1728 lines
1.1 MiB
1728 lines
1.1 MiB
{
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||
"cells": [
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{
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||
"cell_type": "markdown",
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||
"id": "c488134e-680f-44e4-8c43-40c246140519",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Analysis of segments and marketing personae associated"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
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||
"id": "9a8b8c3a-8e74-49f3-91d1-cccfc057fdcd",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# importations\n",
|
||
"import pandas as pd\n",
|
||
"import numpy as np\n",
|
||
"import os\n",
|
||
"import io\n",
|
||
"import s3fs\n",
|
||
"import re\n",
|
||
"import pickle\n",
|
||
"import warnings"
|
||
]
|
||
},
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||
{
|
||
"cell_type": "code",
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||
"execution_count": 4,
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||
"id": "d553c868-695f-4d57-96d6-d5c6629cefb2",
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||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def load_model(type_of_activity, model):\n",
|
||
" BUCKET = f\"projet-bdc2324-team1/Output_model/{type_of_activity}/{model}/\"\n",
|
||
" filename = model + '.pkl'\n",
|
||
" file_path = BUCKET + filename\n",
|
||
" with fs.open(file_path, mode=\"rb\") as f:\n",
|
||
" model_bytes = f.read()\n",
|
||
"\n",
|
||
" model = pickle.loads(model_bytes)\n",
|
||
" return model\n",
|
||
"\n",
|
||
"\n",
|
||
"def load_test_file(type_of_activity):\n",
|
||
" file_path_test = f\"projet-bdc2324-team1/Generalization/{type_of_activity}/Test_set.csv\"\n",
|
||
" with fs.open(file_path_test, mode=\"rb\") as file_in:\n",
|
||
" dataset_test = pd.read_csv(file_in, sep=\",\")\n",
|
||
" return dataset_test"
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||
]
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||
},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 6,
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||
"id": "3af80fea-a937-4ea8-bece-cfeaa89d1055",
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
|
||
"# exec(open('utils_segmentation.py').read())\n",
|
||
"warnings.filterwarnings('ignore')\n",
|
||
"\n",
|
||
"# Create filesystem object\n",
|
||
"S3_ENDPOINT_URL = \"https://\" + os.environ[\"AWS_S3_ENDPOINT\"]\n",
|
||
"fs = s3fs.S3FileSystem(client_kwargs={'endpoint_url': S3_ENDPOINT_URL})\n",
|
||
"\n",
|
||
"# choose the type of companies for which you want to run the pipeline\n",
|
||
"type_of_activity = \"sport\""
|
||
]
|
||
},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 7,
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||
"id": "cc6af7fa-33b2-4d58-ada4-e2ee7262bab9",
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
|
||
"# load test set\n",
|
||
"dataset_test = load_test_file(type_of_activity)\n",
|
||
"\n",
|
||
"# Load Model \n",
|
||
"model = load_model(type_of_activity, 'LogisticRegression_Benchmark')"
|
||
]
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||
},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 45,
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||
"id": "e4287c1a-eab6-4897-91d6-d21804518dc4",
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"metadata": {},
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"outputs": [
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{
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"data": {
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" <th></th>\n",
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],
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"text/plain": [
|
||
" nb_tickets nb_purchases total_amount nb_suppliers \\\n",
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"0 4.0 1.0 100.00 1.0 \n",
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||
"\n",
|
||
" vente_internet_max purchase_date_min purchase_date_max \\\n",
|
||
"0 0.0 5.177187 5.177187 \n",
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||
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||
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|
||
" time_between_purchase nb_tickets_internet is_email_true ... \\\n",
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||
"0 0.000000 0.0 True ... \n",
|
||
"1 0.000000 0.0 True ... \n",
|
||
"2 0.000000 0.0 True ... \n",
|
||
"3 0.000000 0.0 True ... \n",
|
||
"4 363.061678 0.0 True ... \n",
|
||
"... ... ... ... ... \n",
|
||
"96091 0.000000 1.0 True ... \n",
|
||
"96092 0.000000 1.0 True ... \n",
|
||
"96093 -1.000000 0.0 True ... \n",
|
||
"96094 0.000000 1.0 True ... \n",
|
||
"96095 -1.000000 0.0 True ... \n",
|
||
"\n",
|
||
" gender_female gender_male gender_other nb_campaigns \\\n",
|
||
"0 1 0 0 0.0 \n",
|
||
"1 0 1 0 0.0 \n",
|
||
"2 1 0 0 0.0 \n",
|
||
"3 1 0 0 0.0 \n",
|
||
"4 1 0 0 0.0 \n",
|
||
"... ... ... ... ... \n",
|
||
"96091 0 1 0 15.0 \n",
|
||
"96092 0 1 0 12.0 \n",
|
||
"96093 1 0 0 29.0 \n",
|
||
"96094 0 1 0 20.0 \n",
|
||
"96095 0 1 0 31.0 \n",
|
||
"\n",
|
||
" nb_campaigns_opened country_fr has_purchased has_purchased_estim \\\n",
|
||
"0 0.0 1.0 0.0 1.0 \n",
|
||
"1 0.0 1.0 1.0 0.0 \n",
|
||
"2 0.0 1.0 0.0 0.0 \n",
|
||
"3 0.0 1.0 0.0 1.0 \n",
|
||
"4 0.0 1.0 1.0 1.0 \n",
|
||
"... ... ... ... ... \n",
|
||
"96091 5.0 0.0 1.0 1.0 \n",
|
||
"96092 9.0 0.0 0.0 1.0 \n",
|
||
"96093 3.0 0.0 0.0 0.0 \n",
|
||
"96094 4.0 1.0 0.0 1.0 \n",
|
||
"96095 4.0 NaN 0.0 0.0 \n",
|
||
"\n",
|
||
" score segment \n",
|
||
"0 0.665854 3 \n",
|
||
"1 0.257465 2 \n",
|
||
"2 0.232284 1 \n",
|
||
"3 0.665888 3 \n",
|
||
"4 0.916749 4 \n",
|
||
"... ... ... \n",
|
||
"96091 0.629333 3 \n",
|
||
"96092 0.687097 3 \n",
|
||
"96093 0.112332 1 \n",
|
||
"96094 0.630403 3 \n",
|
||
"96095 0.322976 2 \n",
|
||
"\n",
|
||
"[96096 rows x 21 columns]"
|
||
]
|
||
},
|
||
"execution_count": 45,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Processing\n",
|
||
"X_test = dataset_test[['nb_tickets', 'nb_purchases', 'total_amount', 'nb_suppliers', 'vente_internet_max', 'purchase_date_min', 'purchase_date_max', \n",
|
||
" 'time_between_purchase', 'nb_tickets_internet', 'is_email_true', 'opt_in', #'is_partner',\n",
|
||
" 'gender_female', 'gender_male', 'gender_other', 'nb_campaigns', 'nb_campaigns_opened']]\n",
|
||
"\n",
|
||
"y_test = dataset_test[['y_has_purchased']]\n",
|
||
"\n",
|
||
"X_test_segment = X_test\n",
|
||
"\n",
|
||
"X_test_segment.insert(X_test.shape[1], \"country_fr\", dataset_test[\"country_fr\"])\n",
|
||
"\n",
|
||
"# add y_has_purchased to X_test\n",
|
||
"X_test_segment[\"has_purchased\"] = y_test\n",
|
||
"\n",
|
||
"# Add prediction and probability to dataset_test\n",
|
||
"y_pred = model.predict(X_test)\n",
|
||
"X_test_segment[\"has_purchased_estim\"] = y_pred\n",
|
||
"\n",
|
||
"y_pred_prob = model.predict_proba(X_test)[:, 1]\n",
|
||
"X_test_segment['score'] = y_pred_prob\n",
|
||
"\n",
|
||
"X_test_segment[\"segment\"] = np.where(X_test_segment['score']<0.25, '1',\n",
|
||
" np.where(X_test_segment['score']<0.5, '2',\n",
|
||
" np.where(X_test_segment['score']<0.75, '3', '4')))\n",
|
||
"\n",
|
||
"X_test_segment"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "9058c3b2-8fa2-4322-a57b-395da4033eaf",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 1. Business KPIs"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 559,
|
||
"id": "3067d919-50c9-49e9-b0a6-b676a5dbae56",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>nb_tickets</th>\n",
|
||
" <th>nb_purchases</th>\n",
|
||
" <th>total_amount</th>\n",
|
||
" <th>vente_internet_max</th>\n",
|
||
" <th>nb_tickets_internet</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>segment</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2748.0</td>\n",
|
||
" <td>1039.0</td>\n",
|
||
" <td>6.856702e+04</td>\n",
|
||
" <td>449.0</td>\n",
|
||
" <td>1071.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>40316.0</td>\n",
|
||
" <td>16931.0</td>\n",
|
||
" <td>1.085152e+06</td>\n",
|
||
" <td>8736.0</td>\n",
|
||
" <td>22196.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>62641.0</td>\n",
|
||
" <td>29061.0</td>\n",
|
||
" <td>2.323148e+06</td>\n",
|
||
" <td>13283.0</td>\n",
|
||
" <td>32902.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>393466.0</td>\n",
|
||
" <td>102685.0</td>\n",
|
||
" <td>1.646072e+07</td>\n",
|
||
" <td>6990.0</td>\n",
|
||
" <td>114070.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" nb_tickets nb_purchases total_amount vente_internet_max \\\n",
|
||
"segment \n",
|
||
"1 2748.0 1039.0 6.856702e+04 449.0 \n",
|
||
"2 40316.0 16931.0 1.085152e+06 8736.0 \n",
|
||
"3 62641.0 29061.0 2.323148e+06 13283.0 \n",
|
||
"4 393466.0 102685.0 1.646072e+07 6990.0 \n",
|
||
"\n",
|
||
" nb_tickets_internet \n",
|
||
"segment \n",
|
||
"1 1071.0 \n",
|
||
"2 22196.0 \n",
|
||
"3 32902.0 \n",
|
||
"4 114070.0 "
|
||
]
|
||
},
|
||
"execution_count": 559,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# business figures\n",
|
||
"X_test_segment.groupby(\"segment\")[[\"nb_tickets\", \"nb_purchases\", \"total_amount\", \"vente_internet_max\", \n",
|
||
" \"nb_tickets_internet\"]].sum()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 583,
|
||
"id": "03b53fc6-2ec0-4467-aeda-e56507bed1d6",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>segment</th>\n",
|
||
" <th>size</th>\n",
|
||
" <th>nb_tickets</th>\n",
|
||
" <th>nb_purchases</th>\n",
|
||
" <th>total_amount</th>\n",
|
||
" <th>nb_campaigns</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>38.719614</td>\n",
|
||
" <td>0.550513</td>\n",
|
||
" <td>0.693981</td>\n",
|
||
" <td>0.343908</td>\n",
|
||
" <td>39.320831</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>30.736971</td>\n",
|
||
" <td>8.076591</td>\n",
|
||
" <td>11.308745</td>\n",
|
||
" <td>5.442746</td>\n",
|
||
" <td>26.855461</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>20.910340</td>\n",
|
||
" <td>12.549006</td>\n",
|
||
" <td>19.410751</td>\n",
|
||
" <td>11.652101</td>\n",
|
||
" <td>17.844514</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>9.633075</td>\n",
|
||
" <td>78.823890</td>\n",
|
||
" <td>68.586524</td>\n",
|
||
" <td>82.561245</td>\n",
|
||
" <td>15.979194</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" segment size nb_tickets nb_purchases total_amount nb_campaigns\n",
|
||
"0 1 38.719614 0.550513 0.693981 0.343908 39.320831\n",
|
||
"1 2 30.736971 8.076591 11.308745 5.442746 26.855461\n",
|
||
"2 3 20.910340 12.549006 19.410751 11.652101 17.844514\n",
|
||
"3 4 9.633075 78.823890 68.586524 82.561245 15.979194"
|
||
]
|
||
},
|
||
"execution_count": 583,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_test_business_fig = X_test_segment.groupby(\"segment\")[[\"nb_tickets\", \"nb_purchases\", \"total_amount\", \"nb_campaigns\"]].sum().reset_index()\n",
|
||
"X_test_business_fig.insert(1, \"size\", X_test_segment.groupby(\"segment\").size().values)\n",
|
||
"X_test_business_fig[[\"size\", \"nb_tickets\", \"nb_purchases\", \"total_amount\", \"nb_campaigns\"]] = 100 * X_test_business_fig[[\"size\", \"nb_tickets\", \"nb_purchases\", \"total_amount\", \"nb_campaigns\"]] / X_test_business_fig[[\"size\", \"nb_tickets\", \"nb_purchases\", \"total_amount\", \"nb_campaigns\"]].sum()\n",
|
||
"X_test_business_fig"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 729,
|
||
"id": "d2f618b6-c984-4790-bd8f-29c7d01c6707",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def hist_segment_business_KPIs(df, segment, size, nb_tickets, nb_purchases, total_amount, nb_campaigns) :\n",
|
||
" \n",
|
||
" plt.figure()\n",
|
||
"\n",
|
||
" df_plot = df[[segment, size, nb_tickets, nb_purchases, total_amount, nb_campaigns]]\n",
|
||
" \n",
|
||
" x = [\"number of\\ncustomers\", \"number of\\ntickets\", \"number of\\npurchases\", \"total\\namount\", \n",
|
||
" \"number of\\ncampaigns\"]\n",
|
||
"\n",
|
||
" # liste_var = [size, nb_tickets, nb_purchases, total_amount]\n",
|
||
" \n",
|
||
" bottom = np.zeros(5)\n",
|
||
" \n",
|
||
" # Définir une palette de couleurs\n",
|
||
" colors = plt.cm.Blues(np.linspace(0.1, 0.9, 4))\n",
|
||
" \n",
|
||
" for i in range(4) :\n",
|
||
" # print(str(df_plot[segment][i]))\n",
|
||
" # segment = df_plot[segment][i]\n",
|
||
" height = list(df_plot.loc[i,size:].values)\n",
|
||
" \n",
|
||
" plt.bar(x=x, height=height, label = str(df_plot[segment][i]), bottom=bottom, color=colors[i]#, width=0.1\n",
|
||
" )\n",
|
||
" \n",
|
||
" bottom+=height\n",
|
||
" \n",
|
||
" plt.legend(title = \"segment\", loc = \"upper right\", bbox_to_anchor=(1.2, 1))\n",
|
||
" plt.ylabel(\"Fraction represented by the segment (%)\")\n",
|
||
" plt.title(\"Relative weight of each segment regarding business KPIs\")\n",
|
||
" plt.show()\n",
|
||
" "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 730,
|
||
"id": "162cc8a2-66e0-496c-a9cf-b2db513a6f14",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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mTTQuV2aVZ+2LtjG9q33e5xh6dbuv9qjpci6Jjo5GvXr15B5rAChQoEC27wYAXL16FZ06dYKTkxMKFiwIIyMjBAQEAECO55hXb2cBIF+6f/3euk6dOmm9r05OTqhWrZpGmbe3t8YxFh0djQoVKmTr6X/b9zsnr8fZrl07FCpUSN4PXVSrVg1btmzBiBEjEBUVhefPn2u9bqVKlVCsWDF52sTEBKVKldLY502bNqFu3bpwcXHR+LyzeoezznnVqlXD48eP0bFjR/z11185jpR/n1gBoHnz5sjMzMS3336LZ8+evXXZV/8uNm/eHE5OTtiyZcsbrz5lxfe28wUZLiaYubRs2TLExMRg586d6NWrF86dO6dxwsu6hDdkyBAYGRlp/PTp0wcA3vrYjE6dOmH+/Pn46quvsG3bNhw6dAgxMTGwt7fX+QTxqu7du+P27dtyordq1SqkpKRoXK6/e/cuHj9+DGNj42yxx8fHv/NxHw0aNEBKSgr27NmD7du3o3DhwvDx8UGDBg3k+2r+++8/NGjQQKNOIQQcHR2z1XngwIG31vngwQMUKlQItra2GuVvO6nZ2dlpTGcNosht2z548ABOTk7Z7rlycHBAoUKFcnW5J+sYqlq1arY2WbNmjUabaHu83Lt3T+uBB7ltozVr1iA4OBhLlixBzZo1YWtri65duyI+Pl5jv9q2bZttv2bMmAEhBB4+fIhHjx7Jx8Tr3vTZvn4MZCWmbyp/8eKFTjEp0T7v8vpIa13OJQ8ePNCqvZ4+fYratWvj4MGDmDx5MqKiohATE4P169fnuA+mpqbZLu9nfe9ebwcnJyet9/X1dYGX7fhq/dru07u8HldW7Ln5bv7vf//D8OHDsXHjRtStWxe2trZo1aqVVo+q02af7969i3/++Sfb512+fHkA//d5f/nll/jtt99w/fp1tGnTBg4ODqhevbp8fn/fWAEgODgYixcvRlRUFJo1a/bWEeFZfxePHTuGO3fu4OTJk/D393/r9t91viDDxXswc6ls2bLZRsstWbIEf/75J9q2bSv3IIwcOVJj8MyrSpcunWN5YmIiNm3ahPHjx2PEiBFyeUpKSrY/croKCgqCi4sLwsLCEBQUhLCwMFSvXl2jd6Bw4cKws7PD1q1bc9yGhYXFW+uoXr06zM3NsWPHDly7dg3169eHJEmoX78+fvjhB8TExODGjRsaCWbhwoUhSRJ2796d44jZt42itbOzQ3p6Oh4+fKiRSOTlCcrOzg4HDx6EEEIjyUxISEB6erpGj5K2stb5888/Ubx48Tcup8vxYm9vj1u3bukciy4KFy6MOXPmYM6cObhx4wb+/vtvjBgxAgkJCdi6dau8X/PmzZMHAbzO0dERaWlpkCQpx/stlf5stY0pL7z+nxRdziV2dnZatdfOnTtx584dREVFyb2WwMvBctrElFVXeno6Hjx4oJE0Kf3ZaLtP7xIfH48iRYrI0znFrlKp5EF5r3o9CTUzM8OECRMwYcIE3L17V+4hbNGiBc6fP69TXDkpXLgwvL29MWXKlBznu7i4yL+HhIQgJCQEycnJ2LVrF8aPH4/mzZvj4sWLKF68uCKx9ujRAwUKFMBXX32Fpk2bYvPmzRpXCrK8+ndRl3192/mCDBcTTIXMnDkT69atw7hx49C6dWuULl0anp6eOHHiBKZOnarTtiRJghAiW1K1ZMkSZGRkaJTp2mtSsGBBfPnll5gzZw52796Nw4cP45dfftFYpnnz5li9ejUyMjJQvXp1nWIHACMjI9SpUwfbt2/HzZs3MX36dABA7dq1UahQIYwZM0ZOOF+tc/r06bh9+3aOl/PeJiAgADNnzsSaNWs0Bg2tXr1a59hf9XqvwtvUr18fa9euxcaNG/H555/L5VkPIn59gIg2goKCUKhQIVy5ciXb5clX6XK8NGnSBMuXL8eFCxfe+B8cJRUrVgx9+/bFf//9h7179wIA/P39YW1tjbNnz751oIaxsTF8fX2xceNGfP/993Kv49OnT7Fp0yZF49Q2Jl3pcgy9iS7nkoCAAGzevBn379+XE9PMzEz88ccfGstlJYyvHzOvnwvepm7dupg5cyZWrFiB/v37y+UrV67UehvaCAgIwPfff4+zZ89q/EdY1+/3ihUrUKVKFXl67dq1SE9P1xjZ7+bmhpMnT2qst3PnTjx9+vSN23V0dES3bt1w4sQJzJkzR+dHOOWkefPm2Lx5M0qUKAEbGxut1jEzM0OTJk2QmpqKVq1a4cyZM9n+Y/o+sYaEhECSJPTo0QNNmjTB5s2bYW5urvO+vU1O5wsyXEwwFWJjY4ORI0di2LBhWLlyJbp06YJffvkFTZo0QVBQELp164YiRYrg4cOHOHfuHI4ePZrtpJ/F0tISderUwaxZs1C4cGG4ubkhOjoav/76K6ytrTWWrVChAgBg0aJFsLCwgImJCdzd3XO8DJOle/fumDFjBjp16gS1Wo327dtrzO/QoQNWrFiBpk2bYsCAAahWrRqMjIxw69YtREZGomXLlhpJVE7q16+P7777DgDknkq1Wg0/Pz9ERETA29sbDg4O8vL+/v74+uuvERISgsOHD6NOnTowMzNDXFwc9uzZAy8vL43k8VWNGzeGv78/vvvuOyQlJaFKlSrYv3+/nNwVKJC7O0G8vLwQFRWFf/75B87OzrCwsHhjUta1a1f89NNPCA4OxrVr1+Dl5YU9e/Zg6tSpaNq0qUZvrbbc3NwwceJEjB49GlevXpXv9b179y4OHTok90zocrxMnDgRW7ZsQZ06dTBq1Ch4eXnh8ePH2Lp1KwYPHowyZcrkpqlkiYmJqFu3Ljp16oQyZcrAwsICMTEx8mhw4OU9lPPmzUNwcDAePnyItm3bwsHBAffu3cOJEydw7949LFiwQI63WbNmCAoKwoABA5CRkYFZs2bB3Nz8vXvzX6VLTLrQ5Rh6G23PJaNHj8Y///yD+vXrY/To0VCr1Vi4cKF8WTPru+Dn5wcbGxv07t0b48ePh5GREVasWIETJ05oHVOjRo1Qp04dDBs2DMnJyfD19cXevXuxfPlynffvbQYOHIjffvsNTZo0wcSJE+Ho6IiVK1fKvW/afr/Xr1+PQoUKoWHDhvIo8ooVK2r8h/bLL7/E2LFjMW7cOAQEBODs2bOYP38+rKysNLZVvXp1NG/eHN7e3rCxscG5c+ewfPly1KxZ872TS+Dlcb99+3b4+fmhf//+KF26NF68eIFr165h8+bNWLhwIYoWLYqePXtCrVbD398fzs7OiI+Px7Rp02BlZSU/xUPJWLt164YCBQogJCQETZo0wZYtW94rydTmfEEGLB8HGBmkrNFyMTEx2eY9f/5cFCtWTHh6eor09HQhhBAnTpwQ7dq1Ew4ODsLIyEg4OTmJevXqiYULF8rr5TSK/NatW6JNmzbCxsZGWFhYiMaNG4vTp09nG80oxMsRse7u7qJgwYICgAgLCxNCZB9t/So/Pz8BQHTu3DnH+WlpaeL7778XFStWFCYmJsLc3FyUKVNG9OrVS1y6dOmd7XTixAkBQHh6emqUZ40wHTx4cI7r/fbbb6J69erCzMxMqNVqUaJECdG1a1dx+PBheZmc9uvhw4ciJCREWFtbC1NTU9GwYUNx4MCBbKNcs0Z2vjrKVoicR7keP35c+Pv7C1NTUwFABAQEvHWfHzx4IHr37i2cnZ1FoUKFRPHixcXIkSPFixcvNJbTdhR5lo0bN4q6desKS0tLoVKpRPHixUXbtm3Fjh075GV0OV5u3rwpunfvLpycnISRkZFwcXER7dq1E3fv3hVC5DzSU4j/G+WcdXzl5MWLF6J3797C29tbWFpaCrVaLUqXLi3Gjx8vkpOTNZaNjo4WzZo1E7a2tsLIyEgUKVJENGvWLFu9GzZsEF5eXsLY2FgUK1ZMTJ8+XfTv31/Y2NhoLAdAfPvttznGPGvWLI3yN+2jNjHp6xh6U6xZtDmXCCHE7t27RfXq1YVKpRJOTk5i6NCh8tMMHj9+LC+3b98+UbNmTWFqairs7e3FV199JY4ePZrtMw4ODhZmZmY5xvT48WPRvXt3je/d+fPntR5FntP3IKfv9+nTp0WDBg2EiYmJsLW1FT169BBLly7NNuI9J1mf15EjR0SLFi2Eubm5sLCwEB07dpSP+SwpKSli2LBhwtXVVajVahEQECCOHz+e7Xs0YsQI4evrK2xsbIRKpRIeHh5i0KBB4v79+9nqfVXx4sVFs2bNssUYEBCQ7di4d++e6N+/v3B3dxdGRkbC1tZWVKlSRYwePVp+UsLSpUtF3bp1haOjozA2Npa/y1lPR9A21py86TsihBDLly8XBQsWFH5+fiIpKemtfxfftk1dzhdkeCQhhMiTTJYoj61cuRKdO3fG3r174efnl9/hkELS0tJQqVIlFClSBBEREfkdjkFo1KgRrl27luND0A3V119/jVWrVuHBgwcaTxkgog8DL5HTR2HVqlW4ffs2vLy8UKBAARw4cACzZs1CnTp1mFwauB49eqBhw4byJcCFCxfi3LlzmDt3bn6H9kEaPHgwfHx84OrqiocPH2LFihXYvn07fv311/wOLdcmTpwIFxcXeHh4yPfgLlmyBGPGjGFySfSBYoJJHwULCwusXr0akydPRnJyMpydndGtWzdMnjw5v0Oj9/TkyRMMGTIE9+7dg5GRESpXrozNmzfn6r7WT0FGRgbGjRuH+Ph4SJKEcuXKYfny5ejSpUt+h5ZrRkZGmDVrFm7duoX09HR4enpi9uzZGDBgQH6HRkRvwEvkRERERKQoPmidiIiIiBTFBJOIiIiIFMV7MPHyQcR37tyBhYVFjm+sICIiog+PEAJPnjyBi4tLrp95TPrBBBPAnTt34Orqmt9hEBERUS7cvHkTRYsWze8w6BVMMPF/79a+efMmLC0t8zkaIiIi0kZSUhJcXV3lv+P04WCCif97L6+lpSUTTCIiIgPD29s+PLxhgYiIiIgUxQSTiIiIiBTFBJOIiIiIFMV7MImIiIhek5GRgbS0tPwO44NhZGSEggULar08E0wiIiKi/08Igfj4eDx+/Di/Q/ngWFtbw8nJSatBVUwwiYiIiP6/rOTSwcEBpqamHKGOl0n3s2fPkJCQAABwdnZ+5zpMMImIiIjw8rJ4VnJpZ2eX3+F8UNRqNQAgISEBDg4O77xczkE+RERERIB8z6WpqWk+R/JhymoXbe5NZYJJRERE9ApeFs+ZLu3CBJOIiIiIFMUEk4iIiIgUla8J5q5du9CiRQu4uLhAkiRs3LhRY74QAqGhoXBxcYFarUZgYCDOnDmjsUxKSgr69euHwoULw8zMDJ999hlu3bqVh3tBRERERK/K1wQzOTkZFStWxPz583OcP3PmTMyePRvz589HTEwMnJyc0LBhQzx58kReZuDAgdiwYQNWr16NPXv24OnTp2jevDkyMjLyajeIiIiIDFpoaCgqVaqk2Pby9TFFTZo0QZMmTXKcJ4TAnDlzMHr0aLRu3RoAsHTpUjg6OmLlypXo1asXEhMT8euvv2L58uVo0KABAOD333+Hq6srduzYgaCgoDzbFyIiIiJ66YO9BzM2Nhbx8fFo1KiRXKZSqRAQEIB9+/YBAI4cOYK0tDSNZVxcXFChQgV5mZykpKQgKSlJ44eIiIjoXf788094eXlBrVbDzs4ODRo0QHJyMgAgLCwMZcuWhYmJCcqUKYOff/5ZY919+/ahUqVKMDExga+vLzZu3AhJknD8+HEAQFRUFCRJwrZt2+Dj4wO1Wo169eohISEBW7ZsQdmyZWFpaYmOHTvi2bNn8naFEJg5cyY8PDygVqtRsWJF/Pnnn/L8rO3+999/8PX1hampKfz8/HDhwgUAQHh4OCZMmIATJ05AkiRIkoTw8PD3aqcP9kHr8fHxAABHR0eNckdHR1y/fl1extjYGDY2NtmWyVo/J9OmTcOECRMUjjhn6mb/y5N6PhbP/+2vyHbY7rphu+c9pdocYLvrgu2eP5Rs9/wUFxeHjh07YubMmfj888/x5MkT7N69G0IILF68GOPHj8f8+fPh4+ODY8eOoWfPnjAzM0NwcDCePHmCFi1aoGnTpli5ciWuX7+OgQMH5lhPaGgo5s+fD1NTU7Rr1w7t2rWDSqXCypUr8fTpU3z++eeYN28ehg8fDgAYM2YM1q9fjwULFsDT0xO7du1Cly5dYG9vj4CAAHm7o0ePxg8//AB7e3v07t0b3bt3x969e9G+fXucPn0aW7duxY4dOwAAVlZW79VWH2yCmeX1Zy4JId75HKZ3LTNy5EgMHjxYnk5KSoKrq+v7BUpEREQftbi4OKSnp6N169YoXrw4AMDLywsAMGnSJPzwww/ybX3u7u44e/YsfvnlFwQHB2PFihWQJAmLFy+GiYkJypUrh9u3b6Nnz57Z6pk8eTL8/f0BAD169MDIkSNx5coVeHh4AADatm2LyMhIDB8+HMnJyZg9ezZ27tyJmjVrAgA8PDywZ88e/PLLLxoJ5pQpU+TpESNGoFmzZnjx4gXUajXMzc1RqFAhODk5KdJWH2yCmbWD8fHxGu+8TEhIkHs1nZyckJqaikePHmn0YiYkJMDPz++N21apVFCpVHqKnIiIiD5GFStWRP369eHl5YWgoCA0atQIbdu2RXp6Om7evIkePXpoJIzp6elyT+CFCxfg7e0NExMTeX61atVyrMfb21v+3dHREaampnJymVV26NAhAMDZs2fx4sULNGzYUGMbqamp8PHxeeN2s3KrhIQEFCtWTKd20MYHm2C6u7vDyckJ27dvlxsoNTUV0dHRmDFjBgCgSpUqMDIywvbt29GuXTsAL/93cfr0acycOTPfYiciIqKPT8GCBbF9+3bs27cPERERmDdvHkaPHo1//vkHALB48WJUr1492zpAzldXhRA51mNkZCT/LkmSxnRWWWZmJgDI//77778oUqSIxnKvd6a9vt1X11daviaYT58+xeXLl+Xp2NhYHD9+HLa2tihWrBgGDhyIqVOnwtPTE56enpg6dSpMTU3RqVMnAC/vD+jRowe+++472NnZwdbWFkOGDIGXl5c8qpyIiIhIKZIkwd/fH/7+/hg3bhyKFy+OvXv3okiRIrh69So6d+6c43plypTBihUrkJKSIid+hw8ffu94ypUrB5VKhRs3bmhcDteVsbGxoo94zNcE8/Dhw6hbt648nXVfZHBwMMLDwzFs2DA8f/4cffr0waNHj1C9enVERETAwsJCXufHH39EoUKF0K5dOzx//hz169dHeHi4/D8GIiIiIiUcPHgQ//33Hxo1agQHBwccPHgQ9+7dQ9myZREaGor+/fvD0tISTZo0QUpKCg4fPoxHjx5h8ODB6NSpE0aPHo2vv/4aI0aMwI0bN/D9998DeL93n1tYWGDIkCEYNGgQMjMzUatWLSQlJWHfvn0wNzdHcHCwVttxc3OTO/qKFi0KCwuL97qdMF8TzMDAwDd2DwMvGzw0NBShoaFvXMbExATz5s3DvHnz9BAhERER0UuWlpbYtWsX5syZg6SkJBQvXhw//PCD/ExvU1NTzJo1C8OGDYOZmRm8vLzkkeKWlpb4559/8M0336BSpUrw8vLCuHHj0KlTJ437MnNj0qRJcHBwwLRp03D16lVYW1ujcuXKGDVqlNbbaNOmDdavX4+6devi8ePHCAsLQ7du3XIdkyTeluF9IpKSkmBlZYXExERYWloqum0+xkI3fFxO/mC75z0+Lid/sN3zh74eU6T03+8XL14gNjYW7u7u7530aWPFihUICQlBYmIi1Gq13ut7X7q0zwc7yIeIiIjoY7Js2TJ4eHigSJEiOHHiBIYPH4527doZRHKpKyaYRERERHkgPj4e48aNkx/B+MUXX2DKlCn5HZZeMMEkIiIiygPDhg3DsGHD8juMPPHBvouciIiIiAwTE0wiIiIiUhQTTCIiIiJSFBNMIiIiIlIUE0wiIiIiUhQTTCIiIiJSFB9TRERERJRLtx6l5ml9RW2M87S+3GIPJhEREdFHbNeuXWjRogVcXFwgSRI2btyo9zqZYBIRERF9xJKTk1GxYkXMnz8/z+rkJXIiIiKij1iTJk3QpEmTPK2TPZhEREREpCgmmERERESkKCaYRERERKQoJphEREREpCgmmERERESkqPcaRZ6SkgKVSqVULERERESksKdPn+Ly5cvydGxsLI4fPw5bW1sUK1ZML3XqlGBu27YNq1atwu7du3Hjxg1kZmbC1NQUlStXRqNGjRASEgIXFxe9BEpERET0oTGEN+scPnwYdevWlacHDx4MAAgODkZ4eLhe6tQqwdy4cSOGDx+OxMRENG3aFEOHDkWRIkWgVqvx8OFDnD59Gjt27MCkSZPQrVs3TJo0Cfb29noJmIiIiIi0FxgYCCFEntapVYI5depUfP/992jWrBkKFMh+22a7du0AALdv38bcuXOxbNkyfPfdd8pGSkREREQGQasE89ChQ1ptrEiRIpg5c+Z7BUREREREhu29R5E/ffoUSUlJSsRCRERERB+BXCeYZ8+eha+vLywtLWFjYwMvLy8cPnxYydiIiIiIyADlOsHs1asX+vbti6dPn+LBgwdo3bo1goODlYyNiIiIiAyQ1o8patmyJX7++WcUKVIEAHDv3j189tlnMDU1hampKZo2bYqffvpJb4EaquoNffM7BCIiIqI8pXUPZufOnVG3bl3873//gxACffv2Rfny5dGhQwe0adMGjRs3xsCBA/UYKhEREREZAq0TzHbt2uHQoUM4c+YMqlevDn9/f0RERMDf3x+1a9dGREQExowZo89YiYiIiMgA6PQmH2tra/zyyy/Ys2cPgoOD0bBhQ0yaNAmmpqb6io+IiIiIDIxOCeajR49w9epVeHl54ciRI5gyZQp8fHwwe/ZsNGvWTF8xEhEREX2Qlh2+maf1dfV1zdP6ckvrS+Rr1qxBkSJF0KxZMxQvXhxbtmxBaGgo/vrrL8ycORPt2rXD3bt39RkrEREREelg2rRpqFq1KiwsLODg4IBWrVrhwoULeq9X6wRz+PDh+O233xAfH4///vsPY8eOBQCUKVMG0dHRaNCgAWrWrKm3QImIiIhIN9HR0fj2229x4MABbN++Henp6WjUqBGSk5P1Wq/Wl8ifPHmC0qVLAwBKlCiBZ8+eacz/+uuv0apVK0WDIyIiIqLc27p1q8Z0WFgYHBwccOTIEdSpU0dv9WqdYAYHB6NZs2YIDAzE4cOH8eWXX2ZbxsHBQdHgiIiIiEg5iYmJAABbW1u91qN1gjl79mzUrVsX58+fR7du3dCoUSN9xkVEREREChJCYPDgwahVqxYqVKig17p0GkXeokULtGjRQl+xEBEREZGe9O3bFydPnsSePXv0XpdWg3xWr16t9QZv3ryJvXv35jogIiIiIlJWv3798PfffyMyMhJFixbVe31aJZgLFixAmTJlMGPGDJw7dy7b/MTERGzevBmdOnVClSpV8PDhQ8UDJSIiIiLdZL3ee/369di5cyfc3d3zpF6tLpFHR0dj06ZNmDdvHkaNGgUzMzM4OjrCxMQEjx49Qnx8POzt7RESEoLTp09zsA8RERHRB+Dbb7/FypUr8ddff8HCwgLx8fEAACsrK6jVar3Vq/U9mM2bN0fz5s3x4MED7NmzB9euXcPz589RuHBh+Pj4wMfHBwUKaP1YTSIiIiKD96G/WWfBggUAgMDAQI3ysLAwdOvWTW/16jTIBwDs7OzQsmVLfcRCRERERAoSQuRLvexyJCIiIiJFMcEkIiIiIkUxwSQiIiIiRTHBJCIiIiJF6ZxgTpw4Ec+ePctW/vz5c0ycOFGRoIiIiIjIcOmcYE6YMAFPnz7NVv7s2TNMmDBBkaCIiIiIyHDp/JgiIQQkScpWfuLECdja2ioSFBER0YeuekPf/A6B6IOldYJpY2MDSZIgSRJKlSqlkWRmZGTg6dOn6N27t16CJCIiIiLDoXWCOWfOHAgh0L17d0yYMAFWVlbyPGNjY7i5uaFmzZp6CZKIiIiIDIfWCWZwcDAAwN3dHX5+fjAyMtJbUERERESGIHDOvjytL2qgX57Wl1s634MZEBCAzMxMXLx4EQkJCcjMzNSYX6dOHcWCIyIiIqLcW7BgARYsWIBr164BAMqXL49x48ahSZMmeq1X5wTzwIED6NSpE65fv57t/ZaSJCEjI0Ox4IiIiIgo94oWLYrp06ejZMmSAIClS5eiZcuWOHbsGMqXL6+3enVOMHv37g1fX1/8+++/cHZ2znFEORERERHlvxYtWmhMT5kyBQsWLMCBAwc+rATz0qVL+PPPP+VMmIiIiIg+fBkZGfjjjz+QnJys94HZOieY1atXx+XLl5lgEhERERmAU6dOoWbNmnjx4gXMzc2xYcMGlCtXTq916pxg9uvXD9999x3i4+Ph5eWVbTS5t7e3YsERERER0fspXbo0jh8/jsePH2PdunUIDg5GdHS0XpNMnRPMNm3aAAC6d+8ul0mSJL/hh4N8iIiIiD4cxsbG8pVnX19fxMTEYO7cufjll1/0VqfO7yKPjY3N9nP16lX5XyWlp6djzJgxcHd3h1qthoeHByZOnKjxaCQhBEJDQ+Hi4gK1Wo3AwECcOXNG0TiIiIiIPhZCCKSkpOi1Dp17MIsXL66POHI0Y8YMLFy4EEuXLkX58uVx+PBhhISEwMrKCgMGDAAAzJw5E7Nnz0Z4eDhKlSqFyZMno2HDhrhw4QIsLCzyLFYiIiKiD82oUaPQpEkTuLq64smTJ1i9ejWioqKwdetWvdarc4IJAMuXL8fChQsRGxuL/fv3o3jx4pgzZw7c3d3RsmVLxYLbv38/WrZsiWbNmgEA3NzcsGrVKhw+fBjAywx8zpw5GD16NFq3bg3g5fOdHB0dsXLlSvTq1SvH7aakpGhk7klJSYrFTERERJ+OD/3NOnfv3sWXX36JuLg4WFlZwdvbG1u3bkXDhg31Wq/Ol8gXLFiAwYMHo2nTpnj8+LF8z6W1tTXmzJmjaHC1atXCf//9h4sXLwIATpw4gT179qBp06YAXl6uj4+PR6NGjeR1VCoVAgICsG/fm1/dNG3aNFhZWck/rq6uisZNRERE9CH49ddfce3aNaSkpCAhIQE7duzQe3IJ5CLBnDdvHhYvXozRo0ejYMGCcrmvry9OnTqlaHDDhw9Hx44dUaZMGRgZGcHHxwcDBw5Ex44dAQDx8fEAAEdHR431HB0d5Xk5GTlyJBITE+WfmzdvKho3ERER0adM50vksbGx8PHxyVauUqmQnJysSFBZ1qxZg99//x0rV65E+fLlcfz4cQwcOBAuLi4IDg6Wl3v9bUJZI9rfRKVSQaVSKRorEREREb2kc4Lp7u6O48ePZxvss2XLFsWfpzR06FCMGDECHTp0AAB4eXnh+vXrmDZtGoKDg+Hk5ATgZU+ms7OzvF5CQkK2Xk0iIiIiyhs6J5hDhw7Ft99+ixcvXkAIgUOHDmHVqlWYNm0alixZomhwz549Q4ECmlfxCxYsKD+myN3dHU5OTti+fbvcq5qamoro6GjMmDFD0ViIiIiISDs6J5ghISFIT0/HsGHD8OzZM3Tq1AlFihTB3Llz5Z5GpbRo0QJTpkxBsWLFUL58eRw7dgyzZ8+WH/IuSRIGDhyIqVOnwtPTE56enpg6dSpMTU3RqVMnRWMhIiIiIu3k6jFFPXv2RM+ePXH//n1kZmbCwcFB6bgAvBxQNHbsWPTp0wcJCQlwcXFBr169MG7cOHmZYcOG4fnz5+jTpw8ePXqE6tWrIyIigs/AJCIiIsonuUowsxQuXFipOHJkYWGBOXPmvPXxR5IkITQ0FKGhoXqNhYiIiIi0o3OC+eDBA4wbNw6RkZFISEjQeG0jADx8+FCx4IiIiIjI8OicYHbp0gVXrlxBjx494Ojo+NbHARERERHRp0fnBHPPnj3Ys2cPKlasqI94iIiIiAyGutn/8rS+5//2z9P6ckvnN/mUKVMGz58/10csRERERKRH06ZNk5/Co086J5g///wzRo8ejejoaDx48ABJSUkaP0RERET04YmJicGiRYvg7e2t97p0TjCtra2RmJiIevXqwcHBATY2NrCxsYG1tTVsbGz0ESMRERERvYenT5+ic+fOWLx4cZ7kazrfg9m5c2cYGxtj5cqVHORDREREZAC+/fZbNGvWDA0aNMDkyZP1Xp/OCebp06dx7NgxlC5dWh/xEBEREZGCVq9ejaNHjyImJibP6tT5Ermvry9u3rypj1iIiIiISEE3b97EgAED8Pvvv8PExCTP6tW5B7Nfv34YMGAAhg4dCi8vLxgZGWnMz4sbR4mIiIjo3Y4cOYKEhARUqVJFLsvIyMCuXbswf/58pKSkoGDBgorXq3OC2b59ewBA9+7d5TJJkiCEgCRJyMjIUC46IiIiIsq1+vXr49SpUxplISEhKFOmDIYPH66X5BLIRYIZGxurjziIiIiISGEWFhaoUKGCRpmZmRns7OyylStJ5wSzePHi+oiDiIiIyOAYypt18prOCebff/+dY7kkSTAxMUHJkiXh7u7+3oERERERkfKioqL0XofOCWarVq3key5f9ep9mLVq1cLGjRv54HUiIiKiT5DOjynavn07qlatiu3btyMxMRGJiYnYvn07qlWrhk2bNmHXrl148OABhgwZoo94iYiIiOgDp3MP5oABA7Bo0SL4+fnJZfXr14eJiQm+/vprnDlzBnPmzNEYZU5EREREnw6dezCvXLkCS0vLbOWWlpa4evUqAMDT0xP3799//+iIiIiIyODonGBWqVIFQ4cOxb179+Sye/fuYdiwYahatSoA4NKlSyhatKhyURIRERHlkczMzPwO4YOkS7vofIn8119/RcuWLVG0aFG4urpCkiTcuHEDHh4e+OuvvwAAT58+xdixY3XdNBEREVG+MTY2RoECBXDnzh3Y29vD2NgYkiTld1j5TgiB1NRU3Lt3DwUKFICxsfE719E5wSxdujTOnTuHbdu24eLFixBCoEyZMmjYsCEKFHjZIdqqVSudgyciIiLKTwUKFIC7uzvi4uJw586d/A7ng2NqaopixYrJ+d7b6JxgAi8fSdS4cWMEBgZCpVIxuyciIqKPgrGxMYoVK4b09HS+/voVBQsWRKFChbTO+XROMDMzMzFlyhQsXLgQd+/excWLF+Hh4YGxY8fCzc0NPXr00DloIiIiog+FJEkwMjKCkZFRfodisHQe5DN58mSEh4dj5syZGtfgvby8sGTJEkWDIyIiIiLDo3OCuWzZMixatAidO3dGwYIF5XJvb2+cP39e0eCIiIiIyPDonGDevn0bJUuWzFaemZmJtLQ0RYIiIiIiIsOlc4JZvnx57N69O1v5H3/8AR8fH0WCIiIiIiLDpfMgn/Hjx+PLL7/E7du3kZmZifXr1+PChQtYtmwZNm3apI8YiYiIiMiA6NyD2aJFC6xZswabN2+GJEkYN24czp07h3/++QcNGzbUR4xEREREZEBy9RzMoKAgBAUFKR0LEREREX0EdE4wb968CUmS5HeNHzp0CCtXrkS5cuXw9ddfKx6goeteyzW/QyAiIiLKUzpfIu/UqRMiIyMBAPHx8WjQoAEOHTqEUaNGYeLEiYoHSERERESGRecE8/Tp06hWrRoAYO3atfDy8sK+ffuwcuVKhIeHKx0fERERERkYnRPMtLQ0qFQqAMCOHTvw2WefAQDKlCmDuLg4ZaMjIiIiIoOTq+dgLly4ELt378b27dvRuHFjAMCdO3dgZ2eneIBEREREZFh0TjBnzJiBX375BYGBgejYsSMqVqwIAPj777/lS+dERERE9OnSeRR5YGAg7t+/j6SkJNjY2MjlX3/9NUxNTRUNjoiIiIgMT66eg1mwYEGN5BIA3NzclIiHiIiIiAyczpfIiYiIiIjehgkmERERESmKCSYRERERKSpX92BmefHiBUxMTJSKhYiIyGDwVcBEb6ZzD2ZmZiYmTZqEIkWKwNzcHFevXgUAjB07Fr/++qviARIRERGRYdE5wZw8eTLCw8Mxc+ZMGBsby+VeXl5YsmSJosERERERkeHROcFctmwZFi1ahM6dO6NgwYJyube3N86fP69ocERERERkeHROMG/fvo2SJUtmK8/MzERaWpoiQRERERGR4crVu8h3796drfyPP/6Aj4+PIkERERERkeHSeRT5+PHj8eWXX+L27dvIzMzE+vXrceHCBSxbtgybNm3SR4xEREREZEB07sFs0aIF1qxZg82bN0OSJIwbNw7nzp3DP//8g4YNG+ojRiIiIiIyILl6DmZQUBCCgoKUjoWIiIiIPgK5ftB6amoqEhISkJmZqVFerFix9w6KiIiIiAyXzgnmpUuX0L17d+zbt0+jXAgBSZKQkZGhWHBEREREZHh0TjC7deuGQoUKYdOmTXB2doYkSfqIi4iIiIgMlM4J5vHjx3HkyBGUKVNGH/EQERERkYHTeRR5uXLlcP/+fX3EQkREREQfAa0SzKSkJPlnxowZGDZsGKKiovDgwQONeUlJSfqOl4iIiIg+cFpdIre2tta411IIgfr162ssw0E+RERERARomWBGRkbqOw4iIiIi+kholWAGBATIv9+4cQOurq7ZRo8LIXDz5k1loyMiIiIig6PzIB93d3fcu3cvW/nDhw/h7u6uSFCvun37Nrp06QI7OzuYmpqiUqVKOHLkiDxfCIHQ0FC4uLhArVYjMDAQZ86cUTwOIiIiItKOzglm1r2Wr3v69ClMTEwUCSrLo0eP4O/vDyMjI2zZsgVnz57FDz/8AGtra3mZmTNnYvbs2Zg/fz5iYmLg5OSEhg0b4smTJ4rGQkRERETa0fo5mIMHDwYASJKEsWPHwtTUVJ6XkZGBgwcPolKlSooGN2PGDLi6uiIsLEwuc3Nzk38XQmDOnDkYPXo0WrduDQBYunQpHB0dsXLlSvTq1UvReIiIiIjo3bTuwTx27BiOHTsGIQROnTolTx87dgznz59HxYoVER4ermhwf//9N3x9ffHFF1/AwcEBPj4+WLx4sTw/NjYW8fHxaNSokVymUqkQEBCQ7VWWr0pJSeHjlYiIiIj0ROsezKyR5CEhIZg7dy4sLS31FlSWq1evYsGCBRg8eDBGjRqFQ4cOoX///lCpVOjatSvi4+MBAI6OjhrrOTo64vr162/c7rRp0zBhwgS9xk5ERET0qdL5HsywsLA8SS4BIDMzE5UrV8bUqVPh4+ODXr16oWfPnliwYIHGcjmNaH/bO9JHjhyJxMRE+Yej34mIiIiUo3OCmZecnZ1Rrlw5jbKyZcvixo0bAAAnJycAkHsysyQkJGTr1XyVSqWCpaWlxg8RERERKeODTjD9/f1x4cIFjbKLFy+iePHiAF4+MsnJyQnbt2+X56empiI6Ohp+fn55GisRERERvaT1PZj5YdCgQfDz88PUqVPRrl07HDp0CIsWLcKiRYsAvLw0PnDgQEydOhWenp7w9PTE1KlTYWpqik6dOuVz9ERERESfJp0TzOTkZJiZmekjlmyqVq2KDRs2YOTIkZg4cSLc3d0xZ84cdO7cWV5m2LBheP78Ofr06YNHjx6hevXqiIiIgIWFRZ7ESERERESadE4wHR0d0a5dO3Tv3h21atXSR0wamjdvjubNm79xviRJCA0NRWhoqN5jISIiIqJ30/kezFWrViExMRH169dHqVKlMH36dNy5c0cfsRERERGRAdI5wWzRogXWrVuHO3fu4JtvvsGqVatQvHhxNG/eHOvXr0d6ero+4iQiIiIiA5HrUeR2dnYYNGgQTpw4gdmzZ2PHjh1o27YtXFxcMG7cODx79kzJOImIiIjIQOR6FHl8fDyWLVuGsLAw3LhxA23btkWPHj1w584dTJ8+HQcOHEBERISSsRIRERGRAdA5wVy/fj3CwsKwbds2lCtXDt9++y26dOkCa2treZlKlSrBx8dHyTiJiIiIyEDonGCGhISgQ4cO2Lt3L6pWrZrjMh4eHhg9evR7B0dEREREhkfnBDMuLg6mpqZvXUatVmP8+PG5DoqIiIiIDJfOCaapqSkyMjKwYcMGnDt3DpIkoUyZMmjVqhUKFfqgXwxERERERHlA54zw9OnT+Oyzz3D37l2ULl0awMv3g9vb2+Pvv/+Gl5eX4kESERERkeHQ+TFFX331FSpUqIBbt27h6NGjOHr0KG7evAlvb298/fXX+oiRiIiIiAyIzj2YJ06cwOHDh2FjYyOX2djYYMqUKW8c9ENEREREnw6dezBLly6Nu3fvZitPSEhAyZIlFQmKiIiIiAyXVglmUlKS/DN16lT0798ff/75J27duoVbt27hzz//xMCBAzFjxgx9x0tEREREHzitLpFbW1tDkiR5WgiBdu3ayWVCCAAv31OekZGhhzCJiIiIyFBolWBGRkbqOw4iIiIi+kholWAGBAToOw4iIiIi+kjoPMiHiIiIiOhtmGASERERkaKYYBIRERGRophgEhEREZGimGASERERkaK0GkXu4+Oj8RzMtzl69Oh7BUREREREhk2rBLNVq1by7y9evMDPP/+McuXKoWbNmgCAAwcO4MyZM+jTp49egiQiIiIiw6FVgjl+/Hj596+++gr9+/fHpEmTsi1z8+ZNZaMjIiIiIoOj8z2Yf/zxB7p27ZqtvEuXLli3bp0iQRERERGR4dI5wVSr1dizZ0+28j179sDExESRoIiIiIjIcGl1ifxVAwcOxDfffIMjR46gRo0aAF7eg/nbb79h3LhxigdIRERERIZF5wRzxIgR8PDwwNy5c7Fy5UoAQNmyZREeHo527dopHiARERERGRadE0wAaNeuHZNJIiIiIspRrh60/vjxYyxZsgSjRo3Cw4cPAbx8/uXt27cVDY6IiIiIDI/OPZgnT55EgwYNYGVlhWvXruGrr76Cra0tNmzYgOvXr2PZsmX6iJOIiIiIDITOPZiDBw9Gt27dcOnSJY1R402aNMGuXbsUDY6IiIiIDI/OCWZMTAx69eqVrbxIkSKIj49XJCgiIiIiMlw6J5gmJiZISkrKVn7hwgXY29srEhQRERERGS6dE8yWLVti4sSJSEtLAwBIkoQbN25gxIgRaNOmjeIBEhEREZFh0TnB/P7773Hv3j04ODjg+fPnCAgIQMmSJWFhYYEpU6boI0YiIiIiMiA6jyK3tLTEnj17sHPnThw9ehSZmZmoXLkyGjRooI/4iIiIiMjA6JxgLlu2DO3bt0e9evVQr149uTw1NRWrV69G165dFQ2QiIiIiAyLzpfIQ0JCkJiYmK38yZMnCAkJUSQoIiIiIjJcOieYQghIkpSt/NatW7CyslIkKCIiIiIyXFpfIvfx8YEkSZAkCfXr10ehQv+3akZGBmJjY9G4cWO9BElEREREhkPrBLNVq1YAgOPHjyMoKAjm5ubyPGNjY7i5ufExRURERESkfYI5fvx4AICbmxvat2+v8ZpIIiIiIqIsOo8iDw4OBvBy1HhCQgIyMzM15hcrVkyZyIiIiIjIIOmcYF66dAndu3fHvn37NMqzBv9kZGQoFhwRERERGR6dE8xu3bqhUKFC2LRpE5ydnXMcUU5EREREny6dE8zjx4/jyJEjKFOmjD7iISIiIiIDp/NzMMuVK4f79+/rIxYiIiIi+gjonGDOmDEDw4YNQ1RUFB48eICkpCSNHyIiIiL6tOl8ibxBgwYAgPr162uUc5APEREREQG5SDAjIyP1EQcRERERfSR0TjADAgL0EQcRERERfSR0vgcTAHbv3o0uXbrAz88Pt2/fBgAsX74ce/bsUTQ4IiIiIjI8OieY69atQ1BQENRqNY4ePYqUlBQAwJMnTzB16lTFAyQiIiIiw6Jzgjl58mQsXLgQixcvhpGRkVzu5+eHo0ePKhocERERERkenRPMCxcuoE6dOtnKLS0t8fjxYyViIiIiIiIDpnOC6ezsjMuXL2cr37NnDzw8PBQJioiIiIgMl84JZq9evTBgwAAcPHgQkiThzp07WLFiBYYMGYI+ffroI0YiIiIiMiA6P6Zo2LBhSExMRN26dfHixQvUqVMHKpUKQ4YMQd++ffURIxEREREZEJ0TTACYMmUKRo8ejbNnzyIzMxPlypWDubm50rERERERkQHK1XMwAcDU1BS+vr4oU6YMduzYgXPnzikZV46mTZsGSZIwcOBAuUwIgdDQULi4uECtViMwMBBnzpzReyxERERElDOdE8x27dph/vz5AIDnz5+jatWqaNeuHby9vbFu3TrFA8wSExODRYsWwdvbW6N85syZmD17NubPn4+YmBg4OTmhYcOGePLkid5iISIiIqI30znB3LVrF2rXrg0A2LBhAzIzM/H48WP873//w+TJkxUPEACePn2Kzp07Y/HixbCxsZHLhRCYM2cORo8ejdatW6NChQpYunQpnj17hpUrV75xeykpKUhKStL4ISIiIiJl6JxgJiYmwtbWFgCwdetWtGnTBqampmjWrBkuXbqkeIAA8O2336JZs2Zo0KCBRnlsbCzi4+PRqFEjuUylUiEgIAD79u174/amTZsGKysr+cfV1VUvcRMRERF9inROMF1dXbF//34kJydj69atcnL36NEjmJiYKB7g6tWrcfToUUybNi3bvPj4eACAo6OjRrmjo6M8LycjR45EYmKi/HPz5k1lgyYiIiL6hOk8inzgwIHo3LkzzM3NUaxYMQQGBgJ4eency8tL0eBu3ryJAQMGICIi4q3JqyRJGtNCiGxlr1KpVFCpVIrFSURERET/R+cEs0+fPqhWrRpu3ryJhg0bokCBl52gHh4eit+DeeTIESQkJKBKlSpyWUZGBnbt2oX58+fjwoULAF72ZDo7O8vLJCQkZOvVJCIiUlK9Evw7Q/QmuXoOpq+vL7y9vREbG4sSJUqgUKFCaNasmdKxoX79+jh16pRGWUhICMqUKYPhw4fDw8MDTk5O2L59O3x8fAAAqampiI6OxowZMxSPh4iIiIjeTecE89mzZ+jXrx+WLl0KALh48SI8PDzQv39/uLi4YMSIEYoFZ2FhgQoVKmiUmZmZwc7OTi4fOHAgpk6dCk9PT3h6emLq1KkwNTVFp06dFIvjffB/uERERPSp0XmQz8iRI3HixAlERUVp3BfZoEEDrFmzRtHgtDFs2DAMHDgQffr0ga+vL27fvo2IiAhYWFjkeSxERERElIsezI0bN2LNmjWoUaOGxkCacuXK4cqVK4oGl5OoqCiNaUmSEBoaitDQUL3XTURERETvpnMP5r179+Dg4JCtPDk5+a0jt4mIiIjo06Bzglm1alX8+++/8nRWUrl48WLUrFlTuciIiIiIyCDpfIl82rRpaNy4Mc6ePYv09HTMnTsXZ86cwf79+xEdHa2PGImIiIjIgOjcg+nn54d9+/bh2bNnKFGiBCIiIuDo6Ij9+/drPK+SiIiIiD5NOvVgpqWl4euvv8bYsWPlxxQREREREb1Kpx5MIyMjbNiwQV+xEBEREdFHQOdL5J9//jk2btyoh1CIiIiI6GOg8yCfkiVLYtKkSdi3bx+qVKkCMzMzjfn9+/dXLDgiIiIiMjw6J5hLliyBtbU1jhw5giNHjmjMkySJCSYRERHRJ07nBDM2NlYfcRARERHRR0LnezBfJYSAEEKpWIiIiIjoI5CrBPPXX39FhQoVYGJiAhMTE1SoUAFLlixROjYiIiIiMkA6XyIfO3YsfvzxR/Tr109+NeT+/fsxaNAgXLt2DZMnT1Y8SCIiIiIyHDonmAsWLMDixYvRsWNHueyzzz6Dt7c3+vXrxwSTiIiI6BOn8yXyjIwM+Pr6ZiuvUqUK0tPTFQmKiIiIiAyXzglmly5dsGDBgmzlixYtQufOnRUJioiIiIgMl86XyIGXg3wiIiJQo0YNAMCBAwdw8+ZNdO3aFYMHD5aXmz17tjJREhEREZHB0DnBPH36NCpXrgwAuHLlCgDA3t4e9vb2OH36tLycJEkKhUhEREREhkTnBDMyMlIfcRARERHRRyLXD1q/fPkytm3bhufPnwMAH7hORERERABykWA+ePAA9evXR6lSpdC0aVPExcUBAL766it89913igdIRERERIZF5wRz0KBBMDIywo0bN2BqaiqXt2/fHlu3blU0OCIiIiIyPDrfgxkREYFt27ahaNGiGuWenp64fv26YoERERERkWHSOcFMTk7W6LnMcv/+fahUKkWCIiLDVL1h9pcwEBHRp0fnS+R16tTBsmXL5GlJkpCZmYlZs2ahbt26igZHRERERIZH5x7MWbNmITAwEIcPH0ZqaiqGDRuGM2fO4OHDh9i7d68+YiQiIiIiA6JzD2a5cuVw8uRJVKtWDQ0bNkRycjJat26NY8eOoUSJEvqIkYiIiIgMiE49mGlpaWjUqBF++eUXTJgwQV8xEREREZEB06kH08jICKdPn+ZrIImIiIjojXS+RN61a1f8+uuv+oiFiIiIiD4COg/ySU1NxZIlS7B9+3b4+vrCzMxMY/7s2bMVC46IiIiIDI/OCebp06dRuXJlAMDFixc15vHSORERERHpnGBGRkbqIw4iIiIi+kjofA8mEREREdHbMMEkIiIiIkUxwSQiIiIiRTHBJCIiIiJFMcEkIiIiIkXpPIocePl4oqioKCQkJCAzM1Nj3rhx4xQJjIiIiIgMk84J5uLFi/HNN9+gcOHCcHJy0nj2pSRJTDCJiIiIPnE6J5iTJ0/GlClTMHz4cH3EQ0REREQGTud7MB89eoQvvvhCH7EQERER0UdA5wTziy++QEREhD5iISIiIqKPgM6XyEuWLImxY8fiwIED8PLygpGRkcb8/v37KxYcERERERkenRPMRYsWwdzcHNHR0YiOjtaYJ0kSE0wiIiKiT5zOCWZsbKw+4iAiIiKij8R7PWhdCAEhhFKxEBEREdFHIFcJ5rJly+Dl5QW1Wg21Wg1vb28sX75c6diIiIiIyADpfIl89uzZGDt2LPr27Qt/f38IIbB371707t0b9+/fx6BBg/QRJxEREREZCJ0TzHnz5mHBggXo2rWrXNayZUuUL18eoaGhTDCJiIiIPnE6XyKPi4uDn59ftnI/Pz/ExcUpEhQRERERGS6dE8ySJUti7dq12crXrFkDT09PRYIiIiIiIsOl8yXyCRMmoH379ti1axf8/f0hSRL27NmD//77L8fEk4iIiIg+LTr3YLZp0wYHDx5E4cKFsXHjRqxfvx6FCxfGoUOH8Pnnn+sjRiIiIiIyIDr3YAJAlSpV8PvvvysdCxERERF9BLRKMJOSkmBpaSn//jZZyxERERHRp0mrBNPGxgZxcXFwcHCAtbU1JEnKtowQApIkISMjQ/EgiYiIiMhwaJVg7ty5E7a2tgCAyMhIvQZERERERIZNqwQzICBA/t3d3R2urq7ZejGFELh586ay0RERERGRwdF5kI+7u7t8ufxVDx8+hLu7u6KXyKdNm4b169fj/PnzUKvV8PPzw4wZM1C6dGl5GSEEJkyYgEWLFuHRo0eoXr06fvrpJ5QvX16xOMjwVG/om98hEBERfbJ0fkxR1r2Wr3v69ClMTEwUCSpLdHQ0vv32Wxw4cADbt29Heno6GjVqhOTkZHmZmTNnYvbs2Zg/fz5iYmLg5OSEhg0b4smTJ4rGQkRERETa0boHc/DgwQAASZIwduxYmJqayvMyMjJw8OBBVKpUSdHgtm7dqjEdFhYGBwcHHDlyBHXq1IEQAnPmzMHo0aPRunVrAMDSpUvh6OiIlStXolevXorGQ0RERETvpnWCeezYMQAvezBPnToFY2NjeZ6xsTEqVqyIIUOGKB/hKxITEwFAHnAUGxuL+Ph4NGrUSF5GpVIhICAA+/bte2OCmZKSgpSUFHn6XY9eIiIiIiLtaZ1gZo0eDwkJwdy5c/P8eZdCCAwePBi1atVChQoVAADx8fEAAEdHR41lHR0dcf369Tdua9q0aZgwYYL+giUiIiL6hOl8D+acOXOQnp6erfzhw4d67Qns27cvTp48iVWrVmWbl9OI9pzuE80ycuRIJCYmyj8c/U5ERESkHJ0TzA4dOmD16tXZyteuXYsOHTooEtTr+vXrh7///huRkZEoWrSoXO7k5ATg/3oysyQkJGTr1XyVSqWCpaWlxg8RERERKUPnBPPgwYOoW7dutvLAwEAcPHhQkaCyCCHQt29frF+/Hjt37oS7u7vGfHd3dzg5OWH79u1yWWpqKqKjo+Hn56doLERERESkHZ2fg5mSkpLjJfK0tDQ8f/5ckaCyfPvtt1i5ciX++usvWFhYyD2VVlZWUKvVkCQJAwcOxNSpU+Hp6QlPT09MnToVpqam6NSpk6KxEBEREZF2dO7BrFq1KhYtWpStfOHChahSpYoiQWVZsGABEhMTERgYCGdnZ/lnzZo18jLDhg3DwIED0adPH/j6+uL27duIiIiAhYWForEQERERkXZ07sGcMmUKGjRogBMnTqB+/foAgP/++w8xMTGIiIhQNDghxDuXkSQJoaGhCA0NVbRuIiIiIsodnXsw/f39sX//fri6umLt2rX4559/ULJkSZw8eRK1a9fWR4xEREREZEB07sEEgEqVKmHFihVKx0JEREREH4FcJZhZnj9/jrS0NI0yPvKHiChvVW/om98hEBFp0PkS+bNnz9C3b184ODjA3NwcNjY2Gj9ERERE9GnTOcEcOnQodu7ciZ9//hkqlQpLlizBhAkT4OLigmXLlukjRiIiIiIyIDpfIv/nn3+wbNkyBAYGonv37qhduzZKliyJ4sWLY8WKFejcubM+4iQiIiIiA6FzD+bDhw/lN+pYWlri4cOHAIBatWph165dykZHRERERAZH5wTTw8MD165dAwCUK1cOa9euBfCyZ9Pa2lrJ2IiIiIjIAOmcYIaEhODEiRMAgJEjR8r3Yg4aNAhDhw5VPEAiIiIiMiw634M5aNAg+fe6devi/PnzOHz4MEqUKIGKFSsqGhwRERERGR6dejDT0tJQt25dXLx4US4rVqwYWrduzeSSiIiIiADomGAaGRnh9OnTkCRJX/EQERERkYHT+R7Mrl274tdff9VHLERERET0EdD5HszU1FQsWbIE27dvh6+vL8zMzDTmz549W7HgiIiIiMjw6Jxgnj59GpUrVwYAjXsxAfDSORERERFpn2BevXoV7u7uiIyM1Gc8RERERGTgtL4H09PTE/fu3ZOn27dvj7t37+olKCIiIiIyXFonmEIIjenNmzcjOTlZ8YCIiIiIyLDpPIqciIiIiOhttE4wJUnKNoiHg3qIiIiI6HVaD/IRQqBbt25QqVQAgBcvXqB3797ZHlO0fv16ZSMkIiIiIoOidYIZHBysMd2lSxfFgyEiw9a9lmt+h0BERB8ArRPMsLAwfcZBRERERB8JDvIhIiIiIkUxwSQiIiIiRTHBJCIiIiJFMcEkIiIiIkUxwSQiIiIiRTHBJCIiIiJFMcEkIiIiIkUxwSQiIiIiRTHBJCIiIiJFMcEkIiIiIkVp/apIIkPCd2ITERHlH/ZgEhEREZGimGASERERkaKYYBIRERGRophgEhEREZGimGASERERkaKYYBIRERGRophgEhEREZGimGASERERkaKYYBIRERGRovgmHyIiA8c3VxHRh4Y9mERERESkKCaYRERERKQoJphEREREpCgmmERERESkKCaYRERERKQoJphEREREpCgmmERERESkKCaYRERERKQoJphEREREpCgmmERERESkKCaYRERERKQoJphEREREpCgmmERERESkKCaYRERERKQoJphEREREpKiPJsH8+eef4e7uDhMTE1SpUgW7d+/O75CIiIiIPkkfRYK5Zs0aDBw4EKNHj8axY8dQu3ZtNGnSBDdu3Mjv0IiIiIg+OYXyOwAlzJ49Gz169MBXX30FAJgzZw62bduGBQsWYNq0afkcHeWHeiUc8zuETxLbnYiIgI8gwUxNTcWRI0cwYsQIjfJGjRph3759Oa6TkpKClJQUeToxMREAkJSUpHh8T5JSFd/mxyypoLEi22G764btnveUanMAqGqvVmxbHzslz/M83rWn5PGusd3//3kKIfSyfco9g08w79+/j4yMDDg6avacODo6Ij4+Psd1pk2bhgkTJmQrd3V11UuMREREpD9PnjyBlZVVfodBrzD4BDOLJEka00KIbGVZRo4cicGDB8vTmZmZePjwIezs7N64zsckKSkJrq6uuHnzJiwtLfM7nE8G2z1/sN3zB9s9f3xq7S6EwJMnT+Di4pLfodBrDD7BLFy4MAoWLJittzIhISFbr2YWlUoFlUqlUWZtba2vED9YlpaWn8QJ6EPDds8fbPf8wXbPH59Su7Pn8sNk8KPIjY2NUaVKFWzfvl2jfPv27fDz88unqIiIiIg+XQbfgwkAgwcPxpdffglfX1/UrFkTixYtwo0bN9C7d+/8Do2IiIjok/NRJJjt27fHgwcPMHHiRMTFxaFChQrYvHkzihcvnt+hfZBUKhXGjx+f7TYB0i+2e/5gu+cPtnv+YLvTh0ISHNtPRERERAoy+HswiYiIiOjDwgSTiIiIiBTFBJOIiIiIFMUEk4iIiIgUxQTzExEYGIiBAwfmdxgyIQS+/vpr2NraQpIkHD9+PL9D0gu2e/5guxumbt26oVWrVvkdhsHh8U4foo/iMUVkeLZu3Yrw8HBERUXBw8MDhQsXzu+QPgls9/xhyO0eGBiISpUqYc6cOXpdhz4ehny8k3KYYFKuZWRkQJIkFCige0f4lStX4OzszLct5QLbPX+w3elTwuOd3hcvkeehwMBA9O/fH8OGDYOtrS2cnJwQGhoqz7927Vq2ywmPHz+GJEmIiooCAERFRUGSJGzbtg0+Pj5Qq9WoV68eEhISsGXLFpQtWxaWlpbo2LEjnj17plF/eno6+vbtC2tra9jZ2WHMmDF49TGoqampGDZsGIoUKQIzMzNUr15drhcAwsPDYW1tjU2bNqFcuXJQqVS4fv16jvsaHR2NatWqQaVSwdnZGSNGjEB6ejqAl5fB+vXrhxs3bkCSJLi5ub1Xu74L253t/im1u5K6deuG6OhozJ07F5IkQZIkXLt27Z37m9M6GRkZ6NGjB9zd3aFWq1G6dGnMnTs3n/dQOTzeDf94J4UJyjMBAQHC0tJShIaGiosXL4qlS5cKSZJERESEEEKI2NhYAUAcO3ZMXufRo0cCgIiMjBRCCBEZGSkAiBo1aog9e/aIo0ePipIlS4qAgADRqFEjcfToUbFr1y5hZ2cnpk+frlG3ubm5GDBggDh//rz4/fffhampqVi0aJG8TKdOnYSfn5/YtWuXuHz5spg1a5ZQqVTi4sWLQgghwsLChJGRkfDz8xN79+4V58+fF0+fPs22n7du3RKmpqaiT58+4ty5c2LDhg2icOHCYvz48UIIIR4/fiwmTpwoihYtKuLi4kRCQoLCLa2J7T5eCMF2/1TaXUmPHz8WNWvWFD179hRxcXEiLi5Oq/19fZ309HSRmpoqxo0bJw4dOiSuXr0qfyZr1qyR6wsODhYtW7bMn519TzzexwshDPt4J2UxwcxDAQEBolatWhplVatWFcOHDxdC6HYC2rFjh7zMtGnTBABx5coVuaxXr14iKChIo+6yZcuKzMxMuWz48OGibNmyQgghLl++LCRJErdv39aIr379+mLkyJFCiJcnIADi+PHjb93PUaNGidKlS2vU9dNPPwlzc3ORkZEhhBDixx9/FMWLF3/rdpTCdme7C/HptLvSAgICxIABA+Rpbfb39XXepE+fPqJNmzbytKEnmDzeDf94J+XwEnke8/b21ph2dnZGQkLCe23H0dERpqam8PDw0Ch7fbs1atSAJEnydM2aNXHp0iVkZGTg6NGjEEKgVKlSMDc3l3+io6Nx5coVeR1jY+Ns+/C6c+fOoWbNmhp1+fv74+nTp7h165bO+6oEtjvb/VNqd316n/1duHAhfH19YW9vD3NzcyxevBg3btzQd8h5hsf7x3e8U+5xkE8eMzIy0piWJAmZmZkAIN9MLV65byYtLe2d25Ek6a3b1UZmZiYKFiyII0eOoGDBghrzzM3N5d/VarXGiSUnQohsy2Tt07vW1Re2O9v9VR97u+tTbvd37dq1GDRoEH744QfUrFkTFhYWmDVrFg4ePKjXePMSj/eP73in3GOC+QGxt7cHAMTFxcHHxwcAFH1+2IEDB7JNe3p6omDBgvDx8UFGRgYSEhJQu3bt96qnXLlyWLduncaJaN++fbCwsECRIkXea9v6wHbPH2x3w2BsbIyMjAx5Wpv9fX0dANi9ezf8/PzQp08fuezV3rOPHY93+tTwEvkHRK1Wo0aNGpg+fTrOnj2LXbt2YcyYMYpt/+bNmxg8eDAuXLiAVatWYd68eRgwYAAAoFSpUujcuTO6du2K9evXIzY2FjExMZgxYwY2b96sUz19+vTBzZs30a9fP5w/fx5//fUXxo8fj8GDB+fqkRf6xnbPH2x3w+Dm5oaDBw/i2rVruH//vlb7+/o6mZmZKFmyJA4fPoxt27bh4sWLGDt2LGJiYvJ57/IOj3f61PBo+MD89ttvSEtLg6+vLwYMGIDJkycrtu2uXbvi+fPnqFatGr799lv069cPX3/9tTw/LCwMXbt2xXfffYfSpUvjs88+w8GDB+Hq6qpTPUWKFMHmzZtx6NAhVKxYEb1790aPHj0UPZkqje2eP9juH74hQ4agYMGCKFeuHOzt7ZGWlvbO/X19nRs3bqB3795o3bo12rdvj+rVq+PBgwcavZmfAh7v9CmRxKs3hBARERERvSf2YBIRERGRophgEhEREZGimGASERERkaKYYBIRERGRophgEmkhKioKkiTh8ePHWi0fGBiIgQMH6jUmejNJkrBx48b8DoPogxYaGopKlSrldxj0kWKC+ZHQNQGit3s9QfTz80NcXBysrKzypP5u3bqhVatWeVIXkaHh90MZQ4YMwX///ZffYdBHigkm5QkhBNLT0/M7jFwzNjaGk5MTX4X2AXjT6/WISDfm5uaws7PL7zDoI8UEM49lZmZixowZKFmyJFQqFYoVK4YpU6bk2AN5/PhxSJKEa9euAQCuX7+OFi1awMbGBmZmZihfvjw2b96Ma9euoW7dugAAGxsbSJKEbt26AQBSUlLQv39/ODg4wMTEBLVq1dJ4e0ZWvdu2bYOPjw/UajXq1auHhIQEbNmyBWXLloWlpSU6duyIZ8+eyesJITBz5kx4eHhArVajYsWK+PPPP3Pcrq+vL1QqFXbv3o0TJ06gbt26sLCwgKWlJapUqYLDhw/rr8FzoVu3boiOjsbcuXMhSRIkSUJ4eHi2z2fv3r0ICAiAqakpbGxsEBQUhEePHuW4za1bt8LKygrLli0DANy+fRvt27eHjY0N7Ozs0LJlS/lzDg0NxdKlS/HXX3/J9UdFRSE1NRV9+/aFs7MzTExM4ObmhmnTpum7Od5LYGAg+vbti759+8La2hp2dnYYM2aMxruLX7+UbW1tjfDwcADAtWvXIEkS1q5di8DAQJiYmOD3338H8PKh1eXLl4dKpYKzszP69u2rsZ379+/j888/h6mpKTw9PfH333/L8zIyMtCjRw+4u7tDrVajdOnSmDt3rsb6UVFRqFatGszMzGBtbQ1/f39cv35dnv/PP/+gSpUqMDExgYeHByZMmKDxn6jQ0FAUK1YMKpUKLi4u6N+//3u3p5K2bt2KWrVqyZ9L8+bN5Vc3vtrutWvXhlqtRtWqVXHx4kXExMTA19cX5ubmaNy4Me7duydvMzMzExMnTkTRokWhUqlQqVIlbN26VZ6vzXkuPDwc1tbW2LZtG8qWLSvXExcXB+DN34/89KbzOgAMHz4cpUqVgqmpKTw8PDB27FiN/yRlXab+7bffUKxYMZibm+Obb75BRkYGZs6cCScnJzg4OMjbyyJJEhYsWIAmTZpArVbD3d0df/zxh8Yy2tadJT09Hf3795ePieHDhyM4OFijtzgwMBD9+/fHsGHDYGtrCycnJ4SGhmrU+6Ef+5RHBOWpYcOGCRsbGxEeHi4uX74sdu/eLRYvXiwiIyMFAPHo0SN52WPHjgkAIjY2VgghRLNmzUTDhg3FyZMnxZUrV8Q///wjoqOjRXp6uli3bp0AIC5cuCDi4uLE48ePhRBC9O/fX7i4uIjNmzeLM2fOiODgYGFjYyMePHgghBByvTVq1BB79uwRR48eFSVLlhQBAQGiUaNG4ujRo2LXrl3Czs5OTJ8+XY5t1KhRokyZMmLr1q3iypUrIiwsTKhUKhEVFaWxXW9vbxERESEuX74s7t+/L8qXLy+6dOkizp07Jy5evCjWrl0rjh8/njeNr6XHjx+LmjVrip49e4q4uDgRFxcnduzYofH5HDt2TKhUKvHNN9+I48ePi9OnT4t58+aJe/fuCSGECAgIEAMGDBBCCLFq1SphYWEhNm7cKIQQIjk5WXh6eoru3buLkydPirNnz4pOnTqJ0qVLi5SUFPHkyRPRrl070bhxY7n+lJQUMWvWLOHq6ip27dolrl27Jnbv3i1WrlyZH02ktYCAAGFubi4GDBggzp8/L37//XdhamoqFi1aJIQQAoDYsGGDxjpWVlYiLCxMCCFEbGysACDc3NzEunXrxNWrV8Xt27fFzz//LExMTMScOXPEhQsXxKFDh8SPP/4obwOAKFq0qFi5cqW4dOmS6N+/vzA3N5eP+9TUVDFu3Dhx6NAhcfXqVTmuNWvWCCGESEtLE1ZWVmLIkCHi8uXL4uzZsyI8PFxcv35dCCHE1q1bhaWlpQgPDxdXrlwRERERws3NTYSGhgohhPjjjz+EpaWl2Lx5s7h+/bo4ePCgvM8fij///FOsW7dOXLx4URw7dky0aNFCeHl5iYyMDLnds77jZ8+eFTVq1BCVK1cWgYGBGueK3r17y9ucPXu2sLS0FKtWrRLnz58Xw4YNE0ZGRuLixYtCCKHVeS4sLEwYGRmJBg0aiJiYGHHkyBFRtmxZ0alTJyGEeOP3Iz+96bwuhBCTJk0Se/fuFbGxseLvv/8Wjo6OYsaMGfK648ePF+bm5qJt27bizJkz4u+//xbGxsYiKChI9OvXT5w/f1789ttvAoDYv3+/vB4AYWdnJxYvXiwuXLggxowZIwoWLCjOnj0rL6NN3RUrVpSnJ0+eLGxtbcX69evFuXPnRO/evYWlpaVo2bKlvExAQICwtLQUoaGh4uLFi2Lp0qVCkiQREREhhDCMY5/yBhPMPJSUlCRUKpV84nmVNideLy8v+Q+YNus/ffpUGBkZiRUrVshlqampwsXFRcycOVNjvR07dsjLTJs2TQAQV65ckct69eolgoKC5O2amJiIffv2acTQo0cP0bFjR43tZiVVWSwsLER4ePibmuiD8WqCKET29u3YsaPw9/d/5/o//fSTsLKyEjt37pTn/frrr6J06dIiMzNTLktJSRFqtVps27ZNCCFEcHCwxkldCCH69esn6tWrp7Hehy4gIECULVtWI+bhw4eLsmXLCiG0TzDnzJmjsYyLi4sYPXr0G+sFIMaMGSNPP336VEiSJLZs2fLGdfr06SPatGkjhBDiwYMHAoD8H6bX1a5dW0ydOlWjbPny5cLZ2VkIIcQPP/wgSpUqJVJTU99Y34cmISFBABCnTp2S233JkiXy/FWrVgkA4r///pPLpk2bJkqXLi1Pu7i4iClTpmhst2rVqqJPnz5CCO0TTADi8uXL8jI//fSTcHR0lKdz+n7kl7ed13Myc+ZMUaVKFXl6/PjxwtTUVCQlJcllQUFBws3NTWRkZMhlpUuXFtOmTZOnAWgk90IIUb16dfHNN9/oVPerCaajo6OYNWuWPJ2eni6KFSuWLcGsVauWxnarVq0qhg8fLoQwzGOf9IOXyPPQuXPnkJKSgvr16+dq/f79+2Py5Mnw9/fH+PHjcfLkybcuf+XKFaSlpcHf318uMzIyQrVq1XDu3DmNZb29veXfHR0d5Usqr5YlJCQAAM6ePYsXL16gYcOGMDc3l3+WLVsmX2LL4uvrqzE9ePBgfPXVV2jQoAGmT5+ebXlDcfz48Xd+juvWrcPAgQMREREh38IAAEeOHMHly5dhYWEht52trS1evHjx1vbo1q0bjh8/jtKlS6N///6IiIhQbH/0qUaNGhr3rtasWROXLl1CRkaG1tt49ThKSEjAnTt33tn+rx7TZmZmsLCwkI9hAFi4cCF8fX1hb28Pc3NzLF68GDdu3AAA2Nraolu3bggKCkKLFi0wd+5c+RIt8PIznDhxosbx37NnT8TFxeHZs2f44osv8Pz5c3h4eKBnz57YsGHDB3cP8pUrV9CpUyd4eHjA0tIS7u7uACC3AZD9vAAAXl5eGmVZbZqUlIQ7d+5onG8AwN/fP9v55l1MTU1RokQJedrZ2Vnjs/uQvOu8/ueff6JWrVpwcnKCubk5xo4dq9HGAODm5gYLCwt52tHREeXKlUOBAgU0yl5vg5o1a2abfrWttak7S2JiIu7evYtq1arJZQULFkSVKlWyLfvqcQFofj6GcOxT3mCCmYfUavUb52WdSMQrr4Z/fTDDV199hatXr+LLL7/EqVOn4Ovri3nz5r1xm+KV+9xeL3+9zMjISP5dkiSN6ayyzMxMAJD//ffff3H8+HH55+zZsxr3YQIv/7C/KjQ0FGfOnEGzZs2wc+dOlCtXDhs2bHjjPnyo3vZZZqlUqRLs7e0RFham8blmZmaiSpUqGm13/PhxXLx4EZ06dXrj9ipXrozY2FhMmjQJz58/R7t27dC2bVtF9ie/SJKk0TZAzoN4Xj2OtGl7AG89hteuXYtBgwahe/fuiIiIwPHjxxESEoLU1FR5+bCwMOzfvx9+fn5Ys2YNSpUqhQMHDgB4+RlOmDBB4/M7deoULl26BBMTE7i6uuLChQv46aefoFar0adPH9SpU+eDGqDUokULPHjwAIsXL8bBgwdx8OBBANBog9fPCzmVZbXp68tlefV8o8157vU6srb5+nHyoXjb8XjgwAF06NABTZo0waZNm3Ds2DGMHj1ao42BnPf3bcfv22S1tbZ1v2n9LDm1+9tiM4Rjn/IGE8w85OnpCbVaneNjIezt7QFAo5fk+PHj2ZZzdXVF7969sX79enz33XdYvHgxgJejnAFo9AqVLFkSxsbG2LNnj1yWlpaGw4cPo2zZsrnej3LlykGlUuHGjRsoWbKkxo+rq+s71y9VqhQGDRqEiIgItG7dGmFhYbmORV+MjY3f2sPm7e39zsd7lChRApGRkfjrr7/Qr18/ubxy5cq4dOkSHBwcsrVf1mOQ3lS/paUl2rdvj8WLF2PNmjVYt24dHj58mMu9zBtZSdmr056enihYsCDs7e01jvlLly5pDCbLiYWFBdzc3N7r8Sq7d++Gn58f+vTpAx8fH5QsWTLH3mMfHx+MHDkS+/btQ4UKFbBy5UoALz/DCxcuZPv8SpYsKSdRarUan332Gf73v/8hKioK+/fvx6lTp3Ids5IePHiAc+fOYcyYMahfvz7Kli37xgFq2rK0tISLi4vG+QYA9u3bJ59vtD3Pvcu7vp956W3n9b1796J48eIYPXo0fH194enpqTFQ7H3l9N0qU6ZMruq2srKCo6MjDh06JJdlZGTg2LFjOsf1IR/7lHcK5XcAnxITExMMHz4cw4YNg7GxMfz9/XHv3j2cOXMGXbt2haurK0JDQzF58mRcunQJP/zwg8b6AwcORJMmTVCqVCk8evQIO3fulE/cxYsXhyRJ2LRpE5o2bQq1Wi2PRhw6dChsbW1RrFgxzJw5E8+ePUOPHj1yvR8WFhYYMmQIBg0ahMzMTNSqVQtJSUnYt28fzM3NERwcnON6z58/x9ChQ9G2bVu4u7vj1q1biImJQZs2bXIdi764ubnh4MGDuHbtGszNzbP1HIwcORJeXl7o06cPevfuDWNjY0RGRuKLL75A4cKF5eVKlSqFyMhIBAYGolChQpgzZw46d+6MWbNmoWXLlvKI2xs3bmD9+vUYOnQoihYtCjc3N2zbtg0XLlyAnZ0drKysMH/+fDg7O6NSpUooUKAA/vjjDzg5OcHa2jqPW0c3N2/exODBg9GrVy8cPXoU8+bNk4/tevXqYf78+ahRowYyMzMxfPjwbL0jOQkNDUXv3r3h4OCAJk2a4MmTJ9i7d69GIv82JUuWxLJly7Bt2za4u7tj+fLliImJkS8Tx8bGYtGiRfjss8/g4uKCCxcu4OLFi+jatSsAYNy4cWjevDlcXV3xxRdfoECBAjh58iROnTqFyZMnIzw8HBkZGahevTpMTU2xfPlyqNVqFC9ePJetqKyspxcsWrQIzs7OuHHjBkaMGPHe2x06dCjGjx+PEiVKoFKlSggLC8Px48exYsUKAJD/E/q285w2cvp+aHPc6MPbzuslS5bEjRs3sHr1alStWhX//vuvolds/vjjD/j6+qJWrVpYsWIFDh06hF9//RUAclV3v379MG3aNJQsWRJlypTBvHnz8OjRI50ez/ahH/uUh/Lt7s9PVEZGhpg8ebIoXry4MDIyEsWKFZMHC+zZs0d4eXkJExMTUbt2bfHHH39o3Pzet29fUaJECaFSqYS9vb348ssvxf379+VtT5w4UTg5OQlJkkRwcLAQQojnz5+Lfv36icKFCwuVSiX8/f3FoUOH5HVyuuk+LCxMWFlZacT9+s3gmZmZYu7cuaJ06dLCyMhI2Nvbi6CgIBEdHf3G7aakpIgOHToIV1dXYWxsLFxcXETfvn3F8+fP379hFXbhwgVRo0YNoVarBQB54MGr+xMVFSX8/PyESqUS1tbWIigoSJ7/+iChs2fPCgcHBzF48GAhhBBxcXGia9eu8ufi4eEhevbsKRITE4UQLwdcNGzYUJibmwsAIjIyUixatEhUqlRJmJmZCUtLS1G/fn1x9OjRvGqSXAkICBB9+vSRR6Pa2NiIESNGyIN+bt++LRo1aiTMzMyEp6en2Lx5c46DfI4dO5Zt2wsXLpSPP2dnZ9GvXz95Ht4xeOjFixeiW7duwsrKSlhbW4tvvvlGjBgxQj7G4+PjRatWrYSzs7MwNjYWxYsXF+PGjdMYdLF161bh5+cn1Gq1sLS0FNWqVZNHy27YsEFUr15dWFpaCjMzM1GjRg2NgXQfgu3bt4uyZcsKlUolvL29RVRUlNxuObW7NueKjIwMMWHCBFGkSBFhZGQkKlasmG1g1bvOczmdfzZs2CBe/XOV0/cjP73tvD506FBhZ2cnzM3NRfv27cWPP/6osX+vn1uFyHkQ0+vnFADip59+Eg0bNhQqlUoUL15crFq1SmMdXetOS0sTffv2lb+rw4cPF1988YXo0KHDG+MQQoiWLVvKf3MM4dinvCEJ8YHe2EJEBi8wMBCVKlXCnDlz8jsUoo+KJEnYsGGDXt9olJmZibJly6Jdu3aYNGmS3uqhjxMvkRMRERGuX7+OiIgIBAQEICUlBfPnz0dsbOxbBx8SvQkH+RAREREKFCiA8PBwVK1aFf7+/jh16hR27NjxXoNC6dPFS+REREREpCj2YBIRERGRophgEhEREZGimGASERERkaKYYBIRERGRophgEhEREZGimGASERERkaKYYBIRERGRophgEhEREZGi/h8U8d1OwsIMGAAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"hist_segment_business_KPIs(X_test_business_fig, \"segment\", \"size\", \"nb_tickets\", \n",
|
||
" \"nb_purchases\", \"total_amount\", \"nb_campaigns\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 588,
|
||
"id": "1790cb81-3304-41f1-a371-d8c926d32906",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>segment</th>\n",
|
||
" <th>size</th>\n",
|
||
" <th>nb_tickets</th>\n",
|
||
" <th>nb_purchases</th>\n",
|
||
" <th>total_amount</th>\n",
|
||
" <th>nb_campaigns</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>38.719614</td>\n",
|
||
" <td>0.550513</td>\n",
|
||
" <td>0.693981</td>\n",
|
||
" <td>0.343908</td>\n",
|
||
" <td>39.320831</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>30.736971</td>\n",
|
||
" <td>8.076591</td>\n",
|
||
" <td>11.308745</td>\n",
|
||
" <td>5.442746</td>\n",
|
||
" <td>26.855461</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>20.910340</td>\n",
|
||
" <td>12.549006</td>\n",
|
||
" <td>19.410751</td>\n",
|
||
" <td>11.652101</td>\n",
|
||
" <td>17.844514</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>9.633075</td>\n",
|
||
" <td>78.823890</td>\n",
|
||
" <td>68.586524</td>\n",
|
||
" <td>82.561245</td>\n",
|
||
" <td>15.979194</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" segment size nb_tickets nb_purchases total_amount nb_campaigns\n",
|
||
"0 1 38.719614 0.550513 0.693981 0.343908 39.320831\n",
|
||
"1 2 30.736971 8.076591 11.308745 5.442746 26.855461\n",
|
||
"2 3 20.910340 12.549006 19.410751 11.652101 17.844514\n",
|
||
"3 4 9.633075 78.823890 68.586524 82.561245 15.979194"
|
||
]
|
||
},
|
||
"execution_count": 588,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# save to Minio\n",
|
||
"\n",
|
||
"activity = \"sport\"\n",
|
||
"PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{activity}/\"\n",
|
||
"\n",
|
||
"file_name = \"segments_business_KPIs_\" + activity\n",
|
||
"FILE_PATH_OUT_S3 = PATH + file_name + \".csv\"\n",
|
||
"\n",
|
||
"hist_segment_business_KPIs(X_test_business_fig, \"segment\", \"size\", \"nb_tickets\", \n",
|
||
" \"nb_purchases\", \"total_amount\", \"nb_campaigns\")\n",
|
||
"\n",
|
||
"image_buffer = io.BytesIO()\n",
|
||
"plt.savefig(image_buffer, format='png')\n",
|
||
"image_buffer.seek(0)\n",
|
||
"\n",
|
||
"with fs.open(FILE_PATH_OUT_S3, 'wb') as s3_file:\n",
|
||
" s3_file.write(image_buffer.read())\n",
|
||
"plt.close()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "53d24165-6b98-4b66-9ad8-7514564689d8",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 2. Spider plot summarizing sociodemographic characteristics and purchasing behaviour"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 458,
|
||
"id": "267ebaee-eaef-4720-8ca9-e40c0cf125df",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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|
||
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|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>segment</th>\n",
|
||
" <th>gender_female</th>\n",
|
||
" <th>gender_male</th>\n",
|
||
" <th>share_known_gender</th>\n",
|
||
" <th>share_of_women</th>\n",
|
||
" <th>gender_other</th>\n",
|
||
" <th>country_fr</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.291201</td>\n",
|
||
" <td>0.227424</td>\n",
|
||
" <td>0.518625</td>\n",
|
||
" <td>0.561486</td>\n",
|
||
" <td>0.481375</td>\n",
|
||
" <td>0.330700</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.169144</td>\n",
|
||
" <td>0.685581</td>\n",
|
||
" <td>0.854725</td>\n",
|
||
" <td>0.197893</td>\n",
|
||
" <td>0.145275</td>\n",
|
||
" <td>0.803031</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.287200</td>\n",
|
||
" <td>0.615159</td>\n",
|
||
" <td>0.902359</td>\n",
|
||
" <td>0.318277</td>\n",
|
||
" <td>0.097641</td>\n",
|
||
" <td>0.700363</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.184077</td>\n",
|
||
" <td>0.678406</td>\n",
|
||
" <td>0.862482</td>\n",
|
||
" <td>0.213427</td>\n",
|
||
" <td>0.137518</td>\n",
|
||
" <td>0.681425</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" segment gender_female gender_male share_known_gender share_of_women \\\n",
|
||
"0 1 0.291201 0.227424 0.518625 0.561486 \n",
|
||
"1 2 0.169144 0.685581 0.854725 0.197893 \n",
|
||
"2 3 0.287200 0.615159 0.902359 0.318277 \n",
|
||
"3 4 0.184077 0.678406 0.862482 0.213427 \n",
|
||
"\n",
|
||
" gender_other country_fr \n",
|
||
"0 0.481375 0.330700 \n",
|
||
"1 0.145275 0.803031 \n",
|
||
"2 0.097641 0.700363 \n",
|
||
"3 0.137518 0.681425 "
|
||
]
|
||
},
|
||
"execution_count": 458,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# description of marketing personae\n",
|
||
"\n",
|
||
"X_test_segment_mp = X_test_segment.groupby(\"segment\")[['gender_female', 'gender_male', 'gender_other', 'country_fr']].mean().reset_index()\n",
|
||
"X_test_segment_mp.insert(3, \"share_known_gender\", X_test_segment_mp[\"gender_female\"]+X_test_segment_mp[\"gender_male\"])\n",
|
||
"X_test_segment_mp.insert(4, \"share_of_women\", X_test_segment_mp[\"gender_female\"]/(X_test_segment_mp[\"share_known_gender\"]))\n",
|
||
"X_test_segment_mp"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 590,
|
||
"id": "910876fe-e6df-4f8d-9978-5d6fdd893ac0",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
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|
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|
||
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|
||
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|
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|
||
" 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>segment</th>\n",
|
||
" <th>share_tickets_internet</th>\n",
|
||
" <th>share_campaigns_opened</th>\n",
|
||
" <th>opt_in</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.461420</td>\n",
|
||
" <td>0.136830</td>\n",
|
||
" <td>0.737906</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.626108</td>\n",
|
||
" <td>0.191367</td>\n",
|
||
" <td>0.274740</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.657410</td>\n",
|
||
" <td>0.293768</td>\n",
|
||
" <td>0.055838</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.608890</td>\n",
|
||
" <td>0.366901</td>\n",
|
||
" <td>0.132872</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" segment share_tickets_internet share_campaigns_opened opt_in\n",
|
||
"0 1 0.461420 0.136830 0.737906\n",
|
||
"1 2 0.626108 0.191367 0.274740\n",
|
||
"2 3 0.657410 0.293768 0.055838\n",
|
||
"3 4 0.608890 0.366901 0.132872"
|
||
]
|
||
},
|
||
"execution_count": 590,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# purchasing behaviour\n",
|
||
"\n",
|
||
"X_test_segment[\"share_tickets_internet\"] = X_test_segment[\"nb_tickets_internet\"]/X_test_segment[\"nb_tickets\"]\n",
|
||
"X_test_segment[\"share_campaigns_opened\"] = X_test_segment[\"nb_campaigns_opened\"]/X_test_segment[\"nb_campaigns\"]\n",
|
||
"X_test_segment_pb = X_test_segment.groupby(\"segment\")[[\"share_tickets_internet\", \"share_campaigns_opened\", \"opt_in\"]].mean().reset_index()\n",
|
||
"X_test_segment_pb"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 598,
|
||
"id": "ba2884e3-004a-4554-ab82-6d477dcc4869",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>segment</th>\n",
|
||
" <th>share_tickets_internet</th>\n",
|
||
" <th>share_campaigns_opened</th>\n",
|
||
" <th>opt_in</th>\n",
|
||
" <th>share_known_gender</th>\n",
|
||
" <th>share_of_women</th>\n",
|
||
" <th>country_fr</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.461420</td>\n",
|
||
" <td>0.136830</td>\n",
|
||
" <td>0.737906</td>\n",
|
||
" <td>0.518625</td>\n",
|
||
" <td>0.561486</td>\n",
|
||
" <td>0.330700</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.626108</td>\n",
|
||
" <td>0.191367</td>\n",
|
||
" <td>0.274740</td>\n",
|
||
" <td>0.854725</td>\n",
|
||
" <td>0.197893</td>\n",
|
||
" <td>0.803031</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.657410</td>\n",
|
||
" <td>0.293768</td>\n",
|
||
" <td>0.055838</td>\n",
|
||
" <td>0.902359</td>\n",
|
||
" <td>0.318277</td>\n",
|
||
" <td>0.700363</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.608890</td>\n",
|
||
" <td>0.366901</td>\n",
|
||
" <td>0.132872</td>\n",
|
||
" <td>0.862482</td>\n",
|
||
" <td>0.213427</td>\n",
|
||
" <td>0.681425</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" segment share_tickets_internet share_campaigns_opened opt_in \\\n",
|
||
"0 1 0.461420 0.136830 0.737906 \n",
|
||
"1 2 0.626108 0.191367 0.274740 \n",
|
||
"2 3 0.657410 0.293768 0.055838 \n",
|
||
"3 4 0.608890 0.366901 0.132872 \n",
|
||
"\n",
|
||
" share_known_gender share_of_women country_fr \n",
|
||
"0 0.518625 0.561486 0.330700 \n",
|
||
"1 0.854725 0.197893 0.803031 \n",
|
||
"2 0.902359 0.318277 0.700363 \n",
|
||
"3 0.862482 0.213427 0.681425 "
|
||
]
|
||
},
|
||
"execution_count": 598,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_test_segment_caract = pd.concat([X_test_segment_pb, X_test_segment_mp[['share_known_gender', 'share_of_women', 'country_fr']]], axis=1)\n",
|
||
"X_test_segment_caract"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 666,
|
||
"id": "23a37e9b-bb29-4122-85cb-cc15cc344ee2",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"share_tickets_internet 0.657410\n",
|
||
"share_campaigns_opened 0.366901\n",
|
||
"opt_in 0.737906\n",
|
||
"share_known_gender 0.902359\n",
|
||
"share_of_women 0.561486\n",
|
||
"country_fr 0.803031\n",
|
||
"dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 666,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_test_segment_caract.loc[:,\"share_tickets_internet\":].max()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 733,
|
||
"id": "0809e2ae-3487-4b24-8f60-741c683cb9af",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# def d'une fonction associée - KEEP THIS !!!\n",
|
||
"\n",
|
||
"def radar_mp_plot(df, categories, index) :\n",
|
||
" categories = categories\n",
|
||
"\n",
|
||
" # true values are used to print the true value in parenthesis\n",
|
||
" tvalues = list(df.loc[index,categories]) \n",
|
||
"\n",
|
||
" max_values = df[categories].max()\n",
|
||
"\n",
|
||
" # values are true values / max among the 4 segments, allows to \n",
|
||
" # put values in relation with the values for other segments\n",
|
||
" # if the point has a maximal abscisse it means that value is maximal for the segment considered\n",
|
||
" # , event if not equal to 1\n",
|
||
" \n",
|
||
" values = list(df.loc[index,categories]/max_values)\n",
|
||
" \n",
|
||
" # values normalized are used to adjust the value around the circle\n",
|
||
" # for instance if the maximum of values is equal to 0.8, we want the point to be \n",
|
||
" # at 8/10th of the circle radius, not at the edge \n",
|
||
" values_normalized = [ max(values) * elt for elt in values]\n",
|
||
"\n",
|
||
" # Nb of categories\n",
|
||
" num_categories = len(categories)\n",
|
||
" \n",
|
||
" angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
|
||
" \n",
|
||
" # Initialize graphic\n",
|
||
" fig, ax = plt.subplots(figsize=(6, 6), subplot_kw=dict(polar=True))\n",
|
||
" \n",
|
||
" # we have to draw first a transparent line (alpha=0) of values to adjust the radius of the circle\n",
|
||
" # which is based on max(value)\n",
|
||
" ax.plot(angles + angles[:1], values + values[:1], color='skyblue', alpha=0, linewidth=1.5)\n",
|
||
" ax.plot(angles + angles[:1], values_normalized + values_normalized[:1], color='black', alpha = 0.5, linewidth=1.2)\n",
|
||
" \n",
|
||
" # fill the sector\n",
|
||
" ax.fill(angles, values_normalized, color='orange', alpha=0.4)\n",
|
||
" \n",
|
||
" # labels\n",
|
||
" ax.set_yticklabels([])\n",
|
||
" ax.set_xticks(angles)\n",
|
||
" ticks = [categories[i].replace(\"_\",\" \") + f\"\\n({round(100 * tvalues[i],2)}%)\" for i in range(len(categories))]\n",
|
||
" ax.set_xticklabels(ticks, color=\"black\")\n",
|
||
" \n",
|
||
" ax.spines['polar'].set_visible(False)\n",
|
||
" \n",
|
||
" plt.title(f'Characteristics of the segment {index+1}\\n')\n",
|
||
" \n",
|
||
" plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 734,
|
||
"id": "56cb026b-857f-42eb-baed-0ebdf5aee447",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"categories = list(X_test_segment_caract.drop(\"segment\", axis=1).columns)\n",
|
||
"#for i in range(4) :\n",
|
||
"# radar_mp_plot(df=X_test_segment_caract, categories=categories, index=i)\n",
|
||
"radar_mp_plot(df=X_test_segment_caract, categories=categories, index=3)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 739,
|
||
"id": "5b3c4bac-396e-4117-a7d9-f39a3d8f95b4",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"ename": "SyntaxError",
|
||
"evalue": "invalid syntax (4005960846.py, line 6)",
|
||
"output_type": "error",
|
||
"traceback": [
|
||
"\u001b[0;36m Cell \u001b[0;32mIn[739], line 6\u001b[0;36m\u001b[0m\n\u001b[0;31m file_name = \"spider_chart_\" + activity + \"_sgt_\" str(index)\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# export to MinIo\n",
|
||
"\n",
|
||
"activity = \"sport\"\n",
|
||
"PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{activity}/\"\n",
|
||
"\n",
|
||
"file_name = \"spider_chart_\" + activity + \"_sgt_\" + str(index)\n",
|
||
"FILE_PATH_OUT_S3 = PATH + file_name + \".csv\"\n",
|
||
"\n",
|
||
"\n",
|
||
"radar_mp_plot(df=X_test_segment_caract, categories=categories, index=3)\n",
|
||
"\n",
|
||
"image_buffer = io.BytesIO()\n",
|
||
"plt.savefig(image_buffer, format='png')\n",
|
||
"image_buffer.seek(0)\n",
|
||
"\n",
|
||
"with fs.open(FILE_PATH_OUT_S3, 'wb') as s3_file:\n",
|
||
" s3_file.write(image_buffer.read())\n",
|
||
"plt.close()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 740,
|
||
"id": "276de9a5-d506-4c11-a7c2-a23ebbc59fe5",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'projet-bdc2324-team1/Output_marketing_personae_analysis/sport/spider_chart_sport_sgt_3.csv'"
|
||
]
|
||
},
|
||
"execution_count": 740,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"activity = \"sport\"\n",
|
||
"PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{activity}/\"\n",
|
||
"\n",
|
||
"file_name = \"spider_chart_\" + activity + \"_sgt_\" + str(index)\n",
|
||
"FILE_PATH_OUT_S3 = PATH + file_name + \".csv\"\n",
|
||
"FILE_PATH_OUT_S3"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 735,
|
||
"id": "80e47dbc-3efd-4857-8055-876b308cbcb5",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def radar_mp_plot_all(df, categories) :\n",
|
||
" \n",
|
||
" nb_segments = df.shape[0]\n",
|
||
" categories = categories\n",
|
||
"\n",
|
||
" # Initialize graphic\n",
|
||
" fig, ax = plt.subplots(2,2, figsize=(25, 20), subplot_kw=dict(polar=True))\n",
|
||
" \n",
|
||
" for index in range(nb_segments) :\n",
|
||
" row = index // 2 # Division entière pour obtenir le numéro de ligne\n",
|
||
" col = index % 2 \n",
|
||
" \n",
|
||
" df = X_test_segment_caract\n",
|
||
" \n",
|
||
" # true values are used to print the true value in parenthesis\n",
|
||
" tvalues = list(df.loc[index,categories]) \n",
|
||
" \n",
|
||
" max_values = df[categories].max()\n",
|
||
" \n",
|
||
" # values are true values / max among the 4 segments, allows to \n",
|
||
" # put values in relation with the values for other segments\n",
|
||
" # if the point has a maximal abscisse it means that value is maximal for the segment considered\n",
|
||
" # , event if not equal to 1\n",
|
||
" \n",
|
||
" values = list(df.loc[index,categories]/max_values)\n",
|
||
" \n",
|
||
" # values normalized are used to adjust the value around the circle\n",
|
||
" # for instance if the maximum of values is equal to 0.8, we want the point to be \n",
|
||
" # at 8/10th of the circle radius, not at the edge \n",
|
||
" values_normalized = [ max(values) * elt for elt in values]\n",
|
||
" \n",
|
||
" # Nb of categories\n",
|
||
" num_categories = len(categories)\n",
|
||
"\n",
|
||
" angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
|
||
" \n",
|
||
" # we have to draw first a transparent line (alpha=0) of values to adjust the radius of the circle\n",
|
||
" # which is based on max(value)\n",
|
||
" ax[row, col].plot(angles + angles[:1], values + values[:1], color='skyblue', alpha=0, linewidth=1.5)\n",
|
||
" ax[row, col].plot(angles + angles[:1], values_normalized + values_normalized[:1], color='black', alpha = 0.5, linewidth=1.2)\n",
|
||
" \n",
|
||
" # fill the sector\n",
|
||
" ax[row, col].fill(angles, values_normalized, color='orange', alpha=0.4, label = index)\n",
|
||
" \n",
|
||
" # labels\n",
|
||
" ax[row, col].set_yticklabels([])\n",
|
||
" ax[row, col].set_xticks(angles)\n",
|
||
" ticks = [categories[i].replace(\"_\",\" \") + f\"\\n({round(100 * tvalues[i],2)}%)\" for i in range(len(categories))]\n",
|
||
" ax[row, col].set_xticklabels(ticks, color=\"black\")\n",
|
||
" \n",
|
||
" ax[row, col].spines['polar'].set_visible(False)\n",
|
||
" \n",
|
||
" # plt.title(f'Characteristics of the segment {index+1}\\n')\n",
|
||
" ax[row, col].set_title(f'Characteristics of the segment {index+1}\\n', size = 15)\n",
|
||
"\n",
|
||
" plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 736,
|
||
"id": "edf76688-1b7e-469e-873f-4884d551be66",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 2500x2000 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"radar_mp_plot_all(df=X_test_segment_caract, categories=X_test_segment_caract.columns[1:].values)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "c48136d1-c980-4f74-a69f-ed4304c83188",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# export to MinIo\n",
|
||
"\n",
|
||
"activity = \"sport\"\n",
|
||
"PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{activity}/\"\n",
|
||
"\n",
|
||
"file_name = \"spider_chart_all_\" + activity\n",
|
||
"FILE_PATH_OUT_S3 = PATH + file_name + \".png\"\n",
|
||
"\n",
|
||
"radar_mp_plot_all(df=X_test_segment_caract, categories=categories)\n",
|
||
"\n",
|
||
"image_buffer = io.BytesIO()\n",
|
||
"plt.savefig(image_buffer, format='png')\n",
|
||
"image_buffer.seek(0)\n",
|
||
"\n",
|
||
"with fs.open(FILE_PATH_OUT_S3, 'wb') as s3_file:\n",
|
||
" s3_file.write(image_buffer.read())\n",
|
||
"plt.close()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "a2395680-69fe-4247-8deb-22f8ee15830b",
|
||
"metadata": {},
|
||
"source": [
|
||
"## --- end of the main part --- here are just some attempts --- ##"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 489,
|
||
"id": "7d9a2aca-d28d-43b3-9b72-5913b20c4f04",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"colors = plt.cm.Blues(np.linspace(0.1, 0.9, 4)) \n",
|
||
"colors = [\"blue\", \"green\", \"orange\", \"red\"]\n",
|
||
"\n",
|
||
"# Initialisez le graphique en étoile\n",
|
||
"fig, ax = plt.subplots(figsize=(6, 6), subplot_kw=dict(polar=True))\n",
|
||
"\n",
|
||
"for i in range(4) :\n",
|
||
"\n",
|
||
" # Caractéristiques et valeurs associées (exemple)\n",
|
||
" categories = ['share_known_gender', 'share_of_women', 'country_fr']\n",
|
||
" values = list(X_test_segment_mp.loc[i,categories]) # Exemple de valeurs, ajustez selon vos données\n",
|
||
" \n",
|
||
" values_normalized = [ max(values) * elt for elt in values]\n",
|
||
" \n",
|
||
" # Nombre de caractéristiques\n",
|
||
" num_categories = len(categories)\n",
|
||
" \n",
|
||
" # Créer un angle pour chaque axe\n",
|
||
" angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
|
||
" \n",
|
||
" \n",
|
||
" # Tracer uniquement le contour du polygone\n",
|
||
" ax.plot(angles + angles[:1], values + values[:1], color='skyblue', alpha=0, linewidth=1.5)\n",
|
||
" # ax.plot(angles + angles[:1], values_normalized + values_normalized[:1], color='blue', alpha = 0.3, linewidth=1.5)\n",
|
||
" \n",
|
||
" # Remplir le secteur central avec une couleur\n",
|
||
" ax.fill(angles, values_normalized, color=colors[i], alpha=0.2, label = str(i+1))\n",
|
||
"\n",
|
||
"# Étiqueter les axes\n",
|
||
"ax.set_yticklabels([])\n",
|
||
"ax.set_xticks(angles)\n",
|
||
"ax.set_xticklabels(categories)\n",
|
||
"ax.legend()\n",
|
||
"\n",
|
||
"# Titre du graphique\n",
|
||
"plt.title('Résumé des caractéristiques')\n",
|
||
"\n",
|
||
"# Afficher le graphique\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 301,
|
||
"id": "96aa9ff5-c1ed-49eb-8fb7-2319ac0c40be",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# KEEP THIS CODE !!\n",
|
||
"\n",
|
||
"# Caractéristiques et valeurs associées (exemple)\n",
|
||
"categories = ['Force', 'Vitesse', 'Agilité', 'Précision', 'Endurance']\n",
|
||
"values = [8, 7, 6, 9, 7] # Exemple de valeurs, ajustez selon vos données\n",
|
||
"\n",
|
||
"# Plage de valeurs maximales pour chaque caractéristique\n",
|
||
"max_range = [20, 20, 20, 20, 20]\n",
|
||
"\n",
|
||
"values_normalized = [2 * max(values) * x / y for x, y in zip(values, max_range)]\n",
|
||
"\n",
|
||
"# Nombre de caractéristiques\n",
|
||
"num_categories = len(categories)\n",
|
||
"\n",
|
||
"# Créer un angle pour chaque axe\n",
|
||
"angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
|
||
"\n",
|
||
"# Initialisez le graphique en étoile\n",
|
||
"fig, ax = plt.subplots(figsize=(6, 6), subplot_kw=dict(polar=True))\n",
|
||
"\n",
|
||
"# Tracer uniquement le contour du polygone\n",
|
||
"ax.plot(angles + angles[:1], values + values[:1], color='skyblue', alpha=0, linewidth=1.5)\n",
|
||
"ax.plot(angles + angles[:1], values_normalized + values_normalized[:1], color='blue', linewidth=1.5)\n",
|
||
"\n",
|
||
"# Remplir le secteur central avec une couleur\n",
|
||
"ax.fill(angles, values_normalized, color='skyblue', alpha=0.4)\n",
|
||
"\n",
|
||
"# Étiqueter les axes\n",
|
||
"ax.set_yticklabels([])\n",
|
||
"ax.set_xticks(angles)\n",
|
||
"ax.set_xticklabels(categories)\n",
|
||
"\n",
|
||
"# Titre du graphique\n",
|
||
"plt.title('Résumé des caractéristiques')\n",
|
||
"\n",
|
||
"# Afficher le graphique\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 149,
|
||
"id": "adb7ccb3-7dea-4347-9298-37311a2f1fb1",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def radar_chart(values, categories, segment) :\n",
|
||
" # Caractéristiques et valeurs associées (exemple)\n",
|
||
" categories = categories\n",
|
||
" values = values # Exemple de valeurs, ajustez selon vos données\n",
|
||
" \n",
|
||
" # Nombre de caractéristiques\n",
|
||
" num_categories = len(categories)\n",
|
||
" \n",
|
||
" # Créer un angle pour chaque axe\n",
|
||
" angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
|
||
" \n",
|
||
" # Répéter le premier angle pour fermer la figure\n",
|
||
" values += values[:1]\n",
|
||
" angles += angles[:1]\n",
|
||
" \n",
|
||
" # Initialisez le graphique en étoile\n",
|
||
" fig, ax = plt.subplots(figsize=(6, 6), subplot_kw=dict(polar=True))\n",
|
||
" \n",
|
||
" # Tracer les lignes radiales\n",
|
||
" ax.fill(angles, values, color='skyblue', alpha=0.4)\n",
|
||
" \n",
|
||
" # Tracer les points sur les axes radiaux\n",
|
||
" ax.plot(angles, values, color='blue', linewidth=2, linestyle='solid')\n",
|
||
"\n",
|
||
" # Afficher les valeurs associées sous les noms de variables\n",
|
||
" \"\"\"\n",
|
||
" for i, angle in enumerate(angles[:-1]):\n",
|
||
" x = angle\n",
|
||
" y = values[i] + 0.2 # Ajustez la distance des valeurs par rapport au centre\n",
|
||
" plt.text(x, y, str(values[i]), color='black', ha='center', fontsize=10)\n",
|
||
" \"\"\"\n",
|
||
" \n",
|
||
" # Remplir le secteur central avec une couleur\n",
|
||
" # ax.fill(angles, values, color='skyblue', alpha=0.4)\n",
|
||
"\n",
|
||
" \n",
|
||
" # Étiqueter les axes\n",
|
||
" ax.set_yticklabels([])\n",
|
||
" #ax.set_xticks(angles[:-1])\n",
|
||
" #ax.set_xticklabels(categories, # fontsize=12, ha='right', rotation=45\n",
|
||
" # )\n",
|
||
" # ax.set_xticklabels(categories, fontsize=10, color='black', ha='right')\n",
|
||
"\n",
|
||
" labels = [f\"{category} = {round(100 *value,2)}%\" for category, value in zip(categories, values[:-1])]\n",
|
||
" ax.set_xticks(angles[:-1])\n",
|
||
" ax.set_xticklabels(labels, fontsize=10, color='black', ha='right')\n",
|
||
" \n",
|
||
" # Titre du graphique\n",
|
||
" plt.title(f'Caracteristics of segment {segment}')\n",
|
||
" \n",
|
||
" # Afficher le graphique\n",
|
||
" plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 150,
|
||
"id": "8793fb51-812c-4500-b252-2e2d61d6ff48",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"categories= [\"share_known_gender\",\"share_of_women\",\"country_fr\"]\n",
|
||
"radar_chart(values=X_test_segment_mp.loc[0,categories].values.tolist(), categories= categories,\n",
|
||
" segment = \"1\")"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.11.6"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|