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{"cells":[{"cell_type":"markdown","source":["# Libraries, loading data"],"metadata":{"id":"ENdWQRx_pN8W"},"id":"ENdWQRx_pN8W"},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')\n","import os\n","drive_folder= \"/content/drive/MyDrive/Colab_Notebooks/Project_6\"\n","os.chdir(drive_folder)\n","os.listdir()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Ntb8-hDaP4JV","executionInfo":{"status":"ok","timestamp":1746800698862,"user_tz":-120,"elapsed":15642,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"d535b605-dcea-4bf1-e664-16da13846d17"},"id":"Ntb8-hDaP4JV","execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]},{"output_type":"execute_result","data":{"text/plain":["['objectifs.pdf',\n"," 'Copie de Weather_Images_CNN_Transfer_Learning_Stage_1_feasibility_V1.0.ipynb',\n"," 'Copie de P6_03_NLP_optim_description.ipynb',\n"," 'Copie de P6_06_IMAGES_Transfert_learning.ipynb',\n"," 'Copie de P6_02_NLP_optim_product_name.ipynb',\n"," 'Copie de P6_07_Faisabilité.ipynb',\n"," 'Copie de P6_05_IMAGES_SIFT_ORB.ipynb',\n"," 'Copie de P6_01_NLP.ipynb',\n"," 'Flipkart',\n"," 'NLP',\n"," 'Weather_Images_CNN_Transfer_Learning_Stage_1_feasibility_V1.0.ipynb',\n"," 'BERT',\n"," 'Copie de P6_04_NLP_TRANSFERT_BERT_tensorflow_full_model.ipynb',\n"," 'FlipKart_NLP.pkl',\n"," 'FEAT_TFIDF_PRODUCT_NAME',\n"," 'FEAT_TFIDF_DESCRIPTION',\n"," 'Flip_opt.data',\n"," 'Flip_opt.cat',\n"," 'DOC2VEC',\n"," 'USE',\n"," 'P6_NLP_optim_product_name.ipynb',\n"," 'P6_NLP_optim_description.ipynb',\n"," 'P6_06_Faisabilité.ipynb',\n"," 'P6_02_NLP_Doc2Vec.ipynb',\n"," 'Copie de EDIT_P6_04_IMAGES_SIFT_ORB.ipynb',\n"," 'P6_01_NLP_Basic_methods.ipynb',\n"," 'P6_04_IMAGES_SIFT_ORB.ipynb',\n"," 'P6_03_NLP_transfer_learning.ipynb',\n"," 'P6_05_IMAGES_Transfert_learning.ipynb']"]},"metadata":{},"execution_count":1}]},{"cell_type":"code","execution_count":2,"id":"fancy-score","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:01:33.123781Z","start_time":"2021-05-24T07:01:33.109779Z"},"id":"fancy-score","executionInfo":{"status":"ok","timestamp":1746800698872,"user_tz":-120,"elapsed":3,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["import time,datetime\n","start_time = time.time()"]},{"cell_type":"code","execution_count":3,"id":"painted-bennett","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:01:36.696008Z","start_time":"2021-05-24T07:01:33.125769Z"},"id":"painted-bennett","executionInfo":{"status":"ok","timestamp":1746800702826,"user_tz":-120,"elapsed":3952,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["import numpy as np\n","import pandas as pd\n","\n","import re\n","import nltk\n","\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","import missingno as msno\n","# import dataprep.eda as eda\n","# import qgrid\n","import plotly.express as px\n","from tqdm.notebook import tqdm\n","import os\n","\n","bleu = (70 / 255, 130 / 255, 180 / 255)\n","pd.set_option('display.max_row', 50)\n","pd.set_option('display.max_column', 50)\n","pd.set_option('display.max_colwidth', 50)"]},{"cell_type":"code","execution_count":4,"id":"different-needle","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:01:36.728007Z","start_time":"2021-05-24T07:01:36.697026Z"},"id":"different-needle","executionInfo":{"status":"ok","timestamp":1746800703463,"user_tz":-120,"elapsed":636,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["import joblib\n","\n","data = joblib.load('Flip_opt.data')\n","cat = joblib.load('Flip_opt.cat')"]},{"cell_type":"code","execution_count":5,"id":"surrounded-creativity","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:01:36.759994Z","start_time":"2021-05-24T07:01:36.730006Z"},"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"surrounded-creativity","executionInfo":{"status":"ok","timestamp":1746800703597,"user_tz":-120,"elapsed":133,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"c975342c-60c2-4ac5-9db3-46197bd89688"},"outputs":[{"output_type":"execute_result","data":{"text/plain":[" category cat_code product_name \\\n","0 Furniture 0 Elegance Polyester Multicolor Abstract Eyelet ... \n","1 Baby 1 Sathiyas Cotton Bath Towel \n","2 Baby 1 Eurospa Cotton Terry Face Towel Set \n","3 Furniture 0 SANTOSH ROYAL FASHION Cotton Printed King size... \n","4 Furniture 0 Jaipur Print Cotton Floral King sized Double B... \n","\n"," description \\\n","0 Key Features of Elegance Polyester Multicolor ... \n","1 Specifications of Sathiyas Cotton Bath Towel (... \n","2 Key Features of Eurospa Cotton Terry Face Towe... \n","3 Key Features of SANTOSH ROYAL FASHION Cotton P... \n","4 Key Features of Jaipur Print Cotton Floral Kin... \n","\n"," product_name_prep \\\n","0 polyest curtain abstract eyelet door multicolo... \n","1 cotton towel sathiya bath \n","2 set eurospa terri face cotton towel \n","3 print doubl santosh size fashion cotton bedshe... \n","4 print doubl size cotton bedsheet floral jaipur... \n","\n"," description_prep \\\n","0 style curtaineleg look shrinkag apart sun dust... \n","1 bath cotton general specif yes mediam box leng... \n","2 export shrinkag eurospa box weight materi sale... \n","3 fabric cm cotton key general bleach depth gold... \n","4 fabric product comfort cm cottonjaipur lifespe... \n","\n"," complete_description \\\n","0 Elegance Polyester Multicolor Abstract Eyelet ... \n","1 Sathiyas Cotton Bath Towel Specifications of S... \n","2 Eurospa Cotton Terry Face Towel Set Key Featur... \n","3 SANTOSH ROYAL FASHION Cotton Printed King size... \n","4 Jaipur Print Cotton Floral King sized Double B... \n","\n"," complete_description_prep \n","0 style curtaineleg look shrinkag apart sun dust... \n","1 bath cotton general specif yes mediam box leng... \n","2 export shrinkag eurospa box weight materi sale... \n","3 fabric cm cotton key general bleach depth gold... \n","4 fabric product comfort cm cottonjaipur lifespe... "],"text/html":["\n"," <div id=\"df-d600edf1-ddc4-45bd-aaa1-b2f7a3bdb2c7\" class=\"colab-df-container\">\n"," <div>\n","<style scoped>\n"," .dataframe tbody tr th:only-of-type {\n"," vertical-align: middle;\n"," }\n","\n"," .dataframe tbody tr th {\n"," vertical-align: top;\n"," }\n","\n"," .dataframe thead th {\n"," text-align: right;\n"," }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n"," <thead>\n"," <tr style=\"text-align: right;\">\n"," <th></th>\n"," <th>category</th>\n"," <th>cat_code</th>\n"," <th>product_name</th>\n"," <th>description</th>\n"," <th>product_name_prep</th>\n"," <th>description_prep</th>\n"," <th>complete_description</th>\n"," <th>complete_description_prep</th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>0</th>\n"," <td>Furniture</td>\n"," <td>0</td>\n"," <td>Elegance Polyester Multicolor Abstract Eyelet ...</td>\n"," <td>Key Features of Elegance Polyester Multicolor ...</td>\n"," <td>polyest curtain abstract eyelet door multicolo...</td>\n"," <td>style curtaineleg look shrinkag apart sun dust...</td>\n"," <td>Elegance Polyester Multicolor Abstract Eyelet ...</td>\n"," <td>style curtaineleg look shrinkag apart sun dust...</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 (...</td>\n"," <td>cotton towel sathiya bath</td>\n"," <td>bath cotton general specif yes mediam box leng...</td>\n"," <td>Sathiyas Cotton Bath Towel Specifications of S...</td>\n"," <td>bath cotton general specif yes mediam box leng...</td>\n"," </tr>\n"," <tr>\n"," <th>2</th>\n"," <td>Baby</td>\n"," <td>1</td>\n"," <td>Eurospa Cotton Terry Face Towel Set</td>\n"," <td>Key Features of Eurospa Cotton Terry Face Towe...</td>\n"," <td>set eurospa terri face cotton towel</td>\n"," <td>export shrinkag eurospa box weight materi sale...</td>\n"," <td>Eurospa Cotton Terry Face Towel Set Key Featur...</td>\n"," <td>export shrinkag eurospa box weight materi sale...</td>\n"," </tr>\n"," <tr>\n"," <th>3</th>\n"," <td>Furniture</td>\n"," <td>0</td>\n"," <td>SANTOSH ROYAL FASHION Cotton Printed King size...</td>\n"," <td>Key Features of SANTOSH ROYAL FASHION Cotton P...</td>\n"," <td>print doubl santosh size fashion cotton bedshe...</td>\n"," <td>fabric cm cotton key general bleach depth gold...</td>\n"," <td>SANTOSH ROYAL FASHION Cotton Printed King size...</td>\n"," <td>fabric cm cotton key general bleach depth gold...</td>\n"," </tr>\n"," <tr>\n"," <th>4</th>\n"," <td>Furniture</td>\n"," <td>0</td>\n"," <td>Jaipur Print Cotton Floral King sized Double B...</td>\n"," <td>Key Features of Jaipur Print Cotton Floral Kin...</td>\n"," <td>print doubl size cotton bedsheet floral jaipur...</td>\n"," <td>fabric product comfort cm cottonjaipur lifespe...</td>\n"," <td>Jaipur Print Cotton Floral King sized Double B...</td>\n"," <td>fabric product comfort cm cottonjaipur lifespe...</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-d600edf1-ddc4-45bd-aaa1-b2f7a3bdb2c7')\"\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-d600edf1-ddc4-45bd-aaa1-b2f7a3bdb2c7 button.colab-df-convert');\n"," buttonEl.style.display =\n"," google.colab.kernel.accessAllowed ? 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Only Genuine Products. 30 Day Replacement Guarantee. Free Shipping. Cash On Delivery!\",\n \"Buy Philips 9.5 W LED B22 3000K A55 IND Bulb for Rs.419 online. Philips 9.5 W LED B22 3000K A55 IND Bulb at best prices with FREE shipping & cash on delivery. Only Genuine Products. 30 Day Replacement Guarantee.\",\n \"Lapguard Lenovo IdeaPad V470 6 Cell Laptop Battery\\r\\n Price: Rs. 1,799\\r\\n\\t\\t\\t\\t\\r\\n\\t\\t\\tThe product is compatible with the above mentioned model number.This Lapguard replacement battery is made from high grade cells and highest quality parts. This Lapguard brand replacement battery is 100 percent comparable to original battery in all terms including its size, appearance and most important quality. Each Lapguard laptop battery has to pass strict quality control procedures including filtration and safety testing of voltage, capacity and battery core (body). 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Each battery also passes necessary authentication certifications like CE, ROHS etc. Before leaving the factory, so you can be rest assured for its quality, durability and performance. Please note that all images are indicative, actual product label may vary. Battery part No./model may not be printed on label.\\r\\nThe product is compatible with the above mentioned model number.This Lapguard replacement battery is made from high grade cells and highest quality parts. This Lapguard brand replacement battery is 100 percent comparable to original battery in all terms including its size, appearance and most important quality. Each Lapguard laptop battery has to pass strict quality control procedures including filtration and safety testing of voltage, capacity and battery core (body). Each battery also passes necessary authentication certifications like CE, ROHS etc. Before leaving the factory, so you can be rest assured for its quality, durability and performance. Please note that all images are indicative, actual product label may vary. Battery part No./model may not be printed on label.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"complete_description_prep\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1009,\n \"samples\": [\n \"flipkartcom deliveri product ship free decor polyest royalblu curtain galaxi eyelet genuin cash buy door rs plain\",\n \"shop flipkartcom print collect portia cloth trendi india apparel multicolor polka onlin cap buy brand rs huge\",\n \"best replac product kit day almond buy mixfruit jasmin soap ship honey onlin aloevera combo price mxofer rs free genuin deliveri rose cash guarante\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":5}],"source":["data.head()"]},{"cell_type":"code","source":["cat"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":269},"id":"hXdh-I5tWfF7","executionInfo":{"status":"ok","timestamp":1746800703664,"user_tz":-120,"elapsed":68,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4c7f0057-37b1-4cc0-c1a8-707c2356c3b5"},"id":"hXdh-I5tWfF7","execution_count":6,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" category count\n","0 Furniture 150\n","1 Baby 150\n","2 Watches 150\n","3 Decor 150\n","4 Kitchen 150\n","5 Beauty 150\n","6 Computers 150"],"text/html":["\n"," <div id=\"df-934a1b3b-9b0e-4e30-9274-10a5ced4ab63\" class=\"colab-df-container\">\n"," <div>\n","<style scoped>\n"," .dataframe tbody tr th:only-of-type {\n"," vertical-align: middle;\n"," }\n","\n"," .dataframe tbody tr th {\n"," vertical-align: top;\n"," }\n","\n"," .dataframe thead th {\n"," text-align: right;\n"," }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n"," <thead>\n"," <tr style=\"text-align: right;\">\n"," <th></th>\n"," <th>category</th>\n"," <th>count</th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>0</th>\n"," <td>Furniture</td>\n"," <td>150</td>\n"," </tr>\n"," <tr>\n"," <th>1</th>\n"," <td>Baby</td>\n"," <td>150</td>\n"," </tr>\n"," <tr>\n"," <th>2</th>\n"," <td>Watches</td>\n"," <td>150</td>\n"," </tr>\n"," <tr>\n"," <th>3</th>\n"," <td>Decor</td>\n"," <td>150</td>\n"," </tr>\n"," <tr>\n"," <th>4</th>\n"," <td>Kitchen</td>\n"," <td>150</td>\n"," </tr>\n"," <tr>\n"," <th>5</th>\n"," <td>Beauty</td>\n"," <td>150</td>\n"," </tr>\n"," <tr>\n"," <th>6</th>\n"," <td>Computers</td>\n"," <td>150</td>\n"," </tr>\n"," </tbody>\n","</table>\n","</div>\n"," <div class=\"colab-df-buttons\">\n","\n"," <div class=\"colab-df-container\">\n"," <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-934a1b3b-9b0e-4e30-9274-10a5ced4ab63')\"\n"," title=\"Convert this dataframe to an interactive table.\"\n"," style=\"display:none;\">\n","\n"," <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n"," <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n"," </svg>\n"," </button>\n","\n"," <style>\n"," .colab-df-container {\n"," display:flex;\n"," gap: 12px;\n"," }\n","\n"," .colab-df-convert {\n"," background-color: #E8F0FE;\n"," border: none;\n"," border-radius: 50%;\n"," cursor: pointer;\n"," display: none;\n"," fill: #1967D2;\n"," height: 32px;\n"," padding: 0 0 0 0;\n"," width: 32px;\n"," }\n","\n"," .colab-df-convert:hover {\n"," background-color: #E2EBFA;\n"," box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n"," fill: #174EA6;\n"," }\n","\n"," .colab-df-buttons div {\n"," margin-bottom: 4px;\n"," }\n","\n"," [theme=dark] .colab-df-convert {\n"," background-color: #3B4455;\n"," fill: #D2E3FC;\n"," }\n","\n"," [theme=dark] .colab-df-convert:hover {\n"," background-color: #434B5C;\n"," box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n"," filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n"," fill: #FFFFFF;\n"," }\n"," </style>\n","\n"," <script>\n"," const buttonEl =\n"," document.querySelector('#df-934a1b3b-9b0e-4e30-9274-10a5ced4ab63 button.colab-df-convert');\n"," buttonEl.style.display =\n"," google.colab.kernel.accessAllowed ? 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'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":6}]},{"cell_type":"markdown","id":"legitimate-creek","metadata":{"id":"legitimate-creek"},"source":["Fonctions d'évaluation"]},{"cell_type":"code","execution_count":7,"id":"sized-swing","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:01:36.883883Z","start_time":"2021-05-24T07:01:36.761994Z"},"id":"sized-swing","executionInfo":{"status":"ok","timestamp":1746800703833,"user_tz":-120,"elapsed":170,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["from sklearn.feature_extraction.text import CountVectorizer\n","from nltk.corpus import stopwords\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","from sklearn.metrics import adjusted_rand_score\n","\n","\n","from sklearn.metrics import confusion_matrix,ConfusionMatrixDisplay\n","\n","from scipy.optimize import linear_sum_assignment\n","\n","from sklearn.feature_extraction.text import TfidfTransformer\n"]},{"cell_type":"code","execution_count":8,"id":"minor-drove","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:01:36.899874Z","start_time":"2021-05-24T07:01:36.884883Z"},"id":"minor-drove","executionInfo":{"status":"ok","timestamp":1746800703894,"user_tz":-120,"elapsed":56,"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\n","\n","\n","# 2D projection scatterplot\n","def plot_clusters(reduced,labels):\n"," data=pd.DataFrame(np.c_[reduced,labels],columns=['Component 1','Component 2','Cluster'])\n","\n"," plt.figure(figsize=(10,8))\n"," sns.scatterplot(data=data,\n"," x='Component 1',\n"," y='Component 2',\n"," hue='Cluster',\n"," palette=sns.color_palette('tab10', n_colors=7))\n"," plt.title(f'')\n"," plt.figure(figsize=(10,8))"]},{"cell_type":"code","source":["# Dictionaries to hold results\n","# Function to append results to result_dict\n","def append_dict(dict1_obj, dict2_obj):\n"," for key in dict1_obj.keys():\n"," dict1_obj[key].append(dict2_obj[key])"],"metadata":{"id":"7FlLRzdTz23K","executionInfo":{"status":"ok","timestamp":1746800703895,"user_tz":-120,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"id":"7FlLRzdTz23K","execution_count":9,"outputs":[]},{"cell_type":"markdown","id":"institutional-basement","metadata":{"id":"institutional-basement"},"source":["# Tensorflow"]},{"cell_type":"code","execution_count":10,"id":"interpreted-wildlife","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:01:40.051251Z","start_time":"2021-05-24T07:01:36.903870Z"},"id":"interpreted-wildlife","executionInfo":{"status":"ok","timestamp":1746800708160,"user_tz":-120,"elapsed":4266,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["import tensorflow_text as text # Registers the ops."]},{"cell_type":"code","execution_count":11,"id":"round-hometown","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:01:40.067251Z","start_time":"2021-05-24T07:01:40.053208Z"},"id":"round-hometown","executionInfo":{"status":"ok","timestamp":1746800709539,"user_tz":-120,"elapsed":1378,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["import tensorflow as tf\n","import tensorflow_hub as hub # Always necessary for the preprocessor"]},{"cell_type":"code","execution_count":12,"id":"liquid-cruise","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:01:40.083259Z","start_time":"2021-05-24T07:01:40.069252Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"liquid-cruise","executionInfo":{"status":"ok","timestamp":1746800709551,"user_tz":-120,"elapsed":7,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"ad9b6cdc-b1e7-4d5e-af90-2771134548a1"},"outputs":[{"output_type":"stream","name":"stdout","text":["TF version: 2.18.0\n","TF HUB version: 0.16.1\n"]}],"source":["print(\"TF version: \", tf.__version__)\n","print(\"TF HUB version: \", hub.__version__)"]},{"cell_type":"code","source":["# To process several sentences at once\n","sentences = [\n"," \"Première phrase d'exemple.\",\n"," \"Deuxième phrase à analyser.\",\n"," \"Une troisième phrase pour tester le batch processing.\"\n","]"],"metadata":{"id":"YFPO3AwZxEYD","executionInfo":{"status":"ok","timestamp":1746800709552,"user_tz":-120,"elapsed":0,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"id":"YFPO3AwZxEYD","execution_count":13,"outputs":[]},{"cell_type":"markdown","id":"consolidated-anthony","metadata":{"id":"consolidated-anthony"},"source":["## BERT setup\n","Set up model: importing preprocessor and bert model from TensorHub.\n","\n","Preprocessor input could be a list of sentences. The output is the input of the BERT model:\n","\n","Inputs:\n"," - `input_word_ids`: input token ids (tokenizer converts tokens using vocab file)\n"," - `input_mask`: input masks (1 for useful tokens, 0 for padding)\n"," - `input_type_ids`: segment ids (for 2 text training: 0 for the first one, 1 for the second one)\n","\n","Outputs:\n"," - `pooled_output` of shape `[batch_size, 768]` with representations for the entire input sequences\n"," - `sequence_output` of shape `[batch_size, max_seq_length, 768]` with representations for each input token (in context)\n","\n","For changing the `max_seq_length`, see the preprocessor model's documentation or the corresponding section below.\n"]},{"cell_type":"code","source":["# Load BERT preprocessor separately\n","preprocessor = hub.load('https://tfhub.dev/tensorflow/bert_en_uncased_preprocess/3')\n","\n","# Load BERT encoder separately\n","encoder = hub.load('https://tfhub.dev/tensorflow/bert_en_uncased_L-12_H-768_A-12/4')\n","\n","# Example of use with an individual sentence\n","sentence = \"Here is an example of a sentence to be processed with BERT.\"\n","\n","# Preprocess sentence\n","# Note: We wrap the sentence in a list because the preprocessor is waiting for a batch.\n","encoder_inputs = preprocessor([sentence])\n","\n","# Check the structure of pre-processed inputs\n","print(\"Preprocessor input structure:\")\n","for key, value in encoder_inputs.items():\n"," print(f\" {key}: shape {value.shape}, dtype {value.dtype}\")\n","\n","# Pass pre-processed inputs to BERT encoder\n","outputs = encoder(encoder_inputs)\n","\n","# Get sentence embedding (pooled_output)\n","embedding = outputs[\"pooled_output\"]\n","print(f\"\\nEmbedding shape: {embedding.shape}\") # Devrait être (1, 768)\n","\n","# Example of use with your line of code\n","sentence = \"Another sentence to analyze.\"\n","encoder_inputs = preprocessor([sentence])\n","\n","# Process the entire batch directly\n","batch_inputs = preprocessor(sentences)\n","batch_outputs = encoder(batch_inputs)\n","batch_embeddings = batch_outputs[\"pooled_output\"]\n","print(f\"\\nEmbeddings de batch shape: {batch_embeddings.shape}\") # Should be (3, 768)\n","\n","# define a function assembling all previous steps\n","# inptut a sentence ouputs embedded vector\n","def bertize(sentence):\n"," encoder_inputs = preprocessor([sentence])\n"," outputs = encoder(encoder_inputs)\n"," pooled_output = outputs[\"pooled_output\"]\n","\n"," return pooled_output.numpy().reshape(-1)\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"KbulYG3xa-cz","executionInfo":{"status":"ok","timestamp":1746800731861,"user_tz":-120,"elapsed":22302,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"89528e6f-3ce5-48da-a08c-15d650053dc0"},"id":"KbulYG3xa-cz","execution_count":14,"outputs":[{"output_type":"stream","name":"stdout","text":["Preprocessor input structure:\n"," input_type_ids: shape (1, 128), dtype <dtype: 'int32'>\n"," input_mask: shape (1, 128), dtype <dtype: 'int32'>\n"," input_word_ids: shape (1, 128), dtype <dtype: 'int32'>\n","\n","Embedding shape: (1, 768)\n","\n","Embeddings de batch shape: (3, 768)\n"]}]},{"cell_type":"markdown","id":"mineral-german","metadata":{"id":"mineral-german"},"source":["Load sentence to the preprocessor model and generate inputs for the BERT model. It results with a dict of 3 outputs, tokenized, truncated, padded to the shape expected by the model."]},{"cell_type":"code","execution_count":15,"id":"damaged-heather","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:02:38.905470Z","start_time":"2021-05-24T07:02:38.891478Z"},"id":"damaged-heather","executionInfo":{"status":"ok","timestamp":1746800731870,"user_tz":-120,"elapsed":7,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["sentence = \"This is a nice sentence.\""]},{"cell_type":"markdown","id":"chicken-broad","metadata":{"id":"chicken-broad"},"source":["The token id `101` and `102` correspond to the `[CLS]` and `[SEP]` tokens respectively."]},{"cell_type":"code","execution_count":16,"id":"pending-villa","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:02:39.500351Z","start_time":"2021-05-24T07:02:38.907330Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"pending-villa","executionInfo":{"status":"ok","timestamp":1746800732054,"user_tz":-120,"elapsed":183,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"3fa26a36-4005-4dba-bf2e-748a9f0b3c69"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'input_type_ids': <tf.Tensor: shape=(1, 128), dtype=int32, numpy=\n"," array([[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n"," 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n"," 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n"," 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n"," 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n"," 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]],\n"," dtype=int32)>,\n"," 'input_mask': <tf.Tensor: shape=(1, 128), dtype=int32, numpy=\n"," array([[1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n"," 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n"," 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n"," 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n"," 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n"," 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]],\n"," dtype=int32)>,\n"," 'input_word_ids': <tf.Tensor: shape=(1, 128), dtype=int32, numpy=\n"," array([[ 101, 2023, 2003, 1037, 3835, 6251, 1012, 102, 0, 0, 0,\n"," 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n"," 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n"," 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n"," 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n"," 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n"," 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n"," 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n"," 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n"," 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n"," 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n"," 0, 0, 0, 0, 0, 0, 0]], dtype=int32)>}"]},"metadata":{},"execution_count":16}],"source":["encoder_inputs = preprocessor([sentence])\n","encoder_inputs"]},{"cell_type":"markdown","id":"solid-antenna","metadata":{"id":"solid-antenna"},"source":["Generate BERT embedding vectors"]},{"cell_type":"code","execution_count":17,"id":"light-adoption","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:02:40.594968Z","start_time":"2021-05-24T07:02:39.502901Z"},"id":"light-adoption","executionInfo":{"status":"ok","timestamp":1746800732491,"user_tz":-120,"elapsed":432,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["outputs = encoder(encoder_inputs)"]},{"cell_type":"code","execution_count":18,"id":"accepting-pencil","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:02:40.610459Z","start_time":"2021-05-24T07:02:40.596968Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"accepting-pencil","executionInfo":{"status":"ok","timestamp":1746800732503,"user_tz":-120,"elapsed":11,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"8caf3116-29ff-4595-ed76-037a70415bdf"},"outputs":[{"output_type":"stream","name":"stdout","text":["(1, 768) (1, 128, 768)\n"]}],"source":["pooled_output = outputs[\"pooled_output\"]\n","sequence_output = outputs[\"sequence_output\"]\n","print(pooled_output.shape, sequence_output.shape)"]},{"cell_type":"code","execution_count":19,"id":"textile-shore","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:02:40.641308Z","start_time":"2021-05-24T07:02:40.612461Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"textile-shore","executionInfo":{"status":"ok","timestamp":1746800732576,"user_tz":-120,"elapsed":68,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"9b7dff1e-b6c0-44eb-847f-ebeffb806e43"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["<tf.Tensor: shape=(1, 768), dtype=float32, numpy=\n","array([[-0.916358 , -0.45485616, -0.81024826, 0.7992583 , 0.6197191 ,\n"," -0.18711795, 0.9043865 , 0.28947753, -0.7279277 , -0.99998987,\n"," -0.2684051 , 0.90774655, 0.9724421 , 0.36311683, 0.95085156,\n"," -0.70776826, -0.13973847, -0.6200391 , 0.3288935 , -0.6913162 ,\n"," 0.6335923 , 0.99988735, 0.2506805 , 0.35767677, 0.43344727,\n"," 0.97541976, -0.689217 , 0.9296805 , 0.95261765, 0.7145472 ,\n"," -0.7304738 , 0.15852009, -0.9847618 , -0.19254363, -0.78051686,\n"," -0.9904789 , 0.41103697, -0.7411337 , -0.02942239, 0.04041827,\n"," -0.90632665, 0.30318472, 0.9999592 , -0.45350006, 0.29761714,\n"," -0.3621706 , -1. , 0.26866052, -0.8943399 , 0.8616726 ,\n"," 0.7954327 , 0.78021234, 0.1906927 , 0.5012353 , 0.464308 ,\n"," -0.14736898, -0.13305679, 0.10686143, -0.2735746 , -0.6180751 ,\n"," -0.6406234 , 0.31597435, -0.74870807, -0.9263648 , 0.7591073 ,\n"," 0.6974909 , -0.1448249 , -0.3056941 , -0.14754896, -0.07065307,\n"," 0.9179836 , 0.1920978 , -0.25851312, -0.8324161 , 0.54069257,\n"," 0.21770246, -0.69144917, 1. , -0.52832305, -0.97148013,\n"," 0.7599983 , 0.64711815, 0.64710325, -0.17972873, 0.3439669 ,\n"," -1. , 0.6481879 , -0.05250575, -0.98656 , 0.17324004,\n"," 0.6169613 , -0.27509117, 0.54217666, 0.67119014, -0.5042468 ,\n"," -0.3993461 , -0.3603717 , -0.69734704, -0.20750429, -0.27628222,\n"," 0.12292357, -0.2902832 , -0.29652175, -0.3989923 , 0.3445605 ,\n"," -0.5444177 , -0.54113954, 0.5272075 , 0.15753312, 0.71576434,\n"," 0.48472756, -0.3726061 , 0.424093 , -0.958696 , 0.63779205,\n"," -0.3477956 , -0.9839719 , -0.66838074, -0.9829439 , 0.70323 ,\n"," -0.08665185, -0.21763475, 0.9690091 , -0.21098 , 0.350407 ,\n"," -0.10074738, -0.85098183, -1. , -0.64561343, -0.44458774,\n"," -0.20101313, -0.25944853, -0.9713679 , -0.9506113 , 0.6376122 ,\n"," 0.9668378 , 0.2418079 , 0.9998391 , -0.30148754, 0.9309503 ,\n"," -0.31659463, -0.4669524 , 0.4737359 , -0.48390862, 0.70445055,\n"," 0.35626274, -0.6012441 , 0.18752597, -0.22554225, 0.400269 ,\n"," -0.574805 , -0.26041278, -0.71490896, -0.9298561 , -0.42252538,\n"," 0.9462946 , -0.35795155, -0.8535357 , 0.20605433, -0.21627325,\n"," -0.34231377, 0.8442201 , 0.6454533 , 0.4215128 , -0.30441937,\n"," 0.4672084 , 0.30336687, 0.5492555 , -0.8692707 , -0.03662519,\n"," 0.42114154, -0.3422788 , -0.74254817, -0.970426 , -0.34861806,\n"," 0.5367647 , 0.98509794, 0.76734376, 0.31950802, 0.81974244,\n"," -0.36721075, 0.744877 , -0.9321138 , 0.9801372 , -0.19818039,\n"," 0.32702407, -0.51203483, 0.43040204, -0.90020883, 0.07552133,\n"," 0.85217845, -0.6448356 , -0.86398995, -0.05338387, -0.5030285 ,\n"," -0.39646292, -0.71758807, 0.5402205 , -0.35448748, -0.41755164,\n"," -0.20385042, 0.9319716 , 0.9794973 , 0.8122649 , -0.01456337,\n"," 0.57040244, -0.9115972 , -0.51800644, 0.1251788 , 0.20043021,\n"," 0.09835114, 0.9927254 , -0.56574935, -0.18171331, -0.95004416,\n"," -0.9822139 , -0.04026177, -0.8994565 , -0.12104034, -0.6887377 ,\n"," 0.5964931 , -0.3141889 , 0.50189835, 0.4435903 , -0.98837495,\n"," -0.8427747 , 0.35820606, -0.34699762, 0.4335488 , -0.29260743,\n"," 0.8574192 , 0.88967574, -0.62120456, 0.71719843, 0.9039766 ,\n"," -0.7515463 , -0.7579676 , 0.8319363 , -0.29243562, 0.92091334,\n"," -0.66132563, 0.99174 , 0.8338694 , 0.7535228 , -0.909985 ,\n"," -0.5613543 , -0.92695343, -0.6333559 , -0.21684213, -0.10184912,\n"," 0.79839957, 0.7208214 , 0.4059169 , 0.45690668, -0.60384005,\n"," 0.9982573 , -0.8973793 , -0.9420528 , -0.30355513, -0.1756929 ,\n"," -0.9860546 , 0.8203884 , 0.25958964, 0.16058603, -0.5038514 ,\n"," -0.63430977, -0.95263046, 0.88149756, 0.11178938, 0.9883257 ,\n"," -0.38840798, -0.9176006 , -0.6730807 , -0.893843 , -0.19696254,\n"," -0.26464453, -0.17684111, -0.21569587, -0.95338666, 0.51838094,\n"," 0.5906382 , 0.51739377, -0.68415904, 0.9986447 , 0.9999995 ,\n"," 0.9725809 , 0.8706623 , 0.9368855 , -0.9991735 , -0.6587194 ,\n"," 0.9999961 , -0.98016566, -1. , -0.9329023 , -0.7022888 ,\n"," 0.4146853 , -1. , -0.20519063, 0.02265475, -0.88910663,\n"," 0.50844145, 0.9715789 , 0.99486256, -1. , 0.8534827 ,\n"," 0.9502121 , -0.7164586 , 0.90076137, -0.3964941 , 0.9669801 ,\n"," 0.6052538 , 0.549963 , -0.21950826, 0.33540383, -0.8692797 ,\n"," -0.83379537, -0.4414874 , -0.5439424 , 0.9953946 , 0.14543115,\n"," -0.7633423 , -0.91452223, 0.50959647, -0.05466142, -0.16339253,\n"," -0.9580106 , -0.20003867, 0.40283507, 0.8043235 , 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dtype=float32)>"]},"metadata":{},"execution_count":19}],"source":["pooled_output"]},{"cell_type":"code","execution_count":20,"id":"following-forward","metadata":{"ExecuteTime":{"end_time":"2021-05-24T07:02:40.935009Z","start_time":"2021-05-24T07:02:40.658577Z"},"colab":{"base_uri":"https://localhost:8080/"},"id":"following-forward","executionInfo":{"status":"ok","timestamp":1746800732979,"user_tz":-120,"elapsed":403,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"21dc01bc-8e0f-4500-a912-b1e6119c0e02"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([-0.916358 , -0.45485616, -0.81024826, 0.7992583 , 0.6197191 ,\n"," -0.18711795, 0.9043865 , 0.28947753, -0.7279277 , -0.99998987,\n"," -0.2684051 , 0.90774655, 0.9724421 , 0.36311683, 0.95085156,\n"," -0.70776826, -0.13973847, -0.6200391 , 0.3288935 , -0.6913162 ,\n"," 0.6335923 , 0.99988735, 0.2506805 , 0.35767677, 0.43344727,\n"," 0.97541976, -0.689217 , 0.9296805 , 0.95261765, 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Encoder)"],"metadata":{"id":"wUoezfUItJKN"},"id":"wUoezfUItJKN"},{"cell_type":"code","source":["# Chargement du modèle USE\n","print(\"Chargement du modèle Universal Sentence Encoder...\")\n","use_model = hub.load('https://tfhub.dev/google/universal-sentence-encoder/4')\n","print(\"Modèle USE chargé.\")\n","\n","# Fonction pour encoder une phrase avec USE\n","def use_encode(sentence):\n"," embedding = use_model([sentence])\n"," return embedding.numpy().reshape(-1)\n","\n","# Fonction pour encoder un batch de phrases avec USE\n","def use_encode_batch(sentences):\n"," embeddings = use_model(sentences)\n"," return embeddings.numpy()\n","\n","# Exemple d'utilisation\n","sentence = \"Here is an example of a sentence to be processed with USE.\"\n","embedding = use_encode(sentence)\n","print(f\"USE embedding shape: {embedding.shape}\") # Devrait être (512,)\n","\n","# Pour plusieurs phrases\n","sentences = [\n"," \"Première phrase d'exemple.\",\n"," \"Deuxième phrase à analyser.\",\n"," \"Une troisième phrase pour tester le batch processing.\"\n","]\n","batch_embeddings = use_encode_batch(sentences)\n","print(f\"USE batch embeddings shape: {batch_embeddings.shape}\") # Devrait être (3, 512)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Kxp396r9sqQq","executionInfo":{"status":"ok","timestamp":1746800752931,"user_tz":-120,"elapsed":19952,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"ad2eff59-a7b3-4b96-daa4-0e9dc7d73ab5"},"id":"Kxp396r9sqQq","execution_count":21,"outputs":[{"output_type":"stream","name":"stdout","text":["Chargement du modèle Universal Sentence Encoder...\n","Modèle USE chargé.\n","USE embedding shape: (512,)\n","USE batch embeddings shape: (3, 512)\n"]}]},{"cell_type":"markdown","source":["# Main Process"],"metadata":{"id":"8DcQkAGf0DF6"},"id":"8DcQkAGf0DF6"},{"cell_type":"code","source":["# Initialize results dictionary\n","results={'title' : [], 'metrics':[]}"],"metadata":{"id":"weOX1N4w0W59","executionInfo":{"status":"ok","timestamp":1746800752971,"user_tz":-120,"elapsed":38,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"id":"weOX1N4w0W59","execution_count":22,"outputs":[]},{"cell_type":"markdown","source":["## 1) complete_description encoding"],"metadata":{"id":"nVsjJu7PjEYK"},"id":"nVsjJu7PjEYK"},{"cell_type":"markdown","metadata":{"id":"SxPjhMkuzdVZ"},"source":["### BERT"],"id":"SxPjhMkuzdVZ"},{"cell_type":"markdown","source":["- Transfer learning model pre-trained on vast text corpora (books, Wikipedia)\n","- Uses bidirectional training to understand context from both left and right\n","- Captures deep contextual relationships between words based on surrounding text\n","- Requires fine-tuning for specific tasks (classification, similarity, etc.)\n","- Input size limitation of 512 tokens\n","- Resource intensive for both training and inference\n","- State-of-the-art performance on many NLP benchmarks\n","- Developed by Google Research in 2018"],"metadata":{"id":"QWRZELeDKP6O"},"id":"QWRZELeDKP6O"},{"cell_type":"code","execution_count":23,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:43:42.698564Z","start_time":"2021-05-24T07:30:22.091311Z"},"colab":{"base_uri":"https://localhost:8080/","height":49,"referenced_widgets":["e17d906280ae4e059390fc139eb0c063","11c367b6c170485e9428134faa8aa84f","456f19a77eb54d5f96a9d8aab3cb8e46","6ddaefba04df490a8269efc2f036d184","3ec56ceb07d442e4907be3bf6530c2d6","4319c3e96ace4d0d83ff6e904b7c5c65","d1071f8947f34189b0462107f49d17c3","78578a133af742208954a56c91783920","5027c89901eb4e72a3798508f96aea94","14ec13c510b9493b8f099710e942edb4","0fee750596ab4f619d16120d95ee0a5d"]},"executionInfo":{"status":"ok","timestamp":1746801482296,"user_tz":-120,"elapsed":729335,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"e96ded87-5282-49be-839a-8b0dc5d5cd42","id":"xLtkc-bIzdVa"},"outputs":[{"output_type":"display_data","data":{"text/plain":[" 0%| | 0/1050 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"e17d906280ae4e059390fc139eb0c063"}},"metadata":{}}],"source":["bert_features = [bertize(s) for s in tqdm(data.complete_description)]"],"id":"xLtkc-bIzdVa"},{"cell_type":"code","execution_count":24,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:43:43.903996Z","start_time":"2021-05-24T08:43:42.768579Z"},"colab":{"base_uri":"https://localhost:8080/","height":444},"id":"c2ptnbQozdVa","executionInfo":{"status":"ok","timestamp":1746801482716,"user_tz":-120,"elapsed":381,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4db914d1-9f88-4d90-b466-3d0c0915dbe0"},"outputs":[{"output_type":"execute_result","data":{"text/plain":[" 0 1 2 3 4 5 6 \\\n","0 -0.886562 -0.682862 -0.996886 0.935566 0.975387 -0.450364 0.694668 \n","1 -0.831977 -0.684989 -0.994915 0.886113 0.916105 -0.430156 0.781190 \n","2 -0.803858 -0.725242 -0.992576 0.807503 0.908041 -0.426958 0.385146 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os.path.exists(save_path):\n"," os.makedirs(save_path)\n","name =save_path+'Bert_features_complete_description'\n","file_name = name+'.pkl'"],"id":"mBdgyp86zdVa"},{"cell_type":"code","source":["joblib.dump(bert_features_complete_description, file_name)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qQ0si4DplGdE","executionInfo":{"status":"ok","timestamp":1746801483199,"user_tz":-120,"elapsed":475,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"5b5f848f-d8b1-4650-bd1c-a11be36b6424"},"id":"qQ0si4DplGdE","execution_count":26,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['BERT/Bert_features_complete_description.pkl']"]},"metadata":{},"execution_count":26}]},{"cell_type":"code","source":["bert_features_complete_description = joblib.load(file_name)"],"metadata":{"id":"HB8lOzRVlJY0","executionInfo":{"status":"ok","timestamp":1746801483213,"user_tz":-120,"elapsed":14,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"id":"HB8lOzRVlJY0","execution_count":27,"outputs":[]},{"cell_type":"markdown","source":["### USE"],"metadata":{"id":"rtm_Qfpe4b1z"},"id":"rtm_Qfpe4b1z"},{"cell_type":"markdown","source":["- Transfer learning model designed to convert sentences directly to embeddings\n","- Ready to use without fine-tuning for most applications\n","- Available in two architectures: Transformer (higher accuracy) and DAN (faster)\n","- Creates fixed-length 512-dimensional vectors regardless of input sentence length\n","- Optimized for semantic similarity tasks and transfer learning\n","- Trained on various data sources including web, forums, and Wikipedia\n","- Moderate resource requirements compared to BERT\n","- Developed by Google Research in 2018"],"metadata":{"id":"dohI5Ko_JsJB"},"id":"dohI5Ko_JsJB"},{"cell_type":"code","source":["use_features = use_encode_batch(data.complete_description)"],"metadata":{"id":"7krJ8B5f4fUs","executionInfo":{"status":"ok","timestamp":1746801484180,"user_tz":-120,"elapsed":964,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":28,"outputs":[],"id":"7krJ8B5f4fUs"},{"cell_type":"code","source":["use_features_complete_description = pd.DataFrame(use_features)\n","use_features_complete_description"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":444},"executionInfo":{"status":"ok","timestamp":1746801484286,"user_tz":-120,"elapsed":99,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4fd9088f-e5d0-4d18-9f72-bb6e2cfb534b","id":"sF-hQaaC4fUs"},"execution_count":29,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" 0 1 2 3 4 5 6 \\\n","0 -0.055534 -0.020297 0.018365 0.045050 0.027716 0.052597 -0.050475 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<td>0.063349</td>\n"," <td>0.019984</td>\n"," <td>0.031705</td>\n"," <td>0.034203</td>\n"," <td>0.006991</td>\n"," <td>-0.063244</td>\n"," <td>-0.051021</td>\n"," <td>0.047629</td>\n"," <td>0.037443</td>\n"," <td>-0.045506</td>\n"," <td>0.046302</td>\n"," <td>0.064851</td>\n"," <td>0.054357</td>\n"," <td>-0.054008</td>\n"," <td>-0.054892</td>\n"," <td>0.039325</td>\n"," <td>-0.063422</td>\n"," <td>-0.055554</td>\n"," <td>0.000213</td>\n"," <td>0.046730</td>\n"," <td>-0.026779</td>\n"," <td>-0.046947</td>\n"," </tr>\n"," <tr>\n"," <th>1049</th>\n"," <td>-0.054745</td>\n"," <td>-0.009240</td>\n"," <td>0.058097</td>\n"," <td>0.032302</td>\n"," <td>0.032330</td>\n"," <td>0.053155</td>\n"," <td>-0.070656</td>\n"," <td>-0.004859</td>\n"," <td>0.008586</td>\n"," <td>-0.072299</td>\n"," <td>-0.062592</td>\n"," <td>-0.053482</td>\n"," <td>-0.064355</td>\n"," <td>-0.051830</td>\n"," <td>0.051882</td>\n"," <td>0.028101</td>\n"," <td>-0.002273</td>\n"," <td>-0.060183</td>\n"," <td>0.057598</td>\n"," <td>0.050683</td>\n"," <td>-0.032931</td>\n"," <td>0.013718</td>\n"," <td>0.020824</td>\n"," <td>-0.033387</td>\n"," <td>-0.034932</td>\n"," <td>...</td>\n"," <td>-0.052191</td>\n"," <td>-0.045696</td>\n"," <td>-0.069487</td>\n"," <td>0.070900</td>\n"," <td>-0.000286</td>\n"," <td>0.039671</td>\n"," <td>0.058615</td>\n"," <td>0.023779</td>\n"," <td>-0.031205</td>\n"," <td>-0.001199</td>\n"," <td>0.020851</td>\n"," <td>0.058176</td>\n"," <td>-0.052236</td>\n"," <td>0.019791</td>\n"," <td>0.056094</td>\n"," <td>0.038108</td>\n"," <td>-0.047756</td>\n"," <td>-0.043459</td>\n"," <td>0.043340</td>\n"," <td>-0.063131</td>\n"," <td>-0.056329</td>\n"," <td>0.048285</td>\n"," <td>0.047099</td>\n"," <td>-0.025863</td>\n"," <td>-0.026378</td>\n"," </tr>\n"," </tbody>\n","</table>\n","<p>1050 rows × 512 columns</p>\n","</div>\n"," <div class=\"colab-df-buttons\">\n","\n"," <div class=\"colab-df-container\">\n"," <button class=\"colab-df-convert\" 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'block' : 'none';\n","\n"," buttonEl.onclick = () => {\n"," google.colab.notebook.generateWithVariable('use_features_complete_description');\n"," }\n"," })();\n"," </script>\n"," </div>\n","\n"," </div>\n"," </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"use_features_complete_description"}},"metadata":{},"execution_count":29}],"id":"sF-hQaaC4fUs"},{"cell_type":"code","execution_count":30,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:43:43.987309Z","start_time":"2021-05-24T08:43:43.916159Z"},"id":"DMu77pue4fUt","executionInfo":{"status":"ok","timestamp":1746801484289,"user_tz":-120,"elapsed":2,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"outputs":[],"source":["import os\n","\n","save_path = 'USE/'\n","# Vérifier si le dossier existe, sinon le créer\n","if not os.path.exists(save_path):\n"," os.makedirs(save_path)\n","name =save_path+'use_features_complete_description'\n","file_name = name+'.pkl'"],"id":"DMu77pue4fUt"},{"cell_type":"code","source":["joblib.dump(use_features_complete_description, file_name)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1746801484887,"user_tz":-120,"elapsed":599,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4bbc8b34-b6f2-49a1-cf64-c19b4384a316","id":"R1aFDCWK4fUt"},"execution_count":31,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['USE/use_features_complete_description.pkl']"]},"metadata":{},"execution_count":31}],"id":"R1aFDCWK4fUt"},{"cell_type":"code","source":["use_features_complete_description = joblib.load(file_name)"],"metadata":{"id":"F9J5UzZU4fUt","executionInfo":{"status":"ok","timestamp":1746801484888,"user_tz":-120,"elapsed":3,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"execution_count":32,"outputs":[],"id":"F9J5UzZU4fUt"},{"cell_type":"markdown","source":["## 2) Clustering"],"metadata":{"id":"per7A_LajbGB"},"id":"per7A_LajbGB"},{"cell_type":"code","source":["# Initialize results dictionary\n","results={'title' : [], 'metrics':[]}"],"metadata":{"id":"XvVVS4NulXjM","executionInfo":{"status":"ok","timestamp":1746801484896,"user_tz":-120,"elapsed":1,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"id":"XvVVS4NulXjM","execution_count":33,"outputs":[]},{"cell_type":"code","source":["# Dictionaries to hold results\n","# Function to append results to result_dict\n","def append_dict(dict1_obj, dict2_obj):\n"," for key in dict1_obj.keys():\n"," dict1_obj[key].append(dict2_obj[key])\n","\n","# Initialize results dictionary\n","# results={'title' : [], 'metrics':[]}"],"metadata":{"id":"jr4bv2UP422B","executionInfo":{"status":"ok","timestamp":1746801484897,"user_tz":-120,"elapsed":1,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}}},"id":"jr4bv2UP422B","execution_count":34,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"371sLratzdVa"},"source":["### Without Projection"],"id":"371sLratzdVa"},{"cell_type":"markdown","source":["#### BERT"],"metadata":{"id":"G8pEvDpWj8HR"},"id":"G8pEvDpWj8HR"},{"cell_type":"code","execution_count":35,"metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:43:48.358818Z","start_time":"2021-05-24T08:43:44.006297Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746801487263,"user_tz":-120,"elapsed":2365,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"a64a0f40-9e66-43de-a214-68fe00f287a2","id":"LSssJU2vzdVa"},"outputs":[{"output_type":"display_data","data":{"text/plain":[" cluster effectives\n","Category \n","Furniture 5 251\n","Baby 4 121\n","Watches 0 287\n","Decor 1 78\n","Kitchen 6 59\n","Beauty 2 2\n","Computers 3 252"],"text/html":["\n"," <div id=\"df-5e8ddd15-4e39-4c5b-a4c9-c6025f34a5df\" class=\"colab-df-container\">\n"," <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>251</td>\n"," </tr>\n"," <tr>\n"," <th>Baby</th>\n"," <td>4</td>\n"," <td>121</td>\n"," </tr>\n"," <tr>\n"," <th>Watches</th>\n"," <td>0</td>\n"," <td>287</td>\n"," 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.07479905405381763\n"," precision recall f1-score support\n","\n"," Furniture 0.31 0.53 0.39 150\n"," Baby 0.00 0.00 0.00 150\n"," Watches 0.33 0.64 0.44 150\n"," Decor 0.00 0.00 0.00 150\n"," Kitchen 0.31 0.53 0.39 150\n"," Beauty 0.00 0.00 0.00 150\n"," Computers 0.20 0.33 0.25 150\n","\n"," accuracy 0.29 1050\n"," macro avg 0.17 0.29 0.21 1050\n","weighted avg 0.17 0.29 0.21 1050\n","\n","Clustering sur BERT\n"]}],"source":["model=KMeans(n_clusters=7, random_state=0,n_init=30)\n","model.fit(bert_features_complete_description)\n","\n","\n","labels=model.labels_\n","\n","title='BERT'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title' : title,\n"," 'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n"," }\n"," )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering sur '+title)"],"id":"LSssJU2vzdVa"},{"cell_type":"markdown","source":["#### USE"],"metadata":{"id":"UyiNXo2I5DKn"},"id":"UyiNXo2I5DKn"},{"cell_type":"code","source":["model=KMeans(n_clusters=7, random_state=0,n_init=30)\n","model.fit(use_features_complete_description)\n","\n","\n","labels=model.labels_\n","\n","title='USE'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title' : title,\n"," 'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n"," }\n"," )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering sur '+title)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"PJZoe1PG5JVm","executionInfo":{"status":"ok","timestamp":1746801488574,"user_tz":-120,"elapsed":1310,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"2191d090-dbf8-42fc-d1db-65b55f6c3973"},"id":"PJZoe1PG5JVm","execution_count":36,"outputs":[{"output_type":"display_data","data":{"text/plain":[" cluster effectives\n","Category \n","Furniture 6 94\n","Baby 5 83\n","Watches 3 141\n","Decor 0 271\n","Kitchen 4 80\n","Beauty 2 281\n","Computers 1 100"],"text/html":["\n"," <div id=\"df-800411c9-953c-4b59-935a-ef86a761ccd6\" class=\"colab-df-container\">\n"," <div>\n","<style scoped>\n"," .dataframe tbody tr th:only-of-type {\n"," vertical-align: middle;\n"," }\n","\n"," .dataframe tbody tr th {\n"," 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>94</td>\n"," </tr>\n"," <tr>\n"," <th>Baby</th>\n"," <td>5</td>\n"," <td>83</td>\n"," </tr>\n"," <tr>\n"," <th>Watches</th>\n"," <td>3</td>\n"," <td>141</td>\n"," </tr>\n"," <tr>\n"," <th>Decor</th>\n"," <td>0</td>\n"," 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.34983024821638453\n"," precision recall f1-score support\n","\n"," Furniture 0.41 1.00 0.58 150\n"," Baby 1.00 0.55 0.71 150\n"," Watches 1.00 0.94 0.97 150\n"," Decor 0.00 0.00 0.00 150\n"," Kitchen 0.93 0.49 0.64 150\n"," Beauty 0.36 0.67 0.47 150\n"," Computers 0.97 0.65 0.78 150\n","\n"," accuracy 0.62 1050\n"," macro avg 0.67 0.62 0.59 1050\n","weighted avg 0.67 0.62 0.59 1050\n","\n","Clustering sur USE\n"]}]},{"cell_type":"markdown","metadata":{"id":"5oRnJcpPzdVa"},"source":["### Projections"],"id":"5oRnJcpPzdVa"},{"cell_type":"markdown","source":["#### PCA"],"metadata":{"id":"vpZOiPis6pmX"},"id":"vpZOiPis6pmX"},{"cell_type":"markdown","source":["* **Linear space transformation**: PCA projects data into a new coordinate system defined by orthogonal directions of maximum variance\n","* **Dimensionality optimization**: Reduces feature redundancy by identifying and preserving only the most informative dimensions\n","* **Noise reduction effect**: Lower-ranked components often capture noise, so eliminating them increases signal-to-noise ratio\n","* **Global pattern prioritization**: Emphasizes broad patterns that explain the largest sources of variation across documents\n","* **Feature correlation resolution**: Addresses multicollinearity by creating uncorrelated components from correlated original features\n","* **Variance-based information retention**: Provides clear metrics on how much information (variance) is preserved in the reduced space"],"metadata":{"id":"gz8e2xmehVps"},"id":"gz8e2xmehVps"},{"cell_type":"markdown","source":["##### BERT + PCA"],"metadata":{"id":"QiJPVw3i07Jh"},"id":"QiJPVw3i07Jh"},{"cell_type":"code","source":["from sklearn.decomposition import PCA\n","from sklearn.cluster import KMeans\n","\n","# Create full PCA model to calculate explained variance\n","pca_full = PCA(random_state=42)\n","pca_full.fit(bert_features_complete_description)\n","\n","# Calculate cumulative variance explained by the first 2 components\n","explained_variance_ratio = pca_full.explained_variance_ratio_\n","cumulative_variance = explained_variance_ratio.cumsum()\n","variance_2_components = cumulative_variance[1] * 100\n","\n","# Apply PCA with 2 components for dimensionality reduction\n","pca = PCA(n_components=2, random_state=42)\n","bow_pca = pca.fit_transform(bert_features_complete_description)\n","\n","# K-Means clustering on reduced data\n","kmeans2 = KMeans(n_clusters=7, random_state=42, n_init=30).fit(bow_pca)\n","labels = kmeans2.labels_\n","\n","# Title including explained variance\n","title = f'BERT + PCA (2 components, {variance_2_components:.2f}% explained variance)'\n","\n","# Evaluate and store metrics results\n","append_dict(results, {\n"," 'title': title,\n"," 'metrics': clustering_evaluate(labels, data.cat_code, cat['category'])\n","})\n","\n","# Display clustering results\n","print(f'Clustering on {title}')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"uSgozVZpkVW5","executionInfo":{"status":"ok","timestamp":1746801489487,"user_tz":-120,"elapsed":912,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"0563ab88-b472-46d3-8385-f4bedc9e31a9"},"id":"uSgozVZpkVW5","execution_count":37,"outputs":[{"output_type":"display_data","data":{"text/plain":[" cluster effectives\n","Category \n","Furniture 1 273\n","Baby 4 2\n","Watches 0 286\n","Decor 6 66\n","Kitchen 2 71\n","Beauty 5 196\n","Computers 3 156"],"text/html":["\n"," <div id=\"df-edba5878-a565-4c1c-9e27-68bb3d53ab2c\" 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>273</td>\n"," </tr>\n"," <tr>\n"," <th>Baby</th>\n"," <td>4</td>\n"," <td>2</td>\n"," </tr>\n"," <tr>\n"," <th>Watches</th>\n"," <td>0</td>\n"," <td>286</td>\n"," </tr>\n"," <tr>\n"," <th>Decor</th>\n"," <td>6</td>\n"," <td>66</td>\n"," </tr>\n"," <tr>\n"," <th>Kitchen</th>\n"," <td>2</td>\n"," <td>71</td>\n"," </tr>\n"," <tr>\n"," <th>Beauty</th>\n"," <td>5</td>\n"," <td>196</td>\n"," </tr>\n"," <tr>\n"," <th>Computers</th>\n"," <td>3</td>\n"," <td>156</td>\n"," </tr>\n"," </tbody>\n","</table>\n","</div>\n"," <div class=\"colab-df-buttons\">\n","\n"," <div class=\"colab-df-container\">\n"," <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-edba5878-a565-4c1c-9e27-68bb3d53ab2c')\"\n"," title=\"Convert this 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.06100235535353596\n"," precision recall f1-score support\n","\n"," Furniture 0.27 0.49 0.35 150\n"," Baby 0.00 0.00 0.00 150\n"," Watches 0.31 0.60 0.41 150\n"," Decor 0.00 0.00 0.00 150\n"," Kitchen 0.35 0.32 0.33 150\n"," Beauty 0.24 0.32 0.28 150\n"," Computers 0.24 0.25 0.25 150\n","\n"," accuracy 0.28 1050\n"," macro avg 0.20 0.28 0.23 1050\n","weighted avg 0.20 0.28 0.23 1050\n","\n","Clustering on BERT + PCA (2 components, 63.55% explained variance)\n"]}]},{"cell_type":"markdown","source":["##### USE + PCA"],"metadata":{"id":"auQditFU6-2K"},"id":"auQditFU6-2K"},{"cell_type":"code","source":["from sklearn.decomposition import PCA\n","from sklearn.cluster import KMeans\n","\n","# Create full PCA model to calculate explained variance\n","pca_full = PCA(random_state=42)\n","pca_full.fit(use_features_complete_description)\n","\n","# Calculate cumulative variance explained by the first 2 components\n","explained_variance_ratio = pca_full.explained_variance_ratio_\n","cumulative_variance = explained_variance_ratio.cumsum()\n","variance_2_components = cumulative_variance[1] * 100\n","\n","# Apply PCA with 2 components for dimensionality reduction\n","pca = PCA(n_components=2, random_state=42)\n","bow_pca = pca.fit_transform(use_features_complete_description)\n","\n","# K-Means clustering on reduced data\n","kmeans2 = KMeans(n_clusters=7, random_state=42, n_init=30).fit(bow_pca)\n","labels = kmeans2.labels_\n","\n","# Title including explained variance\n","title = f'USE + PCA (2 components, {variance_2_components:.2f}% explained variance)'\n","\n","# Evaluate and store metrics results\n","append_dict(results, {\n"," 'title': title,\n"," 'metrics': clustering_evaluate(labels, data.cat_code, cat['category'])\n","})\n","\n","# Display clustering results\n","print(f'Clustering on {title}')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"Dw8OszaK7YLF","executionInfo":{"status":"ok","timestamp":1746801490070,"user_tz":-120,"elapsed":581,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"ce730b3d-7fdd-4bba-cbe1-be82ead3f5a1"},"id":"Dw8OszaK7YLF","execution_count":38,"outputs":[{"output_type":"display_data","data":{"text/plain":[" cluster effectives\n","Category \n","Furniture 0 97\n","Baby 5 163\n","Watches 1 130\n","Decor 2 194\n","Kitchen 3 137\n","Beauty 6 157\n","Computers 4 172"],"text/html":["\n"," <div id=\"df-9f031b68-9b11-442d-8c1d-6092dc50901d\" class=\"colab-df-container\">\n"," <div>\n","<style scoped>\n"," .dataframe tbody tr 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>97</td>\n"," </tr>\n"," <tr>\n"," <th>Baby</th>\n"," <td>5</td>\n"," <td>163</td>\n"," </tr>\n"," <tr>\n"," <th>Watches</th>\n"," <td>1</td>\n"," <td>130</td>\n"," </tr>\n"," <tr>\n"," <th>Decor</th>\n"," <td>2</td>\n"," <td>194</td>\n"," </tr>\n"," <tr>\n"," <th>Kitchen</th>\n"," <td>3</td>\n"," <td>137</td>\n"," </tr>\n"," <tr>\n"," <th>Beauty</th>\n"," <td>6</td>\n"," <td>157</td>\n"," </tr>\n"," <tr>\n"," <th>Computers</th>\n"," <td>4</td>\n"," <td>172</td>\n"," </tr>\n"," </tbody>\n","</table>\n","</div>\n"," <div class=\"colab-df-buttons\">\n","\n"," <div class=\"colab-df-container\">\n"," <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9f031b68-9b11-442d-8c1d-6092dc50901d')\"\n"," title=\"Convert 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.2728916416210009\n"," precision recall f1-score support\n","\n"," Furniture 0.75 0.49 0.59 150\n"," Baby 0.56 0.61 0.59 150\n"," Watches 1.00 0.87 0.93 150\n"," Decor 0.28 0.68 0.40 150\n"," Kitchen 0.49 0.45 0.47 150\n"," Beauty 0.39 0.41 0.40 150\n"," Computers 0.00 0.00 0.00 150\n","\n"," accuracy 0.50 1050\n"," macro avg 0.50 0.50 0.48 1050\n","weighted avg 0.50 0.50 0.48 1050\n","\n","Clustering on USE + PCA (2 components, 17.17% explained variance)\n"]}]},{"cell_type":"markdown","source":["#### TSNE"],"metadata":{"id":"bsOmvyYK6tep"},"id":"bsOmvyYK6tep"},{"cell_type":"markdown","source":["* **Optimized spatial reorganization**: t-SNE transforms the vector space by preserving local similarities while amplifying differences between distinct groups\n","* **Curse of dimensionality mitigation**: Addresses the \"curse of dimensionality\" problem that affects high-dimensional TF-IDF vectors, where distance metrics become less meaningful\n","* **Adaptation to textual complexity**: Unlike linear methods, t-SNE adapts to complex and non-linear structures present in textual data\n","* **Dimensional noise elimination**: Reduction to 2D eliminates non-relevant dimensions that hindered K-means performance in the original sparse vector space\n","* **Enhancement of natural boundaries**: The transformation accentuates natural separations between categories, considerably facilitating the clustering algorithm's task"],"metadata":{"id":"dRQSeWWbhTxY"},"id":"dRQSeWWbhTxY"},{"cell_type":"markdown","source":["##### BERT + TSNE"],"metadata":{"id":"hXPi32FK0_J4"},"id":"hXPi32FK0_J4"},{"cell_type":"code","source":["from sklearn.manifold import TSNE\n","# tok variable comes from the countvectorizer + tfidf section\n","bert_tsne = TSNE(n_components=2,\n"," perplexity=50,\n"," early_exaggeration=12.0,\n"," learning_rate=200.0,\n"," max_iter=1000,\n"," n_iter_without_progress=300,\n"," min_grad_norm=1e-07,\n"," metric='euclidean',\n"," init='random', # pca\n"," verbose=0,\n"," random_state=42,\n"," method='barnes_hut', # exact\n"," angle=0.2,\n"," n_jobs=-1\n"," ).fit_transform(bert_features_complete_description)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans2 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(bert_tsne)\n"," # Assign clusters\n","labels=kmeans2.labels_\n","\n","title='BERT + T-SNE 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title' : title,\n"," 'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n"," }\n"," )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bert_tsne,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"bOeWOIIn1CwM","executionInfo":{"status":"ok","timestamp":1746801511249,"user_tz":-120,"elapsed":21179,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"982ba83a-da45-49a3-8f06-b9cb294d2564"},"id":"bOeWOIIn1CwM","execution_count":39,"outputs":[{"output_type":"display_data","data":{"text/plain":[" cluster effectives\n","Category \n","Furniture 2 212\n","Baby 5 141\n","Watches 4 201\n","Decor 1 169\n","Kitchen 3 156\n","Beauty 0 121\n","Computers 6 50"],"text/html":["\n"," <div id=\"df-a4708a79-c34e-4236-918c-e88da33b28e7\" 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>212</td>\n"," </tr>\n"," <tr>\n"," <th>Baby</th>\n"," <td>5</td>\n"," <td>141</td>\n"," </tr>\n"," <tr>\n"," <th>Watches</th>\n"," <td>4</td>\n"," <td>201</td>\n"," </tr>\n"," <tr>\n"," <th>Decor</th>\n"," <td>1</td>\n"," <td>169</td>\n"," </tr>\n"," <tr>\n"," <th>Kitchen</th>\n"," <td>3</td>\n"," <td>156</td>\n"," </tr>\n"," <tr>\n"," <th>Beauty</th>\n"," <td>0</td>\n"," <td>121</td>\n"," </tr>\n"," <tr>\n"," <th>Computers</th>\n"," <td>6</td>\n"," <td>50</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\" 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.1574874917089552\n"," precision recall f1-score support\n","\n"," Furniture 0.34 0.48 0.40 150\n"," Baby 0.36 0.46 0.40 150\n"," Watches 0.62 0.83 0.71 150\n"," Decor 0.46 0.52 0.49 150\n"," Kitchen 0.30 0.55 0.39 150\n"," Beauty 0.00 0.00 0.00 150\n"," Computers 0.00 0.00 0.00 150\n","\n"," accuracy 0.41 1050\n"," macro avg 0.30 0.41 0.34 1050\n","weighted avg 0.30 0.41 0.34 1050\n","\n","Clustering on BERT + T-SNE 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["##### USE + TSNE"],"metadata":{"id":"y1zktv8a7zd7"},"id":"y1zktv8a7zd7"},{"cell_type":"code","source":["from sklearn.manifold import TSNE\n","# tok variable comes from the countvectorizer + tfidf section\n","use_tsne = TSNE(n_components=2,\n"," perplexity=50,\n"," early_exaggeration=12.0,\n"," learning_rate=200.0,\n"," max_iter=1000,\n"," n_iter_without_progress=300,\n"," min_grad_norm=1e-07,\n"," metric='euclidean',\n"," init='random', # pca\n"," verbose=0,\n"," random_state=42,\n"," method='barnes_hut', # exact\n"," angle=0.2,\n"," n_jobs=-1\n"," ).fit_transform(use_features_complete_description)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans2 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(use_tsne)\n"," # Assign clusters\n","labels=kmeans2.labels_\n","\n","title='USE + T-SNE 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title' : title,\n"," 'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n"," }\n"," )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(use_tsne,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"POp0g3YR703f","executionInfo":{"status":"ok","timestamp":1746801530384,"user_tz":-120,"elapsed":19134,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"74a3a4d8-c8f2-452e-c3be-cc23160ab829"},"id":"POp0g3YR703f","execution_count":40,"outputs":[{"output_type":"display_data","data":{"text/plain":[" cluster effectives\n","Category \n","Furniture 0 109\n","Baby 4 185\n","Watches 2 149\n","Decor 5 240\n","Kitchen 3 178\n","Beauty 6 73\n","Computers 1 116"],"text/html":["\n"," <div id=\"df-47a3ab13-c404-460b-9abc-347534b78486\" class=\"colab-df-container\">\n"," <div>\n","<style scoped>\n"," .dataframe tbody tr 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.4411733574459113\n"," precision recall f1-score support\n","\n"," Furniture 0.75 0.55 0.63 150\n"," Baby 0.58 0.72 0.64 150\n"," Watches 1.00 0.99 1.00 150\n"," Decor 0.30 0.49 0.37 150\n"," Kitchen 0.58 0.69 0.63 150\n"," Beauty 0.93 0.45 0.61 150\n"," Computers 0.85 0.66 0.74 150\n","\n"," accuracy 0.65 1050\n"," macro avg 0.71 0.65 0.66 1050\n","weighted avg 0.71 0.65 0.66 1050\n","\n","Clustering on USE + T-SNE 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["#### MDS"],"metadata":{"id":"eF-UB7yK6v3x"},"id":"eF-UB7yK6v3x"},{"cell_type":"markdown","source":["* **Distance preservation focus**: Maintains pairwise distances between documents in lower-dimensional space\n","* **Global relationship retention**: Preserves overall structure of document relationships\n","* **Similarity visualization**: Transforms abstract similarities into interpretable spatial relationships\n","* **Stress minimization**: Optimizes projection by minimizing distortion in distance representation\n","* **Metric integrity**: Provides faithful representation of original document dissimilarities\n","* **Euclidean interpretation**: Projected distances correspond meaningfully to original feature differences"],"metadata":{"id":"S9TD1eLohQWf"},"id":"S9TD1eLohQWf"},{"cell_type":"markdown","source":["##### BERT + MDS"],"metadata":{"id":"SSRYfpiV72o7"},"id":"SSRYfpiV72o7"},{"cell_type":"code","source":["from sklearn.manifold import MDS\n","bert_mds = MDS(n_components=2,\n"," metric=True,\n"," n_init=4,\n"," max_iter=300,\n"," verbose=0,\n"," eps=0.001,\n"," n_jobs=-1,\n"," random_state=42,\n","\n"," ).fit_transform(bert_features_complete_description)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans3 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(bert_mds)\n"," # Assign clusters\n","labels=kmeans3.labels_\n","\n","title='BERT + MDS 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title' : title,\n"," 'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n"," }\n"," )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bert_mds,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"GB5DPVvW75hW","executionInfo":{"status":"ok","timestamp":1746801556862,"user_tz":-120,"elapsed":26473,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"e75a8342-46ba-4a8d-b69e-33677d9b316d"},"id":"GB5DPVvW75hW","execution_count":41,"outputs":[{"output_type":"display_data","data":{"text/plain":[" cluster effectives\n","Category \n","Furniture 5 261\n","Baby 3 2\n","Watches 1 255\n","Decor 6 79\n","Kitchen 4 83\n","Beauty 0 185\n","Computers 2 185"],"text/html":["\n"," <div id=\"df-4128ccc5-3dd1-46c8-adf6-4c1b4c2fbb47\" class=\"colab-df-container\">\n"," <div>\n","<style scoped>\n"," .dataframe tbody tr th:only-of-type {\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\" 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.07778800641659242\n"," precision recall f1-score support\n","\n"," Furniture 0.29 0.51 0.37 150\n"," Baby 0.00 0.00 0.00 150\n"," Watches 0.38 0.65 0.48 150\n"," Decor 0.00 0.00 0.00 150\n"," Kitchen 0.31 0.33 0.32 150\n"," Beauty 0.24 0.29 0.26 150\n"," Computers 0.24 0.30 0.27 150\n","\n"," accuracy 0.30 1050\n"," macro avg 0.21 0.30 0.24 1050\n","weighted avg 0.21 0.30 0.24 1050\n","\n","Clustering on BERT + MDS 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["##### USE + MDS"],"metadata":{"id":"89n6J_tJ8NY3"},"id":"89n6J_tJ8NY3"},{"cell_type":"code","source":["from sklearn.manifold import MDS\n","use_mds = MDS(n_components=2,\n"," metric=True,\n"," n_init=4,\n"," max_iter=300,\n"," verbose=0,\n"," eps=0.001,\n"," n_jobs=-1,\n"," random_state=42,\n","\n"," ).fit_transform(use_features_complete_description)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans3 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(use_mds)\n"," # Assign clusters\n","labels=kmeans3.labels_\n","\n","title='USE + MDS 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title' : title,\n"," 'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n"," }\n"," )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(use_mds,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"nmaI3AkP8N2Q","executionInfo":{"status":"ok","timestamp":1746801578645,"user_tz":-120,"elapsed":21782,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"4924dec3-d9ac-455b-b184-f0840bc675b9"},"id":"nmaI3AkP8N2Q","execution_count":42,"outputs":[{"output_type":"display_data","data":{"text/plain":[" cluster effectives\n","Category \n","Furniture 2 144\n","Baby 0 145\n","Watches 1 178\n","Decor 6 102\n","Kitchen 3 156\n","Beauty 4 156\n","Computers 5 169"],"text/html":["\n"," <div id=\"df-3dbe5eca-e29e-4dc9-8d4b-45414d4046b6\" class=\"colab-df-container\">\n"," <div>\n","<style 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>144</td>\n"," </tr>\n"," <tr>\n"," <th>Baby</th>\n"," <td>0</td>\n"," <td>145</td>\n"," </tr>\n"," <tr>\n"," <th>Watches</th>\n"," <td>1</td>\n"," <td>178</td>\n"," </tr>\n"," <tr>\n"," <th>Decor</th>\n"," <td>6</td>\n"," <td>102</td>\n"," </tr>\n"," <tr>\n"," <th>Kitchen</th>\n"," <td>3</td>\n"," <td>156</td>\n"," </tr>\n"," <tr>\n"," <th>Beauty</th>\n"," <td>4</td>\n"," <td>156</td>\n"," </tr>\n"," <tr>\n"," <th>Computers</th>\n"," <td>5</td>\n"," <td>169</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\" 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.27493937901854\n"," precision recall f1-score support\n","\n"," Furniture 0.51 0.49 0.50 150\n"," Baby 0.63 0.61 0.62 150\n"," Watches 0.78 0.93 0.85 150\n"," Decor 0.40 0.68 0.50 150\n"," Kitchen 0.43 0.45 0.44 150\n"," Beauty 0.00 0.00 0.00 150\n"," Computers 0.40 0.45 0.42 150\n","\n"," accuracy 0.51 1050\n"," macro avg 0.45 0.51 0.48 1050\n","weighted avg 0.45 0.51 0.48 1050\n","\n","Clustering on USE + MDS 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["#### SpectralEmbedding"],"metadata":{"id":"cZiMnyuT6ya3"},"id":"cZiMnyuT6ya3"},{"cell_type":"markdown","source":["* **Graph-based approach**: Leverages connectivity patterns between documents for dimensionality reduction\n","* **Non-linear manifold learning**: Captures intrinsic geometric structure of the document space\n","* **Eigenvector foundation**: Uses the most significant eigenvectors of the graph Laplacian matrix\n","* **Community detection strength**: Excels at revealing natural groupings and thematic communities\n","* **Connectivity preservation**: Maintains connected components from the high-dimensional space\n","* **Local-to-global mapping**: Builds global representation from local neighborhood information"],"metadata":{"id":"5IAvF1H2hM-P"},"id":"5IAvF1H2hM-P"},{"cell_type":"markdown","source":["##### BERT + SpectralEmbedding"],"metadata":{"id":"Oqo7K08j8BtR"},"id":"Oqo7K08j8BtR"},{"cell_type":"code","source":["from sklearn.manifold import SpectralEmbedding\n","bert_spec = SpectralEmbedding(n_components=2,\n"," affinity='nearest_neighbors', # rbf\n"," gamma=None,\n"," random_state=42,\n"," eigen_solver=None, # arpack lobpcg amg\n"," n_neighbors=50,\n"," n_jobs=-1\n"," ).fit_transform(bert_features_complete_description)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans4 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(bert_spec)\n"," # Assign clusters\n","labels=kmeans4.labels_\n","\n","title='BERT + Spectral 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title' : title,\n"," 'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n"," }\n"," )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(bert_spec,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"cCM8VHK-8BJC","executionInfo":{"status":"ok","timestamp":1746801580216,"user_tz":-120,"elapsed":1570,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"5364d4be-ac6c-4310-a956-db2727e8c6ed"},"id":"cCM8VHK-8BJC","execution_count":43,"outputs":[{"output_type":"display_data","data":{"text/plain":[" cluster effectives\n","Category \n","Furniture 2 130\n","Baby 1 174\n","Watches 0 159\n","Decor 6 171\n","Kitchen 3 73\n","Beauty 5 178\n","Computers 4 165"],"text/html":["\n"," <div id=\"df-23f6a3c7-ffce-406f-9367-3cdbf8a5d0d6\" 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>130</td>\n"," </tr>\n"," <tr>\n"," <th>Baby</th>\n"," <td>1</td>\n"," <td>174</td>\n"," </tr>\n"," <tr>\n"," <th>Watches</th>\n"," <td>0</td>\n"," <td>159</td>\n"," </tr>\n"," <tr>\n"," <th>Decor</th>\n"," <td>6</td>\n"," <td>171</td>\n"," </tr>\n"," <tr>\n"," <th>Kitchen</th>\n"," <td>3</td>\n"," <td>73</td>\n"," </tr>\n"," <tr>\n"," <th>Beauty</th>\n"," <td>5</td>\n"," <td>178</td>\n"," </tr>\n"," <tr>\n"," <th>Computers</th>\n"," <td>4</td>\n"," <td>165</td>\n"," </tr>\n"," </tbody>\n","</table>\n","</div>\n"," <div class=\"colab-df-buttons\">\n","\n"," <div class=\"colab-df-container\">\n"," <button class=\"colab-df-convert\" 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.08135360756334405\n"," precision recall f1-score support\n","\n"," Furniture 0.55 0.47 0.51 150\n"," Baby 0.23 0.27 0.25 150\n"," Watches 0.26 0.57 0.36 150\n"," Decor 0.29 0.33 0.31 150\n"," Kitchen 0.34 0.17 0.22 150\n"," Beauty 0.39 0.47 0.43 150\n"," Computers 0.00 0.00 0.00 150\n","\n"," accuracy 0.32 1050\n"," macro avg 0.30 0.32 0.30 1050\n","weighted avg 0.30 0.32 0.30 1050\n","\n","Clustering on BERT + Spectral 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["##### USE + SpectralEmbedding"],"metadata":{"id":"Vhohl2Ug8mnP"},"id":"Vhohl2Ug8mnP"},{"cell_type":"code","source":["from sklearn.manifold import SpectralEmbedding\n","use_spec = SpectralEmbedding(n_components=2,\n"," affinity='nearest_neighbors', # rbf\n"," gamma=None,\n"," random_state=42,\n"," eigen_solver=None, # arpack lobpcg amg\n"," n_neighbors=50,\n"," n_jobs=-1\n"," ).fit_transform(use_features_complete_description)\n","\n","# Import KMeans clusterer\n","from sklearn.cluster import KMeans\n","\n","\n","kmeans4 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(use_spec)\n"," # Assign clusters\n","labels=kmeans4.labels_\n","\n","title='USE + Spectral 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title' : title,\n"," 'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n"," }\n"," )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering on '+title)\n","\n","plot_clusters(use_spec,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"bgzyN7er8md7","executionInfo":{"status":"ok","timestamp":1746801581501,"user_tz":-120,"elapsed":1284,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"e33e79d4-a99e-478d-9d02-d421d92b3b7a"},"id":"bgzyN7er8md7","execution_count":44,"outputs":[{"output_type":"display_data","data":{"text/plain":[" cluster effectives\n","Category \n","Furniture 4 110\n","Baby 2 84\n","Watches 1 143\n","Decor 5 188\n","Kitchen 0 201\n","Beauty 6 12\n","Computers 3 312"],"text/html":["\n"," <div id=\"df-1f2e08ee-0b4f-4668-86be-6b309cb37d8f\" class=\"colab-df-container\">\n"," <div>\n","<style scoped>\n"," .dataframe tbody tr th:only-of-type {\n"," vertical-align: middle;\n"," }\n","\n"," .dataframe tbody tr th {\n"," vertical-align: top;\n"," }\n","\n"," .dataframe thead th {\n"," text-align: right;\n"," }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n"," <thead>\n"," <tr style=\"text-align: right;\">\n"," <th></th>\n"," <th>cluster</th>\n"," <th>effectives</th>\n"," </tr>\n"," <tr>\n"," <th>Category</th>\n"," <th></th>\n"," <th></th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>Furniture</th>\n"," <td>4</td>\n"," <td>110</td>\n"," </tr>\n"," <tr>\n"," <th>Baby</th>\n"," <td>2</td>\n"," <td>84</td>\n"," </tr>\n"," <tr>\n"," <th>Watches</th>\n"," <td>1</td>\n"," <td>143</td>\n"," </tr>\n"," <tr>\n"," <th>Decor</th>\n"," <td>5</td>\n"," <td>188</td>\n"," </tr>\n"," <tr>\n"," <th>Kitchen</th>\n"," <td>0</td>\n"," <td>201</td>\n"," </tr>\n"," <tr>\n"," <th>Beauty</th>\n"," <td>6</td>\n"," <td>12</td>\n"," </tr>\n"," <tr>\n"," <th>Computers</th>\n"," <td>3</td>\n"," <td>312</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\" 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.29453790343486025\n"," precision recall f1-score support\n","\n"," Furniture 0.47 0.93 0.62 150\n"," Baby 1.00 0.56 0.72 150\n"," Watches 0.96 0.99 0.98 150\n"," Decor 0.00 0.00 0.00 150\n"," Kitchen 0.41 0.55 0.47 150\n"," Beauty 0.00 0.00 0.00 150\n"," Computers 0.32 0.67 0.44 150\n","\n"," accuracy 0.53 1050\n"," macro avg 0.45 0.53 0.46 1050\n","weighted avg 0.45 0.53 0.46 1050\n","\n","Clustering on USE + Spectral 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["#### UMAP"],"metadata":{"id":"xrmlaysx61w1"},"id":"xrmlaysx61w1"},{"cell_type":"markdown","source":["* **Balanced structure preservation**: Maintains both local similarity relationships and global data patterns\n","* **Topological foundation**: Constructs representation based on manifold topology and fuzzy simplicial sets\n","* **Computational efficiency**: Delivers t-SNE-like quality with significantly better performance\n","* **Meaningful distance preservation**: Maintains more of the important distance relationships than t-SNE\n","* **Theoretical rigor**: Built on stronger mathematical foundations with clearer optimization objectives\n","* **Cluster separation clarity**: Produces well-defined clusters while preserving their relative positions"],"metadata":{"id":"uEogWB7_99UC"},"id":"uEogWB7_99UC"},{"cell_type":"markdown","source":["##### BERT + UMAP"],"metadata":{"id":"basa_Sof8Z8U"},"id":"basa_Sof8Z8U"},{"cell_type":"code","source":["import umap\n","\n","Umap = umap.UMAP(\n"," n_neighbors=50,\n"," min_dist=0.1,\n"," n_components=2,\n"," metric='euclidean',\n"," random_state=42\n"," )\n","bert_umap = Umap.fit_transform(bert_features_complete_description)\n","\n","kmeans5 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(bert_umap)\n"," # Assign clusters\n","labels=kmeans5.labels_\n","\n","title='BERT + UMAP 2 components'\n","# Evaluate and store metrics results)\n","append_dict(results, {'title' : title,\n"," 'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n"," }\n"," )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering sur '+title)\n","\n","plot_clusters(bert_umap,labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"qJ5QVwMT8bHY","executionInfo":{"status":"ok","timestamp":1746801623643,"user_tz":-120,"elapsed":42141,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"bda31bea-0d74-4238-cf4e-188aee1aaae8"},"id":"qJ5QVwMT8bHY","execution_count":45,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n"," warnings.warn(\n","/usr/local/lib/python3.11/dist-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n"," warn(\n"]},{"output_type":"display_data","data":{"text/plain":[" cluster effectives\n","Category \n","Furniture 4 119\n","Baby 3 181\n","Watches 6 149\n","Decor 2 187\n","Kitchen 5 135\n","Beauty 0 116\n","Computers 1 163"],"text/html":["\n"," <div id=\"df-6b41f272-b7f5-4c68-aecb-8b2b313b8f85\" class=\"colab-df-container\">\n"," <div>\n","<style scoped>\n"," .dataframe tbody tr th:only-of-type {\n"," vertical-align: middle;\n"," }\n","\n"," .dataframe tbody tr th {\n"," vertical-align: top;\n"," }\n","\n"," .dataframe thead th {\n"," text-align: right;\n"," }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n"," <thead>\n"," <tr style=\"text-align: right;\">\n"," <th></th>\n"," <th>cluster</th>\n"," <th>effectives</th>\n"," </tr>\n"," <tr>\n"," <th>Category</th>\n"," <th></th>\n"," <th></th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>Furniture</th>\n"," <td>4</td>\n"," <td>119</td>\n"," </tr>\n"," <tr>\n"," <th>Baby</th>\n"," <td>3</td>\n"," <td>181</td>\n"," </tr>\n"," <tr>\n"," <th>Watches</th>\n"," <td>6</td>\n"," <td>149</td>\n"," </tr>\n"," <tr>\n"," <th>Decor</th>\n"," <td>2</td>\n"," <td>187</td>\n"," </tr>\n"," <tr>\n"," <th>Kitchen</th>\n"," <td>5</td>\n"," <td>135</td>\n"," </tr>\n"," <tr>\n"," <th>Beauty</th>\n"," <td>0</td>\n"," <td>116</td>\n"," </tr>\n"," <tr>\n"," <th>Computers</th>\n"," <td>1</td>\n"," <td>163</td>\n"," </tr>\n"," </tbody>\n","</table>\n","</div>\n"," <div class=\"colab-df-buttons\">\n","\n"," <div class=\"colab-df-container\">\n"," <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6b41f272-b7f5-4c68-aecb-8b2b313b8f85')\"\n"," title=\"Convert this dataframe to an interactive table.\"\n"," style=\"display:none;\">\n","\n"," <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n"," <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n"," </svg>\n"," </button>\n","\n"," <style>\n"," .colab-df-container {\n"," display:flex;\n"," gap: 12px;\n"," }\n","\n"," .colab-df-convert {\n"," background-color: #E8F0FE;\n"," border: none;\n"," border-radius: 50%;\n"," cursor: pointer;\n"," display: none;\n"," fill: #1967D2;\n"," height: 32px;\n"," padding: 0 0 0 0;\n"," width: 32px;\n"," }\n","\n"," .colab-df-convert:hover {\n"," background-color: #E2EBFA;\n"," box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n"," fill: #174EA6;\n"," }\n","\n"," .colab-df-buttons div {\n"," margin-bottom: 4px;\n"," }\n","\n"," [theme=dark] .colab-df-convert {\n"," background-color: #3B4455;\n"," fill: #D2E3FC;\n"," }\n","\n"," [theme=dark] .colab-df-convert:hover {\n"," background-color: #434B5C;\n"," box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n"," filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n"," fill: #FFFFFF;\n"," }\n"," </style>\n","\n"," <script>\n"," const buttonEl =\n"," document.querySelector('#df-6b41f272-b7f5-4c68-aecb-8b2b313b8f85 button.colab-df-convert');\n"," buttonEl.style.display =\n"," google.colab.kernel.accessAllowed ? 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myL/k/nHu16/fNfvlXvyyaNEiy7mMt2LIkCE4ODgwZ86cPDfqnjdvHj/88MMtLzs/Xbt2pUGDBmzatIkBAwbkW3tCQgIff/yx1R/p5557DoDJkydbLhLKNXHiRLZt23bTtTz++OOEhoayfft2Bg4cSEpKitX0xMREfvvtN8vz5s2b06hRI1JTUxk0aBCXL1+2TIuLi2PQoEEA9O7d2zJya0sNGzbE09OTPXv25Anac+fOZdKkSfnO98477+R7zuG+ffsso3Rly5a97vqfffZZnJycmD9/fp7Q9euvv1oulrnRkevCJvdc1eXLl7Nnzx6raZ9++inffvvtVecNDQ0FYPfu3Tapbfbs2Xz66acEBgYye/ZsHBwcePrpp3nggQc4evRonosIRYorBU2Rf1i1ahWHDh3CbDbTu3fva/atVq0adevWJTMzky+//PKW11mvXj3Gjh3LlStX6NatG02aNKFPnz40atSI7t27WwJe7mHa/8rBwYH58+dTu3ZtvvjiCyIiImjWrBkPPvgg3bt3p06dOgQEBPDkk09aBc177rmHp59+muTkZO666y5at27NQw89RPXq1Rk+fPgt/f67h4cHCxcuJCgoiM8//5zQ0FC6dOlC7969adasGUFBQYwdO9ZqntmzZ1O2bFkWLFhAREQEPXr0oFu3bpQrV47NmzdTt25dpkyZ8p/fpxvh5ubG6NGjgZwvHk2bNqVHjx5Ur16dXr168corr+Q739ixYylbtixVqlTh/vvvp0+fPrRu3ZoaNWqQkpJC3759qVu37nXXX6NGDaZOnYrJZOKRRx6hXr169OnTh+bNm9OxY0fS09OJjo6mffv2t/V1F5Q6derQtWtXkpKSqFOnDh06dODBBx+kSpUqDB48mFdfffWq83bv3h2AqKgoevXqxeOPP87jjz9+zV+9ulH79+9n0KBBODg4MHv2bIKCgizTPvvsMyIjI/nxxx/58MMP//O6RO50Cpoi/5B7GPyee+65oStHc0c1/+vh8+HDhzNv3jyaNWvGrl27+Omnn3BxcWH+/Pl07doVAH9///+0jn8KDg5mw4YNfPzxxzRs2JD9+/fz/fffW25hNHjwYJYuXZrnNjRTpkxhxowZ1KlThw0bNrB48WJKly7N8uXL6dat2y3VUqdOHXbt2sWIESMoU6YMv//+OwsXLiQmJoZ7772X4cOHW/WPjIxk27ZtDB8+HD8/PxYtWsSyZcsoV64cb731FmvWrCnQq36fe+45vvjiC+rWrcv27dv59ddfCQwM5Ndff73qqNbUqVMZMGAATk5OrFq1ih9++IGjR4/Srl07fvzxx6seCs/PE088wbp163jggQc4c+YM3333Hfv27ePuu+/m119/ZdSoUbfpldrH3Llzefvtt6lUqRJr1qzh119/JSwsjKVLl/L4449fdb433niDl156CW9vb+bPn8/06dOZPn36Vc+nvVGpqan06NGD5ORkRo4cSZs2bayme3l58d1332E2m3nppZfYvHnzf1qfyJ3OZPyXy/VExObGjBnDqFGjGDp06FUPxYqIiBRGGtEUKQQOHjxIQkJCnvaFCxcyfvx4TCbTdc8ZFRERKWzuvMsQRYqgWbNm8eabb1KnTh3KlClDZmYm+/fvt/ziSXR0NPXq1bNzlSIiIjdHQVOkEOjYsSMHDx5kw4YN7N27l7S0NPz8/Ljnnnt46qmn8v2JSRERkcJO52iKiIiIiE3oHE0RERERsQkFTRERERGxCQVNEREREbEJXQxU6H1q7wIKhehNZ+xdgkih0/J0D3uXUCisCplr7xIKBW0POVrfV81u6879GVxbyP1J2TuNRjRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCYKNGhGR0djMpnyPKpXr14g6585cyYmk4m4uDgALl68SHR0NHv27CmQ9YuIiIgUJ04FvUI3NzdWrFhh1ebu7l4g6+7cuTPr16/H29sbyAmao0ePpnr16lStWrVAaiiM2rSZxunTiXnaH3qoFs8+24zJk9exZs1xzp5NwtfXjaio8jz7bDNKljTboVrbit0Xy96f95JwLIHUi6nc9exdhNYPzbfv5s83c2jFIer0qUPljpULuNKCdTPvS1FWHN+HJSt/YPvuDcTEnsbF2YXIspW5r9MjBAWEABAXH8uIiYPznXfgQ/9HvZpNC7LcAlUct4dVG5awesNSLiTEAlA6sAyd2/akeqW6Vv0Mw2DK52PZfWA7gx95mdrVGtmj3GJr9erVvP3222zdupWzZ8/y448/0q1bt3z7Dh48mE8++YT333+f5557ztIeHx/P0KFD+emnn3BwcKB79+58+OGHeHh43FQtBR40HRwcaNy48W1bXmpqKm5ubjfUNyAggICAgNu27v9aT2Hx/fd9uHLFsDw/eDCOAQO+p2PHSsTGphAbm8LLL7ekfHk/Tp9OJDr6N2Jjk5k06V47Vm0bWelZ+IT5ENkykjUfrrlqv5NbThJ3KA43nzvr3/pW3ej7UtQVx/fhwNHdtGzcifAy5cm+coX5S2cxafpoRg2bhNnFFV9vPya8Nt1qnjUbl/Hr6vlUq1THTlUXjOK4Pfh4+tGt48OU8i8NBqzftpKPvnyL1555h+DAMEu/5WsWgclkx0qLt5SUFGrVqsWjjz7K/ffff9V+P/74Ixs2bCA4ODjPtD59+nD27FmWLVtGZmYmAwYM4IknnmD27Nk3VUuhOUczPDycIUOGWLXNnz8fk8nEsWPHADh27Bgmk4mZM2cycOBA/Pz8aNiwIQAmk4mJEycSHR1NYGAg/v7+DBgwgJSUFMvy/nno/NixY0RERADQo0cPy2H8Y8eO8fvvv2MymdiyZYtVPd26daNVq1aW59HR0Xh4eLBp0yaaNGmCq6srU6dOBWDv3r107doVLy8vSpQoQefOnTl8+PDtfttuC19fdwICSlgeK1ceISzMm4YNQ6lY0Z/Jk++lTZtyhIV506RJGM8914wVK46QlZVt79Jvu+BawdTsUZMy9ctctc/l+Mts/XIrTZ9sioNjodmFbOpG3pfioDi+D888+jpN67chODCM0OAI+vUYSvzFOE6cyvk8c3BwxKukj9Vjx+6N1KvZDFdz0f4iVhy3h5pVG1Cjcj0C/YMJDAimW4c+mF1cOXrigKXPyTNH+e2PBfR94Gk7Vlq8derUibFjx3Lfffddtc/p06cZOnQos2bNwtnZ2Wra3r17WbJkCZ999hmNGjWiefPmTJ48mTlz5nDmzJmbqsUufyWzsrKsHoZhXH+mfxg+fDiGYfDNN9/w9ttvW9qnTJnCwYMH+eKLL3j99deZPXs2b7zxRr7LKF26NPPmzQPgzTffZP369axfv57SpUvfVC0ZGRk89NBDPPzww/zyyy+0b9+eI0eO0LRpU+Lj45k5cyazZ8/m/PnztG3blvT09JtafkHLyLjCwoV76N69OqarfBtNTk7Hw8MFJ6fiEbL+ycg2WP/xeqp0roJXqJe9yxEpcKlplwFwd8//8NnxU4c5efYozRq0LciyxA6ys6+w+c81ZGSkERFWCYCMjHSmz3mf3l2fwKukj50rLFrS09NJTEy0etxqpsjOzuaRRx7hxRdfpFq1anmm555mWL9+fUtbVFQUDg4ObNy48abWVeCHzlNSUvIk56+++uqmllG7dm0+++yzPO2lS5dm1qxZAHTs2JFt27bx/fff89Zbb+XpazabqVMn57BOhQoVbvlwfmZmJuPGjaNXr16Wtn79+uHr68uyZctwdXUFoGnTpkRGRjJ9+nSeeuqpW1pXQfjtt0MkJaVz3315NzyA+PjL/O9/G+jVq2YBV1Y47Fm0BwdHByq2r2jvUkQKXHZ2NnMXzaBc2cqEBJXNt8/aLb8RVCqUcmWL9nnLxdnpmONM/N9wMrMyMLu4MuiRlwkOzBnVnbtoBuXCKlG7WkM7V1n0jB8/ntGjR1u1jRo1iujo6Jte1oQJE3BycuKZZ57Jd3pMTAylSpWyanNycsLX15eYmJibWpddLgZavXq1VVtkZCQjRoy44WV07tw53/Z27dpZPa9atSpz5sy5+SJv0r/r+fXXX+nduzdOTk5kZWUB4OPjQ506ddi8efNVl5Oenp7n24nZnInZ7HyVOW6/H37YRYsWEQQG5h2tSE5OZ9CgHylXzo8hQ5oUWE2FRfzReA78eoAOb3S46mivSFE2Z8E0Tsec4MUnx+U7PSMznc07/uDuNj0KuDIpSIH+wbz2zLukpl1m21/r+WLuZIY98QbnL5xl3+G/eO2Zd+xdYpE0fPhwhg0bZtVmNt/8Rblbt27lww8/ZNu2bQXyt8wuFwP9cyj2VgQGBubbnns1eS4XFxebH6p2d3fPcwVWXFwcH3zwAR988EGe/i4uLlddVv7fVroQHX3Pban1ek6fTmTduhNMnpz3Ip/k5Awef/wHSpRwYerUrjg7OxZITYVJ7P5Y0hLTWPjcQkubkW2wY/YODiw9wL3vF72Lo0RyfbNgGrv2beGFQWPx8fLPt8+2XevJyMygcd1WBVucFCgnJ+eci4GAsqHlOH7qECvXLsLZ2YW4+BiGjX7Eqv8nX79N+fAqvDAo/1PZ5MaYzeZbCpb/9scffxAbG0tY2N8Xb125coUXXniBDz74gGPHjhEUFERsbKzVfFlZWcTHxxMUFHRT6yvwoHk1rq6uZGRkWLUlJCTk29fWCTz3cHd+9fx73fnV4uvrS+fOnfM9RF6yZMmrrjf/bys3d1rBfzFv3l/4+bnTqlWkVXtycjqPPfYDLi6OfPRRN8zmQrPZFKiIZhEEVbPewX5/+3fCm4UT2SLyKnOJ3NkMw2DOws/YsXsjw54Yg79v/l/0AdZuXk7NKvUp6aHzl4sTIzubzKwsurTrTbMGUVbT3vjgeXp0GUDNKv9tgElun0ceeYSoKOt/pw4dOvDII48wYMAAAJo0acLFixfZunUr9erVA2DFihVkZ2fTqNHN3aqq0CSG0NBQ9u7da9X266+/2nSduaOLaWlpeWqBnKuumjbNuQdcXFwc27Zts7zh1xIVFcVff/1FnTp1cHS88ZG//L+tFMxh8+xsg3nz/qJbt6pWF/kkJ6fz6KM/kJqaydtv301ycgbJyTkB3NfXDccidtV1ZlomyeeSLc+TzyeTcDwBlxIulPAvgflf9w51cHTA1csVz9KeBV1qgbre+1JcFMf34ZsFn7J5xx882Xc4rmY3LiXlDAC4ubrj4vz3/hAbd5ZDx/YwpP9r9iq1wBXH7eHHJV9TvWIdfLwDSM9IZdOOPzhwdDdDHx1puevAv/l6+1/zC4rcfsnJyRw6dMjy/OjRo+zYsQNfX1/CwsLw8/Oz6u/s7ExQUBCVKuVc1FWlShU6duzIwIED+fjjj8nMzGTIkCH07t0731shXUuhCZoPPPAATz75JKNHj6Zp06YsXryY9evX23SdQUFBeHt788033xAREYHZbKZmzZqEhobSqFEjRo8ejZeXF05OTkyYMAEvrxv7lj569GgaNGhAhw4deOKJJwgMDCQmJoZVq1Zx11138eCDD9r0dd2KdeuOc+ZMEt27W/9K0+7dsfz551kA2rWzvlfe8uWPE1rErryOPxrPijf//kGB7bO3AxDRPILGg27f/V/vNHpfchTH92H1hqUAvPfpSKv2vg8MoWn9Npbn67Ysx9vTjyoVahdkeXZVHLeHpORLfP7dJBKTEnBzdSekdDhDHx1J1WL0734n2LJlC61bt7Y8zz1a2q9fP2bOnHlDy5g1axZDhgyhbdu2lhu2T5o06aZrKTRB8/HHH+fw4cN89NFHvP/++/Tu3Zvx48fz0EMP2WydDg4OfP7557z66quWWw8dPXqU8PBwZs2axcCBA+nfvz9BQUGMHTuWOXPmcPHixesut3z58mzatIkRI0bw1FNPkZycTOnSpWnRogU1axbOq7WbNw9n//4X8rQ3alQm3/aiKrBKIA9+deNfBIrLeZk3+74UVcXxffj4rXk31K9bx4fp1vFhG1dTuBTH7eFm7415o9uP3F6tWrW6qVtH5t6v/J98fX1v+ubs+TEZN3sTSylgn9q7gEIhetPN3SBWpDhoeVpXdwOsCplr7xIKBW0POVpf5fZ8BWHQoEE2W/Ynn3xis2XbUtE6wU5ERERECg0FTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQknexcgIiIiUhQ8mLLAhkv/xIbLth2NaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITeg+moXcyh+b2buEQuF134X2LqFQGOOWbu8SpBBZFTLX3iVIIdJSn5P/XzV7FyD/oBFNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNERERkSJk9erV3HPPPQQHB2MymZg/f75lWmZmJi+//DI1atSgRIkSBAcH07dvX86cOWO1jPj4ePr06YOnpyfe3t489thjJCcn33QtCpoiIiIiRUhKSgq1atVi6tSpeaZdvnyZbdu2MXLkSLZt28a8efPYv38/9957r1W/Pn36sHv3bpYtW8aiRYtYvXo1TzzxxE3X4nTLr0JERERECp1OnTrRqVOnfKd5eXmxbNkyq7YpU6bQsGFDTpw4QVhYGHv37mXJkiVs3ryZ+vXrAzB58mTuvvtu3nnnHYKDg2+4Fo1oioiIiBRjly5dwmQy4e3tDcD69evx9va2hEyAqKgoHBwc2Lhx400tu1gEzejoaEwmk+Xh6upKlSpVmDhxItnZ2Te1rFatWtGlSxcbVSoiIiKSV3p6OomJiVaP9PT0/7zctLQ0Xn75ZR588EE8PT0BiImJoVSpUlb9nJyc8PX1JSYm5qaWX2wOnbu5ubFixQoAUlNTWblyJa+88grZ2dm88sordq7Ovpas/IHtuzcQE3saF2cXIstW5r5OjxAUEGLpM2veR+w9tJNLiQmYza5EhlXi/k6PEFQq1I6V29a0X3by3o/beKRtFV7t1chqmmEYDJr0G3/sPs3kJ1sTVaesnaosGAd/O8jBFQdJOZ8CgFeoF9W7VSe41o0fPrkTxe6LZe/Pe0k4lkDqxVTuevYuQutbb/OXTl/iz2//JHZfLNlXsvEK8aL5M80p4V/CTlXfftd6H7Kzstn5/U7O/HmG5NhkXNxdCKwWSK1etXD3cbdz5bZ1I9tHUTNl4XamLvrTqi0i0JPFb9wPwHer97No0xH2nIgnJS2TjR88iKe72R6lFjnjx49n9OjRVm2jRo0iOjr6lpeZmZlJz549MQyDjz766D9WmL9iEzQdHBxo3Lix5Xnr1q3ZtWsX8+bNK/ZB88DR3bRs3InwMuXJvnKF+UtnMWn6aEYNm4TZxRWAsJByNKzdAh/vAC6nJrHot2/5cPoYxr38EQ4OjnZ+BbffrmNxfLv6AJVCffKd/sVve8BUwEXZkbuvO7V71qZkUEkMw+DomqP88f4fdBzbEa9QL3uXZzNZ6Vn4hPkQ2TKSNR+uyTM96VwSv439jcgWkVS/vzrObs5cOn0JR+eitU9c633Iysgi/lg81btVxzvMm4yUDLZ9tY0/3v+DDmM62KnignG97aOoKh/szYzn21ueOzn8fXA0NSOLu6qFcFe1EN77cZs9yiuyhg8fzrBhw6zazOZbD/G5IfP48eOsWLHCMpoJEBQURGxsrFX/rKws4uPjCQoKuqn1FItD51dTsmRJMjMzLc9feeUVatSogYeHByEhITz44IOcPXs233m//PJLypUrh5ubG61atWL//v2Wad27d6dZs2Z55vnoo49wdXUlPj7+9r+Y/+CZR1+naf02BAeGERocQb8eQ4m/GMeJU4ctfe5q1J4KkdXw9y1FWEg57m3/EAmX4riQcN6OldtGSlomL362mjGPNMXT3SXP9L0nLzBz2W7G9cv7b1xUhdQNIbh2MCWDSuJZ2pNaPWrh5OpE3KE4e5dmU8G1gqnZoyZl6pfJd/rOuTsJrhVMnQfr4BvuS8nAkoTWDcXVy7WAK7Wta70PLu4utHmlDWGNwvAs7Yl/eX/q9atH/NF4UuJS7FBtwbne9lFUOTmYCPBytzx8Sv69vfeLqsbATjWpFRlgxwqLJrPZjKenp9XjVoNmbsg8ePAgv/32G35+flbTmzRpwsWLF9m6daulbcWKFWRnZ9OoUaN/L+6ais2IJuSkcfj70PkPP/zAq6++apkeGxvLq6++SnBwMOfPn+fdd9+lZcuW7NmzByenv9+qbdu2cfjwYd566y0ARowYQYcOHdi/fz9ms5mBAwfSqVMn9u/fT6VKlSzzzZgxg/vuuw9fX98CesW3JjXtMgDu7h75Tk/PSGPdlhX4+wbi4+WXb5872RvfbKBljVCaVg3m48XWh4hS07N48bPVjHyoMQFeRfuw4NVkZ2dzcuNJstKz8K/gb+9y7MbINjjz5xmqdK7CyokrSTiWgEeAB1XvqVrkD59eT+blTDCBS4m8X9Tkznc8NokWL36L2dmR2pGleP6+ugT75f/3QuwjOTmZQ4cOWZ4fPXqUHTt24OvrS+nSpXnggQfYtm0bixYt4sqVK5bzLn19fXFxcaFKlSp07NiRgQMH8vHHH5OZmcmQIUPo3bv3TV1xDsUoaKakpODs7GzV1qtXL6vD5jNmzLD8/5UrV2jSpAmhoaGsWLGC9u3/Pkxw7tw5Vq1aRYUKFQCoU6cOlSpVYubMmQwaNIj27dsTFhbGjBkzmDBhAgB//fUXW7Zs4c0337Tly/zPsrOzmbtoBuXKViYkyPq8w9/X/8KPv3xFekYagQEhPPvYKJycnK+ypDvTz5uOsOf4Bea+lv8FX299t4na5UrRtnZYAVdmfxdPXmTZ6GVcybyCk6sTdz17F14hRfew+fWkJaaRlZbFnp/2UPOBmtTuVZuzO8/yx6Q/aDu8LaWqlLr+QoqgKxlX2PHtDso2LouzW9H6fBCoGRHAm/2bExHkyflLqUz9aQcPv/0LP0V3o4Sr/r0Liy1bttC6dWvL89xD7v369SM6OpqFCxcCULt2bav5Vq5cSatWrQCYNWsWQ4YMoW3btjg4ONC9e3cmTZp007UUm6Dp5ubG6tWrgZwrt7Zu3crrr7/OwIEDLQHzl19+4Y033mD37t0kJiZa5j1w4IBV0KxevbolZAKUL1+eWrVqsXHjRgYNGoSDgwOPPfYYH330EePGjcPJyYkZM2ZQtmxZ2rZte9Ua09PT81xBlpGZgYtzwY0KzFkwjdMxJ3jxyXF5pjWq04IqFWqRmJjAsj8WMG32O7w4+E2cC7A+Wzobn8L4bzcx/fn2mJ3z7hordpxgw/6zzBtxbz5zF30lS5ek47iOZF7O5MSmE2z4dANtX2tbbMOmYRgAhNYLpXKnygD4lPUh7mAcB1ccLJZBMzsrm7VT1oIBDQY0sHc5YgMtavw9Wl8pFGpG+NP2le/5ZctRHmhe0Y6VyT+1atXK8hmVn2tNy+Xr68vs2bP/cy3FJmg6ODhY3Q+qWbNmZGVl8cILLzBs2DBSU1O599576dq1K6+88gqlSpXCZDLRuHFj0tLSrJb170v+AQIDA63O53z00UcZM2YMixcvplOnTnz99dc89dRTODhc/bTY/K4o69vzSfr3fvpWX/ZN+WbBNHbt28ILg8bi45X3kKibawncXEsQ6B9MRFhFho3uy47dG2lQ+64Cqc/Wdh+P40JSGt3H/mRpu5JtsOXgOWav3EfvlpU4eT6JRs9Z73jPfvw79SqU4sv/y//muEWFo5MjJQNLAuAb4Uv80Xj2L91Pw0cb2rky+zCXNGNyNOEZ7GnV7hnsyfkDRe/c5evJDZkpcSm0Gd5Go5nFhKe7mfBAT07EJtm7FCmkik3QzE+VKlUA2L17N3/++SdeXl589913ljB4/PjxfOf795VYkHM4/Z9D0KGhoXTs2JEZM2aQlZVFXFwcAwYMuGY9+V1Rtn7J4av0vn0Mw2DOws/YsXsjw54Yg79v4PXnAQwMMrMyr9v3TtGkSjALRnW1antt5hoigrx4vGMNfDzM9GxRyWp619ELeKVnA1rXKl4XA0DOOYrZmTd3H9qixNHJEb8IP5JirP/AJsUkFalbG92I3JCZFJNEm1fbYC6p29kUFylpmZw8n8S9jd3sXYoUUsU6aP71118A+Pv7k5qairOzMybT3/esmTVr1lXnO3ToEOXLlwfg0KFD/PnnnwwaNMiq38CBA3nggQeIjY2lbdu2lC177Xstms3mPFeQFcRh828WfMrmHX/wZN/huJrduJSUAICbqzsuzmbOX4hh6861VKlQm5IeniRcusDS3+fh4uxC9cp1bV5fQSnh6kzFEOvbGbmZnfD2MFva87sAqLRvCUL9SxZIjfay49sdBNcKxt3Pnay0LI6tO0bsvlhavdjK3qXZVGZaJsnnki3Pk88nk3A8AZcSLpTwL0HlzpVZN2UdAZUCCKwayNmdZzm9/TRtX736KTJ3omu9D27ebqyZvIaEYwm0GNYCI9sg9WIqAC4eLjg6Fa1bPf3T9baPomji3M20qlmGEL8SxF5KZfLC7Tg4mOjcMBKA85cuE5eYyvH/P8J54PRFSrg6UdrXA+8S+gJSHBWboJmdnc2GDRsAyMjIYOvWrYwdO5aqVavSokUL0tPT+eCDDxg6dCj33Xcf69ev56uvvsp3WYGBgdxzzz2MGTMGgJEjRxISEkL//v2t+nXu3JmAgADWr1/PN998Y9PX91+s3rAUgPc+HWnV3veBITSt3wZnZxcOHtvL8rWLuJyagqeHF+UjqvLik+Px9PC2Q8VS0NIT09nwyQZSL6bi7OaMd5g3rV5sRekape1dmk3FH41nxZsrLM+3z94OQETzCBoPakyZ+mWoP6A+e37aw7avtlGydEmaP9OcgEpF69Yu13ofqt9fndPbTgOwZMQSq/navNqGwCrXP0Jyp7re9lEUxSSk8H+freJiSjq+Hq7ULV+KOa90xvf/3+Lo21X7rW7o/sjbvwDwZv9m3Ne0Qr7LlKLNZNzIGaF3uOjoaKtzH52cnChTpgydOnVi1KhRlnMuJ06cyOTJk4mPj6dZs2ZMnTqVihUr8vbbb/N///d/QM4Jth4eHnTv3p0xY8Zw9uxZGjVqxMcff2w5FP9PgwYNYu7cuZw9e/aW7ne18sfdt/iqi5aWvgvtXUKhMMbtv//cmIgUTa+nasQQwKHlcLut+/eHb+5m5jej1dc399OPhUWxCJr2kp2dTbly5ejSpQuTJ0++pWUoaOZQ0MyhoCkiV6OgmUNBs3ApNofOC1JGRgZ//vkn33//PSdPnmTIkCH2LklERESkwClo2sCZM2do2LAhAQEBTJkyxerXgURERESKCwVNGwgPD7+hm6GKiIiIFGVXv3u4iIiIiMh/oKApIiIiIjahoCkiIiIiNqGgKSIiIiI2oaApIiIiIjahoCkiIiIiNqGgKSIiIiI2oaApIiIiIjahG7aLiIiI3AZ1vhlsu4V/bbtF25JGNEVERETEJhQ0RURERMQmFDRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCYUNEVERETEJhQ0RURERMQmFDRFRERExCac7F2AXNuqkLn2LqFQWGXvAgqJVpM+tncJhcLvzwy2dwkihc4Yt3R7l1AoRNu7ALGiEU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNERERkSJk9erV3HPPPQQHB2MymZg/f77VdMMweP311yldujRubm5ERUVx8OBBqz7x8fH06dMHT09PvL29eeyxx0hOTr7pWhQ0RURERIqQlJQUatWqxdSpU/OdPnHiRCZNmsTHH3/Mxo0bKVGiBB06dCAtLc3Sp0+fPuzevZtly5axaNEiVq9ezRNPPHHTtTjd8qsQERERkUKnU6dOdOrUKd9phmHwwQcfMGLECLp27QrAl19+SWBgIPPnz6d3797s3buXJUuWsHnzZurXrw/A5MmTufvuu3nnnXcIDg6+4Vo0oikiIiJSyKWnp5OYmGj1SE9Pv+nlHD16lJiYGKKioixtXl5eNGrUiPXr1wOwfv16vL29LSETICoqCgcHBzZu3HhT61PQFBERESnkxo8fj5eXl9Vj/PjxN72cmJgYAAIDA63aAwMDLdNiYmIoVaqU1XQnJyd8fX0tfW6UDp2LiIiIFHLDhw9n2LBhVm1ms9lO1dw4BU0RERGRQs5sNt+WYBkUFATAuXPnKF26tKX93Llz1K5d29InNjbWar6srCzi4+Mt898oHToXERERKSYiIiIICgpi+fLllrbExEQ2btxIkyZNAGjSpAkXL15k69atlj4rVqwgOzubRo0a3dT67BY0Z8yYgclkynPfpsmTJ2MymRg1apRVe3x8PA4ODkycOPG6y7548SLR0dHs2bPnpuvq378/1atXv+n5RERERAqD5ORkduzYwY4dO4CcC4B27NjBiRMnMJlMPPfcc4wdO5aFCxeya9cu+vbtS3BwMN26dQOgSpUqdOzYkYEDB7Jp0ybWrl3LkCFD6N27901dcQ52PHTerFkzANatW0eFChUs7WvXrsXd3Z1169ZZ9V+3bh2GYdC8efPrLvvixYuMHj2a6tWrU7Vq1dtbeDGRmZrJzh92cmrLKdIT0/Ep60PdR+riF+ln79IKTHZ2Nn/N+4tja4+RdikNNx83Iu6KoFrXaphMJnuXd9t4VWpMmc5PUTKiJmafIP56vz9xW5cAYHJ0IuKBV/Ct3Ra3gLJkpSaS8NcfHPl2LBkXz+VZlsnJhXqjF+NRtjpbXm1L8ondBf1ybO7AsgPsW7yP1Eup+JTxoV7feviVKz77BUDsvlj2/ryXhGMJpF5M5a5n7yK0fqi9y7KL4r49FJfPyTvNli1baN26teV57rmd/fr1Y+bMmbz00kukpKTwxBNPcPHiRZo3b86SJUtwdXW1zDNr1iyGDBlC27ZtcXBwoHv37kyaNOmma7HbiGalSpUICAhg7dq1Vu1r166lf//+bNiwgStXrli1u7q6Wl1qL7azafomYv6KocngJnQa34mgGkGsfGsll+Mv27u0ArN30V4OLj9IvX71uHvC3dTqVYu9P+/lwK8H7F3abeVodiflxG4OfjE8zzQHFzc8wmtwfP77bBnZjt0fPIp76XLUGPZlvssq9+BI0hPyBtCi4viG42yfvZ3q91Wn4xsd8Q7zZuXElaRdSrv+zEVIVnoWPmE+1OtXz96l2JW2h+LzOXmnadWqFYZh5HnMnDkTAJPJxJgxY4iJiSEtLY3ffvuNihUrWi3D19eX2bNnk5SUxKVLl5gxYwYeHh43XYtdz9Fs1qyZVdA8ceIEp06d4tlnnyUtLY2dO3dapq1du5b69etz5MgRevfuTZkyZXB3d6dq1aq8++67ZGdnA3Ds2DEiIiIA6NGjByaTCZPJxLFjx4Cc+1CNGDGCyMhIzGYzoaGh9O/fP09tv//+O3Xq1KFEiRI0bNjQ6jwFyLnh6TvvvEPFihUxm81ERkby/vvvW/U5deoUPXv2JDAwEFdXVyIiInj++edvx1tnU1kZWZzcfJLavWtTqnIpSgaWpMb9NfAI9ODQ8kP2Lq/AxB2MI7RuKCG1Q/AI8CCsYRhB1YO4cOSCvUu7reJ3ruDo9xOI2/JLnmlXUpPYOaEX5zcuJPXsYRIPb+Pgl69SMrIWZr8Qq76+NdvgU70lh2ePLqjSC9z+X/ZTrlU5IltE4hXiRYMBDXAyO3Fk9RF7l1aggmsFU7NHTcrUL2PvUuxK20Px+ZyUW2f3oLl3714SEhKAnDBZpkwZKlasSK1atSwhNDMzk82bN9O8eXNOnz5NpUqV+N///sfixYt54oknGDNmDG+88QYApUuXZt68eQC8+eabrF+/nvXr11uurOrevTvvvfcejz76KD///DNvv/02KSkpVnXFxMTwzDPP8OKLL/Ldd9+RlpbGfffdR2ZmpqXPs88+y+uvv06/fv34+eef6d+/Py+//DIff/yxpU/fvn3ZuXMnkyZNYsmSJYwePdpqlLawMq4YGNkGjs6OVu2OLo6cP3DeTlUVPP8K/pzbc47Es4kAJBxP4PyB8wTXvLnzU4oaJ7eSGNnZZF2+ZGlz9vSn0uPvsO/joWRnpNqxOtu5knWF+GPxBFX7+4pLk4OJwGqBxB2Ks2NlYg/aHnLoc1Kux663N2revDmGYbB+/Xruvvtu1q1bR9OmTQFo2rQp69atY8iQIWzbto20tDSaN29O27Ztadu2LYDlnM3Lly8zZcoURo0ahdlspk6dOgBUqFCBxo0bW9a3bNkyfv75Z2bPns2DDz5oaf/n/0POhUerVq2iWrVqAJQoUYLWrVuzceNGmjdvzuHDh5kyZQoff/yx5Xc/o6KiuHz5MqNHj+aJJ57AwcGBTZs2MX78eHr16mVZdt++fW3wTt5ezm7O+Jf3Z/f83XgGe+Lq5crx9ce5cPACHoE3P2x+p6rapSqZqZn8/PLPmBxMGNkGNR+oSXizcHuXZjcOzmYie48gdv2PXElNtrRXHjSJM8u/JOnon7j6F81RrvSkdIxsA1cvV6t2V09Xks4k2akqsRdtDzn0OSnXY9egWa9ePdzc3Fi7di1333235fxMyLm0/pVXXgFyRjpNJhNNmzYlLS2N8ePHM2vWLE6cOGE1ypicnHzN8weWL1+Ou7s7vXv3vmZdwcHBlpAJWC4oOnXqFAC//fYbkDM6mpWVZekXFRXFhAkTOHnyJGXLlqVu3bq88847ODk50a5dO8qXL3/N9aanp+f5OamsjCycXAr+n6nx4MZsnLaRBc8swORgwifch7AmYSQcSyjwWuzlxMYTHF93nKZPNsUr1IuE4wlsm7UNNx83Iu+KtHd5Bc7k6ETVoZ+CycSBmS9b2kPaP4aTawmOL7z5k8RF5M6mz0m5HrseOnd2dqZBgwasXbuW5ORkdu7caTWimXvO5tq1a6latSo+Pj68/PLLvP322wwcOJDFixezefNmRowYAUBa2rVPwL5w4QKlS5e+7pVw3t7eVs9dXFyslh8XF4dhGPj7++Ps7Gx5tGvXDoCTJ08C8O2339K2bVtee+01KlSoQOXKlS2H9fOT389LrflizTVrtZWSgSWJGhFFj2k96PphVzqM7oBxxcAjoPiMaO6Ys4MqXapQtklZvMt4E9E8gkodKrHnp5u/bdadLjdkuvqF8udbvaxGM32qNsezQn1azjxByy9O0ejdnN/KrffGUioPKjrh01zSjMnBlOdCj7TENFy9Xa8ylxRV2h5y6HNSrsfuvwzUvHlzPvjgA9asWYPZbLbclb5s2bKULl2atWvXsm7dOrp27QrA3LlzGTRoEC+//PeIys8//3xD6/Lz8+Ps2bMYhvGfbrvg6+uLyWRizZo1lhD6T5UqVQJyzhedMWMGn332GVu3bmXs2LH06tWL/fv3ExmZ95tefj8vNXHn9e8baktOrk44uTqRkZLB2V1nqd2rtl3rKUhZGVl5thOTgwkMOxVkJ7kh0z0wkh1vdicr2XpU++BXIzj6/QTLcxfvQGq98i27pwwi6fC2gi7XZhydHPEN9yVmT4zlVj5GtsG53eeo2K7ideaWokbbQw59Tsr1FIqg+eabbzJlyhQaNGiAk9PfJTVt2pSvvvqKmJgYy303U1NTrcLdlStXmDNnjtUy/z0CmSv30PZ3331ndd7kzco9R/TChQvcc8891+3v4OBAgwYNLDdHPXToUL5BM7+fl7LHYXOAszvPYmDgGeRJ0rkkdszZgWdpTyJbFJ9DISG1Q9i9cDfu/u54heQcEtq/ZH+Rew8cze64BUZYnrsGhOERVo3MlItkXDxHtWc+wyO8BrvefQSTgwMuXgEAZCZfxLiSSfqF0/zzhI8raTkX16WdO0Z6/NmCfCk2V6lTJTZ8ugHfCF/8Iv3Yv3Q/WelZRLSIuP7MRUhmWibJ5/4e1U4+n0zC8QRcSrhQwr+EHSsrWNoeis/npNw6uwfNJk2a4ODgwOLFiy3nZP5z2osvvghguVF7u3btmDZtGlWrVsXf35///e9/ec5rDAoKwtvbm2+++YaIiAjMZjM1a9YkKiqKu+++m0cffZTDhw/TqFEj4uPj+f777/n2229vuOaKFSvy9NNP88gjj/Diiy/SqFEjMjMzOXDgACtXrmT+/PlcunSJDh068Mgjj1CpUiUyMjKYPHky3t7e1K1b9z++a7aXmZrJn9/9yeX4y7iUcKFMgzLU7FETB6fi86ul9frWY+cPO9kycwvpiem4+bhRvnV5qt1X7foz30FKRtam9mt/n9JR/uExAMSs/pZj897Bv15HABq8ucJqvh3j7ufiXusfVijqyjYuS3pSOrt+2EXapTR8wnxo9WIr3Lzc7F1agYo/Gs+Kf2wP22dvByCieQSNBzW+2mxFjraH4vM5KbfOZBiG3Qe4a9asya5du/jpp5/o0qWLpX39+vU0bdqU4OBgTp8+DeT86PvgwYMtF/b079+f8uXLM3DgQM6fP4+/vz8A8+fP59VXX+XIkSOkp6dz9OhRwsPDSUtLY/To0cyePZuzZ88SGBhI+/btmT59OpDzE5Rbtmzhr7/+stRx8eJFfHx8+Pzzzy0XKxmGwdSpU/nkk084cOAAHh4eVKpUiR49evD888+Tnp7OkCFD+OOPPzhx4gRubm7Ur1+fsWPH0qBBgxt+b6I3Rf/Hd1eKklaTPr5+p2Lg92cG27sEESmkohtG223dlxxtt26vK7Zbti0ViqApV6egKf+koJlDQVNErkZBs3ApPsdBRURERKRAKWiKiIiIiE3Y/WIgERERkaKg41N1bLbs9TZbsm1pRFNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGzCyd4FiNyIlqd72LuEQuH3Z+xdQeGw9Ks69i6hUHizTXl7l1AorAqZa+8SCgV9TkphpBFNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNERERkSLkypUrjBw5koiICNzc3ChXrhxvvPEGhmFY+hiGweuvv07p0qVxc3MjKiqKgwcP3vZaFDRFREREipAJEybw0UcfMWXKFPbu3cuECROYOHEikydPtvSZOHEikyZN4uOPP2bjxo2UKFGCDh06kJaWdltrcbqtSxMRERERu1q3bh1du3alc+fOAISHh/PNN9+wadMmIGc084MPPmDEiBF07doVgC+//JLAwEDmz59P7969b1stGtEUERERKUKaNm3K8uXLOXDgAAB//vkna9asoVOnTgAcPXqUmJgYoqKiLPN4eXnRqFEj1q9ff1tr0YimiIiISCGXnp5Oenq6VZvZbMZsNufp+8orr5CYmEjlypVxdHTkypUrjBs3jj59+gAQExMDQGBgoNV8gYGBlmm3i0Y0RURERAq58ePH4+XlZfUYP358vn2/++47Zs2axezZs9m2bRtffPEF77zzDl988UUBV60RTREREZFCb/jw4QwbNsyqLb/RTIAXX3yRV155xXKuZY0aNTh+/Djjx4+nX79+BAUFAXDu3DlKly5tme/cuXPUrl37ttatEU0RERGRQs5sNuPp6Wn1uFrQvHz5Mg4O1hHP0dGR7OxsACIiIggKCmL58uWW6YmJiWzcuJEmTZrc1ro1oikiIiJShNxzzz2MGzeOsLAwqlWrxvbt23nvvfd49NFHATCZTDz33HOMHTuWChUqEBERwciRIwkODqZbt263tRYFTREREZEiZPLkyYwcOZKnnnqK2NhYgoODGTRoEK+//rqlz0svvURKSgpPPPEEFy9epHnz5ixZsgRXV9fbWouCpoiIiEgRUrJkST744AM++OCDq/YxmUyMGTOGMWPG2LQWnaMpIiIiIjahoCkiIiIiNlFkgmZ0dDQmkwmTyYSDgwNeXl7UqFGDIUOGsHfvXnuXJyIiIlLsFKlzNN3c3FixYgUASUlJ7Nq1i08//ZRp06Yxffp0Hn74YTtXeGc5sOwA+xbvI/VSKj5lfKjXtx5+5fzsXZbNLFn5A9t3byAm9jQuzi5Elq3MfZ0eISggBIC4+FhGTByc77wDH/o/6tVsWpDlFrjitj3Mi25HaT/3PO0/rD7KO3N3EuLvztBu1akZ6YuLkwMb9sby7ve7SEhKz2dpd67r7RcA734ykoNHd1vNd1ej9vS5L//9pSgpbvsFwMEju/l19QJOnD7MpaQEBj/yMrWrNbJMT0y6yLxfvmLvwR1cTkuhQkRVet37OIH+wXasWuylSAVNBwcHGjdubHnerl07nnrqKTp37sxjjz1G06ZNiYyMtGOFOVJTU3Fzc7N3Gdd0fMNxts/eToMBDfAr58f+JftZOXElXSZ2wdXr9l6RVlgcOLqblo07EV6mPNlXrjB/6SwmTR/NqGGTMLu44uvtx4TXplvNs2bjMn5dPZ9qlerYqeqCURy3h0ffWYWDyWR5Xi7Yk0lDmrJ8+2lcXRz54KmmHDpziaGT1wIwsEsV3hnUiMffXY1h2Kvq2+96+0Wu5g3bcU+73pbnLs7539+vKCmO+wVAemY6oaXDaVq/DZ98PdFqmmEYfPTVWzg6OPFk31dwdXVn+R8L+fCz6DzbjBQPRebQ+dW4uroyefJkMjIy+OyzzyztM2fOpGbNmri6uhISEsJrr73GlStXrOY9ffo0ffv2JTAwEDc3NypXrsyHH35omZ6dnc3YsWMJDw/HbDZTuXJlPvnkE6tlREdH4+HhwaZNm2jSpAmurq5MnTrVti/6Ntj/y37KtSpHZItIvEK8aDCgAU5mJ46sPmLv0mzmmUdfp2n9NgQHhhEaHEG/HkOJvxjHiVOHAXBwcMSrpI/VY8fujdSr2QxXc+H+4vBfFcft4WJyBvFJ6ZZHs2qBnDqfzPZDF6gZ6UtpP3fe+Ho7h88mcfhsEm98tY3KZbypXzHA3qXfVtfbL3K5OLtY7RturnlHg4ua4rhfAFSvVJeuHR6iTvXGeabFxp3l6IkDPHTfE4SXqUBQQAgPdhtEZmYGm3f8YYdqxd6K1Ijm1VStWpWQkBDWr18PwHvvvcdLL73E888/z7vvvsvevXstQfOtt94C4MKFC5a7448bN47IyEgOHjzI4cN/f7i++OKLfPjhh4wYMYKmTZuyaNEiBg8eTGZmJkOGDLH0y8jI4KGHHuL555/nzTffxM+vcB9WuZJ1hfhj8VS9p6qlzeRgIrBaIHGH4uxYWcFKTbsMgLu7R77Tj586zMmzR+ndbWBBllXgtD2Ak6OJDg1CmbMyZ/93cXLAMAwys7ItfTKyssk2DGpG+rJ5/3l7lWpzV9svNu34g43bV+NV0psaVRrQuU0PXFyK7qim9ov8ZV3JBMDZycXS5uDggJOTM4eO7aN5w3b2Kk3spFgETYAyZcoQExNDUlISo0aN4qWXXuLNN98Ecg6xu7i4MGzYMF588UX8/Px47733iI2NZd++fYSHhwPQpk0by/Li4uKYPHkyL774ItHR0QC0b9+euLg4xowZw5NPPomjoyMAmZmZjBs3jl69ehXoa75V6UnpGNlGnkM/rp6uJJ1JslNVBSs7O5u5i2ZQrmxlQoLK5ttn7ZbfCCoVSrmylQu4uoKl7QFa1iyNh5szP284CcBfxxJIy7jC0/dW5aOf9mIywVP3VsXJ0QF/z6J7aPBq+0XD2nfh6xOAt6cvp84e48dfvuLc+dMMfuRlO1ZrW9ov8hcUEIKvtz8/LvmaPvcNxuxiZvman0i4dIHEpAR7lyd2UOQPnecyDAOTycS6detITk6mR48eZGVlWR5RUVGkpqby119/AbB8+XLatGljCZn/tnHjRjIzM+nRo4dVe69evTh//jwHDhywau/cufN1a0xPTycxMdHqkZWRdWsvWP6TOQumcTrmBI8/NCzf6RmZ6Wze8QfN6rct4MrEHro0KcuGPbHEJaYBOYfVX5uxmWbVg1jxTmeWTbwbDzdn9p24SHZROkHzX662X9zVqD3VKtYhJKgsjeq0pH/PZ9mxeyPnL8TYqVKxF0dHJwY9/DKxcWd4YUxfnnn9QfYf+Ytqlepi+sc5z1J8FJsRzVOnTlGxYkXi4nIOadStWzfffidP5oxYXLhwgerVq191eQkJOd/MAgMDrdpzn8fHx1va3N3d8fDI//DrP40fP57Ro0dbtbV8vCWtBra67ry3k7mkGZODibRLaVbtaYlpuHoX3dGaXN8smMaufVt4YdBYfLz88+2zbdd6MjIzaFy3VcEWZwfFfXsI8nGjQaUAhn+2yap9077z9BjzG14lXLiSnU1yahaLxnXgzLbLdqrUtm5kv8gVEVYBgNgLZwnwCyqI8gpccd8vrqVsaDlGPPseqWkpZGVlUdLDi7emvkzZkHL2Ls3m1k8+Z+8SCp1iMaK5e/duTp8+TdOmTfH19QVg3rx5bN68Oc+jU6dOAPj5+XHmzJmrLjN3ObGxsVbt586ds5oO3PC3uOHDh3Pp0iWrR/N+zW/8hd4mjk6O+Ib7ErPn79EII9vg3O5z+Je/9h+YO5lhGHyzYBo7dm/kuYGj8fcNvGrftZuXU7NKfUp6eBVghfZRXLeHXJ0bh5GQlM663fn/AbmUkkFyahb1Kvrj42Hmj11FaxTvZvaLXCfPHAXAq6SPrcuzm+K+X9wIN9cSlPTw4lzcGY6fOkytqg3tXZLYQZEf0UxLS2Po0KGYzWYef/xxvL29cXd359SpU9x3331XnS8qKop33nmHEydOEBYWlmd6w4YNcXZ2Zu7cudSp8/etbb777jtKlSpFxYoVb7pWs9mM2Wx98ryTi33+iSp1qsSGTzfgG+GLX6Qf+5fuJys9i4gWEXappyB8s+BTNu/4gyf7DsfV7Mal/38+kZuru9WtWmLjznLo2B6G9H/NXqUWuOK4PQCYTDlBc/Gmk1zJtj4k3rlRGMfOJXExOZ3q4b48/0AN5vx+mBOxyXaq1jaut1+cvxDDph2rqV6pHiXcS3I65hhzF31OhYiqhJYOt2/xNlZc94u09FSr0yLi4mM5eeYoJdw98PUOYOvOdXiU8MTX25/TMSf47qfp1K7akKoVa9uvaLGbIhU0s7Oz2bBhAwDJycmWG7YfOXKEmTNnWs63HDNmDC+99BKnTp2iVatWODo6cuTIERYsWMAPP/yAu7s7zz//PF9++SUtWrRg5MiRREZGcuTIEQ4cOMCECRPw9/dn6NChvP3227i6utK4cWMWL17M7NmzmTx5suVCoDtV2cZlSU9KZ9cPu0i7lIZPmA+tXmyFm1fRvY3P6g1LAXjv05FW7X0fGELT+n9fCLZuy3K8Pf2oUqF2QZZnV8VxewBoUCmA0r7uLFp/PM+0sEAPnry3Cp7uLpyNv8zMpQcsV6UXJdfbLxwdndh3aCcr1i4iPSMdHy9/6lRvwt1tHrBHuQWquO4Xx08d5v1pr1uef//z5wA0rtua/j2Hcikpge9//pzE5Et4lfSmcd1W3N2mx9UWJ0WcyTCKxpnr0dHRVuc3enh4EB4eTsuWLRkyZAiVK1tfGTxnzhzee+89/vrrL5ydnSlXrhxdunTh9ddfx8kpJ3+fPHmS4cOH88svv3D58mXCw8N56qmnGDp0KJATbMeNG8dnn33G2bNnCQ8P54UXXmDQoEFWdb3zzjskJ9/aKEf0puhbmq+oaXlaH1IAq0Lm2ruEQmHpV0X7Bvk36s025e1dQqGg/SKHPidztL6vmh3X/qkNl/2EDZdtO0UmaBZVCpo59AGaQ39Qcyho5lDQzKH9Ioc+J3MoaBYuxeJiIBEREREpeAqaIiIiImITCpoiIiIiYhMKmiIiIiJiEwqaIiIiImITCpoiIiIiYhMKmiIiIiJiEwqaIiIiImITCpoiIiIiYhMKmiIiIiJiEwqaIiIiImITCpoiIiIiYhMKmiIiIiJiEwqaIiIiImITCpoiIiIiYhMKmiIiIiJiEwqaIiIiImITCpoiIiIiYhMKmiIiIiJiEwqaIiIiImITCpoiIiIiYhMKmiIiIiJiEwqaIiIiImITCpoiIiIiYhMKmiIiIiJiEwqaIiIiImITCpoiIiIiYhNO9i5A5Ea09F1o7xIKhVX2LqCQWPvAHnuXUEjofQDtF7lWhcy1dwmFQmuq2bsE+QeNaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIiE0oaIqIiIiITShoioiIiIhNKGiKiIiIFDGnT5/m4Ycfxs/PDzc3N2rUqMGWLVss0w3D4PXXX6d06dK4ubkRFRXFwYMHb3sdCpoiIiIiRUhCQgLNmjXD2dmZX375hT179vDuu+/i4+Nj6TNx4kQmTZrExx9/zMaNGylRogQdOnQgLS3tttain6AUERERKUImTJhAmTJl+Pzzzy1tERERlv83DIMPPviAESNG0LVrVwC+/PJLAgMDmT9/Pr17975ttWhEU0RERKSQS09PJzEx0eqRnp6eb9+FCxdSv359evToQalSpahTpw7Tpk2zTD969CgxMTFERUVZ2ry8vGjUqBHr16+/rXUraIqIiIgUcuPHj8fLy8vqMX78+Hz7HjlyhI8++ogKFSqwdOlSnnzySZ555hm++OILAGJiYgAIDAy0mi8wMNAy7XbRoXMRERGRQm748OEMGzbMqs1sNufbNzs7m/r16/Pmm28CUKdOHf766y8+/vhj+vXrZ/Na/0kjmiIiIiKFnNlsxtPT0+pxtaBZunRpqlatatVWpUoVTpw4AUBQUBAA586ds+pz7tw5y7TbRUFTREREpAhp1qwZ+/fvt2o7cOAAZcuWBXIuDAoKCmL58uWW6YmJiWzcuJEmTZrc1lp06FxERESkCHn++edp2rQpb775Jj179mTTpk18+umnfPrppwCYTCaee+45xo4dS4UKFYiIiGDkyJEEBwfTrVu321qLgqaIiIhIEdKgQQN+/PFHhg8fzpgxY4iIiOCDDz6gT58+lj4vvfQSKSkpPPHEE1y8eJHmzZuzZMkSXF1db2stCpoiIiIiRUyXLl3o0qXLVaebTCbGjBnDmDFjbFqHztEUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm9BV5yIiIiK3QfaqCzZbtkNLmy3apgrtiGZ0dDQeHh552l944QUcHByYPn06/fv3p3r16pZpO3bsIDo6msuXL9/0+sLDwxkyZMh/qllERERE/nZHjWi+/PLLvP/++3z88cc89thjtGrVipSUFMv0HTt2MHr0aIYMGYK7u7sdK72z7V64m1NbTpF4NhFHZ0f8K/hTu3dtPEt72ru0AjXtl5289+M2HmlbhVd7NbK0bz8cy4fzt7HzaBwODiYql/Hls2fb4epyR+1ON+3AsgPsW7yP1Eup+JTxoV7feviV87N3WQXmatsDgGEYDJr0G3/sPs3kJ1sTVaesnaq0Pe0Xf4vdF8ven/eScCyB1Iup3PXsXYTWD7V3WTZ3vdd9cvNJDq04RPyxeDKSM+g4tiM+ZX3sWLHY0x3zCTBixAgmTpzI//73P5544gkAypUrZ+eqiqbYfbFUiKqAX6Qf2Vey2Tl3JysnrKTzW51xcr1jNpn/ZNexOL5dfYBKodYfjtsPx/LEh8t4olMNXnuwEU4ODuw7FY+DyWSnSgvG8Q3H2T57Ow0GNMCvnB/7l+xn5cSVdJnYBVev2/srEoXR1baHXF/8tgeK9iYAaL/4t6z0LHzCfIhsGcmaD9fYu5wCc73XnZWeRUDFAMIahbFp+iY7VCiFSaE9dP5P0dHRjBs3jsmTJ/Pkk09a2v956HzmzJkMGDAAgICAAEwmE+Hh4Za+p0+fpm/fvgQGBuLm5kblypX58MMP86xr6tSplC1bFi8vL7p168b58+etpl+8eJGnnnqK0qVLYzabqVevHr/++qtVn1atWtGlSxe+//57KlWqhIeHB23atOHw4cO36y2xqdYvtSayRSReoV74lPWh0RONuHzhMvHH4u1dWoFIScvkxc9WM+aRpni6u1hNe+u7TTzctgoDO9WkQrAPEUFedKofgYuzo52qLRj7f9lPuVblcraLEC8aDGiAk9mJI6uP2Ls0m7vW9gCw9+QFZi7bzbh+zexQXcHRfpFXcK1gavaoSZn6ZexdSoG63uuOaB5B9fuqE1gtsIArk8Ko0AfNcePGMXr0aN5///1rnkPZuXNnRowYAcCSJUtYv349P/74IwAXLlygSZMm/P7774wbN46ff/6Z559/ntOnT1stY+HChSxcuJCpU6fy4YcfsmrVKoYOHWqZnpGRQbt27Vi0aBHjxo1j4cKFVK1alc6dO7Nr1y6rZe3YsYO3336bt956i5kzZ3Lo0CEefvjh2/W2FKjM1EwAXErk/SNbFL3xzQZa1giladVgq/YLiansPBqHX0k3HnzrZ5q/MIdH3v6FrQfP2anSgnEl6wrxx+IJqhZkaTM5mAisFkjcoTg7VlYwrrY9AKSmZ/HiZ6sZ+VBjAryK9uk62i9E5FYU6uOgKSkpjBgxgscff5znnnvumn0DAgIsh9Lr1auHv7+/Zdp7771HbGws+/bts4xytmnTJs8yDMNg4cKFmM1mAI4dO8abb75JdnY2Dg4OzJo1ix07dvDnn39StWpVADp06MDBgwd54403+O677yzLunjxItu3bycgIACA5ORkBgwYwKlTpwgNvXPO4TGyDbZ9vQ3/iv54l/G2dzk29/OmI+w5foG5r+X9fdiTcUkATPlpBy89UJ/KZXxZsP4wA95fysJR3QgPLJrnsKYnpWNkG3kOkbt6upJ0JslOVRWMa20PkDOSV7tcKdrWDivgygqW9gsRuVWFekTTzc2NFi1aMHv2bNauXXvLy1m+fDlt2rSxOpSen5YtW1pCJkDVqlXJzMwkNjYWgF9//ZUaNWpQsWJFsrKyLI927dqxefNmq2XVrl3bEjJzlwVw6tSpq64/PT2dxMREq0dWRtbNvtzbassXW7h06hLNni7ahwUBzsanMP7bTbz9eAvMznm/gxlGzn97tajI/c0qUDXMj+G9GhIR6MW8tQcLuFqxtettDyt2nGDD/rMM79nQDtUVHO0XIvJfFOoRTQcHBxYuXGg553H16tXUqFHjppdz4cIFq9sgXY23t7fVcxeXnEPFaWlpAMTFxbF9+3acnZ3zzOvoaH0u0vWWlZ/x48czevRoq7aWj7ek1cBW163dFrZ8sYUzO87Q9rW2uPsW7cOCALuPx3EhKY3uY3+ytF3JNthy8ByzV+5j8Zj7AChX2ttqvsjSXpyNT6GoMpc0Y3IwkXbJettNS0zD1bvoXgh0ve2hd8tKnDyfRKPnZlvN9+zHv1OvQim+/L9OBV2yTWi/EJH/olAHTQAvLy+WLl1Ks2bN6NChA2vXriUiIuKmluHn58eZM2f+cy2+vr7UrFmT6dOn/+dl5Wf48OEMGzbMqm3izok2Wde1GIbB1i+3cmrrKdq+2haPUnnvZ1oUNakSzIJRXa3aXpu5hoggLx7vWIMyASUp5e3O0XOXrPocP5fIXdVDCrLUAuXo5IhvuC8xe2IstzAxsg3O7T5HxXYV7Vyd7Vxve/DxMNOzRSWr6V1HL+CVng1oXavoXByi/UJE/otCHzQBSpUqxbJly2jWrBnt2rVjzZo1BAUF5el3tVHDqKgo3nnnHU6cOEFY2K2fSxUVFcXixYsJDg4mODjvhQH/ldlstjp0D+Bkh3vQbfliC8fXH6fFcy1wcnUi9WIqAM7uznapp6CUcHWmYoj1bVvczE54e5gt7Y+2r8aUhTuoHOpL5TK+zF9/iCMxl/hgUCs7VFxwKnWqxIZPN+Ab4YtfpB/7l+4nKz2LiBY396XvTnIj20N+FwCV9i1BqH/JAqmxIGi/uLrMtEySzyVbniefTybheAIuJVwo4V/CjpXZ1vVed3pyOpcvXCY1IedvR+LZRABcvVxx83azS81iP3dMaggPD2fp0qW0aNGCjh07smrVqjx9qlSpAuTcoqhbt264u7tTo0YNnn/+eb788ktatGjByJEjiYyM5MiRIxw4cIAJEybccA19+/blk08+oVWrVvzf//0fFStWtFz0k5GRwfjx42/b67WnQ8sPAbD8zeVW7Y0GNiKyRaQ9Sio0+kVVIyPzCm99t4lLKRlUCvVh+nPtCStVtC94KNu4LOlJ6ez6YRdpl9LwCfOh1YutcPPSHw0pvvtF/NF4Vry5wvJ8++ztQM7tfRoPamyvsmzueq/79LbTbJy20TJ93dR1AFS/rzo17r/509/kznbHBE2A6tWr8/PPPxMVFUWXLl3yjCrWqVOH6OhoPvvsMyZOnEiZMmU4duwYfn5+rF27luHDh/PSSy9x+fJlwsPDeeqpp25q/WazmRUrVlju63n27Fn8/f2pU6fOTS+rMHvwqwftXUKhkd95dgM71WRgp5p2qMa+KrarWKQPld+I6513uffT/gVTiJ1pv8gRWCWwWH5eXu91R7aILPaDEvI3k2HkXjMohVH0pmh7l1AovJ5qvn6nYmCMW7q9SygUtD3IP2m/kH+Kbhhtt3Vnr7LdkU2HlsNttmxbKtS3NxIRERGRO5eCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEk70LELkRq+LvtXcJhUPIXHtXUChoe8ixStsDANENg+1dQqEQvemMvUsQyUMjmiIiIiJiEwqaIiIiImITCpoiIiIiYhMKmiIiIiJiEwqaIiIiIkXUW2+9hclk4rnnnrO0paWl8fTTT+Pn54eHhwfdu3fn3LlzNlm/gqaIiIhIEbR582Y++eQTatasadX+/PPP89NPPzF37lxWrVrFmTNnuP/++21Sg4KmiIiISBGTnJxMnz59mDZtGj4+Ppb2S5cuMX36dN577z3atGlDvXr1+Pzzz1m3bh0bNmy47XUoaIqIiIgUcunp6SQmJlo90tPTr9r/6aefpnPnzkRFRVm1b926lczMTKv2ypUrExYWxvr162973QqaIiIiIoXc+PHj8fLysnqMHz8+375z5sxh27Zt+U6PiYnBxcUFb29vq/bAwEBiYmJue936ZSARERGRQm748OEMGzbMqs1sNufpd/LkSZ599lmWLVuGq6trQZV3VQqaIiIiIoWc2WzON1j+29atW4mNjaVu3bqWtitXrrB69WqmTJnC0qVLycjI4OLFi1ajmufOnSMoKOi2162gKSIiIlJEtG3bll27dlm1DRgwgMqVK/Pyyy9TpkwZnJ2dWb58Od27dwdg//79nDhxgiZNmtz2ehQ0RURERIqIkiVLUr16dau2EiVK4OfnZ2l/7LHHGDZsGL6+vnh6ejJ06FCaNGlC48aNb3s9CpoiIiIixcj777+Pg4MD3bt3Jz09nQ4dOvC///3PJutS0BQREREpwn7//Xer566urkydOpWpU6fafN26vZGIiIiI2IRGNEVERERug1Xx99ps2a1ttmTb0oimiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2ISCpoiIiIjYhIKmiIiIiNiEgqaIiIiI2MQdEzSjo6MxmUyWh6urK1WqVGHixIlkZ2fbra758+fb7PdBRURERO5kd9QvA7m5ubFixQoAUlNTWblyJa+88grZ2dm88sordqlp/vz5bNmyhaeeesou67elA8sOsG/xPlIvpeJTxod6fevhV87P3mXZzJKVP7B99wZiYk/j4uxCZNnK3NfpEYICQqz6HTm+nwVLZ3H05EEcHBwILR3BM4+NxMXZbKfKb7/YfbHs/XkvCccSSL2Yyl3P3kVo/dB8+27+fDOHVhyiTp86VO5YuYArtZ0b2R7+2Pgrm3b8wckzR0hLT+W9UV/h7lbCjlXbXnZ2Nn/N+4tja4+RdikNNx83Iu6KoFrXaphMJnuXZ1PnziXx9tt/8McfR0lNzaJsWW/efLMDNWoEAfDKK0v48cfdVvM0bx7O9Ond7VGuzdzI58Ol05f489s/id0XS/aVbLxCvGj+THNK+Bft/UPyuqOCpoODA40bN7Y8b926Nbt27WLevHl2C5pF1fENx9k+ezsNBjTAr5wf+5fsZ+XElXSZ2AVXL1d7l2cTB47upmXjToSXKU/2lSvMXzqLSdNHM2rYJMwuOa/5yPH9TJrxBh1b30+vro/j4ODIqbPHMJnumIMDNyQrPQufMB8iW0ay5sM1V+13cstJ4g7F4ebjVoDVFYwb2R4yMtOpVqkO1SrVYf6Sr+1cccHYu2gvB5cfpPGgxniFeBF/NJ6N0zbi7OZMpQ6V7F2ezVy6lMaDD86hUaMyTJt2Pz4+7hw/noDXvz4P77ornPHjO1qeu7g4FnSpNne9z4ekc0n8NvY3IltEUv3+6ji7OXPp9CUcnYveeyHXd8f/dSxZsiSZmZmW5+np6bz66quULVsWs9lMlSpVmD17ttU869ev59577yU4OJgSJUpQu3ZtvvrqK6s+M2fOxGQyERcXZ9Veu3Zt+vfvD0D//v354osv2L17t+WQfv/+/fnpp58wmUwcPHjQat6EhATc3NzuiEPt+3/ZT7lW5YhsEYlXiBcNBjTAyezEkdVH7F2azTzz6Os0rd+G4MAwQoMj6NdjKPEX4zhx6rClz9xFM2jT7G46trqf4MAwggJCqF+zGc5Oznas/PYLrhVMzR41KVO/zFX7XI6/zNYvt9L0yaY4ON7xHyV53Mj20Lb5PXRsdT8RZSrasdKCFXcwjtC6oYTUDsEjwIOwhmEEVQ/iwpEL9i7NpqZN20RQUEnGj+9IzZqlKVPGi+bNwwkL87bq5+LiSEBACcvj30G0KLje58POuTsJrhVMnQfr4BvuS8nAkoTWDS2ygxRybXfUiCZAVlYW8Peh8x9++IFXX33VMr1nz56sWbOGUaNGUaVKFRYvXszDDz+Mj48PnTp1AuD48eM0a9aMwYMH4+rqytq1a3nsscfIzs6mX79+N1zLyJEjOX/+PPv27WPWrFkABAQEEB4eTkhICDNmzGD8+PGW/rmB96GHHvrP74MtXcm6QvyxeKreU9XSZnIwEVgtkLhDcdeYs2hJTbsMgLu7BwCJyRc5evIgDWu3YOL/hnM+PoaggBC6duhD+fAq9iy1wBnZBus/Xk+VzlXwCvWydzkF4t/bQ3HlX8GfwysPk3g2Ec/SniQcT+D8gfPUfaiuvUuzqRUrDtO8eTjPPPMTmzefJDDQg4ceqk3PnjWt+m3adIomTf6Hp6crjRuH8dxzzfApgiP+V2NkG5z58wxVOldh5cSVJBxLwCPAg6r3VL3q6TdStN1RQTMlJQVnZ+uRo169elkOm69cuZKFCxeydOlS2rdvD0C7du04e/Yso0aNsgTN3r17W+Y3DIMWLVpw6tQpPvnkk5sKmuXKlSMgIIDjx49bHdIHGDBgADNmzGDs2LE4OuYcLpgxYwb3338/3t7eN/3aC1J6UjpGtpHn26erpytJZ5LsVFXBys7OZu6iGZQrW5mQoLIAxMWfA2DR8m/pfnc/QktHsGHb73wwbRQjn/+AQP9ge5ZcoPYs2oODowMV2xePkbz8tofiqmqXqmSmZvLzyz9jcjBhZBvUfKAm4c3C7V2aTZ08eYlvvvmTAQPqMXhwQ3btOsfYsStxdnbkvvuqATmHzdu1K09oqBcnT17kvffWMHDgPL799kEci+Cof37SEtPISstiz097qPlATWr3qs3ZnWf5Y9IftB3ellJVStm7RClgd1TQdHNzY/Xq1UDOIfKtW7fy+uuvM3DgQGbMmMGvv/6Kr68vbdq0sYx8Qk7YHDx4MFeuXMHR0ZGEhARGjRrFggULOH36NFeuXAHAz+/2Xejy2GOPMW7cOJYsWULnzp3ZuXMn27Zt4+23377qPOnp6aSnp1u1ZWVk4eRyR/0zFQlzFkzjdMwJXnxynKXNMAwA7mrYnqb12wIQFhLJ/sO7WLdlBfd1fNgutRa0+KPxHPj1AB3e6FDkL/7Ild/2UFyd2HiC4+uO0/TJpniFepFwPIFts7bh5uNG5F2R9i7PZgzDoHr1QIYNuwuAqlUDOXgwjjlz/rQEzc6d/74YrlKlACpVCiAqajqbNp2kSZPi8QUl93MytF4olTvlvB8+ZX2IOxjHwRUHFTSLoTsqwTg4OFC/fn3L82bNmpGVlcULL7zAsGHDiIuLIz4+Ps+oZ66zZ88SGhpK//79WbduHa+//jrVqlXD09OTjz76iG+//fa21RoeHk67du2YPn06nTt3ZsaMGURERNC6deurzjN+/HhGjx5t1dby8Za0GtjqttV1I8wlzZgcTKRdSrNqT0tMw9W76J9j882Caezat4UXBo3Fx8vf0u5V0geA0oHW5yUFlQoh/uL5Aq3RnmL3x5KWmMbC5xZa2oxsgx2zd3Bg6QHuff9eO1Z3+11teyiudszZQZUuVSj7/4OTdxlvUuJS2PPTniIdNAMCSlDuX3fdiIz0ZenSg1eZA8qU8cbHx43jxy8Wm6BpLmnG5GjCM9jTqt0z2JPzB4rP56T87Y4KmvmpUiXn3Ljdu3fj6+tLQEAAixcvzrdvqVKlSEtLY9GiRbz33nsMHTrUMu3f9+J0df3/V5VmZFi1JyQk3HBtAwcO5KGHHuL06dPMmjWLZ5555pojQMOHD2fYsGFWbRN3Trzh9d0ujk6O+Ib7ErMnxnJOjZFtcG73OSq2K7qHSg3DYM7Cz9ixeyPDnhiDv2+g1XQ/n1J4efpy7vxpq/bY82epVqlOQZZqVxHNIgiqFmTV9vvbvxPeLJzIFkUnaFxveyiusjKy8nyOmRxMYNipoAJSt24IR49af/4fO5ZASEjJq84TE5PExYupBAQUn1v6ODo54hfhR1KM9WlWSTFJurVRMXXHB82//voLAH9/f6Kiopg4cSIuLi7UrFkz3/6XLl0iOzsbFxcXS1tSUhILFy606hcamhOw9u7dS3BwsOX/T548adXPxcWFtDTrkb9cXbt2xcfHh4ceeoj4+HjL1epXYzabMZut78Vor8PmlTpVYsOnG/CN8MUv0o/9S/eTlZ5FRIsIu9RTEL5Z8Cmbd/zBk32H42p241JSzh8VN1d3XJzNmEwm2rfoyk/LviWkdDhlSkewYdtKYs6f5omHX7Rz9bdXZlomyeeSLc+TzyeTcDwBlxIulPAvgbmk9Xbq4OiAq5crnqU9/72oO9b1tgeAS0kJJCZd5PyFswCcjjmOq9kNX29/SrhfPYDcyUJqh7B74W7c/d3xCsk5dL5/yf4i9SUjP/361ePBB7/h44830qlTRXbujOG773YyZkzO9QApKRlMmbKeDh0q4O9fgpMnL/L226spW9aHu+4Kt2/xt9n1Ph8qd67MuinrCKgUQGDVQM7uPMvp7adp+2pbO1Yt9nJHBc3s7Gw2bNgA5Iw0bt26lbFjx1K1alVatGiBs7Mz99xzDx07duSll16iZs2apKSksHv3bg4dOsRnn32Gl5cXDRo04K233iIgIAAnJyfeeustvLy8iI2NtayrUaNGlClThueff57x48eTmJjIW2+9lec8zipVqjBjxgy++eYbKlSogL+/P+Hh4QA4OzvTr18/3n77bTp06ECZMle/VUxhU7ZxWdKT0tn1wy7SLqXhE+ZDqxdb4eZVdK+eXL1hKQDvfTrSqr3vA0NoWr8NkHM7m8ysTL5f9Dkpl5MJLR3Os4+PIsAvKM/y7mTxR+NZ8eYKy/Pts7cDENE8gsaDGl9ttiLlRraH1RuW8vPy7yzT3v1kRJ4+RU29vvXY+cNOtszcQnpiOm4+bpRvXZ5q//88xaKqZs0gpky5l/feW8PUqesJDfXi1Vdbc++9OUfVHB1NHDhwnvnzd5OUlE6pUh40a1aWZ59thksRO8/+ep8PZeqXof6A+uz5aQ/bvtpGydIlaf5McwIqBdirZLEjk5F75m4hFx0dbXX+opOTE2XKlKFTp06MGjWKUqVyTjDOyMjgrbfe4uuvv+b48eN4eXlRvXp1BgwYwCOPPALAoUOHGDRoEBs2bMDPz49nnnmG5ORk3nnnHZKT//6WtnXrVp588kn++usvypcvz/vvv88LL7xA7dq1mTlzJgCJiYkMGjSIZcuWceHCBfr162eZBjn37GzatCnffvstPXv2vPnXvSn65t+sIqjl6R72LqFQWBUy194lFAraHnJoe8gR3bD43PHhWqI3nbF3CYVCdMNou6175b9+Gep2an2Hfpm7Y4Lmner111/nf//7H6dPn85zWPxGKGjmULDIoWCRQ9tDDm0PORQ0cyho5lDQLFyK1nh+IbJ//37279/P5MmTefrpp28pZIqIiIjcyRQ0bST30HzHjh0ZPny4vcsRERERKXAKmjby+++/27sEEREREbsqHr+JJSIiIiIFTkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbEJBU0RERERsQkFTRERERGxCQVNEREREbMLJ3gWI3IhVIXPtXYKIFFLZqy7Yu4RCoWV8D3uXIIXE+PHjmTdvHvv27cPNzY2mTZsyYcIEKlWqZOmTlpbGCy+8wJw5c0hPT6dDhw7873//IzAw8LbWohFNERERkSJk1apVPP3002zYsIFly5aRmZlJ+/btSUlJsfR5/vnn+emnn5g7dy6rVq3izJkz3H///be9Fo1oioiIiBQhS5YssXo+c+ZMSpUqxdatW2nRogWXLl1i+vTpzJ49mzZt2gDw+eefU6VKFTZs2EDjxo1vWy0a0RQREREpwi5dugSAr68vAFu3biUzM5OoqChLn8qVKxMWFsb69etv67o1oikiIiJSyKWnp5Oenm7VZjabMZvN15wvOzub5557jmbNmlG9enUAYmJicHFxwdvb26pvYGAgMTExt7VujWiKiIiIFHLjx4/Hy8vL6jF+/Pjrzvf000/z119/MWfOnAKoMi+NaIqIiIgUcsOHD2fYsGFWbdcbzRwyZAiLFi1i9erVhIaGWtqDgoLIyMjg4sWLVqOa586dIygo6LbWrRFNERERkULObDbj6elp9bha0DQMgyFDhvDjjz+yYsUKIiIirKbXq1cPZ2dnli9fbmnbv38/J06coEmTJre1bo1oioiIiNwGtrznc2uq3XDfp59+mtmzZ7NgwQJKlixpOe/Sy8sLNzc3vLy8eOyxxxg2bBi+vr54enoydOhQmjRpcluvOAcFTREREZEi5aOPPgKgVatWVu2ff/45/fv3B+D999/HwcGB7t27W92w/XZT0BQREREpQgzDuG4fV1dXpk6dytSpU21ai87RFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm1DQFBERERGbUNAUEREREZtQ0BQRERERm7jloLlw4ULat2+Pr68vLi4uREREMGjQIA4cOHA76ysQO3bsIDo6msuXL9u7FBEREZEiw+lWZnrllVeYMGECDzzwANOmTSMgIIDDhw8zY8YMevXqxfbt2293nTa1Y8cORo8ezZAhQ3B3d7d3OXYRuy+WvT/vJeFYAqkXU7nr2bsIrR9qmb5r3i6ObzjO5QuXcXBywDfCl5oP1MS/vL8dq779rvc+AFw6fYk/v/2T2H2xZF/JxivEi+bPNKeEfwk7VW17C59fSEpcSp72Cm0rUL9/fTtUZHtLVv7A9t0biIk9jYuzC5FlK3Nfp0cICgix6nfk+H4WLJ3F0ZMHcXBwILR0BM88NhIXZ7OdKr/9tF/kNe2Xnbz34zYeaVuFV3s1AuD8pcu8/f0W1u89Q0paFuGBngy+uybt64Xbt9jb6Eb3CwDDMJjy+Vh2H9jO4Edepna1RnaoWOztpoPm4sWLmTBhAiNHjmTMmDGW9hYtWjBgwAAWLVp0Wwu8E6Wnp+Ps7IyDw51zZkJWehY+YT5EtoxkzYdr8kwvGVSS+n3r41HKgysZV9i3ZB+/T/ydLu90wdXT1Q4V28b13oekc0n8NvY3IltEUv3+6ji7OXPp9CUcnR3tUG3BaT+6PUa2YXl+6dQlVk5YSZlGZexYlW0dOLqblo07EV6mPNlXrjB/6SwmTR/NqGGTMLvkbPNHju9n0ow36Nj6fnp1fRwHB0dOnT2GyXTn7Ps3QvuFtV3H4vh29QEqhfpYtb8yYw1JqRlMfbotPh6uLNp0hOc/XcXc10pSNczPTtXeXjeyX+RavmYRmEx2qlQKi5v+NHz33XcJDAxk5MiR+U7v0qULAGlpaQwbNozg4GBcXV2pXbs2P/74o1Xf/v37U716dX777Tdq1qyJm5sbLVu25NixY8THx9OzZ088PT0pV64c3377rdW8rVq1okuXLnz55ZeUK1cONzc3WrVqxf79+y19jh07hslk4vvvv7ea97nnniM8PByAmTNnMmDAAAACAgIwmUyWaQCnTp3i4Ycfxt/fHzc3N1q0aMHWrVutlhceHs6QIUOYOHEiZcuWxc3Njfj4eE6dOkXPnj0JDAzE1dWViIgInn/++Rt/swtQcK1gavaoSZn6+QeH8KbhBFUPwqOUB16hXtTtU5fM1EwunrxYsIXa2PXeh51zdxJcK5g6D9bBN9yXkoElCa0biqtX0Qnb+XH1dMXN283yOL3jNB6lPChVuZS9S7OZZx59nab12xAcGEZocAT9egwl/mIcJ04dtvSZu2gGbZrdTcdW9xMcGEZQQAj1azbD2cnZjpXfftov/paSlsmLn61mzCNN8XR3sZq240gsfVpXoWZEAGUCSvJk51qUdHdh9/ELdqr29ruR/QLg5Jmj/PbHAvo+8LSdKpXC4qZGNLOysli7di3du3fH2fnaH6R9+vRhyZIljBs3jsqVK/Pll1/SvXt35s+fz7333mvpFxMTwwsvvMBrr72Gs7MzzzzzDH369MHd3Z0WLVowcOBApk2bxsMPP0zjxo0pW7asZd5t27Zx+PBh3nrrLQBGjBhBhw4d2L9/P2bzjR226ty5MyNGjGDs2LEsWbIELy8vy7wJCQk0b94cDw8PJk+ejJeXF5MnT6ZNmzYcPHiQUqX+/iP7ww8/UKFCBT788EMcHR0pUaIEPXv25MyZM0yaNInAwEBOnDjBli1bbvj9LqyuZF3h0IpDOLs74xPmc/0Ziggj2+DMn2eo0rkKKyeuJOFYAh4BHlS9p2qew4hF2ZWsKxxbe4zKnSpjKkajFalpOedwu7t7AJCYfJGjJw/SsHYLJv5vOOfjYwgKCKFrhz6UD69iz1ILVHHbL974ZgMta4TStGowHy/+02pa7chS/LLlKC1rhuLp5sIvW46SkXmFhpWC7FSt7f17vwDIyEhn+pz36d31CbxKFp+/EZK/mwqaFy5cID09nbCwsGv227lzJ/PmzePjjz9m0KBBAHTs2JFjx44xevRoq6AZHx/PqlWrqFatGgBnzpxh6NChvPzyy5ZR0wYNGjBv3jzmz5/Ps88+a5n33LlzrFq1igoVKgBQp04dKlWqxMyZMy3rvZ6AgADKlSsHQL169fD3//ucww8++ICLFy+yadMmS6hs27YtFStW5J133mHixImWvpmZmfzyyy+UKPH3+UibNm1i/Pjx9OrVy9LWt2/fG6qrMDq9/TTrpq4jKyMLN283Wr/cGnPJonMe2vWkJaaRlZbFnp/2UPOBmtTuVZuzO8/yx6Q/aDu8LaWqFN3RvX86vfU0mZczibgrwt6lFJjs7GzmLppBubKVCQnK+bIbF38OgEXLv6X73f0ILR3Bhm2/88G0UYx8/gMC/YPtWXKBKU77xc+bjrDn+AXmvtYl3+nvD2rJsE9X0eT5b3ByMOHq4sTkJ1tTtpRnAVdaMPLbLyBnpL9cWCVqV2tox+qksLilE4muN4rxxx9/ANCjRw+r9twLhVJS/r6oIDg42BIyASpWrAhAVFSUpc3b25tSpUpx8uRJq+VVr17dEjIBypcvT61atdi4ceNNvqL8/frrr7Ru3RpfX1+ysrLIysrC0dGRli1bsnnzZqu+rVq1sgqZAHXr1uWdd97ho48+4tChQ9ddX3p6OomJiVaPrIys2/JabofAKoF0HNeRdq+3o3SN0qydvJa0S2n2LqvAGEbOOYqh9UKp3KkyPmV9qHpPVUJqh3BwxUE7V1dwDq86TOmapXH3KT4Xzs1ZMI3TMSd4/KFhlrbc7eGuhu1pWr8tYSGR9LznUQIDQli3ZYW9Si1wxWW/OBufwvhvN/H24y0wO+c/RjNpwXaSLmcw4/n2zH3tHvq3q8bzn/7OgVMJBVxtwchvv/hzzyb2Hf6LHvc8asfKpDC5qaDp5+eHq6srJ06cuGa/hIQEnJ2d8fX1tWoPDAzEMAwuXrxoafP29rbq4+LictX2tDTrUPPPQ9f/XMfZs2ev80puTFxcHPPnz8fZ2dnq8dVXX+UJvYGBgXnm//bbb2nbti2vvfYaFSpUoHLlysybN++q6xs/fjxeXl5WjzVf5D3x3l6cXJ0oGVgS//L+NBrYCJOjicOrDl9/xiLCXNKMydGEZ7D16IRnsCeXLxSPW2OlxKVw7q9zlGtVzt6lFJhvFkxj174tDHtiDD5efx/xyD0kWDrQ+rzFoFIhxF88X6A12lNx2S92H4/jQlIa3cf+RPXBX1B98BdsPnCOr1fspfrgLzgRm8islfsY278ZTaoEU7mML0/fU5tqZf2Z/ftee5d/211tv9h/eBdx8TEMG/0IT736AE+9+gAAn3z9Nu9+kv+1HVK03dShcycnJ5o1a8by5cvJysrCySn/2X19fcnMzCQhIQEfn7/Pzzh37hwmkylPiLxVsbGxedrOnTtH7dq1AXB1zTkRPSMjw6pPQsKNfbv09fWlY8eOvPHGG3mm/fsc0PxGeUuXLs2MGTP47LPP2Lp1K2PHjqVXr17s37+fyMjIPP2HDx/OsGHDrNom7pyYp1+hYUB2Vra9qygwjk6O+EX4kRSTZNWeFJNUZG/h8m9HVh/B7GkmuHbRPyxsGAZzFn7Gjt0bGfbEGPx9rb9M+vmUwsvTl3PnT1u1x54/S7VKdQqyVLsqLvtFkyrBLBjV1arttZlriAjy4vGONUjLuAKAw7/+Fjg6mPjHDRvueNfbLzq0up9mDaKs2t744Hl6dBlAzSpF81Zocm03feh82LBhxMTEMG7cuHynL168mObNmwMwd+5cq2lz586lTp06eQ4x36q//vrL6pD0oUOH+PPPP2nUKOdeXaVKlcLZ2Zm9e//+NpmRkcGqVauslpM7ivrvEdOoqCj27NlDlSpVqF+/vtWjRo0aN1yng4MDDRo0YOzYsWRlZV31MLrZbMbT09Pq4eRyS7c6vWmZaZkkHE8g4XhOCE8+n0zC8QRS4lLISsviz+/+JO5QHClxKcQfjWfDtA1cTrhMWMNrn697p7nW+wBQuXNlTmw4waGVh0g6l8SBZQc4vf00FdpWuNZiiwQj2+DI6iNE3BWBg2PRun1Pfr5Z8Cmbtq/isd7P42p241JSApeSEsjITAdyvly2b9GVFWsXs3XXOmLjzrLw19nEnD+d5w/tnU77BZRwdaZiiI/Vw83shLeHmYohPkQEeRFWqiSjvl7PzqPnORGbyOe//sW6vWdoW7vofE5eb7/wKulDSFBZqweAr7d/nlAqxcNNp5i7776bl156iejoaPbs2UPv3r3x9/fn6NGjzJgxg0uXLrF9+3buv/9+hg0bRmpqKpUqVeLrr79m3bp1LFiw4LYVHxgYyD333GO5n+fIkSMJCQmhf//+QE7Au//++5kyZQrly5fH39+fKVOmYBiG1QhklSo5V4hOnTqVbt264e7uTo0aNRg2bBizZs2iZcuWPPvss4SFhXH+/Hk2btxIcHDwNW9VdOnSJTp06MAjjzxCpUqVyMjIYPLkyXh7e1O3bt3b9h7cLvFH41nx5t/nlW2fnXPT/YjmETQY0IDEs4kcnXSU9KR0zB5mfCN9iRoRhVeol71KtolrvQ+NBzWmTP0y1B9Qnz0/7WHbV9soWbokzZ9pTkClAHuVXGBidsdw+cJlIlvkHY0vilZvWArAe59aH+7r+8AQmtZvA0Db5veQmZXJ94s+J+VyMqGlw3n28VEE+BWtq4y1X1yfs5MDnwxtx3vztvLUlOVcTs8irFRJxve/i5Y1is7V9zeyX4j8k8nIPZP7Ji1YsIApU6awZcsWUlJSCAkJoUOHDvzf//0f5cuXJzU1lVdffZU5c/5fe/cdFsW5tgH8GToWEBDpTREEFaWJKEYR7H4aGyiKNaBRY9ecmFhQo8ZEBFFiRWM0luSI0dhO7L0Ru6AmapQm2Oh1ub8/uHayK+gpcVl3eH7XlevI7CznnWF35p637qAXL15Qs2bNaN68edS/f3/xd4wcOZKuXLlCt27dEredOHGCAgMD6fLly+Tj81c1u6OjI/Xu3ZtWrVpFRJWDb+rVq0cDBgygBQsWUEZGBvn5+dGaNWvE4EhElJ2dTZGRkXTs2DGqX78+zZw5kx4+fEh79uyhR48eiftFRUXRhg0bKD09nezs7MTXMjMz6YsvvqADBw7Q8+fPqVGjRtS2bVuaOnUqtWvXrtqyEVUO7Jk4cSKdPn2aHj9+TIaGhuTj40OLFi0iX1/f//g8z780/z/el7HaomPaoH+/Uy1w0ubHf79TLTC3qPbMfvE2J1/0+fc71QKB/Zr/+51URJX37PltVPe7Vel/DprqJg+aUl+JiIMmY1Vx0KzEQbMSB81KHDQrcdB8v0i/oxVjjDHGGFMLDpqMMcYYY0wlamZIswqcOHFC3UVgjDHGGGNvwTWajDHGGGNMJThoMsYYY4wxleCgyRhjjDHGVIKDJmOMMcYYUwkOmowxxhhjTCU4aDLGGGOMMZXgoMkYY4wxxlSCgyZjjDHGGFMJDpqMMcYYY0wlOGgyxhhjjDGV4KDJGGOMMcZUgoMmY4wxxhhTCQ6ajDHGGGNMJThoMsYYY4wxleCgyRhjjDHGVIKDJmOMMcYYUwkOmowxxhhjTCU4aDLGGGOMMZXgoMkYY4wxxlSCgyZjjDHGGFMJDpqMMcYYYxK0evVqcnR0JAMDA/Lz86NLly7VeBk4aDLGGGOMSczOnTtp2rRpNG/ePPrtt9+oVatW1K1bN8rKyqrRcnDQZIwxxhiTmOjoaIqIiKBRo0aRu7s7rVmzhurUqUMJCQk1Wg4Omowxxhhj77mSkhLKzc1V+q+kpKTafUtLSykpKYmCg4PFbVpaWhQcHEznz5+vqSJXAmNvUVxcjHnz5qG4uFjdRVErPg+V+DxU4vNQic9DJT4Plfg8qNa8efNAREr/zZs3r9p909LSQEQ4d+6c0vaZM2eiTZs2NVDavwgAULPRlmmS3NxcMjY2ppycHDIyMlJ3cdSGz0MlPg+V+DxU4vNQic9DJT4PqlVSUlKlBlNfX5/09fWr7Juenk42NjZ07tw58vf3F7fPmjWLTp48SRcvXlR5eeV0auz/iTHGGGOM/U/eFCqr07BhQ9LW1qanT58qbX/69ClZWlqqonhvxH00GWOMMcYkRE9Pj7y9veno0aPitoqKCjp69KhSDWdN4BpNxhhjjDGJmTZtGo0YMYJ8fHyoTZs2FBMTQwUFBTRq1KgaLQcHTfZW+vr6NG/evP+4ul6q+DxU4vNQic9DJT4Plfg8VOLz8H4JDQ2l7Oxsmjt3LmVmZlLr1q3p0KFDZGFhUaPl4MFAjDHGGGNMJbiPJmOMMcYYUwkOmowxxhhjTCU4aDLGGGOMMZXgoMkYY4wxxlSCgyZjjDHGGFMJDpqMMcYYY0wlOGiyWqu8vFzdRVC7iooKpZ9r82xnMpmMiKqeE1Y7yT8PtZn8HNTm6wL7+zho1jKKN1H5xaO2XkR0dHQoPz+fVq9ere6iqIVMJiMtrcpLQHJyMhERCYKgziKplba2NhERLV26lE6fPq3m0qhHdeGqtgZvbW1tKiwspP379xNR7TsP5eXlpK2tTQUFBTR37lzat2+fuovENBQHzVpEMVgUFBRQVlYWEf0VLmpj4Ny2bRtNmTKFrl+/ru6i1CiZTCYGq4kTJ9LYsWNp165dai6VeiiGq8jISIqPjydDQ8NaV6Ol+Jm4du0aXb16lcrKysRrRm30ySef0IQJE4iIatV5kMlkpKOjQ3l5eeTv70+nTp2iGzduUHl5ea28T7C/p/Z8c2o5xZvIhAkTqGPHjuTi4kJ9+/alHTt2EAASBKHWXUS8vLzI0tKSzp49S0S1p7lM/lkICQmh/fv309ixY8nHx0fNpVIP+blIS0sjMzMzWrFiBfn4+Ijbawv58YaHh1NQUBAFBASQl5cXJSUlqblk6vPxxx9TQUEBbdq0Sd1FqVHa2tpUXFxMXbt2JQsLC1q7di3NmjWLdHR41Wr23+OgWUvIbyJDhw6l/fv3U79+/WjFihVUXFxMCxYsoOnTpxORtJtOFZu+5IHS19eX+vbtS4sXL6aXL1/WqnARHR1NV65coZ07d9KgQYOocePGVFxcTM+ePVN30WpcVFQU2dnZ0fr168nS0lLdxalRig9XK1eupPPnz1NMTAzFxsZSgwYNqGfPnnTw4EHJNx1X95Dt4OBAzZo1o2PHjr1xHylRPL4jR45QRkYGffnll9SsWTPS1dWlCxcu0OrVq2nlypWUnZ2txpIyTcJBsxY5ffo0nT17luLj42nGjBk0evRoWrBgAaWkpJC2tjaVlpaqu4gqA4C0tLSotLSUSktLlQLlkCFDSF9fnxITE4mo9vTFevLkCdnb21Pr1q1JT0+PkpKSqHfv3tSxY0cKDg6mGzduqLuINaZFixYUHBxM+fn59Pz5cyKqPYPF5N+Fffv2UXp6Ok2ePJnCw8Ppo48+ol27dpGPjw+Fh4fT4cOHJfvdkLfovH585ubmNGHCBNq+fTudPXtW0g/iMpmMBEGgvLw8Iqr8/BcWFlJxcTElJyfTvHnz6IMPPqDo6GiaMmUKjR49Ws0lZhoDTLLKy8sBABUVFQCAnTt3wsTEBE+fPgUA3LlzBw0bNkRoaCgKCgoAADdu3FBPYWtASUkJevXqhRYtWuDgwYN48OCB+FpwcDACAgLUWLqaI5PJUFFRgbFjx8LZ2RnLli3D5MmToa+vj86dO2P27NlwdHREr1691F1UlZDJZNVu37t3Lzw9PdGgQQPcuXMHwF/fIalbtWoVTE1NYWtri0OHDgH469izsrLQs2dPmJmZ4dChQ288f5pKfpwlJSXw9vbGzJkzcfDgQfH1vLw8tG/fHpGRkSguLhavp1IiP6a8vDwYGxsjOjoaT548gb29PaysrODo6Ahzc3MkJCQgIyMDBw4cgCAIOHfunJpLzjQBB02JUrwYrlq1Cvfu3cORI0egr6+PR48eITU1FSYmJggNDUVeXh4A4LvvvsPMmTPx/PlzdRVbpYqLixEbG4t+/frB1NQUHh4e+Oqrr/DixQucP38e9vb22LJli7qL+c69KSzl5uaiTZs2sLe3h5+fH2JjY8XXPv/8c/j6+qKwsLCmilkjFM/Fw4cPcf/+faUHjoMHD8LT0xM2Nja1KmympqZi0KBBEAQB4eHh4nZ5qMzKykKfPn0gCAJ+/fVXdRXzncnJyUFOTo74c2FhIY4cOYL58+fDzc0NFhYW6NOnD/bv34+SkhLExMTA0tISz549AwBJhU3551smk2HFihXo0qULrl69CgB4/PgxlixZgi1btuDWrVvie3bv3g03NzekpKSoo8hMw3DQlCDFGoewsDA0btwYSUlJuHbtGpo0aYLQ0FCYmppi8ODByM/PB1B5IwkNDUV4eLgYPDXd2wLCvn37MHv2bNSrVw9t27ZFly5d0KpVK0yePBnAm2u9NI3iOdi4cSM+++wzLF++HEeOHAFQWYuTmZmJtLQ0cb/nz5+jb9++CA0NRUlJSY2XWVUU/6YRERFo2bIlDAwMYG9vjzlz5ojn6uDBg/Dy8oK1tbV4I5VS2HzTsWRkZCAkJAR2dnaYP3++uF1+3jIzMxESEoK7d+/WSDlVpbi4GBs2bED//v3FsNm8eXNERUUBAB48eID9+/fD29sbrq6u8PHxwbp166Crq4uZM2eqs+gqU1BQgCVLlqBnz55YuHAhZDJZtdfAkpIS3Lx5Ex06dECPHj0kc51kqsVBU8JycnIQGRmJn3/+Wdz21VdfQRAEuLq64rfffgMA3Lt3D2PGjIGlpaXGP6EWFxcDgBiQ8vPzER0djdmzZ2PLli1ITk5W2v/evXtYvHgxOnToAEEQoKOjg6SkpBovtyoo1roMGDAAtra28PDwQKtWraCnp4eoqCi8evVK6T3Xrl3DqFGj0LBhQ9y+fbumi1wjwsPDYWtri7i4OKxduxbjxo2Dnp4ewsLCxC4k+/btg5+fH/T19TU+WClSDJnnzp1DYmIi7t69i4yMDACVNZv9+/dH06ZNqw2bUgkWW7ZsgYuLC/z9/WFvb4/OnTvjzz//VNqntLQUhw4dwvDhw2Fubg5DQ0O0bt0a2dnZAKRVq7lx40YIggAjIyOsX78eQOXxKR5jdnY2ZsyYgYCAAHh7e6O0tBSAdD4TTHU4aErUtGnTUL9+fTg4OFTpd7lkyRKYm5vDw8MD/v7+8PHxgZ2dndhcoqlu3ryJgQMHisebk5MDFxcXWFhYwN7eHlpaWmjXrh3WrFmj9D75xXTjxo1iraa8H6MULFmyBA4ODjhx4oRYgz19+nQIgoD9+/eLN4oFCxbAxcUF7u7uuH79ujqLrDJXrlxBkyZNsGPHDvG4CwoKsH37dhgaGmLq1KnivomJiQgMDMS9e/fUVdx3SjEQhIaGws7ODvr6+rCyskKnTp1w8eJFAEBaWhoGDhwIZ2dnLFy4UF3FVbmYmBhoaWnBxMQEFy5cAPDmQH3mzBnExMTAwMAAq1atqvGy1oS4uDgIgoCWLVvi2rVrVV6/d+8eOnfujIiICJSVlQGA+L+MvQ0HTYlQvDCWlpZi5cqV8PLygpGRkRggi4qKxH0OHDiA2NhYjBkzBhs2bFDqp6apYmNj0bBhQ/Tr1w937tzBhg0b0LVrVyQnJ6OsrAxJSUno0qUL3N3dxad2QPncTZkyBXZ2dmLNlhQMGDAA4eHhYi3v/fv3YW5ujiFDhij1wUxPT0dsbCwePXqkrqKq3NmzZ6Gjo6M02AOorAGPioqCoaGhGLgAiMFcSiZPngxHR0fs3bsXT548waFDh+Dn5wctLS3xOpCRkSF2sfnqq6/UXOJ3R/G7/umnn8LT0xMuLi4ICAgQP/eK+yj+u7y8HKNGjUKnTp3w6tUrjX0QfVs3kOXLl8PExATDhw8X+ygDf50HxeOWUncSplocNCVGfrEsKChAQkICrK2t0aJFCzFkypuWpSomJgZNmzZF//790atXL/zjH/9Qev3+/fsIDg5Gu3bt8Pvvv4vb5RfSY8eOwcbGRuxWoMkqKipQWlqKgIAAREREAKicacDExAQhISFiiJo3bx5Onz6tzqKqRHU3wjNnzsDQ0BDx8fEAlIPE+fPnoauri3379tVYGWvaixcv4OXlhWXLlonXhD/++APGxsYYMmQICgoKxHPy5MkTjBgxAvfv31dnkd+5oqIi/PHHHygtLUVubi7i4+PRvHlztG/fXgza8nPweo3dV199BQcHB7x8+bKmi/1OyI8nPz8fS5cuxccff4wVK1aIfbYBYPHixWjYsCGGDx+u1NVIMVhrashm6sFBU0Lmzp2Lli1bin0Mi4qKkJCQABsbG/j5+Yk3FnnfGilRDAzffPMN3NzcYGJiIo6kLisrE4NHUlISBEHADz/8oPQ7KioqEBISAgsLC2RlZdVc4d+RN138R48ejcaNG+PGjRswMzPDwIEDkZubCwBISUlB9+7dER8fL6m+Voohc+vWrfjnP/8p/iz/G7/epeTChQuws7OTxKjqN3n48CHq1auHxMREAMDt27dhamqKkJAQsRb/u+++w5MnTwBIr9aqvLwcvXr1gp+fH86ePStuX716Ndzd3dG+fXukpqYCqKzh/+KLL8Q+uqWlpRg3bhyaNm0qjj7XJIpTGLm6usLV1RX+/v6wsrKCr68vZs2aJe67bNkymJubY9SoUZKe8o7VDA6aErJy5Uq0atUKQUFBYtgsLCxEQkIC7OzslMKm1G4ggPIxxcbGokGDBrC1tRX7G8qf5gsLC2FjY4N58+ZVef+MGTNw6dKlGivzuyCTyZRqXgoLC5VmDrh9+zZsbW0hCAIGDx4sbs/OzsaoUaPQsmXLKgMhNNnrfRHd3d0xbdo0ccDL9evX4evrCxsbG+zevRuPHj3C3bt3ER4eDkdHR6Snp6ur6O9UdQ8e5eXlaNKkCaZNm4a0tDSYmppi0KBB4oPHqVOn0K9fP7GGW4o1V+vXr4eLiwt69eqFU6dOidvlNZstW7bEhg0b0LZtW3h6eorXlYcPH6Jjx44a3Ze9vLwcgwcPRseOHcW+x+Xl5ejUqRN0dXWVWjbkA0cXLVqkruIyieCgqaHeFBQTEhLg4eGBwMDAKmHTyckJLi4ukmo+f1tgjouLg4ODA7p16yZ2bq+oqMCNGzfQsGFDxMXF1VQxVaKoqEhpWiIAmDBhAtq2bQtnZ2ds2LABr169Qnl5OdavXw9nZ2e4u7vj8OHDiI2NRUhICIyNjSU78Gf8+PFwdHTEsWPHxCAFVH4GLl++jJ49e0IQBJiYmKBp06awsrKqdhCEpqmoqKjyvZAHxuLiYsydOxe2trbQ19fHkCFDxNeeP3+OESNGoEOHDuKiDppO8Two/nvbtm1o3LhxlbCZkJCAtm3bwtraGt27dxdbf+Tv1fS+2yUlJfD09MTChQvFY9uzZw+0tLSwfPlyAMrHuHXrVklWSrCaxUFTw8lrXxRrHuSjpwMDA5UGAsXHx6NFixZ4+PChGkr67inWUCYmJmLVqlU4deqUUm3e8uXL4eDgAGtra3zzzTeYNm0aOnToAA8PD40eMVlWVoYBAwagWbNmYr/ckSNHwsHBAREREfjwww8hCAImTZqE7OxslJaW4ujRo+jUqROcnJzg6uqKAQMGKE3CLCWpqalwdXVFdHS0Ug3n6zV0O3bsQGxsLDZt2qTxtbplZWVVusUsWrQIY8eOxdSpU8WHkrt376JHjx4wNzfHrFmzUFpail9//RUjRoxAgwYNJPeZKCgoEP+2it95edjs0aOHUjP606dPkZKSUm0/TU2r4X19HtzHjx/D0NAQCQkJACqDpCAIWLx4MYC/+m6eP39e6X2afK1k6sdBU8Mo3jRnz54Nc3Nzcb5DxYvg2rVr0bBhQwQGBoo1VkVFRVXmTdRU8qfs3Nxc+Pv7w9nZGW5ubhAEAdOmTVOqmVq5ciVMTU3RqFEj9OrVCxs3bhQvnJr8tL58+XJ4eHggICAAycnJGD9+PI4ePSp+DlavXg1BEDBu3Dix2RioHPyRl5en8bUzb3P16lUIgoCTJ08CqLocq9QUFRWhV69eWLRokXisAwcOhJWVFTw8PGBlZQUTExMxUCUnJ2Ps2LGwtLSEsbExnJyc4OvrK7nabZlMhsGDB0NXV1dsKlYMTZs3b4aOjg66detW7YA4Tey3/OLFC2zfvl0c7PfixQuEh4eLP/fu3Rs9evRAbGwstLS08OWXX4rfi/379yMoKAjHjx9XV/GZBHHQ1AAVFRUoLCxUukmWl5fjwoULcHd3h4eHR7VhMzIyEsbGxvD09NTofkVA9SMeCwoK4Ovri86dO4sd9lu2bAk9PT0MGzZMqRN7bGwsTE1N8fnnn4vbNDVkKp6LNWvWoHnz5vDw8ICDg4M4Qli+z5o1ayAIAsaPHy+Zmuy3kR93dnY2jIyMMGfOHPE1xb/35s2bsXnz5hovn6oUFBTA09MTzs7OiImJweXLl9G1a1ecP38eubm5uHz5Mrp06QJjY2MxROTk5CA1NRW7d+/GrVu3xInIpebo0aPw9fWFnZ1dtWFz1KhRsLCwQPv27SUx8CUlJQWenp744IMP8PTpUzRp0gQdOnQQlxaOj49Ho0aNoKWlJa50VF5ejvv376N9+/bo27evRgZs9v7ioKkBtm7dikWLFokjHQMDA7Fw4UJUVFQgKSkJbm5uaNGiRZWVXKZPnw5vb28EBQVJbm7E0tJSfPPNN+jcubPYJPjhhx/CyckJUVFR4prNijWb27Ztk0TN1us3gbi4OHh7e6NOnTq4efMmAOUb6dq1a6Grq4vhw4eLI2ql4k0PCy9fvsTAgQPRokULcYS1XGZmJgYPHoyZM2dKYolN+echLy9PnCc2IiICgYGBSrXW8hkGjI2NceLECXUVV6WqC0gymQynTp2Cl5cXbG1tlSbgLysrQ1hYGIKDgzF48GBJBKyCggLs378fDRs2RP369REYGIgXL14ofVe++OILNGrUCN26dcP27duxYMEC+Pn5oVWrVuK1Qwrngr0fOGhqgMTERLFWqnv37rC0tFSaVFoxbCYlJaGoqAj5+fkYNWoUEhMTxfV8NdXt27excOFCTJw4EatXrxa3Hz58WKyhHD9+PBwcHHD58mUAwMyZM6Grq4tx48aJ2+Q0tSYTUC674g1z3bp1sLGxQatWrcSaS8WwGRMTgwYNGig1oWu61wd3REdHY9WqVWJ/vKSkJDRt2hQ+Pj5YsWIFSkpKcOLECYwePRrm5uYav9yqXEVFhRgKcnNz0blzZ+jr68Pb27vKvvKwaW5ujqNHj9Z0UVVK/nkvLS3FgwcPkJycLPZhLy8vx8mTJ8WwefXqVeTk5ODRo0fo1q2b0ry5UghYL1++hLW1NQRBQPv27asszQtUdq3p168fjI2N0aFDB0RGRvKKP0wlOGi+pxRXbAGAnTt3QltbG8bGxjhw4ECV/a9evYpWrVqhUaNG6NGjBzp37gxjY2OlSck10enTp2Fubo527drB1tYWdnZ2GDp0qPh6WVkZsrOz4ebmhri4OPGCumvXLujp6UEQhCrTGGkqxWA1YcIEeHl5KdXWrV27Fu7u7ggICBAnnla8YWjqJNPVUayRHjhwIOzt7eHg4ABnZ2cYGxtj06ZNAICLFy8iKCgIBgYG0NHRgYWFBZo2bSqJ0eWA8mfixYsXACrDZu/evcVBHq/PMnH37l34+/vD0dGxynVGUyn22e7atStatGiBRo0a4YMPPsDhw4fFfc6ePYsOHTrA0NAQ3t7ecHR0RKtWrSTR0qF4DPn5+YiLi8OaNWtgbm6OwMBAcWq712vxX2/l0OQHcfZ+4qD5HiotLUWzZs2UAlJ0dDQEQYCWlhYiIyOrbQJ9+fIlxowZg86dO6N3794aP3r01KlT0NXVxeTJk5Geno7c3FxERUXBzs5OqZby0qVLEAQBe/bsEbd99913iIqKwsmTJyX3dD5o0CA0btwYa9euFfumyn377bfixNPymk0p3zjmzp0LOzs7nDp1Sqy9GjBgAPT09MTVTtLT05GUlIRvv/0Wx44dqzIllKZS/LtGRUVhypQpYoDOz89Hly5d0LhxY8TExFQJF/fv38fjx49rtLyqlp+fDw8PD3To0AEnT57E3r17YW5ujrp164oPZDKZDJmZmZg/fz5GjhyJ6dOnS2JgoFxhYSHCwsLErlJ5eXnYtWuXGDYVHyyys7OVZugANDtos/cXB833UH5+Pvbu3avU5F1aWoonT55g06ZN0NLSQkREhLh6B1B1fV5N73smX71n/vz5KCgoEG8G169fh4WFBY4fP46bN2+isLAQubm5CAwMhJeXFy5fvowzZ86gXbt24rKLgHSagjZv3gwHBwf8+uuv4t9csekUqBwA1KpVKzRv3lzjp+x5m6KiIvTu3RuTJ08Wp/V50zruUvN6ja6TkxO++uorpQFfeXl5CA4OhpOTU7VhU0rKy8sxceJEBAYGinOAhoaGwtraGu3bt4eBgcFblxaVyvXhl19+gaWlJXx9fcVWjdzcXOzcuRPm5ubo0qULMjMzcf/+fbRt2xZjxoxRc4lZbcBB8z03btw4BAcHK21LSEiAlpYWPvroI7F2pqSkBDt27JDEBbO0tBQREREQBEGc701e23Do0CHUrVsXTk5OMDIygqurKxITE7F69Wp4eXlBEARYWlrCx8dHEufi9RqGmTNnws3NTRxBKvd6v7JvvvkGbdu2ldRI88ePHyv1MS0rK0Pz5s3xySefAKjssypfx10+CGbZsmWSWemnOgsWLICDgwPOnDmjFCTl3xd52HRxccGSJUskGzZzcnKwdOlS7Ny5EwAwbNgwWFtb4/bt2zh58iTMzMygp6dXbbcjqdm6dStatWoFLy8vMWzm5eVh586dsLS0hKmpKVxcXNCqVStJLkfM3j8cNN9jxcXFWLFiBerUqYMhQ4YovZaQkABtbW2MGDECiYmJGDduHARBkMyo4rS0NISFhUFfXx/fffcdAODKlSuoV68ehgwZgt27d2PHjh3w9PSEg4MDzp49iz///BPbtm3D9u3bxRutpobNNw1ICAsLg5eXF4DKEPp6EFWceFoKfTILCwuxePFiBAUFwcTEBCYmJhg5cqS4dnmfPn0QFBSEmzdvwsTEBIMGDRJbAu7cuQN/f3/x8yNFvXv3RkhISJXaW8XPRl5eHnx8fNC6desqDyhScuPGDZSUlOBf//oXHB0d8csvv4ivTZw4EYaGhhAEQTJzRCr2yXz9OvD999/Dw8MDnp6e4sNmQUEBrl27hk8//RQLFy7kgT+sxnDQfI9UFy5evnyJ9evXo06dOggNDVV6Tb6qg42NDRwdHZVGTkpBRkYGQkJCoK+vj6ioKBgZGSEyMlIpQF28eFEMGK/TxD5XMpkMO3bswP79+8VtISEh4gjhnTt3QhAE/PDDD+L+chcvXoS3t3eVVT00VW5uLtq1a4e2bdsiJCQEixYtwkcffYS6devC1NQUcXFxuHbtGho2bAhBEBAWFibW2GVlZWHUqFFo3bq1UhcTTfZ6beTLly9hY2ODqVOnAqj++iGfVzUvL08y3Sj+3fd63bp1sLCwEKd7k8lkCA8Px7Bhw7Bo0SJJBauCggIMGTIEp0+frjZsuru7w9fX9439cTXxGsk0DwfN94TiF/7BgwfIysoSbyzPnz/HunXrqg2bycnJOH78uGQGOLxOPuehvr4+AgICxO3y8/X8+XM0a9YMI0aMUFMJ3y2ZTIYZM2ZAT08Pu3fvRp8+fVC/fn3xIeLPP/9E7969YWNjg59++kl8X0ZGBsaOHYuWLVtK4rOQk5ODxo0bIygoCJcvX1YKURcuXECbNm1Qp04dzJo1CwkJCbC0tETfvn1x/PhxfP/99wgJCYGJiYnGT8BdXl6Of/3rX+KqLkDlHIjyh61hw4bB2dlZnKpJ8Tpy+PBhREZGSuLzIKfYJWDWrFno27cvpkyZgo0bN4r7rFu3Dvr6+tizZw+ePn2KR48eITAwENu2bRP3kUrYfPDgAQwNDeHr64uLFy9WWdhi4cKFEAQB/v7+Gj8DCdNcHDTfA6+v5uPo6AhnZ2eEhoaKN5S3hU2pS09Px7Bhw6Cvr4/vv/9e3F5eXo7r16+jRYsW+Prrr9VYwncvNDQUderUgZmZmVJzOAAcP34cXbt2hSAIGDJkCAYPHozg4GA0aNBAEtP25Ofnw9HREX369EFaWpoYMmUymfhduXHjBtq2bQsrKyvEx8dj7969cHJyEqc46t69uzh5vSZ7/PgxunXrhnbt2gEA+vXrB3Nzc3G2gS1btsDW1haRkZFKQeLZs2cYMWIEunfvLokuFACUugK4urrC09MTffr0QefOnWFmZoaRI0eK+/bq1QsGBgbw8PBA48aN4eHhIYZLTR5ZXd0KacnJyXB0dISXl1eVsJmWlgZXV1eYmpoqnR/GahIHTTVTrIGYPXs27O3tsWzZMkRGRqJJkyZwdXUV+1XJw6axsTF69uypriKrhWIzujxsPnr0CG3btoWfn5/kmoCGDx8OQRBQr149bNu2rcpciHfu3EF0dDQ8PT3F0aPJyclqKu27NXfuXAiCgLi4OHGbYo2m/EZ68eJFGBsbiw9eubm5uHfvHjIyMpRqADVZfn4+fv75Z1hYWMDS0hI2Nja4deuW0vn4xz/+ASsrK7Rv3x7bt29HbGwsBg0apPE1utUFQplMhrFjxyIgIEBpaq+RI0dCEARxSiug8noaGRmJGTNmSGIKI8UVe14/N3fu3IG9vT28vLxw7tw5cfvevXsRGhqKvXv3avSxM83GQfM9cePGDYwcORJbt24Vt/38889wcXGBk5OTUthcuXIlrK2tJTPw5z8lD5sGBgaIiYlBUFAQ3N3dxZGTUrqQ/vbbb7h06RL69+8PIyMjbN26tdrpeuQBVCpNgUDlBNJhYWEwMDBQ+j4o3lzlQWvmzJnQ0dGRVLNgfn4+BgwYoDRa3t/fH4IgwNvbu9qJt+Pi4tCpUycIggBbW1t06tRJo0NmdeR/84CAAHz88cfiz7t27YKOjg6WLVsGAFXmhpTT5O+I4jKjgwYNQrt27eDl5YXVq1eLgfv27dtwdHSEi4sLli9fjl27dqFdu3b46KOPxN8jpWsk0xwcNNVEsUZi+vTpqFu3Ljw8PJSa+8rLy7F///4qYfPFixeSaQ77b2VmZiIsLAyCIMDNzU0MmZp8E3nbxb+4uBj9+/dH/fr18f3334vBsrCwENevXxf30+TmwOpUV4MN/HWc8u/Pxo0boa+vL5na3NLSUqxatQojR44Ua2WLiooQFRWFZcuWwcLCAh988IE4fZNi2CwtLcXdu3fx4sUL5ObmqqX878qblp199uwZmjZtivnz5wOo7DogXwEJqPxeTJo0SWkwnaaTf9aLiorELgMjR47Ehx9+CDMzM/Tu3RtnzpwBUPm98fPzQ4MGDWBqaoqOHTuK10ipXSOY5uCgqQaKIfPIkSN4/vw5nJ2dIQgCVqxYoRQ8ZDIZ9u/fD3d3dxgbG4vLzNVmT548URo9qskhU3Eeu++//x5z5szB/PnzldayLyoqwoABA2BsbIyNGzfixo0biIiIgLm5ucYHird5U9h8/SHNzc1NEpOz5+fno1OnTjh9+rS4benSpeJo8fz8fPz0009VwmZ5eTlKSkok012gumVnw8PDxdfHjx8Pa2trrFy5Etra2li0aJH42okTJ9C5c2elgXKaTP5ZLy0txenTp9G7d2+l2QM2btyI1q1bo0+fPuLDVllZGa5du6Y0iE6Tr5FM83HQrGGKT5XDhg2DjY0Nnj17hszMTHEgw8GDB5XeI5PJsGfPHvj6+orTlbBKmngBLSwsxJUrV5S2hYSEoGnTpvDz80OXLl1gaGiotJJJUVERQkJCIAgCmjRpAisrK6VlOKXqbTWb9+/fR7du3TB58mSN/By8bs+ePdDT0xOnYzp69ChMTEzQoUMHcS7EvLw8/Pjjj7CwsECnTp3w6tUrvHz5EuPGjUOPHj3eOP+qpnjbsrOXLl0CAJw/fx7u7u4QBAEzZswAUHmNTE5ORrt27dCjRw9JNREXFxdj4MCB8Pb2hr+/P8rLy5X+zhs2bICpqSnWrl1b7fuldC6YZuKgWYMULw6XLl1CQEAAjh07JtZEpKWlwdraGs2bN682bEqlxqI2q6ioQNu2bdGpUydx2/jx49GkSROx+WvWrFniuvby+TLlNm3ahA0bNuCPP/6o0XKrk2LYlPfZzM3NxZgxY9C4cWPJ9M/ct28fDAwMlAa5xMfHo0WLFggICBDDZn5+Pn788UdYW1vDwsICHTt2hLGxcZWHF03z75adPXbsGFJSUlBUVISNGzeiTZs2sLKywsqVKzF+/Hj4+vqidevWSoNmpODFixfo0qULGjVqhJYtW4rbFbtN9OrVC76+vuooHmP/FgdNNfj4448xYsQIdOnSRWzyk180UlNTYW1tDXd3dxw+fJj71UjQhg0boKuri++++w5ZWVno3Lkztm/fDgD4+uuvoaOjI44c1tLSwu7du9VcYvVTDJsbNmzAzJkzYWhoKInpnOR++eUX6OrqVulvGh8fD3d3d6WwWVBQgIsXL2L06NGIiIjAnTt31FDid+c/XXZW3pc9MTERBw8exPjx4+Hu7o7u3btj1qxZkuhOU901Pzs7G8OGDYMgCJg0aZJSX2WZTIawsDB07NixhkvK2H+Gg2YNeP3CMXjwYAiCAHt7ezx69EjcLu+vl5qaCgcHB1hZWSlN18GkISMjA/369YO9vT327duHH3/8ETk5Odi9ezeMjIywadMmAJX9dwVBgIGBgVKzcW2VkZEhDgTT1dVFUlKSuov0t+Tn5ysNWjl48CBMTEzE7jGKTZ7VhU05qaxf/p8uO9u6dWvY2tqKLQCvXr1S+j2a3FSsGJTT09OVjiUrKwuDBw+Gg4MDPvnkEwCVf/vff/8dbm5uSv1YGXufcNBUseqeTsvKyjBz5kwIgoBFixaJazMDf4XNx48fw83NTTLNgrVZWVlZlTWmExMTYWlpiSlTpogrtwwfPhz9+/dX6iLRvn17ODk5wczMTOlzUlulpqZi/PjxkhhlLu8iIX+IOHz4MAwMDJRqJxVr5latWgU3NzcEBgZKtuvEf7rsrJmZGT788EMAyudIk1uA5GXPzc1FUFAQmjVrhubNmyMhIUGc6kq+UpogCGjevDl8fX3RrVs3yUxIz6SJg2YNGTVqFGbPni3+LJPJMG7cOOjp6WH16tVKo4elOC9kbVVYWIiAgACEhYVVWYt+0qRJqFu3rlgz07VrVwQGBoo3jFu3bqFTp044dOgQsrKyarzs7ytNbhZVlJaWhiFDhsDAwAC7d+/G7du3oaWlhatXr77xPdu2bYOtrS26d+8umfPwutq27Kyi0tJSBAUFoX379vjyyy/FFb9mzZolrleelZWFoUOHomHDhggODlZaOUyqnwmm2XSIvXMASBAE8eeCggIyMjKiJUuWkJGREX366aekpaVF8fHxVFFRQVOnTiUANHz4cKpfvz7p6uoSEZGWlpa6DoG9IxcuXKDffvuN7t27RwcPHqQvv/ySBg4cSObm5vT111/T2bNnKTIykq5evUpBQUG0ZMkSWrZsGbm5udGBAwfo5cuX5OXlRebm5uo+lPeGjo40LlvW1tYUHR1N5eXlNGTIEBo6dCg5OTnRokWLyNXVlXR0dKhu3bpkZmZGAMjMzIxKSkqoZ8+e9Nlnn0nmPLzOwsKCoqOjSUdHh3788UfaunUrDRs2jLS1tUkmk1Fqairp6OhQixYt1F3Ud0Imk5G2trb4s6WlJU2ZMoV8fHxo9uzZNGHCBNq8eTOVlZXR1KlTyc7OjqKjo2nixIl0+/ZtOnToELVr146I+J7B3lNqDrqSIn/irq7p4vnz5+LSekuWLBG3V1RUIDIyEnXr1sU333zzxlUtmGbKy8vDmDFj0KlTJ8TGxsLExATDhw/Hzp07AVROadOwYUNxAurw8HAYGxvD2NgYTk5Ob63dYtKQkZGBoUOHwsDAAIIg4IMPPkCjRo1gZGSE+vXrQ1dXF1paWhAEASYmJkhJSVF3kWtEbVh2Vl4DWVRUhEuXLmHnzp0ICgoSu9PIffLJJzA3N8e0adPEms3MzEyEhobC1dUV06ZN4yZz9t7ioPmO5OTkoE2bNjhx4oS47dmzZ0r7PHv2DHPmzKk2bA4ZMgSNGjXiCdkl6MmTJ2jQoAHWrFmDJ0+eYNSoUfDx8cGECROQk5ODfv36wcXFRVzp5/Tp0zh37lyVmw2TrvT0dIwcORL16tUTB8KUl5ejoKAAGRkZSE9PR1paGjIyMtRc0ppVG5adzc3NRevWrWFkZARbW1uYmpri4MGDqKioUJqiadKkSbCyssKYMWOQmZkJoHI0eo8ePeDl5cXda9h7i4PmO5CTkwNHR0cEBgaKF4BPPvkEQ4cOVRpVDlTWbM6ePRuCICA6OlrcXlFRobS2MdNM+fn52LBhQ5UlQuXzHp45cwaFhYXYu3cvHB0d0a1bN6xYsQLa2tpKaxKz2ic9PR0hISHQ1dUVp/gBuN+d1JedjYyMRHBwMHbu3ImYmBg0btwYnp6euHfvHgDl+UCHDx+OXr16KW179uwZUlNTa67wjP2XOGj+TTk5OXByckLnzp2VguKECRNgbm6OiRMnVpmO5MGDB/D09IQgCFi4cGENl5ip0tKlSyEIArp164YdO3aI29PT0xEREYERI0bg6dOnACqnJgkNDUX37t1hZGQEQRCwZcsWdRWdvQcUm4u3bdum7uK8N6S07KxcQUEB4uPjMXbsWKVVwM6ePYsmTZrAy8ur2rAp/7d8Dk3G3nccNP+G/Px8ODo6ok+fPkhLS0NFRYXS2tWRkZGwsrLC+PHjq9RsDhs2DM2aNYOZmRmys7NruuhMRYqKinDw4EE4ODjA2toaQ4cOFSfl//XXX9GkSZMqAWLXrl0YOHAg9PX1NX7ibfb3Kc4XKu/Ly/4ihZAJAHPmzEHdunVhZmYmTtclD44XLlyAs7MzvL29xbCp2AeTAybTJBw0/wb54J64uDgAfzWH5OfnIzAwEAcOHMCsWbPQsGFDpbCZmpqKkJAQ7Nu3r8pkw0wa/vzzT0yfPh2mpqZwcXERw+WKFStQt27dKv0vX758yQ8cTJSWloZRo0bxg4eE3blzB6NHj4YgCJg4cWKV1y9cuABXV1fY2tqKA4AY00QCAKh75LumSktLo1mzZtHu3btp7dq1NHz4cCopKSFfX1+SyWR0+vRpMjU1pc8//5w2b95Mzs7O1KFDB0pJSaErV67QmTNnyNbWVt2HwVSksLCQrl+/Tp9//jmdP3+eevbsSZ9++inFx8dTYWEhJSQkUL169dRdTPaeKi8vl+wURrXN61MYyd2/f5++/PJL+uWXX2jSpEk0d+5cpddPnz5Nq1atoh9++KHa9zOmCTho/k2ZmZk0efJk+vnnn+nbb7+luLg40tfXp507d5KdnZ04n2Z8fDwlJiZSSkoK2dnZ0Zo1a8jDw0PNpWc1JSoqin766Sf6/fffydvbm0pKSmjWrFk0cOBApTlXGWPSIn9gKCoqouPHj1NaWhrZ2dmRv78/GRsb071792jx4sV05MgRioyMrBI25d4UVhl733HQfAeePn1KkydPpj179pCFhQU9ePBAvCAo1krk5ORQUVERGRgYUIMGDdRYYlZTKioqxEmUz58/Tz/++CPFxMQQEVFISAht2bKF9PT01FhCxpiqyL//eXl51KFDB3r16hWlpqZSvXr1yNLSknbv3k3u7u509+5dWrJkCR09epTGjh1LX3zxhbqLztg7w8sIvAMWFha0YsUKCgkJoadPn9KOHTuIqHKFIG1tbZJneWNjY7K0tOSQWYtoaWmJf39/f3+Kjo6mvXv3kp+fH82ZM4dDJmMSpqWlRaWlpdS3b18yMTGh7du3U1ZWFsXFxZGxsTF16tSJkpOTydXVlT777DPq2rUrzZ8/nzZt2qTuojP2znCN5juk2Iy+fv16Cg8PJ6KqS1IyVlJSQvr6+uouBmPsHUpLS6OHDx/S77//TiNHjiQiopSUFOratSstW7aMBg8eTESVLV03b96ksWPHUn5+Pp0/f56MjY0pJSWF/vnPf9I//vEPbiZnksE9zd8hS0tLio2NJSKiiIgI0tbWprCwMA6ZrAquyWRMWi5cuECTJk2iwsJCMjMzI09PT2rVqhXl5ORQVlYWGRgYEBFRWVkZ6erqkoeHB02YMIGmTp1KV65coaCgIGrWrBl9/vnnRMR9Mpl0cNP5OyYPmwMGDKBhw4bRrl271F0k9h7ihw/GpOP8+fMUFBREvr6+tHr1ajp58qQ42LNp06ZkZmZGiYmJRESkq6tLZWVlpK2tTT169KCcnBxKTU2t8js5ZDKp4BpNFbC0tKSvv/6a9PX1qWXLluouDmOMMRVJTU2lsWPHUnh4OC1ZsoSMjIyIqLLLVEVFBZmamtJnn31GkyZNoiZNmtDcuXNJV1eXiIiSk5PJzs6OrKys1HkIjKkUB00Vsba2pnXr1vE8eIwxJkHyvve3bt2i4uJiGjp0qBgyiUicbYKIqG/fvnT//n2aP38+3b9/n/7v//6PSkpKaPXq1WRpaUlBQUHqOATGagQPBmKMMcb+R/Pnz6fVq1fT48ePydDQ8I37ZWZm0s8//0xLly6l1NRUsrGxITc3N9q7dy/p6upyn0wmWVzdxhhjjP2P9PT0qLy8nMrKysjQ0LDaWUZkMhlZWFiQu7s73bt3j1JSUsjAwICaNGlCWlpavAoUkzQeDMQYY4z9l+SNgW3btqW8vDxxxhFBEOj1hkJtbW168eIFhYeH0/nz56lly5bUtGlT0tLSooqKCg6ZTNI4aDLGGGP/JXmtZYsWLcjNzY02btxIv/zyi/haRUWFuG9FRQUdOHCAGjVqRA4ODkq/R7EvJ2NSxJ9wxhhj7H/UqFEj2rRpEz179ozmzZtHe/fuJaK/AmRFRQU9fPiQ1q1bR87OzmRvb6/O4jJW43gwEGOMMfY3HTp0iAYOHEjGxsYUFhZG48ePp5KSErp8+TLFx8dTYWEhJSUlkY6OjrgGOmO1AQdNxhhj7B24fv06TZgwgX777TcSBIFKSkrIzc2NmjZtSrt27SIdHR0e+MNqHQ6ajDHG2Dvy6tUrevLkCV27do10dXWpZcuW5O7uToIgcMhktRIHTcYYY0zFuLmc1VYcNBljjDHGmErw4xVjjDHGGFMJDpqMMcYYY0wlOGgyxhhjjDGV4KDJGGOMMcZUgoMmY4wxxhhTCQ6ajDHGGGNMJThoMsYYY4wxleCgyRhjjDHGVIKDJmOMMcYYUwkOmowxxhhjTCU4aDLGGGOMMZXgoMkYY4wxxlTi/wGZ0wjwRinRMAAAAABJRU5ErkJggg==\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.21156112143937678\n"," precision recall f1-score support\n","\n"," Furniture 0.61 0.48 0.54 150\n"," Baby 0.31 0.34 0.33 150\n"," Watches 0.83 0.83 0.83 150\n"," Decor 0.42 0.53 0.47 150\n"," Kitchen 0.29 0.61 0.39 150\n"," Beauty 0.56 0.43 0.49 150\n"," Computers 0.00 0.00 0.00 150\n","\n"," accuracy 0.46 1050\n"," macro avg 0.43 0.46 0.43 1050\n","weighted avg 0.43 0.46 0.43 1050\n","\n","Clustering sur BERT + UMAP 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","source":["##### USE + UMAP"],"metadata":{"id":"IyAfsbdr9XqI"},"id":"IyAfsbdr9XqI"},{"cell_type":"code","source":["import umap\n","\n","Umap = umap.UMAP(\n"," n_neighbors=50,\n"," min_dist=0.1,\n"," n_components=2,\n"," metric='euclidean',\n"," random_state=42\n"," )\n","use_umap = Umap.fit_transform(use_features_complete_description)\n","\n","kmeans5 = KMeans(n_clusters=7, random_state=42,n_init=30).fit(use_umap)\n"," # Assign clusters\n","labels=kmeans5.labels_\n","\n","title='USE + UMAP 2 components'\n","append_dict(results, {'title' : title,\n"," 'metrics' : clustering_evaluate(labels, data.cat_code,cat['category'])\n"," }\n"," )\n","# clustering_evaluate(labels, data.cat_code,cat['index'])\n","print('Clustering sur '+title)\n","\n","plot_clusters(use_umap,labels)"],"metadata":{"id":"3r-THkhO9Xie","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1746801627757,"user_tz":-120,"elapsed":4110,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"52639453-e414-44a1-fbf7-993c00a48750"},"id":"3r-THkhO9Xie","execution_count":46,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.11/dist-packages/sklearn/utils/deprecation.py:151: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n"," warnings.warn(\n","/usr/local/lib/python3.11/dist-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n"," warn(\n"]},{"output_type":"display_data","data":{"text/plain":[" cluster effectives\n","Category \n","Furniture 2 181\n","Baby 5 93\n","Watches 1 149\n","Decor 0 227\n","Kitchen 3 123\n","Beauty 6 138\n","Computers 4 139"],"text/html":["\n"," <div id=\"df-1346f747-16b0-40fe-9012-37dc1f7d5658\" class=\"colab-df-container\">\n"," <div>\n","<style scoped>\n"," .dataframe tbody tr th:only-of-type {\n"," vertical-align: middle;\n"," }\n","\n"," .dataframe tbody tr th {\n"," vertical-align: top;\n"," }\n","\n"," .dataframe thead th {\n"," text-align: right;\n"," }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n"," <thead>\n"," <tr style=\"text-align: right;\">\n"," <th></th>\n"," <th>cluster</th>\n"," <th>effectives</th>\n"," </tr>\n"," <tr>\n"," <th>Category</th>\n"," <th></th>\n"," <th></th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>Furniture</th>\n"," <td>2</td>\n"," <td>181</td>\n"," </tr>\n"," <tr>\n"," <th>Baby</th>\n"," <td>5</td>\n"," <td>93</td>\n"," </tr>\n"," <tr>\n"," <th>Watches</th>\n"," <td>1</td>\n"," <td>149</td>\n"," </tr>\n"," <tr>\n"," <th>Decor</th>\n"," <td>0</td>\n"," <td>227</td>\n"," </tr>\n"," <tr>\n"," <th>Kitchen</th>\n"," <td>3</td>\n"," <td>123</td>\n"," </tr>\n"," <tr>\n"," <th>Beauty</th>\n"," <td>6</td>\n"," <td>138</td>\n"," </tr>\n"," <tr>\n"," <th>Computers</th>\n"," <td>4</td>\n"," <td>139</td>\n"," </tr>\n"," </tbody>\n","</table>\n","</div>\n"," <div class=\"colab-df-buttons\">\n","\n"," <div class=\"colab-df-container\">\n"," <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1346f747-16b0-40fe-9012-37dc1f7d5658')\"\n"," title=\"Convert this dataframe to an interactive table.\"\n"," style=\"display:none;\">\n","\n"," <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n"," <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n"," </svg>\n"," </button>\n","\n"," <style>\n"," .colab-df-container {\n"," display:flex;\n"," gap: 12px;\n"," }\n","\n"," .colab-df-convert {\n"," background-color: #E8F0FE;\n"," border: none;\n"," border-radius: 50%;\n"," cursor: pointer;\n"," display: none;\n"," fill: #1967D2;\n"," height: 32px;\n"," padding: 0 0 0 0;\n"," width: 32px;\n"," }\n","\n"," .colab-df-convert:hover {\n"," background-color: #E2EBFA;\n"," box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n"," fill: #174EA6;\n"," }\n","\n"," .colab-df-buttons div {\n"," margin-bottom: 4px;\n"," }\n","\n"," [theme=dark] .colab-df-convert {\n"," background-color: #3B4455;\n"," fill: #D2E3FC;\n"," }\n","\n"," [theme=dark] .colab-df-convert:hover {\n"," background-color: #434B5C;\n"," box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n"," filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n"," fill: #FFFFFF;\n"," }\n"," </style>\n","\n"," <script>\n"," const buttonEl =\n"," document.querySelector('#df-1346f747-16b0-40fe-9012-37dc1f7d5658 button.colab-df-convert');\n"," buttonEl.style.display =\n"," google.colab.kernel.accessAllowed ? 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":[" ARI : 0.518693425026532\n"," precision recall f1-score support\n","\n"," Furniture 0.82 0.99 0.89 150\n"," Baby 0.97 0.60 0.74 150\n"," Watches 1.00 0.99 1.00 150\n"," Decor 0.00 0.00 0.00 150\n"," Kitchen 0.67 0.55 0.60 150\n"," Beauty 0.39 0.94 0.55 150\n"," Computers 0.88 0.81 0.84 150\n","\n"," accuracy 0.70 1050\n"," macro avg 0.67 0.70 0.66 1050\n","weighted avg 0.67 0.70 0.66 1050\n","\n","Clustering sur USE + UMAP 2 components\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x800 with 0 Axes>"]},"metadata":{}}]},{"cell_type":"markdown","id":"blessed-furniture","metadata":{"id":"blessed-furniture"},"source":["# Résultats"]},{"cell_type":"code","execution_count":47,"id":"breeding-chapter","metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:44:10.177738Z","start_time":"2021-05-24T08:44:09.786821Z"},"id":"breeding-chapter","colab":{"base_uri":"https://localhost:8080/","height":457},"executionInfo":{"status":"ok","timestamp":1746801627827,"user_tz":-120,"elapsed":69,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"473f4711-bab5-4fc6-8dc0-a041f7966d4c"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["<pandas.io.formats.style.Styler at 0x7fbcafbaa890>"],"text/html":["<style type=\"text/css\">\n","#T_2fb11_row0_col0, #T_2fb11_row0_col2, #T_2fb11_row2_col1, #T_2fb11_row2_col3 {\n"," background-color: lightcoral;\n","}\n","#T_2fb11_row5_col0, #T_2fb11_row5_col2, #T_2fb11_row11_col1, #T_2fb11_row11_col3 {\n"," background-color: green;\n","}\n","</style>\n","<table id=\"T_2fb11\" class=\"dataframe\">\n"," <thead>\n"," <tr>\n"," <th class=\"blank level0\" > </th>\n"," <th id=\"T_2fb11_level0_col0\" class=\"col_heading level0 col0\" >precision</th>\n"," <th id=\"T_2fb11_level0_col1\" class=\"col_heading level0 col1\" >recall</th>\n"," <th id=\"T_2fb11_level0_col2\" class=\"col_heading level0 col2\" >f1_score</th>\n"," <th id=\"T_2fb11_level0_col3\" class=\"col_heading level0 col3\" >ARI</th>\n"," </tr>\n"," <tr>\n"," <th class=\"index_name level0\" >title</th>\n"," <th class=\"blank col0\" > </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_2fb11_level0_row0\" class=\"row_heading level0 row0\" >BERT</th>\n"," <td id=\"T_2fb11_row0_col0\" class=\"data row0 col0\" >16.50%</td>\n"," <td id=\"T_2fb11_row0_col1\" class=\"data row0 col1\" >29.05%</td>\n"," <td id=\"T_2fb11_row0_col2\" class=\"data row0 col2\" >21.03%</td>\n"," <td id=\"T_2fb11_row0_col3\" class=\"data row0 col3\" >7.48%</td>\n"," </tr>\n"," <tr>\n"," <th id=\"T_2fb11_level0_row1\" class=\"row_heading level0 row1\" >USE</th>\n"," <td id=\"T_2fb11_row1_col0\" class=\"data row1 col0\" >66.65%</td>\n"," <td id=\"T_2fb11_row1_col1\" class=\"data row1 col1\" >61.52%</td>\n"," <td id=\"T_2fb11_row1_col2\" class=\"data row1 col2\" >59.32%</td>\n"," <td id=\"T_2fb11_row1_col3\" class=\"data row1 col3\" >34.98%</td>\n"," </tr>\n"," <tr>\n"," <th id=\"T_2fb11_level0_row2\" class=\"row_heading level0 row2\" >BERT + PCA (2 components, 63.55% explained variance)</th>\n"," <td id=\"T_2fb11_row2_col0\" class=\"data row2 col0\" >20.32%</td>\n"," <td id=\"T_2fb11_row2_col1\" class=\"data row2 col1\" >28.38%</td>\n"," <td id=\"T_2fb11_row2_col2\" class=\"data row2 col2\" >23.16%</td>\n"," <td id=\"T_2fb11_row2_col3\" class=\"data row2 col3\" >6.10%</td>\n"," </tr>\n"," <tr>\n"," <th id=\"T_2fb11_level0_row3\" class=\"row_heading level0 row3\" >USE + PCA (2 components, 17.17% explained variance)</th>\n"," <td id=\"T_2fb11_row3_col0\" class=\"data row3 col0\" >49.71%</td>\n"," <td id=\"T_2fb11_row3_col1\" class=\"data row3 col1\" >50.10%</td>\n"," <td id=\"T_2fb11_row3_col2\" class=\"data row3 col2\" >48.20%</td>\n"," <td id=\"T_2fb11_row3_col3\" class=\"data row3 col3\" >27.29%</td>\n"," </tr>\n"," <tr>\n"," <th id=\"T_2fb11_level0_row4\" class=\"row_heading level0 row4\" >BERT + T-SNE 2 components</th>\n"," <td id=\"T_2fb11_row4_col0\" class=\"data row4 col0\" >29.77%</td>\n"," <td id=\"T_2fb11_row4_col1\" class=\"data row4 col1\" >40.67%</td>\n"," <td id=\"T_2fb11_row4_col2\" class=\"data row4 col2\" >34.18%</td>\n"," <td id=\"T_2fb11_row4_col3\" class=\"data row4 col3\" >15.75%</td>\n"," </tr>\n"," <tr>\n"," <th id=\"T_2fb11_level0_row5\" class=\"row_heading level0 row5\" >USE + T-SNE 2 components</th>\n"," <td id=\"T_2fb11_row5_col0\" class=\"data row5 col0\" >71.48%</td>\n"," <td id=\"T_2fb11_row5_col1\" class=\"data row5 col1\" >64.95%</td>\n"," <td id=\"T_2fb11_row5_col2\" class=\"data row5 col2\" >66.16%</td>\n"," <td id=\"T_2fb11_row5_col3\" class=\"data row5 col3\" >44.12%</td>\n"," </tr>\n"," <tr>\n"," <th id=\"T_2fb11_level0_row6\" class=\"row_heading level0 row6\" >BERT + MDS 2 components</th>\n"," <td id=\"T_2fb11_row6_col0\" class=\"data row6 col0\" >20.95%</td>\n"," <td id=\"T_2fb11_row6_col1\" class=\"data row6 col1\" >29.90%</td>\n"," <td id=\"T_2fb11_row6_col2\" class=\"data row6 col2\" >24.41%</td>\n"," <td id=\"T_2fb11_row6_col3\" class=\"data row6 col3\" >7.78%</td>\n"," </tr>\n"," <tr>\n"," <th id=\"T_2fb11_level0_row7\" class=\"row_heading level0 row7\" >USE + MDS 2 components</th>\n"," <td id=\"T_2fb11_row7_col0\" class=\"data row7 col0\" >44.91%</td>\n"," <td id=\"T_2fb11_row7_col1\" class=\"data row7 col1\" >51.43%</td>\n"," <td id=\"T_2fb11_row7_col2\" class=\"data row7 col2\" >47.51%</td>\n"," <td id=\"T_2fb11_row7_col3\" class=\"data row7 col3\" >27.49%</td>\n"," </tr>\n"," <tr>\n"," <th id=\"T_2fb11_level0_row8\" class=\"row_heading level0 row8\" >BERT + Spectral 2 components</th>\n"," <td id=\"T_2fb11_row8_col0\" class=\"data row8 col0\" >29.52%</td>\n"," <td id=\"T_2fb11_row8_col1\" class=\"data row8 col1\" >32.48%</td>\n"," <td id=\"T_2fb11_row8_col2\" class=\"data row8 col2\" >29.65%</td>\n"," <td id=\"T_2fb11_row8_col3\" class=\"data row8 col3\" >8.14%</td>\n"," </tr>\n"," <tr>\n"," <th id=\"T_2fb11_level0_row9\" class=\"row_heading level0 row9\" >USE + Spectral 2 components</th>\n"," <td id=\"T_2fb11_row9_col0\" class=\"data row9 col0\" >45.25%</td>\n"," <td id=\"T_2fb11_row9_col1\" class=\"data row9 col1\" >53.05%</td>\n"," <td id=\"T_2fb11_row9_col2\" class=\"data row9 col2\" >46.15%</td>\n"," <td id=\"T_2fb11_row9_col3\" class=\"data row9 col3\" >29.45%</td>\n"," </tr>\n"," <tr>\n"," <th id=\"T_2fb11_level0_row10\" class=\"row_heading level0 row10\" >BERT + UMAP 2 components</th>\n"," <td id=\"T_2fb11_row10_col0\" class=\"data row10 col0\" >43.20%</td>\n"," <td id=\"T_2fb11_row10_col1\" class=\"data row10 col1\" >46.00%</td>\n"," <td id=\"T_2fb11_row10_col2\" class=\"data row10 col2\" >43.47%</td>\n"," <td id=\"T_2fb11_row10_col3\" class=\"data row10 col3\" >21.16%</td>\n"," </tr>\n"," <tr>\n"," <th id=\"T_2fb11_level0_row11\" class=\"row_heading level0 row11\" >USE + UMAP 2 components</th>\n"," <td id=\"T_2fb11_row11_col0\" class=\"data row11 col0\" >67.37%</td>\n"," <td id=\"T_2fb11_row11_col1\" class=\"data row11 col1\" >69.71%</td>\n"," <td id=\"T_2fb11_row11_col2\" class=\"data row11 col2\" >66.06%</td>\n"," <td id=\"T_2fb11_row11_col3\" class=\"data row11 col3\" >51.87%</td>\n"," </tr>\n"," </tbody>\n","</table>\n"]},"metadata":{},"execution_count":47}],"source":["# Create data frame from resluts dictionaryy\n","\n","\n","def highlight_max(s):\n"," '''\n"," highlight the maximum in a Series green.\n"," '''\n"," is_max = s == s.max()\n"," return ['background-color: green' if v else '' for v in is_max]\n","def highlight_min(s):\n"," '''\n"," highlight the minmum in a Series red.\n"," '''\n"," is_max = s == s.min()\n"," return ['background-color: lightcoral' if v else '' for v in is_max]\n","\n","\n","# unpack tuples and create result data frame\n","def dict_to_df(dic):\n"," # dict to data frame\n"," results_all=pd.DataFrame(dic)\n"," # unpack metrics tuple\n"," results_all['precision']=[tup[0][0] for tup in results_all.metrics]\n"," results_all['recall']=[tup[0][1] for tup in results_all.metrics]\n"," results_all['f1_score']=[tup[0][2] for tup in results_all.metrics]\n"," results_all['ARI']=[tup[1] for tup in results_all.metrics]\n"," # drop tuples\n"," results_all.drop(['metrics'],axis=1,inplace=True)\n"," # set title as index\n"," results_all.set_index('title',inplace=True)\n","# # columns to highligth\n","# subset=['precision','recall','f1_score','ARI']\n"," # return dataframe\n"," return results_all.style.apply(highlight_max).apply(highlight_min).format('{:.2%}')\n","\n","\n","results_product_name = dict_to_df(results)\n","results_product_name"]},{"cell_type":"code","execution_count":48,"id":"polished-segment","metadata":{"ExecuteTime":{"end_time":"2021-05-24T08:44:10.220581Z","start_time":"2021-05-24T08:44:10.192715Z"},"id":"polished-segment","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1746801627830,"user_tz":-120,"elapsed":3,"user":{"displayName":"Grégoire","userId":"01249298206117462766"}},"outputId":"fecd356a-f53f-48fa-eab0-61e6e815b9d2"},"outputs":[{"output_type":"stream","name":"stdout","text":[" Executé en : 0:15:28.971406\n"]}],"source":["print(' Executé en : ', datetime.timedelta(seconds=(time.time() - start_time)))"]}],"metadata":{"kernelspec":{"display_name":"Python 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