Exploration/.ipynb_checkpoints/Exploration-checkpoint.ipynb
2025-12-05 11:46:43 +01:00

1583 lines
1.1 MiB

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "3aa47ace-7faa-4034-b586-20b64c8fc3e1",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from sklearn.model_selection import StratifiedShuffleSplit\n",
"from sklearn.impute import SimpleImputer\n",
"from sklearn.preprocessing import OrdinalEncoder\n",
"from sklearn.preprocessing import OneHotEncoder\n",
"from sklearn.base import BaseEstimator, TransformerMixin\n",
"from sklearn.pipeline import Pipeline\n",
"from sklearn.preprocessing import StandardScaler, MinMaxScaler\n",
"from sklearn.compose import ColumnTransformer\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "5d60aba9-662e-465c-9f9b-5851d0f2a64b",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>longitude</th>\n",
" <th>latitude</th>\n",
" <th>housing_median_age</th>\n",
" <th>total_rooms</th>\n",
" <th>total_bedrooms</th>\n",
" <th>population</th>\n",
" <th>households</th>\n",
" <th>median_income</th>\n",
" <th>median_house_value</th>\n",
" <th>ocean_proximity</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-122.23</td>\n",
" <td>37.88</td>\n",
" <td>41.0</td>\n",
" <td>880.0</td>\n",
" <td>129.0</td>\n",
" <td>322.0</td>\n",
" <td>126.0</td>\n",
" <td>8.3252</td>\n",
" <td>452600.0</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>-122.22</td>\n",
" <td>37.86</td>\n",
" <td>21.0</td>\n",
" <td>7099.0</td>\n",
" <td>1106.0</td>\n",
" <td>2401.0</td>\n",
" <td>1138.0</td>\n",
" <td>8.3014</td>\n",
" <td>358500.0</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>-122.24</td>\n",
" <td>37.85</td>\n",
" <td>52.0</td>\n",
" <td>1467.0</td>\n",
" <td>190.0</td>\n",
" <td>496.0</td>\n",
" <td>177.0</td>\n",
" <td>7.2574</td>\n",
" <td>352100.0</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-122.25</td>\n",
" <td>37.85</td>\n",
" <td>52.0</td>\n",
" <td>1274.0</td>\n",
" <td>235.0</td>\n",
" <td>558.0</td>\n",
" <td>219.0</td>\n",
" <td>5.6431</td>\n",
" <td>341300.0</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>-122.25</td>\n",
" <td>37.85</td>\n",
" <td>52.0</td>\n",
" <td>1627.0</td>\n",
" <td>280.0</td>\n",
" <td>565.0</td>\n",
" <td>259.0</td>\n",
" <td>3.8462</td>\n",
" <td>342200.0</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" longitude latitude housing_median_age total_rooms total_bedrooms \\\n",
"0 -122.23 37.88 41.0 880.0 129.0 \n",
"1 -122.22 37.86 21.0 7099.0 1106.0 \n",
"2 -122.24 37.85 52.0 1467.0 190.0 \n",
"3 -122.25 37.85 52.0 1274.0 235.0 \n",
"4 -122.25 37.85 52.0 1627.0 280.0 \n",
"\n",
" population households median_income median_house_value ocean_proximity \n",
"0 322.0 126.0 8.3252 452600.0 NEAR BAY \n",
"1 2401.0 1138.0 8.3014 358500.0 NEAR BAY \n",
"2 496.0 177.0 7.2574 352100.0 NEAR BAY \n",
"3 558.0 219.0 5.6431 341300.0 NEAR BAY \n",
"4 565.0 259.0 3.8462 342200.0 NEAR BAY "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv('housing.csv')\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "5dc47ec4-a8ae-4245-a9dd-74b972845748",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 20640 entries, 0 to 20639\n",
"Data columns (total 10 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 longitude 20640 non-null float64\n",
" 1 latitude 20640 non-null float64\n",
" 2 housing_median_age 20640 non-null float64\n",
" 3 total_rooms 20640 non-null float64\n",
" 4 total_bedrooms 20433 non-null float64\n",
" 5 population 20640 non-null float64\n",
" 6 households 20640 non-null float64\n",
" 7 median_income 20640 non-null float64\n",
" 8 median_house_value 20640 non-null float64\n",
" 9 ocean_proximity 20640 non-null object \n",
"dtypes: float64(9), object(1)\n",
"memory usage: 1.6+ MB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "787c78f4-fc9c-474d-a779-d452d683e8bd",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"\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>longitude</th>\n",
" <th>latitude</th>\n",
" <th>housing_median_age</th>\n",
" <th>total_rooms</th>\n",
" <th>total_bedrooms</th>\n",
" <th>population</th>\n",
" <th>households</th>\n",
" <th>median_income</th>\n",
" <th>median_house_value</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>20640.000000</td>\n",
" <td>20640.000000</td>\n",
" <td>20640.000000</td>\n",
" <td>20640.000000</td>\n",
" <td>20433.000000</td>\n",
" <td>20640.000000</td>\n",
" <td>20640.000000</td>\n",
" <td>20640.000000</td>\n",
" <td>20640.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>-119.569704</td>\n",
" <td>35.631861</td>\n",
" <td>28.639486</td>\n",
" <td>2635.763081</td>\n",
" <td>537.870553</td>\n",
" <td>1425.476744</td>\n",
" <td>499.539680</td>\n",
" <td>3.870671</td>\n",
" <td>206855.816909</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>2.003532</td>\n",
" <td>2.135952</td>\n",
" <td>12.585558</td>\n",
" <td>2181.615252</td>\n",
" <td>421.385070</td>\n",
" <td>1132.462122</td>\n",
" <td>382.329753</td>\n",
" <td>1.899822</td>\n",
" <td>115395.615874</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>-124.350000</td>\n",
" <td>32.540000</td>\n",
" <td>1.000000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" <td>3.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.499900</td>\n",
" <td>14999.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>-121.800000</td>\n",
" <td>33.930000</td>\n",
" <td>18.000000</td>\n",
" <td>1447.750000</td>\n",
" <td>296.000000</td>\n",
" <td>787.000000</td>\n",
" <td>280.000000</td>\n",
" <td>2.563400</td>\n",
" <td>119600.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>-118.490000</td>\n",
" <td>34.260000</td>\n",
" <td>29.000000</td>\n",
" <td>2127.000000</td>\n",
" <td>435.000000</td>\n",
" <td>1166.000000</td>\n",
" <td>409.000000</td>\n",
" <td>3.534800</td>\n",
" <td>179700.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>-118.010000</td>\n",
" <td>37.710000</td>\n",
" <td>37.000000</td>\n",
" <td>3148.000000</td>\n",
" <td>647.000000</td>\n",
" <td>1725.000000</td>\n",
" <td>605.000000</td>\n",
" <td>4.743250</td>\n",
" <td>264725.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>-114.310000</td>\n",
" <td>41.950000</td>\n",
" <td>52.000000</td>\n",
" <td>39320.000000</td>\n",
" <td>6445.000000</td>\n",
" <td>35682.000000</td>\n",
" <td>6082.000000</td>\n",
" <td>15.000100</td>\n",
" <td>500001.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" longitude latitude housing_median_age total_rooms \\\n",
"count 20640.000000 20640.000000 20640.000000 20640.000000 \n",
"mean -119.569704 35.631861 28.639486 2635.763081 \n",
"std 2.003532 2.135952 12.585558 2181.615252 \n",
"min -124.350000 32.540000 1.000000 2.000000 \n",
"25% -121.800000 33.930000 18.000000 1447.750000 \n",
"50% -118.490000 34.260000 29.000000 2127.000000 \n",
"75% -118.010000 37.710000 37.000000 3148.000000 \n",
"max -114.310000 41.950000 52.000000 39320.000000 \n",
"\n",
" total_bedrooms population households median_income \\\n",
"count 20433.000000 20640.000000 20640.000000 20640.000000 \n",
"mean 537.870553 1425.476744 499.539680 3.870671 \n",
"std 421.385070 1132.462122 382.329753 1.899822 \n",
"min 1.000000 3.000000 1.000000 0.499900 \n",
"25% 296.000000 787.000000 280.000000 2.563400 \n",
"50% 435.000000 1166.000000 409.000000 3.534800 \n",
"75% 647.000000 1725.000000 605.000000 4.743250 \n",
"max 6445.000000 35682.000000 6082.000000 15.000100 \n",
"\n",
" median_house_value \n",
"count 20640.000000 \n",
"mean 206855.816909 \n",
"std 115395.615874 \n",
"min 14999.000000 \n",
"25% 119600.000000 \n",
"50% 179700.000000 \n",
"75% 264725.000000 \n",
"max 500001.000000 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "897f250e-0219-474d-99cf-f40e006b1cb3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ocean_proximity\n",
"<1H OCEAN 9136\n",
"INLAND 6551\n",
"NEAR OCEAN 2658\n",
"NEAR BAY 2290\n",
"ISLAND 5\n",
"Name: count, dtype: int64"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['ocean_proximity'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "20218ebc-61e9-42b4-9e52-8b749c1a681c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[<Axes: title={'center': 'longitude'}>,\n",
" <Axes: title={'center': 'latitude'}>,\n",
" <Axes: title={'center': 'housing_median_age'}>],\n",
" [<Axes: title={'center': 'total_rooms'}>,\n",
" <Axes: title={'center': 'total_bedrooms'}>,\n",
" <Axes: title={'center': 'population'}>],\n",
" [<Axes: title={'center': 'households'}>,\n",
" <Axes: title={'center': 'median_income'}>,\n",
" <Axes: title={'center': 'median_house_value'}>]], dtype=object)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"<Figure size 2000x1500 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.hist(bins=50, figsize=(20,15))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "f4b592e1-26f6-46c6-b0f9-fd260514c3f2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='longitude', ylabel='latitude'>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "a2df66c0-97f9-44da-8b6c-42973e8134f1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='longitude', ylabel='latitude'>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Rendre compte de la densité de points\n",
"df.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", alpha=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "873ce2f4-7bd4-4419-8a3a-08bf0da3675c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x25e4d0f74d0>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x700 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", alpha=0.4,\n",
"s=df[\"population\"]/100, label=\"population\", figsize=(10,7),\n",
"c=\"median_house_value\", cmap=plt.get_cmap(\"jet\"), colorbar=True,\n",
")\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "64bd9c71-f0b6-4b85-9f8e-65229cef22a8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='median_income', ylabel='median_house_value'>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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JNZlvSyCrxnrkNpyltnVo1m2EdmGpJTZxNE2sBvOml4Fc/02ghlHb7k3FHr2w1hHo2O5PrOYHerZd3R/YOANw+mJdryWpQNKrmx3b6DTt7Z2hvX6jpxfAtW7daoFve6PE3tsfOTYr8Ozt3YGumXYjstEstf/7Vl/HtdmNLfRDffetnaEdjhPbGkz1sszna3zfy+zGYGrXjsZ2eckBuD++dqRnLM+rnaOpHY4zO9eJ7cpq05LMt89sH1kBK1mYXVpuWJql9kdXD22c5nauHdsgzW0wScQWwmwGgWfLzdCWGjUbTTIbTlOrxYFeGi6AmM3s3aORXoL4zFIrst3eTEwemYcYlouX0757uhBXyqHn+s5ATDMxiHj0Og9dz7OPbbSt0YjsYDTTOWJb57qN4/h1cnuL8eY0UMX4R//X9UcGrD4yGiuYIvROMEf/6l/9K6Xt/tyf+3PW7/dta2tLjNPy8vId3wFE8TsGfy+CqvL35e/u9hnQ53g8tt3dXb1tn/aZxW3cay6njel0qv0s/nmUA7oeZgkQ1K3Hejvhby7YN3eGSntx0ZG6AfGPk9QOJjP9HjqfP3wXinx/OLPBeHa8PehrbuyNbs3WOw07HKei7fndzcOJ9r04eDjx5sD+wsATCOKz3BRbvYke+txwvCHzFuIHgUBPLQhF4ULjT7Lc3tkbaR57Q8eoEMj5bhSEdq5TV/oG2jkMA6Xx/uhaz5Ii1xsZgLjbjK0WeWJ3+F5vmiklxbxGSiUy28JukX4BIAT8DmYr0oMJENafkIrzlTZLC0+Bp0agyea0d+ErUB0OEwVkmJTsjJurDOxiWuasQwkSGI4Ev/fIFm/WORixhW0sgqpyn3PCwzIxUr7SEASewndzhuUC0NxrlNvib9g/rhfSYAQtgnUUAD/vPOZyPotzLsGP/nsORI7nOGcbyv8ut1euVcmePci4dw96N7iSy6uZ9QjK8zWfC2BB4ENpOgeyeNMm2B3PTanGxzfKY5sVc2bQNwvn6Z05BtS8AEWca51D/i7m7CbznV8sfIbrWYCSNfAd6xTHtxlQ0l1x4BkZXDZwNEqtP0vFOsBksI1a5BjaBgxtaLY/5sXNsSIl03baOLluJz/HLtkuKWMA2uL1ddZg3oAanjM8B0lzT1Lu7am77uPI8jnYqNVCgRaYRp4HPI92BomNp7ljIlOzMem/WarnCqwWG+HlhLQVP+OzMDjMb19MPMdBas235TrPWCdX2ObtwgtsqVW3bi2y8QwGHeCUi3Hkmbjeren5Np0V1h/xjJ8o5QjjxudhbQCBtwZTu3k0FePfrtf0bIVJJv06mDmGEpZnPM7sZn9q3UYktupgmFoYhdauhbY3SbRO6+26Daa5sh7LzZqOGwaK9PStPgx7qm1x70/TXM92XkolZZinJWE5iS2jJFMM4JnbG6eKDQz+3hvOJDfg+8Qrnqmk9ok30+x2Sp9n63i+HeIX21rc3mK8+We//od3vRZ+7Jfv1Es/jvFEGau/8Bf+wvF/f/mXf7mA1osvvmi//Mu/bI2GQ8Yf5QH79uM//uMf2vZ5e9aNwBNtYcRBoLcRRb35kGaA/1Pu/PbPYYhmRr47V0qh3B70Nxd9R9oWcvFoowgsodKI7Lu+sE9pLnLHbHHz8oeLntSE9Ac8wAnuWS6Ww4E9pyGRRiYgx+7ZaMKDmAco23A3Lo9S6GIAkqtLYHtonHLroaEIQh3T1Ehp3EYXeriBpBpOR8P97VJ16CsK6Y98clQ8gaSXcZqlbM5A8HN2L+ZEqZvCZhmEdal1mQeBu0T8Y4AAq+Xfm3m52yi/m58ILCe3VQbVkjWCTSPQ6C1/DspYjweZA/tVKo01RIchzcntAM92T5tPOddiAbyUmJyfE8xPYx/KNSrZqg8yigcAV4vAkPlI17Mwf+ZJ2kngZH5NHP9tj3+U+yzK85u51GF5frXE82Moj0m/m6dIy0UthSC6zRbWm3Pd0IUiVCUGWsyXniOFJUY6ycSQAzy5X8o5eQusqtjchfP8IMe2+G89suap7/vfBveymxjPAl4KAIOlxooXMrSFSntKBgECDM0PXep1nCfuGRKgjcotTWFSndyCNGiKrkdr4p4FZSq1TIeTcM3QL/lw22aZB/ucihFivfjDnJgg68Mzj3npj/nzZ1FuSYF2yqXZeO7y7GQAUJSG4zmrY3Uvjsu1wEbjRJo0zkbqoYdzOssp2rM01TZy37PpGGTJ8015YR0D/831lJIuRhcGkElzCwJfmjH2DoOnFP78uV+eedYyJUOQO5AKI8c1A9DIjmOB02ICDtm24gDXVJbrnpIGVtcmmsrbz9fF7THKeINM5G4DzdVzbbcAI/Txj3/c3njjDQnSSdOhhVocVOLxOwZ/n6zMK/99r8+QIwW8ra+vWxAEp35mcRv3mstpg/Qi+djyz3vvvWePcpD31k1+ogqS4I8u4vipORdhOt0FbM7tnwNqgAmwUdDU5fa48HlD5WJHFEmqgbdGfkfOvxS1L26/vAl5AHNzatvovkIADA8Kblrf6rGvh0CaO5G1wJ3eagtr1h1dDgvCZ9EtlEJkHhQOE/p6wDLnbgQ4czetEndlMJg/7ANev6U7ceDIScMKHRusyxy36Q1UDwBEmPOHJT9n9/yahyXbYz5Q9ZrFHMCdpVJcBATMe5F1ud+AvzgWA9fdRrmPkvlRsJyLv5jz/FJ4oDksph21jXmw0LzmD1bvjIfKSSC5uN9y+YP7CK4fBMA86HfKO4kHfDlKYDKPPRrIQrgeSobucQ9v8XwETscmbdIcOOkczM9zmVItb1lpuOYnqXzH0m22wA6KtSp/AIAIXJBzzxHPIg8Rv3vRklZrYU663mDG9DJ1+3q4X3b25HrOb9nja7e47204ab3mItbLPVd4qeKlDDaJ5wXPQ4I8LBEfzFOnvWv4kc4xzFZIwULo6RnDy6deDAGcc+TNevGM0zEHJcB1hQwAAJ0DRONKP7rnC3/QIrFTri/mxjNIfwzAMX8GzrVgpRidZycjDh2TQzEK82JOzANtbBB5x0UcocTpnk1hl2B/wtDpBSkGIM8tIO1OGMfAf3M9hYAyipYCjh2WHnYq0POaghU90+bP/fLMs5ZhMC9uyXI9L0tRO38TCxwYyx1zGLA+LmXNf/MzniciiD0H5suxuL3FePPa5vtlKYsDIftzDawGg4G9+eabqtj7qq/6KlX3UcVXDqr0sFdAi8Xg7z/+4z+2W7duHX/mN37jNwSavuRLvuT4M4vbKD9TboMUH/ta/AyonX+Xn7mfuZw2sHdgLot/HuWg2gcxOXlqKrl4G+BvqlFe3WhJnMkbjQMxVJqEqo7h9yB//vBdbujVVixxd7k93kyWG5Ht9Ka22x/bciPUw4jfXVhGBH0n2ckbFVQx++ONpRUH+ixpgvPdum4I9D1U+3QQPWaZ9AzTzL2BHAwnAmyIcZnHWqsmqrpbp6IJpsuJPgezmW483i6pfvnyy1095Acjqqaoqpu5ahsYLlKDNVf5xLyaoXvw8CA714pF24hBo+IwS1RZxEOhU3cifr3ZGb93eiC9VeqhkOqBzecItDAw92JV9NxCKD2/6crgcL9v8SX7VDJPi9/LTgEgekMug+o8SPKcrRE7csdIAB7uJrIuR7ktBeTAiWNhDMk85aXge2F/J9fCPznHhQCflAzRXB9TCpcX973IznwYgyu5DA3l2i6mB4kLaJdYL2SDHHMpimcdSzbocQKsci2Ii8IDMInkoebzLq8X3rmYo14O5iQ2x6H5zi8WPsN5LY9bTOxcN1dq3GAUACSI7tnAUjO0Thyq+AXWQHo9zh9MD2L71Gy1YbaidP/d03cn1+3k54L53HnklIDwXoFLDOM8ZVRqyrwcPVmgStHhBK0ZALGwKUUcCS+MLnjzPNpoR6reRNdFNW6DqtoYZrywA0SPRa6CDCrZ+BmfHU5S3ROrDeQNHIerIjyc8IylSCe0zQ7PncyOhhPrTRNrxI41B6xQbcwzcbc31fMN0NNp8oyvq0jkcOQ+j7YIhu1cu2YXlmo2mWU2IMXpuYKQg2FibelD0SEl1mgEdqFTU9EM4GulFVqapJJarNUjrdPuYKKiH16sD0dOz4ZA/2iU2LkOUpNQ2yJW8ELLs70ZuRdfvg/QATARW5oRa+zYNHRtZTUff6+1kKx4+j7xihfcWZLPqyeJEbliBkL6xnw7xC+2tbi9xXjzw//nn7rrtfAkqgOfaFXg3/k7f8f+4l/8i0r/Udn3D//hP1SF4Gc/+1lV4SFC/8//+T9LhwUooUqPgbUCA23UV3zFV0j8/tM//dPSO33bt32b7BQW7Ra+9Eu/VB5U3/md32n/7b/9N/ubf/NvqlJw0W7hO77jO+wXfuEX7Gu+5mtkt0A6ksq/Unt1r7k86apA6Z4yqtd8AZ+yKpCctDRK8xtXVYFHE90wvEehF7i02nhfVSDbU1UhWiRy9a3YWlGobd+rKpB9cqNMppQW81Y7rwqcJLq5+9PUhoDBaaIbp1FzVYF/6oVTqgL3h/b5G0f2xlbftodTlQavt2N7ca1lL59r23q7JjHoF7dc1eB4gvCWMu/QGiqndzcrb47Nxm0LhjxJ7a29gapteGC5qkDPVnmgBr5tHU2sTxVMmgs4EBwQ2fMKxcMHoAnLdvNgaFv9masoWxCwl+CJoE1VIF91OjhzVYGIcGfzN9cF8LF4M0bzn9d8s7g2T8PNAVGZHuHPvBhIa80DfU4yOE0QrAJaOiwqmoEehmgjbhzObDADTN5mXwioZeVZyWiVVYEEbwlaVRUIoOQNFnAMCIcBSFWMoKG0i9teCYwE7HgZAJihpRIjiQ7RvR0LNM4FPQBAArVLr9wWtUtCxHrNIy8fXwSGZWVg+d+LKVGmVpw4L+wnmuuBAAKIqHUIrCNrzjmvs99ANhd6yEu74ywN0B3x5j1LU31fIGterHA3wCyLi3mq+iSwjUoGDxAMCxI6UJfMr62TVYEvH1cFzhQo9TiHDZhTWYAHgm3Nc2yCF7AHLiBXTs/WCIwgLV5MyJyhSxIDEphsHeplVWA9tCvLDdvo1nUdwGRT3Xv9sHdnVeC8mo+qQKq7YPs/c7NvN45Src3i4EWjpWvU9N1eeQ7m56ir+wYGxNl8BL6zeRgAJsYmzVfJekbzCsNmza3RjDRfEFin7ltLIIBKN1d0McYOBWsO5fypDA2t23RVZ4jCL6w2Jalw6bpMWrHDwdS2+mO71Zs6Fiv0rEXlHBXIsdMMbXZrEvqjZ0XQ3ccaxSskuG6G7t7b6o1sW89rqgJDW29SFRjomYwWivN3fqluL82rAgEc14/GEpiTXaEqmcIB2H2AzPWDoW33sG/IxPAgf++0Y2lBYbQudevWboW215uq0pnreJYkAmTjvLDheKZrF7AceIGAJS/GPIeRhVxabypjwYv4yapAvsfzFZsPpVhllRKI2QIEnVUVeH1/LIB6uyrQsXYANHRdF7uuKpACkjJ+ndzeYrz5//z+Hz9VVYFPFFhhe/A//sf/sL29PQGpP/tn/6z903/6T+3VV189NuX823/7b9u///f/XkJwgNDP//zP35F+e/fddwV6MAFttVoCSD/1Uz91hx8Wv8OHCsB2+fJl+/t//+/bX/trf+2OuWC18M/+2T8TOAOs/ct/+S+l+SrH/czlSQCrZ93HapZkttOfqPqDBwcfXu/U7eJSw2KqDxd8rKgm4SZDtyDRo+fprYe3H6XwTvhYZQUPuYndPJhoO916ZEut0PzCk0cO5cnbRzM7txzblaWWjdLEvDyQx1CM6N43lV/fOJjIWoIHBg983tJJTLJe7YZj3ChPf5kHVBjc08cKIezhiArG2FbaPDzNBtOZAgPrNZ65N08e4IhF0X+MSNFGgZ3r1mwwSe3W0dTO8XAi9ZvPU71aL7O1NtU42V19rKSHS50fV4pHU5bLeuD8UkNaN4StWGfAEEr7kCSWpnPthOW2258pCL63OxJAJ8UQKbfqWavmC8hvLjdsqR5LbEsgIlCxVghXsQThXN0ajPW99eWGQAu+TASh8u0Vge92b6xzutGObZQQNFKb5bzFF7aCD1gYipVcatesG0c2TmFdG7bSqAs87Y9m9oWtvphNwDmRGoB9rtsSa0DwYy1Yryai30Zgkaq3Mgd68lwvKFx3AEyE3Tu9sV5ORglKFZie0DwAGeXytVDHDmjB6iMMYU1IoeOfVlgziq3bCuRvxG3zPPpYsbadOi97vGQhYoYh9Wy9GwtY3I+PFdVs1/eH1mWN5vc780W3xN+tGj5vJkaI66fysap8rJ4JYPW8jQ8TWD2rA9aqLKklgLvUHeXEtTvKeB/0s2d9/lZv7FKF3boCGmXSMBNsY7npfLAIoLyl4aXF9q/uj+zG4VhMFA9qdBS8ivEGy91FdeX5bs0+fWnJ1loO7NwLlO73p7Y3multdX+EiNbRVGuY9JipzJ3t40HGPhaPk21cO3Dz5tjKwWfYBunee5n3kRqgUrRVi7Q2/Jt9Um4NsD25VuX6YUBIWpnHymdu9OWxM5trWA6HM7EkAGQqlJjrpZWm1hEDzfJtlP2/szeQoSbpB+YAkNTLgNYgVtUoYByNhyt4ANxEDuj2JgJ4zIHqIwYMQ6cR2kYHMOUfrwHXAPYZpTUIII23540OzFyk/W10amKDOLfMsRQPM0hT8CZPaTtAvlx3zs3BYKrS8ok8vmBxIlXZOoFzLvDBepbX5v2YIT5v42HXhPMLK707mM5ZRrdN7iOun/LclSaVz/Korq/nyMeqGtU4ayyW1JYAARdtBswUD8ZFFu5+P3vW50mbwNiQOnGCTN7+AwEpQBNB1GnYcPNGlxYJKH3qfKj05Bu3BgrAgC6+D9XuSsVhPWJ5XhHwTwN5Ja2NHxdADNpfrsZFoTLsc+26DDph1RhZtxCjBjvVirGiqGkfjFJ/UPq+3AY9qTQOZw3mgH8MnmOADb5HKo5tbbRdDegA242I46D8HrqfdXWCWv4GBKFxY20wpN2nqpQKU1zp8f4hPTy3gIDy54xgmgjDwGBtnBajJu8yQAiASsAqyRQQAS7rrbrSLhLR4/k0c2lv2Df0hN06TEig8m5GuW6sA+eKAQjk96SqSV0RfDkmpsK2StDIzGBWYGb4fnldnRTULlbGytkd8NiuHVfDso4yzp1lYnheWGscn7PyvIULjHIFsG6vyQcddGioRxPbg30uJmL6NpecfvOkuPpZHYtGmmeZbVbj0Y4KWFXjqR2LgWpxnCzjfdDPnvV5mSnS+oZEBG1gQvQZkW0djmx7BJPhwJeCZDOyd3ZH0qKsdep2aaUlJgQwAACA3aF6iKD64mrDzi83XHHBOFXAL1tAlGCvNLsjoKKbQN+AIJnqziSbKSUFY1YOzFoJ9mgxTkvnlgGb/eHOLL0b+5k4f5jTXIzf3RvY23sj/ffW0Vigh7/xuIHhWW3WtK+Lyw0xT9eLsVgwwIkqiUjzxc5gEMUL2Xi3lq76EkCETo200+WVptiaEmgoLbYAgMv5k8LDsJFACKjibPUntImp3ZE6Ji3sDAVrttKMxVJwvHgFUXDAHNpxTWCM44NZAmi+szt06SjpD906cL1QjcUcOaclC8f5gj0sr6tFRlTrr9Jx7xh88Xm2zTFijEtKWoUmMulF7JzZLX+sdWX+DxoAHycD8aj39aDb+yD7F/M6nCgN+Oq5lrSUnDf8rPYGU6XGj8/dMzwWjTTPMtusxqMdFbCqxlM7Fktqz2IJPshnz/o8wk8JfOf9sqRpgTGaZfbWzkiaKjRGCHLRyVAFdO1wLCGvWJZ2XX+j0zmapLYWBdKY8PACsAE8SDWRGir3T+BsxfOKG9+zfppr2wCYUgdHWgrdzlI9EZhYTLmdpZEjELNfwAZpPIJMmdY77cG6N5iofRAPXzRbrhWH2cq8HRFpP44TTVTZZ8zpyhKl2/geuh5ScatN2p1QQu1K9PtjZ/yHEDX2aYvhhNIAMjQ+aIZgjQA3JwEwadV2zbGAt3oTiYkR7VIAEQ6nd4COslrolY2O1pXWPc4jLZAwFwADs4WxYumxxnbo2nQxaggsowtDpwMgBhShgYI2wyDRsXS08ilslNEL0r8nU8hxE8TbS6HYPoTPXFMEuN3hzK4ejFTd9cJaS/NhzvcKgI+TgXjU+3rQ7X2Q/Zff4foCQHMeYGqpiua65hqA6aUQZ5ExfBbHgzL51Xg0owJW1Xhqx1kprTtYgg/w2bM+T7UMpcAy1ZP4NXHBHFaqjfUDLScckOEhTZqKSh4AkAz85mBGwEM98jyJ0suxP5hKhIzQuQRI7H+p4cCG8/7CFmPuoO37mj8aHxlsKi1Ij6/sONhPktE9Aw1NkAFVZz1YNTeVYuM2HwgAsU/HdjlwB+OC2J4+aByrc1M+fX/ME2YM5miz64TBzJnpUX3Vjkxp0U6zJtNBBmm4da92DIApBPjidt/Giatwg6XifHzyIv3nmsdrxzxw2z/JZPDfiOzpK8h5KDU0x90BpNnKNT/E8rBIAp50B0hy+9hmWz5HBGfYwcXrabUVWhet1XyuAEMacC8ybawdzFcnjqyz6aqnrh2OBLQQYaMfa8y3S7AHAAAIllu1ewbAx8lAPOp9ldsjbcz1DZN4t+19kP2X3+FlBoE+5x+9IIwnDG+pkew+B6mwB2Xyq/FoRrWm1Xiqx8lAdZIl+KCfPevzr2y0BYrQOVGNSCCE7aA6jkargB8CYbPmav5dndadA9AEMOHhTiDmIaby6+FM+h6apy4GTvpmaVvzN3JnpOoYIAIQ+yg1RXpzxydsIdgvBpqTKZP7ebBKkE/7iDnYIK1HICeliXh/VMO/h+3HEgAz+B4MUxTWBZo4Pq33XPRP+gWAyLF+rBk7P5/lhu0AhgrXvqMU0zM3KhLlqzSvBP3s9SN7j3QeGquMhrvYg5i1dodqbUSKjgD6+vZEYnrYpRJg3hmMbwPY5UZ+vBasLf8N+IMppFCA9eB81xquSrMEVSeBzmiaS5NFleBpTErJFC6eB0Bh2f6DKsSSlWStXcm5Z/vjmTRZZ52n8DEzEI96X2yPyl2uK9pGleljWEDSdPejg7zX/k+21orGzrST78FSkVJmrXmBeNa1VR+Eya/GoxkVsKrGUz0WU1r30lg8yGfv9Xn6bwEy2nXXyxDTvSP0UbTswfwOATLsBb0JT6koIsASvA+HsErOGRnDVdJRi6MERwi9AXMEdnlDURaPcLzumkivdpwxHvqoxWBP2wdAD0J29gdIWwz0rTg888EKE0ezWY4LEEGrIQCQY+vmvcvqkb260ZY3DcdNkAcsyUU5IF3m9lOuH991poxO16QKOiolMa+iNN9z+haOF42TzCe9wjpeJDdn5oWA/t39kQIg22WtSZHhGv2ZaU8NgAFwrBPwlvUnPtxaWIPTgjGFBSA510bDBRwHEEM7HwHCHSjESkLViXcBpPujqdbtLCblNCG6bAAwrVxgJUvwzHXFgMlavJ5OBsB7AWVdN49IC/Wo2Q4ZAY9m1p9wfujs4FpakTYHdKKPe9CXgpP7X/wO1x5mxHuDmdaYc8H30NI9D9qqD8LkV+PRjApYVeOZqw560Eqi0z5PcBOTQn+4ENPVhiXZ0IZJIpNSTAPxwdlcdsFAwuX5Q6rUeBDg5fvsmVyNA98BEG+BVVLLCCoFm66JNmkpuRbDisW+QB9l+QA1gk8ZNNgH+h9SZKQ1KO2H7UAQvsjSnOvYmRWC6JV2+g6obXbqSkeNJrmMPzGRxRjzpfWmPLgk2G9Tnu7crBcf2KfZWzD4HWwEgRM9Fr8nDYqInWMHvPBdAixVcoi5cX2GjSAQwno57yYHPDj2uufb1f2xQC8GhY0Q1syllRgAWda8THGWo5wfjMVtQBQq1csgJQiQQ0/Wajk24yxA6s1B2t2YFGeE6Co8YWY4tzKbTEhDZWoPIvCQO/sI0rAUJ5RreFYAPGteKnqYpHbTnAXGo9BdPWq2I0MndzSxUZpZHTtzj2rNUMB6t5fYtXik1PD9vBSctf+Tc6ZqlQGY577iHMMaP+vaqodh8qvx8KMCVtV4bONRVhad3NaDbPt+PnvyTY+ybcAVLX5a9UCpOb4KGOhPRncEMhgXOtJjLwBoAXf1JpmcvgnkaDxKR3JYn1fWW6oKKyvbLhYNpQVPVg6i42EAiggch/hcUWHomVz3ScmxbUxDASN+6rQlV1aaAliLFYIwJQAe9q8eeDSCxV6hyKVrwpj0XLsh/RLBCH1KKw5tMmdEwvt8YKPLYg6siROXezJQ3R+l1pbhpDOzZDFW27ENsNI2Z0+BBxRrV3a8p0JxFdd/3+Zp2qZsGUpQpYov0ou4yJ8RjGEMYTIAYN48vUkKkh5lrOdt7RoNdQunZzvxpg/ziOidny0OjCfRauEwCsP59t5AwAnWD2AIEUXKEgB0S2nGwC4tNZw1R5LZZaotfe+u63kWA7HbByB6thTEZxYoPGm2g04LNIcfjlMbeq4/3PWDkcW+WZcCD9+7r5eCu+1/cc6AV+4hUr2AVgTsXMfPG0vzoEx+NR5+VMCqGh/6eJSVRSe3Nc80uU7rEnyfve0HnccicKCSj4o4xNuwFARQBNoShc8f+Li43+qP5TANo4EQmjdmqggBQARu5/rs2sMed/bz7s22MXcJuCepbfXGCuywPwi08d5iblTnyW+LlEeSq+IOfRIB/FyncUeFYCOIbILfVuDbu3tDzWi9U1OKDi8tHsBourCSKB/EYlIWmIKzHtglcOXngKa1pGYXVxpipkgPcgyhZWrNA9BD71ICNyq2EBtTKQeQgmnwPKeLwfZhtel8s8BPgNaSkWBwDtgWTN9ptggwFWy/ZBKZP+eG8wy7tJffKVQn7UrKilO0CHSYJ78rwRuWENfmJrGunxprgA6P+dW0zuxrp5/oev3Uha5dWKavZ6J0ayNOZZJaXoflepbgmvSk6/z2/uuSefGb0lPsUeuuHhXboTY001T2ISOaFQP8A3RWvu0MZ7bRcUyra1tze+4XlurHLwX3u39egrjXOB+0+6EFERYhAuHPMaB4WE+watz/qNa5Gh/6eJSVRSe3xZs6ZpawSQTeu237QedxEjiURpTb/elxGTcpHFgftnk0mtkb230bqXLMMVpHw0S9yWjBA+i5uNy0Jp5JeGb5BJxCVXhLjdupxLsdN8FTupTtvrQjzBEAVFbvEVBGM9/a6KACz2LzxRiVnlxlhaCsA0JnQupIHnRHvpFIA+S4ZrOpdZu5hREtYbK7VljyICn7O5bAlQGIYs6ADEaeoyGbSaOEx1QtprWJAwWlsSq96ZI4E5NHMIU5ov/jy+st9XNrqRmuSyPKc8pz1WWsZRl0mdPJYMz8SqsF1oLzXwKwk9q1Y7arsGMj0sU3fQA5QJpzDrP21u5QqT7YtEni2Vs7QzFQiOABuNdHU4negf8vrjft/FJT+j2MYJmfXOTn4J5jA0TjLk86lD1iBVH6XZ28LgEtNw2G9P61SPfL8D4qtoPvwt6RXm7V8mMvtwl2F9PZ3Pvs/XOHpH3Q/VNUQJsevOPKa4N/8/OVsPJtqsaHPypgVY0PdTzKyqKT21IDXLUqIXg5z6lyHw/rzH4acNjpj23raKqHflnGDaPCUJCcwmLMK/ZCJ+4mMM3KHnRotyI0JHTXddum5q8MfkSe04LHybmTGoMFQehcj6laRKPjWBNYEN7OGVRfod2CxZEreeifEPZGMjLFsBOASGUf4AMfJ3ohkvbLM7NRcX9MwUngSsqS44ZVK4GVdGH0vSvo0Tc1b+yLWTg/nForjrQ+WS2UUJ405CfOdW1LlhShmv820XOFNKGNxYDQp3FKtZ3v28WVutiK08AAAzB82vk/oOJw3q/ytOAOADhZoMA6AGKv7g01f9rpQB1hEEtBAywhgfzq3lhgC0CER5bn+bZzNLWDwUzVpZxHmClO96sbrgE54BSgxr4BWDj900fvxbWGvbTePma2yuvyQbRQH5Q9fli2Q3NQ02vP1qOaAD6aQdaDFyKuzUUAeHLu97v/0+5zM9dbsvJtqsbjGhWwqsaHOh5lZdHJbcH6IAyuh6HE5OW2HoUz+/tavQwmatQL50AQgOHohKFYAsq4AVEAE1qqrDYimYoySHkgVmaym0t1BfDFQQCBFdntTaQ/YZwMdswNsbaA0Vz0DGDa6eHyTsrPiaNhdSbJXNg+cvYEBHdYNo6TNjN3CHuxVGildrM3lmAd7ZMaEfcn0lkBCEg3Xllu6Tjv1V+QykLYFjXARi9Tcw1xASAcDwOgwHECrNB0AY4ADoCeVzda9qeurMoUFCADMPv05SX7tFfYYExrZ8417FaoYwRUY/KoBrrzfy+yEovBWM2/T5x/5kyaLZ2nRM8CJmz7ZIsZZyTrKTWMVQBriVAdLRXpVwAert/RZGq1MLTVmm9ZYjoHMJrXd8bqUQeYnGSJvbkz0Dm8stqSxQVpUFKWHA8APkwy2+rRFih8H8P6IFqoh2WPP6hOks9yX9yA6Q19W41pWk1DdtofobMzdx78h9NxVb5N1XgaRgWsqvGhjkdZWXRyWxA/BHAqysQglYaNj8CZfXEQjEj/AXtI7biecTPbH+QSP5cl9YAFAmuzHlkUAQwyVRHyxYtrDemMDkeU/NPexSSMhp1gDtPUleCrdUocHAc7wBWWCIAo9k8whFmhBcy0GcnNm30DOD622ZFomn6GeYHGByCFAWViw3EiBqoMwGXrlhuHpLMSgYc3bqWWZS7AAlYbsSfbA0DVyxudM9eHbaHdAhxxHvAOosyd9B7HgzEm+yJI9keJbR2NjlOFpIbW24FtDyiFd+uoNOb8HKEfo50O9mJ3Y58Yp7ESJRAoPcJcVZ9zVBcbNAMwuapA5ujm5II7/yYtScrvJLtTBnD6AQKmEWb3xzMxfHhiobEawIRx0vyZdWpteZvFvq90JEBcjaKtsPOdhmO7Didq1Iyge5ymlua0CHKAFHC8P0js5bXTGdb70UI9DGv7KHSSdCZ4aS1V2yQAFXNoxb6AI0wkhqwPW7VW+TadPqoGzI93VMCqGh/uBfYIK4tObRmidFxi7WU617vqqod1Zl98CDEIJjz4J9gvmOshiJdSf5Iq3QYLxfZe22ip6g+mhdQXrgOI1VuNQH3n1PLGn9r1/bHMINEfMQeZW86r73aHUzvnlwJ5gmsul3JAClV8VP2JqWpGmseFzfqdzuOF2fVDB4akmVLFHU2LY2l8LizFEgNf3R/ZWzt9ARd8qtju7797oIBJapU2OriAIy4n4GPjsNibb3EQcNFxSXMWeAKN6L9KP7DNtrMyICU6mCVKAzE/gCQ/pwggsFKnlh7rzdgebBfrTw/Ccv+nsU8n2Ud/AQjA9gFcfMAQbvk01R4l5muuzuuIFO5JoTqgirlyLk+yO8wdhmWcOo+yt2/1ZePQqVOlmatKE5sKROWkhumRSHUmqb6rh2NVQ7Lv5YbTdbH+gyS1MYAMsCfXfWfVwBglAKZEmiNSaCcZ1vvRQj0Mm/ModJLM8cW1ttLmpS1GyUAComABH7ZqrfJtunNUDZifzKiAVTU+Uj4q72sZUo8UGIk4D+vMftpDqDEPejBVHaUEXTBBFMvvSQHRJsMJvj0BIICTnLznXlGYa6q3XeDARhh6dr5bt31/pnQIPfrQ2yAqJ5Am2dhe2WgJEIiNipy4uxZRRZbaMEvFVAGqAGuLjAFsD58lwwhoJC2HTxLBnX8TmFkztrnSrAk0ANBguQASECzMtTPju4kYqKME1/DC6qecj5IFYe6AAdYHFoT98t+UuV9Zazon9zSzo7Hro8ixMW9AqWZPQJ0zOAIAs1SicJzab7Rh0HwxV1dWWvfFSnAet44mAiEwg+wPLRmGq6Q5saOgDL9bC22phe/UbaG6hNaZE7qzPovsDsH/vb2RNeuBmKz3Doa6fjbadZukQ4FQrokvv7SklimwjZwjSv3REzVDX3os9sk1IEd+ekvSmNkrbJI0xHqSegZwNuYA2fl5mfVHM9tcap7JsN5Ni/SgbM4i2/eodJKccyoAV5rvTykCUB9FQKp8m26PqgHzkxkVsKrGR8pH5V4l/g/jzE4wI+UHO1X66ZSNggEfBEwGmiqYl9DzJJhea83buOS5HupLl2I1W97tz6zdCMVOsC2qF9kWTJCYmnFqXpqJNRoU6Zy1cj0FAQAwRyUbxucBKYjV0e/ARMlj6kQaxjWcdeAAtoR0adlzsAyerkKr0Gdh3NAIUV25N8L6AOPOmvaLmzvbJz0FCDltLLIgpLfK9eF8kO4BUCxqxZabNXt5Nbc/un5k+2khF3d8oXrqZ4MhKP0XZ/aFm317a3cgpixm375nr2/3tX3SkndjHxkAAc4Hc4Edq6sBbyL/LITlbbRNeCrNBeQwYvKyGnsqQoB1BPBQzYn2ifVnYNy6PZjYlbAhhgsbC6o96YH4FVdWbaQ2N9m8zY4DxAAo9gEoXm417NMXu3ZT1hwTm+AELnBT2AsrdZsmpJsD2+05k1oYs9DHMsBXRWRvmtnLNdds+kHTO/fL5px8wWAfVC9udhuPrN/ch1n6X/k2uVE1YH5yowJW1Xh8F9sjfJie3NbDOLNLnD68LU4n5Qc7JSCFU3eKi3pCSZ9AGSCD6rXNTk2g6iTLReBGVE4qqOz9x98EIhgYHNIBPHAQ/VkuHRLfJ1WGZgwyABuAi8t1aa+kC/KwD0AX5Ng2taNpOzZkEVwtBk8CMim296VHMyeEl5CcZsCxK+Ffb0XSXA1GiS3Ne+UBML7ihWWJ9alMOwnkFlkQ2AzAH+7mzLE0Fi2/o896nnRJgI1rhxPzJjMLGpHayaBXy/Nc4u3d0VTibqVcp5mthL6AZpmWvBsrAaCCoYKpAlSVFX3olTgvANdxDbG+Mxfl/Gz3JgZftoeBq6shkLcVrONrmx1bpQ9j7oT9AEg1j/Y8O7/UsE4jFDt2bqlu9bAlQAhYxEqC7a91qILLXCHACoagGMf27Y+uH8rqAu+wyyto8JoCowBn7BWWzRVE0GqIFOLFbl3XSjMK77C1OKl3uhvguh825yTLAfjj2uOzm0uNR9pv7sPU/jzvvk2VkP/Jjef5uqvGczpOPsxd2uhOcXqZ8iMVE9APT2aXt/U3l5YdE3Ma1c62SHvBevH5MvihpUIyQ3CXmSNeS5OZNWAjGtG8l1luq2rkG4vdISCzfVgcUmiSUZGWawS2ox5o/vs0LvcKnnynVXOidtiyKPCcLiwO7OJyzcZZrpY2AMQrqw270KnfVU8Dc4PGiiFzzLzQcWLIeVLnRgwGhGx0HThCU0bl25Xlhn3sXEeVde16KrH2Ut25pBeBY5bkeJ7QV66w+l3YRznUe2ixAHu3H3EAI+baH3sSmS8OmMQbR0OLgtCl/2jGHGB94CwVuA7wlaIxNMfFf1PNyPwAbN1apupMs8xW6q41TT4ltch5LY49tkqd2AvrbUtyxybWYry7wmP7DYDnC2stsVWeV1OKDPDm2vcE0luhuzupd5KRqJjQswXmZ1lRAEZLZ/+TaT9YRQAy/RrVRmjOwD5Mv7nT0u6whqSyuYbO2mYlwr7/UQn5n9yogFU1nptx1sMcTRHWANM0PBanE6RuHIwtCJyrOz/DS6ldqx0/+E+zGEB7QgC/vk9Z+UxpPwmd81yCbvTRpN9uTGeqxsMgcT/N7NJyQ0EKYS+fp1pOflmh++7rN6fOBDOVnMxmCf0EZxJQt+JQPkmLQecs0HG8BkNAmm9Zltp7ByPrDWfWqId2eaklDdcLK2217iGd2GnSULq4Q0+zuJZo0AAmh9lM7Be6rNN0bq45s4lxAhxxfARqpsZnATSAR4JrmhYS4ZfBHZaQP4DRxbTkSVaiXINuHNoNGjLPEL671CmAFqYOEIvuDFAJIwTwVBHEMLWX1mpzjZpjCvlv2Bq8qgB3pDZh5Zw9A5V6UzFppHzZxuE4lX6KYyO7KePLedPfxfXgnACKELAj4C4H+4SRotgADzBdWziVz81kl2Jf1aZcb/yO67VcI7R96PfQu91LYM78/XtoChcH5qTs/0F8ze42Fl9IALF4mr29O3DnplV7HyCsRNgPPioh/5MbFbCqxlMzPuy30dPYJTRVsEsb0sRQhTZ34qahbW9k6+2aBNMESlgCghz/TbNeguppFgPSrhS5+cX7jwEWa5qm9vqtoUTbpHjakhCRXgwELqRNaoTHa4AIer1b0z5JBfIZ5sG80fusDwB7nu3Tp04g0KUDW7Aj3ulrEEW+XVhq2n4wsbSf28p6U2Aus8ImYxgneuXBILh5ZDnWEc7aoWT5yrUkCJe+UzB7J/uxlefV+UaZ9EcAgtJ9Hq8vaXXmTZepRIxDzw5GNCNGm2WykeA7f+al1WPWZ/F6cUzNna2OaPC705spJQh4weeLdCaggDUFSJTi7MPxTGwWx8P2BIjojUgblrpbS3zIODcAZLAQawzDRroQhpG08JVVX+tR9hE863q+V9AjHXiaASrHcfUAuwK3HWf0ip+ar0pTAPr9CsxPux8WNYWLAneOA8Bzmgv9w2p/qPwstXAUXbCvk4CwEmF/sFEJ+Z/MqIBVNZ74eBxvo2cJOWk38+7uQICK4ASTcjBMlQrkc5eXm9JKEbiZJzYFBGCCwaGCvVm9FdxhMcBnCYywG7OcSi/HMOCVRJUY1V7op/CMOhhPbftwYoc7Q4nFXznXtpfWWvp+ORTofdJ1rv9cqRniZ40wtNe3e64fnbl0Y7sR2PbRWGkwGCHQFronWsgsrgFaKkTUgCUCGn3cpJWKPRvMUru82pJfFseKkJs1BAAsNVK5py864Dtg6OwJzjqvDCwmxNbgxD6PywATQNmteRrqjVsDifdfWKNl0UyFAsv1mqovL3Qbp14vuO6zBgBXpSYHU+nUZFMwyCT6R3yNsSrHBAhl7hwPXmMcN30DYbWi0GndYK36s8Re7rZlakklaKw471zfYTIbETYbbWnBFsHU/Wh87hb0OL7TDFDpEwmDBggpmTiuO4CoO//3Z6VwN2HzsabwFMB3luXGaffb/dg+8Dm0fqU9CPuBJUUfWAJCzekRVSU+b6MS8j+ZUQGrajzx8TjeRk8TcpLuA0Ah2IbJoAwehsa1xzF7abVtS3NQVQIALABgpQAbMC0FbjxFYeeWGscWAzzoCeBU7fGzkpmZzmB9ACdIyj35FvmFp2AVhU7r1Ip8BdADeukt+FMhcH6Hyj5af+TFPLWVqcffF7Z6CkagO3yzVDFYj+xit2kpTNPcbgCNEum/9VbNNant0eR4IsCQhqYU1zIMVNxQZRzHRYqmBIwAQwItGjLO0Tm5js/EopV+S8T1c13HWJ12XrGX2B3kdm4u5udngDbAH/uHFbnVmIhlogru4+c7Akrdeiz2zQu8U8XV7+4P9V1ALnPqTVN5Ve30praEozy6rxyAQHrPE0goAY0/d1DnGqG4gCICEDOO+a0osqVaKKC2a1MBNxgijhFRObgfQfdJxqwEs2V/v8Vxr5StSzGTBrQ7HO+Hk0Qtc1gn1scVRfg29ajsTNVK54Sx/5kC87sJm7EHge2bJs5E9kHSfvfzkgRIZP+cNxhbPlemy5XixPjXbgNCrdkj6t7wvI7nXcj/uEe11tV4LkqCTxNyIkx+Z3ekii80N+ptN5xaIW1OJpAE/0Ig5aGOcJmg63QhpMgozSeA5DZLsE3IjQzNqwh6fcw+Z1a34LaTN21wagCMQmJv6XTmAQNdSycmwLq0GPYHrmTfpYxIsW20axJ1s2aAOsry39mdKKiutUnJ0c7Gl9h6D8E7ep9mJJBFJRvmmwQh19gY08lMVYUELSAiDBt+VwAd0m4I2A+wfmhE9uJ669jElOPdOgC0jG2cFGKqWBP0TOMxFgeJjvm088ox4b7OMTgXdJM2Cbd6AdiwELNE0CUdh90BwBMmA9RwmqcSwVmGmmkuF34Zt+JqTyVb7NtqhxRebru0nsGtfhLKE2sR0MCa4Et1YQlRf2rjGSamgNDIvNLqYISejGKCzJYS186IVDHnkSo9wB4z4tqBlYQJPNeuSYjeUgoYZ3ha+nCVeHeAjkUNHNfd9YOxM8ANE82TcwhzNYXFqsfWjJ2VBBqx0KNdUSBwCKC8HyNeB7QKMVOAxfL3MqyVG75zLXvQ1PzdXpJKJo7zxzXCWgD2uRi5dhAPch+WzBUz5LxVIuxqfNRGBayq8VyUBJ/UtBBXcEln+5e6NYnMlxqZBLQ3+zMxQFgw5HOmiowa/z7fbUhDQ1qOBz997Wio26m7vnOyS5iLsXlDBxwStGGo1lqRjeNAZfyTJLW6zdkxg2VyPdPkq5RkKucnraN59qcKjpTkf3G7L1dvbAt2+oldPRgLALB+SsvJmsETqPD9QG10AG2kkCKf9JFn7+wmYlyY22SaK91FuxVYEMAh6/LpS0tiRhzJACAtjqvOqAqLIk9VidJgHTu8m622Y1U2Nmunu6NzTFm9UGWdz/eyTPom2rWYJa4KsKAvoFnOPo9b1bh+g8zv5HYJvABQPjedObAAuGLqpP1gXFy1YmKjCelC11eSuYSnpOUATH4LWwjfxtNc5wJgyucBMzJonaRK0/E91hyQDnAidbk/nEoLxRwBWJ+7caT9AaY59wB5XNhhIU8ys1xjtLSBAZREzrvd6Fs2H4FnhefYPRgx3T+y6fClbcPp/l5GvIA3rknSsjJBjUMxrKVwfRGIhY/wJansIsDvAM/Mj5cP9sR5Xp8D+/LFgnvwpk2OU71Yfjxs94ZqVONxjApYPYej7G3HUHB5CBGq9DlZIXbhtG3dbV/ORNJZXi8ySc52wKVokiQTsCHAU+10P8aI5e/5buF55hWFeve14tBWW7naadA3D9aGdBaBlIFuhgBJwEeoTHA8QOuShpbErjWJq2JzbNHBiLduAunEVqgEC31rBZ69tz+2SduZRAKgJvRg1ls56btUFW+sBUCG71MrV/ob9SeYisLeUAKfqUKsbG+D9ol1jgXT+B/tVNiW0wMRaDh2WDT2x9qQLqT6bZbkNkhZx1iCez5LQG01Qus0MaJEMDxRYEbLxPEDlAAn6MDY5nBWVwCmsm6pHqvqjawZlhGwHAR21pi1ZRAQ1Zh6waiUa2E0SW1HSSvP9vtTe2d/oDTeSsuJ2pkLrCG/p98ewAsgcysKtE/+H42hu63b9hGAy7KnHw2tAQxsw6U/PQEG1hxbAcDqydRYqUUBXBDASwH7cDpRJSK/L8EM2wLgIYDn54i9AT+AimFS9jp0mrh0AojD9JX+jYXSi1uHU7u2P7KPn+8K4KLVY91gvX7v6uG87Q+6t8I2Ow25tQN2YXMAElw3rANMHgwerOdKy1WG8qc8hvKeWdQpirkbTATySDWTAgfsUfUIuH5htfmBK/3u9pIEkCu7CJSgixQq91OaFNZtBQZpxXFzfXDuXbcBx3qpAOFEy6GHqUqsRjU+zFEBq+do8KaKdoeHOowGj9vlRiwmhKByv0LxcjuknNAnud54gSqSSHtgvMg4a188DPEuKnUYvDnPssTWmrHYGB70AAwAyO+hD+Lt3XdtYGAJYBCQsZzUb5T6DoLctYOxeuqprN/3bK2D7xRNiTGMJHVk1m1SAQYzhudQIm0O1XyuQa6jtQRO0sxWm2hraNRLpZovporjZg0ItO/sDRRsPSrS5g12qeJCYLzeqSlQXz8aK0DqbRvBdpoo5VSoerDQ7xjhYGphgE8VDuyRwB8M1TT17FzXabnAHVTuAULevNWziQ/zAwvhXNRZm+lsZu/tw6KR4iHIhmJwFPg8p4XCeJRADMvD8bSi0F5YbQkMaT0Avvo/59Z+83Asf6sX1poCjWPOLWs/18IAXMQQ0Z6mKOzdvdHcw4uA7wwvabbb8SIBss9v9exmbyxT0EvLLTtP9SMsFtYH6w2tAWnNzZW6a3Assf/Yto9g1ZYlGmdepP5Is1K6T+oWbRUeBRigAphhv2iWzEBLdxKQn3ZvsB3+BiQBQnVu5j5dgG7OKd8DWL+7N7R0LqDnOq7VI8u9QgwW1x/XCCBIbW1qvtKwt8QimqWNQvfPm7tDgUhSf2z3rb2BvXlroPtpuRlZ7HdkLqvWQCOsLUKZjpYA4273d3nPUfUHsFZfR98XWCTNiScXtz/7/qAFI3dL2YFjyy4CiwP2E/uG1VZd3+fYbtrYloL4faxX2XLoYasSq1GND3tUwOo5GoAOxNdldRkDEMND/7X5G/uDbGerN5W2CO8iAvy1A8cYvHbOPZjP2td6G62K898hyBO4AAM3jkY2Sd0bL87i7xyM9KC9uNywWhTa57Z69s7+0L7iyorYoJMi91LfsdMfCwDwBt0fJ/IZemt3KNBwAb+obl1v8mIUikwsRA/NxyS1IqdijbJvz/CWhJkhWCE6f6lbN89L5qJxFwQIlDQ25hiORrBD2AbQ9y9W8KTCr2wJAqBQilNVgr4lY1OAdr3gPOsnmVgL5vfqZkNpIHRSw+lAgLJTj+cBEX8Gjtq3F9ea8qGCEWjFoWWYLNYiWQvAqKCrUrBvR0o95Yituw2xgPwcDREsAYwA31nv0DbHCYlJp5G2gtWARZAeKnSWBRJ3Kz1o1pxXopWg67VzHemUEIqT8uuNUq3hfk4vQxpSu/QkPfcAqpsdB9JgB0mjcT44v/z97l5P+xhzrnKzbi22cMVTVSL7A8gBHqiABHQyv3S5ISDyzv5IVX6wRALLAU2AXTPs+7k3YAkBr1zTbPu0FBTna7efWEO9GHMbTjK1LlpN6IUIs1gIPHNNk+ZVOi8MrD82gT7YLK6NvYEDbFSDsg/WLMYTjHskcilT0r5YP2CTAUAFDFEBWt63zOVe95yqN4NAbFyZYgRctWreQ6fe72YhsdqMdPx361MoWw8BdFfYcJo0AFB1svKxGtV42kYFrJ6TUZpZkhYCaCyW7AMUSA3cj1C83I7SEXgskU4I/OP0CCkIKqt4PJ62LwI6lgWXV5vHb6SwAaSCeJNGVExw/OP+REGlA9WPrmfuQTSdOQZirXPbGJEACOuiRrYKMDQFdimpbpO+fGwil/AX1oK5EwAQHgOo+GyZYkQAzNu+6rryQkJjgM9GO5ZG6aX1eK5hyWw0C8WwlK1W0BsdDKjCK6zwM6P5B+mp9bymz290ETDnAlOwLPU4UiXXWjeWcBdwgbqoPAesA58j8BJvWL+TKVOO7Xw3tqyItW0bm33yUlfBqqHqrsSu9cY6dtYQtgZQgl8V6SmqCCNYq5pvrYhGwSarBoI1KS6X4vVtc6OlFCULwzkG8LF+pGtI0wFwStCFYzmpONZ6MEhsZzDRdzL6Eg59O99xa5xSOQdYDKl+c30Qd46mFoWe7APQkKHJAQh8cUDfwLrF+HPVYsPk/MKK82xC1M/54nphjVi/yzRr9j35WPE5AMtyi+vsdgugMk3N36RBT7teWXssOQDopHo5dyVDVGqKAOKkQWEc0yIXW9YfZ/bCuis+II26EsMomUuTJpnlfmbTxBPoazZpw+Mq6LiG3tgZirVrxS7t6DoCOC0b1y5MIOCZf4+muaVNZ3Fx1v198p7Dc03pUN9pxtg2oO5h29Pcy0IinL/43E0nVQnVq/EsjApYPSeDN0GAT+nkXA7pXizTA/x+3lbL7ZRuRWJPyr+p2irQ1bgKrtP2RbpiqkqfOwEcb6IES1IDshJIXSl56DndxWzmmB2gB8FJEhz/9pssgUmtVAB0uXOvhoFSSmx+3GjBYJoAARIvo7sqCmmKeLBvdNAfjQUEqFjiwY/m52MbbVvr1I91NaRmnJDW2R7goA4A84tCQA1dVyvEb8qXwBttCOvC/2ANtA6FA6aIZYL5nJgj+pxWHCq1BtvC/CUspsy/Firdxxqyf0rybx6OlEpFr1JqgNBHoaki0NY7tEApBFaoLLvVn6kvHvGzEQQ2maR2Q33gPLu4jBdWzXbHU7t1NJEuDQAKaOC7ABJVa83TOqWhaSmidiyWq4zkXOz1J/bW7kjgr8jNhklh13d6Cu6rnZpFHtuHOUlU2Qdw5bhhyrr13FabLrVHQ2uq5KjYXGvCxoWqtiOtyfkG/JUpKNycYJ/QDJFG5DpZ57wtB8eg6mTKTLq0uS9XmfLjM6RVSfVyPjc7uK7XbHk1PE49Azydpii0wJuKmUITBXjd6c/EOtFPsrzuWWMk+rTxkSltOxBjpVtork8CnLaiQGCotH1Y6cQCybpOFu7TxQIPxln3tzy+EnfP8W9SnM7k1PUVZBuwgo9CCH4336T7Maus3MKr8SyMClg9J4MHHA9tAhdg4Jj1EEKh5P3+3lbL7ZSPXxgVApt8jMQMOU8aHvUwSyf3xYO35kH5KyQebxd2iIonfo6fE0GIAM/DGQxGUgVNDqXlsAZl7ChTCXxe1UPzN//D0VTgCJAVeDBEjgGAoQG8cRzld0tRPYEXXRHpQNKbq6ETz6JFORxSlXbbVwo2qlFW4tVzK7BQIN0HUxSZrbQjrfUk9Ww8oRmwL3aC4ymNEV1qw6U+CK6sIe7qBHDYIH4j7ZIAZ3AsHId9gBXkWNBwkWJUw2EMPgEE00xM0vnQNQDGk+iNnYHdxH8qz9T/D8aJ1BvbZR8H41QAAq0QTY8J8jBBL6w17FzLzaVs5nwyrVM2dsaMk8DOueBYsKfguMSG0EqmiS4tstd3BvYJqieBmkHJRsJ6uoICrkWsH9pyR+/bjcOhQMNg4luCF9gss695eUWp0kgVgQ4Awoagd3pvd2TDFNF8aMtUYiaZXd0fO6+yecqYlBkBXsafKhpIbW80UxqUNCQs09tonkaJXVqtC1BzPS9up2RXSMvhyL7SdGDC80O7vBpIE7jcqJl5uX1heygvLOZeQy+42pImkZcJWE2ACCwXqUfYOtg7jhndGGlgfMUAcoApgBK/Y70WWSZebnjp4HbjuijvObXNiW7fc1wbDFKBzJtzRsr2UQrBT/NNul+zysotvBof9VEBq+dkOOAQS4dBWiOrubdc3oxJha227myYez/boa9bb4TrMwJvqtOcEJrqIgYVb6fti4c4zA1BukwJAAjQUpWMDuzMZ0cAK1JddQWRgyGVUTUxJLA/ZaAvHaHL4Epgfqs3FfibYHTpofFJba0Z2rWDyF5aa84D052l5QAMzDs/ttmSfgwxMgAB5gcm6mteXvgsJocYeQ4TBVYq9rb7tE7xlVrjewS0l1ab1uftPHDM2WojsGnuQCetbRo5x5/ZZJbZjaOxBPvsC/8oHN85ftgZqtuo+CI4sYaAie3+2IC4WBsAAGAlYHFISyJEl2u3mcAVgAVTdEAFwBJNEqJ6+vHBpuFRNZ66voEl84Xn6Du7Q6X2PnFx+dS0TsmeoeUBKDLXcRKrkg4wACoEVPI7rgfYHY5dLUxiz/KUoM7586VPqq83bJaaCgBG00TsJuecCkzWqNMFLMViXLAlwBbCGahG0ul9cWtgtwYTa8WxrcJSdebi9nm6m+sTJgtgCvAmRSo7iTyTv9Y7uwOxRzCXV/dGWmvWGDBDBRvg5lZvqmuec8B1+oXtvutrGATSsFFogO/Xaptih9QuLbelVeO8fHG3Z0WGrqkmxtWX073zBzu/FIpN5Di5V7Di4HziK8a55TxwrZRNvgGsL681BbwRpvM9RO3bR+66btZD/ey0e44XAmfIGr+vBdGTNqt81G7hVePmajzuUQGr52gQEF/ZaKtZK2wF4IQeZ5eXXdXQg26HQHv9cCyWBfaGN/Ara7fLte+2LwLByZQAwZGfEwAJrJ/Y7FiPN3WlP8w+sdlVTz/2dVoqodS9bEWB2pPA3JQptRdW2W9o3bqzLmjEyftKy8tycUBaGMxMOS2EtKQpc9fnrqw8JOhu47VDrtKjusppbKgmlJ8QDFPLpdFgqM6160rdwRTJUqHu22qzC4KwW0dj+R2RwqNFHcHw2tFYOqiX110z5LLnn5tjLhDx+s2B2AnWgZL8Mf5PmW8Ho4mNJgjfXaXlC+sNOz/Xrm0fuTRjb+zyebiHS+9VeHYwQYTtUm2ktVga0oGYqAIU1ldaSlXyfaXzmpFMRAEpHCPtf2B8AFzu+CIBtdHUtWNBZC7xdOicvdkmhGlvmqi9D0APry+5n6O/IdWWmV1catmVVeelBUhw58CZmAI2nPHmTCAJ0EXVqJy8sxLMR8fpbgA8zBFVhYCgFpYFRSGRP4woCz1Jemov1GlQIdkUoKK6r1VjX87otWQeYQ1BNs44FV2ca8jtmjTP2VTSzN2G6/GITiumQbMnb7FJggYKbWKqdj1oDNHarXdjWVEcjjPb7iVzo1jn9p5HrvehwOg0szd3+ro/YKJe2+wIcN7oTWxlFtnlteaZ9xyatUfZNuppcwuvGjdX40mNClg9R4MHKBVRPEwfxsdqcTsfO98508fqbvtaCU9/I+XnjgHL7WObHedrNHO925QuSnMFBD5/8k2WeSGmP7/ctBfXO2K5qBwj6BHwYRvOz3v0nSwtLz21siyXjol0kMwqczRbzqsLATotYGA86KXHG78TOMOGkbaJxG7RB/Bcp66ADGhhvryBX1xpai04BlqTwN6w7T981+yK3xKA2jqa2CvrrqKQYPnyRntuTIng3rlQ7xyhXRpaSMpI6V1PYnHAipGGbNbtxdWGFbJcgClKxFLxB2YSxgXm42g4tfGUfnr4BCUq/ydg43oOwGzXACiRXT0c2W+9sW8Xl4fHbFZLTumm9bqy2jw2CtV58DKbJTiox/b5rSOnTau76kPWA/Cw3I6tFoZ2eQXvKthNp1ODVeOcpLPMVhrMN3IpyyCyjY4Tz8PqkILjOP7w2qG2DWNGRSL6IfanqjLPuaCTKYP9UepRfmLO26vTdB5haNQARY0wsvNLDVUuOkYqFCjjuoFFfHt3IiD46rmWNc+1bTbL7J29oQDhpy50pasSaMKfaziz5YJzjz2GWxfOI2AMJpP0tnNOd9d2Kw4FkiksAADxPSphL5nz02Lt6CkJq7W51BTO5noERHEtUe3Kiw1AnpQxVaKwlC+vt477+511zz2ro2rcXI0nNSpg9RwOvQk+gofq/Wznbp856420DEA4SvOGr4qowDlrL2qiThulC7fE2fOUV9komO9RYeaFt0vL/RO9zRA1A8YuLDdVeZUZYAuwEuv3NO8tLQ/YHn/3i8R2RjMJlwFw6Fn2RlMF/0UGr1yLWuiqyVSZRbj3zJrMEVShlF0h7QueRltHY7UXgQUpTU9JizkvrcD6UwT67thh0LBSuLTStKWWS4FJ1J2i2zGlB/kOaaFbvZF8tWA52vVceqLrexNr1gP11gNUwK4BEIIgkGYMcLc/HMo76rWNUPoodEkwXIuCaeZ2czCyWhzaJ8937I+uHbkmzjneWbF8qdCbkd7yApNHGf/NeSKtiI0A1YD8rZ8dOn0c6TyYJNcM2lMVKelGWEv5bFFhGsEQ0WqI9CvsHUahVEQGclIfzqiYQ9OGFo3WPhzDVOtKqhVwCwgG9F4/GtlWbyTmC7AJiFlpuD6Lb233ZYdAo+dxmturG215LAm0Ja5dDyD2LGE2q4Ulhao9PQcI0UXBVqJxW5J7/e2G26zvlucqF9WCZ5yoPyLgDFAJIKZ68UV85FpUa8bH9gT3c889a+m0x9UqqxrVOG1UwKoaT92AYZK55P5QwmJpt+JAoKqs4DtrLAYvwAjD9SFzKbpFgEaQKN9qZRmhXnNOUwWTAFtCsCOlJW+n1LV1UWPceXqQwKwWNGwv8MReSM+S8jtnmaBWMObdEZyYI+wUwRWgBPvCz7OCiscC9wVrhKHYDVKM9PzbH0yk/eLzDbZLFZkquzwFCuaMJgewRGqsFDzDkrFkMGcEZhgh9D9f16rJcBOxN9/Z7JAuStXGZaXuqwfhKEnsa19eVSUklXZLrWheSJDoXABACOyYTDJgdEhr0SoHjdeffmlNKbgbh7QJAtBmdjiZuf0kiOxhjHLb6NbMzyg6mMkTajOgnUxiq62GteNADB3gD9CE6zgMF6wOoJTvyGZBLV9i+YDt9Wf23sFQa0cbIoALabM/unag9GAQ+jYEOFIBOsHDK7QW1xrnUc76oW2Qvh1M3Xyx5ajH9rHNtmHG8bmtvn3sXFsaq3GaSvOFthAwxfUQB1wHt60dylECLVKLXOdoyJabrhpRzC5p1pDq0cy6vltTrWvhikJIh06zTKk+gCfXV7dBE2+XUkQbxvUpveAD2iecBp4+qum0x9UqqxrVOG1U11Y1nrrBg1ymlq2aa6ybuEowhLr3owVbrCrihZ/GwPSwa82b+ZaCd7cv91bLzwjQMEekqt642ZcfEVVle/VIeqlPne9Kx0PqCiBD0CVuUZEHqCLdtNIMnaHmNBODJFuHwLFSrsrPOcYT6PkJZpJJmtp2fyZ2ood2SCalodrcqHEyTaEniSwQYGbkXu4HSo+xRhwvbVDQgqExAnQAYEpTTMTg/Jv9bqzUb/dcIzDum006qcDk5Y2mHQ7oY5iLheHzCMsvr7Zcuxy8quaWCIAlqhFh8mCOtg7HYqQAB2WFIgwQx73abpgVMCpU3k0FRgB4MGJv7ThndlKaozBTlR7MFL/jOD1plALpsWh8jaHrjYOJhQjHEfTPfaKW66FtHY1UTEBajPPB+pIKe2mjo7XFfHS7N5UDPOd/Oy+UisXWgQAsny4BNNg9Wv4EVlty2rT11DUHrmGGO0m0tqRrsfUYpw68H95yXnAMrlU1lT4xFlvnUKXHMWIOSzUfQAhn9XYjtP1hqm0C7Fl3QA8mr9KNjVNVvQISOAeb8ypG2jG9e+C0ZFzTZ83h5LgbePqoptMqP6xqPMlRAatqPFXj2HQxDq3ecik8WBDe4AkiJftj91lVRNsWTB5pW1MGr1LwjneUvIMCXNNpopvbAPE7LVMGMzFPeUp4pvpvpkBKdReBhfdgAg193rAZWI4ildtjFgmwQQckT6IY76mZSy/iNdWKlYL6/M1DaWPQ1BDwx1QCJrntDDHtLNTOJfAactyG1WJ7pPjYHm1Q3tjuSzB/VKclyUxtZ17eaArcXNsfi/XJfGffwJxgcViDlZYJ6JFy2hrN7CrptLEDQkthZMu1mqrxxplrswI7xPzS3BnJIvrGU4lqMrJ/pPEIxKT6YH1ISXXqgcxHEYlzDiA/6GX31s5E4DONCltpx7LOAP/s9qayTVjv1uXzhP8YQ8ca0DR6KHaovRkpHXd+xdP8EdjXY5c6BiwOp1hpEFTRftGcuLCVFZfW4zqC7QEwOCf1mryruAYAeWVLJgCtTFwjZ3ZKKhTmkcILmA58rWAXa5GrJFxtApJcRSMger1Zk3YLcAooOQk+SlYIRmizW9e1BMAlZVf2/bu01LCl+kwMHYUXrAMaNsAC1xwvG9OksLCGNxmNnmf2+Zt9u7o/FHhnLb/00pLA9GlzODnOAk/MlReaj2I6rfLDqsaTHBWwqsZTTeFLu+PPHaQfkMIvNU0E/JNpjsUG0KoqQ0hM42ffVyUiTI2AUhzYi2ttBeDto6lttusCYqTFYK8gfS50ajbLzfZH2DI4WwFAFalHNQBOcwnZcfcGNCISf3sPY0/sJAB1iQKZJz6qEHDx/MD2cB2fN+dFU9PawFqBVB+tbSZqUAyIRC+EpQHpQ4AIXkik0ZKMyryaUnLoxQCWrAHrCFCdZLh/47vkNEk3DsZK6cHGNHxflgkwTJhzIqJv12KlL2dZaOmyA6AAKhgSAAvrpco/9GBZIa8obBwcMMO6wuTLJGNPgnaWmefHEq1v9SdiahDS65wXrlcfxwfIUeucGLbMpXPykB59icCNc3qfSbx/aaVul1eamhOGonJ8J7Wazz3X/MAyS1Vh98K6Zy8YLFsq5o35cS0A5F8+19bPdvoT+1/vJK6bQJGL1QQQQzjKsmAdf6tEqUNA88UldHaOGV0EH6exQhzfeovvI9p3FYRLDVcBCtOExUZf4nvX6oY2PbwQoE/jZYFKUgotvrDVF8MG6Jc2kUbUQweoAIalNcRZDctL1rZMb4tBjGhA7gTwJQv3UUunPUt+WB81jdvzPp7m+6Iaz+H4sCj8UrQr123ZHtxuAI05JD8jmBB8kwQ3dny9+LerICQNBfOEJQHWAeeXGwo6pAN3BwRqAElwbBfxykZL1WoETOZ+NIAdGgt4UGYPq0K6B3CGozYeSFBAgDtAFFWGDOYFoANQeTxQ5W5v9tJ6W3OnLB/9ExowIjLLQ5UgjAqaH6UKm07zpcbICvCu6pFge3V3KGdzdEekpZpFIJ8lVvml1YbaoJCyoj0NTOGVtYa8wb5wo291qvBI62G6ist8f6qUJf7n+HABJElFtuJQbvbomQACV+nxl+V2qYvmzaUBW3EgXZ3ACH0Om1gzUM2HBqkmJmezTmVgXWBHvRdd72qbFq7JLz0I8daH0QHoYDUBYOW4AAOcW9Jr59r1OSPlTEm79VjbZRCAATWlHo8mx5NZYn/03oF0YVwPzbnmj32p44DnUq0vrqHFC08FH6exQruDmQI9qeeycpbzAGDkc5dIwc7QudHP8nZPQPaBlcnnbx7Z6zf78pBDY9WJa3Z+2XmW7Q4nVtvzZJ8ByCT1eJo2Sp0U9JLhAHcJ+mD5WF7/Q7gXH9d41H5YT2J8VDVuz/uogFU1nisK/2SAIzCSasPagABGsMW/CBkSzA+u4AjIJ2mqFAuBD+0QQAVTTtiLPCssiQq7vBQL6JDakefV/GFO5RYNgVsIpOuh5T0HGHho0sRa/fVipy0SnCoCGySpGLBVz7UzIVUH6GIuM9ifwgVFKh8BTrA8AA7WCwE9wIOy/72ReyAjaGb91Dpo3oZlHGTypVqZm0je2BvJJZ7GQFgOAIIuKZ3aFJDEQHSrD3uWW4+qu8js+sHM3t4fCWz4c33Sq5tdHTP7IMW23sKfq1DTZTxD88xZTnx+ayDQiGUHQm8sKmhqDSsEW8Ja4+2FeB0zWgaCeTRnoVfYiObKofO1urLsSwsGKCr73yGIB1Sx1jBWpFCxHaPCEd0WzCPtdNrLrkiA64zzRgq4vM6uHg7t1oB+gKHOAxV7ReYqT/kIwn0+q24BNIDOXK/HRfBxWoUaoMxPXQq1TLmRgtzpTcQali2EsLXAl4s0brltBmD6ymrLvrg90L+TPLTuvPEy7OPN3sT6o9Q+cWHJGqGzeDhNG8X8aHDNcaBZk/9XjgnqROnPi526gN6jvBcfhn35IN99WD+sJzk+qhq35318VK+3ajzD48Oi8E8LcAR/qsYI9Pw3wGY4TuydvbF8kYoiUlNiWIlX1tsKcuh7qMyDMWFuuVeoLB+BOzYNsB/XDkeqJAPwkKZh+5tdhO30P3RiZVgPgA4aHz4DYwN4CyKzpXosNggmAa+ocUFLGTRhDnBwLLick+bU75NUKamLywj8Ccquhx66IoAG6UDWD7BXtmGBZcGXilSkeqtgTpohyI7sYrdhjXpo1/AB82nf46tFzeHQ7We3T/8+2igHYlMAgmiWooBqOlgrsyCmbY0vYT2NqQny9Xhgb90aSJTdafhWQw9VOOuBwzFmnqxJLMDICznrwjq9KCE2qV30UXUVFRDwxcQo3UaFpytWKNsFwSB+6aVlgSVACwyeYnHh0sowGSoimP/75HUGW3TjcKLvyOi1hqbOpVEhmNQknDRZgeloopQpcz1ZwVq6pGMeqkKMqVt7AB/MEpWEF5eaYhBZt94IQ1DnjH5W6g3QBRC9staSfQXnCOF+fzibdwUw167HM1d5WIt1neDBxpqVzJobrjPCyYG+juuQa/hR3IsPw748j8xNZRnx0R0VsKrGc0Phn1WCTZBxuiXXMmRzuaGghEcRYAMQ9bFzLYmKtwb0o3M95VQun2bSusBaYRaJPimKfGsENA+eKKATSNc7sCROfI+NA6zACCYF9+8IcOUc5qMotBZtcfis+hH61qrBoITaNvinIwdwT+k5GgkT8JxBq2ezpKY0Htoqie/nzXk5PumxzAUkOcf3aKGT29Fk6qwfSDlFAJ5IaTP32VhVeIA6zDIBFaT7xqlzU2/HGLfihI8bOJqowg6nib2w4gxPEV9jB8H3mvT0gwFbqitoA1LxfIIZ4dyQOvxTl5dtDdZJ4BEwgu0EwvKm1o6UoBjBvLDP3DwSy0jqzwNIBE4jxbz4LsePSS3fO6mvu9u/y1E29iZ9C7NEGrBR8+3oYCq2ssjpX5hq3S8sNV2vx1MqWDlWQAHgRD0Pp6nAVGl4C1AnHYdAXaaxWXbMup1kv05et6+sA6yc9cI0SW3KnOgsEPn28XMdFQRQTAGoIpXJ3MBRgEzmJ9azNq9knVfMAlIR1nNNcX0+qnvxJPsCuMcegntho0P3TTdOOx/PI3NTWUZ8dEcFrKrx1IoqT1L4D7sv9EV8HyaCsnlEyrzpq4FuI7Z6zbO3th1b8Nq5rgWBe/NH84SoGlBFgIJdgaXAfZ3WKlSnkX4j3QRTBSPVabg+bE6fgqGj6xeIwJufN+OhBN6zzDU//kQzlPAdzRVBFL0Q1g/QNq6pMpoeGAsAFSafkXoZSoQP2MDSoXAthmA6Xpo7bhMoqdRbDMoE1FaNXnmkFgsLPar5YNZSC0O3JniVQvVcWW/aW3uIrlyjaFgWgRUr7L39xLz6PO05t6AgoLfo29hELE/aKBHbg+6H1jUE8fOdhgBIfzw7Zqv2+oivo7khLKalpPhcRSbHsD9y/fJKtgJ2T/2pc01NQxqoFKBWE4gERNDTUL0NF66XxevqbtcUAA7wo/Y97VhsFfOGAfLmwAvwudys23qrZmHkNFmkDFkTabvU9mlk1/fxy8IfDb1UqDQvTceZG0C2BFIwaLf6mQ0zmDF3vGel3gCXFAJsLjXs9a2+7Y4SpQO/5EJX6895grW71R/baObrZcH1gLydFuScAdgxzSUFuXhPAMDK6+asdNr93pOL7AtrCthD26gekrzAUHnZrEmjeJKV4np6Hs0+K8uIj+6ogFU1PtB4nNT8w+5r8fu9ufUBb+hUWjFI0SAGRm/U6zqdFcEGZmFvOrUmb+v4Vykdl9nhYGJvDhLb42Ef4CZOAHNaLAIZwfMyDXvzwmlyCLKkcjLX7BiwtdKu21+8uGRIhLf6YxvMMlkU1CO2Qboxt/eOxjaZEnAxJ3XCeDyiCNZf86oTarM95kagQlyv3nXF3FJhwbNrMfAoHUgvxvNtu7qHoaRvL6x2bJz0bDoztZK5uFJ3LXsAg43YLnSd2SUMFHqzToaNwtSms9ziILdGAMAIdBwAJSwoRhNYuEx9GuOluvRoMCBBaHZ4NLHrh1Pr1gLbPszVuJr1u7Y3tI+fXzquBtUxTEm9OcasZDre2hlqnqw9a6IigcQJsZk3mqi7sRr3uqbYH2naS0uYhM40n+WGb0cT1t+zlZW6UsOAXM7XWOk2jj/VftX2aApDRXNtp1cCLFIpKf0ZVY6tWKCXwfwBKBi1orXjM7BZ/P6s1BvzpxMAhQz0xnxzZ6RCA7y7MKxl3pNkJt1cox0o5ckxqkJ0oWqx1DTWLbhvHdWD3pOL7AvXKnPjumMupJa3+/P1yor3sVLLjfy5NPusLCM+uuNZvB6r8RjG46TmH3Zfd3w/gvNBIJ2IbSDYKd83fzuHXeJt3fdyaaTQ0TD4ORqb7d7I9scwXr6tepFYAMrlG1Fun7q4pH2QEiQ9CMNCgKcyj1BDahCURbPdbjOQjxMi7eVWzZZbhQAIc4UQ6zZNruhJ4lqu9Ka5dVuAhcL2BiO7uhdbt1FTdV8Uw6qESk9iOQATwP5hJ04LymWQozUNAQ7AAoB6ea2lALfaiaS6IbATVqlaA8Dh9cUa8FmOuRUDQE1pLYiNI6wX0lzNmFlbAOr5LiLrpq02amLzPnvjyD53czTXI7m0KYvTbGAnEMqGAiH9xZWWzrPazpD2kgAbywSsJDI7HE4l0L+wZDrm5QiGiwAc6Jxxvu7Gapx1TcknTY78DjAArl5cq9vbt0a2PXKB/8JSzdr1WFoqGEI0cgR5HPph5dw2HLAdUXU6TWWdwDqNkpodDjnHaK0S7etglAl4caCsH/NHE0f69iwm6KT+RoagG55eGri2L640BMhvHiUCqABAgA/A7SQo+SCaxge9J0v2BVDM9QmoghkmdduKQ/mhYWFCkcRJVgrAxeJ8VKsTH2Y8S5YRz9OogFU1nkpRZZliKO0BPui+7vDpCXiw5wo6Mh7NTA2Tidik4Qhq2Bs47x8q/zIBCkigtbZrVcLDn8o32s2gTZpkqVI60gNRZTacqLJrr09FVzhvjxLJ4wiggdfQldWGWB3YC7WY8UinwT+hIbrdBge9DRVySQaLVVjs+TLXtJmnhrwc/zCRg6lSdIAUghBrBsvkPOLvkmJIYUhieyXwVfofLjlHcNJsAK61c7F9+tKS0k34IgHU0PKwngCF/+cnzolteG9/7MBE4NvlTt3Or9Sl8YI5YnvTWWEHNlUvP9zNsTcourieu3RTiIt8iB0CwTK117d7mjnVhCuNSD0NYYD4GcJ9WDO+4xKF9FRMrVNQzea8pRbaFr6P1eB6IJjjNH/aNXV9f6zm1oBNmEynETM10H7tfEcCccAeZpxo8ADHgzQRyIM5IzWM39fLG3UxT7S7YZ3x/OrgZlqQWqYLuNkaxx0HWkPWHLZtMXDejY09qb/huEjncp0yR84T29joxnY0pILTsUOngZIH1TR+kPu/ZF/QVHE+mAvngTUiVSzHfaxH6E69MEoGjWuP4oQPo1L4aR7PgmXE8zgqYFWNp0pUeTLFwLYIWjQXPmtfROSzHjqLc0VczB9nhujbuHBNahGev751JCsA3vLZDjoswASDxrYABwDE2ztDMVzL52r24mpDQSwpctsfTySmRjvDqkwTB5DwueItnf2tNmMFEADcW7sDpURgq/gdQA+ncsTcn7rYFTvD5wA8cYSiyQVZmA2MKml+fDEOZRKKlghQUgsKQ65CsMYOwPy6gvpJFqEMcqTmAI8EODymrh9NpOtC6/TpjY597ctrttyuS+BOimt/iKGnM64kjbq5UhfQoaINe4Y+zucKkLk+Q8AE8L1xqy9BNmlSAJv7rG8T/rsWycz0nXHidEFo1QpfmrTzS0SWQqAX3ynE8buzqbap6r98rgHyPccCzfe72BC6BBAIyEv/MlK1sIe0guEclW1f+Gt/PFNPRYI2zIpSeQJFob2w1lSK9fPbzDuwncFMpp0wZnvDXOle9k1bI9Yfi4j9UWqo49645YChbBUwRk3Nosh5fC1vdiTQ35jbPMDkEFC5Bkkne1SLwsItXN8lOAaYcNywq86EtZDzPe2Q1Bw7YN3wFEOjlt0BSmDYyvunNNMNP8T7H6DHdY6mCjDJsXONYC3B2vGCQiqT1uQnzx9A3bV8ej6Zm4+yZcTzOKpzVY2nSlS5N5goHUWAh7EhuABA2C4i3cV9sZ/eaKZgdZbOY3GuMFZK9UFBzX/XG84EiD57syeWh2oohMqk1q4sB6rCg4lAO1RgfZAXsgSg2o9gi8/Sm7f6YrnQCRHkMcx8b39k+0OE5ARvT0abeAUBGhHD04IEJojgF9VcMEXj9d5wqGCOBguROwGaYE4qhxQZ+Iq/STVRYTeD2aKMP0ttd5CoVQtsDiwPcwYkuDYzd7IIx82Ae2P7/at7arjMviga2+qnCnjolxnSds2ZhU1Aig9wzKwTk1ZFAB1bHHlmvZnACSAAZhBm42ZvKJYCZhAQw+cPBokdDGDinPM922fuL1rLXlxtioUixdafzY1XfddjEXAmFtMQhmMwWncGl1QQmjkdWNlk+wSrwbqjdWItSUPx++tHI51Ptdfx8REj9UllJRV0mT4HGIRFIb0Ge4jQHBsMJgHoxU5ipRUIMHPsONmzbniAAXARkx+MAHQuBVYCe0A2gFRFD4WpIrLoOYZChRG4qpPSHc8sSSiOwFG+oXNQivFZmzduDcSgkXL25zYeKQwq98P8fJ9MJ2FIC7tKihLw96CaxbPuf14gwEUwpqcNtq3qv8KO73EKLACGAMiLyw2lWk87f9Kyze0tnjXmpnJVf/ZGBayq8VSYeMJUkUajPQfhdhIH1skLvc0STAhipNbwNyr3RXAgHXM3ncfiXBHn4vAtrRO6nci3L94ailEhmAEePnPjSA/vF1Zbtt6hcbMvnyfatBAEYC36EmXDEtCo11egB5Cpcm6u7QFsXD8c2sEotZfWmwp8gK+j4UTaKImTk1xBhYC51HTtbwBNVNNhaQAgYvtU3wVTAqLJvBTtFqDrtc2O2sHgVQT7RHUi+0a7lGZUgXnq7QeYuLjauONml/lk7Pri8T0CPoZNrGUAszSiV91AAYyeddrPvC8g64NT/M3eWIAB3RrAAiZtkpIS9W00LxR4c7dv4wnGm4WAG5VxW72hXONJDb6xNxODwTEcjib27h7NkJ34/GDg5k4lYd13PQQxrhR/B8CtB1ZMTOeHa+MyzZdheqaZTXxXDUnLGMT2f/DuodKkzJNripY6t4Yz9YC8tNwSA8WakHISQybWz5llUs1J7g5LCTRKsIYCUn5brY8A/dcOhgJgg+lM9hTNWkPMGpYS/J5WO93jvono42BvHACh4vFwzthxfb+107PXt/sCzpxPtoF2CpauBLtc35w/7oGx79hNzjcNqF3VHZYLzieNc7iYTuK8lO7utC16UM3iyfufNYdtheGFMdzq3R2oUa3INk6yT7CggOy7sVLPEnPzPHpzPS/jWblGq/ERF1XygNk6mgpUkR6ClyCNxiANgIYJTdSocPsiXUW66H50HmUKgnJ5KBPYAlIOBBdSUwQGAhoECuAJpgfmjM+8utG2c0tOqMzWsCfA84mAfDCZWhzUZNTIc9BVACKyLZzx5mRmRQob4QAVVVn4VNGPkD50PFAJSCAzl0ZxDBOM2M2jsXRAaK5eWmtJ0EzKbjABSHn20kZLFXHb/YlzDBcJx1s8tgi4gJu149gO0qlj2xZYhPINeetoZO8djgQgCKhU5QEOAZN4IeGMDltIKx6qzja6DQEkzgvHy/wlFA9cK50JjYHlsD6wd1Shxs/QIdFiB91YKOE5PRChvbpqC5NYf16ZiQcTthbnljHY9AQ21jq5dQMMPB3AubzasGt7YxmSvrndV6ozBlSnmb2127coDDV/gK2cyD2zt24BcBO1xuGSUJ/HNFNRgWO/XMoPE1La4HzmZk/AqUwdA1i4tgChReFE+dNBZmuNWOsEIO9NXF89tbjxc9vpz9RAG8DPGr222dY1Rq/EUeJYN+aA5QTriV2Dq9ajvVIiHRqs3FrHF3AdhKm0Upud29e3UnIyfMXeAb3anKX1PbnwY/ZasktlwGZg3/Ew+kjpueYp49E0lx8a9yK+YdyrzpPsbKB2N93QSvj86ImeR2+u52VUwKoaH5qo8kE9bqg4m6ahQBXBngGzQ5AlCG52XUsWQAKpA711kyc6RedB0GLfaGsQihNMYDqYNxVXsCq98YGYL68giANiSNOQSirs2qEz3USuQ9AHrBBQCVpsFzaENB7l+L1ZKnsEYtt2b6qKQd5G1dfP57O+HY1zsQoAKgYPUvyFaA2zIyG1r4ooWAt6v2FKyVus/KDERDnQJJ8hD5NRZ/5JuvTm4UjH24gx4oR9MlvTdjJX+Sg3c++ON2RAwrtUL44SsVNUEdIbkX0cgHQ8dD2ubQv6l3f2RgIDOMsDUq/vjW2jE9tap64UGcGZ9QFU7fRm1m3TYiWyz99MbHuAyD9XFeJgPNNaottqdWu20a1bK5rYzd7ULHfn9sb+REAMP6jeKJUGDvNKfI4An7BwOqdikEL7pFKAnr2xPbLlRiAt1mont5tHIx0/64QY3QEkz2jaA0DiesB1/zwFDFpXx8RstGvaPmAFEI/GjtQn1xBr2sE1fpP+h64fIniGtB7X7e5gbHFAz0CYMdeTUBo4NZEOpSFrCLjTyoZveGLBWBsGoFy9F6PQ+tOJOThvc83WTMdSWjOQLgT4ygG+5kxneVHIc1Lj2GbEelFYDNgwgXeI3inimHuB6dq5iz7yNIYFRpFtsi/a7+genH/+XkDtLPbpWWKlzhqVq/qzPZ7167caH/I47SH4wT1uQkvrriKNQa872qEQZC8tU1UX3AEMqL4j4BGcSwGyC4CpUmMMUmroNkjZ8JAnyJA+JLtDagghMSkpGCiqklrScuB67swUy/QQKS/sBkibyXunANQFNstNgRgWBn0LIAwTUdrgHKihcCiwR5qTvn39qas4ZBkAItHMt2meKl3VDhF3IzKmzJ8U0UxMBpovQJtryeLaoiCYRs8DEEJ/wxq/vQ+QzJ2jdw5gzG1zCQd2evV5d7whA1zZDsdEgG7V6XHomiCjBdtEZxY4VuP8UkOp2Ku7YwFKTDxhjF5ptAQUOd6D8cym08y2ehOBQir+8OUCCEmwj3Zmmtq1w4mqH+dt7TRvwAviHBzmYa32jobyiHphqWGF5xol09S5mAckrofAj8QetkhnZoUd9iZ242isBtAbrdheEloo1JJmtVVXCnU0SOcidvydcL5P7Xy3rgpPVRyiPwp9pXthDDlvrBO/g81Dv4bNQjF3MZeDeruuhte0fmk1Aru6F9pqIxUoBHjX5s2pYZDYF/5S4A8YTdK53BesmZixgBcDz2IKK+bmoq57JE77udV9B7P4eZK4tkpsBw0gAAmdGIzutYOJffJC+xjoLDJSpAclesehPs2PdV+sK9ox1ud+9Y/cS4BytrW01HyuPKYedlSu6s/2qK75ajzy8UE8bqB38PXRm3Q7VtCicog00uY8xVhut3TELlNmDMBFMgc0MBEECQDA9tTpoWAFeLMmyAAE+B5BJoe5yDPXp83LbZg6Z+xPXFqyF9ZbMp2EeQHQvH5zqtQSII2qK/RQBCUAIPNTDz+lj9DWBHa+5Vko5q2w/iS3sDCxHAQmHN27TdJWga21Iityz37/2qFSOzKTjAKJlnHthlVRhRd9CdEqBTiv1xUMyxYvVnSsGR/Y69sDlxbKPVvr1ua2By7A7g1dCo/AKqYCQ0qYLQIrWiv1wIN5m3sprQLInIbs/LyJ73Z/LOYI/Q/M2bt7faW9XJoSsTVgo2YBFhCFWasRihVDsM/nQYgrDZgqdGaZvb03VH9E0qkAX9gf9Ef8CemlWJjFRWhBCDviCdgCNGb5vCF1ltvWwVDFB6wpYKIbh3aLVG5OO2mYGFzvY+tPprrGZNdgnq03amKISONxrXIVyog0Du3CUsO1oJkXSaBlgrG6edTXNcaxwnzhSYbAHV0W6xT7gS23HAuFlQbfBzy5BtC+qvcAp9hIlKm4O/WKpGWjY40VBqyT2VRtb66sNdyLQJHb1YPEtnpTVRNyTnmhmJhjKLkv2rFjLEu2uAQ6MJdO9N7X8XBPcPtxj1DNCVOHSPx+9Y9cy3rhSJyFwgcpZHkexduVq/qzPSpgVY0nSnHz0CbYIGa+BeiIQ7EgBBXSdeeXaqokYrtildClpM6JmYACuEH8DCtCBSFsS6NsGaKgg7GnC+5sDzaK4IJ+BeboE+fa9vb+UHMrvMLaYagmypeXGqqegpWCxeiGsQKeK4f3j5vYErwJWJdWmqoSbMeB/eH1I3ldnVtuKqABpkLPLA09y0e5XT2aOPBz5AlUKPAGgY7x5Y221uPa/lAAYJwCFqf2iQsdW227liNoWfjMIiOItguHeKwaAB8ESdJPaMNIE8GEYcrJfOKQtj0uzUdKTKapkbMCiGuerTabSkuuNWtiSvgu7u6sJ/5IeT4V4/fbb+4rRQcTQ5DFaf1oOLNeK1IFp6uU9Gw6y9y5iiPrrke2O5zqnABYEbMD4tDn0SAG8fd5GLjAFQ1gHSBQAAgbj5RaowqvtwdISm0fjdlc18bv0JaNksSisafrgPPB2qtirXDnk2uM5b8wtySATZI3WRTZTeO/3TlB7wbQo/IUltNpovCrcj0eoTq5zrj2OAa0VhL5k96bX+ecU8TpWe60aIDu3f68khXQOE9NrzYi6cu4li50m6oYBazBBJIKpfqU80Q1Jfvg3sroU4kJKX0cpStzAI6XgJu9iWv4PS82UA/LOdBpSfQeWBIWx+lOid7ngvLTzFTP0j+qjVHs/M0A/g9SyPI8i7crV/Vne1TAqhpPlOIuWahu06X6AEaIi0l7vbB6u5Et30PMDCtEwIRtkm0C7ErsKxABRGAsyoc/2h/1dZu5PnW87aNdCbxi7uJd2JW1tvZN0KJail9gsghgazdC6WnURHdCJZXTuHBsnXqu4AmYc+aeZptLTQVt3vhJ75SpJH5PUIdp6PlmN8tqqqKwuBGpurBTN5vmVMbNLOnl5sl/KLSlum9bR2Nr11xxwMvrbQUkQGjJCDKHd/eH0qFdWmkd62ZIoaEbotwfITyBjwc6TA/7oSoxzame88UysSZonAAoHKcAVW5KZQHK8sJpxABdGJ6+dzASaCbdxzHD8JEio3KPFBmeVrv9VOnKVhyqcg92DWALm9NLU61XvebSjaTJbg2cJor0Jyk9tSycgyasFA6HTiROAOYYqLoMfHc+0RVRGEAelfWXnUG7pqbPbOhwONR5ov8hHk6scZq668RV6kUCSCXDeq7jgAMgiHkD6KnQgwmtSczu0mgAfmwTdvGKEkvkW3hIX8hYovpbvakYMNJ2b93q2eu3+qpEBMCTAsYy4eObHbuy2lpgbjp3+FihgRO48UgjupTwTm+qn7MfTEz57s0jQHxhee7sF5D6UVHI9fzaubbO/7TIdC7k9k6LoTlTVL4kLN6j96N/RF/VbgC68wcqZHnexduVq/qzOypgVY0nRnGfZLcIsqSmePvlhZWgVr65EvABVYiUywe7q9TKpDGhNx06GkDd4sP/YH9kh6OpqsRIwQA2YB3W2pFaifSmM+c+vt6yrT6+QwiJY7FCNEdebhFYU4ELBMnDiTNkJB0E01GmGQnkZcPYF9Za8jtCWAxY2Bk4PRMVXzBQCM93BxMBHEAcwXE4zbVPtEjAtA6GpvNGuKugLkOrM7ONLr5GrkGwgBBBUOyTL5uGUmuDGEfNn2mtkzlPJuaJHxNBEgBCtSKpTlgeMV5o3LLCGjVf2rBr6NQKx2p0mvSaw0vLsWswRM04EpDtNFx7HnRFpEhLF3nE7404EmDYaNWsnyQSo7+20dG5Yb4YnPJZzjvgcymNtNYwMDA8MFWAbdig2ZhUK2uPMSc+UHWBqazIDAN6egcCfFg30lxJnlgctuVvhSZNbGVR2KvnOwKtbItqNq4JUnqwaOV1xYC9gfVRaxvPabPkzo/9hudsJThnAH4xjGkhZhFtGucULzOuW5z+0QFKKzZKlUoF9HBpU/0HoLm6N5JWD6uJ0h0esINmD20TxrS8JKCJClrO1R+mTEAe764sNTpPklrm/JIqZs3UEWDuhca1uXiPlq2C7naPntQ/ApqpoJTBbuKuq0vLDQGhtHn/Kb1KvF25qj/LowJW1XhiHlensVs8sFs1731vzrAcBG7K7hV05m7l2XELGFI5d4rfYW14+KvRbAuLBadPai4FYkECS+2d3ZHVAwTOsXraUb4v0XEUquIMDcsXtvtyHhfLVRSWkbIBDM0y+/hmWzYEsySTqaXTg+EknSkAErgpuyddiYkmKZiVJr4/LkgDFtFoEcth6bb6UwEigOYRQATzxwhn75nWihYprAmBk8hMgETnggaINZbtwnyJZcBZABBmTktGygzn6zF/ZtJcrXVi6bqu7Y/ErtCOxvca5hWpLdcBORMF8LW4prnDGOE1dDh0LAotXM5lTefgnnA+MgHBT51fUrrsi1s99RXkvAcZlaSYiQbHvmFog/ozqutmEn+TogT0Ii7fHQx0HuryBoNRce1kDieJzgXgr1Xzrch9m/p4gpl1Igw+nbaIIgAAEHo90mqcB64FJuYE267/nHy55qDjJMNa6n96g6nYOAD7aiOUvgnnfgCugNwslbida1BsZxNXfNiqiUCgq4R0FX3on/hbLuScBxUQ0C+QAgsn0ud6LlO8gClOqywYZpkANvOHGevUaMQd2aofC5jd8qa6nnTNN13qGKjOtTZ3Y3ige3TR4V3XjwTriTy6SDGTSi+Zlwep5qvE23c+M6tA/GyN6nxW44lR3A/i4CyTQ1rC+C49QhAgxbSEaSgi57kAt2wy64LpTFqg1851FNwILGyH9idf3B/YUiO0c+2a3KdJFb7aadulCzSvhZVxaTMxU4OpSxOFrpoOxgtm5FyXxro1BXuYIVJiCHnxLOJ4BSh8X2ajzXjsUh29mRW5EzRzDJBL3TCwzAuktykK+s054EYab7UbK1CSjoThGKNFE/jy1ahY/lxj1/gX4AUrAjArA6XvO2BBiguNEyCUuQL4OH70PFReDie5KhGH49wiDxAXiYmAtcNM0wX7Qp5YrDcgN54W9rmbA1kOwF6piXGW21e+uCwtk7RFYo9SNUimYm+l4VJoIAVSQdhcUD25WjMbTwEpzpaAUz+ZFbbZie1o6pz3u7Q1EQhnRcz2J5lttOtKHbNB2L5pghcXvf1ipRcBcmi1uA5JoQI0omCsHpCAbDR8rMXJaxDwTgPlHSt0Tt/aGeqaAJzB9pGK3h0m9rmtnn3ifFuWDczxczd7Ordcb7XQk25PInKsMlRr6tlwlggs3+qNVWUHiARr7g3Gdv2g0JxodQR4ee9wLCauOb/GeQHA0gNwycsBg9Qo1yEvBIUBlrAVcS8pgGw5mZ9gou73Hj3p8E53APZDJSmaQkDyB9FDVeLtajzLowJW1XhijUMfxMGZz0qzgiUCrWk8X5olWAd0NIxyO058O3ecppcb+q25kB4ggikmWpgLddrX1G01xXwx0Zs9aZpyrrAVsBQEUebm/gSWxLAp2Aq4NCHpNYCLbBimicATbuqXVho6fsDf//02Jf6FrdRD2yINGHgWmaf0Dvukf15vltlqq2Frjdx600yWCVQGknojlQVIgLFr1/E4SpVapPXO1MtsNstVNUZKrgyUpYkqzvXoYco0IQAJ0TVpO1KomIwSJOtZYDexJ2jTl80BsAALAD9QChMNEZV5CNrTAuDhGDGOd6PjRPDtTs01U1bz4VysyUob8JLY1cOhS40t1wVWYQcBozLYpKBgOFPaDJCgdFiW2uFwYofTVOcQPVgypGoRhihX6hcDV1gc7CDqAQavLjU1mevMENdz7HhxsS5cI+z7k+fb9uWXVq1O9ag/nfdNdFYOAJXdPnYdni0FpIXr0jNxrgGEkwnVkVPbwjrCp0VPqn1w/K2GS+1xbe4NMlUfksq71XNeaACzrd5Y24SJAgQCE3GIx7IDiHL9wBmlCkjPUmuGgSpIuc5gD7mmd7iG5G8VuBT03J+KtCAnhftCTb3PYKIepLlva+7wnshd3zHEpLtLh/dFsfv9VvhV4u1qPMvjqapt/amf+inpTn7gB37g+GeTycS+93u/19bW1qzdbtu3fuu32vb29h3fu3r1qn3TN32TNZtNO3funP3wD/+wpbwVL4z//t//u33lV36l1Wo1e+211+zf/tt/+779/9zP/Zy99NJLVq/X7Wu/9mvtd37nd+74/f3M5VkZpc6Dvz/oKBvK3u0BC2jioa/+Yb2x2A+ACO7oXAsEQpiNxc8CHgQSvNtv2YvbIYDyO5y0X1xtzfVNNCou7HAwU0sbHLZhcNRGJo4kxkZEXh4zZfkAC4It9gtskz9sh6AFyyC39XmZPQGHORHg0LgQcBiqwiLoJYUAAGkyfJJI2wDGWJnlVmj1KLJXN1r2//jYhn3tx9bVNw0QpP509dDOUxUWh3Y0mVoLAFOD1XEWFTAxgIzLKy2BOVKa/K1ei6kT2Tu/I1y9p2K/mCM/4/hhxlhrjBWaNV+AcTCZ2dX9oVKW+EPdPBgJHAEYOB97vYkdTVMJsKlE/NKLXbuwUpdIG1+pq/sTCao5XioEr6w17bX1trPE6E3EfkAQwYVxLFwnm/SKS511ALPpNuryGEMHJu1XFGpuMmDVNQpLaXKgB1yg07q43FRxw/bhRKam7+4Mnbt5n3OJR5RLs76+PbRrh6M5i8X5TO29vZGYGYAQaw9gl+dX5PpUUjlH+ksMome20o50HXE8f3j1SBYJo6lLk83bUQo48Zh1xRLo62p2oQvLOa/uCwN7eb1pl1ZbrgKTooI813rASo6pfBzNjhsWw3gBis53Gva1r6zZ17y8qmuf65ILEa3gKxvt4/tAGr2Ws3Y47V6+n3sUphctHf0uuS65Fh0jFxyblbKGXFvXDkbSlvE3/5ZR7n3c+2XaFRaVY61GNZ5U3HoU46m5gv/X//pf9gu/8Av25V/+5Xf8/Ad/8AftV3/1V+1XfuVXbGlpyb7v+77PvuVbvsV+67d+S7/Pskyg6vz58/Y//+f/tJs3b9q3f/u3WxRF9hM/8RP6zNtvv63PfPd3f7f9u3/37+w3f/M37bu+67vswoUL9o3f+I36zC/90i/ZD/3QD9m//tf/WqDqZ37mZ/S7L3zhCwJr9zOXZ2E87hLo8s0ZcS1O5LwFk+qjJL8sE198K77bW/Zpv+N42Adv+zcHNEbGMDRXSgt9C6mN0lxUbW4GU32GYNafzGRMCVtCMMWiAfduPk16hhTbO3tDBXjQCszWJ853rBbWFSjkdwSom6ZiIEihqdoxago8oJsCkX3ifFf7g5WCSaNaD1bqIsac/akttdwxvbPdF9s2neZ2UV5dgSrlYPFINMGWYVQJ4CINigaKoE9wxpIAPydc5lljfL4Ah+imqCak4o/SfdJdb+8BLmbWreFiDkgk9ZRK49OICMS0w0m0X3zGAHqk6QihYnUK1xw7otWPeVpnrqch7NEMcEaQd/3t2DeAVC76amTs2e4A8TpapcAGU9c8G4E6QnXA4XIDgIG43V2r7BhdFjqq64f4V9G+aOb6M5KOTKkyrAlMsg2YpcJSVTpyzmjOzDWBUBy9GdYfVCoCfBmALMAt5xvwz7oCsGDcYM/iOdAjZfmF7Z5tdhqqEqQwASaN1jps/wAvL5+CiLoVpIjrNfU7ZF1JjzrNYGH1wJnKAnopgkDXpqbXjVjiey5XBPkXVppnskRLjVwglpQdQn78xT7ovXwsdi9MIPM0sfsHqfAr733ONQUKznSVl6Dxc2O7UI1HM5426w6v4MnwhMdgMBCb9PM///P2T/7JP7Gv+IqvELA5OjqyjY0N+8Vf/EX7S3/pL+mzn//85+1Tn/qU/fZv/7Z93dd9nf3ar/2affM3f7PduHHDNjc39RnA0Y/8yI/Yzs6OxXGs/wYQ/cmf/MnxPv/KX/krdnh4aL/+67+ufwOmvvqrv9p+9md/Vv9GE3LlyhX7/u//fvvRH/3R+5rLvUav1xMgY1vdbteexsFbZvmAPClq/TBLoAEhf3z96FjLRJAhmPBmDBCAhSkr/T7I2JnrWWAsru6PxAxg5khbFhgO2Bj8jghMsDwqox8lAihUrrUxGI3RKTl2hTQLLVPe3RvrxgUUoDN6caMpQMR3MNyshaGUyG/sDFyglFCaXni+2CYCyZdfXpbWaOtwpDQV5fQOUOJ3lIoZIwUIEOnWA8upufdNKaIXN1rWrEUCWZwrgFKKrYMqH2tynv+j6z0ZTOLLhEib7VJ1B3jojZ2A/KAPU+L0WTcOEbJjulpTFSD6s+Ua1Wb4PzkvJtZv92hqWYEPU02MFPN7Z28giwqOEQYJI0wAKS+Qw9nMbh1OldLkmDhWBiAIkb76zzWxPQjFPJ0nlZoUlhSZGkG76yGam7oWAsWwgRwjbNP+cGrB3AWdQI07OZotfib3eXbme2LZZKRZD+xity4gD4ApCyIOh6Qpc/vYhe6x6SXg5fXtI/uDq0cCSGsNjFVzachgbWSA6jujUzzYvubltXmTbxpZm10/msiYlvNPmhXg+uq5ltVjLB7cCwANwLkeSFNyrzEH9IYMrCO4FgCW3A9cj+u4t7frZwaOR3kv321bHBMMFaC49K5jlCwa7OndUoVP6plTjWdnHDyGa+hB4vdTkQokvQaj9A3f8A13/Px3f/d3LUmSO37+yU9+0l544QWBGQZ/f9mXfdkxqGLANLEIn/nMZ44/c3LbfKbcxmw2074WP4NAlX+Xn7mfuZwc0+lU81j88zSPkyXQZXUaf2CNPix69TQtk4TiUaBUGGHjfhyc77Z9KvhcdWDNLq02lVIqaJY7cG7cBMEwcvohAh26YPRBiLupSByNcBV3DBCvIqTIqI7CjkHaGcTYk5m9e2toX9zuqf8foIQ3plqN43IiZhgHUjOwMeh/0GLzPRoif357KL0RwRqWRm1UOg2tBWLxF9ZIRzVtqY1nV6Z97PWn0twQpGDlYHvQVQHcEF3D4hDoqRzk9wzSOWjOZgmVka7VjN7y5u7i6JdkpElLH1rvBM57Cz8tHOvxr9rDqiHLLQxzeTHB3L2zOxDoW+86Z/r+KLHfffdA4nLWuKwofGd/KHsCGDZcz6MwkHZI11vo2BH+m3Qe6cIrS01pqUjvYpPAscAGYXXgF67HncTpsnlw/RRpqwPIQXMFYwfzlxS5GDiADmyXKwSY6Dhd6s1ddzBDnH8aLJcpZCooMQZ9ScC5LlAKhCh7QtLPEaaLf8A6wvptD1yzZ1KSewOOPdNaoCEUizqmR6SrUIQNAzC9vNaQlxrpNLRvVFrKJ6rmmCHmyi7RfP3JjSN7d481Lz70e/lk2o6/yzR8WeFHQFscCnD3SBVSwfkknjnVeHZG+oTi1lOdCvwP/+E/2O/93u8pFXhybG1tiXFaXl6+4+eAKH5XfmYRVJW/L393t88AdMbjsR0cHCileNpnYKXudy4nx0/+5E/aj//4j9tHZTypEmi2y6DiCZaIAXtAwOEtHRDyMK0uTh4XQddfd5YHBLduLZaXE33lqLADYBAo8bPiv5mdH5oqCKkGpJ/bW3sD2zocK70HU8O964XOtDHL6/bxCyvSbsmgO8MrKrRb/aEq1zBCJe10OKDZcGhBn2qwiR0Ox3bQ9+zW0VjpwUvLTTFM7AMwQWUZOrBNWuwY3kW52qqQvoRFAVCRvkRoTIsfQALmoAirAXGwXgCV0TQQCMBjanO5LvAAm7dJSjYMBSQBOpwPAjtgczybWJJivukaBTNoM7MKcIwjsUWwZa9uNGU5QXYUoIzNBABslkXSSCk91p/ZBG+sWmDDWSEg+4luRz5T4ySxnX5i9VqiXnp4mn1xPJCtARosXN6ptMMeAu8v5oOzO22B0DzRWxC3d9eIO1e1XnfC2s+UfpQhKQwRvReXanbrCCDqekdyLsoBgFnHiiJDR+da8lxeaTprj/xIacSjKaliHtypbDNgwrh+PHMu7a9kLaWOYTY5dt5jOT5SwJ8811JRAj9XSqwRC4wC9AgGrD33nVrVUDgwSCSUH0/wjiJohKoufHtvpLQx3Qnuds0/7L18N7F7UNzbu+6sVOFyI38iz5xqPDsje0Jx627jiV6z7733nv2tv/W37Dd+4zckGH/Wxo/92I9Jt1UOgBzpxad1PKkS6HK/AX3zfE9v744pyG2Tqr1m7ZEeF0FCLVimidXSQIzL7jC1aZIqfXQ0QvMzUzBdaqJFytTexVWQOTYL9oeSd7YFWwXY8AvnEI6NVpK7xrhKs1HliN2DzEs5vsSSUSaQhPv31sHIXt/q2Y2DkRgmRMvvHQztU+e79sq5joJmGDo2iYeHBOe0D/GclxEMAKyNnMAzs91RakP0U5iAHg0t9ai+dC15qPD7kxs9adq+/Api7NAGjZottWAMI2t3XBsgXOoJhmiZAIEAB5glwBLhFCYCdmiUFrbWwSAU13eAhycvLsAjgZd0G5+/QFuiuUO9FyQ2m+SWxjSwjufAFDf5mdzGAdOTpHbckoXt1YJQ5+Lq3kB6LIIyVYJqri23e9cbkhXuD51eCVBofnosEKeqtEbboSi0pQbnnQrRod3sjQVkAG2sEzowtrvZdWBFLOLcJJMqyU9d6EoHB6MGcGWdz3WbAqOkcElPRp7ZW3sja4b+vPIxd22aQljAzA5nmS0VrkIS8OyaQ0/ti9scfyJh+3Idl3uXtrx+RANsT8Cef3OcAPc0m9nhENPR/FT/qUd9L5/muXSvCj/GWW2uuNehvx73M+eDjOexp+FHYQRPKG49tcCK9NqtW7ekryoHzNH/+B//Q1qn//Jf/ovSdGihFpkiKvEQqzP4+2T1Xlmpt/iZk9V7/Js8aaPRUMNc/pz2mcVt3GsuJwcViPz5qIwnVQK9uF8evDA0BEX2jS7oZFPYh9l+eVzYJbi2JThiF/N+gjPbH7seg/SowwF8f0hZO2kOzybT3Fabvu3LUV3WSXY4SuWCLXuCMWnLwGI8KHMTMCNwyP8IUXIcKg0IQOqPTBV0h5OZffb6wG4cjY770bXi0MZJocbC+Ev9+U+7dOC1/bE0aOV5SKa5pT7r5ISbgLiVVv24NP8opVnvRG7yBGOqLWE9OJ+oxFgTNegNfVWZIfQGQAbBzILcU9VfFOC9RC+8UEEFZgpvK7ZJBRfHxsPLi12BAG1w0CvV24EVgABsMdAgqfmxWRw7Q1PYqmni7AE6tVjGp0FC5ZxZNw6Uvrt+MLLNTl3s2nuDkXVqrH2q9UND7fm+HQwSS5q59G0F6d5mJBavN6/whJX6kotdCepJmeIPhW4JJ/M3dwc6r5jAIuT//av70oXhwk7VJkAHMEWFpGxAzP2bc006mZZH61ux7Y2m5nm4m3tiAdHqZeYMQLeH+E25dC/UpwxKPdKTicBU6Y3GvpQ+rsOUOUE/lZCAXFgv1uNomEmTZcb15xpDk7IF5AL+gIHltfFh3suni+XP9sVyZqinMwrMiapQxPWPep7PqjC6Gk+/dccTvWr/j//j/7A//uM/tj/4gz84/vNn/syfsb/6V//q8X9T3UcVXzmo0sNe4eu//uv1b/5mGwC0csCAAZq+5Eu+5Pgzi9soP1NugxTfV33VV93xGcTr/Lv8DL+/11yehXE3LcXj2i8MBgEXUPWo9ru4/TK1A7ChWoxBcCM1A7DgJiVwYLYJxVKyNgAWckaIqQEp6KYI0vuDifqx9RGa69qBXUqlTWIbMCCwVjyDqRIDKIzSzJr1UAAMcEUaj7kBEJRenOG/lNukyOxGf2pFhndULn0T4nKAyaXVupgNNDl8hwpBfJKcw3phuU96K7BuK1bfPtaVtFl37kQPiFUDIKhyPKAimLDClgFgnie2cL2F5YCnysS1pjMYRVRdtsABkHp+odZA230q5kjB4Q4+laicBsMAKY4/85zvFb5dCMzZlsDYEKYq0+dmSWo5jvI0YR6n9u7eSLox11SaVi30yfMFnqhQ3OhSBenSjlyvMiMtnIXDi2sNe3mtYy+sYODZsP6MysnUdnsUClB5GNkLa20J4hFmQZ6QimZdSBGjD/v/vblrn7nR03nEmwsrhj+5fmRf3Opbnx6D7UgmpYBHlBxJRvWdA4ihD3w1iyI0XYDCqa49eDWAXjQ/J+jP0HBx/IAPgrVaMMWB3PyxjADgUwDhrCDc2zneWwcD/rj+muiWdvpjCdyddcGjvZfvZqlQpgoX7T74Nz9fZBQWR8kowEg/iWfO/Y4yjck9wTV/0gamGs9v3HoqGatOp2Nf+qVfesfPWq2WfKLKn/+Nv/E3lE5bXV0VWKJKDyBTVuH9+T//5wWgvu3bvs1++qd/Wnqnv/f3/p4E8SVbhM0CDNjf/bt/177zO7/T/tt/+2/2y7/8y6oULAf7+I7v+A6Bua/5mq9RVeJwOLS//tf/un5PNcC95vIsjAcxDvwo7Xdx+7zdM/hvgIWcysnnmQMocv7OccCui70ADPE7Ktb4Dk7eUM6k6GAZqPaCfmjhbi6LCIIptgYwM840FAaMgH3jcGqzLLHDAV5bhfVnicw9CbJhZOYXsDzKjrgquUbN+qPUduqJvbLWEjuFHojZTuZ2BfxBMI25J0wHTX8p4UfPVPN9CewvLzelFYMxU8Xh1HlaAcAAhm/tjJyAX6lSs812zS6u1CWgJu3VCud9+LBr8BFdOyuGNjopUqWtmo7B6dRSWRsAbl7ZaNn1+kj9/bCTsMK3dt23o+FM6UWAFduF7VluM+eaUoayjFDg8pRCbca+2DYYGz+YWH9S2HIToXnNkowqvswKxOdcM/Lp8uxit6ECBAojsLkAVMJKqrGxP3/wNrFEmFpvltvllbqzjJgiPh9pW/iUyYCzTu9GNG2OKeK6IR3bHznvsrWiJi0d6eSbk4nhbna+U1eK8foMo1TMQR0bi2aQtds6mtj/fmffmnUaGLs1pLqUdDBjOErszd2hricQGtcSrXT4BwCTn28PZgKNzAFW7a3dofpMAqZXG5GqBh/VPXU/lgofJFUII82fx/3MuZ9R9TT8aAz/CcWts8ZTrwv85//8n+sBhhknVXZU82HLUA5SeP/pP/0n+57v+R6BHIAZAOkf/+N/fPyZl19+WSAKH6p/8S/+hV2+fNn+zb/5N8ceVoy//Jf/suwZ/sE/+AcCZ1g+YMWwKGi/11yepfGk+ld9kP0+iPaB35MyIZ3Dw50gQaB7e3cs1sm1A3EplstdJx6/uBQ4VkbCdsTrvm1262JReONG+G0ePlUYmzoB+OWlhrYDINjqYYOJbxZ+R2ifAlvv+irBR0Cf5alrbOsF1mm7KMq/ESUD+nBswLYAdogmu+h1CHKwMy+vtSz3PCtGCDhzAQy+S/YUXy72fzTCfT23ulKSsGKurcwXb/WVapKlhETvWBmYmggnGRqxwpoR1gmZdVW5NpPQvBbVxLRI0xBE1tJDDQYM41KE7DNVTvLfpFlpHXOu6/rlsX0ADsCD9cLcE43Su3tDscQIwKnURHCvVocZ6U0aY9d1zLAxeGfRFojPM2/OIWAxnU3tRkJ7ncBWYwxmTalLNE6sJSwdwJc1BVxzHpknbBlFCmHg1lbsoiw6pmKSZilNk/HpwuwVQE1TZ+e2TnoRgNuJAnunP7TpDPBlclJnX1xnDIATLBUCfUB2EAZW4D8WmHr/AXKpOCX1idkrQP+d/ZHYv8srbYG2oOOp9yCTJoXJdQLDyjXHtQAg43s3R9h0ZNLsvbSW2otr7YcOMg8LMO6nhc7T2DPvaRRGV+Ps8bRcQ0+Fj9XzMj4KPlYfpfEw2odF3xNMFOkFtzsYazv8gR2QLUGIISZVZFTk4Q0VK02HUPp/v70nQ0psCKiQI5WD/9Ll5bq9uN6yg1Fql5YaSufwxzXgpSLQNSF+c6dv20cT/SH1hGA88nwLQnRLnp3rNuzTF5fthXXa47R0vLhfAyABGFcPxrbZrcm64HM3+/be7si2BmPzC8/+9AtLAiME9FECIHTs2avn2taMzT6/1bfhpLBZniqtRdBf6zjWCTsB3Lb7g9Q2l2OxTAAKWC5AG3YMkQ8wChTQ9we0nAnlXs+qA7je3R06ocHckBOfK5gwquAAqKwxwAegxbG8sTNU6f1qJ5Y/F5oseVB5pmpAgvBebyozTzyqYHtq8qeq2ScvdGy1Ubd3D0Y6/zRDRmPFdumnh0bp5Y22XMnRh/E/Ump4kJHiRRfGuYpDznsswEwroVuDsdKO+IrBoFFt+Mq5to4R8DOm7VDiBPBooN7dH9qMtJh5KlZgrdHwKY1kXJ9UBTqWhr/pewgLik6PdWU9ylZEpKXfuNUXa7q51BTo0trmrp0SJqQwbWIF11tqOQQDyDUKm0lFKelLtGNfdqn7vqrBBx0APNJ/EvAv3FuI+gEY9+sz9yAvQU+DWJw53K9HVzWe7dF7gPj9NIC7alTjA40P4vZcjvJNGXYFhgTA9PJGU2/8V/fGaitC4KSRLuCBoIg2qR2H9t4osZXIt5cVZJ3RJIwCIIG/YaFo0Eu6B4BEgMNgk9Q0gK8R+/bZ630FpFmRqay/3QjELKErgolpNWv2ic2OTCSp+COooZNCDwRA4m2IyrbXbxzZ52/25CTvB44dIk0F6PL8QAEvDJrSlNHc98qqc3MP/dBeXI/t2l7fksITmCG4q/FvNpKwGoPTQZIIaJzvOnADmFprO9aJ5smTtFBLHtd+BQ0XDa1nqpw836ipZx/eU6wLAnja+qBz4n0O4IpIH8C10Yp1Ho4GMzsAxMjtPJIRJmLwq3uwN66CjNTgchvjVad5gQFkXbHHQFSPPmmSTGxrOJN3FSADwIV+CoE/LXdgfNaaoe0MEKbDevm23qpLpzboTZRaDecGsiBEwDdu6QCVwvJ5y6BImiaYOti4C0swQ661EZ5bpDl1DQSe2Dt0YK5yybebvaktF55dn06kFXNsZKi1g+XDloFCBVz/ATKkXJk/qUz0eBc7rmcf1z5FD1RTyhZEXmBUZHoWBWdXDT6Jyqv7BUpPk1j8aRRGV+PpHxWwqsZHcpyWmiBV46eewNK9UhNlTp7gBHBpUe01344q8A7G0vgMDjBzxOLA7MpKU/vC/Rwdk6rrQnQ9gd0aTUXQFHFu+Vg9bqzvebIOAEDxMH55vaV2LBhNkrIjMMNMEJjRFWWpM0pthZ69tNFShR9pJkCM5rjcsLduDbRtWBj2RwoT0TztVajfI4UJAAMMFmk290kyK0g/+b69eWsoryT1risKwzZsCSNQ35PwHAaFdBiGn6SzcJFn2+h3EOrDkH18s2u7vanmCqBAU0WwRHukfoKe2acvdJXqw5ICbRKmmO00FwM1mvdXRBO20a3buW5brBZMHulG5oFwHhAn3zAsLVIARaZig8urbVtthfKY4hy4VjS0eXF6Hby8SM/C7gAWAWKwZKQEATB4RtF8mhY0RZHb5hJVeK4J+GiWaJusNyAWtoq15HfN2JOGChd3vNCwWiA1xxpgAtsitechPMeEVPah8gS7QBFAO9Yxv707kGaPFC2tcLDcmI1TW/I9W6/hkcU14dmkcN8lHRksA8bpV5mJreNapfqRggKqZ8UuTgEhzqeLdDEvArBMXK9KRD9kyuphAMb9AKVF0AXr9kFfmD6McT9pzGpUY3FUwKoaH8mxqH1wQmeaJjuNCSk1Ule4lt/rDVeu5qqOc6OscAJUvbs/llbp/FLDlmqu7xv7IPCRJgJclYGtKKjGM9sbYCHgRPAAgtHUbQ8B+x+91xNjtLmEjiaS1xTeT6QaASDTqbMHgBW7tFIXI0QAa7TwXHJ+WFTQsX3MKmFLtuhdN55Zg8bVjVDsBwwTyCmba59IiY0TF5xJWZFTIkU4nDrD0rVO5AwvhzNrxE7In6aZrAcAY/WmbxdXmrJjQMFANd2NDGfwqTXCUJosKh93ey5w4r1EShGDztGEeU+UIsOfiTQZrAvBFUDWm2Z2fm5JATOFpkssSBg41/rIgURsDJaaNdvo1pTiRFOlgD0HbgKXmW8Ho7GOKU3wjpoD3Glqn79xJGaOywEWD9jDnGGlXjvXEUAgtcY28YsipSvWSdYanr263pIgnHOKUJw1phUSrBuM0WCc6bxx/ABEUpCk+mDrPnm+K/uGd/YHAqik9ZIcBgjWyenDYDGp7hOAi6gMpVigsHeoCOxPrdvAMNQT6/jKekfaNKePg8XiOGDTEquFsb4LqOLahOlybvPeEwMYd2OW+e4i6OL1iKpZmLoPouX6MNKHT5swuhpP/6iAVTWe6PigD8LF1ARBkd5rBGHcyWPzxVoBmu72hlvumzd8giMBmkAFYOLtH/8jAA1pLBgl9kPgTQKX9oKd6TRrhrMQAOLCckPBmjJ8PnuQZOqthwt6J4qlOUJrQ3CXhxXaGtgRhOBJod5z52QAiq1Aw2pROreB8G23P7bP3+hLU0TlGMzO57b6DliNMtvIaD0TWCNA+O5YAcxOMT+FAcIck5/hrzQap7bVH0sfNEpza2KzIO1RYaNxJqYHnU9ZoWcE6A4mAc4dHLaIFBrrV2+GrjH10OxoiGt+oYpEtnejhzXE2AYTWCXHppHmpMH2uU5srYiKyZl9cRsHbtKbaJCwqYAdCfR5abGUbg2tTWVl7B5ZnDeAA87usDXScueF1hSQTVqR80obIFrcvL7Tl5EoDBlgihZCgF2J50NYproaUfMzwjste7DDUPuhOHLMpJoixxKgY6/A9i+vtiz0JxYH7nrDtBRneYBNGNZUaUihw/XDkb2+PRAbCAOI8H2YJGILqYYcTEKxYLRBYgKwUaSeYTRZV8T3gCY+s+hlhpYLsCcrkCK3G0eAf8fkAqoAuPRefBRA4IMAjHuJ3vk9914JurCeuDVwBrOwb/crFn8c6cOnRRhdjad/VNdJNZ7IeNgHYZmakJfPcKYAwuBBDSAo+0Sd9oZ7ct8IyTFsvDFO1QvP9ZribbyuAEm1IAABUAMI2h5MXMsXfk+gBDDN0zF8l7QUwIqGurBRmEPydg/rgbEk87nUrdtNHNdvOZNKdDkEHISyy7XY8ryjn0vgjYUCvjnTmVrrHMxTW5hvwmQcjUbOH4l+hDFpPd8aNGvWccGkuDJ/wCZABPBJoCIlmSapXe2l0id98mLHsty3g/FUmiuq79hG6tH/rrBuLbRGjSpHqticbcH1g6FSWrAMKKDQZrVqpLgSx1bR8Jm2PYFnNw+GYDRbbdJ4GN+ZWNsBzIYwXxE+XLmOmXY1yw1PJpwTAlrg2szQaugmTaKT3HZHU7u2NxRQfWm9o2uItQfcIqrGLgHGibUCnMAiIWzHXHSG277c2wvZHITBzHbVm6+QWByT0oMJ59O3Cyt1BX0+C8iCCUPvREEClZakEz2vUKNvjpd0nTRitVAgiGPCfwwDWfoGwtgxPwAsIOt8F5bJ13UvUNl0oIp/A5wAlpdXGrqWyzSZP69q5MWC80A1IffOWpvWSKnSfzBVgKpHnbJ6EICxyCwvvkQxd45lkmV3gC55o8Wh1hDGFCbufrRcD6O3rEY1HvWogFU1nsh4FA9CAgZAhwDpIar1AgUiAgrPX3Qyp73hntw3VVaktfgufk8EtO3eWA9+ND0rrUwaIUrYlazIczl4s7+e55gbBOywEBfasd1IcwEAQsCG/J0CIQ6ctDHGpJqNAEzPO7ydlM6ZpNaKc1tpNqxe95XyIygitgawXdsbKaUFAwbQkjA64r8xw8Q+AVf0mTXS3D5+jibTtKmBXcFVPLXxlLSka8NDMCcYE8vWsY3IHXvFesFswUhxrKTgAK8IwJnvaIb1gydDTNkbkJ4cp1YMnbaI9i3SGtVC2z6a2jRPLU0Lq7dId3m2RblagYg9cCajnAyYsoJWMC5tyd/SRiWYdc6snnBOI7GHCNM/d7OnVBo6KpooQ6itdOvWoWVQQWWcs3rATR0RP/M4xBndx5qFHpCZvbs/sJtHUwEn0mbS0qFjS/GkIuUYiVFcSzO57TsxOOCUdFumxuBcO4ADGEdYNNYKUC79FB5e9UgaKTRYzul/qrnwOcA41x1AkHW+ejizKxttu7jSOPZCA9BSubjdm2qd2DeDwoWz0nFct1T/IVR/WlJWzIEZcI+xvuVLlKptYa58x0aVg/lyDfIiQ7q6VfPuqeWqvKaq8bSNClg9Q+Nxlyeftb97zYMKJpy5qVw6mR4AHDiLg3s3XiaQwE5tLs300KbSDIEvOihSYDAlF7t1ntbap4whi+KO1ARz5TsIyElDAVwIVgQqSvpVAo842UeYPROAINjBbLB/hNGdeih2ohm59jaIlwmGABmYiaXYBXnmFEeOhSDg8pl6jZYkpHRq0noRZBByqyptCiMV2OdujgSIlqkcq4c6PvyZ5MVEiip2jA5Bi9QSKSOaPmOKud6KbDBzmjHsEtQUusjVxJn8Gb36ABeky9QFPjf10/O9wN7Z7asakYq2boPmwvTNy8VOsQ1SjrBCw3FiQ/RUvmcvrzdcFeFKQ8aVAAE+T3ucZoQxaaY0Iqk/wCfbqNd8nUdsAziPiNp3BhOlg17bdDYJAAbAxsXVpq12aJ48UfBt1PiDwaYDWYjBuYZgDmsxoBggggdXKg0U1yR6MrRkax7rBKvl+hOK3auFYvhgSmiqnWWJrhtyw4BJwDbAkN/jci8wWosNk4P1TsNeWGspXShGcO4t1RmnNpCejJQlabvoOLUFAOQ6RItXAjdv5hpxv7070nUDkOUaTdKJ2ZKdmo7j3AFWy3+HT4l1AfviHoL1VaujkGsbB/upvbrh/LVOVhpyH3DtwkTej5ar8pqqxtM2KmD1DIzHXZ581v4IorArZ82j/B4aCtIoLcS+WaF0CYPgKKdvhMFRcM9jYHtKJ8xyVVtRCk/1FQOGScyVX6gvHgGONBGDsPLKRlvfB6DQ8Pion9it4VTibx700iPlpgo6+lc6ATheQzRZRpA9laYKzQuDCjNAysc2upov5owHgae+gjiTU2G3uVxXYEOfQ5pwPIU18u1cO7TVrgsktKvZG9KuJbSb47H1JoGAycUlx3wBOBErk94CLL242tIaAZqmEyrhnJYJ40q027f6MzlwH8wd2xHMw1iRroPNwv6A7aFPA1SwRPS22+676kGYmrxACO6pMhINDO7vtPS5lufSMgEgAJyTwuzaISmwib18vi2g89J6W35fMIQ8bOCpWEuvyO0LSaJzUg9JfY3FTG0uAU7wcoqVnqSSEhbJP3bHd75YCOMnTNRyu3GAQ7tzysceAzUYzanLXnxcXy6V5ITnkyyfC+Ax7KQVjltLWWYgnp4R6KkGdQxX2fiatDDXJvPYOpyoMTJVgmvN2K4eDCWur0dNtx61UOcBQARjiD4M9hFwSBUpC00qt1FDQ4bmKrFDNGpFIWB582iktCN9A53XGtsI70hvhwttZu51zz0p6wIAHdcUDCAAlfPAOWkvOYuOUt/IKFObrPELq8371nI9jU14q/F8jwpYPQPjcesLztofKRIqss6aR/k9Bbg4EOuB6LwcpHhgq1qxC/D3OoZyewRLUi9FkdjVfYwpPXtxpSmmhWa7zOuKSvRjATEcrWF4YEH4Hd5Jbx+MBLgomjsaJDZKMgmfX1xt2p9cP5ROqlUjzcj8ctsbZkpVXFlxoFBGjqSk6rHZFuXtvn1ss6vAhlib/WwWdTE8pBmv7w/VvBeAIB1T7tKMsGR4RgE4iQdq4hxiPIq42uS5RMoLcFbMGaRs5NYwxIbBC+zKcsOW2jWxZUpzjWdOI9VwVgoDemnlhe30JzI4VVrQM607Ymu/YB5TpQdx9ea7mZq5kMJJLcs86y7FSmsBhunhR0NmzhqpsXf3R6o0DIJQvf/UNzH0LPZomeOrhQt+V/ujVOdovUObGs9e3x4K6KEvAhURDmG30DOprUwcKoCSIgRYwrJxTHsD57WF8D7LMVat25WVtsAmbYOCGqajvhD17pjrz4njcSTn2kGojhkp578NW5hkttUb2WAI4AxtmNRtGcf2wAQC3tsbibUEINIS58bRWO7pbGG1jVDfuc/DdGLc6XoqRmLpAKL5jHPnCgbGWW5+Qm8zVw3HuXh3ZyBWjOrFUqzvk5acAUqyO9Lb97r3n7T2iLly3VLAAfvGOUM2xbUEG8V9C2g6K7V5PwGq8pqqxtM2KmD1ER+PW19w1v6oqCM1Q/rntHnAQC1+jwBCOoAACmsEi8IgJVT6Sd3tGBbnQYAC8GSxb9tHuUweMYH05AqeSDNDcAdowKzwBvu5Gz2bniv09uwMFp2Goz9vkMyjHwYM1optteouZbbWiC0tqM7KNQdSgLAeH9/s2Forlj5oGVAjEEI6iDSjLwaKUvvff+9A3lQpeh5E5VEgPRWNfRtzh3JSXQCu/RHtWSLXpuRoKg+plXZs7+72pN/BmR09CgxSkmMQip+SaxTNMaIpgjW6djixzW6shsqwUl9I+/aH7+1r/dg/9gKYk75HBd8stVfPdcTysV2qAmVqGrp0204/EbA8Gk1kQspxrHdDVdzJLylzQNHzAjvfqdm7+5nFEtR72hf7pxKRVB52Bi9tNAXeYAr700xpuu6FSICHknvOTwkGznVwJvfsrZ2BjdNEzNAAEb9vthqFMltFEK+KuAbatZnt4bHlm/RZMntVT8CGXV5p6XyyPoC01VZNTZsBywClrQNXoPCxtaa0ahw718P2oUtBct1im0F68NrY+abBau31pxLJo5sDuAKqXtloCsSTakZMD2j1vMyCKLKm71KPXDe0z4HFGqUwt7iqB/bKZlfXN4B0OJ3ZshcdMzD3uvdP3nMf9rPhXmyS5jDfHeAVECU7EXy5HtLKoPKaqsbTNCpg9REfj1tfcNb+CPQAEFIwp80DILX4PbESvHGPEjEQPHxJrZU/v9cxlPNwTWsTaYH28EtKzFp1T33YtkdjMU/LFtn+aGYXluqusXErtnf2ZnYwmEr3MctS+UZlKanFTP0nV+p4EpldPRjJg4lecAINXiHfJpl0Rq7ajgQVARPWhPQSYOCFlZaYKtJopHQAJvyeliwE+HY9to3IpRXJyEzQICH8hqEoMhvMCgEu1hTQAsMG2xEUnh2NMzEolOmTRsMlfn+AoJ1GvplsIEiXEaRgTpgDIAAKCIbl45tte+NWD/tKMWizPFMaLpynu/b7Y9kgcFyAMkCP14S1MhuNE5slgCDnGQYAAthgUwA4oRGygGlRyDUd4EeLHDRuME+kRg8Hie2NUnt1o64WPWoNk5ktzUXb6MYAjYASqiUBFoAWmKJBMmc95y1GAHZopNLAgadXz7dlM/HmLddnD40a1Y9oqDa6Tbu4gsWDY4hI/SmVnGZi+WDPANIAPlrWwD7SpgcbC69uYpT4HmktROcRju8eja1rSl/FnrO4eGd3oH8D5p27PJDTnUcqK3fCqQUWCFDRGgjg72HeujNU5Sm9JqdhLuAK4Fjvsj8YukI9I0vgca97/+Q9dz/31aMe98smPayVQeU1VY2naVTA6iM+Hre+4Kz9IeKuBZ7Se2bvnwdMw+L3ylJyfo74m+Cs1iALuo+7HUM5D0wrAWd8grTNNEskEh6nmfaDWB1GrFOHFXFggxwbaTsq9BDQI9SGuZgVCIgpJ6SikCq+zI783HrDifVGiMqpsHMVXYCRc00ncCf4ooEh3dcbu3526IJg4QiesD5p7lkycbYOR2MYHV+amUvLdbFqI6XdaHtCu5hChpekUMQqkQpcaYhZYduIunHeRuiNMxXO7BhvAuoAVIj4SQGi79k6HNtmpyZdD9WEAEdARhyF9kIztmlONVwgV/Plpmc3exN5IcGakBJkDn7h203YO6rtosIurnTkiD6Z8rlCx9moA6wzsSiAHhgdx1L46tP31q2+HU3GSof5Ic2dMRA1e+NmX+af+EWhO0OnJNZwmjr91xh3dNdPEKdzUn8Im3Fv5/cARdhBGlnTZoY2N7QkYg24duIgtNVl54FFH0AYVewaAHIroWetpboYrf4ss+1BX9cH5CnfPxxO7eo+LFuk6/twPLW9uR5ITaJruXXjSICH62ylQ1uemQWZby2YmMi3tZbr1/iFrZ6RgX35XNeW2rEt12sCuvv9iR3J58vkj8V6cd44X5jcHkxm5s3Bx8trTVtr1+/73j95z33Yz4angU2qvKaq8TSMClh9xMfj1hectT/ejnk7B5CI5j8xD7Qip84zzcQgiV05IWK92zHwM1JpiNZJn1CiTmNkwAZpNFJbl1eppgrt5uFUAbj0dUIo/OJaUyAJHyWq9nZHVH9lSi3BxgAcaO+SZwAGgGOqCjO4BxzKlbhsu/3C9kDU7R1N7J190mOZ/KKYP0ARdoO0FakZL/D0uxYieXRPsBjNyF7yXZua/WFqyLTQojA/PI8owSfFFOJGXo+suebbrRF+RYkYEioLYbtW2pEaFmNsCbsCGIAFRKsD+4UdAKkr2KPRZGbTxDf+h22DE1AT4APr1nybDgCEqWwb2Daghx4ygF/mcaHrWqeQNpOYviisW6B5Cp0hai2SP9RGp27bh2OdI5grWCTk5aQAAXivb/cEIOpRLFuHr7y0JHD7e+/ui6Vifbk2YBdhC4ECME4IvEmP5QZ7F9tWL7Gt/ZHNCpi9ydxt3AQUSaGmeWzDCddUIiAmGwDfNdhG/8X38Q0D0L2753R5rBXp1O65yA6nidKUsJteQZrVsa2kkJXCk4UA6eNMTCKaLdoWUaRBdpbiCdg7dzyBDEBhdwGLAFJvVthSoybtEe1uqE5dbdTk7k57n3NLsUDa4ovHyXsRnCRftSx37Owp9xzpSIAeDu6PqzqwYpOq8byNClg9A+Nx6wvO2l9ZFXjWPBa/R+oIxgE6gqAjb5vAkz5llN3fMSB8peILMEVaA+CC3xFBkWCCliU0X4Jsto8Ave4H9spGS2mZtwYDJ5anAfBwKnbnACNJxNyRazkCsFhvRvJYguEa0nuuZvbqelOWCwRj5o+oHOE82yPdA8j77FbPkgyQlSogO5BCWq9QWqzbKOxgEti5dt26SzV5U1Gtlya0aiGwU1XXEJh4Y3eg6jPYHY71YIgw22xquXQ6AL0XV+titmBYaNR7ZaVly63I3t2lwo92Nb7EzBwjYO9wPNZnARCcD6wQOFbcxKMIYX0md3TSpRud3ALMNwEmAGlYpMRVzAEuqMQLQzRydXthrWmzIpfb+MfOdWSnwEGQ9kP0jXaLFCpzJIUK6AqC1NYbdbvRn9jrt/pqzgwgpCqwbDSMjQXmpKRFqRgk1bZzRCo1U+oOshRgwvpdPRopTYyv1OFwYueXW1o3tbShXc2qS69t9xDQU23p2dbRTOwmIG6rD+sYao5U83E9D6dOOI4bejv2bOIVqnBFZwd4A3TuDIY2HDv2DCbwzZ2BUt30b4SZpXehADTu4qz7JNF5Zp6sC3OGXSMNvdbFU6xuL642rH3GfcD9wQvD9f2x7Y9nYi4BU1zD/CnvH66tm4ORfLmwp+C4Qn/6WBsbV2xSNZ6XUQGrZ2A87jfCu+1vJTx7HovfQ7hO5RvBa/FNe6NDyw7HYJ0mWF/cLm/gsCL8DIBA8ECTQ1AiDeJZbq0m6T8MKs0urVC678q8rx0MpXniZ+iPACkE/XqUi00A1O2rKgxg1rEmdhLzhsaIj2Cpfu/qoQ1oTNypK21E4EUwjQYLO4eLnbp9cafvUnYeTFEm64XVRmyNCGYilK8Pgm6YE1ihUW9qh+it8FwyZ8dAxRnMRm+Y2JX1pq3UY4EMWBtYE/yZvuTispgv2AjYNXRBMCggLljBWuyJ4Xp9qy8vLRzDOzU0Sqld68GskYqMpcnBgZyAe67TttHMWRxEPmnW1CYj7BHM4thTWu+dXdc/UU2Fg8DW2rE0SEAcBNid+sTacWTnWnXrJa56ERH9LKO5TiFGiOuCtCBpr3To9FYYp5IOe2d/KF0RY6s3tazAz8lsrUPjIooWnAUE/lHv7Y6Rz+sYOP+Ax7TIbatPinIghmuF8zpKbblNH76RM5JNnX1DFGLE6ZhDqgNbcShW8Y/fOxQrSM8/5gaYlDN4TE/Bln1soy33eTRbMFZsiw2jj1NLIgM4ut+TMpzNcrsxmMghHj+3T55v21deWbZDQO94aoMpjBi9EF3xhCxA5iDpJAji3xK3h55dWm5of8XcbqS83/jDvTOcBWpADZNVOZNXoxof3qiA1TM0Hvcb4Vn7u595wHbAWhCICMxU7PHwR4ws7dO8RQ3jbl48ZaoDvRJi6s/e7Ev3hAD9fLdmNT9Utdx05oCbOtjMtT+krEg3gT7wfMIzCBiBtkiO4aE7DowQYGniptO/oL9RJaJ0Qs5eAC8kgiHYIQ/xo5rYKEnlA9WqFQq22HM28O5p0DC5pvYqgBun50oken5zq2dbA9JSzoMp8JE9OwNQhVTWYgqYa1iauLVGv3U4ce7hMEd5IxbQwYbg7clQoneAxq3BROuK2zrtV7KZp+bN54JAmrTVZkPpOMAc7vKsOfowWCtAE+7hsDdLaxhkhnbtcKjjqse+zFhhq0gnfmF7aFdWsJ4IHFuHjitPbedwKjPTWhza/t7U9vuJAB7nPvCK41YwnCOleukNmCPWT+3CSs22j8b6PsB6PE5V/cmi0AAZl3LmU+SZAA1MKKwg59DC3DKADnOdYudAWs6B/2v7tJhJbGMJ2waE/7QhCqxRd8Dv3FLNrh+61kQtqghnuZgn2CbW48pKU9oqjgH2kGtyfziRjQjXKcdxca0uMAm7eeNgIs8zgFcj8O0T5zsC+rCCaA4RsJM2PrcczRst06LHCdFPs0g4rgzEUDf073ghKSv/GIBM/vtJVQdWoxrP06iAVTUe+yirmQBCBD9YIR74U1ijwcTOjWp2fql5/Pm7efEQyGCpvnCjJ4Dz9t5IgQmhL47VBRV3pCVDX2CIoEisVZuQiEo6GuZidEmz4Jm0R+YHNs2n0ijtYzxJ25h1KtQKaZ6YLyAlLWhvkum/k1mmKjj66xHUacQMYMTeAVBEbzwGppEEUMrrSdEBDLutWIJqmBHarKDNGUwAVK6FyUsbDaVJAVS3BlQ3OhdyzE/rCLRDT8dcCx0DSDAGoBBw++OpfXGrZ7tDbBJgsXw7YL4pTZvR8pgA3tYRFZSJrXddc+Tto4ldO3AVgZdXaDtTCKCSygS4Mi/WzbEhLkUGIiK4Y5r5h1cPbAUbBZzlqRYNmC+AFZsKByyWmqFluTMoxbWd9BTAELZuuRnYtf2hAAuVnZwxUn+tmtN8wRxhb4Gwf9ccmwdzhbYswtBzbjchAOxHAnDsn+rVPHcgC80TrNB7ajvj0nNUgbJ2nHtc7mGvEMCTNvzsjSNppNBUUaiB1gv/MZhAegWSDsZs1qOyMMzNj3DjD2yj62wu1BEAc1Kc2WNfnmMvbjRVtYj+DR3gpdW6juGVcx2tH8DdFUF4p4Ig7gUqP/l77n8rBpP9AYp1XgBgT7g6sBrVeJ5GdT9V47GPshqJgADQgDWCleJ/LfVdc9VlZauOe3nxUKGF4BwPLFIphB0qrQiA55caNiKNdDCU5QLpKfUmQ9jdrSugAiCu740lTo6i0C60HSuwP6BiC9fzuiq2SF8SkGEidqdYKQBOzLyMlimk01zaBvNQTCcJxlSwkR4DXKAfY9f0riO4qwoQYfg4sTdu9XX8AAXE74DOmOCYZ2LLhsjR5u1eYJ8IlKQH2WbuY0eQau7YJ5ByVPPn0cxu0BNvjJCeXoSAS1iaidVi0naR7fZnlg+mEpRjMoTAG00Sx7XWouEwWqmJbaiKMpJYfnduBOtiNj5Xzg3dp3VQ4hg9vLrGeWpRRkoWYOYpxQu42WjGmhMtgrZ6gBP2DFuZiTmDIbzRow9fbmHkW+wF0mJ5HsUGFBlglOnb4WSqKkD0Ubi+Y+j63v5Eaw2zyBHRPoXP7g4zXXf52Lmb7/bG0viRKmRdYJ/w0UK8Tlug88t1gc8kRdafy42eqlMKLTBMxe0cEE0hA/tikMqjuTNFB3GGDYdn5zuuqAKAKMCDfUKbysb63NNqomteffSy3Lr12tyR3DFNpC8RnMOkDieJdSfhHeAKbRzbATBzQZIOv5a6NkQXlutyn/efkurAalTjeRkVsKrG47/opO8J7a0ZQQhNTSHNDWDh0lJdb9DlW/RpXj0wVAR13uZhKfCwIngQoAEsan1SuHY0vLnvHE1spzezFzci6aN2xxPb7U3trZ2+Wqg4cXpo1w8BbSYGKPQDm9QDBURYmpfXOwJkNw7G6nuGlgmtiodeqRbZ+YiKvsR2BokCJ5omgjJWCL0JLW0im3qIoDNrhKFYIsAalXGkKY+GiX5HFgs9VhhkFs1b8eDejbVDTy1pHDtB8IYpAZi2SRdNMhtMh7aHy3cEuxErTQbAAchELu4qaMcRXlxOZwVQynJfjAjHDgsDIJM7fiOSDg1NFwwZ7A5gmB6IrC9MFelGWB35Nc0SK6JQ+2LdkyS3qOFL8D8bcx4dKA27nP9I67fRzuydPdimXOwiAMFnX1kha4m1Ts02Vp3of0T6DKuLrLCDAULzmXRR2GZRqUilJSxckqZyWucyEKuU0CTbgREYRNJqFBZcXsG4ExF8Jm8t9HqkgGHKAJ7op0hzTmf0cPTmDaqdoz3bJxWM4WiKY3pWaN8XVlpiL10607NJ7tmFeijWDfCE1xYFF6wDfmOA3KV6WSXo2U28qxqwfFRo+rovqCLdOhzJeZ2Kx7VmTSanACzmTrskGK/RNBebl89ZXlg/ri9YxQ+rcvhJ9SCsRjWe5lEBq2o8kUGQgt1BiwQ4QKjcrfsCLI3YsQsnvXoAHHg5yedolsodPJaX1cysoEceuqma0jjbg5mNexPpVHozArAnRuSayt/Zlws0YTC1pEk6DuftpoLuwSg19NfnWg2rBVOLQqdNIUW13kFTNbCD8cyu1EMxJWJnZontomEKSM05R/XumnPjpkqNKsMi8c2TiL4h8EU7k2u7aLFcKg0ARTAGxKAfUrsT6b9SK4KarVLB5+MuP1W5Pw71YmWmVBjWxBxNZjPb6We2Ws/s3CrGnJmEzawdqbRVMSaRfKFg3xCBAxoANoA1lh0A1QPsTWhFM3dmP0rU9oZADngFXABuj/u7qQdhrnQq2y+rNdFk0WgZoTYgDsAFcHNAmN85DR375BwVGSUHpuPkvF9ZaTjhd24CVwDDg+FYQGOrR5NsNFtU6YWW10Npy/wgtjZO7hM0eejDPDGHZRqQtB3HCjCEfSK1SzqWaw0wA3hFm4V1BAL5j19csr2jqe2Tpj2kjyUaudAyz2ycpnZltSGTUq5NvLIanboNx5ltdCPpw/wgsPU6VaWh0qSf3+7//9n7DyDJ0rS6H36uT1u+2k6P21nHLrCssEIriT8uEAgvgSSkBWECBcILF4EJPAKFMIEPFJgAJEyAJECAEHwQCCMkYIFl7fiZdlVdNu31X/zOm7enuqb99Ey7fDZmu7sq8+bNe2/me+55znOO2p8ARHRo+GbBnm1ZKnC0O6HtWcpzazDKbGOUadCDIQkmH2FiMSDldbnpYGiBqcI4dPExALx2NxagaljdWz05fLszCOc1rzu55sBqXrel+PIF3GQ97rIRAzt1NnfxtC8u59WDBoYWEkAAQNHvhFr8WaRYyNtRpHYVizBARYxJ4Aw30TXhbt1F4Eve3Ci3/WlqRxZisRT4SW0EgbViz/qMrONEToPMd0wEQIL/ADNYNZzBK2viss5o95zdZyyfxwIMnJlm13dMBEDw0bWOwAvj9jAzTG3RpgIc0O5hgK8sC5mrsiwBJiZ5ZokfaHx/N8oE/I4fJTJoLLaL9uPG/tSmVWXVNNWxw4A0LWrbilLbL3Ci9yysmeADQJkeW04cw0CLEn+r3XFh02mmtqSHJzj7A/tQu5YsU4ks2LwzXMnxVqKNmdLeaptd2JtKw8XPMTxFWI+e6+mdsZFaxLGsMFttJgF9fKza9q6zezbw8QwLDAcn2UeQmYguCuF64JztARWwSNgZYECr6J2R08LJWBP3ePR6OM4nvrIWZQ4aYkSLH1httYdWrK2jiyM+mrQLA8xa8TvrSJ9EQw9m9LVHFwUSATJcNwC0MzupjhfTggBKJgsBRYoEimLrlEwhFu6a88kILGw4pc2GfUZlC/1IAnOY2pV95ykG26rXaAPAMmMA86HVlvYJoPWO03vGxcJgBiHcXGuA+EZniFcbOjIXqo0uLRYwVssPdo+YnxmjxPm8lZPDtzuDcF7zupNrDqzmdVtKvlNJaCfIoMtZwPnyd47oLBYHBbW0jWCDntgYSpALO3F0MVHrxrXWYLpgV3wFFseB+ztTaivtli0ktFewXXB6Eu7Yz2xN5UF0pN+ytT4hwrG0NPsTYlASAaCtaW5wQgst59VE/4ttnFxp2+k93L0rqypYj1IMSGMSCbijBch0GnojFs5H1hbs6a2hZYV30TgSTyHE+gA9mBfASq52JiCOQOBIgniYBRZXwAJL4anVrkDDs1tDhTGnhWfnRiPpoQAWaHrYr6fOT8QktBMAp2tpMnEJCMERHs0T7SAm2Eqfc2LmIyafOJNS3OO3xlOb5oH1W276EJNOJjq3x1gJwNrU1mmxXwBlrDKIYIml8SG+hmk0WnbYaSy3InlAbQ8nOp6cdwAMrcsJ+idFsMBMOZsIWKMt/LoCyaIswpV8VAoooidjQQccoKHivWP+WdW+jduFZXktvzKuERhNp7nyrd3ybaEIXXSMb/bU1kRtWNgpJgsB3OAN9ouooEfWemrLRZh4mSd/Lc732b2xHV9M7LH1vlqc6LzYf5jMC6NKRrQShqNjQmA/zuwYeY29llzz8UU7PnZAZGucCXQrsMDz5D1mdaQWN9uEhVvq0LLzZiyga6miNSNLEo0VABhQJYa0rBTCzR4f1lDdisnhVzqfdF7zuu+A1XQ6tVbrhZiFec3rekptFzQvoadWRpN6D8BiRTi4GAxmLAxtPtqG/IZBMfQzMBpri4h0a7VRBkWuBZc2CUzR09tD+VM9eQEzTKeLQaTM3T5O5Xh5o9dhIut9Ti7b6a2Rom1YwI702opaWVvEubsUIzWYTmU8imXDJtNsKdl+nhiaxEfUnKu9iX0AYmPaTW96YEksG3f1sF68fpaXtjlyrRT6O0d6LYsRd5PfR0usdjoltF4nlhLbm+b2JMAsr+yB1bbYj90h4dUcIUBALfDFcdsbprJRoCPjMuPQY2W23HPgjNaXDxBwZ0KohRZZ4xRfMuVXBWJfEIf7jLl5gRZuQAX+TYANzhkCbUKUsa440U8MT3oYIzRXALZg5KYjZS3RDu3ZzaE9uz2xIwsuAHrHACq1pRkmqkBbt01ZWvj4UdW2PyokfuPawOQ0CD3zEcV7nsw9ARMAmHHpWnnsF+aiD6x2ZRtRe7MwaWJ2AMC46ncd+JuWtcDfznamY0ubEgCFEP5Yv+VigMaFHg/4AUThA0YrG3d0N+GJF5bJcuKZAf5opR0hiLt0KQCd2LW9iRPqJoUsNgAe2DJgrwALRcu37YcKeMbDSxo1WqxFac/tAtp9O7ncEaCircr1SMsYAb0GPyo3YctNCPskh/2XKX3hlc4nnde87ra6qeufL5tv//Zvtx/90R+18+fP23ve8x579NFH7Ru+4Rvs4Ycfts/93M+99Xs6r3uqDrb4WhZcUVDb3B0ztg5wYDFFI4VwHWDFXfwad/MIzmc5b0zdvefcvlgkRubxCNoZDe29+0xPmT2w1BVg4neAGNqQ6FYQzrePLjiTx7JQhiALGv8DmKDPArjA0NCu8rxAoIXFBOBHq6ZEyExOYYSvkFm3Hdhjx/uaTuS9Prc91PsBT4lx8RLbTwu1qnhvQY2RJGaZuRikB5ZDWSyc3Ustz52QnffIQoxWiNYjcSu0mwoWNiJLisKKDAbDs8m0VGvGGXfSosGGoZQPFXodp0tryahyb5KqDYtoHcZllKaW5QCgWKaWi+3QwpanAGVARRw4M9asQMAOIEKc7VplLO4Pr3W0AK8toHsze35naO/eHFrkuZzA0RRWp5L4uuq5vEWOPcwaTAyC8B4eWUzpLWNDwD4Rfoy2zonnJ7lno0luw7QyL6htNY7k+wRLlewwHeeMPqdxKTaF6wTR+oMrROpUYkhxpXcxTJiDonkiuidQa5ApUoYVEIXjSH8Uj7BWYHujws4PJgJOxxZbasvCEBEPJPYMZ3sZp7oAba4RmBz0Znmeq3W6PUnFcNJW5Obh4eWu3juge6907XJMW2EIcXBXxE8S6UaAa+3B1dgWAHZM0PqerQWAG2cQis3Ey5W+8Ernk85rXvcFsPq2b/s2++mf/mn77u/+bvv8z//8iz9/4xvfaN/3fd83B1a3qQ5P6Bz8N8XfEXYj4j385/U4nV9uAoifAXIoft5sq7ErgA2gPbXabb9o+82XPq0ihL98Ka/2Iy2EbJPt8Ccj5DARGrFH9KvwYUwPC7FbJ5Za0hY9t8PrFZrOgy1BY4JWBaPJ5V5LXlYsoDioV54LqS1BKRHtk1p6J1gzNEB17Yt5mNaVrZaxFkL28bEjC2I+imokYfYAiwAiT9JCbBiLNnokxPgyj+wlYjcIHWYRlUFpVcs0E2AF48aSjL8TbBZtvMTzLcsKO5vCohRWIPD2eU3HuGGDgOfTxv7E2nEopiRNKgEvGCWA2XQCM2OKnoHNgmmRx2Rd6fXx9soLfKScXxPapSkCfFzJW+jQAAOVpaVnSeT8vxCJo1PDCJ1zJcE97dLSua63AxdS/eSFod43xQThhWFp24NM7dPBOLcHljo6r+itAHgjR7uJbSEahvNOG873XEafRPq1E0dz3tEp4T8GsFYmY+FyEZe6LbVTAb38Htbr4dWuABFXHs7unRBvKqJ5Ctf28zzl6mFpwPkFNLWCWG1cWoMamjC7mE2ITQM3AfwUI4bndiZqXdPie3C5I5PTpzeH9sT2SO78gELA1HPbE1vtOiNc3Pk5XgBMgBE+WWf20aPl0q2xHzBOMHZ15SZT0WPhmg9Ywr/rtUd78mkDfAFuYMdg5QjcjiLn4/VytOOa7wDyHfmcvdQpw/lU4bxuZd0p19NNAauf+ZmfsR//8R+3j/zIj7Qv/MIvvPjz93//97d3vetdt3L/5nUTEzpcTvKpnBkDItSFReDvDVXPskABJPjyZ/HnvwbsXLI9z7l+ywNS3jpuoW1G4qVhSWF4zFb6sdoS73h+3x6/gO7HAYj3PbFg/+D1R+1ov3PJ1JD2fZxJj4Pj+ebAiXXRX9FKo61GKK7YAEAHo2lG7l+h7LqjS4m969yuFj40O7wXkMUm4/gAMk0bBnIlh0liPzdGqXQ9z267oGTnTs30HZ5G4ax95u76AXRPbe7b/hSWqdR7RgBOe4t2zJndsRZwwN7uuLYjCLeJqIl8O7GEyWlt/++pbXtna1+2D8/jCo+4vSpsd8R0Wm7748yJumGseHu+Z2NClJk6Y7Fl9D4AEAS2V3ua6AMYAYL4ADN91g49e34/F5uFPosDxqHqRp7MLNFHcTxOLBBxEsubCmYPwTQdHRZzvpTII0TTkxVMQwbaFy3ygQuGpjVFBNCRXksaIM4TwCcKXT5iUNe2N2QC0LWvFIg9yXQ9wjqmHF+AUAFQ57osHAhiUKADE0J0jrPTKPzK9jXxGNsuTuaab6BlWUnDRjtSVwNi98RTpt7Rhbaug6pyk4QAFfL/YJF0QH2TX9kybb2S1i4ZhKF5gFq0fZlZbrW1GIDATT2vxTpybchENUNPxzXt2+uOExjt9HlcJ2q5TnPbnmbOI4v2JO3pqbtxwGndejA7tSwWwhbXc6DJTED3k5sYohY2JdKo56JnAtjc0L1vmEfCq9lf/s7niM8P1ybHkJsYzvv6y8BUXe47RoMa1fVne15te/Opwnm9lLrTrqebAlanT5+2xx577LItQmjueb2ydXhCB6E37QscurmbRHvBAsIdN0Bqiwy8wKRpwZcH48XId148TV2yvcFUU0zHl7AJaGmReXJzqG0SoMtFzWLDHTNGnU9tDuw954e6sNk+QOXPnt4RoPtH7/fAxakh9vvJCyPZADAhyFQb7uk8jy9pFpozexNbauN8XQlkoQxa7iBwR4Pj2eZeZs/uTGS7gCi4Kip7z8ZQ9gcYOgZROAscxpKBDLpE2pSNIfqoUiPzxTjTIiybgSnBvJnL8QNX+M5rSsaRnUQiZLFmOeCL7RbWDRHbA1zRfWXSjAFIAA68Nos65wHAODxHOPRUjAiCb6cBwmNqxibyOPyxjPMD2wSAMEv90hY83+B5zu3SevO1uPNkmBdeT3hKcTwOMOMZGUe0isyOtAJNPipjMQwEovn5pMjtwi5tQMcM9fGdwlKhRkQeaKpQbGHgnLwBfpyrfi+yeOhbmTm2CLNP8hJrDzF6bK2nL+g6USt37MxbOQaAI5gOAN8e3lUShgd2rJ9YnAQ2npa2M0gtCH3bLkrpoXy1DJ2haKcVSdOFXqtduxgjlzkY2PaksAj7jgivq9xGE8BUbZOFlvWjQFl6gA5YJtzOGYAgvw82D68t9Gxxu5YYfH/CuXB3KGjG2p5vf3F6T/mNyiAsQnvXmYFap2wXzHRhUIqZ7DCdmhT2ng1CuGuxhkyjAui5NpjQBDRxvXMt8blkohHAC+N0en+iyCNN9FVYMkQW9iMNUvDYsztTnR9AJMcXc1M+C7Q9Yc9ejum8y00B8plf6YRi3W6UIZhPFc7rVtaddj3dFLB6n/d5H/vDP/xDe+ihhy75+S//8i/bB3zAB9yqfZvXTUzo8G/YE3RFiGK5e5e7t0wMK8OZB6E1oIgJrmaSDf+mLrEeI9iD+oXtVZXz22lHGuuGneHOnu3ujgrpdgY4RndcXhpZd89ujxW822sleg0ABXEfiJZhC5r8ssaPh23zxQzw4kPApNszjOpnpRZkWKe6zq1skU+HUeLEji23BaYI6WWhgvEAGAzkDeQsDoLSiawBR2h8eI+0JWE7xrAe2Cf4BPkG5idm24NKwJBpPzRMiKGrrFRbDuBU1U5MDMiCnZDwHPsCoxVSa/uYgUZ7vj24ynvO1cJjooucQCb8iOrBrDTLp4o+8ULE+Gzck86KhTvnGNOyMteKq43pMtqHldinmvNSmy3OrCNwHmBBDTt8oRSWhbVYH4DTKM10HmHrNjJ0abmt9FwsDGxLlHu2F+XWt9DSCj8ul0vHpGWGJ1KIWSv7Qd6fWZ/9hQ0ljBgAI8dwWE3YGXRhnpVRau8+azI3XWrBzzH+79seTA5sDY7y5DYWvLNaGitah4AMjqlyn9Pcat+3jhcIrGkik2tS+YmVjXIXUMzNKOL3qOAYOcf5vhfJNBSGkzYnJqBYcqCDw8aC984dLXmBTrAOaxXpubBzXHcwWFwzCM25BmFlMSCl6Z1Unn6O5cXZQWrvOrtvp1Y7ujteWUg0VcnNwslFpkfREJp1O3i14cPl6bjBUqIFcxoqWK3cFpNIonsCnzFehR0TIE/QFLopRRhCQDg3K+88sysQTH4iBiQPrrR1Q8A5uZXTeVebAqRdvNy9MVB1o1OFd0p7Z153ZhV34JTqTQGrb/zGb7S3vvWtYq64y/+VX/kVe/e7360W4a//+q/f+r2c13VP6DT/boWupUWxGNEu4VxpqgnfHwwZA+cRxJ2w/vSc+FltG9gQsZCuJcL2cIFWGxGKhQUUQIBgnN9jt40bOuP/tNQ6XFoOiLGYIJJG/8MC0uSXAUZgZrgLB0yxHRY3hMi0Q+qytg7u3wWLB+AK0XuobaGF4fc7k9KWO4ImAkR8yLhzx4yRBRSgw+29MgLJ1Mtd/E0Ce8dUO5OtgJAcZilnPXeTdeTSRYjl3fuBXwKkcUxhT9z0nMnLaJyjncIGgA+5p7Ykuq5Oq6/WGpot3ieCZhlh0jorEI87ETANVlqcsHIslGHuTCs5zIDYTpQoP46FPgVgNG1DhRB7RvoJovzJlLBh38LItM+wVgqqQcSel9J9EY7COQEoLLaSiz5JMvyEcZuW0lHBHsWARbRws9ZsBEiX3slsj2xFeUHhf4WtO9ObtOY41i2J7wEAO1NoefzJJjrGgNQgxtHd5E6/GOIKjws5Jpi8f1qujg3h2GK+hZ0EbgTcELCfCPnV2qMFSJuzyG2QIeRHPB5KY0VDam0JAXwlsTfeVQA3bhrIROR9745hjyJdW9HIU2sTX6nXHenbEP3cmGifUIastAHJSgx4WXL+Aqc329hLZWYKc/b644vyHSMOBz1ZFMG8OpDL56vXpafnRN+0CtFYaULT9+yBxbYdW+qIyTqJuWxS2DPbhEpzw4CxaGZL7UQ3Ewk3H2Vpjw9gTzN7qN3V4gELKpPSVnRLp/Nu9RTg9W7vTmvvzOvOrPIOnFK9qdf7pE/6JPu1X/s1+5Zv+RbrdrsCWm9+85v1s4/+6I++9Xs5r+ue0Gn+jaBXo+fEw8wWUxZYQAwskRaDEpfzUL8H0cNMAGxYfJrtOTG32x4Ls4TpErawwLvAYV5PBpo1DBBtI1ghwJYbied3xHFw4fOl34jbmcJyOjBnaMh2uDPnO7OVoLVxLtEAQ0AYTAILCxNRrSC0rKb14mmiaq2bmLrQtPaKylpRZI8d6ekOBjNOFm0Yt7QoBLymyoEr1Wrkd7xngBJAihF82lu578weS+0byM2z8YQ+G2+/EtPXVdsJx2tMhJhY9K0s2C/G5Hg97qYmAmm4Yz+z5V4PNmXWadJ0oSYCCe+lNQibg7qmNoGRpOXLGypA6J25tiWgigkxWpLsPazLNHOTibBwuMyzTcAJ51wLcuQAgQszpn3jWyusbRQylVmoFRZVvlir3XElhma9F4txg6E8uRyrTfn09thO700VdbOE/qgo7Zl9onZcOy0KXT4f5xsAAXw9v48GjusQhrTUe+QxfPnRwktz2ohcdw4gAVBp13mGl5jTUWVYQiDC1/F24BzWEWbO+VwFmvLEKR7ggfs5eY1MPHJMygQdXCFndc6lPMyW25q0BFRO+zjDx4qU2d0a2DCrbL0L85bqmNE6hqmUgarvrCloBfLZgsWkjQxgBeCjgTu9OxKTiNFpH6NThggAjzlxNQxvYGbrbjzIYhT7lpdiYPGqQqTOv/cnmW3SZq3NdmJnuzDNPXt4rWvn9rCOSGQXcnBS9lZO593qKcDr3d6d1t6Z151ZwR04pXrTQO4tb3mL/c7v/M6t3Zt5vSTbAoqFCkBFYHCjsWJRAzjwd4DS7gTmwUWcYF3A1FK75Sbj0DZRl2wv8NSa6C05uwMuWNoZZRfw49gT7pzR4KwvtuzBLJfGCjN1mFnZEeSlve7YkuJcGloW80b0QWhNFFfiebYxmur9PLTcsScLp7HCEyn0a9saTbVIs3AGs/04tpDIBmFZzuuwG2bjorSVrgurZcFhwWIcHlahNMw+C9vYGwuQABhpyyAOxnRTAuuMuJFSoAlWAnCFEJx2Hn9PPDeF1YnQ5tRaJGk9ockh0LfTS8wPsU8w2xlM7TwamFlg7/nBVLoqQA2hxbwHwJM0TTE5fr7FZBQWZCc6QIGeCqYOwfNKt6NzC9gUEEGszuLuISIvbbkVCGzAfABs27PXSGIX+FyVmJJm1soqa42IhMHwE/E9/KM/m2RzXl+0cU8td6VzCjSNWdvzY3IWxy4YOnMO+B7ggWNljiUbTjJLw8CBeqb/ZFzp23KHNpYD1J0Y4Xhl53fQ2CHOd3EztFs5dlw3exPnA8XlgvA7wdeLMxU4LzBIK94fx7bXxhgVYOXO+zjlZsAUrwMDCqjLAJRppsdoSMAzHVuA1YXRVPpBWMVnNidq8XEdrvUR87dtcy9VexmOFcYXMM/xOMq59nDoN7Gxb3t2S+CV907bOfJC67VdC5NWJJ8RQIJnMKru+hQYr2s7t+uCoY/2cUmPhRaf3R1JKwbwQ9s1hPGdaa+4Xld6Lb0WoIprmFYv+/fAcnzL2h+X+455KVmD17O9O7G9M687s8JbfH3ekn16xV9xXre8DueA9ePI+kc5tc6dGR0HCybAiYsN4OWWQTfhh+kiX1Q85uBUz8XtIVZuOSPMJmfs0fWemwrcx63a6XjY1lIv0nQWo+AI09FsATY+5OFl+/uvP3px+2JtosAeXG7bOTyUxq69RmyLAnqTwF4bsNCHAoLKl5vpu0YZzuRTWxJ46lo3jsxDrB0E9vB6Yh/88LJ12micEI8XWjAfWg1sZ5raUxsTLVB4MjHBJcF45QnY0WqibUNbjiYqi3dS1bbaCdV6Aph5aHj0OF8sCGL2onDmliz6+1NMLUtLfLRhnqwGyArcTTPFxsDCcOD9sLI24nIYREAbbBX5dJ1Y4cgAUUBiO3FtIpgWBPehh3+VY+mcYWZg/W5kS1VtW+PaNhCyewAOwowd88XfFbCsMf9QXlNpnttmztRbqUUfU0rE/4ACfJQeO9IW60YLMawBN7Xtp25AYVp6s1YYYc8s9PwcBpCIlchaHZhKE5Dk+DN80GtjIuoE7Ewjnt+b6vGwiDCWk9RNM+L95aMnKpx4Xx1mjo9fSUAeyZwUmq+QbxksKu7vHGveOMasXEfokxChRwGvGVlcu4lL+NhjC5FYQtqDxRl3TXFNP7ExkO6P9w1g68ahnd3P7Vjfs8dO9q3wamkE9yepjYkv4m4YVtjIeXTCdbyrAFnsyyNLXbswobWuUU87sUCcjNmjqz3bHDjHfX0WpQGs3I1AK5JeixuHv61KO1a1rbceCfBtj1MdZwxv0VUBtk4stHQeNBUIW+V7dmzx1k8F3uqswWtt705s78zrzq3FW3x9vtS6qWsTMbD7srh88UU7r1euWEgulwP2UnysrrW95rGIji/nY/V3Hl67rI+VYj9G6SW6CXyoXrXWEziCQWv21e33sj2zNbTHN4YyuWRh4RESosehrS/E9v+9/qhaawinEXf32vFFfy3+5HXZ1t+c3rXN3dy8ngvkTQap7vJ3IjyKArEEMFWb+6lYH8AkiyzHgoWwD3DstsRkoZVCjxbg1C3dF61BE/CBAWEKcaBpwsoeXu/a0byyp7ZGNspHAhOSp8kTKrR2K5AvFXqf1xxb0GLy3NZUejAYHpiYVx1tCxRvDCbybuK9SoSOZ5HVNshrawewTqVFMxZpkgIwclvqBLqb472s9mBzctudunH5dhgLVMLcrPfbYqlg9GgpLsSBPX5hIAH91gBdU2lVwZQiOr1AWjuAKICiQkwOa+dz/NBXuWuEfeaYcpwfXe8oz5HMR+cvFlkQhBZOPBtZJQ0eE40z7CmdlC4zn9ZwpHMr2w/yG73Akg4O5jA5zkpEthq0koep2sgwO4CQ9Z7pWAGWEHZfGDJ0Eeq1dqeZLSSRmDKMWnn/tD7RFtLeo1m9MTSxTmicMGKF/TQvF5AH+ME4tUNc3Hmd2E4stsVMcuPRTvDEci7p3CzgwQUootWNnovjxzE6GOf0AmPDZyfSdY5LPKkDaNqIwHlVu2te5NgzNIIwe7QPFxcTtX5fqe+Yl2t7d2J7Z153bvm3+Pq8LcDqV3/1Vy/5NxYLf/mXfynT0G/+5m++Vfs2rxuswzlgL/r3Ld7exZ9d4QI+sti5ZKoHSoJ2yWHdBOP3R2h/tF/QTTTiVdp/z29PdEfe6Liy0pO+Cj7mVNTW+H08axdcab+UpcbsVGiWmBNBM6XFQoqGRcoyKeCdWPhUO5A7OqAAc9DptLSwFdhaL9ZrsW/pPs7ukabLzu5lMn6kZ8hii3O551diumh3Knqnk9h0ihYnE1sBaGICsMcwgab7EO2Xtpi4CUtp4gJYK8boffPUAnKmqaK65ZVUCCigAZO4t+WALtNuMWxWw4gQ8Eww9SzXELaFxhb7QasU1pKfuYgYs+V2bP3El4cUIGpjD6YmEzBxvlhmw8yBLYYf0EbxWNqNz++M9Vq4ptPC1BQb+Xr7U3t01TFitAcjz8Wz0F4jzAaGCs0SZ1IKKs95bLE/BGVXYSVdWStJrCjGNiYuxscglUgeN7gQMxXLBGjBsXPXi1jVcSlGkjUa+PnQWkcB3KA2gCbsGgMYaPUwDx1OCnmhoaNTxiD6uSSw9zmxKC+yI/KHc7YXLk4okOfWWr8j9pIpTq5zWhS8G84/on+OE3YbsJ9pu5TvWyiH/xfinDgGXO8X9qfa/jhxETeAK67oUR7Ya471dYyYwEVDxmcJzRXg6+XUId2KrMHr2d6d2N6Z151f4S2+Pm96P25WvH64Pv3TP93e8IY32C/8wi/MndfnpTo81UMx3QaYuR7dBM8ll4/2E20il6lGPht+TIkWek2zXcfNK2CDxYuF0ptF6PC3XospRMb8MaAE7MDi4PLOxD/TiJGFntnAahvmuVqbfOHDEMAywYpAN7OY8hxCgP3AsQ0Iqdm1M/sTLarofWDBEFSDGhA1ox3qx7EAD5odDFexJWA6kf1h9YTh2h2O7VkYL8KEPcfYbaRMngViKsqyEAPWFTsUiCUE6OCQje1BP4ptNE1liorR+ULbOaUzRSeQOC3tXDm2SVFokhF3dxgcXMuropDJLO01Fn/+7MbOXyuY3R0utt0xhe3ijLJfpR/achzK74vBiOc2cRcvlXEY493lufbfuHBWCAAKLhNNigL2EsdcIXhHHwX44j3x+yQODVzUTxIBLyb/mACNcYoPPSt8z54f4tcW2lI31oDGOHOi9/VeovY4AIzrcDQNdC1FZW3P707t9M5I5xM2sKIdGRDybLYWYoCbKONxOE6dBQKtzDKzJQLFV7rWwmdqdyoWC88sd23j92ZWcjORYLvgi3V6++k9sVT4YKGt41pGF0n7FMsGPifSBpaVdHW8Hu+dAGkYRQozWhgtZyHhPju+V94TOqQ7rb0zr3ldb91ScPehH/qh9gVf8AW3cpPzuoPqRv1kDk/1oAEhNoZiIWkWgsvpJi6KV2FcPNicQpoX7uC562ddkVidSbMZaLsauMNEEQf3rf1MrWwmrxC8P72VyUqijEvpZMijQ+CNWB/NESADfyyeX5a+WmIwQ7KYiB1LwdQh5fm15VlhE6bc8KasPFvsuEiTvamb7mKfexieTl3kDGwUob7kErZjsuBCO7bQsu0xDFFlHcX4YPia2YWBM4KUu7zaoS4kGWYGsIQ56l5FbhxsGWL20O0TUTc4zg8zAQaFKeeeLbRiS2l3MREqLVkkZ3SONXYc6Kpg6v78mW2xinUFaIM1cHoqgMeRfmzdFiHDLppmZ1SqzQU7RLu1FXsWlYFNYJCiQMc8hnWcBW3jk1WltBQdsIJ5gznkLYIr0ZmxH/yM48hfuGo6rVDsYTF7HiHJZpmYHaKEtuLUNsZTvS9P+iVy9SJNZjLhyLU1nFYWJ8QaOf8ymLRnt8a2N4YBCs2LnSnqA4uJLbUSvT+E/ho4YHBisSWrCq6xcwPYJTf8gHUIPlucR6YoGb4AjD4ISK1r2T6gQYQhPLs3tY3BVPvPfsOQcg1yjmGguGZhB9Gh4T5/fKllDzDMgQ5v1oLnsTCP95oO6U5r78xrXtdbt+xzN5lM7Ad+4Afs5MmTt2qT87pD6mb8ZA5P9bCgMI5PK5CIj0nelaaJu/JGNwFAajICXYuQEX4XcszzYJBwXYcBgcqhNcKdOwv4tcAdz3UTk6EVFWJzRtNpP1WatrM6du2ksLTNiRM+e0Fgiy1nERCBgvhyx8uIEOGqUCvrSDdSvA4gh+w+sQdRIGE68ium0dZwOS+I2cF8tFaeYOjn0uAgWi5KWpKhrC9475hahkHbenFhA0Tr+3gwMW7vQA1aJAoWjPeiliJtNH5GeG+LbDnASGYJoCUrbF/WBQiuTTo1xNcAEcBXWPlqQXIc20lpfieyvz29p+fxsK1RJgASlbG0Uf3Ehf7qvbZgT8hF7DkNVu38ugBCgGdYNFg9Hn9E1g2R9QCk09w2hwjwEbrjqQbLZdKH7aZmNX5i+HbJ7wrncgYMnLVFOqVtR3QSoMh5qwEEZRkCk7c3lVA/8pyH1N7EE/PIsS6Lws7sVPb2M3u6fibbue2nRO6QD8nEqdkEv6/a6eRevd61Bxa5VmGqJoY9Gy3DpSSyEgPZyuTI77hJZy2CVk5RUQwQ0DbNnTs6TBlMI7YXaAmbQRKmY/E9w0B2Q7YVgLa2xQRZM3E7yWRXwvtEr9e0+JzOyOUIsh1SEJqW4r2kQ7pT2jvzmtf11k1dr8vLy5eI1/lCGgwG1ul07Gd/9mdvZpPzuoPrZvxkDk/10A5hso0WzOZoKgB1EfCE+Cn5YrMa4AYIwxOI56/2WrbeTyUg3xpPJR5f6RKvk2giEBB3pRBpwB0ttcG0tqMz+wlYCVpsCJp5fQTHF/ZT2yJeJA7UfkkzLBUKMRFonWidAWpoUQHs0DYNMX3ELDI0GwxhrfANw7G8NpZax7ooF0cgZK0faGILtiIcTG04yW2pi0Yrsb2U6CEmH01WEDujYhacXNhokttgXMoYFdsJptCYmgNM8Rq0N1sBE5/k3KF5rC1q1VaVpe2lWDJgrxFajHMooArAlBdigNgWDBIiaMTsiLRpVT55fmxl5eJ4AAAMpOSYBPieLSTMlPpyQj+52JKuCoAKWH1oqaPpy3O7qcTtkzSznTHsTSSGCfZvb1SqBUhLbLEby6Bzd4R+qxAYa0mMrchH2Vy0eY+YqsqDq9RjopiQZBBYrck8WswAHqw4mDjcm8JIlWoTY8+ATQYDCam81mj5up+NsMGYVLbcBuw4cMv5Z5gBXRTAf5BVFsW5rkNMadlfzic6KkxnOW5vfGBJ1y7eWDyP9vLZwVSeUwAuLCawPeEaXe+3Ll6bMGzLM+YNLZslZud28CQrpN9b6sRixfDQ4v6BCdcmI1A3KZPcnt4aadqQaVo+LxwHpnbn7M685nUXAavv/d7vvQRY0VpZX1+3D/mQDxHomte9UzfrJ3NwqgdxMh5AMqgMGXV3vkdoRojaObKQSFDNdBoLAz5IT22PZGqJjklTaH4wm8Ly7A0nF7TAAERAGLRTDrJo8k8C2OF4LaDmmAxA1Vq/pbt5RtdpD8HUMKmVtokLCZSx2ItCG/jOAZzFHruASg7z0EEwXs4QlGk4jEiHk4mADjEnaJuKyhfjAcNCKwhg57djO7UaaeHmePBeMXNEGA3IoM1Duwi2CyE87T9QAQwE02ZBRPsrEACCpWGsn/ZfOMvu43F5nSkmh9dr+YFE1WmRa/udEJCGn5Jn4xT3cScK9wO5c9lCBz+mQKCENhYgBMCQjtCVlXqshNx+oOxJNFG0oHa7kQ2nMF24+PvmVU7MTqsVI06YMcCnQFUQ2GonscG0tBww0yWHES1YKJBFOw4AR15hDbCsmQbUiKPav0nAtt0xpa1XyM6hsnyMiFx2tYrMwURUVgaxZ16JJ5azCUEnxXXW78Esuev0yAzUMBUIgBlluLHDVhXK7zu7PbGlPq3W0D7k0VVpotiWbBUi16KjbYxWjTYnx/f07kR5nWkzKBAEAmMA1DzNpXujmPo8vtDW36Xvm0X/RJGLjGJggWvW7V+tG4nms9bc7MjnjHOdFQqbBtLrc3rl7vi85jWvOxFYffZnf/at35N53ZF1I34yhzVYzVSPX3guLLd2U3JMY612W2I5EEW7wN9QoEHu1aNMk3Tk3qF/YtHi92t1Ip0WrTnu4GECYBRgQQBfTFsxTcVi48TytawJYDt2xm7En/2mWPiPMJoe4NLtgpunWa4WIG0+Z2Tp9FxoYnB9f2S1Yy28hpLQnmAGH0amLuTvhEaIfWBqjpYOMTByZNfkXSgGjn2SGStRLtgazHyhLgwnEorXs+PDmo/2Ks8qnBxkPorYGwYGPbSMQ9Gp+SbxPUJu2qsUbIyPKL4VSsh+egrD5iJuEjRTGa3V0iawQTBeATE5riW61Ap1DGEQEdkziedhh+CXaglyUMhOlOu5Zwpy3s9qCblPLrXs6GJkZ/ZJTnRTd16N7QCByry+iwnyae8WzkE/Cp2NAxo1QLYCjJPIFto4xxc2FPjzlTdYcKxJCghhbZiko+0Fi1XrvC7HgQwzz+xOZIbLNQhLV0MYWq1rCrsDgDktz+aa4722QywM0GHNHN2VFFSZh80EETEdLDdwaC/s3ecG9uTWSJN4TIMC4J7fHttzOyN7zZGerCD6UWSns0rXTCso7KHV2BbRdw0wFS1sd5QLxDF5CQ3F/iO4J0OSz5RMRtqOlRqXLxZtNzc7vMdtELLndFa0o5WBOBO9L3Zce3Re85rXHQqs/vqv//q6N/p+7/d+N7s/87rD6nr8ZK6kwaI1QbEI4UUFQEE/hCZEkR2dRKaYWqc9kw4FYESrB8+l0+NU7RnpcohvqZyNACwZLARtpIMsGvtwdmtqD+Du7vsyHX12ZywWBsDGEsNUGWCKha6XhnIDf2JjZIx/DWbTWCxKTHXBxLYjN3WIQLrVYhKNsXcsF3y18hA10Z4jWgfPqjFBvyTyEZNCHqHaZ2Su4JpdWxYj/PZtjKloxZQj/kml05gZC2UmWwUWbV43xYIBDRVMlF9ZUQezWBXP1pcCO7nSFdvz+IXC2jWOVkS6hAIepQ8Dghs8WMFpyxBGM5TIsUBPFEWhJva2J5nhSw/zttwNZSA7wsCzpD3nqQVGuynNAdlmS61IMSwAotWFRLE/iP8JAgaQoTsDXK4ttMSmnJ9gMQE7hwu9y4iEsSM2Bq1ZlgMUaK9V8vVCuxWFuQVhJOd3AsJbpctPBDDDxsF08dw4KKUVA6jxXhCjBzGtz0AADvYH01WFYesaMtsfp/bkBZNZKu1FANoYq/YKGwsE/s6bDI8rWCUA2N88s2t7hHLnlTyxmP6DdeJaQifFZ+Lsbmr+EhmAgQxRaTcDnGoAewnzRyRNIj8vGDqAPGee1qd0UlyjHeK3PVlfYBh7uM3d3Oxwk4FXHMyrbB/wT8MolBY5ET53uXh9XvO6W+u6P3dvetObxASgp7paKRtubhB6z0z28RhaF9ge0NqgrcHi1cTf8HsMP88SOkvsCFErByJx0GBdGLjpLBzYYYoQif/tmX07sdiyN5xYVGzNmV0mtTIBohUfLY4LeobFGs2ADgsHbS+RJzPWrCk0KXgRIVo+v+9aiCw8TPixgHNHT2zL7oSFHTG9myaMZy0+TEWxMihglkpTSw5WAcCHWzpAzq+ZcnPj8o+u921zMLG9cWE7gCk0ORFxQZntpJW1q9AeXI1lfIoGhn1n8UaUXTPizzQeC6TnAIuCkGvCinMblZVtjnL5UOEu3g3McmJhsA7oxGK2OAYKvi59W+gldqRX2oQomcqzpTbBzIFtjwsLI3IV2T8HFAF/YVhbNzJbabc0Xcexw6oA4Bd5ZDU6awIAHAxS6pdWZ7k7FjNtF1OPAGbeAwBmWBcCWfhs8V45NvvTUJNvCPgBgpx/2lmwdM9sjSVyP9aLbdwJ7cK+a58iIkdkD4MDqOL5DBzQriXommuB5wNoYAF3JoW1sVdAczTgmM7aahUqMBfXA8DuRYFNU3cjEMe0Qkvb2hhqqvHUStuOryzYk+eGsonoxeioHGvH9T6ipaesQ4YUGGDwLY59eXD5fmQPLndsvddRBiDXJNYPTFgC9mBkaTuv+64FDQDH9R1tHdOCeH79zfN7ek+0OI8uJrrh4N/jjHbpiz+njWgdHRlsLhpAhXIzfBC5wQCup3tFvD6ved2zwOqpp556efdkXnfcZN/F54xzCYUZ948i31basT2w0hYj1YyoD/Ev8h27BaOktt7EeRo9vjHSHTyL7pndsQAEwObJDTRGntpgjcs4Qm7csmEfTi63JAhnAcM2AC0JwIW9ZeEgiqU1W0iIInn3xsD2x2i2nD4KAEgQL+vLI6td6bwwHEXrw3s6szuVyzoBxyyImhqMmK7CkJJQG7QxoUAVQJLjtMh0GdokATuAV2ajSeZy6yJf2W/ce8DJ9OPQVrote+rCWH5IITmC0gK518LqANfsyZRRf6JPfDm38wbZf4G4CGCCM7eJ7WPLHPd+27F4tKdkwUDYshfbUfL08JMqaBtGYlYAtSz6tP1YuGkhwpgAIgAOAxzNmeLT6wXSaY1STFNdWPSIE1OTxVer1QVRFwe5ZRHQxYnhWdD9JFTmHtl2DCsgpvd9zDJLO77UlS5rc5DZYscBW5g6vJ5WOU4dJuZKGyMos9LO57lliPAT50sFMEbX5tgtWpqwXU5UHyaR9EtMTiK4LzDIMlqj2CU4UX0pNmhm/xAG0iPRUsUaAd3bA0sde+bCxLoAWLIKPaYeAXaeDEU5DgCdtW4gcMpNhrteQ7FLErR3AlvCwqKsxOZxA/HMtsuJ5IaDY8Q5RHvHNkifpF282k+cgaiYYMLGnXbxSpYJnF9E7+wD2+SGgFYux4abIM49f87bgPOa1x0OrB566KGXd0/mdcdN9l20KijKWQZZS+0rxutZEFwQbWWbw9RpncJgJuZNxazQ2sC9Gg0NAnAc030PAEbrLtQk2PN7Yy1qZPehW2IR4rksNEf7iZ3FXDNlOszXVByiY1pM7BOtQ4CHIl4qtFDodxhtp2XlRMNMGrIoAlQAYEzbTQvXcsRriW0yrThlZD0K7Vi/rYUb8bgExIigcSmv0bWk9owxCRZKYD/OUtsasr3S2uQVamKwspYfWq/D4p3ZO8/va9HndzBeyhT0mfALbGswVeuR10b3A/uDdIwMODqctK9g7WDdmC4kKxHGDqYQ8NZvh7YWJvbQatsGk57AIuwb0Tk2C3WGudkal2ppwfOFGHJK0+OE75wDMhPxj2KB5zkcT176wpAxfoKN3SQdnTLGFrGSQKuEmzqu4eiSkgjwVVqae5ZVzA/SriusTUuN2J7Y5RXKAZ9g4ii0NK7ERHJtAOhgPsuINlxgJ5Z8+Uwt90L1iTkGXHtri7GFPgatBIjPmBwYvySwic4lIvdA2jYAvHIg48AWu4lyLCepY2z7Cb5WoXRY6Pl4zycWEju3j60FTu7olgIBGI4XYJvXY2hi1+dGw2nm0L1VdW4nFzFT7cmMFZNQ3pOc2wPfji20pdOCyOf88ZqyDyFfkJibwl07fH74GQMdCv6+imUCQPRIL1E7kWtBICsJdGPAueb385rXvG5PvaQW/Dve8Q579tlnLcuccLapT/zET3yp+zWv2zzZ1zyHL/hBwcRcePGLX+HNgSfgwOLCXTMAxP3ntgtwQXcC0KJ1hYjZxZ8QGeOLMYCFwIcKsHR0sSWmhiw0FiU8eXRnjkljnkuLxeuz0CnPLi+1EBMAzcJCWylDmJ2jk6Lf5nLbGIeHQXhuZyjRMHElWVrqLp9jkdCqmhaa+kPfw7YAcYzbZ1lpI/LwQtdqFAni+XZyKdJ2h/tM2wU2xXcKnQxGjiWenbTenKElmqyy4xgcACgLH2CFtiRMSlW5aTUYOZZQmC95I0XowXwLo1isDpolPqxgCYT75UxntNqN5X0kg8mVjkb6mZSj1TjB/yvLFE3DOdselHofZc20WilH8qKoZL2wvNSSVQAsCcqv40ttaaGwGgDcsWh3W761pgDSSJoqwAHmnW15VZV2br+ygrgd/KXqykKCqrvO6Z4QbcAnmqE8K8VCwgICugHntN1ozY7TzKIgFlsJ+L8wwvWda66Ub9Xrjy/Iy4zLDNNS3g+tyW7kW5pEApdcSLB5sJ6yngicFk/O5bCNoKSqtuUueYixbdFChe1pobtzwJ9rhmMTd911iLAe8M65wZxWgdFo4LBYaGHNAHPlfkZ+ZbdpWQOkyf+bgS2uXdldlLRccf6PrGhhHTEzmTUX88Nn5ORSfMV2Pa3eE8ttO7MztbUegIrr12kfjy+2XhTxNK95zesOB1ZPPvmkfcqnfIr9zd/8zSW6q8aCYa6xurPqZpLim+cAlhrwRLFAsCgzFk4bilPPos4IfvN7tZ6yQgv9xsABOtysaVfAXKDNQcj+yGpPiy2iZ1iP1U5LE3/yv/QcS/bIWs+2OziWO3Fy49YOyIIJAaQ4M1FGzU2LPQAKtml7GNtiN5Ib+ultwEYp9gF9DKCLdhq6LMJ20wrPo9qyrFauXu1V0tNwXNpebT5O8RFBwL7an4NJKQE6wEwNOrRQsQtERpw/upDJkRxAhM5mOKU9iYiZqUAYGnyjAht6lQUBwM6sBA/OIl0AaecHub3+REe6tHp3YgEO6zhMVIXE4zoSdWU7aNM8jCrxPHLaHbyviE0Ra2MmEKrXDdFAEdxbi61yTu6+hTWtWwBsYCeX2/rdaq9ta+bZhbHLtkP3hhcYP0cU/8wmAc3sq2tDEU0zydykIWJqWqhezfWA6D7UFGQvqWwnK2RDACuJaSci8O3Y2S7AGB5ZIgw6UZu2qjNrLfq2M0ltYy+3c/uZ9duJHVloy6Czj3YK5qcdy8NrrWjZJIfBBOU65oqvJd4jrUjZH9CWi7HFIMCZ2Bv8tjChLSSUX4gCXUd57QYlmEKE8YTNo617emcqFu3VR/sC+rTUde2Nc/vAh1fEwBKCDdu0s5JKn6gomzCwzf2pwGQ/dkCPGxiYQmvE/GkuXd3Rq0S3NC16RSrVtSYrW4kvlgpGbR75Mq953YXA6ku/9EvtkUcesd/93d/Vn3/2Z39mW1tb9pVf+ZX2H/7Df7j1ezmvl1Q3kxTfPIcvcRfh4p7Ln7IoqGm1OY0N4GvV97QwyEyyquwoX/Ct0J65UNqxpZbaKo+fH2uBQki92gltbTHRXbb8fdQicm0bhMrrC26RoAAk7GIDqpp9pzXDwvT8znSm26I9mGvfEBj7mGYqnsWsxWK10NYCzVQXbAlgB8CB8zY3B4iNM+XWOVNMNF1hQhAzgciI+DFqdBo1mI8QyCK38lBtPFgsr8KbidZMbWFZKPePCTR0Y2ibeCJ8EwsijEVLHleBAJ8xMci0PwJsdF6l0ySBEU70mfyKbGM4FQNI6wtABUuEGzyTjxyjN55aFgD63Xfs25nticDoMCfXMNP+AjRgQY4t4B0VqF2FgebZ4dSGRWFr3ZZ5vUjvU67sZBmWke0Uma4VdGCDLHeif7XbXMQMuqVh7tqclRg/XNdnuYgeE3nOmZwrZrWXSIMkKwsYRyslaj/ai5XFJ/+wzE3bIdDfGmMEikYJsJzZ4/W+QHFWwsrx3FhgUmHSQWAXxkT3VGLsQKqTwk3dcbEC+ACviMMrXoe8xNC5m/PatNFg0HgMQAnt30qnL/3X2V2uQ8+67cCOdFu6fokKElPlOy0bn4+Dha0IxwJm+Pz+RGCI/QUEIWrHN43CX43PlVqHmMj2nb/Vtdr6OLRzjXMjwTXxcgQvz2te83oFgNWf/Mmf2O/93u/Z2tqaJo347+/9vb9n3/md32lf8iVfYn/5l395M5ud18tUN5MUf/A5aKXQoNAGbDROzVQghUEn26S10rQj1vux4kxgZtA7HVvsWDsMtbiwwLJNPJUAbccBWLSBskLhv4AqFp5mv6627wCXcyxO6JskbHatLMAFWXu0SR5da1s7YSQ+tuEksXefH4pRY1FmO9of3NknmW3u52oz1UxPSpuFEaebVkOJLwGzWp6+GBLAxkqb95Xazl52cV04RdgAAQAASURBVDJspYt+y02FjbJZjAnC8JpmjzNIlXmq8AYtT8/FnVSl+YEzzAQcJgA4r7aNETFAUxmJhhitwpT5tPhcjAou4LCGm3sTMXlp6jy50JDRJgVO4wNFe4vzEnhEAjFxxpQgE2SNZxcMXm5RBFODM31he54vQTcTk1sZ3mKuZSXnd9qpAEo/sDHHDHNUmcLWei7gF+E9QIi3GvFavhPJ0wZd6MX2SDu2owsdtUO5tt6zMbCz246F4ZoD4LTFxLU0ffr89sT6SapJSYAKIHSt0xJg27VUETacVWwfaLfi2K5jZLWtdRN30xC543uUrMMYK49KIAhH9WnOQIDZejcyxisUio1Lfe3Z+5xcFCMK8qJ1OUxhgkO1IgE3f/H0jpi244otemFABMZ3WpbyrqJNSOHATw0nmOeSixnYA8vxVRmny7X12R7vhWuT389F6/Oa110IrOSO3O/r74CrM2fO2Gtf+1oJ3N/97nff6n2c121Kim9+x0ICkGKBph1CewRvKabOuHuWYHyAzWStFhWiahY8NDCAlyaCA50OAAv9Cm0iZ7Doz1pCOJc7UIKP1DSfXFyULrfv3PWzTab+iKUB3KFTiZrpr9C3Un5JDgQdJaeNwF7fV/7b+cFUmiceTwEaaBMxwg8FQbRNC6NI89Q2i/zCQr9loVepdYnvEjYACJ7HWS4ROgsjgJH2IxOQo0mq99pmxL6mTejZieWWGB6MHXEWh8mTeL7EGgJfKfRqvq0vxnJlZ3ru3CCV9gqwlUOllJU9vT2xowuJtFCI8sug1jb/5zvPi/Fzo/pYOGBKiv5Go4pi2tALoc/CMwtROmAUZgv/K03b1WbHFgFMJnE+2zjRb+lPACmAhQGGo4uYhwI8HItHYDTHOCV3jzaypvkCGYkS7YIejnPFdTItYDdrRd4Mx7lrE0e4twOyWgLye9PUntueuuzFhPYcLUclBNkYFm+xba89AhDCP6ywI522eWT80Q7e5VoIpHdqAAitPyKVuHZygN/UifofXO3YLu3bNLeNwUTXOawl7Wmeu9Pm+TiqTzVkAWCibQqQxTaBidTz+5VuMAFlnA8E64RbNzcEmJEC6ADbTfG5gJVNwlyMG+//aqAI0AR7y77xGTxY90rw8rzmdS/UTX0G3/jGN9pf/dVfqQ1IjM13f/d3WxzH9uM//uP26KOP3vq9nNdtSYo/+JwTdVuLJdNrzXNpo2nirxsrUBl2Ab0Hk3FoYGBLHOiZSH+01nfbQBODLotFBXBES+TMzkTAgMWF3wVxcMnU4uF9RwOzMUQ3FNhKP5YvEr8T0xUyzp4L5MGQICYH7AHYnt4eOVfu2JcWhslCWLQczyx0W4kz2WS7LOJFzeLLZBviY96Pb3mBIDqwx1bbAg1vP51rYTuyQKC0O26TzMW5ACxhbMBDjNrTlkSPxDbwNMJEMvQwUHUi9iAvrd8i6ofpLrRAsQ2wuSCIFmPTNtmITiuGPxjtL5guwGS3B3Rz7TUJ5WGLAEyRZ3sScdN6hKEh4gWB9swSwSpLDCYJHZVZnmIBkdkTFzyBhPVeaEcWWmr7LiSxWq1EthAzxGQox206zqQTYygAQTvxQ7y/bhIpNob2ISBcU5Ep7Uk8p9DG4X9V2oX9iRgyronVBcc+bQ+wbnCifdpzIwBTmttiQjRRYg+tdG2pl9j+KLOt0Vgi/Tho2zpDDGkl0HNysSMmietFnmyt0F51rK/JO9g5TFxLTFwD387v4TfmWtO0tWkPn1rtSBPIsQTkbgymMpmlDbs5nMpAlclA7EdodHKumUQ9sze2151YunhDINB0hXY8gPxqoOqgVQqgCp0WxwzGq7FKOdzWv1G/unnNa163GVh9/dd/vY1GI/39W77lW+wTPuET7C1veYutrq7aL/zCL9zC3ZvXnZAUf/g5fGlzd8+d+qWThp5tEJAym4SSOzjO20XptDws/knkvIu6blEgsJfpwgnmn20XEQITgGZLHlUHphab/TjYDml8szB0rEae7Wa5tRR9ElivTYsmEgNFOxLWhH1Be4TXEdEz+vdubfsTfJvQgpMxaFaHlbyhRuiGwsCOLST2uqOLdqSfygYALQ2eXs/vTWxSFrbcRijtxt5pKRYybHTxNUAXWk3SpM1CkFlbHzva04IKAwxQYJKvaTteGLI/sS31IztKBE83luA/8ku5pROPAnsEMyWtWYU9AhN2uJBjrukLcKVT5yMFWPD9yvoSzYeWec5RHVbRZzCA9mMcaeowLzO9xpFepKGAZ7emciN/5EhPLdN2FNtgTHvMaeNgl87tj8VqsvDzGC4JABc5gQj7n9saXTR6XWiFNpkUtps6/RhCeMDP45tD2xil9nBeavCBaB6mBWm5oomincgxBhQt5g6QbQzGdmF/ahuDzIrSs0Uc4XuxQMbJpbZ12pGd3h5pWrKX1LY3MnvuwkjXG/YXVcR2Cju7g6Gpc0Ynqy8sMKjlenPDG0NasB7RTHh48R5iO709tu06t1cf7el6hjFNPBjd2LZGmdg/WDPF1MzagjfSjr+cpoprXTcrjTar17pkO+j2uOG5Eb+6e7nmAHNedw2w+tiP/diLf3/sscfsXe96l21vbyuA+WA487zureLOeWs4te0J5o1uEm8FsSxia8WJOMsAAJSGsupKhqDP7YxtYy+1jf2p3NY9r6sWUjcOnaUDeiLfmSjyJwVjAGtEi+hwe+PglCO5czwWIbbsHhQR6PRaxV5tbzye2HI/mhl3ogtrCYSwSAFCnt8i889ZLEiHw381WrLIfDyYgtJOLMX2YY+t2anlHnnA9tTGwP7imV2NujPVlqVMIeKzlBqzemojCWi6kGbASlx4tjctLUwzy+rKTi607CSmmYz11xO19GAXaA8yPXd+MJaBZlkUaqnxPybQdmmxeZiBlnITB6SgI+Jt4x8GAFnxWsac2m6O3gYgl8tJHb1Wt+9aryy428NKmYF+UJpXVTaetfT8urRBinbLOXmLiRymssSg3QVrE8+E0ntjZ7KKFQLQkjgWXgdDUCbh1JjF7Zzw6tA0UblX5S6uh4EIjFNhvHQeSzF5STiVaesJdHmxZ7vDQuJuWqBiSQewgbldGGMfgZ+Yc/XvYvIa+TYd425ei1UCQAGimbLjOAH2nt91gwQccyYg+co6v8fUpQty5j1HXXIFTV5dgGJy/DCvhe1jOAPzT6YYCWtmyIFrEnADk3hiMdZ5VF7lASbpZtrxl9NUcbNyUZsVOm1Ws52b8au7F+tmDJHnNa/bCqx+9md/VnYL3W734s9WVlZu2U7N6878oiLvj3gWxaN4RJpMxf6sL7Zk6imvH7UfnA7mzM7Yntwc6csdHyq+7DUdp8cRhMyix0LKggEYohXodDssUs7k88VTiwenHPny3B5kGllHH3XaI6aG7ZeybsByANCx0nVmn4iml2DGuLMfM7FXyhi026IFlNtqENuAqUHsBULPXrXes4dWOpr8AywlPll9tTLgcFpHq5WXnlpqgIUaUMYxQFcTE10S2zKRQAP3Jd9th3aqE9lit6WWKSP+aJ1Y0rFKgNHptHyLx4jZXc4dIHV7MFQbCydwNFsAjrVeR22svTQXExh4sY2mhRiqJmsOkGcBmXNuspFW3JA8wsDTxB7atrzwbDfF3oI5P8w4C4vDyp7fnYilgU1Bo0XLlHgf2mqnltuWWmnDota551jhUcV0HKJ1aX7oi+KEXleyMViNYoGn7UlqOQwa+YPMCRJBAyif5QDSfnz8/FA2E2i2aM9yPcCSKUvRr8yrAhuMU9seppqKtCqwp3ZGEq3L6gGNHTE3Kdo3/6KlAX/nuqVl/JpjC/JpOzeYiq0DvK703J+cOxhZDD8R1ANGaRITBj2a4t/G9ZuIPePmgdY3gB4QjfdXUWbK8SMq6dhC6yIj1bS0AasU1/7VFvrLWaXASgE0Ebwf1GbdjF/dvVpzgDmvuw5YffmXf7l94Rd+oYxAP+uzPksMFnd787p3iyiYp7bG+sJmigq2igUQXQmTb4iUN6a5AFirHcp08zTeSz4LuDOyhN2CXdobFXa071gpHr8L65CWWsgAViwUAAyAE0Ljw4tBM7GIdov2CxNouwNG42tbbkVa7AA7JxYTLfrn0QNthfboelcLLsAIFgJgtK6JRMe+ndut1QZqJ2igXNwKLA2LH+wUcTkAGGJXWNwAiziPw9IglKdFCHMlcXebyB1YnNqy2pNu7AgeUN1E7BnTlRktqP2xWBoikMPc+SfBggBOaI0qKgaLg2lu53amdnwZ6wrAZzMtmVmH6UF5MbkcuzAiULiylQ5h1dgJ+LJRyKtCbVbsF4ppJfPRvtcMFziQC2iWWWYbobUzaCWuBZsDvLu6EYu8r32sxy4HD/CLNYPAEeCjqu3MzlAif5gqWqpk8i0ttXU+yGucVlh+AuoAc27IgBZXEJsFVSlAA0gsZiCWY7ENQPfZJyKTnPN7if8X9JCigGCMCluJYudkHgCOcusuRGoDr5NTOIv3AShzzXI8unEo807+zkAGJrPjGbBnEIBzsJTU8vACjJ7ZS+1ov2XHliJlLcLEgn6PLbV1zaLdos2MUeta37+EkeJ651w2TApAEiYSoHc5U88rWaXQZuQ9Agybz8fN+NXdizUHmPO63XVTn7OzZ8/ab/3Wb9l//s//2f7pP/2n1ul07J/8k39i/+Jf/Av7u3/37976vZzXbf+iIvaDL3hAFQWTgNdOiuN57VpoCHyZ4GLxx38JdgLhN+0qBL8UgInxddgf7tMRBKMXYWQc7yu0KbSdAEFoZXhN9FyAm4MAi8WKu/4nNgZaAAE5ACUmxKDTFqTlYToPzVRl793Yt63x1I70Wno8vkWPrXfEsmFiSvTLWj8S6GLR7sQdtYnQPA00pcgkYGHPb48leId1AxjSzpJdA+N2hkDcOafTIhxmRNRkVg0wCw3slCJPmHbLdZxgq4jP6cZmO1OCgZ3TPeJ0thXircWin0TS6FzYHzuA2o7s+Wlhf3t2qNYTFhUs2G5XaLuRWedZNwxtRLCxT84h9gDo1JwpJ1YXis2JAwEgFmS3zvN3s35EFiG2Gia2RlOYhmYuUfuSYwS45P3wPB33tLblnm+7Q+KAKunesCKQpoqcwGHmDEa7RMsUNqJdVgIGCl0LgE10ZmT0VUFpRe6MRGG8AF1cg+wLf+fnOOM74IqtggOHnBNAzXocyTQUMX0cMoEa6xpkIpGsS/IpAW7sBzoopvYAZ4DJqgaQTfX3x9Z7mj5EfP/89lRtSK5hrEUAXK892pcO7OnNkXVakewUHjvSE/DicAKKAZwMFxxkUgCjCPJhTZ/KRoqneXC1+6JW1WGrFIAWYJbPCGAToXzT4roZv7p7seYAc153JbDC9wbBOv+Nx2P71V/9Vfv5n/95+4iP+Ah74IEH7Iknnrj1ezqv2/pFxSLRZAGyoAJYWFjkmN6NJRSG7UATtYQWJQq1GNClcR5AbMFTa6rlu8BZybrlY9UWoCl8304kgT1gtFVM2izAB89cbkf2wEpHOheew3+MysOY0SIjygSAwIIL2MsRv5N7l9Iac68LiIEbYVKPFtKzeFellfRBLKwEO2MTwYsfWUy0vZ1hpvcFQ6TprpjFMbdyVAsgkWEHEIHlIMLGWT14an2BOAAj/D/7BTjjMMhDa9au6iHkwZUct3BlvlXm1QjQESrHWvjRhkkQHgba93ed3dc28BTFcBMdEYzPUivQpOOoqK3YGQhUIMb3PaYMS0vLUovwbl1Z5eVqk4Uzfy4U/pyPJIxsseVZhzDhAl8qWrU4xYey2FjtxbYzSGUlwIKNbon1GlDrjldq+1mpc9IlcJrWJQxT6EBFOCSaiHDqxKKgtq2a0GGuKY6xy3eknUprD+1VUGPMyjkOLKtg4HB0z21vPFEbkmPMH4xjloHZmf2pTYtKovkgiMUOcu2dQ0Plu/PM+4CROrNPAkCqY7DSjew1R3rmzyYdAUa9diBROqL5dQHuwM7tTcUIwZpB0stOA5sNzDoXWvbwaldsGJ8ZLtyDGsGDTIoLjc70d94T5wrLkMtpoQ5qszCIxZ8MPy6YPM7PQQ3VzQrk76WaA8x53e56ycwwbBWtwJ2dHXvmmWfsne98563Zs3ndUV9U3KWzeMJCMfFH0dKg8AbqJC6/r7kzTtqxPbLasfecHwhC0eob4l+UlXZqtS3GCjaLxX2tH6sdBOOCNosps3efG1zUKFG0abJyaI8dcRYQen2m6KpZUHLkawKQtgysB/vEi/B6COtXO4liRGCdTu9P7MzeVOLwR1bb0irRMopCk8gZrRZTa8/tTbUwMkk3lXt3aSeXu067lBdWxKGd3x1rpwFFCKJxTidHD6uEE0sdaZrQEwGKaCMidF7pO8YoxQ4cZ/MkkcanLEz6ozTzFIezupDIlJLjCbvhwpw9G6I4B8DFACs3ADDyYN3MdtNCwcOwRQxETrLasrS2qOWm2WCh8JNqBaHYHrRoTL+VVaD3f3ypI+H40U4i3RXvH1YPgCfCAyfzqjIvc5OUBEXDWMEC0iIlBgZMwTFCM4Yz+YXRVOCb841on+djnRAnsa0FobUmubbF5ZTotGEAgdkrgAs2zOzEEt5psdqRm/sYeBLDQxQQR6Ay5UOjF+MYcZ3ltW3uweYk5gcuFeDZrZE9eqSnawoLjsVWIv0Ux89Nnbq2aRIlGrLgZ4AUXdcwR63IVmlptvFqcxOrMKWANEDTczsTAWxyCmXXoeOAK/+lTIrMaKc427uYG8CRMioD/7JaqMb2pBkkwJGe16Ca7mHzvJsRyN9rdTOGyPOa1x0BrBqm6ud+7ucUbXPq1Cn7Z//sn9kv//Iv39IdnNed80WFOWEPfYfME2mRFfboWlctFr60Dn9xnVp2ww2ndyYyhMSGgUms4wsdZfV1cSafxdlIbOszSVVJXExbB4E3rSQK8EQLCGuGxhyR12fBgRGj9YFwephiQun0QkShsIihdelh6jjO7DSTdmUlAEV0ysYws0dWQ8WI0F45spDYxnBiz++k0j458EHkSS7mh98BjmizPbgCu5FaOwAg5jaywCJv1oqBQ8Kx3C+lJzraac+0LqVFmkrEEZ32nNnmKFcQMowI4nDNVgI+ENDrfXtq+TQtJdRJgJy9MecCoXigaBw0R/UEd3XPjodtteC6YWnD0Dc6uItJy9qt0E4UpZ0bIoh3cTMce59IIUTmoFHsBfJKrVTPw/gSh/NcLB/sG8dllOIdlduxPn5kiT2zzRRjai0erNawJ6d9TE0Bt4C69W5iD673Fb+z002tHEHWBQbvKN9To83GdGdtQyZP0euFZjvDyp6ufXt0HX+r2AbTTNccQv60hLnzLfJqqz0mEB2zxDUKC3RsETAJ8MfbDPbPXRuPrPYlaAewnt0d2+MbA/vTJyfaPgzqWjcWE4UhKDYRilCKQnvj8QV7dscB807kQOrWMLeHVztqj+MKv9YvpWkDEGUBgd9YWwQXmRTA0cH8zSYmCnd+GEk+EwTaHAYAsH9sEx3iFTVUSkC4Mb+6e7HmAHNet7Nu6hP3mZ/5mXbkyBGJ2DEE/f3f/317/PHH7Vu/9Vvtda973XVv50d+5Efs/d7v/WxhYUH/fdiHfZj95m/+5sXfT6dT+6Iv+iL5Y/V6Pfu0T/s0O3/+/CXbePbZZ+3jP/7jxZyxT1/1VV9lRcH96wvF/r35zW+2JElkD/FTP/VTL9qXH/qhH7KHH37YWq2WTE/JPzxY17Mvd3M13lT8x98v90VFq8M5oUf22HrfPuzRFRkwMipP26O5M+b5mnryzB5Z7yuY9v973TH7mPc5JtsCHMMp4mIwDnWGjM6lnYXKRbHAHrywgCh7btZKZMFQq0UtQnRYeDM5t/XHji3Yg6ttO4F/FoamFthqK1bsCfot9DbsIyPrvB+0ThuM0ncTPWcocfLUdqf4FiGGruz8YKLj4to3qYT5u4irs8KWW4mtLbbswfWu2J4HV9pyecfhHXBAm4lAYYFBn0kymI9AeYCYkvK6tAN3xq7Ng9XBcq8lh3QMMhVzA1sogXVsBPakOewe1gw4cXNs3CeZ446pqaYqsQngWOnYMQ0X2HIvkZan13ai/oU2Jp6hWBWE3Wjknt1NBTKe2Ny3Z7cG9szWyJ7ZmszarKU9cX6sY8B7A4MxPPDc7njWDgxl3zAAdO1N9Fw0aQjRda46ob3xgUWZaT601rOHCeFG9C5nclgYB5bQi3F6Zb1RuabxhdHY3nNuX9fL33l41f7eq9fsofWO2MZeTCsOsI2pamTtxJdBrFz/PTy1cJd3US8weIj/aaNxnDhGg2kpWwyYUxiss/sT+/+9e8P+8PFNDWAAaBGxA8YRwfN6MKPPbI+UOPDwWtseO9bXOQJAySCWmwzyLvstsUdN1AyfHUAaLBWfEf2ngOdAxq4X9lM7swuwH8tagmNxuRbXwbqchorXOqxLvJ+qYfnQSeKJxp/8e261MK87lrFiAvAXf/EXX/I0IHqs7/qu77JXv/rV0pH89E//tH3SJ32Ssgbf8IY3CLj9xm/8hv3SL/2SLS4u2r/9t//WPvVTP9X+6I/+SM9nrBxQdezYMfvjP/5jier/1b/6V8o5+47v+A495qmnntJjmGJs2LXP+7zPs+PHj1/048LU9Cu+4ivsR3/0RwWqvu/7vk+/I54HsEZda1/u1uKLmy/w53cmEnRfTs90Nef2gwZ8LGJX8o5pIcouKlk2vOf8UK/F45kWwxV9NHVRJBntp5mmiEk9HLh5HHf1tAsBGc0CwvY7LViFyJ7fGYkhKovKVjsu4Jd4ESbF+AO2hddstQJLs8L6CLyZUBtnEqO/88y2DScE95Y2ynMbjnLbKF3GHj4KsE7kwsFieK3M/DKUXUJC/6kKbbEVawpNPlBYIAAmCJXWVJ8nvRgAB7E2iy7vL/TJGJzKYHSxg68WInMXQt2NHaN2pBubN3P9BhxNJ26SDB0SLSbfg71yrvIFLSlNCNYSZqNb4vwgXkfPxWsjjlcbDHBJtt6IcBff9qdTSyvAkWer3bYm/5iEhBHqtQBdTPDh6UTbD6PX0Dqt2k5vTS3bJRQ6tOGUdh46KTyqCsuHsEhEFYW23FmwFIC0n+qx6NbEsITeLC/RxLDBvmCECvGFfgwIsdIlaqe0/bSSfQd6KCJuJmlpe7JfQJ9Vix1Du4UTPwMJtHRdHiWg0LGrPBfmifNcRkzw8bhK72cCGOOGYCaih1UEdAFawDewQrR2H17rudDplCnLTJOeTIfSjj4et8V68Xg0coDDgxN5DZPC9YmjO4AKYT1sLNcCjC6fscv5T81bXK+MIfK85vVSy6tBNC9Tve/7vq/9j//xP9QmvN7CD+t7vud77NM//dNtfX1donj+TmFE+vrXv14h0B/6oR8qdgsBPVmFR4/iT20CR1/zNV9jm5ubitnh7wCit7/97Zcwbru7u5pspABTH/RBH2Q/+IM/qH/ThmKfv/iLv9i+9mu/1vb29q65L9dT+/v7AmVsD4buTihA1eMbQzeNxWQUbd6ZfcJjR/o3ZCrIthpzwsO6Brbz1ObA/uLZXS32LB6AENowxMs8tNqd6ZSctQCTg6xxtGUQD49nC90jaz2BrSZSh9cbTnMFK7Nd/q7QaCbumLoaTl222zTXQsbEGIwS1Wu5thKaK1y4WQT5MEwy1/ZCe1R7iKNdNA0id44LLTIex35jOAn2xE+IRZK2UcNCxJhWxqGsCp6+MBQoRAGUpZl0Wb5H9p7TlnVidFVM9xFyHWmyEgPIssL807fNcWpV4YKEOUv4UNE2ZOwezY9rxeaW1aHaihhlrnWcKab0XsttCbkXOy3b2J8I6GHRwGTdXlbJvZz3tNjBhiC2PM/t/CCbWWn41u0kspGoYIM99hXLB6wGYHSc2J7pSdq9tO+Qj6HLJ0h5rd+1D3lkTXmE+D0BPJ7bHtm7zw4EYsdYN5CjF2Jh4dkTG8QOOTk914NzlnctvFfj0wETidYsKzRAwLWBXm69G9uxxZbAEo9lsvTILEYJc1YwzdF+WzopgBFAlet+Qm5hhu4LTzNfrCXjFSeXW5pi5FpGH4YxKpYK6JsA5LBWsIy0hgkdh+lE28e0HsW+AGY5sDAmB9kjjFIBZYAz9hXA2e+El8TUKCD80HMb40tYMIA9oA+j0rnx5bzm9fLWjazfLyuYf/rpp/UFfT0F+wQbRFQOLcE///M/13M/6qM+6uJjaDM++OCDF8EMfwLeGlBFwTT9m3/zb+xv//Zv7QM+4AP0mIPbaB7zZV/2Zfp7lmV6ra/7uq+7+HuEsTyH51LXsy+XqzRN9d/BE3MnFUAE7ygJtNuYUwaX1TNdTzvhWt4xMCXocFgyaMOgueEuHmAymZaKY3lguSOBN75J7AsABdYKpgqRNAshCymMDywVnkN6HQ8zTN/O7mZ6H9SDnVgLX15F0kM9dnRBYOLcLsHLAD9Pxo68rtijWa4e9gotvLRiQEzlwExeio1qJeT9xdKH8Zq0c9gPQAT7BnBZXwjErsAw0T4ks25a0WoKrfYq64i5YwrQLeKdyDmjXxg43c3RhbbYJVptGH+iw6J1+vBKVwvxZIo9ABqt2Pyea6cCMgKmIvPa8iyzqVpFjOUjd6q1X7T80IrJgd7w7co0KQcQAjwCelw7KbDd/bENcywMCkvpJZJrCPNlnnRfAS7jBf5XfLYr84LA+Zfh9A3ImZqYLcARuYLtMLentwdiejimOLxv7I3t7N5YoAh2B1CHqPyhhbbt9WizOhYMUEc7FiDDecLvaYIBqlzbAzu1HNs21gghx9M59cP0naIlu9B2erua6xvAXui52DYcX3RO/bCVgEdsLRD8u2sss2kBkxVLr8UNAi3ZIeB6dhsKuKZoMQLMAcMnF1sa0kCPRpA0oArghnD/cLGvsp6YBStTfNYOtqou5z91M5mf85rXvF7Zuu0s6d/8zd8ISKFhQruEIP593ud97G1ve5sYp6UlF2TaFCDq3Llz+jt/HgRVze+b313tMYCcyWSiaUZA3eUeAyvVbONa+3K5+s7v/E775m/+ZrtTiy9mWhJ8laM3aUraE7Q8Mz1TeAu8YzCdhEECYDWxNSxS0gNZKfaFlhnFYkab6cFuxwnmEbkXpZuqmzFhMFWwGIiYZSga+Rb5exK7M2EGDGCMf63btqwqtXA+ut5TKwiB8YVxIbYKDyLG7xE6AybxX0LEzbQc9gzoa5g8lMbLc0wcgK7X8m0k3yaibwAlnhZyNEPPbg/VVmSScXtIqw0A6dlgUpkfefJLojUFKYa1AuAHcEZbC6BWV6VNyMmLMWP17cHVnstd7CUCQzvTXKP+uJ8D4MgNHIwAKOjaaoNU2iHCJswE3BDg76WlLXJes1zDBIAZgM+O7CycIL2wwqZMRKaACmeHIa2ThzM6jTmConE9B9iZjnnl875y55CPh5enQUcDSvAaQC8Clzn3DAccX2jbxt5UDv4MHQBy2T5gdDzJ7L2Fa3HyvmHrNvcyifKZOGz0TwjUZRPBNGCFmJ8pyFA/R1S20Ark9QWjSWtybaElgX8UVDpHvC+2+eiRviWBiUXluTj1Y5+AyzzbZ7AA9pJrF80WLCbnGWH7QjcW8HtorWML3VDh1OxSO3b7z9/3Rq61fvBm4HI+VQjVG0Pc6/Wfmre45jWvO7duO7B67WtfKxAFvcZE4Vvf+lb7gz/4A7sXChYM7VZTgLkbaYu+3MUXNswNX/6AlOZL/XJ6puvZ1tXMCWk70aLDFR2mhxgSNi1frFlbzXlduZ/xHAALQIn7eUAVTBi/o2A61D5BCK5WTaDJPiYFeTxsSzvEJsKszn0xHLSrHllfEAg4P0jVKlvs4tQOqJraGE8ksv9gnFisCeOlHYV3pO9ZmdeyWdgaT2x/7AuEZDnbiNWmJHsQgCbLh4wRfPYzs9bMVBXsyiILqCpq9D8ALLMoRofka0HGNwvLgm4cWrjYloaKaBSc29GQ4a9EYCFaKKwf9tGzlRij0k6rbWc4VkwPpNUkQxdl9o6ze7bWSwXENkepvLpoj7HYY84JtKal6CQ9zs9K/xFN5DnxOx5YHBssISAK8WpKAGp4YvFadWVRgbbKGX1qyBOAFToGlPcF4wYjCHCZZqZ8wgimKApkT8DgAoCMtiqAF5+pp4cDMU1oqrA1eGpzKABEG9WJ+h3DudwhqiazYQZrGauNKUAcePZg1HHgLQhsd5jpOoNx0wQr2kCQYA1AdI73TEKSKQCIQ/eH3QRtY67hJzaH9o4zlewYjiwQKxPYo2s956Y/Y5CoC2RqVtmLbgaow+31O0k7NQ8tnte87gFgBRPEpB71d/7O37H/+3//r33/93+/fcZnfIbadGihDjJFTOIhVqf48/D0XjOpd/Axh6f3+Dc90na7LfE9/13uMQe3ca19uVwxhch/d2rxhY3wltYIrEOZ1JdorFjMr/dL/VqLA5lpZO4xRcadf6OxAoy0W77aXQiDS1zZy1oxMbRfGHdHmM3iTDuIRZY/2QYWB3glyYuxqu3kUktMAnYKZ/ecB9P2TirxNMBgrRu56azQl/s2eiWeX5aZwAPgQgJsImlkAhlYWnoWeaE0MTwPe4PBhdRqn4k6N3l1JIAR8cXEANqAqrBPHFMMSCfFVIwcoBIfLTxIAR0wRhBYTAhymGlBo+/h/QAaYI5GeW0bwz1bJdw4DAXgghDjyra0PCcX2/bXZ/bs+T1n0nk6c4aZ1ezDzWvAPmFhgSYHO4SpbLBgqZwlgfZhti/jWVuOisUoEr0Dm4iQ37Oljm9dmJckkp5sMqmEwpT26LuIFQ+bCiJlaC/GkewUsJkQsEYrx9ADABZwiccW/UaPiKPcysq3Hd57Qch0JAE4052yKWDqUaarpY1AcC28rVy7M5Ova21+AMiKZGAaFLUMYp/ZGtvRvhtUoD0LoBQTWRBrFAiYPbDUtr0kt3ec3VXkTeCxr7naeJ4BnPGPinU+8spN7tH6XEdI5l0qkuYagylrbgauJ7PvdtsDzEOL5zWvW1d3XHMeZgFdEiCL6T6m+JpiSg97BVqHFH/SStzY2Lj4mN/5nd8RaKKd2Dzm4DaaxzTbANjxWgcfwz7w7+Yx17Mvd2vxxc201HI3VjtmQtZaJ1bb7Ea/1Hk8iwErM4vDQQuGxtfqTQ8sCoDBtMCyvP7Ygn3Yq9bkbcUkGogAEX0/jvRcNDUsqoikcb1GjI12ZWec2nNbYwEV9C4wYE9dGMsVHAYGK4FuHAokPnF+aE9vDO3d54b27AXMk8xOrXUUbyN+gfZZxYLJM10MCyaMJT5UQS1xOGJtWoEpLJNampXz9soKuzCYCjC+4/y+Pb45sK2xs2YYwX6QYzgCUJUCZU2LjdQagZnE/VsAjIgWaWawoKhdZiDGoFlhT18Y2VMXhvbk1kTvuZO4iTXn5u6yEk/vjNSq40PdgCUvcAwTLwKwGKIXgj3ZZxqysDwzG2aOaaKVx/KfMKFH3E2E2anZeOqMN2EHsWygTYdmjLYvjCDgC9yg6T+ZZxIkHYiZWW7FFsXOLgKwzOBBWrljyBQk72WcY9ZKIDYTpYWd3pvae8+PbC9N9VqwdJ3IGYTWOOqHrv3KeWQiELsDfLzQmnVjT/E55Ad22lg4BJoYPTeYqB2IRQbDEezz2f2pRPQbexP7g/eetz958oLsFdgvJvUeWOxaJww1CYrJKDcgnCsMXcPIFwDmGpNY/oAFQtMWB2wfLN1swPpdZl7odtsDNFE7HEOuf/7k3/x8XvOa113EWNEq+7iP+ziJwAeDgabu8Jz67d/+banvP/dzP1etNCYFAUtM6QFkGrH4x3zMxwhA/ct/+S/tu7/7u6V3+vqv/3r5TTVMETYLTPt99Vd/tf3rf/2v7fd+7/dkFcGkYFO8Bi3ID/zAD7QP/uAPlt0CIvrP+ZzP0e+vZ1/u1uKLe7Xf0t24vKdm0TU3035gW9yNw0xcbjswPq86uiAvIFgD1gzu6hvbhgfqjpgn2m6NKJc7aX4HKKKtg7h4czhxAc/m25nd1PbGTMFhV1Da0xdq+5BHV8VGEa4MSN7Wggjr4QTqtJRgvAAsaIwq2A7PbLmf2EMRXkS+wNTZQWqDcSZGE1PPaY4oiraYWTlBd5VZKyFOJ7W4qOzMzsjyvLKVfkvbAIih1YJ9YtltASbQW3lO2zab7JcWqR2gLcMoEwbEmZJyPjA9nUhI7Vs7wb4CPVnogpknqb3j9I68ohDmK38vd7omjjogyS9N3lKs+zi1O8bKxfA0r8+DXfSQA3nqjAUu15htoBcCFHDsFaqdc1wxYgXZuCzBY0xvMgE5zi0d1VaVzgqhnRAmDUB2sTgKOVb4dqHWG+BTKYvsD+AuwszV5QGe2ZlYEBJgnei8cS0ACrmOaMEROQPLie0CpxCGEl0c7NpqJ5TVxXDCccrtdE0WpHs/GhAIzA07tAKBCBzdOd60WxUDZLXYTyY68TQrPUB6LT2eBqkrsye3RnKI55qH4WUCESbMgaz6pjL7bod2ah5aPK953dp6yZ9hROeYal6ufuzHfuxFovCDBdOE7xT+U4AXzEIBVR/90R+t33/v936v2iOYccJiMc33wz/8wxefz4L367/+65oCBOR0u10BpG/5lm+5+JhHHnlEIAofKlqMeGf9xE/8xEUPK4q2I/YM3/iN3yhw9qY3vUlWDAf3/Vr7creXi/Twb3kroRs7v6eDQKsVh/rvRa9/me2yTVpOjJR7Ne7ihdinc4NUCy42CkeWEosEwErbHqT24DraJMwgK2snkT3aSzRlx27kdWmbOxN755iWH07cOIR7tos4uuOiShi9Z/ujSS7dDzYItBIZ2ZdwGqCUl7Y5yswfZmJjTi4DpEygoxyObanVUltsjJeSIlECjerDbsFEiVWaReAAaPj3FHG7V2nsPlaUC69VyZ+J/8i/64QzALk1tAuDiT23O7WQlh1+Xby/5nzM/oMh4xYDECugpXyVSoyWm+lzXwJgBcAJj+Ey4E8XBY2eivDljmPJstLaCK2rwsZFJZDEeTi62NEEJ4xiO6gt9QCJng2ntNymViIi7yV2fn8sDRqTfpyvInMThC5J0izOnXCf60dOBfhNxbw3x/zhq4U2bakT6vNPUPPmyLNjC4mNskisqyZDPU8ifVrHXGsAQ4VbIxYPQkOJx/tCl0ZfttcOrUtmo+wpIitqz87uTeSLtj3JbXEa22ovctE9GRYJpZgzBUG3Y9vCmiJzkUNc//iIZWWu9wwIvFnN1CuheZqHFs9rXneAjxUswLd/+7fLMwqd0Xve8x45sH/DN3yD3Mthd+Z1d/hY3ao67GEF44Cuhz9dsh2u47E9cAMtDhYVHKj54qcNw8KIieL/eWLbnt8by6W733Fu3bQW0e8w3k9rkABmwp5Z1LBHoJVDPt4z2wNptpiC47Fb+6nCftFy0QJFXI6RKVNgGFJuT1Nba8dWVaVtDBylA/vF+0LmnedEk5h8ogApTAHCYsCWwNDwOITSbB9dFFN9gCu2wzovx/RCCTb6O2RfN3GxJWiLpLdCtwWgYyKxhbFnJED2zMZICIgBBN7HYFrb9DKfZm570M/THl1oxTZM8WxKbZSa0egBZAFiygZY8TPahxBSM63UqeWOAB9eXrTSYKZgdQBFiW8CM1gXwMThRwXn02355te1dEkCegDZitajm5KUiDx1r0spBDp2mYawd1wjgVfbaq8lkEacEOcmjkKBnNgPtY1WEsgHzatrtfegAAHBMHNMB3YSz7FzOjYvRMfA0snoNAkFhjgHnCt8qrg2wtnvOcd4XdEup1WMhUIckz/ZEgh9/1NLuoGgBfzQakfnDvaL84ydCNuAqaLVjaaPz8e1QNIrqXlqPmeAwkYTdiUfrXnN636t/Zfbx+rbvu3b5JJO++3zP//zL/78jW98o9poc2B1f9XlWgm0ZQBBiJYfXO26ybBxpp8/NtOTXP+ddGhFq7YnNiZiIZb7kWVFbGf3U8v2p3JFH0+wIPBsMQklLGYh67bc/hBlc3wpsTSsbTBmKpFpuVqgbBQ7F/StIXqbsVhJFhOYnYW2b4HFikHZl6i9MtmyMfEmlqVWWxD/I2mG8kqu7uiAWJgBK40UnLVQTIeV1mmFAmpDrC5qPLDcowAwtDvFzkzyWeixWUmOXADoivU626PCsBzDsXwxIY8wtN0g16RhU2qvNX/3zHqxJ4YH5gTbBJ7LW+1gERC5Nhz2Dw3jRQuRbcCCge62p445BBzsTjBlLW2pHcplnf3ZBFACAiNe17e0yC0bonlCum5W4GY/da/TDBsosWgG6i5+GeF6TqsydHYOk6KypXZpx1e7en/oyriWAKP9HiapDnTAogHfuE+EVQPkAVLrdqjH0mKlpcn1SAsYcBITmxTh95XbcjsUwGbntoYTadVo8QGSHphNU7bwMosxn82srkIBM65jhOpMf9L+xSqE/eOaxQyVzwYaMYAZxw9H/usBSY3miesXLdvVpgpfat1JU4nzmte9UDcFrH7mZ37GfvzHf9w+8iM/Uhqmpt7//d//ovfTvO6fOtxKYDEBRMFOKPNvxmJdzXiUxQ5AQfusaRMetHBg2zyf7fi5Z8cXYQZ8e3p7YtOUhZKwXRfqTFwKj0XDw+IAWAGoYFGwMyrEgiy2Edmzz5HtTVIxTQiik5gWVi02qSpc5A5iatpyFyMo1VI05fKhtyc0GN0WrSqet9ByodCVQIxpCo6JPgTs2B9If1V5MqF0rTe3uDLtRyswn70WmiiACO7sfmy2EHrWpa1EkHBeWa9FyyyU9olNXARSsw92B5sIzERD306tdHU8sKNAkzSGqqpxfAfARGqp9cLaSgTsrjumHELAHQCoLmrbLrAzcGgPwIE+iu1kGMlrMs5ppTD3VNctQKTuGBfMRcOwtgp7iRmgogUKGIMcK2f/jYoX3kPsVwKbaNVwfV/vdWyx7QKL3SRgZTsTYnTcUAC6LfaX/del5blpSI6vzG9pd9Zm6z2Co3E4d2xgv+WpzUxA9WBS27m9StfBa470xUQieEdDxrUFawUAwzKC98Q0K0J+dG4AsAN2cBcBCs9X/uV1gqTboXm63VOJ85qX3e/A6vTp0xctEg63CK/XaX1e904d9rACaKF1YaKNNktj/Il4PDVng9AYj9LaeW5nJCaK1hdtPU1GLXelZUIUfG4vVbvLuZvjTu30WsqLKwBluH97ttSL7PwOLRycsl2LjJZcWfu2PyGiBo2XMyCFDVFeIREzM/AF4NLqizcTnlKpa+sR6s3v5OsEWwUImA1LScckfwPcwB37Ms7NFkOzEytt59lEALAERL4dixIBIOXhzdqBtM+0fmI3oRzAmVdUFNkYRyWJyx1SAGxZ7tzIEbJvDnIbh6namw1fpUxmqdAd0OG4r2B50Qot35rYdDYVh5knx8kjAgeDTL0mHlmB2oMYnDJhx6YAMQFGB5UDKeQGEocIc9ccB957kbvX5j3i0TWCvwrMuhH8HlO4aMuCmYeWA0C6Opxrg3ReVFaadZmaDCNp4c7t1bbUxbHfDR/QjsOxHsF+FRLknLkMRit1vmU8W5Y2mhQaHoh6xA+Fal9yba0vJgJGuHgtxaGGGIit4bg8sl7bejex1z2wJHB0enfspgxj2pql2s6I2nGrR/y+OmOk+HdjtIudBC7sYtAUx3T9IOl2aJ7mju7zmtetq5v6fDKJ94d/+If20EMPXfJzDD6JkZnX/VUHWwloXhCKwxSgdznSb8k7CG1JY+4pl+4Z2AJUvef8QBqdpcQtovyb7SCKdqaNpT27NZHomRaWWj/SyXgWR87gtBd61gkAcakc1zUBiFYnQovDiLwbYT+/P7Hz++jBMosCfI4qm0wdgIpjNDue7QPUKucwjs0AbS/8kdZahPPSjnIggndAWgmvLw+umYUCmiPAJCyFWkNepcU1LUEzlQTtxPhkuVmK8BxWC1aoplXkwAYtvtJD4I3tgW9B7KvVmFe+9ptjGQeJJSHH2uUqXtQp0QKrHZPEfq50HUAFLRJMXPgYnzrdU2MGiokp7M0Q7VXp2q/KLhzRvmU/AVbYL9SWSss202TNWooAOE4vuA/d1fTA9UFbEXYPawZMV7F1CAuzQno1x8ppihEx/wyouTQANE54e1VWTqd2cqktxglQh7s+LCcGo0cWW9JZnd+Z2n7mWS82e3ilIxPYUeAYGM5bL8YXK1SrMJ4W1pvp744tduyxJLClVmRn96Z2pkvUTqkbBV2lNbqwwo71Y2VQcmx6K6HO+e6U8zq24wstASdei5sKWFnntu6+YolxKsoXBOhXA0nXMtu9XtPem/0s33Zzw3mp5matd2/d1GeI6Tmm72CuYKl+5Vd+Rb5OtAiZ0pvX/VdNywBvqfPDqdyvWZFYOFislhAL+4QYhxeNR1kYYaoAVYiqqTh0fxLQe3SxkNkjrBftFhgL7qxpbe2J8QnseK9l+ZpzPFf0SZbb7jC1lV5L7TcQxg49rZrQZdeDoq2Eaed6v63F8nzlWpftLpl3le2OADTE2ZRW+dHMtsGsjmLpuFoR7bQXrBIQqTMdh0Ccf/NzGIzJECbITQvC/MCesa6SPSjn8QZYIHqfOGCB/ksasLiysAykHUKvlaa1hYlveVFINI9GCRG57wdqg652aoun5M7NWKgZUJEwvSrs2c2hhNkszhwT9jGFXZLDem1RUVhaMznnWnh5WYhNnDZO6pwU2oPZTCfVgJ8DLUglyqht6ATwdkAYL6nWbDvirjwE727bo6lrI0rM37QBI8Aqbvzk8WGa6llupTRutIs5riM8pYJA9h1MgTKxt3dhZGUdKDg711xObf0kUPsOI1CmRAE+AHOOG+eW6crXdhcF/uNxJlDMMzF85XpjCpNYIGU71oBvp9Fa64faBq97ZJFswpad3Znq+u/GocDWtCzsPWeHtjBI9XsYKoYrrhVXM9c83b81N2u9T4HVJ33SJ9mv/dqvydYAiwOA1pvf/Gb9rLFKmNf9VY2HFcaQDyddte3Qlpzdndom8R6j1F51pC/39QaEoami/QdT1RRMFRqgJzDy9HDszrVwERuDwSTj82ipWHzqcmJV5UblYYpgbvBWQqTN4shEGvE5TDvRysIbSiLx2LcoxOgysKVeaHmZCFwQpEtLqJNENslzywpfDBnbw24BawfaSvKmnLE0/J7RevRCcuBGpK7+oGNzwgBNkHssi3hRY1XgpvEafdFMo+4AFWAErVEGgCj1OwAQjwBarC0ktpQE1vJjuYrDxHB8NFEYe9aiZTlDPbBUeEwBlp7dmbpWFwJswqbL0oLYeWnx4ui4WkFtceIreHoASJu1O9U2nO0f74Nq2o6AJtk4zN4HGjIOBb5cC9gZEHtDaHLhYm5giOSzVbtWaKsVWllkYr34eQsDVf8FrRaKes4p5+fpc0MNHKBZY0BAx9fnIVg+xHKwx7UfR3Um8qZppfdK4DEMUGP0utIN1e70+R+t6woBPvmS9Sz6yLfVXlctWjnhe7U9tt6VAB5ALpf+vLS9qtbUKS07grNhsprrH1aWa5UQbtgqUgJgsFyLHG+z4KrC8Lnm6f6tV3JwYV4vT9006/uWt7xFDubzmldTzlHasVKwUyxogK1TmRP+4uaOIWhTMA9oqmj/NUzVcJrbmb2xWnDktk3yws7vTe2Rta6tL7S1YLGI8lx+XnkAutjyrLKlbqygXrRZjNuDGBKsGKYYbFa2P55qqg72qd+ixVSYDWattzZBzC7aR67ZBA9jfsn+ycLcgT4WRnAMnTVMNAEMgKpy9mFqwJFaW6FjYQBQvQSnboBMobYYR4GvytmQ4cVSNIw0TbNthu75atlFsG2VlUlow5yWKr01fJNgtEqxYs1kHtokWogs4GmRSUe2VZQCMIAJQosJGJ7ZOAksAMICpuvC2moU4J5j+gB2ALCmbXjQ0SGc+XGBgS6yTbRII8+SBJsKol1CMT5oo+gDLieRAqa5XCK0bpyfAgsG1y7kRdBvSbPG9KAE9HiC1RakhdUJU5V4fgFSS3tyc2C741jH3vMxCAVc+9ZvY+nA+amsxv+LYYK0sPc72ZPRJ4AUM9umrQtAZjF7zbEF7Q8AaM0Sa8We9WOmQ5l+nCiUGe8yrnFAM6C9cV7n9WA7t0YuKYAwZ9qBnudsFnjscFLY8aOtqwrDD2ueGuNcrkF0gfO6N2tu1nofA6vnnntOLABmmxR5fbimo736gi/4glu9j/O6RT35y03eXe05V/pd83O+7Jt4DhZw19aobX+c6k4eDx+eF4VMBbrfs1g122Mf0D2hqVIws+fb87tjLTxMExJX0g0R/eb2nnMDmXWipUFz9d7z+4poAVzI0JLJO/W/AmXodVuF7SvyBRPQ2pZpvxSVtDmM0qe5bx66qW5s2QTtkue0Weh/PN+2sWWQ1Jn3OPM8wlYhdyxYC2Dlz0DHjMFB/9NUw950I+wDzPKRmxBk4T043tEAFY7ujPTSf41dgqwCFEJttpTEEsL3ikpGmeTVIKbmnCJ6n6UIzWJzcitamHvGAlVsE6Ai4X1VKqePfdfroY9iilDslJvCi8LaRr6zp+C08j54j6m7cXatxsbdHZ3VTMCu0GuutbK2MC+tk9CqdK7pXCO0fZnOnNaBLWB3kRXWCXzbY5pzZiHBfgFWAWy0gQP2J6id/xZxM93QgrbZbl3pHNe0SovKFonNSUIxkfwHaOOaQejPIAOP4TU4huQAxiEtOYCYAzII4ncmtX3Agy60ubn2+a5DD0UbmGuO4w1rCofI9hWQPftcoC9EhwXrpVZf4NuFYa6w7/WFRCHWAGHe+/X4UcG80vJ9Jfys5nX7a27Weh8Dq3/+z/+5ABRRMjiVf9RHfZQ8rH7u535O/6Y1OK87pyd/ucm74wQWt2Bpyhc9h7rc9ogjoaXBYkLrZHOQSv/TmWXEsdjQ+ntud+wCnjuxFhMWGNiQc/vTF73WycWOok+e2BzZMCsFypiu6mK4OHR0OGwTPkJ4EK32Y3vbs9v218/tykOJ9l4zgchiSjSP53Vc/I3y3QoLaQVWeBtlehzFYsXv64rnOoBIo5DFtYRmYoLQr2x3Qn+ptjCinYg2yROzAjiqiaWZuaa/4CDlqmiA0ixiphGKy+X8wONmc4gXf9/8rAFZgEUAhgbKyC6ENSPkuK4trUung8rcRKLaiQf3ZYqcKpMmigk9tse2+DcZggqBltDeMUS0O7te6LZRAJzddJ6AK6wUgOfA/rPPdAvx8vKbfRVwmbmp184pnQcCMNb7kb1qlRZbZU9MRvIXYzITkKdpysyJ3Jv3HxJzU9SWtJp8xcKywrNhmkmv1m0lVlRTgV9ae4BLcv149AUc85NAtha0eDH9XCDbMA5lr/H8di72lHaqbCckXo/FCK31YntwpessGmZGmdxE8Hng+WVa2uZ+qhsDruMkwAsrs3CbwYipAHYLPR5+ZgqNrsXE8hw3XenZfi+T8em1wNG8LXR/1e0cXJjXbQZWb3/725WpR5G7977v+772R3/0R/Y//+f/lK/VHFi9snWtL9/LTd697bldW27H9qqj/Rc9h7rc9rhbZxIK1glQRYsNAIXB5PM7EwEu7BCOLTjvH55DKw/XbtoY0qBc5rUQFL/vyUUtSO86sytvqsVWoAgXGIlNRtv5siH3b0g2IC0spu4K+TkxVg842h1ltjXKBZ6OLMQSr6MpWul59vj5iTyPAE+0yIi7GckVHEBGxA5Td7V7fxnaKATLs4WeVlQNOKukQyKQm2NIBp9rBV353DAd13B9YpOuch4visAP/gxchxaJ6UforsB3XkpW2dakcG1EANCMOXshCtiBoCp9IZ5G4GTGTjGpR5xmrx1ZiSFnRnZjcBEMKHevJDrGsyyrbTBxIOogKDz4Wo2QH4DEFCYPhLGjui1PYKWfxDbOC3mGbeyOdW7BsAJ6DbicPZdOJACWFiItOK/2dS44R2e2pzruPJYWJe0yXPO51tCcwTABGAGbeG0BsAD/SczjEjG379kY2mo3Vqh0itfUgGzCscA51wf6qIdWumJOAUOcCJgoQqTXe77MSgG1ALr9NLdlz908tPFSwwoCiw0m/6aZFkOmDGk9AmZxsMeUlN9fTTMzbwvdfzUfXLiPgRVeVU3I8f/6X//LPvETP1F/f93rXqfcv3m9cnWtL18AyeHJO993uXuEy7KKsZg2z4GJggE4vD3aF2d2mKSLL46JI8rVAlq6hXhSlrbkxbbaT2zNWlroYFNwmz7Vjl+0f7wW+0+rDj1W4nmazKrrkZ3Zm9p6L5GGhqgSFi0YNnglFr0kCcU2MPnFgoUNAAt7neZ2YRgosmSlG4nh2twn7JfJMh6DJsl5VsHI0B5cWAqtHcf23Na+edgKCNkQqUIrkEk62mWV7AHE0NSFBTPvKZieq+AqVZPH1+T3XavqA38CjloFNg8wHwBM3/ZHgEr0WoDJ3EjaaVivF10fM0A1S6gRy4dGTC0xGXsWYlw6oRODNxohbCxgq3gSf17MEbwCOGxYpppt0sJrOX0ZWiY54McOVL39uV3bGGLq2UTMuO3J5stzhqWwW/u0TgPaq7VNJujiSkvRXLEPTDNKYzY7RnluG3uETSM8D6wTuok/tEgwXmMP/Z1rxQGMnt8qxXhpqCF3WYxeUOk1scfoJ6ENRrk9VQ3tgaWO2F0mS7kpUFTNaCqwBLuFx9V6vyUhOtcozBi6LdrJALdx3rL3nN/XMQGwLXViXcd8Xq5l9jlvC92fNR9cuE+B1Rve8AblBH78x3+8BOzf+q3fqp+fOXPGVldXb/U+zusqda0vX4S2hyfvNPZOnl+JYzUg6oXn0AqDbSa65GChf0qhAAiZleu0cwxH/EyrBICC0zi/kyllOMu7k56F0FqAgLuL1/YAfLsT29hz3lc1LIPnJrxY9Lij35s4PYzy+8pK7EEnihwQFKh0TuIXDSYRmydOtA3LcZrwY4KQU8brA7EfuFVWtVtM5VM0e03Yh0FaWZY6E0voM3ylmM6jBCzUm0OwrswbATVACh+ia9niNhqqmylYr2xqtgRl4zlRP/tNWxKD1Nnbf1E1Wi3ACKcT5gu9ez0To5Mr6KW1ZUGtibqoV2s4wJuJrkaGlstZM+CNxXutmyzB2X4drEZrxtNpgTr9lSeT1O3BREzOgNy92cE6CAZlaqrrAv8xT6AJl3ZgPsBWrumzLyyd+9kG+BXkZ165kG1iZ2ApeR/9jgtj5jyRU4mIHjA3KQDdLh4Is09aftwERAjuYauy0pY6xNPATFW6IfCnhcxJFesTcaNhNpy4dvhrjvTEfPFe8cnaGJRitJRPaYCtUFYLALCLPlZ2bbPPeVvo/qy5Wet9Cqz+/b//9/Ypn/Ip9j3f8z3ysyLKhvrv//2/X2wRzuuVqWt9+cJGHJ68o4XC7/kAI+o9+BzsBGCsDm8PLVUiJ0jCgJ1tgfQjFa3BQqwZYCjwU7EUtDgk5k1zTVuR34ePVOPjQ0vv/B75c7iaO3YNQ0cy+472EwnQAWVsv8ZnakQbr7IoDLU9nMa562+m2mhBAbo0+q7IEzcRB+iLY9+8KS7bWDAw0RfImDPW5Fut9hLO7AizZXcAMwLwyF+Y9gNfhZh5zuwAYMq8A75LV6uGLXopBQDZzxxLg9aL99wO3SSddwXGKpjtOwBoUpl1ZrYPMD8NEOS4NeAsBmB2aKX5dmGER74TnNdlidm7ecTXzN7P1Zg350bvXOplClv6LiBbvcJLcwwvWk2ICTQL0sra/BkJwwoAwgzyvvXzWdQOLJqYN6wvHM7V++L1AEdorbiZAFDSJkbAzyvxJzcNVYXXlWedlu/8tzSJiQ+7EKsyDrFmoGVNy9y1R2s7vtiSeB2WFCsHab00/YjDvKfrlgBv2tQASRg0WuP8/CAzdT2amXlb6P6uuVnrfQas/uE//Id24cIFpT0vLy9f/DmC9k6H2aJ5vVJ1rS/fHgLx2eQd1QpDgSy8eZbVGnSamoPPoQ5vDybqxHJLiwtaqcAj1gOPITeHr0gYRLmTzN51dmCLnYnu4BnjP77UttrDz6iyTQUzFxKmY9IY+JE9tTlSy2ehHdru1LOzg6ltT3Itbm4p8my1F0ncvrc/FmOFeSftFugRNE5uCg9XdJe1B7hiQd5Pa7mjdyLAp1RTAo/7E0Aaui83hj8YucgVQEMTFCyB+gw4NUJtmBi2qyiaBrwETsB9uVJu30ww/lJLgvjG9kB6I9fSU4vvMgySJhVnf5dwPpgZfB54zMHd2p2apZsTS2I3/ddrOxTuBaVeTxj80FTj4ToIIHG82NwrjFhGWSHMMIQzJZ25wx/aFyYoiQsSiRqa+dhNlE4LBsNES5bMQQAuVhRYMcguwfMk6AdYsV2uR9q/07S09UVnzOnanJUmQQfo7bzaevh8FbVNjZYzzJynQYV+OxRbCvB/antsncjXNXtsqW0LsL2yWGCq1RNryjUNQ7s9TuW4DzvGZ5NrGv8sxPQ+DOoNBhzP20Lzmtd95GOFaeJBUEU9/PDDt2Kf5nWDda0vX7LRKCb2mMLCYPFNp5bEHDGKfqXQ1cPba6YC0fWs96uZmWdurSTU5BW/Z/Fiym8T4BT49voTi/bIkb4NxTIVNioL2x/nrp2Cw/fE6bm444chWUgiy3wm+FKJtRlxhwmoSk8arKM9Z+x5LvCsHfuatCJ3z3kieZoAHGSZM4YMPZuWWCs4O4gV4kV8J05Wa7Io5UdUTEqrPDeZpg4orM4BkNBogBp2BcDQOKbLxykwi2ZA63A1k3iAEpEmt6CaSUK9HkBkBvAOe0w1Fc9aeUzdvTAycKlI3mbvB80Y74d9HaUIrQErTAm64OnrLTFIM8d1BPQcgxAWKjLLUweGmvdx+L0BpCr1EX2xlQAe5TTCvGGPMGvL8nMYOICbJhxjmKzKTu8MbDuMpNc7uZTY+51ccMA+L+3USkf5frz5pzdHtqXBCNhNwFgodnOtl6h9yTXM33H65/re2M90bQPS2B80VNJ0RYVuIjYGfL5yW+sm0h9yw7I9yiXc5/NzMwHH87bQvOZ1nwCrRx55RHeIV6onn3zypezTvG6wrvXli2HmI+t9O77Yvm4fqyttbzl0Pydg+NVZYc9uj3UXDmBDH7OPKKmuLcpho/D/oWVXqg2IqBd2TVNWVgsUoW1BO8XixUJEq47R9Rb5fWjBxEp4lqLtMt+O9xN7n+MLYtRYdN97figXccTqG+PMRtNcgAwnbPYH/yq0MByjE8sdO7nYlmaLxXVnhOdQ5owyD7BVDUC53J/N5F1z9cMS5WTyXeHcsE0Ys/2DiOYWFWekMSNtNn9YJN+aMWawUDy4huk6JDg/WLyPfPYYApWjKfqzK4vjr1QNCHNn2jFWLdzwwTQS4r9wzOIDrJ9sG0KztV5kx5Zaips5vYuDeaHziSHrLKlG7UD0gXLpqly+Ij5jDCcAeFYWImvHTD2arS5gHhvbQ2sd5U/u9HJbaCfS4qGlms48qNBIITDnMTBbMFVcO/hOPbRa2VNbQwEjrmUE7XFW2qNrXTFUXL9MxSJgp2azGsqahDW+0ufzemreFprXvO5xYPVlX/ZlL5oS/Mu//Ev7rd/6Lfuqr/qqW7Vv87rButaXL2CqdQPPudLvmp+zQLBY0NpgUXn2wsCewysrrwx7zdB83fWjs1rptjQ1BTMFW7Xai+3ZbCQWjVw9GCUmsnotNF6hPbVJhMxUGXFuESrlSbTQxvgxsPXFtiYOW8nUTnQ6aiue3hurrYggmYV9vZ9om7R0+NmRhUoMGvqktz2za+N8aDm9JwOEVQIUBwES6zfvk3YTQu+DwOIg03I1IgrgM0xdC+9W10FxOiUmZyZUR3+kKT1H/JhnMHy1jSdX3ybvcTgDUgJssxZgI1xvRObNlOCV3pYsHWbHT1YKMFhow6pLganmAdCJzewRIHEALVEcmD8L0U4i9IG8Cc/iFhN3COIdw4gXlYsO8uXvhbEp+Y9HFtrKcMSK46ntkU3wj1phH1o2LsigTASkAGBMn3IDsNdKpYeCnaIFiMfb9iSz1W4ithWABaiDRQXkueaxs23HToTf0w48WAfDlrnG5wHH85rXvV839Tn/0i/90sv+/Id+6Ifs//2///dS92led5m+6+zexJ7fmti7N4a6c/dDz7zcl0eUn5V2NmASz1OgMtqSLTN5SrHorXQiO7dfyEKhH5u1+y17dmskgbry8bA4yAvpqxDpb+2n9vTGyF5/YkGtPITciI6XO107tdyzvXEhj6pu6Fs88yBifJ6eEcG9LKC0EllAH9/cswl6LLIDSwesDrMyM+cF13aaMVB2gOm5WnesyQG83HZvRTXgBYCj7hZ6IwKQ3YyBwKWOojRoKLyvDgLt0HsSOzcTjKNngsG6JCfwOr5cFEwNyGMYACf62MUB4QHWAEM8OsFNvLAyFdG8TTLL8SjDKyr2Ze4Jr4gPFUwQk55JiDs6sTaVdVuRBdNMbv9M4fF72tzdOBRIggVlOhYABGu70o5lCkq+5JlyIn0gIBw/LKJ3YDPR3x0HoMWBbexPNBF4dKFtJ1fayhlkupTri1Y0rzM3dpzXvObVfPfdsvq4j/s4+7qv+zr7yZ/8yfnRvcficK70WHQixMaM0kz5bTEiYkbdEze9B1PkpvRqZfvRKuE5mI2udVu23Knt1FrbJiku57md3Z6oRRhGvsUeeXK1TbxKcSswE7zuc1tD209TG06dv9F+6lkyTWX3wOvtjVNbaMd2emfqtD0ERNOe8Tx7x9k9+RstdkKBOb1fGI/Ze2uE6g0zI/BQuXZV03abTf9fs5rtYDAaz57QsEgvtRrLgXimZ+J9CljN/sRWgR0G3AGKYJ4AWDdasF/SRc3ag94BBu9a76MR+9uBYwbAYl+w1ghnTBgPuZg1ODNkrbLKfMssy5xAf58JRUKmYwK3a4sqz5b7TI4ynBDakX5sT1zgunC+YwxDkFdIixFNIFOCJxbbah/CNJ3dx2TUMaCNSSdglOfxHl97vK98SzR4oe/buC5sa5SqpRf7ge2MSSbAhw1vNBdxwzWPSJ1qROojsbXX1lLNa17zunfqlgKrX/7lX7aVlZVbucl53eY4nOt5bCeO7Phy15II40Mm8wqBs5Vu4hiHCLBlckXvtp0WhYgZ2jB6jdrskdXYzu2NZbjYbUfyT0JHVeJ2HgKMQpkzShA8IQolt4VuLONTGIk/e2JbE4IwUojgmRrEb2pcYvro29HFRN5a53fHbj8S3/bRZM00NkS8sAijQaoOmGGyymrqrjGrAsQAYJrcvasc20aXpO0QSzPTbx2chJu9xCUg5WottoPbbp4HIScNE200Tb4dsnmYib8bQ84bKdqICpmebYMX5ZS1qxe3Ry+37+lsP5pwaUCPMq09t9+43B+0XsAWAuNSHs+fnBeuny7tN85FVco2A1YLk9vlDm7xoYAZ59FKBhkqtQsBTrj0c+y5Tmj5ZVYKGI3LXC3rY4t9sVzYJ9CeZt8wrn1orauf0QKUZceMneW6fn5nJG1hcwOCPpCWN1YMjUid9je6v8axfZqP5xl/85rXfVI3Baw+4AM+4BLxOqwCGYGbm5v2wz/8w7dy/+b1MteNZJFd6bEE3wJ8WJRGMA0e4l4nXMd4U87j3ixWJAh1t1/m7k6fRQ4BO2CIbaEFwg6hWchY5PISSwgiV2CaIi12sGK0jXg9HkN0Cfv10ErHdqeJDcZk5KGLcYBpb5Tbhb3U0rqy8TS353ecYSnbQLgMcAhmzt7wC6yZLPwAQjyZWNR9zEFL194CMQBmrgaAZKQ5AyIAhChydgcI9A/rjK5Hs9U+wPw0Dui0xYgUYoIPIAJwyWdTgAi7c8xAZQjrgGDDDF2tGnDElwPvEfF6CaCcBR3y/jkmnVlODgyUxP/kD87A00EpV2MwCjhlcCKbsUJsNzzA4h10nG+OSVtgt7apV8mvq6p86yWBtFgUk3yPrnXU3uM6wrdtqZMIbAPA1jqhHSGGZiGxrTHsqW+ry5G2j28arWSOE6CK1mCaOb1gXhDnE2voglYmNwxMk57bndjZvakmDrlOaTnyJrjpOChSx5oBNovWeMNeXelzNa95zeveqpsCVp/8yZ98yb+Jj1hfX5e/FbE287o76nqyyCjab3le2sYwdROFhx6Lt9WxxZa9d2Ng3dgXC0HgMq25k0uI1kM5UfeiEC5JCzwxJ2ihpkXqwNW0lMFoNw5tZ5jq9QFLmC2ysPEk3NMBVQQrt8LcRkVoVe7cwbXITUsbxuhnQrWwmCZLc+egjgZpXFTS49BrwsMIOwCARwNUygYEzICVxOwzqwHG/wFZmHnDcGRZaR4L6lUibfThQphdm/USjhuTkbRNMZs8kCHYGFzOjCqvVE0rUlYD/DcbuSPHr7E2sAOPAdRFLed3pTBl/n0dLvEN00WrDnDJcXDDCrhVINw2G+bOpHSp7VkHd3+OI7/nPCWe1WO8oVyJ6JrZJXAtcTzTAz5gh9m65nzwBG7gEKFjUOvGAZ3NRxjEAvQ9rq3K7OG1vr3h+KID2EFo7z0/sL00k+M6zNT2INV2ji44mwOuY9rGmIUeWUh0zaEVrMiKLCsZ1cJ4ITgvytK2hy5ncm/qgqNha5MoFhPKBCrMbAKjOmuR00YEVF3pc3WjU4Hzmte87nFg9U3f9E23fk/mdUfF4dDKuDDEzLMUw4T3FEaI3P0vV7U8sJxzu5t6wsqBBfS9G0OxBxgvdqLE2i2Ex7EYJtp/3OFjvshiN5hmyhFcbs8muxCqF6UWLtzc0Wjxdwwce4lvS63QsqywzaHjQ5bkw+Vok8V2qBbQ3iQ1uj8wDnXFUkiIb2XjunTTZr5nE8+bRfA4UNToqopDzuHN33mFFl0d1nZZYTntDi23lm82mk3MHS4m4YiPweSSHDy0Qf1WbJ4PYCydNxQtxVm7UdZNVwE+jWarCTtu9F/N8w8+jsPS+G3JkNPMVnqBWJXdayCrg9OQAIAowIWfmCOMWXEqn224QogOJQgT56b0AJFxWFsXUdx0plWbAUGBqQN2D7oGD/y9sbwQm0frEqYI6wxlAPoaOugktKjZl8AeO9bTtCmxTA+vtu34UtfO7U2k31vsRrrOCHreGee6nh870hPIh33i2qXdB9DZHOzYc9sTATauwwdXnMnxYJxb2arFfnFU+u3YVnMMSIl1qjTdipYPhgs2F4d2QNU8429e87q/66Y1Vow7/9f/+l/tne9858X8QMKYMQ6d190fh4NjNYsH7Qymq/DCyoYuULlhRmiVXIzOwTeol9jJvLJTK11rJ76ei/0BHkJH+m1tj0WKRQxnddp2D691tTgziQXYYVEECAHEYKi44w8iz9b6iORrm2aFJrjQW+FfhfM7OYPFmJYO4cS5svSYQuy3A1sjUBdH9nFhhTJQaJvBZL2gOTp4xTZSqsPMEWBAj0cTpIxFBxIOGokeLlgkgEUbsbec0gtbbJkdQTgfIaF3QHKMWzyMEyBspvO6nECexzdmoM3+seS36stYLwgUuXYb7wcAiMbI6onYpsuxbI3JKCVuyCOHrxIb5Uz6PR1vsVOzicPdcenCr70X9hsGDcH7QqsRhDuQxEYBs03773KvP20sI2bbhI0i3DvG1LWulRrw6FrP1hfa1m8T9M10oK+WHn5lXM+AZ01jVrVMPI8vxmJQAeGwVMcW27bciyVo/4tnt+29m0OJz/G54nk7k0K+VUTaYO7ZXOswWINpqIEL3WzMHNanRakblKWuc1uH5pxPCM5rXvdv3RSwevzxx+0f/aN/ZKdPn7bXvva1+tl3fud32qlTp+w3fuM37FWvetWt3s95vYJxONKnwBR4vhYu2AFaIiyq28PcWjNRMAsYixeCXUATgbToVBqDROr4YilHahYxWmhOD1/b64717PiiYwYAFzVgp6oUSUKbDhaCxXSlG9o4c67s/DwhKiRyUSmTopYgnXZhWXoWzCbOxjmtQc+SILJWK7GV0OzJYiSxul95AgZgrIOg6iCQuRxQajycaA1OGxuCGUDwrvE8Xi/0AKiItQtL2+TxedYl0gchPNuePVkE3KEonaZcqLFrSR5sQR6OsqEAamFxoL1WYVKa22B6KagCNpSNpuqArQQaJhg5gSj2o6CN5fYGZop9o8vF8Ua3xRlvJS9M+jmbBlhLArFLK3wXqN2iNTo7jk3MDSJ4O8QYSvQ/a13K6yogky+wpW4knd1CEohFhS1txQC+StOnGmZQi9mxbDy2Reu2NNu2TM+nHch0IdcDE61MC7Zp583CxfFHe+7CWIyoDzqcfTYwvMVAFDE7jC3AigxLfv7IasdWu62LE7PsK67rBz9Xl4uxuZFp3HnNa173MLD6ki/5EoGnP/3TP704Bbi1tWWf9Vmfpd8BruZ1d8bh8AXPgrY7da0/7szxn5r4hQwep2Vhm+Nagb2AMu7oaaE8s8NE30QaKZgqQmcpFh0m7969sW9p5oAQ2iB0LehYzu2lisnBAfvpzbGsEmirMLkH70DrD5YiK0KZL/oeC6gvMTJ6GIwfcdYe5bXtzlzGWfhDv7bACMvFiT1QjlxFjLNE8zPbAPyeZm28BsBcrkt2kNES8zJjUrzrmOBj2zQuAX1I1mhT7k3IMqRJ6bk2JdNvB2Jzmu01AvdGyM2/ZVNA9uAVWJ+mGr1Y017k+QCRRrx+sEXYvD9NFwLYZtozwBm/p1MMe6VjNtOfAfBg1xD8E06tn9GiSwJN5HFeAN6+F1gQ1hKvuwlDNFKOySJoWS2/WbhzUxdNRWlzRiZtHlqq9X4ksHxhkFlZVLa60NLrAdymaSpQdWShpTia0xxUtXRreVwBYGglk3PJIQDkDJkIjQINUtAyRPfXmICeG0zs4bSj93CQfWqua8TpeGIdX2jpM4Dh6MGJWY5tTBRTxWTqi2NsbmQad17zmtd9AKz+4A/+4BJQRa2urtp3fdd32Yd/+Iffyv2b1ysch8Nd/CbTVaHv2km+b88RW+P71mszYdWWyzmTdAsdtxDBeLEAoYFBZEz+WlOwWDAGDrCVtjvM5Xz9zM5QE160+tjueFJooTmzOzbPcxE3tP1oAzFJhwkT02CYNZL5xgIJuNmdTrXosxIDCAEBk9wBmPPjwnoRGrJSrMjRfqIWI7YOYoYAR4AGgAitwascpyaaRRNrM+H5jdhCAeCYptPLNsIuz+XwHQRODUvVsF/JbI0FLAL6eHznsF/DVaoBZoAavK4AZtMDr3cwaQd2SlprWnozMfysA6gnsA1AB0afAlmzA6IW6cwLjPOMlg0Ah6aOiWFavJhpAR4yomjSGZCaHcfDYBbgyJCAQFoYXNTxRUHLOtLVZfb87lReZ8f7HbFTR7qxnVztmu8HlkS1hhQYiugmsfR5XENM/om9KmDOMIlNZO75/NbI2WrMNGLkDTKVqoSBy7C6XLO0BmkzrvYcA7UzSl80MQt4W+mEaiseZqRuZBp3XvOa130ArJIkscFg8KKfD4dDi+O5Gd7dWI02hBgPxYT4vu7K0S0N01KgCLDV7YYWhZgqxjZOaRtmF6cKaQvyHFYnLBAQCSPs5fGsWjhX53Wt9smZvYlENK8/3lMO3FNbI7fIClXwegQoM9HnmBR0VANaUXWhsX9aOL4fCih0QrgpOT9aGATW8tCHmaXTQoyX1UyBodnypYkZZyzOuQBY2RhSXuXYHBZY6z8m1maxMddTAArsAgB/MEK0zGhfIZI/aBp60HZAbNPM7kEkxuwX4+t8zQY8CQTN2nYzh4TLBiADuBrBe/M7ABAxNGK2PBfkfHGa70BsTgMFhlmloQNanUzcwXqlhGl7Zout0CaT8hIN28Fj25q9X71XPzDPd4AcPR1O6d3YeVENpgCZoZ3bz8RiLrYC7YcmNWcg78Hljp3dy2TQudrrqD1Nq/CR9Y6t9FoXgQ5M7dMXhmp1037Gg41r6zVHerbYiXWzcbmQczyrGnbpatO16BOXu5eCquuZxp23BV9c87bpvO5pYPUJn/AJ9gVf8AX2n/7Tf7IP/uAP1s/+z//5P/aFX/iFErDP6+6sg9NMMlukBgiXfcWLwBYBTGiH8OeAwOOaCS13GaE7odBfEVmDRmtNC2EhloiJNBZ4Ft2lJLIL41Tu6L1WLN+rOglsFe+qYW5V6FkHBDWzIuD1ljuu7YhQOfCYTAytLCMbImBPPQe2AlgeX61AFkoxS7Rm/Nqe28vFhPFv2oMCcLMJO95Bw0JdCSwBHli34RXCGdiwy2ihLldiZQrnZC7vJywHZsLyqxXtMAGdm7RrZ7+6EW1Ipvmcxok3wSTjleqgjxQPA89yZpMDurRGl9VUOWOyEmgsoU7PojASgxgFnNdQAwpMSMIOXul10YrLF8urBT7xi6KVjCaK6wZwvDuubbmNYSw2D0Qwe5YVubRRJ5ba8p5C3I4NAqAexonhCi5pPK4AUU09tNK1jf2pbY5SXRfdiPDnvq33W2JrAWDXCjk/PAXYAAANJ1Tu7we/aOdTgzd4Dc/bpvO6H4DVD/zAD9hb3/pW+7AP+zCLcD2U2V8hUPX93//9t3of53UbpgSbdgdAhMWBVY/xdNo8LDiNG7Vz03b6ExYgnkNbkFF3hfCGvu1OafGlzmwzq6SJacWBLZR4VmWyRCBXcGNvKlYLcAQzwMrUpVXYQVtDW8hpkjyvctYJGuMH9ME+wU45Z24Bgxna6bbwrHLz/uA0GDQHtNiGE4JPCrM2ba5ZO+xwNVok5DW0HX1MPmd6JOp6cwDZ9EXRPN5Y13i8A4UzcfusLdfEylwvzmr8qHCw1z5gw3AdO3xw+7NhSNvOL50cvOS9EVMjE1DXCvS9UG045hiGQWlBFFo6zs0LcFF3Pl6HO5q8T7m84yIfwnQSHB1YL/b1JyHLsKIC1xXXTKkImbWeJ70UeZKwV422D+f/UysdWVzAnoYe1hGXCsRbSWhvfGDJnt8Zy4CW14GtVRuvmfK7Rih587nRxCQ5h1Onm+JaY9pQLNp1TuPChvH7eb1Q87bpvO4LYLW0tGT/7b/9N3vve99r73rXu/Sz17/+9fbYY4/d6v2b1ytYh/UkuuMGZDERFSBEhhuAGSovTjhRh6cKWfyOzaap+B1s1844FZPQGIzyfMbftybOc4jlBcCFv5NnzvSzKAvFlgBikjavHMq9HRd3HLL3prkWcuJp6CymgBB0QgQGp5hymsVJLCYjV5vIkx5HTuowZ7PsOrXLmmm/Q8ekibZp2pSQElgPwKIByG62rjcMuTg0EdiZaYEmN8BgMZxGwDUWE+MZULuS5cH17PfhL41GcI+VAu1NpjIjv1R2ZK8dyDn9PBmOIwYJ3HEUuYlx6aFtYw/BBssakBPJpmO9S1A3DvyEKae2MUrVhmaSTz5bYWAJFgfon5LQBW+3A2X0cb0AxBioWOk7oASjRHuRgr062OpDmwWLeVBofr2fm8c3hpqo5TX5rGDDkAWli02atfwOPv7w5+ZyU4P3ewtv3jad132XFfjqV79a/83r3ikWE6j353ed0SJFy432H1N4l5twOqw/Ofg77BPO7Pq22iPTr9IdPK3D3VFmz+NBhHXDpBDjtNAOlQu4Pyqs7RU2rmgpwUJxdw/IK2yhFci7Hc3Var/tAoYvkPf3gigbxoPvb7RM+6PUTbfNAnbzbAZqZi7h6KsU2nuF4yFg5c8m52ihzZAAwOxyNgfX42h+vSHOB5cgXrYz67LBYt1I8f53kL4d8r+62Tr83MbcFGA7nbqJTIDfYJKZPzA70gvELPK4MYwUz0Hfdmg7asfOjFc11Vljm2G20Ivswmhq5/ZTp7nKAFWAIl92Diy+MKAA9lPLHavMtfQGaWl754e20o3sodWugri3BlN7fmci41n2B3PaB1Y6muq7Uqvveqobh5oCzENfwBfPq+NLbbF3l9NNXU63dSNg7n5p4c3bpvO6b4AV5qA/9VM/Zb/7u79rGxsbujM9WL/3e793q/ZvXq9w8YXXOKqfWOrI8VqTYGqNOKfpwwvP1fQnPB7dC87oZ3bGYivodIxlbV7bo+s9MQ6jSW4bw4k8q+gpneiQjGc2mhSaQARlHOu11GqEAdj3MivqytJRaftjRDkwFxgqsGj58rva2MtsnNJWMgtCN43WgBp0PD4LeHRt+oiXFxCaidwFUJxW/oaKd8zLXbfg/dC/x9dLdR2qG8RhN1UHNVeXAL/S7PxeaR2s6w/o2C432Ngc404LtjGUZQNtXCwdVvuJhirQSLUGU11rskyYlrp+umEogPyO0/sWRb7E5wAdLqetUSp9HrmVT1wYiRnFmoHClT0rh/bYEaejutk7TQA6tg7LvUSsrjIqfV/tQIDTYZ3VtXRb94L4+1a08OZt03ndjXVT3yNf+qVfKmD18R//8fbGN77xkkDmed3d1VDvB3POmqL9sty59EtZlgiIkiUwd3flB7/A+c+FKie6Y90cEo+TOS+rftvW+i2xYc9ujWz7fK4v46P9th1f6aqFR+JcLM1XaCv92FbaLevjfF5VdnZnbPvTwvK6kiEorSi8hWi7kErIZcmuAqJY4OXacIAtkr8TIcVXOR6Npmnma/qSQIr0aHb/FT5eMXq3GDNY5311kD2jmhDnhDzGViyPLxhGmdJOClvrtKzuuNBtWCDYVPR4oVdZpxU4NgSPBvmYVXZ6dyrGaLXXskGa2V8+t6uBBwTvDEVIu9Vi+tVpo5hivdI03vUAkkYXRStUNhEgq+vQTV1Jt3W3i79vVQvvfmubzuveqJv6TP+X//Jf7Bd/8Rflvj6ve6uul3rn7v+ZraG95/xQbRU0JfgCnVhuS/yLt1HzBd4OfPvbc3u2M8ptf5rb9ijVY153rG+7k9J2R7l0MSn2DGqjmKXpzD0bDQ3ThQuJ9ePIaq+y/Ulmz2+N7ezeVIJpiokztom+BaB3YUrMiJuqk4B75sF0kGW6Wi7fwbqcNcG8rl4HNVxqf9LG9LguXoCmzSRmc2y7GiYIpekrZefqKRAZsIIWj2EJFtSyrCRWv7CfCkQzXPHgUsseXe8LoNFW5jpgKlSvX5kN8dbwPFk+MFDBtajXTCLL0PRhNHuIVbpeQMLjEKxjM7E5TBXFhL6L9iTX9fUAgJeTTbod4u9b2cK7H9qm87q36qaAFV5Vc6H6vVnXS70/tzOytz2/pwWBLzi+RN91fiiw9aYHV8VENV/go2km7yr5RVXORmFjOHXsRBzYc1tjO70/tX7sWy8KBIjO70+s38LewcXy1iUsxFgCdFqGTAL6HlNYzqASORiLdpZmWsTHs9iVRngOgYAfEyzJTDf9knRGN1v3C0A7/D4BtQAk6Y98d86YVoQCzJvga86NMAWu+YF0SpNpaXlS2nCUWexh/kl7DSY0sE4rFNBBO9VtJXakF9sgL+Xkz7UKqOEaBBgRoFyULtcQlsolApQaymAqFVb1MKt0vYCkeRzMazRj057fHdvRXstOrXauCgBebjbpdom/b2UL73a0Tec1r5dSN3V1fuVXfqVsFXBVnte9VXxhkXNGDtqQDL7KaVmUj9Z2U1W0/57ZHosdIHiZtiGaGDEKZa0Fi8WKL3IusCcvjOzIYtseXu0riuboAh5BgT19YSJWqvLwlaqs24rlKySWKw6co3dVWeIHtp8yRVhZp+08trqdRD5JsBEI3tvBLAC4cqCKkqP6AU1U03pq4lzm9fLVi6RgMgqd5RzCIjJMwJ8z3ZpsHCSAqyzDGNZz1x2A+MgC0TKhIpZgIxGnM2EKQ0WrbwlrD89sZ5pbmsJqlPbc9kjM6IUh4csMPRCo3JKfF+wVbvBD3P7JvAywZoivauIJEGv+DiDh94cfB0uGEztC+YdXuwpxBgxcDSA1oMwZqjqvLv7Nz28lc3TYZkIttZnH1stRTQuv+e643PfIzWyTKc45qJrXPcNYfeqnfuqLBOq/+Zu/aW94wxsuelk19Su/8iu3bg/n9YpVc/c8YOy8rOzcTm6txLeVTnIJ9Y6dAmwA1gksOHoud5JyoXbtGs0zwEygwypqiwMXTcJjntwa6zGF1bY5yGx3RFwJIKy27Ukuf6I1GIYahgP/Kd/6WCzkpmDb7WlhVVlZluea0huhUL4CG6TXP/TLBmxdr7nnjVSzXMzbh5cek17LaWOwU5DB6uy/g3o3J/j2ZPEBM4mVBsJ0vl7QTwHKyAjk7D202pIdA679g5khLdcSgcoPLPt2Zm9qLSKaJoU7x3Vt6/3EfIttY5TZ9nAq4L7WawsIHWaVrreVdbnHuZuT6Jotr1eCTbqd4u95C29e92tdN7BaXFy85N+f8imf8nLsz7xuYx1sfRxbbIuZQrtERt/B1geACgHxcFroTrTxuOLvaKDEVM3WA/6AUcKgEWaLdgwBtywYq0wY6rksvKFAF0zZdJTaewepcuJOLrbswii3yTS3I0uJHY9btgsTMckEtLASuNFhOYUZzy7+g1l5t6JeiQm8u6m4ahbbAKPY9saZja0SO9WaBTnTjm15LsPQj1wAcmGFJb4nNgpN1P64kGP98YW2QsFhQ4kuQmuFnmkavZBJCA45vti1k8tt2XTgJbU9TDU9GIcufolQ8RUCxBdiO7bQuSx4OQhIAPdNC0rszwFA0vzp/KuuX7T+clgJXE6ndTvF3/MW3rzu17ruz+1P/uRP3vDG/+iP/sg+8AM/UNmC87qz63J3z4yPIx6nBcfvmy9h4kUeWukobJlFiztrFgiYhjaGnXFw0UgUoPHYes/Oz77Yc9gr3Nzzylodpr9MbT/aNnnpaXHqRaHtjsmbqyQ0xtzzPMHOLL7LnoUeztvOBqGZ2LsRYNU4iV+6nM3rVhfnBasLpvxwzgeQw2Q27FSS+JbQjprp5FqBi0xqV2ipnF8ZcUhcM+OitPUe2X3uDG7tT63Xdq1grhlacACFbhzK9R9QxjW7OZjKDPRIv+Vid3IMO0t7ZLWjQHG1wg5c203x734Sqo0tBm123dCGfnStq9+/VNH6rWKTrqXTut3M0Ssx+Tived1J9bJe7x/3cR9nb3vb2+zRRx99OV9mXregbvTu+dRyV1/o790Y2u4410L5+qN9O77cwsVHAl4EwVrs0E11xvbs1ti1+TqJFqtOFMj0cXeSq/3YSgKNw++luRgKNCBbg8yWe7EttgOxAo+fHWqcnlYgRpLlS2jp3YQl1MW6kViZ+7EaM1QvIBy5sIHVltcIxd154nqhrYfBqyJfapcH2Y9DK73allqxDfNK10XUw6PMl/7o1ErbfPMtzbkmzXrdSKJxAA0AHzaL2KNGAwWIAkAcW3K+aAC7aVFou8/WI53JKwrGZx4bDrwfiK72Xrpo/VaySdcS2c+Zo3nN6x4CVnNx+51fTfugnt3pHmx98DMAkBajzAl28wJLBKayantgtSshustvq6RjwTphb4oY19fzx2Gh7R5fbMtrisXjdFDZk1tTTQYy/ffczsQmWW7rVWIJmXII2utaraLzw4ly7tBfwVogXnbMACwZVg212nmvNMiZg6qrl1gpfMSwP+CaymoLo0BO6sImM9F6jo9YRaYkmdiVWrv4kfGAlQ5uZM4xf7WV2PGllq22WzJ7LQrOv9nJlbamB2GkKE2hloWuW65XbgoeWOrod2LLcK4vajs/nNrDSVdg7nLTfjwXtuzIgtv+xeeWtdqK3bi4hOGNI1/XJewY1/i1ROtNvVQ26UZ0Wncic/RKm5bOa16vRN1pn7N5vUJ1ufYBmpWtUaZFCXYIzykFJuNDFfm2PXDsEn5RhDOzqL3mWF9fiqe3J/Y3p3fsuZ2pxYxHd2JrR775tHdavpUlobTcXef21Ma+Wox749Se2BzZLlNWhck4dK0byURya5wrwJclepIWzjFdTtzsa2x57Yvdeims07xevlIA98zrYjzBJLS2TkJ794UIHIARTvyKICKgW0aihbR2tNgI/Y5AUVZZv4u1QiIz0G4cKjOQFjHYBVBFOxDw04sDXbO04rim17qxwM7ZXTeZRu2MyK2MNIXnrBdeDEQOMrga0Jit+XBuACBuJvg9U4YwVYCwZvu87xNl+0VThpcDEDfCJl1uG3dr5MvtMC2d17xeqboTP3PzegXqcu2DC6PMRtNcxoq7/FnUavMhXt/ZyfX4OISJ8NV6ec/5kQ0RkZe1bQ+d+SeLEOPuG4OBLXVjW4wDe2ar1IJK3AcTXIjRZecwzbS4diLPSr9WJMnWuLA0hwFDj4Wea9Y+KhENw4K6AGcCeWE25mLxO7OasGaWSDBAE2XE9TOdsVQQLFEcCIgnsRN++zNtEbo+rpHlnmexH0jUHoVYHoSyMcAiAR0W/+GcznUKgGKRPrXcsgeWOwIXz22bvef8QBE2rRDLhszO709tqXPpxN1hIHIt/RN6MX4vYXxayl+Lz9Ioy20yqWw4za0dh9cNIK7GJl1tG3dr5MvtMC2d17xeqZoDq/uwLtc+oP2niacwsCT2rNsObWcIyKIVWNlemomBot3BJBfAB4brr0/vqw0C7UB0DIsjiyjTWCx2tBCHWancQUDV2d3pxX3A1wjmiwVB7b80t0nqAFYrnuXPVZ4WMS/AhR3bSFZr37IyV0soqcwJ2W/vIZ3X5SYv8ayaeVuwvIcz5oemHet9opZZLHDENcT1BAu5m+W21ndeZpzv3XFqVVVaWrQlL4CRwmvt0bWewPwTm0NpoFigAUxo7wDfgCUAGdE23CQwmdoOQzu6iLDdXYMNuDoMRK6lf2KAg31A3A5rxXVP4Dh3ASu9+OLAB8zbSwUQ1wIhd1vky+0yLZ3XvO4JYDXPELwz63LtA34meS6xL0xohehbMoGaYeH8hwBcKc+Vo3UtY0b+pPWhzL6yFpPl42ZduwURV2zy+5LIszM7ExvlxSyyBEbKtXJKHLlL9Fee5WhxQrcow2pkRWGl78TD5YzdGqcEMLv9ZS2bg6rbXyiCcFSfEiPE3z2zSersFIrZF82kwOHcaa8AALBTnETOZaW8SU9GnrR7yYsU8KirWWuwsM29TIMRDyxjNttVS/D5nYmFnmeVxzXH9p2BLAs006fsC8ag/K5po/VboUTmMFT4TV0JiFxL/9QjFLoNkKsVo8PvmU5kv7ixgEF7qQDiekDI7Z76u9G6W9uX85rX9dZcvH4f1uXaB/xMU1wed+uestq4C5+CZioEvzifM/3n2yit7PhCLE2JdCqKqnGLqR5e1jYtCch1C1snJJjZtYMAT1NFm9QSA+c5CxBeWHgeeRbFM3DnfCCdS7eYMP5d2TCFeXCvgxbrfgw1vhOL01X7Zp2ZKSznr5AnlZsQ7CWuJcjNFuJxDSQE6K58i8NAXlUAKkBXKyQgGTf/yPKisONLkU1TQJAvzRSL8hCH9bSw92zs61rGgHaM835a2gNLbbUWqeY6B5Q0X3bYITC5B5C7GhC5lv4JIMCNBK06bEGa34stm/lZvVQAcV0gJPDvqsiXu7V9Oa953RHAajAYzM/EHViXa3Pw5c2dvgXurp82HpN62B0M09S2R1MbpaW14sjSorDQqxRfc6IfzXRRICDCRjJFhQzHuXWT2Hoe2/Ps7O7Y9oeZvjz301w6LCb9AEZ8jwZ4DBW1dePIfA9BDmLkykYsHoibvVpj+fydRbthqu6G6bxb7e5+J5ZyF9HEQTIRX1OaxXT+aryf8KwKLTC0c4DnysZFZUlVK4Rb/mcRnlSufQwTWha17YynmjIF4ANeAA1op+Las794ZsfGaa4Ym34S22rPxZ0ANp7bndirj/T078u1yRC2Y4dwOSByJZPN8BqfI65fmNkmtgWgpviVlwggbgSE3IlTf5er22laOq95vRJ1U5/D8+fP27/7d//Ofvd3f9c2NjZeZKtQ4vg3rzu6Ltc+wPgQloifbY8y+QEttHzbGaJFoRXhxMdxHGkhjf3aVhfadmLVV3vv3P5ElghR7Nur1ruaCITNgtmC8ULjAkPVjkItukUF+1XI6yiOQoG744uJGAvE8wiA+SWLHZOIPBfvItgtShNldufXvQ6qmuKaGKWmdh/rPZcYiyT6Kdgn2nnV7Fxy7Sx2QtufoEMqrSw918bznans6b2JdHyAICwRFlqRTGPf9tyO9E2jNNfvAVrkCm4PM1vtxto2gvLWiYXZAn7lNhmMVPgSp9Sutf2XCiDuVRByt7Uv5zWvlx1YffZnf7Y9++yz9g3f8A12/PjxuZbqLqyrtTnaYW5bQ4wPafdVttCJ7dRqVwtalpW20gsFuvbS0o71WtbtRHLNfk3Rt2Faqd2HLub5nbEtdVgEK424t6Kx/KlaCeLewqq8tgFC5W6kqaqNfYBUbfhcs9ChkQFkMYWYVaXtyFTUt8nUabMSYlFmmp55S/D2FPJreU017cDZFGA8A1dRFKg1t9Zv27vP79vQMH/1rCwwfK2tgq0kFsmvbaEdWF2GFvqV7U8ri4PaAW5E4FlhR3qJmNFJls7E7rQUazmkYz66g+ao7SvkF9POa13nt2JK7VrbvxUA4lZ4Xd1pLcK5aem87uW6KWD1v//3/7Y//MM/tDe96U23fo/m9YrW5doHg7SwLagHq22xm8geYZShU6mt1QotiWIL/cJO707tzGBq7TQX4FnuEjmSmtWe9FMnFhOblLUN0lRTUv12bAtJLPB0vqwt9yrr+gCv0gZpZeO80HQgai/uyFmZvbq2KCotQ4uV1Zb7paWwVjNNz8xgW+9B7ah5vWLFOfAwzZzF1HAqYCgbW4SsqmQSSx4ki7uGI4iw8SLzq8wyWlwF/8E+5i68OAzFiFZ+ZZ0gsHYbVqvU83Hy99QWrAQqAPflTMu12olldQAQP7nYkdXBwbpam+xKAnGm/C4MmIYNdFNxtbrS9m8FgLjZbdwNXlF3S/tyXvO6kbqpa/rUqVNzV/V7tMQOpExU4cnjwm3H08wujDM7s8t4vK8omrwsbXuM1spsuZ/Y3oEvagS9tCziMLQFvKcYba9HdnY71Xj8ei8xL/Bsb5TZmGDeyk1uHV9s2bSo7LkLY7ERLNATRPM5i0R58Ys4CtHJOJ8rm7Ekd0NL8G6v5gw3jX8NO8y+RJrsxUUZebpAm57n23I7lnaPlh7AiFnOsixkpUD8Y105DR1tvWlW2no/UQbgirkJVMKSE7+0SVFYhog7NOsJ6ARiphiQwI1/mGViSQlYdm7s1w9eDgvEYVXx0ELvhcav8mqxZS8FkNwKAHGj25h7Rc1rXrenbuqz/n3f9332tV/7tfZjP/Zj9vDDD9/6vZrXbSuF0jKi3o3t+Z2RtCu4pKN/2RvnYpYS7nw7Lp9tkJU22h7LG4gYG/R1eFOxWMJgxYHz+6mK0i4MczEbALMRC9cw1aj6QjcW4xX6gfWjwNqJZ+OhWSfwLAoTTYtlRWl5kaplFAaReR7twMpqgS63qLO4z+vlq2D2n2uQzViq+lKwtZT4dnK5pUlPtFGnljoWK5g7sr1pbu8669z50eKV5qYAwUARnmQYatZM+Pm20oltZ5RJW9VJQvMtEXiGPTq26PysaPd1COyewiqFdmKpbY+sdW9Yp3NYIA6oImAcZrUXhxZ53l1nXjn3iprXvO4yYPUZn/EZNh6P7VWvepV1Oh2LIqdnaGp7e/tW7d+8XuFqFpl2wrh7aM9tjy2KfFvyIq2eMFVuitCzdhBoYpCxd3ymAFu4tD+w0rHHN0YSGy90iP0IrKp9O9KLNPmHDmuSV3Jm5+8PSzTvadpvc3+i1iCRIZiWEqqL8J0FHJarH8cWhJ7tjis5cLfCwnYnrgUFqTVvB758RTB2A2KBLoAi2nBlkw0o5tBZIQCSYZRqr7LTO7k9diy0tR7Te4ltjXJnuVGUliSRdWXDYNaNAusngXypYIZOrLRttZvY/iS1JAxdTFIcigUb43s1e9FXrffs5FJHv+d5hHcH9fW33A4KxGn/wVRpBLWGgYus24rUmr6bzCvnXlHzmtddyFjN694s6VwSYmjG8qMCXBEZwoLK1BU+RGmJp1VphTECT4BuKE3NQoecv0ptPBiutvyratsepfK7OnlqWV/4hNgijh9NUxukUxtPcVUHLLl4EABV5DFhlluJ19C0tGA2W8eiWZWeWCwYMkbcmen3Dyz898sU3itp96CYFzRt9cxCIYZ5xNkcX7FaoDaImAg2xRudWnYi8CQIrNeuHKMoqwMXzo59RtyKrA/4QkcXONf0owtte3C1Y2u9tq4ZwHpdV2rVoeVSRI7n2ZHFRGwWZp8rHTcd91L0RA3LhaaK9h9MFaCK17gbzSvnXlHzmtftq5v6jnjrW9966/dkXre9GrHrYFKo7XdmdypLg7V+S6wTnkKI2lkw5cielrOoEgTMpRgn2oDn9lNb4U5fWWmVbQ8yZ0Bae5pmquuJbQ9Nju6YhwKyYB+wY0CkTksGuoA4G1qLLKzE3/TageV1rfBdXgc+CyYrCZyIHYlM/jIDq+Au1HNxjqJbMDkJO8W5RkLFn0kUWlpVVuQuJLvledJOSbheE8w9tceO9uRuDotFJNFDqx3LSoKWnTfVYge/JxzXI4GZk8sde2i1L70dU6EAOVqKABvczcdpqbiblW7rEhE3U6cvJTqmEYjTakRTRfsPpupa3lN34sTdvWzTMK953Q31km++ptOpZdml6paFhYWXutl53YZqxK6AJpyvWRSf2xmrzcaiQ2TNUxdGFnkwVL6d25uqJUO7TqG0hOrOHKfRwUAUPHF+YBvDqfQyZ/cndm4/lP7mzP7EJllhj611FWlydj+zAI1L4CmTcJKbxMuYL7BoeX6t1iNK+D1YsbwSiArMu+j4TpzKy13lXfgB57C8lEPTnk1gwkrx/ruR00NxveCCD7gFg/Sx1hAwri2QE7nZzjhVmxhmcaUDKxXbY0cXba2XagI0CtFPAdKc3xmaPQK2ub54DjYezaQeXljUcFLZcru2cCY2P6gnUmoAjFXgWcuCG27fMf2HUJ3PQZM3eDlAcjdM3M29ouY1r7sIWI1GI/uar/ka+8Vf/EXb2tp60e/nBqF3Xx1cnLgpR4x8DOFxFNiF/anibNoxOW0tAandSaHR98W2rzDdTtIsgACjQO1DDEOf35vYkhab2tKssrP7qVVFIR0VPllh5Fs/wm0dgXPXnt4a2Z6fWRKUdm6Q2RjRVFnLbDKKPPOD0JLa2TDEVirGpMzM8tot8NU9wjLdqvIPZPU1ku4bFflXs+2AawFLgN6C/9H+I4LGJWPL/kCmCgpMLsQqoqFbbjs2KsTIc5yLUVpZ79kEa43aBLxTZU/G9pr1rj26vqB/p2lhxxeja07qwRjRZqQFzSQrwIoJwS4hzgCtG2zfXQ8guRsm7uZeUfOa1+2pm+KDv/qrv9p+7/d+z37kR37EkiSxn/iJn7Bv/uZvthMnTtjP/MzPXPd2vvM7v9M+6IM+yPr9vh05csQ++ZM/2d797ne/iBH7oi/6IltdXbVer2ef9mmfJuf3g4VZ6cd//MdLSM92vuqrvsoKUoMP1O///u/bm9/8Zu3vY489Zj/1Uz/1ov35oR/6IU05tlot+5AP+RD7sz/7sxvel7u1GrErd+iNPoPFDBuEU6s9e+OJZXvjySV7w8lF67cje+2xvn3Yo6v2yFrfji517DVH+tLHYP5Im6f0aju3x9QfAc25TVK3rVWJgWN77EhPTu8wFixcCN57rVgAC8DmBaF1ksgWaC3JwZvw5cr2h+itYEhCi1qxJb5TXx2eTmuqEVXfTwUUaXkvgCjefzc267fMWv6N3U15sxYi+iZarhCSZRMtBADHHZ1MwKoWWJ6iQzLPYp92sWN2tsaZ2Claa+imEKQ/tNYVIMcqYSGO7OGVrlzUYTPP7k8V0M1QBO0/qpnUK+vqkkk9AA7X6yQt7Pz+VDcFzc0B/56m5Q1nzzWA5ORy206tdPQn/26YqMMTd4C45u+AMX5/JxUsm+J15u2/ec3rFambWnN+7dd+zX74h39YwALh8lve8hb7+q//evuO7/gO+7mf+7nr3s4f/MEfCKj86Z/+qf3O7/yO5XluH/MxHyNGrKkv//Iv1+v90i/9kh5/5swZ+9RP/dRL2DFAFe3IP/7jP7af/umfFmj6xm/8xouPeeqpp/SYj/iIj7C3ve1t9mVf9mX2eZ/3efbbv/3bFx/zC7/wC/YVX/EV9k3f9E32F3/xF/b+7//+9rEf+7GK7LnefbkTiy/5tHAGi9crduULmPYJrBOmi4AadeFqU4sQAMVduh94ttqLdTc/KdG5ODNFxO/7o9x2Jpklkadxe3yHotC3Tiuy1X7LHlxuWysMrRdHttiJNfXFos3Cy+g8i9US4/StUCJ1RM9lhVy+FhMChMpTPJBKE4ZmavAyLa9ZlrPA2P1SACHADu/bnwEtQBFtOzzDbgRsiqmaHcNpgdfULBwbdnDmJcbPSB9SSzD0rBMGNlVod2mLrcDiwLP9LLcLg9S6sa+pzryo7dRK2z78VWv22hMLdnSxo+uKa2GSugk8Llk0VcPUMVXQW7BS6LgIWb4UyFwePAH+bjUgOXgTcrDUNsQA9VDE17yu/3toXvO6F8qrDwf9XUfB1rzjHe+wBx980B544AH7lV/5FfvgD/5gAZj3fd/3teFweFM7s7m5KcYJ0PL3//7ft729PVtfX7ef//mft0//9E/XY971rnfZ61//evuTP/kT+9AP/VD7zd/8TfuET/gEgZyjR4/qMT/6oz+qViXbi+NYf/+N3/gNe/vb337xtT7zMz/Tdnd37bd+67f0bxgq2LMf/MEf1L8RXWOE+sVf/MXy7LqefblW7e/v2+Liorb1cuvQbkYDclAADNDaHqfysWJya62LgN23zb2pPb45sE35/Lip9Enu2IRWEkmMfmKpZWXt2TMXRtKsLLbR4+CK7dmTFwZWV7i0R3ZhlGk/EaX3Y2fV8MSFkW3sEfqMgzsO7JVdGKWW504wjSF7GLrpP/5Oi+9qFguwM306M2iwCrPJfbjmdVj0QwespjPA1XhSgZOqa0wSAszkmj77GVFCdH1pCZazY8y/4whgFVgfW4QwsKMLiZjIJGTaj8atp/zHU8tte+2xBenzANLvOT8QKGECFVCCnkltPPPsVce60lQ9szMysrkBSvhcEWmz2IrU6ju+2LazexNNoE7QaFVOaA4A46bgodWuANKtKsABcU1MyDb6L0ppAbWJ4ZqzQ3bXaNHmNa/rqRtZv2+KsXr00UcFoqjXve510lpRsDlLS0t2s8UOUysrK/rzz//8z8VifdRHfdTFx/B6ADrADMWfgLkGVFEwTRyEv/3bv734mIPbaB7TbAO2i9c6+Bjf9/Xv5jHXsy93UjUaEL78Wby8A62TKxVfdrBPLA4wDout2N5wYsHe5/iiFgs8iHammZ0HVKm9FNn5wcT+39O70qI8tNwRkHpicyiNzWuP98VWqE1X1/bM9tjO7tHOKW2I6L0yy/LKhuPSNgcwGlMZiQJqmRBExzUtS2uHTIa5FhSTaaPcxJChaLmWbxWLPl/fGUDsPgRV1PTAcQIGiLEiazEiF/Lyz/Gu8HdAFRglnYGqBtgC2mxm/oq5bCMkx2n9+HLLHljtSRPF6++NU3vH2T374ycu2B+8+5yd3cHzLNM1h10HMThcL7CVTP/BbPVbgQ1S539FmDO2CO8+ty+LDuntZBMS2rHFloxC+ZN/c4MAELqVTEkzcQeQ4j80Xc3f5QY/b7m9pO+hec3rvhSvf87nfI791V/9lf2Df/APxOb843/8j8X0ADz+43/8jze1IyymtOg+/MM/3N74xjfqZ+fOnRPjdBisAaL4XfOYg6Cq+X3zu6s9BvA1mUxsZ2dHLcXLPQZW6nr35XClaar/muL17mTX5WuJXdHPDKeFRuNpx6GdurCfW7eFGWSsFl+/jXC5sjM7Uzux0BJr8eTW2PKikND5eD+RXmcHCwbfs34bn6PYEs+3M3tj20sLMVGEPdPm4zHtJJIwOo5YIOuLgb/XUwoFnmmBmB4EmN1vxbGCrWu7ocqLxwSAeqXDUR5gq1Y7jtkqacfWs7bfgcfwJ1EztHpTQExV2ZGFtsTorzvas147kVYKEM51uT2urDXMtY3NNLWy9GwVw08xa76t9BJb7sViMaWPCjwHwNPClru+9FuwqWf3xopActYLJrYKl3bYL9rYF4apgP1ZWYLcWqZkPnF37Zq7v8/rfq2bAlZojZqCwQF8wOggCn+/93u/m9oRtFa06gh4vlcKcT6i/rvNdflKmWS4oUcwEr5nA22nsiT27ES3J88hxO4AufVubBv7E3vywkSmoaud0NpJYvsjluDKnt0a2+bICYthJR7wfPv/t/ceUHLl5ZX4ffm9Sl2dW3kiExgYMgvGYC8Y7GWxvbbJjMfAMWsvGLzk8AcHYDGwgEnHLD5n8QZswGcX4+XYBAMGbGNyGmASk6SR1K2OlV/+n/u9Kk2rpyW1pJbUXf3doemu/Oq9p/rd+r773ev6lnhkicGnkSExuJjmMv0VRZlUmyiGdlwgj4oqyUYm/cQdvP+b9gw7FdxXrVU7zNyg3xf1Wo1eYQhKji6Po1/YqufiWcYqFjVzfM4kTbF3xAf9+OOMQwexVKNW2rFMmVKTxfOTf0+UAzTDSDRUo6UUD5ipSouPT18vF18AaBRLMs6WH4tZrHbQ1oGaLOZJUhfI7WSrmkyR53g7LIR3NfHJ2vypvbVfQlhloz0Eo5f4+2x8rbaqJ9bZQt3fFTsVm2IifODAAfk5W7zkJS/Bpz/9aXzlK18RzdYAMzMz0qajFmp1pYiTeLxtcJ+103uDSb3V91k7vcfL7JMGQSDGhfxZ7z6rn+N027IWr3vd60QQv7piRd3WdnVdNrIci80Q9y53ECW5VI84CeZaMaZqvvhSxaxWNbpSado35sO1LBwRx+1cgnQ7vQRHm6GI0Q1WULIcdy62EZj0PIoRxhlssxCox/0gaLad6KMUchqNsTpnULGSibXeiZohnvQ7PfrmTDhml2Qq6lf8SFfoXbXKeFTkS0bhrO5YBgyLk5q5hG0fWe6gEydybFk2JMmhdYfvOuJL5nk2Rn0PdsWS4G8SdMe2MB7YJ9gb8JTlNCorUyQvjDOiPxafyzJMGa4wDVMqpFzQj6z0xDPrTCq2ZwNOsTZ7sQxuLHdjmWQMPEvidfizkQrZsOqQ1P1dsVOxYWL1vve9Dy960YvEioB/nwovfelLN/Sc1M1THP7JT35S7BAuvfTSE25/+MMfLjmEX/jCF2QCkaAdA+0VHvOYx8hl/n7rW98q03sUvhOcMCRpuvbaa4/f5+/+7u9OeG7eZ/AcbPHxtfg6tHwYtCZ5maRvo9uyFrR24M+wuC4fa4dYaPew2I4lYNn3DGTLGW4/1hEiRIdtTv5QL8P8NurUkjyTSgIrEkucFOyEsvimbFd2GPDMvwthei9JioqVa8nizSrH8XbVWVabBjqgAdabHFScGlKF6ptZ8be56sODf8uQJn/bhhCisYAZkDnGKzkma7646fciDiH00OzGkhNZLRnomik8aRF72FN2C7H7aOl+xIdkjF5YJGceY3Rk6sbAfKsnuYJs+ZHIk+BN1e47v9eb2tvsWJqBhojnPUkVJ2U7Eb/AsKWdb6hCth08sc4G6v6u2KnY8OfLe97zHjz3uc8VYsW/TwaKEzdKrNj+45Tdpz71KfGyGmiVqLxnJYm/X/jCF0rVh4J2kiUSMRKZwRQe7RlIoG644Qa84x3vkOeg9QOfe0Bqfud3fkc0YPTfesELXiAeXBTcc1JwAL4Go3oe8YhHyIQj8xBp+0A92WCbTrctWwmbrQGhvori8/Gyj4rvCFEqRubLqHdCRFmh6+I4/QOmq9g9UsJinzjxNWcboRAn6q9IqNthhE6cIYtyBA7jbopcQX5DZxWs24sRFoOHJ9UBnQ3yTX6+nQCZIOy3Uguji/vIFUkr9Wu0yHDpX0bzVoYqm8yITHDFNIOU3b52LsPRBnVROcxeInmPeQeo+7boo9gCpF3HWuLPy5wujNIWelEqgw2cViXxvnSiLCJ12oJ0u5lMHZKMnI+K7ck0REwdaCaZBJeTBJJksW1eps3EaSpkw65DUi2aYidiw8RqMAW49u9zAQ1GiZ/7uZ874fqPfOQj+K3f+i35mySOlQ9WiSgE5zQfPbQGYAuPbcTf/d3fFZJTLpeFIP3xH//x8fuwEkYSRW3Ye9/7Xmk30tSUzzXAM5/5TLFnoP8VydlDHvIQsWJYLWg/3bZsJZCg8EOZrRWCiwm/qVNEPPDmIVmiQWMmVaViUSC4MBCrPXy4UBRtOrZdDGRZYSBKkjTwrrp2N81DGeDcxs1HOeFJHyATaSkTjRPFyPcsthHHNIt0EbipLL6MraE/EafIuNC0uqxwaGVpq4BESpzt+xW/1aSKl1mYYQB21XOkDTZZ9jBe8eU4zzY6cE0b7V6ClV4s96/5phDxLCmm+Xi+cXiE4UhHG71122CjJQ9XTBlYoBt/nODgQhf1siUB0LTmYBV0rOJKtWi0jE2p2J5O8zTQELFaxmlGCu/5GP4b4WuxRTnwtbLPUIfEd96O+UUk3dbESt3fFTsRZ+VjpTg7XCgfq9WaDepeqGuiDoSZfKwoVj1LCNHsSih5f700w2jJxkwtKMJx+5oWtl9YKeCiRhL2hVtmcfvRluhs6FeVIcXdx2ih0EPFpy7GldeYbYZSoap5NnaNFu2d+RZ7eil+OtfGQieWigLXCwYzM+6GI/NLrRBLncIeQLE1sboNmA1c3j1ghqavU1XsqniYHPELg9BeBtc1hdyHUSJxRcudRCb1At9GnlBzBdQqHh51yRiu3zcm5+eAAK3XBjvW7MrwAwPCSXhI0PgJxqilXSMleV26pbMyxX8DrPoMfK1ohbCZmieSqHsYwdSLcGixK/uDXzIG1g8kerZhntLXaq0nFl9bpm1bTC3IJJSaFb/trrdSKHbS+r3hitVqEfbpcLaWC4rNwWrNBttrB5c45h7JVBXNPm+dbeDgUg8lcUS3Ebg2Di2HuOtYG+O1AFdMVkQoTE0L2y+sFBDUUXHhIilrJAZun6WPUCyeQZzO+vFsA80wRd23ZCHiwtSdo21CUTVoUIMCVgCY6ZbcV9FijymjM7OSqq0OfgtzV7VUeRQD20BKu4NehLhkiw0CyQ6tOSqBIwRpJPCQZjQOzkWcTnIfmqxOJih7GfaPluU8HGC9NhiJBtvEFIWLWamELRfVKE4L0qF9EMl0LpWSjWqe+Hz8AjLXCEV4z3YmpxEXohT7xgMkqYOx6ql9rdbqkPj4OY5h0sql5sv7GQa9lUKxk7BhYvXd7373hMuMfWEe31VXXSWXb731VmnLUeStuHhYrdngN+1GLyqqT2VOS/EeOVpREQOSGJbopYT0dCM0uzlMZr+lmXzrzj1LFjJWtUic9oyUcLjewZ3zbRxuhDjWijFWtsXZ+vByV1og9EqKMgOTNVdel+1CTkwxJ44Zb1bFR5Oz+r0UhpXDNw106JhNo0VGovQX650+tbcVwWaVRCIbxYTm4AOEIm3qpZY6PbmtXgkwU/WQSZh3JvdhtajmOaJHIgkzwQqSJS008SWjrfppROb3tc1sVJlB2KLxZC66KwY5s0q0ZySQ6uygwnMy65CT4Uw0T7wvdwO/sNC/a0WmWlO4JZZiDYyViirX6TC4z2I7wrFmTyp8NOOtBUU4+XqvrVAoti42/JnzpS996YSKFMXmzOUbHR2V62iySaE3cwMVFw+rNRs0amTFih/NrAxxAaR4nJN3XCpolsnPbVaguAjRCZ1Lobie0wk7zoRwsTUxVnYKR/YYmKz6yHIDMQXHJVdMGqnBEjLHykWSF9UE05DFglWumSzH2GRFlM6OZaHi5TIxyKWJUSfiBm5yEbtPJK3Te1sHQb/lx4PSoN/FIIORk4IkV3EO27Xk2F9RtqWqZFsk5qyU+rhqz4jo+w4utpHDxFipIN5iueCYaHdzJLUip/JkIvPiMgcfYnF4R8XDvctdzK505TlY9aINw8kqPBvxiToT7yX+zUrZRNWXDEu20uWMzgzRRtVKG2vfDapr0jJNMsnjXB3Bcz6mGTcLw+a9pVBsBs7q3+m73vUufO5znztOqgj+/Za3vEWm9F7xildsysYpzhwnhCnLN3bGilCQTo+hYrEi6aEWyus7ktPQkNdxmovLJUXHy3lBrOh2zYXm0GIbYZJjquYiSkzYViTtPDqi8z5kZZzyC6OsGInPi7YNyRyJHIW4y+0QYZqjZNtwSoZkBdLxiJOEie3B6EeWDDLpFFuDUPFY1AJSGgMdniers7BM/q/QOpmZgdG+J1xXCIIF03SFKKdJJvSZpHq8EkguJMXezATsUljOOBtxbSdxSkRXtBo8P1mJogh+rhVK1YoaPk4rsrqzVyKX/L63VHpChedMfKLOxHtp9X2luiU7pRCuMzPxTKcPSaZI6NaqXjd7mnEzMKzeWwrFZsA8WxEXJ+jWgtc1m83N2C7FJuSY8QOv5rvyQb3Q7IkD9jEx5ywE7UmWSquwELnnopWJ8xxRVoTZcqSd0141v5jqYoDyfJMRJKmIbTmJxbaiadDQ00KcxDJWTypHs8T5VoRGJ0JCP6qQ1QqKjtuIM9aoDFlUWTtju4gVDzqsixmlHv0tgbJF93MT5CvURTmOKXq5Qf4i24KexRxHGz7LjRnPicLAk+eAaxty33sXO/j6XQs4tNyWVlez15P70aG9HWXSDqanGd36OcBAk1lOEFLUzWDwwSLOShSrQHvrJXn9Q8vdfqhz6YTqlEwB9qfxzjSv7kxyADc7M3A7ZRBqBqBCsckVq//wH/6DtP1YuaLnE/H1r38dr3rVq/Brv/ZrZ/OUivPkHcOK1T5OJZk5jrVjBI6Jq3fVcNlEGfeudNDupbDtHPvqPiaqntgezDVp4hhL1aASWFiSiT5DFtcjyz2JImEO3IP31nF0pYuUC6pt4LKxMlokUb1EFlCufoy0CZgrGCbodpkPaMLMSeTYyeEUVCYkrsvKls6nbinQpNU0MlQCuzBuzbLCfZ3xfVLpLMxBedwYQWRkmRAjGsVOlDw5t461Ioz4PF88TFcDseKYbfSw1F6WCg2n/8qBKy28hVYkOrw94yXxxRqIxkW0HqXHdU9SrSo5aHZizFGT5JjHtUhrKzxn4xN1Jt5Lm+3TtB18n4bde0uhuCjE6kMf+hBe+cpX4jnPeY4EL8sT2bYYaL7zne88541SbH6OGaezLum3LFi270SphB+zncfpo7Jtwrapy2I+XwvdyMDekRIOrfREmOv5FqbgoRkmaJKwGRCCdcl4FZdN0aSRlbFcvmV/555F/Pjwivxd8hwkaYL2QlcWYI6jk6CNVrkwdqUCRi2709fqsO5wX2y14mKCkUO91EDJylGVCVMDRsk8rvVhQYiZfVkUY8IPULUN9HLIsENm5hj3XNFCMUR7rOzCcyw5F6m1OrTQhmUXlgScEKSD+q1zrUJf5Nqol3IRbxNL3Vhei+fzAByUYPWqE9PxPJXL6/lVUet0Os0U1uiEzmSicLN9mraD75NmACoU54FYlUolMcYkifrpT38q111++eVizqnYOhhMRA0MP/mtlyJbtvgoTpcWjm1JW+Xgche76gEmKj6mQh8/uHcJZt4V4TpHydmOCRlB4hT3J8Eq55AKAysUrD6xGhUlCQwaRlomljiRSD0GL3PRjYCUOYCBIV5GzSiTCTEupqRVvY6SqvMN4wxifUQ2ROKRGchNHjMLNSFKlpi40r+JLuqlgG77ZWSsOor2yEIYpTjU7cl0aDmwWfCUyJeFTiTtxJLnol5xpGrF9rRr21J5ylJWnFIstIryJQkGiRK3eT3d02hQVFU7YbZuhedUmimeyRzOoBZwPZ3QmUwUnun04YV+vs2EZgAqFKfGOf3bPXLkiPw8/vGPlwgaViyoX1BsLYivjwHMU2cVpTjaKKwRylmOQKYHc/GtorM6BeZcHMuOjTsXGbacYXrEw0jJEYFxzXdkrHw2TqWtyJbA9+5Zxq66J9oXqZAZGY4st3G0Udinp8iQFPp2rJiscsRCrJY7KThlnxgJ2lE/j05xXrE60ud0k5ciOueHRE4TThsJMhimLekDlsVJ0Ay0ic0SU8xmWZ2q+jZGq66ccxxEoBeaa0fY1Y7k+JLQS+QLJ0njTCZQm2GOiTKJOSRXkASHwnYORbCVTfJf8kzJqCTWVqZY4UlK60+nnSqvjucgn3MzMvp20nScZgAqFOeBWC0sLOAZz3iGWDCQSN1222247LLLpBXI6UBqrxRbB2JkSCK80pVFhN/UWUU6stzF7rovFSlG2iy0SLwoVnZw+XRNqlP3LndEVD5aNjFV8ZHTNyhJcWA0gOfZkv9HrUueu1jsRvAk3iNBO2SFIC9aLRm9sYpF2kppJJlhMb2PSLWS+1y8FRcWJ8tiZL3HZbvXZfafWRAhRh/ZORw/R5gCJccW2w7aKlBkHrmWVLDS3MSusQCjriMVTwrZ6cYfJol4T4kux8hxrBkJseEQRasaIqCnmmlittlDnUMX3AbmBI4WzuP8MnAy7dGpKjzr6ZboMcWq62qdECdYSZBYQRvohE5HmHbqdNx20IIpFNuKWDFzz3Ec3HPPPbjmmmtOyNujQ7sSq60FMTLMIa0+CsWPpaF8Y5cqVjuU2A2SK96PupZBkOzuOqetHBxe7qBkWYjNDIvdGPWyg7LrCAHj85JcjfoummGM2VaEoyuRTAyWLBdxnIoDt7SVqKWyC7+qPLkva26wsKu26vyDFKJoDBcw11wegPNyDv3EEiA2CsNY3zGlqrnUSaT1GzsuzC6z8mgRYCCkuB055ltd+C4XWheXTVRkqjQieQrZSqaJrIE0KM4deb6VEGGc49rdNh4wU5WJ0cMrXfHCmmG1tE9SNqI9Wo8IrfdY/l7pJfD75InnOLVhPO8p1E+zDBNlTzRkpyJMG3VpHzZsBy2YQrGtiBU9rD772c9KmPFqXHnllbj77rs3a9sUmwQuFhSg0/maImF2a1k5oPaF1MYNgENLLdRLnvgMUVw83+hJq4cLRSvKEDiJLBzN0MR4yRdhOhegqK9zoXP6CnPZGFVjmEK+Gp0UOSsclgnqkFnFkqmyTAoWAh0EvHj/6Aekdi3ZGoBVKWryaKfRNpjvyJBlTujx2kJAzqEFGtEy7mihUwQPc0CB51iaG7hmuoKxsidEjFWduUaE2+YamKi6QuylOhQ4qJdcBJ6LSXo7mCTgJkZLjkwA0r2/qLmevDK1kcrRCY/t+7wJEWp0ccextnxRKLkkjyluOrSC8aqLy6dqJyVMOh23tbVgCsXFwln9m2i32yJgX4vFxUV43vB+S9tuGCw2C+1IRtwZ/VHkqxkS7soKAkv5tFm4aromixzFvKwkcNqK1gu870TZh+8aSJIMZdsSr6qFRle0NpNVD0s5qxGx+BdRfyWmokkRsmwkeX8cHnDFBT6X55e1TlnVBceAQEkUzaq/Zcqvf/tAe5X0LRdEOJ6QYEUYL5cxVvHhUtxtcmIvRZZkYqmxf8yBZZkS2N2LTZn286yi1cYg7pESA5hNqUaJyahpSEWK59B02UMjSuW8q3i2VLl4Ht290BFic7r22plWjgY6IXpl3b3YkZxCOp9HcSb/HhiRs9KmMJAVOWNdOwGdjlMoFOvhrGq3jK35n//zfx6/TJ0VPW7e8Y534Od//ufP5ikV5wGDxYYVI3pSMTB5uUtH9VS+nY+WXVw+WZapvD1jZewdK8mkYJpnQsLolr7UTpDlGaKEpp+JLEDMA/Rdq6ha5UVMznwjwuxyiMwwsL/uFXqaNvMHY4RRguVOEcDM6TCK2Bmno7h4WJ3FOMhmHJCu1YL2wXXi3h9xGpTTdBmOtXq4e6mDI8sdLLd7ONzsYqbm4bLxEqYrPqi+otc6W4KXjJXEFZ2tvWrgYqbqY6LiYlfVwxRzBWsBHMeSMO99/XOQwne2pPl4ap+OrPREAyj2CRwrPIWvEonQ4G8SobX3H4BEjeSK+rFBBZWt75JnwzEtJCjibU5mPLp6Om6rO6UrFIotXrEigXriE5+Ib33rW4iiCK9+9avxox/9SCpW//zP/7z5W6k4Y9y/TeFiouKhFUaYb0Zy3TiDmbMcc40QvYiLgYFq2cS9iwkWOzHqJbZoHJiWiTvmmnJf1i84VF/1HPhOJsSJE1t0YOdzTPqOLEaWyamvFN1kFXunK3fM6sd91ZKTQbMCLzzW7nNetla5rJd8tnAZLZPINB/ji6ilYyvQMCwx+AwjOq5bGKvYuGZXVew7bLvwhuI5U3JC9JIYt861ZYiCjuKuDXTjDNftGZFW9WwnEsLO515sxX0n9gj3LLRwYKIircbVFayNVI7WelXJ+zMNTFV90R5S18XJV7Y3eZ4zHcBGQZxORph0Ok6hUGwasbruuutwyy234IMf/KCEMbdaLXFcf/GLX4xdu3adzVMqNhlrFxu29OrlwuHac2xpybASwJBkWUANYKTsSJXBMHNMVz1UqXFxbCx1IiFOrkSCMAewaPeQiCWysEI0NqyQ3Tkf4+75DkzDwmjFgR8lImz2HfogOTjW7oEyrMK56uRQ54ULj0FUTTgIWO4TKh6LzKQPFVu4CQyLjul08zdREk8rToEygoYu6JFUpkbKFQkApwh80D7jcAMJ+9RISaZSDy12sdBmRdUQk1pWNW+fbcKyi7gj5kpSm8fnoJs/K6O7RjLRXa1u852LV5Xv2jgwVsKts004Ea0diklXbiD/PVAsJkRrjfHoADodp1Ao1uKsdYe+7+MXfuEXcP3110sbkPjmN78pv3/5l3/5bJ9WcZYg0WFILVdEVgZEVNpfbEig2NozGJQcxnJ74Jq4fa4ponNGjbA1WHYZI5LDNixYbvGYiL5XK8wXTMUpm1OD9CZq9OgxRLd2jvjl0mZkHqCQsDAWY0n5Xm9YhcYqT9GMeyJ45/WnI1aKCw9WEQfD8qv1VizQkEvwUNPLtRfnWG5H2F0PpHrE8yTJM5R9S84lkg960h5c6AiJJ3lhC48aPg5NxDyX2J6ueKiktpD9fXW691syQVp1bPTSDBXPEdJE3RVbz3yeXpoW3lawTtA7nYtX1b7RwtiYcU1slXNS8CH7R2XYg8Hip7IT0Ok4hUKxKcTqM5/5DG644QZp/dEUdDWot2JIr+LCgILyOxea+N7dyzjS7AlpoYblIfvrop368aEG7m30pKKQ5Dk8w8Cu0QCtyJKx+Uj0T5GQrJGyLZoXGkFOlj3cPd/GHfNtaRWyNUJSdfextrQYO0khbrcMtoZi3LPYxr1LPfEtohZncFbw9OhzL6lS8MwgDdczZOuhaPQCZQOImP/Xr16NONTUkaibYrNBykyrAnOlJ+dQM2TVM8d4xUXFt+C5NJtNcbTVgz1vYteIL8+/2A6lpVdyHcmepN7ONEi6DfFGozaK3lKcSmU48956IBUxnlN09Z9kBSmnnvPENh8/xEh42P5m/A0JFU1F1/OqWk+Ezi8Hl05WsWskQJzlUokliTsT40+djlMoFOdErH7v935PDELf9KY3YXp6+myeQrFJOLjUxtdun5cqUp3fwHPg8EoP3TsWsH8swL0rXZmu4jd+fj9faUc41gqxr15CnCa4Z7kjlaaqZ2O562CllcgCmaYZoiyXqa1uQv2UgW4vwc2zDZkIo/B9rhvJt/xumKDHyJs4RhgXwvQBgSJCLoT9isjJRvsVWwM95jWumdokUa75hrTGSDgYTcMKZpRaCFxqrejCbwvRWekkGC1nQsSo5WMYN3VZ4sSeUKNkCXHp8xwh3RxykNglkhcYGBOfNAP3LHSkLUg3dlavYj+D51rig7Za7zSYfmVQMwk8N526Pz5m4FW1GmtJ2QB8bwUFvA9KmBQKxQUhVrOzs2IEqqTq4rf/7lzoSLtiohpIK4VwbENaNd8/1MB01cdlI4EsJhQEs6IYxokQrpU2jRkz+eZO/yr+PZuEMhnFBbLkW5hrsg1iIShZiFIbScxYEwg54wj+SGCLTkbijFAstM1eQapWOyoMxOpKqrY+eNwozTOzItbG94D9YyUkmYluGMNgULHB21K0QwOuVHcKaw5q9ViwZgWK59qlE2UJ3SaJYdxNN0zFpJav0u7Got0jMfJsT0TqnD6d7/Qkg5LTqTSp3T1eFvJ173IXVzKCia3tVXonur4PrBZ4LpN0DeJvTqa90qk9hUKxpewWfuM3fgP/+I//uPlbozgjsG3BKhJbKB6dN/sgiUqRo90tLA7oz8MFRrRN/aknxonAtERozPFyLozMDaQfEU0/SYzYTuEiKJNbjiXf8ltxIosmhcfUyoyVCqNH3sb2YBjeR6JWN4l18Hz7gLQnTotqUiDVIVaVEqQkUvQ3i6h/4nCCh+m6j2t3VVEPXBiGKdooqT7lGR4wVcWD9o7C6E/W8VybrnkwLUOqqJEMT/TkdXrS/ksl4JmThBSaU0POsGdOGU7WfPG7ot6K7bmB3ulUVgsMZqYIniSMPzzvB3/znD5Za4/PuZ6tg0KhUJy3itUHPvABPP3pT8dXv/pVPOhBD5J4m9V46UtfejZPqzhDsKUS+DbSZXpJsWJw4jQUndU55ccFxbIYxFyMxrNdwgXIzAotCasMgWUjcA15HlIwLmycGGQVguG6rDSwBUStCx9LQfpSv+JAnUyesSVUvD43I1sT9ltxOFJ/YotQsTUhxJjnCFuCZjEx2uyFsAxP8iNJ4km2oihHz84xAgP7JgMcXe6J/UZcSXFgvIyrd1Xhmjw3Cs8nEiuK1ykip36KpMdgiHNuYKEZY6oeyHQgCQ+TAqqBJefs5Ign4d/U9LWjRPyuyl7xmcMq16msFip+UdXaSKbdTs39UygUW4BY/dVf/ZXE2nAykJUrlvwH4N9KrC4MSIouHS/h0EIL880ukqzQWFGMznYejRmPtWMsymLGib9MWjkkOp5lYjEN0WknQrY4FbgSGjLNNz3iYrTiSiQN70ffIi5o1MDEaQo3o+GoJxE1S50uaNLQjrPjJpPrLUHUXimp2j6QDEEh4BCdHatTJNAM2Y6ZDynO/DEWGzmSOMWlEyXUAg/jFQNX7x7BZMWV9tyxViSu60cbhlRD+VHBUO9mlBTTgGNlEbUzp68bxYh5DvPrgLDvDK7jwjUtqbQmaSr2HzQOHeBUVgskURKn5NobyrTbqbl/CoViCxCrN7zhDfijP/ojvPa1r5VYE8XFA0fFH3PFBL5/T38qMDewp+7j+n11GWE/uNzG9w8t4+6FllSQKo4pImTXspAkKe6i6DfmRBZz3yxM1wJM0SW77GKmBtw518Y9vbbYMtRLtlSrKLJijAmJXZQkONzqIe17Uw1CfddWpXiZNQYNWt4e4PFiparimxLxQtLSiWMEjoOyZWK5FyGOM/G16iWc+Etw9e6qnDskM/csdUW0vm+sIu1iTq/ePN/GUocGoXwcFXmQFjOnBGslR150vhGK8H2sQq0U29OFr9qghbfWR2qjJp2nE6Fr7p9CobioxIpu68985jOVVG0BcFT8yukRIVirfawG4+ITVR9XzdRE78LFhZmB1FCVHQuX76qJuSetGKinumxXBQfGylKlorh9z0iAR146hiumK7hltom5Zk+0NBSs3zXfRoNxNWmKblosaE4pk3F4th47cRFdQ3BtqwdFqG/aU/+qrQp7VRtXLpuAR8NM6uxKdEi3JJDbc3KUHQeGa8MxgLGqJzYMVZ/GoK4QIgrMDSMXh3aSKdoyMJdvdqUrgcpsUy+3Y0xVi+ooK6LLdPEnqSp7YlC71EswXXHFXoHn0MlaeJth0qm5fwqF4qISqxtvvBEf//jH8frXv37TNkRxbpBR8T6ZWvstvBa4ImBfaNJHiEaiEbphJnYMl02XxezzyFIHy60IC81IpqwoEqau5ZKxMnaN+uKJde8yKw0FiWJbKM6pj8kRUL/lO+jGsVQjuAjyfkm/6sHLJFXtnk4FbmXI8WIVyaZ+D1JFqgYO2myr0Z5ADDFZlbRQD4qWIAcY6DPFOBhaMLCySQLPOhFd1hudFSHk1ERRE0h/q4VOBK9toBtziKKL/WNlHBgPsD8PpJHcIymzTDxsfx27agEMmTY8eQtvM0w6T9dS1Nw/hUJxXokVDUCZF/jZz34WD37wg+8nXn/3u999Nk+r2GSs/hbO6tJSNxJhOoedOJnFFiC/4VNQTPPOxW4kzteM/yCR4kJ1+7E27lpq44G7RvDwfaO4d6WHnx5rw7NN1DxG5MRCtGj9cMdcclybkxe2RMXlrPihTYMq17d4pI0B+E6hwaOYm5eF3Bg5Oj36VZny7z81LKmMprYpdh+eaaLRSTA5UgjKGdjNY10uOciywv6jHcUIPBuTpoGjjcLMlrE1nDIlybpqpoqRkos4zoVoVc6g4rSRdt/pHruRlqJCoVCcDmf1OfTDH/4QD33oQ+Xvm2666YTbVgvZFRcXg2/hdLKmAJ0C9qyU48hyB2Wv0EsdXuyI9QIrE7OtSCoVvK1C0uQ5fSd9tn8scV5vhImIjdniKTkmdlc8HG7kSO0cFU4VZpYswJZVnFxp3wspjk6cFFRsDQwMW/m7SndMTgKS/+ZA3XdxYLyCsbIrkUV1Pxc7hFuPNtENc2QGhxgc1AOGLJtimZDRQqFD+wMDgeOKhxU5SbOXYq4R49LJUnHuGbQEKSqqbB9zYpA+amwhTtVcOA79qrILSmg090+hUFw0YvWlL31pU15ccX4x+BZ+aKlbjJ57jhAkZrrxGzkNGrtxhsmaJ9WDzjJH93LYVQORw6gbTkiZ6CQZbrp3WUgWHxfFOYfkYVvF6H3Nt9Dshki5WCaR6Laoz2HbyEiBjoYCbhlY/R8SXFIWGbDrT/8FtoEkNeB7tDkAdo94UkHieUSyQwf0VphK/h9JOz3S2PrbNeFL25CmshyKqJcgxqAk7hx+ECNZz4NjUl9F89BciLzvmZioMFcwl1BwVlfF2iFMpGV9oe0ONPdPoVBc1BBmxfaAmChmGRqdWMKRy66Nq2dqaHYTEbLP0JXdNtDoRFKRSplHQ7+rFGj1Uiy3QvGqqgYu9o6VpXrFbDiaQY6XTBzpRKBmfkwWSGCWUTh50RJkhYrkyu9HpSguPlidYuQeCYy4p+c0gjVAf1lWiRhaTCLlUddkWaKbogXHeM1DaltohF0hzSTTSW6IgSzPrwOjFbTLiZh4hjIxWph1To94Uv3isAQrp2wbMkJptOSIx1WU0+qDMTWFga2EgNt9I9s8w5GVHqIkk8DmC1W90hgbhUJxLlBiNeTggjVZDaQqMdsMxeyTI+6m0cXhRk/0IxQf9+IMJdvC0W4XRxo9WTjZOpS2jmWgXvKkqsBJrbroYDKJtaEGhQsRyVW97MrEoR9bWG4Xui3qrTTGZmuBx6rs9jVwFKDHOSzPhG2YGKm4QohIfOj/RA80DjBQp3d3I+xP6JmFDs914HNoIcqw2All8nTveAlHlnqYbfWExNMoVMKROzEun66K1o9V0lYvljZg1bOwe6SE3MjFcJYt5F5SxNKwGsYq2Vyjh71jgXinnUv1aqOBygqFQnEuUGK1QzBeKRytOZJOMkRyxCgSEi1WrpitRuuGLqNperxPhoqbY7Lsgd6IYZrIBBcXRXpX3bvYxSyNRx1LbBm44KZGJoJm28zR6JrI6YqdKLHaaiDRpfu+55pAlElbkA79rBb5joPJmotdNQ+7RstYaHXFMJNtPlabZuoBxiIHdy920IpiaS2bPYrRQ1w5XcF42ceI72KqQwNZBitBWtC764EQ9U6cYK4R4ieHl4V087zkRGFgW7gzamF2JcLeMUsqoyvtGNw6EkBu79madaqjukKhuJBQYrVDsJ5+pNlzcWSlC8M0cSkrC1l2vMpAe4Y0y0SULMHNSSqVjXYvxL1LXRxdCeW6NgzMt0KMsMLlWOL6vsKMQrZ5ElYINCfwQsKns3l+6uFL3kZTz3KewbJN8TArOzYcx0DJy0WD9dNjLRxajhBlKcZ8E7vqJdQDpy/OMqVtvNiJxOhz/1gFV0yRhMUyGDE9EmBmpHS/ChEJDiuaJErVwJMqGAl+veyIbUd6jNuWy/QoSRyF8vwSwNYiz0eeSfxiwHP4TCpO6qiuUCguJJRYDTlWL24E/86zHCnNHxn3YReLl+eYaLRi5Fkm7RdWpmg4WnGpjclkgaUweakd4/BKiBy5LIoyIdjLkXLE3qSOKxVRs4kMKfPkLvYO2GGgZup0KCpU1Fg5GOvn8bHt5zkUoEdohpmYeEZpJOfN4SiFYXZlSnCBHme9VIxhK46FfWM+rt5VkccfXeni5tkmukl6vG23mgAdJzg2CVVB8DmtStLEahZ9rnjOhGEqrWQJdI4TBK4jhIppABKlk+cb/uBSR/WtDW3PKoYRSqyGFKvbH6wSMEQ5yzMkeY5WNxENCytKrBSw8rDY6km7h47qC+1Ipv18mz5EnrTz2P4jmTLoi+UwpNnoG47GMtW1TO8qjur32zaRkqqLgo3o2egORVsNcp6KZ2Gxk4hgfMTJMdtIYMvEH8RzyvMsCfSm7xQtEqps/cFA2EnBOQfPsqXCRB2UVKawfttuLcGJs1z802DwPI0L/yzXkrYgydN8m21mG2PU9tmm2D3keS5k7UzMOtVRfWtC27OKYYYSqyHFoDrAKgBJFdt1rTCR9l0vSXBksQfLMiQH7shiCzfPdflph07CypQpYmQuaGFKywYueC7avQSz7S5sLqZ5JpocCp1JzuhTxbYfzSVFW6yK9S0LccNnyzBLsdiKkBmGeJLxXGG+XydMYDkmxnwfdc9BKyTxjlBxHJQ8Ei4DWSNDDOCuhQ6Wu6GcHxyScMOCtAeOfULbbi3Boas/sSLTqglGAxeXTZTRCVMs5KH8zevZUmZllKL2+XaEXfVCK7jx96qO6lsR2p5VDDOUWA0hZAqrHQmJWooSHF3pidBpocXrMgSuBZfj8EZRdbprsYfRMifAImn3eS6w3AvFDbvk0l6B+YMUMzs4tNhGGEXimB3nqbSRCJIqxyraTHFhuq3Ygv5VJL3MO6YNBgXirYQtXU+qka0oF0d9apuynLooA65tw8kobS9y+Bh1VIkdlHxbPM7CJMehpR4cy4JZM1D2HakuocTHFoTKXofgUPNHwkQyV88d7BsNJItwrtmVahVzB12HBB7yBYATi/XAEiH8mUAd1bcetD2rGHYosRpCcDFjoK1UHixDss7YAqTDesllVcKCyzw0I0eLBCnNMRO46EQUqxuyADsGReskVrZorDpJDCM0YVmc9qMIOen3/kioDNh2LmaTEcsYIjNWXCwY/Z+B3IrHM7CLaqJj0yuKtxmoujZsx0bgWOJjxd9dx0KbmioSrQ7PIWrleF5AiA59qkieSJLoM7XYioVAkVg5NqtLFKJDhhima/7xtt3JCA5bgrT8OB4aXvHRGk3l1Cp5BVOXapdkUPJ1ztwmQR3Vtxa0PasYds2eEqshBMXpJFXMA2RLxrETZEkq7R8uqpzy4wQgF0suqIUPVSqLJSsINHAURVWeoxsm0h6cXUkRpbksvuOjDmZXTDTDVO6f5DKsjzApnLz5GhsRUSs29x/ywOCeNR2Hhp99ryrqqUqejZweVMzTs3KZHpwaLSHPTeSsPFrUPpniRdaLu4gyWmVk8ryebcExLDk/2NojbWNFlMMNPJc44MAJ0ihOxJWfmqt2lKDsWSd8uG2E4PD+42VXCBi1eyRSPJ9JwFhVPZsPS3VU31rQ9qxi2DV7SqyGEIZpSDuHFSiyd9og0JhR9FDIYFl5oYuKc8lnC0yKlkOYeYbQKBY+VjkMyxTXdSMDOmmMODUwOuLDtZkhZ+FosydxJWFCobsp/kRcvBlpo7iwGOxyY+B277ICZcuxdixHyE8jSuTDpuLaEmvEdhuPPyfzLLsIRGalirqmSd+B69rgGcMZT0bP7K0Hcp8jKx15HU4CsupEkrXQjdDlMAQMTFTogxWI8PxsCM75qjCpo/rWgLZnFcOu2VNiNYTggsVQW8dM5Js+WyiMnGEFaqkdil5lrGRjvhFjttGV8Xi2hRhhQjIWpTGmq67oWejW3o5YvTCKXEDPhGmQTAE1x8a93Z4ELdOuoeSZWGhm6+rWuSSK/uoi7I9hhZCogeFnv1LFCmTFAyp+MT0XC7E2UAtslEoO9o4EoovqJolMhRKsUlFTzolQkioe9xTMiowwVfOwu+bj8smqnB+9OBbXdBIsTg/SApSt5Aon+CqFz1Wrl2BkxhGH/7MhOJtRYdoqLQHF+tD2rGKYNXtKrIYQPIlIrLjglZn5xnDkPMNU1ZUSKSex7lnsoFYGdmUBbLNoA7F1w0H7dhiJASgJlOe5QsiY2cbpsGOdGHvqDgLHhFsKkFvAiO9JXePOeSCMusKesj67Giz6tG5wuPLnALX0mst87uB+FW0UPclsoBuhyNmzLDkedMNn5l+VuXyMnzENlD1b/KkG7TzHMVGBI8HHJDRTFR++a2K+EcK1UuypB5iqlUSjx/PBtm1cOlmRiBrmTfIxNAulxiqwbVQDitptaePxA+9cPtDOpsK01VoCivWh7VnFMGv2lFjtgG+EcZZJO2VPvSTO6j88vISqZ4s+hgsrDRupl+G0IF3Xl1ohDi33UHJN2Gnhhj1WcuGarH6x/ZNirhlhZsTFSOBJi7HTTSS0mWUUhjETTEyR1iCAbp9JuU5RUQljoKstw7MSpVurKn++VejaogzI+5o53ke0TkaGsVKAmuvAdi0YWb9C5Tu0/4RrOvINj/qo5TDGZMXDZdMlHDzWwlKPgw6WuKmbZle0WaM+M/xyVAIH1+yqSguRQneSchKp0ZItrutCquikfhE+0DajJaDVrgsHbc8qhlGzp8Rqh30jbIcxmr0UlZKLNKf9Qi7CdbaFSMJKLg0aE0xUXfgsf+Q9LLcTCeWNkhCzzQ66SynixECjw6oWY1BccICLi1q7d9+iH68hTuw85XExTKi1g3Nr/bH457FSRZLKPEYOafJ2VgaNFDn/MGmdYcJxLFwxWUatRGf1GI0wRc1wRQN1YKIkk6M339tAK4xxcKGDpW6CimcXrutLHSRZiofsHcN4zRfixm+BHGRglSrPY7R7mVStmPvHtnOSFl5o632gnU/Scq4tAa12KRTbD/ZJJo65rlGbeTGkAEqsduA3Qi53vI7j8ZwIO9YkQSpuoQP7YjsSD6Oya8ExPTlJGah7pBGiEWag65FnZ9J6ymXxjBDZJjq9k0fYkGNRiyXkSrVWZwWzXwUkYZVJP4fVK7ZvC3sCTuOxchWFwGiQ47KJEvaPVzDieVIq70a5+FJVMwN+2cXDLhnFrpEywoR6qhjfvasrVSjTMjHmWRJfE2XFoEMziWF3TTxs36icQLMrPURpKu1GmneOl4pWW7MbS7txrHxinM2FIC3n2hLYagJYhUKxPTV7Sqx2GDg6Xw9cLHUi8alinA3z2Chaz3PG3DhyQrKCRS8s6mqMlB5Y1FhlMiGY2Vx0cqRZCtPMJdDXyFKJSHG5sJ/ktblEcXlSU/azA7updgaUXGqn+iIry4RvGMgyitELewUeB8uyYRoFoWDb1zVtdKJUHM9zlwTLlMgY/u7QNT/JRJDOKlQvSXGo3UWcMJTbEM0UpweNgBorE2NlTyYCOf1HW49jrVAIWRRnkufH6cG1H2gnIy20/aj1Y2rO9ZvlubQEtqIAVqFQbE/NnhKrHQaebHtHA8kPPLoci2cVPYqqXpH/R30M/akoTp+suJhtRDjU6CGJc4wHruit6FFEg1BWMrLMQJiEcmLTFDswgMXefeaUa1F8/1ecLco+ZAihl5AEG2LOysm/jFl7XqG/IjmimJ3VG3qKLbUT7Bq1UTLpEUVjWEfy/hq9BCUvlrij0aqL6YqLuU4E37AQJSnGyoUGi9UwTo3O1Eoy8cfwbhIY3kYCtateEpf/AXFf+4G2HmkxDFMCn289EmKi5onj+7lWsM6lJbAVBbAKhWJ7ava2wjYoLjDI7PeTWK10UeYEV0YPowwh+0gcoe+EyHzaM5jSfqJho1U1ce9yV1qCgWuKjUPYJcHKpErigu7YRfiyeoOeH/gkVq4hU3rMcqRWLme+Y5zA6JcBo7wQs9dKnmjkxkuWEK25Rld0TyTG1FrxuC+2QvEfW26HcAwbI2VPWn/kNSOeLRWyRi9GnCRSsTq80sW9yx0JSp6p+kI2+JynI0TrkRb6qq30imBvVs04SLEZbbezbQlsRQGsQqHYnlBitQPBBZBTW4weIWlaaMdIc1pBFq7rbAGx3UNfqvlmKtUFite5GLJaZRk5zJyViFy0UxRRs+3EyoRWpM4PBst6NwWaUSL/cGlh0QwzEa9LG5ZXGoXXWNW3MVpxUCl5mF3u4PByD/vGSphxqJszJfOPzvwkEx6vs01M1XzRaS2L2WeKNE4xGtio+r5MApJEd/tTgKySpTQUtU9PiNaSFrb/xJSU4nvLFnLGb5q8fr4Zibv/IOLmQrUEtqIAVqFQbE8osdphoIj4WKOL796zhIOLbbR7qbhuU4Rcsk0cWY7k230vyrCYR+JvRD/t+TYXPBsjvoOFdoReyjBnUzRWbDdxUdRK1fkDl3UR/Uc52tJWY8ixhRGTOX9FYDaJxFjg4pKJshCx5VYohrCHl0P0IlaeUpnYq5WDwofMCjDXCkV3Rf0VReeOVZLfs0YXluGJQSiJ9UhgS+s3ilPRRNFElOSM1S8f1il1SGtJC1uLrCbxnpWyLWSIZqQU0JO4Z0aOqYp3zm1Be5sLYBUKxfaEEqshgVSLTqJzGYy4M3ON1YjbZpvS4uHiyAlAK+O381QmAV3TlOe5fbaJyaqDeuCgHWaYWwnhupYYjzIuh27e3ThFluRYiRKEki+o2EzwCGZ9awV20cRmwSnaZqwQHhgv4fBSJOTDjxlVZKDsOFJJpDv6WMWVKcHRio0opKYqxc1HW7hssgg7vmepg/lOjGtnqshyQ5gbydNY4ItvGUl4zPZuTvsEC65toC0tMb5+occjId+IDmk1aeH5xVnGaskWUsdK6EIrklBwxu04m9QW3O4C2J0A9QzT/TOMUGK1zcHFb6kT4tAi/YdiqVRw6m+m5qEilYhE2i6c8COZooi42Yuw1IyFGNFBu81qRli0AwPPRKtD/QtkYpB6GgupCJ2bjUxaOsweZEDvQrMn7UMusOqmfn5AtY8EZdtAyTJRL3GCrhgwSBmgzFxA6qP8IgeSwnJWEbu0V4hzEYtXfBvNnJUgSzRNFK6nObDUipAkKXpJBVX2c30L47YjZIk+Vfyv7BhYDlOpVOWxKedEmUHcVVcIFXMJN6JDWktaxkoOFjux6MNYqSKpIrEbKTso+/RSSy9eHMUWEcAOM9QzTPfPMEM/P7Y5OMZ+x7GWiMpLXtGuuWexjbsXOqgGhQiXCyA/yAwYMtXF6hMrVQRJUppmWI5jOIxFiTMcaycYL3sSyEvitdTpwaN2h95EMNEIIyw0Q6z0uHDTdkEzADcTpBHewGVdwpRNVD0XZZ9W9rm4ocd9Qk02QhIk9hepgdRLJSdwxGN+I0kViUwmFgo8nnzWVpIgadFawUB7OcbXknmMlx3R1bFSxVgaaf0BMuDAc4u5gL5rSM4kSXqp0cMVU1Uh1evpkFZXSRkKPqj+DEgLK1i8faldtP9YqSKpYgVrcM7qNN7wQj3DdP8MM5RYbWNw8aLeKUpyVANHWoCNbiQTWCRLS+1UCNJcs4fRkofRMnUuBhbbsYibezSMdEi3IFNjQsAY2uvZsnCThNE8klUNunjT2ypGJhWGbpIhTYHUKCYBFWcG7vP1NGkiSrdo3lpM93FowDBtiR0iQaIWijEyjmlIC40i7xypEBRGEk34JRlI6CQpwjCT48kjnHDYIEqRsI3Y4nhhjsB2Ybkm6r4thHp2pSstuatmKtg7VpZpz8VWhLaRin8VK13TdQ9Z5snwAokRvatoyzBo9Q0qEfRJ40+3T/jZUqbHVdVjLmFROeV5KlmD/durNOjqQ6fxhhfqGab7Z9ihxGobQxa2JBO9i80okSxDS+wQbHTFayqTaS/GjITJICfOlcWWraDcyCU7kIvhCEObkxQrnRRRGqOdFU7pvYiXU1j0SXJt0cdwcpAhy3QBtx2aPSqzOlMMomnWgjo1Hhvu2xGS4ZIjsUMcIpDooTiR4+LZuRwHmrZKZSjPUfVN1FxLKlgkK8fCHpY7ISqeJRN+hmWKV9XuqotuDLSiVNrGnmPDYeUrSpHlKRybeipWOQuNE9vByA1M11zYtoWsbxhLYii+ZqxomcXQw6ASEcapmM5S90UTUer3SNYpUuf2rTYK5ZcBtrEZvaPTeMMP9QzT/TPsUGK1jcH2iiyA4hOUFdoZtl7ovm2YYhLJ0gjH2UmIGIjseSYmq56QqEaUYJYj8KKmycXLqpfERTizbSDqpYVfVUStT4rIS44TNC7+nkv9DwN3L/ae2F7gYTkVFeUurtiGtNrY4rOjqLA5sCn5zuDaGbLMkiqSYxQTnY3MQBwbaMcZpqoOJqqeiM2b3QS9NMeuUV+Iz+7RQIj2T482ZJBhesSTY73cSaViRYsNtnkXqxHqZUcCto28OMdIqlgVne100YxSjFU9mRQ97qLO6KOoGIJo9grfKt6f516c5PCtXGwfZuqBECs5Z9liDly0urGQMZJHnserq2CK4YJ6hun+GXYosdrGoF6FbR+O1DOjzaO/UJyKB1G9RM1MgF7MRZg5cUmhl4lS0c/cs1jkAVIU3QuLCai435rhQi0TX3kmwmkSJ+bTyRSgaGfYquF9uBVsDyrOBNlAP9WvUK0Gr6ODved7uHbPCGaXerhjnrqpDLllwoUjxqByLHIgzOghZmGKLukeKQkKd3PDQNXzcO3uEQnRvnpXDWMVT8jUd+5eQJsExjDElT1OWjBMSypTNktpBqTdS9LOlvGR5a78zRJVu8cJvhATZU+mSmWb+4aarDrRSoFkigR/4LLOamqX44WGLbE5bE2ycsV2YKMToxXRKDTDTOLDdkx53tVVsM3KElRsDahnmO6fYYcSq20OLjyXTVZw72IXS91IKgysFNAHyLJN0WBR68Kprk4vw9SIi8lqBb04wexKKNUBLly7R/yissDAOcuQYGa2cLhQkgmwFdjopEKo+lfJb20Cbhysv0gRkYaq/SBqU9p6RduV5JUtQAYsk9CygkRhN38o6rYdoOI4iJKeHGcK0ukPRSLEKTsYFmp0De1bIYz4NqZqAcpeIlUiThS2w0gm+ChUrwascpqYa8aoBRn21MvSiqNBJ4OVSXyoyyt7bA2yxVhotmqBIyRtNfg4VptIgagF4/axIjUwBOVr8mTyLJKqUCw8eA7yN6ulnFw1shD1souK62yaE7tia0I9w3T/DDMuqknLV77yFTztaU/D7t275YP0b/7mb064nbqRN73pTdi1axeCIMCTnvQk3HbbbSfcZ3FxEc997nNRq9VQr9fxwhe+EK0W1bn34Qc/+AF+9md/Fr7vY9++fXjHO95xv23567/+a1x99dVynwc96EH4u7/7uzPelosBkqLxii/VjUdcMoYnXDWFf3P5OEzLxFyjMH+8bs8ILpmkINnHgfEy9tRLmKmXcOlkFdM1H/vqZYxWgmK0vR/SXHJtWVxJoGggWi0xG64gU3n/xCFJ0GbNxsDaTslj1AwQeIDNHZcXlSsWfKRty6sYJ1OyMcnIGAZew0DZZZajjSw10Q0T8X+ir5RvO5is+dg7WsJUNRB/sYpnY2bExwN3j8g5QYK9px5IBYn6p6ONSJ57V93HrpovLuokOCRRdNyfqjjYOxbI9F+Llu5Z0ZK8ZqYmzu37RymO9+T5VoPtQLYqScRI6lxqqyLadFDAnki7MTcMaUMfXOriSKODQ0tdmWxkm5NVDOoBKcCn8Sirqax40XKBLUbFcGFgv7FnNJDzir95WauTun+GAReVWLXbbVx//fX44Ac/uO7tJEDve9/78KEPfQhf//rXUS6X8ZSnPAW9Xu/4fUiqfvSjH+Hzn/88Pv3pTwtZe9GLXnT89kajgSc/+ck4cOAAvv3tb+Od73wn/vAP/xAf/vCHj9/nX/7lX/DsZz9bSNl3v/td/Oqv/qr83HTTTWe0LRcbXJx8MfH0xD2bJOrARFmIV9lzUGcWXML6AET4TL2Ua9sYqzjSqiG5LbumVA9oJklNOrswrKKQArCiwsd6Fts7Benqd44UJzsmHBhwgdEAcDlBSa5Cn6iEVZ5iH7ZDoNvvCXJfkkixrVt1HYmZuWqyjPGqh6mKK9YFYyUP1TKjaSAu+m1O2UURKq4puitq6lgd6oQZDjeK85OWDZwSJFkquw4eMF2TahZJ2FUzI1LNYqWrEdLbLJFt2133sW+sWPBcp9BLcYCBVTJWp/hDgjX4uxbYGC/7Yr1Akl7iiUNHf88u3kvVk2EJav0smPJYtglZBTPJKHk+rTEejbNCnK8YTvAza73gboXun+0MI2cpZguAi/onP/lJITQEN4uVrFe84hV45StfKdetrKxgenoaf/EXf4FnPetZ+MlPfoJrr70W3/zmN/GIRzxC7vOZz3wG/+7f/TscOnRIHv9nf/ZneMMb3oCjR4/CdYv6ymtf+1qpjt18881y+ZnPfKaQPBKzAf7Nv/k3eMhDHiJEaiPbshGQ5I2MjMhjWWE7X0Z7rELQ0JNalUFL5shyTxYwcdYuOfjHm+dweKmDwHMwVnWx2IxwrNlFs6+hmVvpYLFdxNRwyRNNVb/1Z/UrMIPqVeGIpVgPJQOYrHK/WVjqUJhdkFV6YnJ/rv7Hx/1ctYEHzJQxWg4wUfOwu+ZJRSfMcrR7nAKMZRFKk1haeGFKewYTlcDGTNUT487AcTA54mO66mO84gnZ5vRoyTNw22wHrmkI8b5joY1WN8Ftsys41ohw1e6q+FhZ1O6VXFyzuyZVzZOdc6wmxf02H0nVaj3Uej5WxF0LLcw22IJG4frPFqEBHF7uYKLiSQWV74+EjwSLO4jVDF14FQrFxcSZrN9b9mvCnXfeKWSILbcB+KYe/ehH42tf+5pc5m+2/wakiuD9TdOUqtLgPo9//OOPkyqClaZbbrkFS0tLx++z+nUG9xm8zka25WJhMN5OYsr2HX9zwWL7he0ZglUBipCpmeKCd2ixLQsZ8/8WWj0cWWLVIxJSVglcjFd9uI4p/lQM/W2lkHDlgZ4q7RMCXqek6tTVKgr/jzYgYdYJ9dtGoacaaNQGGJBVn4agriVtvZVOhHsWe+JQPhq4uHSijGt31aVilBqmeE1dt6eGveMlISW0vpipBTgwWcbVMyO4dKoiWiieF2yrsZW4r+6LZovau04nxkKjK35Yu+vMxHMkXJnCdU/E6sa6bbiNtHEGlQhWuAYViaLyZEgsEv9iJYu6LZI+0WalHLJIhfjxXGUljoRNSZVCodhO2LLidRIZglWh1eDlwW38PTU1dcLtNltbY2Mn3OfSSy+933MMbhsdHZXfp3ud023LegjDUH5WM94LZbS3nEbS7iOK5Y5TWgbCOMOtsy2YloVLxksy2i/ZbaYlkShhGGOBzuytRMTVJytn3veuFOtBtFN9Esofvy9a78VFC9Bj1aq/c/uuGGIIysccXuyK11MvzmFaIXaPuELObN7LMHD7XFPcz6eqPmZstt58ISnUSjEbkDmCdE8noR5g4GRO4sXz4rsHl3D7sTbiKBOd1oHxSkG8KTw3TCx2Y9RatEYoKkibEf0yGLO3KI6veELoeA7TMJTEcKbqo5emmG+HMDuGmIZKlbU/rapQKBTbAVuWWA0D3va2t+GP/uiPLorRHqseVdfGXCuU0XaCAmi2V6i3Gksz3LscCqni89DJO4xjLLV7WO6GUq1iBUUrUmeH+7VIxam8mARcz6le2qo50EuAdhyTIYux58JKD1EU4W6LwvVMcvos6cNSHB7jnoVMNFUl3xHPK5kGLNnFNKd4YtFug69Jt3ZTJgmpl7p0vCJavLvn29JmFMuOMEUYpdhdD8QAlJmD+8dLYji72WP2/CLA6UPaghSROL7kDh5rRnL+UmPG9zDfikR3pZOBCoViu2DLtgJnZmbk9+zs7AnX8/LgNv6em5s74fYkSWRScPV91nuO1a9xsvusvv1027IeXve610k/dvBz8OBBnC+jvdXgZc+igaQhi9RumQCsoBq4WO4mmG/2MCvO2RSvm5IZd7TRxW1Hm7h3pVhg2bYaiNO3zUmzhUEJ+Xp+XwM/KyFiGUAOzIE7qeR0eCwSIVQMvW5FsVhqtKl0py5cQphzmbC7c74pHlPTNQcHxksStH1wsYW7j7Vx53xLsiPpkM/BBJ4TvmfLNCHbiCXbxMHFLnpRLIHNnmsWocrgeVEYf24WqMOiiJ1vmG1ATjdyO9gepHcVtV+0c5A2Yr8Sq5OBCoViO2HLrpFs35G0fOELXzihlUbt1GMe8xi5zN/Ly8sy7TfAF7/4RWRZJvqnwX04KRizCtAHJwivuuoqaQMO7rP6dQb3GbzORrZlPXieJyK31T+biUEFgN/4KWqm8HypXbQAOZG1dqEqeYXWhf5IKx22CQ2pBojpY6OHYy16V2Uy6s4Vn/dYb0nV4ffNw0Crxn2a9n9z2o+VpWOdIkooTJmtlyBnjJAjzmMo2xxKSMVbjMRr1HdEfM4J0A4n+1oRbjnaxN2LbTkfqq4l2qmFdlhonuiobhrYNRKI4N23DZnko7aKlSJWqmjJsdKJpaq5WTiZPotDgay+kvSthk4GKhSK7YaL2gqk39Ttt99+/DJF4t/73vdEI7V//378/u//Pt7ylrfgyiuvFHLzxje+UabzBpOD11xzDX7xF38Rv/3bvy3TeyRPL3nJS2RKj/cjnvOc50g7jlYKr3nNa8RC4b3vfS/e8573HH/dl73sZXjCE56Ad73rXXjqU5+Kj33sY/jWt7513JKBgvDTbcvFAkNtF9shbjvSxGI3gmMYMlFFo0hWBPiNn+JgGBy/TxHGifhbrYRJYUyZZjjWjLHSDmVhF79Jg1NcpxBYKTYdg+lLyV+0iooV+QyNQtnKs50iD5K+UrAzjJZKWOpFMnVX9h1cMV3FQ/aNikbpzvmOHG9aKFA3Red0kipOi9Jbii9GErXYKdpuI76HkucgsC0xEt1VD6SyRHJXmHNsPtbqszTmRKFQDAsuKrEiefn5n//545df/vKXy+8bb7xRbAxe/epXiw0CfalYmXrc4x4ndgo08Rzgox/9qJCpJz7xiTIN+Ou//uviN7V6eu9zn/scXvziF+PhD384JiYmxOhztdfVYx/7WPzlX/4l/r//7//D61//eiFPtGO47rrrjt9nI9tyMUDh72I7FgPGA2MlqQhQoH5woS0VAO4TLmKFb1Uqgbc0UcjSGEebGaI8lrBc+ioVdYkiU1B00sqtLgjoK04CRe0UCzaWZQmZsgwSm0L1HtA807FkQpDNQxJmN6UHmYVrpmsyyclJwuVlVizjIuy471nWSxKJNCIxo9bqpiQR00/6Ya30YjGCvWyyJNqr3SMBAtcRGwWSMtovsMJ1MgxsFYQYnYMXkcacKBSKYcGW8bHaCdhsHysuagNfIJkK7IvZabzItmCrl0grsOJTMNzD3EoXx1o9LLcj/OTIMhbbCbIsFV0PqyOcWnMG2YB93yo9OS4MSElGPKDsGXBNR4TuzTAqsvdcE6Ne4S811+xixLewa7SK1DBwzVQFD9hVFT8omn5ST0UTUBJpx7KEHDHSiBRtuuoVcTYlB60oxWU0Hi37hdgdOQ4tdkUAzyw/Xqb2jnFJbC9uxD+NbelzyfbbiD+WQqFQbPX1W6cCtzFYKeBCmKc5Zjtd8a+Kshx5nqHRjjBR9eE5Fu481hTyNd/qYm6lJwG+zGjjqh3FhQs4/ZWyvl+VuU44sOL8gkVCHovALSKEAocaKFtad4yaWcqiYtIzcFAOPCEcl0xUJFvv0HKPnT/4liVTflNVV0gOhe8Uqy92Q6SxfIuSdiAtqnj94WVTJgNZkWJL2bdtOYfoyE+t1ViZz+Oe0j+NhJ5TqRyYONdsv4H+im3KzaiCKRQKxcWAEqttDC48MtHX7IpuaqTkoubZYv5JV+2Sb2OvV0arF4tAne7aS91Y/I7SvAhfZvuPxQCb2b2c1OpPAyouLFiPoRSuF+VCqvLUEFLMthxJDskLa0nUxJVcB2NlX8w/e1EqVgkjriOtQDqXc5jBsXIhyCu9EL0wReDYUhHqkaR1EvG5Iimnt9VqQrQRUnMq/zRWmyRz8hzbgvrBpFAotiv082sbgwtQ2bFlcotGipIPFyWyeI74LiKpTMWyaLMdRIsFOltTcxPGKbI0hwxLGkDZMaTa5Sb3+S85J7EIUGweBvRj0HJl0PVoyUKzl2Ki4qDseXAcCzXfFf0VW7wM1iY4AcrjWvYsjI/QOd0WAsYJwoVmT9p9NN2kbQLJEgXqnJhN8lyeg5otmcQzjRMIkX0O/mk8/3i7frAoFIqdCv382+ZgDhzNFEmmjjTCIuDWBK6YKmOxl4itwtGVDjpxUizi1OxYFqIwFR0VwdYTF0qWqiou0I6UUG02SIXMdRzrJcql/7fE3OR0TDdQ8lww6KWdZNjPDL0RD65pYc7sYqzi9u0ycgk15tBC1XNlCIGtPoY451VO+tnIeEKYwHwjgmcZyEwTjm1KtZLtQplGpBdaP+x4Ix8IOsGnUCgUJ4cSq20OtoIYQcIWEEOXqY+Zb9E128BMyRfn7bsW2rLo0kaBsTadJIfDuX6z8EkSTkVHBvM+w0ou8toS3BwMNGv2OlXA1Q5RYnFhpWhHGQKX05yWVBZbcYJSL0bJy2HbJuKERps2pkcCqWC5tiVeVGwdst1X9gvndV7PatSlExUcXemhE6dYaEZiCjtZ8eC5FuiKRcsGMQTtByWfDjrBp1AoFCeHEqttDGpdwjTDvvES7l3qIs0zmQJs9kxxUn/kJeNo9SJpz7CKVSvZaHVzcVZ3uZC6BpBzAguSy8bHd3spTAdwM3pcnbjwK84cbp9Ysb3KY1D3gC4d1sMTCZbTv90z+U/SLKbiAExSiO5auHe+LdWm/aMBHCeHmRnS/mUUDAkV23Cc5uvGCUYdF1fvqkoFimJ0Rhh5ji1+VuKVZVuwLEPia2olWivkGC2fWdjxQNTOFiLPLxIzOqqfTOyuUCgUOwVKrLYxBlqX/aNlETjPrYRY6UWSCVibqohZ6CB7zcjpqG6hazFGJBWtjce2kGcgypkfZ6Ib5WK1QIdvVjxUX3Xu8O3C8JM9wKpnoF5x4UYZbMSgZpytOLoZkPCwjcdKlVgsWBbGfBvlwIFpGfA9S6Y8r5quwXdN0VFN1zxcPlmVNjCtNei+b4tBrCc2CgQn/kh+6KY/UeX1LuI8QxxTc2Wj6jqolwubhDOBTvApFArF+lBitY0x0LowDmT/eEWqF+JjlWboJnTuzjAzUsJD9o3JpCBH7EtxjMy3EWaZVEjs1ELN8GDSgNJNZKFfbnMhBsqcGsxyhBHgSPAv0KM9g7YJj8Ps/3C/kT+xwmf0f2j6yf3GAQPHTuHzgmFisuqg5Jko91g5BCbqJZggqTWkwtjLUuz2fVy5q4aJwMV8N8GlEyYunaxi72gg1Se2e5c6sQjRKTpny49aO3pVTVaD49u3dtKP4N9s/1FbtRnGnufyIbJZBqMKhUKxVaDEahtjtdaFZIoLpYzt9ycEGWzLNs9M4qPsWzi8RK+rECXfQJDRBDRBYlAAz9MgRzekzobW31x86YuUw7AMdOIcRgqUAxOek6HdA9q0wcLOhNfXTJFEVYvOHZIYyCyg6vCigV5M13v6UVkSeFw1HRk0oMj82t0V8RU7tNSRfcjjOF3x4Tgm7plvS3v3ksmyaKN4TBsRSZktPlaBW7TsJiu+VLboPdbJi1bcnvr6vlNryc9W+Ed/PgxGFQqFYitgK3zGKs4BNHZkfMnh5S7CNJfJr4mKB9O1hDCNlnKsdAoH7+lahvlmAMfO4dk2Di/1sNDq9eNODFicDsszMZPkgt9lzArdk7KiSuXQONIyRONj98fbKNNq5zvnH4vdF5mz0sQoGDofMGWG0qgSf1wLhmVKu5VVQBKmkZKHLE9hGiYOTJQxUy9jvFLCWNmTPMeB0zkzHadGPFw2VsJErYQsN+DAwIjvSAwRn3tQ1WGVZ7zsSTtwMypPF7qydD4MRhUKhWIrQInVNgezAqM0l/BcVpsoQGdWYMwfJ0PJsaRFyGoVdTn1koOpmie+SMwXzIwMnW6MnHmC3QRpZsBzi0oIPa7iQZur78zeo/dVX9TO6zlRuBNg9f+xyLRkDqngTZRMVGjMaadohLSzIDEFPIYcBy6mKg4una7JMSCxJYmgzo3i8b11D1fvqmC2GeLOuTYW2pF4S03WPOyfrBYeUTltFyxp2UZxDtcwRCjONh4rkRSLF9XG7VVZOt8GowqFQnExocRqG2O9BYoUwDZTLMUh7l1sy4LP3DhWpViRevCemlRQ6NjuOYVG6+bDTeQmkDsW6oGBubBwARchO0mEiJWLPEG2CHuryNROmRrMVnlQFfacJAEZGr1QxOTiWk8TTk7YVR3M1AKMVX2MBy5Gq74QJWb9cRrziumKTOoVrdyuECW6rZdoAmoYWGiG8MZKKDmmHNda4CBLM8x3IoS8zTKwux5ItfJ843xUltRgVKFQDDOUWG1jrF6gVrdqOAXIlh6rWTSSJKFyLQuenSLKGF/D5pOJMKbQPZepMAY0L3UjdHpZIU6nr1XhGVqQip3CoE4CMdLs/80qXmAAYT/+xzIYM2NKK4+VF07vXbm7JpWtwys9pDAwVQtQNYHlTizE5HLfFY+xuVYkFUfXsVHzC3PQpXaOlXYMf8RCFGcIbFbCDIyVXAReYYvBx/D4Vo3zl6t3qsoSbRzoh8WpwzN93WEwGFXRvUKhOBmUWG1jcAHiksYJMS7qg1YNiVS7m4qOaqJioZekMt3X7Bn46Xwb3TBFoxfhrsUO0iTD0eUODpIApKmYiHoG0OpXpUgcdjinOo7VXc/OqgvNiEatmeQtWnaKn861hbBePl2BY1viGzaSpNg/FsBzU9w13xZ3dLYLjzV6UlFsdGK06Y5PYmyYYtY6VuJgQg/3LLSkZMjHzIz42D1SQoQM9yx2xLeMOB/i7/UqS2wNcnuPNXtiRsvbzvR1t7PBqIruFQrF6bB1P8EUpwUXIH65p/EjRdCsSvH3vUsdMZjkwtcJE9H0kAfQlsEyctw+38CPjzSkBjNacdFjeSovJgp7cYYu9VX91peSqtP/Q+E+ksoed2OaoRNnop2aa0RyjKq+JWaex1oRxiseRssulruJeE9RMxUyFFvsGUzxr2K+I/3H7jzWwqGlrkxmjpU8IS53HGvj8EoH3TjFsWYordqSawshJlFh626zsLqyNECjF2Ou0RMyVPHP/nVJxEiieGJyH/D3djAYHbRG+b7P135XKBTbG1qx2sZgO4KEaddIIGJmLoBszeypl0QM3eiEErzLBZIu21wIWLk6shJiZiRAveTi4GIbcZKDGuiVdgauoVznNM7m5Bj4VQ3+JiFlp8x3DdGlcVKSJPfwclgYgHq2uKOzdRdGiVglkJTQVf3uRQ+dMEO9ZByvOuYcQkgz3DbXwgNmqghczgbyeQpNFSdAR4JEqkWFuN04L+LvtZUlbsN8q/ibBJHn2gBn+rrb0WBURfcKhWIjUGK1jcEFiToeano4rs+KCUXmrD2FSYqlNitQqVRLujFJUw4zp96KbSMbvTRFs5eKb1KSZEj7uYE7ZNDvtOhbVAmJCkzIxB+JE0knKY5PywUTyAxGApFkmFJJooM624J0t2/1Ysw2euKITqdzWmJUS2zr2UJ0JysuFpshTHkiWjekSJJE9G29rF8F46Qnpwb4uqaFpXYEwzBx5VQAmwe8D1aRWP3ZaJjymUbXsFVJcsFcSgrqN+N1z9Vg9EJCRfcKhWIj2C6faYrTtGpEXNxfY0mmWFGgz9JiK0Y7omg9lSmyqu+K8JjLdLMbwbEpUs9lejDPTqzG7GSQTjjcn9wnJuC4gMVqXgwEHq8zUA/cQrsWJrCdwvxzJMsQeLa0+eplF7vrvkxT3rnYxtXTNYyW6JJuohbYUvEhKSZpYbUKJRedKEY3soWsUMvExTySiiK9roBGGEp80a4RVwxHV+N8iL9XV5ZI1rld/KEW7Hy+7lbEMIjuFQrF+YcSq22M04mAaRR6xO3JItiOYiywjZMbuHy6hFuPtGXBJqlKssIugNOCbAvuZHLFpXHc5761EDgmyp4lk3ycysuzRMTi3K8MVHRsR9qpURxLkLXZF5izQWvBwN46zUGZ2VeYf05UXdQCF2PlwiGdpGWy4omBK8mVY5syKciKI5939whEl8XrrIxtPwO+beHqmZoQZx5300gviPhbKkuWifFyti1F55uB7Sy6VygUFw5KrLY5Vrdq2I7hN+e1ImASg2ZYLO5xmkrvquJbONbqYqkdioeSU/Ml2+5II4RrFGHMOy2EmdqomgvxnXIMap1sTI54uHLaln1Lh3vPNVByfPEAoyM6q06iT+skWOklQooYePzg3QHqVV8qWpwk2zNaTPNxqo8eVgPwOF02WcG9i13McbozJgHzsLceCImrBl0cWelhsROh5AZ44O4R7BstH5/AO9Vxv1jn2zBjp79/hUJxeiix2uYYtGqYSUcBO8N4V7tx87YoTqUSxWoJNT+LYYixioeyY2KuHWC505PJwvl2KA7rbCnSXX3YMGjeiGN8/+8ScxH7TvKs2tEo1bdNcUFnqPGD946KmSq1TCRJNPfkfhyvOOJoT6IapwbyPMXRlQitMMY9i12Z/HMtU6wuOJk5WfVRL50o+B4cv3HG3gQuDoQl3LvclapUmVk5KMK12XKU/MCxEiqrFvCLIf7ejqLzzcROf/8KheL0UGK1zTHw1Vloh4jTXEgAM+QGrSaKjY82QnSjFJ5rSv4cicFgAd8/5sgE2t1pW8gD9UFdCon6bTH+DMuEoNt/L/EacXreF+2Tj5L4MPCYGXzM9LtyqgrTMoQwkbxeOlmRWKCSU1SxWKXifi8KSEXMDIcDjjQiJLweuRCjwLZFV3WyRVjaTJIpCGk1sb00aDVxm/fUgxNI1erHXYx/xNtJdH4+sNPfv0KhODn0s2Gbg628O+bb/TDfohqz1I5x2UQZ41VfomwOLrUliqYTGVKV4kFv9mLMhxlKvonZla4YWpKU5VkKwwZMdgzXmGJuNzBwhftEPKIAlH0DnTiX9yah0rJAFmHKdg6M+Cam6r6Qo5VeistdE/VKoYkiQR2vuNL6aYcp7lpo48hSKKJy6rB43WIrguexNcTncBEmhQWGmHqOBhtqF2mrSaFQKLY3lFhtY3Cxp4Ekp8eqgSMVJwqdm90Yh+h1VHLR6MZY7sYSukwS0O2lWOqygsUMwRSd2MShlQ4smDIlSHNLKy9IxyAbbzuCFIaOADYzDvttvpB2ABye5FkfQggkbSfY+usmGUzLgm9ZmKmXkGeMCIKYYU5VfMyM+lIdnG/T9NMQTVWXxp65iTzP0UsycUunaJ2Xu0kuhIyVptGSC/d4luOpY1G01aRQKBTbG0qstjE4/r7cjcQfaaDd4Rh46uVYYURKGKObpBgvuVhox2L+yUoVhbdHSKa4oBuQ3DnP5HQg4Ng2ciRSrRpUwLYbyqxAWWztmUIm6SvVjTLEfIOGCdvM4VlsATJh2kRuGJhklp9nY6YeiMEqq1AkSBSQ7xopJr7uXuqIho3/sTXIyT1OAC40IxGc05eKLTyK1Lnf2B7k9N7a9t9GYlG01aRQKBTbE0qstjlORnzEMFRu5Oi+gyNs99EGwKbqp6hqTTDORuwVDDTCVIwoSRxCmlJuU1LFoOOpmoNuxik/+g05IjRnXh/pDS0NSKAWuwnGfBudJEXg2JiqeCL6Z9Upydk8tGBR9+Tb4gO20u2JLo12CtSm0XSV+4eVPsYH0dJCrjNy0OLIt+2TmmYOYlHoPUb3dLYLByP8FEYrFAqFYvtCidU2BqtUo4GDpU4shpWDViCn0MZKroitSY9Yqbp0slpk0/WawpjYOjRtEyMu7QJMyZ2b7URIwfBmwNgmfUCSpYFyqeoDIxUPNVbwUhKfHBOBg71jZSw0Q8nnsx1DCNOeEU+qSSSfU2UXYZajE6VSpSPRpNfjrhHaKlgSD8QJwTIjgfJM8vIsg1WwVJzuWfljpYpTgxSqM+/vZKaR2y0WZb12pUKhUChODiVW2xhc6PaOlRClLYRxikgaU2xfWdgzFkgFhjl1bAdKm0laW5aQBbYH2QJs9yKJSMmzXEhFGOdIza1frWJdp+wAnmfAsx1keZFzyFBcVuFMk/5R9OtyMFELhOxk6GCCOX2BhZUuJ/pSPGCqjAPjFSGjt841UQ8ciWthJUloab8dSBLEKb+FViRi95JjielqL8pR8Uiyiuy+yZon7b2TmUZul1iUjbQrFQqFQnF/bIXPcMU5YLTk4YopQ2JqwoQhzOZxZ29irORJm2ulF2Opl0iECltWd81n6LQjEW0zksUwcvgux/tTRGkhXqfoe6vBN4CxCttullTW+F7z3BBSQuITmCYMu6hK7a6VsG+0JJopYzRAtcyoGQbwGUJs9tcDVEuutPooYn/w3hHUA08qeCQPpKlJzmnJghwN8vFINmjBQFLLVqBlG0hJ5ixDHktWejLTyO0Si6LtSoVCoTg7KLHa5jjdFBmn0faPl3H3QkeIlw0DbTeWahWzAUd8CysdSyoUiZGh7FuwaCjKTOBoa0wGGv0TlbxmouqgXg4QWIbYKFQDG6OBK5ORjV4CCyQ4FiYqDq7bOyoVLGnRlV1Ugxitbhflki3u6WNVB2mS4QG7KuKGTv8qkp7BfmQVkNo0Tv9VPEd0VBSscyqQr7lvLJB9Pbg/cbq22XaIRdlu7UqFQqHYSlBiNSSQha6vh+HvwcLHRZKL4/SIi6PLXcy2eyLgHi/ZWG5zcjCFZ5lgpF0rNGAalgQyN7psLF54rM0pLJFY9b2mdo/4QhID15GWG60k6Gh+xVQZzW6C22Yb4j5P7B4JRBPF3XBwqSPk6J75trQLazlQK1soOQ4yJxfnddI3khzRqvVfm6QscG10wlT0awMSxMoYSdDA4d4+w39QW92raru0KxUKhWIrQj8fhwDr6WGqvi0tKbb5eB3vE2ec/MvR6VFozYBhButSexVJG2vUMeA6NoJeF2FMx+/kvAYys7GWrXp+e40jOmtAYzUThmmh6pnYVa/ggXtGMF52JZw4zTJcMcHcPFO2l87k01VPyE/gWtIeZUQP1WPi2xWl2FsviTXCTDUo4n7STCwoyr69bnuOlSlqsjphJqSC20QdVnlVbNCZCr63ulfVdmlXKhQKxVaEEqshwHp6mDuOtYSaTNV8ue7IckfMLUc8R2JYSKRs24Ij/Kv4b7EVoxtncNnyCmxprUUUWrEItsltPUbheSyy5UAjKipVXK9pLUWyxcu1Eq0TymSOcGwLUxVXNFPUPdHyoD4awLZNRFkG1zGw2w3kBdj+pOlnmsU4vBxiuupKqDQJGdtwhmHKJGW9b23AahQDlVsUl63TnhMC5qdY7IRohYmQ1W6c3k/MfaaC763qVbUd2pUKhUKxVbEVP9cV56iHYYUmSnIRpHNxZ5WKLbIRzxXXcWYJVjwL0eFUjEQrjiXEqWWnyERfZaLiu5is5OjGkeixWt2T660Gy2x2muoUeQw3MUn6BIsu6AAmbENE5GnMGwwsdhK531StJC0/WiZUSnwGA45tYNT38NB9dan23D7XwigF5wbfQ47Fdg9Vn+/PkcnG0VKG8aorlZcafaskXZrTfaFU9UgaGJjMlqLbjbDUjYVAkLitbs+1mQvYTWQfD4jGWu+pYRJ8b/V2pUKhUGxVKLHa5lhPD5NldP02pAolmqs+aAh6pNGTsGHqg6quLdOCtBMIowyXT5al0jPb6EmrrRIwjNjF4ZWe6Jn4CiRC/O2IkSbbRhB9FnVK9HRq9YpAY5IsbhIF8uwmcViO/lI05OTr76oHIhhf7ETSVqNnFH23aP1wx0ILrmljZrSEmu8gM0yMBT5Gqy4ecckERkuFePqehbZorugntdKL4JomLpuoiufUzEggBOneoCsO6Iz36YWORP3w/jTyJBHaO1rG7povxImtQu4ukr6SZ54QZH06MTcxTILvrd6uVCgUiq0KJVbbHOvpYUhwaKnA1tpAD8P7JLaJyZovRIGkpJtmYo4ZUYxs5ggYAUNheNXAZMXFrXMdiYSZzA2EUYxWXBAk+mD5joEkYQvORtW34Fm2WA2QuIVRIuQuIasyWFXLxd3cY0wMSY7v4oqZGkwUE3Vsw41XAlAWNt+JMBZ4IhwvOTYiOqMHFppRjN2Oj6pnwaA7fJIKeaMvFStyJJbLHRp52hIozdckudw3GuDgUlcmA0nkpmqsVvUQOC4Cz8Gl1GhZxvFKE4kE9+ViO5YWIcnFRsTcxDAKvrdqu1KhUCi2KvQzc5tjPT0MSQUJEVkNF3teR9LD9teukUAqWZz6a0cZRgILy+0ITVoXlFz4tgOH+ivDw1WAZAySNuwbr4qGiG00VrtoO8BJO14zXXYR+E5BZth6THOJhmEFiG7ntEAYq7gycdjzElw+UcGuehl13xEt11KXPlqQ59hdDXBPQqF4hk6SoOaxYpKJ+Jyvf7TZ6yu1gDbtFUjAPFsIlmtb8h5JjFilmqh4CGwLvTiTihTJJitgFLiTaEpkTeDgaKN3ykrTRsXcKvhWKBQKhRKrIcB6epjLJisiOm+FqVxXdR1Up20hWsy8210vYe9oCY1OjJV2DJfO5JkJmxomxxWy4bkOHlgvSdwNqzpmbsj0HAkI41/o1l4vkxxxcq5ohzV7EW4+3MC9KyFmrBxHV0iEiraaZWSIUxsHxgPUSh5mRnx5/E9nW0VgsmUKaaOWR1qZRpHDF8UGar6FKMmkVcfWJUlNlKaYb2WYMgurBG4XcxFpGkqiNWhd7R8viR8V78MYIJJBtgl5P1a/Tldp4mM2IuY+U8G3xsUoFArF8EGJ1RDgVHqYkdKJo//tsJhYK7uFcHvW6eLmo00hLAxhpmaK2im252iYef3eWr9qlYlOKUlx3OX8kvGSEBnezueisJzVLwrnGSXD9ttEJcB4xRVH+ENLXdx5rI0fH2ljpk5vqKL4NFP3sKvmY7YVwzEZPcPtdqTa1OhFQkAmpcpkCfmi1xQrR3SRb3ZiuX1QPZqsePLaJyOetFdYLcRmFWsjlaaNiLk3KvjWuBiFQqEYXiixGiKsp4dZex2rLxSJ531CxkV/96gvNgskQpwe9C0b1YoluYHNKBGn8W7Ik8VEpWRhouyhXrYxXvblOdmCI5mYb/XEqPMBMzVcOlnGT440EcSsbPVbirmBy6fKWGjFQjzuXmjjqqkqHnLZuDznT2Yb8jy5kUmlrR0z5NhCzaV+y5ZqGStMq99L6udS+WKFqxUWhqe0k1hrdXAy4mnC2FClaSNi7o0KvodpelChUCgUJ0KJ1Q7XZFlWEVTci0PMVD0RtHumKdN6LCd5NkNwinYZ/+NE3uo224AMkKz10lQMNct8vijBTC2RVuNdiy2ZGhxkGF4ynmOs6iLNDOwfDSQEmZii5YEVoRcHCMQLimQlR811pBpWopP6KnPKQVWJBIsmnxScryYrR1Z60j4crxQE6WRC7DOxFtiImPtU99G4GIVCoRhuKLHagVjbGpsRQsP2mol2K0QnTcUyYfeIJ0SADuYy1cbpuZVQgp3Fc2EVWEki6Tke82KZ0ib0TAOdJIBrFjl7Yv5pGGLWyaoQHzfQMY2WXMRpjn2jBhbcEDJCCGC86khuH+/H35wYXF1VWmt1wPYeb6N1w3wzxO7RWLy7TmbUeSGtBTQuRqFQKIYbSqx2IEg8OEnHKhOJDd3OOTVHAkUtFAkJI2FIOGYbJDjAZNUVR/PZVg9THQrPmeJ3H9ZOzpGYkKjQgNQjaWOLjWyNk3llV1qRhGimVumYuG0H+87mvSiVbWx2KJq3hMtRhM78PlbGBlUlCtxXC9DpubXQiiQT0UgLwftGWm0XwlpA42IUCoViuKHEagfhVKLpQcVmdz3AcifEbbMtMQoteY60/9guJGkqu7bomFjJWl3VWc/2gaSpFjhCrI61Q7R6sVggUA/V7BbGpGwPrtYx8TbXMXH1TE1E6kudCLMrPdQ56VelFiyRUGTm9w1IkpXfR+roOt/sJWISKrcZbA0W05BbwahT42IUCoViuKHEagdhod3D0ZUQJa8gG2tF0wPCMVbxcSAtBOSjZQcltyBVbMOxncdq03qGl+tpla6Yqsh032I3FOsFkh7qnhgjs7cenKBjGuiPaOTJll7SrzaRVLHaxf8YVUPjToYiJ6WC3K0mK2ZSBC7zgXwMhe28nfE+W8WoU+NiFAqFYnhxsdcYxQWqVNFt/JajTdE4hYmNxM+lmjQgQmVWoiQPr6hm8TF0OeekIKtEJEkUgbMKxarSahH5RrRKuz36UwXimE5QU7W2crRWfzS47NsFCaSbOzN11nMzlzZiluPOhTZum2ugJ+anjrQxOflHt/jV9gkXExoXo1AoFMMLJVY7AGz/zTZDIVVFODGJFqf+ICSIJGWxEx4PGR5M1VGInmapCM1XG2uezPDydFqlQXVpo/qjweVeksjrM6pnPY+p423Efq4fDUsTLxcfLrYS6QDPyhWrZ1sp707jYhQKhWL4oMRqyDFor5Voh+CSHBUTeEQrLDyqjP7fa2NdqIdq9GKpUK011jwfWFen1Y/iqYwUtg/0qqLGambkRHLH97nA6cWM8TtlxEnRyuT7jbMUvGu5P7GoUCgUCsX5gq40Q4772ms2qtISLEjLgKSwtUey1AwTITKrwfZZOb9Pp3Q+bQhOpj8aRPFwoPDISge9MEPgWWJEapvhcQsFvk9qt0T8btEE1UbZy6W6Rc0VJwn77g0KhUKhUJw3KLEaIqyXPbe6vcYAYqLVS9CKYtiGIZWfEZ+ByulJY13W00OdzbZs9DFsT67VaR1rdGUbabPgryO85/1Y3aJdQ5L1W4mSA8jqG8nW1tBXnQ6aH6hQKBTbG0qshtxGYW17jYTFMSnmNjFd9TBZDc4qQPhstmU9c86NPIZkgzopbvvqViWx2kKBWrCldihWDqlXOGV1wuR+tg5bEZofqFAoFMOBrbvSKDaMQfYcHcnZ8uNvXub1BAmKOJTnRYAyHdb31BmOXGT9rXcf/j4bPdXptuVsHjNoZ65tVQoBzIoq1+A9XDZZwVjJlfYfDUZp63DZRPm86cI2C2ez3xQKhUKx9aAVq22OjWbPbVaA8GZsy5k+ZqNu5XwPJIskUaeyddhq0PxAhUKhGB5s7RVHcVpstJpDkGCcjmhs5D6bsS1n8phBO5OtSf7QW2vwdy2w77etvEyTUf5sdVJ1tvtNoVAoFFsTW3/VUZwSq6s5q7Ge19NW3JaNPmazWpVbEVvpGCoUCoXi3KCtwG2OrZQ9dzbbstHHDLNb+VY6hgqFQqE4NyixGgJspey5s9mWM3nMsLqVb6VjqFAoFIqzxzCuUTsOW6maczbbspW2/2JB94FCoVAMB5RYDRG2UjXnbLZlK23/xYLuA4VCodje2FllgU3ABz/4QVxyySXwfR+PfvSj8Y1vfONib5JCoVAoFIotAiVWZ4CPf/zjePnLX44/+IM/wHe+8x1cf/31eMpTnoK5ubnzd4QUCoVCoVBsGyixOgO8+93vxm//9m/j+c9/Pq699lp86EMfQqlUwn//7//9/B0hhUKhUCgU2wZKrDaIKIrw7W9/G0960pPu23mmKZe/9rWvrfuYMAzRaDRO+FEoFAqFQjG8UGK1QczPzyNNU0xPT59wPS8fPXp03ce87W1vw8jIyPGfffv2nfsRUygUCoVCsWWhxOo84nWvex1WVlaO/xw8ePB8vpxCoVAoFIqLjJ0+3b5hTExMwLIszM7OnnA9L8/MzKz7GM/z5EehUCgUCsXOgFasNgjXdfHwhz8cX/jCF45fl2WZXH7MYx5zvo6PQqFQKBSKbQStWJ0BaLVw44034hGPeAQe9ahH4U//9E/RbrdlSlChUCgUCoVCidUZ4JnPfCaOHTuGN73pTSJYf8hDHoLPfOYz9xO0KxQKhUKh2Jkw8jzPL/ZG7BRQwF6v10XEXqvVLvbmKBQKhUKh2ABol8TJ/uXlZZnyPxW0YnUB0Ww25bfaLigUCoVCsT3X8dMRK61YXUBQ7H748GFUq1UYhrEuG95p1Sx93zvreBN6zHfWMdfjrcd7GMDmHknV7t27xRz8VNCK1QUED8bevXtPeR9+4O6kD90B9H3vPOgx31nQ472zUBvCtex0laoB1G5BoVAoFAqFYpOgxEqhUCgUCoVik6DEaouADu1/8Ad/sOOc2vV976zjTegx31nHXI+3Hu+dBhWvKxQKhUKhUGwStGKlUCgUCoVCsUlQYqVQKBQKhUKxSVBipVAoFAqFQrFJUGK1RfDBD34Ql1xyCXzfx6Mf/Wh84xvfwDDjbW97Gx75yEeKWerU1BR+9Vd/Fbfccgt2Gv7kT/5EzGJ///d/H8OOe++9F8973vMwPj6OIAjwoAc9CN/61rcwzEjTFG984xtx6aWXynu+/PLL8eY3v1nMBocNX/nKV/C0pz1NDBR5Tv/N3/zNCbfzPTNnddeuXbIvnvSkJ+G2227DML/vOI7xmte8Rs71crks9/nN3/xNMYoe9uO9Gr/zO78j9/nTP/1T7AQosdoC+PjHP46Xv/zlMhX4ne98B9dffz2e8pSnYG5uDsOKL3/5y3jxi1+Mf/3Xf8XnP/95+QB68pOfjHa7jZ2Cb37zm/hv/+2/4cEPfjCGHUtLS/iZn/kZOI6Dv//7v8ePf/xjvOtd78Lo6CiGGW9/+9vxZ3/2Z/jABz6An/zkJ3L5He94B97//vdj2MB/u/zs4pfE9cD3/b73vQ8f+tCH8PWvf12IBj/ner0ehvV9dzod+Uwnuebv//t//698gfzlX/5lDPvxHuCTn/ykfM6TgO0YMIRZcXHxqEc9Kn/xi198/HKapvnu3bvzt73tbflOwdzcHL/C51/+8pfznYBms5lfeeWV+ec///n8CU94Qv6yl70sH2a85jWvyR/3uMflOw1PfepT8xe84AUnXPdrv/Zr+XOf+9x8mMF/y5/85CePX86yLJ+Zmcnf+c53Hr9ueXk59zwv/6u/+qt8WN/3evjGN74h97v77rvzYX/fhw4dyvfs2ZPfdNNN+YEDB/L3vOc9+U6AVqwuMqIowre//W0pi6+OvuHlr33ta9gpWFlZkd9jY2PYCWC17qlPfeoJx32Y8bd/+7d4xCMegac//enS+n3oQx+KP//zP8ew47GPfSy+8IUv4NZbb5XL3//+9/FP//RP+KVf+iXsJNx55504evToCec740Eoe9hJn3ODzzq2xer1OoY9G/eGG27Aq171KjzwgQ/EToJmBV5kzM/Piw5jenr6hOt5+eabb8ZOAP8BUmPEVtF1112HYcfHPvYxaQuwFbhTcMcdd0hLjC3v17/+9fLeX/rSl8J1Xdx4440YVrz2ta+VEOKrr74almXJv/W3vvWteO5zn4udBJIqYr3PucFtOwFse1Jz9exnP3vocvTW4u1vfzts25Z/5zsNSqwUW6J6c9NNN8k3+WHHwYMH8bKXvUx0ZRxU2CkgeWbF6r/8l/8il1mx4jGn3maYidUnPvEJfPSjH8Vf/uVfyrf2733ve/IlgnqTYX7fivuDOtJnPOMZIuLnl4xhxre//W28973vlS+QrM7tNGgr8CJjYmJCvsnOzs6ecD0vz8zMYNjxkpe8BJ/+9KfxpS99CXv37sWwgx84HEp42MMeJt/m+EMhP0W9/JsVjWEEJ8GuvfbaE6675pprcM8992CYwTYIq1bPetazZDKMrZH//J//s0zF7iQMPst26ufcgFTdfffd8qVq2KtVX/3qV+Vzbv/+/cc/5/jeX/GKV8j0+7BDidVFBlshD3/4w0WHsfrbPS8/5jGPwbCC39pIqjgx8sUvflHG0XcCnvjEJ+KHP/yhVC4GP6zksDXEv0myhxFs866106Du6MCBAxhmcCqMmsnV4DHmv/GdBP77JoFa/TnHFimnA4f5c241qaK1xD/8wz+I3ciw44YbbsAPfvCDEz7nWKXlF43PfvazGHZoK3ALgLoTtgW4wD7qUY8Srw+Osj7/+c/HMLf/2B751Kc+JV5WA50FBa30uBlW8L2u1ZFx7JwftsOsL2OVhkJutgK5yNCn7cMf/rD8DDPo80NNFb+5sxX43e9+F+9+97vxghe8AMOGVquF22+//QTBOhdUDqTw/bMF+pa3vAVXXnmlEC1aEHCxpYfdsL5vVmp/4zd+Q1pirMyzIj34rOPt/GI9rMd7fA2BpNUKyfVVV12FocfFHktUFHj/+9+f79+/P3ddV+wX/vVf/3Wodw1PvfV+PvKRj+Q7DTvBboH4f//v/+XXXXedjNhfffXV+Yc//OF82NFoNOTY8t+27/v5ZZddlr/hDW/IwzDMhw1f+tKX1v03feONNx63XHjjG9+YT09PyznwxCc+Mb/lllvyYX7fd95550k/6/i4YT7ea7GT7BYM/t/FJncKhUKhUCgUwwDVWCkUCoVCoVBsEpRYKRQKhUKhUGwSlFgpFAqFQqFQbBKUWCkUCoVCoVBsEpRYKRQKhUKhUGwSlFgpFAqFQqFQbBKUWCkUCoVCoVBsEpRYKRQKhUKhUGwSlFgpFIqhxc/93M9JlMoADIBlZNSFwm/91m9t+8gWhUJxZtCsQIVCsWPwzW9+U7IZLxTe+973SuC4QqHYOVBipVAodgwmJycv6OsxVFyhUOwsaCtQoVBclBbd7/3e70mbbnR0FNPT0/jzP/9ztNttPP/5z0e1WsUVV1yBv//7vz/+mJtuugm/9Eu/hEqlIve/4YYbMD8/f/x2PvY3f/M35fZdu3bhXe961/1ed20r8N3vfjce9KAHSRVr3759+E//6T+h1Wodv/0v/uIvUK/X8dnPfhbXXHONPPcv/uIv4siRI2fVCuT7fulLX4pXv/rVGBsbw8zMDP7wD//whMcsLy/jP/7H/yjv0fd9XHfddfj0pz99/Pb/83/+Dx74wAfC8zx5P2vfJ697y1vecnxfHDhwAH/7t3+LY8eO4Vd+5Vfkugc/+MH41re+dcLj/umf/gk/+7M/iyAIZF9wO7lPFQrFmUGJlUKhuCj4H//jf2BiYgLf+MY3hGT97u/+Lp7+9KfjsY99LL7zne/gyU9+spCnTqcjZOPf/tt/i4c+9KFCCD7zmc9gdnYWz3jGM44/36te9Sp8+ctfxqc+9Sl87nOfwz/+4z/K85wKpmnife97H370ox/J9nzxi18U0rMafP3/+l//K/7X//pf+MpXvoJ77rkHr3zlK8/pfZPIff3rX8c73vEO/PEf/zE+//nPy21Zlgl5/Od//mf87//9v/HjH/8Yf/InfwLLsuT2b3/72/Ken/WsZ+GHP/yhkLI3vvGNQgBX4z3veQ9+5md+Bt/97nfx1Kc+VfYjidbznvc82SeXX365XB60KX/6058KYfz1X/91/OAHP8DHP/5xIVoveclLzvp9KhQ7FrlCoVBcYDzhCU/IH/e4xx2/nCRJXi4Po/S/AAAEEElEQVSX8xtuuOH4dUeOHOGqn3/ta1/L3/zmN+dPfvKTT3iOgwcPyu233HJL3mw2c9d180984hPHb19YWMiDIMhf9rKXHb/uwIED+Xve856Tbtdf//Vf5+Pj48cvf+QjH5HXuP32249f98EPfjCfnp7e0Pu88cYb81/5lV856fsmHvnIR+avec1r5O/PfvazuWma8p7Ww3Oe85z8F37hF0647lWvelV+7bXXnvAen/e8591vP77xjW88fh33Ka/jbcQLX/jC/EUvetEJz/vVr35VtqXb7W7ovSoUigKqsVIoFBcFbEcNwIrM+Pi4tOUGYCuMmJubw/e//3186UtfkjbWWrDa0u12EUURHv3oRx+/nq22q6666pTb8A//8A9429vehptvvhmNRgNJkqDX60mVqlQqyX34mxWeAdhm5DZtxvte+3zf+973sHfvXjzgAQ9Y97E/+clPpJ23GqxMsb2Zpunxytbq1xjsx5PtW7YjuX9ZqfroRz96/D6sZrGCduedd0obVKFQbAxKrBQKxUWB4zgnXDYM44TreJng4k7d09Oe9jS8/e1vv9/zkJjcfvvtZ/z6d911F/79v//30oJ861vfKkSM7a8XvvCFQtIGxGq97TyXSb/1no/vkaC+aTOw3n482b4luH+p66Kuai3279+/KdukUOwUKLFSKBRbHg972MNEtE1htm3f/2OLFSUSB+qWBkRgaWkJt956K57whCes+5zUK5FYUPxNrRXxiU98AhcTrDQdOnRItnu9qhUrR9RfrQYv876DatXZ7l/quTgwoFAozg0qXlcoFFseL37xi7G4uIhnP/vZ4kXF9h8n9ThByBYYW4SsNFHATgE6Jwg5kTcgTOuBJCKOY7z//e/HHXfcIeL0D33oQ7iYIAl8/OMfLyJyCtrZhuNkJMX6xCte8Qp84QtfwJvf/GYhXxTCf+ADHzgnMT3xmte8Bv/yL/8iYnW2I2+77TYZAlDxukJx5lBipVAotjx2794tlRmSKE4LUi9EqwZaIQzI0zvf+U6xC2DL8ElPehIe97jH4eEPf/hJn/P6668XuwW2F2lpQH0R9VYXG6zMPfKRjxQSee2118qUIt/3oLLEqtrHPvYx2eY3velNMlVIEnmulTJOVJKscR9y+pLPzf2uUCjODAYV7Gf4GIVCoVAoFArFOtCKlUKhUCgUCsUmQYmVQqFQnCWo7TrZz1e/+lXdrwrFDoS2AhUKheIscSqbhz179myafYJCodg+UGKlUCgUCoVCsUnQVqBCoVAoFArFJkGJlUKhUCgUCsUmQYmVQqFQKBQKxSZBiZVCoVAoFArFJkGJlUKhUCgUCsUmQYmVQqFQKBQKxSZBiZVCoVAoFArFJkGJlUKhUCgUCgU2B/8/vOLkz5GbBpEAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Tracer median income en fonction de median house value\n",
"# On voit la borne supérieure et une forte corrélation (nuage non aléatoirement dispersé)\n",
"# D'autres traits horizontaux sont moins évidents\n",
"df.plot(kind=\"scatter\", x=\"median_income\", y=\"median_house_value\",\n",
"alpha=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "65280cbc-9f5b-44b4-ab75-59d2adf5ca13",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"median_house_value 1.000000\n",
"median_income 0.688075\n",
"total_rooms 0.134153\n",
"housing_median_age 0.105623\n",
"households 0.065843\n",
"total_bedrooms 0.049686\n",
"population -0.024650\n",
"longitude -0.045967\n",
"latitude -0.144160\n",
"Name: median_house_value, dtype: float64\n"
]
}
],
"source": [
"housing_num = df.drop(\"ocean_proximity\", axis=1) # Drop de la variable catégorielle pour l'instant\n",
"corr_matrix = housing_num.corr()\n",
"print(corr_matrix[\"median_house_value\"].sort_values(ascending=False))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "30a4e191-688b-4d19-adad-045b14c67567",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"# Plot heatmap\n",
"plt.figure(figsize=(10, 6))\n",
"sns.heatmap(corr_matrix, \n",
" annot=True, # show correlation values\n",
" cmap='coolwarm', # color palette\n",
" linewidths=0.5, # lines between cells\n",
" fmt=\".2f\") # format numbers\n",
"\n",
"plt.title(\"Correlation Matrix Heatmap\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "9a443cc6-14b8-4972-a9c4-583655c8e2f0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" longitude latitude housing_median_age total_rooms total_bedrooms \\\n",
"3364 -120.51 40.41 36.0 36.0 8.0 \n",
"13034 -121.15 38.69 52.0 240.0 44.0 \n",
"16669 -120.70 35.32 46.0 118.0 17.0 \n",
"19006 -121.98 38.32 45.0 19.0 5.0 \n",
"\n",
" population households median_income median_house_value \\\n",
"3364 4198.0 7.0 5.5179 67500.0 \n",
"13034 6675.0 29.0 6.1359 225000.0 \n",
"16669 6532.0 13.0 4.2639 350000.0 \n",
"19006 7460.0 6.0 10.2264 137500.0 \n",
"\n",
" ocean_proximity rooms_per_household bedrooms_per_room \\\n",
"3364 INLAND 5.142857 0.222222 \n",
"13034 INLAND 8.275862 0.183333 \n",
"16669 NEAR OCEAN 9.076923 0.144068 \n",
"19006 INLAND 3.166667 0.263158 \n",
"\n",
" population_per_household \n",
"3364 599.714286 \n",
"13034 230.172414 \n",
"16669 502.461538 \n",
"19006 1243.333333 \n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df[\"rooms_per_household\"] = df[\"total_rooms\"]/df[\"households\"]\n",
"df[\"bedrooms_per_room\"] = df[\"total_bedrooms\"]/df[\"total_rooms\"]\n",
"df[\"population_per_household\"]=df[\"population\"]/df[\"households\"]\n",
"plt.scatter(df.index, df[\"population_per_household\"])\n",
"\n",
"# Certaines valeurs avec beaucoup de population / household : \n",
"print(df[df[\"population_per_household\"] > 100])\n",
"\n",
"# Données aberrantes ?"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "8079bbc9-279b-4c66-90b3-fc9a4260444d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"median_house_value 1.000000\n",
"median_income 0.688075\n",
"rooms_per_household 0.151948\n",
"total_rooms 0.134153\n",
"housing_median_age 0.105623\n",
"households 0.065843\n",
"total_bedrooms 0.049686\n",
"population_per_household -0.023737\n",
"population -0.024650\n",
"longitude -0.045967\n",
"latitude -0.144160\n",
"bedrooms_per_room -0.255880\n",
"Name: median_house_value, dtype: float64\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"housing_num = df.drop(\"ocean_proximity\", axis=1) # Drop de la variable catégorielle pour l'instant\n",
"corr_matrix = housing_num.corr()\n",
"print(corr_matrix[\"median_house_value\"].sort_values(ascending=False))\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"sns.heatmap(corr_matrix, \n",
" annot=True, # show correlation values\n",
" cmap='coolwarm', # color palette\n",
" linewidths=0.5, # lines between cells\n",
" fmt=\".2f\") # format numbers\n",
"\n",
"plt.title(\"Correlation Matrix Heatmap\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "a4ec74b5-f09d-4f29-aaa5-c34cb1692f7e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"income_cat\n",
"3 0.350581\n",
"2 0.318847\n",
"4 0.176308\n",
"5 0.114438\n",
"1 0.039826\n",
"Name: count, dtype: float64\n"
]
},
{
"data": {
"text/plain": [
"<Axes: >"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# On rajoute une colonne \"income_cat\" qui est la colonne median_income stratifiée\n",
"df[\"income_cat\"] = pd.cut(df[\"median_income\"],\n",
"bins=[0., 1.5, 3.0, 4.5, 6., np.inf],\n",
"labels=[1, 2, 3, 4, 5])\n",
"print(df[\"income_cat\"].value_counts() / len(df))\n",
"df[\"income_cat\"].hist()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "82604a07-62eb-424a-8d61-8328bce98985",
"metadata": {},
"outputs": [],
"source": [
"# Set de train et de test"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "99473af2-f517-4ad6-8f32-2eab8e39a071",
"metadata": {},
"outputs": [],
"source": [
"split = StratifiedShuffleSplit(n_splits=1, test_size=0.2, random_state=42)\n",
"for train_index, test_index in split.split(df, df[\"income_cat\"]): # split stratifié sur income_cat\n",
" strat_train_set = df.loc[train_index]\n",
" strat_test_set = df.loc[test_index]"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "1057970c-ca4d-4e2a-bf12-601e512e300a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"income_cat\n",
"3 0.350533\n",
"2 0.318798\n",
"4 0.176357\n",
"5 0.114341\n",
"1 0.039971\n",
"Name: count, dtype: float64\n"
]
}
],
"source": [
"# On vérifie que les proportions sont respectées\n",
"print(strat_test_set[\"income_cat\"].value_counts() / len(strat_test_set))"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "c9aa9cc9-81b2-456b-8ffc-a58bb9b4f614",
"metadata": {},
"outputs": [],
"source": [
"# On enlève la colonne qui n'a servi que pour le split : \n",
"strat_test_set.drop(\"income_cat\", axis=1, inplace=True)\n",
"strat_train_set.drop(\"income_cat\", axis=1, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "b2cc529b-94e4-4f4f-87af-e6c11121cdab",
"metadata": {},
"outputs": [],
"source": [
"housing = strat_train_set.drop(\"median_house_value\", axis=1)\n",
"labels = strat_train_set[\"median_house_value\"].copy()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "b2361ce9-b707-44c7-88a2-e854850823b0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[-1.18510000e+02 3.42600000e+01 2.90000000e+01 2.11900000e+03\n",
" 4.33000000e+02 1.16400000e+03 4.08000000e+02 3.54155000e+00\n",
" 5.23234164e+00 2.03027043e-01 2.81766108e+00]\n",
"[-1.18510000e+02 3.42600000e+01 2.90000000e+01 2.11900000e+03\n",
" 4.33000000e+02 1.16400000e+03 4.08000000e+02 3.54155000e+00\n",
" 5.23234164e+00 2.03027043e-01 2.81766108e+00]\n"
]
}
],
"source": [
"# Instanciation d'un simpleImputer pour la médiance :\n",
"\n",
"imputer = SimpleImputer(strategy=\"median\")\n",
"housing_num = housing.drop(\"ocean_proximity\", axis=1)\n",
"imputer.fit(housing_num)\n",
"\n",
"# On compare les poids calculés par l'imputer avec les valeurs de la médiane\n",
"print(imputer.statistics_)\n",
"print(housing_num.median().values)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "590e46e3-de4e-46b4-839a-c165577456e4",
"metadata": {},
"outputs": [],
"source": [
"# On utilise l'imputer qu'on a fit pour transformer les données :\n",
"# Le \"transform\" d'un simpleImputer est le fill des NA\n",
"X = imputer.transform(housing_num)\n",
"\n",
"# Reconversion en DF : \n",
"housing_tr = pd.DataFrame(X, columns=housing_num.columns, index=housing_num.index)\n",
"\n",
"# On met à jour les colonnes déduites :\n",
"housing_tr[\"rooms_per_household\"] = housing_tr[\"total_rooms\"]/housing_tr[\"households\"]\n",
"housing_tr[\"bedrooms_per_room\"] = housing_tr[\"total_bedrooms\"]/housing_tr[\"total_rooms\"]\n",
"housing_tr[\"population_per_household\"]=housing_tr[\"population\"]/housing_tr[\"households\"]\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "31091fe9-d082-49c5-b063-4c9fb3af6903",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[1.]\n",
" [4.]\n",
" [1.]\n",
" [4.]\n",
" [0.]\n",
" [3.]\n",
" [0.]\n",
" [0.]\n",
" [0.]\n",
" [0.]]\n",
"[array(['<1H OCEAN', 'INLAND', 'ISLAND', 'NEAR BAY', 'NEAR OCEAN'],\n",
" dtype=object)]\n"
]
}
],
"source": [
"# Ordinal enconding of ocean_proximity\n",
"ordinal_encoder = OrdinalEncoder()\n",
"housing_cat_encoded = ordinal_encoder.fit_transform(housing[[\"ocean_proximity\"]])\n",
"print(housing_cat_encoded[:10])\n",
"print(ordinal_encoder.categories_) # Affiche les catégories dans l'ordre des indices associés"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fcafdb86-ba24-47b2-86ab-5c5a1e5587d6",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 24,
"id": "3bf84431-3ce4-419f-a83f-3aa50e88fda2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[0. 1. 0. 0. 0.]\n",
" [0. 0. 0. 0. 1.]\n",
" [0. 1. 0. 0. 0.]\n",
" ...\n",
" [1. 0. 0. 0. 0.]\n",
" [1. 0. 0. 0. 0.]\n",
" [0. 1. 0. 0. 0.]]\n",
"[array(['<1H OCEAN', 'INLAND', 'ISLAND', 'NEAR BAY', 'NEAR OCEAN'],\n",
" dtype=object)]\n",
" <1H OCEAN INLAND ISLAND NEAR BAY NEAR OCEAN\n",
"0 0.0 1.0 0.0 0.0 0.0\n",
"1 0.0 0.0 0.0 0.0 1.0\n",
"2 0.0 1.0 0.0 0.0 0.0\n",
"3 0.0 0.0 0.0 0.0 1.0\n",
"4 1.0 0.0 0.0 0.0 0.0\n",
"... ... ... ... ... ...\n",
"16507 1.0 0.0 0.0 0.0 0.0\n",
"16508 0.0 1.0 0.0 0.0 0.0\n",
"16509 1.0 0.0 0.0 0.0 0.0\n",
"16510 1.0 0.0 0.0 0.0 0.0\n",
"16511 0.0 1.0 0.0 0.0 0.0\n",
"\n",
"[16512 rows x 5 columns]\n",
" <1H OCEAN INLAND ISLAND NEAR BAY NEAR OCEAN\n",
"0 False False False False False\n",
"1 False False False False False\n",
"2 False False False False False\n",
"3 False False False False False\n",
"4 False False False False False\n",
"... ... ... ... ... ...\n",
"16507 False False False False False\n",
"16508 False False False False False\n",
"16509 False False False False False\n",
"16510 False False False False False\n",
"16511 False False False False False\n",
"\n",
"[16512 rows x 5 columns]\n"
]
}
],
"source": [
"cat_encoder = OneHotEncoder()\n",
"housing_cat_1hot = cat_encoder.fit_transform(housing[[\"ocean_proximity\"]])\n",
"print(housing_cat_1hot.toarray())\n",
"print(cat_encoder.categories_)\n",
"\n",
"# Conversion en Dataframe :\n",
"housing_cat_1hot = pd.DataFrame(\n",
" housing_cat_1hot.toarray(),\n",
" columns=cat_encoder.categories_\n",
")\n",
"print(housing_cat_1hot)\n",
"print(housing_cat_1hot.isna())"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "4bd0d810-fccb-4f6b-b434-c91d6d729c17",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[<Axes: title={'center': 'longitude'}>,\n",
" <Axes: title={'center': 'latitude'}>,\n",
" <Axes: title={'center': 'housing_median_age'}>],\n",
" [<Axes: title={'center': 'total_rooms'}>,\n",
" <Axes: title={'center': 'total_bedrooms'}>,\n",
" <Axes: title={'center': 'population'}>],\n",
" [<Axes: title={'center': 'households'}>,\n",
" <Axes: title={'center': 'median_income'}>,\n",
" <Axes: title={'center': 'rooms_per_household'}>],\n",
" [<Axes: title={'center': 'bedrooms_per_room'}>,\n",
" <Axes: title={'center': 'population_per_household'}>, <Axes: >]],\n",
" dtype=object)"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"<Figure size 2000x1500 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"scaler = MinMaxScaler()\n",
"housing_tr_scaled = scaler.fit_transform(housing_tr)\n",
"housing_tr_scaled = pd.DataFrame(housing_tr_scaled, columns=housing_tr.columns, index=housing_tr.index)\n",
"housing_tr_scaled.hist(bins=50, figsize=(20,15))\n",
"# Une seule barre pour population_per_household car c'est un nombre compris entre 0 et 4"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "e6c4038c-5294-4a9d-b491-b44ab0c8c348",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Index: 19843 entries, 12655 to 16498\n",
"Data columns (total 16 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 longitude 16512 non-null float64\n",
" 1 latitude 16512 non-null float64\n",
" 2 housing_median_age 16512 non-null float64\n",
" 3 total_rooms 16512 non-null float64\n",
" 4 total_bedrooms 16512 non-null float64\n",
" 5 population 16512 non-null float64\n",
" 6 households 16512 non-null float64\n",
" 7 median_income 16512 non-null float64\n",
" 8 rooms_per_household 16512 non-null float64\n",
" 9 bedrooms_per_room 16512 non-null float64\n",
" 10 population_per_household 16512 non-null float64\n",
" 11 (<1H OCEAN,) 16512 non-null float64\n",
" 12 (INLAND,) 16512 non-null float64\n",
" 13 (ISLAND,) 16512 non-null float64\n",
" 14 (NEAR BAY,) 16512 non-null float64\n",
" 15 (NEAR OCEAN,) 16512 non-null float64\n",
"dtypes: float64(16)\n",
"memory usage: 2.6 MB\n"
]
}
],
"source": [
"housing = pd.concat(\n",
" [housing_tr_scaled.reset_index(drop=True),\n",
" housing_cat_1hot.reset_index(drop=True)],\n",
" axis=1\n",
")\n",
"housing.info()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "503a9508-5da6-4fab-a28e-75d6d21dbd90",
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>longitude</th>\n",
" <th>latitude</th>\n",
" <th>housing_median_age</th>\n",
" <th>total_rooms</th>\n",
" <th>total_bedrooms</th>\n",
" <th>population</th>\n",
" <th>households</th>\n",
" <th>median_income</th>\n",
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" <th>(&lt;1H OCEAN,)</th>\n",
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" <th>(ISLAND,)</th>\n",
" <th>(NEAR BAY,)</th>\n",
" <th>(NEAR OCEAN,)</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>16512.000000</td>\n",
" <td>16512.000000</td>\n",
" <td>16512.000000</td>\n",
" <td>16512.000000</td>\n",
" <td>16512.000000</td>\n",
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" <td>16512.000000</td>\n",
" <td>16512.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>0.475534</td>\n",
" <td>0.329364</td>\n",
" <td>0.542224</td>\n",
" <td>0.066555</td>\n",
" <td>0.085686</td>\n",
" <td>0.039706</td>\n",
" <td>0.092422</td>\n",
" <td>0.232823</td>\n",
" <td>0.030615</td>\n",
" <td>0.063689</td>\n",
" <td>0.001935</td>\n",
" <td>0.440710</td>\n",
" <td>0.318677</td>\n",
" <td>0.000121</td>\n",
" <td>0.111858</td>\n",
" <td>0.128634</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.199385</td>\n",
" <td>0.227201</td>\n",
" <td>0.246565</td>\n",
" <td>0.054393</td>\n",
" <td>0.066174</td>\n",
" <td>0.031269</td>\n",
" <td>0.070145</td>\n",
" <td>0.131373</td>\n",
" <td>0.018552</td>\n",
" <td>0.023550</td>\n",
" <td>0.009323</td>\n",
" <td>0.496487</td>\n",
" <td>0.465978</td>\n",
" <td>0.011005</td>\n",
" <td>0.315201</td>\n",
" <td>0.334804</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.253984</td>\n",
" <td>0.148778</td>\n",
" <td>0.333333</td>\n",
" <td>0.036552</td>\n",
" <td>0.047358</td>\n",
" <td>0.021890</td>\n",
" <td>0.051718</td>\n",
" <td>0.142553</td>\n",
" <td>0.023524</td>\n",
" <td>0.049762</td>\n",
" <td>0.001399</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>0.581673</td>\n",
" <td>0.182784</td>\n",
" <td>0.549020</td>\n",
" <td>0.053747</td>\n",
" <td>0.069427</td>\n",
" <td>0.032540</td>\n",
" <td>0.075803</td>\n",
" <td>0.209766</td>\n",
" <td>0.029137</td>\n",
" <td>0.059850</td>\n",
" <td>0.001710</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>0.631474</td>\n",
" <td>0.550478</td>\n",
" <td>0.705882</td>\n",
" <td>0.079743</td>\n",
" <td>0.102932</td>\n",
" <td>0.048096</td>\n",
" <td>0.112024</td>\n",
" <td>0.292784</td>\n",
" <td>0.034991</td>\n",
" <td>0.073214</td>\n",
" <td>0.002084</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
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"</div>"
],
"text/plain": [
" longitude latitude housing_median_age total_rooms \\\n",
"count 16512.000000 16512.000000 16512.000000 16512.000000 \n",
"mean 0.475534 0.329364 0.542224 0.066555 \n",
"std 0.199385 0.227201 0.246565 0.054393 \n",
"min 0.000000 0.000000 0.000000 0.000000 \n",
"25% 0.253984 0.148778 0.333333 0.036552 \n",
"50% 0.581673 0.182784 0.549020 0.053747 \n",
"75% 0.631474 0.550478 0.705882 0.079743 \n",
"max 1.000000 1.000000 1.000000 1.000000 \n",
"\n",
" total_bedrooms population households median_income \\\n",
"count 16512.000000 16512.000000 16512.000000 16512.000000 \n",
"mean 0.085686 0.039706 0.092422 0.232823 \n",
"std 0.066174 0.031269 0.070145 0.131373 \n",
"min 0.000000 0.000000 0.000000 0.000000 \n",
"25% 0.047358 0.021890 0.051718 0.142553 \n",
"50% 0.069427 0.032540 0.075803 0.209766 \n",
"75% 0.102932 0.048096 0.112024 0.292784 \n",
"max 1.000000 1.000000 1.000000 1.000000 \n",
"\n",
" rooms_per_household bedrooms_per_room population_per_household \\\n",
"count 16512.000000 16512.000000 16512.000000 \n",
"mean 0.030615 0.063689 0.001935 \n",
"std 0.018552 0.023550 0.009323 \n",
"min 0.000000 0.000000 0.000000 \n",
"25% 0.023524 0.049762 0.001399 \n",
"50% 0.029137 0.059850 0.001710 \n",
"75% 0.034991 0.073214 0.002084 \n",
"max 1.000000 1.000000 1.000000 \n",
"\n",
" (<1H OCEAN,) (INLAND,) (ISLAND,) (NEAR BAY,) (NEAR OCEAN,) \n",
"count 16512.000000 16512.000000 16512.000000 16512.000000 16512.000000 \n",
"mean 0.440710 0.318677 0.000121 0.111858 0.128634 \n",
"std 0.496487 0.465978 0.011005 0.315201 0.334804 \n",
"min 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"25% 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"50% 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"75% 1.000000 1.000000 0.000000 0.000000 0.000000 \n",
"max 1.000000 1.000000 1.000000 1.000000 1.000000 "
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing.describe()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "9f2b0062-4c4d-4f68-b51b-595a5d1b7c3a",
"metadata": {},
"outputs": [
{
"data": {
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" <th>total_bedrooms</th>\n",
" <th>population</th>\n",
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" <th>population_per_household</th>\n",
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" <th>12655</th>\n",
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" <td>0.549020</td>\n",
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" <th>15502</th>\n",
" <td>0.709163</td>\n",
" <td>0.058448</td>\n",
" <td>0.117647</td>\n",
" <td>0.135168</td>\n",
" <td>0.137403</td>\n",
" <td>0.056392</td>\n",
" <td>0.143017</td>\n",
" <td>0.402574</td>\n",
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" <td>0.001554</td>\n",
" <td>1.0</td>\n",
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" <td>0.0</td>\n",
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" <th>2908</th>\n",
" <td>0.528884</td>\n",
" <td>0.300744</td>\n",
" <td>0.843137</td>\n",
" <td>0.041003</td>\n",
" <td>0.049613</td>\n",
" <td>0.018610</td>\n",
" <td>0.055639</td>\n",
" <td>0.163798</td>\n",
" <td>0.030281</td>\n",
" <td>0.055723</td>\n",
" <td>0.001232</td>\n",
" <td>1.0</td>\n",
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" <td>0.083280</td>\n",
" <td>0.025085</td>\n",
" <td>0.089806</td>\n",
" <td>0.119067</td>\n",
" <td>0.019575</td>\n",
" <td>0.086324</td>\n",
" <td>0.000939</td>\n",
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" <td>0.035276</td>\n",
" <td>0.052514</td>\n",
" <td>0.001992</td>\n",
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"</table>\n",
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],
"text/plain": [
" longitude latitude housing_median_age total_rooms total_bedrooms \\\n",
"12655 0.287849 0.635494 0.549020 0.098362 0.128061 \n",
"15502 0.709163 0.058448 0.117647 0.135168 0.137403 \n",
"2908 0.528884 0.300744 0.843137 0.041003 0.049613 \n",
"14053 0.719124 0.022317 0.450980 0.047591 0.083280 \n",
"20496 0.562749 0.184910 0.509804 0.089790 0.103737 \n",
"\n",
" population households median_income rooms_per_household \\\n",
"12655 0.062614 0.131441 0.115426 0.030938 \n",
"15502 0.056392 0.143017 0.402574 0.041176 \n",
"2908 0.018610 0.055639 0.163798 0.030281 \n",
"14053 0.025085 0.089806 0.119067 0.019575 \n",
"20496 0.051403 0.107916 0.275617 0.035276 \n",
"\n",
" bedrooms_per_room population_per_household (<1H OCEAN,) (INLAND,) \\\n",
"12655 0.060836 0.001993 0.0 0.0 \n",
"15502 0.044594 0.001554 1.0 0.0 \n",
"2908 0.055723 0.001232 1.0 0.0 \n",
"14053 0.086324 0.000939 0.0 1.0 \n",
"20496 0.052514 0.001992 NaN NaN \n",
"\n",
" (ISLAND,) (NEAR BAY,) (NEAR OCEAN,) \n",
"12655 0.0 1.0 0.0 \n",
"15502 0.0 0.0 0.0 \n",
"2908 0.0 0.0 0.0 \n",
"14053 0.0 0.0 0.0 \n",
"20496 NaN NaN NaN "
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing.head()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "bce22b26-9baa-41df-a3cb-c021df4c732b",
"metadata": {},
"outputs": [],
"source": [
"housing.to_csv(\"treated_housing.csv\", index=False)"
]
}
],
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