BDC-team-1/Sport/Modelization/segment_analysis_sport_0_6.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"id": "c488134e-680f-44e4-8c43-40c246140519",
"metadata": {},
"source": [
"# Analysis of segments and marketing personae associated"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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": 1,
"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": 4,
"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": 5,
"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": 6,
"id": "8238ee71-47ec-4621-9813-4b5d2fd03efd",
"metadata": {},
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" customer_id nb_tickets nb_purchases total_amount nb_suppliers \\\n",
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" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.660104</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>34.0</td>\n",
" <td>2.0</td>\n",
" <td>416.00</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>478.693148</td>\n",
" <td>115.631470</td>\n",
" <td>363.061678</td>\n",
" <td>0.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.914463</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96091</th>\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",
" <td>0.000000</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>15.0</td>\n",
" <td>5.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.661143</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96092</th>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>61.41</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>189.207373</td>\n",
" <td>189.207373</td>\n",
" <td>0.000000</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>12.0</td>\n",
" <td>9.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.715921</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96093</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>550.000000</td>\n",
" <td>550.000000</td>\n",
" <td>-1.000000</td>\n",
" <td>0.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>29.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.123331</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96094</th>\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>True</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>20.0</td>\n",
" <td>4.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.617434</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96095</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>550.000000</td>\n",
" <td>550.000000</td>\n",
" <td>-1.000000</td>\n",
" <td>0.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>31.0</td>\n",
" <td>4.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.308419</td>\n",
" <td>2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>96096 rows × 21 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 21 columns]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Processing\n",
"X_test = dataset_test[['nb_tickets', 'nb_purchases', 'total_amount', 'nb_suppliers', 'vente_internet_max', 'purchase_date_min', 'purchase_date_max', \n",
" 'time_between_purchase', 'nb_tickets_internet', 'is_email_true', 'opt_in', #'is_partner',\n",
" 'gender_female', 'gender_male', 'gender_other', 'nb_campaigns', 'nb_campaigns_opened', '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": 8,
"id": "3067d919-50c9-49e9-b0a6-b676a5dbae56",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>nb_tickets</th>\n",
" <th>nb_purchases</th>\n",
" <th>total_amount</th>\n",
" <th>vente_internet_max</th>\n",
" <th>nb_tickets_internet</th>\n",
" </tr>\n",
" <tr>\n",
" <th>segment</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>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": 8,
"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": 9,
"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": 70,
"id": "bd63d787-3ef8-4f23-9069-e9b16b4a0de8",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>segment</th>\n",
" <th>size</th>\n",
" <th>nb_tickets</th>\n",
" <th>nb_purchases</th>\n",
" <th>total_amount</th>\n",
" <th>nb_campaigns</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>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": 70,
"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": 87,
"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": 88,
"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": 44,
"id": "beb31e4b-a01b-4312-879a-fe5757ea061f",
"metadata": {},
"outputs": [],
"source": [
"def df_segment_mp(df, segment, gender_female, gender_male, gender_other, country_fr) :\n",
" df_mp = df.groupby(segment)[[gender_female, gender_male, gender_other, country_fr]].mean().reset_index()\n",
" df_mp.insert(3, \"share_known_gender\", X_test_segment_mp[gender_female]+X_test_segment_mp[gender_male])\n",
" df_mp.insert(4, \"share_of_women\", X_test_segment_mp[gender_female]/(X_test_segment_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": 46,
"id": "5f908232-b0fe-4707-a8c5-5cadb7d8653f",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>segment</th>\n",
" <th>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": 46,
"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\")\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",
"\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",
" </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": 47,
"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",
" 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\", opt_in]].mean().reset_index()\n",
" return df_pb"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "0cb8f47a-bf0f-4285-b2ff-d90de394c787",
"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",
" </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",
" </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",
" </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",
" </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",
" </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"
]
},
"execution_count": 48,
"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\")\n",
"X_test_segment_pb"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "ba2884e3-004a-4554-ab82-6d477dcc4869",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>segment</th>\n",
" <th>share_tickets_internet</th>\n",
" <th>share_campaigns_opened</th>\n",
" <th>opt_in</th>\n",
" <th>share_known_gender</th>\n",
" <th>share_of_women</th>\n",
" <th>country_fr</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>0.527270</td>\n",
" <td>0.136565</td>\n",
" <td>0.730064</td>\n",
" <td>0.523129</td>\n",
" <td>0.571869</td>\n",
" <td>0.339959</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>0.855391</td>\n",
" <td>0.182710</td>\n",
" <td>0.805862</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>0.903085</td>\n",
" <td>0.323075</td>\n",
" <td>0.701258</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>0.864373</td>\n",
" <td>0.208231</td>\n",
" <td>0.638972</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",
" share_known_gender share_of_women country_fr \n",
"0 0.523129 0.571869 0.339959 \n",
"1 0.855391 0.182710 0.805862 \n",
"2 0.903085 0.323075 0.701258 \n",
"3 0.864373 0.208231 0.638972 "
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_test_segment_caract = pd.concat([X_test_segment_pb, X_test_segment_mp[['share_known_gender', 'share_of_women', 'country_fr']]], axis=1)\n",
"X_test_segment_caract"
]
},
{
"cell_type": "code",
"execution_count": 152,
"id": "23a37e9b-bb29-4122-85cb-cc15cc344ee2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"share_tickets_internet 0.679076\n",
"share_campaigns_opened 0.366443\n",
"opt_in 0.595110\n",
"share_known_gender 0.830935\n",
"share_of_women 0.346491\n",
"country_fr 0.763818\n",
"dtype: float64"
]
},
"execution_count": 152,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_test_segment_caract.loc[:,\"share_tickets_internet\":].max()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "0809e2ae-3487-4b24-8f60-741c683cb9af",
"metadata": {},
"outputs": [],
"source": [
"# def d'une fonction associée - KEEP THIS !!!\n",
"\n",
"def radar_mp_plot(df, categories, index) :\n",
" categories = categories\n",
"\n",
" # true values are used to print the true value in parenthesis\n",
" tvalues = list(df.loc[index,categories]) \n",
"\n",
" max_values = df[categories].max()\n",
"\n",
" # values are true values / max among the 4 segments, allows to \n",
" # put values in relation with the values for other segments\n",
" # if the point has a maximal abscisse it means that value is maximal for the segment considered\n",
" # , event if not equal to 1\n",
" \n",
" values = list(df.loc[index,categories]/max_values)\n",
" \n",
" # values normalized are used to adjust the value around the circle\n",
" # for instance if the maximum of values is equal to 0.8, we want the point to be \n",
" # at 8/10th of the circle radius, not at the edge \n",
" values_normalized = [ max(values) * elt for elt in values]\n",
"\n",
" # Nb of categories\n",
" num_categories = len(categories)\n",
" \n",
" angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
" \n",
" # Initialize graphic\n",
" fig, ax = plt.subplots(figsize=(6, 6), subplot_kw=dict(polar=True))\n",
" \n",
" # we have to draw first a transparent line (alpha=0) of values to adjust the radius of the circle\n",
" # which is based on max(value)\n",
" ax.plot(angles + angles[:1], values + values[:1], color='skyblue', alpha=0, linewidth=1.5)\n",
" ax.plot(angles + angles[:1], values_normalized + values_normalized[:1], color='black', alpha = 0.5, linewidth=1.2)\n",
" \n",
" # fill the sector\n",
" ax.fill(angles, values_normalized, color='orange', alpha=0.4)\n",
" \n",
" # labels\n",
" ax.set_yticklabels([])\n",
" ax.set_xticks(angles)\n",
" ticks = [categories[i].replace(\"_\",\" \") + f\"\\n({round(100 * tvalues[i],2)}%)\" for i in range(len(categories))]\n",
" ax.set_xticklabels(ticks, color=\"black\")\n",
" \n",
" ax.spines['polar'].set_visible(False)\n",
" \n",
" plt.title(f'Characteristics of the segment {index+1}\\n')\n",
" \n",
" # plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 157,
"id": "56cb026b-857f-42eb-baed-0ebdf5aee447",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"categories = list(X_test_segment_caract.drop(\"segment\", axis=1).columns)\n",
"#for i in range(4) :\n",
"# radar_mp_plot(df=X_test_segment_caract, categories=categories, index=i)\n",
"radar_mp_plot(df=X_test_segment_caract, categories=categories, index=3)"
]
},
{
"cell_type": "code",
"execution_count": 739,
"id": "5b3c4bac-396e-4117-a7d9-f39a3d8f95b4",
"metadata": {},
"outputs": [
{
"ename": "SyntaxError",
"evalue": "invalid syntax (4005960846.py, line 6)",
"output_type": "error",
"traceback": [
"\u001b[0;36m Cell \u001b[0;32mIn[739], line 6\u001b[0;36m\u001b[0m\n\u001b[0;31m file_name = \"spider_chart_\" + activity + \"_sgt_\" str(index)\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
]
}
],
"source": [
"# export to MinIo\n",
"\n",
"activity = \"sport\"\n",
"PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{activity}/\"\n",
"\n",
"file_name = \"spider_chart_\" + activity + \"_sgt_\" + str(index)\n",
"FILE_PATH_OUT_S3 = PATH + file_name + \".csv\"\n",
"\n",
"\n",
"radar_mp_plot(df=X_test_segment_caract, categories=categories, index=3)\n",
"\n",
"image_buffer = io.BytesIO()\n",
"plt.savefig(image_buffer, format='png')\n",
"image_buffer.seek(0)\n",
"\n",
"with fs.open(FILE_PATH_OUT_S3, 'wb') as s3_file:\n",
" s3_file.write(image_buffer.read())\n",
"plt.close()"
]
},
{
"cell_type": "code",
"execution_count": 740,
"id": "276de9a5-d506-4c11-a7c2-a23ebbc59fe5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'projet-bdc2324-team1/Output_marketing_personae_analysis/sport/spider_chart_sport_sgt_3.csv'"
]
},
"execution_count": 740,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"activity = \"sport\"\n",
"PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{activity}/\"\n",
"\n",
"file_name = \"spider_chart_\" + activity + \"_sgt_\" + str(index)\n",
"FILE_PATH_OUT_S3 = PATH + file_name + \".csv\"\n",
"FILE_PATH_OUT_S3"
]
},
{
"cell_type": "code",
"execution_count": 96,
"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) :\n",
" \n",
" nb_segments = df.shape[0]\n",
" categories = categories\n",
"\n",
" # Initialize graphic\n",
" fig, ax = plt.subplots(2,2, figsize=(25, 20), subplot_kw=dict(polar=True))\n",
" \n",
" for index in range(nb_segments) :\n",
" row = index // 2 # Division entière pour obtenir le numéro de ligne\n",
" col = index % 2 \n",
" \n",
" df = X_test_segment_caract\n",
" \n",
" # true values are used to print the true value in parenthesis\n",
" tvalues = list(df.loc[index,categories]) \n",
" \n",
" max_values = df[categories].max()\n",
" \n",
" # values are true values / max among the 4 segments, allows to \n",
" # put values in relation with the values for other segments\n",
" # if the point has a maximal abscisse it means that value is maximal for the segment considered\n",
" # , event if not equal to 1\n",
" \n",
" values = list(df.loc[index,categories]/max_values)\n",
" \n",
" # values normalized are used to adjust the value around the circle\n",
" # for instance if the maximum of values is equal to 0.8, we want the point to be \n",
" # at 8/10th of the circle radius, not at the edge \n",
" values_normalized = [ max(values) * elt for elt in values]\n",
" \n",
" # Nb of categories\n",
" num_categories = len(categories)\n",
"\n",
" angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
" \n",
" # we have to draw first a transparent line (alpha=0) of values to adjust the radius of the circle\n",
" # which is based on max(value)\n",
" ax[row, col].plot(angles + angles[:1], values + values[:1], color='skyblue', alpha=0, linewidth=1.5)\n",
" ax[row, col].plot(angles + angles[:1], values_normalized + values_normalized[:1], color='black', alpha = 0.5, linewidth=1.2)\n",
" \n",
" # fill the sector\n",
" ax[row, col].fill(angles, values_normalized, color='orange', alpha=0.4, label = index)\n",
" \n",
" # labels\n",
" ax[row, col].set_yticklabels([])\n",
" ax[row, col].set_xticks(angles)\n",
" ticks = [categories[i].replace(\"_\",\" \") + f\"\\n({round(100 * tvalues[i],2)}%)\" for i in range(len(categories))]\n",
" ax[row, col].set_xticklabels(ticks, color=\"black\", 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.show()"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "edf76688-1b7e-469e-873f-4884d551be66",
"metadata": {},
"outputs": [
{
"data": {
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38+23317Wa5uYmGgGDx5c4LFlbZsxxqSnp5syZcoUuF2PHj1MfHy8w30vW7bMKrdw4UJzxx135FnP008/bYwx5ty5c+bWW2/Ns9zYsWMd7itnn/jwww/nWUeVKlXM7t27C2xzfo/Ro0fn+ZpnfS8cPXrUYZnJkycbd3f3PP/ukydPzvbdU9Dxvvzyy3m2NSgoyOzZs8dhOy7ns+eMjIwM8+STT+Zbt7+/v1m4cKHD7bP+PRYsWGB69+6dZz0NGzY0kZGRebbl4sWLZsCAAfm2xdfXN89jLc7v1UOHDplGjRrl25a6deuaAwcO5FnH1KlTjYeHh8Nt3dzczPfff5/vewgAAFw5xCCIQeDaRgzC8YMYRO4HMQjHx0sMghhE1gcxCJRWJDoAKBXi4+NNrVq1rC/e/v37m1mzZpnNmzeb3377LVsAoEOHDiY9PT1XHfYv6aCgIBMaGmpsNpsZPXq0WblypdmwYYP58ssvTZUqVax6Pv3002zbHzlyxOzcudNUrVrVSDJ33XWX2blzZ7bHkSNHCnVchQky3HzzzcbDw8M8/fTTZtGiRWbLli3ml19+yRZ4mThxYqH2DxSX5ORk67Ph5+dnRo0aZebNm2e2bNli1q9fb6ZPn26effZZU7169XyDDO3btzcuLi6mefPm5ocffjCbNm0yK1euNM8995x1sVyjRg2TkpKSq46DBw8aDw8Pc8cdd5gvv/zSLF682ISFhZnFixebCRMmmMaNG1v7eeONNxweR9YLy2bNmhkXFxfz0EMPmTlz5pgtW7aYGTNmmLlz51rlH3roIat8nz59zE8//WQ2btxoNm3aZL777rts+5w1a1aRXtuMjAzTo0ePbBctn3/+uVm1apXZsmWL+fvvv82rr75q6tSpkyvIkJaWZsqUKWO6detmPv74YzN//nyzZcsWs3z5cvPDDz+YDh06WPU+9NBDDvef9QKxXbt2RpIZMmSI9ZpMnTrV1K9f3yqzaNEic+eddxo3Nzfzr3/9yyxcuNBs2bLFfP/999Z7xNXV1ezatSvXvrL2iW3atDGSTNu2bc3UqVPN5s2bzdy5c819991nlQkODjbnz5/PVc+iRYuMj4+PGThwoJk4caJZvny5CQsLM/PnzzeffvqpCQkJser44YcfHB53QUGGVatWWe9JLy8v8+qrr1rfJ19//bUJDg42Hh4epmXLlk4FGW6++WYjXQpW//LLL2bz5s1m8eLF2d5j7du3z1XH5X72nPHSSy9ZbahZs6aZOHGi2bhxo1m2bJl57rnnrECLh4eH2bZtW67ts76H7H/Xnj17mhkzZpjNmzebGTNmZHuPt2zZ0mEgMD093XTt2tVIMi4uLmbw4MHmt99+M5s3bzbr1q0zX3zxhalRo4bVls2bN+eqo7i+VyMjI02lSpWs1/2FF14w8+bNM2FhYWbZsmXmlVdeMd7e3kaSqVWrlomLi8tVx/r1662AqqNzksqVKxt3d3crEEKQAQCAq4cYBDEIXNuIQRCDIAZBDIIYBDEIwBgSHQCUEi+++KL1hf/666/nWp+ZmWmGDBlilZkwYUKuMvYgg3Qpy9VRRvbJkydNcHCwkS5lbZ85cyZXGfvJ6dChQy/7uAoTZHB3dzfLli3LVSYmJsY60WnWrNlltwkoiiVLlljv1fwuZNLS0hxeFNq3lWT69u3rMIjw7rvvWmX+/PPPXOsvXryYbxZ2ZmamGTZsmJFkfHx8HJ70Z72wlGS+//77POv7/fffrXLfffedwzJJSUmmW7duRpIJDQ3N8y6O/IwbN87az4ABA0xycrLDchkZGebkyZPZnsvMzDQHDx7Mt/433njDumhzlPWd886EcePG5Spz6tQpK5s/KCjIuLi4mBkzZuQqt337duvC3H7nRVZZ+0T7e8HRa/b2229bZV588cVc68+ePWtiY2PzPOaUlBTrojYkJMRhYLqgIIP9ws/Dw8OsWbMm1/ozZ85kC44XFGSQZEaMGGEyMzNzlfvnP/9plQkLC8u27nI/ewXZsWOH9Tdr0qSJw9d13rx5Vpm2bdvmWp/zPfToo4863Ncjjzxilfnqq69yrf/kk0+s78Oswb6szp07ZwX3OnbsmGt9cX2v3n777UaSqV69ujl8+LDDMmFhYcbHxyfPc5fWrVvne04SERFhnZMQZAAA4OoiBkEMAtc2YhDEIIhBZEcM4v8RgyAGgRsLiQ4ArnnJyckmICDASDKNGjVyeDJojDHnz5835cuXt8rllDXIMHLkyDz3N336dKvcRx99lGt9SQUZnn/++TzrGT16tFXO0YUTcKX9/PPP1nuwKBcy9m09PT0dBveMMebChQvW8GrPPfdckdoZExNjXF1djSTz+++/51qf9cKyW7du+dZlv0AYMGBAvuX27Nlj1blo0aJCtTcjI8NUq1bNSDLVqlXLc2jHy5Genm4qVKhgJJlPPvkk1/qcd1PkJWsfO2jQoDzL2YeTbNmyZa51WftEm82WK2hil5GRYZo0aWIkmXLlyuUZeMnPtm3brH05yrrPL8iwbt06a11+78WZM2c6HWSoUqVKnsexb98+q9wXX3yRbd3lfvYKknVY1HXr1uVZLmsgZOPGjdnWZX0PVapUySQkJDisIz4+3gQFBTn8Hk9NTbXueCzo8z937lxrfzmDbMXxvbpz505r3cyZM/Nty6hRo4wkU7Vq1WzPb9iwodDnJAQZAAC4OohBEIPAtY8YRN6IQWRHDOL/EYPIjhhEbsQgUBqVEQBc47Zs2aK4uDhJ0rBhw+Tq6uqwXNmyZTVw4EBJ0p49e3Tq1Kk86xw+fHie6wYMGKCAgABJ0uLFi4vW6CtgyJAhea5r3bq1tXz06NGr0RwgmypVqljLkyZNKnI9PXr0UMWKFR2u8/PzU926dSVJR44cKbCutLQ0RUREaO/evdq1a5d27dqlyMhIlS9fXpK0ffv2fLfP7zN38uRJbdmyRZKsficvDRs2VIUKFSRJ69atK7DdWW3btk0nT56UJI0YMUK+vr6F2j6nzMxMRUZGav/+/dZrsnfvXgUHB0sq+DUZNGhQnuuaNWtmLd933315lmvevLmkgv+GPXv2VNWqVR2uK1OmjIYOHSpJio2NVVhYWL51paSk6Pjx49qzZ4913MYYa31Bx53TkiVLrGV7Oxzp16+f9X4ryL333iubzeZwXf369a2/fc7Xrbg+e3mxfw82atRI7du3z7PciBEjcm3jyMCBA+Xt7e1wna+vb57f4xs3brT+X9Bn7tZbb7WW8/vMFfV7debMmZIkb29v9evXz6m2REZG6sSJE9bzWV8jZ89JAADA1UEM4hJiELiWEYPIGzGI7IhBOEYMghiEI8QgUBqR6ADgmrdr1y5ruV27dvmWzbo+63ZZeXh4ZDsZzsnd3V0tW7bMt46S0KBBgzzXBQYGWsvx8fFXozlANh07dlStWrUkSc8++6zatm2r999/X2vXrlVqaqrT9eT3Ppf+/72e1/s8LS1NX3/9tdq3by9fX19Vr15djRo1UtOmTa1HVFSUJCk6OjrffeXXT2zevNlaHjx4sFxcXPJ92Pd1+vTpfPeZ09atW63lrBdOhWGM0U8//aSuXbvK19dX1apVU4MGDbK9Jtu2bZNU8GtSr169PNdlvRByplxBfVWbNm3yXd+2bVtr2VFfnZCQoPfff1/NmzeXj4+PQkJC1LhxY+uY7f28VPBx52Tfn81mU5MmTfIs5+rqqhYtWjhVZ0Hv/XLlyknK/boV12fPkZSUFB08eFBSwd+/LVu2lLu7u6T8vzuL+nfN+pnr0KFDvp+3rMG4/D5zRf1etbclMTFRbm5u+bbl9ttvd9iWnTt3SircOQkAALg6iEFcQgwC1zJiEMQgiEHkRgwiN2IQlxCDwPXMraQbAAAFOXfunLVcqVKlfMtWrlzZ4XZZBQYGys0t/+7Pvp+86igJeWWfSpcyi+0yMjKuRnOAbNzd3TV79mzde++92rt3rzZt2qRNmzZJkry8vNS5c2c9+OCDuu+++/K8I0rK/30u/f973dH7/Ny5c+rZs6d1l0NBkpKS8l1vv6hzxB6oKKzExMRClc968Zs1a95ZycnJuvvuuzVv3jynyhf0mjjbDzlTLjMzM9995XVXjV3W74OcfXV4eLi6devm9N1lBR13TrGxsZIufZ/k936WpKCgIKfqLOp7v7g+e47Yj1Mq+PvX3d1d5cuX1+nTp/P97izq3/VKfOaK+r1aHG3J+h5y9pwEAABcHcQgLiEGgZyMMcrMzFR6enqBj4yMjFzPZWZmylyaStu6uz3rv8YY68c6Sdn+tT9cXV3l6uoqNzc3ff/99/rrr78UERGh5ORkLV68WLNnz1ZmZqYaNGigXr166fbbb5eHh4fc3NxUpkwZq047YhDZEYPIGzGIS4hB5I8YBHD1kegAoFTJeUGSU9ZhwIpah7P1AKVRZmZmtoBDzqBCzmVJuQINWZftAQZXV1c1atRIO3fu1OzZszV79mytWLFChw8fVlJSkubPn6/58+frs88+09y5cwu80CiKZ555xgow9O/fXw8//LCaNWumihUrytPT02p3jRo1dOLEiQI/5/ldkGW96Pj555/zzYbOKr/ARUGc6btyGjt2rBVg6Ny5s5588km1atVKlStXlpeXl3Uhdeutt2rVqlXXVN93Of39gw8+qKNHj8rFxUXDhw/XoEGD1LBhQwUFBVlDM2ZmZlp/42vpuIvianz2iuu7s6h/16yfueXLlzs9HOeV6GvsbalZs6ZmzZrl9HY1a9a0lu3HyTkJAADXNmIQuBGkp6crOTlZycnJSklJsZZzPpc1huDi4iI3NzfrYY8N5HzYbDZr2Z5okFcyg11eSRDGGGVkZFgxDZvNpmHDhik8PFynT5/WxYsXZYyRl5eXvLy8ZIzR4sWLreteFxcXubu7y2azacyYMYqNjVWVKlV0+PBheXl5yWazydPTU56enk79QEsMIjdiEMQgiEEQgwCuNhIdAFzzsg7ddPr06XyHIztz5ozD7bKKiYlRRkZGvhcQ9kzJvOoASkJmZma2oENaWprTd05kvYPCztXVNc8Ehqz/Ogou2P+f9cTfHujw9vbWkCFDNHToUGVkZCg6Olr79u3TyZMnlZSUpK+//loPPfSQ3NzcrCBDpUqVsmVuF9aFCxc0ffp0SdL999+vn3/+Oc+yl7Mfu6wXOC4uLvkOHXg57PNqSpfm16tfv77T2xpj9N///lfSpaEFly5dmi1DPKvieE2KW9b+3JGsGe1Z++p9+/Zp9erVkqRXXnlFY8eOdbj95RyzPVh07ty5Ar9Pzp49W+T9FIarq6v69++v/v37S5JOnTqlefPmacKECdqyZYu2bNmixx57TDNmzHC6zqxBsYKGPE1PT7fufsjvu7Oof9esnzkPD48r9plzhr0tZ86cUYMGDQq8G8IR+7EV5pwEAABcHcQgcD1JTU3VxYsXlZiYmCt5ISkpSSkpKUpPT5eLi4v1I7/9B39fX19VqFDBes7d3T1X0sK1IOtQ/TmvgyTpnnvu0c8//6z09HSlpaUpOTlZH3zwgQIDA9WsWTNFR0dne12MMVas4p577lHLli3l6+urw4cPy9PTU97e3jLGEIPIgRgEMQhiEFcGMQggfyQ6ALjmZT2R2LBhQ75zxG3cuNHhdlmlpqZq+/btatWqlcP16enp1lxxjuq4Vi7kcP3IyMjIddeEo/+npKRIunSC7enpaQ2/mPXh6Lm87rIojvdyzjsqHD1q1KihJk2aaNKkSTLG6MKFC4qKipIxxgoyTJgwQa6urkpPT9eSJUusAEvOQEtAQIA8PT1ztePgwYNKS0uTJA0aNCjP9u7fv18XL1687OPOOl/dwoULNXjw4Muu05Gs/dTKlSvVtWtXp7c9d+6cdWE4cODAPAMMFy9e1P79+y+voVeAfehDZ9Zn7at3795tLef3Xsg632JhNW7cWNKl+SN37tyZ5xyYGRkZ1vfJ1ValShU9/PDDevDBB9W+fXuFhYXp77//VlJSkry8vJyqw2azqW7dujp48KA2bNiQb9mtW7dan8H8AgCbNm3Sgw8+mO96u6z15PzMdejQocD2XyktW7bU3LlzlZiYqDVr1qhz586FrqNp06aaNm1aoc5JAADA1UEMAqVNenq6EhISlJCQoIsXL1qPhIQEpaamymazycfHx7q+Llu2bK5rbnd39+viveboOmjmzJnKzMyUj4+PVW7RokWSpAYNGuiRRx6xnjfGKDU11YrF/PHHHzp79qyaNGmimJgYJScnW6/rt99+q8jISDVu3FgHDx6Ur6+vfHx85OPjY/2ISAwiN2IQhUcMIjdiEIVDDALXMxIdAFzzWrdurYCAAMXFxWnKlCl6/vnnHWYdxsfH69dff5V0aQit/OaSmzJlSp5f6DNmzLCybLt3755rvf1HVvuPzkBBjDFKTEzMFnRISEiw7p5ITU2VpGzDJHp6esrLy8v6YT/rD/55XSyWhKzDVdqH48tLenq6vv32W0nSqFGjsn1Gy5Qpo7Jly+qVV17RsGHDsiV42IMJycnJevDBBzV8+HClpqZq8eLF8vT0lI+Pj+Li4tSuXTtFRkbmOx/exIkTi+W469Spo0aNGmnPnj2aNm2a3nrrLdWoUaNY6s6qefPmql69uk6cOKH//ve/euGFF+Tr6+vUtunp6dZyfq/J999/b10cXksWLlyoU6dOOezLMzMzNWXKFEmXMv6z9ufOHvflvBduu+02/fvf/5Yk/e9//8szyDBnzhzFxMQUeT/Fwd3dXZ07d1ZYWJjS09MVFxfndJBBuvQ9ePDgQe3Zs0fr169X+/btHZaz37lj3yYvv/32mz788EOHbUhISMjze7xjx44KDAzUuXPnNHHiRD333HMqW7as08dRnO666y7rLp2PPvqoSEGG7t2767XXXpPk/DkJAAC4OohB4FqUmZmZK66QNbbg5uYmHx8f+fn5ycfHRxUrVrR+eHd3dy/p5l91Rb0OcnFxkc1mk81mk7+/v/bs2aMVK1bo7NmzGjNmjFVu3bp1eumll1StWjXVr19fcXFxOnnypC5evKiMjAx5e3vL19dXYWFh6tu3ryIjI62RIIqSUEIM4sojBlE8iEEUP2IQQP6unV9KACAPNptN//znPyVdypJ96623cpUxxmjkyJGKjo6WJI0cOTLfOr/55htrWLGsTp8+rRdffFGS5O3traFDh+YqYz/pOXz4cOEOBNc1Y4ySk5MVExOjY8eOaffu3dqwYYOWLl2qv//+W0uWLNGOHTsUFRWlMmXKqHLlymrUqJE6dOigXr166c4771Tv3r3VpUsXtW/fXi1atFCDBg1Us2ZNValSReXKlcs2n+G1ZtWqVTp06FCe61NTU7VixQpJkq+vr4KCgrKtN8bo/PnzSkpKUqVKlRQSEqL69eurWbNmatu2rW699Vb17NlT48eP1wMPPKBp06apWbNmqlGjhpUEct999+njjz+WzWbTokWLtHbtWu3YsUNHjhxRVFSUZs+era+//rrYjvn111+XJCUnJ+vuu+/Od3jAlJQUTZgwQcnJyYXaR5kyZfTSSy9JkiIiIvTQQw9ZiTE5ZWZmKjIy0vp/UFCQAgICJMnK2s5p06ZN1nFca1JSUvTYY49lmx7F7oMPPtDOnTslSQ8//HC2JJu6detay/ZARE7ffPON/vrrryK3rUOHDtacqF9//bXWrl2bq8zZs2f13HPPFXkfzrrcz15B/vWvf1n9zqOPPqrz58/nKrNw4UJ9//33kqS2bduqTZs2edZ3+vRpvfDCCw7XPf/889YQif/617+yrfP09LS+n0+fPq1BgwYpISEhz/3Ex8frq6++yufIiq5Nmzbq2bOnJGnu3LnZAp6OhIeHa+rUqdmea9u2rRVYyOuc5NSpU9YxAwCAq4cYBEpaenq6YmJidPjwYYWFhVlxhaVLl2rXrl2Kjo6Wm5ubgoOD1apVK/Xq1Ut9+/ZVly5d1Lp1azVo0EDBwcEKCAi4bpMcrvR1UEHq1aunQ4cOafny5frhhx/Upk0bdenSRf369VPPnj3VokULnT17Vlu3blXLli01YsQI9ejRQ3///beWL1+urVu36ujRo3J1dXX6b0QM4soiBuEcYhCOEYMASg4jOgAoFd544w39+eefOnLkiN555x3t2rVLDz/8sKpWraqjR4/qq6++0vLlyyVdOvl79NFH86wrKChI3t7e6tGjh5577jn17dtXNptNGzdu1HvvvWedpL/zzjuqWLFiru1vvvlmLVu2TJs2bdIHH3ygPn36WMPfeXl5qVq1asX/AuCaYYzRxYsXdf78eevuCfudFOnp6dY8lva5LENCQuTr6ytvb+9rNkmhOCxZskTvvPOOOnXqpH79+qlZs2YKCgpSUlKSDhw4oIkTJyosLEyS9M9//rNI88nZXbx4UTExMbk+n++//77mzJmjwMBA3XXXXbrjjjuUlJSk8PBwxcfHy9PTU1OnTlVUVJSOHz+uwMBAHTt2TGXLllXZsmXznZ/OkcGDB2vBggWaMmWKtmzZokaNGumxxx5T586dFRQUpISEBB0+fFirVq3Sn3/+qXPnzumhhx4q9PE++eSTmj17thYtWqQZM2aoadOmeuKJJ3TTTTfJ29tbp0+f1vr16zV16lTdf//9evPNNyVdClAMGTJEX3/9tbZt26ZOnTrpueeeU506dXT+/HnNnTtXEyZMkK+vr6pWraoDBw4Uum1X0k033aTZs2frlltu0XPPPae6desqKipKU6ZM0bRp0yRJwcHB1l0Ndi1btlSTJk20a9cuffPNN4qLi9OQIUNUpUoVnThxQj/99JN+//133XLLLVqzZk2R2/f111+rc+fOSk1NVffu3fX888+rd+/estls2rx5s95//32dPn1aLVq00LZt267YMLBX+rPXtGlTvfDCC/r444+1c+dOtWrVSi+//LJatmypxMREzZ49W19++aUyMjLk4eGh//znP/nWd9NNN+mbb77R0aNH9fjjj1t3C33zzTdasGCBpEt/w8cffzzXtqNGjdKSJUu0ZMkSzZs3T40aNdLjjz+uDh06KCAgQPHx8dq/f7+WL1+uv/76S56engX+6FBUkyZN0k033aRTp07p7bff1oIFC/Twww+radOm8vT0VExMjHbs2KH58+dr6dKl6t+/f67hZSdMmKCOHTsqLS0t1znJhg0b9N577yk6OlrNmzfX9u3br8hxAAAAx4hB4GpJT0/X+fPnFRcXZz0uXrwom82mgIAA+fv7q0qVKipbtuw1ffPD1XY1YxCOlC9fXn379tWcOXM0d+5c9e7dW4899phq1KihqKgo/fHHH5o8ebJq1aqluLg4nT17VsOGDdOXX36pCxcuKC4uTqdOnZKvr6+mTp2qEydO6MSJEzLGyN/fX/7+/rliFMQgrixiEM4hBkEMArjmGAAoJY4ePWoaNGhgJOX5uOWWW0xMTIzD7YcOHWokmZCQELNp0yZToUKFPOt5+umn82xHRESECQwMdLhd586dC31M9m0nTZqUa/2YMWOs9flZtmyZVW7ZsmWFagPylpmZac6fP2+OHz9uduzYYVauXGlmz55tZs2aZZYvX262bNli9u3bZyIiIkxcXJxJS0sr6SaXmKzv1fwed999t0lKSsq1vX39mDFj8t1P586d8/ysHT9+3NSoUSPPfYeGhpqtW7eaPn36mDvuuMN89tlnZvXq1WbOnDlm5syZZunSpWb69OmmT58+pm7duubw4cMFHnd6eroZNWqUcXV1LfDYfXx8TGJiorMvaTYJCQnm3nvvLXAfOV+/uLg406JFizzLBwYGmhUrVuT7ujrbv0yaNMkqd/To0TzL5dev5ewThw0blmfbq1SpYnbv3u1wH1u3bjXlypXLc9umTZuayMjIfN93zhzP5MmTjbu7u8N9uLm5me+++848+OCDRpJp0KBBgcebn5CQECPJDB06NM/XsyifPWdkZGSYJ554It/6/f39zYIFCxxun/U9tGDBAtOzZ88862nQoIE5efJknm1JTEw0Dz30kFPHXLNmzVzbF+f3anh4uGnTpo1TbRk+fLjDOn755Rfj4eGR73so6/kLAAC4eohB5I0YRNGkpqaas2fPmkOHDpnNmzebxYsXm7/++svMmzfPrFu3zuzdu9dERkaaxMREk5mZWdLNvaaVhhhEjRo1zO7du/O8ljPm0nVnxYoVTYcOHczatWvNmjVrzNy5c60YxZYtW8zhw4dNTEyMSUtLIwaR47WzlyMGQQwiK2IQxCBwY2FEBwClRmhoqLZv367vvvtOv/32m3bt2qULFy4oMDBQLVu21JAhQ3T//fc7ld1+0003KSwsTJ988onmzJmjkydPysfHR23atNHTTz+tPn365LlttWrVtHHjRr3//vtasWKFIiIiCj0UHK49xhjFx8crLi7OupvCPjxa2bJlFRAQoBo1aiggIEB+fn7cRZHDqFGj1K5dOy1atEjr1q1TZGSkNfxb5cqV1a5dOz300EPq27fvFWtD9erVFRYWpg8//FAzZ87UsWPH5OnpqdDQUPXv31/PPPOMypUrpz179ujYsWMKDAzUc889J2OMkpKSFBcXpzNnzqht27YaPHiwdu7cqWPHjll30dj/zXpXhaurqz788EM98sgj+vbbb7V06VKFh4frwoUL8vb2Vo0aNdSiRQv17NlTAwYMKNS8hFl5e3vrt99+07JlyzRp0iStXr1ap0+flpubm6pVq6ZGjRrp3nvv1Z133pltO39/f61Zs0afffaZfv31Vx08eFBubm6qXr26+vXrp2eeeUbBwcGX9bpfSZMmTVLPnj317bffaufOnbp48aJCQkLUv39/jR49WuXKlXO4nf0Ohvfff1/z5s1TZGSk/Pz8VKdOHQ0cOFBPPvmkNdfx5Rg6dKhatmypjz76SMuWLVN0dLSCgoJ0yy236Pnnn1e7du30999/S7r0t7gSrsZnr0yZMvr66681aNAg/ec//9GqVat05swZ2Ww21apVS3379tWzzz7r1JCUHh4emjdvnv7zn//of//7n/bt26fU1FTVrl1b9913n55//vl8PydeXl6aMmWKnn76aX3//fdauXKlIiIilJCQIF9fX4WGhqp169bq06ePbr/99iIfszNCQkK0YcMGzZw5U9OnT9eGDRt05swZpaWlKSAgQHXr1lWHDh105513qlOnTg7rGDx4sJo3b64PPvhAS5YscfgecjSkJAAAuPKIQeByGGOUmJio6OhoRUdHWyM1eHp6WteW1apVk7+/f5GvE29kpSkGUZCoqChFRUWpSpUqCg0NzRajsMcp9u/fr7S0NPn6+mrQoEG69957NWPGDM2fP58YRDEiBlEwYhDEIIBrjYsxxpR0IwDgahg2bJimTJmikJAQhYeHl3RzUIKyJjXYExrsSQ32IQIDAgIUEBAgX19fkhpuQDkDC/bkl7S0NPn5+WV7jzgaUhJFEx4erpo1a0q6FGAYNmxYyTaoGNSpU0eHDx/WAw88oB9//LGkm1Mili9frq5du0qSli1bpi5dupRsgwAAAK4CYhA3lpyJDTExMUpOTla5cuVUoUIFlStXTgEBAcXyYyduPMYYJScnKy4uTufOnbOSZ3x8fFShQgWVL19eFSpUIGmmkIhBXJ+IQQA3FkZ0AABc94wxunDhQraAQ2ZmpvVjdWhoqPz9/eXn53fF5rBD6eLi4iJvb295e3uratWqkrIHFux3VRw4cEBpaWlW8MoewCLxAZK0adMmHT58WJLUvn37Em4NAAAAgOKSNbEhJiZG0dHR2RIbqlevrsDAwELPTw844uLiIi8vL3l5ealKlSqSpLS0NCvp4ciRIwoLCyPx4QZHDALAjYgzLQDAdcdRYoMxRuXLl1f58uVVr149+fv7M1IDCsVRYMEYo4SEBOt9Fh4eTuLDDeTQoUOqU6eOw3UxMTEaMWKEJMlms+m+++67mk0DAAAAUMyyjtiQM7GhRYsWJDbgqnJ3d1elSpVUqVIlSfknPtiTH0h8KN2IQQBAbpx5AQBKvbxGbLBnsJPYgCvFxcVFvr6+1rx8eSU+BAYGWu9HEh+uHz169FDNmjU1YMAANWvWTP7+/oqNjdWaNWs0YcIEnTp1SpL0+uuvq0KFCiXcWgAAAACFkZ6errNnz+r06dM6e/asldhQvnx5EhtwzXGU+BATE6OYmBgdPnxYW7ZskY+Pj4KCglS5cmVVqFCB2EQpQwwCAHLjTAwAUOpkTWywDxFJYgOuBfklPkRHRztMfAgMDOS9WkoZY7Rs2TItW7YszzJPPPGEXn311avYKgAAAABFlZSUpDNnzljJDV5eXqpcuTKJDSh13N3dVblyZVWuXFnS/yc+REVFafv27UpNTVXFihVVuXJlVapUSTabrYRbjIIQgwCA3DgzAwCUChkZGYqOjtbp06d1+vRppaWlWT8U16lTRwEBAfxYjGuOM4kPGRkZ2YILHh4eJd1sOGnKlCmaPXu2VqxYoVOnTik6Olpubm6qXLmyOnbsqEcffVQ333xzSTcTAAAAQB6MMTp//rwVa7hw4YICAwNVuXJlNW7cWH5+fiXdRKBYZE18aNq0qS5cuKDTp0/r6NGj2rZtm8qVK2et9/X1lYuLS0k3GTkQgwCA3FyMMaakGwEAgCMpKSnWnRRRUVHy8PCwLrrKly/PEHso9fILqtmDCwAAAACA4uPoRopKlSqRfI4bVnJysvV5yDqSSeXKlRmFEgBwTSPRAQBwzTDG6OLFi9bFVWxsrPz9/a2Lq7Jly5JRjutaUlKS9f6Pjo6Wl5eXqlSpokqVKhFcAAAAAIAi4kYKwDnp6ek6e/asTp8+rTNnzigzM9NKBKpYsaLc3d1LuokAAFhIdAAAlKjMzEydO3fO+nE3KSlJQUFB1p0UXl5eJd1EoESkp6crKirKCi4YYwguAAAAAICT0tLSFBkZqYiICMXExHAjBVBIxhjFxsZaSULx8fEKCgpS9erVVblyZbm5MTM6AKBkkegAALjq0tPTrYukM2fOqEyZMtYPuEFBQVwoATnYgwunTp3S6dOnlZCQoAoVKqhy5cqqWrWqPD09S7qJAAAAAFDiMjIydObMGUVEROjMmTMqW7asgoODVbVqVW6kAC5TQkKCTp48qYiICCUmJqpKlSoKDg5WUFAQI1ACAEoEiQ4AgKvCGKOzZ88qIiJCp06dks1mU9WqVVW5cmWVK1eOOymAQrh48aLOnDmjU6dO6dy5cwoKClJwcLCqVKlCohAAAACAG4oxRjExMYqIiFBkZKTc3d0VHBys4OBg+fn5lXTzgOuOMUYXLlxQRESEIiIiZIxRtWrVFBwcrICAAGJ8AICrhjQ7ACUiLS1N9evXl4uLi6ZPn17Szbmh9O3bVy4uLhozZswV35cxRnFxcdq1a5cWLFigsLAwubu76+abb9Ztt92mRo0aKTAwkAsgoJB8fX1Vu3ZtdezYUd27d1f58uV18OBBzZ8/X1u2bLHm0Swq+ujSLSIiQjabTR4eHjpw4EBJNwcAAOCK4ty1dLucc9cLFy5oz549WrRokTZt2iQXFxe1b99e3bt3V8OGDUlyAK4QFxcX+fv7q3HjxurZs6dat26t9PR0rV27VkuWLNH+/fuVkJDgdH3046UbMQgAJYlEBwAlYvz48Tpw4IAaNmyof/zjH9nWhYeHy8XFxanHsGHDrkj7duzYIXd3d6f2c+HCBU2bNk0vvPCCOnfurDp16sjf318eHh6qWLGiunTpoo8++kgxMTEF7vfbb79Vy5Yt5eXlpcDAQA0YMEA7duwocLt58+bJxcVFdevWVUpKSr5l33jjDUnSxx9/rBMnThRYd1EkJibqwIEDWrp0qVavXq2UlBS1atVKPXv2VNOmTRnBAShG3t7eqlevnrp27apOnTrJ09NT27Zt04IFC7Rjxw7FxsaqsAN45ddHG2O0evVqvfHGG7rttttUpUoVeXh4qGzZsmrcuLGeeOIJbd++3el97dixQ48++qjq1asnHx8fq55Ro0bp+PHjhWp3XsLCwvTee++pT58+ql69umw2m3x9fVWvXj0NGzZMq1atKrCO5ORkzZw5U0899ZTatWunwMBAubu7KzAwUB06dNCbb76pU6dOFVjP2bNn9cQTT6hatWqy2WyqXbu2Xn31VaeCQAMHDpSLi4vVj+clODhYw4cPV1paml544YUC6wUAACjN8jt3laQTJ07ojz/+0OjRo9WtWzeVLVvWutZ/8803ndqH/bp/xIgRatWqlQICAuTh4aGgoCB16dJFn3zyieLi4i77WLp06eJ0PMT+WL58ea56MjMztWfPHk2ePFlPPPGE2rRpI5vNlu82jlyL565JSUk6ePCgli1bphUrVigxMVHNmjVTr1691Lx5c26mAK4yFxcXBQUFqWXLlurdu7caNmyouLg4LVmyRCtXrtSRI0cKjFXm149HRUVpypQpGjlypG6++WbVrFlTfn5+stlsqlKlinr16qVvvvkm335p+fLlhe5bu3TpctmvzfHjx/Xiiy+qYcOG8vHxUWBgoNq2batPPvlEiYmJeW5XmNi4/REaGuqwrmuxHweAYmUA4CqLj483FSpUMJLM1KlTc60/evSokeTUY+jQocXevoyMDNOuXTun97No0SKn2lqhQgUzf/78POt55plnHG7n7e1t1qxZk+d2ycnJpk6dOkaSmTt3rlPH2KNHDyPJPProo06Vd0ZKSoo5evSoWblypZk5c6ZZt26dOXHihElLSyu2fQBwTmZmpomKijJhYWHm77//NosWLTJ79+418fHxBW5bUB9do0aNAvs7FxcXM2rUKJOZmZnvvt544w3j4uKSZz1ly5Y1f/75Z5FfB2OMufXWW53qox988EGTkpLisI7t27cbPz+/Auvw8/Mz06dPz7MtZ8+eNbVr13a4bfv27U1ycnKe2y5evNhIMqGhoSYxMbHA4w4PDzfu7u5Gklm7dm3BLxQAAEApVNC5a3h4eL7nb2PGjClwH3PnzjU2m63Ac8FKlSqZpUuXXtbxdO7c2el4iCRTpkwZExERkaueyZMn57vdsmXLCmzLtXTumpaWZsLDw83q1avNzJkzzZo1a8yxY8dMampqgXUDKBkpKSnmyJEj2eKEERERJj09PVu5gvrx7777zqn+MCQkxGzevNlhW5YtW1aovrU4YqZ///238ff3z7P++vXrm8OHDzvctjCxcfujZ8+eueq5lvpxALhSmMQZwFX3zTffKDo6WtWrV9fAgQPzLfvuu+/qrrvuynN9uXLlirt5+uqrr7RhwwZVrFhRUVFRTm1TvXp1de3aVa1bt1b16tVVpUoVZWZmKiIiQr///rv+/PNPRUdH684779SmTZvUrFmzbNuvWbNGX3zxhSRp+PDhGjZsmKKjo/XKK6/owIEDevjhh7V3716HdyV8+OGHOnTokPr3768+ffo41d4XXnhBixYt0qRJk/TGG2+oWrVqTm2XU0ZGhk6fPq2IiAhFRUXJ399fwcHBatu2rWw2W5HqBHD57HdUBAUFqVmzZjpz5oxOnDihgwcPWp9TezZ/TgX10SdPnpQk1alTR/fcc49uueUWVa1aVUlJSVq2bJk+//xzxcbG6qOPPpKrq6vee+89h2384IMP9Pbbb0uSqlSpopdeekk333yzJGnt2rX66KOPdPr0aQ0ePFhLly611hWWvb1Vq1bVP/7xD3Xq1Ek1atRQRkaG1q1bp08//VQnT57Ujz/+qPT0dP3yyy+56rhw4YLi4+MlSbfccotuv/123XTTTSpfvrzOnj2rP//8U//9738VHx+v+++/X35+fg7741deeUWHDx+Wn5+fPvzwQ7Vo0ULLly/XmDFjtH79en366ad69dVXc22XlpamkSNHSpLGjRsnLy+vAo87JCRE99xzj6ZNm6Z3331Xc+bMKdTrBgAAUBoUdO5qsoxs5uLiotq1a6tq1apauXKl0/uIiYlRSkqKypQpox49eqh3795q3ry5AgICFBERoZ9//lnTp0/XmTNndPvtt2vNmjVq0aJFkY5n0qRJBd5lu2fPHt13332SpNtuu83h9XzW43Z3d1eTJk2Unp6unTt3Ot2Wa+Hc9fz58woPD1dERIS8vb1VvXp1tWrVyqk6AZQsDw8P1axZUzVr1lRCQoIiIiK0d+9e7dixQzVq1FBISIh8fX0L7MftI9h26dJFLVu2VLVq1VSlShUlJyfr2LFj+umnn7RgwQIdO3ZMPXr00O7du1WlSpVsdbRp08ap/m/kyJFasWKFJGno0KFFPvbt27dr4MCBSkxMlK+vr1555RV17dpVSUlJmjZtmr777jvt379f/fr106ZNm+Tr65tt+2rVqjnV3vfff9+KYThq77XQjwPAFVfSmRYAbizp6enW3cCjRo1yWCZr1uqkSZOuavtOnDhh/Pz8jIuLi5kyZYrVjvxGdMiZiezIjBkzrLruvvvuXOsfeeQRh9m3WbNhV69enWu7o0ePGi8vL+Pl5WWOHj1aYDuytrlixYpGknnttdec3s4uLi7ObNu2rdB3igMoWfaRV1atWmVmzpxp1q9fb06fPm2NvOBMH92hQwczf/78PEdrOHTokAkKCjKSjJubm8M7FCIiIqy74qpWrWpOnjzpsEzVqlWNJNO8eXOTkZFRpGPu16+fmT59ep599dmzZ029evWsPnrlypW5yqxZs8YMHDjQ7N69O8/9/PXXX9boFLVr1871+qSkpBgvLy8jyfzyyy/Z1r333ntGkqlTp47Dut9//30jyfTp06egw81m1qxZRro0wsb+/fsLtS0AAMC1zplz1+joaPPuu++aBQsWmHPnzhljst/Z68yIDtOmTTOPPfaYOXbsWJ5lvvzyS6vObt26Fel4nDVq1ChrXz/++KPDMhs2bDBffPGFWbdunUlKSjLGGDNmzBinR3QoyXNXm81mNmzYYFasWGFmz55twsLCTExMTIGjxQG49tlHn9y4caOZNWuWWb16tbnjjjuMq6trnv24MyPFfv7551b/9vzzzxepbbGxsVacIq/+zVldunSxYiKORjf46KOPrPa+9dZbRdpHenq6FTPx8/MzCQkJ2dYTgwBwoyDRAcBVNW/ePOtEbseOHQ7LlGSiw5133mkkmeHDh2drR3FMkdGgQQMjXZrCIqdWrVrlebz2oSvHjx+fa90dd9xhJJl33nmn0O156qmnjCRTrVo1p35ATEtLM8eOHSPYAFwnEhISzJ49e8y8efPMggULzL59+8zcuXML7KOdMX78eKuezz77LNf6Tz75xFr/3Xff5VlP1iEq//777yK3pyCzZ8+29vP0008XuZ577rnHqicsLCzbuh07dliBjpyBmqzfNzmTxk6cOGF8fHyMzWYzBw8eLFR7UlNTTfny5Y0kM3r06KIdFAAAwDXKmfiCI4VNdHDWTTfdZKRL00lER0cXW71ZZWRkmGrVqhlJxtfXN9cPW/kpTKJDSZy7njt3zjzxxBPmxx9/NL/88os5dOhQnlPLASj9kpKSzOzZs81//vMf88MPP5jly5cXqk/LKi0tzfj6+hpJ5qabbipSHRMnTrzs5ANjjNm4caNVz2OPPeawTEZGhmnYsKGRZMqVK1ekaXjmz59v7Wf48OG51hODAHCjKFPwmA8AUHx+/fVXSVLdunXVtGnTEm5Ndr///rtmzZql8uXL66OPPir2+n18fCRJycnJudadP39eknINrSZJlStXzlbGbs6cOZo9e7bq1Kmjl156qdDtueeeeyRdGtZ99erVeZa7cOGCdu7cqYULF+rQoUMKDg5Wr1691LJlSwUGBjqcTgPAtc/b21sNGzZUz5491aRJE8XExCgpKUmjRo1S37591aRJkyLX3bVrV2v58OHDudZv2rTJWs5vyp3evXtby7///nuR21OQLl26WMuO2uus/I7b3odXqFBBbm7ZZ4+z9/NZy9k9++yzSkhI0EsvvaQ6deoUqj3u7u664447JEnTp08v1LYAAADXumstvmA/p8zMzNTRo0evyD6WLFliTc127733ytvb+4rs52qduxpjdOrUKa1du1arV69Ww4YN9f777+u1115T7dq15eHhUQxHA+Ba5OnpqT///FOPP/64/vzzT3l6emrJkiXasGGDzp49m20KnoK4ublZU3M6irs643//+5+kS1NlPPjgg0WqQ5L++usva3n48OEOy5QpU0YPPfSQJCk2NlbLly8v9H7s7ZUcT1tBDALAjYJEBwBX1bJlyyRJ7du3L+GWZHf+/Hk9/fTTkqSPPvpIFSpUKNb69+7dq23btkmSGjRokGu9v7+/JOn06dO51tmfs5eRLp2029v75ZdfWifzhdGmTRu5urpKUq4T6szMTCsBYsWKFUpNTVW7du3UtWtX1apVS+7u7oXeH4BrU5kyZVS1alXdfPPNeu+993Tq1Ck99NBDWrJkiQ4dOqTU1NRC15mSkpKt/pzOnTtnLVeqVCnPerKus8+TeSVkPUZH7XVWfsdt78Ojo6OVkZGRbV3Wvr9s2bLW8qJFi/THH38oJCTE4byZzrB/3x49elTHjx8vUh0AAADXomstvlDQOXBxyPrDlv1HsivhSp+7pqam6uDBg1q8eLF27Nih8uXLq2fPnnJ3d9eePXs4dwVuEMuWLZMxRuXKlVO7du102223yc/PT5s3b9bSpUt19OhRpaenF1jPokWLFBMTI8lx3LUghw8f1tq1ayVJnTp1Us2aNQtdh92qVaskXbrhrXXr1nmW69y5s7Wc3w1ojsTHx1sJFSEhIbr11ltzlSEGAeBGQaIDgKsmIiJC4eHhki79yO6M8ePHq2bNmrLZbPL391fjxo31+OOPKywsrFjb9vLLL+vUqVPq2LFjntm2hZWYmKiDBw/qs88+U9euXa2TymeeeSZX2ebNm0uSfvvtt2zPnzhxwjrRtpeRpA8++EBHjhzRXXfdle/d0Pnx9vZW48aNJf3/SXhycrL279+vRYsWac+ePapcubJ69eql1q1bq3z58ozeAFzHIiIitGXLFv3444+KiopSgwYNdOrUKS1cuFDbtm3ThQsXnK4ra1KCoyCDfYQbKffdA1llXRceHq7ExESn21AYBbW3OOqpX7++PD09lZ6erhkzZmRbN23aNElSrVq15OfnJ+lS8HfkyJGSpHHjxsnLy6tIbWrbtq21bO/rAQAASruixBeuNPu5oJubW6HvgnXGxYsXrfPIGjVqZBuVrLhdqXPX8+fPa+vWrVq4cKHOnDmjxo0bq0ePHqpfv75sNhvnrsANxFE/7u3trUaNGqlnz56qW7eujh07pgULFmjnzp26ePFitu3j4+O1Z88evfnmm9aotZKsG8MKo6DREQpj7969kqQ6derkGkkhq6wxA/s2zvr999+t+MhDDz3kMF5LDALAjSLvnhYAipn9B3tJatmypVPbZE1oSE1N1Z49e7Rnzx795z//0WOPPaYvvviiSKMZZLVmzRp9++23cnd318SJEy/rx/zJkyfnmyjx4osvasiQIbmeHzp0qCZNmqQ5c+boscce0wMPPKCYmBi9+uqrSktLU+3atXXLLbdIko4cOaIPP/xQXl5eGjduXJHbKkmtW7fWjh07FBUVpc2bN+vUqVMqX768mjdvrkqVKpHYANxAcvbRwcHBCg4OVlxcnI4ePaoVK1aoXLlyqlWrlipXrpznXWqJiYlW3+Th4aG77rorV5mGDRtadx+sWLFCd999t8O6Vq5caS0bYxQREaF69eoV8Qgdy8zM1AcffGD9f+DAgUWqZ/v27ZozZ44kqXHjxmrUqFG29R4eHho0aJAmT56sESNG6Ny5c2rWrJlWrlypMWPGSMoeUPnkk0904MAB9e7dW/379y9SmySpadOmcnd3V1pamtauXevwOwgAAKC0KUp84UqaM2eOduzYIUnq1atXtjtki8sff/yhhIQESdKDDz54Ra/Xi/Pc1Rijs2fP6uDBg4qNjVVwcLA6deqUbdRKO85dgRtHfv24q6uratSooerVqys2NlZHjx7VsmXLdO7cOb333ns6cOBArvpcXV316aefqlOnToVuy08//SRJ8vLy0r333lvo7e2Sk5MVHR0tSQoODs63bLly5eTj46OEhASdOHGiUPtxZnQfYhAAbhQkOgC4aiIiIqzlihUr5ls2ICBAAwYMUJcuXVS3bl15enpadxZ///33unjxov7zn/8oPj5eP//8c5HblJqaqkcffVTGGD3//PPWCAfFrUWLFpo4caLatWvncH3nzp31+OOPa+LEifr222/17bffWus8PT31ww8/WD8qPvPMM0pOTtbbb7+t0NDQIrcpMzNTjRo10scff6xq1arJGKMuXbpYmbwAbix59dEBAQFq2bKlGjdurGPHjmnXrl3auXOnatasqZo1a+aayubll1+2hid88sknVa1atVz7uuuuu/T+++9Lkt5++2317dtXnp6e2crY+7ms4uPjL+8gHfj888+1ceNGSdKAAQN00003FbqOlJQU/fOf/7RG7nnvvfcclvvggw+0bNkyHTt2TI899li2da1atdJLL70kSTp+/LjGjh0rm82m8ePHF7o9Wbm5uSkwMFBnzpzJ9jcGAAAozQoTX7jSzp07pyeffFLSpR/a3nnnnSuyn6s1bYXd5Z67GmN06tQpHTx4UAkJCapVq5batGkjDw+PPPfJuStw43CmH3dxcVFgYKACAwPVqFEj/fjjj3rrrbd08OBB/fHHH9q+fbsk6bbbbtOXX36Z64YDZ6xatUpHjhyRdCkmcDmJalljFr6+vgWWtyc65BytIj/Hjx+3RhC6+eab8x1BiBgEgBsBU1cAuGrOnj1rLZcrVy7PclWrVtXJkyf1ww8/6KGHHlKHDh3UsmVL9e3bV+PGjVNYWJhq1KghSfrll180a9asIrfpgw8+0J49exQSEqI33nijyPXY9e/fXzt37tTOnTu1ceNGTZ06VQMGDNC2bds0ZMgQ/f3333luO2HCBH399ddq2rSpbDabAgICdMcdd2jNmjXWXGuzZs3S33//rdq1a2vUqFGSLgUPJkyYoObNm8vT01MVKlTQoEGDdOjQIYf7ycjI0NGjR7VkyRKFhIRo2bJlevjhh+Xv70+SA3ADK6iP9vDwUN26ddWjRw81a9ZMUVFRWrhwoXbv3q3k5GRJ0s8//6yvvvpK0qVRG8aOHetwX+3atdOdd94p6dJICJ07d9aSJUuUmJioxMRELVmyRJ07d9b27duzBUKTkpKK7XilS6NJjB49WtKlwMo333xTpHpGjhypzZs3S7p0R4T92HKqVKmS1q9frxEjRqhy5cpyd3dXaGioXnrpJS1fvtwaGvLZZ59VYmKiXnrpJStocfr0aT366KOqWrWqbDab6tWrp7Fjxyo1NbXA9gUGBkrK/jcGAAAozZyNL1xpGRkZGjJkiI4dOyZJev3116/ICBMRERFavny5pEvznxf3KGeOFPXcNTMzUzt37tQvv/yihQsX6osvvtCoUaP0xx9/OLVfzl2BG0Nh+3EvLy/1799fDRs2VOfOnfX222/r999/14gRI7R06VINHjxYGzZsKHQ7fvzxR2v5cpPI7LERSfkmddnZRykuTKzjp59+kjFGUsHtJQYB4IZgAOAqefTRR40kI8mkpaVdVl2rVq2y6urevXuR6ti3b5+x2WxGkpk9e3au9UePHrX2MXTo0Mtq7//+9z/j4uJiypQpYyZNmlSkOhITE01oaKiRZObMmWM9//jjjxtJxsXFxdStW9f4+/sbSaZ8+fJm3759VrnU1FRz4MABM2/ePLNkyRJz4sQJ8+2331rHuHbt2ss6RgClW1H66OjoaLNu3Toza9YsM3fuXBMcHGwkmXLlypndu3fnu21sbKxp3769tU9HjzZt2pjhw4db/9+2bVtxHKoxxphdu3aZcuXKGUnGZrOZ5cuXF6me9957z2pf69atzcWLFy+rXfPmzTOSTEhIiElMTDTGGHP69GkTEhJiJBkvLy/ToEED4+rqaiSZO+64w2RmZuZb580332wkmXr16l1W2wAAAK4VlxNfWLZsmbXtmDFjiq0d/fr1M+np6ZdVX17ef/99az/ffPNNkeoYM2aMVceyZcuKpV1Zz13j4+PN4cOHzdy5c823335runfvbvz8/Dh3BeDQ5caJ09LSzKFDh8z8+fPN9OnTTbdu3YyPj49ZsGCB03UkJyebgIAAI8lUrVr1svvwqKgo65juu+++AstXrFjRSDJNmjRxeh8NGjSw4hixsbGX0dpLiEEAKO0Y0QHAVZN1WPLLvSu3Y8eO1jQTq1evVmZmZqG2N8boscceU0pKigYMGKDbb7/9stqTn4SEBN1zzz36xz/+oczMTI0cOVKxsbGFrue9995TeHi47rrrLvXt21fSpbuRJ06cKG9vb61YsUIHDhxQVFSU7rnnHsXExOjJJ59USkqK9u7dq0WLFunUqVNq0aKFunbtquDg4Gx/B3sWL4AbU1H66PLly6t9+/aqUKGCli9frs8//1wvvviiZs2aVeCQkQEBAVqxYoU+//zzXGUrV66sf//731q1apUuXLhgPe/MXR6ZmZmKiYnJt8zRo0fVs2dPxcbGytXVVVOnTlXnzp0LrDun//znP3r11VclSfXr19e8efPk4+NT6HrsUlJS9NRTT0mSxo0bZ/XLo0eP1rFjx9SxY0edPn1ae/fu1c6dO1WpUiXNnj27wCmc7H9P+nkAAHC9KM74QlG98sor1rSTHTt21G+//SZXV9crsi/7Hcc2m0333XdfvmVjY2OVnp5+RdqRlf3c1cfHR+PGjdOqVat0/PhxrV69Wo8//riSk5MVERHBuSsAhy63H3dzc1Pt2rXVo0cPtWvXTkOGDNG4ceP0008/ZRtZIT8zZ85UXFycJGnIkCFF6sNTUlKsuEXWkXKdmY4iISFBknPTXEjSxo0btW/fPknSnXfeqYCAgEK2NjtiEACuByQ6ALhqgoKCrOVz585ddn32H8aSk5ML/FErp/Xr12ebz2zatGm5HrNnz7bKHz161Hp+165dhdrX4cOHtX37dt11112SLp3Ezps3r1B1HDp0SB9//LG8vLw0btw463n7HJ2PPPKIOnXqJOnS0GhfffWVqlSpopo1a2rhwoWKi4tT27Zt1alTJ1WuXFkuLi6Ssv8dsv59ANx4itpH7969W3fccYc++ugjvfDCC+rSpYtiY2O1YcOGAuvx8PDQs88+q927dysuLk4HDhxQZGSkIiMj9fbbb8tms2nHjh2SLgUMgoODC2zPkSNHtH37dmsox5wiIyPVvXt3RUZGysXFRT/88IMGDBjg9PHaTZ06VU888YQkKSQkRIsXL77sfvSjjz7SoUOH1Lt3b/Xv31+SlJqaqmnTpkmSvvjiC2u+0IYNG1rzaU6ePDnfeu1/B/p5AABwvSju+EJhffjhh/rggw8kXZrn/O+//75iP+hs3rxZe/bskSTdfvvt+Sb/GmO0e/duHThw4Iq0JavPPvtMN998syZNmqQKFSqodevW6tChgz777DNlZmZy7gogX8XVj5cpU0YhISE6ffq0fvjhB7Vo0UILFy7U/v37C5xmwR5XlYo+bcWuXbusPtc+pbB0acqh/MTGxlqJDtWrV3dqX8XR3qyIQQC4HriVdAMA3DiyntzExsYqJCTksurL60csZ6SkpFjL9pO0/KxcuVIrV66UJI0ZM0ZNmjRxel8NGjTQ4sWL5eb2/12uff5OZz399NNKSUnR22+/rdDQUOv5bdu2SZJuueUW67n4+HhFRkbqyy+/1MaNGyVJHTp0cFhv1pEl7CfiAG5MRemjDx8+rB49eigmJkZubm768ssv1a9fPyUlJenIkSNau3atypUrp7p16yooKMhKsnLE399f/v7+2Z47c+aMDh06JElq06aNypTJP0c3JSVF+/fvV9u2bR3uKzo6Wj169NCRI0ckSePHjy9ScGDWrFl66KGHlJmZqSpVqmjJkiVOJWHkJzw8XO+//75sNpvGjx9vPb9//34lJyfLy8tLrVq1yraNve+3fxfkxd7XE2QAAADXi+KOLxTGhAkTNHr0aEmXfvhZsGBBrvPY4pT1h62hQ4fmW9bFxUVNmjTR6tWrFRISclmjjeUlISFBW7duVZ06dZSUlKT69eurWbNmkqSdO3dy7grAKcXdjwcFBWndunVat26dpk2bpujoaB06dEihoaGqXbt2thEkJCkqKkoLFiyQdClhrTCxXrtz587p1KlT6tatm/Vcw4YNtWrVKh06dEjp6enZ4sFZ2UdmsG9TkLS0NE2fPl2SVLFiRfXu3bvQ7c2KGASA6wUjOgC4apo2bWotF8fdBfY7Gmw2m8qXL3/Z9V0pHh4eatCggTZv3mw95+yQZJI0Y8YMzZs3T7Vr19aoUaOyrTt//rykSz8QxsbGauPGjVq+fLl1l/LHH3+cbdj3nOx/h3r16slmsxXmsABcZwrbR0dEROi2227TqVOnVKZMGU2ZMsUaucbLy0uNGzdWz549VaFCBW3ZskUrVqxQZGRkoZLUpk6dapUfOHBggeX37t2roKAghxfT58+fV69evazvjg8++EBPPvmk022xW7JkiQYOHKj09HSVL19eixYtUu3atQtdT07PPPOMkpKS9OKLL6pOnTrZ2i3JuosiK/swlfYyjkRFRVnfA1n/xgAAAKVZcccXnPXjjz9q5MiRkqRatWpp8eLFV/SmgbS0NOvO2qCgIPXp06fAbQICAhQcHKzdu3cXa1uSkpK0detWLV26VBs3btRLL72kzMxMK8lB4twVgPOKux8/efKktezt7a1bbrlFHTp00MWLF7Vo0SLt2rUr241vv/zyizXNT1FugDDGaNeuXapTp468vb2t5zt27CjpUlLYli1b8tzePtKwlP0GtrzMmTNH0dHRkqT7778/zwQKZxGDAHC9INEBwFVz0003WUM5btq06bLqWr16tfVjVceOHQu8yzenLl26yBiT7+Po0aNW+aFDh1rPv/nmm4Vub2hoqDUihOT8iV5iYqKee+45SdKXX36ZKxnB399fDRo0UHx8vNasWSNvb291795dLVu21Pbt2yU5PjG1sydf2Ke9AHDjKkwfHRUVpe7du1uj00ycOFH3339/rnIeHh6qX7++evTooerVq2vnzp1asmSJjh8/XmDCw4ULF/Thhx9KunQx7aj+rOLi4hQREaHGjRvnWpeYmKh+/fopLCxMkvTaa6/p5Zdfzrc+R9auXau77rpLKSkpKlu2rBYsWOBwf4U1d+5czZo1SyEhIXrttdeyrbPfHXj27NlsQRlJOnHihKT8+3n7yD4SfT0AALh+FGd8wVl//vmnhg8fLmOMgoODtWTJElWtWvWK7nPevHk6e/aspML9sNWwYUOdPXvW2vZypKamavfu3VqyZIkyMjJUpkwZvfDCC5LEuSuAIivOfjwzM1N//PGH9X/76AyBgYFq166dbr31Vl28eFGLFy/W/v37lZ6ebo2W4+bmVmC8wZGIiAglJSVlSxKQZE0BIUmTJk3Ks732/QcEBKhr164F7q8wo/sUhBgEgOsJiQ4ArhoPDw+1bdtWUvaTnpz++uuvfH8AO3TokIYMGWL93z5Hek5vvvmmXFxc5OLiUuDcYZdj8uTJSk5OzrfMF198oQ0bNki6NJe7Pbu3IGPHjtWxY8d05513qm/fvtnWXbhwQSNGjNCYMWO0detW9ejRQ02aNJGXl5d157QkNW/e3GHdR44csTKBOfEE4GwfHRcXp169emn//v2SpM8//1wjRozIt243NzfVrl1bPXr0UN26dbV//34tWrRIERERDvv7+Ph43XPPPTp9+rQk6ZNPPpGfn5/DukNDQ+Xi4qJy5cqpVq1auYbnTU1N1YABA7RmzRpJl+5aePfdd/NtryPbtm1Tv379lJCQIB8fH82dO1etW7cudD05JScn6+mnn5Z06bXMObdz/fr15enpqczMTOtuPrtffvlFktSiRYs867f/LW02m9q0aXPZ7QUAALgWOHvuWlwWLlyowYMHKyMjQxUrVtTixYuzTSvpLPu5a35TumVV1PnYbTab6tevr507dyozM7PQ7ZSk9PR0HThwQIsWLdL58+fVsWNHNWnSRM8884wkzl0BXB5n+/HvvvtOGRkZea7PzMzUCy+8oF27dkm6dENczZo1s5Xx9/dX+/bt1a5dO505c0bz589X5cqV5ebmpj59+hRqigV7P16jRg01btw4VwJa27ZtrTjr999/r3Xr1uWq49NPP9XevXslXYpRuLu757vPc+fOac6cOZIu3TyXXz9aEGIQAK43lze+DQAUUr9+/bRixQpt3LhR8fHxDn+4GjBggOrUqaO7775bbdu2VXBwsGw2myIjI7Vw4UL997//VUJCgqRLQ5nffffdV/swsnnzzTf1wgsv6J577lHHjh1Vu3Zt+fr6Kj4+Xjt37tTPP/9s/cDm7u6u0aNHO3UXxsGDB/XJJ5/Iy8tLX3zxhfV8YmKi9u3bp5MnTyokJESDBw/W+fPnderUKT388MM6ceKEnn/+eUmXRq6oUaOGw/qXLFkiSXJ1dVWvXr0u92UAcB0oqI9OSUlRv379rPkYhwwZou7du1sBBUd8fHysIEOZMmUUEhKi4OBg/fDDDzpz5owkqVy5cqpWrZouXLig9evXa8KECTp+/Lgkafjw4XrkkUecan/dunVzPTd48GAtXLhQktStWzc98sgj+bbXw8ND9erVy/bc4cOH1atXL8XFxUmS3n33Xfn7++dbT8WKFVWxYsUC2/zhhx/q8OHD6t27twYMGOCwPYMGDdLkyZM1cuRIJSUlqVmzZpo5c6aVxJdf0Nve13fv3p0pigAAwHXFmfiCJM2fP99KoJWyz4u+bdu2bDdG+Pr66t577822/fr16zVgwAClpqbK3d1dn3/+udLS0vI9FwwODraG+C6q2NhY/f3335Iu3Z2cc670gqxcuVJ79+7Vli1bFBQUlG1O9fnz5ys8PNz6f506dawbMjIzM3X8+HHt27dPXl5eatu2rfUj4FtvvcW5K4Bi40w//uijj+qtt97Svffeq/bt2yskJETe3t6KjY3V1q1bNXnyZO3YsUPSpZEGJkyYkOf+KlSooE6dOunDDz9U3759dddddykoKEjGGKcT0LKqVq2aw+e/+OIL3XLLLUpKSlLPnj316quvqmvXrkpKStK0adP07bffSro0lbB9hJz8TJs2TampqZIufzQHYhAArjsGAK6iiIgI4+rqaiSZKVOmOCwjyanHv/71L5OcnJznvsaMGWOVnTRpUqHbevToUWv7oUOH5lkuJCTEqfYGBwebmTNnmlmzZpm4uLgC99+rVy8jybz11lvGGGOSk5PNjh07zKxZs8zmzZvNxYsXjTHGPP744w73V65cObNnz5486+/SpYuRZHr16lW4FwbAdaugPjprv+jso3Pnzg739fHHHxtPT08zaNAgM3XqVPPaa6+ZGjVqWNu5ubmZl19+2WRkZOTb5qx9sCOFbW9ISEiuOiZNmlToesaMGVPQy22OHDliPD09jc1mMwcOHMiz3OnTp/P8runbt6/JzMx0uF14eLhxcXExkszUqVMLbA8AAEBp4kx8wRhjOnfufFnnglljC//H3n/HR3qX5+L/NUXSaFRGvXdp1OuqS7ur3dXaxmCMsakBAjkkOd+TX0JJzjlJTk4ghOQkJCQhIQGCwZjiRjFgTAB7tZK2qEu7q957LyNpiqbP8/vDSGxvmtEz5Xq/XvtaezXzPJe00uw893N/7s/9/rpTDeJe712v99WvfvXgsf/wD/9wv1+WAw+S96Mf/ajgcDiExcVF4c033xTefPNNYWlp6Yb3mXzvSkTO5sw6cV5entDb23vPc9rtdiExMVGQSqXCk08+Kfzyl78UmpubhbW1tTu+Pl3v+rrF3bz22mtCaGjoHfNmZ2cLExMT9zyfIAhCdXW1AECQyWTCysrKfT3ndvg6TkTeiFtXENGRSkxMxLve9S4AwAsvvHDbx7z22mv48z//c5w5cwaZmZlQqVSQy+WIiIhARUUFPv3pT2NgYABf+cpX3KIztKmpCV/72tfw/ve/H8XFxYiNjYVcLkdwcDAyMzPxzDPP4Fvf+hbGxsbw5JNPIiMjAwMDA3fdnuNHP/oRfvWrXyEzMxN/8id/grGxMZw7dw4GgwEnT55EeXn5wXj2r3zlK/jyl7+MwsJCBAQEICIiAu9973vR2dmJvLy82x5/aWkJFy5cAHDnrT+IyPfcz2u0szz99NP4i7/4C6ytreHzn/88Njc38cUvfhGf+cxn8Gd/9me4evUq/v7v/x5S6d3frlqtVpfmdKVPfOITMJlM+J//83/edhrFvtjYWLS3t+N3f/d3ERsbCz8/P2RlZeFzn/scXn311TuuPHnxxRchCAJiY2NFn35ERERE5GxH+d5VDN/97ncBvDWF8frtO10hOjoara2tGBwcRFZWFs6cOYOEhIQb3mfyvSsROdv9vI739/fjS1/6Ep566ikUFBQgKioKcrkcoaGhyM3NxW/91m/hBz/4Aa5du3Zfk2+ampqwtLQEh8OBhIQEnD17FklJSejp6UFbWxu2t7fv+vz7rUG8853vRH9/Pz796U8jOzsbSqUSYWFhqKiowBe+8AVcuXIFWVlZ9zzOxMTEwXbIjzzyCOLi4u7r/LfD13Ei8kYS4W532oiIXKCjowO1tbWQyWSYnJx8qH0tPZnVakVTUxOKi4uRkJBwx8c5HA7Mzs5ifHwcSqUS+fn5iIqKckqGv/mbv8Ff/uVfIicnB8PDw/e8kUhEvkPM12iDwYDR0VEsLy8jLS0N2dnZd21oMxqNaGpqQl1dHSIiIo4spydwOBzIy8vD+Pg4/vZv/xb/5//8H7EjERERETmdr9cX7odOp0NLSwsaGhoQGhp6w8d2dnYwPDyMnZ0dqNVqpKen39dWm87G965EvstdXsetVismJiYwPT2NmJgY5OXl3bKVxsbGBrq6utDY2AiFQiFKTnfF13EiEgvvbBHRkaupqcHjjz8Ou92Ov/u7vxM7zpHz8/NDXl4eBgcHYbfbb/m4IAhYXFxEU1MTZmZmUFJSghMnTjityUGv1+NLX/oSAOCzn/0smxyI6AZivkYHBQWhvLwcJ0+ehMFgwLlz5zA2NgabzXbbxw8PDyM+Pp5NDrfxyiuvYHx8HJGRkfijP/ojseMQERERuYSv1xfuR0hICNLS0jA4OHgwWVKv16O7uxuXLl2CSqXC2bNnoVarRWlyAPjelciXucvruJ+fH/Lz83H27FkEBASgpaUFV69ehdFoBPDWjfzBwUFkZ2ezyeE2+DpORGLhRAciEsXAwADKysoglUoxOTmJlJQUsSMdKUEQ0Nraivj4eOTk5Bz82fr6OkZGRmCxWJCTk4OUlJQ7jgN7WF/4whfwZ3/2Z6isrERnZ6fTj09Ens9dXqM3NzcxPDyMvb09ZGdnIy0t7aA5S6PRoK2tDY2NjQgMDBQln7sSBAFFRUUYGhrCl7/8ZfzhH/6h2JGIiIiIXMZd3ru6M4vFcjBZcnd3F1NTU0hOTkZOTo7o76X53pWI3PF1XK/XY2RkBGtra8jJyYFEIsHs7CxOnz4NmUwmdjy3wtdxIhITGx2ISDTf+973MDk5ibNnz+L48eNixzlyW1tbaG9vR2NjI6xWKwYGBrC7u4vs7Gykp6e77E3zV77yFayvr+Ppp59GcXGxS85BRJ7PXV6jBUHA6uoqhoeH4XA4UFhYiNjYWFy8eBFxcXEHzWL0G8vLy/j6178Of39//Omf/imLMEREROT13OW9q7sSBAFXr17FwsICwsLCUFJSApVKJXYsAHzvSkRvcdfX8a2tLfz41R/i4qU2fOgD78Wjjz8hdiS3w9dxIhITGx2IiETU1dUFnU6Hvb09pKenIycnB35+fmLHIiJyO4IgYG5uDiMjI1AoFDCbzXjkkUd4AU1EREREdBc6ne5gYYVUKkVGRgbUarXYsYiIPMLS3CT+7vN/Du2eHaHhcfjtj34MRUVFok/DISKit3BjdiIiEQiCgMXFRWg0Guj1epSWlqKwsJBNDkREdyCRSJCWloaTJ09Cr9fDarVifHwcNptN7GhERERERG7HZrNhaGgIra2tCAkJwdmzZ3Hs2DGMj4/DZDKJHY+IyO3pdrfx7a/8NXaMfjiZK0WYbRyL87NoamrCxMQEHA6H2BGJiHweGx2IiI6YVqvF5cuXMTg4iMLCQuTk5GB6ehocsENEdG+zs7MIDw/H8ePHsb6+jvPnz2NlZYWvoUREREREeGthxdLSEpqamqDRaHDixAkUFRXBz88P0dHRiI6OxsjIiNgxiYjcmtVqxUvPfh5TS7t499kCvO+d9QiQ6LE124mamhosLi6iubkZ6+vrYkclIvJpcrEDEBH5CqvVirGxMczMzCA9PR3V1dXw8/ODzWbD/Pw8FhYWkJKSInZMIiK3ZTAYMDMzgxMnTkClUuHkyZOYn5/H1atXERYWhqKiIgQHB4sdk4iIiIhIFPvbVGi1WuTn5yM5ORkSieSGxxQUFKC5uRnp6ekICwsTJygRkRsTBAE/e+nLGB/pR2ZuPd5ZGwN/uYBjhenoHr6CnY0FNDQ0YGZmBt3d3YiJiUFhYSG3syAiEgEnOhARuZggCFhYWEBTUxN2d3fR0NBwwzYVcrkcBQUFGB4ehtVqFTktEZH7GhwcRFJSElQqFYC3trNITU1FY2MjlEolWlpaMDIywu0siIiIiMin3LxNRWNjI1JSUm5pcgCAoKAgZGRkYGBggFPRiIhuo63pVVxr/xn8I/Pw/rOZ8Je/9Vp5vK4SMsceWn7xIiQSCTIzM9HY2AiZTIampiaMj49zOwsioiPGRgciIhfa36ZiaGgIhYWFqKurQ2ho6C2PS0hIQFBQECYmJkRISUTk/tbX17G5uYm8vLxbPubv74+SkhLU19dzOwsiIiIi8hl326bibrKzs2EwGLC8vHxESYmIPMPEUC/O/fQbkAaE4+TxOqRHmg4+pgoNRml+GhYn+zAzPgAAUCgUOHbsGGpra7G0tITz589zOwsioiMkEVgBJiJyOqvVitHRUczOziIjIwPZ2dn3LDTs7Ozg0qVLOH36NIKCgo4oKRGR+3M4HGhpaUFqaioyMzPv+lhBEDA/P4/h4WFuZ0FEREREXstgMODatWvQarUoKChAUlLSbSc43MnCwgJGRkZw5swZyOXc3ZiIaGN1Ed/44qfgMK4hs/730JjvQHSw5YbH7Ozq8G9f/z6S8k7hdz759ze87jocDszOzmJkZAQxMTEoKiqCQqE46k+DiMincKIDEZETCYKAxcVFNDU1QavVoqGhAQUFBfdscgCAsLAwJCUlYWho6AiSEhF5jtnZWQiCgPT09Hs+9k7bWdjt9iNISkRERETkWoIgYGZmBs3NzQgKCkJjYyOSk5MfqMkBAJKSkqBQKDA5OemipEREnsO4Z8BLX/9rWHULKD3+bqTHBdzS5AAAYaoQlBakYX68F3OTwzd8TCqVIiMjA42NjQCA5uZmLC0tcdokEZELsdGBiMhJjEYjOjs7MTg4iKKiojtuU3E3ubm52NjYwMbGhotSEhF5FovFgtHRURQWFkIqvf+3rvvbWRw/fhzr6+toaWmBRqNxYVIiIiIiItfa29tDW1sbJiYmUF1djZKSkvtaWHE7EokEhYWFmJycxN7enpOTEhF5DofDgR9+6wvQLA7g+PHjEIIyUBinv+Pjj9dUQmrXoeUXL9z24wqFApWVlSgpKUF/fz+6u7thNptdFZ+IyKex0YGI6JAEQcDCwgKam5vh5+eHM2fOIDEx8YFXUwBvvRHOycnB4OAgHA6HC9ISEXmW0dFRhIeHIzY29qGeHxYWhhMnTiA5ORltbW0YGhridAciIiIi8ijXT3EIDg7G6dOnER0dfejjRkREID4+HsPDw/d+MBGRl3rjJ89haqAF5UXp8IutRnrkHoL871w3iIgIRXFuKmbHum6Z6nC9hIQEnDlzBhKJBOfPn8fS0pIL0hMR+TY2OhARHYLJZEJXVxeGhoZQVlaG8vJy+Pv7H+qYGRkZsNvtmJubc1JKIiLPpNVqMTc3h8LCwkMdRyqVIjs7GydPnsTm5ianOxARERGRx7h+isP+CuGHneJwO/n5+VhdXcXW1pbTjklE5CmutL+JjnMvIzVOiZLqR2CwypEdZbjn807UVUJi06H1ly/e9XEBAQGorKxEcXExpzsQEbkAGx2IiB7C/hSH8+fPQy6X48yZM4iPj3fKsaVSKQoLCzE6OgqL5da94IiIfIEgCBgcHER6ejpCQkKccszQ0FBOdyAiIiIijyAIAmZnZ9Hc3IygoCCcPn0aMTExTj9PYGAgsrOzMTAwwH3kicinzE+N4PWX/w1hCgueedfjGN1UIT9GDz/ZvV8LIyNVKMpJxvRIJxZmxu/5+MTERJw5cwaCIHC6AxGRE7HRgYjoAbliisPNYmNjERYWhrGxMacel4jIU6yurmJ3dxc5OTlOPe7tpjtsb2879RxERERERIext7eH9vZ2jI+Po7KyEqWlpU6d4nCzzMxMWK1WzM/Pu+wcRETuZHd7C698828gs27gg+95HCvGKATIHEgOM933MU7WVUFi06L1Fy/c1+MDAgJQVVXF6Q5ERE7ERgciovt0/RQHmUzm1CkON5NIJCgsLMTs7Cy0Wq1LzkFE5K7sdjuGhoaQl5fnsoLu9dMdLl++jOHhYU53ICIiIiJRXT/FQalUumyKw81kMhkKCgowMjICq9Xq8vMREYnJYrHg5Wf/GobNSbz77Q0IDY/GxJYSRfE6SCT3f5yoqDAUqBMxOdSOpbnJ+37ezdMdlpeXH+KzICIigI0ORET35fopDqWlpaioqHD6FIebhYSEIC0tDYODgxwfSUQ+ZXp6GjKZDKmpqS49z/XTHdbX19Ha2srpDkREREQkiv0pDmNjY0cyxeFm8fHxCAkJwfj4vUewExF5KkEQ8NMX/gUrUz04XVeMvNxMDK8FIz7EjAjlgzd6nayvAqy7aP3l/U112BcQEIDKykoUFRXh2rVrnO5ARPSQ2OhARHQXgiBgcXHxYIrD6dOnkZCQcGTnz8nJwe7uLtbW1o7snEREYjKZTBgfH0dRUREkD7KU4hBCQ0Nx8uRJJCYmcroDERERER0pQRAwNzeH5uZmBAYG4syZM0cyxeFm+5MlZ2ZmoNfrj/z8RERH4eKvvo+hrl8gPzMGJ+sroNnzw4ouAPmxD/e6FxMdgfysBIz3X8by/NQDPVcikSApKQmnT58+mO6wsrLyUDmIiHwVGx2IiO7AZDKhu7sbg4ODB1McAgICjjSDv78/cnNzMTg4CIfDcaTnJiISw8jICGJiYhAVFXWk55VKpcjJyeF0ByIiIiI6MlarFX19fRgZGUFFRQXKysqOdIrDzVQqFZKTkzE0NCRaBiIiVxm51o7zP3sOcWEyPPWOswAkGFgJgTpyD4F+D1933Z/qcOFXLz3U8xUKxcF0h76+PgwMDHDxBRHRfWKjAxHRbayvr6OlpQUSieTIpzjcLDU1FTKZDNPT06JlICI6Ctvb21haWkJBQYFoGW6e7jA5Ocntg4iIiIjI6XZ2dtDa2gqTyYRTp04hNjZW7EgAgNzcXGxtbWF9fV3sKERETrO2PIcff+eLCJLp8YH3vB3+AX5Y2FHAbJciK8pwqGPHxUYiNyMOo1cvYnVp9qGOsT/d4dSpU9ja2sLFixc5XYeI6D6w0YGI6DoOhwMjIyPo6upCXl6eKFMcbiaVSlFYWIixsTGYTCZRsxARuYogCBgcHERmZiaUSqWoWfanO9TV1WFmZgadnZ3cK5OIiIiInEIQBExPT+PSpUtITk5GXV0dFAqF2LEOBAQEICcnh5Mlichr7Bn0eOk/Pwe7YQnvf/cjCFOFwGqXYHg9GAWxOsiccJes4Xg1YN3BhV++eKjjBAUF4cSJE4iMjERraysWFxcPH46IyIux0YGI6NeMRiMuX76MlZUVnDx5EqmpqUe2P/y9REdHIzo6GqOjo2JHISJyiaWlJezt7UGtVosd5UBERAROnToFqVSKlpYWbG5uih2JiIiIiDyY1WpFd3c3JiYmUFtbi5ycHLepO1wvPT0dgiBgdnZW7ChERIdit9vx/W/+P+ysDOMdZ6uRkvzW1N6JzSAE+9uREOqcRQ3xcVHISY/D8JULWFueP9SxZDIZioqKcOzYMfT39+Pq1auw2WxOyUlE5G3Y6EBEBGB1dRUtLS0ICQnByZMnERoaKnakWxQUFGBxcRE7OztiRyEiciqbzYahoSHk5+dDLpeLHecGfn5+qKysRHZ2Njo6OjA2NsatLIiIiIjogWk0GjQ3N8PhcODUqVOIjIwUO9Id7U+WHB0dhcViETsOEdFD++WPvo7Z4YuoLlXjWOlb22QaLDJMbylRGKeDM3vNTh6vBCyHn+qwLz4+HqdOnYJOp8OFCxeg1WqdclwiIm8iEVipJSIf5nA4MDw8jLm5OZSUlCApKUnsSHc1PDyMra0tHD9+3C1XfRARPYzR0VGsr6/jxIkTbv3atrOzg56eHgQGBqK8vNytRgwTERERkXsSBAFTU1MYHR1Fbm4uMjMz3fo97/U6OjqgVCpRXFwsdhRyY4IgwG63w2azHfx+t1+CIBw0j9/83/s/GxKJ5Ib/lkqlkMvlkMvlkMlk8PPzg0wmO/iz639JpVKP+Rkj1+q++F/4+Uv/hIx4BT78/ndCKn1r3W/nvAoBcgdKE3ROP+cLr7yGyVU7/uAvvoHouESnHNPhcGB0dBTT09MoKipCSkoKv8eJiH6NjQ5E5LMMBgN6enogCAIqKioQHBwsdqR7slqtaGpqQlFRERITnfNmmXzH9cWH/V92ux12u/3g4zcXG24uMuz/v1QqvW1RgRda9KD29vZw/vx51NfXIzw8XOw492S1WtHf34+NjQ0cO3YMMTExYkciIiIiIjdlNptx5coV6HQ6lJeXIyIiQuxID0Sv16O5uRkNDQ1uOfmSXMfhcMBsNsNsNsNkMh38uvn/92sL+yQSyW2bD/YbFK5vRLi+3rD/+/U1if3fBUGAw+G4pWHi5vrG/nMkEslBM4RCoUBAQAAUCsUtvwICAhAQEMA6hpeanRjEd778Zwjz1+H3PvoMAgPfWqiwrvdH94IKZ9WbCJA7/9bY4tIavvHCz1FU9wye+dj/cuqx19fX0dvbi5iYGBQXF8PPz8+pxyci8kRsdCAin7S8vIwrV64gOTkZBQUFkMlkYke6b/Pz8xgdHcWZM2fcbsQ7HQ1BEG5bcDCZTLBarXe9+N+3vxpCJpPdUGS4vthw8zmvLzQ4HI4bVmzsu7754eZGCD8/vxsKDNf/935XPfmenp4eSKVSHDt2TOwo900QBMzPz2NgYAAZGRnIzc3l9zARERER3WBzcxO9vb0IDw9HWVmZx96QGhwcxO7uLurq6nhD2IvY7XYYDAYYDAbo9XoYDIZbGhoAwN/f/5ZGgev/38/P74YagFj1tds1Q1it1tvWTfb/zGq1QiKR3PL5BQUFITg4GMHBwVAqlbzW80DbW+t49h8/CbtuFr/7kXchOuqtJjOHALRMRSIlzIisqD2Xnf+7L72G6XUH/n//9xuIik1w6rFNJhN6e3thNBpRWVkJlUrl1OMTEXkaNjoQkU+x2+0YHBzE0tISSktLkZDg3DebR0EQBFy4cAFxcXHIyckROw45mcPhgNFohF6vh9FovO2qCbPZDEEQbrs6wd/f/7ZNBrcb5egsgiDccSTl9U0WVqv1tp8L8Fbx5E4rLYKDgxEUFORRDUl0f7a2ttDe3o7GxkYEBgaKHeeBabVa9PT0wM/PDxUVFR75ORARERGRcwmCgPHxcUxMTKCgoABpaWke3SBgtVpx7tw5lJaWIj4+Xuw49AAEQTioL+z/2m9s2Nvbg0wmO7ipHxQUhMDAwFsWJ3jzdbjdbr+lRmE0Gm9o/hAEAUql8qDx4fomCIVC4dE/297KbDLhm//8P7Ex140PPnUG2er0g4/NaAIxtaXEmcwtuLJ/ZX5hBc+99AuUHH8v3v3bf+L043vbvzNERIfBRgci8hl6vR7d3d2QSqWoqKhAUFCQ2JEemkajQVtbm8feHPR1+xMZbi407P83AAQFBUGpVN72xv/+n3lDweFe4zD3iww2mw2BgYG3FBaCg4MRGBjIFRYeSBAEtLa2IiEhAdnZ2WLHeWg2mw2Dg4NYXl7GsWPHEBcXJ3YkIiIiIhKJ2WxGT0+P1620nZ2dxcTEBM6cOeMV16HeyGQyYXd3Fzs7O9jd3eWNeid4kEYRlUqFsLAwhIWFwd/fX+zoPksQBLzyjb/DaM/rOHu8CMdryw8+ZrFJcG4yCscSdxEXYnF5lm+/+BPMbUrwh595DhFRsS45x/7koIiICJSVlXHyLxH5JDY6EJFPWFxcxLVr15CWloa8vDyvuCna29sLQRBQUVEhdhS6A0EQYDAYsLOzc8OFsV6vh91uP7hxf3OxgTfub3R9Y8j1TSE3N4Zc3/ygUqkQGhrKr6Mbm5ubw/j4uNcUS/f/nUlNTUV+fj6/94iIiIh8jFarRWdnJ1QqlUdvVXE7+03KiYmJUKvVYsfxeSaT6aChYWdnBzs7OzCZTAgKCkJYWBhUKhVCQkK49YILXb/1h06nO/i72Nvbg1KpvKHxgc0PR+f869/DhZ8/i6KsaDz95CM3NPL0r4TAYJGhJmUHR9HfMzu3hOdf+RXKGj6Ad33oUy47z36DncViQXV1NZRKpcvORUTkjtjoQEReTRAEDA8PY25uzutW2hqNRjQ1NaG2thaRkZFix/F5giBAr9ffUGjY3d2Fw+FAaGgoQkNDb7gZz60YnOP6rT72Gx/2iww2mw2hoaEHhYX95gd+3cVntVrR1NSE4uJij9xC6E72Jwf5+/ujsrKSxSwiIiIiH7GysoK+vj5kZmYiJyfHK1fJb25uoqOjA2fPnoVCoRA7js/Yb2q4/pfZbEZwcPDBde7+797UXOOpLBbLLU0oe3t7CAwMvOHvKywsDAEBAWLH9SqDvRfxw+c+j4RwAb/zoafh5/eb2o/WJEPrdCROZW4hJMB+ZJm+9b1XsaCR448++y2ER0a77DwOhwMDAwNYXl5GVVUV68RE5FPY6EBEXstqtaK3txcGgwHV1dUIDg4WO5LTjY2NYWVlBQ0NDV5ZSHFX+00N11+8Xt/UcH3XfkhICFdPiEAQBOzt7d1QDLq5+WG/wMDmh6M3NDSEnZ0d1NXVed1rl81mQ19fH7RaLaqqqhAaGip2JCIiIiJykev3ST927JhXNfHeTnd3N2QyGY4dOyZ2FK9lNBqxtbWFzc1NbG5uwmAwHDQ17P8KDQ1lU4MHsVgstyyKMRgMCAkJQVRUFKKiohAZGcnGh0NYWZjGc//yJwiwb+D3P/Y0QkN+UwMWBKB9LgwhATYUxeuPNNf07CK+84M3UX7qg3jnBz/h8vPNzMxgaGgIhYWFSEtLc/n5iIjcARsdiMgr6fV6dHZ2QqlUoqKiwmsvAO12O5qampCTk4PU1FSx43gtu92OnZ2dg0LD9vY2BEGASqW6oRufTQ3u7ebmh/1Cw37zw35xITIykivxXUiv16O5uRknT570mj2LbyYIAsbGxjA1NYXy8nKvmiZERERERG+x2Wy4evUqNBoNqqurvfa97fX29vZw/vx51NfXIzw8XOw4XuF2jQ1hYWE3XJ96a03Ll5nN5oO/962tLWi1WjY+PCS9dhdf/8dPYG9jDB/74NuRlHjj9feqzh9XllRoVG/CX3a0t8IEQcC3vvcqlnYD8EefeQ5hEVEuP+fm5ia6u7uRmJiIwsJC1imJyOux0YGIvM76+jp6enoO9kn3ttXCN1teXkZ/fz8aGxt58eskNzc2aDQa+Pn5ITIyElFRUYiIiGBTg5cQBAFGoxEajeagyKDX66FSqW4oMPBny3k6OzuhUChQUlIidhSXW1pawpUrV5CdnQ21Wu31/x4RERER+Qqj0YjOzk7IZDJUVVX51A3JkZERbGxs4MSJE3x/+xDY2EC3w8aHh2Oz2fDtL/85FkYu4t2P16GkKPeGj9sdQPNUJDIj95AeYRQl49TMAr77g3OobPwI3vH+PziScxoMBnR1dXFbTSLyCWx0ICKvIQgCpqenMTIygpKSEiQnJ4sd6UgIgoDLly8jPDwcBQUFYsfxSA6HA9vb2zdMbJDL5QeNDVFRUQgODmYRx0eYTKaD4gIbH5xrvxGtsbHRZ4o0Ozs76OrqQkREBEpLSyGXy8WORERERESHoNFo0NXVhbi4OBQXF/tcA7zNZkNTUxMKCgqQlJQkdhy3JwgCNBoNVldXsbq6yutLui+3a3xQqVSIjY1FXFwcwsLCfL5GJQgCXnvpy7hy4fuoK8vEo431tzxmYlOJxR0FTmVqINaXSxAEfPM7P8KKToFP/tW3ERp2NNNwuK0mEfkKNjoQkVew2+3o7+/H2toaqqqqEBERIXakI7W7u4sLFy7g9OnTCA4OvvcTCHq9Hqurq1hfX4dGo2FjA93RfuPD9StuVCoVYmJiEBcXh/DwcH6v3AeHw4Hm5makpaUhMzNT7DhHymQyobu7G3a7HdXV1QgMDBQ7EhERERE9hLm5OQwMDCA/Px/p6ek+ex2wuLiIoaEhNDY2spH3NqxWKzY2NrC6uoq1tTUAOLhBHR0dzcYGemBms/mG7ymZTIa4uLiD7ymZTCZ2xCPX0fIafvn9L0GdFIQPvucdtzSdmaxSNE1GoiplB9FBVpFSvmVich4vvNqEqrO/jbe/738c2Xm5rSYR+QI2OhCRxzOZTOjq6oIgCKiqqvLZG0jXrl2DyWRCdXW12FHc0v7Uhv1VFHt7e4iKikJsbCyio6PZ2ED3bX/U6NraGtbW1iCRSA6KVjExMSz03cHU1BRmZ2dx+vRpn1v1BrAhj4iIiMiTORwODA8PY35+HpWVlYiOjhY7kqgEQcDFixcRHR2NvLw8seO4hb29vYN6w9bWFpRKJeLi4hAfH8/meHIqh8OBra2tg+83s9mM6OhoxMXFITY2FgqFQuyILjc1chXf+8qfIzLQhN/97WegUNy6NcOVpVBYHRJUJe+KkPBGgiDg2W//EOuGIHzyr55HiCrsSM/PbTWJyJux0YGIPNrOzg46OzsRFRWF0tJSn+xg3mc2m3Hu3DlUVlYiJiZG7DhuYX8VxcrKCtbX1wGAN6TJqRwOBzQaDdbW1rCysgKj0YioqKiDlRW+2nh1M7PZjKamJlRUVPj065MgCJiZmcHw8DCKi4uRkpIidiQiIiIiugeLxYKenp6DhQVBQUFiR3IL29vbuHz5Ms6cOQOlUil2nCMnCAJ2dnYObjbrdDpERkYe3GzmtE06CoIgQKfTHXwf7uzsICws7KAmERIS4nU3tbfWV/DsFz8J7C3i9z7yFCIjw255zI5RjkszETidtYkgf8fRh7yNsYlZvPSTZtQ8+jt42zO/f+Tnv35bzbKyMp+uoRORd2GjAxF5rP1u1JycHGRlZXndG/eHMTU1hbm5OZw6dconV0wDd15FERcXh4iICH6fkEvpdDqsra1hdXUVGo0GoaGhB99/KpXKZ7//rl27BqPRiJqaGrGjuIX19XX09PQgJSUF+fn5Pvt6TUREROTudDodOjs7ERISgmPHjnHLgZv09fXBbrejsrJS7ChHRqvVYnFxEYuLi7BarTcspvD3v3VVOdFRMplMBzWJjY0NBAYGIikpCUlJSV7RpGUyGvGNf/o0thau4MPPPIrMjORbHiMIwKXZcEQqLciPNYiQ8vYEQcB/PvcDbJpD8KnPfRvBIaFHnoHbahKRN2KjAxF5HEEQMDo6iunpae4vdhOHw4Hm5makp6cjIyND7DhHxmg0YmlpCYuLi9BqtVxFQW7BYrEcFBjW1tbg5+eHxMREJCUl+VTTg1arRWtrK06fPs2fx+vo9Xp0dnZCqVSioqKCRXMiIiIiN6PRaNDR0YG0tDTk5eX5zPv3B2EymXDu3DnU1NQgKipK7Dguc33NQafTIS4uDklJSYiNjWXTMrktm82GtbU1LCwsYH19HeHh4UhKSkJiYqJHNuU4HA689PXPY+LKL/G2U8dQU1ly28ct7gZgcDUEZ7O2IJe5162vkbFpvPLaBdS97eN49N0fFyXD/raa6+vrqK2tRWjo0TdcEBE5ExsdiMij2O129PX1YXd3F1VVVXwzdhtra2vo7e3F2bNnPfLC5X5ZrVYsLy9jcXERW1tbiIqKQlJSEuLi4rz68ybPZLfbsbm5icXFRaysrECpVB6sqvDmMa+CIKCtrQ1hYWEoKCgQO47bsVqt6O3thcFgQG1trVd/LxARERF5ktXVVfT09KCgoADp6elix3FrExMTWFpaQkNDg1c1g1itVqysrGBhYQFbW1uIjIxEUlISEhIS2KRMHsdsNh/U0La3txEbG3tQQ/OULQze/MnzuPzL51CWl4An3376tq83NgfQNBGF/Fg9ksNMIqS8O0EQ8LXnvg+NRYVPfe7bCAoOES3H2NgYpqenUVNTg4iICFFyEBE5AxsdiMhjWK1WdHV1wWazoaamBgEBAWJHclsdHR1QKpUoLi4WO4pTORwOrK2tYXFxEaurqwgJCTnoRue4NfIUNpsNKysrWFxcxMbGBiIiIg4KZt7WpLO8vIxr167h7NmzLAbegSAIuHbtGtbW1riagoiIiMgNzM3NYWBgAMeOHUNCQoLYcdye3W7H+fPnoVarkZaWJnacQ3E4HFhfX8fCwgJrDuS1DAbDwfYrJpMJ8fHxSEpKQnR0tNs2K13rasaPv/3/kBwpxUd/6ynI5bdvzhhdD8K63h8n0rfhpp8Khkam8IPXL+L4238fZ9/1MVGzzMzMYGhoCBUVFZyYTEQei40OROQRTCYTOjo6EBAQgMrKSsjlcrEjuTWdToeWlhY0NDR4/E0zQRCg0WiwuLiIpaUlyOXyg5Xwnv65EZnNZiwtLWFhYQFarRYxMTFITk5GbGysx6yquJP9gmd2djZSU1PFjuPWuJqCiIiISHyCIGBiYgITExOoqqpCdHS02JE8xsrKCq5eveqxDc67u7uYnZ1lzYF8iiAI2NnZOai3AUBycjJSU1PdatvJxdlxPP+v/wtKaPD7H30GwcG3n4S4Z5Hi/GQU6tI0iFDajjjl/RMEAV/5xivYtUXgU3/9PJRB4n6tl5eX0dfXh+LiYqSkpIiahYjoYbDRgYjcnsFgQFtbGyIiIlBWVsb9D+/T4OAgdnd3UVdX57Yd2XdjMBgwNzeHpaUlWK1WJCYmIikpCRERER75+RDdi16vP1hVYTabkZCQgJSUFI/9nh8fH8fy8rLXjbB1Ja6mICIiIhKHIAgYHBzE0tISamtroVKpxI7kUfa3rFOpVCgsLBQ7zn2x2WxYXl7G7OwstFotEhMTPfr6i+gwHA4HNjc3MT8/j5WVFURERCAtLQ3x8fGi1mG1Oxo8+8VPwrQ1if/2W08gPv7ODWg9CypIJALKk7RHmPDhDA5P4Ic/b8PJJ/47zrzzt8WOg42NDXR1dSE7OxtZWVl8DSQij8JGByJyazs7O+jo6EBSUhIKCgr4RusBWK1WnDt3DqWlpYiPjxc7zn1xOBxYXV3F7Owstra2EBsbe7C6nQ0u5Cv2V1UsLCxgcXERCoUCqampSElJ8ZjVUUajEU1NTaitrUVkZKTYcTzK/mqKoqIiTsIgIiIiOgIOhwN9fX3Y2dlBbW0tgoKCxI7kkbRaLVpbW3Hq1CmEhIiz7/z90Ol0mJ2dxcLCAhQKBdLS0pCcnOwx11pErmY2mzE/P4/Z2VnY7XakpKQgLS0NSuXtJym4itVqxfP/+qdYGm/De544gcJ89R0fu2XwQ/t8GBqzthDo5zjClA/H4XDgK994BTohCp/63LcReMRf29vZr8EnJiaisLCQNXgi8hhsdCAit7XfTZqTk4OsrCyx43ik2dlZTExM4MyZM249Bn9vbw9zc3OYm5uDTCY7uKmrUCjEjkYkKrvdjqWlpRtWGaWmpiI8PNytLzr7+vrgcDhQUVEhdhSPtLm5ic7OTqjVaqjVarf+uyYiIiLyZFarFd3d3bBYLKitrUVAQIDYkTxaf38/9vb2UFNTI3aUG+wvqpiZmYFGo0FCQgLS0tI4vYHoLgRBwMbGBmZnZ7G2toaYmBikp6cjOjra5T83giDgx9/9F/Rf/hFOVuXgTMOdX1MEAWidjkBCqAnZ0XsuzeVM/YNjePUXHWh48n/g9Ds+LHYcAG9N121vb0dYWBiOHTvGRWdE5BHY6EBEbmlpaQlXrlzh/mCHJAgCWlpakJSUBLX6zp3PYti/YJqZmcHa2hpiY2ORlpaGmJgYFhqIbmN/39jFxUUEBQUhPT0dSUlJbtfEtL29jcuXL+PMmTNHvuLDm+zu7qK9vZ2rKYiIiIhcxGw2o729HX5+fqiqquKKfiewWCw4d+4cysvLERsbK3YcmM1mzM3NYXZ2FgCQlpaG1NRUNrQQPSCj0YjZ2VnMzs7C398f6enpLp2Ecvncj/Dmj/4duakqvP+Zx+96PTy3rcD4RjDOZG1C5kH35R0OB/792ZexJ4nBpz73bSgCA8WOBOA3/zb6+/ujsrKS/zYSkdtjowMRuZ3p6WkMDw+jsrLSLS6MPd3+yuDGxka3mJBgtVqxsLCAmZkZWCwWpKWlIS0tDYFu8oaeyN3ZbDYsLi5ienoaZrMZKSkpSE9Pd4umAkEQcPHiRcTExCA3N1fsOB6PqymIiIiIXOP691llZWVu1zzsyaanpzEzM4PTp0+L9v5Vq9ViamoKi4uLiIiIQHp6OuLi4vh+muiQ7HY7lpeXMT09DZ1Oh5SUFGRmZjp1y5/xwR689J//F9FBFnz8I08jIMD/jo+12iVomohEcYIOCaFmp2U4Klf7R/CTX3Xh9Lv/EA1v+6DYcQ7sTzuyWq2oqalhcxgRuTU2OhCR2xAEAaOjo5iZmUFNTQ0iIiLEjuQ1uru7IZfLUVZWJloGvV6P6elpLCwsIDg4GBkZGUhISGBBieghCYKAzc3Ng6koMTExyMzMRGRkpGir/xcWFjA8PIzGxkbI5XJRMngbrqYgIiIicq79yVkJCQkoKiri5CwnczgcaGlpQWpqKjIzM4/03BqNBhMTE1hfX0dycjIyMjIQGhp6pBmIfMX29jampqawsrKChIQEqNXqQ/+8bawu4htf/BRklhX83keeRnh4yF0fP7QajB2jH+rStuGJL+V2uwP//uxLMMkS8KnPfQsBbrBAbZ/D4UBfXx92dnZQW1vr1GYWIiJnYqMDEbkFh8OBa9euYWNjA7W1tQgJufsbWXowe3t7OH/+POrr6xEeHn6k597d3cXExMTBhU9GRsaRZyDydnt7ewdjJIODg6FWqxEXF3ekRVubzYampiYUFBQgKSnpyM7rC7h3NBEREZFz7E88VKvVUKvVbHJwkfX1dfT09KCxsdHl7133t8WcmJjA9vY20tLSkJmZyamRREfEYDBgcnIS8/PziImJgVqtfqjFa8Y9A5794qews9SP337fY0hLvXtdQW+WoXkqEiczNFApbA8bX3R9V4fw2rleNL77j3DisfeLHecGgiBgcHAQS0tLqK2thUqlEjsSEdEt2OhARKKz2+3o6emBwWBAbW0tL0ZdZGRkBBsbGzhx4sSRFHO2trYwPj6Ora0tpKSkICsryy1G6xN5M6vVirm5OUxOTsLf3x9qtRqJiYlHMqJ1ZGQEm5ubOH78OAvGLsDVFERERESHs7a2hu7ubhQVFSE1NVXsOF6vs7MTCoUCJSUlLjm+IAhYWVnBxMQEDAYDMjMzkZ6eDn//O4+5JyLXMRqNB1vXhIeHQ61WIzo6+r7qAw6HA9/7ymcx3X8O72isQGV50T2f0zkfBoXcjpIEnTPii8Zud+DL//kiLP5J+NRfP+92r2GCIGBiYgKTk5Oora3l4jUicjtsdCAiUdlsNnR0dEAQBFRXV7vdmzlvchSrrQVBwPr6OsbHx6HVapGeno6MjAwo3Gj0GpEvsNvtWFhYwMTEBAAgKysLKSkpLtsqZn9qzPHjxxEWFuaSc9CNqynq6+s5/YiIiIjoPq2urqKnpwelpaWcPnZE9Ho9WlpacOLECaeuAnY4HFhcXMTExARsNhuysrKQmprKrfOI3ITFYsHMzAymp6cRGBiI7OxsxMfH37Xh4Rc//Do6z30PFYVJeOJtp+55jnW9P3oWVGhUbyJA7vm3t3r6BvH6+T488p5Po/7sM2LHua2pqSmMjo6itraW200TkVthowMRicZqtaKjowNSqRTV1dW8KD0CCwsLGB4eRmNjo1O/3oIgYGlpCRMTEzCbzcjIyEB6ejr3kicSmcPhwPLysst/Nru7uyGXy1FWVubU49KtBEHA6Ogo5ubmUFdXxz2HiYiIiO5hZWUFvb29OHbsGBISEsSO41OGhoaws7ODurq6Q099s9lsmJ+fx+TkJKRSKdRqNZKSklzWzE1Eh2Oz2Q4mTsrlcmRlZSE5OfmWiZN9bW/gte/9A9Ji/fCRD7wLMtndJ1I6BKBlKhKp4XvIjDS68lM4MjabHf/2ny/CHpiKT/7Vc267EHB6ehojIyOoqalBZGSk2HGIiACw0YGIRGK1WtHe3g65XI7q6mpemB4RQRBw8eJFxMTEIDc399DH2181Pjk5CYfDAbVa7dJV40T0cARBwNraGiYmJg6mrWRmZjplv9z9fY4bGxs5veUIjY6OYmZmBvX19Wx2ICIiIrqD5eVl9PX1sclBJFarFU1NTSguLn7or7/dbsfs7CzGx8cRGBgItVqNhIQEbpdH5CEcDsfBxEmHw4GcnBykpKRAIpFgfmoE3/63/40Q2S5+76PPICjo3tsZT28FYkajxOmsLUi96GWgq2cA/9VyFY+9749Re+bdYse5o9nZWQwNDaG6uhpRUVFixyEiYqMDER09q9WKtrY2+Pv7o6qqijfFj9j29jYuX76MM2fOQKlUPtQxHA4HZmdnMTExAT8/P6jVaiQmJt7SlU1E7mdrawvj4+PY2tpCWloa1Gr1Qzc8CIKAlpYWJCUlQa1WOzkp3cvY2Bimp6dRV1fn1HHARERERN5gaWkJV65cQXl5OeLj48WO47Pm5uYwPj6OM2fOPFD9RxAELC4uYnR0FDKZDPn5+YiNjWWDA5GH2p8GOzIyAplMhsSEOPz0238D2+4MPv7hJxEbc+8JAWabBE0TUShP2kVsiOUIUh8dm82Of/3aixCC0vDJv3rOrafkzs3NYWBgANXV1YiOjhY7DhH5ODY6ENGRslgsaGtrg0KhQGVlJZscRNLX1we73Y7KysoHet7NFyW5ubn33GePiNzTzs4ORkdHsbW1haysLGRmZj7wljazs7OYnJzE6dOn+XoukvHxcUxOTqKurg5hYWFixyEiIiJyC4uLi7h69SoqKioQFxcndhyfJggCWltbkZCQgOzs7Pt6/NraGkZGRmC1WpGXl4ekpCTWHYi8hMPhwPj4OP7jy/8K/c4Kfu/pYtSVJN3Xc68th8BolaEmdce1IUXS2XMNv2jpx+Mf/N+obnin2HHuan5+Hv39/aiqqkJMTIzYcYjIh3HpLREdmf0mh8DAQE5yEFl+fj7W1tawubl5X4/fLzS0trZieHgY2dnZOH36NMdFEnmwsLAw1NTUoLq6Gmtrazh37hymp6fhcDju6/lWqxUjIyMoKCjg67mIsrOzkZ2djba2Nmxvb4sdh4iIiEh0S0tLuHr1KiorK9nk4AYkEgmKioowPj4Oo9F418dqNBpcunQJV65cQUpKChobG5GcnMy6A5EXkUgk6G/7CcKtAzhTk4Vt/zJ0zIVh13T3hRdakxzzO4EojNMdUdKjd6ykEMEBAi69+UPYbDax49xVSkoKSkpK0NXVhY2NDbHjEJEP40QHIjoS+00OSqUSFRUV3OLADYyPj2N5eRkNDQ13LRpoNBqMjIxgd3cX2dnZSE9P501NIi8jCAJWV1cxMjICu92OvLw8JCYm3vW1YXBwEFqtFrW1tSw8uoGpqSmMjY1xsgMRERH5tOXlZfT19aGyshKxsbFix6Hr9PT0QCKRoLy8/JaPabVajIyMYGNj42DanDuPbSeih9f6y5fR/NOvoSAjEu956lFY7FKMbwRhdluJhFATcmP0CPK/cQGGIABtc2FQKWwojNOLlPxotHdewa8uDuHtv/W/UXXyCbHj3NP+ZIeamhpERUWJHYeIfBDvNBKRy10/yYFNDu4jMzMTVqsV8/Pzt/24TqdDV1cX2traEBERgUceeQRZWVlsciDyQhKJBPHx8Th9+jSys7MxPDyM1tZWrK2t4XY9sTqdDjMzMygsLGSTg5vIzMw8mOyws7MjdhwiIiKiI7eysoK+vj5UVFSwycEN5efnY2VlBRqN5uDP9vb20NfXh9bWVgQGBuKRRx5Bbm4umxyIvNTItXY0/+xbiAuT4V3vaIREIkGAXEBRvB6NWZuQSIDzk1HoXwmB2fabWsOqLgBakx9yog0ipj8a5WVFCApw4NK5H7n9VAfgrckORUVF6OzsxNbWlthxiMgHcaIDEbmU1WpFW1sbFAoFKisr2eTgZpaXl3Ht2jWcPXv2oJBgNBoxNjaGhYUFpKSkICcnBwqFQuSkRHSU7HY7ZmZmMD4+DpVKhby8PERERBx8vKOjA0qlEsXFxSKmpNuZmJjAxMQE6uvroVKpxI5DREREdCRWV1fR09OD8vJyxMfHix2H7mB0dBTr6+uora3F+Pg4pqenkZCQgNzcXAQFBYkdj4hcaG15Dt/8p0/Dz7qG3//YM1CFBt/2cVqTDCPrIdgw+EEdtYf0cANapyOhjtpDWsTdt7/xFpfb+/Dm5WE88eH/g4rjbxM7zn2ZnZ3F0NAQamtrb6gfERG5GhsdiMhlrFYr2tvb4e/vj8rKSk4CcEOCIKCtrQ0qlQo5OTkYHx/HzMwM4uLikJubi+Dg2190EJFvsFqtmJycxNTUFGJiYlBQUAC9Xo/e3l6cPXsW/v7+Ykek2xgfH8fU1BTq6+sRGhoqdhwiIiIil1pbW0N3dzeOHTuGhIQEsePQXVitVrz55psAgNDQUBQVFbE5l8gHGPQ6PPuPn4RubRgfff/bkJJ879fqLYMfBlZDsGeVwU/qwFn1FnxloKTFYsOXvvoC/CJy8YnPfN1jauozMzMYHh5GXV0dwsPDxY5DRD6CjQ5E5BI2mw3t7e2QyWSorq72mDdkvmh3dxetra3w8/NDSEgICgsLub87Ed3AZDJhdHQUi4uLkEqlyM7ORlZWltix6C7GxsYwMzOD+vp6hISEiB2HiIiIyCXW19fR1dWFsrIyJCYmih2H7kKr1aK/vx9arRaCIODRRx/lFhVEPsBut+M7//5/MTfUjHc9VoOykvz7fu6eRYpzk5GQSoDoIAuK4nRQ+jtcmNZ9XGzrQVPbKJ787f+LY3WPih3nvk1NTWFsbAx1dXWsLxPRkeAMeSJyOpvNho6ODkilUjY5uDmtVovBwUFIpVIoFArU19fzTSgR3UKhUKC0tBSpqakH21qsrq6KHYvuIicnB2lpabh8+TJ0Op3YcYiIiIicbnt7G93d3SgpKWGTgxuzWq0YHBxEa2srwsLCcPbsWYSGhmJiYkLsaETkYoIg4Bc//E/MjVxCTZn6gZocAGB0IxjxIRY8ot6Ev0zA+ckojK0Hwe4DvQ5V5cUI9LPh4ps/gN1uFzvOfcvMzIRarUZ7ezv0er3YcYjIB7DRgYicyuFwoKenBwDY5ODGri80qFQqnD59GkajEevr62JHIyI3ZTabMT8/j6qqKqjVavT19aGjowMGg0HsaHQHOTk5SElJQXt7O4xG39jLlIiIiHyDXq9HR0cHcnNzkZycLHYcug1BELC4uIimpibs7OygoaEBhYWF8Pf3R1FREaanp3ktQeTlei79Aj2tP0JGYigebax/oOduG+VY3lWgIFaHALmAskQt6tK2saILQPNUJFZ13r2VZkCAP2qO5WN7dRwD3S1ix3kgarX6oBZhMpnEjkNEXo6NDkTkNIIg4OrVqzAajaiuroZcLhc7Et1kv9Bw/vz5GwoNQUFByMnJweDgIBwOH2iLJqIHIggCLly4gMjISMTGxiItLQ1nz55FYGAgmpubMTo66lErDHyFRCJBXl4eoqOj0d7eDovFInYkIiIiokMzGo1oa2tDamoqMjMzxY5Dt6HVanH58mUMDg6isLAQ9fX1CA0NPfh4WFgYEhMTMTQ0JGJKInKlmfF+/OIH/4EIpQ3vfeoxSKX3fytKEICBlRBkRhlu2KoiQmlFQ4YGmZF76FtUoXNeBYPFe29xVVeWQiGz4sIbr3hcvTY/Px+RkZFob2+H1WoVOw4ReTHv/VeAiI7c8PAwtra2UFtby30W3ZBWq0VbWxsGBwdRUFBwS6EhPT0dADAzMyNWRCJyUz956T/xree+geWpPgiCAADw9/dHSUkJ6uvrsba2hvPnz2NlZeXg4+QeJBIJSkpKEBQUhM7OTjakEBERkUezWq3o6OhAdHQ08vLyxI5DN7l5m4rGxkYkJSVBIpHc8ti8vDxsbGxgY2NDhKRE5ErbW+v4/jf/H/zsGnzwPY8jMFDxQM9f3FXAaJVBHXXr1BeJBEiPMKLx19tZNHvxdhYKhT9qyvOgWRnDYO8FseM8EIlEgtLSUigUCnR1dbEWQUQuw0YHInKKyclJzM/Po7a2FgrFg715Jde6eZuKOxUapFIpioqKMDo6CrPZLFJaInI302P9eP2X5xDhv4P+yz9E+/mf3PDx8PBwnDx5EtnZ2bh69So6Ozs5gtbNSKVSVFRUAAB6eno8biUIEREREQDY7XZ0dnYiMDAQJSUlt715TuJZXV1FU1MTdnd3D6ZH3m0RjEKh4GRJIi9kNpnw0n9+DqadGTzzxGlER0U80PNtdgmG14JREKuH/C53r263ncWmwfsW3lVXlCJAasGFX73sca+VUqkUlZWVsNvt6O3t5cIYInIJNjoQ0aEtLCxgbGwMNTU1CA4OFjsOXWdlZeWW/TDvVmiIiYlBVFQURkdHjzAlEbkrk9GI73zjX2AT5Phf/60BMaHAG69+DQM9rTc8TiKRIDU1FY2NjQfbWYyNjXncRbg3k8lkqK6uhsFgQH9/PwsMRERE5FEEQUBvby8cDgcqKioeaAQ6uZbFYkFvby96e3uRn5+Purq6G6ZH3k1GRgbsdjvm5uZcnJKIjoIgCHj1O1/E+twVnD1ehmx12gMfY2JTCaWfHYkq0309fn87i/RwIzrmwjGwEgKbF5UiAgMDUH0sF5tLoxjquyR2nAcml8tRU1MDnU7HWgQRuQSvCojoUNbX13Ht2jVUVlYiPDxc7Dj0a/uFhitXriA/P/+WbSrupqCgAPPz89jd3XVxSiJyd6+/8h+YWtLhvWcykJoYhQ+97wmE+u/hJ9/9ImbG+295/PXbWSwtLeHChQvQarUiJKfb8ff3R21tLdbX19nQRkRERB5DEARcu3YNOp0ONTU1kMvlYkeiX1tdXcX58+dhtVpx5swZpKSkPNCkDalUisLCQoyOjsJisbgwKREdheafv4CxK2+iOCcRdTVlD/z8PYsUU1tBKIzX4UGG9kgkQGbUHk5lbmHHKEfLVCS2vGi6Q01lGfylZlx44xWPbBTYr0Wsrq5ifHxc7DhE5GXY6EBED217extdXV0oLS1FTEyM2HHo164vNJw+ffqBCw3BwcHIyMjA4OCgR755JiLnGOy9iJbWVqQmxeLt9akAAFVoMD703rdDbtvEy89+HmvLt195FR4ejoaGBsTExODChQsYHx/ndAc3ERgYiNraWszMzGB6elrsOERERET3NDY2hrW1NdTV1cHf31/sOIS3Flf09fUdTHGorq5GYGDgQx0rNjYWKpUKY2NjTk5JREdpsPciLvziO0iM9Mc7Hz/zUNsLDa2FIEFlQnig7aEyBAfYcTx9G2nhRrTPhWNgJdgrpjsolQpUleZgY2EIw1fbxI7zUJRKJWprazE1NYXZ2Vmx4xCRF2GjAxE9FJ1Oh46ODuTl5SEpKUnsOITfTHHo6+s7dKEhOzsbOp0OKysrTk5JRJ5Au6PBT176D+wJ4fj9d+dDKv1NgSI2JhIfePoR2HQLeOGrn8Hu9tZtjyGTyQ4myiwsLODixYuc7uAmQkJCUFNTg+HhYSwtLYkdh4iIiOiO9psza2trH/r6lpxrdXUVzc3NMJvNDzXF4WYSiQSFhYWYnZ2FTqdzYlIiOirL81P46Qv/hBC/Pbz/mcfh5yd74GNsGvywpvdHfoz+UFkkEiArag8NmVvYNvp5zXSH2qoy+EnMuPCrlz12YVpoaCiqq6sxODiI5eVlseMQkZdgowMRPTCj0Yj29nakpKQgMzNT7DiEw09xuJmfnx/y8vIwNDQEu93uxKRE5O4EQcBPvvcvmF/T4x2ni5ASfWtBID01CU89fhzatVG88NXPwGTcu+PxwsPDcerUKURFRXG6gxuJiIhAZWUlrly5go2NDbHjEBEREd1ieXkZQ0NDqKmpue+tGMl1rFbrwRSH3Nxc1NTUOK35JDQ0FGlpaZwsSeSB9NpdvPzsX0PYW8UHnn4MoSHBD3wMQQAGVkOQE2WAws859YKQADtOeNF0h6CgQFSWqLE2N4jR/g6x4zy0yMhIlJeXo6+vD5ubm2LHISIvwEYHInogVqsVHR0diIqKQn5+vthxfJ4zx0XeLCUlBX5+fpiamnLK8YjIM3RdeB1D1zoQm1KEt1eF3/FxRQXZePTkMazP9uHlZ/8GNtudR0vKZDIUFBSgrq6O0x3cSGxsLIqLi9HV1YWdnR2x4xAREREd2NzcRF9fHyoqKhARESF2HJ+3traG8+fPH0xxSE1NPdTiitvJycnB9vY21tbWnHpcInIdm82GV77xN9CujeHJt9UhMSH2oY4ztx0Iu0OCjMg7L6J4GLed7rDnudMd6qqPQS4Y0fpLz53qAADx8fEoKipCZ2cndnd3xY5DRB6OjQ5EdN/sdjs6OzsRGBiI0tJSp1/U0oNx9rjIm0kkEhQVFWF8fBxGo9FpxyUi97Wxuog3fvJN7Elj8b5HshF4j5UUtdWlqC7NwuzwBfz4u/98zwvtiIgITndwMykpKcjOzkZHRwcMBoPYcYiIiIiwu7uLzs5OFBcXIy4uTuw4Ps1ms+HKlSvo6elx+hSHm/n7+yMvLw+Dg4O8RiDyAIIg4PVX/gML4+2or8hBcWHuQx3HapdgZD0YBbF6yFx0t+qG6Q6z4RhcDYYnvswEBytRUZKF1dl+jA/2iB3nUFJTU6FWq9He3o69Pec2uBCRb2GjAxHdF0EQ0NvbC4fDgYqKCkilfPkQiyvHRd4sMjIScXFxGBkZccnxich92O12vPqdf8T2rg7VtSeQl2C953MkEgkeO1uP/IwYDHX9HG/8+Ll7Pud20x30+sPtwUmHk5WVhaSkJLS1tcFkMokdh4iIiHyYyWRCR0cH1Go1UlJSxI7j03Z3d9HS0oK9vT2XTXG4WWpqKqRSKaanp116HiI6vI6W13D10k+hTolA46nahz7O2EYQQhVWxIWYnZjuVtdPd9g0+OPiTAQMFplLz+kK9TUVv57q8KJHT3UAALVajYSEBHR0dMBqvXcNiojodninkojuy9DQEHQ6HWpqaiCXy8WO47N2dnbQ2toKo9F4ZIWG/Px8LC8vQ6PRuPQ8RCSulv96AYtTVxCTeRynixSQ3+e7RKlUiqeffASpsYFoP/ci2pt/el/P25/uEBkZidbWViwsLBwiPR2GRCJBQUEBIiIi0NnZCbvdLnYkIiIi8kF2ux1dXV2Ijo6GWq0WO47PEgQBMzMzuHjxIpKTk1FXV+eyxRU3k0qlKCoqwtjYGMxm1970JKKHNzl8BW+8+jVEhQh45slHH3pBnM4sw4xGiaI4HY5qcPBb0x00CFda0TIVgaXdgKM5sZOEhChxrDgTyzPXMDl8Rew4hyKRSFBYWAiFQoG+vj6Pb9wgInGw0YGI7mlubg7z8/Oorq6Gv7+/2HF8kiAImJ6exqVLl4680KBUKpGVlYXBwUG+4STyUvNTI7j0xkuQBSWgtjwfCaEPVlSUy2X4wDNvR3SIgF/96KsY6rt0X8+TyWQoLCxEeXk5BgcHceXKFdhstof5FOiQJBLJwbZUV69e5es9ERERHSlBEHDt2jUAQElJCbfKFInVairHblkAAQAASURBVEVPTw/GxsZQU1ODnJycI/+7iI6ORnR0NCdLErmprfUV/PD5v0OAsIsPPvM4FIqHrxUPrYYgNdyIUMXRNtvLpEBxvA5liVpcWw7FteUQ2D1oK4vjtRWQOfa8YqqDVCpFRUUFdDodX/eJ6KGw0YGI7kqj0WBgYACVlZUIDg4WO45Pslqt6O7uxsTEBGpra0UpNGRlZcFoNGJxcfFIz0tErmc2mfDj7/4T7GYd1GVvQ0mi4aFWUgQGKvDh9z+BELker37nHzA7MXjfz42Li8OpU6dgMBhw4cIFaLXaBw9AhyaTyVBVVYXNzU1MTU2JHYeIiIh8yNTUFDY2NlBVVQWZzPNGiXuD7e1ttLS0wGaz4fTp04iKihItS0FBARYXF7GzsyNaBiK6lcloxEtf/xzMu3N475ONiIwMe+hjren8oTH6ITdavK0sE0LNOJW5hV2THBemI6Aze8a/P6EhQThWmI7FqT5Mj10TO86h+fv7o7q6GjMzM6w9E9EDY6MDEd2R0WhEV1cX8vPzER0dLXYcn6TRaNDc3AyHw3Ew4l0McrkcBQUFGB4e5mprIi/zyx/9J7ZXhpFe/AgKUgIQFvjwP+Oq0GB86L1vh9y6gZef/Wusr8zf93MDAwNRV1eH+Ph4XLhwAXNzcx6/MsETKRQKVFVVYXR0FGtra2LHISIiIh+wtraG0dFRVFVVQaFQiB3H5wiCgKmpKVy+fBlpaWmoqalBQIC4o9yDgoKQkZHByZJEbsThcOCHz38Bm/PX8NipCmRmJD/8sQRgcDUEudF6+MvF/RlX+jtwPH0bMcEWtE5HYGHHM/4dOl5XCZljDy2/8PypDgAQEhKCiooKXL16Fdvb22LHISIPwkYHIrotm82Gzs5OxMXFIT09Xew4PkcQBExOTqKtrQ0ZGRmorq4WvdCQmJgIpVKJiYkJUXMQkfOMXGvHlbafISYuCdEpRciNNRz6mHGxUXj/u8/Cqp3H977yl9DuaO77uVKpFHl5eaiqqsLIyAh6e3thtVoPnYkeTHh4OEpLS9HT0wOdTid2HCIiIvJiOp0OPT09KC0tRXh4uNhxfI7FYkFnZyempqZQV1cHtVrtNtuGqNVq6PV6LC8vix2FiACc++nzmLx2HmUFqaiuKD7UsWY0SkgkQFqE0UnpDkcqAQri9KhM2sXgagj6lkJhc/OtLFShwSjNT8PCRC9mxgfEjuMUsbGxyM3NRVdXF0wmk9hxiMhDsNGBiG4hCAKuXr0KmUyG4uJit7nI9RVmsxmdnZ2YmZlBXV0dsrKy3OLvQCKRoKioCFNTUzAYDn8zlIjEpdfu4mcv/RsUEiNSS96J3Jg9KOTOuZLPSEvGu95WB+3aKF746mdgMj5Y8SImJganTp2C2WxGa2srR9aKICkpCenp6ejs7ITFYhE7DhEREXkhq9WKzs5OpKenIykpSew4PmdrawvNzc2QSCQ4deoUIiIixI50Az8/P+Tn52NoaAh2u13sOEQ+7VpXM9rOvYjkmEC847GGQ9UpzTYJRteDUBing1T8cucNYkMsOJW5hT2LDK1TkdCa5GJHuqvjdZWQ2vVo/eVLYkdxmszMTERFRaGrq4uv/UR0X9joQES3mJiYgEajQVVVFaRSvkwcpc3NTbS0tEAqlbploSEsLAyJiYkYGhoSOwoRHYIgCPjpi1/CnmYGx+oeQ0CgEhkRe049R3FhLs6eKMPaTC9e+cbfPvC2NwqFAnV1dUhOTsalS5cwPT3tFeMYPUleXh5CQkLQ09MDh8PNl7MQERGRRxEEAT09PQgODkZeXp7YcXyKIAiYmJhAe3s71Go1qqqq4O/vL3as20pOTkZAQAAmJyfFjkLksxZnx/Hai/+CUH8z3v/045DLZYc63uh6MKKCLIgJds+G+kA/B+rStpGoMuHCTDjmt913K4vwsBCU5KdibqwbsxPeUauVSCQoLS2FIAi4du0a60BEdE+8g0lEN1hZWcH4+LhbbJXgSwRBwPj4ODo6OpCdnY3Kykr4+fmJHeu28vLysLGxgc3NTbGjENFD6r38K0xca0FBTirsoUVvraRwwbvC+poyVJVmYmaoBT994UsPfIEqkUiQk5OD2tpaTExMoLu7m1tZHCGJRIJjx47BZDJheHhY7DhERETkRYaGhrC3t4fy8nK3mGDoK+x2O/r6+jA9PY36+npkZGS49dd/f7LkxMQEjA84JY6IDk+7o8HLz34eUvM6PvjM2xAcrDzU8XZNcszvBKIgVu+khK4hlQC5MQZUJe9icC0Eg6vBcLjp/fYTtVW/nurwothRnEYmk6GqqgobGxuYmpoSOw4RuTk2OhDRAa1Wi76+PpSVlUGlUokdx2fYbDb09vZidnYWx48fR3p6ulsXGhQKBbKzszEwMMCuWiIPtLW+gl/9+D8RFmhHesnjCAu0ItZFKykkEgnedvY48tKjMNDxOt78yfMPdZzIyEicOnUKVqsVFy9e5PY5R8jPzw/V1dWYn5/H3Nyc2HGIiIjIC8zPz2N+fh7V1dVu2+DvjYxGIy5dugSDwYCGhgaEh4eLHem+REREID4+no23REfMarXi5Wc/D/3GOJ56/CTi46IPdTxBAAZXQpARsYfgAM/YkiAm2IKGDA3W9QHomAuDxe5+9dqIiFAU5SZjZrQT89OjYsdxmsDAQFRVVWF0dBRra2tixyEiN8ZGByICAFgsFnR2diIzMxOJiYlix/EZ+4UGo9GIhoYGhIWFiR3pvmRkZMBut/OmF5GHsdvtePU7X4RNv4zGRx7Fyl4YCuN0cGVvlVQqxdNPPoaUmAC0vfkCOlt/9lDHCQgIQG1tLaKionDhwgVOlTlCQUFBqKysxMDAADQajdhxiIiIyINpNBr09/ejoqICwcHBYsfxGdvb22htbUVoaCjq6+uhULjvKPbbyc/Px8rKCt+LEh0RQRDw2ov/iuXJLjTUFKIgP+vQx1zRBUBnliE72rMWLgT523EiXQOZFLgwHQGd+XBbd7jCidpKSGw6tP7Ce6Y6AEB4eDhKSkrQ09MDnU4ndhwiclNsdCAiOBwOdHd3Q6VSIScnR+w4PkOj0aC1tRUqlQr19fUetVWITCZDQUEBRkZGYLG45556RHSri2+8gqXJbtQey4XOLxtp4XsIOYKVFH5+MnzgmXcgKtiOX/7wPzB8te2hjiOVSlFcXIy8vDx0dHRgZmbGyUnpTqKjo5Gfn4+uri6ODSYiIqKHYjQa0dXVhby8PMTExIgdx2csLCzg8uXLUKvVKC0thUzmfjfp7iUwMBBqtZqTJYmOyOVzr2Kg4+fITY/GqRNVhz6e3QEMrYYgL1YPP5nn/Qz7yQRUJe8gIdSEC9MRWNP5ix3pBlFRYSjMTsbUcDsWZsbFjuNUycnJSEtLQ2dnJ7cyJaLbYqMDEWFwcBAWiwXHjh1z6y0TvMn8/Dza2tqQnZ2N0tJSSKWe93IcFxcHlUqFsbExsaMQ0X1YnJ3AhV+8gNhwP+QfO4ldkx9yYo5uJYVSqcCH3/cEgqQ6vPrtL2Bu8uFHz6alpaG2thajo6O4du0aHA6HE5PSnaSnpyMuLg6dnZ2w2WxixyEiIiIPYrfb0dnZidjYWGRkZIgdxycIgoChoSEMDAygqqoKmZmZHl3zycrKgtlsxsLCgthRiLza2EAXml57FrFhEjz9zkec8roxuRUEP5kDKWEmJyQUh0QC5McaUJKgQ/eiCpObSrhT39XJ+kpIbFpc+KV3TXUA3prqExwcjJ6eHja7EdEtPO/OGhE51ezsLJaWllBdXQ25XC52HK/ncDgwODiIwcFBVFdXIyMjw2MLDRKJBIWFhZidneX4MCI3Z7FY8OPvfhESyxaeeuIsRjfDkBujh/8Rr6QICwvBh977dkgt63jp63+FjdXFhz5WZGQkGhoaoNFo0NbWBrPZ7MSkdDsSiQTFxcWQy+W4evUqCwxERER03wYHBw+mc3nqNbAnsVqt6OzsxOrqKk6ePOkVEzT2J0sODw9zVS+Ri6yvLOBHz/8DAiU6fODpd8A/wO/QxzRapZjYVKIo3rXbZh6VJJUJ9WnbmNpSom8pFHY3WXcRHRWOAnUiJgbbsDQ3KXYcp5JIJCgvL4fBYMD4uHdNrCCiw2OjA5EP293dxeDgICorK6FUKsWO4/UsFgs6Ojqwvr6OhoYGREdHix3p0EJDQ5GamorBwUGxoxDRXbzx6rPYWhzE2ZPHYJAlQyYRkBouzvYD8XHReP+7zsKyO4fvffUvodvdeehjKZVKnDhxAv7+/rhw4QJ2d3edF5RuSyqVorKyEltbW5idnRU7DhEREXmApaUlLC0toaKiwiO3TfA0er0eFy5cAACcPHkSwcHBIidynoSEBAQHB/NGF5EL7Bn0eOnrfw2bfgHve9dZhIeHOOW4w2vBiAu2IFLpPQ1K4YE2NGRoYLDIcGk2Akare9xmO1lfBVh3ceFX3jfVwc/PD5WVlZiYmMDm5qbYcYjIjbjHKzARHTmr1Yru7m6o1WpERUWJHcfr6XQ6XLhwAVKpFCdOnEBQUJDYkZwmNzcX29vbWFtbEzsKEd3G+GAPei7+FOmJKpSWlWFsIwiFcTpIRVxJkZmRjHe9rR67KyP43lf+EmbTw4+vlMvlqKysREpKCi5duoSVlRUnJqXbCQgIQHl5OYaGhthcQkRERHdlMBhw9epVlJaWcoHFEVhfX8eFCxcQFxeH6upq+PkdfjW2O5FIJCgqKsLMzAwMhqPbho/I29ntdvzgub/H9vIg3t5YjbTURKccV7PnhxWtAvmx3jcJVuHnQH3aNkICbLgwHYFto/iTkmOiI5CflYCxa5exsjgjdhynU6lUKCgoQG9vL6d6EtEBNjoQ+SBBENDf34/AwEBkZ2eLHcfrra2t4cKFC0hISPDKQoO/vz9yc3MxMDAAh8NN5rUREQDAoNfhtZe+BIVEj6eeOIux9WBEB1kQHSz+SoqSolw0Hi/G2mwPXvnG38Jutz/0sSQSCXJyclBWVobe3l6MjY1xWwUXi4qKglqtRnd3N0cHExER0W05HA709PQgOTkZCQkJYsfxegsLC+jq6kJRUREKCgq8dosQlUqFpKQkTpYkcqI3fvxNzAxdQGVxOiqOFTrlmIIADKyGICvKAKW/d9YLZVKgLEGLzMg9XJ4Nx5rOX+xIv57qsIPWX7wgdhSXSEtLQ3h4OPr6+lj3ISIAgPhtZkR05Obn57GxsYFTp0557YWvu5ifn0d/fz9KS0uRlJQkdhyXSUtLw+zsLKanp5GVlSV2HCLCW01tP3vpy9BvTuGZt9dD8AvD4m4gTmdtiR3twPHacuxq9egZbMZPXwjHuz/y6UP9u5SQkICgoCB0dnbCaDSiuLgYUin7el0lOzsbm5ub6O/vx7Fjx/iegoiIiG4wPDwMQRBQUFAgdhSvNzk5ibGxMVRVVSEmJkbsOC6Xl5eHc+fOYX193Sc+X08lCALsdjtsNtstv+x2OwRBOLhRef0NS4lEcnBtIZFIIJfLb/klk8kgk8l4DeIEvZd/hc7z30dafDDedvak0467sKuA2SZFVpR3T1+RSICsqD0o/OzoXghDSYIWyWEPP7XysOJiI5GbEYfRaxexujSLuMQ00bK4gkQiQVlZGVpaWjA1NcU6NBGx0YHI12i1WgwMDKCqqgoKhULsOF5LEARMTk5ifHwc1dXViI6OFjuSS0mlUhQVFaGrqwvJyckICAgQOxLdhsPhuG2BYf/X9QWGm4sM+79LJBLIZLLbFhrkcjmkUikLDW7iakcTRvvOoVCdgII8NS7PhSAjcg9B/g8/OcHZJBIJ3v7oSej1v0R/+2sIDYvE2Sc/eqhjqlQqnDhxAu3t7eju7uZe0C4kkUhQXl6OlpYWzM/PIzU1VexIRERE5CZWVlYwNzeHhoYGvhdzIUEQMDw8jPn5edTX1yMsLEzsSEciICAAOTk5GBwcxKlTp9jcfEQEQYDNZoPJZILZbIbJZDr4df3/X19n2CeVSg8aFPZ/v75+cH0d4frahMPhuKVZYv/j19cn/Pz8EBAQAIVCccOv6/9MLuetkJvNTQ7jv77/7whTWPC+dz8Jmcw5P0s2uwTDa8EoitNB7iM/nkkqM/xlO+heUP26wWNPtCwNx6sx+p2f4sIvX8L7Pv7nouVwFT8/P1RUVODy5cuIiIhARESE2JGISEQSgfNdiHyGzWY72KsxPz9f7DheSxAEDA0NYXFxETU1NT5TaACAzs5OBAQEoLS0VOwoPkEQBFit1jsWF/b/32KxwG6337C1yPWrIK5vUgBuXD2xf5793/cLG/cqNNyuyHC7/2dThGtsb63jq//vD6BwrOF//Lf3QmNRYWA1BI1ZW/CTud9bP6vVjm+/+GMsbjnw9g98GlUn33HoY1osFnR2dkIikXjltkHuZH19HV1dXTh58iRCQ0PFjkNEREQiMxqNaG5uRnFxsVdPNhSbw+HAlStXoNFoUFtbi+DgYLEjHSmHw4Hz588jIyMDGRkZYsfxGoIgwGQyQa/Xw2AwQK/XH/wymUyw2+2QSqV3vda/06IIZ7Hb7bfUJK6vjdyuLuJwOCCXyxEYGIigoCAEBwcf/AoKCvLJ+sSOZhPP/uMnYN2dwcc//CRiYyKdduzhtSBs7fnjeNo2fOzLih2jHO1z4UgJMyI/Vi/a5//iD17H+JIFf/AXzyImPlmcEC42OTmJ6elpnDp1Cv7+4m8bQkTiYKMDkQ+5evUqdDod6uvr2e3uIvuFhu3tbdTW1iIoKEjsSEfKYDCgubkZJ06cgEqlEjuOV7i+yHBzocFoNMLhcEAmk9111YKfn98tIx6deQG/v8ri5gkR92q+AACFQnFDcWH/v5VKJV+nHpLD4cDz//rnmB9pwW+/71GkpCTj/GQUcmP0SBFxfOK97O2Z8M3vvgqNKRDv+93PIK+k9tDHtNls6Onpwd7eHmpraxEYGOiEpHQ7w8PDWF1dxcmTJ7lSioiIyIc5HA5cvnwZISEhbIB3IZvNhu7ubphMJtTW1vrsxM61tTX09vbi7NmzvMn1gARBgMFgwM7ODnQ63Q31BrvdDqVSect1emBg4EEjgyc1BVy/SGRvb++GuorBYIDRaIRcLr/hcw0NDYVKpYJSqfSoz/V+WcxmPPcv/wur0534wFOnkZvtvGYhg0WG5slIHE/XICzQdu8neCG9WYb2uTBEKK0oS9RCKsK30NLKOp797s9QWPc03vOxPz36AEdAEAR0dnZCKpWisrLSK39Wieje2OhA5CMWFxfR39+P06dP80aPi9hsNnR1dcFisaCmpsZnCw1DQ0PY3t5GfX0932A+AEEQsLe3h52dHWi12hsuuu9UZFAqlR47ftFut8NsNsNoNN7SxGEwGCAIwsHnHBwcjJCQEISFhSEkJIQNEPdw8Y0foOnVL6OmJBVve+QExtaDsKoPwMl0jduvpNje1uEb3/sxzNJI/PYf/j1SMvMOfUyHw4Fr165hY2MDtbW1CAkJcUJSuhlvahARERHA5sejYDab0dHRAblcjqqqKp+fXNbe3o6goCAUFxeLHcVtCYIAvV6PnZ0d7O7uHvzucDgQGhqK0NDQG+oNQUFBPrXljM1mg8FguKEBQqvVQqvVQi6XIywsDCqVCmFhYQgLC/P45gdBEPCDb30Bw52v4UxdAU7WVzr1+F3zKvjJBJQlap16XE9jskrRPh8GhdyByuQdUbbw+N7Lr2FqzY4/+ItvIDou8egDHAGz2YyWlhao1WpO9yHyUWx0IPIBer0era2tKC8vR1xcnNhxvBILDb9htVrR1NSEoqIiJCZ655vow9pfObFfYNgvMthstoNVA9dPOfC1IoMgCDc0QOwXGa4vxOwXGFQqFUJDQ9n88GsrC9N49h8/gUiFAb//O++DDX5omohCXdo2IpRWsePdl+XlDTz/8uuQhaTi43/8T4iKPfzriCAIGBkZwdzcHKqrq7l/o4twTDUREZFv43ZWrre3t4f29naEhobi2LFjPnWdeCc6nQ4tLS1oaGjg992vmc1mbG1tYWtr66DuIAjCDdfSXEhwb3a7HVqt9oYGkf3mh/3Gh8jISERGRnpUHbD1ly+j+adfQ2FmJJ5516NObdrY0PuhayEMjeotKOSOez/By1ntEnTNh8EmSFCTso0A+dHeiltYXMM3X/w5iuvfg6c/+j+P9NxHaWtrC+3t7Th+/LhPbSFNRG9howORl7Pb7bh48SKioqJQWFgodhyvtLe3h7a2NqhUKhYafm1+fh6jo6NobGzk1wNvNX9oNBpsbm4eNDbY7fbb3rDn1+vOrh+teX2h4frmh4iICERFRfnk5Bqr1Yqv/8MnoFm4gt/98DsRHxeNnsVQSACUJ3nWSorJqTm8+Oo5hMYV4ON//M8IUYU55bhTU1MYGRlBZWUlYmNjnXJMutHq6ip6e3vR0NDgc/tEExER+TKTyYSWlhbk5eUhNTVV7DheSavVor29HXFxcSguLvboFeXONjAwAJ1Oh9raWp/8uuw3NmxubmJzcxM6nQ4hISGIjIxkU4OT7Tc/7NcjNjc3YTAYoFKpEBUVhaioKLdufBi+2obvP/s5xKvs+G8feQZ+fs6rQTkEoHUqAslhJmRF7TntuJ7O7gD6llTQmuSoTd2G0v9oG0C+89JPMbMu4A8/8xwio713AeTY2BgWFhbQ0NDgtj9/ROQabHQg8nL9/f3Y3t7GiRMneEHjAru7u2hvb0dCQgKKiop88oL6dgRBwIULFxAXF4ecnByx4xy56xsbNjc3sbu7C6VSicjISISHhyMsLIxTCJzk5uaHra0t7OzsICgo6IYigy80Pvzih19H57nv4Gx9IY7XHsOWwQ/t82FozNpCoJ/nraS42j+Cn/yyDXGZ1fidT/4DApy0HdDi4iKuXr2KkpISJCcnO+WYdKPBwUFsbm7ixIkTbN4iIiLyAYIgoK2tDQqFAseOHeN1sQtsbW2hs7MTmZmZyM7O5tf4JhaLBU1NTSgtLUV8fLzYcVzOYrEc1Bu2trag1WoREhJywzVwQECA2DF9htFovKHRxF0bH1aXZvHNf/40/G0b+P2PPg1VqHMb02c0gZjaUuJM5hZY7rqRIAD9KyFY1QWgNnUboQr7kZ17fmEFz730C5SefD+e+vCnj+y8R23/vUhAQADKy8v57ySRD2GjA5EXW15expUrV3Dq1CkEBQWJHcfrbG1toaOjA2q1Gmq1mm+gbqLRaNDW1obGxkavv8lss9luuKi9vrFh/8LW278G7sRqtR6M6dyfonF940NUVBQUTrpp7i6mRq/iu1/+U6RESfCxDz0FiUSK1ukIxIeakRNtEDveQ2u91I3m9iFkFp/Fb/1/n3XaTfP19XV0d3cjNzcXmZmZTjkm/YbD4cDFixcRHh7OvZKJiIh8AFdRutbm5iY6OjpQUFCA9PR0seO4rdnZWUxOTuL06dNe12wrCAL0ej1WV1exurqK7e1tBAcHs7HBTd3c+LC3t4fIyEjExcUhLi5OlBqtQa/D1//xk9CvDeNjH3gcyUnObQiy2CVomohCWeIu4kIsTj22txAEYGwjCDMaJerStqFS2I7s3N9+8SeY25TiDz/zTUREee90S06XIvJNbHQg8lJ7e3toaWlBSUkJEhMPv7853WhjYwOdnZ0oLCxEWlqa2HHcVm9vLwCgvLxc5CTOZzQasba2htXVVWxsbEChUNxwI52NDe7j+saHjY0NaLVaqFSqgyJDaGioRzcqGfcM+Mr/+x8wb0/gf3zsPQgPD8HctgLjG8E4k7UJmQevpBAEAa//sgW9Q4soqX8aT334U077u9re3kZ7ezuysrKQnZ3tlGPSbxgMBrS0tKCsrAwJCQlixyEiIiIX2d7exuXLl3HixAmoVCqx43id/dpDUVERb9rcgyAIaGlpQVJSEtRqtdhxDs3hcECj0Rw0NxiNRkRHRyMuLg6xsbGsOXiQvb29g7/Hzc1NBAcHH9QjwsPDXV6PsNvt+M6//1/MDTXjXY/Voqwkz+nnGFgJhs4sR23qDjy4vHIkxjeUmNoKQm3qNsICj6bZYXZuCc+/8iuUNXwA7/rQp47knGJZX19HV1cXTp8+zYWfRD6CjQ5EXkgQBFy+fBnBwcEoLS0VO47X2X/DVFxcjJSUFLHjuDWj0YimpibU1dUhIiJC7DiHIggCdnd3sba2hpWVFWi1WkRERBwUGUJCQsSOSPfJbDYfNKmsr6/D39//oMgQFRXlUVuKCIKAHz7/Dxhq/wne9VgNykryYLVL0DQZieJ4HRJCzWJHPDSHw4FXfvQLjM3v4sTbP47Gd37Eacfe3d1FW1sbMjIyfHKbHVdbWlrCtWvXcObMGa+bokJERERv3TxrbW1FUlISG0ddgLWHB7e5uYnOzk40NjZ65PtPq9WK9fV1rK6uYm1tDVKpFLGxsYiLi0N0dDTkcrnYEemQ7vZ3HBMT4/RpJIIg4PWXv4Le1pdRU5KGtz1ywqnHBwCtSYbW6Ug0ZGwd6ZYMnmxiU4mJzbeaHcKPoNlBEAQ8/8KPsaCR448++y2ER0a7/JxiunbtGnQ6Herr6z16YRMR3R82OhB5oenpaUxNTeH06dO8CHKy/UID93a/f2NjY1hdXcXJkyc97s2lw+HA5uYmVlZWsLa2BovFcsMFKEdDej673Y7Nzc2D1RU2mw0xMTEHjQ/uPnq3v7sFr37rr5GXGor3Pf04JBIJhlaDsW30Q33attespLBYbPj2iz/G0raAJz74J6g4/rjTjq3VanH58mWkp6cjJyfH416n3F13dzccDgeqqqr4tSUiIvIyw8PD2NjYwIkTJzyqWdgTrK2tobu7G6WlpUhKShI7jkfp6uqCn58fysrKxI5yXxwOB9bX17G4uIjV1VUolcojXe1P4rl5aofZbEZCQgKSkpIQFRXllL/7rgs/x3+9/E/IjFfiQ+9/wumv1YIAdMyHIdjfjqJ4nVOP7e2mNpUY2/h1s4PS9c0O07OL+M4P3kT5qd/COz/4Ry4/n5hsNhuam5uRmZmJjIwMseMQkYux0YHIyxgMBjQ3N6O6uhrR0d7dnXnUWGh4OHa7HU1NTcjNzfWIVSiCIGBnZweLi4tYWlqCRCJBfHw84uLiEBkZ6XV7fdJv7E/tWF1dxcrKCvR6PeLj45GUlISYmBi3K97ubm/hq3/3/0FuXsEffPx9UCoV0JtlaJ6KxMl0DVRHNALxqBgMRnzzu69i26zE+3/vs8gtrnHasbVaLdra2pCSkoK8vDwWE53IbDbj/PnzKCoq4r+dREREXmR/y4qTJ08iNDRU7DheZb/2UFZWxq1IH8J+Xay+vh7h4eFix7ktQRCwvb19UHeQyWRITExEcnIyf5581PW1qMXFRUilUiQlJSEpKemhtwWaGe/Hd//9zxEWYMDv/fbTCAx0/pSTVZ0/riyp0KjehL+Mt5ke1PRWIEbWg1Gbuo0IFzc7CIKA5777Kpa1AfjEZ78FVXikS88nts3NTXR0dHALCyIfwEYHIi+yv2VFSEgISkpKxI7jVVhoOJylpSUMDAygsbHRbVfIGwwGLC4uYmFhwSVd9OR5tFrtQZHBbrcjISEBycnJbrGqRhAEfPvLf4HZwSZ86OmzUGe9tV9v57wKCrkDJQneuZJCo9nFN7/3E5hl0fjoJ76A5HTnbTeh0+lw+fJlNju4wPLyMq5evcotLIiIiLyE3W5HS0sLkpOTuWWFk+1PkWTt4XBGRkawubmJ48ePu9X7er1ef3CNabFYDuoOkZGRbpWTxOVwOLCxsYHFxUWsrKxAqVQiOTkZiYmJUCqV93UMzcYqnv3ip+DQz+F3P/IuREc5fztZhwM4PxWJzMg9pEcYnX58X7Hf7FCX5vptLCan5/G9HzahsvEjeMf7/8Cl53IH/f390Gq13MKCyMux0YHIi3DLCtdgoeHw9ptwIiIikJ+fL3acA2azGUtLS1hcXMTOzg5iY2ORlJSEuLg4Tm6gA4IgQKPRYGFhAcvLy/Dz8ztYWRESEiJKpramH+ONH34JlYWJeMdjpwAA63p/dC+ocFa9iQC59769W1pex/Mv/Rx+qjR8/I//GZEx8U479n6zQ2pqKvLy8px2XAJ6enpgt9u5hQUREZEXGBoawubmJrescLL92gOnSB6ezWZDU1MTCgoKRP9a2mw2LC8vY3Z2Fru7uwd1h9jYWNYd6J5sNhtWVlawuLiIjY0NREZGIi0tDfHx8Xd8/TWbTPjGP/8xNud68Vvv/s3CCGeb3FRifkeBU5kaSHmJdyhTW29tY1GXuo0wFzY7CIKAb3z7R1jVK/DJv/o2QsPcc+qNs+xvYZGRkYHMzEyx4xCRi7DRgchL7I/mq6mpQVRUlNhxvAYLDc6zs7ODS5cuiT4yTBAEbGxsYHZ2FqurqwgPD0dSUhISExPh7+8vWi7yDHa7/Yb9U1UqFdLS0pCYmHhkRaq15Tl8/R/+CGF+Wvz333kf/P3lcAhAy1QkUsONyIzcO5IcYpqYnMNLP26CKr4QH//jf0Jw6MON8ryd/W0s0tPTkZPjvIkRvs5sNqO5uRkFBQVITk4WOw4RERE9JI1Gg7a2Nm5Z4WQbGxvo7OxESUkJ3ys5ycLCAoaHh9HY2CjKYiCtVou5uTksLCxAoVAgLS0NSUlJrDvQQzOZTFhYWMDc3BxsNhtSUlKQmpp6Q41NEAS8/OzfYqz3v/DI8WLU1x5zTRabFE0TkahK3kV0sMUl5/A1k5tKjG8GoT5tGyqF65odxidm8eJPmlH9yMfw+Hv+u8vO4y72t7A4deoUgoODxY5DRC7ARgciL7C/Wj40NBTFxcVix/EaLDQ439WrV2E2m1FdXX3k5zabzZifn8fc3BysVitSUlKQlpbGfdrooVmtViwsLGB2dhYmkwnJyclIS0tz6ZQHm82GZ//x09iY7cbHP/QEEhNiALw16nBGo8TprC2fWUnRd3UIr73RifisanzsE19AgBO3RNBqtbh8+TIyMzM5jtmJuIUFERGRZ+OWFa6xfxOmuLgYKSkpYsfxGoIg4OLFi4iJiUFubu6RnNPhcGB1dRUzMzPQaDRISEhAenq6W2x/SN7j5gU8MTExSE9PR0xMDM6//l1c/K9voiQ7Bk89cdZl33dXl0JgsUtRlbLrkuP7qvENJaa23mp2CHVRs4MgCPj68z/Exl4QPvlXzyNEFeaS87gTbmFB5N3Y6EDkBaampjA9Pc0tK5yIhQbXMJvNOHfuHKqqqhAdHX0k59ze3sbMzAyWlpYQERFxzxF/RA9qf2uL2dlZLC8vIyIiAhkZGYiLi3P6BdQbP34Obb96Dqdr8tBwvBIAYLFJcG4yCuWJu4gN8a2VFC0Xu9DSMYys0kfxwd//S6dO1djd3cXly5ehVquhVquddlxfxy0siIiIPBe3rHC+nZ0dXL58GYWFhUhNdc14eV+2P4HkzJkzUCqVLjuP2WzG3NwcZmZmIJFIkJ6ejpSUFAQEBLjsnEQAYDQaMTs7+9b0kPlZDHT8F/LjzfjdjzwFudw1Uyd3jHJcmonA6awtBPnbXXIOXza2HoSZ7UCcSN922dd3dHwGL/+0BbWP/Tc89vTvueQc7oRbWBB5N16VEHk4vV6PkZERlJWVscnBSXZ2dtDZ2YmioiI2OThZQEAAcnJyMDAwAIfD4bLzOBwOLCws4MKFC7h8+TJkMhkaGhpQX1+PxMREFuXIqSQSCSIjI1FeXo5HH30U0dHRGBgYwJtvvomJiQlYLM5pPpidGET7+e8jKVqJE3XlB38+uhGMiECrzzU5AEDD8UocK0jB5LUm/Ozlf4cz+3dVKhXq6uowMTGB2dlZpx3X1xUVFWF7exuLi4tiRyEiIqIHoNFoMDMzg7KyMl5POYler0d7eztycnLY5OAiERERSEhIwPDwsEuOv7e3h2vXruHNN9/ExsYGiouL8cgjj0CtVrPJgY5EYGAg8vLyUJCTifErb8IuDUJk8UcxtqmCyer812pBAAZXQ5ARuccmBxfJjjYgSWVC+1wYTDbX/Hubo05DXEQQei7/F/Q6rUvO4U7kcjnKysowMjICvV4vdhwicjJemRB5MEEQcOXKFaSkpCAqKkrsOF7BYDCgo6MD2dnZLDS4SEZGBhwOB+bm5px+bJvNhqmpKZw7dw5jY2NITEzEY489hpKSEu4fS0ciICAA2dnZOHv2LAoLC7G+vo433ngDg4ODMBqND31ck9GIH3/vnyC37eDdT5w9KC5rTTLMbQeiIE7nrE/Bo0gkEjzxtlNQp4Tj6qWfoOUXLzr1+GFhYaiursbg4CCWl5edemxfFRAQgOLiYgwMDBzqZ4KIiIiOjt1ux5UrV5CTk8PrKicxmUxob29HSkoKsrKyxI7j1fLy8rC6uoqtrS2nHVOr1aK3txdNTU2wWq04ceIE6uvrER8fz6lldOR0uzv4wXN/A5WwhP/z2wU4k2eGzizHmxNRuLYcAoPFebeAlrUB0FtkUEcZnHZMupFEAhTE6hEeaEXHXBisdue/pkgkEjQcr4BVv4b2ph84/fjuKCoqCikpKbhy5YpTF8kQkfjY6EDkwaanp2E2m5Gfny92FK9gMpnQ1taGpKQkFhpcSCqVorCwECMjI05b6W6xWDA2NoY333wTCwsLKCwsRGNjIzIzM+Hn5+eUcxA9CKlUioSEBNTX16O+vh57e3s4d+4crly58lDd4//1g69gd3UMj52uQmRkGIC3VlIMrIYgPWIPIQG+u5JCKpXive96DAmRcrT+/Hn0Xv6VU4+/P62jr68Pm5ubTj22r0pISEBsbCyuXbvGAgMREZEHGB0dhZ+fH8c9O4nVakVHRwciIiJYzzkCgYGByM7OxsDAwKHfe2o0GnR2dqK1tRUymQynT59GRUUFVCqVk9ISPRibzYZXvvE30K6N4cm31SMxIQaRSitqUndwMkMDq0OC85NR6F0MhdZ0uK0sbA5gaC0E+bF6+Ml4HedKEglQlqCFv8yBrgUV7C4YipubnY6Y8EB0Xfw5DHrfWDyTn58Ps9mM6elpsaMQkROx0YHIQ+1vWVFaWsotK5zg+kJDQUEBO/BdLDY2FuHh4RgdHT3UcUwmE4aGhvDGG29gY2MD5eXlaGhoQEJCAv8OyW2Eh4ejqqoKp06dgiAIaG5uRnd3N3Z2du7r+UN9l9Df8Qtkp0WhvKzg4M9XdQHQmvyQE82VFP4BfvjQe59ARKAFr7/8rxgb6HLq8ePj41FUVITOzk7s7u469di+qqioCDs7O1hYWBA7ChEREd0Ft6xwLrvdjq6uLgQEBKCsrIzXrUckMzMTVqsV8/PzD/xcQRCwvr6Oy5cvo62tDUFBQTh79ixKS0sRHBzsgrRE90cQBLz+yn9gcaIDxyvzUFyYc8PHVQobKpK0OJO1BblUQOt0JDrnVdDsPdyCoKnNIATIHUhWmZwRn+5BKgWqkndhc0jRt6SCs9cISCQSNNSVw6pfRXvTj5x7cDfFLSyIvBOvUIg80P6WFampqdyywglYaDh6EokEhYWFmJubg1b74HvBGQyGg30w9Xo96urqcPz4ccTExPDvj9xWSEgIjh07hsbGRgQEBODSpUtob2/H5ubmHVcWaXe28for/w6lzIgnHz9z8P1tdwCDq8HIi+FKin1BQYH48PueQCB28cPn/w6Ls+NOPX5qaiqysrLQ3t4Og4HNJYfl7++PkpKSQ2/rQkRERK5jt9vR19eHnJwchISEiB3H4wmCgL6+PthsNlRWVrJx5AjJZDIUFBRgZGQEVqv1vp+3sbGBCxcuoLe3F1FRUXj00UdRWFiIwMBAF6Yluj8dLa/h6qWfIjs1Amcaqu/4uCB/O0oSdHhEvYlgfzva5sJweTYM23v3v3DOaJViYkuJojgdWHY7OnKZgJqUbeya5BhYDXF6s0NebgaiwxTouvg69gy+ceM/MjISqamp3MKCyIvwHTWRB9rfsiIvL0/sKB6PhQbxhISEIC0tDYODg/f9xtJoNOLKlSs4f/48bDYbGhoaUF1djYiICBenJXIepVKJ4uJiPPLIIwgLC0NnZyfa2tqg0WhueJwgCPjpC/8C4/Ysnnz8BIKDlQcfm95SQi4TkBrOG8TXi4hQ4bfe8xiwt4oXv/ZZbK2vOPX42dnZSEhIQHt7O8xms1OP7Yvi4+O5hQUREZEbm5ychFwu59aOTiAIAgYGBqDValFTU8PJnCKIj49HSEgIxsfv3RC9s7ODtrY2dHV1IT4+Ho888ghycnLg7+9/BEmJ7m1yuA9vvPo1RIcCzzz56H3VMxV+DhTE6fFo9ibCA624PBuBrgUVdOZ7b2kxvBaM+BAzIpT33yhEzhEgF1CXuo1lbQAmNpX3fsIDkEqlOFlXDotuBR3NP3bqsd1ZXl4eTCbTQ035ISL3wzt6RB7GaDRidHQUJSUlvDA+pP1Cw+7uLgsNIsnJycHu7i7W1tbu+jiLxYKhoSE0NTXBbrfj9OnTKC8vR2ho6BElJXK+gIAA5OXl4dFHH0VERMRBIU2ne2tvxK4Lr2Nq8AKOFaYhNzvj4HkmqxTjm0FcSXEHSYlxeO+Tp2Dcnsb3vvoZ6HUPPjXmTiQSCYqKiqBSqdDR0QGbzea0Y/uqoqIiaDQarK6uih2FiIiIrmMwGDAxMYGSkhJOzXOC8fFxrKysoLa2FgEBAWLH8Un7kyVnZmbuOLJcr9ejp6cHly5dgkqlwiOPPILs7GzWi8itbK4t44fP/x0Uwi4++MzjCAh4sAYcf5mA/FgDzqo3ESBzoGUqEleXQ2C03v5W0daeH1Z0AciP9Y0V/+5I6e9AbeoOJjaDMLft3IkyBXmZiAz1R2frz2Dc23Pqsd2VXC5HYWEhhoeHYbFYxI5DRIfERgciDzM8PIzY2FhER0eLHcXjTUxMYGVlBXV1dSw0iMTf3x+5ubkYHByE3W6/5eM2mw3j4+M4d+4cdnd3cfz4cVRUVHAfTPIqfn5+yMvLw9mzZxEQEICWlhacbzqH/3r1OYQrBTzWePyGx4+sByMm2IKoIK6kuJNsdTqeOFuD7aUBvPi1z8LixOkLEokEx44dg1wuR1dXFxwOh9OO7Yv8/f2Rn59/x38HiIiISByDg4NISkpCeHi42FE83uzsLKamplBbWwul0rmrcenBqFQqJCcnY2ho6IY/N5lMuHbtGpqbmyGXy9HY2IiCggJOcCC3YzIa8dLXPwfL7gLe+1QjIiJUD30shZ8DJQk6nM7cgtUuRdNEFIbWgmGx/6a5TRCAgZUQqKP2EOjHa18xqRQ2VKfsYGA1GCta59Wx35rqUAazdgmdLb4z1SEuLg5hYWEYGRkROwoRHRIbHYg8yObmJlZWVlBQUCB2FI83NzeHyclJFhrcQFpaGmQyGaanpw/+zOFwYHZ2Fk1NTVhZWUFlZSXq6uoQFhYmXlAiF1MoFCgpKcHJkydx7hc/xuRGAApqn4JE9psL2G2jHEu7ChTE6kRM6hnKywrQUFOA5clO/OBbf+/UhgSZTIaqqipYLBbu6+gEqamp8Pf3x8TEhNhRiIiICMDq6iq2tra4XaYTrKysYHBwENXV1ZxI6CZyc3OxtbWF9fV1WK1WjIyM4Ny5czCbzTh16hRKS0sRGOjcFdNEzuBwOPDD57+ArYV+PHa6HBlpyU45bnCAHZXJu6hP12DXKMe58ShMbChhdwDzOwpY7FJkRRqcci46nKggK44latG7FIotg5/TjltUkI2IUD90tLwGk9E3tkjdn9i5sLCAnZ0dseMQ0SGw0YHIQzgcDvT39yM3N5cXXIe0urqKgYEBFhrcxP74yPHxcRiNRiwvL+P8+fOYnJxEUVERTp48yQkm5FN6LvwU/vp+vO+ECsqwRLw5EYXxDSVs9rdWUmRGGqD050qK+3HqRBXK8lMwcbUJr7/8Fac2JPj5+aGmpgbb29u3rAijByORSFBcXIzJyUkYDCygERERiclut2NgYAB5eXmcfHhIOzs76O3tRXl5OSIjI8WOQ78WEBCA7Oxs9PX1oampCVtbW6irq0NVVRVCQkLEjkd0R+d++jwmr53HscJUVJUXO/344YE21KXtoCJ5F0taBZomozC4GoyCGB1kvIvkNhJCzSiI1aNrIQwGi3P+YqRSKU7UlMGkXUJX60+dckxPEBwcjMzMTPT393MBC5EH4z9RRB5iZmYGgiAgIyPj3g+mO9rd3UVPTw+OHTvGQoMbiY6ORlhYGFpbW9Hf34+srCycOXMGCQkJ3A+WfMr81AguvfES4iMVeOJMGerSdlCVvINlrQJvTkRBb5ZBHc0bwfdLIpHgibedQlayCn0Xf4TWX77s1OMrFArU1tZiYWEBs7OzTj22rwkPD0dSUhIGBgbEjkJEROTTJicn4efnh7S0NLGjeDSTyYSuri5kZ2cjPj5e7Dh0nd3dXaysrMBisSAmJgb19fWIiIgQOxbRXV3tPI+2cy8iJVaJtz/a4NJaWUywBQ0ZGgQH2GB3SDG/GwiDReay89GDS48wIlFlQud8GKx253wvFBfmIDxYhvaWn8JsMjnlmJ5ArVbDZDJhfn5e7ChE9JDY6EDkAUwmE0ZHR1FcXAyplD+2D8tsNqOzsxNqtRoJCQlix6Ffs1qtGBoagkajgcViQUVFBdLS0vi9Tj7HbDLhx9/9J8is23j6nY2Q/XrJRHSwFfVpGjgECRyCBL2LYSwyPACZTIr3PfU2xIfL0fL6c+hre8Opxw8KCkJlZSUGBwextbXl1GP7mvz8fGg0GqyuroodhYiIyCcZDAZMTEyguLiYDeeHYLfb0d3djcjISKjVarHj0K9ZrVYMDAzg4sWLiIyMRGVlJVZXV2GxWMSORnRXCzNj+NlLX4IqwIz3P/045HLX1wMMFhm2DP6oS92G0s+O5slIjKwHwcbhkm6jME6HALkDfUuhcMYwAplMihM1pTDuLKD7ws8Of0APIZfLUVRUhOHhYf57QOSheBeJyAMMDQ0hNjaW4/sPweFwoLu7G+Hh4cjOzhY7DgEQBAGLi4s4f/48tre30dDQgKysLIyMjHBcGPmkX736dWyvDOORU+WIjrpxRdHUVhBCAmw4q95EgPytIsPoehDsLDLcF/8AP3zofe9AuMKC11/+V0wM9Tr1+FFRUSgoKEBXVxf29vacemxf4u/vj/z8fAwMDMBut4sdh4iIyOcMDg4iMTGRq9sPQRAE9Pf3w+FwoLS0lA0jbkAQBMzPz6OpqQk6nQ4NDQ3Iz89HfHw8IiIiMDo6KnZEojvS7mjwyjc+D6l5Ax985nEEBR3NdsZDa8FIDjMiKtiKkgQd6tM1WNcHoHkyCivaAKfcWKfDkUqAyqRd6MxyjG4EOeWYJUV5UCmlaGv+sU/d9I+Li0NYWBhGRkbEjkJED4GNDkRubnNzEysrKygoKBA7ikcbGBiAzWZDWVkZCw1uQKvVoq2tDYODg8jPz0d9fT1CQ0ORnZ0Ng8GApaUlsSMSHanR/g70Xf4ZMpMibtlrc88ixeRmEIridVD4CShN0KE+TYM1XQDOT0ZiVecvUmrPEhysxIff9w4osIPvP/c3WJqbdOrx09PTkZCQgM7OTthsNqce25ekpqbC398fExMTYkchIiLyKaurq9ja2kJ+fr7YUTza9PQ01tbWUFVVBZmMU9jEtru7i0uXLmFkZATFxcWora1FSEjIwccLCwsxPz8PrVYrYkqi27NarXj52c9DvzGBpx4/gbjYqCM577reH5sGf+TF6A/+LDzQhpPpGmRHG3B1ORQd82HQm/kaJzZ/uYCq5B1MbymxtBtw6OPtT3XY2573qakOEokERUVFWFhYwM7OjthxiOgBsdGByI05HA709/cjJycHgYFH07HrjWZmZrCysoKqqirI5XKx4/g0m82GoaEhtLa2QqVSobGxEcnJyQfNJ3K5HAUFBRgeHuaNQvIZeu0uXnvx3xAoNeBdTzTe0ow1tBaCBJUJ4YG/+ZkIV9pwMkMDddQe+pZU6JgLg8HCt3X3EhkZhg8+/RgEwwpe/NpnoNlw7hYJRUVF8Pf3R19fHyfTPCSJRILi4mJMTk7CYDCIHYeIiMgn2O12DAwMIC8vDwEBh79R4qvW1///7P1ncGP3nS98fg9yzomZYM7d7MSO6m51K0sOkuOMn6qnnlu7L/bdbtVubdWW597xzHPv3Dsej++dZ2yP03hsJcuyJFsOyq3OOTJHgBkgARA5A2dftNlSd5NNkARwEH6fKtWMJRL4ikKDOP/zC0sYHh7Gvn376AyHY6lUCkNDQ/fWVJw4cQKVlZUPXWspFApYrVb09/fT53dSUFiWxe9e+T4WJq7g6P4udHY05eV50yww4FCizRiCWHD/nwmGAeq0EZxockEmTOHTST0mXDKa7sAxlSSF3dU+3FxQwRvZ/rn3zp52qKQMLnzyNhKJRBYSFgeFQoHGxkbcuXOHfh8QUmToRJyQAmaz2cCyLBobG7mOUrSWl5cxODiIvXv3QiaTcR2nrC0vL+PUqVPweDw4evQourq6IBQKH/q66upqiMViTExkt9uakELEsix+/9r/RNgzheefOAyV8v5xg66QEM6gCB2f66RYxTBAve7uIYNEkMKpST2m3FI6ZNhATbUFX/nCMYQ9k3j5h99GKBjI2mPzeDzs2bMHPp8PY2NjWXvccqPValFdXY3+/n6uoxBCCCFlYWJiAkKhEPX19VxHKVrBYBDXrl1DT08Prf7g2MrKCk6fPo2lpSU89thj6OjoeGTTS2trK/x+PxYXF/OYkpBHO/fhmxi4/Ce0Nxhx7Mi+vD2v3SNFmgWsuvVXMooELHZUBnCgfgX2FSnO2rQI0HQHTlmUcbQYQrgyq0E0ub1bfgIBH4f7diDkmca1s3/MUsLi0NzcjGg0ipmZGa6jEEI2gQodCClQ0WgUIyMj6OnpAY9Hf1S3IhQK4dq1a+ju7oZer+c6TtlKJpO4ffs2Ll++jMbGRhw+fBgqlWrdr18dFzYxMUG77knJu37+fYzdOoWetpqHOjTYv3RStBhCkAjT6z6GWMBiZ1UAfTVeTLjluGDXIhSnQ4ZHaWtpwHMn+uCZ68erP/ovWd09KRaL0dfXh4mJCSwsLGTtcctNR0cHPB4PHI7sTt0ghBBCyP1CoRDGx8fR09NDax63KJFI4PLly6irq0NtbS3XccrW6hSH8+fPo6qqCo899tgjzx5WCYVCdHR0YHBwEKlUKg9JCXm00f4r+OTdn8GsYfDl55/I23tzPMlgZFmBbksAmRxF62UJHGt0QydL4DRNd+BcsyEMnSyOqzNqpNY/QsrIrp2dUEpYnP/4t2U11UEgEKCrqwtDQ0NZPScihOQW3T0lpEANDg7CbDbDaDRyHaUorR40VFdXo66ujus4ZcvlcuHUqVMIBAI4fvw4GhoaMrpA0+l0qKiowNDQUB5SEsIN99Ii3n/736CWJvHsk0cf+uczXikSKQaN+swKfoyKBI43uqEQJ3FqUkfTHTawZ1cXjuzrwPz4Jbz57/8d6fQ2TwI+R6VSYdeuXbhx4wZ8Pl/WHreciEQidHR0oL+/nw6cCSGEkBwaGBhAVVUVTSHYIpZlcf36dchkMnR0dHAdp2x5vd57UxyOHDmC1tbWTTUN1dbWQigUYnJyMocpCdnY0uIMfvuL/wEpAvjmS89BJH54EmqujCwroJUmYFZmfoNXwAO6LEEcqLs73eGcTYsgTXfgBMMAvZV+pFgGdxZV2zoPEgj4ONS3A0G3HTcuvJe9kEWgoqICGo0Gw8PDXEchhGSICh0IKUAulwuLi4vo7OzkOkpRYlkWN27cgEQioZ8hR5LJJO7cuYNLly6hoaEBhw4dglwu3/gbP6ejowMOhwNutztHKQnhTjqdxtu/+ickgwv48nOPQyIR3ffPEykGQ04FOi1B8DfxaU3IvztCsq/Gd3e6w7QWoTh93FvP40f7sKOtCmM3P8Qf3/hhVvcwVlRUoLm5GZcvX0YsFsva45aTuro6iEQijI+Pcx2FEEIIKUlOpxNut5tu0G/D0NAQQqEQ9uzZQxMxOJBKpTA8PIxz587dm+KgVqs3/TirkyXHxsYQiURykJSQjYVDQbz2b99BMjiLr33pJDQaZd6e2x/lY3pFii7L1lY76uV3pztopAl8StMdOMPnAX21XjiDIkx5pNt6rN07u6AQszj34ZtIJpNZSlj4Vn8fzM7Owuv1ch2HEJIBOvkmpMCk02n09/ejtbUVUun2PpCUq5GREQQCAezZs4fWfnBgdYqDz+fDsWPH0NjYuKUDH6lUipaWFvT392f15iMhheDsB29gbvwKDuxqQ31d1UP/fHRZDpUkgQrl1m6QGxXxu9MdREmcmtTD5qHpDmthGAZfePZxNFapcP30b3H2/Tey+vgtLS3QarW4evVqVidGlAuGYdDT04OJiQmEQiGu4xBCCCElJZ1OY2BgAG1tbRCLxVzHKUoLCwuw2+3o6+uDUJi/rmtyl9/vx5kzZ+B0Orc0xeFBer0eZrOZungJJ1KpFH7z83/AyuIgnj3Rt+Y5Qa6srs206sJQirc+TU/AA7orPjfdwU6NF1yQCtPYV+PDsFMJd2jrv5uEQj4O7u1GwGXDzYsfZDFh4VMoFGhoaMDg4CCdSRNSBOg3DSEFZnZ2FqlUCo2NjVxHKUoOhwNTU1PYt28fRCLRxt9Asmb1oGx1isPhw4ehUCi29ZiNjY1IJBKYmZnJUkpCuDc/PYHTf/oVzFohHj+6/6F/HozxYfPI0G0JYjtNYavTHfbV+DDukuPitAbRBH30exCfz8PXXnwaFVoePnn3Z7h58aOsPTbDMOjt7UUikaBVPFuk1WpRWVmJkZERrqMQQgghJWV2dhbpdBr19fVcRylKoVAIN2/eRG9v77ave8nmsCwLu92OM2fOwGKxbHmKw1o6OzuxsLCAlZWVrDweIZl6/62fwDZ4Gnt7GrBnV1den9sREMMXFaLVmJ3i8tXpDipxEp9O6rHgp2K6fNPJEugwB3BtTo1YcusHS3t2dUMmSuHsh78pq6kOANDc3Ayfz4fl5WWuoxBCNkCn3YQUkFQqhZGREbS1tdEkgi2IRCK4efMmenp6oFKpuI5TVkKhEM6ePQuXy7WtKQ4P4vP56OzsxPDwMBKJRBaSEsKteDyOt375j2Dibrz4wkkIBA/vrhxwKFGriUAlyc5FpOkv0x3EgjQ+ndRhKUhFYA8Si0X4q68+D404indf+2dMDN3I2mMLBALs3bsX09PTcDgcWXvcctLW1oaFhQX4fD6uoxBCCCElYfXsob29nc4etiCdTuPatWuoqalBZWUl13HKSiKRwPXr1zEyMoK+vr6sv4ZlMhmampposiTJq+vn38eVU2+ivkKJp08eyetzp9LAoFOBdlMQQn72XvMCHrCjMoDeSj9uzqtwZ1GJFA05zCurLgKNNIGb8+otT/gUiQQ4uLcL/qVJ3L78cXYDFjihUIiWlhYMDQ3R7wNCChxdzRBSQGw2G8RiMaqq8jeerFSk02lcv34dFosFNTU1XMcpKwsLC/j000+h1Wpx5MiRrHezVFRUQKlUYmxsLKuPSwgXPnz7p3DPDeDE4V6YTfqH/rkzIIInIkS7KZjV5xXyWeyq8qPdHMSVWTWGnHKk6TrtPkqlDN/62nMQsyt442f/JxZmJrP22AqFAj09Pbhx4wbt/N0CmUwGq9VKUzEIIYSQLKGzh+0ZHh4Gy7Lo7OzkOkpZ8Xq9OH36NOLxOI4dOwaj0ZiT52lqakIkEsHc3FxOHp+Qz5ueGMIff/0v0EoT+NqXnwafn9/bNVMeGfgMizptbq5TK9UxHGt0YyUixFmbDsHYw80eJDcYBuit8sMfE2DKLdvy4+zbvQMy4d2pDqnU1lebFCOr1YpYLIb5+XmuoxBCHoEKHQgpEIlEAmNjY+jo6MhKJ3y5GR0dRSwWQ3d3N9dRykYqlcLt27dx69Yt9Pb2oqenB3x+9i9YGIZBV1cXpqamEAxm9+YvIfk0PngdV8+8A2uVGgf6dj70z9N/2YvZagxCJMh+FQLDAHXaKB6zeuAISHDerkWEVlncx2DQ4psvPol0aB6v/OhvsOJeytpj19TUoKKiAtevX0c6Ta0sm9Xc3AyPxwOXy8V1FEIIIaSorZ49tLe309nDFjgcDtjtduzZsycn17/kYSzLYnJyEufOnUNtbS0OHDgAiUSSs+cTCATo7OzE0NBQ2Y1qJ/nl9Szj1z/9OwiSLnzzK89AJsvd63ot0QQPY8tydFcEtrU2cyNyURpH6j0wyOM4PaXDrDe//57lTMRnsafah+ElBVbCgq09hkiAA3s74XWM486VT7KcsLDx+Xy0tbVhZGSEznEIKWB0uk1IgRgfH4darc5ZRXopW1pawuTkJPbu3QuBYGsf2sjmBAIBnDlzBl6vF0ePHs35uE61Wo3a2loMDg7m9HkIyZVwKIjfvfp9SJggvvT8yTUPlW0eKcDcHS+YSypJCo81uKEUJXFqUg9HgFZZfF5tTSVeeuEYwu4JvPyDbyMcyl6BVXd3N+LxOEZHR7P2mOVCLBajqamJxkYSQggh27R69mAymbiOUnQ+vy4z25MMydri8TiuXLmCyclJHDhwAC0tLXkp0KmqqoJMJsP4+HjOn4uUp3gshtf+7TuIrNjw0gvHYTLq8p5heEkBkyIOgzz3q2J5PKDLEsTuah8GHErcnFchSfeN80InS6DVFMS1OTUSqa29f+7b3QOJIIEzH7xRdlMdampqwDAMpqenuY5CCFkHFToQUgCi0SimpqZomsMWRKNR3LhxA93d3VCpVFzHKQuzs7M4c+YMTCYTjhw5ArlcnpfnbWtrg8vlwtJS9jqsCckHlmXx7mv/C0HXBJ49eQBq1cOHorEkg9ElBbotAfDy8GtAwAN2VgXQYwng+pwaAw4FqDj9M+2tDXjm+D64Z2/j1R/9FyQS2Tn4EQgE2LNnDyYnJ+m9bAsaGxsRDoexuLjIdRRCCCGkKK2ePdA0h82jdZn55/V68emnnwIAjh07Br3+4dV/ubI6WXJychLhcDhvz0vKA8uyePvl78Fpv47HD/Wgtdma9wwrEQHmfRJ0mgN5fV6LMo5jjW6E4nycmdLTKos8adKHoRCncGtBha30DYjFIhzY3YEVxxj6r53OfsACxuPx0N7ejtHRUZryQ0iBokIHQgrA6OgoTCYTtFot11GKCsuyuHHjBgwGA2pra7mOU/LS6TRu376NgYEB7NmzB52dneDx8vdrRCwWo62tDQMDAzQujBSVW5c+xvD1j9DZVInuzpY1v2ZkSQG9PAGTIp7XbNWaKI42eOAKiXDOrkWUVlncs29PNw7vbcfc2EX89hf/mLX3HZVKhe7ubty4cQPRaDQrj1kuBAIBWltbMTw8TL8HCCGEkC1YPXvQ6fLfOVzsRkdHEY/HaV1mnszNzeHcuXOwWq3Yt28fRKL8T6HTarWoqqqiyZIk606/9zqGr72PruYKHD6wO+/Pz7LAwKISjfoQZKL8X1dJhWkcrF+BWRHDmSkdloI0ZTLXGAbYVeWDJyyEfUW6pcfo27sTEn4CZz94o+yuxysqKiCTyTA5Ocl1FELIGug0mxCOBYNBzMzMoL29nesoRWd8fBzhcBg7duygbpQci8ViuHDhAlZWVnD06FGYzWZOclitVrAsC7vdzsnzE7JZK+4l/PnNH0EpjuP5p4+u+V7liwow65XmvZNilUKcwhGrB3JRCqendFiJ0AqgVSeO7UdPayVGrr+HP7/546ytTKitrYXBYMCNGzdoDcMm1dXVgWVZzM7Och2FEEIIKSp09rB1q+sy9+zZQ+syc4xlWQwNDeH27dvYu3cvmpubOT3vaW9vx9LSElwuF2cZSGkZunUBn/7hF6jQCvHF59Zea5lr834Jwgk+mg3cTSvhMUCnJYjuigCuzKox6ZZtadIAyZxYwGJ3tQ+DDiV8Wzj3kUhE6NvVBvfCCAaun8lBwsLFMAw6OjowMTGBWCzGdRxCyAOo0IEQjg0PD6OmpgZKpZLrKEXF7XZjbGwMe/bsgVAo5DpOSfP5fDhz5gzEYjEOHz4MmUzGWRYej4euri6MjIwgHs9v5zshm5VOp/H2L/8J8cAsvvTccUilkoe+hmWBAYcSVt3dMYJc4fOAXVV+NOrDOG/XYs73cNZyxDAMvvjcCTRUKXH11Bs49+GbWXvcHTt2IBwO097fTeLxeGhra8PIyEjZ7QYlhBBCtoPOHraG1mXmTyKRwJUrV7CwsIDHHnuMswaLz5NIJGhpaUF/fz8VKJNtc8zZ8Pav/hEKQRDf+MozEArzv7YhmQYGHQp0mIMQ8Ll/TddoojhUt4Jxlww3F1RIldeggLwzyBNoNoRwdU6NZGrzRTb79/ZCzIvhzPu/LrupDgaDATqdjs5wCClAVOhACIe8Xi+cTidaW1u5jlJUYrEYrl27ho6ODmg0Gq7jlLSFhQWcO3cOtbW1BdO9YjabodPpMDIywnUUQh7pwsdvYWb0Evp2tqDRuvYe38WAGIEoHy3GUJ7TPYxhgCZDGHurfbi9oMSQU0EdFQD4fB6+/uIzsGgYfPy7n+D2lVNZeVyhUIg9e/ZgbGwMbrc7K49ZLqqqqiAWi2Gz2biOQgghhBQFOnvYGlqXmT+hUAhnz55FKpXCY489VlAFOQ0NDUilUpienuY6CilioWAAr/3kO0iHFvH1Lz8JtUrBSY4JlxxSYQrV6sJZo6iVJXG0wYNATIDztFIz51qMIUiFadxe3Pz7rFQqxr7eVrjmhzF083wO0hW2jo4O2Gw2hMPcTUMhhDyMfmsQwqGhoSFYrVZIpVvbjVWOWJbFrVu3oNFoYLVauY5TsliWxejoKG7evIne3l60trYW1HqQrq4uTE9Pw+/3cx2FkDUtzk7h1B/+A0Y1HyePH1zza1JpYNChRLs5CGEBdFKsMivjeKzBgwW/GFdmNUhsocq/1IjFIvz1156HWhzB717+J0wO38rK42o0GnR0dODatWs0pWYTVsdGjo2NIZFIcB2HEEIIKXh09rA1NpsNoVCI1mXm2PLyMk6fPg2TyYT9+/dDJBJxHek+fD4fnZ2dGB4eps+eZEtSqRR+/ZO/h29xGM8/cQA11RWc5AjHeZhwydFtCaDQ3tKkwjQO13+2UtNLKzVzhmGAXVU+OINiLPjFm/7+A/t2QfSXqQ7lNulGrVajsrKSmu8IKTBU6EAIR5aXl+H1etHc3Mx1lKIyOzuLlZUV9Pb20kFDjiSTSVy7dg0zMzM4cuQIKisruY70EIVCAavVSuMjSUFKJBJ465ffBRtdwosvnFh3HOWkWwYhP41aTeF0UqxSilN4rMGDVBo4a9MhFM//SM1Co1TK8a2vPQdR2oNf//TvsTg7lZXHtVqtUKlUGBgYyMrjlQuj0Qi1Wk1jIwkhhJAN0NnD1oRCIQwNDWHnzp20LjOHbDYbLl++jM7OTnR1dYHHK8yjaovFArVajdHRUa6jkCLDsiz++OsfYmb0PA7sakHvjnbOsgw5lahURaGVJTnL8CirKzUb9GGcs2sx79v8TXiSGakwjW5LAHcWlIglN3e+LpNJsHdHC5ZmBzF8+2KOEhautrY2zM/PU/MdIQWkMD89ElLiWJbF0NAQmpubC65SvZBFIhEMDAxgx44d9HPLkUgkgnPnziEWi+Gxxx4r6B2kra2t8Pv9cDgcXEch5D4f//4XWJ69g+OHdqDCYlzzayIJHsYKtJNilYjPYn+dFyZFDKendHCF6IDXaNDhmy8+iXRoDq/86D/D61ne9mMyDIOdO3dicXGR3s82YXWqw9TUFKLRwisWIoQQQgrB6tlDU1MTXUNvAsuyuHnzJmpqamA0rv15nmzP6mtzZGQEBw4cQF1dHdeRHolhGHR1dcFmsyEQCHAdhxSRq2f/iBvn3kJjlQZPPL72tMd8cIeEcARFaDcHOcuQCYYBmg1h7Kn24eaCCpNumkSUK9XqKLSyBPoXN3/2e7BvF4SI4vR7r5VdA5pcLkddXR2Gh4e5jkII+QsqdCCEAwsLC4hGo7R6YRNYlsXt27dhNptRUcHNiLdSFwwGcfbsWahUKhw8eBBicWFXTguFQrS3t2NgYACpVIrrOIQAACZHbuHSJ2+i1qzAof271v26YacCFkUcenlhjz7lMUCXJYgOUxCXZjRY3MJYw1JTV1uJF597DCHXGF7+wbcRDm3/oEgqlaKrqwu3bt2iFRaboNVqYTKZqLOOEEIIWcfi4iIikQgaGhq4jlJUbDYbIpEIOjs7uY5SktLpNG7duoW5uTkcPnwYer2e60gZUalUqKurw+DgINdRSJGYGr2N9978IfTyNL7ypSc5m1jCskC/Q4kWQwhSYZqTDJtlUcZxqG4FY8sKDDkVKLN76XnBMMCOigCWQqJNr7CQy6XYu7MZzukBjPZfyVHCwtXa2orl5WV4PB6uoxBCQIUOhOQdy7IYGRlBa2srBALaN5ap2dlZeL1edHd3cx2lJK2srODs2bOorq5Gb29vwY6LfFBdXR2EQiGmprIzQp6Q7YiEQ3jn5e9BBD++/PwT6/458oQFWPBL0GEunk6gel0Eu6v8uD6vgt1DHRUd7U14+vgeuGZu47Uf/21WdvXW1tZCo9HQCotNam9vx8zMDMLhMNdRCCGEkILCsizGxsbQ3NxMZw+bsLqyore3l35uOZBMJnHlyhV4vV4cOXIESqWS60ib0tbWBo/HA6fTyXUUUuA8yw785uf/DaL0Cr750jOQSiWcZZnxSpBIMWjUF9c1k1aWxGGrB3M+CW4tqJCmYoeskwjT6NniCouDfbsgYCNlOdVBLBbDarXSKk1CCkRx3MkipIQsLi4imUyitraW6yhFY3Vlxc6dO2ncZg4sLS3hwoULaGlpQUdHB5hCnaO/htXxkaOjozS6nHCKZVn88Y1/RWB5HM88vh9a7doHdiwLDDiUaDKEIBMVRyfFqgpVDAdqvRhyKjC6JC/7joq+PTtwcE8LZkcu4K1ffhfp9Pb+ezIMgx07dtAKi01SKpWoqKjAxMQE11EIIYSQgrK8vIxIJFLwKwEKyerKitraWhgMBq7jlJx4PI4LFy4gmUzi8OHDkEqLr4BaJBKhra0NAwMD2/78T0pXLBrFaz/+W0S9Nrz0/HEYDFrOsiRSDIadCnRaguAX4Z0gpTiFI1YPvBEBrsxokKQ/dllXtcUVFgqFDHt2NGHRdhtjA9dylK5wNTY2YmlpCX6/n+sohJS9Ivz1RkjxYlkW4+PjaGpqKpqOea59fmWFxWLhOk7JmZ2dxZUrV7Bjxw40NjZyHWdLDAYDzGYzhoaGuI5CytjA9TMYuPI+2qxm7OxpW/fr5nwSRBJ8NBlCeUyXPXp5AoetHthXpLizqCz7Yocnjh9EV3MFhq/+Ge/99ifb7mKQSqXo7u6mFRab1NzcjJmZGSp4I4QQQj5nfHwcDQ0NNJVgE6amphCJRNDR0cF1lJITiURw9uxZiMViHDhwAEKhkOtIW1ZfXw+GYWCz2biOQgpQOp3Gb//jH7E8cxtPHNmF5iZui83GluVQSlKoUMY4zbEdUmEah60rSKYZXLBrEd/k5AHyaNtZYXFo/56yneogkUhQW1tLUx0IKQB0p5WQPFpeXkYoFKKOik2glRW5Mzk5iTt37mDfvn2orq7mOs62dHZ2YmFhASsrK1xHIWXIt+LGH9/4VyiEUbzwzPF1p6IkUwyGnAp0WgIQFPEnMJXkbkeFKyTCtTk1UmXcUcEwDL70/AlYKxW4curXOP/RW9t+zJqaGmg0GvT392chYXlQq9XQ6/W0xogQQgj5C4/Hg5WVFVitVq6jFI1gMIjh4WFaWZEDfr8fZ86cgV6vx759+8Dn87mOtC08Hg9dXV0YGRlBLFa8N49Jbnzyh19h7OZH2NFWjQN9OznNEozxMeWRocsSQBENb12TkM/iQN0KxII0ztp1iCSK+FClAEmEafRUBHB7QbWpFRZKpQy7uhuxYLuFiaGbOUxYmJqamrCwsIBQqDibmQgpFfQbgZA8Gh8fR2NjI100ZygSiaC/v59WVmQZy7IYHBzE2NgYDh48CJPJxHWkbZPJZGhsbER/f3/ZVRATbrEsi3de/mdEvTP4wtNHIZevP3513CWDTJRClar4D8NkojQOWz2IJHi4NKNFIlXkpybbIBDw8fUXn4VZDXz0zo9x5+qn23q81RUWTqeTVlhsQktLC2w2GxKJBNdRCCGEEM6Nj4/DarXSdXSGWJbFrVu3aGVFDqysrODcuXOoq6vDjh07impV5qOYTCYYDAaMjIxwHYUUkP5rp3Hu/ZdRbRQ/sgkiXwYcStRqIlBLkpzmyBY+D9hb44NeFseZKR2CseIumio0Vaoo9LI47mxyhcXhg3vAT4dx+r1Xy+5MVi6Xo7KyklZpEsIxKnQgJE9WVlaoo2ITVg8aKioqaGVFFq2uAllYWMCRI0eg1XK3JzDbmpubEYlEMD8/z3UUUkYunfodbENnsae7AS3N9et+XSjOw6Rbju4S6KRYJRawOFi/Ah7D4nyZj4+USET46689D5UojN+9/E+YGr29rceTSqXo6uqiFRaboNfroVKpaIQwIYSQsuf3+7G0tISGhgauoxQNWlmRGx6PBxcuXEBrayva2to4v+mbbZ2dnZiZmYHP5+M6CikA89MT+N0r34NSGMHXX3wWAgG3N+GXgiJ4wkK0mYKc5sg23l/WLFSrozhn1yJAxQ5ZwzBAT2UArpAI877MV1iolHL0dloxN3lj22chxYhWaRLCPSp0ICRPxsbGUF9fTx0VGZqZmYHf70dXVxfXUUrGavGIy+XC4cOHoVAouI6UVQKBAJ2dnRgcHEQyWRrV6qSwORem8dHvfw69gsGTJw4/8msHnUpUqaPQSEvrtSngAX01XkiFKVyYLu9iB5VSgW997TkIU278+id/B8fc9m640wqLzWtpacHU1BRSqRTXUQghhBDOjI+Po6amBlLp+pPGyGdoZUVuuN1uXLx4Ee3t7WhsbOQ6Tk4oFAo0NDTQZEmCgM+L13/yHSDixDdefBpKpYzTPGkW6Hco0WoKQiwovdcmwwAd5iBqNRGct2vhj1KxQ7ZIBGl0V/hxZ3FzKywOH9wDXiqE0++9VnbvhyqVCkajEZOTk1xHIaRsUaEDIXmw2lFRqhd32RaNRjEwMIAdO3ZQYUiWsCyLmzdvwu1249ChQyV76FVVVQWpVIrx8XGuo5ASl0wm8dZ/fBdsxIkXXzgJkWj9Q1FXSIjloAjtJdZJsYr3l/GRMlEK5+3aTV0MlxqTUYdvfPkJJINzeOVH/xlej2vLj0UrLDbPZDJBLBZjenqa6yiEEEIIJ0KhEBYWFtDc3Mx1lKLAsiz6+/tRU1NDKyuyyO1249KlS+js7Cz5ySItLS0IBoNYXFzkOgrhSDKZxK9/+vcILI3hi88cRlUl9+thbZ67Z35WXYTjJLnDMEC7KYR6bQTn7Tr4o1Soli1Vqhh0sjiGnMqMv0ejVmJnZz1mxq7DPj6Qw3SFqaWlBXa7nVZpEsIRKnQgJA8mJiaoo2ITBgcHYTKZaGVFlrAsixs3bmBlZQWHDx8u6dchwzDo7u7G5OQkwuEw13FICTv1h1/BOX0Lj+3vfuRBBssC/YtKtBhDkAjTeUyYXzwG2FPtg1Kcwnm7rqyLHerrqvDis48hsDSKV374bUTCoS0/llQqRUdHB/r7+2lKQQYYhkFzczMmJiaQTpfunzdCCCFkPRMTE6ioqIBcLuc6SlFwOBzwer1ob2/nOkrJWC1y6OrqQn19Pddxck4oFKK9vR2Dg4P0eb0MsSyLd1/7F8yNX8Lhve3o7mzhOhJiSQajSwp0WwLglfhlOcMAbaYQGnRhmuyQRQwDdFsCmPdJ4AkLM/6+Iwf3gZcK4PR7r+UwXWHS6XRQq9WYmpriOgohZYkKHQjJsXA4jPn5eTQ1NXEdpSi4XC4sLi7SyoosWS1y8Hq9OHToECQSCdeRck6r1aKyshKDg4NcRyElyj4+gAsf/xpVBimOHNzzyK+dXpEixTJo0JV+4Q2PAXZV+6CSJMp+skNnRxOeOrYbyzO38PpP/m5b63Tq6uogEokwMTGRxYSlq7KyEjweD/Pz81xHIYQQQvIqGo1iZmaGpjlkKJlMor+/Hx0dHTRJMks8Hs+9SQ51dXVcx8mb2tpaCIVC+rxehi5+8g5uX3gXLXU6PH60j+s4AICRJQV0sgRMijjXUfKm1RSCVRfGhWktAjEqdsgGmSiNZkMIdxaVyHQThVajRE97HewjV2AfL78z2ebmZkxNTdE6ZUI4QIUOhOTYakeFQqHgOkrBS6fT6O/vR2tra0lPHcgXlmVx69YtrKyslE2Rw6qOjg44nU64XFsfG0/IWqKRCN5++Z8gSPrw4gsnweev/1EqnmIwvKRApzmIR3xZSeExwK4qP5TiFC5MaxEv42KHA/t24kBvM6aHzuKtX353yxMGGIZBT08PxsfHEQptfTpEueDxeGhqasL4+HjZ7QYlhBBS3iYnJ2E0GqFWq7mOUhTGx8chkUhQW1vLdZSSsLKygosXL6Kjo6MsJjl83upkyfHxcUQipbsqgNxvfPA6PnznxzCqgJe+8CR4PO4v+v1RAWa8UnRZAlxHybtWYwh1mgjO27UIUrFDVjQZQkikGNhXMj+jf+zgPjCpAM68X35THUwmE6RSKWZmZriOQkjZ4f43MCElLBaLUUfFJthsNqTTaTQ2NnIdpeixLIvbt2/D7XaXXZEDAEgkErS2tmJgYIBudJGs+vObP4LPMYqnju+FXq955NeOLsmhliRgUcbyE65A8Bhgd7UPcuFfih1S5Vvs8OSJQ+hssmDoyp/x/ts/2/L7kVarRXV1NQYGym/X5VbU1NQgHo/D4XBwHYUQQgjJi0QiAbvdTmcPGQoGg5icnERPTw8Ypnw/q2aLz+fDxYsX0dbWBqvVynUcTuj1elgsFgwNDXEdheSByzmPN3/xD5CwPnzzpWcgFnM/FYZlgX6HEg26MBTi8lujsrrGokYTxXm7FuE43fbaLj4P6K4IYHhJkfHETp1OhZ62GkwNX8LM1EiOExYWWqVJCHfoHZ+QHJqcnITBYKCOigxEo1GMjIygu7u7IKqgixnLshgYGMDy8jIOHTpUttMxGhoakEgkMD09zXUUUiKGbl3A7Yt/REu9Abt7Ox/5tYEYH/YVGbosAZTj2SmPAfZU+yAVpnBpWoNkmV7jMQyDL79wEvUVMlz++DVc/OSdLT9We3s73G433bzPAJ/Pp6kOhBBCyorNZoNarYZer+c6SsFjWRb9/f2oqamBRqPhOk7RC4VCuHjxIpqamsq+aaWzsxOLi4vweDxcRyE5FAmH8NqPv4OEfxZf/dIJ6HSFcea7GBDDHxWgxVi+UwAZBugwBVGhiuHCdHmv08wWizIOvSyOYWfmk6qPHNgHJhnA6T+/msNkhWl1lebc3BzXUQgpK3Q3kZAcSSQSsNls1FGRocHBQZhMJphMJq6jFL2JiQnMz8/j4MGDZVvkANy90dXV1YXh4WEkEgmu45AiF/B58e5r/wsyfgRfeObxDTu/BhxK1GkjUEnKr5NiFY93t9iBxwDXZjVIl+n9ZoGAj2+89CxMShYfvPUj9F87vaXHEYvFaG9vR39/P1Kp8n1dZaqurg7BYJBWGBFCCCl5yWQSk5OTdPaQIYfDAa/Xi/b2dq6jFL1YLIaLFy+iqqqKXn8ApFIpmpub0d/fT8W2JSqdTuPNX/wPuGfv4Onje9BQX8N1JABAKg0MOhToMAch5Jf3a49hgG5LAGpJEpdmtEiW8YTJbOmyBDDnk8ITFmT09QaDBl0tNZgcuog5+3iO0xWW1akO1HRBSH5RoQMhOWKz2aBSqaijIgNutxuLi4vo6uriOkrRm5mZwdjYGPbv3w+5XM51HM5ZLBaoVCqMjo5yHYUUMZZl8c7L30NkxY4vPHMECoXskV/vDIiwEhGizRjMU8LCxecBfbVeRBI83JpXoVyv8yQSMf766y9AJQrjnV99F7axO1t6nPr6egiFQkxMTGQ5YekRCoVoaGjA+Hh5HawQQggpP7Ozs5BIJNQ0kIFkMon+/n50dHRAJOJ+1HwxSyQSuHjxIjQaDbq6umgFyF80NjYiFothdnaW6ygkBz58598xeecUdnfVYe/ubq7j3DPplkHIZ1GriXAdpSAwDLCrygcBL40rs2rQFoHtkYvSaDaEcGcx8zOdxw7tBZP04/R75TfVobq6GslkkqZxEpJHVOhASA6k02lMTU1RRXsG0uk07ty5g9bW1rKePpANDocDd+7cwb59+2gE518wDIPu7m7YbDYEAgGu45AidfXsHzE5cAa9nfVoa2l45Nem03f3YrYZgxAJyvSu/gOEfBb767xwh0UY2sS4w1KjVinw1199FoKkC6//5O/gXNj8Wh2GYdDT04Px8XGEQuU7kjRTVqsVHo8HPp+P6yiEEEJITrAsi6mpKTQ2NtKN5gyMj49DLBajtraW6yhFLZ1O4+rVqxCJRNi1axe99j5HIBCgs7MTQ0NDNFlyHel0GolEAvF4HNFoFJFIBOFwGMFgEIFAAKFQCOFwGJFIBNFoFPF4HIlEgvOd9zcvfoSLH7+GWrMMzz51rGBe95EED2MuObrLdG3mevg8YF+ND/EUDzcXyrfpIluaDCEkUgzsK5md3RsNWnQ0VWK8/zwWZiZznK6w8Pl8WK1WTE1NcR2FkLKR2bwZQsimLC4uQiAQwGw2cx2l4NlsNqTT6bLf5bhdHo8H165dQ29vL4xGI9dxCopKpUJdXR0GBwexf/9+ruNwjmVZJJNJRKPRe38lk0mk02mwLAuWZe/7/xmGAcMw4PF49/5/hmHA5/MhkUju/SUSiQrmQj+bXM55fPD2T6GVsXj65OENv37KIwOPAep11EnxeVJhGgfqVnDWpoNEkEajIcx1JE6YTXp848Un8PJvPsArP/wb/Kf/1/eg1m5u8pNOp0NVVRUGBgbQ19eXo6SlQSwWo6qqCjabDTt37uQ6DiGEEJJ1y8vLiMfjqKqq4jpKwQsGg5icnMShQ4dK8rolX1iWxY0bNxCPx3Ho0CHweNRD96DKykpMTU1hfHwcHR0dXMfJm1QqhWg0ilgsdt95w+pfq38/Ho+v+f2rr6XVs4i1iMViSCSSe/939a8H/3e2X5eztlH84df/C2pxDF9/8QXw+YXzuh9eUsCiiEMvp8KaB602XZyzaTHoVKDTHKRikC3i84DuigBuzKtRqYpCnEFjz2OH9mFw/B2cfu9VfPP//u08pCwcdXV1GB0dhd/vh0ql4joOISWPCh0IyYGpqSlYrVa6eN5ANBrFyMgI9u7dSxfH2+D3+3Hp0iV0dHTQAdc62tra8NFHH8HpdJZ0AVIymUQ4HH7oIOHB/51KpcDn8+8dBgiFwoeKGVb//9VDhgcLIFaLJWKxGBKJBBiGeehw4cEDB6lUCrFYzPWPKWOpVApv/fK7SIUX8eVvPAOx+NHjbWNJBqPLcuyr8YFHb/8PUYhT2F+3ggt2LUSCNGo0Ua4jccJaV40vP3sYb/7hLF754bfxf/w/vwuJ9NHrUB7U0dGBjz/+GA6HAxaLJUdJS0NDQwPOnj1LI6oJIYSUJJvNhrq6OvD5fK6jFDSWZTEwMICamhpotVqu4xSt1Z+j1+vFkSNHIBQKuY5UkFYnS547dw51dXUltVaUZVlEIhF4vV54vV74fL57kxfWOhcQi8WQyWTQ6XT3/T2BQPDQGcRaz/X5c4gHGzZWzyN8Pt99/xsARCLRvefWaDRQq9XQaDSQSCSbPqv1rbjx65/+HXixZXzzWy9ALi+cabQrYQEWfBI83uTiOkrBkgjSOFDnxVmbFmJBGs1l2nSRDRZlHHpZAsNLCuys3HhqrtmkR3tjBYZvn8PinA0V1dY8pCwMn2+62LFjB9dxCCl5VOhASJatftCnzvGNDQ0NwWQy0S7RbYhEIrh48SKsVisaGh49Ur+ciUQitLW1YWBgAEajsSQKa5LJJHw+330HDIFA4KFJCxKJBFqt9qEihNWDhWxY7dx48MAhFArB7Xbf+9/xeBxSqfTeIcPqgYNEIslKjmw7/edXsTB5DUf2dqC2pnLDrx9eUsAgj8OoWLtDhQBaaRJ7a3y4MqOBWJCGqUx/Vl0dLfD7Q/jgzE28/pO/x7f+H9+BQJD5x3KxWIz29nb09/fDaDTSzY1HUKvVUKvVmJmZQVNTE9dxCCGEkKwJh8NYWlpCT08P11EK3vLyMjweD06ePMl1lKI2Pj6O+fl5HDlypKgK2Lmg0WhQXV2NwcFB7Nu3j+s4W8KyLMLh8H1nDl6vF8lkEkqlEhqNBmazGXK5/F4Bg1gszto5w+ebMABAKBRuuPI2nU4jFovda/IIhULwer1YWFhAIBCAWCy+r/Bho+KHRCKB13/yHQSXx/G1F47CYjZk5d8tG1j27trMJkMIMhG3az0KnVyUwv5aL87b7xY71JZp00U2dFkC+GRCD6suArUkueHXHz3ch+H/eAdn/vwqvv5/+//lIWHhsFqtOH/+PDo6OqgwkJAco0IHQrLMZrOhpqaGfoFtwOfzYX5+HidOnOA6StFKJBK4ePEizGYz2trauI5T8Orr62G322Gz2YpuVUoikYDP57uvsCEYDN67SNdoNKiqqoJard7wwj8X+Hw+5HL5hp0qq/8eq/8Os7OzCIVCkEgk9xU+rB42cGl2agRn338VFToJjh3ZeD2ALyLAnFeK403uPKQrbiZFHDsr/bg6q8ah+hVopBtfHJeiA3074Q8Ecen2Gbz9q+/hK//7/3tTh4Kr72l2u73o3tPyraGhAUNDQ7S/nBBCSEmx2Wwwm82cfP4vJizLYmhoCC0tLTTdaRsWFhYwPj6Ow4cPl9SEglxqa2vDxx9/jOXl5aJYMRqJRODxeO4rbEgmk1CpVFCr1aioqEB7eztUKlXBFlrzeDxIpdI13xc/3yzi8/mwuLiIQCAAkUh033nE6vQJlmXxu1e+j8XJazh2oBsd7YVVND3nkyCS4KPJEOI6SlHQSJPYV+PF5Rkt5MIUrfrYIrkohXptGMNOBfbXeTf8eotZj1arBcO3z8K5MANzZW3uQxYIrVYLlUqFmZkZOrMhJMeo0IGQLIrH45ibm8PRo0e5jlLwhoaGYLVaIZNtblw3uYtlWVy/fh1SqRQ9PT104yYDPB4PXV1duHbtGqqrqwu6AyUajcLhcMDtdt8ralgtBlCr1aiqqiqIYoDNEgqFMBgMMBg+64L4fPGDz+fD3Nzcff++Wq0WFosFSqUyb6/zWDSKt371T+AnVvDiF7604f7N1U4Kqz4MuSiVl4zFrloTRTjBw5VZDR5r8EAiKL8OFIZh8NTJw/AHQhi88keo1Ho89eJ/2tT3t7e34+bNm6itraUCy0eoqKjAwMAAnE4nrfoghBBSElKpFKanp4u2Uzyf5ufnEYvFYLWWz8jsbPP5fLhx4wZ2794NtVrNdZyiIZFI0NraioGBARw9erTgJkuyLAuv1wuHwwGHw4FAIACVSnWvkaKjo6Ogixo2SyAQQK/XQ6/X3/t7yWQSfr//XnHH6s9BrVZjzjaC/gvvY2ejCUcP7+Uw+cOSKQZDTgU6LUEICutlVdCMigQ6LQFcmdXgaIObJmFsUYsxhI/GDXCFhDBkUDBy9PA+jP7q9zjz3qv46v/x/81DwsJhtVoxOjqKhoYGOrsnJIeo0IGQLJqenoZOp4NKpeI6SkFzuVzweDzYtWsX11GK1vDwMILBYEFeLBcyk8kEvV6PkZGRgtqRxrIs/H7/vQMGn88HrVYLk8mE6urqgl7vsF3rFT+sHja4XC6MjY1BLBbDYrHAYrFAr9fn9HX//ls/xsrCEJ45vhtGg27Dr1/wixGM89FX681ZplLUbAjDHxPg6owaB+tXsEE9SUliGAYvfuEJhF7/HS5+9CpUWgMOHP9ixt9vNpuhUCgwOTlJk30egcfjob6+HlNTU1ToQAghpCTMzc1BIpHcd8OOPCydTmNkZARtbW0lc7M232KxGC5fvozm5mZUVFRwHafoNDQ0wG63Y3p6uiCKbZLJJFwu172zh1QqBbPZjObmZpjN5rIrnhYIBNDpdNDpPrvuj8ViOH/6I3z6yQcQyhugbDuBfkcaFmUMBlkchXAEN+6SQSZKoUpFKxg2y6qLwB8V4MqsBoetHioU2QKxgEWTPowhpwJHrCvY6P59ZYURLVYzhm6extLit2CqqM5P0AJQWVmJwcFBLC8v0+puQnKICh0IyRKWZWGz2dDV1cV1lIK2OjayqampoDvqC9nc3BxsNhsee+yxsrsIzYbOzk6cOnUK9fX1nHajpFIpuN3uewcM8XgcJpMJVqsVZrO5rP98CIXCe50WjY2NSKVSWF5ehsPhwPXr1+8dxlgsFphMpqyOoB3tv4Ib599FY7UW+3ZvvO84lQYGnUp0mIIQ8tms5SgHDAP0Vvpx1qbDnUUVdlb6N7xALkUCAR/feOlZ/Pzld/D+b38ApUqHrt1HMvpehmHQ2dmJCxcuoL6+vmQLorKhrq4OY2NjCAQCUCqVXMchhBBCtsVms8FqtVJ34Aamp6fBMAxqamq4jlKU0uk0rl69Cq1Wi5aWFq7jFKXVyZI3b95EVVUVJ+tTotEonE4nHA4HlpeX7zUR7N69O+dNBMXI53Hi0vs/R7Pagf/0vx1EUhiBIyDGzXkVkmkGJkUcFmUMZkUMIkH+zwDCcR4m3XIcsnrK8vo5G7orArho1+LmvBp7qn30c9yCRn0YthUpHAExKlSxDb/+sYN7MfbKH3D2/Vfx0v/+/8lDwsLA5/NRV1cHm81GhQ6E5BAVOhCSJUtLS2BZljoFN+BwOBAOh2k31RatrKzg1q1b2Lt3L92o2SKFQoGGhgYMDAzg4MGDeT0cjMfj9w4YnE4nhEIhLBYLduzYAYPBQF1G6+Dz+femOayO13Q6nZiYmMCNGzeg1+vvFT4oFIotP08w4MfvX/0+pLwQvvj8Mxm9Nibccoj5adRoqJNiK/g8oK/Wi9NTOkx5pGjUR7iOxAmpVIJvff15/PSXb+HtX/0jFCot6pszK5zU6XQwGo0YGxtDT8/GxTnlSiKRoKKiAtPT01SUSgghpKitrKwgGAyiurp8OiK3IplMYnR0FD09PXQjdwtYlsWdO3eQTCaxf/9+KqrZBrPZDI1Gg9HRUXR3d+flOYPBIObn5++bGGmxWNDe3p7XtZDFJhwK4rV/+w6SwTn89defgV6nBBCHWRlHDxuALyqAIyDGpFuGm/Mq6GQJWJQxVKmjkArzswZh0KlElToKrTSZl+crRTwG2FPjxZkpPcaW5Wg1hbiOVHQEfBYthhCGlxSwKGMbFotUV5nRVGvEwPVTOPrMt2AwV+YnaAGoq6vDRx99hEgkAqlUynUcQkoSfdInJEvsdjvq6uroAvoR0uk0hoaG0NraCoGA6qw2KxqN4sqVK2hra4PZbOY6TlFraWlBIBDA4uJizp8rmUxiZmYG586dw3vvvYfJyUkolUocPnwYTz75JHbs2AGz2UxFDhliGAZarRZtbW04duwYTp48icrKSiwvL+PUqVP4+OOPMTY2hmh0c4UHLMvi96/+T4TcU3j+icNQKTcumIgkeBh3ydBdEaAOgG2QCtPYV+PDsFOJpWD+O5wKhVqlwF9/9VkIEst4/SffwdLiTMbf297ejunpaYRCdEDzKPX19ZiZmUEqleI6CiGEELJl09PTqKmpoel+G5icnIRMJqN1C1tkt9vhcDjQ19dH5zfbtDqFzW63w+/35+x5UqkU5ubmcP78eZw6dQperxdWqxVPPfUUjhw5gubmZqhUKipyWEcqlcIbP/9vWFkYxHMn96Ou9v4bsQwDaKRJtJlCONbowRMtLlSpo1gKivDhuAGXpjVY9IuRzuGQB1dIiKWgCO2mYO6epEyIBSz6ar2YcMuw4C/fiarbUa+NIJUGZryZTZY8ergPbGwFZ957NcfJCotMJoPJZML09DTXUQgpWXRHlpAsiEQiWFpaQl1dHddRCtrs7CxYlqWf0xakUilcuXIFRqORpmFkgVAoRHt7OwYHB3N2w8vn8+H27dt4//33MTExgYqKCjzxxBM4duwY2traoNFo6IAhC2QyGaxWKw4cOICnn34abW1tcLvd+OCDD3D58mU4HA6w7MYnDTcufICxW5+gp60GnR1NGT33kFOBCmUMOlliu/8aZU8nS6Cn0o9rc2oEY+Vb9GMxG/D1L59Ewj+Dl3/wbfi9noy+T6VSoaqqCiMjIzlOWNz0ej3EYjEWFha4jkIIIYRsSSKRwNzcHF1TbyAej2NiYgIdHR10zbUFy8vLGBwcxL59+6j7NEtUKhXq6+sxMDCQ0fXpZgQCAQwMDOCDDz7AyMgITCYTnnzySfT19aG2tras12Juxnu//Qnsg2ewb2cDdvd2bvj1UmEaVl0EB+u9eKLZBY00gX6HEh+OGTDslCMUz+5tF5YF+h1KtBhDkORpekSpU0mS2FXlx415FXxRKujaLB4PaDeHMLqsQCqDl2RNtRkNNTr0X/sE7mVH7gMWkPr6ekxPTyOdpj+7hOQCFToQkgXT09MwmUx0AfgIqVQKIyMjaGtro6kXm8SyLG7dugUA2LFjBx3UZEltbS2EQiEmJyez9pjJZBJ2ux2nT5/G2bNnkU6nceDAARw/fhyNjY30HpFjQqEQVVVVOHDgAE6ePAmVSoXbt2/fO/CJRNZei+BZduC9t34EtTSJZ588mtFzecJCLAbE6DBTJ0W21GqiqNVEcHlWg0SqfN/nGupr8MWnD8LvHMHLP/gbRNd53T6ora0Ni4uL8Pl8OU5YvBiGQX19Pex2O9dRCCGEkC2ZnZ2FUqmERqPhOkpBGxsbg06ng8Fg4DpK0QmHw7h69Sq6u7uh0+m4jlNSWltb4fP54HQ6t/1Y6XQaCwsLOHfuHD799FPEYjHs3bsXJ06cQHNzMxU3bNK1c+/h6qdvwlqpxFMnjmz6+6XCNNpMITzR7MLOSj/8MQE+njDg4rQGS0ERslHbMr0iRSrNoEEX3v6DkXsqVDE0G8K4PKNBPFm+5xBbVaWKQsRPw+aRZfT1Rw/1gY15cPb913KcrLCYzWYwDJOV939CyMPobiMh25ROpzE9PY36+nquoxQ0m80GsViMqqoqrqMUHbvdDpfLhX379tF6gyxiGAbd3d0YGxtb9wZ4psLhMAYHB/HBBx/cW2Pz1FNPobe3FzqdjopTOCCTydDe3o4nnngCO3bsgM/nw0cffYRr167B4/Hc66JJp9N465ffRTK4gC8/9zgkko1XJ7As0L+oRLM+nLc9nOWi0xyETJjCzXlVVg6DilVPVxtOHunFkv06Xv/J3yGZ3Hj/qkwmQ319PYaGhvKQsHjV1NTA6/XmdGwwIYQQkgssy9LZQwbC4TDsdjs6Ojq4jlJ00uk0rl27hqqqKpoakgMikQhtbW0YGBjYclfv6rSSjz76CAMDAzCbzXjqqaewe/duGAwGOnvYAvv4AP70xv8FrTSBr37pafD5W79dwjCAWRlHX60PTzS7oJUmcGNOhU8m9LB5pEhu8fggkWIwvKRApzmIbcQj62gxhKCWJHBzobzPIbaCYYAOcxBjLnlGDSt1tRWor9LhzpWPseJeykPCwsAwDOrq6qjpgpAcoV+NhGyT0+kEwzAwmUxcRylYiUQCY2NjNDZyC3w+HwYHB7F7925IJJntPCOZ0+v1sFgsW7oxyLIsXC4Xrly5go8//hjhcBh9fX04evQo6uvraWdugeDxeLBYLOjr68Pjjz8OiUSCixcv4syZM5idncXp917H3PgVHNjVhvq6zAqxZn0SxFI8NBlCOU5ffhgG2FXlw0pECPtKeU9AObS/F/t2NsI+dAbvvPzPGY24bWlpgcfjgcvlykPC4iQSiVBVVUUHDIQQQorOysoKwuEwNQ9sYGRkBBUVFVCr1VxHKTrDw8NIpVLo6uriOkrJqqurA5/Px9TU1Ka+LxgM3ptW6HA40NXVhZMnT6K5uRki0cbF+mRtK+4lvPGz/xOClBvf/MozkMmyd+52b8pDiwvNxhCmV6T4YNSIQYcCkcTmbsmMLsuhliRgUcaylo98hmGA3ko/fFEhpjzlfQ6xFUZ5HGpJEuOuDKc6HN6LdNSNs++/nuNkhaWurg4ulwuhEJ0lEpJtVOhAyDatdm/TDfz1jY+PQ61Ww2g0ch2lqCQSCVy9ehXNzc00cjOHOjo6sLi4CI/Hk9HXsyyLxcVFnD59GleuXIFcLseJEyewd+9e6PV6ei8oYHK5HF1dXXjyySdRU1OD8+fO4uev/B6M1ISjR/Zn9BiJFIMhpwKd5gB1UuSIWMBid7UPgw4lfJHy3ZPJMAyePnkY7VYDBi7/AR++84sNv0ckEqGpqQlDQ0NZ3/1bSurr6zE7O5vRpAxCCCGkUNjtdtTU1EAgKN/PRxvx+/2Yn59HW1sb11GKjtPphM1mw549e2iSZA7xeDx0dXVhdHQU0Wh0w6+PRCK4desWTp06hVQqhcOHD+Pw4cOorKyktbDbFI/F8PqPv4PIyhReev4YTMbcrGrh8+6uaTza4EFfrRehOB8fjxsw4FBktCohEOPD5pGhyxIAHTfljugv5xDDTiVWyvgcYisYBugwBTDlliOaQRFPfW0laitUuHXpQ3g95dOkIZFIYDabMT09zXUUQkoOfSIiZBvC4TCWl5dppN8jxGIxTE1N0TSHTWJZFnfu3IFUKkVLSwvXcUqaTCZDU1MTBgYGNrwx6HK5cPbsWdy+fRu1tbV48skn0dnZCZkss6plUhiEQiFqamqwNH4aFdIldO97Cp/azJhekSC9wb3hcZccClEKlSrqpMglgzyBZmMIV+fUGY0/LFU8Hg8vfuEp1JokuPDhK7h8+t0Nv6exsRHhcJh2Pz6CVquFTCbDwsIC11EIIYSQjCSTSSwsLNDZwwbGx8dRW1sLuVzOdZSiEolEcOPGDfT09ECpVHIdp+QZjUYYjUaMjIys+zXxeByDg4P4+OOPkUgkcPz4cezatQsajSZ/QUsYy7J4++XvwWm/gccP7UBrszXnz8kwgF6ewL5aHw5bPQjEBPhw3ICxZdkjV1oMOpSo00agkqRynrHc6WUJtBiDuDZb3ucQW6GVJWFUxDHp3vh8lGEYHD28D+moC+c+KL+pDrOzs9SYQkiWUaEDIdswNzcHo9FIKwUeYWpqCnq9HlqtlusoRWVmZgbLy8vYvXs3FYjkQVNTE6LRKObm5tb85z6fD5cuXcLly5dhNptx8uRJNDQ0UDdVEfvg7Z/CMz+ALx1rxZf3sOi0BDG2LMepST0W/eI19zKG4nxMuamTIl9aDCFIhSncWVSW9Z5MoZCPb7z0HAyKFN57818xdOvCI79eIBCgsbERY2NjdPG8DoZhUFNTs+57PiGEEFJoFhcXIZPJoFKpuI5SsEKhEBYWFtDU1MR1lKLCsiyuX78Os9mM2tparuOUjc7OTszNzcHr9d7391OpFMbHx/HRRx/B5/Ph0KFD2Lt3LxQKBTdBS9Snf34Vw9feQ1dzJQ4f2J3359dIkzhQ58W+Wi8WAxJ8NG6AzSN9qPHCGRDBExGizRjMe8Zy1WwIQy5K4faCqqzPIbai2RCCfUWaUZFIQ301qs1K3Lz0AXwr7jykKwxGoxHpdBpud/n8OxOSD1ToQMgWsSyLubk51NTUcB2lYCUSCUxNTaG5uZnrKEXF7/ejv78fu3btoiKaPBEIBOjo6MDg4OB9o8xDoRCuX7+OM2fOQKFQ4OTJk2htbaUChyI3PngdV0+/jfpKNQ707QTDANXqKE40uWHVhnF7QYmzNi1cIeF93zfgUKBaE4FGSuPu84FhgN1VfiwHRZjxlvd7oUwmwbe+9jzkvADe+o//jumJoUd+fX19PYLBIF08P0JVVRVcLhcikQjXUQghhJANzc3Nobq6morgH2FiYgIVFRU0zWGTRkdHEYvF0NPTw3WUsiKXy9HQ0ID+/n6wLIt0Og273Y6PPvoI8/Pz2LNnDw4ePEhNQzkweOMcTv/xP1CpE+GLz53g9H3VKE/gMasHPRUBTLll+GRCj3nf3caLdBoYcCjRZgxCJKA77vnCMMCuaj9cYSGmV6RcxykqOlkCakkSU57MpjocO7IPqfAyzn/4Rh7SFQYej4eqqirMzs5yHYWQkkKFDoRskd/vRzgchsVi4TpKwbLb7VCpVNDr9VxHKRrJZBLXrl1DQ0MDTCYT13HKSlVVFeRyOcbGxhCLxXDnzh188sknYBgGJ06cQFdXF8RiMdcxyTaFQ0H87tXvQ4wAvvT8/YcaPB7QoI/gZLMbZkUcl2c0uDitgS8qwHJQBFdIhHYTdVLkk0SYxq5qP/odSvij5b0rWKNR4ltfew68+BJe+/F/wbJj/WkEQqEQVqsV4+PjeUxYXKRSKfR6Pebn57mOQgghhDxSNBrF8vIyqquruY5SsKLRKGZmZqjJYpOWl5cxMTGBPXv2UDE/B5qbmxEMBjE4OIhTp05hYmICXV1dOHr0KJ0H5cji7BTeeeWfoBCE8I2vPAOhkPtrTIYBKlUxHG9yo9kQxoBDidNTOvQvKsEwQL2OCrPzTSJIY3eVDwNOBfxRem/cjBZjCFPuR69jWdVorUGVSYHrF96D37uS+3AForq6GgsLC0ilaB0NIdlChQ6EbNHc3BwqKiroYnAdqVQKk5OTaG5upq6TTRgYGIBQKERbWxvXUcoOwzBob2/HxMQEPvzwQ0QiERw9ehS7du2CTLZxNTIpfCzL4t3X/heCyxN47omD0KjX3j8r4LNoNYVwstkFhSiJM1M6XJlVw6oLQ0ydFHlnUsTRoAvj2pwmo4vlUmYxG/D1L55E3DeNl3/4bQR83nW/tqGhAW63+6FxuOQz1dXVtL6CEEJIwZufn4dOp6NrkkeYnJyE0WiEWq3mOkrRiMfjuH79Orq6uujnxhGv1wuBQIDJyUnU19fj8ccfR1VVFZ2h5Ugw4MfrP/07pEOL+PqXn4JKWVjrQHgMUKeN4GSzC2ZFDHavFDyGhY9utHPCqEigUR/G1Tk1UmV+DrEZRnkcUmEqo2kYDMPg6KG9SEWWcOHj8pnqoNVqIRaL4XQ6uY5CSMmgQgdCtoDWVmxsZmYGYrEYZrOZ6yhFY3FxEQsLC9i9ezd4PHp7zieWZWGz2XD16lWIRCJoNBr09fXRDtwSc/vKKQzf+AidzZXo7mzZ8OvFAhbdFUG0GO5OcZh0y9G/qMxo3yDJrjZTCEJeGsPOtYtTykljQw2++PQh+BaH8PIPvo3oOqsXxGIx6urqaKrDI1RWViIQCMDv93MdhRBCCFnX6toKsrZEIgG73Y6Wlo0/35PP3LlzB1qtFnV1dVxHKTvxeBzXrl3DlStXUFtbC7VajWQySedAOZRMJvHrn/49fIvDeOHJA6ipLtzpvHweEE/xYFLEYFTEcd6mw+0FJZJ0DpF3rcYQBDwWI0uFVRRTyBgGaDaEMOmWI51BgUhzUx0qDApcO/8eAn5f7gMWAIZhqOmCkCyjT1CEbIHL5QLLsjAYDFxHKUjpdBoTExM0zWET4vE4bt++ja6uLurUybNQKITz589jYmICvb29OHr0KHw+H5aXl7mORrJoxb2EP//mB1CK4nj+6aMZvzfFkwwmPXLsrvbhaIMb/hgfpyb1WAqKcpyYfB6PAXqr/Jj2SuAKCbmOw7kd3W04cXgHnPZreONn/3XdkYeNjY1wOBwIBAJ5TlgchEIhLBYLHTAQQggpWMFgEH6/H5WVlVxHKVg2mw1qtRo6nY7rKEVjYWEBS0tL2LFjB53Z5NnCwgI++eQTpFIpnDhxAq2trejp6cH4+Dgi6xQwk+1hWRZ/fOMHmB29gAO7WrCzp53rSI/kiwgw65Wi2xJEpzmI401uBGICnJrU0bVwnvEYoLfSB5tHBk+YfvaZqlTFwGNYzPkkG37t3akOu5EMOXHho9/kIV1hqK6uhtPpRDwe5zoKISWBCh0I2YK5uTlUVVVRtfU6FhYWAIAOYzahv78fGo2GpoTkEcuymJqawqlTp6BSqXD8+HFYLBZIpVK0trZiYGAA6UzKj0nBS6fTeOflf0bMP4svPXscUunGF1urRpYV0EoTMCviUElSOFjnRbMhhCuzatxaoOkO+aQQp9BuCuHmvKrsV1gAwOEDu7G3pwFTA6fwu1f+J1j24bUqMpkMVVVVmJiY4CBhcaiursb8/PyaPz9CCCGEa3NzczCbzRCJqMh2Lclk8t7KTJKZWCyGO3fuoLu7GxJJ5tdFZHtWV4XcunULnZ2d2Ldv372fv06nQ0VFBQYHBzlOWZqunPkDbp57B001Wjzx+EGu4zwSywL9DiWs+jAU4rvF7HJRCofqV9CoD+PSjAZ3FpV0PZxHKkkKrcYgbsyraIVFhlanOoy75MjkMru12QqLTopr5/+EULA8mjQUCgVUKtW9eyiEkO2hu7SEbFIqlcLCwgKNjlwHy7IYHx9HU1MTFYJkaHFxEU6nk7op8mh1isPk5CT6+vrQ09MDgeCzvYcNDQ1IpVKYnp7mMCXJlgsfv4Xp4Qvo29mMxobMi4n8UT6mV6TosgSw+keTYQCrLoLHG90IxWm6Q7416MKQCNMYohUWYBgGzzxxBG31Bty5+Ht8/O4v1/y65uZmzM3NUYfYOsxmMxKJBDweD9dRCCGEkPusrsyks4f1zczMQCqVwmQycR2laPT390Or1dLrKo8WFxfxySefIJlM4vHHH0dNTc1DZz8dHR1wOBxwu90cpSxNkyO38N6bP4RezuIrX3yq4M8pF/1iBON8tBhC9/19hgEa9BEcb/TAHxXg1ISepjvkUaMhDCGfxTCtsMhYjTqKZJrBYkC84dcyDIPHDu1BIugou6kONF2SkOwo7N/uhBQgh8MBsVgMjUbDdZSC5HQ6EYvFUFtby3WUorC6sqK7uxtSqZTrOCXv81MclEoljh8/DqPR+NDX8Xg8dHV1YWRkhMaIFbnF2Smc+sN/wKDi4eTxQxl/H8sCAw4l6rVhKMUPrwWQidL3TXe4TdMd8oJhgN5KP2ZohQWAu+9VL33xKVQbRDj33q9w5cwfH/oapVIJs9lMUx3WwePxUFVVRQcMhBBCCs7KygpisRjMZjPXUQoSrczcPFpZkV+rUxxu3rz50BSHB0mlUjQ3N6O/v58mjWWJe2kRb/77f4OY9eKbLz0DiaSwGxRSaWDAqUS7KQghf+3XwOp0hwaa7pBXPAbYVeWDnVZYZIzHA5r0YYwvZzbVob21ASatFFfP/gnhUDD3AQtAVVUVPB4PwuEw11EIKXpU6EDIJs3Nza1ZfU0+m+bQ2NgIPp/PdZyicOfOHeqmyJNQKIQLFy5gYmICfX192LFjx31THB5kNpuhVqsxOjqax5Qkm5LJJN761XfBRpfw0hdOQijM/H3JGRTBFxWi1RRa92tWpzscb3QjGBPg1KQey0G66M21uyssgndXWFBxCYRCPv7qq89DL0/iz7/5vzB8++JDX9Pc3Izp6WnEYjEOEha+1fUVtK6IEEJIIZmbm0NlZSVdW69jbm4OPB6PVmZmaHVlRU9PD62syIPVKQ6JRALHjx/P6ByxqakJ8XgcMzMzeUpZuqKRCF7/yXcQ9drxlReOw2DQcB1pQxNuOUT8NGo10Ud+HcMAjfoIjjV44IsK8OkkTXfIB6U4hVYTrbDYjDptBOEEH8uhjYuMGIbBYwd3IR5cxMWPf5uHdNyTSCQwGo3UdEFIFlChAyGbEI/HsbS0RDel1+F2uxEIBFBfX891lKJA3RT5wbIsbDYbTp06BYVCse4UhwcxDIOuri7Y7XYEAuWxI67UfPS7f8fyzB0cP7QDFZaN/5uvSqXvTnNoMwUhWqeT4vPkojQO1q+g2RDC5VkNbi8o6QZ8jjXoIpAK0xii0ZEAAJlMgm997QXIeQH89hf/gJnJ4fv+uVarhU6ng81m4yhhYdPpdBAKhXA6nVxHIYQQQgDcnVYwPz+PmprM166Vk9UmC5rmkLnVlRVVVVVcRylpn5/i0NHRgb6+voynd/L5fHR1dWF4eBiJRCLHSUtXOp3GW7/8LpZnbuPJo7vR1FjHdaQNRRI8jLtk6Kn4bG3mRhTiFA7Xr8Cqi+DSjAb9NN0h55r0YYj4aVphkSEBn0WDLoxxlyyjr+9oa4RBLcLlM+8iUiZTDlbXV9AkH0K2hwodCNmE+fl5qNVqyOVyrqMUpImJCVitVgiFVEm8kdVuiu7ubuqmyKFwOIwLFy5gfHz83hSHzbw+VSoV6uvrMTAwQB86i8zU6G1c+uRN1JgUOLR/1+a+1yMDn2FRr41k/D2fTXfwfDbdgboqcoZhgN6quyss6Od8l1arxF+99Ax4sSW89uO/hcs5f98/b25uxtTUFJLJJEcJCxfDMLQfkxBCSEFZXl4Gj8eDXq/nOkpBWl5eRiKRoCaUDFGTRX64XK77pjjU1tZu+uddUVEBhUKBsbGxHKUsfZ/84VcYu/kRdrZXY//eHVzHyciQU4EKZQw62eYKXO5OdwjjWIMH3r9Md/BF1p9cSrZn9RyCVlhkzqoLwxMWwR/deDoVj8fDYwd3Ix5YxKVTb+UhHfcqKioQDofh9/u5jkJIUaNCB0I2YW5uji6k1xEKhbC8vEzTHDI0ODhIKytybHl5GZ9++inkcnnGUxzW0traipWVFer0LSKRcAjvvPw9iODHiy88AR4v84870SQPY8tydG2ik+Lz5KIUDtavoFEfwuUZDcZdsoz2EZLNk4vurrC4vUCjI1dVVhrxtS8+jpjXhpd/8G0EfN57/8xgMEAikWB+fn79Byhj1dXVcDgc1D1HCCGkIMzOzqK6uppuSq/DZrOhrq6O1npkIJlMor+/H11dXdRkkUN2ux2XLl1Ca2vrpqY4PIhhGHR3d2NqagrBYHnsqc+mO1c/xbn3X0a1UYznnz5eFO+hnrAQi34JOsxb/++9Ot2hRhPFWbsWC35xFhOSz1OKU2gxBnF7QYk0nfVsSCRgUa2OwubJbKpDV0cT9CoRLn36e0QjmTcfFSuBQICKigpquiBkm6jQgZAMhUIhrKys0Ji/ddhsNlgsli1fzJUTt9uNhYUFdHd3F8VFV7FhWRZTU1O4fPkyurq6sHPnzm1NGRGJRGhvb8fAwADtby8Sf3zjB/AvjeGZx/dDq1Vu6nuHnQoY5XEY5Vu/2ckwQIM+gsP1K5hyy2iHYw416CIQ8FhMuGjS0qqmxjp84amD8C4O4pUf/Q1i0bs7XhmGQUNDA2w2G02oWYNSqYRSqcTCwgLXUQghhJS5RCIBh8NBayvWEQqFsLS0RE0WGRodHYVMJqPXU46k02ncvn0bw8PD2L9/P6xW67bPedRqNWpqajA4OJillOVhfnoCv3/1n6ESRfH1F5+FQFD4hVAsC/Q7lGg2hCAVbu/QgGGAVmMIu6v8uDmvwsiSnJoucqRRH0aKZWDz0Bl4Jqy6MGa9UiQyWPF6d6pDL2L+eVz+9O08pOMera8gZPuo0IGQDM3Pz8NkMkEspqrYByWTSczMzKChoYHrKAUvnU7jzp07aGlpgUyWWTUrydzqIcPY2BgOHjyI2trarDxuXV0deDwepqamsvJ4JHf6r53GwJX30GY1Y2dP26a+1xsRYN4nQaclO50zGmkSRxs8CMX5OGfXIZKgj13ZxjBAT0UA4y45wnH6+a7a2dOOxw/1wDF1DW/87L8ilUoBuHsBHQ6H4fF4OE5YmGh9BSGEkELgdDohk8mgUqm4jlKQ7HY7NVlkKBAIwGazoaenh5osciAWi+HixYvweDw4evQoDAZD1h67vb0dLpcLS0tLWXvMUhbwefH6T74DRJz4xpefhlJZHOdtsz4JYkkeGg2hrD1mhSqGI9YVzHoluDqrRjKDm8tkc/i8u+cQI0sKRJN0DrERjTQJtSSBmZXMfm93d7ZAqxTg4qnf3WvcKGVGoxHpdBput5vrKIQULXonJiRDCwsLqKys5DpGQZqbm4NUKoVOp+M6SsGz2WxIpVJobGzkOkrJicViOH/+PLxeL44ePZrV1yOPx0N3dzdGR0cRi8Wy9rgku3wrbvzxjX+FXBjFC89sbkzlaidFgz4EuSiVtUwSYRqH6legFCdxekqHlTDty8w2nSyBKnUU/Y7NTe8odUcO7sHurjpM9p/C71/9X2BZFgKBALW1tbDZbFzHK0hVVVVwu92Ix+NcRyGEEFLGHA4HKioquI5RkJLJJKanp6nJIgMsy6K/vx91dXVQq9Vcxyk5fr8fZ86cgVAoxJEjR7LeyCIWi9HW1kaTJTOQSCTw+k/+DoGlUXzxmcOorNza2tJ8S6QYDDkV6DQHIMjyHRqVJInHGjxIpHg4a9NSU0AOmBRxGBVxDDkVXEcpClZ9GLYVaUZTRng8Hh47sAtR/zwuf/q73IfjGI/Hg8VigcPh4DoKIUWLfssRkoFIJAK/3w+LxcJ1lILDsixsNhsaGhqoQ2AD0WgUIyMj6OnpoV2iWebz+XD69GlIpVIcPnw4J909RqMRRqMRw8PDWX9ssn0sy+Kdl/8ZUe80vvj0Ucjlm3sNzPvFCMX5aDGEs56NzwN6K/1o1odx3q7DrJd242ZbhzkAd0gEZ0DEdZSCwTAMnnvqKFrrdLh94Xf45A8vAwCsVisWFxcRKYN9l5sllUqhUqngdDq5jkIIIaRMpdNpOJ1OOntYx/z8PDVZZGhxcRF+vx9tbZubckc2tri4iLNnz6KmpgZ79+6FQJCbYnar1QqWZWG323Py+KWAZVm8+9q/YH78Eo7s60B3ZwvXkTI27pJDIUqhUpWbZhqxgMWB+hXoZAmcntLDHdr6Sleyti5zAAt+Mdxh+tlupFIZQzLNYCmY2ZlNT1crNDIeLn76TllMdaBCB0K2hwodCMmA0+mETqeDSEQ3UB7k8XgQiURQVVXFdZSCNzQ0BKPRCJPJxHWUkrKwsICzZ8+ivr4eu3fvztkhAwB0dnZibm4OXq83Z89BtubSp7+Hbegc9nQ3oqW5flPfm0wDgw4lOs1BCPi52YnHMECjIYx9tV70Lyox6FDQvswsEgtYtJuD6HcokaKGp3t4PB5e+uJTqDaIcPa9/8DVs3+CXC6H0WjE9PQ01/EKEh0wEEII4ZLb7Qafz4dGo+E6SkGy2WywWq3UZLGBZDKJ/v5+dHR0QCikG3DZwrIsRkdHcf36dfT29qKtrS2nr0Uej4euri6MjIzQxLF1XPj4Ldy5+C5a6w14/Oh+ruNkLBTnY8otQ5clgFy+nfEYYEdlAG2mIC5Oa2H30MqfbJKJ0mgxhHBnUYk0ne88Eo8H1GsjsHkym37D5/Nw5EAvIt5ZXD3zbo7Tcc9oNCISiSAQCHAdhZCiRIUOhGTA4XDAbDZzHaMg2e121NTU5PTmcilwu91YWFhAV1cX11FKBsuyGBkZwc2bN7F79260tLTk/MBLLpejoaEBAwMDYOkudcFYWpzBx7//OXQK4MnHD236+ydcckiEaVSrc18lblLE8ViDB46AGJdnNEjQvsysqddGIOCxmHDLuY5SUEQiAb75leegkybwpzf+BSN3LqG+vh7T09M0BncNFosFS0tL9LMhhBDCCYfDAYvFQjfy17CysoJQKERNFhkYGxuDTCZDTU0N11FKRjKZxLVr1zA9PY0jR47kbbWt2WyGVqvFyMhIXp6vmIwPXsdHv/spTGoGL37hiaJ63xx0KFCtjkAjTebl+ay6CPbXrWB4SUE35bOsUR9GKs1QEUkG6rQRLIVEGa9S2dnTDrWMhwun3i75Yi+BQACj0UhNF4RsERU6ELKBZDKJ5eVlGh25hlgshoWFBdTX13MdpaCl02ncuXMHLS0tWd/bWK6SySSuXr2K2dlZHDlyJK87bJubmxEMBrGwsJC35yTrSyaTeOuX30U67MCLz5+ASLy5jqVwnIcJlxzdOe6k+DyFOIXHGjxgAZyZ0iEYo1U22cAwQE9FAOPLctpB+gC5XIpvfe15yBg/3vz3f0A87AXDMLSiYQ1qtRoCgQAul4vrKIQQQsoMy7L3Ch3Iw+x2O6qrq2lCwQYCgQCmpqbQ09NTVDd+C1kkEsG5c+cQjUZx9OhRqNXqvD5/V1cXpqen4ff78/q8hWzZMYc3f/EPkMCHb7z4DMTi4pnAuxwUYjkkQps5lNfnNcgTeKzBDXdIiIvTGsSp6SIr+Ly75xDDSwpEk3QO8ShSYRpmRRzT3syKQvh8Hg737UB4ZRbXzv4hx+m4R9MlCdk6evclZAPLy8uQSqVQKpVcRyk4s7Oz0Gq19LPZgN1uRyqVQmNjI9dRSkIsFsO5c+eQSCRw9OhRqFSqvD6/UChER0cHBgcHkUql8vrc5GGn/vAyHLabeGx/F6qrNj95Z8ipRIUqCp0skYN06xPyWeyv9cKijOGMTQcP7XTMCp0sgSp1FAMO+r30IJ1Ojb/6yjNgok68/uO/hUohp32/a2AYhg4YCCGEcCIQCCAWi8FoNHIdpeAkEgnMz89Tk0UGBgcHUVtbm/eb8aUqFArh3LlzUKlUOHToEMRicd4zKJVKWK1W9Pf302RJAJFwCK/9+DtI+GfwtS+dhE5XPK/1NAsMOJRoNYYgEeR/gpxclMYR6woEPOC8XYtYkoodssGkiMMoj2NkiaZLbqReG8b0ijTjqSK9OzqgkgLnP34LiUR+z+3yzWw2Y2VlBbFYjOsohBQdKnQgZAPUUbE2lmVht9vpoGEDiUQCo6Oj6OrqAp9PXdvbFY1Gcf78eSgUChw4cAAiETdV+zU1NRCLxZiYmODk+cld0xNDuPDxr1FlkODIwb2b/n53SAhHUIQOczAH6TbGMECnJYg2YxAXpzVwh6jYIRs6zAEshURwU/HIQ6oqTfjaFx9HdMWGs3/6OWZnZxEOh7mOVXBWCx3oIJkQQkg+ORwOGI1Gum5cw+zsLFQqFd2834Db7Ybb7UZrayvXUUpCMBjEuXPnYDab0dvbCx6Pu2P01tZW+P3+si/GTafTePPf/zs8c/14+vg+WOuquY60KdMrUqRYBg067q7BBHwWe2u8UIhSOG/XIZqg20PZ0GEOYtYrRYAmdj6SSREHjwEcgcyKxgQCPg719SDkmcb1c3/KcTpuSaVSqFQqmrxJyBbQbzJCHoFGR67P5XIhkUjkdWVAMZqcnIRCoYDZvPlOc3K/1XGRGo0Gu3fv5vSQgWEYdHd3Y3x8HJFIhLMc5SwaieDtX30XgqQXL77wBPj8zb0eWBbodyjRYghBKsx/J8XnNegj6LIEcXFGg+Vg8YzcLFRiAYsmfRhDTgXoPvXDmpvq8PwTfQgtDeLGldMYGxvjOlLBMRgMiMfjNB6YEEJIXtHZw9qoySIzLMticHAQTU1NnEwdKDV+vx/nzp1DdXU1uru7OV8DIhQK0d7eXvaTJT945+eY7P8Uu7vqsXd3F9dxNiWeZDCypECXJQAOj7MAADwG2F3tg1qSwDm7FhEqdtg2hTiFWk0Ew0sKrqMUNIYB6rQR2D2Zra8AgF07uqAQszj30ZslP9WhoqKCCh0I2QL6LUbII6ysrIBlWeh0Oq6jFJzp6WnU1tZSt8kjRKNRTExMoLOzk/OL4mIXDodx7tw5GAwG9Pb2FsTPU6fToaKiAkNDQ1xHKUvv/fZH8DpG8OSxvdDrNZv+/hmvBIkUD436wuhmr9NGsKMigMuzajgDVOywXY36MIIxAZxUOLKmXTs7cexAF1Irw3j15V+W/GHBZvH5fJhMprLvmCOEEJI/0WgUXq+XCuTX4PP5EIlEUFlZyXWUguZwOBAOh2llZhb4fD6cP38e9fX16OjoKIjzBwCoq6sDn8/H1NQU11E4cfPiR7j08euos8jw7FNHC+a/S6ZGlxXQSBMwK+JcRwFwt9hhV5UfBlkc52xahON0m2i7WowhLAXEWIkIuI5S0Go1EbhCoowLbIRCPg739SDonsbNi+/nOB23LBYLnE5nWRe0EbIV9BuMkEdwOBwwm82cdo4XokQigcXFRdTU1HAdpaCNjY3BaDRSocw2fX5c5I4dOwrqYrajowOLi4vweDxcRykrQ7cu4NaFP6K5zoA9uzo3/f2JFINhpwKdlgA2OQgip2o0UfRW+nF1VoNFP3VhbYeQz6LFGKSpDo9w9PBeHO4xY2FhFq/87Pu0puEBq+srCCGEkHxwOp3QaDSQSCRcRyk4c3NzqKiogEBAN47Ww7IshoeH0dLSQj+nbVotcmhsbERbW1tBnT+sTpYcGxtDNBrlOk5ezUwO4w+v/09oxHF87cvPbHqiI9f8UT7sK1J0WQIooJcUGAbYURmAWRnHObsOoTg1s22HVJhGA02X3JBUmIZBHse8L/PPPLt7uyEXp3HuozeRTCZzmI5bKpUKIpEIbreb6yiEFJXi+lRASJ7R6Mi1LS4uQqlUQqVScR2lYIVCIUxPT6O9vZ3rKEUtFArh/PnzqKysLIhxkQ+SSqVobm5Gf38/3STMk4DPi3df+xfI+BF88dnHt/SaGFuWQylOoUIZy0HC7alSx7C72ofrc2o4aLLDttRrI0ileZjdxMVzOWEYBi88cxRdVgUuXDiHT//8KteRCorZbIbP5yu7Q2RCCCHcoLOHtaXTaczNzaG6uprrKAVtZmYGqVSK1ntsk9/vx4ULF9Dc3IyWlhau46zJYDDAZDJheHiY6yh541tx49c/+3vw4i5846VnIJdnPvK+ELAsMOBQol4bhlJceF3aDAN0WwKoUEZxgdZYbFuzIQRfVIjlEJ3nPEq1JrqpsxqhkI9De7vhX5rCrUsf5jAZtxiGgdlspqYLQjaJfnMRso5QKIRgMAiTycR1lIJDBw0bGxkZQVVVFRWDbEMkEsGFCxdQWVlZ0Os/mpqaEIvFMDs7y3WUkseyLH736vcRWbHhhaePQKGQbfoxgjE+pjwydFUUVifF51WoYthV7cO1OTWWaPXClvF5QJspiJElBVJprtMUJh6Ph//00n6IVRU49Ydf4Nq597iOVDDEYjG0Wi3txySEEJJzqVQKy8vLVOiwBpfLBQAwGo0cJylcqVQKo6OjaG9vp2mk2xAIBHDhwgU0NDSgubmZ6ziP1NnZifn5eaysrHAdJecSiQRe/8l3EHJN4MvPHoHFrOc60qY5gyL4okK0mkJcR1kXwwBdliBMihjO27WIUrHDlgn5LJoNIZrqsIEKZQyhmAD+aOZTRPbs6oZMlMLZD39T0qsdVqdLUkMdIZmj31qErMPhcMBgMEAoFHIdpaBEIhG4XC5UVVVxHaVg+Xw+LCwsoK2tjesoRSsajeL8+fMwmUzo6uoq2CIH4O4u987OTgwNDdGe+xy7evZPmLjzKXo769De2rClxxh0KlGriUAtKexRd5WqGHZWBHBlVg1XiH4PbVW1OgohLw37yuaLYsqFQcng6ZOHIRCI8cdf/0+M9l/hOlLBoPUVhBBC8sHlckEsFkOpVHIdpeCsNlkU8vUg12w2G0QiEZ3RbEMoFMKFCxdQW1tbsJMcPk8mk6GxsREDAwMlfSOMZVm88/I/Y3HyGo4d6EZHexPXkTYtnb47zaHNFISIX9j/rRgG6KkIQCdL4Py0FrEkve9uVYMujFiSh3laSbouIZ+FRRnDnC/zCS0ikQAH93bC55zArUsf5TAdtwwGA+LxOPx+P9dRCCkaVOhAyDpodOTa5ufnodfrIZUW16i4fBoaGoLVaoVMRjfWtiIWi+H8+fPQ6XTo6ekpikOtyspKKBQKjI2NcR2lZLmcC/jwdz+FRprG0yePbOkxloIiuENCtJmCWU6XG9WaKLotAVya0cAdpmKHrWAYoN0cxNiyHIlU4b+XcIFhgGYz0Hfsy5DCjzd/8d8wZ6f3MuDu+oqlpaWS3gFKCCGEe6tnD8Vw3ZNPyWQSCwsLNE3yERKJBMbGxtDe3k6vny0Kh8M4f/48qqqqiurn2NzcjHA4jPn5ea6j5MzZ99/A4JU/oaPRhKOH93IdZ0umPDLwGRZ12gjXUTLCMEBvpR9qcRIX7FrEqdhhSz4/XTJd2PUtnKrWRDDnk2xq8sXeXTsgFZb2VAc+nw+TyURNF4RsAhU6ELKGRCIBt9tNhQ5rmJubQ01NDdcxCpbb7YbH4yn4UYeFKpFI4MKFC1Cr1ejt7S2aQwaGYdDd3Q2bzYZQqHDHERarVCqFt375j0gGF/DiC49DLN78Oof0X/ZitppCEAuK50qzThtFpzmIS9MaeCMCruMUJbMiDqU4iSk3FZ+tp1odRUygx0tfehYIO/Dqj/4z3EuLXMfinFKphFQqvTc2mxBCCMk2lmXhcDhgNpu5jlJwHA4HpFIp1Go111EK1tTUFFQqFa1c3aJEIoGLFy/CbDYX9LrMtQgEAnR0dGBwcLAki3KHb1/EJ3/4OSwaPr703Mmi+m+zKprkYXRZji5LALwiis8wwK5qH+SiFC7NaGgN5BbVaKIAgDmvhOMkhcukiCOVZjbV2CMWC3FgTwe8jnHcuXIqh+m4RdMlCdkcKnQgZA1LS0tQKpXUkf8Av9+PQCCAiooKrqMUrLGxMVitVojFNJ5ss1iWxbVr1yCRSLBr166iu5BVq9Worq7GwMAA11FKzpn3XsPC5HUc3tuB2prKLT2G3SMFywJWXTjL6XLPqoug2RDC5RkN7crcAoYBWowhTHpkSNJUhzXJRGnopAkwilp89QvHEFmZwss/+DaCgfIelcgwDMxmMx0wEEIIyZlAIIBEIgGDwcB1lIKz2mRRbNeF+ZJMJjE1NYXm5mb6GW3B6vmDXC4vmkmSD6quroZUKsXExATXUbLKuTCNt3/5Xch5QXzjK89CJC7O6YYjTjmM8jiMiuJbccpjgN3VPrBgcHtRtamOe3IXjwGaDSGMu+T081sHjwEqVVHM+TZXDLJv9w5IBAmc/fANpNOlWYljNpvh9XoRi8W4jkJIUaDTckLW4HK5YDQauY5RcObm5mCxWCAUFudFRq75fD643W40NjZyHaUoDQ0NIRwOY8+ePeDxivPXU3t7O1wuF5aWlriOUjJmbaM4896rqNCJcexI35YeI5ZkMLKkKLpOis9rNoRhkMdxZVZNHRVbYJTHIRemML1Ca5fWU62+e8DQ0mzF8yf3Y2VhAK/+6D8jXuYX1iaTiSY6EEIIyRmXywW9Xl+01z+5EovFsLS0RGsrHmFmZgZSqZSmOWzR4OAgwuEwdu/eXZRFDsBnkyUnJiYQDhdfQf9awqEgXvu37yAVmsfXv/wENGol15G2xBsRYM4nRaelONZmroXPA/bVeLEcFGGSpiNuSY06imSawWKAmuHWU6OJYsEn2dQ5l0Qiwv7d7fAsjqL/2uncheOQWCyGSqWC2+3mOgohRYGupAhZg8vloo6KB7Asi7m5OTpoeITx8XHU1tbSNIctmJ2dxfT0NPr6+oq6kEYsFqO1tRUDAwMlW1WcT/FYDG//6rvgJzx48QsnwOdv7WPLyJICOlkCZmU8ywnzh2GAnZV+6qjYIoYBmo0hTLhlVCiyjkpVFL6oEMEYH7t7O3F0fycWJi7jN//+D2X9fqbT6RAKhRCJFMdeXUIIIcWFzh7WNj8/D61WS1M215FOpzExMUHTHLZoZmYGMzMzRX/+AABarRaVlZUYHBzkOsq2pVIpvPGz/wrv4iCeO9m35WmOXGNZoN+hRIM+DLkoxXWcbZEK09hX68XIshzOwOZXiJY7Hg9oMoQxvkxTHdajlSYg5KfhDG7uLL1vz06IeXGcef/XJXteodfrqemCkAxRoQMhD4hGowgGg9Dr9VxHKSgejwfJZJJ2h64jGAxicXERTU1NXEcpOh6PB7dv38aePXugUCi4jrNtDQ0NSKfTsNvtXEcpeu+/9RN45odw8uhuGA26LT2GPyrAjFeKLksgy+nyb7WjYikowhR1VGxahTIGAZ/d9FjEciESsDApYpj/y8/n2JF96O2oxfitj/GH1/8VbJmezAiFQmg0GjpgIIQQknUsy96b6EDut7q2gqxtbm4OPB4PlZXFeSOYSx6PB3fu3MHevXtL4vwBADo6OuB0Oou+8/e93/4Y9qGz6NvZjF07O7mOs2ULfjFCcT6aDSGuo2SFVprEjooArs2pEYjxuY5TdOq0YYQTfCyHqFBkLQwDVGs2v75CKhWjb1c73AsjGLxxLkfpuGUwGOgcgpAMUaEDIQ9wuVxQq9VFX9WdbXNzc6iqqqKRmuuYmJhAZWUldZxsUiQSwZUrV9De3l4yIzd5PB66u7sxMjKCeLx4JwhwbbT/Cq6f+x0aqjXo29Ozpce420mhgFUXhkJc3J0Uq6TCNPpqvBhelmMpSBfKm8HQjswN1aijmPVJwLJ3R+E+//QxNNWocePsWzj93utcx+OMwWAo+oNjQgghhcfv9yOdTkOj0XAdpaAEg0H4fD66ib8OlmUxPj5O0xy2YPX8oaOjo6TW1UokErS0tKC/v79oi5Ovnv0zrn76JhqqVHjq5CGu42xZMg0MOpXoMAch5Bfnf4u11GiiqNdFcHlGg0SK3nc2Q8ADGnRhjLvkXEcpWNXqKJwB8aZfWwf29ULExHDmg9Kc6qDX6xEIBBAr83WihGSC7lgS8gAaHfmwdDqN+fl5WluxjkgkgtnZWTQ3N3MdpaikUilcuXIFZrMZDQ0NXMfJKrPZDK1Wi5GREa6jFKVQMIDfv/p9SJgQvvT8iS0f4DkCYvijQrQaS6OTYpVW9peOilk1gtRRsSnV6ijSLIMFP60YWotZGUMsyYM3KgAA8Pk8fO1LT6NSJ8Cnf/g5blz4gOOE3KBOCkIIIbmwOs2BmgnuNz8/D5PJBJGIinrXsri4iGQySRMvNimZTOLy5cuwWCywWq1cx8m6xsZGJBIJzMzMcB1l0+zjA/jzb/4VOlkSX/niU0X9njjpkkMsSKNGHeU6StZ1mIJQiFK4NqemxoFNsurCWIkI4AkLuI5SkJTiFJTi5KbPaaRSMfp6W7E8O4jh2xdzlI47YrEYKpWKmi4IyUDxfnIgJEeo0OFhLpcLfD4fOt3WRseXusnJSZhMJqhUKq6jFA2WZXHr1i3weDz09PSUZCdKV1cXpqen4ff7uY5SVFiWxe9f/T5Cbhuef/IQVMqtjRNNpYEBhwLtptLqpFhVo4miThvBJeqo2BQeAzTpaarDevg8wKKMYdH/2dhIkViIv/rqc9BK4vjD69/H+OB1DhNyQ6fTIRwOIxKJcB2FEEJICXG73XT2sAaHw4GKigquYxSk1WkOTU1NRX0zON9Wzx/4fH7Jnj/w+Xx0dnZiaGgIiUSC6zgZW3Ev4Y2f/Z8Qptz4xkvPQCYr3jWDkQQP4y45ui0BlOBLDAwD7K72IZzgY9BZGmtf8kUkYFGvjdBUh0eoUMXgCGy+IeVA3y6IeDGc/vNrRTvR5lH0ej01XRCSAfpUTMjnRCIRhEIh2pH5AIfDAYvFUpIXg9sVj8dht9vR0tLCdZSiMjExAZfLhb1794LPL82OdKVSifr6egwMDJTkh+1cuXnxQ4ze/AQ9bdXo6tj6lJRJtwxCPos6benemOwwU0fFVtRqI4gk+LT6Yx0W5cMHDAqFDN/62nOQwIc3fv73mJ+e4CgdN4RCIdRqNR0wEEIIyRqWZe9NdCCfiUaj8Pl8MJvNXEcpSMvLywiFQqirq+M6SlEZHx+Hx+PBvn37SrpApKKiAiqVCqOjo1xHyUgsGsVr//YdRFam8OLzx2AyFndz1aBTgQpVFDpZ8RSabJaQz6KvxosZrxQz3uItSuFCoz6MpaAY/mhpnoFuV4UyhuWgGKlNbqCQySTYu6MFSyU61YGmSxKSmdL9dEfIFrjdbqjVagiFQq6jFAyWZe8VOpCH2Ww2aLVaaLVarqMUDYfDgdHRUfT19UEiKe0Lo9bWVvh8PjgcDq6jFAXPsgPv/fbfoJYm8eyTR7f8ONEED2MuObpKtJNiFXVUbI2ABzTow5hwUzfFWkyKOIJxPkLx+w9g9HoN/uqlp4CwA6/+6G/gWS6v9zU6YCCEEJJNfr8f6XQaGo2G6ygFxeFwQKvVQiymNWNrmZqagtVqhUBA488ztbi4iLGxMfT19ZX864phGHR3d8NmsyEYDHId55FYlsXbv/oelqZv4MThnWhtLu51Iu6QEI6AGB3mwv65Z4NCnMLeah/uLKjgCdP5eaakwjSq1VFMeWRcRylISnESIkEartDmG1IO7OuFEFGcfq/0pjro9XoEAgHEYjGuoxBS0KjQgZDPobUVDwsEAojH4/RzWUM6nYbdbkdjYyPXUYpGIBDA9evX0dvbWxaHeiKRCO3t7RgcHEQqleI6TkFLp9N461f/hHhgDl967nFIJFvvth9aUsCsiMMgL91OilXUUbE19dowPGEhdVOsQchnYZDF1xwbWV1lwVe+cAxhzyRe/uG3EQoGOEjIDYPBQLsxCSGEZM3qNIdS7i7fCmqyWF8wGMTy8jLq6+u5jlI0gsEgbty4gd7eXqjVaq7j5IVKpUJtbS0GBga4jvJIp/70CkZuvI/ulkoc2r+L6zjbwrJAv0OJZkMYUuEm29GLlFERR4c5gCuzasSSJdxdkmUN+jDmvFLE6Wf2EIZZe7pkJhQKGfbsaIZzegCj/VdykI47YrEYKpWKziII2QBdURHyOVTo8LDFxUUYjcaSXS+wHQ6HAzwej8ZqZiidTuP69euor69HVVUV13Hypq6uDnw+H1NTU1xHKWjnPvgN5sYu48CuVljrtv76WIkIsOCToNNcPjdgFeIU9lT7cGdRiVCcPtplQixgUaWOwkbdFGu6e8CwdrFRa7MVz53og2euH6/+6L8gHo/nOR03dDodwuEwIpHSXYdDCCEkf9xuN509PCCZTGJ5eZkKHdZht9tRUVEBqVTKdZSiwLIsbt68iZqamrI6fwCAtrY2eDweOJ1OrqOsaeD6WZz50y9RqRfhC8+eKPo1uTNeCRIpHpr0Ia6j5JVVF4FOlsCdRRXXUYqGWpKERprAjJfex9eyWuiwlaEMB/t2QcBGcPq910tyqgNNlyTk0eg0nJC/iEQiCIVCtCPzAU6nkw4a1jE1NYX6+vqivyjLl/HxcaTTabS1tXEdJa9Wx0eOjY0hGo1yHacgLcxM4tM//QpmrQAnjh3Y8uOwLNC/qESjIQSZqDw6KVaZFHHUqKO4taDe0kVhOWrQhTHrkyCRovfwB1mUMbhDIsTX+dns2dWFI/s6MD9+EW/++39HOl36f96EQiHUajUdMBBCCNk2lmXvTXQgn1leXoZUKoVCQSvZHpRMJjE9PQ2rtbjH++fT1NQUYrEYOjo6uI6Sd2KxGK2trRgYGCi4z+mLs1P43avfg0IQxjdeegZCYXE3VSVSDIaXFOi0BMAvs7ssDAPsqPDDFRJh3lfaa2GyyaoLw+aR0rnNGgyyOJJpBr7o5tczKZUy7O5pxKLtFsYHr+cgHXdojSYhGyuzX8GErM/tdkOtVkMopP1iq6LRKLxeLxU6rMHv98Pr9aKuro7rKEXB5/NhfHwcu3btKsvpIAaDAUajEcPDw1xHKTiJRAJv/fIfwcRdePGFJyAQbP31MeeTIJLgo9lQXp0UqzrMQYTifNhXqDsgExppEipxkrop1iATpaEUJ7EUXP/A6vGjfdjRVo2xmx/ij2/8sOS6JtZCBwyEEEKywe/3I51Ol8Uqv81YXVtBjQQPm5ubg1wuh06n4zpKUQgGgxgeHsbOnTshEGz+hlkpWC2KsdlsHCf5TNDvw2s//luw4UV848UnoVIWf1HT2LIcClEKFcoY11E4IRaw6Knw486iilZYZKhCFUOaZeAMbn1da6ni8e428WxlfQUAHDqwB3w2gtPvvVZS5xMGgwGBQACxWHm+zxCSCSp0IOQvaG3Fw5xOJzQaDcRiqsx9kM1mQ1VVFUQi+mC6kXQ6jZs3b6KxsbGsD/M6OzsxPz+PlZUVrqMUlA/f+Rlcs/14/NBOmE1b72pLpoEhpwKd5iAEZfrpRshn0Vvpw6BTQSssMtSgi1A3xToetb4CuDut5gvPPo7GKhWun34TZ97/dR7TccNgMNBuTEIIIdu2Os2Bx6PPa6tYlqVpkutgWRZ2u52mSWZodWVFXV1dWZ/x8Xg8dHd3Y3R0tCBujiWTSfz6Z38Pv3MULzx5ENVVxf9nPRjjY8ojQ7clgHL+o1mljsEgj+P2ooquqzPAY4A6bQR2WqO5ptX1FVuhUsqxq6sB81M3MTlyK7vBOCQSiaBSqegsgpBHoKsqQv6CCh0ettpRQe6XTCYxNzeH+vp6rqMUhdWVFS0tLVxH4ZRcLkdjYyMGBgZKqrJ4OyaGbuLKp2+hvlKNA307t/VY4y45pMIUqtTlvR7EqEjcXWExTyssMlGhiiKR4sEVpmlOD7IoY3AGxEg/4nXE5/PwtRefRoWWj1Pv/hw3L36Uv4Ac0Ol0CIfDiEQiXEchhBBSxOjs4WErKytIp9M0sWANXq8XoVAI1dXVXEcpCqsrK9rb27mOwjmTyQSdToeRkRFOc7Asiz++8QPMjl7Ewd2t2NFdGutMB50K1GoiUEuTXEfhXE+FH+6QCAt+apTLRJ02gqWQCGFqUHmIWRGDPypAJLG1n83hg3vBT4fx6Z9fLamzV4PBgOXlZa5jEFKw6N2UEACRSAShUIh2ZH5OKpXC8vIyFTqsYXVsZDlPJ8hUua+seFBzczPC4TDm5+e5jsK5cCiI3736PYgRwJeeP7GtjrZwnIdJlxzdFeXdSbGqwxxEKMGHzUMrGTbC5wG1mgimqZviIRppEnweC3fo0UUgYrEIf/XV56ERR/Hua/9ccvswP08oFEKtVtP6CkIIIVvGsizcbjcVOjzA6XTCbDbTlIs12O12VFdXl+0Khs1YXVnR29tLP6+/6OrqwszMDHw+H2cZLp9+FzfPvYOmGi1OHj/AWY5sWgqK4AqJ0GYKch2lIHx+hUU0Se/jG5EK0zArYpimtaMPEQlY6GSJLU91UKvk6O20Ym7iBmxj/VlOxx29Xk8THQh5BPrNQwgAt9sNtVoNoZA6OlctLy9DLBZDqVRyHaXg0NjIzNDKiocJBAJ0dHRgcHAQyWT5Vv2zLIs/vP4vCCxN4NmTB6BRb+99ZtCpRKU6Ci11UgD4bIXF0JICoTgVGG2kThvBYkBMO0UfwDCZj41UKmX41teeg5hdwW9+/l+xMDOZh4TcoPUVhBBCtiMQCCCdTkOtVnMdpaDQNMm1JRIJzM/P0zTJDHx+ZQU1MX1GoVCgoaGBs8mSk8O38P5vfwSDgsVXvvhUSRQzpVlgwKFEmykEsaB0Osa3a3WFxZ0FJU2XzEC9NoJpr/SRExTL1XbWVwDA4YN7wEsF8emfXymZqQ56vR6BQADxeJzrKIQUpOL/dEFIFni9Xmi1Wq5jFJTVgwa6mX8/r9eLYDCIqqoqrqMUvLGxMbAsi9bWVq6jFJTq6mpIpVJMTExwHYUzd65+iqHrH6KjyYKeru29PlwhIZxBETqok+I+qyssbs7TnsyNKMQp6GRxzHipm+JBqwcMmbyGDAYtvvnik0iH5vHKj/4GK+6l3AfkgFarhdfr5ToGIYSQIuXz+aBSqUriZl+2hMNhBAIBmEwmrqMUnPn5eSiVSiqMycDk5CStrFhHS0sLAoEAFhcX8/q87qVF/Obf/yvErBfffOkZSCSivD5/rtg9UrAsYNWFuY5ScHoq/HCHRZinFRYbMini4DGAcxs39EuVRRmDKyRCIrW1exIatRI7O+sxM3Yd0xNDWU7HDbFYDKlUyul0HkIKGV1ZEYK7N6+p4/wzLMvC6XRSR8UaZmdnUVlZSdM/NuDz+TAxMYHe3l46xHsAwzDo6urCxMQEwuHyuzD2epbxpzf+FUpRHM8/fXxbxVTsXzopWg0hSITpLKYsDZ3mICK0wiIjtZoo5rwSrmMUHIM8jmiSj2CGk0Fqayrx0gvHEHZP4OUffBvhUOkVIKnVavj9fqRSKa6jEEIIKUJ09vCwpaUl6HQ6usZew+zsLGpqariOUfACgQBGRkZoZcU6hEIh2tvbMTg4mLfPsNFIBK/9+G8R803jKy88Dr1ek5fnzbV4ksHIsgJdlgB41Bf2ELGAxY4KP/pphcWGGAaoVkcx56NziAcpxClIhSm4w1v/XHD4wF7wUgF8+udXspiMWxqNhpouCFkH/cYhZY9lWfh8PqqQ/5xQKIR4PA6dTsd1lIKSTqcxPz+P6upqrqMUtHQ6jRs3btDKikfQ6XSorKzE0FBpVBZnKp1O4+1ffQ8x/yy++MwxyGTbu6CbXpEikWLQoC+/gpFMCPgsdlbRCotMVChjCMUF8EXpYPTzBDxAJ4vDFcq8+6q9tQHPHN8H9+xtvPqj/4JEIpHDhPknk8kgEAjg9/u5jkIIIaQIUaHDw1wuFwwGA9cxCk44HMbKygpNk9zA6sqK+vp6WlnxCLW1tRAKhZiczP2KuXQ6jd/+x/+Aa/Y2njy6G02NtTl/znwZWVZAJ03ArKTx8euppBUWGatWR+AIiLc8uaCUGeSbO4d4kE6rQk9bHeyjV0pmqoNaraZCB0LWQYUOpOyFQiGk02moVCquoxQMl8sFrVYLPp9ujH2ey+UCABiNRo6TFLaxsTEAoJUVG2hvb4fD4SirXe8XP3kb08MXsG9n07YPOxIpBsNLCnRZguDTp5l1GeW0wiITAj6LChVNdViLQZaAe5MHDPv2dOPw3nbMjV3Em//+P5BOl87EFYZhqJOCEELIlqw2WVChw2dYlqVCh3XMzc3BZDJBLKax5o9is9kQj8fR1tbGdZSCxjAMuru7MTY2hkgkktPn+vj3v8T4rY+xs70W+/fuyOlz5ZM/ysf0ihSdlgDXUQre6gqLRVrL8EgqSQpKcRKLtOrjIQZZYluFDgBw5OBeMMkATr/3apZScUuj0dDqCkLWQbcGSNnzer20I/MBdNCwttnZWVRXV29r1H6pi0QimJiYwM6dO+nP1AakUilaWlrQ398PtgzuQDvm7fjk3V/AoOLhieOHt/14o8tyqCQJWJSxLKQrbZ3mIIJxPl08b2B1bGQZ/HHcFIM8DldYuOmfy4lj+9HTWonRG+/jT7/5t5J6n1Or1XTAQAghZNOCwbsrnRQKBcdJCkcoFEIikYBWq+U6SkFhWfbe+QNZXyKRwOjoKLq7u2llRQb0ej0sFguGh4dz9hy3r5zC+Q9fQY1JiuefPlYy52csC/Q7lLDqwlCKaYXdRsQCFu2mIIacCqRL5zIwJ2h9xdr08jh8UcG2pl3o9Wp0t9ZgavgyZm1jWUzHDY1Gc+9zEyHkfvQpkJQ96qi432pHRX19PddRCkoymcTi4iIOH97+DdpSNjo6CrPZTAdVGWpsbMT09DRmZmZQV1eX1+dmWRbxeBzRaPTeX7FYDPF4HOl0GizLgmVZMAxz7y+hUAixWAyJRHLvL7FYvGFRSzKZxFv/8V2w0SW8+NIXIBRub1pMIMaHzSPD0QY3SuTcJKcEfBZtxhCGlhSwqGK0S3QdRkUcaZaBOyyEQU4Xjqs00gSSKR6Ccf6mDvUYhsEXnzuBYOhdXPv0N1BrDTjy5FdzmDR/NBoNxsfHuY5BCCGkyFCTxcNcLhd0Oh1Nk3yAz+dDJBKBxWLhOkpBm5iYgFKphMlk4jpK0ejo6MAnn3yC+vr6rK+rnbOP493Xvg+VKIqvv/gSBIK7f66TaSAQ/f+zd96BbZXn2760tywv2YmT2M7eZO9BEggjpBCgQErYBUoplNX+uheltKW09Cur7AJhkwBhZZGdQEISsnccx1tekrX394csx45HbEe2ZPu9/oljHZ3znOOjo/e93+e5HznugAyPX4onIMUbkOEJSPH4pfhDUsJhCIUlhAEpYSQSkEhAKQuhlodQyUOoFUHU8sj/NYpIJXxnuTuW2lXUeBRM6iuSnVtLv2Q3Jyq15FdryE3pWBeRrkxWkoeDZXrcfikaRfdxQjxfNIoQOmWQSpeCzPNoFTNr2iT2HfmQDV8sZcmP/xjDCDsflUqFRqPBarUKt2mB4CxEooOgx2O1WkXPw3qIioqmKS0tRavVkpSUFO9QEha73U5BQQFz5syJdyhdBplMxogRI9i7dy+9e/dGoVB0yHF8Ph9WqxWbzVb3r8vlIhwOI5fLGyQuKJVKZDJZXXIDUJf44Ha7qa6urkuM8Pkikw2VSkVSUhImk6nuX41GU/f+tZ+8huX0d8ydNprevc9/MH6g1EB2shujWlRStJZ+yW6OV2o5Xa0hR4gMTSKVRESGAqtGJDrUQyaFZG2kP6ZB1bZ7RyaTcv3Vl/Hqm8tZ+/GLGE1pXDCp639HmEwmampqCAaDYmFGIBAIBK1GFFk0RrhJNk1hYSG9e/cWLgUt4PF4OHHiBNOmTes2rgGdgVarZeDAgezfv5+ZM2fG7NrVWKt496VHCbkszL9mEWXeVI5aFVg9CuxeGUpZGE00UUERRKMIkqzxo5KHUMpCSCRhpBKQAGEgFIZwWIIvKK1LiPD4ZdjcCjwBKS6fjEBYglEVIEkdwKTxY1L7Mapjn/wQDMH+Uj3DzA4UMmFP0FqkEhiW4WBviYG+JjdykePXJBpFiFSdjyKbmoFprniHk1Ck6SI6xPkkOqSlmRgxKIv9B7ZRlH+crOyBMYyw84m6S4pEB4GgIWLELOjRhMNhrFYrI0aMiHcoCYOoqGiawsJC0bbiHBw6dIh+/foJK9Y20qtXL/Ly8jh69GjMnkUej4eysjIsFgtWqxWXy4VWq61LRMjOzkan06FSqc5LPAuFQni9Xtxud10CRWlpKXa7HYVCgclkwmW3sn7VhwxI1zFj6vjzPrcyu5Iqt4JxWaKSoi1IJTDM7GB/qYE+QmRolj5JbrblJzO6F51WHdQVSNNF+mO2pxJHpVJy43ULeemND/n4zSfRG5IZMGxM7IPsRLRaLXK5HLvdLhasBAKBQNBqrFYrffv2jXcYCYNwk2yacDhMYWEh48aNi3coCc3Ro0dJT0+PuStBT2DgwIHk5+dTWFh43s+kcDhMVVUVz/7rT5zIszNu8g0U+vticgRI0vjpZfRi0vhRy0MxdWMMh8Hll2JzR5IpSmpUHLLoCQQlpGgjLS4zDV70MWgzcbJSi1wWJjtZFAy0lV4GL8cqdJys1DI4XSziN0efJA95VVqR6HAWaTo/xyu0572fWdMns//oMjZ8uZQf3P37GEQWP0wmE1arNd5hCAQJh0h0EPRonE4noVAIo9EY71AShoqKClJTU+MdRkLh9XqxWCyMHj063qEkLNXV1VgsFubNmxfvULocEomEkSNHsmnTJrKzs9uVKBIOh6mpqaG0tJTS0lJsNhvJycmYzWays7MxmUwolcqYxy6VStFoNGg0mgYCUzAYrE16KOGdN16g2pnChDkXc6BMSabBS6rO3672CaEw7C81MDTdgVIuKinaSm9jRGTIq9QySIgMTZKsCaCShyhzqOht9MY7nIQhTesjr1JDOEy7BEqDQcuS6xbwypuf8O5Lj3LbA0/Qq2//2AfaSUgkEpKSkrBarSLRQSAQCAStIhwOY7PZGDVqVLxDSRgcDodwk2yC8vJyAOF00QJOp5P8/Hxmz54d71C6JHK5nBEjRnDgwAF69erV5uKHUChERUUFpaWllJSUsGH9eiyFp7hkSjZXXaRDLa/o8BaTEgnolCF0Si+9kyLztkjygwyLQ0mpPZL4oFUE65IeUrT+Nsfl8Us5WqFjcj+raJvZDiQSGJ5hZ/tpEznJbqHjNENvo5e9JUZqPDLhXFqPVK2PnR4j/qDkvNxUzOnJDB/Ym4N7t1B8+gS9+w2IYZSdi8lkoqCgIN5hCAQJh6hVE/RobDYbBoNB9MisJVpRISbUDSkqKiIlJQWt9vyzSLsj4XCYgwcP0r9/fzQaTbzD6ZIkJSXRt29fDhw40Kb3ORwODhw4wOrVq9m0aRM2m43c3FwuueQSZs6cyZAhQzCbzR2S5NASMpmMlJQUDm3/guTgEe5bmM70wRAMS9hZlMQXh9PZWWikwqkg3Ia5Sl6VFokE0XqhnUREBgfHKnT4gkKlaQqJJFJNUWhVxzuUhMKk8RMISXH42u/2lJ6WwuJr5hNyFrH0+d9hrSqPYYSdj6ikEAgEAkFbcDgchEIhDAZDvENJGCorK4WbZBMUFRWRlZUldKoWOHToEH369BFFS+dBVlYWWq2WY8eOtfo9NTU17Nu3jy+//JLdu3cTDofxOsqQV3/NRSMk3HDpCDSK2Do3tIVI8kOQ3BQ3U7OtXDqknGEZDrxBKdsLTKw8msbBMh1OX+s/W4csesx6n2hteB6k6/ykaP0cq9DFO5SERSELk2nwUmQTOkR9NIoQOmWQStf5t/mdPWMS+G1sXPl2DCKLHyaTqa7tuEAgOIMYNQt6NKISryGioqJpSkpK6N27d7zDSFjKy8ux2WwMGjQo3qF0aYYOHUplZSUWi6XF7UKhEEVFRWzZsoV169bhcrm44IILuOyyy5g0aRL9+vVDpVJ1UtTNs3/nJvZt/4IhOelMGDuMTIOPMb3tXDK4gmk51ShlIbYXmFh7PJXjFdpzLrx7AxIOW3SMzLS3yw1CEMGs92HS+DlWLkSG5uht9GBxqAiE4h1J4iCTQrI20h/zfOjXtzdXL5iFs+IYbz77W1xOR4wi7HxEooNAIBAI2oLNZsNoNIrF63qIIovGhMNhSktLhf7QAlarldLSUoYOHRrvULo0EomEUaNGceLECZxOZ7PbRfWHTZs2sWHDBnw+H5MmTWL+/PloZH52r3+bTJOERQsvSrhWrwpZmN5GL+Oyarh0SDlje9fg8MpZezyNbfkmyuzKFgsvqt1yimxqRmTYOy/obsows4O8Ki1uv/gObI5eRg+l9vhreYlGmu78dQiADHMqwwb04vB3mygtOnX+gcUJlUqFWq3GZhPtfAWC+ohvF0GPRiQ6NERUVDTG7/dTWVlJZmZmvENJSKJuDoMHD0ahOP8M256MSqViyJAh7Nu3j1Co8Qqrz+fj6NGjrF69moMHD5KRkcH8+fOZOHEiGRkZCfW5rbFW8em7/0Gn8PK9y+c2EDwkkkh7gFG9HFwyuJyhZicldhWrjqSzp9iA3dv0eRy26EnT+TDrfZ11Gt2W4RlCZGgJgyqISh6MyWS6O5Gm88fkmgwfNpBL50yg4vQe3n7hj122EiEpKQm73d7k81ogEAgEgrMR2kNDom6Som1mQ6qrqwFE8UkLHDp0iJycHOEmGQNMJhNZWVlNOksGAgGOHTtWpz/06tWLSy65hPHjx5OWlkZFWREfvvZX1NhYfM0CVKrEnjtJJJBh8DGpn435gypI0fjZXWxk7fFU8qo0nD2kD4dhX4mBAalOtEox3j9fTJoAmQYvhy1tb9XaU8jQ+7B75bja4DjSE4iVDgEwa/ok8FvZ+OVbMdlfvBBFFwJBY8STU9BjifbIFGLDGYTQ0JiysjIMBoNoW9EMRUVFeL1ecnNz4x1KtyB6HfPy8up+FwgE6hIcysvLGT16NBdddBEDBw5MCOeGswmHw3z05r/wWPO58tKZ6HTNC1AyaaRNwMzcambkVhEMSVh/IpXdRcYGi/A2j5zTVg0jMrpu9XciYdIEyDB4OSJcHZpEIoFMg1dUU5xFmtZHZRvbzTTH5AkXMH3CYAoOb+XD157okskCOp0OqVRKTU1NvEMRCAQCQRdAJDo0RLhJNk1JSQlms1k4fzRDRUUFVVVVDB48ON6hdBuGDRtGeXk5FRUVQMTB4dSpU6xZs4bi4uIG+kO0Jabb5eTtF/6E317AdVddRHJy12rJo1aEGGJ2Mn9QBUPSnZys0rL2eCqFNnXdXKfIpsbtlzEovXm3C0HbGGp2UGhTU+NJnCKdREIhC5Oq8wkd4ixStT5sHjn+GLRf7ZWZxpDcTA7u3khZ8ekYRBcfRKKDQNAYMXIW9FhcLheBQED0yKwlWlEhrCMbUlpaKtwcmiEUCnH48GGGDh2aUG4CXRmpVMqoUaM4cuQIbrebvLw81qxZQ0lJCZMnT2b69On06tUr4Swh6/PNhhWcPLCJ8SNzGTyo9QkwJk2AcX1qmDuwkmAY1h5LY3+pHq9fwv4SA/1TXOhVwQ6MvGcxzOygwKpp1kGjp5NpjCQ6xGJRv7tg0vgJhKQ4fLG5Zy6aM41Rg3txeOeXfPnhi4S72MWWSCRCYBAIBAJBqxBFFo0RbpJNU1ZWRq9eveIdRkISDoc5cOBAgwV3wfmjVqsZPHgwe/fupaioiK+++orjx48zevRoZs2a1Uh/CIVCvP/K36gq3MdlcyeRm90njtGfH1Ip9DV5mDOgksHpTg6U6tlwMoWSGiX7S/UMz3AgFysnMUOvCtLP5BauDi0gCi4ao1GE0Clj57g5e8Yk8HVtVwehQwgEjRFf14Iei9VqxWg0iol1LS6XC5/PJyoq6hEKhbBYLCLRoRny8/ORSCT07ds33qF0K9LT09FqtXz11VecPHmyTmDoCklIlpLTrPn4ZVL0cMm8me3ah04ZZEKfGmbmVmH3yll9LJ1qt5z+qaKSIpZERYZDQmRoklStn2BIgtUtj3coCYNMCskaP1Wu2AgMEomEKxfMI7e3nu3r3mXLmmUx2W9nYjKZRG9MgUAgEJwTp9NJKBQSRRb1qKqqIiUlJd5hJBQOhwOHw0F6enq8Q0lISkpKcLvdDBgwIN6hdDuSkpJwOp189913DBw4kLlz59K7d+8mCyxWLn+Zk/vXM2F0LhPGjYxDtLFHKoHsZA8XDaqgT5KHbwtNBMMSDMpAvEPrdgxJd2JxKqlyida3TZFp8FHhUsbEvaA7kaL1Ux0jbaZ3r3QG5aRzcPcGykuLYrLPzib6zO6qbUAFgo5AJDoIeiyioqIhIvGjMZWVlUilUnGfNEEwGOTIkSMMGzZM2GrGEKfTydatW/F4PASDQcaPH9+swJBoBINBlr3+D0KuMq6+Yi5K1flNXJM0ASb1tSKXhlDJQ2zOS6XcISbDsWRIuhOLXSUW85tAKoEMUU3RCJPGH9P7RS6Xcf3Vl5ORBGs+eoG9O9bHbN+dQVJSkqikEAgEAsE5sdlsGAwGMW+qh81mIykpKd5hJBRlZWWkpaWhUIg5z9mEw2GOHDnC4MGDkcvF3CVWBAIB9uzZw/bt2+t0h969ezf7rNq1dRXfrH2X7Ewtl108q0voFG1BJoXeRg+EoZfRw+ZTKRwq0xHsel32Eha1IkT/FJdoo9kMOmUQvTKIxSFca+pjUvuxeWL33Th7+iTC3uou6+qgVqtRqVSijaZAUA8xyxL0WOx2u6ioqIfoGdqYsrIyMjMzu93kLRYUFRWhUCiErWaMCIfD5OXlsW7dOvR6PfPmzaN///4cOHCgy9i5r/v0DUrzdjNz8gj6ZMXGBeV4pQ61IsS8gZUMSHXyTYGJPcUGAiK7PSaoFSH6mtycrNLGO5SERNhGNiZJ48caQ4EBQK1WcuN1V5CkcvHRG//g5JE9Md1/R2IwGHA4HF3mOS0QCASC+OBwOIT2UI9gMIjdbhf6w1mItpnNU1lZidvtpl+/fvEOpdtQUVHBunXrsNvtzJkzh3HjxmEymThy5EiT258+cYjP3v0PJrWP6xZdhkzWPZcUDpQZyDJ5GJdlZ2b/KsocKjacTBHFATGkf4qbCqdStNFsBqFDNMakCWB1K2LWWrRPVgYD+qaxf+c6KsqKY7PTTiaqRQgEggjdc1QiELQCp9OJTicySKOIioqGhMNhITQ0Qzgc5uTJk/Tv318kgcQAl8vF1q1bOXbsGJMmTeKCCy5AoVAwZMgQampqKCkpiXeI5yT/+EG2rHmXrDQ1s6ZPjMk+3X4pxyq0jMq0I5VC/1Q3cwZE2lmsO5FKuVNUOsWC/qkuimxqPAExJDybDL0Pu1eOyyeuTRSTOkCNR04oxuv6RoOeG7+/AGWoindffJTSwrzYHqCD0Ol0BAIBvF5vvEMRCAQCQQLjdDrR60W7sCg2mw2FQoFGo4l3KAmDz+ejsrJS6A/NcOLECbKzs4WbQwwIBALs3buXr7/+mgEDBjB9+nR0Oh0SiYSRI0dy6tQp7HZ7g/fYqit596VHkfkrWHztZeh03fOzW+FUUOZQMtwcWTxMUgeY1b+KLKOXzXkRd4eQcHc4b9SKEL2NHvJEwUWTZBq8lDlUMZ9zd2WMaj++oCSmutXsGRMJe6vYtPLtmO2zM9Hr9TidosWvQBBFKLeCHkk4HBZiQz3C4bBwdDgLh8OB2+0mLS0t3qEkHFVVVTidTvr27RvvULo04XCY/Px81q1bh06nY86cOZjN5rrXFQoFw4cP58CBAwSDwThG2jJej4flb/wDecDKoisujlllx8EyPZl6H6m6Mz3ndMog03OqI+4Op03sLTEIG8nzxKAKkqr1kV/VPcWq80EhC5Oq84lqinrolEGkkjB2T+xFZnN6CjcsupiAo5Clz/8Oa1VFzI8Ra+RyOWq1WggMAoFAIGgRh8MhiizqEW0jKpLmz2CxWDAYDGi1YuHvbJxOJxaLhdzc3HiH0uWxWq2sW7eOmpoa5syZ06h4xWg0kp2dzf79++t+5/P5ePuFP+KsPMGiBbPJMKfGI/QOJxyG/aUGBqc5USvOiAxSCQwxOxu4OziEE8F50z/VxWmrGr9w62xEssaPlDBVLlHcE0UuBYMq4uoQK/r17UVunxT2ffsVVRVlMdtvZ6HT6YSjg0BQD5HoIOiRuFwuwuGwmETW4nK5CAQCGI3GeIeSMJSVlZGeni4qBprg5MmTopriPAmFQuzdu5dDhw4xceJExowZ02Qv1n79+qFQKDhx4kQcomwdX3zwPNbSw8y/cAJpaaaY7LPKpaCkRs3wDHuj1ySSM+4O1W4FW04l4/GL4cz5MCDVRV61RlSnNEGm3keZQyQ6RJFIIpVN1g5IdADIyc7i6stnYbccZelzv8XtSvwEAr1eLwQGgUAgELSIw+EQRRb1sFqtwk3yLCwWCxkZGfEOIyHJy8sjMzNT6HfnSWFhIZs3byYnJ6fOxaEphg4dSnV1NWVlZYTDYT5685+UntzJnGmjGTakfydH3XmctmrwByUMSHU1+XrU3SFd72NjXgoWh7KTI+xeJGsCJKkC5FeLgouzkUggXe+jXNxjDYi0r4itDjF7+kRCnsou6eogdAiBoCFiZUDQI3E6nWi1WqRS8RGASEWF0WhEJhNZyVEqKiqEm0MTuFwuSktL6d+/+05wOxqv18vWrVuprq5m1qxZDVwczkYikTBq1CiOHj2K2+3uxChbx6E92/hu26cMyk5lwriRMdlnOAz7Sg0MTHOiVTa/8q5TBpmRU4VOGWTDyRSqRc/MdmPW+5BLwxTVqOMdSsKRpvdR6VII28h6mDT+mFZSnM2I4QO5dM4Eyk9/x9v//ROBQKDDjhULhMAgEAgEgpbw+Xz4/X7h6FAP4SbZmMrKSqE/NEEgECA/P1/oD+dBOBzm4MGD7Nmzh4kTJzJo0KAW3VSUSiVDhw5l3759rP/iHQ7u+JIRAzOZNX1CJ0bdufiDEg6W6RmZ6aAlg0qpBEZmOhiZaWf7aRMnKjWExTyx3fRPdZFXpRXXsAnSdD4qXCLRoT4mtR+rJ7Y6RE52FjlZyez5Zg3VleUx3XdHE21dERYfIIEAEIkOgh6KqKhoiKioaEg4HBZCQzPk5eWRkZEhqinaic1mY+PGjahUKmbMmNGq65iamkpGRgaHDh3qhAhbj91mZcXb/w+tzM33LpsXM+vZApsab0DKwLRzV3LLpDAuq4YBqS62nEqm0CYW6tuDRAL9U1ycFD0yG2FUBZBKwCYSaeowqQMxFxjOZsrEC5g6dhCnD29m2ev/IJTAdiMi0UEgEAgELeFwOFCpVE26t/VEgsEgdrtdJDrUw+Vy4Xa7SUlJiXcoCUdhYSE6nU5cm3bi9/vZvn07xcXFzJo165yuIYFAgNLiAmrK89nxzVaWf/g2mSYZVy6I3Xw/ETlSrsOo9pNp8LZq+34mD9NyqjlWoeO7YqNop9lOehm9hMJQJpwLGpGm81HtVhAQ91YdJk0Am1se88SY2TMmEfJUsnlV13J10Gq1hMPhhCyKEwjigVBtBT0SkejQEKvVSq9eveIdRsJgs9kARPLHWYRCIQoKChg3bly8Q+mSlJSUsGvXLgYOHMjgwYPbJBSMGDGCr776itzcXJKTkzswytYRDof55O1/46rK4/orL8RgiM0CeaCuksKOvJWpmBIJDExzYVAF+LYwiRqPnGFmB91Yh+kQ+po8HCwzYHPLSdIkdgV9ZyKRQKo2Uk2RrBXXBSBJ46fGIycUjlQ1dRTz503H7nCyf/sXrExK5dKrf5iQAqtOpyM/Pz/eYQgEAoEgQRHaQ0NqampQKBRoNMKuPEpFRQUmk0m0hmyCU6dOkZOTk5BjwETH5XLx9ddfo1armTVrFkrlmcXkUChEdVUllqLjWIpPUlaUj6W0gKryYkJ+O4T8OH0y3JIcrl40F6Wy+96bDq+MvCots/tXtUlDSNH6md2/im9Om9ian8zkvlaUclFZ3RakEshOdpNfrSXT4It3OAmFVhFCLQ9R5VJi1otrA2BU+/EGpXgCUjSK2GWA5PTrTb9eRr77Zg0zL/kBppSuUfQolUrRarU4HA5RjCgQIBIdBD0Up9MpFvZrCYfD2Gw2hg0bFu9QEoZo2woxmW5IaWkpMpmM9PT0eIfS5cjPz2ffvn2MHz++Xc8erVbLwIED2bdvHzNnzoz7vfnt5i84tmc9Y4b3i2mfzqMVWnTKIFnG1lVS1CfD4GNWrdDgDUgZ07tGJDu0AYUsTFaSh1PVGi7Q2OMdTkKRpvNhcagYlNZ0v9aehl4ZRCoJY/fKSVJ3XPKHRCLhqisuwvHuCr5Z+zZJpjSmzVvUYcdrL/UtI+P9bBYIBAJB4iESHRoSdZMU35lnEG0zm8ZqteJwOMjKyop3KF0Op9PJli1bSE9PJzcnh9MnDmApOklZcR6W0kLKSwsIeG0Q9EHIj0QSJsWoZkhvE+a0bMzp6Zgz0jhu70uxB8x03/nh/lID/UxujO2Y12gUIWbmVrGzMIktp5KZmmNFLRcl+G2hn8nNmuM63P7YLl53dSQSSNP6qHAqRKJDLXIpGFRBrG4FGkXbNcPmkEgkzJ4xiTfeX8PmVe9yxQ33xmzfHU3UXbKllsgCQU9BJDoIeiQOh0P0yKzF7Xbj9/sxGo3xDiVhEEJD0+Tn59OvXz8hSrWRvLw8Dh48yJQpU87rvho4cCD5+fkUFhbSt2/fGEbYNirKiln10YuYNEEuu3hWzPbr9Mk4WaljRm7bKinqY1AFmZ5TzdZTyewqMjI2q6ZDK867G9nJbrblmxjRBkeNnkCazs8hi77DHQy6ChIJJKkDWN0dm+gAIJfLuOGay3nljQ9Ztex5DEkpjJowu0OP2VailpEul0uMLQUCgUDQCKfTmRCObImC1WoVbSvOorKykgsuuCDeYSQc+fn5ZGVlibYvrcTtdmMpzifvxEE2bv0OAnYU/jK8jkoIeSDkh3AQo05JTqoRc3ovzGlpmM3ppKclo1DIGu1To3ex/kQqucnubun6V2ZXUuVWcFGWrd37kElhQl8bu4qMbMlLZlpOtViwbwNaZYh0nY/TVg1D0s/dvrQnkarzcbpaA4jrEsWk9mPzyOnVjuKoluif04c+GQZ2f72SmZcsJim5a7RLihZdCAQCkegg6IEEg0FcLpeoqqjFarViMBiQyRpPanoioVCIyspKhg4dGu9QEgqXy0V5eTljxoyJdyhdivpJDqmpqee1L7lczogRIzhw4AC9evWKi7VpMBhk2etPEHAUs+j6y1CpYtdL8UCpnqwkD6bzFFA0ihAzcqvYeiqZnYVJjO9jE4vTrSRZ40ejCFJsU9Mv2RPvcBIGoyqAVAI2t1y0r6jFpPFjdSvI7oT7RK1WcuP1C3n5jeV89MY/0BuTyR08usOP21qilpFOp1MkOggEAoGgEQ6Hgz59+sQ7jITBZrMxePDgeIeRMLhcLtxuNykpXWNRpbMIBAIUFhYyderUeIeScPj9fspLi7AUHaes+CSWktNYSguxV5fh8/s5bU8mSW6nj7GGzDQj5r4pmNNTMaebMZtT0KhbP4fXq4LkprrYV2pgek51t3JMDIUjbg5D0x3n3XJCKoHxWTXsLjay5VQyM3KqUYtkh1aTnexmf6mBwWnObnWPnS/pOh97io0EQohClFqSNH7KHaqY71cikTB7+iSWLlvLltXvcvl198T8GB2BTqejtLQ03mEIBAmBSHQQ9DicTicymQy1Wh3vUBICUVHREJstksmdlJQU50gSi/z8fDIyMkQv1TaQn5/PwYMHmTp1asyEq6ysLPLy8jh27Fhc2s1s/PJtik/sZMaEYWT36x2z/ZY7FZQ7lcwbVBmT/ankYablVLPlVAq7i4yMyxJtLFqDpK5HpkYkOtRDIoFUrY8Kl1IkOtSSpA6QV9V53wdJRj03fv9yXln6Ce+8+Ci3P/gPMnpnd9rxz4WwjBQIBAJBU4TDYZxOpyiyqCUYDFJTUyPm2vWoqKggOTk5LknsiUxRURFarbZHu6EEg0GqKixYik5QVnQCS+lpLCWFVFcUEw44IRRpOyGXSTGn6OiTk04xI5iZpWLaEAVGgyYmbpyD05ysPZ5KcY2KrKTYVlHHk7wqDUggJ8Udk/1JJDC2dw27ioxszU9mek4VqvNMoOgpZBq87C0xUO5UijYN9dAqQ6gVIapc4rpEMWkCHKvomOKCgQP60tusZ9e2iKuDIcnUIceJJVEdQiAQiEQHQQ8kKjQI+/0IdrtdtGmoR2VlJWlpaeL+qEc4HOb06dPCTrMNFBUVsW/fPqZMmRLT6hyJRMLIkSPZsmUL2dnZaLXamO37XBSeOsqmlW+RmaxgzqwpMdtvKAz7SwwMTnfGtJ+lSh5mWnY1m08ls7fEwOhedpHs0Ar6Jnk4WGbA7pVhUAXjHU7CkKbzYXGoGJTmincoCUGSOkCNV044TKd9rjLMqdxw9cW8+f4qlj73O+546J8kJZ+fU06sEAKDQCAQCJrC7XYTDAaF408tTqezzglJEKGiouK8nf+6IwUFBT2mbWY4HMZmrcZSdDKS0FCSj6WkgApLIUFvTaTlRMiHVAKpSRqG9zVhTsvFbE7HnJ5GskmPPyRj48kUhhl8jMqM7bxXIQszzOzgQJmBTIMXWTeoLPcGJByx6JnQN7bujxIJjM2qYWdhEtvyk5mRWyUq8VuBVAJ9TR5OV2vEgv5ZpOl8VDgV4rrUYlQF8AZk+IISlLLYJhJFXB0m8vZH69iy5l0uvebumO6/I9Dr9bhcLoLBoHDqFvR4RKKDoMfhcDiE0FAPh8NBTk5OvMNIGCoqKkTix1lUV1cTDAZFpWorqa6uZvfu3UycOLFD7qXk5GSysrI4cOAAEydOjPn+m8Ln9bLs9X8g9VVx9eKrkMVQ3civ1hAMS+ifEvsFZLUixPScajacTEGvCjAgNTbVGt0ZpTyMWe+lpEaFIV0s6kdJ0/k5ZNETCiNaoQA6ZYBgSIInIO3UHrS52X1YdPlMPvh0I0uf+y23PfAEGm38x3R6vZ7i4uJ4hyEQCASCBCOqPUilYqULItdDFJ00pLKyUhQUnIXX66Wqqorx48fHO5SY43Q6sRTlYSk+QVnxKSylBVhKCvC5qiHohbAPwiFMehUD0pMwp/epazuRlpqEXN54ISsUgh0FJpI0gZgnOUTpZ/KQV6XleKWOIeldvx/8YYueVJ2/QxaPI20sbGzNT2Z3URIT+thEwUUr6G30sPVUMqEQiK/MM6RqfZyu1gBd/3MXCxSyMCpZEKdXhrID3DYHD8wmM0XHt1u+ZMb8xegNxpgfI5ao1WpkMhkulwuDwRDvcASCuCISHQQ9jujkWgChUEhYadYjHA5TXV0teoaeRVlZGWazWQh0rcDj8bB9+3aGDh1KRkZGhx1n2LBhrF27ttMSc1Yue5GqogNceuF4zOmxc6jwBSUctugZm2XrsMoQjSLEpL42tp5KxqAKikz4VpBp8JJfrWGwSHSow6iKTKIdXjlGtWhfIZNGPltOn6xTEx0ARg4fRE2Ng1Ubd/POi3/mpnsfjbvds06nw+kU4pNAIBAIGuJ0OkWRRT2E9tAQr9eLy+Xq0e0ZmqKsrAyj0dil22Z6vV7KSwuwFJ6grDivtu1EAc6acgh6Ii4N4QBatZysVCPm3DTM6WkRl4a0FFQqRauPta/UgD8kYUpWxy2oSyQwupedrfkm+pncnT7+jyU2j5wCq4YLB8SmbWZTSKUwsa+VDSdTOVrRPZJDOhqTOoBcGqZCtGloQLLGz74Soyi4qIdOFcThk3dIW1GJRMLsGRN495ONbF3zPvMX3RHzY8QSiUSCTqfD4XCIRAdBj0ckOgh6HE6nU1Ts1+J2R6qbhXVkBLfbjc/nw2hM7IzNzqa0tJRBgwbFO4yEJxgM8s0335Cens6AAQM69FhqtZrBgwezb98+Lrzwwg6tijq6fwc7N39M/z4mJk8YHdN9H7HoSFL7yejgiWyK1s/o3jV8W5jErNwq9KIlQ4tkGHzsKTbiCUhj2k6kKyORRNo1WN0i0SGKXhnA4ZWTpvN3+rGnTh5Djd3B13s2sfyNf3LtrT+La3WosIwUCAQCQVOIIouGCHfNhthsNnQ6HQpF6xe1ewKlpaX06tUr3mG0ikAgQGV5KZai45QV5WEpOY2ltABrZQkEXBD2Q8iPUiHDnKJjyKAUzOn9MZsjiQ16nfq8jp9XpaG4Rs3s/pUd3iIhReunl8HLwTI94/vUdOzBOohwGPaXGshNcXW4JqCSh5ncz8qmvGQMqgC9jd4OPV5XRyKJFFyU2VUi0aEeBlUQJGEcXhlGtdCxAPTKIA5fx825hw7OJSNlBzs2f8b0i69Dp0/sBALRRlMgiCASHQQ9DjG5PkP0WgjryAg2mw2DwRD3ytBEwuVyYbfbO9SdoDsQDof57rvvkEgkXHDBBZ3ymerfvz/5+fnk5+d3WPsZp8POx289hVri5KorLovpedm9Mk5Va5ndv7JTrBz7mTzUeOR8c9rErP5VKGLcz687oZaHMGn8lNmVZCd74h1OwmBS+7F6FPRDXBMAvapjBYaWkEgkXHLRDGrsTg5s/wxjUiqXXB2/aouoZaTT6RTJkgKBQCCow+l0ivZ/9XA4HKLopB5Wq5WkpKR4h5FQBINBLBYLQ4YMiXcoDQiFQlirq2oTGk5iKcnHUlpIpaWIkK8m4tAQ8iOTSkhL1jAq24Q5vXfEoSE9FVNS7Fu2lDsVHCg1MDW7Gq2yc5LTh2c4WHs8lSqXghRt5yc7ny8ldhV2j4xJfa2dcrwkdYBxWTXsLjKiV1aLhPlzkGHwsq/EyMgOasHSFakruPAoRKJDLXplAJun4xIEJRIJs6dP4L0Vm9i29kMuuvLWDjtWLBDukgJBBLGaJ+hRBINBvF6vcDCoRVSYNMRqtWIymeIdRkJRWlpKamqqqDI5BydOnKCiooLZs2d3WjWvTCZjxIgRfPfdd2RlZcX8bxQOh/nkradwVpzk2itmYDTE7lkRraTITnZ36mRtRIYDu1fOzsIkJvezislzC2QavJTaVSLRoR4mTYC8qq5roRtrdMoAFU5V3I4vkUi4+nsX43znY7ateQtjchpT51wZt1g0Gg1ut1skOggEAoGgDrfb3aXt92ONaF3REKvVKtpWnEVlZSVKpTJu46lwOIzDbsdSfDKS0FB8CktpAeVlhfjd1RD0QdiPhDDJRhWDM5Mwp2VHHBrM6aQmG5F1VE/Gerj9Ur4tMDGql53UTnRX0yhCDEp1sa/UwKzcqi41nw6G4ECpgWEZjk4teuht9GL3uPjmtIkLB1SKgosWSNf58Aak2EW7yAaY1AGsbgX9TEKbgUjriqKa83PDORfDhvQnfdMOtm/8lGkXXYtWl7hjF41Gg81mi3cYAkHcEYkOgh6F1xuxClOp4ifMJxIi0aEhVqtVOBecRWlpKZmZmfEOI6Gpqanh8OHDTJs2DbW6YwfbZ5OZmUlSUhJHjhxh5MiRMd337m2rObJ7HaOGZDFyeGxbl5Q5lFS7FYzP6tzBuEQCE/rYWHcilVPVGnJT3J16/K5EpsHL0XI9wRB0glbXJUhS+6nxiP6YUfTKIKeq4tumQS6XccM1l/PKmx+x8oNnMRhTGDl+ZlxiUavVeDxCfBIIBALBGTweT6fPDxIVv9+P1+sV7pr1sNls5ObmxjuMhKKkpISMjIxOcUj0eDxYivMpKzoeSWgoKcBSWoDbXgEhT8SlIRzEoFXSL9WIeWAm5vRIQkN6ajJKZXwk9XAYvis2kqH3kp3c+fPZAWlO8q0aCmzqLrXweqJSi0IWikvMg9OdVLoU7C81MDara7b96AxkUkjXeym1K0WiQz2SNH7yRcFFHXplAIdPRjhMhyVbRVwdxvPBZ1v5+qtlzF14c8ccKAao1eq69S6BoCcjEh0EPQqPx4NKpRKtGmpxOp1kZWXFO4yEIBwOY7PZEs4iMZ74/X4qKiq44IIL4h1KwhIKhdi1axf9+/cnJSWl048vkUgYOXIkGzZsIDs7G4MhNr3jqspL+fLD/2JU+7l8/uyY7DNKKBRxcxhmdqCUd341g0IWZkzvGnYUJJGh93aazWdXw6AKopIHKXcqyTSIHpkg+mOejV4VxOmTxT3xQ6NRs+T6K3jp9WUsf+MJ9MZkcgbFNvGrNYhEB4FAIBDUJxQK4fP5RKJDLQ6HA6VSiVKpjHcoCYHP58PlconWFfUIh8OUlZUxZsyYmO7X7/dTUVaMpegEZcUnsZScxlJaSE1VKQTdEPJBOIBaKcOcasCclRxJaEhPw2xOQ6tJrHv2tFVNjUfOnIGVcTm+XAojMuzsKzXQy+DtEg4Fbr+UoxU6psbJ1VEigTG9a1h3IpXeRiUZYn7dLJkGL/nVGganu+IdSsJgUvvZ6zF26MJ+V0KnDBIMSfAEpGgUHafnDR86gLTN3/LNxhVMnXctmgR1Bxc6hEAQQSQ6CHoUoqKiIQ6HQ1RU1OLxePB6vcJyuh4WiwW9Xi/ukRY4duwYoVAorgkyRqOR7OxsDhw4wJQpU857f6FQiOVvPonPXsji6y9Bo4mtA87JKi1SSTgu1SdRzHofWUkedhcbmZYtWlg0hUQCmQYfpXaVSHSoRfTHbIhWEQQJuHwy9Kr4Xo8ko54bv385r761gnde/BO3P/gPzL36dWoMopJCIBAIBPURbpINEW6SDbFarWi1WpH4UY+amhp8Ph+pqanten8oFKKqohxL8QnKCk9gKcnHUlpIVXkR4YAz4tAQ8iOXSUhP1pI7IBlzWl/M6emYzWkYDZqEL4py+6XsLzUwvo8NZRwTDHobveRVaTlWoWN4hiNucbSWQ2V6MvW+Tm3zcTZaZYgRGQ6+KzYyd6BoYdEcGQYfe4qNePxS1B24iN2VMNTOte2i4AKIOH9oFSEcPlmHJjpIpVJmTRvHsi++5ut1y5izYEmHHet8iOoQoVAIqVTYsQp6LiLRQdCjEIkOZwgGg7jdbiE21GK1WjEYDMjl4rEYRbStaBmbzcaxY8eYPn06Mll87duHDh3KmjVrKCsrO+/2K5tXvU/BkW+YOm4Iudl9YhRhBG9AwpFyHZP62uJu/T8iwyFaWJyDTIOXXUVGwmG7SAapxaQOYHMroAvZtHYUEkmkmsKZAIkOAJkZaVy/6CKWfrCaN5/9LT98+F8YTZ3ntKNSqaiqquq04wkEAoEgsfF4PCiVSiE61+J0OoX2UA+r1YrJZIp3GAlFaWkpZrP5nHPrcDhMjc2GpehkpO1EbUJDRVkBAY+tNqHBh0QCqUkahvVJwpyeizktFbPZTEqyvkt+LqMtK3oZvXFPRJdIYGSmnc15KWQnu9Ep4z8XaI4ql5ziGjVzB1bEOxSyk90U16hEC4sWUMtDmDR+yhxKspPFnBuiBRd+UXBRD50ygNMrJ72Dk5dGDh/Ehi27+GbDJ0ydew1qTeK1EIkm1Hq9XjQJGJ9A0FmIFT1Bj8Lr9YpEh1qcTidyuVxUmNRis9mE0FCPUChEWVlZTBwCuiOhUIjdu3fTv39/kpOT4x0OSqWSoUOHsn//ftLT09st3BSfPsH6z9/AbJIz78KpMY4SDln0pOl8pOvj7xAQbWGxvSAJs96LTrSwaESqzkcgJMHqkZOsET0yobY/ZrWYPEaJ9MeUk0H8P9MA/XP6cuWl01n2+WbefPZ33P7gE50mRgjLSIFAIBDURxRZNMThcAj3xHrYbDbRtuIsSktLyc3NbfA7l8uFpfgUZYXHsZScwlJagKWkAK+zCkLeSFJDOEiSXkVuqhFzeh/M6amY09NJTzMhl8e3ICGWRFtWzI1Ty4qzMWkC9Elyc6BUz6R+tniH0yThcKRt5sA0Z0K0rBQtLFpHpsFLqV0lEh3qkaQRBRf10auCOHwd/3yXSqXMnDqGj1Zu55sNHzH70sUdfsy2IpVKUSqVeDwekegg6NGIRAdBj0I89M8QbVuR6NZ8nYXNZiMtLS3eYSQMVVVVSKXShFjET0Ty8vLi3rLibHJycjh16hR5eXkMGDCgze/3+/0se/0JJL4Krr7+ypiLQla3nEKrJm69RJvCrPfRJ8nDvhIjU7Kt8Q4n4ZBKIEMfaV8hEh0iRPpjGkR/zFr0yiAOb2IJyKNHDsFud7J6007eefFRlvz4T53i1iQSHQQCgUBQH5Ho0BCHw0Hv3r3jHUbCYLPZyM7OjncYCYPNZuPkyZOocHBw+xe1CQ2ncdgsEPTUJjQE0Kjk9Eo1YM5OiyQ0mNMxp6eiVinifQodij8o4UCZgXFZtoRqeTA0w8naY6mUO5QJUcxwNoU2NW6/jIFpzniHUke0hcXeEgPzdJV0QXORDifT4OVouZ5gKNKmQBBxdCiwivWMKHplAIujcwo3R40Ywoatu/h63SdMuXARqgQc24k2mgKBSHQQ9DA8Ho+o2q9F9MhsiN1ub1Q90JMpLS0lIyNDJMI0gd/v5+jRo4wbNy7uLSvqI5VKGTlyJDt27KBPnz5tdmtZ/dHLVBTs4+IZY8jMaF9f1OaIVlL0T3UlnK3lMLOD1cfSqHQq4tqzM1HJNHg5XqllmDlxxKF4olMGCYYkeALSDu0H2VXQq4IU2hLPGWralLHY7A62793IR2/+i2tueaTDv8+i4kI4HBbfnQKBQCAQbpL1CIfDQn+oRygUwuVy9cjrEQwGqSwvw1J0nLKik1hKT2MpKSCvoBybR0b+N2UQ8qOQyzCn6Bg0MDnSdsKcTkZ6KjqdukeOs45VaElSB8hIsGQCtTzEkHQn+0r1XDigKu7tKesTCEo4WKZnRKYdeYItlvdLdnOiSsupag39U0UbzbMxqIKo5EHKncq4t2lJFAyd5GDQVdCrgpys6pzrIZNJmTllDJ+s2cn2DR8z85LrO+W4bUEUXQgEItFB0MMQVRVncLlcaLXaeIeREPRkoaE5ysvLE8qtIJE4fvw4BoMBs9kc71AaYTabSUtL4/Dhw1xwwQWtft/xg7vZvn4Z2b0MTJ08JuZxFdeocPhkTO5njfm+zxeVPMzAVBcHy/TMyK0WVfpnYdZ72VlkxBuQoJInTvVQvJBJQauIuBiIRIfItXD7E09wkUgkXHrRDOwOJ/u/+RRjUhrzF93WocdUqVSEQiH8fj9KpbJDjyUQCASCxEdoD2fw+/0Eg0HhrlmLy+VCIpF06+sRDoexVldhKTpBWdEJLCWRhIYKSyEhnx1CPgj5kUogLVlDr17DmGDWMmHAIDLM6ZiS9D0yoaEpPH4pJyt1TM+pSsi5av8UF6eqNeRXa8hNSZxF+2MVWrTKIFnGxKtylkpguNnBnmID/Uwe5Ank0pEISCQR980KkehQh14ZwBuQ4Q9KEsrVJV5oanWIznLavGDUMDZu3c22dR8zec6ihJvvq1Qqkegg6PGIRAdBj0JUVZzB6/WKHpm19AShoS0EAgFqamqE+0kTeDweTpw4wbRp0xJWeBkxYgTr1q0jJyenVX1fXU4HH7/1L1TYWbTwWqQx9k4MhuBAmYHhGY6EnZANSHWRV6Wl1K6iVwIKIfFEKQ+jUwaxuhWih2gtkX6QctIRDiAqeRBPJwoMbUEqlXL1wvm88c7HbF29FGNyKlMu/F6HHU+hUCCTyfB4PAknfAgEAoGg8/F4PGK+XYvH40Emk3VKK6muQHdqIxoOh3E6HFiK82oTGk5hKSmkvLQAn7sagl4I+yEcItmoZlCGEXNaX8zmNMzmdNJSkpDJpKw5lsqoTLuYbzTBkXIdZoOXZG1ithKUSmFkpp1dRUlkGT0oEyA53umTcqJSx4zcxEwOgYhz4jGllhOVWoYI98RGmDSiVUN9lPIwClkIp0+GSbQVRS0PEQpLCIQ6J/FDJpMyY8oYPv1qFzs2rmD6Rdd0+DHbgnB0EAhEooOgBxEKhUSiQz1EhckZupPQEAtqampQKpUi8aMJjhw5Qnp6OikpKfEOpVn0ej39+/dn3759TJ8+vcX7OhwO8+m7T2O3HGPRZVMxJRliHs/xCh0qeYi+SYk76FbIwgxJd3DIoifT4E1YMSRemNQBrB6R6BBFrwziFLaRAKgVIYKdKDC0FYVCxuJrL+flN5az8sNnMZrSGD5mWocdLyowiIUtgUAgEIj59hmiOoyYb0foqm08PB4P5SUFlBUdx1Kch6W0AEtJAS57eSShIeSDcBC9RkmfNAPmARmY01Mxm9Mxp6WgVDYtQfuDEpw+OSaNSCI+G4dXxmmrhgsHVMY7lBbJ0PtI1vg5Uq5nVC97vMPhQJmBrCRPQi8ISyQwPMPBN6dN5KS4hHviWZjUAfZ75AmZUB8v9MoADpHoAIBcGkYmCeMJSFHIOqc97pjRw9j09Xds/WoZE2ctTKjiBrVajd0e/2evQBBPOrVLlUQiQSKR8Ic//KEzD9sl+MMf/lB3fQQdg9cbqdJta9/67kpTwsv69evr7sP169fHJ7A44HQ6u6TQ0FFYrVZMJpN4Hp2F0+nk9OnTDBs2LN6hnJPBgwfjcDgoKSlpcbu9O9Zz8NtVDB+YyeiRsW9V4vZLOVapZVSmPeEnpznJboIhKLAKQfpskjR+bG6RGxtFpwzg8Cb29ZAMuhvJoLv5w/9b0aHHUUjDSGsFhkRFo1Gz5Lor0EntLPvf38g/frDV723r+LwtlRS33norEomEnJycVsfTHTl16lTdNX7ttdfiHY6gGyI0iOYRGkTHIhIdztDSteiJGkSiJzoEAgFKiwvYs30dqz96maXP/Z5//f4O/vrI1bz897v49I0/s33N/yg5soFUhYXxg01cNms4t1x3MT/7yRIeue8mbl58FZdePItxY0bQp7e52SQHAKtHjkYRFAu9TXDYoqdvkhuDqnMW8tqLRBJxdThVraHGE9+E8AqngnKHkmFmR1zjaA1pOj8pWj/HKnTxDiXhMKgDhMISUWBQD70yiDOBdYjO0iAg8syJuEt2ng4hl8uYMfkCnFWn2bn5sw47TnvG563VIYQGEUFoEN2TxH06CgQxxuPxoFKpYm7L3hUJh8N4vV6R9FFL1NFBEMFqtbaq5UFP49ixY/Tu3btLVOoqFAqGDRvGgQMHyMjIQCZrPDm0VlXw+fvPYlD6uOLSOR0ich8s09PL4CVFm/jVOVIpDDE7OVquo6/Jk/CJGZ2JSe0nr0ob7zASBr0qyMkqIbhARGBQy4N4A9KEFmBNJgNLrlvAK2+t4O0X/sAdD/2T9Mw+MT+OsIwUCAQCAZyZb4tEhwhRLUYQwel0kpycHO8wCIVCVFdWnHFoKM7HUlpAZXkRYb8DQn4I+ZFJJaQna8nub8Kc3gdzWhoZGekYDdqYzCFtbgVJ6sSfL3Y2Tp+MEruKiwZVxDuUVmFQBclJdrG/1MDUbGtc5tPhMOwrMTA43YlaEer8ANrBMLODzXkpDE53okxAh7x4IZWAsdZZUp/A88zORKcK4vAKHSKKWhHCE5BBJ7YUHXvBcDZu+44ta5cxYeYVKBSKTjt2SwgdQiDoZEcHgSCeiMn1GbxeL+FwWAgvtSR6RUVnY7PZMJlM8Q4jofD5fBQWFjJw4MB4h9Jq+vXrh0Kh4Pjx441eC4VCLH/jSby201x52YVotbF/FlS6FJTYVQzPSPxKiih9jB4CIQkWR+JY0CUCJk0At1+GNyCyPyBiGenyyQgJHQqI9Mf0+BNfcMnMSOP6Ky/im+3fYu7VF4lEwqlTp2J6DLVaXecglui89tprdVUMsb4OiciFF16IRCLhwgsvjHcoCY1wPxAIYoNwk2yIcLdoSGfrD+FwmBqbjWMHd7Nl9Qcsf/0f/PfvD/CXR77Pf37/A957/hes/+hpDu34hLDtEEN7S5k9IZvvXz6Vn9xxLb9+6BZ+dMf1XP29S5gxdQKDB+WQZIxd60+rWyGs2JvgZKWGXgYvmi6yYA+RwgGbR0FZnObT+dUagmEJ/VNccTl+ezBpApg0fvKrRevYszGp/ViFs2QdkdYV4npEUctDne4sKZfLmDFlNI7KU+zc8kWr39fRc2+VSlW31pPICA1C0BSx0iDE01HQYxAVFWfwer0oFIomq7x7IiLR4QzBYBC73S4SHc4iPz8fk8nUpZwuJBIJo0ePZuvWrfTr1w+N5szEedtXy8k/vJVJYwYycEC/mB87WkkxKM3VpYQZqRRyk92cqNSSYfDFO5yEQSELo1MGsHkUmPXiumgUISQScPlkoroEUCk6X2BoLwP692XsqEF8tCEPAO85qh7+8Ic/tGmypVKpsFqt5xFhzyMnJyfhBRmBQCBoKx6PR8y36+H1ervUPKojCQQCeDyeDtMf3G43ZUWnsBQfx1J8CktJAZbSAjyOSgh5Iy4N4SBGnZKcVCPm9F61Dg1m0lJNKBSdf89aPXL6mtydftxExh+UcNqqYWq2Nd6htAmlLMxQs4P9pQbSdZXIOnGK4AtKOGTRMzbL1qnHjQX9UyNOGANSXUhFbUEdJk2AQtFatA59raNDOIxwICWS6OCNgw4x7oKRbNq2hy1rPmTCjMuRy2O7vNpWDQIiBRfCTaz1CA2ieyISHQQ9BlFFcAZxLc7Q0UJDV8Nms6FQKBosivd0wuEwp06dYsSIEfEOpc2kpKSQmZnJwYMHGT9+PAClRaf46tP/kWaQcvGcGR1y3AKrGl9QysBUZ4fsvyPJSXFxtCIdh1csYtcnSR3A6paLRAciooJOGcQhEh2A+FRSnA/9+vSq+/nTd59h4G+eitlClLCMFAgEAgGI+fbZeDweMjIy4h1GQuBwOFAoFCiV51fx7vP5qCgroqzwOJaSPCwlp7GUFmKvLoOgB0I+CAfQqORkpBow903FnJ5KhtlMenoKGnViONj5gxKcPjkmjWhdUZ8imxqdMtglWkCeTXaym1NVGvKqtAxM6zxnhSMWHUlqPxldcL6aafCyr8SAxaEkUxRc1JGk9rPfoxcL+7XolAECISm+oASVXCzSquRBajyd3zpCoZAxfdIoVm46wK6tXzJp1hWdHsPZyGQyFAqFSHQQ9GhEooOgx+D1es97MtldEG08zuByuZDJZOLeqMVms5GUlBQzG8ruQHl5OcFgkMzMzHiH0i5GjBjB2rVrqaqqwmg0sux//yDsLuPqq7/XIRU7/qCEgxY9ozLtXa6wzbtUAAEAAElEQVSSAkAlD5Np8JJfrWFEZtdpu9HRmDR+qt2J0X8wEdApAzh9okoTQC0PYvd2zSlFwdFtfLz03yy66cGYfO+pVCp8PiFOCgQCQU/H5/OJ+XY9ROLHGVwuF1qtttXjjmAwSFWFJZLQUHwSS+lpLCWFVFcUEQ64IgkNoQAKuZT0ZC0DBiRjTu+H2ZxORno6er06oef2No8ctTwoFu3O4lS1hpzkrulyIZXAyEw72wtM9DF5UMs73uHR7pVxqlrL7P6VXXJBXCqJJIjkV2tFokM9jKoAobAEpygwAEAujSzuO30yVHLR7ketCGFxxEd0nDBuNJu372Pzmg8YN+3SmLs6tAelUtll2mgKBB1Bu54GxcXF/OIXv2DcuHEkJSWhVCrJzMxk1KhRLF68mNdee42amppz7mfHjh0sXryYPn36oFKpyMrK4qabbuLQoUMtvu/kyZM8+eSTLFy4kJycHDQaDRqNhuzsbK6//nq+/PLLFt9/dj8Yr9fLU089xZQpU0hLS2u2J8j27du58847GTx4MHq9Hp1Ox9ChQ7n33ns5duzYOc/3fNm7dy+9evVCIpGQkZHBd999V/faH/7wh7pzgshE8oknnmDcuHEYDAYMBgOTJk3i6aefJhA495fhqVOnePDBBxkxYgQGgwGtVsugQYO4++672bdvX5Pv2bFjR10MK1eubHKbiy66qG6bJ598ssltHnjgASQSCWazuYGNzPr16+veu379egDee+895s2bR3p6OhqNhiFDhvDzn/+cqqqqRvsNBAJt/uLZu3cvN910E1lZWajVavr168eSJUvYtWsXALfeeisSiYScnJwW91NdXc2f//xnpk6dSlpaGiqVit69e3PllVeybNmyFt97dp+a9n5uIGJj+Nhjj/Hkk0+yfPlyUlNTmT59Oi+++CKhUOsnH+FwmA8++IBrrrmGvn37olarSU5OZtKkSTz66KMt2jaffc1KSkr4v//7v7p7rf7ftzOIii6JPPnvTKxWq2hbcRb5+fn069cPqbQLrtoDGo2GQYMGsW/fPtau+B+W099x4bTR9O6d3iHHO1qhQ68M0tvYdQfY2cluCqxq2vBY7PaY1AFsItGhjoiLQccnOhSXWfnFE8sYd+WfSRr7U5TDf0zm1J8xasEfWfzAS7z24VZq7OcWQXfsPcXiB16iz4z/QzX8XrJm/B83PfIKh46XtPi+k6fLefLl1Sy862lyLvwVmpE/QTPyJ2TP/iXX//QFvty4v8Vr8dqHW5EMuhvJoLs5VViB1+vnqVfXMOXav5I26SEkg+7mD/9vRaP3bd+Tx52/foPBF/8W/QX3oxt9H0Mv+R33/uEtjp0qa93FO4v13xxBMuhubvvF/+p+9++3dnLNLQ8jlUobjTGh8fi6OXw+Hy+88AL/93//R2FhISqVCrPZzPjx4/nJT37Cpk2b2mWNuHbt2rqx0eDBg8nPz2+0zerVq1myZAm5ubloNBqMRiMXXHABP//5zykpafz3jY6nb7vttrrf5ebm1p1nU9cB4OjRo9x3332MHDkSvV6PUqmkd+/ejBkzhttvv5133323XcLKqVOn6o752muvNXr9fOc40XHnhg0bANiwYUOjc21uHO9yuXjqqaeYM2cOGRkZKJVKzGYz8+fP59VXXyUYbF5wzcnJQSKRcOuttwKwc+dObr31VnJzc1GpVA3uqbO3PXz4MHfeeSc5OTmoVCoyMjJYtGgRX3/9dSuuKBQWFvLLX/6ScePGkZycXDeHuf7661m3bl2L8Ub54x//2Og6ReOLF0KDEBpEUySqBtEe7SFKd9MgXC4XNTU1LF68GJ1O1+M1iOaSPsLhMNbqKo7s28Gmle/y4Wt/57nH7+Mvj1zLM39cwgcv/pqNK57j6LefIXMcZXhfBXMm5nL9whncf+f3+eUDN3PXbddx1cKLmTZlPAP798Ng0CS8zmF1K4Sbw1lY3XIcPhlZSV3XJSxd7ydd5+NQWec4p+4vNZCd7Mao7rqL4f1MbsocStz+rqk7dQRSaSTZweqJ/yJyohBp19CxOkRX0CCgeWfJztAgFAoZ0yaMpMZyku++Xt3subRn7t1WDWLBggVkZWWxb98+lixZIjSIViA0iO6pQbT5m2LTpk1cccUVjUSEsrIyysrK2L9/P++88w5paWlccUXz1i1PP/00Dz74YIObobi4mDfffJNly5bxxRdfMGvWrEbvy8vLY8CAAU3u8/Tp05w+fZr33nuPJUuW8Oqrr55zcllRUcGiRYsaTNjPJhAIcP/99/Pcc881eu3IkSMcOXKEF198kWeeeYY777yzxeO1ly1btnDFFVdgtVrJzs5m9erVDBo0qMlty8rKuOSSS9izZ0+D3+/YsYMdO3awatUqPvroo2YX7V5//XXuuuuuRg+K48ePc/z4cV5++WUeffRRfvnLXzZ4fdy4cRiNRmpqali3bh2XXHJJg9d9Ph/btm2r+/+6det4+OGHGx0/+lCbNWtWsw/1YDDIjTfeyFtvvdXg90ePHuWJJ55g+fLlbNq0qUEFdjAYbJPY8L///Y8777wTv//MpKugoIClS5fy3nvv8eKLL7ZqP59//jk33nhjo4l3SUkJn3zyCZ988gkLFizgnXfeOWf7hPZ+bqLbzZs3j8OHD3PXXXdhs9moqqpi69atbN26lWXLlvHggw+e83zKy8tZtGgRW7ZsafB7r9dbd48988wzfPzxx0yePLnFfX399dcsXLiQioqKcx63oxDVJQ2xWq0MGTIk3mEkDH6/n5KSEubOnRvvUFpFKBTC6/XidrnwuGpwO224nXYcDhvfbNtH6YltjOilY8bU8R1yfIdXxslKLbNyq7pkJUWUdJ0PqRTKnUoyREUFELGNdPll+AISlKLiCrU81OGODpt2HOOKu56mxtFQ5CyrqKGsoob9R4t557MdpCXruWLu6Gb38/Qb63jwL+8RCJxZTCgus/Lmx9+wbNVuvnjpPmZNGtzofXkFFQyY95sm93m6uIrTxVW89/lOHr7nBi5deM05z6ei2sGiHz/Pd4cKmt0mEAhy/6Pv8txbGxq9duRkGUdOlvHie5t55veLufP6mec8Zmfw3XffcfXVV5OXl0e/fv24+OKL8fl8lJeXU15ezq5du3jmmWfIy8s756JUfZYvX87ixYvxer2MGTOGlStXYjab6153Op3cdNNNLF++vMH7PB4Pe/fuZe/evTz33HO8/fbbLc7JWsP777/PkiVLGrlVlJSUUFJSwp49e3j11VfZt28fI0eOPK9jtcT5znHawo4dO1i0aBFFRUUNfl9eXs7q1atZvXo1zz//PJ988sk57diff/557rvvvlYt9C5btoybbroJl+uM1bPFYuGjjz5ixYoVLF26lOuvv77Z97/88svcd999uN0NxceCggIKCgp47733uOOOO3j++ecTovKotQgNoiFCgzhDomoQgUCgXW2RuqMGcfnll/PHP/6Rr7/+GpfLhcvl6tEahNfrJRwOc/LIPizFJ7CUnMJSWoil5DQ+VzUEfRD2QTiESa9iQHoS5vQ+tW0nMkhNMSKXdx9XMatHjkktKpPrU2hT09voRSHr2nOuEZkO1h1PJTfFhUnTcX/jMruSareC8Vm2DjtGZ6BVhkjT+iiyqTu15UeiY9L4sbkV9EnquoU0saSj20Z2FQ1iyZWT+X9/vOOc16IjNYiJ40ezZcc+Nq3+gLFT58esHWZrqK9BRHG5XPj9fnbt2iU0iBgiNIiuo0G0ac9er5cbbriBmpoaDAYD99xzD3PmzMFsNuP3+8nPz2fbtm18+OGHLe5n5cqVfPPNN4wePZqf/vSnjBo1CrfbzfLly/n3v/+Ny+Xipptu4tixY43s5IPBIEqlkksuuYSLL76Y4cOHk5KSQlVVFUePHuWZZ57hwIEDvPnmm/Tv358//vGPLcZyxx13sG/fPm6++Wauv/56MjMzOX36dAObwTvuuIPXX38dgMsuu4wbb7yRwYMHI5FI+O6773jqqac4cOAAd911F5mZmSxcuLAtl/WcfPHFF1x77bW4XC6GDRvGqlWr6NOnT7PbX3311Rw6dIj777+fhQsXkpKSwpEjR3j00Uc5dOgQK1as4MUXX+Tuu+9u9N7PPvuMW2+9lXA4jF6v5+GHH+aiiy5CLpezdetWHn/8cSoqKvjVr36FyWTinnvuqXuvTCZj+vTpfPHFF01mw2/fvr3BB2bz5s0Eg8EGXwTV1dV11RoXXnhhs+f4u9/9jq1bt3LVVVdx8803k52dTVlZGc888wyfffYZx48f58EHH+Ttt9+ue09bqio2b97M7bffTigUQqPR8OCDD3LppZeiUqn49ttvefzxx7nrrrsYMWJEi/tZvXo13/ve9wgGg+Tk5HDPPfcwefJkjEYjRUVFvPvuu7z55pt89tln3HLLLS1+ds7ncxMIBLjiiis4fPgwAEOHDiU3N5f777+f06dP8+yzz/Lll19SWVnZ4vk4nU5mz57NoUOHUCqV3HbbbVx++eX07dsXp9PJxo0b+ec//0lZWRmXXXYZu3fvJjs7u8l9ORwOrrnmGjweD7/+9a+5+OKL0Wq17Nu3j169ejX5no5A9K86QzAYxG63k5SUFO9QEgaLxYJerz+nABhLwuEwHo8Hj9uN2xlJVvC47LhdNXhcDtwuOx63A7fTicfjxO1y4nY58LideD1OwkEfhPwQDgGhyL/hEDV+NdZQBldcNqvD3CkOlOnpa3KT1IFCRmcgkUT6ZJbaVSLRoRalPIxWEcDqUWDugn1PY41KHqLS1XEOF16vnxsefIkahweDTs09P5jFnClDMKca8fuD5BdXsm33ST5cuavF/azcdIBv9pxi9JAsfnrLXEYNycLt8bN89W7+/b+vcLl93PSzVzm2+lGUyoZjpGAohFIh55KZw7l4+jCGD+xFSpKOKpuTo3kWnlm6ngPHivng821Mm3f1Oc/pjl+9wb4jRdy8aArXXz6BzPQkThdXoap33Dt+9TqvL49kjF82eyQ3LpzE4NwMJBL47lAhT722lgPHirnrN2+SmWZk4bwLWn1NJ47KYd9nv+PjNXv4zb8+jlyfV35KslHNsk/XUuNVcck19zBx4sRW7/PgwYPMnDkThyPS5mbWrFlotVq2b99OKBTiyJEjrF69upEQcC5effVV7rzzToLBIDNnzmTFihUNvpuDwSALFy5k3bp1SCQSbrjhBq6++mpyc3Px+/1s376dJ598ktOnT3PNNdewdetWxo+PJLhNnDiRffv28fHHH/Ob30REpJUrV9K7d+8GMeTm5gKRif1tt92Gz+fDbDbzk5/8pK4C3ePxcPLkSTZu3HjO6uBY0J45zmOPPcYjjzzCbbfdxrfffsuECRN49dVXG+z37HHzvn37mDNnDk6nE7PZzD333MPMmTNJTU3FYrHwySef8N///pft27dz5ZVXsmnTJhSKpp8HO3bs4M0336Rv37488sgjjB8/nmAwyKZNmxptu3fvXt5991169erFww8/zIQJEwiHw6xcuZK//vWveDwe7rrrLubOnUt6emNXpldeeYUf/vCHAIwcOZK7776bsWPHotVqycvL4+WXX+bzzz/n5ZdfJikpqUFl+6pVq/D5fIwaNQqAe+65hx//+McN9p+cnNzSn6fDEBqE0CC6ogbR1iKLaGzdUYMoLy/H5/Mxffp07rnnHvr27dtjNAiv10t5aUFt24k8LKUF7D5URMBjI01lrZ2zBdBpFGSlGjDnpmNOTyMjw0x6ajIqVfd3U7O6FfTpws4FHUGpXcWIjK7fQlGnDNI/1cm+UgMzcqo7pBAiFIJ9pQaGmR3dIhk/0+ClpEYkOtQnSR2gqEZotlFU8hCeDnL96EoaxJsff8Og/llcMPtmAkEJ8mYSwzpSg1Aq5UydMIK1Ww+z55u1jJs2v9Hx2zr3bg1naxCLFi3ihhtuwGg0Mm3aNG677TahQcQQoUF0HQ1CEm6Dh8lXX33FvHnzAFixYkWzmTmBQACXy4XRaGx4sHqjmssvv5zly5c3+qM+9thjdTf8smXLWLRoUYPXnU4nNTU1zU5CwuEwt99+O6+99ho6nY6ioqJGi3avvfZaA6uUl19+mdtvv73J/X344Ydce+21ALz44ot1f7j6eDweFixYwFdffUVOTg7Hjh1r86T2D3/4Q50gUv9P8s4773DzzTfj9/uZOHEiX3zxBampqS2+X6FQsGrVqkaT9KqqKoYPH05ZWRmjR49ulInk9/vJzc2lqKgIvV7Ppk2bGDNmTINt8vPzmTp1KiUlJWi1WvLz80lLS6t7/e9//zv/93//h1wup7q6usHi4J///Gd++9vfcvHFF7N582bcbjc7duxgwoQJddt89NFHdX/zvXv31t3oEKmymDNnToP9/frXv24QXzgc5tJLL2XVqlXI5XKKi4vrPoQbN25kwIABZGVlNbp+ZzNmzBj27NmDUqlk3bp1TJs2rcHrFouFqVOncvLkSQCys7M5depUg22cTicDBgygrKyM+fPns3z5crRabaNjvfjii9x1110ArFmzpu4zFiUWn5v//Oc/3H///QDcdddd3HjjjY2uxR133MErr7xS9/9169Y1uofuu+8+nn76aZKSklizZk2Dv12U+vfIkiVLeOONNxq8fuutt/K//0Vso/V6PZs3b+aCC1q/UBFr9u3bh0Qi6dDsv65CdXU127Zt47LLLkt4i8vOYufOnWg0GoYPH96m952drBBxV6jB47bjdtYmKrgcuJ2OumQFjzuSsBBJVvDXCl9B6icr1P1ci1opR62UoVErUKuVaNQq1CoVGo0q8rNajUatQa1Ro1apOWzPppdJwvAOEE4sDiU7CpK4aFBFt+ixanEo2V1kZP7gii7tThFLdhQkkaT2MzhdCC+ldiUHywzMHdiyON9evtp2mHk3/wuAFf+9t9lqiUAgiMvtw2jQNPi9ZNCZSdbls0ey/Nl7GokIjz37ed2C/7JnfsSi+WMbvO50ealxeOhlbjr5LRwOc/sv/seHq/fzxhtvMLNPPilJDUWo1z7c2qBVxMt/uZnbvz+9yf19+OUurr3vvwC8+NhN/PC6GY228Xj9LLjzP3y17Qg5fVI5tvrRNlc11o8pb91j5PRJo7razstvLsMjTePmn/yVfgOGAc2Pz6OMGzeO3bt3I5VKWbp0KVdffTVffPEFCxYsaDAXqKysRKvVotGc+TtFx0NnjyH/8Y9/8LOf/QyIjPs++OCDBu8DePLJJ3nkkUdQKBR8/PHHXHbZZY1iq66uZubMmRw4cIAZM2Y0mtTWnw+1VOnxyiuvcMcddwC0WC3h8XgIh8ONYj0Xp06dqhM0Xn311UbWhLGY40Bk8XLDhg3Mnj27RXvycDjMmDFj2Lt3LxdccAFr1qxpMNeJ8uWXX7JgwQJCoRAvvfRS3TWKkpOTU2fzOWrUKDZu3Nhsa7D6244fP561a9c2mr8uXbqUJUuWAPDPf/6zUQV0QUEBQ4cOxeVyccstt/DSSy81OR/99a9/zV/+8hekUimHDh1i8OCGlVTR8d/vf//7JtsoxAOhQQgNoitqEKWlpW2eY3ZXDWLkyJH86le/YvHixY3i6C4aRCAQoLK8lLLCY5GEhpICLKUFWCtLIOCCcGRup1TIsCuG0D9DzqhsBRkZkcQGnVZ17oN0Q/xBCZ8fNnPJ4HLUCtEzEMDulbH+RCqXDbUg7wYdDAJBCWuOpzIy094hFfnHK7Sctqq5cEAV0m4wZ3f5pKw5lsalQ8tRdnFHj1hhdcvZciqZy4eWC10GOFSmwxOQMTbr3O3a2kpX0iBeW7YNnVbFW2+9w9yBlehVZ+z8O1OD8Hp9PPX8W6jTRvCT3zzfrKtDa+fe0HYN4oYbbgDg22+/JSkpqc59TWgQzSM0iO6pQbRp2FRaWlr3c3PWdAByubyRwFAftVrNq6++2miiBHD//ffX/b6pLBOdTtdipnW076JMJsPpdLJmzZpmtwWYO3duswIDwOOPPw5EsqOaEhii5/P0008DkQ9KrHr7Pffcc9x44434/X7mzp3LV1991aTAcDb33Xdfk5UIKSkpdQ+TvXv3YrM1tPVavnx5nTXKr3/960YCA0Qm00888QQQscQ5Oxtp9uzZQGSit3nz5gavRfvSzJ8/n6lTpwI0ulbRbVJTU1sUBcaPH8+vfvWrRr+XSCQ89NBDdTHUt6lsraPD119/XfdwuvfeexsJDABms5l//etfLe7n1VdfpaysDLVazRtvvNGkwABw5513MmnSpLr3NMf5fG6ilqcZGRn861//wufzNdrPv//97yYzs6JUVFTw0ksvAfCnP/2pSYEBIvfIb3/7WwDefffdBhU0Z/Pzn/88rkkOIFpX1Mdut2M0GkWSQy3BYJCCggLUajUlhfmcPLKXg7u3sHPLl2xe9R5rPn6FFW//P95/+XFef/rXvPDEg/z7j3fyt1/8gD89cBV/+9nV/Ps31/HCX27j9afu4/0XfsWK1//Mmg//xebP/svOdUs5uP1jig6tw126C5XnJL20VoZlSRk3yMj0Mb2ZN2UgV8wZzbWXT+Gma+dy55IruP/O6/m/+2/id4/cxi8euIUHfryEu2+/nlt+sIjrrr6c7y2Yx8VzZzBj2kQmjBvFiOEDGZDbh6zeaYzv5+VkpTbmlvuhcKQv5pB0Z7dIcgBI0/oIhCTYRD/IOoyqAA6vuB7Q8ZaRpeVnhItZE5u2CQeQy2WNBIb6qFUKXv3bLY0EBoD7b56LUhH5/aZvG/d512lVzQoMUDvm/uX3cbmchEIh1m0/2ey2AHOnDmlWYAB4/L9fALDo4jFNCgzR83n6d5GFklOFlaz/5miLx2wtyckGfnDN5Ui9Ft5+4Y+Ulxae8z0rV65k9+7dQGTsfcMNN9SNM8+2B0xNTW3V5PtXv/pVncCwePFiPvroo0bv8/v9dVnwP/nJT5oUGCLnlFw3Zt+8eTPHjx8/5/GbIjr/S05ObnFsrlar2ywwtJX2znHawmeffcbevXuBiJV+UwIDwKWXXlq3EN3S+B3gmWeeaVZgOJtXXnmlSWetH/zgB3UVL02N9aOV1b17927REvKPf/wjWVlZhEKhOreAREdoEEKD6IoaRFvcJKF7axB9+vRp0FK0Pl1NgwiFQlRVVnBozzY2fLGU9195nGf+8mP+8vA1PPfozSx7+Xds/uwFTnz3JSrvSUZlq5g3ZSA/uHIWD9x9Pb984BbmX7aAKy6ZwZRJY8jNzuqxSQ4ATp8MhSwkkhzqUWZXka7zdYskBwC5LMzwDAcHywwEYvxn9gYkHCnXMSrT0S2SHCDSvsKgDmCx99znwtkYVAECISneYDf5UJwnakUIbwfpEF1Jg5DJpDhdXkJBL74W7o2O1iBUKiVTxw+nuuQo+3asb/Y4saIpDSKKXC5voEMIDSI2CA2i62gQbVKr60/uX331VX7605+266AXX3xxg/4u9TEYDAwaNIgDBw7UZaq3hN/vp6ysDLvdTjB4JnsrauuxZ88errmm+b7BN954Y7OvFRUVsXPnTgCuu+66FuMYNmwYaWlpVFRUsG3bNi666KJzxt4S9bPjr7rqKt55550GVpYt0dI5RS1jIJI5VV9IiAoyEomkReHl+9//Pvfeey82m401a9bUPQyj+9fr9TgcDtavX8+ll14KRP5OW7duBSLZTG63m6+++or169fzyCOP1L2/Nb0xIfJBa+71+udY/x5qrdiwdu3aup9vueWWZrdbsGABqampzVotfvxxJENx9uzZzd7vUWbNmsX27dsbJGacTXs/N8XFxRw6dAiI3MdarbbJa6HX67nuuut45plnmjzGypUr8Xg8dfs51/lA5O++c+dOZs5suo92S/dqZ+HxeFr92erudMekj3A4jNfrxePx4HbY6rkq1NS2g7BHnBTqOStE3BUcVNW4KbQq2b3qaSR1zgrhhi4LAEhQKWRoVDLUKjkmjQp1sgqN2ljrsqBGrVah0UQGYHUuC2olapW8w9pINIVJE6BPkpsDpXom9YtdD8tTVRpCYeif0n0q/aVSMOt9lNpVHdpTtCuhVnRsu4auhFoewh+UEgyBrAM+wvUn969+uJWf3jqvha2b5+LpwzCnNr3wZ9CrGZRj5sCxYk4WnLtPtd8fpKyiBrvTQzB0RqlMNenweDzknWrZ3eLGhc33zC4qrWbn/tMAXHd504sYUYYN7EVasp6Kagfbdp/kounDzhl7a+jdO53rrpzLW8vWsvS533HHQ/9scfvPPvus7udoZrtUKkUikbSqD2J9QqEQP/7xj/nvfyPVJD/+8Y95+umnmxzrbt++nZKSEqD14zGAbdu2MXDgwDbFBWfmf9XV1Xz88cdceeWVbd5HrGjvHKctRMfvQ4YMYfTo5vvOQuT6vvfee+zYsaORFX6Uvn37NjsOPptRo0Y1e0yJRMLYsWMpLi5uco4cjXvhwoUtjuXkcjlTp07lgw8+aHHekUgIDaJ5hAZxZv+JpkH06tWrTYkO3VmDmDVrVpOJEpC4GkQ4HMZht1NWdAJL0UksJflYSgsoLy3E76mG2laBEkmYZKOawb2MmNOyyTCnY85II8VkRNbMANHrl6JWBJt8rafhCUhRy0WSQ31K7Sqyulkrj75JHvKqtByv0DHU7IzZfg9Z9KTpfKR3s7aK0RaafUzd6z5oLzIpKGShyLNTPC86tOCiq2kQlko7Xo+HQKj5sVtnaBCTJoxh67cH2bjqXUZPmtOhGm9TGkSUsxMdzoXQIFqH0CC6jgbRpkSHGTNm0L9/f06ePMkDDzzA0qVLWbRoEbNnz2bChAnNTl7OZujQoS2+npKSAkSqi5vC7/fzwgsv8MYbb7B79258vuYHNRUVLT80W7p5vv3227qfFy9e3KTVXlPUrzppDw899FBdpv6tt97KSy+91Kz1TVO0dH2j1xYaX9/9+/cDEeuSlibFSqWSsWPHsn79+rr3RJHL5UyfPp2VK1c2qJSI9sY0Go2MHTsWt9sNRLKBoh9Kq9Val73UUm/M9p5jaxMdouekUqlazBqTyWSMGTOmgShRn+j9s3LlylZXyLd077T3cxPtNwrU9Z1u7lpMmjSpWZGh/uehLf0rmzsnvV5P//79W72fjsLr9Xa7xf32kqjXokGygrMGj7MGt6sGj9Me+TfaBsLlqG3/cKYNhMftJFwrRDVoAVE/cYGIA4FKEUlU0KjkJKmVyJRZZGZqGJHRMFkhmjGqVqnRaFSdnqxwvgzNcLL2WCrlDgXpev95788XkHC4XM/4LBtd6DK0ikyDlxOV2pgKMl0ZlTzYoS4GXQmVPASE8QakaJWxF1xmjB9I/75pnCyo4IHH3mPpiu0sungMsycNZsLI7CarI5piaP+mKyijpCRFKj3tzqaFNL8/yAvvbuSNj75h98ECfP6mJ85utxu7q+XnyeihzbcO+3Z/ft3Pix98icUPvtTivqKUVsQuYQtg4IBsvnfJVD76citLn/8dAb+h2W2jlRT9+vVr0AtcLpc3WPg8F4FAgMWLF/Pee+8BkYrmP//5z81uX388Fq1Obg3tnZ9873vfw2QyYbVaWbRoERdeeCELFy5k1qxZjBkzpk1zlPOlvXOcthC9vkeOHGn1+N3n81FVVdVkVfK5hIr6tHesb7PZ6qpl/vvf/9aJVefifOesnYXQIIQGAV1Pg2iro0N31iByc3NbvBbx1iDcbjeW4nwsxccj/5YUYCk9jdteCSFPXTtBg05FvxQD5vRMMtLTMZvTSEtNbvWYDCIueN6gWKyL4vHLUMtF0kcUX0BClUvB+D6xHd/GG4kERmXa2XoqmX4md0zmTja3nEKrhjkd1EYwnmQavGyt1BIK0e30lfYSXdxvvs6/59CRmkxX0yAgomMHQs0n5XaGBqFWK5kyfhjrtx9h/84NjJ44p5l3nj/NaRAQGSNGk0PPhdAgWo/QILqOBtGmRAeFQsGKFSu49tprOXToEDt27GDHjh0AaDQaZs+ezU033cT111/f4g3XnH1elOiCUVMiYVVVFfPnz6+rcjgX0clscyQnJzf7msViadUxzqYlm7zWEBUYRo4cycsvv9zmBbSWrm/9fZ19fauqqoBIe4NzEbUejL6nPhdeeCErV65k586dOBwO9Hp9neAwc+ZMZDIZkydPRqPRUFNTw+7du5kwYQIbNmwgVJudF7WfjOU5tlZsqK6uBiIf5HM9OJuzWfT7/Vit1nMe62xaunfa+7mJng9E7C7D4TDBYLDJa9HS3z7Wn4fW2ud0JOFwuFu6GLQXj8fTYX+XcDiMz+fD7XZHnBQctoizgqOm1lXBccZdweXA43bVS1xwEA76I71Nw8EzyQrUJizUS1ZQKmRoVHLUKjlGtRK1SYlGrY8kKKjqJyrU/hv9uYlkha+OpzLU7KC3Mfa9JOOJWh5iSLqT/aUGZsegl+Xhcj3JGj8Zhu5VSQGQofeyu8iIxy8VlqpEBYbOm1AkMhJJJNnBE5B1SKKDQiFjxX/v5dr7XuDQiRJ27D3Fjr2nANCoFcyeNJibrpzC9QsmNFsxCKDVtLwAeGbs0LjlTJXVyfzbnqqrcmgJj8dDMNzywyTZqGv2NUtl+yaFLnfsnztjRg+jxu7gq63fcqCgeQeT6ELm2Qsvba2kKCoqqhMYLr/88hYFBuj8+UlqaiqffPIJixcvpqioiHXr1rFu3ToAjEYjF110EbfddhtXXHFFu/bfFto7x2kLsb6+Lc01z6a9Y/14zVk7C6FBtA6hQSSWBtHWRIfurEEYDIYWr0VnahAGg4Hvvl6DpeQUlpLTWEoLqKkqg6AbQj4IB1Ar5ZhT9ZizkjGnp5FhNpOennLOMVVriNqNq0SiAxC5HiLp4wwWpxKjOoCmG847U7R+ehk9HCwzMKHv+SVyhMOwr9RA/1QXOmX3S5QxqQPIpGGq3ArSdOdfmNIdUIuCizrU8kjrilCYmLds6WoaBIDf5yUQal7T7ywNYvKEMWz79iAbV77LyPGzO6wYrjkNAtpWcCE0iNYjNIiuo0G0udHy8OHD2bdvHytWrGDFihVs2LCBEydO4Ha7+fLLL/nyyy/55z//yeeff35Oq7z28NOf/rROYLjqqqu4/fbbGT16NGazGbVaXZf10q9fPwoKCgiHW+4V3tIksv4fcOnSpa3OhmnLzdQU11xzDR9++CH79+/npz/9Kf/5z3/Oa39tpTWZQy1d17N7ZF566aV1fS+jVRJKpZKpU6fWWUdGRQaIXL+2ZB61hmAwSDgcbpPYcL7Hi3LdddfV9YuMB/X/VvXtlJu6Fi39XaPnpFQqWy3yQaQnZ1N0ZvZdcwQCAYLBoEh0qOVcSR/RZIWos0JdsoKzBo/LUS9hIZqgEE1WiCQuhALeZpIVoj+fSVZQK2Vo1AqMKiXqJCUatS7iqKCOJiqoUKs0aLTqOrcFtUrR4mC7LfiDEuxeOSma7jmx7J/i4lS1hvxqDbkpLYvxLVHjkZFfreHCAd2vkgJAKQ+jVwWpdivopeheCS/toaPbNXQ1OtI2EmD4oN7s++x3rPhqLyu+2suG7Uc5cboct8fPlxsP8OXGA/zz1dV8/tJ9zVpDng8//fO7dQLDVReP4fZrpjF6aB/MqQbUKsWZMfesX+B2u5HJWhY0ZLLmx5fB4BlBd+mTd7RYeVGfZGPLk7L2MnPaBGw1Dtbv3HLObc8eN7c10SEjI4OBAweyZcsWPv/8c5588kkefvjhZrevP8Zcv349qamprTrO+czLZs6cyfHjx/nwww/5/PPP2bhxI4WFhdTU1LBs2TKWLVvGJZdcwrJly845UU50otd3+vTpPP/8861+X7R35dl0xni3/j3xwAMPcMcdd7Tqfa11QkgEhAZxboQGkVgaRFsTHWJBomoQ0LT20Ny29WmPBhEKhdCqVRzYtRlLcR6WknwO7YnY5LrsVXz02h8g5Ecuk5KerCV3QDLmtL5kZKRjTk/DoNe0upqurXgCUlSyUMwXp7oqnoAUVTdc1G8vVreC5G6qPwAMz3Cw9ngqlU4FqeexgF9co8LhkzG5nzV2wSUQEgkka/xYRaJDHSpRcFFHJDlMgjcg7ZCkqK6kQRSUVOP3+wgEm/9S7SwNQqNRMXncMDZ+e5gDuzYzasKsJt4ZO5oap7RFhxAaRGIhNIjY0K6Zl0wm46qrruKqq64CoKSkhC+++IJnn32WnTt3snPnTu6++26WL18ey1ipqanh3XffBSL9EZcuXdrstvUzyNtL/Q+tRCJp0UIwlrz99ttcd911fPTRRzz99NPI5fK6CouOJGpF0hoLkbKysgbvqc/EiRPR6XQ4nU7Wr1/PvHnzGvTGjHLhhRc26JHZ2t6Y7SH6oG/NBz0qElVVVTXb6yZKeXl5k79Xq9VotVpcLhdWq7XT7p2mqP83Kisra/FatJSNFf08+Hw+UlNT22Qdmaj4fD4kEkmni1DxpGGygh2Pqwa304bHZWfnt/soLzzAXmmgXvuH6L/2ViYrAIQbJCsYVEo0SUrUKl1tgkLEWSHipBBJVjjTBiJ2yQrng80jRy0PdtsqfqkURmba2V2URFaSB6WsZUG+KcJh2F9qICfZhUHV/SopoiSp/dg8cnp1M2eP9tDR7Rq6GkpZCF8HV5bIZFKuungMV108BoASi40vNuzn2bfWs3P/aXbuP83dv13K8mfvielxa+xu3v08Yp/3g4WTWPrP5ict1TUuPB4PckX7Jyypyfq6nyUSGDm4dSJDRyGRSFhwyWxe+3hXs9ukpaUBkT7k9WlrooNareaLL77gkksuYdu2bTzyyCPIZDIeeOCBJrevPz9RKpWdNsZUq9XceOONdT0qT548yWeffcbTTz/N0aNHWblyJb/+9a87Zc7SkaSmplJWVkZ5eXlcx+9tof494XK5ukzcbUVoEB2L0CBiq0GcS0c4m+6sQTidzhbn2+3VIMLhMDU2G2WFx7EUn8RSko+ltJDy0gKCXluk5UTIh0QC+CMV5GqVnOsXzsCcnkaySd/p7Qf9QSkKedvnXd0VT0BKmqr7uQK2F6tbQV9T+4sQEh2NIsSgNBf7Sg3M7l9Fex65wRAcKDMw3OxA0Q4No6tgUgeweXqOTnku1PIQHn/8dcJEQCoFuTRSgNJR7i9dRYMACPh9BEPtG7/FWoOYMnEMX+86xMZV7zJy/MwOSZpsToOAtukQQoNILIQGERti8q3Zq1cvbr/9dm666SamTJnCrl27+PTTT3G73Wg0mlgcAoBjx47h90eyGW+44YZmtzty5AgOh+O8jzd27Ni6n1etWtXq/pjni0Kh4L333uPaa6/lk08+4amnnkIul/PEE0906HFHjhzJtm3bOHXqFBaLpdmsK7/fX9cTqKmbWC6XM23aNFavXs369evZsWMHTqezrjdmlKjgsGnTJiorK9mzZ0+D38eSaJZRa8SGESNGAJE+T/v27WPMmDHN7vO7775rdj9jx45ly5YtbNmyBZfLFbfsslGjRtX9vGPHDq666ipkMlmTk/qoDWxTnP15uOWWW2IbaByIVtp0VMVGRxEOh/H7/bVtIBy1iQo1EZcF59muCo56CQsO3C4noaC3rtdoNEEhHA5xrCaLMl0xKmlEbFDIZWhUMtQqOelqFWpjxFlBo1ZF3BU06lqXBS1qTdRZQYlGrUyIZIXzweZWYNK0fqGqK5Kh92HS+Dli0TGqV9u/M0vtKmwexXlbTyY6Jo2fckfzPf96Eh3drqGrIZeF2z2pbi+9zEnc/v3p3HTVFKZ8/6/sOnCaT9ftxe3xoVHHLjP6WL4Fvz8ydrphwYRmtztyshSH04vb7UZxHokOY4f3rft51eaDLF44qd37Ohet/c6XSqUMHzKQZWuPArBj0+dMnHl53evjxo1j8+bNnD59mvz8/LoemW1NdICIlfaXX37J/Pnz+eabb3jwwQeRy+X85Cc/abTt2eOxtvTIrM/5jn369+/Pfffdxy233MKIESMoLCzkvffeS1iRobXnO3bsWA4ePMjRo0cb/F0TmfT0dLKysigqKmLNmjWEw+EuN7ZtD0KDiC1Cg7gwpufVVkeH7qxBVFZWtqjDtFaDWPq/V5g5ZVSk7URpAZaSArzOKgieScRP0qvon2bEnN6HDHMq5vR00lJN5JW/wfYDZajVaoYN6R+bk2wHgZAEubT7Ls62FU9AJlpX1BIOR4otRqm7twYxMNXJ6WoNp61qspNb10u+PscrdahkIfqa2v7eroRJ46fQJpxno6gVISqczbcU7GnIpWECnahDJKoGARAI+Np9LWKtQWi1aiaNGcLmXQc4+N1WRoydXvdarOZmzWkQ0HYdQmgQHY/QIDqXmK5EKRSKBpaB7ekP2BL1P6wt9fNoi8VHSwwcOJDhw4cD8M4773D6dOv6A8UChULB+++/z4IFCwD4xz/+wS9+8YsOPeZFF10ERBZRX3nllWa3++CDD7DZbA3eczZRoWDnzp18+umnwJnemFHq98j897//3eremO2hLQva8+bNq/v59ddfb3a7zz77jMrK5u3av/e97wGRCoZnnnmmDdHGlt69ezNs2DAA3n//fZxOZ5NCg9PprOvP1BSXXXYZCkVkYPmvf/2rzSJ+IhIPS9EoUWeFmpoaykqKOHX8IIf3fs3ubavZ9tUyvlrxPz5/71k+fO3vLH3u97z05MP859F7eOJXN/Hnh67hLw9fxb9+dS3PPXoTrz35Y9559ud8/L8/ser9J9m44jl2rH2dfVs/JH//GmyFO5A5j5CmLGdQRoAx/XVMGZnBnIm5XDZrOFdfOoHrvjebufMu5v47ruKRe2/kNw/dyq8fupWH7r2JH/9wMbctuZrF37+CqxZezCUXz2L2zMlMmnABo0cOZdDAfvTNMpOWakSvU3f5JAcAq0dOkrp72wRKJBFXh1PVWmo8bbO1ilRS6BlmdrTLDaIrYVIHsIpqijo6ul1DV6KzBYb6KBQyZk8aBEAgEMJaE9vqr0DgjOjs8jRfaff82xuBSD96ubz94tPAbDPDB0aqNN/57FtOFzfuvx4r1Kozn2evr+WxTP3vs8/f+w+H935d9/+FCxfW/Vx/Yt2eRAeI9JpcuXIlEydOBOC+++7jueeea7TdjBkz6ipln3/+eWpqatp8LKBBqyqvt/2ONUajsS7maM/QRCR6vuc61+j4HeDvf/97h8YUS6Jxnzx5kg8++KDd+2ntdUokhAYRO4QGETvaOs/szhpESUlJs+0pztYg/H4/hfnH2bV1JV9+8F+cpXvrCjT+8Y/H+WzpX9m5bimVedvopbUyaXgaC+ddwB0/uIxf/PRmHvzxEm68/ntcPHc6o0cOJTMjFbk8cezOA0EJcqlY2I/i8UtFokMtTp+MUFiCoZsnOsikMCLTzqEyPf4W7Oabwu2XcqxCy6he9na5QXQlkjQBHD5Zm69Rd0UtD+IVGkQd8dIhEk2DgIijQyDUvnujIzSIqZPGopB42fjlOw3GPrGaezenQUD7dAihQXQsQoNoHbHSINr0JNi0aRPHjx9v9nWfz1fX41Cv15Oenn5ewZ3NwIED6xaqm5v8ffrppzHtJ/mb3/wGiPSuv/rqq5u1CYTIH+PZZ5/F44lNZqlSqeTDDz/ksssuA+Bvf/tbXTwdwaJFi+p6u/zlL3+pq26oT0FBAY888ggAWq2W2267rcl91Rebnn32WaBxlUS0RybA//t//w8Ak8nEBRdccP4ncxZtERqmTp1a15/zmWeeqbO8rE95eTkPPvhgi/v50Y9+VGcp9Nvf/pYvvviixe23bNnCxo0bW9ymvdxzT8ROqrS0tM6K9GwefPDBFm0js7Ky6v7ee/bs4e67727xC9RisfDSSy+dZ+Qdy/kmOkSdFaLJCvknDnN47zd89/Uatn21jHWfvs7n7z3Lsv/VJiv88xGe/vOP6yUrLOKfv7zmrGSFP7Ly3X+wccVzbF/zP/ZtXUbe3lXYCrYjcxwmVWFhoNnPBf21TBmZwYX1khV+cOUs7vjBZdx7xzUNkhUevndJbbLCNSz+/kKuWngxl9YmK0yeOIbRI4fSL6c/meY0MtMM6HXqhBKE4oHVrcDUjftjRjGoguQku9hfauAc7aQbcLJKi0wSJju5+1prRklSB/AGpLiFVSIgbCPr05ECw6Ydxzie3/x3ss8XYMP2YwDodSrSU/TNbtseBmannxlzL/+6yW0+/Wov/3ljHUBt64rzcz75zY8jbgker5+r732O8kp7s9t6vX6eXboej7ftz+le6Ul1P5843fy4/my0kho+ePWvFJw8DEQW2saPHw/Af/7zH9555x2gaYGhqqoKt/vcz8ukpCRWrVpVt997772XF198scE2arW6bixeWlrKDTfcgNPpbHafdrudp59+utHv69t/nzhxotn3r1y5kpKSkmZft9lsbN++HYDc3Nxmt4s30fM9efJki/3gr7nmmrrFueeee46XX365xf3u37+fFStWxC7QdvKzn/0MlSryGfzRj37Et99+2+L2n3/+OXv37m30++h1aume6GyEBiE0iK6oQQSDwTbNM7uzBiGRSBq1lAkGg5SVFHHLkhsaaBBLn/0tL/31Tj55/VG+XvUKzpJvmX5B5LlUVunkUIGLB+66np/ddxO3Lrmayy+5kPFjR9I3KwO1SoGlsoaX3tvcIecTC4SjwxnCYfAGpN22VWRbsXoUGNUBpD1gXbuXwYtBFeRoua5N7ztYpqeXwUuKtvvrNGp5CLU8JNpX1KKudZUUROgoHaKraRAAAb//vK5FrDUInU7DxAsGUXZ6f4MiidbOvc9FcxoENNYhhAYRf4QG0ZCO1iDa9I25du1aHn30UWbOnMmCBQsYPXo06enpuN1ujh49yvPPP8+uXZFetj/84Q9jXimdmprK5Zdfzmeffcbnn3/OpZdeyt13302/fv2wWCx8+OGHvPbaa/Tv3x+r1dqiINBaFi9ezMqVK/nf//7Hzp07GT58OHfffTezZ88mPT0dp9PJiRMn2LRpE8uWLaOqqoqbb745BmcbQaVSsXz5cq688kpWrlzJY489hkwm449//GPMjhFFoVDwwgsvsHDhQux2OzNmzOBnP/sZ8+bNQy6Xs3XrVv7617/WTUT/8Y9/1E2iz2bSpEl1/SGjlRdN2UFGe2RGt5k5c2aH9Els64L2M888w+zZs/H5fFx00UU89NBDXHrppahUKr799lsef/xxSktLGTNmDN99912TThFGo5G3336byy67DK/XyxVXXME111zDNddcw4ABA4BIdcPOnTtZvnw5e/fu5T//+Q+zZs2K2XlHueeee3j11VfZvXs3q1atIjc3l48//pi+fftSUFDAs88+y6pVq5g4cWKL1pFPPvkkW7duZf/+/bzyyit8/fXX3HXXXYwfPx69Xo/VauXAgQOsWbOGzz//nFGjRvHDH/4w5ucTKwKBAFKptF4bCGeDNhAetx23096wDYTHhdvprGsPEQxE20AE6tpAQKjez5EvMrmstg2EUkaqRoVar0Sj0aBWJaGpa/tQ+69GXfuaCo1a0SlJBx6/FJU82O0z41tDICjB4ZNh6ubVFFGGmJ2sPZZGmUNJpuHcPVI9filHy3VM7mftEfeLXBZGrwxi88jRKEQPWbVCVFNEkUvDHVZls3bbYR595jNmThjEggtHMnpoH9JTDLg9Po7mlfH82xvZdSBS5fvD78+I+fdEarKey2eP5LP1+/h8w34uvf3f3H3DLPr1TsFSaefDlbt4bdk2+vdNw1rjjjg6KBr3TG8LixdOYuWmg/xv+TZ27j/N8Mv+wN03zGT2pMGkpxhwur2cOF3Opm+Ps2zVbqqsTm6+agqo2uYkMXZ4P9QqBR6vn98+9QlymYycPqlIa5XlrAxTkxacN157Oa+9s4K3/vsH7njon6Rl9OaNN95g0qRJOBwOFi9ezPvvv8+NN96IyWTCZrNx/PhxVq9ezQcffMC+ffvIyck5Z3wmk4nVq1czb948du/ezd13341MJuP222+v2+bnP/85a9euZe3atXzxxRcMHz6cH/3oR0ydOhWTyYTdbufIkSOsX7+ejz76CLVa3ciCcuzYsajVajweD7/97W+Ry+Xk5OTUjcOzsrLQaDS8/fbbLFy4kIsvvpj58+czcuRIUlJSsNvt7N+/n6effpqioiLgzKJWIjJt2jReffVVLBYLDz30EEuWLCEpKZL0olAo6uwhZTIZ7777LtOmTcPhcPDDH/6Q999/nx/84AcMGTIEhUKBxWJh9+7dfPrpp2zdupWHH364QXVNPMjNzeX555/ntttuo6qqiunTp3PTTTdxxRVX0K9fPwKBAIWFhWzfvp0PPviAEydOsGLFirqF1SjTpk0jLy+PTz75hP/+979Mnz69rsLCaDQ221agIxEahNAgupoGEd1XW+/F7qhBvPLKK4RCIZYtW8bHy97lwqkXIAl7OJ2fzzffHeNkYTW903QUV0TE8txMBXOnDMRsTsOcnoYpSc/9d3mZet3f2H+0mA9W7uHgiX9w1/UzGT8yG71WhdXu4sCxYtZsPczn6/czakhvfnjdjJifTywQiQ5n8AUlhJGgkgfjHUpCYHXLMXVzR8koEgmM7GVn48kUspPd6FXnvgeqXApK7CrmDWze0aa7YdL4sbkVpOl6xn3REqpaV8lwmB6hQZ2Ljkp06GoaRHmV/bxaV0DHaBDTJo9j++6jbPjyHYaOnoJEImn13Ls1NKVB3HDDDfTt2xefz8dbb70lNIgEQWgQnatBtFkFCIVCbNiwoa5qoimuvvpqHn/88bbuulU899xzzJgxg9OnT7Ny5UpWrlzZ4PV+/frx0Ucfcfnllzezh7bz8ssvk5GRwZNPPklFRQWPPfYYjz32WJPb6nS6FvsPtgeVSsVHH33E9773PVavXs2f/vQn5HI5v/3tb2N6HIAFCxbw6quvcvfdd+NwOPj973/P73//+wbbyGQyHn300RYfJAqFgqlTp7J27Vogkh1Wv59PlLOFh1j3xozS1kSHGTNm8Morr3DnnXfidrsb/c3lcjnPPfccGzdu5LvvvmtgvVOfiy66iJUrV3LjjTdSWlrK+++/z/vvv9/scY1GY+tPqg3I5XI+/fRT5s6di0ajwWKxNEpAmD9/Pg8//DCXXHJJs/vR6/Vs2LCBG2+8kS+//JKDBw/ywAMPNLt9R51PU/j9fjweD26nozZRwVabrODA7bTXJSZ43E7cbicel5PiCieWai/rP3yilckKUtRKORqVjGS1kt7pqgbJCmqVOvJv/YQFtbrTkhXOB09AJqopanH6Zcil4R5zPZSyMEPNDvaXGjDrKjmXznvIoidd7+tRE26DKoDTK4dWJIJ0d9TyEG5/Yj/POgu5NITb33FVNqFQmA3bj7Jh+9Fmt7l6/lgef2RRhxz/uT/9gBk3PMHp4ipWbjrIyk0HG7zer3cKHz17D5ff+fR5t66I8vLjN5ORZuDJV9ZQUe3gsee+4LHnmq5G1WlV7WqVZNCruf/mOfz9xVXsOnCaS27/d4PX1735EBdOHtLofb17p/P9783j7eVrePPZ3/DDh//FsGHDWL9+PYsWLaKgoIBly5ah0+nQaDS88MILbY4tSnJycp3QsGfPHu68805kMhm33HILEBmLr1ixgh/96Ee8/vrrnD59ml/96lfN7q+piaHBYOD+++/n73//O7t27Wo0/lu3bl3duNzv9/P555/z+eefN3uMe++9l/vuu68dZ9s53HDDDTz++OOcPHmSp556iqeeeqrutezsbE6dOlX3/1GjRrFlyxauvfZajh071uScsz6dOd5tiVtvvRWNRsNdd91FTU0NL7/8crPVIFKpFJ2ucSXlI488wgcffIDX6+VHP/pRg9duueUWXnvttY4I/ZwIDUJoEF1Jg4j+Ldqa6NCVNYhwOIy9pgZLcR6W4hNYSvKxlBQyf3IWu3btpLi4mJKSErbvbFjFNXVMNg/cOo/rH4i0LZk9YxIzz/oO1uvUbFj6CDc+/DJfbjzAweMlPPBY8y03jfrWLRTEg0BIKhIdavEEZMilIeQifxqItK5I0/WcuWaSOkA/k5sDZXom97O1uG04DPtKDQxKdaHpIRoNgF4ZxCnm3UCk2CIcluALSlDJxTNULgsT6KCCi66kQQAE/N7zTvqItQah12uZcMFAvt67l6P7v2XIqIltmnufi6Y0iGXLlpGWlsZLL73EkiVLWnQPaA6hQcQeoUE0pKM1iDbNvH7+858zefJkVq9ezbZt2yguLq7LrM/MzGTy5MncfPPNMZ3gn03fvn3ZtWsXf/vb3/j444/Jz89HrVaTk5PDVVddxU9/+lOSk5NjekyZTMbf/vY37rjjDl544QW++uorTp06RU1NDVqtln79+jFmzBjmz5/PokWLWp2B1RbUajUff/wxV1xxBV999RW/+93vkMvl/PKXv4z5sW655RZmz57NU089xapVqzh9+jShUIjevXszd+5c7rvvPkaNGnXO/Vx44YV1IsOMGTOaFF8mT55cV3UBse+NGSUQCLRZ/LnlllsYO3Ysf//731m3bh0VFRWkp6czffp0HnroISZPnlzX+zOajdUUc+fO5cSJE7z66qt8+umn7Nmzh8rKSqRSKenp6QwbNozZs2dzzTXXMGRIY2E9VvTu3Zvdu3fz6quv4nQ60Wg0qFQqhg4dys0338zdd9/dKtvKlJQUvvjiC7766ivefPNNNm/eTElJCR6PB6PRyIABA5g0aRILFixg/vz5bYoxEAjgdrvrJSvU4HHZcbtq8LgcuF32OmcFt9uJx+2qTWJwEvB7WpWsIJNK0agiyQp6hRlVpomRZj8adRJqtQqNutZJQauO/Bx1W1ApUCi67yTDGxD9MaP0xF6h2cluTlVpOFmlZWBa8/2nq91yimxq5gxM3B5oHUG0gkAQSXSodp//gnZ3oCNbV/z8zkuYfEEuq7ccZNvukxRbbFhqbRQz041MviCXm6+awuUXnns81l769kph10e/5m8vrOTjtXvIL6pErVKQk5XKVReP4ae3zCU5KTJJiTg6NHZBaCsymZS//fwa7vj+DF54dxNfbTvMqaJKahwetGol/XqnMGZYH+bPGM6ii8c26bzQGv76s6sZlJPB68u3ceB4CTa7m2Dw3M/9QQOzWTh/Kh+v/Jqlz/+OW+//G+PHj+fIkSO89NJLfPTRR8hkMrRaLZmZmWRlZTFjxgxuuOGGVlVS1Cc1NZU1a9Ywd+5c9u3bx+23345MJmPJkiUAaDQa/ve//3H//ffz8ssvs3HjRgoLC3E6nej1enJychg/fjyXXXYZV1xxRdPX4a9/ZdCgQbz++uscOHAAm81GMNiwqu6pp56qW+j89ttvKSkpoby8HJlMRt++fZk2bRo//OEPmT59epvOr7PR6/Vs3bqVxx9/nFWrVpGfn183/2iK0aNHc/DgQd566y2WL1/Ozp07KS8vJxQKkZqaypAhQ5gxYwaLFi1i3LhxnXgmLXP99dczf/58Xnjhhbqk5OrqahQKBZmZmYwYMYI5c+Zw7bXX0rdv30bvHzNmDNu2beOJJ55gy5YtlJWVnXevzPNFaBBCg+hqGoRUKkUmkzXpuHAuuoIG4fF4sBSfxlJ8nEpLpJquIO8wT/7y+xDyQsgH4SB6jZIRWQaMvS5gWJaCT9d8TX5xFWqVkqH9M7j5qqncvXgmG3ccO+cxU0w6vnj5fr7adpg3P/6GzTuPU1Juw+P1Y9RrGNAvnUmjc1hw4SjmzxjepvPpTISjwxl64py7JTwBWY+7HkPNDtYcS8PiUGLWN5/kUWBT4w1IGZjWvE16d0QtD1HpEvNuALk0UmTgDchQyXuG82pLyKShDtEhupoGAeffugI6RoOYPmUC3+49zoYv32LwyAlIJJJWzb1by9kaxP79+/H5Is/RyZMnM3nyZKFBJABCg+hcDUISbk+Kj0DQxcjPz6eoqIhp06bFdL8DBw7kxIkTLFmyhDfeeCOm++4ojh8/TnV1NRMnTuyQ/UeTFTxuF25HU20goskKznruCpHEhYDPUyuMBCJp2+EgLSUrqFUyNGolapUSjUZV2+pBdcZdQatGrdLU/qtCo1Yil0vrRKcj5TocXhnj+9R0yLXoSuwv1RMOSxjVq/l+ZD2F/Go1hTY103Os8Q6lUyl3KNheYGLeoMomRZZwGDbnJZOm8zEso2eJDOJZcYaSGhWHy3XMGVAV71DizulqNQU98FnRFHlVGsrsKqZkW+MdSqewftN21n99kIFj5rP4rt82WEg7evQodru9rselQCAQCHoWNTU1bNq0iQULFnTI/jtLgwgEApSXFmEpOoGlJA9LyWkspYXYKksg6K6bt6sUMsypesxpKWSYUzGnp2M2p6HVRBYCvjicztTsakwasTi1q8iIThFkiLlnzaWaIjLn1jA9pzreoSQEq46mMT7LRmoPck0EOFGpJb9aw4UDKpE2sVbpD0pYezyVUZl2spLim3jZ2RTZVJyo1DKrv/iMAKw9lsqoXvYWk2J6Ct8VG1DKQgzvYbpcUySyPvXFqg18s6+EG3/yDwaN6PhF6agDwuWXX45CIZKkBD2PjvPbFQi6OTt27ODEiRMATJkyJc7RtJ5gMHhOd4tAIBBpA+Fy4nHWbwNhj7R/aOCu4MTjcUeSGNyO2mSF+s4KTSUrSJBJJZFEBZWcJJWSzJRowoIRjVpVr/2DCo1aW/vvGWeF9lTINLoWoqKiDl9Qik4h+mNCz3W3SNf7Sdf5OFymY0xW44SXoho1Lr+MQS04PnRX1PIgFU4xUYCIu4VPuFsAUUcHcS0AZNIwwQ5yt0hEZs+YSI3dya49a1nxTjJX/uD+unGJRCJpl1WkQCAQCATnoiM0iFAoRFVFeaTlRHEeluJ8LKUFVFoKCQeckbl9yI9cJiHNpCW7fzIZ6X3rEhqMBk2Lc/NgGKQS8b0IwtGhPv6gFKWs5825myIcBk9A2mNaZ9YnN8XFqSoNp6o09E91N3r9WIUOvTJIb2PPSnKAqKtk93WVbStKeQhfUMy9QegQ9UlkHWL61Al8u/ddNnz5FgOHj43JOkZLRPcvtAhBT0UkOgh6BOFwuM1fKMePH2fgwIFNvlZZWcmdd94JRPqXXn/99ecdY6wJBoORNhD1khU8bjuHjuZht9uxnNyBxx1xUnA7HXXJCh6PE7/X3UyyQtRlIfKlKZVI0KgVqJUyktQKMlNUdckKalWts0IDhwVNzJMVzgchNJwhHAaJEKCAnmkbGWVEpoN1x1PJSXE3qLoKhOBAqZ7hGQ7ksp53n6iFyFCHRBKm590BTSOXdVzriq6GBHrUfSGRSLji0tk4nJ/z3eblGE2pzF2wpO41IS4IBAJBz6U92kOUjtQgwuEwNTYblqKTWIpPYik5haW0kPLS0wQ8NRGHhpAPiQRSjGqGZpnIMOdgTkvDbDaTkqxHKm3HwkpYQpyn/QlDMCRBJvQHAEIiAaYOX1BCOCxBJe95hSdSCYzMtLOzKIk+SR6U8jP3hNMn42Sllhm5VT3yGaKWh/AGpLVaXbyjiT9SIrqlIJLo4PKLRAcASQKrEEaDjnEjc9lxcBcnDn/HwGFjO/R4ItFB8P/ZO+8wqarzj3/u9Loz25e6lKUXQboNUVGwg6IYK/beNWoSNYnGmMRozE8lJioqNlSwUBSQoiAIIkjvy1K37+xOr/f3xzDDLtvrzO6cz/P4ODB37n3nMnPmnO953++b6IhEB0FC0BSxYeLEifTs2ZMpU6YwdOhQLBYLZWVlrF69mtdff51jx44B8Pvf/560tLTWCDuarOBxu8KJCk47blf5cUeFihPuCm4nHpcr/H+3A7fLUUOyQggIUew24Q8pOawvAqonK2RaNccdFczhpASdBr1eXyVZQafToY+TZIXmEJJBLYQGAEKyVKNVYCLi8StINSSWZWQEoyZIr1QXW/PNnN6jLLqg3ltsRK8O0tXiiW2AMUKnDuEVC0ng+Ia2LAYLCIuzYg0ZRpISK9EBwj3Yr7z0At796Au+XziLJEsaI8+YFOuwBAKBQBBjmpPo0FIahMvlovDogeMuDQcoPHaIwvxDeBwlEPIe1wmCJBk19EhNIjOjMxnpaWSkp5OWakWtbrkE37CfowCOr7mF/gCAjCQ+F8fxBpSoFCFUCbrczDT7SNH72VlkYmilVqrb8k10tboTtu2NThUiJEv4g1KVBJBERZJkQuI2AEKHqIwkxXcCzBmnjeKXrXNY+c1H9O4/rFX3UNrz/oxA0BKIRAdBQtAUsUGWZZYvX87y5ctrPebuu+/mqaeeqvM8wWDwRBsIVwVuRwUedwVul/14O4iIo4ITt9MZ/r/LgdvlxO911ZiscMJlISwbKBQSOk24DYRZqybDqjnuqFA1WUGn03HElQ5KPaN6+tFpVGg0qoT9MZRFdUkU4ehwAm9QgTZBHR0A+qQ5+W5vKkcrtHSxeHH5FOwtNnJaj8SspADQKkP4QwqCIVAmqAAVQSEhBIZKxPOiui2RkBMv0wHQaNX8ZtrFvPX+XBZ88i/MlhRUhlRRRSEQCAQJTlPX143VIHw+H0X5hyk8so/CY7kUHjtI4bFD2G2FEDxR+KDXqshMNZPZPY2M9NTjbSdS0WnbpjVboq4hTkaWRdJHBFGlfgJPILH1B4BBWXZW7EulR7KbJF2AIoeGIqeG8/oUxzq0mKFSyiglGU9AgSYB3T5OJryhLQYNSDw3xfqJ38+FJcnEsIE92LBzA7m7t9Cr39BWv6bQIgSJikh0EAhq4d133+Xrr79m5cqVHD16lOLiYlQqFenpaZw6bChTLplEvz7dWbX4E9wuOx6XE7fbEXZfcDmjf+fzukH2QaimZIXjjwk7K+i0KnQaJWadpkqyQvj/2rCTgl4fbgeh04fdFRqZrCAXmPAHJSxme/0HCxIGUVFxglAosStt1EqZgZkOthWYyTR72V5gpnOShxRDYlZSAFGL2ZAsoUzwJaVoXXGCsMAgRs4Iifq5MBr1XHfVxbw1+ws+m/UCZ19+PyqNIdZhCQQCgSBGNEdgrqxBHDt2LKpBZGZmMnLEqVwyaQKd043Meet5Co8doqz4KLLfCbIfQgHUKgXpyQZ6904Ot53ISCMjLQ2TSRez4obw7UjUWUJ1xMwxTEgUWkQJyaBM8Hth1gbpmeJiS76Jsd1tbMk30S/diTbBnQwUCpmQ2NwHxOZ+FSRAfC6A9vG5OPP0UWzcNoeV33zYqokOonWFINERiQ6ChECWZWRZxul04nG7cTtteKKOCnbcTnu05YPb5Qy7LLicdDE6mXJ2T3yerOPigf94gkIF+9Z/zL51VZMVJElCXylZId0SaQNhPO6soEWv14Uf63Xodfrw/7XqNnNWED93JxA2micI98iMdRTxgfhcQDeLh9xSA1uOmcl3aDg3pyTWIcWUyOdBjJ+idUVlRBXaCcKtKxL3hqSkWPjNlZOZ9dECPv9gJhMuvDbWIQkEAoEgRjSndcVZZ53F0CGDue3Gqyk8up/CY3kUHjtEceFhgt5S9q77iL0hPwoJUi16BnazkpneO5zQkJ6O1WJEoYgv+zGxtjqBLAMJvqEdQRatM6MIp9Ew/dKdLN2TxpZ8MyFZoleKK9YhxRyFKDKIIlpXnKA9bO63FfHeugLAajFzysBsNu76mX07N9O7f+u7OggEiYhIdBC0G2RZJhBoWkXxj6tXsfK7+XQy2k+0gajsqiCHiEwTJOlEGwidVo3VrEWXpqnirKDX6tDqtMfdFfTo9Tp0WjXaZiQrBNrIqS4UCk8C/EGxkgqFwhv84l6EXQzEvQgTlMW9AOiTamf94WQyjR6UkpzQ9yMyPju9SiRtYttGuv0KQrKELyAEuXKPCrdfmdDfjQglTjU2tzqh70VGZiaXXzyBf360lQ8+/JBhw4eTlZXV6PMoFAqUypbrjS4QCASCphMMBgmFGrdQj2gWfr+/Ua+TZZnXXnqG0oMbIOQLF1rIIawmLdlpFjLTu5OeFk5oSE1JQqWq/lsRlCEYd1NViUBISug5QoSQLBEU9wKAYEhCRqy54cQ9EPcCuiQ5yS0zMTiznKAsxeF41rZ4A0rKXGpMmgS/EUC+XYc3oKC71RPrUGLOMbuWUpcGf7Ai1qHEnHKPCk8g/jWZUSNH8fOWz5j135d56rnXUalab0vW4XA0+vxCgxB0BCRZ+JkI2gmhUIivv/66Sa89dOgQa9asIRgMotFo6NevHzqdDq1Wi1qtRqPRRP9Tq9Uxs3UUCAQCgUAgELRP9u/fz08//QTAVVdd1SSxoFu3bpx66qktHZpAIBAImsDWrVvZt29fm1xLlmXWr19Pbm4uoVAIhUJBTk4O/fr1w2QytUkMAoFAIBAIBIKWZcOGDezevRuAq6++Ou7ctwYPHkzv3r1jHYZA0CxEooOg3dAcR4cDBw6wd89u8rZ+x5F9G8iwqrnsonPolJnewlHGPzsLjQRCEoOzHLEOJeb8esyMQR2kT5qwxFt/yEKGyUt2ssiOXpWbTJ80J5lmX6xDiRn+oMTK/an0SXOws9DMqK42UoyNq0rrSASCEov3pDOxTxFqZWJPmxw+JatyU5jUryjWocScMpeKjUctnJPgrV0AjlVo2V9q4PQeZbEOJWYUFJbw1uyv8Br7M/GS6znjjDOadB5RTSEQCATxQ1McHWw2Gxs2bODcc89t0jUd9gp+/WkpG9YswVa4Hynkpnf3dEYMG0yf3tlxJ47Xx8Kd6UzoXYJe3UYWlnHMmjwr2cluOid5Yx1KzBG61AkK7Br2FBs5o2fizqMB7F4lqw+k0D/Dzq4iE2f3KkWrSuxxY+meNEZ2tWHVN00L70hsOGwh1eijR7I71qHEnP0leso9aoZ3EY4O7UGT2bp9N3MXrqLHwLO57u5nW20eJ8syixYtYsKECej1+ka9VmgQgo6AaF0haDdIkoRarW7Sa5VKJSmpaVzw6D/4YfEcVi6czawPvuTs04ZyxrgR7U4saA5KhUxIlhJ+sw5AKYFCQtwLwp8LcS/CKBTh/xL5XuwuMpKkC9A71U1QVrCjyMR4c2nCtiqIfBI0ShlVAn8uAJSSjCTJCf39iKBUhHtCinsR+Q1J3M+Fz+vni6+/RdKmMPny69BoDU2eswoEAoEgflAqlY0WfiN2wU39HUhOSeXsyVczftJV7Nu5iZ9XLWDX5jXkfr0Ci1HFiKF9GX7KYMxmQ5PO39ZIhOcJiTpHqIxC6A9RVAqZoNClgPDnQSaxPxeyDDsLTfRIdtEnzY3NHU7+SPSNXBnQqMT4GUElfkuA45ql+C0B4l+TKSouZdGSH7Bm9uHqW55Aq9W22rUitexqtVpoEYKEJHF2d+MMv99Pv379kCSJTz75JNbhdHgkSUKWZRQKBeMnTee2x14lLXsUy9bs4K33Pqe4uHGZ04ePlaEdeA+agXezO7eglaJuHSRObNolOhKyuBfHkSSQSdBd7JNQKWQCcd7frTVxeJXklhoYnGVHkiAn1YkvqOCgTRfr0GJG+PMgo1CIEUNGEpPH48iEf0cEYdrbqOn3B+l3/tNIfe7gkwXrm3weWZaZ/+0Kiu0y5112M527ZIsWaG3A4cOH0Wq1aDSaqA2oQCCoG6FBtA0R7aElzpMzYDjTb/s9D/7pfQaedjWPvbqaCTe/xe9efIc5cxey/8DhFrlWaxL+SRS/i4KqSBLIsvhcQDgRKBBK7BVWgUNDuUdNvwwnAIMy7Rwp11HmTtz6TFmGYEhCKcX3GN9WyIQ39wXhz4YkPhdARJOJT7xeH5/M/ZaAKpUrb3oSU5KlVefikfmg0CJaD6FBxDeJPZOKIf/+97/ZvXs3AwYMYNq0aTUeU1FRwYsvvsjpp59OSkoKWq2W7t27M23aNL755ptGXe/jjz/mggsuoFOnTuh0Onr06MH111/P2rVrm/1eKioq+Pjjj3nkkUcYP348OTk5WCwWNBoNGRkZnH322fztb3+jpKRuG6FQKMT27duZNWsWd999N6NGjUKr1SJJEpIksWLFigbFU1RUxN13302XLl3QarX07t2bL7/8skrbi07denH7469wxuRbOVquYuaseaxZt4lp9/0Hqc8dPP3KV3Veo2unZGZccRp+f5BHXvi0QXHFC2JBWQkpPEEUhH8MQuJeAKBTBfEEEvfncVuBmW5WNxZdeMxUKsJCw45CE/4ETQDxBBRoVSGxsCayqI51FPGBjLgXEWRZil+FoRb+/f4yducWMKB3J6ZNHlHnsQePlvLMv75i5JTnSR/9CLpB99DtzCc485q/c/tTb7P0x930HXYu486ZgizLUXHh2Wefjc5j6/uvofPcxvL44483+DqzZs1qcLyzZs2q9Tw1zcWfeuopnE5nvfFeddVVSJLE008/XedxXbt2ZcaMGfj9fh555JF6zysQCBqmQTgcDl555RUmTJhAeno6Go2GpKQkhgwZwr333su2bdsadc2lS5dy0003kZOTg9FoxGKx0LdvX6688kreeOMNHI6Wt61vzLhXGy6Xi169ekXP0aNHjzqPrzzujR49mtLS0hYd9yzJKVx14wPcfPMthGT4YZuL7Qc9vPfpEv795kf8uPYXXK74bYcg1txhJEkW9+I4kiT0hwg6VQhvQJGwn41gCLbmm+mf4UBzvCrboAnRO9XJ1mPmhL0v/qBESJbQJXj7jgghWRQZCGoj/j4Xsizz1cLlFNth4uW3kZ0zEGjYXDzCwYMHeeaZZxg5ciTp6enodDq6devGmWeeydNPP83WrVurXROqJjq05n7gyRQXF/O3v/2N008/naysLLRaLZ07d2bMmDE89thjrFmzpkHnWbduHXfffTcDBgwgKSkJk8lE7969ueiii/jnP/9JUVHNbXSFBiGQ5HhP/+6AOBwOevbsSXFxMR999BHTp0+vdsyaNWu44oorOHbsWK3nuemmm/jf//5Xp5Wix+Nh2rRpzJ8/v8bnFQoFzz77LH/4wx8a/0aOs3TpUiZOnFjvcWlpacyePZsLLrigxuffffddbrrpplpfv3z5cs4+++w6r1FcXMzYsWPZt29flb8///zzueCCC7jnnnuq2QQd2r+TebP/yc/rfuT9Bdvo1imZXYv/hF6nqfNaeUdK6DPxD/j9QX6c8zjjhveu8/h4YWehEZdfyakJbgEHsOWYCUlC9IUENhxOwqwN0DfdFetQYs7WfBMhWWJoJ3usQ2lzCh0afj5k4dw+xWhVJ6YHsgyrDySTbPAzKDPxvi/HKrTsKjJydu/SWIcSc8pcKn46ZGVSv+JYhxJz8u0adhSYmJAjPheHbDryyvTtpreww+mh54TfUVzm4KOXb2X6xaNqPfbf7y3jyZe+wFnHBtKZowfwzbJ1GIwm9u7di81mY+TIkTz77LP88Y9/bFBMDZnnNpZff/2VkSNHVkn2res6s2bNYsaMGQ069zvvvFPjvL22uTjA2LFjWbFiRa2Wnd999x3nnXcePXr0YPv27fX2Fs3Ly6NPnz74/X5+/PFHxo0b16DYBYJEpCEaxObNm7n00kvJy8ur9TwqlYq//vWv9Yp7ZWVlzJgxgy+//LLO4zZu3MiwYcMa9B4aQmPHvdp49NFHeemll6J/zs7O5sCBAzUee/K4l52dzXPPPcf111/fquPeNwvno/Dms/GnZbjKDqOSvAzs05WRw4fSrWtm3FT0zd+ewfjeJZi1wViHEnPW5lnJNHvpmSJ6zO8pMlDuUTOyW3msQ4k5/qDEwp0ZTO5XiEaVeBL93mIDh2w6xvcurVJYEAjBd3vSGJTloKvFE7sAY0SFR8UPuclcNKDmTb1EY1VuMtnJbrpZE++zcDI7Cox4gwqGdU48zfJkihwafj1m5rw+dRfXtjVr1//KNys2MnDMpUyb8VskSWrQXDzCv//9b5588sk6N+kfeOABXnnlleifg8Eg8+fPZ/LkyYRCoVbfD6zMp59+yl133VVnkfNll13GF198UevzXq+Xe++9l7feeqtOt7J58+Zx+eWXV/k7oUEIABLXAyqGvPHGGxQXF9OtWzeuuuqqas/v2rWLyZMnU15ejkKh4NZbb+XKK68kNTWV3Nxc3njjDb777jtmzZqF2Wzm1VdfrfVat9xyS3RQmzBhAg888ACdO3dmy5Yt/OUvf2Hfvn08/fTTdOrUiVtvvbXJ76lbt25MmDCBESNG0K1bNzp16kQoFOLw4cN89tlnzJ07l+LiYi699FLWr1/P0KFDq52j8iCmVqsZPHgwgUCALVu2NDiOJ598kn379mE2m3nxxRcZNmwYK1asYOXKlVRUVPDSSy/x1FNPVY29V39ueeRl/t43B4CzhqWzfcceTh02sE5xILtLKlecfyofL1jPc68tZMH/7mtwnLFEEi4GUVQKGW8wcSv3K6OQICicPoBwRUWpO/H6mYXkcCVFvwxHlSQHCI8bQ7LsfJ+bQrbVjSnBhEpPQCEqKY4TlCXhbHGcQEhCKdqZAO3P6eOND1dSXOagW6dkrrqwdjeH515bwB+Ou3z16pbG7VefyZhhPTEbdRw4XMzsz79jw85S+g0ehcFoAqh1UV7ffLZnz55NfDc1EwqFuO222wgEAmRkZFBYWNio13/77bd07ty51ue7du1a49/XNhd/5plnWLt2bY1zcQhb6t97770AvPLKK/UKDBDeTLziiiv4+OOPee6551iwYEED351AkHjUp0GUl5czadKkaKHFWWedxV133UWvXr0oLi5myZIlvPbaa/j9fh599NFazxM518SJE9mwYQMAF110EdOnTycnJ4dgMEheXh7r16/ns88+a9H32NxxL8LGjRt55ZVX0Ol0qNVq7Pa6NxJOHvcGDx5MUVERarW6Vce9V//vdRYsWMCEi29kx6bV/Lx6EZt3/8LmnQvJSDEyctgAhg7uj66eAo7WRrgYnEClkAmE2tGEqRVRKCAoPhdAuLe8UhHCE1CgUSXeOntXkZHR3WzV1pgqBQzMdLAt30SW2YMqwaS7iKukIExYhxCDBoR1CJXQIYD4bF1x6PAxFq/4mdSuw7jsNw9G95bqm4tHeO6556IJCL169eL2229nzJgxmM1mjhw5wu7du5k3bx4KRdVBsbIO0Vb7gQDvvfceM2bMIBQKkZGRwV133cUZZ5xBSkoK+fn57Nu3j6+//hq1unad3efzMWXKFBYtWgTAmWeeyQ033MCAAQNQqVTk5eXx66+/8umnNbuqCw1CAMLRoc0JBoP06tWLgwcP8vjjj/Piiy9WO+biiy+OfklqqpaSZZmbb745ai+7fv16RoyoLtKuXLkyWrlwySWXMG/evCruD8XFxYwYMYKDBw+SnJzM/v37sVqtTXpPdblKAHzxxRdMmTIFgKlTp/L5559XO2bdunWsXbuW0aNHM2zYMHQ6XZVKuPoqMXw+H1arFbfbzYcffsg111wTfe6NN96gsLCQ2bNns2fPnmqv/etf/8qTTz7J+LNO57LxOZQX7KZPdiqXTj4Xs9lQ6zW//u5XLr3zdSRJYue3f6Rvz8w670M8sK/EQIlTzejuInNeVBGcYHuBCV9QEhnBwOFyHbkles7s1T4qk1uK/SV6cksNTMgpqXUje9NRM96AgjEJNn7sKDDiCSgZLpxwOFKuZW+JkfG9hItBXpmeI+VaTuthi3UoMWd/iZ4ip5Yx3W2xDqVegsEQvc75HQePlvL4befz4uNX1HjcsjU7OfeGlwG4ctKpzP7HzWi14cW5LMt8Mf87ft1dyMQr7mPUWZeg0YQ3knbv3o3dbmfEiBFV5rFtveR65ZVXeOihh+jfvz9TpkzhhRdeABru6JCbm1uvVfvJ1DUXf+GFF3jqqafIycmpcy4+efJkFi5c2OBrfv3111x66aXhufjOnfTt27dRMQsEiUBDNIiXXnqJRx99FIBp06YxZ86casd89dVXXHbZZQAMGTKEzZs313i9G264gffffx+VSsXs2bO5+uqrazxOlmWCwSAqVcvU3zRl3DuZYDDImDFj2LBhA3/605946623yMvLq9XRoaZxr6Kigh9++IHNmze3+bhXeOwwG1bNZ9O6ZXjt+agVfob0787I4UPp3Cm9wddoSb7ZlcbobjZSDIH6D+7gbDpiRqsOMSCjfhvljs5hm479pXrOSrA1d20s3ZPK0E52Mky+WIfSpmw8koQ/KNWqT8oy/JCbTIbJR/8E+94ctOk42I4c81qbxbvTOLVLOWlGf6xDiTkbjyShVwcT7jtRE0crtOyOI/dVp9PNzHc+xaNM57ZH/0VGp+5Aw+biAMuWLePcc88F4Morr2T27Nm1OhH4fL6oBgHhTfuFCxdisViYMGEC0Lr7gQA7duxg+PDheL1ezjzzTL7++mssFkuD4q3M008/zZ///GcA/vGPf9TpHOf3+6skTQgNQhAhwfIhY8+SJUs4ePAgANddd12154uLi6NfrNNPP71GS1hJknj55ZcxGo3Issxf//rXGq/1t7/9DQClUsnrr79eLRkhLS0tOrCWlZXx1ltvNek91ZfkAHD55ZfTv39/AL7//vsajxk9ejT3338/Y8eORafTNTqOXbt24Xa7UalU1focjR07Fo1Gw969e6v1AT18+DDPPfccWq2W/701i7uefINhZ05jzxE3r781hy3bdtcqTk86azCpyeF/h3c+/7HRMccClSIkqgiOo1KKiooIOlUQb6D+73IioFMF8QQS6+fRG5DYWWRiSCd7ndX6AzIcFDs1FDpiWxnW1ngCSnQJVl1TG2F3C3EvAAJBCZVS5AtDpKqkfVQcLVm9nYNHw0LIdZeNrfGYUCjEnU9/AEC/XplVkhwANm3eya87DtF32Lmcdu7UKgv2UChUrbqirTl06FC0CuSNN96oVVBoaeqai0cEh/rm4nU51dXEpEmTSE1NDc/F33mneW9AIOig1KdBAKxevTr6uDYb20svvZThw4cDYZeampwOVq1axfvvvw/A73//+1qTHCCsa7RUkkNLjXv/+te/2LBhA/369eO3v/1tvcfXNO4pFApCoVBMxr2MTl2ZPO1OHnl+Npfd+AfSe47ll10lvPn+1/x31qds/HU7Pl/bJhyEXQwSa21VG0qFTFDoDwDo1EJ/qIxOFcKbYBqEza3iSLmOQXW0kpUkGNLJzt5iIy5fYt0fj1+BTi3W3RBOePEKl80owlnyBIGQhDpO7kUoFOKzL7/F7tdxyfT7o0kO0LC5eCgU4s477wSgX79+dSY5ANXmuqFQ+Pvxz3/+E2j9/UCA++67D6/XS1paGnPnzq01yaGmeCPs378/urd500031dse72RnCKFBCCIk1iwhDohURvTp04chQ4ZUe/7nn3+ObqpPnjy51vNYrVbGjg2LswsXLsTlclV53uFw8N133wEwceLEWu1lp06dSlJSEgBz585t5LtpHEajEQCPp3X6aZWXhzOA09LSqgkmqamp0eSJyHERHnzwQZxOJ4899hg5OTno9Houv+4hpt/xPIqknny+YDWfzvsGl6t63Gq1kksmhNtwfLLg59Z4Wy2OsEs8gbgXJ9CpQ3j84icBwiKDJ6BMKIvVnYUmUvT+eitItCqZ/ulOtuabCSXQ/fEEFOjUYlENkaQPcS9AWEZWpj3dizkLw1bqfXpkMKRflxqPWbxqO3sOhC3Pn7xjcpUkh8KiUhYuXUtSZj8uv+6ham3OAoFAi23cNZW7774bh8PBjTfe2Oi+9M2hrrl4VlZWteMinDwXbwxqtZpLLrkEgE8++aQpYQsEHZ76NAgIV0NF6NWrV63n6t27d42vifB///d/AJhMpnqFypakJca9vLw8nn76aaDhyRI1jXsqlSpq33vycRFae9zTaDQMHzeR2x97mdufeJNTz76GQncSXy7ZwD9fn82ixSspLGqbKmGV2NyPolLKBILiXgBoVeFWDYm05q4LnSqEO4H0GFmGLflmeqU6MWrq3sxP1gfobPGwrcDcRtHFB2LdfQJ/UCIkS+J+HKc9rb1bm0AwfpI+ln//E7lHKxg1/gqGjppQ5bmGzMUXL14cdR148skn60xyqIlgMBg9D7T+fuDOnTuje4/33nsvaWlpTTrPm2++id/vR5Kk6Dy8MQgNQhAhcWZRccLy5csBokkKJ1NaesJqJzOz7jYIkeddLhc//1x1k33dunV4vV4Axo8fX+s5NBpNNJZ169bh97eOBdSOHTvYtGkTQNTZoaWJZI0VFxdHB/cI5eXl0USHyEAO4Yy6zz//nOzs7Gq9evoPHcPdT81k4JhL2X6gnNfe+oRde3KrXXfssLAQlHu4OFohGM+IiooTKEWiQxTdcaFBAIbjC22HLzEqTCo8Kg7a9AzOaljbkp4pLkIyHCitv3dZR6Hco8KsFXa7AF6/qKSIIASGEwRDirgRGOpj+U+7gBPzt5r4dNEvACiVCqaePzz690cLbLz2zhc4Q0lMm/EEBqOp2msb0tKtNZkzZw7z588nJSWFv//972167brm4vn5+dHHDZ2LN5TIWiY3NzdaKSMQCE5QnwYBVLFc3b9/f63H7du3D4CUlBRSU1OrPOfz+fjyyy+BcNGGyRQeIwOBAHl5eRw8eLDG5Ijm0lLj3t13343T6eT666+PWv7WR03jXkRkPXr0aPS4WI57nbv14tLfPMAjz83mwt88TlLnU/lpaz6vvzOXd2bPZcu2PQQCrVc1LIoLTiC0mBPoVCFCsoRffDYAMGsDVHhjmyjblhyt0OL0Kemb5qr/YGBghoMCh4YSZ+093jsaFUKDiOIJKFAqQsJN8ThBoUNECYQkVMrY61O79uTyw7rtdMkZwwVTb6v2fEPm4p9++ikQdmKYOnVq9O+Li4vZu3dvtY36kwkEwuNFW+0HRuIFqjgplJWVsWfPHkpKShp1npEjR9KzZ08g7E5x+PBhcnNzcbvddb5eaBCCCGKG3YYcPnw42tdx1KhRNR4TcT2A6plGJ1P5+e3bt1d5bseOHdHH9SUWRJ4PBAI19qtpKi6Xiz179vDPf/6TCRMmRAebBx54oMWuUZl+/fqh0+kIBALMmzevynPfffcder2eXr16YTaHs4B9Ph/33nsvEO7nqddX37QzmsxMu/kJrrj5GYLaLnw0bzlfzF+Kx3NCoBk9tEf08Q/rW+7+tRZCaDiBuBcn0KqCeEVFBQAKCSw6PzZ3x19EhyspTPRMcWHSNkzgVChgSJadnUUmfIGO//3x+BV4AwosOiEygHC3qIxIdDhBe7kXh4+VceBweME9akh2rcet3RTe5BvUpzNGg4ZX311G73N+R5czfsuf/vsTL7y5mEmXXMGrr75aTRSozdFh4sSJpKamotFoyMjI4Oyzz+avf/0rZWUtV1Frs9mi8+wXX3yR9PSm92O/6aabyMzMRKPRkJaWxtixY/n973/PkSNHan1NXXPxjz/+GKDRc/GGMHr06OjjH374oUnnEAg6Kg3RIABuvfXWaJLW888/X+MxCxYsYOPGjQDccccd1Z7/9ddfo+6N48aNIz8/nxkzZmC1WunRowfZ2dlYLBYuvPBCfvyxZdo+ttS49/HHH7Nw4UKSk5P5xz/+0eDX1TTuRe7jF198AcTPuKfT6xl91iXc9eS/ufnR1xl6+jQO27R8vmgN/3x9NkuWraa0rKJJ8dSFWHOfQNyLE6gUMkpJFq6Sx7HqE0N/AAiEYFuBmYGZjgZvXOvUIfqmOdmSb04IzUqWw8UWVr3QIEC4W5xMe1l7twXxkPRRVmZn3oKVGFJ6cdUtT1XTAho6F1+7di0AgwYNwmg08uqrr5KTk0N6ejp9+vTBarUyaNCgGjUICOsQkWQHaP39wEi8FouFAQMG8MEHH3DKKaeQkpJC3759SUtLo1evXvzxj3+s1jYiQlFRUTTBety4cVRUVPDggw+SlpZGt27d6NWrF0lJSYwfP54FCxbUeA6hQQgiiBllG1J5MR/pbXkyAwYMiD5euXJlrefy+Xz89NNP0T+fnDl06NCh6OPabGoidOvWrcbXNYVZs2YhSRKSJGE0Gunbty+PPPIIBQUFADz66KNce+21zbpGbWg0GqZPnw7AbbfdxptvvsnatWv529/+xquvvopOp+PGG2+MHv+Pf/yD3bt3M2nSJC6//PJazytJEkNGjufup2aSM3wSm3YV8cbbn7D/QPheDenXBbU6LGb8uHFfq7y3lkS4GJxApQgJG83j6FQhZCS8QfGzAGDRBSj3dPyKiny7lgqPmn7pzka9LtPsI1nvZ2dR9WrmjobNo8KkCaIW1QNARGQQvUIhIjAIwQXaj9hSeZ42fGD3Go8JhULs3B/O/O/eKZmp98zkgec+Yf+h4irHbd++nQceeICJEydW6VNfW6LD0qVLKS0txe/3U1RUxMqVK3nyySfp1atXtAK6uTz++OPk5+dz2mmnccsttzTrXCtXrqSwsBC/309JSQk//fQTzz//PDk5OfznP/+p8TV1zcWfeeYZgCbNxetjyJAh0V6dLbV5KhB0FBqiQQAMHDiQf/3rXygUCj755BPOOeccPvnkE9avX8+iRYt45JFHotVl5513Xo3VT5WLLzweD0OGDGHWrFk4nc4qf79o0SLOPPNMXnnllWa/v5YY98rKynjwwQcB+Otf/1ql5UR91DTu/fTTTwSDQd544w0g/sY9SZLo3qsfU298lEee/4Dzpz2MLm0Qqzce5NX/fsr7H33Fjl37o72em4vY3D+BuBcnkCTQqYN4AonholgfFn0Ap0+JPwFam+wtNqJVhehmaVxb496pLvxBiYO2ju8s6fQpCcmScHQ4jicgXCUrI3SIEwRCipjqEH5/kE/mLsQrJTH1hsexJKdWO6Yhc/FQKMTOnTsB6N69O1OnTuWBBx6IOqlFqE2DgLAOUdk5rbX3AyPz/h49enDfffdx3XXXsXnz5irH5Obm8uyzzzJu3LgqTmcnnwNAr9dz6qmn8q9//atKMUggEOD777/n4osv5uGHH652DqFBCCKIHa025PDhw9HHtS2e+/btG012WLBgAatXr67xuJdeeoni4hOC68mDW+U/Rywja6Oyi0RtGVbNZdiwYaxdu5a///3v1XoZtyR//etfyc7OxmazcccddzBu3Dh++9vfYrfb0ev1PProo0A4MeT5559Hq9Xy73//u0HnTrKmcO2dz3DJdU/gljJ4b85iFi5eSSgkk2IJ38PD+bbWemsthlhcn0DcixMoFaBWhPCKigogMSoqgiHYmm9iYKajSZv4g7Ps5JXpqfB0bHGq3K3Gqm+dtk7tEU9AgVaIDEBYYGgv7Rpam/aS6HA4/8SCOSO15j6/5XY3oVD4vSxZvYMvl/5Kp/Qkrjovh+cenU5xUSErVqxgzJgxQDgh4LbbTthTnpzoMGTIEP7whz/w9ddfs2HDBtauXcu7777L+eefD4Srka+44goWLVrUrPe2atUq/ve//6FSqZg5c2aT59u9evXi0Ucf5fPPP2fdunWsW7eOjz/+mGnTpiFJEh6PhzvvvJM333yzxtfXNhf3+XyceuqpPPbYY0DT5uK1oVKpSElJAaqutwQCQcM0iAj33HMPP/74I1OnTmX58uVMnz6d0aNHc+GFF/LPf/6Tbt268d///pdFixbVqDFUbsP5xz/+keLiYi6++GJ+/vlnPB4PBQUFvP766yQlJREKhXj44YebNfa11Lj32GOPUVBQwLhx46qM5w2lpnHPZrOhUqniftwzGE2cdu5U7vvDf7jhwX8xYNSl5BZJfPLVD7z8+mxW/PATFfbGJURXi1URIpAAm7cNQegPVdGpQnhF+0wgfC90qlCHL7Zw+RTsLTYyJMtOY4dspQIGZznYXmDq8AkhNo+aJF0ARcd+mw1GtM+sSntZe7cFsb4Xi5asJN8W4OyLbiJnYM1JDA2Zi5eXl0cTTJcsWcKXX35J165d+eijjygrK8PlctWpQUBYh6js9NDa+4GRef/OnTt57bXXsFqtzJw5k8LCQjweD+vXr2fy5MkAbN26lWnTplVLoq28dnjllVfYt28fp512GitXrsTlclFaWsoHH3xAp06dAHj55ZeZOXNmtViEBiEAkejQphQVFUUfJycn13pcxCoyFApx4YUX8tprr5Gfn4/f72fPnj089NBD/O53v0Oj0URfc3K/mohlJFDluJrQarW1nqexXH755WzZsoUtW7awbt06PvroI6ZMmcKmTZu49tprmT9/frPOXx+ZmZmsXbuW2267jaysLNRqNT169ODWW28FiGZaPfjgg7hcLh577DFycnKAcN+e22+/nc6dO6PVaunbty/PP/98lWw4SZIYcfoF3PXUG2QPOod1Ww4z8505mI3he1xU2rAe97FEpZSRZYkWKtBo16iVYaEhEazvGoJOHcIjhAYArPqwo0NH/mzsKzGgVsp0tzZt3Ddrg/RMcbG1g9tH2jwq0bbiOMEQ+INCZIgQ6+qBeCLcGzP+70VR6YkFfHKSocZjnK4T8z6vL4DJoOWOKQMZNKAvN9z1DKlp6YwfP57ly5dzyimnAESrnqFqosODDz7I5s2b+dOf/sTFF1/MqaeeypgxY7jhhhv49ttvo4v0YDDIrbfe2uR5uM/n4/bbb0eWZR566CGGDBnSpPNMmTKFvXv38ve//52pU6cyatQoRo0axdVXX82cOXP46quvonPphx56qErPywi1zcUfe+wxVqxYEbWGbOpcvDYiIkPl9ZZAIGi4BgHhYon33nuPpUuX1vj8/v37+eijj6Lj3clUdm7wer1ccsklfPnll4wYMQKtVktGRgZ33XUXCxYsQKFQIMsyjz/+OHITJpItNe59//33vP32281Klqhp3AsGg9xwww3tZtyTJIle/YZy9W2/46HnZjNhyr1ISX1YsW4fL7/xMR9/toC9+w826d9KpRSb+xFEokNVtCqhP1QmEYottheY6ZTkIcXQtEKCLLOXJJ2fXUXG+g9ux9jcKqw6UWwRIdw+U7hKRggEFe1i7d0WxDLR4ZdN2/hlWx45Qydw1gVX13pcQ+biJ8+hzWYzK1euZPr06VitVvR6fZ0aBFR3dGjt/cBIzF6vF6VSyaJFi7jjjjtIT09Hq9UycuRI5s+fH012+PHHH5k7d26d73vEiBF89913nHXWWej1epKTk/nNb37DypUro4kZTz/9dLV4hQYhAJHo0KZUzlKqS2SYMmUKf/nLX5AkiYqKCu699146deqERqOhb9++vPLKK+h0Ol544YXoayJ9ZiLodLro4/q+mF6vN/q4qX1pIlitVgYPHszgwYMZNWoU06dPZ+7cubz33nvs37+fyy67jFmzZjXrGvWRlZXFm2++ybFjx/D5fOTm5kaTRwKBAN988w3z5s0jOzs7arlZUFDA2LFj+e9//4vNZqNXr17s37+f3//+91x55ZXVFvTJqRncdP9fuGDaQ1QELHiPJ5YUl7WOI0ZLErG3Egts0ChDINo1RNGqgkJoOI5ZGyAkSzh8HdOtwONXsLvYyOAmVFJUpl+6k3KPmny7tv6D2yk24egQxRtQICELR4fjeIWFZpT2Yp9ZajuxkE621JzooNNWFZjPH9cDWaHl3EtvpluvE30u9Xp9lT72kf6PlRMdrFZrnfHccccd0WTco0ePVlv4N5S//OUv7Nixg+7du0ftGZuCxWKpc5Pv4osvjp7f5XLx1ltv1XhcTXPxv/3tb9H1SkvMxU8msrYqKSlp9PsWCDoyDdUg8vPzGTduHK+//jqBQIAXXniBffv24fP5KCkpYd68eQwaNIhly5YxYcIEPvvss2rnqKxBAPz9739Hoai+tjjjjDOibTC2bt3K1q1bG/2+WmLc83q90WSJBx54gKFDhzbpPFB93OvTpw8zZsxol+OeOcnC+EnX8OCzb3HN3X8nZ/hkdh3xMfvz73j1Px+yas3POJ0NF8TDrTPFGhPCG/vCweAEOlUQj3CUjGLt4O0zS5xq8h0aBmY2XTeVJBiS5SC31IDD2zG1GhCukifjCSiFBnGcQFAiKEtoleJ+QOwSHY7lF7Fw6U9Ysvoz9YZH61xDN2QufvIc+p577qFXr17VjqtNg4CwDlF57tja+4GVY542bRpjx46tdoxCoeDvf/979M8fffRRreeAcPH3yX8H0KdPH+666y4gnFRQU1K20CAEYkbZhlT+otaXKfXkk0+yYsUKJk+eXOV1arWaKVOmsHHjRvr27Rv9+5MHysqJD/XZz1TOnqrP1qapXH/99VGLmnvvvbdKr522QKFQoFAocLlc3HfffUDYEicykD/xxBPk5eVxxhlnkJ+fz44dO9iyZQuZmZl8/fXXfPDBB9XOKUkS4865nDt++xoow+dxuZzkFxRXOzaeUEoAopIAjrdrUIp2DRF0qpDokXkchQTJej/FzrozYNsr2wtNZJp8pBmbt3hWK2UGZDjYVmAi2AHXWQ6vEl9QgVU4OgAnBIZW7EDVrhBtPE4QCLYP+8zKSQxuT83jn9lYNXEryaCkzykTOO3cqdWOPffcc6NJDTU5OjSEO+64I/p45cqVDX5dhJ07d0aTn//9739XsaBsDW677baokNOUeL1eb4vNxSsTWVs1N2lbIOhoNFSDuPfee9m2bRuSJDF//nyeeOIJevXqhVqtJiUlhcsvv5w1a9YwYMAAvF4vN910EwUFBVXOUVmD6NmzJ/369av1ehdccEH0cW0OEbXRUuPe888/z65du+jWrRvPPvtsk85RGyqVikAgPH9sr+OeQqGg35BRXHvXszzwx/c586I78Wm6s/THXfzzjY/4bN43HMg7Uq8IrFLIBIX2AIQLCwIhBQExfQQijpJCf4iQbAjrDx3RLVGWYUu+mT5pLvTq5n0BknQBulvdbM2vuQ1deycYgjK3mmSR6BDFIwoMongCChSS3KT2sx2RWCQ6uN0e5sxbjKzL4Kqbf4fBWPdeWkPm4icXMEdcEGqiJg0CwjpE5YSL1t4PrBxzXfEOGjSILl26VIv35HNoNBomTJhQ63mas3Zor3NxQeMQu3ttSHp6evRx5Wyu2jjrrLNYuHAh5eXlHDhwgH379mG325k7dy79+vVj8+bN0WMHDhxY5bVdu3aNPq6vT8yhQ4eij7t161ZvXE3lsssuA8IDaXP7EDcFlUrFO++8w969e5k0aRKXX345EM5wi2TA/etf/yIpKQmAAQMGRHv41OVCkZ7VFUkVHtC0Wj1vvvcl369eX63vULwgScIysTI6YZcYRacKiYqKSmSZvRR0QKeCMreKo+U6BmW2TKud7GQ3Sklmf2nN1dHtmXy7ljSjT9gCHkds7J9AtPGoSrCd9AlNTzmxgC8tr7nnuFarJj3lxIK7c/d+TLn+kRqrNHQ6HWlpaQAUFhYCjU90qDyHP3LkSINfF+Hll1/G5/PRq1cvXC4XH3/8cbX/KldLL1u2LPr3lcWNhpKRkRF9z02J929/+1uLz8XhxNqq8npLIBA0TIMoKytj3rx5AJx33nm1iowmk4nf/e53QHhNX7mKDKpqCZX1iJqofGxk/GwoLTXuvfjii0D4Pc+fP7/G80SOj7zfjz/+mGXLltUbo0qlIhgM22x3hHHPmpLGuZfeyMN/nsW02/9C90HnsjXPyaxPFvPafz9m7bpNuN3eGl8rtIcTaJQykiTjFZv7QFh/EA4XJ0g1+AiEpA7p6nDQpsMfVJCT2vi5Z00MyHBQ6lZTYO94hSlFTg1aVRCzVrRqiBB2UhT3A05oMqL4JEwgJKFsQx1ClmW+mP8dZW4lk6+8my7ZOfW+piFzca1WW+W4uubRNWkQENYhKm+4t/Z+YFPm/SfP+SufIzMzs852G81ZO3SEubigfjre7CmOqfyhLysrIzs7u0Gv02g0NR67atWq6OMxY8ZUea6yaLpz5846zx95XqVSRfvTtAaV339eXl6rXacuPvroI7RaLf/+97+jf7dr1y48Hg96vZ5TTz21yvGnn346AJs2barzvDabDYChp44jLbs7y9ZsYteeA0y5+DzS0uruhRoLVFH7SDFRFO0aTqBThSh2deyekI0h0+xlR6GJQAhUHeQjIsuw5ZiZnDQnBk3LbNBKEgzpZOeng1a6WTzomlmhEU/k27V0sXhiHUbc4PGLjf0IYVFWtPGIEAgp2lRgaCqVExjKyl1kd0mt8bgBvbMoKg0ng51/+W11VmlENrJUKhWyLDc60aEp/c4rE7Gc3L9/P9dcc029x//5z3+OPs7NzW1SJXRTYz5w4AAvvPBCq8zFI25xQmQQCKrSEA1i165d0ST9k7+DJzNixIjo45N1hkGDBkUfR8bG2qj8fGPGTGi5cS9i6fvOO+/wzjvv1HmO4uLi6LXGjx/POeecU+fxEUeHjjbuKZVKBg0/nUHDT6e48BgbVn3Npp+W8833W1n6/S8M7tedUSOH0jkrPZogKBIdTiBJJ4oLjBqhxWhF0UkVlArIMPnIt2ux6juOo6A/KLGjwMTQznaULfTPrVHJ9E93sDXfTLqpBEUHGmLy7VqyzD6xkX0cWQaPX9mhdKbm4BFJH1UIBCVUbdjGY9WaDew6UMwpZ1zJiNMvqP8FNHw/cNCgQaxYsQJo+Dy68hw6EAhUcXxv7f3AQYMGRZ0VmhIvhFtSqNVq/H5/q60dOtpcXFA7YkbZhgwZMiT6ePfu3c06V+V+NGPHjq2WeTVq1KhoFlRdtrI+n4+1a9dWe01rULnqq7VaZNRFfn4+CoWCRx99tMoAXl5eDhDN3KpMpLdy5JiaKCwspKKiAoDRY8Zx++OvcPqkWzharmLmrHmsXf9rs0XslkaIDScQ7RpOoFMHcfvFvYhg1gbRq4MUOTqOq8Phch1uv5KctJappIiQZvSTYfKxo7Dtx/bWwheQKHWpyTLXXJ2WiLj9SvRqsaiGcBsPnaikACAkQ1BuH44OQ/p1iT7efaCg1uOykk8snN2B2v+RKyoqKC4Otyzr0qVLrQv4uti+fXv0cefOnRv8ulhRWFgY7UHZ2HgfeOAB3G53q87FK6+3BAJBwzSIk0XSuvD7T1hpnzzWZWdn0717dwD27dtX53kqPx+xs+1IRBIdOvK4l5bRiQum3s7Dz73HlJv/SFbfM9m0t4z/vj+fN9/5lA0bt+LzBVApZPxCe4iiE4UWUfTqIB6/skO2amgqWWYv+R3MVXJ3kRGzNkinFl5X90hxgwS5pR3HMlyWI4kOQoOI4A9JBGVJFFwcx+tXintRiUBI0WY6xP4Dh1i2+lcyewzn4un31uj4WBMN3Q8866yzoo/rmkefrEFECAQCdO3atc32AxsaL4STk0+OF0CtVjNu3DgACgoK6nScbOraoSPPxQVVEbPrNmTkyJFRC5nG9pI5mWeffTYqMtxzzz3VnjebzZx77rkALF26tFa7mrlz50a/lFOmTGlWTPXx6aefRh+39QCwcOFC8vPz6datW9RuM4LFYgHCySOR6pAIERufmga9COvWrYs+PvPMM1GpVEy8fAY3P/QySZ2H8M2KTbz74ZeUlbWMTXxLIDLnTyDaNZwgSRfA7lUREkJDlI4kNARCsL3AxKBMR6s4VAzKtHOkXEeZu2OYRRU4tCTpAs3uIdqRKPeoSNJ1nOqi5iDaeJygPblbjBycjV4Xdi5av/lAjcds2ryDFPOJcWzu3Lm1nm/evHnRZNYzzzwzukGoVDY8afA///lP9PH48eMb/LoIs2bNQpblOv975plnoscvX748+vc9evRo9PXefPPN6HtuTLwLFy7kq6++Ijs7u9Xn4gKB4AQN0SB69OgRFWt/+OGHOs9XWTTt2bNnteevuOIKICxW/vjjj7Wep/LY2tjvbUuNe/WdQ5blaNVddnZ29O8i1XZ1oVKp2Lt3b0KMe2q1mlNGT+DWh//OnU/9j5HnXEeJz8rX323kpdfeZ+WKFeQXVcQ0xnhCaDEnMGqCyIDDJ4otImSavFR4VLg7iEbl8CrZX2pgcCd7iyeIKyQYkmVnV6EJbx2Jye0Jm0dFMCSRavTFOpS4odyjQq8OohbtRIHjjg5CowLCBRe+oIS2DRwdKuwOPv9qGRpzN6665Xeo1Q13Q27ofmBkDg2N0yAiBINBDAZDm+0HXnrppdH7UFe8K1eujBZK1DRnjbzvYDDIl19+Wet5mrJ2EBpEYtExZk7tBI1Gw+jRo4GqX4aT8fv95Ofn1/r8zJkzef3114HwF+naa6+t8bhHH30UCGd03XPPPdUsYIqLi/ntb38LhDOVbr311hrPExE+astUmzVrFh5P3dbeL7/8MgsXLoye74wzzqjz+JbE4/Fw//3343a7uf7666v0KwLo168fOp2OUChUrc/ohx9+CMCwYcNqPX/k31Kr1TJq1Kjo33fr1Z87n3iN0eddz4HCIG/M+owNG7fFhbuD2Nw/gU4t+kJGMGmCKCQZewfsCdlUIokOcfC1bTZ7io0Y1MFWa8Vg0ITonepk6zFzh7hfopKiKrIMNo8aq85f/8EJgGjjcQJPQIFWGWoXlrEajYrRQ8Mbc+tqSHQoLCplwZK19BkwnPPPnwiELc0rt4uLcOzYMX7/+98fP6+GGTNmEAwGkSQJpVLJli1b2Lt3b53x/Oc//+Gtt94CICsrq1aRob65eEtw4MABNm7cWOcx8+fPj1rA63Q6ZsyY0aBzR+biEF4TtNVcXCAQNEyDSEtLY+zYsdFj3n333RqPy8vL4/nnnwdAkiQuuuiiasc8+OCD6HQ6AO6///4aK7Nmz54dTRa46KKLauzr2xbjXmuzZs0aILHGvawu2Vw8/V4eef4DLr7uKZK7j2LL7iN8OX8x/3v3M37dshO/P7HdwYSj5AkUUrjYotwt2mdG0KhkUgx+CjpIscW2AhPdrW4srZQsn2HykWr0s7ODOEvm27VkmnztYl3VVpS71ViEBhFFFFycIKzlt77bRzAY4tN53+IMGrn8+kdIzejUqNc3dD9w6NChTJ48GWicBhEh0kKzrfYDU1NTo69dsmRJtfksgN1u58EHH4z++Y477qh2zM0330xGRgYATz31FAUF1Z03V6xYwfvvvw/A4MGDo60l6kJoEImH2M1qYy666CJWrlzJunXrsNvtmM3maseUl5fTrVs3LrvsMi677DL69esHwJ49e3j//ff59ttvgXBVwfvvv1/rgHPOOecwffp0Pv74Y7766ismTpzIgw8+SOfOndmyZQvPP/88Bw8eBOCvf/1rlT4+jeHZZ5/lkUce4YorruCMM86gd+/emEwm7HY7W7Zs4YMPPmD16tVAeBD+73//W6ul76xZs6r8uXIvnG+++YYDBw5E/5yTk9OghIkXX3yRffv2YbVaa3SS0Gg0TJ8+nVmzZnHvvffidrsZOnQoX375ZTSeG264odbzf/fddwCcd955aLVVFyMajYYLp91J/6Hj+GL2y3y9dD079+zn0snnYjYb6o29tdCpg3jF4hqIWEd2jEVkc5EksOgC2DwqLB2oJ2RzSDGEF1TFLjXpxva7uHL5FOwrNnJ6z9JWtdrvk+bioE3PkQodXVspoaItCISgwKGhTwu3+GjPuP0KAkFJODocJ1xJkdhCfQSPX4m2HVWVXHT2YFau2826zQewOzyYTeENOZ8vwKdfLCaoTuHKm57g4uuVjBkzBpvNxgUXXMBDDz3EpEmT0Gq1rFu3jhdeeCHalu3Pf/4zXbp0oby8PDrH3bBhA7feeisTJkxg8uTJDBkyhNTUVAKBADt37mT27NksWbIECDtA/Oc//4n2jY8FBw4cYMKECYwbN45LLrmEYcOGkZGRgSzL7N+/n88++4zPPvssmrD7j3/8o8GWkZG5+KRJk2pM5mjNubhAIGiYBvGXv/yF8847j2AwyIwZM/juu++46qqr6Nq1K3a7nZUrV/LKK69EK7JuvvnmqE5Rme7du/OnP/2Jxx9/nA0bNjB69Ggef/xxBg8eTHl5OXPnzmXmzJlAuErq5Zdfbt03HyO+//57AoFAwo57Wq2WkWdMZsTpkzi4fzcz/zeLwxVeDn+7jm++W8uwwb0ZOXwoqamWWIfa5uhUIeFgUAmrzo/No6J6ulPikmX2crRCG27N0I4pdGgodmo4r09xq15nUKadFftS6ZHSegkVbYEsw7EKHX2FBlEFm1uNVeiTUTwBBWnC8QMIJzpolCEUrVy7uGTZag4VujntgpsYcMq4Jp2jIXNxgFdeeYU1a9Y0SoOIEEl0aKv9QIA//vGPLFiwgIMHD3L99dezevVqpk6dSlJSElu2bOHFF19k586dANx11101JgSYTCZeffVVrrnmGvLy8hg1ahRPPPEEo0ePxuPxsGjRIl5++WWCwSAqlYqZM2c2KBFaaBCJhyTHQ3l5AnHkyBGys7MJBoO8++67NX5hiouLSU9Pr/M848aN48MPP6zXctbtdnPllVdG3RRORqFQ8Ic//IFnn3221nP06NGDvLw8gBrdCCo/Xxddu3bl7bffZuLEibUe05iKjRtvvLFaYsTJ5ObmMnDgQGRZ5ttvvyUzM5P+/ftXO66goIAxY8bU+D4uvPBC5s+fX2NseXl59OzZE1mW+eijj5g+fXqtsXjcbr75fCab1ixAL7m4cOJpDB7YJyZVKnuKDdjcakZ1q73XUKJQ4lSz4YiF8/u27uKrvbA130QwJHFK5/hptRJrtuab8AYUjOjafi1X1x+yoFLIDO/S+u/hkE3H9gIT5/YpbpUWGW1BXpmO/aUGzu7Vuokh7YmjFVp2FRmZ0Ls01qHEBb8cScKgDtI/QwhRB0r1HLNrGZdti3UoDeJIfhnZZz9FMBji3b/dxA1TwmLFF/OXsmlXIROvuI/TzwvbJ65atYorr7yyxqoCCM9bf/e730VdDkpKStiwYQPnn38+s2bNapDjQWpqKm+99RaXXXZZrcfUNxevj2effZY//vGPQNjC/eyzz652zIoVK5gwYUK95zIYDLz88svcfvvtDbp25bn4li1b6NOnT43HtcVcXCBIVBqiQQB88MEH3HHHHXX2xwWYPn067777bp39fJ988klefPHFWsesjIwMvvjii2hf3pNpi3GvIUTiyM7OrlJ0URe5ubncd999jBw5kmuvvVaMe4Stg4cPG0bernX8/ONiio/shICTnl1TGXXqEPr16YlS2U4XDo0kr0zHkXIdp/WwxTqUuCCvTM8hm44zepbFOpS4weNXsHhPGufmFGPUtJ9k4sqEZFixL5XsZDe9U12tfr1t+SZsHjWnZZe12/V7qUvNmjwrF/Qrarc6SmuwdE8qQ7LsZJrF5j7Ad3tTGZwp7gdAvl3DjgITE3JaT6Paun0Pn83/gexBE7jxvudRNDGroqFzcWi8BhFh+fLlDBgwgKysrDbZD4ywY8cOLr300jrdLG+++WZmzpxZZ8uP1157jYcffhifr+bPtslkYvbs2XXqJhGEBpGYiJ/ONqZLly7RL+QHH3xQ4zFWq5X//e9/XHPNNfTr1w+LxYJWq6V79+5MnTqVOXPmsHr16gb11dXr9SxYsIAPPviAiRMnkpGRgUajoVu3bvzmN79h1apVdQ5qDeG7775j5syZXH311QwdOpTMzExUKhUmk4nevXtzxRVX8M4777Br1646kxxag/vvvx+Px8Ojjz5KSkpKtHfyyWRmZrJmzRpuvfVWMjMzUavV5OTk8Mc//pG5c+fWmozw4YcfIssymZmZTJ06tc5YdHo9l1/3ENPveA5FUk8+X7CaT+d9g8vV9lXPOtEXMopOHb4XIuUrjEUXoFy0rqhCdrKboxU6fO2072OxU02hQ8OADEebXK+rxYNeHWRvcewqk5tLXpmebKu73YokrYHNrcLajitkWhrRuuIEnkD7uhddspK57NxTAPjgq7Dd4KbNO9i04xB9TpnAaeeemM+dccYZbNu2jWeeeYZTTjmFpKQkdDodPXv2ZMaMGWzYsKGKwOD3+6OODhdeeCFvvfUWt956KyNGjKBr167o9Xp0Oh2dO3dm8uTJ/Otf/2L//v0NWqy3NiNGjGD27Nncc889jBkzhu7du2MwGNBoNGRmZnLOOefw/PPPk5ub2+AkB6g6F69NYIC2mYsLBIlKQzQIgGuvvZadO3fyhz/8gXHjxpGSkoJKpcJoNNKvXz9uvPFGli1bxkcffVRnkgPACy+8wOrVq7n++uvp0aMHWq0Wi8XCqFGj+POf/8zu3btrTXJo79x///3Y7XZycnLEuHccnU6HpFAwdsLl3PPUa9z00L8ZPG4qB0tVzPl6FS+/PptlK9ZgK+/4yfY6VQi3cNeMYtH5KfeohB5TCZ06RKbJy8Eyff0HxykHSvXIMvRMaf0kB4C+6U7sHiXH2nHLjwNlerpZPSLJoRL+oITTp8Kqb7/uqi2JLB/XIdqRm2Jr4vErW7WNR1FxKV99swpTeg5X3vTbJic5QMPn4tB4DSJCxNEB2mY/MMKAAQPYtGkTf//73xkzZgwpKSloNBq6du3K1VdfzbJly3jrrbfqTHIAuOeee/jll1+46667yMnJQa/XYzKZGDp0KI8//ji7d+9usG4iNIjERDg6xIC1a9cybtw4lEole/fubVDCgqD57N69G7vdzogRI1rkfKFQiAEDBrB7926ef/55nnrqqQa/1umws+CT/2P7hiWY1F4umXQW/fr0bJG4GkKRQ82vx5I4r09Jm10zXgnJMH97Buf2ab/Z8i2J3atkxb5ULhpQKPoCVmJVbjJZZi85aW2zUG8pZBlW7E+ha5KHPultF3uZS8XqAymck1OMoZ19r8rdKn7ITeGCfkWolWKKFGFNnpUss5ee7dxCtaVYsjuNYV3K23VLm5Zi01EzGmWIgZntx91i7cb9jLvqRZRKBWs/eYRvl/6APq0vdz7xGgZj03v85uXlcfjw4Qb1jBQ0n+bMxQWCRENoEG1LYWEhmzdv5rzzzmvR87bXce/HH3+kS5cuZGdnV/l7h72CjT8uYsOaJdgK9iGFXPTpkcnIYUPI6d2tWZsK8YrDq2T5vlQuHlAokqqBUAgW7MxgQu8STFrRFi5CgV3DxqNJnN+3uN3pMr6AxNK9aYzoUt6mVed5ZTp2F5k4J6eY9mYQ4wtKLN6Vzpm9Stt1+42WptipZsNhCxf0Ew68AN6AxDe7MriofyEqoVWxs9CIy6/k1FZwrvV5/fz3vc8pceu58f6/kZ0zqNnnbM25uCzLLFiwgPHjx9faFkPQMrTXuXgi0M5++jsGY8eOZfLkyQSDQV544YVYh5Mw6HQ6PJ6Wc0/45JNP2L17N6mpqdx3332Neq3RZGbazU9wxc3PENB24aN5y/li/lI8nrZZBOjUITx+pciaBxQSGDVBnD7hYgBg0gSRJBm7V9yPyvRMcZFbamh335m8Mj3BkESvNrCLrEyyIUDnJA/bC9rfBHtfqYFuVrdIcqiELId7Y1p0YlMfIBgCl1+BSSPEWAhXUrQnRweAscN7MXn8YILBEA/+eTZBdQpX3vREs5IcADweDzqdroWiFNRHc+biAkGiITSItiWiPbR0XVF7Hfdq02JM5iTOvOBq7n/6Ta699yX6jriIPUeDfPjFcv4180O+X7UOu719JZrXh0ETRJbB7RdyLIBCAUnaADbhKlmFDJMPlULmaEX7m1fuLDKRove3ubV+d6sHtTLEvhJDm163JThYpsei94skh5OwudXCzaESDp8KnSookhyO01rOkrIs89WiZRRVhDjvsltbJMkBWncuHggECAaDQotoA9rrXDwREDPrGPHiiy+iVCp55513OHjwYKzDSQhaMtFBlmWef/55INz/synZcpIkMWTkeO5+aiY5wyexaVcRb7z9CfsPHGqRGOtCpwoRlCUCoXaWGt5KmLRBHF5hHwkgSWDVBbC5hdBQmU5JXkIy5LcjK0R/UGJHoYlBmY6YVDQMyHSQ79BQ4qzbniye8AYkjpTr2sxis73g9ivwByUhvBzH6VOilGh3m/uthSfQPu0zX3xsKgoFrNl8jEFjLqF77wHNPqdIdGg7WmIuLhAkGkKDaDt0Oh3BYLDW1plNoT2Pe1qttk4tRqFQ0GfQqVxz+9M8+Kf3GX/p3YQMPVn2015envkRc+YuYv+Bwy2eOBILFFI42cEhCi2iWPV+yt3tZ83YFkhSuNhif0n7al9R4VGRV6ZnUFbbt6GRJBiSZWd3sbFdJRKFZNhfaqC30CCqYfOI9pmVcXiVotiiEt6AEp2q5e/Hug2b2brnGANGnM+4cy5v0XO31lzc4/GgVCqjrSsErUN7nosnAuLTHyOGDBnCrFmz2Lt3LwcPHqR79+6xDqnD05KJDseOHePKK6/kN7/5DXfddVezzpVkTeHaO5/hlx8X8+3cN3lvzmJGD8vhvLNPR6Npna+oSiGjlGQ8AQVqpZgkGTUBITRUItwnUw20nANKe0chQa8UF3uKDWSZve3CZnRXkRGLzk+W2RuT6+vVIfqmOdmSb2Z8r9J2cc/2lxhINfhI0olxsTI2jxqzNtDuLEBbC4dPhUkbaBef6bagtSopWpugt4LLxvcGQ1cyurdMlYbH4yEtLa1FziWom5aciwsEiYLQINoOtVqNQqHA4/HU25O4obTncU+n01Fc3DDrcUtyChMuuo6zJl3D7q3r+HnVQrbvWM/2vUtItegYcUp/hg0diMHQfhLQT8akCRdaZDTPSKrDYNEFONIOnQtam+5WDzsLTZQ41aS2g3Z5sgxb8k30THFhjlEbklSjnyyTjx0FJk7t2vJ29q3BsYrwWJaVFBvdJp6xudV0swhdMoLTp8KoFYkfETz+ltchDh3O59vlP5PadRiXXfsQUguLPq01F/d4PGi12haPV1CV9jwXTwTEzl4Mue6662IdQkKh1WoJBAIEAoFmZ7h17tyZZ599tmUCI+zuMOL0C+jVfzhfzH6ZdVt+ZG/uHKZcdA7duma12HVOXA+0qiCegCJmC5B4wqQJcrSi/QolLY1VHyC3tH1VDrQFPVPc7CsxkG/X0inOF6F2r5LcUgPje5XEdDO2d6qLvDI9B216spPdsQukAXj8CvaVGjgt2xbrUOKOcrcKi14sqCM4vUqMopICCAua3oCiVSopWpPColIWLFnLGaefzp1PvNbslhURvF6vcHRoI1p6Li4QJApCg2gbJElCp9Ph9XpbrNqrPY97TSk6USqVDDhlHANOGUdpcQEbVs1n40/fsXjVdpat2sigfl0ZOfwUunbJaHfCvkkrCi0qY9X72VZgQpYRicSVUCtleqe62F5o4oweZXF/b/LtWio8akZ3K49pHAMz7Szbm0YPl4sUQ3yvYUMy7Cg00TfNiSLO/33bGn9QwukTOkRlHD4lKaKVRxRPQIG2BZ0lnU43n365BKWpM1fd8hQ6fevo4q0xFxfOkm1De56LJwKiNk+QMGg0GiRJwuuN3w3K5NQMbrr/L1ww7SEqAhbe/mgBS5f/SCDQ8hsIOnUIj1+0a4Cw0OAUQkMUi85PhUdNqP07g7YoKqVM33QnOwrDIkw8sy3fTHayO+bOBEoFDMpysKPAiD8Y3yv3XUVGMow+Ugxi4XgyNo8aq07clwgOnwqTRgguEE5yAAltO3J08PkCfPrFYoLqFK686YkWS3KAE5UUAoFAIBDU164hkWiuu2ZKWiYTL7+Fh//8HlNv+SOd+4/n170VvPXhQma+PYf1Gzbj9fpaMOLWxaQJ4vQJLSZCkjZASJbEPamB3qkuHF4VBQ5NrEOpk2AItuabGJDhQK2MrVhi0ITISXOyNd8c97rNwbLwRmr3OC8KiQXlHhU6VbBdOge2Fk6vEpNwdAAqF1y0zOcjFArx+VeLqfBqufjq+8nsnN0i520rRMGFQCASHQQJRKSqIt7FBkmSGHfO5dzx29folHMaqzbs581Zn5Jf0DCrx4aiU4WOb1AIjJogLr+CoJg/A4RdPiQZh1ckf5xMj2Q3wRActMXvBLLArqHUraZ/uiPWoQDQyezFrAuyu8gY61BqxeFVctCmZ0BmfNyzeEKWw5aRVlFJEcXhU2ISbkgAx1tghdpVW5OFi1dSVBHinEtm0L33gBY7ryzLopJCIBAIBFHag/bQVkTcLeRm7jqqVCqGjjqbmx98kbt//zajz7seWyCVBcs389LrH/D1wmUcy29Z3aQ1MGoDOLxiUz+CQgFmbYByj9AfTkatlOmb7mB7QXwXW+wvMaBSynHj4piT5sTtV3K4PH7n5YEQ7CwyMjDDIdwcakBoEFWR5XDBhXCWDOMNKpCRWsxZcsUP69h/pJyRZ03hlNETWuScbYnQIQQCkeggSDDak9iQntWVWx7+BxMuv5til4E33/uS71evJxRqmd14nSqI2y+GAAgnfSgVsqggOI4kgVUXoMTVMv1kOxIKBQzIcLKryBSXiTEhGbbmm+mf7kCjig8lRJJgcJad/aWGuBX0dhaa6GrxiFY+NeD0KfGHJJKEo0OUcOsKIbpAONGhPVXZbNq8g03bD9LnlAmcft4VLXpun8+HLMtCYBAIBAIB0L60h9ZGp9MhyzI+X8u5LmR06sqFV93NI8/P5tIbfk9aj7Fs2FXMf977iv/O+pSNv27H74/Pub1JE8TlV8blejJWJOv9lAr9oUbCxRYKDsXppr3Hr2BXsZEhWfa4aa+hUsCgLDvbC0wE4tRZcn+JAb06FPdtUWNFmVu4SlbG7Vcgy2BUx+fvWlvj9StQK1qm4GL3nly+/2kbnXuPYtKVdzT/hDFAOEsKBCLRQZBgtDf7SKVSyfhJ07ntsVdJyx7FsjU7eOu9zykutjX73GEXA5ExD+GNWJMmKPpkViLT7KXALiZJNdHF4kGjDJFbaoh1KNXILTUgSdAjJT4qKSJYdAG6W91szW+ZHsUtic2tIt+upX+GcHOoiQK7lnSjD5WYMQLhXqHeoBKTqKQAwOlTtZukj6LiUhYsWUtSZl+mXP9Ii/fz9nq9qFQqVCoxlxAIBALBCRcDQVjX0Gq1OJ3OFj+3RqPh1NPO5/bHXub2J97k1LOvodBt5sslP/PSa++zaPFKiorLWvy6zUGnCqGUEIUWlcgw+ShwaOPatSBWKBXQP8PBzsL4LLbYXmgi0+QjzRhfm9JdkrwYNEH2FMefbuMLSOwpNjIwI36SQ+KJUAgKHRoyzOI3NILDp8KgCaIQugwATr8SQwtoMmVlduYuWIk+uSdX3fK7druWF44OAoFIdBAkGO21qqJTt17c/vgrnD7pFo6Wq5g5ay5r1//aLOtHkzYYt9XVscCsDWAXVolRssxeipwaAnG4kI41kgQDMx3sKjLGlSuKNyCxs9DI4Cx7XFof9s9wUOpSUxhH/UVlGTYfM9Mz1YVeLT7sNZFv15JpEgJDBLtXhVYVjBvHlFjj8LaPpA+fL8Ccud8SVKdw5U1PYDCaWvwaoopCIBAIBJVpb0UWrY3JZMLhaN3E4s7denHpbx7gkec+4MLf/BZz5+H8tDWf196ey6zZc9m6fQ+BQOznLZIEJm0Au2gVGSXd5MXtV+IQyR810tXiQa0Msbc4vtpBlrlVHC3XMSjTHutQqiFJMCTLzr4SI05f/Og2ADsKTaQY/KSb4is5JF4ocWlQKmSsuvaRUN8W2NvJurutaAkdIhAIMmfeN3ilJK648XGsKWktFF3bIxIdBAKR6CBIMNprogOE+1FOvHwGMx78J0mdh/DNik28++GXlJU1bUFh1ARw+pSExF4NEK44t4lEhygmTRC9OkiRQ2za1ESGyUenJC+bjibFTdXJzkITaUYfGaaWs4RtSbQqmX4ZDrbkm+Nm3NlbYsAXVNA/Xbg51IQvKFHiUpMlKimi2NwqIbhUwuFTYmoHLV8WLfmeInuIcy6ZQffeA1rlGh6PB71e3yrnFggEAkH7Q6/Xt1vtoTUwGo2t4uhQEzq9ntFnXcLdT/4fNz/6GkNPn8Yhm5bPFvzIy298wNLlqymzxXZj1qILUO4RrRoiqBSQbvSRL1wla0SSYFjnCvYUGymPE91KlmHLMTO9U50YNPFZNGDVB+hi8bCtIH6cJYscGg6V6xjaKf6SQ+KFfLuGLLNXuF1UotytxqIXiTERHD4VJm3zdJmFi1dyrNTH+AtvIGfgqS0UWWzwer0i0UGQ8IhEB0FC0RHsI7v3HsCdv/0/Rp17HQcKg7wx6zM2bNzWaHcHgzqEJIFLZMwDYNX7sbmF0BBBksKuDkJoqJ0hWXYqPCoO2mI/mSz3qDhk0zMoM7437HumuEGG3NLYbwbavUp2FZo4tUtFi/T164gU2rUk6QJxK1zFAptHCAyVaQ+tKzZt3sHGbXnkDJ3A6edd0WrXEY4OAoFAIKiMcHSoSls4OpyMJEl079WfqTc+ysPPzWbilQ+hTR3Iql8O8q835zD746/YuXs/oVDbz3XD+kN8bFjHC0J/qJtkfYBeqU42HkmKi8KBI+U63H4lfdLbJoGpqQzIcFDk0FDsjL3e5w9KbDyaxKBMB0ZRnV8jshx2lRTFFlWxedSi4KISTq+yWd+hjb/u4JeteeQMPZuzLpjegpG1PYFAgEAgIBIdBAmPkPYFCUV7dnSojEar5aKr7uL6+15El9KXr5eu58NP52O3uxp8DkkCoyYo+kIex6IL4Ako8QZEynCELLOXArsmbhwL4g21UmZY5wq25ptj2sJClmHrMTM9U1xxX1mtkGBIJzu7Ck0x/a6FZPjliIWeKS5SDGLTujby7VoyhcBQBeHocIJACNz++LbQLCouZcGStSRl9mXK9Y8gtWJZkLCLFAgEAkFldDpdVHwWxCbRoTJGk5nTJ17JfX/4D9c/8DIDRl3K/kL4+MsfeOWND1jxw09U2Ntuw9aq82PzqMVauxKZZi9lLrXQZOqgX7qTkAx7imLbwiIQgm0FJgZmOlDF+c6CTh2ib7qTLcfMMf++bS8wYdQE6ZHsjm0gcYzdq8QbUJJujE+n0lgQCIXvi1UUXERpjqNDfkExC5aswdKpP1NvfAyFIs4HsXrweDwoFArU6tgncwkEsaR9f5MFgkbS0aoqevcfxt1PzWTYmdPYc8TN62/PYcu2PQ12dzBqAjh8oooAwpvWRk1AuDpUIsXgJ4REmbgntZJp9tE5xi0sjtm12H1K+sZ5JUWEDJOPFIOfnYWmmMWwr9hAICjRPyO+HTBiSSgEBQ6NqKSoRFhgUAmB4ThOnwqlIoRWFZ+OHz5fgDlzvyWoTuHKm57AaGpdy1qR6CAQCASCymg0GiRJ6lD6Q3OItK5orBNlSyNJEr37D+Pq237Hg396nwmX3wPmHFas28crMz/m488WsHf/wVaPM0kXIBCUYpowH2/o1SEsugAFon1mrSgVcGqX2Lew2FNsRK8O0tXSPsa3XikugrJEXlnsnCULj7esGNa5XLRkqIN8u5Z0k1e4blaiwqNGqwyhi9N1d1vjC0j4goomFVx4PD4+mfstsi6Dq27+HQZj7HTJliLiLNmaRR0CQXtA/GwIEgqdToff7ycYjN/qw8ai0+u5/LqHmH7HcyjMPfl8wSo+++JbXK76FxwmTRCHVzg6RLDqAthEn8woCgkyTcI+sj4GH29hEYt2DMEQbMs3MyDDgVrZfsqBBmfZOWjTx0ScsblV7CoyMVy0rKiTEpcGpUIW7gWVqPCo0ShlITAcx+kNuznE63p60ZLvKbKHOOeSGXTvPaDVryf6YgoEAoGgMpIkdYjWmS2F0WgkGAzGVeJHkjWZ8ZN/w4PPvsU1d/+d3sMmseuIj9mff8er//mQVWt+xulsncprpQLMQn+ohmhfUT9WfYDeqU5+OZJEMAbLEpdPwb5iI0M62eN2HXAySkVYg9hRaMIXbPugfUGJTdGWFWItWReibUV1bG4VFn2g3XzfWhuHT4lWGWy0BirLMvO+XkKZW8mkK+6kS3ZOK0XYtggdQiAIIyR+QUIRyXCLp8V1S9F/6FjufmomA8dcyrZcG6+/9Qm79uTW+RqTNohDtK6IIvpkVkcIDfWjVsqM7FrO9gJzm/d93FtiRK0M0d3avsY0kzZIzxQXW/Pb1j7SE1Cw7pCVvukO0bKiHiICg1hMn8DmDrs5iHsSxuGL37YVmzbvYOO2PHKGTuD0865ok2tGKikEAoFAIIjQ0Rwlm4NSqcRgMMS0fUVtKBQK+g0ZxbV3/ZH7n32PMy+6E5+mO0t/3MU/3/iIz7/8lryDx1rc5cGqCwj94SSyzF4KHZqYbOC3J/qmO1FKckycJbcVmOls8ZCsb18J8ZkmHxadn12Fbdv2IyTDz4csWHQB0bKiHjwBBTa3mkyzaFtRGZtHjVUn9KsITp8KYxPa9q5e+wu7DhQzdOxFjDxjcitEFhuEs6RAEEYkOggSCkmS0Ov1uFyuWIfSKhhNZqbd/ARTZzxNQNuFj+Yt54v5S/F4ap4kGjUBnKJ1RRSL3k+5qKioQobJh8OnxCkSYuok1ehnSKcK1h+yttm9cvsV7Ck2tKtKisr0S3dS4VFxrI0SaYIhWH/QQorBR5+0jvkb0FLIMuTbRduKkxECQ1Wa0xezNSkqLmXBkrUkZfZlyvWPtImFYygUwu12YzTGtl+yQCAQCOILg8HQYbWHpmAymXA647vdXnJqOudeeiMP/3kWV976HN0GnsOW/Q7e+fgbXv/fJ/z086+16iuNxSr0h2ok6QJolDLFTk2sQ4lrlAoY3a2cYqeGfSWGNrtusVNNgUPDwHbYAlKSwq4OB8oM2NvQ2XZ7gQlPQMmpXUTLivoosGuw6v3CQfEkwgUX8bfujhVNKbjIzTvMd6s2kZE9nIun39eh2jy4XC70+ti15REI4gWR6CBIOEwmU1xWEbQUkiQxdNTZ3P3UTHKGT2LTriLeePsT9h84VO1YkyaI268kIOaQQLiiwu1X4g10nAlPc1ErZdIMPvLtQmioj+xkD10tHn46aMHfBnaI2wtMZJm9pLZTZwK1UmZgpoNt+aZWr9iRZdh8LImgLDG8c4UQGOrB7lXiDShJN4pKisqUH7eMFIRxeJUY48zRwe8P8ukXiwmqU7jypicwmsxtcl2XyxVNphUIBAKBIEJH1x4ai9FobDf3Q6lUMnjEmdx0/1+49+l3GHvBTdjlDBat2MJLr33Al/OXcuRYYbNcHiw6Pza3us0r8uMZSbTPbDA6dYjR3W3sLDJS0AZ6jSzD1nwzfdOc6NTtU0RM0gXJTnazNb9t1gh5ZToO2vSM6W5rV61GY4VoW1GdQAjs3rCzpCCM06vCpGm4LlNhd/DZV8vQmLtx1S1PodF0LH3b4XBgMpliHYZAEHNEooMg4WgPVQQtQZI1hWvvfIZLrnsCt5TBe3MWs3DxSvz+E5sSWlUIlSIkXB2Oo1bKGDUBbG5RVVEZ0b6i4QzKsqNThfjlSOtaSJa61Byr0DEos30IhbXR3epGrZRbvQplf6meAoeGMd1tKMXMp17y7VrSTV5xryoRFRiEo0MUZxw6OixcvJLC8iDnXDKD7r0HtNl1HQ4HRqOxQ1WGCAQCgaD5GI3GhNAeGkp7TfxIy+zMpCvu4JHn3+fym54hM+d0Nu4p47/vz+fNdz5lw8Zt+HyNnxNZdAH8QQm3X0y6K9MpKaw/iASQ+knWBxjW2c7Phy2t7lKQV6bHH5Tondq+XWr6pzsoc6tbPTmk1KVmy7EkRnW1xV1yeDwSDEGRQ0uWaFtRhQqPGo1SFi4XlXD4lA1uXREMhvh03mKcAQOXXfcwaZmdWzm6tsfpdIpEB4EAkeggSEDaUxVBc5EkiRGnX8BdT71B9qBzWLflMDPf/oRDh/OPPw9GTRBnG9q2xTspej8lLpHoUJkss5cSpwZfG7gUtHcUEozsWo7dq2J7galVxBlZhi35ZvqkOdG300qKCJIEQ7Ls7C42tprAl2/XsKPAzOhu5e3+frUVopKiOmUuNVpVSHyGjuMLSPiCikZbRrYmv27ZycZteeQMncDp513RptcWVRQCgUAgqIn2urHfWrT3+6FWqxk29lxufeQf3PHkm4w851pKfFa+/u4XXnrtfRZ8s5yCwpIGn0+pCLdqKBWFFlVINfjwhyTKPaIgpyF0tXjomeLmp4PWVnMn9QcldhSaGJzlaPfJ8BqVzIAMB1vyzYRaaWnn8ilYd8jCwEw76SaRKN8QipwatKoQ5jhLpI81pS41yXq/cCU9jixHWlc07HOyZNlqDhU6Oe286QwcdlorR9f2hEIhkeggEBynnU9PBILG094X100hOTWDm+7/CxdMe4jygIW3P1rA0uU/EggEMWkD2IWjQ5RUo48S0Q+yCgZNCIs+wJFyXaxDaRdoVDJju9s4VK5jd1HL92s/VK7DG1DQO61jVIelGv1kmnzsKGj5iXmhQ8PPhy0M71JOSjtt8dHW2L1Kyj1qkehwEsUuDWlGnxAYjuPwqdAqg3FjwVpUXMr8xT9izujDlOsfaXNnBafTidHY8uO9QCAQCNo3JpMJr9eL3y/moRC+Hy6Xi1Br7S62IZ269uTi6ffxyPMfcPF1T2HtNpL124t4Y9aXvP3+52zeupNAoP6E0DShP1RDqQgXWwj9oeEMyHBg0QVYk5fcKm00dxUZSdL5O8waMTvZjUKS2V/a8s6Sbr+C1QeS6ZzkpWeKu8XP31E5Uq6jU5JHrLdPotgZ1iEEYTwBBcGQ1CCXlG3b97J24x669z+Ncy+9sQ2ia3ucTicKhQKdTvxeCgQi0UGQcHSkxXVjkCSJcedczh2/fY1OOaexasN+/vvup/gcBZS7RaJDhDSjjzK3mkBifTzqpUeym7wyvbCPbCAmbZDTssvYX2pgT1HLLZ4DQYntBSYGZdpRdaBf8EGZdo5W6ChztdxYVOxUs+6QhVM62eli6RiCTFuQV6ank9mLViW+7JUpEQJDFWxuFUm6+Ki28fuDfPrFYgKqFK686QmMprbpuVsZ4eggEAgEgprQaDRoNJqEK7SoDb1ej1KpxG63xzqUFkOr1TLyjMnc+dtXueWx1znljGkctRuY+806XnptNou/+4GSkvJaX59m9FEsEh2qkW31cNCmb7WK+46GJMGILmEHwzV51hZNdrB7leSWGhiS5egwm9AKCYZkOdhVZGxRFwzP8SSHNKOfIVn2DnO/WhtfQOJohY7sZJEYUhlZhhKXWugQlSj3qDBpgvU6yxQXl/Hltz9gSs9h2ownUSo7ppN1RIcQLTQFApHoIEhA9Ho9kiThcrXvvnJNJT2rK7c8/A8mXH4XRU4DX86bxw/rdyZc4kdtGNQhdOoQpS4hNlSmS5IHh0+JTdhHNpgkXZBx2WXsKTGyu4WSHXYXGzBqgnRO6lgb9wZNiJw0J1vyzS2STFPk0LD2oJUhWXa6WT3NP2GCEAzBIZue7OTE/H2sjUAIytxq0oyiGjNCuUeNVR8fiQ4LF6+ksDzIOZfMIDtnYExiEIkOAoFAIKgNo9GI09kxnNiaiyRJWCwWbDZbrENpcSRJolvPvky54REeee4DLrjqEQwZQ/jx1yP8+63PeO+jL9i+cx/BYFXdJdXgx+FT4mmlNn7tlTSjD5UixDG7NtahtBsUChjZ1YZaKbdossO2fDPdre64SXJuKdJNPtKMPnYUtswcPuLkkKz3M6xzhUhyaASHyvVY9X7M2vhpixgPRNr3WDrYd685lLvVWPV16zI+r59P5n1LQJnMlTc9gdlibZvgYoBwlhQITiBm0oKEQ5IkjEZjQldVKJVKxk+6htsee5UuPQexfuMO/vPuFxQX22IdWsyRpEhVheiTWRmVUqarxUNemT7WobQrrPoAp/coY1+JkR2FxmZt4jt9SvaXGDtsZUBOmhO3X8nhZlqUFtg1/HTIwtBOdrKTRZJDY8i3a1ErQ2JD/yTKXGo0yhAGtRBeItg8qnoFhrbg1y072bgtj5yhEzhj4pUxiSEQCODxeESig0AgEAhqJBFbZ9aF1WrtkIkOldEbDIw7Zwr3/v4NbnzwVQaNncKBYiVzvl7Fy6/PZtnKNZRXhJNf1EoZiy5AsSi0qIIkhdsLCP2hcSgVMLqbDY1SZvWBZHzNdCsosGsodasZkNExx7DBWQ4O2/TNdrmNJjkY/JzaRSQ5NAZZDrtKCjeH6oTbVvjF56kSNo+qzsQPWZb5+pvlFFWEOPfSW+jRZ3AbRtf2iIILgeAEItFBkJAIsSFMp269uPuJfzHslCHklqiZOWsua9f/ipzg/QnSDKJPZk1kJ7s5XK4j0Ao9HzsyFl2AM3qWklem59ej5ibbb27LN9HV4o6bKuqWRqWAQVkOtheYmvwZyyvTs/6QleGdK+gunBwazYEyPdlWt1hIn0SxK9y2QtyXMMEQ2D0qrLrYJjoUFZcyf/GPmDP6MOX6R2Jm1+h0OlGpVGg0Yt4gEAgEguoI7aEqVquV8vLaWzl0JCRJomffwUy7+Qkefu4Dzp16P6rk/nz/8wFe+c/HfPjpfHbvySNF7xGFFjXQ3eqh2KXB6RPSdWOIJDsY1EFWHUjG1cT7F5Jha76Z/ukONB20raFRE6RXqqtZzpIVHhU/5KaQbvQxXDg5NJoytxq3X0HnJKHfnEyxU0OqQbStqIytHkeH9Ru2sGX3Ufqfej6nnTu1DSOLDSLRQSA4gZgtChISk8kk7COPo1KpOPe887lw2v0kdR7CNys28e6HX1JW1nH6ZjaWNKOPMreagOjmUQWrLoBRE+RIRfMq7hMRszbI+F6l2DxqVuclN7oPZJFTTZFTQ//Mjj1udUnyYFAH2VPcuFYfIRk2HzOzvcDE2Owyulg6VmuPtsDpU1Li0tBNuGBUo8SpEX0xK1HhUaFSyujVsfuR9PuDfPrFYgKqFK686QmMJnPMYhF9MQUCgUBQFyLRoSoWi4Xy8vKEa51pMidx5gVXc//Tb3LtvS/Rd8RF7Dka4MMvlvPFpx+wfO1uHA7RPq4yOnWITJOXg8LVodEoFDCyWzlpRj8r96c2KZEmt9QAEvRI6diV9n3SnDh8So5WNL5NyrEKLT/kJpNtdTO0U8d03mxtDpTp6Wb1oBI7VFUIyVDiUgsdohLegIQnoKzV0eHwkXy+XfEzKV0Gcfl1DyXE+lwkOggEJxA/I4KEJNFbV5yMxWLBmGTlzt/+H6POvY4DhUHemPUZGzZuS0h3B4MmhE4dolTYR1ZBkqBHspvcUn2zWjAkKnp1iDN6lqJXhVi5P7XB9oghGbYeM9Mv3YlO1bEFQUmCwZ3s7CsxNrjyxBeQWJNnpdip5qxeJaLtQhPJLdXTyezt8J+xxhIIhatMxOfqBDaPGqsuthaai5aspLA8yDmXzCA7Z2DsAkGICwKBQCCoG6PRiNPpTMh1dU2YTCYUCgV2e2IWVigUCvoMOpVrbn+aB/80m7MuvhOtKZ2fftnBi6/P4dN5i8jNOyI+L8fpkewmz6YnKJYojUYhwdBOdgZkOFibl8yB0oYnjHgDEjsLw20zFR18r1CtlBmY4WBbgbnBnzNZhl1FRn45ksTwLhX0y3CKJIcm4AtIHC3XibYVNVDuUSFBnW0aEg2bW41RE0CtrP776HS6mfPFEhSGLK6+9ffo9B0/Qc7v9+P1ejEajbEORSCIC0SigyAhEVUVVYn0ydRotVx01V1cf++L6FL68vXS9Xz46Xzs9sSrLEgz+oR9ZA10s7px+ZSUuMS9aQoqBYzoWk6PZBc/HEjmaHn9VQN5ZXqCskSvlMT4HibrA3SxeNhWUH+FdoVHyfe5KagUMmf2LMOoEQpYUwgEJfLK9PRKTYzPWGMoc6nRKEMY1MFYhxI3hO0iYye4/LplJ79sPUDO0AmcMfHKmMURQSQ6CAQCgaAujEYjgUAAr1c4jkG4nYPFYsFms8U6lJhjSU7hnEtu4NHn3mHSBeeT2vNMtuW5efeTxfzfmx+z5qeNuN2J/bnJMPlQKWSOClfJJtMjxc3Y7DJ2FJrYfMxMqAE5NDsLTaQZ/WSYEqOavJvVg1YZYm9J/RuGgRD8fNhCXpmeM3qW0Tkpsb+jzSGvTI9V7xeb+TVQ4tSQKtpnViFccFH9sxIKhZj71RIqvFounv4AmZ2zYxBd2+N0OlGr1aKFpkBwHJHoIEhITCYTHo+HQEBMpiCc6OByufD5wouY3gOGcfdTMxl25jT2HHHz+ttz2Lp9T0JVFaQZfRQ5G29d19FRKSA72c3+ksa1FhCcQJKgb7qLEV0q2Hg0iS3HzLW2SfEFJXYWmhicZUeRQL/YAzIcFDo0tSYbyXJ4UfxDbgpdLB5GdyuvMatb0DAO2nQYNUFS6uh1mKgUObWkCYGhCuUeFVZdbD4rRcWlzF+8BnNGX6Zc/0hc2FE6nU5RRSEQCASCWlGpVOj1elFoUQmr1Up5eXmsw4gblEolI0eNZvyk6dz3zCxOm3wrblUnvv1hGy+99gHzvl7MocMFCaXHRJAk6JXiYl+JQbhKNoM0o5/xvUoocapZcyC5TvfEco+KgzY9gzITx3VFkmBIJzt7ig24/bXfG7tXyarcFLwBBeN7lYgN+mYQkiG3zCCKLWqhyKkhzSD0mcrY3CqsNWhWK1etZ98RGyPOnMIpoyfEILLYIFpoCgRVSaBtE4HgBBqNBrVajdPZsfvdNxSNRoPBYKhSVaHT67n8uoeYfsdzKMw9+WzBKj774ltcrsTo355p8lLuVuGpY5GTqPRMcVHg0Da4tYCgZjoleRnfqxSbR8WKfamU1LCpv6vQiFXvJzNBKiki6NQh+qY72XLMXE3QcvsVrD1oZWehkZFdyxkgbCKbhSzD/lIDvVNd4j7WQL5dS5ZZVOlECIagwqPCEoOkGL8/yKdfLCagSubKm57AaKrf9aW1kWVZODoIBAKBoF4i7SsEYYSjQ3UyMzMpKCggJS2T86fcwsN/fo+pt/yJzv3G8+veCt76cAEz357D+g2b8XoTa/Orm9WD06ek1C1cJZuDQRPizJ5lGDRBlu9LJa+sektS+XjbzF4pLkzaxHK0SzH46WT2sr2g+rxelmFPsYGV+1JJN/o4LbsMrUpk3jSHYxVaJKCTWGtXIxCCYqeGDHFvqlDuUVfTIXbvOcDKtVvp3HsUk6fdEaPIYoMouBAIqiJ2qQQJiSRJGI1GUVVRCYvFUmNVRf+hY7n7qZkMGHUJ23JtvP7WJ+zakxuDCNsWrUomWe+nwCFcHU7GoAmRafaSWypcHZqLSRvkjB5l9Ex2s+aglS3HTFF3hwqPkgNlBgZl2hNyA7pXiougHG6pABEXBx3L9qaiU4U4J6eETHNiJYC0BoUODYGQROekxEhiawxOnxKHT5kwlq0NocKrQqWUMajbvk3MoiUrKSwPcs4lM8jOGdjm168Jn8+H3+8XAoNAIBAI6kS0zqyK1WqloqKCUEi0nYuQmppKMBiMJoCoVCqGjjqbmx96kbt+9z9Gn3cDtkAqC5Zv5qXXZjN/0TLyC0piG3QboVbKwlWyhVApZYZ3qWBk13J2FhpZe9BaxcHgmF2L3aukb3piJmYNzHRwzK6ltFKrVrtXyQ+5yeSV6TmtRxmDshwJ5bbZWuwvNdAzRRRb1ESRQ4teHcScYMlGdeENSLj9yiqtK2w2O/MWrECf3IOrbnkKlUoVwwjbHlFwIRBURfw0CxIWITZUxWq11lpVYTSZueqWJ5k642kC2i58NG85X8xfisfTsTd/ssxe8u0i0aEmeqe4yCvTEwiKVUlzkSTonebi7F6l2NxqVuxLpdihZluBmR7JbpJ0ibm4USpgUKaDHYUmKjzK4y4OJkZ2LWd4lwrRqqKF2F9qoEeyG6WYEVYj364hzeATn7VKlLvVWHX+Nhekft2yk1+2HqD3kLM5Y+KVbXvxOnA6neh0OtRqUWEoEAgEgtoR2kNVIsK8uCcnUCgUZGZmkp+fX+25zM7dufCqu3nk+dlccv3vSO0xlp93FjPz3S/537ufsWnzDvz+jr1m7JniJt+urbOtgKDhZJp9nJNTgk4VYtneVPLKdASCsC3fzIBMR8Kuf/TqEH1SXWw5ZiYUOuHikGLwM6F3CSmilUCLYHOrKPeoyE52xzqUuES4SlbH5lZj1ASiY1MgEGTOvG/wSElMveFxrCnpMY6w7RGJDgJBVcQMUZCwmM1mKioqYh1G3FBXogOEXTCGjjqbu5+aSc7wSWzaVcQbb3/C/gOH2i7INibT7KXIoYlW2AtOkGLwY9IG2F+qj3UoHQaTNsgZPcvokexmzcFkihwaOlsSe+GXovehlEKs2CdcHFqDUpeaEpeaHimJ/TmrDSEwVMfmUWHRt20v2qLiUuYvXoM5oy9Tb3g0rnpQVlRUCHFBIBAIBPViMpmw2xOn3319SJJUr/6QiGRlZdWY6BBBo9Ew4vQLuP2xf3Lb4zMZPn46BS4TXyxez0uvvc83S76nqLisDSNuO4yaIJkmL3uKhYtWS6Gu4u5gYtm+VCRJprs1sZ3+eqc6cfkVLN2bFnVxGJzlEIUBLcieYiPdrZ6ETaipC1kWOkRN2DzqKm4Oixav5GiJj7MmX0+fQSNiGFlsEC00BYLqiJ9pQcJitVprbNWQqFitVlwuF15v3ZOpJGsK1975DJdc9wRuKYP35ixm4eKVHbKCwKwNolMHKXZqYh1K3CFJMCDTwZ5iI75A/Gw6tXckKdyyQacKkmLw8eOBFH45koTLl1g/14EQ7CoysnRvGnpNONMoJ80pFsItiCzD9gITvVNc6FQim+tk/EGJEqdGCAwnUeZWk6xru0omvz/Ip18sJqBK5sqbnsBoMrfZtRuCzWbDarXGOgyBQCAQxDkWiwWn04nfL6qBI1gsFpHocBIZGRnY7XZcLledx0mSRJfsHC679kEeee4DJl/zW8ydh7N2y1Fee3susz6Yx9btewgGO9Ycv3+Gk7wyPc4EWxu3NplmH6f1KMPjV+LxK1l3yEqFRxnrsGJCqUvN2oPJBGUJX1DijB6lwsWhhSlzqyiwa+mTlpjtUeqjzK1GBvG5OwmbW4VFH74nmzbvYMPWPHoPGc/4SdfEOLLY4HQ6CYVCmM3xpY8IBLFEzA4FCYsQG6qi0Wgwm82UlNTf51GSJEacfgF3PfUG2YPOYd2Ww8x8+xMOHa69+qA9IkmQafKSXyHaV9REutFPisEvqipamP2lBlQKmdN62DgnpwRZhmV709iab8LbwZNKgiHILdWzdE8aBXYNY7rbOLNnGT1S3GzNFxP4lqTQocHuVZGTVreQmqgUODSYtQEMmo4lEDcHX0CiwqMixdh286ZFS1ZSWB7knItvIjtnYJtdt6GIRAeBQCAQNASdTodOpxOFFpVITU1tkPaQSGg0GlJTU+t0dTgZnV7PmPGXcPeT/8eMR15jyGlXcKhMw2cLfuSfr89m6fLVlNk6hptIki5AlyQPOwtFBWtLs7vISOckLxP7FqFXB1m5PzWhCi7sXiU/HbTwY56VVIOP8/sUY9UF2F8qtK6WJFJs0SvVhV4t1tk1kW/XkmnyoujY0l+jkGUodWlINfjJLyhh/uI1WLL6ccVNj6NQJMYYdTI2m42kpKSEff8CQU2Ib4MgYdFqtej1elFFUIm0tDSKi4sbfHxyagY33vc8F0x7iPKAhbc/WsDS5T8SCHQcd4esJC/5Di2yKCSvkQEZDnJLDaJXZgvhCSjYVWRkcJYdhRS26BzRtYIze5Xi8KpYvDudjUeSqPCoYh1qi+IJKNhZaGTJnjRySw0M7WTnzJ5lpB3fUO2f7qDMrabALtxVWgJZhu2FJvoIl4xaEXaR1SlxaTBpg23mALJ56y5+2XqA3oPHc8b509rkmo0hGAxSUVEhEh0EAoFA0CBEq4aqpKamUlFRgc8n2tJVpr72FbUhSRLZvQdwxU2P8/Bzs5l45UNoUgaw6peDvPrfOcz++Ct27TlAKNS+Nxf7Zzg4WqGjvIOth2NJqUvNsQodAzPtaFUyQzvZowUX3+1NY+ORpA55v8Obp2rWH7JEW2Wel1PCgEwnGpXM4Cw7+0sMOH2J6W7RGhQ5NZR71MLNoQ6EDlEdu1dJMCShk5zMmfcNsjadaTc/hcGYuElvouBCIKhOx5upCASNICI2pKenxzqUuCAtLY1du3Y16jUKhYJx51xOzsCRzHv/JVZt2MCe/YeYcvG5ZGWmtVKkbUeqwU8wJGFzq0g2tG1f8vaAVR8gy+xlZ6GJ4V0qYh1Ou2dngZF0o490U9WKaYsuwNhsGxUeFftL9Kzcn0Ky3k92spvOSZ522S9SlqHYpSavTM+xCh1pRh/DO1eQYfIhnZS9rlHJ9E93sDXfTLqxBJG03DyOlOvwBxX0TBFuDjURkqHAruW07I7Z47ipFDvVpBnaZjOiuNjG/MU/Ys7oy9QbH0M6eVCIA+x2OyqVCoPBEOtQBAKBQNAOEK0zq6LVajGbzRQXF9O5c+dYhxM3ZGVlsX37dvx+P2q1uknnMJrMnD7xSk477wr27/qVn39YwK4ta9j7xQqSDEpGDO3H8GGDSDK3v2p1gyZEj2QXOwpMjM22xTqcdo8sw9Z8EzlpzipOdpGCiz4eJ/tLDfywPwWr3k/PFBedzN52vR4PhOBouY7cMgMOr5LuVjfn5JRg1FQt2LLqA3S1utmab2JMdzF2N5eIm0NfUWxRK06fEodPSYZJJABWptipIVnv5asFSyl1Krnwmjvp2qNvrMOKKeXl5XTt2jXWYQgEcYVIdBAkNBaLRYgNlYhUVXi9XrTaxrVrSM/qyi0P/4NVS+awcuEH/Pf9rxg/bghnjBvRrq2UFBJkmr0cs2tFokMt9M9wsHxfKjlpTszajuPm0dbY3CoOl+uZkFO7hWuSLsCwLnYGZDo4ZNOzu8jIlnwzXZI8ZJm9pBl9cZ30IMtg86jIt2ujm+3drG7O7l1S72enR4qbA2UGcksN9BbtFppMKAQ7Co30T3fE9WcllpQ41SgVMla9GPMrU+LStEn1jd8fZM4X3+BXWrn2pt9iNMVn2xqbzYbFYonLJAyBQCAQxB8Wi4XDhw/HOoy4Ii0tjZKSEpHoUAmj0YjRaKSwsJAuXbo061ySJNG7/zB69x9Gha2MX35cyC9rl7J83V5Wrt1Cv16dGHnqEHr16Nqu5jN9050s3ZMWTsJtw5ZqHZHD5TrcfiU5tczxk3RBhnW2MzDDQV6Znh2FJjYfS6Kb1U1XiweLLlCtSCEekWUodas5bNNxuFyHXh2kR7KbblZPnZvuAzIcLN2TRpFDQ7rYfG4WRyq0eAOi2KIu8u0a0gw+kQhyEsUuDQf3/MKu3CKGnDaFUWdeGOuQYoosy9hsNgYNGhTrUASCuEIkOggSGqvVyqFDh2IdRtwQqapoqtigVCoZP+ka+g4aw7z3X2LZml/ZtecAUy6eSFqateUDbiM6J3nZlm9iQIazXSzi2hqTNkh3q5sdBSZGi0z3JhGupDDTK9VVrZKgJrQqmZw0F71TXZS61Byp0PHrsSR8QYkMo4+sJC+ZJi9aVewXSMFQ2KIw364l364lGJLINPkYkOEgy+xt8Ga7QoLBWXbWH7LQ1eqOi/fWHjlQpkepgG5WT6xDiVuOlOvonOQV430lfAGJco+K1DYQkxctWUlheZBzLruJ7Jz4XbwLu0iBQCAQNAar1YrD4WhWpX5HoymOkolAp06dOHr0aLMTHSqTZE3m7Auv5axJ17B763p+XrWQnTvWsWP/UlKStIwY2o9hQwdiNOpb7JqthVYlk5PqYnuBiTN7lok5exMJBCW2FZgYnGVHVc+aXKOS6ZPuIifNRbFTTZ5Nz+oDyagUMllmb1wWXQSCEoXHdYgCuxYZ6GT2Mi7bRrLe36DPjVYl0y/dyZZ8E2f3LkUhPmtNIhSCnYUm+meIYou6OFquo6vQaaogy7B9fxk7N6yhe+9TuGT6fe0qMa81cDqdhEIhkpKSYh2KQBBXiEQHQUJjtVpxOp1CbKhEWlpas+0jO3Xrxe2P/4vl89/nx+/mMHPWXM4bP4IxI4e2ywlJpsnLpmASZW41KQZRMVAT/dKdLN2bSqlL3KOmcLRCi8OnZEx3W6NeJ0mQavSTavQzJMtOhTfslpBbamDTkSSsej/J+gAWvR+rzo9ZG2xVIUiWwe1XYPOoKXersHnUlDg1aFVBssw+RnSpINXga7LVZYbJR5rRx45CE8M621s2+AQgEJTYXWTklM52IQjWQjAERyp0jBNWuFUocWkwaYPoVK3b13nz1l38svUAvU85nzMvuKpVr9VcysvLycnJiXUYAoFAIGgn6HQ6dDod5eXlpKW1/xaPLUHEUdLn86HRaGIdTtzQpUsXVq5c2So6lUKhoP/QMfQfOoaykiI2rJrPxp+WseTHnSxb/SsD+3Rh5PChdO+WFdfaTe9UF7llevLtWjoliX72TWF3sQGjJkiXRtw/SYJ0k590k59QKFxpnW/XRosu0o0+Mkw+rHo/SdpAm25qB0JQ4VFT5lZR6NBS7NRgUAfJMnsZ3c1GssHfpESFXikuDpTpySvT0zPF3fKBJwB5Nj0SotiiLpw+JWUeNaOTbLEOJa44WuLj+1Xr6Z2SwVW3/A5NI92nOyI2m42kpKR27Z4tELQGItFBkNBotVr0ej02m4309PRYhxMXtFRVhUqlYuLlM+g3ZCxffPBPvlmxiZ27c7n8onOxWuPThro2lArobPFwyKYTm/i1oFOH6J0Srqo4vYeoqmgMgRBsKzAzMNPRLIs6SQKLLoBFF6BfuhOPX0GhU4PNrSavVM9mTzjbN0nnx6oPYNQE0anCG5daVQidOlhvJQeEs/E9AQWegAJvQIknoMDtV1LuUWFzq/EHJczaABZ9gEyTl0GZ9hZNsBiU6WDFvlR6JruxiNYCjWJfSVjMyjILMbA2ChxatKoQyXox1lem2KkmzdC6dq3FxTbmL/4Rc0Zfpt74WFyL66FQiIqKCiwWS6xDEQgEAkE7wmq1ikSHSkQcJZtbaNHRSEpKwmw2c/ToUbKzs1vtOsmp6Zx32QzOvuh6dv66hp9XL2LLrg1s2fUN6cl6Rg4fwCmDB6DTxV8Sikop0zfNyY5CE1lm4cTWWJw+BftLjJzRs7TJ906hCBciZJh8VYoujlVo2VFoIhCUSDquT1j1fiw6PwZ1WHtozr9XSAZvQIHLp8TmUVHuVmPzqLF7lWiVISz6AOlGH4Oz7C3SWlWhCDtL/nLEQpckDxrhLNkoAkGJXUVGhnayC0eMOjhcriPD6BPOpZUIBkPMnvcDUiDAlOseJi2z5VyO2jPl5eXCWVIgqAGR6CBIeCwWC+Xl5SLR4TiRqgqv14u2BTIlu/cewJ2//T+WfPk261d+wevvfMakCaMZfsrAuN7EOJmuFg/rD1kZIibntZKT5uLAHgOFDg2ZZtG/sKHsKzaiVYXoZmnZ7HadOkR3q4fux7PmZRnsXiXlHjU2t4pipxpvQIvneLKCLEuoFCE0yhAKCSRJRiGFXxdCQpbBH1TgCyoAOZwcEfnveKVEv3QnFp2/VSs3TNogPVNcbMk3i6SaRuANSOwtMTC2u03cszo4bNPR1eIR9+gkSlwa+tTSu7cl8PuDzPniG/xKK7+58XGMpvhOiKyoqEChUGA0GmMdikAgEAjaERaLBZvNFusw4oq0tLQmt87syHTt2pXDhw+3aqJDBJVKxeARZzJ4xJkU5R9hw+r5bPppOYtWbGHp978wpH93Rg4fSudO8aWZ9Uh2s6/EwEGbjuxkUSneGLYVmOli8WBtocKBykUXpIc1BJdfEU1COFahZWehqWYtQRVErZRRSDKSBBIgc1yHkCV8QcWJQgu/Am9QAUjoVMHwNfV+OiV5ser96JqZRFEbmSYfyXo/O4tMDO0knCUbw75SAwZ1kE6i2KJWZDmsQ/TPcMQ6lLhi6fIf2XvUw2mnn83A4afHOpy4wWaztWhrK4GgoyASHQQJj9VqFWJDJSJVFS0pNmi0Wi666i76DxnHlx++zFdL1rNj934unXwuZrOhRa7R2qQa/CgVMoUODVliE79G1MerKrYXmsgwNb0yIJFw+xXsKTFwWnbrbz5LEiTpgiTpgnSzVn1OlsEXlPAGlHgDEjISIRlkWUKSZKTjr1crQ1EHiFgm/PRNd/Ld3lSOVWjpbBEL5oawu8hIqiHc5kRQM76gRIFDy8BMITBUxheQKPeoWvWzs2jJSgrLg5xz2U306DO41a7TUkSqKNpTwqZAIBAIYo/VauXIkSOxDiOuaClHyY5Gly5d2L59O263G71e32bXTc/qwqQr7uDcS29m24bvWb9qIb/s2swvW7+mc4aZkcMGMnhgPzSa2MvJCgUMyHSyvcBEV4unTdsktGeKnGqKHBrOzSlptWtIEhg1IYwab5X1ejAUdmOIFFt4/Aq8gXAxhYyELIcLLKTjhRcSoFMHo0kMOlUQnbrt9QhJCrs6rNiXSo9kF0m65jtFJALegMTeYgNjRLFFnZR7VLgDCjJFMkiU7Tv28uOGXZhSxnDpFdfFOpy4QZZlbDYbgwYNinUoAkHcEfuZqUAQY6xWK4cOHYp1GHFFWlpaq9hH9h4wjLufmsmiz2by69oFvP72HC6aeDqDB/Zp0eu0BpIUdnU4bNOLRIc66JHiYl+pqKpoKNsLTHQye2PeEkWSQKuS0araRysItVJmQIaDrQVmMs1eIWrVg8Or5ECZgbN6lcY6lLjmaLmOJF0AUwtYnHYkSlwaTNpwm5vWYPPWXfyy9QC9TzmfMy+4qlWu0dLYbDZhFykQCASCRmO1WnE4HAQCAVQqIcdByztKdhT0ej1paWkcOXKEnJycNr++Wq1m2NhzGTb2XI4dzuXnH75my4bv+WrpL3y7fB2nDOzJyFNPISM9uc1jq0yXJA97iw3klhrISXPFNJb2QEiGrcfM9E13olO3zty+LpQKMGhCGDRtf+3mYtYG6ZHsYmu+mXFtUKjSEdhdZCTF4CdNFFvUyeFyHZ2TvA1qJZsIFBfb+PKbH1BZ+zBu1BmkpqbGOqS4wel0EgqFSEpKinUoAkHcIYZQQcJjsVhwOp34/WLiFSGS6NAa6PR6plz/ENPveA6FqQefLVjFp/O+weWK/03xrhY3+XYt/qBY0dSGUgFDO1WwLd+M2y9+YuqixKXmmF1UjzeV7lYPGmWIvSXCOr4uZBk2HkmiR7IrbCUqqJXD5Tq6WtyxDiPuKHaqSTO0ToJfcbGN+Yt/xJzRl6k3PtZuHBJsNhsWiyXWYQgEAoGgnaHT6dBqtZSXl8c6lLihsqOkoCqR9hWxplPXnlxyzf088txsLrr2CazdRrJuWyGvvzOXt9//nM1bdxEIxCZROFJpv7PIiNOnjEkM7Ym8Mj1BWaJXikgKaQr9MpyUe9QUODSxDiXuKXOryCszMChTtPqoC1mO6BDxr4m3BT6vnznzFuFTJDP+whvp2rUrCoXQliOUl5djNpvFPREIakB8KwQJj06nQ6fTCbGhEqmpqdjtdrze1rPN6j90LHf/7j8MGHUJ23JtvP7WJ+zak9tq12sJknRBjNoAx+yi0qQussw+Ms1efj2ahCzHOpr4RJZhyzEzfdJc6GNQSdERkCQY2snOnmKDSKqpg30lBrz/z959x8dVn/ni/5zpvY9m1Huz5CJXbNywwbQ0IEBCJ5BAILupQCDZ3bs3u7+7u3dvdlNoSWBDGgETOgEb3Bu25apq9a6Z0VRNr+f3hy1CcVGZ0ZnyvF+vvCBYOufj0Whmzvc83+eJ81BPBTUXFYjw4AwKUUijUD7DHhDBIE9+oUM0GsfWN7YhytfgprsfhVyhTPo5UiGRSGBycpI6OhBCCJkVGp35WancaJHJ8vPz4fP5MDk5yXUUAIBYIsGKddfjwcd+jvseeQqL196CsUkpXn3vMH761B+wfcd+OBzzv65mkEdRrA7hxCitP1xMJM6g06ZAo9lLHRFnScRnUZfnQ6tFiTgt41xQPAGcGFWj2uinMR+XMOE/WzRjTMH1dqZhWRZvvbcLtkkWm7/wNUjkahgMBq5jpRXqLEnIhdFHG0JAiw2fJhaLoVarMTExkdLzyBVK3HLf47jx3n9ETFyIF1/bhTfe2YFQKH0/4BWrQxhxS7iOkfYW5nvhDgkw7KHH6nyG3BJE4jxU6f1cR8loOlkUZmUY7VYF11HSkjfMR6dNgaaCSWqDeAkjHgmM8kjKxjNkqlCUB29IkJJCh/fe3wOrO4Yrrr8HZdWNST9+qni9XvB4PMjl1E2GEELIzNHaw2dRocP5CYVCmM3mtOjq8HEMw6C4vAY33PV9fO9f/oirb/k+pMaFOHhyGL947hX87sXX0XGmD/F5vBPcYPIhGOWj3ymdt3NmmjM2OdSSKEyK9F1vywRl2iD4DIs+p4zrKGnrzIQCPIZFtYHWuy5lxH22m0OGNDZMqebjrWjpGkXd0quwZvONsNvtVOjwKVToQMiF0bI3IaDFhvMxmUywWCwpPw/DMFi0YiMeeuIZVDVdgxOdNjz9/EvoH0yvi/kpheoQ7AERAhF6+bwYEZ/FkoJJtI7TCItPi8YZdNgUaDTRTopkaDD5MD4pgTMg5DpKWpkaWVGqDUBPMzEvimWBIbcUxRpqF/lpVp8YGmkUYkFyt8edbj2DY60DqGzcgHVX35LUY6fa1NiKTBmzQQghJL2o1WrqJvkpRqMRPp8Pfj/dFPu0oqIiDA8PI5FIz2JcmVyO1ZtuwLd+/DTu/u4vsGDVFzEwwcdLb+7Dfz/9R+zaewieydT/XAV8FksKPWi3KWiExXl4w3wMuGRoNHvphuocMQzQmO9F14QcoRgt6HyaKyBAn0OGpYUe8Oi5dlHROIMxr5jGVgAYHbPivV1HoStsxJfu+B5cLhcYhoFWq+U6WtpgWRYej4dGaBJyAfSOTAgArVYLl8vFdYy0YjabYbVa5+2CWqXR4fYH/wmfu/0xBJk8vPDSNry7fQ+i0fRqcyYVJmBWhDHgop0Cl2JWRmCmERaf0WWXQyGKI19FLfKTQSpMoNrgR4tFSc+zj+l1yBChkRXTYvcLEY3zkK+kBYZPs3hFMCuT+1plt7vx9vaDUOZV48a7H8m4ggGXy0ULLoQQQmZNo9HA6/UiGqVC1ClCoRAGg2FeNlpkmry8PACAzWbjOMnFMQyD8ppG3HLfE/juv/wBm274O/DUNdhzdAD//eyf8eLWt9HdM5TS9SWjPIoSDY2w+DSWBVotSpRqgzRGIEmM8iiMigg6qLPkJ8QTwPExNWqMPnquTcOoRwKFKA6NNMZ1FE4FAiG8/Pr7YKRm3PK1JyCRSmGxWGAymTJurSCV/H4/4vE4VCoV11EISUtU6EAIAJ1Oh2AwiEAgwHWUtKHRaMDn8+FwOObtnAzDYPnaa/DNJ55GacMmHG4ZwTPPv4ThkfRa8CjTBTHkliJBF8+X1JjvhSckwBCN+wAA+MJ89DtkWEg7KZKq0uBHOMajUSnnfDSyopBGVkzHgEuGEk2QOqx8SiwBTPjESS10iEbj2PrGNkT5Gtx092OQK5RJO/Z8oRaahBBC5kIqlUIul8PpdHIdJa2YzWYqdDgPHo+H0tJSDAwMcB1l2pQqNdZf8xV8+59+jdse/r+oXnodusZi+ONrO/HzZ/6EfQeb4fOlZu1tQZ4PwSgPfTTC4iNWnwiuoBB1RiqAT6YGkxejHgncQQHXUdJG54QCAoZFlYHW1i+FZYEBlxRl2iDXUTiVSCTwlze2wxMS4XO3/h3MReUAAIvFArPZzHG69OJwOKDVasHnU9ciQs6HlnQJASAQCKDRaGgu5McwDMPZYoNWn4e7/+5fseXL34EnpsbzL76DD3YdRCyWHhXBRnkEfIaFZVLMdZS0J+KzWFwwiVYLjbAAgDarAkWaINQ5XrGdbALe2YWGdqsC0XhuV5BMjawo0wWgl9FOwUsJxXiweMUozfEFhvOx+0UQC+JQipP33vve+3tgdcdwxfX3oKy6MWnHnS9TRbE6nY7rKIQQQjKYXq+ntYdPMZvNcDgc1OniPEpLS2Gz2TJuYw6Px0NN43Lc9sA/4dv//Dus/9yDiEnLsOPQGfz06Rex9bV30T84CjaJ7RcEfBZNhZPosCngC9PNoETibDeH+jwfREkeRZfr5KIEKvTUWXKKMyBAv0OGJhpZMS3uoAD+CD/nx1bs2X8UvaNuLFv3JSy5bDMAwOfzIRAIfNTRiJxlt9uh1+u5jkFI2qK7ToScYzAYaLHhU6YKHZJ54TldPB4PazbfgAceexL5VWuw/1gffv3CK7BY56/DxIUwDFCmDaKfxldMi1kZQb4qjJM5PsLC5hPB7hehPo92UqRCgSoMhSiObruc6yicmhpZUUfPs2kZckmgl0WgSOLN/Gxh8Z7t5pCs7jOnW8/gWOsAKhs3YO2Wm5Nz0Hlmt9uhVqshFAq5jkIIISSD0drDZ8lkMiiVyrQf0cAFqVQKk8mUUV0dPk2jM2DT5+/Cd//3/+CWB/4PyhZehbbBAF54aTue/PWfcejwCQSDyekiZjg3wiLX1x8AoM8pA49hqag7RWoMAfgjfIzm+CaoeAI4MUojK2ZiwCVDkToEAT93X6S6ewax93Ar8iuW4dqbH/zov1ssFhgMBggE1C1lCsuy1FmSkEugQgdCzjEYDPM6piETGAwGhMNheL1ezjIYzUW473v/iSu+9E1M+KX49e/fwN4DR1M623E6SrRBOAMiTIZol8B0LDR7MZnDIywS5+Zi1hn9ENNOipRgGKDR7EWfQwZ/JDd/L2lkxcwk2LMLDOU6Wvj7NJb9W6FDMtjtbry9/SCUedW48e5HwONl5hOUFhcIIYQkg8FggMfjoe4Fn0LjKy6svLwcQ0NDiMcz+yYin8/HgiVrcNe3/gV/908vYM2198HPM2Pbvjb8vyf/iNffeh8jo9Y5b7ZZYPLm/AiLcIzBmQk5Fpp9tMM+RQR8Fg0mH9qtSsS4XaLkVKdNAQGfRlZMVyTGYNQjyel1CLfbi1ff2QWxuhS33PejTxQ10NiKz/L7/YhEItRZkpCLyMxVRkJSQKfTfdSSmJwlEAhgNBo5X2zg8/nYcM1Xcf8PfgZ9yTLsPNSB5373F9jtbs4yiQUsCtUh9DtlnGXIJEI+iyU5PMJiwCkFywLlOnp9SSWNNIYidRBtFgXXUeYdjayYOYv37M6bZN3MzybuoADxBAO9fO7PpWg0jq1vbEOUr8FNdz8GuUKZhITccDgcVOhACCFkzqRSKWQyGZxOJ9dR0orJZILVauV8U0M6MhqNEAgEGBsb4zpK0uiNZmy54X587ye/ww1f+2fk167HyR4PfvPHd/Ds8y+j+XgrwuHZfRYV8JDzIyw6bAoY5BEYFRGuo2S1InUIEkEcPTnaWdIZEKLfKUNTAY2smK5BtxQaaRQqSW6OtI3F4nj59fcQTChx412PQKv/24iKSCQCp9NJhQ6fYrfbodVqwefn5vsZIdORe3ebCLkAgUAAjUZDLSQ/JZ12VRSUVOIbj/4Ml19zH8Y8Ajzz21fx4dFTnIzWAM7etB72SBCN06f56TCdG2FxfESNRA41NYjEGHROKNBo9iJDNzFnlDqTHxN+ESZ8Iq6jzKszE3JE4jwajTID/Q4ZyrWBpI1myCYWrxgmZTgpi1Xvvb8XVncMV1x/D8qqG+d+QI5MFcPSLgpCCCHJQOMrPkur1YLH41EByHkwDIPy8nL09/dzHSXphEIhFq+8Avd99z/wzR/9Bis23wVXTIe3d57A/3vyD3j73V2zGmE6NcLixJgqp9YfgLNFyyNuKRrNdG2YalOdJXvscgQiubXgE0uc3WxRSyMrpo1lgX6nDBX63N0E9d77+zBmD2P9tXeipnHFJ/7MarVCpVJBKs3dbjznQxsuCLm03HoHJuQSaLHhs0wmE9xuN8Lh9NjxKhAIcNWX7sW93/kpVAUL8d7uk3jhT2/A7Z7/8RpaaQwqcSxnxzHMxiKzF5E4g1ZL5u7onanOCQW00ihMStpJMR8kggRqjX60WBQ5s6A1NilGr0OGlcVu8OmT3bRMhvhwBoU0r/YCzo6tmPtrVktbF4619qOycQPWbrk5Ccm4Y7fboVarIRQKuY5CCCEkC+j1elp7+BSGYWAymdJmo0W6KSkpweTkJFwuF9dRUsZUUILrb30I3//XP+Lzd/4Y+rJVaO6YwDMvvI7fvPAKTp7uQDQ6/RuqC0xeRHNs/YE9NzazQh+AXEQ3n+eDThZDviqEdmtuPc+Oj6ohFiRQSSMrps3iFYNlc7er5KmWTjS39KGicQM2XnfbZ/6cxlZ8FsuysNvt0Ov1XEchJK3RcjghH2MwGOBwzLxSPJtJJBKo1eq0W2woqazHg4/9Eis23Y4BWwxP/c8rOH6ybd67O1Tog+hzyHLmhupcCfgsVpW4MeqRYCAH5mVOhvgYdEnRaJ7/QpxcVqELIMEyGHRl/3PMExLg+KgKSwsnaRfFDPQ45ChShyAS0Iv3pwUiPHjDAuQp5rb4Yre78da2/VAYq3HDXT8AL8Nb2tjtdtpFQQghJGkMBgPcbjeiURo59nFTHSW56tqYzoRCIYqLi9HX18d1lJQTiURYdvnV+MYj/4WvP/YMmjZ8BdaAAq9vP4qfPvUHvPf+XtjtnkseR8BDTq0/AGeL4H0RPqoNfq6j5JQFJh8sPhEc/twoiu6akMMTFGJFsZtGVsxAn1OGcl0gJx8zq82Bt7cfhMpUi5vuefQz6wOJRAI2m40KHT7F7/cjEolQZ0lCLiGzVxwJSTKdTvdRa2LyN2azGVarlesYnyESi3H9rQ/hzm/9ByS6Grz5/lH8aevb8Hrn7+dXoAoBAMY81NVhumSiBFYUu9FqUcKexReBUzspynUBKMV0A3o+8Xhn20d22hSIxLL3CjIcY3B4SINqQwD5qtzcETAbgQgPox4Jqmjx77wsXjH08ghE/NnfYIhG49j6xjZE+VrcdPejUChVSUzIDWoXSQghJJmkUinkcjmNafgUo9GIYDAIn49a7p9PVVUVxsbG4PfnxudYhmFQWFqFL97+XXzvJ3/AtV95FIr8JfiwZQy/fP4VvPCn19DW3oN4PHHBY8g/tv6Q7Teh4wmgzarEgjwfhHP4LE9mTipMoMbgR4tFiWyv0xqbFKPHIcOqEjfEtHFg2pwBAVxBAcpysKtkKBTBS69tQ0JkxC33/QhyxWe7n9jtdggEAqjVag4Spi+73Q6tVgs+n891FELSGhU6EPIxAoEAGo2GWkh+itlshs1mQzyenjdrK+uX4KEnnsHitTejezSIp55/Ga3t3fNybh4DVBkC6LbLsv5iJpkM8igazV4cHdZk7RxDi1cMT0iIWmNuLEKlG5MiAo00ijMTCq6jpEQiARwd1kAnjaKGbtjPSK9DDrMyTAVIF5CMsRXvvb8XVlcMG6+/G+U1C5OUjDtTRbC0i4IQQkgy0ejMzxIIBDAajWnXUTJdyOVy5Ofno6enh+so804qk2HVxi/gocd/iXu//yQa19yIIacQW985gJ8+9Qfs2HUQrguMNDXIo2gwe3Eki9cfAKDHLoeYn0CxJsR1lJxUqQ8gGudl9XjbT3aUjHEdJ6N02+Uo0wZzrqsky7J4/e0P4PTxcPVND6CorOa8Xzc1toJhsnez0mzQhgtCpid7P90RMku02PBZKpUKUqk0rRcbJFIpbrjzu/jKA/8CnqIMr7yzH1tfew+BQOov8Eo0QYTjPFh9opSfK5uU6YIoVIdweEiDWDy7Psie3UmhQD3tpOAMw5zt6jDgkmIylF2VzywLnLYoEUswWFLoAV0HTl84dnakCbVyPb9QlAe7X/RRt6LZaGnrwrHWflQ0rse6LbckMR137HY7NBoNhMLs3gVICCFkfun1elp7OI/8/HyMjo5yHSNtVVdXY3h4GKFQbt7MZhgGpZX1+PI9j+F7//JHXHnTdyDS1WPf8UH8/Ncv448vvYkz3QNIJD7Z5aFcF0SBKoQjwxrELtwAImMFozx0O2RYmO+l60OO8HlAg9mLDqsC0Sxb4wKoo+RcTIb4sPnEqNTnXgfpQ4dPorPfhsZV12LFuuvP+zUsy2J8fJzGVnwKy7I0QpOQaaJCB0I+hQodPothGBQVFWFkZITrKJdUt+gyPPSjZ1G/4vNo63fjqedewpnu/pSek887W7ndNSGnrg4z1Gj2QiRgcXxMlVWPXZ9TBj6PRWkOtqRLJ0pxHGXaAFqzrH1kv1MKy6QYq0rcENAnuRnpc8igk0WgkdLuk/MZnRRDL4tCKpzd6q/d7sZb2/ZDYazGjXc/8pm5m5nKbrdDr9dzHYMQQkiWMRgMcLvdiEajXEdJKwUFBfB6vfB6z787P9ep1WoYDAb09fVxHYVzcoUSa7fcjL//x1/hjr//KWqXfx49FhYvvr4bP3vmT9iz78gnRpsuzPdCyGNxYlSdVdeHANBuVSBfGYZORq8nXMo/1zmwa0LOdZSkmuooqaWOkrPSbZejWBOc9XV2phoYHMUH+47DWLIYX/jq31+wW4PdbgfLsjAajfOcML35/X5EIhFotVquoxCS9rJj9ZGQJNLpdAiFQggEcq/K8mKKiopgtVoRDqd/1a5cocQt9z2OG+/9B8TEhXjxtV14450dCIfn1or7Ysq0QfjCAjgCtNtzJngMsKLIDU9QgDNZciEYivLQNSHHQjPtpEgHtXl+eELCrOm4MuETot2qxMoST85dJM9VNM6g3ylDDY2TuaARtxRFmtkVaEWjcWx9YxuifC1uuvtRKJSqJKfjDu2iIIQQkgpSqRRyuRxOp5PrKGlFKBTCZDJlxEYLrlRXV6O/v5+KZM5hGAZV9U34ytd/jO/+5A/Y+MWHkZBVYNeRHvzXMy/ipb/8Fb39I2DAYnmxG+6gMKtuRDsDQox7xVhg8nEdJecxDNCY70WfUwZfODs6S368o2QTdZScsUCEh7FJCapyrJuD1xvAK29+AIGiCLfe/2OIxOILfu3IyAgKCwuzZqNEstjtdmi1WvD52fFaQkgq0asHIZ8iEAig1Wqpq8OnyOVyaDQajI2NcR1lWhiGwaIVV+ChJ55B1ZKrcaLThqeeewn9g6lZLBHyWZTrAui2Z8/F8nwRCVisKnGj1yHD2OSFP/hmig6bAnmKCAxyWnRKByI+i7o8H1otSiQyvC7AH+Hj6IgGC/MnaafOLAy4pFCIY9DTY3de3jAfk2EBCmbZhvS99/fC6oph4/V3o7xmYZLTcScQCCAYDEKn03EdhRBCSBaijpLnV1xcjJGREbDZtu0+SfR6PdRqNfr7U9u9MhOpNFpsvO52fPd/P4+vfPPfUbH4GnQMh/D7V97HL371Io41H8NCwzh6smT9gWWBlnElqvUBKoRPE2pJDCWaINqsCq6jJMWA62xHyZXF1FFyNnoccuQrw1CI41xHmTfxeAKvvPEefDEZvnj7d2EwFV7ka+MYGxtDUVHRPCbMDA6HgzZcEDJN9PZEyHnQrMzzm1psyCQqjQ63f/N/4XO3P4Ygk4cXXtqGd7fvRTSa/A+YFfoAHH4R3EFB0o+d7VSSOJYWTuL4qAqeUOY+fq6gAKMeCRpM1GY1nZRqg+AzLPqcMq6jzFo0fnYeZrE6iFJtbs7jnYt4Auh1nO3mQDtQzm/EI4FJGYaQP/MbCi1t3TjW2o+KxvVYt+WWFKTjjsPhgEajgVBIHZsIIYQkHxU6nF9eXh6i0ShcLhfXUdJWdXU1+vr6EI/nzs2zmeDxeKhbtAp3PPTP+Pv/9Tusve4bCAkKsX1/B379/O9haXkd750Mwx3M7J2yw24JwnEeqmicQFqpy/PB4RfBluGdJSd8QrRZlFhR4oFMRIU0MxWK8TDkkqI6x7pK7th9CIMWPy7bdAsalq696NdarVaIxWJoNJr5CZchWJalzpKEzAAVOhByHkajETabjXYPfEpBQQFcLhf8/sz6gMYwDJavvQYPPv4UShZcgcMtw3jm+ZcwPGJJ6nnEAhYl2iB1dZilfFUYNQY/Dg9pEIxm3tsTywKt40pU6v10AZhmeAzQaPbizIQcoVjmPbcSCaB5RA2JII4GM7UjnY0htxQifgImRepGGGUylgVG3BIUq2deRONwuPHW9v1QGKtx410/yLp2kzabjWaFEkIISRm9Xg+Px4NIhD6jfByfz0dBQQGGh4e5jpK28vLyIJFIMDg4yHWUtKcz5OHKL96L7/3kBdx0/09QVL8Rw6PjOL7nVfzDUwex/3ArQqHM+x2Mxhm02xRoMHnBz66P4BlPLGBRO9VZMkOXlj/eUZK6Is5On0MGgzwCtSTGdZR509HZi4PHOlFcexmu+tLXLvn1w8PDKC4uBkM7Uj7B5/MhEolAq9VyHYWQjEAfgwg5D71ej0QiAbfbzXWUtCIWi5GXl5dxXR2m6Awm3PP3/x+2fPk78MTUeP7Fd/DBroOIxZK3A6La4IfFK4aHujrMSrUhAJMijAMDWoQyrNhhdFKCQJSPakNuzd3LFEZFFEZ5BB0Z1j4ywZ4tcgjHeFhR7AGPrv1mLJ4Auibk1M3hIlxBIaJxHvIUMxtbEY3GsfX1bYjyNLjp7kegUKlTlJAbiUQCVqsVZrOZ6yiEEEKylFQqhUqlgtVq5TpK2ikuLsbY2BgSmT5/LkUYhkF1dTV6enqoq8M0CQQCLFy+Hvd++9/w8D/8D667/otAPITf/HUU//Hki3jzrzswNj7Bdcxp67LLoRDFZz16jqRWuS4IlgUGnFKuo8xYMMrDwQEtSjTUUXK2IjEG/U4pqnOo24rD4cbr7+6FXF+Jm+99HHz+xTvmRCIRWK1WFBZeeLRFrrJYLDAajZd8DAkhZ2XWXSRC5gmPx0NeXh4sluTu+M8GmT4rk8fjYc3mG/DAY08iv2oN9h/rw69feAUWqyMpx5cKEyjXBdBuy6ybqemCYYBF+V7oZFEcGNQiHMuMu5KxBNBmUWCByQfBLNq+k/nRYPZh1CPJmPEyLAscH1XBH+FjTalrViMFCNDvlEEsSKCQFgAvaNgtQYE6NOOdYNs+2AeLK4aN19+N8ppFqQnHIYfDAR6PR200CSGEpJTZbKZCh/PQ6XTg8/mw2WxcR0lbBQUFEAqFGBgY4DpKxjGaC3HdLd/Ef/7ieWy66lp4pU042uHEr37/Fn712604frINkUj67sL2R/jod8jQaPZSMXeamuos2TmhQCRD1rYAIBTl4cCAFnmKMBpM1FFytrrtcuhkUejludENIxKJ4aXX3kOEp8GX7/0hVBrdJb9nbGwMGo0GCgWtoX+axWKhDReEzAAVOhByAWazmQodzsNkMiEYDMLj8XAdZU6M5iLc973/xBVf+iYm/FL8+vdvYO+Bo0nZLVJt8MMZEMLup3nes8EwQFPBJNTiGA4OaDPigrDHLodUGEfRLNq+k/kjF8VRoQ+gxaJEutdqsSxwYkwFT1CINWUuiARpHjhNReMMuuxyLDD5aAHwAhIsMDYpmfHrV0tbN5pb+lDRuB7rttySonTcmurmQG00CSGEpNJUoQN1LvgkhmFQVFSUsR0l5wPDMFiwYAG6uroQjebGzbRkE4vFuP3Oe3Hjzbdj6VUPYsmGr2IiqMKbHxzHT5/6A97dvge2CRfXMT+j1aJAkSYIjTR9izEIYFJGoJNG0TmRGTdywzEGBwa10MmiWJRPRTSzFYzy0O+UoT4vNwpFWJbF2+/tgs2TwKbPf23amyCGh4dRVFSU4nSZJxwOw+VywWQycR2FkIxBhQ6EXIDJZILX60UgQG3oP04gEKCgoCArFhv4fD42XPNV3P+Dn0FXshQ7D3Xgud+9CrvdPafjigUsqgwBtFsVaX8zNV0xDLC0yAO5KI6Dg1pE4+l7dRWI8NBjl2Mh7aTICNUGP/wRPsYmxVxHuSCWBU6PK+EMnC1yEFORw6x122VQS2IwyjNv5u58sflE4PPYGc1ddTjceGv7fiiM1bjxrh+Ax8u+SwqWZWkXBSGEkHmhVqshEAhgt9u5jpJ2ioqKYLFY6Cb+ReTl5UGpVKKnp4frKBmLz+dj5cqVyDOZYSxbjm//r9/i+tt/CFXBUhxuteCp/3kV//OHV9HS1pXU0aezZfOJYPeLcuYmaqZrNHsx6JJiMpTenSUjMQYHB7RQi2NoKpik9a056LQpYFaFcqYQ6diJNpzuHEFt02asverL0/qeQCAAl8tFYyvOw2q1Qq1WQyrNvLE3hHAl+1YlCUkSoVAIvV5PXR3OY2pXRaaOr/i0gpJKPPDoz3H5NfdhzMPHM799FR8ePTWnv1+l3o9AlI9xb/reTE13PAZYXuSBRJDAwUEtImla7NBuVaJAHYJWlhsXMJlOyGexwORDm1WJWBpumpsqcrD6xFhT6oJUmIYhM0QoykOfQ44FeVSEdDEjbimK1KFpP0bRaBxbX9+GKE+Dm+5+BAqVOrUBOeL1ehEMBmEwGLiOQgghJMsxDEPjKy5ApVJBoVBgfHyc6yhpa6qrQ29vL0Ih6jA4W3w+H6tWrUIikcDplhYsXXMNvvn4L/C1HzyFRZffjFGPBH9590P89Kk/4P2dB+B0TXKSM8ECrRYlao1+KojPEApxHOW6AFos6bsZKhJncGhQC7kojqVFHrp+noPJEB8jHgnqjH6uo8yL0TEb3t15BNqCBnzpju9NuxviyMgI8vLyIBbTuvmn0YYLQmaOCh0IuQgaX3F+RqMRADAxMcFxkuQRCAS46kv34t7v/BTK/IV4b/dJvPCnN+B2e2d3PB5Qa/Sjw6pAIk0vZDIBjwesKHZDIojj4IAW4TQbY+HwC2Hx0U6KTFOsDkEsSKDHLuc6yiewLHByTIUJvwhry5yQiajIYS7OTMiRpwxTEdJFROMMLF4xitTBaX/Ptg/2weKKYeP1d0+7JWUmslqtyMvLg0CQ3juvCCGEZAeTyQSLxZI1mwmSicZXXJpOp4PRaERXVxfXUTKaQCDAZZddhng8jg8//BDxeBwlFbW48e4f4Hv/8kdsufl7kBgaceDEEH7+6634/YtvoONM37yOnRlwSpFggQoddZ/NJLVGPyZDQljScDNU+FwnB4kwjuVFHvDSa9kt43TYFCjRBKEQc9/9JdUCgRBefn0bGKkJt97/I0hl01tjY1mWxlZcQDweh81mo0IHQmaICh0IuQiz2Qy73U5tEj+FYRgUFxdjaGiI6yhJV1JZj2/+8JdYsel2DNhiePp/XsHxk22zWnAq1QbBAhh2S5IfNIfwecCK4rNjLA4M6BCKpcdbF8sCLRYlagx+2nWfYRgGWGj2oscuRzCaHs+nBAscH1XBGRDi8jIXFTnMkS/Mx5BbSkVIlzDqkUAhjkElmd4iTGt7N5pb+lDRuB7rttyS4nTcol0UhBBC5pPRaEQ4HIbXO7tC+2xWWFgIu92OYHD6hZm5qL6+HoODg/D7c2MXcaoIhUKsXr0aAHDo0KGP1gNlcjnWbL4Rf/cPz+Cu7/wMC1Z9Ef0TPLz05j7811N/wK69H8IzmdrHPhJj0DmhwEKzF1k4OS6rCfks6vN8aLUoEE+jS/1QlIcDAzrIRXGsKPbQ82qOnAEhJvwi1OZAN4dEIoFX33ofnpAI19/yLZiLyqf9vR6PB8FgkK63z8PhcEAkEkGlUnEdhZCMQm9fhFyEXC6HQqGAzWbjOkraKS0txfj4OMLhMNdRkk4kFuP6Wx/Cnd/6D4h1NXjz/SN48ZV34PXOrGKexwB1eX502tLrQiYT8RhgWZEHakkUB/q1aXFzesgtQTTOoFJPOykykU4WRb4qhDargusoSCSA5hE1PCEBLi+ncRXJ0GlToFgdhDIHdlHMxYBLijLt9G4aOBxuvLltPxTGKtx41w/Ay+JVsHA4DJfLBZPJxHUUQgghOYLP58NoNFJHyfOQSqXIy8vLyo0WyaRSqVBUVISOjg6uo2S8qc4OAoEABw8eRCQS+ejPGIZBRe0i3HLfE/juv/wBm274O/DUNdhztA///eyf8edX3kZP31BKurN0TiiglUZhUkYu/cUk7ZRqgxDyWfQ5ZFxHAQAEozzsH9BCLYliGXVymDOWBdqtClTqApDkwJrO3gNH0TPkxNK1X0TT6qtm9L0DAwMoKiqi7onnMT4+DrPZPO0RIISQs7J3hZKQJKHxFeenUCig0+myerGhsn4JHnriGSxeezO6RgJ46vmX0drePaNjFKrOtsjvc6bHhUwm4zHA0sJJ6GUR7O/Xwh/hc5YlGmfQYVWgwewDn95JM9YCkw8WrxgOv5CzDLEEcHREg0CEj8vLXJAIsv+CONVcQQEsXjFq87J/F8VcuIIC+CJ8FKovPcs5Fotj6+vbEOVpcNPdj0KhUs9DQu5YrVao1WpIJNSRiRBCyPyhtYcLKysrw8DAwLyOCMhEdXV1sFgs8Hg8XEfJeHw+HytXroREIsHBgwfPu8lHqVJj/TVfwbf/6Te47eH/RHXTdTgzGsMf/rIDP3vmT9h/qBk+X3I2RkyG+Bh0SdFopq4vmYphgEazF2fscoQ43rwTiPCwv18LgyyCpYWTVOSQBDafCN6wAFWG7N8M1dM7iD0ftiK/cjmuvfmbM/reaDSKkZERlJWVpSZcBmNZFlarlTpdEDILdHuGkEswm82wWq10QX0eU4sN2TxHVCKV4oY7v4dbv/ET8BRleOWd/dj62jYEApe+MQR87EJmIn1a5GcyhgEWF3iRrwpjb58OExzdoO6akEMpiSFfmX0dTXKJVJhAtSGAFosSXLyMBaM87O/XIRpncHmZC2JB9r6WzheWBVrGlaikkTKXNOiUolgdgpB/6efdex/sg8UVw8br70Z5zaJ5SMctGltBCCGECyaTCW63G6HQ9K41c4nJZALDMLBarVxHSWtSqRTl5eVoaWnJ6nWa+cLn87FixQrI5XLs378fPt/5x+LxeDzUNC7HbQ/+E779z7/DuusfRExSig8OnsF/PfNnvPLaexgYHJ31z4RlgVaLEmXaAHWsy3AGeRQmRQTtNu46S7qCAuzr18GkjGBxgRe0cXzuEizQaj072nY619eZzO3x4i9v74JYXYpb7vsRhMKZrcuOjIxAqVRCo9GkJmAGm5ycRCQSgV6v5zoKIRmH7roRcglarRY8Hg9Op5PrKGknPz8f8XgcExMTXEdJufrFq/HQj55F/YrPo63fhaeeexlnuvun9b0GeRRmZTgtWuRng7PFIz4sMHlxeFCLfqd0Xs/vC/PR55RhodlHF4RZoErvRzTOw5B7fnduOwNC7OnVQSONYk2pK+svhufLkFuCcIyPagN1c7iYaJzBiEeKMt2lx1a0tnej+XQfyhvWYd2WW+YhHbfi8ThsNhsVOhBCCJl3EokEGo2GbuafB8MwKC0txeDgINdR0l5NTQ18Ph9GR0e5jpIVeDweli9fDrPZjL17915ytK1GZ8DmL9yN7/7v/8HN3/j/UNKwGa2Dfvz2pe148td/xodHTiIYnNmGCYtXDE9ISB3rskSDyYsxjwSu4Py37R/xiHFgQItKfQALzVTkkCx9DhkYAOVZPto2Fotj62vvIZhQ4sa7HoFWnzej72dZFgMDA9TN4QIsFgvy8vLA53PXwZiQTEWFDoRcAsMwMJlM1ELyPHg8HkpKSjAwMMB1lHkhVyhxy32P48Z7/wExcQFefG0X3nhnB8LhS89HbDD5YPWKOetAkI1KtSGsLnPhjE2OU2NKzFfTlVaLEiWaIFSS2PyckKQUnwc0mL3osCkQjc/PVf6gS4KDA1rU5vmxON8LHn0aS4pIjEG7VYlGsxcCekwvatgtgUoShfoSr2MOhxtvbtsPhbEKN939CHg58GS12+0QiURQqVRcRyGEEJKDaHzFhZWUlGBiYgKBQHbfSJoroVCIxsZGtLa2IhqNch0nKzAMg4aGBixcuBBHjhxBb2/vJbsz8Pl80tOZ2QABAABJREFUNDRdjrv/7l/xrX/8LVZf8zX4eWa8t7cV/+/JP+L1tz7AyJj1kseJJ4A2qwL1eT6IqDg+K8hECVQa/GgZn7/OkiwLtFvlODWmwooiD6oMASpySJJglIfOCTkW5Wf/CJBtO/Zh1B7GumtuR03jihl/v8vlQiAQQGFhYQrSZb7x8XHacEHILGX/aiUhSUCLDRdWVlYGq9WKYPDSu0KzAcMwWLTiCjz0xDOoWnI1TnTa8NRzL6F/cOSi3ycVJlBr9KNlXIUEXZsmjV4WxfoKJ1xBIQ4OahGOpfaqwuYTwRkQoi7v/C0rSWbKV4ahEMXRNSFP6XkSLNAyrkCbVYlVJS6U64K0uJBEHTYFtNKzHXTIhbEsMOCSoUx78fftWCyOra9vQ5SnwU13PwqFSj1PCbk1NbaCoV9OQgghHDCbzZiYmEA8Tu3pP00qlcJkMuXMRou5KCwshEKhwJkzZ7iOklWKi4uxZs0adHd34+TJk9P+PTXk5ePqG7+O7/3kd7jha/+M/Np1ONnjwm/+8A6eff5lNB9vRTh8/qKUPqcMfIZF6SU+u5PMUm3wIxjlY8ST+s6S0TiDI8MajE1KsL7CCZPy0pu1yPS1WZQwK8MwyLO7sOx0ayeOnupDReN6XHH9HbM6xsDAAIqLiyEQzH83k3QXDAYxOTkJk8nEdRRCMhIVOhAyDUajEcFgEF6vl+soaUcmkyEvLy/nFhtUGh1u/+b/wudufwxBJg8vvLQN727fi2j0whe6FedamPU5ZPMVMyfIRAmsLXdCLEhgb58enlBqPjAnWKDFokRtng9iAVWrZBOGARaavehzyuALp6ZFXCTO4MNBDSb8YmyocMKoyO6L4PnmDgow7JaikdpvXpI9IEQ4xkOh+uLzv9/7YB8srhg2XHcXymsWzVM6brEs+1GhAyGEEMIFpVIJsVicE+MhZ6OsrAyDg4NUCHIJDMNg0aJF6O/vx+TkJNdxsopOp8OGDRswOTmJAwcOIBS6+GfqjxMKhVi88grc993/iwef+A1WbL4TzqgOb+88gZ8+9Qe8894uWG2Oj74+FOWha0KOxny6xsk2At7Zzq/tVgViKexO6o/wsa9fh3gCWF/hhFJMr53JNOEXwuoTocGU3ZuhrDYH3tp2CCpTLW6657FZdXoMh8MYHR2lsRUXYLVaodVqIRaLuY5CSEaiQgdCpkEgEMBoNFJXhwsoLy/HwMBAzi02MAyD5WuvwYOPP4WSBRtxuGUYzzz/EkZGz/884THAwvxJnJmQIxill99kEvCA5UUelGiD2N+vxdhk8j8Y9julAIDyacy0J5lHLY2hRBNEm1WR9GN7w3zs7dOBz2OxrtwJuSi3XitTjWWB0+NKVBr8UNDCzSX1O2Qo1QbBv8jbUGt7N5pP96G8YR3WX33r/IXjmNvtRiwWg8Fg4DoKIYSQHMUwDHWUvAij0QiRSITR0VGuo6Q9lUqF8vJytLS0XHI8ApkZqVSKtWvXQi6XY8+ePXC73TM+hrmwFNff+jC+/69/wOfv/BG0JStxtH0CT//2dTz3u1dwqqUTp8ckMCoiMGb5TvFcVagOQSaMo9uems6SEz4h9vTpkKcI47JSN40+SbKzHTtVqDX6IRXO0yxdDoTDEbz82jbEhXrcfO/jkCuUszrO4OAgdDodjYi8ANpwQcjc0J02QqapoKCALqYvYGqxYWxsjOsonNAZTLjn7/8Ptnz5O/DE1HjuT+9gx+6DiMU+e8PNKI/CpIik5GZqrmMYoNbox9LCSZwYVeGMTZ60eYfhGIMzNgUWmr1ZP3Mvl9Xl+WD3i2DziZJ2TKtXhL19OhSqQlhZ7IGQFheSbsgtQSjGR7XBz3WUtBeI8GD1iVGmvfBsa4fDjTe37YfCWIWb7n5kVrs1MtXo6CjMZnNO/Z0JIYSkn/z8fIyPjyORyN4bJ7PFMAzKy8vR39/PdZSMUFtbC6/XS2tZKcDn87F06VJUVFRg//79s36MxWIxll1+DR549L9x/6NPY8n6r2DcJ8eL75zEM7/fDtZ5nApVshTDAI35XvTa5QhEknf9wbJAn0OKw0NaNJi8aDT7aB0rBaa69U51781GLMvi9Xd2wOFjcPVND6C4om5Wx0kkEhgYGEB5eXmSE2aHaDSKiYkJ5Ofncx2FkIxFq3iETFN+fj68Xi+1/TuPqcWGvr4+rqNwhsfjYc3mG/CNR3+J/Ko12Nfch1+/8AosVsdnvrbB7IXVK4bdL+QgafbLV4WxrtyFIbcUzSPqpLQB7LQpoJNFkaegWYbZTCxgUZfnR6tFicQc15JYFui2y3B0RI3FBZOoN/mp3WgKRGIM2q1KLDR7IaBPtZc04JLBpAhDJjr/C2MsFsfW17chytPgprsfhUKlnueE3GFZFiMjIyguLuY6CiGEkByn1+vB4/FofMUFFBcXw+fzwel0ch0l7QmFQjQ2NqKtrQ3RKHUFSDaGYVBdXY3ly5fj5MmT6OjomHVRAsMwKCqrxpfu+C6+95M/oGzpl6CTs3h32178aevb8Exmd2v8XKWVxlCgDqHNOrtd8p+WSACnxpXossuxpsyFUu30R6uQ6QtGeeickGNh/mRWF5EcOnwSHb1WNK66FivXf27Wx5nqUkUdC85vbGwMKpUKCgVtiiRktmhJmJBpEgqFyM/Px8jICNdR0tLUYoPL5eI6Cqfy8otx3/f+Exu/+CAm/FL8+vdvYO+Bo5/YjSMVJlBr9OPkmCqls/hymUoSw/oKByIxHnb36uGYQ1GJJyTAkFuKRrM3iQlJuirXBcCywMC5USWzEYzy8OGQBn0OGdaWuVCkDicxIfm4VqsSWmkUZiU9xpcSTwCDLinKdRfecbJtxz5YXDFsuO4ulNcsmsd03Ju6mURjKwghhHCNYRgUFRXR2sMFCIVCFBcXU1eHaSosLIRcLseZM2e4jpK1zGYz1q1bh9HRURw5cgTh8NyuTZwuF8oqavCP/98vsHjdzegeDeHJ57bicPMp6vSShRbk+WD1iea8GSoQ4eHgoBbuoBAbKpzQyai4KVVaLUqYleGsHiszODSGD/Ydh7FkMb7w1W+DmcPOnf7+fpSVlVHnxAsYGRlBUVER1zEIyWj06kLIDEwtNlDbuM+aWmzo7e3lOgrn+Hw+Nl57G+7/wc+gK1mKnYc68NzvXoXd7v7oayr1AYj4CXTaqFozVcQCFmvKXCjTBnFoUIuWccWMC0tY9uwFTIUuAIX4s6NISPbhMUCj2YvOCQUisZldyLEsMOiSYGePHhJBApuqHNBIYylKSixeEcYnxVhcMEndMqZh2C2FWJCA4QKLMa3t3Th6qg/lDeuw/upb5zkd90ZGRlBYWEiLL4QQQtJCUVERxsfHEYvRZ8nzKS8vx9jYGEIh2q18KQzDYPHixRgYGKAuGCmkUqmwfv168Hg87Ny5c9ajLGKxGNra2tDQ0ACVWoMb7vwe7nj4PyAz1OPdXSfx/O9fhW2Cfo7ZRCJMoNZwtrPkbJabpzZq7OrVQyGOYW25E1IhFcSkytikGBN+ERpN2dtlxecLYOsbH0CgKMIt9/0IIrF41seanJyE0+lEaWlpEhNmj2AwCIfDgcLCQq6jEJLRaCWPkBnIy8tDPB6ni8MLqKqqwvj4OHy+7P2wNxMFJZV44NGf4/Jr7sOYh49nfvsqPjx6CizLgmGApsJJDDhlc+o2QC6OYYAqQwAbKh1wBYVnuzsEpv94j3vF8Ib4qDH6U5iSpBuTMgKdNIrOiekXIk11cei0KbC8yIOmwkkI+VQUlyqROIOTYyo0mr20iDMNLAv0OGSoNpx/hIrD4cZb2/ZDYazCTXc/knM3+2OxGMbHx2lsBSGEkLShUqkgk8kwPj7OdZS0pFQqYTQac3p85kwolUrU1tbi+PHjiMepgD9VRCIRVqxYgUWLFuH06dM4evTojLs79PT0QCqVfmJ3b9WCJjz0xNO4bMs9GHXz8ewLr2P3vsOIxehnmS0q9AHEEgwGXTPrLBmI8HBoUIMuuxwrij1YUkAjHVMpHGNwekyJRWYvJFm6DpFIJLD19W3wxST4wm3fgdE8t04D3d3dKC4uhngOxRLZbGRkBEajERKJhOsohGQ0eusjZAZ4PB4KCgowPDzMdZS0JJPJUFhYiJ6eHq6jpA2BQICrvnQv7v3OT6HMX4j3dp/EC396A26PF0pxHHV5PpygERYppxTHsa78XHeHAS1aLQrEL/GYxxNAm0WBepOfbljnoAazF4MuKSZD/It+3ce7OIgFCVxR5YBJGZmnlLmrdVwJjSSGEg3t4puOsUkxEiyDQvVnH69YLI6tr29DhKfBjXc9AoVKzUFCblmtVkgkEqjVufd3J4QQkp5ofMWlVVdXo7+/H9Fo9rYOT6aqqiqIRCJ0dHRwHSXrFRYWYtOmTWBZFjt37sTY2Ni0vi8QCKCnpweNjY2faRMvEotxzU1fx33f/zn0Jcux+3A3nn3+ZQyPWFLxVyDzjM8DGkw+dNgUiMYv3a7w410cZKI4rqh0IE9B6xCp1jKuglYWPe91dbbYsfsQBi0+rLriFjQuWzenYwUCAYyNjaG6ujpJ6bIPja0gJDmo0IGQGSouLsbY2BhVwV9AVVUVhoeHEQwGuY6SVkoq6/HNH/4SKzbdjgFbDE8//wqOn2xDhc4PET+BDiuNsEi1j3d3cAaE2NWrh/Mi3R16HTII+SxKNPRczkVKcRzlugBaLtI+Mhjl4fC5Lg7LijxYWjgJERXFpJzFK8K4l0ZWTBfLAl12Oar0fvDO83ht27EPFlcUG667ExW1i+c/YBqYWlyYy9xRQgghJNmKioowMTFB4xkuQK/XQ61Wo7+/n+soGYFhGDQ1NWFgYAAOh4PrOFlPLBZjxYoVWLhwIU6dOjWt7g7t7e0oKCiATqe74NcUlVXjgcd+hk1fehjOiBLPv/gO/rp9D8Jhusmd6czKMFSSKM5MyC/6dVNdHM5M/K2LA23OSb2xSTFsfhEW53uzdh2i40wfDjR3orjmMmy54b45H6+npwf5+fmQyy/+nM5VHo8Hfr8f+fn5XEchJONRoQMhM6TVaiEUCmGz2biOkpZUKhXy8vLQ29vLdZS0IxKLcf2tD+HOb/0HxLoavPn+Efz5L++gSm3BoItGWMyXj3d3OHiB7g7BKA9ddjkWmrP3AoZcWq3Rj8mQEBbvJ1vsfbyLg+hcFwczdXGYF1MjKxbm08iK6bL5RAhHeSjVfrZoq7W9G0dP9aG8YT3WX/0VDtJxLxwOw2q10i4KQgghaUcmk0Gn02F0dJTrKGmruroavb29iMViXEfJCEqlEnV1dThx4gQ9ZvNgqjPLFVdcccnuDg6HAxaLBfX19Zc8Lp/Px/prbsU3H38GxfUbcaRlFE899xK6ugeS/Dcg84lhgIVmL/qdMnjDn+0s+fEuDlJhApuqqIvDfAnHGJwaU2FRfvaOrHA43Hj9r3sg01Xg5q89Dj7/4t1NLyUUCmFoaIi6OVzEyMgIzGYzBAIB11EIyXhU6EDIDFELyUurqanBwMAAIhH6wH0+lfVL8NATz2Dx2pvRNRLA7//wIniTp2mExTy6VHeHDpsCZkUEejm1Qc1lQj6L+jzfJ4phpro4dFAXB060nBtZUZzFrSKTrcsuR4U+AP6nPvU7HG68tW0/FMYq3HT3I+DxcvOyYGxsDFqtlnaZEEIISUu09nBxeXl5kEqlGBoa4jpKxqisrIRIJEJnZyfXUXKGRCL5qLvDyZMn0dzc/InuDizLoqWlBTU1NZBKpdM+rsFUgHu//W+4/rZHEeKZ8KfXduIvb2yH309dKTOVShJHqTaINovyE//9410clhd50FQ4SV0c5tHpcRX0sggKVdm5DhGNxvHy6+8hwtPgy/f+ECrNhbvKTFdfXx8MBgONh7wAlmUxMjKC4uJirqMQkhVyc0WTkDkqKiqCxWKhWZAXoNVqodVqqYXkRUikUtxw5/dw6zd+Ap6iDIf3vouD+3fj+CB1dZhPU90dSs91dzg5poRlUoQxjwQLTF6u45E0UKoNQsBn0WOXodsuw84ePYT8s7snqIvD/LJ4RbDSyIoZcfiFmAwJUK775GJnLBbH1te3IcLT4Ma7HoFClbuLDzQTkxBCSDorKCjA5OQkfD4f11HSEsMwqK6uRk9PDxIJ2jUwHTTCghtTm6Y2bdqEeDyOXbt2YXR0FCzLYmhoCNFoFJWVlbM67op11+HhH/8KtcuvR0uvE7/89Us41dIJ9kIzGElaqzP64AwKYfWKztvFwUTrEPNq1COG3S/CooLs7PjKsizefm8XrO44Nn3u3qSMs4xGo+jv76duDhfhcDiQSCRgNBq5jkJIVqBCB0JmQalUQqVSXbDlHDnbQrKvr4/aIV5C/eLVeOhHz2LBys8jZO/EM3/ahUOnx7mOlVMYBqg2BLCx0oFonIfDwxqoJVEIqDqeAGABGOURdE4oMOKWYEWxB8uKqIvDfAtFeTg5pkIjjayYkW67HOW64Gd2+2zbsQ8WVxQbrrszKQsZmcrv98PlcqGgoIDrKIQQQsh5iUQimEwm6upwEQUFBeDxePQYzQCNsOCORCLBypUr0djYiJaWFuzduxdtbW1oaGiYU6t4lUaHr3z9x7j56z8BT1WO1947hD/8+S243bSBI9OIBCxqDT6cHFNhV68OXXbq4sCVcIzB6XEVFuZPQiLIznWI4yfbcapjGDVLrsTaLTcn5Zj9/f1QqVTQ6/VJOV42Gh4eRmFhYc521iQk2eg3iZBZohaSF2c0GiGTyTA4OMh1lLQnVyhxy32P4yv3PwGjIoont7Zi65u7EQ5TlfZ8UojjMCvDEPETYBgWH3Qb0G2XfTSygOQWlgXGJsXY1aOHxSuGVhqFWhKjGZgcYFng+KgKRnmERlbMgCckgN0vQqXe/4n/3tbeg6On+lDesB7rr/4KR+nSw8jICEwmE8RiMddRCCGEkAuaWnug3dnnN9XVobu7mx6jGaisrIREIsHp06e5jpJzpro7XHnlleDxeIjFYhgaGoLH45nzcRuaLse3fvwrNK3/CnotETz53FZ8ePQUdTzJIM6AEGOTEoRjPMhFcWyuslMXBw6wLHBsRA2DPIJCVfjS35CBxsYm8Ncdh6EtaMANd34PTBJaVsTjcfT19aGmpiYJCbNTPB7H2NgYdZYkJImo0IGQWSosLITD4UAwSLPvzodaSM4MwzBYtOIKPPG/f4maqjK8eyKEJ3/zEvoHqZhmvsTiDNqtCizM92FtuRvLizwY9UjwQbcBgy4pErRmljMm/ELs7dfh9LgSFfoANlU5sLzIg7FJCVxBAdfxck63XYZAlI9F+dnZKjJVuifkKNEGIRb87cXL6fTgzW37oDBW4aa7H8np3QNTMzFpcYEQQki6M5lMCIfDcLlcXEdJW0VFRYjFYrBYLFxHyRgMw2DZsmWwWq0YHh7mOk5OCoVCcLvdWL16NeRyOfbu3Ytjx47B7/df+psvQiqT44u3fxt3/f3/hcK8EO/tPonnfvcXWG00qiSdTYb4ODykxsFBDYyKCJYXu2H3ixBL0EUwF7rtMvgjfCzJ0tGZgUAIL7++DYzUhFvuexxSmTwpxx0cHIRYLEZeXl5SjpeNrFYrxGIxtFot11EIyRq5u7pJyBxJJBIYjUbq6nAR+fn5EAgEdNE8A2qtHj/8h3/FslUbMRwswAsvbcO72/ciGo1zHS3rddtlkIniKFSd3TGep4hgQ4UTjWYvuu0y7OrRY2xSDNoklL3cQQEODWpwZEiDfGUIV1bbUa4LgscAMlEClXo/WsaV9ByYRw6/EF0TCiwv8lCbzhnwhfkY94pR9bFuDrFYHFtf34YIT4Mb73oECpWaw4Tc83g8CIVCMJlMXEchhBBCLorP56OwsJDWHi6Cz+ejsrISXV1d1NVhBqRSKZYuXYpTp07B66URB/Otra0NJSUlMBqNWLhwITZv3gyGYbBz5060tLQgHJ7bLvKK2sV46ImnsOaar2HMI8SzL7yOnXs+RCxG60vpJBDh4fioCnv69JAKE7iy2oG6PD8KVBEY5BF02hRcR8w5zsC5dYji7FyHYFkWr739PtwhIa67+WHkF1cm5biJRAI9PT2orq5OSneIbDW14YIeI0KShwodCJkDGl9xcdRCcnZEIhFuv+MurNzwJejK1+FwyzCeef4ljIzS7pRUCUR46HXIsdD8yR3jDAMUqsPYVOVAhT6A0+NK7O3XYcIv5C4sSTp/hI/mERX29+ugFMdwVbUdNcYABJ/6lFRt9CMY5WPUI+EmaI4Jxxg0j6ixwOSFRkqzg2eixyFDgSoEmehvHZW27diHcWcE66+9AxW1izlMlx6Gh4c/KsgkhBBC0l1RURFGR0epW+JFlJWVwe/3w263cx0lo5hMJpSXl6O5uRnxON0Any82mw0OhwN1dXUf/TeZTIalS5diw4YNCAQCeP/999HZ2YloNDrr8wiFQmy54T58/ZFfIK9iFfYe7cEzz7+MwaGxZPw1yByEYwxaLQrs7DGAZYFNVQ4syvdCIvjb63yDyYdhtxSeEF2zzJfIuXWIepMX2ixdh9h7oBndg040Xf4FLF2zJWnHHR0dBY/HQ0FBQdKOmW0ikQisVit1liQkyajQgZA5yM/Ph9/vh9vt5jpK2ioqKvqoPTSZPo1Gg1WrVqF6yWZs/OK34Imp8dyf3sGO3Yeo+j4F2qxKFKpDF7yZymOAcl0QV1bbka8M4ciQBgcHNLD5RLS7P4NNhvg4OabEzh49+AywqcqORrMPIsH5f6gCHrDA5EObVYEYrTGnFMsCJ0bV0EqjKNfRiKiZ8Ef4GHZLUW34WzeHtvYeHD3Vh7KGddhwzVc5TJceEokERkZGUFxczHUUQgghZFr0ej14PB5sNhvXUdKWQCBARUUFurq6uI6Scerr68Hn89Ha2sp1lJyQSCTQ0tKC2tpaiMXiz/y5SqXCqlWrsHr1akxMTOCDDz5Ab2/vnApRCkoq8fUf/BeuvPHv4I6q8D9/fhdvv7sboVBkLn8VMguxBHBmQo4Pug3whgVYV+HEsqJJyEWf/fkqxHGU6wJopc6S84JlgRNjKqglUVRk6TpEb98wdh86DXP5Mlx3y0NJOy7Lsuju7kZVVVVOj8i8lLGxMahUKigU1KmFkGSiVx1C5kAgEKCoqAgDAwNcR0lbPB4PdXV16OjooN0BM1ReXg69Xg+Jphhff+QXMFeuwb7mXvz6hVdgsdJsxWSx+4Ww+USoz/Nd8msFPKDGGMBV1XZopVEcG1FjV68eA04p3fjOECwLWLwiHBzQYE+fHgmWwYYKB5oKJz+x+/1CitQhSIVx9NiTM7+QnF+vQ4bJsABLCrNzHmYqddrkKFSHoJKcfc91Oj14c9s+yA2VuOmuR2jRAcD4+DiEQiEMBgPXUQghhJBpYRgGJSUlGBwc5DpKWquoqIDH46GCkBni8XhYvnw5RkdHMTo6ynWcrDe1hlheXn7Rr9Pr9Vi7di2ampowODiI999/H2fOnEEoFJrVefl8PtZuuRnffPwZlDVuRnP7GJ567iWc6e6f1fHIzAQiPLRZFNjeZYTVK8KqEjdWl7qhlly8a0CN0Q/vudGEJLX6nFJ4QkI0FWTnOoRn0oe/vL0TYnUJbrnvCQiFyetWOzw8jHg8TpsJLmFgYAAlJSVcxyAk69BKJyFzVFZWhpGRkTm1kst2RUVFEAqFVBAyQwzDoKmpCV6vF95ABPd//z+x8YsPYsIvxa9//wb2HWym1qVzxLJAi0WJGqMfEuH0H0uRgEW9yY8tNROo1PvR75Jie5cRbRYFAhF6a01H0TiDPocUO3r0ODmmgl4WxVU1diwtnPzohvB0MAywMN+LHrucftYp4goI0GlTYHmRB6IsnIeZSp6QAGOTEtQZzxZuxWJxbH19OyI8DW66+1Eo1RpuA6aJgYEBlJWV0UxMQgghGaW0tBRWqxXBYHbuMk0GkUiE6upqtLe30/jMGZLJZFiyZAlOnjwJv99/6W8gsxIOh9HZ2YnGxsZpFSAzDAOz2YwrrrgCTU1NcDqdeP/993H8+PFZd5fV5+Xj7r/7V3z+jscREebjxdd2Yetr78HnC8zqeOTCWBZw+IU4MqzGjh4D/BE+Vha7sa7cBYN8euvIQj6LepMPbRYl4rQEmDKuoAAdViWWFXku2OUzk8Vicbz86rsIxBW44c4fQGc0J+3Y8XgcnZ2dqKurA5/PT9pxs43L5YLP56OxFYSkAK3QEzJHGo0GSqWSRjNcBMMwqK+vR1dXFxWEzJBQKMSyZcvQ2dkJp9OJjdfehvt/8DPoSpZix8F2PP/7V2G3u7mOmbEGXVLEEwwqdLO7oOfzgFJtCBsrnFhZ7IY/wscHPQZ8OKjB+KQYiey7NsooLHv2YvXkmBLbugwYdktRa/RjS7UdtXn+T8y+nAmtNIYCdQhtVmWSE5NQjIejIxrU5fmgk9H7xUy1WxUo1wU+6k6ybcc+jDvDWH/tHaioXcxxuvTg9XrhdDpppwkhhJCMI5PJkJeXR10dLqG8vBzhcBhjY2NcR8k4BQUFKC4uRnNzM3XkTJHOzk7odDqYTKYZfR/DMDCZTFi9ejU2btwIPp+P/fv3Y9++fRgdHZ3xz4thGCy7/Go8/KNfoX7lF9DW78GTz72ME6c6qEgoCWIJYNAlwZ4+HQ4PaSAXxrG5yo6VJR4Y5NEZdwso0YQg5CfQ65ClJnCOi8YZHBtRo8bogz5L1yG279yPUXsYa6++DbULVyX12AMDAxAKhXQD/xIGBwc/2gxKCEkuKnQgJAnKysowMDBAFwMXYTKZoFQq0dvby3WUjKPT6bBw4UI0NzfD7/ejoKQSDzz6c6y5+msYdfPxzG9fxYdHT9Hzb4aicQYdNgUaTD7w5/huyDCAQR7FyhIPrqq2QyONosWixPYuAzqscvhp5/+8isYZ9Dul2NOnw4EBLQDg8jIX1lc4UawJIRmd+xfk+WD1iWD30wVKssQTwNEhNXSyCCr1tJtopux+IZwBIaoNZ3fgtbX34OipPpQ1rMOGa77Kcbr0MTg4iIKCgvPOQyaEEELSXVlZGQYHB6mz30UIBALU1taio6ODHqdZaGhoAACcOkVrDMk2OTmJoaEhNDY2zuk4SqUSixcvxpYtW2A2m9HR0YHt27ejtbUVXq93ZsdSa3Dr/U/g1gf+BXxVJd7Yfhi///ObcDon55QxV7mDApwaU2LbGSP6HDKUaoPYUjuBBrNvWqMyL2Sqs2SXXY5glNaXkollgeYRNRSiOKoN2bkOcbr1DI6c7EV5wzps+tydST12NBpFV1cX6uvrqWPiRUSjUYyMjKCsrIzrKIRkJXpnJCQJCgsLEQgE4HK5uI6SthiGwYIFC9DT0zPreYK5rLS0FEVFRTh8+DCi0SgEAgG23PA13Pudn0KZvxDv7T6JF/70BtyemV3U5rIzE3KoJVGYleGkHlcqTKAuz4+rqu1oKpiENyzAjh4DDg5oMOCU0kVpikTjDMYmxTg2osK2M0YMuaUo1wVwTY0dSwq80EpjSZ2xKBEmUGPwo9WiBK3/zR3LAqfHVYizTNbOw0wllj3bzaHKEIBYwMLp9ODNbfsgN1TiprsemVZb3FwQj8cxNDSE0tJSrqMQQgghs2IymcAwDKxWK9dR0lpJSQkYhsHQ0BDXUTIOn8/HypUrMTExQRtVkohlWbS0tKC8vBwKhSIpx5wa1bJ582YsX74coVAIu3fvxv79+zE8PDyjLg/1i1fj4R89i6UbvoI+SwxP/89fcPDDE1QsNA3ROIMBpxS7e3XYP6BFgmWwutSFjZVOlOuCECTpUkwvi8KsiKDdmpznDzmrzapAIMrHsiJPVq5D2CaceGvbQSjzanDT3Y8mfW2gp6cHSqVyxl1qcs3IyAiUSiU0Gg3XUQjJSgxL5bmEJMXp06cRi8WwdOlSrqOktcOHD0MqlWLRokVcR8k4iUQCH3744UcLD1OVspFwGO+//hyO7n0dYnhx9RUr0bR4AVXSXoQ3zMfuXj02VDigkqS+JWcoysOIR4JxrxiugBAqSQz5yjDMyjBUkuTegM8lwSgPFq8YFq8Ydr8IMmEcZmUYRZoQ1JJYys8fTwA7e/SoMQZQqqVZyXPR65Ci2y7HhgonpEJaTJupsUkxTo8rcWW1HUjE8dzvXoXFy8ed3/p3GlnxMcPDw+jq6sKmTZvoPZIQQkjGOnPmDJxOJ1avXs11lLQ2NjaG06dP48orr4RAIOA6TsZxuVw4cOAAVqxYQTewkmB8fBwnT57ElVdemdK25eFwGCMjIxgYGEAwGEReXh7MZjNMJtO0O5r1d7XgrT//As6xdhQYpPjCtZtgNulTljkTBaM8WM+tRUz4RVCJYyjVBlGoDkHIT92tlkCEh509Bqwpc9GoxyQYckvQalFifbkTCnH2jesJhyP41W9fgSuswD3f/r8oqaxP6vFDoRA++OADrFmzBjqdLqnHziYsy2L37t2oqKigTReEpAgVOhCSJJOTk9izZw+uvvpqiEQiruOkranHadOmTZDL5VzHyTiRSAR79+5FYWEh6us/+QG1t+Mk3vjTf2HS1oWaMiM+f80mKJU0v+98Dg1qIBfFsSh//jtghGMMrD4xrF4xrD4RRHwWJkUY+aow9LLInMdoZDOWBTwhwUfFDZMhAXSys105zMowJxemY5NinBpT4cpqe0oXNLKZzSfCkSEN1pQ5oZOlvkAl2yRYYFePHhX6AMp1Qfx1+x4cOT2MDV94AFdcdzvX8dLKvn37UFBQgMrKSq6jEEIIIbMWDAbx/vvvY/PmzXRNfREsy2Lv3r3Iz89HTU0N13Ey0vDwME6fPo3169dDqVRyHSdjxeNx7Ny5E9XV1fPWtpxlWUxOTsJiscBiscDj8UCr1cJsNsNsNkOhUFy08DcajWLPX/+Igzu2AmE71iyvx4a1qyAU8uclf7q52FqESRmGch7XIjptclh9Yqwvd9KmmTlwBoQ4OKDFqhI3jIoI13GSjmVZbH3tPbT3u3HNrd/FZRu/kPRznD59GsFgEKtWrUr6sbOJ0+nEoUOHcPXVV1PhJSEpQoUOhCTR/v37YTabUVVVxXWUtHb8+HGwLItly5ZxHSUjTU5OYt++fViyZAkKCws/8WfBQADv/eUZnPrwr5DyArj+qsvRuKCao6TpyeoV4dioGldW2SEScPsWGE8AjoDoo4vlSJxBniJy9mJZEYaY43zpIJ4A7P6/PUaxxCcfI65/hiwLHBzUQC2JodHs4zRLJvKF+djbr0Oj2YsSDY01mo1BlwTddjk2VTnQ0dGDrW/vRVnjJtz1rX+hkRUf43a7sX//fmzZsoUKUgkhhGS8I0eOQC6Xo6GhgesoaW1iYgJHjhzBVVddRe//s9TW1obx8XFs2LAhpZ0IsllXVxfGxsawYcMGzrqKhUIhWCwWWK1W2Gw2SKXSj4oedDrdBa8bxof78OaLP8d433HolTx8/poNKCstPO/XZpt0XYuIJYCdPQbU5/lQTNfQsxKM8rCnT4cagx8V+uzsznno8Als23sKDZd9EV++59Gkv/b4/X7s3LkTGzZsgEqlSuqxs82xY8cgFAqpuzUhKUSFDoQk0ejoKNrb23HllVdSS+SLCAQC2LlzJ9atWwe1Ws11nIxksVjQ3NyMtWvXnne+V8epQ3j7z7+A39mPhqoCXH/1BshkkvkPmmYSCWBXrx7lukDaXcywLDD5sR0CnpAAakkMGmkUGmkMakkUKnEM2XzfkmUBf4QPT0gAd1AId0gAV0AEsSDx0U4JgyySdo/BZEiAPX06bKx0zOtOjkwXjTPY26+DWRFGAxWJzEo8AXzQbUCD2QdZ3IpnX3gVAnUFHnzsSSjVGq7jpZUTJ06AYRgsWbKE6yiEEELInE1MTKC5uRlbtmwBn5+bO6yn69ChQ1CpVFQUMkssy+Lw4cNgWRaXXXYZrXXNUDAYxI4dO3DZZZfBYDBwHQcAEIvFMDExAavVCovFgkQiAZPJBJPJBL1eD6lU+omvTyQSOLTzNez66x8Q841hWWM5rtq0FhJJdhUPsezZG+BTxQ02/9kOnFMdJNNpLWLUI0aLRYkrqxwQUGfJGYkngH39OmgkUSwu8GZlV4yh4TH89s/vQlfchK//4L8hliR/Pbi5uRl8Ph9NTU1JP3Y2CYfD2L59OzZu3EidkQhJISp0ICSJEokE3n//fSxevBhms5nrOGmttbUVXq+X5orOQXd3N/r6+rBhwwZIzvOh1e/z4u0//wIdxz+AQhjBF65Zh5rqcg6Spo9euwyDbik2VjrAS/OLmWCUB0dACE9QCHdICHdQgATLQCk+V/xwrghCKY5l5LiLqaKGqb+b51xhQ4JloDr3d1RLYtDJIlCK42l/8XlqTIlglI/LSt1cR8kICRY4MqQBC+CyEnfa/3zTVY9dhhGPBJeXTOD5378Ki5ePOx7+N1TWLeE6WlqJRCLYtm0b7TYhhBCSNViWxa5du1BVVYWSkhKu46S1qa5Omzdv/swNXDI90WgUe/fuhclkQmNjI9dxMsrx48cRj8exYsUKrqOcF8uycLlcHxU9TE5OQiwWQ6PRQKPRQK1WQ6PRQCKRwOWw4a0Xf4H+9gNQiqO47qq1qK+t4PqvMCssCwSivE+st3hCQkTjDNTS2EfFDSpxLC2vVVkW2D+ghV4WwQKTn+s4GYNlgWOjKgSjfFxe6kqbwpVk8vkCePa3ryDMz8PXH/kZjObipJ+D3len78yZM3A4HFizZg3XUQjJalToQEiSnTlzBk6nk27gX0IkEsH777+PlStXwmg0ch0nI7EsixMnTsDj8WDt2rXnbSPJsixamnfjr1ufRsg9hKaGUlxz5TqIxdlVeT8d4RiDD7oNWFHsQV4Gzt87X7cDd1CI+KcKA5TiGCSCBMSCBIRpUNkfTwDhGA+hGB+BCP+j3J6pogZJDBpJ5netiMQYfNBjwLJCD0zKzHt+zSeWBU6OqeAKCrCu3JUWz9NMNPWcW17kQfPB93Hk9DA2fOEBXHHd7VxHSzvd3d2wWq1Yu3Yt11EIIYSQpOnv78fg4CCn7fAzBe08nTufz4e9e/diwYIFKCsr4zpORnC5XDhw4AA2bdoEmUzGdZxpicVi8Hg8cLvdcLvd8Hg88Hq9EIvFUKvVUKvVGOnvwOGdLyPmHcKCShOu27IRSmX6/v3OFjXw4Q4K4A4J4Tn3z1icgVIS+2gTiVpydk0lUzaSuIMC7O/X4YoqB+Qi6iw5HZ02OYbcUmyocGTlqNhEIoHfvfgmBmwR3HTvP2Dh8g0pOc+hQ4egVCqp8O0SpjbELlq0CPn5+VzHISSrCbgOQEi2KS0tRVdXF7xeL7UkugiRSITa2lq0tLRg48aNNEd8FqZacB85cgSHDx/G6tWrP9O2lGEYLFpxBcqqF+ONP/43TrTuQ9/gy/jS9RtRXlrEUXJudNgUMMgjGVnkAAAMAyjEcSjEcRSqwwA+dcEeFGJsUoxARI5QjIcEy4DPS0Ai+Nv/xII4JMJP/n+pMAEBj53RLgWWBeIsEI7xEYryEIpN/Y+PcPRv/x6K8RCN8wCwEAsSkAnjUEtiKNYEsVASg1ISS/vOGtMlErCoNfrQalHCqEj/jiFc6rTJMeEXYV25k4oc5qDDpoBWGsXEUDuOnOxFWeMmbLjmq1zHSjssy6K/v58WYQghhGSd4uJitLe3w+VyQafTcR0nrdXX12PXrl2oqKig8ZmzpFAosGrVKhw6dAgikQgFBQVcR0prLMuipaUFlZWVGVPkAAACgQB6vR56vf6j//bx4gePxwOBVIvqFTfg9KkT2N7ajYNdu7B+9SIsW1T9qfWGxLx0Q0iwU5sreGf/GeV/tEbhj/DhCQoRS/xtk0W+Kox6kw+qDO2OOUUjjaFQHUKbRYGVJR6u46S9fqcUfU4Z1pY5s7LIAQB27vkQA+OTWLn5jpQVOdhsNjidTixbtiwlx88mFosFPB6Pun4TMg+oowMhKXDs2DGIRCIsXLiQ6yhpLZFIYPfu3SgpKUFVVRXXcTJWLBbDwYMHIZFIsGLFigvu5mFZFscOvIftr/0GEe8IVi2pxpVXXA6hMPtnunqCAuzr12FjpQMKcfZXurMsEI0zfys+iPE+VpDA/2gRIBTlI86efb4wOFvswDAseMBH/86yDNhzx0ywDFgWYHHuexj2owUMiSD+t6IK4bmiinle4OBaggV29epRpg2gUh/kOk5a6nNIcWZCgbXlTihz4HcxVaZ27yzS9+GPf9oKgboCDz72JJRqDdfR0s74+DhOnz6Nq666iooqCSGEZJ2WlhaEw2EsX76c6yhpr729HQ6HA2vXrqUOGHMwPj6OY8eO4bLLLoPBYOA6TtoaHh5Ge3s7Nm/eDIEg+/YZxmIxTE5O4viRA9j2zl/gcTtgzDNh+arLIZZpEI3zwICF6GMbLyTCv60R8HkseMy5NQicW4f42K9lgsVn1iJiCebcugb/b0UN5/4JMBDxz61LCKfWKM5ttpBGM76o4UJCMR52dOuxssQNozzKdZy0NTYpxvFRFdaUuqGTZefj1NnVhz+/vgtFtetw73f+/TMb4ZIhHo9/VDRYUZGZY2vm0/79+2EymVBdXc11FEKyHhU6EJICTqcThw4dwpYtW847ToD8zcTEBI4cOYLNmzdDIpFwHSdjRSIR7Nu3DwaDAYsWLbrowo3TbsXrf/gphs58CL2CwQ2f24SiwuytLmVZ4MCAFlpZFA0mH9dx0grLArHE2QWDjy8kfFTQwE4VPJwthOB97N/5PBYi/sw6QeQCm0+Eo8NqXFltz9pdArM16hHjxJgKa0pd0MliXMfJWCwL7OvXQisO4uC238Pi5eOOh/8NlXVLuI6Wlg4cOACj0YiamhquoxBCCCFJ5/P5sGvXLlx11VV0PX0JsVgMO3bsQH19PUpKSriOk9EGBwfR1taGtWvXQqVScR0n7Uw91xoaGlBUlP2dNEPBID5443k073sTgrgHGy9fjJXLmxBjBR8VJUxtvAif+//xqTUI/G3tIXFuPYJhAN5HGzH+9u8CHguJIA7xebpUivmJjByBmQw9dhmG3RJsqHRSZ8nzsPuF+HBIg+VFHpizdMyo0+nBr373GniKUjzw2C+h1uov/U2z0NXVhdHRUWzYsIE2EVyCx+PBvn37sGXLFohEuTc+mpD5RoUOhKQAy7LYu3cvioqKUFlZyXWctNfc3AyGYajt1RwFAgHs27cPpaWlqKuru+jXJhIJfLjrdex8+wXEAxasXbEAG9auhECQfd0dxjxinLYosbnKQW3yybw4PKSBRBDH4gIv11HShs0nwpEhDVYUu2HK0sWF+TLokuDMhALhvldxrHUIG77wAK647nauY6WlyclJ7NmzB1u2bIFYLOY6DiGEEJIShw4dglarveQ1IAHGxsZw+vRpbN68mTalzNGZM2fQ39+P9evXZ9RohvnQ0dEBu92ec91DBnva8eaLP4NjtA1mrRhfuG4TCvKNXMfKeokEsLNXj0p9AOU66iz5cZ6QAPv7tWg0e1GqDXEdJyWi0Th+87tXYPOJcMdD/weV9UtScp5AIICdO3di9erVnxhtQ87v5MmTYFkWTU1NXEchJCdQ6RUhKcAwDKqrq9Hb24tEIsF1nLTX0NCA8fFx2O12rqNkNJlMhtWrV6Ovrw/9/f0X/Voej4c1m2/ENx79JcyVa7CvuRe/fuEVWKyOeUo7P+IJoNWqRH2ej4ocyLxpMHkx7JbCE8q+FqWz4Q4KcHRYjUUFk1TkMEeRGIN2qxKiyVM4droHZQvWYsM1X+U6Vtrq7u5GSUkJFTkQQgjJahUVFejv70csRh2zLiU/Px8qlQqdnZ1cR8l4NTU1KCgowMGDBxEOh7mOkzYCgQB6e3vR2NiYU0UOAFBatQDffPxJrP/cA7D5pfj1H97E9h0HEI3SyMJU4vGARrMXnTYFIvHces5djD/Cw6FBDaoN/qwtcmBZFu9s2wWrO4Yrrr8nZUUOANDa2oqCggIqcpiGUCiE4eFhGu9ByDyiQgdCUiQ/Px88Hg8jIyNcR0l7UqkUtbW1OH36NBWGzJFKpcKqVavQ1taGsbGxS359Xn4x7v/+f2LjFx/EhF+KX//+Dew72Jw1P4cehxwifgIlmuy8qCHpSSGOo1wXQKtFiVzvm+UL8/HhoAa1Rj/9HiZBh00BXsSJg3u3Q66vwE13P0otIy/A7/djbGwMVVVVXEchhBBCUiovLw9SqRRDQ0NcR0l7DMNg4cKFGBwchMfj4TpORpt6LNVqNT788EMqtDmnra0NhYWF0Gq1XEfhhEAgwKbP3YlvPPZL5FddjoMnBvDUb/6MvoFhrqNlNZMiArUkijM2OddR0kI4xuDQoBaFqhCqDQGu46TM8ZPtONk+jOrFm7Du6ltSdh6bzYaJiQksWLAgZefIJr29vTAajVCr1VxHISRn0MooISky1dWhu7sbNCHm0iorK8Gy7CU7EZBL0+v1WL58OY4fPw6LxXLJr+fz+dh47W24/wc/g65kKXYcbMfzv38Vdrs79WFTKBjlodsuw6J8L3JsIwVJAzVGP7whPsa9ubuT3B/h4eCgFkWaEKqyeHFhvriDAgw4RDhz5BVE+WrceNejUKo1XMdKWz09PSgoKIBcTot9hBBCstvU2kNPT0/WFKynklKpRHl5OU6fPk1rNXPEMAyWLl0KgUCAI0eOIB7P7Z37drsdNpsN9fX1XEfhnLmwDPd//z9x9S3fhQ86/O7l7XjjnR0IBqn4PRUY5mxXhwGXDN5w9o2knYlo/GyRg0YaRaPZl7XrgWNjE3h3x2Fo8utx410/SFkHmXg8jtOnT6Ourg4SiSQl58gm0WgUAwMDqK6u5joKITmFCh0ISaHi4mLEYjGMj49zHSXt8Xg8LFq0CJ2dnQiF6MJnrsxmM5qamtDc3Ayr1Tqt7ykoqcQDj/4ca67+GkbdfDz7wms43HwqYxd/2q0K5CvD0MmiXEchOUjIZ1Fv8qHNokQ8B9ebAxEeDg7oYFaG0WDycR0n47EscHpcifGuXXC6/Vh39R0pbUuZ6UKhEIaGhmhxgRBCSM4oKCigjpIzUFtbi0AgQI9XEvD5fKxcuRLRaBRHjx7N2WIblmXR0tKCmpoauhl4Do/Hw+pNX8JDTzyLysVX40SnDU/+5iW0tfdk7DpTOlNJ4ijTBnO6s+TZIgcNxIIElhZMZm2RQzAYwsuvbwMrycMt9/0IUlnqivt7e3vB5/NRXl6esnNkk/7+fqjVahrxQcg8o0IHQlKIx+OhqqoKXV1d9CF+GoxGI0wmE9ra2riOkhUKCwuxZMkSHD16FDabbVrfIxAIsOWGr+Geb/8/KEwNeHfXSfzuxTfg9nhTnDa5nAEhxiclWEA3WAmHSjQhCPkJ9DpkXEeZV8EoDwcGtMhThLHQTB1VkmHILcGZ3hGM9RxD2YK12HjdbVxHSmu9vb3Iy8uDSqXiOgohhBAyL6ij5MwIBAI0Njaira0N0SgVxs+VUCjEmjVrEAqFcrbYYXBwEPF4nGayn4dWn4c7Hvpn3HDvPyIuKcHWt/fhpb/8FZNeWq9JtlqjD66gEFafiOso8y4WZ/DhkAYCHouVxW5k64RHlmXx6lsfwB0S4LqbH0ZBSWXKzhUMBtHV1YVFixbRyMxpiMVi6O3tpQ0XhHCAXqEISbHS0lIEg0FMTExwHSUjNDQ0YHx8HHa7nesoWaGoqAiLFy/GkSNHZvQcLK1agG8+/iSWX3Eb+q0xPP38Kzh+si0jFs1YFmixKFFt8EMqzL0FFpI+GAZYaPaiyy5HMJobH7mmihyMigiNjUmSSJzB4R4WfSfegdJQjpvufpQWGS4iEomgv7+fFhcIIYTknKKiIuooOQMFBQVQKpXo7OzkOkpWmCp2CAaDaG5uzqlih2g0io6ODjQ0NIDPz+2xARfCMAwWr7wCD//4WTSuuQGdw348+ZutaD7emhHrTJlCJGBRn+dDq0WJHPoVRCwBfDikAY9hsarEDX4WXy7vO9iM7kEHlqz5Apau2ZLSc7W2tqKgoIC6E0zT0NAQpFIp8vLyuI5CSM7J4pd9QtKDQCBARUUFuru7uY6SEaRSKWpra3H69OmcujBOpeLiYixevBiHDx+edmcHABCJxfjcVx7GHQ//O8S6Grz5/hG8+Mo78HoDKUw7d8MeCcIxHioNfq6jEAK9PAqzIoIOq4LrKCkXiPCwv18LgyyCxVTkkDQto1Ic+3AnxCIBbrzrUSjVGq4jpbX+/n5oNBrodDquoxBCCCHzis/no7Kykro6TBPDMFi0aBEGBgbg8Xi4jpMVRCIR1qxZA7/fj2PHjuXMms6ZM2egVqthNpu5jpL2FEoVvnzPo7jtm/8Gsa4Wb+84ht/+8TXY7W6uo2WNUm0QPIZFnzM3OkvG4gwOD2oBIOuLHHr7hrHr4GmYy5fh+lsfBpPCRRebzQabzYYFCxak7BzZJJFIoKenB9XV1Sn9uRBCzi+LX/oJSR/l5eVwuVxwOp1cR8kIlZVn225RcUjyFBcXY8mSJThy5AisVuuMvrdqQRO++fjTWLz2ZnSNBPDU8y+jtT09fzbROIN2qwINJi8E9A5H0sQCkxdjkxI4AwKuo6RMIMLDgQEd8hQRLC6gIodkcfiFeGtPJ/jBYay/5g5U1i/hOlJai8Vi6OvrQ01NDddRCCGEEE6UlZXB7/dTh8RpUiqVqKiowOnTp6k4JEmmih18Pl9OdHbwer3o7+9HY2Mj3dyagZrG5Xj4R89g5ZV3YsgBPP3bV7H3wFHE49n9fJkPPAZYaPbhzIQc4Vh2Pyej58ZVgAEuK3Vl9TqgZ9KHv7y1EyJVCW657wkIhcKUnSsej6OlpQV1dXWQSCQpO082GRkZAY/HQ0FBAddRCMlJWfzyT0j6EIlEKC8vpxv308Tj8bB06VJ0d3fTzookKioqQlNTE44ePTrjdqZSmQw33Pk93PqNn4CnKMMr7+zH1te2IRAIpSjt7HTb5VCI4ihQhbmOQshHZKIEqgx+tFqUyMb1U3+Ej/0DOpiUYRpXkUSxBPD6ITecg0dQ03gZNl53G9eR0t7g4CCkUimMRiPXUQghhBBOTHWU7Orq4jpKxqitrUUoFEJfXx/XUbKGWCzG5ZdfjkAggKNHjyIej3MdKWXa2tpQWloKlUrFdZSMI5ZIcN3ND+Le7/wXdMVN2HmoE7/67VaMjk2/Eyk5P6MiAqM8gg5b9naWjMYZfDg4Na4iu4sc4vEEtr72HgIJOW648/vQGVPbPaazsxMCgQDl5eUpPU+2YFkW3d3dqKqqooI3QjiSxW8BhKSXiooK2Gw2TE5Och0lI2g0GlRWVuLEiRNZvwNgPhUWFmLp0qU4duwYhoaGZvz99YtX46EfPYu65Z9HW78LTz33Mrq6+1OQdOb8ET76HDI0mulGK0k/VQY/glE+RjzZVQ3vCQmwr1+LAlUIC+l3L6kOdwNHPjyAonwDbrr7UfB49LH9YhKJBHp7e1FTU0OLC4QQQnJaRUUFXC4XXC4X11EygkAgQFNTEzo6OuDz+biOkzWmOjuEQiEcPXoUsViM60hJZ7Va4XQ6UVdXx3WUjFZSWY8HHvsFNnzhQdgDMvzmj29h2wf7EYlk33NmPjWYfRhxS+EOZl9nyUiMwaFBDQR8FqtK3Fld5AAA23bsw8hECGu33Ia6RZel9FxOpxP9/f1oamqiNYhpslgsiMViKC4u5joKITmLXq0ImSdSqRTFxcXU1WEGamtrwbIs7UZJsoKCAqxcuRItLS3o6emZ8ffLFUrcev/juOGef0BMXIA/vbYLb7yzA+FwJAVpp6/NokCROgiNlC6GSfoR8IAGsxftVgVi8ey4CWv3C7G/X4sKXQANJh8VOSSRxcPDi389DoMsgJvuehRKtYbrSGlvqlVkfn4+11EIIYQQTolEIpSVldF19AwYDAaUlpbixIkTNMIiiaaKHWKxGA4dOoRIhNs1g2RKJBJobW1FXV0dRCIR13EynkAgwBXX3Y4HfvgkCmvW4dCpQTz1mz+jt3+Y62gZSy6Ko0IfyLrOksEoD/sHdBALElhZ7AY/y+9utbR14cjJXpQtWItNn78rpeeKx+M4ceIEamtrqUvNNE3dt6isrASfz+c6DiE5K8vfCghJL9XV1RgbG4Pf7+c6Skbg8XhoampCT08PjbBIsry8PFx++eXo6elBa2vrjBdzGIbB4pVX4KEnnkHl4i040WnDU8+9jP7BkRQlvrgJnwgTfhHqTPS7RdJXoSoMmSiObruM6yhzNjYpxoeDWjSavagxBqjIIYliCeC5t3vBCwxi83W3obJ+CdeR0t5Uq8jq6mrq5kAIIYQAqKyspI6SM1RfX49wOEwjLJJMKBRi9erVEIlE2L9/P4LBINeRkqK/vx8Mw6CsrIzrKFklL78EX/vuf+Dar/wAAcaI32/djtfeej/txqZmimqDH74IH2OTYq6jJIU3zMe+fh10sghWFHuyvsjBNuHEm+/thzKvGl++57GUd1iYGllRWVmZ0vNkE7vdDr/fT+8FhHAsy98OCEkvcrkc+fn5s9pFn6umRlgcP36cRlgkmUajwdq1azE+Pj7rx1el0eGOh/4Zn7v9UQQYA154aRve3b4X0ej8zeBMsECLRYFaox8SAT1HSPpiGGCh2Ytehxz+SOZ+BOt3SnF8VIXlxW6UamnBKdneOmRHb1cHlixego3X3cZ1nIwwPj5OrSIJIYSQj5nqKElrD9NHIyxSh8/nY8WKFdDpdNi3bx+8Xi/XkeYkHA6js7MTjY2N1No9BXg8HlZt+Dwe+tGzqGq6Fqe6HHjyuZfR2t5NHVdmSMhnscDkQ5tViXiGL5c5A0Ls69ehWBPE4nwveFle3x4OR/Dya9sQF+px871PQKFSp/R8UyMrli5dSq9rM9Dd3Y2KigoIBNk3IoaQTEKvWoTMs+rqagwPDyMUoptD01VbWwsA1HozBRQKBdatWwev14vDhw/Pam4mwzBYvvZafPPxp1GyYCMOtwzjmedfwsioJQWJP2vQJUWCZVChC8zL+QiZC400hkJ1CG1WJddRZoxlgU6bHB02BVaXumFWZk/r2XTRMxrC6zvaUFEox833pn7HRjaYahVZVVVFjxchhBDyMVVVVRgdHUUgQNdJ06XX62mERYrweDwsXrwYxcXF2LdvH5xOJ9eRZq2zsxMGgwF5eXlcR8lqGp0Btz/4T7jxa/8IVlqMV97ejxdfeQeeSSpEmolidQhiQQI9djnXUWbN4hXh4KAGdUYf6vP8Wd9RkmVZvPnXXbB7gau+9HWUVNan9HzxeBzHjx9HbW0tlMrMW6viisvlgtPpREVFBddRCMl5tBpIyDxTq9UwGAy0s2IGaIRFakkkElx++eVIJBI4cOAAwuHwrI6jM5hwz9//H2z58rfhjqrw3J/ewY7dhxCLpa67QyTGoNOmQKPZC7q/RTJFfZ4PEz4R7H4h11GmjWWB0+NKDLqkWFvmhF4W5TpS1glF4vjl1hZoRD589d5HoFRruI6UEaxWK4LBIEpLS7mOQgghhKQVhUIBs9lMaw8zNDXCore3l+soWYdhGNTX16Ourg4HDx6ExTI/myOSyePxYGhoCA0NDVxHyQkMw2DRio14+Me/wqK1X0bXSBBPPrcVR5pbqBhpmqY6S3Y7ZAhGM2/hbMglQfOwBk0Fk6jQZ8fom0s53HwabT3jWLDialx2xRdTfr6Ojg6IRCJUVVWl/FzZpLu7G2VlZRCJRFxHISTnZd67GyFZoL6+Hv39/bSzYgY0Gg2qqqpohEWKCIVCXHbZZZDJZNi3b9+sW3XyeDys2XwjHnjsSZgr12Bfcy9+/cIrsFgdSU581pkJBTTSKEwK2llOModEmECN0Y+WcSUyYW0mlgCODqth94uwrtwJlWT+RtPkkuffPINJtwNf+OKXUVm/hOs4GYFlWbS3t6OmpoZaRRJCCCHnUVNTg8HBQVp7mIGpERadnZ0ZP2IhXVVUVKCpqQnNzc0YGhriOs60sSyL1tZWVFRUQKFQcB0np8gVStx41/dx+0P/DqmhHn/ddRzP//5VTNgztzPIfNLJoshXhtFuzZznLcsC3RMytFiUWFXiQqF6dpuyMs3Q8Bi2726Gvmghvnjbd8CkuH2Fw+HAwMAAmpqaUn6ubOJ2u2Gz2VBZWcl1FEIIqNCBEE6o1WoUFBSgs7OT6ygZpaamBgCNsEgVPp+P5cuXw2w2Y+/evbDZbLM+Vl5+Me7//n9i4xcfxIRfil///g3sO9ic1CKVyRAfAy4pGs3erG9bR7JPhS6AOMtg0CXlOspFBSI87OvXIRLnYV25EzIRFZqlwsGTI9h/agwrl9Tgiutv5zpOxhgeHkY8HkdZWRnXUQghhJC0RGsPs0MjLFKvsLAQq1atQktLCzo7OzPicR4fH4fX6/1obYrMv+qGpXj4iaex6qq7MOLi4Znfvo49+44gHqfr1EtZYPJh3CuGI5D+nSUT5zpK9jpluLzMBaMiNzpK+nwBbH3jA/AVBbj1/h9BLJGk9HyxWAwnTpygkRWz0N7ejvLyckil6b2mR0iuoEIHQjhSV1eH0dFRTE5Och0lY/B4PCxduhQ9PT1wu91cx8lKDMOgsbERjY2NOHLkCHp7e2e94MDn87Hx2ttw/w9+Bl3JUuw42I7nf/8q7Hb3nHOyLNBqUaJMG4BSTLvLSebh84AGkw8dNgUi8fSs1HH4hdjTp4dOGsWaMhdEgvRffMxENrsXz73VjRKjGLd//Yfg0RyeaYnH4+js7ERdXR34fD7XcQghhJC0RWsPs1NfX49IJEIjLFLIaDRi3bp1GB4extGjRxGLxbiOdEHxeBxtbW2or6+HUJj+N4qzmUgsxrVffgD3ff9n0Jcsx67DZ/Ds/7yM4ZHMG4Uyn6TCBKoNgbTvLBmOMTg0oIUzIMT6cic00vR9XUimRCKBv7y5Hd6oBJ//yreRl1+S8nN2dnbSyIpZsNlscLvdqK6u5joKIeQcWkklhCNyuRylpaXo6OjgOkpGUavVqK6uRnNzM6LR3Kjo5UJJSQnWrFmD7u5unDx5EvH47IsJCkoq8cCjP8eaq7+GUTcfz77wKg43n5rTjg2rTwRPSIjaPP+sj0EI18zKMNSSKM7Y5FxH+YwBpxSHBrWoy/NhcYEXvPSsxch40WgcP/vzSYCN4v4HvwelWsN1pIwxMDAAoVCIoqIirqMQQgghaY3WHmbn4yMsqEgkdVQqFdavX49oNIp9+/al7ZiVnp4eCIVClJSk/uYjmZ6isho88NjPcMWXHoYjpMDzL76Dd7fvRSRMa4UXUqX3IxLnYdid2k4BszUZ4mNvnw5CfgLryl051VFy197D6B+bxMqNX8aiFRtTfj673U4jK2ZhanxmdXU1RCIR13EIIedQoQMhHKqtrcXExAQcDgfXUTJKTU0NpFIpTp2a281ycnE6nQ4bNmyAx+PBwYMHEQ7Pfh6eQCDAlhu+hnu+/f+gMDXi3V0n8bsX34DbM/OZp4nE2W4OdXk+iPj08yeZi2GARrMXAy4ZvOH02JE+1SKyw6bAZaUulOuCXEfKan985zQGrWHcfMP1qFrQxHWcjBGNRtHV1YX6+npalCGEEEKmgdYeZkev16OyshLNzc1p3W0g04nFYqxevRo6nQ579uxJu+dpMBhEd3c3Fi5cSJ890wyfz8eGa76CB3/4FIrqNuBwywiefO7P6O4Z5DpaWjrbWdKLdpsC0TTrLDk+Kca+fh2KNSGsKPZAkEPrfWe6+7HvSDsKq1Zhyw33p/x84XAYx44dw4IFC2hkxQyNjY0hHA6jvLyc6yiEkI+hQgdCOCQWi1FVVYX29na6YT8DDMNg2bJlsNvtGBoa4jpOVpNKpVi7di2kUin27NkDj8czp+OVVi3ANx9/EsuvuA391hiefv4VHD81s+d/n1MGPsOiVEs3YEnmU0niKNUG0Wrh/uIyEmNwaFADh1+I9RUOGOS0EyaVjp4exPZjDqxYVIYtX7yb6zgZpbe3F0qlEiaTiesohBBCSEagtYfZq62thVAoREtLC9dRshqPx8PixYtRV1eHQ4cOYWBggOtIH2lvb4fZbIZer+c6CrkAo7kIX/vOv+P62x5FkDHhj6/uwKtvboffT+tGn1agCkMhiqPLnh6dJVkWODMhx7FRFZoKJlGX50cu1RM5nR689s5uyHQVuOW+JyAQCFJ6PpZlcfz4cWi1WrpZP0OJRAIdHR2ora1N+c+JEDIzVOhACMcqKyvh8/lgtVq5jpJRJBIJli5dipaWFmojmWICgQDLli1DWVkZ9u3bh9HR0TkdTyQW43NfeRh3PPzvEOtq8Ob2I3jxlXfg9V66RWUoxsOZCTkazdRKn2SPOqMPrqAQVi93be8mQ3zs7ddByGOxrtwFeQ61iOTChMOLX73ZgwKdGPd+84fg8egj+XSFQiH09PRgwYIFtKOOEEIImQFae5gdHo+H5cuXw2KxYGRkhOs4Wa+8vByXXXYZOjo6cPr0aSQS3F6XOJ1OjI+Po6GhgdMc5NIYhsGKddfh4R8/i5pl1+N0jxNP/uZlnG49QwVeH8MwwEKzF30OGXwcd5aMJYBjI2oMuqRYV+ZCgXr2nWQzUTQax8uvvYcwo8ZNdz8GtTb1xVQ9PT3w+Xw0smIWhoaGwDAMjTAiJA3RqiohHBMKhaipqaGdFbOQl5dHbSTnCcMwqKmpwfLly3Hq1CmcOnUK8Xh8TsesWtCEbz7+NBav/TK6RgJ46vmX0drefdHv6bAqYJRHYFTQTnOSPUQCFnVGH1osSsz3Oh7LAoMuKfb261Ckzr0WkVyIxeL42Z+PIxaP4xsPfQcqjY7rSBmlq6sLRqMROh09boQQQshM0NrD7EmlUjQ1NeHUqVPw+Xxcx8l6BoMB69evh8PhwKFDhxAKhTjJwbIsWlpaUFVVBalUykkGMnNqrR5f/caP8eX7/hmMsgyvvnsQf3z57VmNTs1WamkMxZog2qwKzjL4I3zs79chGONhQ4UDamnurev+dfseWNwxbLz+HlTWL0n5+ZxOJ86cOYPly5dDKBSm/HzZJBaLobOzE/X19bRRhZA0RL+VhKSBsrIyxONxDA8Pcx0l41AbyfllNpuxceNGeDwe7N27F17v3C4UpTIZbrjze7j1Gz8BT1GGV97Zj1de34ZA4LMLGe6gAKMeCRrMtLBEsk+ZLggec3Y0y3yJxhkcG1WhwybHqmJPzrWI5Mqf3jmFfksUN3/pOtQ0LOM6Tkbx+/0YHBxEfX0911EIIYSQjERrD7NnNptRWlqK5ubmORf9k0uTy+VYt24dxGIxdu/eDZvNNu8ZhoeHEQ6HUVVVNe/nJnPDMAwal63Dwz96FkvW3YKesTCeeu4VfHj0FOddQtJFfZ4Pdr8INt/8d5Yc9Yixu1cHnSyKy0tdEAtyr/ju+Mk2nGgbRPXiTVh/9a0pP18kEkFzczPq6uqg1WpTfr5s09fXB6lUivz8fK6jEELOgwodCEkDfD4fdXV16OzspAvmGfp4G0larJkfMpkMa9euRV5eHvbu3ZuUx71+8Wo89KNnUbf8c2jtc+Gp515GV/fAR3/OskCLRYkKfQByEf2OkOzDO9c+8syEHOFY6qsN3EEB9vTpEInxsLHSCaMikvJzEqC5dQjvNTuxYmEprrnhHq7jZJzOzk4UFhZCpVJxHYUQQgjJSLT2MDdTo7Pa2tq4jpITpsZo1tfX48iRI+jo6Ji3m9SxWAzt7e1oaGigWewZTCZX4Et3fBd3/t1/QGZcgPd2n8Tzv38Vtgkn19E4JxawqDX60WpRIjFPdQbxBHBqTIlTYyo0FU5iUb4Xubg5ftwygb9+cBia/HrccOf3Uz5CgmVZnDx5EiqVCpWVlSk9VzaKRCLo7u6m8ZmEpLEcfCshJD0VFRVBKBRiYGCA6ygZZ6qN5OnTp6mN5Dzh8XhoaGjA8uXL0draihMnTsx5fIhcocSt9z+BG+75B8TEBfjTazvxxjs7EA5HMDYphj/CR7XBn6S/ASHpx6iIwCCPoMOWuvaRLAv0OaTY369DiSaI1aVuSAS0o2U+2B1e/Or1bph1Ynztocep3eEMeTwejI+Po66ujusohBBCSEajtYfZm9poMTw8jLGxMa7j5ASGYVBaWor169djfHwcBw8eRDAYTPl5u7q6IJfLUVBQkPJzkdSrrFuCh370NFZffS9G3Xw8+8Lr2LX3MGKx3C74qtAFkGCBAWfqR7N4w3zs7dPBExJgY6UDBapwys+ZjoLBEF56dRtYSR5uue9HkMlTPz6kv78fLpcLTU1NdKN+Frq7u6HVamE0GrmOQgi5AFphJSRNMAyD+vp6dHV1IRqNch0n41AbSW6YTCZs3LgRfr8fe/bsweTk5JyOxzAMFq+8Ag898QwqF2/BiU4bfvGbrdh+zIv6PC+E/NxrZ0dyS6PZhxG3FJ5g8ncNReIMjgyr0W2XY3WpCzXGAI2qmCfxeAK/eOk4IrEEHnzoO1BpdFxHyjjt7e0oKyuDTDZ/410IIYSQbERrD3Mjl8vR1NSEkydPwu+nQvz5olKpsH79esjlcuzevRsWiyVl5/L7/ejr68PChQvppmAWEYlEuPrG+3H/D34BQ9kK7DnSjWeefxlDw7lbtMTjne0s2TmhQCSFnSWH3RLs6dMhTxHB2nIXZKLc3GzBsixee/sDuEMCXPvlh1BQkvruCm63G+3t7Vi+fDnEYnHKz5dtgsEg+vv7sWDBAq6jEEIuggodCEkjJpMJSqUSvb29XEfJSNRGkhtSqRRr1qxBQUEB9u7di/7+frDs3AoSVBod7njon3H9bY9gJGDCnj078Nqfn8euvR/C6ZpbMQUh6UwuiqNcH0CLRYk5/hp9gsMvxO5ePViWwcZKB/RyWtSeT3/+60l0j0fx5S9di5qGZVzHyTh2ux1OpxPV1dVcRyGEEEKywtTaQ09PD9dRMlJBQQEKCwvR3Nw8b6MUyNlRFk1NTWhsbMSxY8fQ2tqakse/ra0NhYWF0Gg0ST824V5haRW+8ch/Y/MN34I7qsLzL76Ld7btRjicm+McTcoItNIoOieS31kgFmdwfFSFVosSK4o8aDD7wMvh2qH9h46ha8CBxas/j2WXX53y80WjUTQ3N6O6uhp6vT7l58tGnZ2dMJvN9H5ASJqjQgdC0gjDMFiwYAF6enoQCoW4jpNxptpIjoyMYGRkhOs4OYXH46G+vh6rVq1Cd3c3Dh06hEAgMKdjMgyDxuVX4LIrbsTnr9uCuKwce4724+e/3ornfvcKjp1oRSiUmxeiJLvVGPzwRfgYm5x7tX0sAbSMK3BoUItKvR+rStwQC6gzynxqbh3CO0ecWNFYiutuvIfrOBmHZVm0t7ejqqqKdqAQQgghSTK19tDb20trD7PU2NiIRCKBjo4OrqPknOLiYmzYsAETExPYt28fvF5v0o49MTGBiYkJ1NfXJ+2YJP3w+Xysu/oWPPjDp1HasAlHW8fw5G9eQlf3ANfRONFo9mLQJcVkiJ+0Y7oCAuzp0yEQ4WNjpQMmZW6v3/UNDGPngVMwlTXhc1/5Vsq7xbAsi1OnTkEmk6Gmpial58pWk5OTGBkZofGZhGQAhp3rtltCSNI1NzeDYRgsW0a7PmfDarXi6NGjuPzyy6HVarmOk3Oi0Sja2towOjqKhoYGlJaWzvoD/Md/FxKJBPq7TuPU4ffRcfoQon47BEwEtRX5WNy4AJUVxeDzqX6PZIchlwSdEwpsrrJjtk9rh1+IE2MqiPkJNBVOQiGmsT7zzWb34omnj0KtEOCf/vXnNLJiFgYHB3HmzBls2rQJAkHyR7oQQgghuezw4cOQSCRYvHgx11Eyks/nw549e7BkyRIUFhZyHSfnxONxdHR0YGBgALW1taiqqprTzcNEIoE9e/aguLgYVVVVSUxK0hnLsjh2YBvef+M5hD3DaKwpxLVXrYdcLuU62rxqGVfAGxZgdal7TiMu4wngzIQCfQ4Zaow+VBkCOd3FAQAmvT488/xfEBfn4xuP/gL6vPyUn7O3txfd3d3YuHEjJBJJys+XjT788ENIpVL6jERIBqBCB0LSUDAYxI4dO3DZZZfBYDBwHScj9fT0oLe3Fxs2bKAPdByx2Ww4ceIElEollixZMuO56g6HA4cOHcLmzZshlX7yAjMcDqP9+F6cOroTA10ngOgk5BIeFtWXYfHCBpjydDRLk2Q0lgX29ulgVoVRa5zZ7N9YAuiwKjDokqEuz4dKfWBOCxVkdmKxBH78zIewO7147IdPoHoBFS/OVCQSwY4dO7B48WIUFBRwHYcQQgjJOj6fD7t378batWupLfMsWSwWNDc302PIIafTiePHj0MkEqGpqQlKpXJWx+nv70dvby82bdoEHo82UeSaSbcLf936FDpP7ISUH8TVV6zC4oV1ObO2FIkz2NFtwJKCSeSrwrM6hisowIlRNXgMi6WFHqgktNkiHk/gt398DcMOFrd+459Rv3h1ys9ps9lw5MgRrFmzBjodbbaYDYvFguPHj2Pz5s3UWZKQDECFDoSkqe7uboyMjGDDhg10gTULLMvixIkT8Pl8uPzyy8HnJ6/9Gpm+aDSK1tZWjI2Nzai7A8uy2LNnD/Lz81FbW3vRr3U77Th95AOcOrobjvFuIOaHSS/H4oZqLGyog1I5swILQtKFMyDEwUENNlc5IBVOb/asIyDEiVEVROe6OCipiwNnnnm1DQdPjeL2mz+Hq790D9dxMtLp06fh8/mwevXqnFlgJIQQQuZbR0cHJiYmsG7dOnq/naWuri4MDAxg/fr1tNGCI3Pt7jBVYNvU1ASz2ZzCpCSdsSyLjlOH8NetT8Nn70VlkQ6fu+YKaLWzK57JNANOKXocMlxR6ZhRZ8mPd3GoNvpRbfDnfBeHKe9u34fDpwdx+TX34qov3Zvy8/l8PuzduxeNjY0oKSlJ+fmyUTwex86dO1FVVYXy8nKu4xBCpoEKHQhJU4lEArt27UJZWRkqKyu5jpOR4vE4Dhw4AIVCgaamJlq04ZDVasXJkyen3d1hcHAQXV1d2LRp07SLVFiWxehgD04d3o7WE/sR9IyBSYRQWWzE4oX1qKupgFBIBS8ksxwbUQEAlhVNXvTrYgmg06bAgJO6OKSDHc0WPP9GKy5fWoYHv/9vVLA4C263G/v378fGjRuhUCi4jkMIIYRkrVgshp07d6K2thalpaVcx8lILMvi2LFj+P/Z++/ouNLzzvf9IucciZxzIgkQBAgQJEFFWxpbM3eO070K9ljtuWfk8YyDfOauNT5znMZnzZnRWPJItmdatiVLttVqBUu2uolAEgSInHPOqQqpqlB57/tHCzDZTbIZCtiFwvNZC6vZBLD3j0ChUPvdz/s8ZrOZ2tpa2WihIb1eT39//wt3dxgeHsZgMEiBrQDAfGjirTf/nP72H+CnGLhVV0F1VbnHX9epKrTORpMSaSE39vC5PufxLg4HhAc6Tjjl2TEyNs23/v4+6cU3+eS/+b0Tf/zY7Xbu3btHQkICJSUlJ3ouTzY5Ocn6+joNDQ3y+0CIM0IKHYRwY9vb23R1ddHY2Ci7Al6SxWLh7t27ZGdny4xFjR11d1hdXSU/P5/s7Ownvsi32+00NTVRVlb20q3KHQ4HUyNdDHbdYXqkG8W2S4CPk+L8NMpLikhLTZQXq+JMMNu9aZqJoTZ9j+hg+xM/ZsPgz/B6GAG+0sXBHcytm/k//6yb9BiFX/+PXyQ8UlpFvihVVbl//z6xsbEUFRVpHUcIIYTweOvr6wwMDNDY2Ii/v7/Wcc4kp9PJ/fv3iYiIoKKiQq43NeRwOJiYmGBhYYGCggKysrKeeYPx4OCAu3fv0tDQQHh4+CkmFe5ubnKQ73/zi+yuj5MUG8THP3KLxIQYrWOdKJ3Jj86ldzpLBj6js+Q7XRxCmNOHSBeHJ9jW7fBnf/ld/KOyee23vkRoeMSJnk9VVTo7O1FVlatXr8rvoJdkMploaWmRsR9CnDFS6CCEm+vu7sbb25vLl2W298va3d3lwYMHVFVVkZCQoHWcc0+n0zE0NISqqpSVlREXF/fY+0dHR9nd3eXatWsueWFuMhoY6WlhsLuFtYVRsBuICvenrCib8tIioqNkIUO4t8mtEDYMAVzP2nmsS4PJ5sPwehg7Zj+K4o2kR5mli4PGjBb4D1/uRTWv87l//zvkFF3SOtKZtLS0xMTEBLdu3cLX11frOEIIIYTHU1WVhw8fEhwcTHl5udZxziyz2czdu3fJzc2VzpxuQK/XMzAwgLe3N2VlZcTEvPcG9dFjPzQ0lNLSUg1SCndnt9tp/cHXaG/6O7xseq5VFdFQdwVfX8/t3NK1HIGft8rF5Cd3ltww+DOyEYbvjz8mQro4PMZqtfFnf/EGO5ZgPvm5PyI9p/jEzzk6OnrchcDPz+/Ez+epOjs7CQgIoKKiQusoQogXIIUOQrg5s9lMU1MTNTU1T7woE89nZWWFwcFBrl+//tytC8XJURSF+fl5JiYmiI+Pp6SkhKCgIIxGIy0tLVy/fp2ICNdXO2+trzDY+SOGeu9j0C2C85DUxAgqSgsoLswjMFB2Lwn341SgaSaWgngjaZEWnApM60KY0YWQEmmmKN6Iv6+8nNOaU4H/8jdzzE6P8f/6F/+c2x//pNaRzqSj+cjl5eUv3dVHCCGEEC/OaDTS2tpKXV0dkZGRWsc5s3Z2dmhvb+fKlSvEx8drHefcczqdzM7OMjU1RVJSEkVFRY91TN3Y2KC/v1+6mYj3tb48x3f/+gtszPcTE+bNxz9yg/Q0z7xeMdm8aZmJ5VrmDlFBjsf+fmQjDP2hP4XxRjJks8V7qKrKG999i5FZPR/8F79KbeNPn/g5l5eXGR4epr6+Xta8X8HGxgZ9fX00NjYSEBCgdRwhxAuQQgchzoDp6WlWVlZoaGjw+HlwJ2lsbIy1tTWpbnUjFovluOo4Pz8fvV5PUFDQie8iUhSF+akhBjvfZnyoA7tJh6+XjfysC5SXFJGdlYqPj/ysCfexuh/A8EYYJQkGxrdC8fdVKbtw8Niig9COqsIbD/b5wdsPuFaZz2d+9Q/k9/VLGhoawmg0ynxkIYQQQgPj4+Nsb29TX18vv4dfwdLSEiMjI1y/fp3Q0FCt4wjg8PCQ0dFRtra2KCgoIDMzE4Dm5mays7OP/1+IZ3E6nTxs+Q4tP/grHKZ1KkuzuH3zmkdumhnfDEFn8qcucxdFhRldCNO6EJIjLBQlGAiQzRZP1NkzyD+09FFY9TH+5S/+9on/Lj3qYizFda/G6XTS3NxMTk6O/D4Q4gySQgchzgBFUWhpaSEjI0PaH74CVVXp6upCURSZV+ZmdDodfX19mM1mqqqqTnUXr9VqZazvHoPdzSxM9YP9gJBAb8oKMygvLSYhPloeK0JzRqsP9+aicapelCYaZEyFm+meUfjyN+6RnaDyv/8fXyI8UmY5voz9/X3u3bvHzZs35aaAEEIIoQGHw0FzczP5+fmkp6drHedMGxkZYXNzk+vXr8tGCzeytbXF0NAQPj4+REdHo9fruXHjhhQpixei31rn+3/zRRbG2gkLsPMTH6yjIC9L61gu5XB60TQTQ0qEhbWDAPx8VMouGIgOtmsdzW0tr6zz+jd+SFRKBb/8G18g4JHuMSfhaFxSTk4OOTk5J3ouTzc5OXk8+kPWgIU4e6TQQYgzYmtri+7ubhobGx9rsydejN1u5/79+8TGxlJaWiovXtzEUTFPaGgoOp2OmJgYioqKCA8PP9Ucezs6hrruMNjdin59GhwmEmJCKC/OpbS4gLCw4FPNI4TV4cW0LoSFnWDiQ61sGgK4lasnxN+pdTTxY8u7fvzRX3QSYl/il371d8kpuqR1pDNJVVXa2tqOn/+FEEIIoY319XUGBgaklf8rUlWVhw8f4uXlRXV1taw9uBGn08nk5CTT09PExcVx6dIlWWcTL0xVVfo73uat7/w5lr0linIu8NEPNhAa6hnrRiabN93LkexbfClJNJAVLZstnsVkMvOVr34Ls3csv/Tv/xsJSSdbLOh0OmlrayMsLIyLFy/K75hXYDKZaGlpoba2luho2bQixFkkhQ5CnCHd3d14e3tz+fJlraOcaYeHh9y7d4+srCzy8vK0jiOAubk55ufnuXnzJna7nampKRYWFkhOTqagoIDg4NO9UFRVldXFGQY732Kkvw3z/hpeioXs1DjKSwspyMvCz8/nVDOJ88Xh9GJWH8yMPpiYYDuFCUYiAh0MrIVhdXhTnbavdUQB6Ex+fOnNOQzLD/nwP/sFbn/8k1pHOrOWlpaYmJjg1q1b+Pr6ah1HCCGEOLeObtAHBwef+EhBT2e327l37x7x8fGUlJTIjSg3MjAwgNlsxtfXl83NTbKzs8nJyZHuG+KFGfb3+Idv/Q/GepsI9D7kgzevcLGs8Mz+vFsdXkxth7KwG0RKhJl9iy+JYTYK4k1aR3NbiqLwV9/8HvMbNj7x6f9AWdXNEz2fqqr09PRgNpu5du0aPj6yPvkqOjs78ff35+LFi1pHEUK8JCl0EOIMMZvNNDU1UVNTQ0xMjNZxzrT9/X3a2tooKSmRlpwas9ls3Llzh8uXL5OQkHD89yaTiYmJCdbW1sjIyCAvL4+AgIBTz+dwOJga6WKw6w7To90o1l0CfJwU56dRXlJEWmrimb2AFe5HUWBhN4gpXQjBfk6KEozEhvxTa0irw4s707FcSd0nLtSmYVKxb/HlG/eNTHR+j7Lyy3zqV/9AWt6+JLvdzp07dygvLz/V0UVCCCGEeDKj0Uhrayt1dXVERkZqHedMM5lM3L9/XzZauJG9vT3a2tq4efMmISEh7OzsMDY2hsFgIC8vj4yMDLlxKF7Y+GAHP/y7/4Fhe4bM5Eg+9uGbREdHaB3rudl/vNliVh9MbIidwngj4YEOdg59aV+I5laOjmB/ReuYbqmptYP7PdNU3fp5fuJf/sqJnktVVYaHh9na2qK+vl6TdVJPsrm5SW9vL42NjfK1FOIMk0IHIc6Y6elpVlZWaGhokBsqr0in0/Hw4UMuX77MhQsXtI5zbg0NDXF4eMjVq1ef+P79/X3Gx8fR6/Xk5OSQnZ2t2W5fk9HASE8Lg90trC2Mgt1AVLg/ZUXZlJcWER11uqM2hOdQVVjdD2R8KwQfbyiMN5IYZn1ia8gZXTBLe4HcyN7BW2psNGGyefPDIX86m/6G+JhwXvv8lwiPlBaHL2toaAij0UhNTY0UjgkhhBBuYnx8nO3tberr6+X38yuSjRbuQ1VVHjx4QHR09GPj0lRVZWtri7GxMex2OwUFBaSmpspjX7wQi9nM29/5n/S2fR9f5z43r1VQU13h1uu3R5stJrdDCQ1wUBRvJOaRzRYAfSvhKKoXlanSWfLdpqbn+es3m0nOu8an/+0fnfh65eTkJPPz81y/fv3Uu996GqfTSUtLC9nZ2WRmZmodRwjxCqTQQYgzRlEUWlpayMjIIDs7W+s4Z97a2hp9fX3SJUMjBwcH3L17lxs3bhAWFvbMj9Xr9YyOjnJ4eEheXh7p6ema7rLYWl9hsPNHDPXex6BbBOchqYkRVJQWUFyYR2CgzLMV709VYdPoz8RWKDanN/lxRtIiLc+cfako0DwbQ3bMIZnR5tMLK4B3umq0zkTQ3vxdsOr4hX/9++QWy0ipl7W3t8f9+/ef6/eAEEIIIU6Pw+GgubmZ/Px8uTnvAkcbLSorK0lMTNQ6zrm1urrK8PAwjY2NTxxToaoqKysrTExM4OPjQ1FREQkJCVLwIF7IwvQI3//mH6NfHeVCdBAf/+gNLiTGaR3rMaoKK/uBTPx4s0VRgoGEUNsT1yLMdm+aZmKoSdt7TxHEeba7a+Arf/EGXiFpfPa3vkhkdOyJnm9xcZGRkRHq6uqIiDg73ULc1eTkJOvr6zQ0NMhzvBBnnBQ6CHEGHV0gH7XZE69mYWGBsbEx6urqCA+XHfmnRVVV2tvbiYiIoKSk5Lk/Z2Njg4mJCaxWK1lZWWRmZmo6R1NRFOanhhjsfJvxoQ7sJh2+Xjbysy5QXlJEdlYqPj7uW70vtKGqsHoQwLQuBKvdm5zYQzKjD3neh8qGwZ++1Qhu5+jw95WXcqfF7vSifSGKob4OdIvd1H/0F7n98U9qHevMUhSFu3fvcuHCBQoKCrSOI4QQQoh3WV9fZ2BggFu3bklLZxc42mhRW1tLdLR0AzttR8U7BQUFpKWlPfNjFUVhYWGByclJQkNDyc/PJy4uTm6Giedmt9u594/f4MHbfwvWbWouF3Cj/ip+ftqORVFV2DAEMLEdgt3pTUG8kdSIZ2+2AJjaDmbtIJCGrJ33/djzwG538r/+6g02DL78/K/8PjlFl070fOvr6/T29nL16lViY0+2oOI8MJlMtLS0yO9jITyEFDoIcUYNDQ1xcHDAtWvX5ELLBSYnJ1lYWKC+vl5af52So0Wz27dvv3ChgqqqbG5uMj09zcHBAZmZmWRnZ2u++Ga1Whnru8dgdzMLU/1gPyAk0JvSggwqyopJiI+Wn9dzzqnA8l4QM/pgFNWL3FgTaZHm5y5wOKKq8HApkhB/J2UXDCcTVjxGUd75mi8uLjH+8FtkFDXwqV/9A7duQ+ruJiYmjndQyNdRCCGEcD+qqtLd3Y23tzeVlZVax/EI8/PzjI+Py0YLDUxOTrKxscH169ef+7rcbrczNzfH7OwsISEh5ObmcuHCBbmuF89tY3WB7/31F1ib7SU6zJuPfbiBzPTkU8+h/LiDw4wuBLvTi5zYQzKinn+zhVOB5pkY8uJMpEdZTjbsGfC9HzbTN7bOjX/2WW585OdO9Fx6vZ6Ojg4ZvewiRyOMwsPDKSsr0zqOEMIFpNBBiDPK4XDQ0tJCVlaWjLBwAVVVGRoaQqfTUV9fj7+/jB04SU6nk+bmZnJzc8nIyHilY+n1eqamptDr9aSlpZGTk+MWxSp7OzqGuu4w2N2Kfn0aHCYSYkIoL86ltLiAsDDtM4rTY3d6sbj7ToGDv49KbqyJ5AgL3q+wPmaw+tA6G0NDlp7wQKfrwor3UFXoXQ1nQ29hsPnP8AtL47XPf4nwSKn8f1l7e3u0tbVRX18vbTeFEEIIN2axWGhpaaG8vJykpCSt43iEiYkJFhcXuX79OkFBQVrHORfMZjNNTU0vvXvX4XCwuLjIzMwMvr6+5ObmkpKSIsW64rkoisLDlu/S8sO/xG5Y41JJBh+4WUdQ0Mlv1nEq/HgtIgRvL5WcmENSX2KzBcDaQQBDa2E05urx8zm/t5T6B8f47lud5JR/kJ//ld850cKng4MD2traKCoqeuX1U/GO2dlZ5ubmuHnzJr6+vlrHEUK4gBQ6CHGGHY2wuHHjBqGhoVrHOfOOdqtYLBZqa2vlxc4Jmp6eZmVlhRs3brjsgmB/f5/p6WnW19dJTk4mJyfHLXbIqKrK6uIMg51vMdLfhnl/DS/FQnZqHOWlhRTkZWneulCcHKvDi/mdYOZ2ggn1d5Abe0himNVlrR6H10MxWH2pSd+T9pEnRFVhZCOUtX1fZjv+F1t7Kj//r3+f3OLLWkc7s2RkhRBCCHG2rKysMDw8LCMsXEQ2Wpy+3t5eAC5ffrXX8E6nk5WVFaanp1EUhZycHNLS0mT9SDyXXf0W3//GHzM32kaov52PfuAaRQUns3nN7vRifieIWX0IgX5O8mJNJIW/2lqEqkL7YhSRgXaKE42uC3uGrG9s8z+/9n1CEgr57G/+McEhJ7cef3h4yP3798nIyCA/P//EznOeGI1GWltbZQSIEB5GCh2EOOOGhobY39+nrq5OWue5gNPp5OHDh/j4+HDlyhWpzj8BFouFO3funNiLSqPRyMzMDMvLy8TExJCZmUliYqJb/Hw4HA6mRroY7LrD9Gg3inWXAB8nxflplJcUkZbqHjnFq9sz+zK3E8zqfiAxwTZy40zEBttdXoxgc3rRNB3LxeR9EsNsrj24AGB6O5jZnWCs839P/8gMdR/9RW5//JNaxzrTxsfH2djYkJEVQgghxBlxtCnAy8uLqqoqreN4BNlocXqO2r43Nja6rIOGqqqsra0xPT2N2WwmKyuLzMxMKVoR70tVVQY7m/nRm3+GeW+RwqwEPvrBGy7r+mmxezO3E8z8ThARgQ5yY03Eh9pcthaxb/Hl3lw0N7P1hAacr86SZrOFP/3qGxw4I/jMr/0/JKfnnNi5rFYrbW1txMbGUlZWJmuFLiAjK4TwXFLoIMQZ53A4aG1tJTMzU0ZYuIjdbufBgweEhoZy6dIluQnjYv39/TgcjhNfILNarSwsLLCwsICXlxeZmZmkp6e7zcKDyWhgpKeFwe4W1hZGwW4gKtyfsqJsykuLiI7SvhuFeDFOBdYPApnbCeLA6ktqhIXM6MMTHyvxzi6NYG5m61+q/aR4uvmdIMY2Q4l39PGDf3iLtMIbfOpX/0B+L7wCGVkhhBBCnE0ywsL1nE4nHR0d+Pr6ykaLE6Kq6nEnsZPYEa2qKltbW0xPT7O3t0dycjJZWVnyOle8L6PhgH9848uMdL1FgJeJD964wqWKope6oa2qsGP2Y14fzLohgLgQG7mxJmJC7CeQHAbXwrA4fKhO2zuR47sjVVX55rd+yOSygZ/8ud+gsu4jJ3Yuh8PBgwcPCA4OprKyUoocXGR2dpb5+Xlu3LghxYVCeBgpdBDCAxxVp8sIC9exWq08ePCAiIgILl26JC8qXWR3d5cHDx5w69YtgoNdU63+fhRFYWNjg7m5OXZ3d0lKSiIjI4Po6Gi3+b5ura8w2PkjhnrvY9AtgvOQ1MQIKkoLKC7MIzDQPYozxJOZbD4s7ASxtBeEn49CZrSZtEjzqc2sVFVonY0mJdJCbuzhqZzzPFjYCWJ0M5SiyGX+5m++iXdoOp/9rS8SERWjdbQzy+l0cvfuXZKTk6X1phBCCHEGra6uMjQ0JCMsXMhut9PW1kZoaCiXL1+WYgcXW1xcZHJyksbGRnx8TnZk5P7+PvPz86ysrBAREUFWVhYXLlyQ76l4psnhLn7wt1/iYGuGjKRwPvbhm8TERD7X5zoUWN0PZH4nGJPNh/QoMxlR5hPvtGB1vNNZsjJ1n/jQ89FZsq2jlzttI5TX/XN+6hd+7cTWEx0OB52dnQBcvXr1xJ+3zgsZWSGEZ5NCByE8xPDwMHt7ezLCwoUsFgsPHjwgKiqKixcvytf1Famqyv3794mLi6OwsFCTDAaDgYWFBZaXlwkMDCQ9PZ2UlBS3WaRTFIX5qSEGO+8wPtSO3aTD18tGftYFykuKyM5KxUe27LsFpwKbhgAWdoPQH/qTGGYlI8pMbIjrWkK+iG2TH11LkTTm6gn0VU4/gIdZ3A1kZCOMquQdvvvtb7K6683P/+vfJ7f41Wb6nnfj4+Nsbm5y/fp1WfAVQgghziAZYXEyjjZahIeHc/nyZVl7cBG73U5TUxNlZWWn2oXEZrOxtLTEwsICDoeDtLQ00tPTCQkJObUM4myxmM00fe91uu9/D1/HHg21ZdRWX3rq+s+BxYeF3WCW9wIJ9nOSGW0mJcKC7ylttgCY1QexsPtOZ0lvD3/Kml9c4S//9kfEpVfxr37jv+Ln53ci53E6nXR2dqIoClevXpWuAy6iqiptbW1ERkZSWlqqdRwhxAmQQgchPISMsDgZR8UO0dHRVFRUyILDK1hZWWF0dJTGxkbNX6w7HA7W1tZYXFxkd3eX+Ph4UlJSSExM1DzbEavVyljfPQa7W1iY6gP7ASGB3pQWZFBeWkRiQow8Hk+ZqoLu0I+VvSDWDgII8FVIjbSQHmkm0E/74oKu5Qj8vFUuJh9oHeVMW9oLZGg9jKtpe/R2tNAxsEDdR3+R2x//pNbRzrSjjj4yskIIIYQ426xWK83NzZSVlZGcnKx1HI8hXSVdb3R0lN3dXa5du6bJ11NVVba3t1lYWGBjY4O4uDjS0tJITEyUXdriiZZmx/neN76AbmWUxCh/Pv6RWyQlxQFgd3qxbghgaTeIXbMfyeEWMqLNRAXZNdlsoajQMhNDRvQh2THm0w9wSg4MRr7y+hs4/C/wy7/5x8TEXziR8zidTrq6unA4HFy9evXEiinOIxlZIYTnk0IHITyIjLA4GWazmQcPHhAbG0t5ebksOLwEh8NBU1MTRUVFpKamah3nMYeHh6ysrLC8vIzZbObChQukpqYSGxvrNjuO93Z0DHXdYbC7Ff36NDhMJMSEUF6cS2lxAWFhpzMG5DxSVTiw+rKyF8jKfiCK6kVyhIXUCDORQQ5NFhSexmTzpmUmlrrMHSKDHFrHOZOW9wIZXA+jOm0P/eok3/xOK2mFDXzyc78vi5GvQEZWCCGEEJ5FRlicDOkq6TpHbcrdpcjWbDaztLTE8vIyVquVpKQkUlJSiI2Nle+zeIzD4eDeP36Ttre+iWLZpqD4IumF9egtIYQEOEiLsJAaacbfV/tbOltGf3qWI2jM1RHgBnlczelU+OrX32RZr/K//fL/SWF5zQmdx0l3dzc2m42amhopcnCho98FNTU1xMTIGFIhPJUUOgjhYWSExck4KnaIiYmRzg4vYXx8nO3tberr6932a6eqKvv7+6ysrLCysgJAcnIyKSkpREZGukVuVVVZXZxhsPMtRvrbMO+v4aVYyE6No7y0kIK8LPz85GasKxzavFnZf6e44dDmy4VwCykRFuJCbW7dlnFsMwT9oT91GbtuVYRxFhx1criSuo+/Q8+Xv/oG3qHpfPa3vkhElFwQv4qxsTG2trZkZIUQQgjhQbq7uwFkhIWLydqDa3R2dhIQEEBFRYXWUR6jqip7e3usrKywurqKl5cXycnJpKamEh4eLt9vgaqq7O7uMtDfy3e/81129JukRDn5mZ+ooDwvUet47/FwMZIgPyflSQato7jcP759n4eDC9R+6NN88Kc/cyLnUBSF7u5uLBYLtbW1UuTgQjKyQojzQwodhPAwRyMsMjIyyMnJ0TqORzlacIiOjpbdFS/g8PCQ5uZmrl27RlRUlNZxnstRi8mVlRXW1tbw9/cnMTGRxMREYmJi3GJnt8PhYGqki8GuO0yPdqNYdwnwcVKcl0Z5aRFpqYnyGH0Bqgr7Fl82DAFsGAI4sPgSF2ojJcLChTDrqc66fBUOpxd3ZmIoSTSQEmHVOs6ZsbgbyPBGGNWpe0QHWXn9a99mZceLn//Xv09u8WWt451pRyMrrl+/Tnh4uNZxhBBCCOEiMsLi5Eixw6vZ2tqiu7ub27dvu3XHEUVR0Ol0LC8vs76+TnBwMCkpKSQnJxMSEqJ1PHHKDAbD8cYbu91OUlISSUlJzI520Pz3f4HdsEpFUTofaqwjKChQ67jHjFYfWmZjaMjaITzQczpLjo7N8Hd/f4/04ht88t/8/okU7B91cjgqcvD393f5Oc4zGVkhxPkhhQ5CeKCjERYNDQ2EhYVpHcejHLWSjIyM5OLFi7Iz9Tl0d3fj4+PDpUuXtI7yUpxOJzqdjo2NDTY2NnA4HMTHx5OYmEhCQoJbXIiYjAZGeloY7G5hbWEU7Aaiwv0pK8qivLSY6Ci5ufgkTgV0Jv/j4ga74kVCqI2EMCsJodYz23pxeS+Qsc1QGnN1+MpT1Pta2AliZDOUq2l7xIbY+dGdNjoGFqj76C9y++Of1DremSYjK4QQQgjPJiMsTs5RsUNUVBSXLl2SYofnpCgKra2tpKenk52drXWc5+ZwONjY2GBlZYWtrS3CwsKON1u4S4dJ4VqKorCzs3O81mQ2m0lISCA1NZX4+PjHNtjs7ej4/jf/mNnh+4T4W/lIYy3FhTlu87gY2Qhl3+JHbbpndJbc1u3wZ3/5Hfyjcvjsb36RsIhIl5/D6XTS1dWFzWaTTg4nQEZWCHG+SKGDEB5qZGQEvV5PfX293Ix3MYvFQnt7O+Hh4Vy6dEm+vs+g0+l4+PAht2/fJjDQfSrOX9bReIujC9GDgwOio6NJTEwkPj6esLAwzS80t9ZXGOz8EUO99zHoFsF5SGpiBBWlBRQX5hEYqH1hhpYsdm+2TP5sHASwZfLH30clMcxKYpiVmGAbPh7w46yqcH8+ivhQGwXxJq3juLX5nSDGflzkEBNiZ2Jqjm9+p5W0wgY++bnfd4vuLWfZyMgIOp1ORlYIIYQQHqy7uxtVVamqqtL8WsjTyEaLFzc3N8f8/Dw3b948s18vu93O5ubm8Zu3t/dx0UNsbKzsTD7D7HY7W1tbbGxsHH9vExISSExMJC4u7pnfW1VVGepu5R/f+FPMuwvkZ8bzEx9uIDws9BT/BU9md3pxZzqW8qQDksLPdmdJm9XOn/3lG+jNgXzyc/836TnFLj+H0+mks7MTh8NBTU2NFDm4mIysEOL8kUIHITyU0+nk/v37xMbGUlJSonUcj2O1WmlvbyckJITLly/LzbAnUFWVu3fvkpSURF5entZxToTZbD4uetDpdPj5+RETE0NsbCyxsbGEhoZqttinKArzU0MMdt5hfKgdu0mHr5eN/KwLlJcUkZ2Vio8n3NV/Hxa7N7pDP/Qmf3Qmf4w2HyKDHMfFDeEBDo/YcfBuO4e+tC9EcytHR7C/onUctzSjC2ZyO4Sa9D2ig+3s7Rn48lffwCskndc+/0UioqTq/1VsbGzQ29tLQ0MDoaHaL74JIYQQ4mRYrVZaWlooKioiLS1N6zge52ijRVhYGJcvXz6zN+9Pg81m486dO1y+fJmEhASt47iEoijo9Xo2NzePd/3Hx8eTkJBAfHw8wcHBWkcUz6CqKkajke3t7eN1o9DQ0OPClaioqBdeMzIZDfzjt77CcPc/EoCJ29crqbxUonmh2eJuEFPbwdzK0Z/ZDSSqqvLt773N8IyOD/6Lz1Hb+AmXn8PhcNDZ2YmiKFy9elWKHE7A1NQUS0tLMrJCiHNECh2E8GBGo5G7d+9y+fJlEhMTtY7jcWw2Gw8fPsTb25vq6mp5cfouCwsLTE9Pc+vWrXNRCOJ0Otnb20On06HT6djZ2XGbwger1cpY3z0Gu1tYmOoD+wEhgd6UFmRQXlpEYkKM5hfFrvKkwoaIQAexITZiQ2zEBNvx8zkfL316V8JRVS8qU/e1juJWVBXGNkNZ2gviavouUUEOnE6F17/2bVZ2vPi5X/k98koqtY55ppnNZlpaWigrKyMlJUXrOEIIIYQ4YVtbW3R1dcn4zBNytNEiODiYysrKc3F9/TKGhoYwmUzU1NRoHeVEqKqKwWA4LnrY3d0lMDDweL0hNjZWCh80pqoqJpPpeF1Ip9Nht9uPO4EmJiYSEhLiknNNj/by93/7RfY3pkhLDOXjH7lFbGyUS479MlQV7s5FkxRuIS/uULMcr6KrZ4gftvRRWPWT/Mtf/G2Xr5PZ7XY6OzsBuHr1qtyEPwFH47zr6uqIjIzUOo4Q4pRIoYMQHm5lZYWhoSFu3rxJUFCQ1nE8jsPhoKenB7PZTE1NjUeMZ3AFu93OnTt3qKio4MKFC1rH0cTTCh+ioqKIiIggMjKSyMjIU3/M7O3oGOq6w2B3K/r1aXCYSIgJobw4l9LiAsLCzs7CiN3pxb7Flz2zH/sWX3bNfpjOcWHDu5nt3jTNxFDz47EMAhQV+lfD2Tn0oyZ9j9AAJwA/utNGx8AC1z78GT7wU5/SNuQZpygKDx48IDQ0lIsXL2odRwghhBCnZGxsjI2NDRoaGuRG/Amw2Wx0dnbi5eUlGy2e4ODggLt373Ljxo1zU2zjcDjY2dk5XnPY29uTwodT9qzChqNNL1FRUSf2nGi1WGj++7+g6+6beNv3aKgp5drVy5p179Sb/OhYiqQxR0+Q39nqLLm8ssFXv/lDIpJK+eXf+O8EungN3Ww28/DhQ4KCgqisrJQihxNgs9loaWkhNzeXrKwsreMIIU6RFDoIcQ709/djNBq5du2atDk8AYqiMDAwgF6vp6amRlp0885c9v39fWpraz2mU8CrOip8ePTNaDQSEBBwXPRwVAARGBh44l83VVVZXZxhsPMtRvrbMO+v4aVYyE6No7y0kIK8LPz83GeB8tGihr0f/9dk8yHQVyEyyE5koIOIIDvRwXb8z2lhw5NMbQezdhBIQ9aOR47oeBEOBbqXI7E4vKlJ2yPwxwsvk9PzfOPNZlILG/jU5/5AFuZf0fj4OOvr61y/fl0Wb4QQQohz5KjYMSwsjIqKCq3jeKRHN1pcvXpVNrP8mKqqdHR0EB4efq5Htz6t8OHRtYbIyEgCAgK0jnomqaqKxWJhb2+P/f3943Wd0yxseJrl+Um+940vsL00THykHx//yE1SkrUZ39K9HIGPt8ql5ANNzv8yTCYzX/nqtzB7xfBLv/4FEpLSXXp8g8FAR0cHcXFxlJeXy9r8CVBVlc7OTry9vamqqpK1aCHOGSl0EOIccDgc3Lt3jwsXLlBYWKh1HI+kqipjY2MsLS1x9epVoqK0axenNYPBQGtrKw0NDYSHh2sdx605HI7HLpD39/cxGAz4+/sTGhp6/BYSEnL835O4YHY4HEyNdDHYdYfp0W4U6y4BPk6K89IoLy0iLTXxVC4SVBUO7d6YbL4YrT4Yf/xfk82XQ7sPQX5OIgLtRAY5iAy0ExHkIND3bO0SOG1OBZpnYsmLM5IeZdE6jmasDi86lyLx8YIraXvHXT729g185fU3ICSd1z7/RSKiYjROerYdta2+fv26PP8LIYQQ59Dh4SGtra0yvuoEKYrC4OAg29vb1NTUnJvuBc+yvr7OwMAAt2/flk4Xj3A4HOzu7j52Y95kMh0XPzy64UK6kz7u0aKGR79+VquV0NDQx75+kZGRblEs73A4aHv7b7n/o2+imDeprsjj1vWr+Aec7s/Eoc2b5plYrmXsEBXsONVzvwxFUfja33yfuXUrP/2p/0D5lZsuPf7u7i4PHz4kPT2dwsJCuQF/QmZnZ5mdneXGjRv4+/trHUcIccqk0EGIc+Lg4IB79+5x5coV4uPjtY7jsWZmZpicnKSqqurcfp2PWrGVl5drHeVMcjgcHBwcYDKZMBqNGI3G4z87nU6Cg4OPCx+Cg4MJDAwkMDCQgIAAAgMDX3lhx2Q0MNLTwmB3C2sLo2A3EBXuT1lRFuWlxURHvfzNS6cCVoc3FocPFoc3Frs3ZrsPRts7xQwmmw+qCiH+TkIDnIT4Owj1dxIa4CAswEGAr7xkeRlrBwEMrYXRmKs/l2M8Dm3edCxGER7o4FLyPkddPJ1Ohde/9m1Wdrz4uV/5PfJKKrUNesZZLBZaW1spLCwkPd21O2CEEEIIcXasr6/T19dHQ0ODdDs8IaqqMj4+zuLi4rnfaOF0OmlpaSEnJ4eMjAyt47g9u93+no4EJpPp1DdbuAuHw/HEtRej0YjdbicsLOyxjhgRERFu37Vua32Z733jv7My3UVkkMpPfug6Odlpp5phYiuELaM/9Zm7bt9ZsvnuQ+51T1F542f5yZ/5/7r02Jubm3R3d1NYWEh2drZLjy3+ye7uLg8ePKC2tpbo6Git4wghNCCFDkKcI4uLi4yPj3Pjxg2p1j5By8vLDA4OUlFRce52sWxubtLb28vt27elgtbFjnYUPHrxfXh4iNVqxWKxYLFYUBQFHx+f9xQ/+Pv74+vri4+PD76+vk988/HxwdvbGy8vr+MK8+2NVQYe/oih3vsY9IuoDjMpiZGUFheSl5eHr38ADqcXDuXdb944nF5YHN6PFTbYnd6ASqCvQoCvQqCvQpCfk1B/JyEB7xQ1BPs78XbzC+GzRlWhfSGKyCA7xYlGreOcqgOLDx2LUSSGWSm7YHhskeWtpge0989z7cOf4QM/9SnNMnoCVVVpb28nMDCQS5cuyS4VIYQQ4pwbHh5Gr9dTX1/v0TdJtTY7O8v4+DhVVVUkJGjTpl5r09PTrKyscOPGDXkN+pLsdjsGg+F4neHRm/3v3mwRFBT02FrD0WYLd/zaq6qKzWZ7bM3EYrFgNpuP/30WiwVfX9/3FHgcvbl7UcPTKIpCT9sPufPdr2IzrFBemMqHGusJDj6dtWCHAk3TsRQlGEmNdN/OklPTC/z1m00k5dbymV/7v136/T7Pa8OnyW6309raSkZGBrm5uVrHEUJoRAodhDhHVFWlr68Pi8VCbW2tW16IeIrzWLWrKAotLS1kZmaSlZWldZxzR1VV7Hb78cX7oxfzdrsdh8Nx/OZ0Oh/7f0V59vgHRVHY3NxkYWGBlZUVHA4Hvj7epKZcIDc7g5TkBAL8vPH1VvD1Vo/fAn0VAv2cjxU2BPgqbl/R74n2Lb7cm4vmZrae0ACn1nFOhd7kR+dSJNkxh+TFmR573E1Oz/ONN5tJLWzgU5/7A1mAf0WTk5MsLy/T0NAg7YKFEEIIgaIo3L9/n+joaEpLS7WO49FWVlYYGBigvLyc1NRUreOcKovFQlNTE9XV1cTGxmodx+McbbZ4tPDh0YIBi8WC0+nE29v7PcUPT9tg8e7NFo9utDj6s6qqHN2uOPrzs9Yzjt6O1kMeXQtRVRVfX9/jXEdvjxYz+Pv7e+z66P6unr//my8yPXSXYB8rH7ldQ0lR7qn8e1f2AxndCKUxR4+vG3aW3N018JW/eAOvkFQ++1tfJDI6zmXHlm6/p0NVVXp6enA4HFy9etVjf46FEO9PCh2EOGfsdjt3794lNTWV/Px8reN4tPM2h212dpaFhQVu3ryJt7e31nHEC1AUBYfD8cQFhXcvOlitVqaGHzLc08LidD/YDwgJ9Ka0IIPy0iISE2I8/rF+Vg2uhWFx+FCdtqd1lBO3fhBA72o4JQlGMqLNj71vb9/AV15/A0LSee3zXyQiKkajlJ5Br9fT0dFBXV0dkZGRWscRQgghhJswmUy0trZy6dIlLly4oHUcj7a1tUV3dzf5+fnk5ORoHefU9Pf343A4qKqq0jrKuWW329/TMcFqtWK3259akHD09qKep3ji0WKGo8KLs9qVwVVUVWWk9z7/8K0vc7gzT25GLD/54ZtEhJ/saCFVhbb5KGJDbBQmmE70XC/K4XDyP//y22wYfPi5136P3OLLLjmuqqqMjY2xtLR07scKnYb5+Xmmpqa4ceMGAQEBWscRQmhICh2EOIf29vZoa2ujpqaGmBi5wXOSDAYDHR0dxMTEUFFR4bG7hq1WK3fu3JFq5XNmb0fPUNfbDHa3ol+fBoeJhJgQyotzKS0uICwsWOuI4hFWhxdN07FUpu4TH2rTOs6JUFWY2wlifCuUS8kHJIVbH3u/06nw+te+zcqOFz/3K79HXkmlRkk9g9VqpbW1ldzcXOnkI4QQQoj3WF1dZXBwkBs3bhAcLNcGJ+loo0VaWhpFRUUeX3x+NJP91q1b8tg6g1RVRVGUp262ePeGi6Mxm+LlHZqM/Ojbf8rgw3/AXzXQeP0yVZdKT3Sj0q7Zlwfz0dzK0RHs/+xOoqfp+z9spndsnYaP/zI3P/rzLjmmoigMDAyg1+upqakhNPRkC0nOu/39fe7fv8/Vq1elo48QQgodhDiv5ubmmJ6elqrHU2CxWOju7kZRFK5cuUJQUJDWkVxucHAQi8VCdXW11lGEBlRVZXVxhsHOtxjpb8O8v4aXYiE7NY7y0kIK8rLw8/PMIp+zZlYfxOJuMDey9Xh72DqRU4Gh9XA2jf5cSd0nOtj+no95q+kB7f1zXPvwZ/jAT31ag5SeQ1VVOjs78fb2pqqqShYehRBCCPFEg4OD7O/vU1dXJ53/TpjRaKSjo4PIyEguXrzosTvZVVWlra2N2NhYCgsLtY4jxJkyM9bP3//NF9nbmCAlPoSPf/QW8XHRJ3a+/tVwHIoXVan7J3aOF9E/OM53f/SQ7PIP8PO/8jsu+b1ks9no6enBarVSU1NDYGCgC5KKp3E4HLS2tkq3aiHEMSl0EOKcUlX1+OZ7dXW13KA4YU6nk6GhITY3N7ly5QrR0Sd3EXHa9vf3uXfvHjdv3pSKZYHD4WBqpIvBrjtMj3ajWHcJ8HFSnJdGeWkRaamJ8nyjIUWFlpkYMqMPyYoxv/8nnBEWhzfdyxEoihdX0vYI8nvvbpHJ6Xm+8WYzqYXX+dTn/tBjO+yclpmZGebm5rhx4wb+/v5axxFCCCGEm3I6ndy7d4/4+HiKi4u1juPxrFYr3d3dOBwOqqurPXKjxcrKCqOjozQ2NnpsMYcQJ8lms9H8/b+gs/XbeNt3qa8upq6mEl9f118jW+zeNM3EUJ22R2zIezcjnKaNTR1//lffIyS+gM/+1hcJDnn1NcyDgwO6uroICwvj0qVL+Pn5uSCpeBpVVenr68NisVBbWyvri0IIQAodhDjXbDYbra2tZGRkkJeXp3Ucj6eqKnNzc4yPj1NeXk5qaqrWkV6Zqqq0t7cTGRkpi1biPUxGAyM9LQx2t7C2MAp2A5Fh/pQXZ1FeWkx0VLjWEc+lTYM/vSsRNObqCPA9+y8D98y+dC1HEhNsoyLpAJ8nbMjY2zfwldffgJA0Xvv8l4iIkrFNr0Kv19PR0UFtba1HFe4JIYQQ4mQYDAbu3r1LVVUVCQkJWsfxeIqiMDQ0xMbGhsdttHA4HDQ1NVFUVOQRaypCaGllYZrv/fUX2FoaIi7Cl49/5AapKYkuP8+0LpiV/UBuZO2g1X1pi8XGn37179i3h/OZf/f/kJye+8rH3NjYoLe3l6ysLAoKCuSm+ylYWlpidHSUmzdvSucMIcQxKXQQ4pzb29ujra2NyspKEhNd/2JWvNfW1hY9PT2kp6ef+dmZa2trDA0N0djYKFXL4pm21lcY7PwRQ733MegWwXlIamIEFaUFFBfmERgoO8JP08PFSIL8nJQnGbSO8kpW9wPoXwsnP9ZETuzhExdNnE6F17/2bVZ2vPi5X/k98koqTz+oBzk8POTevXvk5+eTmZmpdRwhhBBCnBFHNycaGhoIDg7WOo7HU1WV+fl5xsbGKC0tJT09XetILjExMcHW1hb19fVnei1FCHfhdDp58Pa3uPuPX0cxb1JVnkNjQw0BAa5bo3Eq0DIbQ07MIRnRp99ZUlVVvvmtHzK5ZOAnfu7Xqar/6Csfb2ZmhsnJSS5evEhycrKLkopn2d/f5/79+1y5coX4+Hit4wgh3IgUOgghWF1dZWBggPr6esLDZYf1aTAajXR2dhIcHExlZeWZLBJwOp00NzeTl5fnMYsm4uQpisL81BCDnXcYH2rHbtLh62UjP+sC5SWFZGel4fOkLfnCpYxWH1pmY2jI2iE80KF1nBemqjCxHcKcPpjLKfskhtme+rFvNT2gvX+Oax/+DB/4qU+fYkrP43A4aGtrIyoqirKyMllcFkIIIcQLGRwcZGdnh/r6ehk5cEq2t7fp7u4mLS2NoqIil8yj18rh4SHNzc1cu3aNqKgoreMI4VF0m2t87xtfYGmyk4ggJz/xgXrycjNcdvz1gwAG1sK5navDz+d0b0e1dfRxp22Ysmuf4Kf/3//ula5jnU4nAwMD6HQ6qquriYyMdF1Q8VRWq5W7d++Snp5Ofn6+1nGEEG5GCh2EEACMj4+zurrK9evXZdb2KbHb7fT29mIymaiuriY09NVnw52mqakp1tbWaGhokJtd4qVYrVbG++8z0NXMwlQf2A8ICfSmtCCD8tIiEhNi5LF1gkY2Qtm3+FKbvqdZ+8iX4XB60bsajsHqy5XUPcIDnU/92Mnpeb7xZjOphdf51Of+EB8f188cPS9UVaWnpwer1Uptbe2ZXiQXQgghhDYURaGjowM/Pz+qqqrktf4pMZlMdHZ2EhgYSGVl5Zld8+np6cHb25tLly5pHUUIj6SqKj1t/8Cd772OdX+Z0vwUPny7npCQIBccGzoWIwkPdFCSaHRB2uczv7jCX/7tj4hLv8wv/fv/in9AwEsfy2w209XVhbe3N1VVVTI64ZQoikJ7ezsBAQFUVlbKawchxHtIoYMQAnjnxWxXVxcOh4Oamhq5gXFKVFVlbGyMxcVFKisrz0zrLbPZTFNTEzU1NcTEyKx78er2dvQMdb3NYHcr+vVpcJhIiAmhvDiX0uICwsKkva2r2Z1e3JmOpSLpgAvhVq3jPBeTzZuupUj8fRWqUvbx9336y9j9AyNffv1bEJzGa5//EhFR8lz1KiYnJ1lcXKShoYGAV1gcEkIIIcT5ZrVauXfvHmlpabIr8xTZ7Xb6+vowGAxUV1cTFhamdaQXotfr6ejooLGxkaCgV7/pKoR4uoO9HX7wt19icqCFIB8LH751lbKS/Fe+wXxg8eHuXAw3svWEBTx9w4KrGAwmvvzVN3D4JfKvfuMLxCa8/IiJnZ0durq6SEhIoKysTDZRnBJVVRkcHGRvb4+6ujrpBiWEeCIpdBBCHLPb7dy/f5+4uDhKS0u1jnOuLC8vMzg4SH5+Pjk5OW5fndrX14eiKFRWyqx74VqqqrK6OMNg51uM9Ldh3l/DS7GQnRpHeWkhBXlZ+PnJBaWrLOwEMa0L5laOHnefGLJl9Kd3JYLkCAsliQa8n/E06XQqvP61b7Oy48XP/crvkVciz1WvYm1tjb6+Purr64mIiNA6jhBCCCHOuIODA+7fv8/FixdJSkrSOs65oaoq4+PjzM/PU1lZSUJCgtaRnouqqty9e5ekpCTy8vK0jiPEuaCqKmMD7fzw7/4HJv0s2SkxfOwjN4mMfLUiqaH1MA5tPlxN33NN0KdwOhX+4q+/w5JO4V/+q9+hqKL2pY91tGZbWFhIVlaW26/ZepL5+XkmJydpaGiQIjchxFNJoYMQ4jEmk4m7d+9SXFxMenq61nHOld3dXXp6eggLC+PixYtuu2N2Z2eH9vZ2bt26RXCw7LIXJ8fhcDA10sVg1x2mR7tRrLsE+DgpzkujvLSItNREucB8RaoKd+eiSQq3kBd3qHWcJ1JUmNgKYW4nmNJEA+lRlvf9nLeaHtDeP8e1D3+GD/zUp08hpeeSGxFCCCGEOAnr6+v09vZKIaUGVlZWGBgYIC8vj9zcXLe/plpcXGRqaopbt27JLmohTpn50MRbb/45/e0/wE85oPH6Za5cLn3pTsA2hxd3ZmK5nLxPQpjNxWn/yY/utNExME/NBz/Jhz7xSy91DEVRGBsbY2lp6Ux14fUU29vbdHZ2UltbS3R0tNZxhBBuTAodhBDvcfRCQsYSnD673U5/fz+7u7tcvnyZ2NhYrSM9RlVV7t+/T3x8PAUFBVrHEeeIyWhgpKeFwe4W1hZGwW4gMsyf8uIsykuLiY4K1zrimaUz+fFwKZLbOXoC/RSt4zzGbPemZyUCu9ObypQ9wgPfv73l5PQ833izmdTC63zqc38oi6GvQFpLCyGEEOIkyWgs7ezt7dHd3U1oaCiXLl1y26+/3W6nqamJsrIyKboVQkNzk4N8/5tfZHd9nOTYID7+0VskxL/cmvGcPoj5nWBuZus5icnJY+Mz/O3375JWeINPfu73X2pN4PDwkJ6eHpxOJ1VVVYSGhro+qHgq2YgphHgRUugghHii+fl5JiYmaGhokF37p0xVVRYWFhgdHSU3N5e8vDy32WGxvLzM2NgYjY2NMhdNaGZrfYXBzh8x1Hsfg24RnIekJkZQXlJAcWEuQUHuuUjnzrqXI/DxVrmUfKB1lGMbBn/6ViNICrNQcsGA73MsgOwfGPny69+C4DRe+/yXiIiSYr2XpSgK7e3tBAQEUFlZ6Ta/h4QQQgjhOVRVpaenB6vVSm1t7UvvEBYvx263MzAwgF6vp7Ky0u02WgCMjo6yt7dHbW2tvB4VQmM2m43WH/wVHc1v4GXTU3elmOvXqvD1fbFCAkWF1tkY0iPNZMe6trOkTrfLn/7Vd/CPzOazv/nHhEVEvfAx1tbWGBgYIDk5mZKSEtk8ccpktLYQ4kVJoYMQ4qkGBwfZ3d2lrq5ObmprYH9/n+7uboKCgrh8+TKBgYGa5nE4HNy5c4eSkhJSUlI0zSIEvHMjdn5qmMHOtxkfasdu0uHrZSM/6wLlJYVkZ6Xh4yOLpc/j0OZN80ws1zJ3iApyaJpFUWBsK5TF3SDKLxhIiXz/URXwzgzO17/2bVZ2vPjZ1/4v8kuvnHBSzyavAYQQQghxGhwOB21tbURGRlJeXi43s0+ZqqosLi4yMjJCTk4O+fn5bvM9MBqNtLS00NDQQHi4dPATwl2sLc3yvW98gY35AWLDffjYhxtIT3uxjitbRn+6lyO4nasjwNc1t6dsVjt/9hffQmcO4pOf+89k5L7YTXKn08no6CjLy8syulEjqqrS1dWF0+nk6tWrUgAphHguUugghHgq2c2pPbvdztDQENvb21y6dEnTeXDj4+PodDrq6urksSDcjtVqZbz/PoPdzcxP9oH9gJBAb0oLMigvLSIxIUYet+9jfCuEbaM/9Zm7aPWlMtl86FmJQFWhMmWf0ID3H1Vx5O3mBzzom6P2Q5/mgz/9mRNM6fmkq5MQQgghTtPh4SH37t0jPz+fzMxMreOcS/v7+/T09BAYGMilS5cICgrSOhIPHz4kKCiI8vJyraMIId7F6XTS0fwmrT/8KxymDarKsrl9s5aAAP/nPkbnUgSBvgrlSYZXzqOqKt/+3tsMz+j4wD//N1y7/c9f6PONRiM9PT14eXlRWVlJSEjIK2cSL258fJzV1VWuX7+Ov//zP5aEEOebFDoIIZ5J5nNrT1VVlpaWGB4eJisri4KCglOvaDWZTLS0tFBXV0dkZOSpnluIF7W3o2eo620Gu1vRr0+Dw0RCTAjlxbmUFhcQFiY3bp/EoUDTdCxFCUZSn7OLgiut7QfQvxZOaqSF4gQDL9KMY2p6nr9+s5mUgut8+lf/UFpLvgKdTsfDhw+pqakhJkZGfwghhBDidOj1ejo6OqiuriYuLk7rOOeSw+FgaGiIzc1NLl26REJCgmZZtra26OnpobGxkYAAGU0ohLvSb63z/W/+MQvj7YQHOvmJD9aRn/t8BWtGqw8tszFcz9wh4hU7S3b3DvOD5h4KKn+S/+2X/o8X2uiysrLC4OAg6enpFBUVSRcBjayurjIwMMD169cJCwvTOo4Q4gyRQgchxPva39/n/v37XLp0Sdp2aejg4ICenh78/PyorKw81R0WXV1d+Pn5cfHixVM7pxCvSlVVVhdnGOx8i5H+Nsz7a3gpFrJT4ygvLaQgLws/P7kh/qiVvUBGN0NpzNXhe0rX9k4FRjbCWN0PpCL5gKRw6wt9/v6BkS+//i0ITuO1z3+JiCi5Of+yTCYT9+7do6ioiPT0dK3jCCGEEOKcWVxcZHR0lIaGBtlNq6GlpSWGhobIzMyksLDw1G/6KYpCS0sLGRkZZGdnn+q5hRAvTlVV+trf4u3v/k8se0sU5ybxkQ9cJzT0/TeZjG6Esmv241rGy3eWXFnd4PVv/JCIpFJ++Tf+O4HPuV7qcDgYHh5mfX2dS5cukZiY+HIBxCvb29ujra2NqqoqTYvshBBnkxQ6CCGey9raGn19fdTW1hIdHa11nHPL4XAwMjLC2toaZWVlJCcnn3g7/u3tbbq6umhsbCQwMPBEzyXESXE4HEyNdDHYdYfp0W4U6y4BPk6K89IoLy0iLTVRRlsAqgpt81HEhtoojDed+Pn2zL70r4bj461SmbJPsL/yQp/vdCp89etvsqyHn33t/yK/9MoJJfV8VquVtrY24uPjKS19sVmmQgghhBCuMjw8zPb2NvX19fj5+Wkd59wyGAz09PTg4+NDZWXlqY4zm52dZWFhgZs3b8rOaiHOEMP+Hj/8uz9hvK+ZIJ9DPnijmoqygmeutdidXjTNxFCWaCAp4sU2PQCYTGa+8tVvcUgMv/Tv/yuJKc/XTULLzWTicRaLhbt375KVlUVubq7WcYQQZ5AUOgghntvc3BwTExPU19dLCymNra2tMTg4SExMDGVlZSdWgKCqKq2traSkpMiLTeExTEYDIz0tDHa3sLYwCnYDkWH+lBdnUV5aTHRUuNYRNbVr9uXBfDS3cnQvXHjwvBQFpnQhzOhCyIk1kRdnwvsl6kzebn7Ag745aj/0aT74059xfdBzwuFw0N7eTmBgIFVVVVL0I4QQQgjNKIrCw4cP8fLyorq6Wm50a8jpdDIyMsLq6uqpbbSwWq00NTVRWVlJfHz8iZ5LCHEyxgc7+MHf/glG3SxZKZH85IduER399HWWxd1AJrdDaczRvdAIS0VR+Prf/D2z6xZ+6v/z21RcbXzfz1FVlfn5ecbGxsjOziY/P19+z2jIbrfT3t5OaGgoly5dkrUIIcRLkUIHIcQLGR8fZ3l5mfr6eql21ZjVamVoaAidTkdpaemJLDosLCwwMzPDzZs3Zea98Ehb6ysMdv6Iod77GHSL4DwkNTGC8pICigtzCQo6n/Ng+1bDcSpeVKXuu/zY+2Zf+tbCQYVLyQcvPYtzanqev36zmZSC63z6V/9QnqNekqIodHZ2oigKV69ela+jEEIIITRnt9t58OABYWFhcuPDDaytrTE0NERUVBTl5eUn2ulxcHAQs9nM1atXT+wcQoiTZz485O3v/Dl9D36An3LAzWsVXL1S/sSiAlWFu3PRXAi3kh/3/J0lW+51crdrkssNP8PHfvZ/f9+PN5lMDAwMYDKZuHjxInFxcS/0bxKudVTYCFBdXS1rEUKIlyaFDkKIF6KqKgMDA+zu7lJXV4e/v7/Wkc69R7s7lJeXExDgmhuzNpuNpqYmKioquHDhgkuOKYS7UhSF+alhBjvfZnyoHbtJh6+XjfysC5SXFJKdlYbPi2wtOOMsdm/uzMRwNW2P2BC7S475ni4OsSZeduPE/oGRL7/+LQhO47XPf4mIqBiXZDxvVFWlr6+Pg4MD6urqpD20EEIIIdyGxWKhra2NxMRESkpKtI5z7lmtVoaHh9na2jqx7g77+/vcu3ePmzdvEhoa6tJjCyG0MT81zPe/+cfsrI2RFBvExz9yi8SE916/6w/96FiMpDFHT5Df+3eWnJ5Z5OvfvsOFnKv84r/7L/j6+j71Yx/t4pCamkpRUZFc+2pMVVV6e3sxGo1cu3ZNvh9CiFcihQ5CiBemKArd3d3YbDZqa2ul4tINPNrd4WjR4VUNDw9jMBioqamRHTTiXLFarYz3tzHY3cT8ZB/YDYQEelFakEF5aRGJCTHn4mdiejuY1YNAGrJ2eNV/7r7Fl77Vd7o4XEw+IPIluzgAOJ0KX/36myzrVX72td8lv/TKq4U7x0ZHR1lbW6O+vv5Ed+YJIYQQQrwMk8nE/fv3ycnJIScnR+s4gpMbo6mqKu3t7URGRlJcXOySYwoh3IPdbufuD79Oe9PfgVVPbWUBDXXV+Pk9vp7csxKOF3A55eCZx9vbM/CVr74BIan88m/+MVExTx9zI10c3I+qqoyMjLC5uUl9fb3LNuwJIc4vKXQQQrwUp9NJe3s7/v7+VFVVyTwzN7G6usrQ0BCxsbGUlZW99ItFg8FAa2srDQ0NhIc/fY6eEJ5ub0fPUNfbDHa3ol+fBoeJhJgQyotzKS0uICwsWOuIJ8apQMtsDDkxh2REm1/qGIoKU9vvdHHIjjWR/wpdHI683fyAB31z1H7o03zwpz/zagc7x2ZmZpienqa+vl52zAkhhBDCbe3t7fHgwQNKS0tJS0vTOo7gZMZoHo3HaGxslJ29Qnio9eU5vveN/876XB8xYd587MMNZKT/00Yts92bpulYajN2iQ5+cmdJh8PJ//rat1nb9ebn//Xvk1t8+Ykfp6oqCwsLjI6OShcHNzM9Pc3s7Cz19fWEhIRoHUcI4QGk0EEI8dJsNhttbW1ERUVRUVFxLnY4nwVWq5XBwUH0ev1Ld3fo6OggJCSEsrKyE0goxNmjqiqrizMMdr7FSH8b5v01vBQL2alxlJcWUpCX9Z7dCJ5g/SCAgbVwbufq8PN5sZeM+xZf+lfDUVS49IpdHI5MTc/z1282k5Jfz6f/7X+WjkIvaXl5maGhIa5du0ZkZKTWcYQQQgghnml7e5vOzk6qqqpISEjQOo74MVeN0XQ6nTQ3N5OXl0d6erqLUwoh3ImiKHQ0v0nLD7+Gw7jG5ZJMPnCrjsDAd0YjT26FsGEM4HrmkztL/v0/tNIzukLDx36Zmz/xC088x+HhIf39/ZhMJioqKoiPf3rHB3G6FhcXGRkZoa6ujoiICK3jCCE8hBQ6CCFeidls5v79+6SmplJYWKh1HPFjqqoe74iIjY2lpKSEoKCg5/rczc1Nent7uX37Nv7+/iecVIizx+FwMDXSxWDXHaZHu1GsuwT4OCnOS6O8tIi01ESPKfxSVWhfjCQi0EFJovG5PsepwLTux10cYkzkxZnwcUHTn/0DI19+/VsQnMZnf+uLREbHvvpBz6GtrS26urq4cuWKLPgIIYQQ4sxYXV2lv7+f2tpaoqOjtY4jfswVYzSnpqZYW1ujoaHBY66jhBDPtqPb5Pvf+GPmxx4QFmDnox+oozA/C4cCzTOxFMQbSYu0PPY5A0PjfOcfO8gu/yA//yu/857uwkddHMbGxkhJSZEuDm5mY2ODnp4eqqurZYSIEMKlpNBBCPHKDAYDbW1t5Ofnk5WVpXUc8QiLxXI89+zo+/OsMSOKotDc3ExWVpZ8L4V4DiajgZGeFga7W1hbGAW7gcgwf8qLsygvLSY66uyPfjmw+HB3LoYb2XrCApzP/NgNgz/D62H4+aiUJx0Q5YIuDgBOp8JXv/4my3qVn33td8kvveKS4543u7u7tLe3U15eTkpKitZxhBBCCCFeyNzcHBMTE9TX1xMWFqZ1HPGIR8dovshGC7PZTFNTEzU1NcTExJxwSiGEO1FVlYGHTfzozT/FsrdMYXYCH/3gDQ6UKIY3wmjM0R93ltzY1PPnf/VdguPy+exvfZGQ0Md/B5hMJgYHBzEajdLFwQ3t7OzQ3t7OpUuXSEpK0jqOEMLDSKGDEMIljl6wXLx48aUq+MXJ2t7eZnh4GIDS0tKnVs7OzMywtLTEjRs3nlkQIYR4r631FQY7f8RQ730MukVwHpKaGEF5SQHFhbkEBb1cK1d3MLQexqHNh6vpe098v8nmzchGOPpDPwrjjWREmZ/YZvJlvd38gAd9c9R+6NN88Kc/47oDnyNHRYl5eXlkZ2drHUcIIYQQ4qWMj4+zvLxMfX39c99MF6fDarUyPDz83BstAPr6+lAUhcrKylNKKYRwN8aDff7hjS8z2v02gd6HfKChClPENWJDHBQlGLFYbPzpV/+OfXs4n/61/0JKRt7x5zocDqanp5mdnSU1NVW6OLihg4MD2traKCwsJDMzU+s4QggPJIUOQgiX2dzcpLu7W9phuylFUZibm2NycpKEhASKi4sfWxiyWq3cuXOHK1euSAsxIV6BoijMTw0z2Pk240Pt2E06fL1s5GddoLykkOysNHxcMcvhFNkcXtyZieVy8j4JYbbjv390TEVKpJnCeCMBvq59aTk1vcBfv9lESn49n/63/xkfHx+XHv88OBozddS+UwghhBDirFJVlcHBQXZ2dqirq5Nxi25oe3uboaEhvLy8KCsrIzb2ySPndnd3efDgAbdu3SI4OPiUUwoh3M3EUCc/+NsvYdieIT4+nsj8T/Dxizb+/vt/z8TiAR/92X/Hles/Cbzzu2BjY4ORkRH8/f0pKysjKipK43+BeDez2cy9e/dIT0+noKBA6zhCCA8lhQ5CCJdaWlpieHiYa9euERkZqXUc8QRms5mxsTE2NjYe22UxMDCA1Wqlurpa64hCeAyr1cp4fxuD3U3MT/aB3UBIoBelBRmUlxaRmBBzZubQzumDmN8J5maOHm+vfxpT4e+jUnbhgKhg14ypeNT+gZEvv/4tCE7js7/1RSKjn7xIKp7ObrfT1tZGZGQkFRUVZ+bxJoQQQgjxNIqi0N3djc1mo7a2Vgph3dDRRouJiQkSExPfs9FCVVXu379PfHy83PwSQhyzmM3c+e7/ouf+99g2+ZN4IQnnzjClNZ/gE5/893h5eWE0GhkeHmZvb4+ioiLS0tLkOtcN2Ww27t+/T0xMDOXl5fI9EkKcGCl0EEK43MzMDNPT01y7do3w8LM/n95T6XQ6hoaGAMjMzGR0dJSbN28SEhKicTIhPNPejp6hrrcZ7G5Fvz4NDhPx0SFUlORSWlxAWJh772JSVGidjeFCmIUDqx/6Qz+K4o2ku3hMxRGnU+GrX3+TZb3Kz772u+SXXnH9STyc3W7n4cOH+Pn5ceXKFRlJJIQQQgiP4XQ6aW9vx9/fn6qqKnmd46bMZjOjo6PvGWexvLzM2NgYjY2N+Pr6ah1TCOFmFmfGeONrX6Bnco+ynCj+3f/vC3j7+Dw2pqKwsFC6+rgph8NBR0cHAQEBVFVVSZGDEOJESaGDEOJETExMsLCwwLVr1wgLC9M6jniKo10WY2NjhISEUFtbK3NOhThhqqqyujjDYOdbjPS3Yd5fw0uxkJ0aR3lpIQV5Wfj5ud+uNKcCA2vhrOwHkhJhoSTR4PIxFY96u/kBD/rmqPngp/jQJ37xxM7jqRwOBw8fPsTb25vq6mrZ6SiEEEIIj2Oz2Y47V128eFFupLix7e1thoeHASguLmZgYIDi4mJSUlI0TiaEcFcOh4MfvPl1vPwjuVxZyejoKAEBATKmws05nU66urpwOp3U1NTIWoQQ4sRJoYMQ4kSoqsrExASLi4vU1dURGhqqdSTxFKurqwwNDREbG8vW1hY5OTlkZ2fLrgohToHD4WBqpIvBrjtMj3ajWHcJ8HFSnJdGeWkRaamJmi/YqiqsHgQyvhmCv4+Kj7dCWICT8iTDiZ1zanqBv36ziZT8ej79b/+zXBi/IIfDQWdnJwDV1dXyfC6EEEIIj2WxWGhrayMmJkbGdLm5o40W4+Pj+Pr6cuPGDdloIYR4JoPBwN27dwEoLS2VMRVu7mi0lMVioba2Fj8/P60jCSHOASl0EEKcGFVVGRsbY2Vlhbq6OhmJ4IacTidNTU0UFBSQlpaGXq9ndHSUw8ND8vLyyMjIkBagQpwSk9HASG8rg13NrC2Mgt1AZJg/5cVZlJcWEx11uqOAVBW2jP6Mb4Vic3qTH2ckLdKCyeZD62wM9Vk7RAQ6XH7e/QMjX/nqGyiBybz2+T8hMjrW5efwZE6nk4cPH6KqKlevXpUiByGEEEJ4PLPZzIMHD4iNjZU54G7u8PCQpqYmYmNj2dnZITc3l6ysLHnNKoR4jM1mY3p6mvn5eWJiYtjd3eX27dsyqsKNHRU5mM1mrl27JkUOQohTI4UOQogTpaoqo6OjrK2tce3aNSl2cDOTk5NsbGxw/fr148UgVVXZ2NhgfHwcp9NJYWEhycnJslgkxCnaWl9hsPMthnrvYdAtgvOQ1MQIyksKKC7MJSgo4ETPv3Poy/hmGPtWX/JiTWRGH+LzSM3T6EYoe2Y/ajN2ceVTg9Op8NWvv8myXuVnX/td8kuvuO7g54DT6aSzs/O4RaQsGAshhBDivDCbzbS1tREfH09ZWZlcv7qp7u5ufH19uXjxIjqdjtHRUcxmM/n5+aSnp8tGCyHOOafTydzcHNPT00RERFBcXExERAQPHz4kNDSU0tJSrSOKJ1AUhZ6eHg4PD6mtrZWCFCHEqZJCByHEiVNVlZGREdbX16mrqyM4OFjrSIJ3FoKampqora0lOjr6Pe9XVZWlpSUmJyfx9/ensLCQ+Ph4WTAS4hQpisL81DCDnW8zPtSO3aTD18tGftYFyksKyc5Kw8fHdYuBBqsP45uhbJn8yY4+JCf2ED+f975UtDu9aJqJoeyCgaRwq8vOf6elnbbeWWo++Ck+9IlfdNlxz4OjOZh2u52amhrZPSGEEEKIc+fw8JC2tjYuXLhASUmJXLu6GZ1OR2dnJ42NjQQGBgLvrDusr68zPj6OqqoUFhaSlJQk3zshzhlFUVheXmZiYoKAgACKioqIj48/fr/BYKC1tZWGhgbCw0+326V4NkVR6Ovrw2AwcO3aNSlyEEKcOil0EEKcClVVGRoaYmtri2vXrkmxgxvo7e0F4PLly8/8OKfTyfz8PFNTU0RERFBYWPjEwgghxMmyWq2M97cx2N3E/GQf2A2EBHpRWpBBeWkRiQkxL70gaLZ7M7EVysp+IGmRZvLjTAT6Kc/8nMXdQKa2Q7mVo8MVtRbTM4t8/dt3SMmv59P/9j/j4+Pz6gc9J5xOJ93d3VitVpmDKYQQQohzzWQy8eDBA5KSkiguLpYb5m5CVVVaW1tJSUkhNzf3Pe9/v5ucQgjP9CLFTsPDwxgMBmpqauS53U2oqkpfXx/7+/tcu3aNgICT7T4qhBBPIoUOQohTo6oqw8PDbGxsyBgLje3s7NDe3k5jYyNBQUHP9Tl2u52ZmRlmZ2eJj4+nsLCQsLCwE04qhHiSvR09Q11vM9jdin59Ghwm4qNDqCjJobS4kLCw5ysmszm8mNaFML8TTGKYlYJ4I6EBzuf6XFWFu3PRJIVbyIs7fJV/DvsHRr7y1TdQApN57fN/QmR07Csd7zyRTg5CCCGEEI8zmUy0tbWRnJwsxQ5uYmFhgZmZGW7evPnMguZ3t60vKioiKirqFJMKIU7L9vY2Y2Njzz2+xmaz0dTUxMWLF0lMTDzFpOJJFEWhv7+fvb09rl27dtypRwghTpsUOgghTtXRGIu1tTWuXbtGaGio1pHOHVVVuXfvHomJieTn57/w51ssFiYnJ1laWjrejSHfRyG0oaoqq4szDHa+xUj/A8z7q3gpFrJT4ygvLaAgLxs/v/cuJNqcXszvBDOjCyYqyE5RgpHIIMcLn19/6EfHYiSNOXqC3qcDxNM4nQpf/fp3WNYr/Oxrv0t+6ZWXOs555HA46Orqwul0cvXqVSlyEEIIIYT4MaPReNzZQcZYaMtut3Pnzh0qKiq4cOHCc32OzWZjenqa+fl5EhISKCwslHUHITzE3t4e4+Pj7OzskJubS1ZWFr6+vs/1ufPz88zOznLr1q1nFkWIk3U0ruLg4IDa2lopchBCaEoKHYQQp05VVcbGxlhZWaG2tla6ApyypaUlJiYmaGxsfKXW8EajkampKVZXV0lMTCQ3N5fIyEjXBRVCvBCHw8HUSBeDXXeYHu1Gse4S4OOkKDeVirJi0lITsTp8mNUHM78bRGSgg/w4E3Ghtlc6b89KOF7A5ZSDl/r8Oy3ttPXOUvPBT/GhT/ziK2U5TxwOB52dnaiqytWrV597YUgIIYQQ4rw4GmORmJhIaWmpFDtoZGRkhIODg5dqN282m5mcnGR5eZnU1FTy8vJkFKoQZ9TBwQFTU1NsbGyQmZlJbm4u/v7+L3QMRVG4e/cuqamp5OTknFBS8SyKotDb24vBYJBxFUIItyCFDkIITaiqyvj4OEtLS1y7dk2KHU6J3W6nqamJ0tJSkpOTXXLMw8NDZmZmWFpaIiYmhtzcXGJiYmQRSQgNmYwGRnpbGexqZm1hFJvVjN0/gcikMqqKk6nM9iY62O6Sc5nt3jRNx1KbsfvCx5yeWeTr375Dcl4dn/m1P3ql4qvzxOFw8PDhQ7y8vKiurpYiByGEEEKIpzg8POTBgwfEx8dTVlYm16mnzGAw0NraSkNDA+Hh4a90nMnJSdbX10lKSiI3N/eVjieEOD27u7tMTU2xtbVFamoq+fn5zz1G90m2t7fp6uqisbFROgmcMkVR6OnpwWQyUVtbK0UOQgi3IIUOQgjNqKrKxMQEi4uL1NbWykXqKRgbG2NnZ4dr1665fIHHarUyOzvL/Pw84eHh5ObmkpCQIAtJQmhof3+fzocdPOzsYndznkD7CgEckJoYQXlJAcWFuQQFvfqF6cRWCJvGAK5n7vC8P/IHBiNffv0NlMBkXvv8nxAZHfvKOc4Du93Ow4cP8fHx4cqVK1LkIIQQQgjxPo6KHWJjY6moqJBr1FPU0dFBSEgIZWVlLjme0WhkZmaG5eVl4uPjyc3NJTo62iXHFkK4jqqq6HQ6pqam2N3dJSMjg+zs7FcqcHhUV1cX/v7+VFRUuOR44v05nU56enowm83U1ta+cDcOIYQ4KVLoIITQ3OTkJLOzs1RXVxMTE6N1HI9lMploaWmhrq7uREdM2O12FhYWmJ2dJSAggNzcXJKSkmR2nhCnSK/XMz09zfb2NmlpaeTk5BAUFMT81DCDnW8zPtSO3aTD18tGftYFyksKyc5Kw8fn5X5OHQo0z8RSGG8kNdLyvh+vKApf/fp3WNIp/Mxn/xMFZVdf6rznjcVi4eHDhwQEBHDlyhXpgCGEEEII8ZzMZjMPHjwgOjqaixcvSrHDKdjc3KS3t5fbt2+7/IaY2WxmdnaWhYUFoqKiyM3NJS4uTr6vQmhMVVXW19eZnp7GZDKRlZVFVlaWy58DTmuNU7zD6XTS3d2N1WqlpqZGihyEEG5FCh2EEG5hfn6e0dFRKisrSUxM1DqOR+rs7CQgIODUqp2dTidLS0vMzMwAkJOTQ1pamtyYE+KEqKrK1tYW09PT7O/vH++YeFIrR6vVynh/G4PdTcxP9oHdQEigF6UFGZSXFpGY8OLjZ1b3AxjeCON2jh5fn2e/vLzT0k5b7yw1H/wkH/rEL73Qec4ro9FIR0fH8eK8FI8JIYQQQrwYs9lMe3s7YWFhXL58Wa5NT5CiKLS0tJCZmUlWVtaJncdmszE/P8/s7CwhISHk5uZy4cIFKXgQ4pQpisLKygrT09M4HA5ycnJIT08/0Q6EY2Nj6PV66urq5Gf+BNntdrq6unA6ndTU1ODn56d1JCGEeIwUOggh3Mba2hp9fX2UlpaSnp6udRyPsrW1RXd3N7dv3z71+WmKorC6usr09DQ2m4309HQyMjJc1q5OiPPO4XCwsrLC3NwcVqv1eMfE81587u3oGep6m8HuVvTr0+AwER8dQkVJDqXFhYSFBT/XcVQV2haiiAm2UZRgeurHTc8s8vVv3yE5r47P/NofyQLzc9jb2+Phw4ekpKRQXFwsizhCCCGEEC/JarXy8OFDfH19uXLlitywOSGzs7MsLi5y48aNUynQdTgcLC4uMjMzg6+vL7m5uaSkpEhxsBAnzOFwHG9y8vb2Pv7ZO43rfLvdTlNTE6WlpSQnJ5/4+c6jR7tKVlVVyehMIYRbkkIHIYRb0el0dHZ2kpubS25urtzMcQFFUWhtbT1uX68VVVXZ3t5mbm6O7e1tEhMTyczMJCbmxXeOCyHeadU4Pz/P4uIiISEhZGZmvtKCgqqqrC7OMNj5FiP9DzDvr+KlWMhOjaO8tICCvGz8/J597D2zL23z0dzM0RPi73zP+w8MRr78+hsogcm89vk/ITI69qWynidHhWr5+fmaPocLIYQQQngKh8Nx3IL76tWrT+yAJl6e1Wrlzp07VFVVER8ff6rndjqdx7vKFUUhIyOD9PT0U9/wIYSnM5vNLCwssLCwQFBQ0PHY2tNe31taWmJiYoJbt27JTXgXk66SQoizQgodhBBuZ39/n46ODpKTkykpKZGb4K/oqI3jrVu33OZF6dEN2qWlJYKCgo5v0MpFiRDPdjSeYn5+nu3tbS5cuEBmZibR0dEufa50OBxMjXQx2HWH6dFuFOsuAT5OinJTKS8tIj3t6e1g+1fDsTu9uJK2/9jfK4rCV7/+HZZ0Cj/z2f9EQdlVl+X1VKurq/T391NWVkZaWprWcYQQQgghPIaiKPT397Ozs0NNTQ2hoaFaR/IYAwMDWK1WqqurNcugqirr6+vMz8+zs7NDcnIyWVlZREZGapZJiLNOVVV2dnaYm5tjY2ODuLg4srKyiIuL02ztVlVV7t27R2JiIvn5+Zpk8ER7e3t0dHSQlpZGUVGRrM0LIdyaFDoIIdySyWSio6ODyMhILl68KK3NX5LNZuPOnTtcunSJxMREreO8x1HL/YWFBUwmEykpKWRkZBAREaF1NCHcisViYWlpiYWFBRRFOdURMCajgZHeVga7mllbGAW7gchQP8pLsikvLSY6KvzxrA5vmqZjuJK2R1yI/fjv77S009Y7S80HP8mHPvFLJ577rJubm2NsbIyqqioSEhK0jiOEEEII4XFUVWVsbIylpSVqamrkJrgL7O/vc//+fW7cuOE2xSMHBwfMz8+zvLxMREQEmZmZXLhwQdaZhHhODoeD1dVV5ubmMJvNpKWlkZmZSUhIiNbRANjZ2aG9vZ3GxkYZk+sC0lVSCHHWSKGDEMJtHc3O9PPzo6qqSmZnvoShoSFMJhNXr1516+pbVVXZ29tjYWGB1dVVwsPDycjIIDk5WRYfxLl1NO5lcXGRjY0NYmJiyMjIIDExUbPuLFvrKwx2vsVQ7z0MukVwHpKaGEF5SQHFhbkEBb3TEnZGF8zyXiAN2Tt4e8H0zCJf//YdkvPq+Myv/ZH8XD+DqqqMj4+zuLhIdXU10dHRWkcSQgghhPBoMzMzTE5OajJqwZOoqsqDBw+IioqiuLhY6zjvYbfbWVpaYn5+HrvdTlpaGhkZGW5zs1YId3NwcMDCwgLLy8sEBwe7dTfW3t5eVFWlsrJS6yhn2srKCgMDA5SXl5Oamqp1HCGEeC5S6CCEcGt2u53u7m5sNpvMznxBBwcH3L17lxs3bhAWFqZ1nOdmt9tZXl5mYWEBs9lMcnIyKSkpxMTEuHWxhhCuYjAYWFlZYWVlBYfD4ZYLcIqiMD81zGDn24wPtWM36fD1spGfdYHykkIyM9K4uxBHdswhMX7bfPn1N1ACk3nt839CZHSs1vHdlqIoDA4Osr29TU1NzZl67hZCCCGEOMuWl5cZHBykoqKClJQUreOcSWtrawwNDdHY2OjWG1XcsaBcCHfhdDpZW1tjYWGBvb09kpOTycjIICoqyq3X5MxmM01NTdTU1BATE6N1nDNpdnaW8fFx6SophDhzpNBBCOH2FEWhr6+Pvb09ampq3Opmn7tSVZWOjg7CwsIoLS3VOs5LUVWV3d1dVlZWWF1dxcfHh+TkZFJTUwkPD3//AwhxhlgsFlZXV1leXsZgMJCYmEhKSgrx8fFu3/3AarUy3t/GYHcT85N9YDcQEuhFckYRSvQVDme/zZrewc989j9RUHZV67huy+Fw0Nvbi8lkoqamRlpuCiGEEEKcss3NTbq7uyksLCQ7O1vrOGeK0+mkqamJ/Px80tPTtY7z3N49IjA1NZWUlBQZpynOlUfX31ZWVggICCAjI4PU1FT8/f21jvfcJicnWV9fp6Ghwa2LMtyNdJUUQpx1UugghDgTVFVlZGSE1dVVrl69KrMz38fGxgb9/f00NjaeqYuSp1EUha2tLVZWVtjY2CAkJISUlBRSUlLkZqA4s+x2O+vr66ysrKDT6YiJiSElJYWkpCS33gH1LHs7eoa63mawuxXd+jQrB6H4+zj5Z//sp/jwJ35J63huy2az0dnZCUB1dbVHPG8LIYQQQpxFOzs7dHZ2kp6eTmFhodwse05n/QajqqrHaw7r6+sEBweTmppKcnIywcHBWscT4kQYjcbj4gar1XrmO6qe1YIrLUlXSSGEJ5BCByHEmaGqKjMzM0xNTXHlyhXi4uK0juSWnE4nLS0tZGdnk5mZqXUcl7Pb7WxsbLC8vOwxN4fF+XFeinZUVWV1cYaOez9kYHKD3/iN35ICtacwm810dHQQEhJCZWWl23fwEEIIIYTwdAaDgY6ODuLi4igvL5dxBu/jqGV8bW2tR+wEdjgcxwXp29vbREdHH685SEGyOOuOukmurKxwcHBAQkICKSkpJCQkeMS16FkZoeMOHA4HPT09HB4eSldJIcSZJoUOQogzZ2lpiaGhIYqLiz3yRv6rmp6eZmVlhRs3bpzJCuwX8e52/wkJCSQlJREfHy8LEMJtKIqCTqdjfX2dtbW1czeGZXh4GKPRyNWrVz3+OelF7ezs0NXVRWJiImVlZbKILoQQQgjhJh4tRr18+TK+vr5aR3Jbvb29AFy+fFnjJK7n6TeFxflwnop3VFXlwYMHREVFUVxcrHUct3XUVdLLy4vq6mopChFCnGlS6CCEOJP0ej1dXV0kJSVRWloqN4d+zGKx0NTUdC47XhgMhuNd8gaDgZiYGBITE0lMTCQkJETreOKcsdlsbG5usrGxwdbWFr6+viQmJpKcnHxm20C+LJvNRlNTExcvXiQxMVHrOG7jqGivqKiIzMzMc/WYEEIIIYQ4C2w2G11dXTidTq5cuSK7XZ9gZ2eH9vZ2GhsbPf7rc9Tmf3l5GbvdTlJS0vH1naxJCXfjdDrZ3t5mdXX1eBzLUTdJTx/Hsr+/z71797h58yahoaFax3E7BoOBzs5OwsLCpKukEMIjSKGDEOLMOjw8pLOzE39/fyorKwkICNA6kub6+/ux2+1cuXJF6yiaOjw8ZGNjg42NDXQ6HaGhocdFD1FRUXJDUZwIo9F4/Ljb2dkhPDz8+HEXERFxrh938/PzzM7OcuvWrXO/CKgoCmNjYywtLVFZWUl8fLzWkYQQQgghxFM4nU6GhobY3NzkypUrHjGawVVUVeXevXskJiaSn5+vdZxTo6oqu7u7rKyssLa2htPpJCEhgcTEROkuKTRltVqP1yS2t7fx9/cnOTmZlJQUwsPDz9WaxODgIBaLherqaq2juJXNzU16enrIzMyksLDwXD0mhBCeSwodhBBnmsPhoK+vj/39faqrq89FG/in2dvbo62tjZs3b0oHg0fY7Xa2trbY2Nhgc3MTLy8vEhMTSUhIID4+XlqQipemKAq7u7vHCwmHh4fExsYeFzd4+o6mF6EoCq2traSlpZGTk6N1HM3Y7fbjGZjV1dWyu0QIIYQQ4gxQVZW5uTnGx8cpLy8nNTVV60huYWlpiYmJCW7dunVur6tVVWVvb+/4mlC6S4rTpKoqBoPh+PG3t7dHZGQkCQkJXLhwgbCwsHN7I9tqtXLnzh2qqqpkcwHvPFZmZ2eZmJigoqKClJQUrSMJIYTLSKGDEOLMU1WVyclJZmdnuXTpEhcuXNA60qlTVZW2tjZiYmIoKirSOo7bevTG9Pr6OmazmdjY2OO3iIiIc7/bXDydqqqYTCZ0Oh06nY7t7W2Ax3bvnNcFvuexvb1NV1cXt2/fPpcdeI7aQ4aGhnL58mWZgSmEEEIIccZsbW3R09NDeno6RUVF5/YGIrxTwNvU1ERpaSnJyclax3Eb0l1SnDRFUdDr9cePM6vVSlxc3PGGnsDAQK0juo3Z2VkWFxe5cePGuV7rczqdDA4Osr29zZUrV4iKitI6khBCuJQUOgghPMba2hp9fX3k5uaSl5d3ri4gV1ZWGBkZ4fbt23Kj9QUYDAa2trbQ6XTo9XoURSEmJkYKHwTweGGDXq9Hp9Nhs9mIjo4mJiaGuLg4oqOjz9Vzzavq6urC39+fiooKraOcqqP2kBkZGed+UVwIIYQQ4iwzGo10dnYSHBxMZWXluS1eHRsbY2dnh2vXrslr26ew2+1sb2+zvr5+3F3yqLNkTEyMdAAUz+3w8BCdTsfW1habm5v4+PgcF9DExsbKOuBTKIpCS0sLmZmZZGVlaR1HExaLha6uLlRV5cqVK/K8I4TwSFLoIITwKPv7+3R2dhIVFcXFixfPxYt9h8NBU1MTRUVF0kLzFaiqysHBwfFufb1ej6qqREdHS+HDOfG0woaoqKjjx0BUVBQ+Pj5aRz2zTCYTLS0t1NXVERkZqXWcE/doe0hpcyyEEEII4Rnsdju9vb2YTKZzOY7svL2md4VHu0tub2+zv79PSEjIYx0mZSe+OHJU2HC0NmE2m4mMjDzu3BAZGSkFRs9pc3OT3t5ebt++jb+/v9ZxTtXu7i5dXV3ExsZSUVEha1lCCI8lhQ5CCI9jtVrp7u7G4XBQXV3t8dWqExMTbG1tUV9fLxc6LvS0woeYmBiioqKIjIwkMjLyXLbg9xQOh4ODgwP29vbY3d2VwoZTcl52f0l7SCGEEEIIz6WqKmNjYywuLlJZWXmuZsCf1y5trmS324+L63U6Hfv7+4SGhhIbG3vcZVIKH86PpxU2HK1LREdHn4uNXCfl4cOHBAcHU1ZWpnWUU7OyssLAwAAFBQVkZ2d79NqLEEJIoYMQwiMpisLQ0BAbGxtcuXKF6OhorSOdiMPDQ5qbm6mtrfXYf6O7eLTwYWdnh/39fUwmE0FBQURERBwXPkjxg3tyOBzs7++zt7fH3t4e+/v7GAwGAgICiIiIICoqipiYGKKjo6Ww4YSdh3m+0h5SCCGEEOJ8WF5eZnBwkMLCQrKysjz+ZtL29jZdXV00NjbKjXgXer/Ch6ioKIKDgz3+8XUeqKqK0Wg83mwhhQ0nz2Aw0NraSkNDA+Hh4VrHOVGqqjI+Ps78/DyVlZUkJCRoHUkIIU6cFDoIITyWqqrMz88zNjZGaWkp6enpWkdyuZ6eHry8vLh8+bLWUc4lu91+fNP86Aa6yWQiMDDwscKHiIgIWQQ6Re8uatjb28NoNBIQEPDY9yQyMpLAwEBZLNLA0tISExMTNDY2elxhibSHFEIIIYQ4X3Z3d+ns7CQ+Pp7y8nKPff2nKAp3794lNTWVnJwcreN4NJvNhl6vPy5+ODg4wNfX97FNFhEREYSEhMj1rBtTVRWDwfCeTReqqhIREfFYJ0k/Pz+t43q0kZER9vf3qa2t9difGbvdTl9fHwaDgerqasLCwrSOJIQQp0IKHYQQHm97e5vu7m6Sk5MpKSnxmEUHvV5PR0cHjY2NslvYjdjt9vdcxBqNRvz9/QkNDSUkJITQ0NDjt5CQEI95TJ4mRVEwm80YjcbjN5PJhNFoxGw2P1bUcLQIJD8n7kNVVe7du0diYiL5+flax3EJVVVZWlpieHhY2kMKIYQQQpwzZrOZrq4uvLy8uHLlikcWus/PzzM7O8utW7fw9vbWOs654nQ6MRgMjxXzGwwGvL29Hyvkj4yMlOIHjRwVNTy6GWZ/fx+A8PDwx75PYWFh8jN0yux2O3fu3KGiooILFy5oHcflTCYTnZ2dBAYGUllZib+/v9aRhBDi1EihgxDiXDg8PKSnpwen00llZeWZr2pVVZW7d++SlJREXl6e1nHE+7Db7Y/diH/0zel0EhQU9MQiiKCgoHN98auqKhaL5fjr9ujXz2QyATyxcCQ0NNQjFxY9zc7ODu3t7R5RrGW32xkcHESn03H58mXi4uK0jiSEEEIIIU6Z0+lkYGAAnU5HVVWVR42XtNlsNDU1cfHiRRITE7WOI3in+P/g4OCxjRYHBwd4e3sTERHxnuvkkJCQc72+4CpOp/M9axQGg4GDgwMAIiIiHis8CQ0Nla+7m1hYWGB6eppbt2551Iajzc1Nent7SUtLo6ioSB5vQohzRwodhBDnhqIojI+Ps7CwQFlZGampqVpHemmLi4tMTU153Ivz80ZVVaxW6xOLIEwmE6qq4u/vT2BgIAEBAQQGBh7/OSgo6LG/O0uPA0VRsFqtWCwWLBbLY39+9O+sViuqqh4Xgry7GOS8F4J4gt7eXoAzPX5nb2+Pnp4egoODuXTpkhTZCCGEEEKcY6qqMjs7y8TEBPn5+eTk5HjE7vrh4WGMRiNXr171iH+Pp1IU5XhUwpPWF4KDg5+4yUJGOj5OVVUODw+fuE5zeHiIj4/Pe76OERERhIWFydfRjamqSmtrKykpKeTm5mod55UdrXPPz89TVlZGWlqa1pGEEEITUugghDh3Njc36evrIzExkdLSUnx9fbWO9ELsdjtNTU2UlZWRlJSkdRxxQo6KIN598/9JBQGqquLn50dAQAD+/v74+voev/n4+Dz2/0968/b2xsvL6/iC/N3/VVWVo5cLR39WFAWn04nD4Xji25PeZ7fbjwsYgOMijkcLOB79/6O/O0tFHOLFmM1mmpqaqK2tPXM73lRVZX5+nrGxMfLy8sjNzZVFLSGEEEIIAbzTvay3t5fQ0FAuXbpEQECA1pFe2sHBAXfv3uXGjRtnvjvmeaWq6mOjHx+9gX904z44OJigoCCPvzZ3Op1PXFc5+rPZbObw8PCxwpAndZCUa7+zSafT0dnZSWNj45nepHDUudjhcFBVVSXPzUKIc00KHYQQ55LZbKa3txer1UpVVRXh4eFaR3puo6Oj7O3tUVtbKxdWAlVVsdlsxxfldrv9uQsPjt4URXmskOFZjgoivLy8nlg08X6FFY8ukkg3BgEwOTnJxsYG169fPzPPaTabjf7+fvb29qisrCQmJkbrSEIIIYQQws3Y7Xb6+/vZ3d3l8uXLxMbGah3phamqSkdHB2FhYZSWlmodR5wAp9PJ4eEhRqPxmRssAPz8/N6zUcHPz++51gaONli8qqONF09b33j327v/LQ6HAy8vr6cWcwQFBRESEkJwcLCsWXio7u5ufH19uXjxotZRXsr6+jr9/f0kJydTUlLiEQVIQgjxKqTQQQhxbimKwtTUFDMzM5SWlpKWlub2N9mMRiMtLS1cv36diIgIreMID/Vo0cO7uzsI4WpOp5OmpiYKCgrORKvFnZ0denp6CA8P59KlS/j7+2sdSQghhBBCuClVVVlYWGB0dJTc3Fzy8vLO1LXVxsYG/f39NDY2yuvec+zdHScf/fP7dXk8Wl94dLPEUQHBo+sNj/5cvLurJHB8PKfT+cRjPqm44qjz5bsLGvz9/c/Uz6FwrcPDQ5qbm7l27RpRUVFax3luTqeTsbExlpaWqKioIDk5WetIQgjhFqTQQQhx7m1vb9Pb20tsbCzl5eX4+flpHempOjs7CQwMpLy8XOsoQgjhMmtrawwNDdHY2Oi2z8GqqjIzM8Pk5CSFhYVkZWXJ4pgQQgghhHgu+/v7dHd3ExQUxOXLl89Ey3RFUWhubiY7O5vMzEyt44gz6GndF44KGd49IhPeO0rzqAjC29v7PQUNruoSIc6f8fFxtre3qa+vPxOPIaPRSE9PDwCVlZWEhoZqnEgIIdyHFDoIIQRgsVjo6+vj8PCQyspKIiMjtY70HltbW/T09NDY2Him53sKIcS7qarKgwcPiIqKori4WOs472G1Wunr68NoNFJZWXmmdn0IIYQQQgj3YLfbGRoaYmtri8uXLxMfH691pGeamZlheXmZGzdunIkbgUII8bwcDgdNTU0UFxeTkpKidZxnWllZYXBwkLS0NIqKimRUhRBCvIsMmhJCCCAwMJCamhrS0tJoa2tjbm4Od6oDUxSF4eFh8vPzpchBCOFxvLy8KC0tZX5+HpPJpHWcx+h0OlpbW/H19eXGjRtS5CCEEEIIIV6Kn58fly5doqioiK6uLsbGxlAURetYT2SxWJicnKSkpESKHIQQHsfX15eioiJGR0dxOBxax3kip9PJwMAAQ0NDXLp0idLSUilyEEKIJ5CODkII8S56vZ6enh4iIyO5ePGiW8yhnJubY35+nps3bx7PMhRCCE8zMDCA1Wqlurpa6yioqsrU1BTT09MUFxeTkZEhi7xCCCGEEMIlDg4O6Onpwc/Pj8rKSoKCgrSO9JiBgQFsNhtXrlzROooQQpwIVVW5f/8+8fHxFBQUaB3nMQaDge7ubnx9famsrCQ4OFjrSEII4bbkbpkQQrxLTEwMN2/eBKClpYXNzU1N81itViYmJigpKZEiByGERyssLESn07G1taVpDoPBQFtbG8vLy9TX15OZmSlFDkIIIYQQwmXCw8O5fv06YWFhtLS0sLGxoXWkY3t7e6ysrLjlSDkhhHCVo86SMzMzHB4eah3n2NLSEnfv3iUxMZG6ujopchBCiPchHR2EEOIpVFVlaWmJkZERLly4QGlpKX5+fqeeY3BwELPZzNWrV0/93EIIcdpmZ2dZXFzkxo0bp17cpaoqs7OzTExMkJGRQUFBAb6+vqeaQQghhBBCnC9H89dTU1MpKirS9PWnqqq0tbURExNDUVGRZjmEEOK09PX14XQ6qaqq0jSHzWZjaGiI7e1tLl26REJCgqZ5hBDirJCtwUII8RReXl6kp6dz69YtrFYrzc3Np97d4eDggKWlJUpKSk71vEIIoZXMzExUVWVhYeFUz2s0Gmlra2NhYYGamhpKSkqkyEEIIYQQQpy4lJQUbty4wcHBAS0tLeh0Os2yrK2tYTKZyMvL0yyDEEKcpqKiIjY3NzV97l1fX6e5uRmn08nNmzelyEEIIV6AdHQQQojn8Gh3h6SkJEpKSk68u4OqqrS3txMRESGFDkKIc2Vzc5Pe3l5u376Nv7//iZ5LVVXm5uYYHx8nPT2dwsJCKXAQQgghhBCn7tHXpWlpaafe3cHhcNDc3ExBQQFpaWmndl4hhNDa1NQUa2trNDQ0nOrYSpvNxvDwMJubm5SWlpKSkiJjM4UQ4gVJoYMQQrwAs9lMf38/BoOBixcvEh8ff2LnWl9fZ2BggNu3b2syMkMIIbTU0dFBSEgIZWVlJ3YOo9FIf38/VquVixcvEhMTc2LnEkIIIYQQ4nkcvUa1WCxcvHiR2NjYUznv5OQkGxsbXL9+XW60CSHOFafTSXNzM3l5eaSnp5/KOdfX1xkcHCQyMpLy8nKCgoJO5bxCCOFppNBBCCFe0Gl0dzh6gZ2bm0tGRoZLjy2EEGeBwWCgtbWVhoYGwsPDXXps6eIghBBCCCHc2Wl3dzCbzTQ1NVFbW0t0dPSJnUcIIdzV2toag4ODJ77h7NEuDiUlJaSmpkpxmRBCvAIpdBBCiJd0eHjIwMDAiXR30KplmhBCuJORkREODg6oqalx2XOhVjvkhBBCCCGEeFGPdiCrqKg4sdeuPT09eHl5cfny5RM5vhBCuLvTGCG8sbHBwMCAdHEQQggX8tY6gBBCnFXBwcHU1NSQn59Pd3c3AwMD2O32Vz6u2WxmamqKkpISKXIQQpxr+fn57O/vs7Gx8crHUlWV2dlZWltbiYiI4ObNm1LkIIQQQggh3FpoaCh1dXVkZmby8OFDhoeHcTgcLj2HXq9nY2ODoqIilx5XCCHOEi8vL0pLS5mfn8dgMLj02Dabjd7eXvr6+igqKqK6ulqKHIQQwkWko4MQQrjAUXcHo9FIRUXFK3V36Ovrw+l0UlVV5cKEQghxNi0sLDAzM8PNmzfx8fF5qWMYjUYGBgYwm83SxUEIIYQQQpxJj3Z3uHjxIjExMa98TFVVuXv3LhcuXCA/P98FKYUQ4mwbHBzEbDZz9epVlxxPujgIIcTJko4OQgjhAkfdHfLy8uju7qa3txeLxfLCx9nd3WVtbY3i4uITSCmEEGdPeno6Pj4+zM3NvfDnOp1OJicnaW1tJTw8XLo4CCGEEEKIM+vR7g4dHR0u6e6wtLSE3W4nJyfHRSmFEOJsKygoYGdnh83NzVc6js1mo6+vj97eXuniIIQQJ0g6OgghhIuZzWZGR0fZ3NykoKCAzMxMvL3fv65MVVXu379PXFwchYWFp5BUCCHOBp1OR2dnJ42NjQQGBj7X52xubjI8PIyvry9lZWVER0efcEohhBBCCCFOx6PdHcrKyl6qq6TdbqepqYmysjKSkpJOIKUQQpxNs7OzLCwscPPmzeda032Uqqqsr68zPDxMRESEdHEQQogTJoUOQghxQra3txkaGsLLy4uysrL33UW8vLzM2NgYjY2N+Pr6nlJKIYQ4G7q7u/H19eXixYvP/LjDw0OGh4fR6/UUFhaSkZGBl5fXKaUUQgghhBDidKiqytzcHBMTE8THx1NSUvJCN9NGR0fZ29ujtrZWXi8LIcQjFEWhpaWFjIwMsrOzn/vzDAYDw8PDHBwcUFRURGpqqjy/CiHECZNCByGEOEGKojA7O8vk5CQXLlyguLj4ibuRHQ4HTU1NFBcXk5KSokFSIYRwb4eHhzQ3N3Pt2jWioqLe836n08nMzAzT09MkJydTVFREQECABkmFEEIIIYQ4PRaLhdHRUdbX18nPzyc7O/t9dyAbjUZaW1upr68nIiLilJIKIcTZsbW1RXd3N7dv337ftQWHw8Hk5CTz8/Okp6dTUFCAn5/fKSUVQojzTQodhBDiFLzfOIvx8XG2t7epr6+XSl8hhHiK8fFxdDoddXV1jz1XypgKIYQQQghx3un1eoaGhlAUhdLS0meOs+js7CQwMJDy8vJTTCiEEGfLw4cPCQoKeupzpaqqrK2tMTIyQnBwMGVlZVI8JoQQp0wKHYQQ4hQ9aZzF++1SFkII8Y53d7+RMRVCCCGEEEL8E0VRmJ+ff+Y4ixfZpSyEEOeZ0WikpaWF69evv6eAQcZUCCGEe5BCByGEOGWKohzP0bxw4QJ2ux1/f38uXbqkdTQhhHB7y8vLjI6Okp6ezuzsrIypEEIIIYQQ4l0sFgtjY2Osra2Rl5dHTk4O3t7eKIpCa2sr6enpLzR3XgghzqvR0VH29vaora3Fy8tLxlQIIYSbkUIHIYTQiNlspq+vD51OR35+Pnl5ee87R1MIIc67jY0Nuru78fPz48qVKzKmQgghhBBCiKc4GmfhdDopKyvDaDQyPz/PzZs3Zf1BCCGeg91up6mpidLSUgAZUyGEEG5GXtEK4QG8vLzw8vLid37nd7SO4tFGRkb4hV/4BVJTU/H39z/+ug8MDLzU8QIDA7HZbKSnp7O2tkZrayubm5tI/ZkQQryXwWCgs7OTvr4+srKysNvtBAYGah3Lbej1en7913+dwsJCgoKCjn9H/bf/9t+0jiaEEEIIDyNrEKfDFWsQMTExNDQ0kJWVRXd3NyMjI+Tm5kqRgxBCPCc/Pz8yMzPp6+tjeHiYoqIi6urqzn2Rg6xBCCHcha/WAYQQ4izo7e2lvr4es9nssmMuLi7icDgoLS3Fy8uL+fl5ent7iYiIoLCwUHYpCyEE73S/mZycZHl5mbS0NBobGwkICMBqtTI2NkZlZaXWETW3v79PTU0N09PTWkcRQgghhBAu4Mo1CG9vb7Kystjf32dra4uhoSEsFgvZ2dn4+Pi4IK0QQngmu93O1NQU8/Pz+Pr6kp6eTmpqqtaxNCdrEEIIdyKFDkII8Rx++7d/G7PZTHh4OH/4h39IZWUlQUFBAOTk5Lzw8ex2O+Pj41RUVBwvLGRnZ5OWlsbMzAzt7e3Ex8dTWFhIWFiYS/8tQghxFthsNqanp5mfnycxMZGbN28SGhp6/P7CwkKamprQ6/XExMS80rm8vLwA+I//8T+eyZ2JX/rSl44XGH7zN3+Tj33sY0T+/9u777imrv9/4K+wwt57yJAhOHAWLVqxiLOOatVavxW12qG21mrVWiu1atW2WkdrbasFbd1Vq6CioIiKCgIKuFCUjYjgYAYIOb8/+OV+EkhCgDDU9/PxyMNr7rnnnpuEk3PfOcPYGABgY2PThiUjhBBCCCFNoeoYRHFxMXJycuDn54eqqiokJycjIyMDnTp1goODA9ceJoQQAtTU1CAzMxOpqakwMDDAgAEDIBQKcfnyZTg5OXH1cVNRDIIQQlSHOjoQQkgDqqurER0dDQD48MMP8cknnzQ7z9TUVBgaGsLa2lrqeU1NTXh6esLZ2Rmpqak4d+4c7O3t0alTp2Y3ogkh5EUgFArx4MEDpKWlwdjYGP379+dumCXp6OjA3d0dKSkpGDhw4CsdnI2MjAQA9O7dG+vWrWvj0hBCCCGEkOZQdQyCMYaUlBQ4OztzAyn8/PyQk5ODO3fuIC0tDV5eXrCysnql29SEEMIY4+pGdXV19OjRQ6putLa2xu3bt9GzZ882LmnbohgEIaQ9oY4OhBDSgMLCQlRVVQEA3N3dm51fSUkJ0tPTFf4wp62tDW9vb3Ts2BF37tzBmTNn4OzsDDc3N2hpaTW7DIQQ0t6IRCJkZWXhzp070NHRQZ8+fWBhYaHwmI4dOyIzMxNZWVlwdHRspZK2P7m5uQBU8x1FCCGEEELalqpjEPn5+SguLsZrr73GPcfj8eDg4ABbW1tkZmbi2rVr0NfXh5eXV7NnSyOEkBcNYwwFBQW4desWqqur5c524+XlhbNnz8LJyemVXnKYYhCEkPaEOjoQQkgDKisruW1NTc1m53fz5k04OjrC0NCwwbT6+vro3bs3nj17hlu3biEiIgJubm5wcXGBhgZV4YSQFx9jDHl5ebh9+zYAoFu3brCxsVFqNJm6ujo6d+6M5ORk2NraqqSOfhGJv6de1esnhBBCCHmZqDIGUVNTgxs3bsDT01NmXurq6nBxcYGDgwPu37+Py5cvw8LCAp6enkrFLAgh5EX35MkT3Lp1CyUlJXB3d4eTkxO3zHBdurq6cHV1xY0bNzBgwIBXdhYcikEQQtoTtbYuACHkf/Ly8rBkyRL07NkTRkZG0NLSgrW1Nbp27YrJkycjJCQExcXFDeZz9epVTJ48Gfb29uDz+bCzs8P777/P/Ygkz4MHD7B+/XqMGjWKW29MR0cHjo6OmDRpEsLDwxUeHxISAh6PBx6Ph4yMDFRWVmLjxo3o27cvzM3NwePxZK47FhcXh1mzZsHd3R36+vrQ09NDp06dMGfOHG69r+aqqqrC1q1bMWjQIFhYWHCv7YgRI/DPP/9AJBLVO+bbb78Fj8eDs7Mz99z06dO5a5R3PbJcvXqVOyYiIgKdOnWql2bw4MFcmvXr10vtMzY2xuuvv46rV6/i6NGj2L17N9LT02WWOzQ0FO+88w73/puZmaFfv35Yu3YtSktL5Zax7vtXVVWFDRs2oHfv3jAyMoKpqSn8/Pxw/PhxqeNKSkrwww8/oEePHjA0NISxsTECAgJw5swZpV6bnJwcfPXVV+jZsydMTEygra2NDh06YNKkSYiKipJ7XEZGBlfekJAQAEBERARGjRoFa2tr8Pl8ODs745NPPkFOTo5SZSHkVRQTE4OZM2fCw8MDhoaG0NfXR6dOnTB27Fjs2rVL4fdOU+sbcf3q7e2N6OhopKSkwNXVFW+++SZsbW25YMG5c+e4v/Nz587Vy8fPzw92dnb46quvcPfuXeTm5uKLL76Aq6srdHR0YGZmhqFDh+LkyZMyy+Hk5CQVmFixYoVUHc/j8TBt2jRuf93yiEQi/PXXXxg0aBCsrKygpqaGadOmITk5mUunzDSOW7Zs4dJfunSpwfR1y5KZmQkA2Llzp1TZ/fz8uPTTpk0Dj8eDk5MTAODhw4dYvHgxOnfuDAMDA7mvMSGEEEJeXhSDePljEBoaGrh27ZrM2c8kYxCbN29Gp06dEBAQAF1dXURHRyMxMRGLFy8Gj8eDpaUlGGMyz0UxCIpBENIYbRmDkLz/LykpQWxsLC5dugQzMzMMHjwY2dnZ0NDQUBiD8PT0xNy5c5GTk0MxCIpBEELaA0YIaRfOnz/PDA0NGQCFj9DQ0HrHivcFBQWxLVu2MA0NDZnH6urqsujoaJnnf/DgQYPnBsD+7//+j1VXV8vMIzg4mEt39epV1r1793rHBwUFcemrq6vZJ598ovB8mpqa7I8//mjWa5uRkcE8PT0Vnqd///6sqKhI6rigoKAGXw/J61FEKBRy7+9HH31Ub39lZSXT1dXl8h05cqTMfLy9vRkANn/+fBYREcEiIiJYTk4OE4lErKKigr399tsKy2tra8uuXbsmM2/J9y8pKYn5+PjIzWf9+vWMMcYyMzNZ586dZabh8Xjs77//Vvi6bN++neno6Cgs8wcffCDzM5eens6lCQ4OZosXL5abh4WFBbt161YD7xIhr5by8nI2efLkJtVzza1v1q5dy7799lu2e/dulpqaKvd7JSoqissvKiqq3v6BAwcyAMzX15etXbuWmZqayi3Pjz/+WO94R0fHBq8/MDBQZnlOnjzJBg8eLDd9nz59GADm4eHR0FvBevTooXRaWWWR9xg4cCCXPjAwkAFgjo6O7PLly8zc3LxeelmvMSGEEEJeThSDeHViEJ9++mm9/Q3FIEpLS1l8fDw7ePAgmzFjBnvvvffq5UExCIpBENIYbRmDkKxfy8vLWWJiIjt27BhLSkpiFRUVXDplYxB9+/ZlP/30EzMzM5NbHopBUAyCENI6qKMDIe2AQCBgtra2DAAzMDBgixYtYidPnmQJCQnsypUrbP/+/ezzzz9nDg4OCoMMffv2ZTwej3l7e7O//vqLXb16lZ0/f57Nnz+fqampMQCsQ4cOrLKysl4e9+7dY1paWmzUqFFs8+bNLDIykiUmJrLIyEi2detWqRvJ5cuXy7wOyZvUbt26MR6Px6ZOncqOHz/OEhIS2JEjR9iJEye49FOnTuXSDx8+nP3zzz8sLi6OXb16lf35559S5zx27FiTXtuSkhLm4uLC5TN27Fh27Ngx7oZd3EAFwPr168eEQiF37KNHj1hKSgo7deoUl2bVqlUsJSWFezx69EjpsojP5ePjU2/fhQsXpBp6RkZGUmVhjLEnT55w7+OWLVtYTU0NS09PZ+Hh4SwqKootWLCA2+/t7c127drFrl69yk6dOsWmT5/OeDweA8BMTU1ZTk5OvTJIvn8+Pj5MQ0ODzZ49m0VERLD4+Hi2fft2ZmNjwwAwNTU1lpKSwnr16sV0dHTYkiVL2Llz59jVq1fZxo0bmZGREfd5lvca7dixgztfly5d2JYtW9jFixdZYmIiO3ToEBsxYgS3/4svvqh3vGSQ4fXXX+ca1Hv27GHx8fEsMjJS6jPWt29fpd8rQl52NTU1LCAggPv7cHNzYz///DO7cOECS0hIYGFhYWzp0qXM1dVVZpBh4sSJ3LGNqW+ePHnCYmNj2eHDh9nUqVOZvr6+wnIqG2Rwd3dnJiYmzMTEhK1du5ZdvHiRxcXFsQ0bNjBjY2MGgGloaLAbN25IHZ+amspSUlK4c3zyySdSdXxKSopU+SXL061bNwaAjR49mh0+fJglJCSwEydOsH379jHGGPv999+5tJcuXZJ7jdevX+fSrVu3TuHrIam0tJQro7gNMWbMGKmyP3jwgEsvDjKYmZkxW1tbpq+vz77++mt27tw5FhcXx3bs2MHu3Lmj9PkJIYQQ8uKiGMSrEYPw9fVtdgzC2dmZLVu2jB0+fJjduXNHqgNAU+8JxCgGQciro61iEGJBQUFMX1+fBQYGstDQUHb16lVWUlJSL11jYhBGRkbMzMyMYhAUgyCEtDHq6EBIO3DmzBmugSEriCBWXV3Nnj9/Xu95yZvTESNGyAwirFq1iktz+PDhevtLS0tZXl6e3HOLRCI2bdo0BoDp6emxZ8+e1UsjeZMKgO3YsUNufv/++y+X7s8//5SZpqKigr355psMAHNycpI7ikORhQsXcudZtmyZzOuaMmUKl2br1q310tTttd8UAoGAe/00NDTqNaZXrlzJALCAgABudMHVq1el0hw5coQrR3JyMvd8dXU1O3bsGPvzzz/Zr7/+yubOnSvVG1nsjz/+4I6fOHFivf2S7x+Px2NHjhyplyY5OZmpq6szoHaEAp/PZ1euXKmX7vjx41xeGzZsqLc/KyuLGz0SGBgo971dunQpF9RITU2V2if5vgBgs2bNYiKRqF4eM2fO5NIkJibKPA8hr5qNGzdyfxdvv/02EwgEMtPV1NSw3NxcqefCwsK4Y/39/WV+59StbwoKCtjFixdZaGgoS0lJkfpOUkTZIIM4iL5z5856gc0LFy5wQY/PPvtM5nnEeTQ0Qq7uCIZvvvlGbtri4mKmp6fH1U/yfPbZZ9x3w8OHDxWeXx7xqBDJkR91iYMMAJi+vj67fv16k85FCCGEkBcfxSBe/hjEkydPVBqDiI2NZdHR0ezkyZPs/v37LDQ0tNH3BHVRDIKQV0drxyAkVVVVsa1bt7Ldu3ez5cuXs6dPn8otZ2NiEA4ODiwkJISVlpZKpaEYRC2KQRBCWgt1dCCkHdi9ezf3xS8riNAQ8bHa2tpye64XFxczLS0tBtQue9AURUVF3A3mv//+W2+/5E3qm2++qTCvXr16cY1bRW7dusXlGRER0ajyCgQCrhetl5dXvdEJYs+fP+emGvPy8qq3XxVBhuvXr7Pt27dz+Zw8eVJqv3jqsR9//JELrNSd4uzzzz9nQG1P2Lo308OHD2caGhosICCAnTx5koWHh7O0tLR6N+/i82hoaNQLKkm+f5MmTZJ7LZKN+iVLlshNJ270ynqPFyxYwIDaaeVkdcoQq66uZnZ2dgwA+/rrr6X2Sb4vNjY2cm+S7ty5w6XbtGmT3HMR8qqoqanh/q7s7OxkjmJQZPjw4QyondY3KytLbrrBgwczHx8f9uOPP7LQ0FB2+/ZtLiAhOW2kIo0JMhw7doylpaWxyMhIVlNTI5Wub9++DADr0aOHzPM0Jcjg7u4u93tFbMaMGQwAMzQ0ZGVlZfX2V1ZWctM3jh49WmFeijQ2yPDdd981+VyEEEIIefFRDEK+lyEGIRKJWHR0NNu7d69KYxAikYjl5eWxs2fPsj179rDx48czIyOjBu8JKAZByKutNWMQkvWNQCBgN2/eZGFhYeyff/5hXbp0UXkMIjExkcXGxtZLRzEIikEQQlqPGgghbc7GxobbDg4ObnI+AQEBsLS0lLnPwMAAbm5uAIAHDx40mFd1dTVycnJw+/Zt3LhxAzdu3EBeXh7MzMwAAElJSQqPnzJlitx9ubm5SEhIAABMnDhRYT6enp4wNzcHAFy+fLnBcktKSEjAs2fPAADTpk2Durq6zHSGhoZcOW7duoWHDx826jwNef78ObKysjB+/Hjo6+sDAM6dO8ftr66uxqVLlwAAfn5+8PPzq5dG8v9vvPEGeDwe97xQKER0dDSEQiE0NTUxdOhQdO3aFdnZ2YiIiEBqaiqqqqoAALNmzeKOqZu/pHfffVfuvm7dunHbkyZNajCdrM/b0aNHAQCjRo2Ctra23Dw0NDTQr18/AIrf/3feeQd8Pl/mPg8PD+51V+azT8jL7vr168jNzQVQWyeI/z6UIa5vgNrvHAcHh3ppRCIRsrKyMHv2bHz44Ye4cOECSkpK0KlTJ2hpaanmIuowNjbGyJEj4ezsDABIT0+X2t+rVy8Aqq0DJk2aJPd7RWzmzJkAgOLiYhw+fLje/tDQUBQWFgIAZsyYobKyNUTRdzQhhBBCXn4Ug5DvZYhB5ObmoqKiAmPHjlVpDILH48HGxgb9+/fHL7/8gl69euHPP/9ESUkJBAKBzLJQDIJiEIS0dAxCTFzfmJiYICYmBhEREXj+/Dn69u2Le/fu4caNG824CmniGISnpyceP37M3deLUQxCGsUgCCEtiTo6ENIO9O/fHy4uLgCAzz//HK+99hrWrFmDS5cucT9QK6NTp04K95uamgIASkpKZO6vrq7Gr7/+ir59+0JfXx8ODg7w8vJC165duUdBQQEA1GvA1SV5I1pXfHw8tz158mTuhlneQ3yu/Px8heesS7IB6+PjozCt5H5VNnwZY7h//z5cXFxgbGwMX19fANIBhLi4OJSXl8PQ0BA9evTgggwXLlxATU0NAODZs2dITk4GAG6/2IMHD1BeXs5dB4/Hg62tLQYOHIhevXqhsLAQp0+fxo0bN9CzZ0+lrtPd3V3uPmNj40alq/t5e/78OdLS0gAAv//+e4Pv/7///gtA8fvf0GffxMREZlkIeRVdu3aN237jjTcadWzd+kaSUCjEgwcPEBkZibt378LR0REfffQRjh07ptJ6VRY3NzeoqalBTU0NXbt2xYMHD7j6E2j4+68pFH3PifXr1w+dO3cGIPtHBPFzVlZWGDlypMrKpoi+vj7X5iCEEELIq4liEC9vDEIkEiEtLQ1eXl7Q1tZukRhEeno6Ll26hKVLlyIrKwvFxcWIjIxEUlISd6/Q2OukGAQhL6+WikHU5e3tjc8++wy//voriouLMWDAAPTr14/rMKdK4hiEtrY23N3dce/ePTDGuP0Ug/gfikEQQloadXQgpB3Q1NREaGgoPD09AQBXr17F0qVL4evrC2NjYwwfPhx79uyR+tFGFl1dXYX71dRq/+Rl5fPkyRP069cPc+fORWxsbIPBjYqKCoX7xTd1sogDFY1V94a5IU+ePOG2raysFKa1traWeVxz8Xg89OjRg7sJFgcIEhISUFpaCuB/AYcBAwZAXV0dPj4+0NHRQXFxMXczEB0dDZFIBAAYOHCg1DnkXSePx4OlpSV8fX3x+uuvo6ysDLdv38bs2bNhbW2t8DoVfZbEnyNl09X9vLXE+9+czz4hrxrJILHkaD5lyKpvqqurcffuXURERCAzMxOdO3eGv78/OnfuDKFQWO+4liBZB1haWmLQoEFSIx3EdYC4HlUFRd9zksQjKqKiopCRkcE9//DhQ4SHhwMApk6dCg0NDZWVTRHJQDEhhBBCXk0Ug1DOixiDUFNTw4ABA2Bvbw+g5WMQ+vr66Nu3LwYMGIDq6mqcOXMGCQkJKC4ubtR1UgyCkJeXqmMQdT19+hSxsbG4e/cuhEIh5s2bh6tXr8LIyKhpBVaCZB3QsWNHbuCZGMUg/odiEISQltY6tRkhpEFeXl5ISUlBaGgoQkNDER0djfv376OiogLh4eEIDw/Hhg0bcOLECblTQzbHvHnzuKkcx44dixkzZqBbt26wtLSEtrY211jr0KEDsrOzpXqpyqJoKi3JG73du3cr1SMVUL5BJ4tkY1OWhq6nOXg8Hvd6iAMEQqEQFy9exLBhw7gp2MQBCC0tLfTr1w9nz57FuXPn0Lt3by6NiYmJwtdL3nWamprCx8cHhYWFOHPmDLZs2YLCwkI8f/68RRv+ski+/59//jk++OADpY5rqSnvCXmVNVQ3KqKuro6bN28iIyMDRkZG6NmzJywtLZuVp6q0xg17Q1NGir3//vtYsmQJKisrsXPnTgQFBQEAdu3axdWHrTllpLLlJoQQQsjLjWIQDXtRYxCSr0VrxSCMjIzQu3dvlJaWIi0tDdHR0bC0tISTk1MLXGHjUAyCkPajOfECyWMZYygsLMTdu3fx9OlTODk54Y033sDo0aNVUcxGkeyM1ZIoBkEIIbJRRwdC2hF1dXWMHTsWY8eOBVDb0/LkyZPYunUrEhISkJCQgI8++ghHjhxR6XmLi4uxf/9+AMB7772H3bt3y0379OnTZp9PcsowHo+HLl26NDtPWcTThAG1Uw4qmuLw0aNHMo9TtT59+kBPTw9lZWU4d+4c/P39pdbGFPPz8+OCDAsXLqy3NqakutepSFlZGTZt2oS9e/di5cqVuHDhAkxNTVt1CjHJ97+8vLzF3n9CiGziNYcBIC8vDx4eHkofa2pqCicnJ4wYMQJmZmYoKSlB3759ZU4FKVkf1a1XJQMBIpFIbmCgrKxM6bK1V2ZmZhg7diz279+PkJAQLF++HDweDyEhIQBqp5ZsaOpbQgghhJCWQDEI1aIYRO0MD927d4eHhwfu37+PuLg4fPfddzh06FCLXqciFIMgpG01NwYhlp+fD8YYHj58iHv37qGsrAwuLi7o06cPtLS0kJmZKfM4gGIQFIMghLzMaOkKQtoxGxsbzJgxA5cvX0bPnj0BAGFhYQ1O2dhY9+7dQ3V1NQDg3XfflZsuNTWVm+qwOXr06MFtnz59utn5ySN58xobG6swbVxcnMzjVE1DQwOvv/46gNrpIq9evYqysjJubUwxyTUyi4qKkJSUJPW8JBcXF27KNGWvs6CgAAYGBhg8eDDMzMxw/fp1GBoaYsyYMdDT02vuZSpkYWEBOzs7AEBkZGSLjmQhhNQn/j4BgPPnzyt1jEgkQm5uLvLz87Fu3ToAwKFDh+R2cgAU16sGBgbctqLgdWpqqlLla+/EU0dmZGTg3LlzuHTpEu7cuQOgdUdSEEIIIYQoQjGI5qEYxP/o6OigS5cuEAgEuHHjBhYsWIBevXohNzdXpVO5K4NiEIS0rabEIMTE9Y2mpiaePn2Ks2fPIiUlBfb29hgyZAg6derEzb5CMYj/oRgEIeRVQh0dCHkBaGpqSk03+OzZM5XmL15DHVC8BuG2bdtUcj5XV1d4eXkBAPbt24esrCyV5FtXr169uHXAdu7cKXdtxJKSEhw4cABA7fSdjV0vrrEk18gMCwsD8L+1McUk18jctGmT3LUxgdrAhfj5iIgIZGdnyz339u3bAdSO3PHz84O2tjY8PDwwZMgQVFRUwMfHB3/99Reys7Px/PlzlVyvLOKp5B48eIB///23xc5DCKnP29sbDg4OAGrrBEXBY4FAgNTUVERERODWrVuwtbXF3r17sXXrVhw4cKBR9Y0kZ2dnbjs+Pl5uHnv37lXmkppNW1sbAFBZWdki+fv7+3Mz5wQHByM4OBgAoKenh0mTJrXIOQkhhBBCmopiEE1DMYj6tm/fjgMHDuDjjz+Gs7Mzbt68iYiICNy9e7dVl7yjGAQhbacxMYi6qqursXDhQmzfvh2urq4wNTXF4MGD0bFjx3pLVlIM4n8oBkEIeZVQRwdC2oELFy4gLS1N7v6qqipufUR9fX1YWFio9Pyurq7cDeauXbtkpgkLC8OWLVtUds5ly5YBqP0Rbdy4cXj8+LHctJWVldi6dSsEAkGjzsHn87kerDdv3sSKFSvqpWGMYe7cuSgsLAQAzJ07t1HnaArJgNHWrVsB1B8lIV4jEwA2b94MADA2Noa3t7fMPOfMmQOg9gZgxowZqKqqqpfmr7/+4kavjB8/XiqYoqamhurqaixduhRLliwBUPu5vHjxYouMuPjyyy/B5/MBAB9//LHCmwwAOHHiBJKTk1VaBkJeVWpqavjyyy8BADk5OZg6dapUncEYQ1FRERISEhAREYG8vDx4e3tj8ODBcHV15erVptY3AODr68sFJX7++WeZo6rWrl3bYN2gKuLy3b9/v0Xy5/F43KiJQ4cOcVM1T5gwQWpkCSGEEEJIa6AYBMUgWjsG8dZbb6FHjx4ICAhAt27d8PjxYxgZGeGzzz6Dq6tr8y+yARSDIKTtNBSDkCSeTbKwsBBxcXGIjIxEr169sH79esydOxeLFi2S2YmMYhDSKAZBCHmVUEcHQtqBM2fOwMPDA35+fvjxxx9x6tQpJCYmIiYmBsHBwRgwYAASExMB1E49VbfHanOZmZlhxIgRAGpv5oYNG4YjR44gISEBJ0+exMyZMzF27Fi4uLioLMAxefJkBAYGAqgdVeDl5YVly5YhIiIC169fR0xMDHbt2oVZs2bB1tYWc+bMkRr1oazly5dzPVhXrlyJcePGISwsDImJiTh06BDefPNNLrDSr18/fPjhhyq5PkVee+01bppH8awJsqaDFD8nTjNgwAC5a8iNHDkSEyZMAFA7FaOPjw/++ecfJCQkIDIyEjNnzuQCLqamptiwYYPc8qWnp8PBwQFDhgyBlZUVbt++jVOnTuHmzZsqW6vO2dmZG53z5MkT+Pr6YubMmfjvv/+QmJiIuLg4HD58GEuWLIGrqytGjhzZYqNuCHkVzZkzBwEBAQCAI0eOoGvXrtiyZQsiIyNx8uRJXLx4EYmJiVi7di2io6NhbW3NBaNVUd9YWFjgnXfeAQCcOnUKo0ePRnh4OK5du4ajR49i3Lhx+Oqrr7hga0sTT+d77Ngx/P7777hx4wbS0tKQlpaGgoIClZxj+vTpUFdXR3l5OUpKSgDQlJGEEEIIaRsUg6AYRFvFIHg8HmxsbODr64vi4mIIBAKsXLkS9+7dQ3Z2ttxZMJqLYhCEtC1ZMYhNmzYhJiYG165dw8mTJ7FixQpMmzYNFy5cQFxcHPT09ODv74/Ro0fDw8MDAMUgGoNiEISQVwYjhLS5oKAgBqDBx7hx41hFRUW948X7g4KCFJ5n4MCBDAAbOHBgvX1ZWVmsQ4cOcs/doUMHdvPmTebo6MgAsMDAwHp5BAcHc+nT09MbvG6hUMgWLVrE1NXVG7x2PT09Vl5e3mCesqSnp7NOnTopzN/X15cVFRXJPV6cLjg4uEllqMvf35/L08jIiAmFwnppzp8/L1XG9evXK8yzoqKCvf322wqv09bWll27dk3m8fLeP5FIxB49esTi4uLY0aNH2a5du5iPjw9TV1dXWJ7AwEAGgDk6OspNs2/fPmZoaNjg+6+mpsbOnj0rdWxj3hdFn1tCXlVlZWXsnXfeYW5ubmzu3Lls//79bO3atWzQoEFMS0tL4XdLc+sbxhjLz89nbm5uco+fOHEii4yM5P4fFRVVLw9F32uSJL9nZbl27Rrj8/kyyyFZb0RFRSksT0Peeust7nh3d/dGHy+PMnWcMnUyIYQQQl4NFIOgGER7ikHo6uqyuLg4FhERwU6cOMFu3LjBSkpKuHQNteXFKAZBSPsmjkHU/XtzdHRks2bNYrt372YbNmxgmzZtqldHUQyCYhCEECIPzehASDuwaNEinDhxAvPnz0ffvn3RoUMHaGtrQ1tbG05OTpg0aRKOHz+OQ4cOcWt4qZqDgwMSExPx5Zdfwt3dHXw+H0ZGRvD29kZQUBCuX7/OrWmpKurq6li3bh1u3bqFBQsWoEePHjAxMYG6ujoMDAzQuXNnTJkyBTt37sTDhw+ho6PTpPM4OTkhKSkJv/zyCwYOHAgzMzNoamrCysoKw4YNw99//43z58/D1NRUpdeniOToif79+0utjSnm4+PDjboAZK+NKUlbWxuHDx/GsWPHMG7cONja2kJLSwsmJibw8fHBmjVrkJqaiu7duzeqrDweD5aWlujTpw+GDBmC0tJSfPDBB/jzzz9x+/ZtrldwU0yaNAkZGRlYu3Yt/Pz8YGlpCU1NTejq6sLFxQWjRo3Chg0bkJGRgUGDBjX5PIQQaZWVlcjPz8ecOXPw448/wtnZGZs2bcKKFSsQHx8PFxcXjBs3Dnv27OGmmJSkivrGysoKsbGxWLx4Mdzc3MDn82Fqaoo33ngDf//9N/bv3y+zbmwJ3bt3x+XLlzF58mR06NCBm9ZW1d5//31ue/r06S1yDkIIIYSQhlAMgmIQ7SkGUV5eDgsLC/j7+6N3794oLy9HVFQULl26hLy8vEZdZ0MoBkFI29HV1cXBgwdx9uxZBAYGYsKECVi3bh1++OEHWFlZcbNJfvDBB/XqKIpBNA3FIAghrwIeYzIWJCKEEEIUYIyhoKAAmZmZePToEQwMDODg4AA7O7sWC4QRQppHKBQiPz8fOTk5KCgogImJCRwcHGBvb6/y6YiJbN988w1WrVoFdXV1ZGdn11s3lBBCCCGEEAIIBAJkZWUhMzMTNTU1cHR0hKOjo1RHDELIi6ekpASZmZnIysoCn8+Hk5MTHBwcoKWl1dZFeylRDIIQ8iqgjg6EEEKapbq6Gnl5ecjJyUFRURHMzc3h4OAAGxsb+vGUkDbGGMPjx4+Rk5ODvLw86OjowN7eHvb29tDT02vr4r1Sampq4OzsjOzsbLz11lsIDQ1t6yIRQgghhBDSrokHWWRkZODRo0cwMzODvb09bG1toamp2dbFI4QoobKyErm5ucjJycHz589ha2sLJycnmJqagsfjtXXxXloUgyCEvCqoowMhhBCVqaioQE5ODnJyclBWVgZra2s4ODjAwsICamq0WhIhrYExhufPn3N/iwC4zg1GRkYUSGgje/bswZQpUwAAYWFhGDlyZBuXiBBCCCGEkBeHQCBAbm4usrOzUVJSAisrKzg4OMDS0rLVppsnhCin7oySpqamXCclmr2hdVAMghDyqqCODoQQQlqE5A+tIpEIdnZ2sLe3h4mJCf3QSkgLKCsr4/7mKioqYGtrC3t7e1hYWNDfXBtJS0uDUChEfHw85s+fj8LCQnTt2hVJSUn0nhBCCCGEENJEJSUl3L1PdXU1d+9jZmZG7WxC2ohIJEJhYSGys7Px8OFD6OjocMtl0rIzrYNiEISQVxF1dCCEENKiGGMoKipCdnY28vLywOfzudHl+vr6bV08Ql5oVVVV3BSQT58+hTrM+XsAADI5SURBVKWlJezt7WFtbU1Lx7QDdQMJmpqaiIqKgq+vbxuViBBCCCGEkJcHYwxPnz7l4g3q6upcvMHQ0LCti0fIS48xhmfPniEnJwe5ubkAaEbJtkQxCELIq4g6OhBCCGk1NTU1ePToEXJycvDo0SPo6+vD2toa1tbWMDY2phsgQpRQVlaG/Px85Ofno6ioCMbGxrC3t4ednR34fH5bF49IENdpJiYm6NmzJ7777ju8/vrrbVwqQgghhBBCXj4ikQgFBQXIycnBw4cPYWBgwN0n6ejotHXxCHmpSM4oKRAIYGNjAwcHB5ibm1Nsrw1RDIIQ8iqijg6EEELaRHV1NR49eoT8/HwUFBRATU2N6/Rgbm5Oo9EJ+f/Eo5TEnRtKS0thbm7O/b3QFJCEEEIIIYQQ8j/V1dV4+PAhcnJyUFhYCDMzM9jZ2cHa2hra2tptXTxCXkjl5eXIz89HTk4Onj17BisrK25GSXV19bYuHiGEkFcUdXQghBDS5kQiEYqKirgfcisrK2FhYQFra2tYWVlRIIK8coRCIR4/foz8/Hw8evQIIpEIVlZWsLa2hqWlJTQ1Ndu6iIQQQgghhBDS7lVUVCA3NxcPHz7E06dPYWRkxHUaNzQ0pNHnhMghXpZCHKsrKSmBmZkZbG1tYWtrSzNKEkIIaReoowMhhJB2hTGGkpISbrYHCkSQV0VFRQX3uX/8+DF0dHS4z72pqSnU1NTauoiEEEIIIYQQ8sKqrKyUmllSS0tLamZJuucirzqhUIjCwkKuc4NIJIKlpSU3EIkGXRBCCGlvqKMDIYSQdk1RIMLU1JSWuCAvLPHoiIKCAjx8+BDFxcUwNTXlAggGBgZtXURCCCGEEEIIeSnV1NRI/aArFAqlftDV0tJq6yIS0ioEAoFU3E1bW5uLu5mZmVEHIEIIIe0adXQghBDywpAMRDx69AgCgQAmJiYwNzeHubk5TExMqOMDabcYY3j+/DkKCwtRWFiIoqIiAOCCaZaWljT1IyGEEEIIIYS0MvG9mrjTg2QndGtra+jr67d1EQlRGcYYiouLuc/78+fPYWJiIjXogmZSJYQQ8qKgjg6EkBZRXV2NLl264O7du9i3bx8mTZrU1kUijZCTk4OOHTuCMYYbN27A3d29rYtUD2MM5eXl3I/GhYWFqKyspI4PpN2Q17HB3NwcZmZmMDc3h5GRUbsMIFAd/mJ7EepwQgghhBBVobbri609tl0rKiq4H4ELCwuho6MDS0tL7l6OOqiTF41AIODiEo8ePUJVVZXUDCYvwmea6vq2M2LECJw8eRLLly/HihUr2ro4hBAiheYdIoS0iC1btuDu3bvw9PTEhAkTpPYVFBRg586dmDt3Ll5//XU4OzvDwMAAfD4fNjY2GDp0KH777TeUlZUpPEdxcTH27duHWbNmoWfPnjA2NoaWlhYsLCzg5+eHn376Cc+ePWv2tYjPs2DBAgwcOBCurq4wMjKClpYWLC0t4efnhx9++IH7EVMekUiEW7duISQkBLNnz0afPn3A5/PB4/HA4/Fw7tw5pcrz+PFjzJ49G3Z2duDz+ejYsSOWLl3a4OsFABMnTgSPx8Py5csVprO3t8f06dNRXV2NBQsWKFWu1sbj8aCnpwdHR0f06tULQ4YMgb+/Pzp06IDy8nIkJibixIkTuHDhAm7fvo3Hjx9DKBS2dbHJS0y8FEVaWhpiY2Nx4sQJxMTEoLCwEObm5vD19cWIESPg4+MDV1dXGBsbt8tODoDiOtzJyYmrt5R9ZGRkKDzfvn37MHToUNjY2EBbWxtOTk54//33ceXKFZVcT0FBAcLCwrB8+XIMHz4c5ubmXNmmTZumVB63b9/GL7/8gsDAQPTs2RP29vbQ1taGnp4eXFxcMGnSJBw9ehQN9SGmOpwQQgghRLUUtV0ZY7h48SKWL18Of39/2NjYQEtLC4aGhujcuTNmz56NpKSkRp2vpduuAFBVVYUdO3Zg2LBhsLGxAZ/Ph76+Pjw8PDBjxowGzyUQCHD06FF8+umn8PHxgampKTQ1NWFqaop+/frh22+/xcOHDxssx6vadtXR0YGzszP69euH4cOHw8vLCwBw584dhIeHIyoqCikpKcjLy0NVVVUbl5aQ+gQCAXJycpCUlIQzZ87g1KlTSEtLg7q6Ory9vTF8+HC89tpr6NChwwvRyQFQXNfXlZWVhaCgIPTu3RsWFhbQ1taGg4MDBgwYgOXLl+PGjRsyj4uPj8f69evx7rvvolu3blz9a2BgAA8PDwQGBiIqKkpl1yQQCLB161b4+/vDwsICWlpasLOzw8iRI7F//36l8vjjjz/Qo0cP6OjowNTUFG+//TaSk5MbPO7kyZPg8Xhwc3NDZWWlwrTievzHH39Edna2UuUihJBWwwghRMVKSkqYubk5A8D27t1bb/+ff/7JADT4cHR0ZPHx8TLPceLECcbn8xvMw8rKip09e7ZZ1xMREaFUec3NzVl4eLjcfEJCQhQeHxUV1WBZHj9+zDp27Cjz+L59+zKBQCD32MjISAaAOTk5sfLy8gbPlZGRwTQ1NRkAdunSpQbTtzcikYiVlpayjIwMFh8fz8LDw9mxY8fYhQsX2K1bt9ijR49YZWVlWxeTvMCEQiF78uQJu3fvHrty5QoLCwtjYWFh7PLly+zevXvs6dOnTCQStXUxG62hOtzR0VGpOlH8MDIyYhUVFTLPVVFRwd566y25x6qpqbHvvvuu2dekqHyBgYFK5TFlyhSlrnfgwIGsqKhIZh5UhxNCCCGEqFZDbdcOHTo02H7j8Xhs0aJFDbbdW6vtmpWVxbp27dpguefPny+zzElJSczAwKDB4w0MDNj+/fvlloParrIJBAKWm5vLkpKS2JkzZ9h///3Hzp49y5KTk1lubi7FGUibqKioYDk5Oez69essMjKS/ffffywqKoqlpKSwhw8fsqqqqrYuYrM0VNdL2rx5M9PT01NY/82bN0/msb6+vkrd90+YMEFunENZd+7cYR4eHgrPM2zYMFZaWio3j3nz5sk8TldXl8XExMg9TiAQMFdXVwaAnThxQqnyBgQEMADsww8/bPS1EkJIS6L5vAkhKvfbb7+hsLAQDg4OmDhxYr394t6ifn5+6NGjB+zs7GBjYwOBQIDMzEz8888/OHXqFDIzMxEQEICbN2/CxsZGKo+ioiJUVlZCTU0NAQEBGDZsGLy9vWFsbIycnBzs3r0b+/fvx6NHj/DWW28hJiYG3bt3b/I1OTg4YNCgQejVqxccHBxgY2MDkUiEnJwc/Pvvvzh8+DAKCwsxevRoXL16Fd26dauXB5MY5aupqYkuXbpAKBQiJSVF6XJ89dVXuH//PgwMDLBu3Tp0794d586dQ1BQEK5cuYL169dj6dKl9Y6rrq7G3LlzAQAbN26Ejo5Og+dydHTE+PHjsW/fPqxatQrHjx9XupztgXjGB/GsD6zOUhfZ2dmoqKiArq4ujI2NYWRkBGNjY25mEEIk1dTU4Pnz53j+/DmePXuGZ8+eoaSkBBoaGjA1NYW5uTnc3d1hZGQENbUXe8Kshurw06dPNzhqKTIyEvPnzwdQO5JLW1tbZroPPvgAYWFhAIBBgwZh3rx5sLW1RUpKCr7//nvcv38fy5cvh42NDWbOnNnMK6vl4OAAT09PnD59ulHHaWhowMfHB76+vujatSusra1hYWGBp0+f4s6dO/j9999x48YNREdHY9SoUbhw4UK9zwLV4YQQQgghqtVQ2zU3NxcA4OrqivHjx8PX1xe2traoqKhAVFQUfv75Zzx9+hQ//PAD1NXV8f3338s9V2u0XYVCIUaOHMnFCbp164YvvvgCHh4eKCkpwcWLF7F+/XqUlZXh559/ho2NDb788kupPIqLi1FSUgIA8PX1xVtvvYXevXvDzMwMjx8/xuHDh7F9+3aUlJTgvffeg4GBAYYPH16vLNR2lY3P58PW1ha2trYAgMrKShQVFaGwsBB37txBSUkJDA0NuSU1zczMKMZAVE4gEHCfu8LCQpSWlsLIyAjm5ubw8vJ66T53DdX1YqtWrcI333wDAHBxccGHH34IHx8fGBgYIDc3F3fv3sWRI0fkxm34fD4GDhyI119/HZ6enrC2tubqzqSkJGzbtg3p6ek4ePAg1NTUsG/fviZdz+PHjxEQEMDNjjBhwgQEBgbC1tYWeXl52LlzJw4ePIjw8HBMnjwZx44dq5dHTEwMNm3aBACYPn06pk2bhsLCQnz11Ve4e/cuZsyYgdu3b8ucSXTdunVIS0vD2LFjZdb/sixYsAAREREIDg7G8uXLYWdn16RrJ4QQlWvrnhaEkJeLUCjkRkwsWrRIZprq6uoG8/n555+5XqhffPFFvf379u1jH330EcvMzJSbx+bNm7k83nzzTeUvog6hUNhgmiNHjnDnGjdunMw0sbGxbNOmTezy5ctcr9+goCClZ3SorKxkOjo6DADbs2eP1L7vv/+eAWCurq4yj12zZg0DwIYPH97gtUg6duwYN8IlNTW1Uce+CAQCAXv06BFLTU1lsbGx7PTp0+y///5jp0+fZrGxsSw1NZVmfngFVVdXs6KiInb//n2WkJDAzp49y44ePcpOnDjBYmJi2M2bN1lubi4rKyt7IWdsUESZOlwZEydO5Oq2CxcuyExz7tw5Ls2oUaPq1bWPHz/mymJiYsKePn3a5PIsX76chYaGsvz8fMYYY+np6Y2e0aGh7y6hUMjGjRvH5Xvs2DGp/VSHE0IIIYSoljJt1379+rHw8HC57fa0tDRmYWHBADANDQ12//59melaq+3677//cufp16+fzHhEfHw8N/uBiYlJvXZqTEwMmzhxIrt586bc8/z333+Mx+MxAKxjx471Xh9quzadQCDgRtZLzvhw/fp1lp6ezp4+fcpqamraupjkBSIUCllRURF78OABS0xMlJqxITk5meXl5b3UcStl4xRnzpzh6s933nlH4awz8l6vhu77y8vLWb9+/bjzJCcnK3cRdcyZM4fLIygoSGaa5cuXc2kOHTpUb/8HH3zAALAhQ4ZIPS85Q87FixfrHZeens50dHSYjo4OS09PV7rMQqGQWVpaMgDs66+/Vvo4QghpadTRgRCiUidPnmx2Y4+x2oalvr4+A8B69+7d5Hx69+7NTSFZWFjY5HyU0alTJwbULmGhrMZ0dEhOTuaCL3Ub3pI/2pWUlEjty87OZnp6eozP57N79+4pXTbGGKuqqmJmZmYMAFuyZEmjjn1RVVZWcp0f4uLiuM4Pp06dYrGxsezOnTssPz+fCQSCl+5H7ldR3U4N4kDUiRMn2KVLl17qTg2yqKIOf/bsGdPW1mYAmIuLi9x0I0aMYACYuro6y87Olplm7969XHl++umnJpVHlqZ0dFDGlStXuHwXLlwotY/qcEIIIYQQ1VJV/GHLli1cPhs2bJCZprXarvPnz5fbcVbS22+/zaVLSUlp0rnGjx/P5ZGYmCi1j9quqiNeUuDGjRvs4sWLLCwsjB07doxFRUWxa9eusfT0dPbkyROlBtmQl58yAy9e9o4NdSlT19fU1DA3NzcGgHl4eCjs5NBc+/bt48rzyy+/NPp4oVDIjI2NGVC7bLO8v33JDh6yYuM9e/ZkAFhwcHC9fQMHDmQA2JYtW+rtGzVqFAPAVq5c2eiyf/rppwwAs7Ozow5bhJB2g5auIISo1IEDBwAAbm5u6Nq1a5Pz0dDQAJ/PR2lpKQQCQZPz8fPzQ3x8PEQiEdLT02FmZtbkvBqip6cHAM0qryLPnz8HAJibm0NDQ7r6tra2lkqnr6/P/f/zzz9HWVkZli1bBldX10adU1NTE6NGjUJISAj279+PNWvWNOMKXgxaWlqwtLSEpaUl91xVVZXUkgXZ2dkoKyuDpqYm9PX1oaenB319fe6hp6dX7z0ibUckEqG8vBylpaUoLS1FWVkZty0QCMDn87mlS2xsbGBsbAxtbW2Z0/u97FRRhx84cICrB6dOnSozTWlpKc6cOQMACAgIgL29vcx048aNg6GhIYqLi3H48GEsWLCgSWVqLeLvAaD+dwHV4YQQQgghqqWq+MOgQYO47fv379fb35ptV8kl4lxcXOSm69ixI7ddWVnZ6PMAtdd96NAhALXX3aNHD24ftV1VR1tbG3Z2dtw074wxlJWVcTGG3Nxc3Lp1C0KhEIaGhlJLaxoaGkJdXb2Nr4C0FKFQKHOJTC0tLe5zYG1tDWNjY+jo6LySMQpAubr+9OnTuHfvHoDaZXf4fH6LlUfRfb8y7t27h2fPngGo/U6R9zeurq6OgIAA7NixA/Hx8cjIyICTkxO3X1xP113uGfhfPS1OI3b8+HGEhobC1dW13rJHyhg/fjy2bNmC3NxcXLx4EW+88Uaj8yCEEFWjX2EIISoVFRUFAOjbt2+z8omIiEBRUREAoFOnTk3OR/KGX976a6pw+/ZtXL9+HUDzyquIkZERAKCwsBA1NTVSDeH8/Hxu29DQkNuOiIjAoUOH4OjoKHPtTGX07dsXISEhSE9PR1ZWFjp06NDEK3hxaWlpwcLCAhYWFtxz1dXV3A/m4n/z8/NRWloKoVAIbW1tqY4P4m1dXd0W/Sy+qhhjEAgEMjszlJeXg8fjce+Dnp4e7O3tuW0+n//KBgzqUkUdvmvXLgAAj8fD+++/LzNNXFwcVz8PHDhQbl5aWlro27cvTp8+jbi4OFRXV0NTU7PJZWtpe/fu5bbrfhdQHU4IIYQQolqqij80FDdozbaru7s7t/3gwQN07txZZjpxhwwejwc3N7dGnUNM0XVT27Xl8Hg8Lj4g2fmhvLyc+7E7Ly8Pt2/f5jo/GBkZwdDQkDtOR0eH4govEJFIhLKyMi5OIe7cUFJSQgMvlKBMXX/w4EEAtZ0Dxo0bxz1fWFiIZ8+ewcLCgqvXmkvRfb8ynjx5wm1bWVkpTCu5//z581IdHcTXI1kni4mfk7xmgUCAzz77DACwefPmJnUG6dOnD9TV1VFTU4Nz585RRwdCSLtAHR0IISqTk5ODjIwMALUNn8YqKSlBdnY2Dhw4gA0bNnDPixthTREdHQ2gdoaIxo4maEh5eTlyc3MRGhqKH374ATU1NQCAefPmqfQ8Yh4eHtDW1oZAIMCRI0fwzjvvcPv27dsHoHbEh4GBAYDakSBz584FAGzcuBE6OjpNOu9rr73GbV+4cAFTpkxp6iW8VDQ1NWFsbAxjY2Op5xljqKqq4n5kLy0txZMnT5CVlYWysjIwxqCrq8sFJ/h8PrS1tbkHn88Hn8+noIUE8WtaWVkJgUDAPSorK1FRUcEFDGpqarjXVk9PD5aWlnBxceFeawoUKNbcOhwA0tPTERMTAwDo37+/3FFot2/f5rYbCgx06tQJp0+fhlAoxL179+Dl5dWksrWUwsJC3Lt3D9u3b0dwcDAAwMzMrF5dSXU4IYQQQojqqKLtKiaOGwCy26at2XadPHkyvvnmGxQXF2PdunUYMWJEvdG+165dw/HjxwEA7777rlRng8ZQdN3Udm1d4o75enp69To/iEf7FxYWIiMjA2VlZQAgNaBCcps68reNuoMvJAdg1B18YWBgAFtbW+rUoARl6/orV64AADp37gw9PT1s3rwZmzdvlpqlx8vLCx999BE++eSTRnVCE4lEePz4MW7evIktW7bgv//+A1BbTw4dOrTR1yQ5I0TdGRfqktx/69YtqX3e3t5ITEzEwYMHERgYyD2fnZ2NS5cucWnE1q5diwcPHmDMmDEYPnx4o8sNALq6uujcuTOSk5Nx4cKFJuVBCCGqRh0dCCEqI25EAZCa8lCRb7/9FitWrJC5T11dHevXr8eAAQOaVJ7jx48jOTkZADB06NAm3/xLCgkJwfTp0+XuX7hwYYvdiGtpaeHdd99FSEgIZs2ahSdPnqBbt244f/48goKCAECqYfvTTz/h7t27GDZsGMaOHdvk83bt2hWampqorq7GpUuXXplAQ1PxeDyus0LdpVIYY6ioqJBaNqG8vBxPnjzhfsQXT1Uq2QFCVmcIbW1taGlpQV1d/YW8KWaMQSQSobq6muu0INmJQfK5yspKiEQibkkbyQ4ipqamcHBw4IJCNK1n0zWlDq9r165dYIwBkL9sBVB74y0mb+pfMQcHB6nj2kNHBz8/P6nAsCRTU1McPny4XicoqsMJIYQQQlRHFW1XoHYAw8aNGwHUttfGjBlTL01rtl0tLCwQEhKCKVOmICYmBn369MHnn38Od3d3lJaWIiYmBuvXr0dVVRW6d+8uNUikMZKSkrjOEp07d65XTmq7tj3Jzg+2trbc8yKRSCquUFpairy8PJSWlqKiogIaGhoyl9fU09ODpqbmCxk/aC/EgzDqzu4p3pYcfKGvr0+DL1RAmbpeJBLhzp07AIAOHTpg3LhxOHr0aL10t27dwrx583D48GGEhoZyHbXkcXJyQmZmpsx9jo6OOHToUJOWrXV1deXqufPnzytMK7k/KytLal9gYCCCg4Nx/PhxfPTRR/i///s/FBUVYenSpaiurkbHjh3h6+sLoHaGoHXr1kFHR4f7zmuqXr16ITk5GZcvXwZjjD7XhJA2Rx0dCCEqk5OTw21bWlo2Ky9/f39s3ry5yT9oPXnyBHPmzAFQ22Fi5cqVzSpPQ7p3745t27bBx8enRc+zdu1aREVFITMzEx999JHUvp49e3Lrq2VlZWH16tXg8/nYsmVLs86poaEBU1NTPHr0SOo9Jo3H4/Ggq6sLXV1duX8jIpGo3g/94sfz58+l9olpaGhwD3V1dWhqanLbkvvqPsSdJMQ3JZL/St6oiH+4ZozV2xaJRBAKhQ0+ampq6j0nzktTU7Nehw5zc/N6HTuacgNJlKeKOvyff/4BAOjo6GDChAly05WUlHDbkmv6yiI52qG0tLRJ5Wotn376KZYtWyb39aM6nBBCCCFENVQVf1i8eDH349GcOXO40fSSWrvt+vbbbyM+Ph4bNmzAX3/9JdWhAKidynzFihX48MMPpc6nrMrKSsycOZOblfL777+XmY7aru2Tmpoa13Gh7rT3QqEQ5eXlUp0gHj9+jNLSUlRVVUFNTU3ugIq6gypepR8vGWOorKxUOABDchAGn8/nOjMYGxtzS2Pq6urS4AsVU6auf/78OUQiEYDaJXQqKythb2+PH3/8EcOGDQOfz0dcXBwWL16M2NhYREdHY9asWdzsNI2hoaGB5cuXY968eU0eUKenpwd/f3+Eh4cjOTkZe/fuxeTJk+ul27t3L1JSUrj/S34XAbVLKX388cfYtm0b/vjjD/zxxx/cPm1tbfz111/cbLHz5s2DQCDAd999J7X8RVOI34eysjI8e/YMJiYmzcqPEEKai34xIISozOPHj7ltZRs5s2fP5qZALCsrw+3bt7Fr1y6cOXMGkydPxh9//NHozgM1NTWYMmUK1+t22bJlzRrhIWns2LHo3bs3AKCiogL379/HgQMHcOTIEUyZMgUbN27EW2+9pZJzyWJlZYUrV65g+fLlCA0NRVFREezs7DBhwgR888033PSQn3/+OcrLy7Fs2TJuyY78/HwsX74cYWFhKCoqgqOjIwIDA/Hll19CS0tL4XnFgQbJ95i0DDU1Na4zhCKN7WBQUVEhc1/djgt1/1+3I0TdbTU1NZmdKMSdFxR1tJDscEHaXlPqcEmXLl1CWloaAGDMmDEK178UCATcdkP1j+S6kRUVFY0uV0sIDg7mlqJ59uwZ4uPj8dtvv+HXX39Feno6tm/fLnOtTarDCSGEEEJUo7ltVwDYvXs3fvnlFwCAp6cnVq9eLTNda7ddq6ursWfPHoSGhnL3Z5IePXqEvXv3wt3dHSNHjmx0/nPnzkV8fDyA2hHBo0ePlpmO2q4vHg0NDRgaGsr8AVbebIolJSV4/Pgx93+hUAgejyezM4Qy9/dqampt0kmCMcbFP2QNtBA/JF+HiooKroMDY0zmIAx9fX0ahNGGlKnrxcu5ALUduQwMDBAdHS21lObAgQMRFRWFfv36ISkpCfv378eCBQsULodx+vRpVFVVQSQSoaioCDExMfjtt9+watUq3Lt3D1u3bm2w85s8K1asQGRkJIRCIQIDA3H//n1MnToVNjY2ePjwIXbt2oXvvvsOWlpa3Myvsr5Ttm7diq5du2Lbtm24e/cudHR0MGDAAHz77bfo2bMnAODYsWMICwtDx44dsWjRIgC1fy+//fYbfv/9d6SmpkJfXx+DBw/GqlWrGlz62dTUlNt+/PgxdXQghLQ5+lYmhKjMkydPuG1lGzmWlpZSPXJ9fHwwbdo0rF69GsuWLYOfnx+OHj2KIUOGKF2O2bNnIzw8HAAwcuRIfPPNN0of2xBjY2Op6cj79OmDd999F3///TcCAwMxZswY7NixA9OmTVPZOeuytraW6qVbV3h4OI4cOQJHR0csXboUQG0gpG/fvsjMzISOjg5cXFxw7949LFu2DLGxsTh69KjCG1Hx+1lUVKTaiyFNpqamBi0trQaDRIQoqyl1uKRdu3Zx23VHndWlra3NbYtv2uWRnL2kqWv9qpqzs7PU/wcMGIBPPvkEEyZMQFhYGPr06YNLly7JnNqY6nBCCCGEkOZrbtv13Llz+OCDD7jj//33X7ltzdZsu5aVlWHEiBE4f/481NXVsWjRIkyfPh0uLi4QCASIjY3Fd999h4sXL2LUqFH4+eefMW/ePKXzX7NmDbZv3w6gdvrxX3/9VWF6aru+PDQ1NaGpqdngdP1CoVDmzAZlZWWorq6WO2ujuFMOj8eTO7uk5NKbdQdRiP8vb0ZJ8b+KOjGI8Xg8hZ0xtLW1YWhoWK8DAw3CaH+Uqesl62igdnYeyU4OYjo6Oli9ejU3QG3fvn0KOzq4u7tL/X/QoEGYM2cOhg4dir///htJSUm4ePFig39Tsrz22mvYsWMHZs2ahaqqKnzzzTf14tfq6urYuHEjPv30UwCQeR4ej4fZs2dj9uzZMs9TUVHBfUds3ryZ64w3e/ZsbNu2DTweD66urigoKMD+/fsRGRmJmJgYeHh4yC275PtA9TQhpD2gjg6EEJWRbFhWVFQ0qaEn9vXXXyM0NBSxsbGYNWsW7t+/r1SP6a+++oq7Ce/fvz8OHjzYKjcq77//PsLCwnDgwAHMnTsXY8aMaZMerZWVlVwDeOPGjVxgZcmSJcjMzET//v1x/PhxGBoa4vbt2xg0aBBCQ0Oxe/du/N///Z/cfMW9htvLj4yEENVrTh1eWVmJAwcOAKgNhgYEBChML5l3Q1P6So7OaOpoidagra2N4OBgODo6Ijs7G4sWLcKePXsalQfV4YQQQgghymlO2zU+Ph6jR49GZWUl9PT0cOLECYXLZrZm2zUoKIhbk33Hjh1SHYi1tLQQEBCAQYMGYciQIYiKisIXX3yBQYMGoVu3bg3m/fvvv3OdETw8PHDy5MkmLX0hRm3Xl5O4M0BjPhuylrWU1SFBvFyKrNkkJTtKiP+Vtd3QEp3iWSXIy0GZur7uc8OHD5ebn7+/PzQ0NCAUCnH16tVGl8fExAQ7d+6El5cXkpOTsWbNGrnL/zRk6tSp8Pb2xurVqxEeHs4tTaGmpoZBgwZh9erVUn+HTYkzf//998jIyMCYMWMwYsQIAEB0dDS2bdsGXV1dhIeHY8CAAaiqqsJ7772HQ4cOYc6cOYiMjJSbp+TMElRPE0LaA/rWJ4SojIWFBbct2eO2qcTTJ2ZlZSEuLq7B9OvWrcPatWsB1K4XGRYW1qoNrjFjxgCoDWycPHmy1c4r6YcffkBaWhqGDRuGsWPHAqgdcSJed27Tpk3cFIaenp7cmpohISEK8xW/n5LvMSHk5dKcOjw0NBRPnz4FAEyZMqXBDmaSMx00tPZudnY2t+3g4NCocrU2c3Nz+Pr6AgCOHj0qNapIGVSHE0IIIYQop6lt15s3b2LYsGEoKSkBn8/Hf//9h759+yo8prXarowxBAcHA6gdSSxvljQNDQ2sXLkSQO2ShuJjFNm7dy834tfR0RGRkZHNbhtS25WIiWdx4PP50NPTg5GREUxNTWFpaQlbW1t06NABLi4ucHNzg5ubG9zd3eHh4QEPDw906tQJnp6e8PLygpeXFzw9PeHp6YlOnTpxadzd3bljXVxc0KFDB9ja2sLS0hKmpqYwNDSErq4utLS0qJPDS0aZup7P50ulkzWzopi2tjbMzc0BAAUFBU0qk6enJ9zc3AAA//77b5PyEPP29saBAwfw9OlTZGdn4969eygpKUFkZCR8fHyQnJzMpVXUIU+WtLQ0/Pjjj9DR0cHGjRu558WzcX7wwQcYMGAAgNqOdL/88gs0NTVx5swZqe+yuiTfB6qnCSHtAX3zE0JURrJxI/7BS1X5ZWZmKky7detWLFmyBEBtg/PUqVMK14dvCY0pb0vIyMjAmjVrwOfzsWXLFu751NRUCAQC6OjocOuziYl/kLt+/brCvMXvJzVgCXl5NacOb8yyFYD0DfqdO3cUphXv19DQaHCtyPZA/DqWl5c3al1hqsMJIYQQQpTXlLbr/fv3ERAQgKKiImhoaGD//v0YPHhwg8e1Vtv10aNH3A9IPXr0UJi2V69eSpfp2LFjmDp1KkQiEWxsbHDmzBmFPwQqg9quhJDWoGxd37lzZ25bPHOIPOL9yswc3FC5VBX/VVdXh729PVxdXaGrq8s9f/HiRW7bx8enUXl+9tlnqKysxFdffQUnJyfueXEdLK6TxaytrbklP5KSkuTmK/k+iDuNEEJIW6KODoQQlenatSu3fffu3Wbnl5uby20rmvLx77//xty5cwEALi4uiIyMbJOGlrLlbSnz5s1DRUUFFi5cKBVQef78OQBwIykkGRsbS6WRpaCgAMXFxQCk32NCyMulqXV4YWEhwsPDAQDdu3dXqp7o06cPtLS0ANROmyhPVVUVrly5Uu+Y9qyp3wVUhxNCCCGEKK+xbdecnBz4+/vj4cOHUFNTw86dO7lZGRvSWm1XyR/dGpoZrLq6WuZxdZ05cwYTJ06EUCiEmZkZIiIi0LFjx0aVSxZquxJCWoOydf0bb7zBbd+/f19uuuLiYhQWFgIA7Ozsmlwu8X1/S8Z/q6qquBkj7Ozs8Prrryt97JEjR3Dy5El07NgRixYtktonroNlDRBUpp4Wvw/u7u7g8/lKl4kQQloKdXQghKhM7969uaUimrLOmSSRSIRDhw5x/+/SpYvMdIcPH8b06dPBGIO9vT3OnDkDW1vbZp27qQ4ePMhtt/YN+YkTJ3Ds2DE4Ojri66+/ltonbrg+fvwYlZWVUvvEU5HJCkKISS4bIp7SjBDy8mlqHb5nzx4u0KrMbA5A7Rqa/v7+AIDIyEi5UwAfPnyYC3S+/fbbSpepreTm5uLy5csAaqcEVnataKrDCSGEEEIapzFt14KCAgwePJgbebtt2za89957Sp+rtdqu4in4AeDy5csKOztIdrhwdnaWmebSpUsYM2YMKisrYWhoiFOnTkmNem4qarsSQlqLsnX9+PHjue3Dhw/LTXfkyBEwxgA0vY65evUq933SkvHfTZs2cbNEfvzxxw0uESpWXl6O+fPnAwA2b95crzOCuJ6W9V2mTD0dHx8PgOpoQkj7QR0dCCEqo6Wlhddeew2A9M1pXX/++afCacREIhEWLFiAGzduAAD69+8v88b99OnTmDx5MmpqamBpaYnIyEipqbiU5eTkBB6PBx6PJ3N/SEgIBAKBwjx+/vlnnDhxgsuvf//+jS5HUwkEAnz22WdcOcQ3AGIeHh7Q1taGSCTi1soU27NnD4DaUdjyiN9LPp+PPn36qLDkhJD2RNk6vC7xshUaGhqNChgvXLgQQO1otTlz5tT7XigsLMTixYsB1I4qmDlzpsx8GqrDVeHu3bs4e/aswjTPnz/H5MmTUVVVBQB4//33lcqb6nBCCCGEkMZTtu367NkzDB06FKmpqQBq21uzZs1q9Plao+2qpqaGkSNHAgDy8vKwevVqmXk8ffqUOxcAvPXWW/XSXL9+HSNHjkRZWRn09PRw4sQJqeUumoraroSQ1qRsXd+tWzcMHz4cABAcHCy15IPYw4cPsWzZMi7f6dOnS+2Pi4tDYmKiwvLk5uZKDfCQd9+vTJwiKytL7r7Q0FCuI5mbmxv3HaSM1atXIzMzE6NHj8aIESPq7ff29gYA7N69W+r56Oho5OXlSaWp68GDB9yMGNTRgRDSXjR9ISJCCJFh5MiRiI6ORlxcHEpKSmSOZv3www+xYsUKvPPOO+jbty8cHR2hq6uLp0+f4tq1awgJCUFycjKA2h6kW7durZfHlStX8Pbbb6Oqqgqampr4+eefUV1dzXWOkMXe3p6bgqsxvv32WyxYsADjx49H//790bFjR+jr66OkpAQpKSnYvXs3YmJiANQ2lP/880+5U0eGhIRI/V9ybcrw8HBkZGRw/3d1dVWqw8S6detw//59DBs2TOaoES0tLbz77rsICQnB3LlzUVFRgW7duuHo0aNceaZOnSo3/zNnzgAABg8eTFOSEfKSU6YOl3T79m0kJCQAAIYNGwZLS0ulz/Xmm2/i3Xffxb59+3Ds2DEEBATg888/h62tLVJSUrB69Wruxn/t2rUwMTFp8nVdvHgRaWlp3P/FN+YAkJaWVq9unjZtmtT/8/Ly4O/vD29vb4wdOxa9evWCtbU1NDQ0kJ+fj5iYGOzYsQP5+fkAamchWrJkiVJlozqcEEIIIaRpGmq7VlZWYuTIkdx995QpUzB48GCFcQM9PT2ZAy1aq+26fPlyHD16FOXl5fj222+RkJCAwMBAuLi4QCAQ4MqVK9i4cSN3Ln9/fwwZMkQqj/v372Po0KF49uwZAGDVqlUwMjJSeN2WlpZKteWp7UoIaW3Kxik2btyIy5cvcx3c5s+fj2HDhoHP5yMuLg5r1qzhlpxYuXJlvaUrbt26henTp+P111/HqFGj0L17d1hYWACo7eAQFRWF4OBgblmHwYMH1+ss0RhdunRBv379MGHCBHTu3BlaWlrIyMjAwYMHsX//fgCAiYkJ9u/fD21tbaXyvHfvHn766Sfo6Ohg06ZNMtMEBgYiODgY586dw/Tp0zFjxgxkZ2fjiy++AAD4+fmhQ4cOMo8V19Hq6uoYOnRoYy+ZEEJaBiOEEBXKyclh6urqDADbuXOnzDQAlHp4enqyhIQEmXkEBQUpnY/4ERwcLDMvR0dHLk1D+xU97O3t2enTpxW+Po0pb2BgoMK8GGPswYMHTFtbm/H5fHb37l256fLz8+Vex4gRI5hIJJJ5XEZGBuPxeAwA27t3b4PlIYS82JSpwyUtXryYq0sOHDjQ6POVl5ezESNGyK0H1dTUWFBQkMI8GqrDGWMsMDCwUfVvXVFRUUofO3LkSFZQUKDU9VMdTgghhBDSdA21XdPT0xsdNxg4cKDc87VW2zUiIoKZm5s3WNY333yTPXnypN7xwcHBjb7uhsrNGLVdCSFtozFxigsXLjArKyu5dR2Px2PLli2TeWxj6s5p06axsrIyueVQpq7X09NTeA4vLy+WmJio3Iv0/w0dOpQBYCtWrFCY7uOPP5Z5ThMTE3br1i25x/n5+TEAbOjQoY0qFyGEtCRauoIQolJ2dnYYM2YMgPpTYIklJydj48aNGDt2LDp37gxzc3NoaGjA0NAQnTp1wnvvvYeDBw8iKSkJPXv2bM3iy3TmzBls27YNkyZNQrdu3WBlZQUNDQ3o6+ujY8eOGD9+PIKDg5GamoqAgIBWLdtnn30GgUCAhQsXws3NTW46KysrXL58GTNnzoSVlRU0NTXh6uqKFStW4PDhw3KnUtuzZw8YY7CyssK4ceNa6jIIIe2EMnW4mEgk4tIYGxtj9OjRjT6fjo4Ojh8/jt27dyMgIACWlpbQ0tKCg4MD3nvvPVy8eBHffvtto/NVNV9fX0RHRyMoKAj+/v5wc3ODoaEhNDQ0YGpqil69emH27Nm4ePEiwsLCuFEfDaE6nBBCCCGk6RrTdlWF1mq7Dh48GHfu3MG6devg5+cHCwsLaGpqQkdHB87Ozpg4cSL+++8/REZGNmvWs8aitishpC00pq7v378/bt68iaCgIHh7e8PQ0BDa2tpwdnbG9OnTkZCQgJUrV8o8dtKkSTh16hQWL16MAQMGwMXFBfr6+tDS0oK5uTn69euHhQsXIikpCcHBwdDV1W3WdW3fvh3Tp09H586dYWpqCi0tLdjZ2WH48OHYsWMHrl+/jh49eiid36FDh3Dq1Cl07NhRankjWbZu3YotW7agS5cu4PP5MDU1xYQJExAbGwtPT0+Zx+Tm5uL8+fMAgNmzZyt/oYQQ0sJ4jDHW1oUghLxcrly5gn79+kFdXR1paWlwcnJq6yKRJhCJRPD09MTdu3exevVqLF26tK2LRAhpBVSHvxyoDieEEELIq4Dari8HarsSQhShur7trVq1Ct988w08PDxw69YtqKnRGGpCSPtAtREhROX69u2L4cOHo6amBmvWrGnr4pAm2r9/P+7evQszMzN8+umnbV0cQkgroTr85UB1OCGEEEJeBdR2fTlQ25UQogjV9W2rtLQUGzduBAAEBQVRJwdCSLtCMzoQQlpESkoKevToATU1NaSlpaFDhw5tXSTSCIwxdO3aFTdv3sSWLVswd+7cti4SIaQVUR3+YqM6nBBCCCGvEmq7vtio7UoIUQbV9W1n3bp1WLJkCfr06YPY2Fi5SxARQkhboI4OhJAW888//yAtLQ2DBw9G//7927o4pBHy8vLwxx9/QEtLC4sXL4a6unpbF4kQ0sqoDn9xUR1OCCGEkFcNtV1fXNR2JYQoi+r6trF161YUFBRg3Lhx6NatW1sXhxBCpFBHB0IIIYQQQgghhBBCCCGEEEIIIYS8MGgxHUIIIYQQQgghhBBCCCGEEEIIIYS8MKijAyGEEEIIIYQQQgghhBBCCCGEEEJeGNTRgRBCCCGEEEIIIYQQQgghhBBCCCEvDOroQAghhBBCCCGEEEIIIYQQQgghhJAXBnV0IIQQQgghhBBCCCGEEEIIIYQQQsgLgzo6EEIIIYQQQgghhBBCCCGEEEIIIeSFQR0dCCGEEEIIIYQQQgghhBBCCCGEEPLCoI4OhBBCCCGEEEIIIYQQQgghhBBCCHlhUEcHQgghhBBCCCGEEEIIIYQQQgghhLwwqKMDIYQQQgghhBBCCCGEEEIIIYQQQl4Y/w/qypdclw4XIAAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 2500x2000 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"categories = list(X_test_segment_caract.drop(\"segment\", axis=1).columns)\n",
"radar_mp_plot_all(df=X_test_segment_caract, categories=categories)"
]
},
{
"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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8PDh8+DBbtmxp5wkbMmQI3333HStWrCAhIQGlUtnmUfsjHT0GwHhcP/vsszz33HNMmTKF9PR03n//fby8vNq9r6Pf/Z577sHFxYUJEyYQEhJCaWkp//73v/Hy8mL06NGd2jcyMiZD6mxKGfPSuurh8OHD573W0tIi+vXrJ6Kjo4VOpxNCCJGamipuvvlmERgYKBwcHERwcLCYPn26WLlyZdvnnnrqKTFq1Cjh4+MjnJycRP/+/cWjjz4qKisr223/iy++EAMHDhTOzs4iPj5erF+//qKrHpYtW9bus61Z+xs2bOjQ9/nhhx/EtGnThKenp3BychLh4eHixhtvFL/99ttl91FSUpIYO3ascHJyEsHBweKvf/2r+Pjjj8/LeO/IOGVlZWLx4sUiLi5OuLm5CXd3dzF06FDx1ltvte3jS7F//34xa9Ys4eXlJZycnERUVFS71Qw1NTXirrvuEoGBgcLV1VVMnDhR7Nmz57xVJhfbf0IIoVarxRNPPCH69OkjnJ2dxciRI8UPP/xw3v9GCOMx8txzz4no6Gjh6Ogo/Pz8xPTp08W+ffva3nPs2DExYcIE4erqKoB2dlRUVIhHHnlEREZGCgcHB+Hr6ysSEhLEP/7xD9HY2CiEuPgxcO5rraseVCqVuO+++8TQoUOFp6encHFxEbGxseL5558XTU1NbZ+rrq4WN954o/D29hYKhUKce+njAisXOnoMqNVq8be//U307dtXuLi4iClTpohjx46dt+qho9/9iy++ENOmTRNBQUHC0dFRhIaGiptvvlmkpaWdty9kZMyFQgghpJEoMjIyMtbD6tWrWbJkCXl5ee2KhMnI2DryqgcZGRkZGRmZiyILBRkZGRkZGZmLIoceZGRkZGRkZC6K7FGQkZGRkZGRuSiyUJCRkZGRkZG5KLJQkJGRkZGRkbkoslCQkZGRkZGRuSiyUJCRkbFqXnjhBYYPHy61GTIyNossFGRkZCyWOXPmcMUVV1zwtf3796NQKJg+fTrbtm1re37x4sXMnz/fTBbKyNg+slCQkZGxWO666y62b99OQUHBea999tlnDB8+nMmTJ+Pn5yeBdTIyvQNZKMjIyFgs1157LYGBgaxevbrd883Nzaxfv5677rqrXejhhRde4IsvvuDHH39EoVCgUCjYuXMnAGfPnuWWW27Bx8cHPz8/5s2bR35+fts2d+7cSWJiIm5ubnh7ezNhwoQ2gZKamsq0adPw8PDA09OThIQEjhw50vbZffv2MXnyZFxcXOjbty+PPPLIBZtIychYI7JQkJGRsVjs7e1ZuHAhq1ev5tzacBs2bECj0XDHHXe0e/8TTzzBzTffzMyZMykpKaGkpITx48fT3NzMtGnTcHd3Z/fu3ezduxd3d3dmzpyJRqNBp9Mxf/58pkyZ0tZi+95770WhUABwxx13EBYWxuHDh0lOTuapp57CwcEBgOPHj3P11Vdz/fXXk5aWxvr169m7dy8PPfSQ+XaUjExPImlLKhkZGZnLkJGRIQCxffv2tucmT54sbrvtNiGEEM8//7wYNmxY22uLFi0S8+bNa7eNVatWidjYWGEwGNqeU6vVwsXFRWzdulVUVVUJQOzcufOCNnh4eIjVq1df8LU777xT3Hvvve2e27Nnj1AqlaKlpaUzX1VGxiKRPQoyMjIWTVxcHOPHj+ezzz4DIDc3lz179vCnP/2pw9tITk4mJycHDw8P3N3dcXd3x9fXF5VKRW5uLr6+vixevJirr76aOXPm8M4771BSUtL2+ccee4y7776bK664gldffZXc3Nx22169enXbdt3d3bn66qsxGAzk5eWZbkfIyEiELBRkZGQsnrvuuotvv/2W+vp6Pv/8c8LDw5kxY0aHP28wGEhISODYsWPtHllZWdx+++0AfP755+zfv5/x48ezfv16YmJiOHDgAGDMfTh58iSzZ89m+/btxMfH8/3337dte+nSpe22m5qaSnZ2NlFRUabfGTIyZsZeagNkZGRkLsfNN9/Mn//8Z9atW8cXX3zBPffc05Y/8EccHR3R6/Xtnhs5ciTr168nMDAQT0/Pi44zYsQIRowYwdNPP824ceNYt24dY8eOBSAmJoaYmBgeffRRbrvtNj7//HOuu+46Ro4cycmTJxkwYIDpvrCMjAUhexRkZGQsHnd3d2655Rb+/ve/U1xczOLFiy/63oiICNLS0sjMzKSyshKtVssdd9yBv78/8+bNY8+ePeTl5bFr1y7+/Oc/U1RURF5eHk8//TT79++noKCAX375haysLAYOHEhLSwsPPfQQO3fupKCggKSkJA4fPszAgQMBePLJJ9m/fz8PPvggx44dIzs7m40bN/Lwww+bae/IyPQsslCQkZGxCu666y5qamq44oor6Nev30Xfd8899xAbG8uoUaMICAggKSkJV1dXdu/eTb9+/bj++usZOHAgf/rTn2hpacHT0xNXV1dOnTrFDTfcQExMDPfeey8PPfQQS5cuxc7OjqqqKhYuXEhMTAw333wzs2bN4p///CcAQ4cOZdeuXWRnZzNp0iRGjBjBs88+S0hIiLl2jYxMj6IQ4pw1RzIyMjIyMjIy5yB7FGRkZGRkZGQuipzMKCMjMc3NzZSVlVFXV0djYyMNDQ1tP8/9/dznNBoNBoPhvIdCoUCpVGJnZ4dSqUSpVGJvb4+7u3vb0sBzf/7xOU9Pz7aEv4slC8rIyPQu5NCDjEwP0djYSHFxcVuFwHN/P/fvuro67Ozs8PT0vOgk/scJ3dnZuU0ItD5aJ3a9Xt9OPGg0Gpqami4qQM79vb6+Ho1Gg4uLC6GhoYSEhLQ9zv279XcfHx9ZUMjI2DiyUJCR6QYqlYqcnByysrLaHtnZ2WRlZVFeXo6jo+MlJ9zWv/38/FAqpY8ECiGoq6u7oKD549+NjY14eHi0LRs89xEdHY2Xl5fUX0dGRsYEyEJBRqYD1NbWcvToUU6cONFOFBQWFuLq6nrByTIqKgpfX1+bveNuaGggPz+/bV9kZma2/V5VVUVQUFCbaIiJiSE+Pp6EhARCQ0OlNl1GRqYTyEJBRuYP1NTUcPToUZKTk9seubm59O3bl2HDhhEbG9tOEISEhNisGOgqVVVVbZ6V1seJEyc4deoUQUFBjBw5koSEhLZHnz595H0oI2OhyEJBpldTV1fX1hGw9XH69GnCw8PbTWQjR44kICBAanOtnsbGRo4dO9Zuf586dQp/f/92+zsxMVH2PMjIWAiyUJDpVdTV1bFnzx527tzJzp07SUlJoV+/fueJAn9/f6lN7TU0NTW1iYdWT056ejpRUVFMnTq17SELBxkZaZCFgoxNU1dXx969e9uEwdGjR9tNQFOmTKFPnz5SmynzBy73f5OFg4yM+ZCFgoxNoVar2bVrF7/++qssDGyI2tradsIhJSWFAQMGMHXqVGbMmMHVV18tr7KQkekhZKEgY/VUVVXx888/s3HjRrZu3YqnpyezZs1i2rRpsjCwUc4VDlu3buXUqVNMmTKFuXPnMmfOHCIjI6U2UUbGZpCFgoxVkpmZyaZNm9i4cSP79u1j+PDhzJkzh7lz5zJ8+HA5g76XkZ+f33Y87Nq1i9jY2LbjITEx0SJqVMjIWCuyUJCxCvR6Pfv27WPjxo1s3LiRgoICZsyYwZw5c7j22msJCwuT2kQZC6Guro6tW7eyceNGfv75ZxwcHJg9ezbz5s3jyiuvxNXVVWoTZWSsClkoyFgsQghSUlJYs2YNX3/9NTqdjmuvvZa5c+dyxRVX4O7uLrWJMhaOTqcjKSmJjz76iP3791NRUcH111/PHXfcwYwZM7C3l9vdyMhcDlkoyFgceXl5rFu3jjVr1lBUVMT111/PggULmD59OnZ2dlKbJ2NlaLVaNm/ezPTp08nOzmbt2rWsW7cOg8HArbfeyoIFC0hISJDDVTIyF0EWCjIWQVVVFRs2bGDNmjUcOnSIq666igULFjB37lzZVSzTLc6cOUNubi5Tp05te06v17Njxw7Wrl3Lt99+S2hoKHfccQd33HEH/fv3l85YGRkLRBYKMpKhVqvZuHEja9asYfPmzYwaNYo77riDm2++Wa6CKGMyDh48iLe3N7GxsRd8vaWlhU2bNrFmzRq2bNnCqFGjWLBgAbfddhs+Pj5mtlZGxvKQhYKM2cnNzeXjjz/ms88+w8vLi4ULF3LHHXcQFRUltWkyNoZWq2XLli1MnToVDw+Py76/srKSDRs28NVXX5GSksItt9zC0qVLGTt2rByakOm1yGuGZMyCVqvlu+++46qrriI+Pp68vDy+/vprsrKyeO6552SRINMjlJeX4+bm1iGRAODv78/999/Pvn37OHz4MB4eHsycOZPhw4fz4YcfUl9f38MWy8hYHrJHQaZHKSsr45NPPmHlypXY29uzdOlSlixZQnBwsNSmyfQCWif7uLi4Lm+jqamJ9evXs3LlSjIyMli0aBEPPvggAwcONKGlMjKWi+xRkOkRDh06xJ133kl4eDh79uxhxYoV5Obm8vTTT8siQcYs6PV6ysrKCAkJ6dZ23Nzc+NOf/sShQ4fYvn07DQ0NjBgxgiuvvJIff/wRvV5vIotlZCwTWSjImAyDwcDGjRsZP348V1xxBT4+Phw7doytW7cyZ84ceWmjjFkpLy/H2dkZT09Pk21z9OjRfPHFFxQWFjJt2jQeeughoqOjWbFiBSqVymTjyMhYEnLoQabb6HQ6vv76a1599VWqqqp47LHHWLp0qUkv0DIynSU5ORlnZ2cGDRrUY2PodDo2bNjAv//9b8rLy3n00Ue5//775WNfxqaQhYJMl2lpaeHzzz9n2bJlKJVK/va3v7Fo0SKcnZ2lNk2ml6PX69myZQvjx483yxJHIQQ//fQT//73vzl58iQPPfQQf/7zn+VlvjI2gRx6kOk09fX1vPbaa0RGRvLRRx/xyiuvkJmZydKlS2WRIGMRVFZW4uDggLe3t1nGUygUXHvttezdu5eNGzeSnJxMREQEjzzyCIWFhWaxQUamp5CFgkyHKS8v5x//+Af9+vVj06ZNrFq1imPHjnHbbbfJNfNlLIri4mJCQ0PNXvtAoVAwefJkNm/ezN69eykrKyMmJobFixeTkZFhVltkZEyFLBRkLktdXR3PPPMM/fv35+jRo2zatIm9e/cye/ZsuQiNjMVhMBgoLS3t9mqH7jJixAjWr1/P8ePHcXBwYOTIkSxcuJD8/HxJ7ZKR6SyyUJC5KCqViuXLlxMVFcXevXv57bff2Lx5M5MmTZLaNBmZi1JVVYVCocDX11dqUwCIjo7mk08+ISMjA4VCwcCBA/nLX/5CRUWF1KbJyHQIWSjInIder2f16tXExsby5Zdf8tVXX7Fjxw7Gjh0rtWkyMpeluLiYkJAQi/N2RURE8MUXX3Do0CFyc3OJiorixRdfpLGxUWrTZGQuiSwUZNoQQrBx40aGDRvGiy++yL///W+OHj3KrFmzLO6iKyNzIYQQlJSUEBoaKrUpF2XIkCFs2rSJn3/+ma1btxIVFcX777+PRqOR2jQZmQsiCwUZAPbu3cukSZO45557uO+++zh16hS33347SqV8iFgiQggMBgN6vR69Xo9Op0Or1aLT6dqeMxgM9LbVz9XV1Qgh8PPzk9qUyzJx4kT27t3Lp59+ysqVK4mLi2Pt2rUYDAapTZORaYdcR6GXk5uby2OPPcaOHTt44okneOyxx3B3d5farF6BwWBArVajUqlQqVRtv7dO+K2Tfuvv5z46UzZYqVRib29/3sPOzq7tdwcHB5ycnHB2dsbZ2bntd2urpnn8+HH0ej3Dhw+X2pROodfrWbNmDc899xy+vr688847TJ48WWqzZGQAkNe09VJaWlp49dVXWbZsGQsXLiQ3N1cuDmNitFotTU1NNDY20tjYSEtLSztRoFarAXB0dGyboJ2dnXFwcMDFxeWCE/q5D4VC0RYS+mNoSAjR9riU2Gj9Xa1WU19f384+IcR5AsLFxQU3Nzfc3d1xd3fH0dHRYsJSQgiKi4utTiQA2NnZsWjRIm655RbeffddZs+ezfz583n99dclX70hIyN7FHoZQgg2bdrEn//8ZwIDA/nggw8YNWqU1GZZLQaDoZ0YOPd3tVqNg4ND26Tq4uLSThC03rlbYnhHCNEmZlrFg0qloqWlpe07qlQq7O3t276fu7t7OxFh7toa1dXV7N+/n1mzZlnkPu0MRUVFPPHEE2zevJl//vOfPPTQQ3KtEhnJkIVCLyI3N5dHHnmEgwcP8uqrr/KnP/3J6i+o5sRgMNDQ0EBtbW3bo76+HoVC0TZBnjtRtt5x2yo6ne48cdT6t1arxcPDA29vb7y8vNp+9uRkd/LkSVQqFQkJCT02hrnZtm0bDz/8MHZ2dnzwwQdyOEJGEmSh0Atobm7m1Vdf5Y033mDRokW8/PLLFrPG3FIRQlBXV0dtbW3bz/r6epRKZbuJz9vbG3d3d4txv1sCQghUKlWbmGrdf2q1Gnd3d7y9vds9TJEHIYTgt99+Y/DgwTbnqtdoNLzzzju8+OKLzJs3j2XLltncd5SxbGShYMO0Lnf885//TFBQkBxmuAStwqCyspLKykqqqqoA2gkCb29v3NzcZFHQBc4VD63Coba2Fq1Wi4+PD/7+/vj5+eHr69sl4VBXV8eePXuYNWuW1SVgdpTWcMTPP//cFo5wcHCQ2iyZXoAsFGyUkpIS7rvvPpKSknjttddYsmSJHGY4h3OFQVVVFZWVlQD4+fnh7++Pv78/Xl5esijoQYQQNDU1tf0PKioq2gkHf39/fHx8OjTxZ2Rk0NTU1CuE8Pbt29tyFlavXs3IkSOlNknGxpGzY2wMIQRr167lkUceYdasWWRmZlrFmnJzoFarKSsro7S0lMrKyrb19v7+/sTGxsrCwMwoFIq2XI6IiIjzhEN+fj5arRZfX1+Cg4MJCgq66NLd4uJi4uLizPwNpGH69OkcO3aMV199lYkTJ/LEE0/wzDPP2HQ+jIy0yB4FG6K0tJSlS5dy4MABPvroI+bPny+1SZIihKCxsZHS0lJKS0upqanBy8uL4OBgAgMD8fLykr0sFkyrcCgvL6esrIyKigrc3NwIDg4mODgYX19fFAoF9fX17Nq1i1mzZvW6lQGpqaksXry4rey67F2Q6QlkoWADCCFYt24dDz/8MDNnzuS9997rtV4Eg8FAdXV1mzhoaWkhICCgbXJxdnaW2kSZLqLVaqmoqKC0tJSysjIAgoKCMBgMaLVaxo0bJ7GF0qDRaHjllVd4/fXX+etf/8o//vEP2bsgY1JkoWDllJaWcv/997Nv3z5WrFjB9ddfL7VJZkcIQVVVFUVFRRQXF6NUKgkKCiI4OJiAgIBed5fZGzAYDNTU1FBaWsrp06cRQhAcHExYWBhBQUE2m9B4KY4dO8aiRYtQKBSsXr3aKgtPyVgmslCwUoQQfP311zz00ENceeWVvP/++/j7+0ttllmpr6+nqKiIoqIi9Ho9oaGhhIWFtbmkZWyfpqYmtm/fzsSJEykrK6OoqAi1Wk1oaCh9+/bFz8+vVx0LGo2Gl19+mWXLlvG3v/2Nv//977J3QabbyELBCqmqquLee+9lz549rFixghtuuEFqk8xGS0sLZ8+e5cyZMzQ1NbXdRQYGBsr5Br2Q7Oxsqqqq2lqgCyGoqamhqKiIs2fPolQqCQsLo2/fvnh6ekpsrflISUlh0aJFKJVK1q5dy6BBg6Q2ScaKkYWClZGUlMStt97KyJEj+fTTT3tFfwa9Xk9xcTGFhYVUVVXh7+9PWFgYISEh8jryXs6uXbuIiIggPDz8vNcMBgMVFRWcOXOG0tJS3Nzc6Nu3L3379sXJyUkCa82LRqPh+eef57333uPdd99lyZIlvcq7ImM6ZKFgJRgMBl577TVeeukl/v3vf/Pwww/b/Enf0NBAQUEBhYWFODk5ER4eTp8+fXBxcZHaNBkLoLm5md9++42ZM2de1r2u1WopKSmhsLCQmpoaQkNDiYiI6BVhql9++YU777yTK6+8khUrVuDh4SG1STJWhiwUrICysrK2Do9ff/21TReVMRgMlJaWkpeXR3V1NSEhIURERPS6WLPM5cnNzaW0tJQJEyZ06nMNDQ3k5+dz5swZnJ2diYiIoG/fvjbtnSopKWHBggWcOXOG//73v3Kio0ynkIWChbNt2zYWLFjAlClT+Pjjj202zqpWqykoKCA/Px+gzZ3cG1zEMl1jz549hIWFERkZ2aXP6/V6zp49y+nTp2lqaqJfv35ERkZetKiTtaPX63nllVfa2svff//9sviW6RCyULBQdDodL774IsuXL+ett97i7rvvtsmTurGxkZycHM6cOYOvry/9+/cnODjYJr+rjOlQqVT88ssvXHXVVd2ujdGaAJmXl0dxcTH+/v5ER0fbrBdr9+7d3HbbbYwbN45PP/0Ub29vqU2SsXBkoWCBnD17lttvv52KigrWr1/PkCFDpDbJ5NTW1pKdnU1paSl9+vRhwIABNustkTE9eXl5nD17lokTJ5p0uyqViry8PE6fPo2npyfR0dEEBQXZnGCoqKhg0aJFZGRksH79ehITE6U2ScaCkYWChbFz505uuukm5syZw3vvvYebm5vUJpmM1sJIrUvawsPDiYqKwtXVVWrTZKyMpKQkgoODiYqK6pHta7Va8vPzyc3NxdHRkZiYGEJDQ21qCa7BYGD58uU8//zzLFu2jAceeEBqk2QsFFkoWBArVqzgiSee4J133uHuu++W2hyTIYSgrKyMrKwsGhsbiYyMpH///nL+gUyXUKvVbN26lSuvvLLHV8Do9XoKCwvJyckBYMCAAfTr18+mKj8mJSVx/fXXc/311/POO+/IBZpkzkMWChaAVqvlkUce4dtvv+W7774zuTtVKoQQFBcXk5mZiUajISoqioiICJvOLpfpeQoKCigoKGDy5MlmG9NgMFBcXEx2djZqtZoBAwYQGRlpM4KhsLCQefPm4eXlxYYNG3pFfRaZjiMLBYmprKzkxhtvpK6ujh9//JF+/fpJbZJJKC8vJz09HbVaTUxMjM3dhclIx/79+9sSDs1Nq3fs1KlTqNVq4uLi6Nu3r02EJJqamliyZAmHDx/mxx9/ZOjQoVKbJGMhWP/RbcWkpaUxevRoAgIC2Lt3r02IhNraWvbt28eRI0fo06cPV1xxhU3declIS2sHydDQUEnGVygUBAcHM2XKFAYNGkR2djY7duyguLgYa7/ncnNzY/369dx9991MnDiR77//XmqTZCwE2aMgET/88AMLFy7kr3/9K88884zVZ1U3NjaSkZFBWVkZkZGRREdHy7FOGZNz5swZcnNzmTp1qtSmAMaQREFBAZmZmbi6uhIfH28Tzdls7fok0z1koWBmhBC8/PLLvPbaa3z55Zdcd911UpvULVQqFZmZmRQWFtK3b19iY2PlEssyPcbBgwfx9vYmNjZWalPaodPpyM3NJScnB19fX+Lj4/Hy8pLarG5x/Phx5s6dy+jRo/n8889tagWWTOeQhYIZUavVLFq0iAMHDrBx40arjgHq9XpycnLIzs4mKCiIuLg4uYa8TI+i0+nYvHkzU6dOtdhjTa1Wk52dTX5+Pn369CE+Pt6qV/ecm0P1008/SRbykZEWWSiYibq6Oq677jqampr4v//7P6vOKi4rK+P48ePY29szdOhQfH19pTZJphdw9uxZMjMzmT59utSmXJbm5mZOnDhBZWUlcXFxREZGWq37XqvVsnTpUrZv384vv/xCTEyM1CbJmBlZKJiB0tJSZs2aRUhICBs2bLBaF15zczPHjx+nqqqKgQMHEhERYbUXPxnr4/Dhw7i7uzNw4ECpTekwtiKqhRD84x//4JNPPuHnn39m9OjRUpskY0bspTbA1snJyeGqq65i4sSJrFq1yiprCJwbZujTpw8zZsywaneqjPWh1+spKyuzurvZoKAg/P39yc3NZd++fYSGhhIfH9/t/hTmRqFQ8MorrxAUFMSMGTPYsGEDV199tdRmyZgJ2aPQgyQnJzNr1iwWLVrEa6+9ZpVrrW3ljkjGuikpKeHkyZPMmDHDar1YreGIioqKNo+cNV4T/vOf/3D33Xfz8ccfc8cdd0htjowZkD0KPcRvv/3GDTfcwHPPPcfjjz8utTmdRqVSkZaWRmVlpRxmkJGc4uJiQkJCrPoYdHV1JTExsU18FxYWMmLECKtbHXHbbbfh7+/PDTfcQHl5OY8++qjUJsn0MLJHoQdYv349d911FytXrmTBggVSm9MphBCcPXuWtLQ0AgICGDp0qBxmkJEUg8HA5s2bGT9+PD4+PlKbYxL0ej1ZWVnk5uYyYMAAYmJirM67cOTIEa655hqWLFnCq6++atUiTubSyELBxLz33nv8/e9/Z8OGDcycOVNqczpFqxehqqqKYcOGyUuhZCyCsrIyUlNTufLKK21uMqqtreXo0aMolUqr9C5kZ2dz1VVXMWXKFD755BOrzMGSuTyyUDAhL730Em+//TY//fQTY8aMkdqcDtPavCktLQ1/f3/ZiyBjUaSkpGBvb8+QIUOkNqVHONe7EB0dTXR0tFV5F0pKSpg1axYRERH897//lSuy2iCyUDABQgheeOEFVqxYwfbt2xk8eLDUJnUYtVpNamoqVVVVDB06lD59+khtkoxMGwaDga1bt5KYmIifn5/U5vQo53oXRo4ciaenp9QmdZiamhquuuoqgoOD+eabb+QbDRvDemSrhSKE4JlnnuGjjz5i586dViUSiouL2b59OwqFgunTp8siQcbiqKqqQqFQ9IrVNt7e3kyZMoWgoCB2795NZmYmBoNBarM6hI+PD7/++isVFRXMnz8flUoltUkyJkT2KHQDIQRPPfUUX331FTt27LC4+vMXQ6fTceLECYqLixk2bJgsEGQsltTUVACGDRsmsSXmpaamhqNHj+Lk5ERCQoLV9E+pr69n1qxZuLm58eOPP1qN3TKXRvYodBEhBE8++SRr165l165dViMS6uvr2b17Nw0NDUydOlUWCTIWixCCkpKSXplU6+Pjw5QpU3Bzc2Pnzp2UlZVJbVKH8PT0ZMuWLbS0tDBnzhxaWlqkNknGBMhCoQu0ljNdu3YtO3bsIDo6WmqTLosQgsLCQnbv3k1wcDATJkzA1dVVarNkZC5KdXU1Qgibz024GPb29owYMYLBgwdz5MgRTp48aRWhCA8PD37++WdUKhXXXXedHIawAeTQQxd4/vnn+fjjj9m5c6dVeBJ0Oh2pqamUl5eTkJBAYGCg1CbJyFyW48ePo9PpGDFihNSmSE5jYyOHDx/Gzs6OUaNGWYXIr6+v5+qrr8bPz49vv/1WTnC0YmSPQif517/+xcqVK9m+fbtViIS6ujp27tyJSqVi2rRpskiQsQp6c9jhQri7uzN58mS8vLzYuXMnxcXFUpt0WVrDEOXl5dx8881oNBqpTZLpIrJQ6ARvvfUW7777Ltu2bbP4DnZCCPLz89mzZw99+/Zl/PjxVteIRqb3Ultbi1artep27KbGzs6OYcOGMXz4cFJSUkhLS7P4UISXlxdbt26lqKiIBQsWoNfrpTZJpgvIoYcOsnbtWu6//3527NhBQkKC1OZcEoPBwPHjxykpKWHUqFH4+/tLbZKMTKc4efIkKpXK4s81qWhqauLw4cPY29szevRoi3frV1RUMHHiRK688kree+89m6uwaevIHoUOsHXrVu69916+/fZbi79wqdVq9u3bR01NDZMnT5ZFgozVIYcdLo+bmxsTJ07EycmJXbt2UVdXJ7VJlyQgIICtW7fy3Xff8corr0htjkwnkYXCZTh06BA33XQTq1at4sorr5TanEtSV1fHrl27cHJyYuLEiVaR8CQj80fq6+tRqVRyPs1lsLe3Z9SoUURERLBnzx6Lz1uIiIhgy5YtLFu2jE8//VRqc2Q6gdxm+hJkZmYye/ZsXnrpJW699VapzbkkxcXFHD16lOjoaGJiYmTXnozVUlxcTFBQEHZ2dlKbYvEoFApiYmLw8PDg6NGj1NfXExsba7Hn/9ChQ9m4cSPXXHMNAQEBzJs3T2qTZDqA7FG4CMXFxVx99dXcc889PPLII1Kbc1GEEGRmZpKSkkJCQoJFXyRkZDpCcXGxHHboJCEhIUyaNIkzZ85w+PBhdDqd1CZdlMmTJ7NmzRruuOMO9u7dK7U5Mh2g1wiFY8eOsWzZsg6dQLW1tcycOZMZM2bw8ssvm8G6rqHT6Thy5AiFhYVMmjSJkJAQqU2SkekWDQ0NNDc3ExQUJLUpVoenpydTpkxBq9WyZ88empubpTbposyfP5/ly5czZ84cTpw4IbU5MpfBIoXC6tWr8fb2bvv7hRdeYPjw4W1/L168mPnz53d4ezU1Ndx4440MHDgQe/tLR1taWlqYO3cu4eHhfPTRRxZ7d65Wq0lKSkKtVjN58mSr6jQnI3MxiouLCQwMvOx5KnNhHB0dGTduHL6+vuzevduikxzvvfdeHnvsMa6++moKCgqkNkfmEvTY8sh9+/YxadIkrrzySrZs2dKpz7a0tNDQ0NCWzPTCCy/www8/cOzYMcCYtCeEaBMTU6dOZfjw4bz99tvnbUsIwfz585k9ezb33nvvJcc1GAzceOONlJWV8euvv1psMmBzczP79u3Dy8uLkSNHyrFcG0Sn06FSqdoearUalUqFRqNBCNH2MBgM7X5XKBQolUoUCsV5v9vb2+Ps7IyTkxPOzs5tDwcHB8kF8cmT8Pqbgu++0bH0vibeeN1bUnusHSEEOTk5ZGVlkZiYaLH1KIQQPPTQQ2zbto19+/b1ii6h1kiPyfbPPvuMhx9+mE8//ZTCwkL69evX4c+6uLhcsuuYl5dXh7elUCj48ccfO/TeZ599luPHj3Pw4EGLFQl1dXXs37+f0NBQhgwZIvkFXqZzGAwGmpqaLigCzn3o9XqUSmW7Sb3199bJ/0KC4ELiofV3rVZLXV3dBce5kIA49293d3eTC1Ih4JdfBK+/Cdt/VQAKwIE3l3kzIEpw31L52O4qCoWC6OhoHB0dOXjwICNHjrTIvA+FQsG7777L9ddfzy233MLmzZtlb5IF0iMehaamJkJCQjh8+DDPP/888fHxPPfcc22vb9y4kccff5yioiLGjh3L4sWLWbx4MTU1NXh7e7N69Wr+8pe/UFtbC5zvUVi8eDG1tbX88MMPLF68mC+++KLd+Hl5eURERJCens4TTzzB7t27cXNz46qrruKtt966YG2B//znP9x///0cOHCAuLg4U+8Sk1BZWcmhQ4eIioqSVzZYAQaDgYaGBmpra6mrq6O2tpb6+nqEEO0m5AtN0ua609dqtRcUK3/8W6/X4+HhgZeXF97e3nh7e+Pp6dmli7paDV99JXjjLchMN34/hUIwYVoDnm7N/LwpGDs7wY8bYfY18jHeXUpLSzly5AiDBg0iMjJSanMuSENDA+PHj2fGjBkX9AzLSEuPSLf169cTGxtLbGwsCxYs4OGHH+bZZ59FoVCQn5/PjTfeyJ///GfuvvtuUlJSeOKJJ7o81jvvvENWVhaDBw/mxRdfBIzFPUpKSpgyZQr33HMPy5cvp6WlhSeffJKbb76Z7du3t9tGcnIy99xzDxs2bLBYkVBSUkJycjJDhgwhPDxcanNk/sC5oqBVGNTV1aFQKNom18jISLy8vPDw8LAYkefg4ICDgwMeHh4XfY8QgpaWlrbvVVZWRmZmJhqNBg8PD7y9vdu+o5eX10XFQ0UFfPCh4MMPoaLc+P2dXQVzb9ez4F499vVHcQsKQzjp2PyNPTffLNi9S5CQYBn7yloJDg5m/PjxHDhwALVabZErozw8PNi4cSOjR49myJAh3HXXXVKbJHMOPSIUVq1axYIFCwCYOXMmjY2NbNu2jSuuuIKVK1cSGxvLsmXLAIiNjeXEiRNdXl3g5eWFo6Mjrq6uBAcHtz2/YsUKRo4c2a4K2GeffUbfvn3JysoiJiYGMKrtefPm8cILLzBr1qyufuUeJT8/nxMnTpCQkCCvbLAAhBA0NjZSXV3dJgzq6+tRKpXtRIG3tzfu7u4Wd1HuLAqFAldXV1xdXdvc10IIVCpV2/cvLy8nOzsbtVrdzvPg4+NDWZkPy5bDujWgVhn3RUCIgdvu0XPjQj0eXqBTt3C2pJ5Av0D++Y6OijIFR/bYcc1swaGDIGvj7uHr68vEiRPZv38/KpWKYcOGWdxxGRkZyTfffMPs2bOJi4tjwoQJUpsk8zsmFwqZmZkcOnSI7777zjiAvT233HILn332GVdccQWZmZmMHj263WcSExNNbQbJycns2LEDd3f3817Lzc0lJiYGtVrNddddx/Tp03n88cdNboMpyMzMJDc3l3HjxuHn5ye1Ob0Wg8FAdXU1paWllJaW0tLSgo+PD97e3kRFReHl5WUToqCjKBSKtlyiVvHaXjzUsXmzmi+/1HH48P/2ScwQPQsf0HPVPAMODv/bXnNVOc6ePtg5OGIHLF+tZdFsBXmnlFw1U3BgnwIfHzN/SRvD09OTyZMns2/fPg4fPkxCQoLFJUJPnTqVN954g+uvv57Dhw93KrdNpucwuVBYtWoVOp2OPn36tD0nhMDBwYGamhqEEOddTHti4YXBYGDOnDm89tpr570WEhKCEIKlS5diMBj4+OOPLe4CL4Tg1KlTFBQUMGHChE4lcMqYBq1WS3l5OaWlpZSVlaFUKgkKCmLQoEEEBATISVd/QKFQYGfnwtZfnHnjzWBOHv9f/sHYSfXMm5NFbHQpLj6+qCoDUfgGYO9k7GjaXFWGm///PIIenvDh1xrunOlI1iklc+YJtv2qwMJ7H1k8Li4uTJo0if3793P48GFGjx5tcWLh/vvvJy0tjXnz5rF3717c3NykNqnXY9IrnU6n48svv+TNN9/kqquuavfaDTfcwNq1a4mLi+Pnn39u99qRI0e6Na6jo+N57UtHjhzJt99+S0RExAUv6MuXL+fXX3/l8OHDFtd+WQhBRkYGhYWFTJgw4ZLxYxnT0tTU1OY1qKqqwt3dneDgYMaOHYuPj4/FCUpLoboaPlwheP99KCs17iMnZ8G1t+q58z494VFOwBC0zf1primnqbKE6tMZOLp54Ozli7q+Bv+Yoe22GdwH3l+n4U9znUjao+DORYKv1ylQWmT1F+vB0dGR8ePHs3//fg4dOkRiYqLFiYV33nmHq666isWLF/Pf//5XPu8kxqRC4f/+7/+oqanhrrvuOu8O+MYbb2TVqlV89913LF++nCeffJK77rqLY8eOsXr1aoAuHwwREREcPHiQ/Px83N3d8fX15cEHH+STTz7htttu469//Sv+/v7k5OTw9ddfc8MNN/Dcc8+xY8cOi1syJIQgPT2doqIiWSSYASEENTU1beKgsbERPz8/goODGT58uHw3cxmys+GN5YKvvoSWZuP56xdk4Ja79Ny0SI/3H5bFO7i64eUaiVefSPRaDS01lTQU5wNQmnYQF98AXH0DcPbyRaG0I3YILFul4ZE7HNmwXkF4uGDZa/Kk0V0cHBwYN24cBw4c4ODBgyQmJlqUh8zR0ZENGzaQmJjISy+9xLPPPiu1Sb0ak2rzVatWccUVV1zQTX7DDTdw7Ngxampq+Oabb/juu+8YOnQoK1as4B//+AdAl3uqP/HEE9jZ2REfH09AQACFhYWEhoaSlJSEXq/n6quvZvDgwfz5z39GCMGCBQv46KOPzsuVkBohBCdPnpRFghloamoiIyODX375hQMHDtDS0kJsbCyzZs1iwoQJREVFySLhIggBu3YJZs8VxMYKPl6poKVZwYB4Pf98T8PmoxruefR8kfBH7BwccQ8MRWnvgHdENH4DBqFQKKjKTefMwR1U5ZxE3VDHuGkGnlmuBeCN1xV88GGP1IjrdbSKBYPBwMGDBy2uP0RAQAA//vgjr7/+Ops2bZLanF5Nj1Vm7Awvv/wyK1eu5MyZMz06jlqtZsKECYwfP5533323R8fqLH/0JFwoCVOmexgMBkpLS8nPz6eyspKgoCDCw8MJDAxEKfuzL4tWC+v/K3jjTUhN+d9d/fgr9Cy8X0fiJEFnnYJ6rYaiwzvpkzAJeydjkTUhBJrGehrLimiqKMHexRWPoDC++qIfn7zpjFIp+P4HmDtH9iyYAp1Ox/79+7Gzs2PMmDEWF4b4+uuvefDBB0lJSZGTGyVCEqHw4YcfMnr0aPz8/EhKSuLhhx/moYce4qWXXurRcR999FF2797Nvn37uuy96AnOTVycOHGiLBJMTGNjIwUFBZw5cwY7OzvCw8Pp16+fxeWmWCq1tbDyY8G770LJWePk7OgkuOZmHQvvNxAZ3fVLSGNZEQ2lRYQMG3vB1w16HU2VpTSWFqFpauDDj8byy88BuLgKdu2E0aNlsWAKtFot+/fvx8HBwSJzFu69917S09PZuXOnRYVIeguSCIVHH32U9evXU11dTb9+/bjzzjt5+umne/QA2LhxI3feeSfJyckMGDCgx8bpCpmZmeTl5cnhBhMihKCiooLTp09TUVFBcHAw4eHhBAQEyIlRHeT0aXjzLcHqz6G5ybjPfPwFN9+l4+bFenzPL3DaacrTk3Hy9MUr7PIVAzVNDdSeLeLJB8M4diwAXz89Bw/AgAGWNalZK1qttu0mKjEx0aK8bM3NzSQmJjJv3jyL7uhrq1hE6KGnKSwsZMSIEXzwwQfceuutUpvTjry8PDIyMpg4caLcAdIE6HQ6ioqKOH36NGq1moiICCIiIi7ZO0TmfwgB+/YZ+y/8349gMBgFQmSsgTvv13HNDQacTOSIMei0nDm0g9ARE3Fw6XhvlfpaHUtm23M6y5mwsEY2bChm+HDZQ2QKtFotSUlJeHh4MHLkSIsS1enp6SQmJvLdd9+dt6pOpmexeaGg1WqZOnUqgwYN4uOPP5banHYUFxdz9OhRxo8fL3dN6yYtLS2cPn2agoICXF1d6d+/P3369LE4F6qlotPBN98a8w+SzymQNGaqMf9g3LTO5x9cjsbyYuqL8wkdPr7Tny0vgQVXO1JRomTI0Hqef24PERHBDBgwQK450k1UKhV79uwhNDSUQYMGSW1OOz7//HOeeuopjh07JlepNSM2LxSefvppfvzxR44cOWJRHSErKio4ePAgo0aNald6WqZzaDQasrOzycvLIyAggKioKPz8/CzqTsiSqa+Hjz8VvPMOFBUa95mDo2DmDXoW3q9nwMCeuzyUZ6Tg6O6Jd9+oLn0+6yQsmeNEc4OCufM1vPBcBmfPniEoKIiBAwfKuT7doLGxkT179hAdHW1RoVohBAsXLqS4uJhffvlFvhEwEzYtFH755Reuu+463njjDWbPnk3fvn0tYgKpra0lKSmJIUOGyFm8XUSn03H69Gmys7Px8fEhPj4eb29vqc2yGgoKYPnbgs9WQWOD8Zzw8hXctETHrX/S4xfYs+Mb9DqKDu0gZNg4HFy7PqEf3K3goVsd0WkVPPq44OV/qcjMzOTMmTP069eP2NhYOSTRRVqvU0OHDqVv375Sm9NGQ0MDo0aN4s477+SZZ56R2pxegc0KhZKSEoYPH86rr77KNddcw9GjRwkMDGTo0KE4nFtk3sw0NTWxZ88eoqKiiI6OlswOa8VgMFBYWMipU6dwcXFpq50h0zEOHYLX3jDw43cK9HqjQOg3wMCd9+m49mYDzmZK5WiqLKWuMIfQkRO7va1N65U895AjAO+8J3jkIQUNDQ1kZGRQXl5O//79iY6OlvS8t1bKy8s5dOgQo0ePJigoSGpz2jh27BgTJkxg8+bNTJ48WWpzbB6bFAoGg4Grr76aoKAgvvrqKxQKBSqViqNHj9LU1MSoUaPwkaDDjEqlYu/evQQHBzNo0CCL8G5YC0IIiouLycjIACA+Pp6QkBB5H3YAvR6+/8GYf3Bw///2V8JEPYse0DFhhjB7WeSKzFQcnF3xDjeNWP74TTtWvOqAUin45lu4br7xe9bU1JCenk5dXR0xMTFERkbK7upOcvbsWVJSUiwul+rDDz/k5Zdf5vjx4xZlly1ik0Lhww8/5PXXXyctLa3dSgIhBDk5OWRmZhIbG8uAAQPMNtFYcjaxpVNRUUF6ejoqlYrY2Fj69etnUUu3LJXGRvj0M8Hbb0NBnvF4s3cQXDlfz6IH9MQOlubUN+j1FB3aQfCQRBzdTbPSRwj456P2/LjWHmcXwY7tMHas4vfXRNsxpFariYuLo2/fvvIx1AlOnz5NZmYmEydOtJgl3EII5s6di7e3N1999ZXU5tg0NicU8vLyGDp0KD/88AMzZsy44Htqamo4cuQIbm5ujBw5ssdjmEIIDh48iMFgYOzYsfIFqoPU1taSnp5ObW0t0dHRREZGysVWOkBREbz1juDTT6C+zjhZengJblis47a79QRKnDvbXFVOTf4pQkdOMqlg1mrhkTscOLDDDj9/wcEDCqLOyZMUQnD27FkyMjJQKpXEx8cTHBwsi/YOkp6eztmzZ5kyZQqOjo5SmwMYV44NGjSIL774grlz50ptjs1iU0LBYDAwY8YM4uLiWLFixSXfq9VqSUtLo7y8nJEjR/Zo/C09PZ3i4mKmTJkix0k7QFNTE+np6ZSVlREZGUl0dLTFXJgsmaNH4dVlBr7/RoFOZ5z8wiINLLhPx9xbDLhYSOuKyqzj2Dk64hMRa/JtNzXCkjmOZJ9Q0n+A4OB+Bf5/KAxlMBjIz88nKysLV1dXBg0ahJ+fn8ltsTWEEBw+fBitVsu4ceMs5obnq6++4m9/+xsnT56UQxA9hE0JhQ8++IBly5Zx/PjxDrvHzpw5Q1paGuHh4QwcONDk8cuioiLS0tKYNGmSxbjsLBUhBKdPnyYjI4M+ffoQFxcnF0q6DAYDbNxkzD9I2vO/O+Ph4/Qsul/H5KvNn39wKYTBwJlDOwgalICTh3ePjFFRCnfOdKTsrJLEsYKd2xVc6DDS6XTk5uaSnZ1N3759GTRokOyxugw6nY49e/bg5+fH0KFDL/8BMyCEYN68eXh6erJmzRqpzbFJbEYonD59mmHDhvHjjz8yffr0Tn22sbGRI0eOAJCQkGCyCb2mpoakpCQSExMJDOzh9WZWTmNjI8eOHaOlpYURI0bg/8fbQJl2NDXB56sFb70Np3OMAsHOXjBjjp5FD+qJH2aZp3VLTQVVOen0GTW5R13+uZkKFl3jSFO9gnnXCb77RnFRwdTU1ERKSop87HWQ5uZmdu3axcCBA4mIiJDaHMC4ym3QoEF89tlnzJ8/X2pzbA6bEAoGg4Fp06YxaNAgPvzwwy5vIz09nfz8/Lb6Bt25kKlUKnbt2kVUVJRFFSyxNM71IvTr14/4+Hj5ru4SFBcblwB+/BHU1hiPTzdPwfULddx+t57gPhIbeBmqck6gUNrh239gj491eK+CB29xRKtR8PCfBe++ffHzWQhBXl4e6enp8nHYASorKzlw4ABjx461GGG1Zs0annjiCU6ePCmHkkyMTQiF9957j+XLl3P8+PFuV2MrLy/n6NGj+Pv7M2zYsC7lFOj1epKSknB3d2fEiBFystRFkO/kOk5qKrz2huCb9aDVGo+n0HADt9+r47rbDXSjZpHZEMJA0aGdBMSNwNnLPMuTf/pGyTP3G/Nb3nxL8NhfLn0uysdkx8nPzycjI4MpU6ZYRNVbIQTz58/Hzc2NdevWSW2OTWH1QiE3N5dhw4axadMmpk2bZpJtnltzISEhoVMJMkKIts9OmDBBXrN9AeS7t45hMMDmzYJlb8KuHf+b4IaMNvZfmHaNwJoOr5baKiqz0ggbPdWs4vnTt+344GUHFArBfzfAjTdcemzZy9VxUlNTqa6uZtKkSRaxj1pDEKtWreK6666T2hybwaqFQmvIYciQIbz//vsm3bYQgtzcXE6dOkVMTAzR0dEdurjl5OSQm5vLlClT5NKxF+DcO7bhw4fLVRUvQEsLfPGlYPnbkH3KeMwp7QTTrzX2XxiSYJ2nbFVuOgB+UfFmHVcIeOkJe7770h4nZ8H2bTB+/OXP5cbGRlJSUlCpVLJ34SIYDAb279+Pg4MDo0ePtgjv6dq1a3nsscc4efKk/D8zEVYtFFatWsW//vUvTpw40WMNYGpqakhOTsbFxYWRI0deMgu/urqaffv2MWHCBEkqP1oy53oR5AzzC1NWBu++L1i5AqqrjBdcV3fB/Dt03LFUT6jllNvvNEIIzh7ehV/MEFy8zR8/1ungLwsdSPrVDh9fY42FjlRQl70Ll0etVrNz504GDBhAVFTXGnyZktZVEIGBgXz66adSm2MTWK1QqK6uJiYmhlWrVjFv3rweHevcmgsjRoy4YLdHjUbDzp07iYqKsoiTxZJoamri2LFjNDU1MWLECNmL8AdOnIDX3xSsXwcajVEgBIUZuP0eHdffacDdBlbVquprqMhIISxxKgqFNOs1W5pgyVwHMtPsiOgvOHRAQUcPxVbvglqtZvjw4fKd6h+oqqpi//79TJw40SKas+Xn5zNo0CC2bdvG2LFjpTbH6rFaofDAAw+Qn5/PTz/9ZDZ3V2vNhdY7i9b8AyEEhw4dAiAxMdEi3G+WQmlpKcnJyYSFhREfHy8XnPodIeCXXwSvvwnbf/3f8TJwhJ6FD+i54loDtnTjWn36FAa9Dv/owZLaUVkGd85ypPSMkoREwe4dCjqah3eudyE6OpqYmBj5XD+HrKwsCgsLLaaw3L/+9S9++OEHDh06JOeKdROrFArJyclMmjSJtLQ0sy89bGxsJDk5GYPBwKhRo/Dw8Ghrdzxt2jS5guDvCCHIzs4mKyuLESNG0KePha/bMxNqNaxZI3jjLTh18vf8A6Vg8iw9i+7XMyxRYGtzjxCCs8m78esfj4uv9N6kvGwFi2Y50lCn4Nq5gh++U3QqKbS2tpZDhw7h6+vL8OHD5VDE7wgh2L9/P46OjiQkJEguolQqFYMHD+bxxx/n/vvvl9QWa8fqhILBYGD8+PFceeWV/Otf/5LMhoyMDPLy8oiKiiI3N5dx48bJa3d/R6/Xk5KSQnV1NYmJiRbhipSaigp4/0MDKz5UUFFuvIA6uwrm3q7nzqV6wiKs6jTsFOqGOspOHqFv4jQUFlImMnm/gvtvNNZYuP9BwQfvKTol0FQqFYcPH0av1zNmzBi5gujvqFQqdu7cSVxcnEUUY/r5559ZsGABmZmZcsizG1idUPjss8948cUXSU9Pl3ztbnFxMYcPH8bT05OJEydahLtNalpaWjh48CB2dnaMHj2616/8OHXKmH+wbg2oVcaZKCDEwG336LlxoR4PL4kNNAM1+VnoNSr8Yyyj5G8rW75X8vS9Rg/g628I/vp45+6A9Xo9aWlplJWVkZiYKPcZ+J2KigoOHjzI5MmT23XvlYr58+fj7+8vJzZ2A6sSCtXV1cTGxvLJJ59IXqZTCEFycjIqlQqlUkljYyOjRo3q1ReL6upqDh06RFBQEEOHDu21cUEhYPt2Y/7BL5v/N/nEDjXmH1w510Bv0ZRCCIqP7sUnIgZXv55rvNZVPn/fjnf/afxnfL1ecMvNnRML567mGTp0KP369esJM62OjIyMtkZ4Uodm5MTG7mNVQuHBBx8kLy/PrAmMF6OgoICMjAymTp2Kk5NTW82F3prkVFhYSFpaGvHx8URGRva67w+g0cC6/xgbNJ08bvz+CoVg4lVGgZAwzvbyDy6HpqmB0rSDhCVOQ2mBwlEIeOVJe7753B5HJ8Fvv8KkSZ3/J5WXl3PkyJG2RGdL6awoFQaDgX379uHm5saIESOkNkdObOwmViMUjh49ysSJEyVJYPwjzc3N7Nixg9GjR7dr9lRbW8uRI0c6VHPBVhBCcPLkSQoLCxk1alSvbH5VXQ0frhC8/z6UlRonGSdnwbW36rnzPj3hUVZxivUItQXZaFuaCIgbLrUpF0Wvh0cX2bNnqz3ePoID+xXEdqEDdmNjIwcPHsTV1ZVRo0b1+lBkS0sL27dvJyEh4YJLys1Ja2LjE088wX333SepLdaIVQgFIQQTJkxgxowZkiUwnmtLq1IePnz4ea/rdLq2uOXFai7YClqtliNHjtDc3MyYMWN6rOiVpZKdDW8sF3z1JbQ0GwWCX5CBW+7Sc/NiPWZqZ2DRFB/di1ffKNwCQqQ25ZK0NMNd8x3ISLGjX4SxxkJQFyIlWq2W5ORkGhsbGTNmTK9vLd/qeZ0+fbrkK8J++ukn7rzzTrKysuQ6GJ3EKoTCN998wyOPPEJOTo7kCYx5eXltSyEvdcdQVFREampqWxVCW3N3NTQ0cPDgQdzd3UlISOg1d09CwO7dxvyDzf8HQhgFwoB4Y3hh5nUGHOQVsgBomxspSd1P2OhpKK1gCWF1hbHGQnGBkhEJgj27FLi5dX47Qoi2VVGjRo0iqCuKw0YQQnDw4EEcHR0ZOXKk1OZwzTXXMHDgQN58802pTbEqLF4o6HQ6Bg0axOOPP869994rqS0XCzlcjKamJo4cOdKu5oItUFlZyaFDhwgPDyc+Pr5X5CNotbD+v8b8g9SU/33f8VcYGzQlTup9+QeXo+5MLurGegIHSh+j7igFuQoWznKkvkbBrNmCjT8oulz4qqioiGPHjhEfH0///v1Na6gVYUkhiNTUVMaNG8epU6fkxNNOYPFC4ZNPPuGNN97g5MmTkmbPXi7kcDHOrbkwePBgwsPDrXpiLSsr4/DhwwwZMoTw8HCpzelxamth5ceCd9+FkrPG/5ujk+Cam3UsvN9AZLRFnz6SUnJsHx6hEbgHhkptSqc4dlDBvTc4olUruGep4KMVnauxcC41NTXs37+fAQMGEBMTY1pDrYjCwkLS09MtIgSxYMECHBwc+PzzzyW1w5qwaKHQ3NxMdHQ0b7/9NjfddJOktnQ05HAxysvLOXr0KH5+fgwbNkzyk6UrlJSUkJyc3CsqLZ4+DW++JVj9OTQ3GWcJH3/BzXfpuHmxHl85xHlJtKpmio/upW/iNJT21heW+nWjgifvdkQIBa+8Knj6ya6L+7q6Ovbt20dkZCSxsbFWfaPQVVpDEA4ODiQkJEhqy+nTpxk0aBBHjhxh0KBBktpiLVi0UHjttdf45ptvOHTokKQnV1NTEzt27CAxMbFbWf1qtZqUlBTq6+utrubC2bNnSUlJYeTIkYSGWtcdYkcRAvbtM+Yf/N+PYDAYj7nIOAML79cx63oDTr27flSHqSvKQ1VXTdAgaSeF7vDVCiXLnzMK+rVrBbff3vVrUH19Pfv27aNv3769Jlz3R1paWtixYwcjRowgJETa5NaHH36YwsJCfvzxR0ntsBYsVijU1NTQv39/vvnmG2bMmCGZHa0hB3d3d4YNG2aS7VlbY5kzZ86QmprK6NGjbTIxS6eDb7415h8kH/7f/2LMVGP+wbhpcv5BZylJPYB7UBgewWFSm9ItXvu7PV9/Yo+Do+DXX2DKlK4fCI2NjSQlJREaGsrgwYMt/rzvCSwlBFFWVsaAAQPYsmULEyZMkMwOa8FihcKTTz5JSkoKv/zyi6R2FBYWti3vMWVmf2vNBWdnZxISEiy25kJBQQHHjx/vtjfFEqmvh48/FbzzDhQVGi/aDo6CmTfoWXi/ngEDLfLUsHh0ahVnk3cTNnoqdla+BESvh8f/ZM+un+3x9DLWWBg4sOvba2pqYt++fQQGBjJ06NBeJxaEEBw4cABXV1eT3Hh1h+eff57t27eze/fuXvd/6CwWKRSKioqIiYlh7969ki6p0Wq1bNu2jSFDhvRITF6n03H8+HFKSkoswh33R1o9CWPHjrWpdccFBbD8bcFnq6CxwXiB8PIV3LREx61/0uNnW3rI7NQXF9BSXU7Q4NFSm2ISVC1w93UOnEy2I6yf4PBBBd1J3m9paWHv3r0EBQUxZMiQXjdJNTY2snPnTiZOnChpw7j6+nqioqJYvXo1s2fPlswOa8AihcI999xDQ0MDX3/9taR2HD9+nIaGBsaNG9ejJ3NrzYWwsDAGDx5sETUXWnMSxowZYzNd1w4dgtfeMPDjdwr0euP/s98AA3fer+Pamww4W6ZTx+ooPX4IN/9gPEJsZ/lZdSUsnOXI2XwlQ0cIknYr6E59sebmZvbu3UtoaCiDBg3qdWIhIyODiooKJk2aJOl3f+edd1i1ahUpKSkWcd21VCyuIHlmZiZr1qzhpZdektSOuro6CgoKzKL4w8LCmDp1KnV1dezatYv6+voeHe9ylJSUkJKSwujRo61eJOj1xvyDseMFY8bAdxuU6PUKEibqeXedmu+TNNy4UBYJpkKvUaOur8XFAhtAdQdff/hwvRYvX0FaioIbbhLodF3fnqurK+PHj6eoqIhTp06ZzlArITo6GpVKRWFhoaR23HfffTQ0NPCf//xHUjssHYvzKCxevBh7e3tJW4IKIdi7dy++vr5mXT5jMBg4deoUp0+flqzmQmudhISEBIsLhXSGxkb49DPB229DQZ5xH9o7CK66zph/EDvYog57m6Gh5AxNFcUEDx0jtSk9QuphWHq9E2qVgj/dLfj0467XWABjhdOkpKS2pZO9iZKSEo4dO8aMGTMkTWxctWpVW62e3t7M62JYlFAoLCwkJiaGtLQ0SYuTnDlzhvT0dGbMmCFJkaeKigqSk5Px9fVl+PDhZjuJWvvIW3OdhKIieOsdwaefQH2d8Qru6S24YbGO2+7SE2C7rTcsgrITR3Dx9cczNEJqU3qMbT8p+OsSY42Ff70keOYf3RPz9fX1JCUlER0dLXnDO3NiKYmNGo2G/v378+6773L99ddLZoclY1FC4ZFHHqG0tJT//ve/ktnQ0wmMHeXcmgsJCQn4+fn16Hj19fXs2bOHoUOH0rdv3x4dqyc4etSYf/DdBgU6nfHCHRZpYMF9OubeYsClCzX7LQ0hDOg1GvQaNXqtGmEwgBAIIX7/aTB6oBQKFApl20+lgwN2jk7YOzqhUPZcHFav1VB0eCd9EiZh72TbsZy1Hyt54x9GAf/ll4I77+yeWKitrSUpKYlhw4YRFmbdS0o7g6UkNr711lusW7dO8po9lorFCIWKigrCw8NJSkqStH/58ePHqa+vZ/z48ZIfMEII8vLySE9PbysB2xOuMbVaze7du+nbty9xcXEm335PYTDAxk3G+gdJe/73vxo+Ts+i+3VMvlpgTZ5EnUaNprEevboFnUZtFAS/iwK9Ro1BqwFA6eCInYMjCqXdH4SBcTvCYAB+FxAGA3qtBr1GAwiUdvbYOTq1fzg4YefkjKObB/bOrl0+7hvLztJQWkjIsHGm2SEWzhvP2bF2hQMODoItW2D69O5dL1rDfhMmTMDHp/e0HrWExMbGxkYiIiL4+uuvueKKKySxwZKxGKHwzDPPkJyczObNmyWzoaGhgZ07dzJ16lSLauBUV1fHkSNHcHJyMnnNBYPBwP79+3FwcGD06NGSi6OO0NQEn68WvPU2nM4x2mtnL7hirrGDY/wwizikL4lOrULTVI+m8X8PvVaNvYsbDs6u2Dk6GidwR+ffJ3RH4+8Ojii6oH6EEBi0//NGtBMiGjV6dQua5kYUSjsc3T1xcvPE0d346Kh4KE9PxsnTB6+w3tEAyWCAv91tz7ZN9nh4CfYnKehuSlNOTg65ublMmTIFZ+feUQZUp9Oxfft24uLiJG3U9OKLL7Jr1y62bdsmmQ2WikUIhfr6evr168fGjRuZPHmyZHYcPHgQFxcXhg4dKpkNF0On03HixAmKi4sZPny4ycoop6amUl1dzaRJkyRtutURiovhnfcEH38EtTXGicvNU3D9Qh133KMnyEIrSwuDAXV9Dar6mt9FQR16rQYHFzfjZNw6Kbt5StqOWRgMaJob0TTWGe1sqkfT1GAUD24eOLp74uzpg7O3H0q79nYadFrOHNpB6IgJONhCnKeDqFVw7/UOpB22IzTMWGOhO6emEIKUlBQaGxuZMGFCr1myd+bMGTIyMpgxY4Zk37m6uprw8HC2bdtGYmKiJDZYKhYhFF5//XV+/PFH9u7dK9kdbXV1Nfv27eOKK66waCV/9uxZjh07ZpKaC3l5eZw6dYopU6bg6upqQitNS2oqvPaG4Jv1oNUaj4/QcAO336vjutsNuHZjPXtPYdBpaamppLm6AlVNBSiVuHj74eju9bso8DhvsrVEhMGAtrkR9e/CQVVXjU7VjLOXH66+Abj4BmLv5ExjeTH1Z/MIHdH7yuHWVsOiaxwpzFUyeJhg3x4F3XFI6vV6kpKScHd3Z8SIEVbh5esuQgh27txJv379iIqKksyOJ554gtzcXL7//nvJbLBEJBcKKpWKyMhIPvnkE6699lpJbBBCkJSUhJ+fHwO7U5/VTDQ3N3PkyBF0Oh2jRo3C09Oz09uorKzkwIEDjBs3rscTJbuCwQCbNwuWvQm7dvzvQjlktJ5FD+iYOktgaTdbWlUzLdUVtFSXo6qvwcHFDRffQFx9A3B097KZC762uYnmmnJaqitQ19fi6OaBQa/D2dsX3/69s+FRUb6ChbMcqalUMONKweafFHSn4rtKpWLXrl1ERUX1mpUQZWVlHD16lCuuuMKk5fI7Q3FxMVFRUSQnJxMfHy+JDZaI5EJh5cqVfPjhh6Smpkp2gbGEA7SzGAwGMjMzyc3NZdCgQURERHR4/zU1NbF7924GDhxIREREzxraSVpa4IsvBcvfhuxTxu+jtBNMv9ZY/2BIguQOsHZoVc00lZ2lubocbUsTzp4+uPgG4uIbgIOz5XppTIVeq6G5qozq3HQUSjuU9va4+AbiHhhqU+KoI5w4CnfPM9ZYWLRE8Pmq7tVYqKmpISkpyWabsf0RS7lhu/fee1Gr1XzxxReS2WBpSCoUdDodsbGx/Otf/+L222+XxAZLcXl1lYqKCo4ePYq3tzcjRoy4bM0FnU7Hnj178PPzs6hcjLIyePd9wcoVUF1lvLq6ugvm36HjjqV6Qi1oxaYwGGiuLqextAhVfTUuPgG4+Qfj4uOP0t46hKYpaaospbYwh9Dh41HVV9NcWUZTZQn2Ti64B4fhFhCKXS/ZLzu3KHh8kSMGg4LnXjDwz+e7t+ymtbz75MmTLSrBuqewhBBwTk4OgwcPJjMzk/DwcElssDQkFQrffvstjz/+ODk5OZIl0llCEk13UavVHDt2jNraWhISEi7awEkIweHDh9FqtYwbN84iqpCdOAGvvylYvw40GqNACAozcPs9Oq6/04C7BV0bdeoWGkrO0Fh+FqWdHe5BYbgH9sHO0Ulq0ySlIjMVe2dXfMKj254z6HU0V5bRWFaEpqkeV/9gPELCcXLvfJjM2vh6lZLXnjIK9lWfCf60pHtelfT0dIqLi5kyZYrVeDy7gyUkld98883069ePN954QzIbLAlJhcLUqVOZPXs2f/3rXyUZ32AwsG3bNmJjYyVdlmMKOlJz4dSpU5w5c4YpU6ZIWjJVCPjlF8Hrb8L2X/93EY0fqWfhAzpmzBZYygIMIQTqhloaigtori7HxScAj5B+OHv59iq3+sUQBj1nDu4geEgijhcRAZqmBhpKz9BUXoyjuyceIf1w9Qs01n6wUZb/046v3nfA3l7w089w1ZVdP1aEEBw8eBAhBGPHjrX54651mfr06dNxc5NmBc3evXuZM2cORUVFktlgSUgmFNLS0hg7dixnzpyRLJnu9OnT5OfnM23aNJs5+VprLjg6OpKQkNC2mqF1tcSkSZO6lPxoCtRqWLNG8MZbcOrk7/kHSsHkWXoW3a9n+BjLyT8QQqCqraK2MBttSzPuQX3wCOnXK/IOOkNzVTk1+acIHXn5Yjl6nZbG0iIaSo2NgLzC+uMe1McmBYPBAE8ttefXH+xx9xDs3QPDhnX9GqPVatm9ezdBQUEMHjzYhJZaJikpKej1ekaNGiXJ+EIIRowYwQMPPMC9994riQ2WhGRCYenSpej1esmaP+n1en799VeGDRtm1c2PLsQfay64u7uze/duRo0aRXCw+ZsdVFTA+x8aWPGhgopy48XS2VUw7w49C+7VExZhOQIBQN1QS01+FtrmRjzDIvEI6itpfQNLpjLrOHaOjvhEdLyhkRAGmivLqC3MAcA7PBpXvyCbEeutaNSw9EYHjh2wIzjUWGOhO9WZGxsb2b17N0OGDLHKMuudoaWlhd9++40pU6ZIdmOzatUq3nnnHUkT7S0FSYRCTU0NYWFhJCUlMXz4cHMPDxhrCOTl5dmUN+GPFBcXk5KSglKppG/fvma/Ezl1yph/sG4NqFXGfRwQYuC2e/TcuFCPh5dZzbks2uZGaguzaampwiM0HK8+Eb0yObGjCIOBokM7CByUgJOHd5c+31h+lrrCXOycnPAOj8HF2/KW6naH+lpYeI0jBdlKBg0R7NuroDvzXmlpKUePHmXatGkmrdBqiRw7dgyDwcDIkSMlGb+5uZmwsDC+//57pkyZIokNloIkPr/Vq1czYsQIyUSCwWAgJyeH6OhomxUJAKGhoYSHh6PX6ykrK6Ourq7HxxQCtm0TXH2NYOBA+PxTBWqVgtihel5eqeGnZA1LHrYskaBTq6jKOUFJ6n6UDk6EJkzCJzxaFgmXQVVXhcLOHkf3rv0zFUolHsF9CU2YhKtfEBWnjlF28gjqxnoTWyodnt7w4ddafAMNnDyuYN51Aq2269sLDg4mODiY1NRULKBWXo8yYMAAzp49S3NzsyTju7q6ctddd/H+++9LMr4lYXahIITgo48+4v777zf30G0UFxcDWG0r5Y5SV1dHfn4+48ePp0+fPuzZs4fTp0/3yAVGozHWPxg6XHDFFQp+2axAoRBMulrHJz+q+c9vWq65wdCtIjSmRq/TUpOfSfHRvRj0ekKGj8cvKh77Xr6KoaM0V5X9npTYPbGttLPDK6w/fRIm4ejmQdnxg1RkpqJtaTKRpdIS2k/w7loNzq6CndsVLLlL0J1TcPDgwdTV1VFYWGg6Iy0Qd3d3QkJCyMnJkcyGpUuXsnHjRkpLSyWzwRIwu1DYtWsXlZWV3HDDDeYeGjAKlezsbAYMGGARywN7CoPBQEpKCv3798fX15e4uDjGjh1LdnY2hw4dQqPRmGSc6mp46WVBv3DB4kUKTqQpcHYR3LhEx/f7Nby7Rseo8aJbhWd6gqbKUoqP7kXT1EDQkNEExA7rVT0KuosQBpqrynH1M10hIDsHY65D6MhJKO3sKDm2j7ozpxHCYLIxpGLQcHjtUw1KO8HarxQ8+3zXlYKjoyPDhg3jxIkTtLS0mM5ICyQ6OprCwkLUarUk4w8YMIApU6bw+eefSzK+pWD2mfKjjz5i8eLFkhXTKCsrQ61WW/1yyMuRnZ2NwWAgNvZ/SWb+/v5MmzYNgB07dlBZWdmN7cPS+wVhfQXPPqOgrFSBX5CBB/6uZUuqmn+8riM8yvJco3qthopTqVTnpuMbGUdgfAJOXXSd92bUdTWgUODkafp2yPZOzvgNGEzQ4NE0VRRTmnYQTXOjyccxN5OvFDz1mjHu8PK/FHzyadfPj+DgYEJCQjh27JhNhyC8vLzw8/MjNzdXMhuWLl3Kxx9/jF6vl8wGqTGrUCgvL+e7776TbLlJqzchKirKaosrdYS6ujqys7MZOXLked/T0dGRxMREYmJiOHDgABkZGRgMHbtjEwJ27RLMniuIjRV8vFJBS7OCAfF6Xnxfw+ajGu55VI+X6ecOk9BUWUpxShJCGAgdMQG3gBCbzlHpSYxhh55dqeDk4U3I8HE4e/lRmrqfuiLr9y7ctMjAkj8bxcL998HmLV2f5IcMGUJ9fb3NhyBiYmLIy8tD253kjm4wd+5cVCoVv/zyiyTjWwJmFQpffPEFEyZMICYmxpzDtlFVVUVDQ4PF9TcwJa0hh6ioKLy9vS/4HoVCQWRkJJMnT6akpISkpKRLJgxptbBmrWBEgmDqVAU/b1IghILxV+hZ+a2a/+7UMucWAw7S1XC6JHqthorM/3kRAuKG9/pqit1BCGHysMPFUCjt8ImIIWjwaBrLbcO78PA/9Fx9gw69XsFNN0FKStfEgoODA8OHD7f5EISfnx+enp7k5eVJMr6DgwN33XUXH3/8sSTjWwJmFQpfffUVS5YsMeeQ7cjOziYyMtKmy6BmZWUhhGgXcrgYnp6eTJ48GU9PT3bu3MnZs2fbvV5bC6++LgiPFNy5QEFqigJHJ8F1C7V8t0/NB//RMmay5eUfnEtzVZnRi2CQvQimQt1QixAGnHsg7HAxnDy8CR0+DmcvX6v3LigU8K93dYycoKepUcGsa6CrToGgoKBeEYKIjo7m9OnTkrn/Fy9ezE8//UR1dbUk40uN2YRCWloaOTk5zJ8/31xDtqO+vp7Kykr69+8vyfjmoK6ujpycHEaMGNHhRE17e3uGDRvG8OHDSU1N5dixY2Rl6XjwYUGfMMHTTyooOavAJ8DAfU8a8w+ee1NPZLRlX5QMeh0VmWlU5ZzANzJW9iKYkOaqMlx8A1GYORnY6F2IPce7cAidyjrvpB0c4e0vtETGGigrVXD1LEFtbde21RtCEEFBQTg6OlJUVCTJ+AMGDGDkyJFs2LBBkvGlxmxn+tq1a5k/f75kHdDy8vLo06cPTk62OVkYDAaOHj16yZDDpQgNDWXq1KmkpBgYMkTBh+8raG5SEBln4Pl3jPkHS5/Q42MF9XB0qhZK0w6i16gIGTERt4BQ2YtgIoxhhzLczBB2uBhOHt6EDBuHo7snJan7UdVZ512ehxd88LUGvyADp9IVzJ0v6MpipN4QglAoFPTv37/Hlnd3hAULFrBmzRpJxpYaswgFg8HAunXrWLBggTmGOw+tVsuZM2ds2puQlZUF0KGQw8VwdXXlaOpwNBo7IiPreGPFGb7ZpWb+7QacpFmk0mlUddWUpO7HydOHoEGj5JoIJkbTWI9Bp8NZ4gqKSjs7/KLi8Q6Ppjz9KA2lZyS1p6uEhMH76zS4uAn27FKwaEnXaiwEBQURGhpq0yGIsLAwWlpaJHP/33zzzRw8eJD8/HxJxpcSswiF3bt3o1KpuPLKK80x3HkUFhbi6enZpTtta6ArIYeL8esvxjvvux7VExueTuWpFPRa09Rc6GkaSs9Qnn4U7/Bo/KLize4a7w00V5Xh6htgMfvWI7gvgfEjqS3Ipio3HdHBFTyWRNxQWLbKWGPh63UKnv5H1yb6wYMH23QIwt7enn79+nH69GlJxg8MDOTKK69k3bp1kowvJWY529euXcutt94qSRJha/tlW/UmCCE4fvw4/fv377YQOnsWMjMUKJWCiTNdCRk+DhQKSo7tQ1VbZRqDewBhMFCdm05tQTaB8SPxCLbthjlS0Rp2MMdqh87g7OVLyLBxqOtrKDt5xGqE7blMmCH4x5vG5X+v/VvByo86LxYcHBwYNmwY6enpki0l7GkiIyMpLS2VLMRyxx13sHbtWpv12lyMHhcKKpWKDRs2SBZ2qKioQKvVEhoaKsn4PU15eTkNDQ1ER0d3e1tbthoP/rjhBrx8jJXyAuKG49U3ivKMFGoKsi3ujk2v1VCWnoyqvoaQYcaseJmeQdvciF6jxtnbX2pTzsPe2YXgoWOwc3CgNPUAmqYGqU3qNNffYeDux40T/EMPwk8/d34yCgoKwsPDQ9Kyxz2Jm5sb/v7+knlN5s2bR0FBAampqZKMLxU9LhR++ukn/P39SUxM7OmhLkhBQQH9+vWzyXLNQgjS09OJiYkxibdm8+9CYdzU/4kBhUKBR3BfgoeNpaW6nNITh9CqpGnS8kc0zY2Uph5AaWdP8NAx2Dvbdjc9qWmuKsPFxx+lhRYrU9rZ4x87HLfAUEqPH6S5qlxqkzrNA0/queZmY42Fm2+G5OTOiQWFQkF8fDy5ubmoVKoeslJaIiIiKCgokOSu3s3Njeuuu67XJTX2+Oy5du1aFixYIEnWuUqlorS01GYLLBUVFaHVak3y/fR62P6b8X80cfr5XgNHV3eCh47F0c2TkmP7aaoo6faY3UHdWE/Z8UO4BoQQEDccpZ29pPb0Biwx7PBHFAoF3v0G4DdgMJVZaTSWF0ttUqdQKOCFt3SMnqynuUnBNbOhs7lzvr6+BAQEtCU42xpBQUEIISgrK5Nk/AULFvCf//ynV5V07lGhUFNTw08//cQdd9zRk8NclMLCQvz9/XFzs71mPwaDgVOnThEXF2eSctQpKVBTrcDNQzBo5IWVemumuX/0YKpPp1OZfQKDXtftsTuLuqGW8hOH8QyLxCfctluFWwra5ia0Lc24+ARIbUqHcPMPJmDgcKpz02kok2btfVdxcIQ3P9fSf6CB8jJjjYWams5tIz4+noKCApqabKMD57kolUrCw8MlW30wY8YMdDodO3fulGR8KehRofDDDz8wdOhQk8TPO4sQgoKCAsLDw80+tjnIz8/Hzs6Ovn1Nk7j382ajOEiYqL9sK2hXvyBCho9Hp2qmJPUAmsZ6k9jQEVR1xoQ1r/ABePWJNNu4vR1j2MEPpb31eG5cvP0JjB9JTd4pGkqsayWAhyd8+LUG/2ADWacUzJkn6EwDRQ8PD8LCwsjIyOg5IyUkPDyc8vJySZIa7e3tueWWW1i/fr3Zx5aKHhUKGzdulKwSY01NDVqtlqAgy3aVdgWtVktmZibx8fEmu5ve8nu/kwnTOpasaO/kQtDg0bgFhFB6/BD1xT0fM1TVVVOenoxPRCyeIbYpAC2V5qpSiw87XAhnL1+C4kdRU5BNfXGB1OZ0iqBQeP8/GlzdBUl7FNy5SNCZXOK4uDhKS0up7WrJRwvGxcUFf3//88rOm4v58+ezadOmDjfUs3Z6TCi0dtuaO3duTw1xSc6cOUNoaKhNdok8ffo07u7uJhNB9fVw+IDx9wnTOz7ZKxQKvPtGETgogfrifCoyeq7mgrq+lvKMo/j0j5OXP5oZraoZTXMjLr6BUpvSJZw8vQkalEBtYY7VFWaKHQxvfKbBzl6wYb2CJ5/u+Pnp4uJCRESEzXoVwsLCJCvpPGnSJFpaWkhOTpZkfHPTY0Jh+/btBAYGMnjw4J4a4qIYDAaKi4tN5pa3JNRqNTk5OSb1JuzYIdDpFPSJMNAnvPNeAWdPH0KGj0ehVFKSso8WE9dcUDfWUZaejE94DB5BYSbdtszlaa4qw9nLDzt7622m5uTh/XsYIpPGcmnuQrvKuGmCZ5cbl02+8bqCDz7s+DkaExNDdXU1lZWVPWWeZISEhNDQ0EB9vflCn604ODhwzTXXsHHjRrOPLQU9JhQ2btzInDlzJEk0Ky8vx87ODl9f21tTn5WVhZ+fH35+piuh+9MW489x07qexWtn74B/7DC8+kVRkZFCTX6WSWouaJoaKD+ZjHffKDxC+nV7ezKdxxpWO3QEZ08fAgaOoDo3Q/JVO51l3m0G7v2bUSw88jBs3NQxseDo6Eh0dDQnT560uSJBDg4OhISESOZVmDNnjiwUuoMQgk2bNkkWdigqKiIsLMzmsuGbm5vJz88nPj7epNv97Vfjz47mJ1yMdjUXaiooPd69mgt6jZry9KN4hPTDs09Et2yT6Ro6tQpNYz2uftYZdvgjLt5+BMQNoyrnJKr6Ti4lkJj7ntAz5zYdBoOCW2+FQ4c6NvH379+flpYWSkqsSxx1hNbwgxQiaObMmaSnp1NQYF25L12hR4TC0aNHaWxsZPLkyT2x+Uui1WopLS0lLMz2XNQZGRn06dMHT09Pk23z9GnIy1VgZy8YPck0J5ujqzshw8bi5OHV5ZoLwmCg4tQxnDx98OobZRK7ZDpPc1UZTp4+2Dk4Sm2KyXDxCcA7IpqKU8fQqa2n26JCAc++qWPMVD0tzQpmXwt5eZf/nL29PbGxsWRkZNhc8l1gYCB6vV6SRlE+Pj5MmjSJTZs2mX1sc9MjQmHTpk3MnDkTR0fzX1xKSkpwc3Mz6WRqCdTX11NcXExcXJxJt7tli1EcDB5lwM3ddNtVKO3w7T8Q/+ghVJ/OoDL7eIdrLgghjA1+hAG/AYNszjNkTUjdUrqn8Ajuh6tvIBUZxzBYUeEcBwdjjYXoQQYqKxRcNVNQ1YGUoPDwcIQQnDljXcmcl0OpVBIaGirZ95o7d64sFLrKxo0bJQ072GISY1ZWFuHh4bi6upp0uz9vNf7sbtjhYrj6Bf5ec6GFkmP7UXeg5kJDSSGqmgoC4kZYbLng3oBeo0ZdX2u1qx0uhUKhwLf/QBR2SqpyTlhV/N7NHd7/WkNgqIGcLAXXzhVcrlqzUqkkLi6OrKwsq/quHaFv374UFxdLUilxzpw57NixQ5KESnNicqFw5swZ0tLSmDVrlqk3fVlUKhWVlZX06dPH7GP3JK3xRVN3wNRqYfdO4+/jL1C22VTYOzkTNHg07oGhlB0/RP3Z/IterFpqKqktyCZg4AjsnZx7zCaZy9NcXY6Th5fN/h8USiUBscNRN9RSX9QBH74FERgMH67X4uYpOLBPwR13Xr7GQmhoKAaDgdLSUvMYaSZ8fHxwcHCgvNz8vT2ioqKIjo5m69atZh/bnJhcKPzf//0fEydOlGTFQVlZGd7e3ri42FZzoPz8fAICAnB3N2FsADh0CBrqFXj6COKG9OxdhkKhwKu15kJJAeUZR9Fr2pea07Y0UZmZim/UQJw8vHvUHpnLYyurHS6FnaMTgXEjqCs6bXVNpKLiBMtXa7B3EHz3jYLH/3rpc1ipVBIZGcnp06fNZKF5UCgUhISESCaAekP4weRCYcuWLVxzzTWm3myHKC0tJTg4WJKxewq9Xk9+fr7JvQkAP/1etjlxih5zefidPX0IHT4epdKO4mP7aKk1ru826LSUZ6TgHhSGe6BteYSsEb1Wg6qu2uaFAoCjuyd+0YOpzE6zuvbUiZMEz79jXDb59nIF77x3abEQHh5OTU2NzbnKg4ODKS0tlSSsMnv2bLZs2WJzIZ1zMalQ0Ov17N69m+nTp5tysx1Cp9NRUVFhc0KhqKgIJycnAgJM34znl06WbTYVyt9rLniHR1ORcYzqvFNUZqVh7+SCd0SMWW2RuTAt1RU4unn0mtbdbv7BeIZGUJGRgkGnldqcTnHtTQYeeNpo82N/ge9/uPiE5eTkRFhYmM15FXx9fRFCUNPZ7lkmIDExkcbGRputgAkmFgppaWkYDAaGDx9uys12iMrKSpycnPDw8DD72D2FEILTp0/Tv39/k2f+V1dDyu/VR8ebWSjA7zUXgsIIGTaW5soyWmqr8O43QF7hYCH0hrDDH/HqG4W9iys1+ZlSm9Jp7n5Uz7wFxhoLt98OBw5cXCz079+foqIi1J3pMmXhKJVKgoKCJAk/ODo6MmHCBJvuJmlSobBz504mTZqEvQQd5lrDDrY00VRVVdHS0tIjNSF++01gMCiIjDUQGGLyzXcYhZ0dBr0WF29/yk4eprG8WDpjZAAw6HS01Fb2OqGgUCjwGzCIpsoyWmoqpDanUygU8MwyHeNm6FG1KLh2DuTmXvi9np6e+Pj42FyhoNbwgxRMnTpVFgodZceOHUydOtWUm+wQQgibzE/Iz88nPDy8R4TXT7/XTxg3Vbo15EIIqnJO4uoXRGD8SPxjhlKTd4rKrOMYdB2ruSBjelpqynFwccPBxU1qU8yOvZMLPhExVOWkW10Iwt4e3vhUS8wQA1WVxhoLF2vxEBkZSUFBz3d8NSeBgYE0NjbS1NRk9rFbhYIt7c9zMZlQaM1PkEIo1NbWotfrTdr/QGrUajUlJSWEh5u+nbIQ8NuvRs+LFGGHVhrLz6JtbsQ30lhEytX395oLGhUlqftRN9ZJZltvpjeGHc7FPSgMB1c3qvOsLwTh6g4f/EdDUJiB0zkKrpkjaLlA8cng4GD0ej0VFdblObkUDg4O+Pv7S+JVGD16NE1NTaSnp5t9bHNgMqGQmpqKEEKS/ITS0lKCgoJQKnusx5XZOXPmDD4+PiZfEglw6hQUFylwcBIkjJdGAevULdTkZeI3YBDKc7oS2js5EzRoFO5BfS5bc0HG9Bj0OlpqKnH1ty3vXGdoDUE0V1lfCALAP8hYY8HdS3D4gIJbbxf8sRaRUqmkX79+5OfnS2JjTyFV+MHW8xRMNrNaQn6CrSCEoKCgoEe8CQCbtxon3uFjDEiR1H5uyMHF5/zVHAqFAq+w/gQNHk19SSHl6efXXJDpGVpqKrFzcumVYYdzMYYgYqnKOWl1IQiA/jGCt77U4OAo2PiDgr88dr7YDg8Pp6ysDNXlyjpaEcHBwVRVVaHVmv9/Zst5CiYVClKEHVQqFfX19QQG2k6Z2erqatRqNaGhoT2y/c2/t5We0IPVGC9FY1kR2uYmfCNjL/k+Jw9vQoePQ2lvb6y5UHORgKuMyWgNO9hSUnBXcQ/qg4Oru1WGIABGjRf88z3jhPn+uwrefKu9WHBzc8PX19em+j+4urri5uZG5cWSM3oQW85TMIlQkDI/obKyEi8vL0kaUPUU+fn59O3bF7seqIKkVsPe3cbfpchP0KlbqMnPOi/kcDGU9g74xwzFJzyGilPHqMnLRNhYBzxLQRj0tFRX2GQTqK5g7SEIgFnXG3j4WaNY+Ovj8M237Sex8PBwm0tq9Pf3l0QojBo1iubmZpvMUzCJUJAyP6Gqqgp/f3+zj9tTaLVaiouLeyzssHcvqFoU+AUZGDDQ/BeH2oIcXH0DcPHp+P9MoVDgHtSHkGHjaKmrovT4QbQt5s9stkSEEBj0egw6HXqtBoNOi0Gv79KFv6W2CjsHRxzcbKcWSXexd3LBJzya6rxMhLBOgbrkYT03LNIhhIIFCyAp6X/HRkhICFqtlqqOtKC0EqQSCracp2CShIKkpCTGjx8vSX5CZWUlgwYNMvu4PUVpaSnu7u491ib75y0CUDBmigFze5c1TQ00V5USOmJilz7v4OpGyNCx1ORnUZK6H9/+8bgH9kx4xpIw6PVomxvQNNajbW5Er1Wj06jRa9ToNRq44ASmwM7RETsHJ+wcjQ97Z1cc3T1xcve8oDdHDjtcGPegMOqLC2gsK8Yj2PQ1TXoahQKeelVHWQns/cWeOXMFBw9AdDTY2dkRGhpKcXGxzdxw+fv7c+TIETQajdk9zZMmTSIpKYkHH3zQrOP2NCaZ2ZOTkxk1apQpNtUpVCoVjY2NNrUssrS0lJCQnquA1NrkbKIE+Qm1Bdm4B4V1qyywQqnEt38czt5+VGUfR1VbiW//eJQSiNSewqDT0lJTSUttFZrGOrTNTSjt7XF098TB1R0nDx9cHf8nAJT2DsbJXaEAAUIYEHo9eo0anUaFXmsUFZrGWhpKC9GrVdg7u+Do5omzly8uvoHYOTjSUlVO4KAEqb++xaFQKvHuN4Ca/EzcAkKssvW5vT28/rGOP81TcCrVjqtmCg7uVxAYaEwATE1NZciQITYhElsr9FZWVvZYntfFGDVqFGvWrDHrmObAZEJh/vz5pthUp2jNT3BwuHys2xowGAyUl5czYMCAHtl+aSmcPG68EIyZYl6hoKqvQVVXTZ/oySbZnqtvAI4jJlCVlUZJ6j78Y4bh5OFlkm1LgU7VQnN1OS3V5ajqa3BwccPFxx/vfgNwdPPEzsm5cxdxB7B3dsHpAi/ptRo0jfVoGutoqiyl+vQp7J2dfw9XKBBC2MSEYUpc/YOpP5tPQ0khXmGRUpvTJVzc4P11Wu6cpSD/tJJrrhXs3qnA398fjUZDfX09Xl7Wew6di7+/P1VVVWYXCgkJCWRnZ1NfX99jXmEp6HaOQmvyRkKC+e9EbC0/obKyEnt7e7y9vXtk+1t/McYmY4bo8TXjbhNCUJufhWefCOwcTOcKtHd0InDQKNyDwig7cYi6ojyrSsoSBgNNFSWUnTjM2aN7aKmuwMU3kNCREwkdMQGfiFhc/YKwd3Yx6cRt5+CIi48/Xn2jCB6SSFjiVOwcnbFzdKLsxGFKju2jvrjAKpcF9hQKhQLv8Gjqz5626v3iF2isseDhLUg+rODmWwVgR2BgoGTlj3sCqfIUAgMD6dOnDykpKWYfuyfptlBITU3Fz8+vR/oRXI6KigqbEgplZWU92q+itX6CuVc7tNRUoFU14xkaYfJtn1tzobH0DOXpyRZfc0Gv1VB7JpezR3ZTW5iNs7c/YaOmEDR4FJ6h4Tg4u5rVHqW9A9qWJvwGDCIscSqeoRE0V5ZSdHgXVbnpcuLo7zh7++Ho5kldUZ7UpnSLiAGCt7/U4OAk+GmTgoceEQQFSdcnoSfw8/Ojvr5eksZXCQkJJCcnm33cnqTbQiE5OZmRI0ea3VXZ0tJCU1OTzeQntParCArqmaVpBgNs+71s84Tp5rvrFkJQW5CNV1j/Hs0jcPLwJmT4OJT2Dr/XXLC85WwGvc4oEJJ3o66rxnfAIEJHTsIrLBI7xwsFCcyDut7YmtfJ0welnT3uQX0IHjqGoCGjEXo9xSn7qMo5gU5tO4V5uoLRqxBDQ0mh1e+LkeME//pAA8DKDxWsXRdCXV0dLReq92yFtOYpSLGaY+TIkbJQ+CPJycmShR1sKT+hoaEBtVpNQMD5lQpNQVoaVFYocHYVDBttPo9CU0UxQq/HI7hvj4/VVnMhIoaKU6lU552yiJoLwmCgoaSQs8l7aKmpIHDgSIIGj8bVN8AicgGaq8pw9Q08zxYndy/8Y4YQOmI8Bp2e4qN7qMnPRK/VSGSp9Dh5eOHi40/dmYu0ZrQirp4n+PMLxjDKP/7uQEpKNGVlZRJbZTpa8xTMjexRuABSCYXa2lp8fHzMPm5PUVpaSkBAQI8UWYLWZZGQMMGACdMELokwGKgtzMGr3wAUZurDoVAocA/sQ8jwcajrqilNk7bmgqq+huKUJBpKCvGLiid4yBicvXwls+ePCCForizD1f/iniwHFzcC4oYRNCQRTVMDxcl7aCw/a1X5IKbEOzyaxvJitC3NUpvSbRY9oOfmu4ydWl95JZatW20nzOTj40NNTY3Zx01ISCArK4uGhgazj91TdOvq3dLSIlkiY21tbY8l/UlBT/er2NKanzDdfG2lm6vKUKDALaDnlnteDAcXN4KHjsXJy4eSY/vNPrEZ9Hqq805RfjIZj+C+hIwYb5E1CtQNtQihx9nz8uLFyd2LoEGj8IseQm1+FhUZKVbvgu8KDi5uuPoF0lBSILUp3UahgL+9rGPyLB0ajZK//jWakydto8W7l5cX9fX1GMzsVQwODiYkJMSmEhq7JRRSU1Px9vamX79+prKnQwghqKursxmhoFKpqK2t7bH8hKYmOLjv9/yEaeabLBtKCvEI6SfZ5KhQKvGNjCMgbhg1+VlUZh3HoOv5i6CqvoaSY/tQN9QSMmwcnn0iUCgss7Npc1UZLr5BnfL4uPoFEjJiAkp7e0pSknqld8EzNJzG8rNmOZ56Gjs7eHWljvgRehoaHJk5C2whAuHhYaww2tjYaPaxbS380K2rV2vYwdwTQVNTEwaDoe1AsHbKysrw9vbG2dm5R7a/c6dAo1EQ3NdAv/7muaCrG+rQNDXgHtTHLONdChefAEKHj8eg01CSapzAewIhBPXFBZSfTMY9KIzgIWNwcLXcLoxCiLZqjJ3FzsER/5ih+EUPoSY/i+qckxaRD2IunDy8cXBxp7H8rNSmmAQXV3hvnZaQPmqKztgz8xpBk5VHIRQKBV5eXtTW1pp9bFkonENaWpok/R1qa2vx9PREaaa4d0/T02GHn3+vxjh2qt5sZZsbSgpwD+rTocZP5sDO0YnA+ATcg/pSduIwdUWnTXoXLAwGqnNOUld0mqBBo/AKi7S4MMMf0TTVY9DpcPHu+sohV79AQoaNQ9PUQNmJwxa/NNWUeIaG01BiOw2VfP3hnS9q8fDUcOyoghtvFli7w8Tb21sSoTBixAhSU1PNPm5P0a2ZNisri7i4OFPZ0mFsKT9Br9dTUVHRo0Lhl1+MPyeYqX6CXquhqbIUj2DzhqQuh7HmQiRBgxNpLCui/GQyOhNMbHqNmrITh9E0NRAybBxOnt7dN9YMNFeW4eIT0O1EU3snZ4KGJGLn5ExJ6gE0jfUmstCycfULQugNqGptp/35gCEePPvsYRydBFt+VvDAQwJr1kFeXl7U1dWZfdzY2FhycnLMnh/RU3RbKMTExJjKlg5TV1dnM6VGKyoq2tb89gSFhZCTqUBpJxgz2TxnfGP5WaNr1kLd7k4eXoQMG4+doyMlKUm0VHe95oJO1UJp2kHsfp8s7Z16JnxkalrDDm6XWO3QGZR2dvjHDMUjpC+lxw/RUms73QgvhkKpxC2oD41lRVKbYjIUSiXDxznw9xcLUCgEn3yk4N+vWa9S8Pb2pq6uzuxen8jISLRaLUVFtnFsdFkoNDY2UlxcbHahIISwKY9CZWUlgYHnr2E3FVt+XxYZP8KAOVohCCFoLC0yS92E7qC0tzfWXIiMoyIrlerTna+5oG1povT4IVx8A/CPGWpVzYK0zY3oNWqcvU1X2bS1SqZv1EAqMlIssuiVqXEP6kNzdYVNhVxcfPwYM6qAx178vcbC0wrWrrVOsdB6A2bupYqOjo5ERkaSlZVl1nF7ii4LhezsbLy9vc1eQrk1kdFWGm70tOjZ/It5yzar62sw6LS4+gWaZbzu4h4YSsiwcajrayhJO4C2uWMZXFpVM2UnjuDqH4RPZJzF5yP8keaqMlx8/HtE3LgH9sFvwCAqTqXSYkNu+Qvh4OyKs5evzSQ1Aji6e6FpqueOpTpuvdeYpLDkT8akaGtDyoTGmJgYMjMzzT5uT9BlodAadjD3BbK+vh4PDw+bSGRsXebZU2EUvR52bG8t22weodBYVoRbQCgKpfXcXRtrLozBxcuPktT9NJZdermfTq0yigS/QHwiYq1OJABdXu3QUdwCQvCNiqci4xiqevMXvTEn7kFhNJYV2UxSo4OLG6BA29LMX/+lY9psHVqNgnnzISNDaus6T2s9BXMTExMjexSkyk9obGzE3d3d7OP2BD3tHTlyBOpqFLh7CeKH9/xFTBgMNFdXSFJgqbsolEp8ImMJiBtOTUEWlVlpF+wSaNDrqTiVgrOXj1V6EgC0zU1oW5px8emZcuGtuAeG4hMZS0VGClqV9VcxvBiuvoHoNRq0zbZRiU+hUODo5oGmsQ6lEl5ZoWPIKD31dQqumikoKZHaws7h7u4uSS0FWSggCwVT0NPLPH/abPQijJqopwf7MbWhqq9BaWeHo7v1hoVcfPx/r7mgpfjY/nY1F4QQVOeeRKFQ4hc1yCpFAvwedvD269EmXa14BPfFLSCEiowUDHorX2t3ERRKJS4+/jR3IynW0nB092xbveLsAu+s0RIWaaCoUMHM2QIJ5t0uIwuF7iMLBQnp6eqSW38xb9ihpbrcuNzOSifQVlprLniG9KPsxJG2mgv1Z/NR1dUQEDfcbL0reoLmqkv3djA1PpGx2Dk4Upl13Gbc83/ExTeAlupyqc0wGecKBQAfP/hwvRZvP0FaioIbbrKeGgvu7u40NzebfaliTEwM+fn5krS6NjVdutoJISQTCk1NTbi5Weayu85SW1vbY/kJdXWQfMj4uzkSGYUQNFdX4OJrHUmMl0OhUODZJ4KgwaNpLDtLybH91J3JIWDgCElbQncXraoZTXODWf9PCoUS/9hhaJsbqCs6bbZxzYmLTwCaxgab6X3h6OaJpqmhnbDrGyl4Z40aJ2fBL1sU3HufddRYcHFxQaFQ0Nxs3vBXnz59cHJy4vRp6z/muyQUKisrqa2tJTo62tT2XBKNRoNGo7EJj0JPL/Pctk2g1yvoG2Ug1AwrFbXNjRi0GovqjGgKnDyMjZB0qiZAgV5j3RNBS1U5zl6+2Jm5YqadgyMBscOpLzqN2gYLMtk5OOLk6WUzS0KNNVDEeZ1Xh46CVz7SoFQKPl+l4KWXLV8pKBQK3NzczB5+UCqVREdH20T4oUtCIScnh5CQELNP2I2NjTg5OeHgYBllgbtDTycy/rTF+HPsVPN0i2ypLsfZ28+qagl0lNozOTh5+uDTfyCVWWlUn85AGMzXhdOU9PRqh0vh6O6JZ59IqrKP22RfCBefwG4V77IkFAql0atwAVE3/RrBEy8bE32fe1bBl19avlhwd3enSYLmFQMGDCA7O9vs45qaLgmFs2fP0qeP+Zv92Fp+Qk8t8xQCfv29bPNEM+UnNFdX4Orbs1n0UtBcXUFzVTl+AwbhEdSHkGHjUTfUUpJ2EG2zFWV0YVzWqW6sk0woAHiF9QeFgrozuZLZ0FO4+gbQUltlM0mbxjyFC5c/vu1uAwseMIqFu++G37ZZtliQwqMAxvBDcXGx2cc1NV2apUpKSggNDTW1LZfF1vITeirskJMDZwoU2DsIRo3v+RNYr1Gjaazv8eV25sag01GdexKfyFjsnVwAcHBxJXjIGFy8/ShJPUCDFa2fb/5/9s47PJKC/OOf2Z5N771ecpfrvVeagAIi0qQICkeRKioKChwIP1BBpYgiSJGmIJ2rcHDH9d7Tk0vvdbPJ9pnfH3sJ1y9ld2d3M5/nyXMhJDvvJrsz33nL921rQh8ehVqrky0GQaUiLm8CpvrKoNsJoQkJRaM3YO1slzsUj+DuUzj13+jnj7g45xInDofAZT+Egwd9GNwgkWvyISUlhYZAmyc9CUMWCsnJvp+VD6aMgjeFwsrV7gvXpFkiRh/8unrbW9CHRwZ0k9/JMNUdRmMwEpZwbPZMUKmIznJ7LnRWldJafHLPBX/D19MOp0IXGkF4ciYdlYFfuz0aQRAwxiTQGyTTD+6MQvcphbBKBU/8zcmkWS66uwTOv1DCX2+e5RIKycnJilDwNb29vRiNRp8f19P0OTJ6TSgc6U+Yu8Q3ZQdrZxuGaN9aeXsbl92Gqb6K6MxTu4/2ey64nNTv3ezXDoQuuw1bdyfGGPmFAkBEWjZ2c1fQLY8yRMdhDZLn1NfQ6LScuravN8BzbznIGCVSXytw/nclfLxWYUAYjUasVqvPRyRHtFCor6+XRShYrVZCQkJ8flxP09vbi9Pp9MrGSLsdNqx3f+6r/gR7Txf6sODY5tlHV005hqjYM66MdnsuTCMiOZPmQ7voqin3y1JEb3sz+rBIv9luqdZoiUjLobOyxC9/X0NFHxaJy24NiiVRgqBCGxp+ximVyGi3x0J0nMTBfQI/+KGEw88SbHq9O9tptfp2amlECwU5ehQkScJms/X/wQOZrq4uIiIiUHthQmDrVugxC0TFSoye4IP+BKcDp9US0G6Mx+Ow9GJuriMqc2Djv/2eCxNnYW6up+ngDr+bp5dz2uFUhCdn4HLY6G1rkjsUj6HSaNAYjKet7QcSutAIHD1nThGkZko8/44NQ4jE2i8Ebr7FvzwWVCoVer3e50IhJSWF7u5uWcoeniRgSg82mw1JkjAY/OOOaDhYLBavlVCWr3S/O2ctduEL80C72YRab5C1Qc7TmOoOY4xNQjfIBg99WATJU+aiMYTQsHczvW3+Uat2OexYu9r9Tiio1Goi00f5bRZmqOjCIoLGK0KjDxmw6B0/FZ582e2x8O/XBZY95l8jsAaDwecuiTExMeh0uoDPKgz6UmK322ltbZVFKGi1Wq/chfsaq9XqtczImiNjkfN9tFbabjahCw2ebILLYaenpZ6I1Mwh/bxKrSEubyIxOfm0lh7wC88FS3sLOmM4GoP/le1C41Nw2W1Yu4JjUgBOtD8OZNQ6PS7HwC+uS86XuP8pd93hsWUqXn3NfwSgwWDweUZBEASSkpJGnlBobGxEEAQSEnxr1Wu1WoMimwDeey6trbBvj/tzXzUy2s0m9EFUdjA31aELixy2+AmNTyF5ylxs3V007NuKXUbPBX+ZdjgZKrWasKQ0uhuq5Q7FY+hPYVQUiKh1+kH3W1z1E5Eb7nKLhVtvgTVf+IdYkKP0AMHRpzBoodDQ0EBiYiIaX6wjPApv3oX7Gm8JhTVfSEiSwKixLuKTPP7wJ8Xe0xU0/QmSJGFuqiU8yTOe11qDkaSJswiJjqdx31a6G2t8nmIXnU4sna1+V3Y4mvDEdCwdLTiDoAEQ3BkFl92Ky2GXO5Rh0ycUBvu6vft3Lr7zAydOp8APfwj79skvFuTIKEBweCkMSSgkJfnoKnQUwZRRsNlsXnkuK1a534xzfJRNEPsbGYNj4sFm6kB0Ojx6UXV7LowmfuxUuqrLaC3eh8uHnguWjha0IaFoQ/zXqExjCMEQGUNPc53coXgElUbrbmg8hathIKHR6ZFEF5JrcOUzlQp+/7yTqXNdmLsFLvgu1NZ6KcgBIkePArgzCoHuzjhoodDZ2UlMjO8X/wSTUPDGc5EkWPuFe95/wTm+Ue82swm1LngaGfsmA7yxQjokKpbkqfORRBcNPvRc8Mdph5MRGp8cVNMPwdKnIKg1CCrVkMY9dXr4678dZI0Waax3GzJ1yaid5MooREdH0yXnE/cAgz4jdnd3y+KO6K27cF/jcrlwOBweL6McOgSNDQJ6g8TU2b7yTzAFVdnBva/Ce703aq2O+LHTiEjJovnQLjq93O0vupxYOloCQigE45rmYJh8EAQBtVY/5K2pEVHwt//YiUkQKTgocOllEnaZKjJy9SiEhYXR7Y8uVINg0ELBbDZ7xSjoTNjtdnS6wL9ztVqtCILgcaHQZ9s8Za6Irzx1nJZev05pD4b+NdlR3s2WCYJAREomSRNn0dPS4FXPBUtHK2qdAa0vfLyHSTCuaXZae+UOwyMMdvLheFLS4fl37BiMEuu+EvjpzfJ4LOh0OuwyqJTw8PCR56PQ3d0ti1BwOp0+b6D0Bn2mUaeyBR4qfbbN83y0VhrctsDBst+hb022oPLN+K0uLILkyXPQGIxHPBc8n3Z3Tzskefy15i2CaU3zUKYF/BX3cxneBXbcZPjjv+yo1BJvvynwu4d9rxQ0Gg2SJOEaZL/FcAkPDx95GQW5Sg9Op1PxUDgFFgts3uj+fL6P+hMAXI4gEgodrT5fk+32XJhATM5YWksP0lZegOihk5gkigFTduijb02z5GM/fm+g1uoRnY7geC4eEj0Lz5V44I/uRt7/e1zg5Vd8Kxb6bjR9LRSU0oMPCZaMgjcaGb/5RsJmFYhLEskZ7UOhECQZBUkSsfeY0IdHyXL80PhkkqfMxd5jonG/ZzwXLJ2tqDQ6dKG+f68OFU1IKCq1CntvYJ9UAdRHyqTDSdn7C2qdHucQexSO5/Ifi/z0XrdYuP02WLnKd+ervhtNp9Pps2PCCC49yJFRcLlcilA4BStXu/+dc5aIr7LMkiThstuDQig4ensAAY2M/RZag5GkCbMIiUnwiOdCb1sTobGJAVN2AHf/hi5IzIoEQYVaqwuK8oO7mdFzz+POB11ceLkTl0vgiitgzx7fiAVBENBoND4XCkpGwUdIkqRkFE7D6iNCwVe2zQCiww5IaIJAKNjNJnRh4bJfVAWViujMvCOeC+W0Fu8dkmmPJIpY2psDquzQR7CMFULw9Cm4mxk91wQoCPDos06mL3DRYxa48LtQ7SNjTjmEwojNKPhaKPTVlIJBKHh6zLO+HooKBARBYs5i3wkFl92GSq3xWfOfN7H3+Ne+CrfnwjwkUaJh7xasXYPzXLB2tSOo1OjCA88IK1gyChBkQsHDz0Org7+84SA7X6Sp0e2x0Nnp0UOcFDmFQiAvPhtSRsHXpYe+P2ywCAVPjnmuOjIWOWayiJcn+44hmBoZ7T3dfiUUoM9zYSoRqVk0F+yis7oMSRqYEOw3jgqgskMfutAI7L3dAX1S7SNohIJWh+RyerwxMzwCXvyPnbhEkaICgUsulfC2caJarZal9CCKIhaLxafH9SQBkVFwOp2oVCpUvtib7GUkSfLo8+jzT5jnw7IDBE8jIxx5Lr4ynxgE/Z4Lk2bR09pI08GdOG2nP9m4jaMCs+wAoNbrQZIQfWhz7S08XduXjSPnq4EK1cGQlAovvGvHGCaxYb3ADT/xrseCVquVJaMABHSfwqCvWHJYKQdLfwKAKIoeEwqiCF996b5r9GV/AgSPUHA3Zfr3c9GFuj0XtCFn9lywHbGG1kdE+yo8j6JSaxDUmqC4wKp1epxBMPUgcCQz5aUr+JiJ8Kd/2VFrJP77rsADv/WeUpAjo6DT6VCpVCMroyCKos/9DDx5cZUbSZI8lhLeswfa2wSMYRITZ/h4K6HoQlAHvniTXC4k0eXXQgHcF9DY3AnEjBp/Ws+F3rYmjDEJAVl26CNYUvaCWjPoZUp+yZHXkjfLQfPOlvjtM+4s0h+eFPj7P7xzLJVKJUtZS6VSIR4p3dx4440IgnDCR1lZmc/jGiiDvvq6XK6guWjLgSeFwoqV7hf89PkutFqPPOTAET33POTEZbeBoEIVIKInNC6JlCnzcPR0uz0Xer5NZ0qSFDBLoE5HsIwVCoLgtbtwX9L/Pvfyc/nBNSJLf+kWC3fdCZ8v9/zxBEGQXSgAXHDBBTQ0NBzzkZ2dPejH9ZUldUBkFDx5cZUbT2ZHVq1x/zv/bN+7v0mShM9MG7yIy2lHrdUF1OtLYwghceJMjDEJNO7fRndDNZIkYe/uQhJdGCJ9v93Vk6i1OlxOmTYHeRKZLkoexwcZhT5uv9/F965yeyxcdRXs3OnZY/qLUNDr9SQlJR3zoVarWb9+PbNmzUKv15OcnMxvfvObY0olS5Ys4c477+S+++4jLi6O8847D4BDhw7xve99j4iICMLDw1m4cCHl5eX9P/faa68xduxYDAYD+fn5vPjii4OKf9C3UXKUAYJJKHjquXR3w46t7s/nnSXHyUhCEIIgsyRJCKrAe20JgoqozDwMUbG0luzH0tmGRqcnJCbBK2uyfYmgUgXJnXiwPA8BELzSzHjiseCRvzhpbhDY8Y2amTNh2zaYNcvrh/YqarX6GKFwMurq6vjud7/LjTfeyL///W+KiopYunQpBoOBZcuW9X/fG2+8we23386mTZuQJIm6ujoWLVrEkiVL+Oqrr4iIiGDTpk39AuPll1/mkUce4YUXXmDq1Kns2bOHpUuXEhoayg033DCg+IckFILloi0HnhIKX38t4XAIpGSKpGf7/mQULOLNfXcRuM/DEBlD8pR5NBfuxdLeTFhSBqKPm7U8TU9LAxp9COFJGXKHMixs3R3Ye0wB//dwI+HoMaPWeH+Dr1qAp19xsni0ewx/9mwoLnYwhMz8CdTV1dHV1UVWVtbwH2wQ9PT0UFZWRn5+PgCff/75MTYDF154IaNHjyY9PZ0XXngBQRDIz8+nvr6eX//61zz88MP9N+i5ubn88Y9/7P/ZBx98kMjISP7zn/+gPVKDHj16dP////3vf88zzzzDZZddBkB2djYFBQW89NJL3hMKwXBxCAZW9Nk2+3Bb5AkE/s1SUGDtbMPR2w0qFebGasyNPrK58yJOm4WabWvlDsMjBMvzaCna47NjFRTEAAv7//vgwRUUFnrmsc1mMytWrPDMgw2C6OhvJ5HOOuss/v73v/f/d2hoKHfccQdz58495ho7f/58zGYztbW1ZGS4hfOMGTOOedy9e/eycOHCfpFwNC0tLdTU1HDTTTexdOnS/q87nU4iIwduyDZooXB8rcUXyFVX8gaCIHjk9/dFX3+Cj8ci+wiqRq0AfR6iy0l7RRGW9mbi8ibgtFnpbWsiYew0uUMbFm1lB9Eaw4hIyZI7lGHR296Mqb6SpAkBnjfHLXaSp8xDow/x+rEqywSe/KP7OLPniqz7yoVa/V2PPPaePXuIiIhg1KhRHnm8gWI0GomNje3/79DQUHJzc4/5npNlafuue0d/PTT02J00ISGn/pv0XWtefvllZs+efcz/G0yvYUAIhWDCE+M5hw9DRZmASi0xa5FMF7kgEW+CSo0oBt4Im91soqVkP2qtjuQpc9HoQ3DarHRUFiNJImqt91PE3kKSJFQaLaoA904RVCoElSrgn0ff+9wXf5O2ZrjzWh3dnSqmz5T46ksVBoPnem76FkOd7O7bmwxkCGDcuHF88MEHxwiGzZs3Ex4eTmpq6il/btKkSbzxxhs4HI4TnldiYiKpqalUVFRw7bXXDjn+Qf8FlIzC8PDEc1l1ZDXrhOkiYTJtEXa/kAP/b6LW6RAddp80ankCSZIw1VfReGA7ofHJJE6Y2X+Xp9Eb0IVFnNaQKRDwdwOsARMkfTyc5K7WG1h64K5rtTRUq8jKkVi5XMBo9OohfcZAhgB+9rOfUVNTw1133UVRURGffPIJjzzyCPfdd99pf/bOO+/EZDJx9dVXs3PnTkpLS3nzzTcpLi4GYNmyZTz55JM8++yzlJSUcODAAV577TX+/Oc/Dzh+RSj4GE+UHlYeKTv42rb5GASVx73f5UCtdV+QXD6aRx4OLoedlsI9mOorSRg/naj0USecvENjk4JDKGgDXyi4xWfgC4X+c68XhYLTCfffoqFwr5roGIk1qwTi4z1/HLmasAciFFJTU1mxYgXbt29n8uTJ3Hbbbdx000387ne/O+3PxcbG8tVXX2E2m1m8eDHTp0/n5Zdf7s8u3Hzzzbzyyiu8/vrrTJw4kcWLF/P6668Pyrdh0HkktVqNw+FbH3a1Wt2/QTLQGW7pwemE9V+7P5fDP6EPtUaL09Ij2/E9hTs1rMVlt6Hxw30PfVg622grOYA+IorkKfNQa06eOg2JTaCjqgSX03HK7/FnJEk6snAscEsnfYgOR0CXgPrpzyh4Z+xWkuCp32jYuEaD3iDx+WeQl+eVQ+FyuWTxATr6uK+//vopv3fx4sVs3779lP9/3bp1J/36pEmTWL169Sl/7pprruGaa64ZULwnY9BCISwsjJ4e314g+laDBsNI3nCzI9u3g6lLICJKYuxk+bIswWKzC0eei5968kuiSGd1Gd0N1URnjyEsMe207wGtwYjOGO4elUw4dV3TXxGdDpCkoCg9BEsJpb8s56Vz7+svqPngDQ2CIPHWWzBvnjczF77fG9Tb24skST7fuuxJhiQUzGazN2I5JX1KTA5XSE8z3KUky1e65/5nLnIh569CrdPjDBKhoNGH4LT0yh3GCTisvbQW70cSXSRNnoPOOLATjTE2kd7WpoAUCk5rr7tpLkAstU+H024b8N/Mn5GONPt6w8hr5YcqnnvMnfl6+s9w+Q+9eyPodDp9fg3pu16OKKEQHh7u83WZfQpQjj+yp9Hr9diGsXR9tYy2zUfTt0I3GLI8urAI7D0mucM4hp6WBtrKCwhLSCE6azSCauCve2NsIp015YhOZ8B13NvNJnRhEXKH4RHcJZTYM3+jn+Oy21B5weZ852aBR+5yi4Q775a4717vn0fkyCh0d3ej0+nQBXA5bdASMSwszOdCQa1WIwiCz9eDegODwYDVah3Sz3Z0wJ6d7s9lbWTEnVFAEhFdgf830YVFYDf7h1AQXU5aSw/QXlFIXN5EYnLGDkokAGiNoWhDjFg6WrwUpfewBZNQCJLSgzeeR0WJwM9/rMNhF/j+DySe/YtvbjbkEgqBnE2AIQiF8PBwn5ce4Ns+hUBnOELhyy8lRFEga7RIYoqHAxskglqNoFIHRZ+CLjQCh6VHdtFjM5to2LsFp9VC8pR5GGMThvxYxtjEgJx+sPeY0IUqQsGfcNltaDz4PFqb4GdXaTF3CcycI/Hu2wK+Wk/icrl8LhTMZjPh4TLNsXuIIQkFX2cUQBEKAMtXuf+ds0T+sURBEIKmoVGjN6DW6o5Z2exLJEnCVFdJ04HthCWkHPFGGN4EhjE2EUtHK2IATQtJogtHrxl92MCtZf0V0eVCcjmDRih4aly11wx3/EhHU62KnFyJFZ8JnMZY0KOIoiiLUOju7g54oTCkZkZFKAwdg8EwpB4FSYIvv3B/Pv9s/zj5B4tQANBHRGPtbMMQEX3mb/YgLruN1rKDOHrNJIyf7rHja41hqHV6rJ2tGGMTPfKY3sZq6kCt1aH24zHVgeKy20AQUAXgiOrxuHsthi8UnE741c1aSg6oiI1zeyXExXkgwAHSN2KvlB4Gj1J68DF6vX5IGYXiYqirEdDqJKbP9Q/zqb6GxmAgJCYeS7tva/qWzlbq925GpdKQMmWeR0WKIAgYYxPpaQ2c8oOlvcW9JjvAm2PhyMVVqw+O5+KBEookwRP3a9i8Vo0hxO2V4ON1C/3XD6X0MHgCopkRgkcoGAwGHA7HoA2kVq52i4NJs0RC/MTWVK3X47IPrYzib4REx2Pv6cZp8/7zkUSRjspiWgr3EpWZR9yYSV6583SXH1oCwkFTkiR625sxxnjBjk8GXDZrUJQdwDNC4ZW/qvn4TbdXwjvvwJw5vhdQfVNzvhZvSkbBhwx3rNBf0OvddxmDzSqsPNKfIPdY5NHojOGy1fU9jVqrQx8R6fVJAYell8YD27B0tpE8eQ7hZzBQGg66sAhUGg2WzjavPL4ncfSaER0ODJExcofiEew93ehCA/suso/hCoXP31fx4v+5hfBfnoUfXCpPlsVms6HX+168jdiMgsnk+1Gy4TQB+hOCIAxa9NhssPEb9+dyj0UeTd9YYbDs4QiJTvDqpIC5uZ6GfZvRh0eRPGk2Wi+b8fSVHwJh+qG3vRlDVOygR0H9lWDxg5AkEZfDPmShsH2DwKP3uEXCvfdJ3HOXfKUYq9WKweD7/pcRmVGIj4+npcX389lDre37I4N9Lps2gaVXIDpeZPR4/7koa42hgBQUOx8AQuOTsHa1e7z8IDqdtJYcoONwEXGjJw3JG2GoGGMTsbQ3+3X5QZIkeprrCI1PljsUjyBJEvaerqAY8+xbljaUqYfyIoH7btThdAhcdrnEM3+St1/DarXKklFobm4m3hsbrnzIoIVCcnIyDQ0N3ojltAx1WsAfCQkJGZRQWHFkrfTsxaI3F7gNGkFQoTWGY/MTs6LhotGHEBIVi7mp1mOPaTN30bBvC0671e2NEDN0b4ShoA+PQlCpsJo6fHrcwWDtakd0uXz+u/EWTpsF0eVCFxrYd5HgbspUabSDtm9ubnR7JfSYBObMk3j7Td95JZwKuTIKDQ0NJCcHtggeklAwmUz09vrWGz9YSg8w+IzCGj+xbT4Z/mh/PBzCktIxN9UO+w78W2+EHYQlppI4foYs2ykFQcAYk0Bva6PPjz1QuhuqCUtI9couATmwm01ojWFBUUYZSn9CjxnuvFpHc72K3NESyz8TkOH6fAKKUBg6g35nxsbGotVqfZ5V6Lu4BkM9fDCip6kJDuxzpxHm+YHR0vH4k/2xJwiJjkdQqYZV13fZbTQX7MLUUE3ihBlEpuXIOiZnjE2kt73ZL987Dmsvlo4WwpPT5Q7FY9jNJvRBUHaAwQsFhwN+8RMtpYdUxMW7vRJi/KQ/1WazKUJhiAxaKKhUKpKSkqivr/dGPKfEYDAgiiIOh8Onx/UGgymjrPnCfXLPm+DCHyfH9KHujII/XoSGgiAIhCdn0lV3eEjPydJxxBtBoyVlylz04VGeD3KQ6CPd/gw2Pyw/mOoqMcYmotH7yJ7PB9h7gqOREQYnFCQJHv+lhm3r1IQYJVYsh+xsLwc4COTIKNjtdlpaWkhJkdlzf5gMKdcnR5+CRqNBrVYHRfkhNDR0wF4Uff0Jc/0wmwBuB0BJlPxyTfNQCU9KQ3Q46G0d+GtcEkU6DhfTUrSX6MzRxI32jjfCUBAElbv84GfTDw5LDz3NdUSl58odiseQJCloJh7A/TfSGgZm3PLSM2o+fUeDSiXxn//AzJl+1FCFPM2MTU1NCIJAYmJguKOeiiEJhZSUFJ8LBUEQgqZPISoqCovFgv1IR/GpkCRY+4X7zbbgHP+8YxdUKnShYdh7uuQOxWMIKjVRGbl0VpcNqFfBYelxeyN0tZE8eS5hial+58jnHpP0r/JDZ1UZofEpR6ZnggOXzYrocgaNh8JARc8n76p46Q9uYfzc83DJxf71+nc6nTidTp9nFBoaGoiPj/e5G6SnCZiMAgRPQ6NWqyU0NJTOzs7Tft/+/dDSLGAIkZg80z8zCuDurLeaOuUOw6OEJqQgCCq6m2pO+31ub4Qt6MOjSZ40x28veobIGCSXE7vZPwSdzdyFpaOFyHQf+/h6GaupA50xPCgaGUWnA6e194xjnlvXCfz+PrdI+MWvJO74mX+JBHBnE1QqFTqdzqfHDYb+BBiGUPB1jwK4U/Y9PcExsx8ZGXlGodBn2zxtvog/u8GGRLv3JPjT3epwEQSBqMzRdNVU4HKcmPlxeyPsP+KNMJmYnHy/7toXVCpCYhLo9YPdD5Ik0XG4mPDkDFkmQbyJe1+FHzYTDQF7TzdqneG0PQrFB+EXP9HhcgpccZXEH5/yP5EAbnfE0NBQn2f66uvrR65QkKP0AG5XSDnso71BVFTUmYXCEdvmeWf5x7bIU2GIjEF0OnAEiZ1zHyEx8ejDIuk4XHTM123dXTTs24zLbiN56vyA2U9gjHO7NMot6MyNNThtFiLTcmSNw9NIooil073YKhg4U9mhqR7u/JGOXrPA/IUSb74hv1fCqejp6SE01PfZvoaGhoBvZIQAKz0Ek1CIjIykq+vUaeDeXti6yf35/LP9+05dUKkIiY6jt71Z7lA8iiAIxIwah6W9pb++31V7mKaDOwhLTCNh/Aw0/pzqOY6QqFhcDrusgs5h7aWjsoTY3AmoArxuezxWUzsqtSZo+hNs5q5TCgVzN9zxIx2tjSpG50t89omADKaHA8ZsNstiozyiSw/p6elUVVX5/M6kr/Qg9x2RJ4iKiqK3t/eUDY3r1knY7QKJqSKZo/z/+cqxptkXaPQGonPyaSs/RNPBHZibavzCG2EoCCo1ITHx9Mg0/SBJEm1lhwhNSCEkKlaWGLxJMK3JhlP7QTgccN+NWsoLVCQkur0Soj23Id0ryCUUqqqqSE8PfI+QIQmF3NxczGYzjY2+dXsLDQ3F5XIFRUOjTqfDaDSesvywYrX739lL/Mu2+VT4ck2zr1FptEcauywkTfIPb4Sh0rckSg6x3d1QjdPaS3TmaJ8f29sE25ps0el0NzIel1GQJHj0Xg07vlFjDHV7JWRmyhTkIOjp6ZFFKJSUlDBmzBifH9fTDEkohISEkJGRQUlJiafjOS1qtRqj0Rg05YfT9Sn02TYvONu/+xP6cK9pjgqqrIIkirQfLqK1ZD/RWWMACfMZpiD8nZDoOFw2Cw4fL/KydLbRWVV6xF8iuEoOEIxrsk2odfoTGhn//kc1y9/ToFZLvPceTJ/u/3cxTqcTi8Xi8x4Fi8VCdXU1o0cHvjAecuvJ6NGjfS4UYGT0KdTUQGmRgEolMXuR/5cd+giJjsfSERx9Cg5LD437t2Hr6iB58lwiUjKJHzuNrpqKgO7FUKk1GKLifLr7wWHppbV4HzE5YzFE+HmOeohYRsCa7A/fVvHy0+4xyBf+Bt/7rv+LBHBnEzQajc/NlsrLyzEajSO3RwHkEwrBNCJ5qozCqiNjkWOnikRE+Tam4WCMScDS2Y7ocsodypCRJAlzcx0Ne7egj4wmadJstCHuOxF9WASxeRNoLTmAozdwxWrokekHXyA6nbQU7iY0IYWwxFSfHFMOettbgmb7JYDNbDrGP2HTWoEnfuEWCb9+QOK2WwNDJMC3ZQdf946UlpYyevTooOhZCTihEEwZhVM1NPb5J/irbfOp0BpD0egNWDpa5Q5lSLi9EQ7QUVlCfP5kYrJP9EYIjUsiIjmD5sLdAduPERKdgMPS4/XygySKtBTvQ603EJ0V+OnXU+G0WbGbTUHjnwB9+yoiASjaD7+6SYfoErj6GoknnwisC59cjYwlJSVBUXaAABUKA92T4O+crKHR5YKv1rrfiP64VvpMhMYn09NcJ3cYg8bW3UnDvs2ITjspU+YREn3qk35kRi76iBiaDu3EZR/Yci9/QqXREBIV59WsQp9IEJ0O4sdMQRD8dMDeA/Q012GIikWt9a3rn7cQnU6clh70YRE01MKd1+iw9AgsXCzxxmtCQDRXH013d7ciFIbJsIRCeXk5Tqdv08xnGisMNI7vU9i1C7o6BEIjJCZMC5z+hD7CEtOwdLbhtFnkDmVAuL0RKo54I6STMG76GbflCYJAbO549GERNB3cgTMAxULf9IM36BMJTpuFhPHTg7J5sQ9JkjA31RGelCZ3KB6jr5Gx16Lnjqt1tDWpyB8n8enHAj52QPYInZ2dREZG+vy4ilAAMo/MxFRVVXksmIFwprHCQCM6Opr29vb+/16+0p1FmLHARSCeXzV6AyFRcZib/D+r4LTbaD60C3NTLYkTZhGZlj3geqIgCMTmTUQXHknTge04rYEhjPoIiTkyzurhuEWXk5aiPbjsVhLHz0DtJxs0vYW1qw1RdJ02AxVo2Lq7EPSR3HuDlsPFKhKT3V4JUVFyRzZ4HA4HZrOZKBmCV4QC7rXPo0aNkqX8MJA9CYFCQkICLS0tuFzuMcjVa46UHc4KvLJDH2GJaZib6vzaGMvS3kLDnk2odTqSJ89DHz74Ow53ZmECIdFxNOzfitXU4YVIvYNaq8MQGePRrILTZqHpwHZEl8stEoIkFX86zI21hCWk+vWej8HS297CX/88jt2b1ISGSaxcDoHqGdTV1YXBYPD51sjOzk6am5vJy8vz6XG9xbBe3XL1KURFRZ3W/jiQiIiIQKfT0draiskEO7e5vz7vLP+9yJ6JkJg4QPJLTwVJFGmvKKKlZB/R2fnDnusXBIGYnLFEpY+i+dAuuptqPRitd/Fk+cFq6qBh31Z0YZEkjp+BKsgzCeBuYuxtbyYsMXjKDi6Hndf+kcSXyyNRqyXefx+mTg2wpoSj6OrqkiWbUFpaSnx8PNH+blk5QIaV3M7Pz+fQoUOeimXAREVF+bzk4S0EQSApKYnGxkYqKhJwuQTSskVSMwNXKAiCivCkdLobqjDG+s/ImKO3h5aSfQgIJE+e2z/26AnCkzPQhoTSUrwPR0830Vlj/P4u0xiTQHtFIU67bcg7K/pq9B2Hi4jOGk14coaHo/RfzI01hETFoQ0xyh2Kx/jPP628/747Xf73f8CFFwSuSAD5+hMKCgqCwpGxj2GdyaZOncru3bs9FcuACbaGxj6hsGKVWxzM8fNtkQMhLCkdW3cndj/YKNl3MWvYt4WQyNhjvBE8iSEqlqTJc9x31/u3Yu8xefwYnkSt06MPj8IyxKyCy26jpWgvndWlJIydOqJEgiS66G6qJTwleJ7zhi8F/vyYu9fiwd9JLL05sEUCuIWCHBmFXbt2MW3aNJ8f11sMSyhMnz6dAwcO+PyCrdPpCAkJCZryQ2xsLE6nk9VH/BMCuT+hD7VWhzEume6GalnjEJ0OWkv201FVQnz+FKKzvXunrzUYSZ40B2N0PI37t9FZXYYk+u/f0xibOOglUZIk0dPSQP2eTQgqFSlT52MIwiVPp6OnpRG1RoshMjied8E+uP8mHaIocOVVNh5/LPBFgpyNjLt27WL69Ok+P663GNYZc9SoURgMBg4ePOipeAbM6fYkBBpqtRq7PZ2aKjUarcSsBYFbdjiaiJRMelrqcTnkyfzYujup37sF0ek44o0Q55PjCioVUZl5JE6cTW9bEw37t2Izdfrk2IPFGJuIzdQx4L+Rw9pLa/Fe2g8XETNqHPFjJo+IpsWjkSQJU30l4SmZQeG6V18tcNc1Oqy9AlOmtvLvN3QB55VwMkwmE3q93ueNjC6Xi7179ypCof+HVSqmTZvGrl27PBXPgAkmoQBw8JC7IWrCDBGj771BvIIuNBxDZCxdNRU+Pe7R3ggRyRkD8kbwBvqwCJInz8UYk0DToZ00F+7B7mfWzxq9AV1YBL1tp99f4bLbaK8opGHPJgS1hpSp8wmNS/JRlP5Fb1sTotNBaHyK3KEMG1Mn/OxqLe3NKnLzLLzwfAN6fRCoBOQrOxQVFQHuHr5gYdg52OnTp8siFPr8B/x5BG8wbN7qbriZszA4+i76iMrMw9xU4zOfAafNSvOhnZib6kicOIuI1CxZ7/oElYqojFxSpy9EozfQuG8LraUH/Mp34XTTD6LTQWd1GXW7NuC0WUiaNIe4vIkjLovQhySKdFaVEpk+CpU6sBdA2W1w74+1VJWqSEqRWPbIdnJz/af5eLi0tbXJMnWwa9cupkyZgjrAXx9HE7BCISYmBrvdHhQLohwO2PiN+08xfZr/jRQOB11oOMbYRDpryrx+rN72Zhr2bkatN5A8eS76MN93O58KtU5PTM5YkqfORxIl6nZvoKVoL9auDtnFrjE2EWtXGy6no/9rDksP7RWF1O5Yj7WrnYTx00kYOw1daLiMkcqP+Yg9eaAvuBJF+N2dGvZsURMWIfG/97qJjOwmLs435TlvI0kSbW1txMf73ggr2PoTYJjjkeAWCvv378fhcKDV+m52Wq1WEx0dTWtrqyw+3p5k61YwdwtERDlJS6wBgkfVg3s3QsOeTdhTsrxyoZFEFx2VJZib64jJGUdYgv+mhLUGI/FjJuG05tHdUE1L4W7UOj1hiWkY45LQ6H1bT+2LSWcMo6elAZVag7mpFlt3J8bYJBInzEAfHuXzmPwR0eWiq7qc6Jz8gN9d8dzjar74WINGI/HhBxAX14BWmxA0d8Hd3d24XC5ZSg+7d+/m5ptv9vlxvcmwhUJubi56vZ5Dhw4xZcoUD4Q0cOLi4mhrayMrK8unx/U0y1dKgMCshU5sJveaZpU6AP2bT4HWYCQsMY3OqlISxnl2ZMjRa6alZD+CIJA8eV7AzLRrDCFEZ48hMiOX3rYmzM11dFSWoAsNIyQmgZCYeHShEV4vmzisvVjaWxCdTjoqCtEawwhLSCU+f8qILS+ciu6GKtR6PcbYRLlDGRb/fU3FG8+7b+r++TKcd67A+vWNZGdnyxyZ52htbSUmJgaVj71MXC4Xe/bsUTIKx3N0Q6McQqGqqgpJkgK6+3jNGve/889TodEbsHa2BfzJ6Hgi03Ko27UBq6kDQ8Tw64aSJLkvrhVFhCdnEJWR6/cGRydDpVYTlpBCWEIKLocdS0crlvYWTPWVqFRqdGGR6MIi3B+hEcPKOIhOB3azCVuPCbvZ/eG0WTBExGCMT8JUW0nSxNlBvcRpqLgcdrpqDxOfPyWgzzXrVgv88TdukfDwMpGf3KjCYrHQ1dVFYmLwnHNaW1tlKaOUlJQgimJQNTKCB4QCfNuncNNNN3ni4QZMdHR0f59CoJYfWlth7xHPqnlniWgtCfS2twSdUFDr9ESkZtFZWULixFnDOtmKTgdtZQVYTe3Ej51CSFRw1FXVWl2/aJBEEVt3F/aeLuxmEz2tjTgtPag0WtQ6/bcfWj0qjRZBJYAggARIEqLLictuO/bDYUOtM/QLj7CEFPThUf12y5b2FiwdLYTGJ8v7i/BDTLWH0YdHEhLAfhEHd8MDS91eCTf8RGLZw25h3dTURHR0NHq97yeDvEFff0Jubq7Pj913w6wJMrHtkWczc+ZMnn76aU881KAIhj6FL76UkCSB7HyRhCSwdsXTUrQXSRQD8g75dESkZNHdWIOlowVjzND6MKymDlpL9qM1hpEyZZ4sY4++QFCpMERGY4j8NvsiOp04LD24HMcKAKe1F5CONEUKCIKAoNag1unRhoah0RlQa/VoDCGn/X31TT8oQuFYnDYr3Y3VJE6cLXcoQ6auSuDua3VYLQLnnCfx8ktCv1dCQ0MDSUnBM+oqZ3/C9u3bmTFjhs+P6208IhQWLlzItddeS1dXl899tePi4mhtbQ3YPgW3bbPA3CVu22Z9RDSCWu2+mAZZVkGl0RCZlkNHZQkhUbEIqoE3TkmShKm2gq7aw0Rl5hKeHBxmN4NBpdEMacvlQDHGJtJYV4nocgX86J8n6awqISQmAX1YhNyhDInOdvjZVVo6WgUmTJb46AOBvr5zi8VCS0sLkydPljdIDyJXfwLAunXreOSRR3x+XG/jkd9kamoqo0aNYuPGjZ54uEHRJxTkHjEbCpIEX35x7FppQRAIS0yjuzFwthAOhvDkdFRqNZ3V5QP+GafNStPBHZib693eCCnyeiMEK1pjGGqdHmtnq9yh+A29bc1Y2luIzgrMBT82K9xzvZbqchUpaRKrVwiEHzV4VF1dTUJCAkZjYDQBDwS5+hNaW1s5ePAgixYt8vmxvY3HJNeSJUv4+uuvPfVwAyY6OhqHw0F3t/zLhwZLQQE01gvo9BLT5n4rdMISUrF2tfmVKY+nEAQVsXkT6W6oxtbdecbv721zeyNoDEaSp8wN2Lu6QEAQBI+ung50XA477eWHiM7Jl2VsdbiIIvz2Dg37t6sJj5RYs0og5ajJYUmSqKqqIjMzU74gPYwoirIJhW+++Ybx48fL4t3gbTwqFNatW+ephxswarWa+Ph4mpoC7+S28sgSqClzRAwh335dozcQEhXXb+4SbOiMYUSm59BWehBJPPmmTEl00V5RSGvpAWJyxhKXNyGoRkb9FWNsIr3tLX69yMpXdBwuQhcWGbBWzX95VM3aTzVotRIffwjjxx/7/1taWhBFMaimHTo6OhAEQRZHxnXr1rFkyRKfH9cXeEwoLF68mD179siyf6FvTXOgsXKV+995Z594Ug5LSsPcVBeQJZWBEJGahaBW01l9omOjvddMw76t2Lq7SJ4yV2mu8yG6sAhUGg3Wzja5Q5GVvpJDzKhxAVnmeudlFW+96G5E+Ne/4OyzT3wOlZWVZGRkyFLL9xaNjY0kJibK8jdThMIAkLNPITExkY6ODmw2m8+PPVSsVti0wf35ydZKuzcdSlg6grNefLIShCRJdDfW0LhvKyEx8SRNnIXWEDy100Cgr/ww2NXTwYTLYaet/BDROWMDsuTw1QqBZ37nFgm/f1zi+utPvGharVaampqCquwAbqEgxwRHMPcngAeFAshXfggJCSEyMjKgyg8bNoDNKhCXKDIq/8SsgSCoCEtIxdxYI0N0vsFdghhFa+lBnHYrrcX76KouJ37sVKIzRwfdeGigYIxNxNLePGLLD+0VRejDIgMyk7V/Jzx4q9sr4ac3S/z2wZPfWVdXVxMTE0NoaKiPI/QeZrOZ3t5eEhJ8b4EfzP0J4GGhcNZZZ8kiFCDwyg/usUiYvUQ85e73sKR0LJ2tOCy9PozMt0SkZgFQv3sjkiiSPHVeQJvaBAP68CgEQYXV1CF3KD6nt60Ja2cLMbnjA67kUHNY4J7r9NisAt+5QOKlvwsnPbeIosjhw4fJycnxfZBepLGxkbi4OFnMjr7++mvOOussnx/XV3hUKMjdp9Dc3IzLdfLmOH+jz7Z5wUn6E/rQ6A0YYxPpbqj2UVS+RZIkumoqcFotSKJIeEqmsl/ADxAEgZDYhBE3/eC022grLyA6eyyaADPy6mhzeyV0tglMmirxwfsCp7peNjQ0oFKpgspkCeQrO0Bw9yeAh4VCSkoKubm5svQpREREoNPpaG31/5p+QwMUHBQQBInZi0+f3o1IzsTcXIfodPooOt/Q543Q09pI8qTZxGSPpbVkf1COhAYioUfGJIO1mfZ4JNFFS+EeQqLiAq7kYLXA3ddqqT2sIi3D7ZVwOqPaiooKsrOzAy5jcjrsdjvt7e2yCIWWlhYOHToUtP0J4GGhAO7yw5dffunphz0jgiAETPlh9Rr3yXf0RJHoM2TZdeGRaEOMQTUq2dvWRMPezWgNRpInz0EXFkF4cjrG2ESai/YguoJLFAUi+shokCRspk65Q/E6kiTRVlYAQGxuYE05uFzwwO0aDu5SE3HEK+F018qOjg66urqCromxqamJiIgIQkJCzvzNHuarr75i4sSJsng3+AqPC4WLLrqITz/9VJY7kT6h4O93QX39CXNPMu1wPIIgEJ6cSXdDtd8/rzMhuly0lRfQWnqQmJyxxB7njRCTnY9KrXH7KwT4cw10BEGFMTaB3jb/F97Dpbu+CmtXG/Fjpw7KVtwfePphDeuWa9DqJD79BMaOPf33V1RUkJGRgbbPwzlIkLPs8Nlnn3HRRRfJcmxf4XGhcM4559DY2EhBQYGnH/qMxMXF4XK5aG9v9/mxB4oowldfHmvbfCZC45KQXK6AHpW095pp3L8Ve4/plN4IgkpFfP4UbGYTXTUDt3hW8A5ul8bmoBZtlo4WOqvLiM+fGnB9CW/+XcV//ukW2q+/BosXnz4TYrVaqa+vJzs72xfh+Qyn00lTUxPJyb4vGTmdTlasWMHFF1/s82P7Eo8LhZCQEM477zw+++wzTz/0GVGpVKSmplJb6797EvbuhbZWgZBQickzB3YCFlQqwpPTMdVWBNxJW5Ikuhv6vBESSJpwem8EtVZHwtipmOorR1wznb9hiIxFdDmxm7vkDsUrOHrNtBTvJzZ3nFeXbXmDLz4V+Msj7qzAE09KXHPNmcsl5eXlxMfHE370socgoKGhgdDQUJ8vJATYtGkTWq2WWbNm+fzYvsQrg+oXX3wxn376qTce+oykpaVRV1eH6Kcz4CuPlB2mzXcxmAb/8ORMHJYeLB0tXorM87gcdlqL99JVW07C2KlEZ+YNyBtBFxpOXN5EWksOYO8x+SBShZMhqFQYY4Jz+sHldNBcuIfwpPSAs2jeu03gdz/TIUkCt9wm8cCvzywSLBYLhw8fJj8/3wcR+pba2lrS0tJkOfann37KRRddFFTulifDK8/uoosuYvv27TQ3N3vj4U9LTEwMGo1GlmMPhL79DgsGWHboQ6XREJk+is6q0oDIKli72mnYuwVJlEieMg/DIL0RjLGJRKRl01y4B5fD7qUoFc6EMQinHyRJpLV4H9qQUKIy8+QOZ1BUlQvcc70Ou03gwu9J/O35k3slHE9RURFJSUlERUV5PUZfYrVaaWlpkUUoSJLEp59+yiWXXOLzY/sarwiFpKQkZsyYwfLly73x8KdFEATS0tKoqfE/R0OzGbZvcb+r5541+BNveFI6ostFT0uDp0PzGJIk0lldRnPBbiLSsogfO3XI3giRaTnow6NoLtgVdOOhgUJIdCwuux1HT+BtZz0ZfRMOLpuVuNGTAmrCob0F7rhai6lDYOp0iff/e2qvhKPp7u6mtrY2KLMJdXV1xMbGyjLtUFxcTG1tLeeee67Pj+1rvJYvkbv80NjYiMPhkOX4p+LrryUcDoHkDJGMnMELBUGlIiojl87qUr+013XaLDQd3ElPayNJk2YRkZw5rBOxIAjE5U1EpdG5xYIyNulzBJWakJj4oNj9IEkS7RWF2EztJIyfgUoGB7+hYumFu67TUlepIiNLYuVygYG6LxcWFpKRkUHY6cwVAhS5yw7nnHNOUNlgnwqvCYVLLrmENWvWYLVavXWIUxIREUF4eDgNDf51571itfvfOUtcA0oXnozQ+GRUag3dfrYDoqe10e2NEBLq9kYIjfDI4/ZNQqBS0Vy4BzFAnDeDib7yQyAjSRIdlcVYOlpIHD8zoJY9uVzwm1s1FOxWExXt9koY6Gbo9vZ2mpubGTNmjHeDlIHu7m5MJhMpKfL0mIyUsgN4UShMmDCBhIQEvvrqK28d4rSkpaX53fTDF0dsmwc6FnkyBEEgKnM0XTXlfpGOF10u2soO0V52iJhR44nNHX+MN4InUKnVJIydCpJIS9EeJFERC74kJDoOl82CvdcsdyhDQpIkOqtL6W1tdIsEg+/T1ENFkuAPD2r4ZpUGnd7tlTDQa74kSRQWFjJq1CgMhsARRgOltraWxMREWTwhWlpa2Lp1a9D7J/ThNaEgCIKs5YfU1FRaW1uxWPzDEriyEspLBVRqiVmLhtcYFhIdh9YYhqm+0iOxDRV7TzeN+7fi6DWTPGUeoXHeMzxRqTUkjJ2O5HLRXKC4N/oSlVqDISouILMKkiTRWVlCT1M9ieNnoA0JrLXlb7yo5v1XNQiCxL//DQsXDjwV2dzcjMlkIjc314sRyoMkSbKWHVasWMHUqVNly2b4Gq/OdFx66aV89NFHOGW48w0JCSEuLs5vmhpXHRmLHD9NJHyYWXlBEIjOHI2prhKX3eaB6AaH2xuhmsb92zDGJJA40Td3aSqNhoRx05EkkeaC3X6RURkpBGL5QZIkOioK6WlrJHHiTLTGwKrRr/5E4Nll7rvlP/wJrrpy4CJBkiQKCgrIy8sLOhdGgLa2NhwOB4kDrcF4mA8++IBLL71UlmPLgVeFwuLFi1Gr1axdu9abhzklWVlZVFVV+cVo18ojZYeB2DYPBH1EFIaoWLpqKzzyeAPF5bDTUrSXrtoKEsZNIyozD0Hw3Qxxn1gQVCqaCnYiOv2rYTVYMcbE4+g147D0yB3KgJAkifbyQ1g6W90mXyGB1XC2e4vAQ3e4p4Vuv0Pil/cNrqmprq4Oh8MRdC6MfVRWVpKRkYFa7XvL7dbWVlatWsWPfvQjnx9bLrx6hler1VxzzTW89dZb3jzMKUlKSsLlctHSIq9JkdMJ6460apxurfRgicrMw9xUi8Pa67HHPB193giA2xshMsYnxz2evp4FtUZH44HtOCy+ef4jGZVGS0hUbEBkFUSnk5aivVhNnSROmBVQPQkAlWUC916vw2ETuOgSieefHZhXQh+iKFJYWMiYMWNkuZB6G5vNRkNDg2yLrd5//31mzpxJTk6OLMeXA6/fCl533XV89NFH9PT4/k5EpVKRmZnJ4cOHfX7so9mxA0xdAmGREuOmeC67oTOGYYxLoqu6zGOPeTIkSaSzqpTmgt1EpmUTnz9lyN4InkJQqYkfOwVDZCyN+7di6WyTNZ6RQCCUHxzWXhoPbENyuUiaOCugphsA2prhZ1dp6e4SmD5T4r/vCgz2Wl9ZWYlarSYjI8M7QcpMdXU1MTExsllRv/XWW1x77bWyHFsuvC4UJk+eTGZmJp988om3D3VSMjMzaWpqkrWpcflKtziYudA16Df9mYjKyKW3rclrVsdOq4WmAzvobWsiadJswpMz/MakRhBUxOTkE501mpbCPUGxYdOfCYlJwN7TjdPmHw3Cx2PtbKNx31YMkTEkjJ8mu5gdLJYeuPMaLQ3VKrJy3F4JxkH2XjqdTkpKShg7dqzfvE89iSRJVFVVkZWVJcvxKyoq2LFjB1deeaUsx5cLrwsFQRC47rrrePvtt719qJNiNBpJSEigsrJSluMDrOkbi/Rg2aEPjT6E8KQM2iuKPH6R7PdGMIaRNHkuulD/XCYTlphGwvjpdNaU015e4JdmVMGAWqvDEBHjd1mFvuba5sI9RGWNJiZnrE/7ZjyB0wm/WqqlaJ+a6Bi3V0J8/OAfp7i4mNDQUNlWLnub5uZmnE6nLJsiAd555x3OP/984uLiZDm+XPjk3XTNNdfwxRdfyLZ/IScnh6qqKlwymPV0dMCuHe7P53mokfF4IjNG4bRZ6W6s9sjjHeONkNvnjeDftU5DRDTJk+dgN3fRdGinsh/CS/hb+UESRdrLC+isKSdh/HTCE+UZlxsOkgRP/UbDpi/U6A0Sn38GeUNYQdHR0cHhw4eZPHlyUGYTAA4fPkxWVpYsS5gkSeLtt9/muuuu8/mx5cYnv+3MzEzmzJnDe++954vDnUB8fDwajYb6+nqfH3vtWglRFMjIFUn20jlMpdYQlzuezsrSYTf22Xu6ady3BYfFTPJU73ojeBqNPoTEibNRa/U07NuibJ70AsbYBGzdXThlGMs9HpfDTtOhndjMXSRPnoMhIlrukIbEa8+r+eANt1fCW2/BvHmDv8i7XC52797N6NGjiYjwjCuqv2E2m2lpaZGtiXH37t3U1tZy8cUXy3J8OfGZLLv22mtlm34QBIHs7GxZmhq/tW32bjrcEBVLaEIKbWUHh1SCkCQJU0OV2xshLonECTPR6AOrWxzcExFxYyYRnphG4/7tdDfWKH0LHkSt06MPj8Iic1bB2tlGw74tqLW6I02LgfdaBVjxgYrnf+/2OXj6z3D5D4eWCSgqKkKj0QSluVIfhw8fJjk5WZYFUABvv/02P/zhDzEOtnEkCPCZULjiiivYs2cPpaWlvjrkMWRkZNDd3U17e7vPjilJ39o2Lzjb+2WP6KzRuGxWuhsGV4JwOey0FO7BVFvp9kbIyA24Gu/RCIJAZPoo4vOn0FVTQXPBLr9twAtE5Cw/iC4nbeUFNBfuISI1i7gxkz1uGe4rdm4SWHa3WyTcdY/EffcOTSS0t7dz+PBhpk6dKktK3hc4HA6qq6tl84VwuVy8++67I27aoQ+fvapiYmL47ne/K1tTo1arJSsry6dCpbQUaqsFtDqJGfO8f1erUmuIzZtAZ9XASxDWzjYa9m4GQSB5ylzZvBG8QUh0HClT56HRGajfs1nJLngIY2wCVlOHz/tArF3tNOzZ3G8ZPtztpHJSXizw8xt0OOwC3/+BxF//PLTn4XK52LNnT1CXHMCdTYiIiCA2NlaW4/eZBp599tmyHF9ufCo/b7jhBl599VVZmgoBRo0a1e9/7gtWHLFtnjhLxFfGcIbIGMIGUIKQRJGOqlKaC/cQmTbKL7wRvIFKoyU2bwLxYybRVVOuZBc8gEYfgi40gt523zQniy4n7RWFNBfsJjwlk8QJMwNuZ8PRtDTCHVdrMXcJzJoj8e7bAkNNBIyEkoPL5aKiooK8oXR4eohXXnmF66+/PigNrAaCT4XCRRddhMvlYtWqVb48bD8Gg4GMjAyfZRVWHelPmOfl/oTjiTpDCcJptdB0cAeW9uYj3gjpAXtnNlBCouNJmTofdV92oalWyS4MA1+VH9xuoJux93STPGUuESmBm0UA6DXDndfoaKpVkZMrsfwzgaGW3EdCyQHcBkt6vV62vQ6NjY188skn3HLLLbIc3x/w6atLo9Fw8803849//MOXhz2G3Nxc6uvrve4UabfDhvXuzz1p2zwQji1BHPs8e1obqd+7GW1oOEmT5vitN4I3UGm0xOVNIH70JLqqy2gu2OUz++tgwxiXiLWzzWu7NkSn49ssQnJfFiGw9jUcj9MJv7xJS8kBFbFxbq+EoY7j95UcxowZE9QlB1EUKSsrIy8vTzaB+Nprr7F48eKgztqcCZ/L0JtvvpnVq1dTXe2Zmf/BEhoaSnJyMmVl3rU93rwZensEouMk8sb7/s7VEBlDWGIqbWWHkCTJ3QRWepD28kPE5U0gdtQ4v/dG8BYhMe7sgkZnoGHPJtorCmXZwhnIaA1GtMYwets9u0dFEl2Y6iqp27UBe685KLII4G5sfvxXGrZ8pcYQ4vZKGDVq6I9XVFSEVqsN+otXXV0dgiDIts7Z5XLxz3/+k9tuu02W4/sLPhcK6enpXHDBBbzyyiu+PnQ/eXl5VFdXY7VavXaMPtvm2YtdQ64/DpeozDxcdiudlSU07NuKw9pL8pR5GGPlSeH5E329C0mT5uC0WqjbtYHO6jJldfUgCPVg+UGSRMxNtdTt2oi5pZ640RNJHD8j4LMIfbzyFzWfvKVBpZJ45x2YM2fowufokkOgC6jTIUkSpaWl5ObmylZaWbNmDVardUR6JxyNLL/922+/nZdffhm7XR73vMjISOLj4ykvL/faMfpsm73lxjgQBJUaQ1Q8pvpKDJExAeuN4E10oeEkjJtGwvjpWDvbqNu9AVN9lWIDPQCMsYlYO1sRXUMXV5Ik0dvWRMOezXTVVhCdlUfy5LmERMcHzUXw8/dUvPikewzyL8/CDy4d+vPqM1YaM2aMbEuRfEVjYyN2u5309HTZYnjxxRe5+eab0Wq1ssXgD8giFM4//3xCQ0P58MMP5Tg84M4qVFZW4nB4vsba3Az797pPBnN93MjYR583gqW9mZDYRBw93e78p8JJMUREkzhxFrG54913trs3Ym6uVxoeT4PWGIZGH4Klo3VIP2/taqfpwHbaygsIT84gZeoCQuNTgkYgAGz7RuDRe90XmXvvk7j7zuE9t4KCAnQ6XdCXHI7OJsg1aVBRUcGaNWtGfNkBZBIKKpWKO+64g+eff16OwwMQGxtLZGSkV7IKa75wX1xyx7mIkyHLb+lso2HPZgSViuSp84jLm+j2xK8oVC58p0EQBIwxCSRPmUdUxig6q0tp2LvZLRiUDMNJMcYm0ts68PKDJElYOttoOrSL5sLdGKLjSJ2+0L2VNMg698sKBX7xEx1Oh8Bll0s886fhiYTq6mpqamqYPn16UImpk9HS0oLZbJbNrhnc2YTvf//7pKamyhaDvyDbO/MnP/kJ+/btY/fu3XKFwNixYykrK8Nm82wjW59/grdtm4/H7Y1QQkvhHiIzRhE3ZjJqjRaVWk382Cn0tjdjbqzxaUyBiCAIhCWkkjptIeFJ6XTVlFO7cz2d1WVK0+NxGOMSsXS0IJ7BG0V0uehurKFh72Zai/ehC4sgdfoiotJHBayz4uloPuKV0GMSmDtf4u03h+6VAO6+hP379zNz5kxCQ4Ojb+NUSJJEQUEBo0ePli3l39vby7/+9S/uuusuWY7vb8j2Do2KiuL666/nhRde4NVXX5UlhtjYWOLj4ykuLmbSpEkeeUxJgrVfuNX+gnN8d/fusPbSWrwfSXSRNHkOOmPYMf9fow8hPn8KzYd2oQkJJSRKHoezQEJQqQhPziAsKR1rZyum+iq6ag8TGpdIWGI6+oiooL+zOxNaYzhqnQ5rZ+tJm2QdvT2Ym2oxN9eh1umJSMnEGJcc1BM3PWa44yodzfUqckdLfP6pgMEw9MezWCxs376dcePGET+U3dMBRl1dHTabTTa7ZnDvdcjMzGTBggWyxeBPCJKMuehDhw4xY8YMKisrZTPTMJlMrF+/nrPPPtsjSn3/fpg8GfQGifWlNvTDOEEMlJ6WBtrKCwiLTyYqa8xpT8Lmplo6KktImjQnoN3t5MLRa6a7sZaeljpUWj3hiWmEJqQEpavlQOmoLMFltxI32i22RZeL3rYmzE212Lq7MMYmEJ6Ujj4iOuiFlcMBd/5Iy/b1auITJLZtFRjO9c7pdLJx40aioqKCen10H6IosnbtWkaPHi1b2UEURSZNmsS9997LzTffLEsM/oasRcHx48dzzjnn8Ne//lW2GCIiIkhNTaWoqMgjj7dytVt3TZ0nel0kiC4nraUHaa8oJC5vIjED8EYIS0wjND6FlsLdyijgENAaw4jJySdt5hKi0nPobW+mdsc6mg7toruhGqfNeyO3/ooxNpGetmbMzfW0FO+ndsc6TLUVGGMSSJu5mPgxkzFExgT9RU6S4Pe/0LB9vZoQo8TyzxmWSJAkib1796JWq5k0aVLQ//4AKisrUalUsk46fP7557S3t3P99dfLFoO/IXv30AMPPMCLL75IV1eXbDHk5+dTX1/vkRhWHnGnnneWd/dZ2M0mGvZuwdnvjZAw4J+Nzh6NWm+gtWS/0tw4RASVmtD4FJImziJl6gJComLpaW2kbtc3NOzdTGd1GTZzV1D/fh3WXkz1VXRUlYDooqu6DK0hhMTxM0ieOp+I1KwRlWn5x9NqPnvX7ZXwn//AzJnDu7CXlpbS3t7OrFmzgtqiuQ+n00lJSQnjxo2T7flKksSTTz7Jfffdh16vlyUGf0TW0kMfixYt4sILL+SBBx6QLYaDBw/S3d3N3Llzh/wYvb0QHSNhtwl8sMlGzmjP/2olSaK7oYrOqjIi0rKJTMsZ0p2Gy+mgcd9WjHFJRGfKt2wl2HA57Fg6WrG0t2DpbEGl1hASHY8xJgF9ZExA1+YlScJu7qK3vRlLewsOSw+GyBhCYuKxd3eDAHF5E+QOUxY+eVfFsrvdouiFv0nc8bPhiYSGhgZ27drFwoULiYyM9ESIfk9xcTFNTU0sXLhQtuzJunXruOyyy6iqqgp6n4rB4BdCYeXKldx4441UVlYSMtQNKcPEZrPx5ZdfMnv2bOKGaMC+cqXEd78rEJ8ssnqfHU+/1l12G21lB7H3mokbPQlDRPSwHs/Ra6Zh/zZiR40jND7ZQ1Eq9CGJIlZTB5b2Znrbm3HZbWiNYehDI9CFHfkIDUdQ+Z94kCQJh6UHu7kLu9nk/ujpRlAJhETHExKTQEhULCqNuyvdauqgpXAPabOWIAjBf/d7NFvXCdz5Ix0up8Av75f40x+G98Y3mUxs2LCBqVOnymZd7Gs8cf71BOeffz6zZ8/mscceky0Gf8Qv5pIuuOACUlJSePXVV7njjjtkiUGv15Obm0tBQcGQFe2KI9si55wlelwkWDrbaCvZjz4impQp8/pP0MNBawwjfswkWor2oQkxog8bGXcuvkJQqQiJiiUkKpbo7HxcNis2cxf2HhO97c39ltFaYyi6sEj0R8SDxmBEpdH65K5KkiQklwunzYK9x3SMKAC3c6UuLIKwpDR0oRFojaEnFQL6cPcEiLWrY0RN1BQfhF/8xC0SrrhK4g9PDu9vZrfb2bZtG6NGjRoxIgHcZZbY2FhZRcKuXbvYuHEjb7/9tmwx+Ct+kVEA+O9//8uvf/1rSktLZZuddTqdrF27lnHjxg2pmWbMOImSQoGnXrZz/qWe8VCQRJHO6jK6G6qJzs4nLDHV4xeQrrrDdNdXkTx5LmqdUpfzFZIk4bJZsfeYsJlN7rv3nm5Ehx0EAbVOj1qrd/971IdGq0el07vruILgvnALgvtDkkCS3L0RkoQkibgcdlx2Gy679ci/dlyObz+XRBeCSo0uLBxdaAS6sEh0YRFoQ0IH9VprKy8AIHbUOG/9yvyKpnq47nwdrY0q5i+UWPuFwHDK2qIosmXLFrRaLTNnzhwRzYsA3d3drFu3jsWLF8u6CfOKK64gNTVV1uZ6f8VvhILL5SI/P5+HH35Y1m7Turo6Dhw4wDnnnDMowVJbC+npIAgSXxfbiBxeVQAAh6XX3XAouogfMxntcd4InkKSJNpKD+Kw9pA0YaZfpsJHEqLLdeQibsPlsB11kbcf8zVJFI8IgpOI0qMEhFqrO1ZsHCU+NEf+FdSaYV+Y+rJeqTOXBP1FrtsEN16ko6JQxZixEls2CUQP4z0vSRL79++nvb2dhQsXotH4RbLX60iSxObNm4mIiGDixImyxVFcXMzkyZMpLS2VdeLCX/GbV6NarebXv/41Tz75JNdee61sXa8pKSlUVlZSVFQ0qBfu6jUSIJA/RfSISOhpqaetvJCwhBSis0Z79eItCAKxueNoOriTlqJ9xOdPCTo73UBCpVajCjEOyueiL4PgFgjyXKQNkdFIkoStu3PY/TP+jMMOv/iJlopCFQmJEqtXDk8kAJSUlNDQ0MCiRYtGjEgAqK+vp7u7m1mzZskaxx/+8AeuvfZaRSScAr+6Glx//fV0dXXx6aefyhaDIAhMmjSJyspKTCbTgH+uz7Z5uNsiRaeT1tIDtFcUETd6IjE5Y31yhy+o1CSMm4bLbjsyNqnsNggkBEFAUKlkvZMXBBXGmAR6Wxtli8HbSBIsu1fDjm/UGEMlViyH4foClZaWUlFRwbx58zAaR44JmtPp5ODBg4wfP17W7Yw1NTW888473H///bLF4O/4lVDQ6/X84he/4IknnpB1/jw8PJycnBz27x+Yz4DLBV996T5Bzx+GULCZu2jYtwWnzer2RogZuDeCJ1BptCSMn47D0kNrycGg9gBQ8A7GuER625qD9rXz4h/UrHhfg1ot8d57MH368IRZeXk5paWlzJs3T9b6vBwUFxdjNBpJS0uTNY4//elPXHzxxYwZM0bWOPwZvxIKALfeeiu1tbV89NFHssYxevRoenp6qK2tPeP37t4NnR0CoeESE6YP/gQpSRKmukqaDmwnLCGVxPEz0PjC+/kkqLU6EsfPwN5joq3sUNCe8BW8gyEyFtHlxG6Wz0DNW3zwlopXnnHf+b7wN/jed4cnEvpKnHPnzh0xXgl9dHd3U1FRIbvjZGVlJS+//DIPP/ywbDEEAn4nFEJDQ3nkkUd48MEHccpoMazVahk/fjyHDh3C4XCc9ntXHik7TJ/vYrAZNJfdRnPBbkwNVSSOn0lk+tAMlDyJWqcncfwMbKZ2ZTW1wqAQVEfKD20DXz0dCGxcK/B/v3S/uX/9gMRttw5/ZfShQ4eYM2cO0cNtcAgw+ho3s7KyZBdIDz/8MFdeeaWsjZSBgN8JBYCbbroJURR5/fXXZY0jNTWV8PDwM+6BWHnEP2Gw/QmWjlbq925GpdGQMmUe+oioIUbqeTR6A4kTZmLpaKFDEQsKg8AYm0hvW1PQvGaK9sP9N+kQXQI/ulbiySeGLxL279/P7NmziY0dOZ4TffQ1MObn58sax/79+3n//fcVc6UB4JdCQavV8vjjj7Ns2TIsFotscQiCwMSJE6msrKSzs/Ok32Mywc5t7s/nnz2wE6MkinRUFtNStJfozDziRk/yiIGSp9HoQ0iaMAtLRyvt5UoZQmFgGKJicdntOI6YNgUyDbVw5zU6LD0Ci5ZIvP6qMCwztcrKyn6RIKe5kFw4HA4OHjzIuHHjZG1gBHjwwQe57bbbZNtSGUj4pVAAuPzyy0lKSuL555+XNY6IiAjy8vLYs2cPonhixuCrryScToGULJG0rDNfSB2WHhoPbMPS2Uby5DmEJabJXmo4HRpDCIkTZ2Ht6qCt9KAyDaFwRlRqNSHR8QFffujugjuu1tHWpGLseIlPPxbQDWPHVUVFBYcOHWLu3LnEx8d7LtAA4sCBA0RERMg+hrhhwwa++eYbHnzwQVnjCBT8ViioVCqeeuopnnzySTo6OmSNZfTo0YC7S/d4+myb5y4587ZIc3M9Dfu2oA+PInnSbK8ZKHkajd5A0sRZ2HtMtBYfQDqJYFJQOBr39EPgCgW7De69QcvhYhWJyW6vhOGU00tLSykqKmLevHkjstwA0NjYSENDA1OmTJH15kiSJH7961/zy1/+csQKtsHit0IB4Nxzz2XGjBn84Q9/kDUOlUrFtGnTKC8vP6EE8cUa97+nG4sUnU5aSw7QcbiIuNGTfOaN4EnUOj2JE2bisPbQUrxPEQsKpyUkOg6nzYKj1yx3KINGkuDhezTs3qQmLFxi1Qq36+rQHkuiuLiYsrIy5s2bN+IaF/uw2+3s27ePCRMmyLb4r49PP/2U8vJy7rvvPlnjCCT8WigAPPnkkzz//PPU1dXJGkdkZCR5eXns3r0bl8udPSgvh8oKAbVGYubCk5cdbN1dNOzbjMsujzeCJ1FrdSROmInLbqW5cDei8/TTIAojF5VagyEqjp4AzCo8/4Sa1R9o0Ggk3n8fpkwZ2t2vJEkcOnSIw4cPM3/+fKKiojwbaABx8OBBIiIiyMjIkDUOl8vFgw8+yEMPPURYWGBkdP0BvxcKM2bM4Hvf+x6PPvqo3KGQl5eHSqWipKQEgFVHxiInTBcJO251uSRJdNUdpungdsIS00iQ0RvBk6g1WhLHz0QQVDTs24qjt0fukBT8lL7ph0Di/TdUvPasu8nu7/+AC84fmkhwOBxs3bqVpqYmFixYMOLMlI7GX0oOAP/+97+xWCzccsstssYRaPi9UAB44oknePPNNykoKJA1DpVKxdSpUykvL6ejo4OVR8oOx49Fur0RdmFuqCFxwkwi0+T3RvAkKo2G+LFTMcYm0rh/K5aOVrlDUvBDjDHxOHrNOCy9cocyIL75QuCpX7tFwm8fkrj5pqG9Z81mM9988w2CILBo0aIRfedqt9vZu3evX5Qcent7eeSRR/j973+PbjhdqSOQgBAKeXl53Hbbbdx1112yj+j1lSB27NjL+q/dX5t/9rdCwdLRcsQbQUvylLnow6PkCdTLCIJAdNZoYkaNpaVoL6a6Stn/Ngr+hUqjxRAVGxBZhUN74dc3u70SrvuxxO8fHZpIaG5u5ptvviEpKYnZs2fLPgIoNwcPHiQqKkr2kgPA//3f/5GSksKPfvQjuUMJOAJCKAAsW7aMQ4cO8f7778sdCnl5eRQXR2HuFoiIlsifJLm9EQ4X01K0j+jM0X7rjeBpQuNTSJwwE1N9JW1lB5HEM09/KIwcQgOg/FBfLXDXNTqsvQJnnSPx6iuD90qQJImysjK2b9/OxIkTGT9+fFBlEYdCQ0MDDQ0NTJ48WfbfRWlpKX/+85958cUXZdtMHMgEzG8sMjKSp59+mvvuuw+zWd5OapVKRWX1WACmz+lFtPfQuH8b1q42kifPJSwxVfY3hi/Rh0eSNHkujt4eGg/uwGm3yR2Sgp8QEpOAvceE0yafcdrpMHXC7Vdp6WhRMX6ixMcfCoO3YXe52LNnD2VlZcyfP192jwB/oLe3lz179jB58mTZSw6SJHH33Xdz4403Mm3aNFljCVQCRigAXHvtteTk5PD73/9e7lBYt04PwITRpdTv3Yw+MpqkSXPQGkNljkweNDo9SRNnojWE0rhvC7bu4FsKpDB41Fodhohoetua5Q7lBOw2uOd6LdVlKpJT3V4Jg+05tFqtbNq0ie7ubhYvXjxixx+PRhRFdu3aRUpKiuybIQE++eQTdu7cyeOPPy53KAFLQAkFQRB44YUXeO655ygsLJQtjrY22LPL/XlUpA0XYURnjUEY4SktQaUmNm8CESlZNB3cQU9Lg9whKfgB7umHRrnDOAZRhN/dqWHvVjXhEW6vhNTUwT1GR0cH69evJzQ0lAULFsh+5+wvFBUV4XA4/GLRUm9vL/fccw9PPfUUMTExcocTsAhSAHag3XvvvRw8eJAvvvhClhT/8uXdXHTRsfOQsQkOMnJVZIwSycyBrFESGTkSaZkSQTAVOWgsHS20FO8nPDmdqIy8EVWKUTgWl91G7Y71pM1cjFqnlzscAP7yqJp/v6BFo5FYsRLOO3dwr8/a2lr27t3LmDFjyM3NVV7fR2hubmb79u0sWrTIL0ZCH3roIb744gs2b96s9CYMg4AUCl1dXYwZM4bnnnuOK6+80mfH7WtY2revjE8/m8PBgkgqygW6Ok59khAEiYRUifRsiYwckcwciaxcyMiRSM2Q0AbxlI6j10xz4R60IaHEjp6IegQ0dyqcnMYD2wiNSyY8Wf7u9/++quKpX7vfeK++JvGTGwd+kRdFkaKiIg4fPsyMGTNITEz0VpgBh8ViYd26dYwfP94vphxKS0uZPHkyGzduVHoThklACgWAN998kwceeICioiKfzClbrVZ2795NT08PM2bMOKYW2dYG69fXs2VLKyr1WMoPqykrFagoh27TqU9CKrVEUppE2hERkTVKImuUW0Qkp0toNF5/Wl7H5XTQVnIAu9lETO64gHamVBg6pvoqLO3NJE6YKWsc61YJ/OIGHaIosOxRiUceHrhIMJlM7N69G1EUmTlzJuHh4Wf+oRGCJEls3rwZg8HAtGnTZM+wSJLE9773PbKysnjxxRdljSUYCFihIEkSixYtYv78+Tz11FNePVZTUxO7d+8mISGBSZMmnXQ2WpIkdu7cidPpZM6cOQiCgCRBSwuUlkJxiURRCZSWSv0iorfn1G8mtUYiJUMiPeeoTMQREZGYKqEOoFURkiTR01xP++EijDEJROfkK9mFEYbTZqFu1wbSZi5BLVMa7eBuWHqpHqtF4IafSLz2r4GNQYqiSGlpKaWlpeTk5DBmzBjUgfQG9AHFxcXU1NSwZMkSNH5wh/PJJ59w8803U1xcrPQmeICAFQoA+/fvZ86cOWzZsoXJkyd7/PFdLheFhYVUVlYyadIk0tPTT6uUHQ4H69atIyMjgzFjxpz2sSUJGhq+FRHFJVBSCmWlcLgCbNZTH0erk0jJlEjPEcnIlsgaJZE5CjJHicQngb+W4pw2K23lh3D0dBMzajzGGGVz20iiYd9WwpPSCEv0fSd8baXAjy/U0dEqcM55EiuXD2wM0mQysWfPHlwuF1OnTlWmGk5CX1/CwoULiRzOik0PYTKZmDBhAsuWLeOnP/2p3OEEBQEtFMDdrPL555+zfft2j7qgdXd3s2uXe7RhxowZAy5vdHV1sWHDBqZPn05ycvKQji2KUFd3REQUSxSVuj8vK4OqCrDbTy0i9AaJ1GyJ9Gx3FiJzlERmjruxMi6RQRvJeJpjsguxCcRk548IYyoF6Ko9jNXUTuK46T49bmc7/PhCHTUVKiZOlti0QeBMVQNRFCkrK6OkpETJIpyGPrvqCRMm+EVfAsDSpUuprKxkzZo1spdAgoWAFwp2u50ZM2bwwx/+kEceeWTYjydJEtXV1Rw4cICsrCzGjRs36G7Zuro69u7dy8KFCz3e+etyQXW1WzgUHclElJZCeRlUV4LTeeo3RkioRGqWSMYR4ZB1lIiIjvOtiHDarLSVHcLR201s7nhCopXsQrDjsPRSv2cj6bPO8pk4tFnhlsu07N+hJjVdYvtWgZSU0/9MXxbB6XQybdo0JYtwChwOB9988w2JiYlMmDBB7nAAWL16NVdccQUHDhwgMzNT7nCChoAXCgC7d+9mwYIFbN68mSlTpgz5cRwOB/v27aO1tZVp06aRkDD0xruioiJqampYvHixzxaQOJ1QWXlyEVFTBaJ4aiUQGiGRliWScUQ89GUjMnIkIr10nnRnF+poP1yMMTaRmOwxSnYhyKnfu5mIlCzCEs5wtfYAogj336xh7WcawiMltmwSGD/+dN//bRYhOzub/Px8JYtwCiRJYtu2bUiS1N+TJTddXV1MmDCBhx56SNkO6WGCQigAPPzww3z66ads3759SBfm9vZ2du3aRWhoKNOmTcNgGJ75gSRJ7NixA4fDwdy5c2Wf4bXb4fDhb0VEUbG7sbK8TKC+FiTp1G/0iCiJtGyR9CPiIStHIuOIiAj3QMLEabMcyS6YlexCkNNZU47dbCJh7FSvH+vph9W8/XctWq3EqlVw9tmnfo0fnUWYOnWq0gB3Bg4dOkRDQwOLFy/2m8VXN998M9XV1axevdovhEswETRCwW63M3PmTH7wgx+wbNmyAf+cJEmUlpZSUlJCfn4+o0aN8tiLzOl0smHDBmJjY5k0aZJHHtMbWK1QXu4WEYXFEiWl0pFMhEBj/el/F1GxbhHRX8o4YjiVni1hHMTUqiRJmJvq6KhUsgvBjKPXTMO+LaTNOguV2nvd8W//U8XTv3XfMLz5psR11538dSyKIuXl5RQXFytZhAFSU1PDgQMHWLhwod+MiK5atYqrrrqKAwcO+E2vRDARNEIBYM+ePcyfP59NmzYxdeqZ71gsFgu7d+/GYrEwffp0r9Qie3t7Wb9+PWPHjiUrK8vjj+9tenrcIqLkSCmjuFSitFSgogyam04vImITxSMeEX3lDJHMUW4RYTiF221fdsFuNhGZlkN4cjqCSjlxBxP1uzcSmZFLaFySVx5/7XKBX/1EhyQJ/P5xid/99sTXqSRJNDQ0UFBQgCAIShZhgHR0dLBp0yZmzZo1rNKsJ+krOTz88MMsXbpU7nCCkqASCgCPPPIIH3/8MTt27DhtCaKxsZE9e/ac1hvBU7S2trJ161bmzJlDXFyc147ja0wm9yRGSYlEUYlESSn9IqK97fQiIj7ZXcpIzxHJyqG/HyI9S0Krk7B2ttJRVYrocBCVkUtoQoqSTgwSOqtKcVh6ic/3/Ejzvh1wyw/02G0CNy2VePmlE70SWlpaKCgowGKxkJ+fT0ZGhuylwUDAarWyfv16Ro0aRW5urtzh9HPTTTdRW1vLqlWrlHOElwg6oWC325k1axaXXHIJjz322An/3+VyUVBQQHV1db83gi+orKykoKDAr9J13qSz013KOF5ElJeBqfM0bpWqby2v03NEUhK7iDVWk5pmZcysNMIT45WTQYBjN5toPLD9SPnBc9mi6gq3V0JXu8D5F0p8/qlwjLtpZ2cnBQUFdHR0kJeXR05Ojl+YAwUCDoeDTZs2ERERwdSpU/3mPbhy5UquvvpqpeTgZYJOKADs3buXefPm8c033zBjxoz+r3d3d7Nz505UKhXTp0/3ifXz0RQWFlJTU8PChQtH7KY5SXJbXh9rNPWtW6W5+3QiQiQxyUb6KIHM0eojjZXBZXk9EpAkifrdG4jOyscY65n0dUcbXH+BjrpKFZOnSWxcL9D39jabzRQVFdHY2Eh2djZ5eXk+m0QKBlwuF1u3bkWlUjF79my/yb60t7czadIkli1bxs033yx3OEFNUAoFgCeffJJXXnmF3bt3ExER0e+NkJ2dzdixY2V5sUuSxL59+2hvb2fBggXKyeo4JAmam4+3vHa7VVaUg6X31CJCo5VIznBnItwmU+5+iIwckaRU/3WrHKl0VBbjstuJGz38VcRWCyz9gZaDu9SkZUjs2CaQlOROlRcXF1NdXU1aWhr5+fkjVqAPlT5r+t7eXubPn+83GRhJkvjBD36AKIp88sknfpPhCFaCViiIosgFF1xAZGQk999/P21tbcP2RvBUXDt27MButzN37ly/eeP5O0dbXh8qcLBtewclRS6amqOorzec3vJaL5Ga6Xar/HY6wy0i/NnyOpixdXfSdGgX6bPOQhjGH8Dlgl/8VMP6FRoioyS2bBbIzXVQVlZGeXk5CQkJjB07dkSU+zyNJEkcOHCAlpYWFixYgF7vHyvCAZ577jmefvpp9u7dqzSh+oCgFQrgXuY0adIkbrzxRh577DG/eaG7XC62bNmCVqtl5syZfpPKCzR6e3uPGFvVERKSh8uVw+HD2hMsrx2OAVpejzrWrTI2QX7L62BFkiTqdn5DbO64Yflm/OFBDf95WYNWJ7F6lYv09EpKS0sJDw9n3LhxykVkGBQXF1NZWcnChQsxGo1yh9PPzp07Wbx4MWvWrGH+/PlyhzMiCGqhAPDVV19xySWXsGXLFiZOHH6a01M4HA42btxIVFQUU6ZMUVJnw8BkMlFQUEBLSwupqamMGjWqfznN6Syvqw6Dy3V6y+t+o6mcY42momMVETFc2isKkVwuYvOGZv/75t9V/Plhd/nuj3+sZfz4/RiNRsaOHUtCQoLynhoGfc3XCxYs8LgN/XDo6upi2rRpLF26lN/85jdyhzNiCHqhAO6Ryffee4+dO3cSGhoqdzj9WCwWNmzYQFpaGuPGjZM7nIDHZDJx+PBhampqiIqKIicnh+Tk5FNeMByOU1te11af2fI6/SgR4QvL62DDauqgpXAPabOWIAiDy6qt+VTgNze7vRJuuLGA22/rJicnh7i4OEUgDJOGhgZ27drF3LlziY2NlTucfiRJ4uqrr6azs5OVK1cqmVgfMiKEgsvl4pxzziE7O5vXXntN7nCOobu7m40bN5KXl+dXs8mBjN1up6qqisOHDwOQk5NDRkbGoJpHbbZjLa/dImKAltfRR4mI4yyvw5RSeT+SJFG3Yx2xoycREjWwC5Ikimz9ooN7f5qE3a7miqtaefWVEMLC/OcGIJBpaWlh27Ztw9p+6y3++c9/8sgjj7Bv3z7Ze81GGiNCKIB7o+OUKVN45pln+PGPfyx3OMfQ2dnJ5s2bGTNmDKNGjZI7nKBBFEUaGxupqKigo6ODlJQUMjMziY2NHdZdp8XyrVtl0ZHxzj6PiKaG0z9udNy3ltfuLITb8jojRyJkBF7r2soLAIgddfqMmqPXTHdTLSV7urj/V3PpNum44LsuPv9UjeK47Bn6jOEmT57sM3+ZgXLgwAHmzp3LZ599xllnnSV3OCMOnwqFzs5Onn32WW655RZZ1OrKlSu58sor2blzJ2PGjPH58U9HR0cHmzdvZuzYseTk5MgdTtBhMpmorq6mpqYGnU5HZmYm6enpHm9w7en51q3yeMvrlubTi4i4RJG0nBMtr9OyTm15HehYOttoK9lP6swlJ4g30eWit60Rc1Mttm4TNlUq9/5sEg01GqZOl9iwXsCPKokBTVtbG1u2bGHSpEl+Z1zU09PDjBkzuPLKK3n00UflDmdE4lOhcOmll5Kfn89TTz014J/Jysri3nvv5d577/XI995///2sXr2aLVu2+FUnL7gNRLZs2cK4cePIzs6WO5ygxOVy0dDQQFVVFe3t7SQlJZGamkpCQoLXR1WPt7x2lzPcIqKj/fQiIiGlT0Qca3mdlimh849hniEhSSK129cRP3YqhohoJFHEZuqgt60Jc0sDGr2BsMQ01KHJLL0ilMI9ajKy3F4JSvbZM/SddyZMmEBmZqbc4RyDJEnceOONVFVVsXbtWmVhl0wMSijceOONvPHGGwBoNBrS09O57LLLePTRR8/YJPjMM8+wZ88e3nzzzUGlfVtaWggNDR3QRX0g3+twODjnnHNISUnh3Xff9bvGJ0Us+A6z2Ux1dTUNDQ309vYSFxdHUlISSUlJPjfm6eg42vL623JGRfnALa8zcsSjPCIkUjIk/GQD8GlpKd6P6HSg0miwdrQiqFSExCQQlpCKLjwSURS47wYN36zWEBUtsXWLgJ8lBAOWtrY2tm7d6rfnm2effZY//OEP7Ny5k5SUFLnDGbEMWig0NTXx2muv4XA42LBhAzfffDM33HADf//734/5XofD4Td7yo+npaWFmTNncsstt/Dggw/KHc4J9ImFvrXXCt7HbDbT2NhIY2Mj7e3tRERE9IuGyMhI2QTlySyvi0slyo/0RPSYTyMi1G5r6/Sco0TEUZbXct6cOay9WNqbsbS3YO1qB0EgIjUbY0w8urBvf9+SBP/3aw3/e02DTi+x9ktYsMC/xH2g0trayrZt2xg/frxfbrZds2YNl112GWvXrmX27NlyhzOiGbRQ6Ozs5OOPP+7/2tKlS/n888+59dZb+fjjj7n77rt5/PHHqaysxOVyYTKZ+NWvfsXHH3+M1WplxowZ/OUvf2Hy5G83x3366ac89thjHDx4kLCwMBYtWsSHH34InFhOWLZsGa+++ipNTU3ExsZy+eWX89xzz530e6urq7nrrrtYu3YtKpWKCy64gOeff57ExET27dvHrFmzSElJ4bHHHuOhhx6io6ODCy+8kJdffll2J7c+sTBmzBhlGsLH2O12mpqaaGxspLm5GY1GQ1JSEomJicTHx/tN+lOSoKnp+L0ZbsvrwxVDs7zOHCWSmOJ5t0pJkrB3d9Hb3oylowWHpQdDZAwhMfGERMXRsG8rieNnoA+PPObnXntBzXOPahEEif/8F668QhEJnqBvumHixIl+V24AKCkpYfbs2Tz33HNcf/31cocz4hl2UTYkJASHwwFAWVkZ7733Hh988EH/yfR73/seMTExrFixgsjISF566SXOOeccSkpKiImJYfny5Vx22WX89re/5c0338Rut7N8+fKTHut///sff/nLX/jPf/7D+PHjaWxsZN++fSf9XkmSuPTSSwkNDWX9+vU4nU5+9rOfcdVVV7Fu3TomT57M97//fd5//33eeOMNPv/8czo6Orjyyit56qmneOKJJ4b7qxkWMTExzJs3jy1btuByuRg9erTflUmCFZ1OR3p6Ounp6YiiSGtrK42NjRw4cACbzUZ8fDxJSUnEx8cTEhIi299FECApyf2xcOGxMUgS1NefWkTYbQI15QI15bD5y2MfV6eXSM361vLa7Vj5reX1QJ+uy2F39xu0t2DpaAFJJCQ6nsj0UYRExaE6qifEGBNPb1vTMUJh1ccqnnvUnZX8w58UkeApGhsb2blzp182LoLbVOmSSy5h6dKlikjwE4YlFLZv384777zDOeecA7jvxN58803i492WrF999RUHDhygubm5v7v86aef5uOPP+Z///sft9xyC0888QRXX331Md2sR2cbjqa6upqkpCTOPfdctFotGRkZzJo166Tf++WXX7J//34OHz7cP+rz5ptvMn78eHbs2MHMmTMZN24cWq2W8vJykpKSmDBhAtdffz1r166VXSgAREdHM3/+fLZs2YLNZmPixImKWPAxKpWKhIQEEhISkCSJ7u5uGhsbqaqqYt++fWg0GqKiooiMjCQqKoqoqCiMRqPsfydBgNRU98eSJcdNE4hQW3vEI6JIOsbyuvqwW0QcLhY4XHxiWsEQIpGaJR4pZ3xreZ2abiPc2IW9x4Td7P5w2a1oQkIxRscTP2Yy+oioUxorGWMT6agsJiozD0EQ2LVF4OE73CLhZ3dK/PI+5XXvCaqqqjhw4ADTpk3zy5q/y+XiRz/6ETk5OTz55JNyh6NwhEELhc8//5ywsDCcTicOh4Pvf//7PP/887z44otkZmb2iwSAXbt2YTabT3D3slgslJeXA+6V0EuXLh3Qsa+44gr++te/kpOTwwUXXMB3v/tdLr744pN2qxcWFvbfFfYxbtw4oqKiKCwsZObMmQDk5uYybtw4rrjiCtasWUNycjLNzc2D/bV4jcjISBYtWsTmzZvZuXMn06ZN85vU90hDEAQiIiKIiIhg9OjR/aW1zs5OOjs7KS0txWQyodFojhEO/iIe+lCpICPD/XHOOcfG5HSe2vK6uhKsFoHyQjXlhcc/qp6QECOp6dGkZbnIzBXIHqMlK09FRoSEPuL0mQhDVBwu+wEcvd3U1Ufy8+t1OOwCF39f4rm/Copd9jCRJInS0lJKS0uZPXv2Medpf+KBBx6goqKCbdu2Kec5P2LQQuGss87i73//O1qtlpSUlGMaFo+ffBBFkeTkZNatW3fC40RFRQEMqrs8PT2d4uJivvjiC7788kt+9rOf8ac//Yn169ef0DgpSdJJT8zHf12n0/HGG28wf/587r33XvLy8hBFccAx+QKj0cjChQvZunUrW7duZdasWX7bKDqSUKvVREdHEx39rWdzn3jo6uo6pXiIjIwkJCQEvV6PwWDwqw2iGg3k5EBWlsjChVasVvdHd3c3ra1dFBfbOHxYQ1tbLE0tUdTXh1JTo6e+Vo3FoqGsJIyyEmDNsY8bFnnEaCrb7VKZdZTldUQUqNRqQqLjqC1u446b4+juEpgxW+I/7wiKodIwkSSJgwcPUldXx4IFC/r3oPgbb775Ji+//DLbtm3z2xhHKoM+Q4WGhg64uW7atGk0Njai0WhO2VU7adIk1q5dy09+8pMBPWZISAiXXHIJl1xyCXfccQf5+fn9qbSjGTduXL/BTl9WoaCggK6uLsaOHXvCc/rkk0+YOXMmixcvHlAcvkav1zN//nx27NjBpk2bmDNnDgaDQe6wFI7jVOKhu7u7P/NQUVHRfwGWJAmNRoPBYMBgMPSLh5P9t0ajGXZWwuVy9R/bZrP1f3781+x2O0D/8cPDw0lKimXMmEgiIyNPEKo2G1RUnMryWsDcJVC0V03R3hNj6rO8TkkdT+lBaKxRkT1KYsVnAn5mdRJwiKLI7t276ezsZOHChX616+Zotm3bxm233cZHH33E6NGj5Q5H4Ti8eitz7rnnMnfuXC699FL+8Ic/MGbMGOrr61mxYgWXXnopM2bM4JFHHuGcc85h1KhRXH311TidTlauXMn9999/wuO9/vrruFwuZs+ejdFo5M033yQkJOSkXbvnnnsukyZN4tprr+Wvf/1rfzPj4sWLmTFjxgnfn5mZyQcffMC5557bn+3wNzQaDbNnz2bPnj1s3LiRuXPn+u0bX+Fb1Gp1fwniaCRJwm63n/SC3dHRccx/i6KIWq1Gp9MhCAKCIKBSqU74XJIkRFFEkqRjPkRR7C8XCoJwgiAJDQ0lJibmmK/pdLoBL97R62HsWPfHJfSJGfe/Z7K8NnUIHOpQc2i3e9IoOkZkzSoVfpodDxgcDgc7duzAbrezcOFCj7uQeoqqqip+8IMf8MQTT/Cd73xH7nAUToJXhYIgCKxYsYLf/va3/PSnP6WlpYWkpCQWLVpEYmIiAEuWLOH999/n97//PU899RQREREsWrTopI8XFRXFU089xX333YfL5WLixIl89tlnJ91wJggCH3/8MXfddReLFi06ZjzyVCxcuJDLL7+cd999l927d5+QpfAHVCoV06ZN49ChQ2zYsIE5c+b4rbBROD19F2y9Xn/aVb6SJOF0Ovvv9I8XAEd/fjoR0Ze56BMbviIkBCZMgAkTjhUQAGbzsW6Ve3Y3c8OPreTmZvksvmDEZrOxdetWtFot8+fP99tSZWtrK+effz4/+MEPuOeee+QOR+EUjJilUIPhmWee4Y9//CObNm3yaw+DsrIyioqK/LaDWUFhsNTU1FBeXs6SJUvkDiVg6erqYtu2bcTExDBt2jS/Xcfc09PD2WefTWZmJu+++67SvOjH+E8XlR/xi1/8gsbGRs4//3w2bdpEUlKS3CGdlNzcXEJDQ9m9ezcmk4kxY8b4TWe9gsJQSEpKYs+ePfT09ChltSFQX1/P7t27ycvL82vvFYfDweWXX05YWBhvvvmmIhL8HCWjcApEUeTGG29k//79rF+/3q+7cE0mU3+n8LRp0/yqi15BYbBs2bKFuLg48vLy5A4lYJAkieLiYsrLy5k2bZos23kHiiiK3HDDDRw8eJD169eftuym4B8oQuE09PlEWCwWVq5c6ddTBna7vb9xqa/ZU0EhEKmqqqKqquqUvUoKx+J0Otm9ezddXV3Mnj3b7y+8v/zlL/nwww/ZvHmz32ZrFY7FP4tXfoJWq+X999+nt7eX66+/HpfLJXdIp0Sn0zF37lxiY2NZv349ra2tcoekoDAkkpKS6OzsxGKxyB2K39Pb28uGDRtwOBwsWrTI70XC008/zb///W/WrFmjiIQAQhEKZyA0NJTly5dz4MAB7r77bvw5AaNSqZg0aRJjx45l69atVFZWyh2SgsKg0ev1xMbGUl9fL3cofk1bWxvr168nJiaGuXPn+u34Yx///ve/eeyxx1i5cqVfN4krnIhSzB4AcXFxrF69mnnz5pGYmMjDDz8sd0inJSsri7CwMHbs2EFHRwcTJ05U+hYUAoqUlBTq6uqUNesnQZIkKioqKCwsZPz48WRnZ8sd0hlZsWIFt99+O5988gnTp0+XOxyFQaJkFAZIZmYmq1ev5tlnn+VPf/qT3OGckbi4OJYsWYLZbOabb77BZDLJHZKCwoBJTk6mvb0dq9Uqdyh+hd1uZ9u2bZSXlzNv3ryAEAlffvklV155Ja+99hrnnnuu3OEoDAFFKAyCCRMm8OWXX/Lkk0/yl7/8Re5wzkhISAjz588nKSmJb775hqqq0sX9OgAAH2RJREFUKr8unSgo9GEwGIiOjqahoUHuUPyGtrY2vv76awRBYMmSJcTExMgd0hn56quvuPTSS/nHP/7BlVdeKXc4CkNEyUcPkqlTp7JmzRrOO+88NBoNd911l9whnRaVSsW4ceOIi4tj9+7dtLa2MmnSJL91alNQ6CMlJYWGhoaAuGv2Jn2bH0tKShg3bhzZ2dl+649wNOvXr+f73/8+f/vb37juuuvkDkdhGCgZhSEwY8YMVq9ezUMPPcSLL74odzgDIiEhgSVLlmC1Wlm/fj2dnZ1yh6SgcFqSk5NpbW3tX1A1ErFarWzZsoXq6moWLFhATk5OQIiEjRs3cvHFF/Pss89yww03yB2OwjBRhMIQmTVrFitXruSBBx7ghRdekDucAWEwGJg3bx7p6els3LiRiooKpRSh4LcYjUYiIyNHbPmhpaWFdevWodPpWLx4ccDsdPnmm2/47ne/y9NPP81Pf/pTucNR8ABK6WEYzJ07l9WrV3PBBRfgdDq599575Q7pjAiCwJgxY4iNjWXXrl00NTUxZcoUQkJC5A5NQeEE+soPJ9sQG6w4nU4KCwupqqpi4sSJZGRkBEQWAeDrr7/mkksu4a9//Ss33XST3OEoeAjFmdED7Nixg+985zv87ne/4xe/+IXc4QwYu93OwYMHaWhoYMKECQF1QlIYGZjNZr7++msuuOCCEdFX09bWxp49e9Dr9UydOpWwsDC5QxowX375JZdeeikvvPACN954o9zhKHgQJaPgAWbOnMnatWs577zzcDgc/OY3v5E7pAGh0+mYNm0ajY2N7N27l4aGBiZPnqxkFxT8hrCwMMLCwmhsbCQ9PV3ucLzG0VmE/Px8Ro0aFVCifdWqVVx++eX84x//UBoXgxAlo+BB9u7dy/nnn8+Pf/xj/vCHP/jteteTYbfbOXDgAI2NjUycOJH09PSAOlEpBC/FxcV0dXUxa9YsuUPxCn1ZBJ1Ox9SpUwkPD5c7pEHx7rvvcvPNN/PKK6/wox/9SO5wFLyAIhQ8TFlZGeeffz7z5s3j1VdfDbh0aV92ISoqSskuKPgFJpOJ9evXc+GFFwaVw6jT6aSoqIjKysqAzCIAPPvss/zud7/jf//7H+eff77c4Sh4CUUoeIHGxkYuvPBCkpKS+N///kdoaKjcIQ2KvuxCU1MT48ePV3oXFGRn7dq15Ofnk5qaKncoHqGlpYV9+/YFbBZBkiQefPBBXnnlFZYvXx602R4FN4pQ8BImk4lLL72Unp4eli9fTlxcnNwhDZrGxkb279+PwWBg0qRJATOepRB8FBYW0tPTw4wZM+QOZVhYLBYOHTpEU1MTY8aMCcgsgtPpZOnSpXz99desWbOG0aNHyx2SgpdRhIIXsdlsXHfddRw4cIDVq1cH5IiX0+mktLSU8vJy0tPTGTt2LDqdTu6wFEYYXV1dbNiwgQsvvBC1Wi13OINGFEXKy8spLi4mOTmZcePGBWRZr7e3l6uuuoqqqipWrVpFSkqK3CEp+ABFKHgZl8vF3Xffzccff8yqVauYOHGi3CENCbPZzMGDB+no6GDcuHFKOULBp0iSxJdffsmECRNITk6WO5xB0dLSwv79+xEEgUmTJgVkdhGgvb2diy66CK1WyyeffKJkGEcQilDwAZIk8fjjj/PnP/+ZTz/9lIULF8od0pCQJInGxkYOHjyITqdj8uTJyslCwWccOnQIm83GtGnT5A5lQBxdZsjPzyc7OzugJqGOpqamhvPPP5/8/HzeeecdDAaD3CEp+JDAfNUGGIIg8NBDD/HHP/6RCy+8kPfee0/ukIaEIAgkJydz9tlnk5iYyMaNG9m7d6+yCljBJyQnJ9PQ0IAoinKHclqcTiclJSWsXbsWQRA455xzGDVqVMCKhL179zJv3jwWLVrE+++/r4iEEYiSUfAxn3/+Oddeey333HMPy5YtC9iTB0BPTw+HDh2iubmZUaNGkZubG3DjoAqBgyRJrFmzhilTppCYmCh3OCcgiiLV1dUUFxej1+uZMGFCwJYZ+vjf//7HT37yEx588EF+85vfKOXGEYoiFGSgoKCASy65hIkTJ/Lmm28GlE3ryWhvb6ewsBCTyUReXh7Z2dkB2XCm4P8cOHAAl8vFlClT5A6lH0mSaGhooLCwEEmSGDt2LCkpKQF9URVFkUcffZS//vWvvPXWW1x88cVyh6QgI4pQkIn29nauvPJKmpub+eSTT8jOzpY7pGEhSRLNzc0UFBTgcDjIz89X3B0VPE5bWxvbt2/n/PPP94tsXEtLCwUFBVgsFvLz88nIyPCLuIaD2WzmhhtuYO/evXz66aeMHz9e7pAUZEYRCjLicDj4xS9+wTvvvMP//vc/lixZIndIw0aSJOrq6igsLEStVjN27FiSkpIUwaDgESRJYvXq1UyfPp34+HjZ4ujs7KSwsJD29nby8vLIyckJCtfIyspKvv/97xMXF8d7771HbGys3CEp+AGKUPADXn75Ze69916eeeYZbrvtNrnD8QiiKFJZWUlJSQkhISGMHj1aEQwKHmHfvn39o4a+pqOjg9LSUpqbm8nOziYvLy9ofEXWr1/P5Zdfzo9+9COeeeYZpd9IoR9FKPgJGzZs4Ic//CGXX345zz77bNC8SZ1OJ5WVlZSVlaHT6cjLyyM1NTXg07MK8tHc3Mzu3bs5//zzfSI8JUmitbWV0tJS2tvbyczMJDc3NyANk07FSy+9xH333cdf//pXli5dKnc4Cn6GIhT8iKqqKr7//e8THR3Nu+++S1JSktwheQyXy0VNTQ1lZWWIokhubi6ZmZlK06PCoBFFkVWrVjF79myvpsb7fENKSkro6ekhJyeH7Oxs9Hq9147pa2w2Gz//+c95//33+fDDDwPW40XBuyhCwc/o6elh6dKlfPXVV7z11luce+65cofkUSRJor6+npKSEmw2W//JN1gyKAq+Yc+ePWi1WiZMmODxxxZFkdraWsrKyrDb7f2iNtheo6WlpVx11VWo1Wref/99srKy5A5JwU9RhIIfIkkSr776Kvfccw8///nPeeSRR4KiUepo+qYkSkpKMJlMZGVlkZ2djdFolDs0hQCgqamJffv2cd5553ms/OBwOKiurqa8vByVSkVubi7p6elBmfV69913ufXWW1m6dClPPvlk0PRZKHgHRSj4MQcPHuSqq64iNjaWd955h7S0NLlD8gptbW2Ul5fT1NREQkICOTk5xMXFKY2PCqfE5XKxatUq5s2bR3R09LAey2QycfjwYWpqaoiMjCQnJ4fk5OSg7KPp7e3lnnvu4cMPP+T1119X/BEUBoQiFPyc3t7e/qVSb7zxBt/73vfkDslrWCwWDh8+TFVVFTqdjqysLNLT05W7HYWTsmvXLgwGw5Dm/EVRpKGhgcrKStrb20lLSyM7Ozuod5cUFBRw5ZVXEhUVxbvvvkt6errcISkECIpQCBDefvttbr/9dm655Rb+7//+L6gvni6Xi/r6eiorK+nq6iIlJYWsrCyio6OVLINCP/X19RQUFHDOOecM+HXR09NDZWUlNTU1aDQaMjMzyczMDOr3kyRJvP7669x9993cfffdPProo0FXylTwLopQCCBKSkq46qqr0Ol0/Oc//wl4N8eBYDKZ+k/sRqORtLQ00tLSgmo0TWFouFwuVq5cycKFC4mMjDzl9zkcDurr66mtraW9vZ2kpCQyMzOJj48PeuHZ3d3N7bffzhdffMFbb73FeeedJ3dICgGIIhQCDKvVyq9+9SvefPNNnnvuOa6//vqgP9mB24+hoaGBmpoaWltbiY2NJS0tjZSUlKDrRlcYODt27CA8PJz8/Pxjvi6KIk1NTdTW1tLY2Eh4eHi/yBwp2w83b97MjTfeSHp6Om+//XZQjVsr+BZFKAQon332GbfccgszZszgpZdeIiUlRe6QfIbVaqWuro6amhq6u7tJTEwkPT2dhISEoOxQVzg1dXV1FBcXc/bZZyNJEu3t7dTW1lJXV4dWq+0XB+Hh4XKH6jMsFgsPPfQQf//733n00Uf5+c9/rrwvFIaFIhQCmPb2du6++26WL1/Oc889x3XXXTcisgtH093dTW1tLbW1tTgcDlJSUkhOTiYuLk45OY4A7HY7q1atIiMjg5aWFhwOB6mpqaSlpRETEzPi3g9btmzhxhtvJCYmhtdee+2ETIuCwlBQhEIQ8Mknn3Drrbcya9YsXnrpJZKTk+UOyedIkkRHR0d/qtlut5OQkEBiYiJJSUlB5aY30nE6nbS0tNDY2EhTUxN2u72//JCYmBiUY41nwmKx8PDDD/Piiy+ybNky7rvvPkUoK3gMRSgECW1tbdx9992sXLmS5557jmuvvXbE3U31IUkSJpOJxsZGGhsb6erqIioqiqSkJJKSkggPDx+xv5tAxWKx0NTURGNjIy0tLYSEhPT/PXt6ejh8+HBQbF8dClu3buXGG28kKiqK1157jbFjx8odkkKQoQiFIOPjjz/m1ltvZc6cObz00ktKAxPunoa+i0xzczMGg4GEhATi4uKIi4tTsg1+iNPppL29ndbWVpqbmzGZTERHR/eLg7CwsH6x11d+OOeccwgNDZU5ct9htVp5+OGH+dvf/sYjjzzCfffdp4w9KngFRSgEIW1tbdx1112sWrWKv/zlL/z4xz9W7qCP4HQ6aW1tpaWlhdbWVkwmE+Hh4f2iITY2VhEOMnC0MGhtbaWzsxODwdD/d0lMTDzt32XLli3Ex8eTm5vrw6jlY+PGjSxdupSIiAhee+01xo0bJ3dICkGMIhSCmI8++oi7776bzMxM/va3vzF58mS5Q/I7bDYbbW1ttLa20tbWdoxwiI2NJTo6mpCQEEVoeRibzUZnZ2f/7/54YRAXFzeovR9VVVVUVVWxaNEiL0YtP42Njdx///18+OGHPPzww0oWQcEnKEIhyDGbzTz++OM8++yzLF26lMceeyyobWqHy/HCobu7G61WS2RkJFFRUURFRREZGYnRaFTEwwDpEwWdnZ10dXXR2dmJxWIhNDSUmJiYIQmDkx1j9erVnHfeeUFpxuV0Ovnb3/7Gww8/zPnnn88zzzyjWDAr+AxFKIwQioqKuOuuu9i/fz9/+tOfRoxR03BxuVx0dXX1X+C6urowmUxoNJp+0RAZGUlYWBhhYWEj+u7O5XLR29uL2WzGZDL1/776REHf76tPcHnaKGvTpk0kJSUxatQojz6u3GzYsIE77rgDu93OCy+8EHSr5xX8H0UojCAkSeKDDz7g5z//uVKOGAYul+uYC2FXVxc9PT04HA4MBgNhYWGEhob2i4fQ0FBCQ0ODYmxPkiQsFgtmsxmz2UxPT0//5729vajVakJDQwkPDz9GGPjCPbOiooL6+noWLFjg9WP5gsbGRn71q1/x0Ucf8fDDD3PvvfcG9U4KBf9FEQojELPZzBNPPMGzzz7LzTffrJQjPIAkSdjt9mMunEdfSCVJwmAwoNfrMRgMx3wc/TW9Xi9LpkeSJBwOB1artf/DZrOd8N8WiwVJkjAajScIorCwMAwGg2yZKovFwhdffMF3vvOdgLZpdjqdvPDCCzzyyCNccMEFPPPMM0G7Yl4hMFCEwgimuLiYu+66i3379vHoo49y0003KXsTvEDfXbjFYjnmwnv8xdjhcACg1WrRaDT9H2q1+pj/7vsQBKH/A0AQBPrezpIk9X+4XC6cTucJH8d/XRRF1Gr1aYWMwWDw6+zIhg0bSE9PJysrS+5QBo0kSaxatYr7778fp9PJ888/r5QZFPwCRSiMcCRJ4qOPPuKBBx5AkiQef/xxLr/8cr+9EAQzLpcLm82Gw+E46YX9+At8nxCAb4XB0aKh7/PjBcaphIderw94oVheXk5TUxPz5s2TO5RBsXXrVn7zm99w4MABfvvb33LnnXcqZQYFv0ERCgqAO9352muvsWzZMpKTk3nqqaeUuxmFgKO3t5cvv/ySCy64ICAutIWFhTz44IN88cUX/PznP+eXv/zlaVdmKyjIgXLbqAC47zqXLl1KaWkpV1xxBVdccQXnnXceO3fulDs0BYUBYzQaiYyMpKGhQe5QTktNTQ033XQT06ZNIyUlhbKyMn7/+98rIkHBL1GEgsIxGI1Gfv3rX1NRUcH06dNZtGgRV155JaWlpXKHpqAwIFJSUvxWKLS3t/OrX/2KMWPG0Nvby4EDB/jb3/6mWK0r+DWKUFA4KdHR0Tz11FOUlpYSFRXFpEmTuO2226ipqZE7NAWF05KcnNy/ctpf6O7u5sknnyQnJ4cDBw6wadMm3n333RFjOa0Q2ChCQeG0pKam8s9//pO9e/fS0dFBXl4eP/3pTykuLpY7NAWFk9I3qtnU1CR3KLS0tPDQQw+RkZHBZ599xkcffcSqVauYOnWq3KEpKAwYRSgoDIgxY8bw3//+l3379iEIApMnT+byyy9n165dcoemoHACKSkp1NfXy3b86upq7rnnHrKystixYwcff/wxmzZt4qyzzpItJgWFoaIIBYVBMWbMGP71r39RWlpKeno6ixYt4jvf+Q5ff/01ygCNgr+QnJxMc3MzTqfTp8ctKiriJz/5CaNHj6ahoYENGzawatUqFi9erFimKwQsilBQGBLp6en85S9/oaqqijlz5nDZZZcxd+5cPvnkE0RRlDs8hRFOeHg4ISEhNDc3++R4O3fu5Ic//CFTpkxBpVKxb98+3nvvPaZNm+aT4ysoeBNFKCgMi7i4OB577DGqq6u5/PLLuf3225k0aRKvv/46VqtV7vAURiiCIHi9/CCKIqtXr+Y73/kOixcvJiMjg7KyMv71r38xZswYrx1XQcHXKIZLCh7FarXy73//m2effZampiaWLl3K7bffTkZGhtyhKYwwOjs72bhxIxdeeCFqtdpjj9vV1cXrr7/O3/72N0wmE7fddht33nkncXFxHjuGgoI/oWQUFDyKwWDglltu4eDBg7z33nsUFxeTl5fHZZddxtq1a5U+BgWfERkZiV6vp6WlxSOPd+jQIX72s5+RmprKf/7zH5YtW0Z1dTXLli1TRIJCUKMIBQWvIAgCZ599Nh9++CElJSWMHj2aq666ivz8fP785z/T1tYmd4gKQY4nyg9Wq5W3336bhQsXMmPGDHp6eli3bh1btmzhmmuuCQibaAWF4aKUHhR8hs1m44MPPuCll15i27ZtXHHFFdx6663Mnz9f6QhX8Art7e1s3bqVCy64YFCLzkpKSvjnP//J66+/TlxcHLfeeis33HADMTExXoxWQcE/UTIKCj5Dr9dzzTXXsH79enbv3k1sbCwXX3wxubm5PPzww4qJk4LHiY6ORq1W09raesbvbWpq4rnnnmP27NlMnDiR2tpa/ve//1FYWMjPf/5zRSQojFiUjIKCrNhsNlasWMFbb73F8uXLmThxItdeey1XX3214n+v4BEOHDiAy+ViypQpJ/y/np4ePv74Y9566y3Wrl3L3Llzufbaa7n88ssVYaCgcARFKCj4DZ2dnXzwwQe89dZbbNy4kbPPPpvrrruOSy+9lPDwcLnDUwhQWltb2bFjB+effz4qlQqn08kXX3zB22+/zUcffUR2djbXXXcdP/rRj8jMzJQ7XAUFv0MRCgp+SU1NDe+++y5vv/02paWlXHrppVx99dWce+65GI1GucNTCCAkSWLFihVIksSaNWv473//i1ar5ZprruHaa69l0qRJSo+MgsJpUISCgt9z4MAB3n77bd5//30aGho499xzueSSS7jooouU8oTCKenu7mbNmjV89tlnfPbZZwBceumlXHvttSxevNij3goKCsGMIhQUAgZJkigsLOTTTz/ls88+Y9u2bUyfPp1LLrmESy65hAkTJih3hiOcmpqafmHw1VdfkZOTwyWXXMLFF1/M3LlzFXGgoDAEFKGgELA0NzezfPlyPvvsM1avXk18fHz/RWHx4sXKjPsIQBRF9uzZ0y8e9+/fz4IFC/pfB3l5eXKHqKAQ8ChCQSEosFqtfPXVV3z22Wd8+umndHR0MH/+fJYsWcKSJUuYOXOmIhyCAFEUKSgo4Ouvv2bdunWsX78eh8PBBRdcwCWXXMKFF16oTCsoKHgYRSgoBB19JYp169b1f/T09BwjHGbMmKEIhwCgTxj0/R3Xr1+PxWJhwYIF/X/L6dOno9Vq5Q5VQSFo+f/27i+kqfePA/h7beSfuaxUdCvNSBcKOW2jsj+gBSYGUUJdJJhGQdcVlRRoCWVSFITVRaAXUoEUslKDEr0J1Pyz1DAzNRTTlqi4aW6yPb+L8OD5zX3LKLV6v+DBs/PnOZ+jF8/7HLdnDAr015sJDjN3obW1tZicnJSCw44dO5CQkIAVK1Ysdqn/PIfDgfb2dtTV1cn+VrODgclkYjAgWkAMCvTPEUJId6k1NTWor6/HwMAAoqOjYTQapZaQkIDAwMDFLvevNTU1hba2NjQ1NUmtvb0darUaW7ZsYTAgWiIYFIjwbfre5uZm2aDV398vhYfNmzfDaDTCYDAgKChoscv940xMTODt27ceoUCj0cjCmdFoxPr16/npFaIlhEGByAur1eoRHvr6+hAUFAS9Xi+16Oho6PV6REVFQa1WL3bZi2Z6ehq9vb14//69RxsYGEBQUJAsdBmNRkRGRjIUEC1xDApE8zA+Po6uri6PgbCzsxM2mw1r166VAsSGDRug0+mg0+mg1Wqh1Wqh0Wj+2IFxamoKg4OD+PTpEwYHBzE4OCgLBj09PVCpVIiKipIFqZkWEhLyx1470b+MQYHoFxBCwGq1ysJDd3e3bFB1OBzw9/eXBQetVgudToewsDAEBgZCo9EgICAAGo1GWg4ICIBKpfpltbrdbkxMTMBut8Nms8Fms0nL4+Pj+Pz5s1Tz7GAwNjYGpVKJ0NBQ6RoiIyNlYSA8PJyTGhH9ZRgUiBaAEAJjY2Med+Sz2/j4uGzwnpyclI738/OTBQgfHx8sW7bMowkh4HK54Ha7pTY9PS31a7fbYbfbpX59fX2lfmd+hoaGegSZmeXg4GAGAaJ/DIMC0RLlcrlkd/6zQ4TT6ZSFAbfbDZfLJQUGpVIpLatUKo8wMPOkgp8mIKLvYVAgoj9ebW0tkpOTMTo6ipUrVy52OUR/lWWLXQAR/VuysrKgUCg8Wmpq6mKXRkRz+HXvkCIi+kGpqakoLi6WrfPx8Vmkar5xOp2c1ptoDnyiQEQLzsfHB2FhYbK2atUqAIBCocD9+/dx8OBB+Pv7Izo6GmazWXZ8ZWUl9Ho9/Pz8kJycjI8fP8q25+XlIT4+Xrbu1q1biIyMlF5nZWXhwIEDuHr1KnQ6HfR6PQCgtLQUJpMJGo0GYWFhOHLkCKxWq3RcbW0tFAoFqqurYTKZ4O/vj+3bt6Ozs1N2PrPZDJPJBF9fXwQHByM9PV3a5nQ6cfbsWaxZswZqtRpbt25FbW3tT/42iX4vBgUiWnIuXbqEw4cPo7W1FWlpacjIyMDIyAgAoL+/H+np6UhLS4PFYsHx48dx/vz5nzpPdXU1Ojo68OLFCzx79gzAt0E8Pz8fb968QXl5OXp7e5GVleVx7IULF3Djxg00NjZCpVLh2LFj0raKigqkp6dj3759aGlpkULFjOzsbLx69QqPHj1Ca2srDh06hNTUVHR1df3UdRD9VoKIaAEdPXpUKJVKoVarZe3y5ctCCCEAiIsXL0r72+12oVAoRFVVlRBCiJycHBETEyPcbre0z7lz5wQAMTo6KoQQIjc3VxgMBtl5b968KdatWyerIzQ0VDgcjv+st6GhQQAQNptNCCFETU2NACBevnwp7VNRUSEAiK9fvwohhEhMTBQZGRlz9vfhwwehUCjEwMCAbP2ePXtETk7Of9ZCtBj4HgUiWnDJycm4e/eubN3q1aul5bi4OGlZrVZDo9FIj/87Ojqwbds22SyPiYmJP1XHpk2bPN6X0NLSgry8PFgsFoyMjMDtdgMA+vr6EBsbO2eNWq0WwLdpvyMiImCxWHDixIk5z9nc3AwhhPSvjhkOh4PfI0JLEoMCES04tVqNqKgor9v/f34HhUIhDdjiBz7RPTP51GzT09Nz1jHbxMQEUlJSkJKSgtLSUoSEhKCvrw979+6F0+n0WuNMaJmp0c/Pz2ttbrcbSqUSTU1NHpNXBQQEfPfaiBYagwIR/VFiY2NRXl4uW1dXVyd7HRISgqGhIQghpEHcYrF8t+93795heHgYBQUFCA8PBwA0NjbOu8a4uDhUV1cjOzvbY1tCQgJcLhesVit27do1776JFhrfzEhEC87hcGBoaEjWhoeHf+jYkydPoru7G6dOnUJnZycePHiAkpIS2T5JSUn48uULCgsL0d3djaKiIlRVVX2374iICCxfvhy3b99GT08PzGYz8vPz5319ubm5ePjwIXJzc9HR0YG2tjYUFhYCAPR6PTIyMpCZmYknT56gt7cXr1+/xrVr11BZWTnvcxH9bgwKRLTgnj9/Lvs+Ca1Wi507d/7QsREREXj8+DGePn0Kg8GAe/fu4cqVK7J9YmJicOfOHRQVFcFgMKChoQFnzpz5bt8hISEoKSlBWVkZYmNjUVBQgOvXr8/7+pKSklBWVgaz2Yz4+Hjs3r0b9fX10vbi4mJkZmbi9OnT2LhxI/bv34/6+nrpKQbRUsIpnImIiMgrPlEgIiIirxgUiIiIyCsGBSIiIvKKQYGIiIi8YlAgIiIirxgUiIiIyCsGBSIiIvKKQYGIiIi8YlAgIiIirxgUiIiIyCsGBSIiIvLqfx7KCUX4mkjJAAAAAElFTkSuQmCC",
"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
}