1p1VOrh3Fvce249s+9ZtTQ7H4lR5wzQEo5j1WsY+8yfeUKxVP6dZx8Qr9yZ3MzMCBiMxahojzVsPs+0mstIMO6RYshA7ghT/FULstGK1tZRedTWJ9VKehxYupPSqq+n01pukHXQgGrMJy8iRzUGVZc/RmIcPJ+7xUPvqq0RWrEBjMWM/9lgUoxGN0di87U8IIToSVatBURQufHM6q2tb1tf7flEldrOOe47pi9nw7x/bDKqWApeZAmDO2oaUARVAfSBKnT+y2UGVSa9S4FIpSJGFUIjdiXyMIIToUOJ+P76JX7UIqP6RjEapf/sdMq67DsvoPdEXFaIvKgLAfeGFxOvqKL/pZiIrVgCQ8Aeof+ddqh55lGhNzY58G0IIsUXKPcFWAdU/xs8qpaYx8q/GLWsI8uOiSp76cRnfzC+ntD6IQd341j7ZxCTElpOVKiFEh5IIhwn8veUvleDcuSTDYRp/+RnbUUeTddut+L7/Aa3DQfmtt6W+Z/p04tU10KnT9pq2EEJslfKGUJttsUSSQCT1ytLGrKhq5OSX/qLaty5Dn92k4+3zR9A/z8a80tY1qpxmHW6rYYtfS4jdnaxUCSE6FI3RiJqV2Wa7mp5O3OfDecYZ1Dz3HKgq1n33gWSSaElJm/cF583dHtMVQohtIt/Z9nY7g6rBsoVb/2oaw1z+3swWARWAJxjlojen89/jBrSqI6Uo8PC4gWTZpLSEEFtKgiohRIeiNZtxnX56m+2uc86h4YMPCc6cRc6996I6HDR8Nh60KqhtP3Sobvd2mK0QQmwbOXYTfXJTH4I/bUQnMtK2bPWo3h9hUbkvZVuZJwTJJF9evhdHD8yld04aYwfn8vv1+1LoNvP6pNU8+cNSpq+uo7j23xUHFmJ3I9v/hBAdjpqbS8bVV1P95JOsn+/Xefrp6PPz8E6YgKlfX2I11ZRefgXxhgbsx47BdsgheL/6qtV4ik6HsV+/HfkWhBBii6SnGXjpjKFc99EcJq+sA0DVKJy8RwEX79d1i9OTh6LxjbYHonFGdHbz8Lj+BCNxAuEYPy2u5s4vFjT/2H38h2Xs0z2d+8f2l0QUQmyCBFVCiA5Hn5OD7eijsOy9F8HZs0nG4pgHDSSZTLL2wotAUTD06EHjjz8Sb2gAoPKee+n06iuEFi8msnLlusF0OvKeeFxWqoQQHV6e08xzpw+l1h8hEIlhM+rIsBr+VdY/h1mPQdUQjiVatWkUmrf4mXQqJp1KeUOIOyYsaNX3t2U1TJhTxvmjizBsRfZBIXZ18q9DCNEh6fPyCDX6SQSDKFotlQ8/THDGTADSL72UaHk5gWnTmvvHKispu/kW8v7v/4iWlhKYNRM1MxPLiBFonE60UndOCLETcJj1myz2G4nFqWmMEI0nMOu0ZKQ4A5VpM3Dpfl15/IdlrdpOG9GJdEvL1/hsVmmbr/fW5DUc3i8bs16Ly6JHr0pRXyE2JEGVEKLDMnTtgqLVUvfWWyTDEawHHID9mKMJzp5NaN48tDZ7i/6huXNZdeyxmPfaC/vRR6OYTcR9Pow9e7bTOxBCiG2rwhPi5T9W8vW8ck4ZXsiAfDurawO4LHrc1nUBmUHVcvqoQtKtBp74cRnVvjBOs46L9+3K8UPysRp1Lcat2iChxfrqAxEWlnm5Y8ICxg7O5Zw9O5PvlO2AQqxPgiohRIelqCq6wk6YBg9Ca0sj3uCh/I47SXi9qFlZZPznavyTJrW6L/DHH9iPOhJ9djb6rl3bYeZCCLHtVftCXPzWdEo9IR47YSD/9/1SHv1uCQA6bdP5qwv36UKBywKA22Lg1BGdOLB3JuFYAr2qITPNiFbTuk7Vvj0ymDCnLOXrDil0Mr/MQ50/wit/rObreRV8dMlo8jazQLAQuwPJ/ieE6NA0Oh3m4cOJN/rxjB9PwttUV0WXm4uhZy9sxxzT6h7bsWMwjxiBqX9/tGb5NFUIsWtYWeNndomH6w7pyR2fz2f22obmtmg8yVt/FfPm5DVUedfVvFIUhWy7iUK3hRy7KWVABTCk0JEyrbtWo3Dunp35cPq6khVlnhDfzK+QIsFCrEdWqoQQHZ4+N5f0Sy/BedKJRCsr0RgMqBmZVD/3HIaCAvKfeZrA1GkkSWI7/HD0BQWSmEIIscv5fWk1VoOKSadhdW0gZZ93pxRzzMBcMrew1lTndCtvnDucx75dwrcLK4knkvTNtXHZ/t14f1oxdf5Ii/4TZpdy/JC8TZ7/EmJ3IUGVEGKnoMvIQJeRgb6oiLjHg3/qNNL23Qddbi7R8grSjj4KXXY2qsOBspF6VUIIsbNyWw2kW/WU1Afb7OOPxGkIRkkmkygbVvfdhK4ZVu48pi/XHNKTZDLJrOJ6/vvVopSvZ9arqBrZ8CTEP+TJQwixU9EYjWiMRhxHH0UykUCR/6kLIXYT+/bI4PEflpKzkbNMRp0Gg6rZ4oDqH1k2I1l/J0tdXOFrM4A7d88irMaNP0ZWekM0hmPotApOs560DZJjCLErkaBKCLHTkoBKCLE7ybYbuevoviSSSXLsRso9oVZ9jh+ST1balm39a8uILi727ZHBr0urW1w/uE8mgzo5AIjGE0TjCUw6bXMg1xiKMmVVHXdOWEBJfRBFgQN7ZXLH0X3pJEWExS5KgiohhBBCiO2oPhChPhAhHk9iM+maC+9uKbNe5dC+WVR5wzx3+hCu/XAOK6r9ACgKHN4vm5OHd8JtbTrnFIrGCccSmPVadNrWH0L5glEqfWF+WVJFOJpg354Z5DqMuCwGADLTjDx6wgCWVTXy4bS1KIrCSXsU0C3DikHVML/UwxuTVlPmCbJP9wyO6J9DvtPEvFIP570xvfl1VI2CQdUyv9RDMpnEbTVglULCYhejJCV1Swterxe73Y7H48EmxUKFEEII8S8lk0mWVzVywydzmVXcgNWgcs+YvriteqasrCMjzcA+3ZsCGZN+y4KMWDxOhTdMnT9CbWOkqUaVqalWVSKRZFWtn5d+W8Xa+gBDC52cMrwAh0lH+t+rWA2BCG//tYZHv1vaYtyjBuRw59F9yNhgtSuRSKIoTdkEPYEI42eXceeEBS362EwqH100iru/WMikFbUApFv1PHrCQL6aV8EXc8qIJRO8dtYeuK0GZq9twKhqGJDvIN2qxy5JL0QHtLmxgQRVG5CgSgghhBDbQkl9gKOe+oOGQBRVo/D8GUN54oelzC/1NvfRKPDkyYM4qHfWFgdWqQQjMT6bVcYtn81rcd2ganjm1CGE43GGF7kpawgy5pk/U47x+EkDGTs4v9X1On+E5VU+AE5+8S8SKZ4gR3R2MazIxTM/Lwfg80tHE0sm0WoUimsDFLhMfDS9lHenFjffo2oU7j6mL4f3y8ZlNfzbty7EdrG5sYEcSBBCCCGE2A5+XlxFQyAKwMF9svhxUWWLgAogkYSr3p9NpTe8TV6z2hfmzgnzW10PxxI8+M1iKjwhHvh6Eatq/SnvH5Bvx6JXmb22npnF9ZTUBwhH49T7I/zvx2Vc//FcZq/1pAyoAKasqmNwgQOrQeWbq/Zm6pp6rv1wDue8No2v51egV7WYDdoW98QSSW4dP5+ShiBVvtbnxITYGciGViGEEEKIbSyWSPD7sprmrw/rl81Nn8xL2TeRhF+WVHF2euetft2lVY1E46kjnuVVjeQ5zNz75SKOH5KPTqu06LtvjwzGDs7jpk/nNdelMuo03HpEb0Z1dfP6pNV0SbcQjSc2OgeHWcfLZw3jvokL+WN5bfP1r+dX8NPiKt6/cCSTl9eyoLxlgPnulGIGd7Kzd/dMcjeS4VCIjkhWqoQQQgghtjFVo6Eo3dLi62A03mb/Kt+2WalKtLWEtIGllT4KnOsy8Wk1CufsWcR1H81pUeg3FE1w++cLWFHtJ9tmZE1dgN45bW+B6pWdRp7dSDKZbBFQ/SMcS/DIt0u49tCerdrKPSGSSYX/frUIfzi2We9DiI5CgiohhBBCiO3ghGH5/FMuqrjOT9/ctoORvbtnbJPX7JmdhlaTukZVkdtMpbdpe11T3ah1G5b27pbOT4uriLURlL3820qeOnUwo7q4mbSihnFDW5+50mkV7hnTDxSFHxdVtTnHSStqybK1PDt1x1G9ueWI3nTLtHLxvl2p82+bIFOIHUWCKiGEEEKI7SDPYeKpUwaj12p4Z0oxl+zXlVQ1efvkpNE1w9K64V9Itxq4IcUqkKpRuO6Qnrw5eTWqRmFIJydPnjyYw/tlo9UoZNmNrKkNtDnuqlo/yyp97FHkJN1qoFd2GveO6ceAfDs5diNHD8jh44tH88akVTz23VJMem2bY+m1GkiC3dRUDPjTS0dT2hDimKf/YNzzkznqqT+4/uO5rKpp3PpviBA7iGT/24Bk/xNCCCHEthKKxqn2hVlS6cOoakgCD3y1mIXlXow6DScMLeDS/buSY992Z4gaAhEWV/h49ufllDYE6Ztr5/ghebzyxyp+X17DYycM5PB+2Zj0Kv5wjPpABJ1Ww1uT1/D031n7NjSis4tBBQ5e+G0lVx7YjbklHlbX+Dl+SD5HDMghFk9w3HOT8Ifj6FWFjy8azTFtZBccOziPaw7uTp0/is2k8vW8ch7+dmmrft0zrbx69jAKXNsm4BTi39jc2EASVQghhBBCbCdGnZYCl5kCV9P5pXA0zgtnDCUaT6BXNWSmGdGr23bjkMOsZ2QXN/1y7dT6w6ytC/DB9LX0yrFx21F9yHOYmtO3Wwwqlr8L8R4/NJ+Xfl9JONY6EcUZIwu5+4uFALz+52oeGTeAHxZVMaiTg3g8wYNfL8YfbjozFoklCUTjXL5/t1ZBWr7TxOUHdOPGj+cxaWUtw4ucXLxfN4YWOpmxpr5F32VVjZQ1hCSoEjsFCaqEEEIIIXYQw99B1o5gNapYjSqFbguju6ajaeOs1T/ynEbeOm84V743m4q/z16lGVSuPrg7f62spbqx6ZyTNxTDYdYTisY59/VpTLxiL5ZU+JrHUTUK/nCMzukWPrp4FB9OW0tdIMKBvTIZVODg7gkLOGZwLpNW1jJ1dT1z3p7BS2cO44I3p7cK6JZVNTKii3sbf2eE2PYkqBJCCCGE6MCisQTVjSFqG6PN6cztZh0GrQaLQcVp0W9yjE0FVAB6rZY9ilyMv2w0ZZ4Qld4QiQS8O3UNf66XyU+jgCcY5Yu55Zj0Gkx6LfkuM2WepkAs225kRbWf/361CJtR5Zw9i+iZncZ3Cyq55bOmGlonD+/UPF44luDjGSUcPTCXj2eUtJhTgUtSq4udgwRVQgghhBAdVCQeZ26Jh2AkzkPfLm4uHmxQNZwxqpDe2TYKXGb65dowG7b+sU5RFFwWPXWBCLd9Np/a9dKr/+OAXpn8uaIpyHrixMF8Maec247sTWlDEAWFaDxOKNoU/HlDMZ78sfU5LXWDIG/a6jrO37tlna4sm4EMq4EaX5j0tJbZAoXoaCT7nxBCCCFEB1XhCVPuCXH9x3ObAypoWt15+fdVlDYEeey7Jcxa29DmGIlEkuJaP0sqvHw9r5xfl1azptbfZv9Kb5hrP5jDw+MG4DTrWrT1ybFx9UE9qPKG+OCikfTKSSPLbuS8N6ZzydszufjtGdw3cRH98mwYdakfM0d1dbNqg9d3WfQ0htfV8cp3mnj5rD2498tFzVsRhejIZKVKCCGEEKKDml1cTyiWaDOweHPyam48rBd3fL6A9y8cScYGKzplDUE+n13KF3PK0WkVjuifQ5bNyG2fzePZ04bSP9/easyF5V4WVfh46JvF3DumH6FYnCpfmM5uCzWNEawGLY+eMBCLQWVeSQPXfzSH9ctbVXrD3PvlIv538mAufWdmi9pX2TYj1x3Sg7lrPbx81jD+77ulLCz3ct5enemfZ6d3dhpOsx6tVuGeLxYwbXU9a2r99MtrPU8hOhIJqoQQQgghOihfKMba+rbrR9U0RrAYVFZUN9IYjrUIqkobgpz0wmRK6oPN1+aUeBjSycEVB3bn3Dem8dFFoyhKb5ldzxOIAhCMxgnF4qQZVbQaBb2qwR+JEU82ZQ30haK88scqUtULnrSilr27p/PuBSP5c3kNNY1hemankW41cOV7syltCJJmUHni5EH8vqwGt0XPwY//RoZVjycUI7JewgqjTosnGG2uayVERyRBlRBCCCFEB9Uty7rRdptJJRSNo9UoLc4pxeIJPpy2tkVA9Y+ZxQ2MG5qPQdVQ2hBsFVQNyLdT4DJx35h+3PLZfEob1o0xrNDJkf1zgKaAb1G5j7ZMnFeOLxRjcCcnX88v5+XfV1Fcty5A9IVj3P3FQt48dw+e+GEZANWNLc9wFbrNVHrDeCWoEh2cnKkSQgghhOigCt0Wsu1GHObUAcUpe3RiwuwyDu+XjWu9LIB1gQifzCxJeQ/AD4uqGN01ncoU2wozbUbuPqYvN386D72qYXRXN13+Drymr6nnoW8W0xiKYtZrKXS3Tg/vMOnQaqDAaabKFwaSfDqztEVA9Y/iugANwShXHtCNW47oRdF643XNsHLvmH489dMyNp27UIj2JStVQgghhBAdVLbNSDKZ4NlTh3DdR3Oa05YrCowZmEe3TCvfzK/gnfNHNBfxBSAJGqXtUERRIEmSrhmtV8JcFj0ZFgN3j+lLcV2AldV+DuiVSaHbzGPfLeXr+RVcf2hPCt0WLtynC98trMSi1/J/Jw0kz2Gm0hvCbtLhNOu4/fP5RGIp9geuJxRN8MxPi4nGk1x9UA+6ZjSd3SquC3DdR3Pol2fH3kZQKURHIUGVEEIIIUQHlmM3YzPpePeCkTQEIzSG4lgNWlbW+LEYVN6/aCQ59pb1nNwWPeOG5vN/3y9NOebBfbL4eVFVq8QW/4glk1z70Ry8wVjzNZtR5YmTB3P3FwsIRpsy9RW5zTx0fH8G5jt49Lsl/LCoqrl/odvMM6cOIRiJodMqRONJNArkO83E4gnKPCGMOg3eYJTv/77vl6XV9M21cdn+3bhzwgLsJh03Hd6LNKMEVaJjU5LJ5MY/PtjNeL1e7HY7Ho8Hm83W3tMRQgghhPhXyhqCnPrSX6yubbntbkRnFxft04VuWVY6uSyt7qvyhhj3/OSU2/XynSYu378be3VPJ9/ZtFWvrjHEI98t5b2pa1v1z7EbefXsPRg/q5RYIsle3dJZWulDr2oodFuo80f4YVEl38yvaHHfdYf0wGJQ6ZWdRu9sG47NKHAsxPawubGBrFQJIYQQQuyCch0m3rtgJD8uruKTGSXoVQ2njehE/3w7TpMOhyX1KlWtP5IyoAIoqQ9S6DaTud4KV10gyqczS1P2L/eEqPGFOW1kAS/+uopzXp/W3KZqFO44ug9pKYoWfz67jAv27ow/EpeASuwUJKgSQgghhNhF5ThMnD6ykKMH5qJR2KxtdOH10pmnolc16FVt89fBSGKj96yp81Prj/D2lOIW12OJJHd8voCXzxrGhDllLcaIxBNk2IwMyndscr5CdASS/U8IIYQQYhdnN+k2+1yS26JHr039iKjXashMM7a4ZjZosei1KfsDdM9M483Jq9ts/3ZBBfv1zGhx7egBuQwrdOKUVSqxk5CgSgghhBBCNEu36rls/64p2y7etyvp1paBTrbNwFmji1L275ZpxWXRt7mdEKDaG8ZuWjdmls3AycMLJDmF2KlIUCWEEEIIIZqZ9CpnjCri4XEDyLU3rUrl2I08dHx/zhpdiEnf8vSIxaDjlOGdOGd0UYsVruGdXTx72hC+mV9O/zxHm683rMiJPxwl32ninD2L+ODCUc1JMITYWUj2vw1I9j8hhBBCiCaV3hDReAKdVkOWzbjRvg3+MDX+KJ5ABINOS7UvzB0T5uMJRHn8pEFc+NYM4omWj512k44XTh/KgjIPXTIs9Mu1k7GJ1xFiR5Lsf0IIIYQQYqtsKpBan8NiaM4oOK/Uw0VvzSASb0o+8e7UYp48aRCP/7CUFdV+AIYWOrnv2H44zToK081NZ7nUts9mCdGRSVAlhBBCCLGbiMQSBCIxTDotBt32C2C6ZVj45JLRPPLtYv5cUcu0VXUMKXDw6tl7EIjE0Coa7CaVrA2KFguxs5KgSgghhBBiF+cNRSitD/HGpNUsLPfSNcPKBXt3ptBtwZKiTtTWMulV+ufb+b8TB+KPxAHItBkw6eTRU+ya5G+2EEIIIcQurLwhyJySBi57d1bzmaa5JR7Gzy7lqVMGc0jfLPTa7bNqlZ5mJH27jCxExyLZ/4QQQgghdlEldQHmlDRw++cLWiWJSCbhpk/mUe0Nt9PshNh1SFAlhBBCCLGLicUTBKMxahrDgEK1L3Xg1BiOUSlBlRBbTbb/CSGEEELsIhr8EVbUNPLOX8XUNIbZq3s6e3fPoMBlYm1dMOU9SaS6jhBbS4IqIYQQQohdQIUnyLtTivnfT8ubr/22rIaMtFU8fuIgLnprenPSiH+Y9dotSpsuhEhNtv8JIYQQQuzkQtE4pQ3BFgHVP6p9Yd7+aw1jB+e1art3TD8y0ww7YopC7NJkpUoIIYQQYifXEIjy0+LqNtu/X1TJl1fsSa0/wvKqRgrdZi7Zrxs9sqxScFeIbUCCKiGEEEKInVxjOEo0nmizPZ5IEoomOLBXJhfv25UMq4FcpxTeFWJbkaBKCCGEEGInl0zC0EJnm+0jOrvokm5hcKe2+wgh/j05UyWEEEIIsZNzWfTU+MIc1DuzVZtB1XDbUX2wm/XtMDMhdg+yUiWEEEIIsZNzWw2M6urGrNcyooubj6eX0BCMsEeRi8v270a3DGt7T1GIXZoEVUIIIYQQu4AuGVZMOi0l9QF6ZaVhN+vIsBrIthtRFKW9pyfELk2CKiGEEEKIXUSOw0SOQxJQCLGjyZkqIYQQQgghhNgKElQJIYQQQgghxFaQoEoIIYQQQgghtoIEVUIIIYQQQgixFSSoEkIIIYQQQoitIEGVEEIIIYQQ/9/encdEdbVhAH8GKgOILAICKgi4oLgXlwy2GoSKxliwbk2IYNtoVTRal6htFU1qoGjaVKUuaQXbGLFWkbTWrYiQWDYRBBWpWhU3JMYqiAo4835/GG8ctVZ7gTsfPL9kEu85Z+a+zOMI79zhSKQCmyoiIiIiIiIV2FQRERERERGpwKaKiIiIiIhIBTZVREREREREKrCpIiIiIiIiUoFNFRERERERkQpsqoiIiIiIiFRgU0VERERERKQCmyoiIiIiIiIV2FQRERERERGpwKaKiIiIiIhIBTZVREREREREKrCpIiIiIiIiUoFNFRERERERkQpsqoiIiIiIiFRgU0VERERERKTCG1oXYGlEBABQXV2tcSVERERERKSlJz3Bkx7hn7CpekZNTQ0AwNvbW+NKiIiIiIjIEtTU1MDJyekf53Xyb21XK2MymXD9+nW0a9cOOp1O63KaRXV1Nby9vXHlyhU4OjpqXU6rxzwsDzOxLMzDsjAPy8I8LA8zsSyvm4eIoKamBh07doSV1T//5hSvVD3DysoKnTt31roMTTg6OvLFbkGYh+VhJpaFeVgW5mFZmIflYSaW5XXyeNkVqie4UQUREREREZEKbKqIiIiIiIhUYFNF0Ov1iIuLg16v17oUAvOwRMzEsjAPy8I8LAvzsDzMxLI0VR7cqIKIiIiIiEgFXqkiIiIiIiJSgU0VERERERGRCmyqiIiIiIiIVGBTRUREREREpAKbqlbu3XffhY+PD2xtbeHl5YWpU6fi+vXrZmtKSkrw9ttvw9bWFt7e3khMTNSo2pbt0qVL+Oijj+Dn5wc7Ozt07doVcXFxqK+vN1vHPJrX6tWrERwcDHt7ezg7O79wTUVFBcaOHQt7e3t06NABixcvxqNHj5q30FYiKSkJvr6+sLW1xdChQ5Gfn691Sa1GdnY2xo0bh44dO0Kn02Hv3r1m8yKCFStWwMvLC3Z2dggLC8O5c+e0KbYViI+Px+DBg9GuXTt06NABkZGRKC8vN1vz8OFDxMbGwtXVFQ4ODpgwYQJu3rypUcUt28aNG9GvXz/lP5Q1GAzYv3+/Ms8stJWQkACdTof58+crY42dCZuqVi4kJAQ//fQTysvLsXv3bly4cAETJ05U5qurqzFq1Ch06dIFhYWFWLNmDVauXIktW7ZoWHXLdPbsWZhMJmzevBmnT5/G119/jU2bNuHTTz9V1jCP5ldfX49JkyZh1qxZL5w3Go0YO3Ys6uvr8ccff2Dbtm1ISUnBihUrmrnSlm/nzp1YsGAB4uLicOLECfTv3x/h4eGoqqrSurRWoba2Fv3790dSUtIL5xMTE7Fu3Tps2rQJeXl5aNu2LcLDw/Hw4cNmrrR1yMrKQmxsLHJzc3H48GE0NDRg1KhRqK2tVdZ88skn+OWXX7Br1y5kZWXh+vXreO+99zSsuuXq3LkzEhISUFhYiOPHj2PkyJGIiIjA6dOnATALLRUUFGDz5s3o16+f2XijZyJET0lPTxedTif19fUiIvLtt9+Ki4uL1NXVKWuWLFkiAQEBWpXYqiQmJoqfn59yzDy0k5ycLE5OTs+N//bbb2JlZSWVlZXK2MaNG8XR0dEsJ1JvyJAhEhsbqxwbjUbp2LGjxMfHa1hV6wRA0tLSlGOTySSenp6yZs0aZezOnTui1+tlx44dGlTY+lRVVQkAycrKEpHHz3+bNm1k165dypqysjIBIDk5OVqV2aq4uLjId999xyw0VFNTI927d5fDhw/LiBEjZN68eSLSNK8PXqkixe3bt7F9+3YEBwejTZs2AICcnBwMHz4cNjY2yrrw8HCUl5fj77//1qrUVuPu3bto3769csw8LE9OTg769u0LDw8PZSw8PBzV1dXKO5SkXn19PQoLCxEWFqaMWVlZISwsDDk5ORpWRgBw8eJFVFZWmuXj5OSEoUOHMp9mcvfuXQBQvmcUFhaioaHBLJOePXvCx8eHmTQxo9GI1NRU1NbWwmAwMAsNxcbGYuzYsWbPPdA0rw82VYQlS5agbdu2cHV1RUVFBdLT05W5yspKsx8WASjHlZWVzVpna3P+/HmsX78eH3/8sTLGPCwPM2ket27dgtFofOFzzedZe08yYD7aMJlMmD9/PoYNG4Y+ffoAeJyJjY3Nc78LykyaTmlpKRwcHKDX6zFz5kykpaUhMDCQWWgkNTUVJ06cQHx8/HNzTZEJm6oWaOnSpdDpdC+9nT17Vlm/ePFiFBUV4dChQ7C2tkZ0dDRERMOvoGV53TwA4Nq1axg9ejQmTZqE6dOna1R5y/VfMiEislSxsbE4deoUUlNTtS6lVQsICEBxcTHy8vIwa9YsxMTE4MyZM1qX1SpduXIF8+bNw/bt22Fra9ss53yjWc5CzWrhwoWYNm3aS9f4+/srf3Zzc4Obmxt69OiBXr16wdvbG7m5uTAYDPD09HxuJ5Qnx56eno1ee0v0unlcv34dISEhCA4Ofm4DCubROF43k5fx9PR8bgc6ZtL43NzcYG1t/cK//3yetfckg5s3b8LLy0sZv3nzJgYMGKBRVa3DnDlz8OuvvyI7OxudO3dWxj09PVFfX487d+6YvRvP10zTsbGxQbdu3QAAQUFBKCgowDfffIMpU6Ywi2ZWWFiIqqoqvPnmm8qY0WhEdnY2NmzYgIMHDzZ6JmyqWiB3d3e4u7v/p/uaTCYAQF1dHQDAYDDgs88+Q0NDg/J7VocPH0ZAQABcXFwap+AW7nXyuHbtGkJCQhAUFITk5GRYWZlfTGYejUPNa+RZBoMBq1evRlVVFTp06ADgcSaOjo4IDAxslHPQ4x9WgoKCkJGRgcjISACP/73KyMjAnDlztC2O4OfnB09PT2RkZChNVHV1tfKOPTU+EcHcuXORlpaGo0ePws/Pz2w+KCgIbdq0QUZGBiZMmAAAKC8vR0VFBQwGgxYltzomkwl1dXXMQgOhoaEoLS01G/vggw/Qs2dPLFmyBN7e3o2fifp9Nej/VW5urqxfv16Kiork0qVLkpGRIcHBwdK1a1d5+PChiDzeHcXDw0OmTp0qp06dktTUVLG3t5fNmzdrXH3Lc/XqVenWrZuEhobK1atX5caNG8rtCebR/C5fvixFRUWyatUqcXBwkKKiIikqKpKamhoREXn06JH06dNHRo0aJcXFxXLgwAFxd3eXZcuWaVx5y5Oamip6vV5SUlLkzJkzMmPGDHF2djbbeZGaTk1NjfL3H4B89dVXUlRUJJcvXxYRkYSEBHF2dpb09HQpKSmRiIgI8fPzkwcPHmhcecs0a9YscXJykqNHj5p9v7h//76yZubMmeLj4yNHjhyR48ePi8FgEIPBoGHVLdfSpUslKytLLl68KCUlJbJ06VLR6XRy6NAhEWEWluDp3f9EGj8TNlWtWElJiYSEhEj79u1Fr9eLr6+vzJw5U65evWq27uTJk/LWW2+JXq+XTp06SUJCgkYVt2zJyckC4IW3pzGP5hUTE/PCTDIzM5U1ly5dkjFjxoidnZ24ubnJwoULpaGhQbuiW7D169eLj4+P2NjYyJAhQyQ3N1frklqNzMzMF74WYmJiROTxturLly8XDw8P0ev1EhoaKuXl5doW3YL90/eL5ORkZc2DBw9k9uzZ4uLiIvb29jJ+/HizN+qo8Xz44YfSpUsXsbGxEXd3dwkNDVUaKhFmYQmebaoaOxOdCHckICIiIiIi+q+4+x8REREREZEKbKqIiIiIiIhUYFNFRERERESkApsqIiIiIiIiFdhUERERERERqcCmioiIiIiISAU2VURERERERCqwqSIiIiIiIlKBTRURETW5yspKzJ07F/7+/tDr9fD29sa4ceOQkZGhdWkWZdq0aYiMjPzXddnZ2Rg3bhw6duwInU6HvXv3NnltRET0z9hUERFRk7p06RKCgoJw5MgRrFmzBqWlpThw4ABCQkIQGxurdXn/l2pra9G/f38kJSVpXQoREYFNFRERNbHZs2dDp9MhPz8fEyZMQI8ePdC7d28sWLAAubm5yrqKigpERETAwcEBjo6OmDx5Mm7evKnMr1y5EgMGDMDWrVvh4+MDBwcHzJ49G0ajEYmJifD09ESHDh2wevVqs/PrdDps3LgRY8aMgZ2dHfz9/fHzzz+brSktLcXIkSNhZ2cHV1dXzJgxA/fu3VPmn1xBWrt2Lby8vODq6orY2Fg0NDQoa+rq6rBo0SJ06tQJbdu2xdChQ3H06FFlPiUlBc7Ozjh48CB69eoFBwcHjB49Gjdu3FC+vm3btiE9PR06nQ46nc7s/k8bM2YMvvjiC4wfP/618yAiosbHpoqIiJrM7du3ceDAAcTGxqJt27bPzTs7OwMATCYTIiIicPv2bWRlZeHw4cP466+/MGXKFLP1Fy5cwP79+3HgwAHs2LED33//PcaOHYurV68iKysLX375JT7//HPk5eWZ3W/58uWYMGECTp48iaioKLz//vsoKysD8PiqT3h4OFxcXFBQUIBdu3bh999/x5w5c8weIzMzExcuXEBmZia2bduGlJQUpKSkKPNz5sxBTk4OUlNTUVJSgkmTJmH06NE4d+6csub+/ftYu3YtfvzxR2RnZ6OiogKLFi0CACxatAiTJ09WGq0bN24gODj4Pz/3RETUjISIiKiJ5OXlCQDZs2fPS9cdOnRIrK2tpaKiQhk7ffq0AJD8/HwREYmLixN7e3uprq5W1oSHh4uvr68YjUZlLCAgQOLj45VjADJz5kyz8w0dOlRmzZolIiJbtmwRFxcXuXfvnjK/b98+sbKyksrKShERiYmJkS5dusijR4+UNZMmTZIpU6aIiMjly5fF2tparl27Znae0NBQWbZsmYiIJCcnCwA5f/68Mp+UlCQeHh7KcUxMjERERLz0uXoWAElLS3ut+xARUeN6Q9OOjoiIWjQReaV1ZWVl8Pb2hre3tzIWGBgIZ2dnlJWVYfDgwQAAX19ftGvXTlnj4eEBa2trWFlZmY1VVVWZPb7BYHjuuLi4WDl3//79za6kDRs2DCaTCeXl5fDw8AAA9O7dG9bW1soaLy8vlJaWAnj88UGj0YgePXqYnaeurg6urq7Ksb29Pbp27Wr2GM/WSkRE/3/YVBERUZPp3r07dDodzp492yiP16ZNG7NjnU73wjGTydQo5/u3cz85z71792BtbY3CwkKzxgsAHBwcXvoYr9p4EhGR5eLvVBERUZNp3749wsPDkZSUhNra2ufm79y5AwDo1asXrly5gitXrihzZ86cwZ07dxAYGKi6jqc3xHhy3KtXL+XcJ0+eNKvv2LFjsLKyQkBAwCs9/sCBA2E0GlFVVYVu3bqZ3Tw9PV+5ThsbGxiNxldeT0REloFNFRERNamkpCQYjUYMGTIEu3fvxrlz51BWVoZ169YpH8sLCwtD3759ERUVhRMnTiA/Px/R0dEYMWIEBg0apLqGXbt2YevWrfjzzz8RFxeH/Px8ZSOKqKgo2NraIiYmBqdOnUJmZibmzp2LqVOnKh/9+zc9evRAVFQUoqOjsWfPHly8eBH5+fmIj4/Hvn37XrlOX19flJSUoLy8HLdu3TLbXfBp9+7dQ3FxsfIRxosXL6K4uBgVFRWvfC4iImo8bKqIiKhJ+fv748SJEwgJCcHChQvRp08fvPPOO8jIyMDGjRsBPP4YXHp6OlxcXDB8+HCEhYXB398fO3fubJQaVq1ahdTUVPTr1w8//PADduzYoVwBs7e3x8GDB3H79m0MHjwYEydORGhoKDZs2PBa50hOTkZ0dDQWLlyIgIAAREZGoqCgAD4+Pq/8GNOnT0dAQAAGDRoEd3d3HDt27IXrjh8/joEDB2LgwIEAgAULFmDgwIFYsWLFa9VMRESNQyf8MDcREbVgOp0OaWlpiIyM1LoUIiJqoXilioiIiIiISAU2VURERERERCpwS3UiImrR+Cl3IiJqarxSRUREREREpAKbKiIiIiIiIhXYVBEREREREanApoqIiIiIiEgFNlVEREREREQqsKkiIiIiIiJSgU0VERERERGRCmyqiIiIiIiIVGBTRUREREREpML/ABeenysvQAQOAAAAAElFTkSuQmCC\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":"display_data","data":{"text/plain":["<Figure size 800x600 with 2 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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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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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"," 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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"," 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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":"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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='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: 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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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\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_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"," 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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 -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"," 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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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\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='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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MGfLcfoU3v+zevVt7LePLGDNmDKRSKbZs2VLkQd3btm3Dr7/++tLbLk7Pnj0RGBiIM2fOYNiwYcXWnpqaipUrV+r8kh4/fjwAYNmyZdqbhApFRETgwoULZa7lvffeg7u7Oy5evIgRI0YgOztbZ3lGRgZ+//137detWrVC8+bNkZOTg1GjRuHp06faZcnJyRg1ahQAYMCAAdqZWzE1a9YM1tbWuHr1apGgvXXrVixdurTY9RYvXlzsNYfXr1/XztJ5eXm9cP/jxo2DsbExduzYUSR0HTx4UHuzTGlnriuawmtVDx8+jKtXr+os++677/DTTz+VuK67uzsA4MqVK6LUtnnzZnz33XdQKBTYvHkzpFIpPvzwQ7z55puIjY0tchMhUVXFoEn0jOPHj+PWrVuQyWQYMGDAc/vWrVsXjRs3Rl5eHjZs2PDS+2zSpAnmz5+PgoIC9OrVCy1atMDAgQPRvHlz9OnTRxvwCk/T/ldSqRQ7duxAo0aN8P3338PHxwctW7bEW2+9hT59+iAgIABOTk54//33dYJm9+7d8eGHHyIrKwuvvfYa2rZti7fffhv16tXDtGnTXurz3y0tLbFr1y44Oztj3bp1cHd3R7du3TBgwAC0bNkSzs7OmD9/vs46mzdvhpeXF3bu3AkfHx/07dsXvXr1gp+fH86ePYvGjRvj66+//s/jVBpmZmaYO3cuAM0fHsHBwejbty/q1auH/v37Y+rUqcWuN3/+fHh5eaF27dro3bs3Bg4ciLZt26J+/frIzs7G4MGD0bhx4xfuv379+li+fDkkEgkGDRqEJk2aYODAgWjVqhU6d+4MlUqFsLAwdOzYsVzft74EBASgZ8+eyMzMREBAADp16oS33noLtWvXxujRozF9+vQS1+3Tpw8AIDQ0FP3798d7772H995777mfelVaMTExGDVqFKRSKTZv3gxnZ2ftstWrV8PX1xfbt2/HV1999Z/3RfSqY9AkekbhafDu3buX6s7RwlnN/3r6fNq0adi2bRtatmyJy5cv47fffoOpqSl27NiBnj17AgAcHR3/0z6e5erqiujoaKxcuRLNmjVDTEwMfvnlF+0jjEaPHo0DBw4UeQzN119/jbVr1yIgIADR0dHYu3cvXFxccPjwYfTq1eulagkICMDly5cxc+ZMeHh44NixY9i1axcSEhLQo0cPTJs2Tae/r68vLly4gGnTpsHBwQG7d+/GoUOH4Ofnh4ULF+LkyZN6vet3/Pjx+P7779G4cWNcvHgRBw8ehEKhwMGDB0uc1Vq+fDmGDRsGY2NjHD9+HL/++itiY2PRoUMHbN++vcRT4cUZOXIkTp06hTfffBOPHj3Czz//jOvXr+P111/HwYMHMWfOnHJ6p4axdetWfPbZZ/D398fJkydx8OBBeHp64sCBA3jvvfdKXO+TTz7B5MmTYWtrix07dmDNmjVYs2ZNidfTllZOTg769u2LrKwszJo1C+3atdNZbmNjg59//hkymQyTJ0/G2bNn/9P+iF51EuG/3K5HRKKbN28e5syZg7Fjx5Z4KpaIiKgi4owmUQVw8+ZNpKamFmnftWsXwsPDIZFIXnjNKBERUUXz6t2GSFQJbdq0CZ9++ikCAgLg4eGBvLw8xMTEaD/xJCwsDE2aNDFwlURERGXDoElUAXTu3Bk3b95EdHQ0rl27BqVSCQcHB3Tv3h0ffPBBsR8xSUREVNHxGk0iIiIiEgWv0SQiIiIiUTBoEhEREZEoGDSJiIiISBS8GaiCSzcKM3QJFYLVEZmhS6gQ5pmpDF0CEVGFFtYszGD7LvwYXDEUfqTsq4YzmkREREQkCgZNIiIiIhIFgyYRERERiYJBk4iIiIhEwaBJRERERKJg0CQiIiIiUTBoEhEREZEoGDSJiIiISBQMmkREREQkCgZNIiIiIhIFgyYRERERiYJBk4iIiIhEwaBJRERERKJg0CQiIiIiUTBoEhEREZEoGDSJiIiISBQMmkREREQkCgZNIiIiIhIFgyYRERERiYJBk4iIiIhEwaBJRERERKJg0CQiIiIiUTBoEhEREZEoGDSJiIiISBQMmkREREQkCr0GzbCwMEgkkiKvevXq6WX/69evh0QiQXJyMgAgLS0NYWFhuHr1ql72T0RERFSVGOt7h2ZmZjhy5IhOm7m5uV723bVrV0RFRcHW1haAJmjOnTsX9erVQ506dfRSQ0Vg9JoXZP8LhlFjV0hdrZDdewvyd17X6SMLawvT9xpDYitHQeR95Hy4G+pbKdrlVrfHQ+ptq7OOctrvUEWc1Mdb0ItV+/7CF9svYFD72pjevzkAYPDifTh7I1GnX//WNRH2TrAhStSrG4du4Pre68hJz4Gdhx2aDG4CBz8HQ5eldxwHDY6DBsdBg+NQsZw4cQKfffYZzp8/j/j4eGzfvh29evUqtu/o0aPx7bff4ssvv8T48eO17SkpKRg7dix+++03SKVS9OnTB1999RUsLS3LVIveg6ZUKkVQUFC5bS8nJwdmZmal6uvk5AQnJ6dy2/d/rcdQJBYmKPgzEbnrLsLi1wFFlptOagnZ2OZ4Omw71LFpkM9rC4t9g5BZbzmgytf2U84+gtzVF7RfC5kqvdSvD5fjkvHTiRvwd7crsqzvazUxtkcj7ddmpnr/MdK7u9F3cXHzRQQOC4SDnwNi9sfgaMRRdIvoBrmN3NDl6Q3HQYPjoMFx0OA4VDzZ2dlo2LAh3n33XfTu3bvEftu3b0d0dDRcXV2LLBs4cCDi4+Nx6NAh5OXlYdiwYRg5ciQ2b95cploqzDWa3t7eGDNmjE7bjh07IJFIEBcXBwCIi4uDRCLB+vXrMWLECDg4OKBZs2YAAIlEgoiICISFhUGhUMDR0RHDhg1Ddna2dnvPnjqPi4uDj48PAKBv377a0/hxcXE4duwYJBIJzp07p1NPr169EBISov06LCwMlpaWOHPmDFq0aAG5XI7ly5cDAK5du4aePXvCxsYGFhYW6Nq1K27fvl3ew/ZS8vffgmr2EeTvuF7sctm4ICgXnED+rhioLyfi6ZDtkLhawaRXLZ1+QmYuhMQs7QtP8/RRvuiylXmYtPoE5g0KhrW5aZHlclMjONmYa1+WZkX7VDYx+2LgF+IH39a+sHGzQeCwQBjLjHHnxB1Dl6ZXHAcNjoMGx0GD41DxdOnSBfPnz8cbb7xRYp+HDx9i7Nix2LRpE0xMTHSWXbt2Dfv378fq1avRvHlztGrVCsuWLcOWLVvw6NGjMtVikKCZn5+v8xIEoUzrT5s2DYIg4Mcff8Rnn32mbf/6669x8+ZNfP/995g9ezY2b96MTz75pNhtuLi4YNu2bQCATz/9FFFRUYiKioKLi0uZasnNzcXbb7+Nd955B/v27UPHjh1x584dBAcHIyUlBevXr8fmzZvx+PFjtG/fHipVxZ71k/jYQepihfzDz/wHkaFCwekHMApy1+krm9IKVkmTYXluFEw/DgaMKszfLf/JJz9Go019dwTXKfoXHgDsPn0HLSb8iO5hO/DFtvPIeWaWtzIqyC9ASlwKnOs6a9skUgkUdRVIvpVswMr0i+OgwXHQ4DhocBz0R6VSISMjQ+f1splCrVZj0KBBmDRpEurWrVtkeeFlhk2bNtW2hYaGQiqV4vTp02Xal97P+WVnZxdJzhs3bizTNho1aoTVq1cXaXdxccGmTZsAAJ07d8aFCxfwyy+/YOHChUX6ymQyBAQEAABq1Kjx0qfz8/LysGDBAvTv31/bNmTIENjb2+PQoUOQyzWnDYKDg+Hr64s1a9bggw8+eKl96YPUWXPthZCYpdOuTsqGxPmf6zJUy06j4GI8hJQcGAd7QL6gPaQuVlD+74Be6y1ve87cwdW7T7B1Rrdil3dr5gtXB0tUszFHzMMUfP7recQmpmPZ++30XKn+qDJVENRCkVNgcms5Mh9lGqgq/eM4aHAcNDgOGhwH/QkPD8fcuXN12ubMmYOwsLAyb2vRokUwNjbGRx99VOzyhIQEVKtWTafN2NgY9vb2SEhIKNO+DHIz0IkTJ3TafH19MXPmzFJvo2vXrsW2d+jQQefrOnXqYMuWLWUvsoz+Xc/BgwcxYMAAGBsbIz9fM9tlZ2eHgIAAnD17tsTtqFSqIn+dqIR8yCQV7xrA3CVR//z7ciKE3AKYregG5fTfgdwCA1b28uJTshH+0xmsmdARMpPix7xfa3/tv2u628HJxhzDvjiAe0kZ8Kxmra9SiYioipk2bRomTpyo0yaTycq8nfPnz+Orr77ChQsXIJFIyqu8EhnkZqBnp2JfhkKhKLa98G7yQqampqKfqjY3Ny9yB1ZycjKWLFmCJUuWFOlvalry9XzF/bUyBW0wTRJSDpWWjjpBM5MpUVhCSPhnVlNazQIFf5b8V0zB6QeQmBhB6m0L9Y0notcphit3k/EkU4k+83/TthWoBZy7mYjNR6/jz28GwUiqe3lAAx9HAMC9x5mVNmjKrGSQSCVQpit12pUZSshtq86F/hwHDY6DBsdBg+OgPzKZ7KWC5b/98ccfSEpKgqenp7atoKAAH3/8MZYsWYK4uDg4OzsjKSlJZ738/HykpKTA2dn535t8rgozVSaXy5Gbm6vTlpqaWmxfsRN44enu4ur5976Lq8Xe3h5du3Yt9hS5lZVVifst7q8VpW1EqesuD0JsKtTxmTBu54PcwmBpJYNRc3fkfnuuxPWMGjlDKFBDnZRdYp+KrkVtV+yc01Onbcb6k/BxtsF7nesXCZkAcP2+5pFPTjYV+0kD/4WRsRHsve2RcDUB7k011+kKagGJVxJRs0NNA1enPxwHDY6DBsdBg+Pw6hk0aBBCQ0N12jp16oRBgwZh2LBhAIAWLVogLS0N58+fR5MmTQAAR44cgVqtRvPmzcu0vwoTNN3d3XHt2jWdtoMHD4q6z8LZRaVS9y8xd3fND8u1a9cQHKx5PmJycjIuXLigHfDnCQ0Nxd9//42AgAAYGRmVup7i/loRxDhtbmEKaXV77ZdSb1tIGzpDSMmBcD8dqq+iIZ/RGupbKVDHpkI+rx2ER5nI+/+71I2C3GHUzB35x2IhZObCuIU75J93Rt6mv4A0ZUl7rfAs5Cao6ab7OCMzmTFsLWWo6WaHe0kZ2H0mFm3qu8HWQoaYB6lY+PNZNK2hgL+7fQlbrRz8u/gj+rto2PvYw8HXATEHYpCvyodPax9Dl6ZXHAcNjoMGx0GD41DxZGVl4datW9qvY2NjcenSJdjb28PT0xMODrrPODUxMYGzszP8/TWXh9WuXRudO3fGiBEjsHLlSuTl5WHMmDEYMGBAsY9Cep4KEzTffPNNvP/++5g7dy6Cg4Oxd+9eREVFvXjF/8DZ2Rm2trb48ccf4ePjA5lMhgYNGsDd3R3NmzfH3LlzYWNjA2NjYyxatAg2Njal2u7cuXMRGBiITp06YeTIkVAoFEhISMDx48fx2muv4a233hL1fb2IUVNXWB4Zqv3a7IvOAIDc7y8h590dyP0sEhILU5it7K55YPvJe8h+/QftMzQFVQFM+teDfE4IIDOCOjYNuUuioPpS3O+XoZkYGyHq2iNsOHwVOao8ONtboENjL7zftYGhSxOdV5AXVJkqXP71MpTpSth52iFkUgjMKvFMbnE4DhocBw2OgwbHoeI5d+4c2rZtq/268GzpkCFDsH79+lJtY9OmTRgzZgzat2+vfWD70qVLy1xLhQma7733Hm7fvo0VK1bgyy+/xIABAxAeHo63335btH1KpVKsW7cO06dP1z56KDY2Ft7e3ti0aRNGjBiBoUOHwtnZGfPnz8eWLVuQlpb2wu1Wr14dZ86cwcyZM/HBBx8gKysLLi4uaN26NRo0MHwoKTgeh3SjsOf2UYUdhSrsaLHL1Bfjkd2y6F3/ldGG/3XR/tvF3gIbJ3V5Tu/KrWaHmjwVBo5DIY6DBsdBg+NQsYSEhJTp0ZGFzyt/lr29fZkfzl4ciVDWh1iSXr0oEFYVVkf++wXQlcE8s4r9HFYiIkMLaxZmsH2PGjVKtG1/++23om1bTJXjCdtEREREVOEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUxoYugIiIiKgyeCt7p4hb/1bEbYuHM5pEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKPgczQrO6ojM0CVUCJntVIYuoWKIMnQBREREpccZTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERFVIidOnED37t3h6uoKiUSCHTt2aJfl5eVhypQpqF+/PiwsLODq6orBgwfj0aNHOttISUnBwIEDYW1tDVtbWwwfPhxZWVllroVBk4iIiKgSyc7ORsOGDbF8+fIiy54+fYoLFy5g1qxZuHDhArZt24aYmBj06NFDp9/AgQNx5coVHDp0CLt378aJEycwcuTIMtdi/NLvgoiIiIgqnC5duqBLly7FLrOxscGhQ4d02r7++ms0a9YM9+7dg6enJ65du4b9+/fj7NmzaNq0KQBg2bJleP3117F48WK4urqWuhbOaBIRERFVYenp6ZBIJLC1tQUAREVFwdbWVhsyASA0NBRSqRSnT58u07arRNAMCwuDRCLRvuRyOWrXro2IiAio1eoybSskJATdunUTqVIiIiKiolQqFTIyMnReKpXqP29XqVRiypQpeOutt2BtbQ0ASEhIQLVq1XT6GRsbw97eHgkJCWXafpU5dW5mZoYjR44AAHJycnD06FFMnToVarUaU6dONXB1FcuqfX/hi+0XMKh9bUzv3xwA8POJGOw+cwdX76UgW5mH00vegrW5zMCVisDSFPJ57WDSqxYk1SxQcDEBygn7UHBOc5G02dpeMB3SSGeVvAO38PT1HwxQrH7dOHQD1/deR056Duw87NBkcBM4+DkYuixRJV1PwrU915Aal4qctBy8Nu41uDd1L7bv2XVncevILQQMDECtzrX0XKn+VcXjoTgcBw2Og/jCw8Mxd+5cnbY5c+YgLCzspbeZl5eHfv36QRAErFix4j9WWLwqMaMJAFKpFEFBQQgKCkLbtm0xb9489OzZE9u2bTN0aRXK5bhk/HTiBvzd7XTac3Lz8VpdN4zqUt9AlemH2aoeMA71xdMh25HVcAXyD92GxcHBkLhaafvk7b+JDNfF2tfTt38xYMX6cTf6Li5uvoh6b9RD5086w9bTFkcjjkKZrjR0aaLKV+XDztMOTYY0eW6/++fuI/lWMszszPRUmWFV1ePh3zgOGhwH/Zg2bRrS09N1XtOmTXvp7RWGzLt37+LQoUPa2UwAcHZ2RlJSkk7//Px8pKSkwNnZuUz7qTJBszhWVlbIy8vTfj116lTUr18flpaWcHNzw1tvvYX4+Phi192wYQP8/PxgZmaGkJAQxMTEaJf16dMHLVu2LLLOihUrIJfLkZKSUv5vphxkK/MwafUJzBsUDGtzU51lQ0LrYkSXBmjo62Sg6vRAbgyT3nWgnHoIBX/chfp2ClTzjkF9KwWmowP/6acqgJCYpX0hrfL/ZxqzLwZ+IX7wbe0LGzcbBA4LhLHMGHdO3DF0aaJybeiKBn0bwKOpR4l9nqY8xfkN5xH8fjCkRlXjv9Sqejz8G8dBg+OgHzKZDNbW1jovmezlziwWhsybN2/i999/h4OD7uxzixYtkJaWhvPnz2vbjhw5ArVajebNm5dpX1Xjf8X/l5+fj/z8fGRmZmLXrl349ddf8eabb2qXJyUlYfr06dizZw+++uorxMXFoU2bNsjPz9fZzoULFxAeHo6FCxdiw4YNiI+PR6dOnbTXSowYMQKnTp3SCZ8AsHbtWrzxxhuwt7cX/82+hE9+jEab+u4IrlP6u8kqFWMpJMZSCErd77eQkw/jlp7/dGvjDav4SbC8Ogby5V0hsa/cs1gF+QVIiUuBc91//oqVSCVQ1FUg+VayASszPEEtIGplFGp3rQ0bdxtDl6MXPB40OA4aHIeKKSsrC5cuXcKlS5cAALGxsbh06RLu3buHvLw8vPnmmzh37hw2bdqEgoICJCQkICEhAbm5uQCA2rVro3PnzhgxYgTOnDmDyMhIjBkzBgMGDCjTHedAFbpGMzs7GyYmJjpt/fv317k+c+3atdp/FxQUoEWLFnB3d8eRI0fQsWNH7bLExEQcP34cNWrUAAAEBATA398f69evx6hRo9CxY0d4enpi7dq1WLRoEQDg77//xrlz5/Dpp5+K+TZf2p4zd3D17hNsnVGFb3TKykX+qfuQz2iDp9eSISRmweSt+jBq4Q71Lc0sdP6BW8jbfg3q2FRI/ewhn98eRnveQXbL1YBaMPAbEIcqUwVBLUBuI9dpl1vLkfko00BVVQxXd1+F1EiKmh1rGroUveHxoMFx0OA4VEznzp1D27ZttV9PnDgRADBkyBCEhYVh165dAIBGjRrprHf06FGEhIQAADZt2oQxY8agffv2kEql6NOnD5YuXVrmWqpM0DQzM8OJEycAaO7cOn/+PGbPno0RI0ZoA+a+ffvwySef4MqVK8jIyNCue+PGDZ2gWa9ePW3IBIDq1aujYcOGOH36NEaNGgWpVIrhw4djxYoVWLBgAYyNjbF27Vp4eXmhffv2JdaoUqmK3EFmkpsPmam436b4lGyE/3QGayZ0hMykyhwSxcoZsg1mq3vC+sHHEPLVKLgQj7wtf8OosQsAIO+nv7V91X8nIfuvRFjfGgejEG8UHIk1VNlkACmxKbhx8AY6fdIJEonE0OUQEWmFhIRAEEqe/HjeskL29vbYvHnzf66lyqQKqVSq8zyoli1bIj8/Hx9//DEmTpyInJwc9OjRAz179sTUqVNRrVo1SCQSBAUFQanUvQbv37f8A4BCodC5nvPdd9/FvHnzsHfvXnTp0gU//PADPvjgA0ilJV+tUNwdZbOHtMOcYaEv+7ZL5crdZDzJVKLP/N+0bQVqAeduJmLz0ev485tBMHpO3ZWJ+k4qstutB8xNILGWQUjIgtmPb0Idm1psfyE2FerH2TCqbl9pg6bMSgaJVFLkwn5lhhJyW3kJa1V+STFJUGYosWv8Lm2boBZwafMl3DhwAz2+7PGctV9dPB40OA4aHAd6kSoTNItTu3ZtAMCVK1fw559/wsbGBj///LM2DN69e7fY9f59JxagOZ3+7BS0u7s7OnfujLVr1yI/Px/JyckYNmzYc+uZNm2adnq7kMnpr8ryll5Ki9qu2Dmnp07bjPUn4eNsg/c6168yIVPH0zwIT/MAWzlMOlZHztRDxXaTuFlD4mAOdXzZP//1VWFkbAR7b3skXE3QPtpHUAtIvJKImh2qzinjf/Np6aNzXRoAHPvsGLxbesO3ta+BqhIfjwcNjoMGx4FepEoHzb//1pwGdXR0RE5ODkxMTHROgW3atKnE9W7duoXq1asDAG7duoU///wTo0aN0uk3YsQIvPnmm0hKSkL79u3h5eX13HpkMlmRO8jUIp82BwALuQlquuk+zshMZgxbS5m2/XH6UyRn5OBukuaamxsP02AhN4aLvSVsLSrP8zSNO/oBEgkKYpJhVN0e8kUdUXA9GXnrLgIWppDPboO8bdegTsiC1M8OZgs7QH0rBfkHbhm6dFH5d/FH9HfRsPexh4OvA2IOxCBflQ+f1j6GLk1Ueco8ZCX+80dE1uMspN5NhamFKSwcLSCz0j32pUZSyG3ksHax/vemKpWqejz8G8dBg+NAz1NlgqZarUZ0dDQAIDc3F+fPn8f8+fNRp04dtG7dGiqVCkuWLMHYsWPxxhtvICoqChs3bix2WwqFAt27d8e8efMAALNmzYKbmxuGDh2q069r165wcnJCVFQUfvzxR1Hfn9h+Oh6D5bv/1H496LN9AIBPh7bEG8E1SlrtlSOxkUO2oD2k7tYQUnKQt+0alDMPA/lqwFgNaQMFzAc3gsRWDuFRJvIP3YZy9hEgt8DQpYvKK8gLqkwVLv96Gcp0Jew87RAyKQRmNpX7jvuU2BQc+fSI9uuLmy8CAHxa+SBoVJChyjK4qno8/BvHQYPjQM8jEUpzRegrLiwsTOfaR2NjY3h4eKBLly6YM2eO9prLiIgILFu2DCkpKWjZsiWWL1+OmjVr4rPPPsP//vc/AJoLbC0tLdGnTx/MmzcP8fHxaN68OVauXKk9Ff+sUaNGYevWrYiPj3+p512pj4e/5LuuXDLb/feP2aoMvowydAVERBVbWLMwg+372Dtle5h5WYT8ULaPfqwoqkTQNBS1Wg0/Pz9069YNy5Yte7ltMGgCYNAsxKBJRPR8DJoVS5U5da5Pubm5+PPPP/HLL7/g/v37GDNmjKFLIiIiItI7Bk0RPHr0CM2aNYOTkxO+/vpr+Pv7G7okIiIiIr1j0BSBt7d3qR6GSkRERFSZVcEHJBIRERGRPjBoEhEREZEoGDSJiIiISBQMmkREREQkCgZNIiIiIhIFgyYRERERiYJBk4iIiIhEwaBJRERERKLgA9uJiIiIykHAj6PF2/gP4m1aTJzRJCIiIiJRMGgSERERkSgYNImIiIhIFAyaRERERCQKBk0iIiIiEgWDJhERERGJgkGTiIiIiETBoElEREREomDQJCIiIiJRMGgSERERkSgYNImIiIhIFAyaRERERCQKBk0iIiIiEgWDJhERERGJgkGTiIiIiERhbOgC6PnmmakMXULFEGXoAiqG+DXxhi6hQnAZ7mLoEoiIqBQ4o0lEREREomDQJCIiIiJRMGgSERERkSgYNImIiIhIFAyaRERERCQKBk0iIiIiEgWDJhERERGJgkGTiIiIiETBoElEREREomDQJCIiIiJRMGgSERERkSgYNImIiIhIFAyaRERERCQKBk0iIiIiEgWDJhERERGJgkGTiIiIiETBoElEREREomDQJCIiIqpETpw4ge7du8PV1RUSiQQ7duzQWS4IAmbPng0XFxeYmZkhNDQUN2/e1OmTkpKCgQMHwtraGra2thg+fDiysrLKXAuDJhEREVElkp2djYYNG2L58uXFLo+IiMDSpUuxcuVKnD59GhYWFujUqROUSqW2z8CBA3HlyhUcOnQIu3fvxokTJzBy5Mgy12L80u+CiIiIiCqcLl26oEuXLsUuEwQBS5YswcyZM9GzZ08AwIYNG6BQKLBjxw4MGDAA165dw/79+3H27Fk0bdoUALBs2TK8/vrrWLx4MVxdXUtdC2c0iYiIiCo4lUqFjIwMnZdKpSrzdmJjY5GQkIDQ0FBtm42NDZo3b46oqCgAQFRUFGxtbbUhEwBCQ0MhlUpx+vTpMu2PQZOIiIioggsPD4eNjY3OKzw8vMzbSUhIAAAoFAqddoVCoV2WkJCAatWq6Sw3NjaGvb29tk9p8dQ5ERERUQU3bdo0TJw4UadNJpMZqJrSY9AkIiIiquBkMlm5BEtnZ2cAQGJiIlxcXLTtiYmJaNSokbZPUlKSznr5+flISUnRrl9aPHVOREREVEX4+PjA2dkZhw8f1rZlZGTg9OnTaNGiBQCgRYsWSEtLw/nz57V9jhw5ArVajebNm5dpfwYLmmvXroVEIiny3KZly5ZBIpFgzpw5Ou0pKSmQSqWIiIh44bbT0tIQFhaGq1evlrmuoUOHol69emVej4iIiKgiyMrKwqVLl3Dp0iUAmhuALl26hHv37kEikWD8+PGYP38+du3ahcuXL2Pw4MFwdXVFr169AAC1a9dG586dMWLECJw5cwaRkZEYM2YMBgwYUKY7zgEDnjpv2bIlAODUqVOoUaOGtj0yMhLm5uY4deqUTv9Tp05BEAS0atXqhdtOS0vD3LlzUa9ePdSpU6d8C68inqY8xaWfLiH+r3gUqApgqbBE8xHN4eDrYOjSRJV0PQnX9lxDalwqctJy8Nq41+De1F27XBAEXN52GbeP3kbe0zw41nRE4NBAWDlbGbDq/6ZGjRro2LEjPD09YWtri2+++QZ//vmndnm3bt0QGBgIOzs75Ofn4969e9ixYwfi4uKKbMvY2BhTp06Fh4cHPvnkEzx48ECP70Q/bhy6get7ryMnPQd2HnZoMrgJHPwq989FcTgOGhwHDY5DxXLu3Dm0bdtW+3XhtZ1DhgzB+vXrMXnyZGRnZ2PkyJFIS0tDq1atsH//fsjlcu06mzZtwpgxY9C+fXtIpVL06dMHS5cuLXMtBpvR9Pf3h5OTEyIjI3XaIyMjMXToUERHR6OgoECnXS6X69xqT+LIzc7F75/8DqmRFCH/C8HrC19HwNsBMLUwNXRpostX5cPO0w5NhjQpdvm1Pddw4+ANBA4LRIewDjCWGeNoxFEU5BYU2/9VYGpqigcPHuDHH38sdnliYiJ+/PFHzJs3D5999hmePHmC8ePHw9LSskjf3r17Iy0tTeSKDedu9F1c3HwR9d6oh86fdIatpy2ORhyFMl354pUrEY6DBsdBg+NQ8YSEhEAQhCKv9evXAwAkEgnmzZuHhIQEKJVK/P7776hZs6bONuzt7bF582ZkZmYiPT0da9euLfb//Rcx6DWaLVu21Ama9+7dw4MHDzBu3DgolUr89ddf2mWRkZFo2rQp7ty5gwEDBsDDwwPm5uaoU6cOPv/8c6jVagBAXFwcfHx8AAB9+/aFRCKBRCLRzr6oVCrMnDkTvr6+kMlkcHd3x9ChQ4vUduzYMQQEBMDCwgLNmjXTuU4B0MxsLV68GDVr1oRMJoOvry++/PJLnT4PHjxAv379oFAoIJfL4ePjgwkTJpTH0Inq6u6rMLc3R9DIIDj4OcCymiVc6rvASvHqztqVlmtDVzTo2wAeTT2KLBMEATH7Y1C3R124N3GHnacdgkYFISctBw/Ov7ozd1euXMHOnTu1p1j+7ezZs7h+/TqSk5MRHx+PrVu3wszMDO7u7jr96tatizp16uDXX3/VQ9WGEbMvBn4hfvBt7QsbNxsEDguEscwYd07cMXRpesVx0OA4aHAc6HkMetd5y5YtsXPnTqSmpsLOzg6RkZHw8PBAzZo10bBhQ0RGRiIgIAB5eXk4e/Ysxo8fj4cPH8Lf3x8DBw6ElZUVLl26hDlz5iArKwtz5syBi4sLtm3bht69e+PTTz/VTh0X3lnVp08fHDlyBNOnT0dQUBAeP36Mbdu26dSVkJCAjz76CFOnToWNjQ2mTZuGN954A7dv34aJiQkAYNy4cVi9ejVmzJiB5s2b49SpU5gyZQrMzMwwevRoAMDgwYPx6NEjLF26FAqFAvfu3cO5c+f0OMIv5+GFh3Cp74KTS08i6XoSzOzNUKN9DVRvW93QpRlU9uNsKNOVcK73zx13puamcPB1QPKtZHi18DJgdfphZGSE1157DU+fPsX9+/e17VZWVhg0aBBWrFiB3NxcA1YonoL8AqTEpaBO938ux5FIJVDUVSD5VrIBK9MvjoMGx0GD40AvYtCg2apVKwiCgKioKLz++us4deoUgoODAQDBwcE4deoUxowZgwsXLkCpVKJVq1Zo37492rdvDwDaazafPn2Kr7/+GnPmzIFMJkNAQAAAzbVnQUFB2v0dOnQIe/bswebNm/HWW29p25/9N6C58ej48eOoW7cuAMDCwgJt27bF6dOn0apVK9y+fRtff/01Vq5cqf3cz9DQUDx9+hRz587FyJEjIZVKcebMGYSHh6N///7abQ8ePFiEkSxfWY+zcPPITdTqXAt1etRByp0UXNh4AVJjKXxf8zV0eQaTk5YDAJDbyHXa5TbySn+KqH79+njvvfdgamqK9PR0LFmyBNnZ2drlQ4cOxYkTJ3D37l04OFTO67JUmSoIaqHo999ajsxHmQaqSv84DhocBw2OA72IQU+dN2nSBGZmZtrT55GRkdqg2aJFC512iUSC4OBgKJVKzJkzB9WrV4dMJoOJiQlmzJiB+Ph4ZGVlPXd/hw8fhrm5OQYMGPDcfq6urtqQCUB7Q1HhjQ2///47AM3saH5+vvYVGhqKhIQE7UxP48aNsXjxYqxYsQK3bt164XgU9/FS+bn5L1yv3KkBey97NOzXEPbe9qjerjr8Qvxw68iL3wNVTjExMZg/fz4iIiJw5coVjBw5ElZWmksp2rZtC7lcjn379hm4SiIiqmgMGjRNTEwQGBiIyMhIZGVl4a+//tKZ0Sy8ZjMyMhJ16tSBnZ0dpkyZgs8++wwjRozA3r17cfbsWcycORMAoFQ+f1bpyZMncHFxgUQieW4/W1tbna9NTU11tp+cnAxBEODo6AgTExPtq0OHDgCgDZo//fQT2rdvjxkzZqBGjRqoVatWkdP0zyru46VOfn/yubWKQW4rh7WbtU6btas1nj55qvdaKhIzWzMAKDJ7qUxXFvlrvrLJzc3F48ePERsbi40bN6KgoED75IhatWrB19cXy5cvxzfffINPPvkEADB9+vRir39+VcmsZJBIJUW//xlKyG0r9/f/WRwHDY6DBseBXsTgnwzUqlUrLFmyBCdPnoRMJtM+ld7LywsuLi6IjIzEqVOn0LNnTwDA1q1bMWrUKEyZMkW7jT179pRqXw4ODoiPj4cgCC8Mm89jb28PiUSCkydPakPos/z9/QForgtdu3YtVq9ejfPnz2P+/Pno378/YmJi4Otb9BR0cR8vFfHXi58bWt6cajohM173lEdmQiYsHCz0XktFYuFkAbmNHAlXEmDnZQcAyMvJw5M7T1CjfY0XrF25SKVSGBtr/vvYsmULdu7cqV1mY2OD8ePHY9WqVYiNjTVUieXOyNgI9t72SLiaoH3klaAWkHglETU71HzB2pUHx0GD46DBcaAXMfgnAz17jWVgYKD2lxegmdXcuHEjEhIStLMnOTk5OuGuoKAAW7Zs0dnmv2cgCxVeR/nzzz//p5oLrxF98uQJmjZtWuRVeEqxkFQqRWBgIObPn4/8/PwST6PLZDJYW1vrvIxN9f+3gH9nfyTfTsaVXVeQmZiJuFNxuHX0FmqEVv4wlafMQ+rdVKTeTQWguV419W4qspOzIZFI4N/ZH1d2XsGDCw+Qdj8NUSujYGZrBvcm7i/YcsVV+PSFwrvIHR0d4e7uDjs7O5iamqJXr17w8fGBvb09PD09MXjwYNja2mqfxJCamopHjx5pX4UfW/b48eNK96gj/y7+uH3sNu78cQfpD9Nxdv1Z5Kvy4dPax9Cl6RXHQYPjoMFxoOcx+IxmixYtIJVKsXfvXkydOrXIskmTJgGA9kHtHTp0wKpVq1CnTh04Ojrim2++gUql0lnP2dkZtra2+PHHH+Hj4wOZTIYGDRogNDQUr7/+Ot59913cvn0bzZs3R0pKCn755Rf89NNPpa65Zs2a+PDDDzFo0CBMmjQJzZs3R15eHm7cuIGjR49ix44dSE9PR6dOnTBo0CD4+/sjNzcXy5Ytg62tLRo3bvwfR01cDr4OeG3ca/jz5z/x946/YelkicbvNIZ3S29Dlya6lNgUHPn0iPbri5svAgB8WvkgaFQQanetjXxVPs6uPYvcp7lwqumEkEkhMDI1MlTJ/5mXlxc+/vhj7df9+vUDoPmQhE2bNsHZ2RlBQUGwtLREdnY24uLi8NlnnyE+Pt5QJRuMV5AXVJkqXP71MpTpSth52iFkUgjMbMwMXZpecRw0OA4aHAd6HokgCIKhi2jQoAEuX76M3377Dd26ddO2R0VFITg4GK6urnj48CEAzcOjR48erb2xZ+jQoahevTpGjBiBx48fw9HREQCwY8cOTJ8+HXfu3IFKpUJsbCy8vb2hVCoxd+5cbN68GfHx8VAoFOjYsSPWrFkDQHP37Llz5/D3339r60hLS4OdnR3WrVunveZMEAQsX74c3377LW7cuAFLS0v4+/ujb9++mDBhAlQqFcaMGYM//vgD9+7dg5mZGZo2bYr58+cjMDCw1GMTdibsP44uVSbxa6peuCuOy3AXQ5dARBVUWLMwg+073Ui8fdsUiLdtMVWIoEklY9CkZzFoajBoElFJGDQrFoNfo0lERERElRODJhERERGJwuA3AxERERFVBp0/CBBt21GibVlcnNEkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiMDZ0AfR8bR72NXQJVIEcH77V0CVUCAc2Bhi6hAqh06CLhi6BiOi5OKNJRERERKJg0CQiIiIiUTBoEhEREZEoGDSJiIiISBQMmkREREQkCgZNIiIiIhIFgyYRERERiYJBk4iIiIhEwaBJRERERKJg0CQiIiIiUTBoEhEREZEoGDSJiIiISBQMmkRERESVSEFBAWbNmgUfHx+YmZnBz88Pn3zyCQRB0PYRBAGzZ8+Gi4sLzMzMEBoaips3b5Z7LQyaRERERJXIokWLsGLFCnz99de4du0aFi1ahIiICCxbtkzbJyIiAkuXLsXKlStx+vRpWFhYoFOnTlAqleVai3G5bo2IiIiIDOrUqVPo2bMnunbtCgDw9vbGjz/+iDNnzgDQzGYuWbIEM2fORM+ePQEAGzZsgEKhwI4dOzBgwIByq4UzmkRERESVSHBwMA4fPowbN24AAP7880+cPHkSXbp0AQDExsYiISEBoaGh2nVsbGzQvHlzREVFlWstnNEkIiIiquBUKhVUKpVOm0wmg0wmK9J36tSpyMjIQK1atWBkZISCggIsWLAAAwcOBAAkJCQAABQKhc56CoVCu6y8cEaTiIiIqIILDw+HjY2Nzis8PLzYvj///DM2bdqEzZs348KFC/j++++xePFifP/993qumjOaRERERBXetGnTMHHiRJ224mYzAWDSpEmYOnWq9lrL+vXr4+7duwgPD8eQIUPg7OwMAEhMTISLi4t2vcTERDRq1Khc6+aMJhEREVEFJ5PJYG1trfMqKWg+ffoUUqluxDMyMoJarQYA+Pj4wNnZGYcPH9Yuz8jIwOnTp9GiRYtyrZszmkRERESVSPfu3bFgwQJ4enqibt26uHjxIr744gu8++67AACJRILx48dj/vz5qFGjBnx8fDBr1iy4urqiV69e5VoLgyYRERFRJbJs2TLMmjULH3zwAZKSkuDq6opRo0Zh9uzZ2j6TJ09GdnY2Ro4cibS0NLRq1Qr79++HXC4v11oYNImIiIgqESsrKyxZsgRLliwpsY9EIsG8efMwb948UWvhNZpEREREJAoGTSIiIiISRaUJmmFhYZBIJJBIJJBKpbCxsUH9+vUxZswYXLt2zdDlEREREVU5leoaTTMzMxw5cgQAkJmZicuXL+O7777DqlWrsGbNGrzzzjsGrrBiOh69HyeiD+BJahIAwEXhga7t+6Gef2MkpyRhZsToYtcb8fb/0KRBsD5LFdXzxqHQnbsx2HlgE2Lv34RUKoW7iw8+Gj4LpibFP2KiMrlx6Aau772OnPQc2HnYocngJnDwczB0WaLZFtYBLg7mRdp/PRGLHw7fxPa5HYtdb8aaszhy6ZHY5RlcVTseSsJx0OA4UEkqVdCUSqUICgrSft2hQwd88MEH6Nq1K4YPH47g4GD4+voasEKNnJwcmJmZGboMLTtrB/Tq/A6qOboAAhB14ShWbFiIGR8thrOTGxbNWKPT/+TpQzh4Ygfq+gcYqGJxPG8cXBWeuHM3BkvXfoLObXujf8/3IJUa4UF8HCSSSnNioER3o+/i4uaLCBwWCAc/B8Tsj8HRiKPoFtENcpvyvUOxonh38XFIJRLt136u1lg6JhiHLz5EUmoOuk7fr9O/V0svvN2+BqKuJuq7VL2risdDcTgOGhwHep5K/xtSLpdj2bJlyM3NxerVq7Xt69evR4MGDSCXy+Hm5oYZM2agoKBAZ92HDx9i8ODBUCgUMDMzQ61atfDVV19pl6vVasyfPx/e3t6QyWSoVasWvv32W51thIWFwdLSEmfOnEGLFi0gl8uxfPlycd90GTWoE4j6tZpA4egKhZMrenUaCJmpHLH3bkAqNYKNlZ3O69KV02jSoCXksooTlsvD88YBALbuXot2LV9H55DecFV4wtnJDU0btISJsYmBKxdfzL4Y+IX4wbe1L2zcbBA4LBDGMmPcOXHH0KWJJi0rFymZKu2rZV0FHjzOwsVbT6AWoLMsJVOFNg1ccOTiQ+TkFrx446+4qng8FIfjoMFxoOepVDOaJalTpw7c3NwQFRUFAPjiiy8wefJkTJgwAZ9//jmuXbumDZoLFy4EADx58kT7dPwFCxbA19cXN2/exO3bt7XbnTRpEr766ivMnDkTwcHB2L17N0aPHo28vDyMGTNG2y83Nxdvv/02JkyYgE8//RQODhX3dIJaXYDzl6OQm6uEj6d/keV3H9zG/fhYDOg1wgDV6c+/xyEjKw2x92+iWaPWiPhmGh6nJMDZyQ09Ow1Ede/ahi5XVAX5BUiJS0Gd7nW0bRKpBIq6CiTfSjZgZfpjbCRBp0B3bDl6u9jl/h42qOlhi8Vb/9JzZfrH40GD46DBcaAXqRJBEwA8PDyQkJCAzMxMzJkzB5MnT8ann34KQHOK3dTUFBMnTsSkSZPg4OCAL774AklJSbh+/Tq8vb0BAO3atdNuLzk5GcuWLcOkSZMQFhYGAOjYsSOSk5Mxb948vP/++zAyMgIA5OXlYcGCBejfv79e33NZPEy4i4hvpiEvPxcyUzlGDZoCV4VHkX6R536HczV3+HnVMkCV4itpHO7ciwEA7D78E/q8PgTuLj6IvnAMS1bNwawJS6BwdDVw5eJRZaogqIUip8Dk1nJkPso0UFX61aaBCyzNTLAn+n6xy7u38EJsfCYux6bquTL94/GgwXHQ4DjQi1T6U+eFBEGARCLBqVOnkJWVhb59+yI/P1/7Cg0NRU5ODv7++28AwOHDh9GuXTttyPy306dPIy8vD3379tVp79+/Px4/fowbN27otHft2vWFNapUKmRkZOi8cvNyX+4Nl5HC0RUzPvocUz5YhNZBnfH91mV4lKj7SzU3T4Wzl/5Ay6bt9VKTIZQ0DoIgAABea9YRwU3bw9PNF/26vwuFkxtOnTti4KpJbN1aeCH6ahKSM5RFlslMpOjYxB2/Rd81QGVERBVblZnRfPDgAWrWrInkZM1UfuPGjYvtd/++Jlw9efIE9erVK3F7qamamQuFQqHTXvh1SkqKts3c3ByWlpYvrDE8PBxz587VaRvc730MHfDhC9f9r4yNTTQ3wQDwcvfD3Qe3cDRyNwb2fl/b58LlKOTm5SKocYjo9RhKSePQKaQ3AM2d6M9yruaGlLTHeq9Tn2RWMkikEijTdUOWMkMJuW3lv9Df2c4Mgf5OmLb6TLHL2zZyhdzUCPvOFD/bWdlU9eOhEMdBg+OgK2pZ5b8ZsKyqxIzmlStX8PDhQwQHB8Pe3h4AsG3bNpw9e7bIq0uXLgAABwcHPHpU8iNKCreTlJSk056YmKizHNB8zFNpTJs2Denp6Tqvt/sY5lpIQa1GXn6+Tlvk2cNoULsprCxtDFKTIRSOg4NdNdhY2yPx8UOd5UmP4+Fg62Sg6vTDyNgI9t72SLiaoG0T1AISryTCsbqjASvTj65BnkjNVOHUleJ/gXRv4YU/LicgLUs/Zx8MraofD4U4DhocB3qRSj+jqVQqMXbsWMhkMrz33nuwtbWFubk5Hjx4gDfeeKPE9UJDQ7F48WLcu3cPnp6eRZY3a9YMJiYm2Lp1KwIC/nnMz88//4xq1aqhZs2aZa5VJpNBJtN9HqOpiWmZt1NW2/f/gHo1A2Bn6wRVbg7OXPoDN2KvYOy7s7R9kpLjcSvuKsYMnSF6PYbyvHGQSCTo2Lonfjv0E9xcvOHh4oPoC0eR8PghRr4zydCli86/iz+iv4uGvY89HHwdEHMgBvmqfPi09jF0aaKSSDRBc++Z+yhQC0WWuztaoJGfAz5eGW2A6gynqh4P/8Zx0OA40PNUqqCpVqsRHa35Dz8rK0v7wPY7d+5g/fr12ust582bh8mTJ+PBgwcICQmBkZER7ty5g507d+LXX3+Fubk5JkyYgA0bNqB169aYNWsWfH19cefOHdy4cQOLFi2Co6Mjxo4di88++wxyuRxBQUHYu3cvNm/ejGXLlmlvBHoVZGalY93PS5GRmQozuTncXLwx9t1ZqFOjkbbPqXOHYWvtgNrPtFU2LxqH9q26Iy8/D7/sXofsp1lwd/HGuPfmwMnB2bCF64FXkBdUmSpc/vUylOlK2HnaIWRSCMxsKtcjrv4t0N8JLvbm2B1V/PWX3Vp4IiktB6evJxW7vLKqqsfDv3EcNDgO9DwSofAuh1dcWFiYzvWNlpaW8Pb2Rps2bTBmzBjUqqV7l/SWLVvwxRdf4O+//4aJiQn8/PzQrVs3zJ49G8bGmvx9//59TJs2Dfv27cPTp0/h7e2NDz74AGPHjgWgCbYLFizA6tWrER8fD29vb3z88ccYNWqUTl2LFy9GVlbWS72vo9uvvNR6VDkdd9tq6BIqhAMbK9eHBbysToMuGroEogonrFmYAff+nYjbHinitsVTaYJmZcWgSc9i0NRg0NRg0CQqikGzYqkSNwMRERERkf4xaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUxoYugIiorCLfvGroEiqE4w/7GrqECuG421ZDl0BEJeCMJhERERGJgkGTiIiIiETBoElEREREomDQJCIiIiJRMGgSERERkSgYNImIiIhIFAyaRERERCQKBk0iIiIiEgWDJhEREVEl8/DhQ7zzzjtwcHCAmZkZ6tevj3PnzmmXC4KA2bNnw8XFBWZmZggNDcXNmzfLvQ4GTSIiIqJKJDU1FS1btoSJiQn27duHq1ev4vPPP4ednZ22T0REBJYuXYqVK1fi9OnTsLCwQKdOnaBUKsu1Fn4EJREREVElsmjRInh4eGDdunXaNh8fH+2/BUHAkiVLMHPmTPTs2RMAsGHDBigUCuzYsQMDBgwot1o4o0lERERUwalUKmRkZOi8VCpVsX137dqFpk2bom/fvqhWrRoCAgKwatUq7fLY2FgkJCQgNDRU22ZjY4PmzZsjKiqqXOtm0CQiIiKq4MLDw2FjY6PzCg8PL7bvnTt3sGLFCtSoUQMHDhzA+++/j48++gjff/89ACAhIQEAoFAodNZTKBTaZeWFp86JiIiIKrhp06Zh4sSJOm0ymazYvmq1Gk2bNsWnn34KAAgICMDff/+NlStXYsiQIaLX+izOaBIRERFVcDKZDNbW1jqvkoKmi4sL6tSpo9NWu3Zt3Lt3DwDg7OwMAEhMTNTpk5iYqF1WXhg0iYiIiCqRli1bIiYmRqftxo0b8PLyAqC5McjZ2RmHDx/WLs/IyMDp06fRokWLcq2Fp86JiIiIKpEJEyYgODgYn376Kfr164czZ87gu+++w3fffQcAkEgkGD9+PObPn48aNWrAx8cHs2bNgqurK3r16lWutTBoEhEREVUigYGB2L59O6ZNm4Z58+bBx8cHS5YswcCBA7V9Jk+ejOzsbIwcORJpaWlo1aoV9u/fD7lcXq61MGgSERERVTLdunVDt27dSlwukUgwb948zJs3T9Q6eI0mEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKHjXOREREVE5UB9/Itq2pW1E27SoKuyMZlhYGCwtLYu0f/zxx5BKpVizZg2GDh2KevXqaZddunQJYWFhePr0aZn35+3tjTFjxvynmomIiIjoH6/UjOaUKVPw5ZdfYuXKlRg+fDhCQkKQnZ2tXX7p0iXMnTsXY8aMgbm5uQErffXcvHMFB0/sxL2Ht5GemYrRg6agUd3m2uUZmWnYtm8jrt28hKfKbNTwqYP+Pd6DwtHVgFWXr+PR+3Ei+gCepCYBAFwUHujavh/q+TdGckoSZkaMLna9EW//D00aBOuzVIO4cegGru+9jpz0HNh52KHJ4CZw8HMwdFl6s2rfX/hi+wUMal8b0/trfjYepz/FZ7+cQ9S1R8hW5sNbYY3RrzdAxybehi22HD3v5wIANm1bgWu3/kJ6RipkMjl8Pf3Ru8sgOFdzN2TZoruy6woenHuAjPgMGJkYwbGGIxoNaARrF2tDlya6pOtJuLbnGlLjUpGTloPXxr0G96b/fL/vn72PW0duISUuBblZueg8vzPsvOwMWDEZ0isTNGfOnImIiAh88803GDlyJADAz8/PwFVVHqo8FdxdvBHctB2+/SFCZ5kgCFixcSGMpMZ4f/BUyOXmOPzHLny1OgxzJi6FzLR8P0XAUOysHdCr8zuo5ugCCEDUhaNYsWEhZny0GM5Oblg0Y41O/5OnD+HgiR2o6x9goIr15270XVzcfBGBwwLh4OeAmP0xOBpxFN0iukFuUzm+/89zOS4ZP524AX933V+WU9eeRGZOLpZ/2B52lnLsPnMHE747jq0zrFDHs3KE8Of9XLgqPOHp5odmjVrDztYJT3Mysfv3n/DVmnlYMGUFpFIjQ5cvmqTrSagRWgMOvg5QF6jx19a/cHTRUXRd2BXG8lfmV+tLyVflw87TDr5tfHHyq5PFLneq6QTP5p44s+aMASqkiqTCnjp/VlhYGBYsWIBly5bh/fff17Y/e+p8/fr1GDZsGADAyckJEokE3t7e2r4PHz7E4MGDoVAoYGZmhlq1auGrr74qsq/ly5fDy8sLNjY26NWrFx4/fqyzPC0tDR988AFcXFwgk8nQpEkTHDx4UKdPSEgIunXrhl9++QX+/v6wtLREu3btcPv27fIaknJXz78xenZ6GwH1goosS0qOR+y9G3j7jZHw9qgBZyc3vNVrFPLycnH20h8GqFYcDeoEon6tJlA4ukLh5IpenQZCZipH7L0bkEqNYGNlp/O6dOU0mjRoCbnMzNCliy5mXwz8Qvzg29oXNm42CBwWCGOZMe6cuGPo0kSXrczDpNUnMG9QMKzNTXWWXbqThIFta6OBjxM8nKzwfteGsDI3xZW74l2npW/P+7kAgNead0QN37pwtK8GTzc/9Oj4NlLTk/Ek9fELtvxqazu5rebnwd0Gdl52aD6yOZ4+eYqUuBRDlyY614auaNC3ATyaehS73KeVD+q9UQ+Kugo9V0YVUYUPmgsWLMDcuXPx5ZdfPvcayq5du2LmzJkAgP379yMqKgrbt28HADx58gQtWrTAsWPHsGDBAuzZswcTJkzAw4cPdbaxa9cu7Nq1C8uXL8dXX32F48ePY+zYsdrlubm56NChA3bv3o0FCxZg165dqFOnDrp27YrLly/rbOvSpUv47LPPsHDhQqxfvx63bt3CO++8U17Dolf5BXkAABPjf37JSqVSGBub4FbcdUOVJSq1ugBn/zyJ3FwlfDz9iyy/++A27sfHomVgewNUp18F+QVIiUuBc11nbZtEKoGirgLJt5INWJl+fPJjNNrUd0dwnaKXiTTyrYZ952KRlq2CWi1gz5k7yM0rQDN/52K29Op70c+FKleJU+eOwNFeATubyjGjW1p5OZr/J00tTF/Qk6hqqdDz+9nZ2Zg5cybee+89jB8//rl9nZyctKfSmzRpAkdHR+2yL774AklJSbh+/bp2lrNdu3ZFtiEIAnbt2gWZTAYAiIuLw6effgq1Wg2pVIpNmzbh0qVL+PPPP1GnTh0AQKdOnXDz5k188skn+Pnnn7XbSktLw8WLF+Hk5AQAyMrKwrBhw/DgwQO4u79a1y45O7nB3tYR2/f/gIFvjIbMVIbDJ39DavoTZGSmGrq8cvUw4S4ivpmGvPxcyEzlGDVoClwVRf9qjzz3O5yrucPPq5YBqtQvVaYKgloocopcbi1H5qNMA1WlH3vO3MHVu0+wdUbxnxf85ag2mPjdcbSY8COMpRLITY2x7P228KpWua7Te9HPxbGofdi+byNUuUoonNwwbvgcGBubGLBi/RLUAi78cAGONR1h62Fr6HKIKpQKPaNpZmaG1q1bY/PmzYiMjHzp7Rw+fBjt2rXTOZVenDZt2mhDJgDUqVMHeXl5SErSXAR/8OBB1K9fHzVr1kR+fr721aFDB5w9e1ZnW40aNdKGzMJtAcCDBw9K3L9KpUJGRobOKzcvt6xvt9wZGRlj1DtTkJT8CB/PG4yPZr+FmDt/o65/Y0gkEkOXV64Ujq6Y8dHnmPLBIrQO6ozvty7Do8T7On1y81Q4e+kPtGxa+Wczq7L4lGyE/3QGn73XGjKT4v8mX7rzIjKf5mLthI7YOqM7hnaoiwnfHcONB5XrD7AX/Vw0D2iN6R8txscjP4HC0QWrNi9GXgX4v0tfzn1/DukP0tHyw5aGLoWowqnQM5pSqRS7du3SXvN44sQJ1K9fv8zbefLkic5jkEpia2ur87WpqeYUiFKpBAAkJyfj4sWLMDEp+pe6kZHuRe8v2lZxwsPDMXfuXJ22wf3ex9ABH76wdrF5ufth5rgvkKPMRn5+PqwsbbBw+RR4uVWuG7KMjU00Nz1A857vPriFo5G7MbD3P9cGX7gchdy8XAQ1DjFQlfols5JBIpVAma577CozlJDbVt4bga7cTcaTTCX6zP9N21agFnDuZiI2H72OvfPewKaj17ErrCdquGpuEqrlYa9Zfuwawt6pPE8ieNHPhZncAmZyCygcXeHjWRMT5w7GpSunEdjoNUOWrRfnvj+HR5ceof2M9jC359NOiP6tQgdNALCxscGBAwfQsmVLdOrUCZGRkfDx8SnTNhwcHPDo0aP/XIu9vT0aNGiANWvWvLjzS5g2bRomTpyo0xa1v2LdQGQmtwAAJCY/wt0Ht9Gjw1sGrkhcglqNvPx8nbbIs4fRoHZTWFnaGKgq/TIyNoK9tz0SriZoH2EiqAUkXklEzQ41DVydeFrUdsXOOT112masPwkfZxu817k+lLkFAADpv2b1jaQSqAW9lWkQxf1caJcBECAgLz9Pv0XpmSAIOL/hPB6cf4D209vDslrR5z4T0SsQNAGgWrVqOHToEFq2bIkOHTrg5MmTcHYuerF9SbOGoaGhWLx4Me7duwdPT8+XriM0NBR79+6Fq6srXF3L//mRMplM59Q9AJia6OfCcqUqB4+fJGi/Tk5Jwv1HsbAwt4S9rRPO/3UKlhbWsLd1xMOEe/j5tzVoVKcZ6tRspJf69GH7/h9Qr2YA7GydoMrNwZlLf+BG7BWMfXeWtk9ScjxuxV3FmKEzDFip/vl38Uf0d9Gw97GHg68DYg7EIF+VD5/WZfuj71ViITdBTTfdxxmZyYxhaylDTTc75OWr4VnNCnN+iMLkN5vC1kKGw5fu4dS1R1gxJtRAVZe/5/1cPH6SgPN/RaJ2jUawsrRGavoTHDi2DaYmpqhXq7GhSxfVue/P4W7UXbQe3xrGcmPkpOUAAEzMTWBs+kr8an1peco8ZCVmab/OepyF1LupMLUwhYWjBVRZKjx98hQ5qZoxyYjPAADIbeQws638T+kgXa/MT4O3tzcOHDiA1q1bo3Pnzjh+/HiRPrVr1wageURRr169YG5ujvr162PChAnYsGEDWrdujVmzZsHX1xd37tzBjRs3sGjRolLXMHjwYHz77bcICQnB//73P9SsWVN7009ubi7Cw8PL7f3q290Ht/Hlqtnar3/Zsw4AENS4LYb2G4v0zFT8smcdMrLSYWNli6DGIXi9XV9DlSuKzKx0rPt5KTIyU2EmN4ebizfGvjsLdWo00vY5de4wbK0dUPuZtqrAK8gLqkwVLv96Gcp0Jew87RAyKQRmNlX3l4aJsRTfju2AL7adxwdfH8ZTVT48q1khfOhraFP/1brh73me93ORlpGCm3HXcDhyN57mZMPa0gbVfepg0vvhsLa0NXTporp1+BYA4PCnh3Xam49oDt/WvoYoSW9SYlNw5NMj2q8vbr4IQPNYo6BRQXh44SFOrzqtXX5q+SkAQL036qF+77Jf/kavtlcmaAJAvXr1sGfPHoSGhqJbt25FZhUDAgIQFhaG1atXIyIiAh4eHoiLi4ODgwMiIyMxbdo0TJ48GU+fPoW3tzc++OCDMu1fJpPhyJEj2ud6xsfHw9HREQEBAWXeVkXj71cPKxduK3F5u5Zd0a5lVz1WpH+D33zxtbC9Or+DXp1fzcdU/Vc1O9Ss1KfKS2PD/7rofO2tsMbS99saqBr9eN7Pha21PcYOm6nHaiqOtzZW7suGnkdRW/Hc9+/b2rfSh20qPYkgCJX8aqJX29HtVwxdAlUgx922GrqECmF2juzFnaqA4yk9DF1ChcCfC3pWWLMwg+1bfVy8M5vSNtNE27aYKvTjjYiIiIjo1cWgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEYG7oAotI47rbV0CVQBXI8pYehS6gQ+HOhcWBjgKFLqBA6Dbpo6BKIiuCMJhERERGJgkGTiIiIiETBoElEREREomDQJCIiIiJRMGgSERERVVILFy6ERCLB+PHjtW1KpRIffvghHBwcYGlpiT59+iAxMVGU/TNoEhEREVVCZ8+exbfffosGDRrotE+YMAG//fYbtm7diuPHj+PRo0fo3bu3KDUwaBIRERFVMllZWRg4cCBWrVoFOzs7bXt6ejrWrFmDL774Au3atUOTJk2wbt06nDp1CtHR0eVeB4MmERERUQWnUqmQkZGh81KpVCX2//DDD9G1a1eEhobqtJ8/fx55eXk67bVq1YKnpyeioqLKvW4GTSIiIqIKLjw8HDY2Njqv8PDwYvtu2bIFFy5cKHZ5QkICTE1NYWtrq9OuUCiQkJBQ7nXzk4GIiIiIKrhp06Zh4sSJOm0ymaxIv/v372PcuHE4dOgQ5HK5vsorEYMmERERUQUnk8mKDZb/dv78eSQlJaFx48batoKCApw4cQJff/01Dhw4gNzcXKSlpenMaiYmJsLZ2bnc62bQJCIiIqok2rdvj8uXL+u0DRs2DLVq1cKUKVPg4eEBExMTHD58GH369AEAxMTE4N69e2jRokW518OgSURERFRJWFlZoV69ejptFhYWcHBw0LYPHz4cEydOhL29PaytrTF27Fi0aNECQUFB5V4PgyYRERFRFfLll19CKpWiT58+UKlU6NSpE7755htR9sWgSURERFSJHTt2TOdruVyO5cuXY/ny5aLvm483IiIiIiJRcEaTiIiIqBwcT+kh2rbbirZlcXFGk4iIiIhEwaBJRERERKJg0CQiIiIiUTBoEhEREZEoGDSJiIiISBQMmkREREQkCgZNIiIiIhIFgyYRERERieKVCZphYWGQSCTal1wuR+3atREREQG1Wm2wunbs2CHa54MSERERvcpeqU8GMjMzw5EjRwAAOTk5OHr0KKZOnQq1Wo2pU6capKYdO3bg3Llz+OCDDwyy//JwPHo/TkQfwJPUJACAi8IDXdv3Qz3/xto+d+7GYOeBTYi9fxNSqRTuLj74aPgsmJrIDFW2KJKuJ+HanmtIjUtFTloOXhv3GtybumuX3z97H7eO3EJKXApys3LReX5n2HnZGbBi/blx6Aau772OnPQc2HnYocngJnDwczB0WaLZf/RXXLwSjYSkhzA1MYWvVy280WUQnJ3ctH3+OH0QZy79gfuP7kCpysEXczbC3MzCgFXrT1U7HqQS4L3Xa6FToDscrOR4nK7E3tP3sO7ADQCAkVSCUd1qI7iuAq4O5shS5uNczGN8s/MqkjOUBq5efFXteKDSe6WCplQqRVBQkPbrtm3b4vLly9i2bZvBgmZlYGftgF6d30E1RxdAAKIuHMWKDQsx46PFcFV44s7dGCxd+wk6t+2N/j3fg1RqhAfxcZBIXpkJ8VLLV+XDztMOvm18cfKrk8Uud6rpBM/mnjiz5owBKjSMu9F3cXHzRQQOC4SDnwNi9sfgaMRRdIvoBrmN3NDlieJG7BW0CeoCb4/qUBcUYMeBTVi6Zi7mTFwKmanmPefmqVDXPwB1/QOwY/8PBq5Yf6ri8TCoQw280cobn/xwEXfiM1Db0xYzBjZGljIfW4/fgdzUCP4eNli3PwY3H2bAytwEE/rUR8So5nj3s+OGLl9UVfF4oNJ75ZOClZUV8vLytF+rVCpMnz4dXl5ekMlkqF27NjZv3qyzTlRUFHr06AFXV1dYWFigUaNG2Lhxo06f9evXQyKRIDk5Wae9UaNGGDp0KABg6NCh+P7773HlyhXtKf2hQ4fit99+g0Qiwc2bN3XWTU1NhZmZWYU71d6gTiDq12oChaMrFE6u6NVpIGSmcsTe0/ylvnX3WrRr+To6h/SGq8ITzk5uaNqgJUyMTQxceflzbeiKBn0bwKOpR7HLfVr5oN4b9aCoq9BzZYYVsy8GfiF+8G3tCxs3GwQOC4SxzBh3TtwxdGmi+ejd2Qhu2g6uCk+4u/pgSN+xSElLxr0Ht7V92rfqjs4hveHjUdOAlepfVTwe6vvY44/LCTh1JREJKTk4eikeZ64noY6XLQAgW5mPccujcPjiI9xLysKVuFR8vvUv1Pa0hcLOzLDFi6wqHg9Ueq/UjCYA5OfnA/jn1Pmvv/6K6dOna5f369cPJ0+exJw5c1C7dm3s3bsX77zzDuzs7NClSxcAwN27d9GyZUuMHj0acrkckZGRGD58ONRqNYYMGVLqWmbNmoXHjx/j+vXr2LRpEwDAyckJ3t7ecHNzw9q1axEeHq7tXxh433777f88DmJRqwtw/nIUcnOV8PH0R0ZWGmLv30SzRq0R8c00PE5JgLOTG3p2Gojq3rUNXS7pQUF+AVLiUlCnex1tm0QqgaKuAsm3kp+zZuWSo3wKADA3tzRwJYZVVY+Hy7Ep6BnsDQ8nC9x/nI3qbtZo6GuPr7ZfKXEdSzMTqNUCMnPySuzzqquqxwOV3isVNLOzs2FiojuL1r9/f+1p86NHj2LXrl04cOAAOnbsCADo0KED4uPjMWfOHG3QHDBggHZ9QRDQunVrPHjwAN9++22Zgqafnx+cnJxw9+5dnVP6ADBs2DCsXbsW8+fPh5GREQBg7dq16N27N2xtbcv83sX2MOEuIr6Zhrz8XMhM5Rg1aApcFR64cy8GALD78E/o8/oQuLv4IPrCMSxZNQezJiyBwtHVwJWT2FSZKghqocgpMLm1HJmPMg1UlX6p1Wps3b0Wfl614ObsZehyDKqqHg8bDt2EudwEW2a2h1oQIJVI8O3uazh47kGx/U2NpfigRx0cOv8AT5X5eq5Wf6rq8UCl90qdOjczM8PZs2dx9uxZnDx5El999RX279+PESNGAAAOHjwIe3t7tGvXDvn5+dpXhw4dcPHiRRQUFADQnML+6KOP4OXlBRMTE5iYmOC7777DjRs3yq3W4cOHIz4+Hvv37wcA/PXXX7hw4QKGDx9e4joqlQoZGRk6r9y83HKr6XkUjq6Y8dHnmPLBIrQO6ozvty7Do8T7EAQBAPBas44Ibtoenm6+6Nf9XSic3HDq3BG91EZkaFt2rsLDhHt47+2Jhi6FDKR9gBs6NXXHnO/PY+iiY/jkhwt4u311vN6s6GU2RlIJ5r/bFBIJEPHzXwaolqjieKVmNKVSKZo2bar9umXLlsjPz8fHH3+MiRMnIjk5GSkpKUVmPQvFx8fD3d0dQ4cOxalTpzB79mzUrVsX1tbWWLFiBX766adyq9Xb2xsdOnTAmjVr0LVrV6xduxY+Pj5o27ZtieuEh4dj7ty5Om2D+72PoQM+LLe6SmJsbKK5GQiAl7sf7j64haORu9EppDcAzZ3oz3Ku5oaUtMei10WGJ7OSQSKVQJmue+esMkMJuW3lv9D/x52rcPn6OXw8aj7sbBwNXY7BVdXjYUyvuth46CZ+v/AQAHA7PhPO9uYY3LEG9p65r+1nJJVgwbuBcLY3x5ilkZV6NhOouscDld4rFTSLU7u25jrBK1euwN7eHk5OTti7d2+xfatVqwalUondu3fjiy++wNixY7XL/v0sTrn8/+8qzdWdUUxNTS11bSNGjMDbb7+Nhw8fYtOmTfjoo48gkUhK7D9t2jRMnKg7YxK1/3YJvcUlqNXIy8+Hg1012FjbI/HxQ53lSY/jUdc/wCC1kX4ZGRvB3tseCVcTtI96EtQCEq8komaHynsTjCAI2LJrNS5dOY2JI+fB0b5q3QBWkqp6PMhNjaD+/zM8hdRqQef/9MKQ6e5kgTHLIpHxtPJem1moqh4PVHqvfND8+++/AQCOjo4IDQ1FREQETE1N0aBBg2L7p6enQ61Ww9TUVNuWmZmJXbt26fRzd9f8wFy7dg2urq7af9+/f1+nn6mpKZTK4p+R1rNnT9jZ2eHtt99GSkqK9m71kshkMshkus+lNDUxLaF3+dm+/wfUqxkAO1snqHJzcObSH7gRewVj350FiUSCjq174rdDP8HNxRseLj6IvnAUCY8fYuQ7k0SvTd/ylHnISszSfp31OAupd1NhamEKC0cLqLJUePrkKXJScwAAGfEZAAC5jRxmtpX3zlL/Lv6I/i4a9j72cPB1QMyBGOSr8uHT2sfQpYnmx53f4eylP/D+4GmQy8yQnqn5I9NMbq59fmx6ZioyMtPw+Ek8AM21znKZGextHWFhbmWw2sVWFY+Hk38nYGjHmkhMzcGd+Az4u9tiQFs/7I6+B0ATMj8dHgh/D1v879toSCUS2FtpjpOMp7nILxCet/lXWlU8Hqj0XqmgqVarER0dDUAz03j+/HnMnz8fderUQevWrWFiYoLu3bujc+fOmDx5Mho0aIDs7GxcuXIFt27dwurVq2FjY4PAwEAsXLgQTk5OMDY2xsKFC2FjY4OkpCTtvpo3bw4PDw9MmDAB4eHhyMjIwMKFC+HgoPsA2tq1a2Pt2rX48ccfUaNGDTg6OsLb2xsAYGJigiFDhuCzzz5Dp06d4OFR/CNzDC0zKx3rfl6KjMxUmMnN4ebijbHvzkKdGo0AaB7hkpefh192r0P20yy4u3hj3Htz4OTgbNjCRZASm4Ijn/5z7enFzRcBaB5rFDQqCA8vPMTpVae1y08tPwUAqPdGPdTvXV+/xeqRV5AXVJkqXP71MpTpSth52iFkUgjMbCpvuD4RfQAA8MV3s3TaB785BsFN22n77Dn8s3bZ59/OLNKnMqqKx8MXWy9jZNda+F+/BrC3lOFxuhI7IuOwdr/mhkknWzlaN9BcfrRxqu4lUh98dRIXbz3Re836UhWPByo9iSAIr8SfWWFhYTrXLxobG8PDwwNdunTBnDlzUK1aNQCaALpw4UL88MMPuHv3LmxsbFCvXj0MGzYMgwYNAgDcunULo0aNQnR0NBwcHPDRRx8hKysLixcvRlbWP7NZ58+fx/vvv4+///4b1atXx5dffomPP/4YjRo1wvr16wEAGRkZGDVqFA4dOoQnT55gyJAh2mWA5pmdwcHB+Omnn9CvX78yv++jz3l0RlVy3G2roUugCqTNw76GLqFC4M+FxoGNvIwHADoNumjoEiqEsGZhBtu3mL+z275RV7Rti+mVCZqvqtmzZ+Obb77Bw4cPi5wWLw0GTQ3+QqVnMWhq8OdCg0FTg0FTg0GzYnmlTp2/SmJiYhATE4Nly5bhww8/fKmQSURERPQqY9AUSeGp+c6dO2PatGmGLoeIiIhI7xg0RXLs2DFDl0BERERkUK/UJwMRERER0auDQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOIiIiIRMGgSURERESiYNAkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiIShbGhCyAqjTYP+xq6hArhuNtWQ5dAREQVXHh4OLZt24br16/DzMwMwcHBWLRoEfz9/bV9lEolPv74Y2zZsgUqlQqdOnXCN998A4VCUa61cEaTiIiIqBI5fvw4PvzwQ0RHR+PQoUPIy8tDx44dkZ2dre0zYcIE/Pbbb9i6dSuOHz+OR48eoXfv3uVeC2c0iYiIiCqR/fv363y9fv16VKtWDefPn0fr1q2Rnp6ONWvWYPPmzWjXrh0AYN26dahduzaio6MRFBRUbrVwRpOIiIioEktPTwcA2NvbAwDOnz+PvLw8hIaGavvUqlULnp6eiIqKKtd9c0aTiIiIqIJTqVRQqVQ6bTKZDDKZ7LnrqdVqjB8/Hi1btkS9evUAAAkJCTA1NYWtra1OX4VCgYSEhHKtmzOaRERERBVceHg4bGxsdF7h4eEvXO/DDz/E33//jS1btuihyqI4o0lERERUwU2bNg0TJ07UaXvRbOaYMWOwe/dunDhxAu7u7tp2Z2dn5ObmIi0tTWdWMzExEc7OzuVaN2c0iYiIiCo4mUwGa2trnVdJQVMQBIwZMwbbt2/HkSNH4OPjo7O8SZMmMDExweHDh7VtMTExuHfvHlq0aFGudXNGk4iIiKgciPms47aoW+q+H374ITZv3oydO3fCyspKe92ljY0NzMzMYGNjg+HDh2PixImwt7eHtbU1xo4dixYtWpTrHecAgyYRERFRpbJixQoAQEhIiE77unXrMHToUADAl19+CalUij59+ug8sL28MWgSERERVSKCILywj1wux/Lly7F8+XJRa+E1mkREREQkCgZNIiIiIhIFgyYRERERiYJBk4iIiIhEwaBJRERERKJg0CQiIiIiUTBoEhEREZEoGDSJiIiISBQMmkREREQkCgZNIiIiIhIFgyYRERERiYJBk4iIiIhEwaBJRERERKJg0CQiIiIiUTBoEhEREZEoXjpo7tq1Cx07doS9vT1MTU3h4+ODUaNG4caNG+VZn15cunQJYWFhePr0qaFLISIiIqo0jF9mpalTp2LRokV48803sWrVKjg5OeH27dtYu3Yt+vfvj4sXL5Z3naK6dOkS5s6dizFjxsDc3NzQ5ejd/qO/4uKVaCQkPYSpiSl8vWrhjS6D4Ozkpu2zadsKXLv1F9IzUiGTyeHr6Y/eXQbBuZq7ASsvXy8ah+SUJMyMGF3suiPe/h+aNAjWZ7l6d+PQDVzfex056Tmw87BDk8FN4ODnYOiyRFOan4tCgiDg63XzceXGRYweNAWN6jY3QMX6VdWOh21hHeDiUPT3w68nYrF4618AgHredhjVvTbqetlBrRZw42E6JnwTBVWeWt/l6l1VOx6o9MocNPfu3YtFixZh1qxZmDdvnra9devWGDZsGHbv3l2uBb6KVCoVTExMIJW+Glcm3Ii9gjZBXeDtUR3qggLsOLAJS9fMxZyJSyEzlQMAPN380KxRa9jZOuFpTiZ2//4TvlozDwumrIBUamTgd1A+XjQO9rYOWDRjjc46J08fwsETO1DXP8BAVevH3ei7uLj5IgKHBcLBzwEx+2NwNOIoukV0g9xGbujyRFGan4tCh0/uBiQSA1Wqf1XxeHh38XFIn/ke+7laY+mYYBy++BCAJmR++UELbDh0E19svYwCtYAabtZQC4aqWH+q4vFApVfmJPT5559DoVBg1qxZxS7v1q0bAECpVGLixIlwdXWFXC5Ho0aNsH37dp2+Q4cORb169fD777+jQYMGMDMzQ5s2bRAXF4eUlBT069cP1tbW8PPzw08//aSzbkhICLp164YNGzbAz88PZmZmCAkJQUxMjLZPXFwcJBIJfvnlF511x48fD29vbwDA+vXrMWzYMACAk5MTJBKJdhkAPHjwAO+88w4cHR1hZmaG1q1b4/z58zrb8/b2xpgxYxAREQEvLy+YmZkhJSUFDx48QL9+/aBQKCCXy+Hj44MJEyaUfrD15KN3ZyO4aTu4Kjzh7uqDIX3HIiUtGfce3Nb2ea15R9TwrQtH+2rwdPNDj45vIzU9GU9SHxuw8vL1onGQSo1gY2Wn87p05TSaNGgJuczMwNWLK2ZfDPxC/ODb2hc2bjYIHBYIY5kx7py4Y+jSRFOanwsAuP8oFr//sROD3/zQQJXqX1U8HtKycpGSqdK+WtZV4MHjLFy89QQAMK53PWw9fgcbD91EbEIm7iVl4fDFR8jLr/yzmVXxeKDSK9OMZn5+PiIjI9GnTx+YmJg8t+/AgQOxf/9+LFiwALVq1cKGDRvQp08f7NixAz169ND2S0hIwMcff4wZM2bAxMQEH330EQYOHAhzc3O0bt0aI0aMwKpVq/DOO+8gKCgIXl5e2nUvXLiA27dvY+HChQCAmTNnolOnToiJiYFMJivVe+ratStmzpyJ+fPnY//+/bCxsdGum5qailatWsHS0hLLli2DjY0Nli1bhnbt2uHmzZuoVq2adju//voratSoga+++gpGRkawsLBAv3798OjRIyxduhQKhQL37t3DuXPnSj3ehpKj1Fyram5uWexyVa4Sp84dgaO9AnY2lffUyIvG4e6D27gfH4sBvUbosyy9K8gvQEpcCup0r6Ntk0glUNRVIPlWsgEr06/ijofcXBXWbPkSA3qOhI2VnaFK0yseD4CxkQSdAt2x5ajmjw47S1PU87HHgXMP8N2E1+DmaI67iVlYufsa/rqTYuBqxcXjgV6kTEHzyZMnUKlU8PT0fG6/v/76C9u2bcPKlSsxatQoAEDnzp0RFxeHuXPn6gTNlJQUHD9+HHXr1gUAPHr0CGPHjsWUKVO0s6aBgYHYtm0bduzYgXHjxmnXTUxMxPHjx1GjRg0AQEBAAPz9/bF+/Xrtfl/EyckJfn5+AIAmTZrA0dFRu2zJkiVIS0vDmTNntKGyffv2qFmzJhYvXoyIiAht37y8POzbtw8WFhbatjNnziA8PBz9+/fXtg0ePLhUdRmKWq3G1t1r4edVC27OXjrLjkXtw/Z9G6HKVULh5IZxw+fA2Pj5f3C8qp43DoUiz/0O52ru8POqpefq9EuVqYKgFoqcApNby5H5KNNAVelXScfD1t1r4efpj0Z1mxmwOv3i8QC0aeACSzMT7Im+DwBwddT8v//e67WwbPsV3HyYji7NPLBsTDAGhh/Fg8fZhixXVDwe6EVe6iJCyQuuRfrjjz8AAH379tVpL7xRKDv7nx86V1dXbcgEgJo1awIAQkNDtW22traoVq0a7t+/r7O9evXqaUMmAFSvXh0NGzbE6dOny/iOinfw4EG0bdsW9vb2yM/PR35+PoyMjNCmTRucPXtWp29ISIhOyASAxo0bY/HixVixYgVu3br1wv2pVCpkZGTovHLzcsvlvZTWlp2r8DDhHt57e2KRZc0DWmP6R4vx8chPoHB0warNi5Gn5/r05XnjAAC5eSqcvfQHWjZtr+fKyBCKOx7+vHoG12//jb7d3zVgZWQI3Vp4IfpqEpIzlAAA6f//StwRGYc9p+/hxoN0fLXtb9xLykL3oOdPzBBVdmUKmg4ODpDL5bh3795z+6WmpsLExAT29vY67QqFAoIgIC0tTdtma2ur08fU1LTEdqVSqdP27KnrZ/cRHx//gndSOsnJydixYwdMTEx0Xhs3biwSehUKRZH1f/rpJ7Rv3x4zZsxAjRo1UKtWLWzbtq3E/YWHh8PGxkbntfnXVeXyXkrjx52rcPn6OUwcOQ92No5FlpvJLaBwdEUN37oYOXASEpIe4tKV8gn1FcmLxgEALlyOQm5eLoIah+i3OAOQWckgkUqgTNf9+VNmKCG3rfwX+pd0PMTcvozklARMnDsIH0x/Ex9MfxMA8O0Pn+Hzb4u/hr0yqOrHg7OdGQL9nbAr6q62LTlDBQCIjdedwYtLzILCrnJfv13Vjwd6sTKdOjc2NkbLli1x+PBh5Ofnw9i4+NXt7e2Rl5eH1NRU2Nn9c91SYmIiJBJJkRD5spKSkoq0JSYmolGjRgAAuVxzkOfm6s66paamlmr79vb26Ny5Mz755JMiy/59DWhxs7wuLi5Yu3YtVq9ejfPnz2P+/Pno378/YmJi4OvrW6T/tGnTMHGi7gxa1P7bRfqVN0EQsGXXaly6choTR86Do33R0FxkHQACBOTl54len76UZRwizx5Gg9pNYWVpo8cKDcPI2Aj23vZIuJoA96aax1kJagGJVxJRs0NNA1cnnhcdD51CeqNlYKhO2ydLJqBvt2FoULupPkvVq6p6PBTqGuSJ1EwVTl1J1LbFP3mKx2k58FLoXs/t6WSBqGtFf09VJlX9eKAXK/Op84kTJyIhIQELFiwodvnevXvRqlUrAMDWrVt1lm3duhUBAQFFTjG/rL///lvnlPStW7fw559/onlzzTPsqlWrBhMTE1y7dk3bJzc3F8ePH9fZTuEs6r9nTENDQ3H16lXUrl0bTZs21XnVr1+/1HVKpVIEBgZi/vz5yM/PL/E0ukwmg7W1tc7L1MS01Pt5WT/u/A5nLh7H8AETIJeZIT0zFemZqcjN0/yV/vhJAvYf/RV3H9xGStpj3L57Has2fQZTE1PUq9VY9Pr05UXjUCgpOR634q6i1b9CRmXm38Uft4/dxp0/7iD9YTrOrj+LfFU+fFr7GLo00bzoeLCxsoObs5fOCwDsbR1L9cfaq6wqHg+A5glWXYM8sffMfRT867lFmw7fQt82vmjbyAXujhYY2bUWvBRW+O2Zmc/KqqoeD1Q6ZX6O5uuvv47JkycjLCwMV69exYABA+Do6IjY2FisXbsW6enpuHjxInr37o2JEyciJycH/v7++OGHH3Dq1Cns3Lmz3IpXKBTo3r279nmes2bNgpubG4YOHQpAE/B69+6Nr7/+GtWrV4ejoyO+/vprCIKgMwNZu3ZtAMDy5cvRq1cvmJubo379+pg4cSI2bdqENm3aYNy4cfD09MTjx49x+vRpuLq6PvdRRenp6ejUqRMGDRoEf39/5ObmYtmyZbC1tUXjxhUrnJ2IPgAA+OI73dN9g98cg+Cm7WBiYoqbcddwOHI3nuZkw9rSBtV96mDS++GwtrQ1QMXieNE4FDp17jBsrR1Qu0YjfZZnUF5BXlBlqnD518tQpith52mHkEkhMLOpvKcFS3s8VEVV8XgAgEB/J7jYm2N3MeHxp2N3YGpihHG968Pa3AS3Hmbgo+Wn8DC58n/iXFU9Hqh0XuqTgRYtWoTg4GB8/fXXePfdd5GdnQ03Nzd06tQJ//vf/wAAP/zwA6ZPn46FCxciJSUFtWrVwi+//ILu3buXW/GNGzdGnz59MHnyZMTHx6N58+ZYuXKlzmntZcuWYeTIkfjoo49gZWWFSZMmwd/fHzt27ND2CQgIQFhYGFavXo2IiAh4eHggLi4ODg4OiI6OxsyZMzFlyhQ8efIE1apVQ1BQEN54443n1iaXy1G/fn0sW7YM9+7dg5mZGZo2bYqDBw/q3NleEaxcWPJ1owBga22PscNm6qkaw3nROBTq1fkd9Or8jsjVVDw1O9SsUqfCSns8/Nd1XlVV7XgAgDPXH6PF2JInSzYeuomNh27qsaKKoyoeD1Q6EkEQXsnPLQgJCYGlpWWl/ySio9uvGLoEqkCOu219cacqoM3Dvi/uVAXweNA4sLFyfzJXaXUa9Gp9/LNYwpqFGW7fZ8TbtyHf13/xanxGIhERERG9chg0iYiIiEgUL3WNZkVw7NgxQ5dARERERM/BGU0iIiIiEgWDJhERERGJgkGTiIiIiETBoElEREREomDQJCIiIiJRMGgSERERkSgYNImIiIhIFAyaRERERCQKBk0iIiIiEgWDJhERERGJgkGTiIiIiETBoElEREREomDQJCIiIiJRMGgSERERkSgYNImIiIhIFAyaRERERCQKBk0iIiIiEgWDJhERERGJgkGTiIiIiETBoElEREREomDQJCIiIqqEli9fDm9vb8jlcjRv3hxnzpzRew0MmkRERESVzE8//YSJEydizpw5uHDhAho2bIhOnTohKSlJr3UwaBIRERFVMl988QVGjBiBYcOGoU6dOli5ciXMzc2xdu1avdbBoElERERUwalUKmRkZOi8VCpVsX1zc3Nx/vx5hIaGatukUilCQ0MRFRWlr5I1BKLnUCqVwpw5cwSlUmnoUgyK46DBcdDgOGhwHDQ4DhocB3HNmTNHAKDzmjNnTrF9Hz58KAAQTp06pdM+adIkoVmzZnqo9h8SQRAE/UZbepVkZGTAxsYG6enpsLa2NnQ5BsNx0OA4aHAcNDgOGhwHDY6DuFQqVZEZTJlMBplMVqTvo0eP4ObmhlOnTqFFixba9smTJ+P48eM4ffq06PUWMtbbnoiIiIjopZQUKovj6OgIIyMjJCYm6rQnJibC2dlZjPJKxGs0iYiIiCoRU1NTNGnSBIcPH9a2qdVqHD58WGeGUx84o0lERERUyUycOBFDhgxB06ZN0axZMyxZsgTZ2dkYNmyYXutg0KTnkslkmDNnTqmn6ysrjoMGx0GD46DBcdDgOGhwHCqW/v374/Hjx5g9ezYSEhLQqFEj7N+/HwqFQq918GYgIiIiIhIFr9EkIiIiIlEwaBIRERGRKBg0iYiIiEgUDJpEREREJAoGTSIiIiISBYMmEREREYmCQZOqrPz8fEOXYHBqtVrn66r8tLOCggIARceEqqbC46EqKxyDqvz/Av13DJpVzLO/RAv/86iq/4kYGxsjKysLy5cvN3QpBlFQUACpVPNfwLVr1wAAEonEkCUZlJGREQBg4cKF+OOPPwxcjWEUF66qavA2MjLC06dPsWfPHgBVbxzy8/NhZGSE7OxszJ49G7/99puhS6JXFINmFfJssMjOzv6/9s4zLIqz6+Nn6ERlpUlv0gQpAhJBIVLs+mpUBEGxBjBo7JLERCNqNDERQZRY0RiNYvKIwSj6xBJbsBFbFJREjdLESodll//7gWsnu4J5n+eNsO5w/77ozsxynZmdued/n/sUKisrI6K/xEV7FJy7du2i2bNn09WrV5VtSpsilUp5YTVjxgyKi4ujvXv3Ktkq5SAvrmJjYyktLY10dXXbnUdL/p64cuUKXb58mRoaGvgxoz3y3nvv0fTp04mI2tV1kEqlpKGhQZWVleTv70+nTp2ia9eukUQiaZfvCcY/o/08Oe0c+ZfI9OnTqW/fvuTk5EQjRoygPXv2EADiOK7dDSLe3t5kampKZ8+eJaL2s1wmuxfCw8Pp4MGDFBcXRz179lSyVcpBdi2KiorI0NCQ1qxZQz179uS3txdk5xsdHU2hoaEUEBBA3t7elJubq2TLlMe7775L1dXVtG3bNmWb0qaoq6tTXV0dDRgwgExMTGjjxo2UkJBAGhqsazXjv4cJzXaC7CUybtw4OnjwII0cOZLWrFlDdXV1tHTpUpo3bx4RCXvpVH7pSyYofX19acSIEbRixQp69uxZuxIXSUlJdOnSJcrIyKAxY8ZQ165dqa6ujh4/fqxs09qcxMREsrKyos2bN5OpqamyzWlT5CdXa9eupZycHEpOTqaUlBTq3LkzDRkyhLKzswW/dNzSJNvGxoa6detGx48ff+kxQkL+/I4ePUolJSX06aefUrdu3UhTU5POnTtH69evp7Vr19KjR4+UaClDlWBCsx1x+vRpOnv2LKWlpdH8+fNpypQptHTpUsrPzyd1dXUSi8XKNrHVAEBqamokFotJLBYrCMrIyEjS1tamzMxMImo/sVgPHjwga2tr6tGjB2lpaVFubi4NGzaM+vbtS/369aNr164p28Q2w83Njfr160dVVVX05MkTImo/yWKyZ+HAgQNUXFxMs2bNoujoaHrnnXdo79691LNnT4qOjqYjR44I9tmQrei8eH7GxsY0ffp02r17N509e1bQE3GpVEocx1FlZSURNd3/NTU1VFdXR3l5efTJJ5/QW2+9RUlJSTR79myaMmWKki1mqAxgCBaJRAIAaGxsBABkZGRAX18fDx8+BADcvHkTRkZGiIiIQHV1NQDg2rVryjG2Daivr8fQoUPh5uaG7Oxs3Llzh9/Xr18/BAQEKNG6tkMqlaKxsRFxcXFwcHDAqlWrMGvWLGhrayMkJAQLFy6Era0thg4dqmxTWwWpVNri9qysLHh5eaFz5864efMmgL+eIaGzbt06GBgYwNLSEocPHwbw17mXlZVhyJAhMDQ0xOHDh196/VQV2XnW19fDx8cHCxYsQHZ2Nr+/srISffr0QWxsLOrq6vjxVEjIzqmyshIikQhJSUl48OABrK2tYWZmBltbWxgbGyM9PR0lJSU4dOgQOI7DL7/8omTLGaoAE5oCRX4wXLduHW7fvo2jR49CW1sb9+7dQ2FhIfT19REREYHKykoAwNdff40FCxbgyZMnyjK7Vamrq0NKSgpGjhwJAwMDeHh44PPPP8fTp0+Rk5MDa2tr7NixQ9lmvnJeJpYqKirw5ptvwtraGr169UJKSgq/76OPPoKvry9qamraysw2Qf5a3L17FwUFBQoTjuzsbHh5ecHCwqJdic3CwkKMGTMGHMchOjqa3y4TlWVlZRg+fDg4jsNPP/2kLDNfGeXl5SgvL+c/19TU4OjRo1iyZAlcXFxgYmKC4cOH4+DBg6ivr0dycjJMTU3x+PFjABCU2JTd31KpFGvWrEH//v1x+fJlAMD9+/excuVK7NixA7/99hv/nX379sHFxQX5+fnKMJmhYjChKUDkPQ5RUVHo2rUrcnNzceXKFdjb2yMiIgIGBgYYO3YsqqqqADS9SCIiIhAdHc0LT1Xn7wTCgQMHsHDhQnTs2BF+fn7o378/PD09MWvWLAAv93qpGvLXYOvWrfjwww+xevVqHD16FECTF6e0tBRFRUX8cU+ePMGIESMQERGB+vr6Nre5tZD/TWNiYuDu7g4dHR1YW1tj0aJF/LXKzs6Gt7c3zM3N+RepkMTmy86lpKQE4eHhsLKywpIlS/jtsutWWlqK8PBw3Lp1q03sbC3q6uqwZcsWjBo1iheb3bt3R2JiIgDgzp07OHjwIHx8fODs7IyePXti06ZN0NTUxIIFC5RpeqtRXV2NlStXYsiQIVi2bBmkUmmLY2B9fT2uX7+OwMBADB48WDDjJKN1YUJTwJSXlyM2NhY//PADv+3zzz8Hx3FwdnbGr7/+CgC4ffs2pk6dClNTU5WfodbV1QEAL5CqqqqQlJSEhQsXYseOHcjLy1M4/vbt21ixYgUCAwPBcRw0NDSQm5vb5na3BvJel9GjR8PS0hIeHh7w9PSElpYWEhMT8fz5c4XvXLlyBZMnT4aRkRFu3LjR1ia3CdHR0bC0tERqaio2btyIadOmQUtLC1FRUXwIyYEDB9CrVy9oa2urvLCSR15k/vLLL8jMzMStW7dQUlICoMmzOWrUKDg6OrYoNoUiLHbs2AEnJyf4+/vD2toaISEh+PPPPxWOEYvFOHz4MCZMmABjY2Po6uqiR48eePToEQBheTW3bt0KjuOgp6eHzZs3A2g6P/lzfPToEebPn4+AgAD4+PhALBYDEM49wWg9mNAUKHPnzkWnTp1gY2PTLO5y5cqVMDY2hoeHB/z9/dGzZ09YWVnxyyWqyvXr1xEWFsafb3l5OZycnGBiYgJra2uoqamhd+/e2LBhg8L3ZIPp1q1bea+mLI5RCKxcuRI2Njb4+eefeQ/2vHnzwHEcDh48yL8oli5dCicnJ7i6uuLq1avKNLnVuHTpEuzt7bFnzx7+vKurq7F7927o6upizpw5/LGZmZkIDg7G7du3lWXuK0VeEERERMDKygra2towMzNDUFAQzp8/DwAoKipCWFgYHBwcsGzZMmWZ2+okJydDTU0N+vr6OHfuHICXC+ozZ84gOTkZOjo6WLduXZvb2hakpqaC4zi4u7vjypUrzfbfvn0bISEhiImJQUNDAwDw/zIYfwcTmgJBfmAUi8VYu3YtvL29oaenxwvI2tpa/phDhw4hJSUFU6dOxZYtWxTi1FSVlJQUGBkZYeTIkbh58ya2bNmCAQMGIC8vDw0NDcjNzUX//v3h6urKz9oBxWs3e/ZsWFlZ8Z4tITB69GhER0fzXt6CggIYGxsjMjJSIQazuLgYKSkpuHfvnrJMbXXOnj0LDQ0NhWQPoMkDnpiYCF1dXV5wAeCFuZCYNWsWbG1tkZWVhQcPHuDw4cPo1asX1NTU+HGgpKSED7H5/PPPlWzxq0P+WX///ffh5eUFJycnBAQE8Pe9/DHy/5dIJJg8eTKCgoLw/PlzlZ2I/l0YyOrVq6Gvr48JEybwMcrAX9dB/ryFFE7CaF2Y0BQYssGyuroa6enpMDc3h5ubGy8yZUvLQiU5ORmOjo4YNWoUhg4dig8++EBhf0FBAfr164fevXvj999/57fLBtLjx4/DwsKCDytQZRobGyEWixEQEICYmBgATZUG9PX1ER4ezouoTz75BKdPn1amqa1CSy/CM2fOQFdXF2lpaQAUhUROTg40NTVx4MCBNrOxrXn69Cm8vb2xatUqfkz4448/IBKJEBkZierqav6aPHjwABMnTkRBQYEyTX7l1NbW4o8//oBYLEZFRQXS0tLQvXt39OnThxfasmvwosfu888/h42NDZ49e9bWZr8SZOdTVVWFzz77DO+++y7WrFnDx2wDwIoVK2BkZIQJEyYohBrJC2tVFdkM5cCEpoBYvHgx3N3d+RjD2tpapKenw8LCAr169eJfLLLYGiEhLxi+/PJLuLi4QF9fn8+kbmho4IVHbm4uOI7Dt99+q/A3GhsbER4eDhMTE5SVlbWd8a+Ilw3+U6ZMQdeuXXHt2jUYGhoiLCwMFRUVAID8/HwMGjQIaWlpgoq1kheZO3fuxL/+9S/+s+w3fjGk5Ny5c7CyshJEVvXLuHv3Ljp27IjMzEwAwI0bN2BgYIDw8HDei//111/jwYMHAITntZJIJBg6dCh69eqFs2fP8tvXr18PV1dX9OnTB4WFhQCaPPwff/wxH6MrFosxbdo0ODo68tnnqoR8CSNnZ2c4OzvD398fZmZm8PX1RUJCAn/sqlWrYGxsjMmTJwu65B2jbWBCU0CsXbsWnp6eCA0N5cVmTU0N0tPTYWVlpSA2hfYCARTPKSUlBZ07d4alpSUfbyibzdfU1MDCwgKffPJJs+/Pnz8fFy5caDObXwVSqVTB81JTU6NQOeDGjRuwtLQEx3EYO3Ysv/3Ro0eYPHky3N3dmyVCqDIvxiK6urpi7ty5fMLL1atX4evrCwsLC+zbtw/37t3DrVu3EB0dDVtbWxQXFyvL9FdKSxMPiUQCe3t7zJ07F0VFRTAwMMCYMWP4icepU6cwcuRI3sMtRM/V5s2b4eTkhKFDh+LUqVP8dpln093dHVu2bIGfnx+8vLz4ceXu3bvo27evSseySyQSjB07Fn379uVjjyUSCYKCgqCpqamwsiFLHF2+fLmyzGUIBCY0VZSXCcX09HR4eHggODi4mdi0s7ODk5OToJbP/04wp6amwsbGBgMHDuSD2xsbG3Ht2jUYGRkhNTW1rcxsFWpraxXKEgHA9OnT4efnBwcHB2zZsgXPnz+HRCLB5s2b4eDgAFdXVxw5cgQpKSkIDw+HSCQSbOJPfHw8bG1tcfz4cV5IAU33wMWLFzFkyBBwHAd9fX04OjrCzMysxSQIVaOxsbHZcyETjHV1dVi8eDEsLS2hra2NyMhIft+TJ08wceJEBAYG8k0dVB356yD//127dqFr167NxGZ6ejr8/Pxgbm6OQYMG8as/su+qeux2fX09vLy8sGzZMv7c9u/fDzU1NaxevRqA4jnu3LlTkE4JRtvChKaKI/O+yHseZNnTwcHBColAaWlpcHNzw927d5Vg6atH3kOZmZmJdevW4dSpUwrevNWrV8PGxgbm5ub48ssvMXfuXAQGBsLDw0OlMyYbGhowevRodOvWjY/LnTRpEmxsbBATE4O3334bHMdh5syZePToEcRiMY4dO4agoCDY2dnB2dkZo0ePVijCLCQKCwvh7OyMpKQkBQ/nix66PXv2ICUlBdu2bVN5r25DQ0OzsJjly5cjLi4Oc+bM4Sclt27dwuDBg2FsbIyEhASIxWL89NNPmDhxIjp37iy4e6K6upr/beWfeZnYHDx4sMIy+sOHD5Gfn99inKaqeXhfrIN7//596OrqIj09HUCTkOQ4DitWrADwV+xmTk6OwvdUeaxkKB8mNFUM+ZfmwoULYWxszNc7lB8EN27cCCMjIwQHB/Meq9ra2mZ1E1UV2Sy7oqIC/v7+cHBwgIuLCziOw9y5cxU8U2vXroWBgQG6dOmCoUOHYuvWrfzAqcqz9dWrV8PDwwMBAQHIy8tDfHw8jh07xt8H69evB8dxmDZtGr9sDDQlf1RWVqq8d+bvuHz5MjiOw8mTJwE0b8cqNGprazF06FAsX76cP9ewsDCYmZnBw8MDZmZm0NfX5wVVXl4e4uLiYGpqCpFIBDs7O/j6+grOuy2VSjF27FhoamryS8Xyomn79u3Q0NDAwIEDW0yIU8W45adPn2L37t18st/Tp08RHR3Nfx42bBgGDx6MlJQUqKmp4dNPP+Wfi4MHDyI0NBQnTpxQlvkMAcKEpgrQ2NiImpoahZekRCLBuXPn4OrqCg8PjxbFZmxsLEQiEby8vFQ6rghoOeOxuroavr6+CAkJ4QP23d3doaWlhfHjxysEsaekpMDAwAAfffQRv01VRab8tdiwYQO6d+8ODw8P2NjY8BnCsmM2bNgAjuMQHx8vGE/23yE770ePHkFPTw+LFi3i98n/3tu3b8f27dvb3L7Worq6Gl5eXnBwcEBycjIuXryIAQMGICcnBxUVFbh48SL69+8PkUjEi4jy8nIUFhZi3759+O233/hC5ELj2LFj8PX1hZWVVYtic/LkyTAxMUGfPn0EkfiSn58PLy8vvPXWW3j48CHs7e0RGBjItxZOS0tDly5doKamxnc6kkgkKCgoQJ8+fTBixAiVFNiM1xcmNFWAnTt3Yvny5XymY3BwMJYtW4bGxkbk5ubCxcUFbm5uzTq5zJs3Dz4+PggNDRVcbUSxWIwvv/wSISEh/JLg22+/DTs7OyQmJvI9m+U9m7t27RKEZ+vFl0Bqaip8fHzwxhtv4Pr16wAUX6QbN26EpqYmJkyYwGfUCoWXTRaePXuGsLAwuLm58RnWMkpLSzF27FgsWLBAEC02ZfdDZWUlXyc2JiYGwcHBCl5rWYUBkUiEn3/+WVnmtiotCSSpVIpTp07B29sblpaWCgX4GxoaEBUVhX79+mHs2LGCEFjV1dU4ePAgjIyM0KlTJwQHB+Pp06cKz8rHH3+MLl26YODAgdi9ezeWLl2KXr16wdPTkx87hHAtGK8HTGiqAJmZmbxXatCgQTA1NVUoKi0vNnNzc1FbW4uqqipMnjwZmZmZfD9fVeXGjRtYtmwZZsyYgfXr1/Pbjxw5wnso4+PjYWNjg4sXLwIAFixYAE1NTUybNo3fJkNVPZmAou3yL8xNmzbBwsICnp6evOdSXmwmJyejc+fOCkvoqs6LyR1JSUlYt24dH4+Xm5sLR0dH9OzZE2vWrEF9fT1+/vlnTJkyBcbGxirfblVGY2MjLwoqKioQEhICbW1t+Pj4NDtWJjaNjY1x7Nixtja1VZHd72KxGHfu3EFeXh4fwy6RSHDy5ElebF6+fBnl5eW4d+8eBg4cqFA3VwgC69mzZzA3NwfHcejTp0+z1rxAU2jNyJEjIRKJEBgYiNjYWNbxh9EqMKH5miLfsQUAMjIyoK6uDpFIhEOHDjU7/vLly/D09ESXLl0wePBghISEQCQSKRQlV0VOnz4NY2Nj9O7dG5aWlrCyssK4ceP4/Q0NDXj06BFcXFyQmprKD6h79+6FlpYWOI5rVsZIVZEXVtOnT4e3t7eCt27jxo1wdXVFQEAAX3ha/oWhqkWmW0LeIx0WFgZra2vY2NjAwcEBIpEI27ZtAwCcP38eoaGh0NHRgYaGBkxMTODo6CiI7HJA8Z54+vQpgCaxOWzYMD7J48UqE7du3YK/vz9sbW2bjTOqinzM9oABA+Dm5oYuXbrgrbfewpEjR/hjzp49i8DAQOjq6sLHxwe2trbw9PQUxEqH/DlUVVUhNTUVGzZsgLGxMYKDg/nSdi968V9c5VDliTjj9YQJzdcQsViMbt26KQikpKQkcBwHNTU1xMbGtrgE+uzZM0ydOhUhISEYNmyYymePnjp1Cpqampg1axaKi4tRUVGBxMREWFlZKXgpL1y4AI7jsH//fn7b119/jcTERJw8eVJws/MxY8aga9eu2LhxIx+bKuOrr77iC0/LPJtCfnEsXrwYVlZWOHXqFO+9Gj16NLS0tPhuJ8XFxcjNzcVXX32F48ePNysJparI/66JiYmYPXs2L6CrqqrQv39/dO3aFcnJyc3ERUFBAe7fv9+m9rY2VVVV8PDwQGBgIE6ePImsrCwYGxujQ4cO/IRMKpWitLQUS5YswaRJkzBv3jxBJAbKqKmpQVRUFB8qVVlZib179/JiU35i8ejRI4UKHYBqC23G6wsTmq8hVVVVyMrKUljyFovFePDgAbZt2wY1NTXExMTw3TuA5v15VT32TNa9Z8mSJaiuruZfBlevXoWJiQlOnDiB69evo6amBhUVFQgODoa3tzcuXryIM2fOoHfv3nzbRUA4S0Hbt2+HjY0NfvrpJ/43l186BZoSgDw9PdG9e3eVL9nzd9TW1mLYsGGYNWsWX9bnZX3chcaLHl07Ozt8/vnnCglflZWV6NevH+zs7FoUm0JCIpFgxowZCA4O5muARkREwNzcHH369IGOjs7fthYVyvjw448/wtTUFL6+vvyqRkVFBTIyMmBsbIz+/fujtLQUBQUF8PPzw9SpU5VsMaM9wITma860adPQr18/hW3p6elQU1PDO++8w3tn6uvrsWfPHkEMmGKxGDExMeA4jq/3JvM2HD58GB06dICdnR309PTg7OyMzMxMrF+/Ht7e3uA4DqampujZs6cgrsWLHoYFCxbAxcWFzyCV8WJc2Zdffgk/Pz9BZZrfv39fIca0oaEB3bt3x3vvvQegKWZV1sddlgSzatUqwXT6aYmlS5fCxsYGZ86cURCSsudFJjadnJywcuVKwYrN8vJyfPbZZ8jIyAAAjB8/Hubm5rhx4wZOnjwJQ0NDaGlptRh2JDR27twJT09PeHt782KzsrISGRkZMDU1hYGBAZycnODp6SnIdsSM1w8mNF9j6urqsGbNGrzxxhuIjIxU2Jeeng51dXVMnDgRmZmZmDZtGjiOE0xWcVFREaKioqCtrY2vv/4aAHDp0iV07NgRkZGR2LdvH/bs2QMvLy/Y2Njg7Nmz+PPPP7Fr1y7s3r2bf9Gqqth8WUJCVFQUvL29ATSJ0BeFqHzhaSHEZNbU1GDFihUIDQ2Fvr4+9PX1MWnSJL53+fDhwxEaGorr169DX18fY8aM4VcCbt68CX9/f/7+ESLDhg1DeHh4M++t/L1RWVmJnj17okePHs0mKELi2rVrqK+vx7///W/Y2trixx9/5PfNmDEDurq64DhOMDUi5WMyXxwHvvnmG3h4eMDLy4ufbFZXV+PKlSt4//33sWzZMpb4w2gzmNB8jWhJXDx79gybN2/GG2+8gYiICIV9sq4OFhYWsLW1VcicFAIlJSUIDw+HtrY2EhMToaenh9jYWAUBdf78eV5gvIgqxlxJpVLs2bMHBw8e5LeFh4fzGcIZGRngOA7ffvstf7yM8+fPw8fHp1lXD1WloqICvXv3hp+fH8LDw7F8+XK888476NChAwwMDJCamoorV67AyMgIHMchKiqK99iVlZVh8uTJ6NGjh0KIiSrzojfy2bNnsLCwwJw5cwC0PH7I6qpWVlYKJozi/3quN23aBBMTE77cm1QqRXR0NMaPH4/ly5cLSlhVV1cjMjISp0+fblFsurq6wtfX96XxuKo4RjJUDyY0XxPkH/g7d+6grKyMf7E8efIEmzZtalFs5uXl4cSJE4JJcHgRWc1DbW1tBAQE8Ntl1+vJkyfo1q0bJk6cqCQLXy1SqRTz58+HlpYW9u3bh+HDh6NTp078JOLPP//EsGHDYGFhge+//57/XklJCeLi4uDu7i6Ie6G8vBxdu3ZFaGgoLl68qCCizp07hzfffBNvvPEGEhISkJ6eDlNTU4wYMQInTpzAN998g/DwcOjr66t8AW6JRIJ///vffFcXoKkGomyyNX78eDg4OPClmuTHkSNHjiA2NlYQ94MM+ZCAhIQEjBgxArNnz8bWrVv5YzZt2gRtbW3s378fDx8+xL179xAcHIxdu3bxxwhFbN65cwe6urrw9fXF+fPnmzW2WLZsGTiOg7+/v8pXIGGoLkxovga82M3H1tYWDg4OiIiI4F8ofyc2hU5xcTHGjx8PbW1tfPPNN/x2iUSCq1evws3NDV988YUSLXz1RERE4I033oChoaHCcjgAnDhxAgMGDADHcYiMjMTYsWPRr18/dO7cWRBle6qqqmBra4vhw4ejqKiIF5lSqZR/Vq5duwY/Pz+YmZkhLS0NWVlZsLOz40scDRo0iC9er8rcv38fAwcORO/evQEAI0eOhLGxMV9tYMeOHbC0tERsbKyCkHj8+DEmTpyIQYMGCSKEAoBCKICzszO8vLwwfPhwhISEwNDQEJMmTeKPHTp0KHR0dODh4YGuXbvCw8ODF5eqnFndUoe0vLw82Nrawtvbu5nYLCoqgrOzMwwMDBSuD4PRljChqWTkPRALFy6EtbU1Vq1ahdjYWNjb28PZ2ZmPq5KJTZFIhCFDhijLZKUgv4wuE5v37t2Dn58fevXqJbgloAkTJoDjOHTs2BG7du1qVgvx5s2bSEpKgpeXF589mpeXpyRrXy2LFy8Gx3FITU3lt8l7NGUv0vPnz0MkEvETr4qKCty+fRslJSUKHkBVpqqqCj/88ANMTExgamoKCwsL/PbbbwrX44MPPoCZmRn69OmD3bt3IyUlBWPGjFF5j25LglAqlSIuLg4BAQEKpb0mTZoEjuP4klZA03gaGxuL+fPnC6KEkXzHnhevzc2bN2FtbQ1vb2/88ssv/PasrCxEREQgKytLpc+dodowofmacO3aNUyaNAk7d+7kt/3www9wcnKCnZ2dgthcu3YtzM3NBZP4858iE5s6OjpITk5GaGgoXF1d+cxJIQ2kv/76Ky5cuIBRo0ZBT08PO3fubLFcj0yACmUpEGgqIB0VFQUdHR2F50H+5SoTWgsWLICGhoaglgWrqqowevRohWx5f39/cBwHHx+fFgtvp6amIigoCBzHwdLSEkFBQSotMltC9psHBATg3Xff5T/v3bsXGhoaWLVqFQA0qw0pQ5WfEfk2o2PGjEHv3r3h7e2N9evX84L7xo0bsLW1hZOTE1avXo29e/eid+/eeOedd/i/I6QxkqE6MKGpJOQ9EvPmzUOHDh3g4eGhsNwnkUhw8ODBZmLz6dOnglkO+28pLS1FVFQUOI6Di4sLLzJV+SXyd4N/XV0dRo0ahU6dOuGbb77hhWVNTQ2uXr3KH6fKy4Et0ZIHG/jrPGXPz9atW6GtrS0Yb65YLMa6deswadIk3itbW1uLxMRErFq1CiYmJnjrrbf48k3yYlMsFuPWrVt4+vQpKioqlGL/q+JlbWcfP34MR0dHLFmyBEBT6ICsAxLQ9FzMnDlTIZlO1ZHd67W1tXzIwKRJk/D222/D0NAQw4YNw5kzZwA0PTe9evVC586dYWBggL59+/JjpNDGCIbqwISmEpAXmUePHsWTJ0/g4OAAjuOwZs0aBeEhlUpx8OBBuLq6QiQS8W3m2jMPHjxQyB5VZZEpX8fum2++waJFi7BkyRKFXva1tbUYPXo0RCIRtm7dimvXriEmJgbGxsYqLyj+jpeJzRcnaS4uLoIozl5VVYWgoCCcPn2a3/bZZ5/x2eJVVVX4/vvvm4lNiUSC+vp6wYQLtNR2Njo6mt8fHx8Pc3NzrF27Furq6li+fDm/7+eff0ZISIhCopwqI7vXxWIxTp8+jWHDhilUD9i6dSt69OiB4cOH85OthoYGXLlyRSGJTpXHSIbqw4RmGyM/qxw/fjwsLCzw+PFjlJaW8okM2dnZCt+RSqXYv38/fH19+XIljCZUcQCtqanBpUuXFLaFh4fD0dERvXr1Qv/+/aGrq6vQyaS2thbh4eHgOA729vYwMzNTaMMpVP7Os1lQUICBAwdi1qxZKnkfvMj+/fuhpaXFl2M6duwY9PX1ERgYyNdCrKysxHfffQcTExMEBQXh+fPnePbsGaZNm4bBgwe/tP6qqvB3bWcvXLgAAMjJyYGrqys4jsP8+fMBNI2ReXl56N27NwYPHiyoJeK6ujqEhYXBx8cH/v7+kEgkCr/zli1bYGBggI0bN7b4fSFdC4ZqwoRmGyI/OFy4cAEBAQE4fvw474koKiqCubk5unfv3qLYFIrHoj3T2NgIPz8/BAUF8dvi4+Nhb2/PL38lJCTwfe1l9TJlbNu2DVu2bMEff/zRpnYrE3mxKYvZrKiowNSpU9G1a1fBxGceOHAAOjo6CkkuaWlpcHNzQ0BAAC82q6qq8N1338Hc3BwmJibo27cvRCJRs8mLqvF/tZ09fvw48vPzUVtbi61bt+LNN9+EmZkZ1q5di/j4ePj6+qJHjx4KSTNC4OnTp+jfvz+6dOkCd3d3frt82MTQoUPh6+urDPMYjP8TJjSVwLvvvouJEyeif//+/JKfbNAoLCyEubk5XF1dceTIERZXI0C2bNkCTU1NfP311ygrK0NISAh2794NAPjiiy+goaHBZw6rqalh3759SrZY+ciLzS1btmDBggXQ1dUVRDknGT/++CM0NTWbxZumpaXB1dVVQWxWV1fj/PnzmDJlCmJiYnDz5k0lWPzq+E/bzspi2TMzM5GdnY34+Hi4urpi0KBBSEhIEEQ4TUtj/qNHjzB+/HhwHIeZM2cqxCpLpVJERUWhb9++bWwpg/GfwYRmG/DiwDF27FhwHAdra2vcu3eP3y6L1yssLISNjQ3MzMwUynUwhEFJSQlGjhwJa2trHDhwAN999x3Ky8uxb98+6OnpYdu2bQCa4nc5joOOjo7CsnF7paSkhE8E09TURG5urrJN+kdUVVUpJK1kZ2dDX1+fD4+RX/JsSWzKEEr/8v+07WyPHj1gaWnJrwA8f/5c4e+o8lKxvFAuLi5WOJeysjKMHTsWNjY2eO+99wA0/fa///47XFxcFOJYGYzXCSY0W5mWZqcNDQ1YsGABOI7D8uXL+d7MwF9i8/79+3BxcRHMsmB7pqGhoVmP6czMTJiammL27Nl855YJEyZg1KhRCiESffr0gZ2dHQwNDRXuk/ZKYWEh4uPjBZFlLguRkE0ijhw5Ah0dHQXvpLxnbt26dXBxcUFwcLBgQyf+07azhoaGePvttwEoXiNVXgGS2V5RUYHQ0FB069YN3bt3R3p6Ol/qStYpjeM4dO/eHb6+vhg4cKBgCtIzhAkTmm3E5MmTsXDhQv6zVCrFtGnToKWlhfXr1ytkDwuxLmR7paamBgEBAYiKimrWi37mzJno0KED75kZMGAAgoOD+RfGb7/9hqCgIBw+fBhlZWVtbvvriiovi8pTVFSEyMhI6OjoYN++fbhx4wbU1NRw+fLll35n165dsLS0xKBBgwRzHV6kvbWdlUcsFiM0NBR9+vTBp59+ynf8SkhI4PuVl5WVYdy4cTAyMkK/fv0UOocJ9Z5gqDYaxHjlACCO4/jP1dXVpKenRytXriQ9PT16//33SU1NjdLS0qixsZHmzJlDAGjChAnUqVMn0tTUJCIiNTU1ZZ0C4xVx7tw5+vXXX+n27duUnZ1Nn376KYWFhZGxsTF98cUXdPbsWYqNjaXLly9TaGgorVy5klatWkUuLi506NAhevbsGXl7e5OxsbGyT+W1QUNDGMOWubk5JSUlkUQiocjISBo3bhzZ2dnR8uXLydnZmTQ0NKhDhw5kaGhIAMjQ0JDq6+tpyJAh9OGHHwrmOryIiYkJJSUlkYaGBn333Xe0c+dOGj9+PKmrq5NUKqXCwkLS0NAgNzc3ZZv6SpBKpaSurs5/NjU1pdmzZ1PPnj1p4cKFNH36dNq+fTs1NDTQnDlzyMrKipKSkmjGjBl048YNOnz4MPXu3ZuI2DuD8ZqiZKErKGQz7paWLp48ecK31lu5ciW/vbGxEbGxsejQoQO+/PLLl3a1YKgmlZWVmDp1KoKCgpCSkgJ9fX1MmDABGRkZAJpK2hgZGfEFqKOjoyESiSASiWBnZ/e33i2GMCgpKcG4ceOgo6MDjuPw1ltvoUuXLtDT00OnTp2gqakJNTU1cBwHfX195OfnK9vkNqE9tJ2VeSBra2tx4cIFZGRkIDQ0lA+nkfHee+/B2NgYc+fO5T2bpaWliIiIgLOzM+bOncuWzBmvLUxoviLKy8vx5ptv4ueff+a3PX78WOGYx48fY9GiRS2KzcjISHTp0oUVZBcgDx48QOfOnbFhwwY8ePAAkydPRs+ePTF9+nSUl5dj5MiRcHJy4jv9nD59Gr/88kuzlw1DuBQXF2PSpEno2LEjnwgjkUhQXV2NkpISFBcXo6ioCCUlJUq2tG1pD21nKyoq0KNHD+jp6cHS0hIGBgbIzs5GY2OjQommmTNnwszMDFOnTkVpaSmApmz0wYMHw9vbm4XXMF5bmNB8BZSXl8PW1hbBwcH8APDee+9h3LhxClnlQJNnc+HCheA4DklJSfz2xsZGhd7GDNWkqqoKW7ZsadYiVFb38MyZM6ipqUFWVhZsbW0xcOBArFmzBurq6go9iRntj+LiYoSHh0NTU5Mv8QOwuDuht52NjY1Fv379kJGRgeTkZHTt2hVeXl64ffs2AMV6oBMmTMDQoUMVtj1+/BiFhYVtZzyD8V/ChOY/pLy8HHZ2dggJCVEQitOnT4exsTFmzJjRrBzJnTt34OXlBY7jsGzZsja2mNGafPbZZ+A4DgMHDsSePXv47cXFxYiJicHEiRPx8OFDAE2lSSIiIjBo0CDo6emB4zjs2LFDWaYzXgPkl4t37dqlbHNeG4TUdlZGdXU10tLSEBcXp9AF7OzZs7C3t4e3t3eLYlP2f1kNTQbjdYcJzX9AVVUVbG1tMXz4cBQVFaGxsVGhd3VsbCzMzMwQHx/fzLM5fvx4dOvWDYaGhnj06FFbm85oJWpra5GdnQ0bGxuYm5tj3LhxfFH+n376Cfb29s0ExN69exEWFgZtbW2VL7zN+OfI1wuVxfIy/kIIIhMAFi1ahA4dOsDQ0JAv1yUTjufOnYODgwN8fHx4sSkfg8kEJkOVYELzHyBL7klNTQXw13JIVVUVgoODcejQISQkJMDIyEhBbBYWFiI8PBwHDhxoVmyYIQz+/PNPzJs3DwYGBnBycuLF5Zo1a9ChQ4dm8ZfPnj1jEw4GT1FRESZPnswmHgLm5s2bmDJlCjiOw4wZM5rtP3fuHJydnWFpacknADEYqggHAMrOfFdVioqKKCEhgfbt20cbN26kCRMmUH19Pfn6+pJUKqXTp0+TgYEBffTRR7R9+3ZycHCgwMBAys/Pp0uXLtGZM2fI0tJS2afBaCVqamro6tWr9NFHH1FOTg4NGTKE3n//fUpLS6OamhpKT0+njh07KttMxmuKRCIRbAmj9saLJYxkFBQU0Keffko//vgjzZw5kxYvXqyw//Tp07Ru3Tr69ttvW/w+g6EKMKH5DyktLaVZs2bRDz/8QF999RWlpqaStrY2ZWRkkJWVFV9PMy0tjTIzMyk/P5+srKxow4YN5OHhoWTrGW1FYmIiff/99/T777+Tj48P1dfXU0JCAoWFhSnUXGUwGMJCNmGora2lEydOUFFREVlZWZG/vz+JRCK6ffs2rVixgo4ePUqxsbHNxKaMl4lVBuN1hwnNV8DDhw9p1qxZtH//fjIxMaE7d+7wA4K8V6K8vJxqa2tJR0eHOnfurESLGW1FY2MjX0Q5JyeHvvvuO0pOTiYiovDwcNqxYwdpaWkp0UIGg9FayJ7/yspKCgwMpOfPn1NhYSF17NiRTE1Nad++feTq6kq3bt2ilStX0rFjxyguLo4+/vhjZZvOYLwyWBuBV4CJiQmtWbOGwsPD6eHDh7Rnzx4iauoQpK6uTjItLxKJyNTUlInMdoSamhr/+/v7+1NSUhJlZWVRr169aNGiRUxkMhgCRk1NjcRiMY0YMYL09fVp9+7dVFZWRqmpqSQSiSgoKIjy8vLI2dmZPvzwQxowYAAtWbKEtm3bpmzTGYxXBvNovkLkl9E3b95M0dHRRNS8JSWDUV9fT9ra2so2g8FgvEKKioro7t279Pvvv9OkSZOIiCg/P58GDBhAq1atorFjxxJR00rX9evXKS4ujqqqqignJ4dEIhHl5+fTv/71L/rggw/YMjlDMLBI81eIqakppaSkEBFRTEwMqaurU1RUFBOZjGYwTyaDISzOnTtHM2fOpJqaGjI0NCQvLy/y9PSk8vJyKisrIx0dHSIiamhoIE1NTfLw8KDp06fTnDlz6NKlSxQaGkrdunWjjz76iIhYTCZDOLCl81eMTGyOHj2axo8fT3v37lW2SYzXEDb5YDCEQ05ODoWGhpKvry+tX7+eTp48ySd7Ojo6kqGhIWVmZhIRkaamJjU0NJC6ujoNHjyYysvLqbCwsNnfZCKTIRSYR7MVMDU1pS+++IK0tbXJ3d1d2eYwGAwGo5UoLCykuLg4io6OppUrV5Kenh4RNYVMNTY2koGBAX344Yc0c+ZMsre3p8WLF5OmpiYREeXl5ZGVlRWZmZkp8xQYjFaFCc1WwtzcnDZt2sTq4DEYDIYAkcXe//bbb1RXV0fjxo3jRSYR8dUmiIhGjBhBBQUFtGTJEiooKKD/+Z//ofr6elq/fj2ZmppSaGioMk6BwWgTWDIQg8FgMBj/T5YsWULr16+n+/fvk66u7kuPKy0tpR9++IE+++wzKiwsJAsLC3JxcaGsrCzS1NRkMZkMwcLcbQwGg8Fg/D/R0tIiiURCDQ0NpKur22KVEalUSiYmJuTq6kq3b9+m/Px80tHRIXt7e1JTU2NdoBiChiUDMRgMBoPxXyJbDPTz86PKykq+4gjHcfTiQqG6ujo9ffqUoqOjKScnh9zd3cnR0ZHU1NSosbGRiUyGoGFCk8FgMBiM/xKZ19LNzY1cXFxo69at9OOPP/L7Ghsb+WMbGxvp0KFD1KVLF7KxsVH4O/KxnAyGEGF3OIPBYDAY/0+6dOlC27Zto8ePH9Mnn3xCWVlZRPSXgGxsbKS7d+/Spk2byMHBgaytrZVpLoPR5rBkIAaDwWAw/iGHDx+msLAwEolEFBUVRfHx8VRfX08XL16ktLQ0qqmpodzcXNLQ0OB7oDMY7QEmNBkMBoPBeAVcvXqVpk+fTr/++itxHEf19fXk4uJCjo6OtHfvXtLQ0GCJP4x2BxOaDAaDwWC8Ip4/f04PHjygK1eukKamJrm7u5OrqytxHMdEJqNdwoQmg8FgMBitDFsuZ7RXmNBkMBgMBoPBYLQKbHrFYDAYDAaDwWgVmNBkMBgMBoPBYLQKTGgyGAwGg8FgMFoFJjQZDAaDwWAwGK0CE5oMBoPBYDAYjFaBCU0Gg8FgMBgMRqvAhCaDwWAwGAwGo1VgQpPBYDAYDAaD0SowoclgMBgMBoPBaBWY0GQwGAwGg8FgtApMaDIYDAaDwWAwWgUmNBkMBoPBYDAYrcL/Anqq5nlRQlDdAAAAAElFTkSuQmCC\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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\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":"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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_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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\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 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 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\n","2 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\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. Cash On Delivery!\n","6 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!\n","7 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.\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. 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 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 & 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 & 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</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\" > </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\" > </th>\n"," <th class=\"blank col1\" > </th>\n"," <th class=\"blank col2\" > </th>\n"," <th class=\"blank col3\" > </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\" > </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\" > </th>\n"," <th class=\"blank col1\" > </th>\n"," <th class=\"blank col2\" > </th>\n"," <th class=\"blank col3\" > </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\" 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"," 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Visit the ' +\n"," '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n"," + ' to learn more about interactive tables.';\n"," element.innerHTML = '';\n"," dataTable['output_type'] = 'display_data';\n"," await google.colab.output.renderOutput(dataTable, element);\n"," const docLink = document.createElement('div');\n"," docLink.innerHTML = docLinkHtml;\n"," element.appendChild(docLink);\n"," }\n"," </script>\n"," </div>\n","\n","\n"," </div>\n"," </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"data","summary":"{\n \"name\": \"data\",\n \"rows\": 1050,\n \"fields\": [\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 \"column\": \"product_name\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1050,\n \"samples\": [\n \"Zyxel PLA-4205\",\n \"Philips 9.5 W LED B22 3000K A55 IND Bulb\",\n \"Lapguard Lenovo IdeaPad V470 6 Cell Laptop Battery\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"description\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1050,\n \"samples\": [\n \"Buy Zyxel PLA-4205 only for Rs. 8100 from Flipkart.com. 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} |