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Repository ini adalah kumpulan kode Python pada Jupyter Notebook, yang dibahas pada seri blogposts End-to-End Machine Learning pada website hkalabs.com.
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Get the Data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Mendownload Data "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#Import library\n",
"import os\n",
"import tarfile\n",
"from six.moves import urllib\n",
"\n",
"#Path data\n",
"DOWNLOAD_ROOT = \"https://raw.githubusercontent.com/ageron/handson-ml/master/\"\n",
"HOUSING_PATH = \"datasets/housing\"\n",
"HOUSING_URL = DOWNLOAD_ROOT + HOUSING_PATH + \"/housing.tgz\"\n",
"\n",
"#Fungsi untuk fetching data\n",
"def fetch_housing_data(housing_url=HOUSING_URL, housing_path=HOUSING_PATH):\n",
" if not os.path.isdir(housing_path):\n",
" os.makedirs(housing_path)\n",
" tgz_path = os.path.join(housing_path, \"housing.tgz\")\n",
" urllib.request.urlretrieve(housing_url, tgz_path)\n",
" housing_tgz = tarfile.open(tgz_path)\n",
" housing_tgz.extractall(path=housing_path)\n",
" housing_tgz.close()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"fetch_housing_data()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load Data dengan Pandas "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"def load_housing_data(housing_path=HOUSING_PATH):\n",
" csv_path = os.path.join(housing_path, \"housing.csv\")\n",
" return pd.read_csv(csv_path)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>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",
" <td>0</td>\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",
" <td>1</td>\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",
" <td>2</td>\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",
" <td>3</td>\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",
" <td>4</td>\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": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing = load_housing_data()\n",
"housing.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"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",
"longitude 20640 non-null float64\n",
"latitude 20640 non-null float64\n",
"housing_median_age 20640 non-null float64\n",
"total_rooms 20640 non-null float64\n",
"total_bedrooms 20433 non-null float64\n",
"population 20640 non-null float64\n",
"households 20640 non-null float64\n",
"median_income 20640 non-null float64\n",
"median_house_value 20640 non-null float64\n",
"ocean_proximity 20640 non-null object\n",
"dtypes: float64(9), object(1)\n",
"memory usage: 1.6+ MB\n"
]
}
],
"source": [
"housing.info()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<1H OCEAN 9136\n",
"INLAND 6551\n",
"NEAR OCEAN 2658\n",
"NEAR BAY 2290\n",
"ISLAND 5\n",
"Name: ocean_proximity, dtype: int64"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing[\"ocean_proximity\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>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",
" <td>count</td>\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",
" <td>mean</td>\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",
" <td>std</td>\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",
" <td>min</td>\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",
" <td>25%</td>\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",
" <td>50%</td>\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",
" <td>75%</td>\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",
" <td>max</td>\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": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing.describe()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x1080 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"housing.hist(bins=50, figsize=(20,15))\n",
"#Jika ingin menunjukkan plot, sekaligus menyimpannya, gunakan plt.savefig\n",
"#bukan plt.show()\n",
"plt.savefig(\"attribute_histogram_plots.png\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Membuat Test Set"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"\n",
"def split_train_test(data, test_ratio):\n",
" shuffled_indices = np.random.permutation(len(data))\n",
" test_set_size = int(len(data) * test_ratio)\n",
" test_indices = shuffled_indices[:test_set_size]\n",
" train_indices = shuffled_indices[test_set_size:]\n",
" return data.iloc[train_indices], data.iloc[test_indices]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"train_set, test_set = split_train_test(housing, 0.2)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"16512 train + 4128 test\n"
]
}
],
"source": [
"print(len(train_set), \" train + \", len(test_set), \" test\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Mengimplementasikan Hashing"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"import hashlib\n",
"\n",
"def test_set_check(identifier, test_ratio, hash):\n",
" return hash(np.int64(identifier)).digest()[-1] < 256 * test_ratio\n",
"\n",
"def split_train_test_by_id(data, test_ratio, id_column, hash=hashlib.md5):\n",
" ids = data[id_column]\n",
" in_test_set = ids.apply(lambda id_: test_set_check(id_, test_ratio, hash))\n",
" return data.loc[~in_test_set], data.loc[in_test_set]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"housing_with_id = housing.reset_index() #Adds an 'index' column\n",
"train_set, test_set = split_train_test_by_id(housing_with_id, 0.2, \"index\")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"housing_with_id[\"id\"] = housing[\"longitude\"] * 1000 + housing[\"latitude\"]\n",
"train_set, test_set = split_train_test_by_id(housing_with_id, 0.2, \"id\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>index</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",
" <th>id</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>-122.26</td>\n",
" <td>37.84</td>\n",
" <td>42.0</td>\n",
" <td>2555.0</td>\n",
" <td>665.0</td>\n",
" <td>1206.0</td>\n",
" <td>595.0</td>\n",
" <td>2.0804</td>\n",
" <td>226700.0</td>\n",
" <td>NEAR BAY</td>\n",
" <td>-122222.16</td>\n",
" </tr>\n",
" <tr>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>-122.26</td>\n",
" <td>37.85</td>\n",
" <td>52.0</td>\n",
" <td>2202.0</td>\n",
" <td>434.0</td>\n",
" <td>910.0</td>\n",
" <td>402.0</td>\n",
" <td>3.2031</td>\n",
" <td>281500.0</td>\n",
" <td>NEAR BAY</td>\n",
" <td>-122222.15</td>\n",
" </tr>\n",
" <tr>\n",
" <td>11</td>\n",
" <td>11</td>\n",
" <td>-122.26</td>\n",
" <td>37.85</td>\n",
" <td>52.0</td>\n",
" <td>3503.0</td>\n",
" <td>752.0</td>\n",
" <td>1504.0</td>\n",
" <td>734.0</td>\n",
" <td>3.2705</td>\n",
" <td>241800.0</td>\n",
" <td>NEAR BAY</td>\n",
" <td>-122222.15</td>\n",
" </tr>\n",
" <tr>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>-122.26</td>\n",
" <td>37.85</td>\n",
" <td>52.0</td>\n",
" <td>2491.0</td>\n",
" <td>474.0</td>\n",
" <td>1098.0</td>\n",
" <td>468.0</td>\n",
" <td>3.0750</td>\n",
" <td>213500.0</td>\n",
" <td>NEAR BAY</td>\n",
" <td>-122222.15</td>\n",
" </tr>\n",
" <tr>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>-122.26</td>\n",
" <td>37.84</td>\n",
" <td>52.0</td>\n",
" <td>696.0</td>\n",
" <td>191.0</td>\n",
" <td>345.0</td>\n",
" <td>174.0</td>\n",
" <td>2.6736</td>\n",
" <td>191300.0</td>\n",
" <td>NEAR BAY</td>\n",
" <td>-122222.16</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" index longitude latitude housing_median_age total_rooms \\\n",
"8 8 -122.26 37.84 42.0 2555.0 \n",
"10 10 -122.26 37.85 52.0 2202.0 \n",
"11 11 -122.26 37.85 52.0 3503.0 \n",
"12 12 -122.26 37.85 52.0 2491.0 \n",
"13 13 -122.26 37.84 52.0 696.0 \n",
"\n",
" total_bedrooms population households median_income median_house_value \\\n",
"8 665.0 1206.0 595.0 2.0804 226700.0 \n",
"10 434.0 910.0 402.0 3.2031 281500.0 \n",
"11 752.0 1504.0 734.0 3.2705 241800.0 \n",
"12 474.0 1098.0 468.0 3.0750 213500.0 \n",
"13 191.0 345.0 174.0 2.6736 191300.0 \n",
"\n",
" ocean_proximity id \n",
"8 NEAR BAY -122222.16 \n",
"10 NEAR BAY -122222.15 \n",
"11 NEAR BAY -122222.15 \n",
"12 NEAR BAY -122222.15 \n",
"13 NEAR BAY -122222.16 "
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test_set.head()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"train_set, test_set = train_test_split(housing, test_size=0.2, random_state=42)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>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",
" <td>20046</td>\n",
" <td>-119.01</td>\n",
" <td>36.06</td>\n",
" <td>25.0</td>\n",
" <td>1505.0</td>\n",
" <td>NaN</td>\n",
" <td>1392.0</td>\n",
" <td>359.0</td>\n",
" <td>1.6812</td>\n",
" <td>47700.0</td>\n",
" <td>INLAND</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3024</td>\n",
" <td>-119.46</td>\n",
" <td>35.14</td>\n",
" <td>30.0</td>\n",
" <td>2943.0</td>\n",
" <td>NaN</td>\n",
" <td>1565.0</td>\n",
" <td>584.0</td>\n",
" <td>2.5313</td>\n",
" <td>45800.0</td>\n",
" <td>INLAND</td>\n",
" </tr>\n",
" <tr>\n",
" <td>15663</td>\n",
" <td>-122.44</td>\n",
" <td>37.80</td>\n",
" <td>52.0</td>\n",
" <td>3830.0</td>\n",
" <td>NaN</td>\n",
" <td>1310.0</td>\n",
" <td>963.0</td>\n",
" <td>3.4801</td>\n",
" <td>500001.0</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <td>20484</td>\n",
" <td>-118.72</td>\n",
" <td>34.28</td>\n",
" <td>17.0</td>\n",
" <td>3051.0</td>\n",
" <td>NaN</td>\n",
" <td>1705.0</td>\n",
" <td>495.0</td>\n",
" <td>5.7376</td>\n",
" <td>218600.0</td>\n",
" <td>&lt;1H OCEAN</td>\n",
" </tr>\n",
" <tr>\n",
" <td>9814</td>\n",
" <td>-121.93</td>\n",
" <td>36.62</td>\n",
" <td>34.0</td>\n",
" <td>2351.0</td>\n",
" <td>NaN</td>\n",
" <td>1063.0</td>\n",
" <td>428.0</td>\n",
" <td>3.7250</td>\n",
" <td>278000.0</td>\n",
" <td>NEAR OCEAN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" longitude latitude housing_median_age total_rooms total_bedrooms \\\n",
"20046 -119.01 36.06 25.0 1505.0 NaN \n",
"3024 -119.46 35.14 30.0 2943.0 NaN \n",
"15663 -122.44 37.80 52.0 3830.0 NaN \n",
"20484 -118.72 34.28 17.0 3051.0 NaN \n",
"9814 -121.93 36.62 34.0 2351.0 NaN \n",
"\n",
" population households median_income median_house_value \\\n",
"20046 1392.0 359.0 1.6812 47700.0 \n",
"3024 1565.0 584.0 2.5313 45800.0 \n",
"15663 1310.0 963.0 3.4801 500001.0 \n",
"20484 1705.0 495.0 5.7376 218600.0 \n",
"9814 1063.0 428.0 3.7250 278000.0 \n",
"\n",
" ocean_proximity \n",
"20046 INLAND \n",
"3024 INLAND \n",
"15663 NEAR BAY \n",
"20484 <1H OCEAN \n",
"9814 NEAR OCEAN "
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test_set.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Stratifikasi Data Kategori Income "
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0xf26cb83608>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"housing[\"median_income\"].hist()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"#Bagi kategori income dengan bin kelipatan 1.5, dan batasi kategori income hingga maksimal 5 saja\n",
"housing[\"income_cat\"] = np.ceil(housing[\"median_income\"]/1.5)\n",
"#Beri label untuk yg <= 5 menjadi 5 saja\n",
"housing[\"income_cat\"].where(housing[\"income_cat\"]<5, 5.0, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3.0 7236\n",
"2.0 6581\n",
"4.0 3639\n",
"5.0 2362\n",
"1.0 822\n",
"Name: income_cat, dtype: int64"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing[\"income_cat\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0xf26d381088>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"housing[\"income_cat\"].hist()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"#Lakukan stratifikasi sampel berdasarkan kategori income:\n",
"from sklearn.model_selection import StratifiedShuffleSplit\n",
"\n",
"split = StratifiedShuffleSplit(n_splits=1, test_size=0.2, random_state=42)\n",
"for train_index, test_index in split.split(housing, housing[\"income_cat\"]):\n",
" strat_train_set = housing.loc[train_index]\n",
" strat_test_set = housing.loc[test_index]"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3.0 0.350581\n",
"2.0 0.318847\n",
"4.0 0.176308\n",
"5.0 0.114438\n",
"1.0 0.039826\n",
"Name: income_cat, dtype: float64"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing[\"income_cat\"].value_counts() / len(housing)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"def income_cat_proportions(data):\n",
" return data[\"income_cat\"].value_counts() / len(data)\n",
"\n",
"train_set, test_set = train_test_split(housing, test_size=0.2, random_state=42)\n",
"\n",
"compare_props = pd.DataFrame({\n",
" \"Overall\": income_cat_proportions(housing),\n",
" \"Stratified\": income_cat_proportions(strat_test_set),\n",
" \"Random\": income_cat_proportions(test_set),\n",
"}).sort_index()\n",
"compare_props[\"Rand. %error\"] = 100 * compare_props[\"Random\"] / compare_props[\"Overall\"] - 100\n",
"compare_props[\"Strat. %error\"] = 100 * compare_props[\"Stratified\"] / compare_props[\"Overall\"] - 100"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Overall</th>\n",
" <th>Stratified</th>\n",
" <th>Random</th>\n",
" <th>Rand. %error</th>\n",
" <th>Strat. %error</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>1.0</td>\n",
" <td>0.039826</td>\n",
" <td>0.039729</td>\n",
" <td>0.040213</td>\n",
" <td>0.973236</td>\n",
" <td>-0.243309</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2.0</td>\n",
" <td>0.318847</td>\n",
" <td>0.318798</td>\n",
" <td>0.324370</td>\n",
" <td>1.732260</td>\n",
" <td>-0.015195</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3.0</td>\n",
" <td>0.350581</td>\n",
" <td>0.350533</td>\n",
" <td>0.358527</td>\n",
" <td>2.266446</td>\n",
" <td>-0.013820</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4.0</td>\n",
" <td>0.176308</td>\n",
" <td>0.176357</td>\n",
" <td>0.167393</td>\n",
" <td>-5.056334</td>\n",
" <td>0.027480</td>\n",
" </tr>\n",
" <tr>\n",
" <td>5.0</td>\n",
" <td>0.114438</td>\n",
" <td>0.114583</td>\n",
" <td>0.109496</td>\n",
" <td>-4.318374</td>\n",
" <td>0.127011</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Overall Stratified Random Rand. %error Strat. %error\n",
"1.0 0.039826 0.039729 0.040213 0.973236 -0.243309\n",
"2.0 0.318847 0.318798 0.324370 1.732260 -0.015195\n",
"3.0 0.350581 0.350533 0.358527 2.266446 -0.013820\n",
"4.0 0.176308 0.176357 0.167393 -5.056334 0.027480\n",
"5.0 0.114438 0.114583 0.109496 -4.318374 0.127011"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"compare_props"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"#Remove income_cat attribute, untuk mengembalikan data ke keadaan aslinya:\n",
"for set_ in (strat_train_set, strat_test_set):\n",
" set_.drop(\"income_cat\", axis=1, inplace=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Eksplorasi dan Visualisasi Data untuk Mendapatkan Insights"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"housing = strat_train_set.copy()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Memvisualisasikan Data Geografis "
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0xf26da9ba88>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\")\n",
"#Kualitas visualisasi data masih buruk"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0xf26da84108>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Xl6rc6FSxhKAbZjTGpaDT+Yc0U6zvjehGGduDkK//aI/dXoJnS77y3DzzDY9hnFP3Ha61q2eGbo6kKoRgs/egBPWFhRo/2h6yN0xwHMlPXG3w8lKTimcXCfcLhnMuE/q5TAnqUaLdHB9UVFJS8ng89Y5Ba8NWP2ax4Y6N9OkTgwN89cUOP/vSPNKy8B3rKNF7XjLYdyxutKtgwHMkrm2R5gqtDTbHjaHWhsW6hzEwjDKMgKWGz0Y/wpjCiaS5wiDQxuBZNp5tIaU4mgQHpxPbSmt2ByH//PV77HRjYgWBA3/0g4SffH6elWaF9YMR2sCLi/WZxnMyWvRkCWqqDD91s0OkFa6QBN6DctTLhHMu+trLlqCWJaslJU+Gp1pET2tDnCviLEcYiy/daFOd8YlXWzZz1SoHYY4Btvrxkdb/wwThbFuy2q6gNBwME+7sh2Ras9GPaVUcMmUYxBlRqrjWrrBQ846a5vZGKfNVj1bFQwroxzlSGOq+U0xjkw+SwpP+CgFHEhhJrsi14a3bB7y7F3OQQ2hgP4U7vZy/eG+HH271+HB3yK3dIdn4fbME+ZoVhyzTpKrooF5qBiSZ4l4/4nCUsTtKScfvn3AZFdaHvfayiqzlzIWSkifHU3timOwmU6V4d3uI70iWW3V+fC3iG7eHGMACah7kSOI0w7EEzy/UcC15So8ozRVSiJnJYN+xWG0F3D4Ycb1dwXWKk0U3zJivumwNYow23NodsNNPqLg2riOZCwT9OOcnb7TZ6EWESUY3KqqAdoYpyhSzo1sVh3vd6CinkCqNY0niNOf23oBvrx8wyxxuDjRroxRjBOv7I/JcF45vapfdqjh0w4xca4yEpm/TqLjkSrM/So99nq1ezGqryC9MQj2Xkag4L/QzKw8RZRlxrvDHJ6dpypLVkpInx1PpGKZ3k45l0644fLAX0qzYPHdljru9DKVyYlUYlDRXxKkucgSWPKVH1Ko4vH2/h9IGS4pjyeAJRhRlqpNcghSCOMvY6CksKTiIM9b3hxyMcr50vYUlBIdRRjNw8NxCcvv2wYhOzcd1ivxBojQrDZ+N/lQoy9YkuWa54bN+MCLVmiSf/RwUsNmPubU74KUrDZQx7J7IUbx9v8f1ToXAdVhtwUYvxpYSA3Rq7tHnsS1JP064vT8qnMEjhG7OC/2czEOM4oytXowwYFlFU5xjy1PJ//McdklJyaPxVDqG6d2kNobAs2kENsv1KqlSVF2LrV6C73oYFBLJe7t9Pt9tca1TBTgyMlobumHG9XYFIQVm/H3Dd445h2nDlmvDZjciGoejPFviWpKq6zCMFdu9iNW5KmGS0/DsYg4E5phjcR2LNNdESpHrk30NutBqMgaVg3uObR6mGWmSYlvjzzO1yxZSHHV6A1R9hyVguRXgSsm9bnSsH2N/mB5VWV225PRh3conpdC3ejGdmgMY4izjzfWQ5UaRl5ivF+WyVc/inc0+xnCmwy4pKbk8T6VjOLn7nK+43D+MkJbkC6ttelHK776VIITGILjWDmgELjXP4d5BxNW54Gg+wyQfEIzLMrE4SgafDFl0ai47vZiNXoxrC27MV9k4jNjuJ9ycL9RY56ouYaZ4b2eAQDBfKxrDXEseW/MwztjsF7vr7UGCpDDck5yDOx79admSl1dbbL/Xnfksohzu92J+aS7Ato/fw4xPQJPmuIlkxSR0M50w1sbQqbpHVVaXDd1MnLUURTls4aT0sfdP8hBxrtgbxPzlB/ukmaaf5Ly0WONKw2O3n/DB7rAoq9WaqmOx2PBxLTnTYZeUlFyep9IxnDRqtm3xsy8tsDdIkJbgFz+3Qn+UkSuBIqcZ+HiO5JXlBsrA1VaAN27amk74nlVqOR0iUcbQqtjM132kEKzMBWyO1VzrgUOa5EQjxWrL52q7ciyfMVlznBZOYaXpUx0buo1ezBIc9VbYtmSpGbBQ9XhxocluL+bWTkw69RwaDlQci9q4z0EYTlUHff5qk26YMUpOVwvNkh+/aMnpJNFtCYERRSd1nOZs9yIsS6KUphk4iBPJESkFUsN37nWpOA5BxWajG/OtDw5IlWap7tOLUhbqLmGiaAcu3ShjpRWQparMMZSUfAQ8lY4Bjhu1LNfjGQASI+DlK03+7Z9Y480PDjgIM1xL8oXrLVzbQhmKxO6UsZ9O+J4cOnMyRJLmip1BQivQuI6Fa0k+t9JAKc1+mGGkYK7icrVdoTI+hUx23tM7ZiOKEwJAzXdYNkWIZzoRW/cdvny9Tc236YYp87WQH2z2SBJAQtWVVH0bx3FwbUmOoeLYpxrDGr5zZu/AdHL5oiWnH+4O2erH5EojhKBVsRklmjDNSTJNvWIzCHPCVOO7ISut4FiuIjGaqmtjW4K9QYJvW6SiCM99uBcWJx2rTpYbNAatIc3UsfBf2fhWUvLoPLWOAR5UwdwfD4YJ3CIUszdKeXVljnbFoztKCNNinkCiNCvNADjeSDZJ+HaqbiF9MaX3MwnFTPIZUgjmKg6J0mTj+P31TpXtfkwtcHCk5O5hyE4/Zq1TPWoUm+y8pRT4toUt5bHduWXJU9U5UgrWOlV2BwlfXGtzZ8+m6tu8tzVgGGfU/SLMUnUE9w8i4jSnMpbGnt5VX7Sy6GHdxlobPtwd8u7WAMcSbPRjkizHsySdqkemDDc6FTb7CdfaAcqAJTiVqwgsi8C1cSTMVVwqrs2tnQFxqrFsSbvm0h3lVD2LJFNoI1AGVlr+pUUES0pKTvNUOwY4u6zRsSXPL9RR8zWSVLHVj4FixGen5haGZWyc5dj47w4TAsc6pvez2gqQQjCKMw6jjDQr4uZfXK3iuVaRWDYPZjNDsfNf3w8ZRNnRgJ+TBv+izWOOLVlpBdQDm43uiOcXGlQcm/0w4fb2kO1+xCBKsaTF7393g7/9uWUW6o+uK3SeE8mUZmtcQSUEbByGaA2+I7Eswe4gw7WLhLfWxTOxbUmSHc81uK7FT78wz796b49ulOJYgq8+N0+ic8JE0wgc9ocxNc+lU/VYbPo0vCLktn4QlnLcJSWPyVPvGM6TY5icKPZGKYH7wODvDRKSTLE7KCS1ldZUbIuKZx9rdEvyHCMK0bk31w+RgmIWdMVhb5Sy5lWO7jG9BlsKVscJ7rNGgl5UC2jys0GccaUZ4NmS+YbLn7+7Q5QpBnlON5IYMcR3bYQU/Pj1NmvtKhVv9q//cUIxNgKEYH8UY0mJMYo4VQwiRafmYoxhsxcjLcFiPeDeQUgrcE+JBHZqHr/8+WV6acZhmLLbTdgPDS8tVrAtyULNpeE7OHaRdO5H+ZFDL3sbSkoej6feMZy3+550Rp+UuY4ydTSpLVOa3UFM4BTlppYUx6qDLCHAliw3/KMTwrSMxWRM6Mk1LI8T3A9b+8MM2qR88+5BSN23GcY5jpTc3guRNlQth1wZ7h6MqLmCTt1lqxexN0z58trcKefwMJmJ85yGY0kWmz55N+R+qot5DcKmEVhEOTQ8m+VWBcexaQZFDiFTGj3Vnjfr/gs1n6utnHsHIXvDlEwXPSdSCvypE9zuIHlooUBJScnDeeKOQQhhAa8D940xvyKEuAn8DtAG3gR+zRiTnneNx2XW7ntigHJdhD+WRZHknYjbebbFtbbLBztDPNsizjWerbizH3KtUzmmvIoumrAEHJOxONkd/aTUQKuuzWq7wlLD4zDOWN8dYNuSBS+gHysEilQZdocR63sjXrveRhvNvcOQF6b0kx7Wa/AwpyGl4Pp8FdsqwmeqU1Rd7Y9SpBB84WoTaQlyDVdbPluDGIlgt5+wOpdTde0z71/3HV5eavDclCzH/W504gRX5Ir2h2kpx11S8hh8HFpJvwG8M/X9fwv8D8aYF4FD4O9/DGtASnEUtpk2gHXfYaXps9mLGUYZmTKstAKscUf0YVwon1Zcm1bFK0ZZNvxjej+TE0GmDKOkGPk5yyBNr+Gj/mwrrQDXselUPV5abvDSYg1LAsYwinOEgExJenHGn723y1YvKeZPpA/aps/ThZp+ZoFjAUWV0EltIt+xWG4GrDQDfMfGkpLnFqq8stxAWnLcu1H0lfSinMMw42CUcu8gPOoZOUuXSkqB51h4Y5HDSXgOHszOqLr2hfWbSkpKZvNETwxCiFXgl4H/BvhPhRAC+Hng3xu/5H8D/kvgnzzJdZzkZEJ6uuP3qLlLFvpCcaqxfYsrdRchBELMNu4f53yAWeGc4/ev8R/8tOaf/PH77PT72BYsVV3aNY+DMGM+zMb5EMHuIKE6rlQ6Lx8zeWa5ht3BA2nu+bpHfVxWO1nbziChWXGZq3okucIYuDZXOdJYGsQZb2/0qDgWliVpVV12Bgk3OtULy1w8LEE/CcGVpaslJZfnSYeS/jHwj4D6+PsO0DXGTLap94Crs94ohPh14NcB1tbWPtJFnTWkfroc1HcK/aJMafpRhtKG3OhCs+eM2cuXEZR7VM4L50zur7VhoV7hN37hJf7Z6+v82Xs7KCSjVFP1HCy7aDq7UvcBZuZCoiwDw1EHOBqMNtzthVQdu9BTMuaYY5lca9rperbFIM5QxuCNu6Z9x2Kp5iMtwTDO6Y4yorGy60V0qSY8zBmXstwlJY/GEwslCSF+Bdgxxrwx/c8zXjpTJ9kY81vGmNeMMa8tLCx8pGu7TOhnrVNloeHTChwW6j7X56uX3nnOkrl+FC4qNa2MIcpyBknO1jCjUfWp+w6+axHnivmqz3LTxxlLZEyawrKxNMfiuIFPUJTvxpkiVZphmvHh7ogP90cMk5yFmncs1APHnW6cKe7sj9juJ9zvRkdS5o4lmW947A0T8vEsisW6y94g4WCUcq0VcL1T4VoroBtmpz7fZK15rs/tqShluUtKHo0neWL4aeBXhRC/BPhAg+IE0RJC2ONTwyqw8QTXcCaX2W1aQnCl5R/bGZ/krJDFR7lrvajUtDDFjOU4VdT9opKqF2XUPIcsV9R8m1bgkinDQt0jzhTb/ZhBkhLGGcKSLNUCfL+YNHf/IOTu4YC/+GCXvV7CQs0nXWwgAQ2sNIOjU9TE6W52I+4dRri2YK1TwZbiWCJ7tV1hZ5DgWgLLklxp+CSZIklyktwcPa+qZx3JdGdKEyY524OYJFf0I8V83SVw7FPPNVOaNFd4tnPusyopKTnNE3MMxpjfBH4TQAjxc8A/NMb8XSHE/w38HYrKpL8H/PMntYaHcVboZ1Z1zv4wpdqe/bjOMv6zrrPRjbh6Tv/CrLVMHM5FR2QaATXPYmdQ7NIlkk7FxbUFeJKvfe4KFddhb5iwdRhxrxex1Qv54+9v8MH+AAv4N75wlV/8/DV8x+L3v3ef//XPb3FQ9ABiA199fo7/+OdeYKnus9GLuNGuYtuFc/Adq9AuUpp64Bypt04MM7qYM73aCrAsgWcXXeO5EByGGRXHouLaREnGbj/naiNgsx+zfjDih5t9hCw0o640fCwBtbZ9qnpqo1uIFx6MUpZbAfZYKrwsXS0peTifRB/Dfwb8jhDivwbeAv7nT2AN53LRnfkkpLHRjfBsearE8uR1cm24f1gI0U06ni87uvK8hOvEiRhlGCaK1VaFX3x1hd/9zj0GI8XVtseP32jz/Y0BgzjHsQTtisv7Wz3+j2+t88HBg5nYt/54ne/e6fETz3X4P79158gpAOTAt24d8vf/RkY3thklORhYnaoCcqxi1KnWpihRHTuxLNfcHyTjRLYhNwZtigbAxWYhaRFmim6YchimuJY8ah6MUlXIaGiIlSZMFTvDhNV25Siklaea2/tDAsdirVNhqxexvh+yOhewPMmXlJSUnMvH4hiMMX8C/Mn46w+An/w47vuoXGRnfjQhLlds95MiXGIddyLT15FSsNWLjkpktTHnyjWc11MwKwQ27US0MdR8i1xB4EiuzQX4V2xuLFSRRnJ7f8RK06fmO+yHCa/f3jrmFKAw/m/e7mG0IkxPz8lOge9t9Pip53xqvo3nPFCJhcK5LtY9dgbJkRObfH9Sg2pygoJiYl3FtdjMY67UPQzFCNP9QYolORIyNFqTZprANePnKxlEGW/f67HRj6h6Ni9fqbPWqTIYq68+rKGwpKSk4Kme+fyoPCw5fbIPokhsFqM3T0puTK4ziDLS3BztWu/JSZkAACAASURBVE/W6J/kvJ6Ck/0QJxOtniUZxopO1cG2BQv1gKVGhaptsz8quoMd20IgsJCkarbBVBriXBPYs/9M1Hhg0HzNK04HxjBKc9YPQu4ehOwMEhbr3lFPgWPLU59p8rynh/Vk2pDkhXDgYsMncG20MICg4kkSpfAcSa4UDd9GCMF81eUHm30CV9KpeVhC8O72gDRTuLZ1ZiVZSUnJaZ56SYxH5bzk9MkQ0XmieJPrZGPZbnv87w+Ta7hoPmHWelzHolNzidJCp6jmF1U5uTHkytAMinGnh1HOKM2Zr1i4wMn2c9eGqufwhVWfnR8ekE397CtrVW4uNKh7hbR4OpYW2e7HY6HBYnToJP8grdOaUWmm0ONZD9PP/Ua7WnSfO0U4qlMxDKIcpTVubNGuCK6MmwyvdapUXbuQNtEGz3doQKGfFGZEmeLGfK0MIZWUXILSMZyDlAKdG2KlcKU8Sq6eNNoPE8WTUuBJi+VWcCHF1Ml7LpJPOC8pnRnNxmHEwShFWoKFqsf1TsBSK2AQKQJbYtc9/t2vPk+kJL/39u5R7XDVgleuNXlhqUmcK376hRbfv9dlFEOzAnEOf/XhPr04Z7EW4LuS+ZpHN8xY61RIVc52Ly7Gm477IRxbHoWT+nHC/jClU3W5142O5VtsW7LarrDVi4sBQlLy1ec6ZEqzOT6Z2VKyOlc50npyZXEaubM/wrELp9OpujzXqR2NSy0pKbkYpWM4h4NRwl99uEcY59QqDl+81qZTLWr8O7Wi7j7J9TFRPK0NSabIx2EW37aOVes8bJ7B9M/Oev3DktJFDN6w0Y3Z7MZsDWK01uiO5pWVBp9fbhUDjJRm8zAi8G3+k194mc+t1PnunT3CTLHaqXOlVWOtFfDhwYgkzXnbQAiEIWyGI+7sj8hyBattnr9SoxU49KKUD3cGHMYZRoNtC5I85831Q5YbPpYlma+6bPX1ufOjT352KHoq6r5z5Px2BglrjnUUhupUXfpRRpwpBHCl4R89+5KSkotTOoYzGEYZv/3ND3nrdhetQWD44Y0eP//KMraUOGODs1D3jvobJg1dP9ru88H2kIpvc7NT5bWbHVoVFzi7RPaskteTr79IUlprw63dAXf2huTGcHO+yihW5Br2R2nRhexYKG3YHibIUYJrW/yNF6/QrlTIhca1LHKluH0Q0gszdkYJw+P5aboJfHv9oOhkbvjcJcRo+M69HgjoVD1qwuLd7SGLdQ/PtRDAVj9GwIPTjRToXJ+q+pr+7A90lGZXiiljqPkOr91sk+f6aM5DpjTSiFISo6TkEpSOYQZaG97b7vHGB4e0Ki6pMsRZxhu3u7ywVKdd8Y+mr036G7QuROVu7w35+o92OBimCCSbhxGJ0vz8y1fwxob+5MngYaqm05xXSutYspDEEEXcPjV6PGEOPMfCiEJKfHKq2R7PlZ4MGApjzSsrdTTwF7f26Y4S7h9GgOGwHx/LMUzYH2bc2Q9p1nq8stSk4Vt4lsSxBVcaRVXR7d0hSw3/gXEWijhT7O0nCCEwxpyayXCSs8JlYiyNLgxoY+iHCbkuusw1AqMNYtzDUEpilJRcjNIxzEAZQ5QrcgNhmtONcowptHyGkWKuUhjXaaMMEKU572x02ewm1AMbpQotoW9+sM9yw2eu6tEMisYyPdYOWm4Fx8aDwvlduidLYNOxzMS0UZVScK1dZS7w6A4VwyjDcSxavs18zWWrH5MpfVRmu9IK0NpwECbsD1J2BgnbvYh7hyHreyN6cUqaazSnkcBSw8e3LZTSbPUzOjUXx5ZkGpRWKGOoexYaQzpV+ppNTgu6cHbnMSvn0qo43OtGKKXpxynvbPX58/f22OiGuJZkrV3h515e4tVrrVOd1yUlJWdTOoYZWELQ9F08S7DZjzBakKicuuew2Q+xxxIOwLFKIW0M3TBHWCAQSGnYGyY4tqAbZeyFKff3R9QCF8+2aFVsUqV5fr5WqIpmCiGLXe7DVEXv7I3YGRSxncWGR6o0vnywG64FDr/4+WW+8f4ut3ZHCGFYG+s8SQFV38YNUza7EdfHp59emLNYd7nXG3F7b8i9wxDXsakbh4FJqVmGkeLIQcz58IW1Ob72hRX2RxnKAOOJd3me4zuSYZqz1PDZ6Ea8sX6Aa0lagU2cGZpVl0Gs6FQKddUrzZRW4J6Ze5kYezWuZLrXjVBasztK+NatPd5cPyTJcrSGUClu7Y5wrG1cu2i+i6KcVmDTmHGPkpKSB5SOYQaFlk+VV1ebfPOWIjcaWzu8tNRgsRbQDGzuHURcHVciTYzM1VaFmm8jtWGvH2HbklTlXJ2r0h0m/GC7z73DmJ+80abechjGCkzMjU71UqqiriVxbcm1dnAkJzFrN9yquLyy3OSlK3U82yLMcr6/MWBlTmE0VD1JL8wZxBlSCmqexSjTiLFCa5JrDAppSRYahXzFnCsBRZLD8lyNH7veZhgrtDIIq1hbYEveuL3Pnb2QgyhjpenjezbvbXTZHSZkSjNfr/CZ5TpffX6eg7Bwqt+712OtXSnkz8chn7NyL5nSKKU5jDKM1oxShZEwSjRYEqk1lhB8sDtkt59gMFiWzcvLdf7miwu8ujpXhpVKSs6gdAxn4DsWX7rWZrUVkAFRlGGE4Fq7wo35GqMkP+rYzVRhhOq+w+euNnEtyVYvIs71WC9I8o3b++wPYkZJxnbfx3Msar5ddCprQzfMuNYO0MqgMByOUhq+MzMnoYzBABW3+PVJxMzQ0yTEVfEdhIHhUKG05u7eiLvdiDRTXG1XeOFKjZbv8ma3GGF6c76K51kYo9GqOP30EwVasXK1xmfXFshyQZLD1WZAL1HkxrDUKlRov7fRZbOX4DiSlnD4cK/Ph9sJMQ+kdFMVovKMJFN85kqDV9dauJZACI51UJ+Ve7FEIR1eCOUVI1UtXYTzjCieqZSCYZjg2Db1qssL8w7DOOet9UOaFZcXFurlyaGkZAalYzgDx5IsjU8D+2HKMMppBS4rc4XBcu2iqmezFx7tZjs1lxudGu2axyjO0AbuH4z4ve9s8v7ekDTTWKLY1X4lNyzUfdae74xnRGdsD2J2ejHCgprrUPdtKq7NzlhbaLJjdseyEFGaH50YpuWzJ04kyzWb/RgpipBXmGZI4PZBhCMFoYbuKOVffuc+X705T6IUAoPB8K/dnCfPDN/f7NLvaiZSSevvDvnDd4e8tlbjF3/sGp5n8eWlOu/vDGlXHCSC/iglzhR1z2akFNuHCdGJ59tPwY8yNnoR2mgcR+K7Du2qV+QnVFGldHIe93SifaU56QvRrM1X6cYpu4OIjV5MnIHW4EuwbNDKsH4YjVVlNXFSKq2WlJxF6RjOYDK/eNKU9cJCFUtKjIFMmdO6P0qzN0jwHIuOJcAUGj939ga8v9tHaXAsyHJY3w253va5uVjlMMzphSlv3D7g2+v79KIctKZacdg4DLnaCri5UKMRuEfqrEsNnzTXx3IM1ztV0vGOepLIzZQ+qjpKMsVWNybXBg0M05xmxcESAJJ+kuEIwd4wYb7q0ag4rM0H3NvvsTM6/mxy4C/Xh9hiHedLa8SZIskN37nbp+ZJDkcZSaYJ04QwyRjOKmcCBhFYvYgbrYBMw7WawzubfV66UmOjG6GMOTWPezr3UvFsvrw2x0Y3KuS5tca3BG/c2SfJFTu9FEEh6+GmKVlm2BvGXJ2r4Ht2qbRaUnIGpWM4B9+xuNGpHmuymnw9u2xU06m6fO9+DymKuQhKF+9zLIlBYEkFAhYbVV5ZbpFkmm/fPeSdjS7f/PCAcByWafo2/TAjcB1eWKyxPBewWPOwhCRKc1oVl0bFIc0KxVFbCO51oyNHFac59/sJLyzWCDybPNcM4pxeXIjRxdqAgUwbar7E6EKLyCCwLIFrW9zeC+nHpwX0Jrx5d0S9ss3Ly3OstAKWmx5SSl5aqrPdS/jBVpcw0wQ2JDOcQ+CBY9ss1H0qnkQpwzDPybSmaUtsSyKBjV7MsgHLkqe6xSuezXMLxaQ9QRF6uj7fYBAmRIkhzNQ43AdYRXjp89earLUvP3CppORZoXQMD+Fkg9nR1yd0fya7WdeSzNdcKq6NUppW1cV3HHKd4dguQ6WouBatmlM0YlmCYZzynftdlIHAteiOcnYHORU35IXFOm+uH9LcHeBbgnrF5cWlOj/78hKSQowvyxSp1qf0kqA4tQSujTKGimsX+YTA5a31A3phSrNi4zuCg1FhuRcaPivNgDjPaQQOgWdBNNs5JBoSrdkfJLiOZJQpfNvCsQVfuN6i4VvsDmPuuPC9zZjpqwggcAS+LRkmOUGYo3JQRpOrB0J7s+Zxz/odedLi2lwVzxIMo4xYwXzdH0tkCK63fF65OseLS0U3d5Yp3AvOxCgpedYoHcMlOJkEnkwqGyU5jiWZq7ps9mN2BymOlbHU8Hl5pcXLy13e2xqQ5oZ64LLc8tFasDNKeL5TJTcGlRsC26IXpWS6CNfsDVM8O2R/lBI4hTKqFMXp5P3NPn/zlWUCuzD6S3X/mKPSugh3GQOjJMcYQ7vi4FqSF6/UEQI2uiHCCCxp0am7HAyzoiHMKnolbi5U2TkccrsbznwengV5pjEY0twwjBPaVYcF1yMHtNHEqWaQJKfe61DE/QPX4k43ZL4VUPMdllset/dCWr5DZSxPfnIe91k0Ky5feX6ezV7EVj8Zz752ma8HfPlGizBO+J1vfsC/eOMOS80Kv/zFNb7y/EJZnVRScoLSMVyQWWWT8KDKRhnDdj+m5tlHA2LuHkZcb1f4O69d5/7BkM1+MT95oe6z0vKpeRaHUc5r19v8s9oGO4NCIE5QGE5HwtYgwWjN4UiR6EkPgeZ3vrXB/jDm3/nK81xtBeyN0lPzD67PV3EtySjN2RskSEtwey8kzTV1z+Gnnl9gsxshLcFqq8LaHNw9jOgOE/aGGS9daaCUppdu8MOd47Ggug3LcwF138WyiiGfcZbTjwxpptgfJhxGOfe7Ids9w8kzhwJ8rzD411oBc77DjU4x6Gerl/Dh/gjPsY/yJxfZ2UspeOlKgx+71uYLGBJl2O9HHIYZ33pvj2+sDx68lhFvbwz5z3/1c/zUc4vlyaGkZIrSMVyAWZIV9w5DjDb4rkXVc4nTnM1uTGPRwXfk0YCY650qN+drrO/XuLM/pB8rbixUsYUgyTVNz2au6vN3v3qd/+uv7jCIUqzA4NmSdsVjs5fg2pCOnYIAnHH+4gebA/pxwvNujSTTOLY8JbqX55rtXoznSNqeh2dJ1g9CrrUrpErTT3KSVGFLyWLNY6Xlo7Thx642WT8McW2bH79xhX/z8xa9UcLG/oj9TOEJm+vzNWq+gzJgDPSilB9tx2AKJzFKFUmaEM6IRAmKHX677mGExVY/BdkDI2kGDi+vNIrSXVP0RlyUuu/w6mqLvWHM3jAlDTzuHvb5yymnAMWz/NFOxB9+7z5futqmGjiP8ydSUvJUUTqGCzBrROe9gxBlDK2KWwyqORHT19ocDYjxHMHNhRoIGCQ5jiwSq9vDmA93hywOYiqew3/4N5/jX751H2MUGgulFDkGWxp2xgp2guIkoQyM4ozvrfep2DZX56pHzmCSB4kzxb3DkPvdiJpvM1/zCFwbSxbzEw7CjHbFYV+DUpqNXsyrV5vsDRJyY/hgd1RIexi40vQIPI/nlubY7sXcmK8yV/HY7sf04wzXEbxxJyFOi7GcW92EuMizz5TSCGy42qxyc7HObi9me1y22vAd1uYrSASuazFKckZxRqI1NdvG98//k5WyeNaWFKTKYAn4FzvhzDUoIIlzUqOpPtqfRknJU0npGC7ArBGdri2LSiNdyF4s1r1jMf2T8xMcS+I7Nq4lOYwy9nsh375zyAsLdbSBwIE4ha+9usJbtw/Y6ieEmeZzK3MMooSDQcrGsAhcpQoqLniuQ6Jy3tsd0al5x9Y8OeV4lqTq2cfX2fBIck03TIumvJWiXyPLCvO52Yu51x3RC1OutitIIdjqJ3i2YKlZY6HmMYgUymjqgc0ryzW+u9HlcBCyvpswOEf2yAdsAXM1Gy3g1s4QKWC+aoPR7A4j1vcLIb7FusdWP+b3vtNDmSIf8bXPLXNjvnbu78t3LJ6bryGAW7sDmp6NBafCWTZwc6lG1S7/G5SUTFP+j7gA0wJuaZKT5oa1TtHotjtI6EcZVcdirVPFd6xT8xMmSetJDqDu2+wPE661K3TqHmGi2OolCFGI0r12s40x8P7OgEyBMRWWW1W+eWuXe4cxWkHNs/jqzQ5X21XmKw4HYUamNN5YLylTmjRX1H2HhbrH7iBhGOc0fYdOxWWrH2G0IUoyttQ4c6EhUjn9JOT97QHDOAYp+OxSgzjTNAMHRwrmKj6WnbI/ivnuhwfc3Tng+xsp+2dXth7h29CqSpbbVToVn4MwZf1gxPc3MrQuxATfvNvli8tNAs/i9n7IQs2jVfMJXIs/+P4mf+8rNx96crDtokFxfX/EQqPC1VbEejc/9pqffqHFL3x2Fde1ThUWlJQ8y5SO4YLMGtFpW5KWbxMmOZYQ7AySU9LOJ5PWi3UPBBhlGMQ5dw9GDOKcONNF57CEd7aGtKsOzYpH4EgSVeQyfublRRxb0Btm9NMMLQT39kP6I4fPOPaxe250I7b7CQejlOVWwJW6R1JxaAQ2f/qjXaBwWGmmcF3J2lwVheK/+39/xBsfdkl1EbJ6/soQ34KDMMdzJN/fHKC14tvre/zV+z16F3AG01QDkNJipxszCFMagUM3SkgShbQshIDBKOVub4QlLPaGKTXfxU1ytDFUXIthnuPq0w741L1cm2vzVX72M1foVB2+vX7IQRix0qrwtVevcr1dR0pJmOSnusvLSqWSZ5nSMVyCkyM6oyxja5BwdS446sydFrOblbTeGSSstgIcx6Lp2/SijF6UEiU5oyRlb5gCBqUMy00PIS2uzgVYUrIyV2UU59Q6Nnu3E/I8o+oXye69fozKNNqSRQjJlkfVUev7IatzAUt1n9fXD7CloFVx6YUJH+4VlVMHYczX393m9Q+7aKDuC6LU8P5myO35Q37mc6sIIXj9gz2+/sNNPujNitqfj6BoUlPKYLuCOFd09zPizKANVMZNgEoXTtMWRSnsVi+m6Tvs9GKeX6xhC8H6QfhQQy5lUW2100/4mZeX+ML1Dnv9mFbVY3WuwmLDJ8+LbvLAtR46C6Ok5FmhdAyPwOT0EOcKYQq5Bpg9VWzWnAUjislv9w8jXpiv0g9Tqq7Ft9f71DzBVq+Y5/DD7RFfvdnEloK6a9FPFMM45dbOkJ1BjCsl7cBlI9NYEv701i6v3WiPDabEkrA6V2GU5Ky0gkJ8zxTrjzJFL8kZJRk7o4idkeDdnSG5AVtCkheJAgPshDm2JRglij98+z4bo7OezPlUJbi2iyVgkBh8u8jf+LYgzgWeJemGCRo4HCoWm1Wuz1XYGWXcPhhRdW3+9iuLdKN8prAecOoUMS2bcUUXZbpXGh6tioc2hmxs+ycNdefNwoDTvSwlJU8jpWN4RKQU+LaFNe56nu5+nshnnDV1zBKCqmvTqTrc2umz3Y/YG8Vs9SOaFZdRmhNlOXvDlL1+xOpcwGs3WnTjnL94f5ea5xC4NpnS/NXtA64v+LSrAb0o5QcbfRZqLjv9+OjU0hyXYtoIjIFhnLPVj3j7Xpd+lBPFOdWKg2U0xnCqvPS9rT5//t4Od7YGj+wUAOaqkGuFEVB3bWq+TZIr5msOG4cpvSRFSEHds1hqVJirFuNQb3R8KrbLF282WZ6rsj9KTznbUZqzP0xnniIqns1KK2CjG7FQ99gfZSAEgWOz0gzYGSRn/g7hgTPIxvpUZcip5GmndAyPwaypYtOVSOf9fBhlvLvV50/e3ebWzghLaKI4Z78XMcrAAqSE94Y5P9yN+aMfHR7d92oj5dpcncNRylYvIcwUtSDFtiQ1z6ZVsZnYtSzXbPbiQpFVChqBzcEoYa8fE6Y5napDs+oxiFPmawHtIGR7Sgq1IqFe9fnh/QHr+8NHflZX6zbzzQClNZiihNWSgldWGlRdiysNjURj2za+Y6MpJD5GsWalFbDYcLnZrrLVj8bzqB8YckFRBODZEtuySHPFvYOQG50qtl10ge8MEgLXoh44NAKHJNOstoIiST2e7jbrdzjJEeW6OJksN/2ZYcOSkqeJ0jE8JpOw0lnhhVk/D5Ocv/xgj7duHzKKMhxbMIgUB8OM4dSEtFP1lWPu9zXDqEeagefCSstHG8F37xxwpeFxpe6y1KqglWFrEGNyg+MUpbWjRPFcK+A76/ss1D0OBjGBK4gyxVY/JjdF13UGNB1YmfNxbQdHKtL08s/ncwsWP/vZZa7PN0Fqdg4zrnd83tkYMEpzci2oeDaOVZS+JplhruYRJjkCTaciCDyLD3ZHHIaFlPnXPruEEOLIkM+Pq65sSxazpIdFBRaiCKWdHJ3q2haZMhhx/u9wOkfkWMXMh8Mwo+LaDw05lZR8mikdw0fASaG9836uteHDvSHb/YhulJFoAVpyMEiJ1exmsFn0xgoVTaeQzE4zwzDO+cZ7u/xw45Cleo2bSxUOhzlzdRdHSpoVh+1+zLe7Id+6tc9OL6GXQyCgUS3KVZuBjRQ5BxEMMhhEGY1A0PQdGnWL/iXKkH7mRp0v3lyg4duMkkK0bq7qkipoBC4LTZ+q6xCmORuHERLJypzH3b1CPuTanI8A3t0aYEyhx2S05g9+sMWvffUGwXhQ0SRkl+aFUzDaUPVsvHEifrUVnBnSO+93OJ0j0sbgOpIkK2ZYa3X2+NWSkk87pWP4mMmU5mCQUvMcfMci7kfsDIYM0yLRK3igv/QwKuOhP2kWkyrwXTDG8Mb7h+ymh2jguQa8sNQmfuH/Z+9NY+zMzvvO3znv/t699iqyinvvrW71ppZkyZYljeMttrzGdgaTmYmciQM4k/mSCWAgM4PM4gmQDwECDxRgAmdgI/Emx/EWWZEU2bKkVu+ieiG7m2Sx9qq733dfznx4b1UXySpWkc3qFlv3BxRI3rrve88t1j3Pebb/U2xoEyWTv7ywwevNt4XtPAXeoNA/mqpZ5EiiPMaLCqmLkmXwyQfnKF/aYr27xT7jFXbQgR+8p8HT90xTMjRafkwvSiBXOKbOZMVFSokQEMc5qcqZrFgITdAchDiOjtaPaPoxlpS0/YQozVAI5hoObS/h4nqPiYqDolC5rbsGm72Qjl9MvpuqFN3oXlQk+28W8tuP63NEDcdgJc6I4mxPCfARI94vjAzDe4EUTJRNNK0YB1p3LKI4oH+jCOm+lIC6C8u7k8ERvLg4YPdt3urBSr/FRj/k+EQZg5xnr/bZi34KQRQxWy/RKBlIBZ/9wTPkqeCBY3WqtkGzH/PNK71912UADRcSVSS+x8sm/ThjvmwRDCfYdfyMB2bLvLLW582tPramYxkaIs9o+RGWplN1Dbwoo+cHdP3CkOqapBcUIaJNL6JRsrAMjYEXs973KQ2H7yTDhr3dnoFh3KgjdRA35Iik5LGFBoYuR1VJI97XjAzDu4yhSaaqFmtdn7kxl7pj0HA0Kq7B4lafbqjw0oPv4wGeV/wHCoqcwGCfOFSoYK3tU7INzl/t7r82IEcQxhn1ksWnH5zj3qk6y50QoaDmmHz/fVM8cKzKpZUWSx2f1gCyDNAgzAtxP5Rgox9ycbXLdMViYdylYuk0BzFpluNaGnGaE6c5QhUqq2ma0/Njen5KliUoAZapUXEtJhNFJ0gJkxRTFzQck46XcmXL5+XlDsttn36YcP9sle+7Z5IsZ6d3Y3Y4nhUODvntxUE5pBEj3o+MDMO7jJSikJFWsNKO8DXB6akKF9a62LpOmMUsbnpsDRSHyfVKwDRAz/edpwMUhsMPfbo3MTpjDnz2Y2dYmCgRxDmaphFlOWcmS6x3A15f72PrGo/OT/Cxs1O8cLWNAL693OHVpTaRD64Brq2RZwkb/ZheFJMFCW/FGTNVm8mKDQK6YcpM1aLiGKy1A9Z6PvN1m1rZZKsfszWICuORZViGzoM1h8mqg2VKgiij5upc3Ozx2noPXQh0KWl6CS9dbfOpB2eJ4qKayboD5aS3Y1BGjLibGRmG9wDb0DgzXaHs6Hz14iaaJpipOTx6skF3ELPlhby60kUTgmffarIW7H+vGDAV5AfkhMMQ/Gj/1LYO/NzTp3hoYQwNgVIJipznL7eouwbdIMW1NI7VXYQAP8oYL9ssNBzOTJcLBdS1Aa0YWu3C+rQHLVxL8sGFBhvdmDjNQAjGSyZxmuPHGbapcXKyRNuLkYZktmRjaYLNfsCxWomqa+IYgkGUc26yTIqi2Y9BCC6s98kzhWXrWLpWzJmOcsIwxTKNnbDS6KQ/YsStMTIM7xFSCqarDk8sjKEoSh6XOwE9kdIoOfzYI1U6fsypyQq///XLrNwk/+ClYAKPHnPY9EKWOzemrz1gubW39dCBn3lsmk/eP11oPnUjXFvy1QstVA5r3YjJsokfp/hRghCC5XaAa+rYls4gTMmylPZ1Ls5aAN96a4upmo1j6ARxzlzdRihYbMUIivLZJCvGiFqaRnsQo4B7ZqrM1mwsQ8fWNdprXa62fTpBwljJJIwzLE3SznIMXVCyJMudkDQ1yASULI3FdjF5btSMNmLErXFkhkEIYQNfBazh6/yeUuqfCiE+CfxziijIAPg7Sqk3jmod381IKTg25rLWDcmyHCXggbkKV9oBWS4wdZ37Z2v82JPzfP5bV9ncwziUgJk6HGuUmaq63DNd5j8+v8leTsZe7WkW8Mi8Q+B5/O63LmFrKeudFKFLpsolZsfLtPshr651GSvbBElGnsFUzWaqaiGU4vnFFi8sh3u+x40Anru0xWPz4xiGjhcllCyTmmvghyllWyKEgSkFvTCl1jAIoowwybF0wb0zZc5f7WLrGpnK2exHxGmGY2oIoO1Hho5d/AAAIABJREFUdLyIJCvmYMzXLV652qXk+NRdg7m6iz5sYHsvm9FGUhoj7iaO0mOIgB9USg2EEAbwV0KIPwN+A/gJpdSrQohfAX4N+DtHuI7vanbrLmUU4nHTFZtukJJkGbqm8dGzU3T8mD9/cZ3eddEgD1jqQMnOsPSIly519zQK+xEBz1zdvuJa02HS5pGFKpYmUQKiNGeqbCKE5EPzdTQpeWu9x5+8vHTT/osrmyFCdHjoeAOlBJaEIM6Yrtp0goT6cBjQvXWHsbKFUBCmGVdbPl6QsN4PqNgmtqFRdRK6fsyzl5q8ttphoxeS55BkULKLSXB//UaLRxYqPHFqCgWcmiiTp/l71oy211jYkfcy4ruZIzMMSinF2zuNMfxSw6/q8PEasHJUa7hb2NZdkgjiJKfiGBiapGxpREkGw16C8bKkd71loNjcX14LuGky4jaIgW8t9pi0YaZe4qkTNRxDJ84LGQrb0GhHPpv+ze/jp+CYGpMVk41+wHo/ZK7qUHNNqo6BF6dMlyyEFKhcYRgapMW4UV3XEEqS5QpDl5hScqXpcanZp+/nSFHcPweEyBAiI4gS5FLOdLWMUjBdttCGncvvNnsp7L7X3suIEQdxqGG6Qoh7hBD/WQhxfvjvDwghfu0Q12lCiBeBDeAvlFLfBP4u8KdCiCXgvwb+r32u/WUhxLNCiGc3NzcP+37uWqQUOwqovSAmVzBeMkEIulHMajc+dFf0ncaPoRfEvLDU49XVDhu9iJYX4UUpa9cnFvYgoXgvrqmRZpCnhbpsphRJroiSnFQpslxxpeWz1Q9Z7YbM1W2mqw7nZis0BxGtQUScZUhdI8uKaiwpCuUQBQxiiHJIASHgtbUei80BV9pFWGm31EWS5eT5YVsJb5+3u6ffVm/NVRFWGjHiu5XDTln/18A/ofiMo5R6GfhbB12klMqUUo8Cx4GnhBAPAf8I+BGl1HHg3wD/Yp9rP6eUekIp9cTk5OQhl3l3sy0RPVW1aTgGhq5RsTXOX+2SpClCvDebSdmmGEfai2kFCVNVi36UMVu1uW/mcNOSV7oBG72IMC7mTlxt+0yUTcZdA00KyqZOvWRyrF7IYExXLEp2sZnfO1Plkfk6czWbubrDwphN1TbRBcS7ym8zQOWQpIo0V7i64P65Gmcmy3T8hDxXhEnGYsvnastnseUTJrc4aegWyHNFnisERbMdsKccx4gR320cNpTkKqWeEdf+Mh+iDatAKdURQnwF+GHgkaHnAPDvgT8/7H2+F3AtndMTZTKlEAoGQUzFMZmuOyxu9eFAQYo7y0xJYhg6cR7TKJtMV21KZiGX3QtjDMNg3IDmAcvq+ikdL6Jq6+QIvvHmFsttn/GyxSCJuLjeoVzSOVYuo4CxsokRp1i6hi4F56arTJUtFtseUije2ujjxTG6lmOlhVGwDdAE2IaOrZsIXWOqamEbOl6UkgzDOLca1rmdxHGYZKx2gh3PJB5O/jusHMeIEe8lhzUMW0KIMwxlfIQQPwOs3uwCIcQkkAyNggN8Cvh1oCaEuEcpdQH4NPDqba/+fcp2Q1WS5TimzomJMrM1m5Ih2fjaVfbvXX7nnK2A60i8OMfQNQzTIs+gauvMNhxsQ+NK0yPJcv7Lq+s8e7mJbnKgvWp1IuKZmEubiiApBPW6QcjSls+rax5pBgh4dL7G9983zfy4S9kyinGoVYsTw3nas8plvOxwYqxCHOcklRyJomSb1C2D9X5Ao2wxW3V5aL7GcidkrGQBhU5Vmuc45t6DlfbidhLHea640vSK3oztmRiuwbG6UxiHkVEY8V3OYQ3DPwA+B9wnhFgGLgF/+4BrZoHfFEJoFCGr31FK/bEQ4rPA7wshcqAN/He3t/T3P5oQGLrG2ckSb2x6jJcdfvSJWX772Zva5HfEWM3mkw/M0hwkXFgfIFCEGdw/W8W2DLwww4sKqfA/eXmF7iGluDs5fOm1NnkOATcKBTqykPZ48WoX21CofIpPPjCDoUkSpdCFIE1ztvoRD8xWqTo6S+1akbMArmx6JLlivGbx0LEx5mo2gyijEyR0BjG2pbPeDVnrhUigNJypIIVAKPZshLvdxHGS5Wz0Iiq2vqPmutWPOT3BbRuFUbnriHeTQxkGpdRbwKeEECVAKqX2VmG79pqXgQ/u8fjngc/f6kK/F3lbxA3un6lwcszhsfkaz761yoXW0bzmM0shzyxdwhZg6TA/7vDRsxOcna3RsA02BhF+mPLHLy3vGAWNfUdHXMN+Wk4AQQ62gFzBlpey6cVcaXrUShZBnJGkw4E8gxjX1BgvWQghWekETJRNHjlep+EavLExwDIkQaJI00K0T9MEZavYpGcFrHRDZgBdSuquwVIn2NMj2G80662WveZKMQgjVtseU2UH1zUOfS2Myl1HvPvc1DAIIf6nfR4HQCm1Z+J4xJ3jehG3jh8xU3W50DqgRvQdkipwNFjpBLy01OVYw2WqbGNqGh4JflRYBW34lVN4AeMmtOLDS4fvJhxe1Oz6LLU9XlrS+PCZcVxLpxcmKFXkENa6YfFaJYMHZiscq7u0g4RMwXjZ4rW1PoYUmIbG/ZMV2n5Ko2wNBfx0Zqs2s3UHU0oW2z6aKMpptz2EbY/gZqNZb4ahSaYqFp0gZhClnF9q88KVDl+016m7Fj/35Dz3ztZ2nn8zb2BU7jriveAgj6Ey/PNe4Engj4b//nGKruYR7wK7Rdw0BKWSAxytYdApTtRJlhPGKRlFr8VU1SLPMyp2kVjIeNsoVHT49MMz9MOYb73ZojtshnZ1aB+yVEEA4zWHXpDx3JU2J8ZLPDhXY6CKk3exSQuiNAcBmpR0gmQ41lOiiaIUdr7u4AwnrW32e1ze9DB0iVKKumNi6xpenLLcDrAMiSYFE2Vrp5RUIg4c3bofUgpOTJTQ2oKLa12+s9Ll+JhL1TXo+gl/8PwS//ATLq5rHOgN3CmvZcSIW+GmhkEp9b8CCCG+ADy2HUISQvwvwO8e+epG3ECqFHXXpEGRoDmy1wGSpIj9NFyLp0+OU3FNhComvf3MUyeRz1/l5Ss9cqDiwE8/dpzvOzdNqnJOTtWI4oxmP+Cbb24e2jAoYKkdcGpKw9YNXEviJRlZnpPlCkvXcC2dKMlZGHcJooxk6AlAYaTaXoKpCRzTKCbSyaKvQeWKRBWzpPNcsdWP0CSgFFmmWOn4TFedazyC25Xdtg2N+YbLetfDMXTqZROAkqXTC2J6SYKd6wd6A7frtYwY8U44bPJ5Aa5RgY6Bk3d8NSMOxNY1xkoOZ+Zdnr16NF6DoAgjGYbkgdkqv/Thk1RdE12TBHGKJiVPn5lgYcxlqT2g7cd8/MwEhm5imRpxmtEPin6BfphyfKzEiucd+LrbtEMYG8ScmC8RRsXI0snhxrrWDfHijPGyxUo7oGoXk/DSLEdKwUYvZKpiYRsaSZqz3AmYqliUTJ21XogmBGu9kMmKRZhkxGnOK5sDUMV0uRPjN/Zl3K7stqFJxso2hibp+wkluyibtQ2NqmEcyhu4Xa9lxIh3wmENw/8HPCOE+DzFoe4zwL89slWN2BfH0vnwmTFeXmwyZkNrb+26d8SMBT/x2CSPnp3jqfkJXMfY2ZhUrhgrGeiimCNxvOGSKZgqW7y41EGKYoMzNcGV1oCOl+BaNg9Pw7fXD28cVtsxn37IouLoiDwjSlMcyyBTULIkuiZQalul1majHxFHKXGqODFRwtQlea7w4hQURTWSgKafEsUZ317ukmQZQZyx0HAJ45T1XsgrK128MGWm7uDoGkpw25VAUgpOTVT45IPTfOH8Gi0vouaY/NRjx3FdgzxXe3oD11dJ7fZahAIlitzDyDiMOCoOW5X0vw8F8D42fOi/VUq9cHTLGrEfUgoemR/jhx6cJcogiGI6g5irgzvXwbsawf/z9U1+cqD4yMmpnY3Ji1M2+xFSCK60fMbLJo6hM1O12OhHzNVsml5MmGSkucLSJBrQqBYyWSeimIGXHNgMB8Xp48uvrPPsW03yLMO2dR6fH2esamOZeiGON1ZGahJDlxyvO4RphiYEuizCLzkKU9Oo2TpLbZ9elGJpkvlxl7YXsdoJiFKFZaSFJpWArX5E20uw13o4lsZs1RnOqS68jlvdjG1D4wfumebx+QZenFK3zJ2qpL28gf2qpKQU+EHKYqswro6pM1t3dvIRo3LWEXeSQxkGIcQCsMWuMlMhxIJSavGoFjZif0qmzpMnJ+iEKaYmsEyd9Y7Hnzy3yJXDH8oP5A+/vYVU3+LXPvMEdcekOYixdEnJ0inbRZz/eN0pTrBKoWkSBWhSYJs6xxsuXlSI4UlR5EbGKyZTYUKU5oRRyso+0bC6C2u9iEtbETnFL+r5pQHTFQ3X1KnbklPTDT750CwVU2O1F4AqvJVUqZ0u47pr0PaKGQ9ZmjNRd5CAF2WUTYOGK4GcC8Pwkp9kqCzhuY0Bxxouy22fYzWHK02NY3WH4w13J59xWKQU1EoWtWGj3W6u9waWOsGeOYdOEPOF76zR8RMMTbIw7hBnOeemKsTD543KWUfcKQ77G/4nvF2B6ACngNeBB49iUSNujpSCE1Nlnk4mePZyi36YMtco8z/+yAcIs5jPffE1LvXuzGv9wfkOJ6bf4Jc/fu818XBT10gytRNqEcBqJ8A2NExNIgScmCgRpbDW9UlyhURStzRUppCyMBRTdbi46uPtqm+ddqBWtmmuh8QMB3oY0Eug18rY7pr46uWAb7zV4t6ZKqauU3cN5sddHjpe48HZOpoQLHUCTF1yerLMS0GHpVbATNWi5uqYukaew0Y3IEwyLF1jECU0vZj1XogXJ2wNEu6ZLDFTL5HlORv9iMcWGnsah9s9te/udN8r5xAlGS8ttun58U7l1GonRJeShYbLej8albOOuKMcNpT08O5/CyEeA/7ekaxoxKGwDY3HFsa4f7pKrHIcqXGp5bE1iPiFj57jd795mYutO6Or9B+fX+ZnnzgBQBinmIa2Ex/f3gQnKhZL7QApczQpmKu71B2T43WX1W7Am2t9XrzaRklBmBahHj/OePzUOI+eaLDe9Vht+mx6CSXTRJOFTnsMGDqEe7wVBby1GZLlOY8cH8OLMy6u9+n6CSfqJaolc2ej1TXJI/P1omnOMWj5MFOxcSyd2YqFa2roumS1H3BxrVeU6UbFLOnVfkTZsUgyhW0oFpseZ6cq6PrbGpR3ogltvwokL05Z6YYMkpx8EDNeNklzRZblo3LWEUfCbc1jUEo9L4R48k4vZsStIaWg5BiUKDYmKUWhKmqa/OxTJ/nL11a5sDJg/ZCyFfvRHCScX2ozVS3RDYtY+FTF4sREaedUWjJ1jjUcNMGO4XBMnXNTFc5MVWi4BhuDkIubPtM1A6UEcZ4RRDn3nqgxUXY4O52BUmx5Ef0gZasbEvuQDuct7IUAslzhxRmaLgljRVNEvHC1zdOnJ67ZaE1dsjBe4ljd4WSu2OhHBHFGCsyNuWz2I4IwJcgUJbNoqpNakcSulw38KCVOc5JMoeuS4w0X29AO3YR2kEexV85hqmKx2g0omRp12yBMU5ZaPiVLY7JmYUo5Kmcdccc5bI5hdwe0BB4D3v9DEu4StjemsqVzdrKMLgWmXuZDpyd47kqL81dbfONSk5X+7U106CTwr750kYfnGnzo3CRnp8qYusTU3j4xb8+TWOuGBHG2c2rWdYkNBImiUbKp9BNsXSPJc+6pW9imxv2zVaqWyVTNRgrBWi9gqx9QL5m8eKXFSidETxR75dcNAboQBHFMP0rQhWCqWgWlWGr7HG+4bHnxzkY7V3ewhif545okTDPWeyHlkkXNNljp+PSDlDBN0aRAKEXFMcmznE6YcO9UBcvQkMDy8P55rojTDEvfX5zvsB7F9X0TmVIIIXhgrsZ3Vrps9nMicmZqDqbUWOmF1F2Djp+MyllH3DEO6zFUdv09pcg5/P6dX86I22F3OCGXatgAllF3TE6MuwzCFMfQ+Q8vru65uR5Ew4B+pHhhuc2GF/GJ+6Z5+HhjZ+PbPgmbmtyzGUwNu5HHKybZUoaXZkhdkGVQMgzm6g5SFNPbSo7BuakqkxUbL1I8NFOnG0dUdZ1vLTb5T+c38YbvoSThwfkKE2WbS02fME4YK1us9ULOr/YRmkTXJXM1B0OXO2vaLmPd7EekWc56L2JhvDjd1xyLB45VudoKaA5C/Djj4YUa426x2UopSNKclW7IWjek6UX4YUaS51Rsg9m6s1MVtX1qv1VZi2v6JnKQQlCydJ46Nc7Aj1nuhZyZKmMbOmmW0/GTnSKAUVXSiDvBYQ3DK0qpazqdhRA/y6j7+buC62PTDcfgSpDwxtaAlW5EnOcsdQIcUzAIbk3FqCyg4uhkKicMMy6u5bhaMQFtYcwlM7QDT8KaELimzvyYy0fvmeT5yy1yBJYuOD7m8LmvvskgyNA0yYdOj/OJ+6ZoezGupVOxNKLcQijBZ09N8Jknj3NhzcMPfO6dGUfqkrVWSD9cwyhb2LZO20/RmwOeOFFHU3Cl5XFmvIw05c6chKV2gKkLpqo2pi5Y7QTMj7nUHJ2NbsD9s1Wgim0K5uslTo+XWeoFbA0ibFNjvRcihOLbSz0mSyYpRXnuYtPneMNhtu7sbNDvJA+wO7yUK4VmaMzWHGxDv+ZeShQNdSNG3AkOaxj+CTcagb0eG/EecH1sWgjBTNXGNiS2KVncHNCPMoSQHE4HtfjFmCqDlAaxUsRhTDsARcZaJ2IwDA2dnS5TtY2bnoR3J6fPTVawdMls1UYJeOatJr0gY67ukmWK56+0cDSJa+t0vIRnLjcxNYGhSX768eN8+OQMH5hLeXmxw5YfY2SKfNhUN12x0HSNTIX4SUaa5Ty/1ObN1SZJJvnIvWMcr9cwdImhFyf6rUHEVNVmqRXgRSljrsn8mEPZLprphIJNL8a2Qholk/VeRJhkRFmOIYvqq7JjEMQphiFpuOY14Sp457IWe5W0xmkRrts2yIe516jXYcRhOUhd9YeBHwGOCSH+5a5vVbmFCW4jjp7dm0eeK5Y7Aa6lM1OBuXGX5xdb5OpwRqFhADlEMaRpQi6gP7zUEqBp8Opqj3OrLUxD8IFjDeDmJ+GSqTNRMdnsh7iWwSDO0SWEcYatSyxDIExJP4K1vs+McHnmUpM4ywhShS01vvCdNYQUgGCqZtEOE5RQBFHKeNkkF4KKqWFJDU1TfOOtJl96dZ0LW0V7+L/++hJPn6zyq5+6j61BjEARpTmOLpismNRdg64PjmkQJBldP8UYlt6SK3p+wmTVxBACIWCzF2FqhdCgMSx91aW84eR+J2QtdoeX6q7B+eUuWa7QpOChY7UD7zWS7h5xKxzkMawAzwJ/E3hu1+N9itnNI76L2N48cvG21IJr6dwzXeET98/wR8+8wVZw8H3a26WhQ2PQsMDIiqoD1wRDl/ixYr0TsVT2KBuSsbKFbepIIfc9vUoElq4xUZY0BxE5opCuUBlppoiTYgympemAYhCl1EsGbT/BsXX8KCcIE7b8hIUxl8mKiSElFdtAl4LX1/skWUajZDJVNfn6hdUdo6BTnGS+cblH7Suv8JH751nthIRxystXm5wYLxMkGTM1i7m6w5VmQC9MOT1ZZqxksjGISDLFmGuwFaa4liTJFdNVkzDNqVhFN/bcrhDSbm5XjO968lzR8RNOjLkIWeRlOn5CdTgfe79rRtLdI26Fg9RVXwJeEkL8llJq5CHcJVwTl05zJko233dukm9f2eBC99Y739pR8adNUTbqRTnksNbxaHkRf/TCEhXb4P6ZGr/w4ZN7bjaZUhjDctE8V5yaLOGFKecmy/zp+TWWWh5SSp48NcaZyTJtP6JR1jGEpGbrSAGZyljuRbyw2OG1tR5jrslE1UZDsjBRZqbukCmwpKTmGvzF+RVgODOiaHAmBS51I0pXWyRJStMLeO2KT08V3xPAuAUnJmxOTdd2PInVbshM1WaialMv5URJzqfvr7DRj1CqaPSbrtz8FH67YnzX/xzzoeDf9pvzopvnK0a9DiNulYNCSb+jlPo54AUhxA1ZS6XUB45sZSPeEdefUAH+m4+f4j9deOm27mdRSFcHUfHneFmj5Wd0gwAlYbMfs9GLUGT86icfoFoyr7l+O86e52onzm7qxRr/h0aJThxjCknVMYmznOeutDk1VuHN5oAkV6gk4+xUmbVuxFTZIkwzLm/0udry+ciZCU5OVHfUX6+2fLwk4eykwwsrfjEzIn+7dd9WGS8tbvFm68bQmgK2IthaDnllNWQQZNw3V0eXcP9sBSnETte3Y+mctg28OGWrH9H0Ytp+cqRhmtvJV4yku0fcKgeFkv7h8M8fO+qFjLjzXH9C/cjZ4/ziE+v89rNrNz4XqJjsO8PZMeDspE2KpGRKFBI/zlnrZTiGjmkUm+Wzi12+vdLhw2cmb0hAT1UsVjoBiEI/aTvObts6M/bbv4q6Lnn8RIO6ozPTsImSHEMrEq0rnRDX1klDxZVWQDpsVPv5Jxc4MVFG0yRRmtH0Ej5wYorXtyJeXh7sGIXjVUnJdXh58WBRqSCHZy5uYWiC++ZqnF/p8PiJcWxdu2ZjbQ5idCl2QjtHGaa5nXzFSLp7xK1yUChpe+r8ryil/vHu7wkhfh34xzdeNeK7mf/jZx7nxx5d5ve+cYlWv49hukzUS0yWXLpexFLL4z+/2b3hul4Cq62Qk9Mu56arXG1H9EKPTAESlBCYmkAXsDmISLIcS759ag6TjI1+hKA4lW/PTNgPKQVl2+CkXnT2zlRsVroBfpLR92O+s9TF0DQmqwYSwZde2eDnn7RYH0RUHINaySTLcv7Gg1MYKmXTi1Cxou5aXNo8vNJgK4Wvvr7JW1se8zWHnpfyobPjnBwvA0WYJkhSvCjbSeyWLI0ky5FKXNM7cacqgm4nX3Gnchwjvjc4bLnqp7nRCPzwHo+NuAv4yNljPHVyll6UsNoJ+OuLy7yy5jHpSsolkwkTBjEkvF3cmgPLIaxe8ekngtMTZSy9zCDM6Pgp0pU0HJMT4xXK5rW/VruTn45pkGaFGN3CUE76erafb+oS1yqauFpBwsJ4iSjL+MJ31ugGCSfGXWbrNpqUrPVCVvoBWVaI9wFcWO/ytTda2JbFB8frtLyItZ63r7zGfnQTSNZ9Nrs+mq7IVI4fJYyXHUqm5OJ6j7qtUy87xEnGaifElBIxbHTb7ky+kxVB13uD1xuevQzRnchxjPje4KAcw98HfgU4LYR4ede3KsDXjnJhI44WXZeM6Rb/95+e5989d21oyQQMCSq/seshB65uevz0E3MIpXN6usyLlzpITTBdc/jouUnmx0vXlGzeavJzv+cbuuThYw2myhZ+9BYVS8cydPIsw9IEZUOjm2dkWY5j6WRpjmNqlCwDS5PYloalCRxHh+DWailiBZsBfPk7Ld5c6/BXr7ncNzfGWj9kEKbYuuCDJ8e4b7aOUgpNEzimTpxknF/ucmLcxdH1AyuCbsezuL4U9SgM0YjvLQ7yGH4b+DPg/wT+512P95VSrSNb1Yh3hT97+dINRgEKRdNkV7L2BgTM1UtMlmygxvednmDLT5ip2IxX7Gu6fuHWk58HPX+i6vC3P3SCL7yyziBKCOOMT9w3zUyjRDlMWOmGTJRNdEPjxHiZtp8QZwo/TKi4NnOWRha3WRocvgt824z4wGvNnNeaA567POD0lM141abj57xwuUXFNJis2hiy6G9QFCJ/crj2mxnF2+k1uL4UNU6HhmjMxTEPNkQjRuzFQTmGLtAFfgFACDFFUbVYFkKUR4N67l7CMOW3v3Zl3+/fbMt0TIGhCS5ueMzULBzT4N4ZB4FgvuFeI0cN+6uGZkoVWkDXbVj7JUt3D6TRdI1f+NACYZrR9mLGyjYArqUzWTKZrTlYukbZ1PnSaxts9UJc0+CxU3VqjsW56TpffX2Jb6/dvvSsD1zcCGn6KZoO7cDgIT+kVjK50vLQNUmWFb0ZaV4EsPbrVL7dXoPrvSspBFmuho2Ao9LUEbfHYdVVfxz4F8AcsAGcAF5lNKjnrqWXJKj85puiBjRM2Nr1tLoFn3nsBK+sFHMNgkRh6jndIKViaXhJSgn9BuOwO/mZpEWO4WYn473KbRdb/jUbZydIi5GeiSLNctJcsdYNiFOFaWg0SiZCCD7zyDH6SYJUMNsoFXpJ9YBOEOLoPa5sDWiFRU6laK07rHAIRECYpNQMAy9K8OLCkEVxiq8UlqZRdjQWm8W4zv06lW+31+B672r7NVSuQGNUmjritjhs8vmfAU8DX1RKfVAI8QmGXsSIuxNHasyNjcHV9X2fc++EycJ0hThJaHZCHl5o8FOPLxAksNwNKNsmoGj7CXmW82aUMt0N0TXJQ8dq1N1rexmkFJDD8iEnju1Olu433UwJmKnZrHQCltvFWMyFcRddil2qo86OxhBA2TYQ0qcXpNimzsnJKo0oQeU5mibp9ALWgv1nQFxPGINjQd02WO9GXLEHtL2IOBNYOpyZqvLYiQamoaFyRcuLcQytGD86fM+322uwl3f10LEaHT/Bi96b0tSRJtPdz2ENQ6KUagohpBBCKqW+PCxXHXGXUnIMfuiROb55ucmV7rWJWAd44JjDsbEKtqFhuTYnx+t89NwEE9USi20P19JpuDrNQcKVZp+2l3L/bJmKYxAnKd98c5OnT09QccxrNoc7dTLevXEahuRY3SHNCunr7dfbNhyaEGQopioWG/2Inh/ywmKX2aqNo0s6XkKmUlIlMaRGdaqM2hiwOpQPsSikQHrxtZ7EtsxGqMDrJZAnXFiVvL7S58RUieONEn6S8Y1LTR4/0UCTAj/JWGoHOw1+297SO+k12KsUtWob78nmPNJken9wWMPQEUKUga8CvyWE2GAkondXI6XgqdOTfPYTZ/nCy6u0/AihMsbKDlMVh5lGCcfUEIWCHAuNMnPUqZT2AAAgAElEQVR1lyTNQQnOjJcYJBlxmlEvWUyUbOolizfW+yy1PFa7Ia+tD/jImXEePt7Y2Rzu5Ml498ZpaIV4XZQWs5u3N6YkzVneFbaq2jptPyLOMjSp0Y8y3toa4MUpVVsjMeDiasDuIFvNhdl6GSGgbkgutgb0vHxHWFBRJOK6AzC0gCTNMdqQpTl11yJKUrYGIfiS5ZYPCBbGXAxNXOMtvZNeg+tLUd+L0tSRJtP7h8Mahp8AQgrhvF8CasD/dlSLGvHuUDJ1PnJmmg8cq7PejciEQirJAzMVOmHC5iBGKcVk2eLMVOE9ZEoxW3eKZjUpaJRMPtBweHW1TxinvLLSRSCYKNuMlUxevtqh5pqcnazsDLq5kyfjbeIsJx7mLgCmqhbzDZeNXWGrOM14ZbXHTMkkzSHMMuquUVQsxRlhku3oQu2m58MvPT1GveRwtRlQcyV//EpnzzVe6RYBqG7gMwgVc/WcqmPQ9mIcS0dKyXTVouXHzNUd8jS/oRnubk0SjzSZ3j8cyjAopXa3iv7mEa1lxLvM2+M4BZrU2BxETFYsUgSnJyucm377NL7TJEUxG2HBKLp7LV3D1CX3zlZ47lKLXpgw5losTLi4ps5GnNHzI1q+SdU0ME3tjpyM87wYFrTtaax1Q8q2TtU1iJOMTIEmBXGWIZAg3q7Y0U2N+2fKfP3NLV5f75HmirprEMYpu+uxNIrQUQZcbUU0SmVsXdJL8gOT014OG72APE/56LlJZusuNdfENkIMTRaGLMlIspzlYe7jbg+9jDSZ3j8c1ODWZ+/KRQEopVT1SFY14l3DNjSO1x0ut3LOTJQxDe3tzuRdIYDrE4pSCiypMTuc86xLyaPH6yTD6iBL1/CihK4f8/W3mlzc8DF1yUfPTjBTc97RyXh3HDtIEnQgzhRTNbd4T6aOF6V0/JiXrnYgB8uSnJkoFcYiyVBIxkomlqYxXjYJ4wzdhnU/2Xmd7eSzDjRKGpYhmGrYPLd4uJolP4GVbsKlrQGDKGWsbDFVtVntBCSZIk7zQhrd1DD1uz/0MtJkev9wUB9D5WbfH/H+QA1P06axdwjgZgnF60//jYrFV17f4GrLoxckRGnO6ZLLRNkiyXK+9sYWP/7wHKZ5e6fi3XHsC+t9/uC5JaIkw9Aln/ngcR6eb5AOK5i+s9xDk+DFOb0wxgszPn7PBJc2fcqWhmPq1F2LNFcYUuBFgrqR0Bnahu0T0aMnKsyOlxkvW1za7HNh+XBaSwKIc3jurR5fnl7iRz+4gGMaTJYtqq5B24/ZGsSEac5EudCO2v1zvxure0aaTO8PDptjGPE+5mYhgMMkFHef/mdqDj/5gWNc2OyR5DnPXupQL1m0/ZjJikUvTAiyDJMbDcNhNsLtOHaYZnz+hSXKps5ExSZLc/7wxSWmqxYVx6LuGjzvRYyXTRquwItSrjQ9NnshmVIcqzs4hs4901X+6sIGq50Ax8p46mSDQRTRGngsNkO6ISx1In7vm0t85Ow4tqGhGxRND3tQkdDPh0Zh+JgP/NbXV2j7ET/52CnGazZb/YiypVOydFSuihGjFWvn5343V/fczXmSEQVHZhiEEDZFFZM1fJ3fU0r9U1GUufwz4Gcpwre/oZT6l/vfacRRc7MQwH79AzdLKGqGpGwXIzANvUeU5EgJg7AYleloN25wh90It43YVjckSRXlqkGuFI2aRT+Kqdg6C2MuUZKRZ4peGFHWTTp+gqFJaiWTKCtmJxhaMaP5Uw/MMAgTLFNjYbzEeifkldUW/+H5NWplcE2TMEn5ymtbfObRaQw5nPpzHTMOPHl6jGcvt1i7zqnwgD98qUnTU/zkk/NESc6TJ8aYrFhs9iMGYUrNNjg+VoTDRtU9+3M3elJ3G0fpMUTADyqlBkIIA/grIcSfAfcD88B9Sql8KLMx4j1mvxDArSQUtz+wQhWhKakJnjw5xjfeahKlGVpV8LFzkzeEkW6lzHHbiHlxjBTQ9WJmGw49v2hWm3ALg9YOYtb6ISuLPlIKJssWj58cwzZ0ZmqSxaZPxZZ0gyL2L6RkrmZTsg3yiiJclOTAVNXBMjSy3MDb7GMYJj/79Cl+62tvsrFrTGrZhCfPTPLRc5OMVx3+7deXb0jOJcD5lTaPbdWZrZdY6vicmawwXbGIXIOTYyV0Xd6WMf5e4W72pO4mjswwKKUUMBj+0xh+KeDvA7+olMqHz9s4qjWMuDX2CgEcNqG4n8JnydL5gXOTVEsGDdvcM7dwK2WOeV5IPtw7VeO//9gpfudbS1xteliGxi88tUC5ZBLHGV9/s8nJ8RJTVYtekNAahMwMQzW6FBxrOByrO2hCoAQ7Mh1elKLrGk+drvGXb2yQZQppC/phTMnU0aVirGTzt546yQtXNpFScLrh4ro2TT/ljU2P8ZLFibrkUudar0ICGYKul3D/tEGaKfphgqlrHN+lMTWq7tmbUZ/Eu8eR5hiEEBrwHHAW+FdKqW8KIc4APy+E+AywCfyqUuriHtf+MvDLAAsLC0e5zBEHcFBCca8P7NtyFBzo8h92I7ze+Dww1+DXfrhKJ4qpWybl4TjRICvKQMeqNuVcZ7Ji4ZgaKWpHJmKuXngC22yX4G6/x7m6w88/EfHvv7VIK4gpWwZ/7wfO0PUzNE1xz2wN0zDoBzGTdZO1TowSRW/IRNni7HSNzX6bwa4CJglYUpGrHKEVP5Ppqn1NtzaMqnv2Y9Qn8e5xpIZBKZUBjwoh6sDnhRAPUeQcQqXUE0KInwL+X+Bje1z7OeBzAE888cTh9ZFHHAk3Syju94FVgmvmMtzs3gdthDc7LZavmy/taBpKwWLTxzYkYVLIT5wdr6AZcl9Dtfs92lLjM4/N8/F7JmgPIqq2ySDNubTRx0tyKrZJo5zw6lqHi+t9wjxnzDYoTbpMVCzGyg73zYQsdkNaQ3nviglnp+o8vDBG1TFpuAZtP6FiGzfEzUfVPTcy8qTePd6VqiSlVEcI8RXgbwBLwO8Pv/V54N+8G2sYcXTc7gd292a4l5rqdgOblOKWTou6Ljk3XeLFKx2iNEMCDx6rYJp7T4zbDykFk1WX8bLDYsvH0iSNsk09L3o1am4xDKhWNjDDlAxYbgWcHCtz/2yFuqvxSKy42hpQdk3mGg4PzTWoly1mqza6LvGiFC9OaQ7iG+Lmuw3VKOE68qTeTY6yKmmSQnyvI4RwgE8Bvw78IfCDFJ7C9wMXjmoNI94dbucDu18Scb++CVOTO8ZHCkGUZgjY0/hkqsgD/NBDszvaSclwY72dkMO2UXJMfaeKyI9i4lhRdkwQsNyLCFPFm5sDTENyerJGybLopDHTjTIPHavz8HyNIMmJkgwlCklsAWz2IyxdXuMJbYfhhIIgzdjqRyi45udxq4ZiL+NytxmckSf17nCUHsMs8JvDPIMEfkcp9cdCiL+iEOL7RxTJ6b97hGsY8S5xKx/Y3WEhKQrhu9VOwInxYlbzfiGjmZrNlabHRm+oh1SxiLMcW16b0N72YKQUVByzMCZqbyNyGHZ7RLahMV2xKJsaSilqls7XL7cQ5GiApuW8stzjoWMNHpir0fZDogSeONWgbJt4YcJKnBHFGZommRgaGn0YctM1SS+IuNzySLKcrX5MnOaUrKLLXJeCK1sepi6vMRQHVebsZWy3f9Z3W4XPqE/i6DnKqqSXgQ/u8XgH+NGjet0R7x2H/cBun8DTHDb7xcYUJTkTlaL7N81zMqXwBwmmoSFEcTo2hwqqC2MOpqHtGJjrq1Jux4PZXWp7fcJ8r/sdG3NRAs7OVPnShQ3EsBmw6hj0w5R+kGAbOpZucGrCQlE02UkpeWyhgaHLHUPVFPFOGC5OM5pezHzdoRNlmBo0vYSKrbHaDZit2qx2A443nKK0dp+fwfXv7Xpju9IJUHkxm7rnhyx2fBabOk+fmr7trvQR7x9Gnc8j3hV2hyw0IRDAaicYnlAFSik2+xFTZYsXF9v89RtN2l4RYvnAfJ2fe2KB2jDJbJvFr63UxE6egZzbTt5un6aDOKXpxYyXTRxDv6n0B4DMYbZhUHMNJEVuI44zelFGnGc0XGMnrLXQcPet0NptdPJcMV420fRiGpvUJE0vIk4zen7MRsVmuReiCYFrp0yULXJ18zDZXvmZ1iBiy4t55q1NfvfZq8TDfM7PPH6cf/DJ+24YsjTie4uDS0ZGjHgH5Lmi68e8sdHnStNjseUTZ4V3kGSKOCu8g5maQ64Ul7f6nF/q4EcxZVsnzHK+s9zhi6+sEQxLTdOs6A/Yzjckac5iy+dqy2ex5RMmRY2olOIaZdj91rfWDdEk+EmGrUu8KEMTwzBL/nZB3O77XW4O+PNXV/mL72xBntH2M5JMYRo6905X6PhZIZznWszVHXRd7ruWbaMzP+ZycryEYxQyGQDr3ZCKpbHUDtgcJLy+PqDhGPSjFKFgrVt02d0sTLY7FAYQpxntIKHvB/zus1eJkhxLN0ApPv/CCl9+dYU0Pez8uu9OttV3d///jTg8I49hxJERJhmXNwecX+mhS5is2sxW7Z3k6rGGgybYCQsNgozLTY+2H+PHGXlUhFiM3KAfJ1xpeZwaL7PlxTshne2pbLfb9LR9mjaEJMsVrqnjxylCCvI03/Mk3ulH/LtnFrF0jTHXwNE1WvGAscka5yZrTFRsFiZKPHFijPJ1PQr7JXt3h+GmKhYr3QBbl/hxhlKSumMwNW2z0QtxTJ00zYnSjDSH8ZK54zXtV4Z7vVcyWbFoDUKCYSmvUgrXNukFMau9mDjP0e/Sc+OoO/qdMzIMI46EPFesdAK2vBjH1HAMjV6YYuoxDbfYyLYrfIJ4eMLXBKaUNAcRl5oeW90E5HAughRMVQrhu7m6sxOjf6dNT9un6VwVHdVhXBgclas9S27zXPH6Zo+OFzNRsTi/3GWll9BPBRfWAzRp8uiJcY7V3eJn0B3Q7oY4tk69ZNPxUxCgS7nnhhUm2c6wIcfQuHemTMePCWMDJRSWoaFQTNVspis2UZrT9GKaXnzTTXB3KGx7/vV4WUeXkKcZlm0SRzEoaLgSU96dRmHUHX1nGBmGEUdCplSRUB2GX6BQHI3ijMjIWOkEhbuf55SMQh8oiBOkLqnaGp1BQgLYgGnA4taAq22PD8zXrp0VkfOOmp52n6ZdQ9vJMWSKPZvs/DilO4ixdI2+H3F500NKxVzdoeEYrHd9NKk4v9zmN778Ot98Y4t2WMzBdYGPnDT4rx47wwOzDVaU4uR46ZrS0e1NzTEN0uFsCyEktgH9OGGqbNGLUqq2gRgataLUVR64CV6rgmsTxikfOTvFX7+xQT+M0QQ8fmKMH7h3bkee425j1B19ZxgZhhFHgiYEuiYRAmqOTnMQE6U5jqHtnNDX+iHPL7b4xsUtpFRkSvDgTGnYVWxQznIMIciFQEiBphQoiIeSF5bU7kjT0+7T9Lk9qpLg7fBEL4h5q+UzP+7wrUtbeElK1dI5VncIM0UwiPjD567y8mKTq4NrX8cHvng54YuXX+OphQq/+OGTTFYsKrYB7L2pWYbGI8frbPYjcmwkgpmqjWUW4bflTnBNqetBm+B2KMvUJGenKnz246d5fKFMc5DRcCRPnplmuurcwv/0dxej7ug7w8gwjDgStseGbovTlS2dk+MmxxouW/1C9nq57fGNN7Zo+RFtLyLJ4JWlDmcnXPp+QlhEknBMKBuF8ulKNyDPCy9ktu5gG+9sVOju9d5sM13tBCil8JOM6apNL0j42H2TrPdibEPgJYo0zRhzTV5carM82PNWOzyz2OfU+Ab3Tla5d66GlGLfTa1iG1Rs48bmNKFuaRPcK/b+wFydmmMSJRmWoXGscXeHXEbd0XeGkWEYcWTYhsa56QonJ4rGte2Q0uYgwo8TNnvFh7flxagMSqZBGEe81fQZJOzMVQ5iqKRpUa2jYL5R5Bh2h02OsunJi1OW2gG6hM1BzEzVRkjBmGvwmceO89yVFhv9kJpt8ODxKi9/pXeo+y53At7Y6jM3VsyD/v/be/PgyrL7vu9z7n7f/h52NBrobXr2nuFMkxwOKYqiqMWiSIqyFFmJZDmxLVtZKrYqsqQ4qZSXqsQlJ44luWRRdsrxUpIlJYokWpYoiqvIGZOzsad7tl7RDTR2vP29u5/8cR8wABroBtBoAM0+nyrUDN67971z8Pqd3zm/5fu706K2W+VbuL3v/Xh/7tuqkvh2G4X7rdL7oFCGQXFPWekNvZbRosv15TYxAikFQZjKTSQkCE2j1k1uaYMzWY+4slBltOSy2E67wd0pf38rdrI4JElaX2EZAlPTMDTBQstnIGcxXHAYK2f51JlRvnppkVIu7TUttpnpuVDvcHmhjWMu8cFTA2RsA0vXGOlVJd8p1Ra2X3G+mZuqG4Z4UYxj6NsSO7yf2GyjoLKVts+3178GxX1BxjZ430Qfjw0Ved/xMlIkNLsBXhzj6HKT3mgpb8+2WWwHxEnCzWon1RraYZq6F8ab1jxsRSzTNxguurT9kGqny4WbNZZaPjN1n0rWolJw+c5HhtCFQRDCkcqd91smEEqNth/w9myLKwtNOn7E9eUO07UuM3WPoJeH74cx7W5Iyws3rS+4Xb1GFCV0gggZy3W1DG0vZLbuMVPtbuvvsJb7sUZg7YkpaxuYurilTkXxLurEoDgQcq7J8w/1M1p2CGP45pUlEOBFkmKrQ30T69DxfKaqLTpBjK4Jco7BVK27bVG53aQyrvj9L841+K0Xr3FtqYMmBEGY8ImnjlDrhBQck1LG4n0TFS4tNPnp73qUf/3VS5yb6276mgUdTg5lMQ2TvGMRRjEz9S62oZOxDTRNIwhjri6kgYqrS22uLrTIWAZHyy5nj/dtqzJ5ueVzbqpGFMUYhs7poTxBLOmGqVEYKTrkHHNHKZ33665bZSvtDGUYFAdGxjY4OZjnU0+P8cGH+mn5MWES8dsv3uDVyQb+huvPz3Qp56scrYS8/3gflZwNkm2Lyu1mcdA0Qc7W+N2XrrPcCajkHGxD8K0bNfrzNh97ZHj1fqELHMvgvcf76M9avHBljj99bYrZZvpajgbHRmwGslmWvJhCNs2qcqy0f0QsJVEiWWx4hHHC9aUO5YzB5FKLpVbAAj4LTY8wSfieR0fWpZSunCxiKXEMHS+M+ePzM1TbAX4ckzENZuoeH38yvU9IyPWyoba7SN7PNQIqW2lnKMOgOFBMXSPvWpSyFpoQdPyQqYc8mp7Phbn1pqEbwUuXl5mqegwUHVzHZKToMt/0OVpxyVjGbRer3S4OXhhjCI2S64AmCaOEIEqYWmrTDMLV+1de39AED48UGe/L8n1PjBFGEXECQSK5vthhruGRa3QZL2fJ2CYFy+BIOYOpa8zWu6m/P5FIEhabPjdrPuWMiZRg6oJL8y0+eDKiYFir47s41+Ct2SZSQiVrYRqCyYUOUkvHFeoJ9W7AVLXDqYE8klQawzJ0PD/Cj2JkLNNqwi24n3fdKltpZyjDoDhQ1n5hQ5kGn08N5rk2VOD68gLNsHcdaZZSkEAcJ3zh/A1evjTD46MFTh0ZwDZywO0Xq90uDiXbwrV16n6EiBO6QYIklc9wjHdXUk0Tq3IWQoKuazw2Wlrn5oqOJ1S9gPl6l/lWgABGii7HB3KEccK1xQ7twE8XYE2nGaQxlbjnC9eExtppJYlkernD5fk2RcdM1VK7AZNLLTRNkkiBY2vUOyEDBRs/jrle6xAmCbNLHpYhuLHcpeCYLLUCnjhS3NJNtZlhFb0xJEJuS732ILOBVC+H7aMMg+LA2fiFLTkmF6aqZE1BK5RIWA1Id0J4Y95bvfeP324yUZ7j73/qKR4ZLd3xFLCbxSGXtfjJDxzj1798masLTXRd430n+vjUM0fJ2OaqEVorZyFJNY9WXForRsqydIYsl4Gcw+leIHglcGz0qpiztkXGMmn5AV4QUclY1DoBBdfCNgTjlRwZyyBJJF4U0w1jEKz2sE4L3nSOVCyuLLSptyUhkrGSS8tL6M9q5B0TR9P4xvVlJioZco6FF0Scn67z3PG+TSufNxrWME5Awo1qBySMllwsXWO549FsB+QzFpWsQyTlpo2XDmKB3iqteT8N12EwkndCGQbFoWDtF7a/4PCTz59goRPy9XfmmGvExKSZPBvjDgCT1Yjf+OJb/O2PP0Ffxr3jKWA3NQ9njlb4X38oy2vTVbKmzmAxdVWFcfoF30zOYr7pM25u3k50szReKaAvb9H2Y7woxjIMnh4v852uyVuzDaJE4poGTx4prnZ1i6VkuR3Q9UOQCY5pIBMYLNiMFhxMXbDQCii5JuOVLIahYfUMiNAFUoJjpsuAYxm0A/+2AnorhjWME6ZrXZCSajfED2Penm0wVW3zhTfnqHYCSq7F9z85wnuP91HJ2qtxiTvFhPZ74dzPgPr9ErxXhkFxKOnLO/zE+4/xyFCWN27WCaOES/NtLmyR6TNb6xAGMWOj7j3T+SnkbN53YiB1eyUSbY2eUhgnq/73pJfiutJwaMUIRVFCkCRYmrbpGHUhcE2DnGUgtFTIL5YwWsowXHAJkoQklsy3fKarXUxdMFJysUzB23Mtml6IrgmeO97HRx8ZohPEjBTTFqEjRZeslWZxrbiChExPK0EUY+gaXhCha+KOAnqaJtBkKmtS74ZEcULdC3nx0hwvXF5O4xVCo+21+e2XruPHEZ88M7567+1iQvu9cO5nQH2txLspNKIkYWq5w7G+7KHTplKGQXEo0YWg4Fo8f2KQONZY7gTEsKVhWGpLdE1D3sV3eTs71a1cUSv+97YXUu2GBGFqFEaLLqauUesEnJ+uEyepiutmvvy1rpokStbFQDRNoCWC640OugDb1LB0jZu1Dm/cbDBWdhkqlFIdqURScS0G87e6azbGWD54qp9L8y26LX91XNtZpHQhQJLWWAQxfhhS78S0w9Q9lrE0OgE0OiHnJus8f9xjuJwh6NVL2MatAWySrdu63quTw34G1GMp6QYRnTCmG8TUugG2roOAsXLmUJ0clGFQHEreXSThmWNlXp+qkciE8ewi19u3Xn980EWIrRvW3GnR38lOda0rau3rDuZtXrleRRNgGTqDGZP5ps+oEJyfruMYGo5l3NaX75g6YyV305NFGCcEUUzWMdB7c/CCtI2oZehM1do0OxGRTLhRLTJaymFvcGVtlN+WAiquRYTc8iSz1d9gtORys9plqenTCWOEJkmShCSOCQ0dZIKpaxRcg7mmR84xEZpgsJBWrWuIdTGhg8h62s80ViFhqR1g64JuGKdxqSjG1MShS/tVhkFxaHFMncG8TRQnfOBkP3PNLhfn6lx/p7buurwBR/tynOjP3/LFShJJO4hYbPq39WnvZqe60Zj05SxGesqnKwao7Ud045g4kastSW/ny9/KQHlhzEyty1zDx+qkPS2W2j5hlFDr+szX23z1zSrNXiHv589P80PPHucjjwxxeqiwbr6alhbobXyfnbozMrbB00dLzDU9Kq7B40dKzLci3p6p0uj6uKbB8f4cT41XmKhkGSm7OIZO0Pv73pIZdpcS6rthP9NYpYC+nEW9E9L2IzKWQcHSewZw86ZQB4UyDIpDS5JI5ps+rqWjaQbvzNe5On/rcWGi4vKJp8fI9Aq2ViQbOn7EjVqbycUOjqVxsj9/i/ge7M6dsJkxWWz6CC3tZ61pgiCKSRKJLbTVJkArJ4bNfPlbGaixksts3cMyNMb7MszUukwuddA0CGLJhetLfHN6vYvtSjXhc69P9fpX6xzvy63KicPeuWxcx+CxIwWa3YhK3iHvmJwfcJlv+FSyJmfGKzx9tIzdS+3VNIGjbe6OO6hag/1KY12JIWUKqftIBzRdWzXOh6nYThkGxaFl7YLt+RHfmlxmshbect3J4QwTlSyzdY/BvN3TQWrzzSuLTC51aHoBpYzDqeEcH39iFNPU1y36u3EnbG5MEgbyNkutgEbXX236M9vyOTWY49J8i3awtS9/5TU1kTYu0oUgkWnAeuW9NE1SyZhcXWzRnzP50wszvDG9edzlwpzPm1NV8o6JF8XYero7HcjbREmC2QuU38kQBkFMO4wwhMAy9VW3z8rfLmuZFOzUTTRRyfDMRIWCbbDUSX3opqnfssBvlRl2ULUG91Kdd+17rBi+opvWjfQ5OnFya1Oog0YZBsWhZe2CHSOpN7qr9Qwa79Y2LDe9dFGLE6aqHZbbPlcXm3zl4gJtP0YIkFLwxnTMQN7i+ZOD6xb93exUtzImWcvALelcW24zUclgmemO3AsT3jdR2dKXnyRyVdZivuGhaWkKbDlrYWnaamB7qRNwbaFFrRNSdvU0y2iLMUrgm5NVEqFRbQacHM4DgnrHp+0n6anF1Ci7Jpqmrf5N1sZN5pseX3xrnvl6l6YfcrQ/g0aaVZNxdcZLWYZKLq1u2ifb0DQm+nM4ps5QaX0sI0neLYK7XcxnPxbpe8WdYlnrmkINbN4U6jCgDIPi0LJ2wY4jST5jrz63VmNP6CZhIjGMdzWDXrtRSxc+Q8PUBfMtnzFLMN8IKWbM1YU3lhIZSxIkgxkLnwRDitWK3q0WsrVj64YhMpH05+206IvUV26Z611TQhdk9FsD2itxhThOmKl7mJrANDSiRBJGMZ0gImtrXJhuEcQxtW6EoQveWWgTR/Ftl9C5qs+1XIvldkQ7iujPuSy2fJ4/2UeUpFlFN4OYZ8bLq+miN3sprRLJy9eqBFGCFIIb1S5/8vo03SB9z1LWYDBnc2qkxFNjJU4M5Dk1+G48Y6tYBnBf5PLvlO0mMNwPhk8ZBsWhZu0O6y996Dh/eH6Ohc67ZsHV4JmJMvVOxPG+HPMtn26UoCWQs02aXlolHcUJltDpz5m4uk617XNxps6VpSbX5pvEmmB6bpmFRod2AGeOlvjwY+OcGStTcC2WO+EtX3jH1OnPWrxxs8aNagcvThjOZxgu2lpZzJ8AACAASURBVAjA1MTqiWGta2qtkQGYqXURAkxDwzIEYZLKiS+1PD5/oYZrgh9Ksq7JQN6h4hqYusa3ZroITSPngOfd8qdLfdgGBDHUOwGXZlu0iglJErPcCTjZl0NogjBKUkMUJVyeb1LrhmgI2kHIzXqXStbirZka5yaXmG2nlegAC17ExaWIc1NtXrtR533H+nj/iYDne70lNouZ3Kx1EYBlaFvGN3baL+MwVBHfzwKDm6EMg+LQs7LDOj1Y5u998kn+j8+9SbUb4BgaP/recT7x1FEkYFs6oyWXVjfAsQyKSUK9q6+2rTw9kqOcs3lrrs7/+/IUX3xzmptbtOB8Y7nGb32rxhODGc4eL/HURJmjlQzljLP6he/4Eb/zyjW++vYCYZhQKbg8eSSi4TlkLAND61J0THKuyVjPrVJr+FyvtbF1HccysE2N68sdXEsniBLm6x7zTY9uGPHZV6eYrYd4CWR0cB2dIyWHD50eIEHDROOp8TKPDuX4xuQSk0shIWmFOKSuJEMTZGydJAbD0Gj7IX0Fm4uzLWxdQ9c0ylmLMEq4Xm3z8rUqMZJKNpXIuFntUGt1eX2qRq37rlFYSyuGhUab126k77XSMjRVi10fy2j7qeMrY6dLz8b4xk7Shg9TFfHdptoeFgO3gjIMivuKH3h6jLPHyrx0o8ZQ3mK0lCORclWawjQ1nhgr8zc+ovNHr89SzlrEieQ9x8uc6MvT7Ea8fqPGi1cWWLhDX2aA8/Mdri50+P9eu0lf3ubZoxU+/p4j5Gyd33v1Bv/265MkUmIZGpqu8/XLy3z00UEaXsjNxSYLjYAjgxkeGSxh6hp/9uYctq3haBoPjxSIe4qpw4ZDoxvQDGLmG13+5MIM0413m+c0Y4jbMVNxm5ev6jx7rI+MY3C6lMcwNI4O5nn1yhKvTzeo+xE6kHc0JvrynB4s0vEDbMsgaxsM5GxaXohApPGXRDK51Gax4THT6GLqOo1OQCwhY+m0/JBOGBFs0UFJkp5KvCCm4UVM1To8NFQgXqn0Fe/GMgw9XSY3C/TvZNd92Hbod1MPcZgM3ArKMCjuOwZLWT6aXfHvx7f2RtYEDw0X+euFDO8sNMg6BhnLJIhiWn6LThTRCm7vm19LLCFraDiGzuvTNUKZsHi6w+ffmCOKA5CS+TrML3vkTIj8Fg0fZhseXgj6ZTg1kCfnmGQsk2YgkUnCjWqbJ4/ksU2NFy5cp+r7OIaN4+gsNG7tqNYBOh4w3aCSszA0QdbR6c+5PDxc4CMPDWJokrcWmphCkM+YLNRDgiRmqWkikVSyNqau88hohqN9GQxdo94JmKt7ZC2dvpzNbC0NwhfdVNbcCwzGyy7v+F26WxmHUJKzDYYLDq1OTBDGzDV9hgo2tU5IywtodkPOTlTQNMHNWhdEjKFpm8qKwO133YdNAny3qbaHzcCtoAyD4r5kO2mNmYzJI6Ol3pc1AQSjRZfpxVYqRcD22lkaBhi6jqFptKIYTUIUwHI7YKa5phWphGYAM9dSh79G2pxHhHD+epOBos5oKctcw6MTxXS6MV98Y5H14YEudxrZQgifPb9IWYdXLi8wWBScHR/gRz7wEOPlAuP9BSDVQfLCmKlah64fUe9GFDMGzW7MaNHBMtKFSBcCIQSGrjGYt1lu+XhhKm+uWyaaoXOkkuP6Ypc4gGCTMdmOxtH+LAXHwLQ0ri+3WWyn2k1NL+BmtUPbCwmTiNFSFkfXVxVoLT1NzxVy+wVuKzv0IIxXdaXuthbgbt05u0m1PWwGbgVlGBT3LdvJ7tj4ZQ16shJP3ajih4vMtW/f89cAbBPKGRNd07D1mEreRlgJc7Xulv2pIc2cWhMnp12Pma032CROvI7tdl+uxlBtw/W25KWb8/zzF+d5ehjee2yI5x8e5pmJQbKWwUQlC6SLqRQQRqnya9tPd7ZHyhkSoNoOKDgmiZSMlFzGKhlqbZ+3rrVYbPjoBhgRRMn6rLCKDcN5m2o74MJ0jcFChrytA4JzN2p848oyk0ttwjjG/ZbFh0/38Zfee4y8a3JjubNOabWUMal1wnW7bmDVcEjB6n8LrsEbNxvEPaNwejjtaWGyvv/1dhb8vXLn7DTj6HYuqIOMOyjDoPi2Z+2X1dF0njpa4X/8uMs3rywxU2sx1/K4sdDiKxffbSdqAR8+XeKxkSJfu7RMzQtJZMzDwwW++7FhvDDcQpj69tzJKNwtr83Ca7Nz/MaLc/QBp4/A40dKPHniCEVHY7ETUbENHh4uk3EtXF0nTiSCmEa7C7rg5ECWjKFjGoK5Xj+IatsjjtcbuhUGCwZeDPV2gCHg1EiBth9T7wZcXmjyzlwDQ5O4toVMEl67VuPUwBLf8fDgLUqrtU7IWMldNQDtIOL6UhsvjJlrehQsgyCBStak2gkZLthI0vauf/bmHKNFl5GSy0RfdlVK5E4L/kG6c7ZyQa3IhhxU3EEZBsUDh6YJRkoZfuCM09MrEtT9kC+9PcO5q0sgNR4/VuZjj42Qt01+6vmApa6Ho+sUMja1bsRcvU1/3qC2vFV52cGzBLwwDS9M1+Ab6/WlLOC5CRfDgqm5Lu803n1uxIajg1n6cyZz9Q4zCwEzIZtmJAG8tRBRtCJODLh0Ap1rC23mTB9NQL0VpLEQ10YTaYC6HURM1z0uzjcBcYvSqhQQJ5LL802+db1KKwiZXu6gaQI/hiePFJHSRdMFsw2fmXqH68seSZJg6Wm1uCEEE33ZbS34B+3O2XiqBbi+3DnQuIMyDIoHFsPQVkXsBiydTz89wfc9dgQgTTftVSfbRZe+ort6X8G1GMrb/GfvP8ZnvnSJxc0VKQ41AfCVyc0HPuPDzI1NJGxvQz2AV6e7nC6HCE0ylHMwTJ1c1sA0NbwwxNQ0JKmYYM7SsQ2NKOrVmGg6QRiT9AoOry62eHWyyrnpOpNLTeqdiPFKhqytM131sHWNoaLDdL1DrR3iGJBInZu1LtV2iERQzlnbWvD3U2F1K9aeancShL9n47lXLyyEcIQQ3xBCfEsIcUEI8fc2PP8rQohtJAwqFPuDYWgUMhaFjHVbpVFNE7i2waefmeC//OAJxt0tL33geKca8aWLdT53YY5zN6oYCB4eKZC1DBIpcUydjz46zEceGeTUYIHhooMfJyy3fSaXOnSDiCuLLa4ttJhpeEiZgABD06h3Q/xQUmv7xImk4JhEsQSZEKeXoWmpUJ+laSy3g9XUWHr/3WzBX3HnhLGk7UeEsTxQ7aK1hgq2Hve95F6eGHzgo1LKlhDCBP5cCPEfpZQvCiHOAqV7+N4KxT2nL2vzscdGQcCv/OmVTeMHD5fAti0uzQUEsKWu0RELpjdL97lPqQYQznXxgoSnx4v8xAfGMYVA03SGSxm8SNLuhpiGxljB5fJSCyEktU5A04u4ONeg7QdkbB1DaOh6uovOOjpBIsnZOhnL4OmxErMNn+WWz7WlNkIIRgs2Y5UMEujviRreKYX0oMT7VtgYaD4Ildm13DPDIKWUwMqJwOz9SCGEDvwS8J8Dn75X769Q3Gs0TTAxkOND8RCTyx3+8OVZVpwzGvCh40U++PAgIyWXeifky2/McGmhRbUV0YzTHa6jw0PDOR4bKXBlscUr1xqbpoPej7QSuLLkI5NFdE3DMgxODubpBBHdMObqQptHR/Jcq7a5vNCi7YdcnGtyca7FXL2LpQuKWYuspWMaJq5pUHJMzhwr8/ypQfKOSRAn6JqGEBAkCYMFm5MD+V4KrCRrGWQrxrYW/P3QMNos02irAPlBGioh5e3T9e7qxVMj8DJwCvhnUsqfF0L894AmpfwnQoiWlDK3xb0/Dfw0wPj4+LOTk5P3bJwKxd2QJJJ6J+DtuTqTiw3iOOHJ8TLHKkUS0nqHJJE0/YCljk8QJ4RJzM0ljzCJGchlqeQsri+0uTC1xOX5Bufmvl3MA9hAOQPDlSwDWYcjFZfBgkslY3NmrMh0vcPnXp+jG4Qstj2CMCFBYCEIiSm5NqeG8zw8XOT0YI5TQ4VVSQ14VzixHUTUOyFCEzvK5NmvtNDNDICla2sCzWl8I4zlngWahRAvSynP7vS+exp8llLGwNNCiBLwe0KIDwM/CnxkG/d+BvgMwNmzZ++d9VIo7hJNE5RzNu/LDPDssf5bFpi8Y/bkp7NM1bokSUK1G1I0XRbbPg8P5XEsnecm+rh2osJc0+flawv886/cOMBZ7R0J4IVQbfuEoUTTYCjv0g4j3pprpq1QdcHlWpfr1Q5+mOAYMJCzGSw6nBzIc2asxEODBcbKGUxDW6d8G8QJc02fREqEJhjI22QtY1sL617KUdzOwGyVEjtSdA480LwZ+5KVJKWsCSG+BHwX6enhkkgDKRkhxCUp5an9GIdCcS/ZyhWx9vG1jVqKjsmzE+V1rUBPW0XyTpcjRRcZS379a1P7PY1dM2hBI7i1ViMkNQxlAQ0/ZLoqqGRbjBZdTE3gmBphHFHveFQ7CTHQDGGh63Oz5uNaJs+b/QgBr03VGCzYIGGo4JC1jFsW3KVWQLZy56VtL+sX7mRgtkqJhf1vZ7od7plhEEIMAGHPKLjAx4B/JKUcXnNNSxkFxYPEnXzHjqkz0ZcllpK/8dFHONaf5xd//80DGu32EUAhq2M7CX4gWfDW1z14wHIzwrF0hoccjvXnmFzqstgOKGdtYgl1L7rFrDZC+NbkIoMFi/efHMBAcKHe4epik6yhc/ahATKmiZtLe3XsZMe9V/UL2zEwW6XEmrp24IHmzbiXJ4YR4P/uxRk04LellJ+9h++nUNwX3CnIufJ8JWvz3EN9PN6vc2Fxu0IZB4MFxAhs3WbB8zYthgtC6MsJShmLWiei6JgMF+20IVDTx0CQMSTN6F2jkgAzbfijc7N84/IihhBMVn2iBHQBZy4u8slnjvL8QwOr2k/b3XHvVf3CdgzM7TKNtuqBfZDcy6ykc8B77nDNpoFnhUKRUnEdRvtLXFhcOpD3N4HhLBQyOgvtmGondQ1tJAaW2xGmFm36PIAQUMnaPD5awA8TbEtnsOBSyhpML3Wotz0ml241KhJodRKWOsEt2lRfm2ww13yHvGvwyEhpRzvuvUoL3a6BWXtaFBK6QUSjG1CwTBzHOFRd3VTls0JxiMm7Fp965ghvz9S5Xt9f+Q0T+O7TBfIZl6V2AHqAEG3qHfA2rN4x0A1AmGDr0NnkgOM6UHFtgjhhoe0zpDvEEkAw1p8n4xj8yevTdBaDdcYlKyC8TfrJYivkC2/N8cGTA+Rda0cL+16khe7EwKy0O33p2hJffWeBqNfX+wfPjHKs//Dsk5VhUCgOMZom+Nijo4S+5P/62kVen73XMnwpDpBz4PvfM8HMcpeZ1iIZS6eUdZFJF9lNjYEEbAGRBEMDx4CsrtFprd/b60B/1uTkcI4nxgp0/QQ/ARKYqXkMFSyO97v05x3enq1zbnKZuYZHo5vKnpOAiFkVOVz7urah0fIi2mFE3rUIe1Li213kd1K/sFXm0XYNTJJIri21eOHSInnHwDYNWl7In5yf4aeeO47jHI4l+XCMQqFQbIlj6nzq2aO871SFz527yf/z0jXOL6x32IzaEPiwuEfvGQKOY5G3NK4lElfX6MqEJAHTMNH1EFOSLu4aGAkMFnSGiy6mbqHrdebqMT5p/OFoxeD9J4d4eKSIF4Jp6hgydcP4kWAg71ByTNAERddiuODyzmyDq0tNllshrSDG0CGvs06bqmCD65iYukBHcH25c0tm0F7VKdwp82g7BiaMExotn24Y92IRIWGcEEtJK4pwDsmSfDhGoVAotmRlYRspZvmx507wgdNDvDG9yIvvzJCzLL7j8VHee2yIREqWWl1em63yhy9e4QtXdq/uJ4Dnj1dY7MQ8f7JCtR2w1KkRxTGupWFbNnEcI0jww1S3aLiSYyjv0J+3OFqxcM20GY8XJui6xkDBYaziMtsI8Nox9W7IRDkDQrDU9On4MQJBN4wRusbjY2VODRZZaKfNi25UuzT9gFLTo9aJ0HVwTZvhgsv7Tw7Q8mMsQ8PQNWQvU2gwbzPfq3G4mzqFu01tTRJJO4iYb3hUg4iFlo8QqSBj209ACjLawbbzXIsyDArFIWazXerpoQInB/N88unjSMG6nXAhYzHRX+Cjp0b56uVZ/uXnX+fVuZ2/bwQ8PV5mMO8wUsry/EMD2KZGJ4zp+jEkITONLllL52Y1RNMFhpBMDGSJIskjoxWKjsmlxRYZO2GkmKEvbzLbCChnTK52QhIJzV6/B6GBrgtkLChnLEquQcGxoBewlkiGsjatIMSPYi7cbLDYCkEkHKvkGCw4dMKY5U6QBn81gWvqhFFMxjbuuk7hblJbvTBmptZlqtrFMgRHixmePFLk/HSdthdRzto8f6of01aGQaFQ3IGtdqljJRdEz3WxRYCzmLH4gceP8l2nRrhRa/Lvvv4mr16p4XlwaZuK2r9/boq/+h2nCKKYnGXwxJESUZJwcabBH51bpOmHhCH0Fy3GC1n6cmnhGUIyWnbI2Qaali6qAzkbIQSzNQ+noFN0jN6Pmcqf6xrDhTRg2/UjJGAZGrahk0hJECVkXJNir15B0w0EEkNPVXCDKOHKYou2l/ZzWGz6mLpgrJzh5GAeQ0/fo+MFNP2QrGncVkF3I7tNbV35DIUA29SwdI12GPPU0TLH+7MM5h1yloFu6Ade1LYWZRgUikPKZrvURtfn2nIbTdxZD0jTBFnX5BG3wi/+4PuZqqb+9z+7cJN/8dUrVDdGcjfQaAf0OybTNY/Zelqx5liCL729QDdIfeRBkDDfCCg5Gv05m5YXYuoagR9zsx3SiWNypsFoOUMUJ8zUPardgIVWQMExqPkRRWGsFnslUmIa+qoLqBvGhHGCTCSTS21MXWOk5DJacpmte4RxepLK2QaLzYCmFzC93MXQBUiJITRaXsxTR0t0w4g3Z5pU6l1MXeOJI0VKGWtbn8VuU1tXPkPX1NF6C7+UUHZNwliSs030XpHbYahfWEEZBoXikLJxlxpEMUvtgIlKBsvcmWskYxucGswTS8npoUf4C0+P8G++dJXPvnaThU2yYHVgMGejmRrHiw5HSi5Tyx1evjzPfK0DQLObxiJkAk0vZrHZRROSEwNFXrtRw+31fS4MmrS8kKxt8p0PDfDGTIPjfRlaQUzeNkgSKGZMumG8Xl3U1Anj9CRQ74ZoWtoHOYgTHhrMr6sJuLLYSuMLmkYsJfM1D8vU6fNCDF1wca7JUsfnaClDKWvjBRHnp+s8d7xv9eRwpyD1blJbVz7DREoG8jYztS5hLDFyOs+MlzEN7dAUta1FGQaF4pCycZeaJJK+nIVl7k7CYW3WzIn+Ej/3iSf59HMTvHRlnt994TJvVNPrDODUUIYfee9x8lb6ftP1Np/5s9f52o3NjxlLjRDb9DEMjfb0MiAYr2QpZU06fsR80+eYaWBbOqNlF7c3Bwn4QcxYz7itXSQ1TUAM8w2frKVj9TKM5hs+x/qy2KaOhlhNT+3LmFyaa9ANY6QQDBYcgihBAmEcE8WSTpjgRjGOZdAOfLwoxhYQRgnzTZ84TpACRovuOgXXzf6GO/0MEykZKjj070Dk76BQhkGhOMRsrJadqnX3THAtYxs8MVrm0ZESP3L2BN+cnOfNqTqubfL0RIVHh0vMN31eubbIz//7b9G4jSpHNQJ/zqNW9/Ak9OVN9FQnE1MTjBkZdF2w0PRXx5sWe8UILXUjbbZQemHMQtOnZWqYhk7RvXXJ0oVA1zXKGQspBboGAompCRIBSQIF2yRKWBXZK7kGcSKZq6d1ITMNj1LGoOXFREl6EntmvLypcdgpB91bYTcow6BQHHI2U2fdK8G1ldc2Mxbf9fARPnRqBGB1oc4FIf/iC2/c1iis0AE6vfq7JT+k6S9i6IMYhk4US0xdo+1HDORsbta7LDcDEgEDOYuOH61TmYXUtbPcDhjMW7SDNNYwW/c4PZTH1N8NHGuaYDBvc325zXhfqth6rE+nGyUMZq20S1xflqEk4e2ZJg3Px9BhIG/jWGlKbRhF/KcrdfqyNo5l4Bpp/+gTA7k9Wcj3ownQXqIMg0JxH3Evd5+aJrA35NJ7YUw32p0Ux0xTcn2xydFKlqYfcHG2QSQlM3WPIIrRNbA0nfmWx5uzTR4eyuFYxqobJ5YSCUz055hreMRxghclDBWdW97LNDRGSy5jJZfpapfFlk83inl0OI9jGViGRkY3OHOkSCeKGS9lmGv5JLGkHUXM1j0WmwGOadDyIzK2wUjZ2ZHS6n41/NkPlGFQKO4z9nP3WbItKq4Ju2w4WuuGzNe7vDnTYDBnMTGQ5fhAjnYQY+oa3SB1i0mZcGmhTX/OWnXjOL1MHkMTHC1naHQDFpoBy+2ARjdal5GlC4GhaZi64NRwnjHfJZSSE305IinXnbKO9+ewdI3luQavXq8RRjFvz9awdJ2MLSi6DkEYE0UJYpstwvay4c9hYPuJvAqF4oEjl7X4b77vSexd3l9rhXSjiChOuLzU4vOvz/GFN+e4ttjGC2ISKWl7IZ0gQRek6ZtCcLOWVm0PFx3CWNLxIxZaAaMlh3xPAmO27pEk6cq9EuQNY0k3iBGaxngli2Foq6eso5UM45UMjqkTRQmX5lsYGjS6IeemGnz57Xl+/5Vp/vziAjeqHcI4YarWxQtv70dbW2+StY1bxnY/ogyDQqG4LWePD/K/fPoRbnXg3Jl6ANeXOgRxAkIDTeD5MR0/YqbRZarWYbHl0/EjhEjrGCxTA5HWAKws6iNll+GiQ9YxgTQjK5Gp62aFzQzACtqGAHc3TmMWcRLz5bfmWGr6tIKERjfk/NQyS80upay1rUX+3XoTbcux3W8ow6BQKG6LLgRnRit835P9O743Aq7Ntrk+X2O52SWIImpdH0iF+U4N5HlouAACWl5ILCVl18TQtHXZS46hY2hpLUcUJwRRvGlG1kYDsBW20Gj5ETcW2tS6IQiwjNS4hLGk1glptYO0duIOi/zaehPg0LTnvBuUYVAoFLdF0wTH+nM8PdHHscLO76/GcKMFVxZ86l5ArR3y9nyDWsdP6zJ0wcPDBQRgaQJNu7USWNMEpYzJ5FKHS/MtJpc6lDLmroO8uqlxsj/DpYUmc62IRgBtDzw/JJYJbT/keq3D6zeqNLo+SSK3PDWsdWO1/YgwltvOFksSSRgnh87tpILPCoXijuRck+eO9/G7/8lk8x5udyYCri6HjBYkCJisdvmDV6d5ZqKMYRiMFB1c22Cs5N6iY5Qk6S5+opJBaALZ+73g7Nw4JIkkCGIW2wHVjr/aFS4E5j0YdME0DD7/5jxJkqALjU++J2K8L7dlUHmn2WIraquLTR8Jhy5grU4MCoXijkRRwrWlDu3W7ozCWspZA8s0iGPJXK1DKCUCiW5o6AjkhjU1SSReFBPHCZapY+paWgW9iYvnTjtwL4y5vtxhcrnNzHKDN+ZvzbZKJHhBSBQnuJaJFPDVi4vEK5lHtzk5bMeN1fEjLs03eWWyylzDQ9fEoQtYqxODQqG4I0GSECUJ1d23eFglSnqLb5hQzpj0ZUxKGYemF6zuuFdqAlakKqIkYbbhMSIg55ib+vE3powO5u11WkRrs4eKGYt6e3Mj5wUwXfco52zagSDvGDS9AC9JcKW2o9qGjXT8iFeuV0FK6t2QoYLNQtPnSMklkcldvfZeogyDQqG4I5am4egGtk7a03OX5AE9AUsXOKbGSDkDaFxdaBFL6M85NLyQWickjhNmGh6jxTRFVQNu1j1GZLo778+/m0S7UaK87YW8cr3KSMFZVS/Ve4HkFbXaE6N54NZmFe0E7G6qDFsyDPwwrbkwBHcVVE4Syc16F01AzrVoBjHL7YBy1sLfIph+UChXkkKhuCOGofHoWIHT49m7ep1TIy6j5QwnBnK890Qfjw0ViaVksGjz7LEyOcfg/HQdXYBt6WgCqt2QREqyjslw0aGcs5DAQtPn+nIHL4zXpYwmUlLthmi911hx0wjJavZQIiVHCjmGc7cuxP0uuLaBFqbSIF6Q8NTREpZp3JUEyYrelWWkYoCDeRs/jOkGMVJyqKS31YlBoVBsi+G8y/efOcLXr76zGrDdLjbwUx8c42h/nvGKi6mnGkUrzX2KGWt10Y4TiegprVqGThCmMYOE1EVU74TYveY+a5sXrU0ZDcIEy3hXe8mP0gY+K1pTgR/hWBY/9/2P8yuff5PJWowAJko65VwW05A8d3qA0VIGx9A4e6wvPbXcxcL9rtifSbUTEkQxfTmHM2PFu37tvUYZBoVCsS0MQ+MHn5rgynybf/XC9I6Mwy98/BQnBsqYhlgtBPPDhJGCS7UTkiQSTU9dPXov60gz00V0pu7RDWMMTWMgn/rk1xaTbVz0oyT11Q/20lnXxiNMU2O8kiGME0xd48RAlqMVh3/6+XfwwoiRYhZdE4QxjPdlON6XZ6yc2ROV1bUS3GXXRApzS3nvg0bI+6A67+zZs/Kll1466GEoFApWMpTqfO7Naf7tFye5eYdOcD/+VIWf+PAjVDsRI0WHjGXgR6n7ZKIvS9Db9a8EjUsZk1on3DSIDHB9udOLJaQnhjCWq82KNgatb6ddtDZYfW2+xRfenqPlh1iGwfc+PsT7T/Tfk74J+ym2J4R4WUp5dsf3KcOgUCh2Q5JI/vSdKf67f3VuS4m9kwX4jb/2HRzty912sd64WN5u8dyuYN12FuC113heRM0PyFoGedc6VK6d3bJbw3D4zjAKheK+QNME33lylL/1vR1++XOX8DY8/+Swzd/71NMc68+v5viPm/qmi/VGxdjbKchut5hsOyq0a6/JZEwyGXMbM//2RxkGhUKxaxxT529+5DSfeHqEF67M8eaNeYJA4+xDg5wZG+RIOXNbA7Bb7rfGN/cbyjAoFIq7QtMERysFjlYKcPahb6uGNQ8qyjAoFIo9Re3m739UgZtCwe8tegAABw5JREFUoVAo1qEMg0KhUCjWoQyDQqFQKNahDINCoVAo1qEMg0KhUCjWcV9UPgshFoDJfXirfmBxH97nsPCgzRcevDk/aPMFNee1TEgpB3b6YveFYdgvhBAv7aZ8/H7lQZsvPHhzftDmC2rOe4FyJSkUCoViHcowKBQKhWIdyjCs5zMHPYB95kGbLzx4c37Q5gtqzneNijEoFAqFYh3qxKBQKBSKdSjDoFAoFIp1PJCGQQjxo0KIC0KIRAhxds3j3yOEeFkI8Xrvvx/d5N4/EEKc398R3z07nbMQIiOE+A9CiLd69/1vBzf6nbObz1gI8Wzv8UtCiF8WQtxXEqG3mXOfEOKLQoiWEOJXN9zz4705nxNC/LEQon//R747djlfSwjxGSHEO71/239x/0e+e3Yz5zXXbHvteiANA3Ae+GHgKxseXwQ+IaV8Evgp4N+sfVII8cNAa19GuPfsZs7/WEr5CPAe4INCiL+wLyPdG3Yz318Dfhp4qPfz/fswzr1kqzl7wP8M/A9rHxRCGMA/Bb5LSnkGOAf8t/swzr1iR/Pt8XeBeSnlaeAx4Mv3dIR7z27mvOO164HsxyClfBNg44ZQSvnqml8vAI4QwpZS+kKIHPCzpAvHb+/XWPeKXcy5A3yxd00ghHgFGNun4d41O50vUAEKUsoXevf9a+CHgP+4LwPeA24z5zbw50KIUxtuEb2frBBiCSgAl/ZhqHvCLuYL8F8Bj/SuS7jPKqR3M+fdrF0P6olhO/xF4FUppd/7/R8A/zvQObgh3XM2zhkAIUQJ+ATwZwcyqnvH2vkeAabWPDfVe+zbFillCPwM8Dpwk3QH/S8PdFD3kN6/Y4B/IIR4RQjxO0KIoQMd1P6w47Xr2/bEIIT4PDC8yVN/V0r5+3e493HgHwHf2/v9aeCUlPJvCyGO7fFQ94y9nPOaxw3gN4FfllJe2aux7gV7PN/N4gmHLpf7bua8yWuZpIbhPcAV4FeAXwT+4d2Oc6/Yy/mSrndjwNeklD8rhPhZ4B8DP3mXw9xT9vgz3tXa9W1rGKSUH9vNfUKIMeD3gL8spbzce/gDwLNCiGukf7NBIcSXpJQf2Yux7hV7POcVPgNclFL+n3c7vr1mj+c7xXpX2RjpLvpQsds5b8HTvde8DCCE+G3gF/bw9e+aPZ7vEumu+fd6v/8O8Ff38PX3hD2e867WLuVKWkPvqPkfgF+UUn5t5XEp5a9JKUellMeADwHvHDajsFu2mnPvuX8IFIG/dRBjuxfc5jOeAZpCiOd62Uh/GdjpjvR+Yxp4TAixor75PcCbBziee4pMq3n/EPhI76HvBt44sAHtA7teu6SUD9wP8GnSHaIPzAF/0nv8fwLawGtrfgY33HsMOH/Qc7jXcybdMUvShWLl8b920PO4l58xcJY06+My8Kv0lAHul5+t5tx77hqwTJqZMgU81nv8b/Y+43Oki2bfQc/jHs93gjSj5xxpzGz8oOdxr+e85vltr11KEkOhUCgU61CuJIVCoVCsQxkGhUKhUKxDGQaFQqFQrEMZBoVCoVCsQxkGhUKhUKxDGQbFA4EQYs/FD4UQnxRC/ELv/39ICPHYLl7jS2tVMhWKw4AyDArFLpFS/oGUckWO/IdItYYUivseZRgUDxQi5ZeEEOd7fQh+rPf4R3q799/t6fT/u5V+DEKIH+g99ue9Pg2f7T3+V4QQvyqEeB74JPBLQojXhBAn154EhBD9PUkChBCuEOK3ev0P/j3grhnb9wohXlgj8Jbb37+OQpHybauVpFBswQ+TagQ9BfQD3xRCrGjbvwd4nFQj6WukPSheAn4d+LCU8qoQ4jc3vqCU8utCiD8APiul/F24VRZ5DT8DdKSUZ4QQZ4BXetf3k1Zlf0xK2RZC/DypVPLf34tJKxQ7QRkGxYPGh4DflFLGwJwQ4svAe4EG8A0p5RSAEOI1UgmBFnBFSnm1d/9vkura75YPA78MIKU8J4Q413v8OVJX1Nd6RsUCXriL91Eodo0yDIoHjdu161zbhyIm/X7str1nxLuuWmfDc5vp0AjgT6WUP77L91Mo9gwVY1A8aHwF+DEhhN5TFf0w8I3bXP8WcGKNlv2PbXFdE8iv+f0a8Gzv/39kw/v/FwBCiCeAM73HXyR1XZ3qPZcRQpzexnwUij1HGQbFg8bvkSprfgv4AvB3pJSzW10spewC/zXwx0KIPydVtKxvculvAT8nhHhVCHGStAHMzwghvk4ay1jh14Bcz4X0d+gZJSnlAvBXgN/sPfcivRaUCsV+o9RVFYo7IITISSlbvSylf0bauOifHPS4FIp7hToxKBR35q/3gtEXSBsX/foBj0ehuKeoE4NCoVAo1qFODAqFQqFYhzIMCoVCoViHMgwKhUKhWIcyDAqFQqFYhzIMCoVCoVjH/w/xvAHT3lDMDgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", alpha=0.1)\n",
"#Better Visualization Plot"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0xf26eb63388>"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", alpha=0.4,\n",
" s=housing[\"population\"]/100, label=\"population\", figsize=(10,7),\n",
" c=\"median_house_value\", cmap=plt.get_cmap(\"jet\"), colorbar=True,\n",
" sharex=False)\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.image as mpimg\n",
"\n",
"#Direktori Citra Peta California\n",
"PROJECT_ROOT_DIR = \".\"\n",
"california_img=mpimg.imread(PROJECT_ROOT_DIR + '/images/end_to_end_project/california.png')\n",
"ax = housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", figsize=(10,7), \n",
" s=housing[\"population\"]/100, label=\"Population\", \n",
" c=\"median_house_value\", cmap=plt.get_cmap(\"jet\"), \n",
" colorbar=False, alpha=0.4,\n",
" )\n",
"plt.imshow(california_img, extent=[-124.55, -113.80, 32.45, 42.05], alpha=0.5, \n",
" cmap=plt.get_cmap(\"jet\"))\n",
"plt.ylabel(\"Latitude\", fontsize=14)\n",
"plt.xlabel(\"Longitude\", fontsize=14)\n",
"\n",
"prices = housing[\"median_house_value\"]\n",
"tick_values = np.linspace(prices.min(), prices.max(), 11)\n",
"cbar = plt.colorbar()\n",
"cbar.ax.set_yticklabels([\"$%dk\"%(round(v/1000)) for v in tick_values], fontsize=14)\n",
"cbar.set_label(\"Median House Value\", fontsize=16)\n",
"\n",
"plt.legend(fontsize=16)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"corr_matrix = housing.corr()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"median_house_value 1.000000\n",
"median_income 0.687160\n",
"total_rooms 0.135097\n",
"housing_median_age 0.114110\n",
"households 0.064506\n",
"total_bedrooms 0.047689\n",
"population -0.026920\n",
"longitude -0.047432\n",
"latitude -0.142724\n",
"Name: median_house_value, dtype: float64"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"corr_matrix[\"median_house_value\"].sort_values(ascending=False)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0xf272e2fd48>"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"\n",
"#Plotkan heatmap\n",
"plt.subplots(figsize=(14,10))\n",
"sns.heatmap(corr_matrix, \n",
" xticklabels=corr_matrix.columns,\n",
" yticklabels=corr_matrix.columns,\n",
" square = True,cbar=True, annot=True, annot_kws={'size': 13})"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[<matplotlib.axes._subplots.AxesSubplot object at 0x000000F2744A9788>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274151488>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274189308>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F2741C1448>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F2741FA548>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274232608>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274265DC8>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F2742A3848>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F2742AE408>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x000000F2742E75C8>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F27434EB88>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274387C08>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F2743BFD08>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F2743F7E48>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274740F48>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F27477C088>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F2747B6148>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F2747ED248>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x000000F274828348>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274860488>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274898588>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F2748D6E48>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F27490A788>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274943888>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F27497B988>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F2749B4AC8>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F2749EDBC8>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x000000F274A26C48>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274A60D88>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274A98EC8>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274AD0FC8>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274B0B108>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274B451C8>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274B7E2C8>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274BB63C8>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274BEF508>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x000000F274C2A608>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274C616C8>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274C99808>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274CD4908>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274D0DA08>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274D43B48>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F274D7DBC8>,\n",
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" <matplotlib.axes._subplots.AxesSubplot object at 0x000000F2755D2248>]],\n",
" dtype=object)"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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TqKog6FNZ2xGhYlj8fy+N8eyJ1GIWV5NrS2vE2x97kyHiIR+t4QDZisGJuTI+RSzZ687/d1BTF/fktogfx5WcnC9RMexr/h7eTcSCvsWAzW0DrViuJF+3kBK29MbRFG8eWiO+xflwXMnphTKZinE9h37TcENFhIUQ/w54GPiylPLLl3u+lLLS+KclhHgBWA+kL3jOXwN/DXD77bc3d8UbkK+/Ns4Xvncc3ZaE/Qq/84F17OxJ4kqJYTmcXqjguJJCzeK+9e3cNtBCWyRw0QGoPRrgV+9bc53eRZPzsRx3cX4sxyVTMXji8Bym47JrMIlPVXjm2AJtUT8f2dZDS8jP2s4IpxdK/O6jB/ncPQN86vZ+SrpNumzQEQtwcr7EM8cW6IgF+Lld/W/YAqKkWzxxeI6WkI+f2tq9KNz1xOE5Ts6X2NwTIxLQ2D+eRwjBXWtauW2gZYli6e7RLAcm82ztTVzziGsy7CfuV5kv6eRr3qY5PF+gZFj8b5/cgem4zBbq9LWECPtvqGX8Xcmq1hA+FQ5OFvm9x/Ikw36kdGmNBHhhOM39jUh9rmrSFQ/i1xRsx0W33Wa91xXknrVt3LO2jW/uneSvX5zgm3um+M0H1vHTt/ajCEFb1M+p+TK24zKeqVIxbeIXlAs0uXJ88tY+RlJlXjmT4auvjvOVV8cJ+TViAY3h+RIfuaWHHauS+FWF2aJOa8S/5H4wbAcpaSpFX2FSJZ2pXJ2h9jCq4ulnpEp1/uuzwzy6d4pdAy0E/QpIwfs2tLGpO0485Oc/PrKFr+0e59B0kT/49mHWdkRpjfj55feufkvj2Dee4/B0kR2rEivK0Ho3M5GtUjdtNnRFCflVCjWL0/Mljs6WUBXBqYUya9oirG6PcGCqQK5q4tcU+luCtIQD3L+xY0nG3UiqzE9OpelJhPjwtu6mBsjb4IbaoaWUfwb82UqfL4SISylLQggVuAP4v67a4JpcFb57cJr/+fFjiz/XTJf/8oNhAFrDPu5d18bvPrSRuWKdeNDHQGuE0UyF0XSVXYMtiyqHA21hHtneu0Sp+NBUgdfGsqzvivHgMimlTS6NYTucnCvT3RC2+sor47x4Os1Aa5jWaICHtnSx4YJ00FdHsjy2fwpFgZ5ECMuRxIIa+ZpJoWZyZKaIYbv8vWEjhKA94qNiuvzR40cxbcer/RWC9miAPY/m6IwFKNYtVEXwkVu6GU1XODpTQgBPHJwmFPQT9qs8tLmLj+3oBcC0XZ4fTvPE4Vn2jGWxHcmf/3CYofYIW3vifP/wLBXDoWbYhPwKhu2iCsG39k3SGQvyxZ/dzlB7hFPzZb7+2gSpssGp+TLvW9++2Of4B0fm0S2HD2/rvmR7iUNTBcazVe5c3UrPBSmCJd3itdEcHbHAJVOzp3I1vvzKONZ5rrv5ss3jB2Z5/MAsQU2wtjPG+s4of/zIVloizTYXV5M//u4xnj+VWRRpWih7nvpUxeLkQoVv7POUxLtifn7j/rV89q5BHt0zSaFmcf/GjmuSTn8zMJ2v8497JzEbOlhFw+VPnx7mT58eZrA1RCzoIx7yDN+OWIBS3WoawleR509n+ObeaWrnCZPptkW+ZvGV3ZN8ZfckAKqAWMjHR7Z18R8+to2QXyVTMfjmXi9q/zO39l1Sy6HJm6NYt/jSy2P8ZDjNXEHHsGzq9nlZUCWD1ycLiz//5fMjdMVCvGddG2dSZQ7NFBdFJ0fbK/QkQ0hXUrVsRtNVhhfKBDSVR7b3sqknxoauGMmwn+dOLFAxbDZ2xUhXDLb1JXj22AIzxTpTuepNbQgfny3yu988SKpk0BX3M5OvU7lIGG5ptpdPEQQ0gaIq9CU8nZyzhvD+8Sz/9rHD2LbLfRs62DmQbLaLexvcUIbwWYQQq4AvAduEED8EfhVwlnnsg0KIXwdc4FEp5ez1GnOTt8bZljfLUapbvHImy4buOf7l/WtRVYVMxeAHR+YBT4E4XzOxXcloukrZsEmEzh169k3kqRoOBycL3LW6lfFMjWRDTKLJpbEcl2eOLTCSqqApgk/c2sdfPn8Gw3Z4farAL9w1yLHZ4kWG8GMHppgu1Jkt1HlgYwenUxU2d8cZy1bxq4JMxaSi27hS4riSfM3EsCUCTxHc12gNVKpb1C2HYt3ElRDQFH50IkXZsCnWTCxHEg2qzM+U2NAV49sHZhYN4aOzRY7OFHl9Mk++ZmHYXlRuKldjIlNlpqATUgVlw6ZuCWxH4tcUZMM4/+6hWTb3xBlJec6WkF9dop55JlVlLFMF4NB0cdlIcdWw+dHJFOB9R3/hrsEl118czjDcSKftTQSX7XP9zLG5JUbwhei2JFPW6YwFmCvqTUP4KlKqW+wdz7GSRM9MxXP4FOsWhZqndD6RrTYN4SvEY/umMC4hBj1b0OmMS1wp2dgVZ6AtzEy+/pZLKJpcnsf2Ty0xgi+FI6GiW5yYK1M1bUJ+ldlCfTF9eipXaxrCVwjbcSnpFjON7g2XS4O0XZgv1XnxdJp02cBp/ILrSGYLdWwXvvbaBKbtNvZUB1VRmMrVeHh7L8dmSzzQEDwVAl4cTjPQFmEyV6NQt0iXDQSek9qvvdOrMd88R2eKPHt8gXTZwHZdxjLVRUfeG2G5EteSCFsyna8xna8tXnt0zxQV3Ua3XeYKddqa+//b4oY0hKWUU8AHl7l04WN/2/ivyTuU/+mhjTx1LLXsNYl3CP3m3klmCnX+hwfWEQ/50BSB7UqCPoVE0McrI1luG0wSDy79Om/qjrFnLMeajgj7xvPsn8ijCMHn7h5YTMWKNNMWl3AmXeGJw3OMZSp0x0MoPhVN9SLEuuUQCfjwawrblhE+WdcZZa6oM9AWpifuKRirAm4fbEG3XAo1i/miTq5hzIZ8CpZ9bqNWFYj4VFoifqbz9UWvdMCnMtAWZiJbo6LbCAXCPo3OuEBVBOu6ztWDt0cCCOEJZ9mupGLYBFQFISDsV+mMBeiM+DmdqeI4LoaQaKrAr6lE/BoPbuxgpuD13t3UE6cnEeS2gZZFkb6eRJCgT8VyXAYvcXDzawrxkI9S3aIjGrjo+llFbb+mXFTnfpanji284TwpeO+xJeJHiGbFx9Vk30SOXFlf0XOjQY3P3DlAZyzALX0JFso6d64+pwA9kipzbLbE1t7EReq5TS7P0dnCJa/1JgL0tngCerf0JQgHNLb2XVqgqcnbI1sxOD5z6fm4kGhQ4+d3raK9sSZu6Ioxmq5iOi7b+pvzdKVoiwb43N1D/ORUmqpus5ImYj5V0BkPkquaOA1LOOJX6UoEiQU1KoaNIgQ+1cZyFFQFgj6FoKagCMHRmSIHJvO0hP30JDzHblBTuWdtG+0xPy1h/02ZujuWqfLs8QV0ywvSzBd1NEVgOpffsxUB7RE/EmiLBdh23lq2c6CFg9MFWoXgXz6wtlla8DZpWgFNriv9rWEe3t7NDw7P4wKr4hAJhUmG/Lw+VcRwJFN5nReH0/S3hPmtB9fxM7f2ka2YdMb8/M43D+K6kqoRvUhR/L3r2rlrdSuaqvDscc+wcKVkOl/nheE0EvhEMyVrCSMprx67JxFiTUeUO4ZaaI0E2NITZypf567VrfzWg+sAKNRM/ubFMXyq4Dfet4ZfuXcN92/opDsRpCXs458PzjCWrjZaILUwX+wnX7P4pwNTLBR10hWDoKaiqQrFmokLLJQM4iE/LaZLPKjx0JZOPrClm/WdMV4cTvPKmQyaKtjYHWdHf4JYyEemZPDPr8+QKhtIKfng5i4+f/cgr41maYn6QULIpzKSrtAa9lOzHFpDfk4slJjO1bAcye1DLdy7roP2WIDNhs2R6SJ9yRADbUu/Gy0RP79y72pcKS+5+fhUhV+4a4Bs1aRnmWjvvevaWdUSJhn2XdTuCLweqGdSywsw9cY0bhtsJRkJUDYcVrWEeX44s0QF9HJYjpcOXqx7EfPuxMVjbHKOH51IUTQujgerQDKkoiqC1kiAn729n/WdMbIVk5Ju874NHbw2lmUqV6MnHkRRBE8fW8C0XWYKddZ1rrvs3zZtF58qlqxts4U6Eb+2pE/3zcLx2dJFjw0mA/z+w5v40Na+JYft47MlfnIyxer2MOu6YgS05mHxSvLaWJaFsrnsta6oj654EMN26G8Js2OghU/fMUDXeeuhYbvEghrdieBl09ctx0URYsn8Oq4XsWyPBi7pULxZ6W8JceuqJC8ZGeqmg08TGJYLEmwJYZ9CXzJIPOSjqNu0hH3cvaaNX79vNU8emadQM+hrCfPBzV0MtkdwXcmx2SLZiokCJCJ+bh9soVC3WdcR5WuvTSyW+fzG/WuZztdY0x5FUwWTOa+15c1oCPtU7z07LuxY5e3R6ZIOF8TpAwrcOpgkWzHRLS/i/jO39fKLdw/x6miOkF/j7jXnUss/c+cA96xpIxbSFvvWN3nrNA3hJtcVy3apGQ6be+O0RwP8r5/YRizo44tPnmDPxDlv81xR57/9aJg/f/oUD65Psn2ok9FUmQMTeVzpidRs6IqjKoL7N3QspuBoDUGl+9a3E/F70caa6WA38l3nSzqrWsO4jVTd5E3quTzLjv4k80WdWFDjY9t78WsKuuWwrjNGeyzAQOu56Ot3Ds6ybzwHeJHYBzd1MJ6pUDNthICXhjOUDIvdo1kG2yJ88rY+TsyWODVfYSZfw5WgqYJN3TFGKiaRgIrSiNzGghpt0QAtkQCbumL81QujxAIquwZbGElVSZUMnjg8z20DCV4ayZIq6ViuZGtvghdPp2kJ+5nK1/CpCp+7e5D2aICtfQn++DtHWSjpbO1N8ovvGeRLL49j2OfeH0A0oL1hH9eVpHcFfeola3aEEJdtFVLRl/fjS6FwdK6CaXv11lXD5v4NHVR0qyFKZhIJaMum/++fyLF/Ik+mZBAOaFiui6YoPLSla4m3uclSxrPVJT8HVHDxDuXru2Icny9T0m2ePDxLT0uEsF/l1dEsq9vCFOpeenQsoLGhO0a6ZJCu6PQlw0xmKwy0nYsKj2WqHJoqsLE7xuaeOEdnivzwxAJtET+fumMVAU1lz1iOl0cy+FTBL9w1eNOlxOeqSw0vVcDW/hYe2zdLrurQHQ8wnq1x1+pWvvjUScYzVVojfn52Vz8/t6uf8UyN/pbQJWv7l8N2XF44ncawXO7f2NEUp2tweqHMcoEtDUAIhKKgqZCpmmTKBo8fmGZNZ5TVbWGOTBeZLelYtuTQVIHeRGjxu1wzbRaKOnXLZVN3jOl8ne8cnCHgU/j0HQNMZmucSVeo6Bbpxr7x37939eJe3wTGMzVURcGyJZbj/XfWlSeAmuUynq0R9itYLlR0m4qRYq5o8NCWLg5NF0iEvL71rY0z0WSuxnTey4z55Oauxcg+wF2rWzk4VeCWvgSJkI9E6Nx+cjP3se9vCfPJ2/oYy1R5/MA0luNStS52qlouZCoWW3oTRPyec3UiWydTMemMB8lXTWxHkq0YhP0qL49ksV2X+zd0kq+ajGWrrOuMNvUQ3iLNFb3JdeXYXAlNUagZNk7Ix77xHDXDUwqO+BXKjUiMI6HeKJr84ekCqZqDpiiLG/F8sc6hqTx+zUt/3XGBCFHQp/Kede0A6JbDTKGOlJKtvZ74wBNH5hhJVVjVGubndt28jeS7E0H+xXuGGElV+OruCfqSIT60tYtk2MdkrkZXPIBhOxyeLpKreoJB+ZrJo3sm+L9/dBrdclCA1e1hUmUTRRHUTId81eTlkTQBTaViWJQNB6TEciWpUh3HBcPSMGyXk/MlWsN+OqIBNnTF+PNnh3n62DwV3aItGsR2vUhCsW7z6pk0Y9kaEb9KRyzISLrC/vEcuuXSGvHTmwzy4KZO2qMBpJQcmCxQ1i3qpssvvmfQC7/eaJnFAjQVLtLSAOZKJuAZA6qAl06n2Dee5c+eOokjvc/9vvWdfPqOfjpiQb53aBbLlbxvXTv/tG+al89kqJkOazsjrOmI0hENkm0YF1Xd4skjs1RNl8/cOUCgmW4FcFFU36tR9Q6Xr40XvBIO3WG2ZHByoYp0Xc6edfqTQWIhP4WaxbqOCCOpEiPpCq+MZPjxqRT/7y/cRncyhE8V/PD4AsW6xVPH5rilL4lfEaRKBsW6xVyxzovDGfZN5BqZMPcAACAASURBVIkFNJJhPyfmiliuZENX7CJBtrPYjkuuatIa8b8rDIXOmJ+pwjlj2JHw5NF5/KrgheE0ZzWBgppAEcIzAFzJk4fn+Kf90wQ0lR2rkvzBRza9oer8+QwvVDg05QnZxII+7l3ffsXf1zuRO1a3Luo7nI8NLJTNxWixImA2X6c1GiBfNSjWba/ESfWikpqicM+aNrb0xnnq2AJPHZ3jyEyRWEDlU7cPsK4rium42K7k1FyZV0YzWI676IQVQrBzVQt3rr55xZgupCPmJ1XWkY3ZOX8rOTtfpgum7l2pmgZzJYPjc2W+fWAaJPS1BHl5JM1Moc5Aa4QPbe1CSomqiIv6dN8+1MrtQ62UdIsfHJkjEfZxz5q2i7L0FscgJUIIZgp1CjWTjV0xqoZDLKgtETxdKTOFOs8cm6cl7Ofh7T0rvrevBVO5Oq9PFsjXLUq6hSq4yIHkAmfSVabzNWxXcrbz2BOHZulvDXP/xg5eHc0Q0rxOEpmKt6ZH/BqHp4vUTJtjM0U+f88Qpu0yka3SGQ8u0cxZjkNTBabyNe4YbFnS91u3nBWnW1uOi245y2a3jaYr3vtxXH58Kk1fMsSOVUl+fDJFRyzAR2/puSECT01DuMl1JVcx0C2buuVQ0k1eHskS8qmUDZtYwEfY74kpzV+QgnV4ZmnqqGgILSmuS1vU8yyXdQshxEXtS4I+lY83xJXOMp2vAzCTry8u0jczBybylOoWpbrF9v6EJ3xRs3h07yRPHJljOl9DUxTCfgXHkdRMz3lxdn0/MlPCxaszMm0X03a8a9KmZjlL7M+ze2rdtKnZoFouddNl50AL+ZpJ1XDQLRfDdgFJsWZ635eahe241A0bTQiCmsBxXASe11tK6fXibURwpYTOWICAptCZCFComWiqgqYqpG+wfn2beuIcmHzjnsGOBMcG3T4XPT46W2auqHM6VaZQM9Etl9uHWlCk5NkTnqHl1ThLwj6VgdYQt/TF+ZPvHeMnJxeYLxloiuDIdJH/49M7r/bbfEewqTdO53CKVMW66NqFRkD9Am//RF6nx3F59tgc3258j89mo+h2jb9+4QyKojDUFibZyGKYLxpMZWdxXIluOYQDPj64uZNU2aA3GSJd1hleKPP469O0Rvy8f2Mnn79nkNZI4KJD5HcPzTKR9aKgP3/7qiv6uVwP7tvQydf3TF/0+IU1d7otEUhUASFNob8lzOuTeWQAzqQqHJwssHMguaIDc1vUi4i5UtIZv7jm/2alPxlhY1eEkwvVN3yeKyFdtUhXz90/mYpJIqSSqyrkaya/9tV9tDZ61xZqnlhiuS745t5JtvUlsV2XeMjHD0/Mkyob3l4vBOmywdbeBOMZT6FftxxOzJXoigdvalFMy5HcubqN9miAl0ZS5GsrqRT2OHsrTeZ1FsomruuSLRukijXeu74DTVX48svj3DrYQs200RSFn9raRUBTefVMlpPz3tks4lcZz9boiAYWgxAvnU7ztdcmifo1fv6OfnafyeFKydPH5jFtl7rp8PGdvW9aYfrQVIFCzRMonMnXL5txdS05K3LlutARDZCWhhcIuACJt26dj+l60f354hQ+1dMUqeoWNcsl6FPxaZ6jLuzTuGN1G985OMOPTqTIVA1awn7+yydvWdZABa97xbf2TTGWqfLonkk+vK2be9e18+LpDM8cm2dNR4T/8LGtaKpCqqzzk5Np2qJ+HtzYubjP6JbD13ZPUNZtHtjYwa3niUKOpit856CnX+xK734dy1SpGDbFukWxbrFQ0kmEfLw8kiER8nHn6ta3dfaeK9Z5bTTHqtYwuwZXLlB51QxhIUQY+DfAgJTy14QQ64GNUsrvX62/2eSdR8Cnkq6YDaVDh5phcXqhzFTBi/IFFBUkBFTzkmqh4Bm3qlAWBZamcjUef30GgJ/d1X9ZafkHN3VwaKrAlp7ETW8EA6zvijJbrNMVDxLxqbw0kqFSt5AIuhIBUg2DKeBT8GsqjiuXGAWu9LyctutFzgKa56yo2+4SFebzqdnnftdyXF4bzbJ3LIemCFzp0hLxs7knzr7xHBXd8l7fdpBCUDVtjs2VGWh1KBs2fk1hqD1Me9TPQJu3KQZ8Kr9632oOThV5/6ZO1rRHuXUgSdWwCftUnjk2x49PpemIBfgfH1yH7zrVFApgoDXMwcniipSKLyRbtXjhVMqbDyHIVQ2e96nkqiYSqBk2J+dKTOfrHJkpckt/grGGaI1pu6h+ldniysShbgZ2rEoS9GsoWG9pPrzP3VtTrPO+/HXL5QdH52mLBjiTKnP32jZqpsVoqkTNkmiKJ4gWC2ocmS4yPF+mqFskghqT2Rr5qkm+aqFb8yAEG7piPLy9Z8nfnmvM40Lp3TGf45k3NrrOR+Ipzve2htnQGUURAsNx8KuKt56Z9ora6nXFvSwZ23FpW0b87mbFdl0Kdfst/a536HeZyNYW94O6WUdRGo5R6Tk35ko6Pq3ER7b1kK2anJwvL9YLn52PofYItw54GWA/Opni1HwZVRH88nuHLmkEvNvpbwnRGvFzcMpCyLd+njHscyveeE6nenyBvmSYRMhHxbRpi3j3w0BrmI3dMVpCPk4vlKmZDpoimC/pzOTr1CyHD27u4oXTGfJVr53iqfkyrvQmf66gUzVtshWTxKk0vcnQJbNclmNdZ5TTCxXiIW1JHfqNwHvXtfPqmSx9ySCZisnXdo9TMZwVJ6K5eKnsNIIBhu0igarp8Pj+WXyaQlvER9SvMZGpcnyuhOO4zOTr/O9Pn+Lz9wzy0kgWw3J4ZEcvvcmQp6uj2+yfyDGd1/FrAgGMpqrsncgR9qmcmq8wX9LpbwmzZyzHTKHOTKHOYFuY4YUKrpRs6YmTrRiMpKtkqwYbu2OE/VpDdHWW+ZJOdzzIQGuY+aJObzLEhq4Yz530Sn7aon5eHM5wrKH90JO4WJflzfCPe6fYN5EnEfKxrnPlzpCrGRH+ErAfuKfx8zTwLaBpCDdZRBECISRVwyZfs8hUdGzH8yAJYGd/jKOzJdxlk7DO0R4NUKwblHSbV0ayXuuMQp1C1WRdZ/SyhvCm7viSZuU3O7cOtNCTCKIIODRdwKcqxEI+qoZDQFPpiHnqzAFVIRLQWNsR5bmTC+SrFhJIhjXqpsPZpKy65XgpMG+w+iuNZwd9Ap+ieNEB3UIKzzgM+xU+sLmLVNngTKqCbToojYCOEN5CXjMdEiEfkYCGKwVhv8Z0vsa6Tq/V0/s2dPK+DecOv17bhwJPHplj92gO23GJBDTuXJ3n3nXXLwVyLFN7S0YXeCnTtgsI8CueY0g3vc9fSmgLqxR0B9N2Gc1U2TuWY+dAAoEkHvTj0xR+9wOXF3K6WQj5VGby9bc8H7GgD4SgoluoipeZ4DYEa2xXIpGkKyYHJgqMZapIvDkM+bxa+TtXtzCWqeE00ij6WsIslA0CPpWQT10UZJkp1C762w9t6eLIdJGtfe+OtW0svTJDWOClR3cngmzvS3DLQJKHd/QS0BT+4TWvt62UK6+JuFyK4c1IpmJQrF2cJbFSLMtzngrhpU/7VIGqKPgUgQQMy8HXcLKu7oiwrS/O13ZP0hX3WsYNtkVZ3RHmtx5cv/iaTsOqvhErXq42U7kamYoXIc/XTPZP5KkaNnXzrTkrwNuT5Xn/VQyb7kQQ03bpS4Yp1ExiQY25Qp0fnlggVzVRhGRTd5SibvHySAbbcXny8CzxoEZ71E88qBEP+bh3XTum45KvWkQCKt85OEM0oBHwqW+6Dn9DV4zV7RFUId5SavXVZFVrmFWtYYp1i0f3TNIVDyKEIFvWOV8KZLkTrqqcy5gDiAU1ZN3CdOTinNQtl7miQbGWJehXiYc0bFfSEvGxUNL5j987huPChs4oL55OUzcdnj4+h217rR6FkNRMl9OpKgOtYfpbQlQNhw1dUTpjnpJ4ZyzA6YUK0YBGqmxwar5MqW6xUNTxqQquKwmoKifny9w20MKPT6ZwXO8Mf8+aVu5Y3bYkBXpTTwxN8UQgkw3RR00RRINvzyTNVk1M26VUtzDtla8AV9MQXiul/LQQ4jMAUsq6aIbamlzAbKFOrmwsNnyvnKfOqlsuRd3yegVfRm5+OFUlW9VZ15ng4HSeO4ZayFdNshWD7x2aZVtv4m15mm4GaqaNYTucmC0zmqmSLhucXiizpiOKQFKsGSQbHuC2iJ/V7RGiAZXueIDpgs6dq1uZytUYni+Ta4R3g6pn3Lru0mjYcpyd+bolMXGwXdc7JbmSsF8j5lfYfSZD2K80Fk9JaziAYRsEfQrrO2MMdUQYT1e9lC0B6bLBSKqKdCWFuklVdzg8W2LXYJKQT6Nq2Dx3coGnjs6jWw6d8QAxoXF6oUTN8Fo7beqOMdh27VKtHCkp6W/9gOlKzxFhWC5+VWFtR4Sa6aIqgpphIxSVwbYghu3SEvKxZyzH5+4e5LN3DvI3L456G5jipUNFA9pNLw70wqmFZUWBVkq5bhENqmzsjFKomRiOZNeqOKczNfw+FcN0SFe8KEnEr9IZCyEaPiNVUfCpXvpormrSkwjSFvXz+x/ezPHZIsdnS2ztjVHUHe5apkZybUeUzljgpjLkFLxa4u19cUzHS9E7NF0k5Ff5rQfX8bFbepgu1NnaE2Ms4x3+boQ6tXcapbqFLd+qewgcvMN/NKCyui1MWzSAQNAR9RMOaBycKmDakl++dxCfKjg6U2J1e4TpQp14yE+hbnLv+gEAxjIVFkoG92/oIBbQaI34F4WDKoaNpgiCPq9MJ1c16YgFLprzWsNgfCeud7Yr+acD00gJ2YrJXElHt2zmCvUlmXS+hrd5pbuLyzljGEC6Lifnipi2y2tnUmgKDLXHeQY4tVDGtCV+FTZ2J7hzdQuO61IzHYYXKnxz7xRl3eKnd/TysZ19QOPMYVXoS4b49w9vYSpXb4htvfn16kaqC16O7x6aZa5QR7dcLMe9rKMm5oeuuBfQqdvSU+sOqlR181xZmTz3/7LpUG7sJbGAiuU4zBd1HFdS1i0OjOfQVEG9IT5y9jW0hrPcr3oOpN9+cD1beuKYjssrIymeO5kmGfbxubuGmCvWeeb4AiMLZRYaXTqEIhhsDdMa9dPfCDj1JkOcmrfZ3p/krmVqxc/OlW457BpsoSseJBrQ3rb448d39PIDdZ417RFa38RrXc073hRChOBshp5YC9xYhXhNrivVusEffefYJa9XDIe94yvvU5itOsRLOgFNYSJT5ZlGy6SIX/D+TZ1vyhCeytU4MlNkQ1fspuj3aTkuf/fiGGOZKsmwj4lslZZwgJFUmb0TOdKNGu160WCuaCCAA5OFixZzTYHzsqm4hPjxZXGAmnXW5wk1y6sxO5laGhE6a3AXdVgoZ3npTPai13p0z+SScWp4gi7LUajbqFR5dTSHALriAW4fSvKLd6+mWLeYKda5faCFgE8lW9Yp6TZ/9cIZNnbH+NcPbSQe9GE6ngE6U6zTFQtQNRxPrAso1ix8miDk85QhhRBIKRlNlVjTGUcIgetK5nIXR/dWigTyjc+lZrn8ZNj7TAIqXmTStDEcm4jfx2imyon5Mi+NZNjYFWMyVwMhKNVt/Jqgajj8/kc20ZMI8sLpDHOFOlXDJhrUeHh7L44rqZvOu7oF0xNH5t7W7xsuGDWHbO2crsETxzPLP9eyuXUgTH9rhENTBUZSZWYLddoiPhZKnkMwEtCYytVRFUFHzM+zJ1LUTIeJbJX//IkYmbLBbKHO9lVJnjw8x0yhzuaeOMmwjzPpMrf0JpnK18lUDN6/qfMd1T4uX1++Xc/5uHiaEvMnl37GCt5BXrdd73uOQBGwvivOn35yG23NNiRvipFUBestru9nkUBZdxqaH+fuj7PRMRX4vW8dAbx5DfkUOmMBFEUh5FP4weF59o3l+fqeSTRF8MDGDkbSVRQh+O0H11I1HV4+nSXkV3hkRy8vnc6QKhus7Yzy8R3e+nVwKk+uarFnLItfU/nsXQP0JUNkKwbfOTjDeLbGnatb+ci2G0PY542wHJfZYp2wX6UvGeS546klmSzLCBZflvN/pW7DWLa+5PrBmaUtzQwHDs8UOTZTXOxhnKtZHG2kv756Jss39k3RmwxSM13CPpV9EzkUIdjenyDk1wj4FDZ0xgj7VeJBjQ3dcXqTIUZSZdJlk/6WECXdYkNXbNGoWijpmLZ7Q6xne8Zy5Kom71nXtuiQGUmVeWE4TdW0KdSsi+6dC89SZRPKmXPnABcYydRZCWXDWaYOWWIs49G1GkGKqbzOt/ZO8eLpFFt6ErxwOoXeOCj5BDx3YoH5okHVsLBdryNLrmrgSoiHfPyLewb5+muTXnAkEWJrb5xdA0nSZYNXR7PEQz7es6aN7x2eYyZfI1c1WSjrbOyK8UCj7WZJt3j22AJ+zas7n8zWSJcNWqN+OmPBi4zbYs0iUzUYaougKoJ40EfYr9AS8fFmbtWraQj/MfAUsEoI8Q/Ae4Ffuop/r8k7jK1/8sMr/ppj2Rp+VfKFJ84Z2FVTvunF8elj85R1mzOpCr/14LobLt3mSnNWlTNXNXj62DxWQ4BpOeViuHTamf3WAwRXjeVUTd+Is9uHBOZLBt8/vMDTRxcWDxGCxUD1Ivsnizy6Z5qwT2A7cvE1VEUQ0BQCPg1NAcNysaWLkILOeIBv/eY97PzCuftg/IsPo1sOy7StfducVTsGyFUdclWHRlYtZV1yZLYErkM8HGA6X2EypyME/M2Lozy4oZPH9k+RKuu4LmzuiSGlJwSiCEF/a5h1HVG29yeWVScu1Ez+6cAMUko+cWvf2661tByXv39lnLFMlc/eOcDWq9T+SUo4Olu5Kq+9HHUbTqcq1C2XTNnARWJYDoUamI7DQqlOtmoQ9KkEVC9WczpVwa+p1EyHmVyNx/ZPI/Hqg2eLnvjf7tEsUkqGFyo8dXSB/mSIzniQA5P5ZdfGkm7x7f3TGLbLz9zat2zdXa5qUjNt+lvO/f5ousIPjs5h2i4f2trNlt4rOy/6W8/yxAVePZPBbqSmO67nuJsv6vzh40f47J0D7BnPEwmo9CRC3DHYyqo3cJ4emS7y/HCKVa1hHtne+67fIy7ksf0Xi5ZdKRYjXhc8XrdcFko6miII+VWOzRaZzNVYKBkoAp48Mkdr2Cvb+db+acp1i5FUGSnhtdEsIb/K5p4EqZJOvmqye9QTdzoyXSBdMQhoKms7wnzytlW8OprluRMpRjNVjs+W6EmE3pQAz+KYTYeFkk53IsiTR+aYLdR5/6YutvReuXIFTRHctbqV//zECaZyNUpv50a5QlzKR1I2HF4a8ZyzIU3gUxUqpoMrPQ2AZFgjFvDzw2ML5OsWritZ2xHljz62mZfPZDFtl+l8jdXtUSazNR7a0sWp+VIj8CF4aEsXbRE/wwslkIJE2M/OgeQlRuNFJX2qsqyTo2rY7J/I0xkPrLh0zrRdXh7JUNYt9o7leGRnLztXJXEcr0tG3XKwHHnZiPD1wAamCwbThdSSxy0Jx+eW7oOO7TKV1/EpkC7r/NE/H8WRLAYQFEUQ1FRCPoWgT0NVBPvHsxiNlmkjqQoCyf7xLC8Mp8hWvDR7R4KiCKqGxVzR4OBUnnzN4tZVSTb3eDXIM4U6uuUwkqowX9RZ3xXl3/zURv7w24c4MFmkJaxxx9ClW2BeyFUzhKWUzwohDgB34302vyOlXN4N3qTJFeRUqk53ZOmi9vKI5wn+6LbuFbURSYb9lHWbRNh3UxxwQj6VNR0R/u6lUarm23Tzvws535Mu8QykC5FA1Vp6wXYlrutQuiA07h3AJX/7zIGLXqes21yr7rCOBE2A40jq0sanCCq6zZHpIrb0RFdsx+XRvZMcni5gNyLAE7kax+dK+DWVeEDjmePzCCHY0Z/kt9+/btE4+vprE+wey7GuI7JY6zSSqtAWDXB0psgLp9MMtUX4yLbuNyVSN5Wr8aNGHdI39k7xn66WIXwdjivpikWxXmpExSQCQdWyPSEzAYlQgFBYkCqbVAwLV3qHuVRJ5y9+NEymYmG7kjPpCkGfiislLWEf49kajivpjIVQFIEQ53p8nklXODlXZmN3lNcnCxyfLeG4klRZ50y6yq/cu5qN3bFzYywbPLpnEseVS9RCT8yVmcrVGctUKdZtPne3sliffyNQu8A+8O5ryYunMxRqFuPZKo4rCWgqQb/K//npncwVdc6kK7xnbTs7z2vLd2SmiOVIRtNVSrr1pnoTvxuYyK1cuOxKYjkS05bULZeDkzmkULBdF01V6Ir5Gc14EWGJZ5SMpqs4UhLI1WiPBLhnTTslw+J/efwIqbKBX1OIBzX8mtKorS2wrS+JpgoWSjpVw0a3HNJlnZFUmR+eSJGrGmzvT/LRbT0XnQ/2jefYM55jY1eMBzd28o29kxRqFu1RP5mKl9FwdLZ4RQ1hgJJuM52/MYzglVK3JfXzuh7YEjJVm2zVew9n9RKyVYPTqQqKEA2BLe8zr5k2f/fSKE8fW0C3HO5Z286+8RxfenmcbNVACE+A6X3r2/nle9dcpBVzcr7EU0fniQV9fObOVRelxT8/nOZUQwW7PRpY0jv5UqiKwKcKJrI1WiJ+fnwyRXvEz66BFl4dzdIa9lHVVy6WdaOzXJbBbHH55N89YzkUcU5M9SzpyrmsAgFoquAvnjtNb0uYo9NFJHBqrkQkoBELahTqFgKvfDLoV5kt1HnpdIbpgicKmavZ/OPukRW/hytuCAshbrvgobN5ZQNCiAEp5cUnv3cwQ3/wxIqeN/7Fh6/ySN55/Nz2JI8dXnnq85thviqJ+KBqQWdEo9KI7s4W9BWlSH98Ry9zDdXkmwFFCH56Zx+//9ih6z2Udx3LmXeK8GrWyu7FIm7xoMa11PhVFS/yL11PbMZxbWzppZIGG8rZU7ka8aCPYt3CrwoMy2uXtaknvpjiXax57RB2j+b4uV1hTNvlicNzXqZBxeD9m7pwpVwsNXh9qoBhuZyaLxMPaRyfLbG+cXi8HB2xALGgRlm36b6KLW2U6yRrYTqe0IimeGlrRuPn/5+9946S4zzPfH9fpc5ppifnAQaZSCRAAAxiECnJMiVZsmRF25IsHV2vLXu1Xse9Wtu7e1fec31sH99d32vLSZK9ki0rW4GiaEYQBEHkjMHkPJ1zV7x/VE9jBhgQAIlMPOfgYKa7p6q6uuurNzzv8ziSe+5xNDyKIF10kCRRF4nZN5pha0+MfNlgvlAloCkokmBlcxCvKrO+LUzIp3LfijiaKuFRZBzH4QdHpjEsh6OTWTRFwqNKTKbLFKsWnTGFQxOZJYlwvmLUhYkyJVfp/5lT8yiSQK6JngQ9St0q6mZH1bRJFqquTZth4XjcgPbloRSFqhuUHxxLL0mEN3ZGePa0S9MM3+bqxMWqybcPTmFYdl2ZvDPsZTh9/dXIF75StgMF3UFg4VEFMb9KslYEUmW3EzuSLGLWum9mzdnAp8mMpkqcns3j12QCHpn33d3J2bkip2fzxIOu7/eG9gj3rYxzdr5Ie9TLhvYI3zwwyYHxDIZl41MVcisvLIAcrK1rhyey7FzRSL6WmBqWTV88wGSmzF3LFO5mcxW+f2Qavybz7s0dl+3juoC+eAAQl5AVvTWwkOrKEmiyxJbuGA+tbsayHb5/ZBpZkuhvCrC9t4E/feoMiiTQFImmkId81UA33TlcajPTp2YL/PjYDL94X9+S/QzNF5nOlDlazDLQHFgipAngVd2miSKJy55BliXBx3b0Eg9OM52t1NkJAJ+8v48fH59hOlu9wPLtzQAb97p9rbuqe99z72d+1S1IGjVHCyEgXzVcNXPHvZYXxPYy5aWT73/30uhlH9e16Aj/ce1/L3APcAj3vW0EXgbuvwb7vINbEP/3h+/jd99VYet//clV37YM7P6dx9gzlCJZrDCTrRL1q3UfyFShwn/57jF2rmjkA9t7L/h7TZGuq0DSzYKWoMZo5s4o/9WAX5NoDXt5z+YO/uqFIVe5WZaI+VTev60TEFjmhd13TZGvayJsOyBqKqtCuF1i2wFJcrsMiizh9yisbApi2zb7RtPkKgYxv+bO4yeLCBwaAhoeVapbYmiKRF88wOBcgTVtYT5x/9IgZEN7mOdOJ+iN+zkxladYtTg4lnGTNOW1g46QV3XFVdKlZYPKWxELqukLUIR7Dm3DtRxzcAsVqixRNm2EECiyIOJT8CouvRDHIV82WNMWZjRVolAxuW9lI0PzRTRFJh7y8vCapcGeEIJYQGMuV6WrwQe4lls/v6uX7x+epmrarGtb2r3qiwfY0d9IoWpyb38D3zs0XU8Yf/3RAcYzZRRJsLrl5ukGXwoeTaoJi7kCcTG/hl+TKOqAwwX0+w0dETbcJt+9S2Fovli34Dox7XZvepsDNyQRXgiiFxQkXN9497t2bCqPYTku7V0WhDwKBd1CFg6WAyXD5LuHpogFNPqbAggEG7vchPfh1c3sPpvEsh02d0XRFIkP3dtNvmKyqdP9PepXaQ55SBcNehr9SwogZ2bzjCZLdMX8nJzJs6oliF9TeMeGVgbnCmzqir6mt/GxqWzdC3c0WVpSeLocrGgK8siaJk7P5JkrVOu6HrcSFgSbfKprhRkPedne18Av7uqlLeJlIl2uWzPlyyYeVaYv7ueVkRRr2kLsWtFAtmTwamuawxMWtmMT9MisbQ0tK8R0V0eYf943jleVOTmdvyARfnCgibaIj8agdkUCXhG/ygfu6WI6VyFRqPD0iXkAuhsCfHxXH4cnciSLt97nsxiyYImI5HIFmPMfU2rdYCHAq0DtloFfk6maNn5NYlVLmI6oj4BXoavBT1vMy5GJHLph4VVltvfFODyRI1WssrkrhmlbnJkrotsOhUVz0f/9Z9bx2H++vPdy1RNhx3EeBhBCfBX4tOM4R2q/bwB+42rv7w5ubTQEvYx84Z1MZwp87+AEPfEQf/rkePXFBAAAIABJREFUcY7PvbFFYl17iHTJ4MhklpfOJmiP+FjbHmI0WSTsVdn5hacB+OahGb51aJKvfHLXm4ICfSnMFV6/WvHtDEW4N2i/R6JsuNVIryahmw665So6toQ1mkIeumIBd66lbNAa1hDA+rYwFdNmZ38DmZLBiak8uYqBsehOspD6KfK1+x6ef/NaeKwhpLoCW46DR5Uo667glyRcG5MPbutioDnEUydmiQdL6KZNyTA5MZ1jJlcl6lNY1xYm6tOYTJdJFXUaAhqff2I909kyMb/G4YkMU5kyW3tiNIe8bOmOsbkrihCCFwcT7B1OsbI5eMkkeAELthQLGE+5Ahzr2sNXpCB6YCzNWMoVxFnOu/L8BPVa4fx9rO8IMpGpUq1Rop1aAFHULTTVdIVmNBmvIhMLaKRKBTSvSjzooSXs5dMP9FMxLWQh8bV944BLaYbaHNvZBIok2LUizs/e3clstkprxIumSDiOw7/snyTsU11f6/NYNEIIdq44N4O1pi3EVLZMW8RLLKDRtIhJY9kOJ2q0NlUW7BtJ098UYGPnxef2rjUU4V5nVfOchU9TwMuG9jAfvLeHTElnIlXimTMJilWTX9zVyz29F6pyL4eybnFyJsdcrkLFtNm1Ik5T6Nb2H+5u8BP0KOiWXafTd17CkvBawcEtMlqO47pJOC5F8pWRNLplE/QoNAY1bNtGkgQBTUIgXAVkIUiX3DXiXZvaaQl7mM3pFKsWwiO4b2V8qc1La5j9Y2meOTXHjhWNvP+eLt6Sq9Ia8aAt8pkv6SbfPzKD7Ti0R7189tGV9VGPgZYQA5dREFrZFOL4VA6fptARc8+tZTscn8oR8irMF1wRvJ0rGmleRthNlgR/9N6NzOarNAVVfv/bx9g9NM9Y+tZJuBamsoyqa5iZT5YYTpb4xv4J3r6hlXdsaGMuX6FiWJydz/NP+8ZJFauUDYsXTs/z8lCSnsYAH7+vj0LVZCxZJKDJvHVtC1uXme/uagjwtvWtTGfPMQV/cmKWwbkCGzsjRHwavXH/61ISlyRBR9RHa9hLpmTWFZL/9sUhcBw06eIaLLcCzo8jFopSznmPLcZCAlwxXD0MHLfr71FlQj6VUtXk1FyeXEVnbVuYwxMZ+huDdMcM5vJVgl6Vd27sIF0y6G0K8As7e/gv3ztBvmJgnCdQY4vLX3OvpVjWmoUkGMBxnKNCiM3XcH93cAujLRrkUw+tAeDxDa60fiJf4Z7/duXdYq8iCPlUvnVgkldGUkxlK5xNFFBkd/7u/DmRvUMZhpPF+g3+YrBth70jKXTTZkd/42UH7LcK5vKuCMkdXIgFS7p8TcVKkwUVw0YSgp4GL/O5KsmiTrZkuEJHRQOBw97RLMPJCjgO3Y0BmkI+zswW2DeaoWxYdIbPLcELy7h+DRXHlmNjGRbE/BqqLFMxLIIehbRkEPYqBDwyO1fEeceGVjJlA0mAabvWDwFVZjxdpmpY5AWkSjpn54u0Rb38wq4e9zwpbhD6xeeHeHUszfq2COmSwYe2u7YnC8HifSvj7OhvvECwZDJT5tlT87SEPTyypvmic8SJQrVuH5Iq6ZdFrwbXWuWZU261vli1+PC93UueP6dbfn0R9shMZQ1KVROP7HpqCxkqhvu/QKCbbiKsKRKzuQqygEzR4KWhJNmKQX88wFMn5kgWq+zob6QhoHFvn5u8HprIcHDMHUuJ+jTu6lxqLyeEIOhRqJoWY6kyPzo6wxOb2i9K19zYGWV9e2RZwZm9wyn2DLniOIrsismNJIsMNIfwaVdG/7xasBwQNZ9LIcAjSYymSkxkyrwwlMQjS5QMCxzX6uPLe0axbId7+19bgGXPUJKvvzoODkxlK2zpjmLZDu/d2nl93tg1QsSv8ksP9OHUhGzgXFHlesMBjJo68Hyhim7YGJZDUbdQZddLPmC4qviKLIh4PRR0E9tx0GSJqE+lUDX4wg9OkirqbOqKIglX+bYt4uPRtc28PJSiJexlZXOQZ2vrg2E5vHNj27KjVYok4VUld98eBSEEp2byvDKSYlVLiO3LWJudj+5GP7/80EqEOLcuvnQ2ySsjKcqGiW1DwKNgWg7vu3v575OmyjSFPPz1C0NYwLbeRsbT07ckVXrxMRs2fPfwDM+enq/pmQQ5OZ0jVzaXiHJJVYuqkeNvXhjm8EQGy4FE0eC7h6fZfpFr92fv7iRbNmgIaJR1k6+/OsF8vsIzp+bY3tdIU8jDR3f0XPQ4v/j8EC8Pp3hodRMfuffC18mS4C2rmrBsh+dPz/M3L46Qq5jYjmtn9XqUvG9WXOp75ipUL32xbbv09cX32nzZ5EzNISRUK8AVa1WD3WfnCWquF/WR8QzT2fKSTvAC/vqZU5d93NcyET4hhPgi8BXc9/dR4MQ13N8d3GaIh7xsblY5OHd5XcqFRaViOuw+m6IpqNIX9/PqSArTge8dmWFtW5i1vhABTVDU3cuuq8FD5SICUaZls3ckhSJJBDwyL9XseVRZWtIRudVRNW3+8eUx7u6Jsmc4ReUKzMjfjDg33+MwmjpHD9Rx6gv4AtLFCrIkM1+oMJMpMpUtU6oaWDZI0oWJwALF9HrBEdAQ0JAklwa9sjmAKkkYtkPUpzE4V+DkTJ4NHRH6moK8eDaBJEBTFLoaAoynSoS8Cl5Zxq85hH2uMJMiS1R0i9FUEQeQEOQrxkUpZssnUUlmcxVmcxXWt0cuatNkO05dwMy6gtkrjyIR9qnkygbNy3XtnBuTCLsiazaKLPCpKl5VJlvW0U3TFSwzTHyq7HZNqiaq7CpzejW3kHJ6Ns//fmWUZMFAlSXGUyU+vmg+buEzEIKLfh5vXdtMoWqAAxPpMofGMy5VLeJdtiBxMWsZe5GyXINfYy5fJepTb2gh0cG9VwhAlQTNES8eWTCVqzKTreDXZPqaggQ1marldqd2n03S3eDHgWXPQcWweOlskmzZpFTzrgWW7d7dihDCFVhbwItDF1rVXS8YtpuYypKEkBwiHplS1QLhzqiXdIeqadAR9RLyqkxnK4R9CoZpo1sOJ2fypAp6Xfl8oCVEwKOQKuo8fdJVsB1LlWqdXwndtGve9ctDUyQ+uL2buVylNmZQ4YXBBLmywXy+WqdaXwrns9Ks2rWjShKixhRajl3gAF/dO4YkCXyKzNf2jpMoVtFk6ZZMgi+GXMWipFsU9QyFZawVbFx2wHCiUJ8ldxx4dTTFHz95Cr8q8cHtPXWatOM4zOWrxPwaQghmshVGEkWyZR1VdvUTKq/hEWbbNl/dO0aiUGU6U1o2EV7Aiekc3z44SVU3sRwHWYB2myXCrxfnnwLbOSdImi4vjYcMy30sUzYvcO9YjL0Tly/mdy0T4Y8D/wfwa7XfnwP+4hru7w5uQ3zrc4/zS3/7Ak+dyl7ytecvKN8+NEtbWKt382zboTnkIR7U+NIndlIxLH58YoaWkJee+PLzwLuHknxt7xiaIvPExlZEjaIY8ipuhe/MPBXD5i2rmm5Yd+NqwLLdRKK3KYjPo5IsVJlMl5nMXv8ZsNsNrlaKxdB8ib+cXyrgsKzQ7HKS1NcQknALIV5Fxq8pbO6O8ZkHV3BsKseTx2eYypbJlFx6nW07RLwqAsHW7ih98SBPHp+hrzFAf3OQV0dSdMT8eBSJL+0ewbActvfF6Ij6aIv6uLs7ekUqwj2NAUYSJaJ+9TUD0eaQlyc2tdc6PJc/t6nKEh+5t5t0Sad1OWG8G0SQKBk2ZcMmHtL47KMDzOQqvDyU5NSMK/Dzrs3teBWFV8dSJAo6EZ/Kps4Iz56eZypTwaeCT1FoDcuUDeuCjtSqlhCh7QqyEDRfRBBQkSXu7WtkOlPBdtzu1O6zSTZ2Rnh0bctlv5ftfQ14VYmAR2FVc4jZfIWYX7thnqwCUGVXfVYWgnjQw5rWEFPpEtQUtptCHh4YiPO29a0cHs8wni7h12S+dXCSimGztSfGW1Y1LdmuR5Foj3rRTYuQT+WxtS2EvOpt67Fdrdy4CN61titjWi7LoD3q52M7unnxrHuN6JbNPT0x/uPb19Do1/i7l0Y5Npnl5EyObKFK0CNjWO68vaZIPLAyjhDQGvER8ansLiQJeGQ6on4+cm832bJB9yUsGCM+1VXY3zuGYTn1+eGOmA/1dY677OxvJKDJhH0qXTE/2bJByzLigNmSzjf2T5Ap6aSKVRI11eXSdRnquH6QcDuI5dfwF1RkQaFqosluYWHBf/Y7ByZIFA3+995xfv9d63lkbQvPnJrn4HiGkFfhYzt7CPtUehr9pIoKvfEAW7qjr2kB5zgOw4kilgNF/bVt9mQB+8fS6JZTT/QWyF9S7d+to/d9bXE5EdDF3DuuZBsLuJb2SRXgT2r/7uAOrhiFqsmLgwk+9Za1PHVqz+vaxnTu3HxMwCPzm29bzVMn53j65CyFqul6nkW8aBeZKRyaK9QtD0zbIeJT64vf9w5PMZstYTuCgCbzwHmB0a0EnyqzuSvKN/ZPkCxUKVRNtvU1kDg6jW7enJ53twMOTZUveMy0nWtaobxwfzCeKrOyJcjq1jCyEPw//zbI1u4YAY/C8HCS//XMWUJelQdXNeHgWig9vLqZXMVkW1+M7gbX0P6n7mpDCEjkq/X554ph88Ht3Zc4iuWxtTvGqpYQXkW6pO3Zghr1lcKrysvOBsMNy4MB90Y+n9f5z985SkfEw6rWCNv6YmiKxGPrWsmUDEq6yf6xFKos6Iy5PqeqnKVQdbv7j65tQpUlnjk1z1iqxJrWEFXT4f6VcdoiPnIVg3/eN45pu7TP89WPuxr8/NID/RSrBl/eMwZcOSVWlSXu7jmXiF/sXF8vSEDQI1MxXCXSdC15WN0WoTXioyHo4fM/vQ6/x70KV7WEmM9XMW2br+51Z60Ty5wDIQTvv7uLgm7e9irSAELm4max1wELJC7dchicy/O1V8ZZ3Rrinp4YmbLBmtYw+YrJmdk8h8fT2I7Dpq4IRydz9McD3LUlwp6zSRJFnRfOJmgJe6maNn1NQboafDy0uhmfJuPTZKJ+jbJusXckRVCTsXEFftaflySlS+d0H/qbAtzdGyOoKVdkDbcYmiItmU2/WLHdsB0OTWSo3qZMLoF73S50AJ3znlv4XcIdG/GpEvGgh//0zrUcncozl6twfCpLxbBIl6r86+FpHlrdzHy+iu045Csmz5+e56WzSTZ3RdnYGWFTl3v/ey04jlMfNzJeg4k0kijyr0emsXELJsmivuR92FwfHYo7WB7XLN4SQgyzTFLuOE7/tdrnHdxe2D2Y4MBomslMmT9893o+/+1jV7yNxQqTknCFM3TT5t9OzTE0X0QI2D+epj3iY8eKRuZyFUJetX7D2dIdYzhRrInvCDIlg6Jucmwqx9BsgcNTWWRJUDYsmsNe9g4nWdkcuuVo00LAw2uaSZV0vrZ3jMagh19+aAXHprKMpUq37Q32ZoRznTvCAHMFne4Gm3dv7uCvnx/izFyB7xycYkd/A7YNk7kSf/70GT79YD8/s8WdT9szlOQvnhkkWzb4+K4+3r2lo06zDWoKd/fEmEiXODCWYjhR5IPbuwleIrBYDq/nb24nmDaMpqtMZufQZInuBj+/+80jeBWJ6WyFkm7iUWQCmkyhapItG8iS64H69f0T5MsGmiJxaibnUkS9Li35LauaePLYDN/YP4ldowB+/L4+5vNVvvrKGH5V5r1bO4kFNHyazI7+Br6xf5JsxWD3YIId/Y23pMCgDWTLZj2ANQ3bFWLxaBR1k1jQw9GpLC+cSdDTGOC9WzvqdNQHBuJMZSvsvMi8oSSJN0USDLDMWN4NQ8V02D+e5eRsHp8q0xXzMZWpMJoqcnA84xY8ijqW7RD1a5R0q245Npur1JkW96+MMzhfpDXs5eBYhreuO8d8eHEwwZHJLOOpEgGvzGSqwormAB/b0UtXg49UUWf/WIqJdIlVLSG29TXU167hRLHGGLg2RSDHcbi9FEuWwqFWc1nm1rj4IRuomDaSBVOZEp/7p4PYDkR9Cl5NcccWdJt9oyn++w9O0BTQODNboDXs5T9+/TD5ikk8qPELO3vZP5ZhVXOITEVHEi4l99E1zRdl0LwWTs7kkCWJbT0xhBDsG0m5DYdbWS3rNsK1jDDuWfSzF3g/cHmyi3dwB0AsoDGSLJItm4wkLp/vv4CIBvGwn+FECQc3+PmTn5xhTWuEyXQZ3bJxHLdalypW2X02wctDKQIemY/t6MWnyTQENB4YaGJTZ5SKaXFyJk/Io1A1bRILdFHHYThR4sXBBNmyQaKQZEt39Ip9AG8G9McDqDWLn9aIrzareCcJvp7QFPmGdOCzFYNUsUrQq5CvGGiKTENApS3iZT5fYd9IiqlMmX//2CoeW9fK8aksg3MuHWzvSIp3b+mob0uSBA+uauLLe0Z5ZSSDIgs2dETYcQmxoZsNN6AmcVHYNpjCZiZbQUjC9U4sGXXxoMH5Is0hD+1RH1XDomradMR8mJYbbIW8HgK1Al+sRjMPaApCgCwEHtWdifur54c4NJ6hJexhTWuYRNHtmvQ0BFz178kM6RpLZtfK+A05F28EmuzOulqLinthj8ymrgi7zyYo6SY/OTHHofEM+0bTbOuN0V2z0rtc5eg3A3wylG+iZBigWhMwnMpWEEIQ8srkyyazuQqmZeNRJPyaTGNQc2cMEXVBNCEEYZ9GxOeGxQujGCXd5Mljs5yZzePgzsJXdZui7s7rH5/OMjifZ8/ZJIPzRTa0h4n61XoSfGg8w9Mn5xDCFWbqjL02xfr1IKApRPwaRr7Km6VmLXDHepZTL7YcsCyoWhZSTWnfr8nIksC2HfIVgxcHE3TF/KxqCfHSUIJiTbcjVdT5p33jRPwq/7xvnKBXJVnQaY14ODGd4//86XV1V4Ji8fLi0vXtEcZTZe7tb+Q9WzowLYdnT87y2984Qr5q3WHc3WBcS2r0+UoKfyqEeAH4/LXa5x3cXtjW28DIfJHB+QJhn8pvPb6SP3py8LL+ti/uZ0ONtjRf0MlVTBxcqnNbxE9z2EMpYdZmNRwOjWdY2RJiJldmKlMh6FF469rmerfEchzetr6VT97fhyQExapJ2KPwpT0jNescD0OJAjiwsSuK5xZVlH7q+Cym7TCbr7J/LE3FsC4QI1jOTmY5DzmAgArFO45MS6BJblLj1wT3rWrmB0dnlzwf9qlceiL+6mDhW+pRoCno4eBYhs8+vNIVZ8Gdu5clgWW7lLR8xU0STs/mmc9XaY94MWyHu5expnC3K6HKAkVyA9DFeHEwwf7RNOs7wjyy5vJnTq8nhLh+9knnw+WguNdV0Ctj1sTLIn53tnc0VUaWBIokUBWpntx2xfzc3RNl14o4p2bzNIc9VA2bnsYAqiyomHZdOf/x9a00BDSqpsX2vkaqpmsNpikSVdPGdGyG5t1gzxW6qjCVce2wihcRGLyZsaUzjJAEc7kqE5lz+gcbOmJEAxptER9hr0pZt5jMlIn6NXKVOwvYcnj/PZ186eWJG3oMAteOxaz5BmuyRGPQiyYLNEViOlPBsJ0aw0tCU2Tu6W3ggYE4B8ez7FjRyAe3d/GjYzPc3d3A+7d1kS7qFHWznrAen8oxnCgiS4L+pgA/v7OHmWyV587Mo8iCdW0Rnj45i1eVUWtFFsNy+POfnGFDRwSP6q6yjuMqWl8L+DWFf/fwSlJFnYhP5qWzaTyyw5PH56jcepfpsligR1ucS4Iv9XqEqwegSpJrY1Q2wLGRJJmgV2VbX4wDY1kiPg2voiBJNvGARjzoassIIWr7cbBrN4HFxdFI5PL0KLoa/HzqQZcMa9s2r46kaQh62NQV5fh0Fttx30+hYuFVBNlFM9A3eALhTYFrSY3euuhXCbdDfGUO4Xfwpsf77u5kJFmkMeAh4lf5+V0rmM6WeOufPH/Rv2nySXTH/OiWTWNAY1NXlBfPJLCB/eM59o/n0ICP7Orh8ESWQsXkxbMJDo6nOTtfJOJX+cGRGZ47PU+harKyOcBMtoLjOAQ8rkjW6dky79zYTk9jgNFkkaFEkUKNgvizWzsRQpAtGciyuKWondv7Gjk+ncOrSpi2hSJJaLKgvKjMLEnu4uwGHjJlw+Ri9/eY30upJri1sAVNgH4LlEAVYEVzAJ8Gk2mdgAoVSxBUHEq6Rc4A03JQZWgIajyypoWXBpPMFXTao14+uqOHiVQJISQEDr1NAd69uZPDExm+tHuEzpiPTz24gm09I3zxhVE+99YVgNud6Gv0MZy8cH749ULginV4FIHluDPhEb/KypYgyYJOqqAzV3D9GJsjPn7/XespGRZ/88IwTSEPPQ0+JtLuNfD8mTkCmsKq1hCbu2M8tq6Vey6SCL91bQsCCHlV1rWFlzx3aCKDaTscnsjy8OqLWyPdaLx3awdf3z951bfrlV27k2LFQpHcLobjgFeVaAx62NQV4YGBJhr8GqmSzvNn5kkUdGRJYFgOj68NcXw6j2W7wlq2Ax1RH7/3zrVkywY+j8zj61tf8xhkSVxgCfTY+hb6mgJs63WpnUcmsjgO9DT66WkM1Jku99+AbvA93WH2jeWu+O8EEPRI5KoWzSGNhoAH07LJlg1iAQ+feWgFiaJ7HTSF3Oemc2FUWRBbVtHuDj7z8Cr++dUJytdQ4SegihrjwSHgVehr9DE4V8C0BS1hDx/e3k1T2MvW7iiHJ7I8e3qeTEln70gajyLRHPbSEvGSKLi+5vf0xPjE/X1E/RobO6OEvCqScBOVppq6dyyg1VWFAdqjvpoCuGBbXyOtER+tER+bu8/5YD+wqom9wynuH2hie18D/+uZwfra9pm39GPb7nU98Dp1DC4FIeCjO3qwbFeIaWtPA3O5MgMtQf5+9xjFqknZunFFvTeChWLHZx5cQSTgoaIbvHg2xeB8gaBHIVXQyVcMhCRoCnnobfDjVWXyusUjq12NhKNTOVa3hFjdGsKjuBZaAa9CZ9TPn1cHsR2HuzojdEZ9rOsI41cVDk9k6IsHODqVQ+CgSIKdK5suUP/+fz+6ha/tHeeT91986nMuX8E0Lb5/eIb/+W8nSS/SINWEmwTrdm1W2HFoDqqEPDKrWyO8fUMrX9ozyly+Stin4pEFhyeyGDZEvDJVw7puxQ4Z9xhfT/h2frNEES5zTJYEqizIVSwkwK9AyXSLsa1hD9mqiWHaVHQLVRZs72vkiU1tzOQqvDSYoKjbeFWJd29s53cWjU/+h4f6+ewfXd6xXcsI/Y8X/WwCw8AHruH+7uA2hCQJ+hf5+wa8Ciu9YR5f38KTx2aX/Zv7V7dQMSzm8lUyJYPPPTbAS4OJJZ1NHZAck19/6wC/8bUDzBXP3c0TRYPh+RKqIgh4ZJd+aAteHk6xo79xiS/m+7Z28Pi6Fn71q6/yo8EUACPJEr94Xx+nZ/MokuDntnUva3lwM+Itq5tY3xHmyWMz/PjYPB5Z0N3gZ3CuWK9KOjYoqkRzyIssYCZroV9kaZzJVS545lZIgsFdtE7VrJAEMH+R1/XFAySLBl/aMwa1eSQHgWk7jCRLTGUqTGZKyLJExKcyk6tSNmwOTmT506dO8w8vj1I1Hf7bD87ws9tci5urkQQv2IkJYF1biGShgulAPODBciAe0GgNeYn5NNIBg97GAP3xAN87PEVH1FfvnBydytEU9PLSUILh+SKm41AxbFRZ4sFVTa/pkdkQ0Hj/PV3LPre5M8r+sTTrOyI3bRIMcGA0dVW2IwBZAk2WsGybgE/BtgVhn4Rh22gI2iIeIn6NX314JemyQVm38HsUjk3nODtfxHFgoDnIlp4YEZ9KV0OAXMXg8EQG24FNXVGGEgWeO51AEoIP3dt1xfY923ob2LaIAvzJ+/txcPBrChs6IvVg5Eao5A/O56/o9UqNOul26gSlqsGxfBVZcq+D3qYgn3qgj+7GAN2NAda1hdFkiTNzBYq6RVvES+sNFve6WZEpV696EhzQJDZ3RRicK5KrmEgStEf9NAZU0iUDVVHobw7jVWW2dEdZ1RbmzGye3/rGEVY0BVnRFOCFwUqNBivRFvZy/0CcgZYQGzsiVEyL588kiAc9dR2P7x+Z5tRMHp8m8/H7evEoS7/X7VEfv/SAm+Rc7Dvv7vtcnLJ4bfOoMvcPXPuikRCCbFnnk3//Ckcmsst6xt9MSbAEKLI7lrG40N4YUDEsB78qkSzqeFUJj6owXzT42H39NAQ0PrTD4NsHJ0kXdb5/ZJqKZdPg19i5opG3r2+lNx5YEje+Fh5d28zx6RxbuqIMtJzr1fXWnETu6oxe7E8BePuGdt6+of2iz790NsH//LdBXj6bxFjmM9HPM6s3bJgrGMwVDM4mKzx5fLYurOWwNC7IViwCmkSDJqiYDoosqOgWhn11bP8W7lmm7a6lCBDO8iNDPlWq+a+7jRGxaBuSBI1+jaJhIguBLEn0xv2Mp8qu9aIqM5+vsrYtxES6TLpoYFgWHTE/f/Oe9TSHvG5BFtjaE6sXY3/lkVU4juO6XqjykkTYexFbwOVwLRPhTzqOM7T4ASFE38VefAd3cCV4ZHXzRRPhqF9jz3CKVFHHsGyePZ2gOaQxtUhBGuBvXprkK3sml03MbKBqOlRNk3wpR0U3SRSrrG0N4+BQMUzm8zqvjKR5YlM7maLrt2kDR6dy/NVzQ9y3Mo7juCqrt0oiDBAPejgzV2AkWcRG0BL0cHqRN64FeIVLKU+WDCqvoZZ4u8wrvdbbGEuVKBnnlLU1VSZd1Dk4luHoVI5i1SRTMvCqEv/w8jhvWRUnVzFIF3V6olpdiCxdcimYRf3qRJcLdmIOcGo2734/HciWDBRZIlPSmc1VeHx9K/GQh7s6oqSKOkPzRYbmi/TFA2zpjrGlO8Y390/QGvZSNWzao14GmsN8YFsnjcHX/73etTJ+S8yYnr1KnXkHN6Awaxy7asFEqQUZC7Q/01ZxbJtnT88zli4jCXf+bypbRgDikz+yAAAgAElEQVRtUS8f2dlDe21+/5HVzXzxhSEUSaI3HiDi08i7fl3YjkOxar1hHtbi4P+xdS08tu7G0dgz5StbUBbWH91yMG0Ly3bq6q6S0Nne37DIE5x6gLW61e0e3cHF8T++f+Kqb7Ok2xwcz6GbVn39mkiXmM3JeGqJkUcRBD0qJ6ZzOA788NgMpuXOzv+7h1fyq4+u5JsHpnBsm7ff1cauFfH65/rs4XkG5woMzhXojftpi/go1K6XimFhWg7LEbiutOhzo9a2o5NZJlLlZZPgmwELlGavLDAcCHsVZEnCLuu1c+/6uq9oCjKZLuPVFAzLpivmX9Klj/hUfn5nL2fnC7w8nKKoWzSFPDQGNA5NZDk8meVjO3ou6/60oSPCho7Lt9y7UoynS8zlKssmwZeDS8VQRd2mHp1d5SkOjyLq66PpuB3hxSVrCTfJ1WSJzqifjV0RDk1kSBZ1hOPg1RSXEek4rGkLM5urUtRNuqJecrpFd617f3dfhGMTeZqCHh5Z08z/9+wQkgQhj0S5thB85/AUtu12199TE+wEtwC0cH2rgvp53tb72gWMxbiWifDXga3LPHb3NdznHbxJ8IF7uvjtbxxZ9rnvHJoiHvQQ1BRURSJV0NnYFWXq2NwFr72c7qThwGCiRNmw+fKeEWZzZZ48NoffI9MR87FvNMXvvHMtn/nyfkq6SXeDl6agxormIH5NZlXLucqkbTsIwU3dAQNY3xamUDGxHYf+5iC7h5Z2xSq6TUYYWI59Qy1mbgYEvSolU69ny80BFcORGE+X8aoyXlWiYlioiszja5sZS5cZS5aQJGgIXdhtkq/Rd2NBWMT133MIeGTiIQ9n5wvEAhqpok5XzMd8vkrAIy+xjpAkQUm3WNUa4tffOkDMr9303+GrgWsZT7rVdrc7vPBApmSgyjIHJzJ0xfwYllvtzpUNilV3jre3IcBXXxnHdhzuWxnnUw+uwKuNYJgOLWF37swBQh6F3sarL8xzq0KTBW0RHyNJd96zqFucmikQ9Wu8Y0PbjT68Ww4Xsxx8o7Cdc0VFCXc9HGgJMjxfoGzYFCsOEoLRZImoT6U17GUqU6YhoNER87GjP8623kb+bvcwh8azzOWqdfu2eNDDmdkCXlUmVFP3fnRtM/vHMnQ3+C9pl3Oz48ikaxF0Mc2O6w0Jl9bc3RjAsGwcarFPbf62NeKjK+YjUzbIlnRaI15UWeLj9/Xy5PE5LNuhPeraWw4nihybyvLAwDmbyoph1bx+wzy6poVC1eToZBaBuGE+5efjoVXNfOvA5JJmwq0ASYBHkamY5wrzrWEPhmkxX3Q1d1RFEPGptIQ89DeHeGJTOztXxEkVq5yYyVOqmBwYd8UyN3VF+cA9nfzZU4OcnMmTKOgEPQqm7fDimTSKJGgKud3izpif6WyZ03Mlfnh0hv54gOGEy4h6LT/vxqCH2XwVRQJFvvxr+apf9UKINcB6ICKEeO+ip8K46tF3cAdvGJIkLrrYG6bF3T0xRpIlAprCC4NzTGSuzPtyOUxmKzx1YpbhuQIV0yJVFHz30BQBTeIzDw1w8POPc2I6x97hFG/b0HqBVcJ4qsTf7h4m4lX5xV19RPw3r83GT21soyPmx3ZsRhNFvIpExazdyABFEbRFveSrJj7DxnFsUiWz/nncLDfiqwkBqPI5/0pZuOyD1oiXZFHHqgle/PIjq/mX/ePM5as8MBDnM29ZgWFaVG1Xeffz3z5KU8iDLAnesirOV18Zp1Ax6xXvN5pgSgJ8ikRvY4CRVAlwiAU8rG0Ncna+hCRcRdQP3NPFuvYIT52YxXEgUajygXs6WdUaIuJTl6ie245Df1PQFY8S4k2RBC+gt8HLSKpy6RdeAopwBaeyFR1ZllndEkRTJMq6TbpURZYkTNtBtxy2dsf4mS0dhHwKrwynOTLpqfs0V00bu8ZNK1QNIj6Vj+/qo1A1aalZezy8uvkNH+/NiCsVjvEpbrHBq8q0R32EvCqq7CbBAU1hc1fkzgzw68Q9fXGePJm4qtvsi/vxazKSJFHWTcI+lZ19jaxqC3NiKst3Dk5R1C1MB9rDHh5d28IDA03MZCt4NXfNA3cNrNQ6SYXquUB+R38jvY0BQl6lnvQ2Bj03lOVwNXFoIkvYp2A7NlXTuWGdYRnwam6nrinopavRj2k5JAtV/JrCpq4ITSEvAy1Btvc2MJurcmomz/Fpd/4/6FX5mS0dTKTL3NUZ4V9enajZDqW5uyeGX3M/uzWt4RqN1mZrTxSBoDnkoTGoEb0Jruu/fPYsu4eSOPbVjYmU2u33ajPuBOCOQLvnsSXiYXC2QL5q4VUlPrS9hz3DSRKDSYQARRKsaw1hOdDbGGAsVeKjO3oYShQ5Pp1jrlBFt2wUWebETB5VkXEE6JbLLBO4c92nZ/Ms9JoLVTcWylUMmkIeJCGwgbWtYXIVg4fXNF30+H0eGbkAiizVfeAvB9ei/LUa+GkgCjyx6PE88KlrsL87eJPixB++jTWf/9EFjz+6roXGgIcHVzXRFw/yxJ8vFdZ6IwvSwfEstXUC23FnQL/ww9MkCwa/9GA/T52Yw3YcUkX9gkT4WwcnOTaZQ5YEO1Y0cm/fzWslIwmBV5WYzFR4ZTRN1K9SMSxyVRNFCDySoFg1aAt5KRkWmZKBhFkPUherO94OCbFHAa0WUCeLRq2rCvmyTtbjergWqxYxv8pAs5+RRIl81eSFwQQeWeID27qI+lVeGU5yV3uYyXSZrkYfGztj/PTGVr5zcJqf3erOGWmyRMQjLVGOvFxs6gzjU2Uagx7+4F3reXEwyf6xNPf2N/DYulZyZYP9Yxl6434Gml3qZ8Cj8OpomlUtQTRFpm2ZmchHVrewz5uiLeK7KQKM6wUB3NPXyEjq9YtlabKgP+7n935qHUgCvyYT86uoskSubGI5DutaQ3zn0DRHp7J0xfx8+N5uPLVChF91LY4aAh46Yz6EcK2pchWDHbU1JOBRbvlu1uWgJXzhiMty0GRY3RLiVx4Z4NnT83Q2+Pj5Hb2YtlOfRzMsVxF7XXv4ktu7gwsx0BJ8w+u7JMCvyjSHNf7TO9Zy/+pmRpIlZrMVNnRE8GkyHkXCtBxWNQcxbIdCxWR1a4htvTE2dLj0x8W0WXCLiU9sbOf0bP6Cz7c1cvv2Y356YxujiSKSJEgXjRui7O6VoSPmJ+xTsGxXSPITu/pIlXR006KgWww0BWkJe4n6NXyaQtRvs6krQkvES9Aj1xW7W8JeBucKFHWTg+Np1raGOTaVZTJdYUd/I60R7wXz15u6Lp8Sey1h2w7PnJ7Hsh3G06VlrZ5eL0zHPc9eWaKo2/VrUBEQ8Aiqhjsv7PpmqziOwLBtJARV08Yw3WKScY6M5Ooo4BDQFNa2Bfn1t65Ct+FvXxhmeL7IQEuA+wfi/PjENJoikIWr32PYDl7VvffopsXvfuMwlm1jWA4eWbC+PUyhanBXexjHhvds7kCt+a3f3RtjMl3m7RtasWyHlU1BRhIF9o+m6Y8H2bmykY6Ij5BXoTvmIx70oMgSe4eT9MYDF+hfJHJlTMf1hlevgLBy1e+cjuN8G/i2EGKn4zgvXe3t38EdLMCrKYx84Z38+j/u41uHz80Lf/PANL/7U2s4OZOnq8HPpq4Ir4xkAGjwK7RH/QgcyoZNX1OA9e0RTs7k+OHR5WeOz4eNO4uwWHzrr18YpqCbVA2b1oiXdOnCYC3md7tsVdPixFSOBr+2RJzhZoHjOPzBd47x4+Oz5CoGYa9C2bBpCankKyaG7VC1HHJ6lYlM1Z0TEUs7NecnxLc6qiZUsdFtuy444uAqPY6k3BlSVYKCbvHLX3mVyUyVqmkxl6swlizxncNTxLwqZ5NFdMMCIfCPKsykK/zwuPu9+7Onh/j3j69FCNd2iNeRCB+ayCEJiHhV/vB7x+huCCJLgv1jGRIFnY/c28Nj61owLJuvvTLGc6fnaQl7+cC2Lta0ngsYHcfhqRNzjCaL3D8QZ01rmEfX3h5dkytFz2tQsS4HuuVwcrbIb/7LYUDgVUGRZVpCPryqQFXcxDjoUWmNePm57V31JBhgIu1auo0lS5yeydER8zORLuFVZba/yXxtVzYHLisR9mkKBd3iD793HN20ETj87QsjtEZ8fO6xAR6u2XVdrqDOHVyI9e0RAh6JwutYpxZgO+6aWUmW+YN/Pc69J2aZy1U5PpWnq8HHrzw6wFPHZzkwlmFNa5CH17TwxKZ2SrrJv+yf5MXBJE9samc6W+HAWJp1bWF2rYxzaibPUydmaYt46yyJ2x2mZVPWLR5e08xEusTTJy8vnrnaqFhwNlEC3Lgg6JH5ncQRvIrEaKqE7Tg0BT2saQujyYK7u2MkSwaqLPFTd7XhUWS+8IMT+DWFtoiXE9M5jk3lWNUcxMHh+dMJLNvh6ROzdDb4effmdla33nzFLEkSbO6Ksm80RUvYw1TmjbOKFqNiAdaF115Rd/BrMpu7ovQ3hQh4ZBRJYkNHiDOzRaazZSQcvnN4pq5L4kB9FrhaNnlxKMPuv9xLa0ijYlpkyxYjqRLPnUnWZ3ajfhlVlpjJVciXTfaOpChUzAsKY5osQAhmMmd5aSiJbjq8Opoi6FF5YTCBLAk+tL2LVS1hPvdPB5nIlGkOedja4ybJ3zk4RaakE/Kp7Oxv5PRMDtsRbO2J8ukHVyxR8c4vmnX8yu6Ryz6X14Ia/ZuO4/wP4MNCiA+d/7zjOJ+9jG1sAb4EhBzH6a099gTwe7if2dcdx/nj2uN/gmvNtN9xnF+7am/kDm4ZzOcvXGCKVTf9GkuW+OfP3MfTJ6c5Opljc2eMTd1R/vr5YV4eTpErm2zoCPMrD69kx//1JIni5aVt568/NvDtA5OsaQtS1k02tEco69YSkY13be4g7FV5aSjJvtEUPzw6xZ5hN0H/0a/dT09DgLJpX1Ddvp4YTRb53uFpnjw+S9W00C2HdNG1JgCxLBXHlfxffnu3QxK8GMZrvCHDBsO2GU6WqFrnuuELCubJfJWKadeqwg562eCp4xcGK7bjkCi+fsEs24F02WDvcJrpTBUhwLIdpjNlHlnTTGfMz1y+ypm5AomCjmXDkYnskkQ4X5u1Atg3kl7y3JsNz566UFvg9WA6545nSAK8isu2CGgSUb+nLhJzV0eEdMmoU/8ADk9k0E2bvSMpNndGOD6dp7vBT7FqMZosvak6muPJ0mW9Lls2yZdNNEXCcdxrTpEkZKnC7rPJeiJcMSxeHEzgUWR2rWhEuknmCm8FjKdLbygJXgzTgfF0hekDkzVPVUFx1uTbByaZTJfJlnWOT+ewgZXNQSQhSOTd6+nkTI7TswXKusXeEdfZ4chkFt20GU2WSBarV6ycfitiOFHk7HyB6WyFn5yYo3ITKFXaDuQqFvnKuY6oAKazFUq6SaFq8fxgkqaQhyc2tpEoVDkwlubAmBsXRX0qiUKVsVSJsm7xyJomgl6VwxMZTs8VmM1XMS2H333nzbkG/ubb17B7MME3D0xwYCx7zfdn1hSoddMhX7E4M5vj1GwB07TRLZvWsJdsxUQS58Q5LwYHmM7rSx4oGeeu986oD8O0mc5UsB3qM+DnQ7ccJOFQNS0m0mWKVZOSblE1baqmRWfMzz/uHeOuzijZsoEs3HV5IlXCsBxGU0Vs2/XgPjiWxnLcAT3rYkFnDbJ8+Wv5teBSLUgJ7nsD2xgEdgCLea+HgPtw4+5nhBBfBFYAAcdxHhBC/IUQYpvjOK+8gf3eEuj97X+90YdwU+ETD67kxeFXlzz2lT0jPL6uhQ9vd61bTs4UsWzB0ekcD65u5h13tTGSLBH0KLRHfBwZz3BPbyPPnEpQMS99c7eBpoBCrmJSy7mpGDZjyTJl3WbPUALbsVnTFibsVWkOexlLljg7X+TUTJ7xVIn5wrlF5m1/9gLg3iQeXhXnPz2xvt6tSOSrnJjJEfKqbL5C2o9lOwzVxJDiQQ/JQpVXR9N0N/qXTW5OzuTRTZuuBh9jyRI+xSHklTAsd25HlSqYtnNROpy2aIb2VobEgl3BOcgSNPpV5gpG/TWLvykybhVYkURtLkZgWw5hr4IkC3ebjkPVdrBt1/sx7JNJlS48YVeFcqjJrv1X2WA2W0VTJPaNpOmM+WkKeurKnK1hzwWqmUFNoSPmYzJdftOr5+qXuOFeCVyBLNc30XJcMRJZEnUKKALaz6Nu3tUZ5fnT89zVHkFTJLb3Nbg+wapM95tMDGssfflaD5KAWEDFtJx6EN4UclVJF/DqaJrDE26AGg9pb+qCz5Xi5NTVDeylGhNmQUW9we8WhtzPzkEW7rr0o2MzNUVgjWLVYnVrGIHg4HiGgeYQkiTY0BFmJlumNeKj4U0wyqGbNt87PM1kpoIquefxcuKY6wVX9Kw2BSog7FMJqDKFqoUsAMdhRVOQrd0x0qUqu88KNFlibXuYo5NZDMthfXuYde0RHlzVxHOnffzTKxMUqiZdjTe3vVlLxItXlQloLo35ekCV3dG2fMWkWDWxLJfJNpevYCM4v94X0CTiAY2SYVLUbUq14zw/Dln4s6hf4ZG1zXxj/ySK7ApcCVOgGxa2c+51du1Ygh6ZnoYA9w3EOTSRJVXSUSWJmF8jWzboawpQMSz64gHmC1VWt4QoVC1sx0QWEgGPYKA1REfUR0PAQ9Sv8ta1LRd4OnfHPIylXZbipx9ayW9d5vm6FtTo79b+//s3sI08LBWNcRxnbOFnIYSFe453Ak/VHn4KN3lekggLIT4NfBqgu7v79R7SHdzEeGRNC0ENFuWVJIsGw4kimiLjOA4+1TUeXxBG6W7w85tvX40Q8M39k3z5pRHSJQPdcpZc/K8lzmLjzkiMpUtUDRuBmwANJwqcmSnwpT1jeCR4z5Z2HlnbylMn5pjOVtAUQeUirUUHePp0gtl/2Mfb72pnNFkiXzGomq7he9irMJEuM5kpc//KOF2XoG0+d3qeg+MZVFnwC7t6+cmJOSYzZY5P5+iM+V1p+0XY0BFhLFnig9u62dnfwN7hFE+fnGM6V8GjyGzoCCNwODqVw7SWKhFLwJqWEIenrszr81pBk9yKtOO4n6Fas6o5n64tcBdCRQGEwDIdmsJeMsUKsYDHFSO6r5euRj9HJnP8w55RsmWTXSsayRR1XhpJoUqC923tBATRgEp7xMuZ2QIPDMQZShQZThSxHeiK+dnSHebUbIGmoMZkpsJzJ+bYO5bh5+7pqB2PIOQR5KqXn4D5FdjUHWNFY4CXR1OsaY3wH962irBH5c9+coY9epLRZImD42keW9fC3pEU6ZLOJ+7vW+IZuwDdsvEoEl0NPta1vbmTg4j39YnarWsNEPVptEa9pAq6WzwLebi3r5H9Y2kmU2WQBA0+hVNzRfrjAe5bEb9AiGxzV7ReADMs1795PFXihcEEB8bSS1RUb3dcTo0toAq6Yn4eWNXMb7xtdZ1mvnDuFiNaEyyUhKt+egeXj5dH0q/7bz2yoL8pQGNAY0tPjBXxEBMZt0hsO9DTGOB9d3fQ3RBAFoKibvLc6QSnZ/MEPUrdPmcBHVEf9w/E65/vmtbwm6qooZu2q5Ys4MO7ennv1g7+8LvH6xTla4XFsdLin5uDClG/h0RRx6dK+DWFrpiPimGzuTvK29a3cXImx/NnEqRLOj+zpYN3bXbvf++8q5317VEkoDns5bkzruVVR9THvf2NeFWZx9e3saI5iG7arGq5uT/nFU1BPvvoKta1Rfi9bx65Ll7OharFmbk8TUEvLSHv/8/ee4fZdd/nnZ9Tby9z505vGAx6JwES7BQpkZQoUd2yim1FlhLZXufJrhOXXSdP4jiJnXXK2t5kY1tRtLFXsiVRsiSqkhSrSAIgQYDowGB6n9vr6b/941wMB8AAGJAYEIDwPg8fcG4555577jm/b3m/78tcuY7rQSSoEdJkZFkm5bjMVyxWNUf45O4e9g7laY7qRAMqTx6dxXZdqqaL43pEgyrJhjWfLEv81sNrKRvOgnXRHaub+b33beSZE7MIIfHAhhaeOzFPpmxQqDvMlAyqpsOrI3m2dSfY0Z1kqlBnqlDDdAQy0JkI8bvv3cCJmTJPH5ujZjkcGC/QmQwS0BR+9Z5+NrTFL8qY7G+JUbM8wgGVqrH8b3rF1DUkSfoe5zc1ivid4r8QQrwlwrwkSe8DBoUQZUmSksDpRdvefO7rhRB/CfwlwK5du955rshNXHFIksQrv/8If/zEYf5m35uiNgeH89zyh08C8IV7+omHVD56axfZisnf7hvHdj1uW5XCcvzB/jMu4QIIKNCWCDHQEuXFU/PYS1xT2apNtup3B9vjwUbC6mE5b/7wTQ/+7rUpvrF/ip6mIIqs0JEMsKUrxstDhQse05GZKkVjAsNxkSRoiQawnBgnZkp8/9AMLdEAB8YL7Oz1rVJCuspDG9soGzZHp0usa4vRmQwteNKesWGJBf1LPqQpaEtQR7qSIf7hfauZKtR5cTBD2bIJaAp9TWE6k0GGMjVmSwaK7PdMJcBz/Q6xByueBOuyP5e7FFQJ0rEAfakwjucxWzSoNNrTrusRDWlkKxaqLFjMCpIl6GwKEdZVTs2VEY0OhIdMvmYT1BU2dyf5l985TLZq0ZkMc8/aCHbjuD9ySxc100FTFfrTET6zuxe1EZC9MVGgavoKnpLkv7YzGWJNa5xoUCWoyjx/MsOmzjgzjdlHx/OwLpPWZnlQMhwmSya3r0rTnQpTM11UWWZzZ4ID4wVAomI4HJsucaBBPds/ml8yET42XWJo3rd7ODRZ5I7V166w20pjbJl03MWQgNFsnXzIIRrSWNseZ2dfE3uGspyaqwASmibjeoLRfH1hjuvetRf3Hj0T6L98OstM0WCmaLC5M0HqHRynuNbQFAnwuXsH+OD2TmxPEKBB21vikjrz3WmKTPpteGL/PGIid/n+2o1xQbqawvxvD63n4c3tZz3/xMEp3pgsUrddDMu35pNliVhQ45HNbWzpitMSCyzcXxfj3CLHzxUaDCDwGSe7V7fwvq0d/PXLwxQvIyG4XJxxkQioEgI/zpCApnCQR7a0Ubc9JEkiHdGomh6RoMInb+shHtLZ3pPkF2/rPe/alCSJ/nRk4e9HNrfzyHmRPQy0XD9MpXRUJ1+30DV5Qc18JSGAYs1GQkJXZTzPVxBviwboToXZ0BHl2LSv1LypI8aLJzPMlAzmSgYf3NHJnQPN5KsWo9kKtiN4ZGsHFcPmhVP+TG93MsxrY3m2dycp1G0+f3c/J2bKdCXD3Le2BVmW+PTuPmzX469eGCJTsZAlCU2RkSWJdW1RbNdjslCnuynIrlUpPnxLFwHVV/cPaDKqrLGlK8HRqRLxgEosoF1ybFCRZQKaP7vMOymWtQhDQAvwtcbfvwjMAuuAvwJ++dw3SJL028D7ga8IIb6yxPOrgd/BV6UGKODbMtH498KZxU3c0IgGVHasaj4rEV68TH/pxWFSQT+o7UgEma9YRHSF770xhQxs607wylB2YdhVU2RWpyN4QpCM6MyXLy7QUq0bKIqC4y1NafUEjOYMmkIqiaDK6pYI/+7DnQgEf7t3gkPnJJAyfleuZtjUHEHddNl4X4xj0xXmSgbPn5zHE4K9w1k2tsdZ2xajIxHk4HiBsuFwdLrEr98/QCKk4rge96xJk6mYbOyMsa49RkssQEBVlvikPl4czDCZr/Nfnx3Edn1a2vr2GNmKiesKbFfgXoQivVKIh1RyVWfJqqrTsADKVW0cz1uYW5bwk92uJpVM2aR+zmiMK/zzk62auI3zVzb8/9cDKpP5Or/ypT3kazaKIqMrCn/8sW1MFw1+NjjPnqEc4YDKJ2/voWa6/N2r42zrShIPqfyHH5/AdDwe2tjKh27p5sdHZjg5U2YsV6M5qvMHH9xMtmpRNvxFC3zpf/MyydGOB0NzFWYKdV4eyhIPqvzg0BTJsM7n7+5na3ecPUM5pooGkgQbO+I8fXyW5rDOdLF+nlJ0ZzKEpkh4wi+OXAxV05/FvFED0VhIg/zlBf0CqNoeVdske2KOSEDlW/vHUWSZeEinNaqjKDID6TCTBYOa7RDSFf7jT07SEtPZ0plke09iyYAfoCcVZrLhnXqmuHUhVEyHoCpfcFs3GqYKBkPzZf7oB0fZO5yjJRZYsNL46K1dPLL5bM/gpVTSLwYhBGXTIRZQf65sxM7FrX1x9o9fXsjlNuZNRjJVvrpnhH3DWd6YKJGvWbRENdLxIMOZGq4nKNZsbulr4tO396LIEqoiYzkef/HsaRwh2NKZ4IENrWfZvL1VlAybiK5eM96zl4uAqrChwdwZaIny1y+Psud01q86rDAEYDS6erIMmiyBDA+sb+PAeIGXhzKcnhP0psJYrsJX947z6d29xIMa2YrJ11+dwPU8PnxL14Ja9I2EakNvY+9QFvUq/r5sD+YrFvIiYdcjMyVyNYvxfI3TcxU0VWaqUKczESRXtXA9wTdfGyesq5QNm/F8Hcvx+Pq+cT6+q4uWWICQrmA5HvNlk4m8L2z1zf0TnJqtkKtZDO4q8/l7VjNZqNMU1vn4zm5GMjUU2WfdSJJvtXT/ulaeOTFHQJO5Z0164TpORwN8/p5+hPA9xF8YnCcR0tm8DC2M33poHY/vH2dzR+KScctirGQifIsQ4r5Ff39PkqTnhRD3SZJ0ZKk3CCH+BPiTpZ6TJCkGfAX4B0KIM87ULwNfBL4OvKfx/E38nOJSgXjOgG/uP9sGpT2u09ccYXU6SkciyEi2jsCvWH96dx/PnphnpmiQKVsXTUvKNgSFh3sJffx83aE4UeT1iSLfen2KO1en+PLndnNqtsz/8+wge4ezCAHv29KG7cFPjvpCPYbjUbMcJAmKNYuK4SeDVbNGc0hjQ0ec9niQE5pC2XAIqr5FyKsjBVRF5uWhLJIkIUnwydv8Rehi6Er686FO43hcAZlynXzNQVcVWmMa+bBU4VYAACAASURBVIpF/SrPA19KRMofizo7TT5zRmZKxpKdfYDpfB21UdUGqFv++7y6gwPUHT97DsgSQgiePDpLtmoyNF8hGdZoCmkcnihydNqf5f7jN46Rq5kgIB7Sydf8Tv182eTgRAHXE9Rtl8G5CquawxybLrO6xQ8CXE8Q1iWM+uWVGeqOoO40GAC2/xtpiQY4PFVkW3cThZrNXMnk71+f4pO39TRmUSWePznPL97mj41YjserIzlCusLn71mNQJwl3HQuDk8WeerYLNGAyqdu770hLXz6UiEOT5Xe8vstF6yaf16CqoQiS7hhHdNxAJnffGCAuYrFM8fneX0sj+0KXh8rUDK6eGDD0n7A/ekIuarJtu7ERe97r4/lefbEPImQxqd3916RpOGdRGdMY6p8cZEXD/jKSyMokoQrBMOZKsmwTksswBMHp0H4xaaNHfHzLO6Wg++9Mc3puQpr26J8YFvnWzyS6x9r2xKXftEF4AHPnczy7MnswmPDGYnupiBCSDRHdYYzVVwh+MiOTqJBDcvx+LOnBzk9X8Z0PAzboyUWYNc5jJa65fLqaI6msH6e9sFSeObEHAfGfArmJ3b1XJfFDU2R+Ef3reb0XJljM2WeOTnHSK5G1bh6C7QH/noX1kmGNJ45OY/puAQ1ldmSwVzZJBnW0RuxSTyoMVmoL4yJjWVrN1wifGiiyNPHZzkxU6ZQswGBKl15/9+LYbHEhevBRMFgpmT4sZLtcXqusvB8tmoxXzZRFAnhiYV4STVs3hgv0p4Icmy6zJ8+fZKWWJBkWENXZaqmw3i+juN5/ODQNPGQxvB8FcsVfHhHFx2J4MIY35mY4fZGF3gpLG7SPLhh+W4VPU1h7l/Xetm/o5WMWlokSeo9M9srSVIvcIb3ddH2miRJPcD/ALZIkvQU8AXgU0A/8OXGjepzQoj9kiQZkiS9ABwUQuxdoWO5iesAj2xupyWqMl9ZvuLuTMnCcgTt8SC39zfTHvc7db//gU24nuDodImBligBVebodImL6U8sV6Vxsf3OS0M5PvOll0kGNUqmy71rW+hIhEhFA4znaoQ0mbLp4gnB8ZkyIU1FU5UFMQIBzFRMPM9boN6OZKv0psJIkkRAkzFtD1mSqDVUrK1LiGhUTYdbe5sIajIvDc7zxkQRgcByRMM/V1CsO8sSxVopH+FLbfdcIStX+AHSYmjymz56Dj7F+8widUYoKxqAgvnmPmNBlb7mMEcmi0wXDWzPQ5MlxvN1pkoGVdMlosu8MpT1xV80hc9ubONTt/UigDfGCwud9Y5kiHVtUSYLftV1vNF1lCWovk01Vg//PGVrFqfnK6QiOkFVQZYlJvI1/t+XRgjpCsmwfpa9yL6RHHuHc4AvaDJwCXuZsVzN91M2HLIV64ZMhCevoO2FEH6xYTRfRZUkVKWIt98jHtQ5Nl2kWHcWqua56oWXye8enKRquozn6/za/QMXfN1og9ZdrNvka9Zldz+vNdy9Ls03Xpu+5OtMRxBQBI4HquKLk4U0BdPxePLYLOO5Orf0JvnsXasu+zsZzfh1+NG3QJm/kaC8zYTx3Pu34wmmigbNkQCu8BWDVVmiaNhMFOqosu9zWqhZ2K4vXhjWFSbyNbqSoYUE9sXBzILifXNUv+T5HWmcz6mCgel4122xyLBdfnRkFs8TlGs2nhArtwBfCAJsx8VyPEo1i8mCQV86RHsiSG8qjCL7fuirmn3q89rWGCdnK9iux+bOt15YuVYxkq0ihC9e5gpBUFFQAqwoXX05WBwCViyXU7NlbNdbiIfcc2JZy/GIBFROz1UpGw6m7aIpCjt6k6SjATZ3xhnP1zk+XeL0XJWv7RlHVSTqjW3f0tvEB3d00hzRebLhlFE1HT56a/cVPS7/3l7j4HiRL9zbv+z3rWTU8k+BFyVJOo1/OfYDvyFJUgS4qJCWEGIcv8O7GH/U+O/c1960TLoJAIKawr5//gh7TmfYP5plS0+KP3ziCCdnqxd9n4KgtzmC6wnaEyG29yToSIQ4MF6guylEOqozX45x5+pmvvTi8LJN0SO6Qs1yL7kOLf58x2fKdCYCPLSxjWhQYU1rlFNzFXRF4nsHpghoCqmwTnsiwGzZRJIkwrqC6fhdpMe2d7KuLca+kRy6IvOZ3b1M5Oo8fczvYN7b2bKk0qwn4DsHJpkq1BnOVCnWfCW/e9a18Gv39/Ovv3+c+ZKBIknIskR1GccFK7cGX2q7Sy0z5jmJuzjXAku8ud0z/4YDOlXbAiRUGTxPcGSqSEBVKFsOjuOhqzK24+G6HrNlg0RQxxX+bFtIU/jEzh5eGcpiuR53DaRIxzrJVEza4yHCAY2xTIWy6eG4DU8/8ZYshM+CLPkT3Ios8VyjI7izN4njCUZzNeZKdZrCAX7nfRvYuqhrEmy40EuSP0d+Kezqa6JYt2kKa3Q1Xd9J1oUwmb/4/WO5kABfGFrCdgQ11yFYURjT6jhelfmKSWs0wN0DaU7OlTk4XuDBDa1LzkWFNIWq6RJUL86Cub0/RdVyaIsFab8B/FSfOnzpJPgMAqpMXFNpi+kkQhpdqTCTed+2RZZ8gaxzi2PLwb3rWjg0WWR7940XuF8OJguXPyN8MciSb/uSrVqkIhrr21OkowFOz1V5bTSPYbtEgyob2uN0NoXY0Bbj8f2TRHSFXatS3LfOF407c9+SJemi4z9ncM+aNHuGcwy0RK/bJBigXHco1WwcIfwim+yvWSstHh3RJExHvNnlFJAM6xydLhHQFCK6yhfuXU0sqHFipsy+4RyvDGW4Y3WawbkKu/qaWLVoJvhcZCommiyTCF+emF3ZsMlUrEYC/s50+W9blWIsV8MTEAmo7OhJMpyrkgq7jOXNZceSKw1FlnDFmxzqc+snlit4fSxPOhpEbbgc3LE6xQd3dOF6gp5UmL5UmNFMlZrtUrdsmqJB2uIadsNrtG65BBIKQU3BsN1liRPmqz4TU5bgh4dn0BWZ92/ruOB1eiZ+0RrMq+VixRJhIcQPJElaC2zA/16PLxLI+r9War83cRO7B9LsHvDJB9/9zXuZylX5ja++xvHZ8yv4QRVaEyH602GmiyaZsslPDs9iWi7HZ33KSDyoNhZhjdUtYU7NLa8TsJwkeClMFU2eOj7HXQPNBDWVtniAXNUGSVA2HPJVC02RSUV0+pvDBDQVEMyXTb66ZwyB4NWRHC3RAAG1i5Am4wrobgpfsGNXtx2G5qu8MpRhvmxiu4JYUOX4bJknDkwwmn0z6DHdG8AfCb8LfC7OPV+piE6mavtUZgeMyoUp8kHdoW55OK5JSPPtCNZ3xPkPPznBnuEstuP5thEBjVt6krQngvzS7h6Kjax3vuFhXb+YWfEy4QqQPA/H9IgGVJ4/6c98z5YMTmequK6gNeYwnKmyrdtXJPY8X119c2eM05kaPz0+x2PbOi8agLTGg3zq9htXjV9waTr+5WzLdASusHE90GSBKkt0NQV5+XSW2aJBvmKRqdoIIRjP19gzlOW9WzvO29ZHb+1mNFu7pH1SZzLEZ3b3XZHPfy3gMtyTsFwBksux6QpIkJipsCodpisZYn17nDWt0bNEeZaLxSreP89YygP97eCMx6zteoxkqkhI3Lu2haeOzVIzHQ5PFalbLobtUrUcTs1WsByP1S0RVi9iT9w10ExLzLdYWY6I3Nq2GGvbrh/hpaVg2h6/8603GJqrENFlRnO1q2ZjWLXfXBE9oGy5SMJDkaBqWDx3Yh7T9nh0Wzv/8ScnOTRRJBJQ+PTuvgXhqE/e3nNe575k2AzOlnn+VAZZkvjErh7aE8sr5pmOy1f3jFGzXDZ2xHnvlvZLv2kF0J4IcsfqZizHoz0RRAhBpmZxYsa4dpJgCZojOpbrd/E1TaG7KcSxqTIeLNghFWo2a1ujtMUDfHxXNxs74nzztQlcT3DfuhZ2NZL+bNViR1+KX7mjj6mige14NEcDbOqIN0S0eslVLfpSYeqWA/iJ9bkYy9b49uuTCATdTSFmin76ODhXueDIw8Ob2hloqdAWD15WUWuleWw7gVWN/WyTJAkhxP9c4X3exGVgOZ7EI3/8/qvwSVYGQU1hdVucb/z6PXxz3xh/8P3jgH9hJ0KqrwjclWBdW4xt3Uk+9z/2ka+ZPL5/nK6mMO/b3E7GcQlqCiPZKnesSjGSqV1w1nQx3s59bq5o8KNDMwy0RUmEdN+Yvm4jhIfpCkzXpW67bO1Ksrkzzu7+FHtH8hRqFvvHCr4iX76O4wk6EkHWt8ewXY/bl1AIBn++WpElv1vlClRFJhpUmchVKV7tQeBrCMenK2clzBc7p/maheP6quGaKtESCzBTrFM1XbIVC0+A6XjULZfxfI1oUKVYOb+ocqWK12c6ARXDIRUOEA3IvFEyfD9j2U+4XxrMUrMctnUnmczX+c6BSWxX0JUMMu3B86E5Htu+9BzPpeB64roVnzmDK/3pHQFOo3XieOC4LsmghuP64wum6zFXNogHVeJoSxYhRENitSmsUTbs8yzQLgc3wjm6EAxHYLnuwuyiYTlENAVNURier1Ko2UQC6oL91I38XawEpBXg+/ijN1CzPE7Nlpgt1dnanWCubDFTNBrnSCZTNomFNKIBlfZ4cKEbDD4TZ317DCEEVdNBAHMlg95U+LIE466n34PhuJRqFkII5ivmVUuCl4LtCn66aPYb4OBEka/tHcMTAsv1qNsuTxycZqAlQm9zhNmSQSSgLmiXTBfrfOPVCcayVcIBlaawTrZqXjARzlctposGA60RAqqC7YqFgnLpXHXMqwTH9RjL1ehLhdnQHsMT8L3XJzg0XlyWDdzVgitgpKEALwHpgITeUF+uNn5IHv6IyWi2hq4q1C0X1/OvEfC/44c2t7GjJ4EnJNriATRVRgCr09GzEt1ESCMeVPnqnjG+f2ianlSYf/zgmvPmejNV06f3449AqA3BvDO6DkIIxnI1YsE3C1666ms/XC5W0j7pr4EB4ABv2v8J4GYifBNXHbGgxufuHeCzd/fzRz88zo+PzOAJeGBdms/ds5ofHp5hJONXmGuWrzg8kq3x+P4JvnDPKr5/eJqDE76y8209MaqOP/9RWyGDdFuAsF1qlo2mqKxt9Rf2mZLBoUlfuMcV0NccYntPkm1dSZ4+Podhu/Q1hzBtD9vziAU1KqbLurYYa1ovPO+pKzKfv6cfVfaFZop1myePzFD4OU6CYemu8YWw+LdgOoLXx4tnGcv7j3tossPxmSK26/KhHed3+y4luHa5cARkqwb7xzwc10/EkSCqq0wWquiqzGzJZL5sMJzxZ5qKdZvpQp1XR3P83b5xtnUn+F/fsw5Zkvj+oWmyFYuHN7ddUJTi6FSJJ4/OEtJl1rREiQZVjkyVSEV0Ht3acc0qTHueYCJfpzmqr/i8swAGM3WmXx4Byady2Y7AtD3Kwuau1c24QviqnskQrid4cTDD8yfnKNVspku+ddIv7OpmTevZHa3BuQrPnpijuynEI5vb35yfPDXPT47O0h4PMJ6rM1s22N6d5JO39541K36tYKpQJ6Qpl7TNuBAWC8UIYK5sMTRfoWr7XpODsz5VM6SrvDKUZa5k8PGd3Xz+3tU4rsdro3l0VWZHT/KyRZSE8H9LibB2SXHC6xGz5Ss3O38uPMBwwajYPHsiQ0hXcD2B63oIPAzbQa9Y3L82TV9zhHzNWgiGh+YrHJkqMVWoUao7nJqr0J4Icnt/aklxs9PzFb784jCG7fJLu/vY3pPkT58+yeHJEjv7kgQ1hVQkwPu3XTv3rbJhU6jZdDf5s9GRgEpAUzBs56rY81wuBFA0HFQFVEkmoiu4ntcYUYBnjs/zs8Esn9ndSzKs88rpLE8encGwPToSQbbfkmT9Bbr2luPxt/vGMWyX1XMRPrSji2hA5eFN7Yzlauxa1XR1D7aBJ4/OcnymTM1y6GwKoUrw7OD8NZUEnwsBZCs20YCNeQ4zTcJXoVZl+NGRGR7a1MZdA80cnS7xrf3j/OcnT9KbCuEJwdB8lZDuU8HXtcfOY42dnq/w9wcmqRgOqiwxma+fF0ts7oyTKZsIwHJdCnWbRza1LVznLw9l2TOUQ5UlfvnOPpLht24huJIr/S5gkzhTvr6Jm7gGIMsy//Th9XQ3hXA8j0/s7GVw3k+AY0GNW3oTvDyYoWR6fuBUsfhvz50mtygh3DdeJqnD+zZ3UjJsXjw1T/3KsCfPgiNgcLaGB2TLddoTYZojOk0hlYrp0hLT2d3fzNbuBCfmyoR1Fc+DQt1iKFNlbWuUkC7TFveFKha263pLVsYjAT9Z8QRUDQfTuZZv2dc+zghuLYYroGx5lEyPTDnPx/7sZ+e9z/GufCBTNFzKRh2tIRwkhKBo2BybLpOOBulJhYgHNYTwqYkSAsfzyFRMyoZDqW5TNlzS0QA1y2Yib3BsusQ/fnDtkvTck7NlPCF4Zcj3u50vm/Q1RyjUbKYLxiUpve8Unjo2y5GpEpGAwj+4a/liG28H1UYBJRFUsN03xdpeHSswlKmSjgX4T5/YwXSxzoun5jk0UaRQsxc6Hg+WW+hKhs+quj9/cp4XTmUWrLL6miMIIXjijWlOzZb58ZE6miyhyDLZioUiS3zx/oFrJtAHODhe4KfH51Bk6YrQ7y3Xn4+3PQ9F8pkvr43mOTRVJKyr1CyHoKbwo8MzfP7e1bw+XuCl035nK6gp9KTCl9V9f+l0lr3DOXRV5rN3rXpbnftrEecGyisFV0DFdFEkCGkypuPher441KHJErNlk2PTJT5zRx9rWqP86MgMhuXy6miejkSQ4zMlinWb5qiO5wlqtnvWudg7nOPgeIFi3cawPT58SyffOTCF7XpMF+vct66Fo9NlhuarPLChhVt635nE6gxqlsPfvDKGYbvc2tfE/etaEEJw10AaTwj2j167LqIy0J8Oka3alEyHkuHQHNXJVW1qpj+elY7a/M2eUSYb4pE7ehLEg9oFu/meEGfNoZ7Bps44m5ZhufN2YTk+i6ctHjzr/lky/E70GxNFBucrjMxXMexrPx3yANvxHUpk4f+tKRLJkM5s2aRue+wfzfOnTw8u2HIemigxXawzOFemwfxFlX39mrZ4gK+/Oo7jeiSCGhXLYSJfJ6TKTBsO23uSZComX/nZMHevTdORCBENqOiKzLs3tjFXNvg/vnWIqukwXaizo7cJXZUpNYJuxxNULZfk2wgpVvLOfBhoB5avbnETN3EVENQUPrsoyF3fHmNovkq2ahIJqGzqSPDT43McmvApLLkluqIFCx5/fYqICgPpKCXLZSx3ZcVD4M1O4kzZxrCrbOlO8M8eXk8woDI0X+b1sQI/OjLD9u4k+4ZzHJkuEtQU+poj2K7H3QMtbO1OYNgunid4YTDD/tE8a1qjPLb9/Or4xo44ByeKBHXfF9Z1nasq9X+jQ8avgLuNBWapX0w8pJNfgX0LQJIlIpov9HXmwbrl8endfbx8OsNsycRyfCELD1AlXxF7rmwynq8RD6kU6zbZiklTW5RXR3NLJrU7GotbRyJEJKAiyxKKJNEU1miNB1bg6K4M8jV/1rBquguFoHMVyFcCEr5/oq5ITJdMPAE10yZftcjXbWaLBm+MFzgwXsBxBc1RnYrhULNcfnY6wzMn53lsWyebG7NTqiL5ugYB3zu7rzmCJEmsbolwcLxASJNRZBnXE/Q1h69Jy5hc41y4nqB4BeiNAVX2aeUehEMKmiJTMWxsy7cIC2kKAU1hZ6ODFFgkRPb8yXlqlsvWrgTv2bQ8O48zqt+W41E1nRsuEf7ivf38+ydPX5V9SUBIl1FkhVRAJV+zkSSwXZeZokHZdFjbFmVNa5RkSGOsbrO1K4ErBKuaw2Sq/gjB3+4bZ7ZksLs/xV1rfB2RTR1xPHwatNIQRIwF/fvcQEuUoKqQqZi0xQO8dDp7DSTC7oLlUL7xG9MUmR29SYTweH20cFWFopeDM+ueLElkK76idTquM9Aa5a6BZr66d5ypQp09w1kUWaZUswhqCooskY4GFthsQojz7lVBTeGx7Z2MZqvvyOz+N1+bYLZBvf/YzjdVkN+9sY3XRvOcmiszNFdhPH/9qMxPFn0tFAmIB313iULdxnQ8JCBXsfi7vaO8NJhhQ0eMsmljewJP+Er9sgSoErbrUajb5Go2dcuhajq4Al4dyZGtWIR0BdN2eG00jyzBv/j2YQZaIjywoY2xXNUXj02GMGyXqaKB4wnKhk0ipLG1K44qSzRF9AXPYCEER6ZKrEqFiIaW3yFeyTtzGjgqSdJeYEHiQgjxwRXc503cxGUjrKt8bGc3L57KsG8ky2TR4LEdnQzOlalcgvpcdeDwTOWir7lSMByXfNXi6EyZ33//Rr6+z2bfSJ5c1aRqZjg0VUAIqJgOsYCvpLmmNbrgZZeK6FQaVcrBucqSneFfvbsfFYlwQGK8YPD6WI6D46VlzUTfxKURD6p+Mmk4qJJMNKgwek4BZaXm0hTJD+4VVUZ3ZWqWS8W0mSnV+dZr4zx5bJaZoskdq1Osa4vx0Vt7uLUvyb/8zhFKdZt83SIZ0vnlO/r47oEp9gznOKwUuXtN+jxa7ap0hC/cuxqj4ZXc3eRXeRVZuiaTrjN4YEMrr47k6WkKE2vQWXf0xNg/Xl6R/WmNokhQl1nTGuVd61p45sQ8hyYLZCq+76Qk4ImDk/zgyCxCwPbuBJ/Y1cNX940xMl/la3vH6UgEqVsuf9BIhN+7uZ2SYaMrMgONINJxPR7d2sHa1ig/G8ySDGu8f2sHuZpFT1P4muoGA+zuT2E7vtjbQIsvavVWixKaBCEVCoZASBDSFZrDGkII6paL53k8uq2D33hgDU1hv1CzrTtJWFeQJPjuAb+eP5xZvoL4vWvTaIqvFXAt0s7fLta2r3zSEVIaIloSaIpCc0RDV2RkQGp09fN1k5rlsHc4y6bOOPuGc4zlanxgewefvr2PD/2XF8lVbX56dJaehm3P6fnKQiK8vSfJv3psMy+czLC6NcJ7NrYR0HzHh/dubqds2Hzn4BSZsnnR8aKrhXQ0wP3rW5gtGtyxunnh8e5kiPlSmM2dEQ5NXRml+yuFM6JLjiMwKn7ynq3aHJks8d9fGEZVIB5Q8fDPt9vQqfith9Zx55o0saDGXzw3yImZMu/f1sm7N7ZRMR1cTyBL8NPjc1RNh3Q00LCfk8hXLWzPozW29LVnux7PnpjHcjwe2NBCWH8zHaqaDnXbpTmiX3S9EkKQrfjpTaZytpJfOhrgkc3tzJUM36LrWqtOXASL3TNKhkvJqJ/1nCd8lllxqsRcuY5lO3jizVEUV0DdFuwdybNvJI8MRAMy8bBOpmxSdwQSYDgee4dzbO9JMF00mSnWOTBR4LsHpuhsClIxXVpjAVanoyTDGq4HX3rhNPGgTrZqoasyH9rRydB8haawzj/7xgF+enyeppDC87/77mUf70omwv9qBbd9EzdxxbGpM85LpzNkyiaO614yCb7a2NaVYG1bjFRYZzRb4+61afYMZ5ktGUzkfSKu7frCAo9u6+ATu3w64en5CkJAtmKxpSvOT47MosoSJ2bL53n3/f63D/HdN6bxPIEmwzX2FVzXkMAXO7M9VNmnD4klaNDGClEOHQGlukNxEY/fdeHETIk//2mdUt2mKaLz7Ik5kiGNkK6ytTtBrmYxOFvm/nWtfOHefqaLBn3NYYqGjSrLHJ0qXTDQD2rKBRUel4uyYfP4axOYjseHdnQtWzn0raA1FuTRc1SaVyoJBl8LAPz58mdPzvHKUBbD8TAbNAxN9juKf39wiorhEgkqrEpH2NydoPmozp7TWaqWQ6Zi+VT00xnG8nV296d43+Z2ApqyMDv1nYOTjGXrpGMBfue9GxrJhcwZboxhuzy+f4Ji3eYDWzvfcfp6WFd5ePPZaq9v9XZkC8jXvYX3z5dM3//a9FVLC3WbV0fyvHI6x/sWnf8zs9d3r7E5MVOitznMf3vuNCFN4eM7uy86R54M67x3y/kaADcKvvz84IrvYzEZy6zZlGo2qioj4Rd2BH7Qbdoex6fLfH3fOPtG86SjOj86PMumzjhCgCpLzJZN0rEAw9kaluPy4IZWuhpziW3xIL+wq5veRqJ839oWZNlnVfzdq+NUTYctXYnzfo/Fms3j+33l3A/f0kVL7OqwXW49pyvteILvHZzi4ESRicJlSKu/gxC8KR5kuZCpnT1fdmKuym9+7XXuXZcmFQ7wwyMzeJ7glaEc33h1nOmiQTKs0xzRmS7WOTVT4huvjvHZO/oYL9TJVk1WNUfpSobY1BlnW/fZc/5PHZ3lm6+NE9ZVnjs5x86+Jj5ySzdPvDHFdw9MEdIVBloifHBHF+sWzScPzpV5+XSWVekI965tQSB46tgsH71laVHJvuYId65OEw+qHJ0qYtjeDRVXzZWXZussTqZdoGh6FE3jvOcniyaTxTmURlEYwABONGxF58sGp2fL1BwPz4O9IdW3uhQCWZZ49tgsLYkQqizx9PF5wGdx/u2e4WUfw0raJz0nSVIbcFvjob1CiLmV2t+1jhtdnflGQCqi89Fbu/jewWmOTRevyj6Dmozjeud5/SlwnqjCkakiBydLrEmH+dAtnYxkaxi2h+sJdFVma2eCui24ayBFqe5QNmx+cmSWUt0mFlTpSobY3d/M4YbY1v7R/HmJ8NPH5xaUAG+km/W1AMGZxcBa6GzllmBLlQ3niqsVL/4M58JxBcWar2pda9gZfP/QDI9sbuO/PHuKg+MFXE/w7Mk5HtrcxouDGUzHw7RdmqMqa9tWtksymq2Rr/mL7YnZ8oomwufiaipcmA5LzOVLqIpEyXCoWy7hgMKDG1qJBzU+vKOT7x6YQkLCE4Ka5fJ/PzOIJEl878AkW7uT6KrMx3d2c3iyxHdenyIV0VFk32NUPod5MFWoM1fyg+ij06V3PBG+0vBY5I8pSVRNG9sVCCEwgbFcnrZ2NAAAIABJREFUjZOz5bMS4TO4vT/F7f0pnjkxR91yqVsuo9naVZlBvFaxb/zqrJGL4QLC8ZYsiEyXDE7MlAk3urltsSAvD+a4Z22a505kaE8EcIXAdjyOTpf5kx+f4L51LRye9JOTlliAD+7oZK5ksmc4y0BLlHvWpKmaLuBfg4sxmq02Zot9n/lTc+WrlgifCwk/GTZsF+k66jxeCrYHPz2eOeuxetFgvmwgSRKOK5AWJVDUHP7ND08g4dNzW+N5XM9nD7xrfQv9zRHmKxabOmL812cHyTS601u64oR1lTWtvi7BeL5GzXKpmg62K9jU6ess7OhJ8vLpLJmKRaZisb0rztf3TVC3Xf5mzyifv3f1ecewtSvBqdkKByfydKcieEIwXzLI1lZAWOY6xoU0Qi0XLPfNK75Qd1CkN9fmUbeOI3xtnMX4P394atn7XknV6E8AfwI8i3+d/rkkSb8thPjmSu3zJm7i7WJNa4wP7pDY3p2gatj8bGglpjV9yBKoMsiSjLMo61RlzkuM4Yxfn+DITIX3/Kfnz6IJRlR4cMMq1rREsT3Y2hnn3z5xlNfHC6SjAf7hfatpTwT52WCGeFBltmyyvv38IG5da4RXx65+gPPzhovVGAKqjHWR5680dFXGdn0V3XhIJRnScT3BXNlgJFOjbrloqp88/dnTpwhqCuvbY9yz0VeNlCSJqunw1LFZFFnioU1tBNTle/hdCqvSEZqjOobtsqH9+vb7vFwEVUhFdeq2S3siSDoa4N9+/xhKQ4gkGdJQFYl4SKMrGeLUXAXDdnE9QSJUpTkaoFS3OTZdYnVLhFzV5r1b2s9LgsH3HG6LBynWbTbfgAleQPE7fyXDwXUblOhGMKUr0BwNLMyaXQgb2mOcnCkT1hX6brBCweUioEjY3tXPuiTJD1wXa1doMoQ1BccT9DaHmS+bTBZ8xe6wrtCTCrG1K4EQUKjaWK5HxXT49uuTPjNClmmJBRier3J8poQQ/vjQQ5vauH99C5P5+lk05JFMlW+/PolpuzieoD0RPKtreLWhyBK/dEcfjuvy2nDuHfscVwu2B7IkFqzRzsUZpsBcyV9JZQl+eGiGREilXHf5G8cBIfAEaKrMSKaGJik8eXSWiXzNp+/aLqbtUjIcNFliaL5KXyrMqnSE+bJJZzJENKgzW6pjeyyMnS18hobLR1NY57b+JvaNZDk8WWS+bGDe1CF9W1icNJu2S6ZiUDnnS72cGGolqdG/D9x2pgssSVIL8BRw3STCy+ni3sSNh4GWKAMtUR7c2Ea+bPD8qXke3tTGwbF5PvnlA1dkH/GAL9bSnQpTqtvkqiYl0yWgyLhCICEuOVKyOJmqOvBXL4xw/7o0d69J852DU3z34BQ12+PEbIWJQo3HtnYiyRJjuRq9qTBV6/yK5B0D6YVgOhHUmauefzu5GuJBP8/QFGnFEuEzoiVIfkCZjgZY3xYjV7EIaAq3rUpxOlPBE4LposHJuYof9KfC1KyG6E9Qpb85wq5VTQtUszcmigzN+1SmnqYw26+gaEk0oPIrd666Ytu7HLwT48y6PwBJSJPpSUW4taeJ3f0pSnWbl0/nyNcsXAFhTaa7KUxfOsIHt3cyVzb51O09fGv/JJoiMVsyCOkq47kaO/uaODpd4tGtnRcM2IOawqd3v3115msV969rIairPH8qg0AsJMESkI4EeM/GtiXtdRajIxHii/cPrPyHvQ7QkwpybPbKC0ReCu3xAJ2JEAcniwgBHckAa1vjuJ5HzXYZzlQJaQoV0+H1sTx1yyWoKnQlQ3z+3tV8dGcXzxyfZ6JQYzxXo1SzuWdTmoCq8MZEgUzFJB0Lsr07QVBTuLW36TwqstmoVAc0hQfXpLm9P3XVv4dz0ZkM8bW945dl+Xe9QpMgFlKpmQ7GRZLKkCbjCn9NVSQo1v3Z3zO2TZIko8qS3/21bYp1m/Z4kMl8HdPxsFyPkCZjuYJUSCGkKziutxA7Gaa50LQ4tyj09LE5Dk0WkWUJXYGZkkk4oGJeu6Le1yUcAcWa87ZsqVYyEZbPoUJn8eOwm7iJ6wZNsSAfurUHgDvWdXH633Xyu19/nW8fmPZFA97idkumi6Z4nJwtoUuCZDREOirRl46Qq1ocnizheYJURKNsOljOpRNjgOPTJVIRX33WXlQ2mynUOTFbQghB2XRZ1RxhPHs+L3dwroJAQlUUdvQmeG4wi3mOUtY9A828Op5HNBYYSZLQFZn5ytXsY964MJeiA7xNaBIkIzqtsQCOEChIfPqOHj68o5tC3ea10TwRXWF9e5zvHJhkrmwyOFehqdFRedeGVobmq7wxWaQtFuDRbR1ndX07k0FkSUKWuKGEga62+Z8iQTSoEQ2oWK5P1+xIhjg6XUJX/K5V1XQwXY+gprKmLcbn7+mnNxXmtdE88aDGI5tdMhWTTMWiMxmiaDg8sqWD+9a1XN2DuYYgAcdny7TGQliNjnk0oCBLEtGgyj+6b4BfuWvVO/0xrysMz1/9JBigYnnomkJTWEcgaE+EuHN1Mx2JIF9+yfcDthyPdDRAWFMYyVVJRnR+YVcP/ekIpuOyvj2GIkvEAhqJkMov3bGK507Ok6tatMSCfOzW7ouOBqxri1KzWrAcj1t7r75S8VL4zoHJBo37xsHiETFFgqAqYXm+DsrHd/YwlKnw3InMQhJ6bpFeU2R+4ZZuFAleGspSrNtEAwqe8LdnOh4BVUFRJPrTUbZ1J+lMBkmFdV44NY+syAs+6+lYgFOzFf6/PWNkKibHpsvIUqNw7YqzVOYB5sr+mMmBsTyuJwiqMgPpOCNzFawbiL5+LeDt/upXMhH+kSRJPwa+1vj7F4EfrOD+buImVhyKLPGvP7KN1e1xZgp1EB7/c8/EW9qW7friVnWgmKvTlwqysT3O8Zkyv3xnL+PZOqmoTtV06EyGCGoKLVGNP3t60Fc1XMLXqDmis6k9Rks8wEunM8yVDBwPmsIag3MVxvIGCN+O5M7VaQ5PFs8SM+pNhTk0WURTZD5yaw87ept4/NVxKpaLJwS6IjFVrIMACUEsoGF73oJVyE28fcgr0IZ0BNRtl0zVwnE8grrCU0fn+ORtfXQHtQUz+/FcDdsVJEMau1Y1sbOvie3dCR5Y38qXXhwmrCskwj5NOai9mQj3NUf41XtWIUvSRQWErjdczY6whC+wtLMvyeB8hZCm+X7Co3lKdRtZkvjsXavIVS2aIzqqKrOlM0FPKsyPDk9zbNoX9fqFXd1EdJXJQp2JfJ3bVr2zdi/XAgRQMVxMu0pQV3A9wa/du5q71rYQVBXWd/x8Ue6vBGIBBWMJa8ErDVnyExxHQECVaIsH2N6TxHZ9fQwEzJQM2pNB6pZHIqSxpTPO//7oJvYM+z7mO/ua2NrtJ6z7hvPsG/Hpw+9a38LmzgS6KnPXgE99ToS0S87HS5L0jtsoLYbtegzNV9nQHuHozLWlGH0pqHBeF1sCdEWiLRFiY3sUV8Cp2TK2K6iYDq3RILoq84cf2sqvfmUvI9kasgRr22McGi/6SuPAQGuUOwea6U9HsDzBydkyfakwnckgr44WyFVMAprCquYIW7sSPLK5nVRE59beJnYcasJD8Ni2zoU1LVs1aU8EGcvViAU1xnM17lvXwnShflYcNV826U+HCWl+cjxZqDNbNOhKhYkHZTL1m5y6awkrKZb125IkfQy4G/83+ZdCiG+v1P5u4iauFsIBlS/eN0DFdEiENJpjQf7zU29fQXM0ZzCWq9ESD6BIEu3JIGFNoWo6yI2u68d39fKhW7p54uAUX9s7xomZMrbnz7+1x4MkwgHqjsfxmTIPb27HcQUBVSJfs3lpMLMghDVXMomHNE7MlM+6gX9iVw8V06UprHH/+hZqlssHdnQzPF+hYjkcHC9QMS2EJKHJErmajWF7C93qgOqL/tzE8hCUwThnTQxqyhWlRisNGnR7IkhXMsTRqRKyJKEpMjXbJb7INqe7KcQdq5sp1i3uWpMm3rAQAuhPR6hZLqosLWm1E1v02hsJAYUVm+mK6jKxkE5Qldi5qol/8uA6slWLJ96Y5vhMmU0dcdKRAPtGc7QlAjy8uf2sAsQZnHlsocsV1miK6G9bsft6R0STCGgKjgerWyKko75qcF9TiE/e0UdTePlekzdxNu5c28J335hZ0X0oQERXiYVUWmIBtnQl+PTtvUiSxKbOOIcmCozn67TGAwy0RNjV18R8xeRdG1ppiiyt2h3S/XuX1GCv6I1OXiSg8tAyPaKvNaiyjCzBXWtaee8WhaeOznJ4qnxNjzCFNBldkQnpCggoGjae53f7I5qCpiq0RHVWpaMEVJmy4SwIgq1ri6LIMpOFOv/iA5t5/lSGO/tTpGM6v/etQ4xla6xKR/jILd3cvSZNUFO4b20L23uSvHtDK8W6jaoolA2H3f1NvGt961mK0rGgxidu6znvM9/en8J0PNa2RslVbZrCGv/iAz2M5WpsaGiuuJ7ga3vHcD3B7tUp3r/N9zhORXT2DGUXnALeCgKKhHkhVakbDItVpNVGDOM1rNSSQRlPUqgYNuloAAnIVKyzvps/+/hmPvTvl7evFS3dCyEeBx5fyX3cxE28E1BkiUTID/z/yXvW88X71/CTQzNkKnX+/MkT5JdWlL8kXhvJ8MjWLlRFZlNLlNmSyap0hJ19TWzqSCx43emqwo6eJMW6QzSgMpKtMlU0sT3BLb1Jyobvqbe7P8UTh6YZztQI6gqK7HccN7bHiQZUdpxD61rTFuPffHjLgphOvmbheB5zFZOeZAjXg4AmE5YkIrrCXMXCdDyEeHPWbqpoLiTGCyqtK4Tlbl+WfE/K6qIkPahKNIc1sjWLcwRB0SW/mvyJXd389Z4xMuU6FbNBv5L9wMM4MyemSCBBLKhSs1wiukJzROeeta28cHKeimlTMmxURUIIiURI531b2tnYGefRLe2s/ec/OmvfiuzPh9bfhnmzBMSCCpGAiibLbOiI8Xvv28hYroYsw/6RPLtWpc5KdMHvdNw50LzkNh/c0Epvc5h0NHBDdX0vhQ9s6+Dx16ff9nZkoDWm4+HPqjWFNR7d2s6WziQPbmxdsDnqaY6wo7cJz/PtIWzX4661zbTFgksmwQD3rm2hIxGiKeInwTcqAjKYy7gsZAmaIxoPbmznk7u6Cekq69piCPzxj6aIdjMJfpu4cyB9RRNhVcb3CG5Yy3U1hQlrChs74oR0hd9/dCPKogLcxo44H9jWief5ysGSJPHFd/lslYGWCyvZ39rbRCKkE9YVOi8hjna9wHI9HM+n53an/PvHWL5OyXB4B/TMAEgEZVRZJqwrNEV0JvP1BT/oW3qbGMvVCOkKj23rRFUkIrpKayLAutYYUwWD0WyF7d1J2hNBRnN1HtvRScVwSIY0XhzMgCSxti1GIqQteEID/PmnbkWWpPO6+u9ZVORIhnX+lwfWXPYxhXWVRxoWWnXLRVdlFFmir2G7BeAJsdBwqBgOuiqzti2GEIKdq1Ls6G3iuZPZy9434Mdl70AiHNUVwprEXCOAWhx3yUA8KNMUCbB7dTOG7bJnKIfhuPSmQty3tpVURGdwvkI6GiAZUnlttIjjutzWnyIR1Kg7Lps7kxybLtISDXBLXxOegFzVJB0N0BILYtouE/kaliNoiQfwPEFYU7A8QVRX+MsXhvjJ4WkG5yu8a0MLj+3sW/bxXfFoRpKkMkvHpr6NphA3nhzlFcJNca7rF0FN4YO3+j5yH761h5dPZ/nvPxtiOl9nurz8/t5UyeYnR2Z498Y2tnUn2DeSJ6z71Uy1EQR4nsC0XUYyPh0oXzOxHA9JgnzNRpbgV+9axc+GMvxs0FcqDGkKAVXll3b3UTIcfv1dAxcUzVmsKPvI5nYOThRojQWomC6P6Solw6Y3FWIsV8MaLRDRZSRJ8rvYiRC2JzAsF4E/oxPQZFRgumwuqYZ9KciAJAOCBcpTc0TzLTISAYYzb86qhTUJT0gNOwkPRYLe5igT+dqCCJkmgZAhHtKoOoKOeJDJookQvsm7JyAe9mezd/SlmC6ZTJfqzBZNogEVVfZVekEQC2q4QrB/LI/tCFTZ5o7+ZqZLBpGAysNbfKrVayM5Zv5/9t47SNL7vs983tg5T447Ozubc8AiEyBICAREQiRFUqJEyaKoOt1Zlng+la1gXzmUruTT2T5V2SeJki3JYrIoJjGCAUROG7A5zuzk3Dm9+X3vj7d3sLM7sxELENh+UAVge7p3uvv3ht83fT5lnZ5UiP5MlEe3tLOlK4HrukRVibrlEAv6l2NJFLh/MMMPG55414ssQn86TKbRTh9UZD6yp4ef2dJBS9S39Vjb2CA+ONR2w+sgS+JS1vtO4tfuX8t3j8+i3WSngyr5FkhrMmF+86FB0uEAuZrJpo4YQ+2xZZWIS7l4HirX8b1LosCGO0BRe21rhNPzV2/9lAW4ZzDDeze187E9PUQvS/bcCd/TW8GuviSJoETpampFqyAJkAwrKKKAC6TCKmsyYXrTYeIhhU/s60UQBIbnq7w+WWRLV3xZEHwpl96vrqX6DX7AvK7t9lq+vdU4rm+fppkOvakwfemw3wU2kqVQs25bZVgSQPFVp+hPh0mGZRYqJi1RlQ0dcX52Rxf7B9JLzgKFukl3MoQgCIxmq3jeG/ekS8lEA2zreaOb5fL1GrhKomNNS2TVn72ZhNSVk5KKJLK9J8FMUVtqt395JMerozk2tMf4L5/cw8vDi/zB10+Qrd1YxcS03BWtNa+F1HAoCcoimu3PK8dCCgFZZKFioJnOVePrwbYo/ZkwIwtVcjWTsCojAEFV5Jfv7mNNJsru/tQVbhGm7WI5Ln/1/Cgt0SC96TAf2dXNEzsM0mF1aU97kd39y8cNLtUbCSgSg22rX7v/t4fW8b7N7UQD8tKo1/XypgfCnuc17zJN7mjS0QBP7Ohi30Cal0dy/MOhCZ4fvtLSYDX15ZmizuhihYAsMZGrM7JYZbqg8duPDCFLIi+OZHnm3CLj+TpzJQ1JFJFF8BBY2xqhJxUmGVXJVf0q5NrWCJ4Hj21NIksipbrF6xMFgrJ0zVmo3rS/OVmJE9MlvpOcRQA+uqeHH5+e59hUicG2KJ++b4BoUGIyr9GZDHJ2tsJfPn+BsmZRM20WSvpSZUcR/eBTEn3hrZgqkq37XrohRSAWVDAdl5ruoErgeB6RgIzteuSqFvGAhCoL2K5f7V6TCZMI+36pngdDbVG+cnCSuuWgSNAeD7BYMak1WsAz0RCyLFGqW2gNIR1ZEokGFJ4/v8hixcCyPT66u5vHtnahyiK26y5rBX7q5BxPn1kgpEps64qTrZrUDJtHNrXTmQhS1W06EiFEwZ/XvphBFgSBTV0xRheXe5IWtOu/QYrAp/b30puJMlPU2NLjzzpF76Cq7e0kV7NQJBHtBrI4In5F/p7BFrpTIUT8G/mmjgRDb6PNyjud1TafAO0RmV+9fy2zJYOuZJCP7LoyCG7y5lE1HELKjQfCXckAj27u4NP3DaDIIiFZ4uRsmSOTBWRR5ON7e0lF/Gp9Wyy4rNrXZGVUWWS6oOF6HmXNYmdfkt5UaMnXuKpbtzzeIYnwG/cP8NponrFcnXRE5YltHZyeq4IAv/v+DbwymuP0bJnz81XCqsyJ6RL7G4rakYC8rJNooOXdlYy4iO16vtip53FkssT9Qy2cnPEVzr97fJb/8fIYFd2iYthLfscRVcRr7IGKVzmfVvuJhJ+8T4ZkokGF9niAe9ZmMG2XofY4nYkAQUXi+HSJl4azIMCjmzt57twiNdPm9GwJ2/WTtv2ZCIOtEb742iTluklrVOW3Hh6kYjisa40SCyp0p4KEVZn1HTHaYquLY6qyiOt5yJKAafsdC6IoXPU1N4soCjedqG/ulJo0uU20xYM8uaubD2zr4P956ixPnZyjotv0pkPEgypThRqO4zFR1Je9zgOeH87zzKl5ZksaRc1iIl9ntqTTFg9weLxAWbfIVw1AwPX8ymRnPIjnwWujeWzXn2OZLGh85n7fQ/iF81lqpsUrF7KEVRndcvjVewdu+vNt7U4QVPz2p0TDx/TQeJHWWICh9iiCINCV9INo3XK5Z7CFo5NFpot1FEVCdD00y8V2/c8se34Amo4FEUSTaFAmGVLQLId8zcQTHCwXJFEkHVaYLuqAhyQI3LuulVdHCyiySLZq0p0O888eHiIeknl9osgLI1lKdYvFil89T4YVtnTFiQYUtnTFcDz4yZkFposaoiDwS/v7KWkmhuUyU9LZP5BGs9xL2k6Xb8gf3dzeaLlTkEWBrxyaXMrQt8eD/Nr9Aw1v1ys35jt7U/SmIktteh5+Zf9ahFWRZEihNx3h1+4f4A+/eRLNdDAdlyd3XN0Gpsn1k68auN71qWYJ+LZGvekwfZkID21o5dBEgdHFOp2JIOfmq81A+BZwr9Ln2dcaZa6sc26+ykxR44GhVhLhO3tG+nZSqJvoKwg2Xo4AjdZlvyIVVRVcz7dFC6ky/+PlMc7OVRAE6EmFmcjXlwLhJteHYTkU6n7n2UShzqauOGfmKxiWS1cixHnD5tJGTUVg1VlVRfQriJfHYz3JEPsGMvze45uZKtSZLxts6YovG9foSoUYy9Z44fwimuW+MTb1NtjQvV14nofbsBvQLf9L3NWX5NXRPI7ni32dmfXnty/6HVcMF0mEoCwRUd4Yu2powV3Bxdbki1+rKot0JII8uaOLDR3xpXn6y5FEkdFsfek1T+7q5tXRHI9u6fAtEi2HrQ3xuF9/YJAT0yX6LiuGFGomQUW6alLyUoKKxCf29TJX0hlq/+lMfjQD4SZNbjOqLPEHT2zmD57YDMCfPzPCj07P054IYZg2Bc2kssLg23dOztGbDmM7LlXdJh6UOThWoFA3WSgbZGIB6oZNQJEIKSI106Gk2XhemYWKzv/14W08vq0TURT45pFpRrM1zsyWcFwoadbSvPGtsK4txtHJIl9/fZozcxUGWsKIgkBZt5cFfUNtUd6zoZVC1eD0XJmAJBKPysyWdIzGZsrxwLEdOmJBarpN3XRojQbpSASRRT/glkQBy3XZ2Jng7EINx3FJhP02rLGcRlW36c+EWdsSpahZrO+I8YFtIVIRle+fmOXkTBlZ9FtVd/ened+m9qVWyce2dvC55y7QFgvw6fsH+OsXR3nhfJaeZJDWmD//shqCICxl3yu6xUwjuTG8WOWewcyq1VlBEHhsawenZsrs7PXbggS4ZjVXFnxP05aov2H8zvFZZos6uuWwpTtxRctRk5vHw/esrDXa/VdDEiATVUlHVGJBhZJmka9bnJmtUKhbJEIyO3qbgdmtoCgrnxeyADXDYb5sEFIkRAEGWm6sPa7JjdGVCF5hGXM5IpAMy4B/zbUdj6AicWgsz1cOTfHhXd3UTYeWWIBc1aA9HmTwXda2/FYgCAKDrVHqps3mzji5qsmWrgTtsSBzFZ18zWC6ZCw9f6UgWBYb/qaCgCKLOJ6Lh1/Na40G2bsmveSn3JMKr9h+Gg3IbO1O0B4Pcmq2zGBrZFnr+p2AIok8uqWdQs1ib0Oxf09/mj39aU7Nlvjsl44gSQL2JUkkD7BdqJoOrTGFjKIyX9KX5rtDiuR3JVn+Pag9HiRfMzBsj7AqsaEjSmssSK5mYjkuVcNmvqxfYWW4piXCeze2UTNs9qzxW5n39K+sfp4IKdx3WTfG0ckiT59ZIKhI/PLdfdctkNkSDSyNZ/000gyEmzR5i4kGZZJhhQuLNSqGRSYSoC3uV/fOzJWpme7S83TLn/nZ2BmjZjqcmytzfKoEQF8qTCggkQ6rnF+oYtoujueRrZmUdYt/9+1TDLXHGhm9EBcWa/RmIgQkkWRY5UNvUtVwtuTP6IZVCd1y6U6GiFyWLRQEgd19KQ6O5kmFVQTg8W0dfO3QJDNlY8knWURgNFfDdD26EkGyVQNZgs5EkJaoioffYrW+I8qHxS6OT5f5xL5efmFfH5s6E0wX6+RrFook0H9J23dYlehLRwjIIkXN5gNbO3howxtzsufmKogi/Ouf3YwiiSiSiOvBjt4ksiTwy3f3rzrLeTmxoMLOviRj2dpSW9hFNNNBFFk2S7OnP8227uSSeinA/rVpxnM1qoa94lx1SyzAQCbMfMWgJxWmZvhqzpGAzNauO2+O93ayJhNhXVsM03YxLMdXLl2hEhZWBJIhlb39aUYWq41Ngi+cEpBE9vVnbnh2qclyHhjMcGCscMXjSkNV9skdXei2y6bOOJFAsy36djLUHmdbT5zqSA7H9bAc74oKlizAh3d1s3cgw7eOzlDTbebKOrbrMZGrUdZt9q9Ns1A2uG9dy1IyscmNEVYlPti4n+9dk8Z2XcZyMdZkIsyWdOq6teTwILK8xVaVQBYFEiGZXNXCdT3/z2GFwdYIP7u9m0/dc/3CQwCtsQDvid25vuVbulZOeG5oj/P4tk7++qUxHMdaOl+WXDckf183XdSRRBFFFBhoCfPRXb30tYR5bTRPzbBxXJds1UQQBN63qY271mT4/CvjZKsmf/fyOLv7kxyeKPC/PDiIdEkiolAzGcvVSIZV1JtIll/c6+mWQ6FmvWucIpqBcJMmbzEPDrVyYrrEXEnHdl3aYkHes6GVly9kMS5RCj40XuAT+3qZLuqICPzJU2c4OOa3RafCClXDZlNXnOPTJbZ0xZkpaqQiKiMLVWRJZHihimG5TBfq7O5dx89sbWcgE2VkscLhiSJHJotXrXJeL3cNZKibDjt7k+zsTRILyqtWJHf1pTg2XWIsW+OHp+aZLRs4DZWGqCpSs3xP4mTY97ZNhZWGbYJLKuwHwiFVYrFscHCsQCKk8NJwll/a389jWzuYzNf4/a8dxwU+uP2NQP/7J+YYXqgyX9Z5cKiVycIbAlvPn1/kz54ZoW7aDLVFGWqP8cn9/WzsiHFkssjGjtUFjVbj4Q1teOs9fnLb62IxAAAgAElEQVR2gWNTJR7a0EpFt/nW0RlkSeAX9vWRbrT/fff4LGfnKmzvSfDIJl/Z8rPvW09ElfnaoSnGL3mvF9FMm3VtMd63uZ0P7ezmqZNzTBV1LNvlgaHmTN2bye7+FP/6ic382TPDjCxWGF6ss9K0VsX0iJs2kYDMf/rEThIh32fy6GQJVRLZ2t1MUNwqv/XIEF8/Mslozlj2+JpMkIGWOO/Z0HZHKZq/naiyyH/8+E7+2/MX+M7xORbKdSrG8gSR6cGXXptiTUuEoYbQTUgRKGlvKO7eO9i8Xr0ZXKr2P1XQmSlqLJR1RrN1CnUb2/H3FpdeuQKSQFARMR2PubK1FJCVDZutnXEeHGrjF+660kaoyY1xaqbM+YUKQVlieLFKJqL4ThaKSEiRyNb8May+dIi1rVFmSvpSe/R4rs7/9+wwazIRfvf96/nigUlOTJcJKQJl3eHsXJnPSReQGgrdsigAQuOf5bxyIceFxRqmXfF1YhSJJ3d20ZlYWWTOtF2+/voU2arJz2xpX9rrpcIqPal3h+I6NAPhJk3ecvoyYf7PD27my69NMl2o098S4Rf39TGarS6zOjBtl7WZKLGAQlGzmMrXMWx/7jQgSSRDcGSiwFRRQwAWS3XmSjrRkEwmEsH1wHYdinX4u1fGyUQDPLLJ49ULeaqGzUvVHHv6U7fcRpuOqHxkd88Vj2umQ7Zq0BoLYLseVd2mPR7ks+9bz399+jwnZkoIgkA4IKKZDqlwgHpRQ5VFMlGV//vnt/P0mQVOTBd55uwihu1y90CaC4tV1rZEMBoV8Etbr7742gRn5ip4nse/+scT/Mrd/bxvUzunZkqcmC4jipCvmXQk/MrD4fE8T52Yw3ZcaoZDUbOoGQ6LFYOHN7Zx10BqWWXJtF2eOjmHbjk8urljmVWNabsokrAUNE8VNI5O+tX7Vy/kiQZlHNevEM6WNNIRFc/zODdfAeDsfGUpEA6rMg9taOVrh6ZW/M7rpsMLI1nuW7eRQt3iA1s76c9E6EwEV72pNbl51nfEuH+ohclCnbq5uphJtmqgGSa24zWUnOP8y8c2UjXsVasETa4fURSxVvj6K5rDR/d0N4Pgt5hESOUzDw7y3LlFxsyVBwfqlsPfH5xia1ecjkSID+/uYbFiEpBFBt4ihd87iWzV4LvHZ3l5OMtsSccDJElAknyRx4t3SwG/AqlbLpbjLavkuy7MlDSminWePj2Pbrns7EsuswkCvzI4ma/TnQq9KaNW70Ysx+UHp+bwPP//U2F/fCYeUmiJqpyYLqOZDiFFJB70rTDLdRPX81vVq4aDbrmcsyt8+cAEZc3GchzKuovneViOiyoJ9KTDtMeD7OlLsas/RX8mfEVbensiyJm5SmN22cPz4OxcZdU9w2LVWBrzOjlT5smd3Svu9d7pNI/cJk3eBsKqzKfvH6CkWURUCVkS+dQ9A5yerXBy1g+M7l2X5uFNbXz99WniokJbPMh4vk40IBELSpybL1NvDPvMXjL/U63YLFZKvH9zGwXNpqRZZKsGmWiAv31plBfP58hEVR7a2IZ4G1QsPM+jolt85eAUuZrJ8EIVSYRoQKE9HlwKFj0PBM+jort44Af0jbfTmQjxwvlFNnfG+cHJuYbEv803jkwTUCSy1UZ7XbaO68Dv/v0RlKUquINmObwykuPwWIH9a1Mcniiimb6n4rPnFnj+/AJ/9fwFKrqNJAqEVYn2RIhUSKGiWfztS2PMFjWmihqtMZWOeIj3b26jojsML1TRLYeD4wXaYgFKmoWAP1PTkw7z87t7eP78IgfGCtiuS0CW6E6FGMhEGnM/HmPZGqbtsqsvxevjOV4bK/LQ+jcy+hcWqvwff390xWowgOXCyeky/+ZbJ3hsayf3rWvhnrUZRharzJa0ZjD8JjM8V+Fzz13g7Hz1qs8zbI9vHptlvmLy4Po2funuflpigcZm00USr09gpMnKeJ637Fp3kamSwfeOzbKtO8l8RWehbKBIIvcOZprz8reZ//C9MxydKl91fv74dJnj02XSYRnLcfns+9YjSyKe5zGyWCOoiM2xgTeBVy7keGk4ywvnFzk2XcZxPWIBCddz0S8bDPaA8irJCw9YrFp85eAkPz41S830SEcUfuu9Qzy+rZNY0O92+duXx1AkkY54kF+9d83t/njvSGRRIB1RyVVNNnXG6UmF+A/fLXF+ocrJKWdpXtt0HA5OlJa91gXwwHQ8XN3mJ2cXsV0X0/YTrbIkYDoeEVUlFVKJBmU8wVt17nd3X4q+dBjP8/j+iTk0y7mq0nJbLEB3KkS2aqwovvVuoRkIN2nyNnKpoNSO3iTf+Z0HMWyHuuEsKWd++v4B8jWDrx6aJh5SODNbpm46SyJTK+EARc2iNRqkKxnEdFwM2+arh2cAmKsYbOiIcWq2/KZf4J46OcexqRJjuRrxoMy5+UqjXdogVzWZLWlUdItIQKZ+yWcQ8AWzIqrEwbECsyWdeFAmVzVxXA/T8ZBF36TeiKgslA0SQZHTc2Xqlk2+ZpKOqAQUCdNxcVwPzXQ4OVP2M6ANH+K5ko7jQTQgUTMdFFFAs1wEQaCq28yWdCRRIF8zSYUVzsxVyIRknjm7yId2dpGtGggIRAISLw5nMWyXmmFzV8MvcTJf58+fvYDreXQmgvybD20hGfbX8uP7evn2sRnOzVc5N1+lNSzx3Pk8HvD9k2/4Br90IcdY7up+qR4wma8znquzqdPkwFiBF4ezCAL84l19VwhlNLl5/vtLo0ytkpS4nJLm8PKFPOGAzCf39/H3Byap6DbdyRAf39dsM7wVDo7mVvW7fOrUHMmIn5jSLIfB1ijJsML2nuRb+ybvIC4sVvne8dmrBsGXkq/b/M8Dk/RnInxsby9HJv1uH4CP7e1pBsO3yFxJZ75sMFfWcRrtZbVreMReDduFbNXGw69mfv/EHK2xAPesbeEbr09zdrZCUJWIBmQ8z7vhEaI7AUEQ+MS+XrJVk2hA5k++d5pDE0WsGzR39oCy4SALvm90UJVQJZGOuEomFqAtHqQtHvT1Vq6yFhdFqz51z5pr/k5F8u3M3u00A+EmTX7KCMjSMjGlaEAmokrs7EsyU9QQEAgpIgulOgV95atpLCDx4Po2NnXGmS5q3LeuhadPzS17zlxZv24J/BthZLGGIomkwyqbu+JLgezGzhh1y6FiWDieR18mzMhiDbtxww4q4CBh2C6u5+G6Hqbtsq3Hl/NfrOjUTAfXg5aoimG5CHikZZmwKmHYMpIosL4thmE5nFus4nnQEQ8SCypIgsdotlF1dv1ZY0kUEAWBaFD2s6yCg+24iIKIIglIooAiCYiSP88WUiQe3tDGjt4EPzg5T7ZqMF/WCcgqHfEg23sSpKMqqiyiWw6JsLoUBF/kYvJDlUWiocDSJvLSvcruviQRVaak21f9rlPhAImQwv3rWjjaEFHzvDdsG5q8OfSlI8SCvnL0tRAARRJYk4niXrIWdfPqa9nk2vSkV2+lTYVVSppFQBap6BaCAPF3iZjLTyvJsEpHIkihbl1XMCzgWyjlar7Vj3bJ+dS8Zt06967LMJ6rsbkzRkmzcT2PtmiQ8UL9hv4eEb8aKeAr5uuWQ1iViQZl2mJBBMH3bR1qjyIKAh/c3tUMgq9CQJboToa4sFglHFSQJRHLvTFf+kxIQZBF30JOgLvWpOnPhMnXLHrSYX5mcztjuTob2m9c0+RO544NhNf83nfe7rfwjuF6v6uxP37iNr+TOxdBEHi4oXL8TEOA6bOPbuRLr44xslBfaq+JSPD5z9xDSyK4zPsN4JN39/PXL40yXTRIhSQ+tLObwdY336rivnW+X/CD61vY05/mgaFWCnW/LQjgm0emCcgifekwgy0Rnj23yLq2KL/zyHq+eWSGbM1AEgTaE0E2d8QJB2TWtIQJyBInp0t0p4KA325U0W0EAbJVk2RIoVA3mCr47cfrWqOEVYmJgkZHPEBrLMjnXxnl1QsFntjeyf61GUo1i7JhLdkNTOU1EPzZmX1rUgy0RMlXDQ5MFNk/kEISRHb0JgkqEp95YC2u6/H6pN8i3XvJJv3fPbmFk9NlHlx/pXLm/eta6EuHSYZU4iGZ/nSI6aLGYMsba7G5K8HX/+l9/M8D43zj0CTztSs3iUOtIT66p4+f29VDMqxy99r0knL05bNcTW6Nf3LfGu5dl+HVkRw/PD3H8cki2iVLIuLbj3SnQ2QiKg9vaOcje3qQRIEnd3YzvFhlS1PN+5bpTIb4Tx/bxj//yvFlj3cnA3zy7n4eWt/GfMWgKxEkHlKaXRG3mXRE5W9+bR/fPT7HP74+xbmGe4F52R6/L6GSigYIKDLv2dDK+zf7Wgh71/iq+kFVui33ojuNtliQ335kiDNzFfI1k7ZYAEUSliwbdctFlTx0G5IhmULNRJYE3rupjefP53Act3EvaSEalNjc5VvxxQIygiCwuStGe9wfu/nYnh6mixqbOpd7CTdZnb50mG3dCT5z/wBTBY3j0wVGFrWlJFJYgYAokIwEEQWPqunhuC73D7XyqXv6yURUDo4VeXhjK5kV7IiaHvU3h+B5N9kz8Q5k79693sGDB4FmIHw7uJFAeO/evVxciyY3h+t6vDSSo6SZ7F2ToiUaXCaVv9prDk0UUESBHb3Jpczh27UeluMynqvRFg8Sb3ivLlZ01mQib8tsX82wUSRxmZXR7WZ4ocqJ6SK7+lL0ZyIrrsVkvs7RqSLJoEzVcNjRm6Qz2ZwDvt2stBa65fD8+SyKJLB/IINhOTw/ssje/nRzNvs2cula5KoGL43kmC3W2dWXYt/AravfN7l+VrtfjGVrnJgpsbEjRm8qzKHxPIIgcPfaTLNKdRu53vv3pffbqOpXei9aEh4az/P6RJFHNrUx0NJMStwsN7uXKusW+apJ1bAZz9VJR1RaoiqdiSAhVb7m3q7JlQiCcMjzvL3XfN6dFAi3tLR4a9asAcCwXUzb8Q8wQcB0XFRJ5NJrteN5iAjLHjNt36xakURiDRVYUfRlyj38QKN5wF6bsbExLq5Fk7eft3s9aoZN1bBRZREBgVjw+i78zgrnm9u4pt0OIbC3gpXWIlc10S2HSEAiEVIQBAHH9RAEvxW6ec25Pax2XuiWQ8Ww8TwIyCKRgIwsCo1j7+JaeO/YY/CnkUvXom465KoGAVkkHQ2A5yvjNr/tt4bVzgvLcVmsGIiiQCqsIov+eMnFvRECV+ypmtw613P/1iyHmmEv+cfKkm+3A2/cR23XH0l6KxPB7zauthaO52HbHjXTF+mMBGQE/BEBUWRV5W3L8d2Glabw3w1x6NAhz/O8a35pd1Rr9Jo1a3jqmRf59986yfdOziELIk/s7mJTZ4LFikFHIsgv3tXHQkXnHw5NMbpYY21rlE/u7yMRUnBcj//41GmOT5fpTYXZN5BmLFenPR7k43t7+NKBSbIVg519SbqTIWZLOrv7kjdkOl3WLV4ZydESC7C7b2Xlt3cDzYrwTxdv5npopsNEvk5PKnSFnYnluPzdy+NIAiQjKiemSxyeKDJf0tkUUzm/6AtsbeyI8fN7enj/5o5VK8N/+qNznJotc8/aDP/kvgEAZooaX3h1As/z+OT+vlXFVyq6RaFmMlXQ0CyHewdbrjkvfXq2zGLFYE9/6pZtWhYrBtGAvOLvvHwt/vK5Ef7smRF028FzPTRBQBQ8YkGVTFRla3eSx7d18OD6tlt6T02uZKXz4rXRHH/y1FnmSjqaZaOZLhYeoaBMQPHn+fvSYfpbwtw/1MbdA+mmcvGbwMW1WCjr/MLnXsbK17FcKALJsMwHtnbyb39uG7rl8MNT84iiwKOb25ttm7eBy88L3XJ45uwC/+2FUUL5OqIg4Lguhu0iKQKZcICq6aBKIvvWpPlfH1pHJOCLGja7KG6da92/z85V+K0vHqZmWOiWr7PhAf2tERIhlTUtEUzHZXihRjqs8MEdXTy6uZ1XRvPkaiYPDrVcoXXRZGVWW4uDY3m+8Oo4s0WdhbJGoW7RkQyB5xFUJDKRAFu74wy2xehMBPnhqTlevZAnGVboTIZoiwX54I4u1rU1q/XXiyAIh6/neXdUIAzw3LlFvn9iFsMBA4evHZ7mt97rb5ZLmgXAM2cWODRWoKJbJMMKY4s1Dk4UGFmo8oOTs2RrFrLoe7EGFIlz8xX2D6TIVnxbh3PzFY5OFvE8KNZNntzZver7KesWC2WDNZkwsiTy/Lnskq9oVyJER6I549TkncXXXp9ioWyQjqhXWCr80XdO8dVDU9iux/6BNMenS9iuh97w0dNMG9N2eHHYpKTZfOPIDPeta2FXb4qqbvKTc1l6UiE+truHly/k8TyP585nlwLho5NFDo3lAdjcGV8xEK6bNp9/ZYKZoq9e3Z+JIIkCD21YPZBcrBh8/4QvNlY1bB7f1nnT389ro3leHM4SViU+dU//Vf0XHdfjx6cXqOjWJSqTfsW7ahrMlg2mChqyJFxXIDyZr6PKYnN28iapGXZD9btCWbOXCQTVTBPwRYBOz1ZIRVTmyyaFmskHd3Rd9+/I10yKdZOBlkiznXQFfnR6nvmSvkx1tVi3+cqhST62rxfdchnN+orrPxEFdvenmsf7bebAWJ4jE0VmChrZqoF96YywBvNla+mP00WN84sV9q3JoEoij25pv26P7YpuMV826M+Em9WxG+DPnx1mIlfDuEw++tBECUmE0WyNVERFtxzGcjUUWaRiWEwXfA9ZWRRu6Z7XBH5wco6pgsaFhSpFzcLxoKBVln6uiAInZ8v0pcO0xwI8d34R2/UQgLV1i8xQgLJurf4Lmtw0d1wgvL0niSwKXNSTlwUB1/Vb2J7Y1onneZycqVCom7iex46eJI7nMbJQYaqgUWmouLquR7amE1IU0hGVEzNl7h30fTyDssihXJFMRCW0Qjb6hfNZJvJ19q1J8fSZBeqmw/r2GE9s71ymKBsONDPZF2kKdr1zqBu+ilBtBZXc2ZK+9P9l3R8xMG2bWFDhQzs7+ZsXx6lbDgIe+ZpBvmaSrRh89dAUFd0mFpQ4GVB4YKiFXX0Jzs1V2XuJZ14irCxlrlPhNzoxslWDVy7k2N6TJKJK6JZDQBZZbOymr5XtVmURudE6ttI5fSPMlf3voG46lDRr1UC4pFm8eH6RfN1Y1f5CwK+yB5VrbwpPTJf44al5BAE+treX7uaM8Q1RM2y+dniKo5NFLMe9pkqubjm0xwIU6uZ1/46SZvHFV8exHI+9a1I8MHSl2NqdjOW4LFR0TPtKxVUPXwG+KxlCEgUWKjoHx2zOzlf4+N5euprH+5tOsW5yarZMzbAZy9V9ZfTGiXFxXOxyRAEcx6OqW6QjAYr169vcW47Ll16boGY4rGuL3lBy6U6jZtgcmyrRlQzSn4kQViRkScRwVlDm9vyW3T19CZ4fziMLEFIkLNsjoIgYlktb7EphpibXR1W3+cvnLzBZ0Kjq9qpjTJ7n4br+yGZZtxAEAdt1yURUBloi7FuTYtu72Mv37eSOC4QH26L83W/czW9/6XUM2+WBoQyaaWO5HomQgmm7pCMqu/pStEQD/OyOLp45s8DLF3LYjsdAa5jxnK/yNlnQMMwa69qjiMDWbt/m5Zmzi4RViY0dcd670a/SuK5H1bTxXI8DjYrVC8NZqobNYsVYmtUIKiIBWeTewUzT+qHJO5IntndyZq7M+oaCoWY61EyblmiAf/HYev7pF+oEFIHfuG+AiaLGqdkya9JhfuXuAV4bLTJVqAN+wOl4HgsVA1kS0EyHqmHTmRBQJZH//X0byNUMWi9RT9zYEac1HsB1XEqaxcmZElu6Evzxd88wkq2Sjqh87pf3kAwp5GsGv3pvPz2p8BUK25eTCCl84q5e8jWTobbVlRk9z6Ni2Esqmytx72AG1/VojQXoTISwHZd83SQTCSy7SX7/xCxfeHWciZyGAMhCYxPZaGsLKSKu5yuFhlWJH52aJxFW2NdQYr2ci9lkz/Nvzk1ujB+dnueLr00wkav7Po5SIzGiSr6diODPPtqOiyJJbOmKs7U7gYvHM2cXuHew5Zqzd7rlNObBWEq6NnmDA6N5Ts9UllTyL2VjR4zedJhkWOXX7x/glQs5jk2V/OPdaH6Xt4NvH5tlsWIwnqsxvFDBdPxZU9HzkCURSRJwHA9VEcH1UGWJ9niAj+zpQUBgpqjRm76+BIXvC+8nQJrnxtV56uQcRyeLjOfrvHd9K49saueF4SxmUcNxfWskgIAEqizREgkwntdpjQVQJJHWWIDHtnYQVCRqhk1bs6PipvnGkWleHsliOS6dySAdiSCHxwtUDXspwS3i63wEFIl/+dhGXhrJ0ZEMUqpZ9KbDPLa1k939795RybebOy4QBtjVl+aLv3EP/3BoigvZKs8PZ0mGVP7ou6fpTYXY2ZugpNvs7EkyvFDh6bMLRFSZSEDmvnUZOhMhvvDqOCemSw3D8TwBSWSioLGzJwn4Q+9D7VFkScTzPP7h8BTTBY3NnXFaYgGyFYOhthjn5iuMZWsU6ybZis7z57MAHJkssvNdPCPc5N1LVzK0VH2pGTaff2WcuunwwFALuapJRzxIoW7yzPlFOhMhfuOBtQy2RjFtl6H2KPGQTFV3GGqPkq0alHWLIxNFbNdja1ecrlQYSfSVnTsTIRYrBgsVnaG2GKPZKumwysnpEv/lJyOkIgp/+PgmRrJVFso6Fd1irqRT1CxSYZUfnlpgR2+CeEhZ6sZYjVLdIl8zMW131Xnibx+bZXihetWKRUs0wM/temNc4ssHJjk7V2F7T4KPNczrdcthMq9xYbGGYfvVRxGQBD8IViWRrkSY+YpORbc5MlFCwA+y2mNB+jJXBvZ7+lNYjkdAFhlqzhndEMMLVebLOoWaueR9KksCouhX9hVJQJZEkiEF2/GQJJG65RKQBZ4/nycRUggpEvvXXl3duD0e5L0b28hWDe4aWDmhcSfjAQfHclc8Lgm+AOaz5xZ5cmc3kYDM/UMtSKJAUJGax/ttombaZKsGp2dLTBc1DNsFD0TRD1x12yURlOlNR5AFWKiYVAwH03aZymvEQwovnM/xyf3XtnsLKhKPb+tgLFdnZ2/yLfh071xOTJf40el5aoZ/bUpMqVRNp9FO7q+Rn5MTMGyX8XwNw3HoSoTY0hXHtB2+cWSG929qX/Fe0uT6aYsFyFYNTNtjT3+K18YKBBSRi81xAr7Qnyf4+6UzcxVCioTrQncqREiVefbcImtaIhweLzCWq3HvYAubm3Z8bxp3ZCAMIAgwslAhX7NojQWIB2WOTRbJVgx60+Glud6/eHaERNBvf97RmyATVpkuangeS3MwLjCyWGN7b4r2eIAPbOtAFgViQYUvvTZBdyLIdEGjrFs8fXaBvf0p3rOhld19KYqaydrW6JJBeXs8yHxZX1Xkp0mTdxJFzaLeCBxmSzolzUSzHOqmg9awbmiLBwip0lI3RKlu8fDGVtZ3xNnaleA//+gsx6ZKyEAsKLGtO0Eq4getddPmv78wSraq8+D6NvYPpFFlkaphUTdtHNclWzPZ05fi+HQJUYCvHJqkUDcxLBfHhQuLNeLBAg9vXH3GNls1+M7xWTwPyprFY1tXnpcaz9WW/fdaeJ7H02f8DUu2aiwFwt8+NktNNzEv6Yl2AaNxzbEdl2LdJCCL2K5HzbDJVQ3a4kEiq4xUBGSJ96zga9zk6pycKfGDk/PMljREwd/k4/kb/YvLI3kg4pEKKSxUTUzbwXJcfnhqgfF8nUxE5fHt1zdjt6O5yV+VfM1As65sixYEv0p46dhCQJauOvff5NbIVQ1KNYvz81WyVQuRhoK9AI4LNp6fmhM8LMchGlYJqSJBReK7x2YJqzKdySBD7defpBhqjzW9Uq+DtliAWFDB9WC2qHHBqlHVLFz8diLBA8cBT/AvYKbtEAvKDLZFkUUR3XJ4faLA6xMFfv3+AXY1izI3zUMbWvnxmXkkBFpjAZIhhZPTpaWfe0BIFnA8iAVlvnJoipAisb0ngSr717OiZvL3BycYy/rivIfG881A+E3kjgyEPc/jKwcnfPEbAe4bzFCoWdRMh5MzJWzHZTJfpy8TIRMNUDcdntjeyY6eJF8+MEEipLK9J0FZs5jI15FEgc1dcQbboows1uhMBmlLhvizZ4c5NlVGEgUe3dzGsaki+ZqJACxUDHb3pXjvxjaiAZnxXJ3XJ4p8ZFcXdctdNt/YpMk7la5EkG3dCWZLGt2pEMmQwvaeBLIA3akIluPwb755kpZoAMdzeW20gCIJnJyt8OsPDAK+3Ybnediuy4VsnZZoBQE/e3p4vMA3jkyjWzbn5yuIgsCD61uQRfju8TkiqkxbLMAv7u9j3Vieo43K8kxRpysZwnJcBIFritIpougroXpXtzB4cH0rx6ZKNzTL05sKM1PS6b0k+TWeq/HaeAFFBFdkmfiMgN9G1Z0MIkoiArB/bZotXUnuXpsmE23Oc72Z6JbDaLbK8ekSAn41XrdcLg3HQorI1q4kiixQtRyCskQqrNCRCBIPKWRiATZ1Njcut8rwfJWVPJKiAZl7BjPNKvpbiG65jCxWGc/X8DwPDz8Iti9pW/cA1xNIh1VUSWJTRwzbhUxEJRpS6E+HeWxLx9v1Ed61PLyxjaPTJTTDRpUlhhsCrELjX47vZIUs+PeWuulX6O8eaOGje7r5/MvjTORqbOiIc2SyuGogXNEtRrM1+jORa3ZU3amossQv7OvjW8dmeW20wEyhzqWutYoAiiyB47FY1tFCDqblUqjpPLKpA1EUWCwbRFSZfM2kPR5gQ8eV95LmWtw8d2QgXKib/OmPR/w/ePDs+Ry7e5OkIyqT+Rpn56sU6hZ3DaSJBf2NdKpR3Z0paliOx741aQKKxCsjWVpjQf7o57by4oU8R6eKfPlAmdcnfEGVdMQX74mH/E3RfMUgVzXZ25jjC6syQS4wJpQAACAASURBVEUiXzPJ10zaYkG29TQH4pu8s/E8j+8en+PsXJmiZiEAR6eKxAIypUZmerqk85OzC+img+36rVqu51eIXxrO8um/eZXfeWQD9w5mODxZZDRbZa6k84NTczy2rYMfnZrnyGSBUt1EkUTmygbPnV+kfsKmpFlMFzWiAZlizeLF4SzfOTFLOqywUFXJVQ1f9V0WSQQVogGZmmFTM2xkEV4ZzTPUGkOUBAKyyGS+zsMbWhjN1hnP1fjccyN8aEe3f06XdaaLGofHC6zJRPil/X3kqiavXPCvK+pl4lqm7XJypkRLNEBvOsz69igHxvJ8YGv70nM002a2qFEzVxIFAtPx2w63tEdJhAKsb4/x6Jb2ppLqbaArEcL1PMqaRa62srBPSXd4bTRHdzqEIon0psM8uqWdbd1JxnO15nzXm0Q4IFFf4Zyoajbr2yNNi5e3EMN2SEdUDNuhVLdXFMbygJJm89ponlhQoT8T5jP3D6DIEookcvfaTNNa7E1kLFvjx2cWGFus8PJwFtN22dgRo2LYVyhGe7CkvO54MFXU+a/PDPPVwxPYloPlCSxWTXpSIY5OFuhNR0hHlp9fXzs8Tb5mEgvKfOaBtW/Rp3znoUgisYBMWbfIXSYOZ3ssu6/ULF9csaDZjL0wSncqRFssgOG4PDjUwge2dfKPR2b4/CtjSIKA6Xj0pEIkIyq66TTX4ia4IwPhX/mLF654TJH9qq5h2eRqJlNFDXskSzykIIsCRyaLmLZHXzpEazTAF14d5+hEAdOFzrjBfNnAdlxeHM4yvFCh4R2Pabl0JUKIgoDreaxvi9KZDPLIxlYmcnV60yFaomqj4uWRjjZv5E3eeZi2i+O4HJ4s0hpVuZCtcWyqgG45vDicQxIEKrqFR+O8cFxSIZWq7ixtoCzX/1l7LMDZ+SqvXSjwz+YPs7U7QVQRwQPNctAtl68emuSF4Rye62K5HqLg4XkexyYLWI5Hrmb4Il2GzV88O8yB8QKu6zKW9YiqEh5+EqpuOpyZLXNgLE9/JsxUQWOyUF9S0vzZ7Z28NJL3fYM9jw0dMeqmQ38mwpm5MlOFOs+cXeTMXJl1bVEqus227jh/+I0TVHSbnb1Jfv/xTcu+q2fPLXJiuoQoCPzKPf3822+dwnY9/vDrJ/jIbr81umo4FOurC8J4wJn5KhOFOnv602zpilGomTx1ap5YQObxbZ3XFGZqcn2kIioVzSa/ShB8EcuDsZxGKiRTbqiDPra5g1zN4FtHZ9jbn24mOW8RRVj5mLaB7x2bpTMRJl8zeWhDG2tarj132uTmyUQDJMLysmv4algu5OsWiqTx//74PFu6EnxiXy8lzeSrhxcIKRJPbO9sej7fIocbNp9Pn1mgqNkIwPHpMpZ7rRXysRyPyYJx6SP8+TPn+esXR+lKhvgXP7ORBxvjNd84Ms2Pz8zTEQ8SVKJ4nte0e1uFTFRFFASG2qLMFjVKlwTDV1sZx4OpvMZ8SScVUSlrFl85OEmuaiKJfhAcD8rkqgYDrVHaYgEsx7tiLUzbxbAdYk0B3hW54wLhubLGiQX9iscVSSAoS7THQ7ieb+0SkEWG5ytoloNlu9geVAyLC9kaB8YKS6+dLZv89pcO83O7u9FMm0RQYbFmElElHtrYSkciTFiV2d2X4vxClfZ4kC8fmKKqW2zsjPO+Te1IooBuuyxWjKatSZO3jWLd5OkzC8SDCg9vbFtSMf7JmQXOL1TYP5BhbUuEP3nqDItVk750GAS/ffnAeJ581WS+rBOQRUTRbzku1Uzqlo1peSC+0dlYrFtX3AQkEeRGAKfbDrmayUsjWeqmc8m8rMdLwzmKdRO3oYAp4VA3PURRwLRcLNvF8/zZQUEESRCoWX77nma72K6H4/rJJ9fzmCzUuZCtYdouuuUQC8iYrstLwzlmSzqRoIwiitwVVrEcX+W9Oxniywcm+PbRWVz8Od1dfSkQ3lA1nS9fea1xG31RHh6GaTbeA8vmgQdbI1xZ97qSuunyykiWQ+N5BGB3X5Ld/RnGc7WlWbpD43lmijr3DGZouYG26eNTJaqGzZ7+1B0dVGumw3xZv+Zm/yIFzUY1HX5wco7XRnOkwirdqRA/ObPAJ/b1YdgOz5/Lcvdgmo/t6UVcxU5jJSbzdcZyNbZ2JUhF7rykqe2uYP/S4Mh0hT/8+lF29WUYz9f5/Q9sWvG41S2HwxMFEiHluv1rm6yMYfnX0utlvmJS1CzmyzrPnl1AlSViQYlYUOW1sRztsSDr2qK4DbeAe9a23HTyqG7avD5RpC0WuGPmite3x3h1NEdbVGGhYuB6XHcQvBqaDZptU9Yr/NULF6iZvu3hyEKV9W0xTMdlV1+SkmY1OzJWoTMR4lfv7WciX2eqUGeqeOW+YDVcwHA85soGc2Vj2c+Csu+mIYkCn93RiW67BGWRqmEvBb2a6fCFV8ep6DYPb2xrCs2twB0XCD91Yo6gBPol91MRKGsOhyeKrG+PEg3KzJV8WxfH9ZAEAUEQCEoCruu3fV7OcLbOi+dz1EwHSRK5Z20Gy3FRZYn9A2n2DaQ5P1/lzGyZqYKGYbm8NJzlC6+O87cvj+K6vkXLyUy4eaA2eds4MFZgPFcHYG1rhLWtUXTL4chkEYBD4wWmixpn56uUNItC3SQdUYkFFMayNeqGTd1yfT88FyKqTUHzA14PoFH1XS3Ic1yYzNYwHRcB/yKvwRVzgSXNXDY3qztgOC4B2cNwXGRJJBGWEQWBc7MVQKAnqTJTMsHzkAQIKQKa7c93BmUJ2/HFtYKqRE86RLZqkq9b2K6HKgps7Iiyuy/F/rVpshWDbx2d5Uen5tFtB9vxiAZlFEkkElD45P4+jk0V+cjunis+43vWt5KJqGSiAdqTYRQJDNu/qV3kxHTxutfMcsFqtIseniiysTOxNPOcqxo8d85Xorccd8X3sxLjuRo/Oj0PgO26d7Sf7am5MgsV7YZeczGpkav5YwFlzeLuwRaOTBYYXqhSNx1+fHqB921qv+6ZbtN2+cbr09iux0S+zi/t77/Rj/KO5+RM6ao/rxge5+YrdCaCHBzLg+C3tl9aHX55JLd0PUuG1Wbi+SaZbYyD3CiG7WHYDgIgCjYlTSQedmiNqYxl69RMh6l8nY2dcQ6N5286EP7JmUXOzVcQBPiVaOCKtt53E57nJ6sR4F89sZmXRrL86Q/OMrxQw7y1OHjZ75gr6fzVC6OokkA06Fv1qZLAyyM5Xh7JsaM3wWBrlP5MsxvjUiq6xchijVcvZLmQvT4hzWsh4lfwo0GRrkSQrmSY1ycLvL5Y49h0iU/fN4AsieTr5lJifjxXa8YXK3DHBcKqLNGTjjC8+MbBKAmA4BFSRCzHxXJcZooaiiiiWzZIAmtbo7TGAkzk6ytpdfgIsKs3SSQg4wG5mkk8pFA1bH7z7w5yfKqEB6SjKnv7UkwW65i2x8GxIooo0J0KMVfUWKwYtDYNzJu8DXQlg5yYLhFQRDIR/xgMyCJrWyNcWKyxsTNGdzJESJVwXI+1rVE64kHfPkb0N+sivnhNWXdYrPoZzJAi+Zlpz6/ErlRekwAHKDRmioOKr14pCIAnIDQULz0BIgEZq+63fl3MaQkCdCaD2I5LOCAz2Brl1EwZVRYx83WCikws5BFrtEa3xgJUDRtRELhYo9Ush5Ai8ccf3cHvfe0Yucb7b4sH6UiGef9mf473xFQJ1/PoToUx7BpyUKA7GSIdUQnKIk/u7F5Snr+coCItaQS4rovnCYjCGwrEjutxerZ6w2sn4Ld7tzcUQ8H/nsKqRN10bkhES5VFBMHf/Kh3+Azfi+ez1MzVK5Er4W/y/e9PkUVaogESIYXtPUlM2+XMXMWf67qBCooo+H+XbToE5DuzhXS+al7zOb2pEJ3JEKdny5R1//z+tfvXEG+cExerxILQPLZvhdHFKqdnyzf1WgF/36UqIhFFYmtnnJ5UmJDid9KtbfUDqY23IDAXaKyzJAjL/NnfjWiWzddfn6Zu2riuxyMb2zk1U2byhQvYhntd3UWrIeBbxUVUiZ19SSbydUAgqsr85nsG+cbr05Q0mzNzZXTL4fhUmQ/v6qIlFiCs3nEhBgA/OjVPvm7y3o1ttEQDfOvoLPNlnefPLyxri74ZpMZ9RZYEQopERJVY0xqlJxXi+eFFADTT79SQJfzzqSWCZjnsH7i6fd+dyjvyKBUE4Z8DH/E8735BEP4zsBf4/9l77yC5zvNO9zmxc5rpSZgADAYZBEgAhJiTRFISJcuiSMtykGSvw+7a5WuX1y57a+26tu+u065217XX17bs9dqWo0RZMmkqUaRIMZMAkTMwOU/ndPL57h+nZ4BBBohIzlOFGkxPn+7TfcL3ve/3vr/fO0KIX7zQth/f3MX+iRJRTWLvZDDZTEU1aqbDbMWiYQf9Loosk4oGhvAtUY0H17ahyBK9mSiG67HWsDkyszizs649ygcG2onqCu2JEG+PFFFlma/vnuD7x3I4zZluzXTpiuvoioztBhMszxeUDYeZqsWXd4zx0/f1v28nO0tcPzYuS9GTjqKr8oJXriRJ/OBt3UF1RHNC8cc/ugXHFaRPybL//ZujSFIQEN++Is2RmTqKHPQGJ8M6hu1QaDiIZv/t6cTDCmXTw/ZAV4KA0XY9JCQ60yF6M1E6UhE2d6eo2y7P7p1iumxSbDjIchCIPr6lm6/vmsBoelW2J0LsnSgTUmU2diU5MFUlGdFY2Rbnp+7r50uvDzOSa1A2HXJVj6iuoCsyQ3M1fuwDfbx6PEfD8VjXmWTNKeV1t/amydVt1nUm6GmJ0JEIocgyibC2IP4ihODFo3MUajYPrm07IxAdztV5cyhPWyJE1XTpyQQrU4LAn/Ni6Urq9LXGmCqZREPqot6gsKbw43cup2Q4LLuAMvai10xFeGJrD3XbZe37pKzwXBybraIrCpZ78cFwOqzSngyzIhsjmwjRGtNZ2RZ4S39wXTuFeiBCcyk9daoi88O39zJRMlj1PvXFHc2ff2X+kfXt/OpH1tEa03lzqEBluoosBcHQPHetbKUlFghYLiWcL58dIwW8y1htlICWmMbjW7ppaV4XD65tJ6wp1K1A6LArFcYXvKsA9sG1bXSlwwtJqPcyQpxswxnO1/mQ0sGPfKCP7xycIV81ydedyzpWAJmoym9+fAMbu1KsaIvz3YMz7Bov8clblwHw0Np24qECEV3GsH1mqyb/+PYYUV1he38L/dkY7YmLH3tudmzXZ1/THuntoQIf3dS10A5luz7OJYwjACFFQpMFiqrywOosEV3l0HQlsEuMR+hvi/Ebj61HliUe3dDJ7rES/dkoYU1homTw1Z3jCAGf3LLsgu4Y71duukBYkqQQcGvz/1uBmBDiPkmS/kSSpO1CiLfPt30irLFhWYp0REdRVGQE4yWDqbK1kMW3PcHq9jidqTDxkIrl+fz4XcuJ6SqHp6uszMZ4fTDPf/zqHhrOybvLl94aZ1VnmsPTFo7noykyru8T15WFCwECoaDd42Xu6m9hx0gRx/MIaSp9LTE8X+D7grPECUsscU1IncO669RJSSykwWlzyL6WKHXLxfUF7ckIFdMnGlIIKQo122XPmIWmyIRUCcNx8fyTJaRxXeYzt/fyZ68MA0GJ9MpsjN1jNr4Iron2ZISfvq+fr++aZNdokYbtsWFZkumKSSaqc+/qLEJARFcp1m0alstEySSqK1RNl+O5Bp4QJCMqq9rjhFWFdFRnQg6qMBRZIqwpLEtH2LoiAyL4fXV7HE1VWJGNnvL5VT7RnAici/Giwe7RoATzjcECHzvNR/b7x+YCBfnlGTIxnUc3BDYiqiyxLB1h4iL6iCKazONbe2lPhNg1VqJiONy9KrvoObGQGoh9XSK9LUte5gC39WQ4Ml2lal1cebQmS7TEQ6RjOqva4/S1xjAdj21N5ejLPR4QCHe9H3uD5zGdc08iM1GN339i80LC6UPr2+nJROhIhhd937IsLVlZXQG6UpGL7puHIACO6AqKBANtcVa2xfnR08r7T702lHe5iKsq8vumBzyiq9y5soW67S1YHT13cIaIpuALqVlVdf7X0ICQrmB5HvOXmdR87U09mYXk22ObuxZ5oqeiGg9v6OA+N8uR6SqHJqtMlg0OTVUXqht/4p5+4pd5z7vZUBVpoQqrp2mJ+AObl/Hy8Tm+f0zGusg4WCaIRyRJor8twcMbOrhrIMvOkQKvnshjOoJoKKiemE+otiVCC1VrALMVM6jAA2Yq1lLJ+jm4Gc/Mnwb+Gvgd4C7gu83HvwvcCZw3EAZ4fEs3Lx2dC3pRig1qlovtChQZelqiPLK+g1zN5u5VrUQ0hdZ4aMGW5M6VrbwxmKdquvzArd38047xhdd1fXjx8AxhXWWqYjBZNEiEVTZ1p9nUneLEbOCB6HgC0xUM5uo8uLadrX1p9k5USEW0pgqjywuHZ/noLZ1LKnxL3BQU6ja//Oga/vGtMSK6jKYoPLmth1VtCd4YznNgokxEV5AJBLTCisy+yTK+COT+dUWhtyWCLAUWSqosMVe18Pxg/G7YQTnp7zx9kMmyQTauY7o+qajGqvYEd6xsYf9Ehbpl0ZOJsLo9TiKskavb1CwHWQqUG4uzNrMVi8FcDV2VUWWZuu1RNV1UReJTW7v5uQdXkYrq/MXLg1RNl8myyc89OHDJ12ImphPWZBq2R1f6zExsVyqyYKX2Y3csXySa9MiGDg5NlqmdxSpmnrgGvS0x1nTE6WuJkoxobOlL0599f64WXi1+7M4+do0WyVXNRYnPs6ECvS0RwppMWFPYviLDg+s6zrvNEhdPRzJM4RylhT+0rXtRsi6kKmzuWeqHu1qs6UyQCquUjLNbJ51KEFDJxEMKa9vj9Lcl3vOrtNcSWYKfe2gVph2Mic8fmmHvRJl4SCGsyYTsYFHmfKiaTCKssiIWxXA8apZHSJV59JZONEXCbWpv1CwXzxNnJMznr7e+ligvHZ3DdILtXV/gXe5y9E2ILEl8/u4VWK6/cI6nohrJsMZtvRkOT1UxnAsXqytykLRrjes8ua2HgbYYmagGCLLxEA3LYVtfmofXd+D6glLdoi0eWjRP2bAsyUzFxBewecmx4JzcVIGwJEka8IAQ4o8lSfodIA00DYEpAxvPss3PAj8L0NfXBwR9dA+saWOuapFNBGIZbwzmSYY1PnnbMnaNlvF8wVfeHmOmYvHB9e08tqkLzxfsGivx3YMzxEIq6zqT6BKLxAieOzy3eAfKFmFNobcliq7IlA2HuaqF5fpULZfvHZnlWwemAdi8LIWuBTcOy/W5a2Xr+zr7v8SNTcNy+d1vHKJsOqxoiXJgqkLZcJguW0j4/PM744R1hdt60tzam2LPWIl8zSJXMzFPqfwtNlzA5TeePgTM2yuJZi9SEBT7CIZyNUzHR5YgpEpoisT+iQqtMRPb81EkiZAmU6jbTWEUwUA2zvblGY7M1pitWliOR1WWGJytM5yr87FNXchSIL4lSRK3LEuRavZtRjSF2YrJVMnh9795mMc2dbGmI0FEVxBCcGCygusJig2bkCYjBPRmovS1Rhf2W1NkHNcldpZeqYfXt7OlL82X3xrm0f/xEp+7s4/P3RP4/z20tp0/+s7h837/hguD+Rq/941DtCeD3uj2ZJhbe9I8sLadWEjh//veCXI1k4fWtvMz9w8AQdLim/umGC002L4iwwfXdZxXufjoTJWxQoMtfZn3tODMuUiENda0x3jh8OwFnyskGCsYhLTAe7ozqTNbszgwUWGuZhELqXz2juW4QjBVMrlzZQvf3DfFUK7B41u60TWZF4/MMVkyiOoKj27svGLiJtNlk/0TZVZ33LxiNh/b1MWh6epZ//a3r4/w9O4JBjqS9GYi2K6gPRlipmwS0RU+f3c/azsXl/mPFRocma6yfllySTTrErmjv5VNPSlePpa/4HPnk5mWY1NJBon+3WNFQppCSJU5OlMlE9WYKplMlk229KZ5aF07bw8XCGvKglr641u6ma1aFOo2EhKaKtMS05kqGdzR37pw772SHJqqMFkyuH15yzmrpW4EQqpCSFUoN2z+6PmjzFUt+rMxulLhi6ouMhwfw7GYqlg8trGDXN2iLa6TDqv88zsTtCdDhFWZV4/n6clE+Pityxa1C82Tjur84G3dfGh9B7tHS3Smwjf093Y1KDZsyoZDIqQujK3ru5IMztXY2pfh1RMXvmYcH/AFEyWT//uZg8gE857+bJz2ZAjDdjk4VWGybCJLEtmEzpqOJPeuzuJ4PmXDYU17go/c0nWht3rfc1MFwsBngb8/5fcSMF/jlGz+vgghxBeBLwLcfvvtCyFrVFf53F0rMB2PP33pBI9u7EQCnto5QbHhkI3plAybmuXxwuFZ1nYmGc7V2TNeYjBXp68lyki+jqbJ2OdZtQGYKjaQJAnH84mFVHRVJl+3cZpZN98XSBLsnigRUmRaEyE2dKVILmVMl7iB+Z1nDvCv+6ZwPcGm7hQVyyGsKuRqFjFdpmi4RF2fl4/lqFouhbpN3fYuqldJwMLzFESgIN3MonoisCCqGg6qIpOrmqiKRCqs0ZEKU2rYHJ6uoqsSHYkw2/t7OTJTI6YHr5SJqLi+4M2hAqs74nz81mXsGishS3Bbs6wMgv7aYsNhx3CBbDzEq8dzPLyhgw+t68D1fV48MseJuRqZqMZ02aS3JUo6qvMz960koivMVS2qpktIk9k5UiQZUelKnZxsS5JEOqzw3547ji/gd549vBAI/9dvHaZ+gTZhT4DnBoF4xXSRgZGCQaEeqEQW6javHs9hux6W4/Poxk6Wt8Z4czDPG4P5IDHg+vS3xRloO/sqct1y+ca+KYSAfM3m09t7L3zw3mO8dHSOv3p9+KIEZ7xm/7tjeagyHJqqsXusTKlhU7Vc2hNhaqa7MIEcnKvxyvFA1RtJkI0Hascn5mq0J0IIAeu7EldEL+Ib+6YoGw6Hpyv83IOrLsm26Ubh6T3j5/xbwxU0qg5z9TyHwhrJiIYkBRY/8z9/6ZE1i0r+n9k7ieX4nJir8W8fGLgWH+E9Q912OTxVvaTyaE/AwakqIVXGdD1eOTrHwakqhYaFJstNf3cFy/WpmEG/cK5mMZKvBx63BYPVHfGFe9zyliiTZZO+liiGM8vn7lpxRT9jueHw7QPTCAEV0+HxLRenun89+avXhjkyXcXxBA3LQ1elSzpGAN88MIPU7K3fP1Hl4Y2dTI4ZqBJMlAxmKiZjRYMntvZw7+rsWV8jHlLP+bf3Mq4v+PLb4/hCMLfCWnBcmC8Rb43pFxUIn44PGK7g2GyVibKBEDBXDVo6HV+Qjmp0pYscnKxguh6ZqE6+3+aeVe+/Y3Cp3GyB8FrgNkmS/h3B6m8W2Ax8GXgY+KtLfcGwphDTJf7ou4OENZltKzIYjsvQnEU0pJAMa3QkwyhycAOQCFQpXc/D8wUXM5eYrbvU7QqKEojptCdC3LIsSdlwGS00mv2JgYKlLEv4vuBn7l/5nlc6XOLmpu642E2/3tmqyYrWOIbjMNAWKBQ2bA/X82mJh4jrCpbnX1Tv++lP0RR5wW5j/m/H5072a0rArtES2/oyfOSWDN/aP03D9pBlqFse/7JnnErDwxc+7ckQbfEQg3mDf907yQ/cuoyWqE42HkJC8MZgnqFcjcPTVV47kcPzBHM1m9maRWtMx/cFz+ydJB3RFnQA5vdRU2QUOVC3fnbvFIemKlRNh4rpUKxbTJcNNixLkghrHJqqkI2H+OjG9rN+7nm17YshrCnEQxpV08bzBTXLozWu4yOI6gqeH4iGzVeXdKbCxMMqhbpNMqKSjZ1bMEhVgj5pw/aIh2+24eLKUKiZizyeLxZFlkiEFYoFG9vzkSWZkCrTlQoT0YPvtDWuk4polA2H3pYomahOPKySDGtEdIXOVBhNvjLKxvGQStlwiOoqN2vHjXuB4yATjKNas08vFdGYLBmARCqqnXH/SYRULMd+357b7wbfB8u9dD1i4Qtszyej6ZQNm9lqsKIVDsmAhCJJTXG5GLtGS2RiOrmaTcVw6EjqhFSFmK6iSBKqIi+IDJ6aZLxS6GpwX7dd/6xVPTcSuZqF7wvGikEllRBQtz3K5qXfu0Rze4nAjvD4bJWH13cwW7Uomy51y6MrFebgVPl9GeyeDyHEgiaQ1Uzelw2HP/zWYV4/Pke+fmHl+/O/fvAetitwpKASwPV8qqZL1hWYrkfdcslE9fNqKixxkhv7yj4NIcSvzf9fkqRXhBC/LUnSH0mS9DKwRwjx1qW+pu36fOE7xzBdQc32ePlYDlWWqDSNhlujGkII/u6NUTRFJqwFVhjTZZO67S7yMtWAcwmj1x0BjodtezTs4Ebyf31ogD3jZVxPMFGo89zhHAKoGi5/98Ywv/jwmgUF2iWWuN4IIZAkiUrD5lee2svQXI2wKuE2B8zxUoN7BlpxfEGo6V+nKhL9rTHCusqOkTxF56SVw7n0OxIhGcvxERK4XlBSp8igykEv1OliE4Jghfit4QIHpiokQiqe6jdL8RwGZ2uAxG19aXaPlshXLQzXozcT5Y3BfLCCPFXGdHw8AdPlIOE1VQ5KwzzfJ6opC2rXjutjOh4dyRAf29RFSFOoWw6vnSiwqTuJ4Xh88fsnyNctYrrK1uUZCg0H0/UZKzaoWx7L0hGqpku+4bK6LcpQ3mDDKWWbl7ICqEgSP3nPcnaPljBsDyHBY5u6aE+EuGcgSzykcEtPesE+Zktfhq5UhKmSwUB77LyVJyFV4Ue29zFbNenP3pzltO+WtkQYRYKL1/EOzu24Hlhb3Lsqy1ixzhNbeqjbHiuycTb1pKgYDj2ZCP3ZOLbnce+qYOXgrpWtOH6QNOpIhq/Yyu0nblvGaKFBd/rS1KpvJFqiGoPnUY6+Y2WGzd0p7hrIsqUvg+MLCnWbqZJBZypyRunsE9t6f/w97gAAIABJREFUGC8a9GaWhOEuFdf3F1wvLgUfCKsyA9koPS0xPCHRmwmzdXkL6ahGdyZKJqoRUhXWdCSINRM3Bycr9LVGSUc1LMdHU2U8TxDRFcqGQzZ+5ds2IrrCj93RR65m3dDaC5br87dvjJCv2URUmc5kiFLDpWFdyl3rTHwBsiQYnKvxlbrNf/nBjThrsvzxi4M8f3iGewayfPntUXpaotw9kGW6bPK9I7O0xnQeXn/+lpv3Kpoi8+jGDkoNZ0Egcfdoie8emqFYs7hAAelZkQl6hjUZwrqC4/q47slgWxCMOeW6yYExQTqu4TcX6lxfYDkeYU3h7oFW9k9WaInpyJKE6Xhs6Eqe9zi9PVwgV7W4eyD7ni1xv26BsCRJa4A/ATqEELdIkrQZ+IQQ4j9fzPZCiHubPy9omXQ+5KZ41TyO6y8KZvMNh+cPz9ESLdKZDPPQunbS8RDH52pEdIXbl2d45XgeQRAEz3uhngvTB7PhUmzU+Ls3RhloT3BkusqRqcpCUOAB/+t7Jzg8XeHPP/+Bd/PxlljiXSOE4Kmd47wzWuTjm5exd7zEaydygccvgSLlVNlCluDlY35QGh3ScD2f9cuSyJLErpEic7XFg/K58tQ1KxgpTg2U5xNOUU1G8vwztp3/e8V0MR0XSZLw/MCWLF+zCekquiJTNV0EQTA7XTbIRDSOz9aYKgc9VKP5BtNlg4rpoisyt/Yk2DsuKBkOrQmdz9+1gj958Ti5msVHN3XRlQrz/WM5do8WkYCnd9d4ds8EuaqJJyQajkcipLF/orxoVbUlprGqPU5LVGOybOP6gtHiyQl+qXHxWeOi4fLKsRzbVrTyjX1TxHSFv3l9mF/80Boe3diJ6/m8diKPLwR3D2TRVZnvHppmumwxWoyf0+94nlRUe88OgBfDaKF+4SedhgAMx6NsOPRkYnSlIrw5XKRiOEyUTQLPap/XB/NMFA00RWLjshTZeIj2ZBjL9dAV+YoGrGFNOWtP383EwXP0B8+jKTKeL3jh8BzrupJ0piJk46Gzfm7H8xeCrSUunXdGixjupa82+oDreqzrSrIsHaYjGWJrX4bvHJihYjo8sbWHzmQgLrjslL7tOwdOeqDO2287TW2Iq2mDlY7ql+T3fT3wmomzsCZTM32Wt8ZRZAMkKBuXHwwLYLIcjEVjRZMn/vR11Gb1k6bKfPvANLtGi6zrTOJ5Pi8ezVGo2UT0oIrrjv5W2pPvP8ue09XK+7NRUhEtGNf9y7tmfD/oG26cI/lUd3xO5E0gmMsoEmiKREhT6ElH2NSTZrzYYHCuTr5m0XA8HE/wqa3dfHhjJ28MFshENW5f0bLwmtNlk1eOBa07nhB8fPP5nTLOxki+zlCuzqbu1BkWkjcK13NF+M+BXwX+DEAIsVeSpL8HLioQvlKoisxjGzt5dv80gqC8JqTJHJs9OfkRQL7hkm/UODBdIxNRWJaOoskSuiaTiaoUGsHN5lLyo7vGSrgC1nbGmSobVOzFW785VHj3H3CJJd4Fvi8YL9T5wneOULc99o6XeGB1Gw3bw2+uBCsSqEqwUjtWNHF9QdUKeleG5uq8ejx/Sfd+cdrPU7HcM4Pg07G9IIsdUSUsgr60huXyyrG5YL+bzys2XHaMFklHdWqWiy9gKFfDcgVhVQoCZk9gewJBMCg8s2eC7xyYwfUFFcMhEdFJRzX2jZdxvKDXMBZSsD3B1t40d6/KMlMxmamYmI6HLEXYujzDj93Zx6buNI7jULeD9y4bJ1NwlnNp5VOvncgzVjRQZHmhhytfs/nCp2/jwGSZnSNFICiP3dSd4ntH5qiZLjXLvWAg/H7H9cVFW16ciu3B/skqR2fr+EIQ0xTCIYWKGYiomI7HcL5OazxEMhxMkuZ70d8aKrC8NcrjW7pv2tXbq4F9AdXul4/lefV4Hl2VaTgu/+2Hbjvr80bydZ7ePUlYU/jhD/QuVEsscfGsarv8BIKiyDx3cBpVUfB8wdO7J2nYHsWGzUTJ4Lc/sZHOC5Q6H5+t8uzeaRJhlc98oJfoDV66fDWJaCqbe1JIEixLRXhq5zim4zGYu/Qk3vmwfbCbEVlEkwCNwbk602WTd0aLCAFVy0WTJQzbY6xo8O/uH7guK8O261M1nRsi+OprjfHXP7md3/jaft4enqNy8Z1Pl828hojtuhwxq4wU6qzMxnE9D1cErhwxXWHHcJF4KGjXAuhKRxaEA2MhBV0NWgNazpIMMmwPu+necTZs1+fp3ZO4vmC8aPDjdy4/6/POhe0GvtQdyfBCG9rV4HreOaJCiLdOG+TfXR3HZfK7T2zmwXXtHJupcTxXY6zQQJPgXGNu0fAoGlVSGmxdmUVTL+8AWW5QspCM6PzPz2zhyT99fdHfK6bHUztGePL2Szt5lljiSvGN/VPsHi1QNV0UWaJueWRiOiFFwnRF0+cOfCEFfr+nNOEJYKpkXpTI0MVysa2avoCQpiDwMZqlQ54vFu2LAGxXgBDoiozt+dQsF02RaYmHgGCwECJ4ruOJIIC0XJCCRNby1hieHyEd1WlLhBjK1TFsj3RU43ef2Ex7IswXXzpBxQhWojMxjQ/0t7C6PZhEqqoaeA5agY3UPCOFSwuEHR8mSibZeFDyFNZkhvMNXj0+x9d3TzKUC9QqUxGNquXSkQijyhbtyes/SbjRef7gzGVt5/mChu0FlQAhBccXbMzG0VWZYt3kWwdmSYRUbl+eoa81xspm6eXRmWDVcyTfwHJ9wtq7F8p6r3ChCcK8yJ7l+gsTu7MxOFfH9QU1y2WyZJDsXAqEL5Waefm9jnXbZyhnoKkSrbEQkhToG6iyxIGJMn/20iC/9PBqTuTqKJLUDPIWB1PHZ2v4QlA2HGYqFv3Z928gLEnwofWBTVvNcikbNrtHi1f1PQ1HYDo2EoG/ty8gFdFojekkwiolw8F2/euiR+B4Pn//5gjFhsPW5RkeWNN27XfiNIoNh5LhXJMg+FSa4tPULJ99E8E9MaxJhBQJVdFY3R4n2Zx7aIpE/JSEUiKs8dm7llNuOAu9+POUGjb//bmj5GsWP3rH8rOKcslS0Gfv2h6RyxjHvrZrnMmSSXc6clFCnTXLZe94iZ509JIU5K/nnSMnSdIAzYUfSZKeBKaux44kIhqtiRB7xsscna4iIehtjTKYa5x3u7IDvu8jIZOOKNRMb5Ha7YUQBFnN3pYot/Wk+Tf3LOcvXx1Z9JxfeWr/UiC8xDWlbrm4nuDITJWDk2ViIZ3OVAjD9tm2PEPNsFFkGQkPSQrKkuVzrNNeT6kG2xOoiozaFOnSNYVUU3G64QSPqYqELyAZ0XBdl7ojiKgKn79rOd8+MMNo3iARVsg0y+P6WqIcnaliuz5hTcb3BWs7EmzsTjJZMnljMMdc1cL14e/eGGVVe5x83VqwXLq1J8Ontp5UHpUkiU9u6Wb3aIl7mqV/judfVvLAcX1yVYueTJiKGSgUP39ohqmSgSLJyBIcnq6SjmrcM9DKztEiq9tP9r0dm6ny6vEc/W3xdz1xMB2PfRNl2uIhVjR7i2uWS6gpPnMzcWy2dlnbzV8R8+03D65pIRHVqRgOX9s9hWiWSXQ1e3b/7PuDqHJQwpwIq6xqj1/VIHii2GA412BtV4LsDbBqcqVxXJ9n9kyyf6JMLKTy2KZOVjUTULd0pxgrNojqKitaY5hOUO0SD6ms70ourcJfBL//zUPvansf8D2Brsosb4myPBtYlMmSxLHZKn/0/FEatkdHMoKqSDie4O/eGGF5a5Sff2gVt/ammS6bpKP6GZP0S94XX1CzXRIhFUmSqFkuBybK9LREbzpbLVkKVtIURQ7qaa8igpNJYsfzqFsSW3qzVCyHnSMFhnJ1WuM6xbpNayzED93ei36RC0cTJQPPE5dliRVUFwQVVoFY3vVneWsM9TIXza4U82OS4QgcVzDQpvLK8Rz/uneSDctSfHhjJ2PFOt/cX2FFNggmD06UmavZbOpO0bB9VrfHycR0hvOB9RzAcwdnzhoIq4rMZ7b3MVEyWNl2psbIwckKqiKdsz0lVwuSbbn6xWUPvnNgmpF8gx1ykZ++r/+itoHrGwj/PIGt0TpJkiaAIeDHr9fO+EIwVTawXB9PCHpiOo+sb2fnSGGh7PlsVE2PiCZTt09mXi6FhiP4xr5pVHkPv/upW3juwDRjpZMHXZPhe0dmeWht+3leZYklrgy7Rov871eGKNRsVnfEyNUCm4qJYuDV+/V3JoKJffM8nx9nb0RtwlqznlWXQZahWLc51cdekYJgea5mn7Hdf/32EUpGsL0EbO6JEFIU9oyVAIHregznGozkGrwzUiAV1fncXX1UTCdYpWg4TJQafOfANJIkiGiBAv3KbJRi3eLV43nak2G29qV5ZzjP4FwdvRnzXO4k3AcsT3AiFwz8s9UCrw0G7RWtMZV4SEEICb3pvRnVVXaNlrBdn63LM/ztGyPsGCnSGtPZN1Zg32SVlqhORFdY1Z7gtt5UEDhkY8xWTHI1mzUd8bMK+r14ZI5DUxUkCT5/1womSgbfPTRDPKTyo3f03VRljOmozkz18le/PAGG6/P0vukz/la3Hf76teFAlAY4OlslE9X59Y+spScTxWyKnJzKq8dzHJyssLw1wi3daeqWy+6xEuu7ktzSHfSmHZgs89TOcbpSYX7q3jMdCL59YJr//coQuiKxqTvFf3h07XtKmNEXcHS2zq89tRtVkYnpKkemq3zklg7GCgbD+TrFhs3ajgS/9fQBSoaN4/rULY/Ht3bzw9v7rvdHuOFJRd998sQRMJxvMJxvAHMLjw/lG7x+PI8kQzYW4sUjsyCCFfzvH5vD8wQ/tL2Hn7jn3JPdV47lODRVQZbBdHwe29R5VsGrQ1MV/sdzR6gYLk9u6+HJ23v5l10TTJQMIprCz9y/EtvzGc03WJGNEQ/dePcuIeCf3h4lV7O5o7+Fobk6ni8uqFlzpfChOU92+aed46foezj85tcPoEiBfdCOkQLru1J89JZOapaL5ws2LgsST6bj8fTuSQzH45buJM8fCnzbP7yxk1sv4KU+UzEZLzZY15kkFlJJRTTuHmhlpNDgrpWt5932WlC3XCKawq88sobf/Pp+Ds9cXnL1SuIK2DlWWThWu8bK/MuucdqSYTZ1p/jKToOqaTM4ZxBS5YV+fcvx6GmJ8gObu+jJRKiZLuu7EhyaLHN4ukp/W5yNXUmmmy1hqzsSbFiWXHjfQt3mmT0TvHo8R6Hu0NcS5afu6z+jrxqCY39wqsLKbIwTszX6s7HzltnPj3OKLCFfwjzqul3RQohB4GFJkmKALIQ4vwrGVeaeVVmG8w1KhoPvC5a3Rskmwtiuz0vNZvGzsW+sTCah0zC9yy4BFcDh6Qp/8K0j3LWqjbEdJ70SH1zbzo7hAhXDZjhvsLUvzb2rsksZ6yWuCt89OMNEscF02SRfN5mr2siyj3mKPPplOMlcV86l0ni+zzEfBENwfb5+vIDLOZSuBczVbL7w3PFFD39918QiVfnJssnvfvMQf/jtw4RUGcsT6LLEdDPIemescvINrzCFusvByQoTJQOBQJEkLDfwLx/J1zkyXeWdsSKj+ToTxQaFusVc1UZTJZalIpQbDkemK6QiGvGwyo7hIn2tUe7sb+XhDR1nvN/8WCWEYKzQ4PhcLegfM11yVZu+1htvMjnPvDr6POPF81cGvRtMF145nl+w+7Fdn2LD4Tf/5cCCLcnn7+5HkuC143laohr7JsvULZdn9kxy50ArQgiiuspkyVyYVH57/zQHJyscnKywbXmGbcsDAZTdYyW+vmuCQ5MVZiomSEGQ8I9vj/GjH+i74VReTz8Wl0qj6dZQMT1ePDLN64M5oppKxbQJaypvDRWI6SqeEAghiOkqO0dKC4HwVNlAleXLFmN6t/t/I3M1VJpPxQPwYbpqMVuzUCQJ4Qs0TeYvXxviuUMz/OqH19DXGkeVpQV/6FeOzfHaiTwzFZOWqM6z+6bIxnVGCw3+4InNZ7zP7rESJ+bqmI7HP++a4NbeNC8cnqVQt9nUneSpnWPsGy/TkQzTlgzz2Uvsc7xanHpuOb7PZCkQSfpPX9vHkescaJ0+hHkCZisW39g7xc7hIv/nlUEiusrGZUl+5v6VbO5JM5SrM1EycD2f/7xrnKFcHU2RmSga/MKHVi1Uc5yO5Xo8tXMc2/UZyjV4cltQcXXHylbuuAGC4L94ZZAXDs2yqj3Ohze2M1G6euPJ5XDqsarZPrVcg+lSA9M9RazU9jgxWwMpmAPNVi3Giw1WtsaIhVVePDLL733jELIUWAbKkkxUV9jYnWJTT3rRNbN/vMybJwrsGi2hq8HzdgwX2Tte5t5V2UU+76va43SmwvzW0wcYKzTY0pfm1z6y7pz31A9v7OTIdJWuVPiSqqmu+WxEkqRfPsfjAAgh/vs13aEmIVXh39zTz6q2ODtHinSmwhi2y3cPnv+kdYDZd7FaMM9Uqc7BSY2IprCuI048pOKKICB3PcG39k1TaAR+pCtaY4tOliWWuFIIfI7MVHFcQbFuYXrByun7nfmakEuJUc9WlVYxPRQp6F+2XR/3LCUkV8g2dhECqFkOSOB5Po4PthusNh6dqbKmPUFHIkyuGvR8VUwXx/fRhELVdBktNtjck6JquowXDcqGw2TRwOw9+3rDg2vbaUuE2DVa5PnDs8gStCdDtMZC77qM8WqyZ6zES0fn6G2J8IO3BiJiyjUIZBxPLJxcsiRRtz12jpQwHY/xosldAy3kazbfOVAhGdEYK9TxBRycLLN9RQu+gK5UeGEc7WuNsWOkSCKsLlhxCSH42jsTvD2cp2Q4dKfCgMStfWnmqha25xOWb5x+5LFCg6f3TBIPqfzQ7T0X3uAC1G2BL1zKDafpDeugKhJV06EzFUaIYNVKayYDDk1V+Nb+aSQJntzWQ88lWiwdnany7f3TtCVCPLGt56ZrCbgQ19JOzW96p4aUoErOdDzGCg2++P0hbutLo8oyn9zSzYrWKH/12jBV08V0PFZmY7i+IF+3z+mpuqUvTTYeomo69GdjHJ2pUTVdLNejbLjMVW3GiwYRXSUZuf61T67n88/vTDBdMXlkQwfru5Joikx3JsJc1WLmWjehXiTzFUujRQMZ0BSLqmmzbUWGzT1pujMREmGV4XydUlM40mq2IA3nGucMhCH4TuqWi3+VS8Evh7cHC3i+4Mh0lUc3dFC1brx9PJ2zCY37sDBGea7PaMFgumSQjum4fuBjLARUTAcJQIJEWKUrFeZLrw/TGg/xkY2dHJutsmO0iOV6tMR0+rMxDk9VaE+GefV4js98YHE1TtV0mK0ESZ4L6WaENeWC1QNn43qk5efP5rXAduDp5u8/AHz/OuzPIu5f08b9p/TH/eWrQ9fkfSuWYMdIkZaIwsr2JLf2plmRjfEj23t5Z7TEV3aMUWg4xEIq6fexlckSV5fXTxQCCzH/pCf2zbYCfDU4l+fx+VCks7dKqEqwyipJgpphM1Vd7D4urtL3bXtB75QQAlmSUGWZaEhlWTrC7f0Z2lI6y1tizM/Xp8omvZkImhr0N6/uSNAS0zkwUSaqK6ztTJ6zZUNXZbb0Zdg3UW4+IvHktp5L8ke+HhyYrOD5guFcg6oZzAZU+dpcANGQwu1dKaZLNqbrB+rSuornC3oyUSZLJomwyrrOBO2JEHXbQ1Mkfva+ldRsj8wp48LjW7rpa4miyBIbm2VpkiSRjKjEQyrJsMYntyzj9hUtvDNSYqA9dsOJcs334hfcIBB5t2hykPCOh4JVCAnQVBkh4P7VbfS2xijW7YVetlKzx1A0Fd17Mpf2foemKri+YKpsMle1FlkBvRdojV3beYgsQTIaYkNXguOzdTzfp2G7vHR4jhXZKIbtIUkSsZBK1XRZ2RbnRz7QS1hTyNUsfuQcYjvrOpN88bO3s2e8RF9LFMf3aYlpZOM667oSmI7Plr40m3vS3HYZk+wrTaEeKGtD0GO5viuJBHz69uDzHZ+u8LU910Vu56IJguIggB3O1RkvNtAVGV8IOhJh1nclOTpdpSMVZv2y5HmDG1WWkWWJsuEQvQHL1h/Z2MGze6fY1J3m3tVtbOyKcWDqyqp5Xy9sH8oNZ8FZA0Dyg2oOTQmOja7IfOfADHZTqyVXs2hPhMjXJRRJYqTQCMr4ZYk7+lvOeI+uVISPbe5ix3CRh9e3X5Vx6pqfNUKI3waQJOk7wNb5kmhJkn4L+Mq13p8L8dDadr70xug1e7+C4bFOlXhwTZbt/a2oisz2FRlaYjqW47EiGyPWvNg9P1Dpfa9lmpe4fqQiGqoi4/o+Eiwq95eb/1QFzOufGL8myATfwamBcCqssiIbZc94UMo8H/DK0uKkwT2rW3njRB7bY8HwPqJJxCMav/Lh1XzklmXki2W2/cEri97T9q5OxlhXIKRK2G7gN7mxO8Ud/S08tmkZz+6dwvUFnakwP3HPCvaMlYjoCiP5BrvHity1spX7V7fx6vE8D65toysdIXERljOPbOhg92iJgfb4DR8EA9zam+KlozZ9LVGSkeA+27CvXiCsKxBWFaIhlbtWZrmlO8VUucFbQ0VCWnBf//zdy0lHdT5/93ImiyZvDRdojetsz8a5c6CVSEglrCuMFw2SEY1UREORJT5wlknFzz+4inUdCWJhlXtXZVEV+bwrLdeT9V1JBufqxEIqfe+yAkqT4KE1bdy3po294yX2TVQIh1Q8z2dLb5qB9gSf2d5L1XQX1Nu39KUxnEBFfl1n8gLvcCbBsTRpi4dov4o+t9eLQ9NXt/xWliGiyqiyhK4qhDWZVETnp+/vZ6xgMFUy2TdRZqzQYKYSWMHMtwLsHC6ypS/NtuUtqEowGd94Sp/iZMkgrCm0xILy7lRUW7QA8lP3raRQt7m7KWAYUpWLFnm62rTGQ6zIRpkuW2zuOdlXOZpvIEnwa4+tp9iwqZoOHhIHxso453m9a43U/DcvVPnq8Ry7RkvcsyqLpgR//dydK+jPxuhIXdiD2HI9XE+wLB1ZEMi6kXhyWy9PbO1ZqNZ55hceYM94gamSyRe+fYgT+RtzBf905udCp+P6YtHcJ6wryDLEQxobl6VoTYSwPR/fF+ybKPHYpi4myyZ6oUHDchkvNLijv4VPbetha9/ibONsxaRiOnz69t6rqttwPdMnfcCpNcU2sOL67Mq5+Y2Pb8B0PL72zgSX4R1/Wbx5osA9A1nuWxOstkiSxKr2xSIPFdPhn94aw3Q8Pn7rsmtaprTEe5df+OAqZv7lAK7rIckyR0/pNfKb/8KK9L5ZJvZP+wlQNt2FIBhOfhWnfyUvHs0v+l0AdUfQcGx+8R92Ewvvpz99Zp9dSJG50vnikBKU3NYsDyECn+XpshnY9rTFScd0clWLTFRjtmqxrivJVMngyHSViKZQMVx+9am9HJ6u0BIL8YdPbOLgZAXD8bhzZes5s7RdqQhdm26elbCNy1JniHZYV+lcV5v9VoYTrGTtHC0wWqiTjYcYzdexXJ9bulPkahaHpqrB5FGW2DNWwvGCnkBVlmg4Htm4zu6xMroq87m7lp8zSRHWFT5267Kr8nmuNMvSEX7m/pVX5LWEFBzHY7N1Dk3XKBsOJcMlFVE5OlPjroEssiwt8sMMawofXHdm//vFMtAWZ+CBM8WZ3ivEQlcvMJSATETDtF00RcX1fIq2h67IvHGiyAfXtXFgvMLRmRqG4xIPaxyfq7F3vMzrJ3JUTZfpismm7iTHpmuMFQ0c1+e2vjT7Jso8f2gWRZb4zPZe2pNnBlvbV5yZRLpRUGSJx7csbhUwHI/ffuYAU+UGftOGaqpsUWw4V9S+8EogExzfqC6hKxLjhQaOJ5guG/RkoqzIRnl2v8VY3mBdV4LHNnUR12WG8sEq+JrOBDNlE0mCLb0ZNEVmc0+KfM2iLRHmlWNzdKUjDLSd+9obytXZN1FmfWeC1edQLD4fQggmy2agmXGOVehyw+aFI7Ns6Eox0BZjOF/jpcOz/NXrQ4wVb47g91TOdR6dOjyqcjBG2Z6P57l8c98EuqaiSME5+soxl7rh0BbX2TtWpFC3EcDbw3lWt8f5/tE5ZqsWq9piaLLEP749jid8PrSug/vXtnF0psqmZUnakiG+e3COvpZIoKM0UuTodJXhuRJ//uo4A20Rnv8PH7zoz3Y9A+EvAW9JkvQ1gjni48DfXMf9OSshVeEPn7wVWYIXDs8wV7tyVseazCIV23k84LUTebozUR5Y00Ympp8hurFjuMChqTLdmSiDc7WlQHiJK8LOkRKm7WG6HvetblkUCM9jX6uM0HsUQTApt+oOhfqZGeyy8e41B07H8aElqlJsOHgi6JcczTf4f184zvJMFCF8tval8AR8+e0xQqpMRzLMaKFO1XB4c7DAdMXE8Xw0RWbfRJmDU4G+oSJL3Lf6+vs0Xi2u1tnuCnCblRVl06VsuowXDBRFQpOCGgLb9bCbimt7xkvkajbTFQNdkZmuWOwcLtKWDFYcV7bFadgug7k6m5albjjhq+uJ70PFsHnthIHpeshSoJ7ui6DU9K2hAuu7kgtWX0tcmC+9NnzVXlsA+ea9se6cvB828g2eOzTFM3smmKmYKLJMKqxwa08K1/MZnKsFPu8EVS97xgL19ELd5o3BHD//0GqcZj9pLKRSMZ2zBsI3G06zleLIVO2GdHA4lfn9KxnzqfWAmarNTNVm52gJCILl/ZNlvr5rglw1CBzbEjo9LTF8X9CTinCwv8Kx2SqeEBRqDlMVg7rpoKoKD61p4+c/uBpPCN4ZLvK9I7MMztVY35mk4XiUDYc/fuE4D29o52fvG1hIguVqFm8PFRjN1xjMGWxdnl60GjlWaLBvosyR6SphTeHTt/dQNhy6M5FFVU9feO4oR6ar6OoED6zJsmukxHOHZrDfw4sIrh+MZQCG4xOoq5wS9BdN9k+eqYtcMRvQbCCwAAAgAElEQVT81r+e247t8HSNL750ArcppZEOyyDJVAyXbEInrivM1WyqTaeQE3MGX/jm/ove7+upGv1fJEn6JnBf86GfFELsul77cz4kSeLXH1uPJ+CpnRNX7HUdPzgAZwutZ8oNXjuRY6ZicvdAlu8dmSUbD/Hkth5yNYu/eHmI47NVsnGdz94VKLIJIXhjsIDhuNw9kL3her6WuLGZrZp89Z3xppUF7BsvnfV551JhXuLKcDXCF19A7pSgW9As5fZ9/vjFE5QaNp4vWNOZIBnWmKmYFBs27YkQx2Zq+CIof+rORHlsYye39mY4NF1FCEiENeqWy3MHZ1BkiUc2dCzdey4TT4DsCwzR7GnVFT5xazcjhTqHpioYtksypOH6PhXDwXI9dE1mS2+atZ0J3h7K839eGSIR1vi5hwboSt08q/FXEx84PltFIKPIEttXtHDv6la+smOCuh0Iw8VuwP7CG5mqce0HAl/AeL6BJ8ByBbLk0Z2OcOfKFjRFJhPTaTd1EmGdD2/sZKYa3MeqloumKEyWDAoNm5mKyfLWKDuGi0yXrQWF9puVRFijOx3m7eu9I1cQAVQNB1+wUI05VbHJ1WzCmsJQrs6RuSo108XxfEqGQ0RTqRgOAjg2U2X3eJn7V7dxYq7Gi0dmEcDR2Rp9LVHGC3UMR/DVneMcm6ny4Y1dfGxzF//w5iivncgxlKs324PqfHBdO22JMLvHSnzv8CzHZqoLPf+//63DTBYNbulO8R8fW7+w/1ZTnG2mYvLSkRyFuoV01dKq732cU766knkyiTJbtZk9y/P/10sjF/3a1+3OL0lSH5ADvnbqY0KIa9eQewlkoiH+02PrmamYvHwsf+ENLhIXzvB6UyUoGi4vHJxhMFtjaK5KRyrKTMUkV7Mo1GyGcrXgBKja/NI/7OKTW3voSIR4p5lNU2V5Uc/LEkucD8v1+fs3R5mumAu36nLj5ivfeS9wrRLGtifIxHSmm2VmFcMhpMocn60urJIUGw7pqEqx4dKZjPB7T2xq9g2XePy2biRJoq81yusn8gzlgoLuvpboZSk3no/RfAPT9VjdHr+mdjRXS7jsfMy3iEd0Gc8T/PYzBygbDoos0ZYI0dcSZbpicXy2SktcZ/uKDA9v7ODwVJV8w2EkVyesKfzJ906wvb+FxzZ1neEjfC4mSgZV02FNe+I9t6JctQUSHpIUrPrct7qN3WNlbNdjaK7O37w+zL9/YOC8gjtCCI7N1ohoyvveueHK1cZdGg1HoMpBoKTIgQDcC0fmkJGYq5oM5w029ej4QHsizENr2xkvGTyyvoMtfRm+unMc0/U5MBmIme2bKDNTMcnENDZ1p0iEtUtK5A3lAuGu69lrbzTV5d9rdKVCVA2XfFPGWJVOOswkIyoRTaFqOFRNF1mScH0fpOC+7fowOFelPRGiLREi1Hyupius7UiQCCscmqxRtx2Gcw1ePjbHLT1JxCnBqu36pKMaUT04H8qGg+l4eH4gOHn3QAu//83DlA0H7zTF6l/44Gqe2TvJVMkkrMlMljXuX53lS2+OULsJlKPfT1zPFOiznKw6iwD9wBFg43XbowuQiYX40k/dyYpff/aKvq4HRFSJTFSjbvuYjkfdcrFcQWWizPG5GvevznLP6jbaEyG6UmEiTSEVCTg0VWVbocGByTIhRSJfc9i+IoPpeIRU+T3rY7jElcPzBUJANqZTacrgl8+mob/EVccX4qqsCp+N2YpFKqzRlggTUmVOzNWRJaiZLq7rc3yuTtV0aU/ozRXHAmNNBd+oriwk27rTkaaJPXRehMDJpTCab/DVdwJv9QfWtp0hqHF1ubaRsCIFk3vHE1iuIB3VeWekiOP56KrMg2vb+fT2XtoSOi8eniMT01nVHuf5Q7M0bI960zamZrpUTYcjM1WqpsNHb+liKF9nVXuc5Dn6h2erJl/ZMYYQUOi3uXvVzb1Kdi6EgMG5Gr/+1b2MFU0alkMqqlOzXPqzMT619dxWTe+MFvn+0RwQWCq9n4NhhesTDKsydCRDTFdsfAFHpqvNe1SIuapFVFfI12za4iE29aRIRTQ6kmHWdibI1yxsL7CwU1WZnSNFHE9QrNukohrf3j9DVzrMtuUZ1nclycbPLnLm+YLXTuQYzTeYbHpNP7Ih6Om/Hni+T6FuE9Nl6u+hkq2JoklIk0mGZSTkpo2WT1RXCKkKU2UTz/cD/QvbQ6IpXtncvmq6ZCIaW/sy9LVG2DNWplS30RSJx25ZRmeqyIHxCqPFBoNzdSYKBj94Wzf5mkWhbhELqTy5rYdYKLhn3tHfwstH54iHVSK6zNqOJIO5OhXDpWIubnPqaYny7x9cxVihwc6RInesbKU/G2NFW4zfevpgs3R4iXeLRCA66TWTH/O0h+Bi14SvZ2n0plN/lyRpK/Bvr9PuXBI9KZ3x8oX7+DIhiEVCFKoWjQs0bhiuwKjYJEMykizhez6CYNXGNlye3jvNjpEi2/oy6KrC//OJjfzyV/bheD6PbepicK6ORFAaXbMcXjmR41NbulmRjfHktt6LXhFY4v1JRFO4rTfNwakyDdsjX7dxfbEwsCy1BV8dBlp0ThQW30tCqsKV7xIO0JqTyKrpIBGIlUxVTAoNm4iqEA+rjJcMQqpMW/z/Z++9wyS7zzrfz4mVU1fnHCbnII1GoyxZki3ZMo5gsA22wSxe7u7lwl32Arv3Prs8XJa77HJJj5ewwAWDMcbYxjgq5zQajSaHnp6ezlVdOZ74u3+c6prYPT2jCdJovs+jR1LVqa5Tdeqc83vf9xu8LnrYr9AW9RMP6oy0hZku1HFc0XRcBehPBvn8nUPIEgT1K3tbMZ3TF0/TvsaLh2vcRFTwzEaEELSEVLb2xzk4XaRuO9QsTy/sUxW6YkE+eWs///4f3+LvX5ugJaTTmwgykAyxtivCqUyVk5kKkuTRC/9h9wQVw+HAdJHP7By44HubttucgBtXybn8esKngOUAEtRtLy/dsF0cV2AU65iOV0wsBeOM39/Vcnd/t6AtqjNTvFpXqsXh5Zw76KqE6wrkxvkykasi4TnQ3dUT4+hcibrlcN8az3Q0Vazzd69OUDUdYkGdvkSAfNWiZjmkSgaluk1r2Me+qQK5isn+qSI/d9cQ6gVSOQ7PFnn9ZI50yaBuO/Qlgmf9Nq41fKrCYDKI5bi0RbwCsFy3MN7pguGLwBJgNQp7RXI96Qggyw522aRsWBhnLE4EZ69VZARPHkmRKht0x/2YjebuW5NFvrlnGtsVIAl0RUFXJJ4+muLbe6fZPZ6jWLfojErkqhZfe22C7niAO1e2smOohQPTRXyajEwjPxcu6PcB0NcSxBWCb7wxxVuTBTb1xUiG9Rtygn8tseA+riseU8oRMF04/Z2mLoHQ+I4RxQgh3pAk6dbrvR/Lwfd/6V4+82cvsWfyfNH3mcgZsLIrQCyoM52rkVvGhK1ouLRHPFpPpWZRO+Osni4Y/OuvvMHG3hjd8QB/8tlbsF2XvpYg398/w7HZMoW6hRCC+ZLBRKaKripUTHvRKcBN3AR46/371rRj2i66ovDWZA7LdslVLS9OyXyX31HfIViIYZLxJn/KBeosVZGuSiEc0iSCfo1oQEeVZUqGRydrDemUDYeq5dAdDxAP2MSDOqs7w4R0jWhQ5VO39qGpClG/xlBbCMN26TjHZGYx98y3i5G2MPetaaduOWwfuJbT4Kuj114KQb+KKwS2C/mqw3S+zse39/LPe6dxhCBTMama3n1kIltlMlfDFYJEED69c4CgJvPaeI47V7aRrRjMFQ3et7ad77w1C4CzRPHWmwjy4LoOinXrGk/drz5UCXyagiK76KqCIksEfQq5ioUiC0KaynBriLaLxBzdOtiCLEkENGVJV9r3AhIB9ZoVwguLXlkCVVWomk6jsSFIBGU29sYxHZe5Qp2wT6U94iNbMclWTLb1J4gFNYp1G1d4mdwr2sM8uK6DsfkKk7kaQ8kgkiSxdzKP4wpiAQ1XiEX5IPGgjiRBa1hnqC1ETzx4XTOGVUViU1+ciumxCWMBHUWWKNUtjqVujMzaBcmQC9RMBz3gSUeWgi0kZgp1CjWbdd1Rbh9JkimbHJguULddEBDyKXRGfazpjhLSVcYzVQSea3xrWMdyXOaKBlN5z8X6gbUdDLeFaQv7iARU5EZ84lLpWjXr9Prp8HSR6ZtF8NuCjLeOUhXQVZn2qJ9M+fKlfNdTI/y/nfG/MrANSF+n3bkkhP0a/+UTW/nTZ0b5hzeWNs969WSeO4YTdA+28PKJeUrL0AakSt7NpSfmZ6ZQP8u2/Hi6zGS+xu0jSaqWQ0hXiQY0PnFLL9/ZO83K9jCjqTLRkEbZctjUGyOgKRRqFrHAzWL4SmM5NPmTv/3oNdiTK4N7VrcR8qms7Ajx9JE0fl2lJaQzNl/BsizK77yYvncczswcBi+716fI+DWZui1wXUFAV7BdF4vztWhXIxdclyWCPo1kSGdlR5iXT2SJ+DViQZ32iI+q6fC+Ne1sG2jhaKrIVK7OR7b20BU/32wpHjw/8ulqQpKk67rI9ClctcmKBIR9XmEWC2hoqozjCtIlA1WWKNdt/t37V2M6LrOFOuu7o2zq9b6LjqifLf1xJrJVHtvS3Szi7l3dft77fGxbD6PpCqs7l9YxXi9q59VGPKQT8askQz6yVZOtvXEe3dzFTK7G3skCtisYSIa45yK+Gpois3M4eY32+p2N4bYIB+eqV/19QrpMxK/RmwigKzJHU2U0RWpcZwUBXWVrf4Kdw0lePpFh53CSTNngxdEMHVE/4UYu9EhbiNuGW6gaDnes8MxE13ZFWdt1Ol94pD3MA2s6ODhTZLA1uOi1uCce4KduG8B23XeEIZ0sSfzsnUPEAhoHpgvkq57uda5YXzT/9d0EGa9Zv1D3xoM6G3tiDemHjWU72C5Y7uk7b0CVWNkeYq5o4gpBMqzzka09dMcCrO2O8PpYlpLh0Bbx8fk7htgx1MKrY1lURSYZ9hH2qXxqRz/5qsVc0SAW0Ij4VRT5dJyp67q0R/0Ua9aiNHqA1R0RynWbxw+m+KfXT73rj8e1hAL4NAldkRGSTFfUBw35Vs1ySAR1bh9pZTpf42T2dD3Wqr0LqNHAmXdkG08z/I/XaV8uGR1RPz2JAAMtAcaztSW3feFEjjuGo3xwUzdfe31y2WY4U4Wzu0aKDJIASRIENYWOiK+RCyqI+jU+taOfVR0R/vjp45TqNiNtYe5a2cbfvDxOvmpxxwqP1nETN7EY/JrCSHuIpw+nyFct4gGN2wbjDLR4tCvPYMQlVzGomh512sVbrGiSoGYL6jfI8FgCOiIq8yUbXfW6vsmwDxco1WzKjSn5uQuN9rBKqmyjShD2q9y50otA0xWZqukQ8akMt4X4k2dHmS2ePscXpsNOg5J+pdjomgw7BmMMtYUZz9aJ+jU+t2uQA9NFVrSH+czOfjRVaWbPru32FoYn5ys8dyzNpt74e7aJJgRoqoLhXPkfta5I9Cb83LWyjV98YCVtYT+pUp1K3eZ/vjBGxbT5/B3D+FSFh9d1YjoOhu0VyW0RH35N5lceWo3luBc192mP+m+ImJjLWdR3R33cubKNWFBjMBlia3+Cdd2ni59P2F6cTiJ0bRs873bU7KtzoV+49mkyrOmMsG2ghQfXdbC1L46uKaRKBmFd4Xe+f4jpQp1HN3Zz18o2jsyVuH9NO93xACvaw6zrihLyqU3TN0mS2DVycd17LKhx+8jFmx0XYw9ca4T9Gp+7YwjXFew5lec3vulJ596pRVfc72l+65Z7VhJFW0DGcCVMR9AR9fHY5m4cV/DqySy5qkVP3I+uek2MB9Z2MFfyWACJgIbtCmqmzUujWbYPJbhzRRtfe30CGfiJHf30JoL0bg8CvRTrFvMlg4FkqCkdfGh9Jw+t7zxvX9d0Rgj5VPRzxr6SJLGhO8bJ+UrzvnkhSJLEYGuI7+6f5lTh7U0TruTa4ErgUvfHr0L9AuRYWYKgJmM5nixouC3MRLaO7bq0hHzcv7adB9Z28NJohn2TBRzXxbBd7l/bgSzBhp4o39wz1fy9v/gfH8b3m8vbp+tZCB8UQvzDmQ9IkvQJ4B8W2f4dhVhA40v3rWRdd4wv/vXui27/woki96/tZHVnhCOzpctyhnXche6oTlvUx4PrOpkr1pvdKUmS2NwXZ0N3jKrl0Br2Uaxb5KveiTeeqdwshG9iSew5lePpI2m+sWeSsmFzKlvl8HQBWZFJBDUcIchXzfMuZGXTRQLaIzr10rXXjV0NCGCu5Ol/bNtbmBVrFqVzzEjOXWiUGjmWLp6O8PCsZ1gEoCoyrutSNWzKdees1y5cE2RJumI3OxloCelomobhwLquKI9u6iLsV8lVvfzUY3NlvnjPcHPSCFA1bb69dxrHFcwW6nzilr4rsDfvPkgSRPwq5Ss8ElbwHIhnC14KwcbeGImQj/awn429Mf7zj22kbjnMFmr84xuTpIoGeyfzbOiO8uLofJOG/oENnXTEAqSK9Rui0L0YVPnS4ttkIF81+cGBWWIBjXhIIxHSGG4L4dcU5oqNRfRFimDDdsiUTTqi/pt+Gw0MtYbxgj+uDhRZoise4K3JPKPpMht6YvzMriF64gGm8jVaIwFaIwHaIjp/+eIYsiyxf7rAL9wzwv6pIk8cnqM94ufj23uYL5tNT4NsxaQr5r8hTUSn8jXmCjW+8cYEx1Ml3gl+TDIQ9itIkkzdsrEcQUfER3fcz2yhTiwo0xbx8aHN3dyzqo1nj6b57v5ZEIJ7V7eTrZjsny6wuS/Bw+s72THU4sVgVUzWdEYuqOH+/F0jzf9ejOUS9WvLlgwudn2QJInf+uhGjs6WzmIWnAkhPGfypw7PcuoiQ7Pl4FoXwRLedXex35IknZYuRPwqNdNBUSQkBHVLIEkQ0hUMW+AKQUBTCPpkTNtpNv9lWaYlqNOfDHJktkRXzE9PIsRnbx/m23un6I4HuGdVO5t742zujXNsrsRousyqzghDyVDzXD7x249iO+4FfxNL4XoWwv8H5xe9F3rsHQtdlXlofScnfusRhn/tuxfd/sBUiY6on4FkkJ+9Y5DfffwYe07lL8k9rmK6VMw639wzxWi6zLquGH5NwRXeDX+kLcxtw0leGp0nVajzx08dR1Uk+hLBZXU5b+K9jUzZK2JVRUZTZCzHQUheOHrIEWTK5qIdZgHMl2+MIngBZ950LPe0ccdSaPSdcIV3vs4VajhCoMgyiuxSqlsIcXZk2plQFemKdfEV2cvbPDlfYSJbZW13lK++OsF4tsJEtkbNskmGfRyYLpxVCMuShKpIOK7A9x7PBE4GNWYKVzZKTEgezdZxXTJlgz9/bowtfQlawjqyDL3xIP/u63s5MFMkrKvcviKJLHkplKW6DQLemipwcr6KT5NpDfu4e1XbNddQX2u0R1QmC8v3KnaBqi2QbLtpAvifv3OIpw6n+ei2Xl4+kcGvKXzm9oFFNe5CCL72+iTzJYOR9jCPbe6+Qp/m3Y07RpL82fMnr/jfFXiLalfA6o4wB6aLFNOeljcR9OitZkNzmS4Z/IdvHaBU9xy/P7ChC0mSODLnZZzPFet8e+8ME9lqIydaUDEcNvTEeHBdxxXf9+uJUt3iH3dPcmimwI8OpriO3l1nQVVgW38Cx3XZPZ7HkQQV02G2aFA2HOJBme54gE/d2o9fV3j2aNoz6VRk6raD3Ui0MG2XsuHdXLvjgWaOL3gsKleIqyIrOhem7TI2X6Ez6icW1GgN+2hdsTg7YP9Ukb95eZx/uoiM8p2IoCrREw8wV6rjGKfZBT4ZdE1BCEFr2GsSDLeFiQd1do/nCOoqg61BxuerJEI6A8kAb00W0RWJnUNJkmGdl0/miAc0Ij6FiumytS+OK1xc4QISW/sTPLyhk5H2MIbl4ArBK2MZbhlooTsWYDRdplK3kSSJiuGlJcwVq/zmdw5z35p2fu7ukUU/17m45oWwJEkfAB4BeiRJ+v0znopy/aLp3hZkWeILO7r481dnFt0m4VcYbo+Qq1rkqiZCktkxlKQt7OfZoylyNbspul8OMhWL105kqBgOjiMI+1VsV7BtIME9q9o4manw8okMqaLBtv44tw0n6U0sHvVQNmyCmnLDZUfexKVh50gS23X5lYdW8cpYhpPzFSbzdQzLo+BL54wqVclrCJm25+ioK/BeTV2K+mTKpts8hxXZCzT06wqSBMmQD1mSmMwJzzzDFUR0iXz97JPeukJBwiFdoSvmozMaYLZYR1dlKoaNabmcylaxbBe/qpAI6qzrPLtr7tcUfvyWPmYKdVZ2vLdNgcwrdDwWaL0LTuyxoIZluwR1FUWWkWVv0WQ7gpXtYSZzVYQQOK7LYDLEj9/Sh+0KQj6Vb+6ZIqAr+DWZfEOfli7d+Lnfpfqlr+4lwKd6zR1FlghoMnPFOlONGLC65VCsWYsWwo4ryDYafKniTZObBUwVjCumPz1z7SPhTZmiAY1NfQmePJKmbrkENJl9U16qwaZer5D95h6vuPBrMhLw4S1ek2Jrf5x81aQrFiBX9Y5drmKCBLoi35DnisCTcjiuuNZm9+dh4e1lIKSraKqCbXrNP9NxMWybkFBoCXnsxkRA48kjKXRFZr5ssmOohc29cXYMtbBnIs+K9jA9cT87h8+nthdqFn//2ikMy+XDW3roT17dSLPv7Z/hRLpCQFf4wp1DFyy+bcfFcjwvEFcISnXbc6i+htDOmeK2hzUcAeW6heksPVnWZBhIBpElmZOZCkKI5r1LlWF1V5SWht9CvupFlW3qS9AW9vHKWJZc1SRe1djUF0cgKNYcOqI+ogGd107lyJQNL+7PcOhPBtnUG+eeNW18b98s3fEgY/MVZgs19k8V2NAT441TOf74KU/y+cDaDqbzNQ7NFGmL+PjF+1fwxKEUpu3y5895kqJXxnLcNrh89uv1mAhPA68DjwFncopLwC9dh/25IkjGlz75SobDE4fm2NwbpyWk8+Johkc2dPLPb83wkzsH2DeZa2SmKYzNV5Y1Ja5Ygr2nctQth9UdUXoSAaoNWmZvIkgiWGo4CGpLZns+fnCOfVMF+luCfGz74hmKN3HjI+xTef+GLgA+eWs/o+kyr45leXUsQ9VwODBdQOAS0VWCAY3/98e38upYlm/vnebAZI5szUHFMwCKBFRsF1Il44JSgIAmYVpi0cno9cRCvX8uRflClGUZiAVU+pNBsmUTRZYxHQe/qmC6LiFd5Uv3jvDQ+i5mizVkIXjyaJq+eIDZQp3f+PbBs/6epkgMtvg5mV3+ols649+qLDHYFqIl5E1PkiGd547N4zQMgQpVg1TZoDWkEw/q/MSOfjb3n29GlQz7SC5hAPJewUe39vLbPzhy2a/XFYgGdH7ujkHGc1VeHM3Smwjwa4+spWLYvHYyR3tUp1R30BUZv6YgSRL3r+nghdF5dg4n+cnb+s9acP2v71vJC8cz5KoGuqJgOi63vwdMnD6woZOv7p5e1rYS0B33sbk3TsinsbE3CsKjz+4aSXLPqnaePZomV/PchbsvYAwHHjvmwXUdHEuVrqtp2zsNOwYTDLUGGZ2/fMMsXfaabv3JED0JP7Yj8GsKU/kaH9vWy32r2xEC9k8V6E34eeF4lmLNYrZY54G1HbSGdabzNdJlgy/dO9KUB4y0hZuu3jOFGq+OZRlIhoAbVyIW9WvcNpRgIlth10iSPeM5ilfJ5U9XYENXlPFcjXzNYzjRcE5umDGjSLC6M8yaLi/LOV+zaI34UCoSqiIz1BrmUzu8NYYQMJOvUTJsFFnCrym8rzGxv2dVG5myJw2ZKdQYPsetfSpXo9L4nCfmy1e9EK42vEEMy4teO5cw5QrBX754krJh89C6Tjb2xNjQE+XFYykKyzDLfbtQJYgENIK6QrpUx3S847KpN85ouoLrCoTpYDoX9iJRZI8KrqsqpbqF3IjPVCRvbdEW9TPYGiLiU72mhuWQDPvojgWIBlQGkyGyFZOwT6NmOgR0z33bdDRGUyUKVYtc1cJxBY4QlOoWhuWQLhnN+EXvXidxLFViQ08M23Gbx3imUKNQ85gBxZpFzXSasYqG7SAax2CutPz10zUvhIUQe4G9kiR9RQhxw8yOvnT/Gn7nh6NnPdYS1KhbDlXLxRawZ6JAqljnsS29BHWFFe0RPrNT5/sHZjiuql4+Xs0kqCsY1vJMDkzX64hlKnU29Uab9Od7VrWxuTeGpkj4NXVJXdPYvGevfypbvSx+/U3cuHjyUIpCzeTwTAkJQbbqXRgrhmB1yM/398/hCJfxTJX5Rli2i2ekUsw7KLK0qB6+Zr2TLB88+FWJaECnvyXA8VSZUt3GadwEEJCM6Fi2SyKoUbUcOqIBNvZEeX08R6luE/Fr/O/vX83fvHyK2WKdSrlOUFc5OFPiw1t7G7o6+Fzbaa/A/bNFXjg2z/sbJh2yJLGxJ87J7Oyy9zsR1LAcl8FkkIfWd7KuO8YtAy3EghqFqsX+6SJCQFfcz8/dPcx941nGM1VuG07Ss0gBcBMeNvfFiPsV8pfhAhfxyWzqSzCUDHHHqnZ+vifGRLZKUFeaTYYV7RH+6qWTCOFNwQZbg9yxopWPbe/ll1l9wb8rSRJ3rry48c+NhvvWtl+0EB5uDXLPyjZuG27h/RuXpjF3xQOcmK/wo4Nz+DWl6bdxLtZ1R88y2LoJWNkRYWVHmBPz1cvSLUZ8Cg+saSdTsVjTGeHfPriKkK5wKlslHtCJBT395oKB0ddem8CnycwW63z69n4AOmMB/vjT25d8n65YgA9v6Wn+/43czPjWm9Pe1Nywr2oGuixJpCoWiiwh4+X9grce9asSmioz1BLikc3d3LkiyeHZMrOFGneMJDmZqRIPauwaSbKmM8q+qQLH5spsH0gwlqlwcLp43jH6wYE55op19k8V+eLdw2eZAw63hb3fBEcAACAASURBVOhNBKhbzjVxvX94fSdvTuQYSIYuaFJoO94EGOBkpsK67igf3drLHz11/IrviyZ7zLOOWICoT2FTXwLLcbFt14tH7I5Rsxx6EwH8qsLRVJmIX2PncJJs1WSmUCegegkWA60h7hhpYSDpUZxVSeKbb04xWzTQVYkH1nRQrtv0JgPEAxohn0ZrWKdq2Pg1hVhQp1z3JCiqLNGbCJKtGOwez3EsVaY96uOWwRaOzJXobQngugLTFgy1hti1opU1nVEGkiGOz5VY1RGhYtjNGL/tAy08srGDmUKdj27rJVexeO54mtuGkmzujZOvWhTrFj+9q5+v755ioCXIvWuWL324HtTorwkhPgnskSTpvOunEGLTtd6nK4Wv/txt/MlzY0R9CnXbZVVHmELd5ttvTpNrCAcLNQvTdljZHuH54/PcNtzC04dSPHnUM51QZJpOvMvFXKFGTyLAK2NZslWLB9Z0sLE3tuyYk10rkuwez7G648LGA1XTMzh4rzrHvpfRHvWRq5qUDRvD9HQYiiRhy14MUMin8NJovkk/W8BCI9pt0IHOpelcLaiNiIULLczawirp8tm9t4VA9gXakoBGlrJM1TwtVwj7vWzKZMjHvqkCmYrFv7p3hGNzZZ46kiZXNYkFvDiizb1xjgyVmcpXefVEDl2VSYYXPxf/4wfXM52vnSVdGMssP/tRBnRVobfFy4H9X+5fefbzsrdwcYRAlb3ze/tAC9sHbrypyNXAK2M5jMsQ3CkSqIrC+q4oAV3FafzG+lrOnljIstQ8Puu7Yxd0Lb0JD48fTF10m5XtET60tWdZWchnNojVm7KgS8ahmdJlm/cEdJXh9jADrnd9coVAkqTm5PZcKLJEVyzAYKtMX+LC27xX4QrB13dPcjxdpli3qRj2VaVHBzSFoKbguoJ4UCdfNbFdj830mdsHkCWZkE/lo1t7aI/62dCzePNhU2+86U8x2BrivgvEvwV1r+D0qfJ5Qx2/plxTM8eWkM79SxRZuiqzujNCrmo2PRscIa5KJr0keY37ZEhnqDVIa9h31jCrrZGnvXO4hTcn8s1r4n/6sQ0UqhZ//9oEs4U6lusy3BrmQ1t6aY+cZo9uGUiQrXjDucWSCc6sM2JBjY9uO5tVqsgyuuq99gMbO/lSIohfUy44nNNVme2DLWw/h9Y8Nl8hU7EIaCpRv8aK9gi3nsHquG+N95v58JYefuHelUT82iXpxa8HNfrfNv79wevw3lcV2wdbeCRf51SmQrFuIUky67piDLYE+YMnj1MxbXyawlBbiDdO5QBwXJejqXLzbziN9dbFnNrOhOF4FIHWkI4QcHSuxMbe5XfG1nfHWN994e0zZYOvvjaB5bh8cFMXK9qXzqG8iRsLH9zUzZa+CvumCqSKNaqWS0BXiPpVuuJ+L3vvRBZd8TRaMp4J1ALlRpYg6lf53K5Bjy5k2siA6XjbAmiq7IXbXwIUzjebkvAK96rlNp3SFx5XZa8okSUbV3iP+TUZXfUcK2UgV7WwHJeaaTPbiC6T8MyrumIBumJ+RtpCnJj3ztdTmWpTU6+rCv2JIKu7ovg0hU/d2s9ssc5P3TbAfMlYMrYjqKvnnVeXctNsj/hY2xmmPRZoTpXPRMTv5YynSwZrOm9OtS4VqzrCGPalLfd1BdojfgaTQW4ZbKEj6mfjItOKWODm8VkuxEVW92FdpicRILBMg7dt/XGCuoJPlRlsvVlcXQokScK4jO6mjJcu8P4NHXx0Wy9TuRqdMf9FHXwf2djF0bkS3fHAeTE273XULIeJbJX13RH8qkzFcKhaDpV6iUu8dJ2Hc3XgnRGNT+7oY8dgkolsnYhfYSxd4V/2zbC5P86vPLwG1/UG0heLdVsuHtnY5RlUxfzXxBDr7eKRjV3N/37uWJqXRuepXIrd/QWgy/BTOwd44fg8x9MVJOD+NW18ZFsf67ujxAMa2YpFMqTzxkSORFBnQ08MIQRPHEqhyhKPbenm1sEWIg3H7F+8fwWFqkmpbhPyqUzlaswW6mzsiTWdmFveZqzc2q4oo+kyQV1loCVEQL/038RcsY4QYAtBqmQsmZBwOXKu60GNXnCU+pIQ4lfPfE6SpP8C/Or5r3p3QFNkPt7Q2L40mmGmUKM94uPVsSp3r2rDcV0+fksfrgtj6QqG7fLC8Qw7h1r4zr5ZFBlM00XI3pTqJ3cO0B7x8TvfO3LRi1ncr5IM+xAIogGVU5kK3fFAI65FMF8xkPAW3aFFTEEuhFTJaPLvp/L1m4XwewyKLNGXCPG+tR2MZyqkSwaOKwjpKh0xP9/dN8uGniipUp1NvTIj7RGePzbPbKGOJAlaw34+trWb9b1xXCROZcq8dCJLQJNZ2x1jLF2mYjicytWaxfO5U11Z8nL8wj7V08+bDgFdZr5snd4GL6Lhp3Z6hefu8RyHZ4sossz67ijZitnQn8mEdRVNkdjWn6A1orOxJ4ErXHaP53jmaBqAsmnTEvSxsiPEvikv/igW0HhofRfPHpvHdQUbeqK8b20Hf/GCTsmwSYZ0ogENXZUJ+eQmtY9LHPAJ4RldLQcBVSbgU9jcm+DhjR2s7Ljw+dkVC9Ae8XN4tkg8qN+kQ18CJrK1S4rtUSSIBXQeWNPOtoEW7l/T3uzQW47Ld/fNNPVjC1mkXbEAbqOJubYrejOiZxEkg0sXS4OtITb2xBACJrLV86bv50KSpEVjT25iaRyeLaJe4ppWAgK6zKd29POFu4YJ+7UlTTzPREBX2HwD05rfDnRFRlMk2iIBfvK2QTJlg3/eO40rBEfnyhd9vdrQgS5AApJBmaolCPk0b7AjBImwjy/ePcKHt/Q0CyTHFXz5mVEe3tBFa8SH71J/FMv5fI0p67sRU7kasiQ39dOXAlX2fFsCusqjGzv5jQ+u50S6zL+8NU0i5OPTOweYzi9o4AP0t4QI+VXuWtnW/BvThTr7pgoAlA2HyBkNJ7+m4I8F6IjBmxN5nj7irX80Rb5i18XOmJ+fvWv4bf2NLX1xshXzqv0Ormd80oOcX/R+4AKPvSuxoNXNVUzemiow1Brm3tVtTWv72WKN2Xwdw3HpbwmypT/Oz945yO8/cZx02eSula186d4VvHB8nt/71BaePZrmxePzTObPdztc1R4GWeblE1kypTpflSWGWkN8fHsfn7ilj+/tn+WZIym+uWcS04Wf3NHDb310y7I+x4r2MGu7ItQtl60XMNS5iRsfsiyxujPCfNlgQ3eMbM0gpGmMpkvsmyxTtRxifpWB1hCPbuwiqCkcmClSqFqs7ozw2nie2aLBvukC6WKdQtUiD0giD7JEfzLIVL6GIzwK9a2DCfZPF5CRURWZaEBl20CCYs2iJaRTqFp0JwLsnyrgCkGhaqEpMo9t6eKjW3v546dH2dAT59417VRqFhXL5fWTGVRFIqgptDUyDG8ZSvLw+k72nMrx5WdOki4Z6IqMGpC5ZSDBVL5O2O9pNrtjfm4bbmXHUAv/9RObKddtdq1oxXEFP7ath6hfw3EFybD+tjvWjhAkI358ymmK+WKwHJf5ksH3DsxwNFXiAxs7KFRtHtnURUvo7M7o88fneWM8hyxJfHpn/wU7p0IIjqfKBHRl2QvUGx2ZikFXPMBEtkbDE2ZJOALSZZOv756gULdZ3xOlvyXEoekCR1NlXh3L0BLy8eZEvhnhkikbfP31SVwhyFRM7lnVtuR7lA2b8UyFgWRoUbfjGxGpsrmkU/HhmRK/9d2DbOlPsL4rxk/s6D/LKNJyXI7NeXq11ptGcG8Lc0WDkF9DkS5shnghCLxIuS8/c5yXx7L89RduI1e1GE2XUSRoCfnoawm+rYmv6wqOpkrEA/qSJqE3EjRFbhYbfk1BtIepmQ5+TeFEqnzRQYqmwF1DSUp1m1TZwK/JGLZLyTSoGhYhXUWVwafI3DqYOGtKWKpbTGSrDZM/2DuRx7AdZgt1UkWDdT1Rdgy2vGe9Z+5c2cqLoxk298Z541R+0fvHQutz4XkFz++gvyWIEHLznjDcFuYLdw3zyokMX989wQ8PzDKTr1OoW2wfSPCJ7X3sWnGagVY3HQo1C1WByBL3itlCjTdO5TyzzWSQodYLa6CvB0I+lQ9dxdi666ER/gXgS8CwJElvnfFUBHjhWu/P1UYipPP5O4Y4MFXg//rnA6SKdSJ+jbH5Eg2DZw7OlPjY1m4eP5TmzpVtDLeGuGtVG08eSvGtvdOYtsstA4kLutV+YEMbKztiHJwucrhUJ1OxkICa6fB4cI6Pb+9lplDjmSOzzYnG3746xa89sp7wMsLENUVuugjPFup8a88U0YDGIxu73hUUlZt4+6gaNn/45DGKNYuv5Gp0RH2saI+gyBKHZ0vkayauK1BHM+QqJgemi0T8KpO5OtmKQbZq8tpJ8CkSmarV7IqeyNZRJI+SvLCQslw8WrMA03VRFQldUSg1ImKCukrZsBluC/HZ2wfpjPkZz1SYzte5fSTJ+HyF6XyN2UINVZbI1SziAZ1CzaY94mO+bFKzHMYyNdZ1m3z5meMcmCqSKtUp1Wz8mkw0oBML6tQsl3LdYqAlyK4VrTyw1tOhnJm3+8LxeXY3isvP3D5AUH/7l1RVlvj0zkFOzpc5OFNesvCyhedIfyzlmZH88MAsPl3mBwdn+esv7DxrW6vxxc8Uavzo4BwPr+8kcQ7t6Y1TOZ5t+BV88ta+m5Nj4GPb+zBtlyePzDFXqF+0ObGAiiX44YFZpvJV+ltCvDQ6T77mLSrXdkV5YG1701VzvmxwdK5ExK82GThL4Z/emGS+bJIIavzMHUNv8xO+e7CtP8HjB+YomRc+CLaAdNliz3iO3niA0XSJNydyrO+O0dcS5IlDcxyaKaGrMp+7Y/CKnK/vVWwfSDDSFmK+UKNsenExyx141WzYPZ7jD586xth8lZl8DdPxosTuW93GT+8aIl8zifi0s6iUdcvhxdF5fKrC7cPJC8Y9vjA6z+snl2743Yg4s2iRJIma5VKs24T9Cvna0hetmg3PHs+gyhJG42a8wNAygIploUiQrVr88tf28uc/cwu9DZ32V145RbZiUqxZKDI8f2yeZFBj71QB23Hobwnxiw+sXFJXeyOjNxHkzhUS8yWDuWKdyfyF3YzPvc87wPFUlePpKqrsOSh/bHsfW/rj7Jss8JcvjOEKl2hQx3EEmbLBk4fT7J8usrYzwpfuHUEg8cMDs8gSHE+VGUtXGM9UuHtVG8mwjmmLJispXzWRgJPzFXaP53jjVB7LcVnTFeFDm7pJhn1MZKtM5Wts7IldErP0nY7r8Un+Fvge8H8D//6Mx0tCiOx12J+rDr+m8PjhOVLFOjXDZuoCJ8Js0WBzXxxN8fKFO6J+gj4vG1iRJUp1m6lzpsEu8C/707A/zS+/bwUHZ0soDW2kK8BxBC+dyHDvqjb+vxdPcGZMc81yllUIn4k3J3LMl03myyaTuRpDNzVVNzRsx0UA0/kaM4U6mbLhGXGYNrmqyWAyjOm4OI7AFWC7Lt/fP4MqS9RDPmaXkbnpCMhVzzawOpoq47oeXWvecslULHRVoma6vDI2TzKk45M7qFk2AU0lXawzU6jzvX1T7J8qMl0wmjcVCUgpdVQZpmzPZn+mUCfiU3jmyCxvTpbOeu+y6ZCrWTxzyGG2VMewQZK9Rdvv/egosixRNiwcF2QEiiLz2KZu0mWDH/8fL9ITD9IR87OqPUxrxMfYfJlM2SRfMdE0hV9/ZG1zYTaVr7F7PMefPnOco6kKd61M8mc/vQOA33/8MAdmLk5pW4AroNBwNbYNlzfG8/yHb+6jI+rnjpFWNvXGmC3UOJEuUajZRPwqzxxN8+Et3bjitGlQzfQyVf2agmG9E4Otrj0KVYO/e+3UJeuEAaqWy56TeU6ky2Qr3u9ckx2CusKzR+f54YE5fmpnP/umCsSDXtzExp4oFcM7xzqjfhRZ4vlj8+yfLrC5L86ukVbqDW3mgra+VLco1e1FI4BuFEznqosWwWciU7GoGDZPHU5xYLoASPzuJzZTt1yEEBRqJlO5KhH/e2dqeKUhhOD1sSyZixRZi8F0BL/3+HF0CVRNwXZc+hMBMmWTZ4+meWsyj67KPLSus2lWuHs8x94Jj+YZ8askgjp1y+GJg3O0Rn18ZGtv89xwhcB0zi/Np/M1In71LIrojQLLcfm7V07xz3uneGsiz6Wk9TiNNeMCzivMGnSYI3NlHvyvT7OmO0bErzGerVCp29RtF8t2PL+MZBDLcSkbLgdnS/zRU6MMt4abOvyyYTOWrtCfDBILaByYLjCarrCtP95kIqUbhePKjvCidOuKYfOtN6ebHjaJoM5YpkIiqL9tbeuVguW4/M/nxzg8W1y0CF4MLnhDAUcwkavxZ8+NNuVjJcPBEVCzXHob1/1yzaJYsziZrvD04TmiAR1XeMammaqFKkvsmyrw7LE007kaPk1h+0CcWMBHulQnWzERwEsnMqRLnpzyxdF5/uL5MXataKUz6scVcGyuxCdv7TvruNiOt7aKBTT8moLcGHIkQ/oFG1ZXC5eTfHM9NMIFoAB8CkCSpHbAD4QlSQoLIU5d6326Ftg5lOTpI2ly1QsHuVdNG9N26I4H6Ih5Tm9rOiN86Z5hCjWbv3pxbMm//7XXJ7hrVTv7J/OE/RotIZ2h1jBVwyElDN6/vos/ff4kAtjeH6Mtcuk3/+G2MEdmyyDBWLpMSFeWFK3fxLsXnl4kxfh8BYEgWzG8wqhhNFUxHObLdQZbg4ylKuQbcQFVy7tblo3aZb/3wkDMbNyJBZ52ct9UEQEU6jX+5tWTyLLKitYAe6dKLJZVL4C6I7z2arOwE9Qsl3TZuuBrHNebVp9+gCVuYC6vnMgyVahRMR2Opyqs6Qzx7TenUGUZRfbMqhZcpf/wyeP8n4+tB+DJQ3PM5Mrsm/aK8ScOpRvvL3hpLL+cr2pRGLbD373qXUr/6Y0pdq1I8oMDc5TrFj5VJlsxWd8d5a9ePEmxbvPIxk5WtEcwbJdC3cIV4oYvqpaLz//la5dVBC/ABjKNIljCM9Eaz1R5dSxL1XL4zlvTrO6MIoRgbVcEn6rwNy+PMzZfoW45dMUDHJktUjEc5ooGazujPLalm8OzJVZ1hCnVLf765XEMy+X2kSQ7b+A84b948eSythPAN/ZM4dcUKoaDLMEvfGU3j23u4fXxHMWaxe7xHNsHWnh0Y9dN7ell4Hd/cIjUItfQS4EpwDQdZGCqUGe+bPDCaJonDqUo1W3+6Y1JVEWmvyXUlGfJksSzR9NYjsvTR9LMlw2ifo1YQOeula0ENIVESKMrdvY17KXRDC+fyODTZD6zc+CGKoYdV/A73z/MV1+baMb3XC3UHC8OVJc9FoY4w9NDkgVrOyN0xwLsmypgOQLLdnhlLNsshL+5Z4p0ySDiV/n0zgF+dHAOIbyp5GdvH6RuOXzt9QlM22VsvrIoLXY0XWau0XA/NFPCEYI3xnNoisRndw1e1IDtWuDJwymePDzHibeRtw3e91u6AB2pZrnMleq4jW0EYLkCyxBUzPpZsgXLEdQsk6cOp5vHa99kga6Yn5ple78bAYriUeNlyWtaxIMazx2b59GNnaRLJkdmS5iO4NM7+xHCc/P+u1cn+N7+GTJlg/dv6ERXZGqWN1H+4KbTx69Yt8iUTQZagle8QN49nuO5Y2m64wE+do579VK4brNtSZI+BPw3oBtIAQPAIWD9Eq/ZAPwJDdYA8J+AlxuvM4UQD13l3b5s3LO6nRUdYf7g8WN89fXJ854/MFlgVUeY24ZaqBoOX3l5HNsV7BpJsm0gwi99dc+Sf38ib/DisRSpkoVPk/nX946gKjJffXWc18fzBDSZWwbibOiJ82uPrsV2XB4/NEfFcHjf2o7Txj5LYFVHhIFkkL968SR7JwscS5X5+XtGLvs7uYl3Fo7NeQXZyo4IR2dLCAEvj2UxLIf8GVNbVZFxXEGh5oWiC8CvwJkxq6p0upC9ErAccVaH2nHAdh3Gs9VFi+CL4UrsniTBut4oU4Vacz9MW2DaLrbkIskSrWFfM5qlI3qappcM+5gvn98YM+y3P4l1hfePIkG+ZvHWZIGKYWO5Aq0xvZ/MValbHuPk2FyZFe0RCjWLvkZHvtrQmL2XIfAWGlcK8aDGQGuQTNmLJBN4UoBMuU6uYuFXZfZO5qmaDvNlw8vrLNbxq15BF9QVQj6VhCrT0WhCzhRqTffeTNlc4t3f/bCWK0bFa6hZtsdqcQRM5eocT5XJlA10VaZUt6maNpnKhZvTN7E0Dk6XLr7RJUCWJVRFQlVkjsyUMW2Xqmk3YuwkKobtZbJu60FTZL72+gSWI6g2GAK2K3CFwK8pi2ZsLxxrw3IpG/YNVQgXahYVw/Gq0msE0z2tbZXxovoiPpVk2E8sKDAax3CoNcyGntPmSwvyD9NxUWWJeEBrTA+9+6PjCuzGub6UVKS/JUjYp2I6LiPtId4Y9xrIliOoW851L4S/8cYkf/vKKfKVK3tdXqCtL6BSd3BoHANOF8RLDQgW4ALpUh2B1EypcRwXSfJ+SqrsSRIGkiE+tKmb33viGJoik6+aPHkoxeHZEj3xAHsmcoyly5QMm+/sncanKSSCOsdTJaqmw6Mbu5Alia+8fIq65bCpN8YDa68sXf5IY906latRvoRm0PUkef8msBN4XAixVZKk+2hMiZfAESHELgBJkv4CaAV+JIT49NXd1SuDnniQ3/zIRl4byzCaOXtiZgr4+9en6IwFeHhDVzPXtFCzWOtTm4HlACvaghxPn99dmsob2AIMx+UPnjqOT5VJlz3NcKHmLbDTJY+Cva47yqGZEpmyQb5qsrI1hJA8Kt/tI8lFM4h9qoKvsShTZYn5skE8oC1KRXBdgSTRtGK/iXcm6pbDd97yDN0/sFGwbSBOoWZhOw6G7Xh0HNm7MOqKhCE8Gq0rvIw/y3EJyh4dzRUgSYKgJBPQFQzLRcKhbC5dfC5kDZ97kQcv6khCUDYFKhAOaLiuwKcsBDY1tlMlZCGoO6cNdYKaRN06X792rumOJp++meuqQjSg4rhgOQ6GJQjqMi0hH6W6SdCnEdJkRtrCfPLWfsbTFQ7MlIgGVH75wVX85vcOU6p5ZmG/+oG1ZEoGpuPywU3dGLbD/qkiazujbOqNkSnV+eGhFB9vdDBVWV7SEOhiUCQvj1xTPLOx961pR0je8bJcl+6Yn+G2EEdmyxi2S3c80Ixbu3tVGy+fyNAVC7xjqGXXG1G/Rq729iZfqgS6KvGBjR0MJyO8djJLtdUhWzGJBjRkWcKnKRyaLfGtN6d4eH0nEb9KxbAZag3RHvVj2i47h5PnGQl1xQLsGkmSqZjsGrlxp8EArWGdudLFF5Uy3jUj4lfJVS1kBNsaJj8rOiJoMrRF/Gzpi7Nj6Mb+zq4WhtrDvDr+9pgrC/CrEpv6Ygy2hEgENTpjCSqmjSJLVA0bRZHxawpruiIEdZV/2D1BqWYx1Bbmc3cMcnCmyKqO8EVN5u5c0YqERGtYP29a/G5HIqhx9yqvAfDGeIbjqYrXEL2K7+kDXEUioCskAirDbRH+1T3DHE1VmC8ZbB9o4Qt3DqLI8lla7w9t7ubwbJEV7WFUReYndvQzXzaaxyTkU/nwlm4mczU29S0eBRoP6vzsXUMI4TVS7l6l4te8SMT2y2A9Xkm4rpftDIAs0RrWmL8MBsVC/KMkNdY27oX1xOAda11pFMAuKMr5mm+p8c/C78IvQyzko2Y5iEb+tCZLmI7Axpv4x3WVL949zFShzkAyyKlsjcFkiHSjkT+Vr+FTZK/Rrshoqsxwa5jpQo2eeICpXI2jcyWGWkPUG8y8wtu8p14I2wcSPHs0TV9LkGhg+eXt9SyELSFERpIkWZIkWQjxVCM+aVEIIc785gw8Y7X7JEl6DviGEOK/X80dvhJQFZlv/5u7+fPnTvDfHj923vMvHZ3l5+8Z4a6VreSqlkcFkiCoyVQb7ZqeuJ+2iB9JcimUDSzh/QALFZNszUYIj7paaozomkUMEooi88ThOe5Z1UambPCDA7Okz5gi3LGihe/um2HHUAshn8qtgy3nRVB8ZFsPY+kKx1Nl/vqlcTqifj61o++8Ync0XeJ3f3CEui349UfXMtIWvsLf5k1cKSw0kcuGzTf3TLG6M8JP7xrkfzwzStX0KDILeixdkTyqqCRRqlm4gCbL2K4goMuU6w6qImE4LhG/ilBlFEmmbHqnryxduFO5IOdaKAKlM7arWS6aItMaVCkaNlXTwXIE8fjZlzDHEciaguQ6zbtF3fKaMRHNuynEgzqlmo0qu5RMb3/uWZnkfWu7+LMXxshWDAKaQq5qM5wMMlmos6YrjE9TuX24hcOzpaZL52yhzvPHM9h4MSzxoMbOFW188S6TqXyNO1a0cus54fDPHEpzYLqILEl89vYB+pJhPrpNb8oMNEXmrtWtvHQ8g7nMCZgseYtJr43rRY34VJmIX2NjbxRdVZAkib5EgHtXt3FktszBmSJhn0pnzN/UZbWGfWfRmN7rkIAPb+3mqcNpZvLVZUconYmwLhPUNRzh8vyxDJPZOlv74/z6B9fy5OEUCG9S9cpYFsvxKOkBXb2kyInbbmA69Jn4+LZe/uiZE0tuo0jQHfPTFfcaBC+fyKKpMp+/Y4jh1hDxoH4zh/YK4OPbezk0XeRwgyZ5qVAb13e/JjPSHmakNUyhZlMxa/QkvGMnSZ4WeL5kMtIe4aF1nsu/YbmE/RqrOiLsGGq5+Js1EA/qPLqp6+IbvgshSRLv39DF+zd08eVnRqkY3jT94HSRvaeyVK8CW9oAcATCsPnktm5uHW7l6FyZ+bJJdzzA1v5404tmIlvlu/tmiAY0PrK1h7tWtlE1bb722kSjSdx1VmzcYGtoWdnekiSxsPSM+LUrPmW8XMiyxEAyyIl0he0DCQzLZTRVYqZoLIvFpilSkwlnPOz8sAAAIABJREFULYiFlwFdkVAVhVqDKaHKEo4rkCXvOV2VGWwNk60YhH0qqiJzx4pWyobtxWJGfZycr3i1QcnEbQzX0iWDbQMJDs1obB/w8+D6DmbydV4anSfoU/jhgVn8qkJfS4BP7einZjkENIWJXA1J8kzD4kGdB9d1MJWvsWNw+eftcrG6M3JZ8UrXsxDOS5IUBp4FviJJUooz3ZwWgSRJjwG/BRwF9gCr8M7Hb0mS9IQQ4q1ztv8i8EWA/v7+K/sJLhMhn8q/ed8q9k1m+dHhzFnPmY7Df//hYXriQe5f28HXd09Stxz+/os7ef54hnzV5IVRT+MyPl9hpD1CxK+yuS/G4wdTDEqQrRqczJzWNMrAQ+s6ODxbJqgp3DrYQiKkc/tIkm/sPluSfXC6yP1rOnj8UIotfXEqpsNndg6ctU3Ur7G5L87u8RwAqVIdyxHo6tmF8A/3z/HWZBGB4MtPj/L/fGLzFfwWb+JKIqAr3Lu6jVfGstRMm5PzVU5lq9jCRZU9aqFlO54juS0I+xUkIOe4OLZACNfL/jUcXLzJsCNo6oNsSWpSqBa7CTQ7lLqM7YLruM3HfIqELEu4ePFCkuMVKdVzNDOu8Ca4Z/4SFVlCIAhoCoZjUzFsDNvFaGwkC3hrssieiQKO42I4wivGXYEjBLGAxvruOCs7wqxoD1M2HFwhyFVNFgjb2/vjtIZ9bB/wpk4be2LNzDshRNOB8ZaBRHO/ROPVksRZphOSBB/Z0svLx+aXffzWdIZZ3xXltfEclbqN36ciCUG2YvL4oRQf3tKN4ziMzVfQFInP7xpiKl9lplBn+4DnQrm6M3LBAqFUtwjq6gWzbcuGzcujGRIhne1nfLYbCT+2pYdUsc507tI1Xn1xPxt7owgk9pzKk6+aTCDR3xLk+/tmGc9WeXMiTyKoEQ/obOiO4grwqRJCiGZzcaGLfqlU9ULN4tWxLO0R3w2hg13bc/FsSyG8HPBsxaRcd+hPBumM+VnXFeVYqkTFcBhq8xbYtuPlh6uNXPHlMJdOZaocmi2yrit60ZziGxlrOqPsGmnleKrEMvzLzoImQW8ySGvIMyuzXcHB6RIlwybiVyjUTCxXMJIMo8gyt4+0cu+qNhRZYqAlxFNuinhQpzvux2kYil4uUsU6eybyDLeGFs1hf7dBRvDskRTThTpRv3pViuAzYbvwL2/N8upYlpBfo68lxP/P3ntH2XXf5d6f3U5vc6ac6TPSaNQlS1ax5RrbcbDjJCak3ZACBC4EArzw8sJivRdYEO5di8uFC1wglzeXloQUQiDVieOSuMqyJMuSJavPaPrMmTm97rPb7/1jnxnNaFRGzSPbetbysubUfXb57W97nmdVS5DGoMbTR5MMzJR45sQ0kgRbuhoYz1Xpaw5xerrEeM6djnx9osCdq84/0v5mxW+/aw0/ODyFrMCrIznGslXaoxITOf2SnfrLoYHMR9UQdDa494mybqEobnFcU2UUWao3uTTGslWqZo1N7VF++d5VVE2L7x2aJORViQU8bOiIcHAkR8Vw8KkKlm1zdKLAhvYId/c3M5qpUKpZfPz2Hp54fQqPKuPzKPS3hHjflo657TEsd8xaAnTTIhHxsbEjWv+NDoblXFSB2q4HjEu5xkczFXYPpOiKB7ijb+nn0nImwo8COvCbwMeAKC7n96IQQnwH+I4kSX8NvFsI8U0ASZK+B2wEXjvn9Z/H5RWzffv2N448sQT83F19ixLhgxNVDk4MA1DSTYqGjSrLTBZq3LGqiR8dnybiV+vqbtKct+pwqoJHlcmWakyeI+zjAM+dnGZNW5TueICKbnDLHz4+pzI7H/etaaYx6KGhzhluvYgY1r1rmnllKEt/IrQggD4ynqdUs+YCa4Ggs+GtNYb0VsTWbrdq+XfPDRDxqfgUGd2w5ngjufr5oklQ1pnj3sHZ5HZWU2iW1pOvmAjJ7dIstZmmSBIODooqY9W/vGYJNMWhOeRBEoKq5aCbDunKwvEaG1CQ8HpkdMPNlj0KGI5EsWZj2JxVEp3dViBdMec61Uq9sZqIePF7VFYnAiiKxJHxPK8MZ5Ekl+YQ8Khs74kT9Xvq4nRucF2uWTxXT2J/dHx6blwH3MX83jWudUFTyEs86OGnbu3kTKpMf4s7MWHZgi/uHrosxc8TUyXOzJQwLVBUt0ru9yhUDJvBmTL/8MIQuaqJX5PJlg2+8coY6ZJB0CPz8mCGDR0RHtnUzsaOCMlCjQ3tEXyawpNHp/jR8WlWtYT52Tt6525Gs5SHF0+nODpRAKA16puzWxJCsHsgTVG3uKu/6U3tdfv1/aO8cDq1gJ6yVIzldDpivjkOnBAC3bKZLtaomBZHxvOMZaoMCkHYr3FoLIskXG7ZzhVx/vDRjZR0i2+8MgrAT93aOSditvdMmqm8zgNrEwR959+/z52c4fS0qz7eFvNd1bjga2M5RjIVdvbGl00k8dnjM5d8jYOrRF/SLb5/eJJYUOXAsKtwPJqpUDFt3rU+wcrmEBM5HY8q4dNU/JrK+vaLJ9oHRrL88+4hEmEvZ1JlPv021sh48miSx49M1gUSLw+mgKFUhel8lbFclc0dUQbTZXyqjGU75CoWXk3i+5MFIn6NQ6M5/v3AGEOpMo5w2NEb56WBNI+9NsED61r4zDv6zyu8kynVePr4NBs7IqxrO/+I7Q9fnyJVMjg+WeTTjYELKhQvBY7jrnulmsXd/U3LZjHj9yicnHZ51qk3SDdgsmgwWTTQFDiZLDGZq/J3zw5SM23SJQPLcfB5FOIhL3sG0zx+ZIrbVsTxexRsR8x1f7Nlg4BXuarjcKPg5TMZJgtVTk65Ql5Br4pHleiIeRnNXR9tAhsYzp79bNURRPwapu0QD3kxbCgVqpQNC9NymC7V+MLuM3z/8CQO0BHzkyzoTOR0JMmd2OiKBzg2WeKp49NICH7tgX6OTuSZKRrcvrKRD27r5Klj02QrBlu6Y6SKrnq0Iss4QnBwJMfu0ylOTZdY2RxkR2+cimHz3UMTtEZ9fODWzrnkeD6SBZ1/2TOMV3XH5y/l/f6v+0Z5ZThL1K+xru3SRdO5fbTkV15jCCHK8/78wlLeI0mSVwgxe4QLLOwg3wn89TXavDcEl1Ju/rOnTi/421fnUM6mr1EvjGYsKoZJtmRQuMjcXskQvDaa4/R0iW+/ai1KSiJeuL2vhemiQVssgKfOyVnZFKh3lZJEfCrvXJeY4wP3NYcWjTuPZio8eTQJwPbeBv7mp7cykqkQC2hkysZN3uENjlSphiZLjGQq/MpXDnA+vYHzxT0XCoXs+pOXI2hVqneV3WH+s8IPNVswlHGrx7OPO+c55Q1bYNi2m9AKNym3bMGlmhaz22gLt1OULNQo1WxeG8vXR48V+hMhZkoG49EqH97eSa7iWn2UayZD6QprEiF29TWRKRtkygam7WDZDieSRUzT4fB4jga/Oybbn4jymftW8bvfOMiLA2ke2tjKX3zkVpBgILV066TZba7Wj5VlwXTJIKBJKJLETFFnquBObaiyxGRex7AcDFuQrUDEZ3M6WeJJZYoXTs/QGPSy90ya1qiP7xycpGJYjGYqnJ4uIiHxoe0d7B7IuB15w2Iyr9MTDxCcxwE7kyqz90wGw7J56tgU23vifHh71xtqo3CtMJQqz9FMLhcC2DO0kEeZKRu8NJCaKyrYQrgCayVjrrCkSPD86RTfe22C/pYQ08UaybxOIuKjPxHmuZPT/ODwFBO5Kn+kvM5DG1v5xK5eVjaFeHEghSxJ3NnXSMTvFjQ9qox/id3kyXyVoVSF9e0RovX3F3WTp44mGctW2Xcmw+8+vG4B5++NwqmZpV8XpgNTBZ2potslHkqXXS6hBN99bRJFcikXPk1hR28DPXE/n39ukP5EkEe3tvPtVyfoiQd5cEOCJ48myZQMJvJVilUT3bBZ0fT2pvqUahYT+St3BxC4XtvlfI3J/DQSYGsy1XrxVZbcjlHZsF1lYOGuc4oMo1kdIQQNAQ9PHp3mF+7qw+9RODZZ4PB4nqphE/IqfP65QaYKNZpDHn7uzl66G4MuT3he5z9VqjEwU2ZdaxhVvrKR+XzV5OhEgcGZErsHUnTE/HhVmfvWtlzx/rkavDiQoWY5VywkeTUwbde+7PnTC5s87v3C5tBI1qVUCVegsz3qJ1Op8YPDk3THA7w+UZhTk85WDF4ezOCtN1pWt4bJlg1GMhUMy6FmOXQ2+IkFPGzpil3VZMD1QMTvxr3Fms0tnVHWtUrsGUozVagR9rqFasFC1e1rDcuBcs1ECMiWdRzHYaZQc900gNcnirw+T/judLK0ID/wKrB/OMuB4ezc45/9zlEiPhUkwasjWQaniwylSgzMlHjh5AyqJiE57tQbkoymSKxsDFI2bY6M5fjC7iFkSSLkVTgy7goXvn9rB7sHUhyfKmI7DlP5GvmKgWELFNltKtza3UB71ItuC+7sa1o05fT3z5+ei1n/6H3rlryP3vBEWJKkIuc/5hIghBAXS+MfkiTp/67/+xRgS5L0Cu5o9AtCiJev7dZeX/Qnwjz2mV088rcvAS7h+WLhln5O0J+vATiUMkv3Jivqi5NggEINnjw67V6UjoOsKNza3cDugTSJiI/BmRKaItOfCC9Ifks1C7+mzC1AqiLNqc1pisz69igHR/McmyxyaDTPf7575ZsyGH674Mi4e6yyFYOu+PJ08eefnxe6OSzlpjGbVMyqT17OjaZQb8dWzLPVdN2yOD5VpFizGUlX+Pjf76El4uNkskSxaqKpMs+fmuGFUylsARvaI+weSCEjkSrrlGp2nb9v4QhBwJNiY2uAp4673eNvvjrJX3zEXQgL1aufZZu1spoP0xE4NbdTPivCEfKphLwqUb/KwdE8W7pinJrW0U2HmukqFVcNm+OTBVRZ5ksvDdMQ9DBTdDlGIa/KPWtaFgjsRf0aqiyxfyxPrmoymqnSFvNx7+rlCQyvBuWaeU2DlJotqNmLV/r5k3ACtxhzdLzA/WuaGU6XKddsDo/nODKep1A1SBZ0V+DEEDx7cobOhgCZToOXBtJIgE+Vuae/ie54gIaAtiSFXNN2+I8D4xiWw1C6zEd3unQir6qgWw7juSotYS/7hjLccwlhouuBqezlFYjmU+sc4fLucASm7VCxZgX0XPXgZ0+lmMrrTOarDKcqDGcqQAqB4PR0GctxyFZM1rdH6Gjw81NbOy70tW8LNAc9lz0SfTEImNNBOfeZ+QI/jgM+n5twyZLEhrYIsgyHRrJ8Zd8ouYpBSbfoigeYKdZwHIdkscbxqSLTRYPexiBd8QCpUo2i7jof+DWF1qjvihOpHxyeZChVZv9wFqUuNPTI5uUr+vtVBZ8qX2B/Lg9mJ8hGsjojWR2vKuNV3JixajiE/RpNQQ8CtwjSEFQ5PJpnJF3hxHSR21Y08cTRJLppY1g2RycLxPwegl6FO1c14wgxp8eRKur84MgUa1rDSxLDuxLv2aXgjr5Ggl6Vp48lUWWJeMCDaTmu24ZwqS7VejJ8PTHLIDN0h4J+8Xzh3DNm9r3OOa/JzeuS/Osr4wveYy6wDHGomvDaeAFJYkGxt6BbKBI8dXSKZ08kEUJg2C4VSACIs24h6aLBqWSB1ohb+JguVjk8lqOzIUBfS4jWqG9B4+Z3//3iTjvzsRw+wldMwhBCfBv49jkPf//qtmh5saErzrHPPsRLgynCPo2OqJe/f+4M//jS8DX/rkutibMn3IuDWTZ1RPjWgVGmCjqSJKHIEpYteOroFA+ub2VjR5SIX+OlgTRNYS8f3dGFqsi0RV3/rqJusbZOWrcdB9N2eHW0wJf2DPHeW97eAcSNDI8iYzkOmiIxfgWcyLc6Zn38HOBMusqZeervs2Pch8bdUeEj9ZHhC6GgW3zmy4sXa2MeN/p6YLZLD+6aUKoaDNsOR8ZzruKjItEe9TM4U2JLdxTTFjx9LOmKXgiYKVUJejVkScKryuimw12rGoEYU3mdiF+lMeTlk7t6URWJZ07MIAEx/8JELFWqcWKqyKqW0JwV0I2IQ+PX1iZmKXAEZMuuP/BX9w4T8MjopuDoZJ6YX0U3BZoKsuFW/LNlg3/dN8pTx5KMZir4NZdnuaolxIqmIM4SW0MSbnIBrrbEqWSR3QNpVEXiPZvbyJUNRrMVXhpIsbEj+oZP+EyVrjzzcgRn/aDn7Q/DhnzV4PYVcZIFncagh3hI47VxE48iE/GpeFQZ2Zb4xO09RP0anQ3+t70TwjcPjFz6RdcI80t6DszRuqx8lb1nUtz5Jz9CBoo1C6/qquUPp8vIkmupFPYoPHU0SWfcz4b2ME8eTZIt18hXTQamyxiOQ8Cj8N5b2vGcM5Jb0E2+d2gSgeC9t7Sf15JHrutQKLLExvYInQ0BSjWLZEEn6FX50fFpfKrM/WtbrkvCJYB/2z/KaKbMobEco5kq3OCnZ81yqM1LXKpFg+l5ivC/9fXDC17/zVfH8WsSEoKq6Z4H04UaqiJxeDzPP74wSFeDj64GV6DKqltpPbCuhVWJMJ0xP998dYJ4QOO9t7SzujXCVL7K5545DULCp8kgwcMb21jVEmKmWKM7HnBjX0cwmqmQiPgWjbt/5kt7+dHxGR7d2sGffHDLguckSWJLV4z+liC/9KVXeG00T822MSxx3ZPfGw3n6n3NJsS2gNwSC//FmkNxpoxXKXNkIo8Qglp9XzYGFh6XbHHpRdNlJW5JkuQHuoUQJ5ZzO5Ybfo/C/WvPKt39waMbeXhTGz/9+T1ce4HxpWEkXZ7HIXZvQxIu96MxlEWSJJrDbhCUKtYo6hYN9aDoXAGRB9a18I1XxmmL+smUTV6fyC94vvd3H7vOv+YmlorjyTzpcg3zGlb6b+LCKJ1n/deN66xscg7yNQdqbgBStWwODGcZDpZpjfpIl2pu9bfOb7UdGMvoRAMWKxpDDKTKOI7gz588xTMnphnNVLmlK8av3NdPNKDxi/f0sbY1gu04WI7gmROuCF8s4OE7ByfI1z2OP33vyvMmFpP5Ks+dnKEl4uMdq5svmHzMcpLTZYO7VzXNrUVXi+UMVmaLIaYD+dlxIFtQMdxjNd+/s2o65Mo1xrIVhCvozt4zGX7vm4fZubKBou7QHPbywW2daIrLw9w/nEWVXZEoeW6iR+ZD21014GRB53PPnOboRIGexiCdUT9eTaZq2hybKvLyYJqHN11agbeomzx7coagV+Xe/uYbciJo9+kUibCXsEch7FWYyut4FImqafP1/eN89LYu1rVGaLwER23/UIZ9QxlkyRWl2dr91hSQA3jqHH2T5YAhYCC1cDxbN13v6FkrPOFA1XS9+wq6yZ8+foLWiI9sxWAiV0XgxmBVw+avnz7Fz9+9EsN2CHs1/B6FJ45MsfdMmvaYnxNTxbmuY7lmUTVtmkJefmJDgr+aLLC2NUxfS4iKYfODw5OkygY7emIU6rFUZ0Pgkjz0+chXTZ47OUPEr3FPf9MF179i1eR/PnGCycJb1xPbnRhYuCLbAux6catm2RydKnN0qrzgNaeny4BAlWVqtoMEPH08yZ9/aAufe2aAV4az6KZNsWbhOILvHJzk7v5GZooGiiIhA+myQcyvsa03zqfv7TtLa7FtHnvd1S342v7xRYnwLJKFGgdHc+imM2eNehNXjprNWZuROtLnKMIdnHwT+AhLkvRe4M8AD7BCkqQtwGeFEO9brm26kbBjZSOn/uSRBY8Zps3q33/8Dfn+8wlpSZLLNQt5Vda3halZDieSJe7pXxh4ZsoGAY/CSKbCj45PczpZJB70kC0bNIW8rHyb2SgtNdEfOud4v9E4Mp7ntdH8zSR4mZEuGSynvq/pwFS9Oh/2q3hVGcNxXPVtIeqJscWQKFPSLSxHUK4VGU6XQcCZdIUHN7SyudPlbCUiPh57bYIDIznWtYVJFnQ+sqPbHVPFHVe9UID38mCGiZwr3LG+LXLBzvF4rsreMxnAtYt49xIStFm8NpZjOF1hR2+c1ug5ny9u3KBldstmO/y5+Wu2gLFshdFMhaePT9PV4Ke3OUimVCMe8tIa8XJwNE+havKDI5P0Ngb5yI4uPKpCpWZzYCTHkYk8lm1TMWxyVQNTCJrCXoIeFUWSFu+rC2D/UJZTSbc671UlUiWTlU3B84qjLBdqNnx9//icz6amyqiyhF+TOTEl+N8/HuD+dQk+cXvPBa2XdNPm+VMpDo/nsB04PV1iYKbsClBeIoF+M+LGGbpdiPmdY6fuS0+dg1kx3PH+XMUgXzXnpuRKNfc83z2QZiKvky2bbOiI8KHtnRxPFpku1qiaNhG/ynShRmfMxw+PJtEUt8vb1xKaRz1wLWpGMhUEMJSuEAt48KoyTeHLK9C9PJieE7sr6m5b5PaVjYtEg8qGhfkWToKvBrOJp8DlTEvARE7niy8NuaPxQlAx7Dl14mzFYN+ZDCGfy++NBTRmigZm1GE47VIkFNmdGshkMhf97iPjeXYPpMiVTUJeDcOqzdlD3sSNg+XsCP8hsBN4BkAIcVCSpN7l25wbHx5N4fAfPMj9f/okMzpsa1V4ZeqNy1pWN3m5paeJP3p0E2PZKt89NEE84Fmg7rd/KMPzp1IEvQo+TaGom4xmq8Tr1jIf3dl9XUaDbuLqUDVtnjyaXPKIyk1cP6jL2DGbFSGDeiApXLu01qifu1c18fypaU4l3WBASODVZOyajSy5SbIsy4R96lxQAZCrGEiSy/vS6+JEAD+5tYPBmTK9jRf2iuxs8HMmVSbsU+eEm86HqF/Dq8nUTIeW8NKTjlLN4ulj03P/nuXEzuLGTYPPD1UGhFuwRIAhBLYtGM1WXXszBzZ1xhjLVpjK62TKBgXd5Mh4AVmW+NhtPUwXdRwh6IkHsIVDS8RPR8zPpo4o27obuH1lI+1RH13xS3t8AjTXj4emSLw2VqBq2AzOlFjVErpsO6jrifnBqSRB0Ku49zdNoSGoUaiaVA37gomwV5VpjfoYnFGpWa7A03C6zHOn4P1bO9+YH3ETC6BIrl2ladvUTLeIZ9oC3XILe3a90OVV3PXLsBymCzqGLRicKVOomuQrbuEm6teoGg7PnZzBsGwm8jobO6JMFXRu6Ypx39oWhtNldvTGCftUdMMmUzbobQryExtckdGl8PTnIxHx8fpEActxODyWx6cp1EyHD2xbeD6JuoiYdTPDWgAJd7+EvCqNQY2xnI4qSUT9GiPZKg9vSGAJQXNdIDKnWwQ0hWjAg2U7tETctasj5qMt5uP9WzsWxLvNzRfXSTgwkqVcs5ku1XjnuhaeODpFrmJcU279TVw9ljMRtoQQ+bc7z+ZyEQ542PeHZzuHE/kKmaJBfyLM2t9//LoGbsdnanz4tig+TSHsU5ElyeXf+FSEEBRrFuNZd0ypXLNZ2RTk3/ePMpCqoMnwqTtX3EyCb3Co8pst9H9zozWoMFVeeFf0LGNyMP/oawrcv6aFhqCGKsts6ozRGffzF0+ewrRton4PummjyhDwaKxvCxP2adzZ37xg/O/WngYqhs2G9ihd8QCr616d4bof+cWwvTdOf0sYv0dZlIDMFGtM5qusTrjf+zO7einXrMuy9vGqbuJe1C0azzNOfaPenzRpoXr7bJfBpync0hmjIaixszfOF/cMkyubBLwKTSEP0YCGbtropl0XSNM4OlHApylzxYuNHVFmijUkCd6xpgXbEch1Oy6A2y4hPiOE4GSyhCJLrGoJsbEjSiLiw6vJvHjKVQWN+DS0G+heEPEpJCJeshWTNa1hDFPQ0eDnV+5bRbKgkyzU6GkMEA1cOJGRJIkPbevkJ9YnyFUNvn94CtMWNAbfet3gNwOiPpWdK+JYjuD4ZIGMU8N0XBG5VU1B/F6VmWKN3sYgqipRrtl84NYOzqQqHJ8qcHd/E4dG81iOgxeZXX2N7B/OIsuuVZwjoCXs5bYV7qj0lq4YW+atZ//5npXkKiYRv3bFIly3dMVoi/mQgP84ME7FsGkMLV6nGoIeOppDTOWrFPXrL7603PAoXDCZDGgSsiRRMWa1NiRuXxlnIqfTFBJ4VZm2mI+Y38OGjhhbuuOcmCry0dt6eOy1CQ6P5zBtQUdDgLWtYVRZ4ufuWoFPUxatWUIIVjf7SZYMVjQunnRc2xrhxdMp7uhrRDgO3zs8ebNYcQNiORPhI5Ik/TSgSJLUD/w6sHsZt+dNifZogPaoy8n9zq/u4r1/89J1/b59Z9JIEqxvi/DRnV1UTZuexiDfPTTB6ekSzWEvXfEAzWEvwnE4MlFACNg7lCXouTGDygvh7cRd9msKD65P8PlnT1/6xTexJMwfgVKBgE/BtAWWI3AcgaZK/Py9/fy37x9f8L6IT2PpOvDXbls1xe0oeFWJgEdl58pGHt3Szs6VjQQ9CpIk8T9+eJyuBtdn8IF1zfg0lemiTl9ziJ+/a+V5Az6fpnBXv+uBPpQuL7JcuxTOl3yUaia//60j5HWTe1c38+l7+wh61cv27dQUmY/d1kO6XKM9euN6nSvz1DZV2U26lLrnhs99AFmC9pifn7mjlwfXJ5AkiQ/v6ObQWI7xTJVE1MeO3gbSZYOv7xvDEYLNnVF+cmsHk3mdbT0un9WnKbxzfYKnj03zw9eneGBdYslWSYMzJf75xSHGc1XWtoV5/9ZOVrWE5rrC79rQyqbOKE0h77JanSicFWBKRDz81X/aSkG3SJcMXh3NuYJZQQ+rE+G5ws25ODyW55kT03Q3Bnjv5nZkWUJVZOIhL/GQl5+700+uatK+xBHyNxu2dYV5ZfSNF5Kbj/kTLBIQ9Mo4DrRGvXzmvn42dkT5pxeH3OKL34OqSPQ2Bvn0O/q4p7+5LqBms2cwTSzg4dbuhrrlnSBfNfmvj73OiakSDUGNX4yvZFtPHMdx2DecJeBR2dHbcMFimSRJCyhjtiP49sFxJnJV7l+bWDJXeNb7++O391zwfPJrCv95DyhoAAAgAElEQVT+y3dwJlXmX/eN8u1XxyhdxE7zzQqf6oq2elUF4zzK++DyiONBhXL999uOYDhdoSHoJVM2SER83LWqiYaAlzWtYQIelY0dUUzb4WSyyL6hDCCRrRgIoDXmv2An33Ec0hUbx4HJwuK79s4Vcbb1NKDIEnvPpOqOEddqb9zEtcJyJsK/BvwXXOujrwI/BP54GbfnTY+qCR/f2cm/7B276s+aH3jNx+OvJ3lxIE1b1Mu7N7fzfz2wGoCRjKswnC0b/NoD/SQLOv/P1w/h1Lk5iiwhSTdOB+AmFmNjRxS/plC1bo5Hnwu/CoosI0kyQjhoqkxLyMvq1jBr26J8afcgmbKJ40B/a4iQT6WnMcjgTJmmkIc7VzXxwNoEAsGPjic5MOyq/z6yuR3dMPnn3SP8xgMr3e/yKNctEfa4ORMObuLUGvbxiV3dFKoWLw9lMC1BX0uQrd0NOMLtSITmJZc7VzQyOF1CliV8qsqO3jg9jQHaY/6LJjZHJwucmHKD5pawj531LsoshlJlDoxkWZ0IL4k7Ol2oka8aOMIV9rsa+D0KnZ7AeZ+TgJaQh+mScd7nryU0QFEl+lsCPLi+HUkSfPvVSSRZ8K4NrRyfLHBsqkRAU9jW08BotkrIq7ImEWJgpsjRSdfibmt3bC4492mK28FdcfZ72qJ+Pri9k0zJYG1bGE2R2XzO5O6JqSLHJl3V88Zgjrv6my667cmCzu6BFCPpKrplU6pZlGs25jmCJoos0dlw/n29FFzKYvBiaAmphH0ahi1oi/mJeFUKNYtN7VF29Day50yaI+MFJnNVJFwPUCHEBROdw+N5LKc+QqubC+zDgCsqzNyoMG2HZ07MYFgO9611x0HftaHtuifCroq5O7qsKq5acMSr8p5bOigZFscmC+QqJpIk8KgK9/Y3UdRt1rSFuX9tAklyBacaAh6ifoV7Vyf42O3dc4mNIkHAoy4QK3WV811V+7BPw6PKxPweBmbKdDcGAYV3rLl8G7hsxWA47cZJRybyixLhom7yzIkZgl6Fe1e3LFpPL3U+hX0amztjvDaa51R7lELFpLfJj2Tb/ODExbmsbwaEvQq9TUFqpo0iy0xky5QMZ1GcGvTI7OxtZM9gmkLVwqdKrG6NcFtvHL9X4f61LUT9i7vqmiLzgVs7eObENEXdIuxV+cCtHbTHLrxeKYrC9t4GBmZKbO5YPN1kO4JnT05TrrniaWGvSq5iXjFHeH7h560GBbeQpcgyquwqSTsOc5ZLs7/bo0jIkkCSZCRclw3bWbxfopfBQli2VVoIUcFNhP/Lcm3DWw2FqonPo3Hbijjr2yLc2tPAtu4Id/z3Z5f8GRLgUSUSIS8hv0ayUMOnSiBgvFBD4Nq+mJbNv+0bZU/dRuP+tQkGZspsqgexRd0i4lfpaw5Sqln8+v2r3jJBwVsZv/Wufv7ou8fmRESWsugqkvufKkPEr5IuWZjLvFrLAJK7aP76A30kCwbPnJgBR2AJgYRAUxX8mkzNcqgYTl3YycuKRh9jOQNbCHTToSPq445VzaxtDYEkcWgsh27Y3Lc2QUvYSzzoYV0iyD+/NMKm9gjv39bJqekSI+kK69uidVX4ljmhpztXtVA2HJpDXppCHiRZ4eO7eqnabuCjyBKqBNZV7sNZ781Zr+BVzUH8HpXepiB+TSUR9bGtJ0bNdOhPhLmtrwlFltjZGyddNtBNV0AmZNo8c3KGcs3igbUJmkIefngkiSRBW9RHz0U4vo+9NsmewTRbu6N1sS1ore8HxxGM56o0hjz86Pg0+arJSKbCmtbwJcdmu+IB3rGmhTOpMh/Z0X3R114tuhr81zQR1mQJWZaI+WS3A68p3NHXyKff0UeqZLI6ESJZqBH0qLxrQxvZisHmzhgVw6ZqWkS87ojzqWSR4XSF9pifHx9P0h0PsaY1QsCj1v3AC8QCHu5fuzio7oi5vN9ZTOarnEyWWN0S4uBojjPpMlXTrvPVxUUTQoDnTs4wlq2SrRi0RHw0hjw8sDYxZ6F3reDVpEXKsReCAkiyOyL74PoEn7lvFemyyVNHk5yaLtIVD/DeW9rZ1BFDll3e4Gi2QmvUR8irnj0/g15SpdqiYs/mzijPnjToigfOa6nzVsKJqSJHxl23h1h9QuNcm6FrAQl37DXkVYgFvdy/toVDozlaIz4+dnsvtiMIeVUkCda2RciUawzOlGkMeslXTaYKOps6ovQ2uWtSpmywtStGX3OQppCXj+7spmzYfOOVMaJ+jQfWtpAq11AkaZGgWVc8wPtu6UAIl+feFvMxnqvy/KkZUsUaG9qj3Ld2cUJs2Q6TeZ3msHcBB74h4GFFU5DxXHUuTpqP/cPZOWGsroYA/ReYRLgUdMsmEfExnKlQmrDIV4wbLoHyuBIGBL0KjQENVVEYz+vohk08qNIZDzBdMAj6FAKaSkvYy/u3dtDdGGQ0W6Wkm6RLNV4bzRP0qeQrJplyjaxusrolzO89sp6Do+7+XNsaZltv45Ks3nyawsMb2zg0luMda5rpbbr09NKff2gLp6aLrDvPWjcwU+LQaB4QJAs6pZq1KAn2qjJNQbdQY1iCdNmgVLPmYjDNDb/nhL6utBCoSe61VV5in+NyRb08ikTUp1I1Hap1xVVJuNsrAz5NprcphG5apMqGOxWnyMiyhF91/+9VZWaKBrIssb49iuUI1raGMCzBobEcbREfP3vHCvacSZMq1XjfLe2sTgT522cGGJops3/krCPN3/z0rdzzX5e27cupGv1dFl+beWA/8P8JId7o6cA3Pe5Y1UjNtuvqhhoNAQ/tDSGG/uQRdNNm/e8/fskTW+CK9VQshyZVQpUFugWrWoKMz1MllCWJiZzOeE7n8FiORMTHL9zdR65i8IPDkzSGPHzi9l6mCjoPrGu5bJGIm1geHBgt0BT2IYCHN7byjy8OXfI9swu0boHQ7WVNgj2KRNinYFmCal0QJVe2+Y8D43MewH7N9b5VZLcKHPapmLaDR1EoGTYnZ6ps743z8mDGHRlWFT6xq2cuEdg5jyN5Mlnkq3tHiQU0PvexW5kpGRwezzGWqVKzHO5c1bCo+7mqJcSqllVzf0cDHlLF2lxHyXbENRmfkgCfJs2ppZ5IlmgMeQl4VKpmhT2DKf7hhUE6GwI8uC5BS8RHvmpgOYK9g2kOjuVY0RikOx6gUHeqf2Ukw/1rE7RGfNhCzI3tnQ+m7fC1vSMYtsNErspf/qctCJhLGp44muTYZIGwzw108lWTxpB3SWJhmiLzS/f2Xf1OWgLytWtrYmc6AkUIMhXX4zQqSTx2eJLdAxk2dkR557oEAzOlOe/fgFfh3/aPkq1Y9DYG+NjtPUQDGv2JMMenivzZEydwhODRW9r5iY0J/mXPMK+N5ZEkWNkUoq85eEml/m+9OoFu2uw7k5lL9nobA0wXa+wbymI6gvsu0gVLRHyMZat0xwN8YlfPAkGZa4ulh/Q2gOPaanzjwDhPHZthY0eEFU1Bpgo1jk0VOZEs8XuPrGdNa5iBmTItIS8Vw0aRJWqWw74zGbIVk3zVZHUizCObz6qRb+yI3lDK19cTzWF3lN0RgkRdQGgqf+1VigUu9zNXtfF5HJ47mWIyr3NoNMfTx2dYnQjR0eAnHvSys6eBrG6RKtbwqjJeTWHfmQzHJgs8srkNw3K72AGPQsirkikbfOfQBBG/xmimwihurHNwNIcsSXxgW8eiaYVdfY1s7nTHZqN+bc5ux3YEpi24tbthEXXjscOTDM6UiQc9fHLefUORJX5ya8cFf3uivpZqinRF/ty2I/jC7jN879AEUwUdxxEkS+56/kbfkjUFcBbqGHhkl8vsCEFDwENfS5jPvm8DX39llP1DGe7oa+K3H17LF3YPo5s2haqBJEn4NIVP3tFDa8Qt3K1vP3vNZcoGfk3B73E1DjJlg3jQgyJLtMX8HB7LYdjOkvenJEl8YFsnj25pR1VkHEcwnKnQENAWTXzMIuRTL2iTFg960BSJqXwNWZIIeBWMeTY/igRdMR939DexdzDDYKq8KEa/VvGUKcC8jGG/i+UKEhD2KUhIqIpLAWgJebAc163AqYtp+jQF23aIBjysaApx+8o4O1fEEcIVp/TKCq+OZTg4ksOjyZxKlmkMebhtRZyP3d7LyuYg6aLBq6NZPrGrdy6WenjzQleI//HBLWRKBh//Py9ybLpKSIN1nUu3rlvOFt0g0Iw7Fg3wESAJrAb+D/CJZdquNy0CHpVHNrVz16pm8hWTrvjZir9PUxis2/N85l9e5rEjqQt+TtlwqFkmqkQ9gZXpbQqgyRKj2SqdDX6GU2XK9RthyRDsPpnik7tW8Pyp1FxV86M7u7m97+LCKtcaS+H1LrdN0Y2M1ogPjyqjmzb7h5Y2TiU4272sLnMr2FX2tDFs16/PduBfXxmdS4LB9VwFV2mzajqYtoFXlbFsgcDtfOXKBoblEPNr5PWzd49yzeKbr46jmzbv3tjK8ckijnBvwJmya0VTqHvj7uiNcyJZXJQIn4sPbetkKq/TXu/QOUIgXYMSvsNZ30VZElgOlDJV19ZDuEGgV1PIaAbHk0XGclVOThXdkemoj1q9smsLQUE3yZYN7lndhGU7qIpMUJX52t4RxrNVAj6Vda1h7p3n9aspMk1hLxO5Kq1R36JiWKbsdllLNYuPbO9i5wqbeNBzwwlUqfK1T+pswZxibabsJtq1vI7A5T+Xa67ibMSrsrEzylCqgqrIjGWrZMoGfXWx0uF0mWRBx3YEqbKBaQnKNZuwzxUC8mkKZcPmq3tHaIv6mMzrlHSL99zSRts8TrS3fs03hjyIut/qisYgyXrxM3OejnjNsjFtt0N3z+pm1raGifi165gEuxzByhXUJSzH9QIdy1YpGxa6ZWNYDqPpMr/6lQM8srmV/pYwXs11O/B7ZKqmQ2c8wHDGvVdmym9fe5pExMfP3tmLZYu5pKK3+cpH3C8GgXt9TBd0cqpCxXDFn2q2zdHJIgMzJXyayqHRHA+uTyCE4NR0Ca/i8jpTJTfpTZXq8YluMZKpzFlirWuLcHSigN+jMJsi5ioGn392AMuBLd0x3r2pbY4SMjvJJoQrtNQQ0MhWTFoiXoLexed6un6t5ComtuOu5aX6hNzF1rb17RESES8e9fLVpWd/5/GpIori2n7FAh6EEGTK5hueCJ/PgtFwIFl09026ZGLYDp/93lGeOjpF1RLIpDiWLPLfP7CZr7w8zI9PzFDQTbrrmjM/d+cKxnNV0qUa69oiaIpMPOihXDP58stjTOZ0dq6Ic+cql8bx8mCav3zqFI4QfOL2Ht5zS/t5t7Wom3jVhWKMs6Kuz59OcWA4i0eV+eSunss+Lk0hLz9zRy8D0yW+tm+Uom5h2xXXrkm45/npVIXx/BhBr/KmsVUSQNCjEg96ODNTolAxOTNTRpIWKpdXTXc0vaBbvD6e5+hkgW8dHMerKiiSxJl0BdOy8WkyqiLT3xKmMeThoY1trGkN8+polr966hSWLdjQHqEr7qct6ufHJ6YZSpVZ2RTCq8n0NQf5t/2jHJt2xXpLJpxM5pb8e5YzEd4qhLhn3t/flSTpOSHEPZIkvb5sW/UWQNSvXdRq5G8/fhuPXSJhtByBz6PS1xImmdexHYnfeWgdBd1i18o4d/3Jkwte/6NTKT7349PsXBHnNK6tSsin8qNjbtdnS3eMO/oubAh/EzcGPnPfKtpifr68Z5h0+frzIq81ZhYF7IL8BSyhZrlFlgNWXVhjNmH+1qsT+FU440BnzMen/vlldvY2cjJZ5PlTaXTT5i+eOI4mCUomxPwKewZSBL0ylu0G7Keni2zuiDCRq3JwJOd6PVoOmirx+kSB9W0RPryjmz/+9qt8eX+S33hHF7/x0GZUWSLqV8lUrh1XW5UlPIpE1XQ5VRIu96Yx6EGW4cxMiappU65ZNAS8OI5AkgTpco2fbO8gW3a7Yl/cPcTKlhCO41obTeZ1TiSLbvHEsFnfHlnQJf7soxs4kSyy5jxjfg+sa2HfUIbexiBhv0b4ImvWcmJDe4TjU9dfFEgApm2Tq5iYtoPtCITkWpvdu7qZ0zNlgl6Z/3hljD2DaVY0BhnPVtBN176qUDWJBjTuX9vCWLbKutYwhuPwpZeG8aoyj702ge0IVrWEOTpRWJAIf2h7J8PpCiuagvg0BdN2ba58HoWJnM5tKxcWc/JVk6/uHUE3bR6uBy2Xo9Z9pWiJ+shUr4wTrkju2Ohkzp2acmzhJksCvrZ3lL/7+K2saArRFPbQGPRiWA5+j0LQozKYKnHrBbo+bxecO/69sS2KR5Ewzicmcg1gOmAZCxWQLdvBr6loikS6ZPDKUJayaRH0uM4V7VEfYa/r/7qpI8Z0ocbeMxmKNZOQV2VzR5RM2eDRLe1nC48OHBjOcGSixHSxhiK7o8kdMT9PHJ2iMeThvZvdDuGHd3Qxkq7QFvXREPAgn2d65cH1CQ6N5ehvCaPIEv+2f4zxXJWNHVEeXJ9Y9Pr5uBq/6YhfZVdfIzMFnXjAgyoLTk7mb8jkygFGM1V0w0avV9EdYN+ZDO/7mxfc6QPboWI6JPO662VeMfjGflfkb/9Qlq54gG3dMf7xxSGeOzmDWZ88ShZ0fnB4klPTJRwh8GsK33ttgr6WEOvaFvKyj4zneepYkoBH4WO39Syi7xWqbtXNsNyi8OUmwpbtEPZpbOluIB708sTrk9RMmz9/8tSC17njxDfikbowknWdjpotzvK0z1kKJNxJhYphY9uuQGi+YiLLIONOm4Jrq+gWjDL0NYf5jwPjyDJ888AE47kKuuEghOBbB8bY2t3A08emSBUNvrp3hI3tUTRFYqjOv5/FU4eTS/4ty5kIN0uS1C2EGAGQJKkbmFXkePNF4G8xyLiB8limgiME6VKNx49Mcmq6zFf2DjNZXBykf+XlYT5zXx/djQEifo0nXp/ifz8zgG7aDKbKdMeDdMWvTxX5Jq4NAl6Vj9/ew6GxLLtPp5d7c5YNDme5NEMZnaGMzo9PXHh/pCo2qaHsgscCmszTx5Koiuze2B2BYQusuoCQR5Vpi/r48n53wf7LZ0b5jYc2A9I1TYJnBWc0RcZ2wBIOIY/rlbhrVSOHxwpM5nVawj6iUY2gT6Nk2AghUdJtRrMVTNuhYth4FJkTk0X6E2GqdSuPxpAHryoT9WuLguWwT2N7z/k74omIj/dsPn+V/kbCrCXc9YYEIKA14kXUVUtbIz76W8L88jv6GMlU+KcXhziZLJKtmJxKlkhEvKiyTCygMZ6rMl10PU1v6YphO4LP/fg05ZrFwIyOR5GRFYlUqbZICTns0xaM+Sr1LvjW7ga2noeCPVPUqdb9S0brvO43AjPFK2dMNYY93L4yzp6BDIosU64ZiDkRFjE3vjeLWaXs9e2RJSv8vp1g2s51S4JnITjH21zAmpYwqbJBIupzO/umgyLZ3NrTwJ19Tbx8JsPgTJmGgIe1bRGG0mVKMxaJsJfhTIV02eBMqszP3NELwDvXJ6jZDi+fyVAzbWqmQ0fMz8GxHEXdoqhbTOb1OS74pcbhu+KBuTjHsBzGc+76MXyVon6XwkReZ9+ZDAfH8mSvZGxiGTBdMhbkTraAfNVCqd+vPIoMQjA4XWQ4U0Yg0E2b09Ml8lWT6aJOzbJRFYlizSYW0Dg0mmO6WMOyHYI+FVV2lcJ3D6QXJcKz01Hlmk2qVFuUCN+zuhmfptAS9l6UBnQ+7B/K8PypFJ0Nfj5wayfffHWML788TKG6mCf8ZsTsxNnF1Dy0ujhnrb5OWLZAkcG2oXbO0uEI9/NOJIuMZCuUdJOOBh/5ioVp25yaLjKYKvGN/WPkdAvDsgl4FPaeyeD3KDSFF46un0jmWSqWMxH+LeAFSZIGcNe6FcCvSJIUBL6wjNv1tkCTBqmLrJU+Tca0HKpA2bCJBjwcGs9j2QLbEfhk0M+5mnuagmiqMsezSZcMNEWiYggsxyFyg3R8blRbpBtprPu3HlzL9p4k//TiEFO5Kjn97KyTV4XaTWHpS0K3HBwBHmHjCOaS4TnRC0ew7+jgovfl9WsXxMyqvxuWwBFu4hrwqLRHfbREfAQ0laaQBxD0J0Js6oiRKRt4VYkXB9I4QrCpI8rd/c38y55hPIrrwWg7cNeqJrobAwghKFSt83r9vtkhBLw2vvQRqyuFDKiKRNCr0hYLcM/qZrrjfo5NFtnUEUVVZBIRH81hDyMZl9e+pSvGdLHGXf1NGJZNU8iLJp/d/7LkjnX2NAbZ0hVDVWTSJYP71zZfdUGytzHImtYwpZrFrT1vXKc0U75SqRgAiTtXteBVFQ6M5Aj7FIq6hSxJ/OaD/fReRPTtJhbjCy8NvSHfMz9e9qgSbQ0+7l+fIB70cHA0hyMEAY/KfWta6I4H2F/n8DaFvET8Kp0NARoCHt69qZWXBjKUataidWpNIsxd/U1YtuChja10NwaomjZDqbLLf4xcWafWo8rc3d/EiWSRHb0Xp8hcLQZnSiQLNcpvgpuzRwGBez+UqLuKcFYbw6sprGwMUDFtyjWbM+kKubLJeza3M56rcGg0j+24GhVtUR+JsI+OuJ/ueADbFgyny5i2wz2rm2gK+agYNiubFl/f23sbKNYV37vOo2Yf9WuX7OJfCLNTRGPZKiXDYiKno5sOjvNWSINdSLgc6dmu72zhSpElfKqMLVzOu2lbIEFjyKU+6YaN6TgYloNHkbGFwLBcGoGrUySjWw73rGlhb73BMJyu4NUU8oaFV5WJ+FTKhlXv+kuLutHvvaWdryzxdyynavT36/7Ba3H33fF5All/uVzb9XbBi7//E6z5gx+e97kN7SE6YgFqloNHlVEkif6WEJYQTBdqNIW8PLyxlT9+7Njce7Z2Rvjip3Yu+JwPbuuoj/g5fGJX70XHtW9iaVhqEn+1CXNr1MdHdvTQ1xzmu4fG+dJLIzi4AXt71B2JNSyxqLJ5o6lTXku4CswSAU1GkiVy5xm5ljnr86qpMpbjjma1RX3Egx6m8lUcAYZl09sU4lffs4P/tefxBZ/h1xSudhBXlqDBr9LZEGQwVSLsU3CExOpEmHv6m6maLr9zV18jn4qvoKRbdMb9BDzuTU0Iwd2rm4kHPLTVRwh/56G1OI5YNA4oSdJ5vX7fCpAkd1yxkrl+XeFZW5DeeIAP7ezm7lVnKSTr2s52n4JelU/dtZIP3GrQFvUjyxJ2PXI8MVUkHvQs8C2VJImP7Oiqd7P8eFVXUOZa+Peqisy7N7Vd+oXXGJ0xL6O5pXN1Zcn9T5GlelfHy397/2ZsRzCUKjM4U+K2lXEi57FTuYmLY2tPA985NHld1vtZtXtVdqcTQj4FkPiZXd08uKGdtqiPoFflQ9u7Fp3Tn9zVg2E7cx28X763D0lyr4euhiCj2QormxcmRataQnPq87Mj02taw6xqCV319bK9N87265wEA6xvi7ChPcJopsLJuk7LckKV3KK55cA8iQ7WJ4J0NwWJBTwcmcgzlqnSHPayvaeBd61PcGS8QF8ixO0rG/nWq+O8MpylI+Z3nQ9aQqxqCbGls4FUuUZvYxBFlrh/7cLv/sKnbuPsPIFLLzmfa0lL2HfdXAe29TTwwqkUPY0Bwl6VX3+gj1PTRUzLRlMkDo4WbojOcEiDqsUcZcqrgipJlObpvfgVtwM8exwlIOZXefSWVt61sYMzqTIjmQrPnZwh6FFoCnmZKupsbHctOU8ki5RqFiubg3zo1s66WGGBbNmgMeQhXaqxfzhLPOChqyGIbtk8sqmN+9cmSJcMTk+XuHOVYCRdoaPBR7nmCqF6ZInhrDu1+ov3rKSkH+foRIGmkMZ7t/YseR9IQixf2CpJ0kZgPTA3cyCE+OL1+r7t27eL/fv3X6+Pf9PBcQQr/9/vL3jsrz+6lZ7GAGtbI4xn3QqMLElMF3XWtkZQ68qRqiJjO4IfvDZBZ9zPlu7LW+i3b9/O7LG4UTu0b2ZcbiI8/3icCyEEv/2NQxydKLK1O8rGjhiHx/JM5KucmMqjKTLbuuN4NInRTJX+JlelVlFlhtJlnnp9mrxuENRkvJrKyuYQVcPieLJIWbfRLQdFcqv9sYBG0KNi2YJSzaJi2Di484uzK5XPo5AIeahZrohTuWZh2q4atEeVWZ0IEfVraIqMzyMzkdfpivnxqCr5qslkvooiSdhCYFoWkiTzi3etRFUlvrBnBK8CqZLJutYQsiTzU9s62bGisV5x19nQHkVVJCQkbMfhyaNJVjQFWd8eRZVd8SNJchiYqbK6JUTNduaskyqG24Gab6uRzFd44ug079nUTkPIw/bt2/mjf/g2f/74cQazFx8FDXnq2yFAVWV+4fYeTqbKnEgWuaUrxqNbOhjJVBhOV7h9ZSOdDX5WNAWp1GyKNfOqPF3fDti+fTuP//gFfucbh3h9LMt02V5S4N/sV9A0hZLh4FUlfumuFRRMh6deT+JRJKy6iE7Qq9LREOBn71jBps63hwLxlWL79u089+Ie3v+3z3Fi+uKFCUWCje0Rtq+I88pQDstxeOf6BL94z0oCnps2fleL2fvFl14a5Gt7RynoJmPZ2pKT4ogPLEdGk2Vu7Y6yOhEl6JV5ZTjHwEyJhoDGQxtbsRxcER5Z4sPbu9j1Botvvllwvvv3syeS/PuBMQamy5RrJlN5HcO+tBqw5k4jYwrXgszh7L1XlWBl3EdON8lVbbyaQkCT8aqwpi3Gw5vaGEqXmSka7OhpIBHxs7I5QEE32TeUZdeKRuIhL1XTpj3mp6i7gmLJQo3ueGCOjjAfr0/kMSyHWzpj5+Vk32i4WCxlOy7NMB70cHg8x58+fpyRTJX717bwm+/s538+cYKnj02TLrvTlKYlMAT4JdDFxZsMMrCpI4xApj3qZVVziOlSDcsRNIV9rG+LkCkZdMZ9BL0aNctGCGgJe2mN+hG4ieZkXmdgpkRzyENPPNnJaG4AACAASURBVPD/s/feQXJd953v59zQOUzOM8BgkANBkGAOImklSqItW9lBXtmW12HLdunV1jo9++1qvbb31XrflvetnHZtPduSRVla0xJpUaIoSqREEEQicp6cu3s6983n/XF7GjOYjCCA5HyrUJjuvqn73HPuL36/9DTG/JYB18V1Ybpocs/GOnIVl7ZkaEF1hVVNoF0PljrG1e+niiYXJgv0NsVoS/o21kSuQkNEJ6BrCCEOSyn3r3S+W+YICyF+H3gM3xF+DngSeEVK+eGbdc6mpia5YcNGypbDTNnCcSWtiRDhgIpZlVqZK93hehLHlQjFHwDT8TAsh7zh4Kygb9LTECZbsshXQyiqEDREdXIVG1VRaIoFCWoKtucRDWjYrgQklusRD+oI4Q9oumihqYLepigBTcW0PYqmjaoIUkWLWFCr3QC263FuorBgsoQ1BUUIEH4kvzkepGjYzJRtzCrFWzKkVcXifzgYGBhg48aNAAylS+QMBwXYdVX/zdxx8Ty/f2Cx3z6qKzgS6iM6zXN6OSzHq+rJ+tm5dNGkaDp01oXnOSOLwfEkZdNhqmBiOb7cTn0kgOl4NMWClC2/d0jiZ46Wmkq+ALggqCs14qZkWKU5FkZUe2E8TzJdNP2MY0BDU/2M4thMBV0VtM0htpm9tpLp4LgeQghiQY3JvEEsqNWyQqbj4XnSP9YKuqxzx2MdtxYDAwOU9fpV6wUKfNKrRERHFf69BrzlypRvBQYGBog1tjGeXztjsMAvCwN/bQjpKi2JICFdw7AdpPQdYZ/d3GeknQvL8Wrrwzr8sahvaWdomeBQcyxAOKDVfreQprIYP+NSv/k6VofZ58WJ0dX34V0NTaHGMO56PsFmezKErioUDMfXGK2KoQeqc8B2PaRcX9uuxsDAAM3tXbieH0DOV2xceWNk+NYCrWpn+ll6ENWMbEhXkRIUxZ97XnX+hXSVoO7bp0XT8e3tagVHLKiRDOvYroftSgKqby/766rPMhzUFEzHqwbDPYJVW9dw/KenIgQBVSGk++uA5Xh+73H1/vGk9G1EfNt4Kek+y/Wget+ZjodTJRNUFZ/LYSpv0p4MkQjrtbnhSX8sgpqKlP53LloOluNh2D4ZoqaIK5q71XPNHTLByoELVfjbzI71LBHm3Nezx50NbKx03KsRqAb+fdvbP7CmKEh8ZQ5fa/7KtSsK1fevcJTMjhVQkzvLV+yaZKsifKlHKSUBTUFXFd8vkhKjWkI9K5OVDOvVqjZ/HFzP7x3Pz1H42NOZ5PDhw1JKueJicSsd4RPAXuColHKvEKIV+Csp5VM365z79++Xv/Xn/5v//I0zTBb8PrxoUOXfP7WL4arDMVvCa9guf/39AVJFg5GZCkcGs+SrDGk3AnqVGbavJY6uKuzsSPDtM5M0RgPs66nnndtb+MhfHKhtH9IUjv7eu3nqT18hW7ZIzWH0/cVHevnt9+9k628/i7WKuzuqC0qLyNz8v5/Yy/v3dt2Q77cSZqNmf/rief7LN68w6DWG4fDv+9nMA5fTvHopjaoIfuq+Hh76wxcwVuEdfO4n9/HkHR1cmCzw9ePjALxjazN/f2CArxwdA/yJePT33rVkdqBg2Py3Fy7wNz/on0cHD1cM3OslCulrjnJXTz1tyRDPHR9jIF1GAi3xAFtafF3LsZyBAH7y3i7+4Cf2Ar7Uw2e/fppXLqTIlCwi1UCO5XooQvA3n7oH25V86/QkA+kSe7vr+MQ9PfQ0Lp39Wy6KuY4fLjZs24348T9e834tsQB3bahHCL8E+r272xaQg6xjbdi/fz+pd/77G3a8upDGU/s6OV/tH/voPd2MzlRwPcl9vQ08WJX+ODWW45unfBK1D93VtezcfbtgtWPRGtewXcGdPXW8e2cbH793fulj0XT4/A8GsByPO7vreHz70vrI61gcN3pezKKrLsTH7+3h5QspTMdlT2eShmiQp/Z2ENQUvnJkBCl9Zua3i4bzarB19152/cr/4NxEnvJqjMA3CbrrQpRst8atIZEI/Mqxx7e1cPeGBp4+NMShgZmaI+xxJYmlVbWLNzbG6GkIMzxTYVNzlJ97qJdNzTH+1yv9nBrLUbFc9nQlF23huzhV5Gtv+HbjpuYo3zo9yXTBZF9PHb/+I1vZ8XtXWpsG/uj9NVvqs18/zcnRXFWDPMaByxlSBfO2KId+s2Ouc79cO97gH39gVRnhW1kjVJFSekIIRwiRAKaATTf7pEXTwXSv3IqO69X0LG1XYvo1ltiuh+m4WI6kYrs4nseNJEh0qwyysqrR6bgeZpU+PVuxGcnO7/HwWVsdTMfFuyp4MZj2t13t+mcsofV6caLghyZ+iBi6ivI8N6firViN7sw24purTJENz/jsjIU5pBEzZYvsHCZF2/WwHQlLtIaZjs+SuxivgYQbwpZZqUYHS6ZDyXKq0TA/amk5ch7pxXDWz4I8d2Kco0MzjGUrOJ6HROJJiV29pz0pGc1UCIc0LMePOrquR/FNQKCxDh8Vy+Va3B7T8WVhtCph0vqYXz+8G5xSMV1vniavL03nn2PueJXmLHYF883BAHu7wLI9XBQMe/F1z7TdWhaosD5HbiuUTZd0Vf/Xdqr2GP7ccDylVnW1vrbNh+teybK+lVC2HPykoMSufkfb8+2dkumQKZmYtocnfUVo1/N5S2azk5707Xqj+mwEsB1/XXA937a3XA+zmnWetf/nYq4dlilZNVurbLlkC0v3Ys9KL/mVpC62u7q2mnWsDLnE39eKW+kIHxJC1AF/CRwGisDBm33SJ/e0UzBsPv/9AUq2y0f3d/Pxe3s4PDhDUyxY00KMh3Se3N3OcKaEojRzsD/N+YkiR4czzJRX9sju7oxxeHT+JKkLQdbwywTeu7uV3R11FE0bx5VMFkw+dHcnEviJfV1cnan/qft6aIgGeGBTI4eHZkgEVQZnDCIBhR0dSVJFk994opf/58X+Fa/tvt56zk4WyVxFsf/r79mx4r5zcWRohkzR4r5NDdckAA/w75/ayZcPj9Zef+WXrhBuPbS5CVX12eBOj+f57fdt5Q+eO7/s8ZpjOr/wSB8AO9riHOzPoOAz3CZCOkeGZiiaLvdurFuW4KcpFuQT93ZTMCy+dnxiweexoILjeKvKUIPfW6OpMKdyg595YCMbm6Jsbo5xd089f/Ktc8RDOvf01uN48O5dLfzFy/3Egir//eP7MGyXcxMFIgGNra1xtrTGuDRVIh7S2NEW5/MHBumpj/Cx+3rIGzYhXTCVs9jcGmN7WxzPkxy4nMZyPR7sa1ovL7tN0dMYJbXGfdriOp98cBMbGiLomkIk4LMKr+P6oCiCqArXRVZcRUgTfPqRjXzwri5ePDONKyWfvH8j5yYLzJQt7uu9wrOwr6cOy/HQVMGOtvWs/iwiQHmZzzXgXbs6COkqe7uTtQz7XDTGgrxrZytTBeOHQmL0VsU//ut7+fCfX5/Jpokqg770dXD/4wd3cc+mRr54cJjWRJCu+jBCCPZ0JhFArs/Gcr23vabz1aiL6HzgjnZ2tMd46ewUE4XbK3imcMVhmVuWG9YEjbEAjuuRLtnY3hXCyb7mKD95fw8Xp8qkihZtiQDfPjtFoeIghV/N+ZG7u7FcF9NxcaWs8V+MzJQJqAqJSICtrTHu2dCAIuCFM1PctaG+xsT/gTva2dQcxXEkDbEAR4ez9Db5BFwXp4rs7apjd2eSkuWAhDu6krTGQwzPlHhkSzPtjUnu2VDH0eEsD/fNX2t+6bE+njk6ysbGCCFdY1dHkm+fneTUWP6GJtXejFDx4w3FJW5TDUhGNUzLxXQltueXgDfFAijC1zRPly0qlsumxijpskXRcGqtqABf+vT93L/KwrpbyRr9K9U//0wI8Q0gIaU8Pvu5EGKXlPLUjT5vSzzErz6+BSEULMcjGlRJhHW2tsWJXNUzuq0tXtNH3NaWIKKrfOPUOP/jxfMMZ5eWOk6ENHZ2NzBasJjI+9s1RjQ+fE83hYqDEIJHtjTx3t3t/OBiij/51nlcT9IcC/K7H9gJwFSugq74ovLgR6LOjOcZypRpjAYoWy4PNESZzPuU7C+cnsSRCpoAZ5FJFg+pVCz/+27vSLJ3Qz3pgsXzp8ap2B4hXWF0pkznKslzxnMVvntuGgDH83jv7mtjENU0jU1NUQbTJYSAvz04xt6NzYCv4/j4tha+8NoQk3mDVy+l5v0mV0MVft/CqbE8e7rqODNRqGldnpkocE9vA3/04b1cnCpy/6aVDaA9XXX86U/eje2+zjdOTfnXCySjOvduauTsWJ7RbAXH9aORi61tAvi1J/p4354OHNfhJz73KqYL7Ykg3Q0Rnqz+blta4zyyrZlc2eb7F6e5MFkib7j88795uEa0BLCjPcGl6SI/emcnd8+RLfnW6Ul+5n6/YGQ4U6a7IcK7d84fk9NjeV7rzwB+z879m96exCO3k0zVUmiO6Uwv9ZS4Cr/2xGZ+fF8nvc2xlTdex5rx1L4Onj48tuZ+u4iusLEpyh1ddZiOR09DhEe2NLGpKc6mR67o7i4WsNBVhYe3LHTi3u64d0sjL11YWs9b1QS7OxN88sHeZY/jl9Wul9ZeD3Z3NZAIafP68taCZFhjR1uCe3obUISgoy7E+/Z2AvBrP7Jl0X3ue5s+s1aCEIJPP9pHyXT4lccsVEXwc399kPNTxZuahQyovi17abpIruJzlqiKYFtbjLpIgHPjefKGSzSgIhSBpii0JUPc19vAB/Z2EAtqfPHgEFJCZ12Yj97Tvez5Htw8yZ9867wv2xPUGc2WqViSx7e30pII8ti2Fp5+fZg9XXXs7Ejwnl1ttX3//rVBuhoiTBcsHE+iqbCpOcam6nNz1s48NZbz+5mFYCJn8LMPbuTBOU7u++6Yb1d9+ZcfWvRa+5pjfObd2+a8087PP9LLR/78Vc5PFBY4w81RjUQ4wPCMb1Pqil/ludT4+TJFftZ7bn/uXOiKLwEVC2rMlC2/6lRALKihawrpoonr+gdTq/34TvV1UFPY31PP+/a2M5k1ODtZwPN8vfWJXIWC6TCWrWDYfna+Merz83TUhQlqCi9fSFGxHZpiITY0RrBdj6m8QV0kwNbWBL/55Ha+dXqCZ46NMZqt+GoZho0H3Lexns+8ezsbm6L81cuXq5wBgl95bDOKIjg8mOHA5Qy9TREOD2YJVHl0fv+fr7iM3zw5usgvsjhuC/pEKeXAIm//LXDXzTifEIJESCNVtEiEdI4NZ/nO2SlURfCT9/XQFJuvGXd0aIaXzk2jKoLX+9OMLuMEq8J3DAOqgutdqV8vWR7PvjGO6/k3b09Vx7FoOqSKJnaVJGAWgSoZgF2tzT09nqcuEiCgK5i2R0siyM72JJeniwQ135mPlbVFnWCARFAnEpC0JXyWt+FMhYMDaXLVlKbjuWTLNp2rDLRGdK2qDyZJXGM2GPzy53TRoMoVRtFaaPwnwhqTeRDIBf26c+FKSM0pXUmErtzes3+/Z1cb79m1tmvsboigVMmwwkGV9+xq5z272/iDr59esURaAv/zlX6+fzFNZ12IKncXnpz/u5VMh787MMh0weT8hE8Itr0tvoBF8b2721gMs99PVcSiMgEA8ZBWI/W6njFbx82F40lyq3SCAf7nK5d5+UKKP/7QHWxti6+8wzrWhBfOTF8T6Yxhe8SC2jxCpttFS/3NijdWIGdyXUlwBRLEddwYfPHAwDU7wQDSkyTCOtGASsX21p9J1wnL8fjCa0MUDJsz4wWGMqWbXorreZJXLqYwq4ZnUBPgwIXJEoaTx7Q8PHzOlbZk2Je80QSjWYNnjo4S0n1SJMvxSIRXdkd+ZEcrybDOyxdSqIogEdGJBFSKpkMi5N9LmuKTOl19P8VDOlN5k0h1m6sxa2fGAhoIQcl0VnVNa4GmKJRM1ydIrZIhzj5b0iUHywXH9cu7zRVaHSUsaw8Dtd++bHkoQtbKzMu2i1Gyr/QrS+Y75hIqtsflVIl/fmOUU6MFbNdDUxW2NEexq8Sz+YqDovgkYp6EibyBEALTcSmYDp6EvGEzmTfIVRyKpk3RdClZLp/77kUyRT8o0ZoIoioK2YqNYbsMz1Rq7SuJsE7BcIgFtRpr+N0bGrh7QwPfPjvJhckCrifZ2DQ/EdDTMJ9gdjncFo7wEripPOkfvrubsVyFzrowr17yI8yuJ8lV7AWO8KHBGQ4NZghpCqfHl9f+cqVvAP3gUops2aotRIbjMZY1UFWfKOvceBbDdmmOB3lkSxMV2+WJ7S2YjsszR8eYKhgkQzoV2++XCVa1SP/Dj+5mJFvm26en+MJrgzTFgvzsAxu5e2M9f//awJLX9aG7O3np3DS9TVHu39jA77xxkun8FYdeFYK8sXrjOxnR+cn7NpCv2Gy4DiKXsu0QDqjkDBcBC357gPfuamNHexlNwGsD2SWPpSp+FOtgf4bXB2Z4sK+Jj93TjRDQngxTMhx+7R+OMpgp8fH93fzCo32rusZHt7Tw5UMjlCwXRRGkSyapgkksuDqDq2x7DKZLnBrL1RYby3HJlEw+9dcHMWwX0/UYmC4RC2psao6iKD6L4lTeXJWBcG9vA23JELGgRkN08cbn7oYIn7i3B9v11mVzbmM47troNEqWx/nJAqdG8+uO8E3A9bTdNUZ17uhMMlHwZSyaY0GG0mWePzVBYyzAU3s7+N75aS5OFXmgr5E7utbL2ZfFCoMR0ATPHBtjImfwnt1tbF8vK79puJxerkh9eShAKKDhuB6TeZPdXUnetbMVgOMjWV69lKavOYYQVCu4Gtm73uqxLCzXI10yOTWW5/hIlspSWZEbCF0VIASq8MmsXM9PVnimrwIiFBDS366vJUpnXYT372nn4lSRgwMZsmWLn3+4l57GKA0Rnb89MIjnSX50bwf10QAvX5jm1Fie/Rvqa20MzfEgtuPRWBekKRrkE/f1MJk36GmIoApBczzIwf4MRdOhYjs8sd2/r57c3cZQpkxrIoS2CBP/rJ3Zmggh8J267lXYSX/20iUO9Kd5fFsLP/vgxmW3FQrEgioZBVzhS1TNwgNy1xFYWow0SnpgAbiuXzGpCTxXrJpQbSxnMFUwUFWFQJWlW1UUCoZJrspMbtv+2Duuh+NBtmzXEkfg+0P+ez7DtM8C7vF6/wxbW6OEdF/Jpmw6RAIKGxsj9DRG+MqRYSbzJjMli97mKBFd4feeOcFQpsLGxgi/+eQOcmWbXR1Jjg7P8MzRkXnX3lMfWuQbLY7b2RG+qbM4HFDpq5ZEtCWDyCHJjvYEm5oWSgjZjkd9JMBQurSqvkpPwnjOWFDC6wGK9GnFNVVhKFNmd2eSE6NZTozkKZsOQ+kyo9kKhu0SC2koBROh+FpfQgg2NkVpjgf5ra8cp2g6GI7LxekijfEgX3xteMlrev7UJAXDwfEKlG2/aV8RV6JAStVZXAsaooElna7VoikWrFHs66qgbhGnz/Ek41mDdGl5TdWgqtAQDTBZMGv9wHMXphOjWd4YzmK6Hl8+MrKkI1w0bL5wcJhkWOP9e9oZy5XxpE/xHlAFmZJFZ91C/bSl4Ek/EDL3wZStuHzx4DAzZYuS6VCxXTwJlusSC2pMFy0aogFevZRmNOsHbDa3xBhMl+hPldjTmaRxTtBACMGGVchfzS2zXsftiZCuIpdgdl8KAsmL5yYIBhQe39ayqB7jOq4NH93fxZ99b2XuhauhCDg+msfxBC3xIEXL4ZWL05wZL5Cv2BRNh1NjOb72xhjxkMbhQWXdEV4BPY1RZkbzS35uOdJf420XTRVM5U2aYkF2dqw7xDcan3nXVp5+ffialDRURWDYLsdHcniepGDYDKXLRIIqruthOpKjwzN+yaeUPH1omHBAZWvreqBvKcSCGhsbo5wdz9/cLNIcmI6kpyFIqmhhWF5NMsdxJWFdIaQpIH2W5/fuamNLa4K7N9TTXhfiwOU0XfURRrIGj29v5cjQDKmCn/g5OjyDguCFM5M0xoIcGpypOcLfOjPJaK6CIyUTeYOu+gixqi2fLpqM5wxSRZO8YRMLajzY10RIV9FVpWbzLwbtqs+X23YWnufx/OlxyqbLcyfHVnSEFSFQ8YPXN9rBWex4c10QV4JjyzXdG7OEY9LxCKoKuzvjDGcM0iULTVEwbKfK5u23LM72+8+TUhL+vZCt+M6w43nYjkd7MoQiFBpjQaIBjROjeZpiISzXYyRTIV0w6U+XaIgGOT6SI7BB5chgFolPKHpoIIOuKrQlg3hDC7//kdHSqr/n25Ytp2DYHB/JUjJsXjg9hRCCTNlCVOuT09WJBH4PV0ddiM0t0XkMcsshX1l8u6CmEg1qhHWd4UyRp18f4sRIjqFMmacPj1AwHOoiOpoqKFuOrw/mwfmJAl8/NsZ03sRyXFRF+IzAnmRjY4hnj49TH106czicKZEqmoxnK2xvi3N3T/08R87xJJP55R3Nq2HYLpN5YwGx11pwYmSGTMmslgvD7u4knieZyBmYVS24Vy+leencFC+dX55CSFUEbYkQXXUhSqbDlpYrC9lUwSBbsqnYDoblghTkyotnwP/+4BDfODnO068P85+fP8c3Tk5iOC6u62G5vsP+3QvT9KeWZgy8GlcvPhJ8gXvHozEaoCMZJh7S2NgYQ1EEqoDBdJlMyeTI4AzPHh8nUzT552NjHB3K8i8n5xN4WbbL8ZEsxXWG2bcEtreuXtNbBYQiGMxU+MJrg7xwZnLFfSzHYyJn3HBW5Lci3rPr2uR1PAkl06ZiORwazDCVN3jxzDQFw+bSdIloUOP8RB7D9rgwVZxXWTM7Pqthgc0bdk354K2OTz6wfA+hI/1qm8upEq9cTPHSuSmeOzHOVGH+sy1dNCkYdu0Zto61oz4aXFP54Sx0xTeODdtn0h3NGQyky/zj4WGeOz5Of6qMELC1xedo6U+XMWyX506Mky1fuc+LpsN0YXX63iXTWXAPvNVQthx2dcSpjwSI/JACoRLIlk1KlofDFWfEV9bwUBWFkC6Ih3QcV7KrPcFEzkAVgke3NdGWDLGz3Q9ubGyMEg2qhHSVkZkKR4eztVLZnVUZQMN2GUqXmcwbTOYNmuPzKwiTYZ3OujDxkE59VKevJXZTtcKFEKhCIVOyCCgLz+O4/jo+W+X10rkpLqZufsn6YpBX/b8cBD5hGfiOrSv9+fba5Rmm8iZl06ViO37mt7p9QIGA5tsjswl3ASgIIgHND4og8CQEdIXRbIV37WphR3ucaFBjQ0MYy3UJagozZYsLU0XqIwF0VeHO7joSEY3NLTGiQY3OujAXpopcnPJ70x/fupBP486u1QfNbueM8E17sluOx7/7ynHSRYs7u+toiAZwLJdwtbfo3ESBfzk5jioEH7u3m0RYJ6SphHWdTU1RTozkWYlEdLHCg4AC29viBDSFcEDhV79wDNeTtCdDtCfDaIpCfTTApx7qZThd4q9evgxUF5uKzee+e5EvHR7mrp46muMhTNsjFtLZ3Jrg2EgBZ5nIrGFXaeVNl6cPjdCfKiHmTAlXwtQaDALTcfm7A4MUDIe7NtTzjq3Nq953LobTZewqIYDnSQzL5ZunJzkznqchGuCn79/AxakCJ0ZzlK3lf/WGaICgrhLUVSIBlUupEg/0NXJkaIbnT07w1aOjGLaHKqCrPoSuLR4by1fsGgmZrgouTpewqtlczXE5MZLn0lSJqTUwM9ZFAyiKTbYaIPFZFCV3dCT5hUc3cUdXHYWyzWefO8NL53xirgf6GuluiDCYLqOpoiYEP/dencUffuMsp8fytCWC/MnH9qEuIQy/jtsfhu1yeGR1QRYBPLi5kUhAZTRrMJ41+N6FaR7d2rxAD3EWUkq+dGiYVMFkS2uMD9zRcQOv/q2Hj/zZa9e0nxA+octYrkLJ8ttgGmIBP0uxOcRP39/Dd89Ns60tjq4KHtjkP8xnM2DTBZPNLTGe2rv0+EzlDb70+jCulLxvT/tbPmP2u/90esVthBAENYWxmQpTeZONjdF5RurpsTzPn5pAIBHCN8z2b6znkS3X9gx7u+Jf/fVrXJhee3m0V62KQ0g0TSWgCV/GxvHHY0d7nH/1YG+tHzCoKZwZL6ApolbSmivb/N1rg1iOx+PbW5ZlyM8bNn93YBDT9nh0a/M8ksm3Cjwp+f9eHeTQQAbLcWvSkzcbEsga8+1O34kSeEhMy8VWFKYLJk8fGuHkWA7HlUwXTe7rbeTnHuqt8SY0RAN8+hFfQfWbpydJFy12tCf45P0biFe3UYSgPRmmLjzr5M63gzRVob0uRF9zlFhQ4907W2vJrZsBIQSW46GrCuYiDbvPHBtjKFOmsz7MR/d3Ew9peGtsfboVEMDcy5T4PkLZ9gCfXDceUCmZvrxVNKDy4OZGzowVmMwbKAJs7wqJrOF4hAIaDbEgRcMhV7bJlm3+6egYvU1RPClpiAYoGA7pokXBcIgEVf6Pd2/n/t4GNE2pJdxcV6JpCv90dJRs2SagKfz8w718+pE+tvzuv9S8GnUNAZBb6ggLITqBDXOvQ0r5ver/99+s85YtpxZBH81W+JXHNjOa9YW2wc8eSgmOlKSLFuO5ChenihRNh5ZECJelS7OWg+XBWLaCxO97sR0PRUDZdNjZkeBj+7vorZZmZys2zpxswGzvbNFwcFxJPKT65c1I/vHQKBenC5wdX5pIxMMn8gpofkn2pekilatKL7NryCpULJdCdbG9noh63nBqvQQecHGyyHjeIFOy2NIax3Y9GmNB6qM6Q+nlFzRFEcSDGtMFP7OfLprVTLdJwfA1e4UETwhCurrAmZzF3q46htJlxrIV6iMBisaVvmTH9XClRLHlqqN6KjCeNbg6FmfYHoeHsqjf70dVFE5WiWCiQQ3HlTTGAtyzsZ4d7Qla4kHiYZ2P39Mz716dxciML8A8VbAwbZdIUGMqb/D86UkSIY337WlHX6QvZh23BNv5zwAAIABJREFUH1ZbdQL+HXViJMcvP9HHlopPvNcSD3FxqsDpsTzJSID37W6b1xPlVIkuACbzq8uovF0hWZyFfzWYjaJjCuqrjJoPb27ktf4Me7saiAQ03rmzlY1NUVriwVo5u+tJUrXxWX5tTVXJRgCm8uZb3hFeTd+j9CSt8QDhoE7FcnA8ydeOj/OBO9qpjwaYrGYGy5bHhamCn6HQlHVHeI04Obw0X8dyqMXrJZQNh3hThC1tSTQFokEdKWEgXaqx+b5zRysbGv2WsFiVCHKmbNXIdFaaI7my7bPlsrZg/5sJriepWC4l08XxfDKiWwWJn03UVJX6aIB8xakSIJUZzZYJ6SrZssXJ0TxvjGSJhzRCuspTd3QQC2kc7M+wqSnGe3e30Vy1e2YR0BQ2NUU5MjRTI5wFP9M6kCrxQF8Tk3kTIQQly6VkOoTm2HnHR7IcHpxhR3vihqhmeJ5HKKDUkjBXY3atOT2W489eMpnMm8TDGmbp9tbBXslVF1LS1RClYDhVBmmX509NUVU7nQfTlUwXTEK6giZErVohV7F55WKKgVSZ+qgvi5QqWpQsh7Cu0p4I8acvnue/uJK7N9TRnowgpU+G+N5dbTy5p41LUyU66kLoqsL3zk/PO3d2Db/xLXOEhRB/DHwMOA21BKsEvnezz10XCfChfZ18+9w0D2xqIB7S5vUQ3dVTT77iENIVtrTEKJkOE3mDiuVc9wJTMh1M1y+HVas9pw/0+Rq3rvSzom+M+D1Oqrjyw9zVU1crX37hzCQKvjGbK1u8PpCmbLkUrBUYjKXPVr1/Qx3fqWYd5+LONURK6yIBHt7SxOhMhQf6rn1B2d6emHfzTuQrxEMBioZDayJISFfZ3ZHgL1++vKLRPl0wiOgan3nXVk6M5djSEkcVgpAucKVkc3OUN0ZyCPyJmS5Z88i5Lk0XSRVMNrdECeoKd3QlOTmar0am/at0PAgock0EOi4sKHH0gLJlo6sqp0ZzFAxfB09VBFta42xqjvLE9lbSJRsBtV7sZESfp3+cKpqcnyzwY3d28O0zk3TWRbBcjwhwdDhLquATew1lyqvqeVnHrUc8pK8p1JY1HL5yaJT/9OO7Gcub1IV1BqZLvHhmknhIZ3dHomZUgi/N884drVyYKrCv+62XHbnRCFRlLK4F2YpDY1RDSMGergQHLmcI6SqnxvI8saMVXVVojAY4N1lgG77GrTZnfO5cYXy2tsYYyyYxHY99PW/9/uLVjIUjoWA49DREkLEAsYBGquiTCD28pYn9G+r9YJOUpEsmRdPxpUPWsSY8uaedv12Gl2Q1sB0PR8LdG+ppiQf5xyMjPpHOQIZNzTHOTRTIGzZ3dtfNC+RuaIxw14Z6chWb+3uXtz+66sPs31hPpmRdl61yO0NXFe7tbSCkKxwbmkFV8GVxbhGkJzGlR65ioQl/zpYNv5Q2V7YRisCTDqdG84R0v0/06yfGal7UiZEc//a921CF4AeXUvQ1x2hNhDAdl9PjeUK6ypGhLPt66jk5muXrb4zRmgxxsD/Ne3a18fTrw2QNm5GZyjwulVcv+bbyq5fS3LuxgUq1T72zLkzPNZC+KorCpx7q5ZULKX5kR+uCz9+1o5WTYzkuT0suTpcYSJVw5Zt/sXFdSf90kXhQqwWkgCX1kQ3H83lyLAddVWhJhPwgsZSkSiYhXaVk2eTKJpbrqy2kSya5ikPJdBiYLtJVH6ZoubTGQwylirxndzuTBYMDl1Ps6kxweHBm3jm/e3561d/nVmaEPwhsk1LekpTEzo4kJ8fyjOcM3hjxJ9QsokGN98/RCjsxmqNo+NkW7zr6YQFM10MRgoLh0BANsLszWSvdaE+E+P7FFK/1Z/A8l6ACs373ocEZdrTFOTacReA7ZH6DumQyV6F1FURXEl9P+PxkcdHeM3uNK+c9Gxu4Z+OadlmA5vh8sq2z4wWeurODsK7Wyq2/c26aoXR5xShVyfQYzVaYLBj8+L4uAA72p/nyoVFSRZOx3BWZpnMTBaSUWI5HoKqn9rU3xqhYLqfGcpi2i+F41IV0AqrC7Nk9wHB8uanFWPrWgmRIJxTQ6G6IcHYiT77s0JIIsq+7jke3NqOrCs+fmsCTEk0V7OpYqHv5lcPDDKTKtCYCdNb5Mk9fOz7Oz9y/gb7mKGfHC0SD6jpJ1psI15K5H0wXeeb4GJ/9sT0A/NZXj3N+qoim+mVpm64KguzuTFa1VNexHATw2PZmvnl69Q/Vq1GoOGxsjDE+U2GqaLGhIUJfi5+5lVLy1aOjVCyXcxMFPvWQr3+72vHRVIV37lxogL1V0V0X5FJmeZNBAv3pCi2JMHd01+G4Ek0RtR7seEjnA3d04HqSgukykTPmPf/XsTp89J4evnhw+JorJgAcYHSmzKamKN84OUG2ZDNTsnj3rlZGZso8d2Ic8CvQHp3TfiWEWHU7lhDibZHtv7O7jl0dCba1xnl9IEOmfOuyjoYHILEqvk2pVmWCZm8VTUpCukZ70rdLdFWQqiY6LkwV6W2O8fzJCSq2n+V+YzjHR+7uxHY9NjT67WJ9zVEyJYtvnZ4kW7Gp2C57u+vIVWwG0mWGZ8pkiha/+sTmWhKgrznGidFcTZnjW6cn6U+VfN3lh3trFQdzUTBsNEVZkoDyyd3tPLm7fdHPtrTG2dIa58DlNN86PUnBsDHt2zsbvBpYEizDpWC6a0oKma7PGp0p+dK1PoEWXJwu4LrSV2YRkC1bbG6JMZY1KFl+UvDsRAEhBKMzFcZzFfrTZYYzZXRV4ZWLKXZdRYiYCL85SqMvAzrwQ3eEPU/yFy9f4tDADA3RAD+yfXlDIqSrdDeESZf8JvHrga+3JokFFFQhGM9V2N6WwPMknz8wyGTOYDRbYSpbYW4L6nTeJFLV6mLOgiKARESnu2HlaJYifAfwzHhhUf3bzzz9Bi985rFFqeVvFl65MJ8A69JUgd6mGMdHsrxWLZHRVFGNGC3/20vAsJ1ahGpkpszX3hinP1UiqAk0VaAqAulJokGVvzswRDKs81P396AIwXTB5MWzU2TLFmFdpbshQnMiSPHywoVrJf22uRBQE0efC9uT/MmP76YxGuBz373MmfE8uqrgeH5muGDYHB3OIj3J/g0NCxxhKSXPHBtjeKaCJvxFty4SoL3OD4psbonzS49F0BRlvWf4TYRraWmyXHjp7DSv7k7xQF8TbYkQHckwmiqIh25nKojbH+I6mU1sD85NFpgpWzy4uYl//Wgfkar0mhCipmm5PkdXRray+vYdISCsq7zvrjZ6m2ILWP5VRfCx/d1YrjevfHIdq4Pg2tsG5iJbtvmNLx2lKRakPRni7o2+Ruh4rlLbZjHd13VcgeV6/MX3LvPG8AyXpktkb6ETDAulfOY6waqAnvowv/+jO5kq2DxzbBRVQN50sB1/Lu5oizOSrXBpyk/abGgM82//8TiW6/FT9/bwS+/o82U3yzaKUNjZniASVDk9lufoUBbH840tIebfO+/c2cpDm5sI6f5aMLvmKsL/dzUuThX4+vFxdFXhE/f2XLNKyv2bGtndkeD5E6OU16AGcbvjWrg2hfDbs+qjOtGgViUt9BDVzxRFEKjKNJmOhyerfeeqQAif72gk6xPNBnUVRQjOTRTJXkV+G9VXb/fcSgupDBwTQnybOc6wlPLXbvaJTccjW7IR+FqtHXXLZ8ue2ttBWyLIZMEgM1q4IddQtDx6GjUaowH6U0ViQY1UyaSzLkx/yiVdnv/AtzxJxfFoSwTJGw6O7WJ4s4xtCmfHVy6mjAdVVFUlv4QxMZH1SV2Sa4ikXC/OTs4nBaq4MDxTQVUUpvImpuPxkf3dFAybv3zpIsuV/StAZ32EjqojOJ4zaIgGuKunjrZkiC0tMX7jS0exPIjN6VMoGA5NsSC7OhK8dHaKZFhHVxV+7fFN/OZXTy76sFdhRcK0WUioZv3nHyhVsPjmqSlaEkHyFZv2ZJiOuhD39zZyZ3cdr11OI6VE1xTURWr3BlJl0kWrxrjdVR8hqCt8YE41w9VkEuu4/eFcw9NF4Eda/+/nz/ETdxWpC+u8d3cbe7qS7FykkmAdq8fBgfR17e8H6FzGZiq8einFb371OImwzi+9YxPdDVE+fHcX/akSfS3Lty5IKXnp3DSTeYN3bGtes9zdWwEzldXNDV2B/lSRsK6QCOnYrpyXYR+ZKfPyhRQddeFrJnp8u+Po0MzKG60CroT+VBnL9TBsl2PDOQ5ezvDHH97DT9zVScFw2NG+evmrqbzBd85N0RgN8sT2lhrp1lsZtuth2i55w2G6YKxYPXezEVD8IMlsvqUmpQPUR3T29tQTDwX47vk0/akSRdMhGdK5t7eBZFjnoc1NHOxP40mJInzb5tSYH0x87uQE76lmYJMRnQ/v7yJVMBmZKXN+soimCLrrw0QCKo9ta+aLB4coWy4/fV8PW9sS8zK779rZSndDhPZkiLMTBc6OF9jXU8eO9gTDmTJ/d2CIbNliQ2OUqYKxqCP89KFhfnAxzRM7mvnRvZ2L/h4Fw+Zrb4wxs4SazFsFs56Dqvg2qS876gc/bI+aUxsNqLgeZA2LYsUGV+Kp0BLTqdj+OjA0XUAIf3tVgd6mGLbjMFkwsR2J5XpsaIyyoyPOmbHCgupMYw2kZLeSPeefgc8CPwAOz/l30xEOqNzRlSQW8kszfnApvayMSCyo8di2FvBunLhxUAGJYKZks6ExSq5i87H9PRiWR1BT2dmxkPQkVbQwHQ/LcaulJz7OTeRXRRFfslwqtktiiQxRX1NkSabZxZAtWxwenJknaXA10kWTw4MzNSmqq/FwX8OC98rV/uCHtzQRDqgENcUnm1rheaYpfs/c1irJlut5JMIa9/Q2cv+mRp49Po7p+GN4KVVGVfzepNk+4XhQpTURpDkW5JGtTRwczDJdWvy61/qgWUoG5cJUge+dn2ZkpsxgpsR9vQ3s7kxwZCjLRN6gIRIgrKvULTIuhwYz7Ojwqecf2tzEzvYE+3rql2UPX8ftj2uRI5P4HACW4/JPR8fIlG1iIY17V+ifW8fKsK4z7TXLwOl4ksmcwWv9GS5OFXn2uF/2WRcJsK+nnsQiGupzMVUwOTacZTxncODy9Tnnb1as1qVxpN+LeGw4x5GhzIJ+sVcvpZnIGRwZnKkRk61jbVjqmb4WhHWB5frEk1N5k9FshUzJ5LX+NC9fSLGhMcruzuSaqiUODmQYyxqcGM0xmq2svMNbAGFdY0dHggf7Ghclbfphw/QWzxZKfKfQsFz+6dgYJdMhX7GxXZ95ORbyA7jxkE6mbKOrCpGARld9hLqwTjyo0xDVGc5cYSvvrAuzt7uOB/qa6KoP0xwLIoSgOR7i1Utpjg5lOTdR4NkTEwuuJ6Sr3NldR3MsyPfO+0HGly/4a8UPLqUI6Qply6WrPrwox4rnefzvI6OM5yp85fDokr/HiZEc5yYK2G8CxujrgapCPKwRCWgg/Sy7n81Va/eDJ2GmbDOWrVCs2LieX2qtCoWC6VK2fdZzWwoCqkI0qBIJ6HjSY09Xks1NUaJBn2BNVQSt8RB7upK1MvtZTORWT4x3yzLCUsrPX+u+QojPAD8hpXxYCPFfgf3AESnlr6/2GB+8q5Ns2eZiqsSpsTw9jdFlafVPjeXRbqQemQBdESRCAUqmw/v2dLCnM8G5iQLnJguLMscqCqQXccws1+ORbc28cimz7CltDzRPLtnQ/tj2tjV9ha8cGSVfsXljOMvPPdy74HPPk3z58AgVy+XsRJ6fum/Dgm2ujvQKYKJgcF9fI/dUBdS/c3aKY8MzLOGT1mB58NrlDC+dmcLG49SoH1FqigV5+XyKy9NXsvmuhA/d1UVnvV9Sfmggw+e+20+uYpEI6xwfziGWcXdjIY2i4aw6MNIY1UkV7XlZZFWB6YLJTNkiV7EIaCoXp4qM53wCF9vz6G32J/0sm/hc9DRE2NtVzzu2tvBT923g8z8YYCRT5h8Pj/DpRzdhOR4SuSArXDIdIgH1psoKrOPaoVzDuMSDCtva4jieV8sUzrZLVCy3Wmq0Pt7XgmhIp2Rfu5qfKvyyLk/65CrxoIqmCHa2J5eco4shGdZJhHXyFXseY+rbCQHVrxpaCQqgqgp1EZ36SGBB61BPQ4SRmQp1EX3FAMQ6Fkdv0/WTL0pPoil+q1EkoNIcCzCWM4kHNba1xa/pWdVdH+HCpF9l1xi7tlLWNxsUAT92p5+NrFgu/+v7A7dEq3YuFju/BDwpODw0w8ZGv8dXVQRIQXsyxCcf7CFdsHn+1Dipgk/8WDQdzo4X2NoWZ3dVQnJ2XB3Xw/EkIV2lIRrgI/u7yRs2X3htCMN22dOVZChTwXI9trXGMR0XgVjQJqEogs66MCMzFbqrNmF3Q4SxrMFDm5v44L7ORbk7FEVhY1OEs+OFBT2qc9GWDPHciXFuIZn3DwWK9J93puunfmc1iK05X1wCtitRcED4UrIh/EC+gq+m4j8r4V272hidKXN2LM9gqky+4tBdH2FXZ5KJnK8jPZgpEwtq7OpI8E/Hxmrnia2hxfNWskZvAf4Q2AnUXHkp5aYV9gsCe6t/3wVEpZSPCCE+J4S4R0r5+krnLlsO3zk7jSv9XoVoUFsxC5MqmBQqznUTJM3Clf7N0F4X4MhQjs9+/TT/SYGWeJCtrQmk9Dg5Nr/cOayplBehzIzoKj31qzOMbNdDURY3usbWEEGBK5mr5QjEvNo2i39+dmJ+abSuCsK6Oi+D6kl/cqwGJcvhv33nApuaYrTEg4QCKmXL4dhItqbhe/X1w2zG1n9dNh0Khi+7sRhLaUAVbGuLcWI4y2pbxouWu8CtToZ1trbGOD6ao1Dxo19+OYlESslIpkxnXYRt1d7fq3Hfpka2tyeIBFQOXE7zysVpdFVh/4Z6pgsmXz48jOdJfvyuLjqr5eIvnJ7kxGiOjU2RGqHYOt78KJoexYrFr/7IVh7Z0kTF9kiGdU6O5njhzCTJsM4n7u1Z74W8BiRCGlOFa3eEhRAkwzpd9WEQgkc2N/PBOzsJB1X+sqoV/6G7umhLLt+iE9JVPvnAhmpVz9vTeUuEdSrFlTORjbEAD21uoi0Z4qk7OtnWNr/Cau7auS4rd22Ih/Trsof8fQWxgIIr4T27W/nEPT188/Qkrid59vg4tivpbYrywX2Ll5wuhr3ddfQ2Rwlp6gKH5+2A7oYIAVX4zsgtgiqulEULfJsppCuYjqzK91kUTV8KVFcFLYkgm1ti/PlL/biex1RV6SIW1NjeFkdRBMmAjuNJTMeratUKvnhwiJLp8t7dbbU5ngjpfOqhjViORzyk8/j2VhxX4rgef/VyPwAfvrtrAYHoh+7qomA4JMK+W/RgXxO7OpJEA+qyvDmaIvCkh75MoLmnIYLzFskGz5YqX82To1TZwYOuJKIrVZ6bxZNFfuxDIVDtB35kcxMdyRAvX0xxcaqEh6QhEmQyZ3BuokDRcn0pQ9ejYNgIAb2NEX7n/Tv5na8e5+XzqQVcKIq6+vv/VvYI/zXw+8B/BR4HPsXqKp9+Afg88B+AB4AXqu+/ANwPzHOEhRC/CPwiQE9PD+D3kHz9+Bipgsl9vQ08tq2ZO7oWSk8c7M8wMlPmvt4GLk4Vaw34Nwply+abpyYpmC5ICGqClniIlniQj97TzYHLacbzvgGmA5GgRsFyFpTqbW6JML5KfTxHQkQBTSwkuigYNo7rrZos64P7Ork4VWTLEr1tiiL48F1dXE6V2N62uL7lrP7tLDY2hHnfHe3cMaefa39PHastinM9yUzJRG+N09ccxXAkY9kKJdNBU658LxWfnbCrIcpwpszFqSKJkIaqCPZvqOcbpyYoFMwF2XNdQDSoMjZTWbUTDCwawOiuj7C1LcF00SRbsiiYNidHsvS1RnnlQoZkWGM8W+HwUIbtbfFa9hp8fdLvnJ2iYDhoiuA7Zyd9jbqQxvv2dDCardS0E4fS5ZojfDnlBx4GUuU1jfU6fni4FvPFA05NFPjvL16Yd69cmi5i2C5nx/NEAyofurt7PTO8RhTXoOu8GKSU5Mq+Lnx7IsQ/vzFKxXJ4dFtzjdhveKZMIqzx4tkpNEXhie0tixrxuqq8rR23fGV15bipokVAV9EUhRfPTXF+qsBjW1tq0nNTeYNXLqZoS4Z4sK/pZl7yWxZ5w76upICs/ROYjss3T07iuhDQVPKGzXAmw4N9TQykS7iexLBdXjw7RVBTeHx7y7Lz4O0aKHrp7BR/9fLl61Y3uV7MtZsk4EqJ53lEgxqG7WLYEs+TBHUFAZQMh5fOT2M5HltbY5i2i+N5mI5LLKSRKZuMzVSYLpoIBM2xIJtbYxzsz5AM6/SnSjiex9nxAnu769jcEqtV2dRXkwivD2Qomw796RKeJ/n0o5sI6SqO6/Gdc9NUbJfHtzXPqz5YqVXQ8zyODWcpmS6HhxbX1Z49/nKO8psNqhBVR9P/Tp4na/5EwXTJmy6xoE9utdSt6HmSiudRsl2ePTlBV12YtmSIpkSQ+rBOf7rEuUmn1vYFkDccwpqgYrkMZcr8n8+coGi6RILqglaNgrX63/tWPlHDUspvA0JKOSil/L+AJ5bbQQihA++QUr5YfasOapKbOWBBbbOU8i+klPullPubm31SjEzJYmC6SKpocWhwhn099TXj0NcbzDFdMHn2+BhHh7J8/cQ4qZJJXSRww4xIVQgyJZuC4dOPewAC+lqidDdGGEyXSBWvZCFsqmUgi/SrFU2Ptvjq5XEqlrsoAZSm+ARTq0UipBMPaQykS1yeLi66TUsixP2bGhfNaAI8vGW+ERIJqrQnQxzoT/PqpRSW4/HaQGbV1K2O5/cflC2XrW0Jjg7N8L0L0wgB2fKcXjABL5/3ZZmePzXBsyfGGaz2nfzgUppc2a41+887vvT7/dbKHr7Y1QsBFyfzTBcsCqaD7UgO9Gf46pExUkWTcxMFBjMViobDP7w+zJnxfK3v4cjgDEcGZ/j7AwM8c2yEo0N+r3a2bNMUC7C1NUZPQ4SOuhC7Oq+U7DzY10RDNMCDfY3rTvBtCvcaI/mmIzk3UeBvvj9Qe2//xgZKpoOqKIzMVOhPLT5P17E0MsVrzwaDv2ZYriRbsjk7WWCqYPKtM5NYjkdXfZjO+jA72hMcG85yYbLImfE85yZuDCnjWw2rKYsG3xA/P5FDVwWFis3l6RIHB660Dr1yMcVgusxrlzNMF9Z7hK8Fg6nSdR/DcSVly/HnR8Xh2RPjDGd8e6IurFO2HB7sa0JVBMeGs1ycKnJqbH1+LIaxbIW/ePkykYB2TWy+NxOOB0VLYtoOQggiAZVoUKUpGiSoKhRMh4lchYrtUjActrcnaIwGUYSgsz7M+YkiwzNlLk+XmC74NvqBy2kM2yVdMokHFf7h4DCD6RLfPjO56DXsaE+A8LWry7bL4YEZTo7mODaU5eRojsMDGZ6tynWtFkIIGiI6tuvSGF3caT4/WeTkaG5N5E23M/zydr+dp7MuzMbGCFdc4iu2btGUS96Hs5WPjnel4nMib3BhskAiqJIq+Ao9jufb2wpXSqrHCzZTxQrZss2xoSzpkkU8qNVIcmdRF31zsEYbQggFuCCE+DfAKNCywj4/A3xhzussMGvlJ6qvV0RPQ9SvW3c83xkeyLB/YwNly+FLrw9jOR6xoEp/qoTpeHQ3hIkFNfb11KGrgkODqzrNklAFNER1ipZTK5dVhE94cGa8wGimjERw9bwpGPaiXavTBZPyGpoPlqoyful8iq2HhvnYvT21DOJy+OapCV69nOZyqsS+7jp+7M6FJWgr4Y+eOzPv9cnRAl9/Y4zvnJsGCU/d2cErF1Kk1lia6ErJuYk8r11OU7EdtrcniQVV8qZX/Rx+cDlNPBygf7pIrmJhOZILk1V9YXfxHLTE71MrrzFLtFgG/shwjlTRxPZAVRRs10NTBEHNZ/ZWhCCsCsqWi+tJvnFyAkUIfuYBv9f62EiW/nSZUE7B9SASEOiqQFF8uakP3b2w9HldP/b2h3Id8Ymy7fEvJ8f5d09uR1UEbYkQH7+3h2+emiSgKTREgzfuQt8mWKSYY83w5vxRtlwyJZsLU0V+8dG+2jZtiZAvHyEETVV9dct20VTlbcF8e6MxmTdpigZRFBvL8WibUwrZlgwxmPZLL9flxa4N8wLL1wgPmC20k4Bpe5yZyBPUVCq2xy8/1se9vT5XSGsiiBB+EqElfmUdcz0JUiKEeNvOE0/CV4+MULYcCoZNNKiSN26vhlQJlCxJU2xWClPgeB65il1bYwOq9/+z995RcmX3fefnvlS5qnNuNDIGcQaYHMiZYRiOGCSKlKWVRC4V1l4rWNI6yXsk7673rHS8Z22v17u2dLyWLMtLUZREUSTFEUUO0wwnYgLiIAONzqlyePne/eNVN7rRjWE3ppHxPWdOD4Cueq+qXt13f7/fN9CdjfH0PZ1k4pEh0tPbO3nlXJ6GqxEzNISAqXKUcOIGkqH2NK+eLzJRsml4Ae/f3rki2y0dM/jJBwb5yqEJlIIjYyWcQAKKku1zsmlmta+/hV19WUIZOVa/mz5dCEEmYdGdCcgmVh72dGQs8jX3tmJi+RJ8NySXkLx/excTZQfHlyh1ZQ8iiPbUSSv6/Od/b77IDQLJrBsyV4t04/6iJ9K0ZgEuI1p2RzpGxQ4p21HG89auNKYuOMglJ/u2K+Q+r4QbeQf4DSAJ/BqRe/QHgM/9kMfsAO4TQvx9YDfQAewD/gz4EPBHqzmwRC3kmumaWCgiA6kWHHfdIHIoa7ghR0ZLHBmv0JG2+PT+vvdcCIeKBc3ZQtC4ivS702WHSRXpJkxDNHOHI9SusCNzgnBNk9wrwQkUr5zP89SOzh9aCE+UbJ47NslE0cbQNaRSuMHaF943Ly41+AoUOIFkphJ9sY6NlzEWfUargS4E+ZrLlw+Nk697GHpkxDBXdaByiT6SJCsmAAAgAElEQVSRjRk0vICpikPCMOhIKcoND00TmJqiLR1jqrL8Zj9XD1ir9OhKxrOpuEE6ZrKjO8WxiQqaELQkTGKmhlLwxNYO0nGD+wZbOD5RQSqFH8poitSTYbrskLR0CnWXsu1jmfqVuSg3ITb+s6+v6veG/+XHrvGZ3Dy4GrOsyx9vewF/dXiSQs3jmd3dfO6xjViGRjp2d9N/IyGIottSls7B4SKfuNdeMDfb3Jnm5x7biKYJsnGTLx4c4SuHJujLJfitj+2k9SozLO9UTJZcvnViit/91D5MXaM9fal4emxLB9u6Mgub7btYO9xw/QutTExboJCGcmkxs7Urw889FkPXBJkm9fnsTJUvHhzl/GydA0Ot7ynr9daGIpQw2JJgquSg3XCrrJVhaFFkpRcq7GZDcPGZOoHk7dES3zs9hybgl5/agmVEOmEpFbqu4fohZ2fq5JIe9/RkeXhzO6cmq0gVPafjS/6f756lL5fg0/cPLBSg70xU+NY70yQtnU/u7+cbxyZxah6mrvHs7h5mqy7nZqOJcszU+PqRSTJxg//mwQ1LIpcWQynFickyU2UX+wqbvK5MnGd2d3NissyxsTLu7TEYBmCs5PCnB8cwhVymGV4JEc350i9qRFF3uh5R2CcrTTmiVGgaC8NAiaA9aVCxfWKGxq9/cDsHhwu8cHqOtpTJZNmmM7O0yX9hbvXxbjfSNXpey1sj0gev5jG/Of//QogfKKX+hRDi/xJCvAgcVkq9vprn+erb4wgUhiZIxyL79G8cmyIdM/jYvh4myw57+3N84fURXjufZ7Lk4ASSUsPldy6bYF4twma+llwUyeQ0o428MNLNvFuk02LEdcHFufWhCqUsnemKy+8+d4LebJzPNTdml+PcbI0NbUksPerGRIHha580OissHn4Q4odR9FFnxuLBja185fDECo9eGaGUXJir4wcSqRRCaEipllHgHtrczunpGm4g6UxbjBbqxC0NP1A8trWDfM1ldgWdMCw3CrgaCCLL+NaUyUzZiYwjNCg5PnFD597BHAeGWnliaweZeBQ+3pay8ELJH788zHTF4cCGHPmGz2ihgRBQc4J117Lfxa2Fuhvwq194m339OTRN4/R0dU05nHdx7ZAwBZs700il2NqV4rsnZ8gmTA5saKWvJbFEQvLGcJFQKsZLDUYKjSWFcBBKfnB2Dj9UvG9bx91ibgVI4O2RAr/8/73FYHuSf/zMdgbbLrnvX75xuou1YW6FJvF7gS4gk7DoysSYKDvs6s1wYa7OZNlhT3+OTR2pZRKr09O1BeOlmYrDxXx9SSFcqHu8ci5PTy7G/UPLoxpvFwgEVcfn1EyNuKWtOm/7eiNiI0bnNn+Giw3XvFAxWXYX/v6vj0yyszfHVMXh5FSVtqRJqeGTTZgkTJ2h9iTP7OzmxdOznJyqcE93lq+8PU5HJkYQRmvn8fEK2YTJi2dmGS3YDLUn8UPJR/f2cnyiwqaOFP0tCb5xbIqkZeCFkpOTFUIpOTpeRhMjfOrAwELzZTGklBTqPoGUzFQvDaNeOZen1PB4fFsH2biJqQnydQ9dY+3Zmzc53ECylpUgDBW64JJ+WEQF71zdI2XpoCQx06DmBgumuaFUFOo+uh7VIi+cmUMqaEmYTFYc4obGhralw7tXLq5eunHdC2EhxL9VSv2GEOJrrCCdVEr96GqeRyn1RPPnqiOTIDI+mat5TRqNYk9/joPDBb7T1BX83Sc3875tnUyWbV4fLjBZdqi6AV4gCeTquh6rhSC6GObfhVBF1EZNQBCEV6QwL3tNXsjfHl9ZF7FWZBMm3z4xzenpGjFTY+9Ajgc2Lr+B7OrNcni0hBDw5PYu9g6svQgeLTTQBMsKzeeOThFIRanho5S4YgbvlVB1JQ3PI1QQNyM3ZsRy05vXL+SZrXnYXkg6poMm8AOFpglGizZeEF5TrY0CxoqRadVE2SGUklAKcimLuKHTkjTZN5CjMxNjvGRjaFBsePze985wfLxKzQ1oSVhUXR+pFFJGm7t0/E7siN8+mK0672lhLts+By8USJg6vbkErUkTKRU1L+DoWImB1iRD7cvjuO5iOdb769+Ti+MGEkH0OfuBIhUzKNY9PvvoRi7m6xiawPZDHt/WQfnIJEPtSbZcZkh4cqrK201zlnTM4NEtS/Oia03N3WBbclXRTLcrSrbk6HiJkUKdhKnxTz5yD2XbZ1NH6m583HvE8ydnf/gvrQG61jTslIqGFzJVcbkwV8fUI3+DX3rqkoxgtNDg3GyN7V0pzs2mEAK2dqXZ1r1UmvXC6VkuzNU5PV1lQ1tqWfPDCyQjhTrd2fiKhc6tgqrjc3S8jEAxXXaXMAlvdlzpTBUwXbYxdcHx8Qq2FzLqBGzsTOIHinsHW9i/oZWXzs1xaLSE40uOTpTZ3ZtlvNhgU0eSdyYqnJyqUqh7NNyAiuMTKkV3No6uCd6/vXPheJ/c38/B4QL39GTZ2pXm5FSVmhMwW/V49XyBD+/qXnaOQoiIwaDA0qN11gvkQs67EIJn9/TwRy9fRAhB4735Lt4WCBQYTeKipgnCUOEriFgNIQMtSXJJk5FCnSAMCJrs3UCBDKK4tbrjM131GCvZhFJRVYrXzi9ll3qN1RdrN2Ii/F+bP//VDTg2MUMjbuoL7puhgjPTVV4+n0cA929sZVtXhnTMoCUR2bUHUpGOGRQb78005XKEKtIGa0QXhakLWpImUoLjr/4bU/MuRf+8V3zr+BTtmThSStJxc4kWZzFSMYOXz85xsdDg9FSN//S5B+hdha54MbJxk9aEzkx9KcUqX3PxwshR8BvHJ9m6QpD5u2H+SyO4lLU72J5cprmeqrhMVVwsXdDfksQydA6Plqg6kbOgUuu/Eb4coVTYQYjthygVXWd1NyRlGYwUGnzt8CSDbQkODhc5PFpayJeuOpGZlxAerh/pbTJx/V2z7O7i1kAqZqypw7oYgkhqEUrFWLERGajZPn6oePVcniPjZdpSFv/4IzvYssbv1Z2I9SyVNKDihNiei65pdGZjKCWaTI8Yh0dLfOfkDKenq/Tm4nRn4/z7nz2wojtua8pCEwKp1LKsVCkVf/r6CFUnYENbckWvgDsF83fGKHLF5U9eGyGQioc3tfHY1rtu0e8FPZkYF0vrNxWWTVM5Syq8UFJ1AuZqLr25BO2LprxzNZf/+avHqLsh+wZa+K2P7bzic7alLC7M1YmbkTnT5fj60QmG5xpk4gY///imW1bHaRoamojSKSxDYN8mBVfRDvifvnoMXWh4zQ2cQONH7+thU0eKNy8Wsf2AhKWTtHT6cwksQ8cIJI4vF9zDM/HIC2CgLcmHdnav+Dnv39DK/g2X/HZ/4fFNfP61i/ihuiLdXtM0unNxTEOjtxl/pzcjgbxALqzNlqEtpHjc6QgVhEFU+6QsEQ2bmtOwQMJkxWaibBMqRczQkIFcGEhJIFSSt0bLhDKSCQZSoRDUvaUXfW4N5ch1L4SVUm82f37/eh8boviJp3Z08SevXaTY8HntfB5TE3Smo43F/PQxEzf5X350N//b147z/TNzaCj0ZvdivXC5K7EmBAKoON4Nc/2zA0XC1NjX38pAW4ruXJwvvD5CseHx0T29zFRdXjufp78lwfHJClUnoNjw+f0XzvHE1s5lXbNvvTPNyckKD25q45HNS6cWcUsj2h4uLYQrdoBpCBwvypvb2XP17kGOLzk7U+XrRyeXMVL8UNKaMGlNWWzpSvPfP7mFX//Ttzg1VUXJ68NgMXQNKSFpCmxfLWiAW5PmQocxX/PwAokfRsYSSUtnY2cKDcFMxSEW1wmai8KbFwscGy+zqzfLXx+dZCRf5/3bL8WDHRkr8cLpWTa0p/j43t5bxlxkNVri20VHnI6ZV10Iz2/8Y4bGZNklafkYusa//+4ZJssOuiaYrTr84Mzc3UJ4lWhLaBTs974aSKJYH0ODbDz6bu8byFF3Q774xghxXaPsBJyZqZGJ6XRnE2zpSvGhnT3Lnqu/JcFnHx0iCCVdl+VhzmvlIGqY3cnQiCJQtnSmowSCCwV2dGeoOLdJpXAD8Ssf2MY//ctj6/Z8gYRASpJmyGBrgpRlMFt16UjHKDRcfu975/j4vl5eHy7w5sVINlBqePzYfX1XNIB837YONndGlOqktXy7W2teB/OGlLdqIZwwdX7747v4/KsXOTxapDx5e6QDSBXFP8bNKMu3K23RkjSZrbpMlh3aUiZJ02D/YAvPHZtCCdjeE33X617AqxfyZOMmn9rfz/dOz3JyqoqzyMvmxGSFb5+YpjeX4JP7+9E1sWSP9JmHh7CDcMHH4XIopdjYniKUis1NlpWuCT7zyBB1N+DEZIX/+9tn2NufY7JsM1N11pVVeitDqoi9eTkWsxk8JJauNU3NIji+IgybgyAgYek0vHCZj1B1aTLru+JGUKOP8i6DNqXUvmt9Dq0pk4RlMFfz8ANJxfb5yO4eTF3jE/f2zZ8Hp6drKATZmMF42WFvf5bjE5UVda3rAduXOIv0ETcCSQN+6aktZOIW+wZyTJWdhciedyYrTJRsAqk4PlnG80OUivRqlq5xbLzM0zs6FwwugjAyuwI4OlZeVghPlR1KK+RCKsALFLoOmZhBZ/rqtFzzk4CjE5UV6dU1N+TH7+unvy3B+7Z18q0T04Qycp+U18lswvFD4qaG7UdW8mnLYHNXmmLD55HNGUxdsKkjyZbOFElT49R0lbip89DGVs7PNSjbHg03xGs6TpcaPv/15Qu8f0cXpyYrhErxZ2+MIhDsHcjx10cmmSo7NLyQJ7d1LuRq3sXNA38dYhbqXkhMSizDwg2i72l7yqLQ8LmnN7ssc+8uroz1phmGMtosxQyNjnSMY+Oz2G7ItOPgBYr2pEnNDWhPW5ycrK5YCANXnFIYusbH7+3j7EyNfVchWbmdkIxpDLWlSFg6nWmLqYqLVJGu+i7eG75xbOqaPG/JDunIREaSmbhBxfE5OVmh5gW4QUjN8WlLWszWXPpbEhwbL1+xEBZCMNDMVF8JH9nTw+HRMps7Uyvmdt9KCELFPb1Z8jWX09O1VUvrbjYs1gzDpT8kLZ1t3RmUUiQtnZob4PiS7T1pXn+zgOuHnJqqsqk9SW9LcqHxUXUCGl7IxXyDhBmx/h5syv2OjZfxQ8VIoUG+7tKViXNkLPq7czM1ntrRSW/q3UeLlqGRsgxM89L1k0uYeEHIX709Ti5hko4ZmLqGZWgE6xFDcIdAE5GX0uXXhCaixpmhR/slIS65z89DraFsuBHU6I83f/5K8+c8Vfpngcb1OIH2lEXDi6KIvFDRk43zc49vYqbikmiajrx6ocA3j08xWmwwWXHQBZyfq9ORiTFWfO8OzVeCuuzn9YZl6HzyvoGFSaEbhKRiBuPFBi0JA0hwfrZGW8pEIVDNM70wV+enHtywxOXR0DX29Oc4NVVZcUPm+ivnGc9PtWSosL1oOny1KDY8NKFWPE5X2iIV0/nMw0P8h++epWR7jBRsvHWc+v8wKAVzVXfhplW2PSZKDppQvHhmjv0bWpireTy5vZMfu2+At0aKKBT7B1uJWyXeGilGnTCpcGXkNn5iukZLyqTmSkoNj2zc5PkT00ipqNo+s1WH3lz8tosNWa0D9Z2AUDU7pzWP3b1ZpiouuYTFx/b1UXUChtpSVB2fE5MVdvZm31UfV2741L1gWU7fnYL1LoS1pl/BSKHBVw6Ns6M7w9sjRSxD0J6OzGB29mbY0pXm3sEWZqpOFKm0hobgpo4Umzru6sAbriRp6Ty8sY3vnZkFJbAMsXCfv4urR2Ed4pNWQqgiFlR3NkGx7pMwoyjLuhcQhoof399Pa9IkEzfY0ZNd8CdpeAH5mkd/S2LVTKeuTJwP74r/8F+8yeGHiu+cnAHA9sJbKThiGQxtecSnlIreTAzLiCSN52ZrdGfj+KHk9FSVwdYEb14soAnBmxeLPJuN05uLU2r4WIZGNmGyqy/Lmekq9w62LDzv3oEcM1WX3lyc9ma04L6BHC+cnmWoPUVmFSkLdTdgtuYy6C69P37n5Aw064YP7+ymYvs07hbBa4KU4COXXBO6iBhvfhhRpo2m8dbl72x2DX2tG0GNvggghHhcKfX4on/6Z0KIl4D/9Vqfwx/84MICNUoXMNCa4IsHRynUPTZ3puhrSfA3Ryb57qmZZrdBI5QS1wkorbP4Yln3qwlNsGp69Hob0Y0UGmxsbqImSw7nZ2ucmalxdKzMAxtb+cieXtqTFv/x+xfwQolSYGiCvpblN5QP7+pe0WQAoGT7GJpYVnjq2iVXZglcmK2t6f1YDEMTCDTSKY18fWl0khsqvvnONHM1l6myy9mZ6rpM49aC1pRJqeHhN1+cGzZNdELFQGuCi/kGdTfk7ZEicVNne3eGwbYE3zs9w/nZGkYzf9iT0WIghEbK0jk6XmWgNcHuvhxuILEMjZaUSW9Lgq5snCe2ddwytOg7De+VnhfTm8YSzXzqfN1DKkXc1Nk/2MprFwqcmqrwtSPjVOyAofYU/+JHd68YEVGoe3z+1YsEUvHkjk4OLNJQ3SloSZrM1dd3gh7JHAImyw7FureQmVh1XPxQMllx+R8/2ocQgs+/OoIQ8OkDAwy2XXm6dRfLIYHjk2XOzdVwfUl3No6h3c1lXg/sHWzl0Nj6pFUshiCKsswmTLZ2pReYY1UnIJANnjs6hWnoJHWNn3xwgE0dERX286+OUHMDdvdleWb3yiyK2xWaiDxm/FDhBPJds1xvFmhcOuf5XZegyZgRUXZsEEb7Y1PX2DPQQigVE2WHnmyMsu0zWXYwdY1f+8AWDg4XmKt5FBs+JyaqfOCebsq2x+HRMl94fYTPPbaRj1x2XdzTk+WenqW+KvsGWhakZD8MQgheOZfH9kOql8ktMnGTzR1p9vTpPL61nf/jG+uTOHOzYMH1eRWYX25bkxZKKapOEMXXisjPJGz68QjA1KPPXRLtY4IQ4oaGEIrB1gQHhlr46uEpEBDXNToyMRKWzmzFJd9YtMdPr36Nv5EjoZQQ4gml1A8AhBCPAdelhT1VcbB0DTeIQp2/9PYYHen4QqfpI7t7MHRBKCPatKVrBEpdE6rJ/HWkE11Yph51PuZNb9byHOsBU9eYrbkLhXCh4dHwAoIw0qi6gaRQ9+hvjZOK6ThBSMLQaE9bFOprMxNreCFJU8cLly4gizUUcVMnvEqiuE6UKRyo5dofJwhJSZ2qE3JwuEDM0Ki6AdebHLW5LcGoEIyUIpaBqUWu1QaCp7Z38OpwkdmKG5m8WTpvXixweFQjYenRAiLlQvB7qCLH4K60RWs6htW8not1D6fpVPtTDwxi+yFD7Xc31DcrdE28p+aWu0gqk0sY9OTiFOo+th/y0tk53h4tkokbFGoehq5Rtj1sP1yxEK7YkYsrQKG2vmaBtwp+4kAfv//ixXV7vrBJebG9AE0ZvDNZRypFf0sics51JVNlh9PT1QX9r1JRU+JOL4QzBlTX2IuOdKACXQhsPyBm3toU2JsFv/7B7Xz+lZF199JQRHTW75yYxvYDZisuthcipSJhaBQaHqYmKDs+f/XWBL/+oW0RZbppJLnWfcjtAF0T/MzDQxwdK/H6+bmbNEV4KeYZmRDtdw0t2vMamiBu6aQtnalmRJcS0N8SJ2bqnJutkbBSCBGwoztDwtLJJizSMYPpiktn2mJzZ4oDG1r4izfHgGiv6TSL1S8eHOHUdJUHhtr4Ow8MrKgdXy2CIMAPFUqBFyzVqD6zq5vt3RkMTfB73z97xZzhWxVrYR3M1zJeEEZ+N1IhiJod800bXUQ+Sbm4QWfW4txsY4GN5TcHbmNFm7GSjZJg6YKhjhQf3dvDaMFma1ea33nu5MIxq43Vn+CNLIR/EfhDIUSOaO0rA79wPQ78c49t5KUzc9TcSE1dtQOy8ShztjMdoycXZ1dvllfO52l4IYFUaEIQ01Uz43d9oQFCg0xMJ5e0FjS5/ior4StNla8GDS/gvkXUkT19OZ7d08ux8TLZuMHGjhSPbG7jG8en0IVAE9CRifHk9i4eWGNO3/u3df5QMbSUig2tCZKWRm0NSeQCSCcMPD9ECEHdXbpIaUqRiUemCzFdI5TQkrQo1Fz0UF1m33Xt0NeS4uR0feGcB9uSVJzo6A0/RBOCdNwgbRnYQYhUinzNpb81QV8uztnpKrmkScXxkb7CEHByps7vPLaJF8/MkQklh0ZLxE2dg8MFfvxA/0KT41rjLlX56rFem0up4H3buhgt1hloSVK2PTrSMQKp+Pn3beLQSIkntnZcUW861J7k4c1tVOyARy6L6LlTkFwFPe5qUPdCnFARSIkmBKmYzgNDnfzNsSkG25JIFdH0KraPpom7jvBEmjDWWAiHMjJNGsk36M3F8QKJG4R3dKzUeiAXN6+ZoWQk7ZAcGyuTtAyklGgaJGI6v/7BLXzxjXHaUhYKRb7u0ZmJ8aGd3YwUGjy48c5jrUDkGXD8Cn4oNyvmz1QjitLpTFnYXsjuvhzpuIF3sUix4ZONGRwZr7ClM8X27gyagF98YjM/ODvHyckKX3xjZCEG0wlCNnemKNs+T9/TxWvnC/S3Rhntzx2Z5OWzc9S9kEzM4MRkBduTtKZMdvet3U9B13X2DmQ5N1tjT9/SKbKha2ztSvPdkzMMzzXIxnTK7vXaWd6cMDRw1KUc6fmhlybA0AWG0BBCsLkjw4b2FN9+Z2ZB+2voUU2UtHQCFLt6szy+rZ2RfGRC9kozsmoeuezqzUBvWCHcdI++VwiRBYRSqny9jq1rGkPtSabKNoGMqG/bujNkEwb9rQl29GQ4sKGVibLDX741hu0FSKWoOqDWeelv5kMTSCjbIcmYwjJ0Gt7q7/YSiOvgrMN3LB0zsP1wwZ04aRk8vqWDRze344WS1qSFZWjk4gb5uocfKNxAsX9Dy4oTpVAq5mou7SlriX4YoOoG70pFNgR8eFcXCUvD1FY/I9NFNEmWUuKGCpQiZS09ti+j7pMmIl10W8pivGRH1u6rOsp7hwCmazbVRfnGJdvH9SS6rnF0rEx7JgYoHt3SzoW5Oq+fL6CAyYpDzNCwTA3bC9nUnuJCvk4YKA4MtrClM00uYfIXb47QlrRQwLbu9IIO5i5uXqwnPb8zbbGpPckn9/eRtAyeOzJJ1QnZ1Zfl43v7+Pjevnd9vBCCx7a8u7HQXM1dWCtuR/zJayPX5HmVVCgp0YUAAS0Ji5gZGcJEsoYsMUPngztXlpasFjNVh0zMXHF9vtVQvApZqqYJ0jGTf/rsPbx2oUBfa4KGe/WFcBBK8nVvxXvanYQvvTV6TZ9fEvm56LoGQqCLyB25K5PgHzy9jRfPztKdjdPaNHzcO5Bb0Auv6ThSMVtzF/Y2tyrGCg0Oj5UYLqzBLvcmgN6kdbckDKSM9m4DbQlCBZ2ZGFIpvFDR8AK8UEXSrq0dxA2d4Xydl87msQyB40drqanrvH6hgONLfuGJTXxsX+/CscaKDZwgSt/oyMQ4M1Pj7HTksN2SMOm/grHala4RIQQ///hmTkxWuG/DynTqjkyM9pRFcCsLt9cJdTdE1zR8GTEU53c6mhbRn6WKBkDjpQYxQycdNynbPlp0i4zMxqRiY0eSHT0Z/FDx1kiRsu0vY4J0ryEU44btXIQQ3cDvAn1KqR8RQuwCHlVK/cG1Pnbc1BgvRUUwAoY6UvzWx3bSmY41dZZRdfprH9zGo5vb+eNXhzkxWaHUqK/7uchFWbWSKIzbMgT2Wm/4Yn3mwp4MeWO4wOHRMnFT5+kdnfzt8WnOzFTpTMfY3JniZx8eIpuIiqtQwUzV5Q9evMBvfHg78ctMSL52eIILc3X6WuL81IMblvyb4wdXpH/rAtrTFq+cL1B1AspriLswNIgZgopzKX/sclpKSGRSZeoa921o4ZFNbfz2V47jXgNve41LBmCLoYAjY1V0TWA2F8liIyAIFYYWMl6CZMwkZujoItKzHG+6HCYMnZakSdIySJo6dTfA0DQMEyZKNv/he2epuwHnZmsYuuDv3D/Ap+4fXPfXdhfrD02sj34xZUY5s//mW6fZ1ZfjR/b2cGq6SiqmR2yMdcBbI0W+f2qWmKnxmUeGFnIbbyd414jSFig4N2uTTZokLR0hImnDvQM5fmRvL5vXId7q1fN5XjmXJ2npfPbRodu2WfFuEALScZ3HtnawuTPNn78xyn95ZZiP7u1le3dmzc/35bfHGSvad3xGs7gO2RZzNZeelgQb21NIpaJm3rEp+lsS/P0ntyzbb1wNvvnONCcmK7SnLT7z8NAtqR/3AsmfHhyNhjvhzT911IGWlIHjSfpb47ghVG0fJwgwNMFr5ws8vLmdT9zby3NHpijZHls603zqQD8xXeerhyeouT5HRsvUXJ+0MDmwoZXBtgQHLxY5N1vDCULev72TrV2X1tGelgRPbO3AMgSf2NfHv/vOWd68WIwi1rpS/PRDQyue77tdI8/u6eHDu1bOJn5juMCLZ+bYO5DjnYky9VusSbEesHSBhsIJibxsmiPexXdVJaMJ+jwD99h4BV2LXLYTpoapQd2P8mZ7MxadmTjn5uoYmqArGyMZM6g6AeGi/ftAbvUMqht5V/wj4D8Dv9X882ngi8A1L4RNXcPx5YLY+9BIic/8p1f55P5+funJrZyZqfLKuTybO1Nk4wY1J6DuBNdEI2xq0cUxj/aURTpucLhRWlNdu16RTgKNs9M1vn1ymiCMfKG//PYoczWP+wZz5JImXijRRRRt5IceSUujaPvU3GDZjWmqEtG8pysuSqmFJgNAww1ZqQEba+qka26I7Tu4Qbgmoywpo9gksagDp1Z4M/0wpC0dJx0zMDSBG1ybG8i7XTZVx18wAtO0SB8jmy9WKsWFuRpBqGhPWfyjZ3YwU7Z55UIBheLJHR0M5xsEoWQ430AqhUBwZrZGZzZGzQkoNXzcQL2v8C0AACAASURBVPL8iRk+vLuHbx6f5vhEma5MnA/u7GLbVWwE7+LaYr2yLEMFp2dqtCRM7CCk2HDJJUzaUhZ/fWSCUCnev61zgSr/vVMzXMw3eHxrO1u7VnddTDdlHK4vKTf827IQTsV0CutskjiPEGi4ASkrmm7M1Tw2dST5d98+Q0faYnt3hg/s7KZ/BcfuuZrL3x6fIh0z+JE9vViGhuOHPHd0EjeQPLu7h+nm+tvwIn3crV4IX027Nxc3mKu6/NoX3iIIFW4gGWhN8IXXRrh3sIUf2duzpunw/Hs6f2+7U5G8DlrrfN0nUPNOsTpeEHJyskKx7vHWSJEvvDZCVybGbz57D9YViuIz01VePpdnU0eK92+/1AAsNTz+5tgUr18o0JeLU6h7eKEkrt16zAkvkJycqqALwXX2+7wqmIagPRXDiyv6W5O8fqFIEIb4YeSTk68pDo+VODNdozMTY0dvloc2tXFwuEix7hFKyXjRxg1CujJxOjIx/uEz2zkxWeE7J2co1n2G2lPMVBxKDY9j42Xu29DKR3Z3kzA1zs7Uef7EDI4f4AaSbMJgtGDzx68M05dL8MGdXUv2qvPf+ULd453JCm9eLC65nq50z55uapwdXzLUnrrlpvXrAT9cuvteaf2OWxqDbQnGiy62H2D70f59sC3BwxvbeWeyzNHxCn4oySYt6m5AwwuYLDn05OLsH8zx+OY2fu+FCwvPqZurv9fdSB5Ih1Lqz2jWCUqpgOvESn3rYpHdvVl0LYpSmDfF+tbxaSYrDq+cm+PEZIU/ePEC//b5M7SnLNxAci2Wx8WLlgY8u6ebUt27YaHbgy1xUjGDiu1TqLt858Q0FTtAF6JpRBCj4vhRPEdnmq5snI0daT6xr3fFeI9HNrfhh5L7BluWLCwQdeq9FboLmhZRlpWCtqS55viSZuOIuKlHgnyizdDlKUxBqNjUkcbQNbwQNnWkr/sXIlRR0R8q8MPo/VBAzNRpTZqEMtJO1Nww0kLl4hiawDJ0fnCmQHcmznjJIWYIhBBkYjrtKYts3OTZPb1s7UrTmrTozsZ44fQcZ2dqHJ+ocHq6yquXaSru4uZAfQ2yiHeDEyhCGVGNbC+kJxtnpNBgrGhzbqZGvubx1cMTvHmxQKHu8sZwkWPjZb5yaGLVx3hkc3tkTDLUykDr7RevpBTkr7H5ThAqZqoOY4VoY/fq+SKTZZsXz8wxVXZ4Y7iw4uMOjZSYqbgcHi3x1cPjVByfszM1LuYbTJUdjo6XeWxLBxs7kjy8qY3u7K0fE3M17d7WpMkLZ+Y4MVFhOF8HEW1o481Yngtza2N6fXhXDxvakldMQ7hT8K1mXM+1RrHuU6j5TFccRosNbC9A1wTfODbJTNXl2ESFt0ZLV3z8K+fzFOoeb14sUl8kQzo2XmGq7JBLmMRMjad3dK3LhPmGoBkpE+Wp3vwUXKUUFSeSxl3M11FKLSRfeGHkGj5etKm6PnM1l3t6MriBZK7q4ngBjh+Sr0eMvrofgFJ8/9Qsb42UqDo+oVJMVxzuHczx0tk8xYbP90/PcGikxJmZGuOlBm+PFinbAe0pi1TMoFD3uDBb5+h4mWPjZV49n18wYHt6RxdD7Ume3tHFWyPFFa+nlfDolnY2daR4YGMr2fgtem29R1zpatREtDeP6YLuTJyWhEVnxqIjHSOuRxF3lq7xqx/cyvu2dZKwNGKGhiEEKUtntGDjh5Lxkk3dl7Rnlt7fXr/CfXMl3Mj2cF0I0U7zfRJCPEJkmHXNsakzxXChQTZuYuiCmKkRSNjUmY40KULjxGSFkUKDpKWTi5uEcr3VwREWV/7zdvFzDe+Guf61Z+Ls7c/h+iF1N2Cu5pKNGziBZENbkrFigy+9Oc5/98RGPnFvH7NVl/dt6+CBjSsbZZ2eqmHqGkfGSjy8uW1J571Q91jJ/yoVM6naHqGSC524tcLxZWTA0Cyo0zEjcr9etG49srWDe3oytCQt+lvjbGlPMlOxKTa70DcCIaAp8PyQzZ1p/DBq0ph6ZNPvBZJt3Rkqtkc2bvDmxQKhlHgyMnozDQ1TE3hByNM7OtjWleb5EzMkLZ09/Vku5uvkEia5hLku1Mu7+OFYjWnY8L/82ML/xw2d9ewbW7pG0jIoNTxmKi4NN5Ik7OjO4EvJC6cVNSfqsI4UGoRKMVGyV5Ub3Jqy+LH7+tfxbG8uCAFtCYOGv77xSYsRAvNsxmLdY6A1gYAo6kcXdKZjBKFcpkfd2JHiyFiJc7P1SDsVTvKR3T0kLB0/kAy1J+nMxPjx/XcufRdgpGiji4iitzGTYmdPhse3di6kBfTmouvcCyS2H5JLvDurYUdPhh09d5k0T27r4KuHJ6/Z8wuie7ei+R2R4AeK9nSM/RtayMQNjo6VaUlabOu68r1sS2eafK1AX0t8SX70UHuSt0eKdGfj/NSDg1c0DLwVEDN0dvRkScd0jk+uf6TVesMLYariooul8sCQ+fisaGNYqLsMtiSpOgGWriGVomhH5lkVO4rgqdg+Z/waNXecj9/bSzpukpSKj+7pJRUz2dyZ4uxMjZoT8vK5POdna0yUbFKWTs0NSMUM/EARSsWJqQpP7eji2ydmkEpxerrKZx4eYkN7kg3NpI2aGyy5nqRUVByfXMJcNuxpS1l8cn8/R8dLHJ24+T+X64H5z1wDdD1qiuRrDqOFBqYGQosKXVdG7N0/eW0kYt8oQSgVwwUbQ7MRRKa2KVOnOxNny2VrQHvy1nCN/ofAV4EtzfzgTuAnrseBN3WkUCjcIETXDP7z5x4kFTPpyMTQNcGBoVZOTpUZKTTwAkkgI5fJa10bBRL+5PWLlBvXhoa3Grw5XORPD44gVbQxmKy4EUW8ORGuuSF7+nMYusbPPLQBN5DvasIyvy4IIZZpiuaqKxe5g61x3q55zC+PV0OHm795zj9wquLgLeo6dKQM/t/P3k+pEfClt0b55391jNMzEQ35RvdTJdGU+MhYmU0dSWKmvtBN3NCepC1p8ddHxvnyW+NUvShcShPgSwmh4EK+wfm5OiNFh8e2tPMzDw/SmoyMXf7u+zcThJE4/nYwz7lWWK3j9eICdr1g++v3/Z/PYAylZLrqUrZ9nEDSm41jGBrFalTgmbrGUzu6SJg6pqGtm075dsBY5doVwYuhE7E/LEMnZuo80Jyyv3ahwPm5Oj/90IYlFLytXWn+3vs380cvD+OHUexaa8riF5/YhFTqrityE26g0IDt3Rn29Eemjnv6s+zf0IKhCQw9Mhz8/GsXqToBT+3oZP8dmJe9Vvzrb56+5sdY3CfXiCiogVSUGj62F0ZRc0K8q3Tq8a0dHNjQSsxYmh892Jbk7z25GU0IzFvc9EzXoniwkaKNcQus3QuF7wqfW5Qlq+EGksBW+NnoKuhtiXOxUOfoWBnR9JDpysSYKNnkax75ukfN9fn0gX4+ff8gPc0G18f39WL7IS+cjpievbkE3dkYMUNnpurQmYlH5lnpGH0tcX7y/gG+cHCUw6MlxFSVtpTFx/ddMpW8/Hr6y7fGuJhvsL07s8SYa+G1KsXz70xTatx+sV6mFjWo1jIkDBWYInKAr7tRhK3nRM8QyUQVNS9AAAeHixwdK9PfliBQUbPCDULMmEHc1MnGTZ7e0cGvPL2F1suMYA1j9eXtjXSNfksI8SSwg+jaP6WUui47jqoT0JI0GS3YWFIyWXE4Mz3HkbEyP3ZfP1u70wu5Y7omyCmDuKnhXCMN6WIUbmARDFD3Q94eKeIEUewQCkbyDQxdoz1lsasvy67eLEII/uyNUV47n+dDu7r56N7lCwBE3djzc3UObGhZ5sg4XV3ZEezQaGXJn1OxtUUnrYTLqeY9mTiapmEHIXMVl/NzNfybKIVeAXM1DzeQGLpAExqbOhSuJzkxVWGs6FBvVvbzpmU120eIEEnkrpevOthNbWBnkzZSqHv84Q8u4AYh/+2jG+9OhW9ClBo+60lina15FBoe52aq5JIWTiMkF9c5O1NjqmQjleTBoVYe39pBS9IkGzfpyd36NNr1wPWKIpl30CzWo++8F0hG83UG25LouqBQ8zk6XuIfPL2NgUVZwoFUpGIGthfykSZV9/JN/WTZ5oXTs3Rl4zy1vXPZ1OJOgCQydhvON+hvSfDgxjbyNZfnjk4St3T2DbRQavjommC0aN8thFeB+YzXa4WVzCXLDZ+DFwpUbJ+Jkk3FCUhaOr///bPs6c/x4V09pFeIO3tnMpID3T/UusQgbb5ZVHMDvvXOFIam8czu7luuiRRKSdn2kBL6WxNcmKstafzfSlBAvWmcY2iKQEbr8IW5Ol8/MokXSHpycT59/wC5hMVL5+aoONEDZ6ouR8YqXMifQheCnb1ZNjQpzR+4p4ueXJzOTAw/kFQcn65MnImyzcb2JBfzDXpzCdrSMT62p4cXz8ySiRmcn10unZgfIiilGG3qfkcKjRVfj9t05e1vSVCyb6+p8NX6JvkKhB8ynwWz0l12/u+8UDKab+A1h1R6qLC1gI3tKXJJCyk0fue5E8tMLUO1+ubWjXSN1oGPAhub5/GMEAKl1L+51sfuSMeouyFSSRwfjoyU+PqxKXQtKu4+cE8XbwwX8QNJICBUCl1oaITXLDfvZoHWzO/TiaaMpq7hBJEmJ2Hq9LUkeHJ7B8W6x5feHGW26jJVdvjgzq5lN4/zszW+cmiCXMLg0GiZ91+2CfOvwD9e/Lda85yuBjG9SbtRkIrr1Nww0txqsLkrg+OH9OXiVFwfQ9NYSaK+UmjTeuY2vxsU4PoBUhnkaw7TVYcj42VKDZ/OTIyqGyAXFe++hKQVTTj6WhI8vqWDnb1Zhtov5QZ//9QMh5p6queOTvKrH9h2HV7JXawF/S0J1lu9Hcro6s7XPJIxncmSjS9thICRgs3zJ2e4d0ML+wZWjoC4U6FrAp1rb14x/y12QwjsACGiTZ1l6hiaoOL4DM9Fbqm//PRWCnWP4XydiZJNqRH1j2eqLk4gmSjZ7OzNLugdXz2fZ6LkMFFy2NWbvS20wleDqhPi+DbZuMnBC3m+e2qG6YqDUlF0Sl9LgqSl8/CmlWU+d7EUz+zq5BvvzF63482zvOpeyImJUpSyEUass8MjJdIxkyNjpYW4t1AqTkxWiBkaL5yOzvOF07NNurXinp5LrrJHRksMz0WFzFB78pZbB01d46FNbcxUXXqzMYZnazf6lK4ai/dWAogbgtPTFaYqDoGMzO4ycZOnd3QxU3GQoVowvm2Jm0yWbcZLkK+7nJmusaUrzYa2FFu70tw3uPxznW/6tqWi6fKh0RINLyq0ZqsufS3L10svkAsu0k/t6OSdyQr3XuGaCaWiOxvjgY2ttwRt/XrBC6O9uA4rShE1EX23U6ZO1Q2X0OddX6IJjWzC5NBICdsLKNlL56j2GjpBN5Ia/TXAAY6ytsn6uiBuasgQQhGJ9t1AUncDDgy1omtRp30+ksjUBRJIWNpCp2q9YIiVL4IbhmawtQQ0oREqhVDRRZlLmigVaa42ticZLzYoNjxCqWi4wZJCeLTQ4CuHJpipOtRdg0e3tC+bRNy74Ydn/mkCKlfxnmvNLGE3kAShIh0zycRMJksOGpHjqqVrzFRdNE2QtAxq7nL6+41ufEgJpqYwNY3DI2XKjo+lazy5o5OUpXNotNz8rCAZ0zE1wQOb2vhHH97Olqbzr+OHKBVRynpycRKWTigV21bpDHwX1xtixQbMeiBqrkikUmhCIwglQiq6MrEl+rm7uIR9A1neHqv88F9cJ4TzWWtKgoJ7ejJcLDTQNcHO3gxKKf7izdFmM1ehayLKXIwZ/Pkbo/ihYrRo86P3RnS+wdYkw3MNsk1vgDsVimhjbegwnK8zU3WpOgExUydlGXzi3r4VDR/vYmV8aHfPdS2E56GAhTTFpklUzQuo2P4Sd/XXLxQWDCETlr6wMX7uaKRrlhJ29UXFcH9rAv2iQNcEPbdooyibMBloTfL1IxM3155ylTB10BALkz+IitS5msdM1aU1ZdGaNOlIW3xoZxeTJYe/PjJBzDIwnIhK256JMdiW4M2LJcrNxAxfSl46O7ckRgmifdG8NAKiBI8/f2MUL5T05RL0t0T/Pb61Y9m5fu/UDMcnKmhC8LnHhrh3hQJ7Hl89NM5EyaYtFaMtadxw1ueNhEZUVi0mXy5M14nWZ9uP2KhpS2dLV4ZMTOelc3m8RQ8SAvxQcnS0TM0NCKXCuswNtyW5+v3MjSyEB5RS+27EgaVUlBs+qinaHs43yCUM2tMWn31kA19+O3JN7UibVJ2QsYKDVOqaUGcvX7BudGHsS9g30MLJyQoNL6DhhdQAicBqLhgnJio8f3yKoh0FnBcaHn/40jA/cf/AwvRRNqOLtnWl2dOf40M7lztsroZ+dDXvhaVDVzZOoebihQpNCLoyMY6PlxdMN45PVpiru/yXl4e5MNdg32COV8/OUV1F0X09Px5fQdEOqblV2tMxOtMxckmTn3l4iP2DWQ598SgQXcdBoPBRHBop8bvPneR///Q+SrbH149MUWp4VN2AuarL/g0tfPrAwBKK5V3cXLhWDZhMzCBh6QShJBkzaEta7B3IYXshb42UeOjuNGwZ6u61V+wsJnEJETVqE5ZOLmGwvSfDb39sF36o6M7FUUotpA10pGN86kB/UweuFrSSobx0BT2wsY1tXRkSlr5MnnInIWkKNrYnSMdMKk7A5s40li7Y1pXhF5/YROYObhJcDcwblLfbmoi2rZYRNep39mSxfUm8yVibx/weBODZ3T3kEiZjxQbPn5hZ9u9D7Sl+4YlN6OLW9M7wQ8WX3x7n9HT1mrvcXysEIWiawtAEQkBL0sQLLhlRbevKRAkYuRifeXiI//jied64WKQzbUXMOamYLkd79YGWBFJKNCHY0JZcFm90aqrKN45NkYrp/PRDG0jFDLxAcnisTN0NeHyrxi8+sRkhWDFybv7aUah31aeXbZ8XzsxRqHtUHB9T1xbiMm8XJE1Bw1/dC9KA9pQZ1RZ+dB+TUvHw5nbmai7TFYeUpfPQUCujFQdDE2zsSNOWsvjOqRl0Af0tSXb3Zxmes6k4PjFDoyVpkomb5OvFhWOZa8g5v5GF8N8IIZ5RSn3zeh/YCcImbz9aQI5NlNjanUFKxavnC4wVG8QMjZmqF5mQCNA0jfAaa4RjGsRMjcp71MO+F2hAX0uCmYpDOm4QM3SOjpXwAslM1eHJHZ2cnq5Gmy6pFkx1NCEYzjcWCuGh9hTP7umh4QXcO9CyYkj96+dXb2++FkgZOe9mYjp+GGDqgnzdW6JnsL2Q0YKNrgniho5SUTexmr+xOW860UZ43klxfnkJZJQx3JIyuHeghZoT8M0Ts/OkBQDsIEQXAscPOTRa5De/dBgnkMjmxH6m5pKyDDZ3ptD1O08neKvgWkk405ZGZ8bC1DR29GbwAsn9G9t49VyekUKD2ZrL1q40oVS8dHaObMKg4YXEDZ2ndnQucy0GeGeiwsmpCvcOtrDlNtWbG/q13xibesTACaQkEzfozsRRItJhfvfkLB/Z1cOm5vsrhODTB/o5N1tnY0eSl87OAYKn7+nkx/f3M16y2duf443hAqPFBoOtSUYKDbZ2pVekfL49UuTCXJ2HNrUx0Hr7NsekUpTskLaU5J2JOqYm6G9NcGCo9W4RfBW4npNTQRSzIlGECrZ2ptA0wZbONBfydWqOz2zNoeoEC+7PD21qI25qpGIGGzuiTNkzM1W6sjH29OXY3ZwGlxoe3z89i6lr+IEklzR58l209FXH53unZknFdJ7c3rVuue/vBV4Q0pGOcX62RncmRsXSFzJsbxXMk2AiLZzAEAIniHSkhqahCxgv2Sig0PAo2z4oxVjJRimBF4Y0/JCYqSES0JtL0J6O0ZWJkzCjjPV5uciFuRpSKapOwEzVZVNTVz7YmqDuhrQlY6RW0JrP46kdXbQmLTozsXd1G58s2/Tn4kxXbMZLNo4X3lZFMIC9hiLY0KHQ8FEqmgoLQNdgsuwwWXGidARNkLd92pIxcgmDku2hlGKwNYmhady3Icd9g6189tEML5yeaRoaqwXJ3zzqwa1RCL8KfFkIoQE+8275SmXf/WHvHUnLoDcbZ7LsIEQkZi/UPDrSFscnKnRlYigucdQFINS1v3pdCcENLIIhmkSdmqpwMV/HDRT39KQJpEIqRdkO6M7GaEta1J2A1qRF0fZoT1l0Z6PYpcXY2ZulUPc4PV1ja1d62TSi6lwbikigYKxoY+rRB+iFkortYRBdaBDRpst1j5F8HYSiO5ugWPcYvsGFcMil6VC0CETv0fxXeqLoYOkVDo2WSJr6kum0LiAVM7AMDaUUx8bLWIbepMFGeaXzG4XuzK1J/7rZsFp36bUiExNU3fVdcxqepNiIqPXHx0vsHWhhZK5Ose4yXLBpT8d4+dwcZ6arnJ+to2uCjnS0IRhoSyzR1EHUyf3WO9NIpZirubdtIfzTDw3yz7964poeww0BJLqAYiMgYQXYXoAXRhSwf/XNk+zpa2FnX4bT0zU+tX+AR7e08+0T0zx/YhpdaGTiBo9v7WCwLUnZ9vnuqRmKdY+/PT7FxvYUb1wsMtCaoG2Ru2bDC/jeqYjeWvdCPvvI0DV9ne8VA1mLscrVTbzcACpOwNGJCkGoCKUk3/D4izdHeWJbxy1nkHSjcWBj+3U7li7AaTLy/DDgnakKMUNH1wTjRZtQwumpKi+fmSVUis2dERPt/qE2VDMG54XTswt7joHdiYVC9+VzeQ5eKDBZthlsS5GydPxQ8tDGdnLJ5Q2SNy4WOTsTaXAHWpNLzLduFBKWzmBrkrOzNWKGTqLhMVdxr7m3wXpiXg/sSUBFTMOUZaDrGtu60wznG1i6xqwuKDZ88nWP2ZpL1Q6i1IxmxFzJ9ulrTaALEQ1zTI0XTs/heCH3b2ojEzfZv6GV2ZpHLmEy2BqxCNpSFu/b1sl4yebxbcvp0IsRN3Ue3vzDr/9NHSksU6diB4ShWkLvvV2wWs+chA4BglBdmqIrQCpB1fVRUmF7Ie1pqxmNFTED2lJRXRZIiS8VCdOg2PDZ2ZtlZ2+0J3n+nWmOjS9N3w3WMLi8kYXwvwYeBY4qtboqUwjxMPB/EtULbyil/gchxD8Bfgy4CPzcapynx4oN2tIx2pL/P3tvHmTneZ13/t5vvfvte3tfse8EQAJcJZFaSFESJTmULVmSJcVOjWNXPJOMa7J4nEpNJTNxMs5UJpnYnoztjEvKWLYsy5ZsLWQkSpQo7iuIldgaaPS+3v1++/fOH+/tRgNoAiDZjQYpPlUgq/t23W99l3POc57HJIwlXdkE793awaFRNcHt7Mkw0JbEDyMMTSOMI2ZqN4Zust4TlwTGSw6TVRdD05mqeuzozjFZdehrS5BPmCQtg/fv6OQPfnyGKJI0vIhtXZmlzJiUEimV2tufPT9CEErOzmb45P6+S45lraFlgR/G+OFFimnFidCWjdi6F/Ivv3NMmXebGienahybuHF9gFfD4iQRxDEpQ+CEkoSlMVf3W0bzTRKWQdwqGwsuWg48uLubj+7t4Q9/co6pqkPC1ElbSqa+7rkUUiYNP8SPYhLauxu/mxWmoaud+yoiBuYbwdLCdWbWIWuL1oKjcWKiyh0bCnz/2DRVN2BDMU1/IYmhCdrTV/ZOapqgI2MxU3Pf0QJM+dSN8xdd3CfN1z1yCYsojqh5IT88McuPT84ihCCXMHny9Bz/+YsHeXZ4nhfOlbAMjaH21FI/W9LUGSs5TFVcdA2OjlcxdMEjR6b4wrJg19I1CimTUjN4QxW+OJYrsnzWGvFbOKRECdfkEyYVNyCSqk/w6HiVk1O1t51A0nrD1DVModp31hrLW6Qk4AYSLwg5dKFE0jKIJYyXY/7tIydAqErxbz6wjQMbirxwvsRTZ+YYXWhSSFn05BOXVPvm6h6nZ+o4QUR/IcXwXIMolgzPNvjVezdfUfFdTCIbuqBwnUyCOFaCTmul2K4JwS/eMUguafD1F0apOMG665u8UaigqJXsiCGIJboI6W1LobVEa6teSNrW+TffO0HDCwlawU7K0hFCFQHySZMokggdHtzVxZ89P8rIfJOT01VeulBmqD3F5+8cuiLpJ4Tggd1XtvC9FdiG0m2puaHSHXqHYbHn93oi4UakVMAvvw1uGFFqKGskTSgmQMUJSNkGB4YKnJ2tsdDwieOYYtpkvuGzq5WUDwKl67O5M33F2OrPX7/ew3oGwqeBo9cbBLcwAnxISukKIb4qhLgX+KCU8n1CiN8CHgb+8lpfcm6uwZmZGpah88k93fzKezaSMA0iGXNsvMpPTs2RMHSKaZtYwlQlvMJ+552MlKV8RAXKxuOOnUXa0xZOEPFvH3mNhKkzV/coNYKW1H1I2VGJgoYX8hcvjNL0QzqyNk+emqOQthgoJK84TsJcu42Uqbcsk1pv1+UN+uq5Knsh09BoeCHuTfSQTQGOFy8tZn4Qo+sCTYBshb6RjJcEBmxDww0lPzo5w/aeHP/7L+xFE6rK88zZeb57eJL2tIkbxnz71UkG2pJ84e6N63Z97+L1EcaScmNt2BLLRbjU2JUkLY2UqeGFEV4oySXNVsa7yJfu2YipC7KJKzd8kxWH+YaPlHDv1s41Od+bAf/L3xy7YcdKtOYtQ9f44K5OkPDi+QUulBzCUCUYhRCUmwF+FJO2DLpzqmqfWtbbaBkaB4YKjC40yVg6zTDGanlzLoeha3z+riHKzYCu7LU3Dm4Q8fUXRyk3Ax7a28PWGyy4N1F5awnpnpzNh3f34PgRp6drHJ6oMlN1+eOfDvMffvHWFen/72JlfOWpczckCL4cFxO/kDANJSY338QJY9xQicedm2vwrUMT7OzN4QYqWBospnj/9g529+WXKLKgxOT2DeQxdY2P7unhhfMLVN2QIFKigvplvYa7+3IkTZ3vHp7g6y+N8fMHhYzRBwAAIABJREFU+unNX7m/WcR42eFbr4xjGxqfuX1wTQXrHtzdw3denWCs5NxQLZM3iteLnSKpWttAsQAiJDXXZ7wkSFoGuga9+QSPn5xlpuYhpaQ7l+DOTUV+9d5NNLyYI+MVnh2e48h4ld//8VlsXaOYNgliSRjFyFYC7EZhuua1RGdvnv3laqFl+3vdiFa4BWGs/mMbOqYeo+kaG9rTbOlK8/RZ1V/dnbWYqfkYuk7NDfivz57nbw9PcGi0TBDF/Pcf2MK+gfxS/z9Axn4b2CcBk8CPhRCPAEvNDFezT5JSTi37MQT2AT9u/fwY8EtcFggLIX4N+DWAoaGhpf63uhcSRJLJisvwXIPvHZlioe4zXVXN9k4Q0mZaVBs+9TWi8N6sGJl3yNoGThgxU3P5xkuj9OQTHNxQ4NhEFV3ATM1VsueooPKVCyU+vLuHibKjejeAl0dKbOxIc6Ll4Xd6usa2ZTSibHJtKi0aoGsatiGoe8ryaqWQO23r+GFM2tap3UTZOtVLoWxb3FYqPJTQnbEpNTy8SCJlhKYJ9EX6vlA9xI4f8fUXLnB+rsHO3iyfOTjAnzx5joShlGVLTZcgivmDx8+StA1+bl/fu5u/mwxVZ+3EmToyBuVmyKImXMLUlBWXG9KTS/DEqRk2tKcYKqb45fdsvCQAXmj4fO/IJOVmwP27upivK8V4IQRj5SbFzI2rnN5ILLYn3AgYukC2vEBOTdXZP5hn70Be9fpLSTFpUnZD9g/kqTR9sgmDlGUgpSQMY7789Dl6cgnes7WDT+7v45GjkwRRzPv68tS9cEkldzlsQ6c7d33skOmqy3xdBaOq5WX9aaFvBAPFFHN1tTHVNEEYqWzp6ekaZ2fr7OhZuTNLrV919g3kGXxXZBCAr71wYV2Om7I04hhsQ7CnL4umaXRkLDJJgzCSBKGk5gacn6tzfq7BXZuLGJogbRvomlBzWMOn7AR8aFcX92xpRxMwPNtgvuHz8X29vDZVY3NH5gpP7kXUvZAglhBLzs40rhoIn5mptxhqMaMLTfL913bLeLP40+dGOHRhgZudgWtpqhVwOTTANnWklNimTl8ugR9JGn7IQtOnq8VeySYt2pImc3UfKQSxhMFimroX056xsAyNCwsOYRQzXXHZ05dja3eWPX052tM27RmLDe1pDo+VGSs53LGxSOeyJODoQpPDYxW2dWeui/Z+ZqbOyakat/RftKp8bnieUtPnPVs72FBM0ZmxMQRM3SBm6c2KlV5LTSibwqSlo2sGpgZuGPLqWJlTU3WSlk4xbbK9J0sxZXJ0ooqUcHqmhqN49PzFi2P80Zdu5//8weml762Fb49A+Fzrn9X6d90QQuwDOoAyF9nEFaBw+d9KKf8I+COA22+/Xb42VcX1Q5wgxg8jjk9W+P3HPcYWmjT8GNtQWYuMraMJSd0LMQ2B79/kM8sqYr7uk04YOF7cqhr5eIESYnKCiJob0Ja0KJk+zUD1tT3+2gzbunJ8cEcHlq4RI3lwTw/fOzJJFEsOj1WIJfzzh3YtUY1W8nRbDcRAGMWYmo6uC+JIVVIuR9UJ6cparSrLzfN8YyCKJPplo7PpRziBshaoujG2rjKoBqpnJZYSN4iYqjr89PQsJ6dr5FqBTN2PyCYMRksxTT/GCz2+8tR5NrenuXXoimHzLtYR+aRJ6dp/9qZQ8+KlINgQUEhZ1N0QUxOcmKzR12bjBBH3beu8ogr8k1MzPHZiGsePqLshv/zeDUvMmndqfzBAztapejemglD3JbqQBBGcmKwwVXHIJk0GCynSCYPuXILxUpOFps//8ehrBJHkzEwdUxdMVcfJJQz29rchhOD+nReTFa+OVfjv3rfpLZ9fX1uSoWKKUtO/QhPiZocu4MxUjemUS6muhDAlIKVyRDg6Xl0xEA6jmEePThHFkqmquyr38Z2Aj+3t5sTUjferdYIYTYAtDI5O1OjM2sw3fLpjmz19eY6OV2j4EefmmpyerrO7L897tnbQ8EL++Ilhjk5UGJlvUkxblJoB//SjGbJJk7ITcGi0TD5l8oEdXVc9h82dabrHE/hhxM7eqwdLu3tzDM/WSZg6mzvTq3krLkGp4fMnT56j7K53g921cXkQLIC0reH4EZapsbM7yz+6fzt/8tQ5Dl0oKZ0XVyX+DE3woV3d1PwJgjDm1sE2bENDypivPjvChfk6DS/ADSMsXcMNY37z/u0gFA1+Y3uaihPww1b1sO6F/OLtg0vn8oPj01ScgDMzdTZ3pK9aKJBS8siRSdWyVm7ya/dtwQ9jnj47v3Rl793WQc0PGS85PHZ8atUtWN/OMISal+2WfpCQkrlGQMOPaLg+zUC1OQ4Ukty3rYOR+SbtKYvzCw2SpkEUBziBZKiQ5Mmzc5d+eXD9YnHrFghLKf/V1T4XQvyelPIfrvD7IvD7wC8CB4H+1kc5VGB8VbSlLPIpG1tXdNiJskvTi2j6EUEsiWKBlGpw1NwQQ9eXlJF/VhCjrn/5cHWCGD+KafiKPtmesZiqujTDGDeMKTcDXh0tcWisRFvSwtQFd24qkk+a/JefDlN1QjozNsvbbU5OrV1Prh9D4EUXjydAyEszUpGEyapPwlgkW9088CWYlxWiOjMWNTcgilUWbVEFO0aJ3gQxyFjiRxESn8FiisH2JH2zSdK2QRDG1L2Qc3NNvDBirORwcqr2biB8k2EtVUid5dLpQlXEKk5ALKEza+OGMUHd57lzC3xoV9cl1hGFlEXSVEIyhbRJVzbBr7z3nR8UbO7McGiscu0/XCUsWth7oWS66jFX9xGdcO/2Tu7e3M4f/uQML54v4baUYmMpqbU8hQ1NYBqCYtpC1wT5pMlCw6eYXh06pqlr/MLBgVX5rhuNSMJkzWemVdE2dEHS1EnbOgc3FF6X0bAW9/GdgNsGi8DZG35cKRVDquGH5JMWI/MNwhiqbkDTj4hiiR/G6JrgpZESH97TTcpS/aMzNZepikvDC8knDQppE9vQKKSsJbX+wnVoAqRtg1+6a+i6zrcza/P3bsA8mbR0ckmDuhtQv0GJu9XAIk263iq8REHMmZk6X39xlEhK1brWSr6qYkDE3793M5/Y38d3D09S9wImyk2eOjPHTM1jvuHR9CL1XNMWuaTJ8ckqr46VcfyIXb05Prizk7SttxSiL33exbRFxQloS5nXXIuFEBTSFrM1b+m90TWBZWj4YUwxbbFvoG1Jf+Cuf/MYDf/tpea9FtAATQOBIJQSEUYEkVq/END0QrxIKUp3Zm32DbSxqSPDZMWl4gboQqAJwe0bixiaxo6eLO2XqXcn7LdHj/C18N7LfyGEMIA/Bf6plHJKCPEC8BvAvwMeQClRXxW5hKGas5s+LWZLq/dSIKOYsOXRGAMVN0IjIpMwrlsZ7Z0AiQoalyOWkrmaS9JSKnvdeZufnlEUTg24fUORfMri3HyDtqRFEEn+7LkRvvbCKHEkuXtTgVuH8pc0tD81fFkGZw2uY5EidLVOdCVicPM93cv7r8I4JpcyaUuYzFSbtPZzRBKiy9REkobGP39oJzt78/S3pQijmMdPzjA8VyeWMboGXS0a0bv42UQYS2brProAUxfcs6nI08PzNDyPR49O8OTpWQ5sKPCvH74FTRNMlh0GCknu3jTAe7Z2oGuC09M1vn98mq6szadu639H0uxrzo2lsxkCLEPQCBa9KtWm/4XheUYXGpyZqTPf8IhicP2I/rYEXijJpyx+/rY+Htjds2SD9Nk7BpmpenTlbP765TEmKy737+paUgB/aaTEM2fn2NqV4aO39N7Q61wvLOoq+KHED0OCKEQCd25cOSEohFi6j71t71xRuDeKqYq7LseVqD1H2jLI2Aalhq/S2BIWai7ppEl72mKh6fPNV8b43tFJ+vIJfutju0haOqahsX8gz+fuHOL2jUVsQ2dTR3opsNWE4L/8dJhS00fXBANtKR6+rf+mXyuFgI/s6eE7r05ScYJL7CJvZsjL/y+VPdKTZ2bRhKDqKB2KtG2zpy/HR/b00JVL8Oy5BV44v0AsJT25BGEsySdNglBZ8MRSUm765BImJ6eqlJs+xyeqDLes4r5w1wYWGj79y7yn3SCi6gacmKjQ15bkldEyB65RKPj0wQFmqh49eTU36Jrgi3dtoOYFzNY8/uDxM2zqSHNLXw7v7fJQ1hgxqhdcE4qt6YVg6DGGpuP7EbGArG1gGXrrvkX8b985ThTHtCVNhFDP1zI0OjM2L42U6LgskemE199idjMHwivhM8AdwO+2AqrfBp4QQjwJXAD+47W+4Nxcg/Oz9cuUy1rSu5rahAhdEMeSsFVBdPywpVq36tdz0+Ly4SolOEFEPmVz5+YChy9crJBoGrx3WzuFlMVHb+lhvOTQmbX5998/iRfESxnKk1N17t58UZZ+bL55g67m9cNcQ8Cm9jQVN6DphniRVL0/NyHm6wEJU2O81LymeFsuaWEZOkfGKszWXXb15JiquIyVHEBg6hqbu7J8aOfqqiS+i7eO6Aa+f7GEtqTBlq4snTkbU9eIJZSbATU34sXzCxwZq/Cj12Y4NlFl32AeL4pJtoSZjk5U8MOYsZLDZMXhwoKDEHDXpvabwl9zNTBSusGWakJVd0IZokRRJV4Qc2KqyrHJKqYulhJ7USyZb/gkW33Cd2/uuMQL+NR0rdUTGzPSmm+PjleXAuHDY2WCSHJissYHdnSRMHXCKOa5cwsI4PaNRV4cWUBKuGtT8R2R6Fh8KxdHWRCqPr+xksuOnisrvqWGz0sjJQaKydftGf1ZxOOvTa7bsYVQ6s0TFUcpVwO5hI5t6oiWRYuhCepRTBBJpjWPLz89TDZhMdCm/GXffxn9uaulBv3DE9McHiszV/cZLKSQEh45MklH1r5kDLx8oUTFCbh7U/vSfLhekMC//JujPDu8QMMPbzJ+2xtHGEO5ERDGqn0hY2lkbJO7N7ezqzfL46/NcHSsrNbKVsBr6YKNXWkuWDpuGOH6EXMN5UGbT5pkEgbjJYfujM03Xx5nV1+Wuza1X6J+P15WSvsVN8Rq+By+jkA4YeoMtV+qGzA8V6fcDDgzW8MPY05O1ZiteWzuTPHyhRvHLrrZsbjVSRiq1zuMIgKprKSFgELa5MhEhTCSNL0A2zLY2pWhkLYIYkkuYTJT84hitYYtR3f++vUr3laBsJTyz4E/v+zXzwC/e73fsbEjzcaODIY+SxBJdAGFpE3NaaJrGmlbJ5s0ieOYkQUXCW+bzNpaQgJ+y3tRExqJZRN/wtCYKLsc3FBkW3eWXNIklzB4cE835+YaFNIWGzvSbGhPMVN16WrZdGztzPDEmYV1uiKFUCqbons2dzAy3+D0TJ3Av0grSuoqKbAeTCOdS+20nCBSC4NcOSmzyFqwdMGO3ixCwDdeGkVKKDd9tnZl0YWiT6eTJl+6e2hFn8R3sb6Yrbs3bGLWBPQXUnxiXy/bu7O8NKJUGOfrEX4YM1tz+YvnL3C+1FTaAbbOvVs7qXshGdtgT1+e8ZJDVy7BRNnl+XNqPGds4x1hRxPH8oY7BgSxYiPpQrTURmGh7qNpqtqQtQ0KKZOmryqZCUv5id+7rZPNnRkaXkip6WNoYqkPzvVjBosppioOe5YJZu0byPP0mXm2dGWWlHQPj1eWnuNicgPUhu/ghrd/G0V8WYuMJmBLR5rBYhI3iJitefTmE0sBzw9fm2F0ocnRiQr9bckVFdR/FvHIsbVldF0NAqXGG0QSN1YJbS9SStJuELKlK8VUVaiEfqwqRxnLpNJUlNf7lvnEztRcdCFozygq5XTVpdQIloQ0Yyk5PVNneK5BytK5raXG/pOW/3YcS+7ftb4J5XLT50cnZ6k0lT3e2z4SBvxlCeFmENOTszk1XcM2dI5PVjk8XsEPI6aqHoamHDXOzjZaKvomdlKn6oaAYP9gG4WURbkZMFZqMl11qLrBFetUf1uSvrYE46UEnVmbW/rzjJcdcgnjdce9F0ZLFWFT1wiieMmbPWnpGJpgU2ea4+MVZqrv0qJXQhhLbEPD8aWqFgO5hEnTj6k4IV4QqXqlUD35O3vynJ9rsKc/x09PzVJ1AjZ1XJqM8MO3QY/wdWBNhnIuYfLZOwb5/vFp6m5AR8ZiZ2+OtG3gBmriE0IQhBHTNb/l1Sr5We5vV1YFAiEEFSek6gR0ZGx0TVXOYwmlpvL9evrsHM8NL2CbGg/s6ma+HhBLyR0bC7w0UuaVC2Ue2qsoeAc2FvjyMxfW3e9uquLyhbtyDM/VudzNy4/XjzRt6IJoWcSbtg0+c6Cfrz53AT++9K4JlHeoqQt29+X4Hz64jafPzPPUmTlF/Rbwge2dzNWVv2DG1tm1goLsu1h/JAydtdQpbrXhKEq9VBvKH52c4UcnZ3nf1g42dab51985TrkZ4IWSR49Pk7YNNnWk2dOf45nheQ6NlfnlezayvTu7pKx5avpiRjZj38xLy/VjPbxygZZNmqKASgDRCuBi1SLRX0yTS5iMzCvP0x09WT5/5xASyVefG6HhRWztzGBogjCWZJMGD+27kvp8cEORgxuKl/wuu+zZtaftpUA4m3j7P9PFZKFA3eN80qSQthgpOVxYaPLs2XlKzYCtXRd97xffZWXv8W5FeBFpE+prJ3B/dQhafcAXx4hA2YbV/Yhzsw4DxRQfu6WXPX15sgmDb74yzmRFBUCvjJa5Y1ORqYrLdw5PognBLxzsZ6CQoq8tyYENBUxd8Mvv2ch01ePbr04AF8dAytLRNUEUy0s8idcTjh8BEqFpiFigIdd9b7VaMDTBqZk6YSyXAtf2tE1fW4JDo2Xm6h5hFOOFMdM1j+1Ji4MbCwRnJAlTo+aGbO7M8Kv3bubUdI3vHlZshsvXqYSp88W7N/LFlrXkU2fm+PoLoyRMnb97z4YVn/U3XhpjpuoxWEzx6YMDaEIsvRv7BvK8Z4tKujx6ZIqGt14D5ubC5UUerdXzu+hJrAnIp0z2Dxb49qFxgkigC0FPW5L3b+/izk3tgBIruzDfJGUZHL+sIlxMvTN6hP+vtfriuhdSTJtIKdE0jZ/b308hbfH0mTmOjFeYrrp4YUxvLkHDC9naleb5c6VLTN1vNnSnNaYbazftGZqgN2eTTpjcNphHCI1vH54giFlSK7Z0bclawwtiJsoOU1WHsQWHUtOj0Hox5+sqU7OxPYsmYK2ZoNfq79aE4NSUorJYpk5zGQVgvejwOuAtO7gAtnVlGJ5vEAO2Dn6kfr94tlEck0mYRFKSTxo0fSWm4wQRxZTJmdm6slnSNQxNJ2O/ucrGxv/5u2/x6t7F1dCWsijDmgTDpqY2/+XGsgVZSmZrHjUnZLbqEqMEKpp+hB/FS4HzdNXhL18cx9CgM5tYUnEcLzt8YEcn27uzJA/qaJq4pO/qevDqaJnnzy2wvSfL+7ffXJ7ED+/t5ltHpm/Y8XQBliZoBjFtSQMvkqQtrZXQEhiaYHimhh8q6yrT0NA1wb/41hE6swk0oSxAnjg1y0f3dPOhXV3s7r3+pNe27iyfuV0lhPvbkmzryRLH8qq2QWdmavz45Cz9bUk+sqdn3RIIV4OhQSFpstAMlpJANTfAC9Va9etfeZ5NXTn29ueX1iiAB3Z1sbUrTWcmcYn/7M8Smn7I3x6awI9iPt5KZP/0n32Q237n8RtyfF271IO0M2NT90LcICZlafS1Jdndm+WpswvEcUzNC5muurxyocRjx6dImjo1LyJl6XhhzJOnZzk/16A7l2Cu7nFkvMJrU1V+9xf2ct+2TgYKKYppi2zCJJsw+cztSiBuse2gPWPz+TuHqLkBmzpWRwl6puryvSOTpGyDn9vf94beNdvQuH9nJ2Ml5e0+V/MIw7ePYNZKWExwGJpQLYpBRMLU2dGTZWtXhpSlU/dCfuW9G/na86OcmKiQsg2khE8d6Kcnl2C64jBb8/nz5y+QTRhs7sy8oXVqvqH2s24Q0fDCKwJhKSWHLpSZqrgsNDw+fXAAXRP80l1DrSplmlPTNZ44NUvdC+nKJSg5jbW5YTchLg94QSXQNF2n1lI311GWaF25JOVmgOOHCCGYb/i8MlKiN58giNV7sKcvxzdfGedrz4/yxXs2sLc/T8UJCWNFj1+O9sz16zmsWyAshPg2V8YnFeBF4A+llF9eq2Pf0pfnrk3t/O2hcbqzim7x6+/fwpbONN8/Ns2FhSbtaZMnz84RRpKMbdCVtZm4iWkNTrS6Gw+jNQtpGkgEaVvHtHQe2N3N/bt7mam5tKctZus+lqHRnrE4NlHh3m0daELQmbU5MNTGD45Pk0+ZZGyT3b1ZhBAcaNHrhufra55c0Gj57MKKx9KA9oxBZ85m/0AbZ1u9HesN2xQYuqDmxi1rAZ20bTBRdjE0gW0ZCCEoNYOLBvSaRCDozCQ4NlHlQzs7GS83kRIe2tvLYCHJoQtlxssO/9OHt71jejjfibh7S5Enz65u24CGWkwWKylxDKYh2NaVIWnp1BIR5+ca9OYTLDQCdvepvvLFKshc3ccNQgyhkbYNTk3XODen+k5fHimztSv7pj1WXzi/QN0LeXmkxD2b228qYZq/c3BwTQNhvVX9jeWimqYKgm1D2Z4NFVOkbINswuD2oQKPHpui6UXERAgpSRgqAWkbGqMLTbqyNkEriTba6m9eLlIIcHJK9Q4fGCqs2N+4vM/4epIaL4+Uqbkhr03VuHNTcYlmutrozWpM1t5cwjdjG7SlLSpuSBTJpapw0Iqw3FBteDsy1iVUV0PX3nZ+yauNszMNJlviWMcnldvDqxN1EjqstVuPBhhCYJsCL4zJJ0162xKcmVaJXYkqaPTkk2QTBkEUY+saGztSTJbVOQ/PNenNJ7AMjbakpeisNY/2jMV42UHXBPN1j0OjFe7b3snWLmUH1/RDXrlQpiNjs6Pn0negM2tf4j/7VnF0okKpGVBqBozMN6843tWQNA0+sb+fKI759qsTvDRSoulHN6MG6FWhAygbdYQAWxcYuoYmBLahkUuadGYsDo1WSFkGTT/EMtTnO3vzlJs+H9zZxfu2dmLqgrs2d/Do0UkKaYuXL5TZ3LL5u9516t6tHehC0JWzl1r6LkcsY5wguqSg05Gx6WjNgS+NlKi5Id15G5CU6y7Tjbd3kmIlXB702hqkEwY1J1wSflVrnSAM4yXKr2FcZCG9f3sHszWPM7MN/CBkOnDpzNps7lCJqWLa5MURZQ70xMlZDgwV+Mgt3ZyernNgQxtPn50jaJ3EYPHt0SM8DHRysef3s8A0sB34Y+BLa3XgmhsuDaDhuQZ3tMrs2YR5iTXEvsECPz45Qz5pMjLfvKkD4XCVy6pSKoVtP1QDvO6GdGUTZGyl1GjqSXb05ogmqqRalipbOjO0pSw+voyC98n9fTxzdp4N7Ske3NNzyYas5qxdwClQ1OI4lmiaIGEoj7rlwbAhIGkZ7OxtozOrhILes7XIv/jmsXWlFKUsjQNDbSw0fBbqATUvYEtXhk8fHODff/8Uhq7Rk0+gISi1KntCgGEYWIZa0LMJg1IzIJ9USnoxkLRN/u8vHlzHK3sX1wt/DbL5MeCEEi+MWpl2KKYsNnVmSFkGpq6RsQ0qjs/+wTwb29N0Zm3u29bJf3jsFBVnAV0zQHWLkDR1evMJpqruG9q0rYSdPTleOL/A5s70TRUEA6+7AVpNGC0qnZQXFe6bAZi6ZKzssK8/z86eLJ+/a4hC2uLPnrvAVNVFF7CjO8OHdnXz1Nl5kpbOw7f188zwPGdn6vTmk0tBbRxLpioO83WPH5yYQQhBzQ04uKFINmG8pWrnjp4sExWHnlyCfHLtemiL6QSTtTcnshjHkr62JAt1n6qnvLPTtrLViWKJ2ao4fPrgAOnL2DLKtk7Sdh3WOu9EDBaTpG2dIJJLwcSevhxLXMY1hNLokOixpCtnYxka+wbyjMw3afgRUkpmai7n55t0ZRN0ZGwyCZP9/Xk2Fn2OT1YJopi0bfCp2wbYUEzx+MkZLiw06col2DfQxjdeGqMtZbLrMk/gJ07N8vy5eaSE3/jgNrSWkN1yW7nVwtbOLMcnqiRMnb43qE4uBNy/q5sfn5xhouJi6tpNGwPr4so+/UVEgCmU16Vl6LRnbDrSJqWmz9auDHdsLPLE6TlOTNYYnqvTlbVJGEoJXBPwc7f2c+emi60eH72lh5obMlNz2dH9xteoQvrS/exKiGKWqNArYUdPVrFMg5itXRlKDZ/pxtpZh64HVmJ2hlLZIEWoZy4EWLpGEMfEsWJ5GJp6bhU3IohhuurRmbWZqnrMBxFOEGMaOhU3YEdPloYfUkxbeGHM/iHlY7+zJ7ck/mi1erQF6vuvF+sZCN8mpbxv2c/fFkI8IaW8TwhxbC0PrOuitfFQva+vVxm7dbCNW/pyGLrG8Gy9NaGu3/SicaWaM7RewlhiaaxKL/Pi3Wj4EXEsMQ2BoWnM1j2eOj2Hrml88e4N3DbQRt1Vojm/8p6NK2bZ7t7czu0bCiuqjfbkkmtGjdaEojznkzoxqr8WwRIdYxEdGRPHV9S4Xb05/t2jry3dY0tTPUHzzbXs2LwUeVvjdz61jzOzDUYXGnz/+AxBJKk6AfsH2/ji3Rs4M1Pj1bEKsw1vqTeqLWnQmUkgBWQSBhs70kxXLiZubONnk9L3dkW5sfqWPYvzx+L7HcTKlme66vGJ/e08dItKVH35qXNU3ZBdvTk+tLOTrz53AYGaD4tpi1NTVSQCN4z53J1DhFH8ltWE37etg7s335yqxK9cKK3p90eSpQqlIZTYXSgFMozRhUbaVBvv4xM1/ubQBJ+5fZCqE/DSiKqit6VtevJJ/vhLBxFCVVA+sKMLKSW6JpaSj989MsnfHBrHD2MytsG27ixnZxucmKyRsQ2+dM+GNx0M7x9sY09rrVxLvJVgveFHTJYdOrI2nzk4QMLS+c6rE4RxzGAhTdrWWGj4PHJ0mk8vS4jrQ4JLAAAgAElEQVTP1Fz+4nnlafqJfb0/k9XhtpTFr75vM5KLPudBJLENHTe8MetjJCEIYwbakpQbKjGha2ovlzR18kmTTx8cZLrqMl11mag69OSSfPaOQX7+wAATlSbfemWS6arLw7f1sbtXbaQ1TfCJvb2q8njZXvD8XIPHTswipUqCxBJsU+1/cqssmjbUnuIffGCrakURK+9JrwXHC5kou1fQRG8mCCEQUi4FwhlT4McX3RKKGYuhQpLbNxbJ2AYvnC8xW/cZK7kcGi2TsnSyCRNT0xBCcGKqypbODAeGCpcEwaB8z3/prtVZo17vWvYOtDFY9Ol+nYTpgaEC3Tmb3/nOCZ4/t8CFG+iWciMgUIncMLpo95c0NdwgxotUwj2fMrF1nc6MxfB8Ez9U4mcpS2es7BLGMUEkmCg7ysM5abK3L0cUSwaKqSUWysb2NL/9sV0AKz7PlKXT8JV9Vsa+/rViPQPhTiHEkJTyAoAQYghYlPJb01G8UPdJWTrdOZstnWlyide/YYs3W4hLMz7r4SuctgU178qj2oaGXEVBL4EyFa+5ASHghZJkUlBM2/S0JVlo+LgtBWNQmZ7Oq/DxX28C2t6TZUtHktOza2NPEsuYqqtM2jsy9hWLg6kLNE3dOynhK0+fY3pZ1d/QBJ+7Y5D/54lzN6xXOJTwlWdH2D/QppS6W0bjk2WHibLD/sE8L40oa5OOtKV6smOJF0o2dqRoz9ikLIPOjE1XNkHS0jA0jY0daaSU/OD4NNM1jw9s73zTNNZ3sbaQEhJrIMCStgTNQF6SjW94Ea+OlvnsHQP8xQujfOvQOBUn4OBQgZdGSvzNoTEyCZN6KylmaBpD7WmSloHjR3z1uRFyCZOP3tKzopDQodEyzw7PU3UCtnVn+Ngtva8bzNyMQTDA4dEKKR2aa8xmkyjvcCElaVMnmzFpBDG7ujNEUczpmRrDs3VeHllgruHjBjFBGJO2Q6YqLqahU3MDHnllHE0IPrKnmz99ZoRjk1UevrWfyYpD3QtBwob+FB/Z08PxiQqjJYdT0zX+3yfP8b6tHewffHNq3zfi+dXfAosokkpVVkpVOdB1wVzDx9Q15hs+VU9wdKLGZMUlaWqUmgEf3t2thHhaa91UxfuZDIThSuG4kfkGsVx7iqfBRb2EhUZA06/iR6qCn7KUgNnG9hSDxRQX5hs8enyKpKEzWnLQtTIDhSSfum2AhhfjtyTgZ2s+Wr/a033vyCRnZ+pommoT+fDu7qVAtC1lkUsotszIfBNNE8zVPLZ2ZnhwT8+qX+tbbVfqLaToydl4fqjcJW605P01oFxK5SX6F5quockIfZHppgkSpprLqm7I8FydKJZUnIC6F9KdS/Dg7m7yKZOZqsfv/eg0Z2bqaEKw0FR7U00INnWk+UDLIuuNzE1Pn5njzGydOzcVlyqNV8Nnbh/gwnzzqr3ipUZAfyHJ6dk6df/GFVbeCN5oTJMyBIah7BaRMZqmEUXxUisire8LY2i4Ea4W0fBD2tMWTT+g6QdMVz0yCYP2hMXmjjR9+SS6rhiRmzrS9LYlmKp4/OLtg5SdgI0d6SuepR/GPHJ0koYXsTh8YilJJ6+fvbOegfA/Bp4UQpxF3bdNwG8IIdLAV9bywM+fX0AIjaFimu09Oe7bfqmfXKnhc2q6xubODKYuODlVw77s5q9HINwS/73iuEEUXyIk8ZaPA6RMjZp7sVrrBTH9bQluHWxjc2eGtG1Q90Jqbkhn1mau4TFgXRpYxbHkyHgFvUU5uzzLOVBIIuW1J/6Eofq33ggiCRbgxIqWUXGUjP4idAGduQSGJsglTaqevyT0tQgvkszUvBUf9Fo9/zCSjJWadOds7t/ZzWMnpgmiCFBV+UOjJfwwouz4ZG2jpYgYEYQRdS/iw3uK7O69eK+Xb9pmah7HJlRm7YXzC+8GwjcpJBJ9DYKKRcGJ5SJsysw+4o+eOEe56VNuBpiGYHi2jhvGBFFMLOHOjUXGy01292bJJk2OjldoeiFlJ+DImBrjH7ul54ox/tSZOc7M1JiqeJi6xpmZOrf051f92tYSGdvAuYEtXVEokSYkbQNNiym5IbM1D8cLcaOY588tUEhb5JMW927tIJ+y+NAutYZ9/9gUzw3PA1B3A544M0ccS751aJzffGA7TsuG4qG9vWzrztKRsfjp6VnGyypL/9TZuTcdCN8IzDtvfhO5qJQOcHK6ykBB9V6nTJ3P3jHAX708ThjFXJhv8tSZOTqzCV4aKfHh3d2Mlxy8MOa2oZv33txoCAT1FRLzq410QqfqqnaOGLXxPT1TZ3NHmrGFBmEU4/gRhy6U6S8kaXrKeqzhhdimxmTZ4YlTs7xvWwd7+/M0/JC9A3meODXDqak6ExWHsZKzpJ9w62DbUjvEg3t6GCs5eGHEp27t4z/96Cz5lMnw7M0peNSZsXCDGIRANwQivPnahP344v5JX8bSE6he24ShMV52GSs73L6hiKkJLF1w3/YuNnakOTBUYE9rDYlj5f9cavqUmz4JU+fIeIWenM2x8Qp9bQm2d18ZzCpv8AUiCUPFJFUnZEdPloSp81zLOu6Zs/PXFQjnEuY117SeXIKKE5C1DUyNG27Jdz14I++JBvTkbHJJm5MzNZUolBJD11SSUQOnJTorAT+OkeFiMS9EQ1B1I2KpAue0bfCxvb2YukY2YfCB7V1oLVea8ZJL2QlWjCHm6h4/OTnDyak6SUtnriVjH0l45fz1M7nWLRCWUn5PCLEN2IkaF69JKd3Wx/9xLY+9qSPN6EKTfYN5PnfH0BU9aV974QJNL+LQaBnb0Jipebx8oUTGNlq+ZCtTlFcT+goCT16w8qu62oOqLaHjxxJ32cGdMCaM4YFd3RTSFhfmm5yYrFJzA8bLDskVqjyHxys8/prysTR0ccWkcm6uQcW9eobf1FS1ebTsXvXvVsKi9+/iVSzvo9YFJHSBH8VsKKb4uVv7OD5eY6LiLvXoRRIef20W7TLFSlAG4M4aKH2FkcQPJSnLQNMEA4UUp2fq6JogjGOafsQroxUaXkjVCfFDRTEKpQpyllP6LkdbyqSQMik1V0/p8l2sPqSE42OVNfnu4LIxoGlKgGZ4pkos1eK1vSfLwwf6eOTINI4f8eCeHrqySqV1rOySagbomsZo2cHxI8ZLDkfGygwVUwy1p1o2XmpO3dSRZrbmEYSy1fv2xtSkbwacmKze0M1khFJINXXlg1mrOCRNg/kwJpLQ8EISps62bptP3trH7t4cVSfk1FSVw2MVjo1X0DRBLmFSTFvM1Txu6cuxtSvD/3j/9kuO1ZVL8AsHBzENnbOt4GI5Kk5A2tJvmmq98xaqKZpY5gIglXtEVzbBYCHFR/f08tzwAmMLTSTgBRFCQHc2QRTLNan+vd1RaXo3ZFxkbZ26Fy09u1CChaThhcQIhFRCfndv6QAp6c4pxfvOrM1s3SNt6fzo5DQdWZsHdisRtMeOT/O1Fy5QcQJMTaO/kMTUNYppi3zqIuW5mLb4Jx/ZsfTzR2/p4dxcg82dV66fYRTT8KM17ZG/Fr7yzHmmqg4VJ2QFDbx1x7Lhhy4UbTaI1H5aojyge/IZJisuGcvg+GQVN4zpySW4Z0s7H959cRy6QUTK1tjWnaHuhWzvznBquk5fW4KxBYdYSh49OsWG9vQVrWHfOjTOj0/OEkYxpqGxrz/Pa1M1/u49G+gvJBkvOau6R3r02BRpy2hRdk2ccP0FWV8PulDMhDC6uv2WRGOh6SGleoZmK2bJpwzmar6yAGyxzy4KuoqWJ7OBM1snkhoaSi3yr14e519+cjc7lsUJr46V+eGJaaJYEkQxu3pzlzDK/vrlMRYaPsNzdfb2ty3t3QGyV2H6Xo71tk86CGxsncc+IQRSyv+65gfdUGBXbxbb0K+goiz64ILqb138PGnpJEyN6huPx94wNAF9eZvJyqXiXIK1r0TbOvzjB3fwtRdGma16lwTiltHy+ULRofMpi95Isqk9taLy6PJbq63Q81J1AvxrcI7bM299URFAXyFBZeLi5BPEcG6+SS5pYuoaXbkE23synJysXjL4I1RQWllWku7L28RS4lTXoI9TQBBFvDxSJohi9vTlmK/7isYt4NahNjoO2wSRonwnTA0pY2xTX1K6fD3Yhs6X7tmIF0avK/bxrjXS+kNZXAm8VW6ezyZMolhSdgKkVGNS5QAl5RZjImPrPLS3l2++MsFE2eG2wQJ3bixyYeFiX9PinNiRsblzY5EnTs+iCcGJyapSiU+afOHuIWxD52O39PD+7Z1oAnRNu+mEsK4Ha6WAfDkWdQ1AUdDn6h65hE6lNSElTH3J+7Yrl6Dc9PnekUmGZxs8f26ekfkmUSyXkhH5lMmvv38ThqbTnrk6TeyT+3pp+speZhGLa2F7xuLzdw7dFB66KUunEby58rxpaLQn9NamSgVSF4IGFcfnL18e5bahAnN1n4Sp8fF9ffS2Jfn+sWmePTfP5+4YvGHvwdsFKct8Xd2S1YKhwWxd2V0ZQm1uvUD1uPcXEjhBhONH2IbG7RsKjFccjkxUKDcD9vTn2B6nOTRa4YcnZkhZxlLlTtNUu5smBPsG8/yD92/FNMSKe8Ll+Du39tH0oytsdKJYqj1TzePghgL3rZMFnK4pBWWkSt4bulhXXZvXg6Urpk0YSQQRbqQ0WVKWyW99bAf/+cfDNLyQUsNvsZbiS6j5szWPr784ShRLPr63h742tQf94A4lnvbPvvEqMzWPidcpoGhCqP20WHQWEUu92Z8+MIATXPmM3woWvYVNXWOgkGKhWVk3a85rIZIQr3Byy/V8lLOBsi1S9n1K+bnph0xXPIJIKhtAS61ZTT/C0AQP39rPgQ0FDo+ViVsMNSeMSVl6S8X/0rHnBqogWXNDLiw02d2X57N3DC4pcis1cZ17trTzhbs28AePn16KKd6IoN162if9f8AW4BAXVbclsOaBMLz+TRpdaLKzN8tCw+fBPd20Z2z+6uUxNhRTvDhy0c5Eb2U71mIREMBc49Ig1NRgQzHJQjOk7gX4y/YCulg9v1shBH2FJJ+/c5Df+9FZKo7f6rG1qDoBv/voa/y992xke0+Of/ShrRybqHLPlvYV7+fe/nxLzEJj+wqKfTUvJLwGp7vshOQTb20DpgnlXaxpFwWDBKqSXnNDDo2W2DmcRcbQkbOZr3kg1Dvykd09HJ2oUpu4GCAv1Dyy6dVVD9XFRRsVL4ypOD7nWoJZQQwHhopkExYHuzP8kwe3c2S8StpWdinPDS9gGzof3tN17eNoYk0UL9/F6kETgpShvekN/0rQURWLLS3F11LTZ6bu4QURYbQYfINl6vy3o5NUXdVjttD0GS877O3P8/JIiZSl8/CtfXzz0ASg2hseavmKHp9QVeyKE1BxArqyOuVmwA9fmyGbMHhgmSXNaiOOJY+fnGG+4fPBHV2ramtyo/RXtZZQVhBBPmHQ25agmLaZrDiEsRJ5TBgGv/q+DYyVXY5NVDk5VaPuhVQc5Ye7ozvDgQ0FOjIJXpuq8sL58lLPYxjFPHZimlJLKyFjm3x4dzcJU3kGL278XhpZ4PR0XbWFAPN1n4YXvmnF5HLT54cnZkjbBg/s6npL1eVswmT2TVqPRFFMwxPEsRLOsQyNhhcBIU+dnuPv37uFoXtTZG2DWwby/NFPhhkrNdncqSpU1xsIj8w3eHZ4ng3tae7e3P6mzvXtAE27esVoNRDGENKyutIE/W1pQhkzVXExNI07NxY4PF7FNjX+9tUJ8kkTP5Tkkia9+SS7ejI8d66EqWssLGt9undbJylLZ74RcMeGAmXH59nheQYLqaXxdP+uboqtdf7IWIVjExX2D7axawVP7uMTiv1WTFurOvcsNHx+9NoMuYTB/bu6r9lD/Kvv3cgzZ+eIpeqF39SR5uRUjWZwc3FxpQRdaFR9H01T61MQq33v//q3xxkopDCTFuWGT1vKpC1l0pG2kVLN88+fW+DlkTJNP0Qg6S+kmK4qq7+tXRmG2tOkbIPt3ZkVhUIfvrWfTR1pIilJWzo/OTVLMWUhpXIZWc0gGOCT+3v57uFJhFDzq96KKm/WYHil08paGm6okohSKq2RW/pyjJddNnakmSg5aELQDDyEaFX5JRTS5tKc++JICRCMlZtEUrKtI0PZ8SmkbfrbkhwaLVNu+nzrkBIx7MxYmJqGG0ScmKoSRjH7+/PMt9awfEopin9gexcJUxUr/ShSyQ39+vvt13NHfDuwW0p5U70K79nSQRTDe7d2sLkzw3zdo9IM8KKYxfsqUBY3+ZRJ1QkJIrnEh18VSLB1XfVztaABQx1pzIpHWJJEcUgsIWtrSBTF11sFqq6U0JtLcm6u2XqpDNKWzpauDDUnZHi2wV+9PM5vP5Rjd1+e3X2v3xshhGDPVT5/5uzcNbOVcSSpu2/OtmrRkF2iMlmGJsgklAJr2QkIwhhdEzT8iJPTVfYPtVH3I5yW0MSu3hybOtLs7MnwryYuyt27MdirGKQsVoKEkAQRaFKiCTi/0MT1YyQSP5Js7kwjhOCB3T080KIIffnpc7w8UiGfMulIr73Ny7tYezS8EGeVm1IjVJ/86Zk6nVmbmZpHw4uWNrK6bIl0GTodmQRBpHrmdvfm2NOb49hklTCWLDR8vvnKOFNVj7Rt8Oy5eT51m6Lj55MmfjRLTy5BZ8ZmZL7BY8dnKDs+mhBs6cxcwlqougHDsw02tqdeN8jyw5jXpqo0vJB80mJXy4v8coyXHQ636OTPn1u4puXFG8H3T6ydh/ByxDE4cYwGlB2fYtokmzQYam9nru4zXnLIJ02SlsGWzgzPDi9gGYKmF5G1DaakS08+wcf39fHieeVdWXPrDBVT7B9sW1KIHi818SPJpo40A4Uktw0Vls7h9HSNb7w4RkfWRgDduQRCqF4s9SxqJEyN3X15Mte5WXxppLTEKNjSmWbbm7AxWcTw/JunZAUxBH7USjhKTF1gahDFqsf0xFSVf/gh5a/+2PEpZmsu1ZYrwrZu9d5OlByeOz/Prp4cO1cIiObrHn/+/AUEgomyyy3913+f3m74Tz88dUOPlzQ1yo7PdNVFE/DiyAIP7e2hkDKJperVbM+YGJqgv5Dkc3cO8dzwPINFFSRNVBy++fIonzowiKlr3L25Y+m7//TZEWZbGhpp28DSNV44v8BHWpT4x0/OEMWShebMFYHwmZka3zsySS5hMN/w6csneG54niiWRFKyuzf3ptkEL5xfYLQ1drZ2ZZasq14Po2WXXT05Sg2flGVQdQLSto4fxqxBJ9ebgiaUy4UTRui6II7VeFTioJLhuQZOEFNMGaQT6hoGCym+/eoExbTFq6MVpiou4+UmtqHz7PA8tw7GvDRSoiNjc3a2wX3bOpiqety7rWPFc8inzKWq/bdfncDQNE7N1Lm14pIwNEZLDtu6lBaOF0a8NlmjO5egJ//m9ljZhMnDt/Xz345N8fTZedK2Qc0NKCZ1/FBSXy2l2zcBgUrAetfYiweR2i/70UV2ahApBpIfRmzpSvPSSKB0SEKJrinRKiEECcvAC2Nmai6nZ2oYusAydOp+RC5pkbENxsoOVTfkr18aI5KyJQ7bRtULSVo6tWrIRMXlB69Nk7ENml5E0w/pySd5barGlq5Mi3GmTvCNzLvrOUMfBXqAyXU8hyswWEzxS3cNLf2cTZjkkyZzdZ22lIUmQoIoxtR1So0QS9eoryLfX0NRuOLL8gN+DLNVn+6MxcRCA12DpKHTX0gSRDGzNQ+/5Q/6VlBIm3zv6CRNP6LmhjS8kGLK5APbO/npmTkcP77EM9QNIqwVbAeuBypTd/Uz9mO1gXkzSNo6XhiTMDTm66qyvbGYalVFVf9dzja4pe//Z+89o+S6zjPd56TKsXOOaAQiAw0wgSIpybICJVGJCraskWTZGoflHx4v2zN3lud67prx8lw56Xq8PHccr2wrWYnKVqLECIIIBEgQuXOsrhxP2vfHqS52Aw2g0d1AN4DzrMVFoFBhV51zvrP3t7/vfSOMJcsgJA5tqmcmW+bZ83OcGk/zvv0d/NcnX7lilCu1N7gcWXrdQ3Th91QVmfaYl7MzeTyqwvv3dyxZmvj0uQTpkr7mpTwu64dHlbkZOuo2kCmbi8r857EAFcFsvox3TibiU/F7nNK116ZzjpqjLHFuukAu7OXCbJ4drZGaRy1AW8zPhw86sXMyU+IrR8eZzVWomBabmsI0XjYZ/NqxcebyOmGfyi8/1LfkmH9yZoZnzic4M51jd0eMktHC/u74Fc+rC3oIehUKFYv2+Nr2IWuKTPkm+DpfzvzlbwFFQ/DaVJ7pvM6btzbx2M5W/uG5YdIlg385PMqmxhDFislU1knEXpotIEmC75yyee++Ttpivmo5HrXJW1PY8WCN+DVMW6DK0qKJ3XS2zLdenmQ6V6Fs2rx9ZyvNES8/PD3DV4+NU6yYnJspEPIqPLylqXasr0dHPMDJ8QweVV71btlalOJaAoRlo5mAJBPyqfQ3BWkMeWs7bqOpEuPpMqoi8dYdLXhVhXzF5C9+dI5LiQL1IQ+//7ZtiwQHTcvmi0fGmMyUKVRMHt7cuKR2xp1CT32IF4ZujpbB5Qgcr9HMAvvDimXz/Vemifg8KIqMV5O5lCiiWzajyRKyBF11AQ721PHPh0c4NpLi1ESWzroAe7vqFu2udsT9zOYqdMb9GLZAN23aF+gZtMf8jCSLi+IdOIvgJ09MMpYqEfSq7G8OcXw0zctjGbJlg6BX5cFNDXzqob4VKUJ3xP2cnsziVRUalnHttER8VTeUEH6PwrnpHJmSWdt5lKulwOu1KA5oMj7NWRhpqpMMjYU05go6JcPxf7VtQSJXJlWQiAY8jqp73qnSE0LgVSWifo3ehiCmJdjWFsWjOhUeE5kSlhBE/B7esLkJYxkqsu1xP+dn8oS8KhGfyj+9MEJJtzgzleWDB7r44ekZzkzlUGWJjx/qXXFiy6cpvHtPO6fGM3zr5QkUScWvqYC1Nr6nKyTkVehvDPLKRPaac23HRbRanSE598VMyeDkeLbmwtNV56dkWNjCmWM0hDxsaYmQLuq8NpXDtqGvMchkpkyyUEFC0FkXIOhVsWzB6ckslm1TqFjO2iug0dcQYjpXJlnQSRacSsmgV6W/IYgqOxU+DWEnkV6oCgMJAZXK8tdl6zlzbgBelSTpMFDb8hNCvGv9hnQlHtXxjJvKlDkzlSVdzGILQcirVHeBBUGvcoU/7XKQcAKDKstYwjGUFsLpR64LqGQrr0+HBU4540iySKby+pTpUqLo5NLE2vQOV0ybH5+Z5f7e128Uhu146H3miT0UKybt1ZvBkaEkPzuXoDni44nBjhsuedveFqWnPsjZmasrMK504qPg/I7zvR8qTh/PaMoRQ1FlGVmGtpiPj9zbzQ9fm+blsQwjp4uMp0oUdQu/pnBsOMkrE4tv9lGfTFvMT7qUW9ZYNLnad7HEAdIUif6GAJNZnWLFwBISYZ/Ty/SZD+zm/EyesE+hv2lp9cKwT6Ml4sOnKQTchfAdgbJGSZblosrg1xQUWcaybexqH3HUp2ELgVnN+n7iUC9fOjLKl46MMpZyhLJ+4f6eJd9z3lOwMexlW2uER7Y0XmGbNP8c03ZKrZZKLll21e6pGt+u1koR9Kp87IEeyrq9SOxmLbiBCqs1xRSQKeo8dzGJZUPUr6JIMJwskixWmM1VEEIi5zFIFXUknOSiadt01wf55EO9yNLrbUDxoIdPPNiLYdu1HrmFyTPLdnZltrdF2Nwc5s3bmjg2mgac39+wBXa1JO56LS0L2dISpjXmw6PIq/IBBkfDYi2KJeaF4QIehS3NYba3xZjKlnnuwhz399fTFPaxtyuGKsvEqjYcli1qgou2vVh8EeYrjwQ99UHCPpUPHexatR3ORqY5tv490+mShW5W2NsV54kDnfzhk69WbZ3g84dH+NRD/Xz9+Di5soFtgyTZfPHFUU6OZ/nwwa7a+fjIliZ2d8QI+ZwJecW0F4lePb63veZvupD5c6Cv0VEz7qwL8PXjE7XrRAjhXFdCsNC1Yrlsb4vSEQ/gVZd37XhVGVmWa73BQa9CtWUYqiOQ18PypIolBEVdoFsG9QGNhpCHwe46zs/kKRsWjWEPhukkXyumjaiWLod8GpsaQ3zjxAQV02Z/d52jeSEEn3iwB5+m8OiWJr55chKfKlPSTf7xuSEyJYO33NPCPW1XV3/e1xWnvyGEzyOjLLBJNRbcn8CJGZdvUK2EPZ0x/u3VaRCC2ao12zoeEvwehXTJpKc+wHCiiH7ZQBbOwefHKQQkCxWmsmVsAUXDxLAsdnZEqiJZAkkCr6agmxbbWiO1uPjY7ja+fmyc05NZUkWDDx6s47FdHczmyvzuv77MRDUB+WjV+kqWJR7a1EDYq3JyPENd0MNgTx2Zks4LQ8naHKGkW4virXUD19t6zpz/yzp+9g3hUWW66gPkyiaSJBHyqrUJxHi6vKI6f4/ToY9Hk8mXHbGH5mpWY0trCE2SGU6WaorQPtXpqc1XXt/N0S2QsRerYa6SXNnpuZjOVyjqFpoi4VNl/B4Fw7Q5Mpzi+Ytz2AL+4dkhsmWD+/vqeduOFuI32De7vT1C2bRvShCwcJQ/5/tDBBZlQyBsgaJIGKaJIstcTBQZSxV59552XriYJF82KBlW7UI+PZVFlavlFjiB4J27Wjk6mr3qZ1+OLENQlUmXr5w8tsX8/NqjA/zZD8+hytDTEGRTY5jffssWQj6NPV1X7n4t5GP3d/P3zw6xvzu+rmqVLmvH5RPsm03Iq/Du3e1855UpQMGnyhR0i/a4j4HmEJ97foh/fWmUnR1RKoaFbtl4FYnxdImvHx/nN984QL5s8Jc/uYBlC37tkX466wK8bWcLhy8leeZ8glShwgcGOxcly969p40z0zk2NYauWmHxyJYm4kEPh4dK9oAAACAASURBVIoNNIQ97Om8+vXgVZUl+8FWS0G/+bvB80g4C29bOH3bmiIzm6twbCRFwbCwLEfVezJdhurNv2CY1AVVirrNno4Y//3bp8mVTd6wuZHdnTEO9NTV3t/vUfCz9G/UFvPzth0tPHN+DsO0SRUN9nQ4dkGqLBH2qnzxyAgCiUe3Xl+PYCER39rEptUsgufvMwvTtWXT8dFOFsoc7GngK0fHuDCT59unJkgVDT52f3ctsRL1a3z64T6ePpdgZ0f0ClVZTZF5z952huYKbG+NbghxsZvJ0Gzx+k+6CaiScx7nK46yt2XbNIY9fOZ7Z7k4W8CnykiSxJmpPF94cYQfnp6hPuhBt2wGmsJkyiZjySL//MIwpydzeDWJWHUH8WBvHZrCFYtORZZq/cKTmRIvXEzSWednX1fcKTu2BXs6Yrw0ksKryrxrTxtBr4qwBXu746vqi7+R+/p4uoRlC7Ilk5aoF6+moMoyler8xaomFdeL+fY92bSoC3rY2xmvtk0487LhZIl4QCPoUWmJqJRNm7aYj9m8zkiygCzJdNcHeP5Sgrm8Tl3Qw8nxLIlche+emiRTMnjiQCcd8QA/PZtgJFnEtMQ1F8LAouTpe/e1cylR4J5qCfybtzXRGPLSGvWtOo5VTIunzyewhSBXsWquH+tZtZ7M68yhL3leXD43n/+zKao2f9W/W7YjiPXipRSy7JzrwnZaaubyFdIlgy3NYd50TzO7O2K8NpVlaK7ITK7MkaE0Y8kydUGnJ1xTnGREUbeYK1SYzpYp6oaTnPerdNb58aoyL49mmcmWSeR12mJ+JxksnDm2JkNzePmVYetpn/TUen32SpjNVeiuCzCbr9AY9rK7M853Tk6seAEqy1RPGMlRIDYsPKrMlpYw/Y0hjo2mifg0MiUDWQKfphLwqBQqi43hbFiz3WCoCkiVTC7NFpEkMExBPOTh9GSOsWSJXMXkyFASnyZzKVFAlSVemcwSW8EuzLdensS0xDXHvpqCkVzZoj6sIGxBSXduVgKnB1dTnJulc9MwiPg1GkJehuYKeBQZA5tYQKNYsWgJe0mVnDKLmF+jPhwg7Cuhycsr266YTsJiKXa1R/jy0XEyRYOyYSMh8cZtzcsqgwK4MFuguz5IIq8zl6+4yqZ3ANotV1YWVUsuJwGUr1g0hb3MZHV+dmaGF4ZSThJsKMmWljBd8QCnigYeRebCTJ4fvzbN0eE0T5+bBRx/wU8c6qO/McRf/fgCF2bznJ/J4/c4tgkPDTTiUWXCPo14tfTtavg9ylUFh2ZyZVIFg01NoVXtvKUKOlPZMv2NoSVVrb3KytszbpR5WxEbp2/Lsp1eq6E5Jx5LEgwnCuzsiPGTM7OAoFix8KkK4bCH0XSRS4mi47+YLnFqPENjyEPJcCxI4kEPlxKFmgKoIkl01b9e7hn2a2TLBtmywTdPTHBPe4SgR2WgKcTFRAGP6kwZzs/kkaterZuaXk9k2Lbg/GyeqF+jOXJlP13FtLgwU6At5luR+NZqkqbze3ICUKoCEroFumViJoqEvBn8HpX/+ZPz5CsmQgg+/8IoHkVhoDnMQHOITU3hmje7Ydmcn8nTHPHVFkltMX/NIiyRr5DIV9jUGNow9lNryXpZ8JkCgpqEYUnolsDvUTkylCJdNPBpCh5NRhaC0WSB0VQRRZZIFQ3evr0F3RZMZkqkiwavTeUYSRYpGxaddQHKho1XlQj7NIJelUzJYFNjiFPjGaZzFR7d0oiqyDx1ZpbJTJlLiQKbmsLsqiaLUgWdp88lMG2bsZTNJw711uZwr05k6WsMUqiYzK7wnLje+TSTK2MLQXvcz86OKKoiU9RtvNXE5jwL1X/XCxtnsTKaLDKdLZMtGxjVRfJUpkzIqyIk6K0PcHw0QyzgYbqqS2EJQcirMpEuM5QocGoizcnRDC8OJQn5NH702gzv399JvmKQyFdoCHv46dlZdnVElxVzWqN+/JrC8FyR4bkiPfVB7u9fvehdSbf4zslJp3fcFrXWFdNeXVxbLVcrk59PyiItbdF6+cvKptNuowrLqTqQJQzTpmLanJ/O4VFkhmYLNIW99DeE8HsSaIrEseEUkizhVxVaon5mc2X6m0I0hLzOPb7iVDzpptNzL8ghSzINIY1s2cSvKQwlCkT8GrnqdrZuw9Bcftm/wS1fCEuS9LQQ4pAkSTkW/5YSIIQQ13ewXgfCPhW/V2WgKUxvQ5AD3XG+cWJ8xe/n11QGWiKYls3REaf8bGiuwJ7OKJLkGLv7PQrZkoGqOLqlbTE/kuTYDhUqTj9w0OOUVqeX6PtbCYrk9JSFfBqpYgVVlhioThC76gO8MpElHvQQ9Dq7xB5F5t7e+hX1zPY2BIkFNCYz5ZsSBGwgU3SsYoQQtYlQNOBha0uYgm45fpwtEfyaUjNpH08XmUiXHdGfiJfWWAvn5y6gm4JM0WCuUGFzU4iZbJmxVHFZk+TSEodHrgYY07IpV+0B6kMemm6gj64p4mUkWVxUpeBye1NZQyG25WBYEhdmc5QMG1WWiAc1GkNemiI+RuZyZEsmNlBOl5grGoS9KkGvU071zIU5pjIldEswPOech/NtIjJQ0E1SRZ18xeRzzw+hyDLnZvJ8+uF+vvvKFBdm8vg0hU8c6rmh3dxMyeALh0ednZiuWK2M6kapmBaff3GUsmGxqSnEO3e3YdtikeZB5dYeDuY7X2zhlDNbtkA39ZpTgG4JLEs4VkK6ScW0kSQJrwZDiSJF3UloJAsVjo6k+ePvnWGgKYxPU3hwUz0/PD3NbK6CIsvEA46Iy7wIT9Sv4dMUprNlRpIFvvvKFF11AR7d2sT+7jiqLDn9xYrEF4+MIoQjLHmw19l1fuZCgiNDKRRZ4hfv664tEOf5zskpLiUK+D0KnzzUe91d08tL5lc7YVz42oUTwKJuY5o2Z5I5cmUDSZIQwHimxJ/+4CwDzc65MS8MB/D9V6Y5O53Dq8l84sHeRbuI+YrJ5w+PoJs2Ozti/Nw9N08xfb14bWp5rUE3g2TRBEmiKexBNwWGbWPZNpqqoskyM7kys3mdprCXimGhKTIvjaYI+TQS2QoBr0q6qFerbwSKLCGE4PuvTmOYjh9wfdBDe9TP1044pc5DiTyfekM/zREfk5kyEb+2qAc84FUI+1SevzhHyKvyhcOjfPyBHr744mjVs9pLumSgmzb3tEVqQlzLoVAx+cKLo4teuzBOWbbg84cdO6G9XTGeGOykpFt89kfnODGarlWZeDWZ/Z0xnr+UXHfF4vF0hbmCUbXuc5gvw82VTWzhCGflyiZlw0aRfNzXV88vPdDDCxeTjMyVkHAqEyI+FVWRa6KM8/aSiixxeiJL2KvxykSGTx7qu66Fn27a/MvhUY6PpJAk2NMVX1asuh5fOz7OmakcU9ky+7vjjKdK5Csm0+kyBcO8ZcnW5aJWE7JLdcHMi2XZlz1mC+F4Blfr8cumjQ3kdZuz0zm+fHSMM9M5CrpFxK9R1D2kiiaWaWHZcLA3xEfu7SLi03jy5QlmcxU8ikxb3M9sTkcRojY/fueuNqZzFXJlk/v76kmXdJ69MFcbz2xm+RUrt3zmLIQ4VP3/yqUj1wGfpnCgp46hRIGwT+Pntrfw1z+9yNmZpbMOmgxv39nGN09MsHAe5VUkon6FrvoQv3hvN5OZEsdH0tg4gaojFuBDB7soGybj6aJTgmDYaLLEL93fRWc8yEsjSb56dJxkUac+oDlqbzLouqMCG/Iq6JaTsb4RNWuvAi1RP7Ggh08+2INhCyqmxfMXk4S8Km/c2sTuzhgBTeFiIk/Qo1E2LX7j0U0r+k3ftK2Z7voAf/2T8/zg9AyppVaLq8CvyiiKYwxeF/SQqmaMt7ZE+M/vvAdJcnoj5wUwfuHeLtJFg3PTWX58ZhaPIvPo1iaawl6++OIQM3kTCzg2nGRHe4yWqI9kvkJugfrucgloEltborRF/WxqCtdsaLa1Rm9IUOahgUY2N4eJ+LRV99+5bAwsW6DKS2dh1xpHAd/pI/OqNj31ATJlA9OyiflVXsjqqAoI4fTa27ZNtmzgUSRsW2AiGEmW0BRHgG57W4SehgCvTWX5/ivT+DSFQ5saqJh2zdMxW62uKFdXdrppOzfPG2C+HHHh+6wEqyqMA1AyLI6NpHjq7Cwd8QDv3duOwCm5Nm5BefRCSz4Jp7/q9962hRNjGb718iSJnO4k90oGyaLOvu44hy8lMU0Lf8BDa8RPoeL4NSqKRGvUhyLJFKvtNPmKwZdfGuX8TIFYQKNQMTk7bRPxa7WFcMir8kv3d/PyaJqnzs4ykS5jWDZlw6Ih5OVjD/agmzaFismLl1K1322eUvV3sqr3jsuZf65u2li24Foha2SuyJMvTxDwKDwx2AlAxK8umjivFBnwqRLlBavhC4kCNk6/57zV10/OzjKVKaObNsXLzoH572KY4op2BtOymcqWOT+TZzpX5uHNjbelh/a1kGRpXXayVNmpFCkaTg9pc8RLybDxhBXeuqOZ16bypEs6piXwazL5iunYkpmC7roAumlX75dOT6gQ8NBAA5PpChcSBbrrAkymS5yfydMQ8mDZTqIpV72OHtnSyLbWCLGAtuiYelWFX7yvm5JuYVg2FdPCtO3adZDXzZp4U+kG44lpidpr55Ms09kKb76nie1tUQTUelvL1fPS71H4+IO9pAo6r0xksYXNo5ubeO9gB3/y3TM8P5TEsm0CXpmZrIFlCW5mlFt4rsiAadvoJjU/XyEcizhZOEk+uXp+RXyOevSH7+3iXXvaifg03rajhfF0kUzJcR7wajIHemK0x4L85hs3YdmCloifoEclka+Qr5icGEvj05RFveFLMX9PMGzHvWM5sWo5lHSLqF9jV3uMjz/YQ7bktOF94cVRCmWDZy4kmMo6tkBhDzREAuRKBrOFtRPjXQ7zi1yvKpE3rry6FQkaQl4CKoxmKtXnyng1Z2NMIEjkDSSqytHVHe9wtaz8uYsJ0gWDLa0R3r+/nYl0melsBa8m8/ieNg5fSvG9U1PkKiYF3UL2wlt3tLCjLYoqO0JpXz8xzvNDyVqydUdbBN0S/P2zw7VxFm9gQ2E9fYT7gTEhREWSpEeAXcA/CiHS6zWm6/HYrlaOj6ZpCnv5t1en6G8KMpbKIyFTuGzB+Z697bx7Tzs/OzfjZC+BuF9lW2uklk08PZnlt39ugKPDSZ65kKC/IURbXYCWqI/37OvgG8cn0GQneDRGPDy8pZmoX8NGcGo8y4XZPD31QcqGxcNbmjg+kkZG8KZ7minrNt99ZZK5go5lWswto7nKKUfwEfZqbGmNEvVrfOnIKH5NdRTbijoNIS9Pn0/w8mgav0ch7NMYS5VuuD94nk1NYX7v7fdQH/Lx5IlxJqoXlsDZMd3dGeHoyPX7cesCjmDZ/CTykc1NtEZ9vDic5J07W9FtwbPn54j4VVqj/iV9jX2aQktUoSnsxe9RMSzB/i6nv+dAbwPfOTmFLMN0TudQwNmpGUo4ViQVy7E9sS4rU/coju1DZkF/cH1ARbcdFdemiJeB5jCddW01j9cbYXiuwCsT2ZrVk8vtT9Cr0tsZ48hwek0nmQFNQq7udFUMGyEcYSRNk+mMB5AkwYWZAkVdIITBi0Mp2qKOyFFXPIDPI5MumRimo2mgm04lg2nbmJYj7NJVH+SNW5v44WnHbqQt6mNLa4TNzSG+enScimHzyUO9ALxlezPHR9N01gXwe25sltEY9rKpKciZ6TzbWleeUw14VB7b3cpossiezhjfPjmFEE7JnqOXAB+9v5P/9dOhm7qD0hBQ2dcdZyxdYjbrKKS+e3c7j+/tJFNyxEaeLc6h4uxyNId99DQGGU06O8BbW5xKpaBPIVXQGWhyBKp8HpUH+ut5/kKS6WwJTZFpjfroiPl5aSSFT5PJl81FO69Br8p9/fV4NJm+phD1IU+tz3i+R64h5OXRrU0UKiaDPa/3bT800IiqSAzPFTk7nacx5F1Uxvnz21t4eSxNd33wuom7czM5dNNGN23G045w5OO7Wvj7F8Zu+PeVgJBXomQIvKpCU9hDLKBxdipHyRRoskQs6CFXMmiO+OhpCLKlOUxTxMfwXJEd7ZFFdjsAP7etmWOjKTrigSuUZGMBD+0xP/mySTzgIZGv1Eqm7xT+49u28cL5BKkVCIVei4ULJlUGTXYSFh4ZmiI+3razhecuJsmWnMT2/A5tSbeYyxv8x7dv5a+fukixYiEr4NVK2MIps+2qC/D2Ha1cTBToqgvwg9PTVXXlPKZlE9AU9nTG8HsUpqqVapubwjRGvHzsgR5nfJJ0VRsdn6bwoYNdnJrIsKkxhM+j8q7d7VxI5NnRFiVd1JnIlNnbFbuh3yQa0Hj7zlYmM2U6436+XvVxf20yx/bqAuHnt7eQyFcWXY+NYS+ffKiPw5fmiPk99DQEOD2Z45172ymaFmXDIle22Nke47kLScq6iYWEiliTfvx5Il6FsmkxvzYJ+hQGGoLkdKeyMVsyCHlUyqazWLSFUzHo12QUWWZ3R4wPHeiqxRJZlnhisJPDl5JMpIrOrrcss7UlynS2Qk9DkHfsamUsVaS3PsgXjowy0BQiXTQcdfC6wOVDruH3KLxzdyt9jQEkJHa0R68Zqy7M5jkzlWNHW3RRm8nlPLarlR+fnaFiOC4vE5kSiizzkXu7mEiX8Hs1jgzPMZOtsKU5THPEx6nJDJmSgW47yQO52tJxo6rf6oJy+IUrFU2BhqAH03IEMkNehYagF0mR8akyJ8eztePoURytCK+m0hj2ck9rGOPiHF5F4h272hlPlVAVidmc43Fv2c4GVLpoEPap/PyOVlRZ4rkLCRRZRpEl9nTGeWSLh2MjThz1KDKJqoBYxbAIe1TiAQ+WadcSHjvbo8zlneTAaKrEQHOY774yzUBTiN56P5fmSngUeHjL8i0U17OW8l+BQUmSNgF/A3wD+Gfg7es4pmsSC3h4ZEsTT59L8O2TU5yezKKpKoosIUs2uapfuwQc7Ksn7NeQJRml6hO7qTlMybAwLWcBta01gqoq/OUv7K+VARysTjiOj6TZ1xXn6fMJgl6VTz20iYjPOVzbWiMc7HXeP+rXeKC/nqfPJVBkCQmJLS0RvnNykrBPw7AEuzoa+PFrU6RKV992kYHWaICSYbK/J177rL1dMZIFndaYn4agl1cnsxwdTlGsZjcHmsP0Na5uAVYf8vJbb95MLOjhyRMTaArkyxYlw0K3BN5leJzVBb1oikmuYnFoU0Ot3+/nt7fSVhdkT2eMgz31nJzIsKvj6t7G4ATZwQUCMwD39dfz3MU5yobNjrYoseqNaXjO6TGyhKMMKcS8LzA0hn3c21tHIlfhmQtztf4/JImwT+HiXIH3D3byyArLOgG+c2qKkm5xKVHg11e4M++ysRACzs7kr7sI9lRF8ubnK/MFpEuJ5ykSvGFzI7//9nv40387y8tjaeqCHkxbsKMtSr5iUjEdrYJCxUSVVAZ76kjkdd6wuZF//8gmsiWDJ1+exLKdRXRRtzg2muLSbJ5owIOqSHzoQCdhn8buzhgzuTK9DUEe29XKD05PE/ZphH2v76TNx9OVUKiYXJgtoEgSz11M0tNw40mkefobQ7Uk1N6uGD89O0tXXYCI34mBPzg9s6in7mq7YPNmcJdHWa/qJCAWVudsaw4ylCxRMWw8qkw85OOhzU08cz5BpuQsnqLVfrb93XFyZYOibjGeLtEVD/D4vna2t0cYmStSMS0eHGggkdNpjwXobQjREQ/w+N42Ah6n1zFVdLyc0yWDba0RIj6N8XSZyWyJrrrAFa0tkiSxv7uO/d2L4+BC9nReOZn3exSCHpV00eDocIq6gIedC+JtXXD5x3x7W5RLiQIhr0pXdeL65WMTy3pt7XvgXA8NIS9vvqeJo8MZKqbFns4Y+7vj/NMLwyTyOv0NAaZzFZqru+rnZwoMzxX59Uc3XbXtJxrQrvld3rqjFUWWaAr7bqjd5XbhqbOz5FZQKbFooVudoM9fGV5Voq8hyEjSEX1ydlwFIZ9CxK/x2Q/v5Z62KGensvzZD8+hyTLv2t3G3z97idm8ji0E8YCXP/vQXvIVky+8OIIipWmP+xFCoMgySPBrj26qJX9GkgXOzeRJlwziAY137Gpj80yOrx+fYDxVoi7knMPL7WlvDHsXtWp01QdqC6TGsHfFPtqbm8Nsbg5j2YK+xiDT2TK7F1yDVxOE2tQUoiniJZGr8IPT07WqkX/3QC//17deRZIkxlJOf7FuO4ujfd31zOTKJAsGyYK+ZLy7WhzUZIm+xgBjqRIF3RFz9XkUxyfYcny8I16NnV1xBppClHQbnyZj2YIjwyl6G4Lc11fHqfEs7XE/b9/RuqQ9Zyzg4S3bW/j8iyOUDBshHPG0+YTTpqbXfes/dKCL770yRV3Qsywv4L7G63s2g9O68Z2TkxiWYCxV5Ffe0H/V5zZFfKQLThz/yx+foynstCC+eVszj25txqMqtMV8jCaLjCQdO649HXHGkyVk2an0DPkc67uKbjBbeL0yRrnsnq/J1No7hOVcR1ZVwdxZ0kv4PQqtUR+ffrifY6NpXp3I4tNkon4Pm5pCWJbN8FyRTNlEkxwbvGhAI1N0bMGOj2UcVf2AB8NyetMlyemx92oqQ4kC+7pizBV0HtjUwLt2tzkKz8D56RwPb2mkPeZHVeRaHDUspz0rXTTwe1SnCkdyRImNpJMMrQt42NYaYWiuwN7OGN87NUWmZHB+Js/9/Y0IEtQFPUT8y0+ur+dC2BZCmJIkvQf4MyHEZyVJOraSN5Ik6U+BQeCoEOK31nSUSxALOGWoTpBWaYr4qA9q/PjMLLYAv8fZYemIB9jVEePMdBa/R2Vzc5ijIylMIQiqErvnFTkVeVHvkfMZHjY1h9nTFedjD/QsKsEJeNRFXscA56bzjjG2KtNQ7e8bmisS9mk0hHy8aVsrT56YqC0oL7f0aQx7yJUNuhuCvH1na+3mv1AcBJweMqlqyfGOXa1L7qyuBL9H4dMP9/Pph/s5N53j979yklKmREPQx6adIb5xYhLbqQCvqew531eiLuilPRao7k4JNjc7jfb5iklJtzh8aY6hRIGd7VE+/fDVA9W12Nke46P39aDIEh8+2FUrX358XztHh1McH02TKuikS0bVoFyhqy7A3q44JcPkzIzTa9ka8dIeD2Dags54gH1LeKLeCPGARkm3ViRW5rIxsWxHYGKe+cm8oKomjGOlM9AUZiJdIl02MEzH7L4z7ucNm5t47sIc0znHoF6VJVqjfn790QG664P818d38I/PDVdLgp0ryaPKzg3Oo7KpSWNfV5wPHexcdO37NKW2mwuQLOjIzzkL95aIj4e3NNYmeb0NwUWTgvlJpKZIhL2rP1c9qkzQo5KvmMTX8Nzf1hphW+viCWWmaNYmfGGfQszvYTpbRq/GUlWGgKbQFveTLZkk8mUMq6oW71F5z94OdNPiu684Saueej9/8O6dnJ/J8dVj4yQLOn2NQXoaghwbSaPKjidmU8SJMTvao+xoj/Ibbxy4Yrx//uG9ABwbSfGTM7NE/Nqi+ATg02QCHoWiDm/d3srP3dPMi0NJxtMluusDN6wAfT3mq4MkiVXFpZao70p/6etoUcjS/O6v6pR/61bN/us33zTAN09MkiubbK4mcGdyFWRJ4gODHfzkzCzTVd0HcM7Z1fjFX34N3GkMzRUW9Q9GfY6Pt1mNUUGvQsSnYtmQqcYopwXDsfhRZImHN9VzYjxLsqCjyE755KGBRvoagxwfyTCeLpIq6s79tD5QW5xsbonwP39hf+2z/R6FFy4lnbjgdSbAIa/KJw/18clDTjvB5553Yt58LJIkiXfsakUIwT8+N0yyoNNdH8Cjymxvi9IS8fHPL4xgVu0jNwqKLPHuPe3Lfn7ZsPjnqjdupmQQ9Tv+rIcGGjjQW8e56TxeVSaV16kYNkGvymO72jg1keH0pOMRmy/rpEvWotJmryoT9qvM5pyFskeBnR0x/vj9u5nOlvmbpy9xbNhR0Y74PXhUE4GOIkk0hL186qG+K3yZ/92Dr99fHtzUuKzvd6CnnkJVMPCDBzqXbEHoqg/wqTcs7VW/GiTJ8TpO5CrLOkfiAQ9jqQzT2QozOZ2treFajHxwUwMPbmpgPF3iy0fGsIVgoDlEqqgzl9fxexT2dsUYS5Ycf+hyvma91BTxoVsWVAUQA15HWDdfMRGyRHPEiyWcMm+vKmMLJzbvaI/yrj3t7O+u4yvHxmobObaAtniAv/34Af73zy6RLhrc31/Hp9/Qzz8dHuH4SJqKadVaeObbBNJFg62tEf6Px+7hH58bYi6vs7e7jvfvf3198x/esuWqv4+myLxvfwcCR6C4MeylMexlR0eUYyNpZMmp3JnX8wGncihTMoj4VLa0NNIY9hL0Kvg8y1/eSmKdtNQlSRoGSoAJvABsBrYJIRqq/37F4vYqj/0T8Ebgi4AH+FshxItLfebg4KA4cuTImox/LFVkNlumqFu0xwP4NIUXLs5w+GKKJw52sbtq85Eu6jx3YY572iJoisy/vTrFmSlHQe3Tj/TTEl26XMqynQxTQ8i7LBEk07I5NZ4h6vfQ2xjEsGyODqe4lCgwmXF683ob/Dx/YY6wT+OhzY0UKibfPjlFZ9wHkkxJt9jeFuH91X6sqzGbqzg9GMvIrF2NwcFBrnUshhIFLszmuactQn3Qy1ePjvLMuVn2ddfxwqUkM7kKj25tIuJzSgo74gHOTOXobwxS0C1ao36KuslEusT3XpkGoLs+wHv3dVz1M6/HeLqEX1MWCcCUDYvpbJnTkxmeOpugUDHwqgrv299BxKfR3xRydq0uzDGZLrG5NUxvfbBmG1O3SpXnimkxlSnTXPUSXinzx6Pn9761qvG4rIyhP3pH7c879+xj4FN/wVS2REPIy9t2tLG9yFZOuQAAIABJREFULcLnXxwlVzEQQvBbbxqgtzHMqfE0iiSRLOqUDItHtzRRrvqjvjScwqNKzOZ09nXGGWh5fVGbKRlkSwatUR/j6RKNYW91EVfBo0pE/Z4lVX8vJ1XQSRQcQYv57O7VGE0Wifi0NfP5LVSc8XbEAzfNr3X//kF2/PpfcnE2j6rI/M7Pb2F3e5T/9p3XyBZ1FFXmg/s7UBWF9jo/YY/Gj16bJuiVyZZM+pucZKZXkXj6fIJsyWR7W4QtrRHKhsVIskgy75TytUT9TKZLjCaLBDwqW1vDN6Qsu1R8midfMUnmdTri/truyliqWF0wrv0kfzpbRpakG9I7uB6Dg4M88Nv/ix+8OuXcf2J+9nTE6a7zMTxX4N7+RiQhKJo2OzsiBDWVsikYnSvw4EADjWEfRd1kNvf6OTOZccrFG0LeWiytD3qYK+irjql3MoODg/zyZ77A14+NMp4q01XvZ0d7jDdtaeKZC3Nsb4sQ8Wt01wfJlHSSBYNcWSdXtri/r57zs3kCHplDA02cm84xli4S9XvwKjJ9jSHCPpXxdAnDcibuY6lStS936XNVCMFYqkSkWiW3FJmio4a+VFns/H28LeZfJIqUKugUDYv2DV7Wfq35VLZs8LdPX6olLB/YVF87t0u6yYnRDAMtIeZyFZ45l+Ce9ggHeuopGxYnxtK0RHyMJIt87vkhKqaNX1PY1RFlIl0iFvDy6mSGnW0RBlrC7OmM01kXRAjhzD3TJUxL1JJO2YpBvmyypyNGZ/3atHI5grMp2mMB2uO3/jjNnzutUT8eVb7msdBNm397dYpXJ7NUDJtDAw1LVpUk8hVMy5ljD88VSBd16kNeVNlJ9Hz+8Aijc3kuzhU51N/AgwONmLbNcKLE3q5YtX/a5PuvTCEQDPbUM9gdZyZbJlrdyEvmDXZ1RghWE9OzuQq2EMQCGlOZMi1RH15VYThRIFN23BkCHpWSbjGddQQyK4aFqkh01weRJWnR73D573IjzH9/cBI/jWHvoli9EMOymUiXaI44bVxj1SqOkFdFkqSXhBCD1/u8dVkIS5LkBb4AHAQ+C/QC/x34F+A3car9Pi2E+BVJkv4K+NtrPPYX1f8eBS4BJSHEZ5f63LVcCK+UbNnghYtJGkIe9l7HI3YtKFRMnrswRzyoXbPM7dhIikRe596+ujXzfLwW11sIXw3LFjx/cQ7Dsnmgv2FZF9ip8QwT6RIHeupW3Mt8PWxb8MKlJGXD4v7++ttuAuUuhNeXhQvhwcFB/tP/+zXOTef5wGAHvdWy3+lsmWMjaTY1BRft1LrcPAYHB/nsF77LU2cTPLqlgXurfaKvTWUZniuyryu+pos9l6szODjI5578Ef9yeASfpvCefe1sbdmQJhN3PIODg/zgp8/yD88Oo8hOe0F73F+zEnK5tVxvPvXqRJbRVJEDPXVLJsqWw4XZPOem8+zujNIa9TMyV+TVySzb2yLX7Lm927jesTAsm+cuzCFJcH9f/Yqs1cqGxbMXEgQ9Kgd765asXBFCcPhSkoJu8kB/w203J10LNvpC+NeB08Af4ix+Z4UQX5Qk6X1AG07LyHIfOwT8AxDEWQzPCCH+cMFn/X/AewGCwWBg69att+prYglBtmiA5JQUy6sos7rTGBoaoqenZ72HccuwbEGmZDjlgn7P9Sr8bjmXH4+KaZMvm2iqdEsSIy6vc7ddGxsZ91isH2bV412WHKXQ4eHb61jolk2ubKLJEpGr7FLerrjXxfqSLRkYtiDsVfGo8rocD1s4dpLg9Mu781uHW30sMiUD0xZEfOqqLZ7uNF566SUhhLjuj7IePsIa8DDwH4BW4B6gIknSHwF+4K9wdnovVF+SAbZf47E5IAIkgXrg7MLPE0J8FPgo3Pod4ecvzvFc1dfq4S2N7LsFO8C3CyvdEb5d+dm5WY4MOXYjP3dPMzvary3Ydau5/Hh88cXRmlLrL93fTf0qS7hdls/ddm1sZNxjsX788PQ0L49lAHjHrlY+8o5Hb6tj8fXj41ycLQDwwQOdd5RqtHtdrB8z2TL/9MIIAF11Ad63v2NdjseLQ0mePpcAHPupywVG71Zu5bEYTRb58kuOiv5Ac4jHdrXdks+9XZAk6ehynrce6YOP4qhDDwLHgT8C/gtOefPPgHT1v/map8h1HhsF3lR9rAN4/hZ8h2UxL7zg1WQ61qF3YSGmZXNyLMNocvkm0xuVmVyZ46Ppml/e7UBPfRBVlvBpym0xIepvcvp3wj6VS4kCqYK+ziNycXG53SnqJsdH08zmKtd9bk9DEEWWCHqVVelRrBcRn8Z0tkzYp664HNXFZZ6pTJkTo2kCHoX6kHM+9TetXC1/tXTVOfNbjyqvuDQ6X3HiQdKdX6yIhpC3JmC7ke0zbyTurwfroRq9BdgDfLr6Zz/QL4T4VUmSfhf4v3EEtH4VRwDrzcDfX+exMvD/AE8LIQ7fwu9yTVqjfj71UB+SxLqXLPzsfILjI2kkCT563+27w1c2LL50ZAzdtBlKFHh87/LVE9eTzroAv/JwH7Ikrfu5sBz2d9exvS3Kl46M8rNzCY6OpKrnslv+dKtYbr/2wv5iF5eNzLdPTjGaLOLVZH75UN81NR76G0P86sN9KJK0oj669SRXNjg5nqE+5KEt6r8r+/Nc1o58xeRLR0YxbcFEOswv3tuNbtnrel41R3x8qqrqfqNiSPN84/gE09kyAY/Cpx7qW9ImyeXq+D0KH3ugB2Odz4XrcSNxfz245QthIcTvAkiStA/HP/hJ4HckSToHaPMLWUmSypIk/Qw4cb3HgH3AV4QQv3Grv8/12CgH3KoqsAnh9KvergjhCFOB00N2O+FVN26gWgqfptTstUzb8Uh218EuLi4rxbIdvx3bFojrOmXffjFzHtt27lWqLGMv43u6uFwLyxa1e7FhC2RZwiev/7Wx2vntfDy43eZyGwlFllA2wLlwLW407t9q1tNH+DM4pc2fwdnZ/QnObjAAS/kBL/cxlyt5aHNDrUSraRm2KBsVv0fh8b3tjKaK7NxgfbZ3Iu/c3cZrU1n6G0NuttbFxWVVvHVHK69MZOiqC9y2i9zlEA1ovGtPG1OZMns6XSVll9UR9Wu8e08bk5kyuzvvnHnPY7vaOD2Vpa/BnV/cyWz0uL9uC2EhxKPr9dl3I15V4d6++vUexprQWRdw5fpvEXVBDw/0N6z3MFxcXO4Aon7troknvQ3BDd2353J70dMQpOcOO5/i7vzirmCjx/11q9uVJCkqSdKfSJJ0pPrfZyRJunNSXS4uLi4uLi4uLi4uLi4bkvVsYP1bIAc8Uf0vC/zdOo7HxcXFxcXFxcXFxcXF5S5gTUqjJUmKA51CiJdv4GX9Qoj3Lfj7/ylJ0vG1GI+Li4uLi4uLi4uLi4uLy9VY8Y6wJEk/kSQpIklSHXAC+DtJkv7kBt6iJEnSoQXv9yBQWul4XFxcXFxcXFxcXFxcXFyWw2p2hKNCiKwkSb8M/J0Q4g8kSbqRHeF/D/zDgr7gFPCxVYzHxcXFxcXFxcXFxcXFxeW6rGYhrEqS1IrT3/ufVvD608AfA/1ADMgAjwM3sph2WSa2LSgZFkHvejpmrS0l3cKjyiiu7P66UTEtJKQN45ft4uKy8SgbFoosoSl3R5woVEz8muJawrismrJhocoS6m127ZQNC1ly5wa3G0XdxKsqd9W8ejWroj8Evgc8LYR4UZKkPuDcDbz+6zg+wkeB8VWMw+U6CCH4yrFxRpNF9nTGeHRr03oPadWcGE3zo9dmiAc0PnSwC5+28bzJ7nTGUkW+dmwcSZJ4YrCTxrB3vYfk4uKywTg/k+dbL0/i02Q+fG8XEZ+23kO6qTx7PsELl5K0RH08Mdh5V00oXdaWs9M5vnNyioBH4cP3dhG6TTYyxlJFvnp0HEWR+MB+d25wu3B0JMVTZ2apC3r40MHODen5ezNY8VUlhPgS8KUFf78IvO/qr7iCDiHEW1f6+S7Lx7AEo8kiABdm83fEQvhSogBAqmiQKuq0Rv3rPKK7j9FkCcMSgGA8XXJvdi4uLlcwPFfAFoKibjGdKd/xC+GL1XvTVKZMUTcJ3+Hf1+XmcSnhXDv5islMtkyoMbTeQ1oWI8kipi0wbcGEOze4bbg068SuZEEnUzRoirgL4WsiSVIv8JtAz8L3EUK8a5lv8awkSTuFECdXOgaX5eFRZe7rq+fcTI7B7rpF/zaWKlLULXrqgxu2hEUIwcVEAQnobQgiSRKDPXFyFZOmsJfmsG+9h3hHMZYqEvSoxIMeLFswl68QD3quKGvc3h5hNFlEkSW2NIfXabQuLi4bibl8hVzZJOhVaQx72d0ZYzpbIehV6K4Prvfwrotu2kykS7REfdesNBJCMJuvEPVri3ZO7uur59kLCXrqg+4i+DYnVdAp6CYd8cCavF/ZsMiVzWUvDPd2xUjkK0R8Gl11azOG1WJZNifG0vQ2hIgHPUs+Z3tblLFkCUWW2OzODW4pmZJBtmTQEfcjSYurUeZjVszvWXK+f7C3jqJh0RLx3VXJi9XUWXwN+BvgScBe7oskSToJiOpnf1ySpItABZAAIYTYtYoxuVyF+/vrub+/ftFjJ0bT/O+fXWQ2X+GhgQY+/fCmDVnG9c2XJ/iXw6N4FJlPHurloc2NdMQDfPS+7vUe2h3HS8Mpfnp2FlWW+Mi9XTxzYY4LM3laoz4+dLBr0XMjPo0nDnSu00hdXFw2GkdHUnzl6BiXZgvs6ozykYPddNYF+Mi9Xdd/8Qbha8fGaxUuv3iNe8xTZ2c5NpIm6tf46P3dtUThpqYQm5puj507l6szl6/wzy+MYNqCh7c0sq8rvqr3q5gWn3t+mFzZ5EBPHYcGGq77mqawj1+4d2PNc/7H989wbCRNLKDx5x/ci89zZbIo6nfnButBtmzwueeH0U2be3vreGDT4nPsB6dnODWeoT7k4Rfu7b5ivt9Zd3fOq1ezEC4LIf5iBa97bBWf6bKGpIo6uYqJEDCVqVAxLQKejdeDMposYdmCkm0xky+v93DuaNJFHQDTFuTKJlMZx9FsOlvBtoUr/uLi4nJVpjJlyrqFaQtKuk26aNBZd/3XbSRS1RiYLuoIIa7YVZlnKuPcizIlg6JuEfVvzIoql5WRLZuYtgBevy+uhkLF2Q0GmMzcvk6hE2ln7JmSQb5iLLkQdlkfihUL3XT2JVNF44p/n5/PzeV1dNPG7x47YHUL4T+XJOkPgO/j7OgCIIQ4eq0XCSGGV/GZLmvIwd46JtJlRpIF3nJP84ZcBAO8c3cbJcPCrym8eWvLeg/njua+vnosWxD2aXTXB3jj1maOj6bZ2hJ2F8EuLi7X5L6+egoVk65Mid0dMba13n5lkW/b0cqpiQxbW8JXXQQDvGFzI89dmKOrPkDU75ZA32n01Ae4r6+eXNng3t7667/gOtQFPdzfX89EusQD/dffDd6ofPzBXr52bJxdHTEa3La0DUVL1McbNjcwm9OvqAAFeGRLE4cvJeltDLqL4AWsZuWzE/go8EZeL40W1b/flaQKOkNzBfqbQreFIEjAo94WJWuddQF++y1b1nsYV8W2Baensvg1hb7bRMziagS9Km/Z/nqy4Wplfhdn85QMi20tEXeB7OJyhzA8VyBbMrmnLbKiNpm6oIcPDN7eJZFd9QG66pfux7w81r9vf8ctHp3LrUKSpCUXE5dzbjqHaYvrJk7ASRTd7uztirN3lWXi1yNTNLiYyNPXGHKTTDfI/u6rl+B01gXo3CC95jfKUKJAvmKyrXVl96ZrsZqF8HuAPiHE6mtG7gCEEHz5pTHyFZNTE9kNVWefLRucm87RXR+kIXRnNMBbtuDUeIawT133xedLIymePpcA4P37O27bQLNcRpNF/u6ZIQzL5j372tckW+7i4rK+TGfLfPXYOEI4ZY+HBhoQQvDqZBZVltnScvvt7q41C2P9+/Z1XLFgnsmVGU2W2NISvm2sblxWzvmZHN98eRIAw7LZ1RGr/VuubHB2OkdXXfCuEh5aCtt24ohHlZclnvWvR8fIlAyOj6b5+IO9t2CELmvFXL7C0FyBgebwmm0ITqRLfPWY47KbLRtrXlGxmkh9AogBM2s0ltue+X4Sy1q2dtgt4ckTE8xkK/g9KX7lob47Ygfv+YtzHL6UBOCDBzppi62ffZJpidf/bItrPPPOYCRZ5Ox0DoBXx7PuQtjF5Q7AsgWiGr5M27mHvTyW4UevObd4SeKuV4BdGOstIS77N5svvzRGxbA5P5Pjgwc2frWVy+pYeL+3Lrv3f/PlSaYyZXxail95Q9+GFCK9VRwbTfPTs7MAqHuk625ezP+Wl/+mLhsbIQRfemmMkm5xejJ3TbHBG8G6xnW2FqxmIdwMvCZJ0oss7hFern3SHYUkSbxvXzsXZgsbLnM+f97YQnCnhJWFcxBbrO+3OtATx6NK+DWV3oaNbw+yWtpjfvobQ5i2zeaW27sU3MXFxaEt5uftO1vJlg12V3e2FsbWdQ6zG4L5WO/TlCtiveD138idv98dbGkOY5gC07Zr18w889eOLQRCCBxjlLsTsSB4LOfaeHxvO+dmcnd94u12Q4jXY6BYwxtGZ12At+1sIV822d0Zu/4LbpDVLIT/YM1GcYfQFPHRFNl44gHv2tXGa1NZehuCd0xW8r6+OvwehYhPXTOPv5WiKvI1+zLuNHoagvzSA92UdGtRKZiLi8vtzeVJ3N0dMWRJQlUkNje7Sa9rxXpNkXnfvg6G5wpsa4vc4pG5rAeSJLGzI7rkvz22q43XJrP0NARRlbtbUXxvVxxVkfEo8rKsxRrD3ru+nPx2RJYl3re/nUs3YUNwa8vNi6krXggLIZ6SJKkZOFB96LAQwi2T3oBEAxr33gEiDQtxJiQ3V7DB5erczKDk4uKyMZBl6aZk4O9UWqI+WqIbLxnucuuJ+u+8eddKUWSJPW4cuStoCvtous3UxFe8EJYk6QngfwA/wan5+KwkSb8jhPjyGo3N5SYxPFfgO6emqAt4eHxvOx51Y2YrZ3JlvnF8Aq8q8559Ha74yG1MvmLy1aNjVEybd+1pu+0CpYuLy9V5bSrLj16boT3m55272u4IHQqX17k8frusPZOZEt88MUnAq/DevR23xN7m6XMJToyl2d0R49DA7WvpdDfx4zMzvDqRZbA77iZa1ojVrID+E3BACPExIcQvAQeB/7w2w3K5mZwaz1LSLcbTpQ1t7H5mKkeubJLI6wwlCus9HJdVMJQokMjr5MomZ6Zy6z0cFxeXNeTl0QwVw+bibIFU0TWSuNO4NOvG75vN6cks+YrJTLbCSLJ4Sz7z2EgK3bQ5NpK6JZ/nsjpsW3B8JI1u2hwfTa/3cO4YVrPFJl9WCj3H6hbWLitkKFHg2GiKzc1htrct3a+ykG2tYS4m8kxnK/z07Cxv2a7QvIF6mzMlg++/MkXZsNBUiYCmLunrmC0bPHVmlpBP5eGBRncX4ibw6kSWY6MptrVG2Ff1DrRswVNnZyjp/z977x0s133deX5u7Bxe98v5PeQcGEAwiKISJUqyNJIpWZIt22PZU/aO7d3acnnt3a1a13qnyh7vjtezNbblmZ3xlizbkk2JFCWTIiUGMIAAkfPDy/l1Trf79o37x200kQkQ6QF6nypUvddAN37dfcM5v/M93+Pw+Lq2a6rU9yeDxAIKhu2wpn3FAGOFFe4GXj2TYr6g89iaVvoSQU7MFxlZKrOjr4XB88yiNnZHWSzp9MQDxIPqHVzxzSFdrvPWWIbOqB8XGEtX2DWUvKb+xnuRgdYg0YCCuXL9fl/OLJb5l+MLOI7Lp7d2X3Ov5NqOCKcXy4RUmd6W2zMFY3NvjKMzRTZfoc/5cpR0kx+fWEKRBJ7c1IlfkagZNq+cSaFIIh9e14byM94TfasQRYFN3VFOLZTZ3HPt39n7odUtXjyxiCh43+n1qBHencwxm6/x0HDyrm0LuZFE+AVBEF4E/r7x+5eBH934kla4Xl4+tURZt5jKVlnXEXlfY4bhtjCf397DPx2YJVMx2DeR47Pblo/c6chMgdm8V6n++MaOK57w+ydyjKYqAPQngqy6w/OE70X2nE1TNWzS5TTbe+OIosBoqsKRmSKAtwmxtu19XyfqV/jXj67MA1xhhbuFTKXOoWmv6rB3PEtXzM9LJ5dwXchWDL7x2HDz327uid3UwOxO88ZomslMlZHFMnXLIeSTeeNs+mc2EY76FX5t5fp9Tew5m2b/ZA7LdhFFz2ROEN5/k763JchvfXj1bVjhezyxrp0n1rVf13OOzRaZaVSszy5V2NIb49BMvqkU6Ir576lrwXLjE5s6+cSmzpv6msfnikxlve/01GKpWfR4PwpVgz2NueqG5fClB/pu6rpuFx9428Z13d8D/hrYCmwDvum67u/frIWtcO2cq+Ymw75rdoVOhlUifm8fZOAy1dY7SV8iiCgIqLJI11V2mM69b1UWSdwDVYjlyLljo7cl2Ky4J0IqcuPn9hVnxxVWuCeJ+hVaggoAA0lv4kBr2Dvfl5OC6FZwzsMgGlCaaqSB5L0/Gm+FG6c/ESSkykT8Ml0x/zUlwXcTvS0BJNGLz85VANsjPgTBM8VKhldisbuNnpYAsiigSALdsWtXIwRUqZlHtEfv3ljwRt2H3gRMvBF6+258Ofcm84UaIVUm1ggqbjZPbekiVdZJhnxXvOhmKnX2TeTojgfY3hcnqMp8ffcgharBQlEnXa4vG7v6odYQ33hsCEn05jWmSjoLRZ11nRH8iifZmMlVmcpWeXR1kvVdUSL+W/PZ3ipu9TFxI5y/toFEkBPzJQYT722WtEV8/PIjgxiW0wyMV1hhhbuHumXz3OF5gqrEk5s6L6simslXuX+whb5EkFjAC26/dH8fWa1+T5rd6abF3vEcHVE/j6xuZXV7mLFUhXzV4PG1bSuJ8D2Mbtqky3U6Y/5LZL3PHZljsaDz9P19tITeP8n7+MYO7htsQTfsZTlO83oxbYfTC2USYZWeeIC2iI9Pbu6gNx4k2GiLWt0e4eu7vUJMLODFNKmyzv6JPP2J4BVHTK1wY7iuy1yhRiygXDYGLtZMJjIaQ62h5vdyOXpbgnzjsWEEgWaMfTHpcp39kzl6WwLNsZk+WeIXHxqgUDXp+FlMhFdco6+NA1M5Xh/JoEgCv/jQwC3pn5JEga6r7OIYlsNfvzZGtmLQ2xJgMBkkHlRRZZE9ZzNM56r4FJFvPDq8bBykQ40LbM2w+c67M5i2y2RW43PbewD4mz3jFKomA8ngXTfD9+B0ntfOpJFFga89NEDiGm6ut4uL1/YXPx0lpxkcmSnwX3/lAaRGkBC9ysbDbL7KifkSGzqjl+3tXmGFFW4PB6fz5DWDXcPJC3r5v7N/luePziMKAi1BlYdXX+gYO5HReO7wPACPr2tjZ793jfJUOrenf/F28x9/Msq7U3kifpnPbuvGdlzOLlVQZRHLcVcS4XsU13X527cmOT5XZG1HhN/+6Jrm3x2azvN3e6cBqJo2//3H1r7v6wmCQDLkg3vkcNlzNs2RmSKiIPALD/bx3OF5KnWLTd3RCyS6F8cxr5z2/AVGlsoMtgabidpCscbRWe+zHmq9Rz6kO8QboxnenczjVyR++eEBguqFKd0/H5ilWDM5FFT41Ueu3trwfn3Br5xJMZevcWaxzEDyvcTar0h0xq7+XMt22Duew8XloeHksushv5GK8DnX6BSAIAhtwMvASiJ8HoenC5xNlemOBSjVrFtmJGLZDv9yfJG3x7J0RP18emtXs5/p0HSepZLOUqlOPKjgVyR00+aZg7Psm8jR0xJAcQQc170la/sgHJkt8MbZDPcPxHEay7IbP0xmNBaLOsWaSTQgI4oCPz21xHcPzLK2I8LvfHTNNUvEbyfH57zemqphA2A5LqWauawS4bzmOb6eW5vtuGQrdRDgf332OJ/d1s3uVV7QXNJNXji2iCQKPLWlq3kh/ft3ppnJ1zgwlecPn9pwx97LCiv8LDNfqPHamTQApu3yyc2dGJbDm6MZziyVcF0XB28jdTZfZWSpzIauKHtG0rw9nsUni3REA83rrm7a/ODIPDXT5lObu5aNguhmkSrr5KsGZd3kH/ZNM5GpgAsPDifZ2b8yA/VexXE9X5KsZlCsmWQrdcYa7ueJoIIkCtiOS0iVmMlVOTpbANczmjq3OXJmscze8Qz5qknEr/D42rZ7pp/ctF1qpsWBqQJvj2XQLZv7+hNXdIcvVA1eOL7ISKpMQJGIB1R88nuJ0o+OLVKqmYwslvmtJ1Yvy1htuZLTDPZNZOmKBdjWFyfXiNd000ar25ckwobtcGqhRKFq0J8I8pH17ZxcKJEq13lgMHFFo9Nz36FfkfjUlk58skQiqDKXrxHySfiV60tkT8yX2D+ZAyCoytw3cG09yLeL2+4aLQjCLuA/ADbwruu6/4MgCL8HfA6YAn7FdV3zRh67gfd0U9HqFlnNQDdtKoZFX+LW7aTP5Gscmy0wlq5QrJl0TfmRRIHxdAW/IjGYDNEa9vGlB/rwKxLfOzTLs4fnsWyHZEjlKw/2X1EScbsp6yZ/9epYsxL5ux9dQ1E3m3KMkE9mQ1eUYs3kExs7AHj2yDw5zeDlU0v0tPj57Nae2zKH71op6yYvn/KMZpJhlcFkEMd16YkvL+nUruEkpu0SViVsx2G4NYjtOJycLzOaqvCtvdM8NJzkwFSeA1N5SrqJLIqcWSqzvc/7fiayGtmKQc2w7vC7WWGFn11CqowsCliOS7TRx3VsrsDhmQIRn8zOvjid8QBbeqL8t7enqJsOBybzvDvljVKJBhSevr+P7X1e0PLqmRR7zmbojPk5PlfkifXXZ7KznHEcl0TIR9QvE/LJnJgrohk2kihg2W6zBeTUQonFos7OgZarSg1XuHuQRIGHV7fy5miGvkSQnGawZyRNsWayo7+F3/3YGjKfHGAvAAAgAElEQVTlOh9d385/eXOSIzMFdNNmLKPxa48OEfLJvD2WYb5Q48hskd54gPlCld97cv2yiamuh9OLJeYLNe4bSBALeEn962fSZMs66bJBPCgzmavwbx4fvuzzj84WWSjqhFWZrb1xdq9KXqA0jPplSjWTsF9mJQe+Pl49k2IqW+WVM2lmclUeGEygSCIdUR9tER+FqkG+ajKQ8DxdHhhM8PZoBstxeebgLGG/zFujWcDLTz6z9fImuUca3yHAaKrCpu4YH1nfzrrOCC2hCzc2roVzfcRA8160nLgTrtFTwEdc19UFQfg7QRAeA55wXfdRQRB+H/i8IAivftDHgO/ewHu6qaiyiOO4aHWbcs1kLF1h9S0aPdAW8ZEI+wj7ZVpCCoOtQX5wZB7bcWkNq3zpgT5k8T1zg7BPRgAUSWRLX5zeluUjYVUksXmi+WSR/mTwgv6HtoiPX9o9gFa3mjuy2/viPJuZw3ZcprNV3hrL8NENHXdk/ZdDlUWCqoRWt2kNqczka1QNm5dPpfjUlq47vbwmYZ/MJzd38tLJJZ47ssB0Xmdte5ilUh1BEOiOBxhLa+w5m6Gkm1R0k8HWMD3x9zZ5HhxMMJbWlp0J2wor/CwRCyp87aEBSjWzeS6e6/X1KRKyKJCvmvzzwTmCikTddIgFFKIBhVLNZEtPtNl2UqlbHJktktcM6qbN13b137H3dSt4bSTNfKGGKkts6IwCnoJHlUT6EkHiIZVC1eDFE4u4rtd79/kdPXd41SvcLL76YD8Pr0qSCKkICExmNVLlOo7r8umtm5qJXECREEUBRRKRRKFZzRxqC5PVDGIBhdlCFUkK8c5E7pomKiwnilWTF46/d4z/qx29+BWJLT1RXh1JYbkOsiTy4GDyiv3PA8kgh2cKKJLEzoGWZpvbOX5uezczuRrd8XvPSOxW0xJUOTZbZDZX5eRCiYAq8VQjfqzULf7unWkMy2HnQAuPr21jY1eU1e0RTiwUSYRUAoqEIgmYtktIvXL6N5AIcmSmgCKJTfMsURToS3ywmG64LcwvPNiH60J3fPm11nzgRNh13d8TBOELwKN4PcLfdF33e9fwvMXzfrXwXKdfbfz+MvBVoHoDjy2bRFiRRB5f14Zu2UT9CsXarauQhX0y33h0iK8/NIDcuEgfmSlSqVsokohlu7RHVOqWJ8v92IYOQj4Z03J45KL+sDuNX5H4g6fWs38ix46B+GVNAFwXVElEq1sEVYlffWSIx9e28dzhOVyESyQidxqfLPHVXQNkK3USQZX/8uYE4MmLlyOlmreu4dYQT27q4OsPDzFf1NnQFaFQNREEr0/4k5s62dHfgu24WLZ3k/zyA/1M56pXnYXoui6z+RpRv7IsDcNWWOFeQBKEC6SHq9vDfHVXPwLw/cNzmLZNSbf45d0DzBV0+hNBntrSxWJJZ3tfnKph4ZO9pDnqV9jRH2dNR/ie65ct6aZnKBNUePqBPoKqxFS2SswvEfWrWLaDYXsJkGE5BJeR2miFG0cUBYYb4xdd12WoNUQkoNAa8WHaTjMR/tIDfdw/2IJhOfQng82K7+Nr29jZF2epVOPZIwuIgkDoLjxGFPm9Y9wve/OBA6rEh9e3c3i2iGnZtEX9F4xOO5+5Qo2IX+E3PjTcnPxxMT5Zumdk47ebx9e2EfXL/PiEiCKJF8S5NcPGsBzgvfgtoEr84VPrOb3kydSH28J0xwPkNaN5vF+OwdYQP7etG78iXpNB3LWwnL0lPlC2IAiCBLzouu7HgGc+4GtsBVqBAp5MGqAItABxoPQBH7v4//kN4DcA+vtv/i72QrHGWEpjQ1eE5GUcdB8YTGA74LguW2+xc54siRe4f375wT4WCjpvj2X45uvjGLZNRzRAQBH59NYucpqBabvULft9Zw/fbjqifj5zhdnGU1mNP37+JKcXS2zoivLz9/XxiU2dDLeF+equAUq6xaq22x+o6abNwek8iZDK+kZV4XzCPrnZk/Hkpk6mc9Vl1ytxjo+sb2fveBbHdTm1UEa3CuQ0g4hPZm1nhC8/0IduOgy1hji1UOLFE4uEfTJfebCfkE9mXefVlQ9vj2d5ZzyHKov80u6Bq5pvrbDCCpfnXP/uuWT3nPeDVrdY2xHh7/fNkAgpfGZbNw83evvPjT56aksXJ+ZLrO+MEPYrrOv0zsHeRJDeRJB3xrO8NZalLeLjFx7o4ysP9pEq1+8pg5vRVJlUqc6DQwlsx0HKCbwzniMWkIkFVV46lWYyq9Ea8pEMq3xhZw8V3bpqELnC8sJxXFy4pBd1Kqvx/745ge24PH1fL9saLQBvjGaomTbVusWH7uu9oKIZ9snNFq3zsR2X548tsFjUWdcRYWN39K48T4KqzFcf7Gc2X2XveJa/fn2Mj23oYHNPjK/tGmCxpHPfQAs/ObVEpW7xkfXtTd+bIzMFfnra65b82kP9TWf5VEnn0EyB4dYQazoujQsmMxpzhRpbe2N33fSP201JN9k/lQcBdvTHeWjYU+ycXSpzaLpAfyJANKDy4NB7BrKSJLK2I9Icedka9r3vtI9TCyVeOL6IKAj8/P29Fyj+zqdYM9k3kaM94mNb34XnRV4zODFfYqgtdMXnLxc+UCLsuq4tCEJVEISY67rF632+IAgJ4P8BvgTcB5zTGEXxEuPCDTx28Vq/CXwT4P7777+pblCO4/LMwTkMy2E0VeZXLuPKJksij665MxXXqF8h0iHzg6PzjCyVqZs2xapJR8zPj44uMJ7RODZb5NXTS/zJz2+74/0sumnz9lgWnyLy0FCyObf2YvacTbN3LINuuRh2kc098aZ7YXvUT/ulOeht4Y2zGY7NeadDS1C96qzNDV1RNnTdoYVeBcdxOZuqMJ3TOLNU5vB0AVUWOTpboD8RZCxd4T9+ZecFu3uTGQ3XhbJuMZ3TWNsRfV8DjELV27E0LAetbq0kwiuscJ0slXT+6cAskijw9H29JMM+fnoqxTMH55BEgZ+cSuEC6bKOJC6Q0ww+sbGzWaXpbQletSVmIqMB3tiMsm7RElJvmdnjnWChWOPf/eg0iiTw8Kokx+ZKzOaruK7L6vYIdctumFya+GSRgCoR8snLurKxwoUUqgb/uH8Gy3F5ZFUrflVkTXsESRT469fH2DuWpW65uC50xgKcXarw5mgWnywxkAxdVdV0PlXDYrHRU1momXf1RklLSKVSt6jUvfrUREZjc0+MLb0xthBjNFXhxLxXfzowlef+gQQz+SpLJZ3RVIVMpU4yrPL13YO4rstfvTbGQqHGqvYIv/3R1Rf0l2p1i2cPz+O4LkslnS/s7L0j7/luYaGoUzPsZqx+Tlr+ypkUWt1GEOC3d/ReEH+dXizx4vEl4kGFLzc8gtLlOulynTUd4cs6OJ8zQnNcl2LVvGIi+9LJRSbTGvNFnQ+tbeOTmzuba3v+2AKZcp0jswX+zYeGl12x7XxuRD+qA8cEQXgJ0M496Lru71ztSYIgyMC3gN9zXXdREIT9wG8Bfwp8DNgL3Mhjtw1B8OS5huWgfICxQ9lKne8d8oKWL+zovWGJaNWweO1Mmvlijd3DSTZ2xxAEga6oj4ViDct2yWl1xtIV1ndGmchoaIbFqcUyPz6xyGe3dd/Rno0DU3l+cmoJ03aIB1Q2dl+YKOqmzcunlvjewVlqloPteD0tx+eKFKt1KoZD1C9zYCrP8bkiO/pbbqvs+9wxIApCc/ftbuPNsQzPHZ5nKqfRHvEznqkgAPWG5CZ8Gcn5zoEWclWDVKnOvxxbZP9Eng+tbaMr7m/e9FzX5d2pPHXT4cGhBI+sbkUUBEo1g+cOzzPUGuLjGzuax1+mUqdU8+SKVcPm9ZE0flXiQ2varsllcjZf5fmjC4R9Ml/c2busjNNWWOFGePVMijOLZQKqRM2wmMxWcRyXgCrxnf0zLBR12qM+dvS1UKgZnJwvkRvNcGapwlSmyu7VSbb2xN43MNk1nOSNs2l6E8EL5HHnn5t3W4/ffKHGTK5KfyLIn75wmgOTOWqmzdGZAvGgwlK5TsyvsLUnRk88QCKk0hrxEQ8oDLWGifoVXh9Jc3S2wPa+lju2yb3ChdQtm6OzRZIh9YIk9IUTi+w5myYaUHh7NEO5bvH42jY+sr6dIzNFcpqJLMLx2QJ//tIZZEkiqEr4FYmHV7de87zsiF/hvoEWJrMaDw0nL/n76WwVVX7Po2U5sW8ix76JLOs6ozyxro3JrEYi6GN9Z4SsZnD/4IWqtdawik/x4t62sI8/ffEUharFYGuQYs2gM+ojrxnM5Kocns7x/NF5XBdqpo0sXnjNkUQBWRKomw5HZgtkKwbb++MsFHV64v67bjTmxYynK7xwYpHWkI/P7+i54fGkw20hhlpD1EybbecpE3riQUaWynTFPJPcdLnOvglv5u9UrorjuuQ0g3S5TktI5R/3T1PWLYbaQvzCA55SdiZXZbGk0xX1M5+vYVg2QZ9M9xUMXY/PFXljNMt0VkORPMPUtoiPR1a3YjsuJ+dLzOQ0NnTFbtt9Yqmks3c8S38iyI7+a1db3kgi/MPGn+vlaeAB4E8aH84fAK8LgvAGMA38ueu6hiAIH+ixG3g/140gCHzp/j6mc1WGG1LcnGaw52ya1rCP3cNJqqZ9RYvys6kKZd3rGx7LVNh5HV/c+Zi2Q7Vu8513p3n28DyaYfHm2Qx/+vQ2WsM+prJeL+ZcoYYkQt32dt92r0rw+kgG03Y4NV9iuC3M5p47N/i8alicTVUAGM9ULkmED07neWc8y0yuiovXmO7icmyuyJ+9NEIi6MOniGi6jSwJHJ4p3NZE+NHVrbSGvarJRMYzlNq9KnlJZbhmeOtbbrPUwJM3TeeqLBR06qZDzbRRJZH2iMpja1r54n19F/x73bSJBxW+tmuAb78zzVJJ5/WznvFMfzLEVxumOiNLFd44mwFAlgQeGk7yyc2d/H9vT1I1bE7Ml3h4dSthn0xeM/j2O9PYjjdzzrAdTi+WAeiOBd5Xdg1weqFMzbCpGTaz+eplJVkrrHC3YdoOh6Y94VPNtBlNVZjN16jUTMYzGumKjusKVA2bbzw2xN7xLK7jcmKhhG5aHJrJY9gOpZrJ7lXJq7p/DrWGLpF3nn9u7hpONOXWdwN1y5ONVw2bUs2kUDOpGBa2A6lSnXLdQhIEwgGZNZ0Rtve2sPYy15rDMwVsx+XwTH4lEV4mvHYmzYn5EoIAv/TQAMmwj2LVZL5Qo245nFksUzMsBEHgp2dS1C0HUYCIX0ISQDNs9k3kSYRVtvbG+fjGzgvuM67rohk2IVW6YlD/obVtfIhLzbGOzhb4yakUggBP39+37GSiR2cLmLbL8bkihmUzsuRNGvnVRwYBr+CTKutMZ6us64wQD6r86sNDGJZDTqszntYwbJfJbIWIX2GxVKc96uPv903zwrEFaoaNIAh0xPxYjoMkvnfN8SsSX7q/jxPzRfZP5qjULZ45OEd7xMdYqsJwa/im9ajeCU7Ml6ibDnOFGksl/QObTZ1DQKA/ESCgysTPK5x9anMnDw0nmk7252b+jiyVeXJzJ5myV6WP+GV+dGyB43MlCtU6U9kqGzqjDLWFeObgHI7rcmgmj6ZbpCsGT27q4LWRNJ/bfqkx4GRWo78lgCx6BUFVEpvKvmylTktQwXWDtEdUDMu5LcWIV06nWCjqjKc1Vl1HH/qNmGX97dX+XhCEf3Zd94uXed7f857T9DneBv7kon/3Jx/0sdtJLKiwJRjDdlxmclX2T+aYylYZT1c4Oe+ZVXVE/Xx8Y+clcxdXt4c5Nlv0jBo+YD9J3bL55uvjZCt1qnUbAa9fxa9IFGsmiaDqJeKCZwhh2Q6SCH5VIlOpEw0oOI5L3XaaRlp3Cp8s0h33kwz5aGv0MJi2w7OH58lU6qztCGPYLrYLsiCALOC6nrR2Jlslr5lU6haPrEpSM51b3pN9PlrdIqcZbGyMddrTSPoM2+FL97+XPO45m+aV0ym6YgG+sqv/ipskd4rNPTHvxmY5+BQR03IwTBvdtKlbDv/TPx9FlUV+8/FVdMT8fO/gHKLobQit6wxzfK6IKAj4FInFYo3RVJnOqB/TdqgZNo57oVvhhq4ob45mGEgGm+YiVdNu9j6WdbMp35RFgZbQtakm1nVGOJuqEPZJy8oRfYUVbgTbcYkFFLJane54gINTNoWqyVROw7QcLMdFlrzr/HffneUTmzrIawa9ySCDySDT2SozOY2pjMa7k3m+/vDANVe94MJzcyKtEQsobOiMXrGNZTkhIJCpGPz09BK247KpO4ZfFtEMBxuwbQfVJ1PVbc4sllko1GmL+C4JxLf0xjg2W7xsr+gKdwaxkZxatjc14vhciX0TWfZP5pjMeMepX5GRRMFzfha89py65dAa8mHaNgGfzLa+OD+3rbuZBLuuy+GZAkdmC+Q1kw1dET65+fqmPCwUdJZKOomQSkW/8yMF85pB0Cc1N8E298TYN5FjXWekWZipWzYvnVzkJ6dSRPwyU9kqLSGVh4aTfOXBfgKqRECVcHHZ3BPj2FwRre4ZZraGfWQ0g6hPQTM9ua4oCFQNi//25iRf3dV/yRSQR1a3Ml/QSZfrbOyKkqnUCfmku17JtbE7ynSuSjJ09Va5izEsh0rdItG49owslnljNMNUVmM2X6VSt3n6vj5+/n5PSi6KwgUeRcnQezN/K7pJV8zPruEkR2aLzOVrqLJAQJUZag2R0wyG20IIXmUJ23ERBAFR8GZIB1WZA1M5DMtl96r31A5rOyKMpzU+sq6DHQNxbMeltyXI/skce8eyVBsS7rGUxv/8/WN8YmMnT27quKXV4baIj4WiTsQv47+OEU+3Mgq/vK3cPUDdskmX63Q2DuzpXJVDMwWms1WKNZOIX0aVRXKaSaqsc2i6QKZi8LVd/RccrK1hH7/+oQ/+MVUNi79+bZxnDs6SDKts643zq48OsVTU2dQTY7g1xKtn0uydyKJKIps6wswWde9GAByYKlLRTaIBhXzV4J3xHKvbInfExff0YokDUwXCPoWtvTHuH/QkMalynZlctTnbr2p4FUpRFHAcF0kAvyygWw6SYdMW9pEI+fjifbev10Q3bb61d4qqYbO9P87Dq5JE/DLzhRp5TcJ2XCRRYCKj8Y/7Z0iX69Qth1RJJ7zMeokeW9NGIqTyk5NLnFwo47pe0Gu7LgtFnaNzRQKKyB9+/zgPDiZQZZGwT2au4JnGtUV8qI0NjfG0xjMH55gr1EgEFUZSFWRR4JmDM7w7leOL9/XywGCC+/pbEEUB13V5/ug8ZxbLDLeFiAdUdg0nCKoyrREVnyRd87HZlwjymx9edSs/qhVWuK3kNYP/9OoYIi5Bv0zdtJkv1EiXdUzHRREFIn6Z7niAim7x1lgGB5dvPDrclGT+2YunyVYM5go1Fko63XE/X901cM1r6IkH+PC6NsbSFcZS3oiZsm5dVg66XHAclxdPLDKVq5Kt6OSrJo7jcHapxPmmITZg2Q4IXoU44le4nKnIE+vaeWLdvTND+W5HN23aIj7uH2zh3ckcL51a4tXTKQRRQMTFJ4tU6hYBRaI3HqBi2Lw7lSceUJBEFUkS6AsFCfllnljXfsEGx9++Ncm/HF9ksajz0Q3tjKW1q6zkUmzH5WyqjN7YQFrbcWfv9/smcrw5miHil/nFhwbwKxIPDSeb529eMzgwladu2fynV8dYKunYtkM8qFK3vM3s84kHVR5f2+6NCK17bWrZikHI58XAHRE/qbKOCExlakR8qme6eZEnyP6JHFXD4uHVSe4faGGxpBMLKA3vEfOuNdFa1Rbmv3ti9XU9x7Qdvv3OFPmqyf2DLbQEVb61d4qJjEbIJ7FQ0IkGFCZzleZzFoo1fthoBds1lKA3HmBNexhBgH86MAeAbtlNX5rV7RE6Ij5Mx+XBoUTT4HShWOOPPrOJV86m6Yz6WdcZYamk82cvjuC4LqlSPw8OJ5AFkZdPeRuKflWkKxbg4HSeZw7OMZ6u0J8IEgso7OiL8/3DcywUdV4bSbG6PXTLRsgC9LYE2DueYag1hCJde8J9KxPhm2pMtVxwXZfv7J8hU/F2UWZyVc6mKlTrVkM2ovDFnT0kwz7+5dgiR2YLtARVbMelatjcaLhQrJqcXCgx2Brk2GyRt8czaHUTy3bIxL2+gKfv6+W+RiK5UKzhOC6qLBLwyYBnaW+7LgIujuuiGRajSxUcB9KV+h1JhKeyVQ5P5xtJVBeSKFAzvJm7nTE/Iw1prOU4RPwKRd1CEEE3XQzNJFbWqfkUclWDz93m+Y41w6Zq2IBLrmI0xgOE+O67M96IKtvh335kDVrdIhFUmcxo6IZN3zUacdxOJFFga2+c10fSlHQTy3ZxcQlIMorkjYQwbRdZFPArIuMpjcG2EMOtIc4ulRlPV+iI+vnk5k7+4uVRpnMaWt2z9T+94Bls1C2baEBlKqOhyhJvj2UYaguzqSvKP+6fwbAc8lWDP/78lua6rqdqtcIK9xpl3eQPnjnGgakcjuuiyCJ+WaKsm7guCK63WdUSVHlkdSvvjOeafXqZSp2OqI8fn1jk1EKZeFBhvugFmtfas+a6bnMnf0d/C61hHzO5GuAFbsuZrGZweKbAsdmil5Q05NCz+RrmeUv3NaR97REfu4aTPLq6tVmRWWH58sLxRSYyGn5FREDg3cks4xkNAWiLqDiuN2M1FlCYztXwqyIFzaQ95qevJYBflijqJplKnYVirfm6c4UaPz65RFbzqpOSKPDodbZanTtvBpIhWiO+O95TP1eoAp6xZbFmXmCQ6rou8aCC0/DzkAQvkXdc0AyLnpifL+y8MLY6u1Tm9ZEUI0tlAoq3KT6Tq1GpW6iSSNW00S2HuF+mJajQHffTd5FCy3Fc9k3mcF3PJ+aBwQRdsQDZSp1/2D+DaTt8Zmv3z8zIpWrdJt8wE53L15BFkYAika3UqZkyfYkg7REfn9jY2XzOibkSZd0zbDsxXyQR8rFrKOGpXhQJ3bRpCaoMJkPsHk4wV6xxeqFCUJX4y1fHGEtXUCSBodYwi+U6v94Yj3V6ocSbZzPULRtFEjk4nWc8o7FQrGHaDr0tQYqNUU3H54rYjosoCNgObOmNsnOwhcOzBU95Efbd8g2Nf9g/w8n5EmeXtOs6V5eXLvMuwHEhp3lf/NmlCicXSlR0E82wKekmXbFA4yAWeGssw6q2EJmKwe5ViRvuDwD4wdF50uU6e8ez6KZFqWoRUGWSIYX9Ezlc4Ohskd/92Go2dkV5dHUbC0WdoCrx+No2fnBkHt102NYb4z+/MU6+aiKJQuOC596xG3+hamA5LulCjX0TeaqGw4GpPD0tAb58fx9be2N8/9A8+arB1p4Yzx2Z5/RCCQPvO5kp6KzvlJEEkbm8hjeZ6/YQDyqIosCZxTIdUT/f2T/Ns4fmKNRMTNslVa4DsKY9TCQgs6YjQjKiMp2vsep9KsLH54rULYftffFrMom6WfS0BLhvoMXrGzIdLMciXzV5eFWS9Z0RaqbDbL5GfzJI2CczmdW8QDykosgClu1SrBnkNYOelqA3jsKwcV3vQp+t1Pl3PzpF1XB4eFWCfNVkTXsYn+yZcNwqyXixZjKXrzHcFrrjLukrrHAtjKcrzBeqzOar1E276TtRqlnEgwq66SC5Dj5FQhREbMdFlURKusl4qkKpZpCu1DkwXUCWBHyKyG9+eBW24/KhtZf2NOY0g+8dmkMAnljXxsunUjiuyxd29jbbe/oSQZ7c1EmlbrGjf3lKhOuWzb6JnOeBsVBiNF1GN61GMuJekARLImzve683dNcyrnD/rOO6Lgen81TqNg8OtlAzvSplqWaxpSfKnrMpJMHboDFsF9d1sR1vQ+SRVUlGlsoUaiaqIvKvHxkkp5l8590ZLNvh7FIFrW4R8nmmm2vaw6TLdURBIOqXmy7S3piyOYo1k09v6aI/efnYTpZE/tWOHiYz2h2dElGpWxybLTKYDGHZLh1Rf1Oqq5s23z0wS7Fq8NBwkhPzJcKqF6dYjstcoYZPlqjbDiGfjOO4lOsWUb/MeKbCntEM5ZpJXyLY9BVxXS9WcV0XWYCQT+b+oQRffqCPV0dSdEYDTQ8YURRY0x5hZKnMuo4IY+kKqiRS1q3mXNy5Qu1nJhGOBRUeGk4yk6/y8Kok7RE/JxdKbOmJsVjyFJ3tET9bemKUdJPJjNfKJosCQVVGkUTqls2zR+Z5dyrPh9e10RJUaY/4+MvXxnj20ByyJJAI+djSE+Xt8RyKJFDWLQaSoaYc/cR8kf/jh6eQRZAEUGWRkN9LyKeyVTqiPgKKxIfXeuqYbb1x3hjN8PDqJPGATF8ihCwKPDCYYGd/Cxu6ope0h95sZFFAq1v4ZfG64uVbmQgv/6ahD4AkCjy5uYORpQrdMR9j6TILdRPBFVgq1Vkq1fnPe8bpigUo1kwOTucB+NbeaTb3xK87wLdsB1EQmj1Y59yIJVEg5FN4bE0rS2Wd2XzNc+azvD7MP3/5LDG/wm88PszP39fLYlFnqDXMVx4cYDKr8eMTi8QCCgOJAKos0tsS5OHVrc1m+9vN6vYIiiTSEfWjmzanFko4jstcvoZu2WzqjjV70b6zfwZVElndHuLkQgkXAZ8sYtsu6bLOs4fmMSyXLz3Qd1UzmOvFdV0sx73E5GqpqHNspkAipPLyySVPRlyq45dFIn6ZXUMtWLbDd96dIVOukyrpLBRrtIWXGEyGrnjCjqYqvHRyCfB2Zs+fDXereWxNK9mKge04WC5gu7w1mmF1R4R///R2wNsN/uGxBQQEEiGVmF+hJagSUCVM22axVMdFQBIFPrKunYNTeUzbodyQbbYE1WabwYNDSTqjfv7tE6uZyGoXmPA4jsvx+SJBVbohWY3jeGqOSt2ipyVwQe/2CissR07Ol/jeoVlOzpcaG2sOkiAgCAKK6FCpmXTH/UQDCpbtYpQanPcAACAASURBVFg246kK0/kqpu1SqJlUDZt4QGUuX6VQNWmL+Pj89p4r9vWOpiqUGrv8b41lqdS9vsHxdOWCQOZiM8PlxoHJPO9O5kmX60R8EnXLxmxMG2g4LTYREdjUHWVTdwzTcShWzTuijFrh/ZnMVnl9JMNcvsb3Ds3x4GALm7oj7B3PcWapQjyoehMcBAHXhZJuEVZldg60sLk7xsmFEj5ZpG46qJLI8bkiumFjuw5a3TPYWtMRYVVbiFMLRcI+GVkUODFfZjyjkQz7mG+YHwGcXCheMREG6I4H6L7DBlkvnVxkMlNFEgV+7dGhC2YjLxZ1UiUd14WFQo3WsMp0rorluIR8MjG/giKLKJLIX74yyuHZAqvbwuwcaEEWBTJlHctxmUhXMByXwWQAURRpCajM5KuUdZN4UEUSBd4ayzKe1jhCkc6Yv1l4+fTWLj5udXBmscxzh+cB+OzWrsamu71sN9tuFbtXJdl9nn70s9u60E2biYzGZNaryGYqdSp1k3TZYFtfnEfXtPLQcJKjswV+fGKRim5SMxTS5Tpbe+MUqgZTWc9o9twmQyIk45dF0pU6m3tifG5bd9NkajxdwXYdChWLeFBlZ38LkiDQ2uanZtrNnOGch8K2vjjb+uJ8990Zjs2VOT5fpj8RZCpbRRBg0y28X7iuy4n5ErIk0B710xZWr6u//FYmwr9/C1/7jrK+M8r6zijf2T/N6cUKumEhS0Iz4JAlkZBPYn1nlNlG8PH2WJbXzyzx4fUdBJTLOw+OpSu8PZZlqDXEI6tbmcpqPHd4noAq8eUH+oj4FT6zrZuzS94BZjkui0Wd0ZQ3TFsWQVUkZMEzBXGBI9MFjs2WcFyX8UyFsE/hh0cXkARwXVjbGWGuoDNf1JnJaZ7B1h2oCi8UagQUkZawNzbpjdEMi0WdL97XS7BhrmTYDqbhMF+sMVuoUtYtIj4ZRZb4+IZOokGFg1NZbBfPQbVcv2lGSYbVSGQrdT66voMt5xlx/dWecaYbEvkd/THG0hqqLNITD7KhK8rIksZQW5lMxaAlpPLuVA5ZFDg4necrV3EVP38E0+WSZct2+OGxBbIVg49v7LgpioNz/MO+WfacTeMCPgnqNvhlEdPyjLOeP7pAzbR5aksXAvCjYwskQypPbenkR8cX+R+/exTTchhqDbG9v4UnN3Wy52yad8ZzLJZqgEBOMxhMhoj4FeJBGVEU2N7fwvaL3NP3T+Z4aywLwBd2igwkP5ixnOO6TUO4unlnjeFWWOFiTswXmcxU2TXcQmvYq9YslnSOzBTQDAtJAATPCEurmziugE/2Ro+0tqn4Zc8AcSKjUTU8aWLI53kVqLLIQ8PJZu/d1RSaq9pCHJ31nKkfXdPKayPpRn/j8nZerxk2L5xYwHbgk5s7CflkJjIVcppJRTcwLc9o0b5M05YsCiRDPt4cy2A7LuNprel4v8LtI1XS+cnpFC1BlY9v7Ljkvue6LifnikxmNbIVA0USeOH4Itv745yYLyGJAtM5ja5YwHNTr1v4FZFEWCGoSBybL1IzbQKqxKr2MHsnchyYymHZLj0tQRRZ4vmjC3x1l8Km7phXNXXh1EKZiF9mTSNJ6I4HaI/6KNbMO1rpvVbOmYmJwns/nyPil5lIa5R0k+19MWqmzWTGU6A4rjeWLajK9LT4eXs8y3SuSqlm4gCGZVMzvCpw1O85GSdCPr6+e4DjcyW64n5mshpV0+LgVJ6BRjymyiK+i9oyVFlsVvcBLNflU1uuz5jsXmE6W+WlU0u0hlU+s7Wb9oif1e0hXj0jUNQMFosWU9lqo8XRc9/+8DpP3dMZ82PZnqfLfLFGMqyyd9zrHf7U5k7qluctIQALxTqxgMyGrjY2dcdY3RFBq1v84Mgci0UdvyQhBgTaIz5EAR4YSrB7VZLRVBmtblOoGrw1luGhoWRzY/VcPKs2Zq9DY6ToLZyScmS2yCunU4ymNLpjftoi/qap47Vw3YmwIAjHuHz/rwC4rutuxfvhx9f72ncTi0WdN8eyCHg316gis7E7SsSv8OBAgo9t7GC+qDORqfDK6RSxgMJ3DsxyZkljqDXE53f0UNZNyrrV3C18ayxLpjHoemtvjLF0BctxKesW8wWddZ0KYZ/Mjv6Wpjxla28MSRSYydfoiLZTMUzeGctTqVusag/zxPp2Xj+boVQ12TueJavVqRk2Zd3CcV38S6JXNRXg7bEcQ61hnr7NlbL5Qo3vH56jrFuIoshiUWcsVUESBVoaFepi1eTb+6aZzWu8NZZlNu/18kT8Mjt6YqztDHNqoUzNdIgFFNZ1RC7r0neud0WRBOYKNVqC6gW7o1ciX/VmsAGMLJWbifDxuSLHZj3JoSrL7OhLoMqeQdZQawjT9oyyOqMBgqrET0+nKNUsDNvBJ0sErtKjN9ga4rPbuqlbNhsvc7M9ZxMP3kiPm5EIu67LWLrCqYUiOa1Oa9hHW8RHQTOoGDZbemK8dibNDw7PYTkuAUXk1EKZF44voEoi/+eXt3FwKo9le73nq9rCPLamlblijd5EkBPzJTJaHcf1PpfTi2Vm8zXeGE2ztj3CwEWzSV8+ucS+yRwji2UUWeQps/Mqq786siTyue09jKUrd3RM2AorXEyxavLtd6YZS1V4/ug8v/GhYTZ2R9k3kSWnGWQ1A8u2MW0HFzBtb3ScbdiIgsHBqQKW7TKQCOBXJfr9QXTDYXNvjFhQpVgzWdcZYVV7mPWd0QvOsVdOp5jIaDy8Osn6zijJsI9vPPaeiePXd3+wjafbzanFEpMZrwfy+FyRTd1RJEHAdm3mCjp2QyJ7ObrifpJhlalG3/MynGz3M8H+yTyLRZ3Fos7Grij9Sa8H8cxiiZagyusjaX58comwT6Y94mMmp9ERC3B4utBweC4iCVCuWZiWhSyJlGo2uumwWNQxGi64j65J8kc/t5k//uEpon4Fw3YYbAsS9ctNKb1PFmkN+/jlh4dYLOls6IrgkyXS5TovHF8gqMp88ZHeu6LF5slNnZxe9ObMXlwpy2kGq9rDmLbD8fkSe8cyHJr2Rir5VZG+eBBB8Iy2prJVlIZsudC4LkmigItXebcchweHWokFvApwSJVJVwxqptdjajoun9naRTLsu2zctbPfcx9WZYF1y3zj7VZg2g66aXNwOs+7k7mm+e5H1ncwmtIIqgon50qYjd5tSXxvU2ZTt+e2rek2Wa1OoWqwVKozmxvnk5s7SYRUPrGpk09s6mTveIZ//+II5ZqJ5bisbZdY1+V93qcWSrx0MkW+auCXJXb2tzSKd/DWWIaNXVFWt0fYN5HjYGOUX0CRcFyX9oifj2/sIBlSCfllFgo1aqbF42vbb6na9Jyp66q2EH2JIA8NJ68prj/HB6kIf+YDPOeewrAc/vngLEFFIhHysbnbz3hGYzSl0RP3M5ouE59SWNUeaeySqfhkkXzDRVoQoFg1+NY70xiWw+5VnmvfYDJIpuzNYAuqMpt7YszmawRVmYGLpDfPHpljMuPNdXtqSxdrOyJM5zT+4iejpCs6Eb9CX0uQVe1hWoIqL55cZP9UjvmCju04OI7XI6WbDgHFaYxbMtg3kaU96udDa1p5ayzLn714hpBP5s+e3kpn7NbIe4KqN8R+LFVBELzKuAsEVNmTOAHpis7phSI/PZ2iUrebOzHlmsV4qsxAIkjYL5MI+Xh0dStfvK/3Egnz8bkiL59aIqTK9CeDnJwvEVQlfvnhwfe9mbWFfazrjLBY1Nk54FUsddPmL35yFst2SVfqPLY6SbZaxydLjKYqdEZ9PLW1m46oJwGyXZfuuJ+pjOeeHA94fcIXz+o8n6v1xbRFfCRCKoWqyZqb5Eb51miG7x2a5+SCZ74QCyj8b5/ZyP/+o9MEDYt3J70b5ERWQxYF3hrNMJ2r4ThgCS4FzaQz5ueNkTTRgIJm2Lw+kmFdZ5iXTi5R0k06o37KuokiieQNk3zVoFy3+NY7U0T9Ch0xP4+vbefEfJG/2TNOvmoQDyisbYlwtU2+s0tlSrrFmvYwiiReVhrTlwje1Mr5CivcDHTTZj5fpVAzWCzpfGvvJH5F5vRiiVrDcbbeaGqVBDAb54ELVOo25bqNIgnkqiZPrG9HFAU+vqGjaWzyf/34DPGgSnvUd0HbwXyhxg+OzhMPKOybEFjfufyrW+c4J4dzXJfVbWGePTTHnrMZ1nVG+OLOXn54dIF3JrKkSnVs19upv5KtlwCMpjW64342dseWffX7bkI3bY7NFWmP+K6q5rEaIxzPLJVxHJeZfJWgKvL7/3SUkVSFjqhKUFWomRZTWY1ESCXqV+iK+tnQGeUnp5cQ8Ua+gINflZsVxprpUPfU/riuyfG5Ej5Z4sv39/LDYwusao/wc9u6GE1pvD2a4UfHFnj1TIr/5dMb6Yz5m67rAMfmvCkgYDCZ1e6Kc8avSBSqXnzXGvaxs7+FwdYQI0tlMuU6VcPi9ZE03TEfpxbKXqIF2LbLUkUnZinULa/6WK1bSKLAycUSa9tCyJKILAqYtkvdcvjRsXnaIj5aw9782Nawj6mc1nCR9rHmvHNrMqORrxps7omhSCKyJF4woudnhWOzRfaOZ5jO17yRp6rMZEYjHlSZyVU5MlOgWDNxGnL1nGYgSwKSKGLaDhPpCn/6wmmmczVEUeCRVUkOThdwG0Zn6bLRrNTWLZuxVIWAIiILMo4Ddcuhq3GMF2omk5kK5bpNfyNWSoRUnj3iSdajAZlff2xV8/UEAY7PlchUvF76T23u5O3xnCflzlZoCaqMpio8cp1Gc9fDtl7PQ0cSBTZ1X3+R47oTYdd1p677f7lHaY/62doXpzWk8h9eHsGyHY7PlTg6W+SN0Ry/89HVLJUNYkFvVq/luExmNHYNJaiadtMIIFsxAG90zba+OCHVm3fXHvHz9d2Dl/y/rusynfV2ricyFcbTlYYMTGNdR5jJjEZQlfArIn/z+jgLRS/5rhlesIQLRiMi8Eb7iCiigGk5nF4s0x3PM5AI8n+/PMLJhSKSKPCXr47yR5/bcslabgbxoMqO/hYCqsToUpmJjEZeM9m9Ksmm7hiG5XBstsjrZzNUz0uCwQtsxrM1hrIaPtmbD1ismUxktEuCmelcFbfhIDmd9Sqp1Ybj8/slwqIo8NRFMh1ZFCjrJgtFHdcBBJEjM0W6436298WQJYmITyHXcG/d1BXj9TNpRFGkbtsslXWeOzzPV3f1fyATAb8i8fXdA9iOe9NkJ3tGMxyYypHVDLrjASzb4e/emeL0fBHDdon4PQmzVrdwXMhXPSn9eKZC0Kcylq5weLoAgkCh4XwY9svM5Kq4rotPlgj7ZLb2xpAlkT0j6Ya5hkuxZvLT02naIj6OzBQYbgvjui4BRUKVJRJh3xV7reYLNZ4/ukClblKsmgwkQ3zhvl567nBv1gorvB+m7fD9w3PIkki67Cl2fnoqhSBA1CeT1wxs28FwQBG9XqvTi2V0y7sSnrseOo7rBaARH47jSeQOzRSomzZjaY37BtRmMn2OV86kKNVMFgq1u24k0OnFctND4dUzKV4bSVM3bUo1b8P52+9MsdRIguHKYyxkEdojPhRJpDseYOdFrRkr3BivnE5xerGMKAj88sMDxIOXb716/ug8pxfLZCt1euIB/uubE2zuiTGa1shU6qT+f/beM0qy87zv/N1QOXUO093TEzABg8EgE4EgCIpJNGlLphgUKJm2V8e2vOd4115b3j3ecxyOZK/WPrJsyZaVLFsrUaAokgIJggABAkTGzGBy7Jy7qitX3bp187sf3uqa7pnpwWRigPl/IdHVfafq3rrvfZ/n+Ye6TUxXiYQ0NAXKDZuIrtKVCKNrqzRduT/QVWQzNKSRN2wUAWEdhFBIRUNsykQ5tlDh7ekSvakon9k7QCYW5oHRMM+fzDJbNFEVhdPLNe4+Ly96W0+Sk4s1LFdOmm8FGLbH4bkKJxar1CyXuaLJJ/b080evTaOpCmVTRh4dWai1n+2aAp2JMIPpKLGQxtlcnWZLZ297AbmqxWzBZLAjShD4lJs+vg+eKvOEuxJhCg0HXwhS0RAPbuni/tFOFkomsyWT7b0Jvn1kESFk8XWrrT/XE29OFcjVbMaydR4Y7eTV8TzRkErFlPfCK2N5YiG5p1cUKZUL6yq6otCwPBYrTWxfxluloiEsz+fnHhrhj9+cpWjYLFRMVlUGf3FwgT98bZqq6eL4Ad2JMNtcn/GswWAmxsSKQX8mRmGpRq3pMrFSp257bRO5oYwsjiUDVkfXFI7OVygYkjFp2C6BEBQNi+MLNTQVNrdM5oqG9FEayESpmA6bu+LXZe+qttJOrhZXrRFWFOUR4D8DdwJhQAMaQoj3fnvsGhHWVX7m/mEWyiaj3XF+54cTVJsutaaL7floqopAcDZb596RDlItioAQMoT6gVFpD//Y9m6KDYfH1nTA0u9iL/7GRIGJvMGW7jiG41G3XL51eJGj8xV6UxESYY3+dJhMTIrkDdtjodwk0nJRC2sqQRCgINobA88PKLmSltydlDmwnYkwBcPG80V7U3UjUW26HJgu4fqCjrhge2+C/lSUaEhjPFdnMi+d8VYVJJqyXut1bLHK43f0UjRsxnI1ti8nGO6MtfXFAA9u6aTWdOlMhLlvcwf7p0sMZmJXrYn2Atkh9YOA3lQUEQjSUZ390yWGO2J8+UObCYTgmWPLADy8TeorZksmuqcQadFJzs/muxIoioJ+BXlp74aQqkrDgVSEvZvSnFyq8qOzeZpuQDQkFyzPl1FgQSA4PFdCVVWCQLBUafKNg/MsVWSgeSYW4nP7BtnSk+CtqSIKCo4XICLy2v3dx7YQ0lQOzpRw/IDJlQa1pkPD9ig3bDJRHTcIUBUY7YrSsF2ePbHMrv4U923uxA9k8dyxRvNYtzx8Ia/NUqV5uxC+jfccqqbL7/5ogmrT4wsPDPHSmRV+eGaFfN2m1nRxAzDdAE2BatNDIP0cFOTmfqQrxlK1iVWXjSat5cqqqwr3bu7Aay2MxxYqnFmuk601uWcow70jGe46TxIQ0lT2DKbRdeWWm8Ssah0DIZjMGTQdH9sLKJkO/+57pzm2WLus40R1jYrl8aGtnTyy7ealDXxQsJaGr2zgoXp4rsyPxgoyvkiItpmiYbskIxpFA2xXFmCK5RHWIarrRDSFpw7OUzRsHM9HVRW8QKCqCn1p2RCqWR4CwUA6yu7+FImIzqf2DmJ7AX4gaLo+f/z6NLYXsHsgzUNbusjVLDri4Ys2yLf0JPhrdw/w7SNLvHRmBVXhmjbhNwPxkEYyqjNbaNBwfV6bKNAVD7FYkQOVO/qS1JsuAoGqQlxTeXhrFw+MdnJmuc6hOelT4PmtSbEbyP8VvnzeR3SieoBAcEdfko/s7OH+zZ3kajaZWIhERKdhe3z94BxPH11GVRT2DKaJhlXCmkbVdPirI4v0paLsG84g4F2NZXM1i9fGCwxmojx2hdNGw/Z4c7JIJha6wIRUCMEPTuWYKTb48B09VzVhvFLc0ZfEsKTU0fYCHD8gX3foTUeYWDEY6Yrx3aPLnG05ngPYnsBXZVyR6wl29aeYKZgIBI9s7WH3YIpnji9juz7lhsP3T2T5woMjFA273cwAQbFh885cicHOGHuG0mzKRMnEQmztSdB0PObKTaJhnYe2dPFT925a5+Gyyq7rjIfpTUXoS0UZ7oxhe4KXz3oMpiMorQr8uZNZvnN0iYF0lJLpMNIZZ2d/is/uWz9gms4bvDZRYCAT4xN39l1R5NjXD8zyuz+aYs+mNP/55+6/7L+7FrOs3wZ+FvgL4EHgl4ArS46+hbFKl1mpWZzJyWBry/Vb1E2B5Uo9ZToWojcZ5o3JAn4AX3hgpP3lWY1oKDUcmo5/AZWzarp88/ACmqrw+fuH0VWFt6dLAMwWG2ztSVK3PFZq0s58Ml+nbDg0PVnkdidC6KpCZyKC6/uUGx4hXSEV0TBs2clUWjEDXiBQgoCQprCzP4nt+ewaSKGqENVUfvnx7Xh+cEME76WGwzuzJZqOT1cizM6+JOMrBq9PFHh8Rw/9mSiRkEo8pNJoFY3nG574vk9fKsJ0wWAsa+ALqeH5xJ5+Sg2HWEgjW5XuhgPpKH2pKJ/bt+my39/zJ7NkqxZ3D2f4+J39AHxt/xy5uo0fQNPx0FsRSgrQdH129CXXmX1Yrs+WngSDGfmA/szeAR7a1n1Jx8mbjd0DKV4eWyER1vl7T2znl//kIIbtoSi0cuYktS0QAtcXuE0fBR9FEg3I1a1WdIVgZ18SXVX4qyNLTOUNHtzSyVzRZLJgMJ7zOTxb5pFtXfi+4NXxPGO5Go4v6E6EaTg+b0yVyBs2QSAoNmQ+c63psVyxGO6M863DC5xervHw1m6++OAI3ckwjuczkImRjukX1VUvlU1OZ+s8ONpJZoPJxG3cxo3EobkS78yWqZgOf3VkAdMJLjqtXKXzrn3Nbm1gUpEQlhOQiOo8srWLqYLJtt6k9I8Q0gwuW7VYqVuUTZdT2TqjvQlCmmStPH5HD7Gwxuf2DTKWMxjujN1QM5MbgV0DKQSC5UqT+ZLJw9u6WK6YeIH0TLhceEJQNZ0Wfe/COKnbuDZ8bHcvfekIfalI24nbcn0OzZbpSobZPZCmYroMd8RQFdqGbtmaRa5mEwspNNbcIwIIAvk8ytZsZlq6bgVQFYGmSj+IphMwkIky1BklX7PJxMNs6orztz+8laGOGDXLZaVu8/pEntPLdRqtqdfO/hT7hjt4YEvnOhrvWnjBuUbMrTAVVlWFT93Zz/H5CmdzdVZqFr/98gS2GzDUGeOXHh3FdDx+7ZnTVEyXoY4YX3lklGdP5Dg6X24zK3RFMuEUhfaQxA98yk3pwB0Lqdwz3MF4zmCoI8ZU3uDIXBk3EEznGxxPh1muWvSlohyaK3P/5k72bu2g0nBYqjQ5Ol/h5bMrREIqT+7s5Z6Rzg1TNf7kzRmOzFUY6oyxoz91Ray6NyeLnFisArQpwa9PFBjpirNvOMPJJdlEOzRbvuGF8MRKnZmCydaeJEMdUZ46OE/NklPVbT0JEtEQD4128sdvzLSj8Vw/IBACFTkIySR0Kk0XTZNMUiEE0ZDGp+4a4L+/PoOmKJzO1viPL4xh2h57hzJM5RsslBu4vpTXVEyH339lChXIxHQato7l+tQtl9fGC+zdlKYrce4cW67PQrnJcGeMaEjjgdEuTixWmSo0eGhLJ3sG0/zOyxNMFxpM5g1eOpsHWt+blqZ3NYMYaGn8K/zuy1M4vkyKuWckQ1/q8odwv/69M1SbHrMlk4OtWulycE2u0UKICUVRNCGED/x3RVHeuJbj3YroTkYYSIU5Ol8+l0sYCEzb47/9aBLRyivcM5BisWrx5mSBoc4IgVDoioc5sVTlxdMrREMaX3xwiLGcQToaYu9QhlfG8zx/MgeKFMR/fHcfQ50x5ooNTizWmCo0yERDbOtNMparka16mN65bVOxlXdcajjrMhN11tDpBKiqIPBBRTBXanJkrsJfHJzH9nweGu3iFx/dwv6ZEm9Pl9jak+Cn7t10XYPhyw0b15MmFqqqsFiRD0DbC3hzssgXHxzhQ6Od/Jcfjm14jKbpM5GrMZat4/gBxYbNA5s76ZoL86OzeWJhDdOWGZKvjOW5Z+TyOrinlqo8dXCeI7MVapbLW9NFtnTH6UzI4zpeQCaq4ws4m6sTC2tEhUa2bvE7L43z1ce28dfv2US+bvGtloYtoqts7opTaDikIjp+IDi9XMN0PCw3aOetrXYmF8omn7hz4KYUzLqmsmdTmqrp8idvzVJtujgtY4aG5XNsocLJpQqtRJU2NFp0HU2j6kj97w/HVhjPyziLbT0JxlcMCnWLlZoNAr7+zgKm7eG4AZWmS0STphupWIiKKR+MVVPKBrb2JulJRghpCjMFg3/xreMcnq8Q1lXOZuugSHp0RJdT9jsH08TPayx5fsC//u4pyqbLD/uS/NrfvDFUf5Cuj/Nlk7uHM+/K8riNDw5OLlb5i4MLjOfq1C0P72IV8Bqc/7Iv4OWxAh2xEOmYjqIonFqu05OM8Hc+vIVszWKmYPLpuwY4tlghHQ1RMGw64yHGsgbZqoWuqoR1lY/u7G1LFbTruJ7fDCxWmkyuGOzZlObNySKJiI5hezyxo5f/8ebsu57XVajIjdn23gTdyY030q4fUG449CQjG8ZO3QaczdYpGDb3be5os7EiLcOdtXhlLN8uNrriYR7e1iU1kAgajst03qfeYkO0hpbr4AZQaLgUGu66nw93xqiajkyYaBkP3TOcZrFsMb5ikIhovHg6Ryqic//mTj63b5CVWpPpgtkuhOdKJqloSD6n1kAIwXShQSoaYmd/EsPuxfEC7r9Fon1GexL81H1D/N4rU8wUK62JIDRX6vzpW7McXagyWzTIREN0JUP8y6dPsVxprruXPAGbEjpNV2AEHh7getK4j0AOKV6bKHB0ocLX9s9RabpYXoDnB6x4Fk3XpyOuEw9r7OhLko6FaNoez53MUjEdktEQibDW8kywWKxYfGavNPrqToYZbPnU5GoWR+YrTBcbrBg2z55Yoise4bE7ei6L4dfRasjoqkIyovPcySzLVYvlVZO2rjhzJZPdN9AR3PUD/uLgAj8aW2nn/B5frLBYaeL5go/t6iUW1vjmO/P8yRtTzJctVEXKOAqGQ932cXyB7gYYlkxJsRyP4c4ExxYr7BvO4PuC3YMJZvImzxxbJhHWuHu4g90DaWq2R6Fh4/kBpuMzlTcIaSrjOQM3COhKREhHdEoNm7rlcGShwv/xjaN85eHNPHZHD8+dzLJSs4mEVL74wAim4/EXB+dJRUM0HZ+f3DvA//XX7uRP35rle8eXmC40GMhE2T2Ywvaked2Tu3rxA8FsUZrgvjqex/LkfRvWVTpi567lgRlp1vbItq4N02Dqllwz/ABqTeeyr8W1/5FpfwAAIABJREFUFMKmoihh4IiiKL8BLAO3hr3kNWChbPIHr04zV2rwpQdGeGJXLxMrxrquoC9k8Wk6LaqOHzBbaLCjL8mfH5jj20cWGemMy05WKxfVcn1ePLXCUlVm03XEQ2itzpsC7ezIn7lviK/tn6PUsDm1ZLWDtYc7YpxaujgV7PyG5Xk1DKtNmUDIB0nRsHl7qoSmKVSbHk034NWJAhXTkaYtXnDdnBLHcnWeObZMTyqMGwjKDZvJlTqOJ3ADgYJgudrk/3nuLM3z3/jazwBMFQ2aruwc+77A9QOWK/J8zhYbGLZHSFXZPZjiO0eX2NQR5YHRjbN5x3N1njuZ5ZWxPIblIQTsGgyzXLV59kSWQt2i4XgMZaJkazanl5ooqkJvKoLtBrx4Os/BmQq/+pO78AN48fQKpu0QoCCEYN9wB/tn5NTzrckiB2fL7B5IMbFi8Hce38py1eJr++cwHZ+y6fJPPrXrupzzS0KBkuEyV2qwWDYpm+c2Gh5AcOH3KaRCWNfw/IBq05X5paaLD4znDFRFnksvkEwJIaS2e2LFWGd+ZXoCTYFcpYnpSUO31cm/qgg+u29QUnxOZnG9gFrTJRaWDt0zhQZzJZN0VEoCKqaLH4h2NzcIZJxArmZhOn47A9Jp0eOuJHPu3WC5Pt8+sogfCBYrzdt5xbcBwG88e5r/8eYMDefaJkiOJygZDtGQzMYVSD3+gZkSL5xewQ8EZdPhn3xqF3cPZcjVLKbyBj3JCKeW6/iBoLO1EXz57ArHFqqEdZWvPrblipw2f1wIAsG3Dy/ieAGnlmsgBFFdxfZUvnl46YLi6JLHAkQg2Nyd4OO7+zf8va8fnGelZrOjP3nZTKIPGgqGzfeOSxlQrSlN24CL7hWcljOzEIJSw6EvHeWVsRVeGS9QMaWT7ZVCAOWGg9Va07PVJn2pKJsycUqmgwgEJxarlBrnMrJ3D6b5/P3SWLMjFuaxO7r55iGZiNB5Xo70W1Ml3poqoqkKv/DwZh4Yfe9ryYNA8MpYnrFcnUe39zCYiWGv8acBcHz4+oE5AhQcX1Bp+ixWl/E2WKaWauvvr9Ur5QTg2j6mYxJuGTllojqBkI30IBDUmg4Kks4b0lQeSkd5faJAw/aotmRrqqpguj4d8RBnsnUM2+XZ41kSEZ1/89N30ZOUztebOmJtida3Di+hAt87scyXHhzhozt7LzmseWhLFwPpKMmITmcizHBnnOWqRVciTDKq8zMPDLf8c25c06tiSjd0zw8Yy9UBSEQ0HE/K0BRV4emji5Qa7rprUTBs6va5H3gt7UzRkNclW7U4NFsmbzg8tX+WguEikE0/xwuYL5ts7orRGQsxmIkykzcI6RpH5quoijSW01WIaBr7hjMs1ywECqbtc2qxyr/49gl29MUJ6Tq1pnSmfvrwEtGQiuUFbO6Kc0efNEfd2Z/k/s0d/M83Z0hHdeJhnYiuMrFiMFNo8Aevujy+o5eFksnhuQogKJkuX3hgiF96dCvhlllurTWVBtlA+LkPbRBtt2bZuJJrdy1PvV9Entv/FfjfgRHg89dwvFsCp5drvDGZlzqvhkPRdMjW7Qs690JI/VXT9fFa1OMTSzVUVXagy6aL6foEQppo3TfSQX86ymJFur6FdZUndvbSsD1UReGRFo362RNZ/vLQogzGFjKi5myuRrZmXVCgXClWTSY6E2EcP8BzAhbKJr/9w3Em8w36k2E6toaua1yA6UjqRbnhIIKAxbKJ40vK9o7eBOlYmGeOLTPbMre6FLIlC0GLTqhIp7v7RzuwPZ+FskkipHFwtsRU3mDfSAcdsRAV00VT5fm92OcyHWmIEQ9r9KejfHx3H3cPZ/jBqSzLNRtdUYiHdXpTgrzhgC9YbBXfAK7v8xvPnSEa0giCANuHZERFICkxW3ri+IFAUaTjnRC0b34hzt3X4sr3BetQt1xeHS+QjOg8fkfPhlONiC4nwnOlBiXz8jaU23sTdCbCvDMjWRECCKuyKxcgGyx1yyUQ8vvVxkU+ky/AcPwLqO+5usOJpRo9iTDlhkPN8vBFgOtJ3ftypclSucmSYrViqwLemixStzwe3trF909mOb1UQygKyajOtt4EVdPlawfmMCwPTVEYyET4/APDMk7sGrBqZrFKY7qNDzYM2+PXnznNn++f29C1+EqhaypeEOAGoCmi9VyBsKbSDPzWRlRhtDvBaHeCD22Vz4/7NndieUFbO2+0qB1Oi3KduHLPvpsORZGf89BsifmyCUIhHpaOs3Ml87KOoYI8Z4H8//OlJuoGt6rnB8wVzVZxZV38l26DkKq21z3D9vi9V6YoNxz2DWfYPZjmzsE0uWqTt6dLnM3W0VSZY/rbL03QFQ/xnaNL17yHWZVOKYrCUGeUPZtSpKIhRrviVExZcPsBVJoOyagum6khnV9+Ynv7GF95ZJSG410wdVq9V1Z1xbcCxlcMvntsmfmyybHFCg9v7cbxA6IhBcc712i2WozAVWxUBL8bWspAHE8g8LFdn02ZCKWmh2H7+IE8j5GQxmK1Sf3MCrGwRrHhyDSKQoMt3Qk6YiFePrvCroEUh+fK7fVpqWLRk4ySjob4Z5/exYHZMmeWa+yfLjGeMyiZDt8+vEjNctm7KcO23o3TNNamRzy+o4e9Q2kSEb2dNrK2kMrVLA7PldnWm7wmR/kzyzWOLVTYsylDNKQymTeYbpnbJsIa6ViIgbSc+L45WaBiehdci7VF8AXnHnl+jyxUZIRSwz3H/kRK2upNj6ePLEkzU0WRCTK+R4CMQQJBSNMQCMoNh609iZbcz6NueShCYSxn0pcOM1dq4gdy8NGTCDPUFWdrT4KCYXNkvsJTB+bY2pOgLxXlbK5GMupxZK7CQtlkuWpRs1wUYHtfinhEo2w63DkgKdi5mtW+RrGQRkdc7tcH1lDZjy9WuWe4o+1vsXbb6F4uLYhrK4R/WgjxW4AF/CsARVH+EfBb13DM9zwGMlEMy6NqubhFwdH5SttEaC3SsRC6ptAZ0slWHVQFFEUQ1jRcz0dVBF3xMLNFEy+QhklfeGCYmaLJjr6kzAOzTf7GPZvQ1HNh1MtVi5Wa1YoIkPm2QUDLzv/yEAI2KnEmCyaZeJiIpuJ4AVXT5eBMqW1eMHidzYcUYKpgcDprEPjBupve8mRu5nTh3YtggGbrb0OawtbuOM+dzNKwfb744DDjOYPvHl0kV7fRVItABDyyrYdDc2V0VUVVFJ7YKfVhlutzdL5CXzrKI9u6eWe2TL3p8NCWTka64vzBq1Pk6zYPbenk4EyZhbKJvUFApeNJfaumKLh+QERTCIS0DBnqiLFYtvjknn7Cmsq23gT9aTnhB9jUEeXLD42wUDb55J1Xn58LMgPwbFZ2HYc6Y2zf4AHx6PZuwrrKcrXJ2Wx9XVF/MWgKREM692/u4vhCDa/l2hm0ToeqyELYDSCsKXSnIjQdj6rpbRxlokBUU4jqChVL/pbl+ByYLrK5K4EvBEIEeD7oqsB0PLI1uaj2JCOUGzbpaAhNdXlzskhfKiID5BWI6RrbemVxkKtbnM3WmMo3MB2PrkSETDx8gTu44wVUzMunRUZ0jS8/NMJSpXk7huU2ePrIIs8cW7puRXB3PMT23gRT+Qaq4qGqClFdY0tPjO39o6zULH7yrsGL/+159N8nd/WRjJQYyESv2jTwZkNRFHYNpPifb06Tr9vSHKm1oTu/gXYxaCqMdMQwHJ+q6aAqComwxpnl+kUlMwXDoW555A2bh7dtzCD6oCMTD/Hlh0YoGg4TLW3ofLnJobkyH9nRS65m8T/fnOGdmTLRkMbm7jghTWX/VJGy6V5zEQyykRrVFTZ3xRntTtB0fObLBo+2IsP2DKYpNmy29MTJVm1GuuJt3fIqOhNhOi9yL3z4jm4ZexgPbUjNfK/BCwJmSyaFuoXpeMRDGkGr8Z4IKxh20F6XlPMNCa4Scq8ri2lPwELVpieuY7lKq0ks91siEDRtj4iu0hELUWrYuH7AVKEBQiAETBUapCIy2/lDW3vWPU97UlE+s3eQe1eNyoRkGozn6vSlokznTf7241suW5q0kZs5wPMnsxQMh7NZg9Hu+BU3y+uWy3S+wW++MEauZtObCvPVD2+lOynZg2XT4flTuTZle7HcxLBdQEFXL92YWN2RtM1vBahCULc8NE1S10E2/CK6iuMHkjUhQBECpbVHQ4GG7RMAtufRdHwqpksyqmN7AZ1Rna54mILhEA1r+L6A1rRfAdwgYGtPgl98dJQ3JoqcXs6xUG4yuVInEdFJRWQhm63ZhDWFWEhrmWxF2bMpzbbeON88tMhCxeSNiUKLBt3No9u7CWkqP//wZmpNj0RYY7nS5KkDc5RNl+Vqs10Ih3QFu1UAhy9Sl22EaymE/xYXFr1fvcjP3ldIRUJs7kpQarj4QcD+6eJF9VVN1wOHdsRFgGBbTxKQ0TM9yQi//MRW/vvrMyyUm9hewB+9Nk3N8pgtNHh9osCmjhhPRzS6kxE+cWc/e4cy/MSdvfzha5OA/OJrioIbiCua0npcaMLSfs0P6IiHcFqVzOrv9SYjbO6OX5UexvMDsjWL3lTkggXkqQNzHF+oYto+Ya21IJouQkjq7Aun5ALUrqwuA6oCecMhFglh2B4vn10hpCl4gra78JaeJD//8Gb+6sgygRAko+duhdW4B0WBz9+3iUREI1sNODRfQddUFGQW21ypiWF7+IFK+SK8bV2BSOtmdLwA1xetRc2jbsnPFw6p/PFrgqHOKPNlqVG5r3WOFUWGyoc1dUPX7kNzZcZzdR4Y7XrXzGGQTYLOSyz4fiCYyBmAoOlcgou++vtCygVeOrtCMqq3qc+aJh1CY7pKzfbbxy4ZNrYnLvm8DYRkTdTX7GpNN2A63yCmq5QMB7v1WtMN2pQfIaRxyaaOKDXLIVtrMtwRJxUN8eSuPg7OlogsygiJVFRnR1+SE4tVKqZLtBUYf/4ENwgEf35gjqLhMNghmxS7+lPvaizUk4zQcwnN4W28v+H5AQdny5xaqnJkvkzVevd7aSPoqoIaCFzk+tWTinDXUIaORAQ/ECyVTZLREN86vMR//coD7b8LWu65wIY0v0ws1Db/u1UQBKL9XLBa2aY+l15T1iIW0qhZcpMZD8totkrTxXQvfo3KpkNvKkJvKrIuheA21sPxAlZqNobt8sKpLAdmyiiKbKAfnivTEdepmi6+EFiez1BHlFLDptp0rksRDFKmEwlJHWRnIszxhSrz5SZfeWQz+4Y7LppjvHqfyAKRDSm18bDepnvfKhjL1blnJMPxBRhsZQRP5o32+dZaGzyFCw1Irxa+AG3NsQIBFcunJxnGDwI2ZaIsVR0KhjTA3NaXpCBsdF3Fd2VKhBfIhkR/OsK2niSJsM7ff3Ib0ZAm40NbOu6uRJjnT+WYKTTIJMKENYW6JVmSO/pSnFys8M1DS2iqwj988g5GrtJnJR0LUTAcEhENfSPqyAZYqVs8tX+emWID0/apNh2iIZWSYfOzD43wo7N5Zosmsy05WrXptYvLkPbubECNC+WOsyULtWy1jwOgqFJyGQQKTeGhKquGb0Ky9877d2xfYPseDUeyUk3bQygKERX8QEauRkIabmt/N9gR5/7NnQx3xvnc3SG+fnAe2/MoNXwysUAOJzQNx5dZyAPpCH3pGD/zwDB7hzK8PVVk31CmHdV0NlujaNjsGUxjeTIWb7gzxp++PUehFcMEsnj/0ViebT2J1jNOPhMG0pe//7riVV1RlJ8Dfh7YqijK02teSgPFKz3erQQ/EPyH589waK6M4wscH2pWE/0i62bTFUiSgYTrw1K5yWBnjIIhs9W+fmCeTGtyvL0nyVypQdMNKLk2kbDGySXpajfSFWekM85od5w/e3uOunUuS9f2AkzbZeEyKWFw6aafCKRb2ytjBcq+TSISYnt/kt39KX5y78BVOeg9c3yZqXyDnmSYX1yTi2y5PmezdWxPdqgcLyAT09BaHTDHF+RqFhN5k1LzSqhIsuOpK1C3JWVjumAymI5QNSUl6m/cu4ktPUl+7kMjNF1/3QNydfOooJCMhGg6AYoCuarFC6dWCISgLxlicsUgAKwN2nWeAOEGaKrU4cC5/OaS6XFwpsi+kU7emCqSiGjcPdSB5fq4viCiywLzH/7pIRqOx5O7+vjXP7V33fEdL+BHLSc+w85fshDeN9zBQDpKJKSRiW3cIf21757iu8eWqFv+ZU+wSqaMDlsrfZRro8Dzz103X4B/GXSVoKUhPh+egGNL9Qt/H2mSEAtppKMaR+cr+IHsfjZsH8NyuaMvSTqi861DC0R0ldfGCxQNh2hIZ7BDx3Z9uhNh9o1kCALBQrlJVzKMrioUDQfL9Xn+ZJblitQZ/8RF9ISW6xPR1etqJHcbtx6EEPynF8f5kzdnLtogu1L4gSAUamkNkBqpF8+scPdQhntHOoiEVIqGsy4q7Jljy4yv1PnQli4y8RAvnFqhNxXhiw8Ot6l/typemyjw1lQR2w2kUzBwJU8H1wsIqTKLVqgq/WkZ2TKQvjjbaWd/ipW6je36t4Qu9MeFF0/nOLFY5eCsZEnpmoLj+fiBaE26FD67b5ClV5uU6jbfObp83Yqv1e9BOhbCdn0OzZVlvrCqoqsK23qSFy2C35oq8tZUka5EGMPy0DWFLz04csnp4K2EgXSMmYLJfZs7ePFUjsl8Y92zdbXIuk6XoY3z70fHFxQNG0VBDpGEvF6B8HljsogfSIbkZ+8e4NBcFdcP+NuPjTLQEeM3fzBOVyLMkfkKg5kY2ZrFUwfmadgev/Lkdv7qyCITKwaaqnDf5g7uHEhzorV3/oNXZ6hbLoqi8MKZHA+OdpGM6u30i8vFX7t7kIVyk75U5Ip1w4W6gxcI+lJROmMhOhIhtnYn2NQRJ1trkqvbUr5XalBbQ3tWoBVRdenjX+wJsypJWwsRQLnh4vrBuUg+VaCyMUMUVqfRMiVEIP14wm5ARyzUZqYqCswVG7x0Nsdv/uAsbiAYykTpikcwLJOq6RIP63x8dw9vTJbwgoBCw2WxYmG5PnuHMhiWx3LV5omdPZiOzwunc4yvGPzKn71DTyJMKhpie1+CuuUR1lRGu+Pk6zbH5isoyFgzs7UJFcBM8fJroqtpb76BNMbqAf7Dmp/XgWNXcbxbAkII/mz/DG+2blo490VzN/iinr8YFEyPmm0Q1VVKDZeXzuaJhqRr51zRZGd/il96dJRSw+FMts5YtsZyzWK2aDLSFafadJnKN9rW4yBvkvGcNIm6HqjbgnzNwvF9AqHgBgEDqShdiQg7+lNXtcnP12XnRk7Rz00mIrraztIFefNWmueKfCEEqqpSblyowb4UIiEpyF+sSNfBpu3zoa1d/HnVwvYCvKbLycUan7hzgL70hZPWj+3qoz8dpTcVoTMRpiMeYjJvUDFdFCy8ACZXgssqFH0B/ga7tIYrDT360zG2difY2h3nzk2Zdn7eK2N5FivNtq38+QhpCv3pKLmadVl5uRf7rOfj4GyZun35RTC0qM8bXKDr/YDdCBP5BhENFisaDdsHBWIhFTcIeH0iz1MH5njh9AqaquAFgYxrqDZJhLWWWzms1G0OzJSJaCrHF6vEwxpf/fAWPra7jyMtnRKwzmhkFd94Z4HvHl0irKvctSnNPSMdPLnr1poe3Mb1wdNHl/j9VyZpXoFG6VIQyAxVqV+TE49YWKPpBmzvTfCVR0aZzBvc3WpSumvMV04t1+hKhAmEbCoWDeeGZ8LfaMyX5TRo9VF0JcVUSAWlNTEY7k7QnwrTnYzyE7v7ODJf5oVTOT65p58tazbKmqrw0Z23Y5XeDW4gKJkOIOhPRVipO/SnZeEwV2oyUzCpNl3qlscGMserhgA0TZHZuNUAw/LYM5jmiV29DKYl9fJiOLVUQwg4PFdhU0cUXVWZLZrvm0J433CGiXydF0/lZCTPea/fzOCn87eoAbLYa9jS6ddyPXYOpCk0XKbzBk8dXCAe1jAdj5rl8tsvjeN6ou0Qr7aKW8OWNF5FERTqNvmEzd5NaUK6JiMV/YCoriKEkM3sqsVn7h64gAlTNGzeni6xqSPGcGesLW2KhjRCmnrFxfMqdvYnWaxksFyfj+3uQ1flGq4q8F9fnmA8V8Ow/baL99rzE1yvTlHreOZ5F8G5gg7i2nfi+YKG7RHVFYIA2XDSVF4bz2N5rSm0aHJHX6r9uQqGxf6ZstTxC+mls6r7LhqSwRfRNbb1xnl4Ww/vzJY5vlilYcsJeVciRLXZyRM7e2Xqwa5e/vFTRyg2HCqmQzS0Xg40V76I3fwGuOJCWAgxC8wCjyqK0g881HrptBDi2tvf71EsVZv8wSvTNGzvmrqYcpLsEwup5Os2IU3B8QM642FcT7qhfequAUqGzS/8wVssVywyMZ0zyzWGO6M8tKWL18bz645pORvrLa8Gr04UMW1p8GU5PqezdR7e1n1JSu2l8Kk9AxxZqLCrP7Wum/bObJlstSm1Bi2su9kCaSh1pcYN0mUbqpbMvz0yX8HxfEqGzMILPMEPTud4YLSTvUOZCx56YV3l3pEOhBB84x2ZVdt0vDbN/XoiGpJRJkcWKozl6nxBVUhFdTZ1xNjclaAvFaFmuTy588LAeEVR+NKDw1Sb7nXT96XCGlczz7xZBe+lYPtgr3YdhCzQDcvj1753hmZreiSAzphGtemjaVKm0J2QTuiNiM8fvjJFJh5i33BH2yjt3pEO7h3pYDxXJ1+3uW9zJxXT4Znjy4Q0lc/tG+SVsTxN12dixWCkM8bxheplF8ITKwZnsjXuHspcdGpxG7cODkwX+GdfP3LdN/qqCumYzhfuH2aubJKt2uzoS3LnoMyqv29NPE1Ik+vX2Vyd+0c76YiFKBoOfenIFWVtvlfx5M5eDkyXmMw3sNwrW5fdoDX9cAP6U2G296W4a1OGwY4Yb0zK3MmjC5V1hfBtvDtW6haPbesmqqmkoiGCQLBrIMmBmTKLZZOBTJTvn8hhOv4NeVYoQCqqc8/mTobqNr2pKLsH03zpgZFLNu/vH+3krakiH93ZQ7UpJ8LbL8GsutVwdL7CcrnJiaUapu0RUi8sSH9c0FXZrK42ZeM9V3f4t987zcNbuzEdn5lWVNXq262ZLg3XpzseojcVZXN3nD0Dad6akG7CQsh1smI6LJRNPF9w/2gn//iTO4lHdI7NV/nW4QUWyk1eGy8w2p1Yx6J7+WyeuZLJyaUqCtJscLrQ4KfuHbq2z6mpfHLPuaLb9nxOL9eomjZnlmsUDEdOaK/pX7m5CICGGxDyIBpSaLoBtnluOCSQlOVTy7U1rFiZ+e74oi1j8wLJGjw0V4LWOf+9V6b4y3cWSMV0Ga3qy6FPvSkbIqeXa+waSPH2VLGd1uMLccGAota4sRNhABRF+SLw74GXkevQf1YU5Z8KIb5xtce8WXC8gOdOZmm6Pp/a07+uEPIDwUyx0corNfGF4ENbupgrmVQt97p1+YMgwPVhVTpWqNsIIfjO0SVsL+CNiRXOZlvU27rDM8flz2eKjQs0A1nj8uMi3vV9ATXTQVFo53FpKjQdj9mieUn67UbY3C2jol6bKDBfMnl8hyzqzmRrlBpuW+95MWRrl28CtopKU05MvCBAVRTKpsNzp3LtBoYAzizX+bv/Yz+7BzL84VcfpCd54ZSk2nT54zemyVat60bhOh+uJ1iqmER0nVJDBpofn6/y8PYuHC+gKx4mFdXZ1rvedGmuaFIyHfpTEaIhjW8fWSQI4NN7B9oT5VVYrn/ZGvJ7RzsZzzeuSdP4XkHDCdZF1axeQsuVE2OvRfVZrtr0JkM0LI9c1UJTFXqSYe4Z7uDXvnuKx7Z3MtSVZO+mDDtaZh0HZkocbhmt7exL8vgd3TxzfJk9m1Jk4iEiIZWnDsyxe0C6lm7tSVx0QyaE4C/fWaDYsJlcMfhHn9h5E87MbdwIHJwp8sX/9vZ1P64C9KejPLy1m//liW2UGjLGLhbSCOsq3zu+jOX6fGJPf9sY5mO7+9bpGS/lnnorwXJ9/vLQAi+fWaFyDWuU4wccX6qRiYUw7Dh+IH0USg2H3QM3Ljv0/Yg3Jgq8PV1irtSgaDi4XkBYVzk6X6Fi2lSaLmPZetvR+UYgE9V5clcfv/qTu1EVhUrTZTATRVEUCnWbAzMlDNvjY7v71nk3rDY5368YyEQ5uVSjYjpX7QR9oyD1vP664qnYcHlrMo/pBlieoNb02Ducoi8dZTxroLhyj/o37tlEJh7ixJLcQ4Z1lZCm0BWPUGg4rf203GMenCnzuXs28fC2LmaLDSmhioWI6OslIl2JMHMlk6iu4fgbs7/Ox5sTRV6dyPOJO/u5/12kE0Eg+MbBBU4t13hrqkC+VQTfqnAFuM7FP4EnwFvTdfH8ANtTMB1fynNalFpZZ8j0nFWWrWF5RMMaQXDOcDUQAe/MlFiuNDkwU+Lhrd1s7orh+AED6Rjh8zSqY7nLM9mFazPL+hfAQ0KIFQBFUXqBF4D3fCE8mTeYWDEAOS1cndxMrNT5nZcmKTVsTMcHATv6U1iOT3cyjGVfv4X8/EMJRU6LD8yUeOyOHhrOenrqmeU6/ekoJ5eq3IDB5DosVmVwN8hF52zW4M/ensMLBHf03XFFx3K8gGLDplB3ODRbBiAekUXZT+zu59efOX0933obhbpNMqKzpSdBvt6k6fjrNBNeIA0CxlfqHJ2r8PE90pXZ9nxeHSuwVGkSCGkcdaOKYIDZkkk0pJGOBhiORyaqc3ihjBsELFVMzubqBELwtf2zfG6fpH58/eA8PziVI6KrVJqSRjTYEeWJHX2cXKzycCtqC+CHZ3Icna9yR1+Sv37Pu+df9qbChLT3t8b1fNmmAPKG29am4wu+fyLLtw4tAvCXhxYYyETZ0Zfk03sH+VxLL7R/utSOu/r47j7+yy88QCykYbo+v//KFIW6zZ9x7MP4AAAgAElEQVTvn6c/HeGn7hviM3svdPJVFIVT2RrLlWbLwOc2bkX81vMn+c0fzlz346pATyrM3//oNr744GaiIY1UNMRKzeL3X53iwEyJsK7x4GgnvakIH9nx/qbwNmyPF09lr6kIXkXVdDgwU6Y/E0NVSnzlkdF1BmO3cXnI1S0Wyg1+dDaP6cikB6BtenSjN/oK8Mm7+vnVz9zZLnJX3dHfmiryJ2/OcGJRTpHiYY3PfkByoE3Ha0dTvteKYABzAz3VWj8YHzixWCeWN+mMh3lsWyc1K+Cpg/M4fkBEV+lJRajZHrqqEtFVYrqGLwS1pst0XnB4vsLHdveRiOj8/MObGcsZNGz3goHBR3f2MtwZQ1UgpGnMl03uHr60J04QBPza905RMR3emiryzV/58CV//9CcpPsemS8zVzJv6SL4SuEHckrsCekwvRbn98g8Ic+tqirSZFYRGLYcXEwXTDoTIZ4+uojp+HiBIF+3uNNf39AKq5d/dq+lEFZXi+AWisjn9nse0jRIxXJ8OtYYBx1frGLYHqWGg4JCJKRIy/mIztf2z2LdwIrID2Ro9NlsjULdYtN5Oq6q5fHs8eWbQmvxfHEB1XquZDLZah5cLoQQPHVwnkLdpisRlhEXQrRpvMWGfYFm4XrBC6RDXiYWotiiRF/w/lrv8Y9en6bS9Pjp+4Z4faLA//f2LAvlJqpy+U6kVws3AMULKBiSJh/SVEZ7EnTEw4zl6ji+j+MLlspNji1U6UlGWnE/PkuVJhMrslDPGw7bepKkWu7XK3WL11ud+u5EmP3TJT66sxdNVag2ZcE1kI5esOl79kSOSvODV5AJ1kcU1M/rVC1XLZYrFqeWarw+vkJvOkZEk/r3509meenMCp3xMHuH0nxkRw8hTWHZdKnbLkFV8LsvTfLK2TwdMZ3edIy/9egomqYSBAFHZ4tUrIBaw765H/o2rgs++1svc3L58rvP74awKt3mI7qGELC5K07BcNd5Q+RqNtmqhaooGJaLYXlsus7Rdu9FdCXCTF+BCcr5WDVVCmkqmViY/kxU6oVbcTi3i+ArR28ywivjBerW+gikG7VdCmmQjujUHQ/Xh554iLCutdM41mKp0qRmeQRCkK/bdCffH9rfy8HTR5d4av8cx5ZqP+63ck3wBRi2j+s1yacjLFYsKk0XP/BJhnW6khEUAY7rc2Shgmn7hHS1NWUMOLNc4/demWRTR6wV1xPhR2MFXpso8qUHR9qeCY4f8NLZFRq232YJvDNb5vE7ejY0GFQUhZWahWG7iHezd0bqkAMRsFhqcotEUV83XMzAayOoSCr16nqydl1xA0HdcnBa7AABLFUdSo31ktFjCxf66myEaymEn1UU5Tnga63//jLwvWs43k1DOhZi31CGH55d4aWzeQzb5/EdPewZzDCWNWjaHvmGzWBHgs/uG+Tff/80xy/iVnu94QdQtXz+5dOnsNwLi5Gbpe242D/jC9jSnSBXszi+UGV7X5KtPQnKDYewrpKIXPhVknE5ktrs+gFfeWQzXiDob5k2XU8jgPMhgMWKjKVaqW1cYDRdwdmcwRuTBaYLBm9PFZlYqdOwfRIRafV+o7H6b9i+4MBshZlig9GuBAPpCJqqErg+dcvnxGKVz+4bRAGiukrTCdqbjUDA+IrRotk6FA2HA9MlXhvL4/gBe4c6+E8/HOfIXJls1eL+zZ189p5NfPqu9fnEpu23C8LrFCv4vsDqAr5iOHz/ZI5kWG1nHGPJ71e22uT4YpXvHl1ge2+Kv3n/MKeWayyUTWpNl1NLVVRNJR2VuYg/+9AI8dC5rOSrlThs+efPvOvvzPy7z17VsW9jY1i2y2O//jyl69i/6Ijq3D3Swd97YhvZmsXbUyV0VSETCxHWVA7PlcnVbO7f3MHD27rZP13irk1p/uZ9Q5dlhnero2F7bV3Y1SCkQToaZlNnhLsGM6RiYR67o4dH1rBobuPK8PpEgabj3ZT9iarAQ6Pd3DWU5my2TqUps+P3DXe0mxk1S+bHdyfCPLa9h5lCg95UhMe2d/Pw1g/GdRZC8PzxJQ7PV3/cb+W6wfbhwGyFUIu5tZp3W2p6RDQFPxDU7JYTtiOjRUsNl6pZZrEimXef2jPQlonZns90waAzEWKp3OR7J7I8fWSRnmQE2/PbUZ/paOiSbvEBAmdtNucG+OahBZ4/meWtyQL1GygTeD8g4NKJqRed1ZzXiJitXf6CdC2FsAD+G/A4cs/8e8Aj13C8m4bnT2b5je+fYqFkkYrpTOUNHt3eTbXpsnswxdhKnY4gTL5u8e3DC5y+CUXwWpTfoxO5F05nadge4ZDK6eUaj23v5vdfnUJRFP75Z3ZfYPSzahIwlqtz70hHm660ihu9cXN8WKq++y61Zjq8MVHEbmWVrVLPnSuKbLp+yBsueaOCppzrqhuOy6G5EjPFBi+ezpGtNi/YeJxcqtGwPdxAkInqHJmv4guZtTtXbLBUbjCZb+AGUDCydCbCFxTCfekI04UG7uW27j6A8ALOFcFrsHo9arbg8EKNsyuncVyBL9Y0FLyAvOHwb589w3/8wRhf+6U9N+1938b1g2m57PmXz1/XY0Y0hc5EmE/c2c/jLYrz5+8bJluz6EqEKZsuL7fi0mzP5yuPjPKVR0av63t4ryNft6+pOZmKhvjcPYN0JyIcmClhF0xU4IHRzls+VurHhdmSgXG93eEuAgXoiIX4p5/eyX2jXa3ntYxSycTPMfteHy9wJiv3bF9+aIR//KldN/y9vVeQq1k8c3SJbx5e4NTyzd233gwIWBfTuBoDdL53j9YqSj1f4AhBwbDpiIWZL5v87IObeWlshXdmS+yfLsk9UyveSQAFw8YPBD3JCImIzneOLHJ6ucaXHhwhrKs4XsB0ocFAOkoyolJuxUEV6hv72WSrTb51aIETSzUq1u0i+HpBQZquCRRSMR3rKocJ11IIf1II8avAN9tvSlH+FfCr13DMGw4hBL/x/dNMFy1A5rm+dHaFz/+X1xlIhxnIxKmZbtsc69h89aI5XR9EnFyuUzJd9gymeXBLF//mO8c5vmTQEdN5Y7JwUcfbYwtlfnAqxzuzJX75I9vZvCbQ/Kn9Mzfx3W8MJ4Ca5awzVnovYO1+zwukA6RheeQbF7/ZAwFTBZOIXkQI+RCoNGwCIWg4mqSbrA4xPXHRoPZd/Un2T8k48Nul8LXB3MBEYhVNL+Cn/+jETXo3t3G9YDQd9v6rH1y342UiKooiN/OxsNbKQ/T44ZkVdFXlJ3b3EW5R/SIhFdsN3jfxLleKt6cK1/T3TcfD8QL2DmU4tVzDD1x6UhH025Toq8I33lnguRMr7/6LV4lP7+klV7OZyDfwfUFPMszB2Qo7B9IkIjq9qQtNIFeL4o2Yau9XBIHg//zmUQ5Ol6ldRz+bWxFBIBCKLJIFchjQGRe8NVXCcQNSsRC5mk296WJ5AcmILqV7QYCmqYzl6hxbqMjYnmQYXwhytSYjXQmePbHMVL5BLKzx1Uc3t/dpqwZbazFfMjm5VGOmaDBVaFA235tDrlsVgpa8EEHxGkyDr3iVUBTlHwC/AmxTFGVtbnAKeP2q38lNwg9OZpkurs+XMmyfowtVjgKpEIRDOk3P47Z3zXr4gSCiqQxkYuzsS3JkUWqGi6ZH/CKuxM8cW+L/fW6MmuXSGQsz1BHl7z+5o/36778yddPe+7vhvVYEXwznf283wumsQTKs4gUCx5eB6bYXEDqPulMwzh0vEFJT9INTOW6BU3Ebt/FjgeN6160IjmjQnYgQ0jWGOmN85I5udg9m+OjOXt6YLDCek+vrUEeMu4czJCI6v/DwKFXTZaTr/a8HvhiePrJ4TX/v+jKT/X/7xE7+6ad34QWC0e74JSN2bmNj/NnbMzdMCxzVFb764W2M5eq8NVVisWzSk5RxgkfmK3z4jgsjBQEe3dbNSGecdFR6hHxQcGi2xP6pEsbtB3h7Urz2B6WGCyi8cHqF/nSEeESn6fjogSAe1tk5kCSqqRxbrLJoNPFbbOeSYfPGZJHeVIQvP7RZGukis90d11v3b56PZ44v03R8zmbrKJehIb6Nq8O1xk9dTbvsz4BngX8L/PM1P68LIUrX8F5uCk68i3FA3QXc2zPgi0EIKJoO88UG/+nF9Zf6j1+bZq5k8tFdfewblkYDY7k69aaDG0DTdemIr6dGN26f5huGtQ/DAEBA1V7f2Xlnrsr+6SIf2tpN0/WYXDHIXYLecxu38UGG7frs+r+fuy7H6k9q/JvP30PTCViqNNm7KcNHdp5zfB5IR1EUSfFbm/2biX2wNvfn40oMUNZCV6RUJx3TuXu4A8cP3jeRUj8ujOfqHJ67MRpUDfgHT27nQ1u7Ge1OEA1pREMac0UZadl/CVmVoiiMdMU3fP39Cl1TsW4XwReFrspBjtUyQGn+/+y9d3Rc2X3n+XnvVU6oQgEo5MScQ5NNNjupJXW3WmrJkqzckpVsjeXxeoPtM97Z9e7MWZ9de328653ZWc3Y8q5tWZItyUpWq9VJHdjdaqZmJpsAA3KsnOulu39UoQgQAAmSRQIk3+ccHKAeql7dqnvffff3u7/f96fp/MYDnfzdr4bIlnSKusHWtjrSRZ3Dg4ly1RQJZEnG57ThdShMZ1QGY3l2dgb5wZERNrYG5pVguhKnInFkLIVNkRlZQpqexfJw3YawECIFpIDP1r45t57APbyIuFkEkMxrvHkhRukKPf6jo2nsNplkXuPwQIIGv5Oz46lqKK7TrvCxHXMLkyuU5fEtbj0lXedKn5lmmOzvj3J/Txi7LKPIEg5FomQ5KCws5qDrBuv++Bc3fR5Fgtagmz/9+Bb2rW5YdCeyt9HHl/f1IMvlvFaLMjcS/eZUwO2wsaMjxGfu76Al6K4KK1ncOL84NV7T9BkJ8Dlt1HvsfOb+Tr7+WLlUY2vQzad3dwKQKWoYprhnUwOuxkiycM+k8c3Ull0qIY9jTnlC3RScGs2QKqiYQpDOa7xybrpqLAc9dtwOO49vbCJT1InlVFqDbtZFfPz9rwbRDMFANE/yylqMszDMshDrO4MJ4lZI9IrmrkigkCTp/wR2Ae8IIf7rqz33vq4QLgmKVpTCDWGKsgG10Nd3KZajJejm2HCyXBw9e9kDJksSVxYjctlhkXRXixogc1kBPK8KXHYZl00gUfaa17nsPLKmHF7msMl85aEevntgYF7pIAuLexnDMFj9P964Eby20c2G1hB1bjuGEPz6zjZ2dtVf83WzBYAsboyukJucZuC2K2xoDfD4xmZkWSJTKJc2aw1eNojHUwXe6I/SFnSzb5GwW4vLJAs3Hz3U5LPz+0+s5dVzMep9Dh7fGGFtxL9oKTDLKbQwRc3gf/rR8eVuxm3B45AJumzEcipLWar4HBICUGQZGQNZBmHCybEkiiQjSwK3XSGvGtzXFaKkl+sTu+wKTruCKeCLD/SwptnHseEkF6azjCQKtIXcjCWL895PAN85MMhrfVNcnMoRz2uW3soK5443hCVJ2gl4hRAPS5L0DUmSdgshDi32/B2dIb78SC/feG1+fqrLJtFS52Q4UVyRBchXCovlBLUFPTQGnBweTCKEoNHnYFQuIEnQHfbgUObmEe/oDPHGhcRtaPHi2BXuynpuNrks+5+peEFlWaY16OZDW1vQDZOAy84Tm5qr4YGqYfJvf3SSKSs02sJiDqv+h+szghVgdZOXjnovX36ohz099dgUGd0wq8IsFrcWuwxb2+tY3eSjPeTh4TUNbG0PIssSfRMZ/uTnZ0CU70H1XgcPrm7g6FCCkUSBkUSBdc3+eVUOLObyN28M3tDrPr69mWzJpLfRy2/s66E16ObXdnQAVEvbWFwfw/E8ocLduWiVALddxq5ICCSEMEkWNFSj/D+lUk5p9vNnlqiKBB6HHb/Lgcdu4rTrSAjqPU4mM0UCLjuKCpIkUGSIBJz8zx/eiCJJXIjmmEgVUQ2N506Nc2DAQU+Dl66wl0xRx+e08ctz09XdaVsluKeg6nxz/yVGkwXEvO0fi5XI3XBHfgB4qfL3S5RLOC1qCAP8wZPr+cGREaazKrIEX3u4h7aQB7siMxjP8d0DQ6QL+oL1dO816lwKqQXk3mfvNgI0B5x8ZHsrq5p8nBxJ4bEryLJMZ8lACMGqRj9F3cDjuDzk/vADG3njP91afTW3TcJpV0gV9HkTUlvQyY6OEK+emya7wuu6uRUIeJzE8yX0SlMXm2CDboWA20HQbae1rh6HXcZpk+lp9PHVh3qq9fFmkynoTKaKyLNKNm1o9nJ2IndrPpCFxR1Aeom7Xh/ZGuH33r+OsNdB0ONYMOTZpsj4rBI9t4zfe083o2kNwxA0+h0MJ4r4XA50Ezrqvchy+bs/PZaipJnohsnhgTi7uus5cClGT9jLSKJAwG3H57oblkYrgz947yq+/OhqYtkSTQEnLvv879YygG+OhRSL71SafHZ6G73Eczo2RWJjax2//UgPz56cYH/fFOOpIrGchiILbLKEx2EjVdCQJHDaZD6wqZkjQwmmMiUifieKorCxxU+918nTW1vIFDSePTWBdzqDXZG5MJ2juc5NvdfJF/f1VDUYdnSFGIzl+dWFKNGsSjKvsa7Zj8uuEHDZSBd1MMuLMQkQlTnfNMEwTWbuAG67TOF2FNm+A/HYJCRZqlz/EvmSRlEX2GUIeuzoJthkiXherTo7NjT76G30cXw4iU0p14pu8jup99o5OHBZQyLig6W66u6G2T4IXKj8nQI2zf6nJElfA74G0NlZzjNRZImf/d7D/POREdqCLp7Y1ILbUZ6IDVMQ9jg5PBRHEhDNqoR9DnobvQxGc7xxIUpqCfVl5crP1XI2PHYJmywR9jpQDRPNMFF18DptdDe4OTKQoGhA2GOjs95NIqeTKqokC8YcI2hHm4+g10VeNTgwcO0d1tkes9nYJGgJuqj3OPA4bAQ8Nra0BYnlShyreMsLJZ2g10lr0FUVC7i/u4H7e+rxuWxIkkSjz0lONXDaZH58dJRsyeDpra1zjGAoe+y/sKeDbx0Yrh57ckMjZyeyxHMlNMNEkWUiASexnFaeeK7BqgYXRR0CThsf2dHGZ3d38oN3RvjR0RH6JzJVReT2oJMf/s5D1Hns/NVrFzh0KUFn2MNgNEtBN+hp8NFc5yKaKfL86QnieQO3Ul7M5lUTm1KuXbaUmpbSrN8uCfKVl9Q5JPKaQBPgUCDsc7KnO1TelZVgT089L5yepD3k5i8/vYO+qSzvTqQ5PZbm3HiGjKoRdtup9zp4YFUYm01mKF7Aoch01HsoagYBl53HN0YwhMAuy8iLlAnxOhXcdoU1ET/jqSL1Hgff+a0HeOabB+ibzIAo5+XMzOcRnx2vy8aFaFl5+qnNEdJ5lQOXEgQ9Nu7rCmEagnTJQJYE2ZLJ6iYvedXgncHEoiWg7BXv6swVJgNeB3SEPMTyelXMy20r/+9KwbXZDhpH5VwzT3HK4LZDQWdJIVUL4ax4nxd6uaPiRJj9P4cMn97dydsXY0xnixRUE4TA77bRVu/h/esj/MWL/TfWmOug+4+eXdLzBv70Q7e4JXcWfped2ALH93T6+dJDq9jRFaLJ7170urK49fzalgj/1zO7EEIwlSkRcNlx2WXeGUzwen+USMA1R2Bs3+oGjg0nKekGnWEvJc1kVaOPvb1h1jX78blsCzoLLZbG01saeWZPFy0hH92zSireS6WMbjdXEw+7ndgkeHRdA4ok8fLZ6eq9cHWjhwdXN/L7T6zF67Dx3UODfO/QMDnNIJlTieV0ZAl2dYd4aHUjX36wG7/LzoXpLG67QmvQzddCXu7rqufUaJLDgwlGE3lcNoXtHUGeOz1BXjV43/omvv7YaqYyJQaiOSbTJZ7c1ATIdNS7q6H19/XUE8uUODKUIJHXiGVK7F0VnjNP2BWZ1U0+3A6FN/qnaalzV392dYXom8zS4HPwxsUYZ8ey3NcVAsrj/AObmzk5mkI1BD6Hgl2RODIQJ74E2+FWspAuz8wndjokgm47kiyTLmiouklJF9X11N6eIJ/f00NryIXbYaPBa+dPfn6Wi5MZdnaFeGckRb5o0B5y84W9Xfzmt45U3+N337uaOpcNmywzksizt7eeM+MZ6tw2Xu+PUtRMnt7awlS6yHC8wPvWN3F/T5ifHB+luc5NIlfiT597F4dN5n/7+FbqvU6OjST40TujrGmS2NMb5snNER75s1erts0L/+3jBP94ad+LJO5wSW9Jkv41MC2E+J4kSR8H2oUQ/2Gh5zY0NIju7u7b2r6SXvYMOa6hLnevMTAwwO3ui+VmJY+FK/tDUFbJtSmyVWPzNnMvXhsrBSGgpF8e91ZfrBzuxL4oagY2Wcam3F1z6J3YF3cTuinQDROnXUFi+fpjRjT1WurJ9xK3uy80Q2CYphVVsQBHjhwRQohrDs6auugkSfrfgT8BCsAvgG3AfyOE+Idavs8V/Ar4V8D3gPcDf7vYE7u7uzl8+PAtbMpczoylef70BAAf3tbK6iarXMMMu3btuq19sdwcH07yy3enAPj1ne10hleWaumV/fGLU+OcHc/gsMl8+cHuebv5FreOe+3aWEn87MQY/ZNZHDaZrz7Uw0MP7LH6YoVwp10Xr7w7xbHhJDZZ4jf2dd9VZa/utL64m8gUNf7urQE0Q7C5rY7HN0aWpT/OTWT4+clxAD60tYW1Ef9tff+Vyu3si0RO5VtvD2KYgvu6QjwyqwSfBUiS9M5SnldrN84TQog08DQwAqwF/rDG7zEHIcQ7QFGSpP2AKYQ4eCvf73oo6peDEIp3oyKTxZKZ3f+FO2AsFCsx0Jphol9PnQILizuYmXGvGwLDGvcWN8HMnK+bAu0uyuG0WF50Q1Tvycu5rpyzplnhGit3K6phVu9Td8K6cqVS622eGZfnB4HvCiHii9VJrCXXKpm0XGxrD6LpJoossbElsNzNsVhGdnaFMEU5LHptZOVHBrx3QxNHh5K0BV0ErJIVFvcIj2+McGw4SXvIbeU0WtwUj6xtxOey0eh30mApUFvUiJDXwQe3tDCRKrKzkpe6HGxuq6uGRm9uq1u2dtzLRAIuntgUIZ5T2bWEknwWC1PrO/2/SJL0LuXQ6N+RJKkRmF9o6x5BkctJ3BYWdkXmgVV3zlgIuOw8aoXZWNxj1LkXHveW2JjF9eJ12nh4jTWHWtSetRH/sociK7LE/T2W8bXcbGq1nBA3S01Do4UQf0S5nNEuIYQG5IBfq+V7WFhYWFhYWFhYWFhYWFjcDLUWy1KAh4FuSZJmn/v/qOX7WFhYWFhYWFhYWFhYWFjcKDUPjaYcCn2Sy+U8LSwsLCwsLCwsLCwsLCxWDLU2hNuFEFtrfE6LGpHKazjt8h1fb0wzTLJFnZDXsdxNuesxTUGyoFHntqNY9YQt7kKs+cTiVqDqJnlVJ+ixxpXFzXM3jichBIm8tb6425np54DLhk1ZeTWna20IPydJ0hNCiBdqfF6Lm+TYcJJX3p3C61R4Zk/XHauIqhsm3z04RCyrsrMrZAk63WKeOzVB32SGtpCbT+3qWO7mWFjUFGs+sbgVFDWDbx8YIl3Q2LcqbIlmWtwUJd3g228PkSpo7O0N31HCm1fj+dMTnB3P0Bp08endncvdHItbxCvnpjg+nKLR7+Rz93cirzCnR61N87eBH0mSVJAkKS1JUkaSpHSN38PiBhiO5ylqBrmSTjynLndzbpiCZhDLltvfP5lB1a0I/FvJaDIPwFiygLlAXdVcSbdqCFqsCEq6QbqoXddrZs8nI4n8rWiWxT3IaCJPMj8zrgrL3BqLO5l0USOaKZEqlOe2O2WeWsraYObaGE8V0a1a2yuCVF6r+bp6pp+nMyWK+spbL9Z6W/AvKKtGnxRCzF81WywLQggmUgUuTGdZ3+ynLehe7ibdMH6XnQdWhXmtb4qRhMbf/2qAz+/tuuPDvVcqj65t4uhQgg0tgXlevKFYnh8fG0WW4JO7OogEXMvUSot7nVxJ5zsHhsiWdN67voltHcElvW5mPhmM5Xigt+EWt9LiXuC1vmneGUyQLmpsaA6wb/XdsXtncfs5M5bmhTMTuOwKG1sDpPIaD65e+fPUYCzHT46NIUvwqV0dNC2yNnh0bSNHBhOsa/avyJDZe42Dl+K8eT5KndvO5/Z01mxd/fCaRg5eitHT4MPjWHnRqLVuUT9wyjKCVxaaIciWDDa11hFw21dcWML1src3zESqyKVojkxRJ5nXaK6zDOFbwbpmP+uaF65XOJosYJgCg7JH1zKELZaLeE4lW9KBsvd5qYYwlOeTvVboqkWNGI6Xd+yCbgcf2tqC32Vf5hZZ3KkMJ/IIAQXVYE2Tj95G33I3aUlcuTZYzBBeE/GzZpnrIVtcZmbuShU00kWtZoZwT4OXngZvTc51K6i1ITwOvCpJ0nNAaeagEOKq5ZMkSeoGDgBnAVUI8YQkSX9IuQbxIPAlIYS21GM1/kx3PA6bzCNrG+ibzLKrKzTnfyOJPG67QtjnXKbWLY1UXiNV0OiodyNJEnt7w5R0gya/i0hgZbf9TmM4nsfrtFF/DfGgLe11TKQLKLLM+kWMZQuLW0WupDOdKdFR76Et6GZLWx3xnMruntC1X2xhsQgl3WA8WaS5znVDC8GHVjfwq4sxusNeywi+w4nnVPKqTnvIsyzvv6srRKqgEXDZ6QqvDEPCMAXD8TwNfie+RbRmtrYHmUwXUWR5UUe6xa3hyrXy9fDAqjC6aRIJuGhc4TZBLam1IXyp8uOo/FwPLwohPg8gSVIj8JgQ4iFJkv4N8FFJkl5dyjHg+zX6LHcV93XVc19X/Zxjx4aTvHB6gnhO5Tf2dbGxpW6ZWnd1JtMF/sPL53HbFd6zromH1jTQXGeJK9wKjgwmeL1vGkWWeGZPJ3abzPmpLN1h7zzD2Oe08bEd7cvUUot7Gc0w+X9eOa0VMNkAACAASURBVE80q/LQ6jAf3t7G+zdGlrtZFncBPzk6xmiyQIPfyRf2di36vKJmcHY8TUudm+a6yzte3Q1eulfw7ofF0ohmS3znwBCGKXhkbSP3dd28g20sWWAyXWRDS2BJTpawz7niRCp/dmKMN89Haa5z8buPrcFhmx/SbK0Nlod0UeMfDgyi6iZ7eurZd0UYfV7VeXciQ3vITZN//i59a9B9T66ra2oICyH+PYAkSf7yQ5G9jpc/JknSfuCHQB/wauX4S8DngPwSj1mG8BJJ5lX6p7KkCxo/ODLKH33Av+Ckttw8e2KC81NZFFliU1tguZtzVzMj8GKYgkxRZ//5KNFMiUOOOF97pPe6PYwWFreC6UyRI0MJhACnXebD29uWu0kWdwnJQnkOTBc0hBCLznnPn57g4nQOuyLx1Yd6cTus9Jy7iWxRx6gIRKYKNy8wmi3p/POREXRTMJYs8qGtLTd9zuVgf/80w/ECo8kC2ZJGve3e2Tlc6eRLRlXoKlmYHxz785MTDMfzOGwyv/Vw74pc7y8HNTWEJUnaDHwLqK88jgK/IYQ4fY2XjgNrKYdT/wQIAJOV/6WAEBAE0ks4dmWbvgZ8DaCz897zdCzEcDzPC2cm8ToUmgNO/C4bIY8dwcpK7Y5mSzx7YpzTYynagm4MIe4IoYg7mb29YUwBfpeNrrCH1/rKY2IBwejrIq/q/OTYGKpu8qGtLTTcQ2E3Ftfm2HCSg5dirI34ec+6pms+32lTWNXoI5lX2dy2MiNZLO5MntrcwqnRFOtbAld1/Jni8ty40u6dtSZX0vnp8fL8/fQdasBdL11hDw+sCpMp6uzpuXkNAVOI6n3UXEBGZypd5NmT43gdNj6yvfW2CIC+fTHGiZEkW9uDS9ZJWBsJUFANwj6nFfq/DLzRH+XMeIr7ukLzojyb61w8sraBaFZdsD9nKn8IIe76Oet6qHVo9F8B/50Q4hUASZLeA/w1sO9qLxJClKjkFEuS9DPKxu2Miz8AJCs/Szl25bn/qtIudu3aZfU8cGIkRbqgkS5ofPb+TtJFnc56D07byvJonx1PE8+pNPqddIW9PLK2ccFwDova4XXaeHxWiOlHtrVybjJDb4P3pnaDL07nmEgVgXK/PrzGqtdqcZnDA3FyJYOjQ0n2rWq4pqc67HPy1Yd6iGZVtrZbhrBF7eio99BRf+2c0Cc2NnNqNEVr0L0ilVBryez5+8z4vVERc0aLpFYEXHY+tqON8VSBre3zxfxOjaVI5jWSeY3BWP625NYeuhRHNwWHLsWX/Fk/vbuDre11dIU92C2l59uKaQoODcQBODyQmGcIAwsem+GpLc2cHkuvyPX+clLrUeydMYIBhBCvAtdMlqmEUs/wIHAeeLTy+P2U6xMfWuIxi2uwNuJDkSWCHjsSsLE1QOsKKKk0niownrpcc7G30YfDJhP2Ovng5pY7uuzTnYrHqdDov3nPb0fIg89pw2GT7xjlS4uFSRc1Lk5nq2GDtWBDSznlYVWTb8nhWr2NPu7vqbdKp1ncMKYpuBTNkcpfv8am12ljT294SUbznU5n/eX5e5U1f18XeVXnwnQWVTfpDHvY0xteMIx+daMfuyLhd9loC92etc76yrw7M//OJlsqt1u7or5vndvO3t4wLXXWeux2I8tS1UGyfoE+uxZ+V7nvrne9P5YsVB1hdyO1dmNelCTpjymHRwN8nrJ41rV4WJKk/4XyrvAbQogDkiS9LknSG8AQ8JdCCHUpx2r8ee5K1kT89Db6eOnMBL84PYnbofClfd3LuqC8OJ3lJ8fGAPjwtlZWN/loC7r5+qOrkCSs3NRl4ifHxhhNFAh57HzpwZ4bPk+dx85vPtyDENzx5bvuZYqawXcODFFQDTa2BnhyU3NNzvvg6gb29oZRrLFhcRt5tW+K48MpnHaZL+3rvut3dm8Ua/6+MUxT8N2Dw6QLGl1hDx/fubiAVGfYw9ffsxr5Nq53Ht8Y4bF1jfNq+OqGyXcrddlXNfn4yLbW29Iei2vzwS0tPLExctvqLvdNZnj2xDiSBB/d3nZXCgHWetb/CvDvKQteScDrwJev9SIhxM+Bn19x7M+AP7uRY/caJd1gKJZnOJHnwlSOzW0BHlh19VxaRZbIlAygvLgt6eayGsLpoj7r78ve+avddFXd5G/fuoSqm3zivg7q3HYcNtlaTNeQdEVwIV3QyBY1fJWd4cl0kaJmXFdJB0mSWMr9XTNMfn5ynERO5YlNzSsiWsGijGqYFLXyvDGeLPCttwdxKjJPb2tZ1IgoagaKLM0LoytqBsPxPG2hcmipdd1a3E6EELzRH+X8VJausJeSZuKpCOObpuDMeIqWOveKLy14u1jq/H0vY5iCkm4gSxLD8TxNASfTmSLvTmQYiOb44JaWq66zlmMOnG1QnZ/K8FpflIjfSa5Sl31mDaAZJoYpFm3/cDyPTZGsneLbwPUYwbphol+l365kIlXk+dMTBNw2PrSltdr/QkBm1jp9hlReYzpbpKfBd8few2utGp0Afk+SpABgXqdqtMUN8i/HxxmK5Tg6nESRyl5uuyLTEnQzEM2xqTVA0DO/mtV71zdxaCBOe8hNnXt5RQ82twbIFDWEgC1LFL957tQ4L5+dQgJUQyBL5cX1vlUN7Omtt3IgasBTW1o4MZxkIJbjr/dfYkdnkHXNfv7jy+dRDZPP7O5gV/fiOSk3wliywMXpHFAWUbIM4ZVDwGXniY3NDCfymKbg3YkMAOensvPy3s6MpTk/leHidA6nXeEzuzsIzSrB9eOjo4ynitR7HXxxX/ft/BgWFiTyGnZFJuC2U+e2zxmb33j1PK/3Rwl67Pz5J7YRqNwfL05nmUgV2dYRxLtIDVWLexPNMPnHQ8OcHUuTLWl0hb00+Mr6JsPxcjmu81PZFS3ud3ggwWAsx+nRFB/b2UZeNdjRGSRV0PjHg0OUKmKXV4bHnx5L8cLpSSQJfn1n+z2RLrCcvDuRJpnX2NEZvOo6N1fS+e7BIXIlgyc3R1jffO1w6uMjSeI5lXhOZTiRZ1tHkJxqoEgSG1vnvr6oGXzn4BBFrbYRYrebWqtGbwH+nrmq0V8UQpyq5ftYzCVT1JAkCZdNJlXQaK5z0z+Z5e2LMTRDMBDL8cye+fUQ672OFTNwbYp83QJKTpuM0yajGiaqXpaNPz2WRtVNDCF4bAnqsxZXpy3oJux18I1XLwBUDdQL02Uf15GhRM0N4Sa/i6DHTrqgs7rJykdbaWxsDbCxNcBossDFaA5FlugIzV34DMfzPH96gsFYebx0hb2MpQpzjI0Z73K2pF+1TI2Fxa0g4LLR3eDFZVd4ZO3ce89APA9QES9SCbjtpAoa/3J8HFMIojnVChe1mEO6oHFhKsuF6SzxnIoiy7jsCh9e10IsW8Jhk+fNkyuN1qCbHx8dxeu0Ec2U+FgllPvcRIa8Wo4EGozl5hnC2cpcvtiuoUXtGEsWeO7kBAAFzbjqOncqU6r2x0A0tyRDeFWjj3MTGbxOG80BF3ZF5tG1C6/NVcOkpJfHxZ3c77V2af4X5qtG/xXXUI22uDk+uKWFl89OggigCUHE72R3T4iXzk6hGQaxrMp3Dw6xrtnPzs7LFaYSOZV0UaOz3rPiFqEjiXKts8VUohMVj1Wdx07Y6+CRtY0cG07S6Hfic9qwy5aaYS0o6QZjyQLbO4IMxfPc31OPU5Equ/AmPdcRGj2b8VSBl89O0eBz8MTG5jkh8G6Hwhcf6MYQwlKlXAHkSjrPnZpACMFTW1rwVXbC2oJu/lWltvSVIVF2RUaSIBJwYQpBd4Nn3uLpyU0RXuub5r6u0KLzz3iqwOt90zQFXLxnbeOKm6csVj4l3eAXpyYoqAZPbmquOmNsisxndnegGWKeQNsz93fy/SMjrGv2E/Y5uTidJeR1IEvlckn2RUIADw/E6Z/Ksru73nLi3SXkSjo/PzkOMGf+u5J6r4NNrQEuTmfpbfDgrQhiTWdL/PajqxacJ1cCumHy/OlJkgWVfb1h9vaGEcwNpe1p8NLb6CVXMtjWHmQ0WcAuSzQFyuuzHZ0hVMPEJsusX0DtOl3UeOnMJA6bzOMbI1a03k1gk8spCkJwzXVuR8jNmoiPZF5jZ2eIVEHjF6fGcdhknto8N0x/LFlAliRWN/n4+ntWoUjSNfUAAi47H9jczEi8wK7usm1xdCjBuxMZdnaGbovyeS2otSE8TzVakqS7L7N6hREJuLDJMkgSdkni6a2thH1O6r1ORhJ53uiPMpEqMhzPc24igyyVxWl+fHSUgmrQUufiA1tWTm3XU6MpXjxTDrP55K4O7IrERKrI2oi/euEeHkxw4FKcE8MpNrUGuDCd43fes5rheJ50UVuS58vi2nzv0DCnxtJ01Xv4ncdWA+WwnPUtfjRDVPvmxTMTBD0OntrcvKT8lcMDCaYzJaYzJTa31dF+hadcliVkVt6i4V7k3YkMw5UdsjNjae7vuRwBMLuvh2J5Xjk3RXOdiyc2Rvj1ne1kijrrm/3IssT5qQxClMX6AE6NpYlmVd44H2V1k39BtegDF+OMJYuMJYtsbAkQCVjl0yyuj4vTuWoky/GR5Jw61ZIk4bCV5xkhBH2TWWyKxPbOEF1hL8+eGOO//+EJOkIe1rUE+NTuDqbSpQUXeEXNYH9/FID9/dOWIXyX8Mq7UxwdStLgc3B2PM3uRSKgXu2bJlcqz3fZksFUpkTY5+D1vihb2oI4lJV5PxtJFOibLKe4vDuR4bN7OhlPFhmM5/jWrwZ4dF0j6YLO7u56WoNuzo6n+cWpiTlh0A7b1SP6TgynGIyV7yHdYe+KDg9fyRQ1gzfOR7HJEju7Qtesb53XDDpCHh5Z6yXgsvPm+ShjybL6c/9kli2V0oP9kxl+dqLs7PnYjusTxFrfHKiutw1T8FrfNELAa31T96whfKOq0RY3SU+jl4FYjoKqc2ggzp6eMPVeB/VeB2PJImcrtf9mJNBPjqZQdZNzkxkGYjnSJZ3ffKh3yaVLbiUzyfm6IZjOFHjzfBxVNxmI5fnItlYMU5QFKMbTKDLEciW6wx6mMkWa61xWfkoNeetCjHhOZTxZ4Ev7uvA47UT8LpoCLjRdEPQ4ePP8NNGsSjSrMposLElAKxJw8uKZCRp8LsLeleGAsViY5oCT0WQBGWgNLm6IHhqIV3OLdnQEq9fhZKrIRKbIL89OAfDEJpNNrXXV6zyvGmiGueDc01Hv5lI0V83jtLC4XlrqXLgdCqpu0hX2cmQwQTKvsrc3PCfP9+RoipcrY/TD21o4M5ZmKJ5nKl3C67SRKmhEAq5FnTFOm0xznYuJVHHFh8BaLI2RRJ6jFY0Mgaj2q6qbnBhJki5q7O0Noxkmb56P4rIpjCYLrG7yky3pmALagi7sK9QIBirlEW1kSzrdDV4iAReqbvLKufK18O23h3DZFYQQfGlfN6lZ4kmJvFo1cPf21lcdo6m8hqJIl6OHQm6ODErYFMlyZt4EF6dz1e9b1c1rRhj885ERknmNukEbX9zXQ2e9h3cGEyiKRMuse/lsgdqZv5N5FZsi43PauDid5fxU2XC+mhiaIku0Bt2MJgp03kHr8FupGg1LVI2+WyhqBuOpIm1B9203KNdG/Lx8dpLTY2kKmkleNapS/U9uirC3t56CZvDDd0YB2NgSqO7KrY34MQyBKWpXF/Rm2NkV4uxEmjNjaQ4PJFD1ch07rfL77HiayXSJjnoPPofC+zc1ky7ofPvtISIBF5/b03nb2zyaLOC0yStmV71WrGv20z+ZIVcy+M+vXeT+njAPrWngI9ta6ZvM8HpftJz/ZJdpqXPT6F/a549lVdpDHhRZIlXQFqyraLEyGEsVaQ44EZRzJttDCz9vVZOP4USeeq+jKs73f/+yn/39UXwuG6sbfbjsCppRnmfetyHCkcEEXWHPosJD93XVs7rJT66kE8upVi1xi+sm6HHwlQd7yrm92RKv900D5d2LJ2ZpZMzUSzVMk2/uv8S7ExkEgk2tdezsDPHImnIlhsXmekmS+NSuDjJFzXLa3CXohsDntLGzM8iu7nqa61wcHojzsxPjDMfzbGoNkMipqLrJpekcphB8fGcbdkXh6a0tFSPTvqJTOrxOG1/a141miOp9uNHvpM5tJ13UaPQ76Z/KMhjL4XXaeGZvJwXNwKHIGIbg0EAcAI9TYWdniPNT5d1Fmyzxqd0dNPld9DR4+erDPSiStKR7/cxauqXOZdWJn0Vb0I2n4tTrXsKGg2aYZIoax0eSqIbg07s6+K1HepElaY6NsrU9SLZkIEtl26B/MsOzJ8t9+In7Onj2xDi6KRhJFPjKQ1cvo1mOBKv9HBjPqeRK+i3Z6KqZISxJkgL8WyHE79XqnHca3zs8XFngu/nkro7b+t6JnIosSdgUmWxJx++6PAglSSLocRAEvvZIL0KUy9+47Qp7e+qx2xQ+uqNtxUw4LrtCwGWnpc5Npmjw6LoGiqpZDeMIuOxIEmxqDfDYugjbO4N8c/9FAKYyRXTDvG011gBOjqR46ewksiTxmfs77iqP5xf2dnFiJMUb/VEkSaJvMsOaiI9/PjLKUDyHXZGJBFw8tLqBnV2hqoeypBtXzQPyu+zYFRm7srQbo8XyEXDZUeRyzq/ftfgtY3tHkPXNfhyKjCxLaIbJuYkMphCUNKPqTd5aCYtr9Dv5wOZri/XlVZ3vHx7BFILHN0assDqL62Zm0ed12LDJErop5twjAbZ3hNAMQbak8dNjYzhtMn6XjWf2dLKptTzmZs/1n97dQXPd3LlekaUFKzRY3Jl0N3h5fGOkqp4M5fQQuyKRU3Wi2RLjqSLTmRJtQRdBj4PHNzavmLXUUrEpMrNv1y67whf3dVedQ3/5Yh/2Rh+5kk66oFcFmmZEM6EsPgcwnioiBGiGYDpTquq8LJZbvRA/fGeUyXQ5wu+z99/+jY2VSp3Hzlcf6sEQYkl51h/d0cYP3xlFliQKqsFwIs+WtrqqM3qGKwWxJtKX+zCWvRwRc7X7/wy3Yg6MZkt858AQhil4dF3jHK2jWlAzQ1gIYUiSdF+tznenIYQglZ8JKdCu8eza01nvYXd3Pe0hN+0hN2sjC+fIzogP5VWdi9Echmny+0+sXVHhxIYpmEwXOTGSZE9PPdvbQ3OS9p12mQ9uacHjUKq5pY+tb+LoUJJ1Ef9tNYIBkgUVAFMI0pXwubuFsM/JY+ubUOSyEXx/Tz3pgoYpBJGAC0mCDS1+tnUEq0bwi2cmOTWaYn2zn6e2tCx43gdXh2mrlO1aiudwKl3EaVOo81g7LbcaIQTjqSJ1bjtep411zX68TgWbLM9b+F/J7AWgXZFpD3nom8ywpa2OD25uuab4xkKkKuNt5m8Lixsl5HXwuT2dZIo67SE3I4k8DT4nLrvCqdEUb1+MEfY62LeqgYMDce7rDLEucjnPbc5cX9SueT1Y3PnMdrz97MQY/VMZ0kWdD21podHn5Mx4Gq9TweOw8f6NkTvOCF6M6UwJj7O8KfGp3R28dGaSi9Ec3zs0zPsrDslVjT4+vbu86TNT5nBHZ4hEXsNpk1kbubEc0ZnrbDnW0isdmyIv2XBr8rv49K4Onj05jkOR6az38A9vDxLLqbx/w+JO5Zk+dNlk1jX76Wn0MpYs0lF/fRFZRc0gllNpCbhu6N4/Q6aoY5iVNcAtGBO1Do0+KknST4HvA7mZg0KIHy7+krsDSZL40NYWzk1k5gyuQwNxJtNF9q1qoN576zzFsizx2PomhuN5/vz5dylqJr/9aC87uxYWdhiI5VlTEfNQVpjCcrqgoRmCHZ0hwj7nnAvo2HCSHxwZZjpT4gt7u6qG8KpG3zxV2tvF7u56VN3EbVeu2YaBaI4Toyk2NPurokF3Ao+sbayWGDFNwZ6ecqj9g6sb5t34Z4Q3Xjk3RbqosacnPE98QZIkehq8jKcK/MvxMXoaFhfQmKlRqMjlHffFlMQtloZhCl4+O0mmqPPe9U1VFd1cSWd//zSXojkKqoHHaeM3HujC47DNEzNbKl6nwgc2t2CTr61AuRhrm/zEelSKmsF9XbX1BFvcO0ymixy8FKcr7GFre5B/OT7Gy2cnEcAfPbWe/qksQkA0q/LM3k4+s8BO1Oy5fvUy3W8sbi0zomeKDA+vaaxuHkxnivzk2BglzcAwBcm8xuMbI3hdNnRD8ODqhhWhsbJUhBC8cT7K631RusMent7aWnU0Hx6Is78/isMm8/m9XfQ2+vjwdoV/PDiMAPqnLq9zW69IV/E5bTddWuyDm1s4O56eV7f2XmE4Xs5NXxvx3ZTw60SqyOv903TWe3hkbSPjqQLRbNnJMLsPr+TKPrQp8nWL/+mGybcPDJEuaGxoCSwp+msxusMeHlgVJlPU2dNb23KdUHtDuB6IAe+ddUxwOWf4rqa30UfvrJvjVKbIS2cmODqU5LmT4/yvH996y3OHTo2mmEyXgLLQ0YwhXFANTo6maKmISW1rDzKRKhJw21acsEfQY2dTa4DhxGVJ9hmimRIDlYX6t94eZE2Tn8gye+VddoX3bYgs6bkvnJkgU9D44ZERNrcFeHpb64pSuDZNQf9Ulmi2xNnxNCGPnbagm94mX9UAlWWJfasbFj3H3t56Dl6KY5owliyyv396URXCl89OMZ0pcWE6S2+jF49j/pQ0M3EbpiCR0yxD+Ca5FM1xeqwsnnd4MMHjG8tj9+BAnLPjGd6dSNPkdyFJEtmSvmCfXIvBWI6Xzk6hmwKvU2FrW5DX+qYpqDoPrWm8rjA5WZZ48CrjzcJiKfzy3SkmUkXOT2XpbfQxEM0xXhGP/NE7I8RzKpeieT64tZmGioDfQDTHdLbElrY6XHbluuZ6izuHVEFjOJ6nt9HLqdE0r56bYiie58J0lvetj5QFI1MF/E4b48myEJBuCjJF/apqySuZkUSB509P0D+ZZTxVoCXo4r3ry2N75p6r6ibpgobfaePwQIKRRJ6A247fabtm+lOupHN6LE1r0HXdjtTuBu91KRffbbx4ZpJUQePSdI7Vjb5Foxx1w6RvMkuDz0HY5+TnJ8eZypR43/omuhu8vHUhymiiwGiiwPoWP01+F2sjfibTxesOL86rOqdG01Ub4lqolfxkKIc23wySJLG39+oK2TdDTQ1hIcQ9I4y1FC5MZXmtL0o8Vy5qfeBibI44x63g/p56Xjo7SUk35yweXzw7yYWpLIos8eUHu2muc/HFfd1AWRnx2RPj+F12Pr5z+XOFJUla8Hs6P5Xh5FgSRZZQDRPdMPnh0VF++9HeFS1GMRubLLO/ImFf0Ax8TtuKMoQPXIrz9sUYZ8ZSdIW9vHE+yqoGHw3DqXnfc17VeensFDZZ4n0bmqo3xfu66tneEeI7B4eYTBW5FM3xjVcv8OSmyBxHEUCDz8F0poTfZcexyGS/uztEQdVx2ZVqFIPFjdNYCQUt6cYc8alwZWe4t8FLR72HNRH/PKdDPKfy46OjXIxmWRvx8+Sm5gVTAY4OJauq0B/Y3EzfZJa/2X8RIWAiXeJLlbnHwuJ2EfY6OD+ZZTCe4wdHhnlsfSMXprOousnhwQTJvIZdkRlPFpFliWRe5YdHR0BALFviA5sXTvOwuLMRQvC9Q8NkSzotdS52ddczliygaibHhpK8dGYSkAh7HYS8Dp7Y1Ex7yE3Y51y2KLQb5fxUhhfOTNIccPHo2kaCbgeKLOFxKLQFLxs3D6wKl9PnpnMcH06CJDg/laU54OLCdI6To2VR1g9fZef3hTMTDETz2GSJrz7cc0MO1XsR0xQMxnP0T2bZ2l43Txn6+HCSdyfSbO8IMRzPc3I0hU2WeHJzM+enyjnbR4cTdDd4aQu6GYzl8btsFa2PcuTqjfDimUkuTudQZImvPtSzqMDlDB6Hjfetj3AplmN398qO5KrJyJQk6T9S3vldkHtJQEsIgSRJqLrJ2xdjCNMkU9TxOm23Zecy7HPyX713DRPpIltmhT3MXEsSzDMaXz47yUgiX607vLpp+UJ2B6I58qpRrT06mxMjKRASG1oCxHMlgm4HN5F2cFsxTMH3Dg3x3MlxskUVj0OmqBlL8qzNjKnbQUk3gPKu/GSmSLqgcXI0OS/8CeDYUJKDF2PIkkRb0M22jmD1f4ossa29jrcKGgVNp6gZnBpLzzOEn9jYzOa2OsJe56JeT4/DZi1Ca0idx86XH+ympJtMpYtcmM6yqtHH1vYgkYAL1wK52DNjsH8ywzuDCc5NZsgWdUq6wb5VDWxoDsy5XtdEfAzG8iTzKt87NEK2qJfPQ/lGb2Fxu3n/hgipgobLLpPIaRgCPrenk+8eGESWbbw7niHkdVTz0CdTJY4MJJAk6Z7enbrbEQKKusFUpogklQ84bBLpgklONYhlVRJ5FV9HiLDXydce6V32zYIbQQjBiZEUJc1kMJYnrxo8vKaBR9c2sK4lQGCWeJzbrjCZLjKcyCNJ0FznIuSx89LZKVKFspJ0qVLFY4bJdJHJdJF1zX6cNgW5smaRJJC4QxZqK4B0USPgsrMu4qc16Kakm7zRH8Vpl/E6FP78+T7cDoVoRq3OS7ppUue20+B3EsuWqrnZu7rrEUCT33nNMTuRKjKVKbK+ObBgiP/MGrRsQyzts2xpr6uK3K5kauWiOVz5/SCwEfinyuNPAkdq9B4rmlxJp38yw5sXYgRcNj5xXzt1bgeGgJDHTr3HQf1tUJNM5TV+enwMwxTkSno1jOv9GyK0Bt00B1zYKoqudkXm7HiaEyNJjg2n2NxaN8creDsZSeT56bEx+iYzdIW95FR9XuH6Ta11jCYKDKVKBL02SrrJr+9sW9bdYNMsl+QIeR3VXKKFyBZ1jo+kKGgGmimxutHHVx7quWrIZ7qo8YPDI5R0k4/uaL1q/bZa8cCqcviJQ5EoaiaxrEok4KLR50CIuRNgpqhzfiqLJEFBM+acJ1/S+carF4hlVZx2XR7rTgAAIABJREFUmT099Wxsme9gGYjlOHApTk+Dd8HQl3RRQ5hYIlk1xmVXOD+V5cUzk0C5burqJj+RgItMUSOZVwl6HJim4KfHxxiI5nA7FHIlncl0Ed0UxHMl+iayZArlYzNhdVC+VtdF/PzdWwOkizpel8In7+tAAE9tubVRMRYWCzGT0hHNqrjtMseHk/zN/ktEs0Vagh666t00BVzYKpoZ05UFZV7V6QqvrPQhi+tHN8w5JYJmkGWJ9qCbC1NZopkSf/X6BabSKg0+B/GcSqqgYZjlOtGrmrx3pBF8fDjJq+emsSkSigTNdW5OjqY4N5HBJkusaylHpQkheL0/ytsXokxnSkymingdCm0hN/VeB2OJApmSTtBjr6bUCFFWh/7eoeFqiZ0PbmnhiY3NnBlP0xZ0W5UhroOAy05vo5fheIEdHSHeGUxwdChRUeiWcDtkciWdOo+dXV0h3r4Yw65IGKbg83s6MUxR3VR483yUI4MJJAk+v7erWvLNMAUl3aju0mdLOt8/XO6/0USBp7a0UNKNstPD5yxHaW6McDropjXouut292vyaYQQfwcgSdKXgMeEEFrl8X8GXqjFe6xkEjmV7xwc4sxYmjq3HdXvZCxV5At7O0nkVY4OJVjV6LuuvLgbpajr9E1kiOVK2BWpagi77JdrvH3/8Ahuh8xTm1t463yM4XiRBp8Tt0NBNUzc3P5J660LMUaTBc6OZzBMwf0980Mp1jX7aQ+5+crfHuLcZFmd+fBg4rpzDmvJ86cneHciQ6PfyTN7Ohc1ygNuG1va6hhLFtjQEuCL+7rY3BZc8LkzDMXy1d2J/snsbTGEh2J5jg+nuDidpTXoosHnACFY3xKYt0Pf4HeyvTOIJElzvMlQrl+XLelIErTWufnd965Z8P3ePB8lmlWZSJUjGGaH24ynCnz/8AiaUa6Z19PoZUdHsPodn5/K8O5Ehm3twRWler6SODIYZzJd4oHecFUUawbVMClqBhPpIhenc6xu8jOVLvJPh4YxhODpra00+p1ciuZIFVROjBRYG/HREnRzf289bSE3E8kix0eSHLwUZzRR4AsPdFfPb1Nk7u8Jc+BSjFVNvmrJDQuL5aIt6Obr71nFmbE0/+YHxxiK5wEwdIOH1rSiGqKqBL2xNcClaBa7IrOhZeWkr1hcPwXV4DsHh8gUywJXM+WwoCyONRDLEcuWGEnkUfXyvStV0Oiqd+OwybSHnGxqDfDhrTcnArVcnB5LYwpBrmSwuqL3Ec+X8zYNIapROtGsyjuDCXKqQbKy87u7u56WOjfnpzIMJfMUVZNP7Oqgzm1HCME/vzPK+akME6kiXWFvteSS26FwX1eII4MJzk6k2dsTtgziJSDLEh/b0V59fHY8zXS2RDKv0RZ00+h0sqktwCd2tHNuKlMV4e2bzNAadFPUDd44O0XAZUOtRPgJUa6JDeW87388NEQsq/LI2kbu6wphmIKZQC3NFOiGyT8eHCaeU9naXsf7NpTV0BcSqxRCcGggQVEz2NNbPy9vPJlXOTacpKPes2JTCWptPbQCfiBeeeyrHLuriVUKqjf5nWRLOq1BF21BN3abwu8/sY6RRB6f0zavttZMvp0swcd2tNdk12skUWAqUyJVUBmK54nnVLJFjV+cnqS30YsQojoh/uToKCXdxO1QMIzy4C9pBlQEvaYzJV7rmybsc/CetY23dOe1oBr0TWRw2iTsikxokd3zV85NEs0UmUgXiWZLnBjxY1fkOQImr/dNc3I0xY6O4FVFnWrBjNhKNFtCM8ohVQshSRLP7O3iiU3N1dJD16KnwUuD30lJK4eK3w4uRXOYQtAadLOqyYssS8iSxFiygGmKOcbw9o4gQpS9jxtm7fa+eX6aX56dYlNrAFMInlogrLmgGhwZTFTzKRoroTvvDCUYiuXZ01vPVLpESTcYiRcYSxYYiucJuOysbvJhmoKfn5zAMAUTqSK/+XDvnPOPJgs8e2IMn3Nl5L0vB1OZIq/3RYGyY+LXtrfN+f+29iAvnZmkpBn806EhGv1O+iazHB9J0h7yMJkusqrRy9qIn/6pDLIk4XIofO7+TtpCbjrqPfz8xDg/PDqKTZZ44fQETQEnYa+TnZ3lkmdb2uvY0OLnSMWrvX2WI8PColaousnLFW2M921omlcjWNVNdNPE47AxlSny/OkJRhKF6vzT1eDhNx/pZTRRoKXOxZmxNMm8yid3dVDSTQ4PJGgNulnd5GN//zQnRlJs7whaIm63gNNjKU6PpitzR20cENOZUlWzYCCarxrCumHy928N8LMT44wnC/hcNurcdnxOG8115f6222RWN/l538bITZWAWU62ddTx7bdTjCTynBlL43PZ+MpD3TR4nUxnSnz7wBDrIn4eXttQFXQNuu3kVYOBWJ6BaI54TmNdpSynqhkUVANFlhiO53HaFCIBFz6nQmSWrsRgLMfrfdPlB6Jc5jKaLXFmLM2qJt8cjYq7kUvRHM+fniDsdfDRHW2LRg32T2Y4OpRkbbOf7R1zN0g2tAR4Zm8X/+/+ixQ0gy8+2M3W9vJzusNeGv1OippRVXU+cDHG2fGyGOZTW5rxOu2EvPaqgy9ZUIlVxNDOjqfZ1l5HndvOR7a3Mp4qsK09SK6kc2KkrMfT6L96JGv/VJY3z5fXGbYFhFRfOF1OvXzu5AQf3tbCA6sa5uU9Lze1NoT/lHIJpVcqjx8F/l2N32PFMBzP88KZSUJuO531bt4d1/n83q5qruRQLM+p0SSyLLG+OTDPEO6bzFR3/C5EszUpEj0cz5PIq+RKOh6Hgseh8BcvnOP8VJb9/TL/+rFVRAIudMPkhTMTpAoa2zuCOG0KbofCgUvxqgDC2xdjDMfzDMfzrI34b9mklcipxHMqHfUe0kWNzrAHSSobtN1hL52zwtJkSaagGeRUk4Km8tzJiXk7TUeHkphCcHQ4ecsN4cfWN/Hjo6Ncms7xn149z1f29VzVoeFxKLx6bop4TuPJTRGarmIQe502vrC361Y0e1G2dwaZzpYIuOx8YHMzf/zjUxwdStAe8nB0OMm6Zn91990wBdmSjk2WMQUolbntm/svkVcNHDaZb311D1AOIT80EEc1TPb0hHmtb7o6WT+9tYWehnI4/GvnyjfNgmbwyNoGRhJlI1hQVvb8te3lsSnLEiGPnWhWXdBpcnYsTa5kkCsZDMfz1yxVFc2WkCjn2N8teB02JKlcjmyh0m2KLLE24ueF05OUdIO/eeMiXfXl0L+CatAecvP/vXmJeE5jVaOX0WSB7sq1eTGaoyngRADtITfjyQKT6RJ//fol1jT5cNmVammGI4MJ3roQK7fJabvh2pIWFovRX4kOgXKJvdlKvpmixncPDpFXDfb21nNkIMlbF6JIkoRNBlmS2NAc4GfHxxlJ5DGEQNVNnDaFvFoODxyK5zk6lOSrD/dwdCiJYQqODiUsQ/gW8MuK2vx0tlQzQ7gt5GZds59YTmVzW4C3zkdJ5DX6JjM8e2KUwWgeXYBqqEhI1HudhLwOPrW7g9Y69x1VFmkhZgym8WSe/qkM7SEPybzGe9dH+Ob+i6i6ycnRFI+ua+QLD3SRVw1eOjPJi2cnKKomjX4nj2+M8MuzBn2TGV7vm8bntPEHT65jb2+YvskMiiwxnSnxat8UF6M5trbXEQm4kCUJU4hqtNfPjo+RyGucHE3x9UdX3bHOhaVwajRFQTUYUQtMpIqLRq69em6abElnLFVgS9t8gazWOjftIQ/T2RL/5bUL/NbDvWzvDOF12vj83i5e65vm+4dHWBPxVfVcYtkSg9E8j61vmjN+G31OtrTVcfBSjPNTGt96e5DP3t9JT4OXnkrO8YGLMRRZIpnX6Ah5eWcoQaqgLbir73WW1xlClP9WdZOpTJEmvwuHTcblUJjOlKMt3r4Yw+eyzzP2b5ZETuVnJ/5/9t472q7zPO/87XZ6vb3hol10kCDAKlJikSxRxSqWLBdJ8TjLsiyXxEkmWcv2Go9nPPGsSSZOPLGteCxnHFu2ZEuWVWiKFotIsQNE7xfA7fXc0+vu+5s/vnMPUUmAAiiKxrMWFsGNfere5/ve8rzPs4imqnzktqFrZoheb9XoP1cU5THg7vah3xBCLF/P13gr4fBchZWaxdlcna64gaGrfP9Mnq2DUizg0WNLjC/XWKnb3LW+i0/dNXpB4rOxN8HR+QqqorC++9rEOIQQPDOeZ77c4l2bejtD84qikInqqAqkoyGWqxZzpRYrdYv+ZIT+VJR7NvTwVy/P4HgBvi9IRXRqlkdIV+lLvpoIDGejnFtpEA9rZG/gjGYsrJGM6KzpijGSjXLfWA9f2TdLpeXSlwzzi+eJUzy4uZev9MZZrtoEAkoNmy+9PEup5bJ7NEMqYnDLSIpj87ULxMJuFNb3xDE0lYWKyULFRAE+eceaKxYNXpoo8q3Di+3gqsm/fXjLa1oQvNnoS0b49N0y+a6aLstVi5CmcmKhwhefPcc7NnTzP90nu6+H5yocmq0AUlwrHTV4caKAH8hAsj/16r10fLHK//f8FF4gOJtrEDHkwiwrjlIoKwqkogY1U173fN1hXXcchKDlSGGx8wU6PnnHGlZqNoOZC4sJK3WLnkSIkK6SjOgMZ1+7gDOZb/DtI4sAfGLPyNuOZi0EXCmMu39TD1/dP9fxxjQ0lQ09cXavzXJotsKTp1eoNhy+ddhFoNAVMxjJyutwZK7M3eu6uXNdF5brcXa5QaHpUGg6nesLED6vGx/+EQ8ob+KtidWgy/PFJcJ+K3WbhuVRaNp84XvnmK9YlFtyTtgLpKjPY8eX2Vpska/bRA2VWFhnY2+CsKES9eX9q2sKuqpwy3Cao/PVK3pw3sQPhuGsVLodeZ11+1qgqQofvEUyk54+vcLhuQr7popMrjQoNBxWFS5URWFNl0yaexNhuuKhH/kkGORoXDZmULd9Qm0xxE1tUdQdQ2m+e2KZobRMWhuWx/HFKicXq8wUWrQcjy/vsziTq5GJhhBAueUQ0lUOzpb55/et5x0bu9k/XSJft5kptrC9gOOLFYbTUQbTYTb1J9nZ9gSW+4FLSFNRFNmtz9UsNvUn3lKx0PXAtsEUM8Um3YkwfakrF9mHs1HGl+sMpiOX7ZYmwjrpmMFjx5dRVfj9x8/wl79wFzXTY6LQ4PBsGZAjdB/YOYjvBzx5aoWTSzViYe2CwuDxhRqLVRMA2/Up1O22iOCr3300pDGYjjKYjuD6Ac+cXkFRFIQQF2iBACRCOh/fM4IQgrXdcb76yhwLFZOeRIjb1mTZNpDk4EyJWFhHQbkhMcCppVrH8uvcSuOaE+3rmggrkvP2Y8AGIcTvKooyqijKXUKIfdfzdd4q2NyfaA+YBxyddwmE7I7UTJfepCZnKICIriEEXCyW2psM87n7N76h1660XA7PySRk71SRdT1x/ECwWDGZr1gkwhovTRQ4OFOiZrq4XoAvAk4sVjm5WENB4PiCpuOxd6rMntEs3Ykwd58nWLRnNMuGnnjHP/FGIaxrfPrutVRNl/5UmIOzZcaXZbc8amgXLAyxsM77dw6xf7qC6QXUbZ/vnc5RbTnsnSzSn4rwmXvWXvJjvZGIhlSWaxYIwd7JIieXavzKAxu57TId/nTMaCvwgqEpiLeogO7Lk0VemiiSr1us1Ewqps/z54pMFVqdRHiVQqUoUuDhu8eXObpQxXZ9hjORC+ZJVmo2FdOlbrk8ezbPrcNpdq3JsHM43WFKGJrKneuynFqqc9uaDPGwzlShQSyk0bA90lGD4WyUuVKLAzNlxvoSlwSj04Um3zy8AMBHdg1dolJ9ORSbTuc6FNvMhLcDGraHELK4UGy5neOuH/DkyRwnFmvcvaGLz9+/kcPzFeqWixcI1nXHuW9jD7/1jWOcWa5jewGqIq+P6cp73XR9pgoNnjyVI2ro7BxKsVA1adg+D+/ov0B5ftdImnhII6xrF7A7buImrhd6k2H++X3r8ALR0SvI121enCh0xF5OLNQoNB1MR6rYg5wPlSKACstVi+liCxCkowaWG/CrD40R0jXWdcfpT8nxjYe29vHQ1pvz7jcKH71tmErr8kyfHwQnF2ucydX57ollJvINpgpNXP/VDVgFRrtjvHf7AHetlxoIF2tf/KhCUxU+unuYhYpMgAbaXrC5msVsqSXH5Ryf753KMZ6rk6tZFBoOthdQM+XvZe9kiTvXd8kRO6Qd2Xu29vHyZJFKy+XejV2kowaH56I8fmKZo/NVooaGrslxtwe39PHvHt7CR28bYjLfZE1XDMsN+Or+ORwvYKrQfE07ph9FjPUlrqiPcj7ev2OAu9d3dWKqixENaXzmnrU8fiLHUtWU163Y4gvPTBA2VAxNZSAVYdtgCk1ViIZ05ssmyYh+SXHhhYkCxYbNtw8v4gcBu0czFzTAAG4dyRAL6bw8WWDvVJGZUottAyni54lktRyPL++d4dxKk7G+BJ9psxfzbc/gF87Jxx2drzDUTqp3jWZuiN7Cht4Eh+Yq6KrC2jcQv11vavQXgAB4N/C7QB34OnDndX6dHyrmSi3OrTTYNpTkrvVdzJVaNOw6TcsjpKkcmKnw/p0DfHzPMLevzVJq2vQmwx2O/vVAxFDbFEap4HdiscpC2eTIfIWeRAjPF53FbakqA1fXF/y3pyfYOZzG8Tx0VZEd6rYacCJ8abJ7MZ37RiEa0jqUCz+Q9iulpsP7dw7QtD1mi02eOZMnrKuM5+r47cwlQM6bnss3WN8X71DZruRxVm46RAztuoo29KciPLi5h+OLNeqWLIg8ezaPrqkUmw53rst2VPbuXNdFIqwzX2qxYzj9lptdbdoeL04UOTBdIqSr1CyXsKEiTHlvBwKm8g32z0iqzMduGyIQglPLNQ7PVcg3bPINh9vWZKmZXud5tw0mCYTA8gL6kzIwXdsd68xK+4Fgrtziq/vnqJsepuPx8/et74hG+IFAVWTA+vcH5im3XKaLzUuqyOXWq0ltueVc1We+dSRNpeWiKrBj6O0jitOfinDfWA8rdYv7Nr5K4Tw6X+GRI4sUmw7Fhs2vvWcTu0cz/JcnzyCEoNS0+OuXp5jINxjJRslVLbLxELYXsKkviaYqnF2p4/kB53INAiGYKzXJxsOMxsNk4hduqoqivC41/SZu4gfFxUqmz5/Ly5l3t8LGXsncURHYri+FZHzRWSviIY2FiomqgulI3QzbC6iaLsNZg+1vo3XhrQ5NVa55RKVqurw8WaQnEeb2tVkcL+BMrk5/KsLJxSqvTJfYN1VCAWbLLYoN55IkeOtgkr/67D1kY8bbUscgGwvx4V1DzBRb3LVeOnI8dmyJmWKLs7k6twynKTRt6pbX0ZYZTEuXES+QInK98RC/+u5NHVXiyXyDr+6fQ5O+U2wdTLG2O0ZPIkw2brBcsajZHomQxneOLfJTd4ywvvfVAnbT9joiTqsiW/8Uobbvecv1qZr2Ze//WEjnQ7cM8sjRRXoSYf7y5WmmCk1UFd451svGvni7uSI4uVSjLxnG8QM291/YDFjfE+f4QhUvCIgYGk3bv8ARRI50VlmsSp2V/lSYtV1xHt7RT38qLHWD4iEWKiavTEv/9XhIp9JyGUhrvGdrH8+fK7CxN865fIOa6WK7Pvdu7OX26zD+eTkMpCP88gMbO9/lteJ6J8J3CyH2KIpyCEAIUVYU5c3JpN4k+IHgW4cXcH3BTLHJJ24f4chsheWaTcvxsVyfpYrJ1w/Ms6Yryi3DGbbcAKGjR44u0XI8QrrCvqkyT5xYodCwqZlS7j8dNRjKRAkEhDWV+YpJqeng+QHFpk06amA6Hk3HpycRkrPFTYetAyl2rclwbqXOVKHF7tFMR3L9RsEPBI8dXyJXs1nfE2N9T6I9x5BhrD/Bl16a4eXJIvm6TcNyKbXsCzYxAYQ1BQVpDH9xdWsVh+cqPH16hWhI49N3j14iqHIlVFoO08UWG3vjl33M7jUZ/uHoIoOpKDXLZV1PnL5kpGNNYzo+79/5qmWM5wtsP0B/C87GvDxZ5PhCFdsLiEd0IoZOuWkT1uW8ua7Av/naYWYKLaIhjWLDZstAisdPLlNsOGzoibN9MMX63nhH0AHg+KKcB+6KGigK3L2+i7G+JPunS3zr8AKOF5COGTx/No+mqkRCKn4g2DtVxA8Ea7tixMN6m2IUodyS93il6dKbVFFVhaPzFaqmy46hFLqmcMvrqHKvIqxrHSuI64VqyyVXtzrU+TcDQggm8k1SUZ2+tmDJasBzcqnKX7w0zT0buslEDdwgoNEeh0hFdF6eLDFXanF6uQYoVFoOqqIw2h1j22CSUtPF9QMWKy0KbV9NQ1dx/QBFkZTCO9ZmSUcNPnzrTc/nm7jxCALBgdkyfiDYMpDk4EyZvmSk41uZihgcnaugKAq261NuOZRbkh2VdxzOD7sblqT+JyI6W/qTDGej7BhKd2jWpaYUnxzre3PcH95OaNievDapMFsHLi0oHJuvslK3uGt911XvyRfj+bMFzuTkjPhINsoTJ3OcWKxSbjmcyzWYLTVxfbiYgKUpkIxo3Daa5T9+4tbLain8KKNquuyfLtGfirC5P4nvC2ZLTSbzTX581yDJiEEqKsddSk2HQsOh1LCYr5jULA9VUehLRhhMhwmEoNhyGc/VO2Jj04Um86UWubrNYsXs2HLuGklz78Zevn1kAc1RaDg+XQn49pElPnX3KL3tGC0e1vnobUOcyzfIxgxMxyesq8yXTbJx4w3fD29lHF+okqtZ3LHuwg6w5fp86aUZGrbHvRu7O+zM+XKLgzNlMjGjc38uVkzKDRsfSIV0mrbLgekyuqbSmwzTHQ+RihooiuCPnj5HzXT5/AMbSIQNBlMRfu2hMSzXJ1+3+ehtw5xdkUXveFjn0WNLFJs2z57JU2m5zJVMdgyleXo8z/iyVKlORw029iYYycYIRJPb1mY6ecTB2Qp1yyMW1hhKy0J6xNB4/87+S5wrridUVa7zL5wpsLkvycg1dIav94ruKoqi0V5vFEXpBV63zKMoyt3AfwF8YL8Q4l8rilIFDrVP+bgQoqQoyqeBX0WqUn9KCFG73LHr/JkugKrIeQvX94iFdAbTUVKb5c2T1xQWqiZfOzCHENJ+Ya5k8onbR17/ia8BQgiWKhZ1y+sIDvl+QNVyWanZeL6P4wUMpCL85O0j/Pfnp7Bcv9PxDesqAiTlxfNpWC7zZYvhTBQBbO5P8q1Di3htqvUHdg68pqjTD4qFssnZXINDs2X2TWm4vsB0PGJhnTXZKI4XEDVU6pbDSv3CSi6AoULDCXhmfAUF2NAd472XUSpeatOCTMen0nKvapEVQvC1/fM0bI9jC+ELxKsqLYc/fXaSiunQl4yQjYXadgNZvnFonoOzFXYNZ4id132uWy5PnpIJcsPy+Jm7Rt/IV3bDkIm9SneumS6GphA2NBRgS3+SMysNWq5Hw/bwAsFS1SRqaG0VQsG7NvVw71gPmViIp07leHp8hXdv7SMbC1EzXZqOTyKi88iRRZ4/V+D7Z/KYjk/D9njvtl7KLRdDVVmqWByZq/CXL85QaTn0pyNs6EnwM3et4f07Btg9muGpUzm+vG+WjX0Jdq/J8NSpFYQQ9CTD3LG2C0P74RQaHC/gK6/MYjpSyfHNoHtZbeXn6UKLTCzEZ+4ZvaCq/IdPnaPUdNg3WWLLYJKJlQaOF3B4rsJfvjRDRFeYKbYoNW1MRyAATZXibg9u6eObhxdwPEGu1qJlewQCAj8gpMuxiXU9cR7eMcCuNqX9Jm7iRuPkUo3nz0q10n1TpbY3ZonuRIihTJTN/UmGMhEOz5bZP1OiPxFCAVQVgouikorlE1ahPx3hD392Nz3nKd8GgeBr++doOT4nF2t86u631pr9Vscz4yuczTUAKdRz/rq0Urc6+6HlBnzovCJa1XSJh7RO9/Fi5Os2sZBGPKyTaY8caZpCqenwxMkcJxcrOK5P1b58CJqM6Lx/xwC/9cFtNzRA/2HimfEVJvNNHK/MK8ki3zi0wEyxRVhXeer0Mh+6ZYgHNvfwnePLnJiv4rYbJYWGg6aq9KdC9KfCbWE5lblik32TJZ44uczppTp7RjO4vqDUkE4lIhAIFDRN4fc/uYvDc2XmaKGpCvdt6CYQ4pLO77qeOE+dXuHYvMuZXIP+VJgjc1WiIY2fv3fdW44194Og2LA7DZKm4/OR82KDmunSsCWLbtWNxPMD/m7/HC9OFGk6PgOpCEIITNcnGzfoSUTQFDg0V6HScrllOIUfCB7a0kcmZvDnz0/zynQR15cMiXds6GaxIm2ufvXBMV6cLPLIkUW+dWSRd23q4ZcfHCMTM2g5HtGQ7Ban4hrHF2oUGjZeW//Fcn3eu72P7UNJ0lEZ9/7j8SVOLdU5tVRjS3+SIFB4eMcAuqYQ0lSib4L38O8/cYYjcxWiIY3/+jO7r/px1/ud/VfgG0C/oii/B/wk8L9cxeNmgHcLISxFUf5aUZRbgGNCiAdXT1AUxQA+D9wPfAL4JUVR/uDiY8D/fR0/zyVQFIWfvnMN82WTtV0xvn14gYl8g1LTwXR8KdGvgOkGhHWVwbRUXgW4b6znAsXUmWJTqhgOpQnpKsWGzeG5Cmu7Y50ZO9Hmbq1SdYJAsFK3eWBzD8+ezbOpL9HeoKuUmi5N2yMAhCV/VFXLlYuaAoau0XI8dE3Fcvy2OqaQgYEXUGjaqIpC1XLYOyUVo1VV4dRSlY/tHuGe8+aHryd6k2FKTYe5stmhJakKtNo+tHetz7JQbhExdILAvuTxvpCFgMWKg+cLfvfRU9y1oZv0RbTuu9Z3yQUkFqInEeLATIm+ZOR1Z0LHc3UWK2ZHnn4VT5/Oc2BGihTsHE5zz4ZuFOB/+/YJ5sotetoU0Xe2lUVLTYdnTuc4Ol8hEdbfknS729d20ZeM8AdPnmkrNltkohplx+fAbJlAQMRQiIfnDR+uAAAgAElEQVQ0DF2lYfssVEzCukp/KsLt7Spn3XT50oszVC2XpUqL+zdL24Sm7VG3XI4v1rh7fRe5qknV9DA0adGkqYq8H4VgpS5FbSoth3hYJxCCqumSjOgsVS3mSiYRQ2O5ahLe0NUW3nBYqJgUGw6BENckaJOrWTx+YplU1OCDtwy+4U6uHwhsV272Lcd7nbOvDx49tsTXDy7QsDwe3NKLed4MpKYq+EFAy/HwgoC/P1il2d5wG7bH98dX+Mnbhyk2bJrOeUUmAUfnqixXLVRFwdCk+qeuqfh+gKZrDGYiDKcjBEJh71SJfMO+xKbpJm7iRuD8ADkTMzg8W2bfVIknT+boiRugqCxWpVqrokCxJTUoZosml/YGpRiW4wX80dMT/Pitg9yxrqvzb15b4MO/OIO+iddFtH2ddFW5RHgqYmgYmoLrCxIRnZbjsbftSZ6v28TDGsOZKJlYiHds6MLxBRFD49BsmWfG84R0lc/cs5btg0n+4sVpSk2b8cUaU/m6pGT6l3tHoCvw2x/axifvWPO2pEGvIhUxKDVtJvJNXD8gV7NpOh6Or5KyPB45ssiJhSqKorBYsxCBoNCwcHxBPKTQkwwxXWi0HSJ8EhGDrx2co2nJYujp5Tp+IDVPTEeO3xmaQqFu88jRJRJhnb5UhF99YCOZeIh0zLhEzE4I0ZnZbzk+5abUszDbDMu3UyIcNjRCuorjBSTPKxgHgaAnEWbrQJInTuaIGCovnitwcqnKdLHF6eU6jhdQbkrGpxdI3Y5dIxk8X3Au3yAT1dk3VeLMSoN/+dAmUGQhu2J6BEJQqNucWqphugGm63FySdppTRdahDSF+XILVVG4dSSN6fj8zoe2s7+j1+OQq9us64qSCOuENIVHjy7zKw9t7DSUVsWq1nTF2NSfZMdwirVd0mUipKts6rvxHsKzxRa5mkXUkIr/V4vrrRr914qiHADe0z70MSHEqat43PnK0h6yM7xNUZTngBeA3wQ2I5NjT1GUJ4E/vcKxC6AoyueAzwGMjl6fSm4yYrBt0GDvVJE/eWaCUsuRyspxA1WVwWJ3XKU7EWK22OSJk8ukowauF3QS4WLD5huHFhACSg2HH9vezxMncyxVLY4v1PjF+6M0LI+vH5Q+w5+8Yw1d8RCPHV/mTK5OTzLMrz00xoHZCs+cXsEPApbO5CVNUUiVuW2DKe5c18XXkwssB3LeSVEUNAWaQYAfCKIhFYGCocBIJsqetRmKDZl4mK6P5QW8NFFiz2iGkWyUnkT4ui9M0ZDGloEE5aaD6wd8bPcwL08VGUpH2dCbYK7UYjgb44WJAv6l8Qt+IG1vGiWvLeMuOLpQvUApD+Q5H98ju/OPHl3qSP7//H3rriiKIYQMspYqJqeXazx6dKlTtR5Mh0lHDRq2xz0bunjHxm5+8++Pcm6lQdV08X3BmZU6z58rcP/mXr51eIGXJoqUmw5+IC47k/1WwJqumAwYSy1iIQ1NlQyCkK5Stzz6ExGqeCTCBgpy80pHDRw/4E++P0E2FqIrrjNTbuJ4AdlqiH3TRfmdBCCETzwhE9uW4+MFAjeQ10xFYU02xjs2dLF7NMuBmTKWG7CtPXs01pvg7w7Os1A2sb2Ajb1x9qzN0peM8NN3ruHwbKVN7712HJqtUGhIethcqXVVQluXQzSk8aFbB5ktNbltzY2ZibkY86UWYU3F0VXWZGOMZGOcWa7x1f3z+EEgfc01FdcLmCm08APQVbC9gFzN4qv7F3AvCvIDAZYXUGo6xELyenm+IBbS6I5HycZD9KXCbessGUzeVIW+iTcLY30JPr5nmEDA2q4Yz50pULc8FioW00UQAYSM1ftSquYWG04nqT0fCjCUjRLSNIQQHJmvdhJhVVX4xJ4RJvONGyL08nbHA5t7Gc5G6Y6HL2FhpSIGn7p7LeWWw/ruOE+cynFyscaJxSqjXTGmCk2KDanrcXKpRsPy2LUm3e5KeazUPJ44kUPXFHI1i6lCsz3aIy5T6pBU6FRU55/ds46fuvPt39nfPZrh7w7M4foBXfEQDcvF0BWSEdn1K5RaFBsWg5kYQ+kIpuO3rQQFputxekkWFPy2PWJvMozpyH2iZrkMpCIYuoovBIYb0LI93CCgULd54VyhnRwHvDxd4rPvXM/oZdxRFEXhI7uGeOzYElFD5bY1aWIhjaF2AeTthERY51N3jVJq3+9N2+PlySJf3jsDKDy0pZc1XTHqlsd//MfThA0N25Xji6WmHEkKggDHh8WKxcuTRT64Y0DqzpTNjuDlNw8v8PE9I8RCGmu7orRcn+FMjA/eOsjLEyVSYZ290yWKTafdpZf7fcvx+eahBTRVYSLf4H//8A6+fXSRv355Bk1VGMzEWJON8syZPLqmMLHS3xGFfc+2Pg7MlFnXHWfncJoDM2VOL+W4Z0PXm2ZLuW0wRbGtyRS9hjzlRvSqY8AqPfqa9O8VRbkV6BFCnFQUZRNQBv4E+DBQBFYj3CqQBTKXOXYBhBB/SjtBvuOOO66rRu9ErsFUsdkODqP85ge3saE7wXiuyrNnijQcj5WaRanl4ngBzuuIAaxSCsOGiq6qTBaa5OsWuqoyXWzSFQ+Rq0nKRLFh4wWwdSDJY8eWmCu3GExHyFUt3CBAUxW2DCQY7YqTCGvULQ/XD1AVWfX2PEEirJMI6+iaQsNyqduS7r22K4auqXiBIGpohHWFluPztf3zZGMGP/eOddfd+22q0GKi0GA0G+Odm3r4wC2vUqRGu2PEQxqV85Rvz4cATNdj95o0E/kWm/sT7Bq5Pj5lqqpwz/puzizX6YpHeGW6xPu292HoGvds7GFtd5ywoXVmN9IRHUNT5bVUoG55/OVLM2wfSrFYMalZrpzRjoXYO1Xi3o09b7gi7fqBFD1qODy8Y+C6KvLeu6Gbg9NluuIhUlEdP6DjFVe1pdBaKqrTlQiRjoTQNYVDs2Um8w3KTYeBdIQgEGzqT3LLcBq9rTqMCBDt9z7WE+eFs4XO8ypBgK9odCdCVEyPfziywMuTRYSAT94+wq1tSfxVcY3eZJif2DPS6dwOpqMM7JQdfiGuXfhqY2+c8eU68bDWEfG6EmqWy3ePL2NoKu/fOXBJcWisL3EJg+B64/hClUNzFbYPpvjobcMs1yySEZ0P7ZK/nUePLXN0vsJ82SQe1rhnQzd9SanKbnsBXgCBCAhpkimSiYZo2CZB225pdbVq2j7xkIbn+wghRcu2Dqb4xJ5hpgotKqZkoty+NsM9G276qt7Em4e15wXWD2zpZd90EUWBVZc10xXoKriuR0gLY9reZROkW4dT/NKDYxQbNpWWy66RC5kkA+nIdRW7/KcEXVMvOxu8iq54qLN/rs5fr+2OM5iSa3ml5aIpCis1i1hIZ3y5waGZMs+dyxMEgn1TRXaPZmRA7/lY3uXDvMF0iPdtH2RTf5JP3nF9x9XeqlisWPTEw0wWmqTCOnes62J8qU7D8WjZPqYXgAJ3rcuCIq11JCNPIUBIMav2b8nQVTRVdokDPyATCzGUjjBTajGajdGXCnNotoLrB7LrKwQ1y6HScnnypFSR/k+fvBWv3f08X3smbKg0HZ+m43N8sdZhFQkhZKH1Lain8kaRjYfIxkNYrs8Xn5vksWNL1CyXkWyMYlvMtW66HeHPZERn22CaqUIDVYFTi3UURbK9Ti5WWapavG+7nL89uVjDbYv8PXc2j6apvH/nIK4v+OAtA9wykuG2kSyPn1wmFdWJhXWKhomuyRGDkK6QjhkcmasSC2k8enyJuuWxdTBFMqLz4JY+js5VMB0f0/X5Hy9O81lNZedwmsF0lB+/NYrrB3xt/yyPHFliMBPF8f2O6OmNxp3rs3hBQF8qQvwaGk3X2z7pfwU+iVSKVoA/VxTla0KIf38Vj+0C/gj4KQAhRKl9/JvAbuBbwOpqmgIq7T8XH3vTUG45HQsc1xM8dnSJTQNJDs5WmMw3uG1EKuf2J2UX9cEtr3YouxNhPnbbMMWm0/G7ff/OAaYKTfpTq56IAZOFJpqikGkP1b97q6y6DGejfOf4EjOFJicWqxiaxoaeCOWmQ6PpEzECziw1ODRb4th8Ddvzsd2ASEij0HRQALfdiYuHNOkvZ+icyzXoSoRIhDV2rUl3fBlfnCixvidOxQQ3CAir16+babk+ixWTVMTA9gMm800eO77EcCbKJ24fIRbSWalbr/kcpuMRDxs8sLmXz75rwxW9/04v1zi1WGPrYIr+VJj+VOR1LRJ+bHs/0ZDGF5+dRFMVXpws8cDmXmzP56nTK6zULd451iutnjSVdMxAaQb4Qtpcbe5PUmpI8aGooTGQirJtIEl/KvID0bKWqxYzxRYAR+Yr1zUR/n++d47TbRpN1JAV30RIJxMNMdodZap9XwYBrOuOEQjBkw2H5ZpF0/YoNGwSEYP1PXEe2tpLKmKwd7rE5EqdphtgOh5/d0jaHEUNFV1TWd+XIBbSGc7EmMg3ODhTZjLfxNAU/mbfbCcR/tAtg5xYrNKTCHF8ocq2wVQnEVUU5Q37e27qT/L57hi6qr7uxnt8vsp8Wc6cn8nVLxAGe7Pw3NkCluvzXCPPr79nE7/70Z0o0Jmpi4c1HC+Qs1sYPHFiWaqsu36HWeELmC012NyXwBOCvmQI0/Zpuj6iXfzQVAVfCEw3wBPg+IJsLITty0LHK9MluhIhbl/b9bbw3LyJHy1Yrs90scnHdg9zcKbId0/ksF1ZcPOFTIo94Gy+ednH6ypsHUxzx7psR2TuJm4sgkAwkW+QjhkXfOf3buymPxUhHTUoNGxmSy1uG8mwf6bMfMVEVxXG+uL82XMlbDcgAKaKLaaKLTQV3MuwIXUFNg8k+L2fuJXdN0i19q2K9T1xUKTVUd32WKpYbB5M8tTJHJqqENFVBtMRJvJN6pbLQrlFPKzRsHwIlLYdmUbQtuGLh3TmylIUq+V6LFUtuuIyfvKCgN5kGENTMJ2A+bKJH8hmgKYq9CYF3zq0iKrKMZufv299p/ARD+lEDA3L9eluj5TVLJevvjKH7QV8ZNfQj7ytoe35PHemgKYpvGush6btMV1oYmgqos3i/MAtgyyUm/zNK7N4fkDYUOmOy+7mz9w5yunlOi3bZ7lmYroC2xNUWw6vTJfpT4X5ydtHOLfSYL7c4vBchVhIwwsE79s+QLnl8Mz4Ck3bo2l7aKrKrSMpQnoX04UmY31JfuXBMQ5Mlxhfkvalf7NvloFUhPFcnTvWdbFrJMNsscWariiThRbZWIhTS7ULYq5Hjizyx09PUGk55Ov2VXv6un7ATKHJCxNFehIhPrBz8Jobbrmaxf7pEhuvsQlxvTvCPwvsFkJYAIqi/F/AQeA1E2FFUXTgr4B/J4RYVhQlDlhCCB+4DzgGnAF2tsW4fgx4+QrHbjieHl/hO0eXaNgea7riiEAQD2t8/2yBrx9aIBUxCIRgMWHSl4pwWzpCJm6w8yIV23U9cdb1vFrRNjT1ghniqumiIOcl65bbpmxVmCk2efzEMpX2rIChqe2umEK55eILQaXpcnCuzJbBBL4I8HxJFfJ8KZ24OjvjegG+74OiYHsBj59apmo6nM016E6EGOuNk4mFqFkuqaisCF1v0/OwrnLfWA9H5yvcOpLmSy/PMFtsMltssXs0y87hNN2JEI535Y563fZRFHD8gK/sm2U4G+XTd6+9QLhnuWrxfz56CtcP2LUmw298YNtVv8c12SiaqrRV9GTy+cTJHH9/cJ5Ky+GpkzmiYZ3Rrih9yTDJsE7N8sjGDG4ZTrOuJy7nnh2f/nSETQNJPnzrDyai1JcK05MMt9W+r68yeaXl4voCL5B2I04AQkixq/50mI29ibY4jc+zZ/PULY98w8YPRMcvW3YSdf7ixWnG+pJ89p3r+fbhRZ48vYLlBvhBmyIekXND//Z9WziyUOX4vFT7XKqYtBx5XevnzdqmYwbv2NjNv/7bIyxVTcZ64/yb9225KvpNqSlpz2N9icuKOl3tvT2SjbF/pizpQulrIr5cN6zviXFqqc7a7hiuL9eI7kQYIQRf3jfLs2fy5GoWXiCotlwcP0AILhkvsH04sdRAadtTKQgUAboGhqp2PNBjYQ1dUYmE5FzfjqEUw5ko63pipKPGTZGsm/ih4JuHFliqWqSiBgsVCy+Q9/jV0r+SEZ071t5Mgt9MvDBRYP+0XD9/7h1rOxRYRVEY60vQsD2+e2IZIWBCV7G9ABCcXq4TDenEQzrF9izp6n4TXCYJHkiFWdcd57bRzNtSgfj1sOo/+4VnzjFfloy0cEMlGzdYqtpEQxrzZZPZkonnB3iBjBOlG5L8Yh0voCsRRgg4ulBp247JfT4IBNmYgUDw8mSRmKGjqAprslECU9C0XakG7Qb0JKSF6Epdii65XgDtLTse1vnMPaNUWi4N22Ui38ByfeqW3Pcn8o0f+UT48GyFYwtVAHriYW4ZSbNjKMWJxRrrexL8zod3UDVd/tPjZ6mZLp4fMBqLYXo+hYZFsRlmpWGhtWN9EPgCXF9QbjnEQhqlNhsvYsi/l5oOqgJnc3Vmik1mii0qLRdFEYR1ld5EGD8QdMfl9f3e6RVenixSbNqUmi6BEEwVmiTCOhMrDZaqJg9t7UMg6J6rkI4a7FqTYabY5HunVxhIRZgvtdDbOUmAYKlicnKx9pqaODVLJt0HZyuoihwXnSu3+IV3brgmrZbvnVqhZnmcWKixVHnt5tn5uN6RyzQQAVbfQRiYuIrHfRLpNfwf2h2y3wT+WFGUJjAJ/I4QwlcU5YvAc0jK9KeEEO7Fx67jZ7ksPD/glakSs6UWhqbwgZ0D7BrJ8HvfOUmuZqEgabohTSUWVtnSnyKka2+IihMP68TDkmrrBQLbk91SLxAsVMx2EqFz31gPg6kI3z6yKP2DkbTGuWKdhbLNJ25fw9Onc8yVzDY9Wqpf+2I1YFAwVBVNUXA96T/clQixrjtOzXRoOT5ru2PsGEwzegMWI0VR+Nm7Rrl7QxeuFzC+XGelbrfl++U5e0azhHWVlnv5ZFhBJjGuL9BVlabtU7nIT/jEYrWjyieuNkoCXjyX57snluX8Y7u6Cq/63jVsn1LTIaQpLFVMPnf/BrriIb5/psBQOkKx6RDSVe7e0MWh2QqZqM76nvgP3D0L6xr/7J61BIG47lT1+8a6efykR6VpS1XoloflCsK6IBXRcX0YyIRJRwwOz1UoNhxUVSHRFrUKgoBEWKNpe5xZbjC+XOfgTJSm3aa3K2B6kmYbD6nkqi1+6xvHCBkqm/tTJEIGmahPoe6gqrLj/Z8fP839m/tY0xWjOxZiou1Rt1Q16UlGuGt9F/eN9dByPITgksTMDwRf3T+H6ficWqpdUbF7uWryD0eX2DqQ5J0XzZmvYrQ7xi++awOKwg9NzOPhHQPcO9ZDRFP5yr5ZJvMNbhlJEwSCLz472bazEKiA0EETYF/hvg9A+okLQUgHIaRgXU8yTEhTAIV7NnRTsz22D6T4pQc2dNgMI9kf7QDlJn50MV1oMlVsUms5HJwts1KzcbzgqpNgBYgZOt8+usj9W3roT/1wilpvVwSBYDxXJxU1GD5PJKnZrsT77bjGdHyeGV9hvmJy17os2wbTHcGboUyE00t1XpkukYoYHJqVVjKzbUbOlZCN6fzxp/Yw2H7di0Wa/qlgU3+ST921lu+fyWN7Pt3xEOO5GghJfTZdn4t7DKmwjuMHeF6A4wlWapYsOLRpykKA0e7sbuyNc2S+iudDC59kWGehbNGbCvPJbX08PZ5v68AkuW+sm6dOr6CioKqKtLhquty+NksyYjCRb/L06RUAHt7Rz1BGzi2v2jX9KKM7sVrsoaNyrioKO4dTDKajmK7Ht48s0LQ9HC9gJBvjY3uGeXa8wHzZZCLfIKxLCrOuqeiBIKQppKMhQppKvm6zUJYCt93xEK4fMJlvEGoLmZZbDtPFJlFDdok39iXljHAgKDZtzuUbfO90jpbjE2oLY2ZiBoamUmm5LFZMHE/mDwdmyuRqNvPlFjXLZali0ZUIUWo4rOuOcctQEjeQ1ciFiknDknGf5fp898Qyri94347+DhszV7Vo2j7ZqMGp5TqZqEHD8ig3nWtyrMnEQtStCt1x6WN9tbguibCiKH+ILMDawAlFUZ5o//97gedf7/FCiK8AX7no8J7LnPcl4Euvd+xGQtdU1nZFeez4ElFDIxnRee5cnlREZ7WIZjkBWgheOFdk72SJwUyUroTBR3YNU24PvK96cb0WNXb7YIrtQyk0RWFdd5yIoXHrSJqzuTrZWIhyy2bHUJJ/8e5NVFoO3z6yeIFXVaEV8PR4jndv60dTpHJsxNDQ2oJeDdtHQSphZqI6ZdMhg8FUscWvPbSRP/n+BNWWg6HL28T1BWXTuWa+f9V0OZurs7Y73vGPuxgrdYtHjy5xNlen0pJG7lsGkizXLLYPpXn2bKGjoH052J6kaW7qjTNRaHLLcJqhi2a6Ti7W0FQFXVX4fNt8+/WwXDX57W+eoOV4JCI6H9s9wq41GUzHx/MD1nTFGExHODJfwfUFPYkQthsQNXTqlsvBqsn2wRRffnmG7xxfwnR9Ds1V+dm7177+iyMXnMWKyTs2dl/Rz/l6J8EAP7F7hEwshOcJcg2Tx44uEQhZCDq+UKXl+GRiIX7hneuIh3UeO7aMrir0xEN4fkB3MoqmQNmUi68XBCzXLLrjIXRVUqol20EqrJdbHmXTIwikjcbGnjh3ruui2HRp2i61lsuX985xLt+kOxFmOBORzyPkHHvT9liomCy2PbwBfmLP8AVJmhACv90+cANZ1T4wU26LnXV3EtovPDPB+HKd751eYXN/8ooLcTR05QR4qtBkttRi10j6dQU/nj2T5/hilT2j2ddVZl+pWzxyZImQrvITu4dJRQxqlsvppRonl2o8dnwZz/cptV7toPuAaBcdXg8KkAgbhHU5q73qcziQivLeHQM8sPnyhYGbuIk3G8cXqvzZc5OoisKxhQqFhk2tdfkZ4MtBAyKGSjwsZ/KqTRdNVa+4zt7EtSEIBF/eO8vp5Ro9yTCfunuUsC7ZJPdv7iFiyO+6PxXh6fEV/vHEMstVi/lSi8++S56/UrNYrtqc1RpEDY35coszyw1U5bUVYQeSIX77x7dz+3nK3293WK4UOqpbHh+8dfCCwsOd67vwgoC/2TfH06dXWGh3y/wguCQJBohoEA3p5GpO+zx5XAFURDu5CrNrNIMI6KhFD6QiWF5ANqZz63CaX3/vFu5Y38XeyRJd8RCGplIz5d70D0cWWalLFxDT9Xnv9n6883R0dE3lp99GgmZjfUk+fbeBpip0J8KcXq4xVzZZqdms6YrRsDyeOpWj0HAI6yof3z3IuVyTiZU6xab8nnRNYzAdYcdQiplSC9P2yMR0TEeKx71wrkjIUEmGdeqWtLlUHYViw6bl+OiqQsv16E9GWK5Kca1qS4rU1kyPiuXhegFbBpJsH0wRCencv7mHLz43iSLgawfm2T6YYqliMZ6Ts8oTK03W9cQxXR/H85ksNMnGDQZSEf7x+DJdiVAnLzmbazDZHlE5Nl/lvrajyrqeOBv7EvSnInx41yDHF2oMZKLXLLK1dSBJzXTIxsPXFBdfr47w/vZ/DyDtk1bxzHV6/rcUbF/QFTOoWh5Pn86jqwoHpiucvzRbnk/UkBSGuuXy+PFlYobOl/fOUDVd1nbHeXjnAEPpKNPFJnet77pEoKcvFeHz98uEbfWivmdbP3esy/LiRJF4WFJOAGZLLY7NXzoifXShxlypRTKiQ9sCJRXRWWm8akPkC3ADUFDIxkOENZX/8I/jnMnV8XzZHV712XsjljKPHFkkX7fZP1Pmc+/acNkbtGl7lBo2xxdr6KqC7fmEdJWHdwwAspr7WgGOAI7PV/i7A/OoivQYvGdDzwXJymLVlDYwunaJQu6VUG5KqrmqKvQmwvzyAxtRVYUvvTTDf3vmHE3HY9tAisFUhJOLNaZsj787OEfV9DAdj0zEYLlm0xWrsFK3EELOivztvln+1Xu30BUPMV9u8Q9tq4GfvH2kk5DlaiZ//L2zVE2XqUKTf/meTVf9nV+Mhu3x/Nk8ibDBfWPdVyzAFOoWX3llju64/Kyf/YtXODRXwfYFuiI7h0s1G9cXVFouX9k7y561XeiaAgLqtoeqygtSNv1O0gzgB5Lu4/oCRQUlkNdtlXpLm864UrcxNJWHdw6yWDUZX6pSMj1cX+D7AQemyzzVsik2HQxNpa4qjC/X2DGU4vhCle8cW0IAY33xTiK8WDE5Ol9lMB1mfKnOPesGmCw0+dbhBWqmy2PHl9nUl+ATe0Y688GaqrwhkQ7T8XnkyCJ+IMhVLX7qzjVXPFcIwcHZMkLAwdny6ybCqyqeILthO4fTpCIGY30Jnj9XoNy0uRxpIuBVCuGVsOqxGtIURruijPUneXBzL0OZKHXL+yc3X3cTb218df8sr0yXUFAI64oct7iGxwtFBvvdyTDZaIg/eXaSNV0x3rWp5wLrpJt4Yzg0V2bfdIlczUJVFc7k6uyfLmNoKj9z5xoe3NKH5UqLnHTUQFcVFEUynSbzDf7s+Um8QLAmG+P0Yo3FUpOq/drd/h2DCe7d2MM9G3t499a+N+2zvhUwX251/GdPLFQvSIRfmS7xxWcnObFUo9QWWlWVNgX6MlhpXmr7p7T/RA0NRVGYr5jMl0289j5uKDJOU4BUJETD8viNvz/Kz92zls/ev4GYoWG6fsc+KBs3KLRtDiOGjCt3j2ZR2sKab4bdzpsNNxDsnSqxsTdBIARnc3W8QNCwPKn54fiEdamZcmC2wt6pEg3L64wzOb7PctWi6chuqeUJKmZD7t3t+CzsyXEm0/GwvQC9bW212L43umMGo11RcnWb587kcX35m4roKoauEQ+rzBZb+IHgU3evYaw3AQJUVSVmqGRiBl1xqSOUCOvkG2WKUp0AACAASURBVDam63PbaIaW5TFbqlNo2NQtycgMAmmP9aWXpqVrTTu+X+2Qg7ze53sq3zv2xgru8+UWJ5fq9Kcc/MtZzFwB1yURFkL8xdWcpyjK14UQn7ger/nDxGA6QsX0aDke47kaCsolG3DU0NjQk2Cq2KDlBDx5KsdLk0VCmlwEehJhzuUavDJdYmKlwQvnCvz7j+28xDz+4qTxhbMF/uCpcQp1hx1DKZJhnf/3+xPUTJeadXnP0rLptf1EZRI2V361ai6Q1ieKAv3pCN3xEF2JEC9OFvD8AEVRyEYNQDCcifLe7f3X/H11Xus17ks5WC8rUyFVzgDtHE5jtaP6Bzb38p8NDcu7si/roZkSJVN2uR8/mePBLX1sH0rx5KkVslGDW0fS+O3EfvVNNdo0lFXVyvNRNV1emix2aMyrSbD8N4e65eF4PuPLNTRNxfKkKvd0oYXvCzQVioFgJKwjgJ5EmMl8E9vz+cbhRdnV2zPCYsWSKnyOz3y51fGQrlkuU0VpQXR66Y1ZAq1i31SRU0t1AIYykStaA/2PF6d57PgymqqwsS/G3qkSTntB6U7oFFrSkw7AE3Bquc5SzSYTNbBcj7ol2pRxgeUGqEoITZXXXi7OciM0FAUL2aWMhhQMW1adfQGm7TNTaPHFZyfJ1y1sP8BxA0K6wuaBJPtnSpSb0i9bJcB2BfmGzcG5Cht74lTbNJyFisVixeT5swWOzlfIxAz+9pU5DE3h5FKNX3lojOfPFWhYHtlYiKbtcctwmn/x7jGeOJljS3+K7kSYQ7NlJvJN7lyXvUCl9kpQVbmw+4FP2HjtwpGiKOwYSnNiscrOq6B/bepPcGKxRkhXGe2OMVuU4iZ3reviv78wddkk+GqxWpQwXUlrj4c0bhvN3uyQ3cRbEpqiEAtp5Os2oHa8u68WipBjDRt6EoR1lcV2l2w1mTgfZ3J1bDdgx1DqhjBw3o4QQmpr6KrCfWM9uF7ASs3GCwLO5RuYrs83Di6gqgqfvH2EX3/PJpZrFr3JML/7yEkOzVZQgKNz5Qv9za+Ajb1RHv31B278B3uLYjgTozsRkiq/F6l0P3VqmWPzVUzX6ySuvpBWm1eLdq0aL/BRUC4RJnMFLJalLk5Y11iomJRbDv9qpsyn7x7lPdv6GWlbI07mm9w31sOe0S6qpttJejVV4fa1b68ilOsHfO/0Cpbrk6tJCvBEvsEnbh9mKBMlV7MIAslWG8xEadk+yajOwZlyx19ZTgTLP03Hp3GeR+7q8dVCt+MHhP0AXVWk+0MAxabDSDZKvmZTajo8cybfbvK8+j4tT8b7paaPHwjCBnx/fIWv7Juj0VbbX67bjC/ViIY0tg6mKNRsRrMx7trQTX8qTDPiU7c9uuIhdq3JcGC6zLbBVNuWS7ILdo2k+fuD8/zPf3uE9+8c4PMPbrxig00IcU2CsvunyyzXTKotpxMHXg3ebHWTDW/y690Q/Ni2fp4+vcKjxxZp2X6nmrUKVZHKtn2pCGJccHShhkAKEOlt7v1Evs5wNsr4cp2ZUot8w2Yi32BLewE7k6tTbDgs10xKTZf3bO0jGw/xhWfOsVC22smF4PRSXfqfNu3LeuyuwryCpQBAyw2wajaGYpOJ6BiajaooqCj0pyPEwjo102O6KD39rnXW5iO3DjGeq7OuJ3bZIKLYtPk/HjlBsenSlwiTr9vYns/4cp3PvWsjluvzhafPUTSvnAQDVEy/syjUTJdCw2bfVInFcouv7S+SjRpsH0px78Zu/vHEMomwzkLFxPMFD+8Y6Azzm47P4bkKpaZN1ZSqz44XcGq5zlh/kkRY5+fvXcfXD8wzXzblAuL5Uj38vGw/CGAgHmLHUJp1PTGp9teu5uH7/MPRJcotl1+6fyNnV+okIwbDmVepvKlwiI29CSot95qtgC5GV1uJUVeVDt31cig1HSzXR1UUaqbXoRIDFFfptufFm24gE3bH8+X8thC4AeQb8lxFcVDb7V/XlxfHcoPOvRoImK84F7yHAPBFQM20sTwf25Vz7/8/e/cdHtd5H/j++54yHTPohSAJsJOiSFES1ZslF7nEjuPr2HGS67Kb6iSbvZub8mzKru+T3PXGcbxeO2UTb7K7yU3s2I7XVhzFVq+2JFISKVaAJHoHprdT3/vHGYAACZIgCkWR7+d58JAYTDkzZ+bM+zvv7/39PEcymC5TtLy5Tai4wRrYTNnh+GiObMkmX7aBoN3GPx0eo2S5TBYsdF0EBaMQnJoq8fWDw+hCBGeoPb92YsOnMR6eS8mqOh5Pn5wCgqyFT9x96UA4bOj8xG0bGMtV2dJ66eu/84Y23rGrdUkH/I5UlF94YDNTRYs/eeIUrw9n2dAQZTgbHPxXQ9jUOTNVZroYtFT79++9Ya66p6JcLfaur+exYxPYrs9o1eVyzwGZOmxojLK5OUbICNqLlWyXu7YszMo4M1Xku4fHgGBG5lobqK8F35ccG82TrTj82C2d3LethRdOTTMwU6JvuoTj+ty+qZGeieDkbJAV18TGpjieL2vLZ+QFa4Kca1trjM9/5Oa1fEpXvWhI5+N3dS8IHnIVh6++Msh3Xh+jYLlzdU1mLee8adDFcvHxZLk2wz+YKTNdqM4FV19+6hSHhnPcurG+lg4teOrEFB+8uZP2VIRXB9K8NphlZ0eS9lQE15O01oWpj114+WC2HLRm6mqKraj7xlrrnShybDSYyHB9H0PTSEVN2hIR0iWb0WyFquPRGA+Rr7qEDY2S5ZKKGpRsD03IuWy5YIrh4jwJVdulOu9ExXC6TMV28CXkq8GyvnPjBc8Pis5CEHhP5G1OThQZz1lotVn653umeNqXtCbDcz3ZBbChKYZle+Qtl60tdfzknRuJmjq7O5J01Ec5M1XkkcOjmLrG+oYoJ8YLVByP53qn+PD+9XSkopQsl4l8UPSw6ng80zNFpmTz7hs75lpRXiownipUKVY9HMOnal88XpjvSo9uLuP809VrLFflud4pcpXgTeNYCw8nUsKujjpe6sswnqtiasGAX6sVGTA0jYm8xanJIlEzqNyWCBv0TZX46itDQRqzDGYreyaKtNaFSUUN7trSzPqGKIeGs5Rtj/GcRdjQaU+FmSmsbBDs1wrpvDGaY31DlIaYiaFr/ML9W8hbLjPFIF11OTswFTO5fdPig4eq4/GF7/VwfLyI5wd950q19KfDw1kyZZuGuMmhwcwlH2f+CUpNCL712gg3rksxka+Sr/U6zVYcipZLYzxMz3iBaEgnFjKYKFS5odaJ6+mTk5wYL2B7PsmIwUShQrpgU7BctrcluLWrkUTEZEd7gsF0mYqz+KsiCQLLxrhJyXJ5+uQU07XKysGabclEvoquCz79tq1MFqq8PpRlR3tdrX9vkIJStjy2ta0sTWjfhnrakxGipk4qduFA+AP7OumZKJKMGgghMDTwZiuMz1snNJ/jSaT08DzOW4daqAY3ihjgiOB9tpRCZa4P44WFZ/QkQcrXuVntPsHszmuDWV6vdVCLhnUOD+doiFcYz1eDGWjHIxbSKVse9VGdmKkHacZCsKsjwZ7OeprrwlQdby49PaRrNCdCTBdtOi7SR/TISI7neqfpborx7hvb53oFTuSrjOcKHB/L4/qS9+3pmFtmMOvYaJ7jY3lu2pCaywa4mJLt8bWXh/hh3wyj2QpHRpY2Y3IpOkGLjI5UhETYxPF8dKFRtlwVCC9R929995LX6f/s+67Ally70iWb//ViH3/38iCaCDIYlvPuj4VNOuqjzJQcDM3lri3Ni/b+nn/fl1Nk8XozlC7z1VcGcVyf/d0NfOfQKGU7mB26b1sLEVNnuhgsaXny5CQtdWGqbrC2sXeiEJx8F3BmqkTF8eaywS6mLWHyfz+8k7u3tSxIBb6ezQ8Ujo7keH0ww2QhqKa+1mUdfd8nX3VIl2wMXQQzmb5P2YGnT0zy8pkZmuJhtrYmKNtB0NeaDPMnT55iLF+luylOZ32E/pkyrXURHtjRMrc8br581eF/vjjAaLbM3Vua+dGbO9f4mS3fbEsp15e8f+864mFj7r0/W0Rqpmgxmq0wnqsiRHCcCRkiqMwtz45tZ2eG59Nru3vB7O4is/UTBQdDYy4jYL7ZtPdzLz81WZwrRBs2Ncq2T9QIJoscz6dsOWiaxuGhDNmKS30sxGTe4v4dzXzx8V7OTBdpToS5dWMDUwWL5niIoXSJVNRE0wSbWxLETJ0Xeqf5mx/2k6s4hHSNTS0JLNejtS7CifE8m5vjfOfQKAMzZR7Y0XLBlkyjuSoSqLrBsrSlUqOby5SrOPz+I0cXTZ+aJYE/eeY0IV1nspYOYGjQGAtRHzWZLlkkIyaT+Sr7NtSzvb2OzvoYL/enOTaaw3YlO9vrSJdteicLjOcr7O9uoLM+yj1bm/mXIxP40gtSVF0XUw8TMbUF6RLL5bgSXdMIGxrZSlCA69aNDdy/rYXWZHhVv2zSJZsvPNbDvxwdn0u/LVTPDmoyJZsvPt7LHVsa6E8v3gPyXFrt0+zWKubVRUzet6eDsKHx/aMTTAkLx/N5+842trUlaE9FsVyf/V1n1z/Orgud7d32ue+d5NBIDs+XpCI6tuOzsyPJaLZy0Vl4CFoPnJkqkq96nK5V/AbQdElTIsSNnSlCukBKyTcPDlN1fE6O5/nkPZt4uT+oTi4l/LAvzbt2d1zW63uu9osEcrOOj+aDKoC5YH2ytchb6tyn7EuYfeudm+Aye91Y2MSpOJd8vS5GEKwB8RYZH+WqCzMiXE8yWagylquSiBj0zpSIh3QyZYemuInny7lWVrGQwbbWBHdsbuB7R8eJmDo/dcdG6iLBwfqjt20kU7Y50J/mf77Yz0M7W89r5fDaUJaq43FivMA925pJRkwyJZuvvTI0d8a3qynOsbH8XIEICM5wPn58As8P0ruXEgh/7eVB/unwGNPFKsWqs+g+Wo7mOpMf2dtJKhbiXTe08tpglu3tFy4WpihvhoP9ab76ylBtfeHy7sMQBHUKgNeHgpYdD+1afNnPlpYE79nTjuX47Flmj/LrwfePjs/VRjgzVaJgORSrHkeGs0GtCMuZK9ijC0E8rOH7PsfHCvRPleayucay1SXNVP7hj93Ah/Z3nbecTDnL0AU948W5Ezir9FVxQZYHouqia1ArZUHUFEiCiZ2g7ZIkbGpMFatoQtBSFyZTtslXHPqmi7QnwxSqLk1xOdeq8lwV2+O1wQynJgu8PpQjbGrctKF+2a0MXc+nb7pEa13kohMFy9FSF+aT92zC9fwgUCxU+V8/6OfxY5OM1MYGDVGTbNnBnf0QAO4iEyyLHe66GqMMpC9eQX32toudW4qaAulJquf8zZ5Xc8GxPRriIUxNYpo6IUND1wSuFLi2z6nJMpoG+apLMmzwl8+e4cRYnumizUzBplBxSMVCjOaqxCIGzYkwD9/Yzifu7ubRN8Y5NJzhyEieVNTAk7BnfT26Jqg4Hq11YQqWS990ifF8lb97aYC2ZHhuXx/oT9MzUWR/d8NcHAFBodulutKB8NWbv7BE33p1iMMjuUUr7c1XrbrY+tkruT4IGRQI0HSIh4LB+ECmQioW4m07WzkymmMkU6UuYpCMmhwezuI4HkWCnl8QvJlb6sy5/HdfQioawvEk06Wl58RfiK7BnnVJDgxkKFYdTk8VqIvo3LQxRXfT6qaEDaXLfO/oGDOls7PZ8z/ong9DmRJHn8tSvowZr5AhiIWCtlNhI1jc/yN71/H48UmKVlB4Kldx+OjtGxZt/fLgzlbaUxGaE2HM2uterqUVPXJ4jONjBRoTIQZmFj9Iz+f4QWpMrurOBcEQBI75isMLp6Z54dQM797dxkt9aaIhnbu3BIFSQ8xEEFRe3tx84RnhmaJFImKsSn/no6O5uRSVkcvowzbrQoFupuQsKw1rPglY7uJfBpVz3vpVx6dvuowQsLkljgDKtosGxEIGsZCBrgk2NsYwtKC9wPO9MwAUPIdneqa4tauBjlSUkKHh+ZKeiSIQFLU6NxDevS7Jcz3TdDXFSISCw6rl+ni+JBk1KVgOjucv6BsO1IpHLKygeCknxwtMF4Msh5WsCT7XvVua+ejtG2lLRkhFTXZ2qEG/cvXZ0Bil6vjLDoIFZ7NIwoZGd1M8KPZ3EeeuuVTOt64+GnQDqBVS8n2fVMTg6Fie3/3fR2hNhrlrcxMv9aXZ3pZgNFvl1FSJiu2RLdlcZPXWAlEDvvKJ27nnAq3tlOD75MhIjlNTBRIR/YpmMlQ9SbRWFMn3fcq2xNA1fCmpOB7xsMForkK+4nJmqsx79nSwuzNFS23ZWMn2uKO25vT2CxSta0tGqI+ZxEIGVdflqROTnJ4q8TP3bVrSOKhkufzg9Az1MZP93Y08dmyCE+MFIqbOp+7ppmx7jGYrbG1NrEp7xPkZVcdG84xkKpyZLlKsuhiaYNqzqZy76HqJzswsPeBbjO+fHyDPpmHPN5ypIAGjDLFw0KrU9eTcCSx88JCkS8HyyZChYbkeju9Ttj3u2FzH1tYE33x1mIHpoLBbSyLMcKZMPGSwoTFKKmZyQ0eK9Q1R3hjJ0TNawJeSjlSEjU0xXulP09UU46kTU/zkHRuxXZ/neqcB5v6dcxnR5pUOhH/zCj/eqjo6kuPPnznDeN665HULts+5/dvHiw55K4cEuhpjTNXSjdO1cunZss1dW5oYnCnhepJMOVijF/L0ucq7TfEQmfLCUX/J8rAvFZkvkQa8bWcrT/dMYbmS8bzNsz3TvDGS58O35vilB7cxnCnTXptJWyopJQcGMti1tUEA3U0xpov2BdPaJDCVrwZViJfIl1AXMdncHCcZNZEymImPhXVsz6+l5kpChuCFU9PsXZ/ijeE87akI99daw5i6xt71QepFtmxjOw5Vx0NoQaPvY24eX0ry5+afXOA5VBx/rjH8fKM5i3zFIRExeeLkJPu7GsmVHd6+K6h22RgPsasjGRQyu8Cs3H975jQvnJpmW1uCX39454oP2g/tamU4U2EiV100VeZSLnT91YrXLrU984tKQJBi1F8r1+/JYF1gyNAYz1fJVhz2rE9yx6YG/vG1EWzXZ11DBFPX0YTgyeOThE3BulQUQ9eQBH3/trQkmC5a/PkzpwkbGp9+YCu3bGzg5g31Qa/v6RLrG6K0pyLs6UxyZDTHhvoYuiYoW+e/D14dyJIu2bzSn+aT92y66PM7OV6g4tjMrMJJr1k6UBfVyVRcNjTELtoWSlHebKah05wwyZ579muJJMGSh22tdXz41g0cHc2ha9qiadHKpZVtl9cHs2xuSfC+vR28PpShant4QmcgHZyMHM9XEBpsbU3wm+/ZwfeOjvPkiamgfY/nLTkIXpfUePHfv2dtn9Bb3OnJIv/7tWGEgB+cnmGmaK3a9+9SVV1J2BBz2UqzXToEkkzZJhoyMHWB7XocGcmyoz1BYzxcK7SlkYoavHt3+1z7HNfz0TWxIO37375jO3/9Qh9TBQtfwrHRHCOZygULgc734ukZjozkgGBsVax9L1uuR8ly+dqBISzH5/RUkR/dtzpp17myQ6Zss7klzrM9grAuKAtJ1fZZ+mrW1WddYPbi3Etnf3dr64xNbeF1gpOLwf6dKFSJmjoNMZOS7VFxgoC4JRFiumgBkp7JAp955Cjb2+v4sX3ruXdrM987OkE8rLOxMcbzp6ZJl2ye752mJRFiT2eK9lSEkuXx6mCGzoYo925pImJqvNSXZlf7wmy6sHGF2ycJId5g8TFq0FpXyr0E//n+ajzem+XAQPq8IPRCZgOgc5UdH10EFW1jIR3Pl1Qch+d6pynZDh2pGDs6kiQiOtVao3PhenN9xDIlm9y8oEpKKFrOXEW2lXL9oNl31fHmdmjZ8fEKFk+emKQjFWUsVyUVNfnUPd2XLFKQKzsMZcq4vs/ztTM2s6nHx0bzQcn3C3wJSoJUC9eXlxWQxUJa0NdZwES+yhMnJnl4dzu72+sYzZYJmRrP9kzzTM8UnfUxtrfXMZKtsKsjeV6f40cOj/LsqXRwxswPThTkK+5lnW2aLl1437gyKCyyvSXBmakCYcPgqROTfPjWDYQNnZmSTclyuXfr+Q9ouR4HBjJYrk/PRJGi5a44EG6trZE1DQ13Nacbr5DF3ifzB1m2ByPpIiUnaBP01AmLF3pn0DXwpaDseNSFDRpiIQ4MpPGlJF1yaK0LkYqG+LGbO2mIh/jfr47wbM8kAo3tbXX86L5OhBB889VhJvMWrckw77qhnSOjeSbyFiXLY1NznOmizbZ5GZi+71O0gwr0xYvkOE8WqhwazPD/PHKMoWXM1F9IWA/6G8ZCBvGwiacWQSpXsVzF4e9eGpir8Hy54iENIeC+bS184KZObtpQzy1dqi3YSjx5YpLeiSIzJYuQruEDx8byQVViEXxVOp6krS5CWzJCczzEUyem5k4OL/WI80+fvpMbN168vdz17luvDvPVV4bIVRx0EazxtFeyHmmZgnWa548fHB8iQtAcD5MtB8W0Tk0VmcxbSCSmrpEpO7Qnw/zgzAwfvmU9ni/5xsFhOhti/M77dhIxg7CluznOZ370RmaKFr/37SNM5C1+51tH+KWHtnDn5ua5caZfGz/Ob4U4WzDU0ATxsME7drXx6mCG9Q0x4mEDt/aaXW4l+gspWi5/+9IAfVNFHF8S0oMaMY4n39QgeCXOfWkEwWRDpuLySl+GqKkRDeuYepD9+A8vD/LPh8dwPJ+q48+1wzwxVqD+boM/fqyHU1NFEmGT33g4zNaWOK8NZvB8yQunZjgykmdjU4xXBzK01YX53L8c58/CJp31Eba1Js6rPH1itLDk57JaM8I/skr3c8V4tXLlIePC042vDWaYKdrcsbmRuojJwEyZ5ZWLWsiXEDKC9AwpJbmyT6HikoqZ7OlMcUtXPaVaM2xJMJCvr61b6JksLowcBUwXrAWNyFdCE/D4sQmaE2FKtXUHAgibGtvbEgylyxi6RtEKKgpfLKXM9yX/cCAovR6e9zrHazPJk0ULQ9NwL9LTt2i5l10RcCBdxXYl+apLxNTIVWzWN0Rorw9zcqKAXXbwpYUEposW3U0x2pIRktHzPw51YZPKvOpzs1sqVum75b4tTUGVRF9SsjxyZZcz0yWGM2WylaASctl2efH0FA+e0xcxbOjc0JHk0SNjbGmJE12FFJ4vPt7LifHCol9i14p87bxEpbYgp+L4CCBiCsqWjuP6PHMyWL8z+7GayFsUqh5TBYsvP9nL6cki/VMlhBA8dXyCquNRqLocG8uzoSFKumQzla8wOFOmZLnEwzpRU2fv+hRVx+PwcI7mRIhNzXEmc2UG01XMC7zNS5bL3/5wgG++MshIfnVOeM1aVx/jT3/6Fl7qS3PzhgZVFEu5qumaoGr7WMs8Pu3qqGNDQ5w961NoQvBfn+hla2uC98/rYalcnlBtAJoMm6TLFqOZCromkL6s9aoNiiZNl2yKlsujb4xfsNXjYvZ0JPjzj99G5yLLmJSFjtXaLOoiqKfxZgTBFxO08/EZzpZxPJ94SMeo9ZWtOB5RU8fUBQMzZYYzFQZnSkwXbDRNMFO0OTqaP69qe+9EkcF0mcGZMq4v+Y/fOcp79nTwc/dvoWc8z58+fRohBL/y0Na5TL/bNzXSnoyQiBhzrTPfPq9GwAduWsdQpszezuD6AzMlXunPsLU1ccFCTRdTsYOszYmCRbbsMJQO2mJeS8Osc2eHS46P4/rMX9XoVZwFc0ieD1FTY6C2XNF2fSoiSFvvbIiRjBoMp6ucGM+TigYFPCfyFmO5KpOFoJp172SBfRvqz3stwxeJ7c61Wn2EB1bjfq6UXMXha68MYjk+P7qvk41NwQF2KF3mkcOjTOWDBtGD6TI72uuwPZ+2ugjfenX4om2IlkoCMyUXrVYdTgJe1YVafv3udSn+6vkzcwcxX8KR4Sy9EwVsx10wwxXExBJ7lT5QjoTxnEWk9iYSBAfVzvoYu9fV89DOVk6MF9jamrhkkQpJ0NMMIB42+NGb23Dcs+skb1pfT8TULhp0BWedLu81F0ChFnwIBCXL48tPnaJQdsjPm3XTRbBe9Kfv6mZjY2zupMjgTJkf9gX9g7e3JYgY2lxZ+fnPbTVYnosmBN8/NkHF9tjQGGEsV8VyPb57aDRILUNwbORsH2HH8/n266OkSxZ1EZ2tLQmmizb/5fEe/vW9m2lPRZBSMpypMFmo0jNRZFdHckkH8KAC69X15XklSMBz5VzTeV2cU4XR8ZHS4YdnZvClZDRbASHwpOSZnileGcjw0M5WQpqgYvtkyxW+8ESWiuURDemUbZ+K43FiPCggcXgoi64LfnJ/J30zwWMeGS8uum2elAxMl5hY5SC4LRni8x/ZR1dTgq4mlRaqXP2CEzXnt/5YivoQxEImiYiJqWsMZYIaD6cmi9iuf9GT4sqF3dLVwHO9U7x4aqa2zlHiE3QcMGrVK0O6oD6iM5mr8vcvDy75vr/7y3eze72asV+qW7saODaaD2Y//bUujXX5ggBJAh6aCGaNE2GDsu3TkYrSGAuRq9j4viRXcRhOV4JlfwLqIybb284vJvn8qWla6sIMZyroUlKoujxxbIJX+9M0JcLkKw5CCF4dyMwFwsDcuH8x3c3xBfU8nj45RbpkM5Qus7O97rIz71rqwjy0sxXX8/n2ayNYjodEoteqOF+rzi3t4/vAvCxQCUwUbD7//R40TRA2NW5YV8cPzqRJl8axXQ8pg5nzXNlmOFOmLmxi6oKQLijbHkIIMmXnvGzON0ZzS97OVT39L4S4E/gSsAsIESw/K0kpr6pKEyOZCqVaYHNmujj3gTgwkOa1gSxjuQqaCM4oTBUseicKvHhqiuwl+thervkTu54M+ncOpcvkK855s3v/dHic4+NFzkyeP1gurELrlPmOjeZoTYZJhDRKtk8spNPdHGciX+V7R8f54M2dFFrvMwAAIABJREFUtCUjuJ7PGyM5EmGDbYscoHRN8MGbOzk9WeSGdUmaEwvfqHVRg/Jl9PpaKgm01YXZ3BynYLmkizZ9M2WceS+4IEih3tgYo6UuPDcIylcdnjwxQabsMDhT5vlTU6SXmA6/HK/0ZXltMI/l+kgpaYiF2dme4LFjkxwbzxM1dTwJrfMqPg+ly5yZKmLqGs/2TtI/XUITgv3dDQzMlGhPRXiud5qDAxkODWXZ1ZFkIl9lb2eKN0Zy5KsOt3U3Lnow//hdG/nMIyVc3160OvO1zD7n8zifJsB2Jb2TRSKGhlc7OM+m7xeqLt89NIJp6rQmIozmqmxsjDGaq9BWF8bQNSKmhu83M5Quc2AgQ9TU+eCeSxd8iZo6w5nKqqRQxUyBRPDA9hY+/5F9xNUMsPIWIqXke8cml3VbwzTonSySrTisb4hy+6ZGXu5Ls729TgXBKzAwXeKNkRwjuQpIia4JNtRHKFguM0UbTQQzfoOZCkfGljZn0hqHr/7C/WxuuXQVfSWQrzqcHC+yviHK4IzPKpaRWBNSgi4EQ5ngRHDJdnnPg1von6lQcjIULQ/LdefW9JuG4LmeKTobYrwxkqMhFuK+bc2cmirSM55nfSrCto4k08UqPePBLHFdxGBjU5yOVIR7tjQvutZ4luP59E4UaU2GaYyF5gp7QdBxI12yaU6E5jIgLtdNG+p58sQEPmB7Mlg6sNwX7y3qQvNawbkRiaFLDg3lyFfO7wvvesF1PM8mbOq0JIJ9VLFdqo5LLLSwEGm5+uZVjf4y8BPA14H9wMeBrav8GCu2uSX4YBQtl45kZK5J8+bmBNGQRiykU6i63NhZx7bWBCfGC/zg9NSaz5ON5218mePRI+Nsb1t47qDqSk6OFZZcVGIlhrJVxvJVvFq/sbzl8fSJcT6wbz0RU6dnokBbMsLL/WleOpMG4MO36udV0oUgIJ0uWJQs97xA+O9fGmQVOj4tamAmSC1eXx9lPF9ZEARD8LxKts8bwxk+++gx/uCDe3ltKMN3Xh/lmZOTZMsOLUmT05OVNS00UXElmuvhE5w4KNsOveNF0mWb+ohBxAwKpc0ULF4dyLC5Jc7XDwxxfLxAXdjg+Fgeywmamg+ky3S3BPtgJFuhYrtYrsdYrsz+7iaGM2X+8dVh8lWHV/rSfPzu7vP2yXO90xSr118QfCmzgXHJcilUz6luXvslXfGg4pEp2iBgJA26DoVqUPQuW7LZ31XPTLHCSKZCYzy0pMq3//OFPg4OZlf8HP7ggzdQsn32rk9x5+alVahWlKuJ7fkYl1M9cR63NtByXJ+Hd7fR3Zzg5o1qtnGlPBm0CXRdHx8wJIznq5RqaWqzdQecJRSXBPjZezfy2z+yZ60295qlCYHjehwcyDCYKV+RseJKRA2B559tl1lxfP7q+X72bawnrOtEQxrJSARfSnyCE86ff6yHVK3XvetLYqbGqYkCE/mggORvvGcnY/kqfzzeg6ELEmGTn79/Cw/ubKVvusR/faKXsVyVd9zQxjt2tS1YN/zE8UmOjwWz6cmoQabkcMemRu7e2sy7bmjj5o311EdDaNrlLdWbNV2o8vTJSWZKZ1s9qmHWQsEx4+KviuMHs6xj+SpW7U3eN1Xi3TcubC+as5b+6q76dICU8pQQQpdSesBfCyFeXO3HWKnJvMWBvjQ9UwVOTRZ5943tvG1HKzdtqOezH9rLv/v6IXwJQ5kKD+9u40+fPsVU8cqcXpspOhwazvDE8fHz/nYlD2znpmtU3KDS3gdv7mTHIrO/F/L8qWleG8wiBPzkHRtprTs7s7l+FXsSn8uVMFNyLlpd15dQtCXfODBMSNewXZ/TUyVGcxUcD3JV94okCc++1NKXnJgo0jNRJGRoREydiuNRqnocHEzzNz/sZ2NDlGd6pmmIm1iug+WcLV9/sD/N5x49ySfv2cTgTJmX+zMUraC5fUjXeW0gzfePT1K2XPauT9JRH+Vjt29csC0/OJ1etb6016KlpGTOLlPIVm1AEDY8SpZHuujwe98+Nq9fZoVHDw9d9L5KlstfPnt6pZtNW8JkR1uK/ZtWtwWaolxJIV2jKWEynr+8YlmNMZOIoREyNO7b1kz3RdrRKZenqzFGQ8ykOWEyXnBwPbnstan/+PN3cMsmdZJuORJhg66mWG2t5VUeBQPlRbZxpuzwwulporpG0fIwNNjXHXTTyFccZoo2FStYtri+IcoP+9KUbBdPSnxX8tvfOkI0pNMQC1F1fT517ybu2xa8n05NBrPEY7kqz/dO0dUUW9AWzXKDgU/V8ShbLmFT58x0ibu3NiOEWDB2na93osCxsTx719ez6Zz2iLNGshU+9+gJ+qdLc8GbsjyCYJ25O+8YU3Ulrw5kFlxvPL3074jVDoTLQogQ8LoQ4g+BMWDxd8ab6C+fO80jh0ewPDgzWWCmaAX9Wss2+WrQa9TzfXonyvz2t44yc4WCYAgG2k8eX/vZ5+Uo1noXj2QrtCYj7Gqv458OjdCejNGUCC16m96JIi/3zRAL6VRuXliGvj5+daRlOj58+/VRPCkpVr037bX3Ye4LrOp6lK2zbSXKtmS6UGWqYDGWK3Ny3J1bXz4rXbJ5uT/NaLZCWzKC5XoUKi6u79M3UyJTtOYqdR4eyXPvtvNTRxxPRcGrJch2kNgXeE094M+fGr7ofeQrNhMrOP5owKaWOL94/2Zu2nj5RT4U5WpStl1Oji29GijApsYo3S0Jqo5Hfczkp+7sWqOtu/6UbZfPfe84L/el56rILmeW6w8+sJOP3bl52bNtCuTKNl95vm/VOoi8WaqOpFrrqet4cKAvTTIaQgioi+iULBcfwZmpIlFTJxU15looVR2XXNXG0HTakmEGZkq8OpDh9s1NbGmJUx8N2vk0xEM0xBaOWR/a2UpDLEtHKljaNDBT4s7NF69SLqXki4/30D8TrB3+o4/sW/R6z5ycYixXvWhnCGVpfIL3yPzjjIS5dlizpi/d5XbOakci/yfB2OuXgf8L2AB8aJUfY8Ve7puZm/Uq2pJne6Z4qS9NKqKzoz3JRN7Ccj3yVZuKfeVLB12NQfDs11Ou4jBVsLBdj3d/8Vkm8zaxkMbuzjrevqt9wW1GsmW+c2iE0WyVjlSEgwNpuprOnhf5qxf6r9wTuISS5Z5XDv7NNv/EoSRY2z5TdshdYK267UkG0xWkBE3TaI4FFa+zJZexXIW68Nk1wZ4frHs91+bmOFMFm1pNg6vyvXgtKV3i7196onfZ972nI8EvPbSdu7Y2z7WLUJS3sm8eHL7szKhvfvoe3hjN8cSxSepjQfeH+d9DyvJ98+AwjxweXdF356nffzeGoXqXr9RItlzr0XptcXyYqbWg1GvtuIQAXYPDQ1kMQ0MIQViDTNkFIWmM6Qymyzzy+igvnprmlq56bDcoWnXfthbSZZsjIzma4qG5oq+uJ5ksVMlXHR7Y3sJdlwiCIQiED4/mKFYcqu75QW7ZdhmYKZOKGoQMsawif8r5Fjvc5KsLJwwu56Ve7UD4g1LKLwJV4DMAQohfBb64yo+zbM/3TjM4vXD4aXkSy3PJV11Gc1NETA3X9bmMFPNrngSylaCs+fa2BN89PDJXxbZk+8wUzj8Af/u1UbJlp9YmivPSdYamLxUGXDkX6eB01Tgzs7TF/0OZCh2pCCXbZTxXxZeg6x4N0YVnQE8tUnitsyGKOZTDcn00sbRUYGVtVGyPf3jl4jPGizEF/LeP38pD55yYUpS3uqdOXl6hrMaYwX9/vo+C5TJZtIiHDdY3rN2SnOtJumTzjYPDWMus4veRfU384U/cubobdR3b0Z7i3i3NfPvw2Ju9KWtmbjwigwBZ4CMcH11jbnJL1yBddjA1wXTRYjxfpX+6RCxs8ODOVo6Pa9iuR99UkWTE5LZNjUwWqvzmNw5zZDRPXVjn1ESBsuOTCOvc1tXI1ra686oSQzDhkC87FKrueV1UHM/nz54+Ta5sUx8zmSosr/e5cnGzRX1XUm9otQPhT3B+0PvJRS5700wWqlQu8oJ5Esq2f93PhF1oNjBiaHz79VHkOZHjMz2TSAR71tdj6IKGWIjGuEGmbGPqgs0tcd59Y/t593W1uNYSVg70ZwgbAtuTSBn0zXbPSdE9OpLlyEiOGztTc5cdGcnP9ehUQfCb63PfO37ZlaIf2t7IVz55p0oxVK5Jw+nLO3m6q6OOp3um8H3Jgztb2d/dwOYWtT54NfRNl5i4zLXas1773XfSEF98OZWyPLomrrv39my9jfnDUb9WmtjzzqbPFiwPU9c4Nppnz7ok/3xkmsGZCi+cnqGlLoTl+gxMl6jaLiXL4S+eO0NDLEQyYnB4OMvezgY+eW83yYjJifE8L56aYVNLnPu2NFKoungSMqWFKenfPzrBS2dmODNVwpdyTbuPXM+Kq9A7dlUCYSHEx4CfBDYJIb4z709JYGY1HmO13LyEdXJq/L/4a6AJyFVsTD3M4DkDkqdPThIJmbzUl2ZDYwxDE7wxksX1gp6PRcslGVmYnjlVKK/hM7i++TDX81oD4iGdoczCGWXbg9cGM9zYmcL1JV957gz9M1fPLP31TErJX72w9PbsGvDffvoW3nlO5URFuZacmVp6S4y9nXWEDIPJfAnb9Tk0nOUnbtuwhlt3fWmrCzGev7xU3E/fs47feP/Na7RF17d00ebLTy9/Kc215tw1pLbnM5Ip80ff72FDYwzH8zg9ZXF01KMuYhIzdSKmTtXxsF2P0WyVUYIK6BXbY9e6JA/tbOXlvjS5isPrg1n2ddbNTRicuzygZLkkIga5qoOnZhWuaqs1I/wiQWGsZuDz8y4vAIdX6TFWxbM90xiwKj05rzsSpoo2uYpLrrrwFSw5QX/bHR1BFb6S7TI4U55rw1N1PKquRyx09i2XWfqYRlmG2TlBn6AC9mzfOh+IGAJDFyRra0ctx6sV0lIrg68Gx0eX3i7pp/a38Qcf3r+GW6MoV4elZO5oQMgQCDS2tSbomy7RnAj6e6tZyNXzXO/0ZV3/zP/7XpWpskZcX/Lr3ziEc62ltq0SnaCGSsEKZmVtr0hdOAh6XT+ofVMfNdm3oZ5XBtKUa3nWugYly2MoXeGVvjQtdWE2NsY4MpJja2uCmHn+2nYp4e9eGmQ4U0IgCBsaRVWE9Kq2KoGwlHIAGADuEkK0AbfV/nRcSrnmMacQ4gsEfYtflVL+6sWuWx8z2dIW5eTE4lFYY8wgV3avuVTZ1eARVNNGX/zLzHI8PnlXF195vg+J5J6tTWQqDqau0Z6KED3noNFRH2I4+9aucHg1q4+ZlCwHz4eq4xMP64QNjVTURNM0Htjewv3bWgAIm3rQfL4xSs+kmhV+s733S0vrOvfIL9/NnvWqF6qiABhacBpP1zV2r0ty/44WupvjHB7OcWtXA/HQhYc8tutzcrxAazJMW3LxVinKWcdGc5e+EvCl/2MH779t6xpvzfWtWHU50H9VJV9eVZJRfUHF5ort0Z6MMFWwg+JbMsjC6k+Xqdg+iYiO5QY9y+vjJq3JMCXbJWwIeiYKhA2NsuWRKZ6f1eh4PqPZCp4viYV0UhFDVYu+yq3qGmEhxI8DfwQ8TTC19CUhxK9LKb+xmo9zzmPeAsSllPcJIf5MCHGblPKVC13/fXs6GMtW+Oy/nJy7zNTA1DU2NMZIRgx6JgvkLraQ+DqiiaDf7izbu3CLHdPQeLZ3OlgT4Uu6m2Nsbo7j+ZIb16UQYmEA/XP3b+H3vnN8LTf/kmKmhuf711zv3JipURfW0TSwbA8hNDY0xPjx/RsIGYKd7Un2baif2yeGJtjYFMP31WzwW8GTv3Yfm1uSl76ictXp/q3vLul6/Z993xpvybXl9q4kM2WPouXS3RSnIR4iV3Z4x642PrJ/w1wxG9v1+KsX+ilaLu+p1a3Y1lrHE8cnODFewNAEn7p3E4nw1dHe72r1tZcu3gMdoOf330PoKqoFcq0qWA5u9RobxFyALoITXra3tNy1kAaW49fGOsEtTB0KVYewqWN7PqYmkMD2tgTZko1paEQMnXu2NdE3VaYpYXLP1maKlserg1mG02VChkbUPH9SSNMEBwfS9E4WiYd0shW1Nvhqt9pH+t8BbpNSTgIIIVqAx4E1C4SBu2qPQe3fO4ELBsKGrvGz923mGweH6Z8uYeiCL/zEPsKGzsnxIhP5CgPpMmHdu+aCo8ulAW11YTJlG8s920ZKEpw8mL8moj5q8IF962iMBZX1wqZGImwSNm0qtsdMKfg3Gjo7K7x1jQfyBhAN6+iaILtIy6G9nUk2NSd4/Ng4jucvq//hlWII2N4W58x0ea4h+6LruIG2ZIiQYZCKmbyrq4Huljhnpkqsb4jy03d2oS+SnparOPz35/roS589w6lz7RUReyt4YyTHhVb6/vVP7ePBPZ0X+KuiXJ8+fPM6fvO9N1CyHCq2T0syzGPHxumZKNI3XeJT92yaC4QfOzrBUycm8X3JkeEcN22o58xUae546teKCyoXd7Fcrjd+7x3Uxc6vsqusjULV5VqshW4ISEVNNjZFKVkeRcujbDuUbR+QGBqYmpirhwILF3cZGqRiIRrjIRzXJ1d1iBga29qSnJossLEpzEi6TF3EIBk12behgXfe0MZotoouBNmKQ33cpD0V5eR4AV3AluY46aLN+oYo+UWCXMvx8GWQIp0pOxja7II0ZTEhXYCUuP7CV0nUfs595VJRnfX1McZyZTShkS45hAxBImwyPa9g2eWcflvtQFibDYJrZi5ze5ajHjhd+38O2D3/j0KInwN+DmDjxo1AkDb12Q/v5bGjE+zvbuCdNwRnhR/a2Ua+YmM5PmemSxQqNpbnEw8Z1EUM+qdLjOasVV9BGdGDxuHUZl/jIZ2wIZgpnw3e6sIaVcdftF+fASTjOqWKt+KWT6YG0ZCBISR10RD3b29hpmhxeqpI70QwWAjXqkA3xEJIEZxN/+TdXXQ3JxBCUB8zcX1JoeowWbCwXZ+GeOi8M8P7uxvY3hpfkIrbFDfIV1y82odCI+gZt9RaA8kwWK4gEda5d2szn35wG//jxX6ePDkx1+4JIGpq/Oz9m7lpQz2W63FirIBEkq8EqTLt9TFa68JM5iqcnCxdkQrKAuhqjAaVECU0J8L0ThaIhXT+8hO3kS3bHBrKcXg4S89kEc/3CekCDY2NTTG2tiWIhw0EoAlBxfZIREzef1PnJfvI+jJ4gomQQb7qYuiC33x4B3/0vRNc6ETz/MN7U9zA8yXZWiZFRyqM43qkIgajORtPSlJRA9eX5CoulzvOjOhccDuudg9sa+LQcJaC5SFr7+uQLoiHdO7d2sQjb0xc8j5+/aGN/NK79qz9xirKW4gA3nVDK5/98E0YuragxUlQj8LC88GTZw84yagZpDbaHnWRYAhUdTzeu6eD5kSIjlRU9d1epkd/8RZ2damCfVfa1dSBAyCqQeWcsWjCFHxw3zqOjhcYzVTIVFyklAvGtLGQxgPbmvnQLesZzlTomymzpzPJe/d08FJfmn8+PEbfdIlTU0UM18c0NO7Y1MAPT6fxJNRFDD5863qOjOaYKdhsao4TNjUaYyG2tCa4c0sTni/5wek0W1rjjGWrOK5PfdRkfWOMj962gUhtCZ/vSyYLFq8OZjg5XiBkaNyxuYlkNMSe9SmGMxWaE6GgO4cr5yZ5wqZOezKC63nkqx7rUhEs1+O1wcxVP7mmi2C8Lf1aNe55f9OAt21v5uYNKfZvaubEeJ4vPXmKfNkhHtFxPI+qAyEdmqKCkeLZY+4d3Q2UHS+orC19GuJhNE1jY0OMExN56qMh6uMm6aLNmekS29sS7F2X4qWBDOtTUSaKFQ4N5dAF/Ku7NxENG7zclyZTsomFbXa2J3h4dwe/9vVDc4/579+zhZ/9z0t73qsdCD8qhPge8Pe13z8K/PMqP8a5sgTVqan9u6DKjJTyL4C/ANi/f//cntnf1cj+rsbz7iwZDfG777+BQtWlJRFmIF2mKREiGTGxXZ9TkwVOjef55yPjvHh6GoFPezIKQjCeq+B6kvt2tvBb79lFoezx6lCar700wHCmzMO72yhVPU5OlnhgRws3bWwkHjaIhXRitWp1Z6ZKlB2PD93SycGBDFOFKg/vbsfxJFMFi3zF4cR4gd6JPEdGc3z01o28bVcr2bKDoQk+++gxXjmTxvVAaNDVFCNTtpG+z81dDdy5qYWpUpVC1WWm6JApVnljJE993ORn7tvM7s56IqbOns4UkmC9g+X69E+XWN8Y5eRYsD4iETHZ3pY4L90Z4N7aulPX89nWVgcSupvj581Ehkyd7/6b+/lPjx5nqmDx03dsZEdHkt7JAmPZKqauYTked25u5KW+DEdHM7w+OMPBgeKCmcqWCOxY18i79rRxQ0c9SJ+ZksNNGxpoT0X4lbdv487NTRwcyDCaLbMuFeXfPbyD+lhQOOXX3rWDqYLFLV0NaEIwkilTFzWoi5j4PrzcP0PPeJFbuurJFG1e6p8hbuoIIXAcjydOTtJcF6JnvMBk0cUkOBOpafDQDa28Y1cHz/ZOs7U1wdt3tvKPrw2Rq7h84q5ueieK5KoOd21poj0VpVh1cXxJY8wkYgZN4VNRc25b79/eylShylC6wkzJYmNjnC0t8WCW/pw+drmyQ9jU5g7sF1MfC/GhWzrx/HVUbIeu5gTv2NXO1tYEf/ncGR7Y1kI4pFOsWLwxWuT9N7Xj+vDiqRliIZ3feHgHvoQnT07S3RjHlZK6iMF07XUNGTr5qoPrSRJhnWePjfHL/3CY5kSEj92+gZs2pMiUXTY3RxnOVviXN8bomSzx5Y/uo7EuSjIaHKqe65mkLRmmZ7LEro46bEfyi397gOFclV99aAs/vr+Lrzx/Bt+XvH1HC6lYiH85Osa921q4fVMzRculf7rE6ckiB/pn2NaeIFtyeXBnC33TRX77W0doiBl89LYumuImjx+f5I6uBs6kq9y1uZGc5bK5OU7V9jg2kiMWNTCExo62BHdtbaFnvMC3Xx+hZzzH4dECn/nAbt67dx1l26VieXzhiR4aYyHevquVdfUxQrrG4cHHGMhJ9rQFg/g9nSnml6FRKbLXp6WmUC/Ftfge+uOP7OWOTU00JcLn9fAEeMeuNg7VZelIRRd0LLhnazPJqIGuacRq1fT3bagnHja4e0vzlXwKb2nv6DJ5fODsjNi1+B57q9jckmBTVz0j2Qqf+9CNVD3J3/xwkEzJYmN9hKPjeQbTFo1RnV3tCSaLDkPpMr4HGIItzTHes3cd3359GNf1iYdMmhIh0kWbsutTsW0KFY91DVHakjHqIhp3bm7i5YEs0nNpScSYKdvcu6WJm7sbsVyf53unebpngns2N/PO3e001YVpigffcb4vea53ilzFIVeu8vevDFMXNfnUXd20paLcvPH8uhcP7Wzjge2tjOeruJ7PsdE8TXGT2zY18Y2DQzx9copPv20rW1oTOJ6P60kmClW2tCTOGxttag6uM5ypEAvpTOSqbGtLLBgraZqgPRXh4d3tbG+rozkRoj4W4q4tTQvuK2rqfP3gMB+/uwsIlpn9hw/splB1aE9G6J8pk4qZ9IznealvmjeG8kyXLBIhnXylSv+MxbpkiB/Z20nRkfTPFNm3sZ72ugi25/PVl/oYyVh8YF8HQjPoSIX4mxcHsD3JL719G/GQQbpU5W9+0E/Y1PmxfZ0cGMiwqSnOY8fHiYVM7t3WzPb2Ou7Y1MQr/WnqQgb/5YlT5Ko2//VjN3FyvER9xKTq+mxojFGouhQtm3LV5ctPn2Fzc4wv/MTNNMbDc+P4u7Y28+4bOyjZHusbIhwfK1CyPXa0JmhJRvidfzzEdw6P8zP3dPHJ+7YQ0rXaLLlNRyqC5foULZeX+mYYzVT5yP71eL6sFXENxrvjuQpR0yBsanz5qVMkwjo/d99mNE3jE3d189ixCVqTYbqb4zTHwzSENf7t1w9xz5YmfuaBnfzsEj8/QsrVm+oSQvxn4CXgXoKTtc8Cd0opf3PVHuT8x7wF+Hkp5c8LIf4U+B9SypcXu25zc7Ps7u5eq015y7A9n3wlSNlIxUzOD2XXXn9/P5faF8HsoYMGpGIm2iJBt7I6lrI/VsKXklzZwSdIdTJU9dALWut9cTWq2B4l2yVi6CQiV8/azOtxXyyH5foUqg4hXZurRL/a1L64eqh9sfpcP/iO1DSoj4a4nOHOcvdHyXKpOB5RUyeu1sSvirX+bBQtl6oTdGCJhS49yXE9O3jwoJRSXjJdYrUD4VellLecc9lhKeXeVXuQxR/3i8AtwCEp5S9f6Hr79++XBw4cWMtNeUv47uExeiYKAHzolk66muJXfBv279/PpfbFc71THOjPAPDOG9q4sTN1JTbturSU/bESR0ZyPHYsSAHe393AfbWsAeV8a70vrkZfee5MrX0X/NKDW6+aAjvX475Yjn94ZYiRbNCJ4eN3ddGUWP31oWpfXD3Uvlh9T56Y4NBQUIn7vXs62NFet+TbLnd/fOmJXlxfYmiCX3n7tsu+vXK+tfxs+L7ki08EvaJjIZ2ff2DLmjzOtUIIcVBKecnekqsy2hBC/KIQ4g1ghxDi8LyfPq5AH2Ep5a9KKe+7WBCsnLWtLYEmBA0x86puE7GpOU7I0IiHddY3XIulIK4fGxpixMM6IUNjU/OVP/GiXN1mB32bW+JXTRCsLN329jqEgPZURK2vVZRl2NKSwNAEdRGDdfVXZly2vXbcvZygW3nzaJpgW1sCOLvvlJVbrVyIvwMeBf4T8FvzLi9IKdOr9BjKKtneVsfm2prdxdb4Xi3WN8T4hQe2BMWfVCrtW1oqZvIz924Oenyqfamc475tLdy5uem8tVzKW8O+DfXsXpfEuELfKUtZP63WrCpvJV1NcX7xbVvQhLhi452Hd7fz0M5Wddx9C/mRvetwPF/ts1W0KoGwlDJHULEdMvJDAAAgAElEQVT5Y6txf8raW6y4yNVIBU3XDnUyQ7kY9cX+1qb2n6KszJsxLlOf27cetc9Wl3o1FUVRFEVRFEVRlOuKCoQVRVEURVEURVGU64oKhBVFURRFURRFUZTrigqEFUVRFEVRFEVRlOuKCoQVRVEURVEURVGU64oKhBVFURRFURRFUZTrigqEFUVRFEVRFEVRlOvKivsICyF0oG3+fUkpB1d6v4qiKIqiKIqiKIqyFlYUCAshfgX4D8AE4NculsDeFW6XoiiKoiiKoiiKoqyJlc4I/yqwQ0o5sxoboyiKoiiKoiiKoihrbaVrhIeA3GpsiKIoiqIoiqIoiqJcCSudET4DPC2E+C5gzV4opfzjFd6voiiKoiiKoiiKoqyJlQbCg7WfUO1HURRFURRFURRFUa5qKwqEpZSfARBC1AW/yuKqbJWiKIqiKIqiKIqirJEVrREWQtwohHgNOAIcFUIcFELsXp1NUxRFURRFURRFUZTVt9JiWX8B/DspZZeUsgv4NeAvV75ZiqIoiqIoiqIoirI2VhoIx6WUT83+IqV8Goiv8D4VRVEURVEURVEUZc2suGq0EOJ3gb+p/f7TQN8K71NRFEVRFEVRFEVR1sxKZ4T/FdAC/CPwrdr/P7XSjVIURVEURVEURVGUtbLSqtEZ4N+s0rYoiqIoiqIoiqIoyppbViAshPgvUsp/K4R4BJDn/l1K+YEVb5miKIqiKIqiKIqirIHlzgjPrgn+o9XaEEVRFEVRFEVRFEW5EpYVCEspD9b+u09K+cX5fxNC/CrwzEo3TFEURVEURVEURVHWwkqLZX1ikcs+ucL7VBRFURRFURRFUZQ1s6xAWAjxsdr64E1CiO/M+3kKmLnEbe8QQrwohHhOCPGF2mW/LoR4Xgjx/wkhzJVepiiKoiiKoiiKoigXstwZ4ReBzwMnav/O/vwa8O5L3HYAeEhKeR/QKoS4D3hQSnkvcBj4oBCiZbmXLfP5KIqiKIqiKIqiKNeJ5a4RHiAIaO9axm3H5/3qAnuBp2u/Pw78JFBewWVfv9xtUhRFURRFURRFUa4fK1ojLIS4UwjxihCiKISwhRCeECK/xNvuBZqBLDB7mxzQANSv4LJzH+fnhBAHhBAHpqamLvs5KoqiKIqiKIqiKNeWlRbL+jLwMaAXiAI/A3zpUjcSQjTWbvuvCQLhZO1PydrvK7lsASnlX0gp90sp97e0tFzm01MURVEURVEURVGuNSsNhJFSngJ0KaUnpfxr4MGLXV8I8f+z997Bcab3nefnfd/OETkDJAGSw0xO4iTNKHisHKwsyyvvei2nW9f59qp8tVt1VVd73tstu3wbfLv2amvtXcuytcpxFEajCZrEGeZMkCAyGo3O6e1+83N/vI0mMAQjwAFI9adKJQFEv3q6+32f5xe/Pw/wFeCP62XSh4F31v/5aeDQKn/XpEmTJk2aNGnSpEmTJk2aXJPb6hFeQlWSJB9wQpKkPwPmgfANXvNp4GHgTyVJAviXwC8kSXoFmAb+gxDCkCTptn63yvfTpEmTJk2aNGnSpEmTJk3ucVbrCH8BUIA/BP45MAh88novEEJ8FfjqW379OvCnb/m7P73d3zVp0qRJkyZNmjRp0qRJkybXYlWl0UKIKSFETQhREkL8KyHE/14vlW5S59JCmbFUZb2XAYBpOwgh1nsZq0YIgWE5672MW0IIwWiyzERGXe+l3BSG5XB6tkiqpN11n3WTJrfC0v1Et2xOzxZJl/V1XtW9i2Hd3DnkOILz8yWms9W3YVVNmmxslu5TCyWNM3NFTHt9z+axVJmxVHlV12jaF6sjUahxZq6Itc73wo242X1/PbitjLAkSaeBa74jIcS+217RPcTZRJFnzy4A8OF9vWzrjq7bWi4kS/z0zALxoIfPHRwi4FXWbS2rwXEE3zw6y1yhxhNbOzi4pW29l3RTnJwt8sKFFAAfv7+fzR036iBYX547v8BossxMTqUnHmRnb4yP7O9b72U1abKmvHU/WShpjKUq+Dwyv/2OLeu9vHuO1y5neGM8x2BbiE8+0E+9PWpFDk/meO1yFoDPPjz4di2xSZMNh2k7fP3IDOmyzsOb2zg2lcdyBHOFGu/b3bMua7qQLPHj0+401A/sFezoid3gFVfz4miK49MFhjvDfOxA/1ov8Z4npxp848gsjhBkKjrvuq9rvZe0Irey768Ht1sa/eE1XcU9ytJIl77OUa9nTs1zarZAX0uQdFlnsC20ruu5XSqGxVyhRqlm8uXXJ8lWdN63uwdZ3lgP1ltZei+sdxT3ZlhcY7ps0BULMJaq4Dhi2edcrJn86PQ8iizx4X29hHyr7bRo0uT2sB3Bj8/Mk1MNnt7ZTV9L8KZet7ifAFxcKBOsBwhtR2A7GzN6fbeRLuv85GySqN9DVjUAmMlVqZn2dfcM0xZL/vfG3zObNFlrFkoaz55NggSpko4sSVxKlbHrmbX1fC6W2TTW8r2yWDX50Zkb2waXFtxqyfG0imU7eJRV6/f+UmHZDk79XliLzPpUVuXF0TTdsQDv3dW9Znb14vc8k6tSNWzC/o1lK97WaoQQU2u9kHuRfQMtOEIgSxK7+249WrZWvDaW4dWxDLrl0Bry0RsPrNtaVkvU72Fvf7wRHf3G0Vl29EbZ0hFZ76VdlweGWpAk8CkyW7s29loBfmVnNx2RAtu7I8wXNXb1xhqbYtWw+NaxOS7Mlwh4FCIBDxcXKhwYbFnnVTe51xhLlXn23ALd0QAfO9B3TUMpUag1Dttj0/mbdoQX95PJrMrDm9voawlwarZIf0twwx3W60GmovPd43N4ZImPPzBAPOi95Wucmi2QKetkyjo7e6MIIRjpjNwwcHZwSxteRSLs97CpfWNX0DRp8laOTuU4NJ5je3eUX93VfVvXOD5dIFMxEELQHvFhO/DUtk4cAamSxoGh9Ttz9/TFG8Gqt9q3ZxNFkkUNcJ2g3pYA3z+RwOeR+cQDA0Tqe+vBLW0cnsyxoyfWdIJvg65YgA/u7SWr6jww1Lrq6x2ZzJNTDXKqwQNDLXTFbt1XeP7CAufnyzy0qZVHhtsBeHhzG69dzjDSGdmQ5+qqViRJUpkrJdI+wAuoQoj18/o2EIos8eCm9S/dPZso0RHxU6yZfHh/71294UiSxNO7upnIqDx3fgHHEdQMe72XdUM8iszDm9f/XrhZIn4PT2ztWPHfprJVMmUdv0cmXzVoj/oYaL05x6NJk1vh9FwR3XSYzlXJVAx6rhHE64z6iQe9lDST4VsIii3uJ0u51n3/y8jFhTJlzQJgPF3h/tswtrZ0hDmbKBH0Kjy+tYNY4OacaZ9HbhhSTZrcbRyfLmBYDmfmijy1vQO/59bb0UY6w4wmy4QDHj794OAyJ2K9A+qyLPHgppX3g00dYY5N51FkmYHWIOfmS419ZDKjsqc/DsD+wRb2NwPoq+K+niiwNm2XI10RZvJV2sM+WkK+W3697QhOzhQBODlbaOzfu/pi7FrHZOCNWJUjLIRY9ulLkvRrwMFVrajJmrOnP07VsBjujPD0zvXpJ1lr3r+nh6ph0RLybfhs8L3GYFuI1pCXgFfhNx/bzEBr8K4OrjTZuOzqjTOXr9EVDdAeufbBHPAq/OPHN2M5zm0ZnE1WZmtXhDNzRWRJuqUAw1KGOyP83juH8cgyygZvYWnSZK3Y2x/njYkc27sjt70nbeuO8vvtobvu2elvCfK7T40gS24SYFtXlLOJEj5FZqj97mzL+2XgwGALO3qi+BT5tsqiFdmtfr2QLDeCHXcDa5qjFkJ8V5Kkf7GW12yyeh4baeexkZUj6yXN5FyixFBb6KbLCd9uyprJ2USJwbYQ/fU1DraF+KOnt6/zyu598qrB6EKZ4Y5wo0wm4vfwT55oCgk1ufPc1xOtR7yvZjxdIVMx2DcQJ+BVUGQJRW46wWtJVzTA7z41ctN/r1s2p2aLtIZ8yzJWzeBEk182Hhluv6qiYTpbZb5YY+9A/KY1NTbas1OsmZyfL7GpPURv/No2o89zJTjeEw/w+++8+X2kyZ3hZuz91Qrpvnd3D+9dJwG322W1pdGfWPKjDDzEddSkm2w8fnI6yVyhxpHJHL/z1PCG23QBfnwmyVzeXeMXnxy+axWv70a+fzJBTjU4Pl3g9985vOHU/pr8cpKt6Hz/ZAIhIF811k05tclyXrmU4dSsWxr3G48M3VaPWZMm9yIlzeQ7x+dwhGChrPPRu3QKw49Oz5MsahydyvO7Tw3jbVaD3TXcDfb+erDajPBHlvxvC5gEPrbKa961ZCo6ExmV7V1R4qEb90EVqgY/ODWPLMFH9/cRvcneqVvBdsR1S2oWyx8kSUJiYzo5srRkjTdYohCCVy9nOJ8oc2Co5W3py7UdwZm5IkGfwvZ1HJF1J1i8P956C40mS1QNm30DLRuyZCtZ1PjxmXkifg8f2d/XDJ7cIWbzVX56doG2sJcP7+tbZhQJIRCCNVGeHE2W0Uybvf1xZFlCru9XAoHSDM5ck8m6lkJXLMCH9vbe8Fm9nK5QrJns7Y+vaODe/HlCM2jW5K7g9GyRQ+NZtnZFePeOWx8/cy5RwnYEu/tcQclr7XuyJCFL4Ag21J51fDrPkck823uivHN7J3D951yRrjzjd4qcanA5XWFrZ4TW8K33qm4UZnJVnj23QHvYx4f3rZ0+z+2erXeDvX8txlKuXsXe/viat+Kttkf4t9ZqIXc7Qgi+dXSWqmFzfr7Ebz62+YavuZAskynrAFxKVdZE9W0p3zsxx3ha5ZHhNh4fWVkA5oN7e7iQLDPQGlxWyrKRWLrG60WwaobN1w5P8+zZBbZ2RTBs521xhI8smXfpf0C+pxROP3agj7FUhc3t4YZhey5R5N/++AKWI/j8wUE+sn/jzf87M1ekUDUpVE1mctV1neF9L3NypkipZlKqmSQKtca9r+oWXzs8g6pbfGR/36rmZo+nK/zo9DxA45luDfv4xAP9ZFWDXb0bV4RjvTkxU6CsWZS1Cqmydt1Sxvlije+fSABQ0SyeqhvF4M5b/tYxd97yU9s7r3lWPbm1g7aQj9aQj86of23fTJMmd4AjUzkqusWJmQKPjbTfUtD04kKZn551Z+naQrC1K8LXD89QNdx9b6ktEPF7+NRDAySLGjs30J51dCpPRbc4NpXn4OZWvn8ywXxR4z07utg3cLWQ1Yf29TK6UGawNXTHssHfPjZLWbM4NVu8q+e5n5gpNM7H+aK2JmNLF+3csmbxwX29jHTevHbD3WDvr8RcocYPTro2QNWw11zQclWfhCRJw5Ik/UCSpLQkSSlJkr4nSdLwWi3ubuZcosQzp+YbEvIrMdwRxu+VCfoUNq3xXF/NtBlPq421lDQTIa6uWg/5PDww1EpX9NolbI4jOJcoMZOrrukab5aV1qiZ9lVq0a+PZ7mcVmkN+8iqBjuu0Vt4q4ylKjxzap7p7Pq8//UkFvDywFArbUuissmihmE5OI5gLl+75mszFZ1TswU0c2VVb1W3rpqDeGauyDOn5kmVr/3c3AxbuyJ4ZIlY0EvvBu19f7tJlTVOzxYpayY/P7/AC6MprFXOodzeHUGRJdrCPrpjATTTRjNt5os1ijUTyxFcSlXW6B0sZ7AtxIHBlrvqQL8eFd3i1GyBQtW4pdcdGs/ykzPzlDTzqn/b0hHCsgWdUT/t4dt3TMuaxWy+hhBwYb58zb/zKDL7B1uagjhN7hjZ+rlyO9MiGudL6cr5sqhBsKUjjL++l1R067b2xkTB3fdMWzTGuS2lNx7k/qHWdatQ0kybn51b4Men5zk+naesmY33P9IVQTVsEgXNfc6TKz/nYb9rj60U6Koa1prMs71X2N4dRZYk2iOrCwwu3rcLJY35Yo3xjEqypHExWbql69yMvb9IzbDRrY0/kWUtWG1p9D8A/xn4eP3nzwFfBR5Z5XXvOiRJ4pMPDjCRURlqDfHVw9ON/rV/9OimFV/TFQvw+3UhkrUaXL1IwKtwYLCFiwtlqobNX788wZaOMB/d34csS1i2ww9PzZNVDd67q/u6kapDE1neGM8hSfC5h4euOcJkrchUdJ45NY/fI/PRA31XiUqkyzpfPzKDbjp86sF+htrDnJkrcmwqT7KkMdwR5jceGWJoDTKzQgh+fHoeyxEkCjV+56mr4zwPbW4j4FXcgMY9lA0GN1r8xniWvf1xnqxniB7f2sHpuSJlzeJjB1bOBhuW0/iOxlIVPvHAwLJ/PzVb4OfnU0QDHn7jkU0EfQplzeS58wsIARXd5LMPD932ujd3hPlf3r0VuVmiCbgGytcPz2DaolGeB9Ae9q0Y9b9ZtnVHGe6MIEuQKGp8++gssizx0f199LcGKWsWe/rd7IcQAt1yGkbg+fkSr1zKsKk9xK/u6r7m9zTcGeGDe3sbpdH3Kt87MUeqpBPxe/jik1tu6r6dyVV5vV6NIknSsl7pmmFzeDKPLMPe/thVAQPDcpAkGlmd3niQjx7oo1QvjXYcwU/OJkkUarxzeyc7e2NM51Qe2NQcd9JkfbBsh68fmUUzbUaTZT790OBNv1bVrcb5UtJMfv2ge748PtLBwc1tjXLL49N5XhxNEw96+fwjQ3gVGdN2VnRet3dHsfeIRmm0bjlYjsPFZGVVVTB3imNTeddWms4z2BpiZ2+ULzy2mceG2/EoMo4j2N4dJVGo8cA1ZhTnVIMfnkrgVWQ+ur+vMdJpLFXmmVNJ/F6ZX394iHjIi2bat6VA/IkHBhql0Xcz9/VEGekMo8jSbdshS+/bYs3kwU2tzBc1NNPG67n1Uv6VWNqm+ZH9feRVg++dSKDIEp99eJCOiOvE3+73uVr6W4J8ZH8fZc28IzbAah1hSQjxd0t+/ookSX+4ymvetXRE/HRE/Fi2QzTgbZRDfPn1SR4faWdr19UZyrW8oSzbwXJEY8N+944u3nVfJ3/x8zHmizUOjWd5+VKah7e0cf9ACxMZN2N8YqZwXUd4cWi6EFyVwbsTnEuUyKluVmQ8rV4lw54o1BhNlhhLVTgxm+f/eN8OTNtBCMGu3ijv2927Jk4wuMZlS8hLpmJcs1dFkaWbmoX3wmiKmVyVd2ztYPgu2eD/8oVLjKVVXhxN88TWDmRZIuBVGordhuUwl6/y4sU0rSEf79vdgyJLOEJg1++ble6ZqXp2vaxZZFWdAV8Iv0ch7PNQ0a3bmmH3VjZi7/J64QhY/Br8Xpma4TpBrWv4OR+bynFsOk/E7+GRLW185qFBLiTdyphtXRGSJY1EQePRYVfF/ki9JO9sosSjI+3XnS97LeXoewmr/rwYtoMQN9eDFwt48SoSpi2u+i6zqk5Zs5Alielcjf2DrZQ1kx+fTlKsmZQ1k4BP4TMPXTF0RjojCCHQTIcLySLfODJDLOAlFvTymVtwOpo0uRO4+5i7kVnOremy+jwyEb+HsmZd9aws7TmcSKtcWihTM232D8Y5NVukWDN5emf3iiNhFsucnzu3QKJQw3YEu/piTGZUTNvZUGJSrg3j9pcGvHLDtlt8/7Is8aF9vTiO4NlzSd6YyPErO7rpiQewbIefnE1ydCqPLElE/B4upyuNQOp0roojBDXDZiavciZh8eZEjp54gM88NHhL53Fb2Edb+M63tb0drLafdel9q5k2f/7sKAsljUe3tNF6E1pEN8OyNs2FCjXDxrBsJEkiWdToiPg5PJnjlUsZumJ+PvvQ4Ns+MvNOzs1erSP8Qn1c0v/EVYv+LPCMJEltAEKI3Cqvf1fiUWR+/eAgkxmVH59Jkq0YHBrPregIrwVvTuR45VKaRLGGZjr0twT59EMDbO2KIkkST2xt598/l8W0bGZy7rDsgZYgNcPicrrCQ5uv35v82HA7AY9MNOBdkx6HGzHcGebwZI6FooZquEPYbUc0orLbuiIk8lVSJY1C1eQvfn6Jd2xt55WxDL0tAf7w3VvXdD2ffmiQVEmnt+X2M+HFqsmJ6QIAh8ZzG9oR1kwbjyzhUWTSFQPLdphIl/m9Lx/m1x/ZxCPD7Xz72CzJko5l2yRLOl1RPymfzu6+GH6PwvlkicdG2tEtZ0Xj4eHNbZQ1i46Ij75636LPI/P5R4bIVgwGWpvlzGtJxO/hYwf6SBRq7BtsoapbyLLUcIBuFSEEc4Ua8aC3IfKXV01kScKwnUYZ2H99aZyXL6WRJHh4UxsjXRHG0hUeG2nHsh3enMixqy9G5CZHiSzFcdwMc9B3bwihfXhfLxeSZYY7wzcdII2HvHzh0c2UdZOBVndvnslV8SoSffEg0YCHuXytEUU/lygxV6gxm6+iyBK98SCz+VrjPhBC8O+fu8RkRiUaUJAliWRJoy/ulr3/2x+dZyZX5bMHB3nf7t5rruut2eYmTdYCn0fm1+7vZypbZXffrfXZehX3fMmU3fOlWDVRDYuWkBfTFpyYKdAd8zPQFkSzHCJ+D6dnC2TKBh5FZjzjBuXzqsHRqTyDbaFGgO7Zs0n++pVxaoaDzyPREvLh9yq8Mpbh3fetTdZuLdjZG6M15OMDe3rJqsY1A4xzhRrn6y0Qhydz7BuI829+dJ50WeO+nhhlzaKrP8ZQ3R5cbLuZyFTY1RvnuXMpLiTLbGoPkSxqpEoa3bEAsiyRKmucTZTY2hl5W+zJu52l9+23js2QKrmtaSGfwoHBq233pbayYTl89/gsJ2eLPDbSzgf39K54tgx3hDk27QY4NreHmC/WuLRQweeV6Yy6QaPL9RanVMkNsLaGfTiO4JvHZlgo6bxnRxe7+1bO1jqO4MhUHiEED21u23BJitU6wp+t//fvveX3/xTXMf6l7RcO+Tzc1xPj5GyRZNEt171TnJwpUKiZjKdVFFlCCDg2VWg43nnVoFwzyVR0euJBonXj9VKqwsWFMn/6kwvs7I1d0yj2eeSr5uHdSQZaQwx3hJEleG0sy1BbiJ+eSVKomfzKjm5OzRZIVQyKNYuQz8GrSLx4MU3Aq5BXTRIljU1ta/d5B7zKqnvewn6FrpifVElnuHPjlUwtsljeFPYrfO7gEB/Z38vPzyU5OVvi0ESOyxmV//wbD5KpGMwXa9i2IFyPVnbHAoR8Ct85Nodq2AS8Cn/wrqtnBy6UNLyKxOcfubr0Oez3NEqtmqwtmzvCjXK9yE1+xqmStqLD/PyFFCdnCgR9Hn7zsU0YlsPFVAXVsDi4ua2RQTg3X6Kiu8GshZLGUHuIR7e4kf6aafPQ5tZ62ditvRfHEXz9yAzzRe26YoB3E+0RP09svfnARLFmUtEt+luCjSkFv7iY4i9fvIyExBef3ExZs4gFvVxcKLO5I8xQe4jDkzn6W4JE/B5awj62d18Jyk3nqrwx7pZal2oK+wdbaAt7eXS4nfPzpUbf4PPn09d0hOcKNb5zzC2RX5ptbtJkLRhoDTWCPrdKvmoSD3kpaSZfOTTFREZFlkAg0R3z41VkPv3gII+PtJNTDaZzNVJlnS0d4Uap8M/OLzCXr3EmUaSvJUA04GU2X8WnyMyqNR7c1IpuOmztjHBqpsi7tnduqPacnnjghu1tHRE/0YBbnbWpPcSf/PAcZxMlDMvGI8ts7YoQDXiJ+D3M5qucny/hCNjSESHgk6mZNp1RtzoSr8z/PDzTSNA8c2qeQtWdZ/sH7xx528ts70ZCPg9D7R4CXoWcauD1yLx7R9dVDqVm2nz1zelGBUPY7+GNiRyz+RqFqsFIZ6RRwaDqFjnVoL8leFWb5plEiR31v8tUDLpjQR7e0sbLF9MMtIZoqZ83r4xl+NbROQJemdaQ95qO8PHpAr+4mEaRJXwemfvXWBh4taxWNfrulXN7G1Bkiad3dvG3r00ymVN5nDtjrO0diJOpaET8HmqmRdUwyak6J2cK+BSJ//DcRS6nK7SGfDy1vYPfeXKYy+kKJ2cKqLpFzbD5+uEZ/uBdIxtmw04Ua5xNlBjuCPOj0/M8fyHFprYw45kKaVUjUahhOW6p1N7+OD6PzN+8OklryNsQvNhIeBSZzzw4yMtjaVTd4ufnF4gFvW+LqvWtcGG+zHimgt8jczZRxKfISJKE
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