1385 lines
558 KiB
Plaintext
1385 lines
558 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Self made RP3-beta"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import helpers\n",
|
|
"import pandas as pd\n",
|
|
"import numpy as np\n",
|
|
"import scipy.sparse as sparse\n",
|
|
"from collections import defaultdict\n",
|
|
"from itertools import chain\n",
|
|
"import random\n",
|
|
"import time\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"\n",
|
|
"train_read=pd.read_csv('./Datasets/ml-100k/train.csv', sep='\\t', header=None)\n",
|
|
"test_read=pd.read_csv('./Datasets/ml-100k/test.csv', sep='\\t', header=None)\n",
|
|
"train_ui, test_ui, user_code_id, user_id_code, item_code_id, item_id_code = helpers.data_to_csr(train_read, test_read)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"class RP3Beta():\n",
|
|
" def fit(self, train_ui, alpha, beta):\n",
|
|
" \"\"\"We weight our edges by user's explicit ratings so if user rated movie high we'll follow that path\n",
|
|
" with higher probability.\"\"\"\n",
|
|
" self.train_ui=train_ui\n",
|
|
" self.train_iu=train_ui.transpose()\n",
|
|
" \n",
|
|
" self.alpha = alpha\n",
|
|
" self.beta = beta\n",
|
|
" \n",
|
|
" # Define Pui \n",
|
|
" Pui=sparse.csr_matrix(self.train_ui/self.train_ui.sum(axis=1))\n",
|
|
" \n",
|
|
" # Define Piu\n",
|
|
" to_divide=np.vectorize(lambda x: x if x>0 else 1)(self.train_iu.sum(axis=1)) # to avoid dividing by zero\n",
|
|
" Piu=sparse.csr_matrix(self.train_iu/to_divide)\n",
|
|
" item_orders=(self.train_ui>0).sum(axis=0)\n",
|
|
" \n",
|
|
" Pui = Pui.power(self.alpha)\n",
|
|
" Piu = Piu.power(self.alpha)\n",
|
|
"\n",
|
|
" P3=Pui*Piu*Pui\n",
|
|
" \n",
|
|
" P3/=np.power(np.vectorize(lambda x: x if x>0 else 1)(item_orders), self.beta)\n",
|
|
" \n",
|
|
" self.estimations=np.array(P3)\n",
|
|
" \n",
|
|
" def recommend(self, user_code_id, item_code_id, topK=10):\n",
|
|
" \n",
|
|
" top_k = defaultdict(list)\n",
|
|
" for nb_user, user in enumerate(self.estimations):\n",
|
|
" \n",
|
|
" user_rated=self.train_ui.indices[self.train_ui.indptr[nb_user]:self.train_ui.indptr[nb_user+1]]\n",
|
|
" for item, score in enumerate(user):\n",
|
|
" if item not in user_rated and not np.isnan(score):\n",
|
|
" top_k[user_code_id[nb_user]].append((item_code_id[item], score))\n",
|
|
" result=[]\n",
|
|
" # Let's choose k best items in the format: (user, item1, score1, item2, score2, ...)\n",
|
|
" for uid, item_scores in top_k.items():\n",
|
|
" item_scores.sort(key=lambda x: x[1], reverse=True)\n",
|
|
" result.append([uid]+list(chain(*item_scores[:topK])))\n",
|
|
" return result\n",
|
|
" \n",
|
|
" def estimate(self, user_code_id, item_code_id, test_ui):\n",
|
|
" result=[]\n",
|
|
" for user, item in zip(*test_ui.nonzero()):\n",
|
|
" result.append([user_code_id[user], item_code_id[item], \n",
|
|
" self.estimations[user,item] if not np.isnan(self.estimations[user,item]) else 1])\n",
|
|
" return result"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"model=RP3Beta()\n",
|
|
"model.fit(train_ui, alpha=1, beta=0)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"top_n=pd.DataFrame(model.recommend(user_code_id, item_code_id, topK=10))\n",
|
|
"\n",
|
|
"top_n.to_csv('Recommendations generated/ml-100k/Self_P3_reco.csv', index=False, header=False)\n",
|
|
"\n",
|
|
"estimations=pd.DataFrame(model.estimate(user_code_id, item_code_id, test_ui))\n",
|
|
"estimations.to_csv('Recommendations generated/ml-100k/Self_P3_estimations.csv', index=False, header=False)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"943it [00:00, 8810.70it/s]\n"
|
|
]
|
|
},
|
|
{
|
|
"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>RMSE</th>\n",
|
|
" <th>MAE</th>\n",
|
|
" <th>precision</th>\n",
|
|
" <th>recall</th>\n",
|
|
" <th>F_1</th>\n",
|
|
" <th>F_05</th>\n",
|
|
" <th>precision_super</th>\n",
|
|
" <th>recall_super</th>\n",
|
|
" <th>NDCG</th>\n",
|
|
" <th>mAP</th>\n",
|
|
" <th>MRR</th>\n",
|
|
" <th>LAUC</th>\n",
|
|
" <th>HR</th>\n",
|
|
" <th>Reco in test</th>\n",
|
|
" <th>Test coverage</th>\n",
|
|
" <th>Shannon</th>\n",
|
|
" <th>Gini</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>3.702446</td>\n",
|
|
" <td>3.527273</td>\n",
|
|
" <td>0.282185</td>\n",
|
|
" <td>0.192092</td>\n",
|
|
" <td>0.186749</td>\n",
|
|
" <td>0.21698</td>\n",
|
|
" <td>0.204185</td>\n",
|
|
" <td>0.240096</td>\n",
|
|
" <td>0.339114</td>\n",
|
|
" <td>0.204905</td>\n",
|
|
" <td>0.572157</td>\n",
|
|
" <td>0.593544</td>\n",
|
|
" <td>0.875928</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>0.077201</td>\n",
|
|
" <td>3.875892</td>\n",
|
|
" <td>0.974947</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" RMSE MAE precision recall F_1 F_05 \\\n",
|
|
"0 3.702446 3.527273 0.282185 0.192092 0.186749 0.21698 \n",
|
|
"\n",
|
|
" precision_super recall_super NDCG mAP MRR LAUC \\\n",
|
|
"0 0.204185 0.240096 0.339114 0.204905 0.572157 0.593544 \n",
|
|
"\n",
|
|
" HR Reco in test Test coverage Shannon Gini \n",
|
|
"0 0.875928 1.0 0.077201 3.875892 0.974947 "
|
|
]
|
|
},
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"import evaluation_measures as ev\n",
|
|
"estimations_df=pd.read_csv('Recommendations generated/ml-100k/Self_P3_estimations.csv', header=None)\n",
|
|
"reco=np.loadtxt('Recommendations generated/ml-100k/Self_P3_reco.csv', delimiter=',')\n",
|
|
"\n",
|
|
"ev.evaluate(test=pd.read_csv('./Datasets/ml-100k/test.csv', sep='\\t', header=None),\n",
|
|
" estimations_df=estimations_df, \n",
|
|
" reco=reco,\n",
|
|
" super_reactions=[4,5])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Let's check hiperparameters"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"##### Alpha"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
" 0%| | 0/8 [00:00<?, ?it/s]\n",
|
|
"0it [00:00, ?it/s]\u001b[A\n",
|
|
"943it [00:00, 7616.24it/s]\u001b[A\n",
|
|
" 12%|█▎ | 1/8 [00:09<01:09, 9.93s/it]\n",
|
|
"0it [00:00, ?it/s]\u001b[A\n",
|
|
"943it [00:00, 7819.53it/s]\u001b[A\n",
|
|
" 25%|██▌ | 2/8 [00:20<01:00, 10.03s/it]\n",
|
|
"0it [00:00, ?it/s]\u001b[A\n",
|
|
"943it [00:00, 8839.47it/s]\u001b[A\n",
|
|
" 38%|███▊ | 3/8 [00:30<00:50, 10.01s/it]\n",
|
|
"0it [00:00, ?it/s]\u001b[A\n",
|
|
"943it [00:00, 9107.07it/s]\u001b[A\n",
|
|
" 50%|█████ | 4/8 [00:39<00:39, 9.86s/it]\n",
|
|
"0it [00:00, ?it/s]\u001b[A\n",
|
|
"943it [00:00, 9022.23it/s]\u001b[A\n",
|
|
" 62%|██████▎ | 5/8 [00:49<00:29, 9.83s/it]\n",
|
|
"0it [00:00, ?it/s]\u001b[A\n",
|
|
"943it [00:00, 8906.39it/s]\u001b[A\n",
|
|
" 75%|███████▌ | 6/8 [00:59<00:19, 9.77s/it]\n",
|
|
"0it [00:00, ?it/s]\u001b[A\n",
|
|
"943it [00:00, 9033.03it/s]\u001b[A\n",
|
|
" 88%|████████▊ | 7/8 [01:08<00:09, 9.75s/it]\n",
|
|
"0it [00:00, ?it/s]\u001b[A\n",
|
|
"943it [00:00, 8158.47it/s]\u001b[A\n",
|
|
"100%|██████████| 8/8 [01:18<00:00, 9.80s/it]\n"
|
|
]
|
|
},
|
|
{
|
|
"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>Alpha</th>\n",
|
|
" <th>RMSE</th>\n",
|
|
" <th>MAE</th>\n",
|
|
" <th>precision</th>\n",
|
|
" <th>recall</th>\n",
|
|
" <th>F_1</th>\n",
|
|
" <th>F_05</th>\n",
|
|
" <th>precision_super</th>\n",
|
|
" <th>recall_super</th>\n",
|
|
" <th>NDCG</th>\n",
|
|
" <th>mAP</th>\n",
|
|
" <th>MRR</th>\n",
|
|
" <th>LAUC</th>\n",
|
|
" <th>HR</th>\n",
|
|
" <th>Reco in test</th>\n",
|
|
" <th>Test coverage</th>\n",
|
|
" <th>Shannon</th>\n",
|
|
" <th>Gini</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>0.2</td>\n",
|
|
" <td>268.177832</td>\n",
|
|
" <td>211.732649</td>\n",
|
|
" <td>0.262672</td>\n",
|
|
" <td>0.166858</td>\n",
|
|
" <td>0.166277</td>\n",
|
|
" <td>0.197184</td>\n",
|
|
" <td>0.187661</td>\n",
|
|
" <td>0.203252</td>\n",
|
|
" <td>0.320910</td>\n",
|
|
" <td>0.196132</td>\n",
|
|
" <td>0.563378</td>\n",
|
|
" <td>0.580866</td>\n",
|
|
" <td>0.850477</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>0.060606</td>\n",
|
|
" <td>3.669627</td>\n",
|
|
" <td>0.979636</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>0.4</td>\n",
|
|
" <td>10.546689</td>\n",
|
|
" <td>7.792373</td>\n",
|
|
" <td>0.268505</td>\n",
|
|
" <td>0.172669</td>\n",
|
|
" <td>0.171569</td>\n",
|
|
" <td>0.202643</td>\n",
|
|
" <td>0.192489</td>\n",
|
|
" <td>0.212653</td>\n",
|
|
" <td>0.326760</td>\n",
|
|
" <td>0.200172</td>\n",
|
|
" <td>0.565148</td>\n",
|
|
" <td>0.583801</td>\n",
|
|
" <td>0.854719</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>0.064214</td>\n",
|
|
" <td>3.726996</td>\n",
|
|
" <td>0.978426</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>0.6</td>\n",
|
|
" <td>3.143988</td>\n",
|
|
" <td>2.948790</td>\n",
|
|
" <td>0.274655</td>\n",
|
|
" <td>0.180502</td>\n",
|
|
" <td>0.177820</td>\n",
|
|
" <td>0.208730</td>\n",
|
|
" <td>0.198176</td>\n",
|
|
" <td>0.222746</td>\n",
|
|
" <td>0.332872</td>\n",
|
|
" <td>0.203290</td>\n",
|
|
" <td>0.568872</td>\n",
|
|
" <td>0.587738</td>\n",
|
|
" <td>0.870626</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>0.065657</td>\n",
|
|
" <td>3.785282</td>\n",
|
|
" <td>0.977090</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>0.8</td>\n",
|
|
" <td>3.670728</td>\n",
|
|
" <td>3.495735</td>\n",
|
|
" <td>0.281972</td>\n",
|
|
" <td>0.189868</td>\n",
|
|
" <td>0.185300</td>\n",
|
|
" <td>0.216071</td>\n",
|
|
" <td>0.203541</td>\n",
|
|
" <td>0.236751</td>\n",
|
|
" <td>0.339867</td>\n",
|
|
" <td>0.206688</td>\n",
|
|
" <td>0.573729</td>\n",
|
|
" <td>0.592432</td>\n",
|
|
" <td>0.874867</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>0.070707</td>\n",
|
|
" <td>3.832415</td>\n",
|
|
" <td>0.975998</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>3.702446</td>\n",
|
|
" <td>3.527273</td>\n",
|
|
" <td>0.282185</td>\n",
|
|
" <td>0.192092</td>\n",
|
|
" <td>0.186749</td>\n",
|
|
" <td>0.216980</td>\n",
|
|
" <td>0.204185</td>\n",
|
|
" <td>0.240096</td>\n",
|
|
" <td>0.339114</td>\n",
|
|
" <td>0.204905</td>\n",
|
|
" <td>0.572157</td>\n",
|
|
" <td>0.593544</td>\n",
|
|
" <td>0.875928</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>0.077201</td>\n",
|
|
" <td>3.875892</td>\n",
|
|
" <td>0.974947</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>1.2</td>\n",
|
|
" <td>3.704441</td>\n",
|
|
" <td>3.529251</td>\n",
|
|
" <td>0.280912</td>\n",
|
|
" <td>0.193633</td>\n",
|
|
" <td>0.187311</td>\n",
|
|
" <td>0.216872</td>\n",
|
|
" <td>0.203004</td>\n",
|
|
" <td>0.240588</td>\n",
|
|
" <td>0.338049</td>\n",
|
|
" <td>0.203453</td>\n",
|
|
" <td>0.571830</td>\n",
|
|
" <td>0.594313</td>\n",
|
|
" <td>0.883351</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>0.085859</td>\n",
|
|
" <td>3.910718</td>\n",
|
|
" <td>0.974073</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>1.4</td>\n",
|
|
" <td>3.704580</td>\n",
|
|
" <td>3.529388</td>\n",
|
|
" <td>0.273595</td>\n",
|
|
" <td>0.190651</td>\n",
|
|
" <td>0.183874</td>\n",
|
|
" <td>0.212183</td>\n",
|
|
" <td>0.199464</td>\n",
|
|
" <td>0.239118</td>\n",
|
|
" <td>0.329550</td>\n",
|
|
" <td>0.195433</td>\n",
|
|
" <td>0.566171</td>\n",
|
|
" <td>0.592793</td>\n",
|
|
" <td>0.871686</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>0.107504</td>\n",
|
|
" <td>3.961915</td>\n",
|
|
" <td>0.972674</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>1.6</td>\n",
|
|
" <td>3.704591</td>\n",
|
|
" <td>3.529399</td>\n",
|
|
" <td>0.263097</td>\n",
|
|
" <td>0.186255</td>\n",
|
|
" <td>0.178709</td>\n",
|
|
" <td>0.205170</td>\n",
|
|
" <td>0.191094</td>\n",
|
|
" <td>0.232920</td>\n",
|
|
" <td>0.317439</td>\n",
|
|
" <td>0.184917</td>\n",
|
|
" <td>0.552349</td>\n",
|
|
" <td>0.590545</td>\n",
|
|
" <td>0.868505</td>\n",
|
|
" <td>0.999576</td>\n",
|
|
" <td>0.156566</td>\n",
|
|
" <td>4.060156</td>\n",
|
|
" <td>0.969203</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Alpha RMSE MAE precision recall F_1 F_05 \\\n",
|
|
"0 0.2 268.177832 211.732649 0.262672 0.166858 0.166277 0.197184 \n",
|
|
"0 0.4 10.546689 7.792373 0.268505 0.172669 0.171569 0.202643 \n",
|
|
"0 0.6 3.143988 2.948790 0.274655 0.180502 0.177820 0.208730 \n",
|
|
"0 0.8 3.670728 3.495735 0.281972 0.189868 0.185300 0.216071 \n",
|
|
"0 1.0 3.702446 3.527273 0.282185 0.192092 0.186749 0.216980 \n",
|
|
"0 1.2 3.704441 3.529251 0.280912 0.193633 0.187311 0.216872 \n",
|
|
"0 1.4 3.704580 3.529388 0.273595 0.190651 0.183874 0.212183 \n",
|
|
"0 1.6 3.704591 3.529399 0.263097 0.186255 0.178709 0.205170 \n",
|
|
"\n",
|
|
" precision_super recall_super NDCG mAP MRR LAUC \\\n",
|
|
"0 0.187661 0.203252 0.320910 0.196132 0.563378 0.580866 \n",
|
|
"0 0.192489 0.212653 0.326760 0.200172 0.565148 0.583801 \n",
|
|
"0 0.198176 0.222746 0.332872 0.203290 0.568872 0.587738 \n",
|
|
"0 0.203541 0.236751 0.339867 0.206688 0.573729 0.592432 \n",
|
|
"0 0.204185 0.240096 0.339114 0.204905 0.572157 0.593544 \n",
|
|
"0 0.203004 0.240588 0.338049 0.203453 0.571830 0.594313 \n",
|
|
"0 0.199464 0.239118 0.329550 0.195433 0.566171 0.592793 \n",
|
|
"0 0.191094 0.232920 0.317439 0.184917 0.552349 0.590545 \n",
|
|
"\n",
|
|
" HR Reco in test Test coverage Shannon Gini \n",
|
|
"0 0.850477 1.000000 0.060606 3.669627 0.979636 \n",
|
|
"0 0.854719 1.000000 0.064214 3.726996 0.978426 \n",
|
|
"0 0.870626 1.000000 0.065657 3.785282 0.977090 \n",
|
|
"0 0.874867 1.000000 0.070707 3.832415 0.975998 \n",
|
|
"0 0.875928 1.000000 0.077201 3.875892 0.974947 \n",
|
|
"0 0.883351 1.000000 0.085859 3.910718 0.974073 \n",
|
|
"0 0.871686 1.000000 0.107504 3.961915 0.972674 \n",
|
|
"0 0.868505 0.999576 0.156566 4.060156 0.969203 "
|
|
]
|
|
},
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"from tqdm import tqdm\n",
|
|
"result=[]\n",
|
|
"for alpha in tqdm([round(i,1) for i in np.arange(0.2,1.6001,0.2)]):\n",
|
|
" model=RP3Beta()\n",
|
|
" model.fit(train_ui, alpha=alpha, beta=0)\n",
|
|
" reco=pd.DataFrame(model.recommend(user_code_id, item_code_id, topK=10))\n",
|
|
" estimations_df=pd.DataFrame(model.estimate(user_code_id, item_code_id, test_ui))\n",
|
|
" to_append=ev.evaluate(test=pd.read_csv('./Datasets/ml-100k/test.csv', sep='\\t', header=None),\n",
|
|
" estimations_df=estimations_df, \n",
|
|
" reco=np.array(reco),\n",
|
|
" super_reactions=[4,5])\n",
|
|
" to_append.insert(0, \"Alpha\", alpha)\n",
|
|
" result.append(to_append)\n",
|
|
" \n",
|
|
"result=pd.concat(result)\n",
|
|
"result"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7fd89561d7f0>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"metrics=list(result.columns[[i not in ['Alpha'] for i in result.columns]])\n",
|
|
"\n",
|
|
"charts_per_row=6\n",
|
|
"charts_per_column=3\n",
|
|
"\n",
|
|
"fig, axes = plt.subplots(nrows=charts_per_row, ncols=charts_per_column,figsize=(18, 7*charts_per_row ))\n",
|
|
"import itertools\n",
|
|
"to_iter=[i for i in itertools.product(range(charts_per_row), range(charts_per_column))]\n",
|
|
"\n",
|
|
"for i in range(len(metrics)):\n",
|
|
" df=result[['Alpha', metrics[i]]]\n",
|
|
" df.plot(ax=axes[to_iter[i]], title=metrics[i], x=0, y=1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"##### Beta"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
" 0%| | 0/10 [00:00<?, ?it/s]\n",
|
|
"0it [00:00, ?it/s]\u001b[A\n",
|
|
"943it [00:00, 8868.94it/s]\u001b[A\n",
|
|
" 10%|█ | 1/10 [00:09<01:28, 9.79s/it]\n",
|
|
"0it [00:00, ?it/s]\u001b[A\n",
|
|
"943it [00:00, 8891.53it/s]\u001b[A\n",
|
|
" 20%|██ | 2/10 [00:19<01:18, 9.78s/it]\n",
|
|
"0it [00:00, ?it/s]\u001b[A\n",
|
|
"943it [00:00, 8088.73it/s]\u001b[A\n",
|
|
" 30%|███ | 3/10 [00:29<01:08, 9.79s/it]\n",
|
|
"0it [00:00, ?it/s]\u001b[A\n",
|
|
"943it [00:00, 8451.02it/s]\u001b[A\n",
|
|
" 40%|████ | 4/10 [00:39<00:58, 9.80s/it]\n",
|
|
"0it [00:00, ?it/s]\u001b[A\n",
|
|
"943it [00:00, 8600.04it/s]\u001b[A\n",
|
|
" 50%|█████ | 5/10 [00:49<00:49, 9.88s/it]\n",
|
|
"0it [00:00, ?it/s]\u001b[A\n",
|
|
"943it [00:00, 8875.99it/s]\u001b[A\n",
|
|
" 60%|██████ | 6/10 [00:58<00:39, 9.82s/it]\n",
|
|
"0it [00:00, ?it/s]\u001b[A\n",
|
|
"943it [00:00, 8967.39it/s]\u001b[A\n",
|
|
" 70%|███████ | 7/10 [01:08<00:29, 9.78s/it]\n",
|
|
"0it [00:00, ?it/s]\u001b[A\n",
|
|
"943it [00:00, 8853.26it/s]\u001b[A\n",
|
|
" 80%|████████ | 8/10 [01:18<00:19, 9.78s/it]\n",
|
|
"0it [00:00, ?it/s]\u001b[A\n",
|
|
"943it [00:00, 9016.27it/s]\u001b[A\n",
|
|
" 90%|█████████ | 9/10 [01:28<00:09, 9.92s/it]\n",
|
|
"943it [00:00, 9544.19it/s]\n",
|
|
"100%|██████████| 10/10 [01:38<00:00, 9.86s/it]\n"
|
|
]
|
|
},
|
|
{
|
|
"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>Beta</th>\n",
|
|
" <th>RMSE</th>\n",
|
|
" <th>MAE</th>\n",
|
|
" <th>precision</th>\n",
|
|
" <th>recall</th>\n",
|
|
" <th>F_1</th>\n",
|
|
" <th>F_05</th>\n",
|
|
" <th>precision_super</th>\n",
|
|
" <th>recall_super</th>\n",
|
|
" <th>NDCG</th>\n",
|
|
" <th>mAP</th>\n",
|
|
" <th>MRR</th>\n",
|
|
" <th>LAUC</th>\n",
|
|
" <th>HR</th>\n",
|
|
" <th>Reco in test</th>\n",
|
|
" <th>Test coverage</th>\n",
|
|
" <th>Shannon</th>\n",
|
|
" <th>Gini</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>3.702446</td>\n",
|
|
" <td>3.527273</td>\n",
|
|
" <td>0.282185</td>\n",
|
|
" <td>0.192092</td>\n",
|
|
" <td>0.186749</td>\n",
|
|
" <td>0.216980</td>\n",
|
|
" <td>0.204185</td>\n",
|
|
" <td>0.240096</td>\n",
|
|
" <td>0.339114</td>\n",
|
|
" <td>0.204905</td>\n",
|
|
" <td>0.572157</td>\n",
|
|
" <td>0.593544</td>\n",
|
|
" <td>0.875928</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>0.077201</td>\n",
|
|
" <td>3.875892</td>\n",
|
|
" <td>0.974947</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>0.1</td>\n",
|
|
" <td>3.703312</td>\n",
|
|
" <td>3.528128</td>\n",
|
|
" <td>0.290138</td>\n",
|
|
" <td>0.197597</td>\n",
|
|
" <td>0.192259</td>\n",
|
|
" <td>0.223336</td>\n",
|
|
" <td>0.210944</td>\n",
|
|
" <td>0.246153</td>\n",
|
|
" <td>0.347768</td>\n",
|
|
" <td>0.212034</td>\n",
|
|
" <td>0.581038</td>\n",
|
|
" <td>0.596328</td>\n",
|
|
" <td>0.884411</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>0.085137</td>\n",
|
|
" <td>3.957416</td>\n",
|
|
" <td>0.972784</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>0.2</td>\n",
|
|
" <td>3.703825</td>\n",
|
|
" <td>3.528636</td>\n",
|
|
" <td>0.297137</td>\n",
|
|
" <td>0.201202</td>\n",
|
|
" <td>0.196067</td>\n",
|
|
" <td>0.228169</td>\n",
|
|
" <td>0.218026</td>\n",
|
|
" <td>0.252767</td>\n",
|
|
" <td>0.355655</td>\n",
|
|
" <td>0.219909</td>\n",
|
|
" <td>0.588904</td>\n",
|
|
" <td>0.598160</td>\n",
|
|
" <td>0.886532</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>0.094517</td>\n",
|
|
" <td>4.053212</td>\n",
|
|
" <td>0.969980</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>0.3</td>\n",
|
|
" <td>3.704130</td>\n",
|
|
" <td>3.528939</td>\n",
|
|
" <td>0.303499</td>\n",
|
|
" <td>0.204749</td>\n",
|
|
" <td>0.199901</td>\n",
|
|
" <td>0.232829</td>\n",
|
|
" <td>0.225107</td>\n",
|
|
" <td>0.260797</td>\n",
|
|
" <td>0.363757</td>\n",
|
|
" <td>0.226825</td>\n",
|
|
" <td>0.599969</td>\n",
|
|
" <td>0.599964</td>\n",
|
|
" <td>0.888653</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>0.105339</td>\n",
|
|
" <td>4.147779</td>\n",
|
|
" <td>0.966948</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>0.4</td>\n",
|
|
" <td>3.704313</td>\n",
|
|
" <td>3.529120</td>\n",
|
|
" <td>0.308908</td>\n",
|
|
" <td>0.208811</td>\n",
|
|
" <td>0.203854</td>\n",
|
|
" <td>0.237241</td>\n",
|
|
" <td>0.229614</td>\n",
|
|
" <td>0.266918</td>\n",
|
|
" <td>0.370758</td>\n",
|
|
" <td>0.232673</td>\n",
|
|
" <td>0.609385</td>\n",
|
|
" <td>0.602014</td>\n",
|
|
" <td>0.895016</td>\n",
|
|
" <td>0.999894</td>\n",
|
|
" <td>0.132035</td>\n",
|
|
" <td>4.259682</td>\n",
|
|
" <td>0.962989</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>0.5</td>\n",
|
|
" <td>3.704422</td>\n",
|
|
" <td>3.529229</td>\n",
|
|
" <td>0.314316</td>\n",
|
|
" <td>0.211411</td>\n",
|
|
" <td>0.206768</td>\n",
|
|
" <td>0.240986</td>\n",
|
|
" <td>0.237124</td>\n",
|
|
" <td>0.273416</td>\n",
|
|
" <td>0.378307</td>\n",
|
|
" <td>0.239297</td>\n",
|
|
" <td>0.622792</td>\n",
|
|
" <td>0.603327</td>\n",
|
|
" <td>0.903499</td>\n",
|
|
" <td>0.999046</td>\n",
|
|
" <td>0.168831</td>\n",
|
|
" <td>4.411281</td>\n",
|
|
" <td>0.956648</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>0.6</td>\n",
|
|
" <td>3.704488</td>\n",
|
|
" <td>3.529295</td>\n",
|
|
" <td>0.314634</td>\n",
|
|
" <td>0.206209</td>\n",
|
|
" <td>0.204818</td>\n",
|
|
" <td>0.240159</td>\n",
|
|
" <td>0.242489</td>\n",
|
|
" <td>0.273850</td>\n",
|
|
" <td>0.376438</td>\n",
|
|
" <td>0.238428</td>\n",
|
|
" <td>0.622042</td>\n",
|
|
" <td>0.600721</td>\n",
|
|
" <td>0.897137</td>\n",
|
|
" <td>0.996394</td>\n",
|
|
" <td>0.212843</td>\n",
|
|
" <td>4.621938</td>\n",
|
|
" <td>0.945932</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>0.7</td>\n",
|
|
" <td>3.704528</td>\n",
|
|
" <td>3.529335</td>\n",
|
|
" <td>0.304136</td>\n",
|
|
" <td>0.187298</td>\n",
|
|
" <td>0.191990</td>\n",
|
|
" <td>0.228749</td>\n",
|
|
" <td>0.238305</td>\n",
|
|
" <td>0.256201</td>\n",
|
|
" <td>0.358807</td>\n",
|
|
" <td>0.226808</td>\n",
|
|
" <td>0.593897</td>\n",
|
|
" <td>0.591207</td>\n",
|
|
" <td>0.868505</td>\n",
|
|
" <td>0.983033</td>\n",
|
|
" <td>0.256854</td>\n",
|
|
" <td>4.898568</td>\n",
|
|
" <td>0.928065</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>0.8</td>\n",
|
|
" <td>3.704552</td>\n",
|
|
" <td>3.529360</td>\n",
|
|
" <td>0.266384</td>\n",
|
|
" <td>0.147571</td>\n",
|
|
" <td>0.158660</td>\n",
|
|
" <td>0.194838</td>\n",
|
|
" <td>0.214485</td>\n",
|
|
" <td>0.209336</td>\n",
|
|
" <td>0.299850</td>\n",
|
|
" <td>0.184356</td>\n",
|
|
" <td>0.492852</td>\n",
|
|
" <td>0.571152</td>\n",
|
|
" <td>0.803818</td>\n",
|
|
" <td>0.936373</td>\n",
|
|
" <td>0.341270</td>\n",
|
|
" <td>5.257397</td>\n",
|
|
" <td>0.895882</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>0.9</td>\n",
|
|
" <td>3.704567</td>\n",
|
|
" <td>3.529375</td>\n",
|
|
" <td>0.162354</td>\n",
|
|
" <td>0.076967</td>\n",
|
|
" <td>0.089233</td>\n",
|
|
" <td>0.114583</td>\n",
|
|
" <td>0.134657</td>\n",
|
|
" <td>0.113253</td>\n",
|
|
" <td>0.160868</td>\n",
|
|
" <td>0.085486</td>\n",
|
|
" <td>0.243590</td>\n",
|
|
" <td>0.535405</td>\n",
|
|
" <td>0.580064</td>\n",
|
|
" <td>0.800106</td>\n",
|
|
" <td>0.415584</td>\n",
|
|
" <td>5.563910</td>\n",
|
|
" <td>0.857396</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Beta RMSE MAE precision recall F_1 F_05 \\\n",
|
|
"0 0.0 3.702446 3.527273 0.282185 0.192092 0.186749 0.216980 \n",
|
|
"0 0.1 3.703312 3.528128 0.290138 0.197597 0.192259 0.223336 \n",
|
|
"0 0.2 3.703825 3.528636 0.297137 0.201202 0.196067 0.228169 \n",
|
|
"0 0.3 3.704130 3.528939 0.303499 0.204749 0.199901 0.232829 \n",
|
|
"0 0.4 3.704313 3.529120 0.308908 0.208811 0.203854 0.237241 \n",
|
|
"0 0.5 3.704422 3.529229 0.314316 0.211411 0.206768 0.240986 \n",
|
|
"0 0.6 3.704488 3.529295 0.314634 0.206209 0.204818 0.240159 \n",
|
|
"0 0.7 3.704528 3.529335 0.304136 0.187298 0.191990 0.228749 \n",
|
|
"0 0.8 3.704552 3.529360 0.266384 0.147571 0.158660 0.194838 \n",
|
|
"0 0.9 3.704567 3.529375 0.162354 0.076967 0.089233 0.114583 \n",
|
|
"\n",
|
|
" precision_super recall_super NDCG mAP MRR LAUC \\\n",
|
|
"0 0.204185 0.240096 0.339114 0.204905 0.572157 0.593544 \n",
|
|
"0 0.210944 0.246153 0.347768 0.212034 0.581038 0.596328 \n",
|
|
"0 0.218026 0.252767 0.355655 0.219909 0.588904 0.598160 \n",
|
|
"0 0.225107 0.260797 0.363757 0.226825 0.599969 0.599964 \n",
|
|
"0 0.229614 0.266918 0.370758 0.232673 0.609385 0.602014 \n",
|
|
"0 0.237124 0.273416 0.378307 0.239297 0.622792 0.603327 \n",
|
|
"0 0.242489 0.273850 0.376438 0.238428 0.622042 0.600721 \n",
|
|
"0 0.238305 0.256201 0.358807 0.226808 0.593897 0.591207 \n",
|
|
"0 0.214485 0.209336 0.299850 0.184356 0.492852 0.571152 \n",
|
|
"0 0.134657 0.113253 0.160868 0.085486 0.243590 0.535405 \n",
|
|
"\n",
|
|
" HR Reco in test Test coverage Shannon Gini \n",
|
|
"0 0.875928 1.000000 0.077201 3.875892 0.974947 \n",
|
|
"0 0.884411 1.000000 0.085137 3.957416 0.972784 \n",
|
|
"0 0.886532 1.000000 0.094517 4.053212 0.969980 \n",
|
|
"0 0.888653 1.000000 0.105339 4.147779 0.966948 \n",
|
|
"0 0.895016 0.999894 0.132035 4.259682 0.962989 \n",
|
|
"0 0.903499 0.999046 0.168831 4.411281 0.956648 \n",
|
|
"0 0.897137 0.996394 0.212843 4.621938 0.945932 \n",
|
|
"0 0.868505 0.983033 0.256854 4.898568 0.928065 \n",
|
|
"0 0.803818 0.936373 0.341270 5.257397 0.895882 \n",
|
|
"0 0.580064 0.800106 0.415584 5.563910 0.857396 "
|
|
]
|
|
},
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"from tqdm import tqdm\n",
|
|
"result=[]\n",
|
|
"for beta in tqdm([round(i,1) for i in np.arange(0,1,0.1)]):\n",
|
|
" model=RP3Beta()\n",
|
|
" model.fit(train_ui, alpha=1, beta=beta)\n",
|
|
" reco=pd.DataFrame(model.recommend(user_code_id, item_code_id, topK=10))\n",
|
|
" estimations_df=pd.DataFrame(model.estimate(user_code_id, item_code_id, test_ui))\n",
|
|
" to_append=ev.evaluate(test=pd.read_csv('./Datasets/ml-100k/test.csv', sep='\\t', header=None),\n",
|
|
" estimations_df=estimations_df, \n",
|
|
" reco=np.array(reco),\n",
|
|
" super_reactions=[4,5])\n",
|
|
" to_append.insert(0, \"Beta\", beta)\n",
|
|
" result.append(to_append)\n",
|
|
" \n",
|
|
"result=pd.concat(result)\n",
|
|
"result"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAABCwAAAkoCAYAAACgVC5GAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvAOZPmwAAIABJREFUeJzs3XlcVXX+x/HXlx1BwA0UEHEXUMFdM5c0l8q0PcsWc8qpqV97M1NT00zTzDTTYtMytkw1LaZmm+1qmZWTe+G+KwKioCgCIvv398e9EBKWKdzD8n4+HvfBPed8z72fQ/nl3M/9fj9fY61FRERERERERKQ+8XI6ABERERERERGR6pSwEBEREREREZF6RwkLEREREREREal3lLAQERERERERkXpHCQsRERERERERqXeUsBARERERERGRekcJCxEREREREalkjJlijFl4Eu2eM8Y84ImYpGlSwkIaHWNMijHmmDEm3xiz3xjzX2NMsPvYf40x1hgzsdo5T7r3T3Vv+xljHjfGpLtfZ7cxZsYJ3qPi8YxHL1REpIFw95nFxpjW1fYnu/ve2Cr7/uTeN7Ba26nGmLJq/W6+MSbSM1chItJ0WGtnWWvHnkS7G621f/FETNI0KWEhjdX51tpgIAnoA9xb5dg24NqKDWOMD3ApsLNKm3uB/sBAoDlwFvB9Te9R5XFL7V+GiEijsRu4omLDGNMLCKzawBhjgKuBQ1Tpp6tYVq3fDbbWZtRl0CIiDZX7HlekQVPCQho1a+1+YAGuxEWFD4GhxpgW7u3xwDpgf5U2A4D3rLUZ1iXFWvuaR4IWEWmcXgeuqbJ9LVC9Xx0GRAK3AZONMX4eik1EpMFwj1q71xizyRhz2BjzijEmwBgz0j06+HfGmP3AK+72E9wj2nKMMd8aY3pXea32xph3jTEHjDHZFSOG3aPalrqfG2PMDGNMljHmiDFmnTGmp/vYf40xD1d5vRuMMTuMMYeMMR9UHQXnHj13ozFmuzvuZ92JapETUsJCGjVjTDRwDrCjyu5C4ANgsnv7Gn5807wcuNMY8xtjTC91piIip205EGKMiTPGeAOXA29Ua3MtrqTyXPf2BA/GJyLSkEwBxgGdgW7A/e79bYGWQAdgujGmL/Ay8GugFfA88IExxt/dF38E7AFigShgTg3vNRYY7n6fMFz9d3b1RsaYUcDfgcuAdu7Xrf56E3B9MZjobjfuF1+5NClKWEhj9b4xJg9IA7KAB6sdfw24xhgTCowA3q92/O/AP3D9MVgN7DXGVB+e/L47U13xuKHWr0JEpHGpGGUxBtgC7K04YIxphmt63pvW2hLgbX48LWRwtX53JyIiTdMz1to0a+0h4K/8MOWuHHjQWltkrT0G3AA8b61dYa0ts9a+ChQBg3FNfY4E7rHWHrXWFlprl9bwXiW4pkj3AIy1drO1dl8N7aYAL1trv7PWFuGaYj2kap0i4BFrbY61NhX4kuNHQYv8iBIW0lhdYK1tDozE1bkeV+jN3Rm3wZWN/sjdoVc9XmatfdZaOxRXJvmvwMvGmLhq7xFW5fFiHV6PiEhj8DpwJTCVH49suxAoBT5xb88CzjHGtKnSZnm1frdzXQcsIlJPpVV5vgdX4gHggLW2sMqxDsBdVZO9QHt3+/bAHmtt6U+9kbV2MfAM8CyQaYx5wRgTUkPTSHcsFefl4xqJEVWlTdUp2AVA8E+9t4gSFtKoWWu/Av4LPFbD4TeAu/jxTXP11zhmrX0WOAzE13aMIiJNhbV2D67im+cC71Y7fC2uG9dU99zreYAvVQp1iohIpfZVnscAFQWIbbV2acBfqyV7m1lrZ7uPxZxMcU5r7VPW2n5AAq6pIffU0CwDV4IEAGNMEK5pKHtraCtyUpSwkKbgSWCMMab6kLOncA1L/rr6CcaY292FiwKNMT7u6SDN+fFKISIi8sv8ChhlrT1aZV8UMBrX3OYk9yMR19S8mlYLERFp6m42xkQbY1oC9/FD7Z/qXgRuNMYMchfPDDLGnGeMaQ6sBPYBj7j3BxhjhlZ/AWPMAPf5vsBRXPXgymp4rzeB64wxScYYf+BvwAprbcppX600WUpYSKNnrT2AaxTFA9X2H7LWfmGtrZ6JBjgGPI5r2NpB4GbgYmvtriptPjTG5Fd5vFdHlyAi0mhYa3daa1dX2z0MSLbWLrTW7q944Eos966oRo9rLnR+tccAj16AiEj98CawENjlfjxcUyN3f3sDrikdh3EVop/qPlYGnA90AVKBdFwFNasLwZX4OIxrykc2NYxettZ+get++x1ciZDO/FDkXuSUmJo/q4mIiIiIiEh9Y4xJAa631n7udCwidU0jLERERERERESk3lHCQkRERERERETqHU0JEREREREREZF6RyMsRERERERERKTeUcJCREREREREROodH6cDqA2tW7e2sbGxTochInKcNWvWHLTWtnE6Dk9RXywi9VFT6ovVD4tIfXQ6/XCjSFjExsayenX1Jd1FRJxljNnjdAyepL5YROojp/tiY8x44F+AN/Afa+0j1Y7fCNwMlAH5wHRr7SZjzBjgEcAPKAbusdYu/qn3Uj8sIvXR6fTDmhIiIiIiIlIHjDHewLPAOUA8cIUxJr5aszettb2stUnAP4En3PsPAudba3sB1wKveyhsEZF6QwkLEREREZG6MRDYYa3dZa0tBuYAk6o2sNbmVtkMAqx7//fW2gz3/o1AgDHG3wMxi4jUG41iSoiIiIiISD0UBaRV2U4HBlVvZIy5GbgT1/SPUTW8zsXA99baohrOnQ5MB4iJiamFkEVE6o9Gm7AoKSkhPT2dwsJCp0PxuICAAKKjo/H19XU6FBFp4hp7X6z+VkR+hqlhn/3RDmufBZ41xlwJ3I9rCojrBYxJAP4BjK3pDay1LwAvAPTv3/9Hry0iJ6+x37fUtbq4L2q0CYv09HSaN29ObGwsxtT0t6JxstaSnZ1Neno6HTt2dDocEWniGnNfrP5WRE5COtC+ynY0kHGCtuCaMjKzYsMYEw28B1xjrd1ZJxGKSKXGfN9S1+rqvqjR1rAoLCykVatWTe5/NGMMrVq1UlZQROqFxtwXq78VkZOwCuhqjOlojPEDJgMfVG1gjOlaZfM8YLt7fxjwMXCvtfZ/HopXpElrzPctda2u7osabcICaLL/ozXV6xaR+qkx90mN+dpE5PRZa0uBW4AFwGbgLWvtRmPMQ8aYie5mtxhjNhpjknHVsaiYDnIL0AV4wBiT7H6Ee/oaRJoa/W0/dXXxu2vUCQuneXt7k5SURM+ePTn//PPJyckBICUlBWMMDzzwQGXbgwcP4uvryy233ALA1q1bGTlyJElJScTFxTF9+nQAlixZQmhoKElJSZWPzz//3PMXJyLSQBhjuPrqqyu3S0tLadOmDRMmTDiu3aRJkxgyZMhx+/70pz8RFRV1XJ9b0ZeLiJwMa+0n1tpu1trO1tq/uvf90Vr7gfv5bdbaBGttkrX2LGvtRvf+h621Qe79FY8sJ69FRBquM8444yePn3vuufXyHkcJizoUGBhIcnIyGzZsoGXLljz77LOVxzp16sRHH31UuT1v3jwSEhIqt2+99VbuuOMOkpOT2bx5M//3f/9XeWzYsGEkJydXPs4++2zPXJCISAMUFBTEhg0bOHbsGACLFi0iKirquDY5OTl899135OTksHv37uOOVfTFFY+wsDCPxS4iIiJSXVlZ2S8+59tvv/3J45988km9vMdRwsJDhgwZwt69eyu3AwMDiYuLY/Xq1QDMnTuXyy67rPL4vn37iI6Ortzu1auX54IVEWlkzjnnHD7++GMAZs+ezRVXXHHc8XfeeYfzzz+fyZMnM2fOHCdCFBERESElJYUePXpw7bXX0rt3by655BIKCgqIjY3loYce4swzz2TevHns3LmT8ePH069fP4YNG8aWLVsAyMzM5MILLyQxMZHExMTKREVwcDDg+pw5fPjwypkA33zzDQCxsbEcPHgQgCeeeIKePXvSs2dPnnzyycq44uLiuOGGG0hISGDs2LGVXwbVpUa7SkhVf/5wI5sycmv1NeMjQ3jw/ISfb4grA/bFF1/wq1/96rj9FTfGbdu2xdvbm8jISDIyXIWj77jjDkaNGsUZZ5zB2LFjue666yozXt988w1JSUmVr/POO+/QuXPnWroyEZG64WRfPHnyZB566CEmTJjAunXrmDZtWuUfaHAlMR588EEiIiK45JJLuPfeeyuPzZgxgzfeeAOAFi1a8OWXX9bqNYiIiEj94+R9y9atW3nppZcYOnQo06ZN49///jfgWjZ06dKlAIwePZrnnnuOrl27smLFCn7zm9+wePFibr31VkaMGMF7771HWVkZ+fn5x732m2++ybhx4/jDH/5AWVkZBQUFxx1fs2YNr7zyCitWrMBay6BBgxgxYgQtWrRg+/btzJ49mxdffJHLLruMd955h6uuuqqWfjs1axIJC6ccO3aMpKQkUlJS6NevH2PGjDnu+Pjx43nggQeIiIjg8ssvP+7Yddddx7hx4/jss8+YP38+zz//PGvXrgVcU0KqTicRkdpXVm7JKywhp6CEI8dKAEhsX/+GycnJ6d27NykpKcyePZtzzz33uGOZmZns2LGDM888E2MMPj4+bNiwgZ49ewKuBPLdd9/tRNgiTV5hSRk5BSXkHCsmp6CEbhHNaRnk53RYIuIB1lpKyy2lZZbisnJKy8opLbcUl5a795e791tKy8vx9vKid1QoXl4Nv2hm+/btGTp0KABXXXUVTz31FEDlZ8b8/Hy+/fZbLr300spzioqKAFi8eDGvvfYa4KqpGBoaetxrDxgwgGnTplFSUsIFF1xw3BfhAEuXLuXCCy8kKCgIgIsuuohvvvmGiRMn0rFjx8r2/fr1IyUlpZav/MeaRMLiZEdC1LaKGhZHjhxhwoQJPPvss9x6662Vx/38/OjXrx+PP/44Gzdu5MMPPzzu/MjISKZNm8a0adPo2bMnGzZs8PQliDR4RaVlHCkoIeeYK/GQU1BCTkFx5fMjx1zHKvZV7M8tLMHaH14nvl0In9w2zLkLaQSc6osrTJw4kbvvvpslS5aQnZ1duX/u3LkcPny4cs3w3Nxc5syZw8MPP+xUqCKNirWWwpLyyqTD4YLiyn65IhlxxL2/sl927y8sKT/utV68pj9j4iMcuhIR+Sll5ZYVu7NZuDGTwwXFlJSVU1LmSiyUlFlK3AmH4/e7n5dXaVOl7S91RudWPHppIlFhgad9PU7et1RfbaNiuyKJUF5eTlhYGMnJyb/4tYcPH87XX3/Nxx9/zNVXX80999zDNddcU3nc2hP/3v39/Sufe3t7a0pIYxEaGspTTz3FpEmTuOmmm447dtdddzFixAhatWp13P7PPvuM0aNH4+vry/79+8nOziYqKqpybpJIU1NebjmYX0RWXlGVRMMPN7dHCo7frvh5rOTERYm8DIQG+hLWzI/QQF9aBvnRsXUQYYG+hDbzc/0M9CWsmS/hzQM8eLVSF6ZNm0ZoaCi9evViyZIllftnz57NZ599VrlCyO7duxkzZowSFiI1KCu3ZOUVcujoD0mH4xMNxe5kw/HPi0vLT/iaft5ehDXzdT/8iGnZjN7RP/TNYc18aeHuk+PahXjwakXk51hr2ZiRy/vf7+XDdRlk5hYR6OtNRIg/Pt5e+HgZ/HxcP328vQjw9aJ5gA8+Xl74eht8vb3w8Tb4ennh62Mq9/t4e+Hr7YWvV8XzE7d17fdi14F8Hl2wlfEzvubBiQlc3DeqwS5RmpqayrJlyxgyZAizZ8/mzDPP5Pvvv688HhISQseOHZk3bx6XXnop1lrWrVtHYmIio0ePZubMmdx+++2UlZVx9OhRQkJ+6Dv37NlDVFQUN9xwA0ePHuW77747LmExfPhwpk6dyu9//3ustbz33nu8/vrrHr3+qpSw8JA+ffqQmJjInDlzGDbsh29pExISjlsdpMLChQu57bbbCAhwfUh69NFHadu2LVu2bPlRDYv777+fSy65pO4vQqSOWGvJKSgh48gxMnIK2Vfl576cQjKOHCMzt5CSspozvgG+XoQFum5sQ5v5/uhmt+KGt6JNWDNXu2A/n0YxbFBOTnR0NLfddttx+1JSUkhNTWXw4MGV+zp27EhISAgrVqwAjq9hAfD+++8TGxvrkZhFPMlay5FjJezN+aHvrXyec4x9RwrZn1tI2Qm+9fT38XIlFpq5+l1XAtiPsCBX/+vqh139b1igHy3c+wN8vRrshwqRpirl4FE+WJvB+8l72XXgKL7ehhHdwnlgQiSje0QQ6Oft8ZhGdGvD6B4R3D1vLXfPW8vCjfv520W9aB3s//Mn1zNxcXG8+uqr/PrXv6Zr167cdNNNPP3008e1mTVrFjfddBMPP/wwJSUlTJ48mcTERP71r38xffp0XnrpJby9vZk5c+Zxy7YvWbKERx99FF9fX4KDgyunj1To27cvU6dOZeDAgQBcf/319OnTxyPTP2pifmrIR0PRv39/W7HaRoXNmzcTFxfnUETOa+rXL/VLXmEJ+478cMO7L+cYGUeOT0hUH/br621oGxpAu9BAIkMDaBfm+hkeEnDcDXFooC8Bvp7/o3gyjDFrrLX9nY7DU5pqX9wUrlEah8KSssp+uGoiwpUsdiWKq49K8/U2tAsNpF1oAFFhgbQLc/XLrYP9CGvmV5kMDmumvrg+qKkfFqktWXmFfLxuH+8nZ7A2LQeAQR1bckGfKM7p2ZawZvWjvkxZueWlpbt4bME2mgf48NcLezG+Z9uTOrc+/E1PSUlhwoQJDbYcQE2/w9PphzXCQkROS2FJ2fFJiBqSEXmFpced42UgvHkA7cICiGsXwqge4ZUJiUj3DXHrIH+NfhAROUll5ZYDeUXszTnmTkq4EhAVCYl9OYVkHy3+0XltmvsTGRpAt4jmjOgWTmSYqx92PdQXizR1eYUlLNiYyfzkvfxvx0HKrauu133n9mBC70gia6FWRG3z9jJMH96Zkd3DufOtZG58Yw0X9Y3iwfMTCA30dTo8+YWUsBCRk3L4aDGb9+WyaV8umzJy2ZaVR0aOax5zda2C/GgXFkBMq2YM7tSSdmFVv50LJLy5P77eXg5chYhIw3bkWAmb9+WyMcPVF6ceOkpGTiGZuYU/KlAX7O9TmYDoFRVGlHt0RGRYIFFhgUSE+uPvUz9HRYiIc4pKy1iy9QDzk/fyxeYsikrLiWnZjJvP6sLExEi6RjR3OsST0i2iOe/9ZihPL97Bs1/uYNnObB69JJEzu7Z2OrSfFBsb22BHV9SFn01YGGMCgK8Bf3f7t621D1ZrMwM4y73ZDAi31oa5j10L3O8+9rC19tVq534AdLLW9nRv/wm4ATjgbnKftfaTX35pInIqysstaYcL2JTxQ3Ji875cMo4UVraJCPGne9sQekWFHTcqIjI0kLahAfV2WLCISENhrWV/biEb97r64o0ZR9i0L5e0Qz9UZG8d7E+nNkEM7NiSSHcyomLaRmRYICEB+iZRRE5OxQof87/P4JMN+8grLKVVkB+TB7RnUp8o+rQPa5C1Zny9vbhzTDdG9XCNtrjqpRVcO6QDvz8nzpE6G/LLncwIiyJglLU23xjjCyw1xnxqrV1e0cBae0fFc2PM/wF93M9bAg8C/QELrDHGfGCtPew+fhGQX8N7zrDWPnaqF1Ulrgb5D+t0NYa6JOIZhSVlbMvMq0xObN6Xy+Z9eeQXuaZweHsZOrtvhuMjQ4hr53o0xOJF4pzG3Berv5XaUFZu2XUg352YcCWKN2Yc4XBBSWWbjq2D6B0dxuQBMSREhhAfGaLVi0TktNS0wkeQnzfjEtoyqU8UQzu3wqeRjIhNah/GJ7cO4x+fbeGV/6Xw9faDPH5ZIn1jWvyobWO+b6lrdXFf9LMJC+t614qkgq/78VORXIErSQEwDlhkrT0EYIxZBIwHZhtjgoE7genAW6cU/U8ICAggOzubVq1aNan/4ay1ZGdnV64uIlIhO7+oMilRkaDYeeBoZbX3YH8f4to15+K+UcS1c90Md4tortEScloac1+s/lZOxbHiMrbsdycm3AmKrftzKwsP+3l70b1tc8bGtyUhKoT4diH0aBdCsL9m8YpI7TjRCh/3nxfJ2XHOrPDhCQG+3jx4fgJj4iO4Z946Lpn5LTeN7Mxto7vh5+NKzDTm+5a6Vlf3RSf1188Y4w2sAboAz1prV5ygXQegI7DYvSsKSKvSJN29D+AvwONAQQ0vdYsx5hpgNXBXxYiMXyI6Opr09HQOHDjw840bmYCAAKKjo50OQxxSXm5JyT7K5n15bNp3pDI5kZlbVNkmMjSA+MgQxiW0Jd6dnGjfopkKq0mta+x9sfpb+SkVieKqoyZ2HzxKRamJkAAfEiJDmTKoQ+Woic5tglXjR0RqXVZeIR+t3cf8tcev8HH9mZ04t1f9WeHDE87o3JpPbx/GXz7cxLNf7mTxlgM8cVkice1CGv19S12ri/uik0pYWGvLgCRjTBjwnjGmp7W2pkogk3HVuKhYE6umTz/WGJMEdLHW3mGMia12fCauZIblh6TGtOovYoyZjmt0BjExMT96E19fXzp27HgSVyfScJWVWzZmHGHD3tzK5MSW/XkUFLv+Cfp4GbqEBzO0S2tXYsI9paNFUNP5oyTOUl8sTYG1lrRDxyrrTFQkKPbn/lD7JyoskLh2IUzoHUl8ZAgJkSFEhQXqGzwRqTMnWuHj3nN6cH5i/Vzhw1NCAnx59NJExia05d531zHxmaXcOaY704d30n1LPfOLxhdaa3OMMUtwTes4UcLi5irb6cDIKtvRwBJgCNDPGJPijiHcGLPEWjvSWptZ0dgY8yLw0QlieQF4AVxrTv+S6xBpyI4Vl7F0x0EWbdrPF5uzKpepax7gQ3y7EC7r3574SFdyomtEsCrAi4jUgeLScpbtymbhxv0s2pRJVp5rFJu3l6FLm2CGdG7lGjWhRLGIeFBNK3y0bxnIb0Z2YVJSw1nhw1PGxEfQN2Y497+/gX98toXPN2fy+KWJxLYOcjo0cTuZVULaACXuZEUgcDbwjxradQdaAMuq7F4A/M0YU1HNZCxwr7umxUz3ebHAR9bake7tdtbafe72F1JzYkSkScnOL+KLLVks2pTJN9sPUFhSTvMAH87qHs7ouHD6xrQguoW+qRMRqUu5hSUs2XqARZsyWbIli7yiUpr5eTOiWxuGdW1DzyjV/hERzzvRCh+XD2jPpKQo+sY0zBU+PKVVsD//ntKX+ckZPDB/A+f86xvuOy+OqwbF6PdWD5zMCIt2wKvuOhZewFvW2o+MMQ8Bq621H7jbXQHMsVVKg1prDxlj/gKscu96qKIA50/4p3vKiAVSgF+f/OWINB67Dx5l0SbXN3dr9hym3LpqT1zevz1j4tsysGPLygJBIiJSNzJzC1m0KZOFmzJZtvMgJWWW1sF+nNe7HWMTIjijc2slKETE435qhY+JSZGc2aV1o1nhwxOMMVzQJ4pBnVry27fX8cD7G1i4cT//vKQ37UKb7tSZ+sA0hiXZ+vfvb1evXu10GCKnpbzckpyew6JNmSzalMmOLNfiPHHtQhgTH8HY+AgSIkOU6W1AjDFrrLX9nY7DU9QXS2OxIyufhZv2s3BjJsnu4nSxrZoxNqEtY+Mj6BPTAm8VKW4wmlJfrH648Us5eJT5yRnMX3v8Ch+Tkhr3Ch+eZK3ljRWp/O3jzfh6Gx6a1JNJSZG6Bz8Np9MPa40sEQcVlpSxbGc2Czft5/PNWRzIK8LbyzCoY0umDIrh7LgI2rds5nSYIiKNWnm55fu0HBZu2s+ijZnsOngUgMToUO4Z152x8RF0CQ/WzaqIOEIrfHiWMYarB3dgWJfW3PlWMrfPTWbhpv08fEEvWqoekccpYSHiYTkFxSx216P4atsBCorLCPLzZmT3cMbER3BW93BCm/k6HaaISKNWVFrGtzuzWbgxk883Z3IgrwgfL8OQzq24bmgsZ8dHaBiwiDgmr7CEzzbs54O1Gcet8HHfuT2Y0Ltpr/DhKbGtg5h34xk8//VOZizaxsrdh3nkol6cHR/hdGhNihIWIh6QdqiAhZsyWbRpP6tSDlNWbokI8efCPlGMiY9gSOdWWs1DRKSOHTlWwpKtWSzcmMmSrVkcrUgY9whnbHwEI7uHExqohLGIOKOotIwvtxzgg7V7+XxzFsWl5cS0bMbNZ3VhYqJW+HCCt5fhNyO7cFb3cO6Ym8z1r63msv7RPDAhnuYB+nvhCUpYiNQBay3r9x6prEexZX8eAN0igrlpRGfGxEfQKyoUL82BFhGpU/uOHOPzyqKZ2ZSWW9o092eSO2F8hhLGIuKgsnLLil3ZzE/+YYWP1sF+XDkwholJkfRprxU+6oO4diF8cMuZ/OuLbcxcspP/7cjmsUsTGdK5ldOhNXpKWIjUkuLScpbtymbRpv18vimL/bmFeBnoH9uS+8+LY0x8BB1aaU1nEZG6ZK1le1Y+Cze6Vllam34EgE6tg7h+WCfGJkSQFB2mhLGIOMZay4a9ucxPrrbCR8+2TEqKYmjnVlrhox7y8/HinnE9GNUjgrvnreWKF5czbWhHfju+u1aLqkNKWIicpqNFpby6LIUXvt5FTkEJgb7eDO/WmrvjuzOqR7iK84iIeMCx4jJeW5bC7JWppGQXANAnJozfju/O2Pi2dAkPdjZAEWnyalrhY2R31wofo3tohY+Gol+HFnx865k88ukWXv7fbpbuOMB7vxlKkL8+WtcF/VZFTlFhSRlvLN/DzCU7yT5azKge4UwZFMPQLq2VZRUR8ZCi0jJmr0jlmS93cjC/iCGdWnHD8E6cHRdBREiA0+GJSBOXV1jCe9/v5Z3v9rI2LQdjXCt83DCsE+f01AofDVUzPx8emtSTMzq34sY3vmN+cgZXDopxOqxGSQkLkV+oqLSMuavSeGbxDrLyijizS2vuHNuNvjEtnA5NRKTJKCkr5+016Tz9xXYyjhQyuFNLnruqL/1jWzodmogIW/bn8sbyPbz33V6OFpcRpxU+GqVxCW2JaxfCrBV7uGJge9UbqQNKWIicpOo3xwNjW/L0FX0Y1EnFdkREPKWs3DI/eS9Pfr6d1EMGR4lnAAAgAElEQVQF9IkJ47FLEzmjS2unQxORJq64tJzPNu7njWV7WJlyCD8fLyYmRnL14A4ktg9zOjypA8YYpgyK4f73N7A2/QhJ+u9c65SwEPkZpWXlvJ+cwVNfuG6Ok9qH8Y9LenNml9bKooqIeEh5ueXTDfuZ8fk2dmTlkxAZwitTBzCyexv1xSLiqIycY8xemcrslWkczC8ipmUz7ju3B5f2a08L1TJr9C7oE8XfP9nMrOV7lLCoA0pYiJxAebnlo/X7ePLzbew6cJSEyBBentqfs7qH6+ZYRMRDrLUs3pLF4wu3sWlfLl3Dg5k5pS/jEtpqpQ8RcUx5ueXbndm8vjyFRZsyscCo7uFcPaQDw7u2Uf/UhAT7+zCpTxTvfpfO/efFE9rM1+mQGhUlLESqsdayYGMmMxZtY2tmHt0jmvPcVf0YlxChRIWIiIdYa13r3C/cSnJaDh1aNePJy5M4PzESb30QkAbEGDMe+BfgDfzHWvtIteM3AjcDZUA+MN1au8l97F7gV+5jt1prF3gydvmxI8dKeHtNOrOW72HXwaO0DPLj1yM6c+XAGNq3bOZ0eOKQKwfG8OaKVN79Pp3rhnZ0OpxGRQkLETdrLV9uzeKJRdvYsDeXTm2CeOqKPkzo1U5ZchERD1qVcojHFmxlxe5DRIUF8o+Le3FR32h8vb2cDk3kFzHGeAPPAmOAdGCVMeaDioSE25vW2ufc7ScCTwDjjTHxwGQgAYgEPjfGdLPWlnn0IgSADXuP8MbyPbyfvJfCknL6xoQx4/JEzunZTqvDCT2jQklqH8asFalMPSNWX3LWIiUspMmz1rJ0x0EeX7iN5LQc2rcM5LFLE7kgKRIf3RyLiHjM2rQcHl+0ja+3HaBNc38empTA5QPa4++jDwPSYA0EdlhrdwEYY+YAk4DKhIW1NrdK+yDAup9PAuZYa4uA3caYHe7XW+aJwMW1hP2nG/bx2rI9fJ+aQ4CvFxckRXHV4A70jAp1OjypZ64cFMNv317Hyt2HVJS/FilhIU3ail3ZPL5oGyt3HyIyNIC/X9SLS/rpWzwREU/asj+XxxduY9GmTFo08+W+c3tw9eBYAv2UqJAGLwpIq7KdDgyq3sgYczNwJ+AHjKpy7vJq50bVcO50YDpATExMrQTd1KUdKuDNlanMXZXGoaPFdGodxB8nxHNxv2hCA1WfQGp2fu9I/vLRJmatSFXCohYpYSFN0neph3li4TaW7jhIeHN//jwxgckD9S2eiIgn7TyQz5Ofb+ejdRkE+/tw15huXHdmR4L9dXsijUZN48Ltj3ZY+yzwrDHmSuB+4NpfcO4LwAsA/fv3/9FxOTnl5Zavth/gjWV7WLw1CwOMiY/g6sGxDO3SSkP85WcF+nlzcd9oZq3Yw8H8eFoH+zsdUqOgOwJpUjbsPcITi7axeEsWLYP8uP+8OK4a3EFzD0VEPCjtUAH/+mI7736XToCvNzeP7MINwzqpsro0RulA+yrb0UDGT7SfA8w8xXPlFBw+Wsy8NWm8sTyV1EMFtA7255azunDFwBgiwwKdDk8amCmDYvjvtym8vSadG0d0djqcRkEJC2kStuzPZcaibSzYmElooC/3jOvO1DNiCdK3eCIiHrPvyDGeWbyDuavS8PYy/OrMjtw4ojOt9C2UNF6rgK7GmI7AXlxFNK+s2sAY09Vau929eR5Q8fwD4E1jzBO4im52BVZ6JOomYG1aDq8t28OH6zIoLi1nYMeW3DOuO+MS2uLno6nBcmq6RjRnYMeWvLkilenDOqlwfy3QpzVp1HZk5fPk59v4eP0+gv18uP3srkw7syMhAfoWT0TEUw7kFTFzyU7eWLEHay1XDIzh5rO60DY0wOnQROqUtbbUGHMLsADXsqYvW2s3GmMeAlZbaz8AbjHGnA2UAIdxTQfB3e4tXAU6S4GbtULI6SksKeODtRm8sXwP69KPEOTnzWX9o7lqcAd6tA1xOjxpJKYMiuG2Ocn8b+dBhnVt43Q4DZ4SFtIo7ck+yr++2M773+8lwNebm0Z0ZvrwToQ183M6NBGRJiOnoJjnv97Ff/+XQlFpGZf0i+b/RnWlfctmTocm4jHW2k+AT6rt+2OV57f9xLl/Bf5ad9E1DYeOFvP6sj28tiyF7KPFdA0P5qFJCVzYJ4rm+hJLatn4nm1pGeTHrOWpSljUAiUspFEpLi3nb59s5o3leyqHG/96RGcVvRER8aBjxWW88PUu/vPNLvKLSzm/dyS3n92VTm2CnQ5NRJqQ1OwC/rN0F2+tTqOwpJxRPcK5flhHhnRSEU2pO/4+3lzaP5r/fLObzNxCIkI0mvB0KGEhjUZOQTE3vrGG5bsOMWVQDLeO7qoOQkTEw7LyCrnh1dWsTT/CuIQI7hjTTUOtRcSj1qbl8MLXu/h0wz68vQwXJEVxw/BOdIto7nRo0kRcOTCG57/axdxVadw6uqvT4TRoSlhIo5By8CjT/ruK9MPHePLyJC7o86NlykVEpI5t3Z/HtP+u4tDRYl68pj9j4iOcDklEmojycsuSbVk899UuVu4+RPMAH6YP78x1Q2P1BZZ4XIdWQQzr2prZK1P5zcjO+HirkOupUsJCGrxVKYeY/tpqAN64fhADO7Z0OCIRkabn620HuHnWdwT6eTPvxiH0jAp1OiQRaQKKSsuY/30GL36zi+1Z+USGBnD/eXFMHhhDsFaDEwdNGdSBG99Yw5KtBzhbCfxTpn/F0qDNT97LPfPWEd0ikJenDiC2dZDTIYmINDlvrkjlgfkb6BoezMtTBxAZFuh0SCLSyB05VsKsFXv47/9SyMorIq5dCDMuT2RC70h89W221AOj48KJCPFn1oo9SlicBiUspEGy1vKvL7bz5OfbGdSxJc9f3U8rgIiIeFh5ueUfn23h+a93MbJ7G565sq++0RSROrU35xgvL93NnJWpHC0u48wurXn8skTO7NJahTSlXvH19uLyATE8vXg7aYcKtELWKdJdhTQ4RaVl/P6d9bz3/V4u7hvN3y/qhZ+PMukiIp50rLiMO99K5tMN+7l6cAcePD9ec3RFpM5szDjCi1/v4sN1+wA4v3c7bhjeiYRITT+T+mvygPY8s3g7c1alcs+4Hk6H0yApYSENyuGjxfz69TWsTDnE3WO7cfNZXZRNFxHxsKy8Qm54bQ3r0nN4YEI804bGqi8WkVpnreWb7Qd54etdLN1xkCA/b6aeEcu0MzsSpaln0gBEhgUyqkc4c1elc9vobvqS9RQoYSENxq4D+Uz77yoyjhTy1BV9mJgY6XRIIiJNzrbMPK57xbUSyPNX9WNsQlunQxKRRqakrJyP1mXwwte72bwvlzbN/fnt+O5MGdiB0Ga+Tocn8otMGdSBzzevYtGmTM7r3c7pcBocJSykQVi+K5tfv74Gby/D7BsG0a+DVgIREfG0pdsPctMbawjw8+atXw+hV7SGYotI7ckvKmXOylReXrqbjCOFdAkP5p8X92ZSn0j8fbydDk/klAzv1oaosEBmrdijhMUpUMJC6r131qTz+3fXEdOyGa9MHUhMKxWsERHxtDkrU7n//Q10CQ/mpakDNBxbRGpNZm4hr/wvhVkr9pBXWMrAji35ywU9Oat7OF5emm4mDZu3l+HKQTE8umAruw7k06lNsNMhNShKWEi9Za3liUXbeHrxDs7o3IqZU/ppGKCIiIeVl1v+uWArz321kxHd2vDMlX1oHqC+WERO37bMPF78ehfvJ++lrNwyvmdbpg/vTFL7MKdDE6lVl/aPZsaibcxemcofzot3OpwGRQkLqZcKS8q45+11fLg2g8v6R/PwBVoJRETE0wpLXCuBfLJ+P1MGxfDniQlaCURETtt3qYd5ZvEOFm/JIsDXi8kDYrh+WEc6tApyOjSROhHePIBxCW2Ztyadu8Z2J8BXU5xOlhIWUu9k5xcx/fU1rNlzmN+N78GNIzqp+ryIiIcdyCvihtdWszY9h/vPi+NXZ3ZUXywip2VjxhGeWLiNL7Zk0aKZL7ef3ZVrhsTSMsjP6dBE6tyUQTF8vH4fn27Yx4V9op0Op8FQwkLqlR1ZrpVAMnML+feUvpzbS4VpREQ8bXtmHtf9dxUH84t47qp+jNNKICJyGnZk5TPj8218vG4fzQN8uHtsN64b2pEgf30UkaZjSOdWdGodxKzlqUpY/AIa1yn1xrc7DnLRv/9HQXEpc6YPVrJCxM0YE2CMWWmMWWuM2WiM+XMNbaYaYw4YY5Ldj+vd+5OMMcvc560zxlxe5ZxRxpjvjDEbjDGvGmN83PuNMeYpY8wO9zl9PXe14rT/7TjIRTO/pai0nLd+PUTJChE5ZWmHCrh73lrGzviKL7dkcctZXVj621HcMqqrkhXS5BjjKr65es9htuzPdTqcBkM9hdQLb61K47731tOxdRAvTx1A+5ZaCUSkiiJglLU23xjjCyw1xnxqrV1erd1ca+0t1fYVANdYa7cbYyKBNcaYBUAu8Cow2lq7zRjzEHAt8BJwDtDV/RgEzHT/lEZu7qpU/vDeBjq3Cealqf2JbqG+WER+uczcQp5evJ25q9IwxnDd0I7cNLIzrYP9nQ5NxFEX943mnwu28uaKVB6a1NPpcBoEJSzEUeXllkcXbmXmkp0M69qaZ6f0JUTV50WOY621QL5709f9sCd57rYqzzOMMVlAG/drFFU5vgi4F1fCYhLwmvt9lxtjwowx7ay1+2rlgqTeUV8sIrXh0NFiZi7ZwWvL9lBWbrlsQHv+b1QX2oVqGWQRgBZBfkzo1Y53v9vL78b30Eijk6DfkDimsKSMu95ay8fr93Glu/q8r6rPi9TIGOMNrAG6AM9aa1fU0OxiY8xwYBtwh7U2rdprDAT8gJ24Eh6+xpj+1trVwCVAe3fTKKDquenufT9KWBhjpgPTAWJiYk79AsUx6otF5HTlFpbwn6938dLS3RwrKeOCPlHcProbMa00SkukuimDY3j3+718uDaDyQN17/RzlLAQR1StPv+Hc+O4fpiqz4v8FGttGZBkjAkD3jPG9LTWbqjS5ENgtrW2yBhzI67pHqMqDhpj2gGvA9daa8vd+yYDM4wx/sBCoLSieU0hnCCuF4AXAPr3739Soz6k/jiY7+qLk9NyuO/cHtwwTKsyicjJKygu5b/fpvD8V7s4cqyEc3u15Y6zu9E1ornToYnUW31jWtCjbXNmrUhVwuIkKGEhHrctM4/rXllF9lFVnxf5pay1OcaYJcB4YEOV/dlVmr0I/KNiwxgTAnwM3F+17oW1dhkwzN1mLNDNfSidH0ZbAEQDGbV6IeK4HVmulUAO5BUxc0pfxvdUoWMROTmFJWW8uSKVfy/ZwcH8Ys7q3oa7xnanZ1So06GJ1HsVxTf/OH8j69Jz6B0d5nRI9ZrGfIpHfbP9ABf/+1uKy1R9XuRkGWPauEdWYIwJBM4GtlRrU/XT5kRgs3u/H/AerpoU86qdE+7+6Q/8DnjOfegD4Br3aiGDgSOqX9G4fLvjIBf++1uOFZczd/oQJStE5KSUlJUze2UqZz22hIc+2kSX8GDeuWkIr1w3UMkKkV/ggj5RBPp6M2t5qtOh1HsaYSEe8+aKVB6Yv4Gu4cG8NHUAUWEqwCRyktoBr7rrWHgBb1lrP3Kv7LHaWvsBcKsxZiKuaR2HgKnucy8DhgOtjDEV+6Zaa5OBe4wxE9yvOdNau9h9/BPgXGAHrlVGrqvrCxTPeWt1Gve9u55ObVyrMmklEBH5OWXllg/XZjDj823syS4gqX0Yj12ayBmdW2kamcgpCAnwZVJSJPOTM/jDhDgVuv4JSlhInSsvtzzy2RZe+HoXI7u34ekr+tBc/yhFTpq1dh3Qp4b9f6zy/F5cq3xUb/MG8MYJXvce4J4a9lvg5tMIWeqh8nLL44u28uyXWglERE6OtZYFGzN5YtFWtmXm06Ntc/5zTX9Gx4UrUSFymqYM6sCcVWm8//1erhkS63Q49ZYSFlKnjhWXcfvc71mwMZNrhnTgjxPi8VH1eRERjyosKePueWv5aN0+rhjYnocm9dRKICJyQtZavtp2gMcXbmP93iN0ah3E01f04bxe7fDyUqJCpDb0ig6ld3Qos5ancvXgDkoCnoASFlJnsnILuf611azfe4Q/TojnuqGx+ocoIuJh2e6VQL5LzeHec3owfbhWAhGRE1uxK5vHFm5lVcphosIC+eclvbmoT5S+cBKpA1MGxfC7d9azZs9h+se2dDqcekkJC6kThSVlXPPySlIPFfDi1f05Oz7C6ZBERJqczNxCLn1uGZm5hcyc0pdzeqm4pojUbG1aDo8t3Mo32w8S3tyfv0xK4PIBMfj5KFEhUlfOT4zk4Y82M2tFqhIWJ6CEhdSJxxZsZcv+PF6ZOoCzeoQ7HY6ISJNTXm65e95aDuQVMWf6YPrEtHA6JBGph7bsz+WJhdtYuCmTFs18ue/cHlw9OJZAP2+nQxNp9Jr5+XBR3yhmr0rjgQnxtAzyczqkekcpU6l13+44yH+W7uaqwTFKVoiIOOT15Xv4ZvtB/nBenJIVIlKjLzZncs6/vmHZzmzuHNONr397FtOHd1ayQsSDrhzUgeLSct5Zk+50KPWSEhZSq44UlHDXvLV0ah3EH86NdzocEZEmaUdWHn/7ZDNndW/DlEExTocj0qQZY8YbY7YaY3YYY35fw/E7jTGbjDHrjDFfGGM6VDn2T2PMRmPMZmPMU6aWC9AM7dKa20d345vfncWto7tqFTcRB3Rv25wBsS14c2Uq5eXW6XDqHSUspFb98YMNHMgrYsblScrOi4g4oLi0nNvnJhPk78M/LumtApsiDjLGeAPPAucA8cAVxpjq3+h8D/S31vYG3gb+6T73DGAo0BvoCQwARtRmfAG+3tx2dlfCmmkYuoiTpgzqwO6DR1m2K9vpUOodJSyk1nywNoP5yRncOrorie3DnA5HRKRJ+tcX29iwN5e/X9SL8OYBTocj0tQNBHZYa3dZa4uBOcCkqg2stV9aawvcm8uB6IpDQADgB/gDvkCmR6IWEY8a37MtLZr5MmvFHqdDqXeUsJBakZFzjPvfW0+fmDB+M7Kz0+GIiDRJq1MOMXPJTi7rH824hLZOhyMiEAWkVdlOd+87kV8BnwJYa5cBXwL73I8F1trNdRSniDgowNebS/u3Z+HGTLJyC50Op15RwkJOW0Ul+tJyy4zLkrROt4iIA/KLSrnzrbVEtQjkj+cnOB2OiLjUNCerxknqxpirgP7Ao+7tLkAcrhEXUcAoY8zwGs6bboxZbYxZfeDAgVoLXEQ864qBMZSWW95anfbzjZsQfbKU0/by/3bz7c5sHpgQT2zrIKfDERFpkh76cCPphwuYcVkSwf5atVyknkgH2lfZjgYyqjcyxpwN/AGYaK0tcu++EFhurc231ubjGnkxuPq51toXrLX9rbX927RpU+sXICKe0bF1EEO7tGL2yjTKVHyzkhIWclq27s/jnwu2cnZcBJMHtP/5E0REpNYt2Lift1anc9PIzvSPbel0OCLyg1VAV2NMR2OMHzAZ+KBqA2NMH+B5XMmKrCqHUoERxhgfY4wvroKbmhIi0ohNGdSBvTnH+Gpb1s83biKUsJBTVlRaxm1zvickwIdHLu6lSvQiIg7Iyivk3nfX0zMqhNtGd3M6HBGpwlpbCtwCLMCVbHjLWrvRGPOQMWaiu9mjQDAwzxiTbIypSGi8DewE1gNrgbXW2g89ewUi4klj4iNo09yfN1ekOh1KvaExo3LKnli4jS3783jp2v60DvZ3OhwRkSbHWsvv3l7H0aJSnrw8CT8ffQ8hUt9Yaz8BPqm2749Vnp99gvPKgF/XbXQiUp/4entxef/2/HvJDvbmHCMqLNDpkBynOxs5Jct3ZfPCN7u4YmAMo+MinA5HRKRJenNlKl9uPcC95/SgS3hzp8MRERGR0zR5YHssMHelRlmAEhZyCnILS7jrrbV0aNmM+8+LczocEZEmadeBfB7+aDPDurbmmiGxTocjIiIitSC6RTPO6h7OnFVplJSVOx2O45SwkF/sT/M3sj+3kBmXJxGkSvQiIh5XUlbOHW+txc/Hi0cvScTLSzWEREREGospg2LIyivii82ZTofiuJ9NWBhjAowxK40xa40xG40xf66hzQx3kaBkY8w2Y0xOlWPXGmO2ux/X1nDuB8aYDVW2WxpjFrnbLzLGtDidC5Ta9fG6fbz7/V5uOasLfWL0n0ZExAnPLN7B2rQc/nZhL9qGBjgdjoiIiNSikd3DiQwNYJaKb57UCIsiYJS1NhFIAsYbY45bA9pae4e1NslamwQ8DbwLruQD8CAwCBgIPFg1AWGMuQjIr/Z+vwe+sNZ2Bb5wb0s9sP9IIfe9t57E6FBuGdXF6XBERJqk71MP88yXO7ioTxTn9W7ndDgiIiJSy7y9DFcMjOGb7QdJOXjU6XAc9bMJC+tSkVTwdT/sT5xyBTDb/XwcsMhae8haexhYBIwHMMYEA3cCD1c7fxLwqvv5q8AFJ3EdUsfKyy33vL2W4tJyZlyehK+3ZhOJiHhaQXEpd761lrYhAfxpUoLT4YiIiEgduXxAe7y9DLObePHNk/rUaYzxNsYkA1m4EhArTtCuA9ARWOzeFQWkVWmS7t4H8BfgcaCg2stEWGv3Abh/hp9MjFK3Xl2WwjfbD/KH8+Lo1CbY6XBERJqkhz/eTEr2UR6/LJGQAF+nwxEREZE6Eh4SwNj4CN5anUZRaZnT4TjmpBIW1toy93SPaGCgMabnCZpOBt52rxsNUFMVMGuMSQK6WGvf+8URV7ywMdONMauNMasPHDhwqi8jJ2F7Zh6PfLqFUT3CmTIoxulwRESapMVbMnlzRSrTh3VicKdWTocjIiIidWzKoA4cLijhsw37nQ7FMb9oXL+1NgdYgntaRw0m88N0EHCNqGhfZTsayACGAP2MMSnAUqCbMWaJu02mMaYdgPtn1gliecFa299a279Nmza/5DLkFyguLee2OckE+fvwyMW9MEaV6EVEPC07v4jfvr2eHm2bc+fYbk6HIyIiIh5wRudWxLZqxqzlTXdayMmsEtLGGBPmfh4InA1sqaFdd6AFsKzK7gXAWGNMC3exzbHAAmvtTGttpLU2FjgT2GatHek+5wOgYjWRa4H5p3JhUjtmfL6NTftyeeSiXoQ3VyV6ERFPs9by+3fXk3ushCcnJ+Hv4+10SCIiIuIBXl6GKwfFsDLlENsy85wOxxEnM8KiHfClMWYdsApXDYuPjDEPGWMmVml3BTDHWltZkNNaewhXrYpV7sdD7n0/5RFgjDFmOzDGvS0OWJVyiOe+2snl/dszNqGt0+GIiDRJb61OY9GmTH47vjs92oY4HY6IiIh40CX92uPn7cWbTXSJU5+fa2CtXQf0qWH/H6tt/+kE578MvPwTr58C9KyynQ2M/rm4pG7lFZZwx9xk2rdoxgPnxzsdjohIk7Qn+yh//nATQzq1YtrQjk6HIyIiIh7WMsiPc3q15Z3v0vnd+B4E+jWtkZZam1Jq9OcPN5GRc4wZlycS7P+zeS0REallpWXl3PnWWry9DI9floiXl2oIiYiINEVTBnUgr7CUD9dlOB2KxylhIT/y2YZ9vL0mnd+M7EK/Di2dDkdEpEl67qudrNlzmIcv6ElkWKDT4YiIiIhDBsS2oGt4MLOa4LQQJSzkOFm5hdz77np6RYVy29ldnQ5HRKRJWp9+hCc/3875iZFMSopyOhwRERFxkDGGKYNiWJuWw4a9R5wOx6OUsJBK1lrueXsdx0rKmHF5Er7e+t9DRMTTjhWXcfvc72kd7M/Dk3r+/AkiIiLS6F3YN5oAX68mN8pCn0il0uvL9/DVtgPcd24cXcKDnQ5HRKRJeuTTzew8cJTHL0sktJmv0+GIiIhIPRAa6MvExEjmJ+8lr7DE6XA8RgkLAWBHVj5//XgzI7q14erBHZwOR0SkSfpq2wFeXbaHaUM7MrRLa6fDERERkXpkyqAOFBSX8X5y0ym+qYSFUFxazh1zk2nm582jl/TGGFWiFxHxtMNHi7ln3lq6hgfz2/HdnQ5HRERE6pne0aH0jAph1vI9WGudDscjlLAQnl68nfV7j/D3i3oRHhLgdDgiIk2OtZY/vL+ewwXFPDk5iQDfprXGuoiIiPw8V/HNDmzZn8d3qTlOh+MRSlg0cWv2HOLZL3dwSb9oxvds53Q4IiJN0rvf7eWT9fu5c0x3EiJDnQ5HRERE6qmJiZEE+/swa8Uep0PxCCUsmrD8olLumLuWyLBAHjw/3ulwRESapLRDBTz4wUYGxrZk+vBOTocjIiIi9ViQvw/nJ0by6fr9lJc3/mkhSlg0YX/5cBNphwt44rIkmgeoEr2IiKeVlVvumrcWgMcvS8TbSzWERERE5Kf1igrlWEkZ+3ILnQ6lzilh0UQt2LifuavTuHFEZwZ2bOl0OCIiTdKL3+xi5e5D/GliAu1bNnM6HBEREWkAOrYOAmD3gaMOR1L3lLBogrLyCrn33fUkRIZwx9ndnA5HRKRJ2pSRy+MLt3JOz7Zc3DfK6XBERESkgejUxp2wOJjvcCR1TwmLJsZay+/eXsfR/2fv3qPzrs4D338fSZZtyXdJgPFVTsiFOFyCYzudSdISmpLMDDSnuUADhE7bzGlPpmfa01krOe1JG3pmTifMTHtm2jVN2ulMMM2F0CYhKZTSXOY0HUtggiHhkgCSZRsDliVf8FWW9Jw/9BMoQrZlW9Lv1ft+P2tp8b773b+fno28tuXnt/ezTwzyhx+6gsYG/whI0kw7fnKIf/WlR1ja1Mi/fd+bPU5akiRN2gUL59LUWE/3vqNlhzLt/NdqjfmLzp18+4e9fPw9b+CSCxeWHY4k1aTb7/8hP3rxMJ9+/2UsbW4sOxxJkjSLRARrW5pdYaHq0tV7mH/z10/y9kta+cjb1pYdjiTVpH94Zh//9bvd3PK2Nfzk6y8oOxxJktkzZQgAACAASURBVDQLtbc1073PGhaqEieHhvn1ux6lsaGO299/OXVWopekGXfw6El+88uP8pq2Zj7xnjeWHY4kSZql1rU2s2v/MU4ODZcdyrQyYVEj/uhbz/DorgP82/e9mYsWzys7HEmqSf/X135A70sn+IMPXcH8xvqyw5EkSbPU2pZmhoaTXf3VXcfChEUNeGTnfv7o28/wvitX8E8uW152OJJUk762/TnueXQP//u7LuGylUvKDkfSDIiIayPihxHxTER8fILPfyMinoiIxyLimxGxZsxnqyPibyPiyaLP2pmMXVJla3/5pJDq3hZiwqIG/Ie//REtzY186vo3lR2KJNWkg0dP8n999Qe8ZfUSfuUnX1N2OJJmQETUA38MvAe4FLgxIi4d1+0RYENmXgbcDXx6zGd3ALdn5huBjcDe6Y9a0myxrtWEharAs72H+e4z+7jlbWtYNG9O2eFIUk26+3u7OXR8kNuuX09DvX/1SjViI/BMZnZl5gDwReD6sR0y89uZObqeuwNYCVAkNhoy84Gi3+Ex/SSJJU2NLGmaY8JCs9udHT3MqQ8+9NbVZYciSTVpeDi5s6OHq9YsZf2KxWWHI2nmrAB2jXm/u2g7lV8E7itevw44EBF/FRGPRMTtxYoNSXpZe2v1nxRiwqKKHR0Y5O6Hd/Oe9ctpWzi37HAkqSb9w7P76N53hJs3rzlzZ0nVZKIj2XLCjhE3ARuA24umBuDtwG8CbwXWAbee4tqPRsS2iNjW29t7vjFLmkVMWGhW+9r2Pbx0fJCb3+YvyZJUlju29tDS3Mh73nxR2aFImlm7gVVj3q8E9ozvFBHXAL8FXJeZJ8Zc+0ixnWQQ+Crwlom+SWZ+NjM3ZOaGtra2KR2ApMq2rrWZ5w8e59jAUNmhTBsTFlUqM9mytYc3XLSQDWuWlh2OJNWk5w4c45tPvsiH3rqKuQ2u5pZqzEPAJRHRHhGNwA3APWM7RMSVwGcYSVbsHXft0ogYzUBcDTwxAzFLmkXWFoU3d/RV7yoLExZV6ns79/PE84e4+W1riJhoRaIkabp9vrMHgA+7HUSqOcXKiI8B9wNPAndl5uMRcVtEXFd0ux1YAHw5IrZHxD3FtUOMbAf5ZkR8n5HtJX8644OQVNHaa+CkkIayA9D02LK1h4VzG/jZK05X20mSNF1ODA7xxQd38a43XsiKJfPLDkdSCTLzXuDecW2fHPP6mtNc+wBw2fRFJ2m2W9tS/QkLV1hUoX2HT3Dv91/g565aSfNcc1KSVIa/+cEL9B0ZsNimJEmaFs1zG7hw0VwTFppdvvTQLgaGhrlps0eZSlJZ7tjaQ3trM//4ta1lhyJJkqpUtZ8UYsKiygwNJ5/v3MlPvKaF116wsOxwJKkmPb7nIA/37OfDm1ZTV2cdIUmSND3aWxeYsNDs8a2n9vLcgWMuQZakEt3Z0cO8OXV84KpVZ+4sSZJ0jtpbm+g/MsDBoyfLDmVamLCoMnds3cGFi+by05deWHYoklSTDh47yVcf2cPPXrGCxU1zyg5HkiRVsfbWBQB0V+nRpiYsqkj3viP8/dP7+PmNa2io90crSWX4y4d3c+zkEDe50k2SJE2zV442PVxyJNPDf9VWkb/o6KGhLrhxo0uQJakMw8PJnR09vGX1EtavWFx2OJIkqcqtXtZEXUD3vqNlhzItTFhUiWMDQ9y1bRc/s/4iLlg0r+xwJKkm/cOz++jad4Sb3+bqCkmSNP0aG+pYubSpagtvmrCoEl9/dA+Hjg9abFOqQhExLyIejIhHI+LxiPjUBH1ujYjeiNhefP1S0X5FRGwtrnssIj405pp3RcT3iv7fjYjXnu5eOrMtW3toaW7kvW9eXnYokiSpRowcbVqdW0Iayg5A5y8zuaNjB6+7cAGb2peVHY6kqXcCuDozD0fEHOC7EXFfZnaM6/elzPzYuLajwC2Z+XREXAw8HBH3Z+YB4L8A12fmkxHxq8BvA7ee5l46jecOHOPvnnyR//Wdr2FuQ33Z4UiSpBrR3trMth39ZCYR1XWcuissqsD2XQf4wXOHuHnzmqr7AyoJcsRo2nxO8ZWTvPZHmfl08XoPsBdoG/0YWFS8XgzsmbKga9AXOncC8PObVpcciSRJqiXtrc0cGRii9/CJskOZciYsqsCWrT00N9bzvresLDsUSdMkIuojYjsjCYcHMrNzgm4/V2z7uDsiXlV9NyI2Ao3As0XTLwH3RsRu4Gbg9yd7L/24E4NDfPGhnVz9hgtZubSp7HAkSVINefmkkN7qq2NhwmKW6z8ywDcee57/5S0rWTDXHT5StcrMocy8AlgJbIyI9eO6fB1Ym5mXAX8HfG7shxGxHNgC/EJmDhfNvw68NzNXAv8N+I+Tude4+340IrZFxLbe3t7zG+Qs9jc/eIF9hwcstilJkmbcK0ebmrBQhfnSQ7sYGBr2l2SpRhS1J74DXDuuvS8zR9cB/ilw1ehnEbEI+Gvgt0frXkREG3D5mJUaXwJ+4kz3miCez2bmhszc0NbWdqpuVW/L1h7WtjTx9te2lh2KJEmqMRcvmU9jQx3dfSYsVEGGhpO/6OxhU/syXnfhwrLDkTRNIqItIpYUr+cD1wBPjesz9liK64Ani/ZG4CvAHZn55TF99gOLI+J1xfufHnPNhPfSxJ7Yc4htPfu5afMa6uqsIyRJkmZWfV2wZllTVW4JcQ/BLPadH+5l9/5jfOI9byw7FEnTaznwuYioZyTRfFdmfiMibgO2ZeY9wK9FxHXAINDPK6d9fBB4B9ASEaNtt2bm9oj4ZeAvI2KYkQTGPy8+P9W9NIEtHT3Mm1PHB66y1IckSSrHyNGmJixUQbZ09HDBwrm8+00Xlh2KpGmUmY8BV07Q/skxrz8BfGKCPncCd57ivl9hZPXF+PYJ76VXO3jsJF995Dmuv3wFi5vmlB2OJEmqUe1tzXznh70MDSf1VbTi0y0hs1RP3xH+x496uXHjaubU+2OUpDL85cO7OXZyyDpCkiSpVO0tzQwMDbPnwLGyQ5lS/kt3lvqLzp3URXDjxtVlhyJJNSkzubOjhytXL2H9isVlhyNJkmpYtZ4UYsJiFjp+coi7tu3i3ZdeyEWL55UdjiTVpH94po+ufUe4xdUVkiSpZO1tJixUIb7+6B4OHD3pEmRJKtGWjh0sa27kPeuXn7mzJEnSNGpbMJcFcxtMWKh8d3b08NoLFvC2dS1lhyJJNWnPgWM88MSLfOitq5g3p77scCRJUo2LCNa2NpmwULke3XWAR3cf5ObNa4ionuqvkjSbfL5zJwn8vHWEJElShWhvXWDCQuXa0tFDU2M973vLirJDkaSaNDA4zBcf2sm73nABq5Y1lR2OJEkSMFJ4c/f+owwMDpcdypQxYTGL7D8ywNcf3cP7rlzBonlzyg5HkmrSfT94nn2HB7j5bWvLDkWSJOll7a1NDCfs7D9adihTxoTFLPLlh3dxYnDYYpuSVKI7O3pY29LE21/bWnYokiRJL2tvXQBU10khJixmieHh5M6OnWxcu4w3XLSo7HAkqSY9+fwhHtqxn5s2r6GuzjpCkiSpcrS3jB5terjkSKaOCYtZ4n883cvO/qPc5OoKSSrNHVt7mNtQx/uvWll2KJIkST9mcdMcWpob6d7nlhDNsC1be2hdMJdr33RR2aFIUk06dPwkX33kOa6/4mKWNDWWHY4kSdKrrG1tdoWFZtau/qN8+4d7uXHjKhob/JFJUhn+8uHdHDs5xC0W25QkSRWqvbXZGhaaWXd29lAXwc9vWl12KJJUkzKTLR09XLFqCetXLC47HEmzSERcGxE/jIhnIuLjE3z+GxHxREQ8FhHfjIg14z5fFBHPRcQfzVzUkmar9tZmXjx0giMnBssOZUqYsKhwx08OcddDu7jmjRewfPH8ssORpJr0P5/to6v3CLdYR0jSWYiIeuCPgfcAlwI3RsSl47o9AmzIzMuAu4FPj/v894D/Md2xSqoO7a0jhTd39FXHKgsTFhXu3u8/z/6jJ7l589qyQ5GkmnXH1h0sa27kvW9eXnYokmaXjcAzmdmVmQPAF4Hrx3bIzG9n5miFvA7g5aq+EXEVcCHwtzMUr6RZbjRhUS3bQkxYVLg7tvawrq2Zf/TalrJDkaSa9PzBYzzwxIt8cMMq5s2pLzscSbPLCmDXmPe7i7ZT+UXgPoCIqAP+A/Cvpy06SVVn7ejRpr01krCIiHkR8WBEPBoRj0fEpybo8wcRsb34+lFEHBjz2Uci4uni6yNj2v9mzD3/pFgyR0T8brFPb/R+752qwc423999kO27DnDTpjVERNnhSFJN+nznThL4sHWEJJ29iX6Bywk7RtwEbABuL5p+Fbg3M3dN1H/MdR+NiG0Rsa23t/e8gpU0+81vrGf54nl0V8mWkIZJ9DkBXJ2ZhyNiDvDdiLgvMztGO2Tmr4++joh/CVxZvF4G/A4jk28CD0fEPZm5H/hgZh6KkX+J3w18gJFlcgB/kJn/fgrGN6tt6djB/Dn1/NxVK8/cWZI05QYGh/nCg7u4+vUXsGpZU9nhSJp9dgOrxrxfCewZ3ykirgF+C3hnZp4omt8GvD0ifhVYADRGxOHM/LHCnZn5WeCzABs2bJgwGSKptlTTSSFnXGGRI0YPcp1TfJ1uMrwR+ELx+meABzKzv0hSPABcW9z3UNGnAWg8wz1rzsGjJ/na9j387JUXs3j+nLLDkaSa9DePv8C+wye42WKbks7NQ8AlEdEeEY3ADcA9YztExJXAZ4DrMnPvaHtmfjgzV2fmWuA3gTvGJyskaSI1lbCAkQrHEbEd2MtIAqLzFP3WAO3At4qm0+7bi4j7i3u+xMgqi1EfK452+vOIWDrZwVSTLz+8ixODw9y02V+SJaksW7buYE1LE++4pK3sUCTNQpk5CHwMuB94ErgrMx+PiNsi4rqi2+2MrKD4crEd+p5T3E6SJqW9tZkDR0+y/8hA2aGct0klLDJzKDOvYGQZ28aIWH+KrjcAd2fmUPH+tPv2MvNngOXAXODqovm/AK8BrgCeZ6TY0KtU83694eHkzo4erlqzlDddvLjscCSpJj35/CEe2rGfmzatoa7OOkKSzk1m3puZr8vM12TmvynaPpmZ9xSvr8nMCzPziuLrugnu8d8z82MzHbuk2enlk0KqoI7FWZ0SkpkHgO9QbOuYwA28sh0EJrFvLzOPM7I07vri/YtFgmQY+FNGjoOaKJbPZuaGzNzQ1lZdT77+/pl97Og7yi0uQZak0mzp6GFuQx0f2GAdIUmSNHu8nLCogpNCJnNKSFtELClezweuAZ6aoN/rgaXA1jHN9wPvjoilxdaOdwP3R8SCiFheXNcAvHf0nqPthfcBPziXgc1mW7b20NLcyLXrLyo7FEmqSYeOn+SrjzzHdZdfzJKmxrLDkSRJmrRVy5qor4uqqGMxmVNClgOfK44drWNk7903IuI2YNvocjZGim1+MTPHbvnoj4jfY6TgEMBtRduFwD0RMReoZ6TmxZ8UfT4dEVcwsnVkB/Avzm+Is8vu/Uf51lMv8is/+RrmNtSXHY4k1aS/eng3RweGuOVta8sORZIk6azMqa9j1dL5VbEl5IwJi8x8jOKY0nHtnxz3/ndPcf2fA38+ru1F4K2n6H/zmWKqZp/v3AnAjRtXlxyJJNWmzGRLRw+Xr1rCm1daR0iSJM0+7a3NtbElRDPnxOAQX3poF1e/4UJWLm0qOxxJqklbn+3j2d4j3OIpTZIkaZZqb11A974jjNkAMSuZsKgg933/BfqODFhsU5JKdMfWHpY2zeGfXLb8zJ0lSZIqUHtbM8dODvHioRNlh3JeTFhUkC0dPaxtaeIfv7a17FAkqSY9f/AYDzz5Ih986yrmzbGOkCRJmp3aW4qTQmZ54U0TFhXi8T0HebhnPzdtXkNdXZQdjiTVpC907mQ4k5s2udJNkiTNXu1tJiw0he7s6GHenDo+cNWqskORpJo0MDjM5x/cxU+9/gJWLbOOkCRJmr2WL5rH3IY6uvcdLjuU82LCogIcPHaSrz6yh+svX8HipjllhyNJNen+x19g3+ET3GwdIUmSNMvV1QVrW5rp3ne07FDOiwmLCvCXD+/m2Mkhf0mWpBJt2drD6mVNvPOStrJDkSRJOm/trc2usND5GR5O7uzo4crVS1i/YnHZ4UhSTXrqhUM8uKOfmzavto6QJEmqCu1tzezsP8rg0HDZoZwzExYl+5/P9tG17wg3b3Z1hSSVZcvWHuY2WEdIkiRVj/bWZk4OJc8dOFZ2KOfMhEXJ7ti6g2XNjbz3zcvLDkWSatKh4yf5yiPP8c8uv5ilzY1lhyNJkjQl2ltn/0khJixKtOfAMf7uyRf54IZVzJtTX3Y4klSTvvK95zg6MMQt1hGSJElVxISFzsvnO3eSwIc3rS47FEmqSZnJlo4eLl+5mMtWLik7HEmSpCnT0tzIwnkNJix09gYGh/niQzu5+vUXsGpZU9nhSFJN2trVxzN7D3Pz29aWHYokSdKUiojipBATFjpL9/3gefYdHuAmlyBLUmm2bO1hSdMc/ull1hGSJEnVx4SFzsmdHT2sXtbEOy9pKzsUSapJzx88xt8+8SIfso6QJEmqUu2tzTx34BjHTw6VHco5MWFRgiefP8RDO/Zz0+bV1NVF2eFIUk36woO7GM7kw5tc6SZJkqpTe2szmbCz/2jZoZwTExYl2NLRw9yGOj5w1aqyQ5GkmjQwOMwXHtzJT76ujdUt1hGSJEnVabafFGLCYoYdOn6Srz7yHP/s8otZ2txYdjiSVJP+9okX6H3pBLdYbFOSJFWxtSYsdDb+6uHdHB0Y4haLbUpSae7Y2sOqZfN55+usIyRJkqrXonlzaF0wl+5eExY6g8xkS0cPl69czGUrl5QdjiTVpKdeOMSD3f3ctGmNdYQkSVLVa29torvPhIXOYGtXH8/2HuFmlyBLUmnu7OihsaGOD26wjpAkSap+s/loUxMWM+hbT+6lsaGOf/Lm5WWHIkk1aWg4+dr2PfzTNy+3jpAkSaoJ7a0L6H3pBC8dP1l2KGfNhMUM6uju48pVS5jfWF92KJJUk57Yc4iXjg/yztdbu0KSJNWG9taRE9F27Jt9R5uasJghh46f5Ik9h9i0rqXsUCSpZnV09QGw2blYkiTViPbWBQCzso6FCYsZsm1HP8MJm9uXlR2KJNWszu4+2lubuXDRvLJDkSRJmhFrWpqIYFaeFGLCYoZ0dvUzpz64cvXSskORpJo0NJw82N3PJhPHkiSphsybU8/Fi+fTve9w2aGcNRMWM6Sju5/LV1q/QpLK8uTzhzh0fNDtIJJmTERcGxE/jIhnIuLjE3z+GxHxREQ8FhHfjIg1RfsVEbE1Ih4vPvvQzEcvqZq0tzbT3WcNC03g8IlBfvDcQTat86meJJWls7sfwLlY0oyIiHrgj4H3AJcCN0bEpeO6PQJsyMzLgLuBTxftR4FbMvNNwLXAH0bEkpmJXFI1am9tprv3MJlZdihnxYTFDHi4Zz9Dw8mmdp/qSVJZOrv6WNPSxPLF88sORVJt2Ag8k5ldmTkAfBG4fmyHzPx2Zo4+8uwAVhbtP8rMp4vXe4C9gMcbSTpn7a3NHDo+SP+RgbJDOSsmLGZAZ1cf9XXBVWusXyFJZRgeTh7cYf0KSTNqBbBrzPvdRdup/CJw3/jGiNgINALPTml0kmpKe2szAN37ZlfhTRMWM6Cjq4/LVi6meW5D2aFIUk364YsvceDoSVe6SZpJMUHbhGuxI+ImYANw+7j25cAW4Bcyc/gU1340IrZFxLbe3t7zDFlStTJhoQkdHRjksd0H/SVZkkrU2dUHWL9C0ozaDawa834lsGd8p4i4Bvgt4LrMPDGmfRHw18BvZ2bHqb5JZn42Mzdk5oa2NneNSJrYyqXzaagLExb6cd/rOcDgcPpLsiSVqKOrn5VL57NyaVPZoUiqHQ8Bl0REe0Q0AjcA94ztEBFXAp9hJFmxd0x7I/AV4I7M/PIMxiypSjXU17G6pcmEhX5cZ3cfdQEbrF8hSaV4pX6FK90kzZzMHAQ+BtwPPAnclZmPR8RtEXFd0e12YAHw5YjYHhGjCY0PAu8Abi3at0fEFTM9BknVpb2ledYlLCyqMM06u/pZv2IxC+fNKTsUSapJT+89TP+RATa70k3SDMvMe4F7x7V9cszra05x3Z3AndMbnaRa097azD88u4/h4aSubqIyO5XHFRbT6PjJIbbvOmBVekkqUWf3SP2KzetcYSFJkmpXe1szx08O88Kh42WHMmkmLKbRIzsPMDA07DJkSectIuZFxIMR8WhEPB4Rn5qgz60R0Ttm+fAvFe1XRMTW4rrHIuJDY655V0R8r+j/3Yh4bdE+NyK+FBHPRERnRKydqbFOtc6ufi5ePI+VS+eXHYokSVJp2ltm30khJiymUUdXHxHwVldYSDp/J4CrM/Ny4Arg2ojYPEG/L2XmFcXXnxVtR4FbMvNNwLXAH0bEkuKz/wJ8ODOvAD4P/HbR/ovA/sx8LfAHwL+bnmFNr8yks7uPzetaiJgdSx8lSZKmQ3ubCQuN0dndx6XLF7F4vvUrJJ2fHHG4eDun+MpJXvujzHy6eL0H2AuMnn2XwKLi9WJeOXLveuBzxeu7gXfFLPwX/7O9h9l3eMCTmiRJUs27cOE85s+pN2EhODE4xCM7D7gdRNKUiYj6iNjOSMLhgczsnKDbzxXbPu6OiFUT3GMj0Ag8WzT9EnBvROwGbgZ+v2hfAeyClyvdHwReNaFFxEcjYltEbOvt7T3PEU69jq5+AOdiSZJU8+rqgjWz7GhTExbT5NFdBzkxOOxTPUlTJjOHiq0bK4GNEbF+XJevA2sz8zLg73hlhQQAEbEc2AL8QmYOF82/Drw3M1cC/w34j6PdJwphgpg+m5kbMnNDW1vbBJeUq6Orj4sWzWNNS1PZoUiSJJVuXVszO0xYqLNrpCr9xrUmLCRNrcw8AHyHkXoUY9v7MvNE8fZPgatGP4uIRcBfA7+dmR1FWxtw+ZiVGl8CfqJ4vRtYVfRrYGS7SP90jGe6jNSv6GfTumXWr5AkSWLkaNOd/Uc5OTR85s4VwITFNOns7ucNFy1kaXNj2aFIqgIR0TZaKDMi5gPXAE+N67N8zNvrgCeL9kbgK8AdmfnlMX32A4sj4nXF+58evQa4B/hI8fr9wLcyc1I1MypF974j9L50wuNMJUmSCu2tCxgcTnbvP1Z2KJPSUHYA1WhgcJiHe/bzwQ0ryw5FUvVYDnwuIuoZSTbflZnfiIjbgG2ZeQ/waxFxHTDIyGqIW4trPwi8A2iJiNG2WzNze0T8MvCXETHMSALjnxef/1dgS0Q8U9zrhmkf4RR7pX6FK90kSZIA2ltHtsnu2HeE9tbmkqM5MxMW0+D7zx3g2Mkhn+pJmjKZ+Rhw5QTtnxzz+hPAJybocydw5ynu+xVGVl+Mbz8OfOA8Qi5dZ3cfbQvnzoq/jCVJkmZCe+sCALr2HeGnSo5lMtwSMg1Gn+pt9KmeJJUiM+ns6mfzuhbrV0iSJBWWNs1h8fw5dO87XHYok2LCYhp0dvdzyQULaFkwt+xQJKkm9fQd5YVDx90OIkmSNEZEsLa1edYcbWrCYooNDg3z8I5+jzOVpBJ1do+c1LTZuViSJOnHrGttZse+o2WHMSkmLKbYD/Yc4sjAEJvarV8hSWXp6OqndUEjr2lbUHYokiRJFaW9tZnnDhzj+MmhskM5IxMWU6yza+SpnissJKkcI/Ur+tjUbv0KSZKk8UYLku/oq/xtISYsplhndz/rWpu5YOG8skORpJq0e/8x9hw8buJYkiRpAi8nLGZBHQsTFlNoaDh5qLufTR5nKkml2do1Wr/CuViSJGm8tUXCosuERW15Ys8hXjoxaJE3SSpRZ1c/y5obueQC61dIkiSNt2BuAxcsnEt3rwmLmjJald6Cm5JUns7uPja1L7N+hSRJ0inMlqNNTVhMoY6ufta0NHHRYutXSFIZdu8/yu79x9jU7ko3SZKkU1nX2mzRzVoyPJw8tKPfX5IlqUSdXf0A1hKSJEk6jfbWZvYdHuDgsZNlh3JaJiymyFMvvMTBYyfdDiJJJers7mNJ0xxef+HCskORJEmqWLPlpBATFlPk5foVFtyUpNJ0dPWzce0y6uqsXyFJknQqLycsKnxbiAmLKdLZ1c/KpfNZubSp7FAkqSY9f/AYO/uPuh1EkiTpDFa3NBEBXRV+UogJiykwPJxFVXp/SZaksozWr/BoaUmSpNOb21DPyqXzK/6kEBMWU+DpvYfZf/Sk20EkqUQdXX0smtfAGy5aVHYokiRJFW9tS+UfbXrGhEVEzIuIByPi0Yh4PCI+NUGfP4iI7cXXjyLiwJjPPhIRTxdfHxnT/jdj7vknEVFftC+LiAeK/g9ExNKpGux0Ga1fsdkVFpJUms7ufja2L6Pe+hWSJElntK61mR37jpCZZYdySpNZYXECuDozLweuAK6NiM1jO2Tmr2fmFZl5BfCfgb+CkeQD8DvAJmAj8DtjEhAfLO65HmgDPlC0fxz4ZmZeAnyzeF/ROrv6Wb54HquWzS87FEmqSS8eOk73viNstn6FJEnSpLS3NvPSiUH2HR4oO5RTOmPCIkccLt7OKb5Ol4K5EfhC8fpngAcysz8z9wMPANcW9z1U9GkAGsfc83rgc8XrzwE/O7mhlCNztH7FMiJ8qidJZejoKk5qcqWbJEnSpLS3LQCo6G0hk6phERH1EbEd2MtIAqLzFP3WAO3At4qmFcCuMV12F22j/e8v7vkScHfRfGFmPg9Q/PeCSY+mBM/2HmHf4QGr0ktSiTq7+1k4t4FLL7Z+hSRJ0mS0txRHm872hEVmDhXbPVYCGyNi/Sm63gDcnZlDxfuJlhy8vDojM38GWA7MBa6edNRARHw0IrZFxLbe3t6zuXRKvVy/woSFJJWmo6uPt1q/QlIFgpEXAwAAIABJREFUiohrI+KHEfFMRLxqq3NE/EZEPBERj0XEN4sHgKOfTVgLTpKmwoql85lTH3TN9oTFqMw8AHyHYlvHBG7gle0gMLKiYtWY9yuBPePueRy4h5GtIAAvRsRygOK/e08Ry2czc0NmbmhrazubYUypjq5+Llg4l7UtTaXFIEm1bO9Lx+nqPcKmdk9qklRZiqLyfwy8B7gUuDEiLh3X7RFgQ2ZexsiK408X156uFpwknbf6umBNSzPd+w6fuXNJJnNKSFtELClezweuAZ6aoN/rgaXA1jHN9wPvjoilxQT7buD+iFgwJinRALx3zD3vAUYzyB8BvnYuA5sJmUlnVx+b1rVYv0KSSvJgdz/gSjdJFWkj8ExmdmXmAPBFXnlIB0BmfjszjxZvOxh5wAenqQUnSVOl0o82ncwKi+XAtyPiMeAhRibOb0TEbRFx3Zh+NwJfzDFnomRmP/B7xXUPAbcVbc3APcU9H2VkFcWfFJf9PvDTEfE08NPF+4q0o+8oe1864VM9SSpRR1cfC+Y28CbrV0iqPKet5zaBXwTuO8drJemsrWtrZkffUYaHK/No04YzdcjMx4ArJ2j/5Lj3v3uK6/8c+PNxbS8Cbz1F/z7gXWeKqxJ0do3WrzBhIUll6ezq56o1S2moP6tdjpI0E05bz+3HOkbcBGwA3nk210bER4GPAqxevfrcopRUs9pbmxkYHGbPwWOsXFp5ZQ787e48dHb307qgkdcUx8FIkmbWvsMneHrvYbeDSKpUZ6znBhAR1wC/BVyXmSfO5tpKqesmaXZaW5wUUqnbQkxYnKPR+hUb25dZv0KSSjJav2KTK90kVaaHgEsioj0iGhkpUH/P2A4RcSXwGUaSFWOLzU9YC26G4pZUI9a1VfbRpiYsztHu/cfYc/C4T/UkqUSdXX00Ndbz5hWLyw5Fkl4lMweBjzGSaHgSuCszHx9XC+52YAHw5YjYHhH3FNeeqhacJE2ZCxbOpamxvmKPNj1jDQtNbGtRv2JTuwkLSSpLZ/dI/Yo51q+QVKEy817g3nFtnxzz+prTXPuqWnCSNJUigvbWyj0pxN/wzlFnVz9Lm+ZwyQXWr5CkMvQfGeCpF15ypZskSdJ5WGvCovp0do/Ur6irs36FJJXh5foVHi0tSZJ0zta1NrN7/zEGBofLDuVVTFicg+cOHGP3/mNuB5GkEnV29zFvTh2XrVxSdiiSJEmzVntrM0PDya79R8sO5VVMWJyDztH6FVall6TSdHSN1K9obPCvMkmSpHO1trU42rS38raF+FveOejs6mfRvAbecNGiskORpJp04OgAT71wyJVukiRJ52ldkbDY0WfCoiqM1K9ood76FZJUige7+8nEgpuSJEnnaUlTI0ub5lTk0aYmLM7SCwePs6PvKJvdDiJJpens7mduQx2Xr1pcdiiSJEmzXntrs1tCqkFnd1G/wmXIklSazu4+3rJ6KXMb6ssORZIkadar1KNNTVicpY6ufhbObeDSi61fIUllOHjsJI/vOWThY0mSpCmyrrWZFw4d5+jAYNmh/BgTFmeps7uPDWuXWr9CkkqybcdI/QpXukmSJE2N9tYFAOzYV1lHm5qwOAt7XzpOV+8RNlnkTZJK09ndT2NDHVeuXlJ2KJIkSVVhbWsTQMVtCzFhcRYe7O4HYFO7y5AlqSwdXX1csWoJ8+ZYv0KSJGkqrG2pzKNNTVichc6ufpob61m/wqr0klSGl46f5AfPHWSziWNJkqQp0zy3gYsWzaOrwk4KMWFxFjq7+7hq7TLm1Pu/TZLKsK1nP8MJm92aJ0mSNKXaW5vp3ne47DB+jP/ynqS+wyf40YuH3Q4iSSXq6OpjTn1w5eqlZYciSZJUVSrxaFMTFpM0Wr9is8foSVJpOrv6uXzlEuY3Wr9CkiRpKq1rbWb/0ZMcODpQdigvM2ExSZ3d/cybU8ebV1iVXpLKcOTEIN9/7qDbQSRJkqZBe+tI4c1KWmVhwmKSOrr6uGrNUhob/F8mSWXY1rOfoeFkkyvdJEmSptxaExaz04GjA/zwxZfY1O5TPUkqS2dXHw11wVVrrF8hSZI01VYva6IuYIcJi9nlwe5+0qr0klSqzu5+Llu5mKbGhrJDkSRJqjqNDXWsWtZElwmL2aWzu5+5DXVcvmpx2aFIUk06OjDIo7sOsMnEsSRJ0rRZ21JZJ4WYsJiEjq4+rly9hLkNVqWXpDJ8r+cAg8PpSjdJkqRp1F4cbZqZZYcCmLA4o4PHTvLE84esXyFJJero6qPe+hWSJEnTal1bM0cHhuh96UTZoQAmLM5o246R+hVWpZek8nR297F+xWIWzLV+hSRJ0nQZPdq0UupYmLA4g87ufhrr63jLap/qSVIZjg0M8eiug2w2cSxJkjSt1rZU1tGmJizOoLOrj8tXLWbeHOtXSFIZHtm5n4GhYTa7NU+SJGlaXbxkPo0NdRVztKkJi9M4fGKQH+w5ZJE3SSpRR3c/dQEb1rrSTZIkaTrV1wVrWyrnaFMTFqexbUc/Q8NpwU1JKlFn10j9ioXz5pQdiiRJUtWrpKNNTVicRmd3Pw11wVvWLCk7FEmqScdPDvHIrgNsard+hSRJ0kxob2tmZ99RhobLP9rUhMVpdHT1cdnKxTQ1WpVeksqwfdcBBgaHXekmSZI0Q9a1NjMwNMyeA8fKDsWExakcHRjk+7sPssn6FZJUms6ufiLgra6wkDRLRcS1EfHDiHgmIj4+wefviIjvRcRgRLx/3GefjojHI+LJiPhPEREzF7mkWtXeugCojKNNTVicwsM9+xkcTpchS1KJOrr6uHT5IhbPt36FpNknIuqBPwbeA1wK3BgRl47rthO4Ffj8uGt/AvhHwGXAeuCtwDunOWRJYm1rEwDdvYdLjsSExSl1dvVTXxdsWGvCQlK5ImJeRDwYEY8WT9o+NUGfWyOiNyK2F1+/VLRfERFbi+sei4gPjbnm78f03xMRXy3afzIiDo757JMzN9pXnBgc4ns793tSk6TZbCPwTGZ2ZeYA8EXg+rEdMnNHZj4GDI+7NoF5QCMwF5gDvDj9IUuqdW0L5rJgbgM7+o6WHQoWZziFzu4+1l+8iAVz/V8kqXQngKsz83BEzAG+GxH3ZWbHuH5fysyPjWs7CtySmU9HxMXAwxFxf2YeyMy3j3aKiL8Evjbmur/PzH86HYOZrMd2H+TE4LAr3STNZiuAXWPe7wY2TebCzNwaEd8GngcC+KPMfHLqQ5SkHxcRtLc2uyWkUh0/OcSjuw76VE9SRcgRo2vy5hRfkyrbnJk/ysyni9d7gL1A29g+EbEQuBr46pQFPQU6nu0jAjaasJA0e01Uc2JS83dEvBZ4I7CSkcTH1RHxjgn6fTQitkXEtt7e3vMKVpJGrW1tpnufW0Iq0vd27mdgaJhN6/wlWVJliIj6iNjOSMLhgczsnKDbzxXbPu6OiFUT3GMjI0uLnx330fuAb2bmoTFtbyu2oNwXEW+aqnGcjc7uft5w0SKWNDWW8e0laSrsBsbOxyuBPZO89n1AR2YeLpLW9wGbx3fKzM9m5obM3NDW1vaqm0jSuWhvbea5/cc4MThUahwmLCbQ0dVPXWD9CkkVIzOHMvMKRn7Z3RgR68d1+TqwNjMvA/4O+NzYDyNiObAF+IXMHL9P+kbgC2Pefw9Yk5mXA/+Z06y8mK4newODw2zr6Xc7iKTZ7iHgkohoj4hG4AbgnkleuxN4Z0Q0FNsB3wm4JUTSjFjX2sxwwq7+cutYmLCYQGdXH5devIhF86xKL6myZOYB4DvAtePa+zLzRPH2T4GrRj+LiEXAXwO/Pb7uRUS0MFIU7q/H3OvQ6BaUzLwXmBMRraeIZ1qe7H3/uQMcPznMZle6SZrFMnMQ+BhwPyPJhrsy8/GIuC0irgOIiLdGxG7gA8BnIuLx4vK7GVkR933gUeDRzPz6jA9CUk1qb20GoKu33DoWVpQc5/jJIR7ZdYCbN68pOxRJAiAi2oCTmXkgIuYD1wD/blyf5Zn5fPH2OoqncMUTva8Ad2Tmlye4/QeAb2Tm8TH3ugh4MTOz2EZSB/RN9bhOp6OrH4CN7dYSkjS7FYnfe8e1fXLM64cYWT03/roh4F9Me4CSNIG1RcKiu+TCmyYsxnl01wEGrEovqbIsBz4XEfWMJA/uysxvRMRtwLbMvAf4teJp3SDQD9xaXPtB4B1AS0SMtt2amduL1zcAvz/u+70f+JWIGASOATdk5qSKxE2Vjq4+Xn/hQpY1W79CkiRppi2eP4eW5kZ29JmwqCid3f1WpZdUUTLzMeDKCdrHPqH7BPCJCfrcCdx5mnv/5ARtfwT80TmGe95ODg3zcM9+3n/Vqx44SpIkaYa0tzaXviXEGhbjdHb3WZVekkr0g+cOcnRgyKOlJUmSSjRytKkJi4oxMDjyVM/tIJJUnlfqVzgXS5IklaW9tZm9L53g8InB0mIwYTHGY7utSi9JZevs7uO1FyygdcHcskORJEmqWeuKwps7SlxlYcJijM5uq9JLUpkGh4bZtmO/iWNJkqSSVcJJISYsxujo6uN1Fy6wKr0kleTxPYc4fGKQTSaOJUmSSrW2xYRFxRitSu8vyZJUns7uPgA2ucJCkiSpVPMb67l48Ty3hFSC0ar0/pIsSeXp7OpnXVszFyycV3YokiRJNa+9rZkuExblG61f4QoLSSrH0HDyYHe/87AkSVKFWNvSTFfvYTKzlO9vwqLQ2dXHa9qaaVtoVXpJKsOTzx/ipRODFtyUJEmqEO2tzRw6Psj+oydL+f4mLBipSv/Qjv1sWudTPUkqS0fXSP2Kzc7FkiRJFWFdW7mFN01YAE88P1qV3qd6klSWjq5+1rY0ceEi61dIkiRVgrJPCjFhwUiRN/CpniSVZXg4eWhHv/OwJElSBVm1rIn6uqB73+FSvr8JC0aO0fOpniSV58kXDnHw2ElPapIkSaogc+rrWL2siR37jpby/Ws+YWFVekkq3+hKN+diSZKkytLeWt7RpjWfsHjqhUMcOj7I5tf4VE+SytLZ3cfqZU1cvGR+2aFIkiRpjLUtzezYd6SUo01rPmHhUz1JKtfwcNLZ3W/hY0mSpArU3tbMsZNDvHjoxIx/7zMmLCJiXkQ8GBGPRsTjEfGpCfr8QURsL75+FBEHxnz2kYh4uvj6SNHWFBF/HRFPFff8/TH9b42I3jH3+6WpGuxEOrv7WLVsvk/1JKkkP9r7EgeOnrTgpiRJUgVa1zpyUkhXCYU3GybR5wRwdWYejog5wHcj4r7M7BjtkJm/Pvo6Iv4lcGXxehnwO8AGIIGHI+Ke4p7/PjO/HRGNwDcj4j2ZeV9xmy9l5semYoCnM/pU75o3Xjjd30qSdAovr3Sz4KYkSVLFWdv6ytGmP/Ga1hn93mdcYZEjRlMpc4qv021euRH4QvH6Z4AHMrM/M/cDDwDXZubRzPx2cf8B4HvAynMcwzkbfarnMmRJKk9HVx8rlsxn5dKmskORJEnSOMsXzWNuQx3dvTNfeHNSNSwioj4itgN7GUlAdJ6i3xqgHfhW0bQC2DWmy+6ibew1S4B/BnxzTPPPRcRjEXF3RKw6xff6aERsi4htvb29kxnGq4w+1XMZsiSVI3PkpCbnYUmSpMpUVxe0tzazo69CExaZOZSZVzCyCmJjRKw/RdcbgLszc6h4HxPdbvRFRDQwshrjP2VmV9H8dWBtZl4G/B3wuVPE9NnM3JCZG9ra2iYzjFfp7O7j4sXzWLnU+hWSVIZn9h6m78iA20EkSZIqWFlHm57VKSGZeQD4DnDtKbrcwCvbQWBkRcXYFRIrgT1j3n8WeDoz/3DM9+jLzNHyo38KXHU2MU7W2Kd6ERPlVSRJ062jqw+AzZ7UJEmSVLHWtjazs+8og0PDM/p9J3NKSFuxbYOImA9cAzw1Qb/XA0uBrWOa7wfeHRFLI2Ip8O6ijYj4v4HFwL8ad5/lY95eBzx5NgOarGd7D7PvsE/1JKlMHd39XLx4HquWudJNkiSpUrW3NjM4nDx34NiMft/JnBKyHPhcRNQzkuC4KzO/ERG3Adsy856i343AFzPz5S0fmdkfEb8HPFQ03Va0rQR+i5HEx/eKFQ5/lJl/BvxaRFwHDAL9wK3nPcoJdIxWpfepniSVIjPp7Orn7Ze0utJNkiSpgr1ytOkR1rQ0z9j3PWPCIjMfozimdFz7J8e9/91TXP/nwJ+Pa9vNxPUtyMxPAJ84U1znq6OrjwsXzWVNi1XpJakMz/YeYd/hE57UJEmSVOFePtq09wg/9fqZ+75nVcOiWmQmnd39bGq3foUklaWzu6hf4QkhkiRJFa2luZGF8xronuHCmzWZsOjed4Tel05Yv0KSStTR1e9KN0mSpFkgIlhXwtGmk6lhUXUOHR/k8lVLfKonSSVa2jSH96xf7ko3SZKkWWDzuhYOHD05o9+zJhMWV6xawtf+t39UdhiSVNNuu3592SFI0rSKiGuB/xeoB/4sM39/3OfvAP4QuAy4ITPvHvPZauDPgFVAAu/NzB0zFLokvcon3vvGGf+eNbklRJIkSZpOxQl7fwy8B7gUuDEiLh3XbScjJ+J9foJb3AHcnplvBDYCe6cvWkmqTDW5wkKSJEmaZhuBZzKzCyAivghcDzwx2mF0xUREDI+9sEhsNGTmA0W/wzMUsyRVFFdYSJIkSVNvBbBrzPvdRdtkvA44EBF/FRGPRMTtxYoNSaopJiwkSZKkqTdRReGc5LUNwNuB3wTeCqxjZOvIq79JxEcjYltEbOvt7T2XOCWpYpmwkCRJkqbebkYKZo5aCew5i2sfycyuzBwEvgq8ZaKOmfnZzNyQmRva2trOK2BJqjQmLCRJkqSp9xBwSUS0R0QjcANwz1lcuzQiRjMQVzOm9oUk1QoTFpIkSdIUK1ZGfAy4H3gSuCszH4+I2yLiOoCIeGtE7AY+AHwmIh4vrh1iZDvINyPi+4xsL/nTMsYhSWXylBBJkiRpGmTmvcC949o+Oeb1Q4xsFZno2geAy6Y1QEmqcK6wkCRJkiRJFceEhSRJkiRJqjgmLCRJkiRJUsUxYSFJkiRJkiqOCQtJkiRJklRxIjPLjuG8RUQv0HMOl7YC+6Y4nEpVS2MFx1vNZtNY12RmW9lBzJRznItn089zKtTSeGtprOB4K1nNzMXOw5PieKtbLY13No31nOfhqkhYnKuI2JaZG8qOYybU0ljB8VazWhprLai1n2ctjbeWxgqOV7NXrf0sHW91q6Xx1spY3RIiSZIkSZIqjgkLSZIkSZJUcWo9YfHZsgOYQbU0VnC81ayWxloLau3nWUvjraWxguPV7FVrP0vHW91qabw1MdaarmEhSZIkSZIqU62vsJAkSZIkSRWo6hMWEXFtRPwwIp6JiI9P8PnciPhS8XlnRKyd+SinziTG+xsR8UREPBYR34yINWXEOVXONN4x/d4fERkRs7aS7mTGGhEfLH6+j0fE52c6xqk0iT/LqyPi2xHxSPHn+b1lxKnJqaW52Hn4lP1m/TwMtTUXOw9Xl1qah8G5+DT9Zv1cXEvzMDgXk5lV+wXUA88C64BG4FHg0nF9fhX4k+L1DcCXyo57msf7U0BT8fpXqn28Rb+FwP8HdAAbyo57Gn+2lwCPAEuL9xeUHfc0j/ezwK8Ury8FdpQdt1/n9fOsirnYebh65+Gz+PlWxVzsPFxdX7U0D5/FeJ2LKyD2afrZVsU8fBbjreq5uNpXWGwEnsnMrswcAL4IXD+uz/XA54rXdwPvioiYwRin0hnHm5nfzsyjxdsOYOUMxziVJvPzBfg94NPA8ZkMbopNZqy/DPxxZu4HyMy9MxzjVJrMeBNYVLxeDOyZwfh0dmppLnYert55GGprLnYeri61NA+Dc3E1z8W1NA+Dc3HVJyxWALvGvN9dtE3YJzMHgYNAy4xEN/UmM96xfhG4b1ojml5nHG9EXAmsysxvzGRg02AyP9vXAa+LiH+IiI6IuHbGopt6kxnv7wI3RcRu4F7gX85MaDoHtTQXOw9X7zwMtTUXOw9Xl1qah8G5uJrn4lqah8G5mIayA5hmE2WFxx+LMpk+s8WkxxIRNwEbgHdOa0TT67TjjYg64A+AW2cqoGk0mZ9tAyNL4H6SkacEfx8R6zPzwDTHNh0mM94bgf+emf8hIt4GbCnGOzz94eks1dJc7DxcvfMw1NZc7DxcXWppHgbnYqjeubiW5mFwLq76FRa7gVVj3q/k1UtkXu4TEQ2MLKPpn5Hopt5kxktEXAP8FnBdZp6Yodimw5nGuxBYD3wnInYAm4F7ZmmRocn+Wf5aZp7MzG7gh4xM1rPRZMb7i8BdAJm5FZgHtM5IdDpbtTQXOw9X7zwMtTUXOw9Xl1qah8G5uJrn4lqah8G5uOoTFg8Bl0REe0Q0MlJA6J5xfe4BPlK8fj/wrSwqlsxCZxxvsRzsM4xMzLN5PxecYbyZeTAzWzNzbWauZWR/4nWZua2ccM/LZP4sf5WRAlJERCsjy+G6ZjTKqTOZ8e4E3gUQEW9kZHLundEoNVm1NBc7D1fvPAy1NRc7D1eXWpqHwbm4mufiWpqHwbm4uhMWxf67jwH3A08Cd2Xm4xFxW0RcV3T7r0BLRDwD/AZwymOAKt0kx3s7sAD4ckRsj4jxf+BnjUmOtypMcqz3A30R8QTwbeBfZ2ZfORGfn0mO9/8AfjkiHgW+ANw6i3+xqmq1NBc7D1fvPAy1NRc7D1eXWpqHwbmYKp6La2keBudigKiisUiSJEmSpCpR1SssJEmSJEnS7GTCQpIkSZIkVRwTFpIkSZIkqeKYsJAkSZIkSRXHhIUkSZIkSao4JixUEyJiqDiy6tGI+F5E/MQZ+i+JiF+dqfgkqRY4F0tSuZyHNdt4rKlqQkQczswFxeufAf7PzHznafqvBb6RmetnJkJJqn7OxZJULudhzTausFAtWgTsH30TEf86Ih6KiMci4lNF8+8Dryky0LdHxIKI+GaRif5+RFxfSuSSVD2ciyWpXM7DqngNZQcgzZD5EbEdmAcsB64GiIh3A5cAG4EA7omIdwAfB9Zn5hVFvwbgfZl5KCJagY6IuCddoiRJZ8O5WJLK5TysWcWEhWrFsTET7duAOyJiPfDu4uuRot8CRibrneOuD+DfFhP3MLACuBB4YQZil6Rq4VwsSeVyHtasYsJCNScztxYZ4TZGJt3/JzM/M7ZPsV9vrA8X/a/KzJMRsYORzLQk6Rw4F0tSuZyHNRtYw0I1JyLeANQDfcD9wD+PiNHiQysi4gLgJWDhmMsWA3uLifmngDUzHLYkVRXnYkkql/OwZgNXWKhWjO7Xg5EM8kcycwj424h4I7A1IgAOAzdl5rMR8Q8R8QPgPuDfAV+PiG3AduCpmR+CJM16zsWSVC7nYc0qHmsqSZIkSZIqjltCJEmSJElSxTFhIUmSJEmSKo4JC0mSJEmSVHFMWEiSJEmSpIpjwkKSJEmSJFUcExaSJEmS9P+zd+fxVVd3/sdfJzcrWcm+AgkJawgJhE022QQFERVxqXWv1tbWjnZxpv3pjLZT2844Y5ep2taltdUKKCKyuKOC7GvCTgiQfQFCFrLe8/sjFxopIkKSe5O8n49HHtz7vd9v+FzlcXLz/p7zOSLicRRYiIiIiIiIiIjHUWAhIiIiIiIiIh5HgYWIiIiIiIiIeBwFFiIiIiIiIiLicRRYiIiIiIiIiIjHUWAhIiIiIiIiIh5HgYWIiIiIiIiIeBwFFiIiIiIiIiLicRRYiIiIiIiIiIjHUWAhIiIiIiIiIh5HgYWIiIiIiIiIeBwFFiIiIiIiIiLicRRYiIiIiIiIiIjHUWAhIiIiIiIiIh5HgYXIRTDG/Lsx5mXX437GGGuM8XZ3XSIiIiIiIt2FAgsRERERERER8TgKLKRb06wHERHPYozJN8acMsbUtPmKP8/5zxlj9hpjnMaYOzqxVBGRbuMixt5MY8xmY0yd68/MNq/9uzGm6azvldI570R6GgUW0u24BuQfGWN2ALXGmD7GmMXGmHJjzCFjzHfbnOswxvybMeagMabaNSAnuV572hhz1Bhz0nV8otvelIhI93K1tTaozVfRec7dDnwL2NJJtYmIdFcXNPYaY3yBN4GXgd7AS8CbruOn/f2s75XX8eVLT6TAQrqrm4HZQDjwBq0feBOAacD3jDEzXec95Dr3KiAEuAuoc722Ech0fY+/AQuNMf6d9QZERASstb+z1r4P1Lu7FhGRHuJywBv4X2ttg7X214ABprq1KumRFFhId/Vra+1RIB2IstY+bq1tdKW/fwBucp13D/ATa+1e22q7tbYSwFr7srW20lrbbK39b8APGOiONyMiIiIi0kmGAjustbbNsR2u46ddbYw5ZozJNcbc37nlSU+i9f3SXR11/dkXiDfGnGjzmgP4xPU4CTh4rm9gjHmY1kAjHrC0zsCI7JBqRUR6liXGmGbX44+stfPcWo2ISM9woWNvEFB11rEqINj1+DXgOaAUGAMsNsacsNa+0t4FiyiwkO7qdCJ8FDhkrU37gvOOAv2BnLYHXf0qfkTrEpJca63TGHOc1ulwIiJyaeZZa99zdxEiIj3MhY69NbTeqGsrBKgGsNbuanN8rTHmaWA+oMBC2p2WhEh3twE46WrCGeBqsplujBnlev2PwBPGmDTTKsMYE0FrgtwMlAPexphH+eeBW0RERESku8kFMowxbW/UZbiOn4tFN/WkgyiwkG7NWtsCXE1r88xDQAWtIUWo65SnaJ3W9g5wEvgTEACsAlYA+4DDtDZ7O4qIiHQqY4yvq+GxAXyMMf7GGH1+ERHpOB8BLcB3jTF+xpgHXMc/ADDGXGOM6e262Tca+C6tu4qItDvz+V4qIiIiIh3HGJMP3HOhS0KMMR8Bk886PMVa+1H7ViYi0n1dxNibRetNviHAbuBua+1W12uvAFfQ2pC+APg/104iIu1OgYWIiIiIiIg1SM/UAAAgAElEQVSIeBxNqRQRERERERERj6PAQkRERNzGGPM1Y0zNOb6+qLmbiIhcIo290lVoSYiIiIiIiIiIeBxvdxfQHiIjI22/fv3cXYaIyOds3ry5wlob5e46OovGYhHxRD1pLNY4LCKe6FLG4W4RWPTr149Nmza5uwwRkc8xxhx2dw2dSWOxiHiinjQWaxwWEU90KeOweliIiIiIiIiIiMdRYCEiIiIiIiIiHkeBhYiIiIiIiIh4nG7Rw0JEPENTUxMFBQXU19e7u5RO5e/vT2JiIj4+Pu4uRUTkgnW3MVtjsYh4qu423n6RjhiHFViISLspKCggODiYfv36YYxxdzmdwlpLZWUlBQUFJCcnu7scEZEL1p3GbI3FIuLJutN4+0U6ahzWkhARaTf19fVERER024H4XIwxREREdPvEXES6n+40ZmssFhFP1p3G2y/SUeOwAgsRaVfdeSD+Ij3xPYtI99Cdxq/u9F5EpPvpCWNUR7xHBRYiIiIiIiIi4nEUWIiIfIn8/HzS09MB+Oijj5gzZ46bKxIR6R4cDgeZmZlnvvLz8895XmVlJVOmTCEoKIgHHnigc4sUEekGLnS8Bfj5z39OamoqAwcOZNWqVWeO9+vXj2HDhpGZmUl2dnYnVK2mmyLSjVlrsdbi5aVsVkTEEwUEBLBt27YvPc/f358nnniCnJwccnJyOqEyEZHu5ULH2127dvHqq6+Sm5tLUVER06dPZ9++fTgcDgA+/PBDIiMjO7rcM/QpXkS6lfz8fAYPHsy3vvUtRowYwV/+8hfGjRvHiBEjuOGGG6ipqQFg48aNXHbZZQwfPpzRo0dTXV1Nfn4+EydOZMSIEYwYMYK1a9e6+d2IiAhAYGAgEyZMwN/f392liIh0a2+++SY33XQTfn5+JCcnk5qayoYNG9xWj2ZYiEiH+I+3ctlVdLJdv+eQ+BAeu3rol563d+9eXnjhBR5//HGuu+463nvvPQIDA/nFL37BU089xSOPPMKNN97I3//+d0aNGsXJkycJCAggOjqad999F39/f/bv38/NN9/Mpk2b2vU9iIh4IneN2adOnSIzMxOA5ORk3njjjXatQUTE03j6eFtYWMjYsWPPPE9MTKSwsBBobap5xRVXYIzhvvvu4957722nd/DFFFiIXKSquiZyi6vILTxJblEV+8tqyEgMY0F2IplJYT2iE7Cn6tu3L2PHjmXZsmXs2rWL8ePHA9DY2Mi4cePYu3cvcXFxjBo1CoCQkBAAamtreeCBB9i2bRsOh4N9+/a57T2IyIVpanGSU1jF+kPHWJ9XSVl1AylRQQyIDiItJojU6GD6RvTCx6FJpZ7oQqcod2XGmFnA04AD+KO19smzXn8IuAdoBsqBu6y1h9u8HgLsBt6w1qqBh3ik5hYnmw8f54O9Zaw5UIG1EBrgQ4i/T+ufAd6EBpx+3PrV9vXQAB98vTVOd6QLHW+ttf907PTvNWvWrCE+Pp6ysjJmzJjBoEGDmDRpUrvX2pYCC5EvYa2lrLqB3KIqclzhRG7RSQqOnzpzTkyIHymRQSzZWsgrG44wICaIBdlJzMtKIDLIz43Vu8+FzIToKIGBgUDr/7sZM2bwyiuvfO71HTt2nDNQ+p//+R9iYmLYvn07TqdTU49FPFBjs5MdBSdYf+gY6/Iq2Xz4OHWNLQCkRAWS2LsXW48c563tRWeu8XEYUiKDSI0JIi06iLToYNJigugXEagPyC7uHLO7M2OMA/gdMAMoADYaY5Zaa3e1OW0rkG2trTPG3A/8ErixzetPAKs7q2aRC3WstpHV+8r4YE85q/eWcbK+GW8vQ3a/3vTy9abqVBMHy2uoOtVE1akmGpqd5/1+/j5e/wg12gQZnw84Ph98nH7cy9fRZW4Wevp4m5iYyNGjR888LygoID4+HuDMn9HR0Vx77bVs2LBBgYVIZ3I6LUeO1ZHjCiVyi06yq6iKiprGM+f0i+jF8KQwbhnTh6HxoQyNDzkTSlTXN7FsRzGvbTrKT9/ezZMr9jB9cAwLRiUyKS0Kb93h61Rjx47l29/+NgcOHCA1NZW6ujoKCgoYNGgQRUVFbNy4kVGjRlFdXU1AQABVVVUkJibi5eXFSy+9REtLi7vfgkiPV9/UwrajJ1ifd4z1hyrZcuQ49U2tH3oHxARx/YhExqSEMzo5nOjgf4SMtQ3NHCyvYX9pDfvLajhQVs3OgiqW7yzm9M0jby9Dv8hAV4gRRFpMa5CRHBmIn7fDHW9Xup/RwAFrbR6AMeZV4BrgTGBhrf2wzfnrgFtPPzHGjARigJVA57TkF/kC1lr2lFTzwZ4yPthTxtYjx3FaiAzyZebQWKYOimZCWiTB/j7nvL6+qYWT9U2cPNVM1akmTp5q4mR9a5hRVdfm8anWc4qr6tlbWk3VqSaq65vPW5u3lyEq2I9/nzuUmUNjO+Lt9xhz587llltu4aGHHqKoqIj9+/czevRoamtrcTqdBAcHU1tbyzvvvMOjjz7a4fUosJAeq6nFyYGyGnIKq1zBxEl2FZ+kpqF1QPT2MqRGB3H5wGiGxocwND6UwXHBXzgIAwT7+3Dz6D7cPLoP+0qrWbjpKK9vKWRlbgkxIX5cPyKRBdlJ9IsM7Ky32aNFRUXx4osvcvPNN9PQ0ADAT3/6UwYMGMDf//53vvOd73Dq1CkCAgJ47733+Na3vsX111/PwoULmTJlypmZGiLSeU41trDlyHHW51Wy7tAxth09QWOzE2NgUGwIN43qw9iUcEb1CyfiPDPYAv28yUgMIyMx7J++/8HyGg6U1bC/rJp9pTXsKalmVW4JTleQ4fAy9A3vRVrMP2ZjpEYH0T8qCH8fBRnu0q9fP06ePEljYyNLlizhnXfeYciQIe4u68skAEfbPC8Axpzn/LuBFQDGGC/gv4GvA9O+6AJjzL3AvQB9+vS5xHJFPu9UYwtrD1bw/p4yPtxTRnFVPQDDEkL5ztQ0pg6KZlhCKF5eXz67wd/Hgb+Pg+jgr15Hi9NSU9/8j0Djc+FG658f7y/n/pc38/g16dw6tu9X/0sEgKFDh7JgwQKGDBmCt7c3v/vd73A4HJSWlnLttdcC0NzczC233MKsWbM6vB5zrjUqXU12drZVYzw5n1ONLewuOUlu4T9mTuwtrabRNTUtwMfB4LjgMzMmhsaHkhbTPh9MG5udfLCnjIWbjvLh3jKcFkYnh3NjdhJXDoull2/3yQ13797N4MGD3V2GW5zrvRtjNltre8wdMY3FcjFqG5rZfPg46w9Vsj7vGNsLTtDUYvEyMDQ+lDHJ4YxJiWB0v3BCe31xYHyp6ptaOFRRy/6yGvaXVrtmZlSTX1lHiyvJ8DLQJ7wXqa4QIy06iAExwfSPCiLAt+sFGd1xzPa0sdgYcwMw01p7j+v514HR1trvnOPcW4EHgMnW2gZjzANAL2vtL40xd9C6bOS8PSw0Dkt7KDhex4d7ynh/TxmfHaykodlJoK+DCWmRTBsUw+UDo4gO8bxls3WNzTzwt618sKeM705N5V9mDPCYZSLdcbz9Iu09Dnef35REXE7WN5FTUPW5ZR155TVn7pyFBviQnhDCHZf1c4UTISRHBuG4gGT4Yvh6ezErPZZZ6bGUnqxn8ZYCFm4q4OGF23lsaS5XD49jQXaSGnWKSI9QXd/EpvzjrHMFFDmFVTQ7LQ4vw7CEUO6akMzY5AhG9utNyHlmtLU3fx8Hg+NCGBwX8rnjjc1O8itr2ecKMU7PzFi9r4ymltYfLMbA9MEx/PaWLC0lkbMVAEltnicCRWefZIyZDvwYV1jhOjwOmGiM+RYQBPgaY2qstY90cM3SwzS3ONly5IRrqUcp+0pbt4DvG9GLW8b0YeqgaEYnh3v8+NbL15vnvj6Sf3tjJ7/+4AClJxv42bXpWpLdxSmwkG7hUEUt7+8u5b3dpWzMP37mblhsiD/pCSFcNSzuTDiREBbgtmAgJsSfb12eyv2T+7Mx/zivbTrKkq1FvLLhKGnRQdw4qmc36hSR7qeqrokN+a07eKw/dIzcoiqctrUR5vDEMO6bnMKY5AhG9u1NoJ/nfSzx9fZiQEwwA2I+P4e5qcXJ4cpa9pfWsOXIcf7wySEefGUbv/vaiA4LwHuCVatW8aMf/ehzx7r4dqcbgTRjTDJQCNwE3NL2BGNMFvAsMMtaW3b6uLX2a23OuYPWGRYKK6RdHK9tZPW+cj7YU8bqfeVUnWrC28swql84P5mdxJRB0aREBna5m2neDi9+cX0GMSH+/OaDA1TUNPDbW0Z0yVlwHa2rjLee98lA5AI0tzjZdPg47+8u5f09ZeSV1wIwMCaY+yalMDYlgqHxIedd3+xOxhhGJ7c2iXvs6iG8fVajzmmDo7lxVFKXbNRpre1yP9wuVXdYWifSXppbnKw/dIz3dpeyLu8Ye0pOYm3rL/6ZSWE8MCWVsSkRZPXp3aU/QPo4vEiNDiY1Opgrh8URGxrAE8t28eM3dvLz64b1uHGwvcycOZOZM2e6u4x2Y61tdi3tWEXrtqbPW2tzjTGPA5ustUuBX9E6g2Kh69/NEWvtXLcVLd2StZa9pdW8v7u1F8UWV8PMiEBfpg+OYdrg1oaZnTmzraMYY3j4ioFEh/jz6Js53PLHdfzp9lGEB/q6uzSP0lXGWwUW0mVUnWpi9b5y3t9dykd7W5NgH4dhbEoEt43ty7TBMSSF93J3mV9ZsL8PN43uw02j+7C/tJqFmwt4fUsBq3JLzzTqvCE7ieQu0KjT39+fyspKIiIiesyHdWstlZWV2gJVerTmFicbDh1j2c5iVuWUUFnbiL+PFyP69OZ70wYwJiWczKSwbt2w8u4JyRyvbeS3Hx6gd6AvP5o1yN0lXZDuFDJ7anhsrV0OLD/r2KNtHk+/gO/xIvBie9cm3Vt9U2vDzA/2lPHB7jKKXA0z0xNCeGBKKlMHx5BxgQ0zu6Kvj+1LVJAv3311G/OfWctLd4526+8K3Wm8/SIdMQ4rsBCPll9Ry3u7S3l/dxkb84/R7LSEu5Lg6YPPv3VSV5QWE8y/XTWYH8wceKZR57Mf5/F/Hx1kdHI4C7KTuMqDG3UmJiZSUFBAeXm5u0vpVP7+/iQmJrq7DJFO1eK0rM+r5O2dxax0hRQBPg6mDY5m9rA4Lh8Y3aVnUFyMh68YwLG6Rn7/0UF69/Lh3kn93V3SeXWnkFnhsUirxmYnH+8rZ+n2It7bXUpdYwu9fB1MSI3ku9PSmDIomhgPbJjZUWalx/Hy3X7c89JGrv/9Wl68czRD4kO+/MJ21p3G2y/SUeOwdgkRj9Lc4mTz4eO8v6eM93eXcrDNUo+pg6OZPjiazKTePWp9cOnJel7fUsjCTUfJq6glyM+bq4fHcUN2Ellq1OnRtEuIdDctTsv6Q5Usd4UUFTWtIcXUwdHM6aEhxdlanJbvvrKVt3cW88v5GSzITvryi9ykqamJgoIC6uvr3V1KuzgdHvv4fP5GRk8aizUO90ynA+Sl24tYkVNC1akmwnr5cGV6HFemxzImxfMbZna0faXV3P78Bmrqm3n2tpFc1j+yU//+7jbefpGOGIcVWIjbnaxvYvVe11KPfeWcqPvHUo9pg6K77FKP9matZdPh47y28SjLdhRzqqnlTKPO28b1w9e7a/W66Al60odk0FjcXbU4LRsOHePtnUWszCmloqbhTEgxe1gcUxRS/JOG5hbueWkTaw5U8PtbRzJzaKy7S+rRetJYrHG457DWsvXoCZZuK+LtncWUVzcQ6OvgiqGxzB0ez/jUSH02PEvRiVPc/vwGDlfW8dSNw5mTEe/uknoMbWsqXc7ppR4f7Cljw6F/LPWYNqi16c/EbrbUoz0Y09q5eVS/cB6bO5S3dxTx2qYCfvr2boqr6vl/c4a4u0QR6SZOhxTLdxazIqeEipoG/H28mDYohquGxTFlUJTHLk3zBH7eDp65dSS3/HE933llKy/dOZpx/SPcXZaIdHHWWvaUVLN0exFvbS+i4PgpfL29mDIwirnDE5g6SAHy+cSHBbDom5fxjT9v4juvbKXsZAN3TUh2d1nyJfRpQzrF6f2dT289enqpx4CYIL4xKaVHLvW4FEF+3tw4qg83jurDY2/m8KdPDzF5QBSTBkS5uzQR6aJanJaN+a0hxfKd/wgppg6KZvaweIUUX1Ggnzcv3jGKG579jG/8eROv3juW9IRQd5clIl1QfkUtb20vYun2IvaX1eDwMoxPjeR70wdwxdCYbrGzR2cJ7eXDn+8ezYOvbuXxZbsora7nRzMHddvGo92BPnlIh6k61cQn+8tbt0/aW/a5pR5f78K7eniaf71qMOvyjvHwwu2sfHCix27lKp3PGDMLeJrWrfT+aK198qzXHwLuAZqBcuAua+1h12u3Az9xnfpTa+1LnVa4dJoWp2VT/jHeds2kKK9uDSmmDIxmdkYcUwdFK6S4BL0DffnL3aOZ//vPuP35DSz85jhSooLcXZaIdAElVfUs29EaUuwoqAJgVL/ePHHNUK4cFkekPu9dNH8fB//3tZE8tjSHZ1fnUXaygV9cn6ElNB5Kn0Kk3dQ3tbD58HHWHKhgzcFKdhacwGkhPNCXqYOimT44Rks9OoC/j4Onb85k7m/X8MNFO/jj7dlqxCkYYxzA74AZQAGw0Riz1Fq7q81pW4Fsa22dMeZ+4JfAjcaYcOAxIBuwwGbXtcc7911IRzgdUizfWcxyV0jh5906k+KqYa0hRaCfPh60l7jQAP5y92hueOYzvv6nDSy6fxxxoQHuLktEPNCx2kaW7yzmre1FbMg/hrWtW5D+21WDmJMRT3yYxo724vAyPHFNOrEh/vzXO/uoqGng97eOJEg//zyO/o/IRWtucbKzsIq1BytZc6CCTYeP09jsxNvLkNUnjO9MTWNiWiRZfbTUo6MNig3hX68cxH+8tYuX1x3m6+P6ubskcb/RwAFrbR6AMeZV4BrgTGBhrf2wzfnrgFtdj2cC71prj7mufReYBbzSCXVLB3A6W5v2ti73KKbMFVK0nUmhkKLjpEQF8dJdo7npuXXc9qcNvHbfOHoH+rq7LBHxANX1Tby7q5Sl24v4dH8FzU5L/6hAvjdtAFcPj9OsrA5kjOGBqWlEB/vzr2/s5Obn1vH8HaOICtbsFU+iTydyway17C+raZ1BcaCS9XmVVDc0AzA4LoTbxvZlfGoko5PD9cHXDe64rB+r95Xz07d3MyYlggExwe4uSdwrATja5nkBMOY8598NrDjPtQntWp10uNMzKVbklLAip5jSk60hxeUDo5idEc80hRSdKj0hlD/cls3tL2zgzhc38td7xui/v0gPVd/Uwod7yli6vYgP9pTR0OwkISyAuycmM3d4PEPiQjRbthMtGJVEZLAv3/rrFuY/s5aX7hxNv8hAd5clLvpJKedVeOIUaw5UsNa1zKO8ugGAPuG9mDM8nvGpEYxLiVDfBA9gjOFX84dz5dMf891XtrLk2+Px91Gn6B7sXJ90zrmPtTHmVlqXf0y+iGvvBe4F6NOnz1evUtpVU4uTdXmVrMgp4Z3cEipqGvH19uLyAVHMzohj2uAYTXd1o3H9I/jtzVl88+XNfPPlzfzx9mz8vDVOi/QETS1OPj1QwVvbinhnVyk1Dc1EBvly06gk5mbGk5XUW40f3WjqoBhe+cZY7npxI9f/fi0v3DmKjMQwd5clKLCQsxyrbeSzg5WsOdgaUuRX1gEQGeTLZf0jGZ8awWX9I9Us00NFBfvxqxuGc+cLG/nFyj08dvVQd5ck7lMAJLV5nggUnX2SMWY68GNgsrW2oc21l5917Ufn+kustc8BzwFkZ2efM9SQjlXf1MKaAxWsyCnh3V2lVJ1qopevgymDopk1NJYpg6IVUniQK4bG8uT1Gfxw0Q4eem07v74pS8smRbopay1bj57g9S0FLN9ZwrHaRoL9vblqWCxXD49nXEoE3g41evQUWX16s+j+y7j9+Q3c9Nw6fn/rSCZrBz630yeYHq62oZkN+cdaZ1AcqGRX8UmgddvMMcnh3DauH+NTIxkQE6SpaV3ElIHR3HFZP15Yk8/kAVFcPjDa3SWJe2wE0owxyUAhcBNwS9sTjDFZwLPALGttWZuXVgH/aYzp7Xp+BfCvHV+yXKi6xmZW7y1nRU4JH+wpo6ahmWB/b2YMjmFWeiyTBkRphpUHW5CdRFVdEz9bvpvQAB9+Ni9dP2NFupGjx+pYsrWQ17cWcqiiFj9vL2YMiWHu8HgmD4zSzCoP1j8qiNfvv4zbX9jI3S9u5JfzM7huRKK7y+rRFFj0MI3NTrYXnODT/RWsPVjBtqMnaGqx+Dq8GNE3jIdnDOCy1EiGJ4Yq8e3CHrlyEOvyKvn+wh2s/N5EbX3VA1lrm40xD9AaPjiA5621ucaYx4FN1tqlwK+AIGCh65elI9baudbaY8aYJ2gNPQAeP92AU9ynur6JD/aUsWJnCR/tK6O+yUl4oC9zMuKYlR7LZf0jtSVbF/KNSSkcq2vk9x8dJCLQl4evGOjukkTkEpysb2LFzmIWbylkw6HWH5ljksO5f3J/rhwWq13yupDoEH9eu28s9/1lMw+9tp2y6gbum5SiYNlNFFh0c06nZU9JtWur0Qo2HDpGXWMLxkB6fCh3TUhmQmok2X3DCfBV2ttd+Ps4ePqmLK7+7af8YOF2nr9jlAbZHshauxxYftaxR9s8nn6ea58Hnu+46uRCHK9t5N1dpazIKWbNgUoaW5xEB/uxIDuJWemxjO4XrnC5C/vhzIEcr23kNx8cIKyXL3dPSHZ3SSLyFTS3OPlkfwWvby3kndwSGpqdpEQG8v0rBnBNZoKWUHdhwf4+vHDnKL6/cAdPrthDSVU9j84Zoj4jbtBhgYUxZhbwNK139v5orX3yrNcfAu4BmoFy4C5r7WHXa7cDP3Gd+lNr7UsdVWd3VHjiFGv2V/CJq1lmZW0jAClRgVw/IpHxqRGMTYkgrJe2VOvOBsYG8+OrBvPY0lz+/Nlhbr+sn7tLEpELUFZdzzu5rSHFurxjtDgtCWEB3DauL1cOi1Vjtm7EGMPPrh3Gibomnli2i969fDT1WMTDWWvZVXyS17cU8ua2IipqGgjr5cONo5K4NiuBzKQw3STqJvy8HTx9YybRwX786dNDlNc08NSC4VrS08k6JLAwxjiA3wEzaG3ettEYs9Rau6vNaVuBbGttnTHmfuCXwI3GmHDgMVo71ltgs+va4x1Ra3dQVdfEZ3kVfOrqQ3GoohZobcA4aUAU41Nbm2XGhQa4uVLpbLeN68vqfeX8bPluxqSEMyg2xN0licg5FJ44xaqcElbmlLDx8DGshZTIQO6blMKV6XGkJ2iLu+7K4WV4+uZM7npxIz9YtIMQfx+mD4lxd1kicpbSk/W8ua2Q17cUsqekGh+HYeqgaK4bkciUgdFaktdNeXkZ/t+cIcSG+POz5buprGnguduyCdESn07TUTMsRgMHrLV5AMaYV4FrgDOBhbX2wzbnrwNudT2eCbx7er20MeZdYBbwSgfV2uU0NLew+fBx1hyo4NMDlewsOIHTQi9fB2NTIrh1bF8mqFGm0Hr37pfzM5j1v5/w4CvbePMBbXUq4inyK2pZkVPCypxithdUATAoNpgHp6VxZXqcxvAexM/bwbNfz+aWP6zj23/bwl/uHsPo5HB3lyXS49U1NvNObimLtxSw5kAFTgtZfcJ4Yl46c4bF0TtQs5V7im9MSiEq2I/vL9zOgmc+46W7RhMT4u/usnqEjgosEoCjbZ4XAGPOc/7dwIrzXJtw9gXGmHuBewH69OlzKbV6PKfTsrvk5JmAYsOhSuqbnDi8DJlJYTwwNY0JqZFkJoUp3ZV/Ehnkx38vGM7tz2/gyRV7+Pe52upUxB2stewvq2HFzhJW5BSzp6QagIzEUH44ayBXpseRHBno5irFXYL8vHnxztHMf2Ytd7+4kVfvG8vQ+FB3lyXS4zidlnV5lSzeUsjKnGJqG1tICAvg21NSuTYrgZSoIHeXKG4yLyuBiCBfvvmXzVz3f2t56a7RpEbr30NH66jA4ly3hOw5TzTmVlqXf0z+Ktdaa58DngPIzs4+5/fuygqO150JKNr2oUiNDuKmUX2YkBrJmJRwdRyWCzJ5QBR3jU/m+TWHmDwgiimDtNWpSGew1pJTeJKVucWszCnhYHktxsDIPr35yezBzEqPJbG3mrJJq/BAX16+ewzzf7+W25/fwMJvXqYQS6STHCir5vUthSzZWkhRVT1Bft7MyYjn2hEJjO4Xrt5BAsDEtCj+ft847nhhA/OfWcufbh/FyL69v/xCuWgdFVgUAEltnicCRWefZIyZDvwYmGytbWhz7eVnXftRh1TpQdr2ofh0fwX5lXUARAf7MflMH4pIYkM19Uguzg9nDWTtwQp+sGg7Kx6cRFSwtjoV6QhOp2XLkeOu5R4lFJ44hcPLMCY5nDsu68fMobFEaxqpfIH4sAD+fPcYbnhmLV//03oW33+Zph2LdJDKmgbe2l7EG1sL2V5QhcPLMDEtkkeuGsyMwTHaQU/OKT0hlNfvH89tz6/na39cx29vHqHeQx3IWNv+kxOMMd7APmAaUAhsBG6x1ua2OScLWATMstbub3M8HNgMjHAd2gKMPN3T4lyys7Ptpk2b2v19dKTTfSg+3V/BmgMV7Cyswmkh0NWHYnxqJBPSIkmL1hpmaT/7S6uZ85tPGZsSwQt3jNLdgg5mjNlsrc12dx2dpSuOxe2lqcXJ+rxjrMwtZlVuKeXVDfg6vJiYFsnM9FimD44hXGud5SvYfvQEt/xhHYm9e/H3+8ZqZ69L0JPG4p48Dl+ohuYWPthdxuIthXy0t4xmp2VIXAjXjUhgbmY80cEKCOXCVNQ0cPeLG8kpOsmHD19OnwjNmPwilzIOd8gMC2ttszHmAWAVrduaPm+tzTXGPA5sstYuBX4FBAELXb+QH7HWzrXWHkIYIXUAACAASURBVDPGPEFryAHw+PnCiq6k8MQplm0v4tMDFWzMP3amD0VWUhjfmZrGhLTWPhQ+DvWhkI6RFhPMT2YP5v+9mcuLa/O5a0Kyu0sS6bLqm1r4dH8FK3NLeG93KSfqmgjwcTBlUBSz0uOYMjBKy/bkog1PCuO527K584WN3PXiRl6+Zwy9fDtsN3qRbs1ay46CKhZuPsrSbUWcrG8mOtiPuyYkc21WAoPjtIuafHWRQX488/WRXPbkByzaUsBDMwa4u6RuqcN+8llrlwPLzzr2aJvH089z7fPA8x1VW2dqcVo+3lfOX9cf5oM9ZTgtpLn6UExMi2R0svpQSOe6dWzrVqdPrtjDuP4R+iEt8hXUNjTz4d4yVuaU8OGeMmobWwj292bG4BhmpscyeUCUduKRdjM+NZJf35zJt/66hftf3sIfbstWc22Rr6C8uoElWwtZuPko+0pr8PP2YlZ6LNePSGR8aiQOzTSVSxQXGsCE1EgWby7ge9PSNHu5Ayiq7yBl1fUs3FTA39YfofDEKSKD/PjW5ancOCqJpHBNFxL3Mcbwi+szmPX0J3z3la289Z0J+gVL5Dyq6pp4b3cpK3JK+Hh/OY3NTiKDfJmbmcCs9FjGpUTol0jpMLPS4/j5dcP40eKdPLxwO0/fmKkPxCLn0dTi5MM9ZSzcXMCHe1qXfGQmhfGza9OZkxFPaIBuFEr7mj8ykQdf3ca6Q5Vc1j/S3eV0Owos2pG1ls8OVvLX9UdYlVtCs9MyPjWCH88ezIwhMVrqIR4jIsiPpxYM5+t/2sB/Lt/N49eku7skEY9SVl3Pu7tKWZlTwmcHK2l2WuJD/fnamD7MGhpLdr9w3ZmTTnPjqD4cr2viyRV76N3Lh/+YO1T9rUTOsrekmoWbjrJkWyEVNY1EBrUu+bhhZCJpMcHuLk+6sZlDYwn282bR5gIFFh1AgUU7OFHXyKLNrbMp8ipqCevlwx2X9eOWMX20V7N4rIlpUdwzIZk/ftq61em0wepuLD1bwfE6VuWWsjKnmE2Hj2Mt9IvoxT0TU7gyPZaMxFD9kihu883J/Tle28izH+fRu5cv/6K10iJUnWpi6fYiFm06yvaCKry9DNMGR3PDyCQmD4zSzULpFP4+DuYMj2fJ1kIev6aZID/9it2e9F/zIllr2XLkBH9df5hlO4ppbHYysm9vnpqaylXD4jTFXrqEH8wayNqDlfxg0Q5Wfm+iOmNLj5NXXsOKnBJW5Zawo6AKgEGxwTw4LY0r0+MYEKOdmsRzPHLlII7XNfL0+/vp3cuHO8arcbL0PC1Oy9qDFSzcVMDK3BIam50Mim1tKj4vK4HIIG3bLp1v/shEXtlwhOU7i1mQneTucroVBRZfUU1DM0u2FvLX9UfYXXySID9vbsxO4pYxfdS8ULocP28Hv745kzm/+ZSHX9vOS3eO1tpo6fb2l1bz1o5iVuYUs6+0BmjdkeGRKwcxc2gsyZGBbq5Q5NyMMfzntcM4UdfEv7+1i7BevszLSnB3WSKd4nBlLYs2F7B4cwFFVfWE+Htz06gkbhiZRHpCiMJlcasRfcJIiQxk0eYCBRbtTIHFBcotquKv64/w5tZCahtbGBofwn9eO4xrMuMJ1LQf6cJSo4P5yewh/GRJDs+vOcQ9E1PcXZJIu7PWsuHQMX6/+iAf7S3Hy8CofuE8dvUQZg6NJT4swN0lilwQb4cXv745izte2MD3F24nPNCXSQOi3F2WSIeoa2xm+c4SFm46yvpDxzCmdUnrv17V2h9OM5rFUxhjuH5kIr9atZfDlbX0jdDNj/ai37TP41RjC8t2FPHX9UfYdvQE/j5eXJ0Rz9fG9mW41jJLN/K1MX1Yva+cX67cy7j+EQyND3V3SSLtwum0vLu7lGdWH2TrkRNEBPry8IwB3DS6D1HBmjYsXZO/j4M/3JbN3N+u4b/f3afAQroVay2bDx/ntU1HeXtHMbWNLfSL6MX3rxjAdSMSFTCLx7puRAL/9c5eFm8p5CH1GWo3CizO4UBZDX9bf4RFm49ysr6Z1OggHrt6CNdlJRLaS1shSfdzZqvT//2YB1/dxlsPTCDAV3ctpOtqbHayZFshz64+yMHyWpLCA3jimqHckJ2kO3LSLQT7+3DTqCR+vmIPhypqtZRJurySqnoWb2ld8pFXUUsvXwezh8VxQ3YSo/r11o1C8XhxoQFMSI1k8eYCvjctTcus24kCC5fGZierckv46/rDrMs7ho/DcGV6HF8b04fRyeEaJKXbCw/05akFmdz6p/X8bPkufjpvmLtLEvnKahqaeWX9Ef706SFKTtYzOC6EX9+cxVXpsXirW7x0M3Mz43ly5R6Wbiviwelp7i5H5CtraG7hvV1lLNx8lI/3leO0MLpfON+8vD+zh8Vp2bV0OfNHJvLgq9tYd6hSW5y2kx4/Chw9VscrG47w2qajVNQ0khQewI9mDeKG7ER1GZYeZ0JaJPdOSuG5j/OYPCCaGUO01al0DRU1Dby4Jp8/f5bPyfpmxqVE8Iv5GUxKi1TgLN1WXGgAY5LDeXNbId+dlqp/69Jl5FfU8uLafJZsK+REXROxIf7cf3l/5o9M0mwh6dJmDo0l2M+bRZsLFFi0kx4ZWDS3OPlwbzl/XX+Y1fvKMcD0wTF8bWxfJqZGavqO9Gjfv2Igaw5U8MNF21n5vUnEhGirU/FcRyrreO6TgyzcVEBji5OZQ2L55uX9yUwKc3dpIp1iXmYCj7y+k52FVWQk6t+9eLb8ilp+88EBlmwrxGEMM4bGsCA7iQmpkTj0+Vu6AX8fB3OGx7NkayGPX9NMkGYJXbIe+V9w9b5yvvHnTcSG+PPgtDRuHJVEXKga+IgA+Hp78fRNWcz5zSc8/Np2/nyXtjoVz5NbVMUzq/N4e0cR3l5eXDcigW9MSqF/VJC7SxPpVFemx/Hom7ks2VqkwEI81qGKWn7zwX6WbC3E19uLOy/rx72TU4gO1k0R6X7mj0zklQ1HWL6zWFuctoMeGVhMHhDFH27LZsrAKK1pFjmH1OggHp0zlH97Yyd/+vQQ35ikrU7F/ay1fJZXye8/Osgn+ysI8vPmGxNTuGtCsmYCSY8V2suHywdG8daOIn48e7DuUotHOTuouGt8soIK6fZG9AkjJTKQRZsLFFi0gx4ZWHg7vLQ2X+RL3Dw6idX7yvjlqj2M6x9BeoK2OhX3aHFa3skt4ZnVB9leUEVkkB8/nDWQr43pS2iAdm4SmZeVwDu7Sll7sIKJadriVNxPQYX0ZMYYrh+ZyK9W7eVwZS19I9SX5VL0yMBCRL6cMYYnr8tg1tMf8+CrW1n2nYna6lQ6VUNzC29sKeS5j/PIq6ilb0QvfnZtOtePSNTWpCJtTB0UTbCfN0u2FimwELdSUCHS6roRCfzXO3tZvKWQh2YMcHc5XZrWQ4jIF+od6Mv/LMgkr6KWJ97e5e5ypIeorm/imdUHmfiLD3nk9Z308nPw21uy+ODhy/namL4KK0TO4u/jYFZ6LKtyS6hvanF3OdKGMWaWMWavMeaAMeaRc7z+kDFmlzFmhzHmfWNMX9fxTGPMZ8aYXNdrN3Z+9RfuUEUtD722jWn//RHLdxZz1/hkPv7hFH4yZ4jCCumR4kIDmJAayeLNBTid1t3ldGmaYSEi53VZautWp8+uzmPygChmDo11d0nSTZVV1/PCmnxeXneY6vpmJqRG8tSCTManRmi7RpEvMS8rgYWbC3h/dxmzM+LcXY4AxhgH8DtgBlAAbDTGLLXWtr0DsBXIttbWGWPuB34J3AjUAbdZa/cbY+KBzcaYVdbaE538Ns4rr7yG37p2/fD19uLuCcncO6k/UcF+7i5NxO3mj0zkwVe3se5QpbY4vQQKLETkSz08YyBrD1Tyo8U7GJ4YRmyo7pZI+8mvqOXZj/NYvKWA5hYnV6bH8c3J/RmWqL4pIhdqbEoE0cF+LNlWqMDCc4wGDlhr8wCMMa8C1wBnAgtr7Ydtzl8H3Oo6vq/NOUXGmDIgCvCIwEJBhciXmzk0lmA/bxZtKlBgcQkUWIjIl/L19uJ/b8pkzq8/5eGF2/jLXWO01alcsp0FVTyz+iArcorxdngxf2Qi905MoV+kmlOJfFUOL8Pc4fG89Fk+J+oaCevl6+6SBBKAo22eFwBjznP+3cCKsw8aY0YDvsDBc11kjLkXuBegT58+F1vrBVFQIXLh/H0czBkezxtbC/iPa4YS7K9G4RdDPSxE5IL0jwrisauHsOZAJX/4JM/d5Ug38JM3c/h4Xzn3Te7Ppz+awn9eO0xhhcgluCYzgaYWy/KdJe4uRVqdK9k/52J2Y8ytQDbwq7OOxwF/Ae601jrPda219jlrbba1NjsqqmOaruaV1/DQ37cx/anVLM8p5u4JyXzyw6n8ePYQhRUi5zF/ZCL1TU5WaFy+aJphISIX7MZRSXy0t5z/emcv41MjtdWpXJKnFgwnKtiPEN1xEGkX6QkhpEQFsmRbIbeM6dg77XJBCoCkNs8TgaKzTzLGTAd+DEy21ja0OR4CvA38xFq7roNrPaeDrhkVb2pGhchFGdEnjJSoQBZtLmDBqKQvv0D+iWZYiMgFM8bw5PXDiAj047uvbKWhWd3o5eL1jwpSWCHSjowxzMtMYMOhYxSeOOXucgQ2AmnGmGRjjC9wE7C07QnGmCzgWWCutbaszXFf4A3gz9bahZ1YM9AaVPzL37cx46nVrMgp5p6JKZpRIXIRjDHMH5nIhvxj5FfUurucLkmBhYh8JWG9fHliXjp5FbV8uKfc3eWIiEgb12TGA/DW9n+6kS+dzFrbDDwArAJ2A69Za3ONMY8bY+a6TvsVEAQsNMZsM8acDjQWAJOAO1zHtxljMju65i8KKv7tqsEKKkQu0nVZiXgZeH1LgbtL6ZK0JEREvrIpA6OICPRl2Y4iZqVrm1MREU/RNyKQrD5hLNlayDcn93d3OT2etXY5sPysY4+2eTz9C657GXi5Y6v7h7OXftwzMYVvTExRSCHSDmJD/ZmQFsXiLYV8b/oANa7/ijTDQkS+Mm+HF7PSY3l/dxl1jc3uLkdERNqYl5nAnpJq9pZUu7sU8XBHj9X904yKT3+kGRUi7W3+yEQKT5xiXV6lu0vpchRYiMhFmZMRz6mmFj7YU/blJ4uISKeZnRGHw8uwZFuhu0sRD3estpGVOSWfCyoigxRUiLS3K4bEEOzvzaLNWhbyVSmwEJGLMjo5nKhgP62TFhHxMJFBfkxIjWTptiKcznPuoikCwPCkMNb/eJqCCpEO5u/j4Orh8SzPKaa6vsnd5XQpCixE5KI4vAyzh8Xx4d5yDbwiIh5mXlY8hSdOsenwcXeXIh5OuzWJdI75IxOpb3KyYmeJu0vpUhRYiMhFu3p4HI3NTt7bXeruUkREpI0rhsQS4OPQshAREQ+RlRRGSlSgloV8RQosROSiZSX1Jj7Un2Xbi91dioiItBHo582MITEs31lMY7PT3eWIiPR4xhjmj0xkQ/4x8itq3V1Ol6HAQkQumpeXYXZGHB/vL6eqTstCREQ8ybyseE7UNfHxvnJ3lyIiIsB1WYl4GXh9i2ZZXCgFFiJySeZkxNPUYlm1S+vxREQ8ycS0KHr38tGyEBERDxEb6s+EtCgWbylUU+QLpMBCRC5JRmIofcJ7abcQEREP4+PwYnZGHO/tLqWmodnd5YiICK3NNwtPnGJdXqW7S+kSFFiIyCUxxjAnI461ByuprGlwdznShjFmljFmrzHmgDHmkXO8PskYs8UY02yMmX/Wa780xuQaY3YbY35tjDGdV7mItJd5mQnUNzlZlaNZcCIinuCKITEE+3ur+eYFUmAhIpdsTkY8LU7Lylx9IPYUxhgH8DvgSmAIcLMxZshZpx0B7gD+dta1lwHjgQwgHRgFTO7gkkWkA4zs25vE3gFaFiIi4iH8fRxcPTye5TnFVNerB9yX6bDAQnf2RHqOwXHBpEQFarcQzzIaOGCtzbPWNgKvAte0PcFam2+t3QGcvYWABfwBX8AP8AG0d61IF2SM4ZrMeNYcqKCsut7d5YiICK3LQuqbnKzYqZt9X6ZDAgvd2RPpWVqXhcSz7lAlZSf1gdhDJABH2zwvcB37Utbaz4APgWLX1ypr7e5znWuMudcYs8kYs6m8XDsRiHiieZkJOC28vUOhsoiIJ8hKCiMlKlDLQi5AR82w0J09kR7m6ow4rIXlO/WB2EOca2baBbWjNsakAoOBRFpDjqnGmEnnOtda+5y1Nttamx0VFXXRxYpIx0mLCWZIXAhLtqk5soiIJzDGMH9kIhvyj5FfUevucjxaRwUWHX5nT3f1RDxLWkwwA2OCWaY7eJ6iAEhq8zwRuNDfVq4F1llra6y1NcAKYGw71ycinWheVjzbj57gkD4Yi4h4hOuyEvEy8PoWzbI4n44KLDr8zp7u6ol4nquHx7Hp8HGKTpxydykCG4E0Y0yyMcYXuAlYeoHXHgEmG2O8jTE+tC7LO+eSEBHpGq4eHo8x8Kaab4qIeITYUH8mpEWxeEshTucF/arcI3VUYKE7eyI90JyMeEDLQjyBtbYZeABYRWvY8Jq1NtcY87gxZi6AMWaUMaYAuAF41hiT67p8EXAQ2AlsB7Zba9/q9DchIu0mLjSAMcnhvLmtCGv1wVhExBPMH5lI4YlTrMurdHcpHqujAgvd2RPpgfpFBpKeEMJbWhbiEay1y621A6y1/a21P3Mde9Rau9T1eKO1NtFaG2itjbDWDnUdb7HW3metHWytHWKtfcid70NE2se8zAQOVdSyo6DK3aWIiAhwxZAYgv291XzzPDoksNCdPZGea05G6zrpI5V17i5FRETauHJYHL4OL5ZoWYiIiEfw93Fw9fB4lucUU13f5O5yPFJHzbDQnT2RHmr2sDgAlu1UN3oREU8SGuDDlEFRvLW9mBatlxYR8QjzRyZS3+Rkxc4Sd5fikTossBCRnikpvBdZfcJYtl3LQkREPM28zAQqahpYe7DC3aWIiAiQlRRGSlSgloV8AQUWItLu5mTEs6v4JHnlNe4uRURE2pgyKJpgP2+WbNUsOBERT2CMYf7IRDbkHyNfW0//EwUWItLuZg+LwxhYpuabIiIexd/Hwaz0WFblllDf1OLuckREBLguKxEvA69v0SyLsymwEJF2Fxvqz6i+4SzboTt4IiKeZl5WAjUNzby3u9TdpYiICK2fnSekRbF4SyFO9Rj6HAUWItIh5gyPY19pDXtLqt1dioiItDE2JYLoYD8tCxER8SDzRyZSeOIU6/Iq3V2KR1FgISId4sr0OLwMmmUhIuJhHF6GucPjWb2vjBN1je4uR0REgCuGxBDs781CNd/8HAUWItIhooL9GNc/gmU7irFWU9tERDzJvKwEmlosy7WNnoiIR/D3cTB3eDwrcoqprm9ydzkeQ4GFiHSYORnxHKqoJbfopLtLERGRNobGh9A/KpAl2wrdXYqIiLjMH5lIfZOT5TvVuP40BRYi0mFmDY3F28totxAREQ9jjOGazAQ2HDpG4YlT7i5HRESAzKQw+kcFskjLQs5QYCEiHaZ3oC/jUyNZtqNIy0JERDzMNZnxACzdpl5DIiKewBjD/JFJbMw/Tn5FrbvL8QgKLESkQ83JiKPg+Cm2HT3h7lJERKSNvhGBZPUJ400tCxER8RjXZiXgZWDxFs2yAAUWItLBrhgai6/DS8tCREQ80LzMBPaUVLOnRL2GREQ8QWyoPxPToli8uQCnUzOUFViISIcKDfBh0oAo3t5RrEFXRMTDzM6Iw+FlWLJVy0JERDzF/JGJFFXV81lepbtLcTsFFiLS4a4eHkfJyXo2Hznu7lJERKSNyCA/JqZF8tb2IoXKIiIeYsaQGIL9vdV8EwUWItIJpg2Owc/bi7e26w6eiIinmZeZQOGJU2w6rFBZRMQT+Ps4mDs8nhU5xVTXN7m7HLdSYCEiHS7Iz5upg6JZvrOEFt3BExHxKDOGxBDg42CJmm+KiHiM+SMTqW9ysnxnz+4Dp8BCRDrFnIx4KmoaWK+1eCIiHiXQz5sZQ2JYvrOYxmanu8sREREgMymM/lGBPX5ZiAILEekUUwdF08vXwVvaLURExOPMy4rnRF0Tq/eVu7sUEREBjDHMH5nExvzj5FfUursct1FgISKdIsDXwfTBMazMKaapRXfwREQ8ycS0KMIDfbUspAMYY2YZY/YaYw4YYx45x+sPGWN2GWN2GGPeN8b0bfPa7caY/a6v2zu3chFxt2uzEvAysHhLz51locBCRDrNnIw4jtc1sfagloWIiHgSH4cXs4fF8d6u0h7f4K09GWMcwO+AK4EhwM3GmCFnnbYVyLbWZgCLgF+6rg0HHgPGAKOBx4wxvTurdhFxv9hQfyamRbF4c0GP3clJgYWIdJrJA6MI9vPWbiEiIh5oXlY8Dc1O3sktdXcp3clo4IC1Ns9a2wi8ClzT9gRr7YfW2jrX03VAouvxTOBda+0xa+1x4F1gVifVLSIeYv7IRIqq6vmsh/aBU2AhIp3Gz9vBjKExrMotoaG5xd3liIhIGyP69Caxd4CWhbSvBOBom+cFrmNf5G5gxVe51hhzrzFmkzFmU3m5epCIdDczhsQQ7O/dY5tvKrAQkU519fB4quub+WRfhbtLERGRNowxXJMZz5oDFZRV17u7nO7CnOPYOed1G2NuBbKBX32Va621z1lrs6212VFRURddqIh4Jn8fB3OHx7Mip7hHLtlTYCEinWpCaiRhvXxYtkPLQkREPM28zAScFpZt145O7aQASGrzPBH4px+AxpjpwI+Budbahq9yrYh0f/NHJlLf5GT5zp43NiuwEJFO5ePwYtbQWN7dVUp9k5aFiIh4krSYYIbEhfCmloW0l41AmjEm2RjjC9wELG17gjEmC3iW1rCirM1Lq4ArjDG9/z979x4l933Wef7z6Zta6qpuyVJ1t0qSLatbLVvtKE4im8BODAmQ2Imxwzl2Yk8YYi4xkPXsspAshgWHcWBhJsPCQrxnbJYQkozHcYAExVFwsiEJEBKQcGLFbVlXy7pLrftdfXv2j6qWi3Zbasld/ftV/d6vc/q46lffX/fzVet8VX7q+32ecrHNt5evAciYG5fMVU+hLZPHQkhYAJhxt68q6vTQqL7+wsFLDwYAzKh3v6GoZ3cf14uHTicdSs2LiBFJD6iUaNgo6cmIGLD9sO07ysM+Jikn6XO2v2d7TfneI5I+qlLSY52kh8vXAGSMbd31piVat+OodmRsbSZhAWDGvXnZVZrf1qKnNmRvWxsApN0dr18kW/rCd9llMR0iYm1E9EVET0T8bvnaQxExnpj4sYjoiogby193VNz7iYjoLX/9eVJzAJC8n3zDIjVY+qtnsrXLgoQFgBnX1Nig217Xra+9cECnz48kHQ4AoEJ3R6vefO18rXl2ryImrQ8JAJhh3R2tesvygv7qX3drbCw7azMJCwCJ+IlVRZ0bHtPXOBYCAKlz541FvXjotDbsPp50KACAsrvetFh7j5/Tt7cfTjqUGUPCAkAiblp6lbraZ+mpZyl4DgBpc9vrFqqlsUFfoPgmAKTGj6/sUr61KVPFN0lYAEhEQ4P1ztct1Dc2D+pEBntKA0Cadcxu1luvK+iLz+7TyOhY0uEAACS1NjfqjtcX9eXn9ulkRt4/k7AAkJjbVxU1NDKmrw4cSDoUAMAE775xkQ6dOq9/2padrccAkHZ3vWmxzg2Pae33s1G8noQFgMS88eq5WjR3tp7awLEQAEibt17XqXxrE8dCACBFblwyVz2FNn1ufTaOhZCwAJAY27p91UL9w5ZDOnZmKOlwAAAVWpsbddsN3Xr6uf06OzSadDgAAJXeP7/zdQv1rzuP6txw/a/NJCwAJOr2VUWNjIWeHtifdCgAgAnuvHGRTg+N6msvcHQPANKiryuvCOnFQ6eTDqXqqpKwsH2r7U22t9p+cJLXb7H9jO0R23dNeO1q21+xvdH287aXViNGAOlww6J2XTN/jp7akI1zeABQS968bL4687P0he9ydA8A0qK3MydJ2nrwVMKRVN+0JyxsN0p6RNJtklZKutf2ygnDdkq6T9Ljk3yLT0n6WERcL+lmSQenO0YA6TF+LORbWw/p0KnzSYcDAKjQ2GDd8fqivrn5IEf3ACAlrl3QJpuExZW6WdLWiNgeEUOSnpB0Z+WAiNgRERsk/Zs+WeXERlNEfLU87lREnKlCjABS5PZVRY2F9OXnOBYCAGnz7jcs0vBo6EsZqUgPAGnX2tyoJfPmaNsgCYsrsUjSrornu8vXpqJP0jHbf237u7Y/Vt6x8Qq277e93vb6wcHB1xgygCRd151XT6FNTz3LlmMASJv+Yrt6Cm36G46FAEBq9BTa2GFxhTzJtZjivU2S3iLpQ5JukrRMpaMjr/yGEY9FxOqIWF0oFK4kTgApYVs/8fqi/mXHER04cS7pcOoG9YQATAfbeveNi/QvO45o91E2vgJAGvR25vTiodMaHZvq/2rXpmokLHZLWlLxfLGkqabkd0v6bvk4yYikL0h64zTHByCFbl9VVIS0li3H04J6QgCm0503ljbLrmEnHACkQm9nTudHxrTn6NmkQ6mqaiQs1klabvta2y2S7pG05jLunWd7fMvE2yQ9X4UYAaRMb2dO13Xn9UXeDE8X6gkBmDZXz5+jN1w9V2u+xxoNAGnQUyh1Cqn3OhbTnrAo74x4QNLTkjZKejIiBmw/bPsOSbJ9k+3dku6W9KjtgfK9oyodB/ma7e+rdLzkT6c7RgDp9BOvL+qZnce051h9Z4pnyIzUEwKQHe++cZFe2H9SL+w/kXQoAJB54wmLeq9jUY0dFoqItRHRFxE9EfG75WsPRcSa8uN1EbE4ItoiYn5E9Ffc+9WIWBURr4uI+8qfDALIgNtXLZQkfWkDn+BNgxmpJ0QBZCA73rVqoRobrC9QfBMAEjevrUXz21pIWADAM6jMHwAAIABJREFUTLlmfptWLe7QUxuoYzENZqSeEAWQgexYkJultyxfoDXf26OxOi/yBgC1oKczx5EQAJhJt69aqA27j+ulw6eTDqXWUU8IwLR7942LtPf4Oa3bcSTpUAAg83oKOW0dPKWI+k0ik7AAkCrvWlWUJHZZvEbUEwJQDT++skuNDdY/bDmUdCgAkHm9nTkdOzOsI6frt4pCU9IBAEClRXNn641Xz9UXn92r//mtvUmHU9MiYq2ktROuPVTxeJ1KR0Umu/erklZVNUAANadtVpOWzp+jzQdOJh0KAGReb+fLhTfn52YlHE11sMMCQOrcvqqoF/afrPsiQgBQi1Z050lYAEAK9BTaJEnbBuv3KDUJCwCp865VC2VLT9EtBABSZ3lnXi8dOaOzQ6NJhwIAmVbsmK3ZzY11/SEfCQsAqdPV3qqbl16lpzbsq+siQgBQi1Z05xWhuq9MDwBp19BgLSu0aWsdr8ckLACk0u2vL2rrwVPaxLZjAEiVvq68JGnTftZnAEhab2dO29hhAQAz67YbutVg6YvPciwEANJk6fw5amls0OaDJCwAIGm9hZz2HDurM0MjSYdSFSQsAKTSgtws/VDPAo6FAEDKNDU2aFmhTZvZYQEAiespdwrZXqeFN0lYAEit21ct1EuHz+i5PSeSDgUAUKGvK6/NB+p3CzIA1Irx1qb1WleIhAWA1Lr1hm41NZhuIQCQMiu689pz7KxOnhtOOhQAyLRr5s9Rg1W3dSxIWABIrblzWvSW5RwLAYC0GS+8uaVO3yADQK2Y1dSoa+bXb6cQEhYAUu32VUXtOXZWz+w8lnQoAICyvq7SFuQtdHICgMT1FNq0tU4TyCQsAKTaj/d3qaWxgWMhAJAiS+bNUWtzgzbtr883yABQS3o6c9px6IxGRseSDmXakbAAkGrtrc364RUFrf3+Po2NcSwEANKgocHlwpvssACApPUWchoaHdOuo2eTDmXakbAAkHq3r1qoAyfOa92OI0mHAgAoW95JwgIA0mC8tWk9Ft4kYQEg9X7s+i61NjfoqQ37kg4FAFC2ojungyfP6+jpoaRDAYBM6ymUEhb1WHiThAWA1Gub1aQfva5LX35uX12ezQOAWrS83CmEXRYAkKyO2c0q5GfVZeFNEhYAasLtqxbq0KkhfWc7x0IAIA1WjCcs6vANMgDUmt5CTtvYYQEAyXjrdZ1qa2mkWwgApMTCjlblZzVp8352WFyM7Vttb7K91faDk7x+i+1nbI/YvmvCa//F9oDtjbb/2LZnLnIAtaSns9TaNKK+itSTsABQE1qbG/VjK7v0twP76RYCAClgW8u7chwJuQjbjZIekXSbpJWS7rW9csKwnZLuk/T4hHt/SNL/JGmVpBsk3STph6scMoAa1VvI6eS5EQ2eOp90KNOKhAWAmvHmZfN17Mywdh09k3QoAABJK7pLnULq7RO9aXSzpK0RsT0ihiQ9IenOygERsSMiNkiaWKQpJLVKapE0S1KzpAPVDxlALertLB3Tq7c6FiQsANSM/mK7JGlg74mEIwEASKXWpkfPDNfdJ3rTaJGkXRXPd5evXVJEfFvS1yXtK389HREbpz1CAHWhp7NNkrRt8HTCkUwvEhYAakZfV16NDdbA3uNJhwIAUGmHhSRtOVBfn+hNo8lqTkxpO4rtXknXS1qsUpLjbbZvmWTc/bbX214/ODj4moIFULu621vV1tKobeywAIBktDY3anlnTs/tYYcFAKRBX7lTyCYKb76a3ZKWVDxfLGmq1aN/UtJ3IuJURJyS9GVJb544KCIei4jVEbG6UCi85oAB1Cbb6unMcSQEAJK0stjOkRAASIkFuRbNm9OsLQdJWLyKdZKW277WdoukeyStmeK9OyX9sO0m280qFdzkSAiAV1WPrU1JWACoKf3FDh06dV4HT5xLOhQAyDzb6uvKs8PiVUTEiKQHJD2tUrLhyYgYsP2w7TskyfZNtndLulvSo7YHyrf/paRtkr4v6VlJz0bEF2d8EgBqRk9nTvuOn9Op8yNJhzJtmpIOAAAuR2Xhzc721oSjAQCs6M7r88/sUUTInqxkQ7ZFxFpJaydce6ji8TqVjopMvG9U0i9UPUAAdaOnkJMkbR88pVWL5yYczfRghwWAmrLyQsKCwpsAkAbLu/I6eX5E+46z8w0AktTbWUpY1FMdCxIWAGpKe2uzrpk/hzoWAJASK8YLbx7gWAgAJOma+XPU1OC6qmNBwgJAzemn8CYApEZfV+kTvS0kLAAgUc2NDbpm/hx2WABAkvqLHdp55IxOnBtOOhQAyLy5c1rUmZ+lTfvr5w0yANSqnkJ9tTYlYQGg5ozXsXieXRYAkAoruvPazA4LAEhcb2dOLx0+o+HRsaRDmRYkLADUnMpOIQCA5C3vzGvLwZMaG4ukQwGATOvtzGlkLPTS4TNJhzItqpawsH2r7U22t9p+cJLXb7H9jO0R23dN8nq77T22P16tGAHUps58qwr5WXQKAYCUWNGd07nhMe06Wh9vkAGgVo23Nq2XwptVSVjYbpT0iKTbJK2UdK/tlROG7ZR0n6THX+XbfFTSN6sRH4Da119s50gIAKRE33inkP0cCwGAJPXUWWvTau2wuFnS1ojYHhFDkp6QdGflgIjYEREbJL3icI3tN0nqkvSVKsUHoMb1F9u15eApnRseTToUAMi85eWExZY6eYMMALUqN6tJ3e2t7LC4hEWSdlU8312+dkm2GyT9gaQPX2Lc/bbX214/ODh4xYECqE39xQ6NjgVF3gAgBXKzmrRo7mx2WABACvR25rStThLI1UpYeJJrU63C9EFJayNi18UGRcRjEbE6IlYXCoXLDhBAbaPwJgCkS19XjiQyAKRAT6FN2wZPK6L2CyE3Ven77pa0pOL5Ykl7p3jvD0p6i+0PSspJarF9KiJeUbgTQHYtmTdH+VlNFN4EgJTo687rW1sPa3h0TM2NNKIDgKT0duZ06vyIDpw4r+6O1qTDeU2q9a/JOknLbV9ru0XSPZLWTOXGiHhfRFwdEUslfUjSp0hWAJioocG6vtjODgsASIkVXXkNjY7ppcOnkw4FADKtngpvViVhEREjkh6Q9LSkjZKejIgB2w/bvkOSbN9ke7ekuyU9anugGrEAqF/9xXZt3HdCo2O1v90NAGrdeKeQzQdq/w0yANSy3jpqbVqtIyGKiLWS1k649lDF43UqHRW52Pf4pKRPViE8AHWgv9ihc8Nj2j546kKFegBAMno7c7JLrU3f+bqFSYcDAJlVyM9SvrWJHRYAkCQKbwJAerQ2N+qaq+Zoy0EKbwJAkmyrp5AjYQEASertzKmlqYHCmwCQEn1deVqbAkAK9Hbm6uJICAkLADWrubFB13Xn2WHxKmzfanuT7a22X1G82PYttp+xPWL7rkleb7e9x/bHZyZiALVuRXdeOw6f0fmR0aRDAYBM6ynkdPDkeZ04N5x0KK8JCQsANa2/3CmkHvpMTyfbjZIekXSbpJWS7rW9csKwnZLuk/T4q3ybj0r6ZrViBFB/lnflNToW2j5IpxAASFJvuVPItho/FkLCAkBNW1ns0PGzw9pz7GzSoaTNzZK2RsT2iBiS9ISkOysHRMSOiNggaWzizbbfJKlL0ldmIlgA9WHFhU4hHAsBgCT11klrUxIWAGoahTdf1SJJuyqe7y5fuyTbDZL+QNKHpzD2ftvrba8fHBy8okAB1I9rF7SpqcHUsQCAhC2ZN1stjQ3aVuM73khYAKhp13e3q8EkLCbhSa5N9dzMByWtjYhdlxoYEY9FxOqIWF0oFC4rQAD1p6WpQdcuaNPmA7X9iR4A1LqmxgYtXTCn5ndYNCUdAAC8FrNbGrWskNPzdAqZaLekJRXPF0vaO8V7f1DSW2x/UFJOUovtUxHxisKdADBRX3de39/NmgwASesp5PRCje94Y4cFgJo3XngT/8Y6ScttX2u7RdI9ktZM5caIeF9EXB0RSyV9SNKnSFYAmKq+zrx2HT2jM0MjSYcCAJnW25nTziO13bmJhAWAmtdfbNe+4+d05PRQ0qGkRkSMSHpA0tOSNkp6MiIGbD9s+w5Jsn2T7d2S7pb0qO2B5CIGUC9WdOcUUfuF3gCg1vV25jQ6Fnrp8JmkQ7liHAkBUPP6ix2SpIG9x/WW5dRRGBcRayWtnXDtoYrH61Q6KnKx7/FJSZ+sQngA6lRfuVPIpv0ntWrx3ISjAYDs6im83Np0fG2uNeywAFDz6BQCAOlxzfw2tTQ1aAs7LAAgUcsKbZJqe8cbCQsANW/unBYtmjubhAUApEBjg9VbyNHaFAASNqelSYvmzta2QRIWAJColcV2DdApBABSoa8rpy0HSFgAQNJ6OnPaSsICAJLVX2zXi4dO6/R5qtIDQNL6uvPae/ycTpwbTjoUAMi0nkKbth08rbGxSDqUK0LCAkBd6C92KEJ6YT/HQgAgaSvKxd3YZQEAyertzOns8Kj2nTiXdChXhIQFgLowXnjzuT0kLAAgaePV6DcfqN1tyABQD3rLnUJqtfAmCQsAdWFhR6vmzWmmjgUApMCiubM1p6WRwpsAkLCezpdbm9YiEhYA6oJt3bCog04hAJACDQ3W8q68NnMkBAASNb+tRXPnNNds4U0SFgDqxspiuzYfOKmhkbGkQwGAzOvrzHEkBAASZls9hRw7LAAgaf3FDg2PhrYc5BM9AEjaiu68Dp06ryOnh5IOBQAyrbeQ0zZ2WABAssYLb3IsBACSt/xC4U2SyACQpJ7ONh06NaRjZ2ovgUzCAkDduHZ+m+a0NOp5EhYAkLgVJCwAIBV6xwtv1uAuCxIWAOpGQ4N1/cJ2OoUAQAp0tc9Se2tTpjuF2L7V9ibbW20/OMnrt9h+xvaI7bsmvHa17a/Y3mj7edtLZypuAPWlt1BKINdia1MSFgDqSn+xXc/vPaGxsUg6FADINNvq68prS0YLb9pulPSIpNskrZR0r+2VE4btlHSfpMcn+RafkvSxiLhe0s2SDlYvWgD1bNG82WppatC2wdNJh3LZSFgAqCv9xXadHhrVS0fOJB0KAGReX3demw6cVEQmk8g3S9oaEdsjYkjSE5LurBwQETsiYoOkf9PeqpzYaIqIr5bHnYoI/mEDcEUaG6xlC9rYYQEASesvdkgSx0IAIAVWdOV1/OywBk+eTzqUJCyStKvi+e7ytanok3TM9l/b/q7tj5V3bADAFenpzJGwAICkLe/KqanBdAoBgBRY3lUq9LYpm4U3Pcm1qW41aZL0FkkfknSTpGUqHR155Q+x77e93vb6wcHBK4kTQAb0FnLadfSMzg2PJh3KZSFhAaCuzGpq1PKuPAkLAEiB8U4hGS28uVvSkorniyXtvYx7v1s+TjIi6QuS3jjZwIh4LCJWR8TqQqHwmgIGUL96OnOKkF48VFt1LEhYAKg7pcKbx7N6ZhoAUmN+bpbmt7VktfDmOknLbV9ru0XSPZLWXMa982yPZyDeJun5KsQIICN6C7XZ2pSEBYC6019s16FTQzqYzTPTAJAqfV35TB4JKe+MeEDS05I2SnoyIgZsP2z7DkmyfZPt3ZLulvSo7YHyvaMqHQf5mu3vq3S85E+TmAeA+rCs0Ca79lqbNiUdAABMt8rCm13trQlHAwDZtqI7r8+t36WIkD1ZWYf6FRFrJa2dcO2hisfrVDoqMtm9X5W0qqoBAsiM1uZGLZ43u+Zam7LDAkDduX5h6cz0wB7qWABA0pZ35XR6aFR7jp1NOhQAyLTeQu11CiFhAaDu5FubtXT+HD1Ha1MASNx44c3NGTwWAgBp0lPIafvgKY2O1U6dNxIWAOpS/6IOOoUAQAosv5CwqK1P9QCg3vR25nR+ZEx7a2jHW1USFrZvtb3J9lbbD07y+i22n7E9Yvuuius32v627QHbG2y/txrxAah//cV27T56VsfPDCcdCgBkWsfsZnW3t2pzNlubAkBq9HaWOoXU0rGQaU9Y2G6U9Iik2yStlHSv7ZUThu2UdJ+kxydcPyPppyOiX9Ktkv7I9tzpjhFA/btQeHMfx0IAIGl93dnsFAIAadJTg61Nq7HD4mZJWyNie0QMSXpC0p2VAyJiR0RskDQ24frmiNhSfrxX0kFJBQHAZeovtkuSnudYCAAkrq+zVOitls5NA0C9mdfWovltLdneYSFpkaRdFc93l69dFts3S2qRtO1VXr/f9nrb6wcHB68oUAD1a0FulrraZ1HHAgBSoK87r/MjY9p55EzSoQBApvUUcpnfYTFZg+3LSqfbXijp05J+JiLGJhsTEY9FxOqIWF0osAkDwCv1Fzs0QKcQAEgcnUIAIB16OmurtWk1Eha7JS2peL5Y0t6p3my7XdKXJP1mRHxnmmMDkCH9xXZtGzytc8OjSYcCAJk2XuiNwpsAkKyeQpuOnhnW4VPnkw5lSqqRsFgnabnta223SLpH0pqp3Fge/3lJn4qIz1UhNgAZ0l9s1+hY6AXeIANAotpmNWnJVbMpvAkACRtPIG8bPJ1wJFMz7QmLiBiR9ICkpyVtlPRkRAzYftj2HZJk+ybbuyXdLelR2wPl298j6RZJ99n+XvnrxumOEUA2XOgUwrEQAEhcX2deWw7UzjZkAKhHtdbatKka3zQi1kpaO+HaQxWP16l0VGTifZ+R9JlqxAQgexbPm6321iYKbwJACvR15/X3WwY1PDqm5sZqbPIFAFxKsWO2Zjc31kzhTf61AFC3bGtlsZ2EBQCkwIquvIZHQzsO1cY2ZACoRw0N1rJCW83ssCBhAaCu9Rc79MK+ExoZnbThEABghizvKm1Dpo4FACSrllqbkrAAUNf6i+06PzKm7XyiBwCJ6ink1GA6hQBA0no7c9pz7KzODqW/kx4JCwB1jcKbAJAOrc2NWjq/TZspvAkAieop5BShmthlQcICQF3rKbRpVlODBvZQxwIAktbXlddmjoQAQKJebm1KwgIAEtXU2KDruvMU3gSAFOjrzmvH4dM6N5z+bcgAUK+WLpijBkvbaqDwJgkLAHVvZbFDA3uPKyKSDgUAMq2vK6exGtmGDAD1alZTo66+ao62Daa/xhsJCwB174ZF7TpxbkS7j55NOhQAyLQVXXlJ4lgIACSstzNXE61NSVgAqHtZLbxp+1bbm2xvtf3gJK/fYvsZ2yO276q4fqPtb9sesL3B9ntnNnIA9WrpgjY1N5rCmwCQsJ5CTi8eOq2R0bGkQ7koEhYA6t513Xk1NjhTdSxsN0p6RNJtklZKutf2ygnDdkq6T9LjE66fkfTTEdEv6VZJf2R7bnUjBpAFzY0NWrYgR2tTAEhYT2dOQ6Njqd+BTMICQN1rbW5UT6EtUwkLSTdL2hoR2yNiSNITku6sHBAROyJig6SxCdc3R8SW8uO9kg5KKsxM2ADqXV93Xps4EgIAiRrvFJL2YyEkLABkQn+58GaGLJK0q+L57vK1y2L7ZkktkrZNU1wAMq6vM6fdR8/q9PmRpEMBgMzqKdRGa1MSFgAyob/YrgMnzuvQqfNJhzJTPMm1y2qTYnuhpE9L+pmImPSAo+37ba+3vX5wcPAKwgSQNX3dpcKbW1L+qR4A1LOO2c0q5GexwwIA0mBlsV2SsnQsZLekJRXPF0vaO9WbbbdL+pKk34yI77zauIh4LCJWR8TqQoFTIwAujU4hAJAOPYU2dlgAQBr0L8xcp5B1kpbbvtZ2i6R7JK2Zyo3l8Z+X9KmI+FwVYwSQQUuumqNZTQ0U3gSAhI23No24rE24M4qEBYBM6JjTrMXzZmdmh0VEjEh6QNLTkjZKejIiBmw/bPsOSbJ9k+3dku6W9KjtgfLt75F0i6T7bH+v/HVjAtMAUIcaG6zlXTkKbwJAwnoKOZ04N6LBFB+Zbko6AACYKf3Fdj2fkYSFJEXEWklrJ1x7qOLxOpWOiky87zOSPlP1AAFkVl9XXv+09XDSYQBApo13Ctl28LQ6860JRzM5dlgAyIz+YodePHRap6hMDwCJ6uvKa/+Jczp+djjpUAAgsy60Nk1xHQsSFgAyo79ceHPjvuzssgCANBovvLmFYyEAkJju9la1tTRqW4o7hZCwAJAZ/cVy4c09mSm8CQCptLyr9KkedSwAIDm21dOZS3WnEBIWADKjq32W5re1ZKbwJgCk1aK5s9XW0kinEABIWE8hxw4LAEgD21pZbCdhAQAJs62+7rw2H0jvm2QAyILezpz2Hj+n0ymt8UbCAkCm9Bc7tOXgSQ2NjCUdCgBkWl9nXps5EgIAieoptElSao+FkLAAkCk3LGrX8GjwJhkAEtbXndfh00M6dOp80qEAQGZdaG1KwgIAkneh8OZeCm8CQJL6yoU3SSADQHKumd+mpgZra0rrWJCwAJAp11w1R7lZTdSxAICEjbc2pfAmACSnubFBV8+fo20HTycdyqRIWADIlIYG6/qFeRIWAJCwQn6W5s5p1uaUfqo3XWzfanuT7a22H5zk9VtsP2N7xPZdk7zebnuP7Y/PTMQAsqa3kNNWjoQAQDr0Fzu0cd8JjY5F0qEAQGbZLhXerOMdFrYbJT0i6TZJKyXda3vlhGE7Jd0n6fFX+TYflfTNasUIAD2dOb10+LSGR9NXlJ6EBYDMWVls15mhUe04nM6tbwCQFX3dOW06cFIRdZtAvlnS1ojYHhFDkp6QdGflgIjYEREbJL3i/xRsv0lSl6SvzESwALKpt5DT8Gho55EzSYfyCiQsAGROf7FdkjgWAgAJW9GV18lzIzpwom47hSyStKvi+e7ytUuy3SDpDyR9uApxAcAFPeVOIWksvEnCAkDmLO/Mq7nRdAoBgIQtLxfe3FS/nUI8ybWpbif5oKS1EbHrYoNs3297ve31g4ODlx0gAPQU2iSls7UpCQsAmdPS1KC+rryeZ4cFACSqr5yw2FK/CYvdkpZUPF8sae8U7/1BSQ/Y3iHpv0r6adu/P3FQRDwWEasjYnWhUHit8QLIoHxrs7rbW1O5w6Ip6QAAIAn9xXb9fxsPKiJkT/YBGACg2q5qa9GC3Cxtqt/Cm+skLbd9raQ9ku6R9O+ncmNEvG/8se37JK2OiFd0GQGA6dDT2aZtg+mr78YOCwCZ1F/s0JHTQ9p/4lzSoQBApq3ozmlzne6wiIgRSQ9IelrSRklPRsSA7Ydt3yFJtm+yvVvS3ZIetT2QXMQAsqq3kNO2g6dSVwSZHRYAMulC4c09J7SwY3bC0QBAdvV15fXZdbs0NhZqaKi/HW8RsVbS2gnXHqp4vE6loyIX+x6flPTJKoQHAJJKhTdPnS8VQe7uaE06nAuqtsPC9q22N9neavsV29ds32L7Gdsjtu+a8Nr7bW8pf72/WjECyK7rF7bLplMIACStryuvM0Oj2nPsbNKhAEBm9RZKnULSVnizKgkL242SHpF0m6SVku61vXLCsJ2S7pP0+IR7r5L0EUk/oFLv6o/YnleNOAFkV9usJl07v41OIQCQsPHCm3VcxwIAUq83pa1Nq7XD4mZJWyNie0QMSXpC0p2VAyJiR0RskDQ24d53SPpqRByJiKOSvirp1irFCSDDVhbb2WEBAAlb3lV6k7z5IAkLAEhKIT9L+VlN2dhhIWmRpMqe0bvL16p9LwBMWX+xQ3uOndWxM0NJhwIAmdXe2qxiR6s2s8MCABJjWz2duczssJisYtJUy41O6V7b99teb3v94ODgZQUHANLLhTefZ5cFACSqrzuvzQfS9SYZALKmp5DLzA6L3ZKWVDxfLGnvdN4bEY9FxOqIWF0oFK44UADZdaFTCAkLAEhUX1deWwdPaWR04klhAMBM6e3M6cCJ8zpxbjjpUC6oVsJinaTltq+13SLpHklrpnjv05Lebnteudjm28vXAGBazc/N0sKOVgpvAkDC+rryGhoZ00tHziQdCgBkVk+hTZK0LUXHQqqSsIiIEUkPqJRo2CjpyYgYsP2w7TskyfZNtndLulvSo7YHyvcekfRRlZIe6yQ9XL4GANOuv9iu59hhAQCJWlHuFLLlAHUsACAp451Ctg2eTjiSlzVV6xtHxFpJaydce6ji8TqVjntMdu8nJH2iWrEBwLiVxQ793QsHdXZoVLNbGpMOBwAyqbczJ1vatP+Ubr0h6WgAIJuuvmqOmhudqsKb1ToSAgA1ob/YrrGQNu5nlwUAJGV2S6OuvmoOrU0BIEFNjQ1aOr8tVYU3SVgAyDQKbwJAOizvzNPaFAAS1tuZq/8aFgBQKxbNna2O2c16nsKbAJCoFd05vXjotIZG6BQCAEnpKeT00pEzqVmLSVgAyDTb6i+2s8MCABLW15XXyFjoxUPpKfYGAFnT25nT6FjopcPpWItJWADIvP5iu17Yf1LDo+nIJANAFvWVO4VsolMIACSmp1DqFJKWwpskLABkXn+xQ0MjY6kqMAQAWbOs0KbGBlPHAgAS1NPZJkmpeV9MwgJA5l0ovLmHYyEAkJRZTY1aOn+ONrPDAgASM6elSYvmzmaHBQCkxbJCTq3NDdSxAICErejOk7AAgIQtK7Rp2yA1LAAgFRobrOu62zVApxAASFRfV14vHTmjc8OjSYcCAJnV25nTtsFTGhuLpEMhYQEAUulYyPP7Tigi+YUZALKqryuviPQUewOALOop5HRmaFT7T5xLOhQSFgAglQpvnjw3ol1HziYdCgBk1oVOIRTeBIDE9Hamp1MICQsAUEXhTY6FAEBils6fo5bGBm0+SMICAJJCwgIAUmZFd16NDabwJgAkqKmxQcsKbbQ2BYAEzW9rUcfs5lS0NiVhAQCSWpsbtbwzxw4LAEhYqVNI8m+SASCrbKu3M8cOCwBIk5XFdnZYAEDC+rry2nPsrE6eG046FADIrJ6UtDYlYQEAZf3FDh08eV4HTyZfEXk62L7V9ibbW20/OMnrt9h+xvaI7bsmvPZ+21vKX++fuagBZN144c0tKfhkDwCyqrczp0Onzuv4mWSTxyQsAKDs5cKbtb/LwnYuBdalAAAgAElEQVSjpEck3SZppaR7ba+cMGynpPskPT7h3qskfUTSD0i6WdJHbM+rdswAIEkrxhMWB6hjAQBJ6SmUC28OJrsWk7AAgLKV5YTF83WQsFAp0bA1IrZHxJCkJyTdWTkgInZExAZJYxPufYekr0bEkYg4Kumrkm6diaABYPG82Zrd3KhN+9lhAQBJGe8Usu1gssdCSFgAQFl7a7OuvmpOvRTeXCRpV8Xz3eVr03qv7fttr7e9fnBw8IoCBYBKDQ3W8q6cttDaFAASs3jeHLU0NWhrwp1CSFgAQIX++im86UmuxXTfGxGPRcTqiFhdKBSmHBwAXExfV16baG0KAIlpbLCWLWjTtoTrCZGwAIAK/cV2vXT4jE7UfnX63ZKWVDxfLGnvDNwLAK9ZX1dOB0+e17EzQ0mHAgCZ1dOZY4cFAKRJf7FDkrSx9ndZrJO03Pa1tlsk3SNpzRTvfVrS223PKxfbfHv5GgDMiPFOIZsPUMcCAJLSU8hp15EzOjc8mlgMJCwAoEK9dAqJiBFJD6iUaNgo6cmIGLD9sO07JMn2TbZ3S7pb0qO2B8r3HpH0UZWSHuskPVy+BgAzYjxhsYlOIQCQmN7OnMZC2nE4ucKbTYn9ZABIoc72Vi3Izar5hIUkRcRaSWsnXHuo4vE6lY57THbvJyR9oqoBAsCrWNjRqvysJm2mjgUAJKan0CZJ2nrwlK7rbk8kBnZYAMAEpcKbddEpBABqkm31dee1mR0WAJCYnkJOdrKtTUlYAMAE/cV2bT14SudHkjuvBwBZ19eV0+YDJxUx1QZHAIDp1NrcqMXzZidaeJOEBQBM0F/s0MhYaPN+ir0BQFL6uvI6emZYh07RKQQAktJTyCXa2pSEBQBM8HLhTY6FAEBSXu4UwrEQAEhKbyGn7YdOaWwsmd1uJCwAYIKrr5qj3Kymuii8CQC16kKnEApvAkBiejpzOjc8pj3Hziby80lYAMAEDQ3WSgpvAkCiFuRadFVbi7YcrN2Ehe1bbW+yvdX2g5O8fovtZ2yP2L6r4vqNtr9te8D2BtvvndnIAaCktzMnSYnVsSBhAQCT6C+2a+O+kxpNaPsbAGSdbS3vzNXsDgvbjZIekXSbpJWS7rW9csKwnZLuk/T4hOtnJP10RPRLulXSH9meW92IAeCVegqlhEVSdSxIWADAJPqLHTo7PKoXDyXXxgkAsm5Fd15bDpyq1U4hN0vaGhHbI2JI0hOS7qwcEBE7ImKDpLEJ1zdHxJby472SDkoqzEzYAPCyq9pKu922scMCANKDwpsAkLy+rrxOnh/RvuPnkg7lSiyStKvi+e7ytcti+2ZJLZK2TVNcAHBZegs5bWWHBQCkR29nTi1NDRTeBIAEXSi8WZudQjzJtcvaKmJ7oaRPS/qZiBh7lTH3215ve/3g4OAVhAkAF9fT2aZtg8nsOiZhAQCTaG5s0IquPDssACBBfV2ls9NbajNhsVvSkorniyXtnerNttslfUnSb0bEd15tXEQ8FhGrI2J1ocCpEQDTr6eQ05HTQzpyemjGf3bVEhZTqIo8y/Zny6//s+2l5evNtv/C9vdtb7T969WKEQAupr/YroG9J2r17DQA1Ly5c1rUmZ+lTfuT2Yr8Gq2TtNz2tbZbJN0jac1UbiyP/7ykT0XE56oYIwBcUk+5U0gSdSyqkrCYYlXkn5N0NCJ6Jf2hpP9cvn63pFkR8TpJb5L0C+PJDACYSf3Fdh07M6y9tXl2GgDqworuvDbX4A6LiBiR9ICkpyVtlPRkRAzYftj2HZJk+ybbu1V6//uo7YHy7e+RdIuk+2x/r/x1YwLTAAD1ljuFJFHHoqlK3/dCVWRJsj1eFfn5ijF3Svrt8uO/lPRx21bpbF+b7SZJsyUNSeIQOYAZt7LYIUka2HNci+bOTjgaAMimvq68/vs/v6SxsVBDw2RlIdIrItZKWjvh2kMVj9epdFRk4n2fkfSZqgcIAFOwaO5stTY3JJKwqNaRkKlURb4wppyBPi5pvkrJi9OS9qnUm/q/RsSRKsUJAK/q+oV52aLwJgAkqK8rp3PDY9p19EzSoQBAJjU0WMsW5OrnSIimVhX51cbcLGlUUlHStZJ+1fayV/wAKiIDqLI5LU1atqCNhAUAJGi8U8jmAzVZxwIA6kJvZzKtTauVsJhKVeQLY8rHPzokHZH07yX9bUQMR8RBSd+StHriD6AiMoCZ0F/s0PN0CgGAxCy/kLCovToWAFAvego57Tl2VmeHRmf051YrYTGVqshrJL2//PguSX8XpVL8OyW9zSVtkt4s6YUqxQkAF9VfbNfe4+d0NIE2TgAAKTerSYvmztam/SQsACApvZ05RUjbD83sLouqJCymUhVZ0p9Jmm97q6RfkTTe+vQRSTlJz6mU+PjziNhQjTgB4FL6xwtvciwEABJTq51CAKBe9HS2SZr5TiHV6hIylarI51Rq4TTxvlOTXQeAJPQX2yVJA3uP698tX5BwNACQTcu7cvrHLYc0MjqmpsZqbRAGALyaaxe0qcHStsHTM/pzWfEB4CLmtbWo2NHKDgsASNCKrryGRse04zCdQgAgCbOaGnX1VXO0bYZ3WJCwAIBL6F/UoQEKbwJAYvoovAkAiespzHxr06odCQGAevFb71qp2S2NSYcBAJnV15XX3/7yW7RsQS7pUAAgsz7yE/1qbZnZPQ8kLADgEq6ePyfpEAAg01qaGnRdd3vSYQBApiXxnpgjIQAAAAAAIHVIWAAAAAAAgNQhYQEAAAAAAFKHhAUAAAAAAEgdEhYAAAAAACB1SFgAAAAAAIDUIWEBAAAAAABSh4QFAAAAAABIHRIWAAAAAAAgdUhYAAAAAACA1CFhAQAAAAAAUoeEBQAAAAAASB1HRNIxvGa2ByW9dAW3LpB0aJrDSasszVVivvWsluZ6TUQUkg5iplzhWlxLv8/pkKX5ZmmuEvNNs8ysxazDU8J861uW5ltLc73idbguEhZXyvb6iFiddBwzIUtzlZhvPcvSXLMga7/PLM03S3OVmC9qV9Z+l8y3vmVpvlmZK0dCAAAAAABA6pCwAAAAAAAAqZP1hMVjSQcwg7I0V4n51rMszTULsvb7zNJ8szRXifmidmXtd8l861uW5puJuWa6hgUAAAAAAEinrO+wAAAAAAAAKUTCAgAAAAAApE7dJyxs32p7k+2tth+c5PVZtj9bfv2fbS+d+SinzxTm+yu2n7e9wfbXbF+TRJzT5VLzrRh3l+2wXbOtf6YyV9vvKf9+B2w/PtMxTqcp/F2+2vbXbX+3/Pf5nUnEianJ0lrMOvyq42p+HZaytRazDteXLK3DEmvxRcbV/FqcpXVYYi1WRNTtl6RGSdskLZPUIulZSSsnjPmgpP9WfnyPpM8mHXeV5/tWSXPKj3+p3udbHpeX9PeSviNpddJxV/F3u1zSdyXNKz/vTDruKs/3MUm/VH68UtKOpOPm6zX9PutiLWYdrt91+DJ+v3WxFrMO19dXltbhy5gva3EKYq/S77Yu1uHLmG9dr8X1vsPiZklbI2J7RAxJekLSnRPG3CnpL8qP/1LSj9r2DMY4nS4534j4ekScKT/9jqTFMxzjdJrK71eSPirpv0g6N5PBTbOpzPUDkh6JiKOSFBEHZzjG6TSV+Yak9vLjDkl7ZzA+XJ4srcWsw/W7DkvZWotZh+tLltZhibW4ntfiLK3DEmtx3ScsFknaVfF8d/napGMiYkTScUnzZyS66TeV+Vb6OUlfrmpE1XXJ+dp+g6QlEfHUTAZWBVP53fZJ6rP9LdvfsX3rjEU3/aYy39+W9FO2d0taK+k/zkxouAJZWotZh+t3HZaytRazDteXLK3DEmtxPa/FWVqHJdZiNSUdQJVNlhWe2Md1KmNqxZTnYvunJK2W9MNVjai6Ljpf2w2S/lDSfTMVUBVN5XfbpNIWuB9R6VOCf7B9Q0Qcq3Js1TCV+d4r6ZMR8Qe2f1DSp8vzHat+eLhMWVqLWYfrdx2WsrUWsw7XlyytwxJrsVS/a3GW1mGJtbjud1jslrSk4vlivXKLzIUxtptU2kZzZEaim35Tma9s/5ik/0PSHRFxfoZiq4ZLzTcv6QZJ37C9Q9KbJa2p0SJDU/27/DcRMRwRL0rapNJiXYumMt+fk/SkJEXEtyW1SlowI9HhcmVpLWYdrt91WMrWWsw6XF+ytA5LrMX1vBZnaR2WWIvrPmGxTtJy29fablGpgNCaCWPWSHp/+fFdkv4uyhVLatAl51veDvaoSgtzLZ/nki4x34g4HhELImJpRCxV6XziHRGxPplwX5Op/F3+gkoFpGR7gUrb4bbPaJTTZyrz3SnpRyXJ9vUqLc6DMxolpipLazHrcP2uw1K21mLW4fqSpXVYYi2u57U4S+uwxFpc3wmL8vm7ByQ9LWmjpCcjYsD2w7bvKA/7M0nzbW+V9CuSXrUNUNpNcb4fk5ST9Dnb37M98S98zZjifOvCFOf6tKTDtp+X9HVJH46Iw8lE/NpMcb6/KukDtp+V9D8k3VfDb6zqWpbWYtbh+l2HpWytxazD9SVL67DEWqw6XouztA5LrMWS5DqaCwAAAAAAqBN1vcMCAAAAAADUJhIWAAAAAAAgdUhYAAAAAACA1CFhAQAAAAAAUoeEBQAAAAAASB0SFsgE26PlllXP2n7G9g9dYvxc2x+cqfgAIAtYiwEgWazDqDW0NUUm2D4VEbny43dI+o2I+OGLjF8q6amIuGFmIgSA+sdaDADJYh1GrWGHBbKoXdLR8Se2P2x7ne0Ntv9T+fLvS+opZ6A/Zjtn+2vlTPT3bd+ZSOQAUD9YiwEgWazDSL2mpAMAZshs29+T1CppoaS3SZLtt0taLulmSZa0xvYtkh6UdENE3Fge1yTpJyPihO0Fkr5je02wRQkALgdrMQAki3UYNYWEBbLibMVC+4OSPmX7BklvL399tzwup9JivXPC/Zb0f5YX7jFJiyR1Sdo/A7EDQL1gLQaAZLEOo6aQsEDmRMS3yxnhgkqL7u9FxKOVY8rn9Sq9rzz+TRExbHuHSplpAMAVYC0GgGSxDqMWUMMCmWP7OkmNkg5LelrSz9oeLz60yHanpJOS8hW3dUg6WF6Y3yrpmhkOGwDqCmsxACSLdRi1gB0WyIrx83pSKYP8/ogYlfQV29dL+rZtSTol6aciYpvtb9l+TtKXJf1nSV+0vV7S9yS9MPNTAICax1oMAMliHUZNoa0pAAAAAABIHY6EAAAAAACA1CFhAQAAAAAAUoeEBQAAAAAASB0SFgAAAAAAIHVIWAAAAAAAgNQhYQEAAAAAAFKHhAUAAAAAAEgdEhYAAAAAACB1SFgAAAAAAIDUIWEBAAAAAABSh4QFAAAAAABIHRIWAAAAAAAgdUhYAAAAAACA1CFhAQAAAAAAUoeEBQAAAAAASB0SFgAAAAAAIHVIWAAAAAAAgNQhYQEAAAAAAFKHhAUAAAAAAEgdEhaoabbfZ/srUxj332z/1kzEBACYnO3ftv2Z8uOltsN2U9JxAQCAdCJhgZoWEf89It4+hXG/GBEfnYmYAAAAgCTZ3mH7gO22ims/b/sb5cdh+7TtU7YP2/6a7fdO8n3eYfvvbZ+0PWj7m7bvqHh9oe0/tb23/L222/6k7etmZKKoeyQskDg+XZse/DkCmC6sJy9zCe+XANSiJkn/60Vef31E5CStkPRJSR+3/ZHxF23fJelzkj4labGkLkkPSfqJ8uvzJf2TpDmS3iIpL+mNkr4p6ceneS7IKP4BRtWUM7u/bvt520dt/7ntVts/Ynu37V+zvV/Sn5fH3277e7aP2f4n26sqvtcS239dzuwetv3x8vX7bP9j+bFt/6Htg7aP295g+4bya5+0/TsV3+8DtrfaPmJ7je1ixWth+xdtbynH/YhtX2KuveWM83Hbh2x/tnz9FVuebX/D9s9XxP8t239SvvcF2z9aMbbD9p/Z3md7j+3fsd044d4/tH1E0m9f8S8LQOaV1+xfs71B0mnbV9v+q/K6+6Lt/6VibKPt37C9rfyp27/aXlJ+7f+2vcv2ifL1t7zGuO4rf2J3shzH+8rXLxwvKT//N+ttea39Pdv/Ul5f/8b2VRXj31z+t+aY7Wdt/0jFa9+w/bu2vyXpjKRlr2UOAJCQj0n6kO25FxsUEYci4tOSfknSr9ueX37v+39J+mhE/L8RcTwixiLimxHxgfKt/5ukE5L+Q0Rsi5JjEfHnEfEn1ZwYsoOEBartfZLeIalHUp+k3yxf75Z0laRrJN1v+42SPiHpFyTNl/SopDW2Z5X/B/0pSS9JWippkaQnJvlZb5d0S/nnzJX0XkmHJw6y/TZJvyfpPZIWlr/vxO93u6SbJL2+PO4dl5jnRyV9RdI8lTLQl7NI/4Ck7ZIWSPqIpL+ueFP9F5JGJPVKekN5jj8/yb2dkn73Mn4mAEzmXknvUml9/rykZ1Vac39U0i/bHl8Lf6U89p2S2iX9rEr/Yy9J6yTdWP4ej0v6nO3WKwnGpa3MfyzptojIS/ohSd+7jG/x0+XYiiqtpX9c/r6LJH1J0u+U4/yQpL+yXai49z9Iul+lTwxfupL4ASBh6yV9Q6U1bir+RqVdGTertOtiiaS/vMj4H5P0+YgYew0xAhdFwgLV9vGI2BURR1T6H+p7y9fHJH0kIs5HxFlJH5D0aET8c0SMRsRfSDov6c0qLZpFSR+OiNMRcS4i/nGSnzWs0hvL6yQ5IjZGxL5Jxr1P0ici4pmIOC/p1yX9oO2lFWN+v5wh3inp6yq9+b6YYZWSL8WLxPdqDkr6o4gYjojPStok6V22uyTdJumXy/M+KOkPJd1Tce/eiPiTiBgp/zkCwGvxxxGxS9INkgoR8XBEDEXEdkl/qpfXn5+X9JsRsan8idqzEXFYkiLiMxFxuLwu/YGkWSq98b1SY5JusD07IvZFxMBl3PvpiHguIk5L+i1J7yknwX9K0tqIWFv+xPCrKr2xf2fFvZ+MiIHyPIZfQ/wAkKSHJP3HCQnZSZXXukMqJXLnly9P9l563AJJ+8ef2L6jvGvtpKdQFB+YChIWqLZdFY9fUinxIEmDEXGu4rVrJP1qeZE7ZvuYSlndYvm/L0XEyMV+UET8naSPS3pE0gHbj9lun2RoURWflkXEKZV2YiyqGLO/4vEZSbmL/WxJ/7skS/oX2wO2f/YS4yvtiYioeD7+53SNpGZJ+yr+TB5VaTfFuMo/XwB4rcbXlGskFSesyb+h0vllqbQub5vsG9j+Vdsby8cwjknqUOlN7WUrJxreK+kXVVoLv+TLK+Q28d+g5nIs10i6e8L8/p1Ku+4muxcAalJEPKfSTuUHLzXWdrOkgqQjenmX8sJXv0OHK1+PiDURMVeloyItVxozUImEBaptScXjqyXtLT+OCeN2SfrdiJhb8TUnIv5H+bWrPYUicBHxxxHxJkn9Kh0N+fAkw/aq9GZV0oUtx/Ml7ZnqpCb5ufsj4gMRUVTpWMv/Y7tX0unykDkVw7sn3L5oQo2M8T+nXSrtMllQ8WfSHhH9lT/6SmMGgEmMrym7JL04YU3OR8Q7K17vmXhzuV7Fr6l0lG5e+Y3rcZUSulcWUMTTEf8/e/cdH1WVPn78c9JJBUIS0kNIAoSQkEYv0gSkCgqoqIiKBRTRxWV/lnXV3bWtrm1FUFBUihCpAhYs9JZK6BDSA4RQ0kid8/tjAt+ASE0yKc/79cqL3HvPnXnuMDlz5rmn6EEYG8UHMPb0AGP9erW6Ff74GXTh7mEGxt4X1a/PTmv9RvWnvtmYhRCinvk7xt7MntcoNwrj8LmdGHv8ZgBjr1J+AzBaycTEohbJm0vUtqlKKa+qORn+H7DkT8rNBR5XSnVVRnZKqWFKKQeMlWYO8EbVfhulVM/LH0ApFV11viXGhmwJUHmF51oIPKSU6qyUsgb+BezQWqfe7EUqpe5WSnlVbZ7B2NCt1FrnYkyETKyapG4yf2zkuwJPK6UslVJ3Ax0wdlXOwTgvxn+UUo5KKTOlVFulVN+bjVMIIa7TTiC/ahLOZlX1V4hSKrrq+GfAa0qpwKo6O1QZZ4t3wNjYzQUslFIvY5zj4qYopdyquhjbYUzgFvJ/9XoC0EcZJwd1wji873ITlVLBSilb4FVgmda6EvgaGKGMy/WZq/+bENrrCo8hhBANmtb6CMY2+NNXOq6Ualk1ofHHwJtVw/o0xvmKXlJKPVStLdpLKTWn6tR3Mc7f9lVVG1VVtd2vNZRaiOsmCQtR2xZi/NKdUvXz+pUKaa13Y8z8foTxC/8RYFLVsUqMyycFAOlAJsYuwpdzxJj4OIOx628e8M4VnmsDxrHMMRgTIW25dF6ImxEN7FBKFQKrgOla62NVxx7F2NMjD2PPj62XnbsDCMR41++fwF0XxoJjnDDOCthXdV3LuHrXPCGEuGXV6t3OwDGM9dNnGId3gLGR+i3G+j0f+BxoBvwArAMOYayHS7i1oRVmwHMYe52dBvoCT1bF+BPGBngSEIuxy/PlvsK4VN9xwIaqxnrVPB2jMCbSc6tinIm0i4QQjdergN1l+xKr2q5HMM5NNENr/fKFg1rrZRjb3JMx1sMnMLblV1YdP4VxvrkSYDNQgDGZ7IBxxREhbpm6dOi8EDVHKZUKPKK1/tnUsdRXSqlJGF+jXqaORQghGhOl1G/A11rrz0wdixBCCCFujtxJEEIIIYQQQgghRL0jCQshrpNSarZSqvAKP7NNHZsQQjRkf1K3FlZN4imEEEKIJkqGhAghhBBCCCGEEKLekR4WQgghhBBCCCGEqHcsTB1ATWjVqpX28/MzdRhCCHGJ2NjYU1prF1M9v1JqCPA+YA58prV+47Ljz2KcFfzCMpSTtdZpVcfeAoZhTGz/hHHlm6t2yZO6WAhRH5m6Lq5LUg8LIeqjW6mHG0XCws/Pj927d5s6DCGEuIRSKs2Ez22OcT31QRiXAt6llFqltd5XrVg8EKW1LlZKPQG8BYxXSvUAegKhVeU2Y1xO8rerPafUxUKI+siUdXFdk3pYCFEf3Uo9LENChBCiceoCHNFap2ity4DFwKjqBbTWv2qti6s2twNeFw4BNoAVYA1YYlx7XQghhBBCiDojCQshhGicPIGMatuZVfv+zMPAOgCt9TbgVyCn6ucHrfX+WopTCCGEEEKIK5KEhRBCNE7qCvuuOAeFUmoiEAW8XbUdAHTA2OPCE+ivlOrzJ+dOUUrtVkrtzs3NrZHAhRBCCCGEgEYyh8WVlJeXk5mZSUlJialDEbfAxsYGLy8vLC0tTR2KEA1NJuBdbdsLyL68kFJqIPAC0FdrXVq1+05gu9a6sKrMOqAbsPHy87XWc4A5AFFRUX9IiEhdbDpSfwohhBB1q6m3e2qj7dFoExaZmZk4ODjg5+eHUle60SjqO601eXl5ZGZm0qZNG1OHI0RDswsIVEq1AbKACcC91QsopcKBT4EhWuuT1Q6lA48qpf6NsadGX+C/NxOE1MWmIfWnEEIIUfeacrunttoejXZISElJCc7Ozk3ujdKYKKVwdnZushlKIW6F1roCmAb8AOwHvtVa71VKvaqUGllV7G3AHliqlEpQSq2q2r8MOArsARKBRK316puJQ+pi05D6UwghhKh7TbndU1ttj0bbwwJokm+Uxkb+D4W4eVrrtcDay/a9XO33gX9yXiXwWE3FIX/HpiGvuxBCCFH3mvLnb21ce6PtYSGEEEIIIYQQQoiGSxIWQgghhBBCCCFEI6CU4rnnnru4/c477/DKK68A8Morr+Dp6Unnzp0JDAxkzJgx7Nu372LZ8vJyZs2aRWBgICEhIXTp0oV169YBUFhYyBNPPEHbtm0JDw8nMjKSuXPn1vr1SMKiAerRo8dVj99xxx2cPXu2jqIRQoimJTU1lZCQEAB+++03hg8fbuKIhBBCCCGMrK2t+e677zh16tQVj8+YMYOEhAQOHz7M+PHj6d+/PxeWpn/ppZfIyckhOTmZ5ORkVq9eTUFBAQCPPPIILVq04PDhw8THx7N+/XpOnz5d69cjCQsTq6ysvOFztm7detXja9eupXnz5jcbkklVVFSYOgQhRCOltcZgMJg6jFoj9acQQgghLCwsmDJlCu+99941y44fP57bb7+dhQsXUlxczNy5c/nwww+xtrYGwM3NjXHjxnH06FF27tzJ66+/jpmZMYXg4uLCX//611q9Fmjkk25e8I/Ve9mXnV+jjxns4cjfR3S8apnU1FSGDBlC165diY+PJygoiAULFhAcHMzkyZP58ccfmTZtGtHR0UydOpXc3FxsbW2ZO3cu7du358SJEzz++OOkpKQA8Mknn9CjRw/s7e0pLCwkJyeH8ePHk5+fT0VFBZ988gm9e/fGz8+P3bt306pVK959913mzZsHGLNizzzzDKmpqQwdOpRevXqxdetWPD09WblyJc2aNbvidXzwwQfMnj0bCwsLgoODWbx4Ma+88gr29vb85S9/ASAkJIQ1a9YAXPGabW1tiY2N5dlnn6WwsJBWrVrxxRdf4O7uzm233UaPHj3YsmULI0eOvKQLkxCi8TBFXXyhvuvXrx/btm3jmWeeYfbs2ZSWltK2bVvmz5+Pvb09u3btYvr06RQVFWFtbc2GDRvIy8vj/vvvp6ioCICPPvromj3cLvf7778zffp0wNhFc+PGjcTGxvLOO+9crDOnTZtGVFQUkyZNws/Pj/Hjx/Prr78CsHDhQgICAsjNzeXxxx8nPT0dgP/+97/07NmTV155hezsbFJTU2nVqhULFy684ddQCCGEEDXPVN9BAaZOnUpoaCjPP//8NctGRERw4MABjhw5go+PD46Ojn8os3fvXsLCwi4mK+pSk0hYmNLBgwf5/PPP6dmzJ5MnT+Z///sfADY2NmzevBmAAQMGMHv2bAIDA9mxYwdPPvkkv/zyC08//TR9+/Zl+fLlVFZWUlhYeMljL1y4kMGDB/PCCy9QWd0G+B4AACAASURBVFlJcXHxJcdjY2OZP38+O3bsQGtN165d6du378WuPIsWLWLu3LmMGzeOmJgYJk6ceMVreOONNzh27BjW1tbXNdTkStc8ffp0nnrqKVauXImLiwtLlizhhRdeuJhMOXv2LL///vsNv75NXV5hKRv2nyTKrwX+LvamDkeIeungwYPMnz+fV199lTFjxvDzzz9jZ2fHm2++ybvvvsusWbMYP348S5YsITo6mvz8fJo1a4arqys//fQTNjY2HD58mHvuuYfdu3ff0HO/8847fPzxx/Ts2ZPCwkJsbGyueY6joyM7d+5kwYIFPPPMM6xZs4bp06czY8YMevXqRXp6OoMHD2b//v2Asa7fvHnznyadxdVprakwaMoqDMafSuO/pdW2y6v2XdxfbbusopLySk2Eb3MifVua+nKEEMKkjp8r4ZcDJ1EKnO2scLa3wtnOGmd7K+ytLZr0Chp1ydHRkQceeIAPPvjgmu0DrfUNP/4///lPli5dysmTJ8nOzr7ZMK9Lk0hYXE8WqrZ4e3vTs2dPACZOnMgHH3wAGLvfgHHykq1bt3L33XdfPKe0tBSAX375hQULFgBgbm6Ok5PTJY8dHR3N5MmTKS8vZ/To0XTu3PmS45s3b+bOO+/Ezs4OgDFjxrBp0yZGjhxJmzZtLpaPjIwkNTX1T68hNDSU++67j9GjRzN69OibuuYhQ4aQnJzMoEGDAONQGHd394vnXHg9xPXJLShl7qYUvtqWxvly47CiaL8WjIvyZlioO7ZWTeJPWzQwpqqLfX196datG2vWrGHfvn0X66eysjK6d+/OwYMHcXd3Jzo6GuDinYWioiKmTZtGQkIC5ubmHDp06Iafu2fPnjz77LPcd999jBkzBi8vr2uec88991z8d8aMGQD8/PPPl0yKlZ+ff3FM6ciRIyVZAZwpKiMmLpO49DOUlhuTCheTDhVVSYdLEg0GSquSETfRVvsDS3PFvEnR9A50ufUHE0KIBuR0URlr9+SwOjGbnamn/7ROtbIwo5WdFc72xgRGSzsrWtlbVyU2jPta2VnT0t4KZzsrbCzN6/ZCapgpv4MCPPPMM0RERPDQQw9dtVx8fDxRUVEEBASQnp5OQUEBDg4Ol5QJDg4mMTERg8GAmZkZL7zwAi+88AL29rV/w1S+1dSyy7OIF7YvJBEMBgPNmzcnISHhhh+7T58+bNy4ke+//57777+fmTNn8sADD1w8frVs2YVxSWBMhpw/f/5Py37//fds3LiRVatW8dprr7F3714sLCwuGQteUlLyh2usvq21pmPHjmzbtu2Kz3Hh9RBXdzK/hE83pvDNjjTKKgyMDPPg/u6+7Dx2hqW7M5i5LIlXVu1lRJgH46K9CfduLpls0eRdqF+01gwaNIhFixZdcjwpKemKfyfvvfcebm5uFz+gr6d3xOVmzZrFsGHDWLt2Ld26dePnn3++av0Jl9ahF343GAxs27btiomJplx/aq3ZlXqGhTvSWJt8nLIKA37OtthZW2BlYYaVuRkONhZYW5hhaW52cZ+Vxf/9WFdtW1bfX/W79cVtcyzN1f+dU7XvwnZFpYEH5u3ksa9iWfhoNzp7N8x5pIQQ4nrll5Tz494TrE7MZvORU1QaNG1d7HhmQBDDQltjZ21BXmEZpwpLySssI6/owr9l5BWWkldUxuETheQWllJWceX5peytLap6aBgTGq2qkhwXemy0qkpyONtZ08LWEgtzmZ6xupYtWzJu3Dg+//xzJk+efMUyMTEx/Pjjj/znP//B1taWhx9+mKeffppPP/0UKysrcnJy2LBhAxMnTiQqKooXX3yR1157DXNzc0pKSm6qd8aNkoRFLUtPT2fbtm10796dRYsW0atXL+Lj4y8ed3R0pE2bNixdupS7774brTVJSUmEhYUxYMAAPvnkE5555hkqKyspKiq6ZExRWloanp6ePProoxQVFREXF3dJwqJPnz5MmjSJWbNmobVm+fLlfPXVVzcUv8FgICMjg379+tGrVy8WLlxIYWEhfn5+F8dfx8XFcezYsatec7t27cjNzb24v7y8nEOHDtGxo2kzjw3FifwSPvntKIt2plNh0Izq7MG0fgEXh4FE+rbk8b7+7E47w5JdGaxMyGbxrgwCXe0ZH+3NneGeONtbX+NZhGjcunXrxtSpUzly5AgBAQEUFxeTmZlJ+/btyc7OZteuXURHR1NQUECzZs04d+4cXl5emJmZ8eWXX97UJMlHjx6lU6dOdOrUiW3btnHgwAEiIyPZt28fpaWllJSUsGHDBnr16nXxnCVLljBr1iyWLFlC9+7dAbj99tv56KOPmDlzJgAJCQl/6FXXlJwrLicmLpNFO9M5fLIQB2sLJkR7c29XH9q3/uPY27qwYHIXxs7eykPzd7L08R4EuMowPSFE43K+rJINB4xJil8P5lJWYcCrRTOm9PFnRKgHHdwdLkm6uztdu/ef1pqissqLSYy8wv9LaFRPdmScLiYh4yyni8qoNPzxS7JS4Opgzf+7owOjOnvW6HU3ZM899xwfffTRJfvee+89vv76a4qKiggJCeGXX37BxcXYO/D111/nxRdfJDg4GBsbG+zs7Hj11VcB+Oyzz5g5cyYBAQG0bNmSZs2a8eabb9b6NUjCopZ16NCBL7/8kscee4zAwECeeOIJPvzww0vKfPPNNzzxxBO8/vrrlJeXM2HCBMLCwnj//feZMmUKn3/+Oebm5nzyyScXG69gXE7v7bffxtLSEnt7+4vDRy6IiIhg0qRJdOnSBTBOuhkeHn7V4R+Xq6ysZOLEiZw7dw6tNTNmzKB58+aMHTuWBQsW0LlzZ6KjowkKCrrqNVtZWbFs2TKefvppzp07R0VFBc8884wkLK4h59x5PvntKIt3ZVBp0IwJ92RqvwD8Wv3xjqpSimi/lkT7teTvI4L5PimHJbszeP37/byx7gADO7gxPtqbPkEumJtJrwvR9Li4uPDFF19wzz33XBx69/rrrxMUFMSSJUt46qmnOH/+PM2aNePnn3/mySefZOzYsSxdupR+/frdVE+G//73v/z666+Ym5sTHBzM0KFDsba2Zty4cYSGhhIYGEh4ePgl55SWltK1a1cMBsPF3iAffPDBxQm0Kioq6NOnD7Nnz771F6UB0VoTl36Gb3ak831SDqUVBsK8m/PW2FCGh5l+KJyrow1fTe7KXbO38cDnO4h5ssd1NdaFEKI+K62oZNOhU6xOyuanfScoLqvE1cGa+7r6MDLMg8632JtXKYW9tQX21hb4Ol/7c9Zg0Jw7X05eUSmnCssu6b3x+6Fcpi9OYF92Ps8Pad9k27vV5z10c3O7ZJ7DV155hVdeeeVPz7WysuKtt97irbfe+sMxR0dHPv300xqN9Xqo2urGoZQaArwPmAOfaa3fuOz4s8AjQAWQC0zWWqdVO+4I7AeWa62nXe25oqKi9OUToe3fv58OHTrUxKXctNTUVIYPH05ycrJJ46hLtXHN9eH/sq5lnT3P/349wtLdmRi05q5IL568LQAfZ9sbfqxDJwr4dlcG38VncbqojNaONoyN9GRclPd1fTCIm6eUitVaR5k6jrpSX+vihqT6Kk81oTG8/ufOl7MiPouFO9I5eKIAe2sLRnX24N6uPnT0cLr2A9Sx5Kxz3DNnO25ONix9rDst7KxMHVKT15Tq4ivVw0LcqIpKA9tTTrMqMYv1ycfJL6mgua0lQ0PcGRnmQZc2LetlMqCswsBra/bx1fY0ege24sN7wmluW7d1cGP43L1VV3oNbqUerpXbEUopc+BjYBCQCexSSq3SWu+rViweiNJaFyulngDeAqrPvPgaIMtGiCYl43Qx//vtKMtiMwC4O8qbJ29ri1eLG09UXBDk5sCLw4N5fkh7fjlwgiW7Mvjkt6N8/OtRuvm3ZFyUN0ND3Glm1bAnNhJCNB5aaxIyzrJwRzqrk7IpKTcQ6uXEG2M6MSLMAzvr+ttBNMTTibkPRvHAvJ089MUuFj7a1eS9P4QQ4loMBmMvtlWJ2azdk8OpwjLsrS24vaMbI8I86BXQCst6PkeElYUZr40OoaOHIy+tTGbUx1uYc38U7Vo7XPtkUW/V1idoF+CI1joFQCm1GBgFXExYaK1/rVZ+O3BxTU2lVCTgBqwHGmxG3M/Pr0H1rpg6dSpbtmy5ZN/06dOvObNsdQ3tmuuL9LxiPv71CDFxmZgpxYRoH564rS0ezWuuO7GVhRlDQtwZEuJOzrnzfBeXxbe7M3j220T+vnIvIzt7MD7am06eTjJRpxA3aP78+bz//vuX7OvZsycff/zxDT3OjQzZa4wKSspZkZDNwh3p7M/Jx9bKnDvDvbivqw8hnvWvN8Wf6ebvzIf3hPPE17E8/nUcnz0QhZVF/W7oCyGaHq01e7PzWZWYzZrEbLLPlWBtYcbADm6MCHPntnauDXKljgldfAh0c+CJr2O5839beHdcGENC3K99Yg3RWjfZtnRtjN6orYSFJ5BRbTsT6HqV8g8D6wCUUmbAf4D7gQF/doJSagowBcDHx+eKZZrym+Vm3GjDui7UxcyzpnTsVBEf/3qE5fFZmJspJnbz5bG+/rU+7tndqRlT+wXwRN+27Dh2mm93Z7AsNpNvdqTTvrUD46KME3VKV2ZRE5pCXfzQQw/dUHK3LjSk+jMp8yzfbE9nVWI258sr6ejhyD/vDGFUZ0/s63FviqsZ3LE1/x7Tib/G7OEvSxP57/jOmNXDLtRCiKbn8IkCVidmszoph2OnirA0V/QJdOH5Ie0ZGOzWYOvd6iJ9W7D6qV489pUxcfx0/wCeGRhU6/WwjY0NeXl5ODs7N/q2z+W01uTl5d3UqmpXU1vvxiv971yx5aSUmoixF0Xfql1PAmu11hlX+0/WWs8B5oBxvN7lx5vym6WxqK03fX1wNLeQj385woqELCzNzXiwux+P9fXHzbFur9XMTNG9rTPd2zrzj1EdWZWQzbe7M3h1zT7eWHeAQR3dGBflTa+AVvVyrKKo/6QuNo2GUH8WllawMiGLRTvTSc7Kp5mlOSPDjHNThHo1jp5e46N9OF1UzpvrD9DSzoq/jwhuFNclhGh40vOKWZ2UzerEbA4cL8BMQfe2zjzWx58hIa3rfK6HuuDmaMOSx7rx0opkPvjlCHuz83lvQmccbSxr7Tm9vLzIzMwkNze31p6jPrOxscHLy6tGH7O2EhaZgHe1bS8g+/JCSqmBwAtAX611adXu7kBvpdSTgD1gpZQq1FrPupEAmvqbpbGojTe9KR05WcCHvxxhdWI2VhZmPNyrDY/28cfVwfRfKhxtLJnYzZeJ3XzZn5PPt7szWB6fxfdJOXg42XBXlDd3R3rh3fLm59MQTY/UxaZTX+vP5KxzfLMjnVUJWRSVVdK+tQOvjerIqHDPWm1Emsrjff3JKyzls83HcLaz4qkBgaYOSQjRRBw/V8L3e3JYnZhNQsZZwNjz4B8jOzK0U+t60f6sbdYW5rw5NpQQTydeXb2P0R9vYe4DUbR1qZ2lpy0tLWnTpk2tPHZTVSurhCilLIBDGId0ZAG7gHu11nurlQkHlgFDtNaH/+RxJmGcmPOGVwkRoj45eLyAD385zPd7cmhmac793X15tLc/reytTR3aVZVWVPLzvpMs2Z3BpsO5aA09A5wZF+XN4I6tG+S4xrrUlGamB6mLxZ8rKq1gdWI2C3emk5R5DhtLM4aHGntThN/ikngNgcGg+cvSRL6Lz+Kfd4ZwX1dfU4fUpDSluljqYZGWV8T65OOs33uc+HRjkqKjhyMjwzwYFup+SxO5N3TbU/KY+k0cZRUG/juhMwM6uJk6pCaj3q0SorWuUEpNA37AuKzpPK31XqXUq8BurfUq4G2MPSiWVjVU0rXWI2sjHiFMZX9OPh/+cpi1e45jZ2XO433b8mhvf1o2kLkhrC3MGRbqzrBQd7LOnmfZ7kyWxmYwfXECrg7WrHmqF651PIxFCNFw7MvOZ+HONFbEZ1NYWkE7Nwf+MbIjo8M9cWrW+HpT/BkzM8Wbd4Vy9nw5L65IpoWtFXd0qrsJ4IQQjZfWmoMnCoxJiuTjHDheAEAnTyf+cnsQQzu511pvgoamm78zq57qxWNf7eaRBbt5blAQU/sFNPqkeUNXKz0s6ppkk0V9szf7HB9sOMwPe09gb23BpB5+PNyrTaOYxNJg0Px+KJfJX+7iib5teX5Ie1OHVG81pbt6IHWxMCooKWdNUg5LdmWQkHEWawszhoW6c19XHyJ8WjTphuH5skru/3wHSZnnmP9QND0DWpk6pCahKdXFUg83DQaDJjHzLOv3HueH5OOk5hWjFET7tmRwSGtuD3aTIbxXcb6skr99l8SKhGyGhrTmnbvD6vVy2Y1BvethIURTtSfzHO9vOMzP+0/gYGPB0wMCebhnG5xsG8+dRDMzRb/2rgzp2Jqvt6fxZL+ARjGbtBDi5hkMmu0peSyNzWRdcg4l5QYCXe15eXgwYyI8G+VkbjejmZU5nz8YzbhPtzFlwW4WTelGqFdzU4clhGgAKioN7Ew9zQ/Jx/lh7wmO55dgYaboEdCKKX3aMijYDReH+j3UuL5oZmXOe+M7E+LpxL/W7iclt4g5D0Ti62xn6tDEFci3DCFqQM6587y0Yi8/7z+Bo40FMwYGMamnX6Pu8jyljz/rko+zZFcGD/eSyYWEaIoyThezLDaTmLhMMs+cx8HGgrERXtwd5U1YI1npo6Y52Vqy4OEujP1kK5Pm72LZ493xl+7aQogrKCmvZMuRU6xPPs7P+09wprgcG0sz+ga58NeQdvRv79ao25q1SSnFI739ad/akWmL4hj50RY+ujec3oEupg5NXEYSFkLcAq01qxKzeWlFMhUGzV9uD+LBHn44NMKZ7i8X7tOCaL8WzNt8jAe7+2JhbmbqkIQQdeB8WSXrknNYujuTbSl5KAW9Aloxc3A7mYz3Ork52vDVw12565Ot3P/5TmKe6EFrJ5kPSAhhXPL5t4MnWZ98nF8PnKSorBIHGwsGdnBjcMfW9A1yoZmV1LM1pVdgK1ZN7cWUr3bz4LydzBrankd7+0vCvR6RhIUQN+lscRkvrEjm+6QcIn1b8O64sCbXlWxKn7Y8umA33+/JYVRnT1OHI4SoJVprYtPOsCw2kzVJORSWVuDrbMtzg4IYE+mFZ/Nmpg6xwWnTyo4vJ3dhwpztPDBvB98+1l2GzgjRRJ0pKuPn/Sf4Ye9xNh4+RVmFgVb2Vozs7MmQkNZ093fGykJuDNUWH2dbvnuyBzOXJvGvtQfYm53PG2NCJTFUT0jCQoib8NvBkzy/LIkzxWXMHNyOx/u2xdys6WViB7R3xd/FjrmbUhgZ5iHZaCEamePnSoiJyyQmNpOUU0XYWplzRyd37o70okublvI3f4tCPJ2Y80Akk+btYvIXu/jmkW7SQBaiiTiRX8KPe43Lj25POU2lQePZvBkTu/oyJKQ1kb4tmmTb0lRsrSz46N5wgn9z5J0fD3LkZCGf3h/ZpJeBrS8kYSHEDSguq+Bfa/fz9fZ0gtzsmf9QNB09nEwdlsmYmSke7e3P377bw7ajefSQGe+FaPBKKyr5ad8Jlu7OZNPhXAwauvi15PHb2jKsk7vMpF7DerRtxQf3dObJb+J44ptY5j4QhaUMsROiUUrLKzIuP7r3OPHpZwFo62LH4339GdLRnRBPR0kEm5BSiqn9Agh2d+TpxfGM/GgLH98bQfe2zqYOrUmTVocQ1yk+/QzPfptIal4Rj/Zuw3O3t5Ox2sCd4Z7858eDfLoxRRIWQjRQWmuSs/JZGpvByoRszp0vx93JhidvC+CuSC/8WjWt4W51bUiIO/+8sxN/+24Pzy9L4j93h2Emd1aFaBQyzxSzIj6LNUk5HDheAEAnT6eqeX/cCHB1MHGE4nL92ruycmpPpnwVy8TPd/Dy8GAe6O4rySQTkYSFENdQXmngww2H+fi3o7R2tGHhI90k01qNjaU5D3b34z8/HeLg8QLatZYPXiEairzCUpbHZ7EsNpMDxwuwsjBjcMfW3B3pRc+AVtIduQ7d08WH00VlvP3DQVrYWvHS8A7SOBaigSoqrWDtnhy+i8tiW0oeANF+LXhpeDC3B7vh3VKGGdR3/i72LH+yBzOWJPL3VXtJzjrHa6ND5GalCUjCQoirOHKygBlLEtmTdY6xEV78fWQwjk1gBZAbNbGbL//77ShzNqbwn3Fhpg5HCHEV5ZUGfjuYy9LdGfxy4CQVBk2YlxOvjQ5hZKgHTrZSx5nKk7e15VRhKfO2HMPZ3oqp/QJMHZIQ4joZDJptKXnExGayLvk458sr8XO25dlBQdwZ7ilJigbIwcaSOfdH8v6Gw7y/4TCHThby6cRIWdWpjknCQogrMBg0X25L5Y11B7C1Mmf2xAiGhLibOqx6q4WdFeOjvflmRxozB7eTiryeUEoNAd4HzIHPtNZvXHb8WeARoALIBSZrrdOqjvkAnwHegAbu0Fqn1l30oqYdOlHA0t0ZLI/P4lRhGa3srXiopx93R3kT5CY9o+oDpRQvDQvmTFVPi5Z2VtzTxcfUYQkhruJobiExsZmsiM8i+1wJDjYWjA735K5ITyJ8WkhPqQbOzEwxY1AQwR6OPLskgREfbWb2xAgifVuaOrQmQxIWQlwm++x5Zi5LZMuRPPq3d+WNsZ1wdZAv4NfycK82LNiWyvytx/jb0A6mDqfJU0qZAx8Dg4BMYJdSapXWel+1YvFAlNa6WCn1BPAWML7q2ALgn1rrn5RS9oChDsMXNeR8WSUxcZks3Z1BYuY5LMwU/du7cneUN7e1c5HJHeshMzPF23eHcfZ8OS8s30MLW0tJmAtRz5wtLmN1Ug4xsZkkZJzFTEHfIBf+dkcHBgW7ybCBRmhwx9Ysn9qTKQt2M2HOdl4dFSIJ5ToiCQshqmitWZmQzUsrk6k0aP49phMTor0lM36dvFvaMrSTOwu3pzOtXwAOMnTG1LoAR7TWKQBKqcXAKOBiwkJr/Wu18tuBiVVlgwELrfVPVeUK6ypoUTOKyyr4Zns6n25M4VRhKe1bO/DS8GBGdfaglb21qcMT12Bpbsb/7otg4mc7eHpRAl9MtqRHW5nUWAhTKq808PvBXGLiMtmw/yRllQbat3bghTs6MCrcQ25uNQFBbg6snNqLpxfH87fv9pCcdY6/j+iIlYUk/2uTJCyEAM4UlfHiimS+35NDpG8L3h0Xhq+zzIp/ox7r48/3STks2ZXBI739TR1OU+cJZFTbzgS6XqX8w8C6qt+DgLNKqe+ANsDPwCytdWVtBCpqTnFZBV9tS2POxhTyisroFdCKpwdEEO0n3ZIbGlsrC+ZNiubu2duYsiCWxVO6EeLZdJfRFsIUtNbszc4nJi6TVQnZ5BWV4WxnxcRuvoyJ8KSjhyxD2tQ42Voyb1I0b/9wkNm/H+XQiQL+d18kLg5yM6C2SMJCNHm/HTzJ88uSOFNcxvND2vFYn7YyM/5NCvVqTtc2LZm3+RgP9vCT7uamdaU3sb5iQaUmAlFA36pdFkBvIBxIB5YAk4DPr3DuFGAKgI+PdI00laLSCr7ansbcqkRF78BWPDMwUMbYNnDNba1Y8HAX7vpkGw/O28myJ3rQRpaYFaLWncwvYWVCNjFxVSsomZsxoIMrYyO86CvD6Zo8czPFrKHt6ejhyMxliYz6aDPrZ/SRiflriSQsRJNVXFbBv9bu5+vt6QS52TP/oWg6esjdq1v1WF9/Jn+xmzVJ2dwZ7mXqcJqyTIwTZl7gBWRfXkgpNRB4AeirtS6tdm58teEkK4BuXCFhobWeA8wBiIqKumJCRNSewtIKFmxL5bNNxzhdVEafIBemDwgk0reFqUMTNcTdqRkLHu7C3bO3cf/nO4h5ogdujtL1XIiaVlJeyU/7ThATl8nGQ7kYNHT2bs5ro0MYEepOc1srU4co6pkRYcZhlvfM3c6axBzu7So3bmqDJCxEkxSXfobnvk0kNa+IR3u34bnb28kESTXktiBXAl3tmbPxGKM7e0pXSdPZBQQqpdoAWcAE4N7qBZRS4cCnwBCt9cnLzm2hlHLRWucC/YHddRO2uB4FJeUs2JbG3E0pnC0u57Z2Ljw9IJAIH0lUNEZtXez54qFo7pmznQc+38m3j3WX5WeFqAFaa2LTzhATl8mapBwKSipwd7Lh8b5tGRPhRYCrvalDFPVcN/+WBLraExOXKQmLWiIJC9GklFca+HDDYT769QjuTs1Y+Eg3urd1NnVYjYqZmeLR3v48H5PE5iOn6B3oYuqQmiStdYVSahrwA8ZlTedprfcqpV4FdmutVwFvA/bA0qrEUrrWeqTWulIp9RdggzIeiAXmmuZKRHUFJeV8uTWVzzYf42xxOf3auTB9YBCdvZubOjRRy0K9mjPngSgemr+Lh7/cxVcPd6WZlSTahbgZGaeLWR6fxXdxmaTmFdPM0pyhIa0ZG+lFN39nGRosrptSirGRXryx7gDHThXJsL1aIAkL0WQcOVnAjCWJ7Mk6x9gIL/4+MljGmtWSUeEevP3jQeZsTJGEhQlprdcCay/b93K13wde5dyfgNDai07ciPyScr7Yksrnm49x7nw5A9q78vSAQMIkUdGk9AxoxXvjOzNtURxTF8bx6f2RMpZeiOuUX1LO+uTjxMRmsuPYaQC6+zsztV8AQzu5Y28tX4vEzbkz3JO31h/gu7hMnru9nanDaXTkL1M0egaD5outqby5/gB21hbMnhjJkJDWpg6rUbO2MGdSDz/e/uEg+7LzCfZwNHVIQjRI586XM3/LMeZtPkZ+SQUDO7gxfUAgnbxkvp2malioO2eKQ3hxRTJ/jUninbvCMJO7wUJc0YWlSJcnZPHzvhOUVhjwc7bluUFB3BnhiVcLW1OHKBoBN0cbegW68F1cFjMGBkmdXMMkYSEateyz55m5LJEtR/IY0N6Vf4/tJOtk15GJvEf7RQAAIABJREFUXX35+NcjzN2UwnvjO5s6HCEalHPny5m3+RjzthyjoKSCQcHGRIUsaykAJnbz5XRRGe/+dIgAV3uevC3A1CEJUW9orYnPOMuK+CxWJ2ZzpriclnZWTIj2ZnS4J529m8v8WqLGjY3wZPriBLYfy6NH21amDqdRkYSFaJS01qxIyOLllXupNGjeGNOJ8dHe8gFVh5xsLZkQ7cOCbanMHNwOj+bNTB2SEPXe2eIy5m0+xvwtqRSUVjC4oxtPDwiUFYzEHzzVP4Bdqaf5Zns6j/dpK3f0RJOXeqqI5fFZrEjIIi2vGGsLMwYFu3FnuCd9gmQpUlG7BndsjYO1BTGxWZKwqGGSsBCNzpmiMl5ckcz3e3KI9G3Bu+PC8HWWCXBMYXIvP77clsr8Lcd4YViwqcMRot46W1zGZ5uO8cXWVApLKxga0pqn+gfKcCrxp5RS3BnuybPfJhKfcYZI35amDkmIOne6qIw1Sdksj88iPv0sShnnpZjWL4AhIa1xkLnKRB2xsTRnWKg7qxKzeXVUR+xkTpQaI6+kaDRScgv5Zkc6S3dncL68kueHtOOxPm1lpmcT8mphy7BO7izamcFTAwJlklMhLnOmqIzPNqfw5dY0CksruKOTMVHRwV0SFeLaBgW7YW1hxurEHElY1GNKqSHA+xhXbPpMa/3GZccfB6YClUAhMEVrvU8p5QfsBw5WFd2utX68ruKur0rKK/l5/wlWxGfx28FcKgya9q0d+NvQ9ozs7IG7k/ToFKYxNtKLxbsyWJ98nLGRXqYOp9GQhIVo0CoqDWw4cJKvt6ex6fApLMwUQzu58+RtbaXBX09M6ePPqsRsFu1I57G+bU0djhD1wumiMuZuSmHB1lSKyyu5o5M7T/cPpF1rB1OHJhoQBxtL+rd3ZU1SDi8ND5YEfT2klDIHPgYGAZnALqXUKq31vmrFFmqtZ1eVHwm8CwypOnZUa93kJ4IyGDTbj+WxIj6LdXuOU1BagZujNQ/3asPocE9p84l6Icq3Bb7OtsTEZUrCogZJwkI0SLkFpSzZlc7CHelknyvB3cmG5wYFMb6Lt0yqWc+EeDrRo60z87ek8lDPNlhZyBhS0XTlFZYyd9MxFmxL5Xx5JcNDPXiqfwBBbpKoEDdnRJgH65KPsz0lj54BMm66HuoCHNFapwAopRYDo4CLCQutdX618naArtMI67GDxwv4Lj6TVQnZ5Jwrwd7agiEhrbkz3JNu/s6SpBP1ilKKMeFe/HfDIbLOnsdT5m+rEZKwEA2G1prdaWdYsC2N9ck5lFdqegW04uURHRnYwRULmUyp3prSx59J83exKjGbuyTjLJqgjNPFfLU9ja+2pVFSUcmIqkRFoCQqxC3q394VOytzVidmS8KifvIEMqptZwJdLy+klJoKPAtYAf2rHWqjlIoH8oEXtdabajHWeuFEfgkrE7JYHp/N/px8zM0UfYNc+H93dGBgBzeaWZmbOkQh/tSYCE/e+/kQy+MymdY/0NThNAqSsBD1XlFpBcvjs/h6exoHjhfgYGPB/d38uK+bD21d7E0dnrgOfYNcaOfmwNyNKYyN8JTVWkSTUGnQ/HrgJF/vSOP3Q7koYGSYB9P6BxLgKnWXqBk2lubc3rE165KP8+qoEOnFVv9c6QPvDz0otNYfAx8rpe4FXgQeBHIAH611nlIqElihlOp4WY8MlFJTgCkAPj4+NR1/nSgsrWB98nFWxGex5egptIbO3s35x8iODA91x9ne2tQhCnFdvFva0rVNS2LispjaL0DavDVAEhai3jp8ooCvt6cRE5dFYWkFwe6OvDGmEyM7e2BrJW/dhkQpxaN9/PnL0kR+P5TLbe1cTR2SELXmZEEJ3+7KYNHODLLOnsfVwZqn+gdyTxdvmQxO1IoRYe4sj89i0+FcBnRwM3U44lKZgHe1bS8g+yrlFwOfAGitS4HSqt9jlVJHgSBgd/UTtNZzgDkAUVFRDWY4SXmlgc2HT/FdfBY/7TtOSbkBn5a2PNU/kNGdPfCXm1KigRob6cXzy5KISz9LpG8LU4fT4Mm3PlGvlFca+GnfCb7alsa2lDyszM0YFurOxG6+RPg0lyxlAzYyzIO3fzjAnI0pkrAQjY7Wmm0peXyzPZ0f9h6nwqDpGeDMi8M6MDDYDUsZsiZqUa8AF5yaWbI6MVsSFvXPLiBQKdUGyAImAPdWL6CUCtRaH67aHAYcrtrvApzWWlcqpfyBQCClziKvJUdOFrJ4ZzrL47PIKyqjua0ld0V6cWe4l7T1RKNwRyd3/r5yLzFxmZKwqAGSsBD1won8EhbuSGfRznROFpTi2bwZzw9px/gob+kG2EhYWZjxUM82vLHuAMlZ5wjxdDJ1SELcsnPF5SyLy+SbHWmk5Bbh1MySST38uLerj9wdFHXGysKMOzq1ZlVCNufLKmWMfz2ita5QSk0DfsC4rOk8rfVepdSrwG6t9SpgmlJqIFAOnME4HASgD/CqUqoC45Knj2utT9f9Vdy6kvJK1u7JYfHODHamnsbCTDGwgxtjI73oG+QiQ5lEo3Jhctg1idm8PDwYG0upk2+FJCyEyVy4I/n19jR+2HuCSoOmb5AL/x7jy23tXGXm50bo3q4+fPTLEeZsTOGDe8JNHY4QNy0x4yxfb09jdVI2JeUGwn2a887dYQwPdZeGiTCJEaEeLNqZwa8HT3JHJ3dThyOq0VqvBdZetu/lar9P/5PzYoCY2o2udh04ns/inRl8F5dJfkkFfs62zBranrERXrg4yA0p0XiNjfBieXwWP+8/wfBQD1OH06BJwkLUufyScpbHZfHV9jSOnCykua0lD/dqw31dffB1tjN1eKIWOdpYck8Xb+ZtSeX5Ie3wamFr6pCEuG7FZRWsSsjmmx3p7Mk6h62VOXeGe3FfVx/pMSRMrqu/M63srVmVkC0JC2FSRaUVrEnKZtHODBIyzmJlbsaQkNZM6OJNd39nGfIhmoTubZ1xd7IhJjZTEha3SBIWos4cOJ7Pgm1prIjPoriskjAvJ96+K5QRYR5yR7IJeahnG+ZvSWXe5lReHhFs6nCEuKbDJwr4Zkc6MXGZFJRU0M7NgddGdWR0uCcONpamDk8IAMzNFMND3Vm4M52CknJ5b4o6tyfzHIt2pbMqIZvC0goCXO15aXgwY8I9aWFnZerwhKhT5maKO8M9+XRjCicLSnB1sDF1SA2WJCxErSqrMLAuOYevt6exK/UM1hZmjAjz4P5uvoR5Nzd1eMIEPJo3Y0SYB4t3pTN9QCBOttKoFvVPWYWB9XuP8/X2NHYeO42VuRlDO7VmYjdfonxbyB1CUS+NCPPgi62p/LTvBGMivEwdjmgC8kvKWZmQzeKd6ezNzsfG0oxhnTy4p4s3kVJXiiZubKQX//vtKCvjs3m0j7+pw2mwJGEhakV5pYHPNx/js00pnCosw9fZlhfu6MBdkV6SZRc82tuf5fFZfLMzjSdvCzB1OEJclHG6mIU701m6O4NThWV4t2zGrKHtuTvSSyYAFvVehE9zPJs3Y1VitiQsRK3RWhOXfpbFO9NZk5TD+fJKOrg78uqojozq7IlTM7kRIQRAWxd7Ons3JyYuk0d6t5EE3k2ShIWocXuzz/H8siT2ZufTN8iFh3r60SfQBTOZRFNUCfZwpHdgK+ZvSeXhXm2wtpAhQcJ0Kg2a3w6e5Ovtafx2KBcF9G/vxsRuPlJ3iQZFKcXwMHc+33SM00VltJQbBKIGnS0uY3l8Fot3ZnDwRAG2VuaMDvdgQrQPoV5O8mVMiCsYG+nFSyuS2ZudL/Nd3SRJWIgaU1pRyYcbjjD796M0t7Vi9sQIhoTIxF/iyqb08ef+z3eyMj6bcdHepg5HNEEnC0r4dlcGi3ZmkHX2PC4O1jzVL4AJXXzwaN7M1OEJcVNGhnnw6e8prE8+zr1dfUwdjmjgtNbsOHaaxTvTWZt8nLIKA2FeTvx7TCdGhHlgby1fJYS4mhGh7ry2eh8xcZmSsLhJUsuIGhGXfobnlyVx5GQhYyO8eGl4B5rbyp0d8ed6BbSig7sjczalcFekl9zFFnXCYNBsT8njm53p/JB8nAqDpmeAMy8M68CgYDcszc1MHaIQtyTY3RF/FztWJ2ZLwkLctLzCUmLiMlm8K4OU3CIcrC0YH+XNhC7edPSQL11CXK/mtlYMDHZlVUI2/++ODtLOuAmSsBC3pLisgnd+OMT8rcdwd7Thi4eiua2dq6nDEg2AUoopfdowY0kivx06Sf/2bqYOSTRi6XnFLIvLJCY2k6yz53FqZsmDPfy4t6sPbV3sTR2eEDVGKcWIUA8++OUwJ/JLcHOUmenF9TEYNFuP5rFoVzo/7j1OeaUm0rcF79wdwLBO7jSzkuGbQtyMsRFerN1znN8O5jIoWNq7N0oSFuKmbT1yilnf7SH9dDH3d/Plr0PbS9dAcUOGh3rw1vqDfPp7iiQsRI0rLK1g7Z4clsVmsvPYaZQy9ux5fkg7BndsLcspi0ZrRJgH7284zPdJOUzu1cbU4Yh67mR+CUtjM1myK4P008U0t7Xk/m5+TOjiTZCbg6nDE6LB6xPkQit7K2JiMyVhcRPk26W4Yfkl5fx77X4W7czAz9mWJVO60dXf2dRhiQbI0tyMyT3b8M+1+0nMOCtL3YpbZjBoth/LY1lsJuv2HOd8eSVtWtkxc3A77gz3lLkpRJMQ4GpPsLsjq5OyJWEhrurXgyd55MvdVBo03fxb8tztQZLQFaKGWZqbMaqzJwu2pXKmqExWTLxBkrAQN2TD/hO8sDyZkwUlPNbHnxmDguRDTdySCV28+WDDYeZsSuHjeyNMHY5ooNLyioiJy7o45MPB2oLR4R7cFelFhE8Lmb1eNDkjwjx4c/0BMk4X493S1tThiHoq0rcFj/b2Z3y0N21a2Zk6HCEarbERXny++Rirk7J5oLufqcNpUCRhIa7L6aIy/rF6LysTsmnn5sCn90fK3XBRIxxsLLm3mw9zN6ZIw1rckMLSCtYmVQ35SJUhH0JUNzzUnTfXH2B1UjZP3hZg6nBEPeVoY8msoe1NHYYQjV6whyMd3B2Jic2UhMUNkoSFuCqtNd/vyeHvK/eSX1LO9AGBTO0XgJWFzHAras5DPdowb/MxPt98jFdGdjR1OKIeu7DKx7LYTNYlG4d8+FcN+RgT4Ym7kwz5EALAu6UtET7NWZ2YIwkLIYSoB8ZGePL69/s5crKAAFeZH+Z6ScJC/KkT+SW8tCKZH/edINTLiW/u6kr71o6mDks0Qq2dbBgZ5smSXRlMHxAoY/vEH6TlFRETm0lMXFa1IR+eVUM+msuQDyGuYESYB/9YvU8ax0IIUQ+M6uzJv9cdYFlslvRsugGSsBB/oLVm6e5MXvt+H2UVBv42tD0P92qDhawbLGrRlD7+xMRl8s2ONKb1DzR1OKIekCEfQtyaYZ3ceW3NPlYl5vDsIElYCCGEKbk4WHNbkAvL4zOZObgd5mZys+V61Mo3UKXUEKXUQaXUEaXUrCscf1YptU8plaSU2qCU8q3a31kptU0ptbfq2PjaiE/8uYzTxTwwbyfPxyTRobUj66b35rG+bSVZIWpdu9YO9A1y4YutaZSUV5o6nEbhZuviascdlVJZSqmP6ipmg0Gz9cgpnl2SQPTrP/N8TBKnCkuZObgdW2f156uHuzKqs6ckK4S4Dq6ONnTzd2ZNYjZaa1OHI4QQTd7YSC9O5Jey5cgpU4fSYNR4DwullDnwMTAIyAR2KaVWaa33VSsWD0RprYuVUk8AbwHjgWLgAa31YaWUBxCrlPpBa322puMUlzIYNF9tT+PN9QdQwGujOnJfV1/MJPMn6tBjffy597MdLI/P4p4uPqYOp0G7xbr4gteA3+si3tRTRXwXV23Ih40Fd0YYh3yEe8uQDyFu1ogwD/723R72ZucT4ulk6nCEEKJJG9DBFadmlsTEZdInyMXU4TQItTEkpAtwRGudAqCUWgyMAi42krXWv1Yrvx2YWLX/ULUy2Uqpk4ALIAmLWnQ0t5BZMUnsSj1DnyAX/nVnCF4tZKUGUfe6t3UmxNORuZtSGB/lLQmzW3PTdXFV+UjADVgPRNVGgAUl5azdYxzysSv1DEpB70AX/jq0PbcHu0kvCiFqwJCOrXlpRTKrE7MlYSGEECZmbWHOiDB3lsVmUlBSjoONpalDqvdqo5+/J5BRbTuzat+feRhYd/lOpVQXwAo4eqWTlFJTlFK7lVK7c3NzbyHcpqui0sAnvx1l6PubOHi8gHfuDuPLh6IlWSFMRinFo739ScktYsOBk6YOp6G76bpYKWUG/AeYWWvRARPmbOevMXvIKyrj+SHGIR8LJndhZJiHJCuEqCEt7KzoHdiKNUk5GAwyLEQIIUxtbIQXJeUG1u7JMXUoDUJt9LC40i3RK35CKqUmYrxz1/ey/e7AV8CDWmvDlc7VWs8B5gBERUXJJ/AN2pedz19jktiTdY7BHd14bVQIro42pg5LCIZ1cuet9QeZs/Eog4LdTB1OQ3YrdfGTwFqtdca1hmIopaYAUwB8fG5sGM/Mwe1wbGYpQz6EqGUjO3swY0ki8RlniPRtaepwhBCiSevs3Rx/FztiYrMYHy1DoK+lNnpYZALe1ba9gOzLCymlBgIvACO11qXV9jsC3wMvaq2310J8TVppRSXv/niQkR9tJufceT6+N4LZEyMlWSHqDQtzMyb3asOu1DPEpZ8xdTgN2a3Uxd2BaUqpVOAd4AGl1BtXehKt9RytdZTWOsrF5cbGYt7WzpUInxaSrBCilg3s4Ia1hRmrE+VunhBCmJpSirERXuxMPU16XrGpw6n3aiNhsQsIVEq1UUpZAROAVdULKKXCgU8xNpBPVttvBSwHFmitl9ZCbE1afPoZhn+wmQ9+OcKIMA9+mtGXYaHu8mVB1DsTor1xtLFg7sYUU4fSkN10Xay1vk9r7aO19gP+grFO/sMqI0KIhsHBxpL+7V1Zk5RDReUVO64KIYSoQ2MiPFEKYuIyTR1KvVfjCQutdQUwDfgB2A98q7Xeq5R6VSk1sqrY24A9sFQplaCUutCIHgf0ASZV7U9QSnWu6RibmvNllby+Zh9jP9lKYWkF8ydF8974zrSwszJ1aEJckZ21BRO7+bJ+73HS8opMHU6DdIt1sRCikRkZ5sGpwlJ2HDtt6lCEEKLJc3dqRs+2rfguPlPmF7qG2pjDAq31WmDtZftervb7wD8572vg69qIqanadjSPWd8lkZZXzL1dffjb0PYyG61oECb18OOzTcf4bNMxXhsdYupwGqSbrYsvK/8F8EVNxyaEqFv92rtiZ2XO6sRsega0MnU4QgjR5I2N/P/s3Xuc3HV99/33Z2aPc0iyM5mZHGdJ9oAGCAdD8AitIgaVoBUtWi+lteVqLbfthfYu12UvbPHR1ltatb3K1Rt81Hprb2/koDZqECmiaCs2AUIwQLLZwG4OJLvJ5rSbPe/3/mNmYV2WZJPszHfm93s9H499MPOb32/y+bF5fBk+8/l+Pkv13775lDa90KfLVqZ9h1OxSrElBBXg+NCo/se3n9YHv1xoA/KN37tMf/XeC0hWoGpk5zXoPRcv0b2P71bfwIjvcACgqjXURnXVeYv0wC/3a2SMbSEA4Ns7zlukeF2UbSGnQMIigB55rkdXffFR3f2f3frdN6/QD/7ocr2xhW9TUH1+7y0rNTQ6oa//vMt3KABQ9a65cLGODo7qpx2MgwcA32J1NXrnBYu18en9GhwZ9x1OxSJhESCHB0Z08ze36Le/ukmJ+hrd/wdv1J+9e5Ua66K+QwPOSFsuqbe+Jquv/fwFDY2ykAPA2Xhza0YLYrX67lOvGBgEAPDgfa9bpv7hMT24bb/vUCoWCYuA2Pj0i3r7F3+iDU/t0yfe2qrvfeLNujjf5Dss4KzdePlKHRoY0X2PUy4HAGejriaiq89fpIeeOcC3eQBQAdaek9KypkY+554ECYsq13N8SL//9cf18f/3CS2a36ANN71ZN191ruprqKpAMFy2IqULl83XP/3seY3TRRkAzso1q5doYGRcP3qu59QnAwBKKhIx/cYly/TvnQe178ig73AqEgmLKuWc032P79Hbv/CofrS9R3+67jX6zsffpFVL5vkODZhTZqbfu3ylnj84oIeeOeA7HACoapetTCuTrGdbCABUiPddslTOSd9+cq/vUCoSCYsqtPfIoD76z5v0qXufUls2oQf+6C36g19rUU2UXyeCad15i7Q81ai7Hu30HQoAVLVoxPSuCxbrR9t7dHxo1Hc4ABB6zem4Lj2nSfc/sUfOUU08Hf+HW0UmJpy+/vMXdNUXfqLNL/TpL9afp3v+6xvUkkn4Dg0oqZpoRB970wo90X1Ej3f1+Q4HAKraNRcu0cjYBFVrAFAh3nfJMu3qHdCW3Ud8h1JxSFhUiecPDuj6Lz+m//mv23RJc5Me/OPL9dE3nqNIxHyHBpTFBy5drgWxWt35k12+QwGAqnZJfoGWLmjUBraFAEBFeOfqxaqviej+J2i+OR0Jiwo3Nj6hO3/SqXVfelTPvXhMn79utb72O2u1PBXzHRpQVrG6Gl13yTI9/FyPRscnfIcDAFXLzHTNhUv0s46D6hsY8R0OAITevIZaveO8RfruUy9qeIwpTlORsKhgz+0/pt/4x//QXz/wnK5oz+ihm6/QB9YslxlVFQincxclNT7h6KIMAGfpmgsXa2zC6Qe/3O87FACApPe9bpmODo7q4WeZ4jQVCYsKNDI2oS8+tEPX/K+fae/hQf3Dhy7Wnf/ldcrNa/AdGuBVczouSeo6dMJzJABQ3VYtnqeVmbg2PEVXegCoBG9uXajcvHrd/zjbQqYiYVFhntp9RNf8r5/p7x7u0LsuWKyHbr5C7169hKoKQFK+uBWqq4+EBQCcDTPT+guX6BfP9+nAsSHf4QBA6EUjpvdcvFQ/3tGr3uPDvsOpGCQsKsTQ6Lj+auOzeu///ncdHRzVP310jb50/cVKxet8hwZUjGyyXvU1EXUfGvAdCgBUvXevXiLnpO9vfdF3KAAASdddskzjE07/uoXqt0kkLCrAL3Yd0rovPaq7Ht2l37w0rx/efLne9tqc77CAihOJmPKpGFtCAGAOtGYTWrV4nr67lWkhAFAJ2nJJrV42X/c/QcJiEgkLj/qHx/Q/v/NL/eZdj2ncOX3jdy/TX//GBZrXUOs7NKBiNadj6mZLCADMiWsuXKInu49oN+sqAFSE912yTM++eEzP7DvmO5SKQMLCkx9v79FVX/iJ/uUXXfqdN63Qg398ud7YutB3WEDFy6fi6u47Ieec71AAoOq9e/ViSaLKAgAqxPoLl6g2arr/CZpvSiQsyu7IiRF98p6ndMM/b1Ksvkb3/f4bdes1qxSrq/EdGlAV8qlGnRgZ18H+Ed+hAEDVW56K6ZL8An33KfpYAEAlaIrX6a2vyepft+zV6PiE73C8I2FRJs45fX/ri7ryC4/qO1v26qZfb9X3P/Fmva65yXdoQFWZHG3a3UfjTQCYC9dcuETPvnhMO3uO+w4FAKDCtpCD/SN6dEev71C8I2FRBrv7Tui3v7pJf/iNJ7Rofr023PQmfeod56q+Juo7NKDq5NPF0aY03gSAOfGu1YsVMWkDVRYAUBF+7dysUvE6toWIhEVJjY5P6B9/3Km3f/En2vR8n2599yp95+Nv0nlL5vsODahay5oaZSYabwLAHMkmG/T6lWl976l99AcCgApQVxPR+guX6N+e6dGRE+HeBk3CokQe7+rTu//+Z/q/fvCcrmjP6N8+eYV+580rVBPlXzlwNuproloyv1HdVFgAwJy55sIl2nVwQNvoSg8AFeG61y3TyPiEvrs13NVv/N/zHDt6YlT//VtP633/+HMdHxrVlz+yRnf+lzVaPL/Rd2hAYCxPNaqLCgsAmDPrzlukmojpu08xLQQAKsF5S+bp3FxS9z8e7m0hJCzmiHNO/7plr972hR/rns279btvXqGHbr5Cb1+V8x0aEDjNqTg9LABgDjXF63R5e0bf2/qiJibYFgIAvpmZ3ve6pdqy+4g6e/t9h+MNCYs58MLBAX3kK/+pP7p7i5Y2xbThpjfpz969SvF6RpUCpZBPx3Swf1gDw2O+QwGAwLjmwsXae2RQT+4+7DsUAICk91y0VBFTqKssSFichZGxCf3Djzp01Zce1ZbuI7rt2vP0rT94I001gRJrLk4K2X2YKgsAmCtvX7VI9TURbdjCthAAqATZeQ26vD2jbz+5V+MhrX4jYXGGfrHrkN759z/V3/xwh97+2pz+7ZNX6CNvOEfRiPkODQi85lRcEqNNAWAuJepr9LbXZvX9p1/U2PiE73AAAJLed8kyvXh0SD/vPOQ7FC9IWJymwwMj+j/ve0q/eddjGhod1z/fcKnu+K1LlJvX4Ds0IDTyqUKFBZNCAGBuXbN6iQ72j+gXz/f5DgUAIOntq3JKNtTo/ifCuS2EhMUsOed0/+N79LYv/ETfemKvfv+KFj30367Qr78m6zs0IHTmx2o1v7FWXX0DvkOpaGa2zsy2m9lOM7tlhtdvNrNnzGyrmT1sZs3F4xeZ2c/NbFvxtd8sf/QAfPj112QVr4syLQQAKkRDbVTvXr1EP/jlfvWHsH8bCYtZ6Ozt14e+/At98t6ndE46pu994s265erXqLEu6js0ILSa0zG2hJyEmUUl3SHpakmrJH3QzFZNO+1JSWucc6sl3Sfp88XjJyR9xDl3nqR1kr5kZgvKEzkAnxpqo7rqvEV64Jf7NTLGthAAqATXvW6pBkfHtfHpF32HUnYkLE5iaHRcX3xoh67+0k+1bd9R/eV7z9d9v/9GvWbRPN+hAaGXT8W0u4+ExUmslbTTObfLOTci6W5J1049wTn3iHNu8l/iY5KWFY/vcM51FB/vk9QjKVO2yAF4tf7CJTo6OKqfdvT6DgUAIOmSfJO7njQeAAAgAElEQVRWLIyHcloICYtX8R+dB/XOv/up/u7hDl19wSI9/Mlf029d1qwITTWBitCcjmnP4UEaw726pZJ2T3m+p3js1XxM0gPTD5rZWkl1kjrnNDoAFetNrQu1IFbLthAAqBBmpt+4eKl+8Xxf6L6wI2ExzaH+Yd18zxZ96Mu/0Lhz+trvrNXfXX+xMsl636EBmCKfimlswunFo0O+Q6lUM2VXZ5yHZWYflrRG0u3Tji+W9HVJv+2cmzEzZGY3mtlmM9vc28u3sUAQ1NVEdPX5i/TDZw5ocGTcdzgAAEnvvaTwvdO3ntjrOZLyImFRNDHh9M1N3XrbF36i7z61Tzf9eqse/OPLdXk7VdBAJcoz2vRU9khaPuX5Mkmv+LrUzK6U9GlJ651zw1OOz5P0fUl/5px77NX+EOfcXc65Nc65NZkM6yUQFNdcuEQnRsb1o+d6fIcCAJC0rCmmN6xM61tP7pFzM34HFUgkLCR1HDiu6+96TH96/9Nqzya18RNv0afeca4aammqCVSq5nRhtCmTQl7VJkltZrbCzOokXS9pw9QTzOxiSXeqkKzomXK8TtK3JX3NOXdvGWMGUCEuW5FWJlnPthAAqCDve90ydR06oc1dh32HUjahTlgMjY7rbx7crnf+/U+1o+e4Pv++1br7xterLZf0HRqAU1g0r0F1NRF1h2wf32w558Yk3STpQUnPSrrHObfNzG4zs/XF026XlJB0r5ltMbPJhMYHJF0u6Ybi8S1mdlG57wGAP9GI6V0XLNaPtvfo+NCo73AAAJKuPn+RYnXRUDXfDG3C4tEdvXrHlx7VPzyyU9dcuEQP33yFPnDpcppqAlUiEjEtb2pUN1tCXpVzbqNzrt051+Kc+8visVudcxuKj690zuWccxcVf9YXj/+Lc652yvGLnHNbfN4LgPK75sIlGhmb0A+3HfAdSlUzs3Vmtt3MdprZLTO8/vtm9nQxOfyzqSOozey/F6/bbmbvKG/kACpNvL5G685fpO9vfVFDo+HoMRTKhMW/PXNAH/nKfypqpm/87mX6wgcuUjpBU02g2uRTMXpYAECJXJJfoKULGvXdrWwLOVNmFpV0h6SrJa2S9MGpCYmibzjnLnDOXSTp85K+ULx2lQrb+c6TtE7S/y6+H4AQu+6SZTo+PKYHt+33HUpZhDJhccW5Gf35Nau08Y/eoje2LvQdDoAz1JyOq7vvRKgaDwFAuZiZrrlwiX7WcVB9AyO+w6lWayXtdM7tcs6NSLpb0rVTT3DOHZvyNK6XJzpdK+lu59ywc+55STuL7wcgxF6/Mq2lCxp1f0imhYQyYVEbjeiGN62gqSZQ5fKpmPqHx/ggDQAlcs2FizU24fTAL1/0HUq1Wipp95Tne4rHfoWZ/aGZdapQYfGJ07yW8dJAiEQipnetXqz/2HlQI2MzTp0PlFAmLAAEw+SkEBpvAkBprFo8Ty2ZONNCztxMzdFeURbonLvDOdci6U8l/dlpXst4aSBkXrMoqbEJp+4QTMsjYQGgapGwAIDSmtwW8ovn+3Tg2JDvcKrRHknLpzxfJulk2Z+7Jb3nDK8FEBItmYQkaWcPCQsAqFjLmgoJCxpvAkDpvHv1EjknfX8r20LOwCZJbWa2wszqVGiiuWHqCWbWNuXpuyR1FB9vkHS9mdWb2QpJbZL+swwxA6hwLdlCwqKzt99zJKVHwgJA1WqojWrRvAYSFgBQQq3ZhFYtnqcNbAs5bc65MUk3SXpQ0rOS7nHObTOz28xsffG0m8xsm5ltkXSzpI8Wr90m6R5Jz0j6gaQ/dM6FY44hgJNK1Ndo0bwGdfYEP2FR4zsAADgb+XQsFPv3AMCn9Rct0eceeE67+05oeSrmO5yq4pzbKGnjtGO3Tnn8Rye59i8l/WXpogNQrVqycSosAKDSNadi9LAAgBJ71wWLJUnf3UqVBQBUgtZMQp29A3LuFb14A6VkCQszW2dm281sp5ndMsPrN5vZM2a21cweNrPmKa991Mw6ij8fLVWMAKpfczqmA8eGNTRKlSwAlMryVEyX5BdowxYSFgBQCVqyCfUPj+nAsWHfoZRUSRIWZhaVdIekqyWtkvRBM1s17bQnJa1xzq2WdJ8Kc6dlZilJn5F0maS1kj5jZk2liBNA9ZssTabKAgBKa/2FS/Tc/uPqOHDcdygAEHqTk0KCvi2kVBUWayXtdM7tcs6NqDCi6dqpJzjnHnHOTf4fxmMqjGqSpHdIesg51+ecOyzpIUnrShQngCrXnI5LYlIIAJTaO1cvVsSk7zItBAC8aw3JpJBSJSyWSto95fme4rFX8zFJD5zOtWZ2o5ltNrPNvb29ZxkugGrVnJocbUrjTQAopWyyQa9fmdb3ntoX+D3TAFDpssl6JeprAj8ppFQJC5vh2Iz/ZTOzD0taI+n207nWOXeXc26Nc25NJpM540ABVLcFsVolG2q0my0hAFBy11y4RLsODmjbvmO+QwGAUDMztWTi2kmFxRnZI2n5lOfLJL2iS5OZXSnp05LWO+eGT+daAJAKi3VzOqYuEhYAUHJXn79IZtKPnuvxHQoAhF5LJqHOnmBXGZcqYbFJUpuZrTCzOknXS9ow9QQzu1jSnSokK6b+V+9BSVeZWVOx2eZVxWMAMKN8KqZuelgAQMktiNVpWVOjttN4EwC8a8kmtP/YkPqHx3yHUjIlSVg458Yk3aRCouFZSfc457aZ2W1mtr542u2SEpLuNbMtZraheG2fpM+qkPTYJOm24jEAmFE+Fdfuwyc0PsGeagAotfZskkkhAFABXpoUEuA+FjWlemPn3EZJG6cdu3XK4ytPcu1XJH2lVLEBCJbmdEyj404vHh3UsqaY73AAINDaFyX1aEevRscnVBstVbEuAOBUWrOFaXmdvf26cPkCz9GUBv+VAVD1JieFsC0EAEqvPZfQ6LjTCweDvW8aACpdczqumogFerQpCQsAVS+fLiYsaLwJACXXlk1KknYcCO4HZACoBrXRiPLpmHYGeEsICQsAVW/x/EbVRo1JIQBQBq3ZhCIm7aCPBQB415JJqLM3uBVvJCwAVL1oxLSsiUkhAFAODbVR5VMxdfSQsAAA31qzCXUdGtDo+ITvUEqChAWAQMinYurqC252GQAqSVsuyZYQAKgALZlCX6Ggbo0mYQEgEJrTMXUdOiHnGG0KAKXWnkvohYMDGhkL5jd6AFAtWjLFSSEB7WNBwgJAIORTMR0fGtPRwVHfoQBA4LXnkhqbcHqeSSEA4FVLNiFJge1jQcICQCDki6NNu+hjAQAl9/KkEPpYAIBP8xpqlU3WB3a0KQkLAIHQnC6UwzEpBABKb2UmrohJHSQsAMC7lkwisKNNSVgACITJCovuQ8EshwOAStJQG9U56TiNNwGgArRk4+rs7Q9kLzcSFgACobEuqmyyni0hU5jZOjPbbmY7zeyWGV6/2cyeMbOtZvawmTVPee2jZtZR/PloeSMHUA3acgntYLQpAHjXmkno+NCYevuHfYcy50hYAAiM5nQssCOdTpeZRSXdIelqSaskfdDMVk077UlJa5xzqyXdJ+nzxWtTkj4j6TJJayV9xsyayhU7gOrQnkuq69AJDY2O+w4FAEJtsvFmELeFkLAAEBjLUyQsplgraadzbpdzbkTS3ZKunXqCc+4R59zkv7DHJC0rPn6HpIecc33OucOSHpK0rkxxA6gSbbmkxiecdgW0Mz0AVIuWTHAnhZCwABAYzam49h8b4tu+gqWSdk95vqd47NV8TNIDZ3gtgBBqzxU+IHewLQQAvFo8v0Gxuqg6qbAAgMrVnI7JOWnPYaosJNkMx2bsxGRmH5a0RtLtZ3DtjWa22cw29/b2nlGgAKrTioVxRSPGaFMA8MzM1JJJBHK0KQkLAIGRTxcmhdB4U1KhKmL5lOfLJO2bfpKZXSnp05LWO+eGT+daSXLO3eWcW+OcW5PJZOYkcADVob4mqnPSMSaFAEAFaMnEqbAAgErWPDnalD4WkrRJUpuZrTCzOknXS9ow9QQzu1jSnSokK3qmvPSgpKvMrKnYbPOq4jEA+BXnLkqqgwoLAPCuNZvQvqNDGhge8x3KnCJhASAwUvE6xeuiVFhIcs6NSbpJhUTDs5Lucc5tM7PbzGx98bTbJSUk3WtmW8xsQ/HaPkmfVSHpsUnSbcVjAPAr2rJJdfUxKQQAfJtsvBm0Rsg1vgMAgLliZsqn41RYFDnnNkraOO3YrVMeX3mSa78i6Suliw5AELTnknKuMErv/KXzfYcDAKE1Odq0s7dfFywLznpMhQWAQGlOxdR1KFiZZQCoVEwKAYDK0JyOKRqxwDXeJGEBIFCa0zHtPjyoiYkZh1oAAObQOQvjqo0ajTcBwLP6mqjyqRgJCwCoZPl0TCNjEzpwfMh3KAAQeLXRiFYsjNN4EwAqQEsmrp0BmxRCwgJAoORTjDYFgHJqyyWpsACACtCSSeiFgyc0Nj7hO5Q5Q8ICQKA0p+KSpG4SFgBQFu3ZpHYfPqHBESaFAIBPLdmERsYntOfwoO9Q5gwJCwCBsmRBg2oipq4+Gm8CQDm05xIvTQoBAPgzOdo0SOsxCQsAgVITjWhpUyNbQgCgTNpySUnSDvpYAIBXrZmXR5sGBQkLAIGTT8W0u4+EBQCUwznpmOqiEe1gtCkAeDU/VquFiXoSFgBQyfKpmLpIWABAWdREI1qZiauDxpsA4F3QJoWQsAAQOM3pmI6cGNXRwVHfoQBAKLTlktq+nwoLAPCtJZtQZ++AnHO+Q5kTJCwABE6eSSEAUFbt2YT2HhnUwPCY71AAINRaMwkdHRzVoYER36HMCRIWAAKnOR2TJCaFAECZTDbe7AhQGTIAVKOWbLAmhZCwABA4+VQhYdFNHwsAKIv2XOEDMpNCAMCvlkyh0jgojTdJWAAInHh9jRYm6tgSAgBl0pyOq64mog4SFgDg1ZL5jWqsjaqzJxiVxiQsAARSPhVTFwkLACiLaMTUmkloB5NCAMCrSMS0MhOnwgIAKllzOs6WEAAoo/ZcggoLAKgALZkEPSwAoJLlUzHtOzqo4bFx36EAQCi05ZLad3RIx4cYKQ0APrVkCpObBkeq/3MwCQsAgdScjsk5ae/hQd+hAEAotDMpBAAqQmtxUsiug9W/HpOwABBIk5NCutgWAgBlMTkphG0hAOBXS7YwKSQI20JIWAAIpHy6ONqUxpsAUBbLm2JqqI3QeBMAPDsnHVfEpM7e6p8UQsICQCBlEvWK1UWZFAIAZRKJmFqzCe2gwgIAvGqojWp5KhaISSEkLAAEkpkpn4qpu6/6M8sAUC3as0l1UGEBAN61ZBLqZEsIAFSuQsKCCgsAKJe2XFL7jw3p6CCTQgDAp5ZMXLsODmh8wvkO5ayQsAAQWJMJC+eqe6EGgGox2XhzZw/bQgDAp9ZsQiNjE1U/MY+EBYDAak7HNDQ6oZ7jw75DAYBQmBxtSuNNAPCrJVNMIPdWdwKZhAWAwMqnCyOdaLwJAOWxdEGjGmuj2r6/uj8gA0C1m0xYdPZUdz83EhYAAqs5VRht2nWouhdqAKgWkYipLZdQB1tCAMCrpnidUvG6qp8UUrKEhZmtM7PtZrbTzG6Z4fXLzewJMxszs+umvfZ5M9tmZs+a2d+bmZUqTgDBtbSpURGTdtN4EwDKpi2bZEsIAFSA1kyChMVMzCwq6Q5JV0taJemDZrZq2mndkm6Q9I1p175R0pskrZZ0vqRLJV1RijgBBFttNKIlCxrVFdKEBYljAD605xLqPT6sIydGfIcCAKHWko1rZ5WPNi1VhcVaSTudc7uccyOS7pZ07dQTnHMvOOe2SpqYdq2T1CCpTlK9pFpJB0oUJ4CAa07HQtnDgsQxAF9ovAkAlaElk9DhE6PqG6jeBHKpEhZLJe2e8nxP8dgpOed+LukRSS8Wfx50zj07/Twzu9HMNpvZ5t7e3jkIGUAQ5VNxdYezwoLEMQAv2oqjTXccoI/FLCrdbjazZ8xsq5k9bGbNU14bN7MtxZ8N5Y0cQBC0ZIuNN6t4W0ipEhYzlQ67WV1o1irptZKWqZDkeKuZXf6KN3PuLufcGufcmkwmc1bBAgiu5nRMfQMjOj406juUcit54hgAZrJ0QaPidVF1hDxhMctKtyclrXHOrZZ0n6TPT3lt0Dl3UfFnfVmCBhAorZOjTat4W0ipEhZ7JC2f8nyZpH2zvPa9kh5zzvU75/olPSDp9XMcH4CQmJwUEsIqi5InjovnUu0G4FeYmdpyNN7U7CrdHnHOTf4H6jEV1l0AmBNLFjSqviaiThIWr7BJUpuZrTCzOknXS5ptKVu3pCvMrMbMalXYN803ewDOyPLJhEX4+liUJXFMtRuAmbQz2lQ6/Uq3j6mw3k5qKCaEHzOz97zaRSSOAbyaaMS0ssonhZQkYeGcG5N0k6QHVUg23OOc22Zmt5nZekkys0vNbI+k90u608y2FS+/T1KnpKclPSXpKefcd0sRJ4Dga04XEhYhnBRC4hiAN+25pA72j1R1o7c5MOtKNzP7sKQ1km6fcjjvnFsj6UOSvmRmLTNdS+IYwMm0ZOLaWcUJi5pSvbFzbqOkjdOO3Trl8SbNUPbmnBuX9F9LFReAcEk21CoVrwvdpBDn3JiZTSaOo5K+Mpk4lrTZObfBzC6V9G1JTZKuMbO/cM6dp0Li+K0qJI6dpB+QOAZwOtpemhRyXK9fmfYcjTezqnQzsyslfVrSFc654cnjzrl9xX/uMrMfS7pYhS/1AGDWWjIJff/pFzU0Oq6G2qjvcE5byRIWAFAp8qmYuvsGfIdRdiSOAfjSXpwU0hHuhMVLlW6S9qpQ6fahqSeY2cWS7pS0zjnXM+V4k6QTzrlhM1uowqjpqQ05AWBWWrMJOSc9f3BAr108z3c4p61UPSwAoGI0p2NhbLoJAN4smtegZH1NqBtvzmaLtApbQBKS7p02vvS1kjab2VMqTG36nHPumTLfAoAAaKnySSFUWAAIvHwqpu9tfVGj4xOqjZKnBYBSK0wKSWhHyEebzqLS7cpXue4/JF1Q2ugAhMGKhXGZqWobb/LJHUDg5VMxjU847T086DsUAAiN9lxSHVX6jR4ABEVjXVRLFzSqs7c6t0eTsAAQeM3puKRQTgoBAG/ackn1DYzoYP/wqU8GAJRMazahzipNIJOwABB4k6NNuw9VZ2YZAKrRZOPNHfvDvS0EAHxrySS062C/JiZmnKxc0UhYAAi8bLJe9TURGm8CQBm1TxltCgDwpyWT0NDohPYeqb7t0SQsAASemSmfiqnrEAkLACiXbLJe8xpqtKNKy5ABIChas4WKt2psvEnCAkAoMNoUAMrLzAqNN6mwAACvWjKFfm7VONqUhAWAUMin4uruOyHnqm/vHgBUq7ZcUjsO9LP2AoBHqXidFsRqq3JSCAkLAKHQnI7pxMi4eulWDwBl055L6OjgqHqPs/YCgC9mptZMgi0hAFCp8sVJIbvZFgIAZXPuS403q+9DMgAESUumOkebkrAAEAr5VCFhQeNNACifNiaFAEBFaMnGdWhgRIcHRnyHclpIWAAIhWVNjTIjYQEA5bQwUaemWK06ekhYAIBPk5NCdh2srioLEhYAQqG+Jqol8xuZFAIAZWRmLzXeBAD405IpJCyqbVIICQsAoZFPxdR1qPq6IwNANWvPJbTjwHEmhQCAR8uaYqqLRqpuUggJCwCh0ZyOqbtv0HcYABAq7bmkjg+N6cAxJoUAgC/RiGnFwnjVNd4kYQEgNJanYjrYP6yB4THfoQBAaLRlabwJAJWgNVt9o01JWAAIjebiaFP6WABA+bTnCvumSVgAgF8tmbi6+05oaHTcdyizRsICQGg0p+KSmBQCAOWUTtQrHa9TB403AcCrlmxCE666PguTsAAQGvmXKiyqq9kQAFS7tlxCOxhtCgBeTU4KqaZtISQsAITG/MZaLYjVsiUEAMqsPZdUx4F+JoUAgEcrM4Vq42oabUrCAkCoFEabkrAAgHJqyyXVPzymfUeHfIcCAKEVq6vR0gWNVFgAQKXKp2JUWABAmbVnabwJAJWgpcomhZCwABAqzemY9h4e1Nj4hO9QACA02nOF0aYdJCwAwKuWTFydPQOamKiOLXokLACESnMqrrEJp31HKEsGgHJpitdpYaJeO5gUAgBetWQSGhwd14vHquOzMAkLAKHy8qQQtoUAQDm15xJUWACAZ63FLXqdVdJ4k4QFgFDJpwoJiy5GmwJAWbXnkuro6a+aMmQACKLJ0abVMimEhAWAUFk0r0F1NRF1MykEAMqqPZfUiZFx7T0y6DsUAAithYk6zWuoqZrGmyQsAIRKJGJa3tQYitGmZrbOzLab2U4zu2WG1y83syfMbMzMrpv2Wt7Mfmhmz5rZM2Z2TrniBhBM7bnCt3odPWwLAQBfzKyqJoWQsAAQOs3puLoC3sPCzKKS7pB0taRVkj5oZqumndYt6QZJ35jhLb4m6Xbn3GslrZXUU7poAYRBW3FSCI03AcCv1kxCnb3VsT2ahAWA0MmnYtrdd0LOBXof9VpJO51zu5xzI5LulnTt1BOccy8457ZK+pUZr8XERo1z7qHief3OuWBneACU3PzGWuXm1WsHjTcBwKuWbEK9x4d1dHDUdyinRMICQOjkUzH1D4+pb2DEdyiltFTS7inP9xSPzUa7pCNm9i0ze9LMbi9WbLyCmd1oZpvNbHNvb+9Zhgwg6NpzSXVQYQEAXk023qyGbSEkLACETnN6clJIoIsGbIZjsy0pqZH0FkmfknSppJUqbB155Rs6d5dzbo1zbk0mkzmTOAGESFs2qZ1MCgEAr6pptCkJCwChM5mwCPikkD2Slk95vkzSvtO49snidpIxSd+RdMkcxwcghNpzCQ2OjmvPYSaFAIAvy5saVRs17aTCAgAqz7KmmMwU9EkhmyS1mdkKM6uTdL2kDadxbZOZTZZMvFXSMyWIEUDIvNx4kz4WAOBLTTSic9JxdfZUfuNNEhYAQqehNqpF8xrUHeAtIcXKiJskPSjpWUn3OOe2mdltZrZekszsUjPbI+n9ku40s23Fa8dV2A7ysJk9rcL2ki/7uA8AwdJWHG26g9GmAOBVazahXVVQYVHjOwAA8GF5KqbuvsrPKp8N59xGSRunHbt1yuNNKmwVmenahyStLmmAAEJnXkOtFs9v0I79JCwAwKeWTEI/fOaARsYmVFdTuXUMlRsZAJRQcyoW9C0hAFCR2nJJ7WBSCAB41ZKNa3zCqetQZX+BR8ICQCg1p2PqOT6swZFx36EAQKi0ZxPq7O3XOJNCAMCb1kyhp1CljzYlYQEglPLpuCQFuo8FAFSi9lxSw2MTrL8A4NHKTOGzcGcvFRYAUHGaU8XRpnxgBoCyeqnxJpNCAMCbeH2NFs9v0M4eKiwAoOLkiwmLSt+3BwBBMznatIOEBQB41ZJJsCUEACrRglitkg01VFgAQJkl6mu0dEEjjTcBwLPWbEKdPf1yrnJ7CpGwABBKZqbmNJNCAMCHtlyCLSEA4FlLJq6BkXHtPzbkO5RXRcICQGg1p+JUWACAB+fmktrVO6Cx8QnfoQBAaLVkCj2FOnsqd4t0SRIWZrbOzLab2U4zu2WG1y83syfMbMzMrpv2Wt7Mfmhmz5rZM2Z2TiliBIB8OqY9h08wWg8Ayqwtl9TI+IS6SBoDgDet2WLCooL7WMx5wsLMopLukHS1pFWSPmhmq6ad1i3pBknfmOEtvibpdufcayWtldQz1zECgFRovDk67vTi0UHfoQBAqLQXJ4XQeBMA/Mkk65Wsr6noSSGlqLBYK2mnc26Xc25E0t2Srp16gnPuBefcVkm/UgdYTGzUOOceKp7X75wj9Q6gJF4abUofCwAoq8lv9Wi8CQD+mJlWZit7UkgpEhZLJe2e8nxP8dhstEs6YmbfMrMnzez2YsXGK5jZjWa22cw29/b2nmXIAMIony6ONqUkGQDKKlZXo+WpRhpvAoBnrRU+2rQUCQub4dhsN4jXSHqLpE9JulTSShW2jrzyDZ27yzm3xjm3JpPJnEmcAEJu8fxG1UaNSSEA4EF7NqkOKiwAwKuWbFwHjg3r2NCo71BmVIqExR5Jy6c8XyZp32lc+2RxO8mYpO9IumSO4wMASVI0YlreFNNuKiwAoOzackntOtivUSaFAIA3k5NCdvVW5qSQUiQsNklqM7MVZlYn6XpJG07j2iYzmyyZeKukZ0oQIwBIkpanYurqq8wFGgCCrD2X0Oi4U9ch1mAA8OXl0aaVWfE25wmLYmXETZIelPSspHucc9vM7DYzWy9JZnapme2R9H5Jd5rZtuK14ypsB3nYzJ5WYXvJl+c6RgCY1JyOqevQCTnHaFMAKKf2XFKStH1/ZX5IBoAwaE7HVBOxiu1jUVOKN3XObZS0cdqxW6c83qTCVpGZrn1I0upSxAUA0+VTMR0fGtORE6Nqitf5DgcAQqMlk5CZtOPAcb1Li32HAwChVBuNqDkdq9jRpqXYEgIAVaM5HZfEpBAAKLfGuqjyqZg6epgUAgA+tVTwpBASFgBCrbk42rSbhAUAlF1bNqkdTAoBAK9aswl1HTpRkU2QSVgACLXlTcWEBU3fAKDs2nMJvXBwQCNjlfchGQDCoiWT0NiEU9ehyvsCj4QFgFBrrIsqm6yvyAUaAIKuPZfU2ITT8wdJGgOALy3Z4qSQCtwWQsICQOg1p2P0sAAAD9pyhQ/JOw7QxwIAfGnJFHq6kbAAgAqUT8XVTYUFAJRdSyahiEkdJCwAwJtkQ61y8+orclIICQsAodecjmn/sSENjY77DgUAQqWhNqrmdJzGmwDgWWFSSOVtzyNhASD08qlC4809h6myAIBya88ltCPAo03NbJ2ZbTeznWZ2ywyv32xmz5jZVjN72Myap7z2UTPrKP58tLyRAwiT1mxCu3r65ZzzHcqvIGEBIPTyxdGmNN4EgPJrzyXVdeiEhseCV2L2A8QAACAASURBVOVmZlFJd0i6WtIqSR80s1XTTntS0hrn3GpJ90n6fPHalKTPSLpM0lpJnzGzpnLFDiBcWjIJHR8eU8/xYd+h/AoSFgBCrzlFwgIAfGnLJTU+4bSrAkuR58BaSTudc7uccyOS7pZ07dQTnHOPOOcm/wP0mKRlxcfvkPSQc67POXdY0kOS1pUpbgAh05IpTgqpsD4WJCwAhF4qXqdEfY26mRQCAGXXHuxJIUsl7Z7yfE/x2Kv5mKQHTudaM7vRzDab2ebe3t6zDBdAWLVkK3NSCAkLAKFnZsqnYoFLWMxi3/TlZvaEmY2Z2XUzvD7PzPaa2T+UJ2IAYbRiYVzRiKkjmI03bYZjM24QN7MPS1oj6fbTudY5d5dzbo1zbk0mkznjQAGE26J5DYrXRSuu8SYJCwBQofFm16HKWqDPxiz3TXdLukHSN17lbT4r6SelihEAJKm+Jqpz0rGgVljskbR8yvNlkvZNP8nMrpT0aUnrnXPDp3MtAMwFM1NLNlFxo01JWACACqNNdx8e1MREZXVGPguz2Tf9gnNuq6SJ6Reb2esk5ST9sBzBAgi39lxSHRX2IXmObJLUZmYrzKxO0vWSNkw9wcwulnSnCsmKnikvPSjpKjNrKjbbvKp4DABKojDatLLWYhIWAKDCpJCRsQntPzbkO5S5crr7pl9iZhFJfyvpT2ZxLnunAZy1tlxSLxwa0NBosCaFOOfGJN2kQqLhWUn3OOe2mdltZra+eNrtkhKS7jWzLWa2oXhtnwqVbpuKP7cVjwFASbRmE3rx6JD6h8d8h/KSGt8BAEAlaE4VGg11HTqhJQsaPUczJ2a9b3oGH5e00Tm322ymt5nyhs7dJekuSVqzZk1gylMAlFd7LiHnpJ09/Tp/6Xzf4cwp59xGSRunHbt1yuMrT3LtVyR9pXTRAcDLWjKFz8O7evu1etkCz9EUUGEBACpsCZGk3cFpvHk2e5/fIOkmM3tB0t9I+oiZfW5uwwOAl7XnkpKkjp5A9rEAgKrw0mjTCtoWQoUFAEhaPL9BNRFTV19gGm++tG9a0l4V9k1/aDYXOud+a/Kxmd0gaY1z7hVTRgBgrpyTjqsmYtoRzEkhAFAVmtOFqU2dPZXzeZgKCwCQVBONaGlTo7oOBaPCYjb7ps3sUjPbI+n9ku40s23+IgYQZnU1Ea1YGFdHMCeFAEBVqKuJqDkVq6hJIVRYAEBRPhVTd3C2hMxm3/QmFbaKnOw9virpqyUIDwB+RXsuqaf3HvUdBgCE2soKmxRChQUAFDWnY4GpsACAatOWS2j34RMaHAnWpBAAqCat2YReODSgsfFXTL33goQFABQ1p+I6OjiqoydGfYcCAKHTnku+NCkEAOBHSyau0XFXMVXHJCwAoGh5qjAppFIWaAAIk/ZcoTv9DvpYAIA3LdnJSSGV0XiThAUAFE2ONg3QpBAAqBrN6bjqohHtYLQpAHhTaaNNSVgAQFG+WGFBHwsAKL/aaEQrM3F1MNoUALyZ31irTLJenRWyPY+EBQAUxetrtDBRr24SFgDgRVsuyZYQAPCsJRPXTiosAKDyNKeDNdoUAKpJezahPYcHNTA85jsUAAitlkxCnT39cs75DoWEBQBMlU+RsAAAX9pySUlMCgEAn1qzCR0bGtPB/hHfoZCwAICp8qmY9h0d1PDYuO9QACB0mBQCAP5NNt6shOQxCQsAmKI5HZNz0p7Dg75DAYDQaU7HVVcTUUcFfEgGgLB6ebSp/7WYhAUATDE52pTGmwBQftGIqSWT0Pb9VFgAgC+L5zUoVhclYQEAlSafiksSfSwAwJP2XEIdbAkBAG8iEdPKTJwtIQBQaRYm6hSri6qLCgsA8KI9l9S+o0M6PjTqOxQACK2WTEK7egd8h0HCAgCmMrPipBD/CzQAhFFbce80fSwAwJ/WTEJ7jwzqxIjfMdMkLABgmnwqRoUFAHjSXhxtyrYQAPBnsvGm7yoLEhYAME1zOqbuvhOamHC+QwGA0Fmeiqm+JqIdB6iwAABfJkeb+m68ScICAKbJp+MaHptQz/Fh36EAQOhEI6bWbEI7qLAAAG/OWRhTxKROz9vzSFgAwDT5VHG0KZNCAMCL9lxSHVRYAIA39TVR5VMxdbIlBAAqS3MxYdF1iMabAOBDWy6h/ceGdHSQSSEA4EtLJuF9tCkJCwCYZmlTo6IRo8ICADxpzxYab+7sYVsIAPjSkk3o+YMDGvfY142EBQBMUxuNaMmCBiaFAIAn5y4qJCxovAkA/rRmEhoZn9Cew/4+E5OwAIAZNKfi6qLCAgC8WLqgUY21URpvAoBHLdm4JHndFkLCAgBmsDwV024SFgDgRSRiasslaLwJAB5VwmhTEhYAMIPmdEx9AyM6PkTDNwDwoS2bpMICADxaEKvTwkSdOnv8NaInYQEAM3h5UghVFgDgQ3suoZ7jwzp6gsQxAPiyMpPQTiosAKCy5NOFhAWTQgDAj/ZcsfEmk0IAwJvJ0abO+ZkUUrKEhZmtM7PtZrbTzG6Z4fXLzewJMxszs+tmeH2eme01s38oVYwA8GryVFgAgFdtucLe6e37SVgAgC+t2YSODo6qb2DEy59fkoSFmUUl3SHpakmrJH3QzFZNO61b0g2SvvEqb/NZST8pRXwAcCrJhlql4nVUWACAJ0sXNCpeF1UHfSwAwJuWjN9JIaWqsFgraadzbpdzbkTS3ZKunXqCc+4F59xWSRPTLzaz10nKSfphieIDgFPKp2Lq7vPXZOhsnWmlm5ldZGY/N7NtZrbVzH6zvJEDgGRmas0ltYNJIQDgzcuTQvx8Ji5VwmKppN1Tnu8pHjslM4tI+ltJf3KK8240s81mtrm3t/eMAwWAV9OcjlXtlpCzrHQ7IekjzrnzJK2T9CUzW1DaiAHgldqzCXXQwwIAvFm6oFENtRFvo01LlbCwGY7NtkvHxyVtdM7tPtlJzrm7nHNrnHNrMpnMaQcIAKfSnIpp35FBjYy9ohCsGpxxpZtzbodzrqP4eJ+kHkkstADKrj2X1MH+EW97pwEg7CIR08qFicAlLPZIWj7l+TJJ+2Z57Rsk3WRmL0j6G0kfMbPPzW14AHBq+XRcE07ae2TQdyhn4owr3aYys7WS6iR1vsrrVLsBKJnJxps76GMBAN60ZBOB62GxSVKbma0wszpJ10vaMJsLnXO/5ZzLO+fOkfQpSV9zzr1i7zUAlNrkpJAqbbx5NpVuhTcwWyzp65J+2zk3Y5kJ1W4ASmlytCmNNwHAn5ZMXHuPDGpwZLzsf3ZJEhbOuTFJN0l6UNKzku5xzm0zs9vMbL0kmdmlZrZH0vsl3Wlm20oRCwCcqeZ0MWFxqCobb55NpZvMbJ6k70v6M+fcY3McGwDMyuL5DUrW19B4EwA8as0m5Jz0/MHyfyauKdUbO+c2Sto47ditUx5vUuED9Mne46uSvlqC8ADglLLJejXURqq18eZLlW6S9qpQ6fah2VxYrIz7tgoVbveWLkQAOLnCpJAEW0IAwKPJSSE7e/u1asm8sv7ZpdoSAgBVz8yUT8XUVYVbQs6y0u0Dki6XdIOZbSn+XOThNgBA7dmkOjztnQYASCsWxmUmdXpYi0tWYQEAQZBPxdVdnRUWZ1zp5pz7F0n/UvIAAWAW2nIJfXPzbh3sH9bCRL3vcAAgdBpqo1reFPMyKYQKCwA4iXwqpu6+E3LutPpVAgDmyLmLCo032RYCAP60ZOJeJoWQsACAk2hOxzQ4Oq7e/mHfoQBAKL08KYRtIQDgS0smoecPDmh8orxf4pGwAICTyL80KaQ6t4UAQLXLJus1r6GGCgsA8Kg1m9Dw2IT2HRks659LwgIATqI5VUhYVOmkEACoemam9lySCgsA8KglW5wUUuZtISQsAOAkljXFZKaqnBQCAEHRlktqR89x+gkBgCeTo03L3XiThAUAnERdTURL5jdqNwkLAPCmPZfQkROj6j1OPyEA8CEVr1NTrJaEBQBUmnwqpq5DA77DAIDQmmy8uYNtIQDgTWs2oc6e8n4mrinrnwYAVei9Fy/VsaFR32EAQGi9ZlFSN7zxHC1M1vkOBQBC632XLNOJkfGy/pkkLADgFD5w6XLfIQBAqKUT9frz9ef5DgMAQu36tfmy/5lsCQEAAAAAABWHhAUAAAAAAKg4JCwAAAAAAEDFIWEBAAAAAAAqDgkLAAAAAABQcUhYAAAAAACAikPCAgAAAAAAVBwSFgAAAAAAoOKQsAAAAAAAABWHhAUAAABQAma2zsy2m9lOM7tlhtcvN7MnzGzMzK6b9tq4mW0p/mwoX9QAUDlqfAcAAAAABI2ZRSXdIentkvZI2mRmG5xzz0w5rVvSDZI+NcNbDDrnLip5oABQwUhYAAAAAHNvraSdzrldkmRmd0u6VtJLCQvn3AvF1yZ8BAgAlY4tIQAAAMDcWypp95Tne4rHZqvBzDab2WNm9p65DQ0AqkMgKiwef/zxg2bWdQaXLpR0cK7jqVBhuleJ+w2yarrXZt8BlNMZrsXV9PucC2G63zDdq8T9VjJfa7HNcMydxvV559w+M1sp6Udm9rRzrvMVf4jZjZJuLD7tN7PtpxlnNf0u5wL3G2xhut9qutczXocDkbBwzmXO5Doz2+ycWzPX8VSiMN2rxP0GWZjutdqcyVoctt9nmO43TPcqcb+Y0R5Jy6c8XyZp32wvds7tK/5zl5n9WNLFkl6RsHDO3SXprjMNMmy/S+432MJ0v2G5V7aEAAAAAHNvk6Q2M1thZnWSrpc0q2kfZtZkZvXFxwslvUlTel8AQFiQsAAAAADmmHNuTNJNkh6U9Kyke5xz28zsNjNbL0lmdqmZ7ZH0fkl3mtm24uWvlbTZzJ6S9Iikz02bLgIAoRCILSFn4YzL56pQmO5V4n6DLEz3GgZh+32G6X7DdK8S94sZOOc2Sto47ditUx5vUmGryPTr/kPSBSUPsCBsv0vuN9jCdL+huFdz7nR6/wAAAAAAAJQeW0IAAAAAAEDFCXzCwszWmdl2M9tpZrfM8Hq9mX2z+PovzOyc8kc5d2Zxvzeb2TNmttXMHjazqh67eKr7nXLedWbmzKxqO+nO5l7N7APF3+82M/tGuWOcS7P4u5w3s0fM7Mni3+d3+ogTsxOmtZh1+FXPq/p1WArXWsw6HCxhWocl1uKTnFf1a3GY1mGJtVjOucD+SIqqMP5ppaQ6SU9JWjXtnI9L+r+Lj6+X9E3fcZf4fn9dUqz4+A+Cfr/F85KSHpX0mKQ1vuMu4e+2TdKTkpqKz7O+4y7x/d4l6Q+Kj1dJesF33Pyc1e8zEGsx63Bw1+HT+P0GYi1mHQ7WT5jW4dO4X9biCoi9RL/bQKzDp3G/gV6Lg15hsVbSTufcLufciKS7JV077ZxrJf0/xcf3SXqbmVkZY5xLp7xf59wjzrkTxaePaYZGT1VkNr9fSfqspM9LGipncHNsNvf6e5LucM4dliTnXE+ZY5xLs7lfJ2le8fF8ncZse5RdmNZi1uHgrsNSuNZi1uFgCdM6LLEWB3ktDtM6LLEWBz5hsVTS7inP9xSPzXiOK4yfOiopXZbo5t5s7neqj0l6oKQRldYp79fMLpa03Dn3vXIGVgKz+d22S2o3s383s8fMbF3Zopt7s7nfP5f0YSuMg9so6f8oT2g4A2Fai1mHg7sOS+Fai1mHgyVM67DEWhzktThM67DEWhz4saYzZYWnj0WZzTnVYtb3YmYflrRG0hUljai0Tnq/ZhaR9EVJN5QroBKaze+2RoUSuF9T4VuCn5rZ+c65IyWOrRRmc78flPRV59zfmtkbJH29eL8TpQ8PpylMazHrcHDXYSlcazHrcLCEaR2WWIul4K7FYVqHJdbiwFdY7JG0fMrzZXplicxL55hZjQplNH1liW7uzeZ+ZWZXSvq0pPXOueEyxVYKp7rfpKTzJf3YzF6Q9HpJG6q0ydBs/y7/q3Nu1Dn3vKTtKizW1Wg29/sxSfdIknPu55IaJC0sS3Q4XWFai1mHg7sOS+Fai1mHgyVM67DEWhzktThM67DEWhz4hMUmSW1mtsLM6lRoILRh2jkbJH20+Pg6ST9yxY4lVeiU91ssB7tThYW5mvdzSae4X+fcUefcQufcOc65c1TYn7jeObfZT7hnZTZ/l7+jQgMpmdlCFcrhdpU1yrkzm/vtlvQ2STKz16qwOPeWNUrMVpjWYtbh4K7DUrjWYtbhYAnTOiyxFgd5LQ7TOiyxFgc7YVHcf3eTpAclPSvpHufcNjO7zczWF0/7J0lpM9sp6WZJrzoGqNLN8n5vl5SQdK+ZbTGz6X/hq8Ys7zcQZnmvD0o6ZGbPSHpE0p845w75ifjszPJ+Pynp98zsKUn/n6QbqviDVaCFaS1mHQ7uOiyFay1mHQ6WMK3DEmuxArwWh2kdlliLJckCdC8AAAAAACAgAl1hAQAAAAAAqhMJCwAAAAAAUHFIWAAAAAAAgIpDwgIAAAAAAFQcEhYAAAAAAKDikLBAKJjZeHFk1VNm9oSZvfEU5y8ws4+XKz4ACAPWYgDwi3UY1YaxpggFM+t3ziWKj98h6X845644yfnnSPqec+788kQIAMHHWgwAfrEOo9pQYYEwmifp8OQTM/sTM9tkZlvN7C+Khz8nqaWYgb7dzBJm9nAxE/20mV3rJXIACA7WYgDwi3UYFa/GdwBAmTSa2RZJDZIWS3qrJJnZVZLaJK2VZJI2mNnlkm6RdL5z7qLieTWS3uucO2ZmCyU9ZmYbHCVKAHA6WIsBwC/WYVQVEhYIi8EpC+0bJH3NzM6XdFXx58nieQkVFuvuadebpL8qLtwTkpZKyknaX4bYASAoWIsBwC/WYVQVEhYIHefcz4sZ4YwKi+5fO+funHpOcb/eVL9VPP91zrlRM3tBhcw0AOAMsBYDgF+sw6gG9LBA6JjZayRFJR2S9KCk3zGzyeZDS80s+/+zd+fhUZfn/sffT3YSkpCdJANJgLATAkT2VVBBWQTBfatV29OfR47Wemo3rbW1tYvaqqe11aOnVkBcUUGrCMoiSCCEfQkQsgHZE7aEJPP8/pgQI6KCZDJJ5vO6rlzJfJfJPZDc+c79fe7nAY4Coc1OCweKGxPzJCCplcMWEelQlItFRDxLeVjaA42wEG9xul8PXBXkW6y1DcC/jTH9gE+NMQDHgButtfuMMWuMMduAZcDvgLeNMZnAZmBX678EEZF2T7lYRMSzlIelXdGypiIiIiIiIiLS5qglRERERERERETaHBUsRERERERERKTNUcFCRERERERERNocFSxEREREREREpM1RwUJERERERERE2hwVLERERERERESkzVHBQkRERERERETaHBUsRERERERERKTNUcFCRERERERERNocFSxEREREREREpM1RwUJERERERERE2hwVLERERERERESkzVHBQkRERERERETaHBUsRERERERERKTNUcFCRERERERERNocFSxEREREREREpM1RwUJERERERERE2hwVLERERERERESkzVHBQkRERERERETaHBUsRERERERERKTNUcFCpBljTIgx5pgxZulZ9uUaY0427j9ijPlfY0xnT8QpItKeNObPU8aY6DO2bzbGWGNMsjHmhcZjjhljyo0xHxhj+jY79lZjTEPj/mpjTLYxZnrrvxoRkfajMf9O+Yp9KcYYpzHmmTO2JzfmZr8ztr9gjHmk2eN4Y8xzxphDxpijxphdxphfGmNC3PNqxBupYCHyRXOBWuBSY0z8WfbPsNZ2BoYCFwE/a83gRETasQPAdacfGGMGAZ3OOOaxxhybCBQCz52x/9PG/V2AZ4CFxpgu7gtZRKRDuxmoAK41xgSez4nGmEjgU1x5fJS1NhS4BFd+7tnSgYr3UsFCOrTGqvKPjDFbjDHHG6vAccaYZY2V4A+NMRHNTrkF+CuwBbjhq57XWlsILAMGuvcViIh0GP/EdXF82i3A/53tQGvtSeAVIP0r9jsbny8ESG3ZMEVEvMbNuG6+1QEzzvPce4GjwI3W2lwAa22+tXa+tXZLi0YpXk0FC/EGV+Gq+PbGlYyXAT8BonH9DtwNYIzpDkwE/tX4cfNZnovGY7sBlwNZboxbRKQjWQeEGWP6GWN8gWuAl852YONw4uuAnK/Y7wt8B9dF9kH3hCsi0nEZY8YBDmAhrgLxV173foUpwOuNBWQRt/H75kNE2r2/WGuPABhjVgHF1tqsxsdvAJMbj7sZ2GKt3WGMqQQeM8YMOX1sozeNMfVAFfAu8JtWexUiIu3f6VEWHwO7cLV9NHefMeYuIAxXIWLWGftHNubnEKAe1529YveGLCLSId0CLLPWVhhjXgY+McbEnkdOjQIOuS88EReNsBBvcKTZ1yfP8vj0xJk34xpZgbW2CNcF9S1nPNeV1tou1toka+0PGocti4jIufkncD1wK2dvB/mDtbYLkIwrP/c5Y/+6xv0RwBJgnNsiFRHpoIwxnYB5fH7d+ymQhys/g6sgDOB/xqn+uEa2AZQBZ5vvTaRFqWAhAhhjRuPqg37AGHPYGHMYGAFcd+YMySIi8u1Yaw/imnzzcuD1rzkuD5gPPNl4YX3m/mPAD4CbjDFD3BSuiEhHNRvXSLZnml33JvJ5W8ghXIWJ5DPOS+HzNrwPgdnGGL2fFLfSD5iIyy3AB0B/XJO8peOaUDMYmObBuEREOprvAhdba49/3UHW2g+AIuDOr9hfBvwD+EWLRygi0rH4G2OCTn/gysPPA4P4/Lp3DJBujBlkrW0AXgN+bYyJMsb4G2Ouw3WdvKzxOf+Eq+jxojEmCcAYk2iM+ZMxJq11X550ZCpYiLhcjWuui8PNPg7gGr58ZluIiIh8S9bafdbazHM8/PfA/V+z3N4TwOW6OBYR+VpLcbXZnf6YADxxxnXvRuA9Pr/u/QFQjmvlvGLgLuCK0/PCWWvLgdG4RmKsN8YcBZbjmuftrBMmi3wbxlrr6RhERERERERERL5AIyxEREREREREpM1RwUJERERERERE2hwVLERERERERESkzVHBQkRERERERETaHBUsRERERERERKTN8fN0AC0hOjraJicnezoMEZEv2LhxY6m1NsbTcbQW5WIRaYu8KRcrD4tIW3QhebhDFCySk5PJzDzXJd1FRFqHMeagp2NoTcrFItIWeVMuVh4WkbboQvKwWkJEREREREREpM1RwUJERERERERE2hwVLERERERERESkzekQc1iISNtVV1dHQUEBNTU1ng7FbYKCgnA4HPj7+3s6FBGRs1IuFhFpXd6Qd8/kjjysgoWIuFVBQQGhoaEkJydjjPF0OC3OWktZWRkFBQWkpKR4OhwRkbNSLhYRaV0dPe+eyV15WC0hIuJWNTU1REVFddhEbYwhKirKq6rnItL+KBeLiLSujp53z+SuPKyChYi4XUdP1B399YlIx9DRc1VHf30i0v54W15yx+tVwUJEpJlZs2YxatSoL2x76KGHSExMJD09nYEDB7JkyRIPRSci0n4ZY7jpppuaHtfX1xMTE8P06dMBeOGFF4iJiSE9PZ2+ffvy+OOPNx3bPA/379+fBQsWtHr8IiLtTefOnb9y3+DBg7nuuuu+sG3ixIlkZmY2Pc7NzWXgwIFNjz/77DPGjx9Pnz596Nu3L7fffjsnTpxo+cCbcVvBwhgz1Riz2xiTY4z58Vn232uM2WGM2WKMWW6MSTpjf5gxptAY85S7YhQRaa6yspJNmzZRWVnJgQMHvrDvnnvuYfPmzSxevJjbbrsNp9PpoShFRNqnkJAQtm3bxsmTJwH44IMPSExM/MIx11xzDZs3b2bNmjX8+te/Jj8/v2nf6Tz81ltv8b3vfY+6urpWjV9EpKPYuXMnTqeTTz75hOPHj5/TOUeOHGHevHn87ne/Y/fu3ezcuZOpU6dy9OhRt8bqloKFMcYXeBqYBvQHrjPG9D/jsCwgw1qbBrwKPHbG/l8BH7sjPhHxLrm5uU1V4IEDB3LDDTfw4YcfMmbMGFJTU/nss88AeO2115gxYwbXXnstCxcuPOtz9evXDz8/P0pLS1vzJYiIdAjTpk3j3XffBWDBggVfurt3WlRUFL169eLQoUNf2peamkpwcDAVFRVujVVEpKN6+eWXuemmm7j00kvPeeTw008/zS233NI0EtkYw9y5c4mLi3NnqG5bJWQ4kGOt3Q9gjFkIzAJ2nD7AWrui2fHrgBtPPzDGDAPigPeADDfFKCKt7Jdvb2dHUXWLPmf/hDAenDHgG4/Lyclh8eLFPPvss1x00UW8/PLLrF69miVLlvCb3/yGN998kwULFvDggw8SFxfH3LlzeeCBB770POvXr8fHx4eYmJgWfR0iIq3Fk7n42muv5eGHH2b69Ols2bKF2267jVWrVn3puLy8PGpqakhLS/vSvk2bNpGamkpsbGyLxC4i4m6ezLtns2jRIj744AN2797NU0899ZXF4+a2bdvGLbfc8q2+34VwV0tIIpDf7HFB47av8l1gGYAxxgf4I/Cjr/sGxpg7jTGZxpjMkpKSCwxX5MLV1DVQW9/g6TDkK6SkpDBo0CB8fHwYMGAAkydPxhjDoEGDyM3N5ciRI+Tk5DB27Fh69+6Nn58f27Ztazr/8ccfJz09nfvuu49FixZ53SRKIu2BtZaqk3Ucr62ntr4Bp9N6OiQ5Q1paGrm5uSxYsIDLL7/8S/sXLVrEgAED6NGjB/PnzycoKKhp3+OPP06fPn0YMWIEDz30UCtGLSLno7a+AWuVf9uqDRs2EBMTQ1JSEpMnT2bTpk1NI9bOdn3r6Wted42wONurOutPrTHmRlyjKCY0bvoBsNRam/91/zjW2meBZwEyMjL0GyEes62wiv9dk8vbW4o4Ve8kwM+H0EA/Ogf5ERrkR+dAPzoH+hMW1HybP52D/FzbAl0foUH+hDbuDwn0w9+3482J+22rwC0hMDCw6WsfH5+mxz4+PtTX17No0SIqEJZIbQAAIABJREFUKiqa1o2urq5m4cKFPPLII4Crd/q+++5r/cBF5BvtPnyUtzYXsiS7iIKKk1/Y52PAz9cHfx/j+uxr8PPxwc/X4O/rg98Xtru+DvB17ffzadzedL75wnP5+Rr8G59rSPcIJvRuHyOvPJmLAWbOnMl9993HypUrKSsr+8K+a665hqeeeopPP/2UK664gmnTptG1a1fg8zz8+uuvc/PNN7Nv374vFDREpPWVHK1le1EV24uq2VFUzfaiKnLLTtC3ayhXZ3TjyiGJRIYEeDpMj/N03m1uwYIF7Nq1i+TkZMB1zfvaa69x++23ExUV9YV2u/LycqKjowEYMGAAGzduZNasWa0ar7sKFgVAt2aPHUDRmQcZY6YAPwUmWGtrGzePAsYZY34AdAYCjDHHrLVfmrhTxFPqGpy8t+0wL6zNZePBCoIDfJk7zEFil05U19RxrKaeY7X1HK2p51hNPYWVJ9lVU9e0reEc7voF+fu4ihiBjUWOoM8LG50bt4UG+REZEsgVg+LpFODbCq+841qwYAHvvfdeU1/egQMHuOSSS5oKFiLStuSXn+DtLUUs2VzErsNH8fUxjOkVzU0jXXN41zstdQ1O6hssdU7X5/oGJ3VO12fX9sZtDZb6xmPqGpycrGugvuaM7U37Xdvq6j9/rtMp/caR3fnZFf0J8lc+/jq33XYb4eHhDBo0iJUrV571mFGjRnHTTTfx5JNP8uijj35h35w5c3jxxRd58cUX+d73vtcKEYuItZaCipNNxYltha7PxUdrm47pHhnMgIQwLh8Uz+qcUh5+ZwePLtvJlH5xXJ3RjXGp0fh1wBty7YnT6WTx4sVs2bKladLjFStW8Mgjj3D77bczceJEXnrpJaZMmYIxhhdffJFJkyYBcNdddzF8+HCuuOIKRowYAdB07OnCsju4q2CxAUg1xqQAhcC1wPXNDzDGDAH+Bky11haf3m6tvaHZMbfimphTxQppE0qP1bJgfR4vrT/IkepaukcG8/Pp/Zk7zEF4J/9zeg5rLTV1To7W1jUVNFyFDNfjo42Pm287XegoPXqCY7X1rqJIbT2nR9v9/ZP9PH3DUHrFfvXSRfLVcnNzCQ8PZ+TIkU3bUlJSCAsLY/369R6MTESaKztWy9Kth3hrcxGZB113gIZ278IvZw7g8kHxxIQGfsMzuEdtfQN//Pcenv1kP5m5FTx1vfLx13E4HMyfP/8bj/vv//5vhg4dyk9+8pMv7fvFL37B9ddfzx133IGPj94AibSk+gYn+0uPNxUlthdVsaOomuqaegB8fQy9Yjoztlc0/RPCGJgYTr/4sC9cC98P7DpczeLMAt7MKmTZtsPEhgZy1TAH84Y56BGjHNkaTpw4gcPhaHp87733kpiY+IUVmsaPH8+OHTs4dOgQd955J7t27WLw4MEYY8jIyGgqGsfFxbFw4ULuu+8+iouL8fHxYfz48cyZM8etr8G4q7/IGHM58ATgCzxvrf21MeZhINNau8QY8yEwCDg9/XOetXbmGc9xK66CxV1f970yMjJs8/ViRVra1oIq/nftAd7JPsSpBifjUqP5zphkJvaOxcfHM31d1lqOn2pgw4Fy7luczcm6Bn49eyCzhzi++eRWtHPnTvr16+fpMNzubK/TGLPRWus1EwcrF4s7HKut54Mdh3lrcxGr9pbS4LT0juvMrPREZg5OoFtksKdDbLJidzE/fCWbk6ca+NWVA5k7rO3kY+Vi78jFysNyvmrqGth1+GjTyIntRdXsOlRNbb1r+fZAPx/6xocxICGMgQnhDEgIo0/X0PMaSXaq3slHu4pZnJnPyj0lNDgtGUkRXJ3RjcvT4ukc6K576J7lLXn3TC2dh93202GtXQosPWPbL5p9PeUcnuMF4IWWjk3kXNQ1OFm27TAvrDnAprxKggN8uXZ4N24eldwm7pwZY+gc6MekvrEsnT+O/1yQxT2Lslm3r5yHZg5Qi4iItFun6p18vKeEtzYX8uHOI9TUOUns0ok7x/dgVnoCfbuGeTrEs5rUJ5Zl88cxf2EW9y3OZm1OKQ9fObDDXoyLSPtSdbKuaZ6JHY3FiZySY02tyqFBfgxICOOmkUkMSAxjQEI4PaJDLriNI8DPh6kDuzJ1YFeKq2t4PauQxZn53P/aFh56ezuXD4rn6oxuXJQc4fEJHqXt0V9QkTOUHK1lwWd5vLTuIMVHa0mKCuYX0/szN8NBWNC5tX20triwIF6+fQRPfLiXp1fmsDm/Ui0iItKuNDgtnx0oZ0l2IUu3HqbqZB2RIQHMG9aNWekJDO0e4bERbecjLiyIf90+kqc+yuHJ5XvIyq/kL9cNYWBiuKdDExEvcqreyYbccrLyKppGTuSVn2jaHxsayMDEcC4dEMeABFdxwhHRye0Fg9iwIL4/oSffG9+DTXmVLM7M550th3h1YwHJUcHMy+jGnKGJxId3cmsc0n6oYCHSKDu/khfX5vLOFlfbx/jeMfzuqmQm9I5pFxfJfr4+3HdZHy5KieSeRZuZ+dRqfjN7EFcO+boVhUVEPMday/aiat7aXMjb2Yc4XF1DcIAvlw3oysz0BMb2im6XKyb5+hjmT0llRI9I5i/MYs4za/nJ5X25ZXSy7h6KiNuUHatlxe4SPtp1hE/2lHKs1jXnRHJUMIMSw7nmom5NxQlPzflzmjGGYUkRDEuK4Bcz+rNs62EWb8zn9+/v5o//3s241BjmZTi4pH8cgX4aNezNVLAQr3aq3smybYd4YW0uWXmVhAT4ct3wbtw8Opme7XQyoAm9Y1h69zjuXpjFfy3azLr9ZTw0c4BHZ6231nboi3StNS5yfg6UHnctQ7q5iP2lx/H3NUzoHctPr+jHlH5xHaalbWSPKJbNH899i7N56O0drN1XxmNz0+gS7Jkl/pSLRToWay17i4/x4c4jLN9ZzKa8CqyFuLBAZgxOYEq/WC5KiWyzI4RPCw7w46phDq4a5uBg2XFe3VjAaxsLuOvlLLoE+3NleiJzhzna5Ui1jp53z+SOPKyChXil4qM1LFifz0vrD1JytJbkqGAenOFa7SO0jSf1c9E1/PMWkadWuFpEPDVrfVBQEGVlZURFRXXIhG2tpaysjKCgIE+HItKmHamu4e3sIpZkF7GloApjYGRKFHeO78HUgV099ibe3SJDAnjulgyeW32A3723iyv+vJo/X5fOsKTIVo1DuVikYzhV72T9gTKW7yxm+a4j5JefBGBQYjjzJ6cyuW8cAxPD2u3veVJUCD+8tA//NaU3a3JKWbyxgJc/y+OFtbn0jw9jXoaDK9MTiQhp+38zOnrePZO78rDbVglpTZoRWc7V5qa2jyLqGiwTesdw65hkJqS2j7aPb+PjPSXcs2gzNXUNHmkRqauro6CggJqamlb9vq0pKCgIh8OBv/8Xi13eNDM9KBfLl1WdqOO97a5lSD/dX4a1rovqWekJTE9LoGu4d725zM6v5D8XZFFYeZJ7L+nNf0zo2Wp/e5SLvSMXKw93TGdr9Qj082Fsr2gm94vj4r6xHTqfVp2oY0l2Ia9kFrC1sIoAXx8u6R/H3AwH41Nj8G2j1/DekHfP5I48rIKFdHin6p0s3epq+9icX0nnQD/mDnNw86gkr1kD+nBVDXcvyOKz3HKuG96NB2d4tkXEW3jTRTIoF4vr7sr+0uOs21/Gx7tLWLm7hFMNTlKiQ5g5OIGZ6Qnttt2upVTX1PGT17fyzpZDjEuN5k9Xp3u8l7yj86ZcrDzcMVhr2XPkGMt3fbnV4+K+cUzpF8vontEdpn3ufOw8VM3izALeyCqg4kQdXcOCmDM0kXkZ3UiJDvF0ePIVVLBQcpazKD5aw8vr8/jX+jxKjtbSIzqEm0clcVUHafs4X/UNTh7/cA9Pr9hH366hPH3DUK9/4+Bu3nSRDMrF3uh0//T6/WWsO1DO+v3llB6rBaBrWBBXpMUzKz2BQYnhXjEc9lxZa1m4IZ+HlmwnNMifx68ZzLjUGE+H1WF5Uy5WHm6/ausb+OxAOct3FvPhziMUVLhaPQYmhjG5bxxT+rXvVo+WdqreyUe7jvBKZgErdxfjtDA8JZInrkknoYtWGGlrVLBQcpZG1lo25VXyz09zeXfrIeoaLBP7xHDr6GTGd+C2j/Oxcncx976STU1dA4/OGcSsdK0i4i7edJEMysXewOm07D5y1FWg2F/OZ7nllB8/BbgKFCN7RDKiRxQjUiJJiQ7RhfU32H34KHe9vImckmP8x4Se3HtJb/za4aoobZ2nc7ExZirwJOAL/MNa+9uzHHM18BBggWxr7fWN228BftZ42CPW2he/7nspD7cvp1s9lu88wqq93tfq0VKOVNfw+qZCnvpoL/0Twlh456g22ybirS4kD2vSTekQTieqVzfms6/kOJ0D/bhhRJJXtX2cq4l9Ynn37rHcvSCL+Qtdq4ioRUREzqbBadl5qJp1+8tYf6CcDbnlVJ6oAyCxSycm9olhZEoUI3pE0j0yWAWK89SnayhL7hrLL9/ezjMr97H+QDl/vm4Iibo72GEYY3yBp4FLgAJggzFmibV2R7NjUoEHgDHW2gpjTGzj9kjgQSADVyFjY+O5Fa39OqRlnG71cK3qcYSs/Movrerhra0eFyIuLIj/mNiTruGB3LMom6dX5HD35FRPhyUtRAULabdq6xtYvrOYxZn5fLynBKeFjKQIfjunB9MHJ9A5UD/eXyU+vBML7hjJnz7YwzMr95GVV6kWERGhvsHJ9qJq1h8oY33jCIqjNfUAdI8M5pJ+cYzs4SpQOCKCPRxtx9ApwJffXpXG6F7R/OT1rVz+5Coem5vGZQO6ejo0aRnDgRxr7X4AY8xCYBawo9kxdwBPny5EWGuLG7dfBnxgrS1vPPcDYCqwoJVilxZw4lQ9nx0oZ+Xuki+1etx9capaPVrQ7CEOPt5dwpPL9zKmV1Srr8Yk7qF3dNKuWGvZXlTN4sx83souorJxsp3vT+jJ3GEOjaY4D36+Ptw/tS/DUyK5Z9FmZv5lNb9Ri0iH0prDkKV9qmtwsqWgqqlAsfFgBcdqXQWKHtEhTE+LZ0TjCIr4cN31d6eZgxNISwznPxdk8b1/buSWUUk8cHk/jX5r/xKB/GaPC4ARZxzTG8AYswZXvn7IWvveV5z7pT/Sxpg7gTsBunfv3mKBy7fjyquVrN5bxpp9pWTlVVDXYJtaPX4wsZdaPdzo4SsHsjGvgvkLN7N0/jjCvHDeuo5GBQtpF8qO1fJGViGvbixg1+GjBPj5cGn/OOZldGNsr2j1qV2AiX1iWTp/XLMWkXIenNFfF8ntnIYhy9nU1je4ChSNLR4bD1Zw4lQDAL1iOzMrPcE1giIlktgwXUy3tuToEF77j9H87r1dPLf6ABtyK3jq+iEqxrdvZ7tAOXMCOT8gFZgIOIBVxpiB53gu1tpngWfBNYfFhQQr5+90m8eanFLW5JSy/kA5x2rrMQYGJIRx29gUxvSM5qLkSLV6tIKwIH+euGYIV//tU37+5jaevHaIp0OSC6SChbRZdQ1OVuwq5tWNBXy0q5h6p2WwI5xfXTmQmWkJhAerYtpSTreI/PGDPfzPyn1k5VXwzA1DdZHcvmkYsnCq3klWXgXr9pezbn8Zm/IqqK13AtC3ayjzhjkY0SOK4SmRRHfW0pptQYCfDz+f3p/RPaP44eJspv9lNb+ePZDZQxyeDk2+nQKgW7PHDqDoLMess9bWAQeMMbtxFTAKcBUxmp+70m2RyjkrrDzZVKBYu6+MkqOu1ZGSo4KZlZ7AmF7RjOoRRURIgIcj9U7DkiL4r8mp/PGDPUzsE6P82c6pYCFtzq7D1byaWcCbmwspPXaK6M6B3DY2hbnDHPSOC/V0eB2Wn68P/93YInLvos3MUItIe+f2YcjSNhVX17Bydwkf7SpmdU5p052+fl3DuH5Ed0akuAoUkbqQbtMm94tj2fxxzF+wmXsWZbN6bxkPzxpAiOZnam82AKnGmBSgELgWuP6MY94ErgNeMMZE48rN+4F9wG+MMRGNx12Ka1SctLLKE6f4dF8ZqxsLFAdKjwMQ3TmA0T2jGdsrmtG9ojS3Txvyg0m9WLW3lJ+/uZ2h3SNIigrxdEjyLemvnrQJlSdOsSS7iMWZBWwtrMLPxzC5XyzzhnVjQp8Y/LXMW6uZ1Ngi8p8vu1pE1h8o5xfT1SLSDrl9GDKod7otaHBaNudXsmJXMSt2F7O9qBqA+PAgZgxOaFrJQ6PS2p/48E68fMcI/rx8L39ZkUNWfgVPXz+UfvFhng5NzpG1tt4YcxfwPq7C8PPW2u3GmIeBTGvtksZ9lxpjdgANwI+stWUAxphf4Sp6ADx8euSbuFdNXQMbcstZk1PGmpxSthVVYS2EBPgyokcUN45MYkyvKPrEhWqyzDbK18fw+LXpTHviE+Yv3Mzi74/S+4l2yljb/lvdtOZ0+9TgtHyyt4RXMwv4YMcRTjU46RcfxrxhDmalJxCl4ckeVdfg5E+NLSL94sN4Wn3U5+1C1pxuge89CteIicsaHz8AYK19tNkxf8U1DPmFxsfLgR8DvYCJ1trvNW7/G7DSWvu1LSHKxa2n/PgpPtlTwordxXy8p4TKE3X4+hiGdY9gYt8YJvWJpW9XXUh3JGtzSpm/aDNVJ+v4+fT+3Diiu/5/z5Enc3FrUx7+duobnGwtrGLtvjJW7y1lY14Fp+qd+PkYhnaPYEyvaMb0imJwty5609vOLN16iB/8axN3TerFfZf18XQ4XutC8rBGWEir21dyjMWZBbyRVcCR6loigv25fkR35mU4GJAQ7unwpJH/6RaR5EjufcXVIvLoVWnMHJzg6dDk3GgYcgfidFp2HKpuGkWRlV+JtRAVEsDFfWOZ1CeW8akxGkXRgY3uFc2y+eO495Vsfv7mNtbmlPLbq9II76T/c5HzZa1lX8nxpnkoPt1f1rSEc7/4MG4emcSY1GiGJ0eqDaudu3xQPFdnOHh6ZQ5jU6MZ2SPK0yHJedJvoLSK6po63t1yiMWZ+WzKq8TXxzCxdwwPzXBwcb9YAv3UbtBWTeoby7t3j+M/F2Rx94Is1u8v4+dqEWnzNAy5/auuqWPN3lJW7C5mxe6SpkndBjvCmT85lUl9YhmUGI6PVknyGtGdA3nh1ov4+6r9/P793WwpWMXfb86gf4JaRES+yZHqGtbklLK6sUhxpNqVUx0RnbhiULxrosyeUZqAuAN6cMYANuRWcM+izSybP44uwZrDqT1RS4i4jdNp+XR/GYsz83lv+2Fq6pz0iu3MvGEOZg9J1JJ57Uxdg5M//nsPf/3Y1SLyzA1DSYnWBEZfx5uGIYNy8YWy1pJTfIwVu4v5aFcxmbkV1DstoUF+jO8dw8V9YhnfO4aYUF1MC2TlVXDnPzeSEhXCK98f5elw2jRvysXKw587XlvP+gNlrN5bxuqcEvYcOQZAZEgAo3pGMbZXNGN6RtM9ShNleoOtBVXM+Z81TO4bx//cOFQtda1MLSHSppw4Vc/izAKeX3OAg2UnCA3y46qhDuZldGOwI1wJop3y9/Xhx9P6MiIlknte2czMp1az/IcTiA1V4Unk2zp5qoFP95fy0a5iVuwqobDyJOBacvSO8T2Y1CeWod274KeeaTnDkO4RfGdMMo+9t5vc0uMkq4AsXq6+wcmWwipW7y1l9d5SNuW5ir6Bfj4MT4nkqqEOxvSKpn98mEameaFBjnDuu7QPjy7bxaIN+Vw7XBOFtxcqWEiLOVxVw4uf5vLy+jyqTtaR3q0L917Sm8sGdFX7QAcyqW8sC+8cydQnVvFWVhF3jO/h6ZBE2pWDZccb56Io4dP9ZZyqdxIc4MuYXtH8v0m9mNgnhoQunTwdprQDc4Y4+MP7u3ltUwE/vFSTyYl3sdZyoNQ1D8WqvZ/PQ2EMDEgI4/ZxPRiXGs2wpAhdhwoAd4zrwSd7S/jl2zvISI6kV6wmk28PVLCQC7a9qIrnVh1gSXYRTmu5bEBXbh/Xg2FJEd98srRLfbuGMdgRzmubClSwEPka1lpyy06wpaCSrLxKPtlbwv6S4wD0iA7hxhFJTOobw/CUSM3lI+eta3gQ41JjeG1jAf81pTe+umssHVzZsVrW7CtjzV7XXBSnR6UldnHNQzE2NZrRPaOJDNEcBfJlPj6GP12dztQnPmH+wixe/8Fo/e1tB1SwkG/F6bSs3FPM3z85wKf7ywgO8OWmUUl8Z3SKegG9xJyhDh5csp2dh6rpF68J30SstRyqqmFLQRVbCiqbPlc3zjwf6OfDiB5R3DQyiUl9YjWEX1rEvAwHd72cxdp9pYxLjfF0OCItqqaugQ255a42j5xSthdVAxAW5MfontF8f2JPxvWKJikqWC3Hck7iwoJ4bO5g7vi/TP7w/m5+ekV/T4ck30AFCzkvNXUNvLapgOdWH2B/yXHiw4N4YFpfrh3eXUureZkZgxP41Ts7eCOrUAUL8Uplx2obixKuwkR2QRWlx1yzzvv5GPp0DeWKtAQGO8JJc3QhNa4z/pqLQlrYlH5xhHfy59WNBSpYSLvndFq2F1WzOqeU1TklbMit4FS9E39fw9DuEdx3aW/GpsYwKDFcI4rkW7ukfxw3jUzi76sOMC41hvG9lTvbMhUs5JyUHK3ln5/m8tL6PMqPn2JgYhhPXpvO5YPidQHupSJDApjYJ4Y3swr576l9deEgHVp1TR3bCqrYUthYnMivahqKbAz0jOnM+N7RDHZ0Ic0RTr/4MPVMS6sI8vdl5uAEXsnMp+pknW4eSLuTX36isUBRytqcUipO1AGuyYdvGpnE2NRoRqREEhygty3Scn56RT/W7S/jh4uzeW/+OKK0nG2bpd98+Vp7jhzlH6v282ZWEXVOJ5P7xnH7uBRGpERq6J0wZ6iDD3cWsyanVNVp6TBq6hrYXlRFdn4VWwuryC6obJp3AqB7ZDDp3btwy+gk0hxdGJgYTudA/TkVz5mX4eCf6w7yzpYibhiR5OlwRL6WtZbPDpSzJLuI1TmlHCw7AUBcWCAX941jbGoUY3pFaxUycasgf1/+fN0QZj29hvtf3cI/bsnQe5s2SldY8iXWWlbnlPL3VQf4ZE8JQf4+XH2Rg9vGpNAjRrPpyucu7htLaJAfb2QVqmAh7VJdg5Pdh4+SXVDJ1oIqsguq2HPkKA1OC7guoAcldmF2eiJp3bqQlhhOhCZzkzZmUGI4feJCWZxZoIKFtFlVJ+t4Y1MB/1qfx97iYwQH+DKqRxS3jk5mbK9oesV21htGaVX94sP4ybS+PPT2Dv657iA3j0r2dEhyFipYSJPa+gbe2lzEc6sOsPvIUWJCA7nv0t7cMCJJF+hyVkH+vkxPi+fNrCIeubKeEN1lljbMWkt++UkyD5aTne+ac2LHoWpO1TsB6BLsz6DEcCb37UmaI5zB3boQF6Y7fNL2GWOYl+HgkXd3klN8lF6xoZ4OSaTJloJKXlp3kCXZRdTUORnsCOexq9KYPjhebR7icbeMTubjPSU88u5ORqRE0aer8mdboywhlB8/xb/WHeTFTw9SeqyWvl1D+cO8wcwYHK+lfuQbzRnqYMFn+by37TBXDXN4OhyRJvUNTnYeOsqG3HIyD5aTmVtB8VHXpJghAb4MTAznllGuto7Bji50i+yku3vSbs1KT+TRZbtYvLGAB6b183Q44uVOnKpnyeYi/rU+j62FVXTy9+XK9ERuGJHEIEe4p8MTaWKM4ffzBjP1iVXcvSCLt+4aozmo2hi3FCyMMVOBJwFf4B/W2t+esf9e4HagHigBbrPWHjTGpAP/A4QBDcCvrbWL3BGjwL6SYzy/+gCvbSqgps7JxD4x3D62B2N6RemiXc5ZRlIE3SI78UZWoQoW4lHHauvJyqtgQ24FGw+Wk5VXyYlTDQAkdunE6J5RDEuOJCMpgt5xoZooVjqUmNBAJvWJ5fVNhfzo0j74aUJs8YDdh4/y8vqDvL6pkKO19fSO68zDswZw5ZBEwoI0Iay0TdGdA/nj1YO55fnPeHTpTn45a6CnQ5JmWrxgYYzxBZ4GLgEKgA3GmCXW2h3NDssCMqy1J4wx/wE8BlwDnAButtbuNcYkABuNMe9baytbOk5vZa1l3f5y/rFqP8t3FRPg58OcIYncNjaF3nEaAiXnzxjD7PRE/rIih0NVJ4kP7+TpkMRLHK6qYUNuORsPVrAht5ydh6pxWvAxrr7UecMcZCRHkpEcoZ9L8QrzMhx8uPMIq/aWMqlvrKfDES9RW9/Asq2H+df6g2zIrSDA14fLB3XlxpFJDEuK0E0waRcm9I7hu2NTeG71Acb3jmFyvzhPhySN3DHCYjiQY63dD2CMWQjMApoKFtbaFc2OXwfc2Lh9T7NjiowxxUAMoILFBaprcPLulkP8Y/V+thVWExkSwPzJqdw4MomYUC3jIxdm9lAHf/4oh7c2F/H9CT09HY50QE6nZU/xUdfoidxyNuRWNC0r2snflyHdu3DXxalkJEUwpHsXQnUnT7zQpD6xRIYEsHhjvgoW4na5pcdZ8FkeizcWUH78FElRwfzk8r7MHdaNSM19Ju3Q/VP7sHZfGT96dQvvzR9HrOaxahPcUbBIBPKbPS4ARnzN8d8Flp250RgzHAgA9rVodF6mpq6Bl9Yd5B+rDnC4uoaeMSE8OmcQs4ckqj9LWkxKdAhDunfh9U0FfG98D91NkQtWU9dAdn4lmY2jJzYdrKC6ph5wDX2/KDmC745NISM5gn7xYfhr+LsIAX4+XJmeyEvrDlJx/JQmzJYWV9/g5MOdxfxr/UFW7S3F18dwSb84bhjZnTE9o/FRq520Y4F+vvzlunSm/2U1P1yczYvfGa6f6TbAHQWLs/2v2rMeaMyNQAYw4Yzt8cA/gVustc6vOPdO4E6A7t27X0i8HVJNXQMLP8vjmZX7KD5ay8gekTw6ZxATesfoF0/cYs5QBz9/cxvbi6oZmKgJteT8lB2EQ4VHAAAgAElEQVSrJfNgBZm55WQerGBbYRV1Da4/HamxnbkiLYGMpAguSo7U5JgiX2NehoPn1xxgSXYRt4xO9nQ40kEcqjrJgs/yWbQhjyPVtcSHB3HvJb255qJuWk1JOpResaH8YvoAfvLGVp5bfYA7xvfwdEhezx0FiwKgW7PHDqDozIOMMVOAnwITrLW1zbaHAe8CP7PWrvuqb2KtfRZ4FiAjI+OsBRFvdKreySuZ+Ty9IodDVTUMT4nkz9cNYWSPKE+HJh3c9EHxPPz2dt7IKlTBQs7JkuwiVu8tITO3gv2lxwEI8PVhcLdwvju2BxclRzAsKYIuwbpLLHKu+sWHMSAhjMUb81WwkAvidFo+2VvCv9bnsXznESyuPv9HrkxiUp8YTewqHdZ1w7vx8Z5iHnt/F6N6Rum61sPcUbDYAKQaY1KAQuBa4PrmBxhjhgB/A6Zaa4ubbQ8A3gD+z1q72A2xdVh1DU5e21jAXz7KobDyJEO7d+EP8wYzuqdW/JDWERESwKQ+sby1uYgHpvXVhYx8o8WZ+WwtrCIjKYKrL+pGRlIEAxPD1a4mcoHmDXPw0Ns72Hmomn7xYZ4OR9qZ0mO1LM4s4OXPDpJffpLozgF8f0JPrhvenW6RwZ4OT8TtjDH8dk4a0550LXX6zt1jCQ5wy+Kacg5a/F/eWltvjLkLeB/XsqbPW2u3G2MeBjKttUuA3wOdgcWNb6bzrLUzgauB8UCUMebWxqe81Vq7uaXj7CjqG5y8ubmIPy/fS175CQZ368Jv5gxifGq0ChXS6uYMdfDvHUdYlVPKpD6a8E2+3lPXDSU0yE9taiItbFZ6Ir9eupNXNxbw8+n9PR2OtAPWWj47UM5L6/N4b9sh6hosI3tEcv9lfblsQFcC/HQTQrxLREgAf7pmMDf8Yz2/emcHj85J83RIXsstpSJr7VJg6RnbftHs6ylfcd5LwEvuiKmjaXBa3s4u4snlezlQepyBiWE8f2sGk/rEqlAhHjOpbwzhnfx5Y1OhChbyjcKDtZKHiDtEhAQwpV8cb2YV8uNpfTUprXylqpN1vL6pgH+tzyOn+BhhQX7cODKJG0Z0p1eslrsX7za6ZzT/MaEnz6zcx/jUGKYNivd0SF5JY1vaGafTsnTbIZ74cC85xcfo2zWUv900jEv7x6lQIR4X6OfL9LR4XttUwNGaOi0tKSLiIfMyHCzbdpiPdhVz2YCung5H2qjN+ZX88u0dpHfrwu/npjE9LYFOAWrLEzntnkt6syanlB+/vpXB3bqQ0KWTp0PyOiq5txPWWt7bdohpT67irpezMMDT1w9l6d3juGxAVxUrpM2YM9RBTZ2TZdsOezoUERGvNT41hpjQQF7dWODpUKQNG9crmqV3j+PN/zeGeRndVKwQOYO/rw9PXjuE+gYn9yzaTINTaz20NhUs2jhrLR/uOML0v6zm+y9toq7ByZPXpvPef43nirR49X5LmzO0exeSo4J5Y1Ohp0MREfFafr4+zBmSyIpdxZQeq/3mE8Qr+fgY+idoYlaRr5McHcLDsway/kA5f/14n6fD8ToqWLRR1lpW7C5m1tNruP3/MjlWW8+frh7Mv+8Zz6z0RHxVqJA2yhjDlUMSWXegjMLKk54OR0TEa83LcFDvtLyZpQKyiMiFmDM0kZmDE/jTB3vIyqvwdDheRQWLNsZay+q9pVz1P2v5zv9uoPz4KR67Ko0P753AnKEOLRUp7cKcIQ6sRRfJIiIe1Cs2lPRuXVicWYC1GsYsIvJtGWN4ZPZAuoYFMX/hZo7W1Hk6JK+hd79tyKf7yrjmb+u48bn1HK6q4TezB/HRDydy9UXdNMO3tCvdo4LJSIrgjaxCXSSLiHjQ3GEOdh85yrbCak+HIiLSroUF+fPktekUVJzgwbe2ezocr6F3wW1AZm451/99Hdf9fR25Zcd5eNYAVvxoIteP6K51r6Xdmj00kZziY7pIFhHxoBmDEwj082HxxnxPhyIi0u5lJEdy9+RUXs8q1EjiVqJ3wx6UlVfBTc+tZ+5fP2XPkaP8fHp/Prl/EjePSibQT7M0S/s2fVACAb4+vLZJM9SLiHhKeCd/LhvQlbc2F1FT1+DpcERE2r27JvUiIymCn725jbyyE54Op8NTwcIDthZUcdsLG5j9zFq2F1Xzk8v78sn9k/ju2BSC/FWokI4hPNifyf1ieTu7iLoGp6fDERHxWvMyHFSdrGP5zmJPhyIi0u75+frwxLXpGAPzF2VRr+tct1LBohVl51dyx/9lMuOp1WzKq+D+qX1Ydf8k7hzfk+AAP0+HJ9LiZg9JpOz4KVbtLfF0KCIiXmt0z2jiw4PUFiIi0kIcEcH8evYgsvIq+fPyvZ4Op0PTu2Q3s9by8Z4S/vbxfj7dX0ZokB/3XtKb74xJJjTI39PhibjVxD6xRAT789qmQi7uG+fpcEREvJKvj+GqoQ6eWZnD4aoauoYHeTokEZF2b+bgBD7ZU8JTK3KYl9GNbpHBng6pQ9IICzepa3DyRlYB055cxa3/u4EDpcf56eX9WPvji7l7cqqKFeIVAvx8mDE4gQ92HKHqpJZ/am3GmKnGmN3GmBxjzI/Psv9WY0yJMWZz48ftzfY1NNu+pHUjF5GWNneYA6eFNzRJnIhIi/mvKak4Lby9pcjToXRYKli0sOO19Ty3+gATHlvBPYuycVrLH+YN5pP7J3HH+B4qVIjXmT0kkVP1TpZtPeTpULyKMcYXeBqYBvQHrjPG9D/LoYustemNH/9otv1ks+0zWyNmEXGf5OgQLkqOYPHGfC033YousHD8O2PMtsaPa1o3chE5F46IYIZ078Lb2brOdRcVLFpIydFafv/+LkY9upxfvbODbpHBPH9rBu/NH8/cYQ4tTypeK71bF3pEh/C67uq1tuFAjrV2v7X2FLAQmOXhmETEg+YN68b+kuNsyqv0dChe4UIKx8aYK4ChQDowAviRMSaslUIXkfMwIy2BnYeq2VdyzNOhdEh6F32B9pcc44HXtzLmdx/xzMp9jO4ZzRs/GM2i743i4r5x+PgYT4co4lHGGGYPSeSzA+Xkl2vpp1aUCDSfYa+gcduZrjLGbDHGvGqM6dZse5AxJtMYs84Yc6VbIxWRVnF5Wjyd/H15daOWm24lF1I47g98bK2tt9YeB7KBqW6KU0QuwBVp8RgD72iUhVuoYPEtZeVV8P1/bmTynz7mtU0FzB3mYPm9E/jrTcMY0j3C0+GJtClXDnG9T35Toyxa09mqpWeOA38bSLbWpgEfAi8229fdWpsBXA88YYzpedZvYsydjYWNzJISrQYj0pZ1DvRj2qCuvJNdxMlTDZ4OxxtcSOE4G5hmjAk2xkQDk4BuZzlXRDwsLiyIi5IjeXtLkVru3EAFi/PgdFqW7zzC1X/7lNnPrGXtvlL+38RerPnvi/nN7EH0iOns6RBF2qRukcEMT4nkjaxCJfLWU8AXL24dwBdmhLLWlllraxsf/h0Y1mxfUePn/cBKYMjZvom19llrbYa1NiMmJqblohcRt5g3rBtHa+t5f/thT4fiDb514dha+29gKbAWWAB8CtSf9ZuocCzicTPS4skpPsbuI0c9HUqHo4LFOThV72RxZj6XPfEJ330xk4LyE/x8en/WPjCZ+y7rQ0xooKdDFGnz5gxJZH/pcbILqjwdirfYAKQaY1KMMQHAtcAXVvswxsQ3ezgT2Nm4PcIYE9j4dTQwBtjRKlGLiFuNSImkW2QntYW0jgstHP+6cV6LS3AVP/ae7ZuocCziedMGxeOjthC3UMHiaxytqePZT/Yx/rEV/OjVLfj6GB6/ZjAf3z+J745NoXOgn6dDFGk3pg2KJ8DPh9c36SK5NVhr64G7gPdxFSJesdZuN8Y8bIw5verH3caY7caYbOBu4NbG7f2AzMbtK4DfWmtVsBDpAHx8DFcNdbBmXymFlSc9HU5HdyGFY19jTFTj12lAGvDvVolaRM5bdOdARveM5h21hbQ4veM+i+LqGp5fk8u/1h3kaG09o3tG8bu5aYxPjcYYTaIp8m2Ed/Lnkv5xvJ1dxM+u6K+Vc1qBtXYpriHFzbf9otnXDwAPnOW8tcAgtwcoIh5x1VAHT3y4l9c2FnD35FRPh9NhWWvrjTGnC8e+wPOnC8dAprV2Ca7C8Uxc7R7lfF449gdWNV53VgM3NhaiRaSNmp4Wz49f38r2omoGJoZ7OpwOQwWLZnKKj/H3T/bzRlYh9U4n0wbF873xPUhzdPF0aCIdwpwhiby75RAf7ynhkv5xng5HRMQrdYsMZnTPKF7dWMBdk3ppRTM3uoDCcQ2ulUJEpJ2YOrArP3tzG29nF6lg0YJ0ixPIzC3njv/LZMqfPubNzYVcc1E3Vtw3kaevH6pihUgLGt87hqiQALWFiIh42NxhDvLKT7Aht9zToYiIdAhdggMYlxrNO1sOqS2kBXltwcLptPx7+2Gu+p+1zP3rp2zILefuyams/fHF/OrKgSRFhXg6RJEOx9/XhxmDE1i+s5iqE3WeDkdExGtNGxhP50A/FmvyTRGRFjM9LYHCypNk5Vd6OpQOwysLFll5FUx5/GPu/OdGDlfV8NCM/qz98cXce0lvojprxQ8Rd5ozNJFTDU7e3apZlEVEPKVTgC/T0+JZuvUQx2s1NYKISEu4ZEAcAb4+Wi2kBXllwaJreBChQf48eW06H/9oIreOSSE4QNN5iLSGQYnh9IrtrLYQEREPmzvMwYlTDSxVAVlEpEWEBfkzoU8M724twulUW0hL8MqCRXx4J976f2OYlZ6In69X/hOIeIwxhtlDEsk8WEFe2QlPhyMi4rWGJUXQIzpEbSEiIi1oxuAEjlTXao6gFqJ36yLS6q4ckgjAG1mFHo5ERMR7GWO4apiDzw6Uc7DsuKfDERHpECb3jSXI34d3tmj0WktQwUJEWl1il06M6hHF61kFmkVZRMSDrhrqwMfAaxplISLSIkIC/ZjcN46lWw9R3+D0dDjtngoWIuIRs4cmcrDsBJvyNIuyiIindA0PYmxqDK9tKlS/tYhIC5meFk/Z8VOs26+2kAulgoWIeMS0gV0J9PPhjSzd1RMR8aR5wxwUVp5k7b4yT4ciItIhTOobS0iAL+9sKfJ0KO2e2woWxpipxpjdxpgcY8yPz7L/XmPMDmPMFmPMcmNMUrN9txhj9jZ+3OKuGEXEc0KD/LlsQFfezj5EbX2Dp8MREfFal/SPIyzIj1c35ns6FBGRDiHI35dL+sfx3vbDnKpXW8iFcEvBwhjjCzwNTAP6A9cZY/qfcVgWkGGtTQNeBR5rPDcSeBAYAQwHHjTGRLgjThHxrNlDE6k6WceKXSWeDkVExGsF+fsyMz2BZdsOU11T5+lwREQ6hOlpCVSeqGNNTqmnQ2nX3DXCYjiQY63db609BSwEZjU/wFq7wlp7ek3DdYCj8evLgA+steXW2grgA2Cqm+IUEQ8a1yua6M6BagsREfGwecO6UVvv5J1szWovItISxvWOJjTIj7fVFnJB3FWwSASajyssaNz2Vb4LLDufc40xdxpjMo0xmSUlujsr0h75+fowKz2Bj3YVU3H8lKfDERHxWmmOcHrHdVZbiIhICwn082XqgK58sP0INXVqf/623FWwMGfZdtapp40xNwIZwO/P51xr7bPW2gxrbUZMTMy3DlREPGv2kETqGizvbNVdPRERTzHGMHeYg015leQUH/N0OCIiHcL0wQkcra3nkz26wf5tuatgUQB0a/bYAXxpLIwxZgrwU2Cmtbb2fM4VkY5hQEIYveM688YmtYWIiHjSlUMS8fUxvLpR+VhEpCWM7hlFRLA/b2/Rjblvy10Fiw1AqjEmxRgTAFwLLGl+gDFmCPA3XMWK4ma73gcuNcZENE62eWnjNhHpgIwxzBnquqt3oPS4p8MREfFasaFBTOoTw+ubCqhv0Kz2IiIXyt/Xh6kD41m+8wgnT6kt5NtwS8HCWlsP3IWr0LATeMVau90Y87AxZmbjYb8HOgOLjTGbjTFLGs8tB36Fq+ixAXi4cZuIdFCz0hMwBt7IKvR0KCIiXm3uMAfFR2tZpVntRURaxIzB8Zw41cBHu4q/+WD5Ej93PbG1dimw9Ixtv2j29ZSvOfd54Hl3xSYibUt8eCdG94zijawC7pmSijFnm8pGRETc7eK+cUSGBPBqZgGT+sR6OhwRkXZvREoUMaGBvLOliCvS4j0dTrvjrpYQEZHzMmeIg/zyk2QerPB0KCIiXivAz7V60wc7jlB5Qqs3iYhcKF8fw+UDu/LRrmKO1dZ7Opx2RwULEWkTpg7sSid/X17fpLYQERFPmjvMwakGJ0uyNee5iEhLmD44gdp6Jx/uOOLpUNodFSxEpE0ICfTjsgFxvLOlSGtVi4h40ICEcPrHh7E4U6uFiIi0hGHdI4gPD+KdLSoEny8VLESkzZgz1MHRmnpNSiQi4mHzMhxsLaxi1+FqT4ciItLu+fgYrhgUz8d7Sqg6UefpcNoVFSxEpM0Y0yua2NBAtYWIiHjYrPRE/H0Nr2qUhYhIi5g+OIG6Bsv7Ow57OpR2RQULEWkzfH0Ms9ITWLm7mLJjtZ4OR0TEa0WGBDC5bxxvbv7/7N19kFz1fef7z2eepe6ZQdL0SGpJIHVL2MxgGYwgdrzGiePYIiEisXECSWpN3XhJNuGyVU5SC3e3yF1cvjexN5vU1rIV42wSe7e8mOA8CFYOxo7t3GSNI9kgYUnGSMODhAQaPT9rnr73j+4RzTCSRtJ0n+4+71dVl/uc/p3p72GoH8ff+f2+31c1Oj6RdDgA0PDeubRXy+bP0RNb9iYdSkMhYQGgrnzkXUs1NhFM5gCQsI+tWar9x0f0TbbpAcBls61bV+f1Tzv26+AJujDNFAkLAHXlmsU9evuibv3VM2wLAYAkvf/qnPqynXrse2wLAYDZcOvqxRqfCP3dD9gWMlMkLADUnY+8a4k27zqsncPHkw4FAFKrrbVFH3nXEv39D/dpP9v0AOCyDSzuUaEvo8dpGz1jJCwA1J3brluiFkt/TfFNAEjUx24obdP7G1a9AcBlK20LWazvvnhA+46dTjqchkDCAkDdWdjTpfeu7NNfP/OqJiYi6XAAILVWLezWO5ddoce+t1sRzMcAcLl+7p15TYT01efYFjITJCwA1KWPvGuJXj18Sv/80sGkQ2lYttfaft72Dtv3TfP5XbaHbT9bfn2i4rOP236h/Pp4bSMHUE9uv2GpfvjaMW3dczTpUACg4a1a2K23LezWE1vYFjITJCwA1KUPDy7S3I5WtoVcItutkh6SdIukAUl32h6YZuiXI+K68utPy9fOl/R7kn5M0k2Sfs/2vBqFDqDOrFudV0dbi/5y066kQwGApnDr6sXa+NIh7Tl8KulQ6h4JCwB1aW5Hm9Zeu0gbntur06PjSYfTiG6StCMihiJiRNIjkm6b4bUflvRURByMiEOSnpK0tkpxAqhzvXPb9eHBRfrbzXt0Zoz5GAAu163vzEuSNjy3N+FI6h8JCwB16yPXL9WxM2N6atvrSYfSiJZIqvxz6O7yuak+anuL7cdsL7vIawGkxO03LNXhk6P6xvZ9SYcCAA1vRV9G1y7p0eNbSFhcCAkLAHXrPcUFWtTTpb+mOv2l8DTnplbMe1zS8ohYLenrkr5wEdeWBtp3295ke9Pw8PAlBwugvv2LlX1a3NvFthAAmCW3rs5r867D2nXwZNKh1DUSFgDqVmuLddv1eX37R8Paf/xM0uE0mt2SllUcL5X0pupOEXEgIib/wX5e0g0zvbbiZzwcEWsiYk0ul5uVwAHUn9YW6yPvWqJv/2hYrx+lFR8AXK6ffcdiSdLjFN88LxIWAOraR65fqvGJ0Ppnmcwv0kZJq2yvsN0h6Q5J6ysH2F5ccbhO0vby+yclfcj2vHKxzQ+VzwFIsY++a6kmQqx6u0iX2bHpM7a32t5u+z/bnm4FHIAGtGz+XF237Ao9sZltIedDwgJAXXvbom4N5nt4QL5IETEm6R6VEg3bJT0aEVttP2h7XXnYveUH4c2S7pV0V/nag5I+pVLSY6OkB8vnAKRYIZfVmqvm6S837VLEtLvEMMVldmz6cUnvlbRa0rWSbpT0/tpEDqAWfu6deW3be1RDw8eTDqVukbAAUPd+4foleu7VI3rh9WNJh9JQImJDRFwdEcWI+HT53AMRsb78/v6IGIyId0bET0bEDyuu/bOIWFl+/XlS9wCgvnxszVLtHD6hZ3YdTjqURnE5HZtCUpekDkmdktolUYUaaCI/+47FsqUnKL55TiQsANS9ddfl1dpi/RWrLAAgUT/zjsVqsfSt5ymyO0OX3LEpIr4j6ZuS9pZfT0bE9mmuBdCgFvV26car5uvxzWx9PhcSFgDqXn93l963qk9/+8yrmphgGTIAJKW7q11L581l+fLMXXLHJtsrJV2jUuHjJZI+YPvmt3wB3ZqAhnbrOxfrhX3H9fxrrCSeDgkLAA3hF65foj1HTuvpFw8kHQoApFohl9HQ8Imkw2gUl9Ox6RckPR0RxyPiuKSvSnr31C+gWxPQ2G65trRy7Qm6hUyLhAWAhvChgUXKdrbpr77PthAASFIxl9WL+0+w4m1mLqdj0yuS3m+7zXa7SgU32RICNJlcd6feU1ygJ7bspaDxNEhYAGgIczpatfbaRXryB6/xkAwACSrkMjo1Oq69R08nHUrdu5yOTZIek7RT0nOSNkvaHBGP1/QGANTEravzenH/CW3dczTpUOoOCQsADeP6K6/QsTNj2nPkVNKhAEBqFfqykkQdixm61I5NETEeEb8eEddExEBEfDLJ+wBQPWsHF6mtxXqcbSFvQcICQMMo5koPyTvZOw0AiSnmMpJEHQsAmCXzMh36F6v69MRmtoVMRcICQMM4m7DYx1/1ACApue5OZTvbWGEBALPo1tV5vXr4lJ7ZdTjpUOoKCQsADaMv26HeOe3ayUMyACTGtoq5jIb2s8ICAGbLhwYXqqO1RU9s3pt0KHWFhAWAhjH5kEzCAgCSVchl2RICALOop6tdN1+d04bn9lJgvkLVEha219p+3vYO2/dN8/nNtr9ve8z27VM++0y5WvJ22//ZtqsVJ4DGUsxlqWEBAAkr9GX06uFTOjkylnQoANA0fu6di/Xa0dPa9PKhpEOpG1VJWNhulfSQpFskDUi60/bAlGGvqNS26UtTrv1xSe+VtFrStZJuVKnvNACo2J/V8LEzOnJqNOlQACC1CuWaQi+yLQQAZs0Hr1morvYWPb6ZbiGTqrXC4iZJOyJiKCJGJD0i6bbKARHxUkRskTQx5dqQ1CWpQ1KnpHZJr1cpTgANZrLwJsXeACA5BTqFAMCsy3S26QNv79dXf7BXY+NT/29yOlUrYbFE0q6K493lcxcUEd+R9E1Je8uvJyNi+9Rxtu+2vcn2puHh4VkIGUAjmGynx7YQAEjOir6MbBIWADDbbl2d1/7jI/ruiweTDqUuVCthMV3NiRlVDrG9UtI1kpaqlOT4gO2b3/LDIh6OiDURsSaXy11WsAAax7L5c9XeagpvAkCCutpbteSKORraz1wMALPpJ9/Wr0xHq57YwrYQqXoJi92SllUcL5U003/ivyDp6Yg4HhHHJX1V0rtnOT4ADaq9tUVXLcho5z4ekgEgSYVcluQxAMyyOR2t+uDAQn31B69plG0hVUtYbJS0yvYK2x2S7pC0fobXviLp/bbbbLerVHDzLVtCAKQXrU0BIHmFvoxeHD6hCNrvAcBsunV1XodPjuofd+xPOpTEVSVhERFjku6R9KRKyYZHI2Kr7Qdtr5Mk2zfa3i3pY5I+Z3tr+fLHJO2U9JykzZI2R8Tj1YgTQGMq5rJ6+cBJss4AkKBiLqMTI+N6/eiZpEMBgKZy89V96u5q0xOb9yYdSuLaqvWDI2KDpA1Tzj1Q8X6jSltFpl43LunXqxUXgMZXzGU1NhF6+cBJrezPJh0OAKRSoaJr06LeroSjAYDm0dnWqg8PLtKTP3hNZ8auVWdba9IhJaZaW0IAoGqK5SQF20IAIDmTbaZ37qdTCADMtltXL9axM2P69vPp7ohJwgJAwymcbW1KwgIAkrKwp1OZjlaKIANAFbx3ZZ/mzW3XE1vSvS2EhAWAhtPT1a6FPZ3auY+/6gFAUmxrRS6jIVZYAMCsa29t0dprF+nr21/XqZHxpMNJDAkLAA2pSDs9AEhcoS+rIeZiAKiKn1ud18mRcX3z+X1Jh5IYEhYAGtJkwoJ2egCQnEIuo1cPn9Lp0fT+9Q8AquXHCgvUl+3U45v3JB1KYkhYAGhIxVxGx06Pafg47fQAICnFXFYR0ksH2BYCALOttcX6mXcs0t//cJ+OnxlLOpxEkLAA0JDOdgqhjgUAJOZsEWTmYgCoiltX53VmbELf2P560qEkgoQFgIZ0tp0ee6cBIDEr+koJC+pYAEB1rLlqnhb1dOnxzensFkLCAkBDWtTTpbkdrSQsACBBczvalO/tolMIAFRJS4v1s6sX69s/2qcjp0aTDqfmSFgAaEgtLVYhl9HOYR6SASBJhRydQgCgmm5dvVij46GvbX0t6VBqjoQFgIZVzGW1cx8PyQCQpGIuo6HhE3RtAoAquW7ZFVo6b46e2JK+bSEkLAA0rGIuq1cPn9KpEdrpTcf2WtvP295h+77zjLvddtheUz5ebvuU7WfLrz+pXdQAGk0hl9WxM2MaPkbXJgCoBtu6dXVe/7Rjvw6eGEk6nJoiYQGgYVF489xst0p6SNItkgYk3Wl7YJpx3ZLulfTdKR/tjIjryq/fqHrAABrW2U4hbNEDgKq5dfVijU2E/u4H6doWQsICQMMq9k8+JJOwmMZNknZExFBEjEh6RNJt04z7lKTPSDpdy+AANI9COXk8tJ+5GACqZTDfoxV9GT2xZU/SodQUCQsADWv5goxazF/1zmGJpF0Vx7vL586yfb2kZRHxxDTXr5oaiBkAACAASURBVLD9jO1v235fFeME0OAW93Spq71FQ8zFAFA1pW0hi/X00IFUbcEjYQGgYXW1t2rZ/LmssJiepzl3tiKe7RZJfyTpt6cZt1fSlRFxvaRPSvqS7Z5pv8S+2/Ym25uGh4dnIWwAjaalxSr00SkEAKrt596Z10RIX/1BeopvkrAA0NDoFHJOuyUtqzheKqlyDWG3pGslfcv2S5LeLWm97TURcSYiDkhSRHxP0k5JV0/3JRHxcESsiYg1uVyuCrcBoBHQZhoAqu/qhd26emFWj29Oz7YQEhYAGloxl9GL+09ofIJ2elNslLTK9grbHZLukLR+8sOIOBIRfRGxPCKWS3pa0rqI2GQ7Vy7aKdsFSaskDdX+FgA0ikIuq92HTurMGF2bAKCabl2d18aXDmnvkVNJh1ITJCwANLRiLqszYxPaczgdk/ZMRcSYpHskPSlpu6RHI2Kr7Qdtr7vA5TdL2mJ7s6THJP1GRBysbsQAGlkxl9FESC8fOJl0KADQ1G5dvViS9L+2pGNbSFvSAQDA5Sj2l6rT7xg+rmXz5yYcTX2JiA2SNkw598A5xv5ExfuvSPpKVYMD0FQKfeVOIcPHdfXC7oSjAYDmVchlNZjv0eNb9uoT7yskHU7VscICQEMrltvpUccCAJJTyE22maaOBQBU2wevWajNuw7r+JmxpEOpOhIWABra/EyH5s1t5yEZABKU6WzTop4uWpsCQA28Y0mvJGn73qMJR1J9JCwANLxiLktrUwBIWKlTCHNxJdtrbT9ve4ft+6b5/C7bw7afLb8+UT7/kxXnnrV92vbP1/4OANSjwSWlbvNbXz2ScCTVR8ICQMMr5rIa4iEZABJVyGU0NHxcEXRtkqRyt6WHJN0iaUDSnbYHphn65Yi4rvz6U0mKiG9OnpP0AUknJX2tVrEDqG+Lero0P9OhbaywAID6V+zPaP/xER0+OZJ0KACQWoW+rI6eHtOBE8zFZTdJ2hERQxExIukRSbddws+5XdJXI4IWLAAkSbY1mO/R1j0kLACg7p0tvMneaQBIzGTXJupYnLVE0q6K493lc1N91PYW24/ZXjbN53dI+p/n+hLbd9veZHvT8PDw5UUMoGEM5Hv0o9ePaWRsIulQqoqEBYCGR6cQAEheoa/UKYQtemd5mnNT98s8Lml5RKyW9HVJX3jTD7AXS3qHpCfP9SUR8XBErImINblc7jJDBtAoBvO9Gh0PvbDvWNKhVBUJCwANb9n8uepobaHYGwAkaMkVc9TZxlxcYbekyhUTSyXtqRwQEQci4kz58POSbpjyM35R0l9HxGjVogTQkAbz5cKbTb4thIQFgIbX2mKt6KM6PQAkqaU8F7Ml5KyNklbZXmG7Q6WtHesrB5RXUExaJ2n7lJ9xp86zHQRAeq1YkNHcjlZtI2Fx8WbQwulm29+3PWb79imfXWn7a7a3295me3k1YgTQXIr9GWpYAEDCCrmMhvYzF0tSRIxJukel7RzbJT0aEVttP2h7XXnYvba32t4s6V5Jd01eX34GXibp27WMG0BjaGmxrlnco617mru1adts/8CKFk4/rdJSuI2210fEtophr6g0If/OND/ii5I+HRFP2c5Kau4qIgBmRTGX1ZNbX9eZsXF1trUmHQ4ApFKhrzQXj4xNqKONhbwRsUHShinnHqh4f7+k+89x7UuavkgnAEgqbQv5yvd2a2Ii1NIyXdmcxleN/5JcsIVTRLwUEVs0JRlR7k3dFhFPlccdp4UTgJko5rIanwi9coApAwCSUuzPlObig8zFAFBtg/kenRgZ18tNPOdWI2Ex0xZO07la0mHbf2X7GdufLa/YAIDzeqO1KXUsACAphT7mYgColcF8ryQ19baQaiQsZtLC6VzaJL1Ppa0iN0oqqGIv35u+hJ7TACoUcqV2etSxAIDkTM7FFN4EgOpbtTCrthY3daeQaiQsLtjC6QLXPlPeTjIm6W8kvWu6gfScBlAp09mmxb1d2rmPv+oBQFK6u9qV6+7UECssAKDqOttatWphNwmLi3TBFk4XuHae7ckMxAckbTvPeAA4q5jLsgwZABJW6KNTCADUymC+R9v2HFHETDc1NJZZT1jMpIWT7Rtt75b0MUmfs721fO24SttBvmH7OZW2l3x+tmME0JyKuVJr02adsAGgERT7s6ywAIAaGcz3aP/xEe07dibpUKpi1tuaSjNq4bRRpa0i0137lKTV1YgLQHMr9md1/MyY9h07o4U9XUmHAwCpVOjL6NDJUR08MaL5mY6kwwGApjawuEdSqfBmMz7/0iAbQNM42ymEOhYAkJjJuZhVFgBQfQP5csLi1easY0HCAkDTWNlfekjewUMyACSGTiEAUDvdXe26asHcpi28ScICQNPo7+5UtrONFRYAkKCl8+aqo7VFO/czFwNALQzme7R175Gkw6gKEhYAmobts4U3AQDJaG2xlvfNZYUFANTIYL5Xuw6e0pFTo0mHMutIWABoKrQ2BYDkFfqYiwGgVibrWGxrwm0hJCwANJVif1Z7j5zW8TNjSYcCAKlVyGX0yoGTGh2fSDoUAGh6g/k3OoU0GxIWAJpKsVzs7UWWIgNAYgq5rMYmQrsOnkw6FABoev3dXcp1d2rbXlZYAEBdO9valKXIAJAYOoUAQG0N5nvYEgIA9e7KBXPV2mISFgCQoGJfKXk8RKcQAKiJwXyPXth3XKdHx5MOZVaRsADQVDrbWnXl/LkkLAAgQb1z29WX7WCFBQDUyGC+V+MToR+9fizpUGYVCQsATaeYy2jnPh6SASBJdAoBgNp5o/Bmc20LIWEBoOkUc1m9uP+Exici6VAAILUKuQwrLACgRpbNm6vuzram6xRCwgJA0ynmshoZn9DuQ+muTm97re3nbe+wfd95xt1uO2yvqTh3f/m6521/uDYRA2gmhVxGB06M6MjJ0aRDAYCm19JiXZPvYYUFANS7Yn+pOn2alyLbbpX0kKRbJA1IutP2wDTjuiXdK+m7FecGJN0haVDSWkn/tfzzAGDGznZtovAmANTEYL5HP9x7rKlWGZOwANB0Jh+Sd+xL9UPyTZJ2RMRQRIxIekTSbdOM+5Skz0g6XXHuNkmPRMSZiHhR0o7yzwOAGSuU52K2hQBAbQzme3VqdFwvNlGimIQFgKZzxdwO9WU70l54c4mkXRXHu8vnzrJ9vaRlEfHExV4LABeybN4ctbfSZhoAaqUZC2+SsADQlAq51Fen9zTnzq4PtN0i6Y8k/fbFXvumgfbdtjfZ3jQ8PHxJgQJoTm2tLbpy/lwNpXsuBoCaWdmfVUdbCwkLAKh3RRIWuyUtqzheKmlPxXG3pGslfcv2S5LeLWl9ufDmha49KyIejog1EbEml8vNYvgAmkEhl2VLCADUSHtri962sLupOoWQsADQlIq5jA6dHNXBEyNJh5KUjZJW2V5hu0OlIprrJz+MiCMR0RcRyyNiuaSnJa2LiE3lcXfY7rS9QtIqSf9c+1sA0OgKuYxePnCyqQrAAUA9Gyx3ColojnmXhAWAplTsL1enT+kqi4gYk3SPpCclbZf0aERstf2g7XUXuHarpEclbZP0d5J+KyLGqx0zgOZDm2kAqK3BfI8OnxzVniOnLzy4AbQlHQAAVMPKyXZ6+47rxuXzE44mGRGxQdKGKeceOMfYn5hy/GlJn65acABSoZh7o830VQsyCUcDAM1vIN8rSdr66hEtuWJOwtFcPlZYAGhK+SvmqLOtJbUrLACgHhT6aG0KALV0zeJu2c3TKYSEBYCm1NpirejLaCcPyQCQmHmZDs2b285cDAA1MrejTSv6MiQsAKDeFftT3ykEABJX6hTCXAwAtTKY79W2JukUQsICQNMq5rLadfCkTo9SLxIAklLMZTS0nxUWAFArg/ke7TlyWoeaoFseCQsATauYy2gipJcPUJ0eAJJSyGU1fOyMjp4eTToUAEiFwXyPpOaoY0HCAkDTWpny1qYAUA8KfaXuIBTeBIDaGCx3Ctm2t/G3hZCwANC0JqvT79hHwgIAklLITXYKSd9cbHut7edt77B93zSf32V72Paz5dcnKj670vbXbG+3vc328lrGDqBxzc90aHFvV1OssGhLOgAAqJY5Ha1acsUcVlgAQIKunD9XrS1O3QoL262SHpL005J2S9poe31EbJsy9MsRcc80P+KLkj4dEU/ZzkqaqG7EAJrJYL6nKRIWrLAA0NToFAIAyepoa9FV8+dqaH/q5uKbJO2IiKGIGJH0iKTbZnKh7QFJbRHxlCRFxPGIoCATgBkbyPdqaPi4To00dvH5qiUsZrAE7mbb37c9Zvv2aT7vsf2q7f9SrRgBNL9iLqOd+05oYiKSDgUAUqtQnotTZomkXRXHu8vnpvqo7S22H7O9rHzuakmHbf+V7Wdsf7a8YgMAZmQw36OJkLa/1tirLKqSsKhYAneLpAFJd5YzxZVekXSXpC+d48d8StK3qxEfgPQo5rI6NTqu146eTjoUAEitQi6rFw+c0Hi6ksee5tzUfwCPS1oeEaslfV3SF8rn2yS9T9LvSLpRUkGl5+a3fol9t+1NtjcNDw/PRtwAmkCzdAqp1gqLCy6Bi4iXImKLptmPZ/sGSQslfa1K8QFIiWKOTiEAkLRCX0YjYxPac/hU0qHU0m5JyyqOl0raUzkgIg5ExJny4ecl3VBx7TPlZ+kxSX8j6V3TfUlEPBwRayJiTS6Xm9UbANC4llwxR71z2rVtT2N3CqlWwmKmS+DewnaLpD+U9LsXGEc2GcAFFftL7fR20ikEABJTSGfyeKOkVbZX2O6QdIek9ZUDbC+uOFwnaXvFtfNsT2YgPiBparFOADgn201ReLNaCYuZLIE7l9+UtCEidp1vENlkADORy3aqu6tNO1NWnR4A6kkxV0oep6lTSHllxD2SnlQpEfFoRGy1/aDtdeVh99reanuzpHtV3vYREeMqbQf5hu3nVHq2/nyt7wFAYxvM9+iHrx3T6HjjNhmqVlvTCy6BO4/3SHqf7d+UlJXUYft4RLylcCcAXIhtFXN0CgGAJM3PdKh3TnvqOoVExAZJG6ace6Di/f2S7j/HtU9JWl3VAAE0tcF8r0bGJrRz+Ljevqgn6XAuSbVWWFxwCdy5RMSvRMSVEbFcpczyF0lWALgcJCwAIFm209opBAASc7bw5quNuy2kKgmLmSyBs32j7d2SPibpc7a3ViMWACj2Z/T60TM6dno06VAAILUKfdnUrbAAgCQVcll1tbc0dB2Lam0JmckSuI0qbRU538/4C0l/UYXwAKTIynKxt6HhE3rnsisSjgYA0qmQy+gr39+t42fGlO2s2iMoAKCstcV6+6IebW3gTiHV2hICAHWj2J/K6vQAUFcm20y/mKLCmwCQtMF8j7btPaqImfbAqC8kLAA0vSvnz1Vbi0lYAECCznYKYVsIANTMYL5Xx06PadfBU0mHcklIWABoeu2tLbpqwVzt2MdDMgAk5coFc9ViaSdzMQDUzNnCmw26LYSEBYBUKHUKYRkyACSls61Vy+bP1c79zMUAUCtvW9St1hY3bOFNEhYAUqHYn9XLB05odHwi6VAAILUKfRkNkTwGgJrpam/VylyWFRYAUM+KuaxGx0O7Dp5MOhQASK1iLqsX9x/XxERjFn8DgEY0kO9hhQUA1LPJYm9sCwGA5BRyWZ0endDeo6eTDgUAUmMw36N9x85o+NiZpEO5aCQsAKRCIUdrUwBIWmEyeUzhTQComYEGLrxJwgJAKvTOaVeuu5OHZABI0GTCYojkMQDUzODiXknStr2Nty2EhAWA1CjmMqywAIAE5bKd6u5s0xCdQgCgZnrntmvpvDkNWceChAWA1JhsbRpBsTcASIJtFXJ0CgGAWhvM92gbCQsAqF/FXFZHTo3qwImRpEMBgNQq5rJsCQGAGhvM9+rF/Sd0/MxY0qFcFBIWAFJjZX+58CZ1LAAgMYVcRnuOnNbJkcZ6aAaARjZYLry5vcHqWJCwAJAaxcmERUqWIttea/t52zts3zfN579h+znbz9r+R9sD5fPLbZ8qn3/W9p/UPnoAzWqyaxPbQgCgdgbzpcKbW19trE4hbUkHAAC1srinS3PaW1NReNN2q6SHJP20pN2SNtpeHxHbKoZ9KSL+pDx+naT/JGlt+bOdEXFdLWMGkA5nO4XsP6Frl/QmHA0ApMPCnk4tyHQ0XOFNVlgASI2WllKxtx3p2BJyk6QdETEUESOSHpF0W+WAiKj8L1ZGEtVIAVTd8gUZ2bQ2BYBasq2BfA8JCwCoZ6VOIal4SF4iaVfF8e7yuTex/Vu2d0r6jKR7Kz5aYfsZ29+2/b5zfYntu21vsr1peHh4tmIH0MS62lu1dN4ctoQAQI0N5nv1wr5jGhmbSDqUGSNhASBVirmsXj18SqdGxpMOpdo8zbm3rKCIiIcioijp30r69+XTeyVdGRHXS/qkpC/Z7pnuSyLi4YhYExFrcrncLIUOoNkV+lKTPAaAujGY79HoeOhHrx9LOpQZI2EBIFWK/RlFSC/ub/q/7O2WtKzieKmkPecZ/4ikn5ekiDgTEQfK778naaekq6sUJ4AUKuQyenH/CUWwEw0AamWyU8i2BtoWQsICQKoUc5OdQpr+L3sbJa2yvcJ2h6Q7JK2vHGB7VcXhz0p6oXw+Vy7aKdsFSaskDdUkagCpUMhldXJkXK8dPZ10KACQGssXZJTpaNXWPY3TKYQuIQBSZUVfqdhbsycsImLM9j2SnpTUKunPImKr7QclbYqI9ZLusf1BSaOSDkn6ePnymyU9aHtM0rik34iIg7W/CwDNqthX7hQyfEKLe+ckHA0ApENLi3XN4sYqvEnCAkCqTBZ725mCYm8RsUHShinnHqh4/2/Ocd1XJH2lutEBSLNif2m129Dwcb13ZV/C0QBAegzme/TY93ZrYiLU0jJdybP6wpYQAKlTzGW1Mx2tTQGgLvV3dyrT0ZqK5DEA1JPBfK9OjIzrpQONMf+SsACQOsVcVkP7j2tigmJvAJAE2yqkp800ANSNgXLhzUbZFkLCAkDqrOzP6vTohPYcOZV0KACQWoVcRkOssACAmrp6YbfaW03CAgDq1RudQnhQBoCkFPqy2nPklE6PjicdCgCkRkdbi1b1dzdMpxASFgBSp5grVaenjgUAJKfYn1GE9OJ+kscAUEuD+R5t23NUEfW/PZqEBYDUmZ/p0BVz29k7DQAJKvRNdgohYQEAtTSY79GBEyN6/eiZpEO5IBIWAFLHtoq5rHawwgIAErOir7zajeQxANTUQL5XkrRtb/1vC6lKwsL2WtvP295h+75pPr/Z9vdtj9m+veL8dba/Y3ur7S22f6ka8QFAMZehhgUAJGhOR6uWXDFHQyQsAKCmrlncLUna+mr9F96c9YSF7VZJD0m6RdKApDttD0wZ9oqkuyR9acr5k5L+ZUQMSlor6Y9tXzHbMQJAMZfV/uNndOTkaNKhAEBqFXIZDVHDAgBqqrurXcsXzG2ITiHVWGFxk6QdETEUESOSHpF0W+WAiHgpIrZImphy/kcR8UL5/R5J+yTlqhAjgJQ72ylkP3/ZA4CkFHNZDQ2faIjCbwDQTAbzvdqa0i0hSyTtqjjeXT53UWzfJKlD0s5ZigsAzir2lxMW1LEAgMQUchkdPzOm4WP1X/jtUsxgm/RdtodtP1t+faLis/GK8+trGzmAZjeQ79Gug6d05FR9rzZuq8LP9DTnLiptbnuxpP8u6eMRMXGOMXdLuluSrrzyyouNEUDKLZs3R+2tpo4FACRoslPIjuHj6u/pSjia2VWxTfqnVfoD3kbb6yNi25ShX46Ie6b5Eaci4rpqxwkgnQbzPZKkbXuO6j3FBQlHc27VWGGxW9KyiuOlkvbM9GLbPZL+l6R/HxFPn2tcRDwcEWsiYk0ux64RABenrbVFyxdkqE4PAAkq5EqdQpq0tekFt0kDQFIGy51Ctu6p720h1UhYbJS0yvYK2x2S7pA0o2Vs5fF/LemLEfGXVYgNAM4q5rIkLAAgQYt6ujSnvbVZExYz3Sb90XJ3vMdsV/7Rr8v2JttP2/75c32J7bvL4zYNDw/PUugAml2uu1P93Z3aVueFN2c9YRERY5LukfSkpO2SHo2IrbYftL1OkmzfaHu3pI9J+pztreXLf1HSzZLuqtizx1I4AFVR7M/olQMnNTo+7c4zAECVtbRYK/oyGmrOAsgz2Sb9uKTlEbFa0tclfaHisysjYo2kX1apc15xui9h1TGASzWY76n7TiHVqGGhiNggacOUcw9UvN+o0laRqdf9D0n/oxoxAcBUK/uzGpsIvXzgpFaWi3ACAGqr2J/V5l2Hkw6jGi64TToiDlQcfl7SH1R8tqf8v0O2vyXpelGMHsAsGsz36h9e2K/To+Pqam9NOpxpVWNLCAA0hLOtTdkWAgCJKfRltOvQSZ0eHU86lNl2wW3S5ULzk9aptDpZtufZ7iy/75P0XklTi3UCwGUZzPdofCL0/GvHkg7lnEhYAEitAgkLAEhcIZdRhPTygZNJhzKrZrJNWtK9trfa3izpXkl3lc9fI2lT+fw3Jf3+NN1FAOCyvFF4s363hVRlSwgANIJsZ5sW9XRp576mLPYGAA1hcrXb0PBxvW1Rd8LRzK4ZbJO+X9L901z3vyW9o+oBAki1ZfPnqLurra47hbDCAkCqFftpbQoASVrRV25tup/kMQDUkm0NLK7vwpskLACkWjGX1c59xxUxtXA7AKAWMp1tWtzbRfIYABIwmO/VD187qvGJ+nwWJmEBINWKuayOnRnT8LEzSYcCAKlVyGW0c5gVFgBQa4P5Hp0endBQnSaNSVgASLXJvdM76nSSBoA0KPRlNTTMajcAqLXBJT2S6rfwJgkLAKlW7C/tneYvewCQnEIuo2Onx7T/+EjSoQBAqhRzWXW0tdRt4U0SFgBSbVFPl+Z2tGrnPlZYAEBSChWdQgAAtdPe2qK3L+pmhQUA1CPbpcKbPCQDQGKKOTqFAEBSBvOlTiH1uC2PhAWA1CvmMhpiSwgAJCbfO0dd7S2sdgOABAzke3Xk1KhePXwq6VDegoQFgNRb2Z/Vq4dP6eTIWNKhAEAqtbRYyxdkWGEBAAkYzJcKb26rw20hJCwApF7x7N5pHpQBICnFXJYaFgCQgLcv6pZdn51CSFgASL1ifylhQR0LAEhOIZfRrkOnNDI2kXQoAJAqczvaVOjLkLAAgHp01YK5anHztTa1vdb287Z32L5vms9/w/Zztp+1/Y+2Byo+u7983fO2P1zbyAGkUTGX1fhE6JWDzTUXA0AjGMz3alsdtjYlYQEg9TrbWnXl/LlNtcLCdqukhyTdImlA0p2VCYmyL0XEOyLiOkmfkfSfytcOSLpD0qCktZL+a/nnAUDVFMqdQpoteQwAjWAw36M9R07r0ImRpEN5ExIWAKDSX/aarDr9TZJ2RMRQRIxIekTSbZUDIqJy3V9G0mQvq9skPRIRZyLiRUk7yj8PAKpmRd9kwqKp5mIAaAiD+V5J9VfHgoQFAKhUx2Jo/wmNT9Rf/+lLtETSrorj3eVzb2L7t2zvVGmFxb0Xc235+rttb7K9aXh4eFYCB5BO3V3t6u/upAAyACRgslPI1jrbFkLCAgAkFXMZjYxN6NVD9dd/+hJ5mnNvycZExEMRUZT0byX9+4u5tnz9wxGxJiLW5HK5Sw4WAKTSthA6hQBA7c3LdCjf28UKCwCoR5OtTZtoKfJuScsqjpdK2nOe8Y9I+vlLvBYAZkUxV1rtBgCovYF8LyssAKAeNWHCYqOkVbZX2O5QqYjm+soBtldVHP6spBfK79dLusN2p+0VklZJ+ucaxAwg5Qq5rA6fHNXBOiv6BgBpMJjv0dD+Ezo5MpZ0KGe1JR0AANSDeZkOzc90NE3CIiLGbN8j6UlJrZL+LCK22n5Q0qaIWC/pHtsflDQq6ZCkj5ev3Wr7UUnbJI1J+q2IGE/kRgCkyhudQo5rfmZ+wtEAQLoM5nsUIW3fe0w3XDUv6XAkkbAAgLOKuYx27muepcgRsUHShinnHqh4/2/Oc+2nJX26etEBwFsV+0qr3YaGj+vG5SQsAKCWBpeUOoVs23OkbhIWbAkBgLJiLts0KywAoBEtmTdHHW0tdAoBgATke7t0xdz2uiq8ScICAMpW9md14MSIDrF3GgAS0dpirViQ0U4SFgBQc7Y1mO8hYQEA9Wiy8ObQflZZAEBSCrkM8zAAJGQw36vnXzum0fGJpEORRMICAM462ymkiepYAECjKeQyeuXAybp5WAaANBnM92hkfEI79tVH4piEBQCUTe6dpo4FACSn0JfV2ETolYMnkw4FAFJnMN8jSXWzLYSEBQCUtbZYhb4MCQsASNBka1MKbwJA7a3oy2pOe6u27jmSdCiSSFgAwJuUOoXwkAwASSnk3mhtCgCordYW6+2Lu5t/hYXttbaft73D9n3TfH6z7e/bHrN9+5TPPm77hfLr49WKEQCmKuYyevnACZ0ZG086FABIpd457erLdrLCAgASMpjv0fY9RzUxEUmHUp2Ehe1WSQ9JukXSgKQ7bQ9MGfaKpLskfWnKtfMl/Z6kH5N0k6Tfsz2vGnECwFTF/qwmQnr5AHunASAphRzb8wAgKYP5Xh07M6bdh04lHUrVVljcJGlHRAxFxIikRyTdVjkgIl6KiC2SppaA/rCkpyLiYEQckvSUpLVVihMA3uSNTiE8KANAUoq5jIb2s8ICAJLwRuHN5OtYVCthsUTSrorj3eVzs3at7bttb7K9aXh4+JIDBYBKK/pKxd74yx4AJKfQl9XBEyM6fHIk6VAAIHWuXtit1hbXRR2LaiUsPM25mW6AmdG1EfFwRKyJiDW5XO6iggOAc8l0tinf20XhTQBI0GSnEOZiAKi9rvZWrcxlm3qFxW5JyyqOl0raU4NrAeCyFfuzrLAAgAQV6RQCAIkazPc09QqLjZJW2V5hfC9azwAAIABJREFUu0PSHZLWz/DaJyV9yPa8crHND5XPAUBNFHNZ7dx3XBHJV0YGgDRaOm+O2lvNCgsASMhAvkf7jp3R8LEzicZRlYRFRIxJukelRMN2SY9GxFbbD9peJ0m2b7S9W9LHJH3O9tbytQclfUqlpMdGSQ+WzwFATRT7szoxMq7XjyY7QQNAWrW1tuiqBRlWWABAQgbzvZKSL7xZrRUWiogNEXF1RBQj4tPlcw9ExPry+40RsTQiMhGxICIGK679s4hYWX79ebViBIDpFHMU3gSApBX6mqNTiO21tp+3vcP2fdN8fpftYdvPll+fmPJ5j+1Xbf+X2kUNIO0GznYKSXZbSNUSFgDQqFZOtjYlYQEAiSnksnr5wAmNjU8kHcols90q6SFJt0gakHSn7YFphn45Iq4rv/50ymefkvTtKocKAG/SO6ddy+bP0TYSFgBQX3LdnerubNPOfSQsACApxVxGo+Oh3YdOJR3K5bhJ0o6IGIqIEUmPSLptphfbvkHSQklfq1J8AHBOg4t7m3dLCAA0Ktsq9Gcp9gYACSpMdgrZ39DJ4yWSdlUc7y6fm+qjtrfYfsz2Mkmy3SLpDyX97vm+wPbdtjfZ3jQ8PDxbcQOABvM9eunASR07PZpYDCQsAGAaxVyGLSEAkKCz9YT2NXTy2NOcm9qC6nFJyyNitaSvS/pC+fxvStoQEbt0HhHxcESsiYg1uVzusgMGgEmDS0p1LLbvPZZYDCQsAGAaxVxWe4+c1vEzY0mHAgCpdMXcDs3PdDT6CovdkpZVHC+VtKdyQEQciIjJtlSfl3RD+f17JN1j+yVJ/1HSv7T9+9UNFwDeUA+dQkhYAMA0ipNLkVllAQCJKfRlGn173kZJq2yvsN0h6Q5J6ysH2F5ccbhO0nZJiohfiYgrI2K5pN+R9MWIeEuXEQColv7uTvVlOxLtFELCAgCmsbKf1qYAkLRiLquhBk5YRMSYpHskPalSIuLRiNhq+0Hb68rD7rW91fZmSfdKuiuZaAHgzWxrIN+baMKiLbFvBoA6duX8jFpb3Oh7pwGgoRVyGX150xkdOTWq3jntSYdzSSJig6QNU849UPH+fkn3X+Bn/IWkv6hCeABwXoP5Hn3+H4Z0ZmxcnW2tNf9+VlgAwDQ62lp01fy5rLAAgAQV2J4HAIkazPdobCL0wuvJzMMkLADgHAq5LAkLAEhQodwppJG3hQBAI0u68CYJCwA4h5X9Wb20/6TGxieSDgUAUunK+XPV1uJG7xQCAA3rqvlzle1sS6yOBQkLADiHYi6jkfEJ7T50KulQACCV2ltbdOWCuaywAICEtLRY1yzuJmEBAPWm2F/aO822EABITqGvsTuFAECjG8z3avveoxqfiJp/NwkLADiHYh8JCwBIWjGX0YsHTiTyoAwAkAbyPTo5Mq6XD9Q+eUzCAgDOoXduu/qynQ3b2tT2WtvP295h+75pPv+k7W22t9j+hu2rKj4bt/1s+bW+tpEDwBsKuYxGxib0KtvzACARg/keSUpkWwgJCwA4j2Iu05ArLGy3SnpI0i2SBiTdaXtgyrBnJK2JiNWSHpP0mYrPTkXEdeXXupoEDQDTmGxtupPCmwCQiFX93WpvNQkLAKg3xf6GbW16k6QdETEUESOSHpF0W+WAiPhmRJwsHz4taWmNYwSACyqWExbUsQCAZHS0tejqhd2JtDYlYQEA51HMZXXo5KgOnhhJOpSLtUTSrorj3eVz5/Jrkr5acdxle5Ptp23//Lkusn13edym4eHhy4sYAKYxP9OhK+a2a6gxk8cA0BQG8z3atueoImpbT4iEBQCcRzGXkSTt2NdwD8qe5ty0/4Wx/auS1kj6bMXpKyNijaRflvTHtovTXRsRD0fEmohYk8vlLjdmAJhWoa8xt+cBQLMYWNyjAydG9PrRMzX9XhIWAHAek0uRG/BBebekZRXHSyXtmTrI9gcl/TtJ6yLi7H+BImJP+X+HJH1L0vXVDBYAzqeQo7UpACRpcEmvJNV8WwgJCwA4jyVXzFFnW4t2Nt4Ki42SVtleYbtD0h2S3tTtw/b1kj6nUrJiX8X5ebY7y+/7JL1X0raaRQ4AUxRyGe07dkbHTo8mHQoApNI1i3tk175TCAkLADiPlharkGu8wpsRMSbpHklPStou6dGI2Gr7QduTXT8+Kykr6S+ntC+9RtIm25slfVPS70cECQsAiSn0lVa7vbifVRYAkIRsZ5uWL8jUfIVFW02/DQAa0Kr+rPYeOZV0GBctIjZI2jDl3AMV7z94juv+t6R3VDc6AJi5lf0ZzWlv1f7jtd07DQB4w2C+R8PHajsPk7AAgAv441+6Ti0t09WwBADUQjGX1db/8GHmYgBI0B//0nVqa63tJg0SFgBwATwgA0CybMtMxQCQqFonKyRqWAAAAAAAgDpEwgIAAAAAANQdEhYAAAAAAKDukLAAAAAAAAB1p2oJC9trbT9ve4ft+6b5vNP2l8uff9f28vL5dttfsP2c7e22769WjAAAAAAAoD5VJWFhu1XSQ5JukTQg6U7bA1OG/ZqkQxGxUtIfSfqD8vmPSeqMiHdIukHSr08mMwAAAAAAQDpUa4XFTZJ2RMRQRIxIekTSbVPG3CbpC+X3j0n6KduWFJIyttskzZE0IuloleIEAAAAAAB1qFoJiyWSdlUc7y6fm3ZMRIxJOiJpgUrJixOS9kp6RdJ/jIiDVYoTAAAAAADUoWolLDzNuZjhmJskjUvKS1oh6bdtF97yBfbdtjfZ3jQ8PHy58QIAAAAAgDpSrYTFbknLKo6XStpzrjHl7R+9kg5K+mVJfxcRoxGxT9I/SVoz9Qsi4uGIWBMRa3K5XBVuAQAAAAAAJKVaCYuNklbZXmG7Q9IdktZPGbNe0sfL72+X9PcRESptA/mASzKS3i3ph1WKEwAAAAAA1KGqJCzKNSnukfSkpO2SHo2IrbYftL2uPOy/SVpge4ekT0qabH36kKSspB+olPj484jYUo04AQAAAABAfXJpUUNjsz0s6eVLuLRP0v5ZDqdepeleJe63mTXSvV4VEanZs3aJc3Ej/T5nQ5ruN033KnG/9Sw1czHz8Ixwv80tTffbSPd6yfNwUyQsLpXtTRHxlvoYzShN9ypxv80sTfeaBmn7fabpftN0rxL3i8aVtt8l99vc0nS/abnXatWwAAAAAAAAuGQkLAAAAAAAQN1Je8Li4aQDqKE03avE/TazNN1rGqTt95mm+03TvUrcLxpX2n6X3G9zS9P9puJeU13DAgAAAAAA1Ke0r7AAAAAAAAB1iIQFAAAAAACoO02fsLC91vbztnfYvm+azzttf7n8+XdtL699lLNnBvf7SdvbbG+x/Q3bVyUR52y50P1WjLvddthu2NY/M7lX279Y/v1utf2lWsc4m2bw7/KVtr9p+5nyv88/k0ScmJk0zcXMw+cc1/DzsJSuuZh5uLmkaR6WmIvPM67h5+I0zcMSc7Eiomlfklol7ZRUkNQhabOkgSljflPSn5Tf3yHpy0nHXeX7/UlJc8vv/3Wz3295XLekf5D0tKQ1Scddxd/tKknPSJpXPu5POu4q3+/Dkv51+f2ApJeSjpvXZf0+m2IuZh5u3nn4In6/TTEXMw831ytN8/BF3C9zcR3EXqXfbVPMwxdxv009Fzf7CoubJO2IiKGIGJH0iKTbpoy5TdIXyu8fk/RTtl3DGGfTBe83Ir4ZESfLh09LWlrjGGfTTH6/kvQpSZ+RdLqWwc2ymdzrv5L0UEQckqSI2FfjGGfTTO43JPWU3/dK2lPD+HBx0jQXMw837zwspWsuZh5uLmmahyXm4maei9M0D0vMxU2fsFgiaVfF8e7yuWnHRMSYpCOSFtQkutk3k/ut9GuSvlrViKrrgvdr+3pJyyLiiVoGVgUz+d1eLelq2/9k+2nba2sW3eybyf3+35J+1fZuSRsk/Z+1CQ2XIE1zMfNw887DUrrmYubh5pKmeVhiLm7muThN87DEXKy2pAOosumywlP7uM5kTKOY8b3Y/lVJayS9v6oRVdd579d2i6Q/knRXrQKqopn8bttUWgL3Eyr9leD/s31tRByucmzVMJP7vVPSX0TEH9p+j6T/Xr7fieqHh4uUprmYebh552EpXXMx83BzSdM8LDEXS807F6dpHpaYi5t+hcVuScsqjpfqrUtkzo6x3abSMpqDNYlu9s3kfmX7g5L+naR1EXGmRrFVw4Xut1vStZK+ZfslSe+WtL5BiwzN9N/lv42I0Yh4UdLzKk3WjWgm9/trkh6VpIj4jqQuSX01iQ4XK01zMfNw887DUrrmYubh5pKmeVhiLm7muThN87DEXNz0CYuNklbZXmG7Q6UCQuunjFkv6ePl97dL+vsoVyxpQBe83/JysM+pNDE38n4u6QL3GxFHIqIvIpZHxHKV9ieui4hNyYR7WWby7/LfqFRASrb7VFoON1TTKGfPTO73FUk/JUm2r1Fpch6uaZSYqTTNxczDzTsPS+mai5mHm0ua5mGJubiZ5+I0zcMSc3FzJyzK++/ukfSkpO2SHo2IrbYftL2uPOy/SVpge4ekT0o6ZxugejfD+/2spKykv7T9rO2p/8I3jBneb1OY4b0+KemA7W2SvinpdyPiQDIRX54Z3u9vS/pXtjdL+p+S7mrgB6umlqa5mHm4eedhKV1zMfNwc0nTPCwxF6uJ5+I0zcMSc7EkuYnuBQAAAAAANImmXmEBAAAAAAAaEwkLAAAAAABQd0hYAAAAAACAukPCAgAAAAAA1B0SFgAAAAAAoO6QsEAq2B4vt6zabPv7tn/8AuOvsP2btYoPANKAuRgAksU8jEZDW1Okgu3jEZEtv/+wpP8rIt5/nvHLJT0REdfWJkIAaH7MxQCQLOZhNBpWWCCNeiQdmjyw/bu2N9reYvs/lE//vqRiOQP9WdtZ298oZ6Kfs31bIpEDQPNgLgaAZDEPo+61JR0AUCNzbD8rqUvSYkkfkCTbH5K0StJNkixpve2bJd0n6dqIuK48rk3SL0TEUdt9kp62vT5YogQAF4O5GACSxTyMhkLCAmlxqmKifY+kL9q+VtKHyq9nyuOyKk3Wr0y53pL+n/LEPSFpiaSFkl6rQewA0CyYiwEgWczDaCgkLJA6EfGdckY4p9Kk+/9GxOcqx5T361X6lfL4GyJi1PZLKmWmAQCXgLkYAJLFPIxGQA0LpI7tt0tqlXRA0pOS/g/bk8WHltjul3RMUnfFZb2S9pUn5p+UdFWNwwaApsJcDADJYh5GI2CFBdJicr+eVMogfzwixiV9zfY1kr5jW5KOS/rViNhp+59s/0DSVyX9gaTHbW+S9KykH9b+FgCg4TEXA0CymIfRUGhrCgAAAAAA6g5bQgAAAAAAQN0hYQEAAAAAAOoOCQsAAAAAAFB3SFgAAAAAAIC6Q8ICAAAAAADUHRIWAAAAAACg7pCwAAAAAAAAdYeEBQAAAAAAqDskLAAAAAAAQN0hYQEAAAAAAOoOCQsAAP5/9u48vqrq6v/4Z2UiAyRAEqYESICgMqMMAopWUXHEAas4VKljW+fa6dfW9rG1g0+f+tSnWKUOqBXRaq3aWqdWRZlREQVFIUwhCiFAGJJAhvX7457gJQYEITk3yff9et0X9+yzz8k6oOeerLv23iIiIiISc5SwEBEREREREZGYo4SFiIiIiIiIiMQcJSxEREREREREJOYoYSEiIiIiIiIiMUcJCxERERERERGJOUpYiIiIiIiIiEjMUcJCRERERERERGKOEhYiIiIiIiIiEnOUsBAREZGYYWb3mtlPw45DREREwqeEhbQ6ZrbKzMbVa7vczN6K2l9hZtvN7DMzm2ZmbcOJVkSk6cTC/c/dr3X3X3yVY83sdTO78mBjMLPjzazoYM8jIlJfcH+te9VG3XO3m9nFB3HeuWZ2yaGMVSQWKGEh0rAz3b0tMAQYCvwo5HhERJqK7n8iIo3E3dvWvYA1BPfc4PVY2PE1FjNLCDsGaZ6UsBDZB3f/DHiJyIO7iEir0dD9z8zamNnvzGyNma0Phm+kRO2fYGaLzGyrma0ws/FBezcze87MNpnZcjO7am8/N6jq+GXw/ngzKzKz75rZBjP71Mwm7+W4O4BjgT8G31T+MWg/3MxeCX72MjP7etQxp5nZUjPbZmbrzOxWM0sD/gV0i/rWs9vB/F2KiOwvM4s3s5+aWaGZbTSzx8ysfbAvzcxmBPezLWY2z8w6mNn/AMOB+4N71v/s5dzHB5UYZcF9/KKgvaOZTTezEjNbaWbft4i04Hx9os6RE1SFdAi2zzGzxUE8b5pZv6i+nwX31SXA1qDttuBnbDOzD8zs9Kj+CWZ2t5mVBp8hN5hZddT+jmb2SHDetWb2MzPT77MtnP6BRfbBzHKBU4HlYcciItKU9nL/+y3Ql0gSow+QA9wW9B8BPAJ8D2gPjAVWBcc9DhQB3YCJwK/M7MT9DKULkBH8rCuAKXUPytHc/cfAm8B1wTeV1wXJh1eA6UAnYBJwj5n1Dw57ALjG3dsBA4D/uPuO4LqLo771LN7PWEVEDtb3gJOBY4BcoAq4K9h3JZBA5H6YBVwH7HL37wILgCuDe9Z36580SDr8A/hvIBM4ClgS7L4XSATygZOAbwEXBffD54jcO+tcCLzk7pvN7GjgHmBycM5Hgb/Xq6a4IDhnZrC9DBhN5L7+W2CGmWUF+64DjiNyPx5B5PMi2mNAGdAr2H82cGlDf4nScihhIa3V34NM8BYz20LkZlt//zZgLbAB+FmTRygiEo4G739mZsBVwM3uvsndtwG/IvLwCpFkwoPu/oq717r7Onf/yMy6E3nw/oG7V7r7IuB+9v8hswq43d2r3P0FYDtw2H4eewawyt0fcvdqd38HeJrPH4KrgH5mlu7um4P9IiJhugb4obsXu3sl8F/ABcE9uArIBnoH97QFQVJhf1wKPO/uTwfHlrj7e2bWBjiPyD16u7svB/6Xz+/R09kzYXFR0FYX6x/d/W13r3H3qUAbIsmQOncF11IB4O5PuPunwefEo8C6qP5fB34f7C8F7qw7iZn1JJIIv8Xdy939U+BuPv8MkhZKCQtprc529/Z1L+DbDexvBxwPHE4kiy0i0hrs7f6XDaQCb0cle18M2gG6AysaOF83oC7BUWc1kW8I90epu1dHbZcD+zsRaE9gZL0E9cVEqjYg8pB+GrDazN4ws1H7eV4RkUMuSEp0B16Iume9S+R3tkwiVWFvAE8Fw+V+ZWbx+3n6vd2juwTnXxPVFn2PfgnobGaDzawvUAA8H+zrCfy/evfYbPa8v6+td41XRA0h2UKkWq/uc6Zbvf7R73sCyUBJ1LF/ADrvx7VLM6bJT0T2wd3fMLNpwO+IlJ2JiLQKDdz/NgIVQH93X9fAIWuB3g20FwMdzaxdVNKiB5Fv1Q41byCmN9z9pAY7uy8AJphZIpFS5CeJPNTXP4+ISKNzdzezdcC57v72XrrdBtxmZr2IJBOWEBkq8WX3rbVEhvTV9xlQS+S+XBi07b5Hu3uVmT1FpMpiJ/BMXbVEcM5/unuDc2bUXVbdmyDh8X/ACcB8d681s48AC7p8SmQYTJ3u9eLfDnRwd92jWxFVWIh8uf8FTjIzTbwpIq3N7vufu9cCfwbuMrNOsHvytVOCvg8Ak83sRDOLC/Yd7u5rgdnAr80s2cwGERk+0hiz4a8nMra5zj+AvmZ2qZklBq/hZnaEmSWZ2cVmluHuVUQmhKuJOk+mmWU0QowiIvtyL/CbYDgdZtbJzM4M3o8zs37BRJNbgWr2vG/1auiEgUeAM4JJMuPNLNvMBrn7TuAZInMLpZlZb+BG4C9Rx04nMvRiEp8PBwGYClxvZsMsoq2ZnWVmqXuJoS2R5EgJEGdm1xKpsKjzJHCzmXUxs0zg1rod7r4SmAvcaWbtgs+ZAjM7Zh/XLC2AEhYiX8LdS4jc5H8adiwiIk2pgfvfD4hMwjnXzLYCrxLMJ+Hu84lMvHYXkUnR3iBSwguRh9w8ItUWzwA/c/dXGiHkPwATzWyzmd0dVHScTORBu5jIN4m/JTLGGiJjtFcF13ItcElwLR8RmSi0MCg91iohItJU7iRyb/1PMJ/QbODIYF8O8CywDfgAeIHIL/kQufd+I7j/3Uk97r4CmAD8P2AzsBCom4D4muDP1cB/iMwzFJ1UngnEE5ko89Woc84CbgDuA7YAHxOZ46LBCohgnqB7g5/9KZFJPhdGdfljcL1LiUwi+g8iVR11JhGZ1PkjYBPwBBoS0uKZKmpEREREREQklpjZOcBv3H1/J1qWFkgVFiIiIiIiIhKqYKjHycGQlR7AT4hU5UkrpgoLERERERERCVUwb9BrRCYH3QE8R2Qp7e2hBiahUsJCRERERERERGKOhoSIiIiIiIiISMxJCDuAQyErK8vz8vLCDkNEZA9vv/32RnfPDjuOpqJ7sYjEotZ0L9Z9WERi0cHch1tEwiIvL4+FCxd+eUcRkSZkZqvDjqEp6V4sIrGoNd2LdR8WkVh0MPdhDQkRERERERERkZijhIWIiIiIiIiIxBwlLEREREREREQk5rSIOSxEpPmqqqqiqKiIysrKsEP5ypKTk8nNzSUxMTHsUERERPbQEj5nWwM9S4g0TAkLEQlVUVER7dq1Iy8vDzMLO5wD5u6UlpZSVFREfn5+2OGIiIjsobl/zrYGepYQ2TsNCRGRUFVWVpKZmdlsH6LMjMzMTH1zJSIiMam5f862BnqWENk7JSxEJHTN/SGquccvIiItmz6nYp/+jUQapoSFiIiIiIiIiMQcJSxEpNVr27btHtvTpk3juuuuA+DnP/85OTk5DBkyhH79+vH444+HEaKIiEizVFpaypAhQxgyZAhdunTZ/Zk6ZMgQdu3atd/nefDBB/nss88aMVIRiUVKWIiIfImbb76ZRYsW8eyzz3LNNddQVVUVdkgiIiLNQmZmJosWLWLRokVce+21uz9TFy1aRFJS0n6fJxYSFtXV1aH+fJHWSAkLEZH9VFBQQGpqKps3bw47lN3M7EEz22BmH+xlv5nZ3Wa23MwWm9mRUfsuM7NPgtdlUe1Hmdn7wTF3mwbWiohII3j44YcZMWIEQ4YM4dvf/ja1tbVUV1dz6aWXMnDgQAYMGMDdd9/NE088waJFi7jgggsarMz4+OOPOeGEExg8eDBHHnkkq1atora2lltuuYUBAwYwcOBAnnrqKQDOO+88Xn755d3HXnLJJTz77LNUV1dzyy23MGLECAYNGsT9998PwKuvvsq4ceO48MILGTp0KABnnnkmRx11FP3799/dD+C+++6jb9++HH/88Vx55ZXcdNNNAKxfv55zzz2XYcOGMWLECObOnduof68iLYmWNRWRmPFfzy9hafHWQ3rOft3S+dmZ/ffZp6KigiFDhuze3rRpE2edddYX+r3zzjsUFBTQqVOnQxrjQZoG/BF4ZC/7TwUKgtdI4E/ASDPrCPwMGAY48LaZPefum4M+VwNzgReA8cC/GvEaRESkCYT1OduQDz74gGeeeYbZs2eTkJDA1VdfzYwZM+jduzcbN27k/fffB2DLli20b9+e//u//+OPf/zjHp/XdSZNmsTPf/5zzjzzTCorK6mtreWvf/0rS5cu5b333qOkpIThw4czduxYLrzwQp544glOPvlkKisreeONN3jggQeYOnUqnTp1Yv78+ezcuZOjjz6ak08+GYC5c+eydOlSevToAUQSLR07dqS8vJxhw4Zx3nnnsX37dn7zm9/wzjvvkJaWxvHHH8+IESMAuOGGG/j+97/P0UcfzapVqzjjjDP44IMGv2cQkXqUsBA5SGtKy5m9YiMLV28mMy2J/jkZDOiWTl5mGnFx+mK6OUhJSWHRokW7t6dNm8bChQt3b9911138+c9/prCwkBdffDGMEPfK3WeaWd4+ukwAHnF3B+aaWXsz6wocD7zi7psAzOwVYLyZvQ6ku/ucoP0R4GwaIWHxPy8v45P12w/1aWUv4uLAMMwis9EbEBf13izYB8TVvd9jf9C+R18L2r94nngzUpLiSUmMJzUpPup9AilJkbbUoC2ynUC87pkircarr77KggULGDZsGBD58qB79+6ccsopLFu2jBtvvJHTTjttd9JgbzZv3szGjRs588wzAUhOTgbgrbfe4qKLLiI+Pp4uXbpwzDHHsHDhQk4//XS++93vUlVVxT//+U9OOOEE2rRpw8svv8yHH37IjBkzACgrK+OTTz4BYNSoUbuTFRB5LnjuuecAKCoqYsWKFaxatYoTTjiBDh06ADBx4kTWrFmz+1qXLVu2R8wVFRWkpKQc9N+jSFO65/XlbCmv4kenHt5kK9s0WsLCzMYDfwDigfvd/Tf19vcEHgSygU3AJe5eFOy7DPhJ0PWX7v5wY8UpcqA2bKtkzopSZi8vZdaKjRRtrgCgY1oS2yur2VVTC0DbNgn065bOgG4ZDMhJZ0BOBr2y0kiI10isvfkq39A0hZtvvplbb72Vv/3tb3zjG99gxYoVux+ImoEcYG3UdlHQtq/2ogbaG2RmVxOpxtjjYW5/FG+pZOXGHQd0jHw1juMOte444A4evK91D7Y/b9tbX3entl6/L5wn6FdTG+l7IJIS4uolMeJJTUwgOSme1KjEx+d9EuolQ+Jpn5pI9w6pZLdro2UCReqJpc9Zd+eb3/wmv/jFL76wb/HixfzrX//i7rvv5umnn2bq1Kn7PFdD/69H8vRflJqaypgxY3jllVd44oknmDx58u7+99xzDyeeeOIe/V999VXS0tL22J45cyZz584lJSWFY445hsrKyr3+vLpzz58//4Dm7BCJNTt2VnPfG4WM6pXZpJ+vjZKwMLN4YApwEpGH3QVBqfHSqG6/I/Kt38NmdgLwa+DSLylTFmlyZRVVzCssZfaKUmav2MjHwTfC6ckJHN0rk6uO7cWYPpn0zm5LVY3z8fptLCku44PbbS+iAAAgAElEQVR1W/mguIzp81dTWRVJYiQnxnFE18+TGP27ZdC3czuSEpTEaA7OPfdcHn74YR5++GGuueaasMPZXw19ovhXaG+Qu08FpgIMGzbsgH49/Z+vDz6Q7tLMuDs7q2uprKqhfFfkVbGrhvJd1VRU1b2vobyqhopd1VTsqqW8qnp3e8WuGiqqIv3LynfxadBed76Kqpp9/vzkxDi6d0ile8dUenSM/jOF7h1SSWujIlORMI0bN46JEydy4403kpWVRWlpKTt27CAlJYXk5GTOP/988vPzufbaawFo164d27Zt+8J5OnToQFZWFs8///weQ0LGjh3LtGnTuPjii9m4cSOzZs3iD3/4AwAXXnghDzzwAPPnz+exxx4D4JRTTuGee+7huOOOIyEhgWXLljWYiC8rK6Njx46kpKSwZMkSFixYAMDIkSP5wQ9+wJYtW0hLS+Nvf/vb7uqRcePGMWXKFG6++WYAFi1a1ODQFpFY9sSCtZRVVHH1cb2a9Oc21qf1CGC5uxcCmNkMImXJ0QmLfsDNwfvXgL8H70+hgTJlQGsJSpOorKph4arNzFqxkdkrSnm/aAu1Hnn4HZ7XkXOG5jKmTyb9u2V8oXw5KcEYkJPBgJwMLhgeaauuqaVw4w4+WPd5EuOZd9fx6NzVACTGG4d1aceAbhm7h5Mc0TWd5MT4pr502Q+33XYbF110EVdddRVxcc0i0VQEdI/azgWKg/bj67W/HrTnNtBf5ICYGcmJ8SQnxtM+9dCfv7bWqayun9yoYfOOXazdXM6a0vLIn5sqmL9yE9t37jm7f1bbJLp3TKV7h0gioy6p0b1jCl0zUjQ8RaSRDRw4kJ/97GeMGzeO2tpaEhMTuffee4mPj+eKK67A3TEzfvvb3wIwefJkrrzySlJSUr5QrfDYY49xzTXX8OMf/5ikpCSefvppJk6cyNy5cxk8eDBmxu9///vdc1CNHz+eyy67jPPPP5/ExEQArrnmGtasWbM7kdCpUyeeffbZL8R9+umnM3XqVAYPHszhhx/OyJEjgUiV4fe+9z1GjBhBTk4O/fv3JyMjA4ApU6bwrW99i4ceeojq6mq+9rWvMWXKlMb7yxU5xKpqanngrZUMz+vAkT06NOnPtn2VL33lk5pNBMa7+5XB9qXASHe/LqrPdGCeu//BzM4FngaygMlAsrv/Muj3U6DC3X9X72dElyEftXr16kN+HdI6VNfU8l5RGbOXb2TWio28s3oLu2pqSYgzhnRvz+jemYzuk8XQHu1pk3Bokgi1tc7qTeWRJEZxGUuCRMaW8shymfFxRkGntvSPGk5yRNd02rbAbwQ//PBDjjjiiLDDOGgNXYeZve3uwxr7ZwdzWPzD3Qc0sO904DrgNCKTbt7t7iOCara3gbpVQ94BjnL3TWa2ALgemEdk0s3/c/cXviyOYcOGefTcHyKxwt3ZXF7F2k3lrAleRZs/f1+8pZKaqPErifFGTvuUIIHxeUKjR5DgyEhNDPFq5EA11b04FjR0H24pn7PNwfbt22nbti1VVVVMmDCBb33rW7vn1tgf+reSWPXsonXcOGMR939jGOP6dT7g4w/mPtxYv/3sT0nxrcAfzexyYCawDqjez2MPqgxZWrfaWmfZ+m3MWh6poIj+5q1f13QuG92T0b2zGJ7fsdESBHFxRn5WGvlZaZw5uBsQeaBet6WCD9ZtDYaUlPHGxyU8/U5kOgEzyM9K+3xOjG4Z9O+WoQfnVs7MHidSKZFlZkVEhtQlArj7vUQSDqcBy4FyIklhgsTEL4AFwalur6tsA75FZPWRFCKTbWqFEGnWzIyOaUl0TEticPf2X9hfXVPLp2WVuxMYa6P+fPGDz9i0Y88lFNOTE+iR+XkCo3vHVI7u1ZE+ndo11SWJSAz66U9/yuuvv05lZSXjx4/njDPOCDskkYPm7tz3RiG9s9M44fCmXymvsRIWeytB3s3di4FzAcysLXCeu5cFD9zH1zv29UaKU1oBd2d1aTmzV0QmyZy7opTS4OEzPyuNCUO6Mbp3FqN6Z9IxLbzJkMyM3A6p5HZIZfyALrvb12+t3GM4ycJVm3juvc//d8rPSuP2Cf05tiA7jLAlZO4+6Uv2O/Cdvex7kMjkx/XbFwJfqNYQaakS4uN2V1OMaWD/tsoq1m6q+EJlxrLPtvHqhxvYVR2pyvv28b257oQCzUsk0krdddddYYcgcsjNWl7K0k+38tvzBoayAmJjJSwWAAVmlk+kcuJC4KLoDmaWBWxy91rgR3z+0PwS8Cszqxscc3KwX2S/bdhaGUlQBFUU67ZEVvLonN6G4/pmM6p3JmP6ZNGtfewvJ9U5PZnO6cmceMTn5Vel23eypDiYD+OddUx+aAG/Pncg5w/rvo8zxa66carNVWMMrROR2NEuOZF+3RLp1y39C/tqa53isgp+/8rH3P2f5by8dD2/O38wA3IyQohUpGHN/XO2NdCzhMSq+2auILtdG84eutdF4xpVoyQs3L3azK4jknyIBx509yVmdjuw0N2fI1JF8WszcyJDQr4THLuvMmWRL9hSvivyy/u6Mj4I/qxbKjEjJZFRvTK59rhejOqdRe/stBbxgZ3Ztg1j+2Yztm82lxzdk2/95W2+99RiirdUcsOJfZrVNSYnJ1NaWkpmZtMukXSouDulpaXNaZlTETmE4uIi1XG///oQTh/Ylf/3zPtMmDKLbx3Xm+tP7HPI5j4S+aqa++dsa6BnCYlVS4rLePOTjXx//GGhfZ412gx+wQRtL9Rruy3q/VPAU3s5tsEyZZGSbTtZUly2O0Hx/royijZX7N6f0z6F/t3SuWB4d8b0zqJft/QWP9N7enIiD10+gh8+vZi7Xv2Y4i0V/PKcASTGN4+S5NzcXIqKiigpKQk7lK8sOTmZ3NzcL+8oIi3aiUd05uWeHfnFP5fyx9eW88rS9fz3+YMYlPvFeTNEmkpL+JxtDfQsIbHozzMLSUuK5+KRPUOLoeUtOSAtgrvz2dbKyLwN68qCSSi38tnWyt198jJTGdy9PReP7MmAnHT6d8sIdQ6KMCUlxPE/Xx9Mt/Yp/PG15Xy2tZIpFx/ZLFYVSUxMJD8/P+wwREQOiYzURH53/mBOH9iVH/3tfc65ZzbXHteLG04sULWFhEKfsyLyVRRtLuf5xZ9y+eg8MlLCm+Q/9n+bkRbP3Vm7qYIPgpUxPijeypJ1Zbsnxowz6J3dllG9M+nfLbLEZ79u6aQna3WMaGbGraccRrf2Kfz02Q+44L45PHT5cDqlq7xQRKSpfe3wTrx081ju+OdSpry2gpeXROa2aGiVEmnZzGw88Aciw6Tvd/ff7KXfROCvwPBg8mPM7EfAFUANcIO7v9Q0UYtIa/fgW6sw4JvHhJvwVMJCmlRNrbNy447dy3bWLeG5tTKyrGhCnNG3cztOPKITA3Iiy3Ye0bUdqUn6T3V/XTSyB10zkvnO9Hc4557ZPPzN4VpqT0QkBBkpidw5cTCn7a62mMU1x/XmxhMLSE5UtUVrYGbxwBTgJCKr6C0ws+fcfWm9fu2AG4B5UW39iExc3x/oBrxqZn3dvaap4heR1qmsvIoZC9Zw5uBu5IS8SIF+C5RG4e5UVtWyetOO3cM6PlhXxtJPt1K+K/I5m5QQxxFd0zlzcDcG5GQwoFsGfbu0VcnsIfC1wzvxxNWjmDxtAefeM5s/f2MYI3tlhh2WiEirdPxhkWqLX/3zQ/70+orI3BYTBzG0R4cvP1iauxHAcncvBDCzGcAEYGm9fr8A7gRujWqbAMxw953ASjNbHpxvTqNHLSKt2l/mraZ8Vw1XHdsr7FCUsJC9q611tu2sZmtFFWUVVWytqGJrZeR9ZLv68/f12rdWVLGrpnb3uVKT4unXNZ2vD+seSU7kpNM7u22zmRiyORqYm8Ez3x7NZQ/N59IH5vM/Xx/MmYO7hR2WiEirlJ6cyG/OG8SpA7vyo6cXc96fZnPV2F7cPK6vqi1athxgbdR2ETAyuoOZDQW6u/s/zOzWesfOrXdsOOsKikirUVlVw0OzVjG2b3aDy3k3NSUsWriqmtrdCYdIYiEqyRC86icc6pIO2yqrqN3HktBxBukpiWSkJJKeHPmzW0YK6SkJu9sjq3ZkkJ+V1uJX64hF3Tum8rdvjeaqRxZy/ePv8mlZBVcd20vLmomIhOS4vtmRaosXPuK+Nwp5del6/vv8wRypaouWqqEP3N1PV2YWB9wFXH6gx0ad42rgaoAePXp8pSBFROr8/d11bNy+k2vGhl9dAUpYxLy6oRV7VDKUN1zVUNZAAqJu+MXetEmI251cyEhJJLttG/pkt40kIeqSEVEJifSUhN1905ISiFMSIua1T03i0StG8t0n3+NXL3zEus0V3HZmfyWQRERC0i45kV+fO5DTBnbhh0+/z8Q/zebKY3txy0mqtmiBioDuUdu5QHHUdjtgAPB68GVCF+A5MztrP44FwN2nAlMBhg0bto+vmkRE9q221pn6ZiH9u6UzundsDCdXwqIJ7ayuYfmG7ftMOEQnJrYG7dFDKxrStk1CVIIhgZ6ZqbuTCp8nHT5PNNRVRKSnJOrBqJVITozn/yYNpWtGMve/tZJPyyr5w4VDSUnSv7+ISFiOLcjmxZuO5df/+oipM+uqLQZxVM+OYYcmh84CoMDM8oF1RCbRvKhup7uXAVl122b2OnCruy80swpgupn9nsikmwXA/CaMXURamVc/XE9hyQ7unjQ0ZiqylbBoRDW1zpLiMmYtL2X2io0sWLWJyqovJh/i44z05IQ9Egw5HVJ2VzVkNJB0qNvXLjmBBM0DIfshLs74yRn9yOmQwu3/WMpF98/l/m8MI7Ntm7BDExFptdolJ/KrcwZy2oCu/ODpxUy8dw5XjMnnuycfpqRyC+Du1WZ2HfASkWVNH3T3JWZ2O7DQ3Z/bx7FLzOxJIhN0VgPf0QohItKYps4sJLdDCqcN6BJ2KLspYXEIuTsrSrYza3kps5ZvZG5h6e7lOvt2bsuFw3swLK8DmWltIomH1LqhFfExk8GSlm/ymHy6ZiRz44xFnPen2UybPIK8rLSwwxIRadWOKcjipZvH8pt/fcj9b63k3x9t4M6Jgxiep2qL5s7dXwBeqNd22176Hl9v+w7gjkYLTkQk8PbqTSxcvZmfndkvpr4QV8LiIBVtLmf2ilJmL9/I7BWlbNi2E4DcDimcOqAro/tkMrp3Ftnt9C22xI7xA7oy/ao2XPnwQs7902weuGyYltcTEQlZ2zYJ/PLsSLXF959ezNfvm8Pk0fl87xRVW4iISOO6741CMlIS+fqw7l/euQkpYXGASrfvZE5h6e5hHqtLywHIapvEqN5ZjOmdyZg+WXTvmBpypCL7dlTPjjz9rdFc/tACJv15LndfOJST+8dO+ZeISGs1uk8WL900lt+++BEPzlrJfz5az50TBzMiX9UWIiJy6BWWbOeVD9dz3df6kNYmtlIEsRVNDNpWWcX8lZuYvSIyzOOjz7YB0K5NAiN7deSyUXmM6ZNF385tNaxDmp1e2W3527dHc8W0BVz7l7f5+Vn9+caovLDDEhFp9dLaJHD7hAGcOqAr33/6PS6YOofLRuXx/fGHkZqkxzcRETl0/vzmShLj42Ly9wB94tVTWVXDO2s2MydIULxXVEZNrZOUEMewnh343imHMbp3JgNzMmJqbI/IV5XVtg2PX300Nzz+Lrc9u4R1Wyr4wSmHa8laEZEYMKp3Ji/eOJb/fmkZ02av4rVlG7jzvEGM7BUby82JiEjzVrJtJ0+/U8R5R+bG5DQGrT5hUVPrvL+ujFnLNzJnRSkLVm1iZ3UtcQaDcttz7XG9GNM7iyN7dtASoNJipSYlcO8lR/Hz55dw3xuFFG+p5HfnD6JNgv6bFxEJW1qbBH5+Vn/GD+jC959azAVT53LZqJ58f/zhMVe6KyIizcvDs1dRVVPLVcfmhx1Kg1rlp9yGrZX88/1Pmb2ilLmFpWwLVvI4vEs7LhrZgzG9sxjRqyPpyYkhRyrSdBLi4/jFhAF0a5/CnS8uY8PWSqZeOoyMVP1/ICISC47ulcmLNx3LnS9Gqi3+s2wDUy46kkG57cMOTUREmqEdO6t5dO5qTu7XmV7ZbcMOp0GtMmGxelM5//X8Unp0TOWMQV0Z1TuLUb0yY7IERqQpmRnfPr4POe1TuPWv73HevbOZNnk4uR00iayISCxITYpUW5w2sCs3PP4uP/rb+/zj+mM0j5aIiBywJxeupayiiqvH9g47lL1qlQmLId3b8+b3v6aVPET2YsKQHLLbteGaR9/mnHtm89DlwxmQkxF2WCIiEhiR35HrT+zDj5/5gLdXb2ZYnlYQERGR/VddU8v9b65keF4HjurZIexw9qpVzhqZGB+nZIXIlxjdO4unrh1NYpxxwX1zeOPjkrBDEhGRKOcMzSE9OYGHZq0KOxQREWlm/vn+p6zbUhHT1RXQShMWIrJ/DuvSjme+M4YemWl8c9oCnlywNuyQREQkkJqUwKQRPXhxyWcUb6kIOxwREWkm3J2pMwvpnZ3GiYd3CjucfVLCQkT2qXN6Mk9eczSje2fy/acXc9crH+PuYYclIiLAJUf3xN35y9zVYYciIiLNxKzlpSwp3srVY3sRFxfbcyApYSEiX6pdciIPXj6ciUfl8od/f8L3n1pMVU1t2GGJiLR63TumclK/zjw+fw2VVTVhhyMiIs3AfTNXkN2uDWcPzQk7lC+lhIWI7JfE+Dj+e+IgbjyxgL++XcQVDy9U0kJEJAZMHpPP5vIqnl20LuxQREQkxi0t3sqbn2zk8tF5tEmIDzucL6WEhYjsNzPj5pP68osJ/Zn5cQlPvV0UdkgiIq3eyPyOHN6lHQ/NWqUheyIisk9TZ64gNSmeS0b2DDuU/aKEhYgcsEuO7sng7u3543+Ws6taVRYiImEyMyaPyeOjz7Yxt3BT2OGIiEiMWrelgucXf8qkET3ISE0MO5z9ooSFiBwwM+OmcQWs21LBX9/WyiFhM7PxZrbMzJab2Q8b2N/TzP5tZovN7HUzyw3av2Zmi6JelWZ2drBvmpmtjNo3pKmvS0T234QhOXRITWTa7JVhhyIiIjHqwbcinxHfPCY/5Ej2nxIWIvKVHN83myHd2zNFVRahMrN4YApwKtAPmGRm/ep1+x3wiLsPAm4Hfg3g7q+5+xB3HwKcAJQDL0cd9726/e6+qLGvRUS+uuTEeCaN6MErS9ezdlN52OGIiEiMKSuv4vH5azhzUFdy2qeEHc5+U8JCRL6SuvksissqeXKhqixCNAJY7u6F7r4LmAFMqNenH/Dv4P1rDewHmAj8y931m45IM3XpqJ6YGY9qiVMREannL/NWU76rhqvH9g47lAOihIWIfGVjC7I4skd7pry2nJ3VWk4vJDlAdMaoKGiL9h5wXvD+HKCdmWXW63Mh8Hi9tjuCYSR3mVmbhn64mV1tZgvNbGFJSclXuwIROSS6ZqQwfkAXZsxfQ/mu6rDDERGRGLGzuoZps1dxbEEW/bqlhx3OAVHCQkS+sshcFn35tKySJxeoyiIk1kBb/WUCbgWOM7N3geOAdcDu32bMrCswEHgp6pgfAYcDw4GOwA8a+uHuPtXdh7n7sOzs7K98ESJyaEwencfWymr+9o6WOBURkYi/v7uOkm07uaaZVVeAEhYicpCOLcjiqJ4dmPLaCiqrVGURgiKge9R2LlAc3cHdi939XHcfCvw4aCuL6vJ14Bl3r4o65lOP2Ak8RGToiYjEuKN6dmBgTgbTZmuJUxERgdpa576ZhfTvls6YPvULbGOfEhYiclDMjJvH9eWzrZrLIiQLgAIzyzezJCJDO56L7mBmWWZWd7//EfBgvXNMot5wkKDqAjMz4Gzgg0aIXUQOMTPj8tF5LN+wnVnLS8MOR0REQvbvjzZQWLKDq8f2IvJY17woYSEiB21Mn0yG53VgymvLVWXRxNy9GriOyHCOD4En3X2Jmd1uZmcF3Y4HlpnZx0Bn4I66480sj0iFxhv1Tv2Ymb0PvA9kAb9sxMsQkUPojMFdyWqbxEOztMSpiEhrN3XmCnLap3D6wK5hh/KVKGEhIgetrspi/dadzJi/JuxwWh13f8Hd+7p7b3e/I2i7zd2fC94/5e4FQZ8rg2Eedceucvccd6+td84T3H2guw9w90vcfXvTXpWIfFVtEuK5aGRP/rNsA6s27gg7HBERCcnbqzezYNVmrjgmn4T45vmrf/OMWkRizqjemYzI78g9r2suCxGRsF0ysgfxZjw8Z1XYoYiISEimzlxBRkoiFwzv/uWdY5QSFiJySERWDClgw7adTJ+nKgsRkTB1Sk/m9EFd+evCIrbv1BKnIiKtTWHJdl5eup5Lj+5JWpuEsMP5ypSwEJFDZnTvLEbmd+RPb6jKQkQkbJPH5LN9ZzVPv10UdigiItLE/vzmShLj47hsdF7YoRyURktYmNl4M1tmZsvN7IcN7O9hZq+Z2btmttjMTgva88yswswWBa97GytGETn0bj6pLyXbdvKYqixEREI1pHt7hnRvz7TZq6it1RKnIiKtRcm2nTz9ThHnHZlLdrs2YYdzUBolYWFm8cAU4FSgHzDJzPrV6/YTIrPZDyWyDN89UftWuPuQ4HVtY8QoIo3j6F6ZjOqVyZ9eX0HFLlVZiIiEafKYPFZu3MEbn5SEHYqIiDSRR+asoqqmlquOzQ87lIPWWBUWI4Dl7l7o7ruAGcCEen0cSA/eZwDFjRSLiDSxm0/qy8btO3ls3uqwQxERadVOHdCVTu3aMG3WqrBDERGRJrBjZzWPzFnNSUd0pld227DDOWiNlbDIAdZGbRcFbdF+DlxiZkXAC8D1Ufvyg6Eib5jZsQ39ADO72swWmtnCkhJ9ayASS0bkd2RMn0zufWMF5bs02ZuISFiSEuK45OievPFxCcs3aHViEZGW7smFaymrqOKa43qHHcoh0VgJC2ugrf7gyUnANHfPBU4DHjWzOOBToEcwVOQWYLqZpdc7Fnef6u7D3H1Ydnb2IQ5fRA7WTeP6snH7Lv4yV1UWIiJhumhkD5Li43hkzqqwQxERkUZUXVPL/W+uZFjPDhzVs0PY4RwSjZWwKAKiF3vN5YtDPq4AngRw9zlAMpDl7jvdvTRofxtYAfRtpDhFpJEMz+vIMX2yuO+NQlVZiIiEKKttG84c3I2n3i6irKIq7HBERKSR/PP9T1m3pYKrx/YKO5RDprESFguAAjPLN7MkIpNqPlevzxrgRAAzO4JIwqLEzLKDSTsxs15AAVDYSHGKSCO6+aQCSnfs4tE5qrIQEQnT5DF5lO+q4a8L1355ZxERaXbcnakzC+mVnca4IzqHHc4h0ygJC3evBq4DXgI+JLIayBIzu93Mzgq6fRe4yszeAx4HLnd3B8YCi4P2p4Br3X1TY8QpIo3rqJ4dObYgi/tmFrJjp6osRETCMiAng+F5HXhkzmpqtMSpiEiLM3tFKUuKt3L1sb2Ii2tohobmqbEqLHD3F9y9r7v3dvc7grbb3P254P1Sdx/j7oOD5UtfDtqfdvf+QfuR7v58Y8UoIo3v5pP6smnHLh5RlYWISKguH53Pmk3l/OejDWGH0qqY2XgzW2Zmy83shw3sv9bM3jezRWb2lpn1C9rzzKwiaF9kZvc2ffQi0lzcN7OQrLZtOHto/bUumrdGS1iIiAAc2aMDx/XNZurMFWxXlYWISGhO7t+ZrhnJTJu9MuxQWo1gmPMU4FSgHzCpLiERZbq7D3T3IcCdwO+j9q0Ivtgb4u7XNk3UItLcLC3eysyPS5g8Jo/kxPiwwzmklLAQkUZ307gCNpdXaYZ6EZEQJcbHcemonsxaXsrH67eFHU5rMQJY7u6F7r4LmAFMiO7g7lujNtP44sp6IiL79Oc3C0lNiueSkT3DDuWQU8JCRBrd0B4dOP6wbKbOLFSVhYhIiCYN70GbhDgemrUq7FBaixwgeqbToqBtD2b2HTNbQaTC4oaoXflm9q6ZvWFmxzZuqCLSHK3bUsHz7xVz4fAeZKQmhh3OIaeEhYg0iZvG9WVLeRUPz14VdigiIq1Wh7QkzhmawzPvFrGlfFfY4bQGDc1894UKCnef4u69gR8APwmaPwV6uPtQ4BZgupmlf+EHmF1tZgvNbGFJSckhDF1EmoMH31qJA988Ji/sUBqFEhYi0iSGdG/PCYd3YurMQrZVVoUdjohIq3XZ6Dwqq2qZsUBLnDaBIqB71HYuULyP/jOAswHcfae7lwbv3wZWAH3rH+DuU919mLsPy87OPmSBi0jsK6uoYsb8NZw5qCu5HVLDDqdRKGEhIk3mpnEFlFVUMU2lyCIioTmiazpH9+rIo3NWU11TG3Y4Ld0CoMDM8s0sCbgQeC66g5kVRG2eDnwStGcHk3ZiZr2AAqCwSaIWkWbhsXmr2bGrhqvH9g47lEajhIWINJlBue0Zd0Qn7n9rJVtVZSEiEprJY/JZt6WCVz9cH3YoLZq7VwPXAS8BHwJPuvsSM7vdzM4Kul1nZkvMbBGRoR+XBe1jgcVm9h7wFHCtu29q4ksQkRi1s7qGh2at4tiCLPp1+8JosRZDCQsRaVI3nthXVRYiIiEbd0Rnctqn8KDuxY3O3V9w977u3tvd7wjabnP354L3N7p7/2Dp0q+5+5Kg/emgfbC7H+nuz4d5HSISW/7+7jpKtu3kmhZcXQFKWIhIExuYm8G4Izpz/5uFlFWoykJEJAzxccZlo3syf+UmlhSXhR2OiIgcgNpaZ+rMQvp1TWdMn8yww2lUSliISJO7aVwBWyureWjWyrBDERFptS4Y1oOUxHit3iQi0sz8+6MNrCjZwTXH9cKsocWIWg4lLESkyQ3IyeDkfp154K2VqrIQEQlJRmoi5x6Zw98XFVO6fWfY4YiIyH56ZM4qumYkc9rArmGH0uiUsBCRUNw0ri/bKqt58C1VWYiIhOXy0XnsqlthYgYAACAASURBVNYSpyIizcWqjTt485ONTBrRg8T4lv/rfMu/QhGJSf26pTO+fxcefGslZeWqshARCUNB53YcW5DFo3NWU6UlTkVEYt7jC9YQH2dcMLx72KE0CSUsRCQ0N44rYNvOah54S8vKi4iE5fLReXy2tZIXP/gs7FBERGQfdlXX8tTCIk48vBOd05PDDqdJKGEhIqE5oms6pw7owoOzVrGlfFfY4YiItEpfO6wTPTNTmabJN0VEYtpLSz6jdMcuLhrZI+xQmowSFiISqhvHFbB9ZzX3v6m5LEREwhAXZ1w2Ko+3V29mcdGWsMMREZG9eGzeanI7pDC2IDvsUJqMEhYiEqrDu6Rz+sCuPDRrJZt3qMriqzCz8Wa2zMyWm9kPG9jf08z+bWaLzex1M8uN2ldjZouC13NR7flmNs/MPjGzJ8wsqamuR0Sa3sRhuaQlxTNt1qqwQxERkQasKNnO3MJNTBrRg7i4lr2UaTQlLEQkdDecWEB5VQ33ay6LA2Zm8cAU4FSgHzDJzPrV6/Y74BF3HwTcDvw6al+Fuw8JXmdFtf8WuMvdC4DNwBWNdhEiErr05ETOH9ad5xcXs2FbZdjhiIhIPY/PW0NCnHH+sNwv79yCKGEhIqE7rEs7ThvYlWmzVrFJVRYHagSw3N0L3X0XMAOYUK9PP+DfwfvXGti/BzMz4ATgqaDpYeDsQxaxiMSkb4zqSVWNM33emrBDERGRKJVVNTz1ThGn9O9Cp3atY7LNOkpYiEhMuCmosvjzm6qyOEA5wNqo7aKgLdp7wHnB+3OAdmaWGWwnm9lCM5trZnVJiUxgi7tX7+OcAJjZ1cHxC0tKSg72WkQkRL2y23L8Ydn8Ze4adlVriVMRkVjxrw8+ZUt5VauabLOOEhYiEhMKOrfjjEHdeHj2Kkq37ww7nOakoUGMXm/7VuA4M3sXOA5YB9QlI3q4+zDgIuB/zaz3fp4z0ug+1d2Hufuw7OzWMwGUSEs1eUw+G7fv5J/vF4cdioiIBKbPW0NeZiqjemV+eecWRgkLEYkZN57Yh4qqGqaqyuJAFAHdo7ZzgT1+03D3Ync/192HAj8O2srq9gV/FgKvA0OBjUB7M0vY2zlFpGU6tk8WvbLTeGjWKtwbzFOKiEgT+nj9Nhas2tzqJtuso4SFiMSMPp3acdbgbjwye7WqLPbfAqAgWNUjCbgQeC66g5llmVnd/f5HwINBewcza1PXBxgDLPXIbymvARODYy4Dnm30KxGR0MXFGZePzmNxURnvrtUSpyIiYZs+bw1J8XFMPKp1TbZZRwkLEYkp159QwM7qGqbOVJXF/gjmmbgOeAn4EHjS3ZeY2e1mVrfqx/HAMjP7GOgM3BG0HwEsNLP3iCQofuPuS4N9PwBuMbPlROa0eKBJLkhEQnfekbm0a5PAQ1riVEQkVBW7anj6nSLGD+hCZts2YYcTioQv7yIi0nT6dGobqbKYs5qrxvYiq5XenA+Eu78AvFCv7bao90/x+Yof0X1mAwP3cs5CIiuQiEgrk9Ymga8P787Ds1fx2WlH0CWjdc1ILyISK/6xuJhtldWtcrLNOqqwEJGYc8OJkSqL+95YEXYoIiKt0mWj8qhx57F5q8MORUSk1Xps3hp6Z6cxMr9j2KGERgkLEYk5vbLbcvaQHB6du5oN2yrDDkdEpNXpkZnKiYd3Zvq8NVRW1YQdjohIq7O0eCuL1m7hopE9MWt9k23WUcJCRGLS9ScWUFXjTH1Dc1mIiIRh8pg8Snfs4vn3tEiQiEhTmz5/NUkJcZx3ZE7YoYRKCQsRiUn5WWmcPSSHv8xTlYWISBhG986kb+e2WuJURKSJ7dhZzd/fLeaMgV1pn5oUdjihUsJCRGLW9Sf0oarGufd1VVmIiDQ1M+Py0fks/XQrC1ZtDjscEZFW47n3itm+s5qLj269k23WUcJCRGJWXlYa5wzN4bF5q9mwVVUWIiJN7ZyhOWSkJDJt9sqwQxERaTWmz1vDYZ3bcWSPDmGHEjolLEQkpl1/Qh+qa517XteKISIiTS0lKZ4LR3TnpSXrWbelIuxwRERavPeLynh/XRkXjezRqifbrKOEhYjEtJ6ZaZx3ZA7T569hvaosRESa3KVH98TdeXSOljgVEWls0+evJiUxnnNa+WSbdZSwEJGYd/0JBdTWOn9SlYWISJPL7ZDKyf26MGPBGip2aYlTEZHGsq2yimcXFXPm4K6kJyeGHU5MUMJCRGJe946pTDwql+nz1/BZmaosRESa2uQxeWwpr+Lvi9aFHYqISIv190XFlO+q4aKRPcMOJWYoYSEizcJ3vtaH2lrnnteXhx2KiEirMyK/I0d0TWealjgVEWkU7s70eWvo1zWdwbkZYYcTMxotYWFm481smZktN7MfNrC/h5m9ZmbvmtliMzstat+PguOWmdkpjRWjiDQf3Tumcs7QHJ5cuJaaWj0si4g0JTNj8pg8lq3fxpwVpWGHIyLS4ry7dgsffrqVi4/WZJvRGiVhYWbxwBTgVKAfMMnM+tXr9hPgSXcfClwI3BMc2y/Y7g+MB+4JzicirdywvA5UVtVSrJnqRUSa3FmDu9ExLYmHZq8KOxQRkRZn+rw1pCXFM2GIJtuM1lgVFiOA5e5e6O67gBnAhHp9HEgP3mcAxcH7CcAMd9/p7iuB5cH5RKSVy8tMA2Dlxh0hRyIi0vokJ8YzaUR3Xv1wPWs3lYcdjohIi1FWUcU/Fhdz1pAc2rZJCDucmNJYCYscYG3UdlHQFu3nwCVmVgS8AFx/AMeKSCuUnxVJWKwqVcJCRCQMlx6dhzs8v7j4yzuLiMh+eeadIiqrarl4ZI+wQ4k5jZWwaGjQTf1B55OAae6eC5wGPGpmcft5LGZ2tZktNLOFJSUlBx2wiMS+7HZtSEuKp7BECQsRkTB0yUimc3obVmzQfVhE5FBwdx6bt4bBuRkMyNFkm/U1VsKiCOgetZ3L50M+6lwBPAng7nOAZCBrP4/F3ae6+zB3H5adnX0IQxeRWGVm9MxMU4WFiEiI8rPSWLlxe9hhiIi0CAtXb+aTDdu5SNUVDWqshMUCoMDM8s0sicgkms/V67MGOBHAzI4gkrAoCfpdaGZtzCwfKADmN1KcItLM5GensUpzWIiIhCY/q63mEhIROUSmz1tDuzYJnDm4W9ihxKRGSVi4ezVwHfAS8CGR1UCWmNntZnZW0O27wFVm9h7wOHC5RywhUnmxFHgR+I671zRGnCLS/ORnprF2cwVVNbVhhyIi0ir1ykpjc3kVW8p3hR1Ks2Bm481smZktN7MfNrD/WjN738wWmdlb0SvrmdmPguOWmdkpTRu5iDS2zTt28c/3P+WcI3NITdJkmw1ptL8Vd3+ByGSa0W23Rb1fCozZy7F3AHc0Vmwi0nzlZaVRU+sUba7YPQmniIg0nbysz1dsGtojKeRoYpuZxQNTgJOIDHteYGbPBc/Bdaa7+71B/7OA3wPjg8TFhUB/oBvwqpn11Rd5Ii3H0+8Usau6VsNB9qGxhoSIiDSK/KxUAI2fFhEJSX6Wlpg+ACOA5e5e6O67gBnAhOgO7r41ajONzyebnwDMcPed7r4SWB6cT0RaAHdn+vw1HNmjPYd3SQ87nJilhIWINCv5WW0BWLmxPORIRERapx4dU4kzJSz2Uw6wNmq7KGjbg5l9x8xWAHcCNxzgsVo5T6QZmlu4icKSHVw0smfYocQ0JSxEpFnpkJpIenKCJt4UEQlJUkIc3TumUqj78P6wBtr8Cw3uU9y9N/AD4CcHeKxWzhNphh6bt5r05ATOGNQ17FBimhIWItKsmBn5WVraVEQkTPlZaaws0X14PxQB3aO2c4HiffSfAZz9FY8VkWZi4/advLTkM847KpfkxPiww4lpSliISLOTl5VGoR6URURCk5cZSRy7f+ELf9nTAqDAzPLNLInIJJrPRXcws4KozdOBT4L3zwEXmlkbM8sHCoD5TRCziDSyp94uoqrGuViTbX4pJSxEpNnJz0qjuKyCyipNlC4iEoZe2WmU76phw7adYYcS09y9GrgOeAn4EHjS3ZeY2e3BiiAA15nZEjNbBNwCXBYcuwR4ElgKvAh8RyuEiDR/tbXO4/PXMCK/I306tQs7nJinxV5FpNnJz0rDHdZuKqegs270IiJNrW6lkMKSHXROTw45mtjm7i8AL9Rruy3q/Y37OPYO4I7Gi05EmtqsFRtZXVrOLSf1DTuUZkEVFiLS7ORlakk9EZEwaWlTEZGvZvq8NXRITWT8gC5hh9IsKGEhIs1Onh6U92Bm481smZktN7MfNrC/p5n928wWm9nrZpYbtA8xszlBKfJiM7sg6phpZrbSzBYFryFNeU0iEtu6ZaSQlBDHyo3bww5FRKTZ2LCtkleWrmfiUbm0SdBkm/tDCQsRaXYyUhLJTEvSSiGAmcUDU4BTgX7AJDPrV6/b74BH3H0QcDvw66C9HPiGu/cHxgP/a2bto477nrsPCV6LGvVCRKRZiYsz8jJTWbmxPOxQRESajb8uLKK61pk0QpNt7i8lLESkWcrLSlOFRcQIYLm7F7r7LiJL4k2o16cf8O/g/Wt1+939Y3f/JHhfDGwAspskahFp9vKz0lRhISKyn2pqnenz1jC6dya9stuGHU6zoYSFiDRLeZlprNI3ewA5wNqo7aKgLdp7wHnB+3OAdmaWGd3BzEYAScCKqOY7gqEid5lZm4Z+uJldbWYLzWxhSUnJwVyHiDQz+VltWbOpnOqa2rBDERGJeTM/KWHdlgou0lKmB0QJi//P3p3HR1Xf+x9/fbKTCQGSCQqEMBMFFRRBImqtS7VurcW211pUXK7ecqvF3ntb2+rP1ra2vV3saqttva31VkFKbW9LKxW7aLXWhR0FRCAECGs2liRk//7+mAmOMcAAmZzMOe/n4zEPZs6cM/l8k/j15H2+5/sVkbQUDeezY28LzW0dXpfiNetlm+vx+k7gAjNbBlwAbAUOfOPMbATwGPCvzrnuvzzuBk4GzgSKgM/19sWdcw875yqccxUlJRqcIRIk5eEQ7Z2Orbv3e12KiMiAN+eVzYQLcrh0vCbbPBIKLEQkLUXDsaF0GmVBNTA64XUpsC1xB+fcNufch51zk4F74tv2AJhZIfAU8Hnn3MsJx2x3Ma3AL4jdeiIickD3BMiVuj1PROSQtu/Zz1/X7OQjFaPJydKf4EdC3y0RSUuRcD6AJt6ERcBYM4uaWQ4wHZifuIOZhc2su7+/G3gkvj0H+D9iE3L+uscxI+L/GvBB4PWUtkJE0k730qZVCixERA7pV4u20OXg2jN1O8iRUmAhImkpUqylTQGccx3ALGAhsAaY55xbZWb3mdm0+G4XAmvN7E3gOOBr8e3XAOcDN/eyfOlsM3sNeA0IA1/tnxaJSLoIF+QwODcr8P2wiMihdHR28atFWzhvbJiy4nyvy0k7WV4XICJyNEK5WQwfnKsTZcA5twBY0GPbvQnPnwSe7OW4x4HHD/KZF/VxmSLiM2ZGtEQrNomIHMpza2vYvqeFL35ggtelpCWNsBCRtBUNhzQUWUTEQ9FwiMoa9cMiIgcz+5VNDB+cy8WnDPe6lLSkwEJE0lY0HNIcFiIiHooUh9i2Zz8t7Z1elyIiMuBUNzTz3Js1fPTM0WRn6k/vo6HvmoikrUg4RG1jG3tb2r0uRUQkkMpLQjgHm+sDv2KTiMg7/GrRFgyYPlWTbR4tBRYikra6J97UbSEiIt7oXilEt4WIiLxde3yyzQtPGs6ooYO8LidtKbAQkbTVfaKsCd9ERLwRUT8sItKrv67Zya59rVyn0RXHRIGFiKStMcX5mEFVrYYii4h4oTAvm3BBLhtrG70uRURkQJn9ymZGDMnjwpNKvC4lrSmwEJG0lZedycghgzTxpoiIh6LhfAXHIiIJNtc188K6WqafWUaWJts8JvruiUhai4TzqdRQZBERz0TDIfXDIiIJ5ry6mcwM46Nnjva6lLSnwEJE0lqkOKRJN0VEPBQNF1Db2KoVm0REgLaOLp5csoWLTh7O8UPyvC4n7SmwEJG0Fg2H2LO/nYamNq9LEREJpO4JkBUei4jAM6t3UNvYxvVnabLNvqDAQkTS2oGVQjSPhYiIJ8pLtFKIiEi3Oa9spnTYIM4fq8k2+4ICCxFJaweW1KvRibKIiBfKimIrNimwEJGgq6xp5J8b6rh2ahkZGeZ1Ob6gwEJE0troYflkGFopRETEI90rNimwEJGge+LVzWRlGB+pKPW6FN9QYCEiaS0nK4PRRfk6URYR8VB5SUj9sIgEWkt7J08uqebSCccxfLAm2+wrCixEJO1FikMaYSEi4qFoOMTGmiacc16XIiLiiYWrdtDQ3M51U8d4XYqvKLAQkbQXDYeoqm3WibKIiEei4RD7WjuobdSKTSISTLNf3syY4nzedUKx16X4igILEUl7keJ8Gls7qGls9boUEZFA6p4AWaPdRCSI1u3cx6tV9VynyTb7nAILEUl70ZICAKpqmz2uREQkmMq1YpOIBNicVzeTk5nB1VM02WZfU2AhImkvWhy/sqcJ30REPDFq6CCyM41K9cMiEjAt7Z38Zkk1l516PMUFuV6X4zsKLEQk7Y0cmkd2prFRQ5FFRDyRlZlBWVE+G2sbvS5FRKRf/XHldva2dHDd1DKvS/GllAQWZna5ma01s/Vmdlcv73/PzJbHH2+a2e6E9zoT3pufivpExF+yMuNLm2oosoiIZ6LhAi1tKiKBM+eVTZSXhDi7vMjrUnwpq68/0MwygQeBS4BqYJGZzXfOre7exzn3Xwn73wFMTviI/c65SX1dl4j4W3lYS5uKiHgpGs7n+XU1dHU5TTonIoGwatselm7ezefffwpm6vdSIRUjLKYC651zlc65NmAucNUh9r8WeCIFdYhIgESKY4FFV5eWNhUR8UI0XEBbRxfb9uz3uhQRkZRrae/kzl+vZMigbE22mUKpCCxGAVsSXlfHt72DmY0BosDfEjbnmdliM3vZzD6YgvpExIci4RAt7V3s3NfidSkiIoEU7V4pRLeFiIjPOef4/O9e540de/n+9EkMzc/xuiTfSkVg0dtYmINd8pwOPOmc60zYVuacqwCuA75vZif0+kXMZsaDjcU1NTXHVrGIpL2oltQTEfFUeYkCCxEJhl8t2sKTS6q546KxvOek4V6X42upCCyqgdEJr0uBbQfZdzo9bgdxzm2L/1sJPMfb57dI3O9h51yFc66ipKTkWGsWkTQX6Q4sNI+FiIgnhg/OJT8nk0oFxwckMRH9p8xstZmtNLO/xkcfd7+niehFBqDXqvdw7/xVnDc2zH9cPNbrcnwvFYHFImCsmUXNLIdYKPGOTtbMTgKGAS8lbBtmZrnx52HgXGB1z2NFRHoaUZhHblYGVbqyJyLiCTM7MJ+QvG0i+iuA8cC1Zja+x27LgArn3ETgSeBbCe/td85Nij+m9UvRInJIu5vbuG32EsKhHH4wfTKZmmA45fo8sHDOdQCzgIXAGmCec26Vmd1nZomd7bXAXOdc4u0ipwCLzWwF8CzwjcTVRUREDiYjI3aivLG22etSREQCK1oS0i0hbznsRPTOuWedc93/43qZ2MhkERmAuroc//mr5ezc28JDM6ZQFNK8Ff0hFSMscM4tcM6Nc86d4Jz7Wnzbvc65+Qn7fMk5d1eP4/7pnDvNOXd6/N+fp6I+EfGnSDifjbWNXpfR75IYcjwmPtR4pZk9Z2alCe/dZGbr4o+bErZPMbPX4p/5gGmtLhFJQnk4xJb6Zto6urwuZSBIeiL6uFuBPyW8Tmoies3rJtI/fvTsep5bW8O9H5jApNFDvS4nMFISWIiIeCESDrGlfj+dAVraNMkhx98Gfhkfcnwf8PX4sUXAF4GziF0J/KKZDYsf82NgJjA2/rg8xU0RER+IhkN0Odhcr9FuHMFE9GY2A6gA7k/YnNRE9JrXTST1nn+zhu/95U0+NHkUM84q87qcQFFgISK+UR4O0dbZxbbd+70upT8ddsgxsSDjr/Hnzya8fxnwZ+dcvXOuAfgzcLmZjQAKnXMvxW/b+yWgZaZF5LC0tOnbJDURvZm9F7gHmOaca+3enuxE9CKSWlt37+c/5i5j3PDBfO1Dp6JBp/1LgYWI+EakOJAnyskMOV4B/Ev8+YeAwWZWfIhjR8WfH+ozAQ1FFpG36w4sNAEykMRE9GY2GfgpsbBiV8J2TUQvMgC0dnRy++yltHc6fjzjDPJzsrwuKXAUWIiIbwT0yl4yQ47vBC4ws2XABcBWoOMQxyY9jFlDkUUk0dD8HIblZ1MZrH64V0lORH8/UAD8usfypZqIXmQA+Oof17Biy26+/ZGJlJcUeF1OICkiEhHfKBmcSygnM2iBxWGHHMeHFX8YwMwKgH9xzu0xs2rgwh7HPhf/zNIe298xjFlEpDfRcCiQEyD3xjm3AFjQY9u9Cc/fe5Dj/gmcltrqRORQ/m9ZNY+9vImZ55dz+akjvC4nsDTCQkR8w8yIhENU1QUqsEhmyHHYzLr7+7uBR+LPFwKXxoceDwMuBRY657YD+8zs7PjqIDcCv++PxohI+ouGC4IWHIuIz7yxYy93//Y1pkaL+OxlJ3ldTqApsBARX4mEQ4G6dzrJIccXAmvN7E3gOKB7uel64CvEQo9FwH3xbQC3AT8D1gMbePtSeyIiB1VeEmLn3laaWju8LkVE5Ijta2nntseXMjgvmx9dN5msTP3J7CXdEiIivhItDvH06zto7+wiOyD/g0liyPGTwJMHOfYR3hpxkbh9MXBq31YqIkHQPQFyVV0TE0YO8bgaEZHkOef4zK9Xsrm+mSc+djbDB+d5XVLgBeNsXkQCIxIO0dnl2FLf7HUpIiKBFNAJkEXEB/7nhUqeXrWDu684manRIq/LERRYiIjPHFhSL1jzWIiIDBiRcD4AG2vUD4tI+ni5so5vPr2WK049nlvfHfW6HIlTYCEivvLWlT2NsBAR8UJ+ThYjhuRphIWIpI1de1uYNWcZY4ry+dbVE4nNOS4DgeawEBFfGZafTWFelpbUExHxUKQ4xEaNdBORNNDe2cUn5iylqbWD2f92FoPzsr0uSRJohIWI+IqZEQ2HqNIICxERz0RLQhphISJp4VtPv8Giqga+/uHTOOn4wV6XIz0osBAR34mGdaIsIuKl8nCI3c3tNDS1eV2KiMhBLXhtO//zwkZuPGcMH5w8yutypBcKLETEdyLhENv27KelvdPrUkREAql7PqFKhcciMkBtqGnks0+uZNLoodzz/lO8LkcOQoGFiPhONBzCOdispU1FRDyhpU1FZCBrbuvgtseXkJOVwUPXn0FuVqbXJclBKLAQEd+JFOtEWUTES6OL8snMMKrUD4vIAOOc4+7fvsa6XY08MH0yI4cO8rokOQQFFiLiO5H4lT2dKIuIeCM7M4PRwwYpOBaRAeexlzfx++Xb+PQl43j32LDX5chhKLAQEd8ZMiib4lAOVVpST0TEM9FwSHNYiMiAsnRzA1/542ouOnk4t194otflSBIUWIiIL0W0UoiIiKei4QKqapvo6nJelyIiQl1jK5+YvZTjCvP43jWTyMgwr0uSJCiwEBFfihQrsBAR8VK0JMT+9k527mvxuhQRCbjOLsd/zF1OXVMbP5kxhSH52V6XJElSYCEivhQN57NzbyvNbR1elyIiEkhRTYAsIgPE9//yJv9YX8tXrprAqaOGeF2OHAEFFiLiS9FwAQBVtVraVETEC9ESBRYi4r2/vbGTH/5tPddUlPLRM8u8LkeOkAILEfGlSDgfQBNvioh4ZERhHrlZGWysUT8sIt7YUt/Mf85dzvgRhdx31alelyNHQYGFiPhSREORRUQ8lZFhRDUBsoh4pKW9k48/vgSAn8yYQl52pscVydFQYCEivhTKzWL44FydKIuIeEiBhYh45UvzV7Fq216+99FJlBXne12OHCUFFiLiW9FwiCqdKIuIeCYSDrG5vpmOzi6vSxGRAJm3aAtzF21h1ntO5OJTjvO6HDkGCixExLei4ZDmsBAR8VA0HKKjy1HdsN/rUkQkIF7fuocv/P51zj2xmP+6ZJzX5cgxUmAhIr4VCYeobWxjb0u716WIiARSeVjzCYlI/9nT3M5ts5dQFMrhgemTycwwr0uSY6TAQkR8q3viTd0WIiLijWg8sKhUPywiKdbV5fjUvOXs2NPCg9efQXFBrtclSR9QYCEivlVeoit7IiJeKgrlUJiXpeBYRFLux3/fwF/f2MXn3z+eM8qGeV2O9BEFFiLiW2VF+ZhBVW2z16WIiASSmZY2FZHUe3F9Ld95Zi3TTh/JjeeM8boc6UMKLETEt/KyMxk5ZBAbaxu9LkVEJLAUWIhIKm3fs587nljGCSUFfP3Dp2GmeSv8RIGFiPhaJJzPxjqNsBAR8Uo0XMDW3ftpae/0uhQR8Zm2ji5un72U1vZOfjxjCqHcLK9Lkj6mwEJEfC0aDuneaRERD0Xj8wlpmWkR6Wv/vWANyzbv5ltXn86Jwwu8LkdSQIGFiPhapDjEnv3tNDS1eV2KiEggdS9tqvBYRPrS75dv5dF/VnHru6O8f+IIr8uRFFFgISK+FoQl9czscjNba2brzeyuXt4vM7NnzWyZma00s/fFt19vZssTHl1mNin+3nPxz+x+b3h/t0tE/CESgH5YRPrXmzv3cddvXqNizDDuuuJkr8uRFEpZYJHECfT3Ek6E3zSz3Qnv3WRm6+KPm1JVo4j4X8TnV/bMLBN4ELgCGA9ca2bje+z2eWCec24yMB14CMA5N9s5N8k5Nwm4Aahyzi1POO767vedc7tS3hgR8aWC3CxKBueyscaf/bCI9K/G1g4+/vgSQrlZPHj9GWRn6hq8n6VkVpKEE+hLgGpgkZnNd86t7t7HOfdfCfvfAUyOPy8CvghUAA5YEj+2IRW1ioi/jR6WT2aG+fne6anAeudcJYCZzQWuVHXzRgAAIABJREFUAlYn7OOAwvjzIcC2Xj7nWuCJFNYpIgGmlUJEpC845/jckyvZVNfM7H87i+MK87wuSVIsVXHUgRNo51wb0H0CfTCJJ8qXAX92ztXHQ4o/A5enqE4R8bmcrAxKhw3y84nyKGBLwuvq+LZEXwJmmFk1sAC4o5fP+SjvDCx+ER8F9wU7yBphZjbTzBab2eKampqjaoCI+F95gAOLJEYdf8rMVsdv2furmY1JeE+jjkUSPPJiFU+9tp3PXnYSZ5cXe12O9INUBRbJnEADEO+Uo8DfjvRYEZFkRIp9faLcW5Dgery+FnjUOVcKvA94zMwO9P9mdhbQ7Jx7PeGY651zpwHnxR839PbFnXMPO+cqnHMVJSUlx9IOEfGxaDhEXVMbe/a3e11Kv0rytr1lQIVzbiLwJPCt+LHdo47PInYx8ItmNqy/ahcZaBZV1fP1BWu4dPxxzDy/3OtypJ+kKrBI5gS623TgSedc9+LcSR2rq3oikqzupU2dO1g3lNaqgdEJr0t55y0ftwLzAJxzLwF5QDjh/en0GF3hnNsa/3cfMIfYybKIyFHx+3xCh3DYUcfOuWedc83xly8T68dBo45FDti1r4VPzF5K6bBBfPua0znIwE/xoVQFFsmcQHfreaKc1LG6qiciyYqGQzS1dVLT2Op1KamwCBhrZlEzyyHWp87vsc9m4GIAMzuFWGBRE3+dAXyE2Ek08W1ZZhaOP88GrgReR0TkKHUvberj0W4Hc6Qjh28F/nSUx4r4UkdnF3fMWcbelnZ+PGMKhXnZXpck/ShVgUUyJ9CY2UnAMOClhM0LgUvNbFh82Nul8W0iIkflrSt7zYfZM/045zqAWcT6yTXEVgNZZWb3mdm0+G6fBj5mZiuIBcQ3u7eGm5wPVHdP2hmXCyw0s5XAcmAr8D/90BwR8amy4nzMArm0adKjjs1sBrFJ5+8/kmM16lj87v5n1vLKxnr++0OnccqIwsMfIL6SklVCnHMdZtZ9Ap0JPNJ9Ag0sds51hxfXAnMTTpxxztWb2VeIhR4A9znn6lNRp4gEQ7S4+8peI1OjRR5X0/eccwuITaaZuO3ehOergXMPcuxzwNk9tjUBU/q8UBEJrNysTL9PgHwwSY0cNrP3AvcAFzjnWhOOvbDHsc/1PNY59zDwMEBFRYUv732U4Hr69R389O+VXH9WGR8+o/TwB4jvpCSwgMOfQMdff+kgxz4CPJKq2kQkWEYOzSM709jowxEWIiLpIhouCOIcFgdGHRMbrTYduC5xBzObDPwUuNw5tyvhrYXAfydMtHkpcHfqSxYZGDbWNvGZX69gYukQ7v1Az7lqJShSFliIiAwUWZkZjC7KD+KJsojIgBEtzmfppgacc4GZMC/JUcf3AwXAr+Pfl83OuWkadSxBtr+tk9seX0JmpvHQ9WeQm5XpdUniEQUWIhII5eEQVXUKLEREvBINh2hs7aCmsZXhg/O8LqffJHHb3nsPcaxGHUvgOOe45/9eY+3Offzi5jMpHZbvdUnioVRNuikiMqBEikNsrG2iq0u394qIeCFaUgDAxhqFxyJycHNe3cxvl23lPy4ey4UnDfe6HPGYAgsRCYRIOERrRxc79rZ4XYqISCAFeGlTEUnSii27+fL81VwwroRPXjTW63JkAFBgISKBED2wtKlOlEVEvDBy6CByMjPYqNvzRKQXDU1t3D57KSWDc/n+RyeRkRGMuW7k0BRYiEggdAcWOlEWEfFGZoZRVpyvW0JE5B06uxz/8avl1Oxr5aHrz2BYKMfrkmSAUGAhIoFwfGEeuVkZGmEhIuKhaDikW0JE5B1++Ld1PP9mDV+cNp7TRw/1uhwZQBRYiEggZGTYgYk3RUTEG+XhEJvqmunUBMgiEvfc2l384K/r+PAZo7huapnX5cgAo8BCRAIjEs5XYCEi4qFoOERbZxfbdu/3uhQRGQCqG5r5z18t56TjBvO1D56GmeatkLdTYCEigRENF7Clfr+u7ImIeCSqlUJEJK61o5PbZy+ls9PxkxlTGJST6XVJMgApsBCRwIiG83VlT0TEQwosRKTbfX9YzcrqPXznmtOJxPsGkZ4UWIhIYESKY/8zrNSJsoiIJ0oG5xLKyVRgIRJwv1lSzexXNvPxC07g0gnHe12ODGAKLEQkMLqv7GmlEBERb5gZ0ZKQgmORAFuzfS/3/O41zi4v4s5Lx3ldjgxwCixEJDB0ZU9ExHvRcIGCY5GA2rO/nY8/voTCvGx+eO0ZZGXqz1E5NP2GiEhgmBmRcIiqOp0oi4h4JVqcT3VDM60dnV6XIiL9yDnHnb9ewdaG/Tx0/RmUDM71uiRJAwosRCRQIuGQRliIiHgoWhKiy8GW+mavSxGRfvTT5yv58+qd3P2+U6iIFHldjqQJBRYiEijR4hDVDftp7+zyuhQRkUCKhgsAqKxReCwSFC9tqONbT7/B+08bwS3nRrwuR9KIAgsRCZRoOERnl9OVPRERj0SLtbSpSJDs3NvCHU8sJRIO8c2rJ2JmXpckaUSBhYgESvc635rHQkTEG0PysykO5agfFgmA9s4uPjF7Kc1tnfx0xhQKcrO8LknSjAILEQmU7qVNNRRZRMQ7kXBI/bBIAHzjT2+weFMDX//waYw9brDX5UgaUmAhIoEyLD+bwrwsXdkTEfFQVBMgi/jeUyu38/N/bOTmd0W4atIor8uRNKXAQkQCxcyIhkNU1WoOCxERr0TDIXbta6WxtcPrUkQkBdbvauSzT65gctlQ/t/7TvG6HEljCixEJHB0ZU9ExFvl3fMJqS8W8Z2m1g5ue3wJudmZPHT9GeRk6U9OOXr67RGRwImEQ2zbs5+W9k6vSxERCaRoiVYKEfEj5xx3/fY1NtQ08sNrJzNiyCCvS5I0p8BCRAInGg7hHGzW0qYiIp4YU6TAQsSPvvn0Wv6wYhufvvQkzj0x7HU54gMKLEQkcCLFOlEWEfHSoJxMRg7JUz8s4iM//fsGfvL3DVx3Vhm3X3iC1+WITyiwEJHAiejeaRERz0VLQlSqHxbxhV8t2szX//QGV04cwVeuOhUz87ok8QkFFiISOEMGZVMcyvHNlT0zu9zM1prZejO7q5f3y8zsWTNbZmYrzex98e0RM9tvZsvjj58kHDPFzF6Lf+YDpjMPEelj0XCIjTWNOOe8LkVEjsHTr2/n7t++xvnjSvjuNZPIzNApg/QdBRYiEkgRn6wUYmaZwIPAFcB44FozG99jt88D85xzk4HpwEMJ721wzk2KPz6esP3HwExgbPxxearaICLBFA0XsLelg4bmdq9LEZGj9OL6Wj75xHImjR7KT2ZoRRDpe/qNEpFAihSHqKpL/8ACmAqsd85VOufagLnAVT32cUBh/PkQYNuhPtDMRgCFzrmXXOzS5y+BD/Zt2SISdNFwPgAbaxs9rkREjsaKLbuZ+cvFRMMhHrn5TPJzsrwuSXxIgYWIBFJ5SYide1tpau3wupRjNQrYkvC6Or4t0ZeAGWZWDSwA7kh4Lxq/VeTvZnZewmdWH+YzRUSOSTRcAEBljS/CY5FAWb9rHzf/4lWKCnJ47NapDM3P8bok8SkFFiISSN0rhfhglEVvN4r2vCH8WuBR51wp8D7gMTPLALYDZfFbRT4FzDGzwiQ/M/bFzWaa2WIzW1xTU3PUjRCR4CkdNoisDPPF7XkiQVLd0MyMn71KVmYGj996FsML87wuSXxMgYWIBFIkPhS5qrbZ40qOWTUwOuF1Ke+85eNWYB6Ac+4lIA8IO+danXN18e1LgA3AuPhnlh7mM4kf97BzrsI5V1FSUtIHzRGRoMjOzKCsKF+BhUgaqW1s5Yafv0pzWwe/vGUqY+IXgERSRYGFiASSj0ZYLALGmlnUzHKITao5v8c+m4GLAczsFGKBRY2ZlcQn7cTMyolNrlnpnNsO7DOzs+Org9wI/L5/miMiQRL1yQTIIkGwt6Wdmx55le179vPIzWdyyojCwx8kcowUWIhIIIVysziuMDftT5Sdcx3ALGAhsIbYaiCrzOw+M5sW3+3TwMfMbAXwBHBzfDLN84GV8e1PAh93ztXHj7kN+BmwntjIiz/1W6NEJDAi4dgEyF1dWtpUZCBrae/k3/53MWt37OMnM6ZQESnyuiQJCE3lKiKBFSn2x5U959wCYpNpJm67N+H5auDcXo77DfCbg3zmYuDUvq1UROTtouEQLe1d7Njbwsihg7wuR0R60d7Zxaw5S1lUVc8Ppk/mwpOGe12SBIhGWIhIYEXDIap8EFiIiKSr8nDs9jw/hMciftTV5fjckyv5y5pd3HfVqUw7faTXJUnApCSwMLPLzWytma03s7sOss81ZrbazFaZ2ZyE7Z1mtjz+6HkftohIn4mEQ9Q1tbG3pd3rUkREAila4u/A4nDnxGZ2vpktNbMOM7u6x3s6JxZPOef4ylOr+e2yrXz6knHccPYYr0uSAOrzW0LiE7g9CFxCbKb5RWY2Pz4kuXufscDdwLnOuQYzSxxXtN85N6mv6xIR6Skav7JXVdvExNKhHlcjIhI8xw3OY1B2pi8Di2TOiYlNinwzcGcvH6FzYvHUD/+2nl+8WMW/nhth1kUnel2OBFQqRlhMBdY75yqdc23AXOCqHvt8DHjQOdcA4JzblYI6REQOKaqhyCIinsrIMMYU+3Zp08OeEzvnqpxzK4EuLwoUOZjHXqriu39+kw9PHsUX3j+e2KJhIv0vFYHFKGBLwuvq+LZE44BxZvaimb1sZpcnvJdnZovj2z94sC9iZjPj+y2uqanpu+pFJDDKivIxU2AhIuKl8hJ/TIDci2TOiQ8lqXNikb72++VbuXf+Kt57ynC+efVEMjIUVoh3UrFKSG+/0T3XqsoCxgIXAqXAC2Z2qnNuN1DmnNtmZuXA38zsNefchnd8oHMPAw8DVFRUaC0sETliedmZjBwySBNvioh4KBoOsXDVTto7u8jO9NV88MmcEx9KUufEZjYTmAlQVlZ2dJWKxD27dhefnreCMyNF/Oi6M/z236SkoVT8BlYDoxNelwLbetnn9865dufcRmAtsQAD59y2+L+VwHPA5BTUKCICxE6UN9Y1e12GiEhgRcMFdHY5qhv2e11KX0vmnPigkj0nds497JyrcM5VlJSUHH21EniLq+q57fElnHT8YH52UwV52ZlelySSksBiETDWzKJmlgNMB3rObPw74D0AZhYmdotIpZkNM7PchO3nAqsREUmRSDifjTWNOKeBWiIiXnhrPqFGjyvpc8mcE/dK58TS39Zs38stjy5i5JBB/O8tUynMy/a6JBEgBYGFc64DmAUsBNYA85xzq8zsPjObFt9tIVBnZquBZ4HPOOfqgFOAxWa2Ir79Gz1mUhYR6VOR4hB7WzpoaNbSpiIiXugOLCpr/HV7XjLnxGZ2pplVAx8Bfmpmq+KH65xY+s2muiZu+PmrhHKz+OWtUwkX5HpdksgBqZjDAufcAmBBj233Jjx3wKfij8R9/gmcloqaRER6k7hSSFEox+NqRESCZ1h+NkMGZfty4s0kzokXEbtVpOdxOieWfrFzbwszfv4KnV1dzJ15DqXD8r0uSeRtNIuKiARaJB5YaOJNERFvmFlsPiH1wyL9andzGzf+/FXqG9t49F+ncuLwwV6XJPIOCixEJNBGD8snM8OoqtOJsoiIV8rDIQXHIv2oua2DWx5dxMbaJh6+sYLTRw/1uiSRXimwEJFAy8nKoHTYICp1oiwi4ploOMS2PS3sb+v0uhQR32vr6OLfH1vC8i27eeDayZx7YtjrkkQOSoGFiARepFhX9kREvHTg9jyNdhNJqc4ux3/NW84L62r5xocncvmpx3tdksghKbAQkcCLxocia2lTERFvJE6ALCKp4ZzjC79/nadWbuf/ve9krjlztNcliRyWAgsRCbxoOERTWyc1ja1elyIiEkgKLERS7zvPvMmcVzZz24UnMPP8E7wuRyQpCixEJPC6hyJvrNGJsoiIF0K5WRxXmKvAQiRFfvZCJT96dj3XTi3js5ed5HU5IklTYCEigRct1r3TIiJe09KmIqnx5JJqvvrUGt5/2gi++sFTMTOvSxJJmgILEQm8kUPzyM40NtY2e12KiEhgKbAQ6XvPrNrB536zkvPGhvnuR08nM0NhhaQXBRYiEnhZmRmUFeVrpRAREQ9FwyHqm9rY3dzmdSkivvDShjpmPbGM00YN4SczppCblel1SSJHTIGFiAi6sici4rVouADQxJsifeE3S6q5+RevMqYon1/cfCah3CyvSxI5KgosRESASHGIqromurq0tKmIiBe6VwrRfEIiR6+to4sv/O51Pv3rFUwuG8oTM89mWCjH67JEjpqiNhERYiuFtHZ0sWNvCyOHDvK6HBGRwCkryifDtGKTyNHasaeF22YvYdnm3cw8v5zPXnYSWZm6Pi3pTYGFiAhQ3n1lr7ZJgYWIiAdysjIoHZZPpW4JETliL1fWMWvOUprbOnnwujN4/8QRXpck0icUuYmIEBthAehEWUTEQ5pPSOTIOOf42QuVXP+zVygclM3vP3GuwgrxFY2wEBEBji/MIzcrQyuFiIh4KBoOsaiqHuccZlp+UeRQmlo7+OxvVvLUyu1cPuF47v/IRAbnZXtdlkifUmAhIgJkZNiBiTdFRMQb5SUhmts6qdnXyvDCPK/LERmwNtQ08vHHlrChppHPXX4yH7+gXCGf+JICCxGRuGg4xLpd+7wuQ0QksCLFb92ep8BCpHdPv76DO3+9gpysDB679SzOPTHsdUkiKaM5LERE4iLhEJvrm+no7PK6lCNiZpeb2VozW29md/XyfpmZPWtmy8xspZm9L779EjNbYmavxf+9KOGY5+KfuTz+GN6fbRKRYOpe2lTzWIi8U2eX45tPv8HHH1/CCSUh/nDHuxVWiO9phIWISFw0nE97p2Pb7hbKivO9LicpZpYJPAhcAlQDi8xsvnNudcJunwfmOed+bGbjgQVABKgFPuCc22ZmpwILgVEJx13vnFvcH+0QEQEYOXQQOVkZCixEeqhvauOTTyzjH+truXZqGV/8wHjysjO9Lksk5RRYiIjEdQ9F3ljXlDaBBTAVWO+cqwQws7nAVUBiYOGAwvjzIcA2AOfcsoR9VgF5ZpbrnGtNedUiIr3IzDAixfkKLEQSrNiym9tnL6WmsZVv/ctErjlztNclifQb3RIiIhLXPRQ5zVYKGQVsSXhdzdtHSQB8CZhhZtXERlfc0cvn/AuwrEdY8Yv47SBfMM3kJSL9REubirxl7qub+chPXgLgNx9/l8IKCRwFFiIicSWDcwnlZKbbiXJvQYLr8fpa4FHnXCnwPuAxMzvQ/5vZBOCbwL8nHHO9c+404Lz444Zev7jZTDNbbGaLa2pqjqEZIiIxkXCITXVNdHb17MpEgqOlvZPPPbmSu377GmeVF/GHO97NaaVDvC5LpN8psBARiTMzIul3Za8aSLzcUkr8lo8EtwLzAJxzLwF5QBjAzEqB/wNudM5t6D7AObc1/u8+YA6xW0/ewTn3sHOuwjlXUVJS0icNEpFgKw+HaO90bG3Y73UpIp6obmjmmp++xK8Wb+ET7zmBR/91KkWhHK/LEvGEAgsRkQSRcIiqurQKLBYBY80samY5wHRgfo99NgMXA5jZKcQCixozGwo8BdztnHuxe2czyzKz7kAjG7gSeD3lLRERAaLhAgAqaxs9rkSk//1jXS0f+OE/2FjTxMM3TOEzl51MZobuypTgUmAhIpIgWhyiumE/7WmytKlzrgOYRWyFjzXEVgNZZWb3mdm0+G6fBj5mZiuAJ4CbnXMuftyJwBd6LF+aCyw0s5XAcmAr8D/92zIRCao0nU9I5Jg453joufXc+MgrlAzO5fezzuXSCcd7XZaI57RKiIhIgmg4RGeXY0t9M+UlBV6XkxTn3AJik2kmbrs34flq4Nxejvsq8NWDfOyUvqxRRCRZ4YIcBudmpdvteSJHbV9LO5+et4JnVu/kyokj+Oa/TCSUqz/TRECBhYjI20TiV/Y21jalTWAhIuIn3fMJVSqwkAB4c+c+Pv7YEjbVN/OFK8dzy7kRtDCXyFsUWIiIJIgmBBYiIuKNaDjE0s0NXpchklJ/XLmNzz65kvycLOb821mcVV7sdUkiA47msBARSTAsP5vCvKx0m3hTRMRXouEQW3fvp6W90+tSRPpcR2cXX/3jambNWcYpIwp56pPvVlghchAaYSEiksDMiJYUUFXb7HUpIiKBVV4SwjnYUt/M2OMGe12OSJ+p2dfKrDlLeWVjPTedM4Z73j+enCxdQxY5GAUWIiI9RIvzWVSlocgiIl7pvj2vsrZJgYX4xpJNDdw+ewl79rfzvY+ezocml3pdksiApzhPRKSHSDjEtj0aiiwi4pWI5hMSH3HO8dhLVUx/+CVyszL57W3nKqwQSZJGWIiI9BANx4Yib65vZpyu7ImI9LvCvGzCBTlsrFFgIemrvqmNv6zeyR9WbuOFdbVcdPJwvnfNJIbkZ3tdmkjaUGAhItJD4kohCixERLwRDYc0wkLSztbd+3lm1Q4WrtrBqxvr6XIwaugg7rriZGaeV05GhpYsFTkSCixERHrQUGQREe9FwyGeXVvjdRnHzMwuB34AZAI/c859o8f75wPfByYC051zTya8dxPw+fjLrzrn/rd/qpYjsX7XPhau2snCVTtYWb0HgHHHFTDrPSdy6YTjmTCyEDMFFSJHQ4GFiEgPhXnZFIdyqFJgISLimWi4gHmLq9nX0s7gvPQcQm9mmcCDwCVANbDIzOY751Yn7LYZuBm4s8exRcAXgQrAAUvix2pWaI8551hZvYeF8ZEUG+K3Lk0aPZS7rjiZyyYcf2C0pogcm5QFFodLk+P7XAN8iVgnvMI5d118u9JkEfFUREORRUQ8FQ3nA1BV28xppUM8ruaoTQXWO+cqAcxsLnAVcCCwcM5Vxd/r6nHsZcCfnXP18ff/DFwOPJH6sqWnjs4uXq2q55lVO3lm1Q627WkhM8M4u7yIm94V4dLxx3P8kDyvyxTxnZQEFsmkyWY2FrgbONc512Bmw+PblSaLiOei4RAvrEv/ocgiIukqGi4AoLK2MZ0Di1HAloTX1cBZx3DsqD6qS5LQ0t7Ji+trefr1HfxlzU4amtvJzcrg/HElfOrSk3jvKcMZmp/jdZkivpaqERaHTZOBjwEPdgcRzrld8e1Kk0XEc9FwiCeXVNPU2kEoV3fPiYj0tzHF+Zil/XxCvU1c4PryWDObCcwEKCsrS74y6dW+lnb+9sYunlm1k+fW7qKprZPBeVlcfPJwLptwPBecVEJ+js4LRPpLqv5rSyZNHgdgZi8Su23kS865pw9y7DvSZHXOIpJKkeLYvadVdU1MGJm2V/ZERNJWXnYmI4cMSvf5hKqB0QmvS4FtR3DshT2Ofa7nTs65h4GHASoqKpINQyRBbWMrf1m9k6dX7eCf6+to6+wiXJDLVZNHcdmE4zmnvJicrAyvyxQJpFQFFskkwlnAWGIdcSnwgpmdmuSx6pxFJKUiCfdOK7AQEfFGeUnazye0CBhrZlFgKzAduC7JYxcC/21mw+KvLyV2O7X0geqG5tjKHq/vYPGm2PKjo4sGcdO7xnDZhOOZXDaMTC1BKuK5VAUWyaTJ1cDLzrl2YKOZrSUWYCSVJouIpFLiCAsREfFGpDjE75ZvxTmXlstCOuc6zGwWsfAhE3jEObfKzO4DFjvn5pvZmcD/AcOAD5jZl51zE5xz9Wb2FWKhB8B93bdMy5FzzrF6+17+tmYXC1fv4PWtewE4+fjB3HHRWC6bcDynjBiclr9nIn6WqsAimTT5d8C1wKNmFiZ2i0glsAGlySLisVBuFscV5lJZo8BCRMQr0XCIfS0d1DW1ES7I9bqco+KcWwAs6LHt3oTni4hdoOvt2EeAR1JaoI/V7GvlH+treP7NWl5YV0ttYysAZ5QN5f+972QuHX88ES0/KjKgpSSwSCZNjr93qZmtBjqBzzjn6gCUJovIQBApDmmEhYiIh6Il8dFutU1pG1hI/2nt6GRJVQN/X1fDC2/Wsnp7bBRFUSiH88aGOW9sCeePDTO8UMuPiqSLlE1xm0Sa7IBPxR89j1WaLCKei4ZD/Hn1Tq/LEBEJrPL41e/K2iYqIkUeVyMDjXOODTVNPP9mDS+sq+Hlynr2t3eSnWlMGTOMz1x2EheMK2H8iEIyNB+FSFrSmjwiIgcRCYeoa2pjz/52hgzK9rocEZHAGTV0ENmZlu4Tb0of2tPczj/W1/LCuhpeWFfL1t37gVi4dU1FKeePK+Gs8mIKtCS5iC/ov2QRkYOIht8ainz66KEeVyMiEjxZmRmMLspno+YTCqyOzi6Wb9nN8+tiIcWKLbvpcjA4L4tzTwhz+3tO4PyxJYwuyve6VBFJAQUWIiIHcSCwqFNgISLilfJw2i9tKkdoS30zz6+r4fk3a/jn+jr2tXaQYXD66KHMumgsF4wLc3rpULIyM7wuVURSTIGFiMhBlBXlY4ZOlEVEPBQNh3hhXS1dXU7zEPhUY2sHL2+o44V1NTy/rvbA/3dHDsnj/RNHcP64Et51QjFD83M8rlRE+psCCxGRg8jLzmTkkEFUKbA4au3t7VRXV9PS0uJ1KYGSl5dHaWkp2dmae0XSXzRcQGtHF9v3tjBq6CCvy5E+0NnlWL1t74FRFEs3N9De6RiUncnZ5UXceM4YzhtbwgklIcwUUokEmQILEZFDiGoo8jGprq5m8ODBRCIRnXT2E+ccdXV1VFdXE41GvS5H5Jh13563saZJgUWa2t/WyfItu1lcVc+iTQ0s29TAvtYOAMaPKOTWd5dz/tgwUyLDyM3K9LhaERlIFFiIiBxCJJzP/OXbcM7pD+6j0NLSorCin5kZxcXF1NTUeF2KSJ84EFjUNvLusWGPq5Fk1OxrZcmmehZXNbBoUwOrtu6ho8sBcNJxg5k2aSS+LhLuAAAgAElEQVRnRoo498QwJYNzPa5WRAYyBRYiIocQKQ6xt6WDhuZ2ikK6d/ZoKKzof/qei58cV5jLoOxMKjXabUByzlFZ2xQbPVHVwJJNDQdGJuZkZTBp9FBmnl/OmZEizigbxpB83aomIslTYCEicghvXdlrUmAhIuIBMyMaDmk+oQGiraOL17buYcmmtwKK+qY2AIblZ1MRKeLaqaOZMqaIU0cV6hYPETkmCixERA4hMbCYMmaYx9X0zswuB34AZAI/c859o8f7ZcD/AkPj+9zlnFsQf+9u4FagE/ikc25hMp+ZTjIzMznttNPo6OggGo3y2GOPMXRoapapnT9/PqtXr+auu+5Kav/du3czZ84cbr/99qP6et///veZOXMm+fn5R3W8SLqIloRYtXWP12UE0p7mdpZubmBRVT2LNzWwYstuWju6AIgU53PRycM5MzKMKWOKNEmmiPQ5BRYiIocwuiifzAwbsFf2zCwTeBC4BKgGFpnZfOfc6oTdPg/Mc8792MzGAwuASPz5dGACMBL4i5mNix9zuM9MG4MGDWL58uUA3HTTTTz44IPcc889Kfla06ZNY9q0aUnvv3v3bh566KFjCixmzJihwEJ8rzwc4unXd9DW0UVOVobX5fiWc47qhv0s2RQPKKoaeHPXPpyDrAxjwqghzDh7zIGAQvNPiEiqKbAQETmE7MwMSocNYmPdwAwsgKnAeudcJYCZzQWuAhLDBQcUxp8PAbbFn18FzHXOtQIbzWx9/PNI4jPT0jnnnMPKlSsPvL7//vuZN28era2tfOhDH+LLX/4yAL/85S/59re/jZkxceJEHnvsMTZt2sQtt9xCTU0NJSUl/OIXv6CsrOxtn//oo4+yePFifvSjH3HzzTdTWFjI4sWL2bFjB9/61re4+uqr37b/XXfdxYYNG5g0aRKXXHIJ999/f681NTU1cc0111BdXU1nZydf+MIX2LlzJ9u2beM973kP4XCYZ599NvXfQBGPRIpDdHY5tjQ0c0JJgdfl+EZnl2PN9r0sjo+eWFzVwI69sWWoC3KzOGPMMK6cOIKKSBGTRg9lUI5u7xCR/qXAQkTkMCLFA/re6VHAloTX1cBZPfb5EvCMmd0BhID3Jhz7co9jR8WfH+4zj9iX/7CK1dv2HuvHvM34kYV88QMTktq3s7OTv/71r9x6660APPPMM6xbt45XX30V5xzTpk3j+eefp7i4mK997Wu8+OKLhMNh6uvrAZg1axY33ngjN910E4888gif/OQn+d3vfnfIr7l9+3b+8Y9/8MYbbzBt2rR3BBbf+MY3eP311w+MADlYTTU1NYwcOZKnnnoKgD179jBkyBC++93v8uyzzxIOa+UE8bdoyVtLmyqw6DvPvrGLf/vlYgBGDMnjzGgRZ0aGUTGmiJOOH0xmhm7vEBFvKbAQETmM2y88gU7nvC7jYHo7m+xZ7LXAo86575jZOcBjZnbqIY7tbbx1r98AM5sJzATeMdpgoNi/fz+TJk2iqqqKKVOmcMkllwCxcOCZZ55h8uTJADQ2NrJu3TpWrFjB1VdffSAEKCoqAuCll17it7/9LQA33HADn/3sZw/7tT/4wQ+SkZHB+PHj2blz52H3P1hN5513HnfeeSef+9znuPLKKznvvPOO/BshksbGHTeYH0yfxMTSIV6X4itnRov4wfRJVESKGDV0kNfliIi8gwILEZHDOKu82OsSDqUaGJ3wupS3bvnoditwOYBz7iUzywPChzn2cJ9J/PMeBh4GqKioOGSqk+xIiL7WPYfFnj17uPLKK3nwwQf55Cc/iXOOu+++m3//939/2/4PPPBAUpPGJbNPbu5b93e7JEKvg9UEsGTJEhYsWMDdd9/NpZdeyr333nvYzxPxi4LcLK6aNOrwO8oRGTIoW99XERnQNGuRiEh6WwSMNbOomeUQm0Rzfo99NgMXA5jZKUAeUBPfb7qZ5ZpZFBgLvJrkZ6adIUOG8MADD/Dtb3+b9vZ2LrvsMh555BEaGxsB2Lp1K7t27eLiiy9m3rx51NXVARy4JeRd73oXc+fOBWD27Nm8+93vPuaaBg8ezL59+w68PlhN27ZtIz8/nxkzZnDnnXeydOnSXo8XERER8RONsBARSWPOuQ4zmwUsJLYE6SPOuVVmdh+w2Dk3H/g08D9m9l/Ebu242cUu968ys3nEJtPsAD7hnOsE6O0z+71xKTB58mROP/105s6dyw033MCaNWs455xzACgoKODxxx9nwoQJ3HPPPVxwwQVkZmYyefJkHn30UR544AFuueUW7r///gOTbh6r4uJizj33XE499VSuuOIK7r///l5rWr9+PZ/5zGfIyMggOzubH//4xwDMnDmTK664ghEjRmjSTREREfEdS2aI6kBXUVHhFi9e7HUZIiJvY2ZLnHMVXtfRX3rri9esWcMpp5ziUUXBpu+9SEyQ+mKdE4vIQHQs/bBuCRERERERERGRAUeBhYiIiIiIiIgMOAosREQkpfxw62G60fdcRERE/ECBhYiIpExeXh51dXX6A7ofOeeoq6sjLy/P61JEREREjolWCRERkZQpLS2lurqampoar0sJlLy8PEpLS70uQ0REROSYKLAQEZGUyc7OJhqNel2GiIiIiKQh3RIiIiIiIiIiIgOOAgsRERERERERGXAUWIiIiIiIiIjIgGN+mLndzGqATUdxaBio7eNyBqogtRXUXj9Lp7aOcc6VeF1EfznKvjidfp59IUjtDVJbQe0dyALTF6sfTora629Bam86tfWo+2FfBBZHy8wWO+cqvK6jPwSpraD2+lmQ2hoEQft5Bqm9QWorqL2SvoL2s1R7/S1I7Q1KW3VLiIiIiIiIiIgMOAosRERERERERGTACXpg8bDXBfSjILUV1F4/C1JbgyBoP88gtTdIbQW1V9JX0H6Waq+/Bam9gWhroOewEBEREREREZGBKegjLERERERERERkAFJgISIiIiIiIiIDju8DCzO73MzWmtl6M7url/dzzexX8fdfMbNI/1fZd5Jo76fMbLWZrTSzv5rZGC/q7CuHa2/CflebmTOztF36J5m2mtk18Z/vKjOb09819qUkfpfLzOxZM1sW/31+nxd1SnKC1BerHz7ofmnfD0Ow+mL1w/4SpH4Y1BcfYr+074uD1A+D+mKcc759AJnABqAcyAFWAON77HM78JP48+nAr7yuO8XtfQ+QH39+m9/bG99vMPA88DJQ4XXdKfzZjgWWAcPir4d7XXeK2/swcFv8+Xigyuu69Timn6cv+mL1w/7th4/g5+uLvlj9sL8eQeqHj6C96osHQO0p+tn6oh8+gvb6ui/2+wiLqcB651ylc64NmAtc1WOfq4D/jT9/ErjYzKwfa+xLh22vc+5Z51xz/OXLQGk/19iXkvn5AnwF+BbQ0p/F9bFk2vox4EHnXAOAc25XP9fYl5JprwMK48+HANv6sT45MkHqi9UP+7cfhmD1xeqH/SVI/TCoL/ZzXxykfhjUF/s+sBgFbEl4XR3f1us+zrkOYA9Q3C/V9b1k2pvoVuBPKa0otQ7bXjObDIx2zv2xPwtLgWR+tuOAcWb2opm9bGaX91t1fS+Z9n4JmGFm1cAC4I7+KU2OQpD6YvXD/u2HIVh9sfphfwlSPwzqi/3cFwepHwb1xWR5XUCK9ZYK91zHNZl90kXSbTGzGUAFcEFKK0qtQ7bXzDKA7wE391dBKZTMzzaL2BC4C4ldJXjBzE51zu1OcW2pkEx7rwUedc59x8zOAR6Lt7cr9eXJEQpSX6x+2L/9MASrL1Y/7C9B6odBfTH4ty8OUj8M6ot9P8KiGhid8LqUdw6RObCPmWURG0ZT3y/V9b1k2ouZvRe4B5jmnGvtp9pS4XDtHQycCjxnZlXA2cD8NJ1kKNnf5d8759qdcxuBtcQ663SUTHtvBeYBOOdeAvKAcL9UJ0cqSH2x+mH/9sMQrL5Y/bC/BKkfBvXFfu6Lg9QPg/pi3wcWi4CxZhY1sxxiEwjN77HPfOCm+POrgb+5+Iwlaeiw7Y0PB/spsY45ne/ngsO01zm3xzkXds5FnHMRYvcnTnPOLfam3GOSzO/y74hNIIWZhYkNh6vs1yr7TjLt3QxcDGBmpxDrnGv6tUpJVpD6YvXD/u2HIVh9sfphfwlSPwzqi/3cFwepHwb1xf4OLOL3380CFgJrgHnOuVVmdp+ZTYvv9nOg2MzWA58CDroM0ECXZHvvBwqAX5vZcjPr+QufNpJsry8k2daFQJ2ZrQaeBT7jnKvzpuJjk2R7Pw18zMxWAE8AN6fxiZWvBakvVj/s334YgtUXqx/2lyD1w6C+GB/3xUHqh0F9MYD5qC0iIiIiIiIi4hO+HmEhIiIiIiIiIulJgYWIiIiIiIiIDDgKLERERERERERkwFFgISIiIiIiIiIDjgILERERERERERlwFFhIIJhZZ3zJqhVmttTM3nWY/Yfa/2fvvsOzqu//jz/f2UASRhIgJKywV8AQKeAAR60oRUWto3XUuqu2dli11lqqtY621tZRaq21rbX9OSjKEAe4AAVB2XsGAoSwZ0jy/v1x3/BNY5SV5Ny579fjunJx7nM+59yv5NKTk/f9GWY311c+EZFYoHuxiEiwdB+WhkbLmkpMMLNd7p4a3v4acLe7D/mS9h2A1929d/0kFBGJfroXi4gES/dhaWjUw0JiUTqw9eALM/uxmc0wszlm9ovw7l8DncIV6EfMLNXM3g5Xouea2XmBJBcRiR66F4uIBEv3YYl4CUEHEKknjczsUyAFyAZOBzCzs4AuwADAgLFmdipwJ9Db3fuF2yUAF7j7DjPLBKab2VhXFyURkaOhe7GISLB0H5YGRQULiRV7q9xoBwHPm1lv4Kzw1+xwu1RCN+s11c434FfhG3clkAO0AjbUQ3YRkWihe7GISLB0H5YGRQULiTnuPi1cEc4idNN90N3/VLVNeLxeVd8Mt+/v7gfMbBWhyrSIiBwD3YtFRIKl+7A0BJrDQmKOmXUH4oFS4A3gGjM7OPlQjpm1BHYCaVVOawpsCt+YTwPa13NsEZGoonuxiEiwdB+WhkA9LCRWHByvB6EK8lXuXgFMMrMewDQzA9gFfMvdl5vZh2Y2D5gAPAS8ZmYzgU+BRfX/LYiINHi6F4uIBEv3YWlQtKypiIiIiIiIiEQcDQkRERERERERkYijgoWIiIiIiIiIRBwVLEREREREREQk4qhgISIiIiIiIiIRRwULEREREREREYk4KliIiIiIiIiISMRRwUJEREREREREIo4KFiIiIiIiIiIScVSwEBEREREREZGIo4KFiIiIiIiIiEQcFSxEREREREREJOKoYCEiIiIiIiIiEUcFCxERERERERGJOCpYiIiIiIiIiEjEUcFCRERERERERCKOChYiIiIiIiIiEnFUsBARERERERGRiKOChYiIiIiIiIhEHBUsRERERERERCTiqGAhUcHMrjazD4LOISIix87Mnjazn9V2WxEREWmYzN2DziByxMzsZOBhoBdQASwEvh9+fa27nxxgPBEROQwzuxS4HegN7AZWAn8DnnI9lIiIiEgV6mEhDYaZpQOvA38AWgA5wC+A/UHmEhGRI2NmPwR+DzwCtAZaATcCJwFJAUYTERGRCKSChTQkXQHc/V/uXuHue919krvPOdjAzB41s61mttLMhlXZ/20zW2hmO81shZndUOXYUDMrMrMfmtkmMys2s29XOf6cmT1hZuPC539kZp2qHB9sZjPMbHv438FVjk0xs1+a2YfhcyeZWWZd/pBERCKRmTUFRgE3u/tL7r7TQ2a7+zfdfX/4fnt/uP2R3JvvD+r7ERERkbqngoU0JEuACjP7m5kNM7Pm1Y5/BVgMZBIaNvIXM7PwsU3AcCAd+DbwOzMrqHJua6ApoV4b3wGeqHb9ywj15mgOLAMeADCzFsA44HEgA/gtMM7MMqqce3n4PVsS+gTxR8f8ExARabgGAcnAf4/inMPdm0VERCSKqWAhDYa77wBOBhz4M1BiZmPNrFW4yWp3/7O7VxAaD51NqLsx7j7O3ZeHP817F5gEnFLl8geAUe5+wN3HA7uAblWOv+LuH7t7OfBPoF94/7nAUnf/u7uXu/u/gEXA16uc+1d3X+Lue4H/VDlXRCSWZAKbw/dRAMxsqpltM7O9ZnZqDecc7t4sIiIiUUwFC2lQ3H2hu1/t7rmEJmxrAzwWPryhSrs94c1UgHCPjOlmtsXMtgHnEHp4Pqi06kM0sOfgudWvXe1YG2B1tZirCX0aeLhzRURiSSmQaWYJB3e4+2B3bxY+VtMzyeHuzSIiIhLFVLCQBsvdFwHPESpcfCEzSwZeBh4FWoUfjscD9mXnHaH1QPtq+9oB62rh2iIi0WQaoUmSzws6iIiIiDQMKlhIg2Fm3cOTr+WGX7clNLfE9MOcmkRo3HQJUB6ejPOsWoo1HuhqZpebWYKZXQL0JLSaiYiIhLn7NkJzAT1pZheZWaqZxZlZP6BJwPFEREQkAqlgIQ3JTkITa35kZrsJFSrmAT/8spPcfSdwG6H5I7YSmgRzbG0EcvdSQpN5/pBQl+Y7gOHuvrk2ri8iEk3c/WHgB4TulZuAjcCfgJ8AUwOMJiIiIhHI3D3oDCIiIiIiIiIi/0M9LEREREREREQk4qhgISIiIiJSj8zsWTPbZGbzvuC4mdnjZrbMzOaYWUF9ZxQRiQQqWIiIiIiI1K/ngLO/5PgwoEv463rgqXrIJCIScVSwEBGJUmZ2tpktDn9Cd2cNx9ub2dvhT++mHFyBJ3zsYTObb2YLw5/y1cYywCIiArj7e8CWL2lyHvC8h0wHmplZdv2kExGJHCpYiIhEITOLB54g9CldT+AyM+tZrdmjhB6I84FRwIPhcwcDJwH5QG/gRGBIPUUXERHIAdZWeV0U3iciElMSgg5QGzIzM71Dhw5BxxAR+R+ffPLJZnfPCujtBwDL3H0FgJm9SOgTuwVV2vQEbg9vTwbGhLcdSAGSAAMSCS0/+aV0LxaRSBTwvfhY1dSrrcal/czsekLDRmjSpEn/7t2712UuEZGjdjz34agoWHTo0IGZM2cGHUNE5H+Y2eoA376mT+e+Uq3NZ8CFwO+BC4A0M8tw92lmNhkoJvTQ/Ed3X3i4N9S9WEQiUcD34mNVBLSt8joXWF9TQ3cfDYwGKCwsdN2HRSTSHM99WENCRESi05F8OvcjYIiZzSY05GMdUG5mnYEehB6Qc4DTzezUGt/E7Hozm2lmM0tKSmovvYhIbBsLXBleLWQgsN3di4MOJSJS36Kih4WIiHzOYT+dc/f1wEgAM0sFLnT37eHuxdPdfVf42ARgIPBe9Tep/sleHXwfIiJRx8z+BQwFMs2sCPg5oeF3uPvTwHjgHGAZsAf4djBJRUSCpYKFiEh0mgF0MbOOhHpOXApcXrWBmWUCW9y9ErgLeDZ8aA1wnZk9SKinxhDgsfoKLiIS7dz9ssMcd+C79RRHRCRiRW3B4sCBAxQVFbFv376gozQ4KSkp5ObmkpiYGHQUETlG7l5uZrcAbwDxwLPuPt/MRgEz3X0soU/3HjQzJ9R74uDD8UvA6cBcQsNIJrr7a/X9PYhI7Yvm5yM9v4iIRJ+oLVgUFRWRlpZGhw4dMKtpKLfUxN0pLS2lqKiIjh07Bh1HRI6Du48n1K246r57q2y/RKg4Uf28CuCGOg8oIvUuWp+P9PwiIhKdonbSzX379pGRkRFVv4zrg5mRkZERlZ+8iIiIxLpofT7S84uISHSK2oIFEHW/jOuLfm4iIiLRK1p/z0fr9yUiEsuiumARCR544AF69epFfn4+/fr146OPPqJDhw5s3rw56GgiIiIigdi4cSOXX345eXl59O/fn0GDBvHqq68yc+ZMbrvttsOeP3jw4HpIKSIiQYvaOSwiwbRp03j99deZNWsWycnJbN68mbKysqBjiYiIiATG3Tn//PO56qqreOGFFwBYvXo1Y8eO5YILLqCwsPCw15g6dWpdxxQRkQigHhZ1qLi4mMzMTJKTkwHIzMykTZs2APzhD3+goKCAPn36sGjRIgA+/vhjBg8ezAknnMDgwYNZvHgxAM899xwjR47k7LPPpkuXLtxxxx2H3iM1NZWf/vSn9O3bl4EDB7Jx40Yg9Iv/jDPOID8/nzPOOIM1a9YAcPXVV3PbbbcxePBg8vLyeOmlz823JyIiIlJn3nnnHZKSkrjxxhsP7Wvfvj233norU6ZMYfjw4QDcd999XHPNNQwdOpS8vDwef/zxQ+1TU1PrPbeIiNS/mOhh8YvX5rNg/Y5avWbPNun8/Ou9vrTNWWedxahRo+jatStnnnkml1xyCUOGDAFCxYtZs2bx5JNP8uijj/LMM8/QvXt33nvvPRISEnjrrbe4++67efnllwH49NNPmT17NsnJyXTr1o1bb72Vtm3bsnv3bgYOHMgDDzzAHXfcwZ///GfuuecebrnlFq688kquuuoqnn32WW677TbGjBkDhAopH3zwAYsWLWLEiBFcdNFFtfqzERERkcgX1PPR/PnzKSgoOKLrLVq0iMmTJ7Nz5066devGTTfdpGVLRURiiHpY1KHU1FQ++eQTRo8eTVZWFpdccgnPPfccACNHjgSgf//+rFq1CoDt27dz8cUX07t3b26//Xbmz59/6FpnnHEGTZs2JSUlhZ49e7J69WoAkpKSDn0SUfVa06ZN4/LLLwfgiiuu4IMPPjh0rfPPP5+4uDh69ux5qEeGiHyxOUXbWLpxZ9Axos7MVVv4bO029h2oCDqKiATou9/9Ln379uXEE0/83LFzzz2X5ORkMjMzadmypZ5bRERiTEz0sDhcpb8uxcfHM3ToUIYOHUqfPn3429/+BnBomEh8fDzl5eUA/OxnP+O0007j1VdfZdWqVQwdOvTQdQ62r35OYmLioVmxq+6vrurM2VWv5e618F2KRK+KSueOl+aw70AF7/xwKHFxmoW+tvxq/EJmrdlGnEHHzCZ0z06nZ3Y6PbLT6JGdTuv0FM36L1KHgno+6tWr16EepABPPPEEmzdvrnHuii96/hERkdgQEwWLoCxevJi4uDi6dOkChIZ1tG/fnrlz59bYfvv27eTk5AAc6olxrAYPHsyLL77IFVdcwT//+U9OPvnk47qeSKx6ZVYRizbs5A+XnaBiRS37/aUnMH/9DhYWh77mFG1j3JziQ8ebNU6ke+tQ8aJHuJjRuWUqKYnxAaYWkeN1+umnc/fdd/PUU09x0003AbBnz56AU4mISCRSwaIO7dq1i1tvvZVt27aRkJBA586dGT16NK+//nqN7e+44w6uuuoqfvvb33L66acf13s//vjjXHPNNTzyyCNkZWXx17/+9biuJxKL9pZV8OikxfRr24zh+dlBx4k6bVs0pm2Lxpzdu/WhfTv3HWDRhp0sKt7BguKdLCzewYsfr2VveNhIfJyRl9nkUBGjR3YaPbPTyUpLVm8MkQbCzBgzZgy33347Dz/8MFlZWTRp0oSHHnoo6GgiIhJhLBqGBBQWFvrMmTP/Z9/ChQvp0aNHQIkaPv38ROAPby/lN28u4f/dOIgTO7Q46vPN7BN3P/z6fFGipntxbaiodFaX7mbRhp2HemMsLN7Jum17D7Vp0SQpNJSkdfqhYkbnlqkkJWiqJpGqov33e03fXyzdi+vqPiwicjyO5z6sHhYiIjXYtHMfT727nLN7tT6mYoXUnvg4Iy8rlbysVM7p8389XbbvOcDCDTtYFC5gLNywg79PX83+8koAEuKMzi1TD/XE6JGdTvfWod4YIiIiIhL5VLAQEanBY28tpay8kp8M6x50FPkCTRsnMjAvg4F5GYf2lVdUsqp0NwuKd4YLGTuYtryUV2evO9QmMzWZfm2bcmKHFhR2aEGfnKbqiSEiIiISgVSwEBGpZunGnfx7xlquGNiejplNgo4jRyEhPo7OLdPo3DKNEX3bHNq/ZXdZeF6M0Nena7bx1sJNAKQkxtGvbTMGhAsYBe2bk5qsX48iIiIiQYvqJzJ31yRsxyAa5jUROR6/nrCIxonx3HZGl6CjSC1p0SSJwZ0zGdw589C+kp37mblqCzNWbWXGqi38cfIyKh3iDHq1aUphh+aHihgaRiLRJFqfj/T8IiISfeqsYGFmq4CdQAVQXn2SDTMbCvwXWBne9Yq7jwofOxv4PRAPPOPuvz7a909JSaG0tJSMjIyo/KVcV9yd0tJSUlJSgo4iEoipyzbz9qJN3DmsOy2aJAUdR+pQVloyw/pkMyw8L8au/eXMWr2Vmau28PGqLbzw0Rr++uEqADpmNuHEDs05sUMLTuzQgvYZjfW7RRqkaH0+0vOLiEh0quseFqe5++YvOf6+uw+vusPM4oEngK8CRcAMMxvr7guO5o1zc3MpKiqipKTkqEPHupSUFHJzc4OOIVLvKiudB8YvJKdZI64e3CHoOFLPUpMTOLVrFqd2zQKgrLySeeu3M2PlFmas2sIb8zfyn5lFQKjYEep9ESpi9MhOJz4uev74k+gVzc9Hen4REYk+kTgkZACwzN1XAJjZi8B5wFEVLBITE+nYsWMdxBORaDXm03XMX7+D31/aj5TE+KDjSMCSEuIoaNecgnbNuWFIJyornWUlu/h45ZZDQ0nGzS0GQsWOgvbNGRAuYPRt20z/DUlE0vORiIg0JHVZsHBgkpk58Cd3H11Dm0Fm9hmwHviRu88HcoC1VdoUAV+pw5wiIuw7UMEjbywmP7cpX89vc/gTJObExRldW6XRtVUa3xrYHoB12/aGhpCEe2E8Oin0qXVSfBx9cpuGh5A0p7B9C5o2TgwyvoiIiEiDU5cFi5Pcfb2ZtQTeNLNF7v5eleOzgPbuvsvMzgHGAF2AmvrUfm4WJTO7HrgeoF27drWfXkRiyl8+WEnx9n387pJ+xKlrvxyhnGaNyOmXw3n9cgDYtqeMmeFJPGes2sJfPljB06PNucQAACAASURBVO86ZtCtVdqhZVgH5rWgWWPNkSIiIiLyZeqsYOHu68P/bjKzVwkN9XivyvEdVbbHm9mTZpZJqEdF2yqXyiXUA6P69UcDowEKCws1LbSIHLPNu/bz1JTlnNmjFQPzMoKOIw1Ys8ZJnNmzFWf2bAXA3rIKPl277dBEni/OWMNzU1dhBr3apDMoL4PBnTI5sWMLLaUqIiIiUk2dPB2ZWRMgzt13hrfPAkZVa9Ma2OjubmYDgDigFNgGdDGzjsA64FLg8rrIKSIC8PjbS9l7oII7h3UPOopEmUZJ8QzqlMGgTqFCWFl5JZ8VbWPqslKmLt/M36au5s/vryQ+zsjPbcrgThkMysukf/vmNErSHBgiIiIS2+rq45xWwKvh5bISgBfcfaKZ3Qjg7k8DFwE3mVk5sBe41EMLaJeb2S3AG4SWNX02PLeFiEitW16yi39+tIbLB7Sjc8vUoONIlEtKiDu0NOr3zuzCvgMVfLJ6K9OWhwoYT7+7gicmLycpPo5+7ZoxuFOoB0a/ts1ISogLOr6IiIhIvaqTgkV4hY++Nex/usr2H4E/fsH544HxdZFNRKSqX09YRKPEeL53Zpego0gMSkmM56TOmZzUORPoxq795cxYtYVpy0uZtryU37+9lMfeWkpKYqjQMahTBoPyMuiT05SEeBUwREREJLppwKyIxKzpK0p5c8FGfvy1bmSmJgcdR4TU5ARO69aS07q1BGD7ngNMX1l6qIDx8MTFh9oN6NgiNISkUwY9WqdrslgRERGJOipYiEhMqqx0fjV+IdlNU/jOyR2DjiNSo6aNE/lar9Z8rVdrIDRB7PQVpUwNFzDeWbQJgGaNExnYMVS8GNwpg84tUwkPyxQRERFpsFSwEJGY9Nqc9cwp2s5vv9GXlERNbigNQ2ZqMsPz2zA8vw0Axdv3Hup9MXV5KRPnbzjU7mDxYnCnDNpnNAkytoiIiMgxUcFCRGLOvgMVPDxxMb3apHN+v5yg44gcs+ymjRhZkMvIglzcnbVb9jJtxeZDPTBe+yy0Knj31mmc2yebc/Kz6ZSlyWVFRESkYVDBQkRiznNTV7Fu214euShf4/4lapgZ7TIa0y6jHZec2A53Z3nJbt5bUsKEecX85s0l/ObNJXRvncbw/GzO6ZNNnooXIiIiEsFUsBCRmLJldxlPTF7G6d1bMrhzZtBxROqMmdG5ZSqdW6Zyzckd2bB9HxPmFTNuTjGPTlrCo5OW0CM7/VDxomOmho2IiIhIZFHBQkRiyuNvL2X3/nLuGtY96Cgi9ap10xS+fVJHvn1SR4q372XC3A2Mm1vMI28s5pE3FtMzO51z87M5t082HVS8EBERkQiggoWIxIyVm3fzj+mruXRAO7q0Sgs6jkhgsps24pqTO3LNyR1Zv20vE+ZtYNyc9YeKF73a/F/xQhN2ioiISFBUsBCRmPHQhEUkJ8Tx/TO7BB1FJGK0adaI75zcke+Eixfj5xYzbm4xD09czMMTF9M7J51z+7Th3D7ZtMtoHHRcERERiSEqWIhITJixagsT52/gh1/tSsu0lKDjiESkNs0ace0peVx7Sh7rtu1lwtxiXp9TzEMTF/HQxEX0yWl6qOdF2xYqXoiIiEjdUsFCRKKeu3P/uIW0Sk/m2lPygo4j0iDkVCleFG3dw4S5G3h9bjG/nrCIX09YRH5u09BSqSpeiIiISB1RwUJEot7rc4r5bO02Hrkon0ZJ8UHHEWlwcps35rpT87ju1DzWbtnD+LnFjJ9bzIMTFvHghEX0zQ31vDinTza5zVW8EBERkdqhgoWIRLX95RU8NHER3VunMbIgN+g4Ig1e2xaNuWFIJ24Y0om1W/YwLly8+NX4Rfxq/CL6tm3G8D7ZnJOfTU6zRkHHFRERkQZMBQsRiWp/n7aaoq17+ft3BhAfZ0HHEYkqbVs05sYhnbhxSCfWlP5f8eKB8Qt5cMJCLu7flu9/tQvZTVW4EBERkaOngoWIRK1te8p4/O2lDOmaxSldsoKOIxLV2mU05qahnbhpaCdWl+7mb1NX84/pqxnz6TquHtyBm4Z2olnjpKBjioiISAMSF3QAEZG68od3lrFrfzl3n9Mj6CgiMaV9RhPu/XpP3v7hEM7Nz2b0+ys49eHJPDVlOXvLKoKOJyIiIg2EChYiEpVWl+7m+Wmr+EZhW7q1Tgs6jkhMatuiMb/9Rj8mfO8UCju04KGJixj66GT+9fEayisqg44nIiIiEU4FCxGJSg9PXExCXBw/+GrXoKOIxLzurdN59uoT+c8Ng8hp1oi7XpnLWY+9x4S5xbh70PFEREQkQqlgISJR55PVWxk3t5gbhuTRMj0l6DiBMbOzzWyxmS0zsztrON7ezN42szlmNsXMcqsca2dmk8xsoZktMLMO9ZldotOAji14+abBjL6iP/Fm3PTPWZz/5FSmLS8NOpqIiIhEIBUsRCSquDsPjFtAy7Rkrj81L+g4gTGzeOAJYBjQE7jMzHpWa/Yo8Ly75wOjgAerHHseeMTdewADgE11n1pigZlxVq/WTPz+qTx8UT6bduzjsj9P56pnP2b++u1BxxMREZEIooKFiESVCfM2MGvNNn7w1a40TorphZAGAMvcfYW7lwEvAudVa9MTeDu8Pfng8XBhI8Hd3wRw913uvqd+YkusiI8zvlHYlsk/Gsrd53Tn07XbOPfxD/jei7NZU6r/3EREREQFCxGJImXllTw0cRHdWqVxcWHboOMELQdYW+V1UXhfVZ8BF4a3LwDSzCwD6ApsM7NXzGy2mT0S7rHxOWZ2vZnNNLOZJSUltfwtSCxISYzn+lM78d4dp3Hz0E68MX8DZ/x2CveNnc/mXfuDjiciIiIBUsFCRKLGP6avZnXpHu46pzvxcRZ0nKDV9AOoPrvhj4AhZjYbGAKsA8qBBOCU8PETgTzg6prexN1Hu3uhuxdmZWXVUnSJRU0bJXLH2d1598encVH/tvx9+mqGPDyZ3725hF37y4OOJyIiIgFQwUJEosL2PQd4/J2lnNIlkyFd9YczoR4VVbuZ5ALrqzZw9/XuPtLdTwB+Gt63PXzu7PBwknJgDFBQP7El1rVKT+HBkX2YdPupDOmWxe/fXsqQhyfz1w9Xsr+8Iuh4IiIiUo9UsBCRqPDElGVs33uAu4b1wCzme1cAzAC6mFlHM0sCLgXGVm1gZplmdvD3wF3As1XObW5mBys/pwML6iGzyCGdslJ58pv9GfPdk+jaKo1fvLaAM3/7LmNmr6OyUkuhioiIxAIVLESkwVu7ZQ/PfbiKiwpy6dkmPeg4ESHcM+IW4A1gIfAfd59vZqPMbES42VBgsZktAVoBD4TPrSA0HORtM5tLaHjJn+v5WxABoF/bZrxw3Vf42zUDSEtO5Pv//pRz//ABkxdvwl2FCxERkWgW01Poi0h0ePiNxcTFwQ/P6hZ0lIji7uOB8dX23Vtl+yXgpS84900gv04DihwhM2NI1yxO6ZzJa3PW85tJS/j2X2fwlY4tuHNYd05o1zzoiCIiIlIH1MNCRBq02Wu28tpn67n+lDxaN00JOo6I1KG4OOO8fjm89YMh/GJEL5aX7OKCJ6dy498/YdmmXUHHExERkVqmHhYi0mC5O78av5DM1CSuH9Ip6DgiUk+SEuK4anAHLuyfy1/eX8no95bz5sKNXNw/l++f2VXFSxERkSihHhYi0mBNWrCRGau2cvtXu5KarPqrSKxJTU7ge2d24d07TuOKge15eVYRX/3du3y0ojToaCIiIlILVLAQkQbpQEUlv56wiM4tU7mksO3hTxCRqJWZmsx9I3rx5u1DaJmWzBXPfszEeRuCjiXypczsbDNbbGbLzOzOGo63M7PJZjbbzOaY2TlB5BQRCZIKFiLSIL3w0RpWbt7N3ed0JyFetzIRgQ6ZTXjpxsH0zE7n5n9+wj8/Wh10JJEamVk88AQwDOgJXGZmPas1u4fQCk8nEFqa+sn6TSkiEjw95YtIg7Nj3wEee2sJgztlcFq3lkHHEZEI0rxJEi9c9xWGdM3ip6/O4/dvLdXypxKJBgDL3H2Fu5cBLwLnVWvjwMG1upsC6+sxn4hIRFDBQkQanCcnL2fb3gPcfU4PzCzoOCISYRonJTD6ykIuLMjld28t4Wf/nUdFpYoWElFygLVVXheF91V1H/AtMysitET1rfUTTUQkcqhgISINStHWPTz74UouOCGH3jlNg44jIhEqMT6ORy/O54Yhefxj+hpueWEW+w5UBB1L5KCaqu3Vq2qXAc+5ey5wDvB3M/vcs7uZXW9mM81sZklJSR1EFREJTp1Nq29mq4CdQAVQ7u6F1Y5/E/hJ+OUu4CZ3/+xIzhWR2PXoG4sx4EdndQs6iohEODPjrmE9yEpN5v5xC9m652NGX1lIekpi0NFEioCqM0bn8vkhH98BzgZw92lmlgJkApuqNnL30cBogMLCQnUlEpGoUtc9LE5z935fUHBYCQxx93zgl4RvtEd4rojEoDlF2xjz6XquPaUjbZo1CjqOiDQQ156Sx2OX9GPmqq1c8qfpbNqxL+hIIjOALmbW0cySCE2qObZamzXAGQBm1gNIAdSFQkRiSmBDQtx9qrtvDb+cTqiyLCLyhX735hKaN07kxiGdgo4iIg3M+Sfk8JerT2R16W4ufHoqKzfvDjqSxDB3LwduAd4AFhJaDWS+mY0ysxHhZj8ErjOzz4B/AVe7ZpAVkRhTlwULByaZ2Sdmdv1h2n4HmHCM54pIDFiwfgeTF5dwzUkdSVN3bhE5BkO6ZvGv6waye38FFz01lTlF24KOJDHM3ce7e1d37+TuD4T33evuY8PbC9z9JHfvG+51PCnYxCIi9a8uCxYnuXsBofWlv2tmp9bUyMxOI1Sw+MnRnKsJhkRiy1PvLqdJUjxXDuoQdBQRacD6tm3GSzcOIiUxnstGT+f9pXqGEBERiVR1VrBw9/XhfzcBrxJab/p/mFk+8AxwnruXHs257j7a3QvdvTArK6tuvgkRiQirNu9m3Jz1fGtQe5o2Vu8KETk+eVmpvHLzYNq2aMw1z81g7GfV5zoUERGRSFAnBQsza2JmaQe3gbOAedXatANeAa5w9yVHc66IxJY/vbechPg4vnNyx6CjiEiUaJWewr9vGMQJ7Zpz279m8+wHK4OOJCIiItXU1bKmrYBXzezge7zg7hPN7EYAd38auBfIAJ4Mtzu4fGmN59ZRThGJcBt37OPlT9ZxcWEuLdNSgo4jIlGkaaNEnr9mAN97cTajXl9Aya793PG1boSfQURERCRgdVKwcPcVQN8a9j9dZfta4NojPVdEYtMz76+gvLKSG07VyiAiUvtSEuN58pv9+dl/5/HUlOVs3rmfB0f2ISE+sIXUREREJKyueliIiBy3bXvK+OdHa/h63za0y2gcdBwRiVLxccYD5/cmKzWZ37+9lC27y/jj5QU0SooPOpqIiEhM08cHIhKx/jZ1NXvKKrhpqHpXiEjdMjNu/2pX7j+/N+8s3sQ3n5nOtj1lQccSERGJaSpYiEhE2r2/nL9OXcmZPVrSvXV60HFEJEZ8a2B7nry8gHnrdnDR09NYv21v0JFERERilgoWIhKR/vXxGrbtOcBNQzsHHUVEYsywPtn87ZoBbNy+jwufmsrSjTuDjiQiIhKTVLAQkYizv7yCZ95fyVc6tqB/++ZBxxGRGDSoUwb/vmEQ5ZXORU9P45PVW4KOJCIiEnNUsBCRiDNm9jo27NjHzaepd4WIBKdnm3ReuWkwzRsn8s1nPuLthRuDjiQiIhJTVLAQkYhSUek8/e4Keuekc2qXzKDjiEiMa9uiMS/dNJiurdK4/u+f8J+Za4OOJCIiEjNUsBCRiDJhXjErN+/m5qGdMbOg44iIkJmazAvXDWRwpwzueGkOT05ZhrsHHUtERCTqqWAhIhHD3Xly8nLyMpvwtV6tg44jInJIanICf7nqREb0bcPDExcz6vUFVFaqaCEiIlKXEoIOICJy0LtLSlhQvIOHL8wnPk69K0QksiQlxPHYJf3ITE3m2Q9XUrqrjEcv7ktSgj7/ERERqQsqWIhIxHhyynKym6Zw/gk5QUcREalRXJzxs+E9yEpL5qGJi9iyu4ynr+hParIeqURERGqbPhIQkYgwc9UWPl65hetOydOnlSIS0cyMm4Z24pGL8pm2opTLRk9n8679QccSERGJOvqrQEQiwpNTltO8cSKXDmgbdBQRkSNycWFb/nxlf5Zu2smVf/mYsvLKoCOJiIhEFRUsRCRwC4t38M6iTXz7pI40TlK3ahFpOE7v3orHLz2BBcU7eHLKsqDjiIiIRBUVLEQkcE9NWU6TpHiuGtQh6CgiIkftrF6tOa9fG/74zjIWrN8RdBwREZGooYKFiARqdeluXp+znm8ObE/TxolBxxEROSb3fb0XzRon8uOXPuNAhYaGiIiI1AYVLEQkUH96bwUJcXFce3LHoKOIiByz5k2SuP/83sxfv4M/vbs86DgiIiJRQQULEQnMxh37eGlmERcV5tIyPSXoOCIix+Xs3tkMz8/m928vZfGGnUHHERERafBUsBCRwPzlg5WUV1Zyw6l5QUcREakVvxjRi/SU0NCQcg0NEREROS4qWIhIILbvOcA/p69meH4b2mc0CTqOiEityEhNZtR5vZlTtJ3R768IOo6IiEiDpoKFiATib9NWsbusgpuGdgo6iohIrTo3P5thvVvz2JtLWbpRQ0NERESOlQoWIlLv9pSV89cPV3J695b0yE4POo6ISK0bdV5vmiTH8+OX5lBR6UHHERERaZBUsBCRevevj9eydc8BvnuaeleISHTKSkvmvhG9+HTtNv7ygYaGiIiIHAsVLESkXpWVV/LM+ysY0LEF/du3CDqOiEidGdG3DWf1bMWjk5awvGRX0HFEREQaHBUsRKRejZm9juLt+7hZc1fUOTM728wWm9kyM7uzhuPtzextM5tjZlPMLLfa8XQzW2dmf6y/1CLRw8y4/4LeNEqM5w4NDRERETlqKliISL2pqHSefnc5vdqkM6RrVtBxopqZxQNPAMOAnsBlZtazWrNHgefdPR8YBTxY7fgvgXfrOqtINGuZlsJ9I3ryyeqt/PXDlUHHERERaVBUsBCRevPG/A2s2Lybm4Z2wsyCjhPtBgDL3H2Fu5cBLwLnVWvTE3g7vD256nEz6w+0AibVQ1aRqHZ+vxzO6N6SRyctZuXm3UHHERERaTBUsBCReuHuPDF5GR0zmzCsd3bQcWJBDrC2yuui8L6qPgMuDG9fAKSZWYaZxQG/AX5c5ylFYoCZ8auRfUiKj+MnL82hUkNDREREjogKFiJSL95bupn563dw45A84uPUu6Ie1PRDrv5X0o+AIWY2GxgCrAPKgZuB8e6+lsMws+vNbKaZzSwpKTnezCJRq1V6Cj8b3pOPV23h+Wmrgo4jIiLSIKhgISL14snJy2idnsIFJ+QevrHUhiKgbZXXucD6qg3cfb27j3T3E4CfhvdtBwYBt5jZKkLzXFxpZr+u6U3cfbS7F7p7YVaW5iUR+TIX9c9laLcsHpq4mNWlGhoiIiJyOCpYiEid+2T1Vj5auYVrT+lIUoJuO/VkBtDFzDqaWRJwKTC2agMzywwP/wC4C3gWwN2/6e7t3L0DoV4Yz7v751YZEZGjY2Y8OLIPCXHGT17W0BAREZHD0V8OIlLnnpqyjGaNE7lsQLugo8QMdy8HbgHeABYC/3H3+WY2ysxGhJsNBRab2RJCE2w+EEhYkRiS3bQR9wzvwfQVW/jnR6uDjiMiIhLREoIOICLRbdGGHby1cBO3n9mVJsm65dQndx8PjK+2794q2y8BLx3mGs8Bz9VBPJGY9Y3Ctrw+p5gHJyxiaLeWtG3ROOhIIiIiEUk9LESkTj01ZTlNkuK5anD7oKOIiEQEM+PXF+YTZ8adr8zBXUNDREREaqKChYjUmTWle3jts/Vc/pV2NGucFHQcEZGIkdOsEXed050Pl5Xyr48PuyCPiIhITKqzgoWZrTKzuWb2qZnNrOG4mdnjZrbMzOaYWUGVY1eZ2dLw11V1lVFE6taf3ltOQlwc156SF3QUEZGIc/mAdgzulMGvxi9k3ba9QccRERGJOHXdw+I0d+/n7oU1HBsGdAl/XQ88BWBmLYCfA18BBgA/N7PmdZxTRGrZph37+H+fFHFh/xxapacEHUdEJOKYGQ9dmE+lO3e+rKEhIiIi1QU5JOQ8QkvlubtPB5qZWTbwNeBNd9/i7luBN4GzA8wpIsfgLx+spLyikhtO7RR0FBGRiNW2RWPuGtad95du5j8zNTRERESkqrosWDgwycw+MbPrazieA1T9zVwU3vdF+0Wkgdi+5wD/mL6ac/Pb0CGzSdBxREQi2je/0p6BeS24//WFFG/X0BAREZGD6rJgcZK7FxAa+vFdMzu12nGr4Rz/kv3/e7LZ9WY208xmlpSUHH9aEak1z09bxe6yCm4aot4VIiKHExcXGhpSXunc9cpcDQ0REREJq7OChbuvD/+7CXiV0HwUVRUBbau8zgXWf8n+6tcf7e6F7l6YlZVVm9FF5DjsLavgr1NXcVq3LHq2SQ86johIg9A+owl3nN2NKYtLeHnWuqDjiIiIRIQ6KViYWRMzSzu4DZwFzKvWbCxwZXi1kIHAdncvBt4AzjKz5uHJNs8K7xORBuDFGWvYsruMm0/rHHQUEZEG5apBHRjQoQWjXpvPxh37go4jIiISuLrqYdEK+MDMPgM+Bsa5+0Qzu9HMbgy3GQ+sAJYBfwZuBnD3LcAvgRnhr1HhfSIS4crKKxn93gpO7NCcEzu0CDqOiEiDEhdnPHRRPvvLK7lbQ0NERERIqIuLuvsKoG8N+5+usu3Ad7/g/GeBZ+sim4jUnTGfrqN4+z5+NbJP0FFERBqkjplN+PHXunH/uIWM+XQdF5yQG3QkERGRwAS5rKmIRJGKSufpd5fTMzudoV01r4yIyLH69kkdKWjXjPvGLmDTTg0NERGR2KWChYjUiknzN7CiZDc3De2EWU2L/YiIyJGIjzMeubgvew9UcM+r8zQ0REREYpYKFiJy3NydJ6csp0NGY87pkx10HBGRBq9TVio//GpXJi3YyGtzioOOIyIiEggVLETkuL2/dDNz123nhiGdiI9T7woRkdpw7Sl59GvbjJ//dx4lO/cHHUdERKTeqWAhIsftySnLaJWezMiCnKCjiIhEjfg445GL8tm9v4Kfj62+OryIiEj0U8FCRI7LrDVbmb5iC9edkkdyQnzQcUREokqXVml8/6tdGD93A+M0NERERGKMChYiclyenLycZo0TuWxAu6CjiIhEpetPySM/tyn3/ncepbs0NERERGKHChYicswWb9jJWws3ctWgDjRJTgg6johIVEqIj+ORi/qyY98Bfj52ftBxRERE6o0KFiJyzJ6asozGSfFcPbhD0FFERKJat9Zp3HZ6F16fU8zEeRoaEg3M7GwzW2xmy8zszi9o8w0zW2Bm883shfrOKCISNBUsROSYrN2yh9fmFHP5gHY0b5IUdBwRkah349BO9GqTzj1j5rF1d1nQceQ4mFk88AQwDOgJXGZmPau16QLcBZzk7r2A79d7UBGRgKlgISLH5E/vLSfOQsvuiYhI3UsMDw3ZtucAv3hNQ0MauAHAMndf4e5lwIvAedXaXAc84e5bAdx9Uz1nFBEJnAoWInLUNu3cx39mFnFhQS6tm6YEHUdEJGb0bJPOLad3Zsyn63lzwcag48ixywHWVnldFN5XVVegq5l9aGbTzezsmi5kZteb2Uwzm1lSUlJHcUVEgqGChYgctd9OWkJFpXPDkE5BRxERiTk3D+1M99Zp3P3qXLbt0dCQBspq2OfVXicAXYChwGXAM2bW7HMnuY9290J3L8zKyqr1oCIiQVLBQkSOyiert/DijLVcc1IHOmY2CTqOiEjMSUqI49GL+7JldxmPvbU06DhybIqAtlVe5wLra2jzX3c/4O4rgcWEChgiIjFDBQsROWIHKir56avzyG6awvfP7Bp0HBGRmNU7pylfz8/mlVlF7C+vCDqOHL0ZQBcz62hmScClwNhqbcYApwGYWSahISIr6jWliEjAVLAQkSP23IerWLRhJz//ei+aJCcEHUdEJKaNLMhlx75y3lmouRgbGncvB24B3gAWAv9x9/lmNsrMRoSbvQGUmtkCYDLwY3cvDSaxiEgw9BeHiByR9dv28ru3lnB695Z8rVeroOOIiMS8kzpn0jItmZdnFTGsT3bQceQouft4YHy1ffdW2XbgB+EvEZGYpB4WInJERr22gEp3fjGiF2Y1zRUmIiL1KT7OuOCEHKYsLmHzrv1BxxEREal1KliIyGG9s2gjE+dv4NbTu9C2ReOg44iISNjIglzKK53XPqs+X6OIiEjDp4KFiHypvWUV3Pvf+XTKasJ1p+QFHUdERKro1jqN3jnpvDJrXdBRREREap0KFiLypf44eSlFW/dy//l9SErQLUNEJNKMPCGXueu2s2TjzqCjiIiI1Cr99SEiX2jZpp2Mfm8FI0/IYVCnjKDjiIhIDUb0a0N8nKmXhYiIRB0VLESkRu7OPWPm0SgxnrvP7RF0HBER+QKZqckM7ZrFmNnrqKj0oOOIiIjUGhUsRKRGYz5dx/QVW7jj7O5kpiYHHUdERL7EyIJcNuzYx7TlpUFHERERqTUqWIjI52zfc4D7X19I37bNuHxAu6DjiIjIYZzRoyVpKQm8Mqso6CgiIiK1RgULEfmch99YxNY9ZTxwfm/i4izoOCIichgpifEMz2/DhHkb2L2/POg4IiIitUIFCxH5H5+u3cYLH6/hqsEd6J3TNOg4IiJyhC4syGHvgQomzNsQdBQREZFaoYKFiBxSXlHJT1+dS8u0ZH7w1a5BxxERkaPQv31z2rVorGEhIiISNVSwEJFD/j59NfPX7+Bnw3uSlpIYdBwRETkKZsbIghymrShlnA6w9wAAIABJREFU3ba9QccRERE5bipYiAgAG3fs4zeTlnBq1yzO7ZMddBwRETkGI0/IxR3GzF4XdBQREZHjpoKFiAAw6vUFlFVUMmpEL8w00aaISEPULqMxAzq04JVZRbh70HFERESOiwoWIsJ7S0oYN6eY7w7tTIfMJkHHkVpiZmeb2WIzW2Zmd9ZwvL2ZvW1mc8xsipnlhvf3M7NpZjY/fOyS+k8vIsdqZEEOy0t2M6doe9BRREREjosKFiIxbt+BCu797zw6ZjbhxqF5QceRWmJm8cATwDCgJ3CZmfWs1uxR4Hl3zwdGAQ+G9+8BrnT3XsDZwGNm1qx+kovI8TonP5ukhDhNvikiIg2eChYiMe6pKctZVbqHX57Xm+SE+KDjSO0ZACxz9xXuXga8CJxXrU1P4O3w9uSDx919ibsvDW+vBzYBWfWSWkSOW3pKImf1bMXYz9ZTVl4ZdBwREZFjpoKFSAxbuXk3T01Zzoi+bTi5S2bQcaR25QBrq7wuCu+r6jPgwvD2BUCamWVUbWBmA4AkYHlNb2Jm15vZTDObWVJSUivBReT4XViQy9Y9B5iyeFPQUURERI5ZnRUszCzezGab2es1HPudmX0a/lpiZtuqHKuocmxsXeUTiXXuzs/GzCM5IY57hvcIOo7UvppmTq0+A9+PgCFmNhsYAqwDyg9dwCwb+DvwbXev8WNadx/t7oXuXpiVpU4YIpHilC6ZZKYm8cosrRYiIiINV0IdXvt7wEIgvfoBd7/94LaZ3QqcUOXwXnfvV4e5RAR4bU4xHyzbzC9G9KJlWkrQcaT2FQFtq7zOBdZXbRAe7jESwMxSgQvdfXv4dTowDrjH3afXS2IRqTUJ8XGc1y+H56etYuvuMpo3SQo6koiIyFGrkx4W4ZnmzwWeOYLmlwH/qoscIlKzHfsO8MvXF9AnpynfGtg+6DhSN2YAXcyso5klAZcC/9Nrzcwyzezg74G7gGfD+5OAVwlNyPn/6jGziNSikQU5HKhwXp+z/vCNRUREIlBdDQl5DLgD+NKZnsysPdAReKfK7pTweOjpZnb+l5yrcdMix+i3k5awedd+HrigN/FxNY0ckIbO3cuBW4A3CPV2+4+7zzezUWY2ItxsKLDYzJYArYAHwvu/AZwKXF1liJ56vok0ML3aNKV76zRe1rAQERFpoGp9SIiZDQc2ufsnZjb0MM0vBV5y94oq+9q5+3ozywPeMbO57v65yd7cfTQwGqCwsLD6uGwR+QJzi7bz/LRVXDGwPfm5Wqkymrn7eGB8tX33Vtl+CXiphvP+AfyjzgOKSJ27sCCXB8YvZHnJLjplpQYdR0RE5KjURQ+Lk4ARZraK0DJ6p5vZFz34Xkq14SDhMdW4+wpgCv87v4WIHIeKSuenY+bSokkyPzyrW9BxRESkjp3Xrw1xBq+ql4WIiDRAtV6wcPe73D3X3TsQKki84+7fqt7OzLoBzYFpVfY1N7Pk8HYmoeLHgtrOKBKrXvhoNXOKtvOz4T1o2igx6DgiIlLHWqancEqXLF6dvY7KSnVIFRGRhqXOljWtrtq4aQhNtvmiu1f97dkDmGlmnwGTgV+7uwoWIrVg0859PPzGYk7qnMGIvm2CjiMiIvVkZEEO67bt5aOVW4KOIiIiclTqcllT3H0KoWEd/zNuOvz6vhraTwX61GUmkVj1q3EL2X+gklHn9cZME22KiMSKs3q2JjU5gVdmFTGoU0bQcURERI5YvfWwEJHgTF22mTGfrufGIXmadE1EJMY0SornnD6tGT+3mL1lFYc/QUREJEKoYCES5faXV3DPmHm0a9GYm0/rHHQcEREJwMiCXHaXVTBpwYago4iIiBwxFSxEotzod1ewYvNuRp3Xi5TE+KDjiIhIAAZ0aEFOs0a89ElR0FFERESOmAoWIlFsTeke/jh5Gef0ac3Qbi2DjiMiIgGJizMuLMjhw2Wb2bB9X9BxREREjogKFiJRyt25d+w8EuKMe4f3CjqOiIgE7IKCXCod/vvpuqCjiIiIHBEVLESi1MR5G5iyuIQfnNWN1k1Tgo4jIiIB65jZhIJ2zXh5VhH/u6q8iIhIZFLBQiQK7dpfzi9eW0DP7HSuGtQ+6DgiIhIhRhbksmTjLuav3xF0FBERkcNSwUIkCv3uzSVs3LmP+y/oTUK8/jcXEZGQ4fnZJMXH8cosDQsREZHIp79kRKLMgvU7eG7qKi49sR0F7ZoHHUdERCJIs8ZJnNGjJWM/W8eBisqg44iIiHwpFSxEokhlpXPPmLk0a5TIT87uFnQcERGJQCMLctm8q4z3l5YEHUVERORLqWAhEkX+PXMts9Zs4+5zetCscVLQcUREJAIN6ZpFiyZJvKxhISIiEuFUsBCJEpt37efXExbxlY4tGFmQE3QcERGJUEkJcYzo24Y3F2xk+54DQccRERH5QipYiESJB8cvYvf+cu4/vzdmFnQcERGJYCMLcigrr2Tc3OKgo4iIiHwhFSxEosBHK0p5eVYR15+aR5dWaUHHERGRCNcnpyldWqbyyqyioKOIiIh8IRUsRBq4svJK7hkzj9zmjbj19C5BxxERkQbAzBhZkMvM1VtZXbo76DgiIiI1UsFCpIH7ywcrWbppF78Y0YtGSfFBxxERkQbi/BPaYAavaPJNERGJUCpYiDRgK0p28fu3l3BWz1ac0aNV0HFERKQByW7aiJM6ZfLK7P/f3p3HWV3W//9/vGbYd2QZkAERZBtxA9wtN1Azg9zKNftk+cn27JO/tl+L5aeyxeyTpWRW6ieXbPlQogaKaSoqiKAMoogo67AJsi8z1/ePOdiIIIPOzPvMOY/77XZuvs/7fZ3D8/LMXAyvud7XtYiUUtZxJEl6CwsWUjO1bvM2Lrt1Om1blvLtsQdmHUeS1AydNaIPC1dvYtorr2UdRZKkt7BgITVDNTWJK+6aycsrN3D9hSPYt0vbrCNJkpqhUw/sRbtWpS6+KUnKSxYspGbougdeZFJlFd94/zCOGdg96ziSpGaqfesWnDa8F3+ftZTN26qzjiNJ0ptYsJCamftnL+O6B17knJHlfPSY/lnHkSQ1c2ePKGfd5u1MnlOVdRRJkt7EgoXUjLxQtY4r7nyGQ8o7870PDiciso4kSWrmjhrQjd6d2/Cn6d4WIknKLxYspGZi7cZtXHbLNNq2asENF4+kTUu3MJUkvXulJcGZh/Xh4RdXsnzd5qzjSJL0BgsWUjNQXZP43B0zWLxmEzdcNILenV1kU5LUcM4a0YfqmsSEZ5ZkHUWSpDdYsJCagR/dP5d/vrCC74wdzqj++2QdR5JUYA7o2ZFDyjvz56cXZx1FkqQ3WLCQ8tyEmUu44Z8vceGR/bjgyH5Zx5EkFaizRpRTufR15ix9PesokiQBFiykvDZ7yVquvHsmh/fvyrc+cGDWcSRJBewDh+xLi5LgLzOcZSFJyg8WLKQ8tWr9Fi67ZTpd2rbilxeOpFULv10lSY1nn/atOHFoT/4yYzHbq2uyjiNJkgULKR9tq67hM3+YwYr1W7jx4pH06Ng660iSpCJw9og+rFi3hUdfWpV1FEmSLFhI+ei/J87h8fmr+P6ZB3FI3y5Zx5EkFYkTh/akc9uW/PnpRVlHKXgRcVpEzI2IeRHxlbdpd05EpIgY1ZT5JCkfWLCQ8szd0xfx20cX8LFj9+fskeVZx5EkFZHWLUr5wCG9uX/2MtZt3pZ1nIIVEaXA9cD7gArg/Iio2EW7jsDngCeaNqEk5QcLFlIeeWbhGr72l2c5ZmA3vnb60KzjSJKK0Fkjytm8rYZ7n12WdZRCdgQwL6U0P6W0FbgDGLeLdt8FrgE2N2U4ScoXFiykPLF83WY+eet0enZszS8uGEGLUr89JUlN77C+XRjQvT1/8raQxtQHWFjn+aLcuTdExGFA35TS39/ujSLisoiYFhHTVqxY0fBJJSlD/otIygNbt9dw+W1Ps3bTNsZfPIp92rfKOpIkqUhFBGeN6MMTL69m4eqNWccpVLGLc+mNixElwLXAl/b0Riml8SmlUSmlUT169GjAiJKUPQsWUh741oTZTH/lNX507sFU7Nsp6ziSpCL3wcNqf9n/1xmLM05SsBYBfes8LweW1HneERgOPBQRC4CjgAkuvCmp2DRawSIiSiNiRkS8ZRpbRHw0IlZExDO5x8frXLskIl7MPS5prHxSvvjfJ17h9idf5fITBnLGwftmHUeSJMq7tuOoAfvw5xmLSSnt+QXaW08BgyJi/4hoBZwHTNhxMaW0NqXUPaXUP6XUH5gKjE0pTcsmriRlozFnWHwemPM21+9MKR2ae9wEEBH7AN8CjqR2MaJvRUTXRswoZeqpBav51v/N5oQhPfivU4ZkHUeSpDecNaKcl1duYMbCNVlHKTgppe3AZ4D7qf15+a6U0uyIuCoixmabTpLyR6MULCKiHHg/cNNevvRUYFJKaXVK6TVgEnBaQ+eT8sHStZu4/Lbp9N2nHdeddxilJbu6nVV65yLitIiYGxHzIuIru7i+X0Q8EBGzIuKh3Ni945qz3aQi977hvWjTsoQ/u/hmo0gpTUwpDU4pDUwpXZ07982U0oRdtD3B2RWSilFjzbD4GXAlUPM2bc7O/ZB8d0TsuIdvjysm7+CKyGrONm+r5j9vnc6mrdWMv3gkndu2zDqSCkxElALXA+8DKoDzI6Jip2Y/Bm5JKR0MXAV8P/daZ7tJomOblpx6YC/+NnMpW7ZXZx1HklSEGrxgERFnAMtTStPfptnfgP65H5InA7/f8fJdtN3ljZOuiKzmKqXE1/7yLLMWreXaDx/KoLKOWUdSYToCmJdSmp9S2grcAYzbqU0F8EDueEqd6852kwTU3haydtM2pjy/POsokqQi1BgzLI4FxuZWNL4DOCkibqvbIKW0KqW0Jff018DI3PGeVkyWmr3fPrqAPz+9mC+MHsQpB/bKOo4KV31mrM0Ezs4dnwl0jIhu9XytpCJw3AHd6dmxNX962t1CJElNr8ELFimlr6aUynMrGp8HPJhSuqhum4joXefpWP69OOf9wCkR0TU3/fiU3DmpIDw6byVXT5zDKRVlfO6kQVnHUWGrz4y1/wKOj4gZwPHAYmB7PV9b+4d4e55U0EpLgjMP68OU55ezav2WPb9AkqQG1Ji7hLzJTqsefy4iZkfETOBzwEcBUkqrge9Su9XTU8BVuXNSs7dw9UY+84enGdC9PT/98KGUuMimGtceZ6yllJaklM5KKR0GfD13bm19XlvnPbw9TypwZ40oZ3tN4m8znfQqSWpajVqwSCk9lFI6I3f8xqrHuVkYB6aUDkkpnZhSer7Oa25OKR2Qe/y2MfNJTWXj1u184pZpVNckfv2RUXRo3SLrSCp8TwGDImL/iGhF7Yy3N608HxHdI2LH3wNfBW7OHTvbTdIbhvTqyIH7duLPM7wtRJLUtJpshoVUrFJKfPnuWbxQtY6fn38Y/bu3zzqSikBKaTvwGWoLDXOAu1JKs3ea7XYCMDciXgDKgB3b6jnbTdKbnDWinFmL1vJi1bqso0iSiogFC6mR/eqfL3HPrKVcedpQThjSM+s4KiIppYkppcEppYEppR3FiLqz3e5OKQ3Ktfl4ncWQne0m6U3GHrIvpSXhLAtJUpOyYCE1oilzl/Oj++dyxsG9+c/3Dsg6jiRJ70iPjq05fnAP/jpjMdU1u1yDV5KkBmfBQmok81es53O3z2Bor05cc87BRLjIpiSp+TprRB+Wrt3M1Pmrso4iSSoSFiykRrBu8zYuu3U6LUqC8RePpF0rF9mUJDVvo4eV0bFNC/709KKso0iSioQFC6mB1dQkrrhrJi+v3MD1F46g7z7tso4kSdK71qZlKWcc3Jv7nlvGhi3bs44jSSoCFiykBnbdAy8yqbKKb7x/GMcM7J51HEmSGszZI8rZuLWa+2cvyzqKJKkIWLCQGtD9s5dx3QMvcvaIcj56TP+s40iS1KBG7teV3p3bcN9zFiwkSY3PgoXUQF6oWscVdz7DIeWdufrM4S6yKUkqOBHB6GFlPPLiSjZvq846jiSpwFmwkBrA4jWb+MQt02jbqgU3XDySNi1Ls44kSVKjGFNRxqZt1Tw6b2XWUSRJBc6ChfQuzVn6Omf98lFWr9/KjRePpHfntllHkiSp0Rw1oBsdWrdgUmVV1lEkSQXOgoX0Ljz+0io+dMPjAPzx8qMZuV/XjBNJktS4WrUo4fghPZg8Zzk1NSnrOJKkAmbBQnqH/jZzCZfc/CS9Orfhz586lqG9OmUdSZKkJnFKRRkr12/hmUVrso4iSSpgFiykd+A3/3qZz94+g0P6duaPnzyaPl28DUSSVDxOGNKTFiXhbSGSpEZlwULaCzU1iavvqeS7f6/ktAN7ceulR9KlXausY0mS1KQ6t23JkQP2sWAhSWpUFiyketqyvZov3PkMv37kZT5y9H5cf+EIdwORJBWt0cPKmLd8PS+v3JB1FElSgbJgIdXD65u38R+/fYoJM5dw5WlD+M7YAyktiaxjSZKUmTEVZQBMdpaFJKmRWLCQ9qDq9c186IbHefLl1fzk3EP41AkHEGGxQpJU3Mq7tmNY707eFiJJajQWLKS3MW/5es765WO8unojv/no4Zw9sjzrSJIk5Y0xw3oy7ZXVrN6wNesokqQCZMFC2o3pr6zmnBseY8v2au687GiOH9wj60iSJOWVMRW9qEnw4PPLs44iSSpAFiykXbh/9jIu+PUTdG3Xij9ffiwHlXfOOpIkSXlneJ9O9OrUhkmVy7KOIkkqQBYspJ3cNvUVLr9tOkN7d+LuTx5Nv27tso4kSVJeighGV/Tk4RdWsnlbddZxJEkFxoKFlJNS4sf3z+Ubf32OE4f05PZPHEm3Dq2zjiVJUl4bU9GLTduqeeyllVlHkSQVGAsWErCtuoYr757FL6bM48Oj+nLjxSNp16pF1rEkScp7Rw3Yhw6tW7hbiCSpwVmwUNHbsGU7n7hlGn+cvojPnzyIH5x9EC1K/daQJKk+Wrco5fjBPZg8Zzk1NSnrOJKkAuK/ylTUVq7fwvm/nsrDL6zg+2cdxBfHDCYiso4lSVKzMqaijBXrtjBz0Zqso0iSCogFCxWtBSs3cPavHuOFqnWMv3gU5x/RL+tIkiQ1SycO6UlpSXhbiCSpQVmwUFGauXANZ//qMV7ftI0/fOIoRleUZR1JkqRmq3O7lhzRfx8LFpKkBmXBQkVnytzlnDd+Km1blXL35ccwol/XrCNJktTsjako48Xl61mwckPWUSRJBcKChYrKXdMW8vHfT2NAj/b8+VPHMLBHh6wjSZJUEMbkZitOnuMsC0lSw7BgoaKQUuJ/HniRK++exTEDu3Hnfx5Nz45tso4lSVLB6LtPO4b26sg/vC1EktRALFio4FXXJP7//3uOn0x6gTMP68NvLjmcDq1bZB1LkqSCM6aijGkLVrN6w9aso0iSCoAFCxW0zduqufy26dw29VU+efxAfnLuIbRq4Ze9JEmNYUxFGTUJpjy/POsokqQC4L/cVLBe27CVC296gklzqvj2Byr4yvuGUlISWceSJKlgDd+3M2WdWrtbiCSpQTgvXgVp0WsbueTmJ1n42iauv2AEpx/UO+tIkiQVvJKSYPSwMv4yYzGbt1XTpmVp1pEkSc1Yo82wiIjSiJgREX/fxbUrIqIyImZFxAMRsV+da9UR8UzuMaGx8qlwVS55nbN++Rgr1m3h1o8dYbFCkqQmNKaijI1bq3n8pVVZR5EkNXONeUvI54E5u7k2AxiVUjoYuBu4ps61TSmlQ3OPsY2YTwWmuiZx0yPzOetXj1JaEtx9+TEcOaBb1rEkSSoqRw/sRvtWpe4WIkl61xqlYBER5cD7gZt2dT2lNCWltDH3dCpQ3hg5VDzmLV/HOTc8xvfumcOxA7vzf58+lsFlHbOOJUlS0WndopTjh/Rg8pwqampS1nEkSc1YY82w+BlwJVBTj7aXAvfWed4mIqZFxNSI+ODuXhQRl+XaTVuxYsW7jKvmant1Db98aB6n//xfvLxyAz/78KHcdMkoenZqk3U0SZKK1piKMlas28KsxWuzjiJJasYafNHNiDgDWJ5Smh4RJ+yh7UXAKOD4Oqf7pZSWRMQA4MGIeDal9NLOr00pjQfGA4waNcryfRF6ftnrfPmPs3h28VreN7wXV40bTo+OrbOOJUlS0TtxSE9KS4JJlcs4tG+XrONIkpqpxphhcSwwNiIWAHcAJ0XEbTs3iojRwNeBsSmlLTvOp5SW5P47H3gIOKwRMqoZ21Zdw3WTX+QD//MvlqzZxC8vHMGvLhppsUKSpDzRpV0rDu/f1e1NJUnvSoMXLFJKX00plaeU+gPnAQ+mlC6q2yYiDgNupLZYsbzO+a4R0Tp33J3a4kdlQ2dU8/Xc4rWM/cWjXDv5Bd43vDeTrjjeXUAkScpDYyp68ULVel5ZtSHrKJKkZqoxdwl5k4i4KiJ27PrxI6AD8Medti8dBkyLiJnAFOAHKSULFmLL9mp+fP9cxl3/KCvXb2H8xSP5+fmHsU/7VllHkyRJuzBmWBmAsywkSe9Yg69hUVdK6SFqb+sgpfTNOudH76b9Y8BBjZlJzc8zC9fw5T/O5MXl6zl7RDnfPKOCzu1aZh1LynsRcRpwHVAK3JRS+sFO1/sBvwe65Np8JaU0MSJaUrvL0whq/564JaX0/SYNL6nZ69etHUPKOjKpsoqPv2dA1nEkSc1QoxYspHdj87Zqrp30Ar9+ZD5lndrw2/84nBOH9Mw6ltQsREQpcD0wBlgEPBURE3aatfYN4K6U0q8iogKYCPQHzgVap5QOioh2QGVE3J5SWtCknZDU7I2pKOOXD83jtQ1b6eqsSEnSXmqyW0KkvTFtwWpOv+4Rbnx4Ph8+vC/3f/G9FiukvXMEMC+lND+ltJXaRZDH7dQmAZ1yx52BJXXOt4+IFkBbYCvweuNHllRoxlSUUZNgytzle24sSdJOnGGhvLJx63auuW8uv398AX26tOW2S4/kuEHds44lNUd9gIV1ni8CjtypzbeBf0TEZ4H2wI7b9e6mtrixFGgHfDGltLpR00oqSAf16UzPjq2ZVFnFWSPKs44jSWpmLFgobzz20kq+8qdneXX1Ri45ej+uPG0o7Vv7JSq9Q7GLc2mn5+cDv0sp/SQijgZujYjh1M7OqAb2BboCj0TE5Nx202/+QyIuAy4D6NevX0Pml1QASkqC0RVl/HXGYjZvq6ZNy9KsI0mSmhFvCVHm1m/Zztf/8iwX/PoJIuDOy47iO+OGW6yQ3p1FQN86z8v59y0fO1wK3AWQUnocaAN0By4A7kspbcttPf0oMGpXf0hKaXxKaVRKaVSPHj0auAuSCsGYijI2bq3m8fmrso4iSWpmLFgoUw+/sIJTr32YPzz5Kh8/bn/u+/x7OXJAt6xjSYXgKWBQROwfEa2A84AJO7V5FTgZICKGUVuwWJE7f1LUag8cBTzfZMklFZSjB3SjXatStzeVJO01CxbKxNpN27jy7pl85OYnadOyhLs/eQzfOKOCtq2cKio1hJTSduAzwP3AHGp3A5kdEVdFxNhcsy8Bn4iImcDtwEdTSona3UU6AM9RW/j4bUppVpN3QlJBaNOylOMH92ByZRU1NTvfmVa8IuK0iJgbEfMi4iu7uH5FRFRGxKyIeCAi9ssipyRlyTn3anIPzKnia395lhXrtnD5CQP5/MmDvKdVagQppYnUblVa99w36xxXAsfu4nXrqd3aVJIaxJiKMu59bhnPLl7LIX27ZB0nc/XcenoGMCqltDEiLgeuAT7c9GklKTsWLNRk1mzcynf+VslfZixmSFlHfv2RURxc7g8tkiQVuhOH9KS0JJhUWWXBotYbW08DRMSOraffKFiklKbUaT8VuKhJE0pSHvCWEDWJ+55byuifPszfZi7hcycP4m+fPc5ihSRJRaJr+1aM2q+r61j82662nu7zNu0vBe5t1ESSlIecYaFGtWr9Fr45YTb3zFrKgft24vcfO5wD9+2cdSxJktTExlSU8b175vDqqo3069Yu6zhZq8/W07UNIy6idqem43dz3e2lJRUsZ1ioUdTUJP4yYxFjrn2YSbOr+K9TBvPXTx9rsUKSpCI1pqIMgElznGVB/baeJiJGA18HxqaUtuzqjdxeWlIhc4aFGtwT81dx9cQ5zFpUu7DWj845mMFlHbOOJUmSMrRft/YMLuvApMplXHrc/lnHydobW08Di6ndevqCug0i4jDgRuC0lNLypo8oSdmzYKEGM3/Fen5w7/P8o7KK3p3b8NMPHcIHD+1DScmuZj1KkqRiM6aijBv+OZ81G7fSpV2rrONkJqW0PSJ2bD1dCty8Y+tpYFpKaQLwI2q3mP5jRAC8mlIau9s3laQCZMFC79rqDVu5bvIL/O8Tr9K6RQlfPnUIHzt2f9q2cqtSSZL0b2MqenH9lJeYMnc5Zx5WnnWcTNVj6+nRTR5KkvKMBQu9Y5u3VfO7xxZw/YPz2LB1O+cf0Y8vjB5Mj46ts44mSZLy0MF9OtOzY2smVVYVfcFCkrRnFiy011JKTJi5hGvum8viNZs4aWhPvvq+oQxynQpJkvQ2SkqCk4eVMeGZxWzZXk3rFs7GlCTtngUL7ZWnFqzme/fMYebCNQzr3YlrzjmYYw/onnUsSZLUTJxSUcbtT77K4y+t4oQhPbOOI0nKYxYsVC8LVm7gB/c+z32zl9GrUxt+fO4hnHlYH0pdUFOSJO2Fowd2o12rUiZVVlmwkCS9LQsWeluvbdjKzx98kdumvkLL0hK+NGYwH3/PABfUlCRJ70iblqW8d1APJs+p4rvjhrubmCRptyxYaJe2bK/mlsde4X8efJH1W7bz4cP78cUxg+jZsU3W0SRJUjM3pqKM+2Yv47klazm4vEvWcSRJecqChd4kpcQ9zy7lh/c9z8LVmzhhSA+++r5hDOnlgpqSJKlhnDi0JyVnvsPNAAAULUlEQVQBkyqrLFhIknbLgoXeMP2V2gU1Z7y6hqG9OnLrpUfwnkE9so4lSZIKzD7tWzGq/z5MqqziS6cMyTqOJClPWbAQr6zawDX3zeWeZ5fSs2Nrrjn7YM4eWe6CmpIkqdGcUlHG9+6Zw8LVG+m7T7us40iS8lBJ1gGUnTUbt/Ldv1cy+qf/5MHnl/OF0YN46Msn8KHD+1qskCRJjWr0sDKg9rYQSZJ2xRkWRWjr9hpueXwB//PgPF7fvI0PjezLl04ZTM9OLqgpSZKaRv/u7RnUswOTKqv42HH7Zx1HkpSHLFgUkZQS9z63jB/e9zyvrNrIewZ152unD2NY705ZR5MkSUVoTEUZNz48n7Ubt9G5Xcus40iS8oy3hBSJGa++xrk3PM6n/vdp2rQo5fcfO4JbLz3SYoUkScrM6IoyqmsSU+YuzzqKJCkPOcOiwC16bSM/vG8uf5u5hB4dW/ODsw7i3FGuUSFJkrJ3aHkXenRszaTKKj54WJ+s40iS8owFiwK1bvM2fvXQS9z0r5cpCfjcSQfwn8cPpH1rP3JJkpQfSkqC0cN6MuGZJWzZXk3rFqVZR5Ik5RH/9VpgqmsSdz61kJ9OmsvK9Vs567A+/NepQ9i3S9uso0mSJL3F6GFl3P7kQqbOX83xg3tkHUeSlEcsWBSQR15cwdX3zOH5Zes4vH9Xbv7o4Rxc3iXrWJIkSbt17AHdaduylEmVyyxYSJLexIJFAZi3fB1X3zOHKXNX0G+fdvzqwhGcNrwXEa5TIUmS8lublqW8d3B3Jlcu57vjkj+/SJLeYMGiGVu9YSs/m/wC//vEq7RrWcrXTh/KJcf09/5PSZLUrIweVsb9s6t4bvHrHFTeOes4kqQ8YcGiGdqyvZpbHnuFnz/4Ihu3VnPBEf34wuhBdOvQOutokiRJe+3kYWWUBEyqXGbBQpL0hpLGfPOIKI2IGRHx911cax0Rd0bEvIh4IiL617n21dz5uRFxamNmbE5SStz33FJOufZhrp44h1H7deW+z7+H735wuMUKSZLUbO3TvhWj9tuHf1RWZR1FkpRHGnuGxeeBOUCnXVy7FHgtpXRARJwH/BD4cERUAOcBBwL7ApMjYnBKqbqRs+a1WYvW8L2/z+HJBasZXNaBWz52BO91YSpJklQgxlSUcfXEOSxcvZG++7TLOo4kKQ802gyLiCgH3g/ctJsm44Df547vBk6O2lWWxgF3pJS2pJReBuYBRzRWzny3dO0mrrjrGcb+4lHmr1zPf595EBM/9x6LFZIkqaCMrigDYPIcZ1lIkmo15gyLnwFXAh13c70PsBAgpbQ9ItYC3XLnp9Zptyh37k0i4jLgMoB+/fo1XOo8sXHrdm7453zGP/wSNQkuP2EgnzphIB3btMw6miRJUoPbv3t7DujZgUmVVfzHsftnHUeSlAcapWAREWcAy1NK0yPihN0128W59Dbn33wipfHAeIBRo0a95XpzVVOT+NPTi/jR/XNZvm4LZxzcm//vtKFOjZQkSQVvTEUZ4x+ez9qN2+jczl/SSFKxa6xbQo4FxkbEAuAO4KSIuG2nNouAvgAR0QLoDKyuez6nHFjSSDnzyuMvreIDv/gXX757Fvt2acufLj+GX1wwwmKFJEkqCqOHlVFdk3joheVZR5Ek5YFGKViklL6aUipPKfWndgHNB1NKF+3UbAJwSe74nFyblDt/Xm4Xkf2BQcCTjZEzX7y8cgOX3TKN8389ldc2bOW68w7lz5cfw8j9umYdTZIkqckc1rcL3Tu0drcQSRLQ+LuEvElEXAVMSylNAH4D3BoR86idWXEeQEppdkTcBVQC24FPF+oOIWs3buPnD77ILY8voFVpCV8+dQiXHrc/bVqWZh1NkiSpyZWUBKOH9eTvs5ayZXs1rVv4M5EkFbNGL1iklB4CHsodf7PO+c3Aubt5zdXA1Y2dLSvbqmu4beorXPfAi6zdtI0Pj+rLFacMpmfHNllHkyRJytToYWXc8dRCnpi/2l3RJKnINekMi2KXUuKBOcv574lzmL9yA8ce0I2vn15Bxb6dso4mSZKUF44b1J22LUuZVFllwUKSipwFiyaQUuLB55fziynzmPHqGgb0aM9vLhnFSUN7ErGrTVEkSZKKU5uWpbxnUHcmz6niqnEH+rOSJBUxCxaNqLomMfHZpVw/ZR7PL1tHny5t+d4Hh/Phw/vSsrSxNmiRJElq3kZXlPGPyipmL3md4X06Zx1HkpQRCxaNYFt1DX+ZsZgbHnqJ+Ss3MKBHe3587iGMO3RfCxWSJEl7cPLQnpQE/KOyyoKFJBUxCxYNaPO2au6atpAb/zmfxWs2UdG7E7+8cASnHtiL0hKnM0qSJNVHtw6tGblfVyZVVnHFmMFZx5EkZcSCRQNYv2U7t019hZseeZmV67cwcr+ufO+DwzlhSA/vu5QkSXoHRg8r4/v3Ps+i1zZS3rVd1nEkSRnw/oR3Yc3GrVw76QWO/cGD/ODe5xnaqyO3f+Io7v7k0ZzogpqSMhYRp0XE3IiYFxFf2cX1fhExJSJmRMSsiDi9zrWDI+LxiJgdEc9GhPsuS2pSYyrKAJhcWZVxEklSVpxh8Q4sX7eZ3zzyMrdNfYUNW6sZU1HGp088gEP7dsk6miQBEBGlwPXAGGAR8FRETEgpVdZp9g3grpTSryKiApgI9I+IFsBtwMUppZkR0Q3Y1sRdkFTkBvTowMAe7Zk0p4qPHrt/1nEkSRmwYLEXFr22kfEPz+eOpxayvbqGMw7el0+dOJChvTplHU2SdnYEMC+lNB8gIu4AxgF1CxYJ2DGAdQaW5I5PAWallGYCpJRWNUliSdrJ6IoyfvPIy6zdtI3ObVtmHUeS1MQsWNTDSyvW86uHXuKvMxYTAWcdVs4nTxjI/t3bZx1NknanD7CwzvNFwJE7tfk28I+I+CzQHhidOz8YSBFxP9ADuCOldM2u/pCIuAy4DKBfv34NFl6SAE6pKOPGf87nobnLGXdon6zjSJKamAWLt1G55HWuf2geE59dSqvSEi46aj8ue+8A9u3SNutokrQnu1pEJ+30/Hzgdymln0TE0cCtETGc2r8bjgMOBzYCD0TE9JTSA295w5TGA+MBRo0atfP7S9K7cmjfrnTv0IpJlVUWLCSpCFmw2IWnX32N6x+cxwPPL6dD6xZ88viBXHrc/nTv0DrraJJUX4uAvnWel/PvWz52uBQ4DSCl9HhuYc3uudf+M6W0EiAiJgIjgLcULCSpMZWWBCcN7cm9zy5j6/YaWrVwvXhJKiYWLHJSSjz20ip+8eA8Hp+/ii7tWnLFmMFccnR/OrfznklJzc5TwKCI2B9YDJwHXLBTm1eBk4HfRcQwoA2wArgfuDIi2gFbgeOBa5squCTVNaaiF3dNW8QTL6/iPYN6ZB1HktSEir5gkVLigTnL+cWUeTyzcA09Orbm66cP44Ij+9G+ddH/75HUTKWUtkfEZ6gtPpQCN6eUZkfEVcC0lNIE4EvAryPii9TeLvLRlFICXouIn1Jb9EjAxJTSPdn0RFKxO+6A7rRpWcKkyioLFpJUZIr2X+TVNYmJzy7l+inzeH7ZOvp0act3Pzicc0eW06ZladbxJOldSylNpHar0rrnvlnnuBI4djevvY3arU0lKVNtW5XynkE9mFxZxXfGHkjErpbokSQVoqIsWMx49TWuuGsmL6/cwMAe7fnJuYcw9tB9aVnqfZGSJEn5ZsywMiZVVjF7yesM79M56ziSpCZSlAWL3p3b0rltS3554QhOPbAXpSVW6iVJkvLVScN6MnK/rmzaVp11FElSEyrKgkWvzm3466d3OQtakiRJeaZ7h9b86fJjso4hSWpi3gMhSZIkSZLyjgULSZIkSZKUdyxYSJIkSZKkvGPBQpIkSZIk5R0LFpIkSZIkKe9YsJAkSZIkSXnHgoUkSZIkSco7FiwkSZIkSVLesWAhSZIkSZLyjgULSZIkqYlFxGkRMTci5kXEV3ZxvXVE3Jm7/kRE9G/6lJKULQsWkiRJUhOKiFLgeuB9QAVwfkRU7NTsUuC1lNIBwLXAD5s2pSRlz4KFJEmS1LSOAOallOanlLYCdwDjdmozDvh97vhu4OSIiCbMKEmZs2AhSZIkNa0+wMI6zxflzu2yTUppO7AW6NYk6SQpT7TIOkBDmD59+sqIeOUdvLQ7sLKh8+SpYuor2N9C1pz6ul/WAZrSOxyLm9Pn2RCKqb/F1Fewv/ksH8fiXc2USO+gDRFxGXBZ7umWiHjuXWZrLprT1+C7ZV8LUzH1dcg7fWFBFCxSSj3eyesiYlpKaVRD58lHxdRXsL+FrJj62ty8k7G42D7PYupvMfUV7K/22iKgb53n5cCS3bRZFBEtgM7A6p3fKKU0HhgPxfW52NfCZF8LU0RMe6ev9ZYQSZIkqWk9BQyKiP0johVwHjBhpzYTgEtyx+cAD6aU3jLDQpIKWUHMsJAkSZKai5TS9oj4DHA/UArcnFKaHRFXAdNSShOA3wC3RsQ8amdWnJddYknKRrEXLMZnHaAJFVNfwf4WsmLqazEots+zmPpbTH0F+6u9lFKaCEzc6dw36xxvBs7dy7ctps/FvhYm+1qY3nFfw5llkiRJkiQp37iGhSRJkiRJyjsFX7CIiNMiYm5EzIuIr+zieuuIuDN3/YmI6N/0KRtOPfp7RURURsSsiHggIvJxq69621N/67Q7JyJSRDTblXjr09eI+FDu850dEX9o6owNqR5fy/0iYkpEzMh9PZ+eRU7VTzGNxY7Du23X7MdhKK6x2HE4fzmmvul6wYypxTSeOpa+6XrBjKURcXNELI/dbK8ctX6e+38xKyJG7PFNU0oF+6B2EaOXgAFAK2AmULFTm08BN+SOzwPuzDp3I/f3RKBd7vjyQu9vrl1H4GFgKjAq69yN+NkOAmYAXXPPe2adu5H7Ox64PHdcASzIOrePd/V5FsRY7DhcuOPwXny+BTEWOw7n78MxtTDH1GIaTx1LC3csBd4LjACe283104F7gQCOAp7Y03sW+gyLI4B5KaX5KaWtwB3AuJ3ajAN+nzu+Gzg5IqIJMzakPfY3pTQlpbQx93Qqtft+N1f1+XwBvgtcA2xuynANrD59/QRwfUrpNYCU0vImztiQ6tPfBHTKHXfmrfvXK38U01jsOFy44zAU11jsOJy/HFPrKKAxtZjGU8fSNyuYsTSl9DC1uxrtzjjgllRrKtAlInq/3XsWesGiD7CwzvNFuXO7bJNS2g6sBbo1SbqGV5/+1nUptRWu5mqP/Y2Iw4C+KaW/N2WwRlCfz3YwMDgiHo2IqRFxWpOla3j16e+3gYsiYhG1q6x/tmmi6R0oprHYcbhwx2EorrHYcTh/OabuXnMeU4tpPHUsfbNvUzxj6d5+Txf8tqa7qiTvvC1Kfdo0F/XuS0RcBIwCjm/URI3rbfsbESXAtcBHmypQI6rPZ9uC2ulzJ1D724VHImJ4SmlNI2drDPXp7/nA71JKP4mIo6ndq354Sqmm8eNpLxXTWOw4XLjjMBTXWOw4nL8cU3fVsPmPqcU0njqWvlkxjaV7PTYV+gyLRUDfOs/LeesUmzfaREQLaqfhvN00lnxWn/4SEaOBrwNjU0pbmihbY9hTfzsCw4GHImIBtfdJTWimCxTV92v5/1JK21JKLwNzqR3om6P69PdS4C6AlNLjQBuge5Ok094qprHYcbhwx2EorrHYcTh/OabupEDG1GIaTx1L36yYxtJ6fU/XVegFi6eAQRGxf0S0onbRoQk7tZkAXJI7Pgd4MOVWBGmG9tjf3FSyG6kd0JvrvWA7vG1/U0prU0rdU0r9U0r9qb2vcWxKaVo2cd+V+nwt/5XahaeIiO7UTqWb36QpG059+vsqcDJARAyjdnBf0aQpVV/FNBY7DhfuOAzFNRY7Ducvx9Q6CmhMLabx1LH0zYppLJ0AfCS3W8hRwNqU0tK3fcXervzZ3B7UrkT6ArWrs349d+4qar/BofYL4o/APOBJYEDWmRu5v5OBKuCZ3GNC1pkbs787tX2IZrqacj0/2wB+ClQCzwLnZZ25kftbATxK7WrLzwCnZJ3Zx7v6PAtmLHYcLtxxuJ6fb8GMxY7D+ftwTC3MMbWYxlPH0sIcS4HbgaXANmpnU1wKfBL4ZJ3P9frc/4tn6/M1HLkXSpIkSZIk5Y1CvyVEkiRJkiQ1QxYsJEmSJElS3rFgIUmSJEmS8o4FC0mSJEmSlHcsWEiSJEmSpLxjwUJFISKqI+KZiJgZEU9HxDF7aN8lIj7VVPkkqRg4FkuSpL3htqYqChGxPqXUIXd8KvC1lNLxb9O+P/D3lNLwpkkoSYXPsViSJO0NZ1ioGHUCXtvxJCK+HBFPRcSsiPhO7vQPgIG53wT+KCI6RMQDud8IPhsR4zJJLkmFw7FYkiS9rRZZB5CaSNuIeAZoA/QGTgKIiFOAQcARQAATIuK9wFeA4SmlQ3PtWgBnppRej4juwNSImJCcoiRJe8OxWJIk1ZsFCxWLTXV+4D0auCUihgOn5B4zcu06UPtD86s7vT6A/879AF0D9AHKgGVNkF2SCoVjsSRJqjcLFio6KaXHc7+Z60HtD7/fTyndWLdN7r7pui7MtR+ZUtoWEQuo/Q2hJOkdcCyWJEl74hoWKjoRMRQoBVYB9wMfi4gdi8D1iYiewDqgY52XdQaW535APhHYr4ljS1JBcSyWJEl74gwLFYsd901D7W/yLkkpVQP/iIhhwOMRAbAeuCil9FJEPBoRzwH3Aj8E/hYR04BngOebvguS1Ow5FkuSpHpzW1NJkiRJkpR3vCVEkiRJkiTlHQsWkiRJkiQp71iwkCRJkiRJeceChSRJkiRJyjsWLCRJkiRJUt6xYCFJkiRJkvKOBQtJkiRJkpR3LFhIkiRJkqS88/8AElaVEOpVYVUAAAAASUVORK5CYII=\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7fd894586dd8>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"### import matplotlib.pyplot as plt\n",
|
|
"\n",
|
|
"metrics=list(result.columns[[i not in ['Beta'] for i in result.columns]])\n",
|
|
"\n",
|
|
"charts_per_row=6\n",
|
|
"charts_per_column=3\n",
|
|
"\n",
|
|
"fig, axes = plt.subplots(nrows=charts_per_row, ncols=charts_per_column,figsize=(18, 7*charts_per_row ))\n",
|
|
"import itertools\n",
|
|
"to_iter=[i for i in itertools.product(range(charts_per_row), range(charts_per_column))]\n",
|
|
"\n",
|
|
"for i in range(len(metrics)):\n",
|
|
" df=result[['Beta', metrics[i]]]\n",
|
|
" df.plot(ax=axes[to_iter[i]], title=metrics[i], x=0, y=1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Check sample recommendations"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"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>user</th>\n",
|
|
" <th>rating</th>\n",
|
|
" <th>title</th>\n",
|
|
" <th>genres</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>66489</th>\n",
|
|
" <td>344</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>Postino, Il (1994)</td>\n",
|
|
" <td>Drama, Romance</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>15966</th>\n",
|
|
" <td>344</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>Godfather, The (1972)</td>\n",
|
|
" <td>Action, Crime, Drama</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>50067</th>\n",
|
|
" <td>344</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>Mrs. Brown (Her Majesty, Mrs. Brown) (1997)</td>\n",
|
|
" <td>Drama, Romance</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>65435</th>\n",
|
|
" <td>344</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>Speed (1994)</td>\n",
|
|
" <td>Action, Romance, Thriller</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>50396</th>\n",
|
|
" <td>344</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>Close Shave, A (1995)</td>\n",
|
|
" <td>Animation, Comedy, Thriller</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>13793</th>\n",
|
|
" <td>344</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>Local Hero (1983)</td>\n",
|
|
" <td>Comedy</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>25784</th>\n",
|
|
" <td>344</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>Dead Man Walking (1995)</td>\n",
|
|
" <td>Drama</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>15447</th>\n",
|
|
" <td>344</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>Blade Runner (1982)</td>\n",
|
|
" <td>Film-Noir, Sci-Fi</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>24693</th>\n",
|
|
" <td>344</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>One Flew Over the Cuckoo's Nest (1975)</td>\n",
|
|
" <td>Drama</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>67385</th>\n",
|
|
" <td>344</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>Good Will Hunting (1997)</td>\n",
|
|
" <td>Drama</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>55907</th>\n",
|
|
" <td>344</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>My Life as a Dog (Mitt liv som hund) (1985)</td>\n",
|
|
" <td>Drama</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>23403</th>\n",
|
|
" <td>344</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>Eat Drink Man Woman (1994)</td>\n",
|
|
" <td>Comedy, Drama</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>18500</th>\n",
|
|
" <td>344</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>Amadeus (1984)</td>\n",
|
|
" <td>Drama, Mystery</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>23038</th>\n",
|
|
" <td>344</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>Apt Pupil (1998)</td>\n",
|
|
" <td>Drama, Thriller</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>57898</th>\n",
|
|
" <td>344</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>Wrong Trousers, The (1993)</td>\n",
|
|
" <td>Animation, Comedy</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" user rating title \\\n",
|
|
"66489 344 5 Postino, Il (1994) \n",
|
|
"15966 344 5 Godfather, The (1972) \n",
|
|
"50067 344 5 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) \n",
|
|
"65435 344 5 Speed (1994) \n",
|
|
"50396 344 5 Close Shave, A (1995) \n",
|
|
"13793 344 5 Local Hero (1983) \n",
|
|
"25784 344 5 Dead Man Walking (1995) \n",
|
|
"15447 344 5 Blade Runner (1982) \n",
|
|
"24693 344 5 One Flew Over the Cuckoo's Nest (1975) \n",
|
|
"67385 344 5 Good Will Hunting (1997) \n",
|
|
"55907 344 5 My Life as a Dog (Mitt liv som hund) (1985) \n",
|
|
"23403 344 5 Eat Drink Man Woman (1994) \n",
|
|
"18500 344 5 Amadeus (1984) \n",
|
|
"23038 344 5 Apt Pupil (1998) \n",
|
|
"57898 344 5 Wrong Trousers, The (1993) \n",
|
|
"\n",
|
|
" genres \n",
|
|
"66489 Drama, Romance \n",
|
|
"15966 Action, Crime, Drama \n",
|
|
"50067 Drama, Romance \n",
|
|
"65435 Action, Romance, Thriller \n",
|
|
"50396 Animation, Comedy, Thriller \n",
|
|
"13793 Comedy \n",
|
|
"25784 Drama \n",
|
|
"15447 Film-Noir, Sci-Fi \n",
|
|
"24693 Drama \n",
|
|
"67385 Drama \n",
|
|
"55907 Drama \n",
|
|
"23403 Comedy, Drama \n",
|
|
"18500 Drama, Mystery \n",
|
|
"23038 Drama, Thriller \n",
|
|
"57898 Animation, Comedy "
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"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>user</th>\n",
|
|
" <th>rec_nb</th>\n",
|
|
" <th>title</th>\n",
|
|
" <th>genres</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>158</th>\n",
|
|
" <td>344.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>Star Wars (1977)</td>\n",
|
|
" <td>Action, Adventure, Romance, Sci-Fi, War</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>7055</th>\n",
|
|
" <td>344.0</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>Fargo (1996)</td>\n",
|
|
" <td>Crime, Drama, Thriller</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2769</th>\n",
|
|
" <td>344.0</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>Return of the Jedi (1983)</td>\n",
|
|
" <td>Action, Adventure, Romance, Sci-Fi, War</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1078</th>\n",
|
|
" <td>344.0</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>English Patient, The (1996)</td>\n",
|
|
" <td>Drama, Romance, War</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4535</th>\n",
|
|
" <td>344.0</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>Air Force One (1997)</td>\n",
|
|
" <td>Action, Thriller</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>6433</th>\n",
|
|
" <td>344.0</td>\n",
|
|
" <td>6</td>\n",
|
|
" <td>Pulp Fiction (1994)</td>\n",
|
|
" <td>Crime, Drama</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4851</th>\n",
|
|
" <td>344.0</td>\n",
|
|
" <td>7</td>\n",
|
|
" <td>Titanic (1997)</td>\n",
|
|
" <td>Action, Drama, Romance</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>5110</th>\n",
|
|
" <td>344.0</td>\n",
|
|
" <td>8</td>\n",
|
|
" <td>Full Monty, The (1997)</td>\n",
|
|
" <td>Comedy</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1553</th>\n",
|
|
" <td>344.0</td>\n",
|
|
" <td>9</td>\n",
|
|
" <td>Schindler's List (1993)</td>\n",
|
|
" <td>Drama, War</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>6646</th>\n",
|
|
" <td>344.0</td>\n",
|
|
" <td>10</td>\n",
|
|
" <td>Empire Strikes Back, The (1980)</td>\n",
|
|
" <td>Action, Adventure, Drama, Romance, Sci-Fi, War</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" user rec_nb title \\\n",
|
|
"158 344.0 1 Star Wars (1977) \n",
|
|
"7055 344.0 2 Fargo (1996) \n",
|
|
"2769 344.0 3 Return of the Jedi (1983) \n",
|
|
"1078 344.0 4 English Patient, The (1996) \n",
|
|
"4535 344.0 5 Air Force One (1997) \n",
|
|
"6433 344.0 6 Pulp Fiction (1994) \n",
|
|
"4851 344.0 7 Titanic (1997) \n",
|
|
"5110 344.0 8 Full Monty, The (1997) \n",
|
|
"1553 344.0 9 Schindler's List (1993) \n",
|
|
"6646 344.0 10 Empire Strikes Back, The (1980) \n",
|
|
"\n",
|
|
" genres \n",
|
|
"158 Action, Adventure, Romance, Sci-Fi, War \n",
|
|
"7055 Crime, Drama, Thriller \n",
|
|
"2769 Action, Adventure, Romance, Sci-Fi, War \n",
|
|
"1078 Drama, Romance, War \n",
|
|
"4535 Action, Thriller \n",
|
|
"6433 Crime, Drama \n",
|
|
"4851 Action, Drama, Romance \n",
|
|
"5110 Comedy \n",
|
|
"1553 Drama, War \n",
|
|
"6646 Action, Adventure, Drama, Romance, Sci-Fi, War "
|
|
]
|
|
},
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"train=pd.read_csv('./Datasets/ml-100k/train.csv', sep='\\t', header=None, names=['user', 'item', 'rating', 'timestamp'])\n",
|
|
"items=pd.read_csv('./Datasets/ml-100k/movies.csv')\n",
|
|
"\n",
|
|
"user=random.choice(list(set(train['user'])))\n",
|
|
"\n",
|
|
"train_content=pd.merge(train, items, left_on='item', right_on='id')\n",
|
|
"display(train_content[train_content['user']==user][['user', 'rating', 'title', 'genres']]\\\n",
|
|
" .sort_values(by='rating', ascending=False)[:15])\n",
|
|
"\n",
|
|
"reco = np.loadtxt('Recommendations generated/ml-100k/Self_P3_reco.csv', delimiter=',')\n",
|
|
"items=pd.read_csv('./Datasets/ml-100k/movies.csv')\n",
|
|
"\n",
|
|
"# Let's ignore scores - they are not used in evaluation: \n",
|
|
"reco_users=reco[:,:1]\n",
|
|
"reco_items=reco[:,1::2]\n",
|
|
"# Let's put them into one array\n",
|
|
"reco=np.concatenate((reco_users, reco_items), axis=1)\n",
|
|
"\n",
|
|
"# Let's rebuild it user-item dataframe\n",
|
|
"recommended=[]\n",
|
|
"for row in reco:\n",
|
|
" for rec_nb, entry in enumerate(row[1:]):\n",
|
|
" recommended.append((row[0], rec_nb+1, entry))\n",
|
|
"recommended=pd.DataFrame(recommended, columns=['user','rec_nb', 'item'])\n",
|
|
"\n",
|
|
"recommended_content=pd.merge(recommended, items, left_on='item', right_on='id')\n",
|
|
"recommended_content[recommended_content['user']==user][['user', 'rec_nb', 'title', 'genres']].sort_values(by='rec_nb')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# project task 6: generate recommendations of RP3Beta for hiperparameters found to optimize recall"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 38,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# use better values than (1,0) for alpha and beta\n",
|
|
"# if you want you can also modify the model to consider different weights (we took as weights user ratings, maybe take ones or squares of ratings instead)\n",
|
|
"# save the outptut in 'Recommendations generated/ml-100k/Self_RP3Beta_estimations.csv'\n",
|
|
"# and 'Recommendations generated/ml-100k/Self_RP3Beta_reco.csv'"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# project task 7 (optional): implement graph-based model of your choice "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 45,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# for example change length of paths in RP3beta\n",
|
|
"# save the outptut in 'Recommendations generated/ml-100k/Self_GraphTask_estimations.csv'\n",
|
|
"# and 'Recommendations generated/ml-100k/Self_GraphTask_reco.csv'"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.6.9"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|