3114 lines
1.3 MiB
3114 lines
1.3 MiB
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "c488134e-680f-44e4-8c43-40c246140519",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Analysis of segments and marketing personae associated"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 99,
|
||
"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\n",
|
||
"import matplotlib.pyplot as plt"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 100,
|
||
"id": "d553c868-695f-4d57-96d6-d5c6629cefb2",
|
||
"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"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 101,
|
||
"id": "3af80fea-a937-4ea8-bece-cfeaa89d1055",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"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\""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 102,
|
||
"id": "cc6af7fa-33b2-4d58-ada4-e2ee7262bab9",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"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')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 103,
|
||
"id": "8238ee71-47ec-4621-9813-4b5d2fd03efd",
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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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" <th>customer_id</th>\n",
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" <th>nb_tickets</th>\n",
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" <th>country_fr</th>\n",
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" <th>nb_campaigns</th>\n",
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" <th>nb_campaigns_opened</th>\n",
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" <th>y_has_purchased</th>\n",
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" <td>4.0</td>\n",
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||
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||
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||
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" <td>9_761001</td>\n",
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" <td>1.0</td>\n",
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||
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||
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||
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|
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||
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||
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|
||
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|
||
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" <td>9_755241</td>\n",
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||
" <td>1.0</td>\n",
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||
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|
||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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" <td>0.0</td>\n",
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||
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],
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"text/plain": [
|
||
" customer_id nb_tickets nb_purchases total_amount nb_suppliers \\\n",
|
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"0 5_476624 4.0 1.0 100.00 1.0 \n",
|
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"1 5_183496 1.0 1.0 55.00 1.0 \n",
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"2 5_248456 17.0 1.0 80.00 1.0 \n",
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"3 5_474758 4.0 1.0 120.00 1.0 \n",
|
||
"4 5_192421 34.0 2.0 416.00 1.0 \n",
|
||
"... ... ... ... ... ... \n",
|
||
"96091 9_761001 1.0 1.0 67.31 1.0 \n",
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||
"96092 9_951910 1.0 1.0 61.41 1.0 \n",
|
||
"96093 9_54095 0.0 0.0 0.00 0.0 \n",
|
||
"96094 9_755241 1.0 1.0 79.43 1.0 \n",
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||
"96095 9_2712 0.0 0.0 0.00 0.0 \n",
|
||
"\n",
|
||
" vente_internet_max purchase_date_min purchase_date_max \\\n",
|
||
"0 0.0 5.177187 5.177187 \n",
|
||
"1 0.0 426.265613 426.265613 \n",
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||
"2 0.0 436.033437 436.033437 \n",
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||
"3 0.0 5.196412 5.196412 \n",
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"4 0.0 478.693148 115.631470 \n",
|
||
"... ... ... ... \n",
|
||
"96091 1.0 278.442257 278.442257 \n",
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"96092 1.0 189.207373 189.207373 \n",
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"96093 0.0 550.000000 550.000000 \n",
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||
"96094 1.0 279.312905 279.312905 \n",
|
||
"96095 0.0 550.000000 550.000000 \n",
|
||
"\n",
|
||
" time_between_purchase nb_tickets_internet ... country gender_label \\\n",
|
||
"0 0.000000 0.0 ... fr female \n",
|
||
"1 0.000000 0.0 ... fr male \n",
|
||
"2 0.000000 0.0 ... fr female \n",
|
||
"3 0.000000 0.0 ... fr female \n",
|
||
"4 363.061678 0.0 ... fr female \n",
|
||
"... ... ... ... ... ... \n",
|
||
"96091 0.000000 1.0 ... ch male \n",
|
||
"96092 0.000000 1.0 ... ch male \n",
|
||
"96093 -1.000000 0.0 ... ch female \n",
|
||
"96094 0.000000 1.0 ... fr male \n",
|
||
"96095 -1.000000 0.0 ... NaN male \n",
|
||
"\n",
|
||
" gender_female gender_male gender_other country_fr nb_campaigns \\\n",
|
||
"0 1 0 0 1.0 0.0 \n",
|
||
"1 0 1 0 1.0 0.0 \n",
|
||
"2 1 0 0 1.0 0.0 \n",
|
||
"3 1 0 0 1.0 0.0 \n",
|
||
"4 1 0 0 1.0 0.0 \n",
|
||
"... ... ... ... ... ... \n",
|
||
"96091 0 1 0 0.0 15.0 \n",
|
||
"96092 0 1 0 0.0 12.0 \n",
|
||
"96093 1 0 0 0.0 29.0 \n",
|
||
"96094 0 1 0 1.0 20.0 \n",
|
||
"96095 0 1 0 NaN 31.0 \n",
|
||
"\n",
|
||
" nb_campaigns_opened time_to_open y_has_purchased \n",
|
||
"0 0.0 NaN 0.0 \n",
|
||
"1 0.0 NaN 1.0 \n",
|
||
"2 0.0 NaN 0.0 \n",
|
||
"3 0.0 NaN 0.0 \n",
|
||
"4 0.0 NaN 1.0 \n",
|
||
"... ... ... ... \n",
|
||
"96091 5.0 0 days 00:35:22.600000 1.0 \n",
|
||
"96092 9.0 0 days 10:39:13.333333333 0.0 \n",
|
||
"96093 3.0 0 days 13:44:43.333333333 0.0 \n",
|
||
"96094 4.0 0 days 01:12:12.500000 0.0 \n",
|
||
"96095 4.0 2 days 01:39:12.750000 0.0 \n",
|
||
"\n",
|
||
"[96096 rows x 40 columns]"
|
||
]
|
||
},
|
||
"execution_count": 103,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"dataset_test"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"id": "5d0d0c18-8930-4304-84df-d5885ab21b16",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# added : recup age\n",
|
||
"\n",
|
||
"def generate_test_set(type_of_comp):\n",
|
||
" file_path_list = fs.ls(f\"projet-bdc2324-team1/1_Temp/1_0_Modelling_Datasets/{type_of_comp}/Test_set\")\n",
|
||
" test_set = pd.DataFrame()\n",
|
||
" for file in file_path_list:\n",
|
||
" print(file)\n",
|
||
" with fs.open(file, mode=\"rb\") as file_in:\n",
|
||
" df = pd.read_csv(file_in, sep=\",\")\n",
|
||
" test_set = pd.concat([test_set, df], ignore_index = True)\n",
|
||
" return test_set\n",
|
||
"\n",
|
||
"def generate_train_set(type_of_comp):\n",
|
||
" file_path_list = fs.ls(f\"projet-bdc2324-team1/1_Temp/1_0_Modelling_Datasets/{type_of_comp}/Train_set\")\n",
|
||
" train_set = pd.DataFrame()\n",
|
||
" for file in file_path_list:\n",
|
||
" print(file)\n",
|
||
" with fs.open(file, mode=\"rb\") as file_in:\n",
|
||
" df = pd.read_csv(file_in, sep=\",\")\n",
|
||
" train_set = pd.concat([train_set, df], ignore_index = True)\n",
|
||
" return train_set\n",
|
||
"\n",
|
||
"def recup_var(df, activity, var) :\n",
|
||
" \n",
|
||
" df_test = generate_test_set(activity)\n",
|
||
" df_train = generate_train_set(activity)\n",
|
||
" df_all = pd.concat([df_train, df_test], ignore_index=True)\n",
|
||
"\n",
|
||
" df_used = df\n",
|
||
" \n",
|
||
" df_used = df_used.set_index(\"customer_id\")\n",
|
||
" df_used[var] = df_all.set_index(\"customer_id\")[var]\n",
|
||
" df_used = df_used.reset_index()\n",
|
||
"\n",
|
||
" return df_used"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"id": "51843556-d785-4d11-abfa-d4e603b32fe7",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"projet-bdc2324-team1/1_Temp/1_0_Modelling_Datasets/sport/Test_set/dataset_test5.csv\n",
|
||
"projet-bdc2324-team1/1_Temp/1_0_Modelling_Datasets/sport/Test_set/dataset_test6.csv\n",
|
||
"projet-bdc2324-team1/1_Temp/1_0_Modelling_Datasets/sport/Test_set/dataset_test7.csv\n",
|
||
"projet-bdc2324-team1/1_Temp/1_0_Modelling_Datasets/sport/Test_set/dataset_test8.csv\n",
|
||
"projet-bdc2324-team1/1_Temp/1_0_Modelling_Datasets/sport/Test_set/dataset_test9.csv\n",
|
||
"projet-bdc2324-team1/1_Temp/1_0_Modelling_Datasets/sport/Train_set/dataset_train5.csv\n",
|
||
"projet-bdc2324-team1/1_Temp/1_0_Modelling_Datasets/sport/Train_set/dataset_train6.csv\n",
|
||
"projet-bdc2324-team1/1_Temp/1_0_Modelling_Datasets/sport/Train_set/dataset_train7.csv\n",
|
||
"projet-bdc2324-team1/1_Temp/1_0_Modelling_Datasets/sport/Train_set/dataset_train8.csv\n",
|
||
"projet-bdc2324-team1/1_Temp/1_0_Modelling_Datasets/sport/Train_set/dataset_train9.csv\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
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|
||
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|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
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|
||
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|
||
" .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>customer_id</th>\n",
|
||
" <th>nb_tickets</th>\n",
|
||
" <th>nb_purchases</th>\n",
|
||
" <th>total_amount</th>\n",
|
||
" <th>nb_suppliers</th>\n",
|
||
" <th>vente_internet_max</th>\n",
|
||
" <th>purchase_date_min</th>\n",
|
||
" <th>purchase_date_max</th>\n",
|
||
" <th>time_between_purchase</th>\n",
|
||
" <th>nb_tickets_internet</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>gender_label</th>\n",
|
||
" <th>gender_female</th>\n",
|
||
" <th>gender_male</th>\n",
|
||
" <th>gender_other</th>\n",
|
||
" <th>country_fr</th>\n",
|
||
" <th>nb_campaigns</th>\n",
|
||
" <th>nb_campaigns_opened</th>\n",
|
||
" <th>time_to_open</th>\n",
|
||
" <th>y_has_purchased</th>\n",
|
||
" <th>age</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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|
||
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|
||
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|
||
" <td>5_183496</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>55.00</td>\n",
|
||
" <td>1.0</td>\n",
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||
" <td>0.0</td>\n",
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||
" <td>426.265613</td>\n",
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||
" <td>426.265613</td>\n",
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||
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||
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||
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||
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||
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||
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||
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||
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||
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|
||
" <td>0.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>34.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>5_248456</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>80.00</td>\n",
|
||
" <td>1.0</td>\n",
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||
" <td>0.0</td>\n",
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||
" <td>436.033437</td>\n",
|
||
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|
||
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||
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||
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||
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||
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||
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||
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||
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||
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||
" <td>0.0</td>\n",
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||
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||
" <td>0.0</td>\n",
|
||
" <td>52.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>5_474758</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>1.0</td>\n",
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||
" <td>120.00</td>\n",
|
||
" <td>1.0</td>\n",
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||
" <td>0.0</td>\n",
|
||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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|
||
" <td>0.0</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>5_192421</td>\n",
|
||
" <td>34.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>416.00</td>\n",
|
||
" <td>1.0</td>\n",
|
||
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|
||
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|
||
" <td>115.631470</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
" <td>0.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
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|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>96091</th>\n",
|
||
" <td>9_761001</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>67.31</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>278.442257</td>\n",
|
||
" <td>278.442257</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>15.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0 days 00:35:22.600000</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>29.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>96092</th>\n",
|
||
" <td>9_951910</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
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|
||
" <td>1.0</td>\n",
|
||
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|
||
" <td>189.207373</td>\n",
|
||
" <td>189.207373</td>\n",
|
||
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|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>male</td>\n",
|
||
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|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
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|
||
" <td>0.0</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>96093</th>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>550.000000</td>\n",
|
||
" <td>-1.000000</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>female</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>29.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0 days 13:44:43.333333333</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>96094</th>\n",
|
||
" <td>9_755241</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>79.43</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>279.312905</td>\n",
|
||
" <td>279.312905</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>male</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0 days 01:12:12.500000</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>31.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>96095</th>\n",
|
||
" <td>9_2712</td>\n",
|
||
" <td>0.0</td>\n",
|
||
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||
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||
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|
||
" <td>2 days 01:39:12.750000</td>\n",
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|
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|
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|
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|
||
],
|
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"text/plain": [
|
||
" customer_id nb_tickets nb_purchases total_amount nb_suppliers \\\n",
|
||
"0 5_476624 4.0 1.0 100.00 1.0 \n",
|
||
"1 5_183496 1.0 1.0 55.00 1.0 \n",
|
||
"2 5_248456 17.0 1.0 80.00 1.0 \n",
|
||
"3 5_474758 4.0 1.0 120.00 1.0 \n",
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||
"4 5_192421 34.0 2.0 416.00 1.0 \n",
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"... ... ... ... ... ... \n",
|
||
"96091 9_761001 1.0 1.0 67.31 1.0 \n",
|
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"96092 9_951910 1.0 1.0 61.41 1.0 \n",
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||
"96093 9_54095 0.0 0.0 0.00 0.0 \n",
|
||
"96094 9_755241 1.0 1.0 79.43 1.0 \n",
|
||
"96095 9_2712 0.0 0.0 0.00 0.0 \n",
|
||
"\n",
|
||
" vente_internet_max purchase_date_min purchase_date_max \\\n",
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||
"0 0.0 5.177187 5.177187 \n",
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"... ... ... ... \n",
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"96092 1.0 189.207373 189.207373 \n",
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"96093 0.0 550.000000 550.000000 \n",
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"96094 1.0 279.312905 279.312905 \n",
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"96095 0.0 550.000000 550.000000 \n",
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||
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|
||
" time_between_purchase nb_tickets_internet ... gender_label \\\n",
|
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"0 0.000000 0.0 ... female \n",
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||
"1 0.000000 0.0 ... male \n",
|
||
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||
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||
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||
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||
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|
||
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||
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|
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||
"0 1 0 0 1.0 0.0 \n",
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||
"... ... ... ... ... ... \n",
|
||
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|
||
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|
||
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|
||
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|
||
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||
"\n",
|
||
" nb_campaigns_opened time_to_open y_has_purchased age \n",
|
||
"0 0.0 NaN 0.0 22.0 \n",
|
||
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||
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||
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||
"... ... ... ... ... \n",
|
||
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||
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|
||
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||
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||
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|
||
"\n",
|
||
"[96096 rows x 41 columns]"
|
||
]
|
||
},
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"dataset_test = recup_var(dataset_test, type_of_activity, \"age\")\n",
|
||
"dataset_test"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "e4287c1a-eab6-4897-91d6-d21804518dc4",
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"metadata": {},
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||
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|
||
"<p>96096 rows × 22 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" nb_tickets nb_purchases total_amount nb_suppliers \\\n",
|
||
"0 4.0 1.0 100.00 1.0 \n",
|
||
"1 1.0 1.0 55.00 1.0 \n",
|
||
"2 17.0 1.0 80.00 1.0 \n",
|
||
"3 4.0 1.0 120.00 1.0 \n",
|
||
"4 34.0 2.0 416.00 1.0 \n",
|
||
"... ... ... ... ... \n",
|
||
"96091 1.0 1.0 67.31 1.0 \n",
|
||
"96092 1.0 1.0 61.41 1.0 \n",
|
||
"96093 0.0 0.0 0.00 0.0 \n",
|
||
"96094 1.0 1.0 79.43 1.0 \n",
|
||
"96095 0.0 0.0 0.00 0.0 \n",
|
||
"\n",
|
||
" vente_internet_max purchase_date_min purchase_date_max \\\n",
|
||
"0 0.0 5.177187 5.177187 \n",
|
||
"1 0.0 426.265613 426.265613 \n",
|
||
"2 0.0 436.033437 436.033437 \n",
|
||
"3 0.0 5.196412 5.196412 \n",
|
||
"4 0.0 478.693148 115.631470 \n",
|
||
"... ... ... ... \n",
|
||
"96091 1.0 278.442257 278.442257 \n",
|
||
"96092 1.0 189.207373 189.207373 \n",
|
||
"96093 0.0 550.000000 550.000000 \n",
|
||
"96094 1.0 279.312905 279.312905 \n",
|
||
"96095 0.0 550.000000 550.000000 \n",
|
||
"\n",
|
||
" time_between_purchase nb_tickets_internet is_email_true ... \\\n",
|
||
"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 0.660083 3 \n",
|
||
"1 0.255226 2 \n",
|
||
"2 0.227317 1 \n",
|
||
"3 0.660104 3 \n",
|
||
"4 0.914463 4 \n",
|
||
"... ... ... \n",
|
||
"96091 0.661143 3 \n",
|
||
"96092 0.715921 3 \n",
|
||
"96093 0.123331 1 \n",
|
||
"96094 0.617434 3 \n",
|
||
"96095 0.308419 2 \n",
|
||
"\n",
|
||
"[96096 rows x 22 columns]"
|
||
]
|
||
},
|
||
"execution_count": 20,
|
||
"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', 'age', #'is_partner',\n",
|
||
" 'gender_female', 'gender_male', 'gender_other', 'nb_campaigns', 'nb_campaigns_opened', 'country_fr']]\n",
|
||
"\n",
|
||
"y_test = dataset_test[['y_has_purchased']]\n",
|
||
"\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": 21,
|
||
"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",
|
||
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|
||
" .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>3139.0</td>\n",
|
||
" <td>1236.0</td>\n",
|
||
" <td>7.365005e+04</td>\n",
|
||
" <td>607.0</td>\n",
|
||
" <td>1416.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>40943.0</td>\n",
|
||
" <td>17163.0</td>\n",
|
||
" <td>1.103652e+06</td>\n",
|
||
" <td>8835.0</td>\n",
|
||
" <td>22476.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>61528.0</td>\n",
|
||
" <td>28513.0</td>\n",
|
||
" <td>2.244750e+06</td>\n",
|
||
" <td>12936.0</td>\n",
|
||
" <td>32533.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>393561.0</td>\n",
|
||
" <td>102804.0</td>\n",
|
||
" <td>1.651554e+07</td>\n",
|
||
" <td>7080.0</td>\n",
|
||
" <td>113814.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" nb_tickets nb_purchases total_amount vente_internet_max \\\n",
|
||
"segment \n",
|
||
"1 3139.0 1236.0 7.365005e+04 607.0 \n",
|
||
"2 40943.0 17163.0 1.103652e+06 8835.0 \n",
|
||
"3 61528.0 28513.0 2.244750e+06 12936.0 \n",
|
||
"4 393561.0 102804.0 1.651554e+07 7080.0 \n",
|
||
"\n",
|
||
" nb_tickets_internet \n",
|
||
"segment \n",
|
||
"1 1416.0 \n",
|
||
"2 22476.0 \n",
|
||
"3 32533.0 \n",
|
||
"4 113814.0 "
|
||
]
|
||
},
|
||
"execution_count": 21,
|
||
"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": 22,
|
||
"id": "5b1acd28-b346-45b1-8da2-b79ca7f4fa96",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def df_business_fig(df, segment, list_var) :\n",
|
||
" df_business_kpi = df.groupby(segment)[list_var].sum().reset_index()\n",
|
||
" df_business_kpi.insert(1, \"size\", df.groupby(segment).size().values)\n",
|
||
" all_var = [\"size\"] + list_var\n",
|
||
" df_business_kpi[all_var] = 100 * df_business_kpi[all_var] / df_business_kpi[all_var].sum()\n",
|
||
"\n",
|
||
" return df_business_kpi"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"id": "bd63d787-3ef8-4f23-9069-e9b16b4a0de8",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
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" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
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" .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>39.345030</td>\n",
|
||
" <td>0.628843</td>\n",
|
||
" <td>0.825563</td>\n",
|
||
" <td>0.369403</td>\n",
|
||
" <td>40.762379</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>30.382118</td>\n",
|
||
" <td>8.202199</td>\n",
|
||
" <td>11.463705</td>\n",
|
||
" <td>5.535536</td>\n",
|
||
" <td>25.555636</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>20.444139</td>\n",
|
||
" <td>12.326037</td>\n",
|
||
" <td>19.044725</td>\n",
|
||
" <td>11.258886</td>\n",
|
||
" <td>17.630574</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>9.828713</td>\n",
|
||
" <td>78.842922</td>\n",
|
||
" <td>68.666008</td>\n",
|
||
" <td>82.836175</td>\n",
|
||
" <td>16.051411</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" segment size nb_tickets nb_purchases total_amount nb_campaigns\n",
|
||
"0 1 39.345030 0.628843 0.825563 0.369403 40.762379\n",
|
||
"1 2 30.382118 8.202199 11.463705 5.535536 25.555636\n",
|
||
"2 3 20.444139 12.326037 19.044725 11.258886 17.630574\n",
|
||
"3 4 9.828713 78.842922 68.666008 82.836175 16.051411"
|
||
]
|
||
},
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"business_var = [\"nb_tickets\", \"nb_purchases\", \"total_amount\", \"nb_campaigns\"]\n",
|
||
"X_test_business_fig = df_business_fig(X_test_segment, \"segment\",\n",
|
||
" business_var)\n",
|
||
"X_test_business_fig"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"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])\n",
|
||
" \n",
|
||
" bottom+=height\n",
|
||
"\n",
|
||
" # Ajuster les marges\n",
|
||
" plt.subplots_adjust(left = 0.125, right = 0.8, bottom = 0.1, top = 0.9)\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(f\"Relative weight of each segment regarding business KPIs\\nfor {type_of_activity} companies\", size=12)\n",
|
||
" # plt.title(\"test\")\n",
|
||
" # plt.show()\n",
|
||
" "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"id": "14b6ae5c-d704-4f5d-9f9b-5646e29ea470",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"hist_segment_business_KPIs(X_test_business_fig, \"segment\", \"size\", *business_var)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"id": "f358fba3-f778-4414-bf55-c830be647ddd",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'projet-bdc2324-team1/Output_marketing_personae_analysis/sport/segments_business_KPIs_sport.csv'"
|
||
]
|
||
},
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"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",
|
||
"FILE_PATH_OUT_S3"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"id": "3eee7b59-f658-402d-95b2-fa051188fd10",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def save_file_s3_mp(File_name, type_of_activity):\n",
|
||
" image_buffer = io.BytesIO()\n",
|
||
" plt.savefig(image_buffer, format='png')\n",
|
||
" image_buffer.seek(0)\n",
|
||
" PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{type_of_activity}/\"\n",
|
||
" FILE_PATH_OUT_S3 = PATH + File_name + type_of_activity + '.png'\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": 94,
|
||
"id": "1790cb81-3304-41f1-a371-d8c926d32906",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"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_KPI_\" + activity\n",
|
||
"# file_name = \"segments_business_KPIs_\" + activity\n",
|
||
"FILE_PATH_OUT_S3 = PATH + file_name + \".png\"\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', dpi=110)\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": 91,
|
||
"id": "cbf2cc62-1144-48c6-90d8-e12c8e510e02",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"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": 93,
|
||
"id": "7a42523d-f80f-488b-ad8f-39dd793cddd6",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# with function\n",
|
||
"\n",
|
||
"# activity = \"sport\"\n",
|
||
"\n",
|
||
"hist_segment_business_KPIs(X_test_business_fig, \"segment\", \"size\", \"nb_tickets\", \n",
|
||
" \"nb_purchases\", \"total_amount\", \"nb_campaigns\")\n",
|
||
"\n",
|
||
"save_file_s3_mp(File_name = \"segments_business_KPIs_\", type_of_activity = type_of_activity)"
|
||
]
|
||
},
|
||
{
|
||
"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": 30,
|
||
"id": "beb31e4b-a01b-4312-879a-fe5757ea061f",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def df_segment_mp(df, segment, gender_female, gender_male, gender_other, country_fr, age) :\n",
|
||
" df_mp = df.groupby(segment)[[gender_female, gender_male, gender_other, country_fr, age]].mean().reset_index()\n",
|
||
" df_mp.insert(3, \"share_known_gender\", df_mp[gender_female]+df_mp[gender_male])\n",
|
||
" df_mp.insert(4, \"share_of_women\", df_mp[gender_female]/(df_mp[\"share_known_gender\"]))\n",
|
||
" return df_mp"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 45,
|
||
"id": "267ebaee-eaef-4720-8ca9-e40c0cf125df",
|
||
"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>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>0.299162</td>\n",
|
||
" <td>0.223968</td>\n",
|
||
" <td>0.523129</td>\n",
|
||
" <td>0.571869</td>\n",
|
||
" <td>0.476871</td>\n",
|
||
" <td>0.339959</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.156289</td>\n",
|
||
" <td>0.699103</td>\n",
|
||
" <td>0.855391</td>\n",
|
||
" <td>0.182710</td>\n",
|
||
" <td>0.144609</td>\n",
|
||
" <td>0.805862</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.291764</td>\n",
|
||
" <td>0.611320</td>\n",
|
||
" <td>0.903085</td>\n",
|
||
" <td>0.323075</td>\n",
|
||
" <td>0.096915</td>\n",
|
||
" <td>0.701258</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.179989</td>\n",
|
||
" <td>0.684383</td>\n",
|
||
" <td>0.864373</td>\n",
|
||
" <td>0.208231</td>\n",
|
||
" <td>0.135627</td>\n",
|
||
" <td>0.638972</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 0.299162 0.223968 0.523129 0.571869 \n",
|
||
"1 2 0.156289 0.699103 0.855391 0.182710 \n",
|
||
"2 3 0.291764 0.611320 0.903085 0.323075 \n",
|
||
"3 4 0.179989 0.684383 0.864373 0.208231 \n",
|
||
"\n",
|
||
" gender_other country_fr \n",
|
||
"0 0.476871 0.339959 \n",
|
||
"1 0.144609 0.805862 \n",
|
||
"2 0.096915 0.701258 \n",
|
||
"3 0.135627 0.638972 "
|
||
]
|
||
},
|
||
"execution_count": 45,
|
||
"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": 32,
|
||
"id": "5f908232-b0fe-4707-a8c5-5cadb7d8653f",
|
||
"metadata": {},
|
||
"outputs": [
|
||
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|
||
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|
||
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|
||
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|
||
"<style scoped>\n",
|
||
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|
||
" vertical-align: middle;\n",
|
||
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|
||
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|
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|
||
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||
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|
||
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|
||
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|
||
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|
||
"<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",
|
||
" <th>age</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.299162</td>\n",
|
||
" <td>0.223968</td>\n",
|
||
" <td>0.523129</td>\n",
|
||
" <td>0.571869</td>\n",
|
||
" <td>0.476871</td>\n",
|
||
" <td>0.339959</td>\n",
|
||
" <td>41.298584</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.156289</td>\n",
|
||
" <td>0.699103</td>\n",
|
||
" <td>0.855391</td>\n",
|
||
" <td>0.182710</td>\n",
|
||
" <td>0.144609</td>\n",
|
||
" <td>0.805862</td>\n",
|
||
" <td>39.293163</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.291764</td>\n",
|
||
" <td>0.611320</td>\n",
|
||
" <td>0.903085</td>\n",
|
||
" <td>0.323075</td>\n",
|
||
" <td>0.096915</td>\n",
|
||
" <td>0.701258</td>\n",
|
||
" <td>35.176503</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.179989</td>\n",
|
||
" <td>0.684383</td>\n",
|
||
" <td>0.864373</td>\n",
|
||
" <td>0.208231</td>\n",
|
||
" <td>0.135627</td>\n",
|
||
" <td>0.638972</td>\n",
|
||
" <td>41.320841</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 0.299162 0.223968 0.523129 0.571869 \n",
|
||
"1 2 0.156289 0.699103 0.855391 0.182710 \n",
|
||
"2 3 0.291764 0.611320 0.903085 0.323075 \n",
|
||
"3 4 0.179989 0.684383 0.864373 0.208231 \n",
|
||
"\n",
|
||
" gender_other country_fr age \n",
|
||
"0 0.476871 0.339959 41.298584 \n",
|
||
"1 0.144609 0.805862 39.293163 \n",
|
||
"2 0.096915 0.701258 35.176503 \n",
|
||
"3 0.135627 0.638972 41.320841 "
|
||
]
|
||
},
|
||
"execution_count": 32,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_test_segment_mp = df_segment_mp(X_test_segment, \"segment\", \"gender_female\", \n",
|
||
" \"gender_male\", \"gender_other\", \"country_fr\", \"age\")\n",
|
||
"X_test_segment_mp"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 150,
|
||
"id": "910876fe-e6df-4f8d-9978-5d6fdd893ac0",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
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|
||
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|
||
" vertical-align: top;\n",
|
||
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|
||
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|
||
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|
||
" 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>0.247851</td>\n",
|
||
" <td>0.136462</td>\n",
|
||
" <td>0.595110</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.630889</td>\n",
|
||
" <td>0.233739</td>\n",
|
||
" <td>0.411281</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.679076</td>\n",
|
||
" <td>0.297721</td>\n",
|
||
" <td>0.045523</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.588024</td>\n",
|
||
" <td>0.366443</td>\n",
|
||
" <td>0.134395</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" segment share_tickets_internet share_campaigns_opened opt_in\n",
|
||
"0 1 0.247851 0.136462 0.595110\n",
|
||
"1 2 0.630889 0.233739 0.411281\n",
|
||
"2 3 0.679076 0.297721 0.045523\n",
|
||
"3 4 0.588024 0.366443 0.134395"
|
||
]
|
||
},
|
||
"execution_count": 150,
|
||
"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": 33,
|
||
"id": "8d3ab073-040c-4480-bd44-33fc88626707",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def df_segment_pb (df, segment, nb_tickets_internet, nb_tickets, nb_campaigns_opened, nb_campaigns, opt_in,\n",
|
||
" time_to_open) :\n",
|
||
" df_used = df\n",
|
||
" df_used[\"share_tickets_internet\"] = df_used[nb_tickets_internet]/df_used[nb_tickets]\n",
|
||
" df_used[\"share_campaigns_opened\"] = df_used[nb_campaigns_opened]/df_used[nb_campaigns]\n",
|
||
" df_pb = df_used.groupby(segment)[[\"share_tickets_internet\", \"share_campaigns_opened\", \n",
|
||
" opt_in, time_to_open]].mean().reset_index()\n",
|
||
" df_pb[\"time_to_open_med\"] = df_used.groupby(segment)[[time_to_open]].apply(lambda x: x.dropna().median()).values\n",
|
||
" return df_pb"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 35,
|
||
"id": "33a11ddf-b410-4cf1-9e6b-645de6dad604",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Durée totale en heures : 49.65333333333333\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# add : variable time to open\n",
|
||
"\n",
|
||
"from datetime import timedelta\n",
|
||
"\n",
|
||
"def str_duration_to_hours(duration_str):\n",
|
||
" parts = duration_str.split()\n",
|
||
" days = int(parts[0]) if len(parts) > 1 else 0\n",
|
||
" time_parts = parts[-1].split(':')\n",
|
||
" hours = int(time_parts[0])\n",
|
||
" minutes = int(time_parts[1])\n",
|
||
" seconds = int(time_parts[2].split('.')[0])\n",
|
||
" total_hours = days * 24 + hours + minutes / 60 + seconds / 3600\n",
|
||
" return total_hours\n",
|
||
"\n",
|
||
"# Exemple d'utilisation :\n",
|
||
"duration_str = '2 days 01:39:12.750000'\n",
|
||
"\n",
|
||
"hours = str_duration_to_hours(duration_str)\n",
|
||
"print(\"Durée totale en heures :\", hours)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 36,
|
||
"id": "4760743c-1032-452a-85fa-63d1447a742c",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"segment\n",
|
||
"1 6.418056\n",
|
||
"2 8.031389\n",
|
||
"3 13.037500\n",
|
||
"4 15.197500\n",
|
||
"Name: time_to_open, dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 36,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# def of the variable time_to_open\n",
|
||
"\n",
|
||
"X_test_segment[\"time_to_open\"] = dataset_test[\"time_to_open\"].apply(lambda x : np.nan if pd.isna(x) else str_duration_to_hours(x))\n",
|
||
"X_test_segment.groupby(\"segment\")[\"time_to_open\"].median()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 37,
|
||
"id": "0cb8f47a-bf0f-4285-b2ff-d90de394c787",
|
||
"metadata": {},
|
||
"outputs": [
|
||
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|
||
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|
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|
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|
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|
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|
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|
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|
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|
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" vertical-align: top;\n",
|
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|
||
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|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
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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>share_tickets_internet</th>\n",
|
||
" <th>share_campaigns_opened</th>\n",
|
||
" <th>opt_in</th>\n",
|
||
" <th>time_to_open</th>\n",
|
||
" <th>time_to_open_med</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.527270</td>\n",
|
||
" <td>0.136565</td>\n",
|
||
" <td>0.730064</td>\n",
|
||
" <td>56.785498</td>\n",
|
||
" <td>6.418056</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.629648</td>\n",
|
||
" <td>0.194240</td>\n",
|
||
" <td>0.275860</td>\n",
|
||
" <td>56.349272</td>\n",
|
||
" <td>8.031389</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.654488</td>\n",
|
||
" <td>0.292206</td>\n",
|
||
" <td>0.054260</td>\n",
|
||
" <td>57.847390</td>\n",
|
||
" <td>13.037500</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.606618</td>\n",
|
||
" <td>0.370733</td>\n",
|
||
" <td>0.127051</td>\n",
|
||
" <td>57.567684</td>\n",
|
||
" <td>15.197500</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" segment share_tickets_internet share_campaigns_opened opt_in \\\n",
|
||
"0 1 0.527270 0.136565 0.730064 \n",
|
||
"1 2 0.629648 0.194240 0.275860 \n",
|
||
"2 3 0.654488 0.292206 0.054260 \n",
|
||
"3 4 0.606618 0.370733 0.127051 \n",
|
||
"\n",
|
||
" time_to_open time_to_open_med \n",
|
||
"0 56.785498 6.418056 \n",
|
||
"1 56.349272 8.031389 \n",
|
||
"2 57.847390 13.037500 \n",
|
||
"3 57.567684 15.197500 "
|
||
]
|
||
},
|
||
"execution_count": 37,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_test_segment_pb = df_segment_pb(X_test_segment, \"segment\", \"nb_tickets_internet\", \"nb_tickets\", \n",
|
||
" \"nb_campaigns_opened\", \"nb_campaigns\", \"opt_in\", \"time_to_open\")\n",
|
||
"X_test_segment_pb"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 38,
|
||
"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>time_to_open_med</th>\n",
|
||
" <th>share_known_gender</th>\n",
|
||
" <th>share_of_women</th>\n",
|
||
" <th>country_fr</th>\n",
|
||
" <th>age</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.527270</td>\n",
|
||
" <td>0.136565</td>\n",
|
||
" <td>0.730064</td>\n",
|
||
" <td>6.418056</td>\n",
|
||
" <td>0.523129</td>\n",
|
||
" <td>0.571869</td>\n",
|
||
" <td>0.339959</td>\n",
|
||
" <td>41.298584</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.629648</td>\n",
|
||
" <td>0.194240</td>\n",
|
||
" <td>0.275860</td>\n",
|
||
" <td>8.031389</td>\n",
|
||
" <td>0.855391</td>\n",
|
||
" <td>0.182710</td>\n",
|
||
" <td>0.805862</td>\n",
|
||
" <td>39.293163</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.654488</td>\n",
|
||
" <td>0.292206</td>\n",
|
||
" <td>0.054260</td>\n",
|
||
" <td>13.037500</td>\n",
|
||
" <td>0.903085</td>\n",
|
||
" <td>0.323075</td>\n",
|
||
" <td>0.701258</td>\n",
|
||
" <td>35.176503</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.606618</td>\n",
|
||
" <td>0.370733</td>\n",
|
||
" <td>0.127051</td>\n",
|
||
" <td>15.197500</td>\n",
|
||
" <td>0.864373</td>\n",
|
||
" <td>0.208231</td>\n",
|
||
" <td>0.638972</td>\n",
|
||
" <td>41.320841</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" segment share_tickets_internet share_campaigns_opened opt_in \\\n",
|
||
"0 1 0.527270 0.136565 0.730064 \n",
|
||
"1 2 0.629648 0.194240 0.275860 \n",
|
||
"2 3 0.654488 0.292206 0.054260 \n",
|
||
"3 4 0.606618 0.370733 0.127051 \n",
|
||
"\n",
|
||
" time_to_open_med share_known_gender share_of_women country_fr age \n",
|
||
"0 6.418056 0.523129 0.571869 0.339959 41.298584 \n",
|
||
"1 8.031389 0.855391 0.182710 0.805862 39.293163 \n",
|
||
"2 13.037500 0.903085 0.323075 0.701258 35.176503 \n",
|
||
"3 15.197500 0.864373 0.208231 0.638972 41.320841 "
|
||
]
|
||
},
|
||
"execution_count": 38,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_test_segment_caract = pd.concat([X_test_segment_pb.drop(\"time_to_open\", axis=1), X_test_segment_mp[['share_known_gender', 'share_of_women', 'country_fr', 'age']]], axis=1)\n",
|
||
"X_test_segment_caract"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 216,
|
||
"id": "23a37e9b-bb29-4122-85cb-cc15cc344ee2",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"share_tickets_internet 0.654488\n",
|
||
"share_campaigns_opened 0.370733\n",
|
||
"opt_in 0.730064\n",
|
||
"time_to_open_med 15.197500\n",
|
||
"share_known_gender 0.903085\n",
|
||
"share_of_women 0.571869\n",
|
||
"country_fr 0.805862\n",
|
||
"dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 216,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_test_segment_caract.loc[:,\"share_tickets_internet\":].max()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 39,
|
||
"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, var_not_perc) :\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",
|
||
"\n",
|
||
" # define tick labels\n",
|
||
" values_printed = [str(round(tvalues[i],2)) if categories[i] in var_not_perc else f\"{round(100 * tvalues[i],2)}%\" for i in range(len(categories))]\n",
|
||
" # ticks = [categories[i].replace(\"_\",\" \") + f\"\\n({round(100 * tvalues[i],2)}%)\" for i in range(len(categories))]\n",
|
||
" ticks = [categories[i].replace(\"_\",\" \") + f\"\\n({values_printed[i]})\" for i in range(len(categories))]\n",
|
||
"\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": 229,
|
||
"id": "2fe80072-90d1-4e17-b8a7-ddc3e3be1b12",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"['60.66%', '37.07%', '12.71%', '15.2', '20.82%', '63.9%']"
|
||
]
|
||
},
|
||
"execution_count": 229,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"var_not_perc = [\"time_to_open_med\", \"age\"]\n",
|
||
"\n",
|
||
"tvalues = list(X_test_segment_caract.loc[3,categories]) \n",
|
||
"\n",
|
||
"values_printed = [str(round(tvalues[i],2)) if categories[i] in var_not_perc else f\"{round(100 * tvalues[i],2)}%\" for i in range(len(categories))]\n",
|
||
"values_printed"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 41,
|
||
"id": "cd3cb227-28b2-461e-a921-cff721c356e6",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"['share_tickets_internet',\n",
|
||
" 'share_campaigns_opened',\n",
|
||
" 'opt_in',\n",
|
||
" 'time_to_open_med',\n",
|
||
" 'share_of_women',\n",
|
||
" 'country_fr',\n",
|
||
" 'age']"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"list(X_test_segment_caract.drop([\"segment\", \"share_known_gender\"], axis=1).columns)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 44,
|
||
"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": [
|
||
"var_not_perc = [\"time_to_open_med\", \"age\"]\n",
|
||
"\n",
|
||
"categories = list(X_test_segment_caract.drop([\"segment\", \"share_known_gender\"], 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, var_not_perc=var_not_perc)"
|
||
]
|
||
},
|
||
{
|
||
"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": 59,
|
||
"id": "80e47dbc-3efd-4857-8055-876b308cbcb5",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# general function to have the 4 radars in one plot\n",
|
||
"\n",
|
||
"def radar_mp_plot_all(df, categories, var_not_perc) :\n",
|
||
" \n",
|
||
" nb_segments = df.shape[0]\n",
|
||
" categories = categories\n",
|
||
"\n",
|
||
" # Initialize graphic\n",
|
||
" fig, ax = plt.subplots(2,2, figsize=(20, 21), 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",
|
||
" \n",
|
||
" # define the ticks\n",
|
||
" values_printed = [str(round(tvalues[i],2)) if categories[i] in var_not_perc else f\"{round(100 * tvalues[i],2)}%\" for i in range(len(categories))]\n",
|
||
"\n",
|
||
" # ticks = [categories[i].replace(\"_\",\" \") + f\"\\n({round(100 * tvalues[i],2)}%)\" for i in range(len(categories))]\n",
|
||
" ticks = [categories[i].replace(\"_\",\" \") + f\"\\n({values_printed[i]})\" for i in range(len(categories))]\n",
|
||
" ax[row, col].set_xticklabels(ticks, color=\"black\", size = 20)\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'Segment {index+1}\\n', size = 24)\n",
|
||
" \n",
|
||
" fig.suptitle(f\"Characteristics of marketing personae of {type_of_activity} companies\", size=32)\n",
|
||
"\n",
|
||
" plt.tight_layout()\n",
|
||
"\n",
|
||
" # plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 45,
|
||
"id": "67d9a15b-bd93-4e63-a193-e9760d710906",
|
||
"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>time_to_open_med</th>\n",
|
||
" <th>share_known_gender</th>\n",
|
||
" <th>share_of_women</th>\n",
|
||
" <th>country_fr</th>\n",
|
||
" <th>age</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.527270</td>\n",
|
||
" <td>0.136565</td>\n",
|
||
" <td>0.730064</td>\n",
|
||
" <td>6.418056</td>\n",
|
||
" <td>0.523129</td>\n",
|
||
" <td>0.571869</td>\n",
|
||
" <td>0.339959</td>\n",
|
||
" <td>41.298584</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.629648</td>\n",
|
||
" <td>0.194240</td>\n",
|
||
" <td>0.275860</td>\n",
|
||
" <td>8.031389</td>\n",
|
||
" <td>0.855391</td>\n",
|
||
" <td>0.182710</td>\n",
|
||
" <td>0.805862</td>\n",
|
||
" <td>39.293163</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.654488</td>\n",
|
||
" <td>0.292206</td>\n",
|
||
" <td>0.054260</td>\n",
|
||
" <td>13.037500</td>\n",
|
||
" <td>0.903085</td>\n",
|
||
" <td>0.323075</td>\n",
|
||
" <td>0.701258</td>\n",
|
||
" <td>35.176503</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.606618</td>\n",
|
||
" <td>0.370733</td>\n",
|
||
" <td>0.127051</td>\n",
|
||
" <td>15.197500</td>\n",
|
||
" <td>0.864373</td>\n",
|
||
" <td>0.208231</td>\n",
|
||
" <td>0.638972</td>\n",
|
||
" <td>41.320841</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" segment share_tickets_internet share_campaigns_opened opt_in \\\n",
|
||
"0 1 0.527270 0.136565 0.730064 \n",
|
||
"1 2 0.629648 0.194240 0.275860 \n",
|
||
"2 3 0.654488 0.292206 0.054260 \n",
|
||
"3 4 0.606618 0.370733 0.127051 \n",
|
||
"\n",
|
||
" time_to_open_med share_known_gender share_of_women country_fr age \n",
|
||
"0 6.418056 0.523129 0.571869 0.339959 41.298584 \n",
|
||
"1 8.031389 0.855391 0.182710 0.805862 39.293163 \n",
|
||
"2 13.037500 0.903085 0.323075 0.701258 35.176503 \n",
|
||
"3 15.197500 0.864373 0.208231 0.638972 41.320841 "
|
||
]
|
||
},
|
||
"execution_count": 45,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_test_segment_caract"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 60,
|
||
"id": "edf76688-1b7e-469e-873f-4884d551be66",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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DQDq+vr5q2rSpVqxYYemOzBVZaVBv2LBB3t7edl2TpXfq1CmrQHv//v0dpqtSpYrlAoGj7tiaNm2qO++8U6tWrdIPP/ygAQMGqEWLFlZpPvnkE+3du1eS9PDDD8vHx8el75ET4uPj9dxzz0mSPvvsMwUEBEi63tCPiYlRsWLFdM899ygkJEQLFixQWFiYJegdGxurqVOnKj4+Xrt27bIKEpcoUUJ+fn6aOXOmvvnmG6WkpGjbtm0KDAws8E9iG2PsLhAkJSUpISHBEvS/evWqzp8/b7kRIDk5WZ6enlZBc9sAekBAgIKCgixd7wEAAABAfnC1/X358mV17txZ+/fvl3S9zehOENiR3bt3a+vWrZKkrl27utXld2bt70WLFqlr167y9nZ82fXcuXPq06eP5eb6rl27Ki4uToGBgVbpoqKiFBgYaDddut6F+uDBgy3ji7/66quqVq2aS/V31v5OU7t2bfn7+ys+Pl6zZs2yXJNISUnR/PnzVbt2bbVt21ZHjhxxeGN6amqqfvrpJyUnJys2NlabN2/OMCjt5+fnMHjt6MZ02yC4oxvS0792FnRPSkpyerN62l8aZzen27a7aWMDAHBjIDAOADa6detmaZhfu3ZNISEhGabfu3evpQvyLl26qHTp0i6Vs2fPHg0aNEgtW7bUfffdp9tuu83SGD916pSWLVumyZMnW7oo69ixowYNGpTl7zV+/Hi1atVKcXFxuvvuuzVy5Ei1b99ecXFxmjVrlr799ltJUvXq1dWtWzen+UyZMsXqffqxxf744w9FRERY3teoUUOtW7fOsF6pqan6/PPPVbx4cfXu3VtVq1bVmjVrFB0drfj4eHl7eyswMFDdu3fX7t279eeff6pt27aqVKmSNm7cqC+//FKXLl3St99+q7vuusthGfPnz9fhw4fVrVs3y93vBZ2Hh4d8fHzcukEhOTnZ4YWJ6OhoRUVFKSEhQbGxsUpJSVFAQICCg4MVFBSk4OBgy19AQAB3xAMAAADIE5m1vxMSEtStWzdLu/PRRx9Vx44dtWvXLqd5BgUFqWrVqhmWO3XqVMvrnO717dlnn1VSUpJ69+6tFi1aqEqVKgoICFBUVJSWL1+uSZMm6cKFC5KuD3v28MMP6+LFi3YB8OXLl2vIkCGW71y5cmXFxsZq69atmjRpkqUr9rvvvltvvvmmy/X74IMPdPjwYXXp0kU9e/aUdL1dHhMTo+joaMXGxurdd9/VqVOndPLkSc2dO1e+vr4yxuiuu+5S48aNVbRoUUVGRsrf31+BgYEqXry4JUj80EMPadmyZbr77ru1ePHiHFqqeSutx7fExERLuzp9W/vKlStW76XrN3o46tktKChIQUFBCgwMpK0NAEAB4GEc3doIADexU6dOKSwsTCkpKZo6dWqmY4299tpr+uCDDyRJs2fP1gMPPOBSOVOmTHE50D1w4EB99dVXDu8UlzK/Yz3NokWL1K9fP8t4X7Zq1aqlefPm6eDBg+rSpYtVl2lp3HnKesCAAZoyZYqMMZYAbdpfWqM7JiZGiYmJOnPmjOrXr6+yZctagrRBQUHy9fWVh4eHzp07p2bNmlm+Z3r33HOPFi9e7LBux44dU9WqVWWM0cyZM/Xwww+7XP/CyBijhIQEu/WQ9lqSVbA8/Ws/P78C/ZQ9AAAAgBtLZu3viIiITIPcttq2bavly5c7/Tw1NVWVK1fWqVOnVKxYMZ05c8Zh29eZzNrf6T/PSO/evfX999/rxIkTMsaoQYMGVp/PnTs30+sLAwcO1MSJE+Xv759pecYYHThwQP369VO5cuX0yiuvyNvbWzExMYqJiZGnp6eCg4MVGBgoY4x+/PFHHTlyRJcuXdKlS5d08eJFXb16VV27dqX9nY6jAHrajepxcXGW5Sv9X1vbts3t7+9PWxsAgDzCE+MAYKNChQrq3r27fv31V/38888ZBsZTU1P1888/S5KKFi2q+++/3+VyHnroIZUvX15Lly5VeHi4Tp06pfPnzysxMVFFihRRzZo11apVK/Xv39+ugZxV9913n3bs2KHx48frt99+08mTJ+Xr66saNWrogQce0PDhwxUYGKgzZ87o4sWLKleunNtl+Pv7q1q1aqpevbpuv/12LVu2TDExMUpJSbHcKR0cHKwyZcqoWrVqeu655zR79myNHDlSHTp0cJpvmTJltHbtWr311ltatGiRLl68qLCwMPXv31+vvvqq00bkjBkzZIxRmTJl1KtXL7e/T2Hj4eFhuXO9ZMmSVp+lpqYqLi7O6gaG06dPKzo6WnFxcfLy8lJwcLCKFCmiokWLqmjRoipSpIjTLgIBAAAAICPutL9zyr///qtTp05Jut4udyco7oqpU6dqxYoVWrt2rY4cOaKoqChdvXpVwcHBqlSpklq2bGk1vFlMTIwOHjxol8+dd96pjz76SEuXLtW+fft07tw5eXp6qnz58mrfvr0GDhyo5s2bW81jjFFiYqLVDdDpb4hOTk7WE088oYCAABUtWtQqSBsQEGDVrg4LC9Nbb72lXbt2Wdrf//nPf2h/2/D09LS0sZ2xbWvHxMQ4bGs7ukE9L4e5AwDgZsAT4wDgwLp169SiRQt5eXnp0KFDqlKlSn5XKU9t3bpVvr6+uuWWWzJMl5SUpCtXrujy5cu6fPmyrly5oujoaPn7+6to0aIKDQ1VaGio5a7zvB5zKzU1VXXr1tWBAwc0duxYjRw5Mk/LL0xSUlIsF1PSr/OkpCQFBwdbAuUEywEAAAC442Zvf8fFxemvv/5St27d3GpHGWMUFxdnaZultckTExPl5+fnMNAaFBSUa9150/7OmvRtbdte3RITE+Xv76//x959h8VVpv0D/84wMLShDG3ovQQCCYQQShLSbPG1/lxLrOvadXctq6uu78Yt6hbXtawa1xbd1djWqDFFUyCNDqETeoehDR2mP78/8s5ZCEMvZwbuz3XlcuSc85z7TIG5z/0UR0dHLt92dHScsC48IYQQQmaOCuOEEDKJnTt34vDhw7jvvvvwzjvv8B3OkmpsbERzc/O49cE1Gg2XaBuS7uHhYa4IPjZJm8k0bkth37592LVrF1xcXFBfXz/tevFkdgxT5F98I0alUkEikUxI3qlYTgghhBBCCDFmJeffAPDjjz8iNjYWbm5uRrczxjAyMjKhY7pGo4FEIhmXd0kkEl5GGVP+vfDUajUGBwfH5dxDQ0MQi8Xc62147Wk6dkIIIWRmqDBOCCGTKCkpQWxsLIRCIWpqauDn58d3SEumv78fH374IbZv3w6lUon+/n4MDw/DxsZmXOLl5OS04NPOLRTGGKKjo1FWVoY33ngDjzzyCN8hrQgXF8sNN25UKhU3stzZ2Rmurq6QSCSUuBNCCCGEEEJWdP4NAHl5eZBIJAgPD+eK4Bd3QNZqtXBwcBiXkzs4OCz5zGzGUP69dLRaLZdnG/47ODgIsVg84X4NFcsJIYSQiagwTgghU/j3v/+Nmpoa7NixY9zo6eWGMYb+/n50d3eju7sbZWWlOHr0GEKDfHHrHT+Ds7OzSRfBjWlra8M///lPWFlZ4de//rVJ3CxYyUZHR7mkXaFQQKFQwMLCAi4uLnB1daVCOSGEEEIIISvcSsm/L6bT6VBWVobOzk7Y2NiMK4KPHQluKkVwYyj/5pdWq8XAwMC4zhSDg4OwsrKCk5MTl3c7OTkt2lT6hBBCiLmgwjghhKxAYwvhPT096O7uBgAuWaouzcR/vvoKtpY6/OzBJ7AmYSvPEZPlRq/Xo6+vj+uMYSiUu7q6cu9DKpQTQgghhBBClhudTofe3l4uF1coFBCJRNBoNFi9ejWkUikkEgkVl8m8GIrlY99rer2ey7ddXFyoUE4IIWRFosI4IYSsANMVwl1dXeHo6MgVIb9470WcOXMSTCSBj4sIDz27BxJHJx6vgCx3VCgnhBBCCCGELEfGCuGWlpZcLu7i4gJbW1scPnwYmzdvhoODA98hk2WIMYaBgYFx94WoUE4IIWQlosI4IYQsU0NDQ+jo6OCSHsbYpIXwi732u3uh6m+FU+hlaD23D6vWX42b7nmGipJkyRgK5V1dXejp6RlXKHd1dYVMJoONjQ3fYRJCCCGEEELIOFMVwg05ub29/YT8+uzZs/D29kZAQAA/gZMVZWyh3HDfiArlhBBCVgIqjBNCyDLBGINCoYBcLodcLsfIyAhcXV3h5uYGFxcXODo6ziihGR0dxZ+fvB7RgXawDL0N/eX7UNvUhRt+9jusXrdpCa6EkIn0ej16e3vR3d2Nrq4uKBQKODg4QCaTQSaTTdnRgxBCCCGEEEIW0+DgIORyOTo7O2dcCL9YRUUFRkdHERcXt0RRE/JfUxXKPTw8IJPJYGtry3eYhBBCyLxRYZwQQsyYRqNBV1cX5HI5Ojo6AIBLWNzc3GBpaTnrNusqi/Hxq7/A5ZsioXbdCg8bBb794mPAzh8PP/cO7OwlC30ZhMyaWq1GR0cH908kEnFFcldXV1qPjxBCCCGEELJo9Hr9uI7po6OjcHV1hYeHB9zc3GZUCL9YR0cHSkpKsGPHjkWKmpCZMxTKu7q60NHRgZ6eHkgkEi7vdnJyos7phBBCzBIVxgkhxMyMjo5yyXd3dzdsbW25xEQqlc47MTnz4xc49p9XcffNl2PAMgQ6vQAWfQX46vszWJ18HW6466kFuhJCFoZer0d3dzc6Ojogl8uhUqng5uYGmUwGDw8PWFtb8x0iIYQQQgghxMxpNBp0dnZyHdMFAgGXc7i7u0MkEs27/UOHDuGyyy6jHIaYHLVaPe79b2FhMa5z+nzf/4QQQshSob9YhBBi4hhj6Ovr44p+AwMD3FRW0dHRsLe3X9DztTfXQgA9ZB6uEI1qUNlthy2rQlBaXo3SnB8RFbsJq9YkLeg5CZkPoVAId3d3uLu7Y/Xq1dw0ho2NjSgqKoKTkxOXsEskEurVTgghhBBCCJmRkZGRcR3T7e3tIZPJkJiYCGdn5wXNLSwtLSGRSNDb2wtPT88Fa5eQhWBlZQUfHx/4+PhAr9ejp6cHcrkcJSUl1DmdEEKIWaHCOCGEmCDGGHp6etDa2gq5XA6tVgsPDw+EhITA3d0dVlZWi3butpY6uDrawMpKBGeBBgNKEbR6Ia68bAsaP/gCB794CwGhMbCxtVu0GAiZK4FAAAcHBzg4OCAsLAxKpZLrVFJVVQWxWAxPT094e3vT1G+EEEIIIYSQcQwd0w3F8MHBQbi4uEAmk2HNmjWws1vcPFgqlUKhUFBhnJg0oVAINzc3uLm5Ued0QgghZocK44QQYkIGBgbQ0tKClpYW6HQ6eHl5IS4uDi4uLhAKhYt+/tHRUfR2tSImSAoAsLHUw9ZSj95RS7hLbHH5tkTsP5KFI//5J667/bFFj4eQ+bK2toa/vz/8/f2h0+nQ1dWFtrY2ZGRkQCwWw9fXFz4+Pot+g4sQQgghhBBimgzF8JaWFrS2tkKn08HDwwOhoaGL3jH9YlKpFI2NjUt2PkLmayad0729veHj4wMHBwe+wyWEEEKoME4IIXwbHR3liuHDw8OQyWSIiYmBu7v7khTDx2pvqgF0I/CSBXA/k9qqoRixhLu9GjGrw1FaUYOirEOIit2EsNXxSxofIfMxdg00nU4HuVyOlpYWVFZWwsnJCT4+PvD29oZYLOY7VEIIIYQQQsgiGxoa4nJxlUrFdUx3dXVd8lzcQCqVoqioCDqdDhYWFrzEQMh8GOuc3tLSglOnTsHOzg6+vr7w9vaGjY0N36ESQghZoagwTgghPNBoNGhra0NLSwt6enrg6uqK4OBgeHp6wtLSkre42horAL0anjIZ9zOprQbtAxcKhQKBAFddsQVvvvclvv/8DTwUvAfWlMwQM2RhYQFvb294e3tDrVajtbUVLS0tKC0thbu7O3x8fCCTySAS0VclQgghhBBClguVSsV99+/v74e7uzsiIyPh4eFhEoVoOzs7iEQi9Pf3QyqV8h0OIfMytnO6RqNBe3s7WlpaUF5eDhcXF/j4+MDLy4vX+2CEEEJWHrrbSwghS0Sv16OjowMtLS2Qy+WQSCTw9fXFunXrYG1tzXd4AID2lloIoIenzJX7mdRWg/IOezAGCASAg8Qel25JwIFjufhx/7u4etcveIyYkPmzsrJCYGAgAgMDMTw8zI0iLywshJeXF3x8fODm5kbrohFCCCGEEGKGtFotN1tUZ2cnpFIp/Pz84OXltaTTpM+EQCDg1hmnwjhZTiwtLeHn5wc/Pz8olUq0traivr4excXFkMlk8PHxgYeHB2+zNRBCCFk56C8NIYQsIsYYenp6UFRUhCNHjqC0tBT29vbYsmULtmzZguDgYJMpigNAW3MdXBxtYGX1335TDmItGIAB1X9/Frc2EkE+zig4+z1qzxcufaDEbAkEAggEAjz//PN8h2KUnZ0dwsPDsW3bNmzcuBFWVlYoKCjADz/8gNLSUvT19YExxneYZAHt3buXe182NDTwHQ5Zwe666y4IBAIEBATwHQohhBBi9vR6PTo7O5Gfn48jR46gsrISUqkUO3bswMaNGxEQEGByRXEDqVSKnp4evsMgy4Cp5t/W1tYIDg7m7o3Z29ujtLQUR44cQVFREXp6eijvXqYo/yamgvLvlY1GjBNCyCJQKpVoampCY2MjNBoNvL29sWHDBkilUpMddTo6OorerlbEBI3vlS4QAFIbDRQjlnC01v7fzwS4euc2vPX+Vziw73U8+MxbEJtQgZ+Q+RIIBHBycoKTkxOioqK4ddHOnDkDW1tbBAQEwNfXl6Z8I4QQQgghxEQwxtDf34/m5ma0trYCAHx8fLBx40Y4OjqabC5+MalUitraWjDGzCZmQuZKIpFg1apViIiIgEKhQEtLC7KzsyESieDj4wNfX19IJBK+wySEELKMUGGcEEIWCGMM3d3daGhogFwuh4uLC6KioiCTycxiKqj2phpANwIvmf+EbVLbC4XxQOko9zMnRwl2bI7HobQCHPvuQ1x544NLGS4hS0YgEMDd3R3u7u6IiYlBW1sbGhoaUF5eDm9vbwQEBMDJyYluWhFCCCGEEMIDjUaD1tZWNDQ0YGhoCF5eXli3bh1cXV3N8ju6k5MTNBoNhoeHYW9vz3c4hCwJgUAAFxcXuLi4IDo6mluKMD09Hc7OzvD394eXlxcsLCz4DpUQQoiZo8I4IYTMk1qtRlNTExoaGqDRaODn54etW7eaXQLb3nQe0KvhKfOcsE1qq0Fz38QR4evXrUbZ+RrknvoGUbGbERAatRShEsIbkUjErYvW39+PhoYGZGRkwM7ODgEBAfD29qZR5Gbmrrvuwl133cV3GIQQQgghZJYM38ebm5thb2+PgIAA+Pj4QCQy79udFhYWcHR0hEKhMLv7CoQsBKFQCE9PT3h6ekKtVqO5uRmVlZUoLS2Fr68vAgIC6LNhpij/JoSYAvP+pkgIITzq7e1FfX09Wltb4ezsjIiICHh6eppt79W25hoIoIenzHXCNmcbDUY0FlBqhLC21HM/FwgEuGbnNrz94df4bt9rePCZN6koSFYMR0dHrFmzBlFRUWhpaUFDQwOXqAcGBsLBwYHvEAkhhBBCCFlWtFotN4PTwMAAvL29kZKSsuxmcHJxcYFCoYCfnx/foRDCKysrKwQHByMoKAg9PT1oaGhAWloapFIpAgIC4OnpaRazNBJCCDEdVBgnhJBZ0Ol0aGtrQ319PQYGBuDn54fU1NRlUQBrb6mHi6MNrKwm/mmwtGBwEGuhGLWEl6Vq3Dap1BHbNsXih5NFOHHgI1x2/T1LFTIhJkEkEiEgIAABAQFch5mTJ09CKpUiKCgIMplsWd2kI4QQQgghZKkNDw+jvr4eTU1NsLa2RkBAAHx9fZdtx2xnZ2ecP3+e7zAIMRkCgQCurq5wdXWFSqVCU1MTysvLUVJSwuXj1tYTZzokhBBCLkbdqQghZAZGR0dRUVGBo0ePorKyEj4+PrjssssQExOzLIriSqUSis4WeHlIJ93HsM64MRviY+DjboestP+gub5yscIkJqStrQ1PP/004uLi4OjoCCsrK8hkMkRHR+OWW27B3r17MTAwMG07ubm5uOWWW+Dj4wOxWAxvb2/cfvvtqKiomPK4uro6/O1vf8NVV12FgIAA2NjYwMbGBv7+/rjppptw5MiRKY/fu3cvBAIBBAIBGhoaoFKp8OqrryIxMZFbi/D555+fcFxOTg7uvfdehIWFwd7eHnZ2doiIiMDDDz+M6upqODs7Iy4uDpdeeinc3NxQUlKCo0ePorq6Gmq1etrnw+Ds2bO45557EB4eDgcHB9jb2yMiIgLXXnstPv74Y6PPbXt7O9566y3ccMMNCA0NhZ2dHfecXnPNNfj888+h1+uNnO2C9PR07jlJT08HYwzvv/8+Nm7cCBcXFzg4OCAhIQH/+te/xh2nVquxZ88eJCYmQiqVQiKRICUlBV988cWk52poaODOtXfvXgDAl19+iR07dsDd3R02NjaIiIjA008/jd7e3imfq9LSUvzxj3/EZZddxr2P7O3tERoaijvvvBNZWVlTHn/xe2EyxcXFuP322+Ht7Q1ra2v4+fnhtttuQ0FBAYALU8IJBAIEBATM6HqPHj2Kq666CjKZDGKxGIGBgXjwwQfR0tIyZbwL9dmbypkzZ3D77bdzN5ecnJwQGxuL5557Dl1dXZMed/F7SK/X491330VycjKkUins7OywZs0avPjiixgdHZ1RLEePHsVtt92GwMBA2NjYwMHBAWvWrMFTTz2F9vb2SY97/vnnuViAC3/n/vrXvyIuLg4SiQQSiQQJCQn4xz/+Aa1WO20cWq0W77//Pnbu3AkvLy+IxWK4urpi8+bNePXVV6FUKqdto7y8HHfeeSd8fX1hbW0NX19f7Nq1C7m5uTN6LgghhJCVhjGGzs5OZGVl4cSJExgdHUVCQgK2bt2KoKCgZVsUBwCpVIrBwUFoNBq+QyEmgPLv8fn3448/DgDYsWMHYmNj0dvbi6NHjyIvLw8KhQKMsWmfi7Eo/6b8ezKUf1P+TZYpRgghZFIKhYLl5OSw7777jmVlZbGOjg6m1+v5DmvB1VWWsN0PpLKMfz/AWPU7Rv815X7ETv7wxaTbOzP/xP5w/wb2xh/uZxqNhu9LIovo1KlTzMHBgQGY8t+BAwcmHGvYtnv3bvbGG28wkUhk9FhbW1t28uRJo+evq6ub9twA2G233Tbpe/HDDz/k9svNzWVr166dcPzu3bu5/TUaDXvwwQenPJ+lpSX75z//Oe48Op2Otba2sjNnzrDvvvuOFRQUsP7+/kmf25GREXbLLbdMe21jY2OMMa1Wy4RC4bTHXXLJJWxwcNDoudPS0rj9fvzxR3bVVVdN2s4vfvELxtiF35GbN2+edL8XXnjB6Lnq6+u5fT788EN29913T9qGp6cnKysrmzbmqf49/fTTkz7nY98L9fX1RvfZu3cvs7S0nPR137t3L7vzzjsZAObv7z/t9f7617+eNFY3NzdWXl5uNI75fPZmQqfTsYcffnjKth0dHdmPP/5o9Pixr8cPP/zALr/88knbWbVqFWtra5s0lqGhIXbddddNGYu9vf2k17p7925uP7lcztasWTNpO1dddRXT6XSTxlJTU8MiIyOnjCU0NJRVVVVN2sa+ffuYlZWV0WNFIhF7//33p3wPEUIIISuJWq1mtbW17OjRo+zw4cOsvLycjYyM8B3Wkjt69CiTy+V8h0F4Rvn3zPLvwcFBVlxczL7//nuWlpbGGhoamFarnfK5pfyb8m/Kvy+g/JusNFQYJ4SQi+j1etbR0cHOnDnDDhw4wEpKStjQ0BDfYS2qMz9+yXbfl8Qajv9u0sL3UNl77Ntv9zNtpfHtrPoddvrj+9ju+1PY0W8+5PuSyCJRKpXMy8uLAWASiYQ99dRT7PDhwyw/P59lZWWxzz//nD366KPM19d3ysQ8MTGRCQQCtmbNGvbBBx+w3NxcdurUKfbYY49xCaafnx9TqVQT2qiurmZWVlbsqquuYq+//jo7duwYKygoYMeOHWNvvfUWi4qK4s7z29/+1uh1jE3GYmJimEAgYHfccQc7ePAgy8/PZ/v372eHDh3i9r/jjju4/a+44gr273//m+Xk5LDc3Fz27rvvjjvnd999Z/Sc/f397Ny5c1xHm56ennHbdTodu+SSS8Z90f/73//OTp8+zfLz89n333/Pnn32WRYSEjIhMddoNEwoFLJt27axv/71r+zIkSMsPz+fpaensw8++IAlJSVx7d5xxx1G4xubVG3YsIEBYLfeeiv3nOzbt4+Fh4dz+xw9epRdffXVTCQSsQcffJD9+OOPLD8/n73//vvce8TCwoKVlpZOONfYRHX9+vUMAEtISGD79u1jeXl57NChQ+ymm27i9vHx8THaoeDo0aPMzs6O3XjjjWzPnj0sPT2dFRQUsCNHjrC//e1vzN/fn2vjgw8+mPa9YCwxP336NPeetLGxYc8++yw7deoUy87OZm+++Sbz8fFhVlZWLDY2dkaJeXJyMgPAUlNT2aeffsry8vLYsWPHxr3HEhMTJ7Qx38/eTDz55JNcDIGBgWzPnj0sJyeHpaWlsccee4y7OWFlZcUKCwsnHD/2PWR4XS+99FK2f/9+lpeXx/bv3z/uPR4bG2v05plWq2Vbt25lAJhAIGC33HIL+/LLL1leXh7LzMxkr732GvPz8+NiycvLm9DG2MQ8OTmZWVlZsV/84hfs6NGjLD8/n3366ads1apV3D579uwx+py0tbUxDw8P7nl/4okn2OHDh1lBQQFLS0tjzzzzDLO1tWUAWFBQEOvr65vQRlZWFncTUiwWs6effpp7D73++utMJpMxS0tL7uYBJeaEEEJWqpGREVZcXMwOHDjA0tPTWVNT07SFreUsLy9v0oINWRko/559/q3RaFhdXR07fvw4O3ToEKuoqDB6XZR/U/5N+fcFlH/7z/7FI2aPCuOEEPJ/9Ho9a21tZenp6ezgwYPs/PnzRr88L0dffvASe/6+DUxZ+o9Ji976qnfY4e//w7oLP5h0H13l2+yd3+xgzz9yBWtpqOb7ssgiOH78OPdFdqov/xqNxmgiNbaX5s6dO41+xv74xz9y+3z99dcTtg8NDU3Z01Wv17O77rqLAWB2dnZGvyiPTcYAsPfff3/S9r766ituv3fffdfoPqOjo2zbtm0MAAsICJhy1oSRkRFWUlLCDhw4wM6cOcPNRPHqq69y57nuuuuYUqk0erxhFPrF11xdPfVn7re//S2X6BjrWXtx7+9XX311wj7t7e1cj2k3NzcmEAjY/v37J+xXVFTEJbOG3u1jjU1UDe8FY8/Z73//e26fX/3qVxO2d3V1sd7e3kmvWaVScYmgv7+/0Rur0yXmhmTJysqKnT17dsL2jo4OFhQUxLUxXWIOgN17771GZx+55557uH0KCgrGbZvvZ286xcXF3Gu2evVqo8/r4cOHuX0SEhImbL/4PXTfffcZPdfPfvYzbp9//OMfE7a//PLLDLgwGmDsDbKxFAoFd0Ns48aNE7aPTcwtLS1ZWlrahH16enq4pDsmJsboef7nf/6HAWC+vr6strbW6D4FBQXMzs6OAWDPPffchO3r1q3j4jA2EqelpYX5+PhM+R4ihBBClrPBwUFWUFDAvvvuO5adnT2hA+lKVV9fz86cOcN3GIRHlH/PPf/W6/Wss7OTnT17lh04cIAVFxePm3mC8m/Kvyn/voDyb3+j5yHLGxXGCSErnk6nY42NjezYsWPsyJEjrKamZsVNBf7a7+5lbzy5ZdKCt+Ff9vHPWFXGv6bcR372Rfb7+zewN194eMU9jyvBJ598wn15nMuXf8Ox1tbWrKOjw+g+AwMD3JRHjz322Jzi7OnpYRYWFgwA++qrryZsH5uMbdu2bcq2DF+qr7vuuin3Ky8v59o8evTotDGqVCp2/vx5dujQIZaWlsZ27tzJBAIB8/b2nnS6tfnQarXM1dWVAWAvv/zyhO0X91ifjGG6KQDs5ptvnnQ/wxRvsbGxE7aNTVTFYvGEGw0GOp2OrV69mgFgzs7Ok96smEphYSF3LmM9m6dKzDMzM7ltU70Xv/322xkn5p6enpNex/nz57n9XnvttXHb5vvZm87YqQozMzMn3W/szYOcnJxx28a+hzw8PNjw8LDRNgYHB5mbmxsDwCIjI8dtU6vVzNPTc0af/0OHDnHnu/jG1NjE/PHHH5+0jaeffprb7+KbeCUlJdy2b7/9dspYnnrqKQaAeXl5jft5dnY218Yjjzwy6fGff/45JeaEEEJWnN7eXm7psvz8fDYwMMB3SCalv7+fHThwYMopZ8nyRvn35GaTfysUCpadnT1ueTNvb28GgPLvMSj//i/Kvyei/JssJ0IQQsgKpdVqUVdXh2PHjqGqqgohISHYsWMHgoODIRKJ+A5vySiVSig6W+Dp7jztvlJbDRSjVlPu4+Hugk0bVqOzqQinf/x8ocIkJsLT05N7/OGHH865nUsuuQTu7u5Gt0kkEoSGhgIA6urqpm1Lo9GgpaUFFRUVKC0tRWlpKdra2uDi4gIAKCoqmvL4W2+9ddJtra2tyM/PBwDceOONU7azatUquLq6AgAyMzOnjdvKygrh4eG45JJLIBAIcP311+P111/Hr3/9a9ja2k57/FT0ej3a2tpQWVnJPScVFRXw8fEBMP1zcvPNN0+6LSYmhnt80003TbrfmjVrAEz/Gl566aXw8vIyuk0oFOLOO+8EAPT29qKgoGDKtlQqFZqamlBeXs5dN2OM2z7ddV/s+PHj3GNDHMZceeWV3PttOjfccAPEYrHRbeHh4bC3twcw8XlbqM/eZI4dOwYAiIyMRGJi4qT73XvvvROOMebGG2+c9H1sb2/PfZ7Ky8vR3t7ObcvJyeH+f7rP3ObNm7nHU33mpvqMr1u3jntcX18/btu3334LALC1tcWVV145o1ja2trQ3NzM/Xzsc/TTn/500uOvu+46ODk5TXkOQgghZDlgjKG7uxuZmZk4c+YMrK2tsX37dsTFxUEikfAdnkmRSCQQCAQYGBjgOxTCE8q/Jzeb/NvZ2RkJCQnYsmULGGNIS0vDrl27EBgYiHvvvZfLweaK8m/Kv2eL8m/Kvwm/qDBOCFlxNBoNKisrcfToUTQ1NSEqKgrbt2+Hv78/LCws+A5vybU31QC6EXh5eky7r9RWA8WIJcZ8zzVqU3I8PJytcPrIPshbGxYmUGISNm7ciKCgIADAo48+ioSEBLz00kvIyMiAWq2ecTsRERFTbpdKpQCAwcFBo9s1Gg3efPNNJCYmwt7eHr6+voiMjER0dDT3r7OzEwDQ3d095bnGJpoXy8vL4x7fcsstEAgEU/4znEsul095zrFEIhFqamrwwAMP4JtvvkFAQACOHTuGuro6aLXaGbfDGMO///1vbN26Ffb29vD29kZERMS456SwsBDA9M9JWFjYpNvGJg8z2W+y19Bg/fr1U25PSEjgHpeWlk7YPjw8jJdeeglr1qyBnZ0d/P39ERUVxV1zbGwst+90130xw/nEYjFWr1496X4WFhZYu3btjNqc7r3v7Hyhk9LFz9tCffaMUalUqK6uBgBs2LBhyn1jY2NhaWkJwPjrYTDX13XsZy4pKWnKz9vYG1hTfeames4Nv2uAic+5IZaRkRGIRKIpY/mf//kfo7GUlJQAuNARZqrfNZaWluPeq4QQQshywxiDXC7H6dOnkZ2dDScnJ1xyySWIjo6ed6fQ5UogEEAqlUKhUPAdCuEJ5d8Lm39LJBLExcVBoVBAoVDgpZdewrp169Dd3T2uoDsTlH9T/j1XlH9fQPk34dPKGRJJCFnxlEolamtr0dDQAEdHR6xbtw5ubm4QCAR8h8artsbzgF4NT9n0hXEnaw20egGG1RawF+sm3c/CQohrr9yGd/91AN9+8nfc88QrK7LTwXJkaWmJAwcO4IYbbkBFRQVyc3ORm5sLALCxsUFqaipuv/123HTTTVO+5tPd/BIKL/Td0+kmvs8UCgUuvfRSrif5dEZHR6fcbkiEjDEk97M1MjIyq/27u7uh1Wpx/PhxvPHGG3BwcEB1dTUqKysRFBSEoKAgLhkyRqlU4vrrr8fhw4dndL7pnpOpXh/DazPT/fR6/ZTnmmzkgoGHx39/N118U7ChoQHbtm2b0NN4MtNd98V6e3sBXEjepvsd5ubmNqM25/reX6jPnjGG6wTGP9/GWFpawsXFBXK5fMqbtHN9XRfjMzfT9/PFz/lCxDL2PTTdbDTTPfeEEEKIOdLr9WhtbUV1dTXUajWCg4ORlJQ05Xdb8l+GwrihQENWFsq/Z2a2+XdnZyfef/99fPnllzh48CCys7MhkUgQFhYGDw+Pae8TUv5N+Tfl35R/E/NGhXFCyLI3MjKC6upqNDc3w83NDUlJSeN6qK107S01EEAHT9n0XyqFQsDJRoOeEcspC+MA4ClzQ8r6VTiddw5nj36FzZdPPuUTMS+RkZEoKSnBgQMHcODAAZw8eRK1tbUYHR3FkSNHcOTIEbzyyis4dOjQtF/O5+KXv/wll5Rfe+21uPvuuxETEwN3d3dYW1tzSayfnx+am5un7fk9VRIz9ov6J598MmWP07GmSvanIxQK4e3tDS8vL3R1daGqqgo1NTUICAhASEiI0WnAXnjhBS4pT01NxcMPP4y4uDjIZDLY2NhwycfmzZtx+vTpWfeGX0zT3XSYKtbbb78d9fX1EAgE+OlPf4qbb74Zq1atgpubG/c86fV67jU2peuei6X47M2ks9hMnse5vq5jP3Pp6ekzniJvMX7XGGIJDAzEd999N+PjAgMDuceG61yo55UQQggxFzqdDk1NTaipqQEAhISEwM/PjzpMz5JUKkVjYyPfYRAeUf49vbnm3wMDA3Bzc8OGDRvQ0NCAwsJCWFlZITQ0FN7e3uOKeGNR/k35N+XflH8T80aFcULIsmWYmqahoQEymQybN2+Gg4MD32GZnLbmOrg42kIsnlmPfamNBr0jlvB3Vk67b+rGBJyvbsTJI58gYk0y3D195xsuMREWFha49tprce211wIA2tvbcfjwYbz11lvIz89Hfn4+7r//fuzfv39BzzswMIDPP7+wdv2uXbvwySefTLrv2F64czU2KRAIBFNO5zUfhrXRgAtrJIWHh0MgEMDd3R3u7u5QKBSoqqrCsWPHEBwcjODgYG6UDWMM7733HoAL032dOHFi0gR+IZ6ThdbR0THl9rG9hsd2ajp//jzOnDkDAHjmmWfwwgsvGD1+PtdsuMGiUCig0+mmvInT1dU15/PMxmJ89sbeSJpuGkKtVsv1MJ+qk9lcX9exnzkrK6tF+8zNhCGWjo4ORERETNvj3BjDtfX09Ez7HpprD3lCCCHElOh0OjQ0NKC6uhpisRirVq2Cl5fXpN9PydScnJwwOjqK0dFR2NjY8B0O4Qnl3wvLWP4dGhqKoKAgNDU14fz58zh//jzCwsLg6+s77vcX5d+Uf1P+vTgo/yZLib6VEkKWHa1Wi8rKShw7dgxDQ0PYtGkT4uPjqShuhFKphKKzBZ7uM+9dK7XVoGfUakb7ikQWuGbnVuhHO/DtJ69OO6UTMV+enp64++67kZmZibi4OADA999/P+ups6ZTXV0NjUYDALj55psn3a+yshJDQ0PzPt/YNYd+/PHHebc3GcNzBgCnTp2asF0qlSIxMRGJiYno6uri1iDX6/VQKBRcMnXjjTdOmpQPDQ2hsrJycS5gHgzTkc1k+9gkraysjHs81Xth7JpZsxUVFQXgQkcrw1pVxuh0Om79uKW2EJ89sViM0NBQAEB2dvaU+547d477DE6VNM/1dV2qz9xMGGIZGRnB2bNn59RGdHQ0AECtVqOoqGjS/bRaLW/vIUIIIWQhMMbQ1NSE48ePo6mpCWvXrsWWLVvg4+NDRfF5sLS0hKOjI60zTsah/Ht+Jsu/LSwsEBgYiO3btyMiIgLV1dVIS0tDW1sbN7qU8m/Kvyn/XhyUf5OlRN9MCSHLhl6vR319PY4dO4aOjg5s2LABiYmJcHR05Ds0k9XeVAPoRuDlOfMpcKS2agypLKDWzmxtdh9vDyTFRaC1Jg9Zad/MMVJiLiwtLZGamgrgwhfNvr6+BW1fq9Vyj6da02jPnj0Lcr6QkBBERkYCAD777DM0NTUtSLsXW7NmDXx9L8yo8N577016U8HFxQUbN25EbGwsGhoacPz4ccjlcm6aqKmek/fff59LqEzJjz/+iPb2dqPb9Ho9PvroIwAXelWPvYGxFO+F7du3c48//vjjSfc7ePAgenp65nyehTDfz96OHTsAAOXl5cjKypp0P8PoiLHHGPPll19OenNgeHgYX3zxBYAL09N5enpy2zZu3Mj18t6zZw8GBgZmfhEL7JprruEe/+Uvf5lTG2OfI8N72Zj9+/eb5IgSQgghZDqMMbS3tyMtLQ2VlZWIjIzEli1bIJPJZjSVKZmeYZ1xQi5G+ffcTJd/C4VC+Pr6Ytu2bQgKCkJxcTFOnz6N7u7uGT8nlH/PHuXfE1H+PTuUf5OZosI4IcTsMcbQ0tKC48ePo66uDmvWrMGmTZvGTY1EjGtvqgT0anjKZDM+RixisLPSQTE6s6nXAWDr5kS4SAQ48f3H6Ok0/gWcmIfTp09z6wQao1arcfLkSQCAvb093NymX7t+NkJCQrgbbJMlSt9//z3eeOONBTvnc889B+DCDAvXX3/9lFN2qVQqvPXWW1Aqp19qYCyhUIgnn3wSANDS0oI77rgDarXa6L6MMej1emzduhXh4eFobW3Fa6+9hnXr1uGzzz4zelxubi53HaZGpVLh/vvvH7e2lcGf/vQnrqf43XffPW59dUMPa2DyhOftt9/GN998M+fYkpKSuHXt3nzzTWRkZEzYp6urC4899ticzzFTi/3Ze/DBB7nRDvfddx/6+/sn7PPjjz/i/fffBwAkJCRg/fr1k7Ynl8vxxBNPGN32+OOPc9OWPfjgg+O2WVtb41e/+hXXxs0334zh4eFJzzM4OIh//OMfU1zZ3K1fvx6XXnopAODQoUPYvXv3lPs3NDRg3759436WkJDA3VB6++23uekHx2pvb+eumRBCCDEnPT09OHPmDIqKihAQEIDt27fDx8eHCuILjArjKxfl3/zm30KhEP7+/oiKioKHhweys7NRV1fHjUql/Hs8yr9njvLviSj/JkuJ1hgnhJgtxhi6urpQXl4OlUqFiIiICWv/kKm1NdcATAdP2ey+wEltNVCMWEImMV64u5ilpQWu2bkFH352GN9+8ip++uif6GaJmTp+/Dj+8Ic/YNOmTbjyyisRExMDNzc3jI6OoqqqCnv27EFBQQEA4J577pnTmkBTcXFxwc6dO3Hw4EEcOnQIl19+Oe6//374+fmhs7MT//nPf7B3714EBQWhr69vQdaduuWWW/DDDz/go48+Qn5+PiIjI3H//fcjNTUVbm5uGB4eRm1tLU6fPo2vv/4aCoUCd9xxx6zP8/DDD+PAgQM4evQo9u/fj+joaDz00EOIj4+Hra0t5HI5srKysG/fPuzatQvPP/88/Pz84O3tjcLCQvzyl79EU1MTbrrpJtx0000ICQlBf38/Dh06hLfeegv29vbw8vJCVVXVvJ+ThRQfH48DBw4gJSUFjz32GEJDQ9HZ2YmPPvoIn332GQDAx8cH//u//zvuuNjYWKxevRqlpaV4++230dfXh1tvvRWenp5obm7Gv//9b3z11VdISUmZ8zRcwIWEPDU1FWq1Gjt27MDjjz+Oyy+/HGKxGHl5eXjppZcgl8uxdu1aFBYWLtrvtsX+7EVHR+OJJ57AX//6V5SUlCAuLg6//vWvERsbi5GRERw4cACvv/46dDodrKys8M4770zZXnx8PN5++23U19fjgQcegK+vL5qbm/H222/jhx9+AHDhNXzggQcmHPvUU0/h+PHjOH78OA4fPozIyEg88MADSEpKgpOTEwYHB1FZWYn09HR88803sLa2xiOPPDKr652pDz/8EPHx8Whvb8fvf/97/PDDD7j77rsRHR0Na2tr9PT0oLi4GEeOHMGJEydw7bXX4pZbbhnXxltvvYWNGzdCo9HgkksuwWOPPYadO3dCLBYjOzsbL774Irq7u7FmzZopp3sjhBBCTMXAwADKy8vR09ODkJAQBAUFwdJy5h2nyexIpVIUFBRAq9UueH5FTBvl36aVfwcEBKC6uhrPP/88Tp8+jU8//RSbNm3CY489Rvk35d+zap/yb+Mo/yZLhhFCiBnq6elhZ86cYQcPHmTV1dVMq9XyHZJZev3397PXf5XKWPU7s/rXkPMxO/PjF7M+7tCbt7LdD2xmWenf8X3pZI52797NAEz77/rrr2ejo6MTjjds371795TnSU1NZQBYamrqhG1NTU3Mz89v0nP7+fmxsrIy5u/vzwCwO++8c0IbH374Ibd/fX39tNet1WrZU089xSwsLKa9djs7OzYyMjJtm8YMDw+zG264YdpzXPz89fX1sQ0bNrBdu3axffv2saeffpr5+Phw+0ulUnby5Mkpn9e0tDRu/7S0tEljnOlzN/a9crH6+npu24cffsjuuuuuSa/V09OTlZWVGT3HuXPnmLOz86THRkdHs7a2tinfdzO5nr179zJLS0uj5xCJROzdd99lt99+OwPAIiIipr3eqUz2vp3vZ28mdDode+ihh6Zs39HRkf3www9Gjx/7Hvrhhx/YpZdeOmk7ERERrLW1ddJYRkZG2B133DGjaw4MDJxw/FTvv8linux939DQwNavXz+jWH76058abePTTz9lVlZWU76H7rzzTgaA+fv7TxkzIYQQwpfh4WGWl5fHvvvuO1ZcXMyUSiXfIa0Ier2eHTlyhHV1dfEdCllilH+bZv4tl8vZ7t272eeff87uuece5ujoOG5/yr8p/54Jyr/TjO5D+TdZCjSskhBiVgYHB5GTk4OMjAw4OzvjkksuQUhICCwsLPgOzewolUr0dDbDy0M662OdbdToHbWEns3uuO1bkuFsCxz77gP09nTO+ryEf0899RQOHTqExx57DImJifDz84O1tTWsra0REBCAm266CQcPHsR//vMfWFtbL0oMvr6+KCgowJNPPomwsDCIxWI4OjpizZo12L17NwoLC7l1yRaKhYUF/vznP6O8vBxPPPEEYmNj4ezsDAsLC0gkEkRFReHWW2/FRx99hPb2dtjY2MzpPLa2tvjyyy9x4sQJ3H777QgMDISNjQ0kEgkiIiJw/fXX49NPP+WmfTNwdHTEiRMnsGrVKrz++uvo7+/HK6+8gueeew7PPvssioqKsHnz5oV4KhbFhx9+iE8//RRbtmyBi4sLxGIxwsLC8NRTT6GsrGzS19PQS/yBBx6Av78/LC0tIZVKkZCQgJdffhk5OTnj1s+aqzvvvBN5eXm49dZb4eXlBSsrK3h7e+PGG2/EmTNncM8993BrcTk6Os77fMYsxWdPKBTizTffxKlTp3DrrbfCz88PYrEYDg4OWLt2LZ599llUV1dz05tNxcrKCocPH8Zbb72FxMREODk5wdbWFtHR0fjjH/+IgoICeHl5TXq8jY0NPvroI+Tl5eHBBx9EVFQUHB0dIRKJ4OTkhLVr1+JnP/sZvvrqK1RUVMzpemfK398f2dnZ2L9/P26++WYEBgbC1tYWlpaWcHNzQ3JyMp544gmcPHmSm+ruYrfccgvOnTuH22+/fdL3ECGEEGKqVCoVSkpKcPz4cQgEAmzfvh3R0dHjptkli0cgENB06isU5d+mmX97eHjgqaeeQmNjI4KDg7Fnzx7ccccdWLt2LX71q19R/j1PlH9T/k35N1lsAsbYLMsahBCy9JRKJc6fP4/m5mb4+fkhPDx80b70rxT11WX46JWHcWlKOJIT183qWMaAw+fdkBTQC2cb7ezO29iKjz4/gsDoS3DHI3+gKdUJWSTDw8OoqKiAXC5HYGAgwsLCTGaKy4aGBgQGBgK4kJTfdddd/Aa0AEJCQlBbW4vbbrsN//rXv/gOhxfp6enYunUrACAtLQ1btmzhNyBCCCGEzItWq0VtbS1qamrg4uKCyMhIODg48B3WilRbW4uuri4kJibyHQoh5CI9PT0oLy/H0NAQwsLCEBAQYFIDeCj/Xp4o/yZk7mhhGkKISdPr9aivr8f58+fh5uaGrVu3wt7enu+wloX2xvOAXg2vOfTmFAj+u874bAvjgf7eiI8OQl75GeSf/QHxGy+f9fkJIdOzs7NDfHw8+vr6UFZWhuPHjyMqKgo+Pj7UIWWB5ebmora2FgDoZiUhhBBCzB5jDE1NTaioqICdnR0SExPh4uLCd1grmlQqRWVlJRhj9F2eEBPj4uKCjRs3oqOjAxUVFairq0NUVBQ8PT3p87oIKP8mhMwXFcYJISarp6cHxcXF0Ol0WL9+Pdzd3fkOaVlpa64BmA4ymducjne21UAxYoVgl9FZH3vJthRU13+Oo9+8h9Co9XB0ppsshCwWJycnJCcno62tDaWlpWhsbER0dPSiTTm2HNXU1CAkJMTotp6eHtx7770AALFYjJtuumkpQyOEEEIIWVB9fX0oLi6GUqlETEwMFXZMhKOjI/R6PYaGhiCRSPgOhxByEYFAAJlMBg8PDzQ1NaGoqAgNDQ2IiYmhAT6zRPk3IWSxUWGcEGJylEolysvL0dbWhrCwMAQHB5vUFETLRXtLPVwcbWAtntvUyi62ajQobMDYhRHksyEWW+Gqy1Lx7/8cxXf7XsdtDz5PN1sIWUQCgQDe3t7w8PBAZWUlTp06hYCAAERERJjM9Oqm7JJLLkFgYCCuu+46xMTEwNHREb29vTh79izeeusttLe3AwCee+45uLq68hwtIYQQQsjsqdVqVFRUoLm5GcHBwQgNDYVIRLcNTYVQKISTkxMUCgUVxgkxYQKBAP7+/vD09MT58+eRnp6OoKAghIWF0e/UGaL8mxCy2Oi3MSHEZIydNt3d3R3btm2Dra0t32EtS0qlEj2dzVjtJ51zG042Gqi0QoxqhLC10s/6+JBgP6yN9EdhySkUZh1HbNKOOcdCCJkZkUiEqKgo+Pn5obi4GMePH0dkZCR8fX2pc8oUGGNIS0tDWlrapPs89NBDePbZZ5cwKkIIIYSQ+TNMm15eXg5nZ2ds2bKFRjeaKKlUCoVCAX9/f75DIYRMw8rKCjExMfD390dxcTFOnDiB1atX0ywcM0D5NyFksVFhnBBiEgzTpuv1epo2fQnIW+oA7TC8PH3m3IZICDhaa6EYtYKtlXJObVy2fRNqGz7HD/v/ieBV6+Dg5DzneAghMyeRSCZMr27oiU0m+uijj3DgwAGcPHkS7e3t6O7uhkgkgkwmw8aNG3HfffchOTmZ7zAJIYQQQmalt7cXxcXFUKlUWLt2LWQyGRVsTJhUKkVpaSnfYRBCZsHR0REbN25Ec3MzTa8+Q5R/E0IWm4AxxvgOghCycimVSpSVlaG9vR3h4eEIDg6GUCjkO6xlL+PYf/Djl3/DXTdeggB/7zm3U9IuAQMQ4zk45zYqq+uxb38awtZdiVvue45uxBCyxLRaLSorK1FXV0fTqxNCCCGErAA0bbp5UqvVOHz4MC6//HKIxWK+wyGEzJJGo0FFRQWamppoenVCCOERVZ8IIbzQ6/Wora3F8ePHodfrsX37doSGhlJRfIm0t9QCTAeZbH4j86W2aihG5ldACw8NRHS4D6qK0lCSd3JebRFCZs8wvfqWLVswODiI48ePo6mpCdR3khBCCCFkeWGMoaGhAcePH8fo6Ci2bNmCVatWUWHGTFhZWcHe3h69vb18h0IImQNLS0vExMRg06ZN6OnpwYkTJ9DW1ka5NyGELDH65ksIWXI0bTr/2prr4OJoA2vx/IraUlsNBpQiaHUCiCzm/kX+iks2o67pCxz+6h0ERcTBXuIwr7gIIbMnkUiQlJRE06sTQgghhCxDhmnT1Wo1TZtuxqRSKXp6eiCTyfgOhRAyR8amV4+OjoZEIuE7NEIIWRFoaCYhZMloNBqcO3cOmZmZ8PHxwdatW6kozgOVSoWezmZ4ukvn3ZaNpR7Wlnr0js6vn5WtrTWu3JGM0b4GHPrizXnHRQiZG4FAAG9vb2zfvh1SqRSnTp1CWVkZdDod36ERQgghhJA5UKvVKCoqwtmzZ+Hh4YFt27bB09OTiuJmSiqV0ohxQpYBgUAAPz8/7NixA/b29khPT0dZWRm0Wi3foRFCyLJHhXFCyJLo6OjAiRMnMDo6im3bttG06Txqb64FtCPw8nRbkPakNhooRqzm3U7kqhBEBstQnn8M5YUZCxAZIWSuDNOrp6amoru7G+np6VAoFHyHRQghhBBCZqGtrQ0nTpzAyMgItmzZgoiICFhYWPAdFpkHQ2Fcr9fzHQohZAEYplffvHkzFAoF0tLS0N3dzXdYhBCyrFFVihCyqAyjxPPy8hAREYGkpCTY2tryHdaK1t50HtCr4Om5MFOvSW3VUIzOb0p2g52XpsLGYhQHv3gTI8NDC9ImIWRyGo0G4eHhEAgE+Pzzzydsd3BwwKZNm+Dr64uMjAwaPW5iWlpaIBaLYWVlhaqqKr7DIYQQQoiJUKvVyM/PR2FhIaKiopCYmAh7e3u+wyILwN7eHiKRCH19fXyHQgiZpanyb8P06kFBQcjKykJxcTGNHjcxlH8TsnxQYZwQsmg6Ozu5UeJbt26Fv78/TddmAtqaagCmg6dsYaaxl9pqoBixBJv7EuMce3tbXLE9GcPddTj85Z75N0gImdIbb7yBqqoqrFq1Cj/5yU8mbG9ubsb+/fvxwQcfYO/evfjhhx/w9ttvIywsDM8///yMzpGXl4e//e1vuPnmmxETEwNPT0+IxWJIJBKEh4fjzjvvRFpa2gJfGdDd3Y2//OUvSElJgUwmg1gshpeXFzZs2IAnn3wSmZmZM2onJycHDz30EFatWgUHBwfY29sjODgYV155JV555RV0dXUZPa6rqwsPPfQQvL29IRaLERwcjGeffRbDw8PTnvPGG2+EQCDAb3/72yn38/HxwU9/+lNoNBo88cQTM7oeQgghhCxv7e3tOHHiBDQaDbZu3QpfX1/Kw5cRgUAAqVRKszkRYoamy79bWlpQWFiIvLw8nD17Fh988AGioqIgEAhmnH8bFBcX47777kNYWBjs7Ozg4OCAqKgoPPXUU2hqalqgKzLuqaeegkAg4P6lp6dPuq9SqcS3336Ln//859iwYQOkUiksLS0hlUqRlJSE559/Hu3t7dOek/JvQshsCBhbiFIGIYT8l0ajQVlZGVpbWxEVFUUFcRPzxh8eABs4j1/cv2tB2tMz4FCFOzYH9cDBev4jSRlj+OyrQ6hsGcYtD7yI8OiEBYiSEHKxoaEhBAYGoru7G/v27cPNN988bntjYyMCAgLG/UwoFOLaa6/FTTfdhL6+PvzsZz+bdjrOjRs34uzZs9PG85Of/AQff/wxrK2tZ30tF/vyyy/x4IMPoqenZ9J9rrnmGnzzzTeTblepVHjkkUfw/vvvY6qvy/v378e111477mfd3d1ITExEbW3thP0TExORnp4OsVhstL3jx49jx44dCAgIQHl5OWxsbCY9N3DhdQoNDYVGo0FGRgaSkpKm3J8QQgghy5NarUZJSQk6OjqwevVqKogvY1VVVejr60NCAuXKhJiL2ebfQqEQV155JXbt2oVjx47Bz89v2sKtwe7du/GHP/xh0jzWwcEBe/fuxXXXXTfn65lMUVER4uPjx412T0tLw5YtWybsW1xcjI0bN2JwcHDKNiUSCd577z3ceOONRrdT/k0ImS0aMU4IWVCdnZ1IS0vDyMgItm7dioCAAErGTYhKpUJPZzO83KUL1qZQADjbLsw648CFHvBXXr4F1oIRfP/5PzA6MrIg7RJCxnv77bfR3d0NX19fownm2CRaIBAgJCQEGzduxNdff41f/epXsLe3R3p6Onp7e6c8j1gsRmpqKp555hl8/PHH+PHHH5Gfn48jR47gz3/+MwIDAwFcKGbfdddd876ujz/+GDfffDN6enrg7u6O3bt34+jRo8jPz8fBgwfx+uuv45JLLoGl5eRLQKjValx33XV47733wBjDpk2b8O677+LMmTPIysrC559/jmeffRahoaFGj3/mmWdQW1sLiUSCt956CxkZGXjxxRdhaWmJrKws/O1vfzN6nEajwSOPPAIAePXVV6dNygHA398f/+///T8AwB//+Mdp9yeEEELI8nPxKHE/Pz/Kw5cxw4hxGutEiPmYbf4dFBSE/v5+PP744wgODkZERMSUHb8N/vSnP+H3v/89GGPw9PTEK6+8gqysLGRlZeGVV16BTCbDwMAAbrnlFmRkZCzoNer1etx7773QarVwd59+lsqBgQGuKJ6SkoKXXnoJR48eRUFBAX744Qfcf//9sLCwwODgIHbt2oXDhw8bbYfyb0LIbNGIcULIgqBR4uahoaYCe//2EC5JDkNK0roFa7eiww6jGgvE+QwsWJvniirw7Y9ZWLvpJlx726ML1i4hBNDpdAgKCkJTUxOeeuop/PnPf56wT09PD/bs2YP169dj/fr1cHZ2Rnp6OrZu3QrgQi/0Xbt2oaqqCkFBQQgPDzc6elyr1UIkEk0ay+joKLZv385NbV5cXIzo6Og5XVdFRQViY2OhUqmwadMmHDhwAI6Ojkb3VavVsLIy3qHnt7/9Lf7whz8AAF5++eUpp0nTaDTjiuxqtRpOTk4YHR3Fp59+iltuuYXb9tJLL+HZZ59FSEgIqqurJ7T1pz/9Cc888wyuuOIKHDp0aEbXDAAHDhzA1VdfDYFAgPPnzyMsLGzGxxJCCCHEfBlGicvlckRHR9Mo8RVCp9Ph4MGD2L59O+zs7PgOhxAyjfnm30KhEK+//jr8/f3h7++PVatWGc2xW1tbERwcDJVKBS8vL+Tm5sLLy2vCPgkJCWhra8OaNWtQUFAAoXBhxk6++uqreOyxxxAREYHrrrsOL730EoDJR4xnZGTgtddew+7duxEZGWm0zW+//RbXXXcdGGMIDg5GdXX1uL9zlH8TQuaCRowTQubNMEp8eHiYRombuPamCkCvgpeXbEHbldpqoBidfPTlXKyNiUCInysKMw+ipvzcgrZNyEp39OhRbl2x2267zeg+Li4u+M1vfoNLL70Uzs7ORvcJCwvD5s2b0dnZiZMnTxodPT5VURwAbGxs8Mtf/pL7/1OnTs30Mib4+c9/DpVKBVdXV3z99deTFsUBTFoUr6urw5/+9CcAwF133TXt2mEXjzyvrKzE6OgoRCLRhHXjDEl6TU0NhoaGxm1raWnBH//4R4jFYrz++utTnvNil19+OVxcXMAYw4cffjirYwkhhBBinuRyOTdKfNu2bTRKfAWxsLCAo6MjrTNOiJmYb/6t1+vR1dWF1NRU9Pb2Ij093ejo8c8++wwqlQoA8Lvf/W5CURwAvL298bvf/Q7AhWnPJxuFPVvNzc343//9XwAXRsdPlm+PlZycjM8//3zSojhwYQm066+/HgBQW1uLwsLCcdsp/yaEzAUVxgkhc6bRaFBYWIicnByEhoYiOTkZtra2fIdFptDWVAMwHTxl009pNBtSWw2G1RZQahfuz4pAIMBVV2yFFYbw3WevQaVULljbhKx0X3zxBQAgNDR0zqOzDRwcHLB582Z4e3vj7NmzKC8vh06nm1UbY0e6KOf4WT9//jyOHz8OAHjkkUfg6uo6p3b++c9/QqPRQCAQzHgNt7H6+/sBAK6urhM6Bchksgn7GTz66KMYHh7Gk08+iZCQkFmd09LSEldddRUA4PPPP591zIQQQggxH2q1GgUFBcjPz0dkZCQ2bNgwo+lfyfLi4uJChXFCzMRC5d8SiQSbNm1CQEAAMjMzUVJSMm4t79zcXO7xFVdcMWk7l19+Off4q6++mnM8Yz300EMYGhrCnXfeaXR0+HwYZq0DMGEdccq/CSFzQYVxQsicdHd3c6PEt23bhsDAQOqdbgbaW+ohdbSGtXhhR3dbWjBIxDr0jixsu44O9rg0dT0GOqpw9Jv3F7RtQlaytLQ0AEBiYuKCtCcUChEeHj5u9PjFiedU9u3bxz2OiIiYUwxffvkl93hsT/He3l5UV1fPaD22se3Ex8dz65/r9Xq0tLSgvr4eo6OjUx5vGKXe3d09oYOAXC7nHjs4OHCPjx49iv/85z/w9/fHs88+O6M4L2Z4Levr67nRCIQQQghZXuRyOdLS0qBSqWiU+ApnWGecEGL6FjL/FggECAkJMTp6fOzvBA8Pj0nbGLvt5MmT847piy++wPfffw+pVIq//vWv827vYoZR8AAmTPtO+TchZC6oME4ImRXGGCorK5GVlYWQkBAaJW5GVCoVejqb4eXusijtS23VUCxwYRwA1sVGIdDbCXmnv0N9VfGCt0/IStPS0oKGhgYAwPr16xe0bcPocS8vL5w+fRr19fVgjE3YT6/Xo6OjAydOnMB1112HTz/9FAAQHh6Oyy67bE7nzsrKAnAhMV61ahU++eQTrFmzBlKpFGFhYXB1dUVQUBB+97vfTZhGzaCrqwt1dXUAgKSkJAwMDODRRx+Fq6srfH19ERQUBAcHB6SmpuLgwYNG2wgPD4e1tTW0Wi32798/bttnn30GAAgKCoJEIgFwYdTXI488AuDCmmxzHfGVkJDAPT59+vSc2iCEEEKIadLpdCgsLER+fj4iIiKQmJhIo8RXOGdnZwwMDECj0fAdCiFkCouVf188ery8vBz29vbc9qk6qo/d1tDQgJGRkTnH0dfXxy2N9uc//xlubm5zbmsyY4v3F3ekp/ybEDIXVBgnhMyYUqlERkYGmpubsWnTJgQFBVHvdDMib6kH0wzDU7bwX1KB/1tnfBEK4wKBAFdfsR2W+n589+nrUKvVC34OQlaSjIwM7nFsbOyCty8UCrkbtpWVlcjLy+Nu2AUEBEAgEMDCwgIymQzbt2/HN998AwDw9/fHf/7zn2nXJJ9MeXk5d46f//znuO2221BcPL4zTX19PZ5//nkkJSWhra1t0jaAC2ufx8XF4bXXXhu3drpWq8WpU6fwP//zP3j88ccntGFlZYWbb74ZAHDvvffin//8J7KysvCXv/wFu3fvBgDceeed3P4vv/wyqqqqcPnll+Paa6+d07UDQHR0NLfe+djXmBBCCCHmbXBwECdPnsTAwAC2bt0Kf39/ysMJbGxsYGtrO+57KiHE9Cxm/m0YPb5582bI5XJcd9113JJiU40EP3XqFPeYMYaWlpY5x/DUU09BLpcjOTkZP/vZz+bczmSKioq4TulRUVET1iOn/JsQMhdUGCeEzEhnZyfS0tJgbW2N1NRUbqoaYj7aGssBvRpeXrLpd54DqY0GfUpL6PQL37azswQ7Uteht70Cx7/7cOFPQMgKMjbpdXd3X7TzuLq6YuvWrdBqtUhPT5/0pp1IJMLvf/97FBcXIyoqas7nM0wbd/78ebz55ptwcnLCnj170NnZCaVSidzcXG6dtdLSUvzkJz+BXq832gZwofd4bW0tkpOTcfLkSYyMjEChUOCTTz6Bp6cnAODvf/879uzZMyGWP/3pT/D390dfXx/uv/9+JCUl4de//jXUajXi4uLw5JNPAgCamprwwgsvQCwW44033pjztQMXnkepVAoA87qxQQghhBDT0dTUhJMnT0Imk2Hjxo00WxsZh6ZTJ8T0LUX+bZi5zcPDA6+88gri4+Px+9//HkqlcsK+SqUSv//978f9bHBwcE7nPXPmDN577z2IRCLs2bNnwTttqVQq3HPPPdwU6S+++KLR/Sj/JoTMFhXGCSFT0uv1KC8vR05ODiIjIxEXF8f1iCPmpb25FmBaeMoW54u4nZUOIiFDv3Jx3h8J62LgJ7NHdvp+NNaUT38AIcSorq4u7rGzs/OinkssFiMxMREBAQE4e/Ys9u3bh+LiYhQVFeHEiRP4wx/+AHd3d/zxj3/EI488MukU5wYajQbd3d1Gtw0PDwO4kDxbWFjg8OHDuP/+++Hm5gaxWIz4+Hh8//33XHE8IyMDX3/9tdE2DO2sW7cOx48fx+bNm2FjYwNnZ2fs2rULJ0+ehJ2dHQDgt7/97YR1xz08PJCVlYV7770XMpkMlpaWCAgIwJNPPon09HRuurZHH30UIyMjePLJJxESEgLgwjpo9913H7y8vCAWixEWFoYXXnhhRrNlGBLzsa8xIYQQQsyPVqtFfn4+ysrKsH79ekRGRk5YV5UQKowTYvqWKv8WiUS49NJLUVBQgMcffxxxcXHYunUrjh8/jpGREYyMjOD48eNITU1FUVERrKysuGMvzmfH6uzshFarnfBztVqN++67D4wxPPbYY4iOjl7wa3rkkUeQl5cH4MKo76uvvtrofpR/E0Jmi75VE0ImNTo6irNnz0Iul2Pz5s00ZZuZa2uug9TRGtbixSlcCwSLt874hfYFuGbndoi0ffhu32u0lhohczT25tliF8aBC5/d0NBQJCcnY3BwEMPDw4iIiMDWrVvx3HPPobS0FGvWrMG//vUvpKSkTNpbnTGGc+fOoaqqyui65dbW1tzjn/zkJ0hMTJywj1AoxF//+lfu//ft2zdpGwDwwgsvTPgZAISGhuLBBx8EcCEJPnbs2IR9ZDIZ/vnPf6K9vR1qtRr19fX4y1/+wq1tduTIEezfvx/+/v549tlnAQAdHR1ITEzEu+++i76+PgQFBaGurg7PPfccbrjhBqPXPZbh9ezp6ZlyP0IIIYSYrv7+fpw8eRJKpRJbtmyBh4cH3yEREyWVStHb2zvtd0RCCH+WOv/evXs3/vWvfyE6OhrXX389br31VtjZ2cHOzg47duxATk4O1q9fj1tvvZU7xpCjXqy3txc5OTkYGBiYsO3FF19ERUUF/Pz8uCnLF9JLL72E9957DwCwbt06vPnmm1PuT/k3IWQ2qDBOCDGqvb0daWlpkEgk2Lx5MxwcHPgOicyDSqVCT2czPN2li3oeqa0GPYtUGAcAFxcnbNsYi57WMqR9/68FaZMxBp1OB5VKheHhYfT390OhUKCzsxNtbW1oampCXV0dqqqqUF5ejrKyMpSWlqK0tBQlJSXc6NeioiIUFxejuLgYJSUl3D5lZWWoqKhAVVUV6urq0NTUhLa2NnR2dkKhUGBgYAAjIyNQq9Xc9FCELKaxhd6peoYvNKlUii1btkAgECAtLY1LHp2dnfHRRx8BAIqLi/HSSy8ZPb66uhr9/f2Ij4832klrbDJvGBVuTFRUFLy9vQEAubm5k7ZhZWWFrVu3TtrOZZddxj2+uJ3pqFQq/PznPwdwYcp2Qw/2p59+Go2Njdi4cSPkcjkqKipQUlICDw8PHDhwAJ988smU7RpeT0N7hBBCCDEfjDHU19fj9OnT8PHxQXJyMv1NJ1NycHAAY8xo0YoQYhqWOv92cnLCN998A6FQiJ6eHrzyyitISkoCcKF4/L//+784ffr0uN8bxgr2SqUSOTk5iIiI4EZGG5w/f57L29944w1uNrWF8s4773DF6/DwcBw+fHhe56D8mxByMRHfARBCTIter0dZWRmampqwZs0a+Pj48B0SWQDylnowzTC8ZGGLeh6prQa13bZg7MII8sWQmLAGZedrkXniS0TGboJPQOiEffR6PVQqFZRKJfdfw7+xP9dqtdBqteN6gYpEoin/CQSCcf8MUxoKBAKunbH/1ev10Gg00Ol03PmM/TMQCATcucRiMaytrSf8M/xcLBbTLA5k1tzc3LjHCoVi0t7hi8HKygoJCQmor69HZmYmwsLCEBoailWrViE0NBTV1dX46quvJqwd1tHRgaqqKmzatGnclG9j+fr6Qi6XA8C0f7t8fX3R2tqKzs7OCT838PDwmPRcF+97cTvT+ctf/oKamhpcfvnluPbaawFcmIrus88+AwC89tprXIe0VatW4cknn8SvfvUr7N27F7fddtuk7RpGI4x9jQkhhBBi+jQaDQoLC9HT04PExES4urryHRIxAwKBgJtO3dHRke9wjDLk5iqViusMPllObGybTqczmmcbHhvycsNjw38tLCymzOuNbbeysoJYLKY8mywoPvJvKysr/PKXvwQA1NTU4JlnnoGrqyvWr18PkehCOai4uBjAhc7hF+fPer0eeXl5cHFxQXBw8IT2//73v0OtViMoKAgjIyNcHjtWaWkp9/jEiRNcrn7VVVdNWeTet28fHnroIQCAv78/jh07Nu/8lvJvQsjFqDBOCOEMDw8jLy8PjDGkpqbC3t6e75DIAmlrrAD0anh6Lu40fE7WGmj0QgyrLWAvXpzRz0KhEFdesR1v7j2Ij959BdfuegRqtXpcAVylUgG4kAxcXEx2cHDg/v/iRFgoFPKSABtGrY9N/jUazbhrGhoaQk9PD/f/Go0GAoGAS9wN12lrawt7e3vY29vDzs4OFhYWS349xLSNTdp6e3vh7++/pOcXCAQICgqCVCpFXl4euru7ERcXBzc3N1RXV6OxsXHc/sPDw8jPz8fatWunvOEXFRXFjdyebvYFw3bDTQGD0NBQWFpacp1ZZtKGsXam0tDQgJdeeglisRhvvPEG9/PKykoolUrY2NggLi5u3DEpKSkAgMLCwinb7u3tBUCJOSGEEGJOent7kZeXB3t7e2zduhVisZjvkIgZMRTGAwMDl/S8YzujG+uIbiw3t7S0nLRQbW1tPWkBe2zB++IiuLFiOWNs0kK7VqvF6Oio0e1qtXpcnn3xvQRjHdUNHeUJmQzf+XdISAg8PT2Rn5+P06dPIz4+HiMjI6ipqQEArF+/fsL7uKysDBqNBomJiUbvkRk+13V1dbjlllumjeEPf/gD97i+vn7Swvh3332HO+64A3q9Hp6enjh+/Pi8B2xR/k0IMYYK44QQAEBraysKCwvh5+eHyMhIKqYtM+3NNQDTwlPmvqjnsRACjtYaKEYt510Y1+uBYY0FhtUWGFKJMKS2wPD//Vep9YBjkBrlpedw6sQRbNmxE05OThOSVXNJUseOEp8pw/TvF9+IGBgYQFtbG4aGhqDT6WBjY8MVyQ0Fc3t7e9jY2JjN80MWVnR0NPe4qqoKa9eu5SUOJycnpKamoqioCOnp6VxyPLZTllarRXZ2Nvz8/KZNiDdv3oy9e/cCAGpra3HJJZdMum9dXR0AcFOqG1haWiIpKQmnTp1CR0cHhoeHJ03aa2truccXtzOVX/7ylxgdHcVvfvMbhISEcD/v7+8HAKNLlzg5OY3bx5jOzk5uOryxrzEhhBBCTBNjDHV1daioqEB4eDhCQkJolCqZNalUiubm5kVpW6fTYXh4GENDQxgaGuIeDw8Pc4WxsUViQy7u6Og4obBsLveYdDqd0SL/yMgIFAoF9zO1Wg3gwjTZF+fbhvWcKd8mgGnk33Z2dti4cSMqKipw6tQptLW1cR1JbrzxxnH7NjU1obm5GampqbO6RzVfx48fx4033gitVgsXFxccPXrU6Gj12aL8mxBiDBXGCVnh9Ho9SkpK0Nrairi4OHh6evIdElkEbS31cHawho315NMCLxSprQa9I5bwc1LOaH/GgCG1BfqVlugbFXFF8BG1BQQCwN5KCzuxDvZWOjg7jcJerIO9lRZXhrvh/cFBdFSfgNO118HTd2l7yPPNwsICtra2sLW1NbqdMQaVSjXuJkZ3dzcaGhowPDwMAFzyLpFI4OTkBEdHR9ja2tINuWUuPj4eNjY2GB0dRW5u7oREeClZWlpi3bp1OHnyJO6++264uLigvb0dwIX38Llz5yAWixEZGTltW1dffTU32vvrr7/GAw88YHS/kydPcuubb9q0acL2//f//h9OnToFnU6Hb7/9Frt27TLaztdff809NtaOMYcOHcJ3330Hf39//OY3vxm3zTAavqurCyqVatxoMcPNTmNJu0FOTs6s4yGEEEIIP9RqNc6dO4f+/n4kJydPWL+VkJlydnbGyMgIlErluLWMZ4oxhpGRkQnF76GhIYyOjsLCwmJc4dfV1RV2dnawsbExq87oM2VhYcEVtqei1+uhVCoxOjrKPW8KhQJNTU0YHh4GY4ybze3iTurW1taUc68gppJ/C4VCREVFwdbWFn19fXjkkUfwxRdfjMt3+/r6UFxcjISEhCk/A3v37uU6pU/m+eefx+9+9zsAQFpaGrZs2TLpvhkZGbjmmmugUqng4OCAH374AVFRUbO6PmMo/yaETIYK44SsYCqVCrm5udBqtdiyZcukBTZi3lQqFXo6mhDpuzQ3W6S2GpzvNP4F2lAE7xu1RL9SxP1XzwRwsNbCyVoDD4kKQVYXit82lvop1ioX4port+GfH3+Dbz75O+578lWz6YW+FAQCAddD/+I1CvV6PZfADw0NYWBgAFVVVRgYGIBIJOKK5E5OTnBycqJi+TJjWOf75MmT45K5xZCTkwORSDRharKx2tra8NBDD2FkZATPPPMMnJ2dodVqUV9fj97eXqSmpkIoFCIgIICbZt3Qu30sFxcX3HPPPXj77bdx9OhRfPbZZ7j55pvH7TM4OIhHH32U+//7779/Qjt33303XnjhBXR2duLZZ5/F9u3b4eExfhmK9PR0/Otf/wIArF69mptqbSpKpRK/+MUvAFxYk83Gxmbc9vDwcFhbW0OpVOKzzz7DnXfeyW379NNPAWDK0QWG11IsFmP9+vXTxkMIIYQQfvT39yM7OxuOjo7YsmULrKwWv/MyWb4sLS3h4OAAhUIBLy+vKffV6/UYGBhAX18f+vv70dfXh4GBATDGuOKtnZ0dvLy8uP+nIq5xQqGQ66ju4uIybhtjbFy+PTw8DLlcjqGhIYyMjMDCwgIODg5cvu3k5AR7e/tl18mAXLCU+TcAtLe3w9XVFZaWlhO2DQ4O4r777sO5c+fw2GOP4a233uLedyqVCjk5OQgPD4e7u/u0+fdCKSwsxJVXXsnN1nbo0CGsW7du3u1S/k0ImQoVxglZoQzJuLOzMxITE5d0ehyytOQt9WCaYXjKQpfkfFJbDQZVIqi1Aqh0QvSNXhgJ3q+0RJ9SBMYEcLTWwNFaC1+nUUTbaCERayGcQ64t83DBpg2rcTKnCKd//BxbrjA+spOMJxQKuV7wYwt+Op0OAwMD3E2S6upqrlg+tlBOxXLzd+WVV3KJ+eDgICQSidH9jhw5Arlczv3/+fPnuceFhYXjeonb29vjhhtuGHd8eXk5fvrTnyI5ORlXXXUV1q5dy62/1drairS0NHz44YfcFGXff/89nn76aaSlpUGpVGLTpk2zWmfzd7/7HQ4ePIimpibcfvvtOHv2LK6//no4ODigpKQEf/7zn7lrePDBB40msPb29nj99ddxyy23oLGxEevXr8fTTz+NhIQEKJVKHD58GH//+9+h0+kgEomwZ8+eGX0W/vznP6O2thaXX345rrvuugnbrayscPPNN2Pv3r145JFHMDo6ipiYGHz77bfc83zHHXdM2v7x48cBADt27KC1SQkhhBAT1dbWhoKCAoSFhSE0NJS+T5MFYVhnfGxh/OLczlAEt7Cw4HK64OBgODo60rTfC0wgEHBFc3f38cvZGaanN3ROaGxsRHFxMQBwxXJD7i2RSOh1WSaWKv8GgE8++QQvv/wy7rzzTqSmpsLT0xMDAwPIysrCW2+9haamJgAXlhe7+uqrcerUKaxbtw7V1dVwdnYeN934YqutrcVll12Gvr4+AMAf//hHODo6orS0dNJj3N3dJ3yujKH8mxAyFQFbzC4/hBCTZEjGQ0NDERYWRsn4MpeV9g2OfPZX3PGT7QgKmHqN3vnQM6BfKULPsNX/jRi/8L5ysNbAyebCaHDHeRTBJ6PT6fHOh1+ie8QW9z/9D3h4+S9c4wQ6nQ6Dg4PczZS+vj4MDg5CJBLBxcUFrq6ucHV1hUQiod8lZqS1tRX+/v7Q6XT46KOPJk34tmzZgpMnT86oTX9/fzQ0NIz72d69e/HTn/50RsffddddePPNN6HT6ZCeng6hUIgNGzZwMx7MtMd6RUUFrr76atTU1Ey6z9133409e/YY7UVv8Oabb+Lxxx/n1g+8mL29Pf7973/jmmuumfba6uvrERkZCcYYSkpKEBpqvKNSR0cHNmzYwF3nWDt37sT3339v9HPW2NiIwMBAMMawb9++CSPlCSGEEMIvxhgqKytRW1tLS5iRBdfU1ITa2loEBgaOK4Jf3MHZUASnvM20MMYwNDTEvXaGzgyMMTg6OnKvoaurK3VQN1NLlX8DwMsvv4wnn3xy0uNEIhGeeOIJvPjiixAKhWhsbERRURHEYjG2b9/ODZya74jxmUylPpv7BQa7d+/G888/P+U+lH8TQqZDQ0QJWUEYY6iqqkJNTQ3WrVtHyfgK0dZUDTAtPGXT96icjbGF8O5hK/SMWEIAwMVODXuxFo7WWqzxGlzQIrgxFhZCXLtzG9795Dt8+8mruOeJv1Gv6gU0dkSBgV6vR19fH3p6etDR0YHy8nJYWFhQodyMeHt745prrsHXX3+NTz75ZMqe0PNx0003wcvLCydOnEBGRgZaW1vR2dkJtVoNBwcHhIaGIiUlBbfffjtiYmKg1Wpx+vRpBAQEQCKRICsrC6tXr0ZAQMCMz7lq1SoUFhbi7bffxldffYXq6moMDQ3B3d0dKSkpuP/++7F169Zp23n44YexZcsWvPnmmzh69ChaW1thYWGBoKAgXH755Xj00Udn/Hf0F7/4BZRKJX7zm99MmpQDgIeHBzIzM/Hb3/4WBw4cgEKhgL+/P26//Xb8+te/nvQz9emnn4IxBg8PD1x//fUziokQQgghS0Or1aKgoAD9/f3YtGnTlGuWEjITjDEMDg6ip6cH3d3d6OrqgkajQUtLC5ydnREaGkqzfJkRgUAAiUQCiUQCX19fAOOL5f39/WhqakJxcTGsrKy4nJsK5eZjqfJvALj++uuhVCpx4sQJ1NbWorOzE2KxGD4+Prj00kvxs5/9bNz63UKhEEKhEHq9HmVlZYiOjjb7e2qUfxNCpkMjxglZIbRaLc6dO4e+vj5s2LCBkvEV5M0XH4JWUYZfPnDrvNoxVggHAFc7NVxtNXCxU8PRWguBAGhQ2KB1QIyUgL4FuIKZOZaWgTP5ddjx/36BjZdMnE6KLB5Doby7uxs9PT3o6emhQrkZyMrKQlJSEiwsLFBTUzOr4vNiYIwhPz8fSqUSycnJEAqF6OnpQU5ODry8vJZFgr4Y9Ho9Vq1ahaqqKrzwwgt49tln+Q6JEEIIIf9nZGQE2dnZsLKywvr162k9cTInFxfCu7u7odPpIJVKuZwrJycHCQkJE9a7JsuHTqeDQqHg8m6FQgGxWEyFcjNhavk3APT19eHMmTNYv349JBIJcnJyIBKJsH79epoefBKUfxOyPFBhnJAVwJCMW1pa0pebFUatVuOlX12PSF9L/OS6K2Z9vFIjhHxQjI4hMbqHDYVwDVxs1XAdUwi/2IBShFP1ztgZ0bXoI8YNtFod9nzwBXrVEjzw9Ftwky3etPFkamML5d3d3VAoFLCwsICrqytkMhk8PDzopqCJ2LlzJw4fPoz77rsP77zzDq+x1NTUoLa2FqmpqbC2tuZ+PvaGcnx8PP0Nu8i+ffuwa9cuuLi4oL6+ftL16gghhBCytLq7u5Gbmwtvb2+sXr2aOviRGZtJIdzZ2XnceyonJ4cbLU5WBq1Wi97e3ikL5XZ2dnyHScYwpfxbpVLh5MmTCAgIQFhYGIDxg6oSEhLg6OjIa4ymiPJvQpYHKowTsszRaLuVramuEh/89QHsSArBxuT10+7PGDCgEkE+KIZ8UIz+URGcbTTwkKjgbj95IdxYO4fOuyEloBdONtoFuJKZaW6R44N9B+Edvhl3P/pner+bCEOhvLOzE3K5HAMDA5BKpZDJZJDJZLC3t+c7xBWrpKQEsbGxEAqFqKmpgZ+fHy9xdHZ2IicnBykpKXB2dp6wfewUpDTryX8xxhAdHY2ysjK88cYbeOSRR/gOiRBCCCEAGhoaUFpaOuslYcjKpdfr0d3dDblcDrlcDpVKBalUyhU4Ly6EX6ympgY9PT3YsGHDEkZNTMnYQnl3dzd6e3thZ2fH5d1SqZRGk/PMVPJvvV6PzMxMbgDV2PfF2GU4Y2Nj4eXlxUuMpojyb0KWD1pjnJBlrLGxESUlJYiKikJgYCDf4RAetDVWAHo1vLwmXwdXpwd6Rqy4YrhaJ4C7nRqBziPw8FNBLJp9/ymBAJDaaqAYsVzSwrivjwyJseHILMpBdvp3SNp27ZKdm0xOKBRCKpVCKpUiIiICo6Oj3A2fiooK2Nracsn6dDd8yMKKjo7G3r17UVNTg6amJl4S85GREeTn5yMmJsZoURwAN51bZWUlTp8+jbi4uBmv772ctbe344YbbsCuXbvw4IMP8h0OIYQQsuLp9XqUlpaitbUViYmJcHV15TskYsLUajU6Ojogl8vR2dkJkUgEmUyGmJgYuLm5wcLCYsZtSaVSVFdXgzFGxc8VSiQSwc3NDW5ubgAAjUaDrq4uyOVy5OTkALiwprJMJoObmxssLS35DHdFMoX8GwAqKiqgUqmwYcOGCb8vBAIBwsPDIZFIcO7cOQwODiIsLIx+r4Dyb0KWExoxTsgyNDYZX79+PSXjK9jXH72M4rNf4te/uB021v+dulqtFaBj6EIhvHPICiIhg0yigkyigqudGhYLUJes7LTDoNoC8T4D829sFjQaHd7+4HMM6Jzx4NNvwcWdimemTKvVciPJOzo6AADu7u7w9PSkZH0F0Gq1OHPmDKRSKWJiYmZ0TFtbGwoKChAaGkoJOiGEEEJMhlqtRm5uLtRqNTZs2ABbW1u+QyImaGhoiOskrFAo4ODgwHUSdnR0nPN3W51Oh0OHDmHr1q00IxeZgDEGhULBvfdGRka4pc5kMhlsbGz4DpEskZaWFhQXF2Pz5s3T/q4YGBhAdnY2nJycEBsbC5GIxlgSQpYHKowTsswYknFDzz9aT2hle/PFh6BVlOGXD9wKjU6AtgExWvqt0TNsBQdrLVcMn+kU6bPRNWSFc20OuDSse2EbnoGGxlbs/fwI/KO24a5fvEiFMzPBGENvby/a29vR0dGBoaEhuLu7w8fHBzKZjJKwZYYxhoKCAoyMjCAlJWVWMwX09/cjOzsbUqkUa9eupfcGIYQQQnhlKB44OjoiLi6OvpsQztgc5+KCpIeHx4J2oDh9+jT8/Pzg7++/YG2S5WmxOmgQ09bf34/Tp08jPj4eMplsRseoVCrk5uZCq9UiISGBOn0RQpYFKowTsoyMjIwgIyMDEokEcXFxNNJyhVOr1Xjhievh5e6IuI1XQz4ohkSsha+jEl6OSthY6hf1/BqdAIfOu+HSsO5FP5cxB39IR25pG3be8iQSNl+55Ocn8zc0NITW1la0tLRgdHQUXl5e8PHxgZubGyXqy0BtbS1qamqQmpoKa2vrWR9vSNB1Oh0SExMhFosXIUpCCCGEkKnJ5XLk5+cjODgY4eHh9D2VALjQWaKlpQUtLS3QarVc0XExZ8UqKyuDRqPB2rVrF6V9sjyNndK/o6MDNjY28PHxgY+PDw22WUbUajVOnjwJPz8/hIeHz+pYvV6PkpIStLW1YcOGDZBKpYsUJSGELA0qjBOyTPT39yMzMxNeXl6Ijo6mZHwFM0yRlZudiX/962PEx0bj8pQg+DgpIRHrljSW9FopQl2H4e2oWtLzAoBKpcbb73+BEYEbHnz2bTi7uC95DGRhMMbQ39/P3VgCwCXq1JvdPHV1dSE7OxvJycnzSqp1Oh0KCgrQ39+P5ORk6r1OCCGEkCXV2NiIkpISxMbGwtvbm+9wCM9GR0e5jr2Dg4OQyWTw8fGBh4fHrGZHmqv29naUl5dj+/bti34usjxptVrI5XK0tLSgs7MTzs7O8PHxgbe3N6ysrKZvgJgkxhgyMzNhYWGBhISEOd9DqaurQ3l5OdatWwdPT1q2kBBivqgwTsgy0N3djezsbISGhiI0NJSKRCvUxT3SezqbUXr6M9x70yaEBPnwElNxuwQCMER7DvFy/tr6Zvzryx8RFHMpbn/49/TZWAYYY+jq6kJLSwva2tqoN7sZGhkZwcmTJxEZGbkg0zwyxlBSUoL29nYkJSXBwcFhAaIkhBBCCJkcYwxVVVWora1FQkICXF1d+Q6J8ESj0aC9vR0tLS3o7u6Gi4sLfHx84OXlteSz+KlUKhw5cgRXXHEFFTHJvKlUKq6jR19fHzw8PLhlziwsLPgOj8xCWVkZ5HI5Nm/ePO/fS21tbSgoKEB0dDQt20AIMVu06BEhZo6+kKxsKpUKzc3N43qkx8TEwN3dHd/++xXYWIzAy5O/kdJSGw1qFfyN4AwO9EXc6kAUlJ1BQcaPWJdyGW+xkIUhEAjg7u4Od3d3xMTEoKOjA83NzaisrOR6s/v4+NBSEiZKp9MhJycHXl5eC/Y3SyAQIDo6GmKxGGfOnMGGDRvg4uKyIG0TQgghhFzM0Cmvra0NGzdupE55K5Ber0dnZyeam5shl8shkUjg4+OD2NhY2NjY8BaXWCyGnZ0dent74eHhwVscZHkQi8UICgpCUFAQhoeH0dLSgoqKChQWFnLLnLm6utIABBPX2tqKhoaGBSmKA4CXlxesrKyQnZ0NlUpFA7QIIWaJRowTYsYaGhpQWlpKU9isMIwxdHd3o7GxEe3t7ZBKpfD19YWnp+e4L7lvvvgQNN2lePSh23iLdUQtxLFqV+xc1QnR4s8cZ5RSqcZb738OlUiGh57dA0dnKpgtRyqVCm1tbWhqasLg4CC8vb0REBAAJycnStJMBGMM586dw/DwMFJSUhZlOkn6u0gIIYSQxUTLuKxsAwMDaGhoQEtLC0QiEdcp15Q6RxQUFMDa2hqRkZF8h0KWIcYY+vr60NLSgtbWVggEAvj6+sLf359mcDNBAwMDOHXqFOLj4yGTyRa0bVrSkxBizqgwTogZGjttG42MWznUajWamprQ2NgItVoNPz8/+Pv7w97e3ui+L/3q/2GVjwVuvH4nD9FewBjwY5Ur1vn0w9VOw1scVdUN+HT/CYTGXYFd9/+WvrAvc/39/WhoaEBzczPs7e0REBAAb29vGkXOs7q6OlRVVWHLli2wtrZetPO0t7cjPz8fq1evRkBAwKKdhxBCCCEri0ajQU5ODrRaLRITEyEWi/kOiSwBnU6HtrY2NDY2ore3l5v5yMXFxSTzyoaGBrS2tiIlJYXvUMgyp9fr0dXVhcbGRsjlcri5uSEgIAAeHh6L0gmazI5arcapU6fg4+ODiIiIRTnHyMgIMjIy4OjoiLi4OJpinxBiNqgwToiZYYyhuLgYcrmc1lJdIXp7e1FfX4/W1lY4OzsjICAAnp6eU37hbKqrwgd/vR87kkKwMXn9EkY7UW6zIxytNQhzG+E1jv0HjqKoqgfX/fR/sSZhK6+xkKWh0Wi4acOGhobg6+uLoKAgSCQSvkNbcbq7u5GVlYXk5GRIpdJFP19PTw+ys7MRHByMsLAwk7xpSQghhBDzoVQqkZWVBbFYjPXr10MkopUJl7uhoSE0NjaiqakJlpaWCAwMhK+vr8mv3W0YIbpz504qTpIlMzo6yg3kYIzB398f/v7+vC4tsJIxxpCVlQWhUIiEhIRFzYdVKhWysrIgEomQkJBAAxIIIWaBCuOEmBGdTof8/HwMDg4iKSmJpm1bxgy90uvr6zEwMABfX18EBgbOuCNEdvq3OLzvL7j9hm0IDvRd5GinVttji64hKyT69/Eax+ioEm++9wW0Ym88/Jt3IHF04jUesnQM070ZOpi4uLggMDAQMpmMCqZLYHR0FCdPnkRERMSSjuAeGBhAZmYmPD09aWo3QgghhMzZ8PAwMjIyIJVKERsbS8XGZYwxhs7OTtTV1aG7uxuenp4ICAgw2dHhxjDGcPjwYSQlJcHZ2ZnvcMgKwxhDR0cHGhoa0NXVBZlMhsDAQLP6DC0H5eXlaGtrQ2pq6pIUqrVaLXJycqBWq5GYmLioM8QRQshCoMI4IWbCMG2bTqfDhg0baNq2ZUqpVKK+vh6NjY0QiUQIDAyEn5/frL/I7v/4ZRSd+RJP/fx22Nrw26O9d1SEzEZnXBHeBb7zoIrKOnz+bToi1l+Fm+55lhKzFUilUqGxsRH19fUQCAQIDAyEv7+/yY/8MFc6nQ5nzpyBo6Mj1qxZs+SfuZGREWRmZsLBwYGmdiOEEELIrPX19SErKws+Pj6Iioqi/GGZ0mg0aGpqQn19PbRaLQICAhAQEGC2xZ2srCy4ubkhODiY71DICjY8PIyGhgY0NjbCxsYGgYGB8PHxoRk3FllbWxvOnTuHzZs3L+lseXq9HufOnUNvby+SkpJozXlCiEmjwjghZkCpVCIzMxPW1tY0bdsyNTQ0hJqaGjQ3N8PNzQ2BgYFwd3ef842Xt158BOruYjz60G0LHOns6RlwqMIdqcE9kIh1fIeDr775AaV1vbjhZ7/D6nWb+A6H8ESv10Mul6Ourg59fX0ICAhAcHAwTfW2gBhjKCwsxODgIFJSUngrStPUboQQQgiZi66uLuTk5CA8PBwhISF8h0MWwfDwMJeHOzo6IjAwEF5eXmY/K0BlZSUGBgawfj2/y6oRAlwYTdza2oq6ujqMjo7C398fwcHBZtvxxJQNDAzg9OnTiIuLg6en55KfnzGGsrIytLS0IDExEU5OTkseAyGEzAQVxgkxcUNDQ8jMzKRp25ap/v5+VFdXo729HV5eXggNDZ33uvFqtRov/er/YZWPBW68fucCRTo/Z+qd4es0Cn9nJd+hYHh4FG++9wVg54eHn/sn7OxpvemVTqFQoLq6Gp2dnfD19UVISAjs7e35Dsvs1dfXo7KyEqmpqbx3ONBqtcjNzYVKpaKp3QghhBAyrdbWVpw7dw4xMTHw8/PjOxyywC7Ow4ODg5dVAaerqwsFBQW47LLL+A6FEA5jDAqFAjU1NVzuHRoaSiOLF4hGo8HJkyfh7e2NVatW8RYHYww1NTWoqqpCQkIC3NzceIuFEEImQ4VxQkxYf38/MjIy4Ofnh8jISJq2bRnp6elBdXU1uru7uWRgodaMb6qrwgd/vR/bE0OwKcU0eoiXd9hDpRUi1nuA71AAAKXl1fjq4BlEJV6Ln/z013yHQ0zEwMAAqqur0dbWBk9PT4SGhsLR0ZHvsMxST08PMjMzkZSUBBcXF77DAfDfqd0UCgVSUlIW7HcuIYQQQpaXuro6lJeXY/369fDw8OA7HLKADHl4V1cX/Pz8EBISsiyLclqtFocOHcKOHTvoOy8xSZR7LyzGGLKzswEAGzZsMIn7x01NTSguLkZsbCy8vb35DocQQsah+ZgJMVF9fX3IyMhASEgIwsLC+A6HLADGGDo7O1FVVYWBgQEEBgZi7dq1Cz5ysb3pPKBXw8tLtqDtzofUVo0yuemMzI5aFYKyimqU5R7F6rjNWLUmie+QiAlwcHDAunXrsGrVKtTU1OD06dNwdXVFaGioyRR3zcHo6Chyc3MRFRVlUs+bUChEXFwcSkpKcObMGaSkpCzLG6GEEEIImbuqqirU1NQgOTkZUqmU73DIAjDk4dXV1ejv71+0PNyUiEQiODg4QKFQUGGcmCRD7h0REUG59wKorKzE0NAQUlNTTaIoDgB+fn6wsrJCXl4edDodzb5CCDEpVBgnxAT19vYiMzMToaGhCA0N5TscMk+MMbS2tqK6uhoqlQpBQUFITExctHVu25qqAKaFp8x0RjdIbTQYUltApRVALOJ/ohKBQIArL9uChve/wMEv3oR/SDRs7WjqbHKBra0tYmJiEBYWhrq6OmRlZcHBwQFhYWFwd3c3mUTTFOl0OuTm5sLDwwMBAQF8hzOBQCBAdHQ0BAIBzp49i+TkZJo2nxBCCCEALhQW6urqkJKSQiMXlwHGGNra2lBdXY3R0VEEBwdjw4YNi5aHmxoXFxcoFAr4+PjwHQohk7Kzs8OaNWsQHh7O5d6Ojo4IDQ2l3HuG2tvbUVtbi02bNpnc7zeZTIYNGzYgOzsbjDH4+/vzHRIhhACgwjghJsdQFA8PD0dwcDDf4ZB50Ov1aG5uRnV1NfR6PUJCQuDv7w8LC4tFPW97SwOc7MWwtbFa1PPMhpWIwd5Kh95RS8gkar7DAQDY29vi8m2J2H8kEz98/U9cd/vjfIdETIy1tTUiIyMRGhqK+vp6nDt3DmKxGOHh4fD09KQk3YiSkhIwxhATE2Oyz49AIMDq1au54nhKSgoVxwkhhJAVjDGGyspK1NfXIyUlBQ4ODnyHROZBp9OhubkZNTU1XB7u5+cHkWhl3QKVSqWorq7mOwxCZuTi3LugoAA2NjYIDQ2Fl5eXyeaWfBscHERBQQFiY2NN9m+Xm5sbEhMTueK4KXagJ4SsPCvrWyEhJk6hUCAzMxOrVq1CUFAQ3+GQOWKMob29HRUVFWCMISwsDD4+PhAKhYt+brVajS55IyK8TW/aP6mtBj0jViZTGAeAmNXhKK2oQVHWYUTFbkbY6ni+QyImyNLSEmFhYQgODkZjYyOKi4tRXV2NyMhIuLm58R2eyWhoaIBcLkdqauqidwCaL4FAgKioKAgEAm5adYnEdJZ7IIQQQsjSYIzh/PnzaGxspKK4h3/Z9AABAABJREFUmdPr9WhqakJlZSVEItGS5uGmSCqVYmBgAFqtdsV1CiDm6+Lcu6ysDBUVFVi1ahUVyC+i0WiQk5ODwMBAeHl58R3OlFxdXZGYmIisrCwwxhAYGMh3SISQFU7AGON/TltCCHp6epCVlYXIyEj6gmDGurq6UF5ejtHRUYSHh8Pf339JE/Hm+mq8/5f7sD0xBJtS1i/ZeWeisdcazX022BjYy3co4wwMDuHN976ElXMoHv7NO7C2seE7JGLitFot6urqUF1dDWdnZ0RGRsLJyYnvsHilUCiQkZGBxMREuLq68h3OjI29GZ6cnEw3wwkhhJAVhDGG8vJyNDc3Uyc5M3Zxx3QqoP3Xjz/+iNjYWOrMS8zW2A4vYrEYkZGRcHd35zss3jHGkJOTA71ej8TERLP5fWcYEBYREUGzpBJCeEVdBgkxAYaieFRUFE0pY6b6+vpQUVEBhUKB0NBQBAUF8dIru62xAtCr4elpOuuLG0htNShud4BeD5hSp30HiT0u25qA747m4sf97+LqXb/gOyRi4gwjUAICAlBdXY0zZ85AJpMhIiJiRU7JrVQqkZOTg8jISLMqigMXRo5HRESMm1adiuOEEELI8scYQ1lZGVpbW7Fx48YV+R1uORjbMT0iIgJ+fn4rdoS4MVKpFAqFggrjxGwJhUIEBATAx8cH9fX1yMvLg5OT04rvnF5VVYWBgQGkpqaaTVEcuPA7KSkpCZmZmWCMISQkhO+QCCErFBXGCeGZQqGgorgZGx4eRkVFBeRyOQIDA7Fu3TpYWfG3tnd7czXAtPDylPEWw2TsrXSwEDL0KUWQ2mr5Dmec2DWRKK2oQcHZ7xEVtxnBEWv5DomYASsrK0RFRSEoKAiVlZVIS0uDn58fwsPDYW1tzXd4S0Kv1yM3Nxfu7u5mO9uJoTgOABkZGTRijBBCCFnmxhbFU1JSqChuhvr6+lBeXo7e3l5eO6abOqlUio6ODr7DIGTeRCIRQkND4e/vz3VO9/DwwKpVq1bc73C5XI7q6mps3ryZ1/uPcyWVSpGcnIzMzEwIBAIaOU4I4QV1oySER4YpZCIjI6kobmaUSiWKi4tx4sQJWFhYYPv27YiKiuL9S2lbcz2c7MWwtTG9L8cCASC10aB3xBRjE+DqndtghUF8t+91qJRKvkMiZsTGxgZr167Fli1boFKpcOzYMZSXl0Oj0fAd2qIrKSmBTqfDmjVrzKqnujGG5S/Onj2LoaEhvsMhhBBCyCIwTJ9ORXHzNDQ0hLy8PJw5cwaOjo645JJLEBYWRkXxSRhGjNMqmmS5MHRO3759OywtLZGWloaioiIoV8g9nKGhIeTn5yM2NtasZzpzdnZGUlISzp8/j7q6Or7DIYSsQFQYJ4Qnvb29yMrKwqpVq8x2lN1KpNFoUFFRgWPHjmF0dBSpqamIjY2FjQmsS63RaNAlb4Snh5TvUCYltVWjZ9SS7zCMcnKU4JLN8eiXV+LYtx/wHQ4xQxKJBAkJCUhJSUFvby+OHj2Kmpoa6HQ6vkNbFI2NjWhra0NCQgIsLCz4DmfeDCPHfX19qThOCCGELEOMMZw/fx7Nzc1ITk6morgZUSqVKCoqQlpamkl1TDd1Dg4OYIxhcHCQ71AIWVArsXO6RqNBdnY2AgIC4O3tzXc482YojldUVKC+vp7vcAghKwwVxgnhQV9fHzIzMxEeHo6goCC+wyEzwBhDc3Mzjh8/jp6eHiQnJ2PDhg0m1UNT3toAphmCl8x01w+T2mqgGLGEqXZYj49bjQAvR+Se+hYN1aV8h0PMlLOzM5KTkxEfH4+WlhacOHECcrmc77AWlEKhQElJCeLj42Fra8t3OAtGIBAgMjIS3t7eOHv2LIaHh/kOiRBCCCELpLKyEo2NjbRsihnRarU4f/48jh07BqVSaVId082BUCiEs7MzFAoF36EQsiiMdU6vra2FXq/nO7QFxRhDQUEBbGxsEBkZyXc4C0YqlSIxMRHl5eVobGzkOxxCyApChXFCllh/fz8yMjIQFhZG66iYiYGBAZw9exbl5eWIjo5GSkoKpFLTG5Xd3nge0Kvh6enBdyiTcrbRQK0VYkRjmn9+BAIBrr5iGyz1A/j209egVqv5DomYKYFAAHd3d6SmpiI0NBQFBQXIzs5eFoVWpVKJ3NxcrFq1Cm5uptsRZ64EAgGioqLg5eWFs2fPYmRkhO+QCCGEEDJPlZWVqK+vR3JyMhXFzQBjDO3t7Thx4gQ6OjpMsmO6uTBMp07Icja2c3pDQwPS09PR3d3Nd1gLpqqqCgMDA4iPjzf7Jcwu5uLigg0bNqCkpISK44SQJWOalQlClqnBwUFkZGQgJCQEISEhfIdDpqHRaFBSUoKTJ0/C2dkZ27Ztg7e3t8l+CW1rqgaYFl6eMr5DmZSFEHC00UJhguuMG0ilDti2KRa9beU4ceAjvsMhZk4gECAgIADbt2+HWCxGWloaKisrzXZ6db1ej9zcXLi6ui7rGU8EAgFWr14NmUyGs2fPrpg16wghhJDlqLq6GnV1dUhOTqbCqhkYGhpCVlYWCgsLER4ejs2bN5tkx3RzQYVxslIYOqdv3boVvr6+yMrKQn5+vtnnch0dHaiurkZCQsKyXT7C1dUViYmJKCkpQXNzM9/hEEJWACqME7JERkdHkZmZCX9/f4SFhfEdDpnC2GnTBwYGsGXLFkRFRcHS0jTXxjZoa66Do70Ytjam/UVZaqOGYsS0n8sN8THw9bBHdvrXaKo7z3c4ZBkQi8VYu3YtUlJSIJfLzXZ69dLSUuh0OqxZs8ZkOwktFIFAgOjoaEilUmRmZi7r9eoIIYSQ5aqhoQHV1dVITk6Go6Mj3+GQKWi1WlRUVCA9PR22trbYvn07/P39l/13zsXm7OyM4eFhqFQqvkMhZEkIhUKEhoZi+/btYIzh+PHjZju9+tDQEPLz87F27dpl/zfM1dUVCQkJKCoqMst7JYQQ80KFcUKWgEajQWZmJtzc3LBq1Sq+wyFT6O/vHzdturlMtafRaNAlb4SXh+n3pHex1UAxatqFcaFQiGt2boeFphfffvIqFcTIgnF2dsbmzZvNcnr1pqYmtLS0ICEhASKRiO9wloRAIEBsbCysra2Rk5NjtiP9CSGEkJWovb0dpaWlSEhIWPYFBXM2dtr0zs5OpKSkYM2aNct2ZORSs7KygkQioVHjZMWxsbFBfHw8EhISzHJ6da1Wi5ycHPj5+cHHx4fvcJaEu7s74uLikJeXR7+zCCGLigrjhCwynU6H7Oxs2NrarogRdubKMG36qVOn4OzsjO3bt5v0tOkXk7c2gGmG4Onhynco03K21WBAKYJGZ9rPraurE7akrEVPaynSD/6b73DIMmJsevXz58+bdNG1t7cXxcXFiI+Ph62tLd/hLCmhUIj169dDq9UiPz8fjDG+QyKEEELINLq7u5Gfn49169bB1dX0c6SVyti06c7OznyHtezQdOpkJXNzc8PWrVvh5+fHTa8+OjrKd1hTYozh3LlzEIvFiIyM5DucJeXl5YWoqChkZWVhYGCA73AIIcsUFcYJWUR6vR55eXnQ6/WIj4+HUEgfOVMz2bTp5jYasr3xPKBXw8vLdNcXN7Cx1MPWUo9eEx81DgDJG9bCy9UGGce/RGtjDd/hkGVm7PTqHR0dJju9ukqlQk5ODiIiIuDu7s53OLwQiURITEzE4OAgiouLqThOCCGEmLCBgQHk5ORg9erV8PT05DscYgRNm760qDBOVjqhUIiQkBBuevUTJ06gpqbGZKdXr66uRm9v74q9lxwYGIigoCBkZmaafCcGQoh5Wnm/WQlZIowxFBcXY2hoCImJiWZXaF0JRkdHkZ2djbKyMrOaNt2YtqZqgGnhKfPgO5QZkdqa/jrjgGFK9W0QahT49pNXodVq+Q6JLEMXT6+en58PtVrNd1gALnTwys3NhYuLC4KDg/kOh1disRhJSUmQy+WoqqriOxxCCCGEGDEyMoKMjAwEBwcjICCA73CIEZ2dnThx4gS6urqwceNGmjZ9CUilUvT19Zn0DFWELIWx06s3NTUhPT0dvb29fIc1TkdHB6qqqpCQkACxWMx3OLwJDw+Hh4cHMjIyTOb+CCFk+aDCOCGL5Pz58+jo6EBycjIleSaGMYampiacOHECVlZW2LZtm1lNm25Me0s9HO3FsLM1jy/NUluNWRTGAcDD3QWbE6PR2VSE0z98xnc4ZJkyTK++detWaDQakxk9XlZWBo1Gg7Vr15r178iFYmtri6SkJNTW1qKhoYHvcAghhBAyhkqlQkZGBjw9PREWFsZ3OOQiGo0GhYWFyM3NRVhYGDZt2gQnJye+w1oR7OzsIBKJ0N/fz3cohJgENzc3bNmyBT4+Pjh79izKy8tNouPI8PAw8vPzsWbNmhX/+1EgEGDNmjWQSCTIysqigSqEkAVFhXFCFkF9fT3q6+uRlJQEGxsbvsMhYxhGiZeXl2PdunWIi4sz+44LGo0GXfImeLo78R3KjEltNOgdtYS5zEa8MWkdZM5WOP3DZ5C3NvAdDlnGbGxssGHDBkRGRvI+ery5uRnNzc1ISEigWU/GcHBwwIYNG1BaWoq2tja+wyGEEEIILkzNnZWVBUdHR8TExFCHPhPT2dmJtLQ0jIyMYOvWrQgICKDXaAkJBAKaTp2QiwiFQoSFhWHz5s3o7OzEyZMneR09rtVqkZOTA19fX/j6+vIWhykRCARYt24dhEIht1QpIYQsBCqME7LA2traUFZWhsTERDg4OPAdDvk/hlHiaWlpsLS0xLZt2yCTmf563DPR0dYIvXoAXjLzWftXYq0FAzCgMo9im4WFENdcuQ1QdeObf//dJHoSk+VLIBDAz8+P19HjfX19KCoqQnx8POzs7Jb03ObAxcUF69atQ0FBAbq7u/kOhxBCCFnRDEu/iEQixMXFUcHVhFw8SjwpKQm2trZ8h7UiSaVS9PT08B0GISbHwcEBmzdv5nX0OGMMhYWFsLKyQlRU1JKe29RZWFhgw4YNGB0dRWFhIZi5jLAhhJg0KowTsoC6urpQUFCA+Ph4SKVSvsMh/2fsKPG4uDisW7fO7EeJj9XWWAHo1fDyNJ9Cv1BwYdS4uUynDgCeMjdsTIiEvP4czh79iu9wyAowdvR4fn4+CgoKlmT0uEqlQk5ODsLDw+Hubj4dbpaap6cnoqOjkZ2dTdNSEkIIITxhjOHcuXNQqVRISEiAhYUF3yGR/2MYJT48PEyjxE2AVCpFb28vFZUIMYLv0eO1tbVQKBSIj4+HUEjlmotZWloiMTER3d3dqKio4DscQsgyQL9pCVkgfX19yMnJQUxMzLIZiWzulvMo8bHam2oApoWnGY0YB8xrnXGDzSnr4eYowskjn6CzvYnvcMgKYBg9vm3bNqhUKqSlpS3q6HG9Xo+8vDw4OzsjJCRk0c6zXPj7+yMkJASZmZkYGRnhOxxCCCFkxSkvL4dCoUBiYiIsLc0rt1iuNBoNioqKkJubi9DQUCQnJ9MocRPg5OQEjUZD31kJmYJh9Li3t/eSjR7v7OzE+fPnsX79eojF4kU9lzmzsbFBcnIyGhsbUVtby3c4hBAzR4VxQhbA8PAwsrKyEBYWBj8/P77DIRg/Sjw2NnbZjRIfq625Do72YtjZWfMdyqyYY2FcJLLAtVdug360A99+8hqtb0SWjI2NDRITExEREcGNHtdoNAt+nvLycqhUKsTGxtKInhkKCwuDl5cXMjIyoFKp+A6HEEIIWTFqamrQ1NSEpKQkWFubVy60XHV1dSEtLQ1DQ0PYunUrAgMD6TulibCwsICjoyNNp07INIRCIcLDw8eNHu/r61uUcw0PDyMvLw8xMTFwdnZelHMsJ/b29khMTERFRQVaWlr4DocQYsaoME7IPKlUKmRmZsLHx4dG15mItra2caPEPT09+Q5p0Wg0GnTJm+Dp7sR3KLPmbKPBiMYCSo15/Sny9nJH8roItNbkIvPEfr7DISuIQCCAv78/N3r8xIkTC7q+dUtLC5qampCQkACRSLRg7S53AoEA0dHRcHR0RFZWFrRaLd8hEUIIIctec3MzKisrkZSUBHt7e77DWfG0Wi2KioqQnZ1No8RNmGE6dULI9MaOHj9z5gwqKioWdHCEVqtFTk4OfHx8aJDVLDg7OyMhIQGFhYXo7OzkOxxCiJkyr2oEISZGr9cjNzcXjo6OiIqKop7QPNPpdCguLsa5c+ewZs2aZT1K3KCjrRF69QC8zGwadQCwtGBwEGuhGDWvUeMAsGVTIlwkQqQd/BjdHW18h0NWGMPo8bCwMGRlZaGysnLeawX29/ejsLAQ69ato5vLcyAQCBAXFwcLCwucO3eO1m4khBBCFlFXVxeKioqwfv16ODk58R3Oitff34+TJ09icHCQRombOKlUSiPGCZkFw+jxTZs2QS6X48yZMwuyHAFjDEVFRbC0tMTq1asXINKVxd3dHWvWrEFubi4GBgb4DocQYoaoME7IHDHGUFxcDK1WS1POmoChoSGcPn0avb292LJlC7y9vfkOaUm0NVYAejU8zXTtdHOcTh0ALC0tcM3OLdCNyPHtp6/SlOpkyQkEAgQGBmLTpk1obm5GRkYGlErlnNpSq9XIyclBWFjY/2fvvuMjq8v9gX/OTGYm01Imvffee9lNW3bpiOBF8SICFsByRQUL6lXuRYUfXgQUEUFpKoigiNJ3l03ZtElPNsmm995nUqaf3x9hxoRNskk2k5OZPO/XK6+dzZw558lkMnOe83y/zxdeXl57HOnhwefzkZGRgbm5OXR2dnIdDiGEEGKXlpaWUFNTg4SEBHh62t7gYHvCsiz6+/tRVlYGPz8/HDlyBFKplOuwyBYUCgXUarVVlmQixJ45OzsjPz8fzs7OKC4uxujopU2Q6O3txfT0NNLT08HjUXlmNwICAhAeHo7q6mpa0owQsmP0zkvILvX19WF8fBxZWVnUcpZjw8PDKCkpgbu7O/Ly8g5VMj421A2wBvj62OZFIVstjANAYIAvMpMiMNRZDWXpW1yHQw4pZ2dnFBQUwNHREWfOnNlxKzGTyYTa2lo4OzsjIiLCSlEeHiKRCFlZWejq6rrkiyWEEEIIWU+v16O6uhoBAQEICgriOpxDTa/Xo7a2FufPn0dWVhaio6NpsoANcHR0hEQiwezsLNehEGJz+Hw+kpKSkJycjIaGBjQ3N8NoNO54P1NTU2hvb0dmZiYcHR2tEOnhERkZCRcXF9TU1NCEFULIjlBhnJBdmJqaQltbGzIzMyEWi7kO59AyGAxobGxEc3Mz0tLSEB8ff+hGWo4O9sJJKoRUapsn0wqJHvMaAYw2ev56WWEuXCXA6X89j9npCa7DIYeUQCBAamoqYmNjoVQq0dbWtu2ksL29HSsrK9T5ZA85OzsjNTUVDQ0N1NaNEEII2SMsy6K+vh6Ojo6Ii4vjOpxDbW5uDsXFxTAYDCgqKoKHhwfXIZEdUCgUVBgn5BL4+vqisLAQc3NzKCsrw+Li4rYfu7y8jNraWiQkJMDV1dWKUR4ODMMgJSUFer0eLS0tXIdDCLEhh6uCRMgeWNu6TaFQcB3OoaVSqVBaWmpZx8zbRluJXwq9Xo+p8UH4etnuybREYISQb8K8Da4zDgBCoQM+cXUh9OpR/PPlJ2hdYcIZhmEQFBSE/Px8jI+Po7y8/KJrn42MjKC/vx9ZWVkQCGzzb/Cg8vX1pbZuhBBCyB46f/481Go1tZ3lEMuy6OnpQXl5OYKDg5GdnQ2RSMR1WGSHqDBOyKWTSqXIy8uDu7s7SkpKMDw8fNHHGI1GKJVK+Pr6UteTPeTg4ICsrCyMjo6ir6+P63AIITaCsglCdoBat3GPZVkMDAygtLQU3t7eOHLkyKGdtT8xOgCTTgUfL9sdoc8wgEJsu+3UASAkyA/pCWHob69AXfl7XIdDDjknJyfk5+dDLpejuLgYY2NjG263sLCAhoYGpKWlQSaT7XOUhwO1dSOEEEL2xsjICHp7e5GVlQWhUMh1OIeSTqeDUqlET08PcnNzERERQd2GbJSbmxvm5ubo/JSQS8Tj8RAfH4+0tDQ0NzejoaEBBoNhw21ZlkVjYyP4fD4SEhL2OVL7J5FIkJmZidbWVkxPT3MdDiHEBlBhnJBtotZt3NPr9aivr7esxRMbG3uoZwuMDZ4HTDr4+vhwHcolUUj0mLXRGeNmJ47lwllsxAdv/AHzs3QSTrjl4OCA5ORkJCYmor6+Hi0tLesufJkvbEZERBzKbhv7hdq6EUIIIZdufn7eMphPLpdzHc6hNDMzg+LiYgBAYWEhdc6zcXK5HAzD0JI/hOwRb29vFBUVYWlpCaWlpRv+bfX29mJ6ehoZGRmH+jqmNbm5uSEhIQE1NTVYWlriOhxCyAFH78SEbFN7ezu1buOQWq1GSUkJNBoNCgsL4enpyXVInBsd7AJYA3y8bXfGOPBRYXxZCFvuQi4SCXHdFQXQqYfwr1d+RS3VyYHg7++PgoICzMzMoKysDCsrK2BZFnV1dXByckJkZCTXIdo9autGCCGE7J5Go0F1dTWioqJoMB8HWJZFV1cXKisrERYWhszMTJqxbwcYhqF26oTsMbFYjNzcXPj4+KC0tBQDAwOW+6anp9He3o6MjAw4OjpyGKX9CwoKgp+fH6qrq6HX67kOhxBygFF1j5BtGB4eRl9fH7Vu48jExARKS0vh4+OD3NxcOpH8yNhQH5ykQshktt1K3tlRD4OJwZKOz3UolyQ8LBApccHoOVeGxqrTXIdDCABAJpMhLy8PcrkcJSUlaGhowPLyMlJTU6n95T6htm6EEELIzpnXYnV3d0d4eDjX4Rw6BoMBtbW16Ovrw5EjRxAWFkbnjnaECuOE7D0ej4eYmBhkZmaira0Nzc3NWFpaQk1NDeLj46nbxj6Jj4+HSCRCfX09TVohhGyKCuOEXMT8/DwaGxuRnp5Ordv2Gcuy6O7uRk1NDZKSkhAXF0fJ+EcMBgMmxwbg6+XKdSiXjM8DXMR6zNjwOuNmV1yWB7lIj/ffeAaqebrQQA4GPp+PlJQUeHp6YmhoCIGBgRAIbP/vzZZQWzdCCCFk+1iWRVNTE1iWRXJyMuWA+2x5eRlnz56FVqtFQUEBXF1tP+ck67m6ulJhnBAr8fT0REFBAaanp1FcXAxPT08EBwdzHdahwePxkJGRAbVajfPnz3MdDiHkgKLCOCFbWNu6zcvLi+twDhWj0YiGhgb09PTgyJEj8Pf35zqkA2VidAAmnQo+XrbdRt1MIdZjzg4K446OQlx7RR4084N469Xf0OhUcmCo1WqMjY0hMjISXV1daG1tpdfnPqO2boQQQsj29Pb2YnJyEpmZmeDzbburlK2ZmZlBaWkpXF1dkZubC5FIxHVIxApcXV2xsrKClZUVrkMhxC6JxWI4OTmBYRjMzs5uuO44sR6hUIjMzEz09vZiZGSE63AIIQcQFcYJ2QS1buOORqNBeXk5FhcXaYT6JkYH2gGTDr4+PlyHsicUEj1mV+xjmYKoiBAkRgegs+kMWmpLuA6HEOh0OiiVSoSFhSEmJgb5+fkYHx+nAi0HqK0bIYQQsrXJyUm0t7cjMzMTYrFtLxllawYGBlBZWYmoqCgkJSWBx6NLhvZKIBDA2dmZZo0TYiV9fX2Ynp5GYWEhAgICUFZWhvHxca7DOlScnJyQlpaGhoYGzM/Pcx0OIeSAobNcQjbR3NxMrds4MDc3h5KSEkilUhw5coTWE9/E6GAXwBrg420nM8YlOqi1fOgM9vG3duXxPEgFWrz7+tNYVC1wHQ45xFiWRV1dHWQyGaKiogCsrjuen58PlmVRWlqKxcVFjqM8PNa2devo6OA6HEIIIeRAWVxcRG1tLZKSkmgt1n1kMpnQ0tKCtrY2ZGVlISQkhOuQyD6gdcYJsY6ZmRm0tbUhIyMDEokE0dHRSElJQW1tLTo7O2mA9D7y9vZGZGQklEolNBoN1+EQQg4QKowTsoHBwUGMj49T67Z9Njw8jPLycoSFhSE1NZWe+y2MDffDSSqETGYfsyhEDiykQiPmVmy/nToASCSOuObEUazMDeDtv1JLdcKd8+fPY2lpCWlpaesGeQkEAmRnZ8Pb2xulpaWYnJzkMMrDxdzWrbu7m553Qggh5CMGgwFKpRJBQUEICAjgOpxDQ6fToaqqClNTU8jPz4eHh30MvCYXR4VxQvbeysoKampqEBcXBzc3N8v3fX19kZeXh/7+ftTV1cFoNHIY5eESEREBhUKB2tpaujZHCLGgwjghH6NWq9Hc3IzU1FRq3bZPWJZFW1sbmpqakJGRgfDwcJqlvwWDwYDJ0X74eNpXi3mFRI8ZO1hn3Cw2Ogyx4d5orz+NtsYKrsMhh9Do6Ch6e3uRmZkJgeDCvy2GYRAXF4f4+HgolUr09PRQorhPnJyckJCQgPr6ehq5TgghhABoaWmBQCBATEwM16EcGmq1GqWlpeDz+cjLy4NUKuU6JLKPFAoFFhYWYDAYuA6FELtgXpLTy8sLwcHBF9zv7OyMgoICrKysoKysDCsrK/sf5CHEMAySk5Oh1WqpaxshxIIK44SsYTQaUVNTg5CQEHh5eXEdzqFgnhkwOjqK/Px8et63YWJ0ECadCr520kbdTCHWY27ZPtYZN7v68gJIHDR456+/wdKimutwyCGiVqvR0NCAlJQUODk5bbltYGAgcnNz0dXVhcbGRphMpn2K8nALDAyEh4cH6urqaEACIYSQQ21oaAjj4+NIT0+nda33yfj4OEpLS+Hn57fpIEpi38RiMUQiEa29S8geYFkWzc3NAIDExMRNJ/uIRCIcOXIEzs7OKCkpoa4N+8TBwQHp6eno7u7G1NQU1+EQQg4AyjgIWePcuXNwcHCgUer7RKvVory8HAaDAfn5+ZDL5VyHZBNGB9oAkw4+3vY1iEAh0WFuRQCTHdWHZDIJrrosF0szfXjv9d9xHQ45JPR6PaqrqxEaGgpfX99tPUahUKCgoAALCwuorq6mmSP7gGEYJCYmYmVlBZ2dnVyHQwghhHBicXERzc3NSElJoY5t+6S3txe1tbVITk5GTEwMdWs7pBiGoXbqhOyR/v5+TExMbGtJTh6Ph+TkZERGRqKiogIjIyP7FOXh5uzsjPj4eNTV1UGr1XIdDiGEYw5cB0DIQTEyMoKRkREUFhbSKPV9sLS0hMrKSri4uCA1NZWe8x0YG+oGWAN8feyrMC4XGcFjWCxoHOAq5rYox7KAwcTAaGJg2ODLaGLAsgzYNduzABgA5utKq7dZuPrFwctvGNUVpxAQmYbYxAw4ODjAwcEBfD6fLkSRPcWyLOrq6iCVShEdHb2jx4rFYhw5cgRKpRLl5eXIzs6GSCSyUqQEWF3rPSMjA2VlZXBzc4O7uzvXIRFCCCH7xmg0ora2FkFBQfD29uY6HLvHsizOnz+P/v5+5ObmQqFQcB0S4ZhCoaDZk4RcopmZGbS2tiI7O3vbA7wYhkFoaCikUilqamqg1WoRGhpq5UhJUFAQpqamUF9fj+zsbLoeR8ghRoVxQrBapG1sbERqaiokEgnX4di9hYUFVFZWwtfXFwkJCXQiskOjQ32QS4SQyexrRgXDAK4SPWaXBVYpjBtNgNbAg8bAh8bAg0bPW/9/w+r/Vwvf/x6owWNYOPBYOPBMq//yWfAZFgyzthD+72nuLLv6embx7wJ7YMLVqO19B8/8/kVcefXMulaF5iK5SCSCo6MjHB0d191e+z0aQEIupqOjA4uLi8jPz9/Ve6tAIEB2djbq6+tRVlaG3Nxc+ly0MmdnZ8TGxqKurg6FhYU0GIEQQsih0draCoZhEBsby3Uods9kMqGpqQlTU1M4evQodWsjAFYL4x0dHWBZdl+uy7AsC51OB41GA61WC41GA51OB6PRCIPBsOUXy7KWL/O+AFjiZhgGDMOAx+OtG4huvv3xL4FAsC7fFggEdG2K7NjKygpqamoQGxu7q0HOXl5eyM3NRVVVFbRaLaKjo+l1aEXm9caLi4vR3d2NiIgIrkMihHCECuPk0DOvKx4YGAgfHx+uw7F709PTqK6uRkREBCIiIuiEb4cMBgMmR/sR4e3CdShWoZDoMbssRJjbyq4ebzAyWNTxsaTjY1HrgEUdH4s6Byzp+NAbeQBYiBxMcDR/CYwQC4xwFeshcjBB5GCEgG8uhLPg81jw9ugl6gdv/OP9ajhohnDdjfdckOivvTig0WgwPz9v+b+5zZNIJIJUKoVUKoVMJrN8SaXSi7brIvZvbGwM3d3dyM/Ph1Ao3PV++Hw+0tPT0dLSgtLSUuTk5MDZ2XkPIyUfFxISgunpaTQ0NCArK4s+GwkhhNi90dFRDA0NUce2fWCemb+0tIS8vDxqWU8snJ2dYTKZsLi4uCeDJXQ6HRYXF7G4uIiVlRVLbrs212VZFg4ODusK0muL1WKx+IIiNp/Pt+S75gL4WmuL5iaTacPCurn4rtVqYTAYLAV6jUYDo9EIHo93wQB1kUgEiURiybvXDnAnxHw92dPTEyEhIbvej0KhQF5eHiorK6HVapGYmEifi1YkEAiQnp6O8vJyuLm5UfcUQg4pKoyTQ6+trQ0AaJT6PhgdHUV9fT0SEhIQFBTEdTg2aWJ0ECa9Gj7euz/pPsgUEh36Zy9+oUZvZDC/4oAFjWC1EP5REVxj4MOBZ4JMZIRMaIBMaIS3XAuJ0AixgwkiBxO4qjclJUTjXHs3GivfQVxKPiLi0rZdvDSZTNBqtVhZWcHS0hKWlpagUqkwOjqKxcVFGI1GiMViS5FcJpPBxcUFzs7OcHCgj/rDQK1Wo76+HqmpqXBycrrk/TEMg4SEBIhEIpw9exZZWVnU5tuKGIZBSkoKiouL0dPTg/DwcK5DIoQQQqzG3LEtJSUFUqmU63Dsmk6nQ3V1NQDg6NGjlzR4ktgfHo8HFxcXzM7ObrswbjAYsLS0ZCmAr72t1+shEokgk8kgFovh6OgId3f3C4rNBy1H1ev16wapmwv5i4uLmJycxOLiInQ6nWWg+toB6jRQ/fA6d+4cWJZFUlLSJQ9slsvlluJ4TU0N0tPT6TVlRa6uroiJiUFtbS0KCwvps5GQQ4hhzb1nCDmExsbGUF9fj4KCAshkMq7DsWt9fX1obW1FWloazcy/BLVn38Fbf/wZ/vOTBYiMCOY6nD1nMAHvtHvieMQ0JEITAEBnZLCwIsC8xgHzKwIsaBywpHOAWGCEs6MecpERUqHBUgwX8lnOit8Xs6BaxFN/eA0iRSS++oOn4bgHszVYlrUk7eYLE2q12jLj3FwkNxfKnZ2daaS7ndHr9SgtLYWPj49VBnkNDAygpaUFqamp8PX13fP9k3+bnZ1FRUUFrftJCCHEbplMJpSVlcHFxQVJSUlch2PXVlZWUFlZCalUSkUWsqm2tjZotVqkpKRccJ9Op8P8/DwWFhYwPz+P+fl5LC8vw8HB4YLisPm2veaa5tnwGw0KMBqN6wanm/+11+eCAP39/Whvb0dhYeGeduEwD2ZiGAZZWVn0GrIilmWhVCoBAJmZmdS1jZBD5mAN0SNkHy0vL6OhoQFJSUlUFLcilmXR0dGB3t5e5OTkwM3NjeuQbNroYCfAGuDr48V1KFbBYwCJ0Ii2SRlYdnVW+LJ+tQju4qiHi1iPINcVODvqIXKwvXFdzk4ynCjIwFuna3HyH3/AdZ/9+iXvk2EYy+j7j8/oXVlZsVzEmJqaQldX1wXFcnd3dzg5OVESYKNYlkV9fT3EYjFiYmKscoygoCAIhULU1dVBp9MhODjYKschq230oqOjaeQ6IYQQu9Xe3g6TyYT4+HiuQ7FrarUalZWV8PT0pLa8ZEsKhQKtra2WIrj5a2FhAcvLy5BIJJZCb1BQEJycnCASiQ5d/igUCqFQKC4YvMqyLDQaDRYWFrCwsICZmRn09PRAo9FAKpVa8m4qltuP2dlZnDt3DtnZ2Xu+NIVQKEROTg7q6upQVlaGnJwcWv7CStZ2bevt7UVYWBjXIRFC9hHNGCeHkslkQnl5OeRyOZKTk7kOx26xLIvm5maMj48jJydnT9r7Hna/e+SbWBytw71fv5XrUPaEiQUWVhwwvSTE9LIQM8sCsCwDRwcjglxX4CI22GwRfDMsy+KlV95E34QBn//GLxAatb8zZczrly8sLGB2dhYzMzPg8Xhwc3ODu7s7FcptTEdHBwYHB1FQUGD1IurMzAyqq6sRFhaGyMhIeo1YCcuyqK6uBo/HQ0ZGBj3PhBBC7Mb4+Djq6uqoY5uVzc7Oorq6GsHBwYiOjqZzCbIhjUaDmZkZTExMYGhoCAAsRfC1M59poObumIvlawcarKyswMnJyZJ3u7m50fNrYzQaDUpKShAeHm7VQqrJZEJTUxOmpqaQk5Oz7aUOyM6Zu7YdOXIErq6uXIdDCNknVBgnh1JbWxvGx8dRUFBA7cSsxGg0oq6uDmq1Gjk5OZBIJFyHZPMMBgN+ft9/IMLLiM/edB3X4eyKpRC+LMT00mohnMcAbhId3KU6uEv1UGv46J6RojBslutwrWZuTo2nnnsdUs9YfPUHT0EoEnEWi8lkwsLCAqanpzE9PU2FchsyPj6O2tpa5OXlwdnZeV+OqVKpUFlZCW9vbyQmJtLrwkq0Wi2Ki4sRERGB0NBQrsMhhBBCLtnKygqKi4sRHx+PgIAArsOxWxMTE6ipqUFsbCydQ5B1zIVwc963uLgIZ2dnuLu7Y2RkBHFxcfD39+c6TLu29ncwMzMDtVpNhXIbYp5kJZFIkJqaavVcmGVZtLe3Y2BgAFlZWbTUlhV1dnZiYGAAhYWF1NWBkEOCWqmTQ2dychK9vb1UFLcio9EIpVIJnU6HvLw8OrHfIxOjgzDpVPDxDuE6lB3RGxlMLgoxrhZhYnG1AOwm0cFTpkWs1yKcRIZ1a4IL+SbUjzjAYGTgwLfPsVuurnIcL0jFu2caceqfz+Pqm+7mLBYejwdXV1e4uroiIiJiXaF8cnIS7e3tcHBwgJeXF7y9veHh4QEHBzp94Nri4iLq6uqQnJy8b0VxAHByckJeXh4qKirQ0NCAlJQUKo5bgUgkQlpaGqqqquDm5ravv2NCCCFkr5lMJtTV1cHb25uK4lY0MjJiOT/z8/PjOhzCMaPRiOnpaYyPj68rhLu5uSE2NnZdEVav10OlUnEcsf1zdHSEn5+f5e9zbaG8ra0Ni4uLcHJygoeHB7y8vODm5kbLIBwgLS0tMBqNSEpK2pccmGEYxMbGwtHRERUVFcjKyoKHh4fVj3sYRUREYHp6Go2NjUhPT6drHIQcAnRlmxwqOp0O9fX1SEhIoDY0VmI0GlFdXQ2DwYDc3FwaabeHxgbPA0YtfL0P/vriSzoextUijKtFmFkSQiYywFuuRXbgHFzF6wvhHycWmOAoMGFuxQEeMv3+Bb3PMtMS0dreA2XJPxCXko+g8FiuQwKwcaF8dnYW4+PjaG1txcrKCjw8PODt7Q0vLy9a74oDer0eSqUSwcHBnMzqkEgkOHLkCCoqKlBfX78vo+UPI3d3d0RERFjWG6fBfIQQQmxVZ2cntFotsrOzuQ7Fbg0PD6OxsREZGRnw8jr4+SKxDq1Wi/HxcYyPj2NqagpCoRDe3t4XFMI/TqFQWNqpk/2zWaF8amoKdXV1MBqNlgHqXl5edH2NQwMDAxgdHUVBQcG+TxQIDQ2Fg4MDqqurkZmZCU9Pz309/mHAMAzS0tJw5swZDAwMIDg4mOuQCCFWRq3UyaFSV1cHg8GAzMxMuohvBQaDAdXV1TCZTMjOzqaT9j32z5efQH3xy7j3K/8JufxgFSNZFphbEXxUDBdiUesAd6kOXnItvOVaSIWmHe2vdsgZckcDojyWrBTxwTAzM4/fPv93OPkm4iv3/+bA/82wLIvFxUXLxZa5uTk4OzvD29sb3t7e1HJ9H7Asi5qaGhgMBmRnZ3M6g0Cj0aC8vBwuLi5ISUmh2QxWYDKZUFZWBnd3d8TFxXEdDiGEELJj8/PzOHv27L4u/XLYDA4Oorm5mQomhxDLslCr1Zb8bH5+3pKf+fj4QC6Xbys/U6vVKC4uxjXXXEPn9AcEy7KYn5+3/G7VajXc3NwsubdUKuU6xENjbm4O5eXlnM/YHhoaQlNTE73XW9Hk5CRqampQVFRES4ISYudoxjg5NMbGxjAxMYFjx45R4cYKzEVxlmWRk5NDrZatYGy4D3KJ4EAVxVUaPoYXxBhecITByMBLrkWUxxI8ZToILqENuqtEh8lF7tbd3i9ubi44djQFH5xtwZm3XsLlN3yR65C2xDAM5HI55HI5IiIioNVqMTExgfHxcXR1dUEsFsPf3x/+/v6UqFtJV1cXFhYWUFBQwPlFK0dHRxw9ehTl5eWoq6tDWloa5zHZGx6Ph5SUFJSWlsLHx4fWlSOEEGJTjEYj6uvrERERQUVxKxkYGEBLSwvnBRuyf1iWhUqlwvDwMEZHR6HVauHh4YGgoCBkZmbC0dFxx/uUyWTg8/mYn5+n880DgmEYSye3mJgYLC8vW4rkra2tkMlk8PX1hb+/P2QyGdfh2i2NRgOlUono6GjO32MDAgLAMAyUSiV1B7EST09P+Pn5oaGhAbm5uVQ/IMSO0YxxcihotVqcOXMGcXFxtKaZFRgMBlRVVYFhGGRlZVFR3AoMBgMe+s5/IMzDiP/89HWcxrKi52FkwRHDC45Qax3gLdfC31kDL5kWe1UTm19xQHm/K66Ontqy7bo9MJlMeO6Pf8fIPB9fvPcJ+AdHch3SrhgMBoyPj2N4eBiTk5NwdXWFv78//Pz8Nm3ZR3ZmYmICNTU1B27GlVarRUVFBaRSKdLT06k4bgWdnZ0YGhqiluqEEEJsSnt7OyYmJpCfn0/nB1bQ39+Pc+fOITs7G+7u7lyHQ6xseXkZw8PDGB4exvLyMnx8fODn5wd3d/c9uQZTVVUFDw8PhIWF7UG0xJr0ej0mJycxMjKCiYkJODk5WXLv3QyMIBszmUyoqKiAo6Mj0tLSDkyRdGRkBA0NDUhLS4OPjw/X4dgdvV6PM2fOICIiAiEhIVyHQwixEiqMk0OhtrYWRqORWqhbgXmmOAAqilvR6FAfnnnoiyjMCEZh3v6vzac3MhhTiTC04IiZJSHcpDoEOGvg46S9pJnhmzGxwDvtnsgPnYGTo3HP93/QTE3P4ukX/gFFQAru+t6vbf7vSKvVYmRkBMPDw5ifn4eXlxf8/f3h7e1NRb1dWlxcRGlpKRITEzlZV/xidDodysvLIZPJaOa4FVBLdUIIIbbG3Hr2oA3osxcDAwOWoribmxvX4RAr0el0GB0dxfDwMGZnZ+Hh4YGAgAB4e3vvec7Y2dmJ+fl5ZGZm7ul+iXXpdDqMjY1haGjI8hrx9/eHj4+PzV9X4FpzczNmZmaQl5d34J7L0dFR1NfXIz09Hd7e3lyHY3eopToh9u9gvasTYgWjo6OYnJykFupWYDQaLe3Ts7OzD9yJoj0ZHWgHTDr47OMJL8sCM8sC9M+JMaZyhFxkgL+zBql+KogFO1szfKd4DOAq0WN2WQgnxxWrHusg8HBXoDA3EacrWlDy7su47LrPcx3SJRGJRAgNDUVoaCiWlpYwPDyM9vZ2NDY2ws/PD0FBQXB1deU6TJthMBigVCoRGBh4IIviACAUCpGbm4vy8nLU19cfqBH19oBaqhNCCLElRqMRDQ0N1ELdSgYHB9HS0kJFcTtlMpkwPj6OoaEhTE5OwtnZGf7+/sjIyIBIZL3lxhQKBXp7e8GyLJ3H2xChUIigoCAEBQVheXkZIyMj6OrqQlNTE3x8fODv7w9PT0/6ne7Q4OAghoeHUVBQcCCvdfr6+gJYnQhGbdX3HrVUJ8T+WXU6zwMPPACGYejNg3BGq9WiubkZiYmJ1E7oI7fffjsYhkFwcPAl7cdcFDeZTFQU3wdjQ92ASQ9fb+uf7OoMDHpmJPiw2w3KIRc4OphQEDqDwrBZhLsvW70obqYQ6zC7ItiXYx0EuVmp8HETo/zkqxgd7OE6nD0jlUoRFRWFyy67zJJQlJeXo7i4GP39/TAYDFyHeKCxLIuGhgaIRCLExsZyHc6WRCIRjhw5ApVKhfr6elBTor3l5OSEqKgoNDQ0wGi0/04ahJCdo/ybHBQdHR3g8XiIiIjgOhTO7VX+bTY0NITm5mZqn26HlpaW0NbWhg8++ACtra1wdnZGUVER8vPzERoaatWiOAC4uLhAp9NhZcX+B6bbK4lEgoiICBw7dgx5eXlwdHREQ0MDTp48iY6ODmg0Gq5DtAnz8/Nobm5Geno6pFIp1+FsytfXFykpKaipqcHk5CTX4diduLg4LC0tob+/n+tQCCFWQH0uiV1raWmBq6sr/Pz8uA7FrhiNRiiVShgMBiqK75PRoV7IxELI5WKrHWN+xQENI054v9MDoyoRIj2WcEXkFOK9FzlpZ66Q6DG7fHgK43w+D9dffQzQTuPNPz9ud4UvhmHg6uqKpKQkXHHFFQgODkZ/fz/ef/99NDc3Q61Wcx3igdTd3Y25uTmbWbtbJBIhNzcX8/PzaGhooOL4HgsLC4ODgwPOnz/PdSiEEELIhubm5tDb24vU1FSbOHexJcPDw2hqakJWVhYVxe0Ey7IYGxtDZWUlTp8+jcXFRaSmpuL48eOIjo6GTCbbt1gcHBzg7OyMmZmZfTsmsR5nZ2fExcXh8ssvR3x8PGZmZnDy5EkolUpMTU1RnrYJrVYLpVKJqKgoeHp6ch3ORfn5+SE5OdnyeyV7RyAQIDk5Ga2trVhaWuI6HELIHttxlvLCCy9YRqHTiJkL7fVoYLJ75hbqSUlJNGtiD5lMJtTW1kKn0yEnJwcCweEpXHLFYDBgcmwAvl4ue75vkwkYXnBEWa8rzva7gsewKAidQV7IHAJcNOBzeC3LVaLHko4PreHw/P16e7khPzseEwONKPvgVa7DsRqBQIDg4GAUFBQgJycHer0excXFqKiowPj4OCXpH5mcnERHRwcyMzOtPkNkLzk6OiI3Nxezs7Nobm6m3+ce4vF4SE1NRV9fH2ZnZ7kOhxCyDyj/3hrl3wfL2hbqTk5OXIdjV0ZHR9HY2IjMzEx4eHhwHQ65RDqdDl1dXTh58iSam5uhUChw4sQJZGZmctr2WqFQ0DmmneHxePD19UVubi6OHTsGqVSK2tpanDlzBn19fdTBbQ3z9U5XV1eEh4dzHc62+fv7IykpCdXV1ZienuY6HLvi6emJgIAANDY20nUNQuyM1VupsyxLbxxk32m1WjQ1NVEL9T3Gsiyam5uxtLRERfF9NDk2DKN2Ab4+e3cBRG9k0DUtwQdd7jg/KYWvsxZXRE4jyVfNyezwjQj5LOQiI2aXhVyHsq/ycjPg5SpE6bsvY2J0gOtwrIphGCgUCqSlpeHEiRNwc3NDU1MTTp06hb6+PrubNb8TS0tLqK2tRVJSElxcXLgOZ8fEYjFyc3MxPj6Ozs5OrsOxK3K5HFFRUaivrz/UfyOEkAtR/k24Ri3UrWNychL19fVIT0+3iRmMZHMqlQoNDQ14//33MTExgfj4eJw4cQJRUVEQi63XHW67qDBu36RSqWUWeXh4OAYGBvD++++jpaUFy8vLXIfHuba2Nuh0OqSkpNjcBKuAgAAkJCSguroaCwsLXIdjV2JjY6mlOiF2iPpaEbvU3NwMNzc3aqG+x86fP4/JyUnk5ORAKDxcxUoujQ2eB0w6+Hh7X/K+tAYG7RNSnOx0x5hKhGRfFS4Ln0GY2zIE/IN3EVUh0R2qdurARy3VrzoGaKfwjz89dmgKX46OjoiKisKJEycQExODvr4+nDx5El1dXdDr9VyHt68MBgOUSiUCAgIQEBDAdTi7JpFIkJOTg56eHkoi91h4eDiEQiHa29u5DoUQQggBQC3UrWV+fh41NTVITEyE9x7kg4Qbs7OzqK6uRklJCRiGQX5+Po4ePQpfX98D9feiUCigUqkOXf512PD5fAQGBlo6uGm1Wpw+fRp1dXVQqVRch8eJoaEhDA4OIjMz02aXiwwKCkJERAQqKyup9fceEggESElJoZbqhNiZg3P2RcgeGR0dxfT0NBITE21uhN9B1tvbi76+PuTk5ByIkcyHyehgJ2DSw9fba9f7WNbx0DImx8lOD8xrBMgMnEdeyBy85Toc5D8ThfhwrTNu5uvrgdz0GIz11qPi1N+4Dmdf8Xg8+Pv7o6ioCMnJyRgbG8PJkyfR3t4OrVbLdXhWx7IsGhsbIRAIEBcXx3U4l8zJyQlZWVk4d+4cRkdHuQ7HbjAMg5SUFPT399OsHkIIIZwzGo2or6+nFup7bHFxEVVVVYiKikJgYCDX4ZAdYlkWk5OTKC8vR0VFBWQyGY4fP47k5GQ4OztzHd6GxGIxxGIx5ubmuA6F7ANzB7f09HQUFRWBz+ejpKQE1dXVhyrHmJ+fR1NTE9LS0iCVSrkO55JERETAz88PlZWVh+L6yX7x8PCgluqE2JltF8aLi4vBMAzuuOMOy/dCQkIs652Zv4qLiy33P/DAA5bvbyQ4OBgMw+D2228HANTX1+OWW25BQEAAxGIxwsPD8e1vf/uC9TEqKipw0003ITAwEI6OjggLC8P3vvc9qNXqi/4cLMvi9ddfx6c+9SkEBATA0dERrq6uyMzMxIMPPoj5+fntPiXrmH/WF198EQAwMDBwwXOz2fPQ39+Pb33rW4iLi4NcLodEIkFERATuuusutLS07CqejZw9exa33norgoOD4ejoCBcXF6SkpOBHP/oRpqamNn2c+Xdv/v2aTCY8++yzyM3NhUKhgFQqRVJSEn7+859jZWVlW7GcPHkSn/vc5xASEgKxWAwnJyckJSXhu9/9LsbGxjZ93MdfUxqNBr/4xS+QmpoKuVwOX19fFBcXY3R09JJH+JmP88ADDwAAzpw5g09+8pPw9fWFWCxGTEwMHnzwwQtGi73zzju4+uqrLdvFxsbioYcegk6nu+gxDQYD/vCHP1geLxKJ4O7ujvz8fDz++OPQaDQX3UdbWxtuu+02y+s7ICAA//mf/4mamppdPQ8AMDIygra2NmRnZ0Mul+96P2R3Rof6IBMLIZfvfECCWstH/YgTTne7Q2Pg4WjILHKC5uEu1R/ogriZQqLHvEYAo4nrSPZfYV4W3J34KH73T5gaH+Y6nH3HMAy8vb2Rl5eHzMxMzM/PW9bgs+c2bz09PZiZmUF6evqBmj1yKdzc3JCeno76+npa82wPyeVyREdHU0t1QuwU5d9bo/z7YOTfcrkcmZmZePnll8Hn8y+phTrl3+tpNBpUVlbC39/fpta6Javve6OjoygpKUFdXR3c3d1x+eWXIy4uziYmGbi5uR2qoihZJZPJkJycjOPHj0Mmk6GiogLl5eWYnJy060KgVquFUqlEZGQkvLx2PxnloGAYBvHx8XBxcUFlZSV1f9hD5pbqfX19XIdCCNkDDLvNT7fi4mIUFRVddLszZ86gsLAQwGoS9T//8z8AsOGHaHBwMAYGBnDbbbfhsssuw5e+9KUNk5fIyEiUlJTA29sb//d//4fvfve7G+4vNTUVJSUlkMlkG8Y2NTWFG264AeXl5ZvG7+XlhTfffBNZWVkX/VnXWvuzbuXjcb/00ku48847Nx3Fxefz8eCDD+L+++/fUTxrmUwmfOMb38BvfvObTbdxdnbGa6+9hhMnTlxw39rf/fvvv4/HHnsM77333ob7iYmJwenTp+Hj47Ph/UtLS7j11lvxxhtvbBqLTCbDK6+8gmuvvfaC+9Y+z+Pj47jiiivQ1NRkuf873/kOeDwe/t//+3+47rrr8I9//GPXhQVz8v+Tn/wEjo6O+MEPfrDh6y43Nxfvv/8+pFIpvvWtb+GJJ57YcH9XXnkl3nrrLfD5/A3v7+npwSc+8Qm0tbVtGlNERATefvvtTS84/OUvf8Ftt9224d+Rg4MDfve736G0tBQvvvgigoKCttXadmpqCtXV1cjIyLCLk0RbYzAY8NB3bkKYhwH/+enrtv04lYaP81MyTKhF8HfWINx9CXKR7RVOWBZ4r8MDWYHzUEgO3wn90PA4nnvlbfhF5uEL33rEbgqluzU/P4+uri6Mj4/Dz88P0dHRkEgkXIe1ZyYnJ6FUKnHkyBG4urpyHc6eGxgYwLlz53D06NEDO0vG1rAsi7KyMigUCsTHx3MdDiFkD1H+vTXKv1dxnX8DqznqT3/6U7z99tt4/vnnKf/+yG7zbwDQ6/UoLy+HXC5HamoqdcKzESaTCUNDQ+ju7obBYEB4eDiCgoJsri1zb28vxsfHkZuby3UohEM6nQ59fX3o7e2FWCxGZGQkfHx87Or9yGQyobKyEgKBABkZGXb3s1VVVQEAsrOzD/21pL1ivkZeVFRk890FCDnstv2umJGRgZaWFvz0pz+1fO/9999HS0vLuq+MjIwdB9HU1IQvfelLCA8Px3PPPYeamhp8+OGH+NznPgcA6OzsxH333Yc33ngD3/nOd5CVlYU///nPqK2txXvvvYerr74awOqI97XxrbW0tISCggKUl5dDKBTirrvuwptvvon6+nqUlZXhZz/7Gdzc3DAxMYGrrroKAwMDO/oZvvrVr6KlpQXXX389AMDX1/eC5+bjo8/ffvtt3H777dBqtZDJZPjJT36CsrIyVFZW4tFHH4W7uzuMRiN+8IMf4Le//e1On1aL73//+5akPCQkBE8//TSUSiXOnDmDb33rWxAIBFhYWMC11157QZL7cT/60Y/w3nvv4fLLL8cbb7yB2tpavPHGG5aEvr29Hddccw0MBsMFjzUajbjuuuvwxhtvgGEYfPazn8Vrr72G2tpaVFZW4oknnkBgYCAWFxfxqU99CnV1dVvGcuONN6K9vR3f+MY3cPLkSZw9exa5ubn48MMPAQD/+te/8Oyzz+7mKVvn3Xffxf3334/s7Gy8/PLLltfdVVddBWB1BsXDDz+Mxx57DE888QSuuuoq/O1vf0NdXR3efPNNZGdnAwDee++9TeMZGxvDkSNH0NbWBrlcjnvvvRfvvvsu6uvrcebMGdx///2QSCTo6urClVdeiYWFhQv2UV1djVtvvRU6nQ4ikQjf//73UVpaiurqavzqV7+Cu7s77r77bjQ2Nm77Z5+fn4dSqURiYiIVxTkyOTYMo3YBPt7u29p+WcdD/YgTSnrd4OhgwvGIaaT4qWyyKA4ADHM41xk3C/D3RnZKFIa7alB15k2uw+Gci4sLMjIyUFRUBJZlcfr0abS0tNhFi7Dl5WXU1dUhMTHRLoviAK15Zg1rW6rvdtYlIeRgovx7a5R/c59/19XV4eWXX8Z9992H1157DS+99BLl35eYfwOrvzelUgmRSISUlBS7KtTYK5ZlMTw8jA8//BBdXV0IDw/HiRMnEBYWZnNFcWB1xvjc3JxdzxImFycUChEVFYUTJ04gICAALS0tKC4uxsTEhN28NszLtdnjACQej4eMjAzodDrU19fbze+Ma9RSnRD7se0Z42YvvPCCpZ1bX18fgoODN912uyPWgdVRvydPnrxg5tenP/1pvPbaa+Dz+XB2dkZRURFeffXVdaN+jUYjjh49iqqqKri5uWF8fPyCk8//+q//wpNPPglnZ2ecOnUK6enpF8QzMDCAnJwcjI2N4XOf+xz++Mc/bu9JWeP222/f1mhgvV6PkJAQjIyMQCaToaysDMnJyZvGI5FIMDAwAHf37RXHzFpaWpCcnAyTyYT4+HiUlZXBxcVl3TbvvfcerrnmGphMJmRmZqK6unrd/R+frXDnnXfid7/73QXH+tKXvoQ//OEPAIAnn3wSX/va19bd/+ijj+K+++6DQCDAm2++aUls15qbm0NeXh5aW1tx9OhRlJWVrbt/7WtKIBDggw8+QGFhIYxGIz788EPLmmaxsbGYmJhAYmLiRS82bGbtSdGnPvWpLV93crkcer0ed999Nx577LF1+1leXkZsbCwGBgY2jee6667DW2+9hYCAABQXFyM0NPSCbRoaGpCXl4elpSX86Ec/woMPPrju/vT0dNTV1UEgEODUqVPIz89fd//IyAiys7MxPLzakvlir9GlpSWUlZUhLCzsklrikUtTV/4e/vXHn+Kz1+chKiJk0+20BgZd01L0z0rg46RBtOcSpELbLIZ/XNe0BHPLAmQGXnhB6jDQ64347XOvQmVwwVfu/y3cPDeeEXQYqVQqtLW1YWZmBmFhYQgLC4NAYHuDKAwGA86ePQuFQoHExESuw7EqlmXR0tKCyclJ5OXlQSQScR2SXWhvb8fU1BTy8vLs7qIOIYcd5d9bo/ybm/zbrKurC/39/bjtttswNjZG+fcaO82/gdW/29raWiwvL+PIkSM2WVQ9TFiWxdTUFNra2qDVahEdHY2AgACbn5lpMpnwzjvvIC8vj7o8EQuj0Yi+vj50dnZarrsqFAquw9q14eFhNDc3Iz8/f9PON/ZAq9WirKwMXl5eiI+Pp1xxD+j1epw+fRrx8fHw9/fnOhxCyC4dmLO13//+9xu2Q/3qV78KYPUDWKPR4JlnnrmgFRafz8edd94JAJiZmbmgFdb09DR+//vfAwD+93//d8OkHFhNVP77v/8bAPDqq69adQ3TN954AyMjIwCAH/7whxck5eZ4fvGLXwBYTe6ef/75HR/nt7/9LUym1cV5n3322QuScmC1xdgXvvAFAIBSqdxyLSwvL68LEk+zxx9/HB4eHgCAp556at19er0ejz76KADg61//+oZJOQC4urpafuazZ8+iu7t701j+67/+y5KUd3V1QSAQICgoCAqFwnLxqLm5ecPR3TshkUg2fd3dddddAAC1Wg0PDw888sgjGz7+tttu2zSec+fO4a233gKwekFjo6QcAFJSUiwXO5577rl19ymVSssI/7vuuuuCpBwA/Pz8LL+Di9FoNKioqKD1zA6A0cFOwKSHj/fGM/YNJqBjSopTXe5Qax2QFzqLNH+V3RTFAUAh1mN2WYDDOhhTIODj+qsKYVgawz9f+RWNSl3DyckJ2dnZyM7OxtTUFE6dOoXe3l7L554tYFkWTU1N4PP5h6IVNsMwSEhIgLOzM6qqqjac4UZ2LiIiAhqNBoODg1yHQgixEZR/J28YD+Xf28u/AWBlZQUdHR1ISUnZMt/dqcOYfwP/HjyoUqmQnZ1NRfEDbm5uDhUVFaitrYW/vz+OHz+OoKAgmy+KA6szTV1dXWmdcbIOn8+3dENwc3NDRUUFlEol1Go116Ht2MLCAhobG5GammrXRXEAEIlEyMnJwcjICLq6urgOxy4IBALEx8ejtbWV1nAnxIYdiDO2pKQkxMTEbHjf2plTJ06c2HQ0WlJSkuV2b2/vuvvef/99aDQaAKsj4LdiTmj0ev1FW4ldilOnTgFYvUBsToo3ctNNN1lGaJofs5vjxMbGWlqKbeTLX/7yBY/ZyKc//elN13OVyWSW57etrQ1jY2OW+5RKpeX/2/0dAEBlZeWm291yyy0AVmc2d3d3IykpyTLyLS0tzbJdX1/flse7mK1ed2tfnzfeeOOmMxXXvj4/Hs+bb662R5ZIJLjmmmu2jMX83IyOjmJoaMjy/bW/M/OggI3ccMMNG16cWUuv16OqqgoKhQJxcXE0mpBjY8N9kImFkMvE675vYoG+WTFOdbljQi1EVuA8coLm4exof0UmF7EeOhMPy/qN1wc8DIICfZGZHI6B85WoKXub63AOHDc3Nxw9ehTJycno7+/H6dOnMTQ0ZBODCHp7ezE9PY2MjAy7uJC2HQzDIDU1FQ4ODlAqlTY1kOGgcnBwQEJCAtra2jZc55QQQtai/Jvy77V2mn+btba2wsfHB+7u7pR/b2I7+bdZZ2cnxsbGkJOTQx11DrDFxUXU1NSgvLwcrq6uOHHiBMLDwzddy95Wubm5UWGcbEggECAmJgbHjx+HSCRCcXExGhoasLKywnVo26LT6aBUKhEREQFvb2+uw9kXUqkUOTk56Orq2vHSNWRjfn5+kEql6Ozs5DoUQsguHYgrsJGRkZvetzaJ2O52Hx+tVltba7nt4+MDhmE2/Vo7W2t8fHwHP8XOnDt3DsBqOztPT89NtxMKhUhJSVn3mO3SarWW0WBZWVlbbpuSkmJJKrc6zsXWsMvMzLTcXruftb+DnJycLX8Ha0frbfU7iI6OthzH399/3ZqsaxPpSx29uF+vz+XlZTg4OGz53Fx77bWWx619bszr5wmFwi3b8AoEAsvraSMmkwm1tbWW1x0VxbllNBoxMdoPH0/ndb+LCbUQH3a7oXdGgkQfNfJC5uAutd9Rinwe4OKox8whXWfc7HhBLlzEJpx683nMzUxyHc6BwzAMfHx8UFRUhKioKLS3t6OkpAQzMzNch7apqakptLe3IyMjA46OjlyHs6/4fD4yMzOh0+lofa494u3tDRcXF7S3t3MdCiHkgKP8m/LvS8m/gdVzmImJCcTFxQGg/HszF8u/zQYGBtDT04OcnJxNB0IQbmk0GjQ2NuLMmTMQCoW47LLLEBsba5PLOG2HQqGgwjjZkqOjI5KSklBUVASj0YjTp08f+Bm05uUqnJyctvwMsUfOzs7IzMxES0uLVc+3DguGYZCYmIje3l6oVCquwyGE7MKBKIxvdeK/dvbUdrczGte3EJ6c3F0BwZqt3MwnmF5eG7dHXss8gm2nJ6Vzc3OW2xc7jkAggJub20WPs9VFhI8fZ+1+rPE7kEgkGB8fx8zMzAUzHrZ6PeyULbw+zb9rhUJx0ZZrW70W2trasLKycqhmLh5kk2PDMGoX4Ou92iJxScdD9aAz6kacEea2jKLwGfg6aXEYxi8oJHrMHfLCuFAkwCeuLoBOPYx/vkwt1TfDMAwCAwNx2WWXwdfXF5WVlaivr7fMXDsolpeXUVtbi4SEBJtem+1SCAQCZGVlYXJy8oLZhmTnzG3qh4aGMD8/z3U4hJADzBbym71G+ff2XCz/BlYHUzc3NyM6OtoysI/y781d7LUwPT2NlpYWZGZmwsnJaVexEesxmUzo7e3F6dOnodPpUFRUhKSkJIjF4os/2Ia5urpieXn5wOVQ5OCRyWRIT0/H0aNHMT8/f6C7t5mveaamph7KiUAeHh5ISUlBXV0dFXP3gJOTE0JCQtDS0nIgX++EkK0dikWLzImQUCjcUXs2f39/a4VksZ0P4r14c92r41xsP5vtY20yWlxcbLkIcDFbXQgwGo1oaWlBTEyMTbcaMz83ISEh+Oc//7ntx4WEhFhum5/3S/k9Dw4OYnBwEAUFBXY76tnWjA60AyYdPL280TEpRde0FH7OGlwWPg2Rw+E66VJI9OiYlHIdBudCgwOQFh+CurazqK/4AGlHruA6pAOLz+cjMjIS/v7+OHfuHE6fPo2YmBgEBwdzPvDHaDRCqVTC19cXQUFBnMbCNbFYjKysLJSXl0Mul1+0AEC2JpPJEBYWhubmZuTl5R3KCz6EEO5R/m2f+bdZb28vGIZZl4/akoOSfwOrxfaamhrEx8fD3d1927GQ/TEzM4Pm5mYYjUZkZGQcqvNUgUAAJycnzM7OwtfXl+twiA1wcXFBbm4uRkdHce7cOQwMDCAxMfHADPgZGRlBf38/8vPzD/U1Tz8/P6hUKlRXV6OgoABCoZDrkGxaVFQUTp8+jZGRkX05jyWE7J1DURg3J4E6nQ5ubm7w8fHhOKJ/txrbTvuSiYmJdY/ZrrWtxS92HIPBYBlhvtVxzLFsZu3o67X7WZuIC4XCdS3zdqu7uxsCgQDBwcGXvC8umZ+biYkJREdHX3TE+UbMz/XMzAyMRuOW61ttNEJ+dnYWzc3NyMrKglRKxceDYmyoC4s6Abo0sXBRi5AbPAeF5OC2pbImhVgPldYBeiMDAf9wDQr4uBPHjqKr71V88MazCI9Nh7Pr9i50HlYSiQSZmZmYnJxEc3OzJUHf7gXivcayLJqamsDn85GQkMBJDAeNq6srkpKSUFtbi/z8/HUtXcnORUREYGhoCIODg4d+4AUhhBuUf9tn/g0AKysrOH/+PLKzszkfaLhbByH/BlZfA9XV1fDz87P5axr2RqPRoK2tDaOjo4iMjERYWJjdrSG+HeZ26lQYJ9vFMAz8/Pzg5eWFjo4OlJaWIigoCNHR0ZwWo1UqFRoaGpCeng65XM5ZHAdFdHQ0VCoVampqkJOTY7Of5weBQCBAXFwcWltb4eXldagHXRBia3b8zmeLM0/Wrun0wQcfWPVY231+zIlpf3//lq289Ho9Ghoa1j1mu0QiESIiIgAA1dXVW27b0NBgWQdmq+PU1NRsuZ+196/dz17/Djw9PdHV1YXExESbfE2uZX5ulpeXUV5evqt9mIsrOp0OTU1Nm25nMBjQ2Ni47nsrKytQKpWIjY2Fh4fHro5P9t7S0hLKazswxwYgMYBFQejsoS2KA4CjwASJwIi5FTrJdHQU4ror8qFVDeNff/k1tWzaJk9PTxQVFcHPz4/T9up9fX2YnJykJSs+JiAgAEFBQaiurj7Q69LZAgcHB8THx6OtrQ06nY7rcAghl8gWcx3Kv+0v/zZrbW2Fj4+PTc9u5jr/BlYHStbX1+/poAVy6UwmE3p6enD69GkYjUYcO3YMkZGRh7IoDtA642T3HBwcEBcXh4KCAqhUKk7bq+t0OiiVSoSHh1uWSjnsGIZBamoqtFotzp07x3U4Ns/f3x9SqRSdnZ1ch0II2YEdX5E1ryEFAFqtdk+DsZarrrrKMmLnscceg8FgsNqxzM/PxZ6b48ePA1hNiJ577rlNt3v99dexsLCw7jE7YX5MW1sbqqqqNt3u97///QWP2chrr72GlZWVDe9bWlrCX//6VwBAbGzsupkBR48etYyqfvrppy95LZMvfvGL8Pf3t4t1Wa+//nrL7UceeWRX+1j7O3vxxRc33e6NN95Yt/adeZS6t7e3zbbCszcmkwmdnZ04deoUFuYmkRe6gFA3zaFYR/xiFBI9Zg75OuNmEeFBSIoJQHdzKZqUZ7gOx2aY26sfO3YMBoMBp0+fRl9f374l6NPT02hra0NmZua68ymyKjY2FlKpFLW1tTTg4xL5+PjAxcUF58+f5zoUQsglovx7a5R/70/+DQBTU1OYmJhAbGzsJe+LS1zm32YdHR1YWFiggZIHyOzsLEpKStDX14eMjAxkZGRsuY79YaBQKDA/P79uaQZCdkIulyM3NxcJCQloa2vD2bNn93Vta5ZlUVdXB7lcjqioqH07ri0QCATIysrCyMgIBgYGuA7HpjEMg8TERPT29tLa7YTYkB2fga9Ntnp6evY0GGvx8/PDHXfcAQBoamrCXXfdtWVyPjk5uS5R3Qnz8zM5OQm1Wr3pdjfccIOlHdHPf/7zDUcZDw0N4b777gOw2grW/DPsxFe+8hVLonXnnXdakvy1PvjgA/zhD38AAGRmZiIjI2PT/Y2Pj+Pee+/d8L5vf/vbltH3X/nKV9bd5+joaPlZxsfHcfPNN2NpaWnT46jVajz55JMb3peWlobY2FjExMRs+nhbkpGRgcsvvxwA8M477+AnP/nJltv39/fjlVdeWfe9zMxMpKamAgB++9vf4uzZsxc8bmxszPI7MGtsbASfz7eLmff2QKVSoaysDENDQ4gIC4GnaBpBvrY/+GOvKCR6zFJh3OLK43mQCXV4729PQ70wz3U4NsXcXj09PR1dXV2oqKjA8vKyVY+5srJiWUPSHgZ1WQPDMEhLS8Py8jLa2tq4DsemMQyDhIQEDA4OYn5+nutwCCGXgPLvrVH+bf38G1gdXNjS0oKoqCiIxeJNt7MFXObfADA6Ooqenh5kZWXR2q4HgMFgQEtLCyoqKuDn54eioqJDtZb4ViQSCYRCIZ1Lkktibq9+2WWXQaFQoLS0FB0dHTCZTFY/dnt7O5aWlpCamkrXPDcglUqRkZGBlpYWzMzMcB2OTXNyckJwcDBaWlpokD8hNmLHhfGUlBTLqOz//u//xgcffIDOzk50d3eju7t709HMXHv00UctLaqee+45JCUl4YknnsDZs2fR2NiI4uJi/OY3v8ENN9yAgIAAPP3007s6Tm5uLoDVWZ933303qqqq0NXVZXl+zAQCAZ555hkwDAO1Wo2jR4/if//3f1FeXo7q6mo89thjSE9Px+joKADg//7v/3bVriwhIcGSSLe0tCA1NRXPPPMMampqUFJSgvvuuw/XXnstjEYjhEIhfve73225v/T0dPz2t7/FVVddhTfffBP19fV48803ceWVV+KZZ54BsPoaufvuuy947He/+11cdtllAIB3330XsbGxeOihh1BcXIzGxkaUlZXh97//PT73uc/Bx8cHDzzwwAX7YBgGX/rSl/CnP/0JIpFox8/HQfX8889bLur87//+L7Kzs/HMM8+gsrISDQ0NOHXqFH75y1/i8ssvR3h4OP72t79dsI+nnnoKDg4O0Ov1OHHiBH7wgx/g7NmzqKmpwZNPPom0tDSMjY0hKSkJAHDixAnMzs4iMzOTRqlzzDxLvLS0FO7u7igsLMTKwihg0sHHx4vr8A4MhUSPuRUBTHSOCQAQix1x7RVHoZkfxFuvUkv13fDy8kJRURGkUinOnDmD/v5+qzyPRqMRSqUSPj4+tObzRZhHrg8MDGBwcJDrcGyaTCZDWFgYmpub6f2BEBtG+ffWKP+2bv5tdu211wIAQkNDd/ycHERc5N8AsLCwgPr6eqSmpsLJyWnffl6ysZmZGRQXF2N+fh6FhYWHum36RhiGoXbqZM+Y26sfOXIEIyMjKC0tters2tHRUfT19SErK4vWfd6Cu7s74uLioFQqrT5ZwN5FR0dDrVZbziUJIQebw04fIJfL8Y1vfAOPPPII6uvrccUVV6y7/8yZMygsLNyr+PaMTCZDSUkJbrnlFrz33ntoa2vDN7/5zU23322ScuzYMWRnZ6Oqqgovv/wyXn755XX3r70wec011+D555/HXXfdhcXFRfzkJz+5YLQyn8/Hgw8+eMEI8J14+OGHsbS0hKeeegq9vb246667LtjG2dkZf/3rX5GcnLzlvn72s5/h0UcfxXvvvYf33nvvgvujo6Px1ltvwcHhwpcWn8/Hv/71L9x999146aWXMDg4iB/84AebHmujUbqenp5YXl7GyZMnt4zT1vj6+qKyshI33XQTampqUF1dveW6dBu9PrOysvDSSy/h9ttvh0ajwUMPPYSHHnrIcr+Dg4NlNLtIJMLx48eRlZVlVwMMbJFKpUJDQwMMBgNyc3MtM0nHhroAkx6+PrQGkpmTyAAGgErjABex9Vpy2pLoyFDER3bhXOMZnKsrQEJ6Ptch2RyBQIDk5GT4+vqioaEBo6OjSE5O3rPWiSzLorm52TKDl0aqX5xMJkN6ejqUSiVkMhnNsL8EERERGBoawuDgIA3KIMRGUf69Ncq/rZt/A4Crqys+85nPIDEx0W4GVO93/t3U1ASZTIbq6mpERkau6wRB9p/BYEB7ezsGBgYQHR2NsLAwOkffhEKhoJmkZE+5urqioKAAHR0dKC0tRUREBCIiIvb088V8nS01NRVyuXzP9muvQkJCoFKpoFQqcfTo0Q3PKcjFCQQCxMXF4dy5c/D09KQBGYQccLv61Hn44Yfx7LPPIi8vDwqFwmZGVCoUCrz77rs4ffo07rjjDkREREAmk8HBwQEKhQIZGRn42te+hnfeeWfXhVcej4cPPvgAP/rRj5CUlASZTLblCfZtt92G8+fP45577kFMTAykUinEYjHCwsLw5S9/GQ0NDbj//vt3+yNbYvrNb36D0tJS3HLLLQgMDIRIJIKTkxOSk5Pxgx/8AF1dXZZ2YlsRCoV499138dRTTyE7OxsuLi6QSCRISEjAT3/6U9TX11ta1G1ELBbjxRdfRG1tLb7yla8gLi4Ozs7OcHBwgIuLC5KTk/HFL34Rr7/+Otrb29c9dnl5GV5eXnj66af3peXOfgsKCkJ1dTXeeOMN3HzzzQgJCYFEIoFAIICHhwdyc3Nx7733oqSkxNJ67+M++9nPoqGhAbfeeit8fX0hFArh5+eHT3/60zh79iy+9KUvQS6X45vf/CZeeeUVODs77/NPScw2miW+tvgzOtQLqVgAucy2WxXuJYYBXMXUTv3jrr68AFIHLd59/bdYWty8hSjZmqenJ44dOwaxWLyns8f7+/sxMTGBjIwMmzlfOgg8PT0RExMDpVJ5YGdD2gIHBwfEx8ejra0NOp2O63AIIbtE+ffmKP+2Xv5tdscdd6CmpmZXM+gPsv3Kv4HVz+MvfOELUCgUiIiI2M8fk3yMeZb43NwcCgoKEB4eTkXxLZhnjFP3IbKX+Hw+YmNjrTJ7XK/XQ6lUIjQ0lAYh7UBCQgIEAgEaGhro7/0S+Pv7QyqVorOzk+tQCCEXwbD0bkcuori4GEVFRQC4nZGgVCohEAiQkpLCyfHtgU6nQ0lJCQICAhAdHc11OIfW2lniKSkpF8yGNBqN+Pl9/4FQdz1u+cwnOIryYOqYlEKt4yPd33ott2xRa1s3Xnu7DHHZn8RNd3yP63Bs3sTEBBobGyGXyy9p9vjMzAwqKyuRk5MDNze3PY7S/rEsi8bGRqhUKhw9etRmCkEHDcuyqKqqgkwmQ0JCAtfhEEIIuYiDkn8DwPT0NKqrqy2DB8nOsSyLpqYmzM/P00w8DhmNRrS3t6O/v59mie+A0WjEO++8g6KiIshkMq7DIXbIaDSio6MDvb29iIyMRHh4+K5nj7Msa+n+kZWVRX/jO6TValFaWorAwEBERUVxHY7NUqlUKCkpQWFhIXUsIOQAs48+WMTuzc7OYnJyEjExMVyHYrPMBQa5XE4nOBxhWRb9/f2bzhI3mxwbhlG7AB8vDw6iPNhcJXrMLgu5DuPAiY0JQ0yoF1prTqKtsYLrcGyel5eX5QJwcXHxrtaIWllZQU1NDeLi4qgovksMwyAxMREA0NraynE0tothGMTFxaG/vx9LS0tch0MIIcRGsCyL1tZWREREUFH8EgwODmJsbAxZWVlUFOfI/Pw8zpw5g9nZWZolvkN8Ph8uLi60zjixmrWzx4eHh1FWVobFxcVd7ev8+fNYXFxEWloa/Y3vgkgkQlZWFrq6ujA5Ocl1ODbLyckJQUFBaGtr4zoUQsgWqDBODjyWZdHe3o6wsDA4OjpyHY7N6uvrw9zcHFJSUugEkQN6vR51dXU4f/48srKyEBcXt+nsx7GB84BJB19fr32O8uBzFeuxoudhRU8fX2sxDINrriiEmL+Mt//6FJaXdpdIkn8zdyhJTk5GQ0MDmpubYTQat/VYo9GImpoaeHl5ITg42LqB2jk+n4/09HQMDQ1hbGyM63BslpOTE/z8/HD+/HmuQyGEEGIjRkdHodFoEBoaynUoNkulUqGlpQVpaWk0uIADLMuit7cXZ8+eRWBgIPLy8mj23i6Y26kTYk3mtccVCgVKSkowPDy8o8ePjY2ht7cXmZmZtLbzJXByckJiYiLq6uqg0Wi4DsdmRUZGYmpqit47CTnAqLJADrypqSksLCwgPDyc61Bs1vz8PNra2pCeng6RSMR1OIfO3NwciouLodPpUFhYCA+PrWeCjw51AiY9fLypMP5xAj4LZ0cDrTO+AZlMgqsuy8HSTA/e+9vvuA7Hbvj6+qKwsBBzc3PbHr3e0tIClmWRmJhIA5H2gFQqtQxQWF5e5jocmxUdHY3R0VEsLCxwHQohhJADzmQyob29HVFRUTTLeZcMBgNqa2sRGhoKT09PrsM5dHQ6HZRKJbq6upCTk4PIyEg6L98lKoyT/cLn85GQkIDU1FQ0NzejsbFxW4PT1Wo16uvrkZKSAicnp32I1L4FBATA09MTdXV1tN74Ljk6OiIsLAxtbW30HBJyQFFhnBxoLMuira0NkZGRNOJvl/R6PWpraxEREUHtfPcZy7Lo6elBeXk5goKCkJOTs62uB2PD/ZCKBXCS725dY3vnKtZTYXwTCXGRiAz2QHP1u+g8V8t1OHZDKpUiLy8P7u7uFx293t/fj7GxMWRmZtKa2HvIz88Pfn5+qK2thclk4jocmySRSBAcHIz29nauQyGEEHLADQ4OgmEYBAYGch2KzTp37hwEAgGio6O5DuXQmZ2dRXFxMViWRVFREV0HuUQKhQJqtRo6nY7rUMgh4ePjg8LCQqjVapSUlECtVm+6rV6vh1KpREhICHx9ffcxSvvFMAySkpKwsrKCzs5OrsOxWeHh4VCr1ZiYmOA6FELIBqgwTg60kZER6HQ6hISEcB2KTWJZFk1NTZBIJIiMjOQ6nEPFPEK9p6dnRyPUjUYjJkb74OPhTCPaN+Em0WN2hdYZ3wjDMLj2ykKIsIR//eVX0KyscB2S3eDxeIiPj0daWhqam5vR0NAAg8GwbpvZ2VmcO3cOGRkZ1C7TCuLj42E0GqmwewkiIyMxMzODmZkZrkMhhBByQBkMBpw/fx4xMTHg8eiS0W4MDw9jdHQUaWlp9BzuI5Zl0dXVhYqKCoSFhSErKwtCIeWNl0okEkEqlWJubo7rUMghIpFIcOTIEXh7e6OkpASDg4MXzLxlWRb19fWQSCSIiYnhKFL75ODggIyMDHR1dWF6eprrcGySQCBAZGQk2tvbadY4IQcQnaGTiyosLATLsmBZFoWFhft23LXt22jW3e4MDg5ienoaqampVGTdR+YR6sDq389ORqhPjY/AoJmHrze129uMQqLDwooDDDRpdENOchmuOJYF9VQ33v/7M1yHY3e8vb1RVFSExcVFlJaWQqVSAQA0Gg2USiViY2Ph7u7OcZT2ybzeeF9fH4263iWRSITw8HC0trZSck4IIQcUV/m3WW9vL8RiMXx8fPb92PZgcXERTU1NSElJgURCHcD2i1arRVVVFfr7+3HkyBGEhYXRNZA9pFAoaGAl2Xc8Hg+xsbHIzMxEa2sr6uvr1w1O7+zshEqlQlpaGv29W4GzszPi4uJQV1cHrVbLdTg2KTg4GHq9fsuug4QQblBhnBxY/f394PP51L5tl1QqFVpaWpCamrqt9t1kb/T391tGqGdmZu54hProQDtg0sHXl9YX34xYYILIwYT5FWqnvpmUxBiE+SvQUPE2utsauA7H7ojFYhw5cgQ+Pj4oLS3FyMgIampq4OnpSR1OrEwulyMpKQn19fVYoY4IuxIWFobl5WWMj49zHQohhJADRqfToaurC7GxsVRk2AWj0Yja2loEBgbSwIJ9ZB6Y7uDggMLCQri6unIdkt1RKBQ0Y5xwxtPTE0VFRdBoNJbW6uPj4+jq6qLOEFYWHBwMhUKB+vp6Gli9C3w+H9HR0Th//jyMRiPX4RBC1qDCODmQDAYDOjs7ERMTQwn5LhgMBtTW1iIsLAyenjTzeD+YTCY0NTWhvb0dOTk5ux6hPjrYCZj08PGmwvhmGAZQSGid8a0wDIPrri6CEGr869VfQavRcB2S3eHxeIiJiUFaWhrq6uqwtLSExMRE+szaBwEBAfDy8kJdXR2tN74LDg4O1NKNEELIhrq6uuDq6goPDw+uQ7FJra2tYBgGcXFxXIdyaAwODqKiogLh4eFIT0+HQEA5ojWYC+N07k244ujoiNzcXMvg9JqaGqSkpMDJyYnr0OwawzBITk7G4uIiuru7uQ7HJgUEBIDP56O/v5/rUAgha1BhnBxIPT09kEql8Pb25joUm9TS0gKBQICoqCiuQzkUtFotKisrMTs7i4KCgh21Tv+4seF+SMUCOMmp7d5WFGI9ZpdpVPBWXJzlOJGfjoXxTpz8xx+4Dsdu6XQ68Pl8MAyz4brjxDoSExOh1WrR2dnJdSg2KTg4GEajEYODg1yHQggh5IBYWVlBX18fYmNjuQ7FJo2OjmJoaAjp6em0rvg+YFkW586dw7lz55CZmUmt061MLpeDx+NhYWGB61DIIcYwDCIiIsDn88GyLFZWVmig7z4QCARIT09HR0cHZmdnuQ7H5jAMg9jYWHR2dkKv13MdDiHkI3S2Tg4crVaL7u5uat+2S0NDQxgfH6eEfJ+oVCqUlpZCIBAgLy/vktaRMxqNmBjtg4+HM732L0Ih0WF2RQDKgbaWnhqPYF9n1Jb9E32dLVyHY3dmZ2fR0tKCzMxMFBYWQqvVoqysDMvLy1yHZvccHByQnp6O7u5uTE1NcR2OzTF3POjo6KCWboQQQgAA58+fh7e3N1xcXLgOxeYsLy+jsbERycnJkEqlXIdj9/R6PaqqqjAxMYH8/HzqkrcPGIaBq6srFcUIp1iWRX19PZycnJCXl4eenh7U19dTPrMPXF1dERMTg9raWuh0Oq7DsTleXl6QyWTo6enhOhRCyEeoanZA6PV6REVFgWEYvPrqq1yHw6nOzk64uLhY2qifOXOG65BsxtLSEpqbm5GSkgKxWMx1OHZvbGwMZWVlCAgIQEZGBhwcHC5pf1PjIzBo5uHrTYn9xTg7GmA0MVjU8bkO5UBjGAafuOoYBCYV/vnyE5TA7CGNRoOamhrExMTAw8MDIpEIubm5UCgUKCkpwczMDNch2j1nZ2fEx8ejrq6OXtu74OfnB6FQiL6+Pq5DIYSQfUf593qTk5Po7u7GddddR/n3DplMJtTW1sLPzw9+fn5ch2P31Go1SkpKwDAM8vPzIZPJuA7p0FAoFFQYJ5zq7OyESqVCeno6XF1dUVBQgKWlJZw9exYrKytch2f3QkND4eTkhIaGBpqpv0PmWePd3d3QarVch0MIARXGD4xf//rXljW1b7rppi23HRwcxE9+8hOkp6fDw8MDjo6OCAgIQF5eHn784x/j3Llzex5fc3MzBAIBGIYBwzC4/fbbt9y+vr4eP//5z3HVVVchICAAIpEIMpkMkZGRuP3221FWVrbh45aXl9Hf34/4+Hh8+9vfBgB885vfpHWMtoFlWTQ2NsLf359a0FsZy7Lo6OhAXV0dUlJSEB0dvSczvEcH2gGTDj4+tL74xfB4gKuY1hnfDoXCCZflp2JurB0f/usFrsOxCyaTCTU1NXB3d0doaKjl+zweD0lJSYiOjkZlZSUGBgY4jPJwCAoKgouLC1paqCPCTjEMg5iYGGrpRgg5lLaTfy8uLuLxxx9HUVERPDw8IBQK4eTkhISEBHz9619Ha2vrnsVjMBjwu9/9Dvn5+fDw8IBYLEZ4eDjuvvtutLW1bflYlUqFv/zlL7j33ntRUFCA8PBwODs7QygUwtPTE4WFhXjkkUe2HLTX39+PxcVFjI+PU/69Q93d3dDr9YiPj+c6FLs3OTmJsrIy+Pj4ICsri9YT32dUGCdcmpiYQFdXFzIzMyEUri6r5+joiCNHjkAul6OkpARzc3McR2nfGIZBamoq5ubmMDQ0xHU4NsfNzQ0eHh7o6OjgOhRCCACGpSE+nFtcXERISAimp6fxyiuv4Oabb95021//+te4//77sbS0tOk299xzDx5//PE9i89kMiE3NxfV1dWW791222144YUXNty+oKAApaWlF93vrbfeit///veWExpgtaDOsizS0tKwuLiIoKAgzM7O4uWXX8ZnP/vZS/5Z7Flvby+6u7tRVFRECaIVmUwmNDQ0YGZmBllZWXB2dt6zfb/96pOoOf1HfOvum+HsRC34LqZtQgatgYcUPxXXoRx4JpMJz//pHxieA+745mMIDIvhOiSb1tzcjNnZWRw9enTTThHT09OoqalBQEAA4uLiaHkEK1pZWcGZM2eQkpICHx8frsOxKSzLoqKiAgqFAjEx9L5ACDkctpN/Nzc34xOf+MSWg9wcHBzw8MMP4957772keGZmZnDNNdesy7fXEolEeOqpp/CFL3xhw/tPnTqFEydOXPQ47u7u+NOf/oQrrrhi3fdnZ2dRUVGBnJwcREZGUv69A+ZltY4cOQJXV1euw7FbLMuit7cX7e3tSEpKQkBAANchHUoGgwHvvPMOjh8/fklLyBGyU4uLiygtLUViYiL8/f0vuJ9lWfT09OD8+fNITk7ecBuyd8bGxtDQ0ICioiLqVrpDKpUKJSUlOHbsGC29QgjHaMb4AfDb3/4W09PTCAgIwKc//elNt/vpT3+Kb3zjG1haWkJoaCgefvhhnDlzBrW1tXjzzTfxi1/8Arm5uXu+rvSTTz6J6urqba/bNDIyAgDw9fXFPffcg9dffx1KpRKVlZX45S9/aWkv9sc//nHdzHOVSoWRkRFER0cDAGQyGe68804Aqz872dzS0hLa2tqQkpJCRXErMq9lplarkZ+fv6dFcQAYHeqDxNEBTnJKMrdDIdHRjPFt4vF4uP7qY+Dr5/Hmy4/T7NBLMDg4iOHhYWRmZm65fIK7uzvy8/MxPj6O+vp6mnllRWKxGPHx8WhqaqKW6jtknjXe09MDjUbDdTiEELIvLpZ/Lyws4Morr7QUxfPz8/HKK6+guroab7/9Nr75zW9CIBDAYDDgvvvuw1//+tddx2I0GnHjjTdaiuI33ngj3n33XVRXV+NXv/oVPD09odVqceedd+L999/fdD8BAQH4/Oc/jyeeeAJ///vfUVlZifLycrz66qu46aabwOfzMT09jU984hNobm62PI5lWbS1tSEsLAxubm6Uf++AyWRCfX09QkJCqChuRSzLorW1FV1dXThy5AgVxTnk4OAAJycnmjVO9pVer4dSqURgYOCmBW+GYRAeHo6MjAw0NTWhu7t7n6M8XHx8fODl5YWmpiZqqb5DTk5O8PPzw/nz57kOhZBDj2aMc8xoNCI0NBSDg4P47ne/i//3//7fhtt9+OGHuOyyywAA//Ef/4E//elPEIlEG26r0+nWzcK+FMPDw4iNjcXi4iJeeOEF3HbbbQC2njF+7bXX4vOf/zxuuOEGaDQayOXydfdPT0/jyJEj6OzsBACUlpYiLy8PNTU1EIlESExMtGx77tw5JCQkAABOnjyJ48eP78nPZU9YlkV5eTnkcjmSkpK4DsduabVaVFZWQigUIiMjY88HIBiNRjz0nZsQrNDiczdfv6f7tldaA4P3OjxwZdQURA70UbYd5ZX1OFl+Dkeu/CJOfPIOrsOxOXNzcygvL0dmZua2B4tpNBpUVVVBKBRetJhOdo9lWVRXV0MgECAtLY3rcGyOUqmEWCy2nHMRQoi92k7+/eijj+K+++4DANx0000bFr7/+c9/4vrrV8/ZExIS1hWbd+KFF17AHXesnpN99atfxW9+85t193d3dyMtLQ0qlQoRERFoa2u74FzCaDSCz+cDWC3qy2Qyy//N/vGPf+CGG24AsFp8/9vf/gZgtTV1bW0tTpw4AYFAQPn3DnR0dGBkZAQFBQUXPN9kb5i7tc3OziI3N5dm1x0A5ve6tdftCLEWlmVRU1MDvV6PnJycbU0Em5+fR1VVFfz9/alzmxXpdDp8+OGHiI2NRWBgINfh2JTl5WWcPn0aBQUFcHJy4jocQg4tmjHOsZMnT2JwcBAA8LnPfW7DbUwmE+6++24AQFRU1JZFcQB7VhQHgK997WtQq9W4/fbbkZ+fv63HvPXWW/j0pz+NhYUFFBcXo7q6et06L+7u7nj00Uct/3/99dehVqsxPj6OiIiIdfuKj4+3JOZ/+MMf9uAnsj99fX1YWVlBXFwc16HYraWlJZSVlUEmkyE7O9sqs/KnJkZh0MzDx8tjz/dtr0QOLGRCI+ZWaNb4duVkJcPPXYyK03/FyACNot4JrVYLpVKJ6OjobRfFgX+ve2YexKTVaq0Y5eHFMAySkpIwMTGBsbExrsOxOZGRkRgYGKDXJyHE7m0n/y4vL7fc/u///u8Nt/nEJz6BlJQUAEBLSwvUavWu4vnFL34BAHB1dbXcXis8PBz3338/AKCrqwtvvvnmBduYi7Isy+LcuXM4efIkuru7YTAYLNt88pOftHRmW7vsWWdnJ8LCwiz5DeXf26NSqdDV1YWUlBQqiluJwWBAdXU11Go18vLyqCh+QNA642Q/dXV1YX5+Hunp6dvujuri4oKjR49ibGyMOrdZkVAoRFJSElpaWrCyssJ1ODZFIpEgMDAQXV1dXIdCyKFGhXGOmUefR0REbDpL54MPPrC8Wd5///1bFsX30uuvv45//vOfcHNzwyOPPLLjx7u7u+P48eOQSqUoLy9HRUUFpqenAQCFhYWW7Xp6etDd3Q1/f/8N1yb51Kc+BWB1VD61+VzP3EI9OTmZZiFaycLCAsrKyuDl5YW0tLQ9X6rAbGygHTDp4OvrbZX92yuFRI/Z5b0bDGTveDwerr/mMvD0c/jHn3+57oIp2ZzJZEJNTQ3c3NwQFha248cLBAJkZ2dDKpWirKwMy8vLVoiSmGc8U0v1nXNxcYFCoUBvby/XoRBCiFVtJ/9e+xkSGhq66b7WnhPs5nOnq6sLbW1tAIDPfOYzm67Zu3b5sb///e+b7o9hGOTm5iIpKQkjIyM4efIkOjo6LEvomAuL5px6dnYWCwsLF/yMlH9vzdxCPTQ0lFqoW4lWq0V5eTlMJhOOHDkCR0dHrkMiH3Fzc4NKpaI8kljdxMQEOjs7kZmZuePr4DKZDHl5eVCr1aiurqbXq5X4+PjA29ubWqrvQnh4OEZHR7G0tMR1KIQcWlQY59iZM2cAANnZ2Ztu89prrwFYHQl+4403Wr4/PT2N7u5uLCws7HlcCwsL+MY3vgEAeOSRR+Du7r6r/ZjX/Txx4gRcXV1RXV2Ns2fPWtYhBwC5XI7h4WGEh4dvuA/zc7O8vAylUrmrOOwRy7JoaGhAQEAAPDxolrE1TE9P4+zZswgNDUV8fLxVWzCNDnYBJj18vLc/E5XQOuO74emhQH52AqYGW1D63itch2MTWltbodfrkZycvOv3AT6fj7S0NHh6eqK0tNQqn90E8Pf3h6ur665b2h5mERER6OvrsxRQCCHEHm0n/46MjLTc3mrAUE9PD4DVGZRubm47jqWsrMxyu6CgYNPtvL29LTGdPXt2y30yDAMfHx/k5+cjLS0NU1NT+OCDD/DWW2+hsbERACwzxzs7OxEcHHxBNyzKv7fW1dUFk8mEqKgorkOxS8vLyygrK4NEIrFatzaye2KxGCKRaF1XSEL22tLSEurq6pCUlAQXF5dd7cPcuc1kMlHnNitKSEjA/Pw8hoaGuA7FpkilUvj6+qK7mzo5EsIVKoxzaHh4GP39/QCAjIyMTberqqoCAMTFxUEqleJXv/oVwsPD4eHhgYiICLi4uCAuLg6/+tWv9uxi5ve+9z2MjY3h6NGjljXPLoVIJEJMTAwuv/xyeHp64k9/+pPlvry8PHh7e1+wFrlZZmam5fbaiweHHbVQt67R0VFUVVUhPj4ekZGRVl+XaGy4FxJHBzg7UYu4nVBI9JhbEYC6Y+3M0Zw0eLsKcfaDVzE2RDNEtzI0NIShoaE9WR+cYRgkJCQgNDQUZ8+etXRRIXvH3FJ9cnISo6OjXIdjU9zd3SGTyTAwMMB1KIQQYhXbzb+/9KUvWdpj/+xnP9twm7fffhsNDQ0AgLvuumtX8bS3t1tum4vVmzHfPzQ0tK3ZRQzDQCaTwcvLC/X19bjttttgNBoBAF/5ylegUqkwNTW1YSccyr83t7CwQC3UrWhhYQGlpaXw9PREeno6PccHlJubG7VTJ1ZjMBigVCoREBCAgICAS9qXuXObRCLB2bNnqXObFQiFQiQnJ1NL9V2IiIjA4OAgdechhCNUGOdQRUWF5bZ5fbKPM5lMOH/+PAAgMDAQN954I+655x7L6HSztrY23HPPPThx4sSu1zczKy8vxzPPPAOBQICnn356TwuCAoEA4eHheP/99wGszhb38fGBs7Pzpuu+uLq6IiQkBMD65+wwM7dQT0lJoRbqVjA4OIj6+nqkp6cjKCjI6sczGo0YH+mDr6eL1Qvw9kYmNILPYzGvob+DneDzebj+mmOAdgpvvvy45UIpWW9+fh5NTU1IT0/fs3UNGYZBZGQk4uPjUVVVhYmJiT3ZL/k3R0dHJCQkoLm5mWYG7ADDMIiIiEB3dze9JxBC7NJ28m8AiI2NxRNPPAEej4dXX30Vx44dw6uvvoqamhq8++67uPfeey2d3I4fP44f/OAHu4pn7ewqf3//Lbc1FwdYlsXw8PCm273wwgtgGAYMw0AqlSIyMhI//vGPLUWsW265Be7u7lAqlfD19d2wRTXl3xszmUxoaGigFupWMjs7i7NnzyIkJAQJCQmUFx9grq6uVBgnVmHujCkUCvdsEhCfz0d6ejrc3d1RVlZ2ydfMyYW8vb3h7e2NxsZGaqm+A05OTvD09LygxkMI2R9UGOfQ2oTW03Pj9skLCwuWgvHJkyfx5ptvwt/fH6+88grm5uawvLyM4uJiZGVlAQBKSkrw5S9/edcx6XQ63HnnnWBZFt/+9retMhv5scceQ01NDQDg3nvvhZOTEwYGBvDhhx9iYGBgwwK5+fnZ6iLAYWE+UQwMDNx1i3uyuYGBATQ3NyMrKwve3vuz3vfUxCgMmnn4eFFL/J1iGEAh1mOO1hnfMR9vDxzNjMN4XyPOnnyN63AOHK1WC6VSiaioqE0/oy9FUFAQUlJSUFNTg/Hx8T3f/2Fnbqne0tLCdSg2xdvbG0KhkFrhEULs0nbyb7Ovfe1rqKiowI033ogzZ87g5ptvRmZmJq6++mr88pe/REBAAJ599lm8++67kMlku4pn7cX5i+1j7QC9xcXFHR8rOTkZVVVV+NOf/oSsrCwsLS1hZGQE9fX1GxYJKP++ELVQt57p6WlUVlYiNjYWUVFRVBQ/4MwzxqkARvZad3c35ubmkJ6eDh5v70oWDMMgMTERgYGBKC8vh0ql2rN9k1UJCQlYWFjA4OAg16HYlIiICPT399NyZoRwgArjHJqamrLc3mzE8do2aVqtFnK5HCUlJbj55pvh4uICsViMgoICnDlzBklJSQBgGc2+Gw8//DDa2toQFBSEH//4x7vax1ZKSkrw/e9/H8DqqPe0tDQkJSXhsssuQ1RUFLq7u3Hq1Cn09vaum62kUCgArH/ODitzC/XY2FiuQ7E7/f39OHfuHLKzs/d13faxgfOASQdf3/0pxNsbhUSH2RVae2438o9kwNPFAaXv/hmTY5TAmJlMJtTW1sLV1RXh4eFWO46fnx9SU1NRW1uLsbExqx3nMFrbUp2e2+1bO2t8s04+hBBiq7aTf5up1Wq89NJLOHXq1Ib39/b24pVXXtl13g1gXetMoXDrQZ4ikchye6tWpZ/85CfR0tKClpYWKJVKvPLKK7jhhhvQ2NiIW265BW+99RbGx8fh7++PY8eOgcfjobi4GDU1NVhYWLDsh/Lv9VQqFbq6upCamkrtvffY9PS0ZQkzc6cCcrA5OTmBZVmaeUv21OTkJDo6OpCRkbHuM2+vMAyDmJgYhISEoLy8fN1nHrl05pbq586do5bqO6BQKODs7IzeXlrikJD9RoVxDq1tPbRZYv7x1mZf+9rXEBoaesF2YrF43fpnf/nLX3YcT0dHB37+858DAJ588klIJJId72Mrra2tuOGGG2AwGCASifDss8/CyckJbm5u4PF4CAgIwLFjxxAfH4/BwUGcPHkSXV1d0Ov1ludnZmZmT2OyNRqNBu3t7UhKSqIW6nusr68Pra2tyM7O3veZ+KODnYBJDx/vvZ+VehgoJHrMLAtAA9Z3zsGBj+uvPgaTZhL/+NPjVAj7SFtbG7RaLVJSUqw+Y8XX1xdpaWmoq6ujNbH3mKOjI+Li4tDS0gKDwcB1ODbDz88PJpOJXo+EELuznfwbAMbHx5GTk4OnnnoKBoMBDz30EHp6eqDT6TAzM4M33ngDcXFx+PDDD1FUVITXX399V/GszfV1Ot2W265dGkQsFm+6nYuLC+Lj4xEfH4+MjAzcfPPN+Pvf/46XXnoJvb29uP3229HX14eIiAjIZDIkJyfj+PHjEIlEKCsrQ1VVFWZnZyn/XoNlWTQ1NSEkJAQuLi5ch2NXpqamUFVVhcTExH1ZwozsDR6PR+3UyZ5aWlpCbW0tEhMTrb5URVRUFEJDQ1FRUYH5+XmrHuuwMbdUP3fuHNeh2JTIyEj09vbSNQtC9hkVxjm0NhHebDSVXC5f9/+rrrpq0/1ddtlllmLpTkeusyyLu+66C1qtFjfccAOuvfbaHT3+Yvr6+nD55Zdjbm4OfD4fr7zyCliWRURExLqiA8Mw8PX1RUFBAZKTkzE2NoaTJ09icnISwNYXAQ6DtrY2eHh4WKWt72HW39+PtrY25OTkwM3Nbd+PPzbcC4mjA5yd9mYN48PGRayHzsDDip4+0nbDz9cTuWnRGO2pReWHb3AdDueGh4cxODiIzMzMfRuA5OPjg/T0dNTX19Ps5j0WGBgIR0dHdHV1cR2KzeDxeIiIiEBXVxe1yCSE2JXt5N8A8PWvfx2tra1gGAZvvfUWvv/97yM0NBQCgQAKhQKf/OQnUVlZiZiYGGi1Wtx+++2YmJjYcTxrc/2LtUdf20luN63bb731Vtx000249tprUV9fv647m1gsRmJiIo4fPw65XI6KigpLC/XDnn8Dq2vBr6ysUAv1PTY1NYXq6mokJSUhMDCQ63DIDikUCiqMkz1hMBigVCrh7++/b+8FUVFRCA8PR0VFBc0c32NxcXGYnJy0XMcnF+fh4QGxWExt6AnZZ1RF4NDaVs2bnVCKRKJ12/n7+2+6P0dHR8tM151+AFVVVaGkpAQAkJubi7/85S8XfP3rX/+ybN/X12f5/sVGgo2OjuL48eMYHR0FwzB47rnnkJKSAqFQuOkazgzDwNvbG3l5ecjIyMD09DQAwNnZeV3LucNkZmYGo6OjiI+P5zoUuzIwMGCZKW5uGbifTCYTxkf64ePhQmup7ZIDD3AWGzBD64zvWmFeNtzkPJx5+yVMTxzeWaILCwtobGxEWlrartcL3S1vb2/LzHFac3zvmNeT6+np2dWarIdVYGAgtFotXdAghNiV7eTfc3NzeOON1YGCx48fR1FR0YbbyWQy/PCHPwSwWrTeTce2tbn9xdbyHhoaArD6ubbVNYGtXH/99bjyyivx17/+Fe++++4F95s7rVx++eWWgQMymQzj4+OHdqCUXq9Ha2sr4uPjqWPbHpqenkZ1dTUSExMREBDAdThkF6gwTvaCuSOHQCDY92udERERluI4rTm+dxwdHREdHY2WlhbqSLhNtJwZIdygwjiH1ibmc3Nzm24XFxdnub12ZPdGzPfvNGlb25rtO9/5Dj772c9e8PWNb3zDsk1paanl+1u1jpuensaJEycsa2X8+te/xuc+9zl0d3dfMFt8IwzDwMPDw/LB4OTkhFOnTqG5uflQrVliMpnQ3NyMyMjIPW9xf5gNDg6ipaUFWVlZnMwUB4CpiVEYNHPw9d6/Nc3tkUKsw+wyrTO+WwIBH9dfXQTj8jjefPmxQ3kyrtPpoFQqERkZCS8vL05i8PHxsaw5vpuZZ2RjLi4uCAgIQEtLy6G9sL9TfD4foaGh6Ozs5DoUQgjZM9vJvzs6OiznQampqVvuLy0tzXL7/PnzO44nNjZ224833x8QEACpdHddplxcXNDT04OOjg4MDAxsup1QKLRcH/D09ERjYyNKSkowMjJy6D5H29vb4ezsDB8fH65DsRszMzOoqqpCQkICzRS3Ya6urlhaWlp3LZGQnert7cX09DTS09PB4+1/iSIyMhKhoaEoLy+n4vgeCgkJAY/HQ09PD9eh2AxfX1/weLyLDpQkhOwdKoxzKCEhwXJ7qwuP+fn5lttbfaioVCrLzGo/P789iPDSLCws4IorrkBbWxsA4OGHH8bXvvY1jI6OgmXZbcdoMpkshfXc3Fzk5eVBq9Xi1KlTaGhoOBQzwPr7+2E0GhEWFsZ1KHZjZGQEzc3NnKwpvtZofztg0tH64pdIIdFjdoUK45ciMMAHWcmRGOpUQln6Ftfh7CuTyYTa2lo4OzsjIiKC01h8fX2RkpKCmpoay2c6uXQxMTGYn5+n2fg7EBISApVKRevLEkLsxnby77UDzC+21qNer9/wcdt19OhRy21z97aNjI+PW+I9cuTIjo8DrP4sWq3WMqh9q844a/PvjIwMnDhxAoGBgWhtbcWHH36IwcHBQzGIcmFhAYODg0hISKDOXntkdnYWVVVViI+PpzXFbZxQKIRcLqdZ42TXpqam0N7ejszMzHVLney3qKgohISEoKKiAmq1mrM47AmPx0NCQgI6OjoO1aS2S2GeNU7LmRGyf6gwzqH09HTLml1brQn+qU99ynL773//+6bbvfHGG5Y3z7y8vB3FUlhYCJZlt/zq6+uzbH/bbbdZvv/AAw9csL/l5WVcc801qK+vBwD88Ic/xPe+9z2wLIuuri6Eh4dvezRgW1ubpfidl5cHZ2dnZGRkWGI+c+YM6urq7HZ0n0ajQXt7OxITE8Hn87kOxy5MTk6ioaEBGRkZnBbFAWBsqAsw6eHru/GyAmR7FBI9VBoH6I100epSHCvIgasEOP2v5zE7fXhmLLe3t2NlZQUpKSkH4sKnn58fEhISUF1dTWue7RGhUIjY2Fi0tLRctNBBVgkEAoSEhND67IQQu7Gd/Ds4ONhyLlBWVrbl/tYWs0NCQnYcT2RkJGJiYgAAf/3rX7G8vLzhdi+88ILl9g033LDj4wCry0fNzs6isbERwPpBAh/38fzb3EXk+PHjCA8PR2dnJ06fPm0ZvG2PWJZFc3MzQkND160FT3ZPrVajqqoK0dHRCA4O5jocsgeonTrZDpZlodVqMT01ib7Oc2iuOYPTb72Cf7zxd8THx8PV1ZXrEBEVFYWAgABUVlZSIXePuLu7w8fH56LLr5J/CwgIgMFgwNjYGNehEHIoUGGcQ0KhEJmZmQAApVK56XaJiYm46qqrAADPP/88zp49e8E2Y2Nj+NGPfmTZ7x133HHBNg888AAYhgHDMOuS672m0+lwww03oLy8HABwzz334Kc//SkAYGJiAlqtdkcts9Y+N2sL/nK5HKmpqTh27BgcHBxQUlKC6urqLdvS26K2tjZ4eHjA05NmFO+F+fl51NTUIDExkbN2yWuNDvdCLHKAs9PuWiKSVWKBCWKBCXM0a/ySCIUOuP7qQujVo/jny08cipGqIyMj6O/vR1ZWFgSCg/P6CQoKQkREBCorK7G0tMR1OHYhMDAQjo6OVOjdgbCwMExPT9MADUKIXdhO/u3u7o7s7GzLNi+++OKG2w0MDOBnP/sZgNVZPtdcc80F22wn/77vvvsArM6k/e53v3vB/T09PXjooYcArL4nb1QYf+GFF6DRaDbcP7A6A7yxsRF/+MMfAKwW/9fOVv+4zfJvHo+HoKAgHDt2DDExMejt7cWpU6fQ09Njd4POhoaGsLKygsjISK5DsQsrKyuorKxESEgIdcGzI1QYJ+aCd39XK1pqi1Fx6m94/+/P4PXnH8bzj38fv37wbjz0nc/goXtvwJM/+SxefOzreP33P8YfX3kNdeXvoOL9l6Ca5/41xDAMYmNj4e7ujqqqqnUdYcjuxcXFYXJyEpOTk1yHYhN4PB7Cw8Np1jgh+2Tn/b7InrrmmmtQUlICpVIJtVq96Wjkxx9/HJWVlZifn8cVV1yBb33rW7jyyishEomgVCrx0EMPYWRkBADw4IMPctpK/bOf/Sw++OADAMCxY8fwxS9+0TJCbGRkBFKpFO3t7ZbthULhlgnn6dOnAayuwbZRuy2pVIqkpCRERkaip6cH5eXlcHNzQ2RkJGfrRu+V2dlZjI6O4tixY1yHYheWlpZQVVWFqKioA7GemclkwsRIHwI9XQ7ELFVbp5CsrjPuKdNxHYpNCw7yQ0ZiGGpaK1B79l1k5F3NdUhWs7CwgIaGBqSnp2/ZUpQrERER0Gq1qKysRF5eHkQiEdch2TSGYZCYmIizZ88iICDgQP7ODxqRSITAwEB0d3evW0uXEEJs1Xby75///Oc4fvw4jEYj7rjjDpw+fRqf/vSn4e/vD7VajZKSEjz++OOWpSa+8IUvICoqalfx3HbbbXjuuedQXl6O3/zmNxgfH8eXv/xluLq6QqlU4sEHH4RKpQKPx8Ovf/3rDVu2P/DAA7j33nvxqU99CkePHkVYWBhkMhnUajVaWlrQ2NiIpKQkVFdXQygU4tlnn92y9fvF8m8ejwd/f3/4+flZ2rx3dnYiNDQUoaGhB2qg4W7o9Xq0trYiKSlpVy3yyXo6nQ6VlZXw8PBAdHQ01+GQPaRQKNDU1ASj0UjdDe2MTqeDWrUA9fzUR1/TWFTPQr0wB7VqbvXfhVnotIuAUQuwxvVfACSOAsgkAgQ4SyD3k0Iu84RMJsWQJhAJDjIwk8U4V/cOftPVjOPXfwHpR6/i9LoYwzBITk6GUqlEdXU1cnJy6HV9iRwdHREdHY2WlhYUFRVxso68rQkKCkJnZyemp6fh4eHBdTiE2DWGpSEonBoZGUFQUBCMRiNefPFFfP7zn99027Nnz+I//uM/MDGxcXtbhmHwwx/+EA8++OCG9z/wwAP4n//5HwCrM89vv/32HcXa399vaRF32223bTrqfbMTmaCgIDzyyCP44he/uG5d8KCgIPT392/4mOXlZXh6emJpaQkPPfQQvv/97180Tq1Wi97eXvT29sLZ2RmRkZHw8PCwucIjy7IoKSmBr68vjVTfAxqNBmVlZfDx8UF8fDzX4QAAJsaG8dsHb8PRFH8cL9rdeoHk33pnxBhXi5AbPG+V/RuMDDQGHkwsAxMLsABYlgHL4qP/M2AYFjwADAMwDAsGAI9hweexcHQwgW8jeYBWq8NTf/grVhhPfPWHT8NFwe2SA9ag0+lQUlKCwMDAXV/M3g8sy6Kurg5LS0vIzc21+YvNB0FTUxOWl5eRnZ1tc+cGXFhcXMSZM2dw4sQJTtf/I4SQvbDd/PvPf/4z7rrrrot2bbn55pvx4osvQigUXnDfdvPv6elpXH311Zu2dxcKhXjyySfx5S9/ecP7g4ODMTAwsGmMjz76KE6ePIlz587hueeew4kTJzbddjf5N8uymJqaQmdnJxYWFiwFclsd0Nfc3IzFxUXk5OTQecIlMhgMqKyshFAoREZGBhVF7AzLsnjvvfeQlZUFhULBdThkG3Q6HRbVKqjnp6Gen4R6YRrqhRlLwXtRNQ+1ahbaFfWmBW+xyAFyqRByqQRymQQymQRymRRymQxyJznkMhlkUkc4OFxYVO6ZEaN7WoqC0Fk4Ckzo6h7AWx+UYmGFj6DobFx38zfg7uW730/LOgaDARUVFXB0dERGRgZ9Dlwik8mE4uJiBAQEICIigutwbEJ7eztUKhWysrK4DoUQu0bDXznm5+eH66+/Hn//+9/x5z//ecvC+NGjR9Ha2opf//rX+Mc//oG+vj7odDr4+PigsLAQ//Vf/4WUlJR9jH5nrr76apSWlq4ril/Mm2++iaWlJYhEInzxi1/c1mNEIhFiYmIQHh6Ovr4+1NXVQSKRIDIyEt7e3jZzUtPX1weDwUCtxvaAXq9HVVUVFAoF4uLiuA7HYrS/HTBp4evNfUt3e6CQ6NE+KQPLrhamt4NlAYNpteCtMfCg0fOhNd/+6P8aAw9aAw8GEw8Mw4LPsOCtK3z/+7a5WL62cG5iAaOJAQsGAp4JIoEJjg5GODqYLF8iwfr/O/C5HbMmEgnxiasK8MfXTuJfr/wKn/vq/9jMe+d2mIvNTk5OB37gEcMwSElJQXV1NWpqapCdnU0XFS9RTEwMTp8+jfHxcfj4+HAdzoEnk8ng7u6OgYGBAz2IhBBCtmO7+fctt9yCgoICPPPMMzh16hQ6OjqgUqkgEong7++P7Oxs3HbbbSgqKrrkmNzd3VFRUYFnn30WL7/8Mtrb27G0tARfX19cdtlluOeee7bMYU6fPo1Tp07hzJkzaG9vx8TEBGZmZuDo6IisrCwEBATgM5/5DP72t79BIpFsGctu8m+GYeDp6QlPT0/MzMygs7MTJ0+eRHBwMMLCwizrutuChYUFDAwMoLCw0K7OfblgMplQV1cHAEhPT6fzVzvEMIylnfpuC+Msy0Kn00Gj0UCr1UKj0az70mq10Ol0YFkWJpMJLMuuu22Og8fjWZauMN8WiUQQiURwdHS0fK39v0AgsJu/c71eD7VKZZnhvaiahnphdvVLNQf1wjzUqhloVxYBo2bTgrdMLISfXAy5jwRymce6grdMKoVcJt6w4L0d00sCtE/IkRs8B0eBCQAQER6ErwZ8BqdLKlHTdAZPP9yOgitvQe7xT3E2W9vBwQHZ2dkoKytDU1MTkpKS7OZ1wgUej4fExERUVVXB39/fps4JuBIcHIxTp05heXn5oudthJDdoxnjB0BVVZWlRUt3dzeCg4O5DmnP6XQ6fPDBB8jLy4Ozs/O2H3f8+HGcPn0aX/7yl/HMM8/s6tgGgwEDAwPo7u6GQCBAZGQk/Pz8DvSJjVarxenTp5Genk5ri18io9GIqqoq8Hg8ZGVlHaiE/J2/PgXlqRfxzbs+Axdnaul7qUws8M55D+SFzMHZ8cJ1DrUGBvMrAsxrBFhYcYBK6wCNng8jy4DPsBA5GOEoWFOsXvf/1cK1gM9uu+i+FssCOiMDjYEPjd5ceP+oCP+x/5tYBnyeCWIHE5wdDXAW6+HiqIeL2ADBPhfM33z7NBrOT+ITt96P1NzL9/XY1tTW1oaxsTHk5+fbzAxsvV6P8vJyyGQypKWlHejPMFswMDCAjo4OHDt2jNqkbsP4+Diamppw4sSJA/U5Sgghu3EY8m+z2tpaiEQiJCQkbGv7vci/AWBubg6dnZ2YnJxEYGAgIiIiDvzFXZZlcfbs2QM3mNoWsSyLxsZGzM3N4ejRoxt2VCD2oaurC3Nzc8jMzNx0G71ej/n5eSwsLGBpaWld0Vuj0YBlWTg4OGxawBYKhesK32uL3wA2LZqvLbR/vOhuNBrB4/EuOJZUKoWLiwucnZ0PRI6g1+uxqFb/u6W5ZYb3LBbV81Cr5qFemIVmWfXRDG/DBQVvR6ED5BIB5PKPZnhLpf8ueMtXv2RSMQQC6xWil3U8lPS6IcZzEcGKlQ23GRwaxT/fLcG0ygjvkGR84rP3wDeQu4lCKysrKC0tRVBQEC0DsQfq6urAsizS09O5DsUm1NTUQCKR0PkIIVZEhfED4uqrr8a7776LO++8E7/73e+4DmfPdXd3Y2xsDHl5edt+jPmChVAoRGdn54brm+2E0WjE0NAQurq6wDAMIiIiEBAQcCAv8DY1NUGj0VDblEvEsixqa2uxvLyMI0eOHIjEZq3f//I+zPRV4rvf+DwVufZIeb8LfJ208HXSWIrg8ysOWNAIsKLnQyo0wOWjYrOzowHij2ZqO/B2V/DeaywL6D9q2b6i51uK+PNr4nd2NMDlo/hdxHoIrVgs12h0+M3v/wKdwAdf++Hv4ORi+y3yRkZG0NjYiPz8/A3XFT3ItFotysrK4OXlte0L3GRjLMuitLQUPj4+B75rwEHAsixOnTqF2NhY+Pn5cR0OIYRcMnvPv4HVpaROnjyJoqIiyGQXH4S71/k3AKhUKnR1dWF0dBR+fn6IiIg4sOdfw8PDaG1txWWXXXbg8kZb09bWhuHhYeTl5dHsQDs3MzODmpoaXHHFFWAYxlIENxfC5+fnsbS0BEdHR7i4uEAmk21YAN/vvzm9Xr/hDHW1Wo2FhQVotVrI5XI4OzvDxcVlz4vlBoPhoxneqy3NF1UzloK3WjW3rYK3SMD/qKW5+KOit7ngLYfMXPSWWbfgvR1GE1DWp4CLWI9kX/WW2xoMRpSW1+CsshWs0A05x/4DRdfeytlgdpVKhbNnzyImJsaytCjZHY1Gg9OnTyMrKwvu7va3VN9em56ehlKpxOWXX07nJIRYCRXGD4iWlhakpKSAx+Ohu7sbgYGBXIe0Z3Z7MfWqq67Ce++9h3vvvRf/93//t2fxmEwmDA8Po6urC0ajEeHh4QgKCuKsTc/HmdfyLCwsPLAXDWzF+fPnMTQ0hPz8/AO3xp3JZMJD37kJgS4a3PrZ67kOx6YZjAxmlgWYXxFgeMERKx/NAjcXwV3E+o9mXe//jOu9pDUwWPio0G8u+q/o+ZAIDHARG+D80axyN4luT9cy7+zqx8tvfIiI1Kvwn3f92KYHcahUKpSWliItLc1mW2gvLS2htLQUMTExdj3DbT9MTU1BqVTixIkTNJNpG3YzyJEQQg4qe86/zc6fP4+5uTnk5ORsa3tr5d/Aao7b1dWF4eFheHt7IzIycked5KzNZDLh9OnTiIyM3JMBAYfZwMAAWltbkZeXR9cz7JxOp8Pc3Byqqqrg5eWFxcVFLC0tQSwWrysou7i4HLjrMVthWRYajWZdcX9+fh5arRYymWzdz+Xk5LSuaGswGD6a4T0N9cLUR/9O/3uG98LqGt4rSyrApAFM5mK3YcOCt0wqhlxunt0thVzmBLlcCplUDKHw4BfLWBZoGHXCopaPI8Fz275OMTE5g3++8yFGpleg8I3FdTf/F0IiuRkYPjs7i4qKCmRkZMDLi5ZBvBQdHR2YmJhAXl6eTV9X2g8sy6K4uBihoaF0XkKIlRz8T9FDIiEhAS+88AK6u7sxODhoV4n5xMQETCbTjooQy8vLyM7ORnZ2Nr71rW/taTw8Hg+BgYEICAjA6OgoOjs70dnZibCwMAQHB3PeVvf8+fPw9/enJPISjYyMoKenB3l5eQcyCZuaGIV+ZR4+0f5ch2KTVvQ8jKtFGFeLML0khFhghItYDzepDuMqEa6ImLHpIvhGRA4sPGU6eMp0lu/pDMy6WfH9cxLojAw8pDp4y7Xwlmshcri05yEyIhiJ0QFobipBc00xkjIvfS1NLuh0OiiVSoSHh9tsURwApFIpMjIyUFVVZVn7meyOh4cHXF1d0dXVRS3KtiEwMBDnz5/HwsLCgSpmEELIbthz/g2sFnr7+/uRkpKyre2tmX8DgEwmQ0pKCqKjo9HV1YWysjK4u7sjMjJy12sT76X+/n7w+Xy7ex3st5mZGbS0tCArK4uuZ9ghlmUxNzeHsbExTExMQK1WQywWQyAQgM/nIyEhweaK4BthGAZisRhisdiSNxoMBkxNTWF0eADjI/1orJ/A5PQcVKpFMCYtHKABz7AAVrcAZl3B+6OiNwChgA+5RAgvqSPk7hLI5a6Qy6Srs7stM7wlNlHw3q6+WTEmF4UoCJ3d0eB9L083fPHzn0J1TRM+PNuIF5+4D6lHrsHlN3wZjvvchUKhUCA5ORm1tbU22XXuIAkLC0NfXx/Gx8dt+prMfmAYBiEhIejr60NgYCANJCDECmjGOLG6yspKKBQKREVFcR3KhliWxcTEBDo7O7G4uIjQ0ND/z96dh7edXoe9//6w7zsBENx3URK17xotMxqNx+M1tmPHduw4cWondtLcNrl9brrc294mTXOb1mlSO07TpG7spHYSt3Ycb6N9tFP7yn3fQBIgAZAAiPV3/9BQo5EoiaRIAiDfz/Mkz+MRgN8RRAK/9z3nPYfq6uqcnB4LhUKcO3eOI0eOiJZjL2D2fdyxYwderzfX4czp5qXjfO8b/5qPv28f6xtrcx1O3pNlCM+oHibDIzMqHIbUw+SvSfugujqVkfhRaxHvqQ+gU2dzHPXKk2WYSqgYmdIyOqUhFFdj07/zPpm1mUW1jI/FZvjan3+HjK6ML/+LP8VkKaykmCzLXLp0CUmS2L1796pYVPT29tLS0sKhQ4fyfmZnPhPfuwtz8+ZNZFmed6JFEARByI3BwUFaW1s5cuRIXt73zMzM0NXVRU9PD3a7nfr6elwuV05iTafTHD9+nM2bN4uN+hcQi8V46623aGhoEC2HV5F0Os3Y2Bh+v5/R0VFkWcbj8VBcXIzT6USr1XL37l0ymQybN2/OdbgLlslkmJ6efvcM79CjM7wnmQpPEJsOQzYB2Xe3NE9nFaQkExmNg4zKhdGgocSepcwhUepUYrO8M8Nbq83tIZyVFoyqudhnZ2/lJE5DatGvMzk5xQ9+cpLuwUlMrhre9/Ev0bh5fp1QltL9+/cZHh7m4MGDotvYC+ju7qa3t5eXX345L+9P8kk6nebNN99k9+7dOJ3OXIcjCKvO6ilDE/LS9PQ0gUAgrzdQJUnC6/Xi8XgIBAK0t7fT2dlJVVUVNTU16HS6FYulpaWFqqoqsTn/AmZmZmhubqa+vj5vk+IAw/3tkE1RXCxaMT1NJguBqOZhMjydlXCbktQ4Y3hMCTRznIRWK2Us2jQTcTU+dSIHUeeWJIFFl8aiS9NQFGUmpWB0Wot/SkP7uAmtKvMwSe40plDMcx1iMOh432sH+M73T/PDv/kqH//8bxfUIqa1tZVoNMqhQ4cKKu5nqaysJBwOc/nyZQ4cOCDmTi2SzWbD6/XS2tqa1/cq+aKqqoqzZ8+yYcMGsSEkCIKQx3p6eqiqqsrb+x6dTseGDRuoq6uju7ubK1euYDKZqK+vx+PxrGjcXV1dGI3GvF475rt0Ok1zczPFxcVi1M8qEI/H8fv9+P1+AoEABoMBr9fLrl27sNvtKBTvPvrrcDhoa2vLUbRzezThPR0OvJPwjkwwFZ6d4R0kNj3b0vzxGd4yapUSs0FNkUmP2WHAbLI9aGNuMmI2mzGbzJhND1qaS5JENguB2Dv7F4MZiaSURCElMCkTwNo5lxZPKbgyYGWDd+qFkuIAdruZz/zcB7l5u5WfnrrMd/70X7F++xHe+NkvrWjBfmNjI1NTU1y7do3du3c/8XsgzE9lZSVdXV309/eLFuHPoVKpKC8vp6enRyTGBWEZiF1UYVn19fXh9XpXNLm8WJIkUVRURFFRERMTE7S3t3P8+HHKy8upq6tb9mT1+Pg4ExMTbN++fVmvs5plMhmuXLmCw+Ggrq4u1+E808hQD3qtCpvVlOtQ8koqIzES0TIypWV8WotGlcVrTrC1JILLkGQ+aw+HIcVETI3PsvYS44/TqbNU2ONU2OOkHyk0uDZkJZOV8JiSFFtm8JoTz21t1thQzYa6du5dP8H9bQfZsO2llflLvKDh4WG6u7s5cOBAzkdlLLWmpiYuXrzI9evX2blzZ95ufue7devWcerUKWpra0VrvOewWq1YLBYGBgaoqanJdTiCIAjCHCKRCKFQiN27d+c6lOfSaDSsW7eOmpoaent7uXnzJjqdjvr6eoqLi5f93iaRSNDZ2cmePXvEfdQiybLMjRs3UKlUNDU1ifexAMmyTDgcfpgMj0QiOBwOvF4vTU1NmEzP3rNwOBxEIhFSqdSyr7cymQzRaPTB7O7Q+NtzvINMT00+kvCeIBYNI6dnIJt6asLbZdRhLjdgNnkwm4wPZni/nfA2mfRo3054z5dCwcPRZ03eKSKJBx3veiYN3By2YJ/t5GZJYNIsrpNbIchkoXnAhsecpNIeX5LXlCSJrZsbqaup4EdvnuH+5e/T3XaD9/zMF9iyZ2U6o0iSxLZt2zh79iz3799n48aNy37N1UihUNDY2Mj9+/cpLS1FqVTmOqS8VllZyalTp0gkEgU/pkIQ8o1opS4sm0wmw5tvvsmOHTsoKirKdTiLEg6HaW9vx+/3U1ZWRl1dHUajccmvI8syb731FsXFxdTX1y/5668Fsixz8+ZNwuEwL730Ul6fnsxms/ze//kJymxRPvvJD+c6nJyTZQjFVfRN6hmM6DBpMhRbEhSbE5i16QUvGAdCOnom9BysnlyegFeB2ffcP6VlKKIjmVFQZn2QQLfoMk99XjQa56v/7W/AWMGX/+WfYjTldxIxEolw9uxZtm7dis/ny3U4yyKRSPDWW29RVlbGunXrch1Owbp16xaJRIJdu3blOpS819/fT2dnp2h/JwiCkKdu375NOp1m27ZtuQ5lwTKZDH19fXR0dKBSqaivr6ekpGTZTubduXOHaDTKnj17luX114K2tjb6+vo4dOiQ2LQvMIlEgv7+fvr6+kgkErjd7ofdFBfaGejYsWNs3rwZt9u9qFiy2SzT09NMhyeYCo09csI7+DDhPR2ZJDodemrCW6VUYDZqMBt1mE0GzCbDg9Pds/O7zWbMJsOCE95L4Z1OblrGpzWYtGkq7HFKrTOolatnW16W4eawhUhCxUuVC5srvhAtbd386Ng5phJqqjfs5wOf/MfYnYv72VuoaDTKmTNn2LhxI+Xl5StyzdVGlmXOnDlDaWkptbVitOTznD9/HrfbnfcHwASh0ORv5kgoeCMjI6jValwuV65DWTSr1crOnTuZmpqio6ODkydP4vP5qKurw2KxLNl1RkZGiMfjVFdXL9lrrjXd3d2Mjo5y6NChvE6KAwTG/KTiE/jWleY6lJxKZSQGQjr6JvXEUkpKrTO8VDmJTZ9+odd1GFLcGLaQybJsC7FCJ0lgN6SxG9Ksc0cJxtT0Teo50+3EqktRYY9TYp1B9dj7ZzTqee+r+/juD8/x47/7Ez72uX+Wm7/APKRSKZqbm6murl61SXEArVbL7t27OXv2LBaLZVX/XZdTQ0MDx48fZ2JiAofDketw8lpJSQl3795lYmJCtHQTBEHIM+l0moGBAfbuXfn5q0tBqVRSXV1NZWUlAwMDtLW10draSl1dHWVlZUt6siwWi9Hb28uhQ4eW7DXXmuHhYTo6Ojhw4IBIihcIWZYZHx+nr68Pv9+Pw+Fg3bp1FBcXv9Dvl8PhIBgMPpEYz2azb5/wDj484T0dnni7pfnEwxPez014GzTYjVrKSwyYTa63T3ibHya8TUY9Oq06b4s239XJLSMxFNHSN6nnnt+MzzpDhT2OQ58q+FPkvZN6Rqc0HKpZvqQ4POhmV1VRyrGT57h2+xhf67nHy298lj0vf2jZW5wbjUZ27tzJ5cuXMZlMYu24CJIk0djYyLVr16ioqFh1nf2WWmVlJffv36e2tjZvP+MEoRCJE+PCsjl37hxer3dVVX9Fo1E6Ozvp7+/H4/FQX1+PzWZ7odfMZrOcOnWKmpoaMY9rkcbHx7l8+TL79u0riJvSm5eO871v/Bt+9o29bFi/en4/5is8o6I7aGAorMMym4S1JFAtUaW0LMNP213sLA3jNL7YPKu1JpmRGHykWKHcFqfaGceoeecUuSzLfOe7P6a1f5qf+5XfYd2m/DthI8syly9fRpblNdMac2RkhGvXrnHw4MElLdxaS1paWggGg+zfv39N/My8iDt37pBMJsX4F0EQhDzT19dHd3c3hw8fXhXfZdlsluHhYdrb20mlUtTW1lJRUbEkhdDXr19HlmXxXbZIa6Ez02qSSCTo6+ujr6+PTCZDWVkZFRUVz22TPh+yLHPh3FvcuHGViiL1Iye8J5iemnxqwlupUGA2qDGbHjnhbXz7hLflnRPe+ZzwflHhmbc754V0byfPY5TbCvMUeTCm5mKvnT0Vk7hWcB+mp2+IH/zkDBNTWXw12/nQp/8PPL7ln13d3d1Ne3s7hw4dWvbRm6uRLMtcuHABh8NBY2NjrsPJa9lsljfffJNt27YtuiuHIAhPEolxYVlMTU1x+vRpXnvttVVZORyPx+nq6qK3txen00l9ff2iT0319vbS2dnJK6+8suyVjavRzMwMp0+fZt26dQVTWPDjv/0TLh/7Br/xhY9jt+V3K+qlIsvgn9LSHTQwEVdTZo1T5Yxj1b3Y6fCnae63YjekqHPFluX1VztZhsm4mu6ggZEpLW5TkmpHDJcxiSTB1FSMr/7536Cy1vDlf/F19IalHzHxIlpbWxkcHOTgwYMLbgNYyFpaWhgeHi6Izhn5KJVKcfz4cbZt24bH48l1OHlttd/nCYIgFKozZ85QXl5OVVVVrkNZUrIs4/f7aW9vJxaLUVNTQ1VV1aJPmUUiEc6cOcORI0cwGAxLHO3ql06nOXPmDD6fTyQ08lwkEqGrq4vBwUEcDgdVVVV4vd4l2XsaHx3m9uVj3Ll+Fv9wP/1TNupM/aiUEiaD+l0tzc2mdxLeJpMJs8mIXrd6E94LlcnCcERH94SB6cTcBer5LJ5ScKbbQb0rSrVzaeaKL0QqleH02UtcvNYK2iL2H/04h977qWVdE8+Oc5yenmb//v1iP3cRJiYmuHDhAq+++io6nS7X4eS1+/fvMz09LUa/CcISEolxYVmslZNEiUSC7u5uuru7sVqt1NfXU1RUNO+b+3Q6zYkTJ9i4cSMlJSXLHO3qI8syFy9eRKPRsH379oJZVP35V/5PAt0X+Gf/+LMFE/NipTIS/ZN6uif0ZGWJKkeMCnscrWp5v3o6AwaCMTW7y8PLep21IJ5S0DOhp2/SgFaVodoRp8wW587dFr7308tsfuln+ZnP/JNch/nQWj45nc1muXDhAkajka1bt+Y6nILU2dnJwMDAqjlpt5xWY2cgQRCEQhYKhTh37hzvec97Vm1b0tk20O3t7YTDYaqrq6murl5wkdalS5cwGo00NTUtU6Sr2/Xr14nH4+zbt0/cL+Wh2UKS7u5uJicnKS0tpbq6eknWRpFwiLtXT3L76hn8/S2QnsKsV7FxXSV+7UGObkhTbFeIn4sXMBF7vEA9isuYv23WM1k432vHpM2w1RfJaZwj/nG+/8OT+CcTuEo38sFP/gblNctXvJNOp3nrrbfwer2sX79+2a6zmjU3N6PVatm8eXOuQ8lr0WiUEydOcPToUdGhQBCWiDhOJCy5TCbDwMAAu3fvznUoy06r1dLY2EhtbS3d3d1cu3YNg8FAfX09Xq/3uYuBnp4etFqtaD22SB0dHcRiMXbu3FkwC69sNot/sJcyt7VgYl6MTBZ6Jw20jxsxatKs90xTbEmgWKG/ssOQoiNgRJbJ2wVkodCrs6z3RGkoijIY1tEVNNIeMFJfuoXa8k5uXfoRG7cdpG5D7guhpqamuH79Otu2bVtzSXEAhULB9u3bOX36NAMDA5SVleU6pIJTVVVFd3c3Q0NDlJaW5jqcvFZZWUlrays1NTWr+vtMEAShUPT29lJaWrpqk+LwYC6p2+3G7XYTCARob2/n2LFjVFZWUltbO68TZ8FgkEAgIIoIF6m/v5/R0VFRRJiHZFlmeHiYlpYWMpkMVVVV7Nix44W7+8zE49y/cZbbV0/T13ETORlGp5bZ1lBG04a9VJQVo1AouNBrZUZOIEkrf2J4NXEYUjgM4YcF6lcHbejVGdZ7pil6u4NbPrnrNyPLEpuLc5sUByj2FvGPPvezXLh8nTMXbvIXX/kn7DzwQV790C+hXYYTySqVih07dvDWW2/hcrlEm+tFaGxs5PTp09TU1CzJaIfVymg0UlRURH9/Pw0NDbkORxBWBZEYF5ac3+9Ho9EUxKznpaJWq2loaKCmpobe3l5u3bpFS0sL9fX1lJSUzLlgTKfTdHZ2sm3bNrGgXIRgMEh7ezsvvfRSQW3+BMb8pOIT+NatzoSLLMNAWEfrmAm1IsvWkjAe08ov3qy6FOmsRDSpxKQtjPZj+U6pgAr7DOW2GYbCOlrGTFjWfYxk3zf5+2//EV/+519Hl8PK1VQqRXNzM1VVVWu62Eiv17Nt2zauXLmCzWbDbF4b4xqWilKppKGhgba2tqd+fwsPFBcXc/v2bSYnJ9fUPZ8gCEI+SqfTDA0NsW/fvlyHsmJcLhcul4vJycmHCfLy8nLq6uqe2R69tbWV2tpaMQpkEaamprh9+zY7d+4UJ9byzNjYGPfv3yeRSLBu3TrKyspeqLVzOp2m/W4zd66cov3eFTIzQZSkWFflZdPGA9TVVKBSKd/1HIchxURcTTUiMb4UHi1Q75kwcHXQilWXZr17CrtheUbSLVTvhJ7hiI7DNUGUedJJXKlUcGDfDhrra/nBT05y5eRf0Xavmfd//Neo37hjya9nsVhoamri+vXrHD58WLQEXyCz2UxpaSnt7e1s27Yt1+HktYqKCu7du0d9fb3YpxCEJSAS48KSGxwcpKysbE1+SKtUKmpra6mqqqK/v5/79+/T2tpKXV3dEwuT/v5+9Hq9qChchGQyybVr12hsbMRms+U6nAUZ7m2BbJLiVTa/VpZhdFrD/VET6ayCRvc0pdaZnFUMKxVg06eYiKlFYnyJSRKU2mbwWWbondTTt/41rl+5yHf/6mt8+pd/MycxybLM9evX0ev1Ys4h4PF4qKqq4urVqxw8eBClUvn8JwkPlZaW0trait/vp7i4ONfh5C2lUonP52NgYEAkxgVBEHJsdHQUnU5XcGujpWC329m9ezeRSIT29nZOnDhBSUkJdXV1TxQITk5OMjk5yc6dO3MUbeHKZDJcvXqVqqoqPKtsLVvIJicnaWlpIRQKUVdXR3V19aLv/bPZLL0d97hz9Tj3b14iMe1Hys5QWeJk04btNDbUotNpnvp8hyFFf0gUTCw1pQJqXQ9G0nUEDJzvdeA2J2h0T2PO4V7HREzNXb+ZPRWT6NXZnMXxNC6Xjc99+me4duMex85c4a//5P+iaefrvP6xL2I0LW3xeHl5OYFAgGvXrokRE4tQV1fHqVOnWLdu3TML29Y6j8fDzZs3RWG6ICwRkRgXllQikWB0dJSNGzfmOpScUiqVVFVVUVFRweDgIB0dHbS1tVFbW0tFRQWSJNHZ2cmGDRvEDdMCybLMjRs3sFqtVFdX5zqcBRsZaIdsEp9v9WwmTMTU3Bs1MZ1QUV80TaU9nhfVwo63E+Pl9plch7IqKRRQ7YzzK6/b+E+jJn54ohmd9W84+p7XV7yNeXt7O5FIhEOHDonP1Lc1NjYSDAa5e/eumNe1QEqlkpqaGtrb2+c1FmUtKy0t5cqVKzQ1Nb3QqSRBEAThxQwMDFBaWrqmv7MsFgs7duxgenqajo4OTp8+jdfrpb6+HqvVCjy4Z6ysrESjeXpyT5jb3bt3USqVogg1T0xPT9PS0sLo6CjV1dXs2LFjUT/XsizjH+rjdvMx7l4/z1SwDzJxil0mNr20ng3r67GYjfN6Lbs+RTylIJ5S5GWitNCplTLrPVGqHXHaxo2c7nJSZo3T4I6u+Ps9k1LQPGCl0TOFy5ha0WsvhCRJ7Ni2kfq6Sn74kzPcufBdulqv8fpHv0jTjqXbO5AkiU2bNnHmzBna29tFq+sFMplMeL1eOjs72bRpU67DyVuiMF0QlpZIjAtLanh4GJvNhtE4vxvn1U6hUFBeXk5ZWRnDw8O0t7fT3t6O0+lEkqQ13e53sbq7uwmHwwU702x4sBu9VoXNWvizcyIzSlrGTIxHNdQ6Y+wpD6FWyrkO6yGHIUXLWOG/z/lOrYIvfGQLf/zn/5vL53+KpFRRUVFBY2PjilT7+v1+Ojo6OHDggNjkfIRCoWDHjh2cPn2aoqIi8X2zQJWVlbS3txMIBCgqKsp1OHnL6XSiVCoZGxvD6/XmOhxBEIQ1KZFIMDY2RlNTU65DyQsmk4mtW7fS0NBAZ2cnZ8+efXgvNDY2xquvvprrEAvO0NAQQ0NDHD58WBTC5Vg8Hqe9vZ3+/n7Kyso4cuTIotraTwTGuHP1BHeunSUw1A7pKHaLhoM7qmna0EiRy7bg11QrZay6NBMxNSXWxIKfL8yPTp1ls2+KGmeM1jETJzpcVDli1BVF0azAfkw2C1cGrRQZk1Q7CqNtvsVs4uc+9gb3Wjr58YmL/K+/+H+5c+0Q7/v4l7E5XEtyDbVazY4dOzh37hxOpxOXa2led62oq6vj3LlzNDQ0iFEnz1BWVkZzc7MoTBeEJSAS48KSmm2jLrybJEmUlJTg8/nw+/1cvXoVSZJob2+nqqpKJHPmKRQK0dLSwr59+wryPctms/gHeylzWwsyqT8rllTQOm5iKKyjwh7naF0ArSp/EuKzHIYkUwklyYy0IgvEtcxuN/P64S386NQNiG9Fkio5ceIElZWV1NfXL9vCZnp6mmvXrrFly5aHJ4GEdxgMBrZs2cKNGzew2WyiLdkCqFQqqqur6ejoEInxZ5AkidLSUgYHB0ViXBAEIUeGh4ex2+2iOP0xBoOBTZs2UV9fT1dXFzdu3ECj0RCNRtHpdAW9HltJ0WiUmzdvsm3bNnEvmUOpVIqOjg66u7vxeDwcPnz4iVEBzxOdnuLe9dPcvvoWg923ITWFUadg14ZymjY2Uupzv/Dvhf3trm0iMb78TNoMO8rChOIq7o+aON7uos4VpcoZQ7WM+bI7fjOZrMRmXyRno/MWQ5IkNq6vo7qyjJ+eOMut6z/max13OPLBX2DXwfcvyXeCzWZj/fr1XLt2jcOHD4sE7wLYbDacTiddXV2sX78+1+HkLYfDIQrTBWGJiMS4sGSi0SiTk5Ps2rUr16HkLUmSkGUZjUbDli1b6OzspLOzk8rKSmpra8VN0zNkMhmuX79OXV1dwbaMCYz5ScUnKG4ozXUoi5KVoSNgpGPcSLFlhldqgxg1+Tu/W6uSMWoyTMbUeMzJXIez6u3c3sS91k5uX/wB23e/Qm3tIe7fv8/x48dZv349lZWVS7oBmUqlaG5uprKyktLSwvydWgmzp6Nu3Lgh5p0tUHV1NZ2dnUxOTmK323MdTt4qLS3lzJkzpFIp1Gp1rsMRBEFYcwYHB8W90DPodDqqqqro6urC5/PR3NyM2Wymvr4et/vFE4GrmSzLXL9+nbKyMoqLi3MdzpokyzI9PT20trZitVrZv3//gu5Lk8kkrbcucOfqKbparpNNTqJRZthUU0LThp1UV5aiXMI5aA5Diu4JUUCxkmz6NPsqQ4xPa7g/aqJ7wsAGzzQl1pklT1z3TeoYjug4VB1c1uT7cjIYdPzMB47StL6ff/jpW/z423/A3etv8cFP/gZF3hf/Lq2qqmJ8fJzbt2+zc+fOJYh47aivr+fSpUvU1dWJdeVTiMJ0QVg6Bfo1JuSjwcFB3G63SO4+gyzLdHR0UFNTg8fjYf/+/ezdu5epqSmOHTvGnTt3iMcLoxXRSmtra0OhUFBXV5frUBZtpK/1wXxxb+HNF4/MKHmr28FQWMf+qgm2l0byOik+y2F4ULEuLD9Jkvjge19BlQ7z/b/+Q/R6PXv27GHnzp10dHRw4cIFYrHYklxLlmVu3LiBTqcTcw7nYcOGDUSjUXp7e3MdSkHRaDRUVlbS0dGR61DymsViwWQyMTIykutQBEEQ1pzZ4nQxMuXZOjs78fl8bNq0iaNHj+L1erlx4wZnzpxheHgYWRbdpebS3d1NIpEQp/dyJBqNcv78ebq6uti+fTv79u2bV1I8k8nQfvca3/3G/8d/+O1P8r/+/P+m6+ZPqfXCR9+7h9/68mf4yAdfo66mfEmT4gBOQ5JwXEVajBhfcUWmJAerJ9jgneKu30TzgJWZ1NL9+07GVNwZsbCjNIRBU/j/wLU15Xzp859gz6YyBlvf4uv//kuc+cm3yWRebJ9LkiQ2b97M+Pg4w8PDSxTt2uB0OrFYLGLf4jlKS0sZGRkhlUrlOhRBKGgiMS4sCVmWRaX6PAQCAaLRKJWVlQ//m8PhYM+ePbz00kvMzMxw/Phxbt68STQazV2geWZycpLu7m62bdtW0DNUhvvbIJukuLhwEuNZGdrGjbzV7cRtSnKoOohdn851WPPm0KeYiBVe2/1C5XTaOHJgKxPD9zn5g/8BgNvt5uWXX8ZoNHLq1Cl6enpeePOxo6ODcDjMjh07CvozYaWo1Wq2bNnC/fv3l6w4Ya2oqalhdHSUqampXIeS18rKyhgcHMx1GIIgCGvO4OAgHo9HFKc/w8zMDP39/Q8LrNVqNXV1dbz66quUl5dz584dTp48ycDAANls4Sd7lsr09DQtLS1s3boVlUo0m1xJsizT3d3NqVOnsFgsvPzyy3g8nmd2N5Blmf7uNn74na/xH//lZ/nrr/4mdy58F69xive9vInf/NKn+NTHP0DThno0muX799Srs2hUWUJxUZyeC5IEpdYEL9cGUUpwssvJYFjHi9b+zKQVNA/YWOeepsi0epJxGq2a148e5POfeh9O3TSnvvdV/vT3f4PB3hcrjNbpdGzatIlbt26RSIixAgtRV1dHV1fXCxcorGYWiwWz2SwK0wXhBYm7W2FJhMNh4vG4aOPxHO3t7VRXV8+5sLTZbOzcuZOpqSk6Ojo4efIkPp+Puro6LBZLDqLND5lMhhs3bqyK92FksAedRondZsp1KPMSmVFyY8hKWpbYXzmB3VA4CfFZDkOSu34zWRkUokviiti9czP3Wru4dOq7rN96gLKqhoeJWZ/Px82bNxkeHmbr1q2LmlM4OjpKe3s7Bw4cQKMRRQ/z5Xa7KSkpES3VF0iv11NaWkpHRwfbtm3LdTh5q6SkhPv37xOPx9Hr9bkORxAEYU2YLU5ft25drkPJa93d3TidTqxW67v+u0qlorq6msrKSgYGBmhra6O1tZW6ujrKyspQKpU5ijj3ZrszVVRU4HQ6cx3OmjI70z0Wi7F7926Kioqe+fhx/xC3m49z5/pZQmPdkI5RZDewZ3ctTRsbsdsWNof8RUkSON/u2uYyrp4EaqHRqmR2lIUZjmi5NWxhOKxlk28KnWrhxT9ZGa4OWHEak9Q4V2eRdWmJly/+4sc5e+EKZy9f5c//4z9m9+GP8MoHfmHRew4lJSUMDw+LluoLNFvs19/fT1VVVa7DyVuz7dTLy8tzHYogFCxxzEpYEoODg/h8PlFJ/AyTk5NMTk5SXV39zMeZzWa2bdvGK6+8gkql4syZMzQ3NxMKhVYm0DyzGlqoA2SzWUaGeih2W/M+IZWVoX3cwFvdTlymJIergwWZFAcwazMoJJnwjPhsWikKhYIPve8VFKlJvv9XXyGdfudn5/HT4729vQs6PT49Pc21a9fYsmXLE5ubwvOJluqLU1dXx9DQkDht/wx6vR6n08nQ0FCuQxEEQVgzwuEwMzMzeDyF041qpaVSKXp6eqivr3/qYxQKBRUVFbzyyis0NjbS3d3N8ePH6erqetd97Foy20JdjCxaOY+eEjeZTLz88stPTYpHwiHOH/8uX//93+Cr//YXOfvDr5MNt7Fvcym/8gsf4ku//AkOvrRrxZPis0TXtvzhsyR4pTaAQoKTnYs7PX7XbyaVldjiiyz5zPJ8olQqOHxgN1/8hQ9TYstw6c1v8LXf/VW6Wm8u6vUkSWLTpk0EAgGxRloASZKoq6ujs7NTdHF5hpKSEgKBgBjHKggvQGQKhBc2W6kuTlI9W3t7O5WVlfOuNjQajWzevJn6+nq6uro4d+4cTqeT+vr6NVO1PdtC/eDBgwXfLjk4PkoqNoGvPr/HDURmlNwYtpLOSOyrnMBRoAnxWZIE9rcr1gupBXyhK3I5OLxvEycu3OX0D7/Fqx/63MM/e/T0+I0bNxgeHmbLli3PPT2eTqdpbm6mvLxcjO1YpNn3vrm5GbfbjdFozHVIBcFkMuH1euns7GTTpk25DidvlZaW0tPTQ21tba5DEQRBWBMGBgYoLi4WxenP0NPTg8Vimdf6WaFQUFpaSklJCSMjI7S3t9Pe3k5NTQ1VVVWo1WujNfRsC/W9e/eKn60VMp9T4vFYjJabZ7l99Qx9HTeRk2F0apltDWU0bdhLRVlx3uyZOAxJ2gJGZJlVnUgtFC9yerw/pGMwrONQdRBVfvx4LTt3kYNf+sxHuHL9Difeus43//ifsWXve3nPR76A3rCw9fNsS/Xbt2/jcrnE2JN58vl8tLS0MDQ0RFlZWa7DyUuPFqaL9bcgLM4a+VoTltP4+DjAc1s8rWWRSISxsTFqamoW/Fy9Xs/GjRs5evQoVquVS5cuce7cOcbGxl54Tm8+W00t1AGGe1sezBf3unMdypzedUrckORwTbDgk+KzHAZRsZ4L+/dsw+fSc+HE3zLc3/XEn7vdbl555RX0ev1zT4/PtnPUarWsX79+uUNf1dxuN2VlZdy8eXNVf4cstbq6Ovr7+8WMuGfw+XxMTU0RiURyHYogCMKql81mGRoaEsWCz5DJZOju7n7mafG5SJKEz+fj0KFDbNu2jdHRUd58801aWlpW/X2AaKG+smRZpqen5+Ep8cOHD79rXy2dTnP/5gW+/We/wx/880/x93/5OwzeP0ljmYZPfPAAv/Vrn+GDbxyhqqIkb5LiAFZdmkxWYjq5dscR5KPZ0+OSBKc6nQyFtc88PR6Kq7g9YmZHaRijZm2d3FUoFOzesZkvff5j1BZruHn2b/gvv/NF7t04v+A1tM/nw+l0cvv27WWKdvWZ7Rra0dEh9iyeoaysjMHBwVyHIQgFK3/unISCNTg4SGlpad63h86l7u5uSktLX2ju5mxC6LXXXqOoqIhr167x1ltvMTIysipvFFZLC/VZw/3tkE3iK/bmOpQnTCeUnO1xMBDSs69ykg3eaZSr6NvBoU8yEVsbJzzyiUKh4ENvvIKUDPK9b32FTCbzxGPUajVbt25lx44dtLW1cfHiRWZmZp54XGdnJ5OTk+zYsSOvNn0K1fr164lGo/T09OQ6lIJhs9lwOByiDf0zqNVqvF6vWJwLgiCsgEAgAIji9GcZGBhAq9Xidi+uMFmSJDweDwcOHGD37t1MTk5y7Ngx7t69O+f96mrQ1dUlWqivkFgsxoULF+jo6GD37t1s3rwZtVpNNpulu+0O3/+rr/AffvvT/M2f/jZtV39AhTPJh45u57d+7ef5+EfeoLGhGpUqPxPPCgXY9SmxBs9DWpXMzrIwm4sj3B6xcGXQSiL95F5uIi3RPGCjoSiK25TMQaT5wWY18+lPfICfeX0v2alu/vbP/m++899+l0hoct6vIUkSmzdvFi3VF6isrIxkMsnY2FiuQ8lbxcXFojBdEF6A2F0WXkg6nWZ4eFhUqj9DMplkcHCQqqqqJXk9tVpNQ0MDR48epaSkhFu3bnH69GkGBwdXTYI8EonQ1dXFtm3bVk0SbGSwG51Gid1mynUo7zI2reGtHgcOfertU+KpXIe05Oz6NIm0gnhqdfwsFRKP28mB3RsY67/FWz/99tMf5/HwyiuvoNVqOXPmDKFQ6OGfjY2N0dbWxq5du0TrsSUyW5DQ0tKyajd2l0N1dTW9vb1i1tkzlJaWrqr7EUEQhHwlitOfbfYkbnV19ZK8Ry6Xi3379rF//36i0SjHjh3j1q1bxGKxJYg2P0SjUVpbW9m6datoob7MxsfHOX36NEajkZdffhmXy8XwQA8//V9/xlf+71/kL//wH3PjzLdxqIO856X1/NNf+SSf/eSH2bp5PTpdYXRCE13b8pvP+uD0OMDpLieh+Du/81kZrg7YsOtT1DpXz2fcYkmSxOamdfzaL3+CjdU2Wq/8A1/93S9w7fxP573m0Wq1D1uqJ5Nrt9BgIZRKJZWVlaKY/xlEYbogvBiRJRBeiN/vR6/XY7Vacx1K3urv78dqtWKz2Zb0dVUqFbW1tRw9epTKykru37/PiRMn6OvrK+hNe1mWuX37NtXV1auihTo8aHU4MtRDsduaN5tXsgxdQT3N/TY2eqdoKp5aVafEH6VSylh0aYKiYj0nDuzbiceu4exP/if+od6nPk6tVrNt2zaqq6s5d+4cg4ODRKNRrl69yubNm5f8M3StKyoqwuPxcO/evVyHUjA8Hg8KhYKRkZFch5K3PB4P6XSaiYmJXIciCIKwaoni9OcLBoPE43FKSkqW9HXtdju7d+/m0KFDpFIpTpw4wfXr15menl7S6+TC3bt3KS0tFS3Ul5Esy3R3d3P58mU2btxIeamPC8f/lq/+uy/zX3/vH3HxJ3+BaqaXgzsq+bVf+hhf/KWPs3f3VsxmQ65DXzCHQXRty3dalczO0jDVzhjneu0MhR8Uod/zm0hmJLaWhMWM+EcYjXo+9uH38MmfeRlt2s8PvvV7/I8//hcEx+a3NvT5fNhsNlpaWpY50tWjsrKS8fHxVfEdu1xm26mLwnRBWDhRBiq8kNm5ZvmS7Ms3s5XqyzkTV6lUUlVVRUVFBYODg7S3t9PW1kZtbS0VFRUolfnZXutpZpNhu3fvznUoSyY4PkoqNoGvfmk3ZhYrk4XbIxZGpzXsq5xclafEHzdbsV5qXd1zAfORUvmgpfp/+9bf8/2/+gq//Jv/6amfS5IkUVdXh8Vi4erVqygUCkpLSykrK1vhqNeGDRs2cOLECQKBAC6XK9fh5D1JkqiqqqKnp2fJN9pXC4VCQUlJCYODg2JjXRAEYZmI4vTn6+npoaKiYtlOPlssFnbs2MH09DQdHR2cOnWK4uJi6urqCvLfxe/3EwwGOXLkSK5DWbWy2Sy3b9+mt7cXgyrBm3/3xwx234bUFEadgl0bytnU1EhJsXtV7K/Z9Smmk0oSaQmtSiRs8pUkQZ0rhlmb5tqglcFwkkBUw+GaCVSr9ODEi2qoq6KirITjp85z9c4J/uT37nP4jc+w78jPPLPjpSRJNDU1cfr0aSoqKkTh/zzodDqKi4vp7e1l48aNuQ4nL7nd7oeF6WL9LQgLI77mhEVLp9OMjY3h8/lyHUreGh0dJZPJUFxcvOzXUigUlJeXc+TIETZs2EBfXx/Hjh2js7OTdDq97NdfCqlUinv37rFhwwbU6tVTXTzc2wLZJMVeT65DIZGWuNBnJzyj4lD1xJpIioOoWM81X3ER+3euZ6T7BheOf/e5j3e73TgcDtLpNLFYjFRqbfycrjS9Xk9DQwO3b98u6E4jK6m8vJxQKEQ4HM51KHmruLgYv98vqtYFQRCWycjICCUlJasiebYc4vE4fr+fysrKZb+WyWRi69atHDlyBI1Gw9mzZ7l8+XJBdU7JZDLcuXOHxsZGMbZomUxNTfGX3/hz/vbb3+La8b/gwj/8MWNd59hUbebTH3mFf/qln+eN9xym1OdZNb/XWpWMSZNhMi7W4IXAa06yxRfBP6XFrE2jUYq14bPodBre/96X+cWfey9WVYjj3/3P/Nkf/BNGBrqf+TyTyUR1dTW3b98Wa6V5qqqqoq+vr2D2tVeaQqHA5/OJrnaCsAgiMS4s2vj4OHq9HpMpv2Ym55Oenh6qqqpWdE62JEmUlJRw+PBhtmzZwvDwMG+++SZtbW15P8umra0Ns9m86k7ijQx0QDaJr9ib0zjCcRVnup3o1RkOVE2gV6+dxY7TkCIyoyKdWR0bDYXo0Eu7KLKqOP3jbzE2MvDMx3Z1dRGJRDh8+DDZbJazZ88SjUZXKNK1paam5mF3E+H5NBoNpaWl4v16BpfLRTqdJhQK5ToUQRCEVSeTyTA2NobXm9t1RT7r7e3F7XZjNBpX7JoGg4FNmzbx6quvYjKZuHDhAhcuXCAQCOR98qOzsxO1Wr0ihQRrSSaTof3uNf7y6/+OX//yr3Dh9D+gnjhHo0/mo+/dy299+TN85IOvUVdTjnKVzjQTc8YLRyItcW/UTL1rGpVC5myPg2iysLpP5kJFuY9f/fwnOLCjmtGuS/zZf/h1jn//G88s7K+vr2dmZob+/v4VjLRwORwOjEajmKP9DF6vVxSmC8IirM67L2FF+P1+vF7vqqloXWrRaJRAIEBFRUVOri9JEl6vlwMHDrBz504CgQDHjh3j/v37JBL51046EonQ09NDU1PTqvuZGh7oQqdRYrflrohkKKzlbK+dSnuM7SWRVTtP/Gn06ixaVZbJuJggkisqlZIPvXGYbHyU7//VHz71hPLY2Bitra3s2rULs9nMnj17KCoq4syZM4yPj69w1KufQqFg06ZNtLa2MjMzk+twCkJVVRWDg4Oik8FTKBQK3G43o6OjuQ5FEARh1QkGg6hUqoJs170SstksfX19VFVV5eT6Op2ODRs28Nprr+FwOGhububcuXOMjo7m5YZ1LBajo6ODTZs2rbo1eC7Iskx/dxs//M5X+Y//8rP86Vf+BT85c5N6b5ZffqOMf/Zrn+ZTH/8ATRvq0GhW/7pUdG0rDFkZrg5aselTrHPH2FMRosiY5Ey3g/Go+Pd7HpVKyZHD+/jCZz+Mx5zk3I//G1//979Gb8e9pzxexcaNG7l//37eH17KB7PjzLq7u/PyezQfuFwu4vE4U1NTuQ5FEArKGkuNCEtFlmVGR0dFpfoz9Pb24vV60el0OY1DkiSKiorYv38/e/fuJRKJcOzYMe7cuUM8Hs9pbLNkWeb27dtUVVVhsVhyHc6Symaz+Id6KS6y5mSzQZahdczIzWELO0rD1BfFWKt7Hg5Diom4qFjPpdISL3u3NTDUeZVLp773xJ/HYjGuXbvGpk2bsNvtwIMkW1NTExs2bODy5cv09PSIBdESKyoqwuPxcO/e3It34d2sVisWi4WBgWd3PljLZqvWBUEQhKUlitOfbWRkBJVKRVFRUU7j0Gg0rFu3jqNHj+L1erlx4wZnzpxheHg4r+5j79y5Q0lJCQ6HI9ehFLSxkUFO/P3/4D//m3/EX/zBr9J8/JtMRRO4a1/iX33xIP/8Cy+za8cmDIa11areYUgxGVcjJjblt/ujJhJpJdt8ESQJFBI0FU+xwTPN5T47PRP6XIdYELweJ//oFz7K0f0bCQ/d4ht/+E/5wf/8L8zMse9aXFyM1WqltbU1B5EWnpKSEuLxeEGNKVlJKpVKFKYLwiKIxLiwKJOTk2SzWbGAeopMJkN/f3/etSNzOBzs2bOHl156iZmZGY4fP87Nmzdz3qJ4aGiI6elpGhoachrHcgiOj5KMBSn2ulb82umMxJUBK4NhHQeqJvCa13Y1qqhYzw8vH9yLwyxx8h/+kuDYO3OQ0uk0zc3NlJSUUF5e/sTzKioq2Lt3L21tbWIm9jLYsGEDIyMjBAKBXIdSECorK+nt7c2rze184vF4iEQieVOAJwiCsBrIsvwwMS7Mrbe3l4qKirwpHFCr1dTV1fHqq69SVlbGnTt3OHnyJAMDAzm/lx0dHSUYDLJ+/fqcxlGoIuEQ54/9HV///d/ga7/zi5z94dfJhtvY3VTOnvf8Agfe83P86geKaSxdu4XZJk0GpUImPLP6T8cXqsGwjr5JPbvKQqiU717XVNjj7K2YpHXMxK1hsyhwmAeFQsH+vdv40i99lCqPkmun/5qv/u4Xab19+V2PkySJTZs20d/fL8ZPzYNKpaK8vJze3t5ch5K3PB6PKEwXhAUSiXFhUfx+Px6PZ0VnZxeSkZER1Go1LtfKJ0Pnw2azsXPnTg4fPkwmk+HkyZNcu3aNSCSy4rGk02nu3r3Lxo0bUatXX9JypL/17fninhW9bjItca7XTiorcbBqAosus6LXz0cOQ4rJmBqRx8ottVrJh957mHR0hO//9R8iyzKyLHPr1i2USiUbN2586nOdTicHDx5kcnKSS5cukU6nVzDy1U2v19PQ0MCdO3dEsnceSkpKmJmZEVXrT6HRaHA4HGJxLgiCsIQikQjJZDJv15i5NjU1xcTExJwFlrmmUqmoqanh1Vdfpba2ltbWVk6cOEFvby+ZzMqv0zKZDHfu3KGxsRGtdm2dYn4R8ViMa+d/yjf+6J/zlX/5KY793VcIDVxhW4ODz338NX71C59FV/1+LDYXh2sm1/waXJLAoRdzxvNVeEbFzWEz20vDmLRz/6w6jSkOVQeZjKu52GcnlcmPoqN853BY+ewnP8QHj+4kFerk21//F/ztf/99pqfe2XM1mUxUV1dz+/Ztsf6eh4qKCoaHh0X7+afwer1MTk7m5ehUQchXomxPWBS/378qT/culb6+PiorK/OmUv1pzGYz27dvZ926dXR0dHDmzBk8Hg/19fXYbLYViaGrqwuDwUBJScmKXG+lDfe1QzZF8Qqe7JhJK7jYa8OkzbC9JIyoX3nAqkuTlSWmEso1v0mRaxXlPnZtqaX5ziWa3/oHXKXrCQQCHDp06LkFVwaDgf3793P58mUuXbrE7t27V2VRTS7U1NTQ29vLwMBAXm4q5xOlUklZWRm9vb04nc5ch5OXZtup52rOqyAIwmrj9/txu90olcpch5KX+vr6KC4uzutEr1KppKKigrKyMoaGhujo6KCtrY3a2loqKipQqVZmi663txelUpl3He7yUTqdpv1uM7evnKTj3hUyMxOoSNFY7aVpwwHqaipQqZTEUwou9Nqx6VNsLYmgyO+toBXjMCSZiKupyXUgwrsk0xLN/VbqXLHndhY0aLK8VDVBc7+Ni3029laEUCtFIvd5JEli25YN1NVU8aM3T3Pv0vfobr3Bez7yBTbvehlJkqivr6e/v5+RkRF8Pl+uQ85rFosFu93OwMAANTXiE+VxOp0Oq9XK6Oio2MsRhHkS6RJhwaLRKNPT07jd7lyHkpdmK9XLyspyHcq8GY1GtmzZwquvvoper+fcuXNcvHiRYDC4rNdNJBJ0dnayfv36vC8iWKyRwR60agUOu3lFrhdPKTjfY8eiS7O9VCTFH6WQwC4q1vPGq4f2YdPLfP9v/weXLl1i586d6HS6eT1XrVazZ88eFAoFFy9eJJVKLXO0a4NCoaCxsZHW1tacnF4qNJWVlaJq/Rm8Xi+BQED8fgqCICwR0Ub96fJ1lNnTKBQKysrKePnll2lqamJgYIBjx47R3t6+7N+bqVSK9vb2Vb0Gf1HZbJbutjt871tf4T/89qf5mz/9bdqu/oAKZ4oPHd3Ob/36Z/j4R96gsaEalUpJLKngXI8dhyHFNpEUfxeHIUVQdG3LK7IMVwetWHRp6l3zG6uoUsDu8hAapcz5XjvJtPghny+z2cAnPvoGH3//AZQzg3zvG/+Wb33t/2EyOIZKpWLdunXcv38/5+M1CkFFRYUYZ/YMs4XpgiDMjzgxLiyY3+/H5XKJE3pP0d/fj8/ny+tK9afR6/U0NTVRX19PV1cXly5dwmq1Ul9fT1FR0ZIvnDs6OnA6nau2HWA2m2VksBtfkWVFNh1iSQUX+uw4DSm2+CKIfY4nzVasVyLm3uaaRqvm6NFX+Hd/eY/EW/8LmyrMS699Aqt9fqdvVSoVu3fv5sqVK5w/f559+/ah0YiihxdVUlJCZ2cnPT091NbW5jqcvGY2m0XV+jOYTCYMBgPj4+PiBIQgCMILmpmZIRwO4/Gs7HimQjE8PIxWqy24Li6SJOHz+SguLmZsbIz29nY6OzupqqqipqZmWe5tOzs7MZvN4qDDY2RZZmSwhztXjnP3+nmmgv2QieErMtP00no2rm/AbDY88bzphJILfXY8pgSbiqfEGvwxNn2KZFpBPKXAoBGJv3xwf8xEPKXkYPXEgn5elQrYVRbi6qCV87129laG0KnEv+l8rW+spaqylDdPnufGrZ/yte47vPL+z7HzwPvo7OwsqOKuXPH5fNy9e5dgMLhq95FfhNfrpaOjg0wmI7oLCcI8iMS4sGB+v5/i4uJch5GXZFlmcHCQrVu35jqUF6LValm/fj11dXV0d3dz9epVjEYj9fX1eL3eJUnyxmIxenp6OHjw4BJEnJ+C46MkY0F8dcufEIgmlZzvFQvy53EYUtzxz+9UsrC8MlkYV2zkUx+0MHL/J1w58U2uX/wJ2/a+Pu8EuVKpZNeuXVy9evVhcrwQi5LyiSRJNDY2cu3aNSoqKkQR3HPMtlMXifG5zVati8S4IAjCi/H7/djtdnGf8xSzY2AK9QS0JEl4PB48Hg+BQID29nbefPPNhwny+XZVep6ZmRm6urrYt29fwb5XS20iMMadK8e5c/0cgaF2SEexWzQc2llN0/r1uFzWpz53KqHkQq+dEusMGzzTYg0+B5UCrPo0wZgGg2Ym1+GseUNhLb0Teg5WTyyqHbpCATvKwlwfsnC+x86+ykn0apEcny+9XseH3neEpg0D/ODHb/HT7/wn7l0/y85Xfo62tjZKS0tXbKRGIVIqlZSUlDAwMCAS43OwWCxoNBoCgYAopBSEeRCftsKCpFIpgsFgwSd+l0sgEECW5VXzBa1Wq2loaHg4d/bWrVu0trZSX1+Pz+d7ocV0a2srPp8Pq/XpC81CN9LfCtkkvuLlvSGJJRWc77VTbJ5ho1csyJ/Frk8RTSpJpCW0KtF+KVdkGW4NW1BKMu/dbkLa8VG6egY4fbZ5wQlyhULBjh07uH79OhcuXGD//v3i5PgLcrvdWK1WOjs7aWxszHU4ec3n83H79m2mpqYwm1dmZEYh8Xq9NDc3I8uy2IAXBEF4AaOjo6KN+lPMzMwQCARWzR6Fy+XC5XIxOTlJe3s7x44do7y8nLq6OgyGJ08sL0R7eztFRUU4HI4lirYwRaenuHvtNHeunWGw6w6kpzDqFOzaUM6mpkZKit3PvW+ZTjwoTC+3xWl0R8Ua/Bkc+iQTMTVlNpEYz6XIjIobwxZ2lIYxaxc/NkshwfaSCDeGLZzvtfNS5SQ6kRxfkOrKMn7185/g1FuXuHTjLMP9bVjKD1BeXi7W389RWlrKxYsX2bRpkzgV/RhJkh4WpovEuCA8n0iMCwsyOjqK2Wx+4QXZajUwMEBJSQmKVTbYWaVSUVtbS1VVFf39/dy7d4+Wlhbq6uooKytb8N83EokwNDTEK6+8skwR54fhvnbIpihexk2seErx8KS4SIo/n0YlY9ZmmIhpKLYkch3OmtUzoWcsquFw9QQPPj4kaqvLqakqW1SCXKFQsG3bNq5evfowOS5OOi/e7KnxCxcuUFVVtWSnlFYjtVqNx+NhcHBQbGLMYXbjfWJiouDa2wqCIOSLdDrN2NgY69evz3UoeWloaAin04ler891KEvKbreze/duIpEI7e3tnDhxgtLSUurq6jCZTAt+vWg0Sl9fH4cOHVqGaPNfIpGg9dYF7lw9TXfrdbLJSTSKDJtqS9i0cSfVlaXz3teY7dZWbpsRSfF5cBhSdASMuQ5jTUumJS73W6l1xvCaky/8epIEW30Rrg9ZuNBnZ3/lhDh4sEAajYr3vPoSG9fX8/c/PkX3/Tf5484ufvOf/jo1dRtzHV7emu2eMzo6KrqSzcHr9XLjxg02bdokCtMF4TlEYlxYEFGp/nSZTIaRkRH27duX61CWjVKppKqqioqKCgYHB2lvb6etrY26ujrKy8vnXa3X0tJCRUUFRuPqXhyNDPagVStw2JfnFOFMWsGFXjsuY0q0T1+A2Yp1kRjPjUBUzf1RM/vmqCyXpMUnyGdPjjc3N3Px4kX27t0rkuMvwOFw4Ha7aWtrY/PmzbkOJ6+VlpZy79491q1bJxafj5ltDev3+0ViXBAEYZHGx8fR6/WLSoauBQMDA1RVVeU6jGVjsVjYsWMH09PTdHR0cOrUKYqLi6mrq1tQ97WWlhZKS0uxWCzLGG1+yWQydLXc5PaV47TdvUwqGkAhJ6itcNO0YS8NdVVoNAvbFo0lH6zBfZYZGt2iMH0+HIYU4RkVqYy0qPbdwouRZbg2ZMWiy9BQFF2y15Uk2FoS4dqglYt9dvZVTKIRyfEFK/G5+cLnfpbzl67xzRNj/Kff+1e8/43XOfKBz6ER41OeIEkSpaWlDAwMiMT4HFwuF+l0mnA4jM1my3U4gpDXRGJcmLdsNsvo6Ch79uzJdSh5ye/3o9Pp1sQXj0KhoLy8nLKyMoaHhx8myGtra6msrHzmTJxgMMj4+DhHjx5dwYhXnizLjAx24yuyLEuiJJGWuNBrw6ZPscUXEQvyBXAYUvSFVteJkkIRTym4MmBjo3cKhyH11MctNkGuUCjYuXMnly9f5vLly+zZs0fM6HoBjY2NnD59mpqaGrEZ/wwej4ebN28yOTm55luTzsXr9dLS0sKGDRtyHYogCEJBmi1OF8VXT5qammJqampNbI6bTCa2bt1KQ0MDnZ2dnD17lqKiIurr67Hb7c98bigUwu/3c+TIkRWKNndkWWagp53bzce4f+sisdAQZOKUF9to2rWJDY0NGAyLSzbFUwou9Nlxi25tC6JXZ9Grs0zG1bhNL35aWViYljEj0aSSQ9UTS/4zq5Bge2mYKwNWLvY/SI6L4oeFUyoVHNy/E1/5NH/8v7s499O/ovXOZT7wiV+ndv3qGBOylEpLS+no6CCZTIoxeo9RKBS43W78fv+ayE8IwosQu8XCvE1MTKBQKJ676FqrBgcHKS0tXVMbFpIkUVJSgs/nY3R0lPb2dtrb26mpqaG6unrO05otLS3U1taiXeWVj8HxUZKxCXx1xUv+2qmMxMU+O2Zthq0lIim+UA5DilsjFjJZUK6uqQd5LZOF5gEbxeYZKuzxeT1nMQlypVLJrl27uHTpEs3NzezZs2fVjbdYKWazmdLSUtra2ti+fXuuw8lbSqUSn8/HwMCASIzPoaioiGvXrjE9PS0KLARBEBZIlmX8fr/4Hn6KwcFBPB7PmuoSZDAY2LRpE/X19XR1dXH+/HkcDgf19fU4nc459yNaWlqorKxcde3mHzU2MsidKye4c/0sobFuSMcoshvYu6eOpo3rsFlfrIvbg8J0O06D6Na2GA7Dg65tIjG+soYjWnomDBysnli2hLVCgh2lYZoHbFzqs7G3IoRKJMcXpbbMxM9/+ABtrS76773Jt776z9i0+3Ve/+gXMRjFOmqWyWTCarUyPDxMZWVlrsPJO16vl66uLtatW5frUAQhr4nEuDBvfr8fj8ezphK/85VIJBgdHWXjxrU5B0aSJLxeLx6Ph/HxcTo6Oujs7KSqqoqampqHSfBgMEg4HGb37t05jnj5Dfe1QDZBsdezpK8ry3Bt0IpWlWV7aRiF+HVcMKMmg0ohE55RP/PUsrB0ZBluj1iQkGlaxEbSQhPkKpWK3bt3c/78eW7fvs3mzZvFd9ci1dfXc/LkSdatW7fqx1+8iNLSUq5cuUJTU5MoxHiMWq3G5XIxOjoqEuOCIAgLFAqFyGazYhzFHGRZZnBwcM2uwXU6HRs2bKCuro7u7m6am5sxm83U19fjdrsf3vuGQiGCwSDbtm3LccRLLxya5O7byXB//31IT2MxqNi/pZqmDevwuB1LsgbIZOFyvw2rLi26tS2SQ5/CP7W6D0fkm8iMkhtDFraVRDBrM8t6LaUCdpWFuNRn59qQhV1lYfF7skjrPFH801v5pe12Tpw4we1zf0fn/Wu892O/wsbtB8S+xttKS0sZHBwUifE5eDwebty4QTweX9UFcYLwokRiXJi3QCBAXV1drsPIS8PDw9jt9jWfNJAkCbfbjdvtJhgM0t7ezrFjx6ioqKC2tpaOjg4qKyvXREX/yEAHZFP4ir1L+rr3x0xEk0oOVk+IpPgiSdI7FesiMb4yeif1jE5rOFQ98UKn9BeSIFer1ezevZszZ85gsViorq5eor/N2mI0GvH5fHR2dopZ48/gdDpRKpWMjY3h9S7t5/5qUFRUxPj4ODU1NbkORRAEoaCMj4/jcrlE0dUcJicnSaVSuN3uXIeSUxqNhnXr1lFTU0NPTw/Xr19Hr9dTX19PcXExHR0dVFRUrJqObfFYjPs3znLn2mn6Om4hJ8Po1DLbG8po2rCfivLiJU0cyTLcGrEgI7G1RCT7FsthSNEyZkKWEe/hCkhlJJoHbFQ7YxRbEityTaUCdpaFeKvHQeu4kUb30s0zX0vM2gweU4JAys2nfvb93L3fwY+PX+S7f/GvuXPtMO/7+JfnHCu31pSUlHD37l1isRgGgyHX4eQVjUaDzWZjfHyc8vLyXIcjCHlLJMaFeUkmk4TDYVGp/hSzbdSFdzidTvbu3UsoFHqYIIcHpw/XguH+brRqBQ77i7Vse9RASEffhH5Z22CtFQ59ionY6i/QyAfBqJp7fjN7KybRq7NL8przTZDr9Xp27drFhQsXMJvNFBUVLcn115q6ujrOnDlDQ0MDOp0u1+HkJUmSHlati8T4k1wuF21tbciyLE45CIIgLEAgEBDfK08xMDCAz+dDqVTmOpS8oFarqa+vp7q6mr6+Pu7cucO9e/eIx+MFP1s8lUrRfvcKd66epOPeFTIzE6hI0VhdzKaNB6itrkClWp6fg+4JA2NLUOC71ll0aWQgklBh1aVzHc6qNttl0KTJsK5oZZPTGpXMrrIQZ3scWLRpSqwrk5RfbeqKopzvtVPnitK0oZ6aqnJ+cvwtbl/7EX0dt3n1Q7/Ejpfeu6bXVVqtFrfbzeDg4JrZZ14Il8tFMBgUiXFBeAZxWyfMSzAYxGQyiQ3xOUSjUSYnJ/H5fLkOJS/ZbDZ27dpFUVERBoOB8+fPc+3aNSKRSK5DWzayLOMf7qG4yLJkN6qTcRW3RszsKAtjWuY2WGuBw5BiIq5GFvUFyyqeUnBl0MoG7xRO49Kfzp9NkH/+sx/l5z92hGLzDFdOfJM/+je/yA+/8zXCk0EcDgdNTU1cuXKFaFRUrS+GxWLB7XbT1dWV61DyWmlpKX6/n1RKdKJ4nNVqBSAcDuc4EkEQhMKRzWaZmJjA5XLlOpS8k81mGR4eFsXpc1CpVNTU1PDqq6+i1WpRKBRcuHCB3t5eMpnCWUdms1m62+7wvW99hT/45z/P3/7pb9N29QdUOFN86Oh2fuvXP8PHP/Je1tVXL1tSfGxaQ8uYkd1loSUr8F2rFBLYRXH6imgdNzKdVLK9NDcdDiy6DNtLw9wYthCKi/N4i2HXp3HoU/RMPDgJbTDo+MgHX+PTHzmCLjvKD//6/+O//+f/i8DocI4jza3ZwnRZbOw9weVyEQgEch2GIOQ18Q0lzEsgEBAL8qcYHBzE4/GsmtZkyyEajRIIBDhy5AiyLNPR0cGZM2fweDzU19djs9lyHeKSCo6PkYgGKa5emtMd8ZSC5n4bjUVR3KbkkrzmWmfTp0hmFMRSSoyawtkgKiSZLFwZsOIxJam0x5f1WvM5QV5eXs7ly5c5cODAmhjnsNTq6uq4cOECdXV1aDSaXIeTlywWCyaTiZGREVGZ/RhJkh4uzlfbd74gCMJymZycRKlUYjYvXQeq1WJsbAylUik62j3DbNe/Q4cOEQ6HaW9vp62tjdraWioqKlCp8m87UJZlRgZ7uN18jLvXzzM9MQCZGD63haYt69m4vgGzeWVa5k4nlFwdsLK5eAq7QZxwXgoOw4PEeJVjedeGa9lIREt30MCBqtx2GfSak9S7ojQP2DhYPYFOJQpLFqquKMqVARs1ztjDf8u62gq+VPYJTpy5yJVbp/mT32vh0OufZv/Rj63J7iler5ebN28SiUQeFmILDzgcDuLxuGg1LwjPkH93wkJeCgQCojXJHGRZZnBwkHXr1uU6lLzW2dmJz+d7+GW8ZcsWGhoa6Ozs5Ny5czidThoaGnA4HDmOdGkM992HTGJJ5otnstA8YKPIlKTaGVuC6AR4MP/KpnuwMBeJ8eVxx29GliU2FUdWrFL9WQnyLXvfg9Zey7Vr19i9e/eabju2GA6HA7vdTk9PDw0NDbkOJ2/NVq2LxPiTnE4ngUCA2traXIciCIJQEGaL08U9y5NmR5mJ9+bpOjs78Xg8WCwWLBYLpaWljIyM0N7eTnt7OzU1NVRVVeVFwehEYIw7V45z59pZAsMdkJ7GYdVxaGcVTevX43KtbMIjlZG43G+jwh6nzDazotdezZyGFIMh0YVyuUwllFwfsrC1JIJFl/s9jjpXjEhCxZV+K/sqJ8UoggVyGVKYNGn6JvXUut7ZC9RqNbzx2iGa1tfz/R+d5uT3vsq9m+f40Kf+D3zlNTmMeOWpVCqKi4sZGBgQifHHqFQqbDYbgUBA7E0IwlOIxLjwXMlkkkgkIqqx5zA1NUU8Hsfj8eQ6lLwVj8fp7+/n0KFD7/rver2epqYm6uvr6erq4uLFi9hsNurq6igqKiroTY6RgQ7Ipih+wXmAsgw3hy1IyGxeweTiWjFbsS42O5Ze74SekYiOwzXBnCyA50qQXzvxLdC5URdtRUJm9569Kx9Ygaurq+PatWvU1NTk5SmjfFBSUsL9+/dJJpPiZP1jxJxxQRCEhQkGgxQXF+c6jLyTyWTw+/0cPHgw16HkrUQiQV9fHy+99NLD/yZJEj6fj+LiYsbGxmhvb6ezs5Pq6mqqq6tX/L5leirCvetnuHPtDINddyA9hVGnYPfGCpo2HqKk2J2T+wVZhquDVoyaDOs90yt+/dXMrk8RSymZSSnQidb0SyqVkWjut1HliOOz5Mdcb0mCrb4IZ3sc3B6xsMUn9rQWQpIeFBfcHjFT5Yg9sa9SVlrMr/zSxzl74SpnLzfzZ//h19n7ykd5+f2fzYuCp5VSWlrKrVu32LBhg1hjPma2Y5tIjAvC3MSupvBcwWAQs9ks5ovPwe/3U1RUJBIEz9Dd3Y3b7cZiscz551qtlvXr11NbW0tPTw9Xr17FaDTS0NCAx+MpyBub4YFutGoFTseLtT3sChoIRDUcqp4Q1bXLwGFI0TZmzHUYq85ETM1dv5k9FZM5n8U3V4K8q+8Ef/zHbbTePs+Hf/YXsdpF0dd8FRUVodfr6evro6ZmbVWjz5der8disTA6OkpZWVmuw8krVqsVSZIIhULY7fZchyMIgpDXZueLb9y4Mdeh5J3x8XG0Wq1oMf8M3d3dOByOOceXSJKEx+PB7XYTDAYfJsirqqqoqalZ1n2fRCJB660L3Ll6mu7W62STk2gUGTbVlrBp406qK0tRKHK78L0/aiKWVHKwekIk8ZaYWilj0aaZiKvxqfMjebsayDJcH7Jg0GRodOdXMYdSAbvLQ5zpdtA9oafGKdroL4TXnKBlzMRASE/lHCMIVColLx/czfp1tfz9j05y4af/nZbbl/jgJ3+dqvpNOYh45blcrocH+sSp8XdzuVzcunUr12EIQt4S2TzhuQKBgDgt/hR+v5+Kiopch5G3UqkUPT097Nu377mP1Wg0NDQ0UFNTQ29vLzdv3kSr1VJfX4/P5yuYBLksy/iHeigusrxQzKNTGlrHjbxUOSmqqZeJQ58iklCRykg5nb+1msRTCpoHrKz3TOEypnIdzkOPJ8j//uQ9fnrqCm23zrH/4Gu89NonRIJ8HiRJor6+nrt371JVVZXzjct85fV68fv9IjH+GEmScDqdBINBkRgXBEF4DjFf/On8fj9er7dg1ocrLZ1O09PTw86dO5/5OEmScLlcuFwuJicnaW9v59ixY1RUVFBbW7tkM0kzmQyd929w5+oJ2u5eJhUNoJAT1FZ62LRhLw111ajV+TEbdyCkoy+k52CO5zOvZrNd2/LlVPNq0DZuJDKj4lBNfhZz6NVZdpWFudBrx6zN4DYlcx1SwXhwajxK27iRCnv8qf++HreTz3/2o1y+couT527yP/7zb7Ft//s5+uFfRr/K50srlUrcbjd+v18kxh8j5owLwrOJxLjwXGK++NwSiQShUIhdu3blOpS81d/fj8ViWdDscJVKRW1tLVVVVfT393Pv3j1aWlqor6+ntDT3FeTPExwfIxENUly9+DbqUwklVwetbPFFsOnTSxid8CidOotBnWEyrhaLsyWQzcKVAStuY5KqOaqZ88FsgvyfVJVx8sYkPzjbw8Xjf831iz9h297XRYJ8HoqLi7l37x5+vx+fz5frcPKS1+ulq6uLbDab999ZK83lcjE+Pi7mjAuCIDyHmC8+N1mW8fv9bN++Pdeh5K2BgQEMBgMul2vez7Hb7ezevZtwOExHRwcnTpygtLSUuro6TCbTgmOQZZmBnnZuNx/j3s0LxMPDkIlTXmyjadcmNjQ2YDBoF/y6y2kipuLWiJldZWFM2tzPZ16t7IYUvRP6XIexaoxEtHQGDRysmkSTx8UcDkOKTb4IVwetHKyaEL9jC1BineH+qInRaQ1e89P3rRQKBXt3b2VdfS0/+MlJrp/5Nu33rvDGz/4q67c8/7BSIfN6vfT09NDQ0JDrUPKKmDMuCM8mEuPCM822I1nIomqt8Pv92Gw20WL+KWRZpqenh3Xr1i3q+UqlkqqqKioqKhgYGKC9vZ3W1lbq6uooLy9HqcyPqvLHjfS3QCaBr3hxc+czbycXqxxxSq2iinq5zVasi8T4i7vjN5OVJTYXwOwwSZJ4ZasDa1EFXX2NRLp+xJUT3xQJ8nmQJInKykq6u7tFYvwprFYrKpWKQCCA2+3OdTh5xel00traKooGBEEQniMQCIjv2TmEQiEymYzoaPcUsizT3d1NXV3doooqrFYrO3bsYHp6mo6ODk6dOkVxcTH19fVPHY32qLGRQW43H+fujXOExrohHcPtMLBvbz1NG9Zhsy48yb4SkhmJKwM2Gt1RsS5cZk5DipvDFjJZxLi4FzSVUHJ9yMJWXwSLLv8PVJTbZojMqGgesIpxgQugkKDSEac7aHhmYnyW3W7mMz/3QW7ebuWnpy7zN//1X9G47Qhv/OyXMFttyx9wDng8Hm7evEk8HkevF4U3jxJzxgXh6URiXHimQCCA2WxGq82vat584Pf78XgWl/xcC8bGxkin0y+8oaNQKKioqKC8vJzh4WHa29tpa2ujtraWysrKvJvvPtzfDtkUxd7iRT2/fdyIQoJ1eTYbarVyGFIMR8Tn24vqm9QzHNFxqDpYMAtcSYLNvmkm4uXsbPx5suF2Tp9tFgnyeaioqKCtrY1wOCzalc1BkqSH7dRFYvzdZueMh8Nh0U5dEAThKTKZDJOTkzQ1NeU6lLwzuwYXxVVzCwQCJJNJSkpKXuh1TCYTW7dupaGhgY6ODs6cOYPb7aa+vv6J7+/w5AR3r57k9rUzjA60Qmoai1HF/i3VNG1Yh8ftyPvOB3dHzFh1aaodsVyHsuoZ1Bk0iiyhuBpnHo3eKjSpjERzv41Ke5ySAjpQsd4zTSDqoG3cyHpPNNfhFIxKe4z28SKmEkrM8zhtL0kSWzc3UldTwY/ePMP95r+np/0mr334l9m692jefyYvlFarxW63Mzo6SmVlZa7DyStizrggPF1+ZZSEvBMMBkU19hwymQzj4+M0NjbmOpS81dPTQ2Vl5ZJtWkiSRElJCT6fD7/fT3t7Ox0dHVRXV1NdXY1arV6S67yokcEetGoFTsfC5wFOxlV0BY0crJ5AsbruU/OWw5Di3qiJrIx4zxdpIqbizoiZ3RWTGDTZXIezIGqlzBZfhCsDVl6uqeTzn30wg1wkyJ9No9FQUlJCT08PW7ZsyXU4ecnr9XLr1i2amppW3cbDixBzxgVBEJ4vFAqhUqnEfPE5+P1+6urqch1G3uru7qaiomLJuqsZDAY2b95MQ0MDXV1dnD9/HofDQUV5OSN9d7l77Qx9HTeRkxF0apntDeU0bdhPRXlxwdz/+Kc0+Ke0vFwbzPuuV6uBJL3dtU0kxhdNluH6kAW9OsN6T2EdqFBIsK0kwlvdDootCexidOC8aFUyPssMPRMGNhVPzft5JpOBj3/kvbS2d/PDN8/x99/8Pe5ce4sPfPLXcbhW10Gv2cJ0kRh/NzFnXBCeTiTGhWcS88XnFggE0Gg0YrPiKaLRKOPj42zevHnJX1uSJIqLi/F6vYyPj9PR0UFnZydVVVXU1NTktLuBLMuMDHbjLbIseCMgk4UbQ1bqiqIF0QZrtbBo00hAZEYl5rkvwkxK8XbbwWmKCnRjw21KUmKd4cawhX0VIWqry6mpEgny56mqquLcuXNs2LAhbwqT8onL5SKZTDI1NTWv1qNriZgzLgiC8GyBQACn01kwicWVEovFmJqaEt1YniIWizE6OrosnQZ0Oh0bNmygrq6Orq4uvvYnX2W4rw2PLsS2eiubNm6mtroClSo/x509TTItcXPYwsbiKfTqwirwLWQOQ4pgTKwfFqs9YCQyo+JQ9URBFnNYdGnqiqLcGLIWVMe5XKt2xDjfZ6fRPY16gfPk19VXU1leyrGT57h25xh/0nuPl9/4DHte/vCq6cDi9XppbW0lnU7nXWfRXFKpVNjtdtFOXRDmsDo+/YRlIeaLP53f78fr9YrNiqfo7e3F4/Es62wXSZJwu93s37+fPXv2EA6HOXbsGHfu3CEejy/bdZ9lIjBOIhrE513470zbuAmFJFPnEu2kVpIkgV3/YM64sDDZLFwZtOIyJql2FnbbwQ2eaaJJFb2TDz6zJEmitrqcz3/2o/z8x45QbJ7hyolv8kf/5hf54Xe+RngymOOIc89ms2GxWBgYGMh1KHlJqVTidrsZGRnJdSh5Z/bEeDYrNqAFQRDmEggExBp8Dn6/H6fTiUajyXUoeamvrw+Px7OsJ8I0Gg2NjY2895VdmFQzuOpewb3501i8jUt2Sn0l3fGbsenSlFlnch3KmuIwpJiIaZAXltsTeNDhoCNgYFd5GI2qcN/AOlcUhSTTNm7KdSgFw6ZPY9JkGArrFvV8nU7DB954hc994nXMikne/Ns/5L/9x9/EP9S7tIHmiMlkQq/XMz4+nutQ8o7T6SQQCOQ6DEHIOyIxLjyVmC8+N1mWHybGhSdls1n6+/tXtH2N0+lk7969vPTSS8TjcY4fP87NmzeJRlc2yTzc1wKZBMXehZ1imIyr6A4a2FYSEe28c2C2lZuwMHdHzWSyEpt9kYKsVH/UbEv1e6Mmosl3bo1EgvzZKisr6e3tRRa7WnPyeDz4/f5ch5F3Hp0zLgiCILxbJpNhYmJCJMbnINbgT5fNZunr61uxNfieQx+gsrSIzOBP8RinuDNi5lSXk4GQjmyB3BaORLSMTmlXxVqm0Fh1KdJZiWiy8Iopcmk6oeTaoJUtvimsBd5lcLalenfQwGRMnO6dD0mCSnuc3kn9CxWVVFaU8Ku/9An2b6vC33mB//r7v8aJH/wl6XRh/0xJkvSwnbrwbi6XSyTGBWEOIjEuPJWYLz63cDhMOp0WmxVPMTIyglqtpqioaMWvbbPZ2LVrF4cOHSKTyXDy5EmuXbvG1NT8Z/C8iJGBdsim8BX75v0c0UI992Yr1oX565vUMRjWsasshGqV3Em4TUnKrDPcHLY+sdAUCfK5+Xw+ZmZmmJiYyHUoecnr9RIOh5mZEaeQHjU7Z1wszgVBEJ4UCoVQq9WYTOIU3aNSqRTBYFAkxp/C7/ejUChWrM28SqXi4Hs+QTwlEey5yKt1AaodMVrHjJzsdNI7oSeTx41hkmmJWyNm0UI9R5QKsOlE17aFSGUkmgdsVNjjlK6SDgezLdWvD1vz+vMin5RYZ4gmlYRmXqyYQK1WcvSV/fyjz3wQt3GGsz/8r3z93/8afZ33lyjS3PB6vYyOjorC/cc4HA5mZmZW/PCYIOS7VbKdLSyHiYkJHA5HrsPIO36/H7fbvWrmsCy13t5eKioqctpm3mKxsH37dl555RWUSiWnT5/mypUrhEKhZb3u8EA3GrUCp2P+s+dFC/Xcs+tTxFMK4inxOz0fk3EVd0Ys7CgNY9CsrhXses800aTyYUv1x4kE+bupVCrKysro7e3NdSh5SavVYrfbGR0dzXUoecfhcDA5OZnrMARBEPLO7BpcjOx6t/HxcQwGA0ajMdeh5KXe3l4qKytX9Odm697XsHrqOH/5LulUkkpHnCN1QRqKonRNGDje4aIrqCedh8sF0UI990TXtvmTZbgxbEGryrDeM53rcJZUnSuKUpJpFS3V50WtlCm1ztA7sTQjM4q9Rfyjz32MV/dvIDR4k//+h/+UH37nayQKtLDb4XCQzWbFOvMxKpUKq9Uq3hdBeIzIAghzymazRCIRbDZbrkPJO6KF29PFYjGCwSDl5eW5DgUAo9HIli1bePXVV9HpdJw7d45Lly4ty+lGWZYZGeyhuMgy7w2JydhsC/WwaKGeQ2qljEWXFhXr85BISzT321jnnsZtSuY6nCWnVspsnaOl+uOenyBfOyeoKyoqGBkZIZVK5TqUvCTaqc/NarWKVuqCIAhzCIVCYg0+B7EGf7p4PE4gEFjxNbhKpeLQez5BPK3mUvNN4EF75DLbDK/UBGkqnmIgpOd4u4uOcQOpTH4seEUL9fwgurbNX0fAQCiuZkfp6ts3etBSPUxP0MCEaKk+LxX2OEMR7ZIVHSmVCl7au51f/cWPUOGSuHLyr/jq7/4K7XevLs0FVpBCoRDr76ew2WzLflhMEAqNSIwLc5qamkKSJNHC7THJZJJwOLxiLcoKzeDgIG63O+/m0uv1epqamjh69CgWi4WLFy9y/vx5xsfHl6zFzkRgnEQ0QLFnfi32M1m4Pmylvmgaiy6zJDEIi+fQi1Zuz5OV4cqADachRY0zlutwlk3RbEv1oSdbqj/u6Qnyz62ZBLnFYsFoNIrF51N4PB4CgQDZbB4el8ohm81GLBYjmVx9BTaCIAgvIhwOi8T4Y2RZZmxsDI/Hk+tQ8tLg4CBFRUXodLoVv/bm3UewF9dz8dp94vHEw/8uSeCzJDhUPcHWkgj+KS3H2l20jhlJpnOX2Zttod4kWqjnnMOQZCqhJJknBRP5anRKQ3vAyK6yEFrV6mwPbdFlqC+a5saQaKk+H1ZdGoM6i39qaT/znU4bn/v0h3n/ke0kJtr46z/5v/i7b/x/RKdXZjTlUnG73YyPj+c6jLwjEuOC8CSRGBfmNFupLlq4vVsgEMBsNudd4jcfyLLMwMAApaWluQ7lqbRaLevXr+fo0aO4XC6uXLnC2bNn8fv9L5wgH+5rgUwCX/H8iiZax02oJJla1+pNMBaSB63cRMX6s9zzm0hlJLaUhFf96YoNnmliKSU9E3O3VH/cWk+Ql5aWMjAwkOsw8pLF8qCLiDgd/W4ajQaDwSAW54IgCI9IpVJEo1GsVmuuQ8kr09PTpFIp7HZ7rkPJS4ODgzlbgyuVSg6/91PMZNRcbL7xxJ9LEnjMSV6qmmRXeYiJmJo3O1zc85uYycEYqzt+M3Z9etXMaC5kWpWMUZNhUhSnP1U0qeTakJXNxVPY9Olch7Osal0xVAqZ1jFxOOt5JAlKrXEGQ0tfDCVJEju2beTLv/yzNJQauXvhf/PV3/kCt5pPFczcbpfLRSgUEh3tHmOz2QiHwwXz7ygIK0EkxoU5hcNhsSCfQzAYxOWa34ngtSYcDhOPxwuixZ1Go6GhoYHXXnsNn8/HzZs3OX36NENDQ4u+SRgZaIdsCl9x8XMfG5lR0h00sFW0UM8bTkOScFyVlzPw8sFASMdAWM+u8jCqNXDnoFLKbCkJc39sYZt2azVBXlpaSiAQYKZAZ5EtJ0mScDqdBAKBXIeSd0TVuiAIwruFQiH0er0own5MMBjE4XCgVCpzHUreCYfDRKNRiuexBl0uTTsO4SpZz6XrLcRic98LShK4jCn2VYbYVzHJdFLF8Q4Xt0fMxJ4xvmgpjU5pGJ3WsrlYtFDPFw/aqYvE+FzSWWjut1JmjVNmW/1rLIUEW0vC9EwYCMVFS/XnKbXOMDatIbFMHTgsZhM/97E3+Nn3H0CK9/O///u/5a++/m8ITeT/mlav12M0GgkGg7kOJa+YzWay2SzRaDTXoQhC3lgD29vCYojZZnMLBAIiMf4Ug4ODFBcXo1IVzk2sSqWitraWo0ePUlFRwb179zh58iT9/f0Lbns7PNCNRi3hdFie+9iWMTMV9rhooZ5H9OosGlWWUHz+C/OsDMmMRCItEU8piKcUzKQUJNISqYz03DbchSIUV3FrxMyO0jBGzdr5mS0ypnAbk7SNGxf83LWWINfr9TidToaGhnIdSl5yuVxiYT4HMWdcEATh3cQafG5iDf50+bAGVygUHH7j0ySzWs5fuvbcxzsMaXaXhzhQPUEyreBEp4sbQxamE8tX+CDLcH/UREPRNDrRQj1vPBhnJrq2PU6W4caQFY1SZoN3OtfhrBiLLkOlI0aLODX+XAZNFochxVB4+UZoSJLEhvW1fPnzn2BzvZPOGz/ma7/7RS6f+UHejwkT6+8nKRQKLBaLKEwXhEcUTgZLWDHZbJZIJCIW5Y9JJBJEIhGcTmeuQ8k7siwzODjItm3bch3KoiiVSqqrq6msrGRgYID29nba2tqora2lvLz8uacTZFlmZLCH4iLrc8cPBKNqxqNqjtaJZEA+kaR3KtZdxgctlxFZvhUAAQAASURBVNJZCM+oicyomEkpmEkrSaQVzLz9f4m0Anj6v7eEjFaVRavKolNl0akz6FRZ9OosFl0KizaNMs/L0xJpieYBGw2uKG7T2psF3OiZ5nSXkxpnDJN24UUBswnymqoyunoGOH22mSsnvsn1iz9h297Xeem1n8NqdyxD5CuvtLSUnp4eampqch1K3nG5XLS2tpLNZlEo8vyXfgXZbDb6+vpyHYYgCELeEF3bniTLMoFAgKqqqlyHkndm1+BbtmzJdShs2Lqft8o20nzjGnt3bcVkMjz3OVZdmh1lYaYSSjoCRk51OSm2zFDvii55AflgWEc6q6DSHl/S1xVejMOQ5K7fTFbmYSc9WYaphJJYSslMSvlw3T2TVj4oQs8oyGYhyzuF6JIECmQUCtCpMu+svx9Zgxs1GYyaTEF0C+gMGpiMqzlUHVxzHQbrXVGOdbgYj6opMopW2M9Sap2hP6Sj2rm8n2sGg46f+cBRmtb38w8/fYsff/sPuHPtLT70qd+gyJufozRdLhednZ25DiPvzLZTz+cRqIKwkkRiXHjC9PSDikSTSVTpPSoYDIr54k8x2yK20Cv5FQoFFRUVlJeXMzQ0REdHx8MEeWVl5VMr8ScC4ySiAYqrnt1GXpbh/piJWmcMrWqVHCdeJdJZ0CmzDIb0TCVUhGfUTCWUaJVZLLo0enUWnSqDTZ9Cp8qiVT1YYKuVMgpJRpIepMhlHvw7Z+UHp8Zn0g8W8w8S6wpiKSXBmJrwqIl0RsKiS2PVpbHpU9h0KSy6/EmWZ2W4OmjDrk9R64rlOpycMGszlFpnaB0zsaNs8cUsayFB7vP5uH37NlNTU5jN5lyHk1cenTMu5qO+w2azEYvFSCaTaDTitJAgCEIoFKKsrCzXYeSV2fniomj/ScFgkGw2S1FRUa5DQZIkXn7fz/Odr9/j3MWrvH704Lyfa9Zm2FYSYV3RNB0BI2e6nbhNCeqLotiXYK5yJgstYyYa3dN5s84SHjBpMoBM+7iBVEZJaEZFeEYFsoRRk0anfqfI3KxNPPjfyixKxez6+8Geivx2kjydlR4pZFcynXyw9p5JK4kmlSgkGZsujVWfwqZPY9Ol8i5ZPjatoW3MxP6qiTW5Z6RRydS5otwfNXOwaiKv/m3yjc8ywx2/memEclFF/AtVW1POlz7/CU6+dYnLN9/i6/++jQPv+TkOvPaJvBt14nQ6uXbtGqlUCrVajGuYZbVaRZc/QXiESIwLTwiFQlitzz/5utaIFm5PNzAwQElJyao5CSdJEqWlpZSUlOD3+2lvb6ejo4Pq6mqqq6ufuLEa6W+FTBJfsfuZrzs6rWE6oWJPeWgZoxfmK55SMDqlxT+lZTyqQamQSWckii0z+CyJh0nwhXwUSm//PyUyaqWMQTN3iylZhlhKQTiuJjSjZiSipWXMRFYGtymJ15zAY0rkdDF8f9REIq1gd1loTS9I17mnOdHhIhRXYXvBzbnVnCBXq9V4PB4GBwdpbGzMdTh55dE54yIx/g6NRoPBYCAcDufFpr4gCEIupVIpotGoSAA/JhAIiPniT5Fva/B1m3ZTXLWFq7cusm/PdizmhY0jMmiybPZN0VAUpTNo4HyvHYc+RX1R9GFHr8XondSjVmQpta7+Oc2FYCatYHRK83ANnpElBkJ6POYkFfY4Nl0Kkzaz5Cels1mIvF0AH4qr6AoaiMyoUEryw/W325xAo8zd+juaVHB10Mqm4siSFIUUqmpnjO4JAyNTWnyWRK7DyVsalYzblGAwrGOde2XmRmu0al4/eoCN6+v5+x+f4vT3/4T7Ny7wwU/9BqWVdSsSw3w8Omfc6332Aaa1xGazce/ePWRZFjkfQUAkxoU5iNlmcwsGgzQ0NOQ6jLyTyWQYGRlh3759uQ5lyUmSRHFxMV6vl/Hxcdrb2+ns7KSqqoqampqH3QOG+9shm6S4+Ok3XLNzzeqLplHncLG1lsnyg8WwP6JlZEpLZEaF3ZDCa06wwTuFQZXhR21uSm0zmJe54laSwKjJYtQk8FkT78Q3o8I/paU7aODmkOVhfF5zYtljetRgSEf/pJ6D1ROo1vjPq16dpcoR4/6oiX2VoSV5zdWaIC8rK+Pu3busW7dOLLQe43K5GBsbo64ufzYM8oHVaiUUConEuCAIa14oFEKv14vuZI8JBoOiOH0OmUyG4eFh9u7dm+tQHpIkiZff+DR//bVbnD3fzPtef3lRr6NTZ9nonabeFaVrwsDlfhsWXZr6t0c7LeQWM5WRaB83sbUkvKYLfXNptjW6/+2C9FBcjU3/YI27zh1lJKJlOqFiU/HUssahUPDglLg+TcXbdapZGcJxFf5pLR1BA9eHLDhn19+WBEbNyq2/01loHrBRap2h3L62izhUCmgoitIyasJrTqy5dvILUWad4f6YiYai6Ip+xpWWePjiL36ccxeu8tblq/z5f/zH7D78EV75wC/kTScwl8tFIBAQifFHWCwWstks0WhUdAkWBERiXJhDKBQSM7weI+aLP93o6CharXZVF1NIkoTb7cbtdhMMBmlvb+fYsWNUVFRQW1vLyGA3GrUCp93y1NcYCOvIiLlmOZHKSAyEdPSF9ESTStymJNXO2Jwnsu36B3PGVzIJPUuSwKpPY9WnaXBH33WivXXMhE2XosIex2edQbWMB0PCcRU3R8zsLA2vSEuuQlA3O+tsWk2Raelmnb0rQd49wOlzhZ0gd7vdpFIpJicncTgKJ+6V4HK5aGlpEXPGH2Oz2QiFQrkOQxAEIefEfPEnifniTze7Bs+3TjR1G7ZTWrON63fPsX/vDmzWxY/X0ahkGt1Rap0xeib0XB+yoldnqC+KUmxOzCsJ1BU0YNam8ZiSi45DWJxEWmIwpKcvpCeWVFJkSlBhj7OrPIxO9U5XtWRaom9Sn5MYFRLYDWnshjSN7iixpOJhAv/emAmrNk2FPU6JdWZZDzfIMtwctqBWyGz0Lm+BQKGosMfpChoYCOmpEHtoT+UxJ7gxbCE0o1rxLgNKpYJDB3bRuK6Wv//RSS69+Q1ab1/iA5/8dWrWbVnRWOYi5ow/SaFQYDabCYfDIjEuCIjEuPAYWZaJRCJiUf4YMV/86fx+P8XFxWvmdKDT6WTv3r2EQiHa29v56U9/yvV7faxzOZ6a7MhkoVXMNVtxkRkl3UEDg2E9Fl2KakeMEkvimSegHYYUEzENFXlQpa1XZ6l0xKl0xEmmJQbCOjqDBu74zZTb4lQ740texZ5IS1wesFHviuIxiw2kWQ9nnY2ZOWhc+llnkiRRW1NOTXVhJ8iVSiUej4fR0VGRGH+MxWJBoVCIOeOPsdls9Pf35zoMQRCEnBNd254k5os/Xb6uwWdnjX/zj27w1vlmPvjGkRd+TbVSpr4oRrUzRt+kgTsjZlrHTNS7ovisM089TTqTVtAZNLCvYm2PhVppEzEVPRMGhiM67PoUda4oxZanF3bb9WkSaQXxlAK9eu4xZCvFoMlS7Xywzk5lJAbDOnon9dwdNVFqnaHaEcOiW/rC8a6ggWBUw6GaCXE6+m0KCRrd09z1mym1xsU+2lMoFeAxJfFHtDlrv+8ucvBLn/kIV67f4cRb1/nmH/8ztux9L+/5yBfQGxY2UmMpiTnjc5stTC8pKcl1KIKQc+KrRXiXqakH1Ylm8+Ire1cjMV98brIsMzo6uiZb09hsNnbu3MnMZA/x2BQh4x6uDVqYSjw5/6530iDmmq2gQFTN+V4bZ7qdyEgcqJ7gYPUkFfaZ57YFdxiSTMTy76ZZo5KpccZ5uWaCvRUhZtJKTnY6udxvJRRfmhq3rAxXB63YdCnqXLElec3VpNoZI55SMBJZvgKp2QT55z/7UX7+o0coNs9w5cQ3+aN/8zl++J2vEZ6cWLZrLxWv14vf7891GHnn0TnjwjtsNhvRaJRUauk6MQiCIBQikRh/kpgvPrd8X4NXN2ymomEnN+/1MjERWbLXVSmgxhnj1boA1Y4YLWNGTnY66ZvUk50jn9o+bqTImMRhEPcYy02WYTis5a1uOxf67KiVModrgrxUNUmZ7dndzlRKGYsuTTDP1uBqpUyVI87hmgleqpxEliXOdDu50GtjbFqDvEQHyMen1bSOmdhVFnrXSXoBfJYEWlWW7glDrkPJa15LAv9Ubg9xKRQKdu/YzJc+/zFqfVpunv1b/svvfJF7N84jL9UvywI9OmdceIfo2CYI7xCJceFdQqEQVqs17yqPc03MNpvbxMSDJM1aPRl46dT3aW3+AQfqsvzaBzwoFTKnu5xcGbASfjtZ+WCumZFGz7SoVF9m4biKi302LvfbcBpSvFY/ztaSCFbd/Ctn7foU00kliXR+/mNJ0oNT7TvLwrxaF8CoyXCux8HVASvTcxRlLETLqImZtJKtJRHxszoHlQLWFUW5P2Yiu8xru0JOkLvdbqampojFRHHF42bnnAnv0Gg06PV6sTgXBGFNS6VSRKNR0bXtMWINPrd8X4M/mDX+GbJKM2fOX17y11cqoNIR50hdkIaiKJ1BA8c6XHQH9WTezitGk0r6JvU0uqeX/PrCu41NazjT7eCO30yJJcF76gNsKp5a0Giy2a5t+cqmT7O1JMJr9eM4DSmuDlq50Gdj8gUL1GNJBVcHbTQVR7AbcnPaN59JEqz3TNMxbiSZERsUT+M2JZhKqIglc5/isVnNfPrj7+dnXt9Ddqqbv/2zf8W3/+x3iIQmcxKPWH8/yWazEQ6Hc1awIAj5RLRSF94lHA6LSvXHiPniT+f3+/F4PGuykKLtTjNv/u8/pcgCP/szr6PTyWzxTT1YnAeMnO1x4DIm0aqyYq7ZMosmlbSOGRmO6KhyxNhWEn5idvh8aVUyJk2Gybgab563Eters2z0TlPjjNE6ZuJUl5NyW5yGoii6BbahGwpr6Z3Uc6h6YlnnpxW6cnuczqCB/kk9lY7ln3VWiC3W1Wo1TqcTv99PdXV1rsPJK2LO+Nxmq9aLiopyHYogCEJOhMNhdDodOp0u16HkDTFf/OkKYQ1eWbeB6vV7uH3nGAf2hnC5bEt+DYUEZbYZSq0zjExpaR830j5upMYZIzSjpsQ6syxtr4UHQnEV90dNhOJq6lxRqpyxZ54MfxaHIUlnIHctl+dLq5JpcEepdsboCBg53+PAY06wzj29oEIAeDBur3nAhs8ykxdj3PKV25TEqk/RETCywSMKXeaiUco4jSn8U1qqnbmfxy5JEpub1lFbXcGPj73F3as/pLfjNkc/9Hm273/Pin53iTnjTzKbzaTTaWKxGEZj/n/uCsJyErtywrvMnhgX3hEKhTAajWK++Bz8fn/etnBbTv6hXr77jd9HT4RPfex96HTvVDfr1Vmaiqd4tT6AXpOmP6QjnZUIRNVL1m5LeCCZkbg9YuZkpxNJgiO1ATZ6pxedFJ+V7xXrj9Ors2wtiXC4JkgireB4p5OWUSPpeebGwzMqbgxb2F4axrTABf1aMzvrrG18/u/vUii0E+SinfrcLBYL8GBmqvAOq9VKOBzOdRiCIAg5I9qoPykWi5FMJsX7ModCWYO//L7PIqssnD53aVmvI0kPWi4fqp5ga0mEwbCO4YgWtSJLMk+7gBWyaFLJlQEr53ocWHVpXq0PUFe0+KQ4gEOfIjKjIl0gp4LVSpn1nmmO1AXQKLOc7nJyc9jMTGp+b4Isw81hC0pJpsk7tczRFr71nml6ggbi83x/1yKvOfft1B9nNOr52Iffw6d+5hW0aT//8Ff/nm/80T8nODayYjE4HA4ikQiZjNjnmqVUKrFYLKJjmyAgEuPCI2RZJhKJiMT4Y8RGxdymp6eJxWK43e5ch7KipiNh/uef/msy0SF+7iNHsdvNcz5Op8qiVkCRMUmxOcGVQRtne+z4p5ZuHtVa5p/ScKrTSTSp5FB1kG0lEQyapclU5uuc8ecxazPsKg+zryLEeFTD6S7nc/8eybREc7+VOmcs70/I54vZWWf9k/oVv3ahJMi9Xi+BQEDMjX6MJElYrVaxCH3MbDs3QRCEtSocDos1+GPC4TAWi0XMF3/M7Bq8ELqslFXVU7dxP/c6hhgbX/57VEkCjzmJUZOh2JIgklDxZoeLe37TvBOWwtPJMnQF9ZzqcqBSyBypC7DBO41mCbqNGTRZtKoskzOF1dRUr86y2TfFyzVBkhkFJ7ucDIR0z93v6Z7QE4hq2FkWRjSRej67Po3HnCiIrgK54jUnCMQ0pPKwuKS+rpIv//In2LnBR9+9k/zJ7/0q54793Yokq/V6PWq1Wqw1HyMK0wXhAfEVLDyUSCRIp9OYTKZch5JXRGJ8bn6/H5fLhUpVWIuXF5FKpfif//X/Jexv5YPv2Ud5me+pj01noXdST11RlAZ3lKN1AYotCW4OWzjd7WAorBUJ8kVIZSSuD1m4NmhlnXuaPeWhJW+R5zCkmIyrya7gieCl5DCkOFA1SaU9zoVeO3f9pofz9h4ly3B10IpFl6a+KLrygRYoSYIaZ4zuCUPOfofzPUFuNBoxmUyMjY3lNI58NNs2XHiHyWQiGo2SLdQPXUEQhBc0PT2N2Tx3se1aJTrZzW12Da5WF0YR78vv+wyyysqpt5b31PisWFLB6LSWjZ4p9leG2FcRYjqp4niHi9sj5ryYwVuIokkl53vtdAcN7CkPsbUkgn6Bo7uep9C6tj3KpM2wqyzMVl+Ee34TzQPWpxZjBKJqWkbN7CwLL3j82VpW44zSH9LlZeI3Hxg1GUyaDGPT+fk7pNVqeN/rh/nFn3svVlWI49/9I/7sD/4pIwPdy3pdUZg+N7PZLLrYCQIiMS48Ynp6Gr1eL6qyHyPmrs+tUFq4LRVZlvnet77CUMclDuxaz+amdc98/GBIj16VwWV4cGJSrZSpc8U4Whegwhbn3uiDFuD9IR1ZkSCfl9EpDSc7nSTSCl6pDVJhn2E5xhOZNBmUCplwgVWsP0qSoNYV41BNkImYmlNznB5vGTMRTynZVhJZlvdxNfNZZkhnpZwvPPM5QS7aqc9NJMafZDAYAIjHcz8TTxAEYaXJskw0GhVzHh8jitPnNjo6isfjyXUY8+Yrr2HdloO0dI0w4g8s+/W6Jwx4zYmHncQchhS7y0McqJ4gkVZwotPFjSEL0wmx5zUfsgzdb58St+jSvFwzgcu4PB2hCrVr26OKLQleqQ2iVMhznh6PJRVcGbCx0TuFwyA6ay2Ew5DGrH0wqlCYWz62U39cRbmPX/38Jziwo4ax7kv82X/4dY59778va6c50Z3sSUajUSTGBQGRGBceMT09LU6LPyaRSBCPx0W1+mOSySQTExNrKjF++sd/zb3mH7G+xsMrh3Y/87Gy/GBRXu2MPZFwVCqg2hnn1doAta4o7eNGTnS46JnQz3mqV4BMFm4Om7n6yCnxpa5Qf5QkPZhzVqgV648yazMcqJqk4u3T4y2jRmQZhsJaeib07CoPoV6C9ndrjVIBlfY43ROGXIcC5GeC3Ov1Mjo6Kk4BP8ZqtRKJRMT78ghJksTiXBCENSuZTJJKpcQ6/BGyLIvE+BySySTBYLDg1uAvv+8zoLFz6uzynhpPZyT6JvVUO2JP/JlVl2ZnWZjDNUFk4FSXk6uDFiIzIkH+NPGUgvO9drrePiW+qXgK1TKuGx2GFJMxdcF31dOoZHaURtjy9unxKwNWUhmJTBaaB2wUW2aodIhi0MWodsbpyWHXtnznNScYndbm/cEblUrJkcN7+cJnP4zXkuT8T/6cP/m9L9PbcXdZricK058027FNFr9MwhonEuPCQ9FoVCzIHxMKhTAajQXTqmylBAIBzGYzev3Kz9jNhdtXTnPmh/8Dn1PNz3zgKNJzjteORzUk0gpKrTNPfYxCARX2GY7UBmn0TNEzoedYh4vOgIG0yJc8NPP2gjw8o+blmuU7Jf44hyHJRHx1/N5LEtS5YhysDjIU0XG+1871IQvbSiKYtcs/12m1qnTECUQ1TOXRiZN8SpDb7XYAsQh9zGyrXJEEfjeTySTeE0EQ1qTp6Wl0Ot2aGk/1PPF4nHQ6jcViyXUoeWV8fByTyfSw00qh8Pgq2LDtMO09YwwOjS7bdQbCOoyazDNP4pq1GbaVRDhSG0CtkDnT7eRyv5XJuPj9e9RkTMWZbgcGTWZZT4k/yqpLk5WlvFpbvQifJcHLtUGyssSZbgdXB60oJJkm71SuQytYPssMmazEaJ62C881uz6FBIQKZB/L63Hyy5/9KK+91MTUyB2+8Ye/yQ/+539hZom7iNlsNqamplZkpnmhMBqNyLIsOrYJa55IjAsPTU9PixZujxGV6nMLBAK4XK5ch7EiBrpb+f5f/Scsmjif/Oj7UKufv1DrDhqotMdQzuMTVpKg1Jrg5ZoJNhdPMRTRcay9iLZx45qfnxSKP1iQGzUZXqqceNgSbyU4DCmCq6Bi/VEWXYa9FZOE4ipUCjBr07kOqaDpVFlKrDN0B/NvczIfEuSSJOFyuQgGg8t+rUIi5pzNTSTGBUFYq0TXtieFQiHMZrMY8faYQCBAUVFRrsNYlMNvfAZJa+fUW5eX5fUftPyeu2PbXAyaLJt9U7xaF8CoyXC+186FXhuBaGEklJbTQEjH+V4Hda4YW32RZT0l/iiF9CCxtxq6ts3SqmR2l4cwqDP4p7RUOea3RyTMTSE9KE7vysP1dz6QJHAakgX1OaZQKNi3Zyu/+osfpcqj5Nrpv+arv/tFWm8v3XeFXq9HpVIRiUSW7DULnUKhwGAwiPW3sOaJr2ThIbEof1I4HBZt1OcQCARwOp25DmPZhSbG+faf/b8oEmN88qOvYzY//wY8mlQwFtUsuD2WJD2YSXWwaoLtpWHGpzW82e7i/qiRRHrtJciHwlrO9dqpdsbYVhJZ8QWkTZ8imVYQT62er0lZhtsjFpyGFKXWOG/1OBgX1dYvpNoRYyCkz9sillwnyJ1OJ4HA8s+TLDQiMf4ko9FINBrNdRiCIAgrTswXf5IoTp9bMBgs2DV4kbeEph1H6BoI0D8wsuSvPx7VkMpIlFie3rFtLnp1lo3eaY7WBbDrU1zut3Gux87YtGZVFUjPhyzDPb+JOyNmdpWHqJlnkcFSsq+irm2zJmJqJmIa6oui3Bqx0BkQrcBfRKU9xkRMI8YgPIXLmCRYgMUlDoeFz37yQ3zw6E5SoU6+/fV/wd/8xb9nOvLis8ElSRLt1Ocw205dENay1bPjL7yQbDYrWqnPQSzKn5RIJJiamlr1J8YTMzP89df/H2ITXXz0A4cp9s6vOr9/Uo/HlFj0DGxJArcpyUtVk+wpDxGeUXOsvYi7ftOqStI+jSxDy5iRm8MWdpSGqXOt/IIcQKUAqz69qirWW8eMRJNKdpSFaSqeZqNnisv9Nnom1sZIhOVg06cxa9MMhXW5DuWZcpUgnz0xLuZpv5vNZiMcfvFF/moiTowLgrBWieL0J4XDYbEGf8xqWIMfeuPnUehcnFyGU+N9k3rK7TOLLqbWqmQaPVFeqw/gNiW4NmjlTLeDkYh2TSQxUxmJS/02/FNaDlZP4DYlcxKH05BiIrZ6EuPxlIIrA1Y2eKdodEfZXzlJV9DAjWELGbE8WhStSsZnmaFvUuxhzMVlfND5MN/njM9FkiS2bdnAlz//cRorTNy/9H2++rtf5Oblky88C1skxp9kNBrF+ltY81Z/lkWYl9m5EoU2r2o5JRIJ4vG4WJQ/JhgMYrFY0GhWT8Lwcdlslr/7xu8z1neDV1/ayrr66vk9T4b+kJ5K+9LMaXEaU+ytCPFS1QSxpJLjHS5uDZuJJlfnR7cswx2/mYGQngNVE3jNuVmQz3LokwRXycJ8OKKle8LArrIQ6rfb4ZXbZ9hXOUnLmIn2cfHZv1gV9ji9BbIwX+kEucViQaFQiEXoY2YT4y+6wF9NTCYT8XhczH4TBGHNEYnxd5NlmVAoJLq2PSYQCBT8GtxZ5GXz7lfpHZqgp29oyV53Jq3AP6WlYgnW4GqlTH1RjKP145TZZrg9YuZUl5PBkK4gE03zkcxIXOizI8twsHoCkzZ392J2fYpoUrkqOuZlstA8YMNjTj7cH7Lr0xysniAyo+LKgE0kxxepwh5nIKwX798czNo0Sqlw5ozPxWw28ImPvsHHP3gQ5cwg3/vGv+VbX/t/mAyOLfo1RWH6k0RhuiCIxLjwttn54lIujmbmqXA4jNFoRK0u3BuK5bAW5ov/9H/9NzpunmDr+gr27dk67+eNTmkfnvheSjZ9ml3lYQ5VB0lnJU52urg+aGEqsXraR8ky3Bo2Mzql4aXKCSy63CdHHIYUkwW8oJgVmVFyY8jC1pLIE++rw5B6u3LdSOuYcU2ciFhqJdYZppNKQnFVrkOZt5VKkIs543ObTYBMTU3lOJL8odVqUSqVop2bIAhriizLopX6Y+LxOKlUSiTGH7Na1uAHX/80Cl0RJ89cWrICwYGQDochiVGzdOtHlQJqnDFerQtQ7YjRMmbkZKeTvkkdq6kRUiItcaHXjk6VYXf5OwXUuaJRyZi1mYLv2jY7wgxgU3HkXR3w9Oos+ysnSWUkLvfbSK+in6eV4jSk0CizjEzld9e2XCjEOeNPs35dDV/+5U+wdZ2brls/5Wv/7otcPPX9RXWjs1qtRCIRUYT9CNFKXRBEYlx4m6hUf5KoVJ/bap8vfuXsj7h88jtUeI28//XDCyoW6ZvUU26LL1vrb4suw/bSCC/XBFFIMqe7nFwZsBIuoITcXGaT4oGYhpeqJjFo8mN16DCkCM+o8nZ+9Hz8/+ydd3hUZfq/7zO9pEw6kISEQECQXqUpUkTBBlbsvZct7n5Xt+lvZXWLu7prb7h2LFhREZCqaOhFkAQIJCEkpE0mmUyf8/sjzpBJIwmTzEzmva/Ly2HmlHfenJk5n/d5ns/j8kjkFZvISWygX5yj1W3idW6mZldzuEbP/gqxMNtZ1EqZ9DhHRNq59USAPDk5WfQZb4ZCoSAuLk5U0jdBkiSRtS4QCKIOm82GLMsiMN4Es9lMbGwsSmXvSQAOBlVVVb0iMJ6QlMLYKXMpLrNwsLD4lI8ny40aPBjV4q2hVEB2oo1ZuVUMSbFyoNLIqgPJHKqK/GpV589BcaPGw4TM2i7b0AebRL0z4u3UD9foKa/TMDHT3Oq8qpUyk7PMyLLED0cSRHC8k0gSZCfYIlJ/9wTJRieV1shOLvGh12u5aP4srrv8HGKoZsXSf/HKv35DeemRTh3HYDCgUqmwWCzdNNLIwxcYF23vBNFMmNz6CEKNCIy3RPQXb0lv6G3WHgf37eDL958m0eDmioXnoeyEOrS5FBy3auhv6h5R3pQYrYfR6XXMzq1Eq/KyoTCR74+YIlJA+uzTK6wapmbXdLk3e3egV3vRq70RWzUuy7C1JB6jxsNpqe1ngsbpPEzJqqGw2iBs1btAdkIDJbW6iF3U6M4Auegz3jrCzq0lIjAuEAiijfr6egwGAwqFWJbxUVtbK5LTm+HT4L0lOX363KtQGlL4Zv0Pp1w1XtWgxuVR0De29QTgYKGQINNkZ+agKoan1VFk1rOyIJmCSkNEJlG7frZPN2o8jMuoRRFGbyHB4KI6QvU3NF6TP5bFMj6ztt21DZVSZlJWDTKQVyRs1TtLpslGdYOa+l7kohgsko0uqhs0var9Q052JnfdciVTxmRRWrCRFx6/m28+fxO3292h/SVJEn3Gm6HT6YRjmyDqEQpMAIDVahWB8WbU1dURFxcX6mGEFb2ht1lbVJSV8N6ri9F4zVx16XwMhs7ZMhWZ9aQYnT1a7axXexnZt47ZgyuJ1bn57oiJbw+bqKhXR4wl9r7jMZTVacMuKO4j0RC5Gev7K4zUO5WMy6jtkItBnM7DlOwaDlQZOVQlsq87g0nvxqD2UGqJbDu37giQ+6q+hAgNJC4uTlipN0MExgUCQbQhktNbYrFYRGC8Gb1Ng8cnJDJ+2nxKK+rJP9C5qr/mHKnRk2my9Vi1syRBv3gHZ+VUM7qfhWMWLSsLkvnpuBFnhPTFdnth0xETOpWX8WEWFIdGm2yzTR2RgWKbS8Hm4niGpdWRbHSddHuVAib1N+P2SmwpiY+YNZxwQKuS6RProMgs1i2aE6t1o1TIEd1nvDXUaiXnzJrGLVdfQIrRxvrPX+CFv91HceH+Du0v9HcgkiRhNBqF/hZENSIwLgBO9BgXNOL1ekWyQCtUVVX1mkz1pjRY63n7+YdxWYq5/OJZJCebOn2MMouW9Hh78AfXAXQqL6en1XNObiVJBhebS0xsKEygrE4T1uKq2KzjcI2eKVnhY5/enES9KyID48csWg5UGZiYaUbTiV5x8To3Z/Q3s7c8luP1vWPxrSfwLZIds2hDPZSgEMwAuSRJJCUlCTv1ZoggcEuMRqPIWBcIBFGF6C/eEpEs0JLe0l+8KdPmXIHK2Ic1p1A17pWhrC40GlySoE+sk+kDapiQaaaqQc3XBcn8WBaD3R2+y6yyDDuOxiNJMCHTTDiaVRg1HlQKmVp7ZGlwjxc2F8eTGuNkQGLHXQR9tur1DhV7y8V3X2dIj7f3Gv0dTHpTn/HWSO+Xym03XMbMyadRXbyNV/91P1+8/zwOe/u/BUJ/t0T0GRdEO2F4GyToaTweDzabTQjQJthsjTeyBoOwFG5KTU0NiYmJoR5GUHG73Sx96VFqSvcwf/YkcrIzO30Mm0tBrV1FWkz3WridDI1K5rRUK3NyK+kb52BHaRzrDiVytFYbdgHy6gYVO4/FMj6jlhitJ9TDaZNEg4saW+RU4APUOZRsOxrH2H4W4nSdn9tEg4uR/SxsKYkX1mSdoG+sg4p6bURWN7RFsALkCQkJomK8GTExMdhsNjye8P3+62nEYoVAIIg2RBA4EFmWRXJ6K/RGDR4bb2Li9PMpq7axb/+hLh2jyqpGqZAx6TpmpdsdSBKkGF1MzTYzJctMnUPFqvxkdh2LxeYKv+XWgkoD1TZ1m72vwwFJikzXtt1lsciyxKi+lg65tTVFrZSZ1N/MkRo9RebIdiDrSVKNThpcSurEmkULfOtYvRWlUsGZUydw5w0LyUyUyVv1Bs8+dicFP25tcx+hNVsiKsYF0U6Y3goJehKr1YpKpUKrFZl2PnwV9FJn72h7MV6vF4vF0qv6rsuyzOfvPs2RnzYyeexgxo05vUvHKa/TkmBwoVWFR/RUrZTJTW5gTm4l/U02fiyP5ZsDSRSZdWHRZ8jmUpBXbGJoaj2pMc5QD6dd4nRuZMDiUIV6KB3C5ZHIKzIxINFGv/iuJ2r0N9npb7LxQ7EpIvvmhYJYrRuNykultfdV2p9qgFz082qJVqsVPb2aERMTg9PpxOkM798FgUAgCBYiMB5IQ0MDAHq9sMb14fV6qaur61Ua3MfUOZejienHmg2b8Xo7n1laVqelT6yj00HI7iLR4OKMLDPTc6pxuBWsKkhm+9G4sEk0PmbRkl9pZFKmOWzWLdoi0lzbDlfrOWbRMbF/1xMOYrQexmfWsqs0LqLeeyhRKWWSjU7K68RadnNMelevs1JvjeRkEzdes5D5M8diq/yJt579Hcv+908arC2DvUajUSSmN0MkCwiiHREYF4ggcCuIRYqW1NXVoVAoepXd37erPmTHt58wOCuROTOndPk4PlEebigVkJNkY/agSgYlW8mvMLK6IJnD1fqQVbV6vJBXZCItxklOJyzGQoVCgoQIEeayDNuOxqFXexiaeuo3t6en1WNQe9gq+p11iEZLRQdlvViYdzVAbjKZsNlsIuDZBEmShBBthlqtRqvVijkRCARRgcfjoaGhQWjOJvjWJRTh6O8cIiwWCwqFolc62RljYpl01gVUmB38uO9gp/aV5fDV4PE6NxMya5kxsAoZWHMwia0lcVjsoQuQW+yNjmJj+lmI14euwr6jJBpcVEeIa1t1g5o9ZbFMyDSjV5/aIktqjJOhaXXkFceHpeNAONLb9XdXide5sbuVONy9f51fkiQmjBvB3TdfxuAMPbu+/ZCn/3Ibu7esD2jVodPpRGJ6M8R6hCDaEb+0Amw2W68UWqeCCIy3xGw2Ex8f32sSKPbt3MSqj18izSRxyYXndHkBxu2FCqsmLEW5D4UCshLszBxUxdC0eg5V61lVkMzBSgPuHg6Q7yiNQyHJjOyCxVioSDRERmA8v8KIxa5ifEZtUOZWkmB8Ri31TiX7jovvw47gE+aRsIhzKnQ2QK5WqzEajaJqvBlCiLZEr9djP0l/OIFAIOgN2O12JElCpxO2uT6EBm+J2WzGZDL1Gg3enCmzL0Mb14+1G7d0qmq8zqHE4VaSYgzfpMtYrYex6RZmDqpEpZBZdyiJH4riqbH1rBOZ0y3xQ5GJgUkNpJ+Co1hPYtK7cHoUNLjCo9q+LewuBXnF8QxNqyPZ6ArKMXMSbaTFOMkrMvWqFl3dRZ9YB9UNapxREADuDGqljFHjjoqqcR/xcTEsunQ+l8yfBtYjfPjqw7z9wv+jtqYKEInpraHX63E4HF1ybREIegMiMC7AbrcLG/VmiN5mLfGJ8t5AadFBlr3+d4yqehZdOh+ttuvWxxX1WvRqDzGa8LfjUUiQEW/n7IHVjOxbR0mtjpX5KeyvMPaIXfbRWi3H67VMyKwN255mrREJVm5ldRoKqgxM7F+LJojWeL5+Z4eqDFRZw3sOwoFkgxO3V6LWHhnW+6fKyQLkFnONf9v4+HgRGG+GEOYt0el0IjAuEAiiAp8G760Bz65gtVp7lTtZMKitre01Grw19AYDk8++mCqLk1179nd4v7I6LSkxjojQlEaNl1H96pidW4lR4+HbwkQ2HTH1mLbaXRZLrNbDkJTIqZJUKsCkC28N7vXC5pJ4UozBdcKTJBjZ1wLATyI5/aTo1V7idG7K68WadnNMOjdme/h+hroDSZIYcXou99x6BSMHJVGw7UueefR28tYvR5Zlob+b4YsFCf0tiFYi4DZS0N3Y7XaRqd4Mn42b4AS9JTBuMVfzzouPIFuPsWjhXEzxsad0vHDrbdYRJAn6xjk4M6eacRm1VNRr+Do/mX3lxm6zWnK4JXYdi2NkXwu6U7QY62kSDS4aXErsYWpnVu9QsrUkntH9LMTrgm+NF6v1cFpqPdtL43rcYSDSUCgaLfCizc6trQD5Uw9fzxfvNQbIRZ/xlhiNRmHl1gwRGBcIBNGCw+EQGrwZomK8JT7Xtt7MGWcvRG/qz7pvt+HpYIlsuNqot4de7WV4n3rmDK7ApHPxfZGJjYUJHK/XdJvb1DGLlvJ6LaP7RY5bm49wd23bXRaLxysxqhvmVqmAMem1FFYbwnoOwgVhp9468XoXtT3sUBEuGAw6Fl44h6sXzkIvl/PFO/9gyVO/w+mwCf3dBIVCgVarFfpbELWE5yq/oEcRgfFAPB4PNptNiPImeL1eLBZLxItyp8PBOy8+Qt3x/Vw8bzoZ6X1O6XiyDOV14W2j3h6S1BjEmzaghjP6mzHb1awsSGZPWUxQe1rJMuw8Fkey0Rkx9m1NUStlYrVuqsPQhsrlkcgrNpGdYCOjG+d2YFIDWpWXfeXie/FkRLMwby1AnreqMUC+ZcPnlB49GuohhhUiY70lQpgLBIJoQWjwlojAeCA+Dd4bktPbQ6fXM2XmxdRYPezYte+k2zvcEmabmrSY8LVRbw+tSmZompVzBleSGuNga0k86w8lcswS3HZMTrfEzmOxjOhTF3GJ6RDegfEjNTpKLTomZppRddOqepzOw+CUerYfjROW6iehT6yD4/UahBt0ICadK+oqxpuTOyiLu26+gkkj0inet5Zlb/ybjeu/weMJf8fPnkKn0+FwRN46rUAQDERgXCCy1ZthtVpRqVTCXr4JdXV1KBSKiF6okGWZZa8/wbGDm5kxeQTDh+We8jFrbGq8SCQagtNPKpQkGV1MzjIzNbsGq1PJqoJkdpbG0uA89Z+JUouWKqvGbwkWiSSFoTCXZdh+NA6dysPQtO4NrkkSjOln4YhZLyzVT0JajAOLXRXU5JJIo7UA+d5NH/De++/zyTtPB1isRzMxMTE4nU6czshc2O0ORMW4QCCIFkRgPBBfcrpwbTuBxWJBoVBExZxMOnsBhoT+rN+0Hbe7/YBFWZ0Wk94VkcHepqiVMoNTGpgzuIKMeDu7jsWy5mAiJbW6oATId5XFkqB3kREfmfdViXoXFoeqR1q+dYaaBhW7j8UxPsOMQdO91+Cg5AZUSllYqp+EeJ0blUKmsqHrLRJ7Iya9G5tL2W2ukJGCVqvhvHPO4qZF80mLsfH99z/w4t9/wdEjB0I9tLBA6G9BNBO9q7YCP0KUB+KzURf93k7gs3CL5DlZ/dnr/LRtBSMG9+OsaROCcsyyOg1pMQ4UkTstLUjQu5nUv5azcqpweyVWH0hm29E46hzKLh3P7law61gco/pa0Aax93VPkxCGgfGCSgO1djXjM2p75BqM0XoYmmoVluonQaOSSTS4orZqvClNA+TXX3o2fZJi2LjywwCL9WhGrVaj1WpF1XgTRMa6QCCIFnw9xgWNWK1WlEqlWJdoQm1tbcRr8I6i0WiYNvtSahtktu34sd1tI9FGvT1UChiY3MDs3EpyEm3sK49h9YEkjtToulwBW2rRcrxey6i+dRFnoe5Dp/ZiUHuoCSPXNrtbQV6xidNS60mJ6f7iCIUEY/oJS/WTIUnR7drWFmqljFHjpjbKq8Z9ZGb04e4bL2Lo6SMpK9zCy/+8lxXLXo76JHXh2CaIZkRgPMrxeDy4XC4hypsgLNxa4hPlkcqO71ezccUbZCRruWj+rKAtLvQ2Ud6UOJ2HcRkWzh5YhQSsPZjE5uL4Tvco+rEshmSjk34RaKHelCRDow1VuNiYlddpyK80MjHTjKYHEw5yEhst1fdXiO/I9hDCPBBfgPzKBTOZO3dugMV6tAfIRZ/xQETGukAgiBZEcnogPg0eDUHgjmI2m3u9jXpTJpx5ATFJ2Wz4fgcuV+tV4x4vVNRr6RPb+wIZSgVkJ9qYlVvJ4BQrByqNrDqQzKEqfac0qMsjsetYLCMj1EK9KeFkp+6VYUtxPElGJwOTGnrsvHE6D0NS6tleGoc3cusMuh2f/g5mO4LeQLzOjTlK+4y3hkGrYNzo07nqykvoF+9h04olPPfY3RzavzPUQwsZQn8LohkRGI9y7HY7kiSJwHgTRGC8JfX19cTGxoZ6GF3iyIEf+eydJ4nXOrjyknmoVF2rfG6O1amg3qkiNUJ7m3WUGK2HMekWZudWolV52VCYyPdHTB0SqGabimMWHcP71PXASLsXg9qDRuHFHAYZ6/UOJVtL4hndt454vbtHzy1JMKJPHYVVhqi2Cj8ZfWIdVFo1uMPM+i/UxOk8JPXJbrUHebQGyEWf8UC0Wi1OpxOvaBIoEAh6OaKdWSBCg7ckkjV4V1Cr1Uw/53Lq7Aq2bNvV6jaVVg1alZdYbc9qoJ5EIUF/k52Zg6o4Pa2OI2Y9KwuSKag0dMhW/GCVAaPGQ3qEWqg3JdHgoipMAuN7ymJxeSVG97P0eBX+wOQGZBmKzeI3oy2SjU6cHgmLQwSBmxKndVMv5iSAGK0bQ1wqN1+3kLlnjaK+bDev/+c3fPLWU9gaoi9hXTi2CaIZsaod5TgcDrRarcjMbkJDQwMGgyHUwwgrInWhorqijHdf+gtKdyVXXTqPmJjg/V2P12tJMrhQK6MjJVWv9jKybx2zB1cSq3Xz3RET3x42UWFVt5mVu+94DNmJDegjPFMdGgPCCQYX1SEOjLs9EnnF8fRPsJFhCs1ih0nvpk+sg/3He3+/w64So/WgV3uoDJOFnHDBqPFQ71S22oM8WgPkRqORhoaeqzoJd3yJmiJrXSAQ9HZExXggQoO3JFI1+Kkwbup5xKXksDFvF05ny+B3eb2WtFhHxNqDdwZJgvR4BzNyqhndz8Ixi5aVBcn8dNyIs42ewQ63xIEqA8PS6nvFHCUaXNTY1CGvlC4y6yip1TEx04wqBKvoCgmGptbz0/GYsHGwCzeUCkgxOimvE33Gm2LUuql3Bqc4qLdgVHuwOpUoFAomTxzNXTddRk4fNdvXv8szi+9g747vQj3EHkVUjAuiGREYj3KEIG+JmJNAPB4PNpst4kS5rcHK2y88jN1cyKXnn01aalJQj2+2qUnQd39fqXBDp/Jyep96zsmtJMngYnOxiQ2FCZTVaQIC5BVWNdUNagYn956My6QQW7nJMmwvjUOrlBmWFtoK09NS6ymu1Xe593w0kKB3hYXDQDgR0yxjXQTIRU+v5igUCjEnAoGg1+P1enE6ncK1rQlCgwfidrux2+0Rp8FPFZVKxZlzr8DqUJK3dUeL12tsahKjTIM39k92Mn1ADRMyzFQ1qPm6IJkfy2OwuwOXdPMrYkgxukgy9I45itO6kQCLPXQVrzU2FbtK4xifUYtRE7qodL84B1qVl0PVIoGoLRINQn83J0bjod4pKsabolN7cTT57kxIiOXaKy/k4rln4LEc5L0X/8jSl/9KXa05dIPsQYT2FkQzIjAe5QgB2hIxJ4FYrVaUSmVELdx4PB7ef/VxKot2MnfGeAbnZgf9HGa7ClOUifKmaFQyp6VamZNbSd84BzuOxrHuUCKltVq8XthbHsug5IYe7X/d3TT2ONOErG/VgUoDNTY14zPNKEJcARCj9dDfZGPf8eharOsMJhEYb0GMxoPTo8DZzAYymgPkIkO7JWJOBAJBb8f3HRdJ+qq7ERo8EKvVikqlQqOJvurHMZPPwZSWy7d5e3A4TrQt88qNAdL4KNXgkgQpMS6mZpuZkmWmzq5iVX4yu47FYnMpsDoVHK7RMzQ18tuY+ZCkxmTjUCWnO9wSm4tNDEmtD3kLPUmCYWn1FFQaO2SpH42YdG7MdqG/m2LUeHB5FG26TEQjWpWnRVKRJEmMHjmUu2++nNMHxLMv71OeWXwb2777GrmXN67X6/U4HA7RykwQlYjAeJRjt9uFIG+C2+3G4/EIUd4En4VbpNjty7LMlx+8wKE9axk/cgCTxo8M+jk8XqizqzDpolOUN0WtlMlNbmDO4Er6m2zsLotlZUEy9Q4lAxJ7T7U4QLzOhdsrYQ2BFdXxeg37K41MzDSjDZNkgyEpVo7XaalpEBnIrdEozMXcNEWtlNEqPVjbcBqIxgC5CAK3RPQ5EwgEvR2fBlcoxHKMDxEYDyTSNHgwUSqVnHXuImwuNd/n7fA/X+dQoZBkYjSe0A0uTEg0uDgjy8z0AdU43ApWFSSz6XACaTEO4nS9a358duo9jVeGzcUmEvQuBiWFR9ujFKOTeJ2LgkrR0qw14vUubC6lCAI3Qa2U0apE1XhT9Covdnfr6xExMQYuW3AuV148A7WzlE/feIzXn/4D1RVlPTzKnsMXExL6WxCNCCUW5QgBGojdbkehUKBWiyxDH5HW2+yHdZ+xZd0H5KTHcd6cM7tlMcFiV6FSyr2id3awUCogJ8nG7EGVACgkmXUHkzhcre81fbCUCjDpej5j3epUsqUknlF96zDpW/baCxU6tZecpAZ+qoic74eeJF7nxuFWYHOJW62mGLUnF+ahCJBLkoQkSTz88MNBP3Z76HQ63G43bnf4fLZPhYcfftg/l12lLTu3G264AUmSyM7OPoURRj6HDx/2z/Frr70W6uEIBIIu4HA4hAZvgtfrFXPSjEjT4MFm1KSZJPYbwqate7HZGhfrzTYV8Tp3r+idHSzi9W4mZNYyIdOM1aWkrE7L1pI4LPbe0+4q0eCiqqHnnRN+LIvB5ZEYk14bNtecr2r8UJUBhwj+tkCjlDGoRdV4cxrt1MPzO0HKvR0p93Ye/s9nPXZOrdqL/SRrNKcNzuHuW65k3NA0Cnev4tm/3sG3qz4M26rqU9HgCoUCjUbTZrK+0OCNCA3eOxGrtVGOEKCB+LL3ozEzuy0iSZTn79nCig+fIzlG5vIF56JUds9XnNmuxqRzhY1ACieqbWq8ssTs3EqGplk5VG1gVUEyBysNuMPzHrJTJBpcVPdgxrrbC3lF8WTG28k0hV9VaU5iA5VWjeg13goqpUyM1kOtqBoPoDPCPBoqyDUaDZIkiQztJogqeoFA0NsRyemB+H4DhZPdCSJJg3cHCoWCGeddhd2jYVPeNgDMNnVUtzJrj/I6LRnxdmblVqJSyKw7lEReUTxmW+TrkAS9C5urZ5ONi806imv1TOxfiyrMVs0T9G4SDC6O1OhDPZSwxKR394rrPpjEaN3Ui/UaPzpVY4/xkzmk63QaLpg3kxuuOJc4lZmVHzzFy0/8mrKjh3tknD2JcGwTRCth9hMv6GmEKA9EzEdLrFYrRmP4WzWVlx7hgyWPo6OWqy6dh07XfQsrjaK8d1T3BZtD1QayEmyolZARb+fsgVWM7FtHSa2Olfkp5FcYIronlq/PeE8gy7DjaDxqpczpfcKzV5xO7aVfnJ1DVYZQDyUsMelEn/HmxGjcWB2dW6zozQFySZLarJAOF1577TV/dvThw4e7/XzhGhjv6XkINTNmzECSJGbMmBHqoYQ1oXKbEEQ2op1ZIA6HA41Gg1IpFu59RIoG706GjzuTlIxhfL/tJxoa7NTaGyvGBYG4PBLFtToGJjVg1HgZ1a+O2bmVGDQeNhYmsumIiSpr5OoRtVImTufuMdc2s03FzmOxjEuvxRimtv05iQ0UVhvwhkeHtbDCpHNRKyrGA4jReLAKK3U/OpUHGQlnB9cls7PSufOmK5g2LoeyA9/x4t/uYfVnr3e741tPas9wXo8QGlzQGsHS4CIwHuUIUR6IqKBvSSRkq9dbann7hYfxWEu44uI5JCbGd+v5akV/8VZpcCo4Xq9lQOKJHlySBH3jHJyZU824jFqO12v5Oj+ZfeXGiLT/SjC4qHMoO3wTfSocrDJQ1aBmfGYtijCeqpykBoprdRGd8NBdmHRuERhvRqOVetcWvntrgDxcA8Fd4eGHH0aWZeSTpeC3g8hYb5/s7Gz/HN9www2hHo5AIOgCIhk7ELEmEYgsyxGhwbsbhULBjHlX4/Rq2bBpK7V2UTHeGkVmPfE6d0Divl7tZXifeuYMrsCkc/F9kYmNhQkcr9ectEoyHEnU90w7M4dbIq/YxOBkK2mxzm4/X1fpE+tAIckcs4jvzebEi4rxFhg1HlEx3gSlAlSKtvuMt4ZarWT22VO49doLSYtxsGH5izz32N0cObC3G0facU5Vg/em9YjuQmjw3okIjEcxXq8Xp9MpRHkTxCJFIC6XC6fTGdbZ6i6Xi3df+gu1x/Zx/pzJZGeld+v5PN7GHuPxQpS34EiNntQYR6u91yUJUmOcTBtQw6T+ZmpsalYWJLOnLCaiejDrVF6MGg813SzMj9dr+Ol4DBP7m9GpwtuDPkHvJkbj4Wit+O5sTrzehVlYqQcQo3FT71Se0qJcbwuQCyEaSDhnrAsEAkEwEMnYgQgNHojL5cLlcoW1Bu8pho2eQlrWCDZuK8RubyAmTCt4Q4Usw+EaPdkJtlZf16pkhqZZOWdwJSkxTraWxLO+MJFjFm1EBcgb25l1r2ubV4YtJfGY9C5ykxtOvkMIkSTISrAJO/VWMOlcNLhUOCOwCKO7iNG6sTpVEfWZ7250Hegz3hp9+6Rwy/WXMHvq6dQe3cmSJ3/J5+8+gyPCtatITBdEK5ETjRAEHY+nUVSoVGLR3ofIVg/EZrOhVCpRq8Oz4lGWZT5560lK8jcxbcJQxowa2u3ntDhUqJQyhlaCv9GMV27MVm9LlDcl2ehiSraZqdk1WJ1KVhUks7M0lgZnZPwkdXfGutWpYEtJPCP7WkiIEMv+7AQbh4Uwb0G8zo3DreiS6Oqt6NRePF4Fbu+pL1a0HyB/LmIC5CIwHohKpep2azqBQCAIJW63W2jwJohEgUBsNhsqlSpsNXhPIkkSZ8+7hnp3DEUFO5BErCuA6gY1DpeCfnHt30eqlTJDUqzMGVxBRpydncdiWXMwkZJaXUQEyxINTmptKtzduASztzwGh1vJ2H6WiLjO+pvsVDZosHbRiau3olHJGNRuzMJO3Y9O5cUjS7iCoL97CzqVB7u7a2s0SqWCaZPHceeNC8lOUbJlzVs8s/h29u/eHORR9hxCfwuiFbFSG8X4vvSEKD+ByFYPxLdIIYWpMlj31bvs+WE5pw1IYdaMM3rknGabGpPOFRFiqSepqG/M4E6N6bjlWILezaT+tZyVU4XLK7H6QDLbjsZRF+Y2T92Zse72wuZiExnxdvonRE6gLD3eTr1DRa2ojg5ArZSJ0XhE1XgT1AoZhSR3WYi2RtMA+ZwZE/k2bzc33/UAqWmpqFRKUlNTGTFiBIsWLeK1117DYrGc9JibN29m0aJFZGRkoNVqSU9P59prr2Xfvn3t7nfo0CGeeOIJLrjgArKzs9Hr9ej1erKysrjiiiv46quvWuzTNEO7eQ8th8PBk08+yRlnnEFycnKbfZTy8vK49dZbGTx4MDExMRiNRk477TTuvvtuCgoKOjaRzVi7di2SJHHjjTf6nxswYIB/fL7/1q5d63/94Ycf9j/fHk6nkxdffJH58+eTnp6OVqslNTWVcePG8cgjj+DxePB6O7/6uXr1amJjY5EkicGDB3PkyJEW26xcuZJrrrmGAQMGoNfriYuLY9SoUfz2t7/l2LFjQZkHgPz8fO69916GDx9OTEwMGo2Gfv36MXr0aG666SaWLl3apcz8w4cP+8/52muvtXi9+d/Abrfzj3/8g7FjxxIbG0tsbCwTJ07k6aefbnUB5IYbbkCSJNatWwfAunXrWrzX7OzsVsfW0NDAk08+ydlnn01aWhoajYbU1FTOOecclixZ4k/KbY3s7GwkSfJb023dupUbbriBAQMGoNVqA66p5tv+9NNP3HrrrWRnZ6PVaklLS2PBggV8//33HZhRKCkp4cEHH2Ts2LEkJCSg0+no378/V1xxBWvWrGl3vD4eeeSRFvMkbPYEbSEC44EIDR6ISBQIZMiIicQmD+Twgb1Y6qyhHk5YUWTWk2Gyo+zgbbVKAQOTG5iTW8mARBv7ymNYfSCJIzU6unDb1WMY1F40Km+3tagqqdVxpEbPxEwzKmUEZArQmGzcJ8ZBkVl8VzTHpHdTK+zU/aiVMkpF1yqkO0ppuZnf/WMZYy96lPgx96MZdhd9Jv+GEfMfYdEvXua1D7/DUnfyIprNuw6z6BcvkzHt/9AOu5v0af/HtQ+8yr4DLTVaUw4VVfDEKyu54LanyZ7xEPrh96Affg9ZZz3IFfe/yFfr9wRsr1MFWqm/9uF3SLm3I+XezuGSShwOF08uWcUZlz5O8sRfIeXezsP/+SzgGElJJoaePpKdByz89b9LGTH2DLRaDYMHD444Df6vf/2L7du3s2HDhi7ZsQsNLjR4pGpw8UsRxbjdbpRKZdgGPUOBEOWBhPN87Nm6gbWfL6FvgpqFF57TY9dxrU1FfIRU8fYkx+q09IuzdylhIE7nYXyGhXqHlYJKI2sPJtEn1sHgFCvxuvCb60SDkz1lsXhlgtr7W5ZhZ2kcSoXM8LS64B24B1ArZVJjHZRZtGH5NwslJr2LWpuaPmHcp64nkaTGDG2HW0GsNrh2mBu3HOD821/EUh+YVFJRUUFFRQV79uzh3XffJTk5mfPPP7/N4zz99NP88pe/DBAspaWlvPnmmyxbtowvv/ySM888s8V+hYWFDBw4sNVjFhUVUVRUxHvvvcc111zDkiVL/EERrVZLVVVVi30qKytZsGABO3bsaHOsbreb++67j+eee67Fa/v372f//v289NJLPPPMM9x6661tHqcn2bFjBwsXLqSwsDDged/faf/+/Zx55pntzmdrfPTRRyxatAiHw8Ho0aNZsWIFqamp/tetVivXXnstH330UcB+drudXbt2sWvXLp577jneeeeddq+PjvD+++9zzTXX4HQGfu6PHTvGsWPH2LlzJ0uWLGH37t0MHz78lM7VHuXl5cydO5edO3cGPL9582Y2b97M119/zccff4xCceoLZZs3b2bBggUcPXo04PmKigpWrlzJypUref755/n0009JS0tr91jPP/889957b4cqF5YtW8a1115LQ8MJ29Pjx4/z8ccf89lnn/HWW29xxRVXtLn/K6+8wr333ovNFrhYV1xcTHFxMe+99x4333wzzz//vAhkCoKGCIwHYrfbo76fdlNsNlvYavBQIEkSp42cyOZvDrLh2zzmn3t2qIcUFsgylNVpmdjf3Ol9lQoYkGgjK8FGSa2Oggoj+ytiGJRkJSvB1uFAe08hST8npzeoSTYGt6VdrV3FjtJYxmfUEhNkbdLdpMfbya8wMjRVJIw0JV7nEhXjzfAFguMI/jW+YXMB59/2dAsNXl5pobzSwp78Ut5dvpnkhBjOnzmyzeM8/cYafvnX93A3sYYoLTfz5ic/sOzr7Xz58r2cOXFwi/0KiysZOOsPrR6zqLSaotJq3vtiK9dcNIklj1+PSqVEp/LiaCNRv7KmngV3Pc+OfcVtjtXt9nDfX5by3Nvrmr3ipaCggIKCAl588UWeffbZiNDg+fn5ZGRkcOutt1JYWNhmALY1hAZvidDgkaPBhRqLYoQgb4nIzg4kXK3lSw7n8/Gb/yRW3cCiyxai0fTcdWy2q8lNFsKjKT5RPi699pSOE6P1MCbdwpCUeg5UGdlwKJGUGCe5yfUkGsIn2Bqr9SBJMha7ClMQkyQOVRuotGo4K6eaINwf9Th9Yh0UVhkYIoR5APE6N1Xd3JM+0jiRoR28hS2Hw8WVv3wZS72dWKOOO686kxmTBuOwNfDD1j0cKK7haLWbgiIzDfVtJ56sWLGCH374gZEjR3L//fczYsQIbDYbH330EU899RQNDQ1ce+21FBQUoNEEOkd4PB40Gg1z585lzpw5DBs2jMTERKqrq8nPz+eZZ57hxx9/5M033yQnJ4dHHnmkcT7asFK/+eab2b17N9dddx1XXHEFffr0oaioKOB3+eabb+b1118H4LzzzuPqq69m8ODBSJLEjh07ePLJJ/nxxx+57bbb6NOnDxdccEGH53TChAns3r2bTz75hD/84Q/++enXr1/AdgMGDOjwMffu3cv06dOpr68HYMGCBVx55ZXk5OTg8XjYv38/q1atAuhUxfiSJUu49dZb8Xg8TJ8+nc8++4z4+Hj/6x6PhwsuuIA1a9YgSRJXXnklCxcuZMCAAbhcLvLy8njiiScoKirikksu4bvvvmPcuHFdmofy8nJuvPFGnE4nqamp3HPPPf6Kf7vdzqFDh1i/fj3Lli3r8PvrKgsXLmTfvn3cd999XHDBBSQmJrJ//37+8pe/sG/fPj777DNeeuklbr/9dv8+ixcv5oEHHuDGG29ky5YtjB8/niVLlgQct/m1v3v3bs4++2ysViupqanceeedTJ8+naSkJI4fP86nn37KCy+8QF5eHhdddBEbNmxo0yJ48+bNvPnmm2RmZvLAAw8wbtw4PB4PGzZsaLHtrl27WLp0KX379uXXv/4148ePR5ZlVqxYweOPP47dbue2225j5syZpKSktNj/1Vdf5ZZbbgFg+PDh3H777YwZMwaDwUBhYSGvvPIKX3zxBa+88grx8fE88cQT/n2//vprnE4nI0aMAODOO+/krrvuCjh+QkJCe38eQRQjdHgg4ZyMHQrEmkQgXq+X2DgTOYNOY9ue75g6eTym+NhQDyvk+Fp7Jeq7fj+tkBotuTPj7ZRatORXGsmvNDIwqYHsBBvqMKqeTtK7qLBqgOD1/3a6JfKK4slNbojIJObUn/vGW50KjJowLvnvYUx6t+i/3oz2AsGnQmsa/OwzhpCaFIfL5eFIaRWbth/iwxXb2j3Oig0/8sPOw4wcks79189kxJB0bHYXH63czlP/+4YGm5Nrf7OEgpV/abH+6/F60ahVzJ0+jDlThzJsUF8S441U11rJLzzOM2+t5ceCUt785AdyMpN55P4L0aq8bbZHvPmhN9i9/yjXLTiDK+aNp09KPEWl1WibnPfmh17n9Y8aq2LPO2s4V18wkdzsVAqPHOWD5d+xbvsxKmoaIkaDHzx4EIfDgdFo7PAxQWjwthAaPHI0uFBjUYwQ5IF4PB5cLldYBoJDRTguUpirK3nnxUeQ7MdZtOh84mJ7rrpAlht7jIuK2EDMdhUer0RSkLK3DRovI/vWMTjZysEqA98dSSBB72JwipVkQ+ht7H0Z61UN6qAFxiusavaVxzAluwZdhPavT4txsONoHDaXAn2EvofuwKR3cajaEOphhBVadfCt3L7ddpDScjMAb//r5oBs9IvmTuTAwWLWbsyjuMzCrvVvEKMwM+2cK4kzBd40f//998ybN4+PPvooQHj4BMYf/vAHioqKWL58OQsWLAjYt2/fvhw+fJi+ffu2GN+sWbO44447uOmmm3jttdd44okn+NWvfkV8fHyAlXpTdu3axSuvvMJNN93kf27s2LH+xx9++KE/KP7SSy/5xYWP8ePHc8011zB//ny++eYb7rvvPs4777wO3/sZjUaGDx/Oli1b/M8NHjy4Uxnkzbnmmmuor69HoVDw1ltvceWVVwa8PmnSJK677jo+++yzDguaf/7zn/zmN78BYN68eXzwwQfo9YGLYU8++SRr1qxBrVbzySefcN555wW8fsYZZ3Dttdcyffp0fvzxR37xi1/4RWBn52H58uVYrY0JQqtXr26RjT558mSuvvpqnnrqqS5Z1XUGX0b6jBkz/M+NHTuWuXPnMmzYMMrLy3n22WcDRHl6ejrp6en+hRHf+28LWZa55pprsFqtjBo1ilWrVpGcnBywzTnnnMP555/P/Pnz+eGHH3j99de5+eabWz3e3r17GTFiBOvXr8dkMvmfnzp1aottt2/fzrhx41i9enXAIswZZ5zBoEGDuOaaa7BYLLz55pv88pe/DNi3uLiYe++9F4Drr7+el19+OeCzMWbMGBYuXMjvf/97/vrXv/Lkk09y++23M3hwY6WK7/8+UlNTu7XyQNC7EDo8EBEIDiRck9NDhdVqRZIk5i24njf+s5P13+Zx4bxZoR5WyCmr05IW6wiKNpYkSI930C/OQXm9hvwKIwWVRgYmNjAgqQFNGATIEwxO9lcakWWC8p5lGbaUxBOnczM4Qgsf1EqZJKOTsjotA5NOblMdLcTrXDS4VLg8Ulgld4SSxsT04AfG29PgAJNGD+DyeeP5x/9dQoOt7eST73cUMu+s4Xz07J0Bge/pE3JJMsXwh39/QlFpNcvX7mbBOWMC9u2bEs/htX+lb2p888Mya8pQ7rjqTG763f94bdkmnnh1Fb+6aQ46ta7NRIFdP5Xwyl+v46bLTmiPsaf39z/+8Ktt/qD4S4uv5ZbLp/lfmzhqABfMHs/nK9bxf/9eyeFjddx22y0cOVLcIqjZFqHQ4AMGDGD37t0cOXIEg6Fja1dCg7eN0OCRo8EjsCZNECyEIA/EZxXRVvZMNBJuixQOu513XngYa+UBFs4/k379WmYedev53QpkWcKgjiyLre6mzKIlLcYZVFtxaOybdXqfes7JrSTJ4GJzsYmNhQmU12no5vuYk5Kod1HTEJw+4w1OBVuKTYzoW0eiIbjWcD2JViWTYHBRXicW8pqi/zkIHOprNpzoDmFeVnGib/iZE3IDXpMkidxB/bnl+ku49tLZZCW6yVv1Ok89fD1fvPccFnPNibHpdCxZsqRV4Xrffff5n28tc9ZoNLYaFG86jieeeAKlUonVavVXRqtUqlbtqmbOnBkQFG/OY489BjRmfDcPijd9P08//TTQ2BereQ+unmTFihVs374dgHvvvbeFIG+KSqXq0D3qQw895BfkixYt4uOPP24hyF0ulz/L+J577mkhyH0kJCTwj3/8A4CNGzdy4MCBk7+pVigrK/Mfrz2RptPpWow12Nx7770BgtxHYmKiv1/brl27qK3tuuPL8uXL2bVrFwCvv/56C0Hu49xzz+XSSy8FaJH93pxnnnkmQJC3x6uvvhogyH1cddVV/oqC1j6vPgeIfv36tWvR9sgjj5Ceno7X6/UnoggEp4Isy3g8HqHDm+ByuYQGb0I4JqeHEpvNhl6vJ2fISLKGTGTHj4eprracfMdeTlmdlj6xne+T2h6SBH1inUwfUMOEDDOVDRpW5ifzY3kMDndos9NNOjcer0S9U3nyjTvA3vIYbC4lY9MtIU+8PxX6xDqE/m6GVtXYU9vWjT21Iw2tytMtPcbb0+BNUamUxMW2rXt0WjVL/nZ9q26g9103E4268fkNW1r27TYatK0GxX1IksQTD16GUqnA2uBg1bf7UCu8uLytf/BnTh4SEBRvzmMvfAnAgjmjA4LiPgwGHZcvmMvzf7kKgLKy4/zu3qs5fqxta/bupCMa3LcekZSU1CF9KjR4+wgNHjkaXPxKRDEiMB6I2+1GkqSg9HjoLYSTKPd6vXz4v39Qfngrs6ePZuhpHe87GizsbgUapTciba67k+4Q5U3RqGROS7UyJ7eSPnEOth+NY92hREprtSELNiYanEGxx/Z4Ia/YRL84O1kJkZ/l3SfWQZkQ5gHoVB5kJBwe8cXhw9djPJg0FcNLPvyu1W2aBsivXjiLPjF2f4Dcx5w5cwJ6YjUlNjaW3NxGwX/o0KGTjsnlclFSUsK+ffvYs2cPe/bsobS0lKSkJAB/zymVSoXX621hHX711Ve3eeyjR4+ydetWAC6//PJ2xzF06FC/UNq0adNJx91dLF++3P+4eeZwc9pKFvDh9Xq54447/MkBd911F2+99VargZW8vDyOHTsGnHyumvaO7+pc+ZIjampq+OSTT7p0jGDR3jXks6kDWvSa6wy+9zhkyBBGjmy7byCcmN/Nmzfj8bSeZJiZmcn06dM7dO4RI0a0eU5JkhgzprGipLXPq2/cF1xwQbv3uiqVismTJwOh/fwIeg++7zahwxuRZRm3241SGZxgV28gnDR4OOCbD0mSmDn/WryqWNZ9+32ohxVS6h1KGlxKUo3dY/8tSZAS42Jqdg2Ts8zU2VWszE9h97HYkAUbFQpI0LvatD/uDEdrtRyu0TOxvzniK4r7xDqobNDg8kRwdL8bONG6SwCNRSfdMR8d0eAdYc7UoaQmxbX6WmyMjtzsRn1+qLjypMdyuTyUHKth34Fj7Mk/yp78o5QeN5NkaqzE3flTCUqFjNvb+nfZ1RdMavPYR8tq2LqnCIDL541vdxxzzxrrP+eOrZt44W93s/bLt9vUQN1FRzT4ybS3D6HBO4bQ4JGjwYUai2JEYDwQnyCXIjldNMiEk43byo+XkL99JaOHZjL1jLEn36EbsLsV6FSiWrwpDU4FdQ4Vqd0YGPehVsrkJjcwILGBoho9u8ti2VcRw+BkK+nx9qBXrLdHgt6Nw604JdtwWYadpXEoJZkRfdrueRxJ9Il18NPxGNxeUIk4MABKBagVXhwuBTqVsJiHxoWKivrgCvNp4waRk5nMoeJKfrH4Pd76LI8Fc0Zz1sTBjB+eFZB97guQDxqY6bdY96HBhsVc08Ji3UdiYiIAdXWtf2ZdLhcvvvgib7zxBtu3b8fpbHvBsrKyUdj77sWai9H2BE5TS7FFixaxaNGiNrdtii+TOhT4MtX79+9PVlZWu9u2J87dbjeLFi3ivffeA+D3v/89jz76aJvHajpXPnHVEbo6VxdeeCEmkwmz2cyCBQuYMWMGF1xwAWeeeSajR4/u0eDPaaed1uZrvmsZ2r6eO4Jvfvfv39/he2in00l1dXWrPcdOJuyb0t77g7Y/r7W1tf5qhBdeeIEXXnihQ+cL5edH0HvwfbeJQHAjvqQwsS5xgnBzbQs1TRMFsgYNI2foGezavZLpk80kJ5tCO7gQUVanJdnoRNUDQd1Eg4szssyYbSoKKo2sKkgmM95GbkoDRk3Pro0kGFxUN2jISrB3+RgWu4rtpXGMz6glVhv5aztGjZcYjZvj9RrS47t/TSZS6K6e2pFKd81HZzR4e5yW06fd1xPjG+2966ytf/ZdLg8vLl3PGx//wPa9xThdbQd5K2vqUSlk3G1UjI88Lb3NfbfsOeJ/vOiXL7Poly+3O24fmZnpJOnqWfvJc+zd/h0XXnU/GdltV9gHk45ocJ/2lmW5TT0nNHjHERo8cjS4+JWIYkRgPBAxHy0Jl2z1LRu/YtOqd8jqY+D8c88OWfKC3aVEKwJbAVQ1aDDpXT3ad0ylgJwkG3NyKxmU1MD+CiOrC5I4XK3H00N/HpVSJk7nPqWM9cJqPcetGiZk1vYaF4IYjQeN0ovZJuwwm6JVd09Pr0hF1w3zoVYr+eyFuxk6sDFTePOuwzz0xMdMveLvmMb9gvNu/g9vf5qHp8mXRNMKch+VR/e1arHuw+cq01qmbXV1NZMnT+aee+7hhx9+aDcoDo3WoHAiONI8ENxej+3jx4+3e+y2aGho6NJ+wcCXCNCe3byP9gLjR48e9QvyefPmtSvIoefnKikpiU8//ZT09HRkWWbNmjX86le/Yvz48SQmJnLJJZfw+eefd+nYnaW9HnFNHZJOpXIh2PPb0d7y0P77g7Y/r5H4+RH0HjweD0qlUriU/YyooA9EluWwSk4PB5rPx8zzr0dWxbF2Y/RWjVc1aEjppmrxtjDp3UzIrGXGwCq8ssQ3B5LYWhKHxd5zwYYkg/OU9LfTLfFDUTyDkhroE9uz89edpMY4qbQGp81bb6G7empHKt01H13R4K1h0Ld//Z64p2+57lhttjL58se555F3+WFnYbtBcQCb3YlKIeNpIzCeEGdsc9/jVV0LZCoUSm6/8XLOPuM0qoq28MoT9/HVhy/idHR/MktHNLjvHqw9TSg0eMcRGjxyNLhQH1GMT5QLGhG93gJxu914PJ6QB8YP7d/JF+/9lwS9iysWXohKFbpr1u5WoOtidXBvxWxTEa87ueVOd6BQQFaCjUyTjdJaHfmVRvZXGBmU3EBWQkO3VywnGlxUNXQtM7vSqmZveSxTsmt61TUlSWDSuzDb1CQbI7dferDRqTxCmDdB203CfFhuP3Yv/xOffbOLz77Zxbq8fA4WVWCzu/hq/Y98tf5H/rVkJV+8fG+AVVvTZKsRQwf4Lda3fvcl46acx7Rzrmyzgrwp999/v9/e/OKLL+amm25i5MiRpKam+i1AoTFbu7i4GPnnXhCSJKFUKlsEgtu7R2sqMt56660OZ/h2RvB0Fx1JbmsvMJ6WlsagQYP49ttv+eKLL3jiiSf49a9/3eaxms7V2rVr/Vb2J6MtS/2OMH36dA4cOMCHH37IF198wfr16ykpKcFisbBs2TKWLVvG3LlzWbZs2UmFZbjjm9+pU6fy/PPPd3g/X++x5vSENml6TfziF7/g5ptv7tB+Go1YdBacOsI2PBDRziwQt9uN1+sNuQYPJxwOR8D9S0Z2LrkjprFn2xdMP15FWmrHftd7E2abioFJ1pCcO1brYWyGhSFOKwcqDaw7lERajIPBKVZM+u5dF0jQu6h3KnG6JTSqziXmyzJsPRpPnM7DkJTQzF13Ea9zc6g6su8ng0139dSOVLTduB7RVQ0eLO5/dKnf3vziOaO56ZIpjDwtg9SkWHRa9QkNfubvKD5WgyyDSiHjlSW8XloUqSiVbWvVpgH+t564ud3q8qYkxBlQKhWcNW0Cw04byKdfrOH7r//HT7t+4Pwr72HQ0DGdfNedpz0N3jRRv624iNDg4YXQ4MFBRAGjGFEhHYiYj0BcrsagVijnpLL8KO+9shiNt5qrLrsIgyG0CwQOt7BCbk6tXU2mKbS9sRUSZJjspMfbOVanJb/CSH6FkYFJVgYk2rqtb1iiwcmByrazSdvC5lKwudjE8D51JBp6X/DYpHNTaxffpU0RPc4CUSu8uL0SstyYTBFMlEoFF88ZzcVzRgNw7HgtX67bw7Nvr2XrniK27ini9j++xUfP3tnq/kmJJm65/ny/xXrzAHlbWCwWli5dCsBVV13FW2+91ea2NTUtK9E72tfLP84mwlKSJIYPH97hfUOFr895aWnpSbdtLVHAh06n48svv2Tu3Lls2rSJBx54AKVSyS9+8YtWt286VxqNpsfmSqfTcfXVV/t7jB06dIjly5fz9NNPk5+fz4oVK/j973/Pv//97x4ZT3eRlJREeXk5FRUVEXEdQuA10dDQEDHjFvQOhOYMxDcfop1ZI+GgwcON1lzszp53DQW7v2Pthh+44pJ5IRpZaLC7FNjdypAlp/swajyM6lfH4BQrB6sMbCxMJMnoZHCylaRuSpDWqmRiNB6qbepOV3zvO27E6lRyVk510PVHqDHpXVjsKrwyPdpeLpzRqYWLXVPUShmPV9Et+htOXYN3FUudjaVfNFpKX3XBRN76V9uBthrLiapTlbJxXdftldAoOr5emJQQ438sSTB8cMcC401JSU7kxmsWsHnbblZv2MabT/8fo844j7kLb8VgjDn5ATpJRzS4r61se+sRQoOHF0KDBweRPhXFCFEeiJiPQDweDwqFImTZ+w3Wet5+4WGctUe47MLZpCQnnnynbsbuVqAVPcb9yDKY7apuzwzvKJIE/eIcnJVTzdj0WsrrtXydn8y+ciMOd/Dv/hN/FqBuT8eP7fFCXrGJvrF2shJCm1DQXcT/XDEuOIFO5RUZ601QKmRAohUntKDTNzWemy6byqb3fsfY0/sD8PmaXdjsbS+mNbVYv3rhLH8F+VMPX0/V8aOt7lNQUOBfzL7yyrYD6Pv376e+vr7F850NjI8ZcyKr/Ouvv+7wfl0hWMGKsWPHAlBUVMSRI0fa3fZk8xEbG8tXX33FpEmTAPjlL3/J008/3eq2wZqrU52HnJwc7r33XjZv3kxGRgaA344uHOno+/XNb35+/kn/ruFCSkoK6emNC1mrVq3yuzcIBD2B0JyBiPkIxOcoIBIFTtBaYLxf/4GcNno6+w4e41hZZYhGFhrMdhVGjbvbkr87i17tZXifeuYMriBe5+L7IhMbCxM4Xq+hO35eE3/uM94ZSi1aCqsNTOpvDpt5CyYxGg+SJFPnEN+lPkSP8UBUPwd/2+qrHWy6osG7QsGR47hcjWu0V84f3+Z2+w+VUW894fTYWBTedp/xthgzLNP/+OuNezu1b1MUCgWTxo/irpsuZVA/LTs3vsczi29nz7aNAa5ywaCjGlylUp3U2lto8O5HaPCeRfxKRDFChAYi5iOQUM6Hx+Nh6cuLqS7Zw3kzJzIwJ/PkO/UAdrdSVIw3od6pRJYlYrXhERj3IUmQFutk+oAaJvU3U2NTs7IgmT1lMUENTurVXrQqLzUdrI6WZdh1LA4JmRF963pdproPk85NvVOJqxMJA70dIcwDOSHMe25O1GolZ03MbTyv24vZcvLElNYC5HU15QBUHT8a0IO8aRC3vR5IbdlcdTYwPmjQIIYNGwbAu+++S1FRUYf37SxNF6Mdp9AH7YILLvA/PlmGdkeEeVxcHCtWrGDChAkA3HvvvTz33HMttps2bRqJiY3Jdc8//zwWi6WzQweCNw9xcXH+Mft6voUjvvd7svd64YUX+h///e9/79YxBRPfuA8dOsQHH3zQ5eN0dJ4EAh9CcwYi5iMQMR+BtNdz/ez514ImgTUboqvXeK1NjUkffq5jWpXMsDQr5wyuJCXGydaSeNYXJnLMog1qgLwxMN7xJGyLXcn2o3GMTbcQq+2dRQ6S1KjBzTbx3eFD9BgPpKcD4z66osE7g9t9Yn22oZ2g+/PvrA/4tyQ1zkln52NQVirDBjX26n53+RaKSqs7tX9zTPGxXH35+Sw8bwpy3WE+ePlPvPvSo1jM1T2uwTu6HiE0ePciNHjHCJYGF78SUYwQXYGI+QgkVPMhyzKfL32GI/s2MGn0ICaMG9HjY2gLu0v0GG+K2aYmTucOa7uuZKOLKdlmpmbXYHUqWVmQzM7SWBqcp/7zJ0mdy1g/XKOnvF7DhMxalL3411en9qJTeYWdehO0atFjvClKBUiSjCeIwnzD5gIOHDne5utOp5t1eQUAxBi1pCR23KasaYA8NcUEQF1NOU89fD1fvPccFnMNgwYN8mf3vv76660e5/PPP+e///1vq691NjAO8Ic//AForKRauHAhFRUVbW7rcDh49tlnsdvtnToHQN++ff2PDx482On9fcyePZtx48YB8N///pd33323zW3dbneHxhofH8/XX3/tP+7dd9/NSy+9FLCNTqfjgQceAKCsrIwrr7wSq7Xt3pJ1dXWtZr53dB5WrFjBsWPH2ny9traWvLw8AAYMGNDmdqHG934PHTrUbjb3JZdcwtChQwF47rnneOWVV9o97p49e/jss8+CN9Au8pvf/MYfaLnjjjvYsmVLu9t/8cUX7Nq1q8Xzvnk6lc+GILoQmjMQ0XM9EHF9BNJez/W0flmcPnYG+YXllBwtD8HoQoPZrsIUYhv19lArZYakWJmTW0l6nJ2dx2JZezCRktrgBMgTDU5qbGq8HViWcXkk8opN5CQ10Deudyewxetc1NqFa5sPX0/tMChIDAskCZRS5wPBJ6M7NXhHGJSVckKDf9R6ktTn3+ziv2+safG8UiF3KVH/D3c1tu+wO1wsvPs5Kqrq2tzW4XDx7FtrsTvaTmaSJImRw4dw9y2XM2JgIvu3LOeZxbdTW3ki8b0nNLhKpaKmpgab7eTJC0KDdx9CgwfS3Rpc3HFHMUJ0BSLmI5BQzcd3q5exfcPH5PZPZO7sqT1+/raQZdFjvDkWuwqTLvyy1VsjQe9mUv9aLHYV+ZUGVh9IJj3ezuBkKzGnkDmeaHByvL5lBUNzqqxqfiyLZXJWDfooSK6I/7nPeHI39ZeLNESP8ZaoFHKn2hCcjNWbfuIvzyxn+vhc5s8YzsjTMkhJjMVmd5JfWM7z76xn24+N4vKWy6ahUnX+7yFJEga9HoDUFJPfYt3Xg3zO7Nl8vXIlX3zxBeeeey633347/fv35/jx43z44Ye89tpr5OTkYDabWwSxO1Ih3ZxFixaxYsUK/ve//7F161aGDRvG7bffzllnnUVKSgpWq5WDBw+yYcMGli1bRnV1Ndddd12n3/eYMWPQ6XTY7Xb++Mc/olKpyM7O9rdaSU9PR//zvJyMN954g4kTJ1JfX8+iRYt4//33ufLKK8nJycHj8XDgwAFWrlyJ0+nktttu69AxTSYTK1euZNasWWzfvp3bb78dpVLJTTfd5N/mt7/9LatXr2b16tV8+eWXDBs2jDvuuIPJkydjMpmoq6tj//79rF27lo8//hidTsc999zTpXl45513uOCCC5gzZw7nnHMOw4cPJzExkbq6Ovbs2cPTTz/N0aONlvx33hncPnvBZMqUKSxZsoTjx4/zq1/9imuuuYb4+HgA1Go1WVlZQGNPuqVLlzJlyhTq6+u55ZZbeP/997nqqqsYMmQIarWa48ePs337dj7//HO+++47fv3rXwdUL4SCAQMG8Pzzz3PjjTdSXV3N1KlTufbaazn//PPp378/brebkpIS8vLy+OCDDzh48CCfffYZI0eODDjOlClTKCws5NNPP+WFF15g6tSp/gBOXFwcqampoXh7gjBGaM5AxHwE4vF4xHw0wWazoVQq25yTGfOuZe/2daxZ/wPXLrqw1W16G7V2NTmJbbsThQsqpcyg5AYGJDZQZNaztzyWn47HkJtsJdNk73JyfYzGg1IhU2tXkWBoO0FAlmFrSTwxGg+npbQdjOktmPRuDtd07H48GtCpvXi8CtxeqVfa53cFlcIb9MB4T2jw9khKiGHeWcNZvnY3X6zbw7k3PcXtV55J/36JHK+q48MV23ht2SZyMpMxW2xUVJ8IYnelYhxg0QUTWbFhL//7aBNb9xQx7LyHuf3K6Zw1cTApibFYbQ4OFlWwYcsBln29nWqzlesuPgO07SeuGI16LrnoHEYUHObzrzdQuP0TVColbrenRzS4w+Hgr3/9Ky+//DLZ2dknPabQ4N2D0OA9q8HFHXcUI0RoIGI+AgnFfPy063tWffISqfFw6UXnhKy/eWs4PRIyEjrRY9yPzaUkLkIC4z7idG7GZ1iod1gpqDSy5mASfWMd5KZYie9C5n2iwcX+4zHIMm1ao9tcCjaXxHN6nzqSoiRQbNB4sLtEINiHz0q9vesk2uiqEG0Pr1dmXV4+6/Ly29xm4TljeOyBBad8LoNezy3XX8KBg8Ws3ZhH3qrXGZEZw/akBCqqalixYgUrVqwI2Kd///58/PHHzJs3r8XxulIxDvDKK6+QlpbGE088QWVlJYsXL2bx4sWtbms0GrtUlRcbG8t9993H3//+d7Zt28bcuXMDXl+zZg0zZszo0LGGDh3K2rVrWbBgAcXFxSxbtoxly5a12G7+/Pl4O1IK9DMJCQl+Yb5z505uvfVWlEol119/PdAoHD/77DPuuOMOXn/9dYqKinjooYfaPF5rQqoz8+Byufjiiy/44osv2jzH3Xffzb333tvh99jTXHnllTz22GMcOnSIJ598kieffNL/WlZWFocPH/b/e8SIEXz77bdceumlFBQUtHr9NyUuLq4bR95xbrjhBvR6PbfddhsWi4VXXnmlzWx7hUKB0Whs8fwDDzzABx98gMPh4I477gh47frrr+e1117rjqELIhihOQMR8xGImI9AHA4HOp2uzZ6bKX3SGTF+Fru+/YAjRaVk9e/XwyPsWWS50cXOoImcRGulAgYk2shKsFFSqyO/wsj+ihgGJVnJSrB12klNkiBR76Lapmk3MP5ThZF6p5KzcqqjQn/p1R5sQn/7UStkFJKM3a1ArRRreNCYrBJMxzYfPanBW+O5/3cV0678B0Wl1azYsJcVGwJ7f/fvl8jHz97JvFsDq5FPZT3ilceuIy05lideXUVlTT2Ln/uSxc992eq2RoMWZSe+6AbnZnN3/36sWvsd6zcf5LtdZT2iwR9++OFO9/MWGjz4CA0eSHdrcHHHHcV4PB5hW9YEt9vdau+qaKWnRfmx4kN8+L+/YZDquOrShWi1HbOn7insbiUqhbdXW2B3FrtbQWqEVj/HaD2MSbcwJKWeA1VGNhxKJCXGSW5yPYntCOzmxOvceGWJOoeSOF1LweXxwubieNJinGQnBLefUjijVXmpd4jfFx86lRevLOHySGhUImMdgh8Y/+2tc5k0agArv93Lpu2HKD1ey/Gfbc36pMQxadQArrv4DObNCF57Dp/F+qCBmf4A+Q3zBvLd3hoKS+uorDKj1+vJzs7m4osv5v777ychIaHVY3U1MK5UKvnb3/7GzTffzIsvvsg333zD4cOHsVgsGAwG+vfvz+jRoznnnHNYsGBBh7PKm/P444+Tm5vL66+/zo8//khtbW2nK9x9jBs3jv379/Pyyy/z8ccfs2fPHmpqakhKSiI9PZ1p06Zx0UUXdfqeLCkpiVWrVjFz5kx2797NTTfdhFKp5JprrgFAr9fzv//9j/vuu49XXnmF9evXU1JSgtVqJSYmhuzsbMaNG8d5553H+eef3+V5ePLJJ7nwwgtZuXIlW7Zs4dixY1RUVKBUKsnMzGTKlCnccsstTJ0aPq44rRETE8N3333HY489xtdff82RI0doaGi7Qm3kyJHs3buXt99+m48++oitW7dSUVGB1+slKSmJIUOGMG3aNBYsWMDYsWN78J20zxVXXME555zDiy++yFdffcXevXupqalBrVbTp08fTj/9dM4++2wuvfRSMjMzW+w/evRoNm3axD/+8Q++/fZbysvLRb9xQbt4PJ6wSv4NNaJCOhARGA/Ebre3aqPelBnzr2XP1rWs2fAD1191cacX9iMJh0cRscn6Cgn6m+xkxtsptWjJrzCSX2lkUFID2Qk2VJ2o6k00OKluUDMwqfXXj1m0HKoyMH1AddRUC4tE7EAkCXQqDw63otf2lu8sym5ITA+FBm9OZt9Etn38e/724go+Wb2TI0er0GnVZKcncfGc0dx//UwS4lsG1k5lPUKpVPC3317CzZdN48WlG/hm008cPlqFpd6OQaehf79ERg/N4Jxpw1gwZwx6XefWt7VaDfPnzuD003J58B/v8t3OMiotDux2V6eSx5tyMg2ekZHBgw8+2KFq8aYIDR5chAbvWQ0uye0Z1gt6NatXr2bEiBHC4u9n8vLySEpKYuDAgaEeSlhw4MABampqmDBhQrefq662hpf++QsaKvZz/ZXnkZnR9+Q79TDldRr2lMUyK7cq1EMJG1YVJDGybx2pMc5QD+WUsbsUHKwyUFijJ1HvYnCKlSSDq0Oi8tvCBNLj7WQntgx87yiNpdamZtqA6qhKqjhSo6OkVsfUbHOohxI2fL4vhTMHVLeaQBGNrD+UwMCkBtLje08ASZZlf4D86PE6lIYUxk05j2nnXEmcqfWAuI89e/YgyzIjRnTfokEkceTIEUpKSsJeuAoEAkFn+fHHH/F4PC0sAaOVvXv34nK5GDVqVKiHEhYUFBRQW1vL+PHjQz2UsKCgoACz2XzSNYlP3nqS7euWct3lc8jJzuih0fU8tTYV3x5OYN7QipNvHObIMpTXa8ivMFLvVDEwsYEBSQ1oOhDIrrSq2VoSzzmDK1vo9TqHkvWHEhmTbqFfL+8r3hS3R2L5T6mcN+S4SMT+mQ2HEhiQZCMj3h7qoYQFGwoTGJBgI8Mk5gPg+yMmUmMc5CSFdwGL2+1h/beb2Zj3I2iTmTzzUmbMvwa1un1r9s7yww8/kJycLGIigqgiipbpBc2RZblXZ9N2FlmWRfZ+E3rKUcDlcvHOi/8PS/lPXHTetLAMigN4vFKnspijAbtbEZHZ6q2hU3s5vU895+RWkmhwkVdkYmNhAuV1Gk6WPpZgcFJta3lTerhazzGLjon9zVEVFAfRU7s11N2QoR3JdIeVeqjxVZDfcv0lXL1wlr8H+VMPX88X7z2HxVzT5r4KhaLL2d+9EXF/KhAIeitCgwfi9XqFBm+CqBgPxOPxdGjx/6zzrkGpT2bN+h/ozbU/drcCbYQ6tjVHkqBPrJPpA2qYkFFLZYOGlfnJ7C2PweFu/zvSpHfhcCuwuQK/O1weiR+KTAxItEVVUBwabbJVCqHBm6JSyrg94vfWR2/U36eCQiEjy+E/HyqVkplnncFt111Mnzgn3371Cs89djeF+buDeh5xbyqIRoQCiWKEKA+kNwuortATolyWZT564wlKD+Rx1hnDGXH64G4936ngBRSIa8SH2yPh8SrQqXqHMPehUcmclmplzuBK+sQ62H40jnWHEim1aNsMkCcaXFQ3BC7YVDeo2VMWy4RMM/pesnjRGXRqLw6XuMVoiiQREcKrp+gOK7dw4VQC5IJGJEkS92UCgaBXIjR4IGI+AhHt7gLxer0duj5MicmMmXwuxWUWDhws7oGRhYbelJjuQ5IgJcbJ1OwaJmeZsdhVrMxPYfexmBaBbx8qRWNLs+qGE/bEsgzbjsZj1HgYmlrfU8MPK7QqL3a30OA+JBAreE0QgfFAIu366JOWxC3XXcI500ZQd2w3/3vqAT59+z/YbcGpeBf6WxCNiF9MgeBnhCgPpCfm45vP32Tv5i85fVAfZkyf2K3nOlVkWRK9mppgdytQSHKv7dmlVsrkpjQwe3AlmSYbu4/F8s3BJIrNOrzN3nKi3oXVqfRntttcCvKK4xmWVkey0RWC0YcencqDy6vAE305AW0iIUeU8OpuJAno5YkCnQmQCyEaiJgPgUAgiB6EBj+BqKAPpDNrEmeeexUqYyprNvbeqnG7W9nrEtObkmhwcUaWmWkDqrG7lawqSGZHaSxWZ8tkkUSDk6omyen7K4xY7ErGZdRG7bqNTgTGA5AkucXaTTQTaYHg7iYS50OhUDDljDHceeMlDEhTsW3duzyz+Hb27dwU6qEJBBGJ+MWMYkQguCViPk7Q3dfHzrw1bPjqddKTNFx8/uywn3uv3HhjLWjE6VGgVnp7vehUKWBgko3ZuZUMSmrgp+NGVhckcbha7w/6alQyMVoP1Q0avF7YXBxPqtHJgFZ6jkcLvt5wTo+4zfChkMDbywPBnSEShWhX6UiAXASCBQKBIDoQGjwQ8dsnaI/OfF7iTAmMmzqP0op69hcUdvPIQoPLI6FR9t7AuA+T3s2EzFpmDKzC45X45kASW0visNhPBMgTDS5qfm5ndsyi5UCVgUn9azvUo7y3olF5cYrAuB+FcGwLQJLkk7YJjCokOWIXJBIT47hu0YVceM5EXOYDLH3hj7z3ymPUW2q7fEyxHiGIRkTzoihGiPJAxA9AIN3Zc/3Igb18+ta/iNc6WHTpQtTq8LeLk2UJhfi4+JFlomo+lArISrCRabJxtFZHQaWR/RVGBiVbyUqwkaR3Ut2g5ni9Bq8sMaqfpdcnDbRH43sXwqspjVbqoR5F+BBNgXEfvgD5oIGZHDhYzNqNeeStep2t331J2sBpDB11RqiHGDYIYS4QCHor4rstELEmEYiYj0C8Xm+nrOWnz13Etk1fsWbDZobkDuh1c+mVJZRRlKwfq/UwLsPCaU4rByoNrDuURFqMg8EpVhINLmrtKmpsKrYdjWNMPwtxOneohxxSFCLwGUA06k1Bx4n060OSJMaOGkZuTjZffL2WvT98yqH9O5i74FZGnzGr079/Qn8LohGRSiYQ/IwQoT1DdWU5S1/+C0pXJYsuOY+YGEOoh9QhZBpvnASNyDQKr2hDIUGmyc7ZA6sY0beOYrOelfkpOD0Kimu0lFp0TMw0oxS/rqJCuhmSJKzUmyJFcIb2qdJaBfmuLd/w9mtP88K//8zhQwdDPcSQI4S5QCDozQjNKRB0jM6u0cTExjFh2vmUV9vYu6/33U/JUepiZ9R4GNWvjtm5lejVHjYWJrKjNA4lXr4/bCI7wUZ6vCPUwww5EuAVq1Z+Gq3UxXz4aAwEi/nw0VvmIzbWwBWXzOOKi85C5TjKJ68v5rE/3EHhwfxQD00gCHtExXgUIxYcBe3RHdeH3WbjnRcexlZziCsvnkmftKSgn6O7iFYR2hbRLjAkCfrFOegb66DYrGXXsVg8soLBSRbUShmXJ7rnBxqvEbNNhbYX98HrDBa7mpJaHUmG6Ow735ySWj1qhZfsKG45ABLZA7K4Prs/r61zsnPXPkr2reKV4kP8/q8vdapCqrdRWlqK2WzG5erY50WtVp98I4FAIAgDhAYPRCSnByLmI5CuzMfUOZezZeOXrN24maGn5fSqnu2NaxKhHkXo0Ku9jOhbT26ylZ3H4vCgwOOF3GSr0N806iuFJJOT2BDqoYQFYj4CKRbzEUBxrR5lL5qPQYMGclt6Bl+v2cjOvbt49emH+c0jz6PX6zu0f0lJCUqlkgEDBnRoe4VCEdXrFYLegQiMCwSCHsHr9fL+q49RcWQHc2eMY0hux35swwVJ9CcKQCQJgNWppKDSQLFZT6zWRa1dSX5VPPlVoR5Z+LD1qCnUQwgrjtbqOVrbMWESDbi8Cr74KTXUwwgL0vrAWQmpLFtWBRYXK1asCPWQwoIvvviiQ9tddNFF3TwSgUAgCA4i6BmImA9Be3TFQcYYE8uksy5gw/IX2bO3gJHDh3TT6HoeKdK9f08Rr4y/rZnLI6GSZNyygi/3Cz3hwytLQl81QcxHIGI+AvH0wvk4qphMQR0YvXrWrFnTqX09Hk+H9fdpp53GkCG95/dVEJ2IwHgUI0RoIMK2M5BgXx9fffgiB3evZdzwbM6YMCqox+4JolyDtkBB9FaNW+xKCiqNlFp09Iuzc1ZOFUdq9MRp3TS4VKiVXsZEeY9xgC9/SuGsnCoMGlExDrC+MJHTUupJjXGGeihhwfajccTp3AxM6h0Z2qdKQaWBfQdKyY0/yvxF/8e4qXNDPaSQcuzYMQoLC5kyZUqohyIQCASCbkZo8BOINYlAujofU2ZfRt6G5az7divDh+X2mqpxKUpbVXm8UGzWU1DZ2IYvN7mBtFg7X+enMLqfmd3H4pnUvwaTPrp7jO8ojSNWK/SVj+2lccSJ+fCzszQWo8bDoGQxH9D4eYnRuhnUi64Pr9fL8xs/4fR+idz3p39iMMZ0eN8dO3YQExPDoEGDOrR9b/ldFUQ3IjAexQjRJWiPYF4fees/J2/NewzoF8O8uWdFZFKGJMmIj8sJGivoQz2KnsVsU5FfYaS8XkumycbMQVUYNR4Aqm0achIbSI2pZ92hJA7X6Bmc0ntusDuLLDf2a9KoZNTKKLtQ2kIGtVLMhw9JApVCzIcPhQTHy8tQKjXknDYm6q3BFQoFCoUi6udBIBD0PoQGD0TMRyBiPgLp6nzoDQYmn30Raz95lp279zNm1NBuGF3PIyFHVbK+2wtHavQcqDSiUsqclmolPd6OQoLyOg1GjYesBAdOTz3bjsYzY2AVWlU0zVBLhL46gYSYj6ZIEijFfPhRSDIqqXfNx579B6ixOJg+/wLiTQmd2leSJFQqldDfgqhCpHdEMZEYnOxOhAgNJFjXx4G92/jy/WdIMnq5fMG5KJWR+bWjiNLs7LZQKby4vFJUBMerGtRsOmJiY2EierWH2bmVjO5X5w+Ku71Qa1ORaHCiVclMzDSTXxFDeZ0mxCMPHW5v42dFpYiCC6SDyIgWBIK2kYGy8uPoYlNJSesX6uG0isvlYsiQIUiSxNKlS0M9HEEnKSkpQavVotFoyM/PD/VwBIKoRWjwQMR8CNpDoVDg9XbNfeqMsxeiN/Vn3bdb8Xh6h4OVWinj8kTmekpncHkk8isMrMxPodisZ0TfOmYOrCLT1BgUB6huUJOodwEwKKmBRIOLzcUmvFEst1weSejvJsiy0N9NaVyPCPUowgdZlhqzJ8Icl8vDkHP+hJR7O0uXb25zO6/Xy7pvt6KJ6cvkWZf04AgF7SE0eHjT+++oBO0iAsEnEIHxQCRJ6rII9XH8WBHvv/pXdNRy1aXz0Ot1QRpdzyNJwkq9KTq1F49X4Q+A9jZkGY7Xa/i2MIHvj5iI17mZM7iCEX3r0asDPxdmmxqNyovh5+dNejej+lnYejQeq1MZiuGHHJtLgVKShTBvgleWxE1XExoXKkI9ivDB6XJTWWkmM3tw2AYJ/vvf/5Kfn8/QoUO57LLLAl47fPgwkiR16L8bbrihzXNYLBbeffddXn75ZbZt24bJZEKj0ZCSksKMGTP45z//idlsPuX3MmPGjA6P1/ff2rVrWxxn3759PP3001x//fWMHTuWjIwMdDodRqORnJwcrrjiCj755JOT3l9WVFRw1113kZ6ejlarZeDAgTz00ENYrdaTvpfLL78cSZL405/+1O52GRkZ3HjjjbhcLn7961+f9LgCgaD7EJozEDEfJxBrEoGcynzo9HqmzFyAucHL9p17gzyy0KBVebG7e6+icLol9h03sjI/mfI6LWPTazkrp5p+cY4WuqG6QUOioTEwLkkwJr0Wl0fix7KOWwf3NuxuJTq1J9TDCBtkJH8ihaAxECym4wQyEREX579vfEN+YTlDB/blsvPGtbnd3p8OcqC4ln1HXZx51gxSUlLQ6XRkZmYyffp0/vSnP7Fnz55W97VYLBw5coQPPviAsWPHdpsG92G323n22WeZNWsWKSkpaDQa0tPTmT9/fpcS8PPy8rjrrrsYOnQocXFxxMTEMHDgQObPn8+//vUvKioqWt1PaHCBsFKPYoToCiRcF6JDhVKpxOnsei9ca30dbz//MK66Yq67fC5JSabgDS4ESAgr9aaoFTIKScbuVqBW9h7xJctQXq9hf0UMVqeSgYkNTOhvRtOOvVJ1g5pEgytArGea7JhtavKK4pmeU42q965ftIrjZ1EuvlZPIALBgbi9EkqRwe+n4ng1HtlL/5xhoR5Kq9TX1/PYY48B8Kc//albeop9+eWXLFiwAIfDwYwZM5g1axa1tbUAVFZWsm7dOtatW8c///lP3nnnHc4+++ygj6EtFAoFubm5LZ5fvHgxb731Vqv7FBYWUlhYyHvvvcdZZ53FsmXLSExMbLFdZWUlkydP5uDBg/7nDh06xGOPPcaaNWtYu3YtWq221XOsXr2a999/n+zsbB588MGTvo8HH3yQV199lc8//5xNmzYxefLkk+4jEAiCi9DggYj5CESpVOJyuUI9jLDhVK+PSWdfzPfrPmH9pu2MHjkUlSqyk5Z1vTQwbncpOFhloLBGT6LexcT+ZpKa6eumeGWosakZ0dfif06lgIn9a1l3MBGT3k2myd5Dow8f7G4FOlXvcEcIBl45MgKfPYXHK6EUhQt+IiEwXm+189jzXwHwp3vmt6nBZVnm//3nEz5efwiXa1vAayUlJZSUlLBx40YsFgtPPvlkwOs+DX7//fezb98+tm/f7n+tOzT4/v37ueiii9i/f3/A86WlpZSWlvLFF1/w2muv8cEHH2A0Gts9lsPh4J577uGVV15pca9w6NAhDh06xBdffEFOTg4XX3xxwOtCgwtABMajHiFCTxCMCunehEqlwu12d2lft9vNuy/9P8zH9nLhOWeQnZUR5NH1PEqF3Guro7uCJDUKc4dbQaw28gPjsgylFi35FUYcHgWDkhrITrCh6kC/oeoGDSnGlkkkp/ep47vDCew4Gs+4jNqoCooKUd4SjywCwU3xeCVUSnGN+Dh6rAxJUtJ/0KhQD6VVnnvuOSorK8nMzOTyyy9vd9tHH32Uiy66qM3XExJa73dWVVWFw+FAoVAwcuRIBg0axDfffIPJZKKkpIS33nqLpUuXUl5ezvnnn8+3337L6NGju/R+lixZctJM8L1793LFFVcAMGvWLNLT01tso1KpmDRpElOnTmXEiBH06dOHlJQUampq+Omnn3jhhRfYs2cP69at44ILLmDDhg0tFjQefPBBDh48SGxsLH/7298YPXo0a9eu5c9//jPff/89TzzxBA899FCLc7tcLu655x4AnnzySfR6/Unfd1ZWFpdccgnvvvsujz76KMuXLz/pPgKBILgIzRmIJEl4PJGvJYKFSqXCZrOFehhhg1KpPKXrQ6PRMHXWJXz9/r/ZumMPk8aH531WR9GpPdhdkR3cb0qDU0FBpZEis57UGCdTsmpINJx8DarWrkKS5BbrEEaNh3EZtWwuiSdW68ak79p6ViTi8YLLIzR4UzxeCYUIBPtxe4XVflMiwWr/ubfXUVlTT2bfBC6f13a1+H2PvMn7qwsAyMnJ4bbbbmPSpEnExsZy9OhR8vPz+eijj1oNrDfV4EOGDGHmzJmMGjWqWzR4RUUFc+bMobi4GIDLLruM66+/nn79+lFaWsr//vc/3n//fb766isWLVrEp59+2uaxnE4nCxYs4MsvvwRg+vTpXHfddQwdOhSVSsWRI0fYuXMn77//fqv7Cw0uABEYj2pEhXQgSqWyy4Hg3khXRagsy3z69n8o3r+JKeOHMHb06d0wup5Hq/LicPceERoMdCqfMI/cqgavDMVmHQWVRryyxKAkK1kJNpQdTMSXZai2qRmcUt/iNYUEEzLNrD2YxIEqA7nJDUEeffhidyvQClHux7dQIebkBEKYB3K0rAKVRkt61qBQD6UFHo+Hp59+GoBFixadtFo8PT2d4cOHd/o8arWa22+/nYceeghZljl69ChTpkwBYMyYMVxwwQVMnTqV++67j4aGBn7961+zevXqzr8hYMCAASfd5o033vA/vu6661rd5uWXX0alal1OzZ49mzvvvJPLL7+cZcuW8d1337F8+XIuuOAC/zZOp9Nfcf7CCy+waNEiAH8W+UMPPcSSJUtaFeVPPPEEP/30E+edd167iQjNueqqq3j33Xf58ssvyc/PZ/DgwR3eVyAQBAeRnH4ClUqFw+EI9TDChlNJTu+NaLXaNi1QO8qEMy/gu28+YsOmnYwdNRy1OnI1vU7lxelR4JWJaIvoeoeSgkojJbU6+sY6ODOnmnhdx6/71hzbfKTFOhmcbCWv2MRZOVVoVdHxfetwKwBZ6M0miGT9QIT+DsQd5hX0Ho+Xp99cC8Ci8ye0qcFXf7ePp9/aCMDFF1/Eu+8uDah0HjeuMaD+wAMPtOoK69Pgc+fOpX///uTk5PhfC7YGf+SRR/xB8T//+c88/PDDAeeaP38+f/7zn/l//+//8dlnn7Fs2TIWLlzY6rEeffRRf1D8n//8Zwub8kmTJnH55ZezePHiFk48QoMLfPQ+Dx5Bh1EoFCJbvQlChAbS1fnYsOI9dm36jCFZScye0XvsQfwiVHxk/GjVkWvl5vFCYbWeVQXJFFQayU22MntQJTlJHQ+KA9Q7lXi8EqY2hLxWJTOxv5n9x2M4Xq8J0ujDH7tLgU4lqn98ONwKJLFQEYDbqxDC/GdkWeZYeQ19+ma0GWQNJStXrqSoqAiAa665ptvOc8UVV/D888/Tv39/vF5vq+L/3nvvZfz48QCsXbuWqqqqbhmL1+v1i+WYmJg2BfnJ/l5KpZLf/va3/n+vX78+4PX9+/djs9lQqVQt+rb7BPqBAweorw9MviopKeHRRx9Fq9Xyn//8p2Nv6mfOPfdckpKSkGWZJUuWdGpfgUBw6iiVSqHBmyA0eCBiPgLR6XTY7admia1Wq5l+zuXUOxRs3rorSCMLDY1aQv45CBp51NpVbCmOZ83BJGRgxsAqxmfWdiooDlDTpL94a+QmN5Cgd7GlxIQ3SuSG3a1Eq/JGlUvdyXC4xZpEU0RgPBC3V4E6jOdj5bd7KSqtBuCai85odRuv18tNv/sfABn90loExZuj0bRck/RpcI1G02bwPRga3OPx+PV1VlYWf/zjH1vd7k9/+hP9+/cH8Ldya86hQ4d4/PHHAbjhhhtO2rtbrVYH/FtocIGPyLybEgQFIboCUalUwsatCV25Pn7ctpFvPnuVPiYFl1x4Trf0IA0VfhHq6T3v6VTRqbzYXJE1H26PxIFKAysLkjlcrWdYWh2zBlWRlWCnK5drdYOaBL2r3X0T9G5G9rWwpSQeqzOy5qur2N1KdGqx6OtDLFS0RAjzE1RU1mJzeMjMzA71UFrlvffeAyA3N5cRI0b0yDndbnebQecZM2YAjQsBhYWF3XL+1atXc/ToUQAuvfRSDAZDl4/VtDda88V9Xw/15OTkFu+3T58+Lbbz8Ytf/AKr1cpvfvMbBg3qnMuAWq32V60vXbq0U/sKBIJT51StoXsbYk0iEDEfgQQjMA4wbup5xKXmsDFvF05n5M6vQmpcl7BFmJ16TYOKH4riWX8oEbXSy6xBlYxNt3S5JVtVg5pEfcvKRx+SBGP6WXC4Fewtj+nqsCMKm0tURzfF7ZFwe8WcNKVRf4v58BHuFePvfbEVgNzsVEYMadnSC2DFhh8pOlYDwB/++Od2g+Inw+PxtJv0faoavKCgALPZDMCcOXNQKlv/HVMqlcyZMweALVu2cPjw4RbbvPjii7hcLiRJ4k9/+lOnxyI0uMBHdKzQC1pFiK5AxHwE0tn5OHrkAB+98U9iVFYWXTYfjVZ98p0iCIUEWqUXe4QFgruTOK0biyMy/s4uj8T+40a+LkjmqEXHqL51zBhYTUa845SCldUnyVb30T/BTka8nbxiE+4o0CK1dhVxWvF96kNYy7dEBMZPUFRcjBclmQNyQz2UVlmzZg0AZ5zReqZ6d9BeYLyp5W53JeC9/vrr/sdt2ah3lHfeecf/+LTTTgt4LT4+HoDKysoWgbKysjL/47i4OP/jlStX8uGHH5KVldWqvVtH8P0tCwsL/W4AAoGgZxCaMxAxH4GI+QhEp9PhdrtPOZlEpVJx5jlX0uBU8sOWHcEZXIiI07qptYefw1BzZBkqrWq+O2zi2yMJGDUe5uRWMqpfHQZN13WRzaXA4VaQcJL+4SqlzMRMM0dq9JSYdV0+X6Rgsas6XXnfm7G7FSgkGbVS6E0f4R4I7mncHglVGF8fa37YD8AZo3Pa3Obld9cBjZr4qqtPOLtVVlZy4MCBFoHd9mhPf8Opa/Dq6mr/47S0tHa3bfp6c8c1wN83fPz48f4WaV6vl5KSEgoLC7HZbO0eX2hwgQ8R4YlihOgKRMxHIJ2Zj9qaKt558WGwlbHoknOJj+udWbk6tRe76DPux6R3YbapCOc2iQ63xN7yGL7OT6bCqmF8Ri1nDqimb9ypBcR9NPY3aztbvSnD0+pQKWR2lsaF9ZydKi6PhNWpwqSP3N7zwcYuMvgD8MrglUVg3EdRSSleVPTPDr8+UyUlJf4s7QkTJnRon//+978MGDAArVZLfHw8p59+OnfccQfbtm3r8HnbE+br1jUuAKhUqk5naneE+vp6PvroIwD69+/vz47vDJWVlWzatImbb77ZbwGXlJTE1VdfHbDdkCFD/Iv+vnP6ePfddwHIyckhNjYWaOyHds899wDw5JNPotfrOz02gIkTJ/ofb9iwoUvHEAgEXUNozkCUSqWYjyaI6yMQjUaDJElBqRofM3kOpj6D+W7zHuz2jum3cCRe76bWFr6BcVmG8joNGw8n8EORiQSDi3NyKxnepz4ojmJVDWridO4OBbRitB7GZdSy41hsWM9ZMDDb1cTrhP724UtMF45tjcgyeLwKkSjQhHBO1C85VsPhkka78gkjslrdRpZlvttxCIChQ4diNBr5z3/+w6BBg0hJSSE3NxeTycTpp5/Of/7znxZ9tptzssD4qWrwpi5qJwvYN3197969Aa9VVFRw6FDj+548eTIWi4Vf/OIXJCcnk5mZSU5ODnFxcZx11lksX7681eMLDS7wIQLjUYwQXYGI+Qiko/PhdDh454VHqK8oYMG8M0nvl9oDowsNWlXk9tTuDuK0bryyhNUZfskCNpeC3cdiWJmfQq1dxRn9zUwbUENqjDNo4sjhlqh3KknoYABYoYAJGbVUWjUcquq6LW+4U2tXoVN50KrCU2SEArtbgU4tbFN9uL2NH0KRsd5IUUkFcfGJxDbJSA4XvvvuO//jMWPGdGifbdu2cfjwYZxOJxaLhb179/LCCy8wbtw47rjjjoBs87ZoS5gvX76cXbsa+4POnTs3IIs7WHz44YdYrVYArr32WqQO/mjMmDEDSZKQJImUlBSmTJnCq6++iizLJCYmsmzZMkwmU8A+Go2GK6+8EoBbb72VF198ke+//56///3v/PnPfwbg+uuv92//z3/+k/z8fM4991wuvvjiLr/HESNG+HutNf0bCwSC7kdozkBEO7NAxPURiCRJaLXaoATGlUolZ829EptbzfebtwdhdKHBpHNhtoefa5ssQ6lFy7pDiWw7Gk9ajINzBlcyNNWKJoi6sKOObT76xDrJTW4gr9iE0907o6SyDGabGtNJquijCdFfPBDPz/o7XAPBPU1jokD4Bsa/237Q/3jMsP6tbrNv/yHKKhs164ABA1i4cCH3338/Bw8eDNhu79693H///cyZM4e6uro2z9leYDwYGnzQoEF+/dlaFXhTmr7evLK6aaBcr9czduxYnnrqKWpqavzPu91u1q9fz/nnn8+vfvWrFscXGlzgQ0R4ohghugIR8xGIb5FCbqe01ev18uH//kFZ4RZmTh3J6cOCX7kVTuhEYDwAhQJiw8zKzepUsqM0llUFydhcSqYNqGZylpkkY/Czp2tsamI0nQsA69ReJmSa2Xc8hor68FvQCAaNolxkqzfF4VaKivEmuD1CmPuw1Fkx1ztITE5tN0M7VJSUlPgfp6a2n/hmMpm48cYb+d///sd3333Htm3bWL58Offffz8xMY1OMi+88AI33XTTSc/rdrtb9B2rrq7m7rvvBhoXt//yl7909u10iGDaqAPce++97Nu3jzPPPLPV1x9//HGysrIwm83cfvvtTJ48mf/7v//D6XQyduxYfvOb3wCNiwKLFy9Gq9Xy3//+95TGpFKpSExMBAL/xgKBoPsRmjMQMR+B+Cro29Pg0Uaw+owDjJo0k6R+p7Fpy15stuAcs6cx6d1YHCo8YSItvDIUm3WsOZjE7mOxZJrszBlcweCUhm6pTu2MY5uPwclW4nQutpTE4+2FHy27W4HTIxEnKsb92F1CfzdFJKYH4pVBJnx7rpeUnQjypibFtnhdlmVWfPOD/98rV67kk08+ISMjg3feeYeamhoaGhpYu3YtkyZNAhorvm+99dY2z9lWYDxYGtxoNDJr1iwAdu3aFdBurCnvvPMOu3fv9v+7eTC/qSX7k08+ycGDB5kyZQrr1q2joaGB6upq3nrrLfr27QvAv//9b55//vkW5xEaXAAiMB7VCBEaiJiPQHw/iO3NyapPXmP/tq8ZOSSd6VPG99TQQoZO5cEheowH0GinHvoAr8WuZGtJHN8cSMLjlTgrp4qJ/Wu7NWu6s9nqPhINbkb0tbClxESDs/ddT2a7CpPobxaA3S2s1JvS2N9MWNsBFBWXgkJDUnJKi0BwOFBRUeF/nJCQ0OZ2/fr14+jRo7z66qtcd911TJ48mTFjxjBv3jyefPJJtm3bRv/+jdnub7/9Np9++mm7520uzD0eD1dffTVHjhwB4A9/+EOHK9g7Q0lJCWvXrgUae4ANHtxxe/slS5awe/dudu3axfr16/nXv/5Fbm4uzzzzDDfffDPl5eWt7peWlsb333/PrbfeSp8+fVCr1WRnZ/Ob3/yGtWvX+q3afvGLX9DQ0MBvfvMbv31dWVkZt912G/369UOr1TJ48GAWL16M03nyBWOfKG/6NxYIBN2P0JyBiPkIxFdJJKroTxDMwLhCoeCscxfh8Gr57vuOt3gJJwxqDyqFjMUR2oRKjxcOV+tZXZDET8eN5CQ2MDu3koFJDai6SeK6PRIWu4rETiZhSxKMTbdgcyvZV9772v6ZbWpite5um/dIpNGxTehvHy6vhEKSUQj9DZxIFAjXRP2K6nr/44S4lm6T+QeOUFx+ImDscDiIjY1l3bp1XHnllZhMJvR6PWeddRZr1qxh1KhRACxdupTNmze3OJ7X68Xr9bZYjwi2Bn/kkUf8Gv/666/n0UcfpaioCJfLRVFREY8++ijXX389Go3Gv0/zfuE+Zzff+x43bhyrV6/mzDPPRK/Xk5CQwFVXXcW6dev89u1/+tOfWhxHaHABiMB4VCNEaCBiPgJRqVQoFIo2LU+3ffc13618m/5pei6cN7PDVqORjOgx3hKTzo05hBXjZpuKvOJ41h1KQqmQmTmoinEZFuJ03b+Y1JVsdR9ZCXb6xdnJKzaFTbZ/sBAV4y2xuxp7nAkacbgVaJViPgCKio8iK3QkJCSGZcV404zs9gLjGo0Gg6HtFhG5ubm89dZb/n+fLNva4/EEzMddd93FV199BcD8+fP54x//eNKxd4U333wTr7fx2mxqn9YRBgwYwPDhwxkxYgTTp0/nl7/8Jbt27WLevHl8/vnnTJgwoc3M8D59+vDiiy9y7NgxnE4nhYWF/P3vf/f3Nfvqq6/46KOPyMrK4qGHHgKgvLycM844g5deegmz2UxOTg6HDh3iD3/4A5deeulJqw19f8+qqqpOvU+BQHBqCM0ZiEql8i/IChoD45IkdajtSLSg0+mCOh/Dx51JSubp/LBjP1ar7eQ7hBmSBPE6F7UhSk53e+FglZ5VBckcrDZwWqqVWblVZCfaUHbzCnONXYVW5cWg6fz3hVopMzHTzOEaPUdrtd0wutBhtqmEjXozfD3GBY04xHwE4PYqkAjfRIFq84ngb0J8oMaWZZm1GzejjQ10c7v77rvJyclpcSy9Xs/ixYv9//b10G6K7760+XpEsDX4xIkTeeWVV9BoNLhcLv74xz+SlZWFRqMhKyuLP/7xj3i9Xp544gn/Pj497EOn0wX8e/HixS2eg8b1hzvvvBNoDEKvWrWqxTZCgwtEYDyK8dl0CRoR8xFIe/28CvN38fm7/yFB7+SKhfNQqaIjWCx6jLck0eCipkHT48Hd6gY13x8xsbEwEb3Ky+zcSkb3q8Oo6ZnqCq+30Uq9KxXjPkb0qUMpyewojaO3uCXaXAoanEoRGG+G3a0UPcab0DgfQpgDFJWUYzT1JSYmJiwD401FZvMs684ybdo0Tj/9dAA2btzYbhCkacX4gw8+yIsvvug/xvvvv99t1fVvvPEGAFqtliuuuOKUj6fT6ViyZAkGg4Hi4mJ++9vfdvoYDoeDe++9F2i0i/Nlr//ud7/jyJEjTJs2jbKyMvbt28fu3btJS0vjs88+C0hEaA3f39N3PIFA0DN0pF1VNNERl7JoIpg9tXsLwawYh8aq8RnnXY3Tq+Pb77cG7bg9SaLBRaVVc/INg4jLI5FfYWBlfgrFZj0j+tYxc2AVmSZ7jwWXuurY5iNW62FcRi3bS+PCqh3cqVLZoOl0FX1vxy56jAcgeq4H4v65v3i41nfptCcSn2z2wM92wYEjHKusZ/KZ8wOeP++889o83qxZs/z3W61VjLcWGO8uDX7dddeRl5fHZZddFhD0VigUzJo1i2+//ZYZM2b4n2+enN90H41Gw9lnn93muebOnet/3Nr7bg+hwaMDEeGJYnyiXNCIyN5vSWsitOr4Md57ZTFqTxWLLp2H0Rg9X+aix3hLYrVuNCpvjwhzWYbj9Rq+LUxg0xETsTo3swdXMqJvHfoeDrLV2lUoFTIxpxCIVyhgQmYtFVYNh6p7x+eovE5LgsHVqb7rvR2vDE6PsFJvikNYywPgcLgor7aS3n8wkiSFZWA8JSXF/7hp9XhXGTZsGAB2u73dLGlfYPxvf/sbjz/+OABjx47l888/7zYRuWXLFvbu3QvA+eef326FfGdITk5m6tSpAHzyySedvtf8+9//zoEDBzj33HO5+OKLAXA6nf5s/6eeeoq4uDgAhg4d6u+H9tprr7V7XN/fs+nfWCAQdD8iEByIb5FVzMcJgl0hHel0R6LAsNGTScsazuYdBdTXNwT12D1Bn1gH5fWaHumX7XRL/HTcyMr8ZMrrtIxNr+WsnGr6xTl6PKh0Ko5tPvrEOhmU1EBeUTxOd5hGxTqBwy1R06AmLVZ8ZzTF7hY9xpsi5iMQt1dCpQzfNauUxBMtH6prT1SPy7LM2m83o9SnMGPe1QE6LiMjo83j6XQ6kpOTATh+/HiL191uN0ql0u8E290afNSoUbz33nvU1NRQXFxMQUEBdXV1rFq1ikmTJrFr1y7/tr71Ax+ZmZn+x2lpaQG2681pum1r77s9hAaPDkSEJ4pRqVS4XCKr0IdKpUKWZWHj1oTmotzWYOXtFx7Gbj7MZRfOJDUlMYSj63l0Kg8Ot6LXVPcGA0lqFOZldd1nRybLUFanYUNhAltK4kk2OpkzuJLT0+pDdnNf/XNW9qkuBujUXiZm1rKvPJZKa+h7tZ8qZXVa+ghRHoDDrQBkYV3WBNFzvZGS0jJklPTLGoIkSSgU4Xdb3lSw1dTUnPLxOloh6Xa7+fjjj/nd734HNIrNFStWEB8ff8pjaIvXX3/d/7izNuonwzePDQ0NneondvjwYR577DG0Wm2A/fz+/fux2+3o9XrGjh0bsI8vCL9jx452j+37ewpRLhD0LCIQHIgkScK5rRk6ne6UXVp6E8GuGIfG6+7sedfgQseG7zpXRRYOmHRulAqZqm7Uj3aXgh/LYvi6IJmqBjUT+5uZNqCGtFhnSKosZRlqGk7Nsc3HkBQrcToPW4/GR/zaTnm9lnidu8cLBcIdh0v0GG+KXcxHAG6PhDJM+4sDpCSeqIquqT2RvHXgYDGlx+sZN+U84kwJfjc24KSFj77XW0vGb+rW9uyzz/aYBlcqlWRkZDBo0KCAtmwbN270P540aVLAPrm5uajVjb99HX3P0Pr7bguhwaOH8FuBE/QYomI8EN+XpEgWOEFTEerxeHjvlceoKtnFeWdPYNDArBCPrufxBbZE1XggvsB4sEWlLMPRWi1rDyayozSOvnEO5uRWMiTViibE2Z3VtlPPVveRaHAxvE8dm4tN2FyRe225vVBh1YjAeDNsLiVapTds+1eFArtLiVZYuVFUVAJKLX2zTkOlUvkztMOJESNG+B/n5+ef8vF8FdlarZakpKQ2t7Pb7fzlL38BICcnh1WrVvmz3LsDl8vlz/5OSUlp14quKxw9etT/OCYmpp0tA7n//vux2Ww88MADDBo0yP98bW0tgD9LvSkmkylgm9Y4fvw4FosFCPwbCwSC7kehUKBUKoUOb4JarRaB8SaIivFA9Ho9drs96O0HhoyYSL+c0WzZdRBLXX1Qj93ddGdyeoNTwa5jsawqSKbeqWJKlpmp2WaSjaeeFH4q1DmUeGWJeN2pf1dIEoxNr6XBqWTf8Y7fl4UjIjG9JW6PhMsrrMObInquB+KzUg9XRgxJ9z/OP1wO+HqL56E0pDDtnCsBOPPMM/3bHTx4sM3jWSwWKisrAUhPT2/xusfjQaVS8cYbb3DPPfcAPaPBW8PpdPLBBx/4xzplypSA19VqNZMnTwYa+31brdYWx/DRdE5ae99tITR49BC5K/CCU0ZYhweiVCpRKpVChDbBZ1smyzLLlz5H4Y/rmDhqIBPHjwz10EKCUgExGk+v6kcVDJINTtxeKWjz4pWhqEbH6gNJ/FgeS1aCjTm5leQmN6AOA7sjWYaqIGWr+8hOtNE3zk5ekanH+7UHi4p6LXq155Ts5XsjtXYVsUFYwOlN2N0iYx2g6GgZGkMSpsSUdi3AQsn48eP9tmmd7cvVnI0bN/oD49OmTWuzQn7ZsmVIkkRDQwMZGRmsXr2afv36ndK5T8aXX37pr+S+6qqrgmprf/ToUTZt2gRAVlZWQF+09vjiiy/49NNPycrK4ve//33Aa76s/YqKihb3rcXFxUDrgt1HXl6e//H06dM7NB6BQBA8RIV0IFqtVmjwJoge44HExMTgdruDXkXfWDV+LR6FgfUbI69qPNjJ6fUOJduPxrH6QDIOt4LpOdVM6m8OquY9FaobNCToXUFLNlYrZSb2N1NYrae0tvvc77oTj7ex1ZwIjAdS61ChVXlEe7cmiJ7rgYR7a7fxw7PQ6xqrojfvOgzAwcJijh6vY+zkc4kzNbb8uuSSS/z7LFu2rM3jffTRR/7ksta0n9vtpr6+nhtvvBFZlntMg7fGU0895dfld9xxR6t9zX3v2+Px8Mknn7R5rKZz0lHNKzR4dCEC41GMCIwHIkmSyM5uhq9ifNM3H7NtwzIGZsRz7uxpoR5WSDHpXdTaIt/yOpgoFJAa4zzljHWPFwqr9awqSCa/0khuspXZgyrJSbKhDKNfK5tLgdOtwKQP7iLBiD51SJLMzmNxEWnp5stWD8Oi15BSa1NhEoHxAISVOng8XkrKasnIHozT6ey2vtmnikajYeLEiUCgkGvOxx9/3G4l14EDB7j66qv9/77rrrta3e7rr7/mpptuAhoXwletWkV2dnanx52dnY0kSR2uwm9qo37dddd1aJ/8/Hy++eabdrepra1l0aJFOJ2NDiPXXntth45tt9u57777APj3v//d4voYMmQIOp0Or9frr3T38fbbbwMwevToNo/v+1tqtVomTJjQoTEJBILgIXR4ICIQHEh3WIdHMkqlktjYWMxmc9CPPWjYGDJzx7H9x0LMtXVBP353kmJ04nArqXO0DBp0BotdxZbieNYcTEIGZgysYkJmbVAqs4NJtU1NQpAc23zEaj2MTbewrTQOi/3U5jEUVDVo0Chl4sLsbxVqzEJ/t8AheowHYHeHt4OdRqNi4sgBAOTtOtxYLb7BVy1+hX+7kSNH+p3OlixZEmBB7uPYsWP84Q9/+Pm4Gm688cYW22zfvp19+/bh8XhITU3tVg1eVFTU5mufffaZPxidm5vLAw880Op2N910E6mpqQA89NBDlJeXt9hm7dq1vPHGGwAMHz7cb3XeHkKDRx+i7DGK8QlyWZbD0r4zFAgRGohOp6Mg/yeObHuflDi47OJzw7IHak8Sr3NT1SAC483pE+ugoNLAkBRrpwOjbo/E4Ro9B6oMaJRehqXVkR4XvgHW6gYN8Xo3qiB/FJQKmJBZy7pDiRRW68lJipzegl65MTA+IdMc6qGEHWa7mtzktu2dohGHyFin7HgVLrdMZvZp2O12tNrwrVSZP38+69atIy8vj7q6ulYrnhcsWMCgQYNYuHAhEydOJCMjA61WS2lpKV9//TUvv/yy3+bs8ssvZ+HChS2O8f3337NgwQL/XPz1r3/F5XKxZ8+eNseWkZHhty3rKjU1NXz++edAo2hu3i+sLUpLS5k1axajRo3i4osvZty4cfTp0weVSkVZWRnffvstr7zyCmVlZf5j+/q1nYy//e1vHDx4kHPPPZcFCxa0eF2j0XDllVfy2muvcc8992Cz2Rg5ciSffPIJr732GtB+gH/16tUAzJ49O6yvPYGgtyIC44EIDR6ImI+WmEwmzGZz0KvXfFXjrxdsZ93GH7ho/uygHr87USogJcZBqUVHnK7zWqPGpiK/wsjxei39TTZmDarEoAnfwFl1g5oRfYL/uegb52CgvYG8YhNn5lSHvGVbZyitFYnprVFrUxMf5CKGSEf0GA/E7lZgUIf3esT8GcNZl5dP3q7D7PzxACXldYyfeSHxCYHtyJ588kk2bdqE2Wxm7ty5/PKXv+Tcc89Fq9WSl5fHY4895m/r9Ze//KWFpfj333/PCy+8wMiRI1Gr1fz73//uVg0+fPhwJk+ezGWXXcbpp5+ORqPh8OHDvP/++yxduhSAhIQEli5dik6na/UYMTEx/Oc//2HRokUcOXKECRMm8Lvf/Y6JEydit9v58ssv+fe//+23iH/++ec7FPcSGjz6EIHxKMZnE+n7ohCIbPXm1FZXsOabbzjdVMdVly5EpwtPq9eexKR3cbDKEOphhB194+zsOhaL2aYiwdCxhT6XR+JQtYFDVQYMGg+j+tZFhLCralCTqA9utroPvdrLhIxaNh1JIF7nJskYGYKurE6LSiGTFCZWe+GCxwsWhwqTXix++3B7JNxeUTHu6y/ef9BIrHZ7m6IvHLjqqqt48MEHsdvtfPTRR22KvQMHDvD3v/+93WPdeeed/Pvf/271ta+++oqGhgZMJhMOhyOgwrwtlixZwg033HDS7dpj6dKlfregjlaLN2Xnzp3s3Lmz3W3mz5/PkiVLMBqNJz1eYWEhjz/+OFqtlv/85z9tbvf444+zZs0ajhw5wp133hnw2rx589p8L0eOHPFbu19zzTUnHY9AIAg+IjAeiHBtC0TMR0vi4+NbrQgLBgMGjyD7tIns/HE10ydbSExs2wY13OhvsrO7LLZTyemVVjX5FUaqbWqyE2zMzq1EH+YBM4dbwupUktBNwc7TUqzU2tRsLYnnjP7msF+PgEZNVWLRMTW7JtRDCTvMdjV948R3qA+PF9FzvRkOt4LEME+euOqCiTz4xMfYHS7+u+QrsgcM8PcWb8rgwYP57LPPuPTSSykvL2fx4sUsXrw4YBtJkvj973/Pb3/72xb7f/XVVyiVSmw2Gy6Xq9s1uNfr5euvv+brr79u9fVhw4bx5ptvMmbMmHaPc8UVV1BZWcmvfvUriouLufvuu1tsExMTw5tvvtmhanGhwaOT6C79jHJ8wXAhyk8gsrNPUFdr5pM3/4nLI3PpxeeQkNCxnpi9nXidG7tbgd0tvj6bolJARrydIzUntwN2uCX2lsfwdX4yFfUaxmXUcuaAavqGcZV4U2pswe0v3pwko4vT+9SxuTgemysyrrMjNXr6J9gi4u/Xk9Q5VKgkOeyzkXsSu1uBQpJRR1A1RndQVHIMSR1DxoDTcDgcYR0YT09P56KLLgLgrbfeanWbTz/9lAcffJCZM2cycOBA4uPjUalUJCYmMn78eH75y1+ye/dunn322ZNmR+v1+qD3EW0Pn8WaUqns0EKAj6lTp7Ju3Tr+/Oc/M2vWLHJzc4mLi/O/73HjxnHXXXexceNGPv/8c1JSUjp03Pvuuw+73c4DDzxAbm5um9ulpaWxadMmbrnlFtLS0lCr1QwaNIhHHnnE36e9Nd5++21kWSYtLa3Vyn2BQND9iMB4IEKDB6LT6XA6nXg84v7Rh69ivL22LV2lsWr8GryqWNZu/D7ox+9O0mIdeGWosLZfwCDLUF6nYUNhAj8UmUjQu5iTW8nwPvVhHxSHRse2WK0HTTf1jJYkGJdRi9Wp5KfjJ09iDAeOWnTEaDzCMrwZbi/UOZRBb3sXydjdSiTkiHJD6G4aK+jD+zc2vU8CF80aBcDarcWMnjQbU2Jyq9tOmzaNH3/8kT//+c+MGjWKuLg4dDodAwYM4MYbb2Tr1q385S9/afNcPam/X375ZW688UZOP/10EhMT0Wg0pKenc9555/HKK6+wY8eOkwbFfdx9991s27aNO++8k0GDBqHX64mJiWHkyJH89re/JT8/37+OcTKEBo9OJLk77iwFEcPy5cuZNm0a8fHxoR5KWFBQUEBtbS3jx48P9VBCisvl4rWn/o+S/d+SPOIKrp9pEn2LmrCqIIkRfepIi+2equFIxWxTsfFwAnMHV7Ya9LK5FByoNHCkxkCS0cngZGvEVET7cHkkvvgphXMGd29mvSzDjtI4LA4V07Krw6rHenManApWHUhmTgRUG/Q0h6v1HLVomZptDvVQwobyOg17ymOZNagq1EMJGbIs88+n3yAufRy3//YpNmzYwIABA8jIyAj10Nrk+++/Z/LkySiVSg4cONClnmMdpaysjL179zJz5sxuO0e04vV6GTp0KPn5+SxevJiHHnoo1EMSCKKSbdu2YTQaGTJkSKiHEhaUlpaSn5/PjBkzQj2UsECWZZYvX86ZZ55JXFzkVC93Jx6Ph+XLlzN79mwMhu5xb3vjmT9xaNcK7rpxISnJCd1yju5gb3kM9Q4lE/vXtnhNluFYnZb8CiM2l5KBSVYGJNoiLkH1x7IYXB6J0end2wfeYleyoTCRMekW+oVxxbEsw/pDifRPsDEgMXLar/UE1Q1q8orimTukUiTt/8zxeg27jsUyOzd69XdzvvwphTOyakgIc2e/TdsOMuWKvyNJEju2bWHk6I61/OosO3bsQKPRMGzYsG45frQjNHj4EsZL7YKeQGRnByLmo1GIf/zmvzha8ANnnXE6I4b0p96pDPWwwgqT3oXZJvqMN8ekdxOndVNkDqx8tDoV7CyNZVVBMjaXkmkDqpmcZY64oDg0Vovr1d5uDwBLEozsawFg17E4wjmF7VC1gb6xDhEUbwWzXSWy+JtR71QSo4nuOakx12O1ueg/4DSAsO8xDnDGGWdw3nnn4fF4eOyxx7r1XOFeQR/JLF26lPz8fJKSkrj33ntDPRyBIGoR7bsCERo8EEmSMBqNWK2d7xvdW1EqlcTGxmI2m7vtHGfPvxZZFc/aDZFVNZ6d0EB5vZYG54nlXa8MxWYdaw4msftYLJkmO3MGVzA4pSHiguIA1Tb1/2fvP7/jytfD3vO7q2pXzlVAIWcwNnPoxO5ms8nWCco6Sm3feTlr+a+Y42t77tX18nhmPL5XsnRlXWvpSMeSJctykJqd2M0OTM3UzQQQRE6V065ce16gwWYASACsqr0L9fusdd6gydq/UwQK+9lPwteAlV1ua4VD3SmuzrlJF/T7DCyek8kUjfR4xOfmkxI5Ex5bWSTFH5EpGHGa9d0d3UjVKhQrzbHaLeS3MNLjQVVV/u3/8Qd1u05e56vdmp2IwfVLJMZbnAhCHyceUsAn/+NnfHvxf7BnOMTbb76M01Imo+OgQAtea5lE3qT1MXRpKKDwIGZHVVdGWF2ZdfPReJByVeKtoSjH+5JNvW85psj47Y2ZFGA0wPHeBEtpM5MbGFGvhXJFYipuY8ivaH0UXUrkZDHG7QmZgqnlA/Pp6VkwWOgb3oeqqk0TiP7e7/0eRqORf//v/z3T09N1u04zFAo0I1VVH+6b++lPf4rLJVbkCIJWRAz+uNWd2tWq/h9SN4rT6SSTyWh9DF3xeDwkk093RddKz8AoO/a/zrdj8ywtN09npd1cpcNV4EHMTrW6suLqo/EAd5YdDPkVTo9GGA4omJr06W+luhJTBRqQGAfochcY9CtcmPZSqugzuzoRtdPnbb7O/0ZI5GW8VhF/PypTNOG0NO8zuForVAyAikXniXFVVTl3/iLvvrkfg8FQ1xi8WZ5HNCMRg+ubyOy0uNUgVFjR6g8pblz6mHP/7f+iKyDza790BkmScJorZIrio+JRHluJiVh9Rrg1uy53gZsLbj574COZl+n15Hh7OIrTsj0SYTFFpsPVuM9Mm1zlaG+Sr6Z8uK3lhj0Q2KjphBWHuVLXnevNqlpd2THuER3jj8kWjXR7Wvu+Y3p2Hkw2eodfolwuU61WmyIQ3bdvH3/yJ3/C+Pg409PT9PX11eU6IjCvj4WFBX7yk5/w3nvv8U/+yT/R+jiC0NJaPeZ80moxVKFQwGbTZzFoo4nE+NO8Xi9LS0t1vcbbP/6/ce/GF3z86Vf8zk9+XNdr1VK/T+HCtI+ZhBXZqLKzLUu3J49Bn3ndTUnmZUwGFUcDC2t3t2dJ5mWuzHp4uS+hq+5jpWhgIW3hVAuvpXqWRM5EZ3trx5pPyhaNdDbwGZbe5UsGLKaq7j8fJ6fnmZpP8O6PfodXf/h/r2sMLuLv+hExuL6JbFeLE0H546xWK5VKhVKphCy31qjs6fu3+ds/+9e4zTl+9zd+A1le6RJ3miuEM2aNT6cvXmuZXMlIoSxhMYkq3VUxReZe2EGpIpEpmnhnJILdrO8qzM1Q1ZWxZXtCjX1IFXSU2BNKc2nGw1tDMd2MLC9X4V7Ewf7OtK4eFuhFqmDCIDX2IU4zyBRNOMytPRp0em4ZX9sIbo+XdDqN0WjEZGqOW/J//I//cd2vkc/nCQaDdb9Oq+nq6uKnP/2p1scQBAFRnP4ko9GI2WwWifFHOBwOolGR+HqU1+vl7t27qKqKVKfgo7NnkN0H3+T2pf/C/EKYrs62ulynVkoVicmYjfGIHUlS8dtLHOtNbqvYbHViWyP/P0kSHOlJcu6+n7thB7va9RO73Ak76XLnRYy5hvJ3heliYtvjMgUjjqAo1l+VLxubYoz6ufMXMViDvPmDf4QvUL/fRaqqilVmdSRicH1r0mE6Qq2I0eGPk2UZg8HQcg8q4tFlfv5H/wxDYZnf/Y0f4HJ93w3tsJRFx/gTZKOKw1wWe8ZZSRaHM2Y+n/Tx5ZQXl7XM6dEIskElomyvgopUwYQKuDXoAB7052h3FLk046Gik3v4+1EHdrkiqo/XkczLeMV+s8dUqpArtfaOs2w2TySh0De4E/i+OrteD3ibkahYFwRhu1stTldVUWC7SjyXeJzoGH+a2+2mWCzW/fvk5I//JySLn48//bKu13kRxbLEnWUHZ+8FWUhbONyT4rW+OMtZM4Xy9nrMG1Nk/BokOs1GlZf7koxH7Syk9LHiJ5U3Mpe0sqtdfDasJZWXMRvVpkh6NkqlCkqLx99PypcNuh+jPjk1x+RcnP3H36lrUhx4mP8Qq8yEVrS97piETRMd44+TJKnl3pN8LsfPfv+nKLH7/MYvnaSz4/Ffuk5zhWLFQLEsHto/amXPeOsmxlUVFtNmPnvg49Ksh4C9yJnRCHtDGezmKrvaM9xZduomiVsLMUXGZytpMnJJkuBAV4qqKvHNovY7aYplifGInT2hjEj8riORM4n9Zk/IFk2YDFXdB6L1NDM3DwaZ3qG9gNinvRZRsS4IwnZnsVhQVZVisaj1UXSj1WLw53E6nRQKBUolcS+5ymQy4XK5SCQSdb1OqKuPvUdOMjYVZma2vqPbNytfMvDtopP3x4JEFZljfQneGIwTchXxO8q0O4rcDTu0PmbNqCrEcrJma7vc1jKHulJ8PecmXTBqcoZH3V52MeDL4dhGU/lqKZFb6RYXzye+ly0aMUqIYoFH5MsG3b8f5z6/9F23+Ht1v1Y+n0eWZYxG7T/jBKHRRGK8xYkxbk9rpaC8Wq3yV3/ye4Snr3L6xCF27Rh66s/IRhWLsUKmKH5JPsprK5HItV4nvarCXNLCJxN+rs276XQXODMaYVd7FvMjY+V7PHlkQ5XJ+PbZxb4yxk27h1NGAxzvTTCfsjIZ03bM5L2IA7+9RNAhHtatJ56T8Ygxbo/JFI04zJWWflgxPTMHBgt9IwcA0R39JFVVxXsiCMK2ZzKZMJlMLRNzbkQrxeAbYTabMZvNomv8CV6vl3g8XvfrnPzh/4RkCfDxZ/roGleKBm4suPhgLEi6YOK1/gSvDyRoczyeBNwdyjCdsJHRQRK3FpSSkWLFoOlo7G5PgQFfjovTXkoV7YKYaFYmnJXZ0SY+E9aTyMmiMP0JmaIJp0VMsXtUoWTAatJvB/3U9DwPZmPsP/4O/mCo7tcTsbfQykRivMWJMW5Ps9lsKIqi9TEa4h/++o8Yv/4Rh/b089orh9b9cw5LhawYp/6YNkeRcNa8rTqin6WqwnTCykfjAb5dctHvzXFmNMJoUEE2Pv35IUkrgfnqzvHtQKsxbo+ym6sc7U3wzaKLmKLNxAKlaGAyZmePGOG2rnzJQCpvEoUDT8gUjDgtrb3fbHp2CZs7RFuoEwBFUbDbt08B0YsqFouoqiq66AVB2PZEgfrj7HZ7y8TgG+VwOERi/Ant7e0sLy/X/TrBUBf7j73DxEyMqen5ul9vPZmCkatzbj4cD1IoG3hjKMYr/Yl1i7Vdlgq9nhx3lp0NPml9xJSVRKdR4yfXe0IZbHKFr+fcaPHoVFXh1rKTkYCCxSSe3a5FVWEpY6HNKSaxPCpbMIp99E/IlozYdfyefHL+IpLFzxu/8LsNuZ6Y1ia0MpEYb3EWi4VqtSpGdD2iVfZ5Xfrsv3Pho58z0OnkF39w8pn7TZ3mCumCSIw/ym0tYzaqRLfZHu0nVarwIGbjw7Eg98IORoJZTo9EGArknhughpxFXJYy97bBOLd8yYBSMmraMb6qzVFidyjDpRkP+VLjf43fXnbS6c7jsbV2gvNZljJmvLaS7kd0NVqmYGrp/WalUoWFcJregZ0Pf+dms1mczu3x8LIW8vn8w05KQRCE7cxqtZLL5bQ+hm60Sgy+GeI9eVp7ezupVKohRRRv/egfY7AG+ejTrxreSJLKG7k86+bj+wFU4ORwlGO9STzW58dfO9uzLKYtRDUqoq4lrSe2rZIkONqTJJU3afJsYz5lIVMwMRwQxUPriedkVNDF94uepL/rGBe+ly3q95nE9MzCSrf4sXcItHU05JqiY1xoZSIx3uJW90iIsWXfczqdZLNZrY9RV/dvX+N//OX/D7+jwm/92g8wPifD6bGWSObFQ+pHSRKEnAUW09uzq61chfGInbNjQR7EbOwOZTg1EqXfl8ewwd8ckgT7O1M8iNmJN/nY+VhOxmUpr9kdr4Uhv0LQUeTSrIdqA3OvCykLS2kLe0LiId2zLKYtdLhEF9iTEnnThh7obVfzC8tUVIm+od0Pv5bJZHA4mr94qFZEYC4IQqsQHeOPczgc2z4G3yyPx0MymdT6GLpiNpsJBAIsLdV/97c/GOLgK+8yNZ/kwdRs3a8HEM+ZuDDt4dxEANmgcmokwuHuFC7LxpM4NrnKrvYMV+fclJu8RlcviXEAs0nleF+SsaidxXTjmiMKZYkbC272daZ08yxCjxbTFkLOAobtMaywZpK51o6/n1SuQq5kxLGJz9RG+uT8BSSLvyG7xVfl83kxrU1oWSIxLoh9Xk/Y7iPLwouz/Mc//heYqwne+40fYbc//wG011YmkZM1GRulZx2ulcT4dnpfShWJu2EHZ++1MZe0cqAzzdvDMXo8+S0FGW5rhR1tGa7OeZp67HxMkQnoJCiHlaKDA10pKlWJm4uuhlyzWJa4vuDipc40NrmJ/zHrrFKFcEYkxp9UrkK6YNJ0R6DWpmdmH9svXqlUyOVyomP8ESIxLghCq7BYLCIGf4TT6aRYLFIsijG4q7xeL4lEQqy9e0JHRweLi4sNudabP3gPo72Nj85dqOu/QyQr88Wkl88nfTjMFU6PRjjQlcZh3lrMNRxQMBurTT1SvVSRSBVMmq8ye5THWuZgV5ors56G7XG/seAmYC/S7Rax5bOIwvSnVVbjb7F3/aFs0YTJUMVi1N/zrJnZJSZmYuw7eopAe2fDrivib6GVicS4IKrVn7Cdg/JsJs3Pfv+nlFLT/NavvkMw6N3Q33NbSxQrEvmy+Mh4VNBRpFiRSG2DbvpCWeLWkoP37wUJZ8wc6Uny5lCMTneBZ0zZ35CRoIJRUrkbbt7APKbI+HSUGAcwGeB4b4K5lJWpeP1vZG8uuvBay/R6xEPcZwlnzVhMlU11drSCVF7GbFRberz89OwCRquXrr5hYGWMutFoFBXajxA7zgRBaBWiOP1xsixjsVi2dYH6Znk8HgqFgvg+eUIoFCISiTRkHaDXH+Twqz9gdinN+P3pmr62qsJyxsxnD3xcmPbis5U4MxrhpY7MCxchSxIc6k4xGbMTzTbnSPV4TsYuV7DqrCC7x5On35fj4oyXUqW+7clzSQuRrJn9XekXfiaznWWLRjJFI+1iv/hjknkTslEVTQ2PyBaMOM0VXf48ffLZBSSLr6Hd4iAS40JrE1kuQQTlT9iuQXm5XObnf/jPic9/w49Pv8LQQO+G/67JAC5LhUSuOYOqejEaoN1ZbOpx6rmSgW8WnZy910YyL/NKX4ITg3HancWa3SwaJDjUnWQiaieuNF8RQaUKiby+OsZX2c1VjvYkubngrut7uzpC/UBXSpdBhJ6sVquL9+lxidxKt3irvi+qqjKzEKO7b/Th/uxMJoPT6Xy4b1wQo9wEQWgdIgZ/mtip/TiTyYTL5SKRSGh9FF1xOp3Y7XbC4XBDrvfGL/wuJkeIj89frEnXuKqu7Iw+N+HnyqyHkLPAuzsi7A5lsZhq15XuslRWRqrPN+dIdT2NUX/SnlAGi6nC1Tl33aYHro5Q39+ZaunC4o1YTJsJ2oti1PwTknkZj7V14++1ZIpGXe5cn51b4v5MhJeOnCIY6mrotUVhutDKRGJcEGPc1rDddpypqsrf/fm/Yfru57x6eAdHDu3d9Gt4rSUSTb4nuh5Wx6k3m2zRwPV5Fx+MBckWjbw+GOPV/gQBR32Cz9WR6l/PN99I9UROxmyoYpf12QHc7iyyqz3DxRlvXaY6rI5Q3ydGqD+Xqq4mxkW1+pMSebmlx7gthxPki1X6hnY9/NpqYlz4nqhYFwShVYipbU/bbjF4LYg942tr5Dh1t9fH0RM/ZD6c4e7Ygy2/TlWF2YSVj+8HuLngoteT58yOMDvalLol9IYDChZjldtLzXe/GdVxYtwgwdGeJIm8zFjEXvPXV1W4vuAm4CjSJUaoP5cYo762RE7Ga9NfElhLmaIJh1l/z/W06hZXVVXE30JLE4lxQVSrr2G7VaufP/tXXP/iv7Cj38+ZU69t6TU8thKJvOgYf1LIWSCZN5ErNcfHabpg5OtZNx+NBylXJd4aivJyXxJfA26YR4IKsqHK9YX6VVbXQyy3MkZdz5W2wwGFgL3E5RkP1Rq+t1UVLs968NtK9IgR6s+VyJuoVCUCDpEYf1IyZ8LTwoH59MwMGCz0Du17+DWRGH+aCMwFQWgVq8XpYn/097ZbDF4Lq3vGhcd1dHSwtLTUsJ+fE+/+LrKzk48/u7Tpa1arMBW38dF4gNvLTob8CqdHIwwHFUx1foSwOlJ9OmFjLtk8xfxVdWWUul4T4wAWk8rx3gT3Ig6W0uaavvb9qJ24InOgU0xre55SRSKaNYvE+BoS+ZWJbcL3MgUjTp2tvJudW2J8OszeIydp6+hu6LWLxSKqqoqJbULLao5MjlBXNpuNXC6n9TF0ZTsF5beufcGHf/tHhLwSv/HL72IwbO3H3msrk8yZmiqh2QgWk4rPXmJJ513jyZyJSzMePrkfQJLg7eEoR3pSuK2Nuyk0SHCsN0k4Y+Z+tPaV1fUSU/Q5Rv1RkgQHu5OUKhLfLLpq9rrfLjrJl40c6hZB+UYspi2EnEUM4r16TKUK6YKppTvGp2fmweSgd/j7iS3ZbBaHw6HhqfRHJMYFQWgVNpuNarVKsSiK6VZtpxi8VkRifG1+vx+AWCzWkOs5XW6Ov/GLLMVy3Lp9f0N/p1KFiaiND8aDjEfs7GjL8s5ohAF/DmMDn8Q6LRWO9CS5Ou9umgmAqbwJCXDrcOTxo7y2Mgc601yZ9ZApGGvymktpM3fCDo73JWo6Wn+7WsqYcVnK2M1ist2jKlVI51s7/l5LtmjCadbX58q5zy8iWfy8+QuN7RYHyOVyyLL8cNWbILQakRgXxMiyNWyX92R++j5/86f/Eqcpw3u/+YtYLFuvZPVYSxQqhrqMam52eh6nHlNkvpry8tkDPxZTldOjEQ51pzSrkrTJVY73JbgTrn1ldT2oKsQUs66r1VeZDHC8L8ls0sp04sUTS1NxKzNJGy/3JcS+rg0SY9zWlsybkI1qS4/in56P0NY1gN3+fVGQ6Bh/XKVSIZfLifdEEISWYDKZsFqtIhH8iNUYXHTRf8/j8VAoFMSEvydIkkQoFGrYOHWA18/8FmZnF5+cv0S1uv49bakiMRaxc/ZekKmEjb2hNKdGovR585oVz3a4iuxsy3Jh2ku+CSbdxRQZn03fE9tW9Xrz9HpzXJzxUK682IHTBSOXZz0c6Ew3ZKLfdiDi77Wl8iZMLR5/P6lYlihWDLoapT63sMzYZJg9h96ivbO34dfPZrMi9hZamv7viIS6czqdFItFUa3+iNVq9WYOylOJGH/+736Kml3gd379F/C4X+yXnckALkuFRE6MU39Sh6tAOGumrJN7TlWFcEbm80kfX0x5cVnKnN4RYb9OdkT7vqusvjzrIV2jyup6yRaNlKsSniaptHWYKxztSXLjBTsCoorMzQU3x3oSugoc9EwpGkjnTbSLwPwpybyMt0kebtVDMpUlmSnQN/j9fvHV+y4RiH4vm81iNBrFKDdBEFqG6JB+nMPhoFKpiCTwI0wmE06nU3SNr6GRe8YB7A4nr5z8ZcLJIt/cuvfUfy+WJe4sOzg7FmQhZeFgd4qTQzG6PQVd3AOPBBSCjiIXZzxUtH8k8Ex6H6P+pL0dGSxGlavzW18ZV6pIXJj2MuDP0esVn4EbUVVhSSTG15TIy3itrRt/ryVTNGExVXTV9HHu/EUwe3nrh/9Ik+tnMhkxwU5oaSIxLiDLMhaLRQTlj2j2oLxYKPCzP/gp6eV7/OqP3qCnu6Mmr+u1lYg3yfitRnKaK9jkCuGMtg/zVRUW02Y+e+Dj0qyXgL3Iu6MR9nZksJr0Ff32evMM+HNcmPZSesHK6nqKKSsBRSPH3b2odmeRnW0ZLs54KZQ3/94qRQOXpj3sCaVpczbPAwmtLaYtBOwlzDoKtPQi/t3PUauamZ0Dg5m+oZcefi2TyWCxWJBlUWy2arWDXhJPcARBaBHbZUpZrRiNRux2u3gu8QSfz0c8Htf6GLrT3t6OoigN/X559Z2fYPV088nnVx52jedLBr5ddPL+WJCoInOsJ8Ebg3E6XEVdJaUkCQ52pVCRuLGw9QRuI0SbZGLbKoMER3sTxHMy41tYGaeqcHnWg9NcYU+7+PzbqKgiYzSoeEV3/VPiOVm8L0/IFI04ddT0Mb8Q5t6DJc26xUFMsBOEJnrUL9STCMoftxqUN+N7oqoqf/0f/hWLE5d5+7X9vLRntGavHbAXiSr6H3/daJK00jU+n9ImMa6qMJe08MmEn2tzbjrdBc6MRtjVnsWs471Ue9ozuCwVvpr26qbb/kmxJqtWXzUSVPDZSlye8VLdxLdAoSzx1bSPDneBQX+ufgfchhbSVlGtvo6IYibgaL6fo1qZnpkHo42+kf0Pvyb2iz9NBOaCILQa0TH+NPGePC0QCBCJRLQ+hu6YTCba2tqYn59v2DVtdjuvnvo1YqkyX10d48aCiw/GgqQLJl7rT/D6QII2p367NI0GON6bYDlj5vayU5fJ8VzJQK5kwGdrrtjBYlI53pvgbtjBcmbjz8xUFa7OucmVjBzpSer2e0eP5pMr8bd4z54WyZoJOsRU2EdlC0ZdTUNc6Rb3adYtDiL+FgSRGBcAEYCuxel0kkqltD7Gpn34d/+BO1f+gX07unjz9aM1fe2go0Q8J+s2iamlPm+ehZS1od3PVRWmE1Y+Gg/wzaKLfm+OMzsijAYVXY0HWo8kwZGeBAbgwrRXlyPdmmW/+JMkCQ51pShUJG4tbexGt1iW+GLKh8tSZn9nWgSYm5AtGokpMt1i7N1TlKKBfMmA3966gfn07BIufxdef+Dh11KpFC6XS8NT6Y8IzAVBaDUiBn+ay+UinU5rfQxdCQaDxONxymXR/fek3t5epqamGroC76WjZ4hLg/xfH6YolA28MRjjlf5E08SMNrnKawNxphNW7oX1V6QZU2Tc1nJTPM94kte2EkdfnvWQLT5/ZZyqwvUFF7GczGv98ab8/6yVchVmk1b6RPz9lIfxd5MVl9RbqmDCZdHH79GFxQh3Hyyy++CbhLr6NDmDqqpix7jQ8kRiXABEUL4Wr9fbdLu8rn55lvP/8Kf0tlv5lR+/U/NxpHa5gtVUJSa6xp/itpZxW0vMJKx1v1alCg9iNj4cC3Iv7GAkmOXMaIShQK6pRn7Dyu76l/sSVKsSF2f0lRwvViTSBSO+JnnI8SSTUeV4b5LpuO2535fFisSXUz7scoUjPUkMIim+KVNxGyFXQXcrC/QgkjXjs5UwNdlnU63kCyWWYln6BnY+9js5kUjg8Xg0PJn+iC56QRBazerUtkYm9fTO4/E0XQxeb3a7HavVKsapr6Gzs5NyuUw4HK77tVKpFJcvX+aLL7+kvaOHNu5ytCeBpwnHFbssFV7rjzMRs3NXZ8nxmCI3dUKvz5unx5Pn4rTnmQ0lqgo3FlyEMxZeH4hjlUUcuRnzSSs2udJ0kwUaIZI147WVMIlCi8ckcjJenXy/nDt/4bvd4u9pdoZisUipVBLxt9DSWvQxpfAkMUr9aR6Ph2QyqfUxNmxy7Bv+61/8f/Faivz2r/8Qk+n5FaqbJUkQtBeJZsVO1LX0+3JMJWx1G0lWrsJ4xM7ZsSAPYnZ2hzKcGonS78tjaOJPc5NR5ZX+BOWKpKux6nFFxmGuNHWy02lZSXRfX3CRyJnW/DOFssQXkz6scoWjIim+aauTGwZ8YvT8WiJKa49xm51bQMVI3/Ceh19TVZVkMonX69XuYDokOsYFQWg1DocDVVXJ5cQ9xCqv10sqlXq4v1kASZLEOPV1GAwG+vr6mJqaqts14vE4Fy5c4Ny5c8iyzKlTp9g73I6JAsVi8yXFV7mtFV4biDMRtXN7yaGbseqxXHNObHvUSx1pZKPKtTnPmu+rqsK1eTfLGTOvD8SwiaT4pk3FbfT7cmLK3RpW4u/m/hmqtUJZIl824rFq/5m9uBTlzsQiuw68QUf3gGbnyGQyWK1WTKa1nxMKQito4lSKUEurHeOiWv17Xq+XdDpNpaKfHSTriYUX+fkf/XNM5Qjv/eaPcDrtdbtWwFEkIjrG19TtLpAtGknka3tjUapI3A07OHuvjbmklQOdad4ejtLjyW+bJKZsVHm1PwGqxFdTvoaOpF9Ps1errwq5iuwIZrk446VQfvx9zZcMfD7px2GucKw32XQTB/RgMW3BKEFbCyd/nyWSbfH94tNzYLTQO/z9fnFFUSiXy7jdbg1Ppi/FYpFisSgS44IgtBSDwYDdbheT2x6x+ntAvCePCwaDIjG+jv7+fhYXFykUCjV93Wg0ypdffsnnn3+Ow+Hg9OnTHDhwAIfDgd25cg+n5Gp7zUbzWMu8PhBjKmHj2yXtd46Xq5DMmZp+BZNBgqO9SaKKzP3o48/mKlX4es5NTJE5MRjHbhZJ8c1K5Y0k8jK9HjFGfS1iv/jTEjkZh1kfKxrOnb8AslfT3eIgitIFAURiXPiOw+GgUqmQz4sbi1U2mw1ZlnXfNZ5TsvzsD35KPvGAn/zSKdrb/HW9XtBRFHvG12EyqvR48kzFbTV5vUJZ4vaSg/fvBQlnzBzpSfLmUIxOd2FbVsaajCov98cxGVQ+nfCTKdR+6sFmbIdq9VWjQQWvtcTlWQ/V72KBeM7EuQk/PltJjE9/AVNxG32iWn1N2aKBfLnV94svYLYH6ejuf/i1ZDKJ2+3GaNT2M05PMpkMFosFWRYTaQRBaC1ipdnjJEkS49TXIPaMr8/pdOLz+ZiZmXnh11JVleXlZc6fP89XX32F1+vlzJkzvPTSS9hs38f4docbJAPKNpj24LZWODEQZzFt4eKMV9MC9UROxmyqYt8GHdRWU5XjvQnuLDtZzqw0luTLBr6Y8pEumHh9MC46xbdoKm6jy53HbNI+yak3D/eLt3D8vZZEXsark27x2/cX2HXwDTp7BjU9i0iMC4JIjAvfMRqNolr9CZIk4fV6dZ0Yr1Qq/OUf/69Epq/zg7ePMjrS//y/9ILsclXsGX+Gfl+O2aT1hQLKXMnAN4tOzt5rI56TebkvwYnBOO3O4rZPvq3uHO9wFfh0wv8wiGy0qroySn27BBSSBIe6UxTKRm4vOZlJWPl80sdwQOFgV0okxbdIKRoIZ830eZv/oVg9tPp+8Uqlytxykp6BHRge2Xch9os/TewXFwShVYmVZk/zer0iMf6E1T3jsVhM66PoUn9/P5OTk1uegKiqKgsLC3z66adcuXKFtrY23n33XXbv3o3FYnnqz9udHpCMKNntEQM4LRXeHIpRqcJnD/xki9oUb8YUGb+9tG2eefjsZfZ1prgy62ExZebTCT92ucIbg7GmXtempUoVZpIrY9SFp7V6/L2eRM6ki/3ieukWBxF/CwKIxLjwCBGUP03P1eqqqvLf//L3mfjmE44dGOT4kf3P/0s1IPaMP5vPVsZlqTCdsG767ypFA9fnXXwwFiRbNPL6YIzXBhIttx9IkmBvR4Z9nWkuTnu5H7E3fKxbKm9CklRcFv2vUtgo2ahyrCfB/aid6/NujvUkGQkq2+bBgxYexOx0uAqi2n8d0ayZ4DYpLtmKhaUIpTL0De1+7OuJRELsF3+CqFgXBKFViY7xp4nE+NNW94xHo1Gtj6JLXV1dlMtlwuHwpv6eqqrMzs7y8ccfc/36dXp6ejhz5gw7d+585hQbu9MLGFByyosdXEfMRpVX+hO0OQqcm/ATzjT+eU9MMRPQQfKqlvp9eTzWEhdmvPR7FQ53p8T6shcwm7RhNVUIbJPJfrUWUcwExBj1pyTzMh6NP1uWlle6xXceOKF5tziI+FsQAGq7CFdoaiIof5rX6+Xu3btaH2NNF879HVc+/U8Md3v4wek3kRqY3Qo4ikzHbYAopFjLsF/hTtjBkH9j45XTBSNjYQdzKSud7jxvDUVxW7dPQnarer15nOYyF2a8JAsmDnQ2LoiMbrNqdVjZVf/tkguLqUqxImEVydwXUq6ujHF7uS+h9VF0SVVXAvODXSmtj6KZmZmV/eJ9j+wXV1WVRCLB7t27n/E3W08mkxHFAoIgtCQRgz/N4/GQSqVQVbWhMa7eBYNBpqentT6GLhmNRgYGBrh//z7t7e3P/fPVapWZmRnGxsZQVZWRkRH6+vo2vObG7vStdIwr26tr1SDBvs4MbmuZC9M+9oTSDG7wmcaLUlWI5WR2tG2fz0NVhTthB/GcjNNSJlMUj+BfhKrC/aiN4YBYY7YWVV3pGG/l+HsthbJErmTUfJT6ufMXQfbw1g/e0/QcsPJMIpvNisS40PJEnZrwkAjKn+b1ekmn01Qq+kpS3vvmEv/wn/4Pgk6V3/y1H2BscMlp23d7xosa7p/Ssy53nnJVYuk5Y8CTOROXZjx8cj+AJMHbw1GO9qREUvwRPnuZt4ZipAsr+7ATucYEk3HFjH8bVauHM2Y+vh9ABU6NRNkRVLg47aFYFj/DWzWTsGE3V7bNHvpayxSNFMR+cQxmN90DOx5+LZfLUS6XcbvdGp5Mf8QoN0EQWpXT6URRFN3Fm1pyuVwApNNpjU+iL21tbcTjcYrF1r23epaBgQEikcgzv28qlQoTExN88MEHjI+Ps2PHDt555x0GBwc3nBQHsLu8KzvGt1lifFW/L89rA3HGIg4uTHvJler/vClTNFKpSponr2olXTDy2QMfc0krbwzGeL0/QSRrZiJm1/poTSuSlSmUjfR4tufP3YsS8ffaEjkZh7mMbNRuJ/1yOMat8Xl27H+drr5hzc6xKpfLoaoqdrv4PBJam0iMCw+JxPjTbDYbsiyTSumn4m5pfoq/+vf/KzYpxXs/+RFWa+N3MNvNVVzWMsuZp/dtCWAwwKA/x0R07ZuMmCLz1ZSXzx74sZiqvDMS4VB3Cuc2GttdSza5yhuDMbrdBc4/8HN7yUGlzs3O0W2yX7xUkbg+7+LCjIfRYJZX+hLIRpUdbVnc1jKXZz0NH1O/HagqTMTsDPnFKPr1LKYttDmKLbvfTFVVpucjdPQMP7abMpFI4HK5NvXwdbtTVVWMchMEoWVZrVaMRiOKsn1GMr8oSZJ0vdJMK3a7HbfbzdLSktZH0SWr1UpXVxcPHjx46r+VSiXGxsY4e/YsU1NT7N27l1OnTtHX14fBsPmbVbvDCQYZJbd9E3R+e4m3R6KYjVU+Gg8wFbfWNW6MKTI+W4kt/HPoiqrCeMTOufsB/PYSJ4dXpgFa5SrHepPcXnISFmsJt2QiZqfflxOj6NexmGrt+Hs9ibysecHNym5xD2/9QPvd4rAyrc1ut2/p958gbCfiJ0B4yOFwoCgK1aoYr7tKb0F5JpXkZ3/wUyrZOX77V8/g93s0O0uHs8BiSiTG1zPgU4gqZlL5leSHqkI4I/P5pJcvpry4LGVOj0bY35nGbhY/c89jkGBne5Y3hmIsZSx17R7PlQwUygZ8tuauVg9nZD6+HyBTMPH2cPSxMXiSBIe7U+RKRm4ti2TUZoWzZoplA92evNZH0a3FtIUOV0HrY2gmFk+RzZXpG9z12NfFfvGn5fN5KpWK6BgXBKElSZKEw+EQBepP8Hq9JJNJrY+hO6FQSCTGn2FoaIjp6WlKpZWJTsVikTt37nD27FkWFhY4ePAgJ0+epLu7+4XG9FutViSjBSW3ve91zUaVwz0pjvQkub3srGv3eEwx42vySVyZgpHzD3xMxm282h/npY7MY0lKv73ESx1pLs94UYricfxmZItGljMWBv2iiGw9rR5/ryeZM2m6XzwciXNrfJ7Rl16ju39Es3M8ShSlC8IK8ZtYeMhutyNJkqhWf4LX69VFYrxUKvEXf/jPSC7c5pfefZX+vi5Nz9PhLrCUMVMV3aZrsphUejx57kftLKbNfPbAx6VZLwF7iXdHI+ztyIgdz1vgsZZ5c+j77vFbSw7KNR7pH1Nk3NYyJg1HLb2IYnm1S9zLSCDLawNxHGsUX8hGleN9CSZjNuaSoshlM+5H7Qz4FVGtvo5CWSKuyIRaODCfnpkDg5m+kX2PfT2RSODxaFfUpkeZTAabzSa66AVBaFlictvT9FScricdHR0sLS2JZoZ1+Hw+PB4P4+PjfPvtt7z//vtEo1GOHTvGG2+8QUdHR0321hsMBmx2J0quNYpkO1xFTg1HkY1VPh4P8CBmq/lzoJgiE2jSiW2VKtwL2/nkfgCvbaVLPOBYOxE34M/R6c5zccZb9yl428n9qJ1OVwGbeIa2pkJZIp6TRWJ8DSsd49olxs+dv4Bq8vDWD/XRLQ4r8bcoShcEkRgXHiFJEi6XS1djw/VAD9Xqqqryt3/2/2b23pecOLabg/t3a3oeAK+1jNGgEhVjoNakquCylJhO2Lg666bTXeDMaIRd7VnMpuZMuOrFo93jkayZD8YDTERt1Or5UFQxN+Xe6HIV7oYdnB0LopSMvD0cYyiQe+aob5elwuHuFFfn3aTyjdnf3uxiikxUkRn0b9/RiS9qKWPBYy239IOL6Zl5MNnoHXrp4ddUVSWZTIqO8SekUimxc10QhJbmdrs1jzf1ZjUGV8XOn8d4vV5MJhORSETro+hSLpdDlmXu3btHMpnktdde4/XXX6etra0mCfFH2R0eFKV1klBmk8qRnhSHe5Lcj9r5aDzAXNJSk/HqxbJEpmjEp2FX51ZUVZiM2fhgLMh8ysqr/XH2dWaeO8p6X0cag6Ryfd4t1pptgFI0MBW3MdqW1foourWUtuCxlUXzzRMKZYlcyYhXo2mQ4Uicb8fmGNn7Kj0Do5qcYS3JZFIU6wsCIJ6CC49Zrczu6tK2G1lPvF4vqVSKcrmMyaTNj8y5v/8Lvrnw39g91MY7J1/R5AxPkiTocBVW9sg6myuAqaeqCrNJK2NhB+WqhM9WwiZXGA2KSQy15rGWeWMwzmLawq1lJ/ejdnaHsnS78y+09zmmyIwEmyfoqqowFbdxN+zAJld5uS9BcJ0K9bV0uguM5BUuznh4cyiGuUk75RtBVeHWkpORgILVJILO9YgxbjA9t4yvbRTXIwlfRVEolUoiCH2CGC8vCEKr83q9zMzMaH0MXXG5XEiSRCqVEr83HyFJ0sNx6u3t7VofRzcymQxjY2PMzs4SCoXweDz4fD78fn/drml3OImGW+85SIerSLszynTcxjeLLsYiDvaEMrQ7t97tHcvJOM0VLE3SQKCqsJC2cHvJiQq81JGmy13Y8DMIowGO9SY5N+HnQczGUEAUXD/LnbCTLncej8Z7ovVMxN9ri+dkHOYyskbPuD79/BKqya2rbnFRrC8I3xMd48Jj9DI2XE/sdjs2m41YLKbJ9W9ePscn//Xf0+mT+bVferfmlc4vYjUxLqpcV8ZnTcZsfDgW5F7YwUhQ4cxohGO9SZbS1rrtw251krSS2D01HGVHW5ZbS07OTfhZSpu39H1Zrkik8ib8TVCtvlKEYeGj8QATUTv7O9O8ORjbVFJ81c62LE5zhSuzHvHz/AxLGTPpgonhgCh0WU+lCssZMx3u1g3Ms9k80WSOvsGdj309Eong8/nEyPAniMS4IAitzuPxkM1mH+5FFlYSwIFAQHRGr6Gjo4PFxUXRTc/K1JkrV67w8ccfo6oqJ0+e5Pjx4+zfv5/79++Tz9dv1Lnd6SKXL7fkv4NBWhkJ/s5ohG53nsszHr6Y9BLNyluKJWNNMrFNVWEpbebTB35uLLgYCiicGonS7dl4UnyVTa5yrDfJrSUXETGFcV2pvJG5pJVd7WLdyHoqVVjOmkVifA2RrJmgQ5sVDZFIgm/uzTC851V6B3docoa1ZDIZVFUVO8YFAdExLjzB6/Vy+/ZtVFXVVQJWa6tBeaOrsmcn7/G3f/b/wiUr/O5v/jpms75+ZNscRQplI+mCEbe1ovVxNFGuwlTMznjUjmxU2d2eocuTx/Ddj4/NUGXQr3B72cmr/QlNz7qdSRL0+/L0ePI8iNm5OudGNqoMBRR6vbnnjjNbFc+bsJiquh4BXSxLTCVsPIjZgZWkdq839/B7biskCY70rFSt3152sCfUPB3zjaKqcHvJyY62jGYVx80gkjVjNqq4La1b0T89Ow8Gmb7hlx77eiQSIRgManQqfSqXy2QyGdENKAhCS7NarVitVpLJpPg98YjVGHx4eFjro+hKW1sbhUKBdDrdsqtI4vE49+7dY3l5mb6+Pk6dOvXYvlS/309bWxt3797lwIEDdTmD3eGiqqrkCyVsVnNdrqF3JgOMtin0+3OMRxx8Ne3FYa4wFFDoducxbjAGjykyvV797msvVySmE1YexOyUqhJDfoWhgLLhZwzrCdhL7O1Ic2nGy8nhqK6fQWjl9rKLfl8Oh1m8N+sR8ff6IlkzIxpN7/z0i4uoJjcnf6SfbnFYKUr3eDwYDKJXVhD0lWUTNOd2uymXy+RyOex2u9bH0Y1gMMjk5GRDr5mIhfnzP/gpUn6Z9977Rdwu/VVzGQ3Q5lzpGndbW6uDslSReBCzcT/qwCZX2NeZptO1dqXwaDDL2bEg4axM2xa6eYWNMxpgJKgw6FeYS1mZiNq5teSk15un35d77vit1Wp1vdUFqerKGKjJuI35pBWvrcRLHWk6XIUXSog/SjaqHO9N8NkDP15bma4W7vhdy2zSSqlqYMAnRt09y+oYN739DDXSzOwcGK30jXz/IFZVVaLRKH19fRqeTH+SySQWiwWbzab1UQRBEDS1OrlNJMa/FwwGGRsbE0X7TzAajbS1tbG4uNhyifFoNMq9e/eIRqMMDAxw+vTpde8h9uzZwyeffMLIyMhjSfNasTtW3ntFybdsYnyV2aiyJ5RhRzDLzHdr5b5ddNHrzdHvy+GyrN9EUa2uxLkHulINPPHzqSok8iam4jZmk1ac5go72rJ0bSLhvxEDvhyJnMzFGS8nBmI1fe1mF1VkwlmZM6NJrY+iayL+XlupIpHMmwjYG98xHo0muHl3hqF9Z+h9Yoqc1lYT44IgiMS48ASj0YjL5SKRSIjE+COCwSDXrl1r2J7xQj7Pz37/n5KN3ue3f+VtOjvb6n7NrepwFZiM29nR1hqJ8UJZYiJqZyJmx20tc6QnSZuj+MybULNJZTSY5daSizcHY+KGtQGMBujz5un15InnZKbiNj6b8OOylOl05+lwFXBZKk/9W8QUmXanPhLCqgrJvInFtIX5lJV8yUCPN88bQ7G67ddyWysc6k5xdc6N0xxr2UkQT6pU4fayk13tGfGw4hlUdSUwP9StrwdbjTY9u4jNFSLY3vHwa4qikM/n8fl8Gp5Mf8QYdUEQhBVer5dkUjz8f5TH40FVVbFnfA0dHR1MTk6yY4d+xrPWi6qqhMNh7t27RzKZZHBwkMOHD2OxWJ7591wuFz09Pdy+fZujR4/W/Fx2hwckI0ouR4DWKlBYj8moMujPMeDLEVVWYvBP7gdwW8t0uAp0uAq4LeXHYvBk3oTRoOI0ax93rhSjr8Tfi2krSslAjyfP6wNxvNZyXZ7jSBLs70xxftLPjQU3B7tS4nkRK/8Wt5acjASUptk9rwURf68vqsg4zBVNJjGsdIu7OPmjf9zwaz9PMpmkt7dX62MIgi6IxLjwlNVq9a6uLq2PohuP7hmv9zj1arXKX/3J/8by1BVOv3GI3TuH6nq9F9XpKnB9wU22aMShg2CmXnIlA/ejdiZjdvz2Ii/3JTa1y3kooDARs7OQtohO3AaSJPDbS/jtKx3W8ykLi2kL98JOLKbKwwA94CghAXFF1nR/VaW6Mu5pJRi3UK5KtDuL7Ahm6axxdfp6utwFkjmFizNe3hqKibHhwGTchslQpdej3xF/ehBVZKqqpNkeLz0olSrML6cZPXzise621f3ijSiuayYiMS4IgrDC4/EwOzur9TF0xWAwPBynLhLjj+vs7OTGjRtkMpltuydUVVUWFxe5d+8eiqIwNDTEyy+/jCxvfB/zrl27+PDDD+tyv2F3ekAyoCit0SCwGZIEQUeJoKPEvnL6YWw7FrFjNqrfx+D2IrGcGb9Nu4lt5SqEMyvnW8qYqVYlQq4CO9oyhJzFhsTCRgMc701wbsLPZNzGoF9MKFvKmMkUTLzSl9D6KLoWyYr4ez1a7RePRpPcuDPD4Eun6Rva1fDrP4uqqiSTSfbt26f1UQRBF8TTOeEpXq+XhYUFrY+hO43aM/7+f/5jxq59wMHdfbz+yqG6XqsWzCaVkLPAbMLKzvbtt5dYKRoYiziYTthodxZ4fTCGz7b5bl2TYWUX9O0lZ03HXwsbJxtV+n15+n15yo8koK/MeahUJTzWMuWqRK5kxGqqYjVV6xqgq+pKwUUiL5PIySRyJmKKGYupSshV4FB3iqC9iBarf3a1Z0nmZa7Meni5L9HSVeulisS9sJND3cmWfh82YjZppcudb+nPt7n5JaoY6Bva89jXxX7xtSWTSVGIKQiCwEoMnslkKJVKm0r8bXdiz/jazGYzoVCI2dlZdu3S14P3F6WqKnNzc9y7d49iscjIyAgDAwNbKi602WwMDg5y+/ZtXn311Zqe0+70AgYURSQxn8VsUunz5enz5R8rAr8656ZUMWA0qDjMZaYTVrzW0ppT3WqlWoVUwUQyvxJ7J/IyqbwJm7xSMH+0J4nfXtIklrHJVY71JPlyyofbUibQwiv4VrvFd7RlRJH+c8wmbXR7Wjv+Xo9W+8U/++ISqtHFyR/qa7c4QCaToVqt4nK5tD6KIOiCSIwLT/F4PNy5c0fs8npCI/aMXz7/93z1wV/Q32Hnl374dtO8/z2ePLeXnexoy26bxFG6YGQs4mAuaaXTneetoRjuFxxf3e/LcT9qZyZho1/sKdaUyQAdriIdriKqmiaRNzEecWA2Vrmz7CRdMGIxVfFay7itJWzySqLcKlewmqpYTNUNBR+VKhTKBvJlI/mygXzJQK5kJJlfCcTLFQm3tYzHWqbTXeCljgwuS33GtG2GJMGRniTnJvzcDTvYtQ2LXjbqftSO01Im5BRV2M9SqcJ80sor/Qmtj6Kp6ZlZMFjoGzn48GuqqhKJRDh8+LB2B9OhcrlMOp0WHeOCIAiA1WrFarWSTCZFIdUjxJ7x9fX09HDr1i127ty5Ld6barXKzMwMY2NjVKtVRkdH6evrw2g0vtDrjo6OcvbsWcLhMG1ttVtRZ3d5V0api8T4hhkNEHIVCbmK7FfTpPJGPp/0YzVVmYrbuJFbGUnv/i5BbjFVvovBv4vFTZWHcfiT3/KqChUVCmUj+ZJhJfb+Lg4vlAykCyZSBRMGScVrLeOxlRgOKHitJRzm+iXjNyPgKLEnlObSrIe3hmKajIDWg5mklUrVwIB4ZvZMlSrMpyy81h/X+ii6o9V+8VgsxY070wzsPUX/yJ7n/4UGSyaTuN1uDFp03wiCDonEuPAUj8dDqVQil8uJPeOPqPee8Ym71/nv//Hf4LOV+O1f/2WMTbTItsNV4Nq8m0TetKVuaj1J5k3cCztYTFvo8eR5eziK01KbEfEGCXa3Z/hm0UWPJyd2FeuEJIHPVsZoUOnz5dgTylKu8rCSPJWXSebllQR3yUChsvIPZzaqmI0rXeWSpCKxEpCrSFRVKFUMFCsGQMViqj7sQrfJFTrdBXaHMrgtZd1+H8hGleO9CT594H+YuG81hbLEeNTOq/2t3TW/EcsZC7Kxis/Wut0NANOzC5hsPjp7Bx9+TVEUCoWC2C/+hGQyicViwWq1an0UQRAEXVjdMy4S498Te8bXFwqFuHr1KvF4HL/fr/VxtqxSqTA1NcX4+DgGg4EdO3bQ09NTswf3ZrOZ0dFRbt26xZtvvlmzIgK70/dwx7iweZK0Em+WqxKHe5KYDCuxdLpgJJmXyRZXCstTeZl82fBdsbkBWPn3k1AfxmerMfjq1y0Pk+kriXWHuUK7q4DXWtZNEnw9g/4cibzMpRkPrw/EdfusoF4qVbiz7GR3e6bl/r9v1lLastLM0eTPYOtBq/3in315karRqctucRBrzAThSSIxLjzFaDTicrlIJBIiMf6Ieu4ZjyzN8R//z3+BuRrjvd/8Fez25npIbDRAp3tlnLrPpt1+5hcRU2TuhR2Es2b6fTneGYlgN9f+JqrLXWAs4mAiZmdUg7E+wvpiisy+jpUd0iYDBOwlAvYS8PjDjqrKw8C8VDF8F4iDqkoPE+SSBGZj9WF3uZ6D72dxWysc7krx9ZybNy0xXDUqEmkWd8NO2hyr3wfCs8wkrfR48k37vV4L1WqVmYU4XSMnHiugE/vF15ZMJvF6vduiy00QBKEWPB4PiURC62Poitgzvj6j0UhXVxezs7NNmRgvlUpMTk5y//59LBYLe/fupaurqy73BUNDQ0xMTLCwsFCzFS52hwMMsugYfwExxYzHVsb0XQJUklbiT7d17ZhTVaFYkaiqq//ju9hbxSCBQVIxG9WmjkckCQ50pjj/wM/NRRcHu9JaH6mhJuN2ZEOVHk9e66Ponoi/1xfJmmlr8H7xeCLN9VtTDOx9h4HRvQ299kYlEgl6e3u1PoYg6IaovxLW5PF4SCaTWh9Dd4LBIJFIpKavqWQz/OwPfkoxOcVv/vJp2oLNF9QC9HryzKWsVJtoBZCqQjgr8/mkly+mvLgsZc6MRtjfma5LUhxWAp09oQxjYQeFsriD1YtCWSJbNG6o29UgrewA89nKtDtXRsF1uIp0ugt0fDcart1ZxGsrY5WbNym+qstTYNCf4+K0l1Klyf/PbEK6YGQqbmN3e2s9jNiKUkViKW2hx9vaDzCWw3EKpSp9Q4/v+hT7xdeWSCREkkMQBOERXq9XJMbXUI8YfLvo7e1lbm6OarV5Ri4Xi0Xu3LnD2bNnWVhY4ODBg5w8eZLu7u66FcuZTCZ27drFrVu3KJdr011psVgwmKwouda+/30RUUXGb9t48kqSwGJSsckrXeAuSwWnpYLDXMUmV7GYmjspvspogON9CRZSViZjNq2P0zCFssS9sIPdocy2+Hesp2JZYjljEQUE64hkzQQanBj/9PMLVI0u3vrB7zb0uhulqurDwnRBEFaIxLiwJhGUr221Wr1WKpUKP/+jf0Fs9iY/eudlhoeat3Ir+N1NRyRr1vgkz6eqsJg289kDH5emvQTsJd4djbC3I4O1AaN22p1F2pxFri+4UZuokGA7iylmnJYKZpP4B1nL7vYMdnOFr+da43tWVeHqnJtBv7Jux4LwvfmUBZel3HITBZ40PTMHRgt9w/sffm11v7hIjD9NjHITBEF4nMfjIZPJ1Cxxt10EAgGi0ShqK9yEblIgEMBgMBAOh7U+ynPl83m+/fZbzp49SzQa5dixY7zxxht0dHQ0ZHpMf38/FouFO3fu1OT1JEnC7nCh5Fpv3VStxHMyfjGZa002ucqx3gTfLLqIKbLWx2mIGwtuAo4iIWdjE5rNaD5lxWMt1Wzt43ayul882MDPltVu8f6dRxkYfalh192MbDZLtVrF5XJpfRRB0A2RGBfWtJoYF8Hn44LBIIlEoiYPK1RV5b/+/N8ydfszXjk0ytHD+vzluVGSBD2ePDMJ/Y6BV1WYT1o4N+Hn2pybTleBMzsi7GrPNjwhur8zRTRrZj5laeh1hbXFFJnAJqrVW40kwZHuJKm8iXthh9bHqbv7UTvFioFd7c25GqLRZpM2elu8WxxgZnYejA56h78fnaYoCsViUewXf0K5XCadTovEuCAIwiNsNhsWi0VMbnvC6p5x8b48TZIkenp6mJ2d1foo68rlcty4cYMPPviAdDrNq6++yuuvv05bW1tD16lIksShQ4eYnJwkGo3W5DXtTg9KTsSQW7GavBKJ8fUFHSV2h9JcnPGQL23vx/dzSQuRrJkDnSnRLb4Bs9+NUReeFlVknOZKQ5qeVn32xcpu8bd+8J5u14QlEgncbjcGw/b+LBGEzRA/DcKa3G43xWKRfF78on2U3W7HbrfXpGv8iw//mquf/Q2jfX7efef1GpxOez2ePAtpC2WdTXKrqjCTsPLReICbiy56vTlO74gw2qYgG7Up/rCYVPZ3prix4CZfFh/FWovlZHwiKH8ms0nleF+SsaidxbT+J0NsVbpg5M6yk0PdqYf77oT15UoGolmZbre4X5iej9DeNYTN9v3Iw+XlZbFffA2pVAqLxYLVqt9iOkEQBC2IyW1PMxgMBINBlpeXtT6KLvX09LCwsECppK9YJpvNcu3aNT744AMKhQInTpzglVde0XQfutPpZNeuXVy9erUmzQ52hxMlr6/3vVnEczI2eWUEurC+IX+ONkeRSzMemmhjwqbkywZuLLjZ35nCIib4PZdSNBDLyXSLxPialjOWhxNNGyGRTHPt20n6dhxlcMe+hl13s8QYdUF4mnjkK6zJZDLhcrlEUL6GUCjE4uLiC73G7etf8sHf/iHtHomf/Mq726Ziy2MtY5crzCf18aC7UoXJmI0PxwLcWXYwElQ4PRphOJDTRcKr21Mg6ChyY97VEuOp9apShUROJiAS48/lsZY51JXiyqyHdMGo9XFqbnWE+oBfEd8PGzSdsNHmLDa0IluPkqksyUyBvqGdj319cXGRjo4OjU6lX6v7xfVaUS8IgqAVkRhfW0dHxwvH4NuVx+PB6XQyNzen9VGAleK3K1eu8NFHH1GpVDh58iTHjh3TzQP54eFhLBYLt2/ffuHXsttd5IuVptrxrhdxRcZvF932zyNJcLArRUWVuLm4/UYgqyrcmHcRdBTp9oi1BBsxlbARchZFEcEaVtZmWuhwNe576bPPL33XLf67uo5txRozQXiaDlJDgl75fD5isZjWx9Cd1aB8q2PmF2Ym+Ov/8L9hl9K895MfY7Fsn85LSYIBX47JuO35f7iOytWVUcgfjAWZiNnZ1Z7lndEo/b4cRp196u3vTBFVzMyJkeqaSeZlTAYVh1nsZ9qIbk+BAV+Oi9NeShX93vhvxfh3I9R3ixHqG6KqMBW3MeDLaX0UzU3PzIHBTN/w92tRyuUykUhEJMbXEI/HxXh5QRCENfh8PuLxuNbH0J1QKEQikaBQEImTtQwMDDA5OanpGRKJBBcvXuTcuXOYTCZOnTrFkSNHdLfPdHWk+tTU1AuPVLc7XaiqSk50jW9aVJHx28T7thFGAxzvTTCfsjKl8bO2WptLWYgqZvZ3prQ+SlOoPoy/Fa2PokupvIliRWpYx3gyleHarUl6Rw8ztPNAQ665FdVqVcTfgrAGnaWIBD0JBAI12720nQQCASqVypYq+VOJGD/7g5+iZhf4nV//BbxefQWJtdDrzZPKyyRzjR8bW6pI3AvbOXuvjZmElX2dad4ejtLrzWPQaf7OYlI50JniphiprpnYd9XqOi7u1J3doQw2ucLXc+5tM+0gXTByd9nJ4e6U7gpo9GopY0ZVIdTAimy9mp6ZA6ON3uH9D7+2vLyMzWbD6XRqeDL9UVWVSCRCIBDQ+iiCIAi64/f7yWaz5HKi6OxRVqsVr9crusbX0d3dTSaT0aSoIhqN8uWXX3L+/HlsNhunT5/mwIEDOByOhp9lo5xOJ7t3737hkep2hxuQUHJipPFmqOrKKHWxX3zj7OYqR3sS3FxwEVO2x4qmfNnATTFCfVMW0xYMErQ7xbSFtSymLbQ7iw17nvPZ55eoGOy63i0OK4VrRqNRd4VqgqA18ehXWFcwGCSRSOhuV5XWDAbDlsapF4tF/vzf/VPSy/f4lR+eoLdne3aQyUaVbk++oV3jhbLE7SUH798LspSxcLg7yVtDMbrchaZIdnaJkeqaiolq9U0zSHC0J0kqL3Mvot+HXhv16Ah18YBm4yZjdvp9Od0WHjXS9NwSLn8XXt/3ezMXFxfp7OzU8FT6lM1mKRaLmu4YFQRB0CtZlvF6vUQiEa2Poju1WGm2XcmyTG9vb8O6xlVVZXl5mfPnz/PVV1/h8Xg4c+YM+/btw2Zrjo7WoaGhFx6pbnd6QDKgZEUhy2akCiZUwG198T3vraTNWWJXe4ZLM17ypeZ+nC9GqG/NVNxGvy/XFM85tdDIMerJVJar3z6gZ/gww7sONuSaW7ValK7n5L0gaKG5f5MKdWW327HZbGKc+ho2u+NMVVX+5k//FQv3L3Py1b3s27ujjqfT3oBfYSZprfuY5XzJwDeLTs6OBYnnZF7uS/DGYJyQq/m6f78fqa6P/eytQlUhJqrVt8RsUjnem2AsYmcp3dwrIcajdkpihPqmKEUDy1kz/WKMOvlCieVYlr7BnQ+DTVVVWVpaEmPU1xCNRvH5fBiNRq2PIgiCoEvBYFAkxtfQ2dlJOBymUhHrj9YyMDDA3NxcXRsbVFVlYWGBTz/9lMuXL9PW1sa7777Lnj17sFiaazXYoyPVt/rztpIYN6LkxFjjzYgpMj5bSRTXbsFwQCHoKHJp1kMzr7afS1nFCPVNyhaNhLNm+r0i/l5LrmQgmTcRcjYmMX7+i4tUDHZO/vAf6T7hHI1GCQaDWh9DEHRHJMaFZxJB+dra29tJp9MoysYCoI/+659y+/Lf89JoB2+dOF7n02nPay3jMleYTdYnyasUDVyfd3F2LEi2aOT1/jivDSQIOpo3uWkxqRzoSnFjwdX01b/NRCkZKVYMeEXH+JZ4bGUOdqa5MushU2jOJNfqCPVDYoT6pkzG7YScBWxyEz+RqZGZmQVUTPQN7X34tXg8jqqqYo/XGiKRiAjMBUEQniEYDIqVZmtwuVyYzWbxfGIdHo8Hj8fD9PR0zV9bVVVmZ2f5+OOPuX79Ot3d3bz77rvs3LkTWZZrfr1GedGR6nand6VjfIPPhYQVK6vMRPy9FZIEB7pSlKsS3yw151jkfMnAjQUXB7rECPXNeBCz0ekqYBXx95qW0hZ89lJDvqdS6Sxff/OA7qFDDO8+WPfrvYhqtSoS44KwDvEIWHgmsWd8bWazmUAgsKGu8WsXPuKzv/9TugNmfuXHp3VfSVYLkgSDAYWJmL2mo8HTBSNfz7n5cDxIqWLgraEYL/cl8dm3xwiuLneBdkeR6wtipHqjxBQZr7UkEqIvoMebp8+X4+KMl3Kdp0TUWlWFr+c8DIoR6ptSqa6McRvyi2p1gOmZWTBa6Bs58PBri4uLhEIhDAbx4fIosV9cEATh+fx+P4qiiD3jT5AkadOT21rN4OAgDx48QK1RMFmtVpmamuLDDz/k1q1bDA4OcubMGUZGRjCZtsee46GhIWw2G7du3dr037U7fYABRRE/q5shVpm9GJMBjvcmmE1amY4318RBVYXrCy7aHUW63GKE+kaVqzAdtzHkF0U462nkGPXzX1xumm5xsV9cENYnntYJzyT2jK+vo6ODpaWlZ/6ZqfFb/N3P/jUeS57f/cmPkeXm7Kjcim53nmLZQCT74iOWk3kTl2Y8fHI/gAS8PRzlaG9yW+6k2teZIq7IzNSp2154nKhWr409oQwWU4Wr8+6mKuoYizgoVyR2iRHqmzKXsmIxVQk6ilofRRdm5hYx24OEunoffk3sF1+b2C8uCILwfLIs4/F4RGf0GlYT47VK/G43XV1dlMtllpeXX+h1KpUKExMTfPDBB4yNjbFjxw5Onz7N4ODgtluFIkkSBw8eZHp6+rnPd55kd3nBYEIRRSwbli8ZUEpGEYO/IIe5ytGeJDcW3MRzzVOkMp2wElPM7BMj1DdlNmHDZq6In5t1lKsQzpobkhhPpbNcuXmfrsGDjOw5VPfrvSixX1wQ1icS48IziT3j6+vo6CASiaxbNBALL/LzP/pnGEth3vvJj3A67Q0+obaMBuj35ZiI2bb8GjHFxIVpL59O+LGYqrwzEuFQdwqnZfvulbOYVA73rIxUb6YAp1mJxHhtGCQ42pMknpMZizTHZ91i2sxYxM6RnqSYGLAJqgoTUTuDfgURW0GlUmV2KUnv4I6H3eHZbJZMJkNbW5vGp9MfsV9cEARhY8RKs7UFg0HK5TLJZFLro+iSwWBgYGCAiYmJLf39crnM+Pg4Z8+eZWpqir179/LOO+/Q19e3rafgOJ1ODhw4wOXLl0mn0xv+e3a7HQxmlFy+jqfbXmI5GZeljGwUxS0vqt1ZZGd7hovTXgpl/QdmUUXm5oKboz0JMUJ9E1R1ZYz6kIi/1xXOWLDJFZzm+j8r/vzLy1QkOyd/+F5TJJvFGjNBWN/2vbMVakYE5WtzOBzY7XbC4fBT/y2fy/Hn/+6fkotP8JNfeptQe2uODB3wKSxnLGSLG38ArqoQycp8PunliykfTnOZM6MR9nemsZtbY5dOu7PIrrYsF6e95MS+8bopVSRSBZMY41YjFpPK8d4E9yIOltIvPiminlJ5I1dmPRzqSuG1bb/JE/UUy8lki0Z6PeIBIMDCUoRyFfqGdj/82uLiIsFgsKl3btaLCMwFQRA2RsTgazMYDLS3t4tx6s8wMDBAJBIhldp4R2axWOTu3bu8//77zM/Pc/DgQU6ePEl3d3dTPPivhd7eXgYGBrhw4cKGJybKsozJbENRxH3xRsUUmYAoTK+ZkYBCwF7i0oyXqo5zzUrRwKVpD3tCadqc4t9/M8JZM/mykW4Rf69rdYx6vX9dpdMKV27cp2voAKN7j9T3YjVQrVaJxWIi/haEdYiMi/BcwWBQ7Blfx1o7zqrVKn/5x/8L4alrvPvWEXaMDmp0Ou3ZzVW63HnGN9BBqqqwlDZz/oGPi9NeAvYS745G2NuRwSq3RkL8UcMBhTZnkYszXiqt93+/IeI5Gbtcacnvr3rx2soc6ExzZc6zqYKYRiqWJS7OeBnyK3R7xF6zzRoLOxj05zCJLg8ApqdnwGChb/jx/eIdHR0ankqfxH5xQRCEjfP7/eRyORRF7BN9ktgz/mxWq5Xe3l7Gx8ef+2cLhQLffvstZ8+eJRKJcPToUd544w06OjpaJiH+qD179uB0Orl8+fKGxvVLkoTd4ULJiZhio2KKjE8kxmtGkuBgd5JSReLbRafWx1lTuQoXZ7x0uAsM+sXagc0ai9gZ8iuYRAZnTaoKS5nGjFH//KvLlCUbb/2gObrFxX5xQXg28bEqPFcgEBB7xtexume8Wl1JrKmqyv/4qz/g/s2POfLSAK8cO/CcV9j+RoNZphM28ut0PqsqzKcsnJvw8/Wch5CrwJkdEXa1ZzG38HglSYIDnSkkVK412d7mZiHGqNdHrzdPryfHxWkPZZ3VHFRVuDTrwWUps6s9q/Vxmk4ybyKSNTMcEO/dqunZBQxmD90DO4CVjqtoNCoS42sQ+8UFQRA2TpZlvF6vKFBfQygUIpVKkRN7ndc1MjLC3NzcuoUVuVyOmzdvcvbsWdLpNK+++iqvv/467e3tTfGwv14kSeLIkSMoisK33367ob9jd7hR8sU6n2x7qFQhkZfFxLYaMxngeF+SmaSNmYRV6+M8RlXh6pwHk0Flf0dajALfpLhiIp6TGfSLIrn1xHMyVVWq+7O9dFrh8vVxOgcPsOOlo3W9Vq2I/eKC8GwiMS48l9gzvj6/348kSQ/H3F389L9y6ZO/ZLDLxY9+4S3xywdwWyu0Owvcjz7eNV5VYSZh5aP7AW4uuOj15jizI8yONkXsm/qO0QDHe5NEsuan3j/hxYnEeP3s7cggG1WuzXl0VdTx7aKLQtnI4e6UCMq3YCzsoM+XEzvhvqOqKtPzUTp6hjGbV9YHLCws4Ha7V3ZOCo8R+8UFQRA2JxAIiHHqazCbzQSDQebm5rQ+im45nU46Ojqe6hrPZrNcu3aNDz74gFwux4kTJ3jllVdE0dojZFnm5ZdfZnp6munp6ef++ZWOcRFTbkQiL2M2VHE0YA9wq3GYKxztSXJ9wUUiZ9L6OA/diziI52SO9SYwiAzEpt2LOBjw5Vq6aeh55pIrY9QNdX6+88WFK991i/9u0zzrF2vMBOHZxK8lYUPEjrO1SZJET08Ps7OzjH17hb//q/+dgKPKb/3aDzAaxY/XqtGgwoO4jWJFolKFyZiND8cC3Fl2MOxXOD0aYTiQE6OB1mCVqxzvS3AnrP+9zc2kqq7sShaJ8fowSHCsN0FUkRnXSVHHVNzGTNLKy30JUXyzBZmCkYW0hRHRLf5QNJZCyVfoG9r58Guzs7P09vZqeCr9EoG5IAjC5ogYfH2rMbiwvtHRUaanpykUCqRSKa5cucJHH31EpVLhrbfe4vjx43i9Xq2PqUtOp5Njx45x48aN5zaI2B0uCqUKFbH/7LlWx6g3SU6p6bQ7i+wIZrk446VQ1v5NXkhZGIvYebkvIQqrtyCVN7KcsTAcEN3i66mqMJe00lvn/euZzEq3eMfAPnbuO17Xa9WK2C8uCM8n0lDChoigfH09PT3cvn2L//jH/wtWkrz3kx9hs+lrfJHW/PYSHmuZK7MePhgLcj9mZ1d7lndGowz4c4gagmfz2coc7EpzedZDuiAg+1sXAAEAAElEQVQ67WohnTchAW5LWeujbFsWk8rxvgR3l50sZ7Qt6ohmZW4uuDjWmxAdCls0HrXT5c5jN4uHfqumZ2bBYKZveB+wMpY0Go3S3d2t8cn0Z3W/uAjMBUEQNk7sGV9fZ2cnmUyGVCql9VF0y+v14na7+eyzzzh37hxGo5FTp05x5MgR3G631sfTvba2Nvbs2cPFixefObbf7ljZ3arkxDj154kpMgFRmF5Xo0EFn63E5VkvVQ1z0am8ia/n3BzuTuGximcuWzEWcdDrzWGTRfy9nkjWjCRB0FHfz98vLnxNCWtTdYuL/eKC8HwiHSVsSDAYJJlMij3jazAZDXz+6cckEnF++1fPEAh4tT6SrpQqEvfCdlJ5E+GMmT2hNKeGo/R683UfdbOd9HjyDPpzXJj2UqyIN+5FRRUZn01Uq9ebz1Zmf2eKy7MeskVtbjmUooGLM172dqRpc4jfYVuRKxmYSdgYDYpu8UdNz8yDyf4wMT43N0cwGMRqFcVxT1rdL+7z+bQ+iiAIQtMQe8bXJ8syHR0domt8HdFolC+//JJkMomiKLz11lscPHgQh8Oh9dGayuDgIB0dHVy4cIFKZe3iWrvTA0goYuf9M6kqxBSzmNhWZ5IEh7pSFMoGbi05NTlDoSxxYdrDcEChy13Q5AzNTikamE9ZGRHd4s80k7DS7cnX9bleJqNw6doYof6X2LX/lfpdqMbEfnFBeD6RGBc2xGazYbfbxZ7xJ5TLZX7+R/8MQ36Wl46dYqBfdImtKpYlbi87eP9ekKWMhSPdSdzWMsWKQSQjt2h3ewaXpcLlGY+m1b/bQVyMUW+YPl+eHk+eizNeyg0udi5X4eKMly53ngGfeFi1VRNRO+3OAm6r6LZ/1Mx8GH97H87vqrBnZmbo6enR+FT6FIlExH5xQRCELRB7xte3Ok5dVUVgBCvTWZaXlzl//jxfffUVHo+Hd999F5/Px+LiotbHa0qSJLF//36MRiNXr15d83vN7nSDZBSTHZ4jWzRSrkp4rCIGrzeTUeV4b4LpuI3ZRGMLdqsqXJ7x4rGV2dkmiqq3ajzqoNNVwGkR8fd6ylVYSFvqPka9GbvFQawxE4SNEIlxYcOCwSDhcFjrY+iGqqr87Z/9f5i58wW/8EoPvq69utjjo7V8ycA3i07eHwsSV2Re7ktwYiBOh7vIjrYs4xEHVTEJaEskCQ53J8mXjXy7qE3173YRFdXqDfVSRxrZoHJ93k2jnl2qKlyd82AyqOzrSIuCnC0qViQexEW3+JMymRzRZI6+wV0ApFIpstksnZ2dGp9Mn0RgLgiCsDVtbW0sLy+L5O8a2tvbqVQqLd9Rr6oqCwsLfPrpp1y+fJm2tjbOnDnDnj17sFgsjI6OMjExsW7Hs/BsBoOB48ePE4vFuHfv3lP/3e7wgmRAyYoi3GeJKTJea0ms0WsQp6XCkZ4k1xZcJHOmhlxTVeHmgotiVeJwd1LE31uULxuYjtsYFYUFz7SYsmKXq7jrOKo/m81x6do92nv3svvAq3W7Tq2Vy2WxX1wQNkDckggbFgqFRKXxIz79h59z86u/Y9dgGz9+5xg+W4n5VOuOT1WKBq7Puzg7FiRbNPJ6f5zXBhIEHd+Pq+50FTAZVKYTNm0P28Rko8rLfQnmklbuhsUovK3IlQzkSgZ8NpEYbxSDBEd7k0SyZiai9rpfT1XhxoKLZN7Esd4EBnG3s2UTUTs+Wxm/XeyGe9TM3AIYZPqG9gIwOztLR0cHsixrfDL9qVarLC0tEQqFtD6KIAhC0wkEApRKJZLJpNZH0R2DwUBXV1fLjlNXVZXZ2Vk++eQTrl+/Tnd3N++++y47d+7EbDY//HOhUAiLxcLk5KR2h21yFouFl19+mfv373P//v3H/pvd6V1JjOdEx/izxMTEtoYLuYqMBhUuzngp1rmJR1Xh1pKTpYyFl3sTmET8vWXjETtBR1HsZn+OmaSVHk+urgUYD7vFf/he03WLWywWsV9cEJ5D/KoSNqytrY1cLkc6ndb6KJr79uvzfPx3f0yH18iv/9IZDAYDPZ58w8cU6UGmYOTrOTcfjgcpVQy8ORTj5b4kvjWSKJIEu9oz3A07qIiu8S1zmCu8NpDgftTOeKT+ScbtJq7IuK1lZKPovGkkq6nKsd4Et5edhDP1Sx6qKnyzuBKUv9Yfx2IS/85bVShLjEft7G7PaH0U3ZmemQWjlb7RAw8fTIsx6muLRqMYjUa8Xq/WRxEEQWg6RqORUCjE0tKS1kfRpd7eXubn51uqG7parTI1NcWHH37IrVu3GBgY4MyZM4yMjGAyPd0ZKkkSu3fv5t69e5RKIjG5VR6Ph1dffZU7d+48VmRgd/m+G6UuOsafRewX18aOYBaPtcTl2fqu47sTdjCTtPJafxy7WTzs2yqlaGAyJuLv5ymUJcJZMz11HKOuKHkuXb9He+9L7DnYPN3iAIuLi3R0dDRVMl8QtCAS48KGmUwm2traWj4on5sa42/+9F/ikhXe+60fY7asJHi63XnieZlssTX2ZybzJi7PePj4fgAJeHs4ytHe5HOrGrvcBSymKhMxkdB9EW5rmdf649wNO5iIig78zYgqMn7RLa4Jv73Mvs4Ul2e9KMXa34KoKtxedjKfsvL6gAjKX9TdsJM2R1E8xFrD9OwSdncHgbYQ0WiUSqVCe3u71sfSJRGYC4IgvJhQKMTCwoLWx9Aln8+HLMssLy9rfZS6q1QqTExM8MEHHzA2Nsbo6CinT59mcHAQo/HZzyBCoRAul4vx8fEGnXZ78vl8vPLKK3zzzTdMT08DqzvGTSg5kRhfT7EikS4Y8YmYouEkCQ51p8iVjdxeqs86vrthB5MxO68PxMVO7Bd0N+yk053HYxPd4s8yl7Tit5Xq+rzniwtfU6xaePMHv9NUcayqqg/jb0EQnk0kxoVNafVx6sl4lD//d/8UKb/E7/76D3G7vr+xNJtUQs7Ctu8ajykmLkx7+XTCj2ys8s5IhEPdqQ3fAEsS7AllGAs7KFaa5+ZCj7y2Mq/2r3TgTsVFcnyjYjlRra6lfl+eLneeizPemk+OuBd2MJ2w8tpAHIdZBOUvIls0MhW3iWr1NRSLZRbCaXoHdyBJErOzs3R1dWEQM/ufIgJzQRCEFxcKhUilUuRE4u0pkiTR09PDzMyM1kepm3K5zPj4OGfPnmVqaoq9e/fyzjvv0N/fv+F7D0mS2LNnD/fv3yefr1+HXSsIBAK8/PLL3Lhxg9nZWex2OxjMKIp4X9cTV2Qc5gpWkyha1oJsVDnem2AybmMuaanpa49H7NyP2nltII5LJMVfSCpvZDZpZVe72C3+PDNJW927xS9eu0tb7172HHytbteph0QiQaVSIRAIaH0UQdA98QRP2JSOjg5isRjFYlHrozRcIZ/nZ7//UzLhMX7tR2/S1dX21J/p8eSZTVpRt9nkXlWFSFbmi0kvX0z5cJrLnBmNcKArvaUKvXZnEY+txFhE7Mh+UX57iVf6EtxcdDK9zYsyaqFchWTOhN/eep9herKvI41RUrk2767Z5+VY2M5EzM5r/SIor4U7yw66PXncVvFePmluYYkqBvoG91CpVJifn6e3t1frY+lSOp2mUCjQ1vb0PZMgCIKwMRaLBb/f3/KT29bT09PD0tLSthsTXiwWuXv3Lu+//z5zc3McOHCAkydP0t3dvaXuNb/fT1tbG/fu3avDaVtLW1sbx48f59q1aywtLWG22FFyBa2PpVsxMbFNcy5LhSM9Sa7Ou0nmn165sBX3ozbuhh281h8X+7Br4Payk35fThT4P0emYCSVN9FVx8T4lxdXusXf+oXfabri98XFRUKhUNOdWxC0IH5KhE2x2Wy43e6WC8qr1Sp//R/+JUuTV3jnxAH27B5Z8891uArkywYSNbrR1JqqwlLazPkHPi5Oe/HZS7w7GmFvRwar/GLVvntCGR5E7eRK4mPoRQUcJV7uTXBjwSU6x58jkZMxm6rYX/D7V3gxBgMc600SzpqZiL3Y96yqwt1lB+PRlaBcJHJfXDJvYj5lZVeb6BZfy/T0LBgs9I0cYGlpCVmW8fl8Wh9LlxYXF2lra3vuiFdBEATh2Vp9ctuzuFwuXC4X8/PzWh+lJgqFArdu3eLs2bNEIhGOHj3Km2++SWdn5wuPc929ezdTU1Nks6Ij8UW1t7dz7Ngxrl69SkFyoeREx/h6xMQ2fehwFRkNKFyc9lAsv9hnyVjEzt1lJ6/2x/GKsd8vLKbIhLNmdrSJz+bnmU1aaXcWMBvr05GmKHkuXr1LsGcPew69Xpdr1JOY1iYIGycyUsKmdXR0tFxQ/sHf/gl3vz7LgV09nHj1yLp/zmhY2aE9m2ju5KSqwnzKwrkJP1/PeQi5CpzZEWF3exazqTY3Hz5bmZCrwN2w6BqvhTbnSuf4N4tOsXP8GWKKjN9eoolWBG1bVrnK8d4kt5dcRLLyll5jdaf4g5iN1wdiYhdXjdxecjLoV8SO9nVMzy5isvno7B1kdnaWnp6epto71kgiMBcEQaiNjo4OwuEw5bK411lLb29v049Tz+Vy3Lx5k7Nnz5JMJnnllVd4/fXXaW9vr9l9htvtpqenhzt37tTk9VpdKBTi+PHjRBULsykRg6+lqq6MUhcT2/RhR1sWt7XMlTnPlia3PSxKjzh4bSCO3y5+J70oVYVbS06GA4pYN/AcqgozCSu93voVIn116SqFJu0WVxSFdDpNe3u71kcRhKbQXD/hgi50dHSwvLxMpdIaXXlXPv8Hvjj7M/pCdn7ph28/Nyjt8+aYSVhrvju3Earf3WR8dD/AzQUXvd4cZ3aE2dGmINehGm93e4aZhI10QXSS1ULQUeLV/gR3lp2MR+xaH0eXYopZjHHTEb+9xEsdaS7NeDc9PUJV4ZtFJzMJK68Pik7xWolkZaKKzGhQVKuvpVqtMrsYp7tvB+VymcXFRfr6+rQ+li7l83kSiQShUEjrowiCIDQ9l8uFzWYjHA5rfRRd6u3tJR6Pk0qltD7KpmWzWa5du8YHH3xALpfjxIkTvPrqq3XbD7pr1y4WFhZIJpN1ef1W097ezt4hH1MJtyhQX0Mqb0KSVLHqSickCQ53p1CKRm4vOzf1d1eK0h3fFaWLTvFaWcqYSRdMjAQUrY+ie+GsmUpVosNZn9UVuVyBC1/fIdi9i72HT9TlGvW0uLhIIBDAbDZrfRRBaAoiMS5smsfjwWQyEY1GtT5K3T24d4P/9vN/g89W4rd//YeYTM9P4PrtJaxylblU8+x7rlRhMmbjw7EAd5YdDPsVTo9GGA7kMNXxU8JpqdDrzXFnkzfkwvr89hKvDcS5F3GIbvwnqCrEcqJaXW8G/Dk63XkuTns3XFCkqnBjwcVC2sqJQbFTvFZWq9VHggqWGk0H2W6Ww3EKpSp9Q7uYmpqira0Nh0N81q5laWkJr9eL1do890OCIAh61oqT2zbKbDbT1dXF1NSU1kfZsFQqxZUrV/joo4+oVCq89dZbHD9+HK/XW9fr2mw2BgYGuHXrVl2v00pCQS+dllluzltFgfoTxMQ2/ZGNKsf7EjyI2ZhPWjb0d1QVvl1yMpOwfVeULpLitaCqK9PadrRl69KMtN1Mxmz0+fLUq5F7pVvczJtN2C0OYlqbIGxW8/2UC5qTJKklgvLo8gI//6N/jlyJ8t5v/hCHY2PVv5IEAz6FyRfcm9sI5Srcj9r4YCzI/ZidXe1Z3hmNMuDPYWzQp8POtixLGTNRZWujlIWneW1lXh+IMxG1882ik6q4vwYgUzRSqUp4RRCnO/s60kiSyvUF93NHulWq8PWcm3DWzImBGA6zSIrXynzKglIyMuwX1errmZ6ZBaOF3uF9TE1N0d/fr/WRdEsE5oIgCLW1GoOrW5l/2wIGBgaYmZnR/bj5RCLBxYsXOXfuHEajkVOnTnHkyBHcbnfDzrBjxw7i8ThLS0sNu+Z2Zne4sRkLHAwtcS/i4OaCiMFXiYlt+uSyVDjcneLreTep/LMbgFbj7/mUldcHRFF6LU3FbZSrEgM+EX8/T65kYDFjob9O71UuV+CrK7cJdO3mpSNv1uUa9VQqlYhEIiL+FoRNEIlxYUu2e1CuZDP82e//Pygmp/nNX36HtqB/U3+/15snlZdJ5k11OuGLKVUk7oXtnL3XxkzCxr7ONKeGo/R68xgaXMlrk6vsCGa5seASwWMNeaxl3hiMsZSxcGHaS6kiSrRjiozPVqpbdamwdUYDHOtNspwx8+AZRUW5koHzD/xki0ZODMTFDuwaKlckvll0sTeUwSSq1dc1PbOAZHJidgRQVVUEnuuoVCqEw2Hx/giCINSQ3+9HVVXi8bjWR9Elv9+P1Wplfn5e66OsKRqN8uWXX3L+/HlsNhunT5/m4MGDmkyeMZvN7N69m5s3b7bMirx6sjvdgAFzNc1bQzHCWQtfTXkpihhcTGzTsU53geGAwsWZ9b9XV+NvpWjkzaEYTpEUr5liWeLWspN9nemGNSY1s+mEjTZHEUedngFduHztu27x327KbvHl5WWcTqeYZicIm9B8P+mCLgSDQYrFYlPu8HqeSqXCf/w//5/E5m7yg7ePMTK8+d2hslGl25PXXdd4sSxxe9nB2XtBltIWDncneWsoRpe7oOloq+GAQqUq6e79anZOS4U3B2NIwLkJf8vvco8pZnx2Ua2uVza5yrHeJLeWXESzT0+QiCkmzk34cVlXJiJYZZEUr6W7YQd2c4UeT17ro+iWqqpMz4dp6xxkaWmJ/v7+pgyaGyEcDmOxWHC5XFofRRAEYdswGAyEQqFtP7ltqyRJYmBggMnJSa2P8pCqqiwvL/P555/z1Vdf4fF4OHPmDPv27cNm0zb2HRgYwGQyMT4+ruk5tgO70wOSASWn4DBXeGMwhkGCT1s8Bs+VDORLBnxiF7Vu7WrL4jRXuDLreWpy22r87baWeW0gjtUk4u9aurXsxG8r0eEShSPPo6or3fUDvlxdXj+fL/LVldv4O3ey7+hbdblGvYlpbYKweeJpnrAlRqOR9vb2bReUq6rKf/v5/87krc84fmCY40f3bfm1+n0Ks0krZR1UCedLBr5ddPL+WJC4InO8L8GJwTghV1EXu56MBtjfmeb2spN8WXws1ZJsVHm5L0Gnu8CnE36W0matj6SZmCITENXquhawl9jbkebSjIdc6fvPgpmElS8m/YwGFA51pURFdY2lC0YmYnb2d6Z18TtBr5KpLKlskVDPyMPEuLC21cBcEt9QgiAINdUKK81eRG9vL6lUimQyqek5VFVlcXGRTz/9lMuXLxMMBjlz5gx79uzBYtnYTt96kySJ/fv3MzY2hqKIMb4vwu70gmR8+D6uxuBdLR6DxxQZt7UsplHpmCTBkZ4k2aKRO8vfd5pOr8bfwSwHRfxdc/GcidnvpncKz7eUMaOqEHIV6vL6Fy5dI1+Rm3a3eLVaZWlpSSTGBWGTmu+nXdCN7RiUf/nRf+brz/6GkV4vPzh94oVey2cr4zBXmElaa3S6zVOKBq7Puzg7FiRTNPFaf5zXBhIEHSXdJT/anUXaHEVuLTm1Psq2I0mwN5Rhf2eaSzNexiP25+5x3m6KZYlM0YhP7DfTvQFfjpCryMUZL+UKfLvo5OaCi+N9CYaDiu4+u5qdqsKNBRcDPgWPVXRzPMv0zCwYzBgcIUKhkOadXnq1mgwQgbkgCELttbe3k8lkyGazWh9Fl2RZpqenh4mJCU2ur6oqc3NzfPLJJ1y7do3u7m7effdddu7cidmsv+So3++nu7ubmzdvan2UpraSGDegKN93M0oS7AllONCV5tKspyVj8Khixi8mtumebFQ53ptgImZnLmnh20Un36zG34GciL9rTFXhxrybkWAWh1mMpt+IBzE7A75cXVZ/5vNFvrxyC3/nTvYfO1n7CzRALBZDkiR8Pp/WRxGEpiIS48KWhUIhkskkuVx9Rpk02t2bFzj7n/+ANpfKT37lF164SkySYNCv8CDW+AAoUzBydc7Nh+NBShUDbw7FeLkvgd+u76THSx1p5pNWosrTY5SFF9frzfP6YIz7UTtX591UWmgSViwn4zBXsJha7GlEE5Ik2N+ZQlXhw/Egi2kLbw7FaHeKbv96mE9ZSBdM7GoXD9ifZ3pmnqrBTrlqYnBwUOvj6FYikaBSqRAIBLQ+iiAIwrYjyzLBYHDbFajX0uDgIHNzcxSLjbt3rFarTE1N8eGHH/Ltt9/S39/PmTNnGBkZwWQyNewcW7Fnzx6i0ShLS0taH6Vp2Z2+pxLjq3o8eV4fiHM/aufruRaLwRVZJMabhNtaYV9nmiuzHuZTIv6up6m4jWJFYjQo4u+NyBSMRLJm+us0Rv3i5WvkyzJvnPmtpuwWBx52i4tpbYKwOc35Ey/ogsViwefzbYugfHH2Af/pT34PG2ne+81fxGqtTTV3jydPoWwg0qBEbzJv4vKMh4/vB1CBk8NRjvYmm6YL0G6usqMtw40FF1WRv6wLn63Mm0Mx0gUTn0/6yJda49dATDETEEF508iVjJQqEoWygX6fgtMiKqnroVyR+GbRxd5QBlmMOHyu6bllVFsXPp+PtrY2rY+jWwsLC4RCoaZ9sCAIgqB3nZ2dzM/Pa30M3fJ4PHi9Xqampup+rUqlwoMHD/jggw8YGxtjdHSU06dPMzQ0hNHYHLulLRYLu3fv5ubNm1Qq4p57K+xOF0gySi6/5n/32cq8NRQjWzRyftL/2Mqo7apchVTehN8mkqvNIFMwMhZ2YJNXPgMsYp94XRTLEreWnezrTIvx9Bv0IGany53HKtf+e7JQWOkW93XuYP/xt2v++o2gqirz8/NiWpsgbIH4GBZeSHd3N7Ozs1of44Wkkwl+9gc/pZKd53d+/Qw+n6tmr200QJ8vx4OovWavuZa4YuLCtIdPJ/zIxirvjEQ43J3C1YTJpOGAQqUqMRkTI2rrxSZXOTEQw2GucG7CTzyn7y6GWhDV6s1jOWPm0wk/Xe4Cr/bHubPsElMk6uRuxIHdXKHHs/ZDPOF7uXyRcDyLydnJ0NCQqMZeh6qqzM7O0t3drfVRBEEQtq2uri7i8bjYC/0MQ0NDTE5OotZpdFu5XGZ8fJyzZ88yOTnJnj17eOedd+jv72/KwrCBgQFMJhPj4+NaH6Up2Ww2MJrXTYwDWOUqrw/EcVnKfNoCMXg8J2MxVbHVIZkl1NZq/N3hKvDOSBSnpcKVWU/Ljf5vhFvLTvy2Eh0uUTCyEaWKxHTCyqC/Pt3iFy5fJ1eSeePMbzZNMduTYrEYpVKJUCik9VEEoek03x27oCvd3d3E4/Gm3XFWKpX4iz/8n0kt3eFXfvAafb1dNb/GoE9hMWNBKdb2x01VIZKV+WLSy+dTPhzmCmdGIxzoSmM3N2/wYTTAvo40t5ed5MviI6pejAY43J1iOKDw+aSPmYR12wY+VXUlMPfbRfChZ6oK4xE7F6e9vNSZZm9HhjZniT2hNJdmPC3RWdFI6YKRB1E7+zvTYm/cBszOLqJU7Lg8AXp7e7U+jm7FYjHK5bIIzAVBEOrIYrHQ3t7e9AXq9dTR0UG1Wq35dLtSqcTdu3d5//33mZub48CBA5w8eZKenp6mLpqTJIn9+/czNjbWtM92tGQ0GrHanCjKs4tNjQY41PV9DD4Zs23bGDz23X7xJv6x2PaqKtwL27k442Hfd/G3wQBHepJkikbuhh1aH3FbiSkmZhM29nWmtT5K05hNWnGaK/hstW9yKRSKfHnpW7wdoxx4+Z2av36jrBalN2NRniBoTfzUCC+kmYNyVVX5mz/9V8yNXeDNl/ey/6VddbmO3Vwl5CwwGa9N17iqwlLazPlJHxemvfjsJd4djfBSR6Yuo2W0EHIVaXcWuTHv2raBoh5IEowEFY71JPlm0cWlWQ+F8vaLXJM5E0aDitPcfBMUWoVSNPDFlI+JmJ3XBuL0eb9/qDToz9HuLHJpxtNSO/nqSVXh6pybAb/SNKs2tDY9M0u86OHggQPIsphgsB4RmAuCIDRGT08PMzMzdeuIbnYGg4GBgQEmJiZq8nqFQoFbt27x/vvvEw6HOXr0KG+++SadnZ1NnRB/lN/vp7e3l6tXr4rvqy2wO9wo+cJz/9xqDH68N8ndsIOvpr3bsgB4ZWKbKEzXq3TByGcP/EwnbLw+EKf3kfjbbFQ53ptgPGpnIWXR8JTbR6UKV+c87GjL4BDPpTZEVWEiZmcwoNSlwObilRvkyqam7havVqvMzc3R09Oj9VEEoSltv7svoeF6enqYnZ1tuuDp4//+Z9y69PfsHeng7Tdfruu1hgMKkzEbpcrWf5urKsynLJyb8PP1nIeQs8C7OyLsbs9iNjXXe78R+ztTRBUzc+JGvO5CriKnRiJIwEfjQeaS2+s9j+XM+G2iWl2PVBUexGx8dD+A01zm7eHoUyPvJQkOdKaoqiv7sIUXdz9qp1gxsKs9o/VRmsb4dIQ8Lo4eO671UXRLBOaCIAiN09HRQS6XI5lMan0U3RoYGCAej5NIJLb8Grlcjps3b3L27FmSySSvvPIKJ06coL29fdskxB+1d+9ecrkcDx480PooTcfudKHkNt7V2O4scmokitVU5aPxAFPx7TPBTVUhLlaZ6ZKqwljEzrn7AYL2Im8PR/HZni6UdlsrHOpK8fWcm3ShOZOGenJn2YnJqDISFCtQNmoxbaFUkeh2137tW7FY5stL3+IJjXLwldM1f/1GWVpawmQy4ff7tT6KIDQlkRgXXlgzBuU3Ln3Mp//9P9AdkPnVXzxd96A2YC/htJSZim9+b3ZVhZmElY/vB7i54KLXm+fMjjA72hRk4zaJnNZgMans70xxc8EtRqo3gMWkcqw3yf7OFDcW3Fya2T7d46JaXZ9WusS9jEUcHO9NcqArve5nmtEAx3sTzKesTMY2/zkqfC9dMHJn2cmh7hQm8dG6IeVyhW9mYbgvhNvt1vo4uiUCc0EQhMYxmUx0dXU15eS2RrFYLPT39zM2Nrbpv5vNZrl27RoffPABuVyOEydO8OqrrxIIBOpwUv0wmUwcOnSIW7duiZHqm2S3u1Dy5U01jMhGlUPdKY72JLmz7Nw23ePpgpGqKonJVDqz0iXuYypu47WBOHs7Mhif8e3W7Skw4M9xcdr7Qk0+rS6myDyI2TnUlcQg3sYNWS3gGAkoz/we3aqLV66hlIxN3S0OK9Pamn2ViyBoqfnvuATNNVtQPn3/Nn/7Z/8atznH7/zGj5Hl+v8SlCQYDSqMR+0bHgVcqcJkzMaHYwHuLDsY8iucHo0wHFBaJpnR7SkQdIiR6o3U7SlwaiSCyvboHlfV1cS4qFbXi9Uu8Y/vB3CYK7w9HKXd+fzCBbu5ytHeBN8suogpYpT1Vjw6Qj0gfiY2bHIuRjTv4OihvVofRddEYC4IgtBYzTq5rZGGh4dZXFwknd7YTtdUKsWVK1f46KOPqFQqvPXWWxw/fhyv11vfg+pIMBikr69PjFTfJLvDRaVapVjcfDJ4ZYJbFMs26R6PKWa8tpJIAurEo13ifntpzSlt69nTnsEmV/h6zt3U35NaWRmh7mZHWwa3VYxQ36ioIpMpmuj35Wr+2sVimS8ufYsnNMKhV8/U/PUbpVQqsbi4KKa1CcILaJH0mlBvzRKUx6PL/MUf/s8Yi2He+8kPcblqs/d7IzpcBcxGlZnEs7sdy1W4H7XxwViQ+zE7u9qzvDMaZcCfq0ulnN59P1LdqvVRWobFpHKsJ8m+bdA9nisZKJQNeG0iCagHj3aJH+tNcvAZXeJraXOU2B3KcGnGQ34bdFM02vh3I9R3ixHqm3LhThqbqcie/WKM+npEYC4IgtB4wWAQgHA4rPFJ9Mtut9Pd3c34+Pgz/1wikeDixYucO3cOo9HIqVOnOHLkSMtOitmzZw+5XK5mO9pbgd258r2i5J6/Z3wtslHlcHeKI9ugezyWExPb9OLRLvFXB+K89Jwu8SdJEhztSZLKm7gXdtTvoNuUGKG+NffCDgb99ZmSeunKDZRi83eLz8/P43K5WvY+RRBqoTnvsgTdaWtrA/QdlOdzOX72+z8lF5/gN37pJB2hYEOvv9I1nmUsYqe6xu/2UkXiXtjO2XttzCRs7OtMc2o4Sq8339KVthaTyoGuFDcWXCIR1kCSBD2eAm+PRFHVle7x+Sbc9x5TzHis5ZaZsqBXqroyAePj+wEc8sa7xNcy5FcIOopcmvVQ3eAEDmHlocjdZSeHu1MtWWS1VaWKxPUHBdpc0N0/qvVxdEsE5oIgCI1nMBjo7u5umsltWhkdHWV2dpZc7unOs1gsxldffcX58+ex2WycPn2agwcP4nC0dgJodaT67du3yWREQeVG2B1ukAwoa3yfbUaHq8jbTd49Lia2aU9VYfyRLvGTw9EtTwwzm1SO9yUZi9pZTJtrfNLtS4xQ35pEzkQsJzPkr30xQbFY5ovLN3G3D3PwlebtFofvp7UJgrB14tGoUBOSJD3sGtejarXKX/3J7xGevsqZNw6zc3RQk3N0e/KAxPwj3c/FssSdZQdn7wVZSls43J3kraEYXe4CYhrpii53gXZHkesLYqR6o1lNVY71rnSPX5t3c7nJusdFtbr2lKKBL6e83A1/1yXevbku8SdJEhzoSlGpStxcdNXwpNtXVYWv5zwM+hXxkGqTHsSspGLzDA0NYjaLB0HrEYG5IAiCNnp7e1lYWKBcFrt81+NyuQiFQg+7xlVVZXl5mc8//5wvv/wSl8vF6dOn2bdvHzbbs6e7tZLVkerXrl3T/WRAPbA7PSAZUbIvPvrX/Ej3+O1lJxeaqHu8UJbIFo34xcQ2zax2iU/Gbbzav9Il/qKNAh5rmYNdKa7MesgUmrfLtlEqVfh6zs1OMUJ90+5FHPR7c1hMtf+9c/nrm2QLK93iJpOp5q/fKLlcjmg0Snd3t9ZHEYSm1hx3VkJT6OnpYX5+XpdB+T/89R8xfv0jDu/t59WXD2p2DoMEI8EsY2E7uaKBbxedvD8WJKrIHO9LcGIwTshVFAnxNezrTBFXZOaSYqR6o612j58aiVL9rnv8ftROpQm6dUW1unZKlZWin4/uB7DJVU6NbL1L/EkmAxzvTTCfsjIVF58Jz3M/YqdckdglRqhvSqUKVx9UcKrL9A/t0vo4uiUCc0EQBO14PB6sVitLS0taH0XXduzYwdTUFDMzM3z22WdcvnyZYDDImTNn2Lt3L1aruJ9cixipvnF2pxcwoORq1+XY8d3ucbOpyodjQb5ddFLUeZF6TDHjtFQw1yGpJTxbrmTg2ryLTx7tEnfU7llIj6fAgC/HxRkvpYq+vw+1dnvZiWxUGRYj1DclXTCylLbUZfR8qVTh80s3cbcNcejVd2v++o00NzdHMBgUxXyC8IJEYlyoGY/Hg81mY3FxUeujPObip/+NCx/9nIFOJz/+hZNIGmedg/YC2aKJD8aCZIomXuuP8/pAgqCjJBLiz7AyUj3NjQUXSlF8dGlhtXv8cHeS6biVD8eDTCf0O9qtVJFI5k0iMd5glSrcj9r4YCxIOGvm1b4Eh7pTNd8PZTdXOdqT5OaCm7jSvNW+9ZbImbgbdnJIjFDftJmEjXh0EYelQt/wPq2Po1siMBcEQdCO3ie36YGqqmSzWQCuX79OV1cXZ86cYefOnWIazHOYTCYOHz7M7du3SSaTWh9H1+xO30rHuPLiHeOPWu0ePzEYI5lfeY50L2ynrNMi9ZgiE7CJiW2NVKpI3Fpy8uFYkFLFwMnhaE26xNeyO5TBYqpwdc6t2+dAWlvOmJmM2zjcLUaob9Z4xEGPJ49Nrv0H3OWvb5AtGDhx5idN3S0OYlqbINSKeEQq1Iweg/LxW1f5+7/6twQcFX7713+AUcOsQKZg5Oqcm08mgtjNZZzWMi/3JfDb9ddhr1ed7gLdnjyXZz1r7mkX6k+SIOQqcnI4xu72DHeXHXx8389i2qy7wCiek7HJ1brcVAtPU1WYSVj5aDzIVNzGoe4kJwbiNa1Sf1Kbs8iu9gwXZ7zky+KW5kmlisTlWQ872jKiQGSTqiqMReyYMneRTHZ6h17S+ki6JQJzQRAEbfX09LC0tEShUND6KLpSrVaZnp7mww8/5Ntvv6Wvrw+DwUB/fz+yLGt9vKYRCAQYHR3l0qVLlErifnI9dpd3Zcd4jRPjq7y2Mq8NJDjWm2QhZeXDsSCTMZvunovEcjI+EXc0RKW6Eq+cHQsSz5l4fTDGsd4kLkv9RncbJDjakySRlxmL2Ot2nWaVLxm4Muthf0e6rv8O21GuZGA2aWUkmK35a5dKFT6/eBNXcJDDr/2g5q/fSKlUinQ6TWdnp9ZHEYSm19wlMoLu9PT0cPfuXQqFAhaLRdOzhBdn+Ms//hdYqgne+8mvYrNpMx4tlTdxL+xgIW2h25Pn5HAUq6nK+/eCRLNyXZNG29FLHWk+nfBze8nJ3g4xFlgrkgS93jzd7jyTcRtX5zw4LWX2hDIEdBIIxxVZ7DZrAFVdqYq+teSkVDWwqz1DryffsAkYwwGFRE7m8oyH1wbioir7O6oK1+fd2OUKo2KE26bNp1buGbLRBwRCu3C6xD77tYjAXBAEQXsOhwOfz8f8/DyDg4NaH0dzlUqF6elpxsbGMBgMjI6O0tvbiyRJJBIJpqamGBkZ0fqYTWXHjh1EIhFu3LjB4cOHNZ/Cp0d2hxMMMkquPonxVW3OIm86YiykLNxadjIetbOnPUOnu6D5BMJKFRI5mYNdKW0Pss1V1ZXJVneWHVhMK1PU2hyNW8loMakc701wftKHx1om5BITAmAl/r4y56HdWaDXm9f6OE1nPGKnw1WoS0HBlas3yRQkfvjr26NbvLOzUxT4CUINiPYqoaYeDcq1lM2k+dnv/1NK6Rl+69dOEwh4G36GuGLiwrSHcxN+ZGOVd0YiHO5O4bJUkI0qg36FexFHw8/V7IwGONqb5EHcxlJajL7TmsEAQ4Ecp0cjtDmKfDnl5cK0l1TeqPXRiOVk/HYRpNVTTJH5fNLH13Me+nx53hmJ0OdtXFIcVoo0DnYnKVUkvlkUyctV0wkbEUXmcE9K84dkzUZVYSxsp9MWJZ7K0TuwQ+sj6ZYIzAVBEPRBb5PbtFAulxkfH+fs2bM8ePCAPXv28M4779Df34/BYECSJEZHRxkfH6dSEZ18myFJEkeOHCEcDjM9Pa31cXTJarUiGS0oufpPbpAk6PIUODUSZSSgcGPRxacTfsIZbZ+PJPMyJoOK0yx+vupBVWE+ZeHj8QBjETsvdaR5ayhGu7NxSfFVXluZA51prsx6yBS0f/ajB/fCDnIlAwc60yL+3qRCWWIqbme0Tt3i5y/cwBkYaPpucVVVxbQ2QaghkRgXaq6np4eZmRnNrl8ul/n5H/5z4vPf8ItnXmGwv7G/MCJZmS8mvXw+5cNhrnB6NMKBrjR28+PjnIcDCtGsmUSuuavVtOCyVDjQmebrOQ+5kvgY0wPZqLKrPcuZ0Qh2ucK5iQBfz7k12wevqitJWzE+uj7SBSMXpj18MeUl4ChyejTCcEDRbIe1yQDH+xLMJq1MJ7SZDqInqbyRm4tOjnSnsJrEKoHNWsqYKVQMqOn7YJDpG96r9ZF0SQTmgiAI+tHV1UU8Hn+4S7uVlEol7t69y9mzZ5mbm+PAgQO8/fbb9PT0PNXZ3NHRgdls1vR5RbOyWq0cPnyYmzdvkkqJjuAnGQwGbHYnSq5xnaIGCQb8K0Xqne48F2c8fDHp1ewZ02r8LZKCtRfJynz2wMeNBRdDAYVTI1G6PdpOCej15unz5bg446Fcae1/9EhWZizi4FhPEpNRZ/sNmsBE1I7fXsRrq/2q0a+vf0OmIHHi9E+avpg7Go1SqVRob2/X+iiCsC2IjJJQc93d3SSTSdLpdMOvraoqf/fn/4bpu5/z2pGdHD7YmIfZqgpLaTOfPfBxYdqLz1bizGiElzoy6+43tphU+n0Kd8Oia3wrer15Qq4CV8S+cV2xmFT2daY5NRJBVeHD8SA3FlwNryJOF0yogNta+xvrVpbMm/h61s0n9wPY5CqnR6Psbs8i6yD4c5hXxsjdWHC1dMFRuQqXZr0MBxTanGJiwmapKtxZdjIcUJibmwOjlb6RA1ofS5cikYgIzAVBEHTCYrHQ0dHB1NSU1kdpmEKhwK1bt3j//fcJh8McOXKEN998k87OznVHfUuSxM6dO7l7967oGt+C9vZ2hoaGuHz5MuWyiLOeZHd4UJT6d4w/yWSAHW0KZ0YjeKxlzj/w89WUl+WMGbWBYVpMkfHbRPxRK9XvOsTPf/ecscNV4PRohEF/Tjfrw/aEMliMKlfn3Q39XtOTQlniyqyHvR1pPHVI7G53hbLE/Zidne21L+wrlyuc/+o6zsAAR078qOav32hTU1N0d3djMIh0niDUgvhJEmrObDbT1dXF5ORkw699/uxfcf2L/8LO/gCn33617tdbHWV0bsLP13MeQs4C7+6IsDuUxWJ6/l3hjrYs4ayZqNLcVWta2d+ZolA2cE8UF+iOw1zlSE+KN4dilCoSH98PNDQ4jyoyPltJNwFjM1MfCcg/m/BjNKicGomyvzOtu27kdmeRnW1ZLs54KZRb8x//5oIbi7HKzrbW6xirhfmUhULZwJBfYXp2Ebu7g0BbSOtj6dLk5CR9fX0iMBcEQdCJgYEBpqenqVb1dX9Wa7lcjps3b3L27FmSySSvvPIKJ06coL29fUO7r7u6urBYLExMTDTgtNvPrl27kGWZb775Ruuj6I7d4UQpaDexzGxS2duR4fRoBK+txJVZDx/dD/AgZqNc548FVV1dZSYmtr2oYkViPGLng7Eg3yy6CLkKnNkRYUebgklnt90GCY72JojnZMajdq2P03CqCl/PefDbSwz4clofpyndCztpc5QI1OGz4+tr35LOS7z+zm80fbd4sVhkfn6egYEBrY8iCNtG67ZUCXU1MDDAhQsX2LNnD0ZjYzpFb137gg//9o/o8Br4jV9+t64PaqsqzCWtjEUclCoSI0GFft/mb1ItJpWRgMKtJScnBuJi5NQmmQxwrDfJpxN+AvYibU4RhOmNx1rmSE+KPaUMkzEbV2Y9/3/2zjuszevs/59HW2KIDQazl8HbxsaO92xmE6eZTdOkaZI2SZN05deM9k3yNmnTvk2aNm1Ws3fS7D288DbgBbaxAbP3ECBAAs3fHxgZbMCAEWKcz3X5QtZznnNu6RHiuc/3HqgUDuICTET6md3m2Iky6ueOxS5R1qSlyNDl4MYGmFgY2YxqEEE/niQh0ESzWUl2uR+LY5omVXBEebOGmlY1K+MbJ9XrHikcTsir82ZaSDt2m42ahjaS0pIHtck+2ejo6KCmpobVq1d72hSBQCAQnCQ4OBi5XE5NTQ3h4eGeNmfEaW9vp7CwkLKyMkJDQ1m6dCl+fn5DnkeSJFJTU8nOziYmJmbcb5aPNjKZjLS0NLZs2UJQUJBoqdIDnbcPFR02nE6nR+8fNUoH00LaSQxqp7JFQ5FBR16tN9H+ZmICTHipRl4lN1nlWOwy/LTCBx8uxg45xQYd5c1a9ForM0JbCfPtHPN+nVrhZGFkMztK/NFrbIRMoqplhY062jrlrIw3iP3cYdBukVHSpGVFXOOIz22z2dmxtytbPG3ZRSM+/2hTXl6Ov78/vr6+njZFIJgwCGFc4BYCAgJQq9VUVlYSFRXl9vUqSwv56LW/4q1o49orf4BK7R7n1u6A8mYthY06nE5IDOoS986lr258oIlig47aNhVhPpPnBnKk8NXYmBHWyr4KPcvjDGf0cheMDbRKBymh7SQFt1Nx0jk/WutNpF8H0f5m9CNc8txgUjJVP3r93SYKTic0mZWUNGmpatGMK4e8G0mCueFGthX7c7TWmxlhbZ42aVRo6VBwqNqHtKkt/bbwEAxMaZMWCYj0M1NaVosDGVGxqZ42a0xSVlZGYGAgXl6iYotAIBCMFSRJIiYmhuLi4gkljLe2tpKfn09VVRXh4eGsWLHinDeGg4OD0ev1FBQUkJoq/tYPFa1Wy7x588jOzsbb23tYAQoTEZ2XDw6nk45OK1qNytPmIJdBlH8HkX4dNJqUFDXq2FQYRJDOQrS/mSk+nYxUPonBpMRPYz2nvbHJiM0BVS0aSpu0NHcoifDtYGmswS29lt2Jn9bGrCmtZFfoWRFnwEs18VtV1LWpOF7vxZKYpjHRWm48cqzOmwh9B76akf+87D94BKMZ1l+8YdwHwDmdTkpKSkhKSvK0KQLBhEII4wK30O2Ul5aWul0YNzYbeOc/D+M01XDtDy9C7+s94mvYHF0b5oUNXihkTpKD24nQd4yIUKSUO0kKbuNorTeh3iLKcDhE+5tp7lCQWe7H0ljDmCsvJTiFXAbR/h1E+XW4BNjtRQH4aGzE+JuJ8O1AcY5ORYdVhskqFxnjQ8Bikyhv0VDapMNslRHp18GyOMOIByyMFgq5k4Unq0noNTYi/SZ2kESnTWJvmR+JQSYRYDVMbA44Xu/FrCmtyCQoK6sAmZqoRNFf/HScTielpaVMnz7d06YIBAKB4DSioqI4duwYbW1teHuPvF88mjQ3N1NQUEBNTQ2RkZGsWrVqxF5Td9b4zp07iY2NRavVjsi8k4mwsDCSkpLIzMxk+fLlaDQaT5vkcXReXQEbJlPHmBDGu5EkCPKyEuTVQodVRlmzhqO13uRU+xLlZyba34y3+tyEKVGxbWi0mBWUNGmpaNGgVdqJ9jeTHjX2q7MNRJRfB81mJZllepbFTex9ubZOOdnlemZPacV/nAUxjBVaOhRUGTWsSWgY8bm7s8W9AqJJW3bxiM8/2jQ2NmKxWCZU0KNAMBYQwrjAbURGRpKXl0dLSwt6vd4ta1g6O3nruYdorcvnyotXEBE+sn1ArXaJEoOWE406NEoHM8NameLbOeLidYy/maJGLypaNBNewHEHkgSzwlrZVerPgUo9aVNbRIDBGEeSIEBnJUBnZWZYKxUtGooNWnJrvJmq7yDct5NAnWVYEecGsxIftU1E7Z4FmwPq29RUGdVUGTX4aa0kBLUT7tsxIZxYb7Wd+VNbyKrQ46O2jbuo+8HicEBWuR/+WitJQaKv+HApatShVTqY4tMJQFlFDQptAFOmxnrYsrFHXV0ddrudsLAwT5siEAgEgtNQq9VMmTJlXAcwGQwG8vPzaWhoICoqirVr17pFuPb39yc0NJT8/HxmzxaBcMMhMTERo9FIVlYWS5YscWs7u/GAzksPkhyT2UwgY7PcrUbpICnYRGKQifp2FaVNWracCMRPYyXMt5Mwn068VfYh76cYTEqSQ4Qv0h9OZ5cQWNOqpqZVTVunggh9B4ujm/HXWifM/tWMsFZ2lfhzsFLP/Am6L2e1dwWlR/ubxf7tOZBX601sgMktVT8PHDqK0exk3UUbUKnGTpDScCkpKSEyMnLUWtUKBJMFIYwL3IZKpSI8PJySkhK3OJpOp5MPX3ucmqJsVp03i+mpCSM2t8UmUWTQUdSow1ttY26EkRBvi9tu6uQymBbSRl6dN+G+HaL81DCQyWBBZDMZRYHkN3iRHCycsvGCUu4kNsBMzMnM//JmLQerfLHYJUK9LYT6dBLq3Yl6kNHTIlq9f8xWGbUnnfH6dhVapZ0pPp2siGt0S/kqTxPqYyEpqJ3Mcj9WxDUO+jM0XnA6IafGB5tDYlHExNx4GA0sNomCBi8WRjUjSeBwOCivaWJq8grhfPZBSUkJ0dHRk37zWyAQCMYqMTExZGVlMW3atHHzd8zpdNLQ0EB+fj7Nzc3ExMQwZ84ct2chT5s2ja1btxIfHz/uM+w9gSRJzJkzhx07dnDo0CHmzJnj0d7ankbnrQdJhslk8rQpZ0WSIMTbQoi3hU6bRLVRQ02rmmN13miVdsJ8ukTyAJ31rJUSrXYJY6eCANFfvBd2BzS0q1xiuNXRtb8RF2hiik/nhAzkl0mQFtlCxokATjTqSAga+78LQ8HphH0VenQqO6mhk6NlmztoaFfSaFIyN6JlxOfuzhbX+UexYPklIz7/aNPZ2Ul1dTWrVq3ytCkCwYRDCOMCtxITE8Pu3buZPn06CsXIftw2fvIqx/Z9w8ykcJYvSRuROTusMk406ihu0uKvtbIgqpkg3ehEb07Vd1DYoKOkSUt8oNn9C05A1Aon6VHNbC/2x1dtY4pvp6dNEgwBSQJ/rQ1/bSszw1oxnoyoLm7UcbDSlwCdldCTDrrPAKXeDCYlMQHidwi6HDdjj8j0lg4F/jorYT6dTA9rHfB9nCgkBplo7lCSXaFncXTzuOmVPhhKmrTUGNUsn+Cl6txNfoMXATorwV5dm3m1dU1YrA4iY6Z52LKxh9lspra2lpkzZ3raFIFAIBD0Q2BgICqViqqqKiIjIz1tzoA4nU5qa2vJz8+nra2NuLg4FixYMGoZXj4+Pq5KdwsWLBiVNScaCoWC9PR0MjIyKC4uJi4uztMmeQydtx8gw2QaX76oWuEkJsBMTIDZVVWsplVNdrkeBxKh3l0+eIi3pU8xt8msRKe0o1GOfObneKPTJlHbpqbGqKauXYVK7iTMp5O5EcZhV8Qbb2gUDhZGNbOzOABfjY0Q74nT6utorTftFjnL40QbzOHidHa9jwmBJrckLhzMyaPF5GDt+RMjW7y0tJSAgAARvCcQuAEhjAvcir+/P15eXlRUVBATEzNi8x7Y/R07v3uDyBANl1605pyjkk0WGYWNXpQ1aQnysnBedPOoZ5xKEqSEtnGgUk+UX8eEjB4dDfQaG/MijOyv9GWZqgnfcdojebIjSaDX2tBrbSSHtPfKdB4oit3ugJYOJQFao2dfgAexO6DRpKLaqKa2TY3FLhHibSE20DSkzPuJgiTB3HAj24sDyKv1ZnrYxIjsrm9TcqTGh8UxTW4pPzZZMFlklBh0LI01uJ4rKy8HuZqohFketGxsUlJSQkhICDqdztOmCAQCgaAfJEkiJiaG4uLiMSuMO51OqqqqyM/Pp7Ozk/j4eGJiYlAqlaNuS3JyMps2baKpqQl/f/9RX38ioNVqWbhwIbt27cLb25uQkBBPm+QRdD5+XaXUx5kw3hOFDKb4djLFtxOnE5rMXUHWx+u92FepJ1BncfnhXid9kMlcsc3phDaL3BWI3mRSotfaCPPuJDmkHV+1bVIKqP5aGzOnGNlXoWdFXOOE8FfLmzWUNmlZHmcQ+7XnQE2rGpNVTnzgyFcTsNsdbN9zEJ1fFAtXXjri8482DoeDkpISZsyY4WlTBIIJyZiPVZMkCUmSeOihhzxtyoTm8OHD/OhHPyIyMhKVSuV63w8ePHhO80qSRGxsLEVFRTidI3PjUFKQy2dv/wM/tYVrfnAhCsXwy8O1dco5UOnLpsIgOm0ylsUZWOQBUbybUG8LPmobJxrFhvO5EO7bSUKgib1lejptk9ALmYBolQ5iAswsim7mgml1TA9tw2qXkV2u5+vjwWSX6yls0FHapEUhOfBSTfxM6G4sNom6NhUF9Toyy/R8dTyYg1VdPe3mhBu5ILmehZEtRPl1TDpRvBul3MnCyGZKmrRUtKg9bc45026Rk1Xhx8wpRgIn6SbUSHG83psw345ePejLKqqRlN5ExqV40LKxh91up7S0dFJnggkEkwHhf48O7vK/u4mKisJoNNLU1DQi840UDoeDsrIyNm/ezJEjR4iOjmbdunUkJiZ6RBSHLlE3NjaWo0ePemT9iUJAQACzZs0iOzubtraJEYg6VHTe/q4e4xMBSYIAnY3U0HZWJxhYk9BAmE8nNa1qNhUE8V1+EJnleiqaNSjlDiyTYO+lwyqjplXFsTov9pb58W1+EFtPBNLYriJS38G6pAZWxBlIDmlHr5mcong30f4dhPt2kFnuh22c6+JNJgWHqn1Ii2zBexJU3XMXTifk1XmTFNSOwg3BBd3Z4uetnhjZ4rW1tQCEhYV52BKBYGIiMsYF7Nu3j2XLlmF208371KlTOXLkCI2NjQQFBZ3TXI111bz7wqMo7Y388NpL8fLSDmseY4ec/AYvqo0aIvQdrIxvHBMlhSUJUkPb2FXqR2yAe8rKTBaSgtsxdirILvdjcXQTohXqxOHMKHYl9W0qGk1KGtpV2BwSmwoD8dNa8dPY0J/8ORGiei02ieYOJc1mBc0dSlrMSkxWOTqlDT+tDX+tleTgdnwnuRPeF95qO/OntpBdocdH3YR+nFaTsNol9pb5Eak3E+3f4WlzxjXGDjkVLRpWJzS6nnM6nZRVNhAyxf19TccbVVVVKJVKgoODPW2KQCAQjGvc7X8DKJVKIiMjKS4uHhNZ0Ha7nbKyMgoLC5EkicTERCIjI5GNESctMTGRjRs3UldXN2mznUeC7oCMvXv3smzZsgkhTAwFnZcXyJTjOmN8ILxUDuIDzcQHmrHaJZrNyq6McqOaaqOGYoMXWqUdP40VvdaGn8aKn9Y6bve1zFYZLR0Kms3Krn8dCjptMrzVXa8xSGchPrAdP61VtLXqh5lhrews9edQlS/zIozjco/CbJWxt9yPlJD2CVUW3hOUNWuwOyDGf+S/I+12B9t3H0DrF8mCFd8f8fk9QVFRETExMWPmXkkgmGgIYVzAfffdh9lsxtfXl8cee4y0tDS02i7BOSEh4Zznl8vlREdHU1RUdE7CuNnUzlvPPURHczE/3LCWkOCAIc/RZFaQX+9FXZuaKD8zqxMaXOWfxgpdfU4tHK/3ZtaUVk+bM26RJJgb0cKO4gAOjOObcMHAdEWxW11VHvaW6dGrbfjrrDR3KGk0KSky6DBb5XipbD2Eciv6k2L5WPxcOJ3QaZfR4hLAu352vw69pksEj/E346exohqnmw2jTZiPhcRAE5llelbEGcbd+2Z3QGa5Hq3SPmFKwnuSvDpvov3NvSpMNLe00WqyMC1O9Bc/naKiImJjY8+5fY1AIBBMdtztf3cTGxtLRkYG06dPR632TMUcm81GSUkJhYWFqFQqUlJSCA8PH3ObvCqVisTERI4ePUpwcLD4W3cOpKam0t7ezt69eznvvPOQy4df4W+8oVarkSk0mMwTP3hVKXcS7G1BJXdQ0OBkfVIDNofUK4C7vFlDu0WBVmlHr7Hip7XhrbKhUTrQKBxoFHaP99y22SU6bDI6bDI6bTKMnQpaeojgPuou24O9O0kM6soCd0em60RFJoMFU1vIKAqgyKBzS/lsd2KxSewq9WeKTydxAePL9rGGzdFVrS01tM0tiUuHcvNoNjlY873LPHbPM5IYjUYMBgNpaWmeNkUgmLAIYXySY7VaycjIAODWW2/ltttuc8s6sbGxbNq0CZPJNKy+lHa7nfde/DON5TlcsDqNxIToIZ3f0K4kv94Lg1lJjL+ZtYkNaJVjSxDvSWpoGxknAonxN+Gr8Xwm+3hFIYNF0c3sKPbnSK0300PbxqQIKhgZnE4wmFQkBpkI0FkJ9TkVzdtpk05GeStpMikpPimWyyUnGqUdtaLbOe9y0NU9nHWNwjFiArrTCRa7RIdNTof1lAPe+/9yOmwyHE7JJeb766zEBpjw006MzHdPkhTcTnOHguwKPYujm8fNd4LTCfsr9dgcMpZENyEbJ3aPVeraVDS0q1iT2Njr+fKKSpCpiYoXfbx60tTURGtr65jtVSsQCATjhdHyvwF8fX0JCAigtLSUpKQkt63TF1arlaKiIoqKitDpdMyePZuwsLAxLTjHxcVRUlJCSUkJsbGxnjZn3CKTyZg/fz67d+8mOzubBQsWjLlACHchSRI6Lx9M5hpPmzJqGMxK/LVWJKlbLLcS7H2q1ZPVLtHccVJsNiupaVXTYe3ygZ1IKGSOk0K5vYc/7kCtPPV/ldyBTAJJ6vLJJTjDh3M6wXnyp8MpuQLNu3xs+UmfW0aHVd5LCLc5ZMgk58n9ADveKnuXCB7cjl4jMsFHAo3SwYLIFnaV+OOrsRLsNT5agdkcsKfMDx+VjVlTWsfNvsFYpaDeC43CToTvyAcO2e0Otu06gFYfycIV47+3OEBxcTERERETQuQXCMYqQhif5DQ0NGCxdIlH7nSWdTodISEhlJSUkJqaOqRznU4nX773LMVHMlgwO5aF82cN8jyob1dxvN4LY4eCuAAT86e2jIsyTj5qO7EBJnKqfVkS0yRuwM4BjcLB4uhmthf7o1Y4SAwSUZ4TlXaLHJtDQq8509FSK5yE+lh6ieXW7ujw05zjlg4lHW0y13P205xluczZ5ZhzyjmXnXzsdEo4OOmYOyUcJx10m0N25gaAovcmQIDO6vq/WuFAq3CIaHQ3IEkwL8LItqIAjtZ1BcyMdZxOyK3xoaVDwbJYg/hcnCMOB+RW+zAtpA2NoneQXFl5Fcg1RCUM7l5jslBUVERUVJTH+r8KBALBRGG0/O9u4uLiyM3NJSEhYVTEyc7OTk6cOEFxcTF6vZ758+ePmwxsuVzOzJkz2b9/P+Hh4WIz+hxQKBSkp6ezY8cODh06xJw5c8bFZ2Ak0HnrMRnKPG3GqGEwKV3V2/pCKXcS7HWmGDpQwHijSUmHTd0rYPx0JE4FrneJ4meOkUtO1Ap7jwx1B74aKyFuCoIX9E+AzsrMKa1kl/uxIq4R3Rir3Hk6Didkl/shk2D+1Bbx+ThH2jrlnGj0YmmswS3vZc7h4zSbHKy+7FLUE6AdmtVqpby8nKVLl3raFIFgQiOE8UlOZ2en67G7Nzvj4uLIzs4mOTl5SOW09mz9lH3bPyA+Qs8F65af1aFyOqG6VU1+vRdmq5z4wHYWRTWPuyzLpOB2NhcGUtmiYarfxC/F5U68VHYWRTWzs6RLHI8S7+eExGBW4qexDrocm1LuRCm346MeuCrD6eXV7A4JJydF724BnK7HPUVySeKkgO5ELnO6hHC1wi4izz2MUu5kYVQz24oC8NNYidB3nv0kD1LQoKPKqGZ5rGFcBHeNdU406pBJTmIDzuxtVlZZhz4oFr2f5/uxjhU6Ozupqqpi5cqVnjZFIBAIxj2j6X8DhIWFkZubS01NDeHh4W5bx2w2c+LECUpKSggMDGTRokUEBga6bT13ERYWRmBgIHl5ecyZM8fT5oxrVCoVixcvZvv27Rw7doyUlBRPmzQq6Ly8qa0aHxmxI4HBpCLSzzjk8ySpK3hdrbChH0DHcjo56X9z0v/u/RhA1iuT3OnKLpdLZ2aWCzxHtL+ZZrOCzHI/lsUaPF5Gvz+cTjhY5YvZKmNpbNOYtXO80B3kH+lnxk9rG/H57XYH23bvR+M7dcJki5eVleHr64ufn5+nTREIJjSj9vVeVVXFvffey7x589Dr9ahUKsLCwpg5cybXXnstr7zyCkbj2W+msrKyuPbaa5k6dSpqtZqIiAiuv/568vLyBjyvqKiIxx9/nEsuuYSYmBi0Wi1arZbo6Giuvvpqvv766wHPf+WVV5AkCUmSKCkpobOzkyeffJJFixYRFBSEJEk89NBDZ5yXmZnJLbfcQlJSEt7e3nh5eTFt2jTuuOMOCgoKzvp6B4PFYuHpp59m1apVBAcHu97bCy+8kDfeeAOH48xIvIceeghJknqVCPvJT37ieo39vZ6+yMrKcp3zzTff9Dlm7dq1hISEcOLECV588cU+x/zyl79EkiRCQkJwOrs2/vMPZ/Hth88S7ANXbjifL7bkcsUvnmPq0t+hTr2DwAW/ZvGVj/HYc19jbOugolnDlhOB5Fb7EKnvYF1SPUnBJt78eCdS4s+QEn9GSUUDFouNJ176jrQNj6KfezcBab9i5XWP88WW3F42tbZ18Nfnv2Hu9x/Bd87d+M37JetueJJNuwb+vHVTUd3EfX/7iHmXPoL//F+hmX4HUcvv5eq7n2fLnuP9nldS0YBq2q088tjfySpVY7VLfLfjKJfc+i/CFt+DOvUOYlfdz23/8yYV1U2DsmWy46e1sTCymZwqX2paVZ42R+AGzhatPlwUcifeajtBXl0CapR/B9H+ZmIDzMQFmokPMpEYZCIpuOtnfJCJuMCu49H+ZqL8O4jQdxLoZcVLJUTxsYKP2s68CCMHqnwxdozdOMHSJi0FDV4sjm4e85H14wGzVcbxBi9mTWk9oxy9ucNCnaGdqNhkzxg3RukWOXx8fDxtikAgGALC/xb+tyRJyGQyysvLOXHixBlj+vK/T+ezzz7jiiuucF3/wMBAFi9ezGOPPUZbWxvt7e0cOnSIjRs30t7ezpIlS1i8eDGfffZZr+tnsVh44oknSEtLQ6/XExAQwMqVK/niiy96rdfa2spf//pX5s6d69oUXrduHZs2bRrUe1NRUcF9993HvHnz8Pf3R6PREBUVxdVXX82WLVv6Pa+kpMRl7/Hjx6moqODrr7/mkksuISwsDLVaTWxsLLfddhsVFRWDskUAWq2WxYsXU1JSQlFRkafNGRV0Oh86LPY+vwcmGmarDJNVhr/WfYEAktTljyvlTtQKJxqlA63SgZfKgbfajrfajk7V9VxXEHrXWIVMiOJjkRlhrcgkJ4eqfOnnz47HOVrnTWO7ikXR4y/BaixS3aqm2awkxU2V+nKPHKep1cbi1Zei0WrdssZo4nA4KC4uJi4uztOmCAQTnlHZCd6+fTsXX3zxGY53bW0ttbW1HD58mHfeeYegoCAuvvjifuf517/+xa9+9StstlMRRlVVVbzxxht8+OGHfPXVVyxfvvyM84qLi4mPj+9zzrKyMsrKynjvvff40Y9+xMsvv4xCMfDb0tDQwIYNGzh48GC/Y2w2G3fddRfPPPPMGceOHz/O8ePH+c9//sO///1vbrnllgHXG4jS0lIuuOCCMzYmamtr+eqrr/jqq6947rnn+OSTTwgICBj2OgMxb948fH19MRqNbNmyhe9973u9jlssFnbv3g3AJ598wnXXXYfT6Twj83vr1q0ALF/elRVeW1XK+y8/hlYysuGSi/jhr1/ko+8O9jrH0Gxjz8Fi9hws5m8vZ/DIg/dzfrpEpJ+536g+Y1sH1/zyb+w9VNzr+YzMfDIy83n8viv49U3rKKsycOHNT3GkoKrXuI278ti0+xiv/d+N/OjSRf2+Ly/+dwd3/u87mDt6Ownl1U2UV+/jvS/38dMrl/Ds/16HQtF3Bv2OHTu4+7YbeOHLKm7/9T96HSupaOTZt7fxwTcHyHjzN6QkTOnXFkEXwd5W5ka0kF2h57zoZreIqILRxel04nA4sdsd1BllzAwX1QAEg2eKbycJHSYyy/UsjzOgGmOOb7VRTW6NN4uimtFrRj66ejJyuMaHKT5dgSqnU15eBZKCyLjJkdE0GGw2G0VFRcybN8/TpggEgiEg/O/eTGb/G+Dzzz/n5ptvprGxsVcW9+n+d086Ojr44Q9/yEcffdTreYPBwJ49e9izZw9PPPEEDzzwAEuXLmXFihX4+vr2aa/RaOSaa65h7969vZ7PyMggIyODxx9/nF//+teUlZVx4YUXcuTIkV7jNm7cyKZNm3jttdf40Y9+1O/78uKLL3LnnXdiNveuCFNeXk55eTnvvfceP/3pT3n22WcH/Mw5HA5XMMaXX37pEjhLSkp49tln+eCDD8jIyJg0GdDnio+PD+np6ezatcsVXDOR0Xn74HQ6MXdY8dJN7HL8TSYlvhqbEA8Fg0YugwWRLWQUBVBs0BIXeGYFL09yokFHWZOWZbEGtMqJH9zibmyOLv87NbTVLXstDoeDbbsPoNFPJX3FZSM+vyeoqqrC6XS6tcqPQCDowu3CeGdnJ9dccw1GoxEfHx9uu+02Vq1aRUhICFarldLSUnbv3s0HH3ww4DzffPMNe/fuZdasWdx9993MnDkTs9nMRx99xD/+8Q9MJhPXX389BQUFqFS9s0HtdjsqlYrvfe97rFu3jtTUVAICAjAYDOTn5/Pvf/+bI0eO8MYbbxAXF8fDDz88oC0//elPyc3N5cc//jFXX301YWFhlJWV9epB9dOf/pTXXnsNgAsuuIDrrruOpKQkJEni4MGDPPnkkxw5coRbb72VsLAwLrnkkiG/t21tbaxevdoVeXvZZZdx0003ER4eTnFxMf/617/IyMhgx44dXHzxxWzfvt1Vwvz222/niiuuoKqqyuVIP/LII1x66amyIyEhIYOyQy6Xs2TJEr766iuXc92TzMxMTKauvs5bt27luuuuo7KykqlTp7rGNDU1kZvbla29cuVK2owtvPXsg9jbK7nuqvP51Z8/dInis6dN5Tc/XUdSbBjHKm289fk+vtu4hcZGAw/8z4Nc8tkfkMv6L4F66+/fYN+RUm6/bgUb1s3FX6/jYF45f3jyU6rrWrjnLx+wfmkqN/7uFYrK67n3Z+dz/rLpeOlU7Nx3ggf/+RktrWZuf/Bt1i9NJSTwzA2Al/67k5vvfx2AGUnh/Oya5cxNjUSnUVFc0cCL/93JlxmHefG/O9H7aHn8viv7tfe1V1/mRz+9m8svWsYVa5JIig2l2WjitY/38NpHe6g3tHLTfa+y+7/3nvVaCSBC30mnrY09ZV3lm85WRltwJg6HA7vdic1ux253YLM7sFnt2B02bDYbdpsdm92GzWrD7nBgs1mx2xzY7Dbsdjs2m71rnN1+co6Tz9ntPcY5Tj1nd5z86cRmd7h+2uxO7A5HV3k1p4zCtmgune9g/fIFBAT0vTEnEJxOcnA7LR1K9lXoWRTVPGYyCxrbleyr9GVehJGgPkRcwdCpa1NR16ZiTUJjn8fLKiq7+ovHzx5ly8YupaWlaLXaQd8TCgQCzyP8b+F/9/S/AbZs2cIf//hHCgoKXML46f736dxwww0uUXz27Nn85je/ISUlhfLycl5++WU+//xz6uvrefjhh8nNze1XFAe49dZb2bdvH7fffjsbNmzA39+fgwcP8oc//IHq6mruuece1q9fz4033khRURH33nsv559/Pl5eXuzcuZMHH3yQlpYWbr/9dtavX9/n+/TSSy9x8803AzBjxgx+9rOfMXfuXHQ6HcXFxbz44ot8+eWXvPjii+j1eh5//PF+7f3Pf/5DdnY2zz//PO+88w5xcXE0Nzfz2muv8dprr1FfX89NN93UK/hAMDABAQEsWLCArKwslErlhL6v0Hn5AhImc8eEF8YbTUoC3JgtLpiYaJUOFka2sKvEH1+Nbcz4uhXNGo7Ve3FeTBPeYp9wRCio90KjsLutnWXukXwMRisrL/3+hMgWdzqdFBQUkJCQgEwmSk0KBO5GcvZXM2uE2Lx5M2vWrAG6ynD1F5Fus9kwmUxnOFQ9I5cvvPBCPvroozMc70cffZTf//73AHz44Yds2LCh1/H29naMRiNTpvSdUet0Ornpppt45ZVX8PLyorKyEr1e32vMK6+8wk9+8hPX/1988UVuuummPuf74IMPuOKKK4Aup6rbQetJR0cHF110EZs3byYmJoaCgoKzRsqfzj333MPf/vY3AH7/+9/zxz/+8YzXdf311/Pmm28C8PTTT3Pbbbf1GlNSUuIq5/byyy9z4403DsmGbv7617/yu9/9DoVCQVNTE97e3q5jjzzyCH/4wx9Yt24dO3bsYO3atfz85z/nggsucF3fjz/+2HXd9u3bx/4tb1JxfCeXnb+YykYbF9/6LwDWnDeNT569i6p2H0406FArHSQFtfPFVxv52R/eAOCqC+fz7j9u7WXfKx/s4if3vgp0faY+/PfPuWzdnF5jco9XMvfSR7DbHQQH+GBsM5Px5m9JnxPba9yXW3O56JYue564/0p+9ZO1vY6XVxuY9r0HMZkt3LBhMS/86fo+M8IfeOJj/vTMV8hkEnlfP0xSbKjrWElFA7GrHnD9//E/P8DC+bNZEtPUS7S55YHXeeG9HQDs//gB5k6P6uvyCPogr9aLsmYtS2MNeI3x8sROp9MlQJ8Som3YHfZTP3sK0jY7dputh+h88rnThWjXc47TjjlOCdI2B3ZHTyHaeTJrovuD2P0n5OT/JenkY6n344GOSTKQ5F0/kSHJ5CiUShQKJXK5AoVShVyuRKFU9Hju5E+FErlCSVuHg6MnatGZDyOztTJnegwrlqaj9z31XSQQ9IfVLpFRFEC4bwepoe2eNodms4JdJf6khrYR00cfbMHQcThgy4lAYgJMxPeTmfDS6x9Qa/bnd4+9JRxRuoKgNm7cyPTp0yd8dpdAMJEQ/rfwv0/3v81mM3v27KG+vp5ly5ah1+t7+d85OTnMnDnTdf4XX3zh+tysWbOGL7/8kra2NvLz82loaCAqKort27fzi1/8AoCrrrqKd999t5d9Pa+fJEl8+OGHXHbZZb3G5ObmMnfuXOx2O8HBwRiNRjIyMkhPT+817ssvv+Siiy4C4IknnuBXv/pVr+Pl5eVMmzYNk8nEDTfcwAsvvNDntX3ggQf405/+hEwmIy8vj6SkJNexntcF4JZbbuHhhx/mwIEDrFmzxhWEccstt/DCCy8AsH//fubOndvn9RH0TXl5OYcOHWLx4sXjsgf9YNiz5WO+fuev/OTq84mOCvO0OW4loyiAuAATkW4SvQQTmxKDlrw6b1bGN3o8O7vKqGZ/hZ6FUc2EeFs8astEoa1TztYTgSyNNbilt7jD4eDf/3mXdimYXz786oQQxmtrazlw4ADr1q1zBVYKBAL34faM8ZqaGtfjvsqsuQxRKAaMMtZoNLz88stnOOUAd911F//7v/+LxWJh+/btZzjmXl5eeHl59Tu3JEk8/vjjvP7667S3t7Nx40Z+8IMf9Dt+9erV/TrlAH/+858B2LBhQ59Oeffr+de//kVqaiolJSVs3bqVtWvX9jm2Lzo7O10OWWpqap/9yCRJ4umnn+brr7+msbGRf/3rX2c45iPFihUrgK4Nlh07dnD++ee7jmVkZACwfv167HY73333HTfeeCMNDQ0EBwf3GhMQEMCJQxupyN/DsoUpzJmVwv03PwWAUinngd/eRkZpGN4qG3MijIR6W5AkuPWaZfz3q31s3JXHh98eoLquhSkhvTdXurnqwvlniOIAM5MjWDo/gYzMfOoNrdz7s/PPEMUBLlw5k+iIQEorG9meVXCGMP6PVzdjMlsID/Xj2T/2Xyb94bsu4dUPd1NZ28xrH+3mkV9f1ue4KSF6fnZRODvK5FS2aJjaw+n47U/XuYTx7dmFQhgfAtNC2rE5ZOwsCWBpjKFX797u8tw2m71LFLbZT2Y+205lRvcQpE9lS9t7Z0Q7TorPvTKfe447JUi7HjucPTKjT4nRXQJ0TzH6XIVomUuIRpKhUKhOCtAnRWeVEoVShVZ+ukh9SpDuetzXT1UPMVuJXKE6Nf9pP7vGyVEoFK6fwxGk8vLymJVuJtBXw+YvXmf/sUwOHX2P+bPiWbZ4AT4+umF8SgSTBaXcSXpUM9uKAvDT2gj37fSYLS0dCnaV+pMU3C5E8RHkRKMOmeQktp/31GazU1nbQuysdCGKn6SiogKZTCbKuAkE4wzhfwv/+3T/e/PmzWzfvp3169dTUFBAWlqaa0xgYCAzZszoNfe///1vAJRKJX/729/IysqiqamJ2NhY5syZg0ajYdasWXz88cds3LiRDz/8kOrq6n4DIa666qozRHGAmTNnsnTpUjIyMqivr+fee+89QxSHrgCN6OhoSktL2b59+xnCeHcFg/Dw8AHLpD/88MO8+uqrVFZW8tprr/HII4/0OW7KlCk89dRTqNVqysrKyMvLY86cOQD89re/dX0Otm/fLoTxIRIZGYndbmfPnj0sXrzYbe0GPInOWw+SHJPZdPbB4xi7A1rMCgJ0QkQUDI9ofzPNZgWZ5X4sjTH02w7T3VSfFMXTIoUoPlI4nZBb40Okn9ktojjA4aP5NBotrPj+xMgWB8jPzycuLk6I4gLBKOF2Ybync/Tyyy9z9913D2uedevW9VtuycfHh8TERI4cOeIqazYQVquV2tpaWltbsdtPlUcJDAykrq6OQ4cODeiYX3fddf0eq6ysZN++fUCXAzgQKSkpBAUF0dDQwO7du4fkmO/bt4/m5mYAbrzxxn6/NH19fbnqqqt45plnOHr06IAO67kwf/58vL29aWtrY+vWrS7H3Gq1smvXLqCrRJvZbGbz5s0cPHiQ0NBQlzDeXQIuNTmOI5lfkhIfwuoVi7DZ7GRk5gNdJdxUPmHMCGomyMt6RrnbW65eysZdedhsDrbuPc61lyzs09ZrLlrQ7+uYlRzhWu/qC9MGHFda2UhRecMZxz7ZeAiAS1bNQqNW9juHQiFn8dw43v96P7sP9v+5veJ78/DSKpge1srhGh9CfTpdPZyS48Lw9lLT1t5JUXl9v3OMBxyO7uzkHj+ttlPlt3sI0r1EZ3vPnydF557H7KePO5UNbbXZKWsL4sNOLVGaMmRYuwRph5PetTR6ZkX3FJk5TYzu51gPAbo7M1ouVyJXnBSYFUrkGhUKpRK1XIFC0Z0J3Z0h3S0wdwvSJwVshQr5SYH6lBDd46dCiUKp7iFEq7ueUyjOEKJP7ys43jAYDERERBAdE8ONd/2JouOH2Pz562TmHuBA7rssnJvEkkXz0ek0njZVMEbxUduZG2HkQKUv3ioDvprRL59m7JCzq8SfhMB2EoIm9mbaaGK2yjje4MXiqGZk/XzVVdXUY3dKRIn+4sCpMm6JiYnj/u+DQDDZEP53/0xm/3vr1q3cfvvtbNq0yXUOnNlf3GazuUTz+fPnU1VVRVxcHAsWLDgjSOKWW25h48aN2Gw2tm7dyrXXXtunrddcc02/r2PWrFmu9a6++uoBx5WWlvb5efvkk08AuOSSS9Bo+r/XVygULF68mPfff3/AMuhXXHGFK0N8xowZbNmyhejoaPz9/UlOTna974P57AvOJCYmBqfTye7duyekOK7z9gNJ1qudwUSkyaxEpXCgE32YBcNEkmDmlFZ2lviTU+3LnHDjqLc1q2lVsa9Cz7ypLYT5CFF8pKhpVdNsVjI/osUt8zscDjJ2HkDtG86iVZe7ZY3RprGxEaPRyKJFizxtikAwaXC7ML506VLi4uIoKiril7/8JW+++SYbNmxgxYoVpKWl9RmB3hfTpk0b8Hj3zXRra2ufx61WK88//zyvv/46Bw4cwGLp/w9eQ8OZYmdPZs2a1e+x7Oxs1+Nrr722X+fwdHpG9g+Gw4cPux73FVXdk/T0dJ555hnXee5wzBUKBUuWLOGbb77p1eesu7+Zr68vc+fOxWzuytR64YUXWLhwIU1NTUiSRE5ODgDe8lbCA/zYcPE6zFY5Gw+2YzJ3Xau1C6JYEtPc/+ucfSq7+3BBVb/jkmL672fl53sqq7RnafP+xrW29y4Z1dJqprC0DoDn3tnGc+9s63eOntTUG/s9Ni2+q/xWhG8npU06jtd7MSOszXXc31dHW3snre1Dy3B0Op09hOiTmdHdQvTJkty9BGlXZnSP/tDd5bhdzzl6lefuErBPf653JnR3ZrTDeXpGNJwSm3s+Pl2I7udYd2nuk/9kMgVyhfqUEK1UotCqiPaTU9MiYej0Y1qUNzqtqkf5bsWpbGlFz5/dorOqlzgtl3dnQatdorRLuO4hRMvlciE0jCAOh4OmpiZXCUhJkoifNoe45NnkH85m8xevsfNALlmH8lk8P4XFC+eh0Qzub49gchHu20mL2URmuR8r4gyuIKTRoLWzSxSPCzCRFDyxN9JGm8M1Pkzx6SRwgP515eWVINMQlSD6iwNUV1djs9mIjIz0tCkCgWCICP9b+N99+d/bt29HrVYTHh7O0aNHXf53z/7i3WJlt6C3cOFC1q1bh1LZd7B3z/eh5/tzOj1Llp+On5/fkMad/nlraWmhsLAQgOeee47nnnuu3zl6MtD17/nZ9/LyIiEhgZycHFcQgb+/P21tbf1+9gVnJzY21vV5O++88/D39/e0SSOGztsfkGEyTezKTwaTkgDdmQkrAsFQkMtgQWQLGUUBlDRp+63u5Q5qW1VkV+iZF9Hi0YpxEw2boytbPDW0FZXCPfsph48W0Gi0sPyS76PVTYzqkAUFBcTGxvZ7zyUQCEYetwvjSqWSzz77jCuuuIK8vDyysrLIysoCQKvVsmLFCq6//nquvvrqAUtF6M7yRddd9rJnBHo3BoOB9evXuyLJz0a389gfA92019XVDWqN0xlqNKnBYHA9Dg3tX8AFCAs71deo53kjzcqVK/nmm2/Yt28fbW1teHt7u5z0ZcuWIZfLSU9PR6vVUl1djVarpaCggOrq6pM9i2F6tJZLLr2EI/UBVLRoaGg65bDGTOm/HB9AWNCpUoCG5v57xOq0/W8GyXqkkg047uTdf1eJ61PUNfYvcA+Esa2D8sq6k32hbZRWnbpOdXX1ZGbnYLfbae2Q2FYzhRP+ZaglM3a7nY6Orhu4E8VlvPXeZz0yontkSDucXUK0q0+1+8tzSzI5coWmV59ohbpLWFYrFL2zpRUKeveTPjnedawvIbpnZnRPQVp1UqSW98qMHqg0rtPp5NChQzQ0NLBkyRK0E6QMz2TBaDQiSRI+Pj69npckieSZC0iakcbRg7vY8sUbZGQdZe/+YyxZOIP0tDmoVG7/MygYZ0wLaaelQ8m+Cj3pUc2jstnTnSkeE2AmOcTzPc4nEnVtKuraVKxJaBxwXFlFFTKVLxHRiaNk2dilO1s8ISFBlJUXCMYhwv8eHJPN/zYajRw4cICkpCS2bNmCXq+nqamJFStW4HA4qKiooKCggNzcXNf8qampA27QDvZ1DvRZ6vl3ZjDjTv+8ueP6n25HYmIi5eXllJaWEhMTM+BnXzB44uLicDqd7Nq1a0Jljut8/ECmwHSW77XxjsGkIshLZNgKzh2t0sGCqS3sLvXHV20bMJh5pKhpVZFd7sfciBbC9UIUH0kK6r3QKOxE+XWcffAwcDgcbNu1H7VvOItX919taDzR0tJCQ0ODaM8iEIwyo6IIpKamkpuby2effcZnn31GRkYGJ06cwGw28/XXX/P111/zxBNP8OWXX/Zbru1cuPvuu11O+WWXXcZNN93ErFmzCAkJQaPRuDI3o6KiKC8vx+kcOKJpoA2Ens7Rm2++OWB0e0/OJUL2bJmnZ3s9I0Vffc66y6J1R6KrVCoWL17M5s2bycnJISEhge3busZoVArWXPpTsmumEuHbwcr4Ro50nsqMHo440V2eu9NyqqeJobkNjVJ2MjPacfJnV0Z0bd2pbIU9mQdPZU+7Mqi7sp9Ly7sy0tvbTbzxzieuHtQVtaeixpfPDSctJRT7ydLcp4voPZHL5bz41pd0i8/NbaduzA4eLQOH1XWszlxBvk1JlK8RSSbDYu0KKmhud3Kivjtz+aSwrO0SojW9xGd517HuUt49+kO7ROfu8T3EZ4VS3btndC8hWtWnED1esqIlSWL27Nnk5OSwY8cOlixZctbNQMHYwWAwEBAQ0O/nTZIkps9dQsrsxeRmZ7D1q7fYtOsYe/YdZenCmaTNm4VSKXr4CLqQJJg/tStq/Xi9F9PcLFS3dChcmeJCFB9Z7A7IqfZhWkg7mgHKPDqdTsqqDITHLBIR2kB9fT3t7e1ER0d72hSBQDBMhP99diaj/71161bS0tJoaGjg0ksv5ZNPPsHHx4dNmzYhSRKJiYm9AoTHgy/X8/r/8pe/5Kc//emgzhts5QTo+vzNmjWL7OzsswZFCIZGfHw8kiSxe/duFi1aRGBgoKdNOmd0Oh3IVJjM7hGFxgJOJxjMSpKC284+WCAYBIFeVlJDW8mq0LMizoDWjSX6q41qV/l0kSk+srR0KDjR6MXSWIPbEgyO5J2gocXCsosunlDZ4lFRUa42LgKBYHQYtVQ5uVzOZZddxmWXXQZ0lWj86quvePrpp9m3bx/79u3jZz/7GR999NGIrms0Gnn33XcB+OEPf8ibb77Z79impqZzXq/njbwkScyYMeOc5+yLntG0NTU1A5Ydq62t7fO8kWbBggV4eXnR3t7O1q1bWbNmTa/+Zt2sXLmSzZs3s2nTJpacdx55eUcBiIiMoramiinawzTXdbIn305J5alrsmnbPvTK1pMitf1U2e6Tpbrrmk5F5OYdP8HD//eSq0/0weOnIslfe/cr/Hw0ffaCzis8VYL96+15vY717BPd1NYltFvtUNbsdUp09g0G9gDgVAUyY8H6k8e6s54Vp2VBd/3smSUtVyiprW/kH2/9CIDF637IVVf8wFWWG0nOnsws4uLiSExM5OXPUmlpK2P2wtX84e+vnttFnMRIksSsWbPIzc11ieNeXgNXKRCMDbqF8bMhk8mYvXAVM+Yv5+CejWR88zbfbD/Crqxcli+ey7w505HLRXakAJRyJwsjm9leHIBeY2OKmxzmZrOCXaVdPcVF+fSRJ6/OG5XcQVzAwO9tg6EFc6edqLiBywZPFgoKCoiLi0OhEBU1BILxjPC/R5aJ4H9v3bqV3/72t3z00Uf86Ec/orS0lJKSElJSUggPD0cmk9HZeeqe52zl5nse91S2b8/rbzKZ3Hb9Q0NDmTJlCgcPHnTL/JOZuLg4JEliz549pKenExQU5GmTzgmlUolCpcVkmrjCeJtFjt0h4aexnX2wQDBIYgPMNHcoySrXsySmCXdszVQZ1eyv0DN/aovbfPzJisMJByp9iQ9sx0/rnu+Grmzxfai8p7B4zcTIFm9ra6O6upo1a9Z42hSBYNLhsR2vKVOmcNNNN3H99dezaNEi9u/fz+eff47ZbB7RMsYFBQVYrV1lWK655pp+xx0/fpy2tnOPduxZ9uLbb78ddI+zodLT4du7dy/Lly/vd2xmZmaf5400CoWC8847j++++46tW7eSlZVFe3u7q79ZN91O+rZt29i3fz86Lx90Oh2xITJKju6mpEd5bodTQqGQYbM52J/fSGoKKJTaLhG5R99nhVJJXU2xa43ps9NJTpvTJTorFDTL9sO2ruML1/yIqVPDe2Q/n8qUrud1Mva9CMBN9zzr6hPdJUqfyoYu+tnPOHTsdfwCQrj/b+/1eh+efTuDyspKKuvbufHuPw8r0r6kpMT1ODQ8mtik3tdthVbH7t27SUhIcM0/HiL6xzqSJDFz5kwkSWLHjh2cd955Z5TnFow9DAbDkDIb5XI585d8j9npa8je8SXbv32PL7YcYOfeQ6xYMp/ZM5NF+WABvho7cyOM7K/0ZbnagI96ZMtlGkxK9pT5kRjUTmKQEMVHmkaTkhKDjhXxjWeNVi8rqwCZisg4990jjReamppoampiwYIFnjZFIBCMMML/Pjcmgv+9fft29uzZw1dffUV6ejpXX301q1at6uVHxsXFodPpMJlM7N27d8D1R+t1DkRwcDARERFUVlayceNGnE6n2/zimTNnsnnzZtLT0yktLXXLGpOV2NhYZDIZe/bsIS0trVeZ/vGGJEnovHwwmVs8bYrbMJiU+GutCJdZMJJIEsyeYmRHcQC5NT7MCW89+0lDoLRJQ26ND2mRzYT5iDYAI01BvRcOJyQFu68K3tFjJ6hv7mTphRej8/J22zqjSWFhIREREaJqqUDgATyeCqJUKlmxYgX79+/HZrPR3Nw8oo65zXYqSmmgPlLPPvvsiKyXkJBAamoqR48e5Z133uHhhx8mKipqRObuyfz58/Hz86O5uZlXX32VX//6132WmGttbeW997qE29TUVKZMmTLitvRk5cqVfPfdd+zbt4/PP/8cONXfDLrKysXGxqJWq2ltbeXQoUP4+flxySWXcP0Pr2L27Fm9ynMrFAr2Fl3Bt99+S0llEz/5zVP9vp/f+973gC7R6/eP/qvXa222vwLPvQXAeWt/QExMTJ9zBH++xfU4Ki6539c5kGj2/e9/n2eeeYaioiLef/99rrzyyn7HDpfAwECio6M5cOCAEMRHmO5ME4VCwY4dO0hPT58w/c4mImazGbPZPKxymAqFgkUrv8+8884nc+sn7Nz0IZ98m8mOPQdZtSyN6SkJ4vdrkhPu20mz2UxmmR/L4wwo5SNTGrWmVUV2hZ7poW3EBkzs/oOewOboilafFtI2qICGsooqUOiIip85CtaNbfLz84mJiRlSiVmBQDC+EP738Biv/jfAnDlz0Gg0GI1Gnn32WRwOBx988AF//OMfsdvtvSqEKBQKVqxYwVdffcV3331HeXk5kZGRfa79wgsvAF3+d88M9dFmNPxv6PrdmTNnDhs2bGDz5s1uWWMyEx0djVKpJDs7m1mzZrnl93i00Hn5YqqfuMKbwaTCX+f+PtCCyYdcBgujmtl6IhA/jY2YEfCVnU4oaNBR0ODFoqhmgkahh/lko8WsoKChq4S6u4owOp1OV7b4eWuvcM8io4zZbKa8vNzVGkcgEIwubo/v2759O4WFhf0et1gsrj5Y3t7eBAcHj+j6PTNqX3vttT7HfP755zz11FMjtubvf/97ADo6Orj88supr6/vd2xnZydPP/00HR1DK7OkVqu5+eabAThy5AgPP/zwGWOcTie/+MUvaGjo6pv9i1/8YkhrDIeefc6efvppoMtZdzqdVFdXs23bNnJzc10R7O+88w6bNm3i8ssvZ/W6C5ganUBYeCTBIaH4+/vj4+PDXXfd5Zrzpz/9KRbLmQ7GSy+9xLfffgvAD37wA7dvQAzEPffc4+oL8vOf/5zs7OwBx3/55Zfk5OQMeZ2UlBQ6OzvFH1A3IEkSKSkpJCcns2vXrl7lEAVjC4PBgF6vP6eSvyqViqXrr+Tuh15i5aW300YQ73+xi2defI9j+UWj1idSMDZJCWlDp7Kzv9KXkfgolDVpyC73Y164UYjibiKvtquEenzg4DLxyyrrCQyNwct7YkSdDxej0UhdXR3x8fGeNkUgEJwDwv8W/ne3SG02mzl8+DAZGRlMnz4dgI8//hiA0tJSfHx8+sx8vuOOOwCwWq3cdNNNwv/uQWhoKDk5Odx+++3DOl8wMOHh4aSnp5Obm0tBQcG49cO6MsYnrvhmMCkJ0E7c1yfwLFqlgwWRzRyu8cFgUp7TXE4nHK7xocigY2lskxDF3YDDAfur3FtCHeDosSLqmjpYuHziZIufOHGCkJAQfH19PW2KQDApcbswvmnTJpKTk1m5ciX/93//xzfffMP+/fvZuXMnL7/8MsuWLWP//v0A3HzzzSPezzAwMJALL7wQ6HKAzj//fD766CP27dvHV199xc0338xll11GXFzciG0KXHvttdxwww0A7Nu3j9TUVH7/+9/z3XffcfDgQXbu3Mlrr73GLbfcQnh4OHfccUevyPrB8j//8z/ExcUB8Mc//pHLL7+czz//nP379/PBBx+wevVq12bE4sWLufXWW0fk9Q3EwoULXeU/Wlq6SkelpKSwZcsWDh06xNSpU1m3bp3rmrS0tFBcXExdXR3FxcV9znnRRRe5or43btxIeno6b7zxBvv27WPjxo3cfPPNrk2KgIAAnnjiCXe/zAGJjY11ZUAYDAaWLFnCzTffzMcff8z+/fvJzMzkww8/5N577yUhIYGLLrqIsrKyIa+jUCiYO3cuF154IeHh4SP9MgR0lRKcO3cuWVlZw7pGAvcz2P7ig0Gj1bLywuu4+6GXWXrhLTRZ9bzzSQb/efV9Ck+UjduNGcG5IUkwP6IFY4eC/HqvYc/jdEJBvY7cGh/So5oI14ueZu6gsV1JaZOOuRHGs5ZQB2htNdNk7BiwSsxkobCwkMjIyBHNHBUIBKOP8L+F/71o0SIOHTrExo0baW9vZ8mSJVx66aW9xixbtoykpCQKCwtxOBy95hT+98B89NFHREVFDamVk2DwBAcHs2TJEk6cOMHhw4fHpQ+m8/Kh02rHbnecffA4w2KTaLPICdBN3Ix4gecJ8rKSEtpKZrmeDuvwpAuHA/ZV6KltU7Es1oBe4z7RdjKT3+AFTkh2Ywl1p9NJxs5slBOot7jFYqGkpISkpCRPmyIQTFpGpZS6w+EgIyPDFZneF5dffjl//vOf3bL+M888w9KlSykrK+Obb77hm2++6XU8KiqKjz/+2OXAjwQvvvgioaGhPP744zQ0NPDoo4/y6KOP9jnWy8urzzJsZ8PHx4dNmzZxwQUXcOzYMT766CM++uijM8YtWbKETz/9dFhrDBWlUsnixYvZtGkTcOq1xcbGEhUV5bLh9FJrMpmM4uJiEhMTUSrPjAh87bXXsNlsfPTRRxw8eJDrr7/+jDHh4eF88cUXREREjPwLGyI33ngjWq2WW2+9FaPRyIsvvsiLL77Y51iZTIaX1/DElsDAQHbv3s1dd91FXl7euZgs6IeIiAhUKhWZmZl0dnaSmJjoaZMEPWhsbCQhIWFE59R5ebP20htZtPpydnz7Nlnbv+CNDzYRNcWX1csXERPt+e8YweiiUjhZGNXC9mJ/9FrrkHuSOZ1wpNabihYNS2Ka3BpJPZmxOeBA1eBLqAOUlVeCTEnUJO8vbjKZqKysZNWqVZ42RSAQjADC/568/re3tzcNDQ1oNBpWrFjhykI63f9euXIlU6ZMIS8vj/Ly8jNEXuF/94/ZbObpp5/mvvvuw2Qyib6gbsDPz49ly5axe/duOjs7mTdv3oDt7MYaOi8fAExmCz7eGg9bM7IYzEq8VHbUivEXsCAYX8QFmGk2K8kq17MkpmlIPe2tdomscj1Wu4xlsQbxeXUTLWYFhSdLqLvzKzrveBF1TWaWXHAdXt4+7ltoFCkuLsbf339YbSEFAsHI4PY7y//3//4fX375Jb/61a9YtGgRUVFRaDQaNBoNMTExXH311XzxxRd88MEHaDTuuWGMjIxk//793HPPPSQlJaFWq9Hr9cyePZsHH3yQgwcPkpqaOqJryuVy/vKXv3D06FF+85vfMHfuXPz9/ZHL5fj4+DB9+nSuu+46Xn31Vaqrq4ednRMTE8OhQ4f417/+xYoVKwgMDESpVBIaGsr555/P66+/zrZt20a1R3JPpzs9PZ3169cTGxvba2MgPT29lwOZnp6Or69vv1njGo2GDz/8kE8//ZTLL7+c8PBwVCoV/v7+pKen8+c//5njx48zZ84cd72sIXP11VdTUlLCY489xsqVKwkJCUGpVKLT6YiLi+OSSy7hiSeeoKSk5Jw2oj///HN8fHxGXBwUnGIiRK1PRGw2G0aj0W3fb94+vpz/g59x14Mvk7b6OiqalLzy7je89vbHVFSK8vqTDb3GxtxwI/sq9LR2Dn6j2+GA/ZW+1LSqWRYrRHF3klfrjXoIJdQByiurQK4hKmG2Gy0b+xQWFjJlyhS8J3k5eYFgIiD8b+F/r127lrS0tF6lOU/3v1esWIEkSSQmJlJQUHBG1rjwvwdm//79VFVVcfDgQeEbugkvLy+WLl1KW1sbe/bswWodPyWQdd56QMJknnhtkwwmFYGiv7hgFJAkmBNuxO6UyK0ZvBjaaZPYWdIlNp4X0yREcTfRvc8RH+TeEuqnssXDOG/tlW5bZzSxWq2cOHFCJF4JBB5Gcoq7eMEYoa6ujuzsbNatW9dn1rigfxobG9m9ezcrVqzAx2diRM+NRdra2ti9ezcBAQHMnTt3XEWtT0Tq6+vZv38/69evd/WydCdNjXVs/fINcjI34uxsJCk2lFXLFjElLMjtawvGDkdqvKlpVbM8zoBSPvAtlM0ukVmux2KXsSi6GY1i4pVTHCs0tivZXerPyvhGvAeZLQ7w/Mvv0eKcwm8ffW1UvkfGIu3t7WzevLlXZqFAIBAIJgcOh4MtW7YQFxdHbGysp80ZV1itVjZv3kxycjIxMTGeNmfCYrVaycrKwmq1kp6e7raAnpEkc9tnfPnmY9xw1VpiJ1i1sR3F/kT6dRDtP/FEf8HYxGSRkVEUSGpo21k/d+0WObtL/fDTWpkXbnRrFvNk51idF9VGNSvi3J8t/u6n2zjv/J+yfsNP3bfQKJKXl4fBYOC8886btHsQAsFYQPyJEIwZQkJC0Ov1FBQUeNqUcUdgYCAxMTEcOHBARKy7EW9vb5YtW0Zrayu7d+/GYhF9tTxJd3/x0bqR9A8MYcP1v+b2B/7D9EUbyK+08Nxrn/Deh19R39A0KjYIPE9qaBtapZ39lb4M9HVrssjYUeKPE1gS0yREcTfSs4T6UETxzk4r1Q1tRMUmT2qH9NixY0RERAhRXCAQCCYhMpmMlJQUjh8/Pqy+65MZpVLJnDlzOHLkCCbT4KvVCIaGUqlk0aJFeHt7s23bNpqbmz1t0lnRefmBJMPUPrHEY4cTmsxK0V9cMKroVA7SIpvJrfbBYOq/I2x9m4qMogDCfDqZHyFEcXfSfLKE+lw3v89Op5OMHVkovUMnTLZ4R0cHJ06cICUlZVLvQQgEYwHxZ0IwpkhNTaWoqAjzBCw55W6mTZuGxWKhsLDQ06ZMaDQaDUuXLkWpVJKRkYHRaPS0SZOWpqamUS1T2U1wWARX3nQvP7/vWZLTLuZoaTtPv/whH376LQaD+DxMdCQJ0qa2YOxQkt/Qd3/KxnYlGUWB+GutLI5qPmtmueDcyKv1Qa0YWgl1gMrqWpzIiYof2XK+44mWlhaqqqqYNm2ap00RCAQCgYeYMmUKWq2WoqIiT5sy7ggNDSU8PFyUVHczMpmMefPmERsby44dO6isrPS0SQOi8/brEsbNEytgoqVDgVzmxFs1+EBUgWAkCPaykhLSRla5Hx3W3lKG0wlFjVr2lvkxPbSVGWFtCL3RfTgccKDSlwQ3l1AHOF5QTI3BRNqSC/H2mRhB3MePHyckJMQje5kCgaA3QhgXjCn8/f0JDQ3l+PHjnjZl3KFQKJg3bx7Hjx8XYq2bUSgULFiwgMjISLZv3051dbWnTZp0OJ1OV8a4pwiLiOHaW//ALf/vaeJmfY+cE83868X/8tmXm2kxtnnMLoH7USmcLIxspqBBR22rqtex0iYNu0v9mRbSxuzwVhGp7mbq25SUNmmZG24c8gZIWXklyNVExs9yj3HjgLy8PGJjY3v1nRUIBALB5EKSJFJTUykoKBAVsYbBjBkzaGtrE4EFbkaSJBITE0lLS+PgwYPk5eWN2WAEnY8/SHJMpomV8GEwqQjQWoXoKPAIcYEmgrwsZFXocZwsxuZwwKFqH/IbvDgvpolo/w7PGjkJOFrnjSRBUlC7W9fpyhbfh8IrjCXrrnbrWqNFW1sbZWVlpKSkeNoUgUCAEMYFY5CUlBTKy8tpbW31tCnjjoCAABISEsjKyhKl8NyMJElMmzaNuXPnsm/fPvLz88esYz4RaW1txeFwoNfrPW0KEdEJXH/H//KTX/2TyNRV7DtWzz+ff4+vvs2gtXViZQkITqHX2pgzpZV9FXraOuU4nJBb7cPRWh/So5uIDZhYG2FjkQ6bjH2VemaEtQ6phHo3ZRXVKLUBTJk6OXuqNjQ00NjYSGJioqdNEQgEAoGHCQ4OJiAgQLQ1GwZKpZK0tDTy8vJoahLtldxNWFgYy5Yto7KykszMTKxWq6dNOgOdty9ICkwTrBKiwSTKqAs8hyTB7HAjNofE4VofOm0SO0v9aTYrWRFnIEA39r4LJho1rSpKm7SkTW1xewJAfmEp1Y1tpC25YMJkix87doypU6fi4+PjaVMEAgFCGBeMQby9vYmMjOTYsWOeNmVckpSUhFqtJicnx9OmTArCw8NZtmwZJSUl7Nu3TwQkjBIGgwE/Pz9kYygdNzohlRvv+jPX3/U4YQlL2JtbxT+ff5fvNu/EZBKRyxORqX4dRPmb2Vvmx+4Sf+rblSyPMxDsJZxyd+N0wv4KX4J0VqL9h77p6HA4qKhpJiI6Eblc7gYLxzZOp5OjR4+SkJCAWq32tDkCgUAgGAOkpKRQXFws2poNg4CAAJKTk8nOzh6TQu1Ew9fXl+XLl2Oz2di+fTvt7e7NXBwqOp0OZKoJ5QM6nd3CuPh8CzyHQgYLI5spb9awqTAIrcLB0lgDWqXD06ZNeMxWGfsr9cyeMryg9KHgdDrZuiNrQmWLNzc3U1NTI1qYCQRjiLGjKAgEPUhOTqa2tlZEXA8DmUzG/Pnzqa2tpayszNPmTAr0ej0rVqzAbDazY8cOsZk0Cni6jHp/SJJE/LQ53Pybv3Ht7X8hIDqNnQdKefK5t9mybQ8dHSLCfqIR6WfGZJXTZpGzLKYJL9Fzb1QoaNBhssqZPYwS6gA1tY1YrA6iYienY1pTU4PJZCI+Pt7TpggEAoFgjODn50dYWJgIUB8mCQkJeHt7i37jo4RKpWLx4sUEBQWxbds2GhoaPG2SC4VCgUqtw2Tu9LQpI4bZKqPTJsNPK4RxgWdpMStxOCVsdom4wHYUQtlwOw4nZFfomeLTyVQ/9wf8FBSWUt3QxvzzzsfH1/NVIkeCo0ePEhsbi1ar9bQpAoHgJOLPh2BMotVqiYuL4+jRo542ZVyi1WqZN28eOTk5oiT9KKFWq1myZAl+fn5kZGSMKcd8IjJWhfFuJEkieeZCfv67f3LlLY/gO2U2GVkn+Mdzb7F9VzYWi6gsMBGoMqrZURxAbEBXyfziJuHkjAaN7Ury671Jm9qCUj68jeeu/uIaohImX39xp9NJXl4eSUlJKBQKT5sjEAgEgjFESkoKFRUVGI1GT5sy7pAkiXnz5tHY2EhJSYmnzZkUyGQyZs2aRWpqKnv27KGgoGDMBCXovH0xmSdOxrjBpEKvsQkRUuAxHA44XOPNgSpf0qa2kBraRla5H5020fTe3Ryv88JqlzFzivvvDZxOJ1t3ZqHQhbJ0gmSL19fX09TUJFqYCQRjDHFLIxizJCYm0tLSQl1dnadNGZeEhoYSGxtLdnY2drvIYBwNZDIZs2fPJjk5mT179nD8+PEx45hPJDo7O2lvbx/Twng3kiQxfd5Sbr//aS678UE0QdPZtOsY/3juTXbvPYDVKn43xyN2B+RU+3Cg0pe54UZmhLWRHtVMfoMXta0qT5s3obHYJLIr9KSEtuKnHX6ASXllNZLSm6mxKSNo3figrKwMu91OTEyMp00RCAQCwRjDy8uLqKgo8vLyPG3KuEStVpOWlsaRI0doaWnxtDmThujoaJYsWUJJSQl79uyhs9Pzmdo6Lx9MHRMnu9pgFv3FBZ6j3SJje0kADe0qVsQZmOLbSXygiUCdlaxyPxxi281t1LWpOGHQkTa1eVQCYwpPlFNV18a8xd/DR+/n/gXdTHcLs8TERFQqsVckEIwlhDAuGLMolUoSExM5evSoEBeHSUpKCnK5nMOHD3valEmDJEnExsaybNkyysvL2bVrFx0dEydSfCxgMBjw9vYeVzeVMpmMOemr+cXvn+XiH92H3DeRb7Yf5qnn3yJ7/2HsdtETa7zQ1ilne3EATWYlK+MNhOu7Nt78tDZmT2llX6Wedsvk61k9GjidsL9Sj5/WSlzA8FtWOJ1OyiobCI2IR6PRjKCFYx+73c7x48dJSUlBJhNugEAgEAjOJDk5mfr6egwGg6dNGZcEBQWRkJBAVlYWNpuoEjVa+Pv7s3LlShQKBVu2bPF4BbcuYXziXH/RX1zgKapa1Gw9EYi/1sqyWIOrv7UkwZyIFqx2iSM13h62cmLSYZWxv8KXmWGt+Grcn9TR1Vt8L3JdMEvXX+P29UaD6upqzGYzcXFxnjZFIBCchtgRE4xp4uLi6OzspKqqytOmjEtkMhlpaWlUVlZSWVnpaXMmFXq9npUrV6LRaNiyZYuofDCCjPUy6gMhl8tJW3oBdz34Audfcw92bTSfb97PU8+9xcGcPBwOIZCPZSqaNWQUBRDkZWFZjOGMfuKRfh1E6s1klumxiUs54hQZdBg7FcwdZl/xbppb2mg1WYiKTR4548YJxcXFqFQqIiIiPG2KQCAQCMYoGo2G+Ph4EaB+DiQnJ6PVajl06JB4D0cRpVJJWloa06ZNY8+ePRw7dsxj77/OywerzT4hKoRZ7RItHQohjAtGFbsDDlX5cKDKl7kRRmZNaUV+moqhkMHCqBbKW7SUN0+ugGd343TCvkpfgr0tRI1CX3HoyhavrGtj3uLz8fXzH5U13YnD4eDo0aNMmzZNtDATCMYgQhgfIlarleTkZCRJ4t133/W0ORMeuVzOtGnTyMsbGcGooqICtVqNSqUiPz9/BCwc++h0OubMmcPBgwdpb2/3tDmTCoVCwbx585g+fTqZmZkcPXpUCJ8jwHgWxrtRKBQsWvl97n7oJdZefjedygg+/iaTf//nXQ4fHTu98QRd2BxwoNKXnBof5k9tYUZYG/0l204Pa0Mpd3KwUo+4jCNHk1lBXm1XX3GV4tze2LLySpCpiYqfMULWjQ+sViv5+fmkpqYinUtkgUAgEIwiwv/2DAkJCbS2tp5zcO9k9L/hVL/xuro6ysvLPW3OpEKSJGJiYli2bBmVlZXs2rULs3n4lYaGi87LFwBTx/gvP95sVqJVOtAqxV6GYHRo65SzrTiA5g4lK+MbCfftvz2Cl8pO2tQWDlX70GwW4uNIkd/ghdkqZ9aU1nMKSh8sTqeTjJ2ZEypbvKysDICoqCgPWyIQCPpCCOND5KmnniI/P5+UlBSuvPLKXsdKSkqQJGlQ/2688cY+59+6deug5+j+t3LlymG/nrq6Oj7//HP+53/+hwsuuICgoKCz2tgfxcXF/OpXv2LGjBn4+Pjg5eVFUlISd9xxB0eOHDnr+fX19dx+++1ERESgVquJj4/n/vvvJyAgAEmSKC0t7ffcq666CkmS+J//+Z8B15g6dSo/+clPsFqt/OY3vxnS6xvPhIeHExkZSXZ2thBmRxlJkoiKimLFihXU1NSwc+dOTCaTp80at9jtdpqbm8e9MN6NSqVi6forufuhl1h56e20EcT7X+zk2Zfe41h+kRDIxwDGDjnbigJps8hZFd9ImM/Am1syCRZENmMwKznRqBslKyc2VrtEdrme5JC2EclUKSuvBLmWyPiZI2Dd+KGgoAC9Xk9wcLCnTREIBIJBM5D/DVBeXs4HH3zAvffey+rVq/H19XX5sw899NCQ1jp69Ch33nknM2fOxNfXF5VKRXBwMKtWreLvf/87ra2t5/x69u/fz5/+9CcuuOACIiMjUavVeHt7k5SUxI033sj27dsHPH8oew7d/2JiYvqcqz//u729HaVSSVJSUr9Z48L/PjtarZZ58+aRk5OD0Wj0tDmTDr1ez4oVK9BqtWzdupXa2tpRXV/n7QvIMLWPf9/fYFISoBXZ4oLRofxklbYQV5W2s+9hhnhbSApqJ7Pcj06bCAA+VxralRTUe5E2tQWlfHT2pE4Ul1NR28rcRd9D7z/+9/tsNhvHjh0TLcwEgjGM5BS77oOmra2N2NhYGhoaePvtt7nmmt4RTCUlJcTGxg5qrhtuuIFXXnnljOe3bt3KqlWrhmTXrbfeynPPPTekc7oZKGOoPxv74vnnn+fOO+/EYulbMFCpVDz55JPcdtttfR5vaGhg0aJFnDhx4oxjixYt4t133+Xo0aOsXbv2jPIjmzZtYu3atcTExHD06FG0Wu2AtpaWlpKYmIjVamXXrl0sXrx4UK9xvGO329m+fTuBgYHMnDm5xICxgt1uJzc3l6qqKmbPnk14eLjI2hsiBoOBvXv3cv7550/I987U3sauje+zd9unWNuqCQ/2ZvXydOJjIyfk6x3LOJ1Q0qTlSK038QEmkkPakQ3hEjSZFews8WdhZAsh3uM/U8RTOJ2QXaHH5pBYFNU8ItHq/37+bSzaOH718IvnPtk4oaOjg40bN7JkyRL8/cd/WTqBQDA5OJv/XVpa2q/oC/Dggw8OWhx//PHHuffeewfsCR0dHc2nn37KrFmzBjXn6axYsYJt27adddz111/PCy+8gEqlOuPYUPYculm/fj3ffPNNr+fO5n9v3boVhULBpk2bSElJITIy0nVc+N9D48iRI9TW1rJ8+XJRStVDlJWVkZOTQ2RkJNOnTx+V65C940s+f/1Rrr9iNfGxkWc/YQyzu9SPUO9O4gJHP/NeMHnotEnkVPvS0K5ibkTLWQPST6fbb7TYJRZHNw/JdxecotMmsfVEIIlB7aP2O+90Onnp9Q+pMqq568GX0fsHjsq67iQ/P5/q6mqWL18u9vIEgjGKCFkZAs888wwNDQ1ERkZy1VVXDTj2kUceITc3t99/jz76aJ/nLViwYMDzuv+tWLHCdc4NN9wwIq8vMjKS9evXD/m8d955h5/97GdYLBb0ej3/+7//y44dO8jKyuL5558nISEBi8XCHXfcwfvvv9/nHPfddx8nTpzAx8eHp59+ml27dvGnP/0JpVLJnj17eOONN9DpdGc47larlV/84hcAPPnkk2d1yqFrQ+MHP/gB0HWdJgtyuZy0tDTKyspEv3EPIZfLmTNnDnPmzCEnJ4esrCw6O/svCSU4k+4y6hP1xlLn5c3aS2/k7odeIX3djdS2aXnj/U28/MaHlJSK39vRwmSRsavUn4IGL9IjW0gJHZooDuCvtTErrJXsCj3tFnG7NVxONOowmJTMi2gZEVHcZOqkvtk06fqLHzt2jJCQECGKCwSCccXZ/O+eMf6SJJGQkMDy5cuHvM57773Hb3/7W2w2GyqVil/96ld88cUX7N27l7feeoulS5cCXQLv+eefT0tLy7BeT7cPFh4ezt133837779PZmYmu3fv5oknniAiIgKA119/vd/qbREREYPaL/jhD3/oOqev/YKz+d+PP/44crmclJQU8vLyXAEDwv8eOikpKahUKvbv3y+qQXmIqKgoVq1aRWtrK1u2bKG+vt7ta+q8/UCSj/tqcU7nyYxx0V9c4EaqjGo2FwbhdMKqhLNXaesLSYK54UY6bXKO1nq7wcqJj8MBmeV+BOqsxAaMXiBMUUkF5TVG5i5aPyFE8Y6ODgoKCkQLM4FgjCMyxgeJ3W4nLi6OsrIy/t//+3/85S9/OWNMz+jtl19+ecilyAdLc3MzYWFhdHZ2kpCQQEFBwbDnevDBB1mwYAELFiwgNDS012sYTMa4yWQiNjaWuro6vL292b17NzNm9O7ZaTQaWbp0Kbm5uYSFhVFYWIiXl5fruMViwc/PD7PZzFtvvcW1117rOvbnP/+Z+++/n4SEBPbu3cuuXbtYvXo1Ol1XedrHHnuM++67jwsuuIAvv/xy0K/7s88+4/vf/z6SJHHs2DGSkpIGfe54p6amhuzsbJYuXYqfn5+nzZm0dHZ2cujQIRobG5k1a5ZrI0wwMJmZmfj7+5OYmOhpU0aFlqZGtn39Fgd2f4Ojo4G4yABWL1/M1IhQT5s2IemZJT5V38H00LZzLh2WU+1Do0nJslgDCqGPD4naVhVZFXqWxDThr+0/g28oHC8o4e2PM7joR/exYNnFIzLnWKepqYmdO3eyatWqXvdfAoFAMJYZjP/d2NjIs88+6/Jn/f39e1VgG2zG+MyZMzl8+DAAn3/+ORdddNEZY37wgx/w4YcfAl3Z5b/+9a+H/JouvvhifvzjH/ODH/wAuVx+xvGGhgaWLFni6sW9bds2li1bNuR17HY7UVFRVFVV4ePjQ01Njct/hsH73wUFBTidTnbs2EFgYCCpqanC/x4mnZ2dbNu2jaioKJKTJ1dw3ljC6XRSXFzM0aNH3Z49XlJ4lFcev50LlqeSvmCOW9YYDYwdCrYV+3PhtHqRgSsYcTptErnVvtS1q5gV1kqEvuOcg6HbOuVsKwpg1pRWpvp1jIyhkwCnEw5V+dDcoWTpKO5dOJ1OXn7jQyqbVdz54Mv4BQSNzsJuZN++fTgcDhYsWOBpUwQCwQCILdpB8t1331FWVgbAj370I4/a8u6777qyTK+//vpzmuvhhx/m4osvJjR0eCLLV199RV1dHQB33333GaI4gK+vL0888QTQJcqeLrYfP34cs9mMQqE4o29ct5NeWFiISqVyRcgDVFRU8Mgjj6BWq/nnP/85JLvPP/98AgMDu/4Av/zykM4d74SFhZGcnMzevXvp6BA3iZ5CrVazcOFCZs2aJbLHB4nT6XRljE8W9P6BXHLtnfzif15k9rKrKK6DF978grf++zk1tY2eNm9C0ZUl7kdBgxcLI1uYE946Iv20ZoS1opQ5OVTliwhFHDytnXKyK/TMntI6YqI4dPcX1xCVMGfE5hzLOJ1OcnJySEhIEKK4QCAYVwzG/w4MDOSBBx5g/fr1w66IYTQaXaL4vHnz+hTFoUtk72bXrl3DWuvzzz/nqquu6lMUBwgKCuLxxx93/b+/amtnY+PGjVRVVQFwxRVX9BLFYfD+d1tbG5IkMWvWLIqKiigsLBT+9zDp9v0KCgpc10Yw+kiSRFxcXK/s8YaGBrespfP2B0mGyTS+y48bTEr8tVYhigtGnCqjmi2FgdidsDq+kal+5y6KA3ir7cyf2sLBah9azKJ9xWApNmipaVWTHtU8qgH9xaWVlNUYmbNo3YQQxRsaGqiuru5THxEIBGMLIYwPkvfeew+AxMREj/dnfu2114Cum/pzFcbPlaysLNfjCy64oN9xK1euRKPRAGc6+N2l6IKCgs6I1g0LC+s1LjU1lcbGRmpra/nlL39Je3s799xzDwkJCUOyW6lUcskllwBdgQaTjYSEBIKCgsjMzMRut3vanElNREQEq1evxul0snnzZrFRMgAmk8mV4TLZCAgKZcP1v+b2B/7D9EWXkV/ZybOvfsx/P/qK+oYmT5s3rnE6ocSgZcuJQLxUdlbFN45oT3CZBGmRLTS0qyhq1J39BAFWu8TeMj9iAsxEjnCUf3llDRqfEELCJkeVjtLSUiwWy6SpsiEQCCYOo+V/Wyyn/ubHxcX1Oy4+Pt712J3BrCtXrnQ97qv/92Do3i+AvsuoD8X/BtDr9URFRfHdd98J//sc0Ov1zJs3j/379w+7HL9gZPDy8mLJkiXExcWxZ88ecnJyXO0CRgqdtw9ISkzm8Z2M0GhSEqAVZdQFI4fFJpFdrudglS/Tw9pYGNmCRukY0TVCfSwkBpnILPfDYhNRHWejvk3F0VofFka1oB3hazEQTqeTjB2ZyNRBLPveD89+whjH4XCQm5tLcnLyoFrNCAQCzyKE8UGyZcsWABYtWuRRO06cOOGKUF+2bJmr7LmnMBgMrscDZZ0rFApXlueuXbt6OR16vR7oiqo6XaStqalxPfb19UWtVpOSksLevXv59NNPiY6O5v777x+W7d3Xsri42JWNMFmQJIk5c+bgdDo5dOiQ6HXmYdRqNQsWLGDmzJkcOnRIZI/3g8FgwM/Pr98sm8lAcFgEV950Lz+/7zmS0y7mSEk7T7/8IR999i0Gg9HT5o07TBYZu0v9yG/wYsEIZomfjkbhYEFkM3l13tS3KUd8/omE0wnZFXq8VXZSQ9pGdG6bzU5lbQuRMUmToteXxWLh6NGjzJw5c1J/bwoEgvHJaPnfQUFBLj+1qKio33E9RWp3lgHvKdTLZEPfrmltbeXjjz8Gunp799VzfSj+d8/ndTod3//+94X/fQ6Eh4eTmJjI3r17hb/nYSRJIj4+npUrV2I0GtmyZYurGuJIoNVqQa4a98J4k1n0FxeMDE4nVLao2dwjSzxyhLLE+yIpqB29xkp2hR6H2PLsl3aLnKwKPTOnGEf9d72krIrSqpYJky1eXFyMw+HoFUwpEAjGLkIYHwQVFRWUlJQADLo/xFNPPUVsbCxqtRq9Xs/06dP5+c9/zv79+8/JlrNFf482PctyDhT17HQ6MRq7RBuLxUJhYaHrWHJyMhqNBpvNxkcffdTrvHfeeQfoit738fEBupzJ8vJyLrvsMp588slhR2EtXLjQ9Xj79u3DmmM8I5fLWbhwIXV1dQNuAglGB0mSmDp1KqtWrcLpdLJp0yZKSkpE0EIPJlsZ9YEIi4jh2lv/wM33/Ju4Wd/jUGEz/3rxv3z25WZajCMrJk5EHA7Ir9ex+UQgOuXIZ4n3RYDOxswpRrIr/DBZxO1Xfxyp9cZklTN/asuIb5JUVddjd0pExaWO7MRjlLy8PAICAnpl/wkEAsF4YDj+97lw6623ArB//36++uqrPsf88Y9/BLp8qJtvvtlttmRkZLgeT5s2bcjnv//++5hMJgB+/OMf9xkINlT/22KxcOedd/Laa6/xk5/8BKVyeEF+k93/7iYpKQl/f3+ysrJwOEYvM0/QN97e3ixZsoT4+HiysrLIysrCbD738udyuRyN1ntcC+MdNhntFrkQxgXnTGunnF2lfuRW+7gtS/x0JAnmRhgx2+Tk1Xq7da3xSneltki9mWj/0f+u2rp9LzJNIMu+d+2orz3SdHR0cOzYMWbOnDmswEaBQDD6iN/UQdCzh9jcuXMHdc7+/fspKSnBYrFgNBo5evQozz33HPPnz+fnP//5sKOD33jjDaAr+vSKK64Y1hwjSUpKiutxTyf+dA4cOEBb2ymxpmeEuEql4pprrgHglltu4fnnn2fPnj389a9/dfVy6xkE8Pjjj/PPf/6Tq666ivXr1w/b9pkzZ7qc+uH2iRvvaLVaFi5cSF5e3ohGRwuGj0ajYeHChcybN4+CggIyMjJoahKlskEI430xNSaR6+/4X2785T+YmrKSfcfq+efz7/HVtxm0tZk8bd6YpK5NxeYTgVQaNSyObmZOhHuyxPsi2r+DcN8OMsv9sIt90DMoa9ZQ1qwlPbLZLdekrKICZBqiEmaP+NxjjaamJsrLyz3e/kcgEAiGw3D873PhgQceYO3atQBs2LCB3/72t3z11VdkZWXx7rvvsnLlSt5//33kcjn//Oc/e/nAI4nD4eCxxx5z/f+qq64a8hw9A+l//OMf9zlmqP733/72N/Lz81GpVAQEBJCfnz9ku0D4391IksTcuXOx2Wzk5uZ62hwBp3qPr1mzBplMxqZNm8jPzz/nwAWdly8m8/itDGAwKfFR20bNVxJMPGx2iSM13mw9EYiv2s6aRPdmiZ+OUu4kPbKZkiYtlS3q0Vl0nOB0wr4KPRqFnelho59cUVJaSWlVM7PT1+IfGDzq6480R44cISQkhJCQEE+bIhAIBoni7EMEFRUVrsdn+4Lz8/Njw4YNrFy5ksTERDQaDdXV1Xz77be8+OKLtLW18dxzz9Ha2sqbb745JDu2b9/uyuzdsGFDr9JmnuLCCy9EqVRitVp54okn+PGPf0xQUO/yJw6HgwceeKDXc62trb3+/9hjj7FlyxZKS0v52c9+1uvYvHnzuOeee4AuQf3RRx/FbrcTHBxMbm4u6enpw7K9u7x7bW1tr2s82QgICGD27NlkZ2ezfPlyvL1FJOVYICwsjODgYAoLC9m5cydTp04lJSUFtXpy3sxbrVaMRqMQxvshJnE6P7n7MYqOH2Lz56+zN3c/+3PfZeHcJJYsmo9Op/G0iR7HZJFxuNaH+jYVKSFtxASYkXmgmvbMsFZ2lvhzsMqXeRHGUdsUGOsYTEpyqnxZGNWMt9p+9hOGQVl5NXK1nvCoiV3azOl0kpOTQ0JCQq/KPgKBQDBeGIr/PRJ4e3vz1Vdf8corr/DYY4/x+OOP8/jjj/cac/nll/P//t//G7bvORj+/ve/k5mZCXT5+2lpaUM6v6yszBWsft555w3YB3yo/rdareapp54iKCiIHTt2EBUVNWS/Ufjfp1AoFCxcuJCMjAx8fX093iJP0IVGo2H+/Pk0NjaSk5NDWVkZs2bNGvb3kM7bh5amke1dPpo0mUQZdcHwcDqhyqjmcI0POpWd5XEG9BrP/C54q+3Mn9rS1a5L3eQxO8YaeXXetFnkLI8zeGRfZOuOLGSaoAmRLd7Y2Eh1dTVr1qzxtCkCgWAIiIzxQVBfX+967O/v3++48PBwKisreemll/jxj3/M4sWLmTt3LhdeeCFPPvkk+/fvJyoqCoC33nqLTz/9dEh2vP76667H/UV/jzZTp07ltttuA6CyspIlS5bwySefYDQa6ejoYM+ePVx44YV8/fXXqFQq13mnl6YKDQ1lz5493HLLLYSFhaFUKomJieGee+5h69atrnLpv/zlLzGZTNxzzz0sWrSIxsZGjh07xq233kp4eDhqtZqkpCQeffTRXv3Z+qNbZOt5jScjkZGRREdHs3fvXqxW4fiMFeRyOcnJyaxatYrOzk42bdpEcXHxpCyv3tTUhE6nQ6MRAm9/SJJE/LQ53Pybv3HNbY8REJ3GzgOl/OO5t9mybQ8dHe4tFT5Wsfcom66QOVmT2EhcoGdEcQCZDBZEtlDfrqLIMLxWIBMNs1VGZrmelNBWt5W0dzqdlFcbmBKVMOwSsOOF0tJSLBYLiYmJnjZFIBAIhsVg/e+RJDs7m7fffrvfFlMbN27k1VdfdbUHG2kyMjK49957ga5ggGeeeWbIc7zxxhsuP+Fs+wXD8b8TEhLw8/MjKCiId955R/jf54hOp2PhwoUcOXJEvB9jjMDAQFasWEFsbCxZWVlkZma6WhQMBZ3OB5PZOm7990YhjAuGgatseo0PqaFtLI3xvBgd5mMhMdBEZpkei01Eple0aCg2aEmPakblgYoQpWVVlFQamLVwDQFBoaO+/kjicDjIyckhOTl52K1eBQKBZxDC+CAwGAyuxwM55iqVCp1O1+/xxMTEXlniTz311KBt6Ozs5L///S/QJcB3l3obC/zf//0fl1xyCQD5+flcdtll6PV6tFotixcv5ptvviEuLo677rrLdU53v7KehIWF8fzzz1NdXY3FYqG4uJi//vWvrrFff/01H330EdHR0dx///2o1WoiIiLYsWMHr7zyCs3NzcTFxVFUVMTvf/97rrjiirM6IN3Xs7GxcaTejnFLamoqOp2O7Ozsceu4TVS8vLxIT09n3rx5FBYWkpGR0et7aTIgyqgPHkmSmDYrnZ//7p9ccfMf8Q6bTUbWCf7x3Fts35WNxTJ5IqTr2lRs6VE2fV6EEY3C8zXMNUoHCyNbyKv1oaF9You0Z8PmgL1lfoR6W4gLOPd+jv1R39CCudNOVOzQ+7WOJywWC3l5ecycORO5XO5pcwQCgWBYDNb/Hinef/99Vq5cyebNm5k5cyYfffQRjY2NWCwWTpw4wZ/+9CesVivPPPMM5513HjU1NSO6/pEjR9iwYQM2mw21Ws17771HaOjQN4q7A+nVajVXX331WccP1f8GqK2tdfUZT0xMFP73ORIYGMjMmTPJzs6mvb3d0+YIeiCTyYiPj2fNmjUoFAo2b95Mfn4+dvvgKxvpvHywO5zj0v+yO6ClQ0mAVgjjgsFh7VU23caahNEtm342koLb8dXY2FepZzJveTaZFRys8iFtags+bqrUdja27shEpgli+fk/9Mj6I0lxcTEOh4P4+IldlU4gmIgIYXwQ9MxQPD3TeagsXbqU6dOnA7Bjx45B9yz65JNPaG5uBuC6664bU5udKpWKTz75hJdffpn58+cjk536WPn5+XHnnXeyf//+Xk7yUDc4Ojs7ufPOOwF48sknXVFYTz75JEajkbvvvpuamhry8vLIzc0lNDSUzz777Kzl6ruvp4jq6hLT0tLSMJlMHD58WIjjY5CwsDBWr17NlClT2LVr16TaQBHC+NCRJIkZ85dxxwNPc9mND6IOTGXTrmP847k32ZN5EJvNM07QaNDSoWBPqR9Z5XriAkysiDMQOMayHQJ0VmaEtZJV7ofZOjlvx5xOOFCpRy5zMmuKe8vKl5WXg0xNVPzE7rmdl5eHv78/YWFhnjZFIBAIhs1I+t9no7a2lhtvvJHOzk6mT5/Orl27uOyyywgICECpVBIXF8d9993HZ599hiRJHDlyxOWXjgTFxcWsX7+epqYm5HI5b7/9NitWrBjyPJmZmRw7dgyA73//+/j5+Z2TXf353/feey/Hjh1jz5493HfffeTm5gr/+xyJjo5m6tSp7N69m87O8duPeqKi0WiYN28eixcvpqqqio0bN1JSUjKovTydty/gHJd9xps7lChkTrxUE9dnFIwMdgcUNuj4riCIZrOS5XEGZk5pG3O96SUJ5kUYMVnk5NVNzhaS7RY5e8v8mBbcTqiPZyoKlpVXU1xhYOaC1eM+W7yjo4Njx44xc+bMXlqIQCAYH4jf2kEQHBzsejwSWZqpqalA1xfoYCOlX3vtNdfjsVJGvSeSJHHjjTeSnZ1NS0sLhYWFlJWV0dDQwD//+U/0ej05OTmu8d3vwWD561//SmFhIeeffz6XXXYZ0JUV9c477/D888+zbNkyFAoFACkpKa6eaK+88sqA83Zfz57XeDKjVCpZtGgRlZWVFBYWetocQR90l1dfs2YNcrmczZs3k5OTQ0dHh6dNcxtOp1MI4+eATCZjTvpq7vzDc1z8o/uQ+STw9bZc/vncW2TvP4zd7vkM6pGi3SJjX4Uv24oC8FbbWJvY4NGy6WcjJsDMFN8OMsv8mECXYVA4nZBb40NLh4KFkc3I3XxHWlZRDQodkXHT3buQB2lqaqK8vJyZMye2+C8QCCY+I+1/D8Q777zjCjS9//778fLy6nPcmjVrXL0jP/zwQ5qams557aqqKtauXUtVVRWSJPHSSy+xYcOGYc010vsFA/nfADfffDM6nY78/Hzhf48AM2bMQK/Xs2fPHmy28ZddPBnoLq8+Y8YMCgsL2bJlC1VVVQMmFOi8fEGSYXJzgI87MJiUBOgsYybbVzD2cDihtEnDxoIgKlo0pE1t4bwxUDZ9IJRyJwujmik2aKlqUXvanFGlwyZjd6kfEb4dxAcOvTXESLF1x14kdcCEyBY/evQoISEhhISEeNoUgUAwDIQwPgh6Om0j4QAPNRO3rq6Ob775BoB58+YxY8aMc7bBnXh7exMfH09kZKQrs91isZCZmQlAXFwcQUFBg56vpKSEP//5z6jV6l7l548fP05HRwdlZWVERkaSm5vrOrZkyRIADh48OODc3ddTOOan8PLyYtGiReTn51NWVuZpcwT9oNVqmTt3LitWrMBsNrNx40by8vImZI94o9GIJEn4+vp62pRxjVwuJ23pBdz14Aucf/VvsWuj+Xzzfp567i0O5uQNuoLJWKTTJpFb7cPmwiAkCdYkNDAjrA21YmxFqffFzLBWJMnJoWrfSVXSLb/BiyqjmvOim0blOpVX1RMUFoOX98TMDnA6neTk5JCQkNCvqCMQCATjhZH2vwciLy/P9XjevHkDjp0/fz7Q1U8yPz//nNZtaGhg3bp1rp7mTz311LAFbavVyrvvvgt09Sc///zzz8m2s/nfWq2W+fPnM2vWLE6cOEFbW5vwv88RSZKYN28eCoWCzMzMcX1fPpGRJImIiAhWr15NXFwcOTk5bNu2rd8e8TpvPUhyTO3jVRifeHsLgnPH6YRqo5otJwLJr/dielgbK+IMhHiPj0AKH7WdeRFGDlT5YuwYO9VY3YnVLrGn1A8/rZUZYW0eu07lFTUUlRuYmbaawODxXeGssbGRqqqqMa/RCASC/hHC+CDomXlzrg4wdEUUQVfvr8DAwLOOf+utt1xRw2MxW3wwfPnll7S0tABw1VVXDencu+++G7PZzG9/+1sSEhJcz3fP5+vrS2pqKo2NjdTW1gK4Ssd1j+mLuro6jEYjgMiuOg0/Pz8WLlxITk7OiPfQE4wsvr6+pKenc95559HY2MjGjRs5ceLEkHqfjXUMBgP+/v5I48HLGgcolUoWrbqUux96ibWX302nMpyPv8nk6Rfe5fDRgnHVRsFqlzhW58V3BUGYrHJWxDUyL8KITjV+NhPlMlgQ2UJdm4piw+QoK1rapKWwQcfi6OZRuVbG1naajB1ExSW7fS1PUVZWhsViITEx0dOmCAQCwTkz0v73QHRXHQPOmqnbMwC153lDpaWlhe9973uufYHHHnuMO+64Y9jzffHFFzQ0NADwwx/+8Jxsg8H539DlM0ZHR5OTk4Ner+81pi+E/z0wcrmchQsXYrFYOHDgwLi6J59syGQyYmNjWbt2LVOmTCEzM5Pdu3e72h92o/P2A2SYzJ7LzhwOTicYTKox14pK4Hka2pVsL/bnULUPcQEm1iQ0MlU/dvqID5Ypvp3EB5rILPfDYh9nxg8RuwMyy/Wo5A7mhbu3fdnZ2Lo9c0JkizscDnJyckhOThatYQSCcYwQxgdBWlqa64suKyvrnObasWOHywFeunTpoHpQdJdFUygU/PCH4++Ph81m48EHHwS6BJlbbrll0Od++eWXfPrpp0RHR/PAAw/0OtbtfHdH506bNo3c3Fzsdjvl5eUAA2aYdmewAyxbtmzQNk0WgoODmTt3LtnZ2W4vYSg4dwICAliyZAnz5s2jrKyMTZs2UVZWNiGyDUQZdfegUqlYuv5K7n7oZVZ8/zZanUG8/8VOnn3pPY7lF43pzTi7A040atlYEER9u4rFUc2kRzXjqxmfASFapYMFkS0crfWhsV3paXPcSrVRTW6NN+lRzaNWZq+8vBpkKqLiJmY0t8Vi4ejRo8yYMcNVqUcgEAjGMyPpf5+N2NhY1+Pt27cPOHbbtm1AV9ZoTEzMsNYzmUxcdNFF7N+/H4AHHniA3/3ud8Oaq5ueZdRvuOGGc5prsP53dy/sadOm0dLSQklJCSD873Olu7VZU1MTR44cGdP344KuPbqkpCTWrVuHr68vO3bsICsryxUgovP278oYN42vjPF2ixybQ0KvEcK4oIvGdiW7S/3YW+ZHqI+FtQmNxAaYGc9tlZOD2/FW2dlXoZ+wlducTjhQqcdml7EgssWj16u8opYT5Q3MmL+KoNBwzxkyAhQVFeFwOIiPj/e0KQKB4BwYx3/CRg+VSsXChQuB3s7c6Xz88ccDOi6FhYVcd911rv/ffvvtZ137yJEjHDhwAIALLrhgSCXHYmJikCTJ7VmWDQ0NmEx9R8BaLBZuuukmV3/x3/3ud8TFxQ1q3o6ODu666y4A/v73v58RhZWcnIxGo8HhcPDOO+8QGxuLUqnk2LFjvPXWWwDMmTOn3/m7r6VarWbBggWDsmmyERERwfTp09mzZ48rul8wdpEkidDQUFauXElKSgr5+fls2rSJ4uLicZ1BLoRx96LRall10Y+4+6GXWXLBzRgsvrzzSQb/efV9CovKxtSGnNUuUVCv47uCIMqatMyNaGFpTBOBXuN/0yZQZ2V6WCtZ5XrM1ol5e9bYrmRfpS/zI4wEjeI1K6uoALmGqITZo7bmaJKTk0NAQABhYeO7HJ1AIBB0M1j/eyS46KKLXP7yo48+SmVlZZ/jnn/+ebKzswFYtGhRn5XfzuZ/WywWNmzYwM6dO4GuzOxHHnnknOw3GAx88cUXQFcW9kD+79kYqv8NXddq1qxZtLa2otfrhf89Amg0GhYvXkxFRQWFhYWeNkcwCFQqFdOnT2fNmjWo1Wq2b9/Onj176LA6unqMjzNh3GBW4qexIp+YLolgkDidUNuqYkexP3vK/NBrbKxNbCA5uB2FfOzsEQwXSYL5U1tot8g5VjfxWlE5nZBb40Nzh4JF0U0oPXzNMnbsRVL7j/ts8dbWVo4dO8acOXMGlewoEAjGLudWY2sScdFFF5GRkUFmZiatra34+PicMWbDhg0kJCRw+eWXs3DhQqZOnYparaaqqopvv/2WF154gfb2dqCrnPjll19+1nVfffVV1+Nzjf7uix07dvRytrpLsEGXkP/KK6/0Gn/jjTeeMcfWrVu55ZZbuO6661i7di1RUVGYTCYOHDjAs88+68qQX79+PX/4wx8Gbdtf/vIXTpw4wfnnn8+GDRvOOK5Sqbjmmmt45ZVX+MUvfoHZbCY1NZXjx4+za9cuYODS85s2bQJg7dq1qNXqQds12YiNjaWjo4Pdu3ezfPlyUSZmHCBJEpGRkURERFBVVUVBQQHHjx8nPj6emJgYlMrxk5FqNpsxmUz4+/t72pQJj87Lm3WX3cTiNVew/Zu3yd7xBW+8v4nocD2rly8iOspzUb2dNomiRh1FBh2+ahtzwo2EjpMeZkMhxt9Ms1lJZrkfS2MME2ozytghZ2+ZHzNC25ji2zmqa5dV1OKlj8A/MGhU1x0NqqqqqKurY/Xq1aLdhEAgmFAMxv8G+Prrr3u1fjp27Jjr8cGDB3v5s97e3lxxxRW9zp82bRo/+clPeOmll6isrGTu3Ln88pe/ZNmyZfj4+FBeXs4777zjCryWy+X86U9/GtZruvbaa/n2228BWL16NT/96U85fPhwv+NVKhVJSUkDzvnOO+9gsViAc98vGI7/PWvWLD755BOcTic///nPSUlJ6Xd+4X8PHi8vLxYtWsTOnTtRq9VERUV52iTBINBqtcyaNYukpCSKiorIPXyE0lZ/4ptlOJ2MG99F9Bef3DidUGVUU9DgRYdVRlygifSoZo8Lq+5AKXeyMLKZ7cUB6LU2wkfZT3UnBQ06qoxqlsUaUCs8e+0qKmspLGtg5nk/IDgswqO2nAtOp5MDBw4QExMzqNa4AoFgbCM5x1Iq2BimsrKS6Oho7HY7r776ap+C62A3JG+77Tb+/ve/n9UZdDgcREVFUVlZib+/P9XV1UNyIGNiYigtLQXoN+Pvxhtv7CW+n42+5nn//fe58sorBzzvxhtv5JlnnkGj0QxqneLiYlJTU3E6neTm5vbbM7O2tpb09HTX64SuAIU1a9bwzTff8Mknn/R5XUpLS4mNjcXpdPL2229zzTXXDMquyYrT6eTQoUMYDAaWLl2KSqXytEmCIeB0OqmtraWgoACj0UhcXBxxcXHjYkOqqqqK48ePs2rVKk+bMuloaWpk29dvcmD3tzg6GoiPDGLV8nSmRoSOmg0mi4zCRi/KmrQEellIDGonUGcdN5tKw8HugB0lAa4AgInwWk0WGduLA4jxN5Mc0j6qa3d2Wnnsn68xLe37XH3LA2c/YRzR2dnJli1bmDFjBlOnTvW0OQKBQDCiDMb/Bli5ciUZGRmDmjM6OtpV8rsnnZ2d3HDDDbz77rsDnu/l5cXzzz/fb3uzs/nfQw1g6s/enixatIi9e/cil8upqKgYdvWQc/G/oavM+rPPPsvSpUv7/Jsk/O/hUV9fz969e0lLSxOVYcYhnZ2d3POLH+LlH8X6NUtIDGonwrdzzN/fby4MJCVk9INZBZ7F7oDyZi2FjTocTomEwHai/c0TKli7P6qMag5U+rI8zoCPevxWW+ymtEnD4RoflsY2jVr7soF4891PKayxc/sDL4xrYbywsJCSkhJWrlyJQiFyTQWC8c4k+PM2MkRERHDppZcC8Oabb/Y55tNPP+W+++5j9erVxMfHo9frUSgUBAQEkJaWxq9+9Styc3N5+umnByVIbdq0yVXK7eqrrx6zItayZcv4v//7Py644AJiY2PR6XR4e3uTlJTEz372M3bv3s3LL788aFEc4K677qKjo4Pf/va3/TrlAKGhoezevZubb76Z0NBQlEolR44cwd/fnz/+8Y/9bj689dZbOJ1OQkNDB5W5P9mRJIlZs2bh5eXF3r17sdk8f2MlGDySJBEWFsayZctYtGgRzc3NfPfdd+Tk5PTbBmGsIMqoew69fyCXXHsXv/ifF5m99EqK6uy88OYXvP3fL6ipbXTr2q2dcvZX+rKpMIhOm4ylsQYWRzcT5DWxRXEAuQwWRjZT26qipGn8V+jotEnsLvUnzKeTpODRFcUBKqpqcaIgKj511Nd2N7m5ufj7+xMRMX43FwQCgaA/BuN/jxRqtZp33nmHzZs38+Mf/5ikpCS8vLxcvvzixYv5wx/+wLFjx/oVxT1BQUEBe/fuBWDdunXnJJyei/+dkJDAr3/9axYvXkxubi4dHR1nnCf87+ERHBzM3Llzyc7OxmAweNocwRBRq9VMDdKQoDlGjL+Zo7U+bCoMpMSgxebwtHV9Y7VLtHbK8RcZ45MGq12isEHHxoIgigw6koPbWZvYQFzg5BDFAcJ9O4kLMLG3zA+rfXxvOFQb1eTW+JAe1TwmRPHK6joKShuYPn/luBbFu0uoz507V4jiAsEEQWSMD4E9e/awePFi5HI5hYWFxMTEeNokQT+0traSkZHBeeedd4ao5nA4XP2XH330Ue6//34PWTn+sNvt7N69G4VCwcKFC0U/lXFMc3MzBQUF1NTUEBYWRlxcHAEBAWOuFG9GRgZxcXFERkZ62pRJT31NJVu/fJ0j+7eApZnpieGsXLaI4KCRKXPvdEJdm4pig476dhVT9R0kBrXjPQEitodDQ7uSPaX+LI5pInCcbkzZHLCrxB+t0kHa1BaPBDVs2babjOxSbrn3BSKi4kbfADdRVVXFwYMHWb169ZACDwUCgWA8Ifzv8UdWVhZOp5MFCxa4/Arhf587RUVFHDt2jKVLl+Lr6+tpcwRD4F+P3I5kzOOOW6/F4YTKFg2FjTrMFjlR/mZiA8x4qcaOv1PbqiK3xoe1ie4NhBZ4HmOHnGKDjvJmLXqtlYRAE2E+Y7+igbtwOmFPmR8SkB7VPC7fh8Z2JbvL/JgXYRwzZeHf+u/nFFRZue3+5wmZMj739ZxOJ9u3bycgIIAZM2Z42hyBQDBCCFVrCCxatIgLLrgAu93On//8Z0+bIxgAHx8fkpOT2b9/P3Z7byfj3XffJT8/n8DAQO68804PWTg+kcvlpKenYzabOXDgQL8l+gVjHz8/PxYsWMDq1avRarXs3buXjIwMSktLx0xFALvdTktLi8gYHyMEh0Vw5U338vP7niM57WKOlLTz9Msf8tFn32EwGIc9r9UucaJRy6bCQA5U+eKntbI2sYG5EcZJK4oDBHlZSQ1tJatcj9k6/m7X7A7ILPNDLsG8CM+I4gBlFTUotYGERUR7xgA30NnZyaFDh5g1a5YQxQUCwYRG+N/jj1mzZtHY2OiqfAfC/x4Julth7dq1i7a2Nk+bIxgCOi9vTJ1dQa4yCSL9OlgZZyA9qhmzVc7mwkD2lPpR26piLGyvGExKArTjMyhXcHYcTqhqUbOz2J+MokAcTomlsQaWxTYxZRyU+XcnkgTzp7bQZpFzvN7L0+YMGYNJwZ4yP2aEto0ZUbyqup784lpS564Yt6I4dJVQt1gspKSkeNoUgUAwgoy/nVYP85e//AW5XM7LL79MWVmZp80RDEBCQgIqlYq8vDzXc06nk0cffRSAhx56CB8fH0+ZN25RKpUsXryY5uZmDh48KMTxcY6XlxczZsxg/fr1xMTEcOLECb799ltyc3NpbW31qG3Nzc2oVCp0Op1H7RD0Jiwihmtv/QM33/Nv4mat51BhE/968b989uVmWoyD36hrNis4WOnDN/lBVLZomBbczvrEBqaFtKNVjtHagqNMbICZEG8LWeV67OPoLbE7IKvcD5tDYmFUs8dK8NntDiprW5gak4hcLveMEW4gJyeHwMBAUUJdIBBMCoT/Pb5Qq9XMnj2bnJwcOjo6hP89giQnJxMZGcnOnTuFOD6O0Hn7YO6w9do3kSQI9LKyILKFtYkN6LVWDlT5srEgiPx6HR0eDIo1mJUEjNNqVYL+MVlkHK314tv8II7UehPi08n3kuqZG2HETzs2EiPGAiq5k4WRzRQ26qg2js12pn3RZFawp9SflJA2YgLMnjbHRcaOvaDyZ/n5Y6cNzVBpbW3l+PHjzJs3b0LtKQgEAhBNEYbIzJkzeeWVVygsLKSsrIyoqP/P3n3Hx51Xh97/TC8azYxGvXdZXVaxim3Z3l3qUhISOoGESxJCEgI3pJHnPiH35t4bLk+Sh5IngUASCIROgISFJbusqyyrWJLlbqv3OtKoTJ/5PX9oJWyvuyXNSDrv10u7KjO/3xlJHs33d77nnKxIhyTuQaVSUV1dzcmTJ0lLS8PhcDA5Oclb3/pW3v3ud/OhD30o0iHuWEajkYMHD9LS0sKFCxeoqqqKuhbc4tFotVpycnLIzs7G6XQyNDTEiRMniIuLIycnh9TU1G1/ETg/Px+V7d3FmoycQt77O3/B0M3LvPTcv3D+Wgc9V75NXWU+zQcPYLG8ckNDMKRifMnIoNPEil9Dhs3L4ZwFWYzfg0oFValLnB50cGkqlqq0yG5WeRjhMHSO2fGF1BzMXkCnidzmqemZefyBMFm5u2dn98TEBHNzczz11FPy3CiE2BNk/b3zpKWlMTExwYULF8jIyJD19yZRqVSUlpaiKAotLS0cPnyYmJidV9W415hjYgkrCl5fAJNR/4qvm3RhSpJW2Ze4ytSygSGnieuzFlJifWTaPSTF+NmuCXZhBRY8OipSon/NIR4sFIapZQMjiyZmV/WkWHzUpC+RGOPf05XhD2I1hqhOW6Jr3MoRg5PYKO9it+jR0jocx77EVfLioycpPjk1y/XBaUobfoHktJ352k1RFLq7u8nJyZFOlkLsQjJjXOx6fX19DA0N8dRTT8nurk3m8Xg4c+YMSUlJVFZWykX6Xcbv9zMyMsLQ0BB+v5+0tDQyMjKIj4/flp91W1sb8fHxFBQUbPm5xJNRFIX+az289KN/YWKgBx1e6quLONRYi9FkZHZFz5jLyOSSEYshSE6ch3SbN6JJ053E7VdzciA+6naA3yms8HLrdw2HciKbFAc4197D86ev8N6PfIb84qqIxrIZfD4fL730EhUVFWRkZEQ6HCGEEOKefD4fx48fp7y8XP5mbTJFUbh06RKTk5McPnxYumtFuRd/+E+cee4LfPjX30a84+Hmw6/6NQwvmBhzGQmFVaRZvWTavcSZAlua0Fz0aGkZiuPZ4llJnO5QigKzq+trbwNGbZgMu5csu0e6sj2iy9MWppYMHMlzRnxdey8u79q/2aKEVQoS3JEO5zbf+M5zXB/38qE//QeS03bmWLObN28yMjLCsWPHJJ8gxC4kFeNi18vPz2diYoKrV69SXl4e6XB2FZPJxKFDh2hpaeHixYtUVFRIcnwX0ev1FBQUkJ+fz8LCAmNjY3R0dKDRaEhPTyczMxOr9eEW949KURScTieFhYVbcnyxuVQqFQUl1eQX7+f6xXZ+9qOv8mLHdX7U5iQ1r46y0n3kJYZpznNiM0p1+KMy68McyFzk3HAcVmMwKtsbhhU4P7aWFI90pfi6kbEJVDoLGbnFkQ5lU0gLdSGEEDuFwWCgsrKSnp4eEhISMBqNkQ5p11CpVJSXlxMOh2lpaeHQoUOSHI9i5hgbqDS4PV7iebi1c4w+RGnyCiVJK8y7dYy5jJwbtqPThMmwecmwe7ekitXpXmujLpd0dhZFWUuQjrmMjLnWnmvTrV4O5ixgNwbl5/mYSpNWcHm0dI1bqc90Rd33ccmr5exQHAXx0ZcUn5ya4/rgFCUH3rxjk+LrLdQPHjwoSXEhdimZMS52vfWW6kNDQ8zPz0c6nF3HbDZz6NAhpqamuHjxoswc34VUKhUOh4PKykpe+9rXUlVVhcfj4dSpUxw/fpybN2/i8WxuFevKygrBYBC73b6pxxVba3V1FfQ2ig78Aln7fxGjNRXn4Bku/+yzLAyewKT2RjrEHSshJkBJ8jIdo7aIzh28m/Wk+IpPQ1P2Anpt5P8OKIrCyPg8yen5GAw7Zz7cvYyPjzM3NyfdWYQQQuwYaWlpJCUlceHCBVkjbjKVSkVlZSVJSUm0tLTgdkdXUkT8nNliA5X6sX5GKtXaGmB/2jKv3TdLecoKy34tJ/rjOdHvoH/ejGcT1wVOtx6HKfo24Iq7W/VruDFr5qX+eM4MxeELqqlJX+I1RXNUpK4QZ5Kk+JNQqaAuw8WSV8uN2egaW+F6ubtDXrybosToe/5fmy1u5+iz74l0KI8lHA7T1dVFbm6utFAXYheTinGxJ8TGxlJcXEx3dzfHjh1Dq5Vf/c1kNps5fPgwLS0tKIoiF+53MbVaTXJyMsnJyQQCAaamphgdHeXq1as4HA5SU1NJSUl54nl3TqcTu92OersGqonHoigKy8vLTE1NMTk5ydLSEsnJyZSVlfH000+jUqnobT/Oiee/wYst12jtvEJzQyV1NRVotbLr9lHlOTwsenR0jNk4lL2wbfMG72dtprgNd0DDwZwFDFGQFAdYWFxhxeOnNHdfpEN5Yj6fj97eXiorK6XiTgghxI5SUVHB8ePHGRsbIzMzM9Lh7CrryfGLFy9y5swZDh06JDPHo5DZYgceLzF+K40aUq0+Uq0+AiEVE0sGxlwmLk9ZsBqDpMb6SIn1YX2CCmGnR0d2XPSObdrrlJdnwE8tG5haNrDi15AU42df4iopsV60UbA23G30WoX6LBenB+OwmQKkxPojHRKLHi1nh9cqxaMxKT41Pc+1gSmKD7yJlPScSIfzWPr7+wkGgxQX747Oc0KIu5PsoNgz8vPzmZyc5Nq1a9JSfQusV463tLRw4cIFqqqqJDm+y+l0OjIzM8nMzMTr9TIxMcHU1BSXL18mJiaGlJQUUlNTiYuLe+TfBafTKTszo1Q4HGZ+fp6pqSmmpqbw+XwkJiaSk5NDamoqer3+ttvvb3yGigPH6G79T04+/02eP3WRsx0XOdJUTXVVKRqNrOAflkoFVWlLnBl0cHEqlqq05YjGEwpD55gdT0DNwSipFF83MjIGagNZ+RWRDuWJrbdQT0tLi3QoQgghxCO5taV6YmKibPDaZCqVamOc2Xpy3GKxRDoscQtzrH2tlbp78xLOOo1CdpyX7DgvvqCK6RUD08sGbs6b0WsUki1rCfR4s5+HXWp5Amo8ATVxUjEeVYJhmF1ZS4RPL+sJoyLZ4mNf4gpJFn9UjK/a7WzGIPvTljg/ZuNonhPLFowxeFgLHi2tQ3EUJUZf+/R1J8+0gc7O0dfvzGrxpaUlaaEuxB4hiXGxZ6y3VD9x4gQpKSkkJCREOqRd59bK8e7ubqqrqyU5vkcYjUby8vLIy8sjEAgwOzvL5OQkbW1tACQnJ5OSkkJSUtJDdWxwOp2UlpZuddjiIfn9fmZmZpiammJ6ehqNRkNKSgoVFRUkJiY+cMGg0WioO/x6qhpeRefp5zjz4nf40UtdtLRd4OihGirL90l3gIekVUN95iInB+KxmwJkx0WmPX0oDB2jdnwhNQdzFtBH2UWZkbEJ0JjIKtjZifGxsTHm5uY2OjAIIYQQO01aWhqTk5N0dXXR1NQkf8822frMcbVaTUtLCwcPHiQ2NjbSYYmXmS1xGzPGt4JBq5Bl95Jl9xIKw7xbz9SygZ4JK/6QiiSLn5RYH4kxfky68D2P43TrsBmDaKPsNf1eoyjgDmiYXVn7Oc6u6jHpQqTE+qjLdOEwB1DLU+i2y7D5cHk8tI/aac51RmRDgtOto3XYTnHSKvnx0ZkUn56Z52r/JPvq3khqRm6kw3lkoVBIWqgLsYdIYlzsKRaLhdLSUs6fP8+xY8d2xdzRaGMymTYqx7u6uqiurpaE1x6j0+lIS0sjLS2NcDjMwsICU1NTXL16lfPnz+NwOEhISCAhIYG4uLhX/H74/X5WVlbkhWgEBYNBFhYWmJubY25ujoWFBaxWK8nJyRw8eBC73f5YFzV1Oh1NT/8itYefpe34D2j52ff4wU/bOXOuh2OH6ygrKZCLpQ/BrA9Tl+GibcSO1RAkzhzc1vMHX06KB0IqDmYvRGWlwsj4DPbEfKw2e6RDeWyrq6tcuHCBmpoaeb0ihBBiR6usrOTEiRP09fVRWFgY6XB2HZVKRWlpKSqVipaWFpqamrDZbJEOSwDmmBhQ6za1YvxeNGpIsvhJsvipSFlmyatlatnAoNNM97iVGH2IBLOf+JgACXckyp1uPQ6zVItvt/VE+NyqjrlVPfNuPd6gGocpQHKsj7KUZWIjWKEsfq4keYVFr5bucSsHMl3bOr99dlVH+4idkqQV8uKjd9zByTPtoLPt2Grxy5cvo1KpKCkpiXQoQohtIIlxsefk5uYyNzdHd3c3DQ0NkoTZAiaTicOHD3P27Fna29upq6uTue57lFqtJj4+nvj4eMrKylhZWWF2dpa5uTkGBwcJBoM4HA7i4+M3EuVOp5OYmBhJBG2jUCiE0+m8LRFuMBhISEggKyuL2tpazGbzpp1Pr9fT/Nq3c+DIm2h96Xu0Hv8B332uhdOtXTx9pIGigmx5bn6ARIuf4qQV2kftHM13YtTeuwJkM/mDKs6N2FGroCl7MSqT4m63j7lFN5VlO3e+eCgUoqOjg6ysLFJTUyMdjhBCCPFEdDoddXV1tLS0EB8fLxtgt8D6xXytVsuZM2doaGiQLnlRwGAwoNYat6xi/F5UKrCZgthMQfYlrRIIqXC615KvA04zXXckyudWdRRG4bzi3eZeifA4U4AEs5+stCXizH6ZFx6F1Co4kOHi5EA8N+fM2zbfe9xloHvcRkXqUsS6xT2MmVknV/omKKp9lrTMvEiH88gmJiYYHR3l2LFjUtwlxB6hUhQl+q5oCrHFAoEAx48fJy8vj4KCgkiHs2v5/f6NVtoNDQ2vmD0s9jZFUVhZWdlIxs7PzxMMBtHr9ej1ekpLS7Hb7fJ7swW8Xi8ulwun08n8/DwLCwvo9fqNSv6EhATMZvO2Jafdqyu0vPBt2k//B4GVKdITLTx9tJG8nAxJkN+HosD5cSvegIaDOQtb3lbPE1BzdjiOWH2Q2gzXQ88s3G7Xbw7yjR+e5o2/8qfUHX420uE8losXLzI/P09zc7PMNhNCCLFr9Pf309/fz7Fjx+Q1/hYaHh7m4sWL1NTUkJaWFulw9ry/+r/eR5xmig+8762RDmVDIKRi3q1jflXP7Koel1eLSRcmzhTAbgxgMwWxGwPotXLJ+En4gioWPToWvToWPVoWPTp8oZ8nwuNjAjgkEb6juDxaTg/FcSDDRXKsf0vPNeg0cXnaQl2Gi5QtPteT+s73f8LloVV+84//nrSs/EiH80hWV1c5efIkVVVVpKenRzocIcQ2kcS42LOcTidnz57l0KFDxMXFRTqcXSsUCtHZ2cnq6ipNTU2YTKZIhySilKIoLC8v097ejk6nw+/343a7MZvN2Gw27Hb7xptcSHt4Xq+XxcVFFhcXcblcLC4u4vV6sVgs2O32iCTC72XZtciZF75F55nnCLlnyU6z8fSRRrKz5ILevQTDcHrQQbw5QGXq8padZ8mroXU4juRYH1Wpy9vaOu5RvfDSGVp6xvntP/sXklJ23sJ2fQ7r0aNHsVgskQ5HCCGE2DSKotDe3g5AfX19xF977mZTU1N0dnZSVlZGbu7Om/W6m/zdX36YkPMiH/7guyMdyl3NreroHLVRnb6Ey6tl0avD5dHhDmgw64LYTUFsxgB2SZbflzegZtGrxeXRsehdS4J7gxpi9EHsxiB2UwCbKUCcKSCJ8B1ubNFI72QsR/KcWLag1b2iwLXZGAadZhqzFqN+zMHMrJO///L3Kah+lvf81iciHc4jCYfDnDlzBpvNRlVVVaTDEUJsI+ltLPYsh8NBcXExnZ2dHDt2DJ1OF+mQdiWNRsOBAwfo7e3l9OnTNDU1ERsbG+mwRBRSqVRYLBa8Xi/19fVYrVb8fv9GMndxcZGRkRFWV1cxmUzY7XZsNhuxsbFYLBZiYmL2dGVlMBhkZWWF1dVVlpeXN75nPp/vtiR4fn4+NpstKp/zYm12Xv/WD3Lwmbdy6vl/pbv1P/nnbz5PfmYCTx1pICM9OdIhRh2tGuozFzk5EI/dFCDLvvnt1ZxuHedG7OQ53OxLXI3qpDjAyNgUxtgkEpN33oYKt9tNd3c3VVVVkhQXQgix66hUKqqrqzlx4gQDAwPk5++sqrKdJCUlhaamJtra2vD5fOzbt082IkSIOcbC9EQw0mHc07xbT3xMgORY/20VsP6gaqPS2eXVMbxgwh3QYtSGsBiCWPQhLPoQMS+/b9aHtryDVaSFwmut0Fd8Wlb8GlZ9Glb8a+/7gmos+hB2U4B4c4D8eDc2YzAqR0+JJ5Nh97Lo1dI+auNI7gLaTfwZhxXonYxletnA4RwnVmP0z5g/1dKOorVxbAfOFr969SqhUIjy8vJIhyKE2GaSGBd7Wn5+PnNzc/T09FBXVycLxS2iVqupqqri2rVrnD59msbGRpkrJ+7K5XKhVqs3Nk/o9XoSExNJTEzcuM2tyXKXy8Xk5CSrq6sEg0FMJtNGktxisWy8mUymXTEnKBwOs7q6yurqKisrKxuJ8JWVFbxeLzqdbuMxJyYmUlhYiNVqjcok+P3Y4uJ507t+j0Ovfgcnf/w1ejtepP9ff8S+3BSeOtJISnJ8pEOMKjH6MHUZLtpHbVgNa1Udm2VqWU/nmI2y5BVyHZ5NO+5WCQRCTMwsk1fVtOP+pofDYc6fP09aWhoZGRmRDkcIIYTYEnq9ntraWlpbW3E4HNK9bQvFx8dz+PBhWltb8fl8VFZW7rjXR7uB2RyL1x8kHA5H5Zp0wa0j0eJ7xef1WoUki58ky+3J8uWXk8Irfi3zbh3DiyZW/RoUBcwvJ8sthiAmXQiTNoxBF8aoDWPUhqJ2FNO6YEiFN6jGG1TjC6rxBjW4/Zq1x+vT4A5o0KjY2Axg0QdxxHiw6EPEGiQJvpeUJq/g8sTRPWGlLsO1KZvHQ2HoHLOx6tdyJM+JSRd+8oNusdm5BS7fHKdw/+tJz95Zo0qnp6cZHBzk6NGje7rIRoi9ShLjYk+7dcf60NCQtBjbQiqVipKSEgwGA2fPnqWuro6UlJRIhyWijNPpxOFw3PeCzd2S5Yqi4PP5bksUz83NMTQ0xOrqKgAGgwGj0YjRaLzt/Vs/NhgMEblYEQ6H8Xq9eL1efD7fxvt3fuzz+VCr1bcl/x0Ox8bHer1+V13sciQk85b3fYzDr3kHx5/7Kle6T3D9Kz+grDCNY82NJCbIhdR1SRY/+xJXaR+1czRvHsMmtDgcXjBycdJKTbqLNNsrL5ZFo4nJWUKKiqy80kiH8siuXbtGIBCQ3epCCCF2vfj4eIqKiqR72zawWq00NzfT2tpKR0cHtbW1kgDYZmZLLIoCHm+AGLMh0uHcRlHA6dGxL2nloW6v1yrEawPEx9ze2llRwBNQr1VPv1xFPbeqxxvU4A2sJZkVVOjU64ny0MvJ8jA6TRitWkGrUdb+f9tbGM3L76tVPDD5qChrFbfBsIpgWP3y/1WEwiqCIdXGx8GwCn9oLQHuDWg2EuHBsBq1SsGg/XmMJl2IlFgflvggFsPa53bRkls8JrUK6l7u3NY3b6Ywwf1ExwuEVLSN2FEUOJzj3DEjC061dKBorRzdYdXiHo+Hrq4uqqqqpKupEHuUJMbFnmcwGKitreXcuXM4HA5sNlukQ9rV8vLyMBgMdHZ2UllZSVZWVqRDElFkPTH+qFQq1UaSOyEh4bav3Zp0vvXN7XazsLCw8bHfv7YTXqPRoNFo0Gq193zTaDSoVKqNJPStyWhFUTb+rygKwWDwtrdQKPSKz4XDazuB75a8t9vtGx+bTCaMRuOuSn4/jMSUDN7+gY8zOfZOjj/3L1zubeFK379RWZzFscONxMXJQgagIN7NokdH56idppyFx25lqChwc87MzbkYGrIXSIyJ7plmtxoZHQW1gayCnTUfbGZmhoGBAY4cOYJWKy/PhRBC7H6FhYXSvW2bmM1mmpubOXfuHK2trTQ0NMhmhG1kjrEC4PZ4oy4xvuzTEA6rsBmfrOOUSgVmfRiz3k/SXaYBKQr4Q6qNRPmtFdlen/bniew7ktfBsAq49blBWftI9fPPKi//Z20V/vPbqlhLqGtuS7qHN5Lueo2C1RAkyeLfqGhfS9QrkvgWD8WgVajPXOTMUBw2Y/C27gqPwhNQc27YjkkXpi5zccfMoJ+bW+TSjVEKql5HRk5hpMN5aOud2pKTk8nMzIx0OEKICJErb0IACQkJFBYW0tHRwdGjR2WRuMXS09PR6/W0t7fj8/koKCiQCyECRVFwOp2b3rlBrVZjNpsxm833vV04HMbn8903gb3+FggEXpEAVxRlI1l+a8Jcq9ViMBg2Eur3Srbr9fqobK0XTVIzcnn3Bz/B2NBNXvrRV7hw5RwXr32b6rJcjhxuwGaNiXSIEaVSQXW6i9MDDq5MWyhPebjKj1spClyasjC+ZORQzsKmtmXfDiNjk2iM9h3Vxs3r9dLV1UVFRQVWqzXS4QghhBDbQqVSUVNTw4kTJxgeHiYnJyfSIe1qer2egwcP0tnZyZkzZ2hsbMRkMkU6rD3BbLGBSo171QPx0VWIseDRYzcFtnw2uEq1lkQ0aIPYjA9/P0WBkALBsBpFWft4PQH+8nIclWotCb7+vlr18BXmQjwpuylIVeoynWM2juY5idE/2kzwZZ+G1uE4EmP8VKUtbfm/xc106mz7jqwWv379Oj6fj8bGxkiHIoSIIEmMC/GyoqIi5ubm6O3tpaamRhK1WywxMZFDhw5x7tw5fD4fZWVl8j3f4zweDz6fD7vdHpHzq9VquTi0Q2TkFPK+3/2fDN28zEvP/Qvnr3XQc+Vb1FXm03zwABbL/TdB7GZaNdRnuTg54MBmDJJp9z70fUNh6J6wsujR0Zy78MiL+khTFIXRSSdp+Yd2TNW1oiicP3+exMRE6aAihBBizzEajdTW1tLW1obD4ZANYltMq9VSX19PT08Pp0+fpqGhQTrmbYO1xLgGt+fJWi1vhXm3Dof58apct4NKBVoVaNXRP2tZ7F2Zdi+LHh3tIzaa85wPXfE9t6qjY9ROdpyHkqSVHbWRY35+kYvXR8mvfC2ZuUWRDuehzc7O0t/fL53ahBBIaZoQL1OpVNTW1jIzM8PIyEikw9kT7HY7zc3NTE1N0dbWRiCwc9r1is3ndDqx2Wzy4lQ8tJzCMt7/kU/yK7/71yTnN9F2cYLPfOFbvHj8LG73wyeEd5sYfYjadBcXJmNZ9DzcvydvQE3LUByrfi2Hd2BSHGB2zoXXHyYrtzjSoTy0Gzdu4PF4qKyslM1hQggh9qTExEQKCgro6OggGNxZnWp2IrVaTXV1NdnZ2Zw+fZqJiYlIh7TrmS32tYpxd/Qlxp1uHQ6zXIcR4kmVpSyj0yj0jNs2uhncz6DTxLnhOEqSVihN3llJcVivFo/l6OvfHelQHprX6+X8+fOUl5fLRjwhhCTGhbjV+o71ixcvsrS0FOlw9oSYmBiOHj2KoiicOnWKlZVHb/0rdofHnS8u9jaVSkVBaTW/8Qd/wzs/9EniMms50zXEZ77wDU6cbsPrjd4KiK2UHOunKGGV9lE7vuD9V9kLHi0nBxzE6EMcznFi1O7MioyN+eL5lZEO5aHMzc1x8+ZNDhw4ICNchBBC7Gn79u3DYDDQ29sb6VD2BJVKxb59+6itraW7u5tr165tjIkSm89siQPUuN2eSIdyG19Qxapfg8MkiXEhnpRaBXWZLubdOvrn793BLqzAhYlYrs1YaMpeIMcRXc8LD2N+3kXvtVHyShrJytsZm9IVRaGrq4uEhASys7MjHY4QIgpIYlyIOyQlJZGXl0dnZ6fsWN8mOp2OxsZGkpOTOXXqFDMzM5EOSUSAJMbFk1CpVBRXNvChj3+Ot/76X2BJqeJEex+f+cLXOdPaid+/957PCxPc2E0BOsdshO9xrXPMZaBlKI68eDc16UtodvArw5GxCdDGkJlfFulQHsjn83H+/HnKysqkhakQQog9b7172/T0NMPDw5EOZ89ITU2lubmZ0dFRqdjfQuZYO6i1uD3RlQBzuvVYDCH0WtkUIcRmMGrD1Gctcm3GwsyK/hVf9wVVtA7F4XTrOJo3T3zMztyUcvpsx8vV4jtntviNGzdwu91UVVVJpzYhBCCJcSHuqri4GJ1OR09Pj+yc3iYqlYry8nLKy8tpb2+nv79fvvd7SDAYxOVySWJcPDGVSkV5bTO/83/9Hb/wvv8bg6OEF1uu8ZkvfJ1zHRcIBndei/DHpVJBddoSvqCGq9OW276mKHBlOoYLE1YOZLgoTHDvuPZtdxoZmyUxLQezObpnzIfDYTo7O3E4HOTk5EQ6HCGEECIqmEwm6urquHjxIk6nM9Lh7BlWq5UjR47g9/s5ffp0VLb73unMZjOo9bg90TXqyenRSbW4EJsszhSkInWJ82M23P6fp12WvFpODcSj04Zpzl3ArN+ZXdqcziV6r42QW9xAdn5JpMN5KJOTk9KpTQjxCpIYF+Iu1Go1Bw4cwOl0cvPmzUiHs6dkZWVx8OBBbt68SU9PD6HQ3kli7WULCwuYTCZMJlOkQxG7hFqtprrpVXz4z/6BN7znT1DH5vP8yV4++4Wv09l1iVBoZy5EH5VOo1CfucjwgokxlwGAQEhF+6idiSUjR/KcJMfu/HbzS8urLK74yMzZF+lQHujSpUv4/X6qq6tlt7oQQghxi8TEREpLS2lvb8cTZdW1u5nBYODgwYM4HA5OnjzJ/Px8pEPaVXQ6HVq9Cbc7yhLjbh0O885fBwgRbbLjvKTbvLSP2gmGYXLJwOnBODLtHg5kuNBqdm4R0KmWdsIaC0dftzNmiy8tLdHV1UVNTY10ahNC3EYS40Lcg9FopL6+nhs3bjA1NRXpcPYUh8PB0aNHcblcnD17Fq83uhaQYvNJG3WxVTQaDQean+X3PvElXvv2jxEyZfGjl7r42y9+gwsXrxEO7/4EucUQoibDRc+ElallPacHHYTCcCTPSaxhd2w+GhmdALWerLzySIdyX0NDQ4yPj9PQ0IBWq410OEIIIUTUyc3NJSUlhba2NtkkvY3UajVVVVUUFxfT2trK0NBQpEPaNVQqFeaYWNweX6RD2RAOw6JHh8MsFeNCbIXy5GXUKoXTAw7Oj1upTl+iOGl1R3dpW6sWHyanuJ6cwugfX+b3+2lrayM/P5+0tLRIhyOEiDKSGBfiPux2O9XV1Zw/f56lpaVIh7OnmEwmmpubMZlMnDp1isXFxUiHJLaQJMbFVtPpdDQ9/Yt85M//mWfe8mE86hS+/3wbf/elb3H5St+uH92QEusnzeqjbcROvNlPY/Yi+h28U/1OI6PjoDGSVVAZ6VDuaW5ujkuXLnHgwIGob/cuhBBCRIpKpaKyshKNRkN3d/euf40WbXJzc2lsbOTq1av09vbuiU2k28EcY8XtjZ7q7EWvDq1awaKXzSdCbIUwYNCEWfJpyYnzkGaNno0xj+t0azthTSzHdsBs8XA4TEdHBzabjX37or+rnBBi+0liXIgHSE9PJy8vj7a2Nvz+6FnI7AUajYba2lpycnI4c+YM4+PjkQ5JbAFFUSQxLraNXq+n+bXv4KP//cscffOHWArF853nzvD5f/o2128O7cqLr4oCA/MmJlxGrMYgq34NO3ij+l2NjE1jsacSF58Q6VDuyu1209HRQXl5OQkJ0RmjEEIIES3UajX19fUy2ixCEhISOHLkCHNzc7S2tuLz7fyETqStVYxHT3X2Whv1wI6uXhUiWrn9as4MOgiE1TRkLTLkNDO7urNnWy8sLnPhyjDZ+w7siGrxixcv4vf7qampkfFlQoi7ksS4EA+huLgYq9VKR0eH7JjeZiqViqKiIurq6ujp6eHy5cvyM9hllpeXURQFq9Ua6VDEHmI0mXjqDb/CR//Hlzn0+g/g9Fv5xg+O86WvfJf+wdFdkyAPhlR0T1i5MRfDwZwFDucs4AlouDJjiXRom8bnCzDtXCUrtzgqF73BYJC2tjbS09PJycmJdDhCCCHEjmAwGGhoaODGjRtMTk5GOpw9JyYmhiNHjqDX6zlx4gRzc3ORDmlHM8fE4guECIWi41qG060jziSFH0JstoklAyf644kzBTiYvUBKrJ+K1GU6R+24/Ts3DXP67Hq1ePTPFh8cHGRiYkLGlwkh7mvnPiMLsY1UKhW1tbX4/X4uXboU6XD2pJSUFI4cOcLMzAxnzpzB7XZHOiSxSZxOJ3FxcajV8idJbD9zjIVX/+IH+L0/+2caXvWrTK2Y+Op3X+TL//p9hkcmIh3eE3F5tZwccOD2azia58RhDqDTKNRnLTLkNDHuMkQ6xE0xNjGFgoas/NJIh/IKiqLQ1dWFXq+nvDy6558LIYQQ0cZms1FdXU1XV5eMNosArVZLXV0dRUVFnDt3juvXr++azaPbzRwTC4DbE/lktKKA06MjXuaLC7FpQmHonYyle9xKVdoSVWnLrF/iyo7zkGb10j5qJ0r2xjySRdcyPZeHyCqqJacwute0c3NzXL58mfr6ehlfJoS4L8lCCPGQtFot9fX1jI+PMzQ0FOlw9qTY2FiOHDmCzWbjxIkTTEzs7KSVWCNt1EU0iLXZef3bfovf+8Q/U3P0XYw6tfzzN5/nq9/4d8YnZiId3iNRFBhymjg9GEe6zcuhnAVMup+vwGMNIWozXHRPWFny7vwd1CMjY6AxkFVQFelQXuH69eu4XC4OHDggm3+EEEKIx5Cenk5+fr6MNosQlUpFbm4uzc3NjI6OcvbsWbxeb6TD2nHMFhugwu3xRDoU3AE1/pAau0kS40JshhWfhtODDhbcOo7lO0m3vXL8REXKMhqVwoUJKzttf9Hplg7CGgvHXv+eqOzQtm51dXVjfFl8fHykwxFCRDm5QifEI4iJieHAgQNcunSJ+fn5SIezJ2k0Gqqqqti/fz/d3d309vYSCoUiHZZ4ApIYF9HEFhfPm9/9e/zun/0jlYfeysBMiC9+7T/4xneeY2o6+p/3AyEVnWM2rs3G0JC1SHHS6l1nB6bE+imId9M+asMfit7F7cMYGZtCb04gJT070qHcZmJigv7+fhoaGtDr9ZEORwghhNix9u3bh81mk9FmEWSz2Th69ChGo5Hjx48zM7OzNo5GmtliBZUmKjrfOd167MYAGrkiLMQTG3MZOTngICHGT3Oukxj93a9PqtVwINPFzKqeQadpm6N8fIuuZXquDJFZWEtuUUWkw7mnYDBIe3u7jC8TQjw0eRkkxCNKSEigrKyM9vb2qFjU7FVpaWkcO3aMhYUFTp8+zcrKSqRDEo/B6/WyuroqiXERdRwJyfzSr/4BH/rTf6C04Re4Publ81/5Ad/5/k+Ym1uMdHh3teDRcqLfQTCs4qn8eRJj7l8Fsi9xlVhDiPNjth23a31dKBRmbNpFRk5hVFVku1wuurq6qK2txWq1RjocIYQQYkdTqVTU1NTIaLMI0+l01NTUUFpaSnt7O1euXJGNCg/JHGMHlRr3auQrxp1uHQ5poy7EEwmGoWc8lt7JWGozXJSnrPCg5ahRF6Y+08WV6VjmVnXbE+gTOnO2k5A6hmOvf3fUVovL+DIhxOOIniuIQuwgubm5pKWl0dbWRjAYjHQ4e1ZMTAzNzc0kJCRw8uRJxsbGIh2SeEROp5PY2Fh0up2xKBB7T1JqJm//wJ/ywY9/nqLaZ7k8tML/98/f4/v/8QILi8uRDg9Ya53eP2+iZdBBTpyHxqxFDNoHZ7pVKqhJd7Hq13B1JmYbIt18UzPzBIIKmTnFkQ5lg8/no62tjaKiIlJSUiIdjhBCCLEraLVaGhoaZLRZhKlUKrKzszly5AhTU1O0tLTgiYL24NHObLGvJcY9kS+ukMS4EE9myavh1EA8y34tT+XPkxL78GM+HOYA5SnLdIza8QSiOy3jWlqh+/IgmYU15O2LvrFl62R8mRDiccizhRCPqaKiAr1eT1dXF8pOLbXbBdRqNeXl5dTW1tLb20t3d7dsVthBFhYWpFpc7AipGbm8+4Of4AN/8P+RW/FqLtxc4HNf/DY/+slxlpZXIxaXP6iifdRG/3wMB3MWKEx037V1+r3oNAoNWYsMOs1MLBm2LtAt8vP54pWRDgWAcDhMe3s7DoeDwsLCSIcjhBBC7Cpms3ljtNnc3Fykw9nTrFYrR44cITY2luPHjzM1NRXpkKKaOTbu5Vbqkd1EEAipWPJpiZP54kI8MkWB4QUjpwYdpMR6OZSzgEn36F0zsuM8pMZ6aR+1E4riphtnznYQUps5+rrorRYfHx+X8WVCiMciiXEhHpNaraaurg6Xy8X169cjHc6el5KSwlNPPcXq6iqnTp1iaWkp0iGJhzA/Py+JcbGjZOYW8b7f/Z/86kc/TXrxMTqvTvPZL3yL5184xcrK9laAON06TgzEA3Asb/6xKz9iDSGq05foHrey5NVsZohbbmRsEpUulozcyFeMK4pCb28voVCI/fv3R+3FAyGEEGInS0hIoLy8nI6ODhmnFWFarZb9+/dTWVnJ+fPnuXjxIqHQ3efr7nVrM8a1uCNcXb/g0WHWhR8rmSfEXhYIqegat3J12kJ9povS5FXUj7ncU6mgInUZFQq9k9aoHGu2tLxK16VBMvJryC/eH+lw7mphYYHu7m4ZXyaEeCySGBfiCRgMBhoaGujv72dkZCTS4ex5JpOJgwcPkpqayqlTp+jv75dq/igWCoVwuVySGBc7Um5ROf/lo5/kV373r0nKb+Jc7zif+cK3ePH4Wdxu75aeOxSGq9MxnB2KIz9+lfpMF/qHaJ1+P2lWH3kON+2jdgKhnZHQVRSFkYk5UjLyMBgiX+1+48YNpqamaGhoQKvVRjocIYQQYtfKyckhKyuL1tZWvN6tfd0lHiwjI4OjR4+ysLDA8ePHcTqdkQ4p6pjNZlDrt3yd8CBrbdQfvu2zEAKml/W81BePP6TmWL6TJMuT/xvSqOFApovpFT1DC6ZNiHJzrc0Wj95q8eXlZc6dO0dJSYmMLxNCPBZJjAvxhKxWKw0NDfT29kr7sCigVqspKSmhqamJwcFBzpw5I5UEUcrlcqHVaomJ2ZmzjYVQqVQUlFbzG3/wN7zjt/43cZm1nOka4jNf+AYnTrfh9W7+RadFj5aTAw6mVww05znJj/c8Uuv0+ylOWsWiD3F+zBaVu9bv5FxYZtUTICsKqsWHh4fp7+/n4MGDmEzRd2FDCCGE2G1KS0txOBy0trYSCEhb6EizWCwcPnyY7Oxszp49y+XLl6V6/BZarRa9wYzb44toHDJfXIiHt14l3jlmozhphcasRYyb2G3BpAtzIMPF5alY5ld1m3bcJ7W0vMr5i/2k51VTUFod6XBewePx0NraSnZ2Nvn5+ZEORwixQ0liXIhNkJCQQE1NDZ2dnbI7OkrEx8dz7Ngx7HY7J06ckOrxKLTeRj0ad58K8ShUKhUlVU381p98ll/+wP/AklLJifY+PvOFr3Om9Tx+f/CJzxF+uUr8zKCDdKuPI3lObMYnP+6tVCqozXCx4tdwfTb6N6yMjo6D2kBWfkVE45icnOTixYs0NDRICzchhBBim6hUKqqrqzEajbS3t0sSNgqo1WoKCws5evQoc3NznDhxQq6P3MJsseL2RK5iXFHWWqlLYlyIB1uvEvcF1TxdME92nHfTNqTfKj4mQFnKMh1jNjyB6EjTtLR2ElJFZ7V4IBCgtbWVxMRESkpKIh2OEGIHi45nXCF2gbS0NMrKyjh37pzMt44SWq2WiooKGhsbGRgYkOrxKON0OqWNuthV1Go1FXVH+J3/6+/5hff9NwyOEl5sucpnvvB1znVcIBh8vAu2d1aJ70t6/HlmD6LTKNRnLtI/b2ZyKfLtye9nZGwCtCYy88sjFsP8/Dznz5+ntraW+Pj4iMUhhBBC7EVqtZoDBw4QDAbp6uqSjdBRIjY2lubmZrKysqR6/BbmmFjc3sglpZd8a6N+rIbN3VwrxG4SCKno3qgSX6UxaxHTJlaJ301OnIdki5+OURuhrT3VAy0vuznf209aXhWFZTWRDeYOoVCItrY2zGYzVVVVUZe0F0LsLJIYF2IT5ebmkpeXR2trKx6PJ9LhiJclJCTw1FNPYbPZpHo8SiiKgtPplESS2JXUajXVTa/mw3/2D7zhPX+COjaP50/28tkvfJ3OrkuEHnK1Gw7DtZm1KvFUq48juZtfJX43VmOI6vQlusatLPs0W36+xzUyPkNcYhZWmz0i519aWqKtrY3y8nJSU1MjEoMQQgix12m1WhobG1laWqK3t1fWeVFivXr8yJEjUj3+srXEeOSS0k63jjhTYEuqXoXYDWZW1qrEPQE1T+XPkx23eWPL7kelgsrUJRRFxcWp2K0/4X20nOskqDJFXbV4OByms7OTcDhMXV0darWktIQQT0aeRYTYZPv27SM5OZmzZ8/i92/+fFnxeLRaLZWVlRvV4y0tLVI9HkGrq6sEg0FsNlukQxFiy2g0Gg40P8vvfeIfee3bf5+gMZMfvdTF337xG1y4eI1w+N4J8vUq8cklA825ToqTVtnOtV+a1Ueuw0P7iJ1AKHoWxOtWV73MLbrJyt0XkfO73W5aW1vJz88nJycnIjEIIYQQYo3BYKCpqYmpqSlu3LgR6XDELaxWK83NzWRmZu756nFzTCyBYIhAIDKPX+aLC3F361XiHaM29iWu0pS9iFm/vaXbGjXUZy0yuWRkyGna1nOvW15209nbR2ruforK6yISw90oikJvby8rKys0Njai1WojHZIQYheQxLgQm0ylUlFVVUVsbCznzp0jGJQ2VdFkvXrcarVK9XgEOZ1ObDYbGk30VqMKsVl0Oh1NT7+Fj/75P/PMWz6MR53C959v4+++9C0uX+m77Tnozirxo3lObKbI/B0pSVrBrA/RNW4l2p4mR8cnQK0jM69s28/t8/lobW0lJSWFoqKibT+/EEIIIV7JbDbT1NREf38/Q0NDkQ5H3EKtVlNUVLTnq8fNMVYA3N7IFFA43XpJjAtxhzurxHMc21MlfjcmXZgDmYtcmorF6dZt+/lbznUSxMSx10dXtfi1a9eYnp7m4MGD6PX6SIcjhNglJDEuxBZQqVTU1taiVqs3Wr2I6LFePd7Q0LBRPb68vBzpsPYUaaMu9iK9wUDza9/BR//7lznypt9iKRTPd547wxf+6dtcvzmEc1XDycG1KvHDEagSv5NKBbUZLpa8Wm7MxkQukLsYGR0HtYGsgqptPW8wGOTcuXNYrVYqKyuj6oKBEEIIsddZrVYaGhq4dOkSExMTkQ5H3OHO6vELFy7sqS57ZosVUONe3f6xe56AGndATZxJEuNCwNq/ic6xyFaJ301CTIDS5GXaR214A9t3MWBlxU3nhT5Scyujqlp8YGCAwcFBmpqaMJkiU0kvhNidJDEuxBbRaDQ0NDTg8Xjo6emRquQolJiYeNvs8cuXL0uF/zZxOp3ExcVFOgwhIsJoMvH0G9/LR/77P3PwdR9gymPl//1GL5/4YicB1wBHcuexR6hK/E56jUJDloub82amlqNnd/bI2DQmazKJyds32zscDtPR0YFWq6WmpkaS4kIIIUQUio+Pp7a2lq6uLubm5iIdjrjDevX4sWPHcLvd/OxnP2N4eHhPXC8xW2ygUuP2uLf93AseHVZDEJ1m93+fhbifsAJ9c2Ze6otHBTxdENkq8bvJdXhIivHTMWpju+qsWs51Rd1s8fHxca5cuUJjYyNWqzXS4QghdhlJjAuxhXQ6HY2NjczNzXH16tVIhyPuQqvVUlFRwZEjR3A6nfzsZz9jfHx8TyzMIyUQCLC8vIzD4Yh0KEJElDnGQlH1M5Qffg/7KpqwqyY5+7Pv8y/f+D7DI9FT5WQ1BqlOW+L8mI0VX+THHwQCISZnl8nM2bdti3ZFUeju7sbn81FfXy9jIIQQQogolpqaSkVFBW1tbbhcrkiHI+7CYrHQ2NjI/v37uX79OqdPn2ZxcTHSYW0ps8UOKg1u9/YnxmW+uBAwu6rjRH88I4smGrIWqc1YwqSLfJX4nVQqqEpbIqSouDgVu+XnW6sWv0lKTgX7Kuq3/HwPY3Z2lu7uburq6uTaoRBiS2gjHYAQu53JZOLgwYOcPn0ag8FAfn5+pEMSd2Gz2Th8+DBjY2NcvHiRoaEhKisriY3d+hehe43T6SQmJgaj0RjpUISImIWFBS5cuEAgEODw4cOkvPWtLDrnOPX81+k595/88zefJz8zgaePNpKelhTpcEm3+Vj0eGgbtXMk1xnRapPxiWlCioqsvJJtO+eVK1dwOp00Nzej023/vDchhBBCPJrs7Gy8Xi+tra0cOXIEs9kc6ZDEHVQqFampqSQmJnLz5k3OnDlDZmYmJSUlu3KO7FpiXB2xxHiuY/tbuAsRDTwBNZenYple0bMvcZW8eDfq6CiKvieNGuozFzk5EI/dFCA7zrtl5zrb1kUAI0df966oqBZfXFykvb2dyspKUlJSIh2OEGKXkopxIbbB+m7oq1evMjY2FulwxD2oVCoyMzN55plnsFqt0l59izidTtnxKfYsn89HT08PLS0tpKSk8PTTT28s9uyOBN787t/jd/7vL1F56K0MzIT44tf+g2985zmmZ+YjHDmUJq9g0oboGrcSyaYao2PbO1+8r6+PkZERmpqaZEOPEEIIsYMUFRWRlpbG2bNn8fl8kQ5H3INWq6WkpGTXt1c3W+JebqW+vQnqUBgWvToc5r0zz10IuKNtukrh6YJ5ChKiPym+zqwPU5e5yMVJK0731tQ2rq566Oi5SXJ2OcWVjVtyjkeLZ5Vz585RVFREVlZWpMMRQuxikhgXYpvExcVRX19PT08PU1NTkQ5H3IdOp5P26ltIEuNiL1IUhcHBQX72s5/h8/l46qmnKC4uvmtL7vjEFH7pV/+AD/3pP1Da8AtcH/Py91/+Ad/9wfPMzS1uf/AvU6mgLsPFklfLjbmYiMUxMjaJxmgnLWvrO7AMDw9z/fp1mpqasFgsW34+IYQQQmwelUpFRUUFdrtdkuM7wG5vr262xIJKh9u9dZWfd7Po0aHXhDFHYctoIbbKTmmb/iCJMQFKklboGLXjDWx+GieaqsVXV1dpaWkhIyODgoKCiMYihNj9JDEuxDZKSkqipqaGzs5OpqenIx2OeID19uqlpaVcvHiRs2fPsry8HOmwdrRwOMzCwoIkxsWe4nQ6OXnyJH19fdTU1NDQ0EBMzIMTy0mpmbz9A3/KBz/+eYpqn+XS4DL/3z9/jx/8x4ssLEbmuUivVajPcnFzzsz08va3uAyHw4xOOknPKkSr3dqJQCMjI1y8eJGGhgbsdvuWnksIIYQQW0OlUlFTU4PFYuHs2bP4/VI1G83W26s//fTTJCYmcubMGS5cuLArfm4mkwk0etye7U2Mz7t1OEwBoqBDshBbzhNQ0zlqo33ETrbdw7H8eRJiApEO64nkxbtJiPHTMWYjvIm5fbfbS8eFGyRlllFS1bR5B36sWNy0tLSQmppKWVlZxJP0QojdTxLjQmyztLQ0qqur6ejoYGZmJtLhiAe4W3v1S5cuSbXBY1paWkKlUsnsdrEneDweuru7OXv27Cvapj+K1Ixc3v3BT/CBP/hbciteTc9NJ5/74rf50U+Os7S8ugWR35/NGGR/2jLnx2ys+F5Z8b6VZudceP1hsvKKt/Q8o6Oj9Pb20tDQQEJCwpaeSwghhBBbS61WU1tbS0xMjCTHd4hb26t7PB5eeOEFrl+/vqPHnGk0Gowmy7Ynxhc8ehzmnZ0YFOJB/EEVl6cs/OxmAiqVwjMF8+TvoLbp96NSQVXaEqGwikvTm3ct7WxbF/6wgaOvf3dEE9Eej4eWlhaSk5MpLy+XpLgQYltIYlyICEhPT2f//v20t7czOzsb6XDEQ1hvr3706FGWl5d58cUXd/zCPBLW26jLC12xm/n9fi5fvszPfvYzQqHQfdumP4rM3H2873f/J7/60f+X9OIjdF6d5rNf+BbPv3CKlRX3JkX/cDJsXrLiPLSP2gmGtu/f88joKGgMZOZVbNk5xsbGuHDhAvX19SQmJm7ZeYQQQgixfdRqNXV1dZhMJlpbWwkEJFG4E6y3V29oaGB6epoXX3yRwcFBwptZNrmNzDFW3J7t22SvKOB06yQxLnatYBhuzJp58WYCLq+Ww7lOajOWMO7Atun3o1VDfeYiYy4jIwvGJz6e2+2lvec6iZlllO6PXLX4elI8KSmJyspKuVYohNg2W9uDUghxTxkZGYTDYdra2mhsbJSKtB3CarXS1NTE3NwcV65cYXBwkH379pGdnY1aLXuNHkTmi4vdLBgMMjAwwM2bN4mLi+Pw4cNb0oI7t6iC/1L4KfqudPPSc1/lXG8P53v7aKgp5lBjLSaTYdPPeTelySu4vFq6J6zUZbi2pT3jyOgEaGLIzC/bkuOPj4/T09NDfX09SUlJW3IOIYQQQkTGenK8o6OD1tZWmpqa0Ol0kQ5LPISEhASam5uZnJzk6tWr9Pf3U1JSQlpa2o5KpJgtsbgWtm9z/YpfQzCswm6UxLjYXcIKjCyYuD4bg1EX5kDmIomW3f17btaHqctw0T5iJ9YYJM70+M8lrevV4hGcLe71emlpaSE+Pl6S4kKIbSeJcSEiKCsrC0VRNpLj8fHxkQ5JPKS7LcyLi4tJT0+XF3P34XQ6yc7OjnQYQmyqcDjM8PAw169fx2QybUulsUqlorCshoLSaq71nuP4c//Kma5LdPRcp6mulKb6agyGrZ0BrlZBXYaLkwPx3JwzU5S49VXrIxNzJKZVYDabN/3YExMTdHd3c+DAAUmKCyGEELuURqPhwIEDtLe3c+7cORobGyU5vkOoVCrS0tJISUlhdHSUS5cucfPmTUpLS0lMTNwR63CzOZZJTwBFUbYlXqdbh90UQPbwi91CUWBiycDVGQsAFanLpMb6tmWTdjRIsvgpTlqhfcTOsfx5DFrlkY/hdntp67lOYmYNpfsPbkGUD7aeFHc4HOzfv39HPH8LIXYXSYwLEWHZ2dkoirKxKJfk+M5x58L88uXL9PX17aiF+XbyeDx4PB7i4uIiHYoQm0JRFCYmJrh69SoAlZWVpKambuu/fZVKRUlVE/sqGrjcdZoTP/k6J9qu0Xb+KocaKqivrUKv37qXewatQn3mImeG4rAZgyTHbt3MTtfSKq4VH7UH9m36sScmJujq6qK2tpbk5ORNP74QQgghoodGo6G+vp62tjapHN+B1Go12dnZZGRkMDg4SGdnJzabjdLS0qhfa5pjYgmFFfz+IAbD1v/OOd0yX1zsHjMreq5MW/AF1exLXCUrzrMrZog/qvx4N4seHR2jdg7mLDzy9+BcRzf+sIEjr3lHRDpfejwezp49i91up7q6Wq6dCiEiQhLjQkSBnJwcAM6dO0dDQ4O0Vd9hdvLCfDs5nU5sNhtarfzpETvfzMwMV65cwefzsW/fPrKysiI6TkGtVlNRd5SymmYutP2ME89/gxdbrnKu8zLNTVXU7i9Hq32yGef3YjcFqUpd5vy4jaN5TmL0oS05z8joOKj1ZOWVb+pxb02Kp6ambuqxhRBCCBGdNBoNDQ0NtLe3c/bsWQ4ePCjJ8R1Go9FQUFBAdnY2N2/epKWlheTkZIqLi4mNjY10eHdltlgBBbfHtz2JcY+O0qSVLT+PEFtp0aPlyrSFRY+OwoRVcuPdaPdwFwSVCvanuzg94ODylIWK1If/N+7x+GjrukZC+n7Kag5vYZT3Or9no1JckuJCiEiS7IQQUSInJweVSrWRHN/qNrxi891tYZ6UlERxcTFWqzXS4UWczBcXu4HT6eTq1au4XC4KCwvJzc2Nqs0earWa6qZXU3HgKbpbf8qpn36Ln5zopaWtl6MHa9hfWYJGs/lXETLtXhY9WtpHbDTnObfkQsXo2ARoTGQVVG7aMcfHx+nu7qauro6UlJRNO64QQgghot965XhnZyctLS0cPHgQvX5rR9GIzafT6SgtLSU3N5cbN25w4sQJ0tLSKCwsjLp1uDnGCio1bo+HOLtlS8/lD6pY8WlwmLeuo5MQW8np1nFzzszsioFch5u6TBd6zaO3Dt+NtGqoz3JxcsCB3RQk0+59qPud6+jGFzbwhte+c9s39rvdblpaWkhMTKSqqkqS4kKIiNrD+6uEiD7Z2dlUVlbS1tbGzMxMpMMRj2l9Yf7MM89gMBg4efIkbW1tOJ3OSIcWUZIYFzuVoijMzMzQ0tKy0fLrVa96FYWFhVGVFL+VVqvlQPMb+L1P/COvedt/JWjI5D9+dp6//eI3uHDxGuFweNPPWZaygl6j0DNuQ9mC6xUjY9PEOtKwOzZn5Mjo6OjGTHFJigshhBB70/rMcZPJxNmzZ/H7JYm4U5lMJqqqqnj66afRarVRuQ43W2yg0uBe9Wz5uZweHTH60GPNIBYiUhRlrWV6y2AcZ4ftWPQhXlU4t7HWFD8Xow9Rl+HiwmQsi54HX5fweHycO3+V+LRiymubtyHCn1tPiiclJUlSXAgRFaLzaq4Qe9h6O9729nYOHDggs053sPWFeVFREQMDA5w9e5a4uDgKCwv33AzyYDCIy+WSxLjYURRFYXJykhs3buDxeMjLy+PAgQM7qpJIp9Nx8JlfovbQs7Sd+CFnX/o3vv98G6dbu3nq8AFKS/I37blIrYK6zEVODsTTP2+mIMG9KccF8PoCTDtXKG3YtynxjoyM0NvbS319PUlJSZsQoRBCCCF2KrVazYEDB26rHDcYDJEOSzymmJgYqqqq2LdvH/39/VG1Djdb7IAat2fzXiffi9Otk/niYsdQFJhcNnBjNgZPQENevJsDWYuSDH+AJIuffQmrtI/aOZo3f9+NMG2dPfjCep597fbOFl9dXaWlpYWUlBQqKir21LVQIUT0ksS4EFEoIyMDlUpFR0eHtHfdBUwmE2VlZRQWFjI4OMj58+cxmUwUFRWRmpq6J14ULi4uYjAYMJlMkQ5FiAcKh8OMjo7S19dHMBjcGJEQrdXhD8NgNHLkde/gwJE30frS9zh3/Id857kzpLSe56kjDRQVZG/Kc5FBq3Agc5GWoTisxiBJls2puhobn0RBS1Ze6RMfa3h4mIsXL8rYEiGEEEJsUKvV1NXV0dXVRUtLC01NTbJ22eGMRmPUrcPNlri1inH3NlSMu/UP3V5ZiEgJh2HUZaRvLoZgWEVBwirZcZ49PUP8URUkuFn06ugcs9GUvYj6Lk9tXq+fc+ev4kitoKLu6LbFtry8TGtrK6mpqZSXl++J659CiJ1h517hFWKXS09PR6VS0dnZyf79+8nIyIh0SOIJ6fV69u3bR35+/kZi5urVqxQUFJCZmbnt832203obdXkRLKJZMBhkeHiY/v5+1Go1hYWFu+7fpsls5uk3vpeGY79Iywvfpv30j/jG94+TnhTL00cbyMvJeOJ/p3GmIJUpy3SO2TiaN0+M/snbto+MjIPGQGb+k80X7+/v59q1azQ2NpKQkPDEcQkhhBBi91Cr1dTU1NDT08Pp06c5ePAgFsvWzoEWW+/OdfilS5citg43x9rXZoxvcWI8rMCiR0dl6tKWnkeIxxUMw/CCif75GDQqhYKEVTJtXnbR0nvbqFRQnbbEqUEHV6YtlKesvOI25zq68YZ0vP512zdbfGFhgXPnzpGdnU1JSYlcDxRCRBVJjAsRxdLS0tBoNHR2duLz+cjPz490SGITaLVa8vPzyc3NZXR0lJs3b3Lt2rVdUZV6L06nUyozRdTy+/0MDg4yMDCAyWSivLx813dziLHE8pq3fICmp3+Z0z/9BufP/oSvfudFstNsPH2kieys1Cc6flacl0WvjvZRO825zife8T8yNonenEBKevZj3V9RFK5evcrw8DAHDx4kLi7uyQISQgghxK6kVquprq7m6tWrnD59msbGRnndsEvcug4fGxuLyDrcHGMBtQ63Z2sT4y6vFrVaIdYQ2tLzCPGo/EEVgwtmBubNmHQhylOWSY31sYuX3ttCq1Goz1zk1IADuzFIxi3dIn5eLV6+bdXi09PTdHR0UFJSIteyhRBRafdlX4TYZZKTkzl48CDnzp3D5/PJLrtdRK1Wk52dTVZW1sYc4xs3bpCTk0NOTs6uad2nKApOp5N9+/ZFOhQhbrO6usrg4CDDw8PY7XZqa2sjPndwu8Xa7Dz79g9x8FVv49Tz/0rPuRf452/+hIKsBJ462kh66uPP3y5PWebsUBwXJqzUpC899sWOUCjM+IyLzNK6x9rdHg6H6enpYX5+nubmZqn8EkIIIcR9qVQqSktLMRgMmjmOyAABAABJREFUtLS0UF9fT1LS478mEtFFrVaTlZVFZmYmk5OTGwnyrKwscnNzt/S1otFoRKUx4Pb4tuwc8PJ8cVNAko0iarg8WgacZsZdRuLMfmozXCTG+OV3dBNZDCFqM1x0jNmINQSxmYIAtHX04A3peN1rt6dafHR0lAsXLkj3UyFEVJPEuBA7QFxcHIcPH6a1tRWfz0dVVdWuau2716lUKtLS0khNTWV2dpaBgQFefPFFUlNTyc3N3fEtyJeXlwmHw9hstkiHIgSKojAzM8Pg4CCzs7OkpKTQ1NSEw+GIdGgRZXck8OZ3f4RDr3o7J3/yr1zs/Bl9X/0PivNSeOpII8lJ8Y98TLUK6jJdnOx3MDBvJj/B/VixTU7PEQhCVl7JI983GAzS2dmJx+Ph8OHDu2bDkRBCCCG2Xn5+PgaDgfb2dqqqqsjMzIx0SGIT3boOX1hYYHBwkOPHj5OQkEBubi7Jycmbvg5Xq9WYzBbcnvlNPe6dnG49DrN/S88hxIOEFZhcMjDgNOPy6Mi0eziS58RqDEY6tF0rOdZPUcIq7aN2jubNo4R8nOu6QlxKGZUHjm35+fv6+rh+/bpsKBNCRD1JjAuxQ8TGxtLc3Exrayvt7e3U1dXtypbbe5lKpSIpKYmkpCRWVlYYGhri3LlzxMTEkJubS0ZGBhqNJtJhPrKFhQXsdrts5hARFQgEGBkZYXBwkGAwSHZ2NlVVVZIovUN8Uiq/9Kt/wOHXvIMTP/4qV7pOcu3LP6C8KJ1jhxtJSLA/0vGM2jD1mYu0DDmwGgMkWgKPHNPIyBhoDGQ94nxxv9/PuXPnUKvVHD58GJ1O98jnFkIIIcTelpGRgV6vp6OjA7/fLy1hdyGVSoXD4cDhcFBWVsbw8DA9PT1oNBpyc3PJzMzEYDBs2vnMMTbcSxObdrw7KcpaxXiu4/E2pQrxpDwBNcMLJoYWTGhUCrkODw1Zi+g1SqRD2xMKE9wsenR0jtnwj/4nnoCO17zmHVt6TU5RFK5cucLIyAiHDh3Cbrdv2bmEEGIzqBRFkb9KQuwggUCAtrY2FEWhoaEBvV4f6ZDEFgoGg4yNjTEwMIDX6yUzM5OcnBxiY2MjHdpD6+7uxmAwUFpaGulQxB60uLjI0NAQY2NjWK1WcnNzSUtL25GbTCJhYqSf4899lZuXWlAFl6gqzuZocwNx9kd7DhpeMHJlOpajefOY9eFHuu+3vvdjrk+E+eNPfeehL0p6PB7Onj1LbGwstbW18vMWQgghxBNZWFjg3LlzZGVlUVpauqM7eokHC4fDTE5OMjQ0hNPpJC0tjezsbOLj45/4Z/9P/+8fMT90lj/88Ps2Kdrbuf1qXryZwLMlM2hlb7rYJooCMyt6hhZMTK8YSIrxk+Nwk2yRdumR4A/C9zsU2k79iOyMFH73v31+y9bE4XCY7u5unE4nTU1NMrpMCLEjSLmpEDuMTqejqamJzs5Ozpw5Q1NTk1Q87mJarZacnByys7NxOp0MDQ1x4sQJ4uLiyMnJITU1NeoTPvPz85SXl0c6DLGHBINBxsfHGRoaYnl5mYyMDA4fPiy7lh9DWlY+7/nQnzM6eJ2XfvQv9Fxto/fat6kpz+PI4XqssTEPdZzsOC+LHh3to3aac51oHvIinaIojEzMkZJx4KGT4ktLS7S2tpKcnExVVZVcuBZCCCHEE4uLi9vo4Obz+di/f790xNrF1Go16enppKens7y8zPDwMO3t7RgMBnJycsjMzHzsIgWzJZYxbxBFUbbkdarTo8dmDEpSXGwLb0DNyKKRoQUzYQWy7R4qUpYfeTO0eHJut4++gUH6BobpH55mYVXF1Goarz/wui27bhgMBuno6MDr9dLc3IzRaNyS8wghxGaTinEhdqhwOExvby/T09McPHhwR1UQiyfj8/kYHR1laGiIQCBAVlYWmZmZWK3WSIf2Cj6fj+eff57Xv/710t1AbClFUVhYWGB0dJSxsTHMZjM5OTlkZGRIC+1NNHjjIi899y+M3jyPNuymrqqAw011WCzmB943HIaW4TjMuhA16UsPVTkw73TxuS99j8bXvJ/XvfWDD7y90+nk3Llz5OXlsW/fPkmKCyGEEGJTeb1eWltbMZlMMt5sjwmFQkxMTDA0NMTi4iLJyclkZGSQnJz8SEmnf//6p+k68Q3++Pfei8m4+Wvk3slYVEBF6vKmH1sIgGBIxeSygdFFI3OrehJi/OQ4PKTE+lDL8mvbhMNhJqZmudk3QN/AGBOzSygqPWhjSMncR0HxfuLSipmcnqe5uRmbzbap5/f5fLS1taHRaKivr5frLkKIHUUS40LsYIqicO3aNQYHB2lsbMThcEQ6JLGNFEVhbm6O4eFhpqamiImJISMjg4yMjKjpIjA5OcmVK1d45plnIh2K2KVWVlYYGxtjbGwMn8+30eYwLi5OkqJbRFEU+q508dJzX2NysAedyktD9T4ONdZiMt2/qtsbUHNywEFBwir58Z4Hnqv7whV++EIXb/+tT1K6/+B9bzs1NUVnZydlZWXk5uY+0mMSQgghhHhY6+PNwuEwjY2NsgF4D7rbGiQzM/OhWq2/+MN/4sxzX+DDv/424h2bv7n9RL+DwoRV0m2+TT+22LvCCsyu6Bl1GZlaMhKjD5Jh95Jh82LSSXX4dllZcdM/OMLNviH6R6bx+MKgMWK0ppC/r5KCkjoKyuqJtf48CX79+nVGRkY4evTopv29crvdtLa2YrVaqampifpOlkIIcSdJjAuxCwwMDHDlyhXq6upISUmJdDgiAgKBAFNTU4yOjjI3N0d8fDwZGRmkpaVFdNfm5cuX8fv9VFdXRywGsfv4fD7Gx8cZHR1laWmJpKQkMjMzH7laQzwZRVG41nuO48/9KzOjlzCofRysK6Oxfj8Gw70X3E63jrNDcTRmL5AQE7jvOX74oxfp7lviY//728TepyvG8PAwFy9epKamhrS0tMd+TEIIIYQQDyMUCnH+/HmWl5dpamrCbH5w9xyx+6x3rRobG2N8fBy1Wk1GRsZ9O7qdffF7/Od3/poPvPtZMtOTNjWeYEjFc9cSeU3RnCQrxRNTFFjw6BhzGRl3GVGrFDJsXjLsXmzGYKTD2xPC4TBj4zP09Q9yc2CEybkVUOtBayEtu5iC4v0UlDWRkVNwz/EeiqLQ3t6+sZnrSQsI1keXpaSkUFlZKQUJQogdSRLjQuwS4+PjdHd3U1lZSVZWVqTDERHk9Xo3kobLy8skJyeTmZlJUlLSticNT58+TVZWFtnZ2dt6XrH7BIPBjc0fs7OzOByOjc0fUqUTWeFwmMtdpzn+43/FOXEdkzbA4YZKDtRWotffvb3okNPE1RkLx/Ln73vR7nNf+DphSyEf+cQX7/p1RVG4efMmN2/epL6+nsTExE15TEIIIYQQD6IoCr29vUxNTdHU1BSVo63E9gmHw8zOzjI6Onrfjm49517kB1/+c971C0fYV5izqTHMrujpnrDymqK5TT2u2FtWfBrGXEbGXEZ8QTVpVh+Zdg/x5sBDjcMST2Z52U3fwNDGrHBvQAGNCZM1lYLiKgpKD5BfUoflEUZqBgIBTp06RWpqKqWlpY8d2/z8PG1tbeTn51NUVCRJcSHEjiXDkITYJdLT09Hr9bS3t+PxeOQFyh5mNBrJz88nPz+f5eVlxsbGuHTpEoFAgLS0NDIyMh6qxduTCofDLC4usn///i09j9i91i8ujY2NMTk5idlsJiMjg6qqKqnKiSJqtZqKuqOUVh/mQtvPOPnTb/JCyxVaOy/R3FRF7f5ytNrbN+XkODwserW0j9g5nOtEc5fN7aurXuZdHqoq9t31vOFwmIsXLzI5Ocnhw4c3fWaaEEIIIcT9qFQqKisrMRqNnD59mpqaGlJTUyMdlogQtVpNcnIyycnJt3V0u3r1Kg6Hg7S0NFJSUjBb7IAat9u96TE43Tocpvt3ZBLiTooCK34NU8sGJpaMLHm1JFl8lCavkGzx3XWtJjZPKBRmdGyKvoFB+gbGmJpfAbUBlS6W9LyDFBRXU1DWQFpm3j2rwh9Ep9NRX1/PqVOnsNvtj9Vlbb1LW3l5OTk5OY8VhxBCRAupGBdil3G5XLS1tREXF0d1dTVarex/ET9v8TY6OsrExAQqlYqUlBRSUlJITEzckkpyp9NJW1sbr3vd62SThnhogUCAmZkZpqammJ6eRqPRbFRaWK1W+V3aAYLBIF1nn+fUT7/FyvwQVhMcPVjD/soSNLdcVQmFoWUoDoshRHXa0iuqD65eH+Bb/3GGN733v1F76HW3fc3v99PR0YHf76e+vp6YmJjteGhCCCGEEHc1MTFBV1cXhYWFskld3Ga9o9vU1BTz8/N4PW5O/uRfeWNzLq87Ur6pFbitw3aSLT7y4j2bd1CxK4WVtY0UU8sGppYNeAIaEmP8pMT6SLN60WslXbCVXEur9PUP0jcwwsDIDL4goDERY0+7rSrcvMnr3MnJSbq6umhubn7oLifhcJhLly4xPj7OgQMHSEhI2NSYhBAiEiQxLsQu5PP56OjoIBgMUl9fL5WV4jbhcJj5+XmmpqaYmprC5/ORmJhISkoKycnJGI3GTTlPX18f8/PzNDQ0bMrxxO7ldrs3fh/n5uawWCwbGzfi4uLkwuIOFQgE6Dj1H5x54bu4F0eIs2g4dqiWirKijZ3unoCakwMOihJWX3EB76cvnqL14hS/82dfJTH559VXS0tLtLW1YbPZqKmpkQ1gQgghhIgK65vUHQ4H+/fvl9co4hUCgQDXrl3jc//Pn5FVUEldbRUpFh8pVh8JMX60T1CZqyjw42uJHMpZwG6S+c/ilQIhFTMreqaWDUyvGFABKbE+UmJ9JFp8T/T7J+4vGAwxOj7Fzb4B+gbHmXGurlWF661k5JZQUFxNYXkTqRk5W37949q1a4yNjXHkyJEHjqVb35Du8/loaGiQDelCiF1DEuNC7FLrLWYnJiaor68nPj4+0iGJKKQoCsvLyxtJycXFRex2+0ZSMjY29rFflLe3t2O32ykqKtrkqMVOpygKi4uLG793y8vLxMfHb/zeyWJrd/F5vbSd+AFnX/o3vK5xEm16jjXXU1qch0qlYt6to3UojqbsBeJjft768Utf+Q7zgST+6C+/tvE8tL7DPT8/n3379smmCSGEEEJEFZ/PR3t7O6FQiIaGhttmSwsBaxXkn/yDt1CVb+Xw069jammtYtcb1JBkWavYTbb4MOrCj3TcJa+GU4MOni2eRS0vkcXL3H71RlX4nFuPRR/aSIbHmWRm+FZadK3Q1z/Izf5hBsdm8QdVoDFhiUunoHj/y1XhtZi2uZhJURTa2tpQFIXGxsZ7rqmXlpZob28nNjaWmpoadDrdtsYphBBbSRLjQuxyg4ODXL58mYqKCrKzsyMdjohyXq+X6elppqammJ2dxWAwbFSSx8fHP3TLdUVR+OlPf8qBAwdkU4YA1tprz83NbSTDQ6EQycnJpKSkkJSU9MCdymLn87jdtP7su5w78e/4VyZIcZh5+kg9hQXZDC2YuT4Tw9F8JyZdmEAgxF9++isU1j7Lu37zz1AUhZs3b3Ljxg1qamoeayaaEEIIIcR2CIfD9Pb2MjU1RX19PQ6HI9IhiSiiKAp/8V9/icLkEO962xtf/hws+9ZmPE8vG1jw6LAZgyRY/CSY/TjMAXSa+1++HXKaGF8ycChncRsehYhW/qCKebeeuVUdc6t6ln1a4l9ukZ4S6ydGH4p0iLtWMBhieHSSvv4Bbg6MM7foBrUBtcFGZm4ZBSXVFJQ1kpKeFfEN3oFAgJMnT5Kenk5JSckrvj41NcX58+fJy8ujuLg44vEKIcRmk75OQuxyubm5WCwWOjs7WVpaoqysbKOFrRB3MhqNZGdnk52dTSgUYnZ2lunpabq7u/H7/TgcDhISEoiPjycuLu6eiXK3243f78dut2/vAxBRIxgM4nQ6mZubY35+noWFBUwmEykpKdTW1hIfHy/PRXuMyWzm6Te9j4an3kLLC9+m/dR/8PXvHycjOZanjjSQZCmlfdTO4Rwn4xPThFGTlVtKMBikp6cHp9NJc3MzNpst0g9FCCGEEOKe1Go1VVVVWK1Wzp49K5vUxW1UKhXmmFjcnqlbPgdWYwir0U1RohtfUMXMioG5VT29k7F4AhrspgDxMYF7Jsqdbh0OU+DO04ldzh9SMb+6lgifd+txebVYDCESzH6KEldJsvgfuKlCPD7nwhJ9/UP0DQwzODZHIKQCjRlrQg41x6ooKK0nr7hm00YWbhadTkd9fT2nT5/GZrNtbDxXFIW+vj6uX79OdXU16enpEY5UCCG2hlSMC7FHrK6u0tbWhtFopK6uTqozxSNRFIWVlRXm5+eZm5tjbm6OQCCwkShPSEjAbrdvJMpHR0cZHBzkyJEjEY5cbJe7JcKNRuPG70dCQgLmbW4RJqLbsmuR0z/9OufPPk/IPUtWWhyW/DdSmOVgaeBFjrf3857f+yzj0/NoNBrq6+sxGAyRDlsIIYQQ4qHNzs7S0dFBVlYWpaWlsjFUAPB3f/lhQs6LfPiD736o27v9aubc+o0E6HqiPCEmQEKMH4cpwIkBBxUpyyTH+rc4ehFJ64nwefdaRbjLq8WiD5EQ4ychxk+8OfDIbfjFwwsEQgwNj9M3MEDf4ATzLu/LVeF2svLLKCypoaCsgaTUjB1RZT0xMUF3dzdHjhzBbDbT09PD3NwcDQ0NUugihNjVJDEuxB4SCATo6upieXmZ+vp6rFZrpEMSO9R6onw9CXpnonxxcRGz2UxFRUWkQxVbZD0Rvv7zvzURHh8fT2JioiTCxUNZdM5x6vl/pefcf+JzuwhYq7GrJ1jxqTj0uveTlpZGVVWVXEgWQgghxI4km9TFnb782Y8zffM0f/yR9z3W/e+WKFeAPIcbhzmA3RTErAvJ/OgdTlFgxa/B5dGx4NH+vCJcEuHbRlEUnAtL3OwbpG9gmKFxJ8GwGrQmbAnZFBRXUVjWQO6+/Tt2E/fVq1cZHR1Fr9ej0Wg4cOBA1FW4CyHEZpPEuBB7jKIoXLt2jYGBAWpra0lJSYl0SGIXuDNRPjExAYDdbt94s9lsxMbGSnJrBwqFQiwvL7O4uLjxtrS0dFsifL0ifCfsihbRaX5mkhM//hrt504yshhDYlISH/3ofyU3N1d+r4QQQgixowUCAc6fP8/KygoNDQ3ExsZGOiQRQd/+0v/mase/839/7Nc2ZX085DRyfdZCssXHolfHkleLVqNgMwawG4PYTZIsj3brSfBFj45FjxaXV8eiV4uiqLAag9iNAUmEbxO/P8jQ8Bg3+wfpG5pgYckHGgMaQxzZBeUUlNRQWN5IQlLqrlinOp1OWlpa0Ov1PPPMM2i1MnlXCLH7yTOdEHuMSqWipKQEq9VKZ2cn+/bto6CgYFe8mBORo1KpiI2NJTY2loyMDMbHxzl06BAej4fFxUWGh4dxuVwoioLNZsNms20kzCVZHl1CoRBLS0u4XK7bkuBarXbj51ZYWIjdbpdEuNhU8UmpFNW+jhGnmvDkFMePH+cLX/gHdDodqampHDx4kA996EM0Njbe9zhzc3P8n//zf/jhD3/I6OgoVquVyspKfvu3f5u3vOUtfPnLX+b9738/AIODg+Tk5Nz1OMFgkK985St873vfo6enh/n5eWJjYyktLeWXfumX+K3f+i3ZSS+EEEKIh6LT6WhoaODq1aucOnWKuro6kpOTIx2WiBCzJRZFAY83QIz5yatMV/1akmN97E9bBiAUhiWfFpdnLbl6cy6GJZ8WrUrBZvp5stxmDBKjl2T5dlMUWPZp1pLfHi2LXh2ul5PgNuPaJoZMu4cKU5BYQxC1/Hy2lKIozM276Osf5ObAMMPjTkKKBrRm4pKKOHBgPwWl9eTuq9p1HT9aW1uZmprizJkz/Mu//Asulwu9Xi/rbyHEricV40LsYYuLi7S1tZGQkMD+/fs35kML8SRmZma4cOECr371q2/7/HpV+eLi4m1JV0VRsFqttyXKLRbLrltwRBtFUfD7/aysrLC0tLTxc7kzCb7+JklwsdWOHz/OiRMnSExM5H/9r//F1NTUXW/3J3/yJ/zlX/7lXb+2/twzOzt716//5m/+Jk1NTQ9cmPf39/PmN7+ZK1eu3DPewsJCnnvuOQoLCx/wyIQQQgghfm5sbIyenh4KCwspKiqS19h70Ev/8RVO/cff8zsf+GUS421PfLzTA3FkOzxk2b33vE0oDMs+7VpFsnft/8s+LWqVgkUfwmJYS5JbDCEs+rX3dRq5ZPwk/CEVKz4Nq34tKz4NK34tq34NK761OjXry0lw+8v/t0gSfNv4fAEGh0fp6x/i5uAErhU/aIxoTXHkFFRQUFJDQVkj8YnJu/I5OhQK8Z//+Z84nU7+6q/+ip6ennveVtbfQojdSBLjQuxxXq+Xjo4OgsEgdXV10tJNPLFr166xurpKbW3tA2+7nixfT5S7XC6Wl5fx+Xzo9XosFgsxMTFYLJaNt5iYGNnE8QgCgQCrq6usrKxs/H/9LRgMYjQaiY2Nva3lvSTBxXZzOp2cOXOGzs5O+vv7OXLkCIWFhQwMDBAIBPB4PHz2s59leHgYgH/6p3/aWFyvW1hYoLS0dCOh/p73vIdf+ZVfITExkb6+Pj7zmc/Q2tpKQ0MDbW1twN0X5pOTk1RXVzM9PU1sbCy/+Zu/yate9SqSk5NxuVz853/+J5/5zGdwu93k5eXR1dWFzfbkFzSFEEIIsXcsLi7S2dmJyWSitrZWquD2mHPHf8Dz3/wU73/H68jOerLxdqEw/PhaEk/lz2MxhB7pvuEwLN+atPVpWPGvvR8IqTFoQ2tJc32QGENoI4Fu1oXQSNM3YO37v+rXrn3fbvs+avGH1Bg0oZ9/7za+j0EshpAkwbeRoijMzC7Q1z9I38AII5MLL1eFx+BIzqWwZD8FZY3kFJaj0+kiHe6WWllZobOzk+XlZT7ykY9w4MABnn76aYqLi/H5fJw7dw6dTscXvvAFWX8LIXYtSYwLIQiHw1y9epXBwUEqKyvJysqKdEhiBzt79iypqank5uY+9jECgcBdE7krKyuEQiFMJtNtCXOz2YzRaMRoNGIwGPZUa/ZQKITP58Pr9eL1enG73bd9v3w+Hzqd7p6bDGR+lIgkRVHo7+/n2rVrZGZmkpWVRVxc3MbXPR4PJ06coKSkhLS0NN74xjfywgsvkJ2dTX9//22bZD7ykY/w2c9+FoC/+qu/4mMf+9ht5wqFQvzyL/8yP/zhDzc+d7eF+Zve9CZ+9KMfkZmZyYkTJ8jLy3tF3N3d3TQ3N7O6usp/+2//jb/4i7/YjG+HEEIIIfaQQCBAb28vs7Oz1NTUkJSUFOmQxDbp7TjOv/3jn/GONx2iZN8rX2s+CqdbR9uIndftm93Uluj+oIqVWxK+68nfVZ+WkAIGbRjjy29r74cw6tY/Dm18bacuzUNh8AbV+IIavEE13oB67f9BDb6NjzX4Q2o06vDGpoG1BHiImJffl6r7yPH6AgwMDNM3MEzf0ARLqwHQGNGZ48kpqKCwrJaC0gYcCXvnuXdsbIwLFy6QlZVFcnIyer0eu91+222uXLnC5OQkjY2NvOUtb5H1txBiV5LEuBBiw/T0NF1dXSQnJ1NZWSkJM/HIFEXhxz/+MYcPH96SHZyKouDz+V6RNHe73fh8Pnw+HwB6vX4jUb6eLL/141sT6NFYGa0oyisS3l6v9xUfe71eAoEAwMZjNJvNr0h+6/X6qHycYm/z+Xx0d3eztLREXV0dDofjrrebm5vj3LlzHDx4kNHRUfbv3w9AZ2fnRmcKr9dLSkoKLpeLmpoaOjs77/o7Pz09TU5ODl7vWpvJOxfmly5doqKiAoAf/vCHvPnNb75n/H/8x3/Mpz71KdLS0hgfH3+cb4EQQggh9jhFURgZGeHixYvk5eVRXFy8pzb57lV9V7v52mc/ypuerqK2uvyJjnVzzozTraMhy7VJ0d2foqwljD2BO5PGLyeMX37zBdWACr1mLWlu0IbRaxS0mjBatbLxprnlfa06jFaj3P51lbKR8H/Qknb9CreiQFBREQqrCIRUBMMqQmE1wbDqlW8hFcGwmlBYhS+k2nhMgZAaFQqGlxP/Jt3tCX+jbu0xmV7+uiy3I09RFKamnfT1D9A3OMro5CJhlRY0MSSk5VNQXEVhWSPZBWV77npnKBTi4sWLTExMUF1dTWpq6j1vqygKra2taDQaDAYD1dXVgKy/hRC7y976KyCEuK/k5GSOHTvG+fPnOXnyJHV1ddKeRjySpaWljZnhW0GlUm0kthMSEl7x9XA4fM9k8tLS0m2fWz+eVqvdeNNoNLd9fLc3lUq18YL/zvfX95opinLb++FwmGAwSCgUIhgMPvAtFAqhKAoqleoVSf2YmBgcDscrkvyS+BY7ydzcHOfPnycuLo5jx46h1+tfcRufz8f09DQrKytoNBq+853vbCTFYW2e2frC/Pz587hcaxcD3/e+993z30NycjKvfe1rb9u1fqv1z5vNZt7whjfc9zEcOXKET33qU0xMTDA6OkpmZuYDH7cQQgghxK1UKhXZ2dnExcXR2dnJ/Pw8dXV1mEymSIcmtpDZEgeocbs9T3wsp1uHwxx48qAekkoFJt1aohiC97xdWAHfywnyteS5ZiNJHQyr8AQ0tyWoQ3cmqpV7rW8VVPw8Sa4osLbyvvvtNerbE/HaOxLxGrWCURdCq1ZeTuK/XAGvC2PQSMI72nk8PgYGR7nZP0jf0BQrngBoTOhjEiisPUhByVpVeFz8K68f7RXLy8t0dHSg1Wo5duwYZrP5rre7df1tMpno6Oi4rZOJrL+FELuJJMaFELcxmUwcOnSI69evc/r0acrLy8nOzpakm3goTqcTh8MRsd8XtVqNyWR64IUkRVHw+/0PnaT2+XwbH9+Z9L7143slzO9MwOt0Okwm0yuS7ncm5qXSW+w2iqJw48YNbt68SWlpKbm5ubf9jq+urvLZz36Wb37zm1y+fJlQ6N5zEufm5jbev3Tp0sb764v1e6mrq7vnwryzsxMAt9v9SFUEU1NTsjAXQgghxGOzWq0cOXKEixcvcvz4cWpqakhJebLZ0yJ6mWPtoNbi9jxZYlxRYMGtoyDBvTmBbSL1bQn0R6cobCTMlVs+B2up8fX3VSpYv8VGZTlsVKLLcnp3URSFyak5+voHuTkwwti0C0WlA20MSWlVVJbsp6C0gaz8kj1XFX43IyMj9Pb23rMjiay/hRB7lfyFEEK8gkqlori4mPj4eM6fP8/s7Cz79+9Hp9NFOjQR5dYT49FuvRLbYDBEOhQh9gyv18v58+fxeDwcPnz4FbPMhoaGePrppxkcHHyo43luuZC4sLCw8f6D5nMmJibe82szMzMPde47ud3RdzFSCCGEEDuLVqulurqaxMREzp8/T3Z2NqWlpdJafRcym82g1uP2eJ/oOKt+DYGwGrtx+yrGt4tKBTqNIjO6BW63j/7BYfoGhugbmmLVEwKNEYMlieK6IxSU1lFQ1oDNHhfpUKNGMBjkwoULzMzMUF9ff9c1sqy/hRB7mSTGhRD3lJiYyFNPPUVXVxcnTpygrq6OuDh5oSnuzel0yq5NIcQrzMzM0NXVRWJiIvX19XfdaPXe976XwcFBVCoV73//+3nnO99JSUkJiYmJG5tYVlZWiI2NBdjo1LCZ1nfI5+bm8u///u8Pfb/c3NxNj0UIIYQQe1NGRgZ2u53Ozk5Onz5NXV0dMTExkQ5LbCKdTodWb8LtfrLEuNOjw2YMoJG9E2IXCYfDTLxcFd43MML4zBKKSg/aGJLTq6kuraagrJHM3H1oNJpIhxt1XC4XnZ2dGI1Gjh07ds+Oig+z/g6HwxvfY1l/CyF2E0mMCyHuy2Aw0NjYSF9fHy0tLZSUlJCXlyftncUreL1e3G63bJ4QQmwIh8Ncu3aNgYEBKioqyMrKuuvfj2vXrnHmzBkAPv7xj/O//tf/uuvxfD7fXT9/6/POzMwMRUVF94xpdnb2nl+Lj48HYHp6muLiYmm/J4QQQoiIsFgsNDc3c/nyZU6cOEF1dTVpaWmRDktsEpVKhTkmFrfH9UTHcbp1xG/jfHEhtsrqqnetIrx/iP6RadzeEGhMGK0plBx4isKyAxSU1RNrtUU61KilKApDQ0NcvnyZwsJCioqK7nnt9mHX37dWht9K1t9CiJ1Onm2EEA+kUqkoLCwkPj6ezs5O5ubmqK6uRq/XRzo0EUWcTidWq1Va7gshgLVWa52dnQQCAY4cOYLVar3nbS9fvrzx/jvf+c573m59BtmdysrKbrvN4cOHH/kYANXV1fz4xz/G7XbT0tLC0aNH73lbIYQQQoitpNFoqKysJCEhgZ6eHmZnZykvL5cKyV3CHGPFPet/omM43TqKk1Y3KSIhtk84HGZ8cpabNwfoGxxlYnYZ1HrQWkjNOkBtcTWF5Y1k5BTKOImHEAgE6OnpYX5+nsbGRhISEu57e1l/CyH2OvnLIoR4aA6Hg2PHjgFw4sQJ5ufnIxuQiCo7Zb64EGLrTU1Ncfz4cSwWywOT4rA2A23d/eaFff7zn7/r5+vq6rDZ1qoHvvrVr96zzdv09DQ//elP73n8X/iFX9h4/1Of+tR9YxZCCCGE2A5paWkcO3YMl8vFyZMnWVxcjHRIYhOsVYw/frV3IKRi2afFIRXjYodYXnbTc+Eq3/n+T/h/PvdV/vHrP+ZU1zALoSTKm36JX/y1P+cP/vJbfPCPPs0zb/5VsvL2SVL8IczOznLixAmCwSBPPfXUA5PiIOtvIYSQvy5CiEei1+upr68nPz+f1tZWLl++vDETRuxtkhgXQgQCAbq7uzl//jwVFRVUV1c/VDu0wsLCjfe/8pWv3PU2f//3f88PfvCDu37NaDTyvve9D4Curi7+5m/+5hW3CYfDfPCDH8TrvfcsxwMHDvCa17wGgB//+Md84hOfuG/cQ0NDfOMb37jvbYQQQgghnpTZbObw4cOkp6dz5swZrl69SjgcjnRY4gmYY2LxBUKEQo/3c3S6dcToQxi18nsgolMoFGZ4ZJIXj7fw+X/8Fn/999/gBy+c58qID0d2I0ff9Nt84A+/wB/+76/x1vf/Mfsbn8ESe/8N1eLngsEgFy5coK2tjfz8fBobGzdmgz+IrL+FEHudSrnXlh4hhHiApaUluru7CQaDVFdXS1J0DwuFQjz33HM888wzxMTERDocIUQETE9P09PTQ2xsLPv378dsNj/0fRVFobKykkuXLgHwrne9i/e85z2kpqYyOjrK1772Nb773e9y6NAhWlpaAPjEJz7Bn//5n28cw+l0UlZWxtTUFADvec97eO9730tiYiJ9fX185jOf4ezZs9TX19Pe3g6sLayzs7Nvi2ViYoK6ujomJycBaGho4L/8l/9CRUUFRqOR+fl5ent7ef7553nppZf4xV/8Rb773e8+9vdNCCGEEOJRuFwuuru7URSF6upq7HZ7pEMSj+HH3/472l/8Ch/77fcQazE+8v2vzsTg9muozVjaguiEeDxLy6v09Q9xs3+YgZEZfEEFNCbMtjQKiqsoKK0jv+QAMRZLpEPd0ebm5uju7sZkMlFdXf3I1+Fk/S2E2OskMS6EeCLhcJj+/n6uX79Obm4uxcXFMvNsD5qfn6ejo4PXvva1qFSqSIcjhNhGgUCAS5cuMTExQVlZGdnZ2Y/1PNDT08PTTz/NwsLCXb9eUVHBT3/6U9LS0oBXLswBLly4wKtf/WpmZ2fveoxf+7Vfo7m5mQ984APAWsv35OTkV9xueHiYt73tbXR0dDww7ve///380z/90wNvJ4QQQgixWcLhMDdu3KCvr4+CggKKioqk5fAOc+LH/8qJH3yOD73/LSQnxj3y/VuG7KRbfeQ4PFsQnRAPJxQKMzI2uZYMHxhlxrkKagMqfSzpOSUUllRTUNZIakauPEdtgmAwyJUrVxgZGaG0tJTc3NzHvgYn628hxF724N6WQghxH2q1msLCQpKTk+nu7ubEiRNSPb4HrbdRl6S4EHvLzMwM3d3dxMbG8tRTTz1Slfid9u/fT09PD3/5l3/JT37yEyYmJoiNjaWgoIC3v/3t/M7v/A5G4/2raaqqqrhy5Qqf/OQn+fd//3dGRkaIjY2loqKC3/iN3+Bd73oXn/70pzduvz4X7U7Z2dm0tbXxwx/+kG9961u0tbUxPT1NIBDAbrdTWFhIU1MTb37zm2lubn7sxyyEEEII8TjUajXFxcWkpqbS1dXF5OQkNTU193xtI6KP2WIFlebl+b6PlhgPK7Dg0VGRsrI1wQlxH66lVW72DdA3MMzA6Cz+oAo0JmLsGVQdrqSwrIG84hrM0k1wU91aJf7UU089cbdGWX8LIfYyqRgXQmyacDhMX18fN27ckOrxPaatrY34+HgKCgoiHYoQYhsEAgEuX77M+Pj4E1WJR8Kv//qv84//+I9kZGQwOjoa6XCEEEIIIZ6IVI/vTJfOn+a7X/xT3vZsE2Wlj7aOXvRoaRmK49niWXbIS3CxgwWDIUbGJl9Oho8zu+gGtQG1wUZGTikFJdUUljeSkr5z1oQ7ya1V4iUlJeTl5e2o77Osv4UQ0UgqxoUQm0atVlNUVERKSspG9XhNTQ1xcY/eFkzsHIqi4HQ6KSwsjHQoQohtsJlV4tvN4/Hwwx/+EIDGxsYIRyOEEEII8eTWq8fX1+FSPb4zmC12UKlxe9yPfF+nW4fDHJCkuNgyC4vL9PUPcrN/mMGxOQKhtarw2Phsqo9WUVBaT15xDSaTKdKh7mq3VokfO3YMyw6bzS7rbyFEtJLEuBBi01mtVpqbm+nr66OlpYW8vDz27dsn1eO71MrKCsFgELvdHulQhBBbaCdUiff3999zB30oFOJDH/oQc3NzAPzqr/7qdocnhBBCCLFl7HY7R48e5fr165w+fVqqx6OcOTbu5Vbqjz4j3OnW4zAFtiAqsVcFAiGGR8dfnhU+xrzLA2ojaoONrOJjFBSvzQpPTsuMujXgbhQMBrl69SrDw8NRXSUu628hxE4liXEhxJa4tXq8q6uLqakpqqurpXp8F3I6ndjtdrngIsQuNjMzQ09PDzExMVFdJf4Xf/EXtLe38853vpOGhgaSkpLweDz09vbyxS9+ka6uLgCeeeYZ3vCGN0Q4WiGEEEKIzaVWqykpKdmYPb6+Dpfq8eizNmNci9vzGIlxj47suEe/nxC3mne66OsfpG9ghMGxOYJhDWhNWOPzqK3ZT0HpAfKKazAYDJEOdU+Zn5+nu7sbg8EQ9VXisv4WQuxUkhgXQmwpq9XKkSNHpHp8F1tYWMDhcEQ6DCHEFri1Sry0tJScnJyo3Kl+q6tXr/KJT3zinl8/dOgQ3/rWt6L+cQghhBBCPK716vEbN25w+vRp8vPzKSoqknV4FDGbzaDW43Z7H+l+noAaT0CNXSrGxSPy+4MMDY/RNzBE39A4TpcXNEY0BjtZpU9TWFJLQXkjiclpslaKgEAgwNWrV3fcLHFZfwshdiJJjAshttyd1eOTk5NUVFSQlJQU6dDEJpifn6e0tDTSYQghNpGiKExMTHDp0iUsFktUV4nf6uMf/zhFRUW88MILDA8PMzs7SyAQID4+nrq6Ot7xjnfwzne+UzpcCCGEEGLX02g0G9XjFy5cYGxsjIqKClJSUiIdmgC0Wi16gxm3Z/WR7ud067AZg+g0yhZFJnYLRVGYc7ro61urCh8enyeorFWF2xMLqautorCskZyiSqkKjyBFURgdHeXKlStYrdaorxK/lay/hRA7lUpRFHklJYTYNuFwmMHBQa5du0ZSUhLl5eWYTKZIhyUek9/v5yc/+Qmve93rZCElxC6xvLzMxYsXWVpaorS0lMxMmSMnhBBCCLGTKYrC8PAwV65cweFwUFFRQUxMTKTD2vM+/ee/jsk/yAf/yzse+j4XJy0oqKhMXd7CyMRO5fcHGRgaoa9/iL7BCRZX/KAxoDU5yM4vp6CkhsLyJuITk2WNFwVcLhe9vb243W4qKipITU2Vn4sQQmwDqRgXQmwrtVpNfn4+6enpXL58mZ/97Gfs27eP/Px82UG4AzmdTmJiYiQpLsQuEAwGuX79OoODg2RnZ3PgwAF0Ol2kwxJCCCGEEE9IpVKRk5NDWloaV69e5fjx4xQUFFBYWCjt1SPIHBPL6tKjtUR3uvXkJ7i3KCKx0yiKwuyci5t9/fQNjjAysUBI0YA2BkdyMfWN+ykobSCnqAK9Xh/pcMXLbm2bnpeXR1NTE1qtpGmEEGK7yDOuECIijEYjtbW1zM/P09vby8jIiLRX34GcTqfMFxdih7u1bbrZbKa5uRmbzRbpsIQQQgghxCbT6/VUVVWRlZVFb28vo6OjlJeXk5KSIlWKEWCOiWXWG3zo2wfD4PJqcZj8WxiViHY+X4CBoVFu9g/SNzjB0moANEa0Jgd5VfUUlNRSUNZAfGJypEMVd7izbfrRo0eJjY2NdFhCCLHnSGJcCBFR8fHxHD16lMHBQTo6OqS9+g7jdDrJzMyMdBhCiMe0vLxMb28vy8vLlJWVkZGRIRdFhRBCCCF2ubi4OI4cOcLIyAg9PT3ExcVJe/UIMMfEEgiGCARC6HQPrtxf9OgwaMOYdOFtiE5EC0VRmJ5x0jcwyM3+EUYnFwmrtKAxE59SRuOhagrK6skuKJeOX1Hs1rbplZWV0jZdCCEiSBLjQoiIu1t79aKiIgoKCqS9ehQLh8MsLi5SWVkZ6VCEEI/ozrbp9fX1chFFCCGEEGIPUalUZGdnk5qautFePT8/n8LCQmnpu03MMVYA3F4/Nt2DiwOcbh0OcwDJpe1+Xl+A/v5h+gaG6BuaYNkdBI0RnTmBguomCstqKShtJC4+IdKhigdYb5s+PDxMfn6+tE0XQogoIM/CQoiocbf26pWVldJePUq5XC7UarW0fRJiB9mOtumBQIDy8nJu3LjBN7/5Td7xjnds6vF3GrfbTU5ODrOzs7z00ks89dRTkQ5JCCGEEGLDne3Vx8bGpL36NjFbrIAa96oHW+zDJMb1JFqkjfpupCgKU9Pz3OwboG9wlLEp18tV4TEkpldRXlxFYVkjWfmlklTdIdbbpl++fBmbzcaxY8ce6/qZrK+3xre//W3e8Y53UFhYyKVLl9Dr9ZEOSQixjeQvqRAi6tzZXj0xMZHy8nLMZnOkQxO3WJ8vLhdLhNgZtqtt+uc+9zlu3LhBSUkJb3vb2x76fm9/+9v5zne+s/Hx4OAgOTk5d71tMBjk4sWLtLe309HRQXt7O1euXCEUCj3wvo9iaWmJH//4x3R0dNDZ2cn4+Dizs7N4PB7sdjulpaU8++yzfOADHyA+Pv6uxzCbzfz+7/8+H//4x/noRz9Kd3e3dEMRQgghRNS5W3v18vJyLBZLpEPbtcwWG6jUuD1uwHHf2yoKOD069iWtbE9wYsu53T76B9eqwvuHpljxhEBjRB+TSFHdYQpK6igoa8Aed//fDRF91tumezweqqqqnqht+v3W1zMzM/zkJz+ho6ODrq4uJicnmZubw+/343A4qKys5Bd/8Rd53/ve91CjMnp7e/nbv/1bTpw4wfj4OBqNhszMTN7whjfwu7/7u2RlZT3WY7hVV1cXzz//PKdPn+bSpUvMzMyg0+lIS0vj4MGDfOADH6C5ufmhjjU4OMhnP/tZXnjhBYaHhwmHw6Snp/PqV7+a3/7t36asrOye933rW99KaWkpV65c4XOf+xwf+9jHnvixCSF2DpWiKEqkgxBCiHvxer1cuXKFiYkJioqKyM/PR6N58OwtsfU6OjqwWq3s27cv0qEIIe4jEAhw48YNBgYGyMnJobi4eMvapq+srJCbm8vc3Bzf+MY3eOc73/lQ93vuued44xvfeNvn7pfc/u///b/z53/+5/c83mYlxl988UVe/epXP/B2CQkJfO1rX+O1r33tXb++srJCdnY2TqeTr3/967zrXe964tiEEEIIIbaK3+/n6tWrjIyMkJ2dzb59+zAYDJEOa9e50nOWb3/+T/jl19dTUVZ039su+zSc7I/n2ZIZ1LI3fUdSFIWJqbm1qvCBUcZnXCgqPWhjSE4vpKBkPwWlDWTll8h1rx3K7XZz7do1xsfHyc/Pp6io6Ikq/B+0vv7Sl77Eb/zGbzzwONnZ2Xzve9+jtrb2nrf5xCc+wV/8xV9wr1SR1Wrly1/+Mm95y1se7UHc4ujRo5w6deqBt3vve9/Ll770pftWcf/DP/wDH/7wh/H7795FQ6/X8+lPf5oPfehD9zzG17/+dd7znvcQHx/P4OCgdMQUYg+RinEhRFQzGo3U1NSQnZ3NxYsXGRwcpLi4mMzMTKm4iyBFUXA6neTm5kY6FCHEPYRCIQYHB7lx4wY2m40jR45setv0O/393/89c3NzZGZm8va3v/2h7rOyssJv//ZvA5CUlMTMzMwD73PrYt1oNLJ//35mZ2fp7+9/vMDvIzMzk6eeeora2loyMzNJTU0lHA4zNjbGd7/7Xf7t3/6Nubk53vzmN9PR0UFlZeUrjmGxWPjN3/xNPvnJT/I//+f/lMS4EEIIIaLaenv13Nxcrl69ygsvvEBBQQH5+flbtsFyLzJb7GsV4273A2/rdOuxmwKSFN9hVle99A8OcbN/mP7hKdzeEGhMGGKTKDlwjILSWgrKGrDa7JEOVTwBn8/HjRs3GBoaIi0tjaeffvqhKrQf5EHra5VKRWFhIceOHaO6upr09HRSU1Pxer0MDw/zta99jZ/+9KcMDw/z6le/msuXL5OamvqK43zyk5/kf/yP/wFAamoqf/iHf8jBgwcBOHv2LJ/61KeYmpriXe96Fy+99NLG1x7V+Pg4AGlpabztbW+jubmZrKwsQqEQra2t/PVf/zXj4+N89atfJRgM8vWvf/2ux/nmN7/JBz/4QQBsNhsf+9jHePrppzEYDHR3d/OpT32Kvr4+fud3fofExETe+ta33vU473jHO/ijP/ojxsfH+fznP88f/uEfPtbjEkLsPFIxLoTYMdZn4169ehWVSkVJSckTtSMSj8/tdvPiiy/y7LPPynwrIaKMoiiMjIxw/fp1dDodpaWlJCUlbflzZSgUIi8vj5GREf7oj/6I//N//s9D3e+jH/0on/nMZ3jmmWfIyMjgK1/5CnD/qu+f/vSnDA0NceDAASorK9Fqtfzar/3aQ933UR/Tg6o1fvCDH2zsmv+lX/olvve97931dpcuXaKiogKAF154gVe96lVPHJ8QQgghxHaYn5/nypUrrKysUFRURE5OjlS0boKZqUn+7n+8h6N12Tx1pOm+t+0et2LQhilNllbq0SwcDjM+OUtf/wA3B0aZnF3eqApPydxHYUk1BWWNZOQUyr+hXSAYDNLf309fXx/x8fGUlJRs2mb0h1lfB4PBB16T+/SnP81//a//FYDf//3f56//+q9v+/p6dbvP5yMtLY2Ojg7S0tJecZv6+nomJiaoqqqiq6vrsYqV3vjGN/K+972PX/7lX77r7//c3ByHDh3ixo0bAJw6deoVbdXdbje5ubnMzMxgsVhobW2lvLz8ttssLS1x+PBhLl68SEpKCn19fffcqPCxj32Mv/mbvyE7O5v+/n75dynEHiHZDCHEjqFSqTZ2Pw4PD9Pb20tfXx+lpaUkJCREOrw9xel0YrPZJCkuRBRRFIWpqSmuXr1KKBSitLSU9PT0bds89MILLzAyMgLAr/zKrzzUfTo7O/n/2bvP8Cqq9e/jv53eG2kkgfSQUKQ3UekKqFTBrqCiR7H3cjyox16xHPSgR8CGBQtgFwRUuoqAgoSQQgoEUgjpdT8v8mT+CSkkkGSHne/nunI5mVmz5p4dhNxzr1nrtddek6OjoxYuXKgnn3yyWec1NmV5a2tOUjx16lTFxsbq77//bnJauN69e6tPnz7atWuX/ve//1EYBwAAp40uXbrorLPOUmZmpnbv3q3ExETFxsYqJCSEgeqnwMXNXTLZq6io5IRts4vs1Tswvx2iQksVFBQpYX+KEhJTtP9ApopLqyRbJzl5BKrn0LGK7jlYkT0Hy92jbWfvQvupqqpScnKy4uPj5eLioqFDh7b6c8nm5NfNeSZ388036+GHH1ZBQUGD+eqHH36o0tJSSdVLlh1fFJek4OBgPfroo5o7d6527Nihb775Rueff35LbkeS9OWXXzZ53NfXVy+88IIuvPBCSdLy5cvrFca/+eYbY5a52267rV5RXKqe9v3FF1/U+PHjdejQIS1ZskTz5s1r8JqXX365XnzxRaWkpGj16tXt9qwBgGVR0QBw2rGxsVF4eLi6deum/fv3a8uWLfLx8VHPnj3bfJpgVMvJyZGPj4+lwwDw/2VlZWn37t0qKioy3uJp7+UmPv74Y0lSdHS08WZ0UyoqKjR37lxVVlbqn//8p2Jiml5XsSOrGX1eUtL0Q80ZM2Zo165dWrlypUpKSuTk5NQe4QEAAJwyk8mkwMBABQQEKDU1VXv27FFCQoLi4uIUEBBAgfwkODs7S7YOKipu+nfI0gqTCsts5eNc3k6RoSlVVVVKTTushP2JSkhK1cGsAsnGQbJzU1DoEA2O7afo3mcqODSSJQCtjNlsVnp6uvbs2SMbGxv17dtXgYGBbfL3X0vz68bY2dnJ0dFRBQUFDear27ZtM7YnTpzYaD8TJkwwtpcvX35ShfHmGDVqlLHd0FJpzY131KhRcnJyUklJiZYvX95oYXzAgAEKDw9XUlKSPvroIwrjQCdBYRzAacvOzk49evRQeHi44uPj9fPPP6tr166KjY1tlbV80LicnBxFR0dbOgyg08vLy9OePXuUnZ1trPtoqZkc1q5dK0kaNmxYs9q/+OKL+uOPPxQdHa0HHnigLUNrU3v27NEff/whSYqNjW2ybc1nU1RUpK1bt+qcc85p6/AAAABalclkUvfu3RUcHKzk5GRt375d7u7u6tmzJ4OnW8jW1lZOzm4qKj7aZLvcYnu5OVbKwY7VMC3lWH6hEvYnKyExRYkHDquk3CzZOsvFs6v6nNlXUT0HK6rnYLm6uVk6VLQBs9msw4cPa/fu3SovL1ePHj3UvXv3Nh0Q1NL8ujE//PCDsrOzJTWcr+bk5BjbAQEBjfZT+9j69etPKaamlJWVGdsNDSxpbrx2dnby8fFRRkaGNm7c2OS080OHDlVSUpLWrVt38oEDOK1QGAdw2nNwcFDv3r0VERGhvXv36scff1RoaKhiYmJ4G68NVFRU6NixYzz0ACyoqKhIe/bsUUZGhsLCwtS/f385OjpaLJ60tDQlJydLkgYPHnzC9klJSXr00UclSQsXLrRo7CejqKhI6enpWrVqlZ599llVVlZKqp7KrSlDhgwxtn/++WcK4wAA4LRla2uryMhIde/eXQkJCdq4caP8/PwUFxcnDw8PS4d32nBx9VBRcWaTbbKLHHhbvJ1VVlYpNe2Q9u1PUkJSqjKzCyUbR5ns3RUccaaiYvsrqtdQBXWL4K1wK5eTk6Pdu3fr2LFjiomJUXh4eJuvQ93S/Pp4+fn5Sk1N1ccff6wXX3zR2H/rrbfWa1v7xaK8vDx16dKlwT7z8vKM7eTkZBUVFcnFxaXFsZ1I7aJ7Q4X84+NtjNls1rFjxyRVF9sTEhIaHcg+ZMgQffjhh0pKSlJ6erqCg4NPNnwApwkK4wCshouLi/r376/IyEjt2bNHq1evNt6gtLe3t3R4ViM3N1dOTk7V074BaFelpaWKj49XcnKygoODNXbs2DZJRltq48aNxnb//v1P2P4f//iHioqKdOmll542a20vWbJEc+bMafT43Xffrcsvv7zJPry9vY1p2mp/ZgAAAKcre3t7xcXFGTO5rV+/XsHBwYqNje0Qv6d2dC5u7srLrWiyTW6Rvbp5FbdTRJ1X3rFCJexP0r79KUpKPaLSCkm2znL1Clbfs6rfCo+MGyQXZijsFI4dO6a///5bhw8fVmRkpIYOHdpuzxZbml9L0iOPPGIMPj+era2tXnjhhXrrdUtSXFycvvjiC0nVRenp06c32Eft9cnNZrPS0tJafTm0qqoqPf3008b3s2bNajDeGuvXr9fAgQMb7Gv79u0qKCgwvj9w4ECjhfHafWzcuFEzZ85scewATi8UxgFYHQ8PDw0dOtQY1ZmUlKTo6GiFhYVZbIpha8L64kD7KysrU2Jiovbv3y9fX1+NHDmyQ72Jk5aWZmz7+/s32fa9997T999/L09Pzzqj109X/fr10xtvvKGhQ4c2q72/v7+SkpLqfGYAAACnOycnJ51xxhnGQPU1a9YoODhY0dHRcnd3t3R4HZaLi7sOFpfLbDY3OC1zVVX1VOp9g45ZIDrrVlFRqQNpB6uL4YnpOpL7/98Kd/BQSNQIRccNUFSvYeoaEtamU2ajY8nNzdW+ffuUmZmp7t27a9y4ce0+G2VL8usTGTt2rF555RX17NmzweNTpkzRU089JUl67LHHNGnSpHr3W1JSoscee6zOvvz8/FOKqyEvvfSStm7dKkmaNm2aBg0aVK/NpEmTZG9vr/Lycr344ou66qqr5OvrW6dNVVWVHnrooWbHW/szJk8HOgcqRACslo+Pj0aMGKHDhw/r77//Vnx8vCIiIhQRESEHBwdLh3faysnJaXIdHwCtp7i4WPv371dycrK8vb01bNiwRqc2s6QjR44Y297e3o22y8nJ0Z133ilJevLJJxUYGNjmsbWWqVOnGol5zc/l448/1ueff67LL79cCxYs0AUXXHDCfmoGFtX+zAAAAKyFq6urBg0apIKCAu3bt0/r1q1TQECAoqOjm/w9sbNycXVXZZVZZWUVcnSs/zbq0RI72dmY5eZQaYHorE/u0Xwl7E9SQuIBJaUeUVmlSbJ1lpt3iPqd3U/RvYYoInaAnJntoFMxm83KysrSvn37lJOTo9DQUI0bN85iMyU2N7+u7aabbtJFF10kSSosLNSePXv0zjvvaM2aNbr00ku1aNGiBgdzDx06VJMnT9bKlSu1Y8cOjRw5Uk8++aSGDx8uSdq0aZMefPBB7dixQw4ODsYa4MXFrTuLxfr163X//fdLqi5Uv/766w22CwkJ0Y033qhXXnlF6enpGjFihJ599lmNHj1aDg4O+uOPP/TII4/ou+++a3a8tV/+IU8HOgcK4wCsmslkUkBAgPz9/ZWVlaX4+HglJCQoLCxMkZGRTAfeQmazWTk5OXWmLgLQ+goKCpSQkKDU1FT5+/trxIgRHfpBYk5OjrHdVJx33nmnjhw5osGDB+sf//hHe4TWary8vOTl5WV8P3jwYF1yySV69913dfXVV2vKlCn63//+p9mzZzfZT83nk52d3YbRAgAAWJabm5v69++v2NhY7d+/Xxs2bJCPj4+io6Pl6+vLG7j/n4ubhySziopLGyyM5xQ5yMelXHxcJ6eiolLJB9KVsD9ZCUnpyjpaJNk4ysbRU916jFRUbH9F9x6ugKBu/JnshMxmsw4dOqT4+HgVFhYqIiJCAwcOlKOjo0Xjam5+XZu/v3+dN5+HDh2q2bNn64knntA///lPjRo1SitWrNC5555b79ylS5dq4sSJ2rx5s7Zu3drgcmeDBw9W7969tXjxYklq1ZlA/vrrL02bNk0VFRVydHTUxx9/3OQLOc8995ySkpK0atUqxcfHa+rUqfXaREREaPr06Xr++edPGG/tz5g8HegcKIwD6BRMJpP8/Pzk5+en3NxcxcfHa/Xq1erWrZuioqLk5uZm6RBPC/n5+TKbzR1qCmfAmuTl5Wnfvn06ePCggoODO9yU6Y2pPdVacXFxg0nnjz/+qKVLl8rW1lb//e9/ZWNj054htpkrr7xSX375pT7++GPdfPPNmjJlSpMPL2pGqjMwCwAAdAbOzs7q3bu3oqOjlZSUpG3btsnV1VUxMTEKDAzs9MVIF1cPyWSjouJieXvVfy6RU2wvb+cyC0R2+srJPaZ9CYlKSDyg5PRslVeaJFsXefiGacCovorqWf1WeHtPj42Oo6qqSmlpaUpISFB5ebkiIyMVGhrabmuIn0hz8uvmeuihh7Rq1Spt2bJFc+fO1f79++stM+nl5aX169dr4cKFevPNN7V7927jWGBgoObOnauHHnpIl19+ubG/tQbuJyUl6dxzz1Vubq5sbW21bNkyjRw5sslzHBwctGLFCi1dulSvvfaatm/frqqqKuNerrzySv373//Wv//972bFW/ttcvJ0oHOgMA6g0/H29tbQoUN17NgxJSQkaO3ateratauio6Pl6elp6fA6tJycHHl7e1tNQQvoKLKzsxUfH6/s7Gx1795dY8eOlctpNH2fn5+fsZ2Tk9Ng4v7MM89IkgYNGqS9e/dq79699dokJSUZ26tWrTL6veSSS1o75FY1ZcoUffzxxyosLNQ333yjyy67rNG2NaP/a39mAAAA1s7R0VGxsbGKiopScnKydu7cqT179igqKkohISGdNsd0cfOUTLYqKqw/za/ZLOUU2SvSp8gCkZ0+yssrlZySrn37E5WQnKGcvGLJxkm2Tl7qHjdaUbEDFNVrqPy7hnT6gRidXWVlpVJSUpSQkCAbGxtFRUWpW7dusrW1tXRodTQnv26JyZMna8uWLTpw4IC2bt2qM888s14bBwcH3X777br99tuVl5enw4cPy83Nrc4App07d0qqfvs6JCTklGKSpIyMDI0bN04ZGRkymUx6++23NW3atGadazKZNHv2bM2ePVsFBQXKzMyUg4ODgoKCjJ9nTbySGl1jXar7hj55OtA5UBgH0Gl5eHhowIABio2NVUJCgn7++Wd16dJFMTExHXIN344gJyenzto7AE6e2WxWZmam9u3bp2PHjik8PFz9+/c/Ld9cqJ085ubmKjQ0tF6b0tJSSdKWLVt06aWXnrDPW2+91dju6IXx2vefkpLSZNvc3Nx65wAAAHQWdnZ2ioqKUnh4uFJTUxUfH6+///5bUVFRCg0N7XAFqrbm4uYlyUZFxfWL30XlNiqrsJGXc3m7x9WRmc1mZeccU8L+JO3bn6KUjBxVVNlIds7y9I3UoIH9FNVziMJ79LP4lNjoGMrLy5WUlKTExEQ5OjqqV69eCgoK6rADJZqTX59sfykpKQ0Wxmvz9PSs9+JQZmamEhISJFVPq36qg5mysrI0fvx4JSYmSpJeffVVXXXVVSfVl5ubW72ZQMvKyrR161ZJ1dOq+/r6Nnp+TY4ukacDnQWFcQCdnouLi8444wz16NFD+/fv1+bNm+Xh4aHo6GgFBAR02F+ULSEnJ0d9+vSxdBjAaa2qqkoZGRnat2+fSktLFRERoWHDhnWYadtORu2/F+Lj49WvXz/LBWMB6enpxnZTS3NUVVUZiT9/lwIAgM7M1tZWYWFhCg0NVUZGhuLj4xUfH6+IiAiFh4ef1r8bt4SLm3f1G+NF9d8YzylykKdzhWw758v0dZSVVSgpJa26GJ6UoaP5pZKto2wdvRXaa6yiew5QVK9h8vXvyjMcGEpKSpSYmKikpCR5enqqf//+8vf37/B/Rlo7v25uvtqUZcuWyWw2S5JmzZp1SvHk5eXpvPPOM6Zsf/rppzVv3rxT6vN4X3/9tfLy8iSdON74+Hhjmzwd6BwojAPA/+fo6KiePXsaa5/98ccfcnR0VHR0tIKCgjrt1G41SkpKVFhYyBvjwEmqqKgw1jGrqqpSdHS0unfvbhVvxQwaNEjOzs4qLi7Wtm3bGkw8161bd8J+Zs+eraVLl0qqnlY9LCyslSNtG5988omx3VQivXv3bhUUFEiSzj777DaPCwAAoKMzmUwKDg5WUFCQDh8+rH379ik+Pl7dunVTeHi4PDw8LB1im3Jx96peY7zBwri9urh0zvXFzWazjmTlKWH/fiUkpSolPUeVZlvJzkXe/jEaPKSfonsNVVjMGXJwcLB0uOhgcnNzlZSUpPT0dPn5+WnYsGGn1cyQzcmvm6uqqkqffvqp8X3v3r1b3MexY8eMpdG8vLyaXDrsRIqKinT++efr999/l1S9Bvp999130v01pKKiQvPnz5ck2dvba+7cuU2237Ztm6Tq9cUHDhzYqrEA6JgojAPAcezt7RUTE6PIyEgdOHBAf//9t/7880+FhYUpLCzstJzmuDXk5ubK3d2904zcB1pLYWGhkpOTlZKSImdnZ/Xo0UPBwcFWNdjGwcFBQ4YM0fr1643pyk4HYWFhxtTnNaPfa1uyZIkuueSSJv/ef+mll/T1118b/Z111lmNtq392VAYBwAA+D8mk0kBAQEKCAgwilrr16+Xj4+PIiIi6qxza01cXN0kG3sVFTdQGC+2Vw/fQgtEZRmlpeVKTE5Vwv4kJSQfVF5BmWTrJDtnb4Wfca6i4gYouvdw+fh2/Dd+0f4qKyuVkZGhpKQkHTt2TN27d9eoUaNOeX1uS2hufv3mm2/qmmuuaXSwfVVVle666y79+eefkqSzzjpL4eHh9dodPHhQvr6+DT7vy8/P14wZM3To0CFJ0vPPP9/oZ3qi/LqsrEzTpk3Thg0bJEm33XabHn/88UbvrzFZWVlycXGRi4tLg9e47rrrjPXF77vvPkVERDTZX81nPHToUAbaAJ0EhXEAaIStra3Cw8MVFhamw4cPKzExUfv27VPXrl0VEREhb2/vTpWMsb440Hxms1lHjhxRUlKSDh8+rMDAQA0ZMkRdunSx2r83zj//fCNxz8/Pb9MHEAUFBVq+fHmdfTXrnUnS8uXL66wh1q9fv5Oafu6RRx7RXXfdpRkzZuiss85SZGSk3NzclJ+fr127dun99983knoHBwe9+eabsrNr/NfrNWvWSJJ69ux5yuvEAQAAWCtvb295e3urV69eSklJ0c6dO7Vr1y6Fh4crNDTUqgoXTk5OMtk6qqi4tM7+8kqTjpXYydvFetcXN5vNOnwkV/v2Jyph/wEdOJirKpO9ZOuiLoE9NXR4X0X1Gqaw6N4M0EejiouLjYHodnZ2ioiIULdu3U77PzPNya+vv/56Pfroo7rooos0bNgwhYaGysXFRbm5udq+fbuWLFliFIg9PDy0cOHCBq/1/vvv6/nnn9fVV1+tkSNHqmvXrjp27Jg2b96shQsX6sCBA5KkOXPm6Nprrz3pe7r00kv1/fffS5LGjBmja6+91ijaN8TBwUExMTH19q9bt05z587V5ZdfrnHjxql79+4qKirS9u3b9cYbbxhTtJ977rl6+OGHm4wpPz/feGP8/PPPP9lbA3CaMZkbGr4DAGhQQUGBkpKSdODAAbm6uioiIkLBwcFWMRXyifz8888KDQ1V9+7dLR0K0GGVl5crNTVVSUlJKi8vV2hoqMLCwuTs7Gzp0Npcenq6QkNDVVlZqaVLl+qqq65qcR/NnUo9OTm5wZHujZk/f74eeeSRevtPNKK99vGmhISE6O2339b48eMbbVNUVCR/f38VFhbqqaee0v3339/s+AEAADqzqqoqHTp0SElJScrJyVFwcLDCwsKsZrD6sw9cLj/HbM25Yrqx73CBg3ZkeGh8TJYFI2t9JaXlSkxM0b79yUpIPqj8onLJ1kn2Lr4Kj+6jqJ4DFNVzqHx8/S0dKjqwmoHoycnJyszMlJ+fnyIiIuTn52cVfydIzcuvm3uvcXFxeu+99zRgwIAGjz///PO65557Gj3fzs5Od911l5588skmZ747UX7d0p9NaGiokpOT6+1fvny5Zs6c2eS5s2fP1uuvv37CWT+XLl2q2bNny9bWVikpKQoODm5RjABOT7wxDgAt4Obmpj59+iguLk6pqalKSEjQn3/+qe7duys0NPS0nKKpOSorK3X06FH179/f0qEAHdLRo0eVnJystLQ0ubu7KyYmRkFBQZ1i0EyN4OBgTZkyRZ999pnef//9kyqMdzRr1qzR6tWrtXbtWu3Zs0eZmZnKzs6Wk5OTAgIC1K9fP11wwQWaNWtWg9O41bZixQoVFhbK0dHxlEbZAwAAdDY2NjYKCgpSUFCQjh07puTkZG3atEkuLi4KCwtTSEjIaf12qIurp4qOZdTZl1NkLx8rWF/cbDbrUGa2EvYnaV/iAaUdylOVyU6ydZVvUB/1juunqJ5DFRrVq8mZlwBJKi0t1YEDB5SSkqLy8nJ1795dY8aMkaurq6VDa3XNya937typH3/8UevWrdO+ffuUmZmpo0ePysXFRUFBQRowYICmTZumKVOmNPl35PTp01VSUqIff/xR+/fv1+HDh+Xo6KiQkBCde+65uvbaa9WrV6+2vN0WOfvss/Xcc8/pxx9/1N9//63MzEzj34nRo0dr9uzZGjZsWLP6+uCDDyRJkydPpigOdCK8MQ4Ap8BsNisnJ0fJycnKyMiQj4+PwsLC1LVrV6taPzgnJ0dbtmzRhAkTrGb0LXCqKioqlJ6eruTkZOXn5yskJERhYWHy8vKydGgWs3nzZg0fPly2trZKSEho9I3vzmjcuHFas2aN5s6dq0WLFlk6HAAAgNOaNf0u/vZL9yo7eaPuueX/Cl8bk73U1aNU4T711x7v6IqLS7U/6YAS9icrIfmQCorLJVtnObj6Kjymj6J7DlJUz6Hy8uli6VBxGjCbzcrOzlZycrIOHjxoPHcLDAy0+oHo5NdtKyUlRZGRkaqsrNQvv/yiESNGWDokAO2EwjgAtJLS0lKlpqYqOTlZFRUVxlvk1jByNSEhQdnZ2Ro6dKilQwEsruYtldTUVKt5S6U1TZo0Sd98842uv/56/fe//7V0OB1CzQMNBwcHxcfHs744AABAKzp+9qZu3bopODhYjo6Olg6tWT5889+K//UrPXz3HJlMJpnN0td/++mssFx5OldYOrwTMpvNyjiUpYSERCUkpSotM09mk71k5yr/oGhFxfVTdK9h6hYRy1vhaLbi4mKlpaXpwIEDKi0ttfqZGhtDft12brjhBi1atEjnnnuuvvvuO0uHA6AdURgHgFZmNpuVlZWl5ORkHTp0SD4+PgoJCVFQUNBpWzjbsmWLfHx8FB0dbelQAIsoLS1Venq60tLSlJeXZ3XrGramXbt2qX///rKxsVFCQoK6d+9u6ZAsbuLEifr2229111136fnnn7d0OAAAAFapvLxc6enpSk1NVW5urvz9/RUSEqLAwMAOXZBd+cEC/b5ume679Uo5Ozkor8ROPyd56/zYI+qoqUZRUakSEpOUkJii/SmZKiyulGyd5Ojmr4iYPorqOUhRvYbK08vb0qHiNFJeXq6MjAylpaUpOztbvr6+6tatW6dbpqw28uu2kZaWpsjISFVUVOj3339X3759LR0SgHbUcX8rBIDTlMlkkp+fn/z8/FRSUmJM77Zz504FBASoW7du8vf3P21+qTebzcrNzVVUVJSlQwHaVUVFhQ4dOqTU1FQdOXJEPj4+6t69u4KCguTg4GDp8DqsPn36aMmSJUpISNCBAwc6feJeVFSkYcOGadiwYbrjjjssHQ4AAIDVsre3V1hYmMLCwlRUVKS0tDTt3btXf/zxh7p27apu3brJ19e3wy175uLqIUkqKiqRs5ND9frizuUdqiheVVWljENZ2pewXwmJaco4ckxmk4Nk56rAkAHqH9dPUb2GqVt4j9PmWQc6hsrKSmVmZiotLU2ZmZnGrA8DBw6Uk5OTpcOzOPLrtnHgwAE98MADioiIoCgOdEK8MQ4A7SQ/P19paWlKS0tTeXm5goKCFBISoi5dunToN04LCgq0du1aTZo0iQQXVq+qqkpHjhxRWlqaDh48KBcXF4WEhCgkJEQuLi6WDg8AAABAC5jNZuXl5Rm5uCQFBwcrJCREXl5eHSIX37j6U33/yQu69rJJ6hbsr9/SPOTqUKlY/0KLxlVQUKz9SSnal5Cs/QcyVVxaJdk6yckjUJExZ/z/t8KHyN3D06Jx4vRTs254WlqaMjIyZG9vb+TdnW2qdABA++ONcQBoJ+7u7oqLi1NsbKxyc3OVmpqqbdu2ydbW1kgAPDw8LB1mPTk5OfL09KQoDqtlNpt19OhRpaWlKT09XSaTSSEhITr77LPl4eHRIR6WAQAAAGg5k8kkLy8veXl5qVevXsYg2I0bN8rJycnIxV1dXS0Wo4ubp2SyUVFRkSQpp8he3bxK2j2OqqoqpaUfVsL+JO1LTNXBrHzJxkGyc1PX7oM1OK6/onoNU0hYdId76x6nh2PHjhmDVCorKxUUFKRhw4axRBkAoF1RGAeAdmYymeTj4yMfHx/16dNHhw8fVlpamn766Se5ubkpJCREwcHBcnZ2tnSokqTc3Fx16dLF0mEAra6wsFBpaWlKTU1VaWmpgoKCNHDgQPn6+pKUAwAAAFbGZDLJ399f/v7+qqioMKZv3rt3r7y8vIy1jB0dHds1Lhc3L0nVhfGSchsVldvK27m8Xa6dn1+khMRkY63wknKzZOssZ49A9R4+XtE9Byuy5yC5uXe8Qfw4PRQXFys9PV2pqakqKChQ165ddcYZZ8jf358BFgAAi6AwDgAWZGNjo8DAQAUGBqq8vFwHDx5UWlqadu/erS5duigkJESBgYHtnpjXlp2drdjYWItdH2hNxcXFxv9neXl58vf3V1xcnAIDA5kVAQAAAOgk7OzsFBwcrODgYJWWliojI0NpaWnatWuXfHx8jDzdzc2tzWNxcfeSTLYqKipWTrG9PBwrZG/bNitfVlZWKTXtkBISk5SQmKZD2QWSjaNM9m4KChuuqNh+iu49TEHdIyla4qSYzWYdO3ZMhw4d0qFDh5SXlydfX19FRkaqa9eusre3t3SIAIBOjsI4AHQQ9vb26t69u7p3766SkhKlp6crOTlZO3bskLe3t5GYt+d6S+Xl5crPz5ePj0+7XRNoTQ0l5T4+PurevbuCgoLk4OBg6RABAAAAWJCjo6PCw8MVHh6u4uJiI3fYs2ePXFxcjFzcx8enTWaWcnHzri6MF5cop8hePi6t+7b4sfxC7UtIUkLiASUeOKzSiuq3wl08g3TGiL6K6jlIkXGD5doOgwBgnaqqqpSVlWX8v1NWViZ/f3+FhYVZ/GUPAACOR2EcADogJycnRUZGKjIyUsXFxcrMzNShQ4f0999/y9nZuU5i3pajuHNycuTq6ionJ6c2uwbQ2iorK5Wdna2DBw8qMzPTSMrDw8MVEBBAUg4AAACgQc7OzkaRvLy8XEeOHNGhQ4e0detWSVJAQIACAwPl5+fXam++uri6Sjb21W+MF9kr3Kf4lPqrrKzSgbSD2peQqISkdB3OKax+K9zBXSFRIxQV209RvYYpqFsES0jhpJWVlRnPqg4fPiw7OzsFBgaqb9++8vX1ZUY2AECHZTKbzW0zNw8AoNVVVFQYifmhQ4dkNpuNxNzf37/Vp6Tas2ePioqKNHDgwFbtF2htpaWldZJye3t7BQYGqmvXrurSpQtJOQAAAICTZjablZOTY+TiRUVF8vX1NfJxFxeXU+r733dMV6R/ldx7z9HYqGy5OlS2qI+jeQVK2J+kfftTlJR2RGUVJsnWWW7ewYqK7auonkMUETuguggPnKSCggLj/4GcnBx5eHgYL254enoy0AIAcFqgMA4Apymz2azc3FwjKSkoKJCvr6+RlJxKYl5jw4YNCg4OVlhY2KkHDLQis9lcJynPzc2Vh4eHunbtqsDAQHl4eJCUAwAAAGgTBQUFxsDc7OxseXh4GEVyT0/PFs/s9vxDV8nenKceI67WeTFZOlEqU1FRqZTUg0rYn6h9ienKOlok2TjKxtFTIWE9Fd1zgKJ6DVVgcCh5EU5aVVWVcnJyjD/rNQNCap47OTs7WzpEAABajKnUAeA0ZTKZ5OPjIx8fH/Xs2VOFhYU6dOiQDh48qD///FPu7u4KCAiQn5+ffHx8WvzGbFVVlXJzc9WnT582ugOgZcrLy5WTk2PMmlBcXCw/Pz9169ZNgwYNIikHAAAA0C7c3Nzk5uamyMhIlZWV6fDhwzp06JA2bdoks9msLl26yNfXV126dGlWodzFzVMHM/I13Lm80aJ4Tm6+EvYnKSExRUlpWSqvrH4r3L1LqPqP7KvoXkMVETuApdBw0mqeA2VlZSk7O1s5OTmys7OTv7+/4uLi5O/vLzs7ygkAgNMb/5IBgJVwdXU11iWvScwzMzP122+/qby8XN7e3vL19ZWvr6+8vb1PWCg/duyYTCaT3N3d2+kOgLoqKiqUk5OjrKwsZWVl6ejRo3J2dpavr6969eolPz8/knIAAAAAFuXg4KCQkBCFhITIbDYrLy9P2dnZysrKUnx8fLMK5S6ubsopspGPS7mxr7y8UskH0pWwP1EJSRnKziuWbJxk4+ip7rGjFBXbX9G9h8u/awhvheOkNFQIt7W1la+vr7p27arevXvL3d2dP18AAKvC02QAsELHJ+aFhYVGopOcnNysQnlOTo58fHxIgNBumiqEh4WFydfXt1WWCAAAAACAtmAymeTl5SUvLy9FRkbWK5Tv3btXkuoVyp1d3HS0yEZVxUe0ees+JSSmKDk9WxVVtpKdszy6RGjggH6K6jlYEbED5OjoaOE7xemIQjgAAKwxDgCdTu1Cec1XeXm5fHx8jOTc29tb27dvl7u7u3r06GHpkGGlGiuE1/w5pBAOAAAAwJocXyjPysqSJP258zf9seMvdXM5KCcHG9k7eap7ZC9Fxw1UVO9h8gsIoliJFquoqFBeXl6DhfCagRkUwgEAnQ2FcQDo5BorlEtScHCwQkJC5OnpyYh0nLKSkhIdPXrUKIZTCAcAAADQmdUUylf/8J3WrVsnX18/+QcEKjo6Wn5+fvLy8pKnp6c8PDxOuBwaOreKigodO3ZMR48eNb4KCgpkb29vFMF9fX0phAMAOj0K4wCAOsxms7Kzs7VhwwZ17dpVx44dU2FhoZydnY2kvGZquI5WLM/OztZTTz2lr776SsnJySopKZEkvfTSS7r99tstG1wnYjabjSJ4Xl6ekZSXlpbKzc2tzjT+FMIBAAAAdHZ//PGH7O3t1bNnTxUVFdUpbubl5amiokIeHh518nFLF8vJvy2n5k3w2jl3fn6+HB0djT8jNf91dnamEA4AQC2sMQ4AqMNkMqm0tFSenp4aMmSIJKm8vLxOUp6amqrCwkI5OTkZSXlN4uXk5GSRuPPy8jR8+HDt27fPItfvrGoXwWsn5aWlpXJ3d5enp6f8/PwUHR0tT09P2dnxqwcAAAAA1Jadna2ePXvKZDLJ1dVVrq6uCg4OllSdc9Uulh88eFB79uxRRUWF3N3d6+Tjnp6e7VIsJ/9uP7WL4DU5d00RvObn3rVrV3l5ecnJyYkiOAAAJ8DTaQCAJBnJ0/z58zVjxgz5+PgYx+zt7eXn5yc/Pz9jX3l5eZ3krKFieU1i3h7J2X/+8x8jKb/33nt14YUXysvLS5LUtWvXNr12Z2E2m1VcXFzvTfCysjLjgQxFcAAAAABoWu38+8EHH1RBQUGdHPz4to0Vy2vystrFchcXF7m5udX5cnV1bdW8nPy7ddXk2gUFBSooKFBhYaGxXVRUZBTBvby8FBQURBEcAIBTwBNrAEA9OTk5ioyMbLJNzTpVvr6+xr7axfK8vDylpaWpoKBAtra2RjJeOzF3c3OTg4NDq8S8evVqSdKgQYP0zDPPtEqfnZHZbFZZWZmRhNdOygsLC2U2m+Xm5iYvLy8FBASoR48e8vDwoAgOAAAAACchNzdXrq6uLVqqrHaxPCgoSNL/FVfz8/ON/C0jI0OFhYUqKioy8vLjc3M3NzfZ29u3KGby75arybVrF71r59tms9kY1ODq6qrAwEDj5+Ps7Gzp8AEAsBo8xQYA1FFVVaW8vLxGR6s3paFieWVlZZ3CakFBgbKyslRYWKjS0lI5ODg0mJi7urq2aAq49PR0SVJMTEyL4+6MKioqGhyNXlBQoIqKCjk5ORk/Bx8fH3Xv3t148GJjY2Pp8AEAAADAKmRnZ59U/n08k8kkFxcXubi4KCAgoM6x5ublbm5ucnFxkZOTU50vBweHOm8nk3/XZzabVVpaqpKSEpWUlBjbtT/z8vJycm0AACyMwjgAoI6SkhI5Ojq22ohkW1tbeXh4yMPDo96x8vLyOsXZY8eOKSMjQwUFBaqsrJSzs7NcXV3l7OxcLzF3dHSUk5OTUTwvLS2VpBaPdLdGFRUVdRLx2l/FxcUqLCxUSUmJ7Ozs6gxGCAwMNAYo8AY4AAAAALS93NxcY4r0ttKSvLymaF6TQ1ZUVMhkMhk5uJOTkyZPnqwDBw4oOjpahw4dqpOnW9v03lVVVfVy64Zy7bKyMpnNZtnb29d5dlE713Z1deWZBQAAFmYym81mSwcBAJa2YcMGLV68WD///LMOHjyoqqoqhYSEKDY2VtOnT9fUqVMbTCAladWqVVq6dKk2b96sI0eOyM3NTTExMZoyZYpuvvlmubm5NXjeI488okcffVRS9cjixqxbt06jR4+WJK1du1ajRo2qc3zUqFFav369Ro4cqXXr1ik9PV0vvPCCVq5cqfT0dLm4uGjQoEG6/fbbNXHixHr9h4WFKSUlpcnP5+qrr9aSJUsajOecc87RkiVL9O6772r37t06cuSIrrrqKt15553q27evJOnpp5/Wfffd1+Q1Xn31Vd16662SpF9++UUDBw40kvPayWdxcbFKS0tVWloqs9ms/Px85ebmKjc3Vzk5OfW2o6KitHz5ctnZ2WnOnDlaunSpQkNDlZycrIMHD2rBggX68ssvdeDAARUUFDT4GXcEZrO50YL38d/XPLioPYDg+MS8Zhp7a3toAQAAAKBjI//uWPn3hg0bdOaZZzbatqKiQqWlpdq0aZPmz58vb29veXt7y8fHRz4+Psb3Hh4eqqqqkrOzsxwcHJSSkqIDBw7IxsZGkyZNUllZmbZv367du3fr0KFDysvL0z333KO+ffvKzs5Otra2srOzM75MJpPxJemEuavZbDZ+tmazWVVVVaqsrFRFRUWDX00dq/kqLy83BuE7OjrWy68b+r4lM98BAID2x+tgADq14uJiXXvttVq2bFm9Y3v37tXevXu1YsUKzZ8/X4888kid4yUlJbrsssv0+eef19mfk5OjzZs3a/PmzXr11Vf11VdfqV+/fm14F//nl19+0dSpU5WdnV0nzu+//17ff/+9nnvuOd19992tdr2SkhKdd955xvpitZ1xxhkaPHiwtm3bpsWLF58wMV+8eLEkqUePHhoxYoQkycnJqc607LWZzWatXbtWd9xxR51k3NvbWz179jT2denSRV9//bUk6YILLtDIkSNVUVGhr776Sn/99Zfs7e01ceJEFRcXq7i4WCUlJdq3b1+dhNzOzk42Njb1kvKGEvTaifjxiXntxLulCXplZaUkycbGpl4S7u7uLj8/vzr7KHoDAAAA6EjIv09NW+XfTRXFJdXJizdu3NhkuwkTJmjp0qUqLy/XmjVrtGXLFgUHBys3N1fLly83CudRUVFydnZWWVmZ/vrrrzp5cFVVVZPx1M7Fa+fcjbGxsamX3x9fhLe3t5ezs7NxzN7eXra2tnJwcDDybKY5BwDAOlAYB9BpVVVVacqUKfrhhx8kSdHR0brppps0aNAgubi46ODBg9q4caM+/vjjBs+/+uqrjaS8b9++uuuuuxQXF6ecnBx9+OGHWrJkiTIyMjR27Fjt3LmzzadGO3jwoKZNmyZbW1s9/fTTOuuss+Tg4KBffvlFjz32mI4ePaoHHnhAEydOVK9evYzzvv/+e5WVlalPnz6SpEmTJunBBx+Up6en0cbb27vBa953333auXOnJk+erNmzZys0NFSZmZk6duyYJOm6667Ttm3btHfvXm3atEnDhw9vsJ8dO3Zo+/btkqRrrrmmWfdrMpk0dOhQrVy5UpJ03nnnKSMjQ1OmTNEtt9xitHNxcVG3bt1UUVGhe++9V999950CAgLk7u6uqqoqTZw4UbGxsbKzs9ORI0fk5OSkvLy8RgvTxxe+a283NqK95r/HJ9+1v2on4Y21qT1yHgAAAABOF+Tf1Y7Pvy+77DJNmjTJeNtb6pj5tyQNHjxYu3btklQ3/3788ceNNjXrZkvV65CvWbNGXbp00erVq3Xs2DHddtttGj9+vFxcXLRr1y5FR0erR48eda5TVVWlioqKejl3zX9r599Sw4PWTSaTbGxsZGtrS0EbAADUQWEcQKf16quvGkn5tGnTtGzZMjk6OtZpc/755+vf//63Dh06VGf/V199ZSTsY8eO1ddffy0HBwfj+Lnnnqvhw4fr+uuvV05Oju6880599NFHbXo/8fHxCg0N1YYNG+o8BBg8eLAGDx6sc845RxUVFVq0aJFefvll43hMTEydfjw9PTV8+PBmJY87d+7Uww8/rMcee6zB45deeqnuvPNOFRYWavHixY0m5m+//bak6hHmV1111QmvW8PV1VW9e/eW9H9ri3t5eRn7arO3t1d+fr727dunffv2yc3NTb/88kudBxAAAAAAgNZH/l3t+Py7Zur144vDDTmd8u/asrOzG8y/Bw8e3GB7GxubOj9fAACA1sSQOQCdUlVVlZ577jlJUnBwsN555516SXkNGxsbBQUF1dn3n//8R1J1Mrh48eIGk7a5c+dq3LhxkqTPPvtMBw8ebM1baNCrr77a4Mj4s846S0OHDpUk/fzzz032ERQU1OwR1TExMZo/f36jx93d3XXxxRdLkj766CMVFRXVa1NWVqYPPvhAUvXb6oGBgc269qm69957KYoDAAAAQBsj/26cj4+PQkJCmnU98m8AAIBTR2EcQKf0xx9/KD09XVJ1Au3m5tbscysqKrR+/XpJ0vjx49WtW7dG286dO9c4Z926dScfcDN4eXnp/PPPb/T4wIEDJUmJiYlN9tOSz+Liiy+Wra1tk22uu+46SdKxY8f02Wef1Tu+atUqZWVlSWrZNG6n6vLLL2+3awEAAABAZ0X+3ThnZ2e5uro265rk3wAAAKeOwjiATqlmPS1JOuecc1p0bmJiojHyumYUeGNqH//zzz9bdJ2Wio6ObvJN75p1vvLz81vtmmecccYJ2wwfPtxYU23x4sX1jtfsCwgIaPLBQmtyc3NTREREu1wLAAAAADoz8u/WQf4NAABw6iiMA+iUakZIS1LXrl1bdG5OTo6xHRAQ0GTb2tOS1T6vLbi4uDR5vCZpr6qqarVrent7N6tdzaj1tWvXKjk52dh/8OBBffvtt5Kkq666SnZ2dq0WW1O8vLza5ToAAAAA0NmRf7cO8m8AAIBTR2EcQKdnMpkscq41ONE0bjWuvPJKOTo6ymw2a+nSpcb+d955R5WVlZLadxq35sYNAAAAAGg95N8nj/wbAADg1FEYB9Ap+fr6GtsZGRktOrdmSjRJOnToUJNtax+vfZ6kOtOuNTWKvLCwsEXxdURdunTR1KlTJUlLliyR2Ww2tqXq6d5iY2MtFB0AAAAAoK2Qf7cv8m8AAIDGURgH0CkNGDDA2P7pp59adG5ERIQxbdqWLVuabLt161Zju3fv3nWOubu7G9u5ubmN9rF3794WxddR1UznlpycrHXr1mnjxo36+++/JbXvaHUAAAAAQPsh/25/5N8AAAANozAOoFPq27evunXrJkl66623VFBQ0Oxz7ezsNHLkSEnSDz/8oNTU1EbbvvXWW5Kqpw4bNWpUnWPh4eHG9q+//tpoH8uWLWt2bKfCyclJklRaWtom/Y8dO1YRERGSpMWLF2vx4sWSJFdXV1188cVtck0AAAAAgGWRf9dH/g0AAGAZFMYBdEo2Nja65557JElpaWm66qqrVFZW1mDbqqqqetO9zZs3T5JUXl6ua665psFz3377bX3//feSpBkzZqhr1651jo8YMUJ2dnaSpJdeesmY3qy2p59+usmkvTXVxLd///426d9kMhkj0z/99FN99NFHkqSZM2fWGb0PAAAAALAe5N/1kX8DAABYBoVxAJ3WvHnzNH78eEnS559/rj59+ujll1/Whg0btH37dn3zzTeaP3++YmNjtWjRojrnnn/++Zo5c6YkafXq1Ro6dKjee+89/fbbb1q9erWuu+46Y+oyHx8fvfjii/Wu7+fnp4suukiS9N1332ny5Mn69ttvtX37dq1YsULTp0/XAw88oOHDh7flx2A488wzJUkrV67Uf//7X/35559KSEhQQkKCDh8+3CrXmDNnjmxtbVVUVKT8/HxJTOMGAAAAANaO/Lsu8m8AAADLsLN0AABgKTY2Nvriiy909dVXa/ny5YqPj9ftt9/e7PPfeecdVVRU6PPPP9cff/yhK6+8sl6boKAgffXVVwoODm6wjwULFui3337Tvn379OWXX+rLL7+sc3zWrFm6/vrrNW7cuBbd28m4++67tXz5cpWWluof//hHnWNXX321lixZcsrXCAoK0sSJE437jImJ0dlnn33K/QIAAAAAOi7y77rIvwEAACyDN8YBdGouLi765JNP9OOPP+rKK69UeHi4nJ2d5e7urtjYWE2fPl0ffPCBMe1bbU5OTvrss8+0cuVKTZ8+XUFBQXJwcJC3t7eGDh2qp556Snv37lW/fv0avX5AQIC2bNmi++67T9HR0XJ0dJSPj4/OOeccvfvuu/roo49ka2vbhp/A/+nXr582bdqkSy+9VN27d5ejo2ObXKf2A4w5c+a0yTUAAAAAAB0L+ff/If8GAACwDJO5oUV1AABoIw8//LAef/xx2draKjU1td7abwAAAAAA4NSRfwMAANTFG+MAgHZTWVmppUuXSpImTpxIUg4AAAAAQBsg/wYAAKiPwjgAoN189NFHSk1NlaR666gBAAAAAIDWQf4NAABQH1OpAwDaVEJCgioqKvTrr7/qjjvuUFZWlvr06aMdO3bIZDJZOjwAAAAAAKwC+TcAAEDTKIwDANrU8cm3vb291q5dqxEjRlgoIgAAAAAArA/5NwAAQNOYSh0A0C68vb01duxYrVu3jqQcAAAAAIA2Qv4NAADQMN4YBwAAAAAAAAAAAABYNd4YBwAAAAAAAAAAAABYNQrjAAAAAAAAAAAAAACrRmEcAAAAAAAAAAAAAGDVKIwDAAAAAAAAAAAAAKwahXEAOEnl5eXq0aOHTCaTPvroI0uH06lMmjRJJpNJ8+fPt3QoAAAAAIBTRH59ektLS5Ojo6McHBwUHx9v6XAAAAAaRWEcAE7Sq6++qvj4eMXFxWnmzJl1jh0+fFhLly7VzTffrDPPPFPh4eFyd3eXo6OjunbtqvPOO0+vv/66CgsLT+raBw8elJeXl0wmk0wmk0aNGtUKd1TtwIEDuvvuuxUXFydXV1f5+PhoyJAhev7551VUVHTC8xctWqT+/fvL2dlZPj4+mjZtmnbu3HnC87755huZTCZFR0ertLS0ybb/+te/JEnPPfecUlNTm3djAAAAAIAOqan8ukZBQYEWLFig0aNHy8/PTw4ODvLw8FCfPn10880366+//mr29T788EOdd9556tq1q5ycnBQWFqYrr7xSmzdvbpX7qcnVT/TVnFw+KSlJd9xxh3r37i13d3e5uroqJiZG8+bNa9Y9HzlyRDfddJOCg4Pl6OioyMhIPfjgg816HjFr1iyZTCYjB29MSEiI5syZo/Lyct11110n7BcAAMBSTGaz2WzpIADgdFNQUKDw8HBlZWVp2bJluuSSS+ocf+uttzR37twT9hMaGqpPP/1UAwcObNH1L7roIn366afG9yNHjtS6deta1EdDvvrqK11++eXKy8tr8HiPHj309ddfKyIiosHjt99+u15++eV6+11cXPTDDz/ozDPPbPC80tJS9e7dWwkJCfr66681ceLEE8Z67rnn6ocfftD111+v//73vydsDwAAAADoeE6UX0vSzp07NXnyZKWkpDTaj52dnZ5++ukmC7MlJSWaOXOmvvzyywaP29jY6JFHHtHDDz/c8hupxWQyNavdiXL5RYsW6ZZbblFZWVmDxx0cHLRgwQLdeOONDR7PysrSsGHDtH///nrHhg0bpnXr1snR0bHBc9esWaNx48YpLCxMu3fvlrOzc5P3kpKSoujoaJWXl2vjxo0aPnx4k+0BAAAsgTfGAeAkvP7668rKylK3bt00a9asesdr3nyeO3euFi5cqBUrVmjr1q366aef9O677+q8886TVJ04jh8/XgcPHmz2tVetWqVPP/1U/v7+rXY/krRjxw7NmjVLeXl5cnNz0xNPPKGNGzdqzZo1RpF/7969Ov/881VQUFDv/A0bNhhF8Tlz5mj9+vX69NNPFRMTo6KiIl1zzTVqbCzWM888o4SEBE2dOrVZRXFJxsOOxYsXKz09/WRuGQAAAABgYSfKr/Py8jRhwgSjKH7OOedo2bJl2rJli7766ivdfvvtsre3V0VFhe6++259/PHHjV7r2muvNYrio0eP1hdffKGtW7fqf//7nyIjI1VVVaV//etfeuutt1rl3m688Ubt2rWr0a/Fixc3eu6HH36oG264QWVlZfL09NRjjz2mX375Rdu2bdOiRYsUFRWlsrIyzZs3T8uXL2+wjwceeED79++Xu7u7Fi5cqI0bN+rJJ5+Uvb29Nm/erBdeeKHB88rLy3XzzTdLkhYsWHDCorhUPfB/xowZkqTHH3/8hO0BAAAswgwAaJGKigpz9+7dzZLM9957b4NtysvLT9jPSy+9ZJZklmS+8847m3Xt/Px8c7du3cySzO+8845x/siRI1tyCw0aNWqUWZLZzs7OvHHjxnrHn332WeN6jz76aL3j1157rVmS+dxzz62zPzk52Wxvb2+WZP7ll1/qnZeUlGR2dnY2Ozs7m5OSkpodb0VFhdnf398syfzQQw81+zwAAAAAQMfQnPz6+eefN3LRmTNnNthmxYoVRps+ffo02GbdunVGmwsvvNBcUVFR5/iRI0eMWLy9vc25ubknfV8115k/f/5JnV9YWGjku25ubuZdu3bVa5OXl2fu06ePWZI5MDDQXFBQUOd4aWmp2dnZ2SzJ/MEHH9Q59uSTT5olmaOiohq8/lNPPWWWZJ44cWKL4l65cqVZktlkMpn37t3bonMBAADaA2+MA0AL/fDDDzpw4IAk6YorrmiwjZ2d3Qn7ufnmm+Xm5iZJ+umnn5p17QcffFCpqakaPXq0rrzyymZGfGLbtm0zpm+79tprG5zy7K677lJcXJyk6hHj5eXldY5v375dknTppZfW2R8aGmpMoV7TprZbb71VxcXFevDBBxUWFtbsmG1tbXXxxRdLkpYsWaKqqqpmnwsAAAAAsLzm5NcbNmwwthub4nzy5Mnq37+/JGnXrl3Kz8+v1+bZZ5+VVJ1LLly4ULa2tnWO+/r66plnnpEk5ebm6n//+18L76b1fPPNNzp8+LAk6bbbblPv3r3rtfHw8NCLL74oSTp06JCWLFlS5/jevXtVXFwsOzu7euu21+TtCQkJ9WaES0tL0+OPPy5HR0e98sorLYp7woQJ6tKli8xmc5NvwwMAAFgKhXEAaKGaadmio6PVp0+fk+7Hzs7OWMurpKTkhO23bt2q//znP3JwcNDrr79+0tdtyBdffGFsz5kzp8E2NjY2uuqqqyRVPyQ4fh20mnXJu3btWu/cwMDAOm1qfPXVV1q1apWioqJ0zz33tDjummna0tPT9csvv7T4fAAAAACA5TQnv669vnZERESjfUVGRjZ4jlS9jvmaNWskSePHj1dISEiDfUyfPl0eHh6SpM8++6wZd9A2tm3bZmw3tdzYqFGj5OTkJEn1plOvyb99fX3rDd6vydFrt6tx++23q7CwUPfcc4+ioqJaFLe9vb0uvPBCSdJHH33UonMBAADaA4VxAGihtWvXSpKGDRt2Sv388MMPys7OliTFxsY22baiokLXX3+9qqqqdN9996lHjx6ndO3j/fzzz5IkV1dXDRw4sNF2I0eONLaPL0R7enpKqh6pfryafTVtpOrBALfeeqsk6ZVXXjEGCbTE4MGDjVH+xxfqAQAAAAAdW3Py65iYGGM7MTGx0Xb79++XJPn4+KhLly51jm3dulWlpaWS6ua1x3NwcDBi2bp1a72Z0tpLTk6OsR0QENBoOzs7O/n4+EiSNm7cqIqKCuNYTf6dlZWlysrKOufVzttrBgJI1c8pPv30U4WGhurBBx88qdhrPr+kpCRjNgAAAICOgsI4ALRAWlqakpOTJVUXZVsqPz9fu3fv1iOPPGK87SzJKBA35vnnn9eOHTsUGRl50slpU/bs2SNJioqKanIa+NoF/JpzavTt21eS9Mknn9TZn5qaqo0bN9ZpI0lPP/20EhMTNWXKlCZHwDfFxcVFvXr1kvR/xX0AAAAAQMfX3Pz6uuuuMwZEP/HEEw22+eqrr4ylu2644YZ6x2vnrycamF5zvKKiQvv27Wuy7Yl88skn6tGjh5ydneXu7q7o6GhdffXVxoCAxri6uhrbx7/RXZvZbNaxY8ckVb8ln5CQYBzr0aOHnJycVFFRoc8//7zOeR9++KGk6jfw3d3djfNvvvlmSdXLpzk7O7fgTv/PkCFDjG3ydAAA0NFQGAeAFqgp8Eoy1i87kUceeUQmk0kmk0keHh7q1auXHn30UeXn58vW1lYLFizQ2Wef3ej5iYmJeuyxxyRJCxcuNKZJay0lJSXKysqSpEank6vh7e1tJOipqal1jl199dWSqh9I3HDDDfr555/1xRdf6LzzzlN5ebkiIyM1YsQI456eeeYZOTs7a8GCBacUf80b7ps2bZLZbD6lvgAAAAAA7aO5+XXPnj318ssvy8bGRh999JHGjBmjjz76SNu2bdM333yju+66S9OnT5ckjRs3rsHB5LXz1xPlvd26dWvwvJOxe/duxcfHq6SkRAUFBUpISNA777yjMWPGaNq0aY0WvePi4ozt9evXN9r/9u3b66wRXvsNbQcHB11yySWSpLlz52rRokXavHmznn32Wc2fP1/S/+XxUvWA/Pj4eE2YMEFTp049qfuVpD59+sje3l5S3Z8xAABAR9D4a4EAgHrS0tKMbX9//1Pqa+zYsXrllVfUs2fPJtvdcMMNKi4u1sUXX6xzzz33lK7ZkPz8fGPbzc3thO1dXV1VWFhYJ/mWqqej+8c//qE33nhDixYt0qJFi4xjTk5Oevvtt2VjUz0e67bbblNJSYkee+wxhYWFnVL8NT+HwsJCHT16VN7e3qfUHwAAAACg7bUkv543b54GDRqkZ599Vp999lm9N64jIyN1//33a/bs2Q3OgtaSvLf229rH573N5eLiosmTJ2vs2LGKjY2Vm5ubjhw5ovXr1+uNN95Qdna2vvjiC02ZMkU//PCDUUiuMWnSJNnb26u8vFwvvviirrrqKvn6+tZpU1VVpYceeqjR+5SqZ2pbu3atUlJS6r1JP2DAAN1zzz2SqgvqTzzxhBwdHfXqq6+e1D3XqJnePTMzs87PGAAAoCPgjXEAaIEjR44Y280twN50003atWuXdu3apc2bN2vx4sUaPXq01qxZo0svvVRbtmxp9Nx33nlHq1evloeHh1566aVTjr8hJSUlxraDg8MJ29esBV5cXFzv2MKFC/Wf//xHffr0kaOjo7y8vHThhRdqw4YNOueccyRJK1eu1JdffqnIyEjde++9kqqnf1u4cKH69u0rJycn+fr66pJLLqkzDVxjatZTk+r+fAAAAAAAHVdL8uv8/HwjP25IYmKili1bpm3btjV4vCV5b03OKzWc9zZHenq6li1bpuuuu05nnXWW+vXrp/Hjx+vxxx/XX3/9Zbwhv379er3++uv1zg8JCdGNN95o9DVixAitWLFCx44dU0lJiTZv3qxJkybp22+/rXM/x8cbEBCgzZs3a+7cuQoMDJS9vb3CwsJ0zz33aN26dcZ06bfffruKiop0zz33KCoqSlL1OuTXX3+9goKC5OjoqJiYGD3xxBMqKys74f3X5Onk6AAAoKOhMA4ALZCTk2NsN7cw7u/vr969e6t3794aOnSoZs+erR9//FGPP/64du7cqVGjRun777+vd15WVpbuuusuSdXrqHXt2rV1buI4tadmb06CW1paKkkNrjdmMpl00003aefOnSopKVFubq5WrlypAQMGSKpO0m+77TZJ0iuvvGI8cLjppps0b9487dq1S927d1dFRYU++ugjDRs2THv37m0ynto/h+zs7BPGDwAAAACwvObm14cOHdLw4cO1cOFCVVRU6KmnntL+/ftVVlam7Oxsff755+rVq5d+/PFHjR49WsuXL6/XR0vy3pqcV2o4720OLy+vRo8FBARo+fLlRkG7sTe0n3vuOV144YWSpPj4eE2dOlWenp5ydnbW8OHD9d133ykiIkK33nqrcU7NeuG1BQYGatGiRTp48KDKysqUlJSkZ5991mj77bff6vPPP1doaKgxDX1mZqaGDRumN998U0ePHlVERIQSExP1z3/+UxdddNEJlzGr+XmSowMAgI6GwjgAtEDtZPpkR47XeOihhzR06FCVlJRo7ty5qqioqHP8zjvvVFZWlgYNGqSbbrrplK7VlNqJc3OmiSssLJTUvGnXj/fkk08qOTlZU6ZM0aRJkyTJmErOxcVF69evV3x8vA4fPqwZM2YoOztb8+bNa7LP2j+Hk31oAQAAAABoX83Nr2+++Wb99ddfMplM+vLLL3X//fcrIiJC9vb28vHx0dSpU7Vp0ybFxcWptLRUs2fPVmZmZp0+WpL31uS80snlvc0RERGh8ePHS5ISEhKUkZFRr42Dg4NWrFihxYsXa+DAgcbSZFJ14f2WW27R77//XqdI3dKlxUpLS3XLLbdIkhYsWGDk1Pfff79SUlJ01lln6dChQ9qzZ4927dqlgIAArVq1Su+//36T/db8PMnRAQBAR0NhHABawM/Pz9iuPbr9ZE2ePFlS9XpeW7duNfZnZGTo3XfflSSNGTNGH3/8sT788MN6XzUOHz5s7GtqavaG1ExdLumE63/l5uYaDwm6devWouskJCToueeek7OzsxYsWGDsf+eddyRJ1157rc4++2xJ1Q8AXnvtNdnb22vNmjVKTU1ttN/aP4faPx8AAAAAQMfVnPw6NzdXn3/+uSRp3LhxGj16dIPt3NzcjPW2CwsL6+TLUvXU5DVOlPfWzj9bmve2RM+ePY3t9PT0BtuYTCbNnj1bv/76q/Ly8pSQkKADBw4oKytLr7zyijw9PbVz584G+2yOZ599VgkJCZowYYKmTp0qqfqN+prP7+WXX5aHh4ckKS4uzliTfMmSJU32W/PzJEcHAAAdjZ2lAwCA00ntpC43N1ehoaGt1l9KSorOPPNMSXWndnv22WdP2M+ePXt06aWXSpKuvvpqDR06tEVxxMXF6eeff1ZCQoIqKipkZ9fwPw9///13nXNa4tZbb1Vpaakee+wxhYWFGfv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",
|
||
"text/plain": [
|
||
"<Figure size 2000x2100 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"categories = list(X_test_segment_caract.drop([\"segment\", \"share_known_gender\"], axis=1).columns)\n",
|
||
"var_not_perc = [\"time_to_open_med\", \"age\"]\n",
|
||
"radar_mp_plot_all(df=X_test_segment_caract, categories=categories, var_not_perc=var_not_perc)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 97,
|
||
"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', dpi=110)\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
|
||
}
|