Skip to content

Instantly share code, notes, and snippets.

Show Gist options
  • Save shindishella/1960a7297c55232094fa8a9e81bd7eb8 to your computer and use it in GitHub Desktop.
Save shindishella/1960a7297c55232094fa8a9e81bd7eb8 to your computer and use it in GitHub Desktop.
Klasifikasi Data Adult Income Amerika Serikat
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Klasifikasi Data Adult Income Amerika Serikat"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Shindi Shella May Wara | 06211540000101\n",
"\n",
"Final Project\n",
"\n",
"Kelas Data Mining A"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Deskripsi Kasus"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Data yang digunakan merupakan data hasil sensus Amerika Serikat tahun 1994 yang diekstraksi oleh Barry Becker. Data tersebut digunakan untuk menentukan apakah seseorang menghasilkan lebih dari 50K dolar dalam setahun berdasarkan variabel-variabel yang diamati, yakni sebagai berikut.\n",
"\n",
"1. Age(continuous)\n",
"\n",
"2. Workclass (Private, Self-emp-not-inc, Self-emp-inc, Federal-gov, Local-gov, State-gov, Without-pay, Never-worked)\n",
"\n",
"3. Fnlwgt/Final Weight (continuous)\n",
"\n",
"4. Education (Bachelors, Some-college, 11th, HS-grad, Prof-school, Assoc-acdm, Assoc-voc, 9th, 7th-8th, 12th, Masters, 1st-4th, 10th, Doctorate, 5th-6th, Preschool.\n",
"5. Education-num: continuous)\n",
"\n",
"6. Marital-status (Married-civ-spouse, Divorced, Never-married, Separated, Widowed, Married-spouse-absent, Married-AF-spouse)\n",
"\n",
"7. Occupation (Tech-support, Craft-repair, Other-service, Sales, Exec-managerial, Prof-specialty, Handlers-cleaners, Machine-op-inspct, Adm-clerical, Farming-fishing, Transport-moving, Priv-house-serv, Protective-serv, Armed-Forces)\n",
"\n",
"8. Relationship (Wife, Own-child, Husband, Not-in-family, Other-relative, Unmarried)\n",
"\n",
"9. Race (White, Asian-Pac-Islander, Amer-Indian-Eskimo, Other, Black)\n",
"\n",
"10. Sex (Female, Male)\n",
"\n",
"11. Capital-gain (continuous)\n",
"\n",
"12. Capital-loss (continuous)\n",
"\n",
"13. Hours-per-week (continuous)\n",
"\n",
"14. Hative-country (United-States, Cambodia, England, Puerto-Rico, Canada, Germany, Outlying-US(Guam-USVI-etc), India, Japan, Greece, South, China, Cuba, Iran, Honduras, Philippines, Italy, Poland, Jamaica, Vietnam, Mexico, Portugal, Ireland, France, Dominican-Republic, Laos, Ecuador, Taiwan, Haiti, Columbia, Hungary, Guatemala, Nicaragua, Scotland, Thailand, Yugoslavia, El-Salvador, Trinadad&Tobago, Peru, Hong, Holand-Netherlands)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from scipy import stats\n",
"%matplotlib inline\n",
"%pylab inline\n",
"from sklearn.naive_bayes import GaussianNB\n",
"from sklearn.preprocessing import LabelEncoder\n",
"from sklearn.model_selection import GridSearchCV, train_test_split\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"from sklearn.ensemble import RandomForestClassifier, BaggingClassifier, \\\n",
" AdaBoostClassifier, GradientBoostingClassifier\n",
"pylab.rcParams['figure.figsize'] = (10, 7)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"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>Age</th>\n",
" <th>Workclass</th>\n",
" <th>Fnlwgt</th>\n",
" <th>Education:</th>\n",
" <th>Education-Num</th>\n",
" <th>Marital-Status</th>\n",
" <th>Occupation</th>\n",
" <th>Relationship</th>\n",
" <th>Race</th>\n",
" <th>Sex</th>\n",
" <th>Capital-Gain</th>\n",
" <th>Capital-Loss</th>\n",
" <th>Hours-per-Week</th>\n",
" <th>Native-Country</th>\n",
" <th>Y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>39</td>\n",
" <td>State-gov</td>\n",
" <td>77516</td>\n",
" <td>Bachelors</td>\n",
" <td>13</td>\n",
" <td>Never-married</td>\n",
" <td>Adm-clerical</td>\n",
" <td>Not-in-family</td>\n",
" <td>White</td>\n",
" <td>Male</td>\n",
" <td>2174</td>\n",
" <td>0</td>\n",
" <td>40</td>\n",
" <td>USA</td>\n",
" <td>&lt;=50K</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>50</td>\n",
" <td>Self-emp-not-inc</td>\n",
" <td>83311</td>\n",
" <td>Bachelors</td>\n",
" <td>13</td>\n",
" <td>Married-civ-spouse</td>\n",
" <td>Exec-managerial</td>\n",
" <td>Husband</td>\n",
" <td>White</td>\n",
" <td>Male</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>13</td>\n",
" <td>USA</td>\n",
" <td>&lt;=50K</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>38</td>\n",
" <td>Private</td>\n",
" <td>215646</td>\n",
" <td>HS-grad</td>\n",
" <td>9</td>\n",
" <td>Divorced</td>\n",
" <td>Handlers-cleaners</td>\n",
" <td>Not-in-family</td>\n",
" <td>White</td>\n",
" <td>Male</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>40</td>\n",
" <td>USA</td>\n",
" <td>&lt;=50K</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>53</td>\n",
" <td>Private</td>\n",
" <td>234721</td>\n",
" <td>11th</td>\n",
" <td>7</td>\n",
" <td>Married-civ-spouse</td>\n",
" <td>Handlers-cleaners</td>\n",
" <td>Husband</td>\n",
" <td>Black</td>\n",
" <td>Male</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>40</td>\n",
" <td>USA</td>\n",
" <td>&lt;=50K</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>28</td>\n",
" <td>Private</td>\n",
" <td>338409</td>\n",
" <td>Bachelors</td>\n",
" <td>13</td>\n",
" <td>Married-civ-spouse</td>\n",
" <td>Prof-specialty</td>\n",
" <td>Wife</td>\n",
" <td>Black</td>\n",
" <td>Female</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>40</td>\n",
" <td>Cuba</td>\n",
" <td>&lt;=50K</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Age Workclass Fnlwgt Education: Education-Num \\\n",
"0 39 State-gov 77516 Bachelors 13 \n",
"1 50 Self-emp-not-inc 83311 Bachelors 13 \n",
"2 38 Private 215646 HS-grad 9 \n",
"3 53 Private 234721 11th 7 \n",
"4 28 Private 338409 Bachelors 13 \n",
"\n",
" Marital-Status Occupation Relationship Race Sex \\\n",
"0 Never-married Adm-clerical Not-in-family White Male \n",
"1 Married-civ-spouse Exec-managerial Husband White Male \n",
"2 Divorced Handlers-cleaners Not-in-family White Male \n",
"3 Married-civ-spouse Handlers-cleaners Husband Black Male \n",
"4 Married-civ-spouse Prof-specialty Wife Black Female \n",
"\n",
" Capital-Gain Capital-Loss Hours-per-Week Native-Country Y \n",
"0 2174 0 40 USA <=50K \n",
"1 0 0 13 USA <=50K \n",
"2 0 0 40 USA <=50K \n",
"3 0 0 40 USA <=50K \n",
"4 0 0 40 Cuba <=50K "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = pd.read_csv (r'D:\\Adult_income.csv')\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<=50K 24720\n",
" >50K 7841\n",
"Name: Y, dtype: int64"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['Y'].value_counts()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Preprocessing Data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Mengatasi Missing Value"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Age 0\n",
"Workclass 1836\n",
"Fnlwgt 0\n",
"Education: 0\n",
"Education-Num 0\n",
"Marital-Status 0\n",
"Occupation 1843\n",
"Relationship 0\n",
"Race 0\n",
"Sex 0\n",
"Capital-Gain 0\n",
"Capital-Loss 0\n",
"Hours-per-Week 0\n",
"Native-Country 583\n",
"Y 0\n",
"dtype: int64"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.sum(data.isnull())"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"data['Workclass'].fillna(\"Never-worked\", inplace=True)\n",
"data['Occupation'].fillna(\"None\", inplace=True)\n",
"data['Native-Country'].fillna(\" None\", inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Age 0\n",
"Workclass 0\n",
"Fnlwgt 0\n",
"Education: 0\n",
"Education-Num 0\n",
"Marital-Status 0\n",
"Occupation 0\n",
"Relationship 0\n",
"Race 0\n",
"Sex 0\n",
"Capital-Gain 0\n",
"Capital-Loss 0\n",
"Hours-per-Week 0\n",
"Native-Country 0\n",
"Y 0\n",
"dtype: int64"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.sum(data.isnull())"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"datacopy=data.copy()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Membuat Dummy pada Data"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 32561 entries, 0 to 32560\n",
"Data columns (total 15 columns):\n",
"Age 32561 non-null int64\n",
"Workclass 32561 non-null object\n",
"Fnlwgt 32561 non-null int64\n",
"Education: 32561 non-null object\n",
"Education-Num 32561 non-null int64\n",
"Marital-Status 32561 non-null object\n",
"Occupation 32561 non-null object\n",
"Relationship 32561 non-null object\n",
"Race 32561 non-null object\n",
"Sex 32561 non-null object\n",
"Capital-Gain 32561 non-null int64\n",
"Capital-Loss 32561 non-null int64\n",
"Hours-per-Week 32561 non-null int64\n",
"Native-Country 32561 non-null object\n",
"Y 32561 non-null object\n",
"dtypes: int64(6), object(9)\n",
"memory usage: 2.6+ MB\n"
]
}
],
"source": [
"data.info()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.preprocessing import LabelEncoder"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"var_kategori = ['Workclass', 'Education:', 'Marital-Status', 'Occupation', 'Relationship', 'Race', 'Sex', 'Native-Country', 'Y']\n",
"for feature in var_kategori:\n",
" if feature in data.columns.values:\n",
" data[feature] = LabelEncoder().fit_transform(data[feature])\n",
" data[feature] = data[feature].astype('category')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 32561 entries, 0 to 32560\n",
"Data columns (total 15 columns):\n",
"Age 32561 non-null int64\n",
"Workclass 32561 non-null category\n",
"Fnlwgt 32561 non-null int64\n",
"Education: 32561 non-null category\n",
"Education-Num 32561 non-null int64\n",
"Marital-Status 32561 non-null category\n",
"Occupation 32561 non-null category\n",
"Relationship 32561 non-null category\n",
"Race 32561 non-null category\n",
"Sex 32561 non-null category\n",
"Capital-Gain 32561 non-null int64\n",
"Capital-Loss 32561 non-null int64\n",
"Hours-per-Week 32561 non-null int64\n",
"Native-Country 32561 non-null category\n",
"Y 32561 non-null category\n",
"dtypes: category(9), int64(6)\n",
"memory usage: 1.8 MB\n"
]
}
],
"source": [
"data.info()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"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>Age</th>\n",
" <th>Workclass</th>\n",
" <th>Fnlwgt</th>\n",
" <th>Education:</th>\n",
" <th>Education-Num</th>\n",
" <th>Marital-Status</th>\n",
" <th>Occupation</th>\n",
" <th>Relationship</th>\n",
" <th>Race</th>\n",
" <th>Sex</th>\n",
" <th>Capital-Gain</th>\n",
" <th>Capital-Loss</th>\n",
" <th>Hours-per-Week</th>\n",
" <th>Native-Country</th>\n",
" <th>Y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>39</td>\n",
" <td>6</td>\n",
" <td>77516</td>\n",
" <td>9</td>\n",
" <td>13</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>2174</td>\n",
" <td>0</td>\n",
" <td>40</td>\n",
" <td>39</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>50</td>\n",
" <td>5</td>\n",
" <td>83311</td>\n",
" <td>9</td>\n",
" <td>13</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>13</td>\n",
" <td>39</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>38</td>\n",
" <td>3</td>\n",
" <td>215646</td>\n",
" <td>11</td>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>40</td>\n",
" <td>39</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>53</td>\n",
" <td>3</td>\n",
" <td>234721</td>\n",
" <td>1</td>\n",
" <td>7</td>\n",
" <td>2</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>40</td>\n",
" <td>39</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>28</td>\n",
" <td>3</td>\n",
" <td>338409</td>\n",
" <td>9</td>\n",
" <td>13</td>\n",
" <td>2</td>\n",
" <td>9</td>\n",
" <td>5</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>40</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Age Workclass Fnlwgt Education: Education-Num Marital-Status Occupation \\\n",
"0 39 6 77516 9 13 4 0 \n",
"1 50 5 83311 9 13 2 3 \n",
"2 38 3 215646 11 9 0 5 \n",
"3 53 3 234721 1 7 2 5 \n",
"4 28 3 338409 9 13 2 9 \n",
"\n",
" Relationship Race Sex Capital-Gain Capital-Loss Hours-per-Week \\\n",
"0 1 4 1 2174 0 40 \n",
"1 0 4 1 0 0 13 \n",
"2 1 4 1 0 0 40 \n",
"3 0 2 1 0 0 40 \n",
"4 5 2 0 0 0 40 \n",
"\n",
" Native-Country Y \n",
"0 39 1 \n",
"1 39 1 \n",
"2 39 1 \n",
"3 39 1 \n",
"4 4 1 "
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Mengecek Data Outlier"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x96269f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data_cont = data.drop(['Workclass','Education:', 'Marital-Status', 'Occupation', 'Relationship','Race','Sex','Native-Country','Y'], axis=1)\n",
"fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(14,7))\n",
"feature_index = 0\n",
"for ii in range(3):\n",
" for jj in range(2):\n",
" ax = sns.boxplot(data_cont.iloc[:, feature_index], ax=axes[ii,jj])\n",
" ax.set(title=data_cont.columns.values[feature_index]) \n",
" feature_index += 1\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 32561 entries, 0 to 32560\n",
"Data columns (total 15 columns):\n",
"Age 32561 non-null int64\n",
"Workclass 32561 non-null category\n",
"Fnlwgt 32561 non-null int64\n",
"Education: 32561 non-null category\n",
"Education-Num 32561 non-null int64\n",
"Marital-Status 32561 non-null category\n",
"Occupation 32561 non-null category\n",
"Relationship 32561 non-null category\n",
"Race 32561 non-null category\n",
"Sex 32561 non-null category\n",
"Capital-Gain 32561 non-null int64\n",
"Capital-Loss 32561 non-null int64\n",
"Hours-per-Week 32561 non-null int64\n",
"Native-Country 32561 non-null category\n",
"Y 32561 non-null category\n",
"dtypes: category(9), int64(6)\n",
"memory usage: 1.8 MB\n"
]
}
],
"source": [
"data.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Feature Selection"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEICAYAAACzliQjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAGIBJREFUeJzt3XuUXWWd5vHvY7jJRQgSbcgFgqZZxssAltEZbHQJQkBNkJFFGO3GGaYZemTZDtOjKDOosV0L1OkZZw12i5KWxoaogJq24wAt6ky3HU2hgASMVEIkZRAiAUVRIOGZP/YbPSkq1K46uxLK9/msdVbty7t/5z07yXN2vfsS2SYiIurwrN3dgYiI2HUS+hERFUnoR0RUJKEfEVGRhH5EREUS+hERFUnoR9Uk/ZWk/7a7+xGxqyjX6cdESNoAPB/Y1rP4921v6qPma4HP2p7VX++mJkmfAYZt/9fd3Zf43ZUj/ejHm2zv3/OacOB3QdIeu/P9+yFp2u7uQ9QhoR+dk/QqSd+S9LCk28oR/PZ1/1bSXZIekbRe0n8oy/cDvgocJukX5XWYpM9I+vOe7V8rabhnfoOk90i6HfilpD3KdtdJ2izpHknvfJq+/qb+9tqS3i3pAUn3STpN0qmSfihpi6T39Wz7AUnXSvpc+TzflfQveta/SNI3yn5YI2nRiPf9S0krJf0SOAd4K/Du8tn/rrS7UNK6Uv9OSW/uqfF2Sf8o6WOSHiqf9ZSe9QdL+mtJm8r6L/Wse6OkW0vfviXpZT3r3iPpx+U910o6ocUfe0wVtvPKa9wvYANw4ijLZwIPAqfSHFS8vszPKOvfALwAEPAa4FHg2LLutTTDG731PgP8ec/8Dm1KP24FZgPPLu95C3AxsBdwJLAeOHknn+M39UvtrWXbPYE/BjYDVwMHAC8Gfg0cWdp/AHgCeEtp/2fAPWV6T2AIeF/px+uAR4Cjet73Z8Bxpc/7jPyspd0ZwGGlzZnAL4FDy7q3l/f/Y2Aa8CfAJn47bPv3wOeA6aU/rynLjwUeAF5Ztju77Me9gaOAjcBhpe0RwAt299+3vLp75Ug/+vGlcqT4cM9R5NuAlbZX2n7S9k3AIM2XALb/3vY6N74J3Aj8QZ/9+F+2N9r+FfAKmi+YpbYft70e+BSwpGWtJ4AP234CWA4cAnzc9iO21wBrgJf1tL/F9rWl/V/QhPerymt/4JLSj5uBrwBn9Wz7Zdv/VPbTr0frjO0v2N5U2nwOuBtY0NPkR7Y/ZXsbcCVwKPB8SYcCpwDn2X7I9hNlf0PzJfFJ29+2vc32lcBjpc/baMJ/vqQ9bW+wva7lvospIKEf/TjN9kHldVpZdjhwRs+XwcPAq2nCCEmnSFpVhkoepvkyOKTPfmzsmT6cZoio9/3fR3PSuY0HS4AC/Kr8vL9n/a9owvwp7237SWCY5sj8MGBjWbbdj2h+Exqt36OS9Ec9wzAPAy9hx/31k573f7RM7k/zm88W2w+NUvZw4D+P2EezaY7uh4B30fwW84Ck5ZIOG6ufMXUk9KNrG4Grer4MDrK9n+1LJO0NXAd8DHi+7YOAlTRDPQCjXUr2S2DfnvnfG6VN73YbgXtGvP8Btk/t+5ONbvb2CUnPAmbRDLFsAmaXZdvNAX68k34/ZV7S4TS/pZwPPLfsrzv47f56OhuBgyUdtJN1Hx6xj/a1fQ2A7attv5rmy8HApS3eL6aIhH507bPAmySdLGmapH3KCdJZNGPbe9OMk28tJx1P6tn2fuC5kg7sWXYrcGo5Kfl7NEehT+c7wM/Lychnlz68RNIrOvuEO3q5pNPVXDn0LpphklXAt2m+sN4tac9yMvtNNENGO3M/zTmI7fajCd3N0JwEpznSH5Pt+2hOjH9C0vTSh+PL6k8B50l6pRr7SXqDpAMkHSXpdeUL+tc0v9ls28nbxBSU0I9O2d4ILKYZUtlMc1T5X4Bn2X4EeCfweeAh4N8AK3q2/QFwDbC+DDscBlwF3EZzovFGmhOTT/f+22jC9Wiak6o/BT4NHPh02/XhyzQnWB8C/hA4vYyfPw4sohlX/ynwCeCPymfcmStoxtIflvQl23cC/x34Z5ovhJcC/zSOvv0hzTmKH9CcuH0XgO1BmnH9/136PURzUhiaL+VLSp9/AjyP5s8yfkfk5qyICZL0AeCFtt+2u/sS0VaO9CMiKpLQj4ioSKvQl7Sw3Jk3JOnCUdafJ+n75dKyf5Q0v2fde8t2ayWd3GXnI3Yn2x/I0E5MNWOO6at5JsgPae6sHAZWA2eVk0zb2zzH9s/L9CLgP9peWML/GpqbSQ4D/oHmoVy5GiAiYjdo84CqBcBQubMRSctprs74TehvD/xi+2VmlHbLbT8G3CNpqNT755292SGHHOIjjjhiPJ8hIqJ6t9xyy09tzxirXZvQn8mOdw4O0zyzYweS3gFcwG+fM7J921Ujtp05YlMknQucCzBnzhwGBwdbdCsiIraT9KM27dqM6Y92999TxoRsX2b7BcB7gO3PA2+77eW2B2wPzJgx5hdVRERMUJvQH6bnVnN+e5v5ziwHtj+HZbzbRkTEJGoT+quBeZLmStqL5mmFK3obSJrXM/sGmicBUtotkbS3pLnAPJrb5CMiYjcYc0zf9lZJ5wM30Dx7e5ntNZKWAoO2VwDnSzqR5pbvh2iez01p93mak75bgXfkyp2IiN3nGfcYhoGBAedEbkTE+Ei6xfbAWO1yR25EREUS+hERFUnoR0RUJKEfEVGRNnfkTgnXr72vkzqnH3VoJ3UiIp6JcqQfEVGRhH5EREUS+hERFUnoR0RUJKEfEVGRhH5EREUS+hERFUnoR0RUJKEfEVGRhH5EREUS+hERFUnoR0RUJKEfEVGRhH5EREUS+hERFUnoR0RUJKEfEVGRhH5EREUS+hERFUnoR0RUJKEfEVGRhH5EREVahb6khZLWShqSdOEo6y+QdKek2yV9TdLhPeu2Sbq1vFZ02fmIiBifPcZqIGkacBnwemAYWC1phe07e5p9Dxiw/aikPwE+ApxZ1v3K9tEd9zsiIiagzZH+AmDI9nrbjwPLgcW9DWx/3fajZXYVMKvbbkZERBfahP5MYGPP/HBZtjPnAF/tmd9H0qCkVZJOG20DSeeWNoObN29u0aWIiJiIMYd3AI2yzKM2lN4GDACv6Vk8x/YmSUcCN0v6vu11OxSzLwcuBxgYGBi1dkRE9K/Nkf4wMLtnfhawaWQjSScCFwGLbD+2fbntTeXneuAbwDF99DciIvrQJvRXA/MkzZW0F7AE2OEqHEnHAJ+kCfwHepZPl7R3mT4EOA7oPQEcERG70JjDO7a3SjofuAGYBiyzvUbSUmDQ9grgo8D+wBckAdxrexHwIuCTkp6k+YK5ZMRVPxERsQu1GdPH9kpg5YhlF/dMn7iT7b4FvLSfDkZERHdyR25EREUS+hERFUnoR0RUJKEfEVGRhH5EREUS+hERFUnoR0RUJKEfEVGRhH5EREUS+hERFUnoR0RUJKEfEVGRhH5EREUS+hERFUnoR0RUJKEfEVGRhH5EREUS+hERFUnoR0RUJKEfEVGRhH5EREUS+hERFUnoR0RUJKEfEVGRhH5EREUS+hERFUnoR0RUpFXoS1ooaa2kIUkXjrL+Akl3Srpd0tckHd6z7mxJd5fX2V12PiIixmfM0Jc0DbgMOAWYD5wlaf6IZt8DBmy/DLgW+EjZ9mDg/cArgQXA+yVN7677ERExHm2O9BcAQ7bX234cWA4s7m1g++u2Hy2zq4BZZfpk4CbbW2w/BNwELOym6xERMV5tQn8msLFnfrgs25lzgK+OZ1tJ50oalDS4efPmFl2KiIiJaBP6GmWZR20ovQ0YAD46nm1tX257wPbAjBkzWnQpIiImok3oDwOze+ZnAZtGNpJ0InARsMj2Y+PZNiIido02ob8amCdprqS9gCXAit4Gko4BPkkT+A/0rLoBOEnS9HIC96SyLCIidoM9xmpge6uk82nCehqwzPYaSUuBQdsraIZz9ge+IAngXtuLbG+R9CGaLw6Apba3TMoniYiIMY0Z+gC2VwIrRyy7uGf6xKfZdhmwbKIdjIiI7uSO3IiIiiT0IyIqktCPiKhIQj8ioiIJ/YiIiiT0IyIqktCPiKhIQj8ioiIJ/YiIiiT0IyIq0uoxDDW7fu19ndQ5/ahDO6kTEdGPHOlHRFQkoR8RUZGEfkRERRL6EREVSehHRFQkoR8RUZGEfkRERRL6EREVSehHRFQkoR8RUZGEfkRERRL6EREVSehHRFQkoR8RUZGEfkRERRL6EREVaRX6khZKWitpSNKFo6w/XtJ3JW2V9JYR67ZJurW8VnTV8YiIGL8x/+csSdOAy4DXA8PAakkrbN/Z0+xe4O3An41S4le2j+6grxER0ac2/13iAmDI9noAScuBxcBvQt/2hrLuyUnoY0REdKTN8M5MYGPP/HBZ1tY+kgYlrZJ02rh6FxERnWpzpK9Rlnkc7zHH9iZJRwI3S/q+7XU7vIF0LnAuwJw5c8ZROiIixqPNkf4wMLtnfhawqe0b2N5Ufq4HvgEcM0qby20P2B6YMWNG29IRETFObUJ/NTBP0lxJewFLgFZX4UiaLmnvMn0IcBw95wIiImLXGjP0bW8FzgduAO4CPm97jaSlkhYBSHqFpGHgDOCTktaUzV8EDEq6Dfg6cMmIq34iImIXajOmj+2VwMoRyy7umV5NM+wzcrtvAS/ts48REdGR3JEbEVGRhH5EREUS+hERFUnoR0RUJKEfEVGRhH5EREUS+hERFUnoR0RUJKEfEVGRhH5EREUS+hERFUnoR0RUJKEfEVGRhH5EREUS+hERFUnoR0RUJKEfEVGRhH5EREUS+hERFUnoR0RUpNV/jB7du37tfZ3UOf2oQzupExF1yJF+RERFEvoRERVJ6EdEVCShHxFRkYR+RERFEvoRERVpFfqSFkpaK2lI0oWjrD9e0nclbZX0lhHrzpZ0d3md3VXHIyJi/MYMfUnTgMuAU4D5wFmS5o9odi/wduDqEdseDLwfeCWwAHi/pOn9dzsiIiaizc1ZC4Ah2+sBJC0HFgN3bm9ge0NZ9+SIbU8GbrK9pay/CVgIXNN3z2OncuNXROxMm+GdmcDGnvnhsqyNfraNiIiOtQl9jbLMLeu32lbSuZIGJQ1u3ry5ZemIiBivNqE/DMzumZ8FbGpZv9W2ti+3PWB7YMaMGS1LR0TEeLUJ/dXAPElzJe0FLAFWtKx/A3CSpOnlBO5JZVlEROwGY57Itb1V0vk0YT0NWGZ7jaSlwKDtFZJeAXwRmA68SdIHbb/Y9hZJH6L54gBYuv2kbkw9OUEcMfW1erSy7ZXAyhHLLu6ZXk0zdDPatsuAZX30MSIiOpI7ciMiKpLQj4ioSEI/IqIiCf2IiIok9CMiKpLQj4ioSEI/IqIiCf2IiIok9CMiKpLQj4ioSEI/IqIiCf2IiIok9CMiKpLQj4ioSEI/IqIirZ6nHzGZ8p+zROw6OdKPiKhIQj8ioiIJ/YiIiiT0IyIqktCPiKhIQj8ioiIJ/YiIiiT0IyIqktCPiKhIQj8ioiIJ/YiIiiT0IyIq0uqBa5IWAh8HpgGftn3JiPV7A38DvBx4EDjT9gZJRwB3AWtL01W2z+um6xFjy8PcInY0ZuhLmgZcBrweGAZWS1ph+86eZucAD9l+oaQlwKXAmWXdOttHd9zviIiYgDbDOwuAIdvrbT8OLAcWj2izGLiyTF8LnCBJ3XUzIiK60Cb0ZwIbe+aHy7JR29jeCvwMeG5ZN1fS9yR9U9IfjPYGks6VNChpcPPmzeP6ABER0V6b0B/tiN0t29wHzLF9DHABcLWk5zyloX257QHbAzNmzGjRpYiImIg2oT8MzO6ZnwVs2lkbSXsABwJbbD9m+0EA27cA64Df77fTERExMW1CfzUwT9JcSXsBS4AVI9qsAM4u028BbrZtSTPKiWAkHQnMA9Z30/WIiBivMa/esb1V0vnADTSXbC6zvUbSUmDQ9grgCuAqSUPAFpovBoDjgaWStgLbgPNsb5mMDxIREWNrdZ2+7ZXAyhHLLu6Z/jVwxijbXQdc12cfIyKiI7kjNyKiIgn9iIiKJPQjIiqS0I+IqEhCPyKiIgn9iIiKJPQjIiqS0I+IqEhCPyKiIgn9iIiKtHoMQ0TsKP8NY0xVOdKPiKhIjvQjnkHyG0RMthzpR0RUJKEfEVGRhH5EREUS+hERFUnoR0RUJKEfEVGRhH5EREVynX5EJXIPQEBCPyL6lC+TqSXDOxERFcmRfkQ8I+U3iMmR0I+I6tT8hZLhnYiIiiT0IyIq0mp4R9JC4OPANODTti8ZsX5v4G+AlwMPAmfa3lDWvRc4B9gGvNP2DZ31PiLiGWQqDBuNeaQvaRpwGXAKMB84S9L8Ec3OAR6y/ULgfwCXlm3nA0uAFwMLgU+UehERsRu0Gd5ZAAzZXm/7cWA5sHhEm8XAlWX6WuAESSrLl9t+zPY9wFCpFxERu0Gb4Z2ZwMae+WHglTtrY3urpJ8Bzy3LV43YdubIN5B0LnBumf2FpLWtej9+hwA/Td1JrT3V6k5m7alWdzJrT7W6k1l7suoe3qZRm9DXKMvcsk2bbbF9OXB5i770RdKg7YHa605m7alWdzJrT7W6k1l7qtWdzNqT2ec22gzvDAOze+ZnAZt21kbSHsCBwJaW20ZExC7SJvRXA/MkzZW0F82J2RUj2qwAzi7TbwFutu2yfImkvSXNBeYB3+mm6xERMV5jDu+UMfrzgRtoLtlcZnuNpKXAoO0VwBXAVZKGaI7wl5Rt10j6PHAnsBV4h+1tk/RZ2pisIaSpVncya0+1upNZe6rVnczaU63uZNae9KHsp6PmgDwiImqQO3IjIiqS0I+IqMjvfOhLOkrSrT2vn0t6V0e1Z0v6uqS7JK2R9Kdd1C21F0paK2lI0oVd1S21p0n6nqSv9FlnmaQHJN3Rs+xgSTdJurv8nN5R3Y9K+oGk2yV9UdJB/fS91DxI0rWl7l2S/mW/NUvdp/S/y1qSzih/356UNKFL/3ZS90Nl/94q6UZJh3XQ//9U+nqHpGsk7dNvzVJ3H0nfkXRbqf/BLuqW2hskfb/sh8EO6/5p2Q9rusqgCbFdzYvmRPRPgMM7qncocGyZPgD4ITC/o36uA44E9gJu66JuT/0LgKuBr/RZ53jgWOCOnmUfAS4s0xcCl3ZU9yRgjzJ96UTqjvI+VwL/vkzvBRzU0f59Sv873scvAo4CvgEMdFj3OT3T7wT+qs++zwTuAZ5d5j8PvL2jfSxg/zK9J/Bt4FUd1d4AHNJFrZ6aLwHuAPaluYDmH4B5Xb5H29fv/JH+CCcA62z/qItitu+z/d0y/QhwF6PccTwBbR59MSGSZgFvAD7dby3b/5fmaq1evY/kuBI4rYu6tm+0vbXMrqK552PCJD2HJviuKPUft/1wPzW328l+6ayW7bts93XX+k7q/rxndj9GuZFyAvYAnl3u39mXju7TceMXZXbP8nomX5XyImCV7UfL3+NvAm/eHR2pLfSXANdMRmFJRwDH0Bxx9Gu0R1908WUC8D+BdwNPdlRvpOfbvg+aL0XgeZPwHv8O+GqfNY4ENgN/XYa6Pi1pv/67NrVJ+rCkjcBbgYv7qWX7x8DHgHuB+4Cf2b6x/142yjDlrcADwE22u/i3B82Xx42SbimPiOnCHcDxkp4raV/gVHa8cXWXqSb0y41li4AvTELt/YHrgHeNOFqacMlRlvV9FCPpjcADtm/pt9buIukimns+/rbPUnvQDG/8pe1jgF/SDEdVzfZFtmfT7N/z+6lVzucsBuYChwH7SXpb/71s2N5m+2ia3/oWSHpJR6WPs30szZOF3yHp+H4L2r6LZljyJuD/0AzZbn3ajSZJNaFP8wf4Xdv3d1lU0p40gf+3tq/vqOxkPb7iOGCRpA00Q0avk/TZDur2ul/SoQDl5wNdFZZ0NvBG4K0uA6V9GAaGe44Or6X5EojG1cC/7rPGicA9tjfbfgK4HvhXffdshDIs9w2ax7d3UW9T+fkA8EU6ejKw7StsH2v7eJqhtbu7qDteNYX+WXQ8tCNJNGPCd9n+iw5Lt3n0xbjZfq/tWbaPKDVvtt3ZkVfR+0iOs4Evd1FUzX/k8x5gke1H+61n+yfARklHlUUn0Nw5Xi1J83pmFwE/6LPkvcCrJO1b/q2cQHPeq2+SZmy/gkvSs2m+YPrtL5L2k3TA9mmaCwj6vgqr1Hte+TkHOJ1JGmoe0+44e7yrXzQnkB4EDuy47qtphl1uB24tr1M7qn0qzdVA64CLJmGfvJb+r965hmas9gmaI+dzaB6p/TWao5ivAQd3VHeI5jzH9v3c15Ul5X2OBgbLn9+XgOkd7dun9L/jffzmMv0YcD9wQ0d1r6MJuNuBvwNmdrAvPkgTxncAVwF7d7SPXwZ8r/T1DuDijuoeSTP0chuwpst/e8D/ozmwuA04oau6433lMQwRERWpaXgnIqJ6Cf2IiIok9CMiKpLQj4ioSEI/IqIiCf2IiIok9CMiKvL/ATkDNoRnKI5JAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x9f038f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.tree import DecisionTreeClassifier\n",
"X = data.drop(\"Y\",axis=1)\n",
"y = data['Y']\n",
"pohon = DecisionTreeClassifier(class_weight='balanced',random_state=123)\n",
"pohon = pohon.fit(X, y)\n",
"importances=pohon.feature_importances_\n",
"\n",
"indices = np.argsort(importances)[::-1]\n",
"\n",
"plt.title(\"Feature importances\")\n",
"plt.bar(range(X.shape[1]), importances[indices],color='lightblue')\n",
"plt.xticks(range(X.shape[1]), indices)\n",
"plt.xlim([-1, X.shape[1]])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"We started with 14 features but retained only 7 of them!\n"
]
}
],
"source": [
"from sklearn.feature_selection import SelectFromModel\n",
"\n",
"clf = DecisionTreeClassifier()\n",
"trans = SelectFromModel(clf, threshold='median')\n",
"X_trans = trans.fit_transform(X, y)\n",
"print(\"We started with {0} features but retained only {1} of them!\".format(data.shape[1] - 1, X_trans.shape[1]))"
]
},
{
"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>Relationship</th>\n",
" <th>Fnlwgt</th>\n",
" <th>Age</th>\n",
" <th>Education-Num</th>\n",
" <th>Capital-Gain</th>\n",
" <th>Hours-per-Week</th>\n",
" <th>Occupation</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>77516</td>\n",
" <td>39</td>\n",
" <td>13</td>\n",
" <td>2174</td>\n",
" <td>40</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0</td>\n",
" <td>83311</td>\n",
" <td>50</td>\n",
" <td>13</td>\n",
" <td>0</td>\n",
" <td>13</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1</td>\n",
" <td>215646</td>\n",
" <td>38</td>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" <td>40</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0</td>\n",
" <td>234721</td>\n",
" <td>53</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>40</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>338409</td>\n",
" <td>28</td>\n",
" <td>13</td>\n",
" <td>0</td>\n",
" <td>40</td>\n",
" <td>9</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Relationship Fnlwgt Age Education-Num Capital-Gain Hours-per-Week \\\n",
"0 1 77516 39 13 2174 40 \n",
"1 0 83311 50 13 0 13 \n",
"2 1 215646 38 9 0 40 \n",
"3 0 234721 53 7 0 40 \n",
"4 5 338409 28 13 0 40 \n",
"\n",
" Occupation \n",
"0 0 \n",
"1 3 \n",
"2 5 \n",
"3 5 \n",
"4 9 "
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_new = data.iloc[:,[7,2,0,4,10,12,6]]\n",
"X_new.head()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"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>Relationship</th>\n",
" <th>Fnlwgt</th>\n",
" <th>Age</th>\n",
" <th>Education-Num</th>\n",
" <th>Capital-Gain</th>\n",
" <th>Hours-per-Week</th>\n",
" <th>Occupation</th>\n",
" <th>Y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Not-in-family</td>\n",
" <td>77516</td>\n",
" <td>39</td>\n",
" <td>13</td>\n",
" <td>2174</td>\n",
" <td>40</td>\n",
" <td>Adm-clerical</td>\n",
" <td>&lt;=50K</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Husband</td>\n",
" <td>83311</td>\n",
" <td>50</td>\n",
" <td>13</td>\n",
" <td>0</td>\n",
" <td>13</td>\n",
" <td>Exec-managerial</td>\n",
" <td>&lt;=50K</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Not-in-family</td>\n",
" <td>215646</td>\n",
" <td>38</td>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" <td>40</td>\n",
" <td>Handlers-cleaners</td>\n",
" <td>&lt;=50K</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Husband</td>\n",
" <td>234721</td>\n",
" <td>53</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>40</td>\n",
" <td>Handlers-cleaners</td>\n",
" <td>&lt;=50K</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Wife</td>\n",
" <td>338409</td>\n",
" <td>28</td>\n",
" <td>13</td>\n",
" <td>0</td>\n",
" <td>40</td>\n",
" <td>Prof-specialty</td>\n",
" <td>&lt;=50K</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Relationship Fnlwgt Age Education-Num Capital-Gain Hours-per-Week \\\n",
"0 Not-in-family 77516 39 13 2174 40 \n",
"1 Husband 83311 50 13 0 13 \n",
"2 Not-in-family 215646 38 9 0 40 \n",
"3 Husband 234721 53 7 0 40 \n",
"4 Wife 338409 28 13 0 40 \n",
"\n",
" Occupation Y \n",
"0 Adm-clerical <=50K \n",
"1 Exec-managerial <=50K \n",
"2 Handlers-cleaners <=50K \n",
"3 Handlers-cleaners <=50K \n",
"4 Prof-specialty <=50K "
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"datafix = data.iloc[:,[7,2,0,4,10,12,6,14]]\n",
"datafix.head()\n",
"datafix1 = datacopy.iloc[:,[7,2,0,4,10,12,6,14]]\n",
"datafix1.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Eksplorasi Data"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xa355450>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f,ax=plt.subplots(1,2,figsize=(18,8))\n",
"datafix1['Y'].value_counts().plot.pie(explode=[0,0.1],autopct='%1.1f%%',ax=ax[0],shadow=True)\n",
"ax[0].set_title('Y')\n",
"ax[0].set_ylabel('')\n",
"sns.countplot('Y',data=data,ax=ax[1])\n",
"ax[1].set_title('Y')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xa5c1f10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x9eda390>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x9ee2e90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.countplot(y=datafix1[\"Relationship\"], hue=datafix1[\"Y\"])\n",
"plt.show()\n",
"sns.countplot(y=datafix1[\"Education-Num\"], hue=datafix1[\"Y\"])\n",
"plt.show()\n",
"sns.countplot(y=datafix1[\"Occupation\"], hue=datafix1[\"Y\"])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xa5dff30>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x9626690>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xad5bf50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(datafix1[\"Age\"])\n",
"plt.show()\n",
"sns.distplot(datafix1[\"Fnlwgt\"])\n",
"plt.show()\n",
"sns.distplot(datafix1[\"Age\"])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x95f14f0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xae57af0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(datafix1[\"Capital-Gain\"])\n",
"plt.show()\n",
"sns.distplot(datafix1[\"Hours-per-Week\"])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 182,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA1oAAAHWCAYAAABuT/gUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAIABJREFUeJzs3Xl8VNX9//H3ZyYJSSDskLAHEVGRVUREWQRlEwWtGy6tK+5aW61U6l63brbfarWorfVn0VariMgquxUULJugKLJIIAtrCGQhmTm/P2YIWVl0krkMr+fjMQ/m3vu5Z85JLpN85nPuiTnnBAAAAACIHF+0OwAAAAAAsYZECwAAAAAijEQLAAAAACKMRAsAAAAAIoxECwAAAAAijEQLAAAAACKMRAsAAADAccvM/mZmOWb2RTXHzcz+z8zWmdlKM+t5JO2SaAEAAAA4nr0madghjg+X1DH8GCvpxSNplEQLAAAAwHHLObdA0s5DhIyS9LoLWSypoZm1OFy7JFoAAAAAUL1WkjaX2c4I7zukuBrrDo6Ei3YHAAAAcFywaHfgSNhtfSL/+/FLn96i0JS/AyY45yYcRQtVfe0O208SrSiz2/pEuwvwEPfiYknSROsU5Z7AS65yayVJU+pzXeCgkXtC18WnHU6Ock/gJWd++5UkaW4LrgscdG7mV9HuQlSFk6qjSawqypDUpsx2a0lbD3cSUwcBAAAAeIL5LOKPCJgs6cfh1Qf7SMp1zmUe7iQqWgAAAACOW2b2pqSBkpqaWYakRyTFS5Jz7iVJUyWNkLROUr6k64+kXRItAAAAAJ4QoQrUUXHOjTnMcSfpjqNtl6mDAAAAABBhVLQAAAAAeEI0Klo1hUQLAAAAgCfEUqLF1EEAAAAAiDAqWgAAAAA8wYyKFgAAAACgGlS0AAAAAHhCLN2jRaIFAAAAwBNiKdFi6iAAAAAARBgVLQAAAACeQEULAAAAAFAtKloAAAAAPCGWKlokWgAAAAA8IZYSLaYOAgAAAECEUdECAAAA4AlUtAAAAAAA1aKiBQAAAMATqGgBAAAAAKpFRQsAAACAJ5jFTkWLRAsAAACAJzB1EAAAAABQLSpaAAAAADyBihYAAAAAoFpUtAAAAAB4QixVtEi0AAAAAHhCLCVaTB0EAAAAgAijogUAAADAE6hoAQAAAACqRUULAAAAgCfEUkWLRAsAAACAJ8RSosXUQQAAAACIMCpaAAAAADyBihYAAAAAoFpUtAAAAAB4ghkVLSAiXr12vLJ/M1WrHvpntLuCWnD6n8brwm9maviKyWrU49QqYxr17KwRKyfrwm9m6vQ/jS/df/Zbz2n4skkavmySLtowW8OXTZIkpV91Yen+4csmaUzgSzXsdnKtjAeR0fk343Xu8pnq/8lk1e9W9XXRoHtn9V80Wecun6nOvxlf6fgJd92gkXvWKr5xI0lS6ojB6v/JZPX7eJLOmfcfNepzeo2OAd9Pg/7nqOusaeo2Z4Za3HJzpeOWEK8T/+8P6jZnhjr/519KaNWq9FjLW8eq25wZ6jprmhr0O+eI22z3yK/Ua+XnpdvNx1yhLlMn67QP3tOp//qnkk7sEOFRIpI6PjFeZ34yQ2fMfl/1ulT9flGva2edMWeyzvxkhjo+cfD9otnIoeo97wMN3LJGKd1OK91v8fE6+bmndMacyTrjo0lqeFbvGh8Hqmc+i/gjWmI+0TKzgJktL/NIP0z8RjNr+gNfc7SZVf2/H+W8tuhDDfvzvdHuBmpBy+H9ldIxXR90HKLPxj6kM158tMq43i8+qs/GPqwPOg5RSsd0tRjWX5L03yvv1bQeozWtx2ht/s9MbX53liRp48QPSvd/cu0vtG/jFu1e8VVtDQs/UPMh/VW3Q7rmdh+ilfc8pC7PPVplXJfnHtXKex7W3O5DVLdDupqd37/0WGKrNDUd1Ff5320p3bd9/iIt6HuRFp4zWivueFDdnv91TQ8FR8vnU/qjD2vtDTdr5dCRanLhBZWSnGaXXaqS3D1aMWioMv/+D7V94OeSpKQTO6jxyBFaOWyk1l5/k9Ife1jy+Q7bZt0upykuJaXca+z4YIpWjbhIX1x4sbZOeEVtx4+r+bHje2k8qL+STminT/sO1dr7H1anZx6pMq7TM49o7f0P69O+Q5V0Qjs1HtRPkrRv7TdadePd2r14abn4lldfJklaMugiLb/iBp346ANSDFVVED0xn2hJKnDOdS/z2FgLrzlaEonWEVi4brl27tsT7W6gFrQaNVgbXg9VoXZ8ukIJDesrMa1ZuZjEtGaKq19P2xcvlyRteH2SWo8eXKmttpcP16Y3p1Tanz7mAm2sYj+8K3XEYGW8Gboudi9ZofgG9VUntfx1USe1meJS6mn3Z6HrIuPNSUq74OB10fnpX+rLh34rOVe6L7Avv/S5v26SXJlj8IZ63bqqcNN3KtqcIVdcrJ1TpqrReeX/vzc6b7C2vxu6PnZOm6H6Z51Vun/nlKly+4tVlLFFhZu+U71uXQ/dps+ntuPu13fP/q7cawT27it97k9OLncdwVuaDhusrLfflyTt+d8KxdWvr4Tm5d8vEpo3kz+lnvZ8Hnq/yHr7fTUddp4kKf+b9Sr4dkOldpNP6qBdHy+SJBXv2KmS3D3lKl6oXVS0jnFmdp2ZvWtm083sGzP7TRUxvzCzu8PPnzOzOeHng83sjfDzG83sazObZ2Yvm9nzZtZX0kWSfhuuoDEHAZCU3CpV+ZuzSrfzM7KU3Cq1UkxBxqFjmvXrpcLsHcpbt6nSa7S9YoQ2vflhhHuOmpTYsvz3vHBLlhJbplaO2VJ1TOrwQSrMzFHeF2srtZ028jwNXDpNvd/+q1bc8WANjQDfV0JqqvZnZpZu78/KUnxq+e99QlrzgzGBgAJ5eYpr1FDxqakqqnBuQmrqIdtM/fHV2vXRHBVv21apL6nXXKVuc2aqzQP3aePjT0ZymIigOmmpKtp68PtblJmlOi3KXzN1WqSqaGtW+Zi08jEV7V2zVk2HDpb5/Ups00r1unZWYqsWke08jkvHQ6KVVGba4Htl9neXdIWkLpKuMLM2Fc5bIKlf+HkvSfXMLF7SOZIWmllLSQ9J6iPpfEknS5Jz7hNJkyXdH66gfVu2UTMba2ZLzWzphAkTIjtSwMuqmIZRqcpQ1VSNCjHpY0ZWWc1q0rurAvkFyl39zQ/qJmrZEXzPq4vxJSXqxPtv1don/1Rl01lTPtK8XsO1dMwd6jT+ngh0FhFV5YfMFatJVX3vq7skXLVtxjdvribDhynr9Teq7Er2GxO1YtAQbX7292p1x22H7jeiptrv++EcJibrzf+oKDNLp09/Ryc+/qD2LF0mV1LyPXuJHyqWKlrHw6qDBc657lXsn+2cy5UkM1sjqZ2kzWWOfy7pdDNLkVQk6X8KJVz9JN0tqbek+c65neE23pZ00uE645ybIOlAhuVuue1v32tQwLGg4+1X6cSbL5ck7ViySslt0kqPJbdOU8HWnHLx+RlZSmpdPia/TIz5/Wp9yfmafvollV6r3ZUXaCPVrGNCu5uvUtufhK6L3P+tUlLrNO0KH0tslabCzPLXReGWLCW1OnhdHIip276tktu1Vv//vl+6v//Cd/XxuZepKGd7afzOT5aqbvu2im/cSMU7dwnesD8rWwktDlYNEtLSVJydU2XM/qxsye+XPyVFJbt3a39WtupUPDcndG5VbdY99RTVaddW3efMlCT5kpLUbc4MrRg0tNzr7ZjyodKfqPq+H0RHq+uuUovwPVR5K1apTsuD3986LdK0P6v8NVOUma06LdPKxRRVuK4qcoGA1j3yTOl2z8lvKn9D5VkTwNE6Hipa1Skq8zygCkmnc65Y0kZJ10v6RNJCSedK6iDpS1XzuRmAg775y8TShSoyJn2k9j8eLUlqcmY3FefmqTCr/BSewqxtKsnbpyZndpMktf/xaG15f3bp8bTz+mrPV+tVsCW7/AuZqe1lw7TpLRKtY8Gmlydq4TmjtfCc0cr68CO1HhO6Lhqe0U0le/JUlF3+uijK3qaSvfvU8IzQddF6zGhlT52tvDVfa1aHvprTZbDmdBmswi1ZWtDvEhXlbFfyCW1Lz6/f7VT5EuJJsjxm78pVSkxvpzqtW8ni49V45Ajtmj2nXMzu2XPU9JLQ9dF4+FDtWbRYkrRr9hw1HjlClhCvOq1bKTG9nfauWFltm7vnzdeyPv20fMBgLR8wWMGCgtIkq056u9LXa3juQBVu5BdsL9ny2kQtPf9iLT3/Ym2fNltpl42SJNXv2U0leXnan1P+/WJ/zjYF9u5T/Z6h94u0y0Zp+/TZldoty5eUKF9SkiSpUf++coES5X/97SHPQc0Jr2sT0Ue0HA8VrR9igaT7JN0gaZWkP0j63DnnzOwzSc+ZWSNJeZJ+FI5ReDulivZQwcQbHtfAk3qqab2G2vzUZD0y5WX97ZMPot0t1ICtU+er5YgBunDdLAXyC7T4+oP3zAxfNknTeoR+mVpy26Pq89rT8iclKnPaAm2dtqA0rt2VVd+D1bz/GcrPyNK+DRk1PxBEVM6M+Wo+ZIDOXRG6LlbcfvC66PfxJC08J3RdrLr3UXV7MXRdbJu1QDkzF1TXpCSpxUVD1XrMKAWLSxQsLNTn17G6qecEAtr42BPq9NqrMp9P2975jwq+WadWP71L+1Z9od2z5yrn3++ow+9/o25zZqhkd67W3fMzSVLBN+u0c+o0dZ3+oVwgoI2PPi4Fg5JUZZuHknbt1arf9yy5khIF9uzR+vtZddCrdsyer8aD+6vPopkKFBTqq3sPvl/0mvWelp5/sSTp63GP6eQ/PiV/YqJ2zFmonXNC7xdNh5+njr/+lRKaNFbX//eS9q7+SivG3KSEJk3U7c1X5FxQRZnZWnPXA1EZH0L8MbTio8X6Skxmttc5V6/Cvusk9XLO3RneniLpd865eWa2MXxsu5kNljRdUkPn3D4z+1rSS865P4TPG6tQIrZVoSrXTufceDM7W9LLClXNLq14n1YZzm7rE+kh4xjmXgx9WjvROkW5J/CSq1xooYcp9bkucNDIPaHr4tMO/N04HHTmt6E/bzG3BdcFDjo38yvpGJmN1e7lSyKenGy6+d2ojD3mK1oVk6zwvtckvVZme2SZ5+llns+WFF9mu+I9WBOdcxPMLE7Se5JmhuP+K5Z3BwAAAI6KP4qLV0Ta8XyPViQ8ambLJX0haYOkSVHuDwAAAAAPiPmKVk1yzt0X7T4AAAAAsSKW7tEi0QIAAADgCf4Ymm8XQ0MBAAAAAG+gogUAAADAE2Jp6iAVLQAAAACIMCpaAAAAADwhlipaJFoAAAAAPIG/owUAAAAAqBYVLQAAAACe4I+dghYVLQAAAACINCpaAAAAADyBe7QAAAAAANWiogUAAADAE1jeHQAAAAAijKmDAAAAAIBqUdECAAAA4Aks7w4AAAAAqBYVLQAAAACeEEv3aJFoAQAAAPCEWFp1kKmDAAAAABBhVLQAAAAAeAIVLQAAAABAtahoAQAAAPAEfwyVgUi0AAAAAHgCUwcBAAAAANWiogUAAADAE2Lp72hR0QIAAACACCPRAgAAAOAJfrOIP46EmQ0zs7Vmts7MxlVxvK2ZzTWzZWa20sxGHK5NEi0AAAAAxy0z80t6QdJwSadKGmNmp1YI+5Wkfzvneki6UtJfDtcu92gBAAAA8IQoLe/eW9I659x6STKztySNkrSmTIyTVD/8vIGkrYdrlEQLAAAAgCdEaXn3VpI2l9nOkHRmhZhHJc00s7sk1ZV03uEaZeogAAAAgJhlZmPNbGmZx9iKIVWc5ipsj5H0mnOutaQRkv6fmR0yl6KiBQAAAMATamJ5d+fcBEkTDhGSIalNme3Wqjw18EZJw8LtLTKzRElNJeVU1ygVLQAAAADHsyWSOppZezNLUGixi8kVYr6TNFiSzOwUSYmSth2qUSpaAAAAADwhGvdoOedKzOxOSTMk+SX9zTm32swel7TUOTdZ0s8lvWxm9yo0rfA651zF6YXlkGgBAAAA8IQorToo59xUSVMr7Hu4zPM1ks4+mjbtMIkYahZffAAAANSGqCznd7Rumn1jxH8/fmXwq1EZOxUtAAAAAJ4QpeXdawSJVpRNtE7R7gI85Cq3VpJkt/WJck/gJe7FxZKktT1PiXJP4CWd/velJCljRK8o9wRe0nrqUknSd+f3iHJP4CVtZy2LdheOSyRaAAAAADzBHzsFLRItAAAAAN7gi6Gpg/wdLQAAAACIMCpaAAAAADwhlqYOUtECAAAAgAijogUAAADAE3xUtAAAAAAA1aGiBQAAAMATYukeLRItAAAAAJ7gi6G5g0wdBAAAAIAIo6IFAAAAwBNiaeogFS0AAAAAiDAqWgAAAAA8IYZu0SLRAgAAAOANTB0EAAAAAFSLihYAAAAAT/BZ7JS0qGgBAAAAQIRR0QIAAADgCbF0jxaJFgAAAABPiKVVB5k6CAAAAAARRkULAAAAgCf4WQwDAAAAAFAdKloAAAAAPIF7tAAAAAAA1aKiBQAAAMATWN4dAAAAACLMF0Pz7WJoKAAAAADgDVS0AAAAAHgCy7sDAAAAAKpFRQsAAACAJ8TS8u4kWgAAAAA8IZZWHWTqIAAAAABEGBUtAAAAAJ4QS1MHqWgBAAAAQIRR0QIAAADgCbG0vDuJFgAAAABPYOogAAAAAKBaVLRQI07/03i1HDFAJfmFWnzdOO1atqZSTKOenXXWa0/Ln5SorVPn6/N7npQknf3Wc6rfqb0kKb5hiop352laj9FKv+pCnXL/jaXnN+zaSdN6XqzdK76qnUGh1rx67XiN7HK2cvJ2qcsTV0e7O6hByX3PUep9D0p+n3Lfe0c7X3ul3HGLj1faE88q8ZRTFdi9W1vH/UwlmVuV2LmLUn/1WDjItOOvL2jv3I8U3y5dLZ/5Q+n58a3aaMdLf9auia/X5rDwA9U5/Sw1vOU+mc+nfTMmKe/tf5QPiItX4/seU8KJpyiYl6sdT/9SgZxMJQ0cppQfXVsaFt++o3LuvkbF679W0oChqn/F9XLOKbhjm3b+7iEF9+TW8sjwQyT26qtGt98v+XzaN22S9vzr7+UD4uPV5BdPKKHjKQruydX2Jx9QIDszdKh9RzX+6a9kyXUlF1TWHddIxfuVPGCI6l91o+Tzq/DThdr9yp+iMDKUFUvLu5NoHYKZXSzpXUmnOOf4bf4ItRzeXykd0/VBxyFqcmY3nfHio5rZ5/JKcb1ffFSfjX1Y2xcv18CpL6vFsP7KnL5A/73y3tKYHr97QMW5eyVJGyd+oI0TP5AkNTjtJA14/y8kWTHqtUUf6vl57+j16x6OdldQk3w+pT7wkDJuv1HF2dlq98a/tXf+XO3f8G1pSIPRlyq4J1cbRg1TypARanbPfcoc9zMVffuNNl1zmRQIyN+0mdLfek97F8xV8aaN2jTmktL2O0yfp7y5H0VpgPhefD41uv0BbRt/hwLbs9X8j6+rYPEClWzeUBpSd+goBffmKeumi5XUf4ga3HCXdj7zoArmTVfBvOmSpLj0Dmr60O9VvP5ryedXw1t+ruxbL1NwT64a3HC36l14hfb8c0K0Romj5fOp0V3jlPPAbQpsz1ba8/9U/qL5KvlufWlIvWGjFdybp8zrRil54FA1vOke7XhynOTzq8m4X2vHsw+peP3X8qU0kAIl8qU0UMOxP1XW7VcrmLtLje9/XHV69FbRss+iOFDEEqYOHtoYSR9LujLaHTmWtBo1WBtenyRJ2vHpCiU0rK/EtGblYhLTmimufj1tX7xckrTh9UlqPXpwpbbaXj5cm96cUml/+pgLtLGK/YgNC9ct1859e6LdDdSwxNO6qjjjOxVvyZBKipU3Y6rqDRxULqbewEHKnfK+JClv9gwln9FHkuQKC6VAQJLkS0iQnKvUfnLvPirO2KySzK01PBJEUsJJnVWydbMCWVukkhIVLJippLMGlItJ6jNA+R+FfgYUfDxbdbr1rtRO8oChyp8/M7RhksxkiUmhzeS6CuzYVqPjQGQldDqt3HWRP2+GkvsOLBeT1Heg9s0MfSCbv+AjJfYIXReJvc5S8fpvQkm3pGBerhQMKq5FK5VkfKdg7i5JUuGyT5V8TuXfRVC7fGYRf0RtLFF7ZY8zs3qSzpZ0o8KJlpn5zOwvZrbazKaY2VQzuzR87HQzm29mn5vZDDNrEcXuR1Vyq1Tlb84q3c7PyFJyq9RKMQUZh45p1q+XCrN3KG/dpkqv0faKEdr05ocR7jmA2hTXrLmKsw6+D5TkZCuueWqFmFSVZIWm/igQUHBvnvwNG0oKJWrpb3+g9H+/r+ynHitNvA6oP3SE9szgfeJY42/SXIHt2aXbge058jdpXjlmWzgmGJDL3ytf/QblYpL7D1H+/BnhRgLa/fwzSv3LW2rxxnTFt22vfTPfr9FxILL8Tct8zyWVbM+Wv2n5D3FD10X4PSUYUHDfXvnqN1R8q7aSnJo9/YLS/jJRKZf/RJJUvHWz4tqky5/aQvL5ldz3XMU1K/8eBPwQJFrVGy1punPua0k7zaynpEskpUvqIukmSWdJkpnFS/qzpEudc6dL+pukJ6tq1MzGmtlSM1s6YUKMTlmo4pMDV/HT5qo+XagQkz5mZJXVrCa9uyqQX6Dc1d/8oG4CiLIjeB+o+v0k9G/hFyu18bILtenay9X4+ptlCQkHg+LiVbf/IOXNmhHBDqNWVPXhc6XroqqYg08TOnWWKypUyabwNFS/X3Uv+JGy77xamdcMU/GGdUq5/PpI9Ri14TDf81BMNe8pfr/qdO6hHU+PV/a9Nyj57EGq06O33N487fq/p9R0/LNKfe5vKsneKlfhAxvUPr9F/hEt3KNVvTGS/hh+/lZ4O17S2865oKQsM5sbPt5J0mmSZlnoP7lfUmZVjTrnJkg6kGG5ibf8vmZ6X8s63n6VTrw5dB/WjiWrlNwmrfRYcus0FWzNKRefn5GlpNblY/LLxJjfr9aXnK/pp19S6bXaXXmBNlLNAo55JTnZik87+D4Q1zxVJdtyKsRkKS6thUpysiW/X756KQrm7i4Xs3/DermCAiV06KiiL1dLkuqd3U9FX61RYOeOmh8IIiqwPUf+pgerCv6mzRXYua1yTLNUBXbkSD6/LLleaDpYWFL/ocqfdzDJjj+hU+i8rC2SpPyFs5Ry2XU1OApEWmBb6Ht+QFzT1ErTPwPbs+VvlqbA9tB14asbui4C23NUuOpzBfeE3jsKPvtYCSeerKJln6lg8QIVLF4gSao74pJKlXHUvmhO9Ys0KlpVMLMmkgZJesXMNkq6X9IVqvrzFIX3r3bOdQ8/ujjnhtROb73hm79M1LQeozWtx2hlTPpI7X88WpLU5MxuKs7NU2FW+TfDwqxtKsnbpyZndpMktf/xaG15f3bp8bTz+mrPV+tVsCW73HkyU9vLhmnTWyRawLGucPUqxbdpp/iWraS4eKUMHaG98+eWi9k7f64ajBwlSUoZPFT5SxZLUugcv1+SFNeipRLS26skc0vpeSnDLmDa4DFq/9drFNeyjfypLaW4OCX1H1L6i/ABBZ8uUPJ5IyVJSecMVtHKJQcPmimp32DlL5hZuiuwI0fxbU+Qr3542mmPM8strgHv2792teJbtZU/LXRdJA8cqoJF88rFFCyar7pDLpQkJfc/T4XLQ9dFwdJPlNC+o6xOouTzK7Hr6SreFFpEw9ewkSTJ6qUo5aLLtXfae7U3KMQ8KlpVu1TS6865Ww7sMLP5krZL+pGZ/UNSM0kDJU2UtFZSMzM7yzm3KDyV8CTn3Ora73r0bZ06Xy1HDNCF62YpkF+gxdc/WHps+LJJmtYjlIQtue1R9Qkv7545bYG2Tjv4g7TdlVXfg9W8/xnKz8jSvg0ZNT8QRM3EGx7XwJN6qmm9htr81GQ9MuVl/e2TD6LdLURaIKCcZ3+t1i+8Ivl8yp38rvavX6cmt96lwjVfaN+Cucqd9I5aPPGs2r8/XYHcXGX+8ueSpKQep6vVdTfLlRRLQafspx9XYHfo02pLTFTdM/sq+8lHojk6fF/BgHa/+Fs1/fWfZT6/9s2crJLv1qv+Nbdo/zdfqvDTBdo34301vu9xpb3ynoJ5e7Tj2YM/Z+qc1lOB7Tml1StJCu7crj0TX1az37wsFyhRICdTu/7wWDRGh+8rGNDO559V86f/Elrefcb7Kt60Xg1+cpv2f71GBYvma++0SWo67tdq8dr7Cubt0fYnx0mS3N487fnPG0p9/g3JORV+9rEKP/tYktTo9l8o4YSTJEm5b0xQyZbvojZEhMRSRcsq3TsDmdk8Sc8456aX2Xe3pFMUql71l/S1pDqS/uCcm2Vm3SX9n6QGCiWwf3TOvXyYl3ITrVMNjADHqqvcWkmS3dYnyj2Bl7gXQ1WctT1PiXJP4CWd/velJCljRK8o9wRe0nrqUknSd+f3iHJP4CVtZy2Tqp+Z5Sn//uauiCcnl3f8c1TGTkWrCs65gVXs+z8ptBqhc25veHrhZ5JWhY8vVygBAwAAAPA9xFJFi0Tr6E0xs4aSEiQ94ZzLOtwJAAAAAA7PZ7GzhASJ1lGqqtoFAAAAAGWRaAEAAADwhFiaOhg7tTkAAAAA8AgqWgAAAAA8IZYqWiRaAAAAADwhlhItpg4CAAAAQIRR0QIAAADgCb4YqgPFzkgAAAAAwCOoaAEAAADwBO7RAgAAAABUi4oWAAAAAE+IpYoWiRYAAAAAT/BZ7Ey4i52RAAAAAIBHUNECAAAA4AmxNHWQihYAAAAARBgVLQAAAACeEEsVLRItAAAAAJ4QS4kWUwcBAAAAIMKoaAEAAADwBJZ3BwAAAABUi4oWAAAAAE/wiXu0AAAAACCifGYRfxwJMxtmZmvNbJ2Zjasm5nIzW2Nmq81s4uHapKIFAAAA4LhlZn5JL0g6X1KGpCVmNtk5t6ZMTEdJv5R0tnNul5k1P1y7JFoAAAAAPCFKi2H0lrTOObdekszsLUmjJK0pE3OzpBecc7skyTmXc7hGmToIAAAAIGaZ2VgzW1rmMbZCSCtJm8tsZ4T3lXWSpJPM7L9mttjMhh3udaloAQAAAPCEmviDxc65CZImHCKkqhd5C07jAAAgAElEQVR1FbbjJHWUNFBSa0kLzew059zu6hol0QIAAADgCTWRaB2BDEltymy3lrS1ipjFzrliSRvMbK1CideS6hpl6iAAAACA49kSSR3NrL2ZJUi6UtLkCjGTJJ0rSWbWVKGphOsP1SgVLQAAAACeEI3FMJxzJWZ2p6QZkvyS/uacW21mj0ta6pybHD42xMzWSApIut85t+NQ7ZJoAQAAADiuOeemSppaYd/DZZ47ST8LP44IiRYAAAAAT4jSPVo1gnu0AAAAACDCqGgBAAAA8ARflSutH5tItAAAAAB4AlMHAQAAAADVoqIFAAAAwBOisbx7TbHQSoWIEr74AAAAqA3HxJy8r3b9NuK/H5/c6P6ojJ2KFgAAAABPiKV7tEi0omxK/U7R7gI8ZOSetZKktT1PiXJP4CWd/velJMlu6xPlnsBL3IuLJUm7bxoY3Y7AUxq+Mk+SlP/zIdHtCDwl+fczo92FI2YxNHUwdkYCAAAAAB5BRQsAAACAJ/hiqA4UOyMBAAAAAI+gogUAAADAE2LpHi0SLQAAAACeEEt/Ryt2RgIAAAAAHkFFCwAAAIAnWAzVgWJnJAAAAADgEVS0AAAAAHgC92gBAAAAAKpFRQsAAACAJ8TSPVokWgAAAAA8gamDAAAAAIBqUdECAAAA4AlGRQsAAAAAUB0qWgAAAAA8wRdDdSASLQAAAACewNRBAAAAAEC1qGgBAAAA8ASWdwcAAAAAVIuKFgAAAABPMPmj3YWIIdECAAAA4AlMHQQAAAAAVIuKFgAAAABPsBiqA8XOSAAAAADAI6hoAQAAAPAE7tECAAAAAFSLihYAAAAAT7AYqmiRaAEAAADwBF8MTbiLnZEAAAAAgEdQ0QIAAADgCbE0dTB2RgIAAAAAHkFFCwAAAIAnxNLy7iRaAAAAADzBYmjCXeyMBAAAAAA8gooWAAAAAE+IpamDsTMSAAAAAPAIKlqoMZ1/M17NhwxQIL9Qy28bpz0r1lSKadC9s7q9+LT8SYnKmTlfq3/xZLnjJ9x1g0598gHNSO+j4p27lDpisDr96h65YFCuJKDV457SrsWf19aQ8AMk9z1Hqfc9KPl9yn3vHe187ZVyxy0+XmlPPKvEU05VYPdubR33M5VkblVi5y5K/dVj4SDTjr++oL1zP1J8u3S1fOYPpefHt2qjHS/9Wbsmvl6bw0ItevXa8RrZ5Wzl5O1SlyeujnZ3UEviOvdW0pg7JZ9f+xd+qKJpE8sd93fsqqQr75S/dQflT3hcxZ/PD+1vc6KSrrlXlpgsuaAKP3xDxUvmRmMIqAG+Tr2UMPo2yedTyafTVTLnX+WPn9BFCaNulbU4QfvfeEqBlQtLjyX9dppc5kZJUnB3jvb/7ZFa7DkOJ5bu0TrqRMvMApJWldn1lnPumQoxAyXd55wb+cO6V6nN/c65T8Lbt0rKd8794N+qzOw1SedLOsE5V2RmTSUtdc6l/9C2j1fNh/RX3Q7pmtt9iBqe0U1dnntU/x10eaW4Ls89qpX3PKzdny1X7/+8rGbn99e2WQskSYmt0tR0UF/lf7elNH77/EXKnjpbkpTSuZNO/8cfNa/X8NoZFL4/n0+pDzykjNtvVHF2ttq98W/tnT9X+zd8WxrSYPSlCu7J1YZRw5QyZISa3XOfMsf9TEXffqNN11wmBQLyN22m9Lfe094Fc1W8aaM2jbmktP0O0+cpb+5HURogasNriz7U8/Pe0evXPRztrqC2mE9JV9+jfX+4T8Fd25Tyq5dUvPy/CmZuKg1xO3OU//dnlDjkinKnuv2Fyn/1KQVztsgaNFHKQxNU8sUSuYK9tT0KRJr5lHDJnSr66zi53O1K/OmfFVi9SC77u9IQtytHRW/9TvEDL618fvF+Ff7htlrsMI7G8T51sMA5173M45nDnxIRAyX1PbDhnHspEklWGQFJN0SwveNa6ojBynhzkiRp95IVim9QX3VSm5WLqZPaTHEp9bT7s+WSpIw3JyntgsGlxzs//Ut9+dBvJedK9wX25Zc+99dNkitzDN6VeFpXFWd8p+ItGVJJsfJmTFW9gYPKxdQbOEi5U96XJOXNnqHkM/pIklxhoRQISJJ8CQnlrocDknv3UXHGZpVkbq3hkSCaFq5brp379kS7G6hF/vYnK5izRcHtmVKgRPs/m6P47meXiwnuyFIwY32l94ZgdoaCOaEP6lzuDrm8XbKUBrXWd9QcX9tOcju2yu3MkgIlKlk2X/7OfcvFuF3ZcpkbqvyZAdSWiKWMZjbMzL4ys48lXVJm/6Nmdl+Z7S/MLD38/MdmttLMVpjZ/wvvu9DMPjWzZWb2kZmlhuNvlXSvmS03s35l2zWz7ma2ONzWe2bWKLx/npk9a2afmdnXZtbvEEP4Y7j9clU+MxtoZlPKbD9vZteFn280s6fMbJGZLTWznmY2w8y+DVfcjluJLVNVkJFVul24JUuJLVMrx2ypOiZ1+CAVZuYo74u1ldpOG3meBi6dpt5v/1Ur7niwhkaASIpr1lzFWQe/1yU52YprnlohJlUlWZmhjUBAwb158jdsKCmUqKW//YHS//2+sp96rDTxOqD+0BHaM+PDmh0EgFrna9RMwV3bSreDu7bJ16jZIc6omr/9yVJcvILb+DAmFliDpnK7D14XLnebrEGTI28gLkF1fvq86tz9J/lP63v4eNQqM1/EH9HyfV45KZzsHHhcYWaJkl6WdKGkfpLSDteImXWWNF7SIOdcN0n3hA99LKmPc66HpLck/cI5t1HSS5KeC1fRFlZo7nVJDzjnuio0rbHsZNs451xvST+tsL+i78Kvfe3h+l7BZufcWZIWSnpN0qWS+kh6vKpgMxsbTsqWTpgw4Shf6hhiVnlfxU+VqonxJSXqxPtv1don/1Rl01lTPtK8XsO1dMwd6jT+nipj4DHf83o4EFL4xUptvOxCbbr2cjW+/mZZQsLBoLh41e0/SHmzZkSwwwA86ygrFNagsZJvfFD5f3+W6kZMO/LvbeGvr1bRH+/U/jeeVvyoW2VNWtRgv3A8+z6LYRQ457qX3WFm3SVtcM59E95+Q9LYw7QzSNI7zrntkuSc2xne31rSv8yshaQESRsO1YiZNZDU0Dk3P7zrH5LeLhPybvjfzyWlH6ZPT0maLOloPhqfHP53laR6zrk8SXlmVmhmDZ1zu8sGO+cmSDqQYbkp9/3+KF7K29rdfJXa/iR0H1bu/1YpqXWadoWPJbZKU2FmTrn4wi1ZSmp1MCc/EFO3fVslt2ut/v99v3R//4Xv6uNzL1NRzvbS+J2fLFXd9m0V37iRinfuEryrJCdb8WkHv9dxzVNVsi2nQkyW4tJaqCQnW/L75auXomBuuf8+2r9hvVxBgRI6dFTRl6slSfXO7qeir9YosHNHzQ8EQK2qWMHyNWqm4O7thzijgsRk1b37GRW+96oC6ysvyIRjk8vdLmt48LqwBs3kcnce4owK5+8JxbqdWQp+u1K+VicqsCMz4v3E92M18XlIFZ/31oZI1tKq+7KUVHidxPC/Vs05f5b0vHOui6RbysR/X0XhfwMKJ5Zm9vdwNW5q2UDn3DpJyyWVXbWhuv5XbD9Y5vmB7eNqVcdNL0/UwnNGa+E5o5X14UdqPWa0JKnhGd1UsidPRdnbysUXZW9Tyd59anhGN0lS6zGjlT11tvLWfK1ZHfpqTpfBmtNlsAq3ZGlBv0tUlLNdySe0LT2/frdT5UuIJ8k6BhSuXqX4Nu0U37KVFBevlKEjtHd++dW/9s6fqwYjR0mSUgYPVf6SxZIUOsfvlyTFtWiphPT2Ksk8uEBKyrALmDYIxKjAxrXypbaWr2ma5I9TQu9BKl7xyZGd7I9T3TueUPGimaUrESI2BDevlTVtJWscui7iegxQYPWiIzs5qZ7kjw89r1tfvvTOCmZvOvQ5wPcUqUTgK0ntzayDc+5bSWPKHNsoaaQkmVlPSe3D+2dLes/MnnPO7TCzxuGqVgNJB36L+kmZdvIk1a/4ws65XDPbZWb9wlMKr5V0yHdU59z1hzj8pMpXtDZJOtXM6iiUZA1WaIohDiFnxnw1HzJA566YpUB+gVbcfvBeqn4fT9LCc0JJ2Kp7Hy1d3n3brAXKmbngkO22uGioWo8ZpWBxiYKFhfr8untrdByIkEBAOc/+Wq1feEXy+ZQ7+V3tX79OTW69S4VrvtC+BXOVO+kdtXjiWbV/f7oCubnK/OXPJUlJPU5Xq+tulisploJO2U8/rsDuUKXLEhNV98y+yn6SpXmPBxNveFwDT+qppvUaavNTk/XIlJf1t08+iHa3UJOCARVM/JPq/vS3ks+n/f+dpuDWjUocdb1KNq5VyYpP5E/vpLq3/1pWt57iup2lxIuuU94j1yv+jHMV17GbfHUbKKHvMElS/t+fUWDzuigPCj9YMKj97z6vOmOfksynks9myGVvUvzQHyuY8bUCqxfL1+YkJVz3iCwpRf5T+8gNvVaFvx0rX2pbJVx6j+SCkvlUPOdf5VYrhAe4YOTbjFJFy4521bYqlnef7pwbZ2bDFFpQYrtCichpzrmRZpYk6X1JzSUtkXSOpOHOuY1m9hNJ9ytUbVrmnLvOzEZJek6hZGuxpDOccwPN7CRJ7yhUKbpLoYRnr3Pud+Gpiy9JSpa0XtL1zrldZjZPoWXmlx5qyfbw8u5TnHPvhLffldTzQKyZ/UbSKEnfSNovabJz7jUz2yipl3Nue3iBjF7OuTvD55QeO8SX002p3+lwX3IcR0buCS3+sbbnKVHuCbyk0/++lCTZbX2i3BN4iXsxVPXdfdPA6HYEntLwlXmSpPyfD4luR+Apyb+fKUUt3ThKgVmRnzzoPz8qYz/qipZzzl/N/umSTq5if4GkKv+3O+f+odA9VWX3va9QYlYx9mtJXcvsWljm2HKFFqCoeM7AMs+3q5p7tJxz11XYvqTC9i8k/aKK89LLPH9NocUwKh0DAAAAcHw5ru4hAgAAAOBhNTF1MEpi508vAwAAAIBHUNECAAAA4A0xVNEi0QIAAADgDcHYSbSYOggAAAAAEUZFCwAAAIA3xNDUQSpaAAAAABBhVLQAAAAAeEMMVbRItAAAAAB4QwwlWkwdBAAAAIAIo6IFAAAAwBtY3h0AAAAAUB0qWgAAAAC8gXu0AAAAAADVoaIFAAAAwBtiqKJFogUAAADAG2Io0WLqIAAAAIDjmpkNM7O1ZrbOzMYdIu5SM3Nm1utwbVLRAgAAAOAJzgUi3qYd7riZX9ILks6XlCFpiZlNds6tqRCXIuluSZ8eyetS0QIAAABwPOstaZ1zbr1zbr+ktySNqiLuCUm/kVR4JI2SaAEAAADwhmAw4g8zG2tmS8s8xlZ41VaSNpfZzgjvK2VmPSS1cc5NOdKhMHUQAAAAgDfUwGIYzrkJkiYcIqSq2YWu9KCZT9Jzkq47mtelogUAAADgeJYhqU2Z7daStpbZTpF0mqR5ZrZRUh9Jkw+3IAYVLQAAAADeEJ3l3ZdI6mhm7SVtkXSlpKtKu+RcrqSmB7bNbJ6k+5xzSw/VKBUtAAAAAMct51yJpDslzZD0paR/O+dWm9njZnbR922XihYAAAAAb4jSHyx2zk2VNLXCvoeriR14JG2SaAEAAADwhiglWjWBqYMAAAAAEGFUtAAAAAB4Q5CKFgAAAACgGlS0AAAAAHgD92gBAAAAAKpDRQsAAACAN8RQRYtECwAAAIA3xFCixdRBAAAAAIgwKloAAAAAvIHl3QEAAAAA1aGiBQAAAMAbYugeLXPORbsPxzO++AAAAKgNFu0OHAm36XcR//3Y2t0XlbEzdRAAAAAAIoypg1H2aYeTo90FeMiZ334lScoY0SvKPYGXtJ66VJK0+6aB0e0IPKXhK/MkSXZbn+h2BJ7iXlwsiZ8jKO/Az5FjAothAAAAAACqQ0ULAAAAgDcEY2cJAxItAAAAAN7A1EEAAAAAQHWoaAEAAADwBipaAAAAAIDqUNECAAAA4A0xtBgGFS0AAAAAiDAqWgAAAAC8IYbu0SLRAgAAAOANMZRoMXUQAAAAACKMihYAAAAAb2AxDAAAAABAdahoAQAAAPCGGLpHi0QLAAAAgDcwdRAAAAAAUB0qWgAAAAC8IYamDlLRAgAAAIAIo6IFAAAAwBtiqKJFogUAAADAE5yL/GIYFvEWjwxTBwEAAAAgwqhoAQAAAPCGGJo6SEULAAAAACKMihYAAAAAb6CiBQAAAACoDhUtAAAAAN4QjPyqg9FCogUAAADAG5g6CAAAAACoDhUtAAAAAN5ARQsAAAAAUB0qWgAAAAC8gcUwAAAAACDCmDoIAAAAAKgOFS0AAAAA3kBFCwAAAABQHSpaAAAAALyBxTAAAAAAIMJiaOogiRa+twb9z1G7h8bL/D7l/OsdZf715XLHLSFeHX73rOqe1lklu3brm7t/pv1btkiSWt46Vs0u/5FcIKhNjz+p3IUfH1Gb7R75lZr96GIt7Xq6JKn5mCuUeu3VcoGAgvn52jD+YRWs+7YWRo+jVef0s9TwlvtkPp/2zZikvLf/UT4gLl6N73tMCSeeomBernY8/UsFcjKVNHCYUn50bWlYfPuOyrn7GhWv/1pJA4aq/hXXyzmn4I5t2vm7hxTck1vLI0OkxHXuraQxd0o+v/Yv/FBF0yaWO+7v2FVJV94pf+sOyp/wuIo/nx/a3+ZEJV1zrywxWXJBFX74hoqXzI3GEBAFr147XiO7nK2cvF3q8sTV0e4OahA/R3CsqfV7tMwszczeMrNvzWyNmU01s5O+RzuvmNmp4ecPHuE5G82saTXHhpnZZ2b2lZktN7N/mVnbw7R3q5n9+Gj7HhN8PqU/+rDW3nCzVg4dqSYXXqCkEzuUC2l22aUqyd2jFYOGKvPv/1DbB34uSUo6sYMajxyhlcNGau31Nyn9sYcln++wbdbtcpriUlLKvcaOD6Zo1YiL9MWFF2vrhFfUdvy4mh87jp7Pp0a3P6DtD9+trFsvU9KAoYpr075cSN2hoxTcm6esmy5W3nsT1eCGuyRJBfOmK+euq5Vz19Xa+fuHFcjequL1X0s+vxre8nNtG3eLcu4Yo+KN61TvwiuiMTpEgvmUdPU92vfHB5T30E+U0HuQfC3alQtxO3OU//dnVPzpR+X37y9U/qtPKe+R67X3uV8o6Yo7ZUn1arP3iKLXFn2oYX++N9rdQE3j58jxIxiM/CNKajXRMjOT9J6kec65Ds65UyU9KCn1aNtyzt3knFsT3jyiROsQ/TpN0p8l/cQ5d7Jzrrukf0pKP0wfXnLOvf5DXvtYVa9bVxVu+k5FmzPkiou1c8pUNTpvcLmYRucN1vZ3J0mSdk6bofpnnVW6f+eUqXL7i1WUsUWFm75TvW5dD92mz6e24+7Xd8/+rtxrBPbuK33uT06WXOzM640lCSd1VsnWzQpkbZFKSlSwYKaSzhpQLiapzwDlfzRFklTw8WzV6da7UjvJA4Yqf/7M0IZJMpMlJoU2k+sqsGNbjY4DNcff/mQFc7YouD1TCpRo/2dzFN/97HIxwR1ZCmasr/T/PJidoWBOqFrucnfI5e2SpTSotb4juhauW66d+/ZEuxuoYfwcwbGotita50oqds69dGCHc265pGVmNtvM/mdmq8xslCSZWXq4wvQPM1tpZu+YWXL42Dwz62Vmz0hKCleh/hk+NsnMPjez1WY29gj69YCkp5xzX5bp12Tn3IJwezeb2RIzW2Fm/ynTh0fN7L4y/Xk2XBX72sz6ReQr5lEJqanan5lZur0/K0vxqeXz5YS05gdjAgEF8vIU16ih4lNTVVTh3ITU1EO2mfrjq7Xrozkq3lb5DTD1mqvUbc5MtXngPm18/MlIDhMR4m/SXIHt2aXbge058jdpXjlmWzgmGJDL3ytf/fK/LCf3H6L8+TPCjQS0+/lnlPqXt9TijemKb9te+2a+X6PjQM3xNWqm4K6D/7+Du7bJ16jZUbfjb3+yFBev4LatkewegCjj58hxJOgi/4iS2k60TpP0eRX7CyVd7JzrqVAy9vtw9UuSOkma4JzrKmmPpNvLnuicGyepwDnX3Tl3YHL2Dc650yX1knS3mTU5TL86S/rfIY6/65w7wznXTdKXkm6sJi7OOddb0k8lPVJVgJmNNbOlZrZ0woQJh+mWh1lVOyteyFUEOcmq2u1ctW3GN2+uJsOHKev1N6rsSvYbE7Vi0BBtfvb3anXHbYfuN6Kjqu9txepjlTEHnyZ06ixXVKiSTeF78Px+1b3gR8q+82plXjNMxRvWKeXy6yPVY3jBUVaorUFjJd/4oPL//izVbSDW8HPk+MHUwYgzSU+Z2UpJH0lqpYPTCTc75/4bfv6GpHOOoL27zWyFpMWS2kjqeMQdMWsSro59faBaJek0M1toZqskXa1QYlaVd8P/fq5qph065yY453o553qNHXskxTZv2p+VrYQWLUq3E9LSVJydU32M3y9/SopKdu/W/qxs1al4bk5OtW3WPfUU1WnXVt3nzFT3+bPlS0pStzkzKvVpx5QP1ej8wZX2I/oC23Pkb3qw4ulv2lyBndsqxzQLx/j8suR6CuYdvCE5qf9Q5c87+H2PP6FT6Lys0JSx/IWzlHBK15oaAmpYxQqWr1EzBXdvP/IGEpNV9+5nVPjeqwqsX3P4eADHFH6O4FhU24nWakmnV7H/aknNJJ0evj8qW1Ji+FjFjyUP+TGlmQ2UdJ6ks8IVqGVl2joQc0c4mVpuZi3D/eopSc65HeE+TJB04G7q1yTd6ZzrIumxiu2VURT+N6AYX9Fx78pVSkxvpzqtW8ni49V45Ajtmj2nXMzu2XPU9JLRkqTGw4dqz6LFkqRds+eo8cgRsoR41WndSonp7bR3xcpq29w9b76W9emn5QMGa/mAwQoWFGjFoKGSpDrpB2+Wb3juQBVu3FRLXwEcjf1fr1Fcyzbyp7aU4uKU1H+IChYvKBdT8OkCJZ83UpKUdM5gFa1ccvCgmZL6DVb+gpmluwI7chTf9gT56jeUJCX2OFMlmzfU/GBQIwIb18qX2lq+pmmSP04JvQepeMUnR3ayP05173hCxYtmlq5ECCC28HPk+OECLuKPaKntZGCOQpWrm51zL0uSmZ0hqZ2kHOdcsZmdG94+oK2ZneWcWyRpjKSPq2i32MzinXPFkhpI2uWcyzezkyX1qRjsnHtB0gsHts3sN5LeM7PFZe7TSi5zSoqkTDOLVygp3PL9hh9DAgFtfOwJdXrtVZnPp23v/EcF36xTq5/epX2rvtDu2XOV8+//396dh8lRlQsYf7+Z7AuEECCAICAIsi8RJXohLAKigiiICFwBEUERuQqKooCIrIobiix6QRHhoiKRLSAIYd8kENm3sCaEEMi+zcx3/6iapGcykwnQSXcm7+955pmuqlOnTnWfru5T3zmn/8L7fnoWW9wyiqa3pvDMN74JwKynn2Hyddez+Q3Xks3NjDv5lPlh3Y7yXJShBx3ACsO3I5uaaJ46leeOc9bButTSzFvnnc2QU39FNDQy48aRNL34HCsc+BXmPv04s+8dzYxRVzP42FMYetFVtEybyhtnLpjjpvemW9M8aeL8u44ALZMnMfWyC1nlrAvJ5iaaJ47nzXN+WIuzUzW0NDPrsl/Q/5izoaGBuXdeT8ur4+iz1yE0jXuSpofvonGdDen/1VOJ/gPoscV29NnzYKaddAg9P7gjPTbYgob+K9Jr+O4AzPzfM2h+adHXD3UPlx16CiPevzVDBgzipdNGctI1F/L7u/5R62Kp2vwc0TIocin3Yy8jSD+niGzNBsYBJwO/BHoCY4CPAB8vd7kOGA0MB54GDiobUbcCx2bmAxFxJrAnxTirQ4G/U3Q/fJIiUnZyZt4aEeOAYZm5UH+UiPhEWY6BwBvAi8BJmflURBwJfBt4ARgLDMzMgyPiZGB6Zv6kXXmGAA9k5jpdPB157/s2WrwnTsuFDz37BAAv7zGsxiVRPXnPdQ8A8NZhI2pbENWVQRfdCkAcudD9RC3H8ryi94ifI6pUfo50OBq+3jRf8cWqN04a97ukJue+1Lu3ZearwOc62LRd+xURsQ7QkplHdJDPiIrH36GYObDVx9unL9Ots4hyXQtc28m284DzOlh/ciflmUQXU8NLkiRJ6r669TgiSZIkScuQGo6pqra6bmhl5jiKKeElSZIkdXNZw9+9qrZ6md5dkiRJkrqNuo5oSZIkSVqOdKOug0a0JEmSJKnKjGhJkiRJqg/NLbUuQdXY0JIkSZJUF5wMQ5IkSZLUKSNakiRJkuqDk2FIkiRJUvcQEbtHxJMR8UxEHN/B9m9GxGMR8UhE3BwR7+0qTxtakiRJkupDS1b/rwsR0Qj8Gvg4sDGwf0Rs3C7ZQ8CwzNwc+AtwVlf52nVQkiRJUl3I2nQd3BZ4JjOfA4iIy4G9gMfmlyvzXxXp7wEO7CpTI1qSJEmSlmdrAi9VLL9cruvMl4Dru8rUiJYkSZKk+tBS/d/RiojDgcMrVl2QmRdUJulgtw5DaxFxIDAM2KGr49rQkiRJktRtlY2qCxaR5GVgrYrl9wCvtk8UEbsAJwA7ZOacro5rQ0uSJElSfajNGK37gQ0iYl3gFeDzwBcqE0TEVsD5wO6ZOXFxMnWMliRJkqTlVmY2AUcBo4DHgf/LzEcj4pSI2LNMdjYwALgyIsZExMiu8jWiJUmSJKku5GJMx75Ejpt5HXBdu3UnVjze5e3maUNLkiRJUn2oTdfBJcKug5IkSZJUZUa0JEmSJNUHI1qSJEmSpM4Y0ZIkSZJUF2o1GcaSYENLkiRJUn1obql1CarGroOSJEmSVGVGtCRJkiTVhe7UddCIliRJkiRVmREtSZIkSfWhG03vbkNLkiRJUn2w66AkSZIkqTNGtCRJkiTVhexGXQeNaEmSJElSlRnRkiRJklQfHKMlSZIkSeqMES1JkiRJ9aG5pdYlqBobWpIkSWHarhMAABzUSURBVJLqQtp1UJIkSZLUmcjsPq3GZZBPviRJkpaGqHUBFseMo3ep+vfj/r/8Z03O3YiWJEmSJFWZY7Rq7F+rb1TrIqiO7Dj+CQBe/NhWNS6J6snaNz0EwMxv7Vrjkqie9PvpjQC8vMewGpdE9eQ91z0AQBz54RqXRPUkz7un1kVYbN1pjJYNLUmSJEl1IZu7T0PLroOSJEmSVGVGtCRJkiTVhe7UddCIliRJkiRVmREtSZIkSXWhpRuN0bKhJUmSJKku2HVQkiRJktQpI1qSJEmS6kK2tNS6CFVjREuSJEmSqsyIliRJkqS64A8WS5IkSZI6ZURLkiRJUl3oTrMO2tCSJEmSVBfsOihJkiRJ6pQRLUmSJEl1oTt1HTSiJUmSJElVZkRLkiRJUl1o6UYRLRtakiRJkuqCk2FIkiRJkjplREuSJElSXXAyDEmSJElSp4xoSZIkSaoL3SmiZUNLkiRJUl1wMgxJkiRJUqeMaEmSJEmqC9nSUusiVI0RLUmSJEmqMiNakiRJkuqCY7QkSZIkSZ0yoiVJkiSpLji9uyRJkiRVWUs3amjZdVCSJEmSqsyIliRJkqS64GQYkiRJkqROGdGSJEmSVBecDEOSJEmSqsyug5IkSZKkThnRkiRJklQX7DoodWGDH53A4J23p2XWbB4/5rtMH/vYQmkGbL4JH/j56TT06c3km0fz9A9+DMAqn9yNdY89in4bvI8H9/gc0x7+DwDRsycbnvVDBm6xKbS08PQPTuOtu+9bqueld67PsOGs9NXjoKGBGdf/nalX/G/bBD17svK3f0SvDT5Ay9QpTPrxd2h+bXyxad0NGHzM94l+/SFbmPC1A2HeXPrtsCsrfOFL0NDI7Htv562LflGDM1O1NGw4jF6fPhIaGmi69waabrmi7fb1NqPXXkcQq6/H3EtPo/mR2+dv63v29eT4cQC0vDWRub8/aSmWXNXWe5vtGPSVY4mGBmaM+jvTrrykbYIePRl87A/ptf4HaJk2hTdO/y7NE8fTd8TuDPzsQfOT9Vx3AyYefSDznnuKvjvsxgr7HUJm0vLG60z+yQ9omTplKZ+ZlpbfHXQCn9zsI0yc9iab/eiAWhdHy6kuuw5GxPR2ywdHxLlLrkhLVkT8LCKOqVgeFREXVSz/NCK++Q7znt51qu5v8E7b03e993Lv8N148rgT2fCMjr/wbHjGSTx53IncO3w3+q73Xgbv9F8AzHjyacZ+6WjeuueBNunXOGBfAO7faU/G7Hco65/8HYhYsiej6mhoYKWvH8/E7x3F+MM+S78dd6fH2uu1STJg90/TMn0a4w/ei2l/+xODDvtGuW8jKx9/KpN/8WMmfHkfJn7ry9DcRMPAFRl0+DFM/PYRTPjyPjSstDK9t9q2BienqogGen3mKOZceAKzz/oyPbYaQay2dpsk+eZE5lz+E5ofumXh/efNZfY5RzL7nCNtZC3rGhpY6avfYdKJRzPhiH3pu8Nu9Fhr3TZJ+u+2Fy3TpzHhsL2ZdtVlrHjo1wGYdesNTPz6AUz8+gFM/umJNL/2KvOeewoaGhn0lW/x+vFfYeLX9mfeuGcY8Kn9anF2Wkouvvtadv/V/9S6GHoHsiWr/lcrNRujFRGNNTrOXcDwclsDMATYpGL7cODOpVG27mrI7jsz4cqrAZj674fpscIK9Fp1lTZpeq26Co0DBzD1wTEATLjyaobsvgsAM59+jlnPPr9Qvv3e/z7evONuAOa9MZmmKVOL6JbqXq8NN6Xp1ZdonvAKNDUx89ZR9Bs+ok2avsNHMOPGfwAwc/Q/6VM2mvoM2455zz1dfFkCWqZNgZYWeqy+Jk0vv0jLlDcBmP3QvfT76M5L76RUVQ1rb0i+8So5eQI0N9H00G00bjK8TZp88zVy/POQ3adbiRbW6/2btLlezBp9I32326FNmr4f3oGZ/7wGgFl33EzvLRa+ydJvh92YeduNxUIAEUSfvsViv/40v/H6Ej0P1dbtz4xh8oyptS6G3oFszqr/1cq7amhFxHsj4uaIeKT8v3a5/uKI2Kci3fTy/4iI+FdEXAaMjYj+EXFtRDwcEf+JiIVuL5X7jI6IqyLisYj4bdlAIiJ2jYi7I+LfEXFlRAwo14+LiBMj4g5g33ZZ3knZ0KJoYP0HmBYRK0VEb+ADwENlPsdFxP3l+f2wokwHRsR9ETEmIs5v35iLiCFluT7xLp7eZVbvoasx59Xx85fnjJ9A79VXa5tm9dWY8+qEtmmGtk3T3vTHnmTIbjsTjY30WWtNBmy+CX3WXL26hdcS0ThkVZpff23+ctOk12gc0rbx3bjyqjS/XtaJlmZaZkynYYVB9FxzbSBZ5fRfM/Q3lzHwc18EYN6rL9FjrXVoXG11aGik3/Ad6bHKouuQ6lesOIR8a8EX35zyOrHiyoufQY9e9D7mXHof/QsaNx3edXrVrcaVV6V50oLrRfOkiTSuvOrCaVqvKS3N5MzpNKywYps0/bbflZm3jSozaeatc89gtd9czuqX3kDPtddlxo1XL9HzkKTFGaPVNyLGVCwPBkaWj88F/pCZl0TEocAvgU93kd+2wKaZ+XxEfBZ4NTM/ARARKy5in42BF4AbgM9ExK3A94FdMnNGRHwH+CZwSrnP7Mz8aPuMMvPViGgqG4XDgbuBNYHtgCnAI5k5NyJ2BTYojx3AyIjYHngd2A/4SGbOi4jfAAcAfyjPYbXy+fl+Zt7U/vgRcThwOMD555/PBl08Wcuijnrz5eLcge4izYQ//5X+G6zHNjf8hdkvv8rUBx4im5reYSm1VHXUw7P9y91xxYHGRnpvshUTjjqQnDObVc86n7lPP86ch+7jzV+expATzoRM5jz2MD2GrrkkSq+aWfy7kLNPPYCcOpkYPJTeR55Fy/jnyTfGd72j6k+H14tcjDQLHvbacBNyzmyaXni2WNHYSP9PfJbXjjqA5gmvMOjIbzPwc4cw7fLfVavUkqqkZTmbDGNWZm7ZuhARBwPDysXtgM+Uj/8InLUY+d2Xma39wsYCP4mIM4FrMvP2RezzXHn8PwMfBWZTNL7ujOILWi+KRlOrK9pnUqE1qjUcOIeioTWcoqF1V5lm1/LvoXJ5AEXDa3NgG+D+8rh9gYllmp7AzcDXMvO2jg6cmRcAF7Qu/uukcxZRzGXHmgd/gdXLMVTTHh5L7zUWRJp6rz6UuRMmtkk/Z/xr9F5jaJs0c15rm6a9bG7mmZPOmL+89cg/M/P5F6pRfC1hza9PpLEi2tRjyGoLddtpnvQajasMpXnSRGhopKH/AFqmTaF50kRmj32QlqlvATDrvjvotf5GzHnoPmbdM5pZ94wGoP8en4Hm5qV3UqqqnDKJGLQgyhkrrkJOmbz4+08t0ubkCbQ8+wgNa65Psw2tZVLzpIk0DllwvWgcsirNk9tfL4prSvMbxfUi+hXXi1Z9t9+NmbeOmr/cc70Ni/0mvALAzNtvYuC+By/Bs5Ck6o/Ram2CNrXmHUVrpFdFmhnzE2c+RdFoGQucXnb3+1DZJW9MROzZLt/K4wRwU2ZuWf5tnJlfan+ciFirIr8jym2t47Q2o+g6eA9Fo7FyfFYAp1fkv35m/q5cf0nF+g0z8+SK834Q2O3tPGndwSsXX8YDH9ubBz62N5Ouv5mh++4FwApbb0HTtGnMndj2Q3LuxNdpnj6DFbbeAoCh++7FpBtuXuQxGvr2oaFv0b9+pe2Hk81NzHzq2SVwNqq2uU8+Ss8116Zx6BrQowf9RuzGrLtvbZNm1t230X/XTwHQb/tdmD3m/mL9A3fRa90NiN59oKGRPptvw7wXngOgYdBKAMSAgQzc83NMv/6qpXdSqqqWl54khqxJDB4KjT3osdUOND96d9c7AvQdAI09i8f9V6BhnU1oec2bMMuquU89Ro811qJxteJ60Xf7XeffUGk1697R9NvlkwD0/ejOzHnk/gUbI+j7Xzszc/SN81c1vzGRnmuvR8MKgwDos9WHaHpp4bHAkmqvpaX6f7Xybqd3vwv4PEU06wDgjnL9OIoG1P8Be1FEehYSEWsAkzPz0nIc18GZeQpQGUEbAWwbEetSdB3cjyIidA/w64hYPzOfiYh+wHvKxtt8mflSZX6lO4FvAc9lZjMwOSIGUYzZ+nKZZhTwo4j4U2ZOj4g1gXkUEaurI+JnmTkxIgYDAzPzBYoG4KHAlRFxfGaewXLojZtvY/DO2/Phu2+kedZsnvif783fNuymq3jgY3sD8NTxP2Sjn59GY58+vHHL7Uy+pfggHfLxXdjg1O/Ta+XBbP7H3zL90Sd4eP/D6LXyymzx54vIbGHO+Nd47Ovfqcn56R1oaWbyuWey6um/KaZ3H3U18154jhW/eCRzn3qMWXffxvTr/86Q409l9YuvpmXaVCb9+HgAcvo0pv71UlY791LIZPZ9dzD7vuJSs9JXv02v9d4PwJRLL6DplRdrdop6l1pamPu3c+l9+GkQDTTdN4p87QV67vbftLz8FM2P3kPDWu+n18EnEX0H0rjxh8ndDmL22YfTsNra9NrnG5AtEA3Mu+UK8jXrwjKrpZm3zjubIaf+imhoZMaNI2l68TlWOPArzH36cWbfO5oZo65m8LGnMPSiq2iZNpU3zlzwOdN7061pnjRxfvQKoGXyJKZediGrnHUh2dxE88TxvHnODzs6urqJyw49hRHv35ohAwbx0mkjOemaC/n9Xf+odbG0nImuxs5ExPTMHFCxfDAwLDOPioh1gN9TzNz3OnBIZr5YjlO6miKqdTPw9cwcUDaajs3MT5Z57QacDbRQNGKOzMw2c3qX+5xY5r8ZMBr4ama2RMROwJlA7zL59zNzZESMK8s4qZNzagTeBH6Zmd8v110MbJeZG1ak+wZwWLk4HTgwM58tJ+34bnl+8yi6Ct7T+lxFRC/gH8DVmfmbRTy9+a/VN1rEZi1vdhz/BAAvfmyrGpdE9WTtm4oezDO/tWuNS6J60u+nRcTm5T2GdZFSy5P3XFd8jYojP1zjkqie5Hn3QMejG+vO2E03qvogrc3+80RNzr3LiFZlI6tcvhi4uHw8Dtipg31eAyrf4d8t198K3FqRbhRF5KgrMzNzoRkJM/MW4IMdrF9nUZmVUawV2q07uIN0vwAW+gXUzLyCDsaAtT5XmTmX5bD7oCRJkvRu1LKrX7XV7He0JEmSJKm7erdjtJa49lEwSZIkSd1TN5rd3YiWJEmSJFWbDS1JkiRJdaFW07tHxO4R8WREPBMRx3ewvXdEXFFuv7ecFHCRbGhJkiRJqgu1aGiVM5L/Gvg4sDGwf0Rs3C7Zl4A3M3N94GcUM58vkg0tSZIkScuzbYFnMvO5cvbwyyl+C7jSXsAl5eO/ADtHxCKnja/7yTAkSZIkLR9qNL37msBLFcsvAx/qLE1mNkXEFGBloMPf7QUjWpIkSZK6sYg4PCIeqPg7vH2SDnZrP//h4qRpw4iWJEmSpLqwJCJamXkBcMEikrwMrFWx/B7g1U7SvBwRPYAVgcmLOq4RLUmSJEl1oUazDt4PbBAR60ZEL+DzwMh2aUYCXywf7wPckplGtCRJkiSpI+WYq6OAUUAj8PvMfDQiTgEeyMyRwO+AP0bEMxSRrM93la8NLUmSJEl1oUaTYZCZ1wHXtVt3YsXj2cC+bydPuw5KkiRJUpUZ0ZIkSZJUF2oV0VoSjGhJkiRJUpUZ0ZIkSZJUF7pTRMuGliRJkqS60MWM6csUuw5KkiRJUpUZ0ZIkSZJUF7pT10EjWpIkSZJUZUa0JEmSJNWF7hTRsqElSZIkqS50p4aWXQclSZIkqcqMaEmSJEmqC0a0JEmSJEmdMqIlSZIkqS50p4iWDS1JkiRJdaE7NbTsOihJkiRJVWZES5IkSVJdMKIlSZIkSeqUES1JkiRJdaEla12C6jGiJUmSJElVZkRLkiRJUl3oTmO0bGhJkiRJqgvdqaFl10FJkiRJqjIjWpIkSZLqghEtSZIkSVKnIrMbzaG47PHJlyRJ0tIQtS7A4rgsNqz69+Mv5JM1OXcbWqoLEXF4Zl5Q63Kovlgv1BHrhTpivVBHrBeqJbsOql4cXusCqC5ZL9QR64U6Yr1QR6wXqhkbWpIkSZJUZTa0JEmSJKnKbGipXth/Wh2xXqgj1gt1xHqhjlgvVDNOhiFJkiRJVWZES5IkSZKqzIaWqiIimiNiTMXfOl2kHxcRQ97lMT8dERu/mzxUWxGxd0RkRGxU67JoYR28r4/vIM2IiLimyscdERHDK5aPiIj/rlLeF0fEKxHRu1weEhHjqpG3ChExNCIuj4hnI+KxiLguIt7/DvK5qPUaHxHfW8x9Ov1siYjdI+K+iHiirM9XRMTaXeRXtbrXXUXE9HbLB0fEubUqz7sVET+LiGMqlkdFxEUVyz+NiG++w7ynd51K3UmPWhdA3caszNxyKR/z08A1wGNL+biqnv2BO4DPAyfXtijqQC3e1wAjgOnAXQCZ+dsq598MHAqcV+V8l3sREcBVwCWZ+fly3ZbAasBTbyevzDysYvF7wGnvolybAr8C9szMx8t1ewLrAC8uogzVrntaTBHRmJnNNTjOXcC+wM8jogEYAqxQsX04cAzSYjCipSWmvKv1t4i4ISKejoizOkjz7Yg4unz8s4i4pXy8c0RcWj7+UkQ8FRG3RsSFEXFuebd7T+Ds8s7k+5bmuendi4gBwEeAL1E0tIiIhoj4TUQ8GhHXlHfC9ym3bRMRt0XEg+UdxtVrWPzlWhkZeCIi7gA+U7H+5Ig4tmL5P63R7Yj474h4JCIejog/lus+FRH3RsRDEfHPiFitTH8E8D/le/u/KvONiC0j4p4yr6siYqVy/a0RcWYZsXgqIv5rEafw8zL/Njcb20fnymvNweXjcRFxWkTcHREPRMTWZT18NiKOeOfPZrezIzCvsoGSmWOAhyLi5oj4d0SMjYi9ACJinbIuXVK+pn+JiH7ltlsjYlhEnAH0LevDn8ptfy+vBY9GxOL8TtJ3gNNaG1lluUZm5ugyvy9HxP1l/fxrRRkq697bqWMCIuK95ev+SPl/7XL9xa3X9nJ5evl/RET8KyIuA8ZGRP+IuLZ8Xf4TEft1cIwRETG6vB48FhG/jaKBRETsWr5n/x0RV5afO63v5xPLa9i+7bK8k6IxBbAJ8B9gWkSsFEUk/APAQ2U+x5X15pGI+GFFmQ4s68mYiDg/IhrblXlIWa5PvIunV8sAG1qqltYPwTERcVXF+i2B/YDNgP0iYq12+40GWj+shgEDIqIn8FHg9ohYA/gB8GHgY8BGAJl5FzASOC4zt8zMZ5fUiWmJ+TRwQ2Y+BUyOiK0pvrSvQ1FfDgO2AyjrxK+AfTJzG+D3wI9rUejlTOX7ekxE7BcRfYALgU9RvHeHdpVJRGwCnADslJlbAN8oN90BfDgztwIuB76dmeOA3wI/K9/bt7fL7g/AdzJzc2AscFLFth6ZuS3F3eaT6NyL5bEP6qrs7byUmdsBtwMXA/tQXJtOeZv5dGebAg92sH42sHdmbk3RGPtpRES5bUPggvI1nQp8tXLHzDyeMrqamQeUqw8trwXDgKMjYuUuyrUJ8O9FbP9bZn6wrJ+PU9wA6sji1rHlSZvrBG3fD+cCfyhf2z8Bv1yM/LYFTsjMjYHdgVczc4vM3BS4YRH7fIvis+N9wGei6EL6fWCXst49AFR2+ZudmR/NzMsrM8rMV4GmslE4HLgbuJfi82gY8Ehmzo2IXYENymNvCWwTEdtHxAcovvd8pOwR0Ay01lsiYjXgWuDEzLx2MZ4PLcPsOqhq6ayL0c2ZOQUgIh4D3gu8VLH9QYqL00BgDsUH4TCKL3BHU1zAbsvMyWUeVwJvu6+/6tL+FJEFKL5k7w/0BK7MzBZgQkT8q9y+IcUXuJvK72aNwPilW9zl0kLv6yi6gT2fmU+Xy5cCXUUUdgL+kpmTAFrfz8B7gCuiiE72Ap5fVCYRsSIwKDNvK1ddAlxZkeRv5f8HKRrsi3Iaxc2at/NFZ2T5fywwIDOnUdzpnh0RgzLzrbeR1/ImgNMiYnugBViTojshFA3YO8vHl1Jc+3/SRX5HR8Te5eO1KL7wvrFYBSkaZTcD/SgaeD8BNo2IU4FBwABgVCe7v506trxoc50oo8DDysXtWBD1/iOwUM+WDtyXma3XgrHATyLiTOCaDm68VO7zXHn8P1PcrJ0NbAzcWX5u9KJoNLW6YhFlaI1qDQfOoaivw4EplF2agV3Lv4fK5QEU9XBzYBvg/vK4fYGJZZqeFHXvaxXXMXVjNrS0pM2peNxMuzqXmfOiGIh+CMXF6xGKu53vo7iruOHSKaaWpvKLzk4UX26SouGUFGM7OtwFeLSMJqj2OvtdkCba9pToU/6PTvb5FXBOZo6MiBG8+3F6rdeb+deaiPhfYCuKu+J7tCbMzGfKu++fW4zyt8+/hbbXthb8PG31KEWkr70DgFWAbSqu+63Pb/u6scjfnSnryi7Adpk5MyJupd1rFRFfA75cLu5Rlmtr4OHMfAPYsuwSOKBMczHw6cx8uGwojOjk8AvVMb0tra/t/PdaGdnsVZFmxvzEmU9FxDYUr+HpEXEjRSP4/DLJiRRR0I7qUAA3Zeb+nZRlRnn8tYB/lOt+W3Z7vYuiYbUZRdfBlygiZlMpelRQ5n96Zp5fmWlEfJ1ijOJ3OzhmE0UjfTfAhtZywK6DqgejgWPL/7dTjM8Yk8WPvN0H7FD2je4BfLZiv2nAwKVdWFXFPhTdSd6bmetk5loU0YxJwGejGKu1Ggu+7DwJrBIR87sSlt3RtPQ9AawbC8ZFVn6JGUfxZZayK+i65fqbgc+1du+KiMHl+hWBV8rHX6zIp8P3dhkdf7NibMxBdPFlJTMPKbuc7dHB5h9TXHtavQBsHBG9y+jZzovKWx26BegdEa2NHCLigxS9GSaWjawdy+VWa7e+t1kwQU5788ouxFDUmzfLRtZGFN0328jMX5ev+5ZlV7CzgBPKbl2t+lU8HgiML49xAKqWuyjH4FI8r62v7TiKqA/AXhSRnoWUwwdmZualFFHOrTPz3orXtjXKvG1ErFuOzdqvPM49wEciYv0yr37RweyXmflSRX6tYwvvBD4JTM7M5jIKP4giQtcaFRsFHFox7mvNiFiV4nq3T/mYiBgcEa31PSkm4tkoOpjFVd2PDS3Vg9uB1YG7M/M1inD/7QCZ+QpFF597gX9SzDA4pdzvcuC4KAbSOxnGsmV/Fo5e/RVYA3iZ4g7i+RSv+5TMnEvRODszIh4GxrBgsLKWnPZjtM7IzNkUXQWvLQeSv1CR/q/A4DJSdCTlLHOZ+ShFo+a28vU7p0x/MnBlRNxO0chu9Q9g7/KY7Scc+CLFJDiPUIyLeMfjo8py/bti+SXg/ygi639iQZcgLabyBtnewMeimCjkUYrX+TpgWEQ8QPGF+4mK3R4Hvli+poPpeDbIC4BHopgM4wagR5n+RxRfqLsq11iKsYF/iGLyjTspJjW4rEzyA4rrzU3tyqZ352jgkPK1OogF4zMvpLiJeh/wISqiWO1sBtxXXlNOAE7tJN3dwBkUnx3PA1dl5uvAwcCfy+PfQznOezGMpZht8J5266ZUdIG+kaL+3B0RY4G/AAMz8zGKsWE3lse9ieI7DuV+zRSNzx0jos14RHU/UVwTpfoVEQMyc3oZ0boK+H1mdtbFTMu4itd7ZYqI5kcyc0KtyyWp+qKYZfKacqID6W0ru5Iem5mfrHVZpPbsX6xlwckRsQtFH/wbgb/XuDxasq6JiEEUffZ/ZCNLkiQti4xoSZIkSVKVOUZLkiRJkqrMhpYkSZIkVZkNLUmSJEmqMhtakiRJklRlNrQkSZIkqcpsaEmSJElSlf0/9o4KNAgwBogAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2458aa30>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(datafix.corr(),linewidths=.5,annot=True,cmap='RdYlGn')\n",
"fig=plt.gcf()\n",
"fig.set_size_inches(15,8)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Hold On Methods"
]
},
{
"cell_type": "code",
"execution_count": 183,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.metrics import confusion_matrix, accuracy_score, precision_score, recall_score, auc, roc_curve\n",
"from sklearn.model_selection import train_test_split"
]
},
{
"cell_type": "code",
"execution_count": 184,
"metadata": {},
"outputs": [],
"source": [
"X = X_new\n",
"y = data['Y']\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.20, random_state = 123)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Klasifikasi dengan Metode K-Nearest Neighbour"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"K-nearest neighbors atau KNN adalah metode yang berfungsi untuk melakukan klasifikasi suatu data berdasarkan data pembelajaran (train data sets), yang diambil dari k tetangga terdekatnya (nearest neighbors). Berikut merupakan tahapan dalam melakukan klasifikasi dengan metode KNN.\n"
]
},
{
"cell_type": "code",
"execution_count": 185,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.neighbors import KNeighborsClassifier\n",
"from sklearn.metrics import confusion_matrix, accuracy_score, precision_score, recall_score, auc, roc_curve\n",
"from sklearn.model_selection import KFold, cross_val_score\n",
"from sklearn.metrics import confusion_matrix, accuracy_score\n",
"from sklearn.metrics import confusion_matrix, precision_score\n",
"from sklearn.metrics import confusion_matrix, recall_score"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Parameter Tunning"
]
},
{
"cell_type": "code",
"execution_count": 186,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 3 folds for each of 10 candidates, totalling 30 fits\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Done 30 out of 30 | elapsed: 1.1min finished\n"
]
},
{
"data": {
"text/plain": [
"{'n_neighbors': 50, 'weights': 'distance'}"
]
},
"execution_count": 186,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"parameter={\n",
" 'n_neighbors': [5,10,20,50,100], \n",
" 'weights': ['uniform','distance']\n",
" }\n",
"grid=GridSearchCV(KNeighborsClassifier(), parameter,n_jobs=-1,verbose=1)\n",
"gridfit=grid.fit(X,y)\n",
"gridfit.best_params_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Modeling Data Training dengan Cross Validation"
]
},
{
"cell_type": "code",
"execution_count": 187,
"metadata": {},
"outputs": [],
"source": [
"k_range = range(1,11)\n",
"akurasi_trainKNN=[]\n",
"presisi_trainKNN=[]\n",
"recalls_trainKNN=[]\n",
"k_fold=KFold(n_splits=10)\n",
"for k in k_range:\n",
" knn=KNeighborsClassifier(n_neighbors=50, weights='distance')\n",
" akurasi=cross_val_score(knn, X_train, y_train, cv=k_fold, scoring='accuracy')\n",
" akurasi_trainKNN=akurasi.mean()\n",
" presisi=cross_val_score(knn, X_train, y_train, cv=k_fold, scoring='precision')\n",
" presisi_trainKNN=presisi.mean()\n",
" recalls=cross_val_score(knn, X_train, y_train, cv=k_fold, scoring='recall')\n",
" recalls_trainKNN=recalls.mean()"
]
},
{
"cell_type": "code",
"execution_count": 188,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.7965297445831159\n",
"0.7981312504196644\n",
"0.9801499445500766\n"
]
}
],
"source": [
"print(akurasi_trainKNN)\n",
"print(presisi_trainKNN)\n",
"print(recalls_trainKNN)"
]
},
{
"cell_type": "code",
"execution_count": 189,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'Cross-validate Value')"
]
},
"execution_count": 189,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xa486fd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(k_range,akurasi,color='red')\n",
"plt.plot(k_range,presisi,color='blue')\n",
"plt.plot(k_range,recalls,color='green')\n",
"plt.xlabel('Value of K for KNN')\n",
"plt.ylabel('Cross-validate Value')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Prediksi dengan Data Testing"
]
},
{
"cell_type": "code",
"execution_count": 190,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[1586 0]\n",
" [ 0 4927]]\n"
]
}
],
"source": [
"knn=KNeighborsClassifier(n_neighbors=30, weights='distance')\n",
"knn.fit(X_test, y_test)\n",
"y_predict = knn.predict(X_test)\n",
"conf_matrix = confusion_matrix(y_test, y_predict)\n",
"print(conf_matrix)"
]
},
{
"cell_type": "code",
"execution_count": 191,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.0\n",
"1.0\n",
"1.0\n"
]
}
],
"source": [
"akurasi_testKNN=accuracy_score(y_test,y_predict)\n",
"presisi_testKNN=precision_score(y_test,y_predict)\n",
"recalls_testKNN=recall_score(y_test,y_predict)\n",
"print(akurasi_testKNN)\n",
"print(presisi_testKNN)\n",
"print(recalls_testKNN)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Klasifikasi dengan Metode Naive Bayes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Naive Bayes merupakan metode klasifikasi yang bekerja berdasarkan teori probabilitas dengan data yang memililki karakteristik yang berbeda. Berikut merupakan klasifikasi menggunakan metode Naive Bayes."
]
},
{
"cell_type": "code",
"execution_count": 192,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.naive_bayes import GaussianNB\n",
"from sklearn.metrics import confusion_matrix, accuracy_score, precision_score, recall_score, auc, roc_curve\n",
"from sklearn.model_selection import KFold, cross_val_score"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Mendapatkan Model Data Training dengan Cross Validation"
]
},
{
"cell_type": "code",
"execution_count": 193,
"metadata": {},
"outputs": [],
"source": [
"nb=GaussianNB()\n",
"from sklearn.model_selection import KFold, cross_val_score\n",
"k_fold=KFold(n_splits=10)\n",
"akurasi_trainNB=cross_val_score(nb,X_train,y_train, cv=k_fold, scoring='accuracy')\n",
"presisi_trainNB=cross_val_score(nb,X_train,y_train, cv=k_fold, scoring='precision')\n",
"recalls_trainNB=cross_val_score(nb,X_train,y_train, cv=k_fold, scoring='recall')\n",
"akurasi_trainNB=(akurasi_trainNB.mean())\n",
"presisi_trainNB=(presisi_trainNB.mean())\n",
"recalls_trainNB=(recalls_trainNB.mean())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Mendapatkan Akurasi Data Testing"
]
},
{
"cell_type": "code",
"execution_count": 194,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 352 1234]\n",
" [ 105 4822]]\n"
]
}
],
"source": [
"nb.fit(X_test, y_test)\n",
"y_predict = nb.predict(X_test)\n",
"conf_matrix = confusion_matrix(y_test, y_predict)\n",
"print(conf_matrix)"
]
},
{
"cell_type": "code",
"execution_count": 195,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.7944111776447106\n",
"0.7962351387054161\n",
"0.9786888573168256\n"
]
}
],
"source": [
"akurasi_testNB=accuracy_score(y_test,y_predict)\n",
"presisi_testNB=precision_score(y_test,y_predict)\n",
"recalls_testNB=recall_score(y_test,y_predict)\n",
"print(akurasi_testNB)\n",
"print(presisi_testNB)\n",
"print(recalls_testNB)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"***"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Klasifikasi dengan Metode Desicion Tree"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Desicion Tree merupakan metode klasifikasi yang mengadopsi struktur pohon, dimana setiap node pohon merepresentasikan atribut yang telah diuji, setiap cabang merupakan suatu pembagian hasil uji, dan node daun (leaf) merepresentasikan kelompok kelas tertentu. Berikut merupakan klasifikasi dengan metode Desicion Tree."
]
},
{
"cell_type": "code",
"execution_count": 196,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.metrics import accuracy_score\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"from sklearn import tree"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Parameter Tuning"
]
},
{
"cell_type": "code",
"execution_count": 197,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 3 folds for each of 8400 candidates, totalling 25200 fits\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Done 34 tasks | elapsed: 38.1s\n",
"[Parallel(n_jobs=-1)]: Done 184 tasks | elapsed: 44.4s\n",
"[Parallel(n_jobs=-1)]: Done 434 tasks | elapsed: 51.6s\n",
"[Parallel(n_jobs=-1)]: Done 784 tasks | elapsed: 1.0min\n",
"[Parallel(n_jobs=-1)]: Done 1234 tasks | elapsed: 1.2min\n",
"[Parallel(n_jobs=-1)]: Done 1784 tasks | elapsed: 1.6min\n",
"[Parallel(n_jobs=-1)]: Done 2434 tasks | elapsed: 1.8min\n",
"[Parallel(n_jobs=-1)]: Done 3184 tasks | elapsed: 2.2min\n",
"[Parallel(n_jobs=-1)]: Done 4034 tasks | elapsed: 2.6min\n",
"[Parallel(n_jobs=-1)]: Done 4984 tasks | elapsed: 3.0min\n",
"[Parallel(n_jobs=-1)]: Done 6034 tasks | elapsed: 3.4min\n",
"[Parallel(n_jobs=-1)]: Done 7184 tasks | elapsed: 4.0min\n",
"[Parallel(n_jobs=-1)]: Done 8434 tasks | elapsed: 4.6min\n",
"[Parallel(n_jobs=-1)]: Done 9784 tasks | elapsed: 5.3min\n",
"[Parallel(n_jobs=-1)]: Done 11234 tasks | elapsed: 6.1min\n",
"[Parallel(n_jobs=-1)]: Done 12784 tasks | elapsed: 6.9min\n",
"[Parallel(n_jobs=-1)]: Done 14434 tasks | elapsed: 7.7min\n",
"[Parallel(n_jobs=-1)]: Done 16184 tasks | elapsed: 8.3min\n",
"[Parallel(n_jobs=-1)]: Done 18034 tasks | elapsed: 9.1min\n",
"[Parallel(n_jobs=-1)]: Done 19984 tasks | elapsed: 9.9min\n",
"[Parallel(n_jobs=-1)]: Done 22034 tasks | elapsed: 10.9min\n",
"[Parallel(n_jobs=-1)]: Done 24184 tasks | elapsed: 11.8min\n",
"[Parallel(n_jobs=-1)]: Done 25200 out of 25200 | elapsed: 12.3min finished\n"
]
},
{
"data": {
"text/plain": [
"{'class_weight': None,\n",
" 'max_depth': None,\n",
" 'max_leaf_nodes': 50,\n",
" 'min_samples_leaf': 21,\n",
" 'min_samples_split': 2}"
]
},
"execution_count": 197,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"parameter={\n",
" 'max_depth': [None, 2, 3, 4, 5, 6, 7],\n",
" 'min_samples_split' : np.arange(2,202,20),\n",
" 'min_samples_leaf' : np.arange(1,201,20),\n",
" 'max_leaf_nodes': (None, 2, 5, 10, 20, 50),\n",
" 'class_weight': ['balanced', None]\n",
"}\n",
"grid=GridSearchCV(DecisionTreeClassifier(), parameter, verbose=1, n_jobs=-1)\n",
"gridfit=grid.fit(X,y)\n",
"gridfit.best_params_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Modeling Data Training dengan Cross Validation"
]
},
{
"cell_type": "code",
"execution_count": 198,
"metadata": {},
"outputs": [],
"source": [
"k_range = range(1,11)\n",
"akurasitrainDT=[]\n",
"presisitrainDT=[]\n",
"recallstrainDT=[]\n",
"k_fold=KFold(n_splits=10)\n",
"for k in k_range:\n",
" dt=tree.DecisionTreeClassifier(class_weight = None , max_depth = None , \n",
" max_leaf_nodes = 50, min_samples_leaf =21, min_samples_split=2)\n",
" akurasi=cross_val_score(dt, X_train, y_train, cv=k_fold, scoring='accuracy')\n",
" akurasi_trainDT=akurasi.mean()\n",
" presisi=cross_val_score(dt, X_train, y_train, cv=k_fold, scoring='precision')\n",
" presisi_trainDT=presisi.mean()\n",
" recalls=cross_val_score(dt, X_train, y_train, cv=k_fold, scoring='recall')\n",
" recalls_trainDT=recalls.mean()"
]
},
{
"cell_type": "code",
"execution_count": 199,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.8522347576885995\n",
"0.877286858811266\n",
"0.9365738558128769\n"
]
}
],
"source": [
"print(akurasi_trainDT)\n",
"print(presisi_trainDT)\n",
"print(recalls_trainDT)"
]
},
{
"cell_type": "code",
"execution_count": 200,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'Cross-validate Value')"
]
},
"execution_count": 200,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x21b05cd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(k_range,akurasi,color='red')\n",
"plt.plot(k_range,presisi,color='blue')\n",
"plt.plot(k_range,recalls,color='green')\n",
"plt.xlabel('Value of K for Decision Tree')\n",
"plt.ylabel('Cross-validate Value')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Prediksi dengan Data Testing"
]
},
{
"cell_type": "code",
"execution_count": 201,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 887 699]\n",
" [ 214 4713]]\n"
]
}
],
"source": [
"dt=tree.DecisionTreeClassifier(class_weight = None , max_depth = None , \n",
" max_leaf_nodes = 50, min_samples_leaf =21, min_samples_split=2)\n",
"dt.fit(X_test, y_test)\n",
"y_predict = dt.predict(X_test)\n",
"conf_matrix = confusion_matrix(y_test, y_predict)\n",
"print(conf_matrix)"
]
},
{
"cell_type": "code",
"execution_count": 202,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.8598188238906802\n",
"0.8708425720620843\n",
"0.9565658615790542\n"
]
}
],
"source": [
"akurasi_testDT=accuracy_score(y_test,y_predict)\n",
"presisi_testDT=precision_score(y_test,y_predict)\n",
"recalls_testDT=recall_score(y_test,y_predict)\n",
"print(akurasi_testDT)\n",
"print(presisi_testDT)\n",
"print(recalls_testDT)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Mendapatkan Model Decision Tree"
]
},
{
"cell_type": "code",
"execution_count": 203,
"metadata": {},
"outputs": [],
"source": [
"from IPython.display import Image \n",
"import pydotplus\n",
"from sklearn.tree import export_graphviz"
]
},
{
"cell_type": "code",
"execution_count": 204,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAD2UAAAecCAYAAAAwvq9WAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdfZiXZZ03/jdqkmKjglIZt6ZMBTeU0gM1U8iKY8xSAwSa5ZR3dBxEVuYiei8+YL9AWvbOwSzLEG8xanxEglAaC8eQ3Rll3QCDRXPQcMlN8oHYsKa25veH93yXYWZgQIYvD6/XcXAcXud1nuf1Oa+v11/49tOjpaWlJQAAAAAAAAAAAAAAAAAAAHTosGIXAAAAAAAAAAAAAAAAAAAAsD8TygYAAAAAAAAAAAAAAAAAANgJoWwAAAAAAAAAAAAAAAAAAICdOKLYBQAAAAAAAAAA+7ctW7Zk7dq1eemll9Lc3FzsciBJcswxx+TNb35z/uf//J858sgji10OAAAAAAAABzmhbAAAAAAAAACgnX/7t3/L9773vfzovvvzxL+tK3Y50KnXve7IfGjYsIz72Nh86lOfynHHHVfskgAAAAAAADgI9WhpaWkpdhEAAAAAAAAAwP6hqakpky+dkvuW/Cgnnlya0g9V5ZTTP5QT3jogr3/D8TniyJ7FLhGSJH965ff5/UvP5/mmx/PMY/V5asWStPz1L7lsyqW58sorc9RRRxW7RAAAAAAAAA4iQtkAAAAAAAAAQJqbm/OVr3wls2dfn+Pfcmr+ZtKMnPbeEUmPHsUuDbrkT3/YllVL5uWR2uvSu/fx+eY3rs+4ceOKXRYAAAAAAAAHCaFsAAAAAAAAADjEvfDCCxk99mNZvebxfOgzV2VI1Wdy2OFHFLss2CO/f+n5PHzrzPziJ3fk6quuyle/+tX08D8XAAAAAAAA4DUSygYAAAAAAACAQ9j69evztx/5aLb9V4+Mv/bOHP+W04pdEuwV65bdnbrZf5fRVVW5/fbaHHnkkcUuCQAAAAAAgAOYUDYAAAAAAAAAHKJ++9vf5j3vfV8O790vY7/yvbz+DccXu6RutXrp/NTNnpzy6ik5c8KV7e4/PO9raaitSeWl1+eMURcWocK2mrdtzfrli9LU+ECaGutSWlaZQSPG57ShFenZq2SX62dV9On03tRlL+7NUvdbm9Y+ksVf/V+pGlWZ2h98v9jlAAAAAAAAcAA7otgFAAAAAAAAAAD73h//+MeM+khVcsyJGT/zrryu51HFLqnbnTHqwjz/1ONpqK3JSQPendKyysK9psa6NNTWZEjVhP0ikJ0kP7tlelYtmVe4bmqsK4Szz51Ru9O1Wzdv6u7yDgj9Bn8gH5t+e+66fGwGDxqUK66YWuySAAAAAAAAOEDplA0AAAAAAAAAh6BL/m5y5t9xd6pveCBvOPGkYpezz2zdvCnfueD0JMnnbluZ3v3656VNG3LzZ4YmSb5w+5qU9O3XrTVs3rA2v/r58gw974s7nXPrpOEpr56SMz5yYUr69svWzZvSeMc3smrJvELtnWk954hJ03f6nEPFk/90XxZNn5DlP/tZhg0bVuxyAAAAAAAAOAAdVuwCAAAAAAAAAIB9a+3atfnOd76TMdd875AKZCdJSd9++eTXFyVJ6udck+ZtW1M/55okySe/vqhbA9nPrX8sD9xwWW6dNLzwzE7nPvnzJMngc84v1FTSt1+GfPQzSZLnn1qz0/Uv//qZJMkbS9/1Gqs+OLzjQx/N+8/7Ur7wpYvzl7/8pdjlAAAAAAAAcAASygYAAAAAAACAQ8yXvnxJ3vnh8/PmAe8udilFccqQYSmvnpKmxrqsX74oTY11Ka+eklOG7P0Oys3btqapsS4LplVn/sUjkyTnzqjNlxc8udN1W5/flCTpdfyJbcaP6fOmJMlvf/XEXq/1YFf+qcvy69/8NnPnzi12KQAAAAAAAByAhLIBAAAAAAAA4BBy//3355HGRzLss1cXu5Siev/Hv5TSssrUzZ6c0rLKvP/jX9qr+2/dvCnrH1qY68ecmtVLv59BI8bnC7evychLrktpWWWOPu6Ena5vqK1JkvTsVdJmvHVd6/3OPN/0eJLkqJLjs3rp/Myq6JNZFX2yeun8NG/buqfHOqAdeVSvlF14Ra66+pq88sorxS4HAAAAAACAA8wRxS4AAAAAAAAAANh3bvjmtzLgrI/l6GN3Hgo+2PXsVZKT31Wepsa6nPyu8nbh59fqOxecniQZc9XcDDxr3F7de3fcOml4m+u62ZPT1PhAqqbetNfPfCAYdPb4PHzL/5c777wzn/3sZ4tdDgAAAAAAAAcQoWwAAAAAAAAAOES89NJLefDBZTlv5l3FLqXoNm9Ym/o51yRJ6udck7e+e3j69h/c6fxZFX0K/zx12Yu73P8Lt6/Jr9etzOKZE7Ou/t4MGjE+bxk0NCV9+7324rug9WwXfuuBnDTwvYXx9Q8tzOKZE/P0ymVFDYsXy+Gv65nS8lG54867hLIBAAAAAADYLYcVuwAAAAAAAAAAYN948MEH06PHYTn59PJil1JUzdu25uHb/iFJ8rnbViZJHr7tH9K8bWuH82dV9MnUZS8W/mwf0O5MSd9+GXjWuExe/EzOGPXprKu/N9+54PQ8cMNlaWqsyytbXth7B+pAa63bB7KTFILY6+rv7dbn78/e+p6/ycPLl+fPf/5zsUsBAAAAAADgACKUDQAAAAAAAACHiDVr1qTvW9+ew1/Xs9ilFNWjd9+Ypsa6jJg0Pb379c+ISdPT1FiXR+++sd3c1kD29roazE6Snr1KUlpWmXNn1ObCbz2QJFkwrTrfPPcdO11XXj0lSdoFxVuvW+/vqabGute0/kB24mmD8qc/NWf9+vXFLgUAAAAAAIADiFA2AAAAAAAAABwinnvuufTq/aZil1FUG1etSENtTUrLKjP0vC8mSYae98WUllWmobYmG1et6LZnnzTwvRl5yXX57JzlGTFp+k7nnvjWAUmSbS//ts34737zbJKk5I39drp+wbTqzKro02moe0jVhN2q/WDyhj5vTvLq9wAAAAAAAABdJZQNAAAAAAAAAIeI5ubmvO7okmKXUTRbN2/KHZePTZJ2oejW6zsuH5utmzd1ax19+w8uBMI70+fktydJ1v70rkI9WzdvyhMP/yhJctI73r3T9YNGjE+SPL1yWZvx1usBZ47Z/cIPEkcefUySZMuWLUWuBAAAAAAAgAPJEcUuAAAAAAAAAADYd3ocdnixSyiaxju+kSQ5d0Ztevfr3+Ze7379c+6M2iyYVp3GO76RkZdc95qeNauizy7nTF32Yqf3+vYfXOje3VBb0+bekKoJ6dt/cIfPa93ztKEVKS2rzOKZE7N45sQ2c8urp+SUIcO6dI6D2V//+tdilwAAAAAAAMABRCgbAAAAAAAAADjorV46P6uWzEt59ZSUllV2OKe0rDLl1VPSUFuTN77tXTlj1IX7uMq2Rk25Ib9sWJqmxgfS1FiX0rLKlJaNzMDhY3e5tmevklRNvSlPr1yWdfX3pqmxLkOqJmTAmWMEsgEAAAAAAGAP9GhpaWkpdhEAAAAAAAAAQPerrq7O6t/8KaOvnFPsUg4Ysyr6dNjRurNxDgyzKvqktrY2F1xwQbFLAQAAAAAA4ABxWLELAAAAAAAAAAAAAAAAAAAA2J8JZQMAAAAAAAAAAAAAAAAAAOyEUDYAAAAAAAAAQCemLnsxsyr6tBmbVdEnU5e9WKSKAAAAAAAAgGI4otgFAAAAAAAAAADsz3YMZgtkAwAAAAAAwKFHKBsAAAAAAAAAOCi1Bql3N0Td0bruCGI3b9ua9csXpanxgTQ11qW0rDKDRozPaUMr0rNXSZfX182enCQpr56Sweecn979+nc4/6VNG7L2p3elobYmSVJ56fV5e/moHH3cCe32fXrlsqyrv3eP6gIAAAAAAICDkVA2AAAAAAAAAEAR/OyW6Vm1ZF7huqmxrhCCPndG7S7XL5l1UZoa6wrXDbU1aaityWfnLE/f/oPbzN28YW1unTS8zVjd7MlpanwgVVNvKoStX9nyQpbWXNJm3+3rGjXlhnYhbgAAAAAAADgUCGUDAAAAAAAAAAelPe1u3R1dsXe0ecParFoyL+XVU3LGRy5MSd9+2bp5Uxrv+EZWLZmXlzZt6LTjdZKsf2hhmhrrUnnp9Tlj1IVJko2rVuSOy8dm1X23ZeQl1xXmNm/bmlsnDU9pWWU+fPE/pqRvvzRv25o1S7+f+jnX5OmVyzLwrHFJkl82LE1TY13GXDW3MNb6vMUzJ+aXDUsLzwMAAAAAAIBDyWHFLgAAAAAAAAAA4FDz3JM/T5IMPuf8lPTtlyQp6dsvQz76mSTJ80+t2en6dfX3JkkGDh9bGDtlyLAkadN9O0lefPaXSZJBI8YXntWzV0lOH/XpNnslr3bPTtImkL39det9AAAAAAAAONTolA0AAAAAAAAAHHDWP7Qw6+rvTVNjXcqrp2TwOefn5s8MTfLfna5nVfTp8PrLC57M2p/elfo516S0rDKDRoxvE0LecV1HWufszM7Wb31+U5Kk1/Enthk/ps+bkiS//dUTGbiTvc+dUdturKmxLkky5qq5bcY3rX00SfKWQUPbjPfsVdKuxtKyysI+HSktq9xJVQAAAAAAAHDw0ikbAAAAAAAAADigPDzva1k8c2IhPNxQW1MIZHfF0ppLUj/nmiSvBpkXz5yY9Q8t7JZaO9NQW5Pk1WD09o4+7oQ297ti5T3fzqyKPlkwrTpjrprbrsv1s483JHm1E/f6hxZmwbTqzKrok5X3fDuvbHmhzdwz/l/37B3fR+t1630AAAAAAAA41OiUDQAAAAAAAAAcMDauWpGG2pqUV0/JGR+5MCV9+2Xr5k1pvOMbWbVkXpf26HvaoFRNvSk9e5Vk46oVuePysVlXf2+7MPPO7KwL9r72xtJ3ZcSk6Xn28YYsnjkxSdqcpTW8/vC8r7UJe9fPuSbPPt5QeBfJq52wP/n1RfmXhd8t7LX9+ClDhu2LIwEAAAAAAMB+R6dsAAAAAAAAAOCAsXH1iiQpBLKTVztAv2/8RV3e470f+1whhNwaMm4NLh+IThkyLEPP+2LOnVGbykuvz+KZE7Nx1YoO5355wZOZuuzFTF32YsZcNTdNjXV5euWyNnOeb3q83ftoaqzLy//xTLedAQAAAAAAAPZ3OmUDAAAAAAAAAAeM1k7PrYHsVr379e/yHkcfd8JrrmNWRZ9dzilGN+2Bw8embvbk/MvC77brav3+j3+pEEZPktOGViRJmy7h6x9amPo512TMVXPbdNte/9DCLJ45MT2POma3OooDAAAAAADAwUKnbAAAAAAAAACAfay8ekqSpHnb1jbjrdet93dXa+h6+07XrXttH8jubO7imROTpF3wuvV6Xf29e1QXAAAAAAAAHOh0ygYAAAAAAAAADhjl1VPSUFuTrZs3temWvXXzpn1ax2vtgn3iWwckSba9/Ns2Yenf/ebZJEnJG/t1uK7VgmnVaWqsy+TFz7RZ/8qWF5IkQ6omtHvWju+sNQC+/dxd2T7ADQAAAAAAAIcSnbIBAAAAAAAAgAPGKWcMS5Ksvn9+IYi9dfOmrL5/fjHL2m19Tn57kmTtT+9qc44nHv5RkuSkd7x7p+sHjRifJFm/fFFhrHnb1qz96V1JkgFnjimMv2XQ0CSvvrPtO3M/vXJZkqT/0IrC2IhJ05MkG1etaDN3/UML29wHAAAAAACAQ41O2QAAAAAAAADAAeOUIcMK3bIbamuKXc4e69t/cErLKjs8x5CqCenbf3CbsVkVfZL8d4fugWeNy7r6e1M3e3LqZk9uM7e8ekpOGTKscF3St1/GXDU3i2dO7PBZpWWVhevB55yfZx9vyB2Xj21Xc2lZZQafc/4enBYAAAAAAAAOfELZAAAAAAAAAMAB5cwJV+bEtw7Iuvp709RYl/LqKRl8zvm5+TNDi13abhk15Yb8smFpmhofSFNjXUrLKlNaNjIDh7cPRHfk3Bm1Wf/QwsJ7GFI1IQPOHNMmkN1q4FnjcuybTs4vfnJnVi2Zl9KyygwaMT4DzxrXZt7Rx52Qqqk35emVywr7ts49bWhFevYq2StnBwAAAAAAgANNj5aWlpZiFwEAAAAAAAAAdL/q6uqs/s2fMvrKOcUupVvMquiTIVUTMvKS64pdCvu5WRV9UltbmwsuuKDYpQAAAAAAAHCAOKzYBQAAAAAAAAAAdNWsij6ZVdEnz61/rDDWvG1rVt7z7STJye8qL1ZpAAAAAAAAwEHsiGIXAAAAAAAAAADQVefOqM2CadWZf/HIdvdKyypz2tCKIlQFAAAAAAAAHOyEsgEAAAAAAACAA0ZpWWU++fVF2bh6RRpqa5IkQ6om5OR3lee0oRXp2aukyBUCAAAAAAAAByOhbAAAAAAAAADggHLKkGE5ZciwnDnhymKXAgAAAAAAABwihLIBAAAAAAAAAHZiVkWfJMnUZS8WuZI989KmDVn707sKncUrL70+by8flaOPO6HNvNZzdmRnZ29qrMuCadWdzmnetjXrly9K3ezJSZLy6ikZfM756d2v/+4eBQAAAAAAAIrmsGIXAAAAAAAAAABA99i8YW1u/szQQiA7SepmT87SmkvSvG1rYWzr5k17vP+CadU7nbNk1kWFQHaSNNTW5ObPDM3mDWv36JkAAAAAAABQDDplAwAAAAAAAAAchJq3bc2tk4antKwyH774H1PSt1+at23NmqXfT/2ca/L0ymUZeNa4NmtGTJqeoed9sUv7P7f+scy/eORO56x/aGGaGutSeen1OWPUhUmSjatW5I7Lx2bVfbdl5CXX7dnhAAAAAAAAYB/TKRsAAAAAAAAA4CD04rO/TJIMGjE+JX37JUl69irJ6aM+nSRZV39vYe7Lv34mSfLG0nd1ae+V93w78y8emTFXzd3pvNZnDBw+tjB2ypBhSZJVS+Z16VkAAAAAAACwP9ApGwAAAAAAAADYJzauWpEnHl5cCOOWV0/JgDNHp2//wW3mbd6wNr/6+fLUz7kmSVJaVplBI8a36eo8q6JPkmTqshfT1FiXBdOqU1pWmTNGfTqlZZVJXu3SvHjmxCTJmKvmdrp+x3mnDa1Iz14lu3We0rLKvG/c5wuB4z05945aa9yZqcte7PTeprWPJkneMmhom/GevUp2uq4r6udck3Nn1Ka0rLLw7jpy7ozadmNNjXVJsstANwAAAAAAAOxPhLIBAAAAAAAAgG7XGpzeXkNtTRpqa/LJry8qhJk7mtfUWFcI8m4frN5xfuu8z85Znice/lEaamsK81qDwx2t3z5UvHjmxJSWVXYYJt7ew/O+1mb/1meXV0/JmROu3O1zd4dnH29IkpT07Zf1Dy3Muvp709RYlxGTpmfwOefn6ONOKMx9vunxJMlRJcdn9dL5qZs9OUlSeen1GTh8bLuQ+p6Eulfe8+1C0H7HkDwAAAAAAADs74SyAQAAAAAAAIBu1xpM/sLta1LSt1+S5Ln1j2X+xSPzxMOLC+Hk1nkXfuuBnDTwvUmSrZs35TsXnJ7FMye2C/I+98TPM3nxM+nZqyQbV63IHZePza2Thqe8ekq78Y7Wr176/UJNWzdvyur756ehtiYbV63oNDC9cdWKNNTWpLx6St7/8S+lZ6+SNG/bmkfvvjENtTVtumB39dwdea3drFuD7DsGyOvnXJNnH29I1dSb2oWtb500vM113ezJaWp8oMO5u+uNpe/KiEnT8+zjDZ2G5AEAAAAAAGB/JZQNAAAAAAAAAHS70rLKNDXW5Ynli/PG0nflTW8/PScNfG+74HHr9StbXsjmDWuzdfOmPPfEzzvd970f+1whLLx9wLk1LL3j+I5GTJpeCEuX9O2XMz5yYRpqa3YamN64ekW7Z/TsVZL3f/xLaaitya9+vrwQyu7qubvblxc8WeiMvf6hhVk8c2KeXrmsEIpu7WC9fRi+s7l76pQhw3LKkGEZet4Xs3rp/CyeOTFHH3dit3YLBwAAAAAAgL1FKBsAAAAAAAAA6HZnfuaKNDXWFcK/pWWVed+4z3cYyN2xs/POtAaNd9TVrs69+/Vvc90a0F61ZF5GXnJdh2taa7t+zKkd3q+fc02GnvfFJLt37h3NquizyzldCXdvHx5PktOGViRJ1tXfWwhad7bPwLPGZfHMiW3m7g0Dh49N3ezJ+ZeF3xXKBgAAAAAA4IAglA0AAAAAAAAAdLu+/Qdn6rIXs3nD2vzq58tTP+eaNDXWpbSsMmd+5opCZ+nVS+enobYmQ6omZMCZY3JUyfE5ps+b8s1z31HkE+yZrp67O5RXT0lDbU27gHrrdVNjXZf32p25XbEnNQAAAAAAAEAxCWUDAAAAAAAAAPtM3/6D07f/4AwYPiYv//qZ3HH52DQ11hU6NdfNnpwkbbpUN2/b2m31bN28qdAdO0le2rQhyauB5s4MqZqQVUvmZfLiZ7rckXtX5+5IV7pg78yJbx2QpP0ZW9/nkKoJhbEF06rT1FjX7kwdzd0dne37ypYXXtO+AAAAAAAAsK8dVuwCAAAAAAAAAICD3wM3XJZZFX3y3PrHkiQlffvl+Lec2un81nB087atefTuG7utrtX3z8/WzZuSvBpeXvvTu5Ikp5wxrNM1A84ckyR59O4bC+HiJNm4akVmVfTJynu+XRjb3XPvTW8ZNDTJq2fcPtj+9MplSZL+QysKY4NGjG9zb8e5rWfeXa37rl++qDDWvG1r4T3v6b4AAAAAAACwr+mUDQAAAAAAAAB0u3d++BNZtWRe5l88st29ykuvL/zzmKvmZvHMibn5M0M73OelTRvSu1//vVrbdy44vc11efWUnDKk81D2KUOGpbx6Shpqa9JQW9PmXmlZZQafc37huqvn7g4lffsV3ueOdQ6pmpDSssrC9WlDK1JaVpnFMydm8cyJbebu6n3szMCzxmVd/b2pmz250AV9b+wLAAAAAAAA+5pQNgAAAAAAAADQ7U4a+N58ds7yPPHwjwoB4fLqKTlpwLvbhIMHnjUuzX/4fSHAW149JYPPOT//1fyH3DppeJ59/J/3aij7zAlX5vXHHJv6OdektKwy7xv3+S4Fhc+ccGVOfOuAPPt4Q1YtmZfk1ZD128tH5ejjTtjtc3eXgWeNy7FvOjm/+MmdWbVkXkrLKjNoxPgMPGtcm3k9e5WkaupNeXrlsqyrvzdNjXUZUjUhA84c85qD0+fOqM36hxbu9X0BAAAAAABgX+rR0tLSUuwiAAAAAAAAAIDuV11dndW/+VNGXzmn2KUU3ayKPkmSqcteLHIlFMOsij6pra3NBRdcUOxSAAAAAAAAOEAcVuwCAAAAAAAAAAAAAAAAAAAA9mdC2QAAAAAAAAAAAAAAAAAAADshlA0AAAAAAAAAAAAAAAAAALATRxS7AAAAAAAAAADg0DCrok+SZOqyF4tcye7V0Fr3ztY2NdZlwbTqTvfdcY+d7de8bWueXrks6+rvTVNjXUrLKjNoxPicNrQiPXuVtFv/0qYNWfvTu9JQW5Mkqbz0+ry9fFSOPu6EXZ6tKzZvWJtbJw3v9GzrH1pYqHVI1YQM+ehn0rf/4HbzOjpXadnIdrXu7F21mrrsxS79LgAAAAAAALC3CGUDAAAAAAAAALwGmzeszYJp1Z3e37p5U5f3emXLC1lac0maGusKY02NdYUQ86gpN7QJMLcGprdXN3tymhofSNXUmzoMce+OV7a80G7/7S2YVt2m1lVL5mXVknkZc9XcDDxrXGG8edvWLJl1UYfnamp8oN25dqa0rHIPTgIAAAAAAACvjVA2AAAAAAAAAEAXdNSJ+bn1j2X+xSO7tH7EpOkZet4Xdzrnlw1L09RY1y7UvP6hhVk8c2J+2bA0Z4y6MMmrQedbJw1PaVllPnzxP6akb780b9uaNUu/n/o51+Tplcva7LEnVnxvVqf31j+0ME2NdRkxaXpOH/XpQgC8tda3DBqakr79kiRPr1yWpsa6VF56fQYOH5uevUrSvG1rHr37xjTU1mTtT+8qvJvOOl63BtBHTJreZl5XOmsDAAAAAADAa3VYsQsAAAAAAAAAADgQrbzn25l/8ciMuWruTue9/OtnkiRvLH3XLvesmz05SdqFqVuvW+8nyYvP/jJJMmjE+EL4uWevkpw+6tNJknX193blGJ1aec+3858v/Een91v33z6QnSSnDa1Ikjz9WH27uWeMurAwt2evkrz/419KktTPuWantbR27K689Pr07td/D04DAAAAAAAAr41O2QAAAAAAAABAh2ZV9MmQqgkZecl17e49cMNlWbVkXiYvfiY9e5Vk84a1+dXPlxfCtaVllRk0YvxOOzW3djjesTNyZ+MbV63IEw8vzqol81JaVpn3jft8ThkyrEvn2JXOujPvTP2ca3LujNqUllVm8cyJu72+I6VllWlqrNvp/Vab1j6aJHnLoKFt5vTsVbJH59nexlUrUj/nmnx2zvJO62kd3z6Qvf318089Xhg7d0Zth3vsuLYzj/3w5pSWVRa6hAMAAAAAAMC+plM2AAAAAAAAANChEZOmZ9WSeXllywttxl/Z8kJWLZmXEZOmp2evkjQ11uXWScPbdDtuaqzL4pkTs/6hhXullofnfS13XD42q5bMK+x/x+Vj8/C8r+2V/ffE1GUvtglJd+b5plfDyUeVHJ/VS+dnVkWfzKrok9VL56d529Y2c8/4f12ud3xvrdet95Pk2ccbkiQlfftl/UMLs2BadWZV9MnKe77d7jfbHS9t2pA7Lh+bMVfNTd/+gzud13r2Hc/Qet36W+3qWUl22m1846oVaaityfvGfX6X+wEAAAAAAEB30SkbAAAAAAAAAOjQW989PEmycdXDbTpeb1z1cJL/DuUumFadJLnwWw/kpIHvTZJs3bwp37ng9CyeOXGn3bK7ojWUW149Je//+JfSs1dJmrdtzaN335iG2poMOHP0TsPDr7Vr9N5y66Thba7rZk9OU+MDqZp6U6FjdGlZZT759UX5l4XfbdN9u3V8+87grZ2qH573tTTU1hTG6+dck2cfb2izb1c1b9ua+jnXpLx6yi5/t0EjxqepsS5Pr1xWmNv6u3TV2uw60b0AACAASURBVJ/eldKyypw2tKLTOf+y8LspLavsUld0AAAAAAAA6C5C2QAAAAAAAABAh/r2H5zSssqsq7+3TUB3Xf29GVI1Ib379U/y36HnV7a8kM0b1mbr5k157omf77U6Nq5ekSSFQHaS9OxVkvd//EtpqK3Jr36+fKeh7GJr7SC+fWg9ebX79eKZE9uEmpNXO2u3Bq5bNTXWpbRsZKfB5C8veDJHH3fCTvftikfvvjFNjXUZNeWGXc49bWhFSssqs3jmxDYB8vLqKV16VmuY/LNzlncaHn9u/WNpaqzLuTNqu3YAAAAAAAAA6CZC2QAAAAAAAABwCGn56192a/77xn0+d1w+Ni9t2pDe/frnpU0b0tRYl09+fVGbeTt2a96bWve9fsypHd6vn3NNhp73xU7Xz6ros8tndGc37c72HnjWuCyeObFN6H39QwtTP+eajLlqbptAdWvQuudRx7QLWm8fVk9S6Dq9Y5h+V9Y/tDANtTW58FsPFALeO9OzV0lGTbkhv2xYmrrZk1NaVplBI8Zn4FnjdvnvwvaB7J0F6n/xkzuTJP/jXeVdPkdXHXbYYXt9TwAAAAAAAA5eQtkAAAAAAAAAcIjo2bNn/vzK87u15k1vPz1J8uzj/5ze/frn+afWtBlPktVL56ehtiZDqiZkwJljclTJ8Tmmz5vyzXPfsfeKP4ht3xW7teP0jmHqjgLc5dVT0lBb067LdOv1jt22d6X12fMvHtnh/dZw+/Yh86OPOyFnjLowZ4y6sDC2dfOmJMmISdPb7fHKlhfy2A9vzuan1+Vzt60sdFvvyCtbXsiqJfNSXj2l007ae+JPr/w+SXLcccfttT0BAAAAAAA4+AllAwAAAAAAAMAh4qSTTsq2hx/drTU9e5Wk8tLrUzd7ct5ePiqLZ05M5aXXtwnJ1s2enCQZecl1hbHmbVv3qMZXtrzQbmxI1YSsWjIvkxc/s0fh3O7sgt0VC6ZVp6mxrl39re9oSNWELu+1fdD6xLcOSPJqCLqkb7/XtO+e6OxcL//6mSTJG054c5v5mzeszcO3/UP6njYoo6bcsMtu3Fv+41dJkpMGvHuv1v2fL/7Hq/uedNJe3RcAAAAAAICD22HFLgAAAAAAAAAA2DdOP/30bN74VP7y5+bdWnfyuz6YJIXO16e9d0SH817atCHJq6HgR+++cZf7lpZVJkmeW/9YYd1jP7y53bwBZ45Jkjx6941tQtsbV63IrIo+WXnPt7t6lKIYNGJ8kuTplcvajLdet54v+e/u0htXrWgTbF//0MI295PkLYOGJklW3z+/zdzWffsPrditOqcue7HDPzve3/Fc65cvKoy9tGlDnnh4cZv6kleD47dOGp6+pw3KmROu3GUgO0k2P/NvSZLe/+Ntu3WOXfnt0+ty5JE9M3DgwL26LwAAAAAAAAc3nbIBAAAAAAAA4BBx9tlnp6Xlr3l2TUNOfe9ZXV7Xu1//QrfqIVUT2nRlTpIxV83N4pkTc/Nnhna4/qVNG9K7X/9244NGjE9TY13mXzyyMLZ96LjVKUOGpbx6Shpqa9JQW9PmXmlZZQafc36Xz1IMpw2tSGlZZRbPnJjFMye2uVdePSWnDBlWuB58zvl59vGG3HH52Hb77HjWkr79Cu9+x/cypGpCIfSeJLMq+iTZu13DW89VN3tyoVt6qzFXzW3z78nTj9UnSYe/Yasda3v+qceTJK8/5ti9VnOS/Opff5Yzhw/P6173ur26LwAAAAAAAAc3oWwAAAAAAAAAOET07t07Z59dkSeX/3C3QtnJq92cVy2Zl3d++BPt7g08a1ya//D7QjC3vHpKBp9zfv6r+Q+5ddLwPPv4P3cYyh541rgkybr6e9PUWJfKS6/PGaMuTP2ca9rNPXPClTnxrQPy7OMNWbVkXpKk8tLr8/byUV3qulxMPXuVpGrqTXl65bLCWYdUTciAM8e0CWQnydHHndBubmlZZQaNGJ/ThlakZ6+SNvMHnjUux77p5PziJ3dm1ZJ5hbmt77a7zzVqyg35ZcPSNr/9gDNHp2//wW3m7hja7orW33lv/r5/+XNzmhqW5uKa/7PX9gQAAAAAAODQ0KOlpaWl2EUAAAAAAAAAAPvG/fffn3HnnpfP167O0cfu32Hm/UV3dJkuhlkVfQ74M3Rkd36fx+tuzyPzpuffn/1Vjj766O4uDQAAAAAAgIPIYcUuAAAAAAAAAADYdz7ykY+krKwsK269ttilsA89t/6xVF56fbHLKKo//WFbGuf/Q2ZeO10gGwAAAAAAgN12RLELAAAAAAAAAAD2rRu/eUOGvPs9edffXpg3D3h3scs5YBzIHbM3rX00Q8/7YrHL2Ktaf4+uavjBdXnLm07MxIkTu6kiAAAAAAAADmY6ZQMAAAAAAADAIWbw4MH5whe+kMXT/1f+87fPFbsc9oGDLZC9u578p/vy6D035js3fiuHH354scsBAAAAAADgANSjpaWlpdhFAAAAAAAAAAD71h//+McMO/Nv8vy2v+TjX1+U1/U8qtglQbd4bv2/5q7Lx+Yr10zLFVdMLXY5AAAAAAAAHKCEsgEAAAAAAADgEPXb3/4273nv+3J4734Z+5Xv5fVvOL7YJcFetWntI1n81f+VqlGVqf3B94tdDgAAAAAAAAeww4pdAAAAAAAAAABQHCeeeGIeqPtxWn73H/nBl0fm5V8/XeySYK9Zt+zu3PW/x+XDI/4m8279v8UuBwAAAAAAgAOcUDYAAAAAAAAAHMIGDhyYx1Y+mred/ObM/+LZ+ddFt+Svf/mvYpcFe+z3Lz2fpdd9Off9ny9m6t//79xzz9058sgji10WAAAAAAAAB7geLS0tLcUuAgAAAAAAAAAorubm5nzlK1/J7NnX5/i3nJq/mTQjp713RNKjR7FLgy750x+2ZdWSeXmk9rr07n18vvmN6zNu3LhilwUAAAAAAMBBQigbAAAAAAAAAChoamrK5Eun5L4lP8qJ/6N/Sj9UlVPOGJY+p7wjR5X0zhFH9ix2iZAkaX7lP7PtxefzfNPjeeax+jz1T/el5a9/yWVTLs2VV16Zo446qtglAgAAAAAAcBARygYAAAAAAAAA2lm/fn1uu+22/Oi++/PEv60rdjnQqde97sgMO/PMjPvY2FRXV+e4444rdkkAAAAAAAAchISyAQAAAAAAAICd2rJlS9atW5cXX3wxzc3NRamhubk53/jGN/KLX/wil156ad797ncXpQ5eDez/4z/+Y04++eRcfvnlecMb3lCUOt7whjfkzW9+cwYOHJgjjzyyKDUAAAAAAABw6BDKBgAAAAAAAAD2a88991xGjx6df//3f8+iRYtSVlZW7JIOeevWrUtVVVUOO+yw3HfffRkwYECxSwIAAAAAAIBudVixCwAAAAAAAAAA6MwvfvGLfOADH8i2bdvyyCOPCGTvJwYNGpRHHnkkffv2TXl5eR588MFilwQAAAAAAADdSigbAAAAAAAAANgv1dXV5YMf/GDe9ra3paGhIaeeemqxS2I7ffv2TX19fUaOHJm//du/zS233FLskgAAAAAAAKDbCGUDAAAAAAAAAPud7373u6mqqsr48ePz4x//OMcff3yxS6IDr3/963P77bfnsssuy8SJE3PllVempaWl2GUBAAAAAADAXtejxd+EAQAAAAAAAMB+pUePHl2adzD+lf9f//rX/P3f/31qamoyffr0XH311cUuiS667bbbMmnSpIwePTrz58/PUUcd1S3P6cr3sbvfRuueB+M3BQAAAAAAwN4hlA0AAAAAAAAA+5lDNZT9hz/8IdXV1Vm6dGluu+22fOITnyh2Seym5cuXZ9y4cSktLc3ixYvzpje9aa8/QygbAAAAAACAYhDKBgAAAAAAAID93KEQGP3Nb36TMWPG5Omnn84Pf/jDfOhDHyp2Seyhp556Kh/5yEfS3Nyc++67L+985zv36v7d8T0cCt8YAAAAAAAAr81hxS4AAAAAAAAAADi0rVu3LmVlZXn55ZfT2NgokH2Ae9vb3pZHHnkkp556aj74wQ/mxz/+cbFLAgAAAAAAgNdMKBsAAAAAAAAADnA9evRIjx498uyzz2b06NGZNm1am/HO5u+ovr4+F110UXr06JHRo0envr6+22tftmxZPvjBD+bkk0/OI488ktLS0m5/Jt2vd+/e+clPfpLx48enqqoqN954Y9FqWbNmTWpqagr/3o8ePTp33nnnLtdt/z306NEj06ZNy5o1a3Y5d199OwAAAAAAAOxbPVpaWlqKXQQAAAAAAAAA0LnWAHVnf8Xfev/qq6/OtddemzvuuCOf+MQnOl3X0fi0adNy7bXXttv76quvzowZM177ITpwyy235Atf+ELOP//83HLLLenZs2e3PIfimjlzZqZNm5YvfelLuf7663P44Ye/pv129T1sb8mSJRk9enSH91q/k4723Nm6Bx98MCNGjChcF+PbAQAAAAAAYN/TKRsAAAAAAAAADhKDBg1KS0tLIWjaVfX19bn22mtz9dVXZ8uWLWlpacmWLVsKIe/OugPvqZaWllx55ZX53Oc+lyuuuCLz588XyD6IXXXVVbn99tszd+7cfOxjH8vvf//7vbJvawfrHf9srzVY3djYmJaWlrS0tGTjxo1Jkk9+8pOd7t26buPGjYV1jY2NSZJ77rmnMG9ffzsAAAAAAAAUj1A2AAAAAAAAABwktu/euzseeuihJMlll12WY489Nkly7LHH5rLLLkuSLFu2bO8UmOSPf/xjPv7xj6empibf+9738tWvfrVdkJaDzyc+8YnU19fn0UcfzbBhw7Jp06Z98tzWQPVpp52WNWvWZMmSJZk7d+4u11VVVSV5NYBdX1+f3/3ud/nABz6QlpaW3HTTTYV5+/LbAQAAAAAAoLh6tLS0tBS7CAAAAAAAAACgc62h5c7+ir+z+10d70ooem/85wWbN2/O2LFj8+STT2bhwoUZPnz4a96TA8szzzyTqqqqvPzyy/nRj36U97znPbu9x66+hx1NmzYt1157bYf3dvwGWq/XrFmTM844ozCvqqoqf/d3f9fuf3ywr74dAAAAAAAAik+nbAAAAAAAAACg2z3xxBMpKyvL5s2b09DQIJB9iDr11FPzz//8zxk8eHCGDx+eH/7wh936vLlz5+baa6/N5z//+Tz44INZvXp1nn/++V2uO/3009PS0pLVq1fnuuuuy5IlS3L22Wdn9OjRWbNmTbfWDAAAAAAAwP5Jp2wAAAAAAAAA2M/tzU7Zmzdvzhvf+MY24xdddFG++93vZsuWLTn22GP3bvFJHnrooYwfPz4DBw7M4sWLc8IJJ+z1Z3Bg+a//+q9cfPHFufnmmzNr1qxcfvnlXV67O52yO5r7u9/9Lscdd1yb8V3t+eyzz6apqSlnn312m3nd/e0AAAAAAACw/9ApGwAAAAAAAAAOUlVVVUmSRx55JMmrYdRvfetb7eadd955SZLrrrsumzdvLozX19enR48eqamp2eMabrvttlRWVmbkyJF58MEHBbJJkhxxxBG56aabct111+WKK67IxIkT8+c//7nbnvfLX/4yyavfwHXXXbfL+RdddFF69OhR+HZOPvnklJaWtpvXnd8OAAAAAAAA+xedsgEAAAAAAABgP7ennbLvvPPOfPKTn2wzdt111+Wyyy5rN3/atGm59tpr2+1dVVWVW265JX379t2tmltaWvKVr3wlM2bMyBVXXJGZM2cW6oTtLVq0KJ/61KdSXl6ee+65Z5cdp3enU3ZH38D2nnzyybz97W9vt+cjjzySsrKyDtfcfPPNmThxYuF6b387AAAAAAAA7J+EsgEAAAAAAABgP7enoezk1VDq7bffniVLlhTCpDsLcS9fvjzf/e53k7waPh0zZsxuh0qbm5szYcKELFiwIHPmzMmECRN2az2Hnn/913/N6NGjc/zxx2fJkiU59dRTO527O6HsJJk7d24+97nPJUmuvvrqfPrTn84f/vCHnHHGGTv9JtasWZMFCxYUAtdXX311hg4dWuhAv7299e0AAAAAAACw/xLKBgAAAAAAAAD2mhdeeCEf+9jHsm7dutxzzz05++yzi10SB4hNmzalqqoqzz33XBYtWtRpp2oAAAAAAAAohsOKXQAAAAAAAAAAcHB46qmnUl5enl//+tdZsWKFQDa7pV+/flmxYkXe//73Z8SIEbnzzjuLXRIAAAAAAAAUCGUDAAAAAAAAAK/ZihUr8oEPfCDHH398HnnkkQwaNKjYJXEAOuaYY/LDH/4wF110US644ILMmDEjLS0txS4LAAAAAAAAhLIBAAAAAAAAgNfmBz/4Qc4555yMGDEiP/vZz9K3b99il8QB7PDDD8/s2bPzne98J9OnT8+FF16Y5ubmYpcFAAAAAADAIU4oGwAAAAAAAADYIy0tLZkxY0YuvPDCfPnLX85dd92Vo446qthlcZD4/Oc/n/vvvz+LFy9ORUVFXnrppWKXBAAAAAAAwCGsR0tLS0uxiwAAAAAAAAAADix/+tOfMnHixNx+++359re/nc997nPFLomD1C9+8Yt89KMfTc+ePXP//ffnbW97W7FLAgAAAAAA4BCkUzYAAAAAAAAAsFteeumlfPjDH86iRYty//33C2TTrd75znfm0UcfzfHHH58PfOADWb58ebFLAgAAAAAA4BAklA0AAAAAAAAAdNmGDRvywQ9+MM8880z+6f9n7/7jqq7v/o8/8ec0hVhkR9GUNJrD0oJm/pyJIommMnU4uDRDUYu4onQsG990Jo3LH3QRS9NMMQzDRpLiEMWcisrilKmMRjpkgp0pDoHSFJPvH1zn5JHfCBzUx/1243bz83m/Pu/P632cZ3/Y09eBA/Ly8rJ1S7gDGAwG7d27VyNHjpSXl5c2bNhg65YAAAAAAAAAAABwhyGUDQAAAAAAAAAAAAAA6uTQoUN64okndNdddykjI0MPP/ywrVvCHaRDhw5KSEjQyy+/rJkzZ2rhwoUqLy+3dVsAAAAAAAAAAAC4QxDKBgAAAAAAAAAAAAAAtfrwww81cuRIDR06VH/9619lMBhs3RLuQHZ2doqIiND69eu1YsUKTZ06VZcuXbJ1WwAAAAAAAAAAALgDEMoGAAAAAAAAAAAAAAA1euONNzRt2jTNmzdPH330ke666y5bt4Q73DPPPKPU1FTt2bNHI0aMkMlksnVLAAAAAAAAAAAAuM3ZlZeXl9u6CQAAAAAAAAAAAAAA0PKUlZVp7ty5io2N1f/+7//q+eeft3VLgJV//OMf8vHx0Q8//KDt27fLzc3N1i0BAAAAAAAAAADgNsWkbAAAAAAAAAAAAAAAUMmFCxf01FNPKSEhQdu2bSOQjRbpoYce0uHDh9W9e3cNGTJEqamptm4JAAAAAAAAAAAAtylC2QAAAAAAAAAAAAAAwEpubq6GDh2qf/zjH9q/f7+eeuopW7cEVMvJyUm7d+/W+PHj5ePjo9WrV9u6JQAAAAAAAAAAANyG2ti6AQAAAAAAAAAAAAAA0HL87W9/09NPP62uXbvq8OHDcnZ2tnVLQK3at2+vjRs3ytXVVc8995xycnK0bNkytW7d2tatAQAAAAAAAAAA4DbBpGwAAAAAAAAAAAAAAO4ghw4dUnFxcZVrf/7znzVixAh5eHho//79BLJxS7Gzs1N4eLg++OADrVq1SpMmTdK3335bZW1WVpa+++67Zu4QAAAAAAAAAAAAtzJC2QAAAAAAAAAAAAAA3CEOHz6swYMHq3///rpy5YrV2rJlyzR16lQFBgYqKSlJnTp1slGXwM3x8/PTnj17lJGRoWHDhik/P99qfc+ePerXr58ef/xxG3UIAAAAAAAAAACAWxGhbAAAAAAAAAAAAAAA7gDl5eV6/vnnZWdnp4KCAj3zzDMqLy/X1atXNXfuXL3yyitasWKF3nrrLbVu3drW7QI3ZdCgQTp8+LAuX76sgQMH6osvvpBUMSH76aeflp2dnbKzs/XJJ5/YuFMAAAAAAAAAAADcKuzKy8vLbd0EAAAAAAAAAAAAAABoWrGxsZo5c6bM/5lAq1at9N///d/KyspSenq6PvjgAz399NM27hJoXEVFRZoyZYoyMjK0atUq/f73v1dBQYGuXr2qVq1a6f7779dXX32l9u3b27pVAAAAAAAAAAAAtHCEsgEAAAAAAAAAAAAAuM19++23euCBB1RYWKgb/zMBR0dH7dq1S+7u7jbqDmhaZWVlmjNnjhISEnTlyhWVlZVZ1lq3bq3XX39dv/vd72zYIQAAAAAAAAAAAG4FrWzdAAAAAAAAAAAAAAAAaFpLly5VUVFRpUC2JJWWlqq4uNgGXQHNo02bNvr+++91+fJlq0C2JP3www/6wx/+oIKCAht1BwAAAAAAAAAAgFsFoWwAAAAAAAAAAAAAAG5jubm5WrFiha5evVrl+rVr1/T000/r+PHjzdwZ0DzCw8P14YcfVvtn4OrVq1qwYEEzdwUAAAAAAAAAAIBbjV15Vf8MNgAAAAAAAAAAAAAAuC1MmDBBf/nLXypNCL5emzZtZGdnp6ysLD344IPN2B3QtN5//31Nnz691jo7OzsdPHhQTzzxRDN0BQAAAAAAAAAAgFsRk7IBAAAAAAAAAAAAALhNffrpp/rkk09qDGRLFdOyy8rKlJOT00ydAc1jyZIlkqRWrWr+T2Rat26tuXPn6tq1a83RFgAAAAAAAAAAAG5BhLIBAAAAAAAAAAAAALgN/fDDD5o3b55at25d5Xrr1q1lZ2cnR0dHvfTSS8rOzpaPj08zdwk0rc8//1zr16/XwIEDJUlt27atsu7q1as6evSo3nvvveZsDwAAAAAAAAAAALcQu/Ly8nJbNwEAAAAAAAAAAAAAABrXqlWrFBwcXGnyb9u2bXX16lWNGjVKs2fP1sSJE6sNqgK3k6+++kobNmzQ2rVrVVRUpNatW+vq1auWdTs7O91999365z//qbvvvtuGnQIAAAAAAAAAAKAlIpQNAAAAAAAAAAAAAMBtpqioSC4uLiouLpYktWnTRlevXlXXrl01e/ZsBQYG6v7777dxl4BtlJWVaceOHVqzZo1SUlLUqlUrSzi7bdu2Cg4O1sqVK23cJQAAAAAAAAAAAFoaQtkAAAAAAAAAAAAAANxmvLy8tGvXLtnZ2alVq1YaN26cgoKCNGbMGLVu3drW7QEtxpkzZ/T+++/r7bff1r/+9S/LfaPRqMcee8yGnQEAAAAAAAAAAKClIZQNAAAAAAAAAAAAALewzMxM/eUvf9G+/fuVlZWlov/8R99//72t2wIkSZ07d5aha1cN6N9fo0aN0vjx49W1a1dbt4UW7tKlS9q9e7dSUlJ0KOMz5f7znyopLtK1a9ds3RpuY3d16qwuBoPcHx2g0XxfAQAAAAAAAACAKhDKBgAAAAAAAAAAAIBbTHl5ueLj4/XGH/+o48eOqdcDvfXEsBF68KG+cvzpPWrf/ie2bhE29v2lS2r/k5/Izs7Opn2Ulpbo3L+/UdbRIzq0b6++/bZUPuPGafGiRRowYIBNe0PLc+HCBUVGRmrV6jUqLS2R00Mesn/gMd11X0+1vctBdq2aZ8r7tatlsmvVqtneh5ah7FKpLhf9WyV5x3U+64CuXPpWPj7j9IfFfF8BAAAAAAAAAIAKhLIBAAAAAAAAAAAA4BZiNBoVHBysv/3tb/L1C9Azc4Ll9ghhMbR8V8vKtOsv27X2rRU6duRzBQUFafHixXJycrJ1a7Cxa9euacOGDVrw29/p0tVrcvGZp/tHTFN7+3ts3RruUNd+KJMpc6dyk99W0cmjCpoTpD/wfQUAAAAAAAAAwB2PUDYAAAAAAAAAAAAA3CKWLVum3/3ud3r8iSEKf2MFYWzcksrLy/XRBxu1/PX/JzuV65OkJP3iF7+wdVuwkeLiYk2eMkV79nwql9Ez9NCU36rtXQ62bguoUF6uf/31Q+UkvKGObey0fRvfVwAAAAAAAAAA3MkIZQMAAAAAAAAAAABAC1dWVqbnnntOGzZsUPgbK/RfgXNlZ2dn67aAm/Ldt6V6ed6z2peWqtjYWE2ZMsXWLaGZ5ebm6imfcTpzvkTuL22QQ69+tm4JqNLVS9/qy9UhOvflp3p/I99XAAAAAAAAAADcqQhlAwAAAAAAAAAAAEALVl5erslTpmj3rt2KWf+Bho0cbeuWgEZz7do1RS5+VWvfWqn3339f/v7+tm4JzSQ/P1+PD3xCV+/qIo+XY9X+7i62bgmoUXn5NWV/8LpObF/F9xUAAAAAAAAAAHeoNrZuAAAAAAAAAAAAAABQvYULF2r3rt3anJymvv0esXU7jWpz7Dq98uI8Bc9fqJdfXVRpfcXSRYpZHqE33lwlvxmBzd9gNdJSkjVr2iTlFl2pcr20pFh7d+9U0pZ4paUky9PbR6O8x2n02PG6597ag6cuju2qXavunbeqVq1a6ZXFb8jh7rs1a9Ys9enTRwMHDrR1W2hiFy9e1JinfFTueL+eCItX63Y/sXVLFnlpcTqydr5cfUPVd2pYpfXshEjlJEZpwOzl6ukZYIMOKyT5GWqtmbDZZPl12cUSnTn0iUyfp8pkTJXB3Uvdh/iqy4CRatvR/qb3PbJ2viTJ1TdUPYZNVqeuvW/6HNe/pyWws2uln/v/P7W96249G8j3FQAAAAAAAAAAdyJC2QAAAAAAAAAAAADQQm3ZskXLli3T2vjE2y6QLUl+MwJ1/MsvFLM8QgPcH5ent49lLS0lWTHLI+Q/M6hFBbKzjx/VrGmTql0vLSlW6JxnlJaSbLmXlpKstJRk7U7Zrsjod2oMZp/JP92o/d4qngsNU8Hpf2nc+PE6dvSoDIbag6G4dQX81wyd+U+pnljUsgLZktTTM0AXTh1TTmKUHHs/KoO7l2XNZExVTmKUeo2eYdNAdl1c37ck/T1+qU7tirVcm4w/hrMHLtjY4H0//1OwTMZUKbM5LgAAIABJREFUy3VOYpRyEqM0IjJNDj3datzrUmFBnd/bkjw4MUTfn8/XUz7j9ffjfF8BAAAAAAAAAHAnsSsvLy+3dRMAAAAAAAAAAAAAAGslJSVyfeghBYXM17PzQmzdTpM5k39aQx6umKi657MsufR5ULknvtbIxyvCfOnHTqpb9x5N9v7s40d1YG+aZgeH1lr7RWaGfEcPs1xXNbV6W2KCQgID9Mabq+QzabI62zuotKRYa96KUszyCC1cElnju8yfR211t6OyK1cUMMlbP3uwt2I3bLB1O2giycnJ+tWUX2vo0p3q1K2Prdup0qXCAqUGu0uSPKPS1alrb337zUmlhQ6RJHnFGNXBybnJ3l+cl6Vzx/apz7h5DXp2b5inpe/r77n6hqrXyAB1cHLWpcIC5SRF69SuWKva+uxbcHCrMqPnWk0NL8w6oPQlk9Vr9Az1D4yscU/z5+wW8FqDzmpL166W6W8RUzTa4yG9H7vB1u0AAAAAAAAAAIBm0srWDQAAAAAAAAAAAAAAKnv99dd1X1dnPTMn2NatNKlu3XtoU9JOSdLS8N+qtKRYS8N/K0nalLSzyQLZX2Rm6PcvBWvsMA9FhIfVWr82Jkq+o4cpel1cjXVJW+IlVUwB72zvIEnqbO+goBcqAta1vevUP09IktweGVBrT7ebtu3aKeLNVdocH6/Dhw/buh00gbKyMr3w4kvqM/HFFhvIlqQOTs4aEv6RJCkrbrHKLpYoK26xJGlI+EdNFsgu+tqoL9eFaW+Yp+V99XG5pFB7wzw1YPZyq5D1hRNfSJJ6DJts6b2Dk7N6jZouSSrOPdagffPTEyVJ3QY9bbnn5DZUkqymclfnu3/nSpLudnm41tqWplWbtuo3aznfVwAAAAAAAAAA3GEIZQMAAAAAAAAAAABAC3PixAlFR0dr0f+8qVatbv+/1h08/EkFz1+otJRkJX/8kdJSkhU8f6EGD3+yUd9TWlKstJRkzZo2yTLx+t34j5WZk1/rsxHhYXo3/mON951aY9278R9XOUHbHNBGzXo/+JCmz35OL4aGqry83NbtoJG99dZbunCxTA+MnWPrVmrl5DZUrr6hMhlTdebQJzIZU+XqG2oJHTeWsoslMhlTlbFsuvaF+0iSBi7YKO81x+u91z9T1sng7mWZWm128XyBJKm9w71W93/ieJ8kqST/Hw3ad+CCjZqw2aS2He0t90zGVEmSR8jqevd/q+nUrY8eGPOsgkNe5PsKAAAAAAAAAIA7xO3/t/cAAAAAAAAAAAAAcIuJiorSox4D9ajHQFu30myCXgiVp7ePXnlxnjy9fSyTpRvDmfzT2paYoEd63qv42Hc1Yco0pR87qddXxsjT20f33Nul1j1yi67I09unwT3knvhakmqdtJ119IgkyfGn92hz7Dq5OLaTi2M7bY5dp9KS4ga//1YyKzhUxsxM7du3z9atoBFdvXpVkcuWq4d3kFq1bWfrduqkz7h5Mrh76cja+TK4e6nPuHmNtvelwgIVHNyqHc+6Km9PnLoP8ZVXjFH9AyNlcPdSe3uneu1XmHVAOYlR6j02qNJaTmKUJFmFpyVZ3mFer+++1zuxfZWS/AzKWDZdHiGr5Tx4Yq09X/i/Cd1tOzkqLy1OSX4GJfkZlJcWp7KLJbU+3xK4+MzVF58b+b4CAAAAAAAAAOAO0cbWDQAAAAAAAAAAAAAAflRWVqa4TZsUHrHC1q00q872Dho4ZLjSUpI1cMjwRp0sPeTh3pIqAtG1TbpuKokfbpKnt49GjBpTp/qxwzysrl95cZ52p2xX1Dsbbvup2/cZumrYyNHasGGDfvnLX9q6HTSS1NRUnS8slMfQX9m6lTpr29Fe9/QdJJMxVff0HVQp1HwzUoPdJanOAebanNyxRgZ3r0af5F3Xfe92eVhuAa/pfPYhZUbPlaQ6n2tvmKfV9ZG182X6PFWPPR/TqJ95U/iJo0GG/iO0nu8rAAAAAAAAAADuCEzKBgAAAAAAAAAAAIAWJD09XSXFxXpytLetW2lW2cePKiI8TJIUER6m7ONHa6w3T5B2cax94m76sZOKXhenkMAAzZo2SdsSE3Qm/3Sj9F0XK5YuUszyCL386uJaA9XmzyBx137lFl2x/ESvi1NaSrL27t7ZHC3b3JNeTyl5xw5bt4FGlJycLKeHHm/xIdvrFedlKStusSQpK26xivOy6vxskp+hxnWvGKM8QlYrM3quMpZNV8HBrbpUWNCgPou+NspkTFXPkQENer4x9nVyG6o+4+Zp4IKNGjB7uTKj56ow60CNz5g/2+FLkjVhs8ny4xGyWiZjqs4e2dMo52hqTgNGadv2ZFu3AQAAAAAAAAAAmgGhbAAAAAAAAAAAAABoQT777DM597hf99zbxdatNJvSkmKtWPqaJGnPZxWhxxVLX1NpSXGV9S6O7awCy7UFs7t176HxvlN1NO+cps2YpaQt8RrycG/9/qVgpaUk6/y5s417oOuYA9k79meqb79Haq03n+lRj4FW980TvpO2xDdJny3NIwPcde7sWeXl5dm6FTSSw3/7TJ1d+tu6jToru1iirxIiJUmeUemSpK8SIlV2saTWZ2sLZEtSBydnOQ+eqLHv5ajnyADlpycqNdhdX64Lk8mYqsslhXXu9V/7EiRJ9/R9os7PNOW+3QY9LaliynZNzCFsxwfdre6bJ2znpyfW6722cvcD/fWfwnN8XwEAAAAAAAAAcAcglA0AAAAAAAAAAAAALcjJkyfV64E+tm6jWa15K0ppKclauCRSLn0e1MIlkUpLSdaat6Iq1ZoD2Q3R2d5Bnt4+ejf+YyXu2i9JmjVtkjxcu99U/1U5f+6sVixdpOzjX2rPZ1l1CmTXRVrKnTGN9X6XByRJJ06csHEnaCwnT5zUXff1snUbdXZi+yqZjKlyC3hNnbr2llvAazIZU3Vi+6oan0vyM2jCZlOd39O2o70M7l4auGCjhi+p+POdsWy6UoL61en5yyWFOrUrVq6+odVOIXf1DZWkSoFy87V5vb77VsdcbzKm1uu5G93s883F/L9rvq8AAAAAAAAAALj9EcoGAAAAAAAAAAAAgBaktLRUne3rF4C7lR3c96lilkfI09tHs4MrgoGzg0Pl6e2jmOUROrjvU6v6hgayb/Sox0C9vjJGO/ZnauGSyEbZ0yz7+FGFhcyRJEVGvyOXPg/W+dlZ0ybJxbFdpSnh5mv/mUGN12gLZu9wtyTpwoULNu4EjaW0tFhtOna2dRt1Uph1QDmJUTK4e6nPuHmSpD7j5sng7qWcxCgVZh2o8rn6BrJv5Pigu/oHRmpEZJrcAl6r0zMX/10xndmx96PV1th3f0iSdLn4nPWz505Lkjre49ygfTOWTVeSn6FS2Ns85bvX6Bk19l7d8+br2p5vKdreVfH/2XxfAQAAAAAAAABw+yOUDQAAAAAAAAAAAAAtTPv2P7F1C83iTP5p+U8YI0l6dcn/WK2Zr/0njNGZ/NPV7uHi2O6meujb7xFLGLwxnMk/rbHDPNS3X3+9/Ooi3XNvl3o9P2HKNEnS3t07re6br8dO/FXjNNrCtW7dWpJ0+fJlG3eCxnLthx9s3UKdXCosUPqSyZJUKRhtvk5fMlmXCguarAeHnm6WMHhtSv6VLUnq1K13tTWdnCv+YYjT+z+y9H2psEBnMrZLku7uUzl4XZd9uw/xlSSdOfSJ5V7ZxRKd3rdFkuT8xPgaezc/f/bIHqv75uvanm8p7FrxfQUAAAAAAAAAwJ2ija0bAAAAAAAAAAAAAADcmd5eWTGh+t34jytNk3bp86Dejf9Ys6ZN0tsrI/X6yhjr9evC2LVNz65LcLuxJnDvS0uVJMUsj1DM8oha32XuzXxvxKgx8vT2UUhggEICA6yeC56/UIOHP9kofQKoWk5StCRp4IKN6tTVOpDcqWtvDVywURnLpisnKVr9AyMta/Wdkp3kZ6i1pi77XTh1TJLU9i6HamscerpZpnznJEZZrfUaPUMOPd0atK/z4InKT0/UkbXzdWTtfKs1V99QObkNtbpnPrP5XF0GjJTB3UuZ0XOVGT231ucBAAAAAAAAAABsjVA2AAAAAAAAAAAAAKDZbY5dp03r1yh4/kJ5evtUWePp7aPg+QsVszxC/fo/Kr8ZgZa1G4PNjRWqvlmvvFi36bbV6WzvoKh3Nmjv7p1K2hKvtJRk+c8M0tiJvyKQDTSxvLQ4ndoVK1ffUBncvaqsMbh7ydU3VDmJUbq718Pq6RlQ70B2Yzq1K1aS1N7eqca6AXNWyvRZikyfp8pkTJXB3UuGx7zUbdDTN7XvwAUbVXBwq/LTE2UypqrX6BlyfmJ8nQLVbTva67HnY3T2yJ4GPQ8AAAAAAAAAANDc7MrLy8tt3QQAAAAAAAAAAAAAoIK/v7++u3JNb67daOtWbiktKZiNxuHi2E6bNm3Sb37zG1u3gkZgZ2cn9xfeVvchvrZupVFVF8i2ZVAbzS/Jz8D3FQAAAAAAAAAAdwAmZQMAAAAAAAAAAAAAAAANlORnqPY+wWwAAAAAAAAAAIDbB6FsAAAAAAAAAAAAAMAtg4nYAFqS6kLXBLIBAAAAAAAAAABuP61s3QAAAAAAAAAAAAAAAPXh4tiu0jVBbQAAAAAAAAAAAABAUyKUDQAAAAAAAAAAAACwGRfHdpVC1jXJLbqi3KIrVs81ZSC7tKRYm2PXada0SXJxbKdZ0yZpW2KCSkuKG7Rf9vGjNZ53W2KC5V2/fylY2cePVlube+JrrVi6yPJZbI5dp/PnzjaoLwANl+RnUJKfwepeXaZkV/VcUyi7WKK8tDhlLJuuJD+DMpZNV8HBrSq7WFLvvUzG1Bp7LrtYooKDW+v0rqpq89LidLmksN59AQAAAAAAAAAANIc2tm4AAAAAAAAAAAAAAICWKnLRq9q0fo3lOi0lWWkpyfL09tG78R/Xa6/z585q7DCPatdnTZuktJRky/Wm9Wu0af0aRa+L03jfqVa12cePVtrrlRfnaXfKdkW9s0Gd7R3q1RuA29ff45fq1K5Yy7XJmCqTMVUGdy8NXLCxzvsU52UpY9n0atcvlxTqyDsvyWRMrfJdA+asVHt7J0kVgezP/xRcde3nqVa1AAAAAAAAAAAALQWTsgEAAAAAAAAAAAAANmOefN1cz9VH9vGj2rR+jYLnL1T6sZPKLbqi9GMn5T8zSGkpyco98XW99ot64w/Vrm1LTFBaSrIWLonU0bxzlvNFr4tTSGCAzuSfttSWlhRr7DAPeXr7WPo6mndOC5dEKi0lWXt372zwmQHU34TNpjpNxm6s5+qjOC9Lp3bFytU3VF4xRk3YbJJXjFG9Rs+QyZiqb785Wad9ir42am+YZ401ps9SZDKmyiNkteVsEzab5BGyuiJw/VmKpfbskT0yGVM1YPZyjX0vRxM2mzT2vRy5+obKZEzV6X1bburcAAAAAAAAAAAATYFQNgAAAAAAAAAAAAAAVfjS+JkkyffX/urWvYckqVv3HvJ/NkiSdPzoF3Xea21MlEzfFFS7nrQlXpLkN/1ZqynXI0aNkSTtS/txmuyJnK8kSROmTLP01dneQX7Tn7XaCwAunKj4nuoxbLI6ODlLkjo4OavXqIqJ18W5x2rd48T2VdoX7iOPkNU11h1ZO1+S5Dx4otV987V5XZLy0xMlST09A9S2o70kqW1He/UZN0+SlBW3uNa+AAAAAAAAAAAAmlsbWzcAAAAAAAAAAAAAALg9bUtMUNKWeKWlJCt4/kL5/tpfIx93kyTLlGsXx3ZVXmfm5Cvxw02KCA+Tp7ePJkyZpvG+Uy173/hcVcw1Nanp+YL/m07t1KWL1f0u9xkkSTnZf691f0k6uO9TRYSHacf+TKWlJFdZY75/fSD7+uvjX/4YAM88fFCS5P6LQZVqm3p6OHCnKTi4VfnpiTIZU+XqG6oewyYrLXSIJFmmXCf5Gaq89l5zXKf3bVFW3GIZ3L3UfYivVWD5xueqYq6pSU3PXzxf8Y9BtHe41+r+TxzvkySV5P9DzrXsnxW3WAMXbJTB3UuZ0XOrrTO4e8lkTK1x3Wzggo1V1pgD2gAAAAAAAAAAAC0Rk7IBAAAAAAAAAAAAAI1uxdJFCgkMsISNY5ZHWALZdREWMkcR4WGSKgLLIYEB2paY0CS9VidmeYSkykHpe+7tYrVek9wTX8t/whhFr4tT336PVFvn6e0jSSotKba6b77etH6N5V5G+j5JFVO7tyUmaNa0SXJxbKe1MVE6f+5srT0BqJvshEhlRs+1BI1zEqMsgey6OPLOS5aJzyZjqjKj56rg4NYm6bU6OYlRkiqHndvbO1mt12TCZpNVoLo6PUcGSFKlM5qvzes1+fabk5JU61RuAAAAAAAAAAAAW2BSNgAAAAAAAAAAAACgUR3c96lilkcoeP5CTZsRqG7de+hM/mm9vTLSKlxck779+ivqnQ3qbO+gg/s+lf+EMUraEm81Lbs2tp4aXVpSrKXhv1Xw/IW19j1hyjSlpSRr7+6dltrSkmKteatyYNIcdF+xdJFVMDwiPEwZ6fssnxuAhivMOqCcxCi5+oaq18gAdXBy1qXCAuUkRevUrtg67WHf002PPR+jth3tVZh1QOlLJis/PdFqWnZtapqC3dIY3L00JPwjndyxxmqitvm+k9vQWvc4vf8jGdy91GXAyKZsFQAAAAAAAAAAoEGYlA0AAAAAAAAAAAAAaFSH9v9VkiyBbKliqnPgc/9d5z2eCXrOEiwePPxJST+GkW8Va96KUlpKsp4Jeq7W2hGjxsjT20chgQFycWwnF8d2eqTnvbU+l5mTr9yiK8otuqLodXGWYDeAm3MuK12SLIFsSerg5KzeY4PqvMcD3oGWCdXmQLJ56vbt6kLusUpnNBlT9Z3pVK3PZidEKicxSj+bGlZpsjcAAAAAAAAAAEBLwKRsAAAAAAAAAAAAAECjMk9vNgeyzVz6PFjnPe65t8tN9+Hi2K7Wmqaapr0tMUExyyOUuGt/nc7S2d5BkdHvaNeObXrlxXny9PbRhCnTNN53qtU07OsFvRBqNRF7xKgxklTvieIAKstJrJhSbw5km3Xq2rvOe7S3d7rpPpL8DLXWtJRp2gUHtyorbrE8QlZbTQMvOLhVmdFz1aZDp2qnhJsD2SMi0+TQ0625WgYAAAAAAAAAAKgXJmUDAAAAAAAAAAAAAFCF4PkLJUmlJcVW983X5vWqhAQGSJJ8Rw+zTL6+PiR+47VUEUT3mxGo3KIrejf+Y433naoz+aclSQuXRFbq6/pA9vXXt9pEcQBNx9U3VJJUdrHE6r752rzeGDKj50pSpeC1+To/PbHSM5dLCpWdEKmSvCx5RqUTyAYAAAAAAAAAAC0ak7IBAAAAAAAAAAAAAI0qeP5CxSyP0Jn801bTss0B4+Zys1OwXfv+XJJUePasVQA6/195kiTnGyaB34xZ0yYpLSVZR/POWb3r1D9PSJIM3X6c1mvu68bP1xwW958Z1Gh9AXcqV99Q5SRG6VJhgdW07EuFBc3ax81Owbbv/pAk6XLxObXtaG+5f/Fcxfdxx3ucq3yuKZiMqVbXxXlZ+iohUvY93TRgzspGmSwOAAAAAAAAAADQlJiUDQAAAAAAAAAAAABoVIOG/VKSFB+7zhLEPpN/WvGx62zZVr31cf2ZJCnxw01W59iRVDHttb/749U+m1t0pcqfG9fNJkyZJklK/vijH2tOfK0dW/8sSXL/xSDLffOv42PXWU3x3rt7pyTpSa+nGnBaANe7122IJOnUnjhLEPtSYYFO7YmzZVv11sn5QUnS6f0fWZ3jTMZ2SdLdfR5ttHe5BbwmSSrMOmA1mbvg4FardXMPe8M8Zd/TTX2nhhHIBgAAAAAAAAAAtwQmZQMAAAAAAAAAAAAAGtXg4U9apmXHLI+wdTsN1rffI/L09qnyHP4zg9S33yNW91wc20lq2ITuEaPGyNPbR6+8OE+vvDjPai16XZzVROxu3Xsoel2cQgIDquzL09un3u8HYM3JbahlWnZOYpSt22kwh55uMrh7VXmOXqNnyKGnm9W9JD+DpIZN6O4xfIrOZx9S+pLJldYM7l7qMXyK5frsl59KUo2f781OCQcAAAAAAAAAAGhsTMoGAAAAAAAAAAAAADS6l19dpOh1cZaAcPD8hdrzWZaNu6q/yOh39Mabqyzn8PT20RtvrlLYoqWN+p7O9g6Wd5kFz1+oHfszNd53aqX68b5Tlbhrv/xnBln6il4Xp9dXxjRqX8CdrO/UMHmErJbB3UuS5OobKs+odBt3VX8D5qzUgNnLLecwuHtpwOzl+vm0Vxv1Pe3tnfTY8zFWn5nB3UseIav12PMxVtOwj6yd36jvBgAAAAAAAAAAaA525eXl5bZuAgAAAAAAAAAAAABQwd/fX99duaY31260dStNwsWxnfxnBhEeRq1cHNtp06ZN+s1vfmPrVtAI7Ozs5P7C2+o+xNfWrdy0JD+Deo2eof6BkbZuBS1Ekp+B7ysAAAAAAAAAAO4ATMoGAAAAAAAAAAAAADQqF8d2cnFspy8yMyz3SkuKtTYmSpI0cOhwW7UGAHWS5GdQkp9BRV8bLffKLpboxPaKafZOfQfZqjUAAAAAAAAAAADYSBtbNwAAAAAAAAAAAAAAuL28G/+xZk2bJN/RwyqteXr7aMSoMTboCgDqbuCCjcpYNl37wn0qrRncvdRlwEgbdAUAAAAAAAAAAABbIpQNAAAAAAAAAAAAAGhUnt4+2pS0U4f2/1UxyyMkSf4zgzRw6HCNGDVGne0dbNwhANTM4O6lIeEf6VxWunISoyRJvUbPkFPfQeoyYKTadrS3cYcAAAAAAAAAAABoboSyAQAAAAAAAAAAAACNbvDwJzV4+JN6+dVFtm4FABrEyW2onNyGqu/UMFu3AgAAAAAAAAAAgBagla0bAAAAAAAAAAAAAADgZrk4tpOLYztbt9EgpSXF2paYoFnTJsnFsZ1mTZukzbHrdP7c2Srrc098rRVLF1nOXFOtWVpKcr0+n+zjR2/ZzxO4FSX5GZTkZ7B1Gw1SdrFEeWlxljNkJ0Tq229OVltbcHCrMpZNV5KfQRnLpqvg4FaVXSypsv762i/Xhak4L6vaPupTCwAAAAAAAAAA0BBMygYAAAAAAAAAAAAAwEZKS4oVOucZpaUkW+6lpSQrLSVZu1O2KzL6Hd1zbxfLWvbxoxo7zMNqj1denKfdKdsV9c4GdbZ3qPSO7ONHNWvapDr3dP7c2UrvAIDqfP6nYJmMqZbrnMQo5SRGaURkmhx6ulnuXy4p1JF3XrKqNRlTZTKmyuDupQFzVqq9vZNlLWPZdKvaU7tidWpXrDxCVst58ESrHupTCwAAAAAAAAAA0FBMygYAAAAAAAAAAAAAwEb27t6ptJRkvfHmKh3NO6fcois6mndOwfMXKi0lWYkfbrLUlpYUa+wwD3l6+yj92ElL7cIlkUpLSdbe3Tsr7f9FZka9A9ZRb/zhps8F4M5QcHCrTMZUDZi9XBM2mzRhs0lDwj+SJJ3avdGq1vRZikzGVHmErLbUTthskkfI6opw9mcplfZ1C3hNY9/LsarNjJ6rS4UFDaoFAAAAAAAAAAC4GYSyAQAAAAAAAAAAAACwkaQt8ZIkvxmBlinXne0dFPRCqCQpIjzMUnsi5ytJ0oQp09Stew9Lrd/0Z632MlsbEyXf0cMUvS6uzv2sjYmS6RsCjADqJj89UZLUbdDTlntObkMlVUyrvt6RtfMlqdLkavO1ef36fXuO9FfbjvaW+10GjJQknf3y0wbVAgAAAAAAAAAA3AxC2QAAAAAAAAAAAAAAi4P7PtXvXwqWi2M7uTi204qli5R9/GiluuzjR7U2JspSN2vaJG1LTLCqMa9JUlpKsqUuLSXZUrMtMcFSV9PzN9aVlhTX+zyzpk3SwX1Vh/Pqeu4bmetr+qnJu/EfK7foSqX75oD29TIPH5Qkuf9iUKXa3KIrejf+Y6v7EeFhejf+Y433nVrrOaSKzyAiPEwvv7q4TvVAS1SYdUBfrgtTkp9BSX4GZSdEqjgvq1JdcV6WTmxfZanLWDZdBQe3WtWY1yTJZEy11JmMqZaagoNbLXU1PX9jXdnFknqfJ2PZdBVmHbipc9/IXF/TT00GLtioCZtNVmFo8+fjEbLaqtbg7lXjXtevm/e4ft/rry+cOtagWgAAAAAAAAAAgJtBKBsAAAAAAAAAAAAAIKkiOO0/YYw2rV9juRezPEJjh3lYhZnTUpI1dpiH1RTntJRkhQQGVApWm9dmTZtk9evs40e1YukihQQGWOpqev7GutA5z9R6nhVLF1mdx3y+FUsXNejczSn3xNeSZDXlOiN9nySpW/ce2paYoFnTJsnFsZ3WxkTp/LmzlfcouiJPb586v89/whhFr4tT336PNMIJgOZnMqYqfclkqwnNOYlR2hvmaRVmNhlTtTfMU1lxi63uZUbPrRSsNq9lLJtu9evivCxlJ0QqM3qupa6m52+s+/xPwbWeJzsh0uo85vNlJ0Q26NxNzRxyz1g2XR4hqytNxO45suJ7/MbPyHxtXpd+DGjfGF43X19/1vrUAgAAAAAAAAAA3AxC2QAAAAAAAAAAAAAASbIEp9OPnVRu0RXlFl1R4q79kqQdW/9cqS5x135LXfqxk5JkFZ42O2L8TEfzzim36Io2Je2UJI0d5iFJle5X9Xx87LuWntKPnVTw/IVKS0muMTB9cN+nilkeoeD5Cy3vOJp3TsHzFypmeYTVFOy6nrsq5vqafhoi8cNN8vT20YhRYyz3zBPGzWF283VEeJjCQubUeXr4jUpLirU0/LcKnr+wzlO1gZbIHJz2ijFqwmaTJmw2afiSij8nBYe3VaobviTZUucVY5Qkq/C0WdHJLzT2vRxN2GzSkPCPJEl7wzwlqdL9qp7P2xNn6ckrxihX31CZjKk1BqYLsw4oJzFKrr6hlneJXPUQAAAgAElEQVSMfS9Hrr6hykmMspqCXddzV8VcX9NPXd3t8rDcAl6Twd2ryoC6wd1LQ8I/Un56otUk7vz0RA0J/8hqUnb3Ib6SpLNH9ljulV0s0Yntqyq9tz61AAAAAAAAAAAAN4NQNgAAAAAAAAAAAABAkixTlZO3fqSD+z5VaUmxHvUYqNyiK3p9ZYylzhw2vr+ni7KPH1VaSrLiY9dVu+8zQc+ps72DJGnw8Cct94NeCK3y/o1eXfI/6ta9h6SKKdHTZgRKqjkwfWj/Xyu9o7O9g4JeCJUkHdibVu9zN5cVSxcpZnmEXn51saX3G2Xm5Ft+H6LXxSktJVl7d+9s0PvWvBWltJRkPRP03M20DdicOdRbcPgTFWYdUNnFEjk+6K4Jm03qH/jjdGlz2LjjfT1VnJclkzFVp/bEVbetHvAOVNuO9pIkJ7ehlvt9xs2r8v6N3AJeUwcnZ0lSBydn9TJPjK4hMH0uK73SO9p2tFefcfMq1o/tq/e5m5qT21D1GTdPAxds1IDZy5UZPbdS8PxC7jGZjKlW90zGVH1nOmV1r8uAkZZwtzm8veNZ1yrfW59aAAAAAAAAAACAm9HG1g0AAAAAAAAAAAAAAFqGl19drLSUZEWEh0mqCCs/Oy+kysC0OThcF/fc26XK+9UFjm/k0udBq2tzQHvT+jXVhqbNvT3S894q1yPCwzQ7uCKgXZ9zV+rNsV2tNfWZlm3+XHfsz1Tffo9UWXN90FySZZp20pb4ek+63paYoJjlEUrctb/a3yfgVvGzqWEyGVOVFbdYUkVYuffYoCoD09kJkcpJjKrTvu3tnaq8bw5L16ZT195W1+aA9qldsdWGps29VRcuzopbbAlo1+fcN0ryM9RaU59p2WbdBj2tI2vn6+SONZY+Cg5uVVbcYnmErJbz4ImW2oKDW5UZPVdtOnSy3G/b0V4D5qyU6bMUHVk7XwZ3L3Uf4ivnwRMr/b7VpxYAAAAAAAAAAOBmEMoGAAAAAAAAAAAAAEiS+vZ7RLlFV5R9/KgO7E1TRHiY0lKS5ento5dfXWwJCW+OXaeY5RHynxmksRN/Jcef3qMu9xnk4drdxidomLqeuymdP3dWG9a8rezjX2rPZ1mVguiSFDx/oWKWR1QKs5uv01KS6/3ekMCKib2+o4dVuW4OndcnWA7YikNPN03YbFJxXpbOHdunrLjFMhlTZXD30s+mhsmhp5skKS8tTjmJUeo1eoacnxivtp0c9RPH+5QS1M/GJ2iYup67OZkD69dPxc6MnitJVoFs83Vm9FzlpydarbW3d1JPzwD19Ayw3LtUWCCpYvr49epTCwAAAAAAAAAA0FCEsgEAAAAAAAAAAAAAVvr2e0R9+z0in4mTdeqfJ+Q/YYzSUpItwdxXXqyYznr9lOrSkuIm6+dM/mnLdGxJyj3xtaSKkHJ1/GcGadP6NTqad67OE7lrO3dVGiOsnH38qFYsfU19+/VXZPQ71U6sdu37c0mVPw/zZ+8/M+imewFuBw493eTQ003OTzyt7/6dq/Qlk2UyplomPh9ZO1+SrKZUl10sabJ+LhUWWKZjS9K335yUJLn6hlb7TK/RM3RqV6zGvpdT54nctZ27Kg2Zgn29jGXTZTKmVurzckmh5Rx1dX2Au7p9v/t3riSpw0+7NqgWAAAAAAAAAADgZrSydQMAAAAAAAAAAAAAgJbh9y8Fy8Wxnb7IzJAkdeveQ70e6FNtvTkcXVpSrDVvRTVZX/Gx63Qm/7SkikBy4oebJEmDhv2y2mfGTvyVJGnNW1E6f+6s5f7BfZ/KxbGd1sb82G99z92YzuSf1thhHurbr79efnVRtYFsSXL/xSBJFZ/H9SH4vbt3SpKe9Hqq3u/PLbpS5c+N68Ct4Mt1YUryM6joa6MkqYOTs+66z6XaenM4uuxiiU5sX9VkfZ3aE2eZ2nypsECn938kSbrXbUi1zzg/MV6SdGL7KkvAWZIKsw4oyc9g1W99z92Yug/xlSSdOfSJ5V7ZxRKd3rdF0o/nkH6cWF2YdcAqBF9wcKvVenX7fvvNSRUc3iZJ+qnr4w2qBQAAAAAAAAAAuBlMygYAAAAAAAAAAAAASJJ+9Zv/0qb1a+Q7eliltTfe/DEAGL0uTiGBARr5uFuV++Se+FoufR5s1N6GPNzb6jp4/kINHv5ktfWDhz+p4PkLFbM8QjHLI6zWPL195Ptrf8t1Xc/dFPalVUyGrapPM3Moulv3HpbP/sZa/5lB8vT2adJegZbu/uFTdWpXrPaFV/6zMGD2csuvPUJWKzN6rtJCqw5Ff/vNSXXq2rvKtYZKDXa3unb1DZWT29Bq653chsrVN1Q5iVHKSbT+Ry8M7l7qMXyK5bqu524KzoMnKj89UUfWzrdMIDe78Yw9hk/R+exDSl8yudI+N56py4CRMrh7VbmvR8hqq8nj9akFAAAAAAAAAAC4GYSyAQAAAAAAAAAAAACSpEc9BmrH/kztSEq0hH6D5y/UAPfHrQK/432n6rvSUr3y4jxLje+v/fX995c0dpiHMtL3NWoo++VXF8newUER4WHy9PbRs/NCagxkX/+ca9+fK+PAPm1av0ZSRch69NjxVhOp63rupmD+DOtqvO9Udb+/p/78wfvatH6NPL19NGHKNI33ndpEHQK3DscH3TUiMk1nMrZbgsyuvqFy7P2oDO5eljrnwRN19dK3lgCvq2+oegybrB+ufK+9YZ46//dDjRrK7js1TG072isrbrEM7l7qPTaoxkD29c/Zd39IhdmHdGpXrKSKkLXhcW+1t3eq97mbysAFG1VwcKvy0xNlMqaq1+gZcn5ifKUztrd30mPPx+jskT2WWoO7l7oP8VWXASPVtqO9pbZtR3sNmLNSps9SrH6fug0cJ4ee1v8gSH1qAQAAAAAAAAAAboZdeXl5ua2bAAAAAAAAAAAAAABU8Pf313dXrunNtRtt3YrNuTi2k/TjpGjcWVwc22nTpk36zW9+Y+tW0Ajs7Ozk/sLb6j7E19atNJskP4MkacJmk407QVNL8jPwfQUAAAAAAAAAwB2gla0bAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICWjFA2AAAAAAAAAAAAAAAAAAAAAAAAAAAAANSAUDYAAAAAAAAAAAAAAAAAAAAAAAAAAAAA1KCNrRsAAAAAAAAAAAAAAKAquUVXbN0CADTYhM0mW7cAAAAAAAAAAACARkQoGwAAAAAAAAAAAABg4eLYTtKtF4g2921WVf9pKcmaNW1Snc5Wl9ptiQlK2hKvtJRk+c8Mkv+zQerb75FKdaUlxdq7e6el1tPbR6O8x2n02PG6594udTjdzfd6vezjRzV2mEeV9fXptS61dfl9AZpakp9B0q0Xkjb3bWbuv+xiic4c+kRH1s6XJLn6hqrHsMnq1LV3lfsUHNyq/PREmYyp6jV6hnqNmi6Hnm61vr84L0t7wzxv6nOrT683nvd6N/Zg3tf0eapMxlQZ3L3UfYivugwYqbYd7eu9b3WfNQAAAAAAAAAAwPUIZQMAAAAAAAAAAABAC3Hu3DmdO3dOHR3usXUrt53s40c1a9qkRqudNW2S0lKSLdeb1q/RpvVrFL0uTuN9p1rul5YUK3TOM1a1aSnJSktJ1u6U7YqMfuemgtn1OZcknT93VmOHeVS5Vp9em/pcAKr3+Z+CZTKmWq5zEqOUkxilEZFplcLWGcumW9We2hWrU7ti5RGyWs6DJ1b7jsslhdob5tlsvV4qLKjXvn+PX6pTu2It1ybjj+HsgQs2NnhfAAAAAAAAAACAmhDKBgAAAAAAAAAAAAAbOH/+vIxGozIzM2U0GmU0GpWXl6dWrVrJZ+JkW7d3y6pqEvMXmRnyHT2sTs/XpXZbYoLSUpK1cEmk/KY/q872Dpb7IYEBcv/FIHXr3kOStHf3TqWlJOuNN1fJZ9JkdbZ3UGlJsda8FaWY5RFK/HCTZgeH1vOU9T+XWdQbf6h2rT691rXW/Ptx48RsAHV3/dTmgoNbZTKmasDs5erpGSBJKsw6oPQlk3Vq90b1D4ysVOsW8Jp6jvS3TJAuOLhVmdFz9VPXx9XBybnKd361ZdlN912fXs3cAl5Tn3Hzaty3OC9Lp3bFytU3VL1GBqiDk7MuFRYoJylap3bF6ttvTlaaxF3bvtVNzAYAAAAAAAAAALheK1s3AAAAAAAAAAAAAAC3u6KiIu3evVt//OMfNWXKFLm4uMjJyUljxozRO++8I0kKCgrSzp07NWnSJLVqxV/lNpa1MVHyHT1M0eviGq02aUu8JFkFsiVpxKgxkqR9aamVa2cEWmo72zso6IWKcHNEeFg9TlP/Xm98xvRN9VNj69NrU50LQM3y0xMlSd0GPW255+Q2VJKsJkdfX3t9IFuSugwYKUk6++WnVb7jxPZV+v4/3zRrr9/9O1eSdLfLw7Xue+HEF5KkHsMmW0LlHZyc1WvUdElSce6xBu0LAAAAAAAAAABQGyZlAwAAAAAAAAAAAEAjunDhgj7//HOrKdgnT56UJHXv3l0eHh4KDAyUu7u7PDw8dO+991o9Hxsbq6tXrtX5fS6O7eQ/M0ivr4yptPb/2bvzsCrr/P/jL46CuIEiKiqGKy4IIuc0Nqako6iplZG7iJplOilpatpCpjZlk6WZ33KpsUxzXLIac8k9l8qRg4iaiiiSGyluqIisvz/8caYTpoDADfJ8XFcX17nvz33fr/uc6Xa65HXer704SksWzld0/HlVdnHVoQPR2rlts60w27Frdz3Ru78eC+5zx/NLOSdQ/9n2H7dv1dpvvtKShfPVsWt3PT0yTG0CO+TqPu7mdlOw7+at8In6ZOnX6ti1u8KGhRTI2s3r10iSXSH7968P7Ntr2/bJ0q9ve44/HptXebkv6dbn8lb4RK3dEWHL/0d5yVpY9wVIt6YV1wsafNtJyvs+nagTGz9Xt3/FyLGCi67EH9T5/dt1cPEUSZKHubM8Hw5WnTY973h+yX4C9Z22Jx7cqdM/r9aJjZ/Lw9xZDbsNt5WL73Yfd/PHa91N6wmLcmxLsN76IghL2Nzbbv99Ifv3ry+f2C+vP5wr8eBOHVw8Re3f2Ww7Pr/ykjUvki/c+nKJcq72f346V60pSUo6dUS3n/8NAAAAAAAAAABwbyhlAwAAAAAAAAAAAEA+JSUlKTIy0la+tlqtio2NVVZWlmrXri2z2azQ0FBZLBaZzWbVrFmzwDO8Mu0dvRU+UWNffl3Vqtewbb9w/pyWLJyvV6a9o8ourtq8fo2e6f+k3bGb16+xFXTvVMzOrff+8YbmzHgrx/lHjX9F4159457Pnx95KXLndm3Hrt21ef0aXU26YldCvpp0RZK0ZOH825bk7a4Ve1SS8jTpOj9Zs6818Ikumv3pYjVr4Zf3a+Uh673eFyBJPiGTdXDxFDXtPUHlXNxt228mJerExs/lEzJZjhVclGDdoN3vhtodm2DdYCv+3qmYnVuHlr+jmFUzc5zfO3ismvUxdiJ87Hcf28rolrC5Oe7Xw9xZCdYNSktOsitmpyUnSbo1rfr3xfdrZ49p17ResoTNlauXT5Fmvfz/p1s7Vqqq+M2LFbVgvCTJ/9kZqv3Xx+3yZ38efyybZ/9vJWbVTNtnk5fzAgAAAAAAAAAA3A2lbAAAAAAAAAAAAADIhatXr2rv3r12E7CPHj2qzMxMeXh4yGKxaMCAAbYJ2LVq1SqSXG3bd5Qk/bhjm12x+scd2yRJnbr2kCRbIXvVxh1qZWktSTpz6qQe9m2osGEh91zK/nH7Vs2Z8ZZGjX9Fw0ePVWUXV11NuqL5H87UnBlvqdsTwXcsBOdnCrZRnujdX5vXr9G2Td/b3rfse82tVcuWqGPX7mrfqUthxZR0K9c/wl/SqPGv5PszzkvWorov3N+q+wZKkhIP7LQr7yYe2CnpVtlYkq2QHThtjao2NkuSbiSe1oZRZkXMHnHPpezEgzsVs2qmvIPHqlGPkXKs4KK05CTFfvexYlbNVO3WPe5YXs7rFOy8qlLfVz4hk3Xh0E+KmD1Ckn0R3fPhYCVYN+hc1Bbb9uz8f5SWnKSDi6fIO3hsgZTZ85o127aJHe1eRy0Yr4TIDQp4fs49FagL67wAAAAAAAAAAKB0oZQNAAAAAAAAAAAAAH9w/fp1WwE7u4R95MgRZWZmqkaNGjKbzerTp4+tgF2nTh3DsjZr4aeOXbvr2xVL7Uq3365YqoFDh6t+o8aS/ld6vnD+nA4diNaZUycVZd1TYDl+2vGDJNkK2ZJU2cVVw0eP1ZwZb2nnts35mtJcHLXv1EUdu3ZX2LAQhQ0LsW0fNf6VXB2fPVF87Y4Iu0nbhWH+hzO1ef0avTN7Xr6Oz0vWorwv3N9cvXzkYe6sU7tW2RV3T+1apXpBg1WpVkNJ/ys930xK1JX4g7qReFqXju0tsBznD+6SJFshW7o1nblRj5GKWTVT5/dvL/CJ0nnh7tNW7j5t1ajHSMVvXqyI2SNUztVd7j5tJUk1/P8mD3NnRcweYStCS5J38Ngc54r97mMlWDfI/7n3DcmaPUX79wV7STr94zeKmD3CrlieF4V1XgAAAAAAAAAAUDpRygYAAAAAAAAAAABQqiUnJysqKspuAvbhw4eVkZEhd3d3mc1mBQcH2wrYdevWLdQ8JpNJ169dydMxT48M08Anuigu9qjqN2qsuNij2rx+jZZ8+73duuzSbGHIPq+fV/Xb7n8rfKKeHZWzCJitflWnu16juEzTruziqndmz9PGtav18piR6ti1u57o3V+PBfe56/v7++JyYZfUV69arjkz3tKqjTtUrXqNPB+fl6wFfV83b6ZIkipVqnTP50Lx4FTOWVmZGble37DbcO2a1kvXzh5TpVoNde3sMSVYN+jh8JV26w4tf0cxq3I/pT4vss+79mnv2+4/uHiKGvUY+afHf9vP467XKKhp2rX/+riiFozXsbXzbUVnxwou8n/ufSXsWa+oBePlYe4sz4eDVadNT7v37PSP3yhm1UwFTlujci7uBZInr1n/7H2o06anImaPyFHQz63COu/vZabdlMTzCgAAAAAAAACA0oBSNgAAAAAAAAAAAIBSIyUlxVbAzi5hHzp0SOnp6XJzc5PZbNbjjz+uKVOmyGKxyMvLq8gzuru761BMbJ6O8fUPkCTt3rVd9Rs11oHovXbbJenfn3+qOTPe0sChw9Wt51Oq6lZNNWp6yOLtWXDhS5Fq1Wuo3+Bh6jd4mG3bmVMnJUmvTHsnx/oL58/ps/kf6dCBfdqy56Btgnlhyp7iHRzU7rb7s4vwfyy75yVrYd3XpYsXJUnVq9++5I+Sp0rVqkq9einX613r3yr3X/jlJ1Wq1VBX4vbbbZek+M2LFbNqpuoFDVadhx6TY6Wqcq5aU+uHtyjY8CVA9iTvBOsGu+3lXNzl1TFEXh1DbNtuJJ6WJPmETJYk2xTt7eHdb3vu7HJ5QRXI/yzrnfx+rXfwWMWsmqm05CTbuSQpLTnJtj8/582v1Ks8rwAAAAAAAAAAKC0oZQMAAAAAAAAAAAC4L928eVP79u2zK2AfPHhQ6enpqlKlisxms7p166bw8HCZzWY1aNDA6MiSpGbNmulf/1qYp2Mqu7jq7Vkf6+UxIxXU7TGFDQvR27M+VmUXV9ual8fcmub65vtzbNuuJuVtIne2C+fP5dg2cOhwLVk4X9Hx5+2um1vFZQp2bjzT/0ltXr8mx72eOH6rTO9Ru47d+kMHovXePyarWYuWemf2vHxNrS4qeclamPcVe/gXSVLz5s0L7JwwVosWLXTs5OFcr3es4CL/Z2fcmvD8YFdFzB4h/2dn2JVwoxaMlyS1HPa/L0LILubm1c2kxBzb6gUN1omNn6vbv2LsrptbBVVi/r3d74YqwbohR6bs/PWCBt917fXf4iRJ5d1qFXi+gs6a/Xn+fq2LZ5Nb57ly3m5t8vlbX4xRodr/nsF5OW9+XT0dI4nnFQAAAAAAAAAApYHJ6AAAAAAAAAAAAAAAcK9SU1NltVo1b948DR8+XAEBAapcubJat26tl19+WcePH1dQUJAWL16so0eP6uLFi9q0aZOmT5+u3r17F5tCtiQFBgYqKemKjvxyIE/HtX44UJJsk68DO3a+7bq42KOSbhWy5384867n7dj11uTUvRG7bcd9Nv+jHOu69XxKkjT/w5l2pe0ft29V/apOWjDn7tcqKZ7o3V+StObrlbZtcbFHtfabryRJ5r/81bb9zKmT6tbOomYtWmrcq28UaSE77lLqbf/54/78ZC3s+/rvT7vUwtdXrq55L/ijeGof2E5JsXvydEy15rf+XcqefF2jZYfbrrt29pikW0Xb2O8+vut5Pcy3no+Xjlptxx1f/2mOdXUeekySFPvdx3al7cSDO/VtP49cXaugeT4cLEk689N/bNvSkpN0cvsKSf/L/Gdrr509ptM/r5YkuXk/KOlWefx2/2T74+vCzHouaovdObJf/35tpTqNJUknd6y0Tf2+kXhaZ3Z/J0mq0qhVvs6bXxcO7VZTnxY8rwAAAAAAAAAAKAWYlA0AAAAAAAAAAACgRElLS9OBAwcUERFhm4C9f/9+paamqnLlygoICFCHDh00YcIEmc1mNW7cWA4ODkbHzrWmTZvKu0kTbVjzrZo0b5Hr4+o3amybVj1w6HDV9qxrt3/2p4sVNixEf3vQ57bHx8UeVf1GjXNsf6J3f21ev0bBQe1s216Z9k6OdW0CO2jU+Fc0Z8ZbmjPjLbt9Hbt2V3Dfgbm+l+Kufacu6ti1u14eM9I2gTzb7E8X27332zdvkKTbvi/ZsovR9as62b0uannJmpe1+bFx7bfqHfxkvo9H8dOzZ0+9/vrrunYmVpVqN8rVMZVqNbRNq64XNFjl3e2n0FvC5ipi9ghtHvvwbY+/dvaYKtVqmGO758PBSrBu0Pbw7rZtPiGTc6xz92kr7+Cxilk1UzGr7L9YwsPcWXUDe+fqPgpSnTY9dWrXKkUtGG+bFJ7NO3is3H3a2l7X8P+bPMydb7vWEjY3x/uZW9/285B090ng+ckaMXuEImaPuONaVy8feZg73/ZzqRc0WK5e//tzLi/nza/EyHX6+6Be93weAAAAAAAAAABQ/FHKBgAAAAAAAAAAAFBspaen6+DBg7YCttVq1b59+3Tz5k1VqlRJrVq1Urt27TR27FiZzWZ5e3vLZDIZHfuePTd8uN6f+YH+/uIklSlTJtfHdev5lJYsnK+nBgzKse+x4D66fvWqrUQ8avwrCu47UCkpN9StnUW7d22/bSn7seA+kqRvVyzV5vVr9Pasj9Vv8DC9FT4xx9pxr74h72bNtXvndi1ZOF+S9PasjxXU7bEinRBd2Cq7uOqd2fO0ce1qu/ez2xPBatbCz27tH0vbxVleshbmfUXu+VlHDx/SsGHfFdo1UPR8fX1laf2Q4jd/IZ9BU3J9XJ2HHtOJjZ/rgcA+Ofe16an0G9dshV/v4LGq266XMlJTtG1iR1345afblrLrtOkpSTq1a5USrBvk/+wMeXUM0cHFOXM16zNRLp5NlHjoJ53Y+Lkkyf/ZGfJ4sKvKubjn+j4KUusJi3T6x29s+esFDVadhx7LUTB2rOAi/+feV8Ke9XbvUe3WPeyKy8Ula8Dzc3Quastd10qy3VdC5AYlWDfIw9xZHgGdVfuvj9/TefPqYkyELp2M0bBhw+75XAAAAAAAAAAAoPhzyMrKyjI6BAAAAAAAAAAAAACkp6fr0KFDdgXsqKgopaSkqEKFCmrVqpXMZrMsFovMZrOaNGmSp8JySZKcnKymzZpp+AsTFPL0c0bHKRGMnjJdUOpXdSrx93A7efl8Bj7eWS2aN9G8uXMLOxaK2NatW9W1W3e1n7Ez31OaS5PcTqQ2wrf9PIplrnuV1/f8v2/1UvfWPlown+cVAAAAAAAAAAClAZOyAQAAAAAAAAAAABS5jIwMHT58WFar1VbCjoqKUnJyssqXLy9/f39ZLBY999xzslgsatas2X1bwL6dChUqaPrbb2vU6DB179lLVd2qGR0JRWBvxG69Petjo2MYat23q3Rwf5S++Wq50VFQCDp06KAuXbpo35dT1CpsvtFxkE+Xjlrl/+wMo2MY7szu73T1xH69tWmV0VEAAAAAAAAAAEARYVI2AAAAAAAAAAAAgEKVmZmpI0eO2E3A3rt3r65fvy5nZ2f5+fnJYrHYJmA3b95cZcvy/dJZWVkKfOQRla/kqo+/WFGqSun5kT2JOVtJnDa9YM5MPTtqrNExClRePpeT8Sf0ZKeH9Xr4awoLCyvsaDBIXFycmjZrrhZP/1N1H+ljdJxiLXtqc7biMpk69ruP1ajHSKNjFKi8vtfJ537Vrte76a0p4XqB5xUAAAAAAAAAAKUGpWwAAAAAAAAAAAAABSYzM1NHjx61m4C9d+9eXb16VU5OTmrZsqXMZrPMZrMsFot8fHzk6OhodOxiKyYmRg/+5S/qO+hpvTLtHaPjFGv3Qyn7fpTbz+Vq0hX16dZBtWrW0Ibvv+eLGe5zc+fO1eiwF9R60lK5+zxsdJxiq7iWsu9HeXmv05KT9PPUJ9Sinoc2b9zA8woAAAAAAAAAgFKEUjYAAAAAAAAAAACAfMnKylJsbKxdATsyMlJJSUlydHSUr6+vbfq1xWKRr68vBex82LJlix599FGNe3WKhoeNMzoOUOCuX7uqZwc8pcTfzmjPf/8rV1dXoyOhCIz8+/NatHS5HnzpS1Vp4Gd0HCBX0m9cU8R7g1Ux5ZwiI/bwvAIAAAAAAAAAoJShlA0AAAAAAAAAAAAgV44dO5ajgH358mU5OjrKx8fHVsA2m81q2bKlnJyc7n5S5Monn3yiESNGqF/oME355yyVYSon7hNnTp3UsH5P6Mqli9r+ww9q1KiR0ZFQRDIyMtSrT1+tXbtO/s/PUa0HuxkdCbijG4mntefdEDndvKydO7bzvAIAAAAAAP9nXZAAACAASURBVAAAoBSilA0AAAAAAAAAAAAghxMnTtjK19k/L126pLJly6p58+a26dcWi0V+fn5ydnY2OvJ9b926derbt6/8Ah7U9Nnz5PmAl9GRgHuybdN6TRw1XJ6edfSfb79VnTp1jI6EIpaRkaHxEybogw8+kPeTY9X4idEq48SfJyh+fovaov3zx6iRV12tWc3zCgAAAAAAAACA0opSNgAAAAAAAAAAAFDKxcfHy2q12hWwL1y4oDJlyqhZs2Z2E7D9/f1Vvnx5oyOXWvv371efvn114sQJPfP3Mfr7uIkqX76C0bGAPIk/fkxTXn5RWzesU//+/bVgwQJVrFjR6Fgw0Pz58zX2xXEqW7mamg6czNRsFBvXE+L0y6JwnYncpL79+uvTT3heAQAAAAAAAABQmlHKBgAAAAAAAAAAAEqRU6dO2YrX2SXs8+fPq0yZMmrSpIltArbZbFarVq1UoQKF3+ImNTVVH374oaa9+aYcHZ3UJ2SouvV8Sj5+/kZHA/7UzZsp+nH7Vq1a+oW+/+5beTdpojkffqj27dsbHQ3FxNmzZ/Xii+O0bNm/5dbAT54dBqqWpavKValhdDSUMplpN3X+wE6d2r5MZ/esk7e3tz76vzk8rwAAAAAAAAAAAKVsAAAAAAAAAAAA4H515swZWwE7++dvv/0mk8kkb2/vHAXsSpUqGR0ZeXDu3DnNmzdP/1q4UCfi4uTqWkWNmjZT1apucnJ2NjoeIEm6fvWqziWcVWzMYWVmZqpt27YaPny4+vTpo7JlyxodD8WQ1WrV7A8/1Fervtb1q0lyqVlXFWrUk6m8i2QyGR0PxVBWRrpSr19ROZdq93aelGtKvXJOl0/GKCsrU23atNXIETyvAAAAAAAAAADA/1DKBgAAAAAAAAAAAO4DCQkJOSZgnz17Vg4ODmrcuHGOAraLi4vRkVGADh8+rB07dujgwYO6ePGiUlJSjI5Uov3666/avXu3evfubXSUEq9y5cqqVauWWrZsqQ4dOsjd3d3oSCghUlNT9eOPP2rPnj06fvy4Ll26pMzMTKNjlRgrVqxQ69at9cADDxgdpdAdP35cVqtVjRs3lq+vr8qUKZOv8/C8AgAAAAAAAAAAd0MpGwAAAAAAAAAAAChhzp07l6OAffr0aUlSo0aN7ArYAQEBcnV1NTgxULJ8+eWXGjhwoPjrdAAllYODg5YsWaIBAwYYHaVIfPHFFxo1apTq1q2rxYsXy9/f3+hIAAAAAAAAAADgPlTW6AAAAAAAAAAAAAAA/lxiYqKteJ398+TJk5KkBg0ayGw2a/To0bYSdpUqVQxODAAAULQGDRqkwMBAhYaGqnXr1po2bZrGjx8vk8lkdDQAAAAAAAAAAHAfoZQNAAAAAAAAAAAAFBMXL17MMQE7Pj5ekuTl5SWLxaKRI0faCthubm4GJwYAACgevLy8tHXrVr377rsKDw/XmjVrtGjRInl5eRkdDQAAAAAAAAAA3CcoZQMAAAAAAAAAAAAGuHz5st0EbKvVquPHj0uS6tatK4vFomeffdZWwHZ3dzc4MQAAQPFmMpk0ceJEdenSRQMHDlTLli314YcfatCgQUZHAwAAAAAAAAAA9wFK2QAAAAAAAAAAAEAhu3LliiIjI+0K2LGxsZKkOnXqyGKxaMiQIbYCdo0aNQxODAAAUHL5+/vLarVq0qRJGjx4sL777jt9/PHHcnNzMzoaAAAAAAAAAAAowShlAwAAAAAAAAAAAAUoKSlJe/futZuCffToUWVlZalWrVqyWCwKCQmR2WyWxWKRh4eH0ZEBAADuO87Ozpo1a5a6d++uoUOHys/PT5999pk6depkdDQAAAAAAAAAAFBCUcoGAAAAAAAAAAAA8unatWvau3ev3QTsmJgYZWZmqmbNmjKbzerXr59tAnbt2rWNjgwAAFCqBAUFKTo6WiNGjFDnzp0VFham6dOny9nZ2ehoAAAAAAAAAACghKGUDQAAAAAAAAAAAOTC9evXFRUVZTcB+8iRI8rIyFD16tVlsVjUq1cv2wRsT09PoyMDAABAkpubm5YvX64vvvhCo0aN0saNG7VkyRL5+/sbHQ0AAAAAAAAAAJQglLIBAAAAAAAAAACAP7hx44atgJ1dwj506JAyMjJUrVo1mc1m9ezZ01bAfuCBB4yODAAAgLsYNGiQAgMDFRoaqtatW2vq1KmaMGGCTCaT0dEAAAAAAAAAAEAJQCkbAAAAAAAAAAAApVpKSor27dtnNwH7l19+UXp6uqpWrSqz2awePXpo8uTJslgsqlevntGRAQAAkE9eXl7aunWr3n33Xb3++utau3atFi1aJC8vL6OjAQAAAAAAAACAYo5SNgAAAAAAAAAAAEqN1NRUWwE7u4R98OBBpaWlqUqVKgoICFCXLl306quvymw2q2HDhkZHBgAAQAEzmUyaOHGiunTpooEDB8rPz09z5szRoEGDjI4GAAAAAAAAAACKMUrZAAAAAAAAAAAAuC+lpaUpOjraroC9f/9+paWlycXFRQEBAerUqZMmTpwos9msRo0aycHBwejYAAAAKCL+/v6yWq2aNGmSBg8erNWrV2vu3Llyc3MzOhoAAAAAAAAAACiGKGUDAAAAAAAAAACgxEtLS9PBgwcVERFhK2Hv27dPqampqly5slq1aqVHHnlE48aNk9lsVuPGjWUymYyODQAAAIM5Oztr1qxZ6t69u4YOHSo/Pz8tXLhQQUFBRkcDAAAAAAAAAADFDKVsAAAAAAAAAAAAlCjp6en65ZdfbAXsiIgIRUdHKyUlRRUrVlSrVq3Upk0bhYWFyWw2q0mTJhSwAQAAcEdBQUGKjo7WiBEj1KVLF4WFhWn69OlydnY2OhoAAAAAAAAAACgmKGUDAAAAAAAAAACg2MrIyNChQ4fsJmBHRUXpxo0bqlChgvz9/dW6dWs9//zzMpvNatq0qcqUKWN0bAAAAJRAbm5uWr58ub744guNGjVKGzdu1JIlS+Tv7290NAAAAAAAAAAAUAxQygYAAAAAAAAAAECxkJGRoSNHjtgVsPfu3avk5GQ5OzvL399fZrNZw4cPl9lsVrNmzVS2LH/dBQAAgII1aNAgBQYGKjQ0VK1bt9bUqVM1YcIEmUwmo6MBAAAAAAAAAAAD8VsqAAAAAAAAAAAAKHKZmZmKiYmR1Wq1lbD37t2ra9euqVy5cmrZsqXMZrOGDh0qi8UiHx8fCtgAAAAoMl5eXtq6datmzJih8PBwrV27VosWLZKXl5fR0QAAAAAAAAAAgEH4zRUAAAAAAAAAAAAUqqysLB09etRuAnZkZKSuXr0qJycn+fr6ymKxKDQ0VGazWS1atJCjo6PRsQEAAFDKmUwmvfTSS+rcubNCQkLk5+enOXPmaNCgQUZHAwAAAAAAAAAABqCUDQAAAAAAAAAAgAKTlZWlY8eO2U3AjoyM1JUrV+To6KgWLVrIYrGof//+slgs8vX1lZOTk9GxAQAAgD/l7++viIgITZo0SYMHD9bq1as1d+5cubm5GR0NAAAAAAAAAAAUIUrZAAAAAAAAAAAAyLfjx4/bFbCtVqsuX76ssmXLysfHRxaLRb1795bFYpGfn5/KlStndGQAAAAgz5ydnTVr1iz16NFDQ4YMkZ+fnxYuXKigoCCjowEAAAAAAAAAgCJCKRsAAAAAAAAAAAC5cuLECVvxOruEffHiRZUtW1bNmjWTxWLRk08+KbPZLH9/fzk7OxsdGQAAAChQnTp1UnR0tEaOHKkuXbooLCxM06dP5//7AgAAAAAAAABQClDKBgAAAAAAAAAAQA4nT560Fa+zfyYmJqpMmTJq2rSpzGaz3njjDVksFrVs2VIVKlQwOjIAAABQJNzc3LRs2TL16NFDo0eP1saNG7VkyRL5+/sbHQ0AAAAAAAAAABQiStkAAAAAAAAAAACl3KlTp3JMwD537pxMJpOaNGkii8Wi1157TWazWa1atVLFihWNjgwAAAAYbtCgQQoMDFRoaKhat26tqVOnasKECTKZTEZHAwAAAAAAAAAAhYBSNgAAAAAAAAAAQCly9uxZW/E6u4SdkJAgk8mkxo0by2w2a9KkSbYCduXKlY2ODAAAABRbXl5e2rp1q2bMmKHw8HCtXbtWixYtkpeXl9HRAAAAAAAAAABAAaOUDQAAAAAAAAAAcJ/67bffbAXs7J9nzpyRg4ODGjVqJLPZrPHjx8tsNisgIEAuLi5GRwYAAABKHJPJpJdeekmdO3dWSEiI/Pz8NGfOHA0aNMjoaAAAAAAAAAAAoABRygYAAAAAAAAAALgPnD9/PscE7FOnTkmSGjZsKLPZrDFjxtgK2FWqVDE4MQAAAHB/8ff3V0REhCZNmqTBgwdr9erVmjt3rtzc3IyOBgAAAAAAAAAACgClbAAAAAAAAAAAgBLmwoULOQrYv/76qySpXr16slgsGjVqlMxms8xms6pWrWpwYgAAAKB0cHZ21qxZs9SjRw8NGTJEfn5+WrhwoYKCgoyOBgAAAAAAAAAA7hGlbAAAAAAAAAAAgGLs0qVLtuJ19s8TJ05Ikry8vGQ2m/Xcc8/JYrHIbDarWrVqxgYGAAAAoE6dOik6OlojR45Uly5dFBYWpunTp8vZ2dnoaAAAAAAAAAAAIJ8oZQMAAAAAAAAAABQTly9fVmRkpF0B+/jx45IkT09PWSwWDRs2zFbArl69usGJAQAAAPwZNzc3LVu2TD169NDo0aO1ceNGLVmyRP7+/kZHAwAAAAAAAAAA+UApGwAAAAAAAAAAwABJSUl2BWyr1arY2FhlZWWpdu3aslgsGjx4sK2AXbNmTaMjAwAAAMiHQYMGKTAwUKGhoWrdurWmTp2qCRMmyGQyGR0NAAAAAAAAAADkAaVsAAAAAAAAAACAQnb16lXt3bvXroAdExOjrKwseXh4yGKxaMCAAbYCdq1atYyODAAAAKAAeXl5aevWrZoxY4bCw8O1du1aLVq0SF5eXkZHAwAAAAAAAAAAuUQpGwAAAAAAAAAAoABdu3ZNUVFRslqtthL2kSNHlJmZqRo1ashisahPnz4ym82yWCyqU6eO0ZEBAAAAFAGTyaSXXnpJnTt3VkhIiPz8/DRnzhwNGjTI6GgAAAAAAAAAACAXKGUDAAAAAAAAAADkU3Jyco4C9uHDh5WRkSF3d3eZzWYFBwfbJmDXrVvX6MgAgNv49ddfdf78edvruLg4SZLVarVb17hxY7m4uBRpNgC4m6SkJB09ejTH9ri4OLvnWPXq1fXAAw8UZTT8CX9/f0VERGjSpEkaPHiwVq9erblz58rNzc3oaAAAAAAAAAAA4A4csrKysowOAQAAAAAAAAAAUNzduHFD+/btsytgHzp0SOnp6XJzc7MVr7MnYHt5eRkdGQCQSw4ODrla9+qrr+rNN98s5DQAkDcvvPCCZs+enau1/JpQ8bNp0yYNGTJEkrRw4UIFBQUZGwgAAAAAAAAAAPwpJmUDAAAAAAAAAAD8wc2bN20F7OwS9sGDB5Wenq4qVarIbDarW7duCg8Pl8ViUf369Y2ODAC4Bx07dtTWrVuVmZl5x3U+Pj5FlAgAcu+hhx66aynbZDKpQ4cORZQIedGpUydFR0dr5MiR6tKli8LCwjR9+nQ5OzsbHQ0AAAAAAAAAAPwBk7IBAAAAAAAAAECplpqaqujoaLsJ2AcOHFBaWppcXV0VEBBgNwW7UaNGRkcGABSwlStXqk+fPnecIOvs7KzExERVrFixCJMBwN1dv35d7u7uSklJ+dM1Dg4OWr58uXr16lWEyZBXX3zxhUaPHq06depoyZIl8vf3NzoSAAAAAAAAAAD4HUrZAAAAAAAAAACg1EhLS9OBAwds5euIiAjt379fqampcnFxUatWrWQ2m20l7MaNG8vBwcHo2ACAQpaSkqJq1aopOTn5tvsdHR311FNPaenSpUWcDAByp3///vrqq6+UlpZ22/0VKlTQhQsXmL5cAsTHxys0NFQ///yzpk6dqgkTJshkMhkdCwAAAAAAAAAAiFI2AAAAAAAAAAC4T6Wnp+vAgQOyWq22AnZ0dLRu3rypSpUqqVWrVnYTsL29vSk7AEApFhoaqn//+99/Wmj87rvv1L179yJOBQC5s2bNGvXo0eO2+xwdHdWvXz8tWrSoiFMhvzIzMzVjxgyFh4froYce0qJFi+Tl5WV0LAAAAAAAAAAASj1K2QAAAAAAAAAAoMRLT0/XoUOHbBOwrVaroqKilJKSoooVK8rf399uAnaTJk1UpkwZo2MDAIqR9evX69FHH73tPhcXFyUmJsrR0bGIUwFA7qSlpcnd3V1JSUm33b9u3Tp17dq1iFPhXkVFRSkkJEQnT57UnDlzNGjQIKMjAQAAAAAAAABQqlHKBgAAAAAAAAAAJUpGRoYOHz5sK2BHRERo3759Sk5OVvny5XMUsJs1a0YBGwBwV+np6apRo4YuXbpkt93R0VFDhgzR/PnzDUoGALkzfPhwffbZZ0pLS7PbXrVqVZ07d05ly5Y1KBnuRUpKiiZNmqTZs2erV69emjt3rtzc3IyOBQAAAAAAAABAqUQpGwAAAAAAAAAAFFuZmZk6cuSI3QTsvXv36vr163J2dlbLli3tCtjNmzenbAIAyLfRo0dr/vz5Sk1Ntdu+bds2PfLIIwalAoDc+eGHH9S+fXu7bU5OTho+fLg+/PBDY0KhwGzatElDhgyRJC1cuFBBQUHGBgIAAAAAAAAAoBSilA0AAAAAAAAAAIqFzMxMHT161K6AHRkZqWvXrsnJySlHAdvHx0eOjo5GxwYA3Ed27typdu3a2W3z8PDQ6dOnZTKZDEoFALmTmZmpOnXqKCEhwW77jh071LZtW4NSoSBdvHhRI0eO1IoVKxQWFqbp06fL2dnZ6FgAAAAAAAAAAJQalLIBAAAAAAAAAECRy8rKUmxsrKxWq62EHRkZqaSkJDk6OsrPz09ms9lWwvb19aWADQAodFlZWfL09NSZM2ck3ZowGxYWpnfffdfgZACQOxMmTNDs2bOVmpoqSapdu7ZOnTolBwcHg5OhIH3xxRcaPXq06tSpoyVLlsjf3z/Hmt27d2v8+PFavny5atWqZUBKAAAAAAAAAADuP5SyAQAAAAAAAABAoTt27JjdBGyr1aorV67I0dFRPj4+tunXFotFfn5+cnJyMjoyAKCUevnll/Xee+8pLS1NkhQRESGz2WxwKgDIHavVKovFIklydHTUuHHj9PbbbxucCoUhPj5eoaGh+vnnnzV16lRNmDBBJpNJknTt2jU1bdpUp0+fVvv27bVlyxaK+QAAAAAAAAAAFABK2QAAAAAAAAAAoEDFxcXZTcC2Wq26dOmSypYtq+bNm+coYDs7OxsdGQAAm/3798vPz0+SVL9+fR0/ftzgRACQNw0aNFBcXJwkKTo6Wr6+vgYnQmHJzMzUjBkzFB4eroceekiLFi2Sl5eXnnnmGX3++edKT0+XyWTS22+/rZdeesnouAAAAAAAAAAAlHiUsgEAAAAAAAAAQL7Fx8fbitfZJewLFy6oTJkyatasmV0Bu2XLlipfvrzRkQEAuKuGDRvq+PHjmjJlil5//XWj4wBAnkydOlWTJ09WgwYNdOzYMaPjoAhERUUpJCREJ0+e1NNPP61Zs2bZ7S9btqx++ukn2xR1AAAAAAAAAACQP5SyAQAAAAAAgPtEYmKitm7dqn379uns2bO6evWq0ZFwHzOZTKpataoaNGigBx98UG3atJGTk5PRsVDITp48maOAff78eZUpU0ZNmjSxFbDNZrNatWqlChUqGB0ZAPAHqamp+vHHH7Vnzx4dP35cly5dUmZmptGxip2IiAjFxcXp0UcfVaVKlYyOU+yUK1dObm5uatGihdq1a6emTZsaHQn3IZ5X+Xft2jWtW7dOHh4eateundFxSozKlSurVq1aatmypTp06CB3d3ejI+VJSkqKwsLCtGjRIqWlpdn9+1K2bFnVrVtX0dHR/LkGAAAAAAAAAMA9oJQNAAAAAAAAlGDp6elatmyZ5s6br59+3CUHB5M8GzVVZbcacq7oYnQ83MeyMjN14+plnT8Vp3NnflWlyi4KfrKnwsLCZDabjY6HAnDmzBlb8Tr752+//SaTySRvb2/b9OvsAja/2A8AxZvVatXs2R/om6+/VtLVa6pbs5rq16wi1wrlZDIZna74ScvI1IUr1+XhVtnoKMXSzbRMXb6eokO/ntOVa8mq7/WAhjw9TCNGjFCNGjWMjocSzmq16oMPZmvVN9/o+tUkVa5RVxVqeslUvork4GB0vBIj5eJZlatSQw6mMkZHKTEyb15T+pVzunwyRllZmfprm7Ya+dyz6tu3r8qWLWt0vLvKyspS9+7dtWnTJqWlpeXYX7ZsWQ0cOFCfffZZ0YcDAAAAAAAAAOA+QSkbAAAAAAAAKKG2bdum50eNVsyRIzJ3fFxtHhugpg+2k6OTs9HRUMpcufCborat1Y5VnynuUJT69uun9997T7Vq1TI6GnLp7NmzOSZgnz17Vg4ODmrcuLHdBOyAgABVrkxBDQBKirNnz2rciy/q38uWqWXDOhrcyV+PPthENarwZRooGNFxCfr2x4NavGWf0rIc9Fr46xo9erScnJyMjoYS5uzZs3rxxXFatuzfcmvgp1odQlQzoIvKVaHoj6KVmXZTFw7u0pkdy5SwZ628vZvoo//7UO3btzc62h3NmzdPI0eO1N1+FWzZsmXq06dPEaUCAAAAAAAAAOD+QikbAAAAAAAAKGGuX7+uZ555Vv/+91K1bNdF/Se8oxp1GxgdC5AkRW5ZrRWzXtO1i+f1/vvvafjw4UZHwh+cO3fOVrzOLmGfPn1aDg4Oatiwod0E7ICAALm6uhodGQCQT/Pnz9e4F8fK3aW8pg7qpB6tmxodCfexGzfT9P5XO/TRd7tVr149LVuxUr6+vkbHQgkxf/58jX1xnMpUrqbG/SfL48FuRkcCJEnJv8Xp8KJwJezdpL79+uvTTxaoYsWKRsfKISYmRk2aNLnrOgcHB1WsWFEHDhyQl5dXESQDAAAAAAAAAOD+QikbAAAAAAAAKEFOnz6txx5/Qid+PaUhb3wk34eDjI4E5JB684bW/mumvvvkn3rhhRf07rvvqkyZMkbHKpUSExNtBezsnydPnpQkNWjQwK6AbTabVaVKFYMTAwAKQkZGhiZMGK8PPvhA458K1JjgtnJ2Kmt0LJQSv567rBfmfqfIYwlatnyFHn30UaMjoRjLyMjQ+AkT9MEHH6hRz7Fq8PholXFyNjoWkMP5qC06uGCMGtfz1JrV/1GdOnWMjmTnzTffVHh4uBwdHZWWlnbHtY6OjjKbzdq5cyf/rQ4AAAAAAAAAQB5RygYAAAAAAABKiNjYWLULfEROlatq9AcrVM3D0+hIwB1FblmtT8KH69GuXbVi+TJ+2buQXbx4MccE7Pj4eElSvXr1bMXr7BK2m5ubwYkBAIUhIyNDffv01rp1azV3dE+mY8MQ6RmZmvjpei3aZNXcufP0zDPPGB0JxVBGRoZ69emrtWvXqcXIOUzHRrF3I/G0ot4LkdPNK9q54wc1atTI6Eg2aWlp2rVrlzZs2KD//Oc/+uWXX2QymeTg4KD09PQc68uUKaPw8HBNnjzZgLQAAAAAAAAAAJRclLIBAAAAAACAEuDKlSuyPPgXOVXx0KiZ/5ZzxUpGR5Ik/bDqM30+LUyPPfuSnvz7azn2f/3Rm1q94J8aHD5bjwQPKfqAf/B0K5c/3fevvUl2r29cS9J/N6zSvu3rFPXDOvk/8qhaP9pbfg93VvlKOc+z+/uV2r1uhaJ+WKf2vYapQ++nVdfb954y3Os9FAcnDkXpg1HBGtCvjz76v/8zOs594/LlyzkK2HFxcZKkunXrymKx2E3Adnd3NzgxAKCoPP/3v2v50sVa/kp/+TesVeTXX7QxUmPmrtb4XoF6pX+HHPvfWrpVM1Zu16wRjyk0KKDI8/2R21NT/nTfxa/si2pJyTf1za6DWh9xROsjYtTV4q1e7XzVKaCxXCqUy3H8qp0HtHLHfq2PiNHQLhYN7WxRi3o17ynDvd5DUfvw2x/1j6XbtG79ev3tb38zNAuKn5F/f16Lli5XqwlfyrW+n9FxCszJLYu1/5PxavTkWHn3nphjf8yKdxT79Uz5PjNDdf8WYkDCO0uKP6idL3dUty8TcrV+7QCPP92X23OUJOkp1xT1/hBVSvlNkRF75OrqanSk20pISND69eu1bt06rV+/XklJSXJyclJqaqptjclk0o4dO9SmTRsDkwIAAAAAAAAAULKUNToAAAAAAAAAgDtLT09XzyeDlergqLHvf1lsCtmS9EjwEMUf2qfVC/6p+j5m+T/yqG1f1A/rtHrBP9W+17BiUci+kHAqT+tXfDBZ21Z+ansd9cP/ytlhs5bZrZ09pq+iflhne71t5afatvJTPTf9X2rdpVe+M/zRvR5vhHrN/PXc9M808/lg+fn6asSIEUZHKnGuXLmiyMhIuxJ2bGysJMnT01Nms1lDhw61lbBr1KhhcGIAgFHmzp2rTz5ZoBWvDTSkkC1JoUEB2hd3VjNWbldA4zrqavG27VsfEaMZK7draBdLsShkn0q8kqf1UxZv0sLvI2yv10fE2MrZX77c327tgLeXan1EjO31wu8jtPD7CH0y9ikFt22R7wx/dK/HF7bRT7TRucvXFfxkT/13T4S8vb3vfhBKhVvPq09knrj0vipkS1Ldv4Xoyon9iv16pqo0bKUaAZ1t+85FblDs1zP1QKfBxbKQnZqUqJ0vd8z1+huJpwsxTfFU1rmS/Mf8SxFvPqHHez6pzRs3qGzZ4vfrVx4eHhoyZIgGDBigAwcOaNu2bdq9e7fdF3plZmbq4Ycf1rx581S1alWDE+OPHBwc5Obmpvr166t+/fpGxwEAAAAAAAAA/H/F728FAAAAAAAAANj56KOPJp86UAAAIABJREFUtHdftF5dtPW2E5qN1n3YOG1b+almj+mrt76JlIdXIyXEx2r2mL62/YXtZMx+/bJ7m7oMGn3XtX1f/Mdd152M2a9tKz/VY8++pMDgIarm4akLCae05tP3tG3lp0qIj5WHVyNJtyZkR/2wTn1f/IcCnxxs+4x2f79S8yY9rUYtH1I1D888Z7jXeyhOmj4YqNDw2RozZoy6dOnCLxPfQVJSkvbu3WsrYEdERCg2NlZZWVmqVauWLBaLQkJCbAVsD48/n0oHAChd4uLiNHbMC5o5oofatahnaJaxwW218PsIDXh7qfZ8OEoNa1fTsTMXNODtpbb9he3Aid/0Q/RxPf/4X++6dtrgznddd+DEb1r4fYTG9wpUaFCAPN1ddSrximau2qmF30fo2JkLali7mqRbE7LXR8Ro2uDOGtQpwDZFe9XOA3pm5lf6S9O68nS3n6yamwz3eg9GeWNQJx1PuKRnnh6iH3bskoODg9GRYLC4uDi9MGasmg+boWrNHzY6TqFo+HiYft30uSJmhOqR93apYq2Gun72mCJmhNr2F7ak+IO6cGC76ncfmetjYla+m69rNRs4OU/XKenKVnCR39jP9d/J3fR/H32kF8IK//PMi8uXL2vx4sX6etVX2rlzl1LT0u64/rnnniuiZMiv6tWqqkvXburbr5+6desmk8lkdCQAAAAAAAAAKLUoZQMAAAAAAADF2Pnz5xX++mSFvDZb7nW8jI5zW9U8PDVh3mq9+9xjWj7zVT375gItn/mqJGnCvNU5CskF6dj+Pdr1ny9tE63vVFQ+9+sxSdIDTe4+he34Aask6a/d+9nyV/PwVIfeT2vbyk8Vfzjqf6XsdSskya6QLUl+D9+ahnbgx022SeF5yXCv91DcPPzYAB3Y+b3GvjhO33y9yug4xcK1a9fsCthWq1UxMTHKzMxUzZo1ZbFY1L9/f1sBu3bt2kZHBgAUY+PGjlHXB5uof/uWRkeRp7urvnkjVD3fWKTwzzdo7gvBCv98gyTpmzdCcxSSC1JEzCkt3bbPNtH6TkXl42cvSpJ869/9S04ij96aBtv3ET9bfk93Vw3tbNHC7yO07/hZWyl75Y79kmRXyJakTgGNJUlb9h6zTQrPS4Z7vQejlDE56MO/P6a/vPCxli5dqgEDBhgdCQZ7Yew41QzoLM/APkZHKTTl3euo9asrtfsfvXRoyRT5/32ODi2ZIklq/epKlXevU2jXvhxr1anty/Xrps8lKddl6bg1Hyvl4tk8XSv5t1sTl13q+eYt5H2gQvUH1HTwdL0WPk4D+vdX9erVjY6kGzdu6K233tL7781QGWWqu4+7Zj/lrRa1K6lG5XKqVK6M0RGRB5lZWbpyI13xF28o8mSSNuzZoCe+/FING9TTO+++pyeffNLoiAAAAAAAAABQKlHKBgAAAAAAAIqxV18LV90mfrJ06ml0lDtq9pdH9NizL2n1gn/qvxtWKeqHdXrs2ZfU7C+PFPi1blxL0hHrLm3/+jNF/bBO7XsNU9isZWrgaymwa1xMOCVJcq1Ww267q/utssuZY4dt26J+WCdJOaaYZ7+OP7SvwHKVdL3G/kPhwRZt3bpVHTp0MDpOkbp+/bqioqLsCtiHDx9WZmamqlevLovFol69etkK2J6ehfdlBgCA+8/WrVv1/fff6+cPis+U0kDf+hrfK1AzVm7XN7sOan1EjMb3ClSgb/0Cv1ZS8k39+Eu8Fm20an1EjIZ2sejLl/vL3LjgSo+nEq9IkqpXqWS3vWbVW68Pnzxv27Y+IkaS7ArZv3+9Ly5vpcf7gVvl8nqlb6BenjhBPXv2VIUKFYyOBIPcel6t18P/3Gl0lEJXzaetGj05VrFfz9TZn/+jc5Eb1OjJsarm07bAr5WenKSLh3/Wr1sW61zkBj3QabAs4xepSqOAXB1/4eBOHVoyRW3f3qxzkRsKPN/9yqN1D53Z8pleeS1cC+bNNTTLqlWrNPaF0bp0IVHj2tdVaOs6quhECbskMzk4qGoFR1Wt4Ch/Txc9/VdPnbhwQ+9uPqGnnnpKnYM66f8++lgNGzY0OioAAAAAAAAAlComowMAAAAAAAAAuL34+Hh9+ukn6jlqstFRcqVraJj8H3lUn0+79bNraFiBnv9Cwint/n6lnm/nqe1ff6bWj/bWu+t+UeirM+X/yKNycbvzVKpfj0RLkipVcdMPqz7T061c9HQrF/2w6jPduJZkt3b1gn9Kylm0zr5G9n5J8n/kUUnKcY7s19lTvPOa4V7voTiq5uGpwKeGatIrrxodpVAlJyfrp59+0pw5czRkyBD5+vrK1dVVbdu21bRp03Tu3Dn17NlTK1asUHx8vM6dO6e1a9dq2rRpeuKJJyhkAwDy7JVJEzU4KKBQJ1Dnx6gn2qirxVtj5q5WV4u3Rj3RpkDPfyrxilbtPKB6g6Zr0UarerXzVfS8MXpveHd1tXirumvFOx6/Py5BkuRWuYIWbYyU21NT5PbUFC3aGKmk5Jt2a2es3C4pZ9E6+xrZ+yWpq8VbknKcI/t19hTvvGa413sw2uAgszJTUzR3rrHFRRhrwqRX5Pm30EKdFF2cNOg+UjUCOmv/J+NVI6CzGuRyanVu3Ug8rTM/faMNz3jr1y2LVfvhYHWYbVWLp99RjYDOcnJxv+s5rp89pt3/6CX/0XPl4uWTp+snndgvSXKsVFUntyzW2gEeWjvAQye3LFZ6cvH/b9SCUL/XJP3r008UHx9vyPWzsrL0+uuvq3fvXmrjIW0f86BGtnuAQvZ9ql618vq/Pv+PvXsPq6pO+z/+tjGPtFVEVNDENDwBIaBmGmQJQmWeKEv7YVmmNtnoZFY6ZVZWYxqONqNlWjKj6YSomYJgoyBmKCIJeCA8pIKKYMqYp2z6/cGzl2zYwOa4NT+v6/K6WN91f9e6v/t5RsPLD3cXosZ4k52xk55+vsTHx9u7LREREREREREREZGbiiZli4iIiIiIiIiIXKc+/fRT2nboTAfPHvZuxSYNHUx08u1Lanw0nXz7lgg0V9XLIV0BGPv+EnoNCK30c6YP72NxvfTtF/k+IZox7yyqVM+9Qh4lNT6aPdtijb4uni8gJmJejfVQ3WeoTQHDnmbakL+TlpaGp6envdupskuXLvH999+za9cuYwr23r17uXr1Ks2aNcPX15eHH36YN998E19fX9zc3OzdsoiI/M6kpaXx3Y6dzJv/gr1bKcHUqD59urkRk5xJn25uJQLNVeU1di4An04axtC+HpV+jv9LliHhiQvXEZN8gIV/GlqpnkPv9SQmOZNNKT8YfRVcuMxHa7+tsR6q+ww14Q+31OHJ+734ZOEC/vznP9u7HbGDtLQ0du34joA5c+zdSq2p28hE8y69yU2JpXmX3tRtVL3fr21+0RcA7wkLcek9uML7r14oYN+yGXQcMqlS+80SX3vA4jrt08mcSonF+/mPqv3M15tmd/rRtG0nFi9ezFtvvVWr775y5QojRzzBuq++4m+hXRjm3bJW3y/208utKV+PvYuXVmcSFNifTxZ9yqhRo+zdloiIiIiIiIiIiMhNQaFsERERERERERGR61TUmrV4BTxs7zZsdiwzjZUfFk5AXvnhNLr2uo+27raHbkd3N7Fkd+mTtD6I3kvW99/x8aujSYr+kl4hj9Lxrrtp3sq2qcLm3qZFfGMRdE/aGMnHr462CFVXhFefILwDQvj41dF8/OpoY33gmCnV3kNNnaE2tXZzx/UOd9asWXPDhbIvX77Mnj17LALYGRkZ/PLLLzRt2hQfHx+Cg4OZNm0afn5+3HHHHfZuWUREbgJr1qzBvW1LOro0t3crJaQfOcXrS2MBeH1pLAFed+DhZntgzHHYDM6sml7q/T0fT2TH/mM8G76KyK1phN7rSc/ObW2eGG7uLfa9Z/Bzv/bflFGJ6TwbvsoiVF0R/X3uJNjPnWfDV/Fs+CpjfXKof7X3UFNnqCkP9+zC+yu2sH//fjp37mzvdqSWrVmzhmZt76Rx6w72bqXWFPyYwb5lMwDYt2wGzT38y51GvWFEK+PrB5efLLO237xd/PTDTlLnjyNnWxQufYbS7M4eNk8iP7R+AbkpsXg996FN9cWZz3bPW+tp2tHXWM/ZvobU+ePI/f4/VQp73ygcuwfzZdTqWg9lP/P0U2yOjWbl0170dLPtzz75/ahX9xbmhXbmjuYNePaZZ2jWrBmPPPKIvdsSERERERERERER+d27xd4NiIiIiIiIiIiISEk//fQTe9PTcPe5x96t2OTi+QJW/+MdAN5dkwLA6n+8w8XzpYesixrdvfzJWc1btaHXgFD+vvU4/kOeIin6S14O6UrEzEmkxkdTcOZ0mfuX7C5gye6CEpPHzSHmpOgvbeq1uIYOJp564yNGvV44Gds7IISx7y9hyPN/qfYeauoMte0Or7tJSNhq7zbK9Msvv7Br1y4++eQTxo4di6+vL7fddhs9e/bklVde4eDBg/Tv35+IiAgyMzM5c+YM33zzDX/961957LHHFMgWEZFaszUhnp7uLvZuo4SCC5d594v/ALDz/6Z4v/vFfyi4cNmm/Y7DZpRb08apCUP7enDkn68SFuhL5NY0vMbO5aVP1hOTnMnpcz+Xuf/MqumcWTXdIswMGCHmyK1pNvVanKlRff72/CPMHTcQgGA/dz6dNIypT/Sr9h5q6gw1pWs7Z0wOjUhISLB3K2IHW+ITcOjQo/zC34mrFwrI/PKvAATM2QZA5pd/5eqF0r9P3jCiFQ8uP2n8KhrQtqahkysuvQcT9Gkmt9//JDnbotj8oi/pS14hNyWWKwV5pe7N2b6GrNXh3PPWeuqZnCpxQow+iwayASOInbMtqlLPvdE4du7F/ox0zp07V2vvfP+991i1KpKlT3ZVIPsmVqcOTLrfjT/ddztPPD6ctLTr6899ERERERERERERkd8jTcoWERERERERERG5Du3duxcA1w43xvS4mIh5pMZHM/zPM2nVriPD/zyTlR9OIyZintVwclHmCdm2BLOhMATtHRCCd0AIB9N2su2r5cybOBygzEnb5UmNjza+HjhmCusWzeLi+QIaOlzryxwyLz4F2+TYgoChTxEw9CljLf/kcQCG/3lmpXqojKrury0ud3QmYcU3Fdpz4cIF6tevzx/+8Idq7+eXX34hPT2dXbt2GVOw9+zZw5UrV7jtttvo3r079913Hy+99BK+vr64u7tTp06dau9DRESkMjLS07kvxNvebZTw0dpviUnO5O1RQXRwac7bo4J4fWksH6391mo4uSjzhGxbgtlQGIIO9nMn2M+d5MzjfLHle0a89wVAmZO2yxOTnGl8PTnUn9mRCRRcuIypUX1j3RwyLz4Fu0WTxoQF+hAW6GOsHc8rDOu9PSqoUj1URlX31wT3Ni3Yt2+fvdsQO0jPyKB5YMmJ8b9X5inUXUZOp3HrDnQZOZ19y2ZwaP0C3B99pUS9OZBdlDmYXd7E7LqNTDj7BOHsE8TZrF0cT/g3ybPDjGdYkzp/HADfvvGQ1fvmQHh57y5LbkpspffeSBxc3QHIyMjgnntq/ofrbd26lWl/mcYnT3TDp61tf5dSHVymbgYg592y/xyvrn0VVXDpKuvScondl0/c/jwCOzsx1Lsl/dwdMTUo/5/IVWR/waWrbM48Q1TqqQq9K25/HqMi0qr9s/jz/W4c/ukygwY+xN79mTRo0KBany8iIiIiIiIiIiIi12hStoiIiIiIiIiIyHUoPz8fgMZNmtm5k/Lt2xHPukWz8A4IYcD/mwDAgP83Ae+AENYtmsW+HfGl7jUHsiurg2cPwqaFM2PltnLDz/MmDmd0d1OJ6d3m6/tCnzHWXP4vDH8uP9eiNi/nRwAcW12bRFjac3OPHgSgqXPrSvVQ1TNcz25r1pwzZ/Jtqr148SJvvvkmjRs35qOPPqryu69evcqePXtYsmQJf/zjH+nVqxcmkwkfHx8mTZpEeno6ffr0YfHixezdu5ezZ88SHx/PnDlzGDFiBJ06dVIgW0REritnfjqL422N7N2GhYS0w8yOTCDYz50/PtIbgD8+0ptgP3dmRyaQkHa41L3mQHZl+bm3Yc5zD5EwZ1y54ecR732B47AZJaZ3m6+fHuBnrHVu2wKA02fPW9QezT0LFE7tLu+5h06cAaC1422V6qGqZ7heON3W0Ph+R24uZ3/6iXoO1//3uNUhPyORrNXhOPsE0f6h8QC0f2g8zj5BZK0OJz8jscbe3bSjLx6j/0rf976hy8jK/35qi+TZYWwY0arE9G/z9e39R9Xo+68X9W5zBCAvr/TJ5NXl119/ZcLz4xh/7+082K1Fjb/vRvLuxkO8vPoAcfsL/+8Qtz+P8SsymPBv234QiK37885fYcK/9zF+RYbV2rzzV6w+f++J84yKqJlJ1nXqwOxBd1L3yn/5YNasGnmHiIiIiIiIiIiIiBRSKFtEREREREREROQ6dP58Ydjj1nrX92Sb/JPH+WDsQAAem2QZijZffzB2oDE1uqa0dfc0AuGl6RXyKAB7tllO6jJf9wgcbKy5tO8EwPb1K4ze808eJ3nTWgDu8PAt8dwdsVHG2skfs9gZtwaAjnfdXakeqnqG69ktf6jL5UuXyq1bvXo1d955J++88w4A33xTsenav/76K2lpaXz++edMmDCB3r17YzKZuOuuu5gwYQKpqancfffdfPzxx6Snp3P27Fm2bt3K3LlzefLJJ+nSpQu33KK/RhcRkevbpcuX+cMt188PDDmed47Bb0YAJSdCm68HvxlhTI2uKR5uLY1AeGlC7/UEYFPKDxbr5utBvbsaa+5tCoNvK+P3GL0fzzvHV9v3AuBzp2uJ567ZlmGsHczJZ+3/1fbs3LZSPVT1DNcLhwa38uuvv9q7DbGDK5cvUeeWP9i7jRp3MS+bpJmhACVC0ebrpJmhXMzLrtE+TO26GYFwax5cftLqr+L3y+LSZygAud//x2LdfN2618DKtn9DueXW+sC1v8upSYsWLSI35ygT+7Wr8XcVl/Nuv0pNeK7svorYe+I8EUnZTOznxs4pvcl5tx87p/QmrJcrcfvzOJR3odr2b9yXR9z+PBY83s04W867/VjweDfi9uexcV/JcP6uYwX0n7+zmk9tqcGtt/BWcDvef+9dsrNr9vcXERERERERERERkZtZXXs3ICIiIiIiIiIiIjeu9YvnAPDi3JW0atfR4l6rdh15ce5K5k0czvrFcwibFm5xv6JTskd3N5VbU9bzvPoE4R0QwsevjubjV0db3Bs4ZgpdegYY123dPY1J3+sWWU4Yui/0Gdq6e5Z47tK3X2Tp2y9a1I59fwnNi0zVrkgPcO3M5nNVdP+NKjMzkxdeeIG4uDhuueUW/ve//wGQkpJS6p5ff/2VAwcOkJyczK5du9i1axe7d+/mwoULNGzYkLvuugtfX1/Gjh2Lr68vXbp0oW5d/RW5iIhIdQuPKpz+uvy1J+jg0tziXgeX5ix/7QlGvPcF4VGJzHnuIYv7FZ2S7ThsRrk1ZT2vv8+dBPu582z4Kp4NX2Vxb3KoP/6e7Y1rD7eWxqTv2ZEJFrVPD/DDw61liedOXLiOiQvXWdR+OmmYxVTtivQA185sPldF94tIzTv41TwA/CZH0Lh1B4t7jVt3wG9yBMmzwzj41Tw8Rv+1Su/aMKJVuTXlBasr8z7zM53vuh9nnyBS548jdf44i9qOQybRvFvfanu3wIULF3h92mtM69eGxvV+/z/goCJ2Hy/8e5PQ7i1xbVr4Aw5dmzYgrKcLEUnZpOWc5w6nRtWy/+XVBwAY5OVs8YxBXs6MX5HBy6sPMLKHi7G+MPEYb23IYsHj3Ri/IoOaFHCnI73vaMbr06ay5POlNfouERERERERERERkZuV/sWZiIiIiIiIiIiIVEp81OdsiVzMwDFT8A4IsVrjHRDCwDFTWLdoFu263EXA0KeAigeyq0NDBxNj3lnEnm2xJEV/SWp8NPeFPkOPwMFWw8xPvfERu7es5/uEaFLjo/EOCOEu/xB6Bg0t8VxzrTmUPXDMFPz6D7IIb1emh6qe4UZz/vx53nnnHebMmUOdOoUTP82BbIDs7Gzy8vJwdHQkMzPTCGAnJyeTmprK+fPnqV+/vhHAHj16NL6+vnTr1k0BbBERkVoQEZfCZxuTmRzqT7Cfu9WaYD93Jof6MzsygbvatyYs0AeoeCC7Opga1Wfhn4ayKeUHIremEZOcydMD/BjUu6vVMPPfnn+E6B0HiEk+QExyJsF+7gT7dWJwn24lnmuuNYeyJ4f680jvrhbh7cr0UNUziEjNOvaff3F001I6DpmEs0+Q1RpnnyA6DplE1upwmrh50vb+J2u5y+pTt5EJ7+c/Ivf7/5CzLYrclFhu7z+K1r0GKpBdA7744gt+++UyQ71bll9cQWv35BKVeoq4/XlM7OdGaPeW9P0wCcCYcu0ydbPV6z1T+xCZeoq3NmQR2NmJod4tLQLLxfdZY64pS1n7s89eBsDJoZ7FuvNthdcHTv1c5rMrsj+wsxNx+0tOwy56v6i3NmSxNMyTwM5ONR7KBni6pzPPLP+CWbPn4OTkVP4GEREREREREREREamQOr/99ttv9m5CRERERERERERELC1fvpyRI0fWenC5NpQWyLZHUFvs47voL/lk6jMU/evpL774gokTJ3LmzBmuXr1a6l4vLy8OHz7Mf//7X+rVq4eXlxe+vr74+fnh6+uLh4cHt956a20cQ0RE5LpQp04dPpk4lNB7Pcsvvk6VFsi2R1Bbat5zc6Oo19aTZcuW2bsVqWV16tTB+4//wKXP0PKLb0IbRrSyOtW6tHW5vmwY0Yply5YxYsSIGntHUOADtDi3n9lDOlXrc2fFHWbu5iOl3i8vlG0tpLzg8W5GMLs2QtllvaMi77dlf9z+PEZFpFmcEQqD7eNXZBgB7Iq+p7r8+r/f8Hr/O2aFz+fZZ5+tsfeIiIiIiIiIiIiI3Kw0GkRERERERERERERq3ejuplLXFcy+uaSnpzN+/Hi2bdtGnTp1LCZjF1evXj3q16/P7Nmz8fX1xdPTk3r16pVaLyIiIjcOx2EzSl1XMFtERG52V65cISFhK38b5l6tz008+BNzNx9hYj83RvZojWvTBmSfvcT8+KNEJGXb9IxurR2Y/1gXTA3qknjwJx5bnEpU6imLwHJ5ajKkXN0COzvx72e8WbTtuMXka/N63w7N7Ngd/OGWOtzTvglxsbEKZYuIiIiIiIiIiIjUAIWyRUREREREREREpFaVFrpWIPvm86c//YmPPvqIW265hd9++81icrY1V69exdXVleeee66WOhQREZHaUFroWoFsERGRQvv27ePylV/o1tqhWp/77aGzAEYgG8C1aQOe69PG5lD26N6umBoU/hM0cyC5+OTs35v0E+dLnDFufx5BXZrbPZQN0KVlI9alpti7DREREREREREREZHfJYWyRURERERERERERMQu5s2bB1DmdOyi/ve///Hdd9/VZEsiIiIiIiJ28eDyk2wY0YoHl5801opfy80rJycHgJa31a/W587dfATACGSb3eHUyOZnODnUq3IfLlM3l1tzvUzTXrsnl7c2ZLHg8W4W08DX7sll/IoMHOrXrdCU8JrQ2lSfnJyjdu1BRERERERERERE5PfqFns3ICIiIiIiIiIiIiI3pxdeeIERI0bg7e2NyWQy1uvUqUP9+vWpW7fkzxU9efIkp0+frs02RUREREREaoU5mG3+pUC2mJ07dw4Ah/p/sHMn16eJ/dwAKLh01WLdfG2+Xx37x6/IACgRvDZfR6WesqnnmtTg1lv4788X7N2GiIiIiIiIiIiIyO+SJmWLiIiIiIiIiIhIrRrdvTB8u2R3gcV68Wtb91W3i+cL2BEbxfcJ0aTGR+MdEEKvkEfx6hNEQwdT+Q8o5lhmGtOH97Gp79JqzWcvS01/LjVh/vz5Ftdnz54lKyuLQ4cOkZWVRVZWFgcOHOCHH36wCGJnZmbSokWL2m5XREREaojjsBkAnFk13WK9+LWt+6pbwYXLrNmWQUzyAWKSMwn2cyf0Xk/6+9yJqVH5E0vN+ycuXAfA5FB/hgd40cGludXaTSk/ELk1zaZ3HczJZ2X8HmZHJgAwd9xAQnp2okWTxlU8tYhUxIYRrQAqHKK2tq8mgthXLxRw4ruvOJUSS25KLM4+Qbj0GYrzXfdTt1HFvs/NTYkleXaYzX0W/JhB4msPlKg3n70sCqVf87///a9GnjuxnxtzNx8h++wli2nZ2Wcv1cj7SlPVKdidWhb+uZd3/gqmBtf+OdzxnwrP4dq07D+vq7q/qLj9eTbXioiIiIiIiIiIiMiNR6FsERERERERERERkSK+/Nt0tkQuNq5T46+Fs1+cu7JCzyo4c5rpw/tUe21x3gEhldp3vWnatCl+fn74+fmVuHfp0iWysrLIzs6md+/eduhOREREblYz/rWJzzYmG9cxyZlGYHr5a0+Uu3/c36KISc40rmdHJjA7MoGEOePwcGtprJ8+9zN/+sdXFrVF3/W35x+xCFunHzmF/0sLLd41ceE6YpIPsPBPQ20KjIvIzWH/ipkc3bTUuM4tEs72mxxh83MKfswgeXaYzfVXCvJIfO2BCvVq5uwTVKl9UjH33NGUuZth2c4TjOzRGtemDcg+e4llO0/Yu7UKubNFIwAid5+yOMfX6YU/4K17m7J/+EBF9r/xYEfe2pBF4sGf8HK9zQhxr92Ta9wXERERERERERERkd8vhbJFRERERERERESkVlV2onNtTII+lpnGlsjFDBwzBf+hT9G8VRvyTx5n/eI5bIlczMkfs2jVzvZ/XLtmwbvVUlva2c2TtR+bNNPm99yoGjRogIeHBx4eHvZuRURERKpZZSdd1/SEbCgMPn+2MZnJof6EBfrQxqkJx/POER6VyGcbkzmYk2914rVZVGI6MclDGOZRAAAgAElEQVSZzB03kLBAHwAS0g4z+M0IPotNZs5zDxm10TsKJ3F/OmkYQ/t6WDzj2fBVRO84YDyj4MJl/F9aSLCfO7PGPEgbpyYUXLjMPzel8PrSWDal/GDxDBGpWZWd6Fwbk6ALfszg6KaldBwyibb9nqShkysX87I5+NU8jm5ays8nDtK4dYdyn3M2axffvvFQuXVFZUZ+UOq90s5unqzdZWTN/x4v0LdDM2Na9tzNR+zdTqV1be1AYGcnq+cI6+VK19YOFmsuUzcD1yZ0V2R/qHdLth86y2OLU0v0EdjZiVDvliXWRUREREREREREROT34xZ7NyAiIiIiIiIiIiJyvTiUvguA3g89TvNWbQBo3qoN/R4dDcCP+0v+g9vSbPznfM6ezqn2WjPzZO1Rr8+rUFBcRERERGyX8kM2AMMDvGjj1ASANk5NeDrID4DvD5U9STRyaxoAg/t0M9b8PdsDWEzfhsIp10CJMLX52nwfIPN44eTO0Hs9jb5Mjerz//r7WLxXROTcwd0AuPYNpaGTKwANnVy5/YHCidfnjpT/+8Xh9Qv49o2H8J6w0Ob3Hl6/gEtnKjZt2TxZ2/PZ2TYFxaV6TAlsz4LHuxHY2QmAif3cSPxzL/s2VQlzhnbigyGdjHMEdnbigyGdmDrgjmrd7+RQj/mPdbH4zAI7O7Hg8W7Mf6wLTg71qvFUIiIiIiIiIiIiInK90aRsERERERERERERqTZJGyNJiv6S1PhoBo6ZQu+HHmfq4MJgiHna8+juJqvXc785yPb1K1j54TS8A0LoFfIovQaEGs8uvs8ac01Zytp/5uRxAJo0d7ZYb+LUCoCcg/vLfT7Avh3xrPxwGjNWbiM1Prraaov6ZsXHeAeEEDD0KZv3iIiIiNS2qMR0IremEZOcyeRQf4YHeNFjwkfAtUnXjsNmWL0+sGQy/47fw+tLYwn2cyf0Xk+LwHLxfdaYa8pS1v7jeecAaNHUcsJmy2aF1/uPnS7z2ctfe6LEWkxyJgCfThpmsR7s527csybYz934Omn/MQB6dm5rUWNqVL9WJoiL3Exytq8hZ1sUuSmxdBwyCde+ocS/1Ae4Nu15w4hWVq/7L0wne+uX7Fs2A2efIFz6DMWl92Dj2cX3WWOuKUtZ+y/mF/5wifpNWlisN2hWOM33/PED5T5/37IZ+E2OwNkniNT548qtz89IZN+yGfR97xtyU2LLrTc7snExzj5BtL3/SZv3SPUY5OXMIC/nEuthvVyNr81TpUu7rmhddXNyqMfIHi6M7OFSbq21niqy39SgbqmfWUXfKyIiIiIiIiIiIiI3FoWyRUREREREREREpFqs/sc7rFs0y7het2iWxXV5Pn/rBSOUnBofbXxdNJhd08z9NnSwDHebHFsY94c8/5cyn3Hyxyw+GDuQse8voa27Z7XVFrVvRzzrFs3i5Y/XlV8sIiIiYifvfrGZ2ZEJxvXsyASL6/L86R9fGSHlmORM4+vik6RrkrlfU6P6FustmjQ27k99wraA1d+/2s7rSwvDiZ9OGlbiHGGBvsQkZxKVmG5xLyox3bhvti3jCFA4tbto8P3tUUE8FuBl9CciVZP55V/JWh1uXGetDre4Ls+eT/5shJJzU2KNr4sGs2uaud+6jSy/z61ncjLuuz/6SpnPKCv0XdzPJw6SNDMU7wkLMbXrZvO+/IxEslaH02tapM17pOpcpm4GYN14X3zbFv7/SMGlqyxPLpxy3rt9U7v1JiIiIiIiIiIiIiJyPVIoW0RERERERERERKrMHBIeOGYK/kOfonmrNuSfPM76xXPYErnYpme0dfdkzDuLaOhgYt+OeD4YO5Ck6C8rFMouawp2bbh4voB/h09j4Jgp5fZdkdri4pb/A++AELr0DKhKuyIiIiI1JiHtMLMjE5gc6k9YoA9tnJpwPO8c4VGJfLYx2aZneLi1YuGfhmJqVJ+EtMMMfjOCyK1pFQplX09Toz3bt+LtUUFsyzjCs+GrAMuAebCfO2veDGPh198Z94uu+3u2N9bMAfXiwffXl8ayLeOI8bmJSOWZQ8Idh0yibb8naejkysW8bA5+NY+jm5ba9AxTu254P/8RdRuZyM9IJGlmKDnboioUyq5IINrerl4oYN+yGXQcMqnCwfPD0Z/g7BNE8259a6g7sWZpmCejItIYuGBXiXuBnZ3o5+5oh65ERERERERERERERK5ft9i7AREREREREREREbnx7U/eCmAEsgGat2pD0JN/tPkZDzw+1phQbQ4bm6dl3yhiIuaRGh/NA4+Prdbaog6m7SQ1Phr/IU9VsksRERGRmpeYfgTACGRD4VTn5x++2+ZnjHmwpxEsNgeSzWHkG5G/Z3v++Ehvlr/2BHPHDeTZ8FUkpB22qEk7fLLEGWOSMzly8qdSn3tgyWTOrJrOmVXT+XTSMGKSM9mU8kONnEHkZpK/dxuAEcgGaOjkSvuQ52x+htuAZ4wJ1eawsXla9u/RofULyE2JxW3AMxXadzZrF7kpsdx+/5M11JmUJrCzE/9+xpuJ/dyMtbBerix4vBvzH+uCqYHmfYiIiIiIiIiIiIiIFKW/ORcREREREREREZEqW7doFoARyDZr1a6jzc8wObaoch+ju5vKrampadpJGyNZt2gW0yK+KfcsFaktbttXywHo5Nun0r2KiIiI1DTz9GZzINusg0tzm5/RoknjKvfhOGxGuTX2mKY9uE83Ji5cx8KvvzMC51GJ6by+NJZPJw2zmKAdlZjOs+GrcGhYr8SU8BcG3WMxEbu/z50AFZ4oLiIlZa0OBzAC2WaNW3ew+Rn1TE5V7mPDiFbl1lwP07Rztq8ha3U497y1vsLnPp7wbwAcO9v+gzuk+vTt0Iy+HZoxJbC9vVsREREREREREREREbnuaVK2iIiIiIiIiIiIyP8ZOGYKABfPWwa3zdfm+9Z8/OpoAGaGPcDo7ibjl1nR64rUFlVw5jRbIhczcMwUY6q4iIiIiNScyaH+ABRcuGyxbr42368oc5C66FTsZ8NXAZQIU5uvI7emleiraCC7tOeKyM2t45BJAFy9YPl9rvnafL+qUuePA+DbNx5iw4hWxi+z4tdmVwryOLppKR2HTDKmiouIiIiIiIiIiIiIiFyvNClbREREREREREREqmzgmCmsWzSL/JPHLaZl5588Xqt9VHUKtkuHzgCcy8+1CD3n5fwIgGOxSeC17XT2EQDad/O1ax8iIiIi5Zkc6s/syASO552zmJZ9PO9crfZR1SnYndu2AOD02fMWAeijuWeBkpPAixvx3hfEJGdy5J+vWuw/fe5nAJ4e4GdzL0WD1ua+in++5rB4RZ4rItZ1HDKJrNXhXMzLtpiWfTEvu1b7qOoUbIc2nQC4fO60Rej5wuljADRs7mp1X225kFv4/XbTDt3t2odcf1ymbgYg591+du6kctbuySUq9RRx+/MI6+VKWE8XurZ2KFFnPqc1N+rZRURERERERERERH7PNClbREREREREREREqqyz370AJER9bgSx808eJyHqczt2VXEu7Qv/sfr29SsszpG8aS0Ad3iUHoZesrvA6q/i9ytaW9TxHzIAaOV2ZxVPKiIiIlKz+nq4ARARl2IEsY/nnSMiLsWOXVWce5vC8PPK+D0W5/hq+14AfO4sO8wYeq8nAGu2ZRhrBRcu8+/4PQAM6t3VWH97VBAACWmHLSZzRyWmW9wH6Nm5LVD4+Rat3ZTyAwCBPvrvRZGqat61DwDHNv/LCGJfzMvm2OZ/2bOtCnNwKfz9IDsx0uIcJ3d8DUCTagpDP7j8pNVfxe8X99+j+wBo3LpDtfQhcj0YFZHG+BUZxO3PAyAiKZv+83eydk+uRV322Uv2aE9EREREREREREREqkCTskVERERERERERKTKuvQMMKZlr1s0y97tVFpbd0+8A0KsnuO+0Gdo6+5psTa6e+GUsapO6LbVj/u+B6DRbWVPZBQRERGxN3/P9sa07NmRCfZup9I83FoS7Odu9RxPD/DDw62lxZrjsBnAtQndQ/t6ELk1jYkL1zFx4TqL2smh/vh7tjeuHwvwYlvGEQa/GVGij2A/dx4L8DKu2zg14dNJw3g2fJXVvoL93CtxWhEpqnm3vsa07KzV4fZup9JM7brh7BNk9Ry39x+FqV03i7UNI1oBVZ/QbatzR9IAuLWxvs+V34e1e3KJ25/HGw92ZIRfa0wN6hrr41dk4He7CdemDSz2vPFgR8b1bWuPdkVERERERERERESkghTKFhERERERERERkWox5Pm/4NKhM0nRX5IaH83AMVPo/dDjTB3sY+/WKuSpNz5i95b1fJ8QTWp8NN4BIdzlH0LPoKH2bo0tkYsBMDm2sHMnIiIiIuWb+kQ/OrdtQeTWNGKSM5kc6s/wAC96TPjI3q1VyN+ef4ToHQeIST5ATHImwX7uBPt1YnCfbuVvBpa/9gRRienG5/D0AD8G9e5qEcgGaNGkMQv/NJRNKT8YtcF+7oTe60l/nzsxNapvUT+0rwe3Ozfliy3f89nGZKN2aF+Paju7yM3O/dFXcGjTiZxtUeSmxNJxyCRc+4YS/1Ife7dWIV7Pfcip5BhOpcSSmxKLs08QLX2CaH33I/ZujaOblgJQz+Rk505EqkdU6ikAi0A2QD93RwC2/HCGkT1cADicfxEAj9YOtdyliIiIiIiIiIiIiFSWQtkiIiIiIiIiIiJSbXoNCKXXgNAS6/eFPmN8XXyqdGlTpm2tq24mxxYEDH2KgKFPlVtrS08V6bu82tr6DERERESqy9C+HlZDwk8P8DO+Nk+VLu26onXVrUWTxoQF+hAWWP4PGyqtp9I+h+JMjerbXAvg594GP/c2zHnuIZvqRaTiXHoPxqX34BLrt/cfZXxdfKp0aVOmba2rbvVMTrS9/0na3v9kubXl9VTRnqv7eVJxiQd/4uv000QkZQMwsZ8bD3u0oGuxIPDeE+dJOPgTb23IAiCwsxNDvVsyyMvZqHGZuhmAnHf7Ebc/j1ERaQR2duLJnq0J7FwYrDdPhAZY8Hi3UvcXr+vn7mgRYrblPIGdnRjTpw19OzSr9LmLM/dYlpx3+5V6L25/HkCJs5iv03LOl/t8EREREREREREREbl+3WLvBkREREREREREROTGN7q7idHdTRxM22msXTxfwMZ/zgegk9+NNUVMRERERKrGcdgMHIfNIDnzuLFWcOEyf/9qOwB9urazV2siIjbZMKIVG0a04mzWLmPt6oUCDq9fAIBjl972ak3EZnH783hscaoRTAaYu/kI/efvJPHgTxZ1/efvNALZ5rXxKzJYuyfX6nNHRaRZfL33xHlmxR02gtZAmfuL1034975yzzMr7rDFecznmxV3uFLnrgnmcHrBpasW6+broj2lnygMaDs2upVlO3NwmboZl6mbWbYzp8R+EREREREREREREbk+aFK2iIiIiIiIiIiIVNmLc1cyb+JwZoY9UOKed0AIXn2C7NCViIiIiNjL8teeYMR7XxD02uIS94L93Onvc6cduhIRsZ3f5AiSZ4fx7RslJ9E7+wThfNf9duhKpGLMwemdU3rj2rQBALuOFTBwwS6+Tj9tTJg2160b74tvWxMA2Wcv0WPWdsavyLCYdg2w+9h/2f/GvZga1CXx4E88tjiV/vN3MrGfW4l1a/v/teOE0VP22Uss23mCuZuPkHjwJ6tTr6Fw8vXczUeY2M+Ncfe2xdSgLgWXrrJw6zHmbj5iMQXb1nNbU9YUbFsM9W5J3P48NmeeMc5t7rM0/efvtLh+efUBYvflM/+xLjZNDxcRERERERERERGR2qO/tRUREREREREREZEq8w4I4eWP17E/eSvrFs0C4L7QZ+jk1wevPkE0dDDZuUMRERERqU3Bfu6seTOMxPQjzI5MAODpAX706dqO/j53YmpU384dioiUzdkniF7TIsnfu42s1eEA3N5/FI5deuN81/3UbaTvc+X6F9jZibj9eaxLP41Hawe8XG/Dt62pRPDYfJ13/gp7T5wn+9wldh/7b6nPHd3b1QgLFw04m8PSxdeLm/5gByMs7dq0ASN7tGbu5iNlBqa/PXS2xDtMDeoy7t62zN18hISDPxmhbFvPXRP6uTsS2NmJ8SsyLKaBT+znVqLWPJm8aBgeYO2eXMavyLAIdouIiIiIiIiIiIjI9UGhbBEREREREREREakWXXoG0KVnAEOe/0utvG9098J/rLpkd0GtvK+mpMZHM2/i8FLPcfF8AXu2xZIU/SWp8dF4B4TQK+RRm8LuxzLTmD68j02fUUVqRURERGzh79kef8/2TH2i5gNQpXEcNgOAM6um262HyjD3XRbzmSpSC1Bw4TJrtmUQk3yAmORMgv3cCb3XU2F5ESuad+tL8259cX/0lRp/14YRrQB4cPnJGn9Xdbt6oYAT331F2qeTAeg4ZBKufUNp3LqD1drc7/9DzrYoclNicfYJwqXPUKtBd/NzT6XElltbXMGPGSS+9sAN+XlWp1cC2xO3P88I/wZ2dmJMnzZWg8+z4g4zd/MRm57r5FDP6rqtU53vcGpkcW0OaEckZfP+IHere8y9dX5rq9X7b23IYlzftkDFzl2cy9TN5daUFe42NajLnKGd2LivOS+vPkBgZyeGerdkkJdzic+3tOcM8nJm/IoMolJPKZQtIiIiIiIiIiIicp1RKFtERERERERERETETo5lpjFv4vBS7xecOc3nb71Aany0sZYaH22Es5964yNMji1K3Tt9eB+b+qhIrYiIiIjYX7Cf9cCaLbUz/rWJzzYmG9cxyZlGOHv5a09UW48icvNI/ccL5KbEGtdZq8PJWh1O3/e+wdSum7F+pSCPPZ/82aI2t0jg2uu5D6lncjLu7V8xk6Obllqt9ZscUWo/VwrySHztgeo63g2ta2sHct7tx94T50k4+BNvbcgibn8egZ2deCWwvTFZetnOHOZuPkJYL1ce9miBY6Nbcb6tHl7vbrPzCSrH1nPXFCeHeozs4cLIHi7GWvbZSwC88WBHm58Ttz+v2nsTERERERERERERkapRKFtERERERERERETEDg6m7WRmWNn/SHz3lvWkxkcz9v0l9BoQaqwnbYzk41dHs3vLegKGPmV175oF79rcS0VqRURERKTmlTbZO/3IKfxfWsjbo4IqVZt+5BSfbUxmcqg/YYE+tHFqwvG8c4RHJfLZxmQO5uTTwaV59R5GRH7XcravITclFs9nZ9P2/icByM9IJGlmKEe/icBj9F+N2lPJMeSmxOI9YSEuvQdbPCN1/jhOJccYzyj4MYOjm5bSccgk2vZ7koZOrlzMy+bgV/M4umkpP584aHUSN0Bm5Ac1eOIbU9fWDnRt7cBAjxYczr/IY4tTidufZ0xqfnn1AQCLKdUFl67WWD/ZZy8Z07EBDuVdAGBiP7dS94T1ciUiKZv9b9xr80Tu8s5tTVn3bDEqIo24/Xkl+jycfxGA1qb65daaP/uwXq5V6kVEREREREREREREqt8t9m5ARERERERERERE5Gaz8Z/zmRn2AGPfX1Jm3dK3XwSwCGQXvTbft/b8s6dzbO7F1loRERERsZ/T537G/6WFzB03sNzgdGm1KT9kAzA8wIs2Tk0AaOPUhKeD/AD4/tCJGupeRH6vcrZFAdD67keMtebd+gJYTLkGSPt0MoBFILvotfk+wLmDuwFw7RtKQ6fCYGpDJ1dufyCs8P6RNKv9HF6/gEtn9HuZ2atrM3GZupldxwoAcG3agPbNG5Zabw5HF1y6ysKtx2qsr2U7TxiTo7PPXiJy9ykA7rmjaal7HvZoAcDCrcfIO3/FWE88+BMuUzezMPFavxU9d3Ua6t0SgHVpucbaobwLfJ1+GgC/200lajdnnrF4hvnafGYRERERERERERERuX5oUraIiIiIiIiIiMhNbt+OeHbGrWFL5GIABo6Zgl//QbR197SoO5aZxt6kLaz8cBoA3gEh9Ap51CIwPLp74T8sXbK7gNT4aOZNHI53QAj+Q57COyAEuDblGSgxAbro/uJ1Xn2CaOhw7R+u2nIe74AQAkc8T5eeAZU+d3HmHsuyZHdBmfdXfjiNF+euxDsgxDijNd4BIaTGR5d5v7h9O+JZ+eE0ZqzcVubeitaKiIjIzS0h7TBrt+/ls43JAEwO9eeR3l3xcGtpUZd+5BTxew7x+tJYAIL93Am915OhfT2MGsdhM4DCCc8xyZmMeO8Lgv3cCQv0JdivcEJnVGI6z4avAuDTScNK3V+8rr/PnZgaXZtAact5gv3cGffw3fh7tq/0uYsz91iW0iZcl2bRhh3/9zn5VLr2eN45AFo0dbBYb9ms8Hr/sdMV6knkepSfkciJpHVGILjjkEm06vkwpnbdLOoKfswgPz2BfcsK//fq7BOES5+hFoHhDSNaAfDg8pPkpsSSPDsMZ58gbr//SZx9CqfQm6c8AyUmQBfdX7zO+a77qduo/O8vi57H2SeI9iHPGaHnypy7OHOPZXlw+clS7/lNjiixlptS+GeA94SFFuvOPkHGPWvMnynAxfzCHyJRv4llKLVBs8Lff88fP1Bif35GIvuWzaDve9+U+Z6byaM+rYhIymbggl0l7n0wpJPx9YLHuzF+RQZ9P0yy+pxDeRe4w6lRtfbWY9Z2i+uJ/dzo26FZqfV9OzRjYj835m4+wtzNRyzuBXZ2ItT72p/Ntp67JvRzdySwsxMvrz5gTCA3W/B4N4sJ4eba8SsyGL8iw6K2vM9DREREREREREREROxDoWwREREREREREZGbmDk4XdS6RbNYt2gWL3+8zggzW6tLjY82grzFJzkXrTfXzVi5jeRNa1m3aJZRZw4kW9tfNKz88auj8Q4I4cW5K8s8z+p/vGPxfPO7B46ZwpDn/1Lhc9eU8kLbZv5DniI1PpqkjZEWn1HSxkjjflEnf8zig7EDGfv+knLD5RWpFRERkZubOThd1OzIBGZHJrDmzTAjzGytLiY5k5jkTACLYHXxenNdwpxxfLV9L7MjE4w6c+ja2n7zPXNdsJ87y197oszzvPvFZovnm989OdSfqU/0q/C5a0NC2mHjvVWpNZ+7eHC9RZPGxv2in4HIjcYcnC4qa3U4WavD6TUt0ggzW6vLTYk1grzFJzkXrTfX9X3vG07u+Jqs1eFGnTl0bW2/+Z65ztknyGqguajML/9q8XzzuzsOmYT7o69U+Nw17fD6BUbIvXhAHeD2+58kNyWWnO1rLO7lbF9j3Dczn7t4cL2eycm4X/Qz+PnEQZJmhuI9YWG5QfSbiW9bE5sm9ODr9NNGkHliPze6t72NwM5ORt0gL2fOX75qhIgn9nMjtHtLLv3yP/rP38n2w2erNZQ9JbA9poZ1eWtDFoGdnRjTp41NAeQpge3p1LIx2w+fJSKpMLj/wZBODOjihJNDvQqfuyaYGtRlztBObNzX3OLzfNijBV1bO5Sonf9YFzZnniEq9RRx+/MI6+XKwx4tFMgWERERERERERERuU4plC0iIiIiIiIiInITMweTP4jeS/NWbQA4mLaTmWEPsDNujRFONtdNi/iGDp49AMg/eZyXQ7ry8aujS4SqD2fs4u9bj9PQwcS+HfF8MHYg04f3YeCYKSXWre1PWP250VP+yeMkRH3OukWz2LcjvtTA9L4d8axbNIuBY6YQHPYiDR1MXDxfQEzEPNYtmmUxBdvWc1tja6C6OngHhPDyx+uIW/4Pi5C6eb1onxfPF/Dv8GkMHDOlxOdZXEVqRURERMzB5D0fT6SNUxMAkjOPE/TaYtZu32uEk811se89g5974X9jHc87h9fYuTwbvqpEqDrlh2yO/PNVTI3qk5B2mMFvRuD/0kImh/qXWLe2PyJul9HT8bxzRMSlMDsygYS0w6UGps2B5cmh/rww6B5MjepTcOEyH639ltmRCRZTsG09tzUVnYJdnoVff0ewn7tNQfCK1Ir83piDyf3m7aKhkysAZ7N28e0bD3EiaZ0RTjbX3fPWepp29AXgYl42m1/0JXX+uBJh4rMHdxP0aSZ1G5nIz0gkaWYoia89QMchk0qsW9t/9D//Mnq6mJfNsc3/Imt1OPkZiaUGpvMzEslaHU7HIZO446Hx1G1k4uqFAg6tX0DW6nCLKdi2ntuasqZgV5TJzZMuI6eTv2+71YC6s08QvaZFcjj6E4uQunm9suHxqxcK2LdsBh2HTCrx2Qt0be1A19YOTAks+8+FkT1cGNnDpcR6zrv9rH5dWo0t6wDj+rZlXN+2pd4vbe8gL2cGeTnz/iD3UveC7eeuCU4O9Ur9PIszNahrnElERERERERERERErn+32LsBERERERERERERsR/vgBAAkuNWs29HPBfPF9DBswdLdhcQNu3aNK4luwtYsruAFq5uHMtMIzU+moSoz0t97gOPj6WhQ+E0q6LBYXNYuvh6cY9NmmmEpZu3aoP/0KcA2Bm3ptQ9+5O3lnhHQwcTwWEvArA3aUuFz309OHpgjzGR3Cw1Pprc44ct1mIi5pEaH80Dj48t95kVqRUREREJ9isMPa39di8JaYcpuHAZP/c2nFk1nTnPPWTUnVk1nTOrptOuZTPSj5wiJjmTiLiUUp875sGexsTmogFic1i6+Hpxb48KMsLSbZyaEBboU9jn9r2l7klMP1LiHaZG9Xlh0D0AxO85VOFz17TkzOPEJGcSFuhbrbUiv0fOPkEAnEz6ivyMRK5eKKBpR18eXH4Sj9F/NeoeXH6SB5efpJFzOwp+zCA3JZZjm/9V6nPdBjxjTGwuGhw2h6WLrxfXZeR0Iyzd0MmVtv0KJ0KfSFpX6p78vdtKvKNuIxN3PDS+8H56QoXPXdOad+tL+4fG4zc5As9nZ5M6fxz5GYkWNQVH0oyJ5Ga5KbFcOHWk0u89tH4BuSmxuA14ptLPEBERERERERERERERsYUmZYuIiIiIiIiIiNzEhjz/F1Ljo1n54TSgMChTGfsAACAASURBVKwcOOJ5q4Hp1f94h3WLZtn0XJNjC6vr5rB0eVq162hxbQ5ob4lcXGpo2tzbH+9tY/X+yg+nMeD/TQAqdu7iRncv/wzVNU07aWMkKz+cxtj3l1hMtE7aGMnHr46mQWMHeg0IJWljJOsWzWJaxDelfvZF99paKyIiIgIw9Yn7iUnO5PWlhSG6YD93xj18t9XA9LtfbGZ2ZEKJdWtaNGlsdd0cli5PB5fmFtfmgPZnG5NLDU2be3P7f+9bvf/60lj++EhvoGLnLs5x2Ixya2ydpv3Flu8BuKdru2qtFfk9cn/0FXJTYtm3rPB/g84+QbQPec5qYDrzy7+Stdq2H8pVz+Rkdd0cli5P49YdLK7NAe2jm5aWGpo29xb7rPVpwPuWzaD9/wW0K3Lu4jaMaFVuTWWmabe++xHSPp3M4ehPjD5ytq9h37IZeE9YaDHROmf7GlLnj+MPDR0qPOk6Z/saslaHc89b60v9v5OIiIiIiIiIiIiIiEh1UShbRERERERERETkJtbW3ZMluws4lpnG3qQtrPxwGqnx0XgHhDDk+b/Q1t0TgPioz1m3aBb3hT5Dj8DBODR1pIlTKyY+0KGcN1yfbD23vX386mgAi0C2+frjV0eTFP2l8TXAzLAHrD7HHCRfsrugQrUiIiIiAB5uLTmzajrpR04Rv+cQry+NJSY5k2A/d6Y+cT8ebi0BiIhLYXZkAk8P8GNQ76443taIls0c6DR6tp1PUDm2nrsmnT73M59tTGZyqH+5YXVbaieH+jM7MoGCC5ctagouXDbui9zITO268eDykxT8mEF+egL7ls0gNyUWZ58g3B99BVO7bgAc+8+/yFodzu39R9G610BudWhGg2Yt2TTOw84nqBxbz12bzIH1olOxU+ePAygRvHbpPZjU+ePI2RZl3Os4ZBJZq8O5eqHAIvx+9UKBcb/oM799w/oP4zCHzisTLBcRERERERERERERESlOoWwRERERERERERGhrbsnbd098QscQu7Rg3wwdiCp8dFGMHfp2y8CWEypvni+5kK7+SePG9OxAU7+mAXAwDFTSt1zX+gzbIlczN+3Hrd5Ind557bmegorp8ZH27sFERERuYl4uLXEw60lg+7pyqETZxj8ZgQxyZnGxOeJC9cBWEypNod9a8LxvHPGdGyAgzn5QNnB4qcH+PHZxmSO/PNVmydyl3dua2ydgl2eH0/9BIDPna7VUtu5bQsATp89b3H+o7lnASw+T5EbmaldN0ztutGq1yNcOHWYpJmh5KbEGsHctE8nA1hMqTaHfWvCxbxsYzo2wM8nDgLXgsXW3N5/FEc3LSXo00ybJ3KXd25rqhpWTp4dRm5KbIk+rxTkGeewVdEAt0ObTgBcPnfa4rkXTh8DoGHz8n9flOtPzrv97N2CiIiIiIiIiIiIiEiV3GLvBkRERERERERERMR+ImZOYnR3EwfTdgLQvFUbnG8vffq1ORx98XwBMRHzaqyvhKjPyT95HCgMaG9fvwKAzn73lrqnR2DhNK2YiHkUnDltrO/bEc/o7iY2/nO+sVbRc9vL8D/PBArPUDQEn7Qx0uL+kt0FVn+ZFb2uSK2IiIgIwEufrMdx2AySMwv/+6yNUxPuaO1Yar05HF1w4TIfrf22xvqKiEvheN45oDCgvTJ+DwB9PdxK3TOod1cAPlr7LafP/WysJ6QdxnHYDP7+1XZjraLnrgl7f8wF4E6X5tVS696mMJS9Mn6PxWf31fa9gG3hb5HrWfqSV9gwohVns3YB0NDJlUYt25dabw5HX71QwKH1C2qsr2Ob/8XFvGygMKCdnVj4PV3zrn1K3dO610AADq1fYAScAfIzEtkwohWHi/Rb0XNXJ5c+QwE48d1XxtrVCwVkb/0SuHYOgC4jC39gRX5GokUIPmf7Gov7AA4udwKQnRhp8dmd3PE1AE06dAcKQ+XWfpkVvxYREREREREREREREakKTcoWERERERERERG5ifV5ZARbIhczM+yBEvdGvX4tdD32/SV8/Opopg72sfqckz9m0apdx2rt7eWQrhbXA8dMoUvPgFLru/QMYOCYKaxbNIt1i2ZZ3PMOCKH3Q48b17ae2956P/Q4B3Yl8sHYgSXuFT+TiIiISE154r67+GxjMkGvLS5xb+64a/+d8umkYTwbvooeEz6y+pyDOfl0sCFcXBFeY+daXE8O9cffs/Qgor9neyaH+jM7MoHZkQkW94L93HkswMu4tvXcNen7wycAMDVuUC21Hm4tCfZzt3r+pwf44eHWsgrdithfG//HOLppKd++8VCJe57Pzja+9p6wkNT544h/yXoo+ucTB2ncunp/cNfmF30trjsOmUTzbn1LrW/erS8dh0wia3U4WavDLe45+wTheu+jxrWt564JLr0Hk7MtirRPJxsTyM2Kn9H13kfJ37edpJmhJZ5T/Eymdt1w9gmyev7b+4/C1K5bNZ9EyuIydTNw4026NvdtVrT/tXtyiUo9Rdz+PMJ6uRLW04WurR3KfF7c/jxGRaRV++ew98R5+s/fafHcsnoXEREREREREREREftRKFtEREREREREROQm1sGzBzNWbiN501ojyDxwzBTad/PFOyDEqOs1IJRLP59n6dsvGjW9H3qcXy5fZPrwPhzYlVitoewhz/+FRrc1YeWH0/AOCCFwxPNlBrKL7nPp0JkDydvYElkYnhn1+jy63/cQJscWFT63vZkcWzDmnUXs2RZLUvSXpMZH4x0QQq+QR/HqE0RDB5O9WxQREZGbgJ97GxLmjOOr7XuNIO/kUH987nQl2M/dqBva14PzF68wceE6o2Z4gBcXr1zF/6WFbMv4sVpD2VOf6EeTxg14fWkswX7ujHv47jID2UX3dW7bgm17f+SzjclAYcg6pGcnWjRpXOFz1yRzf0X7qmrt355/hOgdB4hJPkBMcibBfu4E+3VicB8FHOXG17SjL33f+4aTO742grwdh0yiaYfuOPsEGXUuvQfz68XzRoi445BJuPYN5dcrl0h87QHO7NteraFs90df4dZGJvYtm4GzTxDtQ54rM5BddJ9Dm06c2bedo5uWAoUh65Z+wdQzOVX43DXFb3IEOdvXkLMtityUWG7vP4rWvQaWOGM9kxPez39E7vf/MWqdfYJw6TMU57vup24jy+9xvZ77kFPJMZxKiTVqW/oE0fruR2r8TPL7Nioijbj91ybQRyRlE5GUzYLHuzHIy9nqnr0nzjMqIq3ae8k7f4X+83dW+3NFREREREREREREpGbU+e23336zdxMiIiIiIiIiIiJiafny5YwcOZIluwvs3UqtGt298B9g32znvtl8F/0ln0x9Bv31tIiISNXVqVOHTyYOJfReT3u3Umsch80A4Myq6XbuRCrjublR1GvrybJly+zditSyOnXq4P3Hf+DSZ6i9W6k1G/4/e3ceV1Wd/3H8jeKGBIqguC8g4YKiIoh7CXiRyDKshNQWaywnq5lssnVsz0xNm1ErK+0naVpWllwWd5QwVBQ1Rdw3VFxAwg3l94fDzSuooMBBeD0fDx+P7rnf8z3vcyxS9H0/4a6SpAGR6QYnQWlbHO6qOXPmKDw8vFT2z/8+kVHTkm/3SdlXT8h+eu4WvTHAXeE+DeVQ09bq+O8v+atxnZpW+6zbn6XQaessr0vyObz8U6pmJx685r438+wXbjyiUfO28n0XAAAAAAAAACgFVYwOAAAAAAAAAAAAAAAAAABAafsh+YgkWRWyJekuDydJ0vIdJ6zWT4/fr9Bp6zTt4XYlnmV6/H4dzjxX4vsCAAAAAAAAAEqP7Y2XAAAAAAAAAAAAAAAAAABuB41eWaZhfo31wUCPAu/lT2be9kYvOdS01dbD2Vq586TeWpwmSQr0dNYg7wYa2KH+dfeXCk5vvtbx+J0n9cvmY5qdeFCBns56skcT9XSrW6T7uJHiTq2O3ZYhSVaF7CtfpxzKtjr+1uI0zRrmpUBPZz09d0uxrnU98f975nHPdrVkAgAAAAAAAACUf0zKBgAAAAAAAAAAAAAAAIAK4o0B7pqdeFAZ2eetjmdkn9fsxIN6Y4C7HGraKnZbhgKm/m4pZEuXS8tPz92inzYdLZEs42N368GZyZqdeNCy/4MzkzU+dneJ7F9cgZ7OkqSss7lWx/Nf5+fMd+i9uyznlJRdGTl6cGaypj3cTm0b2pfo3gAAAAAAAACA0sWkbAAAAAAAAADlxpcbsoyOAAAAgHLuxPdvGh0BAIpkQGS60RFQSfX+3xTq1btOWU28Xr3rlCQpyLOeJGn47BRJ0qKnu6hLUwdJ0sFTZ9V1fIKenrvlutOyiyJ+50lNXrZHz9/VQiN7NZVDTVtlnc3V9FX7NXnZHt3T3uW6peTiTsEuikHeDRS7LUPLUk9Y7i8/U1nIOpurcYt36vm7Wtzy8wUAAAAAAAAAlD1K2QAAAAAAAAAKeLzT5b+Ie7uVpPNz57syf/reNCX8OleLPh8vSRr++hR16hsiBycXq3POZGdp0+oYJUbNV/KKKHn3CVbH3sHXXLs25gfNenu0JCn0yZfkH/KwXJu7l8j9JK+I0pTnH7rmz0NxsxZ1bVEyXO9ZAwCAysHpgXGSbr+SdH7ufPn5rz5e2Jor7Tx0XPNWbNKEBSslSZNHhirY9065ONYusPaH+M1asCpF5qRUPdbfR48F+ah9iwY3fQ9ZOecUt36HZU+Tj4dMPncWev2snHP6cfUWmZO2W9aG9fJSQOfWcrCrcc1rmJNSFf7+twXu/VrPDyjPFoe7Srr9StL5ufPl58/NydLh335WyhcvSpLc739BjXuGqXZDtwJ75K89sj5GR9fHqH7nIDXqMUj1O94tWzuHQtcWZd+iKs6eV9/vla7+uSvOfV3p6PoYJU0YVmC/az3r21XbhvYK9HTWD8lHrIq/PyQf0TC/xmrlbCfpr9JzRvZ5bT2crYOZZ7Vh/+kSy7HmfyXw/EK2JDnUtNXIXk01edkerdx5sswnRd/l4aRAT2c9PXeLnp67xXL8+btalMn1p6/ar9htGfp40J1lcj0AAAAAAAAAQMmilA0AAAAAAACgwtufmqI3H+phdWzW26O1cWWUnnznc9Wyv/wXts9kZ+nz155U8oooy7rkFVFKXhGljSuj9Ogbn1oVmK9eu+jz8Vr0+XiNm7daTT28bjnzlOcfuub7xcla3PsqagYAAICK4kBGZrHWb95zRL3/Od3q2PPTF8mctF3TnxtkVXYOf/9bmZNSLa+/ik7SV9FJ+uKFBzSoZ/tiZ83KOaeRn/xgtac5KfV/P7brk2futSpmj/u/OH0VnVRgrcnHQ5Fjh1zz/sLf/7bY2QCUjeT//l1H18dYXqctnKS0hZPU8/0lcmjezmrttrnval/cLMvro1eUmH1enH3T+5Z01jMZB4u1b3HuK1/W3i1KmjCsmHdQPtjbXy4un8u9pBq2VYp0zpM9mujBmcnalZGjVs522pWRo9htGfruCW+rdeNjd2vysj0lHVmSLPt6vrWq0PffWpymkT2bXvP8Rq8su+E1ijtN26GmrT4edKei/6inMQu3K9DTWYO8G2hgh/ql9hzy/bTpqCYv26NFT3eRs331UrtO7qU81axRevsDAAAAAAAAQGVGKRsAAAAAAABAhXPl1OYz2Vl686Ee8u4TrIiXP1Y91yY6k52llQtnad7EV7VpdYz8+odJkjatjlHyiigNf32KfIMGqZa9g85kZ8k8e4oWfT5eCb/OVf+hz0qSEqMXWNb2GfSoJOmPtSv00d9CtWz+lxr26qSbzr8z5Xe9O6zfddcUJ2tx1hY1Q/4zvnpiNgAAwO2isAnPbw8P0qh7/a97XlbOOfX+53SZfDw0/skBauLsqKycc/ombr1enxWjuPU7LGXrH+I3y5yUqreHB2loQGdLWfuH+M0aMel7+Xo2VRNnx2Lljlu/Q+akVE0eGar7erSTg10NZeWc06c/rdGEBSv13YpNlnvYvOeIvopO0othvTUssLOaODvqQEamJv0Qr6+ik7Tz0HG5NapntX9S6gEFjZ15w+d2vcniAErWlVObDyX8qKPrY+Q1YoKa3v2IJOn4lnglvhumfUtmq/3jH1rWZu3don1xs+R+/wtqetcjquXcWGcyDmrnz1O0L26W/jy80zKxujj7FtXN7Nkm4k21DHn6uvsW577ynUpbpzVvhFxzz/xnfL1p3UaqV+/y1+pTORfUwKHGDVZf1qHxHZKkhN2n1MrZTimHsq2OS9Kc3w9p8rI9GubXWPe0d5GTXTXVv6O6Ory3uoTvoHxxtq+uiK6NFNG1keXYwVNnJUlvDHAvtevmT+YOnbau0PfzS+jFLZpf7cSfF+RUt+4t7QEAAAAAAAAAKFzRPjoVAAAAAAAAAG5Th3ZvlyT5BQ9WPdcmkqRa9g7qff9wSVJi1HzL2vx/7jPoUcv07Fr2DjINGy1Jmjfx1QJrfYMGWY618e0jSVq+4NollhuJ/maq3h3WT3/74MvrrruZrEVZW5wMAAAAFcWuwyckSV4tb1zGSz1wTJIU1svLUqh2sKuhoQGdJUkLVqVY1ub/85WFbEkK6NxakrR0w85iZ83fc1jgX3s62NXQ3wd2lyS9PuuvibTrd1yePPtQnw6WrE2cHfVYkI8kaeOuw1Z7/+fnBAWNnakvXnig2LkAlI1Dq3+QJDXsdq/lWL12PSXJanK0JGXu3CBJatwzTLWcG0uSajk3VrN+l6dFZ+756+tVcfYtjaw5R3ZLkhxaeN1w3+LclyTt/nWa1rwRIu9np9/MbZQLbdu2lSRtP/pnkc9xqGmrj+6/U2MWbldG9nk9PXeLPrr/TjnU/GuGx5iFl79n8sFAD/V0q6u2De1VvYiTuK+WkX2+wLFhfpd/fra90UuH3rur0B/Xc61zinp+YYbPTlGjV5Yp62yu1fHdx89IkhoWsfRenqUe/VPt2t3cdHsAAAAAAAAAwPUxKRsAAAAAAACoAB7v5KC+YU8UOp159rsvaPmCmfrPqgOqZe+g/akp2pq43FLE9e4TLL/gwZZp0dfaX7KeQH2943+sXaHfY3/U8gUz5d0nWIHhz1gKyze6jxu5+lo3kpb8myTJvWM3q+O17B0K7DV68rxC98gvMt9obfKKKEm6pTLzvImvavTkefLuE6wZLz9+zXW3mvVaa4uTAQAA3F6cHhinx/r76OOnCk4K/ednv+qr6CTt+eZlOdjV0OY9R7Ri0y5Lwdfk46GwXl6WCdDX2l8qOIH6WsdXpuzWTwlb9VV0kkw+Hhp5Tzf19mpZpPu4kcKmYJeUxG37JUm+nk2tjjvY1ShwXXNSquW9q9dK0sbd1qXooogcO6TQ41dfQ5IOZGRKklzq2Fsdb1D38utt+49ZHX99Vowixw6RycdDIyZ9X+xsQElZHO6qZgHDC52kvPnLf2lf3CwFfZEqWzsHZe3douObV+qPOZe/NtTvHKRGPQapkf99191fsp5Afb3jx7fE63DiIu2Lm6X6nYPUMvgpS7n4RvdxI1df60Z8Xpxd4NjR9Ze/Vl9dOj5z/PIHM9RwdLE6XrNuA0lS9oHtN7VvaWQtjuLclyT9MWecfF6crfqdg5Q8deRNX9dIdevWVfu2nkrck6ne7k5FPs+/ZR1Jsky+7tu68HN3ZeSolbOdss7mavqq/TfcN9DTWbHbMrRuf5a6NHVQ1tlcfZlwsMC6e9q7aHbiQU1ftV+P+zeWs311SVL8zpN6cGay3hjgrpE9mxY4rzQN8m6g2G0ZWpRy1DIpe1dGjn7ZfPn/iT7Nbvy9qZt1rRJ5SU3Izpd0IEdD7+1bInsBAAAAAAAAAKxRygYAAAAAAAAqgIf+8a7mTXxV9z39ihyc/vpLyVknjmn5gpl66B/vqpa9g5JXRGnK8w9ZnZu8IspSJr5eMbuoFv73HS36fHyB/UOffEn3P/PaLe9fXNvXxUuS6rk2UWL0AiVGzVfyiig99I935R/ysNXzupb0vWmSrl22jv5mqqXk/rcPvryl51jc0vnVbpS1KGtvNQMAACif3h4epNdnxejlh/rKxbG25fixzD/1VXSS3h4eJAe7GjInpSr8/W+tzjUnpVoKxtcrZhfVe98u04QFKwvs/2JYb70ypGQKScWRsvtyKdLpDjvNjl2v56cvkiRNHhmq+3q0syo8r96yR9LlidM/xG/WglUpMiel6u3hQXqwTwerZ2vy8ZA5KVVZOees9sjKOSdJ+io6qdCS/M3Yeei4JFlNuc5/xlcXtvMzTliw0up5l2aZHSiONhFv6o854+QRNkbVHZwtx89nZWhf3Cy1iXhTtnYOOro+RkkThlmde3R9jKX4e71idlGlzv9QaQv/+gC0/P3d739BHoP/dcv734rdv06zlNG9n51e4H7zc9vaWZdM859p2sJJhd7DjfYtjaxZ/5tuXc2+rvYv/T+lfPGiJMlrxAQ17Hav1T0U976KW3wvr+4bFKbvv/qPxgQU/ZxWznYa5tdYsxMPaphfYzWuU9Pq/WkPt9PTc7eo58TEQs/PL2tfLb/YHDptneXYGwPcC6zr6VZXz9/VQpOX7dHkZXus3gv0dFaYd4Oi30wJucvDSYGezhqzcLtlUni+aQ+3K/CMiqqki9U3K+1YjnakZ+q++279v1sAAAAAAAAAQEGUsgEAAAAAAIAKoK1fX0nSH7+vsCoE//H7CklSx97BkmQpZL86e4ncvLpKko6nH9CY4Laa8fLjt1zK/mPtCi36fLxCn3xJpmGjVcveQWeys2SePUWLPh8vn4CBaurhdc3zS6MMnF84v7osPm/iq9q+Ll5PvvP5NSdG50v4da68+wSrQ4+gQt9vdmcHPfSPd7V9XbxlsnRJFNxvxo2y3uxaAABw++vToZUkaVXKbqti9aqU3ZIuF4glWQrZMe8/IR+PJpIuT1zu8LfJGjHp+1suZa9M2a0JC1bqxbDe+vvA7nKwq6GsnHP69Kc1mrBgpe71b6v2La5d0irN4nDvf1pPbn1++iKZk7Zr+nODLMXm/HL61cXy12fFaPWWPVZrw3p5yZyUqrj1OyzPLf9eS9q8FZtk8vFQQOfWJb43UNbqte8tScrYEm9V3s3YcvlDt+p3vvx7mPxCdve3flUd9y6SpDMZB7VsdBclTx15y2Xi41vilbZwktzvf0GtQp6WrZ2DcnOytOvXaUpbOEmuvvfIoXm7a55f2mVghxZeahPxpo7/kWCZAF0SBerS2Leoe8aP7Wf1OuWLF3VkfYy8n/m0QAm7shkxYoTef+89rduXqS7NHIt8Xv606sGdC05uH9ihvrLP5VrKyc/f1UJhnRro7IVLCpj6uxJ2nyq0lD2wQ31J0g/JRxS7LUMf3X+nIro20luL0wqsfSmwpe5sUFsJu09pduLladof3X+n+rdxtkzOLksONW318aA7Ff1HPav7vqe9i9o2tC/zPCXt/34/rG6+PvLyuvb33wAAAAAAAAAAN49SNgAAAAAAAFABNPXwknefYCVGzbcqAydGzVffsCfk2vzytKL80nPWiWPan5qi44cPaPeWdYXueTO2Ja2SJEshW5Jq2TvINGy0Fn0+XlsTl1+3lF3aJi/ZaZmMnRi9QDNeflybVsdct0CdX+YeN2/1NcvbbXz7qI1vH/Uf+qxW/PC1Zrz8uBzquqiNb59SuY9byXozawEAQMXQvkUDmXw8tGBVilWxesGqFD3W30dujepJ+qv0fCzzT23ec0QHMjK1fsfBEssRv3mPJFkK2dLlSc5/H9hdExas1IpNu65byi4Nr8+6PFX3yiK6JP0Qv1kjJn1vVaq+0vYvX7RMnS5sbUDn1jL5eGjEpO81YtL3lvNeDOtdovnzC+IrPx5ZYCo2cDtyaN5O9TsH6dDqH6yKu4dW/6BmAcNVu6GbpL9Kz+ezMpS1d4vOHj+oUzs3lFiO41tXS5KlkC1dns7cKuRppS2cpOObV163lF3a6rXrqXrteqplyNPav/T/lDx1pGo4OKteu57lbt8b7Zk/RfvKgr0kHUr4UclTR+roxqUlUji/nTVv3lwjnnhcHyz9WfMfLXopu6db3etOb47o2kgRXRsVOH7lOYWdP7BDfUs5+3rrrlz7wUCPosYuVc721a9539dzved46L27LNOyi6ukpmsfPHVW3/yerl+jvi6R/QAAAAAAAAAABVHKBgAAAAAAAMqRs2fPavXq1Zo/f74k6dKli6pSpWqRzg0Mf0Yf/S1U6XvT5NrcXel705S8IkpjZiyyWnf1xOiSlL/vqF5NCn1/3sRX1X/os9c8//FONy4H3+w07SuL4pIs06GvLrJf6criclHL5L5BgzTr7dGKjfxvmZayi5P1Zu6rpFWtWrR/rwEAwPUV9/+pI+/ppvv+PVs7Dx2XW6N62nnouMxJqfrx38Os1l09Bbok5e/bYugHhb7/+qwYjbrX/5rnOz0w7obXKO407WutH9SzvUZM+r5AkV2yLpVLskyovnKtg10NffLMvYpau13PT18kk4+Hwnp5aVDP9iX2fK8sZJd1mf1mnLuQq7Kfi4ryoEoxv161DH5Kie+G6c/DO1W7oZv+PLxTR9fHyO/VBVbrUud/qLSFk0oyqkX+vjEjCi+S/jFnnFqGPH3N8xeHF5xMfLWSmqbdsNu9SvniRe2O+uyWS9mlvW9he17rOTTyv0/JU0cWKOiXJ3mXLkqSatQo/Q/FePvd99Taba5+2XxM97R3KfXroejW7c/SR/ffaWiGt6L3qn///rrrrpIpeQMAAAAAAAAACqKUDQAAAAAAABgsLS1NZrNZUVFRWr58uXJyctS0aVNJ0pnTWartWLdI+7Ro20mStH1dvFybu2vvtmSr45K04oevtejz8eob9oS6Bt4n+zpOcnR21fP93Er4rsqP0Cdf0qLPxxeYBp3/OnlFVIFzsk4c05K5M7Q/NUXv/bjeMmm8KK63b2koTtZbua+SlHP6lBwc6xhybQAA0zBHcgAAIABJREFUKhpHhzt0Oudckdd7u12eCLl6y165NaqnjbsOWx2XpNmx6zVhwUo91t9HA/3byukOOzWoa687H59QsuFvI+akVMs/vxjWWxMWrCwwkTr/9ZVrJcnFsbaGBXbWsMDOlmMHMjIlSW8PD7rpTMcy/9Tni9dq8550/T7175ZJ51fKz5qVc84qb9b//p0p6YndRZGZc16NHW78YUyoeO64w1G5Z04Xeb1jyw6SpBN/JKh2Qzdl7kmxOi5J+5f+n9IWTlKzgOFq6BeqavZ1VbNuA8WNLDjZvqLLn+R9dH2M5Zj7/S8obeEk5eZkWd6XpNycLMv7N7NvaWS9kZK+r5J04X/XrVOn9H+f6+LiorfefkevvPGKOjS+Q83q1iz1a1YE+ROsS2oidWF+35upkT2blth+xZ26/d36dMX+kaGtCz8psQwAAAAAAAAAgIIoZQMAAAAAAABlLCcnR8uXL1dUVJTMZrPS0tLk6OiogIAAffLJJzKZTMrNzVXLli11dP8utXTsUqR9a9k7aPjrUzTr7dHq1DdEM15+XMNfn2JVRp719mhJ0rBX/5oidib75iZPZ504VuBY37AntHzBTP1n1YECJeiiuNkp2NfTyM1TknQ8/YDquf41wTv/vvuGPWG1fn9qihb+9x019fDSo298KgenwidPTXn+ISWviCpwr/nP5ep9S0NRsxZ3bWk7dmC3WrlV3A8CAACgLLm7uWlX+okir3ewq6HJI0P1/PRFCva9UyMmfa/JI0OtCrvPT18kSfr4qRDLsaxiFL+vdCzzzwLHHuvvo6+ik7Tnm5cLFJuLorhTsIsi/P1vZU5KLZAp/74f6+9jOebZ9PKvow5kZKqJs+N1115r312HL/+cNXS646bybt5zRO99u1TtW7jqk2fulYtj7ULX5Wc9dirb6vr7jp6SJKv8ZWVX+knd06pVmV8XxnNzd9fJI3uKvN7WzkFeIyYo5YsX1cDHpOSpI+U1YoJVCTflixclSe0f/9ByLL+YW1znszIKHGsWMFz74mYp6ItUq+sWVUlNwb5S0oRhOro+pkCm/PzNAoZbjtk3uTy191zmMau1Ocf2S5Jq1Wt8U/uWRtZrrc3/+bzZ+yoLOf/797p169Zlcr1nRo3Sjwt/0GORm7TwCS851OSvf5UHJVnILq7Vu07qpR9T9cnUT9WyZUvDcgAAAAAAAABAZVDF6AAAAAAAAABAZZCSkqKPP/5Y/fv3V7169XTPPfdo9erVGjx4sFasWKGMjAwtWLBAI0aMUJMmTdSiRQs5u9TX7q3ri3WdO7v0lCTL5Ov23QMKXZe+N03S5WKyefaUG+7r3SdYkrQz5XfLeUvmziiwrmvgfZIk8+wpVqXtP9au0OOdHBT9zdSi3kqJce/YTZK08oevrQrom1ZfnrLVoedf0wmPpx/Qmw/1UFMPL93/zGvXLS77BQ+WJK2N+cFy7Ex2lhJ+nSvpr2dRWoqTtThry8K+P5Ll19XnxgsBAMAN+fj6KXnXkWKd06Ndc0myTL6+u1PhH5ay89BxSZfLxp/+tOaG+5p8PCRJSakHLOd9vnhtgXUD/dtKkj79aY1VaXtlym45PTBO//k5oai3UmLCenlJkuLW77A6nv86P7Mk+XpeLl3Njl1vVVbPXxvY+a9SXv6+P67eYjm289Bx/ZSw1Wqv4jiQkane/5yu9i1c9cqQu65ZyJYkjyaXf903b8Umy3TuAxmZ+vl/1+/cumyLi8cy/9SBoyfk6+tbptdF+dDN10d/7tlYrHOc2vhLkmXytXOHwqfc/nl4p6TLBd5dv0674b71O1/+feCptHWW8/ZEzyywrqFfqCRp16/TrErbx7fEa3G4q3YX4VolrVGPQZKkw7/9bDmWm5Olg6vmS/orsyTZN7r89ehg/AKdyTgoSTqTcVDpa3+RJDm6dbqpfUsja/7aoxuXWu2R//pm76ssZO7aKCdnFzVr1qxMrmdra6uFP/2sizWd9ETkVmWfu1gm170dHXrvLqsft5OiZt908LRGfrddI558UiNHjizDhAAAAAAAAABQOfFRqQAAAAAAAEApyMzMVFxcnMxms8xmsw4cOCAXFxf169dP06ZNk8lkkqur63X3uCdkgDbER+vuB58s8nVdm7tbplX3DXvCajK0JP3tgy814+XH9cp9nQs9P31vmlybuxc47hc8WMkrovTusH6WYw/9490C69r49lHoky9p0efjtejz8VbvefcJln/Iw0W+l5JSz7WJ5b6vztQ37AlL4VySNq+Jk6RC8+fLn+bt1z9MiVHzNevt0ZYJ5PlCn3xJbXz7WF4/3snB6tySUJysxVlb2v7MOqUdyYmaMG5smVwPAICKLiQkRJ9/NkOZf56VY+2aRTrHrVE9y7Tqx/r7FJiW/MULD2jEpO/V9dlPCz1/56HjcmtUr8DxsF5eMielKmjsX8XGt4cHFVjX26ulXgzrrQkLVmrCgpVW75l8PPRgnw5Fuo+SFNC5tUw+Hhox6XuNmPS91XsvhvVWb6+/pk42cXa0PKOr8z/W38dSTr9y3+enL7JMIM/3xQsPWD17pwfGSbrxJPClGy6XTwt7fvny92jfooFMPh6Frn2sv4/at2hw3WuVtNj1O1THwUHdu3cv0+uifAgJCdGMzz7XhZxMVbMr2pT22g3dLNOqmwUMVy1n6w8S8H52upKnjtSKf/Yo9Pw/D+9U7YYFP3iiUY9BOro+RmveCLEcaxNR8L+9eu16yv3+F5S2cJLSFk6yeq9+5yA17jW4SPdRkhr536dDq39QyhcvWiaF53O//wXVa9fT8tqheTvV7xxUaP5mAcPl0LzdTe27OPzy9zNuNAm8OHvW73i36ncOUvLUkUqeOvK6a4tzX2XhxMY43RMScuOFJcjR0VG/mqPVu1cPDfx8o2Y/0laN6xTt1wGoOKK2HNOzC7YreECIpkwt/NdtAAAAAAAAAICSRSkbAAAAAAAAKAF5eXlKTk62lLDXrFmjvLw8+fr66qmnnpLJZFKXLl1UpUqVIu85fPhwfRMYqFPHDquOS8Min9c18D4tXzBTPe4NL/CeX/8wnf0z21IiDn3yJfmHPKwL587ozYd6aPu6+MJL2f3DJEmJUfOVvCJKw1+foj6DHtW8ia8WWHv/M6+pkZuntiet1vIFlws5w1+fok59Qwyb0OzXP0zOjZpr9c+RWr5gprz7BMsveLDlvvJdXa6+kdGT5ykxeoHlufQNe0JdA++zKmSXluJkLe59labEqO/k7OKioKCCBS0AAFB8QUFBcnF21vyVKRoR3LXI5w30b6uvopM0pG/HAu8N6tle2WfOW0rEL4b11kN9OujM+Vz1/ud0rd6yt9BS9qCelyfZLliVInNSqiaPDNWwwM56fVZMgbWvDLlLnk1dtHrrXn0VnSRJmjwyVMG+d1538nNpcbCroenPDVLc+h2W/I/199FA/7ZWhex8g3q2V7P6dfTt8o36KjpJJh8PhfXysjyDK/f95Jl7FbV2u9XzvNe/7U0Xoq8ud99I/vXNSdtlTkqVycdDJp87dV+Psi0tSlLk8hRFPPKIqlWrVubXhvGCgoLk5OysQ/E/qHnQY0U+r6FfqPbFzVKT3g8WeK+R/326eCbbUvh1v/8FNe4Zpovnzyp+bD+d+COh8FK2/32SpEOrf9DR9THyGjFBTe9+RH/MGVdgrcfgf8m+yZ068UeC9sXNkiR5jZigBj4mVXdwLvJ9lCSfF2frUMKPlvzNAoaroV+oVXE5X4enJupIkllH1sfo6PoY1e8cpAadg9Sw2723tG9JZ7W1c5D3M5/q6MalJX5fpensyXQd2bhcj0+MK9PrSpK7u7t+T1qve0NDFDJjoybe7667PQr+/xkVz9kLl/Tpir2avGyvnnvuOX00YYKqVq1qdCwAAAAAAAAAqBRs8vLy8owOAQAAAAAAANyOjh07ppiYGJnNZsXFxSk9PV2urq4ymUwymUwKDAyUk5PTTe+fl5cnv27dVe9OHz34j/dKMHnFVRoTqUvK450cymWuW1WcZ557/pzefNBPL44epX/84x+lHQ0AgEpj4sSJ+s/ED7X646dUoxqFnBsp6kRqIzg9MK5c5ipMcZ9jUuoBhb45W5u3bJW7e8EPgkLlMHHiRL398afq9v4KValW3eg45V5RJ1IbYXG4a7nMdauK+8y3z/m3HI9uUFJigmxsbEoz2jX9+eefenLEE/p27jz183TR2yFualGvliFZUPqithzTW9F7dDznoj6eNFlPPfWU0ZEAAAAAAAAAoFIp+lgeAAAAAAAAoJK7ePGiEhIS9MYbb8jX11eurq56/PHHdejQIT3//PNav369Dh06pK+++koPPfTQLRWyJcnGxkZTp0zWkrmf6fCe1BK6CxhhZ8rvGv76FKNjGC5mzn9Uu0Y1Pfvss0ZHAQCgQnn22WdlW+sOTfvlN6Oj4BYkpR7Q5JGhRscoFZfy8vSvr2I1+rnnKGRXcs8++6zq2lXTnqgZRkfBLTiVtk5eIyYYHcNw2YfStDfmS/1nymTDCtmSVLt2bUV+O1fLli1TepV66vPJ7xo57w8t2X5c53IvGZYLJefo6fOanXhQwdOSNSJyi7oHhCg1bSeFbAAAAAAAAAAwgK3RAQAAAAAAAIDyLD09XWazWWazWbGxsTpx4oRatGghk8mkV199Vf369ZO9vX2pXd/Pz08PDxmib94erX9M/1m2TBIrkvI2MTst+Tf1H1qxisj5z7ioDu9J1a8zJ2j+vLmqVq1aKaUCAKByqlatmiZO/kQPPximEN871bqxs9GRbgvlbWJ24rb9GnWvv9Exbij/uRXHjF8TdfjUGb322uulkAi3k2rVqmnq5Il6YPBDqu8TLPtGlPSLorxNzD65fa1ahjxtdIwSlf+Mi+pS7gVt+/JFPfTwEHXr1q2UUhVP3759lbwxRfPmzdPnM6br0W/WqIqNjVq7Oqi+va3uqG5ccRzFd/GSlHX+kvaeOKf9x0/L8Q573Xf/IM0cPVpdunQxOh4AAAAAAAAAVFo2eXl5eUaHAAAAAAAAAMqL8+fPKz4+3lLETklJUc2aNdW7d2+ZTCYFBwfL09OzTDOlp6ervVcHdegbqqGvTi7Ta99uri4Kl5dSdkVUnGd9+mSGPng0QP5dO+v7BfNLOxoAAJXW4AcGaf1v8TK/+6icHeyMjlNuXV0qLi+l7NtFcZ9f7PodCn9/rr6dO1eDBw8uzWi4jdz/QJiW/bZeXd/4RdUd6hkdp9y6uihcXkrZFVFxn/XWL19S5oYobd28Sa6uxSt0l5WMjAwtW7ZMGzdu1OHDh3X69GmjI6EYqlSporp168rNzU0+Pj7q3r27qlfnwxoBAAAAAAAAwGiUsgEAAAAAAFDp7dmzx1LCXrJkibKzs+Xp6ang4GD1799fvXr1kp2dsaWWxMRE9enTV/c89S+FPP5PQ7MAxXH+3BlNHjVItudPK/G3BMP/WwIAoCLLycmRv5+v7HVGC14doprVbY2OhEpu854juufN2Xrm78/q/fc/MDoOypGcnBx19fNXxqXa6vTSt6pavabRkYAi2/nTFO3+caJWrlguPz8/o+MAAAAAAAAAAIAyRCkbAAAAAAAAlU5OTo5WrlypmJgYRUVFadu2bbK3t1e/fv1kMplkMpnUokULo2MWMGfOHA0dOlT9h43W4NHjZFOlitGRgOvKPH5En77wsM6cOKLE3xLUpEkToyMBAFDhHThwQP5+vmpgb6s5/3pQ9evYGx0JldSyjTv12MffK7C/SfMXfC8bGxujI6GcOXDggLr6ddOF2g3k/cLXqlGnvtGRgOvKy7uk7d++o92/TtM333yjiIgIoyMBAAAAAAAAAIAyRikbAAAAAAAAlcK2bdsUFRUls9mslStX6ty5c2rfvr2lhN2zZ09Vr17d6Jg3NH/+fA0bNlztugfoibdmqGZtSjYon/Zt36T/vDBEznUd9Osvi9SyZUujIwEAUGns3r1boSEDlHn8qOa8NFheLV2NjoRKJC9Pmmn+Xa98Fa1HH3tU//3vNFWrVs3oWCindu/ereCQe3QwI0ve//haDs3bGx0JKFTu2Wxtnj5axzct0zezZ2nw4MEF1uzYsUONGjVS7dq1DUgIAAAAAAAAAADKAqVsAAAAAAAAVEjZ2dlasmSJzGazzGaz9uzZIycnJwUGBlqK2K6ut2c5Ze3atQq9d6AuXJLuH/WGetwbwdQ5lBs5pzP143/f0bIFM3X3XXdr/vzv5OjoaHQsAAAqnczMTD04OExLly7T4/19NPbhvnKsXdPoWKjgNu1O1ytfxei3P/bqgw8+0JgxY4yOhNtAZmamwgY/qKVLl6pZwHC1HvySqtnxewiUE3l5OrBynnbOf192tjb6ZdFP8vX1LXRphw4dtH37dvn5+alfv37q16+f/Pz8+GAKAAAAAAAAAAAqEErZAAAAAAAAqBDy8vKUnJys6OhoxcbGKj4+Xrm5uerSpYtMJpOCg4Pl6+urqlWrGh21RGRkZOjNN9/UjM8+U8u23goaOlqd+oaoqi1/0RfGyDpxTPE/faOYb6aqWtUqGv/hB3r00UdVpUoVo6MBAFBpXbp0SV9//bVe/tdLunThnP4e2k3hd3vLxZEJnihZG3cd1udRv2vu8mT5du2qT//zX3Xp0sXoWLiN5H+9GvPSyzqTe0nNBjytpn0eVnUHZ6OjoZLKu3hBR5KitXfxf3Vq1yY99ben9Na4cXJ2vva/k+np6Vq6dKmWLFmiuLg47du3T/b29urVq5elpN2xY0c+WA8AAAAAAAAAgNsYpWwAAAAAAADctk6cOKHY2FjLNOz09HS5uroqMDBQ/fv3V1BQkFxcXIyOWaqSk5P173Hj9MuiRapV216eXfuo6Z0dVMfFVTVr32F0PFRgly5dVE7WKR3dv1t7t6xT6sZEOTrW0d+eelL/+te/VKdOHaMjAgCA/zl16pQ+/PBDfTZjujIzs+Tbprk6u7mqpauT6tSuqapl8CEquRcvybYqH9ZSUZw5f0Ens89o2/5jWv3Hfu06eExe7drq5Vde1ZAhQygc4qblf72aNv0znc7KlLNnV9Vu2Um1GzSXbe06sqlSMT5oDeVT7pnTOncyXaf3btGJLat04eyfuueeUI3795vy9vYu9n47duywlLSXLVumjIwMubi46K677lK/fv3Uq1cveXp68jUTAAAAAAAAAIDbCKVsAAAAAAAA3DYuXbqkdevWyWw2KyoqSmvXrpWNjY26d+8uk8kkk8kkb2/vSvmXWQ8fPqxffvlFcXFxWp+8UUcOH9bp01lGx0IFVqVKFTnWqatWbm7y6+qj4OBgBQQEqGbNmkZHAwAA13D27FnFxcUpKipKSWsTtXPnLp3MzNSlS5eMjobbTM0aNVTPqa7atmunXr37aMCAAUzGRom68utVwtok7dq5U6czT/L1CqWq9h0OauDqqi7e3goMDNA999yjhg0blsjely5d0qZNm7RkyRItWbJEq1atUnZ2tpycnOTv76/u3burV69e8vHxUa1atUrkmgAAAAAAAAAAoORRygYAAAAAAEC5lp6ebpmEvWTJEmVkZKhJkyaWEnZAQIAcHR2NjonbXGRkpCIiIsS3SwEAAErWqlWrFBoaKl9fXy1cuFC1a9c2OlKpW7dunXx8fLRmzRr5+/sbHQdAJWVjY6M5c+YoPDzc6CgoRG5urpKTkxUfH681a9ZozZo1OnjwoKpVq6bOnTtbito9evRQo0aNjI4LAAAAAAAAAAD+x9boAAAAAAAAAMCVcnNztWbNGksROzk5WTVq1FDv3r01duxYBQYGysvLy+iYAAAAAG5g8eLFGjx4sIKDgxUZGanq1asbHalMdOnSRW3atFFkZCSlbABAoWxtbeXj4yMfHx89//zzkqR9+/Zp9erVSkhI0LJlyzR16lRdvHhRrVq1Uvfu3eXv768ePXqoffv2qlq1qsF3AAAAAAAAAABA5UQpGwAAAAAAAIbbv3+/oqOjZTabFRcXp8zMTLm7u8tkMumdd95R3759ZWdnZ3RMAAAAAEU0d+5cDR8+XI888og+++yzSlcei4iI0JQpUzRp0iTZ2vLH8gCAG2vWrJmaNWumIUOGSJJOnz6txMRErVmzRgkJCXrllVeUmZmpO+64w1LQ7t69u/z8/HTHHXcYnB4AAAAAAAAAgMrBJi8vL8/oEAAAAAAAAKhczp49q5UrV8psNisqKkrbtm2TnZ2d+vbtq+DgYJlMJrm7uxsdE5VIZGSkIiIixLdLAQAAbt2MGTM0atQoPffcc5owYYJsbGyMjlTmdu3aJXd3dy1atEghISFGxwFQCdnY2GjOnDkKDw83OgpKyMWLF7V582bLNO01a9Zo165dqlq1qtq3b68ePXqoR48e6tmzp5o1a2Z0XAAAAAAAAAAAKiRK2QAAAAAAACgTaWlplhL28uXLlZOTIy8vL5lMJplMJnXv3l01a9Y0OiYqKUrZAAAAJePDDz/U2LFj9dZbb+m1114zOo6hevbsqebNm2vOnDlGRwFQCVHKrhzS09O1evVqxcfHKyEhQevXr9eFCxfUuHFjde/eXd27d5e/v786d+6satWqGR0XAAAAAAAAAIDbnq3RAQAAAAAAAFAxZWdna9myZYqJiZHZbFZaWpocHR0VEBCgTz75RCaTSU2aNDE6JgAAAIASkJeXp7Fjx2r8+PGaOnWqRo0aZXQkw0VERGjMmDHKzs6Wvb290XEAABWQq6urHnjgAT3wwAOSpDNnzigpKUlr1qxRfHy83n77bZ04cUK1a9dW165d1aNHD/n7+8vf319OTk4GpwcAAAAAAAAA4PbDpGwAAAAAAACUmJSUFJnNZpnNZsXHxys3N1fe3t7q37+/ZRq2rS2fE4jyh0nZAAAAN+/ixYsaNWqUZs6cqa+//loRERFGRyoXMjIy1KhRI82cOVNDhw41Og6ASoZJ2ZAuf2jKtm3blJCQoNWrVyshIUHbtm1TXl6eWrduLT8/P/n6+srX11edOnVS9erVjY4MAAAAAAAAAEC5RikbAAAAAAAANy0zM1NxcXGWIvaBAwfk4uKioKAgBQcHKygoSC4uLkbHBG6IUjYAAMDNOX/+vIYPH64ff/xR3333nUJDQ42OVK4MHDhQ58+fV1RUlNFRAFQylLJxLRkZGUpMTNTatWu1du1aJSYm6uTJk6pRo4a8vb3l6+trKWu3bt3a6LgAAAAAAAAAAJQrjCUCAAAAAABAkV26dEnr1q2T2WxWbGysEhISlJeXJ19fXz311FMymUzq0qWLqlSpYnRUAAAAAKUsJydHgwcP1qpVqxQVFaW+ffsaHancCQ8P1yOPPKIjR46oQYMGRscBAEDOzs4KCQlRSEiIpMvTtHfs2GEpaicmJmr69Om6cOGC6tWrZ5mknV/UrlevnsF3AAAAAAAAAACAcShlAwAAAAAA4LqOHTummJgYRUVFKSYmRseOHVOTJk0UFBSkUaNGKTAwUE5OTkbHBAAAAFCGMjMzFRoaqq1bt2rp0qXy8fExOlK5FBoaqlq1amnu3Ll67rnnjI4DAEABNjY28vDwkIeHh4YOHSpJOnfunDZs2GApas+ZM0fjxo2TJLVu3dqqpO3t7a0aNWoYeQsAAAAAAAAAAJQZStkAAAAAAACwcvHiRa1du1ZRUVEym81at26dbG1t1bNnT40ZM0Ymk0leXl5GxwQAAABgkKNHj8pkMuno0aNatWqV2rRpY3SkcsvOzk4PPPCAIiMjKWUDAG4bNWrUULdu3dStWzfLsYyMDMsk7bVr1+rf//63Tpw4oerVq6tTp05WE7Vbt25tYHoAAAAAAAAAAEoPpWwAAAAAAADowIEDMpvNMpvNWrJkiU6dOqUWLVrIZDLp1VdfVb9+/WRvb290TAAAAAAG27dvn4KCgnTx4kXFx8erRYsWRkcq98LDwxUUFKTU1FR5eHgYHQcAgJvi7OysAQMGaMCAAZKkvLw87dixQ2vXrrWUtWfMmKHz58/LycnJapq2n5+f6tWrZ/AdAAAAAAAAAABw62zy8vLyjA4BAAAAAACAsnX+/HnFx8dbitgpKSmys7NT3759ZTKZFBgYKE9PT6NjAmUmMjJSERER4tulAAAA17Z9+3YFBQWpTp06io6Olqurq9GRbgsXL15U06ZN9eSTT2rcuHFGxwFQSdjY2GjOnDkKDw83OgoqkXPnzmnDhg1WRe20tDRJkru7u6Wk7ePjI29vb9nZ2RmcGAAAAAAAAACA4mFSNgAAAAAAQCWxc+dOxcbGWqZhZ2dny9PTU8HBwZowYYJ69+6tmjVrGh0TAAAAQDm0YcMGmUwmubm56ddff1XdunWNjnTbqFq1qoYMGaLIyEhK2QCACq1GjRrq1q2bunXrZjl2/PhxJSYmWkrab731lo4fP66qVauqTZs26tKli+UHRW0AAAAAAAAAQHlHKRsAAAAAAKCCysnJ0fLlyxUVFSWz2ay0tDTZ29urX79++uijj2QymdSiRQujYwIAAAAo51atWqXQ0FD5+vpq4cKFql27ttGRbjvh4eGaOHGiEhIS5O/vb3QcAADKTL169TRgwAANGDDAcmz37t1at26d1q1bp6SkJP388886efKkqlatqrZt21oVtTt27EhRGwAAAAAAAABQblDKBgAAAAAAqEC2bdtmKWGvXLlS586dk7e3twYPHiyTySR/f39Vq1bN6JgAAAAAbhOLFy/W4MGDFRwcrMjISFWvXt3oSLelLl26qE2bNoqMjKSUDQCo9Fq2bKmWLVsqLCzMcmzXrl2Wova6dev0008/6eTJk7K1tS0wUZuiNgAAAAAAAADAKJSyAQAAAAAAbmOZmZmKi4tTXFyczGaz9uzZIycnJwUGBmratGkymUxydXU1OiYAAACA29DcuXM1fPhwPfLII/rss89UtWpVoyPd1iIiIjRlyhRNmjRJtraAjtKjAAAgAElEQVT8UT0AAFdq1aqVWrVqpcGDB1uOUdQGAAAAAAAAAJQ3/EkvAAAAAADAbSQvL0/Jyckym80ym81as2aN8vLy5OPjo6FDhyo4OFi+vr6UJQAAAADckhkzZmjUqFF67rnnNGHCBNnY2Bgd6bY3ZMgQvf7664qOjlZISIjRcQAAKPeKUtT+8ccfderUKauito+Pj6WoXatWLQPvAAAAAAAAAABQ0VDKBgAAAAAAKOdOnDih2NhYSxE7PT1drq6uMplMeuaZZxQYGCgnJyejYwIAAACoID788EONHTtWb731ll577TWj41QYrVq1Uvfu3RUZGUkpGwCAm1RYUXvnzp3XLGq3bdu2wERtitoAAAAAAAAAgJtFKRsAAAAAAKCcuXjxotauXauoqCjFxsbq999/l42Njbp3767Ro0fLZDLJ29ubSXUAAAAASlReXp7Gjh2r8ePHa+rUqRo1apTRkSqciIgIjRkzRtnZ2bK3tzc6DgAAFYKbm5vc3Nz04IMPWo5dXdReuHChpajt6ekpb29veXt7q2PHjurYsaNcXFwMvAMAAAAAAAAAwO3CJi8vL8/oEAAAAAAAAJVdenq6ZRJ2bGysTpw4oRYtWqh///4KDAxUQECAHB0djY4JVFiRkZGKiIgQ3y4FAACV1cWLFzVq1CjNnDlTX3/9tSIiIoyOVCFlZGSoUaNGmjlzpoYOHWp0HAAVmI2NjebMmaPw8HCjowDlRn5Re8OGDUpOTtbGjRt1+PBhSVLjxo0tRW1vb2916tRJrVq14oMxAQAAAAAAAABWKGUDAAAAAAAYIDc3V2vWrLEUsZOTk1WjRg317t1bJpNJwcHB8vT0NDomUGlQygYAAJXZ+fPnNXz4cP3444/67rvvFBoaanSkCm3gwIE6f/68oqKijI4CoAKjlA0UzbFjx5ScnGwpaicnJys1NVUXL16Uvb29OnToYFXUbt++vWrWrGl0bAAAAAAAAACAQWyNDgAAAAAAAFBZ7Nmzx1LCXrJkibKzs+Xu7i6TyaR33nlHffv2lZ2dndExAQAAAFQiOTk5Gjx4sFatWqWoqCj17dvX6EgVXnh4uB555BEdOXJEDRo0MDoOAACVmouLiwIDAxUYGGg5lpOTo61bt1oVtWfPnq3s7GzZ2trK09NTXl5elqK2t7e3XFxcDLwLAAAAAAAAAEBZoZQNAAAAAABQSs6ePauVK1fKbDYrKipK27Ztk729vfr166ePPvpIAQEBcnd3NzomAAAAgEoqMzNToaGh2rp1q5YuXSofHx+jI1UKoaGhqlWrlubOnavnnnvO6DgAAOAqdnZ28vHxsfq10aVLl5SWlqbk5GRt2rRJycnJmjJlig4ePChJaty4sby9va0ma7u7u6tKlSpG3QYAAAAAAAAAoBTY5OXl5RkdAgAAAAAAoKLYtm2b4uLiFBUVpeXLlysnJ0deXl4ymUwymUzq2bOnqlevbnRMAFeJjIxURESE+HYpAACoLI4ePSqTyaSjR48qNjZWbdq0MTpSpfLYY49p69atSkxMNDoKgArKxsZGc+bMUXh4uNFRgArt2LFjSk5O1oYNG7Rx40Zt2rRJ27ZtU25uruzt7a1K2h07dlT79u1lZ2dndGwAAAAAAAAAwE1iUjYAAAAAAMAtyM7O1pIlS2Q2m2U2m7Vnzx45OjoqICBAn3zyiUwmk5o0aWJ0TAAAAACw2Ldvn4KCgnTx4kXFx8erRYsWRkeqdMLDwxUUFKTU1FR5eHgYHQcAANwkFxcXBQYGKjAw0HLs7Nmz2rx5szZs2KDk5GQlJyfrm2++0enTp1W1alW1bt1aXl5e8vLyUrt27dShQwe1atWKqdoAAAAAAAAAcBuglA0AAAAAAFBMKSkplhJ2fHy8cnNz1aVLFw0dOlTBwcHy9fVV1apVjY4JAAAAAAVs375dQUFBqlOnjqKjo+Xq6mp0pErp7rvvVsOGDTVnzhyNGzfO6DgAAKAE1axZUz4+PvLx8bEcy8vL065du7RhwwZt2rRJW7Zs0ezZs7Vr1y5dunRJdnZ2atu2rTp27Kh27dpZStsNGjQw8E4AAAAAAAAAAFejlA0AAAAAAHADJ06cUGxsrGJjYxUdHa0DBw7IxcVFQUFB+vLLLxUUFCQXFxejYwIAAADAdW3YsEEmk0lubm769ddfVbduXaMjVVpVq1bVkCFDFBkZSSkbAIBKwMbGRm5ubnJzc1NYWJjleE5OjrZs2WIpaqekpOiXX37RkSNHJEnOzs7q0KGD2rdvr/bt26tDhw5q166d7O3tjboVAAAAAAAAAKjUKGUDAAAAAABc5dKlS1q3bp3MZrOioqK0du1a2djYqFu3bnrqqadkMpnUpUsXValSxeioAAAAAFAkq1atUmhoqHx9fbVw4ULVrl3b6EiVXnh4uCZOnKjffvtN3bp1MzoOAAAwgJ2dnbp27aquXbtaHc/IyNCmTZu0efNmbd68Wb/99pu+/PJLZWdny8bGRi1btpSXl5fatWtnKW17eHioWrVqBt0JAAAAAAAAAFQOlLIBAAAAAAAkHTt2TDExMYqKilJMTIyOHTumJk2ayGQy6Z///KcCAgLk6OhodEwAAAAAKLbFixdr8ODBCg4OVmRkpKpXr250JEjq0qWL2rRpozlz5lDKBgAAVpydnXX33Xfr7rvvthzLy8vT7t27lZKSYpmu/dNPP+mjjz7ShQsXVL16dXl6esrLy8vyo127dmrevLmBdwIAAAAAAAAAFQulbAAAAAAAUCnl5uZqzZo1MpvNiomJ0YYNG2Rra6uePXtqzJgxMplM8vLyMjomAAAAANySuXPnavjw4XrkkUf02WefqWrVqkZHwhUiIiI0ZcoUTZo0Sba2/PE9AAC4NhsbG/0/e/cdV1X9/wH8BbJkK1M2CMoUUVNUHKnghRy5KsXcaWquSrNy5ChNLSwzv1mZWiim5kgBQU0NFScqIA6UjcBFZcvm94c/bl7ZcuEwXs/Hg0fc8/l8znkfvn4fHO49r/O2srKClZUVRo4cKdleWFiIqKgoREREIDw8HOHh4di2bRvi4uIAAFpaWnB0dISjoyOcnJwk3+vo6Ah1KkRERERERERERETNFj/VJSIiIiIiIqJWIzExEYGBgQgMDMTJkyeRmZkJa2triEQiLF++HIMHD4a6urrQZRIREREREcnETz/9hLlz52LBggXYtGkT5OTkhC6JXjJ+/HgsX74cQUFB8PLyErocIiIiaoaUlJTg7OwMZ2dnqe2ZmZmIiIiQCmv/+eefePr0KQBAT08PDg4OsLW1hYODA+zt7WFvbw9DQ0MhToOIiIiIiIiIiIioWWAom4iIiIiIiIharIKCApw/f14SxA4PD4eqqioGDhyItWvXQiQSwdraWugyiYiIiIiIZG79+vX47LPPsHr1aixbtkzocqgKVlZW6NOnD3x9fRnKJiIiIpnS0tJC37590bdvX6ntSUlJiIqKQlRUFCIjIxEZGYn9+/fj8ePHAIB27drBzs4O9vb2krC2ra0tzMzMhDgNIiIiIiIiIiIioiZFrqysrEzoIoiIiIiIiIiIZCU6OhqBgYEICAjAmTNnkJeXB1tbW3h6ekIkEqF///5QUVERukwiamL27NkDb29v8O1SIiIiau7KysqwdOlSbNy4EVu2bMHcuXOFLolqsG3bNixevBipqalQU1MTuhwiaoa+//57LFiwAMbGxpJtOTk5UFFRgYLC834NSUlJ6NOnD86fPy9UmUTUxInFYkRGRuLOnTsIDw/HnTt3cPv2baSkpAAANDQ0YGtrC0dHR0lo287ODhYWFpCXlxe4eiIiIiIiIiIiIqLGwVA2ERERERERETVreXl5OHPmDAICAhAYGIjo6GhoaWlhyJAhEIlEcHd3h7m5udBlElETx1A2ERERNSe+vr6YOHEiQkND0atXL8n2kpISzJkzBzt27MDOnTvh7e0tYJVUW+np6TAyMsKvv/6Kd999V+hyiKgZ2rhxI5YsWVLjPBUVFTx79qwRKiKiluTp06e4ffs2IiMjERUVhdu3b+POnTuIj48HALRt21YS0C7vqu3g4AArKyvJgyGIiIiIiIiIiIiIWgqGsomIiIiIiIio2QkPD8fJkycRGBiIc+fOoaCgAF27doVIJIJIJEKfPn14sxcR1QlD2URERNRclJaWwt7eHnfv3oWGhgbOnz8PJycnFBYWYtKkSThy5Aj+/PNPDB8+XOhSqQ5GjhyJwsJCBAQECF0KETVDcXFxsLS0rPZvWgUFBXz99df48MMPG7EyImrJsrOzJWHt8q7aUVFRiI2NRWlpKZSVlWFrawtbW1up0HanTp2gqKgodPlEREREREREREREr4ShbCIiIiIiIiJq8jIzMyUh7MDAQCQmJkJHR0fSDVskEsHQ0FDoMomoGWMom4iIiJqLffv2Yfz48SgrK4OCggK0tbVx+vRpfPLJJwgJCcHRo0cxcOBAocukOtq3bx8mTpyIpKQk6OvrC10OETVDrq6uuHLlCkpLSysdl5OTQ2JiIoyMjBq5MiJqbXJzc3Hnzh2prtoRERF4+PAhSkpKoKioiI4dO8LW1hadO3dGp06d0LlzZ9ja2kJHR0fo8omIiIiIiIiIiIiqxVA2ERERERERETU5ZWVluHHjhiSEfeHCBZSVlaFnz57w9PSESCRC9+7dIS8vL3SpRNRCMJRNREREzUFxcTFsbGwQHx8vCd0pKChARUUFioqKCAoKQo8ePQSukl5FXl4eDA0NsWbNGixYsEDocoioGdq2bRvmzZuHkpKSCmPy8vLo27cvzp07J0BlRETPFRQU4M6dO5LA9t27d3H37l3cu3cPubm5AAAdHR1JQPvFsLaVlRWUlJQEPgMiIiIiIiIiIiIiQEHoAoiIiIiIiIiIAEAsFiMoKEjylZKSAkNDQ4hEIsyZMwfu7u5o37690GUSEREREREJZufOnVKBbOB5UDs/Px/6+vowNzcXsDqqD1VVVYwZMwZ79uxhKJuIXsm4ceMwb968Ssfk5OQwceLERq6IiEiasrIynJ2d4ezsXGEsPj4e9+7dw7179xAVFYV79+7h9OnTiIuLQ1lZGRQUFGBpaVlpYFtfX1+AsyEiIiIiIiIiIqLWip2yiYiIiIiIiEgQJSUluHz5MgICAhAYGIhr165BQUEBffv2hbu7O0QiEbp27Qo5OTmhSyWiVoCdsomIiKipy8/Ph6WlJVJTUyu9ZlFUVISTkxPOnDkDDQ0NASqk+goODoaHhwfu3bsHGxsbyfaYmBiYmZmhTZs2AlZHRM2Bu7s7/vnnnwrdshUUFJCamsoHHhJRs/Ps2TPcu3dP0lG7PLB97949ZGVlAQC0tbXRuXPnCoFtGxsbKCsrC3wGRERERERERERE1NIwlE1EREREREREjSYlJQWBgYEIDAxEcHAwnjx5AgsLC4hEIohEIgwePBjq6upCl0lErcCJEycQFxcneX39+nX8/vvv8PHxkZo3aNAgWFtbN3Z5RERERBX4+Phg8eLFFYJ2L1JQUED37t1x8uRJ/m3VDJWUlMDU1BTvvfce3n//ffj5+WHnzp24desW9uzZg/HjxwtdIhE1cb///jumTJmC0tJSyTYFBQUMHToUx44dE7AyIiLZS05Oxt27dysEtuPi4lBSUoI2bdrA3NwcnTp1gp2dnSSs3blzZxgZGQldPhERERERERERETVTDGUTERERERERUYMpLCxESEgIAgMDceLECYSHh0NZWRn9+/eHSCSCp6cnbG1thS6TiFohOTk5AM87SlalqKgIixcvxoYNGxqrLCIiIqJKZWdnw9zcHE+fPq12npycHMrKynDw4EGMHj26kaojWcnOzoa3tzdu3LiBpKQkyMvLo6SkBGVlZfjxxx8xe/ZsoUskoiYuOzsbenp6KCgokGyTl5fHH3/8wQc7EFGrUVBQgPv370vC2nfu3JGEtzMyMgAAmpqa6NSpE6ytrSVfNjY2sLa2hr6+vsBnQERERERERERERE2ZgtAFEBEREREREVHLEhsbK+mGferUKeTk5MDW1haenp5Yt24dBg4cCFVVVaHLJKJW7r333sPOnTtRVFRU7Tx3d/dGqoiIiIioaj4+PsjOzq5yXFFREUVFRRgwYAA++ugjvPHGG41YHdVHUVERTpw4gd9//x2HDx9GcXEx5OTkUFpaKul0W92DhIiIXqShoYERI0bg0KFDKC4uBgAoKSlhxIgRAldGRNR4lJWV4ejoCEdHxwpjaWlpko7a0dHRuHfvHg4fPozo6Gjk5+cDALS0tCQBbQa2iYiIiIiIiIiI6GXslE1ERERERERE9ZKXlyfphh0QEIA7d+5AXV0dgwcPhkgkgkgkgoWFhdBlEhFJ+eeffzBo0KBq5+jo6CA1NRVt2rRppKqIiIiIKnry5AnMzMyQm5tbYaw8rDtx4kQsWrQITk5OjV0e1dOECROwd+9eKCgoSAKUL1NWVoaPjw87ZRNRrRw6dAhjxoxBWVkZFBUVMWbMGOzdu1fosoiImrSysjIkJiYiOjpa8lUe3GZgm4iIiIiIiIiIiF7ETtlEREREREREVGd37txBQEAAAgMDce7cOeTn58PJyQnDhw/H1q1b4ebmBiUlJaHLJCKq0oABA6CnpwexWFzpuJKSEry9vRnIJiIiIsGtX78ehYWFktfy8vIAgHbt2mHevHmYPXs2AyDN2PTp07F3794qA9lERHXl5eUFNTU15OTkoKioCBMnThS6JCKiJk9OTg6mpqYwNTXF66+/LjX2cmD7/v37uH//PjtsExERERERERERtVLslE1ERERERERENcrJycGpU6cQGBiIwMBAxMbGon379nB3d4dIJIKHhweMjIyELpOIqE4++ugj/PDDD1IhpxdduHABvXv3buSqiIiIiP6TnJwMc3NzFBcXSzop29vbY/HixRg/fjyUlZWFLpFkYOfOnZg6dWqV48rKyvjyyy/x0UcfNWJVRNScTZ8+HTt27ICmpibEYjEfnkhE1ECqCmzXtsN2x44dYWBgIPBZEBERERERERERUV2wUzYRERERETVZhYWFuH37Nh49eoScnByhy6EWTE5ODu3bt4elpSUsLS2FLqdJKCsrw40bNxAcHIwTJ04gJCQExcXF6N69O9599114enqiZ8+e7CBLRM3ahAkT8O2331Y6ZmJiAldX10auiIiIqH5iYmIQExODJ0+egM9lbhmWLVsm6aDcpUsXDBs2DI6OjgCAo0ePyvRYysrKaN++PRwdHaGtrS3TfVP1pkyZgrCwMGzduhUlJSWVzikqKmrkqoiaDv5+qzsTExMAgJmZGY4cOSJwNc2Huro6OnToAHt7ewbZiahWZNFhW01NDVZWVpV+WVpa8kFMRERERNRkZWRkICIiAk+ePEFBQYHQ5VAzw/v1iIioOWOnbCIiIiIialIyMjLwxx9/4K9DhxES8i+KquhcSdRQdHT14CkairfffhteXl6Ql5cXuqRG8+TJEwQHB0u6YaekpMDAwABDhgyBp6cnPDw8oKenJ3SZREQyZWFhgbi4OKltioqKWLJkCdauXStQVURERLVTWloKf39/7NvnhxOBgRCnPxa6JGohHO3t4DVsOKZMmQI7Ozuhy2kVSkpKMGjQIFy8eLFCAFtZWRlffPEFli5dKlB1RI2r/Pebn98++AeewNPHYqFLolZGUVEJfd3cMGb0KEycOJEPKyEimSsPbD98+LDSr7S0NADPQwrGxsZVBrYNDQ0FPhMiIiIiam1u376NXbt24dhxf9yOjBC6HGohdHX1IGql9+sREVHzxFA2ERERERE1Cc+ePcNXX32Fb775FnJt2qDL6yPRqdcgmHTqAk1dQyirqgtdIrVgZaWlyMvOwOOkWMRFXsHtfwNw9+o5WFl1xMYNX2PUqFFCl9ggSktLce3aNQQGBiIgIACXL1+GnJwc+vTpA5FIBJFIhK5du0JOTk7oUomIGszKlSuxbt26CsGXiIgIODg4CFQVERFRzQ4dOoRPlizGg4cxGODSGZ69HPCanQUsOuhCW0MV8ryOpzrKLyzC0+w83Il7hH9v3sfhkFt4kJCCEcOH45tvv4W1tbXQJbZ4YrEY3bp1Q0pKiqRDOgAoKSlh1apVDGVTq3Do0CF8tPgTxMY8gK6DG9p39YBWx+5oq28OBTUtyMnxhkxqOCX5OSjISEN2XDiehJ9B+tXjkCsrwccffYjPPvsMbdu2FbpEImolcnJyqgxsx8bGSroQqqqqVttlW0VFReAzISIiIqKWIjo6Gh9+9BH+PnoUplY2cBONgnOvfrCwsYeGdjsoKfPak+qmrLQU2VkZeBQfg6gblxF68jjCLp6BlVVHbGjB9+sREVHLwFA2EREREREJ7q+//sKChYvw+OlTuE9dgj6jp0G5rZrQZVErl574EIHbv8L14INwd/fAjz9uRceOHYUuq95SUlIQGBiIoKAgnDx5EmKxGCYmJpIQ9pAhQ6ClpSV0mUREjebu3buwtbWV2mZra4uoqCiBKiIiIqregwcP8MHcOTgRFIwxA7vj88lesDLSE7osaoHKyspw6moUPv/5CB4mibHoww+xatUqKCsrC11ai3br1i307NkThYWFKP8oX1FREatXr2Yom1q0Bw8eYM7cDxAcdAKGvd+E5ajFUDWwFLosauVK8nOReHo34o76QLd9O2z5zgejR48WuiwiauVKS0uRlJSEmJiYSkPbqampAJ532TYyMqoytM0u20RERERUGwUFBVi5ciW+9fGBsXlHzPxsPXr0G8IGD9QgkuMeYJfPGvxzbH+Lul+PiIhaHoayiYiIiIhIMGVlZVi5ciW+/PJLvOY1Hl7vL4emLm8AoKbl4Y2LOOyzBNlpSTh86C8MGDBA6JLqpLi4GBcuXEBgYCACAwNx48YNKCsro3///hgyZAhEIhGcnJyELpOISFDOzs4IDw9HWVkZAy9ERNSknT17FqNHvQkTHU18PWc0+jjyRhRqeMUlpdhxLARrdh1HF+euOHT4CHR1dYUuq0Xbv38/3n77bYayqdU4e/YsRr45GnLaRrD2Xgvtzr2ELolISkFGKh4eWI/kkD+x7PPPsWrVKt58TkRNVm5ubpVdtmNiYqS6bFtaWsLS0hIWFhawsLCAubk5zM3NYWFhAT09PvyLiIiIqLVLT0/Hm2+Ows3wcExZtBLDvGegTRsFocuiViD8ynlsW/0R0h8l4lAzvF+PiIhaPoayiYiIiIhIEIWFhZgwwRtH//4bb332PXqI3ha6JKIqFRcVYN9X83Hz1CH8vH07Jk+eLHRJ1UpMTJSEsE+ePInMzExYW1tDJBLB09MTAwcOhKqqqtBlEhE1GZs2bcKnn36K4uJiyMnJISYmBubm5kKXRUREJGX37t14b8YMjOrvgi0fjoeyIm98osb1IEmMccu3o0xRBceO+8POzk7oklq0ZcuWYd26dSgtLWUom1q03bt3Y/qM96DfawRsp30DeQUloUsiqtKjCwdx99ePMGLEcOzd4wslJf57JaLmpaysDElJSVJB7djYWMTGxiIuLg5JSUkoKSkBAKipqUmFtcu/t7CwgJmZGQwMDAQ+GyIiIiJqSFFRUXjjjWEogjzW/vIXjC2shS6JWpmiwgJ8++kcnPU/2Czu1yMiotaFoWwiIiIiIhLExInv4u+AQExe9wesnF2FLkdmLh7ZhT/XLYDH1MXwnPV5hfGAn75E0G8b8dan36H3SOHfKMzPyULUxWBcO7EfkSGBcHATofvQcbDr7Q4Vdc0a1y9y1a5yzCc0Q5alCq6srAzBv21E0I4N+OvgQYwYMULokiTy8/Nx7tw5SRA7KioKqqqqGDhwIDw9PSESiWBtzQ9HiIiqkpCQAHNzc5SVlaFXr14IDQ0VuiQiIiIpR48exZjRo/HJRBEWTxja5Dsz7vK/gPmb92LxhKFYNmVYhfG1O49h454T+H7heEz26iNAhf/Jyn2GQ2fDMH/zXgDA4glD8c6QnrA20a92XUBoBN5Z8RMyg7bU+VgBoeEICI2Ap6sjxg3qAffX7KGp1rZe59FYnmbnYeLqX5H49BkuX73G7nkNqKSkBMOGDcOpU6dQWlqKtWvXMpRNLc7Ro0cxevQYWLz5ISxHLASa+O+3yiSd8UXUjo9hOXIhOo75pML4g4NfI+bIZthN2wTjgd4CVFi97PhIXFo2BEN2P6owVpyXhce3TiPl4iGIw4Kg5+IBXRcP6HUbCiVN3Rr3fXJShyrHKjtec5Fx7zIit0zHm8NE2PPH70KXQ0QkU0VFRUhISEBsbCzi4+MRGxuLmJgYSXA7OTkZxcXFAIC2bdtKddk2MzOTCm4ztE1ERETUfInFYvR4rSfaGZpi5Y9+0NBuJ3RJ1fL3+w0+n8+F99ylmPLhigrjO79dDd+t67Hoy63wemeqABVWLfSUP5bPHIvgB3mVjudmZ+Hy2RM4fXQfQk/5w3WwF3oPegN93IdBW6fm9+fdO1bdtKOqYzYlZWVl8N26Hr5b1uFgE7tfj4iIWjeGsomIiIiIqNGtW7ceq9aswewfjsLcoYfQ5cjc/g0f4sJfOzBjkx8c3ESS7ZEhgfjl43fQZ/Q0jFvyrYAVPpfzVAy/L+chMiSwwpiDmwjvfL4F6u2qfvP2aUoiVr/pWOV4Swtllzvxy3qc9f0ely6FwsnJSbA6oqOjERgYiICAAJw5cwZ5eXlwcnKCSCSCu7s7+vXrBxUVFcHqIyJqbrp164awsDBs2bIFH3zwgdDlEBERSYSHh8O1Vy8sGPs6lr7rKXQ5tbbo+33YcSwEfqtnwdP1v78dy8PM04a5wWf+2wJW+Nw7K35CQGhEhe3n/7cUjlbGla6JeJiEvu+vB4A6hbLLfyYv83R1hN/qWbXej9CeFRRi2Cdb0UatPc6c+5d/ezagzMxMdOvWDQ8fPsSqVauwYkXFGwqJmqvw8HD07OUKIwYk9HEAACAASURBVNFsWI36WOhy6uXOzk+QeHo3nBftgp6Lh2S7OCwIN30mw2TQJNhO+VrACitXmJWOcx88f3/z5ZB0cV4WIn+aB3FYUIV1ei4esJv+TbXB7PzHSQhZVPV7/805lA0AmQ+u48bXY7Fq5Qp8ygdmEFErUlxcjMTERElIu7zDdvn3iYmJUqHtlztsm5ubS7Z16FD1wzuIiIiISDj5+fnoP2AgcotKseH3ACi3rTrU25R8t3w+ju35BWu2H4DrYC/J9vLQ87AJM7BgzfcCVljRw6hwzBrWC0DlAenc7Cys/2gaQk/5VxhzHeyFj9ZtqzaYnZacAO9+nascbw6h7HK7v/sSB37xwaVQYe/XIyIiKsdQNhERERERNap///0XAwcOxOSvdqHLwOFCl9MgXgwrf/bnVeiZWUMcH42v3np+E9qKwxFoZ2jSoDUk34/AvStnMHBC1aGy8q7ek9b8Chf3MZLtYcEHsXv59Bq7eZef58j5a6s9TktTVlaGvatmIe3uVdy5HVmnm89v3rwJFxcXzJs3D999912djpuTk4OzZ89KumFHR0dDS0sLQ4YMgUgkgkgkgolJw/67IqLWKTk5GceOHcPJ4GDcCLuGlJRUZOc2nw/nCJCXl0M7LU1YWlqip2sfyQM8GKAiImr68vPz4WBnix4dDbB9ycQm3yH7RYlpT+Ew8XmA9NqO5bA20Ud0Yhq6T1sDAIj8YzVM9Buuu0bEwyT8c/0u5o0dVOWcg2euYdpXO6U6dp+7cQ/Dl2ypMjR+JSoWQxZ8I3ld21B2eZB78YShmOLVFyb67ZCY9hTf+AVhx7EQyc+ouUhOz8CQhZsxbvxE+GzeLHQ5FTx79gwnT55EYGAgLodewMOYGGRkZqG0lB+Nt0Ty8nLQ1tKEFa93m438/Hx0srVHqYkL7Gb+0Cw7ZL/oxQBynw3noWpohbyUh7iwpC8AwM3nKlR0Kn/Qh6xkx0fiSeS/MPd8v9ZrysPkQMWQdGroYYT/OBt20zbBoOdwKKhqojgvC3EB2xBzZDNsxq+s9ljlP5Oa5jVnaVf9Ef7Dezh75gz69esndDlERE1CcXExkpKSJEHt8i7bcXFxiIuLQ0JCAoqKigAAKioqkqC2qakpTE1Npb43NTXl9RwRERGRABYuWoS9+/Zj84Ez0DNs2PczZOnFAPJvJ2/CxNIGiTH3MXWIMwDA99+70DcybdAaHkaF4/r50xg7Y0GNc6PCLmP+2IGS15UFpP85th9fLZiMRV9uxYA3xkBNQxO52VnY//Nm+G5dj1mfrqv2WOU/k5rmNQdlZWX4+qPpeHDrMqLqeL8eERFRQ2Aom4iIiIiIGk1JSQm6dusOA+eBGDZ3ldDlNKj7V8/hxw9GwMFNhIlfbMcfX8xEZEgg5vxwFDY9+jfYceMiruCy/15c+GsHgOq7VS9y1a5yTnVj5crPsaHPqSkqKsjH5in9MWvqRKxYvrzG+aWlpdi0aROWLVuGoqIiKCoqorCwsMZ14eHhkhB2SEgIioqK0LVrV0kIu0+fPlBQUJDFKRERVXDjxg18sWIFjh0/Do22SuhjoQEnQ1XoayhCXbmN0OXJXGkZkJ5bCH11JaFLkbnSUiAzvxhxT/Jx/dEzXIvLgKaGBma+PxuffPIJtLW1hS6RiIiqsGbNavzx608498PHaKusKHQ5dVYecPZ0dcT2TyZh5te7ERAagb83zEP/rp0a5JhXomKxJ/iSpCN1daHp8i7ZCYc2QFOtrWS7lse8StduOXAay7Yfwo7PpmDaVztr3P+LdvlfwPzNeyuEr8vD2js+m4IxA7vXal9NxbW7cRB9+B2uXb8OR0fHmhc0goyMDHz99dfY/r8fkZWdg+5m2nAxUoFFOxVoqrRBG/nmGfwsKC5FG3k5KDTT+htaSWkZsvJLEPs0H2HJ+bgWnwFNDXXMfH8Or3ebqNWr18Dn59/R7YsgyCu1jBson9wOwfX146Dn4gGHWVskXaa7Ld2P9vZuDXbczOhreBTyZ5Xh6qrEBfwPGXcuSjphv7zups9kiMOCKu2gfeb9zjUeq/zn0dDnL7QHf65F27gQ3Aq7hjZtWt57JUREslZSUoKkpKQKHbYTEhKQkJCAuLg4PHv2TDLf0NAQJiYmMDU1hZmZGczMzCSBbTMzMxgaGkJeXl7AMyIiIiJqWSIiItCte3d863cSts49hC6nzm5cPIPFE73gOtgLS7/ZIekyvfEPf3TtPbDBjhsVdhlBf/2BY3t+AVBzB+oDv3yHn9Z9is++24WvFkyucs3ymWMResq/wlhudhbe7GpY47HKfx4Nff6NpSD/GeaO7INp73pjxYqa79cjIiJqSLxzm4iIiIiIGs3PP/+M5FQxJk5bInQpDc6mR394TF2MoN82IuzUIUSGBMJj6uIGCS/n52ThwY0LuHh4JyJDAtFn9DTM2OQHc4fqb+Z2cBMhMiSw2nGqnKKyCkYsXI91Sydi+rRpMDau+smw8fHx8Pb2xoULF1BaWgoAKCoqQkRERIWb1jMzMyWdvAIDA5GYmAg9PT14eHhgx44dcHd3h75+8+mcRkTNU3p6OlauXIHtP21HF2MN/O+tTvDo3B6KbRgAaSnSc4uw73oqtv2wGb/+vB3rN2zElClTeAMjEVETk5SUhPXr1sF3xfRmGcgGgP5dO2HxhKHYuOcEDp0NQ0BoBBZPGCrzQHZW7jOcD3+AXf7nERAagWnD3OC3ehZ62JpXu85v9awK2wJCIwAAOz6bUmFs2fZD8Fs9C56ujpJQdm0lpD0BAOi305DabtBeEwAQFVu7EF1T0r2zOcZ79MKC+fNw6vQ/gtZSWlqKnTt3YumSxSgpyMP7vfXxjksn6Kg1z//vUP2k5xZhX1ga/sfr3SYpKSkJX61fD/t5O1pMIBsA2tu7wXLkQsQc2YzUy39DHBYEy5ELGySQXJyXhad3Q5F8xhfisCCYDJoE50W7oNWxW63WP7kdgvt7V6HX2pOSUPbLnBftqnS7gqrmK9fdElmMWIQrn/2Fn3/+Ge+/3zI7ghMRyVKbNm0k4eqqpKenS4W0y7+/evUqDh48iEePHqGkpAQAoKSkBGNjY5iYmMDCwgKmpqYwMTGBmZkZzM3NYWJiwgf0EBEREdXB/AUL4TFqQrMMZANA194D4T13KXy3rsfZ4wcResof3nOXNkggOTc7C+GXQ3B83w6EnvLHsAkzsGb7Adh2fa3GtT+t+xRrth+A62AvSSi7Mmu2H6h0u5pG63x/RlmlLWYv24hVs9/B9OnV369HRETU0BjKJiIiIiKiRpGXl4fPl6/A0Pe/gHJbNaHLaRSve89D0v1w/LluARzcRHjde55M9/80JRGx4Zewe/l0OLiJ0H3oOIz5eBPaGZrUan3vN6cgMiQQYcEH4eI+RrI9LPigZLw6SfduAQDUtNrj4pFd+HPdAgDAW59+B5fBo6Ci3rLfAO7caxCsu7nh82XLsfO3HZXO2bNnD2bOnInCwkJJIBsAFBQUcOLECdjb2+PatWsICgpCUFAQLly4gLKyMvTs2RMzZ86ESCRC9+7dedMwETWay5cvY+TwN1BWkIuNI6zwVld9yDGL3eLoqilibj8TvPuaITacTsCsme9h3949+PPAQWhpaQldHhER/b/lyz6HWxcbDOpuK3Qp9TJ/3GBEPEzC/M174enqiPnjBsts34lpT3Hp9kNM+2onPF0dMW5QD2z64C2Y6Ler877Ku2ADqLJrdW27Yldm454TACDVkRsA9LQ1JOPLpgx75f0LZcWUN+A48QscP34cb7zxhiA1ZGZm4q2xY3D6n38w6TUDLH69IzRV+DF4a6arpoi5bsZ4t4cBNv6TyOvdJuazZcvRzrYPdBwHCF2KzJl7zkZO/G1E7fgYei4eMPecLdP95z9OQub9Kwj/cTb0XDxg2HsUOk/6Cio6tb8BNS/lIa6vHwenOdugYeZQ5xryUh4CAJzmbKt2Xnbc84ecKKq3Q9IZX0Tt+BgAYDdtEwx6Dm8x4e42Kmowe3MJPl22HJMmTYKqqqrQJRERNXu6urrQ1dWFi4tLpePFxcV49OgR4uLiEB8fLwltx8fH49atW0hISMCTJ08k8zU1NWFqagpzc3NJaNvc3BxmZmaSLtxKSkqNdXpERERETdbx48dx8eJF/HHuN6FLqZdx7y3Egzu34PP5XLgO9sK49xbKdP9pyQmIvB6KrxZMhutgLwwa8TbmfeEDfSPTWu+jpk7aNUmMuQ8A+Oy7yh+qVy468iYAQFNbB/5+v8Hn87kAgEVfbsWAN8Y0y3B3935D4OzaH8uWL8dvOyq/X4+IiKgx8NNoIiIiIiJqFHv37kVxSSm6Dx0ndCmNRkVdE9bd3BAZEgjrbm4yDymvfvN5l+VJa36VClXXloObCHN+OIqzfj9i9/LpFbbXtqv3xnelu738uW4BIv8NwMQvtrf4YHafse9h5ycTsWnjBujq6kq2P336FLNmzcL+/fshJyeHsrIyqXWlpaXYvn07vv76a4jFYhgbG8Pd3R1z5syBu7s72rdv39inQkSE/fv3Y/KkdzGwoxa+e9MZ6spthC6JGpimigLWellifDd9TPULRR/XXjjmHwBLS0uhSyMiavXS09Ph67sHe7+YIXQp9aap1hZ9u9ggIDQCfbvYVAgl14fDxBUAqg5R14WztQnWzhyF87fuS7pg13efrYGuljrGvt4dP3z/nSCh7JiYGAzz8kRWWiL8ZzrCwbB1PAiQakdTRQFrPC3wjosepu3j9W5TkJ6ejj2+vnBasFPoUhqEgqomtG17QxwWBG3b3jIPHocset6lymnONhi4vlnn9cV5Wbi/dxUsRy58pfUA8Oj8fui5eECny6Bazb+0bIjU66gdHyM9LAgOs7a0mGC2YZ/RiNm/Fn5+fpg2bZrQ5RARtXgKCgowNTWFqWnVoZe8vDzExsYiISEBiYmJiI+PR1xcHKKjo3H69GkkJCQgPz8fACAnJwdDQ0MYGxvDyMgIZmZmMDIygomJCUxMTGBkZARTU1M+eIOIiIhavO+3/IDXh42DVnvdmic3YWoamnDu2Q+hp/zh3LOfzIPH3v06A3geiH59mDD3QZ48tBeug73Qc8DQWs2fNayX1Gufz+fi4unjWPrNjmYZzB7+7vtYNfttbNwgfb8eERFRY2Iom4iIiIiIGoXfvj/h0P8NtFFsPU8aT74fgSPfLwMAHPl+GTq9NhBGNo5Vzl/kqi353ic0o8b9rzgcIemUfe3EfnQfOg4WTr1q3SkbeN7tOjIkUGpbZEggHPp51hjKLj+3hb8Ew9zxNcn2sOCD2L18OqIuBr9SWLw56dxrEJTaquLw4cOYMeN5WOLUqVOYOHEiHj9+DAAVAtnA81D2gwcPsGrVKowYMQJOTk6NWjcR0ct8fX3x7rvvYnZfY3zmbg55dsduVRwM1XBshj2m+t1Hv759EHr5CkxMan89QUREsnf48GGotVXG6828SzYARDxMknSgXrb9EF7v1hmOVpV39NTymFfp9qo6VEf+sVrSKXv/6asYN6gHetlbvVKn7P5dO6F/106YN3YQdvlfwLSvdkJPWwP9u3aq875am9EDXDB22TY8efKkUR8ylpiYiH59+0BfMR9/T7eDvrpiox2bmhcHQzX8Pd0O0/ZF83pXYIcPH4aCihraO9buYZDNTXZ8JO7vXQUAuL93Fdo79KuyG/XJSR0q3T5k96Mq9+/mc1XSKTvl4iEY9h4FLZvXat0pOy5gG8RhQbCb/k2t5r/swcGvEXNkM3qtPVljoLr85/DaimPQsv7vISepoYcR/uNsPL51+pWD4U2NvIIS2ruI4LuXoWwioqZCVVUV9vb2sLe3r3JOWloa4uPjJaHtxMREJCcn4+bNmwgICEBSUpIkuA0A7dq1g7GxMUxNTSuEtsuD3HzoMhERETVXT548wamTwfjy10NCl1JvD6PC8dO6TwEAP637FN36DoKVXdX3Zbl3/O/hO7XpYO37711Jp+zTR/dh0Ii34dDNtU6dsutj57er4bt1PX46dqnGQHX5z+H7A2dg59JTsv2fY/vx1YLJuHz2hGDB8vro4TYYbduqSd2vR0RE1Njkyiq7O5yIiIiIiEiGCgsLoaGpifEr/oeug0cJXU6jyM/Jwh9fzERkSCA++/MqvnqrBxzcRFV2j17kqi0VxH75dU3HenDjAi4e3onIkED0GT0N9n08YO7QHert9KpcVx6efrnTdlXb62KRqzYc3ESYscnvldY3J7s+mwQbXRXs3rULn3/+OXx8fCAvL4+SkpIa1x47dkyQTmJERC+6dOkSBg7oj0X9OmBefwYTWrP8olJM8L2L3LaGCL18hd1fiIgE9PZbb6EgJRq7lzfvYE9W7jPM/Ho3AkIjcG3HcnSftgaero7Y/smkSjtma3nMqzKAXdNxzoc/wC7/8wgIjcC0YW7w6OmAHrbm0NPWeKX9mY5aAk9XR/itnlXpnPIAeW3rrW5+XffV1BQUFcN45GL47tmDceMa5wauvLw8uPZ8DWrPUuA7wQYqivKNclxq3vKLSuG95z6vdwX01ltv49+4PDh+8LPQpchccV4WIn+aB3FYEPpsOI8LS/pCz8Wjyo7QJyd1qDaAXdOxnt4NRfIZX4jDgmAyaBJ0nAdDq2M3KGlW3h2oPAz9cki6PBxeUy0vBrKrCprX1slJHaDn4gHnRbvqtZ+mJPXSUdz5eT5yc7KhqMiHhBARtRRisRjJyclISEhAUlISkpOTER8fj+TkZCQmJiIxMRFZWVmS+W3btpWEtk1NTSvtvm1gYAB5ef79QkRERE3L/v37McHbG0dvpUFRSVnocl5ZbnYW1n80DaGn/PHbyZuYOsQZroO9quwI7d5RVSqI/fLrmo4VfjkEx/ftQOgpfwybMAO9Bopg2/U1aOtUfb9eZTUAtQuEvxjIri5oXtvjug72wprtB+q1H6GsnjsBhppK+HPfPqFLISKiVoqdsomIiIiIqMFFRUWhsKAARtZVd4luaf7x3YLIkECMnL8WembWGDl/LY58vwz/+G6B56zPpebWJYBdGRV1TTi4ieDgJkJcxBVc9t+LXz5+B0D1Hbd3L58OABWC1y7uYyTdt+vT6frlDtwtlWFHB1wK9oOLiwuio6NRVlZWq0C2kpISAgICGMomIkGlpKRguJcnxjnrNmog22jFeQBA8uq+jbKurrLyS/B3ZDqC7jxB8N0ncO/cHqO76OF1m3bQVGkj0/VZ+SX45/5T/HVLLJnrYdseQ23bQ1dN8ZXnvgoVRXn8PM4aI3ZEYdJEbxz4q/k/CZ2IqLm6eSMMb/Vt/l2yv99/CgGhEVg7cxSsTfSxduYoLNt+CN/vP4VlU4bJ7Diaam3h6eoIT1dHXImKxZ7gS3hnxU8AXi3oXB4YDwiNkFmNiycMxcY9J5CV+0wqkJ6V+0wy3lwpKyqgk3kH3Lx5s9FC2ZPe9UZOWgJ8p3ZuVoFs45UXAQBJq3o3yrq6ys4vwdHIdATffYrgu0/h3rkdRjnpYpBNO2jU4jq4vusbmoqiPLaPtcLI3+5i0rveOHCQ17uN7dqNG1BzHi10GQ2ivAu1zfiVUDW0gs34lbi/dxXiArah45hPZHosBVVN6Ll4QM/FA5nR1/Ao5E/c9JkMoOpwdfiPswEAV1ZX/vu3qnB2YVY6EoJ/RU78bfTZcB6qhlYyOQdxWJBM9tNUqJvZo6iwAFFRUejSpYvQ5RARkYzo6elBT08Pzs7OVc7JycmRhLaTkpKQkJAgCW1HREQgOTkZqampkvmKioowNDSUhLbLu28bGhpKQtsmJiZQU1NrjFMkIiIiAgDcvHkTFta2zTqQDQD7f96M0FP+mPXpOphY2mDWp+vw07pPsf/nzZjy4QqpuXUJYFdGTUMTroO94DrYC1FhlxH01x9YPnMsgNoFrOsi47EYh3dtw4M7t/DbyZswsbSRyX5DT/nLZD9CsLJ1xMWA5hkoJyKiloGhbCIiIiIianDJyckAAC29DgJX0jjuXz2HoN82wsFNhIETPgAADJzwAaKvhyDot42w7t4PNj36S+bXJ5D9MnPH12Du+Br6jpqGe1fO1GtfNYWqf/n4HUSGBGLdyXip7t/5Oc+fCN9ndPPu6FZbCorKiI+NAQDIy8tDUVERRUVFNa4rLCzE/v378cMPPzR0iUREVfpk8cfoqC2PtZ4WQpfSpHwVHIvdV1Ikr4Pv/heu3uVtJ7P1WfklmHfwHoLvPqkwN+hOe3zzprUkbF2XufWho6aIXeNt4LndH8ePH+fDQ4iIBJL86BEMdHoJXUa9nLtxDxv3nICnqyPmjR0EAJg3dhDO37qPjXtOoH/XTujftZNk/qt2yX7Za3YWeM3OAtOHueGf63ernfvOip8QEBqBhEMbpILS4oxsAMC0YW71rqecncXz90TSnmZLHSs+9fnvdlP99jI7lhAM22vg0aNX6/haV8ePH0egvz/837OHjgyuf+g/X56Mw+9X/guMvBiu3jmh5gdF1Hd9Y9BRU8TOdzrC62de7woh5dEjWAzQF7oMmXtyOwQxRzZDz8UD5p7vAwDMPd9Hxp2LiDmyGe3s+qK9/X+/U+rTJftlWtbdoWXdHcaDJuFJ5L8y2We57PhIPDy4Aepm9rCb/k2VXbgrc9NnMsRhQRj4v7tSncKL856/d2wyaJJMaxWaSjtDAM8/C2Eom4iodVFXV4ednR3s7Kp+37igoADJyclSoe3yIPfly5dx4MABpKamSn2+qK6uLhXSruq/DG8TERGRLCQnJ6O9vqHQZdTLjYtn4Lt1PVwHe2HsjAUAgLEzFuDm5X/hu3U9uvbuj669B0rmyzI4befSE3YuPTF8wnu4fv60zPYLAA+jwvGbzyp0tO2Cj9Ztq1MX7uUzxyL0lD8O30iR6hSem/38/ZlhE2bItNbGpGNghOTkJKHLICKiVoyhbCIiIiIianCZmZkAAGVVdYEraXhPUxLx4wcjAAAj56+VGhs5fy0iQwLx4wcjsOJwBNoZVt6RdJGrdr3rMLJxhJFN9Z3Jy7t33796Dqa2XSXB6rDgg5XW/7LuQ8chMiQQUReDpTpqR10MBgB0HfRmfU6h2dD+/4cNrF69Gjk5OcjIyMDTp0+Rnp6Ox48fIyMjA1lZWcjJyUFxcbHU2rS0NGRkZEBbu/7/mxMR1dWlS5fg57cPJ+d0gWIbuUY99qt2um7oDtkAcDslF7uvpGDhAFN49zCAsZYykjILsOVcInZfScHDx89gpdNWJuv/uf8UwXefYONIawx30IWmShtk5Zfgf+eTsPlsAg7cSMP7fY3rPLe+rHXbYkE/I3y4YB48PDygqMiwExFRY8vOyYWKYvP9GC8x7SmGL3kesF47c5TU2NqZoxAQGoHhS7Yg8o/VMNFvJxnT8pgnNbc+IW1HK2M4WlX/u3HcoB4ICI3AobNhmOzVB8DzztV+J68AAEb1d3nl47+ss9nzG9r8Tl7GFK++MNFvh8S0pzh8LgwA0N3WXGbHEoKWqgry8/Mb/DhFRUX4cME8zO/XAda6VV+TNVWv2um6oTtkA8+vY3+/kooFA0zg3V3/v+vYf5Pw+5VUPHycDysdlQZb35isddtifr8OvN4VQF5ONuQVm3fHpZflP07C9fXjAAA241dKjdmMXwlxWBCurx8HN5+rUNH57/dSeWfqcvUNaWuYOUDDzKHK8ar2X1WH7PzHSbi0bAgsRy58pU7fhr1HQRwWhMe3TsPA9b/3iR/fen5jsn7P4XXeZ1PWRuX5Zx8ZGbJ7ACsREbUcysrKsLS0hKWlZZVzysrKkJqaitTUVCQmJlb4b3R0NBITE5GWlsbwNhEREclcQUEBVNW1hC7jlaUlJ2DxRC8AwKxP10mNzfp0HUJP+WPxRC/4/nsX+kamle7DvaNqveuwsnOClZ1TvfdTLi05AbOG9YL33KUVOn3XxqARbyP0lD8unz2B14eNk2y/fPYEAGCA12iZ1drYlFXaIic7W+gyiIioFWu+d3MQEREREVGzUVpaKnQJjebk7m8BADM2+UHPzFpqTM/MGjM2+eGXj9/Byd3fYtySb6XGXwxj16Z7dm3C29Xtp4fn24i+HiIJkb/IwU2EHp5vV3q88n3a9XaHg5sIu5dPx+7l06XmekxdLNUNvCWTk5cHACxfvrzGuXl5ecjIyJB8ycvLM5BNRIIoKyvDgg/mYKpr8wyzNKSwpBwAwNiuejDWeh4WMNZSxqTXDLH7SgrCk3OrDWXXZf1ft8QAAO/uBpL1mipt8H5fY2w+m4DVJ2IlQeu6zJWFmb07YO/NSGzZsgUffvihzPZLREStwzd+QQAAv9WzYG0i3RHV2kQffqtn4Z0VP+EbvyD4zP/vb8+XQ9g1dc9+OcRdmerWjxnYHftPX8X8zXsxf/NeqbHFE4ZKdfKuq/Layo/vaGUMT1dHbNxzAhv3nJCaO22YW40B8qauTRv5RjnOli1bUJT9GDNdq+5CR69Gch3r/NJ1bA8D/H4lFeHJOdWGquu7vrHNdDWE380oXu9SvcX+/T0AwHnRLqgaWkmNqRpawXnRLtz0mYzYv7+H7ZSvJWMvh6Br0z375SB3ZWTVgftx+BkAQMyRzYg5srnGY70c7tbpMgh6Lh4I/3E2wn+cLbXOcuRCqc7hLUlr+iyEiIhkS05ODoaGhjA0NISzs3OV8xoqvK2vrw8jIyNoampWeWwiIiJq2eTbtBG6hFe2d9tGAMCa7QdgYmkjNWZiaYM12w9g+cyx2LttIxas+V5q/MUwdm26Z9cmvC2rLtxXz50EAPhuXQ/fretrPFZ5beXbeg4YCtfBXvhqwWR8tWCy1DrvuUulOocTERFR3TCUTUREREREJCMXj+zChb92wGPqYji4iSqd4+AmgsfUxQj6bSNMOjuj98j/3vB8MUC9yFW7VsHs+lBvp4eJX2xH1MVgXDuxH5EhgXBwE6H70HGw6+0uDDTu9AAAIABJREFU6ZxdFRV1zQrr+4yehq6D3mw1gey6UlVVhaqqKoyMjIQuhYhaubNnz+Ja2A3878PuMt/3kfB0/HVLjOC7T7BwgCnGdtWD23fXAfzX6dpoxflKX9/6pCcO3EjD6hOxcO/cHqO76GGkk65k3y+vq0z5nOpUtz4powAAoKumJLVdX+P567tp1X+AWpf1u7wrDxNpqlT8wLsuc2VBSUEeM17TxaYN6zF//nwoKPCtZCIiqp1d/hew41gIFk8YCk9Xx0rneLo6YvGEodi45wS6WptislefSsPTmUFbagxm15ff6lk4eOYa9p++ioDQCEwb5oZR/V3qFciuypYPJ8D/QjgCQsMREBoBT1dHeLo6YdQA2XXkbsmKi4uxacN6fPCaDpQUGicEXhdHwtNxKDwdwXefYsEAE4x11kO/7593Qi/vdG288mKlr28u6YGDN8VYfSIO7p3bYZSTrtR18MvrKlM+pzrVrU/KLAQA6KlJd42WXMeKn1W/73qub2zPr3d1eL1L9ZJ0xheJp3fDcuRC6Ll4VDpHz8UDliMXIubIZmhYdIHxQO9Kg9NDdj+qVTC7sUTt+Lhe6xVUNeEwawse3zqNlIuHIA4LgsmgSdDvObzFBrKJiIgaQ0OHt9u2bQsDAwN06NBBEtTW19eHgYGB5Pvy47dtywe+EhERkfD8/X7DsT2/wHvuUrgO9qp0jutgL3jPXQrfreth4+ACr3emSsZeDjXLKlAtCz6fz63XejUNTSz9Zgcunz2B00f3IfSUP4ZNmIEBXqMZyCYiIqonubKysjKhiyAiIiIiopZtz5498Pb2bvCQcUvTGMFsqr/rJ/bj95XvgX9eE1FzMnXKZCRcCsDvE2QbNtpwKh6bzyZUOV5TKNu9c3sE330itWbbuM6SQEpjhLKrO0Zdjv+q6wHg4eNncPvuutS5y2JuXWXlF8Pp66s4fPQovLwq/wCbiIgahpycHH5ZOhnjBvUQuhTBNXQom2RjxvpdUDTsBF9f3wY7hr+/P94cMQLhS7pDo4EeTPOqNpxOwHdnE6scrymU7d65HYLvPpVa8+NYG8n1XWOEsqs7Rl2O/6rrhZCVX4wuG67zercRycnJwXH2Vhj2Hi10KU1SUwplU92dnNQBvr6+mDBhgtClEBER1Vp5eDstLQ1JSUkQi8VISUnBo0ePkJaWhkePHiE1NRUpKSl48kT6vXtNTU1JeLtDhw4wNDSEnp4ejI2NpcLb+vr6UFRUrKICIiIiagq8vb2RklOCT31+E7oUwTW1YDZV7vTRfVi3aCrv1yMiIsHwcc9EREREREREREStzPFjx7Cot7ZM9xnyMBObzyZg4QBTePcwgLGWMpIyC7DlXCJ2X0mp1T4cDNWwZUwnaKq0QcjDTLy1MwJ/3RLXKWxcU+C5OThwQwz3zu3xuk07mc6tK00VBfSw0Mbx48cZUiEiIiLBHT9+HD0stJpcIPt8TCa+O5uIBQNM4N1d/7/r4H+T8PuV1Frtw95QDVtG20BDpQ3Ox2TirZ23cSg8vU7XwU0t8NwcPL/e1eL1LhERERG1Wi923u7SpUu1cwsLC5GWlobk5GRJkDs5OVkS3r5+/TpSU1ORnJyM3NxcqbX6+vrQ09ODoaGhVJDbwMBAcnw9PT3o6upCQYG3NRMRERERERFR08Z3L4iIiIiIiATGjthERNSYYmJiIH78BM5GpjLd74WYTACQBLIBwFhLGTP7GNU6lD3NtQM0/z9k42alBQAVOme3dOXdxk/O6Sr5Wchi7qvqYqCMK5dq7rpIRERUX+yITTW5cukiuhmoCF1GBedjsgBAEsgG/v86uLdRrUPZ03oZSsLmfS3Lr4OfVreEZMSJ17skAHbEJiIiouZISUkJJiYmMDExqXFuXl4eHj16hJSUlArh7dTUVERHRyMpKQlpaWkoKCiQWqunpyf50tfXh4GBgeR1eXhbT08PBgYG0NaW7cNniYiIqPVgR2wiIiKqD4ayiYiIiIiImoCXg9kMahMRUUN58OABAMBSR7aBls1nEwBAEkQpZ6XTttb70FVTrHcdRivO1zinqXbTfjFkbW+oJrO59WHeXgUHzj9ssP0TERGVywzaUiGYzaA2vejBgwcY41b7ztGN5buziQAquw6u/fW2LK6DjVfWHCxmN+2KLNqp4MAFXu9S4xqy+1GFYDaD2kRERNSSqKqqomPHjujYsWONczMyMpCSkgKxWIy0tDSkpKQgPT0dYrEYKSkpuHnzJtLT05GWlobHjx9LrVVSUqoxvK2vrw9DQ0Po6uqibdvaf15BRERELd/LwWwGtYmIiKi2GMomIiIiIiISWHn4epGrdoVtREREspaZ+byjtYZyw3RWbu4WDjDF5rMJyMovkeo+nZVfIhmX9fr03CLsCH2EyJRchCzoVm2QvS5zZUFLRQEZWdkNegwiIqJy5cHsF18TlcvMzoG6soHQZbRYCwaY4LuzicjOL5F07QaA7P+/jl0woPpuePVdLxRNFQVk8nqXBFAezH7xNREREVFrpK2tDW1tbdja2tY4t6ioCGKxGOnp6ZIu3GKxWBLgFovFuHfvHlJTU5GWloa8POlQlbq6OgwNDaGvrw9dXV2pwLauri50dHQkY7q6ulBVVW2o0yYiIiKBlYev3TuqVthGREREVBOGsomIiIiIiOqhPEhd1xB1ZesaIoidn5OFsFOHEPlvACJDAuHgJkL3oeNg19sdKuqadd5f8v0IbHzXrdJa83OyEHUxGNdO7Jccy6GfJ5z6e0G9nV6ldf25bgEAwGPqYvTwfBt6ZtavdqJERFRrBQUFAIA28nIy3W95GDkps0CqS2BSZoFMj1OT+nbB7qz//EPX9NxCaKr8F3hOzMgHABhrK1e67lXX307Jxden4uFgqIZv3rSutktiXebKUklJaaMch4iIWpbycPWrBqsbOpCdlfsMh86GISA0HAGhEfB0dcS4QT3g/po9NNXq/tCTiIdJ6Pv++krrzsp9huArt7H/9FXJsTxdneDVxwl62hoV5h88c00yd9owN0wf5gZHK+NXOs+WpKlek5SHkYW+Dq5vF+zOes//3Ytzi6RC1Qnl17FaSg26XkhN9d8WNS/lAeu6hKtfDmY3pOK8LKRe/hvpYUEQhwVBz8UDhr1HQafLICio1u19YnFYEG76TK7yXF/1WDXtl4iIiEhRURFGRkYwMjJCly5dapyfm5uLtLQ0pKamVghvi8VixMbG4vLlyxCLxXj8+DEKCwul1quqqkoC2uVhbR0dnQrbXtzepg0fiEtERCSU8oB1XcLVwQ/ypILZDSk3Owtnjx/ExdPHEXrKH66DvTBoxNvoOWAo1DTqfh/fw6hwzBrWq8L51uZ8Xl7zz7H9OH10H0JP+WPYhBkYPuE9WNk51bkmIiKi1oKhbCIiIiIiohbs7x+/wIW/dkheR4YESgLTMzb51WlfOU/F2PiuW6Vj+TlZ+OOLmYgMCaxwrMh/A/DO51ukgtkvzw36bSOCftuIxb+HwMjGsU51ERFR09DHUgubzybA92oqvHsYwFhLGUmZBfC9mip0aXVi8/9hkgM3xFLncSzyMQDAxVhdZuuTMgsw5McbWDjAFEsGm1W737rMJSIiopqt/PUodhwLkbwOCI2QBKb9Vs+q077EGdno+/7/sXfncVWV+R/AP+aGLJdFWQTURAkVNMklUEYMBIVBccMMyq3FzEqtMC2zX1bqRI2oU6Y5LhRkoRLFgICQGAiFiguohEEKGLJzESSX6ffHnXO8O/eyiOLn/Xrx8p5znuc5z3NsnOP1fM53o9pj0obreOEfEUjIylU5V0LWWWx9LVghmD137XaFtrvi0mU/by3ArImj9JoX3R3jB0qwOQ2IPFGOkFFWd+6DT5R39NT0It7Hnq5QWEfcuWoAetwHt7A/EbWvi99+iJLUCHG7Qi4w/eiKvTqPU385D6c3zW/zc+kyLhEREZG+jIyMMHDgQAwcOFCn9lKpFOXl5aisrBR/qqqqxIrcVVVVKCwsFI9VV1erjKEc3Baqb1taWirst7S0hKWlJUxMVF/WRkRERJ3Tzo/WIC5qp7idlRIvhrPf37Ffr7FqqyqwOODxFs3DzdtfYfudF2YjKyVe3I6L2om4qJ14a/NePBEQ1KJzEBERdXYMZRMREREREbVCS6tbt0dVbGVXCnJx7OAu+C4MhVvgfJjb2KOmrASHI/6JYwd3oeLyRb0qUyd8sUHjsfOZychLP4Q5qzfD1XsGDIwlaLomxY+RW5G0OwzHE77BxOCXAQA5yQfEtu6BsgftCo4fxWcvT0NGzC4Erfxn6xZOREQdwsPBVKyWHZ5W3NHTabFhNkbwcbJQu455Y2wwzMZIYZ/t2gwAdyp069P/yEXZ/YC2ayaMq09bIiKie8G9WiEbkFW13hWXjtDgyVjgPx72VuYoKa/BJ/uSsCsuHRdLyjHY3krn8dZHxGs8lpx9DglZudiy/CnM8HSFxKgXpA3XsSU6BWFRidh3OBuvzPYCIKuQnZCViw9emIH5fu5ixe4DR05g0fo9eHyYA+ytzFu3eGpz4weaitWyN6eVdPR0Wkx2H2uudh3PjLFWuQ+2ezcTwJ0K3fr2J+psWlrd+W5Uha6/nIeS1AgMDFwOu4lPw6C3HZqqSvH7D1tQkhqBxrJCGNo4NDtO3cUTyF4X0Obn0mVcIiIiortBIpFAIpFg8GDd/g391q1bYnC7srJSrMAtH+guLS3FyZMnxTbXr19XGKNHjx7o3bs3LCwsxF+Fz/I/yscNDAza4xIQERHd1/SpkN0W/fRReP4s4qJ2ImTpKvjPXQgr234ov1KMr7eFIS5qJ0qKCmA/0FHn8faGv6/xmKb1CJW1F6++8wzgj3HRyEqJx+LVG+D35EKxYvePcdFYv2w+nB9zg5VtP53nRURE9KBgKJuIiIiIiKiTunTuBABgtN+TMLexBwCY29hj/IxFOHZwF0ryT+scyj4S9S/UlV/RePxEYjQAiCFrADAwluCJkFeQtDsMsVvWiKFsoa2r9wyxrePoCQCAYwcZyiYiup+t9O4PJytDHDxTgeT8aiz37IfZIy3hsflkR09NL59MH4zEC9VIulCN5Pxq+DhZwHeIBaY692nT/qGxF3Wekz5tiYiISLsTFy4BAOZOGiuGnO2tzPFsgAd2xaXj9MVinUPZW/en4o9KzS9ei049DgCY7z9O3Ccx6oVXg7wRFpWINTtixFC22FYukA0APmOGAQBSjp9XGIfuHSu9+sHJshdizlYiOb8GyzztMftRS/xtS05HT00vHwcOQuKFaiTn1yA5vwY+TubwcTLHNB3vg1vbn4jah7TwFACg7/ggGPS2AwAY9LaDndc8lKRGoP73M82Gsi8lfI6Cr9/D8Je24exnS9rsXLqOS0RERHQv6tatG2xsbGBjY6Nzn4aGBoUAd1VVFaqrqxV+LS0txZkzZ8Rq3FKpVGUcIyMjhaC2UJVbPtSt7teuXbu25SUgIiIiHV04Lfv+f9KMp8SQs5VtP0wNfh5xUTtRkHdK51D2/p2bUXlV83N86giVtVd8+KnCeVK//wYAFALZADDWczIA4PjRw/Cfu1CvcxERET0IGMomIiIiIiLSICf5AE4kRiMv/RB8F4ZitN+TWD9nNIA7la5XuJmp3X4/oQDHE75B7JY1cPaYglGTg+DqM0scW7mfOkIbbbT1ry2TVSUysVB8kFzSxxoAUFZ4odnxAVkV69gtaxD6ZTry0g+pbfPcx/vU7jcwlqjsU9dWGHfe+//WaU5ERHTvChzeB4HDVUMX88bceShJuaKzpgrPurZra32MuiNklDVCRlk321bdnHTtr896WAWbiIjuJQeOnEB06nEkZOUiNHgy5k4ai1GLZFUZhErXpr6vqN2++O167DucjTU7YuDn5oIgr9GYNXGUOLZyP3WENtpo619cXg0AsDI3UdhvbSH7O+z533WrWnr01K9YsyMGGZ+vQkJWrto2+9YtVrtfPnQtEMZQPiZsn7pYjPkqveheoek++Jkxd+4JharSmrb1bdfW9LkPVjcnffoT3U+uZn2HsswYVOQkYWDgcvQdH4RjK2V/RxMqXR+e11ft9oR/ncUfGftR8PV7sHT1hY37DFi7TRfHVu6njtBGG239m6pk3xP3kCj+GdXTTPa/1Wul+Wjuf7UFX7+HR1fshaWrr9bwtL7n0nVcIiIios7CyMgIRkZGGDBggM59bt26pTa8XV1dLX6urKzEhQsXFI4rV+UGAFNTU4UAt7m5uU4/JiYmamZGRER09/wYF43U779BVko8QpauwqQZT2HhpEcB3KkM7TPIUO129C+XcDgmCts3rIabtz+8pj2JJwKCxLGV+6kjtNFGW//yK8UAAPM+it/CWFjJnqO49Ov5ZscHgFOZR7B9w2psj/sZWSnxOvUBgO/2boObt79KwFoYQz6QLb9dkJcDgKFsIiIiZQxlExERERERqZGw/UMk7Q4Tt5N2hylsN2ffh6+IQeO89EPiZ/lgdnsT5qscjDY2txSP+y1+W+sYFZcv4rOXp2He+/+GraOL3nOouCyr6qkpbH0k6l+I3bJGbHM3rw8REbUt27UZAIAfnh+BUf1kD+dIm24j6kQZAMD9YdMOmxsRERG1nQ/2xCEsKlHcDotKVNhuziv/jBLDxwlZueJn+WB2exPmqxx+tjQzEY+vWRCgdYyLJeWYunIrdr21AC4OdnrP4WJJOQBg11sLxH1+bi5IyMqFtOG6wtykDbKHqHfFpWPTq0/qfS5qX3bvZgIAfnjeBY/Zy/4bqm+6jaiTVwEA7gNUX1hHRPeP3w78A0Wx4eJ2UWy4wnZzzv/7dVTkJAEAKnKSxM/ywez2Jsy3m6Hin0dCcLooNhyDZr2pdQxtoe/WnEvXcYmIiIgeZN26dYO1tTWsrfV7Adb169dVgtzCjxDorqmpwblz58TPNTU1uHbtmspY3bt31ym8rS7obWRk1FaXgoiIHlB7/rkOkZ9uFLcjP92osN2cT1YvEcPHWSnx4mf5YHZ7E+arHH42620pHl/w2lqtY5QUFSD0aX+8tXkvHIYO1/ncpzKPIPLTjQj7SjXE7ebtj6yUeDTUSxXm1lAvBQDERe3Esve36HwuIiKiBwVD2UREREREREoKjh9F0u4w+C4MhVvgfJjb2KOmrASHI/6JYwd36TSGneNwPP1/O2BgLEHB8aP47OVpOJEYrVfoWFsV7Luh6ZoUsVvWwHdhaIvD0scTvoGzxxQMdfdRe9zukREIfPUDXDyZjoh3ngVwd4PrRETUdvaGDMX8yPOY+sUZlWM+ThZ4wtG8A2ZFREREbenoqV8RFpWI0ODJWOA/HvZW5igpr8En+5KwKy5dpzFcHOyw4815kBj1wtFTv2Lqyq2ITj2uVyhbWxXsu0HacB1rdsQgNHhyi8Pk+w7/Aj83F/iMGSbuC/IajYSsXCRnnxPHlTZcx5bolDaZN7WPPcFDsCDqAqZ+oVot3cfJHF68Dya6b1WfS0dRbDgGBi6H3cSnYdDbDk1Vpfj9hy0oSY3QaQzj/sPgvHgruhlKUH0uHSc3BqEsM0avUDaDy0RERETUEr169YKdnR3s7PR7mdzNmzfFgLbyj3x4u6amBiUlJQrbDQ0NKuP16NFDJahtZmYGMzMzmJqaip/lt+V/7dWrl5pZEhHRg0IIFIcsXQX/uQthZdsP5VeK8fW2MMRF7dRpjEFDRmDVJ7tgZCLBqcwjCH3aH6nff6NXKFtbFey7oaFeiu0bViNk6Sq9w+QHdv8Lbt7+GOk+UeWY17QnkZUSj1/SEsVxG+qliP5C95cSEhERPYgYyiYiIiIiIlJy8cRPACAGsgHA3MYeE+e+pHMo+29zXhArVDuOngAAYrXs+8WPkVuRl34Ic99u2cPuQrXx0C/TVap1CxxHT4Dj6AmYGPwyMmP3IuKdZ2FsbileMyIiun/4OFng2wUuOFZUh/C0YgDAvDE2cH/YFE84mkNi0LWDZ0hEREStdfTUrwAgBrIBwN7KHEtnPqFzKHvxdE+xCvSEkY8AgFgt+36xJToFCVm52PpacIv6C9XGMz5fpVAR22fMMPi5uWDR+j1YtH6PuD80eHJrp0ztyMfJHN8uGIaMIik2p5UAAJ4ZYw33ARJ4OZrDhPfBRPetmvMZACAGsgHAoLcd+k9ZrHMou5/Ps2LVaIthHgAgVssmIiIiIroXde/eHVZWVrCystK7740bNzQGuOV/amtrceXKFdTW1qKurg61tbWoqalRO2bPnj1VwtrNBbnlf5VI1D+rQERE94dTmUcBQAxkA4CVbT/MWvSKzqHs6fOXiFWghWCyUC37fhH9RTiyUuLx+oZtevU7n/MLslLi8f6O/WqPj/WcDDdvf6xfNh/rl80X94csXdWq+RIREXV2DGUTEREREREpSdodBgBiIFtg2X+wzmMYm1u2eh4r3MyabdNe1bRzkg8gaXcYlu9MbtFa5APZto4uOvVx9Z6BbzcsQ9q+zxjKJiK6T3k4mMLDwRQrvft39FSIiIioHYRFJQKAGMgWDLbX/SFdSzOTVs/D1PeVZtu0VzXtA0dOICwqEYc3v96itcgHsl0cFCtVSYx6YetrwYg/dhavhn8NPzcXBHmNxqyJo8RrT/em8QNNMX6gKVZ69evoqRBRGyqKlVUEEgLZAkMbB53H6CHp0+p5HJ7Xt9k2rKZNRERERPeCHj16wNraGtbW1i3qLwS0dfm1qKhIZd+NGzdUxuzSpQvMzMxgbm4OiUSi8GNiYiIGuOX3SSQSMdQtbBsYGLT28hARUQtEfroRAMRAtsB+oKPOY5j1bv1zfD6DDJtt017VtH+Mi0bkpxuxZf8RvdeSdPArAMDwsR5qjxuZSPD6hm04lhyHTW8vhZu3P7ymPYknAoLEa09ERESqGMomIiIiIiLqpHwXhiJpdxiarkkVKlU3XZOKxzWJeOdZAED4cz5qjwuBceVQ+LWaCvz07Q6UFpzFW98e1yvILszxfqsoTkRERERERPeX0ODJCItKhLThukKlamnDdfG4JkIF60nLPlF7XAiMK4fCK2rrsf27NOQWluLErnc0BtktzUww338c5vuPE/eVlMsqRX3wwoxmVkZERKRqYOByFMWG41ajVKzaDQC3GqXi8fvxXERERETU+ZiamsLU1LTF/RsbGzUGuYXPUqlU/CkrKxOPS6VS1NfXo6mpSe3YPXr0EIPbQgVu5SC3fPBb2GdiYgJTU1MYGRnB0NCwVesjIqL7V8jSVYj8dCMa6qVi1W4AaKiXisc1ESpYvzp7otrjQmBcORReW1WBuKidCFm6SuGcysx6W8J/7kL4z10o7iu/UgwAWLx6g5ZVERERPbgYyiYiIiIiIlIihJlrykoUqmXXlJXc1Xm0tgq2jcMQAEB9dblCKLv6j8sAADOlSuCtdaUgF/HbP4Cd43DMfXurxgrbO9+Yi7z0Q9hw+LLCvK7VVAAAxs1c1KbzIiIisl2bAQC4sm58B8+kZWLPVuLgmQok51dj3hgbzBtjg2E2Rlr7JOdXY37k+ft2zUREdG8Swswl5TUK1bKF0PDd0toq2EMfllUcLa+pVwhlX75aDQDoZ2XRqvGV5RaW4oM9cXBxsMPW14I1Vtieu3Y7ErJyURzzkcK8Cq/I/r5s24cP7T5o7N7NBACUvufewTNpneT8GiyIuqBxHfVNt5FaUIOYs5VIzq+Bj5M5fJzMMXmIBfoYdVdpX1jVhP2nK7A5TfZd3UfTHDS2JWoNIWDcVFWqUC27qar0rs6jtVWwje2cAAA3pJUKQenrlbKHaw16t933xHfzXEREREREygwNDWFoaIi+ffu2eIwbN26Ioe2amhrU19crBLnr6+tRU1MjbtfV1aGkpARSqVQMftfX16ut2i0wNjaGkZERjIyMYGZmJga2hRC3sG1ubi5+FkLewraZmRmMjY1haGgIY2PjFq+XiOheJ4SZy68UK1TLFkLDd0trq2APeGQoAKCm8qpCQPpqySUAqpXA28Ifl4sAAEMeHa2xzTsvzEZWSjy+O1WmMK8rl34DAPS2sW3zeREREXUGDGUTEREREREpGTzqb0jaHYas2L1wC5wPcxt71JSVICt2b0dPTS/WD8segDue8I3COk6nxgIABgwbpbGvpkC4pgrZNWUlCHvGA74LQ+G3+G2t8xo1OQh56YeQkxID90DZmzybrklxPOEbAMBIr+k6rI6IiOjBMD/yPJLzq8XtiOwyRGSXYVuQEwKH91Hb51xZA+ZHnr9bUyQiogfIhJGPICwqEXviM7DAfzzsrcxRUl6DPfEZHT01vTj1twEA7Dv8i8I6vjuaAwAYNWSAxr6aAuGaKmSXlNdg/IsbERo8GWsWBGidV5DXaCRk5SImLUeslH2xpBwx/5vX48McdFgd0b3lXFkDFkRd0Hi8vuk2XjlYgOT8Oy93SM6vEX8+DhykELY+V9YAn21nFMZY+X0hkvNrsHWmI0wMurb9IuiBZT50PIpiw1F65CvYTXwaBr3t0FRVitIjX3X01PRiaOsIAPgjI1phHeXZcQAAicPI+/JcRERERETtoUePHujTpw/69FH/bzC6ampqglQqxbVr11BbW4uGhgY0NjaKwW5hu6amRvxcX1+P0tJScbu2thbXrl1DY2Mjrl27pvV8ytW4TUxMYGhoqDb4LZFIxAC7cvDb1NQUhoaG6NWrl9bzERHdLSPdJyDy042I37cb/nMXwsq2H8qvFCN+3+6OnppeBgySFVc5HPO1wjqOJsQA0B6c1hQI11QhW1CUnwcAsHdw1Di217QnkZUSj7T/HBArZZcUFSAt/iAAwPkxN23LIiIiemAxlE1ERERERKTEcfQEsVp20u6wjp5Oi9k6usDZY4radYybuQi2ji4K+zQFrnVx4ecUANB6zYRxXX1m4URiNL7dsAzfblim0MZ3YSgcR0/Q+/xERESdUezZSiR2FCYsAAAgAElEQVTnV2Pt5IcRPMoGkv8FTGLPVmJJdD5G9zeBnWlPhT4niusx9Ysz6oYjIiJqtQkjHxGrZYdFJXb0dFrMxcEOfm4uatexKMADLg52Cvs0Ba51kXJc9qIUbddMGNdnzDD4ubng1fCv8Wr41wptdr21QKE6OdH94GRJPaZ+kau1TWqBLHz90TQHTHPuAxODrqhvuo1tx65gc1oJDpyuwOJxsmos9U234bPtDHyczPHh3wfCzrQn6ptuI+rkVaxLvITUghqNLy4iagmLYR5iteyi2PCOnk6LmfR3hqWrr9p12HvNg0l/Z4V9h+fJqgq2pEK3vuciIiIiIuqsDAwMYGBgACsrqzYbs66uTgxsCxW5Gxsb0dDQoBL8lkqlaGxsRGNjI4qKihSC33V1dWhsbMT169c1nqtLly4q1bjNzMzEMLdy8NvIyAg9evSAmZkZunXrBolEAgMDA/Tq1QvGxsbo3r07zM3N0a1bN5iYmLTZNSGizm+k+0SxWnbkpxs7ejot5jB0ONy8/dWuIyD4OTgMHa6wr7nAtS4K8mQvfDWWmGlsM9ZzMty8/bHp7aXY9PZShWNvbd7bLhW8iYiIOgOGsomIiIiIiNTwW/w2bByG4ERiNPLSD8F3YShG+z2J9XM0v5XyXjT37a04ezQeeT8lIC/9EJw9psD5b35w9Z7RpudRDlc357mP9yEn+YB4fcfNXISRXtMZyCYiIpJz8EwFACgEsgHgCUdZIOvIxVqEjLIW93+eUYp1ib9jW5ATlkTn393JEhHRA2PNggAMfbgvolOPIyErF6HBkzF30liMWvR+R09NL1tfC0b8sbNIyDqLhKxc+Lm5wM9tOGZ4urbpeZTD1dpIjHqJ8xL6hQZPxvQJripBcaJ73fZjV7Au8RI+m+2Il/YXaGwXc7YSABTua00MumLJOFtsTivBusRLYii7oFL2AOKM4X3ElxOZGHRF8GPWWJd4CTFnKxnKpjY3aNabMLZzQllmDCpykjAwcDn6jg/CsZXjO3pqehn67CfoczIRlTlJqMhJgqWrL/q4+sJ67NT7+lxERERERA8SU1NTmJqattl4f/31l0o17traWjHMrRz8rqmpEY8VFhYqBL+vXbuGmzdvoqamRqdz9+rVCwYGBjAxMUH37t1hZmaG7t27iyHwnj17QiKRoHv37jA1NUWPHj0Uwt+mpqbo3r07JBIJevbsKQbH5cdi+JseRJcuXYK/vz/mzZuH4OBg9OvXOQK1C15biwGPDEXq998gKyUeIUtXYdKMp7Bw0qMdPTW9vL5hG44lxyEz9T/ISomHm7c/3L3+Ds+/z2qX88VF7QQAmPW21NjGyEQizksIZYcsXYUJfjNUguJERER0B0PZREREREREGrj6zIKrj+qXnuNmLhI/K1eV1lRlWtd2bc3Y3BLugfPhHji/2ba6zEnX9elC0/UlIqJ7V3phHeLyKhGRXQYAWO7ZDwHOvTHMxkih3bmyBhz9rRbrEn8HAPg4WWDmCEuFgITt2gwAwJV145GcX435kefh42SBp0dbw8fJAsCditAAsC3ISWN/5XZPOJorhJh1WY+PkwWed7eFh4Pqwyy6rluZMEdtrqzT/CB/cn41AKisRdg+e+UaIBdeWZf4O/aGDIWPkwVD2URE1K5mTRyFWRNHqexfFOAhflauKq2pyrSu7dqapZkJ5vuPw3z/cc221WVOuq6vLedFussoqsMPeVX4MvsqAGCZpz0ChlmovY/9qbAO6xIvAQB8nMwxY3gfhftQu3czAQCl77kjOb8GC6IuwMfJHCGjrOHjJHt5TuzZSjGI/NlsR439ldt5OZrDRIf7WPn1+DiZ43n3vhg/UPU+Vtd1KxPmqE3pe+5aj69LvIQ9wUPg42SuNZS9J3iI2v3qrkP25XoAwOj+Jiptm5sPUWtYu02Htdt0lf32XvPEz8pVpTVVmda1XVvrIekDu4khsJsY0mzb5ubU3HF9zqXPuERERERE1La6dOkCc3NzmJubt+m4t27dQn19Pa5fv46mpibU19fj5s2bqK2txc2bN8UQ+J9//gmpVIqbN2+irq4ON27cQENDAxoaGnDjxg0UFxfj5s2bkEql+PPPPxXC37W1tfjrr7+anYtQrdvExATdunWDubm5GP4WguESiQTdunWDmZmZGP4WguHCtlA5HAAkEgm6du0q9hfGk29D1FFyc3Nx7tw5rF69GqtXr4a7uzueeeYZzJkzBxYWFh09vVZ5IiAITwQEqewPCH5O/KxcVVpTlWld27U1s96W8J+7EP5zFzbbVpc5NddG13XpMy8iIiKSYSibiIiIiIhIyQo32T+SLN+ZjAEuYwAATdekyPo+AgAw2PX+qoJCRETUFoTgtLzwtGKEpxXj2wUuYphZXbvk/GoxYKxcuU6+vdDu8EsjEZdXhfC0YrGdEDJW118+gLwkOh8+ThbYGzJU63o+SrmsML5w7uWe/bDSu7/e624PPk4WSM6vhrTptkIwW9p0GwAQkV2GjVMHifu1BbyJiIjagqnvKwCAw5tfx5ihDwMApA3XsTdBFuD0GDG4o6ZGpJEQnJa3Oa0Em9NK8O2CYWKYWV275PwaJOfLKjyp3ofeaS+0S14yAnHnqrE5rURsJwSS1fWXDyu/tL8APk7mGkPKgo9SixXGF869zNMeK736KezXZd3tpbUh6cKqJgCysLog83cpAMDOtCdiz1Yi5mwlkvNrsHbyAMx61BJ9jLq36pxEyg7P6wsAGLM2DqaDZS8judUoRWlaFADAfAhfBkBERERERKRMCD+3ddhbmRD+bmpqwvXr11FfX49bt26hpqZGDH8LwXCpVIpbt26htrZWr/C3sK0vIQQuBLe7desmVu4WrotQ2VsIjnft2hUSiQQAYGZmhi5duohthGrg8m1MTU3x0EMPidXDhQD5Qw891KYV1en+JLy0ICsrCz///DNefvll+Pr64plnnsG0adNgZKT9pY33Ep9BhgCALfuPYKjrWABAQ70UCd/sBgCMePxvHTY3IiIienAxlE1ERERERKTkuY/3YecbcxH+nI/KMWePKRjqrrqfiIiosxOCydmvj4adaU8AwIniekz94gzi8irFcLLQ7ofnR2BUP9nDBaV1f2LMJ8exJDpfJYySU3INF95yg8SgK9IL6zBnTy4mfXYKyz37qexX1/+r41fFOZXW/YnI41cRnlaM9MI6jYHp9MI6hKcVY7lnP7w43g4Sg66QNt3G5xmlCE8rVqiCreu61WltSHrmCEsk51fjx4Iacd3CPImIiDrCvnWLMXftdkxa9onKMT83F/iMGdYBsyLSTggm//LaY+L93MmSekz9Ihc/5FWJ4WSh3Q/Pu+Ax+zv3sWP/eRIv7S9QvY8tvYYLq8fCxKArMorqMGfPOfhsO4NlnvYq+9X1jzxxVZxTad2fiDxRjs1pJcgoqtMYmM4oqsPmtBIs87THknG2MDHoivqm29h27Ao2p5UoVMHWdd3q3AtVp/efroCPkzm8HO88wC0E5JWD6esSLyHzdym2znTUqdI4ka4eXbEXpzfNR/a6AJVjlq6+6D3CqwNmRURERERERMCd8PfdcPv2bUilspfFCVW6hVC3ENz+73//i7q6OgBAXV0d/vvf/4oVwYUg+F9//YXa2loAgFQqxe3bt1FdXY0///xTDJLLtxGC5kK4XF9CcFv5sxAaByBWBQfuVBYHIIa8ASiEwZUrggsBcuVxhbA4ADGcrjyufFidYfL28d///lf8nJSUhEOHDsHAwACBgYF4+umn4evri+7d7+0XHb6/Yz/eeWE2Xp09UeWYm7c/xnpOvvuTIiIiogceQ9lERERERERKnD2m4KV/fY+LJ35C0u4wAMC4mYsw2HU8hrr7wMBY0sEzJCIiuvuEqs0/5FbCpa8xRtgaY1Q/E5XgsbBd2XAT58oaUFr3J3JKrmkcd5FbX7EKtHzAWQhLK+9X9u6Uh8WQiZ1pT4SMtkZ4WrHWwPSxojqVc0gMuuLF8XYITyvG0d9qxTCLrutuD084msPHyQJLovMVqoEv9+ynpRcREVH78XNzwQ8fvYKjp35FWFQiAGBRgAc8RgyGz5hhkBj16uAZEqnycTJHcn4N4vKq4NLXCCP6GuMxexOV4LGwfec+9gZySrXcxz5uIwaA5QPOQlhaeb+ytZOV7mNHWWFzWonWwHRGkVTlHCYGXbFknC02p5Xgp8I6uftY3dZ9LxJC18lLRmgMWZ9eOVqsjB17thIv7S9AqtzLjIjagqWrLx5bFY2a8xkoig0HANh7zYP5EHf0HuGFbob8npiIiIiIiOhB0LVrVzEAfreC4OoI1cEBoKZG9vI6oaq3UDFcvo0QIJdvD9wJjQN3gt8AxBA5IAuNX716FQDEUDmgGFCXD5Arn6+15EPkAvkAuED590M5NA6oD3zLB80F8iFxQffu3WFsbKywTz5Yro58IF0b+bC6NvJheW169OiBsrIyjcdv374NALh+/ToOHDiAffv2wdTUFMHBwbLfa6N783s1N29/hH0Vj1OZRxH56UYAQEDwcxjx+N8w1nMyjEz4/QwRERHdfQxlExERERERqeE4egIcR0+A3+K3O3oqRERE94Q3vfsjOb8a6xJ/ByALKz/vbqs2+PxRymWEpxXrNK4QpFAm0bHCnUNvxX+AFoItEdll2Dh1kNo+wtyGrM9Se3xd4u94cbwdAP3Wrcx2bUazbbSFuyUGXfHJ9MFIvFCN0NiL8HGywMwRlggc3kfn60tERNTWJox8BBNGPoI1C1SrhhLdi1Z69UNyfg3WJV4CIAsrP+/eV23wWbkCszaa7mN1rdTs0FvxgUvhPvbL7KvYGOCgto8wtyEbflF7fF3iJSweZwtAv3Urs3s3s9k27RXulg9kCwFzZfKhdABiNe2Ys5UMZVObsxjmAYthHhg0682OngoRERERERE94OSrg3dkOFwX8mFvoao4AIWq3/Jhb/kwuXzVcYF8GFwg30cgVByXJ38eQWNjIyorKxX2CVXP5Qlhd3naKpcrB9XvVTdv3gQgC+hv27YNADDG07cjp6TVSPeJGOk+EQteW9vRUyEiIiICwFA2ERERERHRPWGFm+wtrZuy7v0v5rXJSz+EnW/MVbsOYY3ayPfT1l55/KZrUuSkxODbDcsAAL4LQzHa70lY9h+s69SJiKgZw2yMcGXdeJwra8DR32qxLvF3JOdXw8fJAm969xcDE5EnriI8rRjzxtggwLkPLAy7wcqkB0b8Q31w5F6n67rbSx+j7ggZZY2QUdbivtI62Rvq105+uF3PTUREdK8y9X0FAFCXtLWDZ9IyF0vKse/wL2K18S3Ln4L/uOGwNDPR2i+3sBTjX9yo07r1advZDbMxQul77jhX1oCfCuuwLvESkvNr4ONkjpVe/RTuYzenleCZMdaY6twb5r1k97GPfnS8g1fQMrqu+15R2XATu34uk833VVeV0DoALPO0x+a0EpXgu7CdnF+j0ofofnJ4Xl8AwKSIPzp4Jvq71SjF1V9+wPldbwAABgYuR9/xQTC0UX3JhLBOdbStvSInCac3zdfY5lajFFVnUlGWGYOKnCRYuvqij6svLB+bjB4SvrCBiIiIiIjobpKvOH2vB8g7iq6VxeUrm2tTX1+PI0eOYPny5c227dq1K/766y/06NEDgYGBKCkpQU9T/j5p4jPIEACQ/FtjMy3vPQ31UvySlojU779BVko83Lz94e71d4zzCYBZb0uV9j/GRYttA4Kfw9Tg5+EwdHirxyUiIupsGMomIiIiIiKiNnGlIBc735jb4v7OHlPEzzVlulWlEnz1fy8gL/2QuJ20OwxJu8MQ+mU6bB1dWjwnIiJSNczGCMNsjDDVpQ+KqpowZ08ukvOrxYrPobEXAUChSrW06Xa7zae07k+xqiAAFFbJ3lS+3LOfxj7zxtggIrsMF95y07kid3PrVkfbMV3MjzyP5PxqlXkWVcnevN5X0lNTVyIiIrpHCWFpea+Gf42ErLPY8eY8SIx6qe1XUVuv0k8Tfdo+SIT7uQDn3vi9uglz9pxDcn6NWPF55feFAKBQpbr+rt7Hyu7xlnnaa+zzzBhrfJl9FRdWj9W5Indz61Y7t3aqgq3JubIGfJRajGE2Rvg4cJDGKuROlrL/fShfO+H36Zkx1mr7EVH7y9v+CipyksTtothwFMWG4/EPDsOkv7O4v6mqtEXj11/Ow+lN8zUev9UoVZlDRU4SKnKSUJmThKHPfsJgNhEREREREd1TzMyaL24B6BdqLynR/LzVQw89hC5duqBLly7w9fXF008/jWnTpsHIyAghISEou9Z+34VSx2iol2Lj64uQlRIv7stKiUdWSjwyU/+D1zdsUwhQv/PCbIW2cVE7ERe1E29t3osnAoJaPC4REVFn9FBHT4CIiIiIiIjuf5dysxH2jIfWNpuyatX+hH6ZDgAIfPUDlT6Br36gto+8nOQDyEs/hDmrN4vHX/rX9wCAjJhdbbRCIiJa9cNvsF2bgRPF9QAAO9OeGKimep1ACEdLm27j84yWPXSti8jjV8XK0aV1f2L/qQoAwLiBphr7BDjLHsT+PKMUlQ03xf3phXWwXZuhMF99192WZo6Q/UPlD3mV4r7CquuI+9/26P7aq2kSERHRvUXacB3jX9wIPzcX5H21DnVJW1Ec8xE+eGEGErJykZx9TmPf9RHxGo+1pu2DYFVcIezezcTJkjv3cw9baLuPlYWj65tuY9uxK+02r8gT5Yr3sadl97HjB0o09pnq3BsAsO3YFYX72IyiOti9m4ntcvPVd90dpbTuT/hsO4NhNkZY6dVPYyAbuHP/G3miXCEwn1ogq5Dt7chqPkQd4WrWd6jIScLQRR9jUsQfmBTxBx5bFQ0AKE2NUNvH8al3xbbyP+rUXTyBn9dM0jqHqjOp4hwmfp6PSRF/YOLn+RgYuBwVOUn4I2N/6xZJREREREREdB/q0qULunXrhi5dumD8+PH4/PPPcfXqVfznP//BU089BSMjo46eIrWjX9ISkZUSjxUfforvTpUh+bdGfHeqDCFLVyErJR6HY6LEtj/GRSMrJR6LV28Q2yb/1oi3Nu/F+mXzUX6luEXjEhERdVaslE1EREREREStciTqX4jdsgbz3v83It55Vq++12oqEPaMB+as3gzL/oPF/ZUlsupUdo+MaHaME4myB/xcvWeI+xxHTwAAHDu4C0Er/6nXnIiISL2gkVaIyC7D1C/OqBwLC7zzZ/i2ICcsic6Hx+aTascprLoOh97qK0C21JhPjitsL/fsBw8HzaFsDwdTLPfsh/C0YoSnFSsc83GywOyRVuK2rutuD084msPHyQKhsRfFCuSCbUFOCtUBiYiI6N6Xf/kqACDIazTsrWThUYlRL8z3c8eaHTGITj2OWRNHqfTbuj8Vf1TWquxXR5+2D4o5Iy3xZfZVTP0iV+XYR9PuVMX+bLYjXtpfgL9tyVE7TmFVExza+OU8Y/+peM+8zNMe47W8XGj8QFMs87TH5rQSbE5TrHrj42SOWY/eqT6i67o72pGLsv9e1a1JIFTutjPtKf4+Kbd9Zow1fJwYyibqCGWZMQAA67FTxX0Ww2Qv8CxJjcCQBf8Q9zdeLQIAmAxw0WnsSwmfo+Dr9zD8pW04+9mSZudgNzFE3NfNUIIBfktQFBuOgq/fwwC/F3VcEREREREREdH9rXv37rh58yZGjhyJefPmYc6cObC1te3oadFdlvr9NwAA/7kLxX1GJhIEPb8ckZ9uxPYNqzH7uWUKbf2eXAgjkzsvDh3rORkAcPzoYXEcfcYlIiLqrBjKJiIiIiKiTqXg+FGcSv0Oxw7KKiT7LgzFo16BsHVUfMjrSkEufs0+gtgtawAAzh5TMGpyEFx9ZoltVriZAZBVeM5LP4Sdb8yFs8cUuE9fAGePKQBkVZqFIPK89/+tsb9yu6HuPjAw1lz5SN16nD2mwHPuS2LguCXrVibMURvlytTKYreswXMf74OzxxS9Q9k/fbtDdk0D5+vVT95zH+9T2ZeXfgiA7FoTEVHbGNXPBIdfGom4vCoxyLzcsx9c7Y3h42Qhtgsc3gfXbtwWQ8TLPfth9khLNN38LyZ9dgqZv0vbNJS90rs/JAZdsS7xd/g4WeB5d1utgWz5fk5Whsj8vQ4R2WUAZCHryUMsFKrz6bru9iAx6IpPpg9G4oVqhesZ4Nwbw2z41nIiImq9o6d+RczRHOyKSwcAhAZPxvQJrnBxsFNol1tYih9P5mPNDlngyc/NBUFeoxUCxKa+rwAA6pK2IiErF3PXboefmwvm+4+Hn5vs76YHjpzAovV7AAC73lqgsb9yO58xwyAxav7+QX49fm4ueGnmE5gw8pEWr1uZMEdt6pK2ajyWlSd7AdnjwxQDsRKjXhr7HT31K9bsiEHG56uQkKUarm1p2wfJY/YmSF4yAnHnqsUg7zJPe7jaGSuEeIX72JXfF4ptZj9qiaabt+Gz7Qwyf69r01D2Sq9+MDXoinWJl+DjZI7n3ftqDWTL93Oy7IXMS1J8mS0L+n80zUHlPlbXdXc04XrrKnB4H/Qz74lvT1Xgy+yr8HEyx4zhfRA4vE87zZDuR9Xn0lH+yw8o+V+V5oGBy2E1JgAm/Z0V2tVfzkN13k8o+Po9AIClqy9s3GfA2m262ObwvL4AgEkRf6AiJwmnN82HpasvbCeGwNLVF4CsUrQQGB7+0jaN/ZXb9R7hhW6GzX9HLL8eS1df9Jv8vBh6bsm6lQlz1EZTFWsAeHTFXpV9FTlJAGTrbI2Cr9/Doyv2wtLVV2soW90cAOh0fYmIiIiIiIg6CycnJ5iYmODNN9/EU089BQeHe+fljABwKvMI0uIPIi5qJwAgZOkqTPCbAYehwxXaFZ4/i5MZqdi+YTUAwM3bH17TnsQTAUFiG59BhgCA5N8akZUSj3demA03b3/8/clFcPP2ByCr/rx+meyZtLc279XYX7ndWM/JCsFkXdbj5u2PWQtfxkj3iS1etzJhjtok/9ao8dj7O/ar3a9ubVkp8WqPCdsFeTkAFuo9LhERUWfFUDYREREREXUaQnBaXtLuMCTtDsNL//peDDOra5eXfkgM8soHq5XbC+1Cv0zH6dRYJO0OE9sJgWR1/eXDyhHvPAtnjylqw8TyErZ/qDC+cG7fhaHwW/y23utuL82FtjUpOH5UnKOy0l9l1UiNTC2QGbsX326QvT1zzurNcPWeoTHQLlTtBlRD8kRE1HrDbIwwzMYIK737a20XMsoaIaOsVfZfWTde7WdNbXTZDwAvjrfDi+M1h6g09Q38X3hj49RBGvsCuq+7PfQx6q7xemqj7XoREREBEIPT8sKiEhEWlYgfPnpFDDOra5eQlSuGfpUrO8u3F9plfL4K3x3NQVhUothOCF2r6y8cE9r5ublg37rFWtfzwZ44hfGFc4cGT8aaBQF6r7s9ZJwpAADYW5njwJETiE49joSsXHzwwgzMnTQGlmYmCu0vlpRj6sqt2PXWgmYD4/q0fRCJ93Ne/bS203TfJVRqVv6sqY0u+wFg8ThbLB6nuUKNpr7ifWyA9ocqdV13e9N2DbQd0+QxexM8Zm/S7PrpwSQEp+UVxYajKDYcj62KFsPM6tpV5CSJYWL5YLVye6Hd4x8cRnl2HIpiw8V2QnBYXX/5UPHZz5bA0tVXY5hY8NuBfyiML5x7YOByDJr1pt7rbm9CZWtANaAOAPWXZPcP3Y3NUXokEud3vQEAGLroY1iPnaoSotYWBtdFY1mhOBciIiIiIiKizm7w4MGQSqUdPQ21hOC0vMhPNyLy040I+ypeDDOra5eVEi+GhuWD1crthXbb437G0YQYRH66UWwnhK7V9ReOCe3cvP01Bo8Fe/65TmF84dwhS1dhwWtr9V733VRSJPu3irc23/leys3bH1kp8WiolyqEqxvqZf89xUXtxLL3t+g9LhERUWfFUDYREREREXUaQjB57Xe5MLexBwBcys1G+HM+OJX6nRhOFtot35mMAS5jAAA1ZSVYN90FEe88qxLkvZx3AhsOX4aBsQQFx4/is5enIewZD/guDFXZr65/5nd7xDnVlJUgK3YvknaHoeD4UY2BaSGw7LswFE+EvAIDYwmarknxY+RWJO0OU6iCreu61WlpoLotpO37DM4eU7TOL+wZxYcFv92wDHk/JeDp/9uhNpht98gIBL76AS6eTNcYkiciIiIiIiKIweS8r9bB3kpWNTf7/O+YtOwTxBzNEcPJQrvDm1/HmKEPAwBKymvg/PRaLFq/RyVUfeLC7yiO+QgSo144eupXTF25FeNf3IjQ4Mkq+9X13xufIc6ppLwGe+IzEBaViKOnftUYmD566leERSUiNHgyXg3yhsSoF6QN17ElOgVhUYkKVbB1Xbc62qpg60IIsisHyNfsiEHGmQLseHOeWBFc2nAda3bEIDR4sso1UqZPWyKizk4IJntsOg6D3rI/++sunkD2ugCU//KDGE4W2o1ZGwfTwbI/O5uqSpG+YjTOfrZEJUwsLczBxM/z0c1Qgupz6Ti5MQg/r5mEgYHLVfar63/lSKQ4p6aqUpQe+QpFseGoPpeuMTBdfS4dRbHhGBi4HAP8lqCboQS3GqW4lLANRbHhClWwdV23Oq0NPsszGeACx6feRe2FTI0BdQD4ec0khe3zu95AZU4SnBdvbdPq1n9kRMPS1Re9R3i12ZhEREREREREpD8hmBz5Uz6sbGUvkTyf8wtenT0RafEHxXCy0G7L/iMY6joWAFB+pRghf3PC+mXzVULVF04fx3enymBkIsGpzCMIfdofiwMeR8jSVSr71fX/zze7xDmVXylG/L7diPx0I05lHtEYmD6VeQSRn25EyNJVCHp+OYxMJGiolyL6i3BEfrpRoQq2rutWR1sV7NY4HPM13Lz9MdZzsrjPa9qTyEqJxy9pieI1EtbUmnGJiIg6q9KH2asAACAASURBVIc6egJERERERERtxdljCgDgdOp3KDh+FE3XpBjgMgabsmoRtPKfYrtNWbXYlFWL3nYP40pBLvLSDyErVvMbGv825wUxACwfIBbC0sr7lQW++oEYlja3sYdboOwBuVOp32nsc/HETyrnMDCW4ImQVwAAv2Yf0Xvd95JLudnISz8E9+kL1B4Xql0v35ks/n5tyqrFvPf/jbz0Qzifmay2n+PoCZgY/DKe+3gf5qzejIh3nkXB8aPttQwiIiIiIqL7lp+b7EVfMUdzcPTUr5A2XMeYoQ+jLmkrNr36pNiuLmkr6pK24uG+vZFbWIqErFzsic/QOO7i6Z5isFg+4CyEpZX3K/vghRliWNreyhwL/MeL89Tk6KlfVc4hMeqFV4O8AQA/nszXe93t7eK368Vru+utBUjIykVy9jnx+JboFCRk5WLxdM9mx9KnLRFRZ2fp6gsAuPrLD6g+l45bjVKYDh6FSRF/YMiCf4jtJkX8gUkRf6CX1QDUX85DRU4SSo98pXHcfj7PimFh+YCzEJZW3q/M8al3xbC0QW872E18GgBQ/ssPGvvUnM9QOUc3QwkG+MnCztV5P+m97vZmMcwDA/xexKMr9mLooo9x9rMlqD6XLh4XqmiPWRsn/h5MivgDw1/ahoqcJFSdSW2zuQhVxh1mrWzToDcRERERERER6c/N2x8AcDT+IE5lHkFDvRRDXcci+bdGhQrMyb81Ivm3RvTtPxCF588iKyUe8ft2axx3+vwlYmVn+YCzEJZW3q9s8eoNYljayrYf/OcuBACkxR/U2OdU5lGVcxiZSBD0/HIAwMmMO99v6Lruu0Wo8L1wxbsKFbHHek6Gm7csuO4zyBA+gwwxfaRNq8clIiLqrFgpm4iIiIiIOg3/xWuQl35IDPQ6e0yB59yX1AamE7Z/iKTdYTqNa2xuqXa/ukrN6lj2H6ywLQS0jx3cpTE0Lcxt9aT+ao/HblmDicEvA9Bv3cpWuJk126Y9qmn/Ev81AGDQyHF6ndPVZxYi3nkWJxKjm62A7eo9A99uWIa0fZ/pdC2IiIiIiIgeJGsWBCAhKxdrdsQAkIWVX5r5hNrAtHJlZ20szUzU7hfC0s0ZbG+lsC0EtHfFpWsMTQtz6zdjpdrja3bE4JXZsgqZ+qxbmanvK8220aWatnx4HAB8xgwDAESnHsesiaNw4MgJhEUl4vDm1zVeT4E+bYmIHgQOs1aiIidJDP9auvqi3+Tn1QamhdCuLnpI+qjdr2vY19DGQWFbCGiXpEZoDE0LczvyopPa4wVfv4cBfi8C0G/dyg7P69tsm5ZU07YeOxXnd72B4sQvxHloGsfabTrOfrYEZZkxaitr60v4vX38g8NiNXEiIiIiIiIi6jgLV7yLrJR4bN+wGoAsrDxr4ctqA9NCwFcXZr3VP9enazDYfqCjwrYQ0I6L2qkxNC3MTVNoefuG1Zj93DIA+q1bmc8gw2bb6FNNW7iu2+N+Fit5C4xMJHh9wzYcS47DpreXws3bH17TnsQTAUHN/l5oG5eIiKizYiibiIiIiIg6DVtHF2zKqsWVglz8mn0EsVtkYWVnjynwX7wGto6yaliZsXuRtDsM42Yuwkiv6TAytYCkjzXe8XNs5gz3Jl3Xfa+4VlOBYwd3wXdhqM7BdmV56YeabSOMrUtbIiK6/1xZN76jp0BERHRfc3GwQ13SVuQWluLHk/lYsyMGCVm58HNzwZoFAXBxkIXF9sYfQ1hUIhYFeGDGBFdYSIxgbSHB4DlvdfAKWkbXdbeH0ODJCItKVAmoC9sJWbkAgEXr9wAAJi37RO04Qji8LmmrXm3p3lD6nntHT4GoUzPp74xJEX+g/nIeqvN+QsHX76EiJwmWrr5wmLVSDOiWHolEUWw47L3mwWrsVHQ3NkdPM2scffn+fHBU13XfTUJgvSInSec++rRV54a0EsXJ/8a1y+cw7qMMlTA8EREREREREXUMh6HDkfxbIwrPn8XJjFRs37AaWSnxcPP2x8IV74ph3vh9uxH56UYEBD8HT/+ZkJj1hoWVDYLGDujgFbSMrutuT7VVFfhu7zb8duEMdh8+rRJEF5j1toT/3IVitXAAKL9SDEBWUbyl4xIREXVGDGUTEREREVGnY+voAltHFzzqNR2VJYX47OVpyEs/JFZf/naD7E2U8lWqm65J220+NWUlYnVsAKi4fBEA4LswVGOfcTMX4djBXdhw+LLOweXm1q1Oe1TBbk5V6e8AgP7OozS22fnGXOSlH1JZv/D7NG7mombbXqupUGlLREREREREilwc7ODiYIcZE1xReKUCU1duRUJWrhjifTX8awBQqFItbbjebvMpKa8Rq2MDwMWScgCyQLMmiwI8sCsuHcUxH+lckbu5davT2mDz0IdllUiV1yhcz0UBzVczJSIi3Zj0d4ZJf2dYj52KxqtFOLkxCBU5SWKl5vO73gAAhSrVtxrb7zvipqpSsTo2ADSWFQIABgYu19jH3mseSlIjMPHzfJ0rcje3bnVaUgVb3ulN81GRk6QyzxvSSnEdzbUVrr18W33VX85D4YGPYNx/GIY++4nG6uZERERERERE1HEchg6Hw9DhmOA/E1cu/YbQp/2RlRIvVnze9PZSAFCoUt1Q337f2ZRfKRarYwNASVEBACBk6SqNfQKCn0Nc1E58d6pM54rcza1bHX2qYGtSeP4sdm96D4OGjMDrG7ZprCz+zguzkZUSr7KmK5d+AwD0trFt0bhERESd1UMdPQEiIiIiIqK2Ev3Ra1jhZoZLudkAAHMbe/Sx11wJQwhHN12T4sfI9qsYlRW7FzVlJQBkAe3jCd8AAAaP+pvGPiO9pgMAfozcKoaLAaDg+FGscDPDkah/ifv0XXdHu/LbOQCAVf/BGtuMmhwEADifmaywX9gWro9825yUGHFf0zWpeJ3l2xIRUcezXZsB27UZHT0NvQnzVjf/2LOVmB95HrZrM7Dqh99wrqxB7RjSptuIPHFVbDs/8jxiz1ZC2nS7TeaYnF+t9tpqmzsRET24Vmz5Bqa+ryD7/O8AAHsrczjYan5oRghHSxuuY0t0SrvNa098BkrKawDIwsv7Dv8CAJgw8hGNfWZMcAUAbIlOQUVtvbj/6KlfYer7CrbuTxX36bvutvT4MNnf1ffEZygE25OzZX9P9h0rq2Jal7RV7Y9AflufttRydu9mwu7dzI6eht6EeWubf3J+jda11TfdRuzZSiyIugC7dzOxIOoCIk9cRWXDTbXtC6ua8FFqsXhObW11Uf+/e2j588eerUS93D20LuukB8eFPW/i8Ly+qLt4AgBg0NsOhtYDNbYXwtG3GqW4lLCt3eZVeuQrNFWVApAFtP/IiAYAmA8dr7GP1dipAIBLCdvEgDMAVJ9Lx+F5fXEp4XNxn77rbks27jMAAFd/+UHcd6tRij8y9gO4sw75tlVnUiFP2JZvq4+mqlL8vGYSjPsPw6BZbzKQTURERERERHSP2fzOq/AZZIjzObLv/K1s+8F2wCCN7YVwdEO9FNFfhLfbvOL37RarQZdfKcbhGNmLake6T9DYx9N/JgAg+otw1Fbdea7vVOYR+AwyxP6dm8V9+q67LZVfKcbigMcxaMgILHhtrdbgtNc02Yt50/5zQNxXUlSAtPiDAADnx9xaNC4REVFnxUrZRERERETUaYz1fwrHDu5C+HM+KsfmrL7zZee89/+NiHeexfo5o9WOU3H5Iiy1BIZbYt10F4Vt34WhcByt+ctbx9ET4LswFEm7w5C0O0zhmLPHFIz2u1OhTNd13ytK8k8DAHqZmGpsM9TdB84eUxDxzrOIeOdZhWPK187VZxZOJEbj2w3LxCromtoSERG1tfmR55GcXy1uR2SXISK7DNuCnBA4XPEh8PXJvyMiu0zcTs6vRnJ+NXycLLA3ZGir5nGurAHzI8+3agwiInqwBPs8jl1x6Zi07BOVY1uWPyV+3vXWAixavwejFr2vdpyLJeUYbG/VpnNzfnqtwnZo8GStoewJIx9BaPBkhEUlIiwqUeGYn5sL5k4aI27ruu72YG9lLl5P5XkuCvCAn5uLhp5E7eNcWQMWRF3QeLy+6TZeOViA5PwacV9yfo3483HgIPQx6q4wns+2MwpjrPy+EMn5Ndg60xEmBl31nuOHhy/hy+yrKuf3cTLHnuAheo9HnV9fjzkoSY1A9roAlWNDF30sfh7+0jac/WwJjq1UH4puLCuEoU3bvvgyfYXi99EDA5fDYpiHxvYWwzwwMHA5imLDURSr+PCxpasv+o6fLW7ruu72YO02HWWZMTi/6w2xArlAeY29R3jB0tUXZz9bgrOfLdHaVh9VZ48AgNprJWhtRXAiIiIiIiIiajnfmU8jLmonXp09UeXYig8/FT+/tXkv1i+bj4WTHlU7TklRAewHOrbp3EL+5qS4vXQVRrqrzlMw0n0iQpauQuSnGxH56UaFY27e/pg0I1jc1nXd7eH40cMAoHaeAqEa91jPyXDz9semt5eK1coFb23eq1BNXJ9xiYiIOiuGsomIiIiIqNMY4DIGoV+m43RqrBhk9l0Yiv7Oo+DsMUVs5+ozC02N18QAr+/CUIz2exI3/2xC2DMeuJiT0aahbL/Fb6OXiSlit6yBs8cUeM59SaegsN/it2HjMAQXczJw7OAuALKQ9fAJ/jA2v/OGSV3Xfa8Q1iK/BmUGxhI8/X87cD4zGScSo5GXfgjjZi7CSK/paq/dcx/vQ07yAZ3aEhERtcaVdXce2I89W4nk/GqsnfwwgkfZQPK/kEns2Uosic7H6P4msDPtCUAWUInILsNyz34IGW0NO9OeKK37E1uPliAiuwyFVdfh0LtXi+Z0orgeU784o/G4MGdWySYiInljhj6MjM9X4bujOWJAODR4MkYNeVghHDxr4ihca/wTr4Z/LbaZO2ksmm7cxPgXNyLjzMU2DWWvWRAAU2NDrNkRAz83F7w08wmtgWz5fkMf7ov0MxexKy4dgCxk7T9uOCzNTPRed3uZNXEU+lv3RlTyz9gVlw4/NxcEeY3GrImj2v3c9OAqfc9dZd/JknpM/SJXa7/UAlkA+qNpDpjm3AcmBl1R33Qb245dwea0Ehw4XYHF42wByALcPtvOwMfJHB/+fSDsTHuivuk2ok5exbrES0gtqFF5aVFzzpU14Mvsq1jmaY+QUVZ37qF/KsWX2VdRWNUEh94G4vpYJZsAwHTwKDz+wWGUZ8eJ4dyBgcshcXCFpauv2M7abTpuNTWIIeKBgcvRd3wQbt+4jp/XTELNhcw2DWUPmvUmuhmaouDr92Dp6ot+k5/XKYA8aNabMLZzQs2FTJSkRgCQhawtH5usUA1a13W3l0dX7MXVrO9QlhmDipwk2HvNg9XYqSpr7GYogfPirag6k9psW30oh8GJiIiIiIiI6N4y1HUstsf9jKMJMWKQN2TpKgx5dDTcvP3Fdk8EBOH6tWtiMDhk6SpMmvEUbjQ1YXHA4zjzc3qbhrIXvLYWxhJTbN+wGm7e/pi18GWtgWz5fgMeGYozP/+EuKidAGQh63E+AQqVo3Vdd3tQDldrY2QiwesbtuFYcpzCtZ/gNwMOQ4e3eFwiIqLOqstff/31V0dPgoiIiIiIOreoqCiEhIRgU1ZtR0/lrlrhZgYAD9y6HzQnE6Px5bvPg3+9JqL7hfD/y/Lh4rtJCAZ31PlbSt28hSrZF95yEwPZACD9f/buPK6m9I8D+CdrSqWIJFtKKEvWpCFLKaJCGFljxjJjm7HOGH6WwWiMbcY2tslkhixFow0jSrYUSRqJSKKSFlxR/f64c++4ui237dz4vF8vf3TO85zzPSf0uM7nfEW5aLP6ItwdjeDapREAwDP8Ceb7xCFkdmeZ8PWt5BcYsDVSbmftktge+ggrAu5jm4sJpnvFFqixuGsozrEbKfji8D/8OUdEVMlUVFSwa9EEuPTrWvzgD4SW7UwAQEbgFoErodKYsvY31NRrDU9Pzwo7h4qKCn4ebgznDoqvmcpKEvaVF25WZoXVveNCElYEJGDrCGPMOHxH7hgAmHjgNoJi0wvsyxLlos2ayzLzJCHvrSOMZda1krGl6WztGf4EC47H4/wscxjWV5Vul3Tkfv9cpfk+HbuRii+P3OF6t5KoqKjAbPov0Os5TOhSKs2p8Y0BsEvzx+DU+Mbw9PTEmDFjih9MREREREREpERcXV2RnJ2LxRv2Cl1KpbFppQaAHZ2rqjPHD2LN3En8XJeIiATDTtlERERERERERERUKP2loRjfTQ9rh7QqsG/RibvwuJIsDSXfSn6Bc3efY0XAfQCAjYkOhnXQLTJsXFhQuLDtIfEZ8I1OhceVZNiY6OCznvqwMtQq0XUUR9GgeFDsMwCQCWS/+3VUUjbwbyj70fPXAIAG6rVkxjbUEH8d+7R0/9m7IuA+fnNtCxsTHWkom4iIiOhj12RZGMZ1a4S1DgW73C7yjcf+K09we3F3aPy7hj0fn4EVAQkAABsTbTi3b1DkGraw8G9h20PvZeBEdBr2X3kCGxNtfNazMXq1LH4NW5LOz6UJiq8ISMC+MW1gY6ItDWXLU1iIWuO99S8AXHmQBQDo2kyjwNjShtkfZeQAAHTVa8psl66hU16V6rhERERERERERERERERERKVVTegCiIiIiIiIiIiISHktHdgCHleSkfrijcz21Bdv4HElGUsHtoCmanUExT7DgK2R0kA2IA4tT/eKhU9UarnUsu70A4zcdxMeV5Klxx+57ybWnX5QLsdXlI2JDgBxZ+x3Sb6W1AkAG4MfAigY4G7wb8BEsl9RSSt6SesgIiIiIrGlA5tj/5Unctew+688wdKBzaGhWh1Bsemw2XZDGsgGgKDYdMw4fKf81rBnHmLkvlvYf+WJ9Pgj993CujOlW/+Vh0fLe8LGRLvU8+PTRACArSOMpdvC7mcCAJpo1YZPVComHriNJsvCsONCUoHvQ0ltCk4EUDAELllDS/YTEREREREREREREREREVUWdsomIiIiIiIiIiKiQvVuVQ8AEBqfIdMtMDQ+AwBg20YcCJ7gGQMAOPFZB3RpKu6O9yjjNbqtv4rpXrFFdhosiZD4DGwMfog5fZpiWq8m0FStjkxRLraHPsLG4IdwMK2Pdnrqhc5XtAt2SQzroIug2Gf4+0669PokNRERERGRcD4xFHehLmwNK3mpzcQDtwEAJz4zQ2eD/9aw3X+6hhmH75R5DRt6LwObghMxu48BplvqQ0O1OrJEudh2IQmbghPh0E6nyDVsaTtMV7TD11NgY6KNfsb/BbuDYtMBiEPo74alVwQkIOx+JrYMM5bbYZuIiIiIiIiIiIiIiIiIqCphKJuIiIiIiD54cy3EYbINF59X6nnLej5J3e8f7/3tRZ1TlJ2JiNPHcGjNbACA7aT56Go/CrrNjArMVWRsaUSH+GPXvNGF3hdRdiZiwoIQHuCF6BB/mFrZwfQTe7TvPQh1tXXLNDbi9DFEn/eTju0y0AVte9pAta4mgMLvNRERAe301GFjooOjN1JkQilHb6RgfDc9GNavA+C/0HPqize4lfwCjzJeIyIxu9zquHBPHKCRBLIBcdfpab2aYGPwQ5y7+7zIQEtF6GusDRsTHUz3isV0r1jp9jl9mlZqHUREROVJy3YmACAjcEulnres55PUXdzxbsY/Qq9pa0t0vqLGZr54hWPBEZi18Q8AwPwxAzF6QHcYGTQsRfX/HTPoyi14nbkKv4s3YW9hBnuL9hhk2R669TTknt/vYpR0rEu/rrDp1g6a6nUKPYffxZsYvXRHgWsq6f2rKsRrWG0ci0qVWcMei0rFuG6NYFhfFcB/oef/1rA5iHhUfmvY0Hvi7tGSQDYg7vo83VIfm4ITcT4+o9LXsGUlCV0HTe9QaMj6+oKu0m7WPlGpmHH4Ds688yIjIiGcGt8YADDA43Glnres55PUXdTxUiICcX3DhELP9fZlJtJunEFy2DGkRARC19wWej2dUb9DP9RQ0yz0XPKU5nrevszEk8snELNnHgCgpeMcNO7lAjU9wzKPff+6GpjbQrfzQNTSlP37pqhrk1xTSe41EREREREREZU/m1ZqAICguy8r7ZzlcS5J3UUd8+Lpk/ju8xElOl9Jxibeu4NTx/6A5y9rAQBzv/8FljYOqFdft9A5JVXU+d+/Vnnen1dcrSW5f0RERMqKoWwiIiIiIqIqJD05sfhB7/j9f58jOsRf+nXgXncE7nXH/P0h0Dc2K/VYRSXduYld80YXul+UnVng/NEh/uJf5/0w+tst0rC1ImMB4MTW/+HC0T0Fxppa2WHKj3+W6bqIiKqi2rVrAwBy8/JRvZpKieZ81lMfI/fdRHzaKxjWr4P4tFcIin2GQxNlfz6sO/0AG4MflnvNAKTHbbP6otz9KwLuY1qvJoXO118aWuw5FO2mralaHeudjBBw+xnm+8TBxkQHwzrowrF9gwq7D0KoXr2a0CUQERGVi5TnWeg1bW25jP38Bw/4Xbwp/dr9QADcDwQgdPsimBkWviYpTOaLVwWO6Xfx5r+/orDlqzEywexlu49jj29IgbH2Fmb4c8VUuee4Gf8Io5fuULg2ZaHomuSzno0xct8txKeJYFhfFfFpIgTFpuPQxHYy497v7FyeJMdts+ay3P0rAhIw1VK/0PlNloUVe47K7Kb9biC7sDD5uwF0ANJu2u8H5JUJ17tUlWU9iMb1DRMK3Z+TmYqY3V8jJSJQui0lIlAaYm47eX2BAHNhdM1tS1Vj9I6ZMue/57MR93w2oseqU9BoZlqqsW9fZhYYK7mu1IhAmesSpT0qVd1ERERERERERGURHxOF7z4fUW5j42OiMNWhh8y2Dd9+gbAzf2HR+j1Q19AsZGb51iqPRf9BBY5XUbUSEREpA4ayiYiIiIiIlJy8rs2Os1bBesyXRc6LCDqC6BB/jFy8CT0dxQ/m3bl6Dlu/HIrQY3vgsuCnUo1VVMLNK9g4xabIMTFhQdLzm/d3hmpdTYiyM/G35xYE7nXHVb+D0utVZGzSnZu4cHQPbCfNh4XjBGjrGSA9ORGnPH7ChaN7kPIgDrrNjErUhZyI6EOhpaUFAMh6nYt6dUr28WAH/boAgLD7mTCsXwdRSS9ktgOAZ/gTbAx+iPHd9OBg2gA6ajXQUKMWOvwgP4DyoWigXhOuXRrBtUsj6bZHGa8BAEsHtpBum9OnKTYGP0SmKFfa6RsAMkW50v3KKEP0FvU0NYofSEREpCSK6vC82uNkiY9T1NgjZ8Phd/EmNs/5FBMGWQIAzkX+gyELtmC3bwg2zBpV8oL/FXTllvSYzn3MoaleB5kvXmGz12m4HwjAn6euYOaIfgDE4eo9viGYP2YgJg7qBYOG2kh8mo71fwZij28I4hKfFujYfSXmPgbMXl/o+SX37f2O2cpES6Musl/nlnh8h8aSNWwGDOurIiopW2Y7IF7DbgpOxLhujTDEtD6064jXsB3XXS3f4qu41BdvsOdSMm4lv8D5WebSTuPvmt3HAJuCEwt0z5Z8HRSbrvB5JcfMEuXKHDfr3zX07D4GCh/zfZmit9DiepeqAHldmzPiwnFlhUOR81KuBSAlIhDtZ2xDIwsn6fYnF70RtXU6GlwLQBNr10LPAYiD35eWDIDxp8sUrvvJRW+kRASirduP0vM8uxWCa2td8OiMB9pM/KFUY9NunJGObdR9CGqoaeLty0wk+G3DPZ+NqBd6GM3tp8nUYvzpsgLb3lVYx2wiIiIiIiIioqLI6/AcE3EZs0ZYl2h+Sca+yMrEVIcesOg/CDP/twEN9ZviRVYm/A7uxY41i3E5OAB9HVxKUX3Jzl9YF2tJ+Hrq4jUK1yo5Zkm6cBMRESkbvvKZiIiIiIioCklNjAcANGndodix4QFeAADz/s7SbcZdewOATOdoRccq4uyBn7Fxig3Gr9xdolp7Ok6Aal3xmzBV62qir6v4YXCfzUtKNTbhVjgAoKv9KGjriR/U1dYzQC9nNwBAYuz1Ul8bEVFVZWRkBAC4lyYq8RxN1epwdzTCfJ84pL54g+lesXB3NJIJF8/3iQMArB3SClaGWminp45apew4l/riTYFt47vpAQBuf2OBpBW95P4qSmFzSjpfngmeMdBfGioNVktI7m1jzdrSbSYN1f69thyZsYnPxWOb1KsNZZTwTARDQ0OhyyAiIiqzLYfP4HFqwZeelWas1xlxYNe5j7l0W+9OrQFApnu1IiTHnDDIEprqdQAAmup1MMulPwBgyc5j0rHhtxMAAKMHdIdBQ3EXYoOG2pjsYAUAuB73sMD1DJi9Hnu+mViq2pRFq1atcO9ZydewGqrVsW6oIRYcj0fqizeYcfgO1g01lAn3Ljgu/pxlrYMherUUr2Frl+Madlw38Yt7bi/ujkfLe8r9VZTC5pR0fnm4lfwC83zuAgB+dGwlN5ANACa64t+3khcUSUgC1JJ7oQjJMVPeu7cPJWtorVoKH/N999NFaMX1LlVBCX7bcWWFA9rP2FbkuJg98wBAJpD97teS/YXJyUzFpSUD0NbtR6jpKf5nJTlM/POrUfch0m067cQ/rxLPeJR5bBNrV9RQE39GXENNE83tpwMA7vyxXDr25ZN7AACN5mYK109EREREREREpKjDuzZh1ghrfLPpt3Ib+yDuNgCg39BRaKgvfuG7uoYm7EdNAgCcOX6wwmt93/O0FEx16IG53/8Cg5bGFV4rERGRMmGnbCIiIiIiUjpzLerBcpib3O7MXuu+woWje7Dm1AOo1tVE0p2b+OfKWWkQ19TKDl0GusDcZniRxwcKdqAubPudq+cQecYbF47ugamVHfqMniENLBd3HcWR1wW7vEz58c8C26JD/AGgQEhakbGK8Nm8BFN+/BOmVnbw+G6yQrUCkIauSzv2eXIiAEBDR7ZDmGYD8YPAyfG3C62JiOhD1aJFC+jW18H1pCyYG9QtSJNsQwAAIABJREFUfsK/erYQ/z0r6XxtbST/51x82isY1q+DTFEutoc+Kva4NiY6CIp9hvCHWejSVAOZolzsuViwO5eDaQN4XEnG9tBHcLNojAbqNQEAIfEZGLnvJpYObIFpvZqU+HrKw7AOugiKfYYT0anSTtnxaa/gG50KAOja7L+Oe8b/BkoOR6bAtWsjNNGqjUcZr+EbnQYAMG9S8u9FZbrx5DW6Daz4sA8REZWelu1MuDlYye3OPHfzQezxDcHDY+ugqV4HN+Mf4e9rsdKAr72FGVz6dcVw6y5FHh8o2IG6sO3nIv/BsXMR2OMbAnsLM8wY1lcaWC7uOopTVBfsopyL/AdLdh5D6PZF8Lt4s8xj/1wxtcA2ydjSBp/lHROANKD9rodPnwEAGmrLdvdtpCNer8Xcl11LLdl5DH+umAp7CzO4rd5XqvqUQbcePRERIP8zgcL0bKEFANLO14WvYUUwrK+KLFEutl1IKva4NibaCIpNx7XELHQ20ECWKBd7LiUXGDfEtD72X3mCbReS4NZDT7qGDb2XgZH7bmHpwOaYaqmv0DVVpkcZr2Gz7QZm9zHAgn5NixwrWft6hj/FdEt9afj9zB1xh+z+xtoKn1+6hr6eAtcuDf9bQ98S/xkojzV0FNe7SuvU+MYw6DdepjuyxO19C5F4xgPW22NRQ00TWQ+i8Sz6vDSIq2tuC72ezgWCyO8fHyjYHbqw7c9uheDp5RNIPOMBXXNbNB34mTQwXNx1FKewDtVFufPHcnSc+xt0zW0RtXV6oeN0zW2REhFY5P6iPAzaDV1zW2nnakV1nFvwgV5JPe8Hyss6FoA0oE1EREREREREFcemlRocxkzB7JWbC+zb9N0s+B7YBe/IZKhraCI+JgrXQs9gx5rFAACL/oPQb+ioIrs6Szonv9+dubDtkWFnEXzyKHwP7IJF/0EYPulLdOppXaLrKE5hHaKLsmPNYqzceRgW/Qdh9ewJ5TI2OjwMAGDa2UJmu7qGZqlqLE2t7/P+bRss+g/CoNGTKqVWIiIiZcJQNhERERERKR3HWavgs3kJ7D9bjLrautLt2ekpuHB0DxxnrYJqXU1Eh/hj17zRMnOjQ/ylYeKigtkl5bfjewTudS9wfNtJ82E/9dsyH19Rj/65AQBQ19JBmM9vOLRmNgBg5OJNMO/vLDeYDIg7VkuC6+NX7i7y3igytjhlDZ2nPIiT1lGasZLv3fv3RfL7KnCvuyDfRyIioQ12cMDpS36Y2L34h8MlDOvXwfhuevC4kozx3fTQREu2s/M2FxNM94qF1aZrcudLwtrvkwSbh/x6Q7pt6cAWBcZZGWphTp+m2Bj8EBuDZbs/2pjoYESnhgXmVLS+xtqwMdHBfJ84aadwiW0uJjL3qJ2eOmxMdOTWP76bHtrpqUu/1l8aCgCl6t5dnjJevcXV+8+xZPBgQesgIqKirfrcGUt2HsM34wdBt95/Id2U51nY4xuCVZ87Q1O9Dvwu3sTopTtk5vpdvCkNExcVzC5xLft84X4goMDx548ZiCUTHcp8/NKIS3yKIQu2YM83E2FmWPQLXBQZK7Hl8BlpyH3PNxPL5T6+X5Pk2BKSe/x+YFvy/Xc/ECBzv0sbZlc2gwcPxq87diBT9BaaqiX7b27D+qoY160R9l95gnHdGhVYw24dYYwZh+/gk80RcudLwtrvc27fAEGx6Rjy63/B/aUDmxcY16ulFmb3McCm4ERsCk6U2Wdjoo3hHXULzFEmZ+PEn+vIq19C0q27iVZt6f18f+y4bo1gY/JfKLvJsjCZuYURr6G15Z5/XLdGMmvo0hCvdzO43lVSxp8uw50/lsNw2HzU0mwg3Z6TmYrEMx4w/nQZaqhpIiUiENc3yD4wmhIRKA3zFhXMLqm7R37APZ+NBY7f0nEOWg1fWObjl0ZJg9z61q5IiQjEk4veMvfiyUVv6f7CPLsVgns+G9F5kVfZiv1Xgt92aXC+/YxtRX5vFBn7rpfJ8dI5ElkJ4r+ra9bVxqOzntLu4G3dfkSj7kMY5CYiIiIiIiJS0NTFa7BjzWJMmPMd6tX/7zPO52kp8D2wC1MXr4G6hiYunj6J7z4fITP34umTuHj6JAAUGcwuqX0/rYDnL2sLHN/1i0WY+NXSMh+/NBQJHpd07PXL5wEADfWb4m9fL5w5fhAXT5/E1MVrMMB5jMz3oaJqfVdk2Fl4/rIW7r+frLRaiYiIlAlD2UREREREpHRad7MGIO5Q/W4g+M7VcwDE3bABSAPZc3YFoblZNwBAenIiVjiZweO7yWUOZd+5eg6Be91hO2k++rrOhGpdTYiyM/G35xYE7nVHx36O0Dc2K3R+RXbBdh8n24Xl0JrZiD7vh7H/2yk3mN2kdQc4zlqFuGsh0o7Vhd0fRcZWtKt+B2FqZYe2PW3KdSwR0cduwsRJsPn9dzzJykEjjVolnifpVu0iJwDt2L4BsnNypeHkOX2aYkQnXYje5GHA1kiE3c+UG8p2bC9+uP7ojRQExT6Du6MRXLs0woqA+wXGLujfDCYN1RB2PwMeV8SdCN0djTCwjY6062Bl0lStjvVORgi4/Uzmuh1M68sNiEjGBt5+hqDYZ7Ax0YFtGx0MMW1QYKwyOHojBQ0a6MDWtujOaUREJKy+nU0AiDs8vxsIPhf5DwBxN2wA0kD2qU1fo1vbFgCAxKfpMB27FG6r95U5THwu8h+4HwjA/DEDMculPzTV6yDzxSts9joN9wMBcOptXmTQuSKCw5kvXmHJzmOYP2ZgsdenyNh3dTQywKrPnRF64460C3V5BrP/PHUZ9hZmsOnWrtyOWVXZ2tqiQQMdHL2Riond9Uo8T9KtemSngg96SdawC46LQ3yz+xhgREddiN7kwmbbDYTdz5AbypasYY9FpSIoNh3rhhr+u4ZNKDB2Qb+mMNGtg7CETOy/8gQAsG6ooWBrWEVI7ktJObZvgKbatXEoMgX7rzyBjYk2nNs3kN6v0vjRsRUCbj9DUGw6gmLTYWOiDRsTbQwthzX0sahUrneVmI7pJwCA9FshMoHc9FshAP7r8CwJZHdb6gstI/Hfv6K0RwiZ2xVRW6eXOZQtCSa3dJyD5vbTUUNNE29fZiLBbxvu+WxEw24O0GhmWuj80nTBLk+65rbovMgLDwN+lemoLdleVLfvhwG/QtfctkQdwUtCo7kZjD9dhue3w6S1FPb9UWTsux6HekHX3Bb1O/QrsO/SkgEyX8fsmYfUiECYTt3CYDYRERERERGRAjr3Ev+7OyLsrEywOiLsLABxN2wA0kD25sNn0da8OwDgadJDuH5igtWzJ5Q5lC0JBrt+sQgun82BuoYmXmRlwuvXjfD8ZS162zvDsG37QudXpa7NkiD7+yH0HWsW4/rl81i0fg/UNSrv840je3+GRf9BcjuSK1utREREFYGhbCIiIiIiUjr6xmYwtbJDeICXTBg4PMALlsPcoNvMCMB/oefs9BQk3bmJ9CeJeBAdXm51xIWL39ooCWQD4o7LfV1nInCvO/65crbIUHZFkHSwfjeIDgARQUfg8d1kxIQFyQ1QG3ftDeOuvWE95kuE+fwGj+8mo662Loy79i7T2Iok6VI+f39IoR3ASzOWiIiAPn36oIt5J2wPS8Yy22YlnmdlqFVk92bXLo3g2qVRge3vzpE331FOUKOw80jGrh3SqqRlV6gG6jULve7Sjk1a0UvaLVsR5dlZO+dtHnZdScW8hctQowY/RiYiUmZmhk1gb2EGrzNXZcLAXmeuws3BCkYG4pepSELPKc+zcDP+ER4+TUf47fvlVockBC4JZAPiTs6zXPrD/UAA/r4WW+Lu0+Vls9dp+F28iS1fjSnXse/q3ak1endqjZkj+uG3kxfgtnofdOtpoHen1qUtW0rSeTx0+6ICXbE/RjVq1MC8BYvw8w/LMaZzQ9SqUa1E83q11CqyI3Nh67N358ibL28NW9h5pGtYB8MS1VyZiro3xXWylqezgQY6G2gUea2PlveUdssujiLrbUWI17tpXO8qMY1mptA1t0Vy2DGZMG5y2DEY9BsPNT3x7zFJ6DknMxVZD6IhSnuEzPiIcqsjPUb8bzNJIBsAaqhporn9dNzz2Yhn0eeLDGUrg6yEm9LO4RIpEYFoYG4LFBK4zogLR0pEIDrO/a3c6tBpZwWddlZobj8Nj856ImrrdNTUbCA39K3IWAlJR/Meq07JhKwlHbffDe4D4m7hUVunI+3GmXLpqE5ERERERET0sTBs2x4W/QfhzPGDMsHqM8cPwmHMFBi0NAbwX+j5eVoK4mOi8DTpIW5fv1pudUSGiRu8SALZAKCuoQmXz+bA85e1uBZ6pshQdlXldTlB2m36b18vrJ49AZeDA8ql83hJxERcxsXTJ7Fy5+FixwpdKxERUUXh/y4SEREREVGFE4lECs/pM3oGtn45FCkP4qDbzAgpD+IQHeKPGT8flxknCeNWBMlxFw+QH1bz2bwE1mO+LHT+XIt6xZ5D0W7ahY03txkOj+8mFwiyyx3b3xmH1sxG8J9biw1aKzK2PL0bsi4u+K7IWCIiElNRUcGmn7eit5UVXDvrwqgBQz7KJPxhFtwdjQStYWfYY9TUqI+ZM2cKWgcREZXMjGF9MWTBFsQlPoWRQUPEJT6F38WbOLFO9u9xSci3IkiO29R5gdz9S3Yew8wRBbtWSmjZFv8zR5Fu2kfOhsP9QABObfoauvU0ym1sUZz7mGPWxj+w9ejfZQ5lvxvIruwwe2nk5uahMno+z5w5Ezu2/oydF5PxpZV+JZyRKsK1xCysGypsQH3nxWSud6uApgM/w7W1LniZHA81PUO8TI5HSkQgOi/ykhknCeNWBMlxz04zkbv/zh/L0dx+WqHzT41vXOw5KrKb9pOL3rjzx3K0n7FNJngsCSTXUFWXG0h+HHIIAKBtYlEhdTXqPgQxe+bhYcCvxXbiLsnYdwPZ74fkC7u/jSycELV1eoHgf1lUq1ayF4YQERERERERKZu83FyFxg+f9CXmjx2ExHt3YNDSGIn37uDi6ZNw//2kzLj3uyWXJ8lxnTrpyd2/Y81ijJgyu9D5Nq3Uij2HsnXTfjeADgDd+wwEgAIB+YoUePR3AED77kV/pqMMtRIREVUUhrKJiIiIiKjcvXz5EmfPnoWfnx/8/f3x9u1bAMDrl9morVa3RMdo2qYTACAuIhS6zYyQGHtdZjsAhPn8hsC97rAc5oZO/ZygrqUDzQaN8J29cTlfUdURHeJf7BhJJ+nyHlsestNTcP7QTjy6E4VvDl2VdkUv7VjbSfMRuNcdouxMmQ7aouxM6f6yynktgnrd0j+0T0QklB49emD06FFY4OuPg+NMULO6itAlVQmSDtbl2ZX6fVceZGJar/ILXynadTsu9RU2nU/CwcNHUbNmZcSriIjofRp11SF687bE4zsZNwUAhN6Ig5FBQ1yPeyizHQB+O3kB7gcC4OZgBefe5tDRVEcjHU0YjfymfItXEm6r9wEABsxeL3e/JASeEbhFobFFkXSz9rt4U9FypVKeZ2GHdzBuxj9C+J7vpJ3O3zV/zEC4HwhA5otXMh20M1+8ku6vbBkvRainqlrh56lZsyZ+2rQFo0YMg10bbb5cqIQkXalL0/m6Ilx5kIWpluUXqi9p122JuNRX2Hz+Mde7AlCrq4G8N69LPF6zRQcAQPrtMKjpGSLr/g2Z7QDw6Kwn7vlshEG/8WjYfQhq1tVG7XqNcO7LD68LUmlEbZ0OAAVCx0UFknMyU5F4xgMtHefIdJwuT5Ljvt/BW9GxOZmpeBi0G9kPbsFyXai0g7oiSlJDcXJF2QCAevWKf1ErERERERERkbKpXbs2XmanKDTH2KwzAODGpRAYtDTGnehIme0AcPLPvfD8ZS0cxkxBn0HDoFmvPnQa6sGle/PyK/4j4frFInj+slYm5AxA+vXF0yflTSt3z9NS4HtgF1y/WFSgFonKqPW16BXqavB5PSIiEg5D2UREREREVC5u374tDWGfO3cOr1+/RqdOneDi4gIjIyNMnjwZGSmP0bB5yQLTqnU1MXLxJhxaMxvtew+Cx3eTMXLxJplg7aE14jdZuiz4SbpNErZVVHZ6wQ+WLYe54cLRPVhz6oHMeUtK0S7YJbFr3mhEh/gXqEly3ZbD3IodK7nW0o6tKEl3buLkjlVoYtweo7/dgrraumUeq2fYBgCQ9eypzHU9e/wAAFBPz6DMdWekJEG/ifJ3LSMikucH9x/RwfQklvjdxw8OLYUuh/5VnoFsRaW9eIMJf9yBnf0gDB48WLA6iIg+dvqNGyM5LaPE4zXV62DznE8xa+MfGGTZHm6r92HznE9lAruzNv4BANgwa5R0myTEq6iU51kFtrk5WGGPbwgeHlsnc96SUqQLttBGL90Bv4s3C1yr5L64ORTdHaIwN+MfYdU+X5gZNsGWr8YU2rW7bQtx19Wn6Vky53/w5BkAoGlDnVKdvyySn2XBonHx3WDLw+DBg2E3aBAm/nkaPpNMUF+dodqqpjwD2YpKe/EGE/+8C7tBXO8KQU+vMV6nPynx+Bpqmmjr9iNi9syDbueBiNo6HW3dfpQJCsfsmQcAaDPxB+m2ty9L9xlxTmZqgW0G/cYj8YwHrLfHliqgXJFdsMuDvEDyq6cJAABNQ/MyH//6hglIiQgscP8k99qg3/hSjQWArAfRiD+yDnWbtUPbyetRS7OBQjVIfp+8f9zSEKUnAwD09YX7+42IiIiIiIiotPT19XEu7IpCc9Q1NDH3+1+w4dsvYGnjgNWzJ2Du97/IBHE3fPsFAGD2ys3SbS+ySve5zfO0gs/2OYyZAt8Du+AdmVxoQLgoytYFuyjNW7cFADxNeoiG+v+9kFdyPx3GTKmUOh4/uAcAaNOxa6FjKqPWtCdJ0Nfn83pERCScakIXQEREREREVVNGRgaOHTuG6dOno2XLlmjbti1WrVoFbW1tbNu2DUlJSbh27RpWr16NsWPHolbt2kiKU6xTlJG5uAOlpPN1mx795Y5LeRAHQBxM/tuz+Ie4Ta3sAAAJN69I550/tLPAuE79xB1C/vbcIhPavnP1HOZa1MPZAz+X9FLKTZeBLgCAmLAgme2SryU1vzs24vQx6TZRdiau+h0s09iKkJ6cCPdxVmhi3B72U78tMpCtyNhGLUwAAFf9DiI9OVE6//oZHwBA83Zdylx78t1odOrYofiBRERKSE9PDydO+sHreiq2nEsUuhyllrSil8yvqqSktYve5OEzrzjUbdgUHr97VmKFRET0vo6dzBF195FCc3p1MAIAaefr/l3byh0Xl/gUgDiQvdnrdLHHtbcwAwBcibkvnbfDO7jAOOfe4uDWZq/TMqHtc5H/QMt2JrYcPlPCKykfGYFb5P56f7+iYwHApZ/4YaNjwRHSbZkvXuHPU+LPGST3QhGJT9PRa9pamBk2wZKJDoUGsgHApJkeAODPU5eR+DRdOt/7nLieLm0qt8vI6zdv8U/CY3Ts2LHSzumx3xN1GzbF54fjIXqTV2nnrWoeLe8p8+tDVdLrFL3Jw+eH48Xr3f1c7wqhi3knvHgYrdAc7Tbi76mk83X99tZyx71MjgcgDtom+G0r9ri65rYAgIy4cOm8h0G7C4xr2H0IACDBb5tMaPvZrRCcGt8YCX7bS3glwjD+dBkAcb3vhtWfXPSW2f+u7MTbAAD1xkZlPr9eT2fx+S6fkG57+zITj0MPA/jv/io6VpT2CJeWDEDdZu3QavjCQgPZ7x437YbsWkTy9bvHLa3sB7dQs1Zt3L9/H0+fPi3z8YiIiIiIiIgqU8eOHZFwNxZvcl4rNK9DD/ELSiWdr7v2HiB3XOK9OwDEoVyvXzcWe1yL/oMAADERl6XzvH8r+HlPn0HDAABev26UCW1Hhp2FTSs1HN61qaSXovRMO1sAEHcffzfYfjk4AADQw9quUuq4Fyv+bM/AsPDGPJVRa/ztm+jI5/WIiEhA7JRNREREREQlkp+fj8jISPj7+8Pf3x8XLlxAfn4+unTpgnHjxsHe3h7du3dH9erVC8ytVasWevfug38u/41O/Z1LfE7dZkbSbtWWw9yg/V5X4/Erd8Pju8lYPVL+mxdTHsRBt1nBB8e6DHRBdIg/Nk6xkW5znLWqwDjjrr1hO2k+Ave6I3Cvu8w+Uys7dLUfVWBORWvb0wamVnbw+G4yPL6bLLPPdtJ8GHftLf3a3GY4wgO8cGjNbGlX8fIYO9eiHoDy7QR++5I4CCDvXktIzqfIWH1jM5ha2ckdaznMDfrGZmWqOy8vF3Hh5/HFj+vKdBwiIiH16NEDu3bvwbhx45AhysU3Ns1RTUXoqqiyPc3OwaQ/7+DpG1VcDA6Ampqa0CUREX3UbGxtseBrP+Tm5aF6tZK9Y9nIoKG0W7WbgxUMGmrL7N/zzUS4rd6HLm4r5c6PS3wKI4OGBba79OsKv4s3MWD2eum2VZ8X/Ld9706tMX/MQLgfCID7gQCZffYWZhg9oFuJrqMqGG7dBV5nrmLWxj+kHcgl5o8ZiN6dWku/1rKdCaD4TuCnr8YAgNz7JyE5hplhE9hbmMkd6+ZgBTPDyu0OEXojDnn5eejfX/7L9CqCmpoaTvoHwKJ7N4zwiMWeUUZoWJcds6lwT7PfwO1gHNe7ArO1tcGJrxYgPy8XKtUKfo4sj5qeobRbtUG/8VCtL/t3XPsZ2xC1dTouLJD/AqqXyfFQ0zMssF2vpzNSIgJxZYWDdJu8gLJOOyu0dJyDez4bcc9H9qFhXXNbNO41okTXIZTGvUbg+e0wXFvrUmBfYfVn3b8BAEV2Bj81vjGA4juBN7JwQnLYMcTsmSftai7R0nEOdNpZlWpsWtRZAJD7fZGQ1Fa/Qz/omtsiaut0RG2dXuRxS+tZ9Dn0srLCuHHjkJ2dDUtLSzg6OsLJyQlGRmUPtxMRERERERFVpP79+yM/Lw83Lp1Hl0/kB6vlMWhpLO1W7TBmikxXZAD4ZtNvWD17AiYNkP9Cz8R7d2DQsmC4t9/QUbh4+iRmjbCWbpu6eE2BcZ16WsP1i0Xw/GUtPH9ZK7PPov8gDHAeU+JrUXYN9ZtK7+f71+owZoo0yA4ANq3En31WRCfwO9Hil8PW1axXLrWWRl5uLm5cPIfx7j+U6ThERERlwU7ZRERERERUqGfPnuHgwYOYNGkS9PX10blzZ2zevBmGhob4/fff8fTpU1y6dAkrVqxAz5495QayJUaPGonoc3/h7RvF3qgp6dDcfdCnBfaZ2wzHyMX/vdHSdtJ8fHPoKubvDwEAxEWEyj2muc1wjF+5W9oxe+TiTbAe86XcsfZTv8X4lbthOcxNum3k4k0Y/e2WIjs0VxTVupoY+7+dMvVbDnPDjJ+Pw37qtwXGT/nxzwoZW97eD4KX11gAGP3tFoxcvEl6XaZWdhi5eBOGzPifQseRJ/bSGeS8egknp4rtJE5EVNFcXV1x8OBB7L2ags8O3UH261yhS6JKFJ38Ag67buG1WiOcD70AAwOD4icREVGFcnJywktRDv4Ov63QPEmH5jE2PQrsG27dBZvn/Pdv6/ljBiJ8z3cI3b4IgDhYK89w6y7Y881EacfszXM+xcwR/eSOXTLRQRz+dvgv3LR5zqfY8tWYIjs/V0V/rpgqc1/cHKxwYt1MLJnoUMxM+d4Pdxdny1djsHnOp9Lz21uYYfOcT7F88tBSnb8sjgRfg03//tDR0anU8xoYGOB86AW8VmuEIbtjEJ38olLPT1VHdPILDNkdw/WuEnByckLu65d4dvOcQvMknYwbW40ssK+RhRPauv0o/bql4xxYrgtFj1WnAADpt8PkHrORhRPaz9gm7Zjd1u1HNLefJndsq+EL0X7GNhj0Gy/d1tbtR7SdvL7IDs3KoJZmA5hO3SJzrbrmtmg/YxtMp26RW3/iGQ/p3PLQce5vMuc36DcenRd5odXwhaUe+35ouyg11DQL3IOialBU3tscPIvwxzjXMXj8+DG8vLxgaGiINWvWwNjYGGZmZliyZAmuXr2K/Pz8Mp+PiIiIiIiIqLzp6Oig/wAbnP3riMJzJd2qbYeNLbCvr4ML5n7/i/Rr1y8WYe+p69jhewkAcONSiNxj9nVwwTebfpOGd+d+/wtGTJH/vNjEr5bim02/wWHMFOm2ud//gq/XbEO9+pX/bF9F6uvggs2Hz0qv1aL/IHyz6TfMXrm50mrwPbALAIq9txVZ69WQ03j16gWf1yMiIkGp5PMTfyIiIiIi+ldeXh7Cw8Ph7+8PPz8/XL58GSoqKrC0tISdnR3s7OzQqVMnqKgo3j7z5cuXaNq8BQZO+x+6O7hWQPUfnoroSF1e5lrUU8q6ykrRe77765HoYtwE+/buqciyiIgqzeXLl+E4ZDDyX7/Aon4GGNmpIUrxY5+qiEzRW6w78xAeV5LRr29fHDp8BFpaWkKXRURE/3KbNBGPYq7Ba+XnQpdSJZS0I7UQtGxnKmVd8ih6H1MzsmE29n/wOnIEgwcPrsjSCpWRkYGRI4bjzN9/Y3y3Rpjf1wCaqjUEqYWUS6boLdz/ToTHlSdc7yqRCRPdEHjjIczm7he6lCqhpB2phXBqfGOlrKusFL3nSef+RNKx7/HoQQLU1NSk29++fYvz58/D29sbPj4+SEhIgIGBAYYOHQpnZ2f06dMHNWvWrJBrICIiIiIiIlLUX3/9hREjXPD7+Vho6Sj3S+iURUV2pC4rm1ZqSlmXPIrex++mDEObFo2xdw+f1yMiIuGwUzYRERER0UcuJSUFnp6eGDt2LPT09NC9e3fs3LkTpqamOHjwIFJTUxEcHIzFixfD3Ny8VIFsAFBTU8P3K1cg4Nfv8foVOxdVZQk3r8h0KP9YxV46g7hrIfh+1UqhSyEiKjfdu3dHVHQMhrtOxPzj8RiyOxq+0Wl4k8v3On5IUl+8wc/nE2G5+TpO3BFhx85f4RcQyIAKEZGSWbn41VzTAAAgAElEQVTqe4TcuIMzCnbLJuVyJea+TIfyD82KfX+hp2VPwQLZAKClpQW/gEDs2PkrTtx5jV5bovBLyCOkvngjWE0kLPF69xF6bYnCiTuvud5VMqu/X4n02xeQdjNY6FKoDDLiwmU6lH+sckUv8MB7HdasWikTyAaAGjVqoG/fvti0aRPu37+P8PBwTJ48GaGhobCxsUHDhg3h6uoKLy8vZGVlCXQFRERERERERGKDBw9GT0tL7P1xqdClUBnFRFyW6VD+IQk/fwrXL57DqpV8Xo+IiITFTtlERERERB+Zt2/f4vLly/D394e/vz/Cw8NRo0YNWFlZSbtht2/fvkLOnZubi06du6BRR2s4fLG8Qs7xIZF0bZZQls7UZw/8DOsxXwpdRrlS9F6/eS3Cxom9MXXSWCz97ruKLI2ISDCRkZFYvmwZTvj6oq5qTfRqqQkzvTpopFELdWtXF7o8UkBeHvD81VskpIsQ8fgVrt5/jnpaGvhs6nQsXLgQ9erVK/4gREQkiJUrV+D33Ttw7ud5qFObnRSLIunwLKEsnam3HD6DmSP6CV1GsUpz/8JjE2D31SaEX7sGMzOziipNIc+fP8cPP/yAndu3ISMzC12b10OnxqpooaMKLdXqqF6tdC8bJOWWm5ePDFEu7j8TIfKxCFcTuN5VditWrMSGX/ej8/8CUa2WqtDlKDVJ12YJZelMneC3Hc3tpwldRrkqzb2+e2gV6iSE4EZEOKpXL/lnJffu3YO3tzeOHz+O8+fPo2bNmujXrx8cHR3h6OiIRo0aKVw/ERERERERUVndvHkTnbt0wU9/nkKbjl2FLkfpSTo8SyhLZ+rDuzZhxJTZQpdRLEXv32vRK3zhaAm3ca5YupTP6xERkbAYyiYiIiIi+ggkJiZKQ9inTp1CRkYGWrRoIQ1h9+/fH3Xr1q2UWs6fPw9ra2tMWP0bOlgPqZRzVlXKGsr+EClyr/Pz8/HH8ql4GnsVt29FQ1WVD44S0Yft8ePH8PX1xamgIERGhCM5+Qkys18IXRYpoFq1atDW0oChoSG69egJe3t7DBgwgD/DiIiqAJFIBNO2bdC1VSPsXDAWKioMlBZGWUPZVYWi9y8p9TkGzNkIl0/HYsPGjRVZWqmIRCKcOnUKfn5+uHIpDHfj4/E8IxN5efyv8Q9RtWoqqKeliVZc71YZIpEIrdu0Q56BOdp+/jPAn2+FUtZQ9odI0Xv99OpJRP38GYLPnsUnn3xS6vOmpqbC19cX3t7eCAoKgkgkgoWFBRwdHeHk5ITWrVuX+thEREREREREipozdy7+OOiFjYfPQlevidDlKDVlDWVXFYrcv/z8fPzw9WTcvXEZMXxej4iIlABD2UREREREH6CcnByEhIRIg9hRUVFQU1ODtbU17O3tMXDgQBgbGwtW35o1a7F85UpM//k4mpvyrZpUtQTsWotgz824dOlihXWVJyIiIiIikoiKioJFjx6YPaIvFo2zF7ocIrx6nQOHhb+guroOzp47z4efiKhUoqKi0L2HBfTtpsPQeZ7Q5RApJOPuNUT+MALLly3F4kWLyu24L1++RGBgIHx8fHDixAmkpaWhXbt20oB2t27d+JIeIiIiIiIiqlAikQi9+1jjxZs8rNvvh9p11IqfRFTBPDZ9j8O7NuDSRT6vR0REyoGhbCIiIiKiD8T9+/elIezTp08jOzsbbdq0gb29Pezs7NC7d2+lekh27NhxOOHnjwlrfodhRwuhyyEqVn5+PoL2uiNwzzocPXIEQ4cOFbokIiIiIiL6SBw/fhzDhw3DwrF2mD9mIMM4JJj0rJcYu2I3EtNf4fLVcOjq6gpdEhFVYcePH8ewYcPRwukrtBw6hx2zqUp4/s9lRG+ZDCcHOxz4fX+FnSc3Nxfnz5+Hj48PfHx8cO/ePejr60sD2tbW1qhVq1aFnZ+IiIiIiIg+XikpKejarTu09Zpi2dY/oVFPW+iS6COVn58Pz1/WwnPLGhzh83pERKREGMomIiIiIqqiRCIRzp07B39/f/j5+eH27duoW7cu+vfvDzs7O9jZ2aFFixZCl1monJwcjBnjiuMnTmDkN5vR1W6U0CURFertm9c4uHoWrp8+hl937sSECROELomIiIiIiD4yHh4e+GzKFDj3NseWrz5F7Zo1hC6JPjJ3H6XA5budyK+pCt+/TqJt27ZCl0REHwAPDw9MnvIZGvYYijZu61GtBkOmpLweXziC2N1fY+jQIfjjgGelhqIjIyOlAe2IiAhoaWnB3t4ezs7OsLOzg6amZqXVQkRERERERB++mJgYDB7sgDeohlW7jqJJCyOhS6KPzJuc1/hp8QwEnzzC5/WIiEjpMJRNRERERFSFxMXFSUPYZ8+excuXL9G+fXtpCNvKyqpKdUbIz8/HsmXL8P3336PboE8xaNp30GygJ3RZRDLiI8PgvWEBsp4+gvexo+jTp4/QJRERERER0UcqODgYw5ydYFBfEz/MGAZLs1ZCl0Qfgbe5edjjG4KVv/2FDh074Zi3Dxo0aCB0WUT0AQkODoaj0zCo1NOHkesq1DPpIXRJRDJeP3+C+MNrkRRyCEu+/RbLly+HioCd3RMSEuDt7Q0fHx+cP38e1atXR9++feHk5IShQ4eicePGgtVGREREREREH47U1FQ4OTnjelQUJs5dBgfXKahenS+MpYoXdSUU21Z8jdTHiTjG5/WIiEgJMZRNRERERKTEsrOzcfr0afj7+yMgIAD37t2DlpYWBgwYIA1iGxgYCF1mmR09ehSz58xFWno6bCYtgOUwN9Suoy50WfSRS02Mh//O1bgWdAQ2NrbYuvUXtGrFwAMREREREQnr7t27+PKLGQgIDMJw6y74dsIgGOrrCl0WfYDy8/Nx6moMlvzqg/hHKZj71VdYvnw5ateuLXRpRPQBunv3LmZ88SWCAgOg19MJLZ3nQ61RS6HLoo9crugFEs94IOH4BjTQ0caWTRswbNgwocuSkZaWhr/++gve3t4ICAiASCRC9+7d4eTkBCcnJ5iYmAhdIhEREREREVVhr1+/xrJly/DThg1o0rwVPv9mLbp+MkDQl5XRhysp4S5+27ASf/t68Xk9IiJSagxlExEREREpmaioKPj7+8Pf3x8hISF4+/YtunTpAjs7O9ja2sLCwgI1anx4b5x89eoVVq9ejfXrf4JK9epobz0UJj36oUnrDtBsoAdVdQ2hS6QPWH5eHl5mPUfao3tIiL6K6HMn8U/4eRgatoL7uh/g7OwsdIlEREREREQyjh07hoUL5uNu/D307tQagyzM0LVtC7Rs3AD1NNRQjQ9EkYJEOW/wLPMFYh8k41zkHfiE3sDdh8kYOmQI1v/0E4yMjIQukYg+AseOHcPX8xfi/r27aNCuF3TMB0KrVWfUadgCNdS1oKJSTegS6QP29lUWcp4/RVZCFNKiziIt/CRU8nMx7+uv8M0336BOnTpCl1ikV69eISgoCD4+Pjh+/DhSU1PRpk0bODo6wtnZGd26dUO1avwzRERERERERIqLi4vDV19/jRPHj6NpSyNY2Tmjo0VvNDduC816OqhVW1XoEqmKyc/LQ1bmcyQlxOP29SsIO+WLyLBgGBq2wjo+r0dEREqOoWwiIiIiIoFlZGTg1KlT0iB2YmIidHV1YWtrC3t7e9ja2kJX9+PpePX8+XN4enri6DFvnD9/Dm9ycoQuiT4y9RvoYpC9HUaNGgV7e3s+pEZEREREREorLy8PJ0+exKFDB+Hv54eU1DShS6IPhFm7thjkMAQTJ05E27ZthS6HiD4ykp9vBw8ewl9+/khPSxG6JPrI1KxZC1affILhw5zh6uqKevXqCV2SwnJzcxEaGgofHx94e3sjPj4e+vr6GDJkCJycnNCvXz/UqlVL6DKJiIiIiIioiomJicG+ffvg+9dJ3Iq+KXQ59IFo0EAX9nxej4iIqhCGsomIiIiIKll+fj4iIyOlIewLFy4gPz8f3bt3h729Pezs7NClSxd+sAQgJycHMTExePz4MbKysoQup8oICQnB5s2bcejQIaFLqTKqVasGbW1tGBoaokWLFkKXQ0REREREVCr3799HfHw80tPTkZeXV+z4rKwsbN++HeHh4XBxccHw4cMroUphvXz5EhMnTsSiRYvQuXNnoctRKrVr10b9+vVhampaJcNnRPThUvTnGwGBgYHw9vbG1q1bhS6lStHQ0EDjxo3Rtm3bDy6wfOPGDfj4+MDHxwfh4eHQ1NSEvb09nJycYG9vDy0tLaFLJCIiIiIioirm+fPniI6ORlpaGl6/fi10OUpp5MiRmDVrFqysrIQupcKkp6fjhx9+QFJSEtzc3GBtbV2ieXxej4iIqjKGsomIiIiIKsGzZ88QFBQkDWInJydDT08PdnZ2sLOzg42NDXR0dIQukz4QBw4cgKurK/jPPSIiIiIiIirM6dOnMX78eNSoUQMeHh7o06eP0CVVGhUVFRw5cgTDhg0TuhQiIqIKsXHjRmzYsAEJCQlCl0JK6MGDB9KAdnBwMKpVq4a+ffvCyckJQ4cOhb6+vtAlEhEREREREX0QVFRU4OnpiTFjxghdSoXKycnBt99+i/Xr12PUqFHYvn07XwBHREQfNLbeIyIiIiKqALm5uQgLC8PSpUvRs2dPNGzYEGPHjkV8fDxmzZqFa9euISkpCXv37sWoUaMYyCYiIiIiIiKiSpGTk4MFCxbA1tYWvXr1QmRk5EcVyAbED0GJRCKhyyAiIqow/DlHRWnWrBlmzpyJU6dO4enTp9i1axfq1q2LefPmwcDAAD169MDatWsRExMjdKlEREREREREVAXUqlUL7u7uCAgIwNmzZ9GpUydcuHBB6LKIiIgqDEPZRERERETlJDk5Gfv27cPo0aPRsGFDWFpaYv/+/ejUqRMOHjyI1NRUBAcHY/HixTA3N4eKiorQJRMRERERERHRRyQ2NhY9e/bEtm3b8Ouvv+LQoUPQ1tYWuqxKp6mpybAaEREREQBtbW2MGzcOhw8fRmpqKo4fP4727dtjw4YNaNeuHUxMTLBw4UKEhYUhLy9P6HKJiIiIiIiISInZ2Njgxo0bMDU1RZ8+fbBy5Urk5uYKXRYREVG5qyF0AUREREREVdXbt29x4cIF+Pv7w9/fH5GRkahduzZ69+6NJUuWwN7eHm3atBG6TCIiIiIiIiIi/Prrr5gzZw5MTU1x7do1GBsbC12SYKpVq4bXr18LXQYRERGRUlFVVYWDgwMcHByQm5uLsLAweHt748iRI1i3bh309PQwdOhQODo6on///qhdu7bQJRMRERERERGRktHV1cWJEyewZcsWLFy4EKdOncL+/fvRrFkzoUsjIiIqN+yUTURERESkgMTEROzatQsjRoxAgwYN0KdPH3h5eaFXr17w9fVFWloaAgICMHfuXAayiYiIiIiIiEhwaWlpGD58OKZNm4ZZs2YhNDT0ow5kA4CGhgZevXoldBlEREQVqlatWkKXQFVY9erVYWVlhR9//BFxcXGIiorCl19+ifDwcDg4OEBXVxcjR47EH3/8gefPnwtdLhEREREREREpERUVFcyaNQuXLl1CamoqOnXqhCNHjghdFhERUblhp2wiIiIioiLk5OQgJCRE2g07KioKampqsLa2xqpVq2BnZwcjIyOhyyQiIiIiIiIiKuDMmTOYMGECVFRUcPr0aVhbWwtdklKoXr06cnJyhC6DiIioQtWpU0foEugDYmZmBjMzM3z77bd4+PAhjh8/Dm9vb0yYMAEAYG1tDScnJzg6OqJJkyYCV0tEREREREREyqBDhw64cuUK5s2bhxEjRmDy5MnYtGkT1NXVhS6NiIioTNgpm4iIiIjoPXFxcfj555/h5OSE+vXro3///jhx4gQGDBiAgIAApKWl4a+//sKXX37JQDYRERERERERKZ03b95g0aJFsLGxQY8ePRAZGclA9jvq1q2Lly9fCl0GERFRhXnx4oXQJdAHrGnTpvjiiy8QFBSEJ0+eYO/evahXrx4WLlyIpk2bolu3bli9ejWio6OFLpWIiIiIiIiIBKampoatW7fC29sb3t7e6NKlC65duyZ0WURERGXCUDYRERERffRevnyJkydPYubMmTA2NoaxsTGWLFmCatWqwd3dHffu3UNMTAx++ukn2NraQlVVVeiSiYiIiIiIiIjk+ueff2BpaYmff/4ZO3fuxOHDh6GjoyN0WUqlRo0aePPmjdBlEBERVZi3b98KXQJ9JLS1teHq6opDhw4hJSUFJ06cgLm5OTZv3gwzMzO0bt0a8+fPR2hoKPLy8oQul4iIiIiIiIgE4ujoiOvXr6NJkyawtLTE+vXrkZ+fL3RZREREpcJQNhERERF9lG7fvo0NGzZg4MCBqF+/PhwcHBAaGgoXFxcEBwcjNTUVR48exbRp09CiRQuhyyUiIiIiIiIiKtbu3bvRuXNn5Ofn49q1a5g8ebLQJSkldXV1ZGdnC10GERER0QdFVVUVgwcPxs6dO5GUlISQkBA4OTnBx8cHVlZWaNy4MT7//HP4+vpCJBIJXS4RERERERERVbImTZogKCgIy5Ytw+LFi2Fvb4/k5GShyyIiIlIYQ9lERERE9FHIzs6Gj48Ppk+fjpYtW6Jt27ZYtWoVtLW1sW3bNiQlJeHatWtYvXo1evfujRo1aghdMhERERERERFRiTx79gwjRozA559/ji+++AJhYWFo3bq10GUprVq1aiE3N1foMoiIiIg+WNWqVUOvXr2wbt06/PPPP4iOjsbs2bMRGRmJoUOHQldXFy4uLvD09ER6errQ5RIRERERERFRJalWrRoWL16MkJAQxMXFoWPHjvDz8xO6LCIiIoUwaUJEREREH6yoqCj4+/vD398fISEhePt/9u47Pqf7cf/4K5uYRQhVo0bt0UjUDGLcUZLYW9FS1FaqRttPq6VGzZaq2rNKEqS5JfYWQmw1ggpSSZAgRtbvD9+m9bNJnESu5385533u+0oeD8597vO+zjs+HicnJzp16oS7uzsuLi5YWVkZHVNERERERERE5IVt3ryZzp07k5SUREBAAG5ubkZHSvMyZ87MjRs3jI4hIiKSquzt7Y2OIJKsTJkylClThuHDh3Px4kVWr16Nt7c33bp1IzExkTp16uDp6YmnpydvvfWW0XFFREREREREJJW5uLiwf/9++vTpw/vvv0+/fv34/vvvsbOzMzqaiIjIU2mlbBERERF5bVy9epUVK1bQvXt33nrrLSpUqMD48ePJnz8/c+bMITw8nKCgIL7++muqVaumQraIiIiIiIiIpFtxcXEMHz4cNzc3nJ2dCQkJUSH7GdnZ2ZGYmGh0DBERkVRlY2NjdASRR3rzzTfp1asXAQEB/P333yxYsIBcuXIxfPhwChcuTJUqVRg9ejSHDx82OqqIiIiIiIiIpKLs2bOzYMECFi5cyNy5c6latSrHjx83OpaIiMhTqZQtIiIiIulWYmIie/fu5ZtvvqF69erkzZuX9u3bc+zYMXr06EFQUBDh4eEsWrSIDh064ODgYHRkEREREREREZGXdvr0aWrUqMGUKVOYOXMmK1euJHfu3EbHSjcyZcpETEyM0TFERERSTXR0tNERRJ5Jzpw5adeuHcuXLyciIgI/Pz+cnJz46aefqFChAsWLF+fTTz9l27ZtJCQkGB1XRERERERERFJBhw4dOHDgAJkzZ6ZKlSr8/PPPRkcSERF5IpWyRURERCRdiYiIYPHixXTs2BFHR0dcXFyYNWsWZcuWZfny5URGRrJjxw5GjRqFs7Mzlpb6yCsiIiIiIiIir485c+ZQuXJlEhIS2L9/P927dzc6UrqTKVMmkpKSjI4hIiIiIv9hZ2eHu7s7P//8M2FhYezcuZOWLVuyZs0aateuTf78+fnoo49Ys2YNt2/fNjquiIiIiIiIiKSgt99+m23btjFw4EA++eQTmjdvTlRUlNGxREREHkkNFRERERFJ0xISEti1axdffPEFLi4uODo60q1bNy5fvsyQIUM4dOgQFy5c4JdffqFFixbkyJHD6MgiIiIiIiIiIinu2rVrtG7dmu7du9OzZ0927drFO++8Y3SsdMnOzk4riIqIiIikYZaWllSrVo2xY8fy559/cvz4cQYNGsSRI0fw9PTEwcGBFi1asHDhQq5evWp0XBERERERERFJAdbW1owePZoNGzawb98+KlWqxObNm42OJSIi8hCVskVEREQkzQkPD2fevHm0bduWvHnzUr16dRYuXIiTkxOrVq0iKiqKDRs2MGTIEMqXL290XBERERERERGRVLVlyxYqVarEjh07WLduHePHj8fW1tboWOlW5syZSUxMNDqGiIiIiDyjUqVKMWzYMHbv3k1YWBgTJ07k1q1bfPTRR+TLl4/69eszdepU/vrrL6OjioiIiIiIiMhLcnV1JSQkBBcXF9zc3BgxYgTx8fFGxxIREUmmUraIiIiIGO7evXts3bqV4cOH8+6771KgQAF69erFtWvXGDlyJMePH+fs2bPMmDEDT09PsmbNanRkEREREREREZFUFx8fz4gRI3Bzc+Pdd9/l0KFD1K9f3+hY6Z6trS03btwwOoaIiEiqyp49u9ERRFJFgQIF+PjjjzGbzURERLBw4UIcHBwYNWoUhQsXxsnJiW+++YaDBw8aHVVEREREREREXlCuXLlYuXIlM2bMYPLkydSsWZPQ0FCjY4mIiAAqZYuIiIiIQc6dO8fMmTPx8vIid+7cuLq6smLFCmrUqMHatWuJiopi3bp1DBw4kFKlShkdV0RERERERETklTpz5gw1atRg8uTJ/Pjjj3h7e5M7d26jY70W7O3tSUhIMDqGiIhIqomLi8PCwsLoGCKpLnv27LRt25alS5cSERGB2WzG2dmZmTNnUqlSJYoVK8agQYPYunWrPv+JiIiIiIiIpEM9evRg37593Llzh8qVK7N48WKjI4mIiKiULSIiIiKvxp07dwgICGDQoEGULl2aokWLMmTIEADGjx9PaGgop06dYtq0aTRu3Bh7e3uDE4uIiIiIiIiIGGP+/PlUrlyZuLg49u3bx8cff2x0pNeKjY0NN2/eNDqGiIhIqomNjTU6gsgrZ2trS6NGjZg5cyZhYWHs3r2b1q1b4+/vj6urK46OjnTr1g1fX19u375tdFwREREREREReUalS5dmz549dO3alU6dOtG5c2diYmKMjiUiIhmYStkiIiIikmpOnz7N9OnTef/998mdOzeNGjVi/fr1NG3alA0bNhAVFYWPjw89e/akaNGiRscVERERERERETHU9evXadu2LV27dqVHjx7s2rWL0qVLGx3rtZM1a1bi4+ONjiEiIiIiqcTCwoKqVasyZswYjh8/zp9//smnn37KiRMnaN68OXny5KF58+bMnz+fqKgoo+OKiIiIiIiIyFPY2dkxefJk/Pz8CAgI4N133yUoKMjoWCIikkGplC0iIiIiKSY2NpY//viDvn37UqJECUqUKMHIkSPJnDkzU6ZM4cKFCxw6dIhx48ZRr149bG1tjY4sIiIiIiIiIpImbNu2jYoVK7J161bWrVvHhAkTsLOzMzrWa8nKyopbt24ZHUNEREREXpGSJUvy2WefsXPnTsLCwpg0aRJ37tzh448/Jl++fNSrV48pU6Zw7tw5o6OKiIiIiIiIyBO4u7tz8OBBSpQoQY0aNfjuu+9ITEw0OpaIiGQwKmWLiIiIyEs5ceIEkyZNolGjRuTOnZsmTZqwY8cOWrVqxZYtW4iMjOT333/no48+omDBgkbHFRERERERERFJU+Lj4xk1ahR169alUqVKHDx4kAYNGhgd67WWLVs24uLijI4hIiKSqqytrY2OIJIm5c+fnx49evDHH38QERHBkiVLcHR05Msvv6Ro0aJUrlyZ//3vf4SEhBgdVUREREREREQeIV++fPzxxx+MGzeOr7/+Gjc3N8LCwoyOJSIiGYhK2SIiIiLyXKKjo1m5ciXdu3enUKFClC5dmtGjR/PGG28wY8YMLl26xP79+/nuu++oXbu2Jv2IiIiIiIiIiDxGaGgotWrV4ocffmDatGn4+vri4OBgdKzXnqWlJbGxsUbHEBERSVVZsmQxOoJImpctWzZat27NkiVLuHLlCgEBAVSrVo1ffvmFypUrU7RoUQYMGMDmzZtJSEgwOq6IiIiIiIiI/B8LCwsGDhzIrl27CA8Pp1KlSnh7exsdS0REMgiVskVERETkiZKSkjhw4ABjxozB1dWVPHny0KZNG44ePUr37t3ZtWsXV65cYdmyZXTp0gVHR0ejI4uIiIiIiIiIpHkLFy6kcuXK3L59m71799KrVy+jI2UY2bNnB+DevXsGJxEREUkdt2/fNjqCSLpja2tLgwYN+Omnn7hw4QJ79uyhffv2BAYGUrduXfLly0eXLl3w9vbWA35ERERERERE0ojKlSsTHBxMs2bNaN68Ob169dJ1u4iIpDotWygiIiIiD7l69SqBgYGYzWbMZjPh4eE4OjpiMpno3bs3DRo0IFeuXEbHFBERERERERFJd6Kjo+nVqxfLli1jwIABjBkzBjs7O6NjZSgWFhbA/cKara2twWlERERS3r1798icObPRMUTSLQsLC1xcXHBxceHbb7/l1KlTeHt7s3r1alq2bEmmTJlo0KABnp6eNG3alDx58hgdWURERERERCTDsre355dffsFkMtG9e3e2bt3K0qVLqVChgtHRRETkNaWVskVERESExMRE9u7dyzfffEP16tXJmzcvHTt2JDQ0lH79+rF//34uXbrE3LlzadOmjQrZIiIiIiIiIiIvYMeOHVSsWJFNmzbh7+/PDz/8oEK2AXLkyAHAnTt3DE4iIiIiIulBiRIlGDp0KNu3b+fSpUtMnjyZuLg4evfujaOjI3Xq1GHSpEmEhoYaHVVEREREREQkw2rRogUhISHkyZOHqlWrMnXqVJKSksxaw2kAACAASURBVIyOJSIiryGVskVEREQyqIiICBYvXkzHjh1xdHTExcWFWbNmUbZsWZYvX05kZCRbtmzh888/p3LlyskrCImIiIiIiIiIyPOJj4/nyy+/xNXVlfLly3Po0CEaNWpkdKwMy9Ly/i3Su3fvGpxERERERNKbfPny0b17d/z8/IiIiGDp0qUULFiQr7/+mmLFilGpUiW+/PJL9u/fb3RUERERERERkQynUKFCbNy4keHDhzN48GCaNm1KRESE0bFEROQ1o1K2iIiISAYRHx/P1q1bGT58OM7Ozjg6OtKtWzcuX77MkCFDOHToEBcuXOCXX36hRYsWySsGiYiIiIiIiIjIizt79iyurq6MHz+eKVOmsHr1ahwcHIyOlaFly5YNgNu3bxucREREJPVkypTJ6Agir72sWbPSqlUrFi1axJUrVwgMDKRmzZrMnTsXJycnChcuTP/+/dm4cSPx8fFGxxURERERERHJEKysrBg1ahRbt27l2LFjVKhQgXXr1hkdS0REXiMqZYuIiIi8xsLCwpg9ezYtW7YkT548uLq6smLFCt577z1WrVpFVFQUGzZsYMiQIZQvX97ouCIiIiIiIiIir5XFixdTqVIlbt68yd69e/nkk0+wsLAwOlaGZ2VlBcC9e/cMTiIiIpJ67OzsjI4gkqHY2NhQv359pk+fzvnz59m7dy+dOnVi48aNuLm5kS9fPjp37syqVau4deuW0XFFREREREREXnvVqlUjJCSEunXr4u7uzqeffsrdu3eNjiUiIq8Ba6MDiIiIiEjKuXfvHtu3b8dsNmM2mzl8+DD29vbUqVOH0aNHYzKZKF68uNExRUREREREREReazExMfTu3ZslS5bQr18/xo4dq9Uq05CsWbMCEBsba3ASERGR1HHjxg2jI4hkaBYWFlSpUoUqVaowevRozpw5g7e3N76+vrRu3RpbW1vq16+Pp6cnHh4eODg4GB1ZRERERERE5LWUPXt2lixZgslkok+fPmzatIklS5bwzjvvGB1NRETSMa2ULSIiIpLOnTt3jpkzZ+Ll5UXu3Llxc3NjzZo11K9fn3Xr1hEVFYWfnx99+vRRIVtEREREREREJJXt3LmTSpUqsX79ev744w8mT56sQnYaY219/7nVcXFxBicRERFJHYmJiUZHEJH/KFasGJ9++inbtm3j0qVLTJs2jaSkJPr06UP+/PmpXbs2EydO5MyZM0ZHFREREREREXktde7cmf3792NlZYWTkxO//vqr0ZFERCQdUylbREREJJ25c+cOAQEBDBo0iNKlS1O0aFGGDBkCwPjx4zl79izHjx/nhx9+oGHDhpr0KyIiIiIiIiLyCsTHx/O///0PV1dXSpcuzaFDhzCZTEbHkkfIkiULALdu3TI4iYiIiIhkNHnz5uXDDz9kzZo1REZGsnz5cooUKcK3335L8eLFqVChAqNGjSI4OJikpCSj44qIiIiIiIi8NooXL86OHTvo06cPPXr0oHXr1ly/ft3oWCIikg5ZJOnbWxEREZE078SJE5jNZgIDA9m8eTOxsbGUL18ek8mEyWSiZs2a2NraGh1TRAwye/ZsTp48iaXl/eduhYaGsm3bNj744IPkMYmJibRr147KlSsbFVNEREREROS1de7cOTp27EhwcDDjxo2jT58+WFhYGB1L/k9ERATe3t4kJiYSHR1NXFwcU6ZMoVGjRuTIkYP4+HjCw8OxtrZm5cqVRscVERF5LufPn2f8+PFkzZo1eZu/vz85cuSgevXqZMuWDWtrazJnzky/fv0MTCoiTxIfH8+WLVvw9fXF19eXv/76i0KFCuHh4YGnpyd16tTB2tra6JgiIiIiIiLyGHv27GHlypXJc/gA5s+fT61atXj77beB+3P4ypYt+8C8PjHGhg0b6Ny5M9bW1ixevJiaNWsaHUlERNIRlbJFRERE0qCbN2+yYcMGzGYzZrOZc+fOkStXLtzc3GjYsCEmk4mCBQsaHVNE0oh/Jvrb2dk9dszdu3cZNmwYY8aMeVWxREREREREMoSlS5fSq1cvChUqxOLFiylfvrzRkeT/079/f6ZOnYq1tTVWVlYP7EtMTAQgLi4OQKsRiohIuvP777/TqlWrR57n/nH37l0ALl++jKOj46uMJyIvKDg4OLmgfejQId544w3ef/99PD09MZlMDzyIQURERERERIw3aNAgJk2a9NQ5fKB7EWlFZGQkH374IX5+fowcOZKRI0fqgWgiIvJMVMoWERERSSMOHz6cXMLevn078fHxODk5YTKZcHd3x8XF5bGTaUQkYxswYAAzZszg3r17Txy3bds2PdFRREREREQkhcTExNCnTx8WLVpEnz59GDduHJkyZTI6ljzCxo0bcXNze+IYW1tb+vbty4QJE15RKhERkZRx69YtcufOnTyp91EsLCyoUKECISEhrzCZiKSU0NBQfHx88PX1ZceOHdjY2FC/fn08PT3x8PAgb968RkcUERERERHJ8LZv306tWrWeOMbW1pZevXoxefLkV5RKniYpKYmZM2cyePBg3n33XRYtWkSRIkWMjiUiImmcStkiIiIiBomOjmb9+vXJReywsDAcHBxo2LAh7u7uNGzYEAcHB6Njikg6EBQURNWqVZ84pkCBAoSFhSWvqi0iIiIiIiIvbvfu3XTo0IGbN28yd+5cGjdubHQkeYKkpCQKFSpEWFjYE8dt376dGjVqvKJUIiIiKadly5b4+voSHx//yP3W1tZMmDCB/v37v+JkIpLSIiMjWb16Nb6+vgQGBnL37l2qVauGl5cXXl5eFC9e3OiIIiIiIiIiGVJSUhIFCxbk0qVLTxy3Z88eXFxcXlEqeVZHjx6lXbt2/PXXX8ycOZO2bdsaHUlERNIwS6MDiIiIiGQUSUlJHDhwgDFjxuDq6kqePHlo06YNR48epUePHgQFBREeHs6iRYvo0KGDCtki8sxcXFwoVKjQY/fb2NjQuXNnFbJFREREREReUkJCAqNHj6ZWrVqULFmSQ4cOqZCdDlhYWNCjRw9sbGweOyZ37txUq1btFaYSERFJOe3atSMhIeGx+5OSkmjXrt0rTCQiqSVPnjx069YNX19fIiMj+f333ylWrBhjx46lRIkSlCtXjhEjRrBv3z60VouIiIiIiMirY2FhQefOnZ94L6JQoUIqZKdRZcuWJSgoiE6dOtG+fXu6du3KzZs3jY4lIiJplFbKFhEREUlFERERrF+/noCAAMxmM+Hh4Tg6OmIymTCZTDRo0IBcuXIZHVNEXgMjR45k3LhxxMXFPXL/oUOHKF++/CtOJSIiIiIi8vo4f/48HTt2ZN++fYwdO5Z+/frp4VfpyIULFyhcuPAjiyk2NjZ07dqVn3/+2YBkIiIiL+/27dvkzp2b27dvP7TPysoKNzc31q1bZ0AyEXlV4uPj2bZtG76+vvj4+HD+/HkKFiyIh4cHXl5e1KlT54nFABEREREREXl5hw8fpkKFCo/cZ2Njw9ChQxk9evQrTiXPa82aNXz44YfkzJmTJUuWUKVKFaMjiYhIGqNStoiIiEgKSkhIICgoCH9/f8xmM8HBwVhZWVGtWrXkInalSpU0YVdEUtyxY8coW7bsI/eVKFGCkydPvuJEIiIiIiIir49ly5bRq1cv3nzzTZYsWfLYCTWSttWvX5/Nmzc/ciVRf39/TCaTAalERERSRtu2bVm1atVDD+60sLBg0aJFtG/f3qBkImKEAwcOJBe0Dx48SM6cOWncuDFeXl6YTCayZctmdEQREREREZHXUsmSJTl16tQj9x09epQyZcq84kTyIi5fvkznzp3ZsmUL3377LYMHD8bS0tLoWCIikkaolC0iIiLyksLDwzGbzZjNZgIDA7l69SpFihRJLmG7ubmRNWtWo2OKSAZQrlw5jh079sCqXzY2Nnz55ZeMGDHCwGQiIiIiIiLp040bN+jbty8LFiygd+/eTJgwgUyZMhkdS17Qb7/9Rrt27UhMTHxge5YsWYiKisLOzs6gZCIiIi/Px8eH5s2b8/9PA8qcOTORkZHY29sblExEjHb27Fl8fX3x9fVl27ZtWFtb4+bmhqenJ56enuTLl8/oiCIiIiIiIq+Nb7/9lv/9738PPDjPwsKCMmXKcOTIEQOTyfNKTExk4sSJjBgxAldXVxYsWED+/PmNjiUiImmAStkiIiIizyk+Pp6dO3cmF7FDQkKws7Ojdu3amEwm3N3dKVWqlNExRSQDGjduHCNHjnzoC93Tp0/z9ttvG5hMREREREQk/QkKCqJ9+/bExMQwZ84cmjRpYnQkeUn37t0jb968REdHJ2+ztramefPmLF++3MBkIiIiL+/u3bvkypWL2NjY5G02Nja0bduWBQsWGJhMRNKSyMhI1q5di6+vLwEBAdy5c4eqVavi5eWFl5cXJUuWNDqiiIiIiIhIuhYaGkrx4sUfWlhl9OjRDB061MBk8qL27dtH+/btuX79Or/++itNmzY1OpKIiBjM0ugAIiIiIulBWFgYs2fPpmXLluTJkwdXV1dWrFhBjRo1WLt2LVFRUaxbt46BAweqkC0ihmnTpg3x8fHJP1tYWODk5KRCtoiIiIiIyH8kJiZy4cKFx+5PSEjgu+++o0aNGhQvXpxDhw6pkP2asLW1pUuXLtja2iZvS0hIoGXLlgamEhERSRl2dna0aNECGxub5G1xcXF07tzZwFQiktbkyZOHLl264O3tTUREBCtXruSdd95h/PjxvPPOO5QtW5bPP/+coKAgtNaLiIiIiIjI83v77bdxcnLCwsIieVt8fDxt2rQxMJW8jCpVqrB//36aNGmCp6cnffv25c6dO48df+bMGRISEl5hQhERedVUyhYRERF5hLt377Jx40aGDh1KhQoVeOutt+jfvz+3b99m9OjRnDp1ilOnTjFt2jQaN26Mvb290ZFFRChcuDAuLi5YWt6/1LOysqJTp04GpxIREREREUlbxowZQ6FChVi2bNlD+/766y/q1avH119/zbhx4/D398fR0dGAlJJaunXrxr1795J/tra2xt3d3cBEIiIiKadNmzbExcUl/+zg4EC9evUMTCQiaZm9vT1eXl7MnTuX8PBwNm3aRMOGDVm+fDlVq1alYMGC9O7dm3Xr1j3wGVpERERERESerFOnTlhZWQFgaWmJi4sLhQsXNjiVvIysWbMyZ84cli5dyqJFi3B2dubIkSMPjfP19aV48eIMHDjQgJQiIvKqWCTpkZYiIiIiAJw+fRqz2Yy/vz+bN28mNjaWUqVK4e7ujslkonbt2mTKlMnomCIiTzRjxgz69u1LQkIClpaWXLx4UQUCERERERGR/xMcHMx7771HfHw8WbNm5ciRI8mTYH777Tc+/vhjChQowJIlS6hYsaLBaSW1VKpUiUOHDmFpaUnDhg35448/jI4kIiKSIu7du0eePHm4ceMGNjY2DBgwgHHjxhkdS0TSoYMHD+Lj44Ovry8HDhwgR44cuLu706xZM0wmE9mzZzc6ooiIiIiISJoVHh7Om2++SWJiIlZWVkybNo1evXoZHUtSyPnz5+nQoQPBwcFMnDiRXr16YWFhwcWLFylbtizR0dFYWFiwYcMG6tata3RcERFJBSpli4iISIYVGxvL5s2b8ff3x2w2c/r0aXLkyEH9+vUxmUw0bNiQQoUKGR1TROS5REZG4ujoSEJCAnXr1mXjxo1GRxIREREREUkTYmNjqVChAufPnyc+Ph4bGxucnJwwm80MHDiQefPm0bNnTyZMmIC9vb3RcSUVzZgxg969ewMwe/ZsPvzwQ4MTiYiIpJxu3boxd+5cAEJCQvSgGRF5aefPn8fX1xcfHx+2bduGpaUl9erVw8vLCw8PD/Lnz290RBERERERkTSnXr16bNq0CSsrK8LDw8mTJ4/RkSQFxcfHM3r0aEaPHs3777/PrFmzaNWqFbt37yYuLg4rKyvy5cvH0aNHyZkzp9FxRUQkhamULSIiIhnKiRMnkkvYW7du5e7du1SqVAmTyYTJZKJ69epYW1sbHVNE5KW4uLiwd+9e5s6dS5cuXYyOIyIiIiIikib06tWL2bNnEx8fn7zNysoKd3d39uzZw+zZs/Hw8DAwobwq0dHRyRNgrly5goODg8GJREREUs66deswmUzY29tz69Yto+OIyGsmKioKPz8/fH19MZvN3LlzB2dnZ5o1a4anpyelSpUyOqKIiIiIiEiaMG/ePLp27YqzszNBQUFGx5FUsn37djp06ECxYsXYsmULiYmJyftsbGxo1aoVixcvNjChiIikBpWyRUTSmEuXLrF27VoC168n+EAIV8LDuXXzhtGxJI2wtctEzjfeoFy5ctSpXQt3d3eqVKlidKw07ebNm2zYsAGz2YzZbObcuXPkypWLBg0aJBexHR0djY4pIs/g9u3brF+/HrPZzJ6gvYSGhhJ9/doDX2KJPAu7TJl4441clC1bFledT0VEREREMgQ/Pz+aNm3Ko26LWVpasnbtWtzd3Q1IlvL+e/28d89uQs+e5dr1aF0/y3PLZGdHrjdyUrZcOWrVdtX1s4gY6r/nt517gjgbepYb0fp+WJ7fP/dby5YtS13X2jq/ibyE27dvExgYiK+vL2vWrCEiIoJSpUrh6emJl5cXLi4uWFpaGh0zRf33fLRrz17OhoYSo/ORvADN/xEREZHXzX/nvx8IOUj45cua/y7J7OwykTNXLsq9pvP1NmzYQKNGjUhISHjk/mXLltGmTZtXnEpERFKTStkiImlESEgIX3z5FX5+a7Gzz0buMjXIXqQCmXLmxcY+q9HxJI1IuHeXezevERP2J9eP7+D6pbOULluOkcM/p127dlhYWBgdMU04fPhwcgl7+/btxMfH4+TkhMlkwt3dHRcXF6ysrIyOKSLP6Pr163z//ffM/HkWN27EUKKiC0XLVSFvwaLYZ8uBpf49P1Lc3TvY2GUyOkaaFHf3Ljejr3LxzAlO7tvK5b9CKVuuPMM/H6bzqYiIiIjIaygiIoLSpUtz7dqjJ8pbWVlRoEABjhw5Qvbs2Q1ImDL+uX6e9fNMYmJu4Fy6CFVKFKBo/tzkyJLptStDvKyExESSksDaSn+Xx7kbF8/VmFj+vPA3246cJ/TiFcqXLcOw4SN0/Swir8w/57cZM+9/P/xGCScyF32XzHkLY22fA3R+e6TE+HtYWtmA/q9+SGLcXeJvXiP24klundxJzGXdbxVJCQkJCezYsQNfX198fHwIDQ0lf/78eHh44OXlRd26dbGzszM65gtLPh/9PIsbMTE4lq5CzuLvks2xKLZZsmNhqfuV8nwS7t3l7o2rRF84SeSxHVy7GEqZsuUZMVz3K0VERCR9+e/898xZslHs3VoUKFmR7LnzYZclm9HxDBd/7w7WtprDF3/vDrHR1wg/e4JzIdv4+zWar3fjxg3KlSvHxYsXH1nKtrCwIFu2bBw7dow333zTgIQiIpIaVMoWETFYZGQkX3z5JbN+nsUbxSpQrMkn5K/S6P5NcpGnuH7uMKH+szm/9TeqOLsw48fpODk5GR3rlbt69SqBgYGYzWYCAgK4dOkSDg4ONGzYEHd3dxo2bIiDg4PRMUXkOSUmJjJv3jyGfjaMuIREGnXuR22vTmR7I4/R0eQ1c/7EQdYvmcmOtUup4uzCTxn0fCoiIiIi8rpq0qQJAQEBxMXFPXaMjY0NrVu3ZtGiRa8wWcr45/p52GdDSYy7Rx+vGnRsUIU8ObIYHU1eM4dCL/Hzml0s2xiMi7Mz03/8SdfPIpJq/jm/DRk6jNi4BPI36oVj7bbYZMttdDR5zdw8f4RL63/l7x0rqFLFhRk/6fthkZRw+PBhfHx88PX1JTg4mOzZs2MymWjWrBnu7u7kyJHD6IjPJPl89Nkw7sQlUsqjN8XqtydTdp2PJGVdDT3MCb9fCN2csef/iIiISPoRGRnJl19+yc+zZvFWqUrUbt+PsjXdsbLW/Hd5uosnD7F9xUz2+S/DOZ3P1+vYsSO//fbbU+9D1qxZkw0bNqTrArqIiPxLpWwREQMFBQXRpKknsfFJlGrzOYVd2+pp5fJCrp87zNH5o7hyYg/fjx3LkCFDjI6UqhITEwkODsZsNuPv709QUBAWFhZUr14dk8lE/fr1cXJy0uo/IulYdHQ0rVq1ZuOmjdRr9SHNeo/EPlv6mJwh6df5EwdZOn4YJw/sYmwGOJ+KiIiIiGQEs2bNomfPnjzr7bAJEyYwePDgVE6VcqKjo2ndqiUbN26iW+OqDO/QgBxZtOKCpK5DoZf4fPYf7D56VtfPIpIqoqOjadGqFZs2biJ/vc4UbjYUa/vsRseS19zN80c4t/QLrp0MyhD3W0Vepb/++ovVq1fj4+PDli1bsLS0pG7dunh6euLp6UmBAgWMjvhI0dHRtGzVmo0bN/KOqQsV2n2GbRbdr5TUdTX0MPvnjiT8WMaY/yMiIiLpU1BQEE09PLmXAI0+HkWVxu1VNJUXcvHkIdZM+ZzQg+lzvt7q1avx9PR8prGWlpb88MMP9O/fP5VTiYjIq6BStoiIQVasWEGnzh+Qt2JdKveahnXmrEZHkvQuKYnQgLkcmj+Krl27MOOnn7CxeX2eOBcREUFAQAD+/v4EBAQQERFBwYIFMZlMyUXs9PI0bRF5srNnz/J+k6ZEXo+h76SlFHqngtGRJANJSkpi42+/sGT8MLp26cJPr9n5VEREREQkIzl58iQVK1bkzp07jx1jY2NDfHw8FhYW5MuXj/Xr11OmTJlXmPLFnT17lqbvNyb66hWWDO9I+bfzGx1JMpCkpCR+/WM3n//iR5euXfjppxm6fhaRFHH27Fnc329CWGQM7/SdS9ZCZY2OJBlJUhKXNs4jdMmXdOnShZkz9P2wSEq7du0aa9euZfXq1fj7+xMbG4uzszPNmjXDw8MjzVyPnT17lsbvN+FSVAy1hi0gV9FyRkeSjCQpiT/Nc9n368jXcv6PiIiIpG8rVqygc+cPKPmeG21GzsTOXvPf5eUkJSWxc9VsVk/+nC7p7PPvn3/+SZs2bTh+/Dj37t3DxsbmqStmh4SEpJlrXxEReXEqZYuIGGDx4sV06tSJEk17U7b9SCwstJqvpJy/D20meHJ33Bs1YOXvK9Lt0+cSEhIICgrC398fs9lMcHAw1tbW1KxZM7mIXb58eaNjikgKCwsLo+p71bDP5UjfSUvJkSef0ZEkgzqyayMzhnamUYMG/J6Oz6ciIiIiIhlVXFwcVatW5ciRIw9NfrC1teXevXtkz56dJk2a0KRJExo1akSuXLkMSvv8wsLCqFbVhXzZbFkyogN538hmdCTJoDYeOEXXccto0LARK35fqetnEXkpYWFhOFd9j7v2eXmn71xsc+Q1OpJkUNeObOHkjI9xb9SAVfp+WCTV3Llzh/Xr1+Pj48OaNWu4cuUKJUuWxMvLCy8vL6pWrYql5fPPp0lISODu3bvY29u/UK7756NqJGXLS61hC8icU+cjMcalkM3smPgR7g3T9/wfEREReX38M/+9Tvu+NO71FRYv8Hld5HFOBm1k0aguNGqQ/j7/xsbGsmHDBvz8/PDx8eHvv/9OfjD0fyt71tbWlCpViuDgYGxtbQ1MLCIiL0ulbBGRV2zPnj3Udq1DieaDeMerv9FxHnBuwyL2zxpMqeYDKdNm2EP7jy0fy4lVk3i3x0SKuHU0IOGTRZ8/yoah9Wi+/O8UHQuwqs3jS4HP+hqvUvT5o+z4nxf9+/Zm7JgxRsd5ZuHh4ZjNZsxmM4GBgVy9epUiRYokl7Dd3NzImlVP1RN5XcXGxlL1vWok2GVj4I+rsLXLbHSkp9qyah5zv+6HR/ehNP9k5EP7V/04mtW/jKPrF1Nxbd7l1Qf8j9s3YwgKWMXcr/sB4NF9KNWbtMWxcPGXGvsoXSplf+y+eSExL5DeGBdOHmbsh+70/aQ3Y9LR+VRERERERGDUqFGMHj0aACsrKwASExMpU6YMnp6eNGnSBBcXl+R96UlsbCzVqrqQzeIOv3/1AZls0/5qAfPX7WXA9FV82qYeIzo2eGj/t4sCmbB8I5P7NOeDRs4GJHw0c9Bx2n2zgGtrHn1NGHPrDt7bDzNg+ioAPm1TjzZ1K1P8zTzP9PpvNP38sfse955p0ZGzl3l/+Gx69+nLmDFjjY4jIulUbGwszlXf4++ELJQeuARL20xGR3qqy1sWc2ruEAp5DKBI86EP7T+3ahx/rZ5Mia7jye/awYCEjxYVEsjRyR9Qe96lR+6Pvx1DRNAaTs0dAkAhjwHkq96SzI5vP9Prb+1S4LH7HveeadGtC8c4MrY5A9LZ/VaR9CoxMZGdO3fi6+uLt7c3Z86cIV++fHh6euLp6Ymbmxt2dnbP9Foff/wxs2bNYu7cuXTp0uW5csTGxuJStRrXyEKdUcuxSgfno1OBC9n902DKtxpEpfYPz/UJWTKWwyt+4L3eEynRoJMBCf8VFxvDuR2+7P5pMADlWw3i7TqtyF6g2CPHx1w6Q+jmFRxe8QMA7/WeyFsu7mTK8fRrroXNHl+m7+R95QXSG+PauaOsH+XJgD66XykiIiLG2rNnD66udXDrOpR6nQcZHecBe1bPZ8XY/tTvMgRTjxEP7TfP+pb188bTatgUqnp8YEDCB925GcPBjd6sGHu/R1C/yxCcTG1wKPTw3LxPq+d87OtM2Hn9qe/1sse/apdOH2HmJ43p+0n6/j7mwIED+Pn54e3tzYEDB5IfOJaQkADAsGHD9PleRCSdUylbROQVCg8Pp0y5CuR6152KH403Os4jHZg9lLOB86k2dCH5nRomb78cHMCucZ0o2uADKn80zsCEj3Y3OhK/HmWBp5ekn2csQGzkRcyfvPvY/WmxlA0QfmA9u8d1ZtmypbRq1croOI907949tm/fjtlsZv369YSEhGBnZ0ft2rUxmUy4u7tTqlQpo2OKyCvSomUrdu07wPB5GpoeUgAAIABJREFUgWR749kmL6cF878dyKYVvzJgynIqubonbw/Z4s/k/m2o2+pDPhgxycCE903u34aQLf4Pbf/mtx28VbL8C4/9/0WFhzHYVOax+9NTKRvg0PYAJvdvw7Klafd8KiIiIiKpJzIykk2bNnHw4EEuX77MjRs3jI4kz+D69esEBgYC9wvZ+fLlo0CBAjg6OpI586MfAGZnZ0euXLkoV64ctWrVStPfSbVq2YL9u7ez7vse5MmRxeg4z2zQTz7M9d/D0lGdMbmUTt7+T/G5q3tVfujtZWDCBx05e5la/aYCjy9It/tmAeag4w9t3za1H+WK5n/i64dFXKd8t+8fuz89lbIBAvf9SbvRC1i6dJmun0XkhTRr0ZKNu/ZTdvhqbLLlNjrOMzs1fxiXNy2g7ID55K7074NH/ik+56/bmRIfpJ0HVty6cIzgUfWBxxekj07+gKiQwIe2O32znixvPf67X4C7URfZM/jxD1hJT6VsgKuHNnBscpc0fb9V5HV19OhRfHx88PHxITg4mKxZs2IymfDy8qJx48bkzPn4YkGJEiU4ffo0AB06dGDmzJnP/PD35i1bsXn3fup/50em7OnnfLRn5hBOrptP3eELKejcKHl72N51bPquEyUbfUDVnsbPU9r0XSfC9q57aHuTSZt4o0jZB7ZdO3eUtQPrPjS2oHMjag74ERv7xz8k+lZEGKt6PH6eT3oqZQNcDF7P5u866XwkIiIihgkPD6dc+QqUrNmEFkONnwf3KCvHD2KX9xy6jVtGmZqm5O3HtpuZM7Qt1Zp1o8WQHwxM+K85Q9tybLv5oe2DFmynQPFyyT9f/zuM0c3KPTTuH08rVb/s8UY5viuAuUPbpen5evfu3WPnzp3s3buX0NBQrl27RmJi4iPH3r17l8uXL3Pp0iXCw8OTi9m1a9cmX77HLxonaYOlpSVvvPEGb7/9Ns7OzlSvXl2rnIsIoFK2iMgr1emDLqwP/pP3hv+OpXXaXL3kvwXkhpN3kjV/MW5ePkPAgOoAmH7cj32eN1M1Q/T5o1w5vJUSTXo98zH/lMnh6SXp5xkL//5Nynf66rkypQWn/5jFRf/phJ46Sfbsj78h9SqdO3cueTXsDRs2cPPmTUqVKkWjRo1o2LAhderUwd7e3uiYIvKK+fn50apNW75YtJn8RUsaHee5/LeEPNZ3P46FixN+/jTDPO+fTyeaj5HbsWCqvf+Fk4c5unszps59Hztmj/l3Zgzr9sCK3ceDtvB9j6YPlcafZ+yj/PP3aDvo2ydmSk8CFv9E4ILJnD75Z5o5n4qIiIhI6omPj2f58uXM/HkWu3buwMLCkreKlyJHnnxkypLN6HjyDOLu3iH06AHyFXqbHLkcsPi/p88/Sfy9u9yKvsqF08e5GRNN4SJF6da1Cz179iRv3sevrvWq+fn50bZ1KzZO7EWJgg5Gx3ku/y0h7505mOJv5uH0xUice04E4PCczyjo8Phixcs6cvYym0NO06dZraeO3ffnXzT4dEbyz48qSK/aepAPxy97YHXvrYfO4Dli9jMVzP/5e3zTrfEzZUoPZvjuYOrqPfx56rSun0Xkufj5+dG8VRsqfOGPff6HVwRKy/5bQnYeu53Mjm9zOzyUvcNqAlB14l7scqfevdVbF45x7ehWCpp6PnVszJlgQr5pmvzzowrSEXt8OT6j1wOre18/vp1D37d+poL5P3+Pt9t+8UyZ0oOLAb9wPfAnQk+nnfutIhnNhQsXWLNmDd7e3mzZsgWAOnXq4OXlhYeHBwUL/nsfLjQ0lGLF/l112cbGhkKFCrFy5UoqVqz4xPfx8/OjRes2NBoXQI43S6TOL5NK/ltC9vxxF9kLFCPm0hl8P6kGQPNZ+8nikHr3K6+dO8rlg1so49n7sWPObfdm28SPH1ixO/zwNgK/aPFQaTwuNoZlHYpT0LkRLt3HkMWhIHGxMZwKXETwvK+oNfhnitRs9tj3+ufv4dTlqydmSk+Or/mZc2uncyYNzf8RERGRjKPzB13YdfgU3Sf7YGWTNsuI/y0gf7ZsHw6FihPx12m+b1sFgJHeR8iZL/U+E8P9VZ5P7d2Ma7s+jx0Tsn4li7748IFVu08Hb2VmX4+HiuP//E5N+45+4ms+zsseb6Rty2ewc+kUTp9KW/P1goODmTp1Cj7ePsTcuEGhAvkoWjAfObNmwdLS4qnHJyYmEXU9hrC/IyldrBCZbNNmn0T+lZiYxPWbtzgb9jd/Xfqb7Nmy4dXMi379+uPk5GR0PBExkLXRAUREMoo9e/awbOlS6n6/Mc0WsgHs87xJrVEr2fZNCw4v/IoqfX7k8MKvAKg1amWqFrKvngrm/JblyYXpZy1An1o7gztXL6f42H/cCj8LQM4iT14ZNC0q5v4R4TtX8s3o0YwfZ8wK53fu3GHr1q2YzWb8/f05ceIEWbNmxc3NjfHjx2MymShSpIgh2UQkbYiLi2PAwME0+fDTdFfIBsjtWJDPZq3h+x5NWfbDCD7+9heW/TACgM9mrUm1QvaZQ3vZvmYJm1b8CvDEAvQu/xUAuDRsnryttIsrAJtW/PpA0fp5xj7Klb/OAFC4VIVn/l3SugbtehLk/xujR49mnEHnUxERERF5NTZv3swnffpy8s8/cWngwZDpv1HWpTY2dpmMjiav0LnjB9kd4M2kqdP54YdJjBo1kr59+xr+1PO4uDgGD+zP4Fau6a6QDVDQISe+336E54jZjJrzBz8Pas2oOX8A4PvtR6lWyN73518s2bCfuf57AJ5agJ7uvY1Rc/7g1yFt+XD8sseOW7HlIADNav77vXHtCvfLH3P99zy1lB16OQqACsUKPP2XSCc+9qjOim2HGT36G8aNM34VPhFJH+Li4ug7YBAFm/RPd4VsALvcb1Lhs9849H1rQpf9j3c+nkbosv8BUOGz31KtkB1zJpi/t6/g8qYFAE8tQIeZZxK67GtK95rB8RmPvwd7ZdcqABxc/i1v5yx9v2B+edOCp5ayb1+5f181a+HHr8KU3rzZ4EOuB3nz9TejmTBe3w+LGOGtt96id+/e9O7dm+vXr+Pn54evry+fffYZffr0wcnJiWbNmuHp6cm6deuwtrYmPj4euH+eOX/+PM7OzkyfPp0ePXo88j3i4uLoN3AQZVsMTHeFbIAsDgVp8PVKAr9oQfC8r6g54EeC530FQIOvV6ZaITvyZDBnNi7j5Lr783yeVIA+u/X+OaZIDc/kbY7l71+fnVw3/4FSdnTYKQCK1m6enN3GPjslGnQkeN5XnN266oml7Bv/N88n19vpb57P45Rq0p2w7asMnf8jIiIiGdM/898HLtieZgvZADnzFaTntNXM7OvBmukjaf/FLNZMHwlAz2mrU7WQff7oXvb9sZRd3nMAnliA3h9wf25exXr/fp4t7lQbgF3ecx4oZUeGhQLwZskXm4f3sscbqWarjzkY+Fua+fx7+fJlBg8ezLJly6hUuhij+3bg/drO5Mudeg8blrTn76jr+G3dy1yf9Tg7L6Jt27ZMnDiR/PnzGx1NRAzw9KUBRETkpSUlJfFJ3/4Ua9SNbOng5o1DuZqUaj6Qy8EBXNy1msvBAZRqPhCHcjVT/L3iYmO4HBzArnGd2DyyMQDVhi7k/VlHn+n4iCPbObzwK8q0GZaiY18XFhaWlPngO6ZMmcrp06ef+bjQ0FAaN27Mjh07Xuh9T58+zfTp03n//ffJnTs3jRo1Yv369TRt2pQNGzYQFRWFj48PPXv2VCFbRJg2bRqx9+Jp1PETo6O8sNIurnh0H0rIFn+CAlYRssUfj+5Dk8vMKeX2zRhCtvgzuX8bvunsBsCAKcuZuvHME48bMGU580JiyJz136dGhmzxB6DX2DkvPDajsLC0pN3Q8c99PhURERGR9OPWrVu0a9eeunXrkin3m0xYvY9+4+dRqVZDFbIzoCKlK9K2/1dMWXeEem26M2LkKCpUrMThw4cNzTVt2jTibt+kl2cNQ3O8jNoVivFpm3qYg47jvf0w5qDjfNqmXnKZOaXE3LqDOeg47b5ZkLzi9dJRnTm5aMRTjx015w+WjupM89pPXkVv6ajOXFszhuxZ/v0/whx0HIBfh7R9ifTpl6WFBeO6N2aqrp9F5DlMmzaNq7fiKNDo0SW59CBn6ZoU8hhAVEggEUFriAoJpJDHgOQyc0qJvx1DVEggRyd/kLziddkB86k29dBTjw1d9jVlB8zHoarnE8eVHTCf2vMuYZ353++Ho0ICASjda8ZLpE/HLCx5q903TJ2q85tIWpAzZ046dOjAb7/9RkREBGvXrqVy5cpMnTqVcuXKMWHCBBISEh44Jj4+nri4OHr27EnLli2JiYl56HWnTZvG9dh4SjV98kMu0jLH8rUo32oQYXvXcW6HL2F711G+1aDk4nNKiYuNIWzvOjZ91wn/z9wBqDt8Ia3mHXvicXWHL6ST9xVs7P89x4TtXQdArcE/PzD2yvH7D9VyeMf5ge029tnp5H2FusMXvvTvkd5YWFhS+cPnn/8jIiIi8jKSkpLo028ANVp2J2/htL/YSnGn2tTvMoRj280c3OjNse1m6ncZklx6Tkl3bsZwbLuZOUPbMq17AwC6jVvGV36nnnhct3HLmLDzOpn+Mzfv2HYzAB2//jXFc6ZXFpaWNB04Lk3cb5g1axYlS5Rg97bNLB43hG3zv6dbswYqZGdA+XLnpFuzBmyb/z2Lxw1h97bNlCxRglmzZhkdTUQMoJWyRURegS1btnBgfzCmH9PPB64STXsTff4o+2cNJr9TQ0o0ffzTbF9EbORFrp7cS9CUj8nv1JC3aragYrexz7US983LZ9j2TQtc+v9MjsJlU2zs/+/6ufuTLW2zvcG5DYvYP2swAO/2mMib1TweuGGUFuUq4UTuEu8yafJkfpw+/anj582bxyeffEJsbCy5c+emRo2nT/KMjY1l8+bN+Pv7YzabOX36NDly5KB+/fpMmTIFk8lEwYKp95Q5EUm/4uPjGT9hIg26DMLa1s7oOC/F/YN+/HXyMHO/7kclV3fcP+iXYq8dFR7G6ZDdzBjWjUqu7lRzb0Wnzye+0Crc5gXTklfy7jV2DlVNLVNk7D/On7g/ATBrzlxsWTWPuV/f/zt0/WIqLg2bP1D2Tk+KVXCmWIUqz3w+FREREZH04+LFizT18OT8hTCGzVhJpVoNjY4kaYRdJnva9PuCei268MuXn1C9eg1++2057u7urzxLfHw8E8ePY6BXVexs0vftvb7NanHk7GUGTF+FyaU0fZ+ycvXzCIu4TtDx83w4fhkml9K0cq3I+J4ez7UK97U1Y577ff9ZXRvuF7KfVugGOHTmEgC5stkzf91eBky/v2rc5D7NaVaz/ANl7/SkyjuFqPJOISZPnsx0XT+LyFPEx8czdvwEHBr0wdI67a609CwKuvfk1l9HOTV3CLkrNaCge8qV+u5GXSTm9D6Oz+hF7koNyFutOcU7ffdcq3DXnnfpud/3n9W14X4h+2mFboCb548AYJM1F5e3LObU3CEAlOg6HgeXpg+UvdOT7MWcyFGsMpMmTebHH3V+E0krMmXKROPGjWncuDEzZ87E398fDw8PkpKSHjk+KSmJ1atXU758eVauXEmVKlWA++ej78dPoLhH/zS98t+zKOvVm2vnjrL7p8EUdG5EWa+Um+tzKyKMiD/3sm3ixxR0bkTR2s1x6T7mhVbhPub7U/JK3rUG//zQqtd/H90F3F8B/Nx2b85uXUXY3nU4dfmKt+u0JlOOPE98/auh9+f52GXLxanAhez+6f48n/d6T6RIDc80P8/ncfKUdCJvyWef/yMiIiLysrZs2cKB4H2MGDnP6CjPrE77vlw6fZgVY/tTpqaJOu37pujrX/87jHOH97Doiw8pU9PEuw1b0XzwhBdaiXvL0umsmXZ/Ne+OX/9KpfotHth/8eT9eXj2OXKxZ/V8VoztD0CrYVOoWK/ZA8XuR3nZ441WuKwzhctVMex+Q0JCAkOGDGHKlCl81q0Fg7o0J7Nd+r5mlJTjUacqDapV5od5q+jVqxcnTpxg/PjxWFlZGR1NRF6R9D1rQ0QknZg3fz75K9Yh0xuORkd5Zjb22clTpjqXgwPIU6Z6it+QMH/yLgAu/X+mYHWv5z4+LjaGwwu/olTzgU89/nnGPsmGofUe+Hn/rMFcDl5HlT4/pvkbNm/WbsuChV8wedIkbGxsHjkmKiqK7t274+Pj8//Yu/O4qOr98eMvu/nNhXADBQX3DRWjEE0CcWMzV1TUckGprMx9LdPrT7Ny3yo1N1zKBcU12dxYkgQxFBFLzQ1DBVy4SHbt3n5/zD1HBoZZ2NH38/GYx+Wc8/4sZ6p7ZuZ83uet3qQMCQnh77//pkKFCnniExMTCQsLIywsjMjISP78808cHBwYOHAgXl5eODs78+KL8lFDCKFfWFgY6WlpOL9Z/itIVTYzp6WjCwkRwbR0dCnS5OPJXq0A4xOj9WnQsi2DJ83nYnw0q2eMAsi3T1Nic5vlq/1Qj01zx/FzRDCj568rt4nZb/QeytbFM/ReT4UQQgghRPly+fJlXDu58dLLNZj7/XEsrG1Le0qiDLKsV5/pa/cSMH8KvXr1Ys2aNbzzzjslOoewsDDS0jPw7fxqiY5bHMyrVuKNNo0IiU3mjTaNijT52H7UAsD4xOii0rZJXeaN6sGP56/iv2gHgNHju45bqbU94asgQmKTWTvJt9wmZr/VzYFPNm5hmXx/FkIYEBYWxr30dJo59zccXMa9WNmcai07kpEQTrWWHYs0+fjUZE2VUGMTo4uKWYM2NB48m4cXY0he/QGA0ePHz+qutX1p01Tu/RxGi9Grym1idq03BrFl6xyWL5frmxBl0QsvvMDdu3d1rm3I6cmTJ/z+++84OzuzePFixo4dS1hYGBnp6XR1K9w9uLKgYhVz6rTuSEpcKHVadyzStSxB72nW+ehKojZVzcb2OPrN4U5SDFFLRgNo9alU0E74/ksSA5eq++MDNG1cJhi3TufQxC5a2z99M5mUuDCj25dFDboMYcvmWXK/UgghhBAlImDzZlq+3hVzi/Kz/r2SmTlNXnXhQnQITV51KfLE48/6tQF0J1Gbql7ztvQa+xlXfo5m22x/AJ19Lh3uorUd+OV4kqKDeWv2t0adX2Hbl6bXvN9my6qPS/x+w3/+8x8G+foSEhzMtgVT6N25Q4mNLcqPyi/9HzNHD8a+RSPenb2KG9evs3PXLknMFuI5UeHv/B4NKYQQosjUsqxN/T6TaewxsrSnYrSH15O0kpC7LTymt8J00KA6Wts+O+/o7V9XpeyazZ2MrpR9YeeXXAxaxpvfJvHS/56Aq8wh99imxOo7t86fHaZmM0d1f8rJfcSuGF3gxPKS9OfDdH54rzUnTpzAzc0tz/GwsDCGDh3KgwcPePLkidaxs2fP0rZtWx4+fMiRI0cICQkhJCSElJQULC0t6datG56ennh5eWFlVX5+eBFClA1jxozhRNw5pq07XNpTKbSbvyZqJSLP2/Ujts3t8433c9D+QTMgITPfWF2Vsps6vF6gStk5KZWsp397ELv2ea8PBYlVzmvWlqM0aeuk7j8VspvVM0YVSWJ5acm8l8a4rk3yvZ4KIYQQQojy5eHDh7Rzak+lmlZMXrmTylXNSntKohw4uGkFu1bNJSQ4mK5duxpuUETGjBnD2egwDs33L7Exi8v5q6laichRK8fRppF1vvE1en2s/m2oirWuStnt7RqYVClb19imVM9Wql7vn/8Ondo2Mdh3+OIPaNeivro/KPIs/ot2lHhieVFKe5hF86Hz5fuzEMKgMWPGsPPEz7Setqe0p1Joj25e0EpEdpx3hKq2rfKNj/Srq/5tqIq1rkrZ5k3bmVQpW9fYplTPVqpet52+i+p2LvnGKX07zDqIeZOn91XTTu0nefUHJZ5YXpSeZKYTM66tXN+EKMN69uxJSEgI//nPf4yKr1ChAj179qR27doExybTbe6+Yp5h8bt/LUkrEbnnsuPUaJj/Wp+t/WprbQ/bezffWF2Vsi1bOBWoUnZOSiVr97l7sLJ31ZqX/cBJtHzzHbUy9rXovUQtGW0wMVxp770gGIvmT69HxrYvyx4/TCfQr5Vcj4QQQghRIixq18FtxDScfUr2QbWF8fvl81pJyJO2RFO3aRudsVOcdd87WHzyQb7966qU3dC+Q4EqZeekVLJ+f9UBmjp20prf2HXhNGj9dB1ewpE9bJvtbzAxvLDty4Ks+2nMebNZiX/+HTNmDLt2fM/e5Z/wql3+93qEUPycfIV+Ez7Hd/BbfP3116U9HSFECXihtCcghBDPuqtXr3IvPY0ajR1KeypGe5KdyYWdXwLgsfwkoElsfpKtO1ksaFAdfHbeUV/GqGJRDxvnvvTadImG3YZxM3oPIWNe4+f100iND+PPh+n5tk05uY+LQcvo/NlhNcm6KGLzo5xXzoRsQE3Evhld9heKvFTNAvPaNsTGxmrtf/z4MePGjcPLy4uMjIw8CdkVK1Zk9uzZuLm5YWFhwaBBg0hKSuK9994jNjaW27dvs337dvz8/CQhWwhRILFxp6lvV/6rfP2Rlcmerz8D4Mv9ZwDY8/Vn/JGl+9rp52BOQEKm+jKklpUNHbwGsDo6hc4+fsQEBzLZqxWb508kISKYzHtpBZp3ew8fAEK/+6bIYpVzypmQDU8rbMcEBxZkqmWCeU1LLOva5rmeCiGEEEKI8uevv/6ibz8f/qpQkUkrtpd6QvbgNi8zuM3LJdbOVNlZmRzdHcCij3wZ3OZlFn3ky8ng3WTn853HkOu/JOqdd+q1y+xaNU89v6O7Awx+74k/EVwi70WvkePxfOt9+vXz4ddffy328RSnY0/xapP8E5fLi8xHj5m/LRyAuDWTAZi/LZzMR491xtfo9TH3D36hvnImaOtiY1kdn06vcH3HPxnh6URgxFnsRy1g0jf7CIlNJu1hVtGekA79XDQPaFu9/0e9cco55UzIhqcVtgMjzhbPBEuAZTUzbOvUku/PQgiDYmLjqFy/fD6AIqe//sjk2p4FADh9GQ3AtT0L+OsP3Z+VIv3q0ingd/WVM0Fbl5dq1cOyQx+cV1/EqvNQ7sYEcWqyE5c2zyAjIZwnmfnfVy0qlu17AXArdJ3eOOWcciZkw9MK23djgopngiWgorkFZpZ577cKIcqGR48e8cMPPxidkA3w999/c/DgQTZs2IB5/fwTl8uLJ9mZJHyvWevT5+sYQFNpOr+1Plv71WbY3rvqy5CqljY0dOnH4O8u08x9KFcjgwh67zVOrZlKSlwoj/Ws89Gn4Ruaa0TywW/zHGvd90M1IRug3mvdALgaqf96opxTzoRseFqN21D7sqxSNQuq1ZHrkRBCCCGK39WrV8lIu4tNy/Kztu9xViYh32rW8E3fcRqAkG8/47Ge+1mLTz7I89Kneh0bHLr357OwG7ze248zYYF81q8NexZN4kJ0CFn3C7aO75Wums+qkTufrs1T5pMzoRqeVtM+E6Z/HV5h25cFZjUsqWVdsuv11qxZw/p169gyf2KpJ2SbOfXHzMn0xPmCtjNVZlY2m/aF4zvpC8yc+uM76Qt2h0WTmZVdoP4SL13TO+/LN35n3prt6vlt2hdO2r2HWjHKMX2v4vCqXRO2zJ/I+nXrWLNmTbGMIYQoW14s7QkIIcSz7sqVKwBUtWpUyjMx3qWD35AaH4b9sDmYWTfBftgcErfO4dLBb2g1aIZWrJKQnZPPzjs69+tSsYo51o4eWDt6cO9SPNcjdhKzcJjajy6xK0YDcOLTHjqP56yCbUpsQaXGhxW4bUmqatWI3377Td1OSEjA19eXq1ev8vfff/P333/nafPXX39x+vRp3N3d+fDDD3F3d6dmzZolOW0hxDPu8uXLtPYYUtrTKLTgzStJiAhm8KT5WDVoyuBJ89mxdCbBm1fiM+ZTrVglITungIRMnftzq2xmjoObNw5u3lw5F0f0we9ZPn6Q2oepKptpqlonRAQXaaw+hW1f2mrbNta6ngohhBBCiPLpm2++IeHsOeZuP0GV/33WFfnbvnQ24bs2qNvxJ4KJPxGMY2dvpn61y6S+Mu+lMb2/c77Hr/+SmOf4ujljOXPiMGO+XK/zn9f1XxJZ9JGvSfMojLcmzeXOjSuM9H+H6MgIKlSoUOxjXr5yhcHtOxf7OMVt1d4oQmKTmTeqB03rWTBvVA9mbTzMqr1RzBzqrhWrJGQXhHnVSni1t8OrvR2nf7nB90fPMGTeFsC0qtcFHRsgJDa5UP0Utn1pa2RdU74/CyEMunL5CnVal+1qPMZICV5DRkI4jQfPprJVYxoPns1vO+aSEryGhj7TtGKVhOyCeLGyObUc3Knl4E7mlXjuRAeStHwEYFrV64KODZCREF6ofgrbvrRVqt1Qrm9ClFEPH2ovwq5atSoVKlTg5Zdf5oUXXqB69epUqFCBWrVqUaFCBSwtLalQoQJPnjzhh8OHqWbbrJRmXnSS9n1DSlwojn5zMK/bBEe/OcQHzCFp3zc4vKW91kdJyM5p2N67OvfnVrGKOTZOntg4eZL+azxXju3g+OfD1D5MVbGK5hqTEheq7rMfOInEwKXqMX2xBVHY9qXNLNf6HyGEEEKI4qCsf7ewaVzKMzHeie9XcSE6hF5jP8OyflN6jf2Mg6s+5cT3q/B6b2aRjlXJzJxWLl60cvHielIcpw9vZ+O0wYD+Stv6+gO4EB1idBtTYoujfUmxqFdyn3+vXr3KxAkTWPXJ+3Rqp7vCunhq9lfbWL/n6ferw1GnORx1mh6u7di1VP+DlnNLu/eQjm9Nzvd44qVreY6Pnb+G4MjTrJ87HnOzKkaN08O1nUnzMkWndm1Y9cn7jJ8wAU9PTxo1Kj/5Q0II00lSthBCFDPlxk/FKsVfpaUopJ2P5mLQMqwdPWjW8wMAmvX8gPT5faDmAAAgAElEQVQLJ7kYtAzL1i5YtnFR4wuTzJxbzWaO1GzmSGP3EdxNjCyyfgsrZuEwUuPD6LXpktYNH+Vpwo3cR5TW1EzyQmVzMjMz+e9//8vixYuZOVPzA8Nff/2Vb5u///6b27dvs3LlSl5+uXz8OyyEKF/+lflQTfYtr5JjIziwbiEObt54DR8LgNfwsVyMj+bAuoXYObli195NjS9I8rQuTdo60aStE10HjiLppxN6Y5ePH0RCRDCro1O03m+l0lyXgf4FijVlLKVquKH2ZV1ls2pkZhbNP0MhhBBCCFE60tLSmDX7n/j/cxW16zUo7ekAsOP8v0q0nSmu/5JI+K4N+IyeRtcBflhY25KeepP965YQvmsDqdcuY92wqdH9BX41P99j2VmZTO/vjGNnb0bOXIKFtS3ZWZkc2x3AtsUzSYgKw9l7gFabS2fjmPV21wKfX0G88MI/eG/uN0zp9Srbt2/nrbfeKvYxH2b+i5ervFTs4xSnyHNXWLzzGF7t7fionysAH/Vz5cfzV1m88xiubRvTqe3TigNFlTzdrkV92rWozyjvDpxIuFwkfQIMmbeFkNhkru/4p5qIDajVuEd6dyhQe6VquKH2ZV21Ki/J92chhEFZ/3pI3crl+/7Tg+RobhxYTi0Hd2y83gfAxut9Hl6M4caB5VS3c6a63dN7q0WVPG3exBHzJo7U7Tqc+0lFd181afkIMhLCcV59UU3EBtRq3NZdhheovVI13FD7sq7C/+63CiHKnrp16/Kvf/2LypUr849//MOktv948UUqlvPr0e3EKBIDl2Lj5EmrPh8C0KrPh9xJiiExcClW9m9gZe+qxhckeVoXi+aOWDR3pLmXH6lnI/TGHv98GClxoQz+7rLW2hulwnZzz6drb6rXbwHAo7QUqlraqPuVdTo5Y00Zy9j2Zd0/5HokhBBCiBKgrH+vVE7W9l2Oj+RIwCJauXjhNuQjANyGfMSVn6M5ErCIpo6uNHXspMZPca5eoORpXRq0dqJBayc69hvFpbgTemM3ThvMhegQPgu7ofXeKhW2O/YbZTBWqfydM9aUsYxtX1a8VILr9SZPmoh3p3a83bNziYxnSFbcnhJtZ4rES9dYvyeU6f4D8Ovrjq2VBTdvp7MkIIj1e0K5fON3mtava3R/87/dme+xzKxsOr41mR6u7Vgy7V1srSzIzMomYN8RPlmxmbCTZxjgofkNNr9zV5K6P59QvN8H3+7ZmZCTZ5g8aSJBe/cV61hCiNL1QmlPQAghnnV//vknABVeMO2mT2nITr9F1DzN0+jth83ROqZsR83rT3b6rWKdR7UGrdWEcF18dt7R+cp93NTY/Ni6aN6TOwnHtPYr2zav9zbtBEvJCxVf4tGjR3Tq1ImPP/6Yv/76S29CtuK///0vR48eLYEZCiGeR//5z39KewqFknE7hQXv9QJg8CTtxAJle8F7vci4nVJsc7Btbq8mg+eno/dAAGLDgtR9f2RlcvLQDgDau/ctUKy+sc5Fh2ntV7YNtS/rXvy/8p0EIYQQQggh4NNZs2jQsi0dPMr3Z9OScjkxHgDXXkOwsLYFwMLalu6DNA9cupqcYHRfhwJWcu9u/olIt678AsAbb/qqY1UxM6frAD8AfvxBuyr3oYCVzHq7K+MWbTJ6DkXl5eo1GfDRLKbN+Jjs7OxiH6+8f39OSXtAn5nrAZg3qofWMWW7z8z1pKTlvwCqRi/TnqifW5tG1moyeFEY6PYKAHujE9V9mY8es/PYzwD0dbE3qv2R+F+09ivbhtqXdS9VlGeDCyEM+285v779mXGLcwt8AWg8+J9ax5Ttcwt8+TMj/3urkX7GL0zUpaptKzUZvCjU7ugDQFrsQXXfX39kcufkbgAs2/c0qv39c8e19ivbhtqXdRVelN+HhSjLzMzMTE7IhvJ/PXqUlkL4bM26Fke/OVrHlO3w2f15lFZ89ytrNGytJoPnp1EnzTXi2o/71X1PsjP57YTmu36DN56uvbFs4QTApfBtaiI1wK0zmrUr9Ry7GzWWEp+7fc6xyqN//F8lw0FCCCGEEIWkrH9/oRysf39wJ4U1YzWf8Xp99JnWMWV7zdjePLij/Zl4inN1rVdh1W3aRk0Iz89rHpq1dWeP7VX3Pc7KJD5Ek5D6Ste+eWIv/hSu1YeynTNW31gFbV9WlNTn3+PHjxMaGsrn48r3QwVLyumkSwAM6eGGrZUFALZWFvj39wAg4aLx1c1XbjvA73cz8j1+8armv11fL1d1LHOzKvj11Xw33BUSpbd/pQr3qpnvm5QoXlCfjxtOaGgox48fNxwshCi35G64EEII1S/7VgDQcdpWzKybaB0zs25Cx2lbiVk4jF/2reDVdxbm20/QoDoGE52DBtUxOJ+irMJtCmVuyvh1HLpi7ehB7IrRxK4YrRXb0meiVuXwsuzf/7rP/mjTP9xXrFiRkJAQ+vYtH1++hRCiJB3asASACSt2YtVAuzKcVYOmTFixk+XjB3FowxJGzFyWbz9+DuZ6K2j7ORh+4qi+9h28BhATHMimuePYNHec1rHe707TquRtSmzOuSnjt3XxwMHNm9UzRrF6xiiD7YUQQgghhChJ169fZ8P69czZEm44uIicDN7Njz/sIv5EMD6jp+HaawgTe74KPK10PbjNyzq3v438jcgD29m2eCaOnb15401frUrRudvposToo699RupNAKpZ1NbaX8PSCoCUy8kG+wdIOhXBtsUzWbDnJPEngnXG/PJzDADNHbQrBFcxM9c5x22LZzL1q104dvZm5dSRRs2jKHUbOJKDG5ayZs0aJk2aVOLjlydLA08AsH3WcJrWs9A61rSeBdtnDWfIvC0sDTzB0g+1f4fMmYxtqHq2MYnbRVWB26fTKwRGnGXCV0FM+CpI69iUQV21qn7nnJsyfnfHFni1t8N/0Q78F+0w2F4IIUTZc+PQKgBaT9hMZavGWscqWzWm9YTNJC0fwY1Dq2g24kut4zmTsQ1VzzYmcbuoKnBbdujD3ZggLm2ayqVNU7WO1e89Qavqd865KePXaNuFWg7uJK/+gOTVHxhsL4QQovDO79Gs9enyyVbM62p/jzCv24Qun2zl+OfDOL9nBR3eX5RvP1v71dZbQXtrv9r5HlPoa9/QpR9XI4P46ZvJ/PTNZK1j9gMnaVXyrmppg+vktUQtGU1i4FKt2OaeI7Bx8tQ5N2X8eq91w8bJk6glo4laor3OJ/dYQgghhBCi/Du6RfOZcdTCHVjW117DZ1m/KaMW7mDjtMEc3bKU/lOffr7MXSnbmOrZxiRv6+vDoXt/zoQFEvjleAK/HK91rLvfVK1q3i1fd6eVixfbZvuzbba/3ticc1PGN7X98+6Tj2cwqp+7mvRb3HaHRbMrJIrDUaeZ7j+AIT3ccOivKc6jVHs2c+qvc/tq6Ea2H47gkxWb6eHaDl8vV7VStK52uigx+uhrn3I7HYDaNbX/m7CqVQOA5N9uGuwfICIukU9WbCbm+yUcjjqtM+ansxcB6NC2pdZ+c7MqRlUFX7PrMD1c2zGyr7tRcyosWysLRvVzZ+YnH3My5qcSGVMIUfIkKVsIIQQA145u42r4Zlr6TMTa0UNnjLWjBy19JnIxaBk1GrWlYbehJTzL0lGxijntPvqaOwnHuBm9h9T4MBq5j8Dm9d7lJiEbNNXaK1WqxKuvvkp2djYPHz7k4cOHPHr0iH//+98621SsWJF///vfrF27ljVr1pTwjIUQomyLCArgeOAGer87DQc3b50xDm7e9H53GgfWLaSh3Su4+fiV7CRzmLBiJ6dCdhMTHEhCRDBdBvrT3r2vziRpU2Jzq2xmzuj56zgXHVag9kIIIYQQQhSn9evXY9ukJc1ecSqR8XatmkfQ2qcPNwxau1Br25C1s8eoCczxJ4LVv3MmZhc3Zb5VzLQfFmVe01I97jt2lt4+Uq9dZp5/T8Yt2kSDFvlX/00+HQ1oKnHnTGYfOmU+nXoPUcdU6EsmLwkvvPAP3PoNZ83abyUpW4/NoXFsCj7FlEFd8WpvpzPGq70dUwZ1ZfHOY7zSpB4jPJ/+N5ozibpGr4+LLKm6KGyfNZygyLMERpwlJDaZkd4d6Otib1RCtXnVSqyd5MuR+F8K1F4IIUTpSo34jtTjW6jfewK1HHQv5qvl4E793hO4cWA5Zg3tsXZ7Wz2WM4k60q9ukSVVF4XWEzaTdmo/d2OCyEgIx7rLcCzb9zQqofrFyua0GL2K++eOF6i9EEII01wK38qvoZuxHzgpT6KywsbJE/uBk0gMXErNJm1p5j6shGf5VJdPtnItei9XI4NIiQuluecIGrzRW2eSdEOXfpjVrs+VYzv4NXQzNk6eNOrkQ0OXfgbHqVjFHJcJX3PrzFGjxhJCCCGEEOXXqQObidm7ke5+U2nl4qUzppWLF939pnIkYBE2LV6hQ+8ROhOnF598YFRidmGNWriDhCN7OBMWyIXoEDr2G8UrXfvmSZKuZGbOW7O/5eJP4QZjdSls++dJYmIiP52KZfXUVSUy3rw121mwYbe6vWDDbq1tQ8Z89o2awHw46rT6d87E7OKmzNfcrIrWfsua1dTjs94forePyzd+580P5xAwfyL2zRrmGxd9JgnQJDvnTGb/fPwIhvRwU8fUJSIukQUbdvPDN3OMOKuiM6qfO18NHEdiYiL29vnfHxdClF8V/v77779LexJCCPEs+/7773n77bdLrepzSTOmSrYoHXGrPsC1fiW+++67PMceP37MgwcPePjwodb/Ki9bW1uGDNH/xUgIIQqiQoUKvP/FBl73HljaUyk1hqpki7Jlzcf+NK5RUef1VAghhBBClH1t7NvSwqUHvh99WuxjJZ2KYJ5/T3xGT6PrAD8srG1JT73J/nVLCN+1ATBcKdtn9DR6jhxPFTNztT/Hzt5M/WqXznbFQd8YxoyfnZXJ1zPeoUELezV5O792Oc87d/K6Y2dvxny5Pk9yuClzKQ43LiUxrd/rJCcn07JlS8MNCqhChQqsmzKIAW4OxTZGeVHWErOFbu8u3sn/1Wsl35+FEHpVqFCBlu9/Te3XDSdXPevKWmK20O3imjF0b1xZrm9CPGMqVKiAy8TVNOpkuErYs8pQlWxRtkQv+4CONi/J9UgIIYQQxUpZ/17cCcplTUkkZQvTfDfnXewsine93rx58/hu0zridy0vtjEUEXGJvPnhHKb7D8Cvr6Yy983b6SwJCGL9nlDAcKXs6f4DGD+0D+ZmVdT+eri2Y9fSj3W2Kw76xjBm/MysbN6ZvQL75g3V5O382uU879zJ6z1c27F+7vg8yeEK30mae4rKe1OSHH0n8PbId5k1S/8DzoUQ5ZNUyhZCCFFkJCG7/KpUqRJWVlZYWVmV9lSEEOK5IgnZQgghhBBClJz79++TdD6RvuM/K5HxkmIjAdSEbNBUgO4x/CM1KdsQr7ffV5OQW3dwA1CrZZcXhzatIP5EMKPnfm1Su28jf1MrY58M3s3KqSNJiAor0SrhxqjfrDVVXzYnMjKyWJOyhRBCCCGEEEKI4iAJ2UIIIYQQQojnXVRkJK+3bV4iY0XGnwdQE7JBUwH6o7d6qknZhrzv20NNQnZz0lRhVqpllxcrtu3ncNRpvv70Q5PaXQ3dqFbG3h0Wjd/MZYSdPKOzSnhs4q8cjjpdKgnZAK+3bU5UZGSpjC2EKH6SlC2EEKJISEK2EEIIYRpJyBZCCCGEEKJkXbhwAQCbJnYlMp5S6VlJyFZYN2xqdB9KUnJhKBWk9Smu6tIng3cTtHYh8747ZtK5KNXBFQ6uHgD8+MOuMpeUDWDTpCXJycmlPY1njlTEFkII8SySithCCCHKEknIFkIIIYQQzyupiC1ySko6T/ch3iUyllLpWUnIVjStX9foPpSk5MJQqk/rU1yVtneHRbNgw26ObfzCpHNRqoMrPJxfA2BXSJTOpOzvfzgBgMurrQo34QJq2ciWI7uMS7QXQpQ/L5T2BIQQQpR/kpAthBBCmEYSsoUQQgghhCh5GRkZAJhVq1HKMylffEZPAyA7S/s7jLKtHNdl5dSRAMx6uyuD27ysvhS5t5W+ciZk59wuq1XCX65hof77JYpWjV4f59mWRG0hhBDlXaRf3TzbkqgthBCipElCthBCCCGEeJ4tPvmAKc7VtfZJovbz6969+9SsZvhB1+Kp6f6aB2lnZmVr7Ve2leO6+M1cBkDXUR9j5tRffSlybyt95UzIzrmtq0p42r2HrN8TynT/AXnalZRa1V8mI+NeqYwthCh+UilbCCFEHkGD6gAYnWitxJnarqCeZGdyK+YAqfGhpMaHYe3oga1Lf+o4dKViFXPDHeSQGh9GzMJheueccnIfN6P3kBofRiP3ETR2H0G1Bq0LHSuEEOLZ4OegufaYkmQdkJBZoHYF8UdWJrFhQfwcEUxCRDAObt509B5IWxcPKpuZdt0EuPlrIrN839A5b+WcdNF3ngkRwSwfP0gS1YUQQgghRLHKysoCoOJLlUpkPJ/R0whau5D01Jta1bLTU2+WyPiKwlbBtmmqqSz+MP2uVrJ02q3rANTKVQm8KMbK/Z4pCeDuvv5FNlZReqmKGf/5z39KexplnpJgbWxStRKXs11xJmRnPnrM3uhEQmKTCYlNxqu9HQPdXqG7YwvMq5r+/xvnr6biOm6lzjkbO1bupHRdJEldCCFKl5JgbWxStRKXs11xJmT/9UcmabEHufdzGBkJ4dRycKd2Rx9qtO3Ci5UN/z5sSvvcyeY55T5Hpd9Lm6YCUL/3BOo4D6CyVeMCnKUQQoit/WoDmJRkPWzv3QK1K4gn2Zlc+3E/KXFhpMSFYuPkSaNOPtR7rZtR63yeZGdy68xRrkYGqe1tnDywbe9NpWoWeeIzf7/CbycCSQxcCsDrHy7JN1aREhfK8c+HSaK6EEIIIUQ5piRZG5tYrcSZ2q6gHmdlcvbYXpKig7kQHUIrFy9e8xhIy9fdqVSAdXy/Xz7P0uEuBud9ITqEjdMG641Lu3GZ+JCdHAlYBMDAGSto7doDsxqWJs+rPHr855/844WSqXk63X8ACzbs5ubtdK1q2Tdvp5fI+IrCVsG2a6y5l3v33gOtpOfrqZrvVDZW+X//KuhYud8zJQH8nf6eedpcvaXJDXFs3azI5mGqF//xDx7/+WepjS+EKF6SlC2EEKLcOf/9Z1wN36xup8aHqcnZHadtNbqfh9eTiFk4TG9MzMJhpMaHqdtXwzdzNXwz7cevxca5b4FjhRBCiJKya8U/OR64Qd1OyJGcPWHFTpP6yryXxizfN3Qey7idUqD53fw1keXjBxWorRBCCCGEEGVZ6/adCFq7kGO7A+g6wA8La1vSU29ybHdAaU/NJPUatwAg6uB2rfM4FbYPgKb2jvm2zS8hXKmOnft4c4cOABzbHUDPkePVJPCEKM1vbg6d8t5QF6KozNkcwqbgU+p2zoTp7bOGm9RX2sMsXMetLPaxvNrbmTQvIYQQz5+ruz4n9fgWdTsjIVxNrm49YbOelqa1/zPjlknz+mXtWDISwtXtGweWc+PAchznHaGqbSuT+hJCCFH2ndkyj19Dn143UuJC1eTqLp/oX+fzJDuT6OVjSIkLzdM+JS6MjmOWaSVb37+WxKGJXbT6+OmbyaTEheEy4WudSeD3ryVx/HP964eEEEIIIYQorB9WzyFm70Z1+0J0iJqcPWrhDpP6yrqfxtLhLgbjfr98no3TBhuMyd1X4JfjSYoO5q3Z3xYoYVzkr5NjGxZs2E3AvnD8+rpja2XBzdvpBOwLN9y4DGnRyAaA7YcjtM5j39EYANrpSYbOLyFcqY6d+3iHti0BCNgXzvihfdQk8LCTZwDweOO1PH0lXdE8YLx5g/wfJCmEEIUhSdlCCCHyKGil6+KukA2aROqr4Ztp6TORht2GUcWiHtnpt/hl3wquhm8mK/UKZtZNDPZz71I8Jz7toTcm5eQ+UuPDsB82h4Zd31ZvzKSc3EfsitHUbO5EFYt6JscKIYR4thS0unNJVIW++WsixwM30Pvdabj196OWlQ0Zt1M4tGEJxwM3cPv6ZawaNDW6v72rPzcYM3jSfLyGjzWqvyvn4pg3vJvR4wshhBBCCFGetO7gplbLDlq7sLSnU2ANWtjj2Nlb53m4+/rToIW91r78Eq6NYWFty7hFm1g5daTOsRw7e5vcpyg7ClrRuSQqQZ+/msqm4FNMGdSVEZ5O2FhWJyXtAUsDT7Ap+BSXb6XTtJ7xT/T/4rsjRTJWfueuVOGeN0r/b9xCCCGKX0GrXBdndWzFo5sXSD2+hfq9J2Dt9jYv1arHnxm3uHFoFanHt/DH7d/0VqYuSPvGg2dj4/W+3nmlndpPRkI4zUYuwtrtbQAeJEdzboEvvx/bQrMRXxb+5IUQ4jlT0OrOJVEV+v61JH4N3Yz9wEk0cx9KVUsbHqWlcH7PCn4N3Uzm71cwr5v/Op9bZ46SEhfK6x8uoeEbfahYxZwn2Zkk7fuGxMCl/HZiF636fAhoErgPTeyCjZMn7d/9gqqWNjzJzuRS+DbiA+Zw68xRGrr00+o//dd4gqfL7w1CCCGEEM+Cgla6Lu4K2aBJfI7Zu5HuflN5vc8Iqtex4cGdFI5uWUrM3o2k3biMZX3j1/GFrjd87+R6Uhyr3nXXG/M4K5Olw11o5eKFz+TFVK9jw+OsTE4d3MLBVZ9y8adwHLr3N3pewjA3J3u1WvaCDbtLezoFZt+sIT1c2+k8j3f6e2LfrKHWvvwSro1ha2VBwPyJ+M1cpnOsHq7t8rQ5e/EqANXMqpo8nhBCGOOF0p6AEEIIYYr7l38GoH6ngWqScxWLejR2HwHAg6uJBvu4dGg1Jz7tQfvxa/XG3YzWfOjPmWQNUMehKwB3zx4vUKwQQghRUn47Hw+Ac8/B1LLSPJmwlpUNXQeOAuB6coLRfYVsWcX9u/kvFLx74woADVq2Nbq/ecO78cGXGw0HCyGEEEIIUU75jp3FuEWb1GRin9HTWHbo51KelelGz/2ad+esUs/DsbM3785ZxZBJc4t8LGfvAcz77hjuvv7qWOMWbcJ/9vIiH0sIRfyvKQAM6vIqNpbVAbCxrM4ob0319nNXjK/++dXeKFIz8n8QW2HHUqpwL//Ix6REcSGEEM+fzN80nzvrOA/gpVqa+6ov1apH3a7DAci6rv++qint/7irWeRo1qCNwXndjQkCwLJ9L3VfdTtNNaacVbmFEEI8G9IvaSqXNe48kKqWmvuVVS1taO7lB8C9387pbX81UnPdaOY+TF2PU7GKOa37ahKx4wPmqLEPUy4B0KiTjzpWxSrmNHMfqtWX4sL+bwie7o3rZP3rh4QQQgghhCismxc06/gcvQZRvY7ms2r1OjZ07KdZx3fr17NG9xWx/Ssepul/4F/E9q9Y9a47Q+du0Bt35/ovALzmMVCdVyUzczr00vz+cyYs0Oh5CePNen8IAfMnqsnE0/0HkLBnVSnPynRff/ohq2a+r55HD9d2rJr5PnM/GlrkYw3wcOHYxi94p7+nOlbA/Iksn/Gezvj1e0IBsKxZrcjnIoQQIJWyhRDiuZNych83o/eQGh9GS5+J1O80kLAJzsDTStdBg+ro3H7z2yRuRAWSuHUO1o4e2Lr0x8a5r9p37na6KDH66Gufna5ZsPZSNUut/ZWqa/rNvHnRYP+JW+fQcdpWrB09iF0xOt+41PgwAK0k65zb96+eo2EBYoUQQpQfp0J2ExMcSEJEML3fnYZzz8HM6PMa8LTStZ+Duc7tlceucPLQDnYsnYmDmzcdvQfSwWuA2nfudrooMfroa5+RqrluVqtVW2t/NQsrAG5dMXzdBEiOjWDH0pnM2/UjCRHBRrUxZMfSmUxYsRMHN29WzxhVJH0KIYQQQghRFjl7D8DZe0Ce/UrSMeStKp1flWlj44qaeU1Lug3wo9sAP4OxxszJUEyzV5xo9oqTSYnYJfVeCN2CIs8SGHGWkNhkpgzqyqAur+L0/hLgabXnGr0+1rn967aZ7Dz2M7M2HsarvR0D3V7Bp9Mrat+52+mixOijr31KmqYKRu3qZlr769TUVH5PvmFc9bjIc1eYtfEwUSvHERKbXCxjfXswBq/2dozwdDJqTkIIIQou7dR+7sYEkZEQTv3eE6jjPIC4GZrkYaXSdaRfXZ3bHVee487J3fy2Yy61HNyp3dEHyw591L5zt9NFidFHX/s/MzQP+qhYTfshHv9XTfN78aNbv2CZp1XRtc9P6wmb8+zLSAgHwO6D1QXoUQghnm3XovdyNTKIlLhQ7AdOonHngewf0xF4Wul6a7/aOrcHBlzgtxO7iA+Yg42TJ406+WhVis7dThclRh997R+laa4nlatrXzUq19Cs83lw4xe9fXf5ZKvO/bnX5wDcTT4FgGULpzyxuuYYHzCHLp9sxcbJk6gl+a8fEkIIIYQQpS/hyB7OhAVyITqE7n5TcfQaxILBmkRQpdL1FOfqOrfn/HCJ+JCdHFz1Ka1cvHjNY6BW9efc7XRRYvTR1/7+bc06vpdran++Nq+l+Vx8+zfj1vFdjo/k4KpPmbQlmgvRIfnGHVz1KaMW7qCVixfbZvvnG3ftnOYzdEP7Dlr7K5mZl0gF8efZAA8XBni45NmvJB1D3qrS+VWZNjauqFnWrMbIvu6M7Ku/IjsYNydDMe3tm9Pevnm+idimjieEEIUhlbKFEOI5cmHnl8SuGK0mEF8MWqYmZBvjzNqJJG6dA2iSkGNXjCbl5L7imGq+LgYtA/LeXHnpf4sBlOP6+Oy8g7Wjh8E4JeZJtnaym7J9NXxzgWKFEEKUD0Fff8bqGaPUJOQD6xaqCdnG2Pj/PmLH0pkAJEQEs3rGKE6F7C6WuebnwLqFAFQ2075umte01Dquz+3rl1nwXi8++HIjts3t8427flHzFHuz6jWJCArAz8EcPwdzIoIC+CMrb+J4QEImDoB3pQwAACAASURBVG7eRp+LEEIIIYQQ5c3gNi8zuM3LXDobp+7LzsrkUMBKAOyc8t5kF6I8mr8tHP9FO9Qk5MU7j6kJ2cYYtzKIWRsPAxASm4z/oh0ERRpfEaIoLN55DADzqpW09ltWM9M6rs/lW+n0mbmeDVMH06aRdbGMFXnuCot3HuODPm8YnI8QQojCuRa0kOTVH6jJwjcOLFcTso3x68bJ/LZjLqBJOE5e/QFpp/YXy1zzc+OA5gE3L1bO9VBpcwut40XRPuv6ec0xs5qkRnxHpF9dIv3qkhrxHX/9kf+DRVNC1hDpV5ek5SOw+2C1VuK6EEIISPj+S6KWjCYlTlPhKzFwqZqQbYyYryeqlaRT4kKJWjKaa9F7i2Oq+UoMXArkXedT6X/rfJTjpsr8/QqAVpXrO0kxgKYS97XovRz/fBhb+9Xmwv5vePwwPU8fw/bexcbJM89+IYQQQghRtoR8O59ts/3VJOQjAYvUhGxj7PpiLAdXfQrAhegQts32J+FIySZsHglYBGiSnXMyq2GpdVyftBuXWTO2N0PnbqBu0zZ6YxeffEArFy+DfV75ORrQVO1OOLKHjdMGM8W5OhHbvyLrfprB9sJ0Zk79MXPqT2zir+q+zKxsVm47AIDLa61Ka2pCCCFMIJWyhRDiOZF2PpqLQcto6TORht2GUcWiHtnpt/hl3wqjE4arNWhNu4++pmIVc9LORxM1rz83o/doVcs2RF8V7LLG1qU/qfFh3Ek4pp7jk+xMLh38plCxQgghyr7k2AgOrFtI73en4dbfj1pWNmTcTuHQhiUcD9xgVB/1m9szev46KpuZkxwbwYL3ehETHKhVLdsQfVWwS8IfWZnsWDqT3u9OM3res3y1F4ZvmjuOnyOC1fdCCCGEEEKI58XUr3ax6CNfZr3dNc8xx87eOLgafmigEGWdkiQ8ZVBXRng6YWNZnZS0BywNPMGm4FNG9dGmkTVrJ/liXrUSkeeu0GfmegIjzmpVyzZEXxXskpD56DGzNh5myqCuJs3bVKv3/4hXezs6tW1SbGMIIYSAB8nR3DiwnPq9J2Dt9jYv1arHnxm3uHFoFanHtxjVR9X6rWkxehUvVjbnQXI05xb4cjcmyKSkY31VsMuq+FndtbYvbZrKvZ/D1PciN7MGbWg8eDYPL8aQvPoDAEnMFkKI/7mdGEVi4FLsB06imftQqlra8CgthfN7VvBrqHHrfGo0bI3LBM06n9uJUYTP7s/VyCCtatmG6KuCXZp+OxGIjZMn9V7rpu5TktcTvv9SK9k7PmAOd5Ji1PdCCCGEEEKUH5fjIzkSsIjuflN5vc8Iqtex4cGdFI5uWUrM3o1G9VG3qT1vzf6WSmbmXI6PZM3Y3pwJC9Sqlm1IaVeNfpyVycGvPqW731ST5m2Ikuge8u18rcTwg6s+5crP0er7JorOrqUf4zvpC7qO+jjPsR6u7fBwNr5wkBBCiNIjlbKFEOI5kZakeZKVkpANUMWiHs3eHG10H0283lFvTli20TwJXqm6/Syq49AVa0cPYleMJmhQHYIG1eHgyGaFjhVCCFH2JcdFAagJ2QC1rGzwHDrG6D66DxmtJiHbtXcDUKtulxfBm1eSEBFM9yGGPy8oVcFnbTlKQEKm+vrgy40kRARzLvrZ/cwghBBCCCGELo6dvZm14RA+o6ep+9x9/Rm3aBNjvlxPFVnAIJ4BUed+A1ATsgFsLKvzYR/jK4m+16ujWjVaSTZWqm6XF6v2RhESm8x7vYyvWGeq07/cICQ2mRGeTsU2hhBCCI0HyScB1IRsgJdq1cPG8z2j+6jXfZSahFzdTnNdVKpuP4uUquAOsw7SKeB39WX3wWoyEsK5f+64znbV7Vyw8Xqf1hM202zkIpJXf8CD5OiSnLoQQpRZtxN/BFATskFTAdqu9/tG99HyzafrfKzsXYGnicvlmZJ07fDWjHyTrAcGXGDY3rsM23sX18lrSYkL5daZoyU8UyGEEEIIUViX4zXr+JSEbNBUde406EOj+3AZ+J6aWNzUsRPwNBm5vDjx/SouRIfgMtD436dMNeeHSyw++YDFJx8wdO4GLkSHcPGnZ/f3rNLSw7UdP3wzh+n+T4vkvNPfk4D5E1k/dzzmZlVKcXZCCCGMJZWyhRDiOXExaBmAmpCtMLM2vqLGS9UsCj2PoEF1DMaUlWraFauY89roZaSeDuHMt5OxdvTA1qU/Ns591fezILFCCCHKvgPrFgKoCdkKqwZNje7DvKZloefh52A4SaO4qmmfCtnNgXULmbXlqFHnkt88OngNYPWMUSZXCRdCCCGEEOJZ0LqDG607uOE7dlZpT0WIYrF45zEANSFb0bSe8b8lW1YzK/Q8avTKW00gt+Kqph0UeZbFO48RvviDIjmX/Hx/9AwAzq0bFdsYQgghNG4cWA6gJmQrKls1NrqPiuaFv68a6VfXYExZqaad3zwsO/QhefUHRlUJt2zfi0ubpnIrdJ2ayC6EEM8zpdKzkpCtMK9r/DqfSkWwzmdrv9oGY0qymraSkN1z2XFqNGytM6Z13w+1krWVatqmVgkXQgghhBClT6nerCRkKyzrG7+Oz6xG4dfxTXGubjCmuKppJxzZw5GARYxdF14k56JL57fGalXEbvm6O4DJFcWFcdyc7HFzsmfW+0NKeypCCCEKSCplCyGEKFda+kwE4Em2duKXsq0cLyovVbOgYbeh+Oy8Q8dpW7Fx7kt2+i0A7IfNKXCsEEIIURJ6v6upyPdHlvZ1U9lWjuuyesYoAOYN74afg7n6UuTeNqS8VQkXQgghhBBCCPH8mDKoKwCZjx5r7Ve2leO6+C/aAYD7lNXU6PWx+lLk3i7IWGkPs9gUfIopg7qqVcWFEEIIQ+r3ngDAX39o/z6sbCvHi6t9TsZUCVcqiz/LFcWFEOJ5ZD9wEpD/Oh/luCGPH6aT8P2X3L+WRJ+vY3QmZCt95a6erWw/C1XChRBCCCFE+dTdbyoAj3Ot41O2leO6bJvtD8Cqd92Z4lxdfSlybxdkXjkTsnNul7eK4kIIIURJkUrZQgjxnGjpM5GLQcvITr+lVS1bSRouKYWtgm1u2xKAPx+mad1EyU67CUAVCxud7QoiZuEwUuPD6LXpktZYj25fBaByTesCxQohhCj7er87jQPrFpJxO0WrWnbG7ZQSnUdhq2DXa6K5bj7MuEvlHD+cpv9+HYBa1kV33Vw+fhAJEcGsjk7RGktJAO8y0L/IxhJCCCGEEEIUzuA2LwOw4/y/SnkmplPmrkvu88nOyiQmJIgzJw4TfyIYx87evPGmLw6uHlQxM/4hUyJ/UwZ1ZfHOY6SkPdCqlp2SVjzVIPJT2CrYdvU1ld/uPsjSSnq+cfc+kLcSeEmPdf32PQAcmxfd93ghhBD5q997AjcOLOfPjFta1bL/zCjZ+6qFrYJdtV4LAJ48TFcTngH+TNf8zp27Enhh2ictH0FGQjjOqy9qxSoJ3NZdhhuMfZKZnidWCCGeZ/YDJ5EYuJRHaSla1bIfpZXs/crCVsGuXl9zPfnjgfY6n6y7mnU+VS31X48A7l9LIuH7L6nRsDUdxyzLtwK4Mlbu90xJAG/uOaJgJyGEEEIIIUpNd7+pHAlYxIM7KVrVsh/cKdnPxYWtgm3VWLOO71/37molQN+7fQOAGlal8/u/Mq/c76+SLN6x36hSmZcoHWZOmqroWXF7SnkmpsvMyibs5Bl2hURxOOo0PVzb4evliofza5ibVckTvzssWo19p78n/v09sG/WsOQnLoQot6RSthBCPCcsW7sAcO3oVjUROzv9FteObi3NaZns5XrNALgRGah1Hrd+OghAjaavFtlYti6aLxa3Yg6o+7JSr5Dyk2a7ZnOnAsUKIYQo++ycXAGI2BOgJmJn3E4hYk9AKc7KdHUbaxYenDy0Q+s84sL3A9C4jWO+bQMSMnW+ch9XdPQeCMC56DCtfpTt9u59i+CMhBBCCCGEEM+z9NSbJsVvXzqbdXPGEn8iGID4E8GsnDqSr2e8UxzTey65tm0MwObQODUROyXtAZtD40pzWiZrbqtJlN55/Get89j/43lAfzL0/YNf6HzlPl6YsZKuaR522rSeZYHPUQghhPGq2zkDkBrxnZqI/WfGLVIjvivNaZmsSl3NfdU7J3drnUda3CEAzBvrv69qSvvaHX0AuH/uuFYfyrZl+555YtNiD6r7/vojkzsnd+eJFUKI55mV/RsAXArfpiZiP0pL4VL4ttKclsmq2TQH4LcTgVrncf2k5jpg0ew1ve0fpaVwaGIXajRsjcNbM/JNyAawbKFZm3MpfJtWZe5bZ44CUM+xe8FPRAghhBBClIqmjpp1fD/t36wmYj+4k8JP+zeX5rRMVruhZh1ffMhOrfM4d0yzjs+2Vf7r+BaffKDzlft4QTS07wBo3t+cVbwv/hQOgF1HjwL1K0RJSrv3kHdmr8Bv5jIOR50G4HDUafxmLuOd2StIu/dQK9530hdasev3hNLxrcnsDosu8bkLIcovqZQthBDPCcs2Lmq17ItBy0p7OgVWrUFrrB09dJ5HI/cRVGvQWmtf0KA6QMEqdNdx6Iq1owdnvp3MmW8nax1rP36tVsVxU2KFEEKUfXbt3dRq2QfWLSzt6RSYbXN7HNy8dZ5Hl4H+2Da319rn56B5CmdBKnS3dfHAwc2b1TNGsXqG9hMye787Dbv2bib3KYQQQgghhBC6DJ0yn55+4/TGXP8lkfBdG/AZPY2uA/ywsLYlPfUm+9ctIXzXBlKvXca6YdMSmvGzq1PbJmq17MU7j5X2dAqsTSNrvNrb6TyPkd4daNPIWmtfjV4fAwWr0G3qWABnr2gS4aqZVcpzTAghRNGrbueiVsu+cWB5aU+nwKratqKWg7vO87DuMpyqtq209kX61QWeVug2pX2Ntl2o5eBO8uoPSF79gVZs/d4TqG7nom5bdujD3ZggLm2ayqVNU/XGCiHE88zK3lWtlp0YuLS0p1NgNRq2xsbJU+d5NPccQY2G2ut8tvbTPMhKqdD9e4LmAR/63gcltqqlDa6T1xK1ZLTOsWycPAt/QkIIIYQQokQ1deykVss+ErCotKdTYHWbtqGVi5fO8+jYbxR1m7bR2jfFuTpQ+ArdhlSvY8PQuRvYNttf57xauXgV6/hCFIVDkbEcjjpNwPyJDPB4+tvi7rBo/GYu41BkLCP7uqv7Dked5vPxI/Dr212toq3EdmjbElur/B8GJoQQCknKFkKI50irQTMwt23Jzeg9pMaH0dJnIvU7DSRsgnNpT80kr41eRurpEFLjQ0mND8Pa0QNrR0/qdexdpONUrGKujqUkWrf0mUi913vlSf42JVYIIUT54DPmU+o1aUlMcCAJEcH0fncazj0HM6OP/qe1lzWj/vkVP5/4gZ8jgkmICMbBzZtX3bxp7+FTpONUNjNn9Px1nIsOU9+zLgP9ae/eVxKyhRBCCCGEEEXizo3fAGhk94rB2MuJ8QC49hqChbUtABbWtnQf5E/4rg1cTU6QpOwiMnOoO3b1axMYcZaQ2GSmDOrKoC6v4vT+ktKemklWjvPh8E/JhMRqXl7t7fBqb0c/F3vDjYt5rE3BpwCwrGZW5HMRQgihW0OfaVSt14K7MUFkJIRTv/cE6jgPIG5G+UoYbj5qCek/h3Lv5zAyEsKp5eBOzVc9sGzfq0jbv1jZnBajV3H/3HH1PbPuMhzL9j11Jlm3nrCZtFP7jYoVQojnmcNbM6hevwVXI4NIiQvFfuAkGnceyP4xHUt7aibpOGYZN2ODSYkLIyUuFBsnT2ycPGj4Rh+DbX/6ZrLBmJwauvTDrHZ9rhzbwa+hm7Fx8qRRJx8auvQr6PSFEEIIIUQp83pvJlaNW3ImLJAL0SF095uKo9cgFgxuV9pTM4nvx6tIijpMUnQwF6JDaOXiRWsXb17pWrqfVR2696eGdX1OH95OzN6NtHLx4jWPgTh071+q8xLCWGPnrwHQSshWtv1mLmPs/DVqUvaukCgArYRsAA9nzbrgIz/9rMYKIYQ+kpQthBDPGRvnvtg4982zv5H7CPXv3FWl86sybWxcUXupmgUNuw2lYbehBmMNzcnQcVPGMiVWCCFE+dDBawAdvAbk2d9loL/6d+6q0vlVmTY2rqiZ17TEzccPNx8/g7HGzElfTGUz83zfs8KOK4QQQgghRFmUdCqCn0L3Er5rAwA+o6fRwaMvDVpoJ1Ze/yWRxJjjbFs8EwDHzt688aYvzt5PPzsPbvMyADvO/4v4E8Es+sgXx87edB0wEsfO3gCcDN7NyqkjARi3aFO+7XPHObh6UMXM3KTzcezsTY9hY2jdIe9Dlow979yUOeqz4/y/DMYYIyP1JgDVLGpr7a9haQVAyuXkIhlHaPh0egWfTnmT5Ud6d1D/zl1VOr8q08bGFTXLamaM8HRihKeTwVhj5qQvxpSxjB1PCCFE0bPs0AfLDnmTxay7DFf/VqpK57dtalxRq2hugbXb21i7vW0wVtecTGn/YmXzfN8zXUyJFUKI51lDl346E4qbez5d56NUis5v29S4olapmgXN3IfRzH2YwdiimKNFc0csmjvS4X3jKymW1HshhBBCCCEKxqF7f51Jwh37jVL/zl1VOr8q08bGFTWzGpZ06D2CDr1HGIw1Zk7GztuYuAatnWjQ2on+U5ca1afQLyIukb1HY1i/JxSA6f4D6NutI/bNGmrFJV66xvFT5/hkxWYAeri2w9fLVSu52MxJ8+99VtweDkedxnfSF/RwbYdfP3d6uGoeTKBUeQbyVIvO2T53nIfza1qJycacTw/XdowZ0hM3p7z3hY0979yUOeqTFbcn32M9XNtxOOq03uMKJS73eSvbZy9eNTgXIYQAeKG0JyCEEKJkBA2qQ9CgOty7FK/ue5KdyaVDqwGwbFW+qmULIYQQxcnPwRw/B3OunItT9/2RlUnIllUAtHR8o7SmJoQQQgghhCgj4k8EM8+/p5qYDBC0diHT+zuTdCpCK256f2c1IVvZt3LqSE4G79bZ76KPfLX+vv5LIrtWzVMTrQG97XPHfT3jHYPns2vVPK3zUc5v16p5BTrv4nA1+SwAZtVrcnR3AIPbvMzgNi9zdHcA2VnaD3sKWrsQIE8yunlNS63jonBq9PqYGr0+5vQvN9R9mY8e89VezVPmXdo0Kq2pCSGEEAUW6VeXSL+6ZF55el/1rz8ySQnRVFyp3rJ8VScVQghRPm3tV5ut/WqT/qv2Op8L+78BoE4bWecjhBBCCCGefVOcqzPFuTrXk56u43uclUnE9q8AaPKqrOMTZcvhqNO8+eEcNTEZYMGG3XR8azIRcYlacR3fmqwmZCv7/GYuY3dYtM5+fSd9ofV34qVrzFuzXU20BvS2zx33zuwVBs9n3prtWuejnN+8NdsLdN7Fwa+fprJ17vNWtpXj8DRBOzMrWytW2c45fyGE0EcqZQshxHOi47StxCwcxolPe+Q5Zu3oQR2HrqUwKyGEEKJsmrBiJ8vHD2Le8G55jjm4edPWxaMUZiWEEEIIIYQoS5TE6a/CL2BhbQvApbNxzHq7Kz+F7lUrTCtx8747RrNXNFVx01Nv8pF7K1ZOHalV7RrgSuJpNv50iypm5iSdimCef0+m93fGZ/S0PPt1tT+2e5M6p/TUmxzbHUDQ2oUknYrQWfUaNJWvg9YuxGf0NHqOHE8VM3OyszI5tGkFQWsXalXBNva8dSmqKtjT+2svPF83ZyxnThxmzJfrjaoILorO9lnDGTJvC+5TVuc55tXeju6OLUphVkIIIUThtJ6wmaTlI0iY1yvPsVoO7tRo26UUZiWEEOJ50+WTrRz/fBjB073zHLNx8qTea3nvYwohhBBCCPGsGbVwBxunDWbVu+55jrVy8aLl63n3C1GalMTp5INrsbWyACA28Ve6jvqYvUdj1ArTStyxjV/Q3r45ADdvp2PXazR+M5dpVbsGiE+6xO/Ht2JuVoWIuETe/HAOHd+azHT/AXn262ofsDdcndPN2+kE7AtnwYbdRMQl6qx6DZrK1ws27Ga6/wDGD+2DuVkVMrOyWbFtPws27Naqgm3seeuirwq2MXq4tuOHb+bw9fZDWonnyv6cY/t6uXI46jRhJ8+o75FyTkIIYQpJyhZCiOeEtaMHrrP2kJYUzcUgzYfNRu4jsGzlTB2HrlSsIosVhRBCCIWDmzfTvz1IclwUB9Zpqqd1GehPS8c3aOviQWVZ5C+EEEIIIcRzz7GzN/EngvkpdC+N7F6hUetXafaKU57EY2U7814a139JJD01hSuJp/Pt1+vt99XE4pwJzkqydO79uQ2d8rmaLG1hbUvXAX4ErV2oN2E6KTYyzxhVzMzpOXI8QWsXkhhzXE3KNva8i4NSbTxngjvAyeDdrJw6koSosDxJ6qJ4ebW3Y//8d4g69xuLdx4DYKR3B1zaNKK7YwvMq1Yq5RkKIYQQpqvl4E7b6bt4kHySGweWA2DdZTjVW3akRtsuvFhZfh8WQghR/GycPHGfu4fbiT+SGLgUgOaeI6jTxpl6r3WTdT5CiP/P3p1H13Tv/x9/9q7bWyJiTAkxlhKEVCSGZjBlUmMQtFRIUfNQU6t6fbla89gWbUMMbRFirEyIDDUkjoaIGGIOQYznRujV7+/7++PcvZOTc05yTiRN8X6sZdX57Pf+7M9nW6vinP06byGEEOKV0MTNl49X7iZdE8/+kIUAtO01lLfeeZfGbbwoI8/xib+YLu6t2Bd/nB37D9OiUT3ecXgLV8e3DYLHyuus+49IuXCF67fuokm9YHLejwO6YGNtBaAXMlbC0vnH8/tywmA1LF2relUCe3oxP3hbgYHpOM1pg2vYWFsxfmAP5gdvI+bYKTWUbe6+S8rJc5fZF6//Gfy++OP4ebTS2593u5Z0cW9F4IylegHuaUHyGbMQwjISyhZCiFeIbTM3bJu50aTf9NJeihBCCPGX5+DqiYOrJ/6jPy/tpQghhBBCCCH+ggLGzkRzKFwNCju396PLoNFGg89bV84hbM0Cs+a1qWxrdNzcDtB2dRvovVYC2tFbgwn6YpnRc5S1DW1T0+jxTYtm0DVwHGDZvvPr36x8oTUFhbtNHWvn14cVU4bw6y9bJZRdCjyav4VH87eYMVC6UQghhHh5VHRwo6KDG3X9p5b2UoQQQrzCqju6U93RHaf35TkfIYQQQgjx6mrg7EEDZw98h88o7aUIUaiZIwewL/44ny1fD+jCyqMHdDUafJ6z+mfmB28za17byhWMjith6cI0qF1D77US0P5heyTLpg83eo6ythodBhk9/tny9Ywb2B2wbN/5Wbv0LrSmoHD3tqgEPlu+npC5E/U6hG+LSiBwxlLKW5VVx22srfjm81HsjUtk7NzVdHFvRYCvO3283cz+sxBCCJBQthBCiD9RWL9qAPhvuV3KK7Hcsxwtt5MPcj1hO5maKOycvbFz9sGulS9vVKhqUJ9xeKdaW89rMPW9BlOhTlODOuWeGPMi3ichhBBFF+ikC1iEJGtLeSXPJzk2nGXj+5m9j+vnU5gZ8K7ReuWeGJO//km2llMJURwJDyU5NhwnTz/a+vWVzuZCCCGEEKLE1GnkyObT/+bquRRSjsSwadEMNIfCcW7vR8DYmWpn6QPbQghbswCvgCDa+PTCumJlKtlWZ7hH/VLeQdGYu+/SoDkUrv7ef8RUwtYsICdbqxdoz8nWqsfFy6NSt08BeLDnq1JeieWUtRtjbD9hcScJjT1JRGIaQ/xaM9SvNc3q2RV6ndOXM3Eft+KFvEdCCPEqiAvUPRTpEXKzlFdiuT+eaHlwKoY7R8K4lxxNFScvKr/jTdV3fHjdpmqhtW+29TfagfyPJ1qyEvdw/7eoYq0VQghhmY293gRg0I47pbwSyyjrLoipPWUkRRLz5SCTx5/laLlx4gCX48LISIrE3sUHexdvarn6UcbIM0RCCCGEEOLFNrldRQAWHX5Yyiux3NNsLWePRnMiKpQzCRE0cfOlqZsfTd27YF3J1qD25MEdpCaEq7Utvfsa7Uiu1IbOGw9A58ApOPv2w7a2/pdHv4ocG9YlO2k7KReuEHPsFJ8tX8+++ON0cW/FzJED1M7S63ZGMz94Gx/19qFXp7ZUrlie6lUqUc9naOluoIjM3XdJUDpe5w1kK68DZyxla0S83jHbyhUY0tOLIT1zv3D6+q27AHw5fnCJrVMI8XKRULYQQghRiGc5Wo5/PZpMTZQ6lqmJ0oWzNZG0HLFUL5h9ZMEgvdrL0eu5HL0e1/FrsG/XUx3PuXvjz9mAEEII8Se5fj6FZeP7mV2vvZ/FzIB3jR67dyvDonnW/s8YkmNzAxjJseFqOHvoP7822W1QCCGEEEKI51WnkSN1GjnSxqcXt69dYk5QVzSHwtWuzt/PGgug16VaCQaXhLuZ19Xu2ACZV9KBgkPIXgFBRG8NZu3RG2Z35C5s38YUdMwcC8cEoDkUbrBO5X56BQSpY/YNHAB4dPeOXm3WjasAVMlzj4QoLRlZlj3ANWDOBiIS09TX68KPsS78GMFT+uPv0cLkeVmPsnEft6LI6xRCCCFM+eOJlnNrxnIvOVodu5cczb3kaO7/FsXbQxerwexn2rucX/uJ0doqTl56tQCXt35JZswGo7VNJ6zXW4cltUIIIQSAvYuP0fEHV1KJ+dJ4FzjQPUOUsGw0GUmR6lhGUuR/f0XRdvRSCWYLIYQQQoi/hKfZWn6aPZwzCRHq2JmECM4kRJCaEE7Apyv1gtm/rJrFkR1rDWqbuPkydMFmvbnzz7s/ZCH7QxYyaUMCNRo0K8FdvTgcG9bFsWFdenVux6Xrmbw3ahb74o+rHZ/Hzl0NoNelWpudU2LruX7rrtodGyD9mu7LIacF9TF5zke9ffhheyQ3Yzaa3ZG7sH0bU9Cx4rAv/rj6+4BJX7Ev/rjBni5dzwSgxpuVS3QtQoiXx99KewFC99uQKAAAIABJREFUCCHEX93t5INkaqJoOXwx3dZdwH/Lbbqtu0Bj/4lkaqK4Fh+q1mYc3kmmJgrHQbPUWv8tt3Edv4bE5SOMBrEdB81S6/L+EkIIIV4kF08lmQxYm7Jj1ZeF1vSfNJeQZK3Br7x+O/QLybHhjJy3Vq9m5Ly1JMeG89uhXyxalxBCCCGEEOYInj2B/s3Kc+FkEgBV7WpRrbbp7tdKODonW8vedctLbF0Ht4VwN/M6oAtox+/5GYCmrh4mz2nj0wuAveuWo72fpY6nHoulf7Py7A3JDXNauu/i9O57AQAkx0fpjSuvlX0A1KzfCID4PT/r3Y9jUTsBaODoXOLrFcJcc4Z24cGerwx+5RUWp+uOPWdoF65u/qdaEzylP0ELNxcY8P7qx/0lvQUhhBCvqAenYriXHE3DIQtpt+osHiE3abfqLLW7T+BecjS3D29Ta+/+Fsm95GgcRq7CI+Sm+sth5CruJUdz97fccNvj62fIjNlA7e4TaL04CY+Qm7RenIRdhw+5lxzNk1uXilQrhBDi1TFoxx2jv7oujQHAOXCWwTl3z2vYO7FDgfPeOHGAjKRI2oxaTP8f0xm04w79f0zHse8kMpIiuXRoa0lsRwghhBBCCIudPRrNmYQI+k5fzr+irrHo8EP+FXWNzoFTOJMQgSZii1p7M/00R3aspXPgFD7fcZpFhx/y+Y7TtO01lDMJEWRdS1drk/dvV+dddPghiw4/5OOVuwH0Qt2vqgnzvsPapTeJKecBqFW9KvVr2ZmsV8LR2uwclm/aVWLrCtkZrXaDvn7rLj/viwXAw9l0iL5Xp7YALN+0i6z7j9Tx2KQUrF16s2LTbnXM0n0XJ6W7dWxSil6wfVtUgt5xgABfdwC27/9VHUu/dpMdB44A0Lp54xJfrxDi5SCdsoUQQohCXE/QfftS3U4D1bHXrWxo2G0UZ8OWkrJxFg27jtSv7fgBr1vlduCp5tQRgDsnY9R5Ht+6DEDFuo4lvwkhhBCiBEVsWMnmJTMYOW8tq6YPNfucB3dumjx+59pFAOo0bl7oXOtmjwOgta/+tza29u3DqulDWTd7HJ7+gWatSwghhBBCCHN59PiA6K3BzPygo8GxYbNWqr8ft3AdK6YMYWLXd4zOk3klHbu6DYp1bWO8mui99h8xlaatPU3WN23tif+IqYStWUDYmgV6x5zb++HRfYD62tx9lwQnd2+c2/uxYsoQVkwZoncs/x7rNHLEub2f0T15BQRRp5G8JydK36XMewA0f6tGobWhsScB+NDbBZtyZdTxzs66LyA4cOICg31cDM77ekc8mfe0BuNCCCFEcbhzJAwAO88P1LG/l7XB3u9jru1exqXNs7H3/RiAC+umAGDbuofeHLate5C2aiQX1k1R59Fe+g2Aau368EaVmgC8UaUmNTp+SGbMBrKvplC2en2La4UQQrzanj66y96JHWgzajE2Nd7SO3Zm17doQmbh/ska4hePMDnH5Tjd330NvXK7ab9uZUPTnqNICV2CJmQWTXqMKpkNCCGEEEIIYYETUbqmY6275wZSy1jb0P79sewPWcielZ/jOWAMANfPaABw9u1HxWr2AFSsZk/bXkM5smMtN86fxLZ2A715W3TM/bLkBs66L4c+smMtvacsKeGd/bW9/157ftgeScehnxocWznjY/X3IXMnEjhjKU69xxqdJ/3aTRrULvzzI0s4dNP/t860oD54upj+zNTTxZFpQX2YH7yN+cHb9I51cW/FgC65n82au++SMKCLJwknUnlv1CyDY/nX6d2uJV3cWzF27mq1W7kiZO5EvW7iQghREAllCyHECyjrdAIZR3dzOXo9AI39J1KzTTcq1GmqV/foaip3UuJI2TgLADtnb2q59ca+XU+1JqxfNQD8t9wmUxPFkQWDsHP2pm4n3X9B1/05cbnuh3DX8WtMnp+/rppTR71gsjn7sXP2pkGXEdg2cyvyvvNT1liQgjpTt5260ei4sb1laqKMHlNeP7h8irqFrkYIIcTzSEuMJTF6JzGhwQB0HzYVF68e1Hpb/82j6+dTSD16iM1LZgDg5OlHW7++esHeQCfd/79DkrUkx4azbHw/nDz9aO8fiJOnHwDHIrapQeSR89aaPD9/XXM3b8paF/73ZN79OHn64fPBKBxcDcMU5u47P2WNBcnfmTq/zUtmMGH5Fpw8/cwKZaclxrJ5yQzmbP2V5NjwQusL4+TpV+A8yp+VEEIIIYQQxalhCxfmbz/MsaidaujXf8RU3nJshXP73J9B2/n14cnjbL6fNVatce82gP/8/oRpvdtx5nhCsYayA8bOxKp8BTYtmoFzez+6DBpdYCA773n2DRxIS0ogeqvu3xXDZq3EpeN72FS2tXjfJcHK2obR834gOT6KX3/ZiuZQOF4BQbTx6WV0jyNmf0PSwV84cWgfmkPhOLf3o2X7LrT19S/Rdb7I4k5dZGdCCuvCjwEwuV9HerzbjGb19L/J/vTlTA4lpzNz7T4AfF0d6OvZAn+PFmpNpW66hy4e7PmKiMQ0BszZgK+rA4N9XPB1dQB03Z+DFm4GIHhKf5Pn56/r7NxIL5hszn58XR0Y2eNdPJq/VWBdQfvOT1ljQfJ3vC6qiMQ0AIN9K69PXrwB6Iey405dZObafcSvGKeeL4QQL7uHaQlkJe4lM2YDALW7T8DWpSvlaul/ac3j62d4kBrHpc2zAaji5MWbbf31AsNxgbqHHj1CbnIvOZrUZYOp4uRF9fYDqeLkBUDWsV2krdJ9ebPDyFUmz89fV6l5B/5etvD3ZvPup4qTFzV9hlHRwfBzVHP3nZ+yxoJ4hJj+cs2mE9YbHTe2typOXtxLjjY5l3JPAX6/dwOA1yvoPwT5jwpvAvD4xjlsi1ArhBCl6VZKPFd/3c35SN3/Ox37TqJOu25Uqqv/zMuDK6lknoxFEzILAHsXH+p5+FPXLTfwsLGX7v9xg3bcISMpkpgvB2Hv4kNDr4HYu/gAcCVhhxoudv9kjcnz89fVbNnJrGd98u7H3sUHh27Dqe7oXuR956essSCDdtwptCavs7/88N/7NMjgmCZkFh0+24i9i0+BoewOn5n/DJEQQgghhNCXronj5MGdajflzoFTaN6xBzUa6HfqvZl+mgtJh9iz8nMAmrj50tK7L06de6s1k9tVBGDR4YecSYhg7dT+NHHzpU33QJq4+QK6js6bvggCYODsYJPn569r3MaLMmY815d3P03cfPHoN0oNJxdl3/kpayzIosMPTR4bumCz0XFje3twKwOA8pX1fw63qaJ7Bv/WpbMFznsmIQLQ3b9Xnavj2xz5aTE7DxxRg8zTgvrg3LQhXdxbqXV9vN34d84TNRg8LagPA7p48uT3/9D2/U+IP5FarKHsmR8PoIJ1OT5bvp4u7q0YPaBrgYHsvOc51K9Fwokz/LA9EtCFrLt6uGJbuYLF+y4JtpUr8MPs8UQdPsHWiHj2xR+ni3srAnzd8W7XEhtrK7XWxtqKbz4fxd64RL1737NTWxwb1i3RdQohXi4SyhZCiBeMEpzO62zYUs6GLcV95nY1zGysLlMTpYaG8war89crdZ0WHOTG0T2cDVuq1imha2PnK8eUOjtnb5OBZsWZLfP05leu3dh/Ik36Tbd433+m7ExdB0/X8WvUMTtnbzI1UTzL0ep94PIsRxdmuxy9nnc+0j2s+vBKCgD/KF+JKwc2ceK7TwBoOXwxNdt2lw9shBCiCJTgdF67v1/A7u8XMO27PWqY2Vhdcmy4GuzN33E5b71SN2frryRF72L397kd15RAsrHz84aVV00fipOnHxOWbylwP2Hf/EtvfuXa3YdNxX/05xbvu6QUFtrO69bVdOYP78bIeWsLDIxfPXsKAOuKlYkNC1G7YQ/5YgWu3v56gfb2/oEkx4ZzLGKb3r0/FrFNPS6EEEIIIURJqNPIkTqNHAkYO7PAuk59AunUJ9BgfPPpfxv9vakac8YBugaOo2vgOJPHTZ3bzq8P7fz6EPTFMpPngvn7LglW1jbqOgtjU9nW5L0XhpTgdF6Lthxk0ZaD7Jr7kRpmNlYXkZimhn7zBqvz1yt18SvGsevX0yzaclCtU0LXxs5Xjil1vq4O/DzzwwL3M3dTtN78yrUn9+vIjIFeeuPm7LsknLqoC7lVLm/F+sgkJnyt67i2bIw/vdwc9QLYvq4ORCSmoX38VG9c+/gpAOvCj7FkVO779uk37tJjxg8ET+lfaLhcCCFeFkpwOq9ru5dxbfcymk/bqoaZjdXdS45WA8P5OznnrVfqnOfsJytpL9d25/7cpISujZ2vHFPqqjh5mQw0K66ELdCbX7l27e4TqOs/1eJ9/5me3LoE6ALoiurtB3IvOZqsY7v07lHWsV3qcYWy7/zh7tdtqqrHlXtgSa0QQpQWJTidV0roElJCl+A1e7saZjZWl5EUSUaS7sH3vMHq/PVKXdelMVw9vIeU0NzudErI2Nj5eQPI8YtHYO/iYzJ4rEj+aZ7e/Mq1HftOwun96Xrj5uz7z3ArJV69rjGWBrzz097UPUPk/smaQiqFEEIIIV5NSnA6r/0hC9kfspCPV+5Ww8zG6s4kRKih37zB6vz1St2kDQmcOriL/SEL1ToldG3sfOWYUtfEzddkoFkR8d1cvfmVa3cOnILv8BkW7/vPlHUtHdAPUCt7yR/Ytq5kqx7Puy9F7M9fq+H5/MH3V5ljw7o4NqzLzI8HFFg3pKcXQ3p6GYxnJ203+ntTNeaMA4wb2J1xA7ubPG7q3D7ebvTxdmPZ9OEmzwXz910SbKyt1HUWxrZyBZP3XgghzCWhbCGEeMEowWTfb05gVbUmAPcvaDj0eRcyju5Ww8lKXft/7aNyQ2cAcu7eIGJ0SxKXjzAIVT9IP0G3dRd43cqGrNMJxM/pzYGpHWnsP9Fg3Nj5Vw5sVNeUc/cGVw5s5GzYUrJOJ5gMTGedTuBs2FIa+0+kYbdRvG5lw7McLRf2fMvZsKV6XbDN3bcxBXXBfh7X4kKxc/ammlNHdayWW28yNVHcTj6o3iNlT6YcmNpR7/WJ7z4hUxNJqzHfSDBbCCEspASTF0ecoUp1ewAunkpizoedSIzeqYaTlbqZGw7wVnNdF6l7tzL4xLcJq6YPNQhVXzqtYVVCBmWtbUhLjGX+8G7MDHiX7sOmGowbO/9QWIi6pnu3MojdHsLu7xeQlhhrMjCdlhjL7u8X0H3YVPwGj6OstQ1PsrWEr1/B7u8X6HXBNnffxlgSqH5eT7K1bF4yg+7DphrcI1NmBryr93rd7HH8FhvOiLnfq8FsJ08/pn23h8gfv9ULvyvjJR1KF0IIIYQQQoiXgRJMTlk7DXtbXfeF4+eu4TV5FTsTUtRwslIXvWgkrRrVBiAj6yGOQ+cTtHCzQahacz6Dq5v/iU25MsSdukiPGT/gPm4Fk/t1NBg3dv76yCR1TRlZD1kfmcSiLQeJO3XRZGA67tRFFm05yOR+HRnbyx2bcmXQPn7Kyh3xLNpyUK8Ltrn7Nqa4umC7j1uh93rC12FEJKaxZlKAGsDu69mCiMQ09mvOqfdI2VN+2sdPmbl2H5P7dTS4n0II8TJTgsmtFyfxRhXd54naixqS53QjK3GvGk5W6pxm7sHmLd3nqL/fu8GxT1xIWzXSIFT970u/0W7VWf5e1oaHaQmcmh+AZmZnanefYDBu7Pxbhzapa/r93g0yY3/k2u5lPExLMBmYfpiWwLXdy6jdfQL2fh/z97I2/PFES0b4aq7tXqbXBdvcfRtTUBfs53H78DaqOHlRqXkHdayKkxfNp23lRuT3eiF1Zbw0wuNCCPFnUYLJ/t+doJyt7rO8u+c1hE/z4+qvu9VwslLnNz+cqm/r/o56nJVB2PCWxC8eYRCqvnvhN/r/mM7rVjbcSokn+ove7J3YAce+kwzGjZ1/IXqTuqbHWRlciN5ESugSbqXEmwxMK+Fmx76TaNoz91mf1J3fkhK6RK8Ltrn7NuZ5Q9L5pe35DnsXnxILgl86FIq9iw81W3YqkfmFEEIIIV50SjD58x2nqVhN97Ph1dQkVg7z4uTBnWo4Wakb+300dZrqnut7eDuDf/VqxqYvggxCv9fOaPhX1DXKWNuQrolj9djuLPnQjc6BUwzGjZ1/dHeIuqaHtzM4ums9+0MWkq6JMxmYTtfEsT9kIZ0Dp9D+/bGUsbbhabaWQz+tZH/IQr0u2Obu25iCumA/D03EFpq4+dK4zfMHUmu+3ZxuY//Fxd8STAbfhRBCiJfR30p7AUIIISxj5+wNwI2ju8k6ncCzHC2VGzrjv+W22oEZdEFk/y23KfdmHR5dTSVTE8WVA6a/yfYt34/UAHDegLMSls4/np/joFlqWNqqak3qdvrvN/Ee3W3ynKzUBINrvG5lQ8NuowC4kxJn8b7/LEqH7yb9pusFp6s5dcTO2ZvE5SMI61eNsH7V2DOkodE5UjbOAnTBeeXPy3/LbVzHr1GD3UIIISzj5OkHQFLUDtISY3mSreWt5i6EJGsZPGOpWheSrCUkWYutfV2un08hOTac2O0hJuftPGCEGgDOG/BVwtL5x/PrP2muGpauUt0ez96BACRG7zR5TlpSvME1ylrb4DdY1+0u9eghi/dd2sLXryA5NpzOA0YUWrt5ie6bNWduOKD+eYUkaxk5by3JseGcSojSq7969pTa6VyRHBvOnYzLxbcBIYQQQgghhHiJ+bo6ALAzIYW4UxfRPn5Kq0a1ebDnK70OzA/2fMWDPV9Rp3plTl/OJCIxjfWRSSbnHd6trRoszhtwVsLS+cfzmzO0ixqWtretyGAfF3WdpsSfumRwDZtyZRjbS/fw/aHkdIv3XRJmrt0H6ALuyn19sOcrgqf0VwPYis7OjfB1dSBo4WYqdfuUSt0+pU7//zE678od8UQkpjG8W9sSXb8QQvzVVHHSPUialbSHh2kJ/PFEi81bzniE3KTh4HlqnUfITTxCblLWtg6Pr5/hXnI0mbE/mpy3ZuehahfmvMFhJSydfzy/+v3/qYal36hSEzvPD3TrTNxr8pyHaYcNrvH3sjbY+30MwIPU3M9Rzd33n0Xp8F239zSD7tXZV0+rHckV95KjeXLn6p+5RCGE+NPZu/gAcPXwbm6lxPMsR0vVt50ZtOMOrT/O7a43aMcdBu24g3W1Ojy4kkpGUiQXojeZnLfxe7nP+uQNGyth6fzj+TkHzlLD0uVs7WnoNVC3zl9NP+tzK+VXg2u8bmVD0566Z30yT8ZavO+Sdve8hoykSHV/xU3pHO70/nRpviCEEEIIYUITN18ATh7cSbomjqfZWuo0dWHR4Yf0nrJErVt0+CGLDj+kSo263Ew/zZmECI7uWm9yXre+w9XuznkDzkpYOv94ft3G/EsNS1esZk+bHoPVdZqSrok3uEYZaxvavz8WgAtJhyze959F6fDtO/xzg67YRdHA2QPPAWMYumAzfacvZ9MXQaRr4go/UQghhHjBSadsIYR4wTTpN51MTZQa6LVz9qZBlxFGA9NKcNgcb1SoanTc3A8LrO30H5pTAtqXo9ebDE0raysotNywq+5b0i3Zd35h/aoVWmNJN23lvnZacFDt5K143cqGliOWknk8ghPffYKdsze13Hpj366nwZ+FqWvat+tJ4vIRXE/YbtCRXAghRMF6j/6c5NhwNdDr5OmHzwejjAamw775F7u/N++LPWwq2xodL2vmG5PV6zTQe60EtGNCg02GppW1jXSzN3p885IZ+H6oeyPXkn3nF+hU+B6Ko5v2sYht7P5+ATM3HDB5P825ZmvfPqyaPpQj4aFqt+1jEdvYvGQGI+et1evAfSxiG6umD6WMlbXZnbmFEEIIIYQQ4lU1Y6AXEYlpalDY19WBkT3eNRqYnrspmkVbzPtSSdsK1kbHlbB0YRrU1H/vWglorws/ZjI0razNVGh55tp9jPlvQNuSfedXqdunhdYU1E3b1DF/jxYELdxMaOxJtdO1TbkyrBjnz76jaUz4OgxfVwf6erbA36OF3p9FWNxJFm05SPSikSbvvRBCvKzq9p7GveRoLm2eDejCyjV9hhkNTCvBYXO8bmP8c9T8gWNTylavr/daCWhnxmwwGZpW1nZ4ZGOjxy9tno29ry6gbcm+84sLrFFojSXdtJX76jxnv9rJW5F1bBeXNs/GYeQqvW7iWcd2kbZqJH8vY23QZVwIIV4WTu9PJyMpEk3ILEAXVnboNtxoYFoJ+JqjzHM+62NTQ//fPUpA+3zkepOhaWVtmz9oYPS4JmQWTXroAtqW7Du/jb3eLLTG3G7aFw9uBqBa0+L/4irlz6vr0hi1Q7gQQgghhDDkO/xzziREsGfl54AurOzRb5TRwLQSHDaHdSXjz6GZGzi2ra3/c60S0D6yY63J0LSyts+9axs9vmfl53gOGANYtu/8JrerWGiNJd20lfs6aUOC2sm7OLXo2IvQeeOJ2/KtWfsTQgghXmQSyhZCiBdMhTpN8d9ym0dXU7mTEkfKxllkaqKwc/amSb/pakj4yoFNnA1bSj2vwdi36c4/yleiTMVq/DL8xfwAwNx9l6TfH93lYsQPPLqaiveywwZBdMUbFapSt9NA6nbK/YbdnLs3AF1HcXNlaqIKLxJCCKGn1tuOhCRruX4+hdSjh9i8ZAbJseE4efrRe/Tn1HrbEYDYsBB2f7+ADn2DcPXqiXXFylSoWp1xHQt/4PqvyNx9l6ZV04cCMOfDTkaPK+FwcwPgebtiK3PnD14bC3ALIYQQQgjxstp8+t+lvQTxgmtWz44He77i9OVMDiWnM3PtPiIS0/B1dWDGQC+a1bMDYH1kEou2HGSIX2t6ujlSubwV1SqX5+2Bc0t5B0Vj7r5LQ0Rimt5r2wrWDPZxUbuFA2Rk6R64mjO0CwBBC3VhA6/Jq4zOqQTJCwqLCyHEi6pcrSZ4hNzk8fUzPEiN49Lm2dxLjqaKkxd1e09TQ8KZsT9ybfcy7Dp8iK1rV163rsw/KrzJkXHNS3kHRWPuvkvSM+1dbuxfy+NrqbjMSzAIogOkrdJ9GXf+4LVt6x6krRrJnSNh6rHa3Sdwbfcy/nii1Qu///FEqx5XWFIrhBClpVLdpgzacYcHV1LJPBmLJmQWGUmR2Lv44PT+dDXMeyF6IymhS3jbZzB13u3OG+UrU7ZSNUIDS/7/5SXB3H2XpKeP7nI+cj2OfScVaxfrp4/ucvaXH3hwJZUe3xwxCLgLIYQQQgh9NRo0Y9Hhh9xMP82FpEPsWakLKzdx88V3+OdqSPjY7vXsD1lI215DadGxJ1YVKmNTpRqz3jPeAOyvztx9l6TsB1kkhH7HzfQUpm0+bhBEB+gcOIX9IQt5mq3VC7Q/zdaqxwujnHcmIaKYVi6KQ3bS9tJeghBCvJQklC2EEC+oCnWaUqFOU2q26c7jW5eJn9ObTE2U2n35xHefAOh1qX6W8/xdLk3JuXtD7Y4NkJ15EYDG/hNNnlPPazCXo9fTbd0Fsz/4KGzfxljSBduUR1dTObNlHhXqNKXliKUmO4sfWTCITE2UwZ4e37oMQNnKdoXWKn9O9bwGP/e6hRDiVVXrbUdqve2Ii3cv7ly7yPzh3UiODVcDv+tmjwPQ61L9JLvk/p68dytD7Y4NcOtqOgDdh001eU6HvkHEhAazKiHD7I7che3bmOLogl0Slo3vR3JsuMH+lT+nDn2DzJ4rb4BbCCGEEEIIIUTBmtWzo1k9O3q6OXIp8x49ZvxARGKaGuKd8HUYgF6Xau3jpyW2noysh2p3bID0G3cBmNyvo8lzhvi1Zl34Ma5u/qfZHbkL27cxzxtsHjBnAxGJaQbrVO7nEL/WhdZeyrwHQI0qxRcuEEKIF125Wk0oV6sJti7deHLnMqfmB3AvOVrt+Hxhne4h0rxdqpUAb0n4/d4NtTs2wJNbl4CCw8J2HT4kM2YD7VadNbsjd2H7NsaSLtimPL5+hivb51OudlPeHrrYZGfxwtxLjlZ/X65mIwCePbqrt//f72YA6N1PS2qFEKK0VarblEp1m1KnXXf+fesy0V/0JiMpUu34fPRb3bM+ebtUl+SzPo+zMtTu2ADam7pnfRz7TjJ5zts+gzkfuZ7+P6ab/axPYfs2xtwu2IXJvn0VgKoN3ymW+QAeXEkl+ad5VKrblLajl5rsWC6EEEIIIQzVaNCMGg2a0aJjT+5mXGL12O6cSYhQOz6HzhsPoNel+mkJPtf38HaG2h0bIOua7rm+gkLIbXsN5ciOtfwr6prZHbkL27cxlnTBNuVm+mkivvsXNRo4EvDpSpOdxavXbwzAv+/f0dvT/VvXAKiU59nHtVP7cyYhwmD/2Q+yAN39EUIIIV52fyvtBQghhLDMbz9MJaxfNe5f0ABgVbUm5arXM1mvhKOf5Wi5sOfbElvXlQMb1W7QOXdvcC0uFADbpm4mz7Fv0x2AC3u+5fdHd9XxrNMJhPWrxoW9uZ08LN13ccq5e4MDUztSoU5TmvSbbjKQDVDLrTcAN47sVseyMy+ScVT3uvLbLga1t5MP6s2hvFbujxBCCPOtnzuRQCcbLp5KAqBKdXverG36W8mVcPSTbC3h61eU2Lpit4dw75buAbB7tzI4vFfXtcrBxd3kOa5euofbw9evQHs/Sx1PS4wl0MmGiA0r1TFL910aQpK1Rn/lP65o69cXgFMJUXrzKK+V+wPQf5KuG1taYqxeuP5YxDa940IIIYQQQpSm/s3K079Z+dJehsWUdRe0fs2h8AL3lpOt5XD4NhaOCaB/s/IsHBPA4fBt5DzHQzQ52VoObAtR17V15Rwyr6Sbff0D20L0/q1lzj5fdpO+3Umlbp9y/JzuARt724rUt6tisl4JR2sfP2XljvgSW9f6yCS1G3RG1kO2xPwGgHtzww6cip5ujgCs3BFP1qNsdTzu1EUqdfuUr/Os19J9F6e+ni0A2K85pzeuvFb2kbd2R0L7CreeAAAgAElEQVSKOpZ+4y47//va1aEOoAuKG/ulyP9aCCFeJhfWTycusAbai7rPE9+oUpOyb5r+PFEJR//xREtG+OoSW1dm7I/8fk/3Oerv925w+7DufcuKDu1MnmPr2hWAjPDVPNPmfo76MC2BuMAaZETkrtfSfRen3+/dQDOzM+VqN6Wu/9QCA9n1+38B6PaQNwSfdWyX3nEAqxq67le3D2/Tu3dZSXsBsKn/TpFqhRCitBxbPYWNvd7k7nnd/6vL2dpTvoBnXpRw9LMcLak7S+5ZnwvRm3icpfsM83FWBpcO6Z71qe74rslz6ryre5Yldee3PM3zrM+tlHg29nqTM7ty12vpvkvCg6tnALCpadgNsCgeZ2Wwd2IHKtVtitP70yWQLYQQQghhpu0LJzG5XUWupuqeb6tYzZ6q9qbf51fC0U+ztRz6aaXJuud1dNd6Ht7W/Uz88HYGmogtADRwNv1cX4uOuufWDv20Ug0iA6Rr4pjcriKxP3+tjlm67+L08HYGSz50o0YDR3yHzzAZyAZ4s67uS+80EVv07sepg7r3bWo1cVZrW3rrnus7eXCHOvY0W6veO+X+CPNYu/TG2qV3aS/DYsq6868//7ixmrzSr91kzuqf1Zp1O6PJuv+oyOvSZuewbme0Ot+c1T+Tfs34F1OaU2vOHoQQrybplC2EEC+YOp79uBy9nkOfdzE41nL4YvX3ruPXkLh8BFETjH+Yn515EWu74g1rRYxuqfe6sf9EbJuZDmXbNnOjsf9EzoYt5WzYUr1jds7e1Hbvq742d98l4c7JGACj61Qo3birOXXEztmbE999onYrV7iOX6PXTVypTVw+gsTlI/RqC7t3QgghjHPr9j4xocHM+bCTwbEhX+SGrkfOW8uq6UOZ3qOlQR3owtrV6xTPB/OKT3yb6L3uPmwqDq6eJusdXD3pPmwqu79fwO7vF+gdc/L0o13X/uprc/f9Imnu5o2Tpx+rpg9l1XT9b8/Mf+/ade3PWU0C84d3M5gn/70SQgghhBBCFK+r51JYOCbA5HHt/SzWfDEazaFwdUxzKBzNoXCc2/sxYvY32FQ2/RCIKd9M/0hvzrA1Cwhbs4D52w9Tp1FukDUnW2tQq1z/xKF9Rb7+y+j9Ti1ZF34Mr8mrDI4tG+Ov/j54Sn+CFm7G5WPj78um37hLg5rF+1C649D5eq8n9+uIR3PT7297NH+Lyf06smjLQRZt0f9STF9XB/p1zA1nmbvvktDZuRG+rg4ELdxM0MLNesfy71GpnfB1mNqtXBE8pb9eN3EhhHhVVXPrS2bMBpLnGL5P2HBIbsdRh5GrSFs1kqTpxj+Le3LrEmWrF+/Dscc+cdF7Xbv7BCo6mP4ssKKDG7W7T+Da7mVc271M71gVJy+qteujvjZ33yXh/ulDAEbXqVC6cVdr14dHZ49war7hz47591SuVhOqOHkZndeuw4eUq9WkSLVCCFFa3urYn/OR6wmf5mdwrM2o3H9buX+yhvjFI9g1uq3RebQ3L2JTo3if9Qkbrv95qWPfSVR3NB1Aqe7ojmPfSaSELiEldIneMXsXH+q3z/3/vLn7Lkn3L54C4B/lKhTLfDeTdc8QGdu/ori6fAshhBBCvExadRnAkR1rWTnMy+BY3+nL1d8PnB3Mpi+CmN+/ldF5sq6lY1u7eJ/r+1evZnqvOwdOoYGzh8n6Bs4edA6cwv6QhewP0X/vpYmbL86+/dTX5u67JJw7dgDA6DoVSjfuGg2a0cTN12ht215DqdEg9x45de7NiahQQueNVzubKwq7d+Lldv3W3cKL8ki5cIW27+vnLcbOXU143HF+mD0eG2sri9fw0RfL2Rd/XH09P3gb84O3ceSnxTg2rFvkWiGEyE9C2UII8YKp3NCZTgsOcuPoHjUg3Nh/IpUatMTO2Vuts2/Xkz+eZKvB4Mb+E6nt0Zf//c9TDkztyN0zR4o1lN2k33ReL1eBlI2zsHP2pkGXEWaFipv0m45NrcZknTnM5ej1gC5kbdfKV68jtbn7Lgn5w9UFed3KhpYjlpJ5PELv3tds040KdZoa1LYa8w23kw9yPWE7mZoo6nkNxr5NdwlkCyFEEb3V3IU5W38lKXqXGmTuPmwq9Zs54+SZ+2F/a98+PM3JZt3scWpNu679efb7E2YGvMs5TUKxhrL9R3+OVfkKbF4yAydPP3w+GFVgIDvveTXfasxZza/EhAYDupD1O+3f0wsNmLvvF0lZaxtGzP2eUwlRHAkPJTk2nA59g3D16mlw72wq2xrUOnn60davL83dvClrbVNKuxBCCCGEEOLlsfn0vw3GLpxMYuYHHQs8L+ngL2gOhTNu4Tra+eUGbQ6Hb2PFlCEkHfyFTn0CLVrL4fBtaA6FM2zWSvXc1GOxzAnqyv4twQR9kRvGSY6PUmvb+vpjZW1DTraWveuWE7ZmAXG7f6Zr4Dh1f69ql2yAVo1qE79iHLt+Pa0GmSf364jz2/b4ujqodf4eLfj3k/+oweDJ/TrSr8M7PP3PM9zHreDX05eLNZQ9Y6AXFcqVYebaffi6OjCyx7sFBrLznudQ+00STl9mXfgxQBey7tLGAdsK1hbvuyTYlCvDmkkB7NecIzT2JBGJaQzxa01PN0eDPdqUK8OKcf7sO5qmd+97vNuMZvXsSnSdQgjxorB5yxnnOfvJStqrhnNrd59A+frvUMUp98FX29Y9+ONpNhfWTVFrqrXrw/979hTNzM48PHekWEPZdf2n8ncrGy5tnk0VJy9q+gwrMJCd97xyNRvx8OwRMmM2ALqQddV3fPQ6Upu775Kg3ENzvG5TlUYjVvLgVAx3joRxLzmaKk5evNnWn0rNO/D3svrv4749dDF3f4vk/m9Ram3ld7yxdTUMn1tSK4QQpaHq2850XRrD1cN71CCvY99JVG34DvYuPmpdXbdePHuSzdFvP1Fr6rfXPeuzd2IHbqceLtZQttP70/lHORs0IbOwd/HBodvwAgPZec+rWLsRt08f5nyk7lmfNqMWU8vVT69ztLn7LknK+oqro7XyZyOEEEIIISxTp6kLkzYkcOrgLjX02zlwCrWbONPEzVetc+rcm99zstWwb+fAKTj79uPZf56y5EM3LiX/WqyhbN/hMyhbvgJ7Vn5OEzdfPPqNMitU7Dt8BtXrN+bib79yZMdaQBeybureRa8jtbn7Lgn5A9OFCfh0Janx+0hNCOdMQgRN3Hxp6uZHi469DGqHLthM8v7tnIgK5UxCBG17DaVFx54SyH4FZSdtNxj7cvxgxg3sXuB52uwc2r7/CV3cW7F46jBqVa+KNjuHkJ37+Wz5eqIOn6CPt2V5im1RCeyLP87KGR8zpKfufdHYpBTeGzWL4O1RLJs+3OJaZX/SJVsIkd9r//d///d/pb0IIYR4mf3000988MEHaifll01Yv2oAL+3+XiZJK0fiXrsMP/74Y2kvRQghVK+99hoffxVMG7++pb2UEhHopHuILCRZW8orEcVl9adB1K/0uvx9KoQQQgjxAlLepzMWLv4zKGHf0rp+UZla996QFWxaNINxC9exYsoQozUFnV/YsYIsHBOA5lA4a4/ewCrPlzAZm0+pzX+NnGwtQ9vUNKgvyppWTguiToW/l+i/E1577TW+n9yPPp5OJXaNv5pK3T4F4MGer0p5JaIohi3awj9qNpF/PwshCvTaa6/R+ONveLON4YOdL4O4wBpAbqdo8eI7u3o0neuXlb/fhHjJvPbaa7hNXEU9j1fnAeuNvd4EpKPziyph6Uja2r8hfx8JIYQQokQpn6spnZRfNpPbVQR4aff3Mvlx1jAcqpbs83qvvfYaa+dMIMC38C+pKm5K2NdYuPmvzNi6lVDzL9/OwtPFscDzE1PO03Hop4TMnagXvtZm51CjwyC6uLdi65JPLVpTwKSv2Bd/nJsxG/W6bBtbqyW1BY0XZGtEPENnLkNim0K8nKRTthBCCCGEEEIIIYQQQgghRD79m5XHKyBIr+uyInj2BKK3Bquh4KvnUkg5EsOmRTMAcG7vx7vvBeh1hjY2PxiGf02Npx6L5WjkDqK3BuPc3o8ug0bTtLWnWfsoTFGC4psWzWDK11txbu+nhrKNcW7vh+ZQeIHHLTXl660GY8o1xi1cV2gtoBfmFkIIIYQQQgghhBBCCCGEEEKIwli79Oaj3j56XZcVE+Z9xw/bI9Wgb8qFK8QcO8Vny9cD0MW9FQG+7gV2gLY0FByblMKOA0f4YXskXdxbMXpA10ID0XnnK0hJBsWPnjwLQOvmjfXGbaytinxdYyHuffHHAQiZO7HItUIIYczfSnsBQgghhBBCCCGEEEIIIYQQfzUDJ88lemsw2vtZeuPa+1lEbw1m4OS5WFnboDkUzrTe7dRANugCwiumDOFw+LZiWcvWlXOYE9SV6K3B6vxzgrqydeWcYpm/KDaf/rdZgeqOfXSB7fz3QnmtHC+qvSEr6N+sPAvHBDBu4boCg/B5ZV5JBwxD3EIIIYQQQgghhBBCCCGEEEIIYcyX4wfzw/ZIsu4/0hvPuv+IH7ZH8uX4wdhYW7Ev/jht3/9EDWSDLvQbOGMp26ISimUtc1b/zHujZvHD9kh1/vdGzWLO6p+LZX5LnTx3GYDKFcuzbmc01i69sXbpzbqd0Wizc/RqE06kAlCrelW2RSUQMOkrrF16s2LTboN7WxQrNu3G2qU3AZO+MujG/Ty1QgihkE7ZQgghhBBCCCGEEEIIIYQQ+Ti27QDA6WOxekHf08diAXBu3wWAhWMCAJjz40EatnAB4G7mdcZ4NWHFlCFmh4RNST0WS9iaBfiPmErXIeOxsrYhJ1vL3nXLCVuzgNbePanTyPS3nRelC3Zxcm7vx8zgvezb+I1eR21l3Jxu3wWp59CCgZPnknY8QZ3fnHsev+dnnNv74eTu/VzXF0IIIYQQQgghhBBCCCGEEEK8Gjq0bg5A7PEUvfBu7PEUALp4tAIgYNJXABxc+xWujm8DcP3WXRy6jSBwxtLnDv7GJqUwP3gb04L6MH5gD2ysrdBm57B80y7mB2+jZ6e2ODasa/L8kuyC3fb9T/Rej527mvC44/wwezw21lZAblfqOat/Zn5w7pd7f7Z8PQknUvVqi6JFo3p8OX4wCSdSCZyxFMDkPbekVgghFBLKFkII8Vz8t9wu7SUIIYQQf1khydrSXoIQQgghhBCiiOo0csS5vR+//rJVL+T76y9b8QoIwq5uAyA39Ky9n8XVcynczczgYsrxYltHamIcgBrIBrCytqHrkPGErVlAypGYAkPZfwWX006iORSuN6Y5FE7L9l2eO5TdtLUnTVt70jVwHAe2hbBiyhAqVLYtcN6tK+cQtmYB87cfVu+p+Ot5sOer0l6CEEII8Vw8Qm6W9hKEEEIIowbtuFPaSxBCCCGEEKJULTr8sLSXIF5Qjg3r0sW9FVsj4vWCu1sj4vmotw8NatcAckPPWfcfkXLhCtdv3UWTeqHY1hGnOQ2gBrIBbKytGD+wB/ODtxFz7FSBoeySoHQFzxtEB9gWlUDgjKVEHT5hNOx8OXIttpUrmFVrLk8XRzxdHBk3sDvrdkYTOGMptpUq4Oli+Lm6JbVCCKGQULYQQrzkwvpVA1688LSyboWy/mc5Wm4c2c2J73TfoNTYfyK1PfpibfeWwRyW1JrrWY6W28kHuZ6wnUxNFHbO3tg5+2DXypc3KlQ1qM/OvMi1uFDOhum+Nanl8MVGa82Z19Q9EUIIUTSBTroH71+04LSyboWy/vzjxmoUT7K1JEaF8VtsOMmx4Th5+tHWry/N3bwpmy+QYEmtJY5FbONIeCjJseF06BtEx75DqfW24ZtYlu7rVEKUOq+xtZq6f0IIIYQQ4uX3t7/9zeJzugwazZygrmReSceubgMyr6SjORTOzOC9enVKyLckKPMObVPT6PFNi2bQNXCcyfP7Nytf6DVKspv24fBtbFo0g3EL1+mF2w+Hb2PFlCGULWf93N3EFW19/fl+1lj2bfzGZCg7byC7uMLs/+9//5eX+SO3St0+BV68kLSyboWp9Z++nIn7uBVGj2sfP2W/5hyhsSeJSEzD19UBX1cHurRxwLaCdYHXM+falohITGPAnA0FzpV+4y5bYn5j0ZaDACwb4290rQBhcSfVfQ3xa81Qv9Y0q2enHjf3/gkhxIsqLlD3cOSLFpxW1q3wCLlpMGaMsk9Lai3xxxMtD07FcOdIGPeSo6ni5EXld7yp+o4Pr9vkfi5q6fXNnVepzUrcw4V1UwCo3X0C1dr1oWz1+iav/6L9+QshXj4be70JvHghaWXdCmPrz0iKJObLQWbtrbDaZzlarvy6i4ykKDKSIrF38aGehz81W3bidauif16pvXmRS4dCSQldAkCbUYup5epHGSPP9Jh7/Wc5Wm6cOMDluDC11t7FW29ec+6fEEIIIcSrbnK7isCLF55W1q3Iu/6sa+loIrawP2QhAH2nL6epexesK9nqnfM0W8vJgztITQjnTEIETdx8aendl8ZtvChTDF82fCYhgrVT+5t9b2+mn2bJh25G65W1hs4bD0DnwCk4+/bDtnYDtaage/KiGj2gK++NmkX6tZs0qF2D9Gs32Rd/nF++naVXl78LdHFS5q3RYZDR458tX8+4gd1Nnm/t0rvQa1jaTdtUfR9vNwJnLDUIsoN+qBzAu11LAKO1RdW787uMnbuab37eW2jQ2pJaIcSr7eV9QkQIIcRL6fjXo8nURKmvz4Yt5WzYUjotOEiFOk2LXGuOZzlagzkzNVG6ELUmkpYjluqFrR9dTeXA1I56c5z47hPsNJG0GvON+sGMpfMKIYQQ+d27lWFR/dbl/yQmNFh9nZwncD1h+ZYi15pr2fh+JMfmdsmLCQ0mJjSYkfPW0to3N4xhyb6097NY+z9j9ObNu9ah//wam8q2BcwghBBCCCFedhUq6L5d+8njbMqWMwwoGlOv6TsAnDmegF3dBlxOS9YbBziwLYSwNQvwCgiijU8vrCtWppJtdYZ71Dc656tmxZQhAAbB63Z+fVgxZYhBJ/LnoXS9zt+VG3T/Zoj4cTVXz6WwdO9vaqfz4vAk+xFlatQutvnEnyfrUTbu41YYPaZ9/JQRS7YSkZimjkUkpv33lwMrxvmrYeeMrJJ9gOj05UwGzNlQaE3+vUz4OoyIRAfWTArAplwZdXzAnA16+1oXfox14ccIntIff48Wxbt4IYQQpa6Kk1eJ1Cr+eKLl3Jqx3EuOVsfuJUdzLzma+79F8fbQxQYBanOub+m8+Wuv7V7Gtd3LcJ6zn3K1mli8LyGEEEX34EoqMV8aDwYUpfbEhjmcj1yvvs5IilQDzx0+21jkNe6d2EFv7Oi3n5CRFIXbhG/0wtbmXv9ZjpaEZaPJSIo0qM1IiqLt6KUGgW8hhBBCCPFqUILNeYXOG09qQjjvf/GdXtj6l1WzOLJjrfr6TEKEGs4eumDzc69j7dT+ZtdnP8gyWHdeP80ezpmECPX1/pCF7A9ZyKQNCdRo0Oy51vpnKm9tzdP/PDO7/h0HXYO4+BOpNKhdg+Szl/TGAdbtjGZ+8DY+6u1Dr05tqVyxPNWrVKKez9DiXfwLZF/8cfX304L6MD94m14gG1Bf5619XpbMWZzXf/L7fyhvbd5zCUKIF4+EsoUQQvyl5e0GnXF4J5maKFoOX0zdTgMByDqdQPyc3lyKXs87Hy0oUq25bicfVOes2bY7r1vZ8CxHy4U933I2bCnX4kNp2HUkoPug5cDUjtg5e9Ni6DysqtbUfXPuwR9J2TiL28kHsW/X06J5lXuRv2O2EEKIV5OxDs/9J83F98OxBZ53/XwKMaHBdB82Fc/egVSpbs+9WxnsDV5MTGgwt66mU71OA4trzXUsYhvJseH0nzQXT//BagfrYxHbWDV9KA2c2lClur3F+/rt0C8kx4YbBLuVeX879Aue/oFmdRYXQgghhBAvpxo1dF3xHmRlUrZcQ7POsbK2YdislXw/aywuHd9jxZQhDJu1Ug3/Anw/S/ezatAXy9SxnGzDn9fNob2fZTDmFRBE9NZg1h69oXddc5VkF+ziYCxAXZiFYwLQHAo3uCfK/fMKCNKrv3ouha0r51CnkSMjZn9T7F/Y9DArEzvP1sU6pyg+BXV4/urH/SaP7decIyIxjWVj/Onl5ohNuTJoHz9l5Y54Fm05yJaDvzGml7veOXOGdjEYe17Hz13Da/KqAmu0j5/iPm4Fvq4OLPy4O/a2FdE+fsqGqCRmrt3Hfs05NWwdFqfrjj1naBc+9HZRw9phcScJWrgZV4c62NtWVO9bQR3AhRBClJ68HZ5NdXt+fP0Mmpmdqd//n0WqNdeDUzHcS46m4ZCF2Lp24+9lbfjjiZaM8NVc272M24e3Ye/7scXXt2TerGO71Fo7zw8AeJiWwKn5Adw8uIGGg+fpXd+cjt1CCCEKZ6zD893zGsKn+Zl1vjm1D66kcj5yPY59J9HQayDlbO15nJXB6e3LOR+5Hu3Ni9jUeKvAOfJ7lqNl78QO2Lv44DrsK8rZ2uue04nehCZkFjdOHKCuWy+Lr3/jxAEykiJpM2oxdd/toT7/k7rzW1JCl3Dp0Faa9Bil3rf8HbOFEEIIIcTLI2836KfZWpZ86EYTN1/8P1lExWr2PM3WcmzPBvas/JyzR6Nx6qzrWnwz/TRHdqylc+AU2vQYTMVq9jy8ncGBDUs4smMtWdfS9bpQW+JqahIrh1n2hXyRP5j+jCV5/3bOJETQd/pyWncfDEC6Jo7VY7tzZMdaek9ZAuTei/wds/9KatjZkZl13+x6G2srVs74mLFzV9PVw5XAGUtZOeNjvYDx2LmrAVg2fbg6ps3OKdL6su4/Mhj7qLcPP2yP5GbMRoNgszks7YJtjoBJX7Ev/rjBmpR9f9TbRx1zqF8LgOu37lKretUCa5/3+sr9yzunJbVFdTPrPjVryPuQQrys/lbaCxBCCCHMdT1B98N/zbbd1THbZrpv37ocvb7ItZZev26ngeo34r5uZUPDbqMASNk4S639940LANRy641V1Zpqbd2OH+jNZem8QgghhDF3rl0EoE7j5oXWXjqtAaBd1/5q+LlKdXs69tV9A+PV/3b+s7TWXEfCQwH0AtkAzd28ATh9OPeBeEv2tW72OAC9QHbe18pxIYQQQgjx6nJwcOAfb7zB1XMpFp3XpJXuPSWl83WLdzsZrcu8kg7oAtl71y0vdF7n9rqHji+cTFLPi/hxtUFdGx/dQ8B71y3XC22nHoulf7Py7A0x3uX3r2Lg5LmAbr15w+qHw7fpHbfEu+8FAHAkIkwdy8nWErf7ZyD3ngHczbzOtN7tqNPIkYCxM4s9kP3sP7+TcfE8LVpId+EXzdc74sm8Z/oLFEJjTwIw2Cc3uGxTrgxj/xu6nrl2n1p7KfMeAM3fKt4HK77eEY/X5FUETym4a8X5DN0D/X09W2BvW1Fd64feLkDuXvL+Pm8gG6CzcyMADpy4UHwbEEIIUWqeae+imdmZhkMWUrZ6/WKrNebOEd3PZHaeH/D3srr3fP9e1gZ7P11g+tLm2UW6viXzKrW2rt3UsYoOup/jM2M2WLwnIYQQRXNm17eET/PD/ZM1xVZ798IJAOq370s5W93nleVs7XnbNxCA+5dOWbzORxm6f/fU8/BX53zdyoaGXrqmD5fjct9vsOT6ynkNvQbpPf/TtKfu+R9NyCyL1yqEEEIIIV58t6+eA6Cld18qVtP9TFnG2obW3T4E4ERUqFp7/YzueT1n335qbcVq9rTtpXte78b53Pf7LRH789esHObFwNnBFp3zKMv4F+xB7rpbdMz9XK6BsweAXqfvF0GLd5w4deGKRee4t2wKoHa+7tzmHaN16dd091CbncPyTbsKnbeLeysAElPOq+et3rrPoK5Xp7YALN+0Sy+0HZuUgrVLb1Zs2m3uVopNgK/uM7Sowyf0xpXXypoBWjdvDEDIzmi9sLpS6/1uyyJff/v+X9UxbXYOP++LNbi+JbVFdTr9Ks2d5DNkIV5W0ilbCCH+YsL6VaOe12CjnZx/+2Eql6PX023dBV63suHR1VTupMSpoV07Z29qufVWOzCbmh/0O1AXNJ51OoGMo7u5HL0eO2dvGnQZoYabC9tHYfJfqzBtp240GMvURAHgOn5NkWuf5/qA+kFKXvfOJQJQ+W0Xg9r8+7ZkXiGEeJUFOtnQoW8Qg2csNTi2fu5EYkKDWZWQQVlrG66fTyH16CE2L5kBgJOnH239+hoEdvPPD4YdqE2NpyXGkhi9k5jQYJw8/fD5YBQOrp5m7aMwxrpgF5d7mRkAVKii/83rFapWB+DGxbNFqjVXcqyuC17ZfB3+lNdX0k5S+F005OTpp85t6rgQQgghhHi1/eMf/8DDw5OUwwdp6+Nv9nl2dRuo3aq9AoKoaldL7/i4hetYMWUIE7sa/6A980o6dnUNv7H+3fd03Z5nftBRHTMWUG7a2hP/EVMJW7OAsDX67xk6t/fDo/sAs/dSGjy6DyDteAJzgroaHMu//v7NygOFd/du59eHX3/ZyvezxqqdyhX+I6bStHXuvypO/noA/j97dx4X0/7/Afwl+3IjRAhFliS6QnQjWyq7SLZLspabfQmX66Kv7BRlzU6JrFcl11Z2uSVJZOtGrrKU7KrfH/ObYZrSTE2dqV7Px+P+MWc+53NeM+P7Pc2cz/u8gSzfP7G8dBOPvhGKjIx0dO2adbG+EDR6z8EoaxOsdpL9nXia5xFsD7iKJz5/QL1iOdx+lIBz4bGSAmOrtvqwNW8p6aqc3fyAbAfq7LZfuPUAR0IjsT3gKqza6sOx7y/o2CLnLmbydGj+URfsH7lw6wHme59EiPskBF6LznLM/vkjstz+fSFzfpvvfRL754+AVVt9jF7hk+24K3eeAADa6teX2q5esZzMeyR+vZlfh/hxxIOnAKR/1yYiUgUX7GujVucRknquvbgAACAASURBVI7H37u/0wUJZ3fB1OsuSpVXx7t/7+B11AVJ0W41IwvUaG8DTZO+P5wfkO3knN32N9GhSLx2Aglnd6GakQXqWI6VFAHn9Dpykl03aUU8Pe2NakYWkq7RyhqbFYMpWd8QW1xIndvjKzJvVmNfhgcDAPQdveTKQUQkj939a6Cx5UiYTFgh89zVjTNxL2gnBu+NRekK6nj9OAoJEeclhbjabSyh29FG0oE5u/kB2Q7U2W1/HhmCJxeP4V7QTmi3sYR+73HQMuwg1+vISVZdsHMStmMhOs/dDe02lghZNV4pY98lPgUAlK8ifZO18hqidUlv4mIUzvki+ioAQLOJ7JqezK9bkeN3nsv1P0RERFR8zTCtgvb9HSTdkb93aMU0XD7sjSWn4lCukjqexd7G/evncNzjdwBAMzMrtOpuK+kWnd38gHQH6h9tjw27gIgzR3D5sDeamVmho52TpGA4p9eRk8zHysnjW6K/P3UMTaS2l6ukLjPX6+ei9Xo/VZX+m129mujvz+cPFV+vBwDHPX6Hw3IfNDOzwp4Fo3McHxt2Acc9fse0XaG4ExqY5RiH5bLXLcRjFSn+VgUWFt0xa8Z0pKWno6SafL1P9erVlnSrHjPAUqrbMwDscJ0K+3lrYDTAOcv9Y+OeQa+e7G+Fg6w64GTIDXRx+Had7H+TR8qMM29jiNmjB2LZtoNYtu2g1HM9OrTGkB65WYWZN91NW6FHh9awn7cG9pnW+c4ePRDmbQwlj+tqVZe8R5nzjxlgKSlOB4BKbUT/35BTd++B3c1wIDAEzq4bJZ3Kszu+ImNzIy09HRduRGH5Soc8zUNEqoudsomIVIzhrwvxKHgnPiUnSW3/lJyER8E7YfjrQpSuoI6EsFP4e1YXqS7KCWGncG3deMRfOqKULHd83RCyeICks3RC2CmELB6AO76yix0K2v0TXvC3q4nLy39F28mbfliIrsjY3EhNEHXx/L7YO+nOJQBAhep1EH/pCC4v/xX+djVx/4SXzGeryLxERMXZ4GmuOOu3TaozHACkvErEWb9tGDzNFeUrqSP8fADmD/pFUpANiAqBvVwccDXwYOZpc8V/wxIsG9cbZ/22SeZfNq43/DcsUcr8inpyV3QH9kpVquK8/w7YG6nD3kgd5/134EOqdIH3sS2iIoTMRdHibnHi5xUdKy9xcXTmXOLH4vdU0dfVycYeAGQ+Y/Fj8fNEREREVLwNthuEsLMn8OXzJ4X2E3de7thXtlDF1Hogxi70kDy2GT8La078g2WHRL8P3bkRmuWcptYDMWnFdknH7LELPdDLflKWYwc5z8ekFdthMejbIomxCz0wftEGpXd+Vjb1qpqY6LZV6rUad7LGpBXbMdFta67zz1x/QGpOi0GjMX/bCQxyni81LnPRtrJdDjiIrt0sULVq1Xw9jiIWO/TA9oCrSExOldqemJyK7QFXsdihB9QrlkPgtWh0mOQu1fE58Fo0Rq/wgf+F3HVayMx1TzD6ztuK7QFXJfP3nbcVrnuClTJ/bsQ+TULfeVuxbeZgNNetlav9AUh1r771QFQ8V/WnCtgZdB0avedAo/cc7Ay6jpR3H3Od9fXxpbBqq5/juIu3HwEAtDWrwP9CBIYs3gWN3nOw/nCIzL8D8XyZc4kfiz8rIiJV02DwAiSc3YUvKdLX2b6kJCHh7C40GLwApcqr42V4MMLmd5PqovwyPBjRXo5IvJpzJxp5PPZfjlvLBkk6ML8MD8atZYPw2F/x30vzw5voUMQdW4s6lmOVOlZRH54/BPDjoujcHD+neeMDN+KCfW1ErR0JfUevHxbjExEpyth+Ie4F7cTHTOs+PiYn4V7QThjbi9b0xF8PwompnaU6I8dfD0LIqvF4HHpYKVnC97kheMEA3AvaKZk/eMEAhO8Tbk3Pr4dfQLuNpVLHRvqJinoyFzaXq1xd6nlF/Bd1GYCo4/Xj0MM4+79fsbt/Ddw56inz2Srj+CnPROt/5OkgTkRERFRY9XZegsuHvZH6WnptX+rrRFw+7I3ezktQrpI67oQGYvUIM0lBNiAq5N2zYDTCT/+44FJegZtdsdG5j6Rb853QQGx07oPAzbI3Ry4ID/4RXSusUlMb4acPwXvWYMwwrYLz+9fLvF+nd4huAFUu03q9ShqaUs8rauWlN2hmZiXX2MS4WGx07oPhi7ahtl5zufY5v389ZphWgfeswRi+aNsPC+xVUb9+/fD+w0ecuarY9TFxN+WhPTvJPDewuxk85k2QPJ49eiDCD3ng8r5VAICQm1FZzjmwuxl2uE6VFCV7zJuAScP7ZDl2/oQh2OE6FWMGfPtu5TFvAjb87gTNqpUVei3KoF6pArYumiyVf8wAS/zluRDzJ8jeaHxgdzOc8V4qyd+jQ2vscJ2KtS7jcp3hwOo5ch9fkbGK+vtKON5/+Ih+/ZRbt0JEqoOdsomIVEwNQ9FduBKjQqWKhxOjRF/Iahl3BwBcXv4rAKDTkpOo2sgYAPA+6SkCJ7bCtXXj81x4nHg7FHf916CpzVQ06u2E0hXU8eV9Cu4f98Rd/zWo0643Ktc3yHZ/RbtgK6qKjiEMf12IpDuXcG2d6I652b1mRcbmRtwFP9Qy7o6aRt+6Gom7ct/xdcNd/293eorcLcrR+rcNOd4JN6t5iYiKM4N2nQCIOlR/3/E6+tp5AN+KfddOtgMAzN/1Nxq2EN3d/OXzeEy3agYvF4cfdsuWR/S18zi2ZTn6jJ0F65GTUL6SOj6kpiBgpzuObVmONhZ9Ubdx9nfJy88u2PMH/SL1ePuiSfjnfADGu26RKawWSntrW4SfD8Ct0FOSz0L8/mVHntdlZG6N2ZuPI2ivJ7xcvt1dULxdni7mRERERFT0DRkyBLNd5uDiX37o1H+43PsZmJj/sJty14H26DrQXmb79/tktb+p9UCYWkt/R8nuOOKxoxeslTN1wcmp03SFSupZvtas5hF3y5aHvHPml5TXSbgUcAiHDvrl2zFyo5ORqDN7SMQDqY7XIRGiReDiotwhi0WFZMErHdG6ST0AQHziGxg6LMPoFT4/7JYtjwu3HmCl7xnMsOsC5/4doF6xHFLefYTH4RCs9D2Dvr80/2FRdG67YP9IyruPmO99EjPsuuT69fme/QdWbfXRzbiJzHMdJkl/t52y3h+B16KxadqgfO2wLe5+7bonGCt9z0i2z/c+iYu3H0kd39a8JQKvReN0WIzkPRB/LkREqkzDQHQN9U30Raki2zfRFwEA1YxE11Cj1oq6xhjNPw71hqJrqJ9ePsXV6W0Q7eWY5wJdcRFxvT5ToG09AaXKq+PrhxTEB2xE3LG10GzTCxXrNst2f2V0wc7J06AtqGZkIVfnbkXGKuq/SwdRzcgCGi06K/X4Oc1bqX5zNBi8AMl3LyPayxEAWJhNREpTq6XoetPzyBCpjtfPI0V/T4uLjM/+T7Smx3pZAKo3Fp2P3iXGw39cK4SsGv/DbtnyeB4Zgki/1TC0nQaDft/W9EQd8USk32rUN+0NDZ3s1/Tkpgt2URJ/PQiAqLD9+6LqsB0L8V/UZZhNyXlNjyIenvODdhtL1GnVVWlzEhEREamaRm06ARB1WP6+IDc27AIAoNkvooJg71miG546bwlGfQPR2r43/8VjSf/m2LNgdJ6LeWPDLuD0jhXoZj8TnYY6o1wldXxMTcG5fR44vWMFWnTp+8NCY0W7YMtD3D06cLOrVFH1cY/f8eCfUAxdsFmmCFsoH1NTcHz97+hmP1Ohz6JO4xbo7bwED/4JlXTiLkyF2dWrV8fQoUOx8UAgLNr/LPd+5m0Mf9i9eVQ/C4zqZyGz/ft9stp/YHczDOwu/XtZdscRj81LIbMyqVeqkGX+7LQ1bIy2ho1/mD/1+iFJt2x5KHJ8RcYqYpNfEIYOHYrq1avnPJiICiUWZRMRqZjK9Q1Qy7g7/g09JFU4/G/oIehajESlWg0BfCt6/pSchOQnUXif9BSvY28qLYe4CFxckA2I7vraqLcT7vqvwYvICz8sys5vms3NoNncDI16OeLx33twbd14lFWvDs3msn8UKzJWUeKi667Lz2R7Qabn5iiU/f875MZfOoJr68bjv/AzPywMl2deIqLipm5jQxiZW+NygJ9UYfXlAD90th0NrfqiRefioueUV4n4914kXibE4+HtMKXliL4uWlQhLsgGRJ2krUdOwrEtyxF15dwPi7Lzg7gr+PeF6ICoS7SXi4NUAbTQWph1h5G5NbxcHKSKp/uMnSUzVtHX9eTuLYSfD5CaI/x8AH42t2ZRNhEREREBACpUqIAlixdh/p+L0c6yP8pVqCh0JPrO/YjrUl3HVZ3vuoUwNTVFz549hY4ipbluLVi11Yff+QipwmO/8xEYZW0CvTqi3yrFRc+Jyam4/SgB8YlvEHYvXmk5Qm6JuliKC7IBQL1iOTj374CVvmdwLjw2V52q88LjcAgCr0XDfZJNrvYXFz2HuE+SKrIWdxv/vsAdAPwvRGD0Ch+pAuj8dm/PPGhWrpTt8bsZN4FVW32MXuGD0St8JPvNsOPNQYlItVWs2wzVjCzw4rK/VIHti8v+qNV5BMprNQDwrej5S0oS3v17Bx9fPsXbh/8oLceb6EsAICnIBoBS5dWhbT0BccfW4nXUhR8WZee3lAdheBkeDIMpO5U6VlGP/Zcj7thaGC8+LXmflHF8eeatom+GKvpm0LaagITzexHt5YjS6tXypfCciIofDR0DaLexxKML/lKF1Y8u+KOx5Uio1xat6REXPX9MTsLrx1F4lxiPpPvKOx89jxTdlERckA2I1vQY9HNCpN9qJESc/2FRNn1ju+OOpOv149DDCFk1Hk9v/p3nwnkxceF3rzVnuf6HiIiIirTaes3RzMwKN0/5SRXj3jzlh/b9HaBZT7S2T1z0nPo6Ec9ib+PN83jE3VHe2r7YMNHaPnFBNiDqOt1pqDNO71iB+9fPyd39OT8s/Ou+pOt1+OlD2LNgNO5eCVaZAuZz+zxwJzQQg+Yodr1Oz7gj9Iw7wnzIb7h6bCf2LBiNShqa0DPumE9JlW/xkiVo3KgR/r4Sga7tCuaaDsnnWuQ9qa7jqu7vKxEICYvCPZ8jQkchonzEomwionxWqZJo8VPal08oWbqsXPvo9RiPkMUDkJrwAJVqNURqwgMkhJ1Ch/nSdzjK3IVZmcTzHh/VKMvnI3cvRKNejtnu729XM8djKKubdp32fXBz83TEntyUY6G1ImNz8n3hdHYF6t8XtQOQdL3OXHSv6Ly5kfbxHUqW5EJjIlItZcuVQ3pamtzjLYc5Ydm43nj+JBZa9fXw/Eksws8HYPbm41Lj/DcswbEty5UdFwAk8zqaaWf5vM/qebAa4Zzt/vZGOV9sV7SbdnbjTawGwsvFQaaQXUjlK6nD4Y/1+OfcX9i+aBKMzK3R3toWJlYDZT4zRV7X1cCD8Fk9D45u3lKvVVzAXa5CJaW8B5/ep6Ik715IREREVKiNHTsWnhs34fAmNwyZuljoOIWGuIN1fnaejvnnMnrZT8q3+X9EkQ7dABAbGYYLx/bjZpjyFgr9SLmyZZGWniH3eMe+v6DvvK2IfZoEvTrVEfs0CYHXonHUdYzUuMydlZVJPG/9wX9m+fx875P4rX+HbPfX6D0nx2Mo0k3b/0IEVvqeQfBKR0nRsiK+L8jOXEyeXQ6bji0xeoWPTIF8fvm+AB6ApJv398dXr1gO7pNscPJKNKas94dVW33YmreETceWSv23kPrxMzRLllTafERUNJUpWw4Z6fL/PlzHcixuLRuED88forxWA3x4/hAvw4PRYvYBqXHiwt38IJ73kmPTLJ9/6LMI2lbZLxC8YF87x2PkpZv2f6F+AIDKTUyUOlYR3xdO/6hAXdHjyzvv9zTb9sb97TPxNGiLUoqyMz69Q8mSiv8dQUSqTXQ+Spd7vH7vcQheMAApzx5AvXZDpDx7gPjrQbBYJL2mJ3MXZmUSz+szTC/L58N2LESzvk7Z7r+7f40cj1Ecuml/X9QOQNLJOnPRfW59X5CtzCL5tI+pKFmygtLmIyIiIsqKeP37188fUapMuRxGi3S0c8JG5z5IjIuFZj09JMbF4k5oICZ4HJMal7ljtDKJ5/29e70snz/u8TvMh/yW7f4zTKvkeIzcdtP+vlAcAJq2E3VQzlzILpTw04dwescKOG8JlhSO50bLLv3h5zYZF3w9lVKU/fl9KkqWzP/1enXq1IGLiwtmrd6G0N3LUL5smXw/ZlEg7mD9o47heXUl4i4mDe+Tb/P/iCIdugHgw6fPmLV6B1xcXFCnTp18SkVEqkBN6ABEREVdtWrVAABfUl/LvU+VBi0AAEl3LgMA3jyKlNoOAI//3oO7/mugazESHeYfQtflZ9Bzc5SyYhcq4gskCWGnlDo2O5+Sk3DH1w3JT6LQfe2lLAunm9pMlTqePMeXZ968+Pr2peTfIxGRqtDQqIrU5Fdyj9dp9jMAICYsFADwJDpcajsAnPffgWNblqOz7WjM3nwciw9chPuZB0pMXfh83z1a3JH6Q6p0wbP48fcdqxUZqwj1qpowt7HHjvAUTFnnCxOrgXj5XNSNbfA0V7nn+f51ibtuZy68Fj++HOCXq6yZpb5J4vmUiIiIqJArWbIkNni44/h2d1w7fSznHajACFWQrahX/z3FuqnD4OTohObNC6abQlWNKniV8l7u8UYNRRf5L95+BAC49eCp1HYA2Bl0HSt9z2CUtQmOuo5BiPsk3NszT4mpVYu4K7TFDC9o9J4j+U8s82OxxORUuO4Jxu1HCbi+cXquunsHXovOfXA5iLtcf1+Q/f3jzMfXrFwJIy3b4PXxpdg/fwRsOrZEfKJoEdlihx5KyfQy5T2/PxNRjqpoaOCrAtdQK+mIrpW+iRFdQ019Eim1HQASzu9F3LG1qNV5BFrMPgDjxafR3v2WElOrri8pSUg4uwv1+kzJtot0bsYqcvzH/svxLi4KbdxCf1g4rWhWeefNTDz3y/Bguff5kbRUXm8lKoqqaFTFp7fyX6+s1lB0w6P/oi4BAF49vCW1HQDuB+9GpN9qNLYcCYtFh9BrzVnY7rijxNTFh6HtNADAl/fS1yvFj8XP52bO7Nb0xF8PytPxPyYnIXyfG14/jkLfDZeV3rX8cwrPR0RERJT/xH9vvE+RvwBZu4kRAOBh+EUAwNN7EVLbAeDqsZ04vWMF2vd3wASPY5i2KxQL/7qvrNgqqZv9TACQKsj+/vGd0ECZsR8zrdcTPxY/nx/2LBgNAPAYa4EZplUk/4llfpydrF5XXnxILrj1ejNnzcIXqOE3143IyJD/ZsmUv4QqyFZURkYGfnPdiC9Qw8xZuVtbS0SFBztlExHls2bNRBeFU/6NQTkNLbn2KV1BHa3GrcLNzdNRq7UVrq0bj1bjVkldDLi5eToA4Ocx3zpKZr4AIK9PyUky23QtRuJR8E703n5f5iKEPJTVBft7l5f/ioSwUzKZxPl1LUbmaqwikp9E4Y6vGyrXN0Cr8WtQtnLWd95Sryu6O/77pKeoUP3bQkfxZ5T5+PLOmxcp8fegrz9W6fMSEeVFcwMDxMfKvwChfCV1jFrgju2LJuHnTj3h5eKAUQvcUf67Hyy3LxIt4h85b41kW+aiYnmlvEqU2dbZdjTO+m2DV2i81HHlpWgXbHmsnWyH8PMBMpnEr7uz7WjJtjoNReeo5JcvpMYmPXsCAKhWSztXY/Oa9UWcqHBeo0atHMdm9bpy8n0Bd148exgDfacxOQ8kIiIiIpXWoUMHuLq64s85Y1G1Rm3otWgtdCSVlZ+dsVWJvK/z08f3WDvtV+jU04abm/xdmvPKoHlzRD95Lvd49YrlsPY3G0xZ748e7fQxeoUP1v5mI1W0O2W9PwBgtVM/ybaUdx9zlS8xOVVm2yhrE2wPuIonPn/IFAvLQ5Eu2Pnl9qMEuO4JRnPdWnCfZJNth+0hi3ch8Fq0zGsVv5+jrJXbgTQz/XqiLnfxiW+grfltQVRWx88u68OElwCA2tWUU5gX8+8LjNHXV8pcRFR0NTcwwJ34u3KPL1VeHY1GrcD97TNR/WdLRHs5otGoFVJFvfe3ixamNhrpJtn29UPufpP9kiJ7DbVW5xFIOLsLpl53c1XMnJcu2Dn5kCj63fanBj/nMFKxsfJ49+8dPD60DBXrGaCxwyqUVv/xtU55jy/vvFFrR+JleLDM5yL+DGt1HqHIy8k+z7P70Ncfp5S5iEh1GDY3wJM4+c9HpSuoo53TKlzxnI66ba0Rsmo82jlJr+m54ila02My4Vv3v9yu6fmYxZqexpYjcS9oJwbvjc3Vmp7C1AW7Sr0mAIAPbxKlXmvqi38BABU1Fe88Jp7zXWI8Kmp+u94p/owaW46UGSvv8V8/jkL4Pjdo6Big/cQ1KJcP63/ecP0PERERFQDx+vfnD6OhXl2+9e/lKqnD1mUd/Nwmw6BDD+xZMBq2LuukipH93CYDAAbMXC3ZlrkAWV6pr2XX9rXv74DLh72x5FScTBG0PHLbBftHtBqI1uC9+S8eVWp++/tT/Lrb93eQGfv21Qup/K+exwEANLQUX6+XX7xnDcad0ECZ91r8uXz/uvLi+eMY6OsXzHq9cuXK4cjRY2hnYoKlWw5g7ji7AjluYZSfnbFViSKvc+mWAzh+7hquXL2KcuUUvzZKRIULO2UTEeUzDQ0NNDVojqS7VxTar3qz9gCAv8aJ7pZao2XnLMelJogKmL68T8H94545zlvLuDsA4NX9MMl+DwK3yozTbie6o9D9455SRduJt0Phb1cT9094yftSlKau2QAAwNPL3zoYfXmfgrgQUedLcWZFx8rrfdJT/D2rCyrXN0AzO5cfFk5XbdwGAPD4791SF9b+Cz8DAND6uVuu5s2tlLhofHyXgo4dOyp9biKivOjYsQMeRih2jmxibAYAmNSlIQCguWm3LMc9fxILQFTAG7DTPcd5jcytAQAPbl2X7Hd6/yaZcW0tRIvVA3a6SxVtR187D3sjdQTu8pD3pShNe2tbAMCt0FNS28WPxZkBoHYD0cKBSyd8JN2pXz6Px/XgowCABs2NczVW0azXTvlLtj1/EotrwUcAAHpG7XL1usQdtqOvnZcqwr8aeFDq+byIvx+Fd295PiUiIiIqKlxcXDDAxgYrfrPF3ZuXhY5DhUBq8mssdxyAj28S8deJ4wV6Mb1DR3NcjYlXaJ9fmusCABoPF30f6tqqUZbjYp+Kfv9NefcRHodDcpzXqq2o0PZGTJxkv83HZf831M/MEADgcThEqmj7wq0H0Og9B+vlOJYyvT6+NMv/Mj8vFp/4Bh0muaO5bi3MG26RbUE2ANiaizrinQ6Lkdoufix+L/JLW/36AETdz78vrBcfv3vrJjJZD4dGSrbFPk3Ckf9/LJ4rL+48fo6U1Pf8/kxEOepk3hEfHt5QaJ8qTUTXUC9PEnXHrtq8U5bjPjx/CEBUkB0fsDHHeasZWQAAUh6ESfZ7etpbZpxm214AgPiAjVJF22+iQ3HBvjbiA3M+Vn559/8F7hW0Gip1bE4+vXyKsPndULGeAXRsZuVYkC3v8RWZt0Z7GwBA4rXjkm1fP6Tgv0ui34fFn1tevIuPxidebyUqksw7dsDre9cU2qemgSkAwM9eVKhS2yjrNT0pz76t6Yk6kvOaHu02lgCApHvf1vTc/Ut2TU/9X0RrXqKOeEoVbT+PDMHu/jVw52jOxyosKms3BgA8POeHd4mi78XvEuPx5JLo//OrN2ql8JyaTURreu4H75Fa0/P05t8AgDrG364/K3L8d4nxODG1MzR0DGA01CV/CrKfRONjKs9HRERElP80NDTQzMAQjyIUu4bWwOgXAMDCnqJrEk1MumY5LjFOtLbvY2oKzu3Leb1dMzMrAMCTqOuS/UL9NsuMa9lFtJ7s3D4PqaLt2LALmGFaBef3r5f3pSiNjqHoxqlXju6UKkC/eyUYAKDfvrtkWw0d0e/5YYG+ePOf6O/PN//F49YZ0Xq9us0UX68nr5WX3mT5X+bnxVp1F63tizhzWLLtY2oKwgJ9AXz7LPIi4cEdvC/g9XqGhobY7+OD5dsPwW2rHztmU44yMjLgttUPy7cfwn4fHxga5u91QSJSDeyUTURUAAb27wevPf7AoNly71OpVkNJt2pdi5FS3ZYBoO3kTbi2bjxOTTHNcv/UhAeoVEv2InZdswFICDuFc7/3kGwz/HWhzDjN5mZoajMVd/3X4K7/Gqnnahl3R70OtnK/FmXRNu2Hf0MP4ebm6ZJO4WJNbaZCs7lZrsb629UEkHN37xcRZwEgy/dETDxHhep1JJ9R5rG6FiMlxfGKzptbT6+dRMPGTdC0adM8zUNEpGz9+vXDggULkPDoHmrpNpZrH636epJu1Z1tR6Naprs/Orp5w8vFAS59s74A//xJLLTq68lsb29ti/DzAVg84tsPwVkV8uq3NUefsbNwbMtyHNuyXOo5I3NrmPYaLNfrUKYWZt1hZG4NLxcHeLlI32Gyz9hZ0G9rLnlct7EhjMyts8zf2XY06jY2zNVYeyPR3S5z6gQuzrp90SRJV3MxRzdvqc9Tkddl2msw7oaFYtm43jLHVNbnEnbmOBo1acrzKREREVER4u29DUOHDoPrmN4Yt2g9Ogjw9zwVDs+fPMDyiQNQpkQGAgNOQlNTs0CPL/7+fD8+EY205Tu2Xp3qkm7Vo6xNpDooA8C2mYMxeoUP2kxYleX+sU+ToFdHdgG5rXlLBF6LhsWMbzfuXOzQQ2ZcxxYNMcOuC1b6nsFK3zNSz1m11YddF+V05swvf9+8DwBZ5hcTF3F3M24Cq7aijuSjV/hIjZlh1wUdW3z7rV6j9xypfZVBW7OK5PPMnHWUtYmkkP77rFPW+0u6pYttmzlY5t9Jbpy4EoWmjRvx+zMR5Uh8fnufEIsKtWR/s81Kea0Gkm7VZcWDDwAAIABJREFUtTqPQNlq0tdQ9R29EO3liOsuZlnu/+H5Q5TXaiCzvUZ7G7wMD0b44m+/LzYYvEBmXBV9M9TrMwVxx9Yi7thaqeeqGVmgpulAuV5Hfkh9LLrBRik5OqbKM/aCfW0AOXf3fnX7HABk+Z6IZZ5DnuMrMq+mSV+8uOyP+9tnSrqli9XrMwVV9LP+96CIpLAANGzE661ERZH4fJT89D4q18n6ZlaZqdduKOlW3dhypFS3ZQDoMH0TQlaNx9GJ7bPcP+XZA6jXll3To9vRBvHXgxAw21qyzdh+ocw4LcMOMLSdhki/1Yj0Wy31nHYbSzToNEiu11EYaOgYQLuNZZavtbHlSGjoGEge7+5fA0DOncArampLPqOs5hQXxyt6/GfhovU/WY0Vy2uX8rirf3H9DxERERUYm/59scP3MCzHzpV7H816epJu1e37O0h1hgaA4Yu2Yc+C0Vg2uHWW+yfGxUKznuzvRK262+JOaCA8xlpItvV2XiIzTs+4I7rZz8TpHStwescKqeeamVnB2KrgOx9Xqakted2ZM7Xv7yApOAeA2nrN0czMKsv87fs7oLZec8njGaai3/Pzo7u3PIy6DcDNU37wc5ss6YAu1s1+JvSM815Iffv8cTRqXPDr9fr06YNt27wxduwYxP6bgA3zHFG2TOkCzUCFw6fPXzDR1Qv+py9h69Zt6NNH8caBRFQ4sVM2EVEBGDNmDF7/G4NX9xS707u4m3N9c9kvgNqm/dBq3LfFck1tpqL72kvouly04CrpTtZ3JtM27Ye2kzdJioJbjVuFRr0csxzbzM4FbSdvgq7FSMm2VuNWodX4NfnSzVke7WftlsqvazESHeYfQjM7lzyNlUfm4u6caJv2Q6clJyXvXy3j7mg7eRN+HiNd1KbovIrKSE/D0/P7MHHC+Hw9DhFRbhgaGsKkXXucO7Rdof3EHZLNeg+Vec7EaiBGLfjWGbvP2FlwO3oTiw9cBADEhIVmOaeJ1UA4unlLOmaPWuAOqxHOWY61mfg7HN280dl2tGTbqAXucPhjPdSrFuzCfAAoX0kd4123SOXvbDsaszcfh83E32XGO/yxHqMWuEvGGplbY9QCdwya/GeexsqbVTynWJ+xs7D4wEWYWA2UGSvv61Kvqikz1sjcGo5u3hjvuiXPn0t6ehpCj+6G4/hxeZqHiIiIiFRLmTJl4Od3AC6zZ8Fr7nhsmu+IN4nPhY5FKiQt7SuC9m3CvMHm0KlTC9evXYW+vn7OOyqZoaEh2pu0xY6g6wrtJ+7QPLSr7I3LbDq2xNrfbCSPZ9h1wfWN0xHiLrqB1sXbj7Kc06ZjS2ybOVhS6Lv2Nxv81r9DlmPnDbfAtpmDMcraRLJt7W82cJ9k88PO06ogc8Hyj6hXLIdN0wZJvS+jrE1w1HUM5g23yGFv5bDp2BLBKx0l77VVW31smzkYq52kO1GoVywH90k2Mp99iPsk2HRsmeccaenp2H36H4ybkPV1ByKi7xkaGqK1STs8P7dHof3EXY9rmsneRFrTpC8ajfq2YLVenylo4xYK48WnAQBvYrK+hqpp0hf6jl6SjtmNRq2AttWELMfq2MyCvqMXanUeIdnWaNQKNHZYJVeX6PyScHYXAMiVQZGxOclcBC0PeY6v6LwGU3ZKfYa1Oo9Ai9kHoGMzS+F8mWWkp+FlqA8mOvJ6K1FRZGhoiDYm7RF7ardC+4m7VTfsInuDNx2z/mjn9G1Nj6HtNPTdcBm91oiKdv+LupTlnDpm/dFh+iZJUXA7p1Vo1tcpy7FGQ13QYfomNLb8tqanndMqtJ+4Jl86NAup/cQ1aOe0SvK+aLexRDunVWg1Yn6u59Qx6w/rZQGS90+7jSU6TN8EkwkrZMbKe/wrnvm//ufxGa7/ISIiooIzZswYPHt4F09uX1NoP3GH5NY9hsg8Z9RtAGxd1kked7Ofidk+NzBtl2hN38Pwi1nOadRtAIYv2iYpYLZ1WQfzIb9lOdZq3DwMX7QN7ft/awJi67IOg+Z4oJJGwa/tA0T5nbcESzI1M7PC8EXbMGCm7M18Bs3xgK3LOslrbWZmBVuXdejpuLAgI8vFYbmP1OfSvr8DJngcg9W4eXmeOz09DWF/7YHjBGHW640YMQKnTgXj1OVb6OwwF5f+iRYkB6muS/9Eo7PDXJy6fAunTgVj5MiROe9EREVGiYyMjAyhQxARFQdjx03AyatRaDfvkNBRCgV5u1cr83gFday8UvS9eXhqB/4LXI/Ye3dRoUKF/IxGRJQrZ8+eRY+eveB6+IZM12uSJW9HaiHYG6mrZK6sKPo+njmwFX/vXot7d6N5PiUiIiIqovz9/TF5ylS8ev0GNhNmodugMShXoaLQsUggGRkZiAgNxt5V8/A87iGmTZ2KP//8E2XLlhUs09mzZ9GrhzWuek5RSjfjoi4/OlIri0bvOSqZKyuKvo/eJ69g3fHriI65z+/PRCSXs2fPwqpHT/zsekGm6zXJkrd7tTKPV1DHKkiKvo/PzuxE6t+eeMDrrURFluh81Au93ENlul6TLHk7Ugthd/8aKpkrK4q+j/cCdyDuLw/ExvB8RERERAVn3PgJuHDzDsa6Hxc6SqFQ0N2rZ5hWEaxTtqIUfW8u+W/DFZ91uB8j7Hq9Bw8e4LeJExF06hQGdjfD/PGD0aCulmB5SHgP/32OxZt8cPBUKLpbWGCDpycaNmwodCwiKmDslE1EVED+57oYKY8j8fQKv5Sqmlf3w6S6jhcln9++xr2Dy7ByuRsvyBCRyurcuTMsLS3htybvd0ck4Ty4dV2q+3VRkpr8Cke8lmC521KeT4mIiIiKMBsbG9yLuYtpUybh0Ib/YWKXxtg43xGXAg7i2eP7+JD6VuiIlI++fPqIVy+eIfLyGfisW4jpvVvBzXEAjJo1xp2oKLi5uQlakA18+/48f3uQoDkob27ExEl1qS5KXr19D9d9Z7B02Qp+fyYiuYnOb1aI81skdBTKJOVBmFTX8eLqS+prPD2yAqt4vZWoSBN/34rY9afQUSgPku6FSXUoL0o+vX2N2z5uWLmM5yMiIiIqWK5LFuPZ/UjcOntU6CiUyZOo61Jdx4uS98mvELzVFSuWCb9er2HDhggIDMShQ4cQ/uAZjAY6o9fERdjoexI3ou7jVfJbpKezV2pRlZ6egVfJb3Ej6j42+p5Er4mLYDTQGeEPnuHQoUMIDApiQTZRMcVO2UREBWiduzvm/bEYZosDULFGPaHjqDRxN2ix/Oxiff+EFxr1csy3+ZVF0fckIz0N11c7oE7pVFwOvYASJUrkZzwiojx59OgR9PWb4dff18Ks91Ch46g0cYdnMVXpTB24ywNWI5yFjpEjRd+/9PQ0rJ8+DOW+vEXohfM8nxIREREVE2/evMHevXvhf/gIQkIu4Mvnz0JHogLUzKA5evXsAXt7e+jr6wsdR8qjR4/QTL8pVjv2xZCurYSOo9LEHZ7FVKUz9frDIfitfwehY+RI0fcvLT0dvy7dh9SS6jgfcpHfn4lIIY8ePUJT/WbQ/dUNNc0GCR1HpYk7PIvlZxfr+MCN0LaakG/zC0HR9y8jPQ33NoyBTtl3vN5KVAyIz0etx69Aw852QsdRaeIOz2Kq0pn6zlFPNOvrJHSMHCn6/mWkpyFk+SjUKpWKSyE8HxEREVHBW7fOHQsWLcZvm/9G1dr1hY6j0sTdoMXys4v1+f3rYT7kt3ybX1kUfU/S09Owe+6vqJT2FhdDVGu9Xnp6Ok6ePIkDB3wRGBCAxKSXQkeiAqRZvRqsrK1hZzcY1tbWUFNjn1yi4qyU0AGIiIqTiU5O8D98FDdWjYTpH0dRuoJ6zjtRvisMBdm5EbVvCd7EXMbf16+p1BdSIqKs6OrqYu3aNZg0aRKqaWlDv01HoSORggpDQXZu+K1dgPthF3GD51MiIiKiYqVKlSqYOHEiJk6ciM+fPyM6OhoJCQl4+5bdsouqsmXLolq1ajAwMECVKlVy3kEgurq6WLN2HSZPcoa2ZhV0aNFA6EikoMJQkJ0bC3cE4dKdOFy7foPfn4lIYbq6uli3dg1+mzQZZavVQRX9X4SORECRK8jOjcd+rnh37wp23eDvw0TFgfh85DxpMipWrwMtQzOhI5GCCkNBdm7c3LUYL6Mv4xSvVxIREZFAJk50wpGjR7HLZSgmeAagXCWuf1cFhaEgOzdOev6Bx+GquV5PTU0NvXr1Qq9evQAAjx8/xsOHD/H69Wukp6cLnI7yg5qaGjQ0NNCgQQPo6OgIHYeIVAg7ZRMRFbDk5GS0at0W78rVgMmMnShVvpLQkagIundsA+4ecENQYAC6dOkidBwiIrk5TZyIfT4HMHW9P3SaGQkdh4q5gJ3r4L9hMQIDeD4lIiIiIiLVMtHJCQf274XfHyNgpFdH6DhUzLn7X4DrntMICAzk92ciyhNHp4nYuc8X+lP3opJOC6HjUDEXH+CJOP/lvN5KVAw5Ok3E7v0HYP77flRr2FLoOFTMRR3ZgFv7lvJ8RERERIJLTk6GcZu2UFOvCftl+1G2Ate/k/Kd2+uOoM1LEMi/f4mISMWpCR2AiKi4qVy5MoIC/gKSHiL0j154n/RU6EhUhGSkfUX41lm44+MKL88N/EJKRIWOh7s7unQyh9sYa4SdOS50HCqm0tK+YpfrVBx0XwjPDTyfEhERERGR6nH38IB5l67oNXcLTlyOEjoOFVNf09IxzfMoFu0KwgZPT35/JqI8W+/hDssu5oh0s0FSWIDQcaiYykj7ithdLnh8cCmvtxIVU+s93GHRxRyn5/dF3JWTQsehYioj7SuubpyJ8D1LeD4iIiIilVC5cmUEnvwLb589gOcES7z5L17oSFSEpKd9hf+KaTi58U948u9fIiIqBEouXLhwodAhiIiKm6pVq2LIkME4ceQgwg974iftJqik1UDoWFTIvU/8FzfWjcWryLM4ctgfdnZ2QkciIlKYmpoaBg4cgNevXsFj8Wykp6ejYYvWKFmqtNDRqJhIehYHr1kjcefSaRzm+ZSIiIiIiFSUmpoaBgwciFevX8Nl1Rakp2egTdO6KFWypNDRqJiIe/Eao5b74O/wB/A/fITfn4lIKdTU1GA7cCDevH6FEx7zgPR0qDdshRIlSwkdjYqJj0n/4t7GCUiNOsfrrUTFmOh8NABvXr+C7+q5yEhPh2YTY6jxfEQFJPXFv7i4aiwSI7j+h4iIiFRL1apVMWTwYBzzP4igPetRU6cpqtdtKHQsKuReJcRh73x73L/6N//+JSKiQoNF2UREAlFXV8evw4fjbtRtBGz8E8kPw1FFrxXKVNIQOhoVMmmfPuDuoZUIW+8ErZ/K4lRQAH755RehYxER5ZqamhosLS1Rq1YteK1YgovH96OqljZq6zYROhoVYZ8/fsCRjW7YMm8s1MuXRlAgz6dERERERKTaRN+frVCrVi24emzF/r9vQrt6ZTSuW0PoaFSEffj0Bcv2/43xq/1QulJVBAQF8fszESmVmpoarP7/9+FDXkvx4uIBlK5aBxVqNxI6GhVh6Z8/4MmR1bi35TfUVi+LYF5vJSr2vr9euX/9//DwrC/KV6uDyto8H1H++frpA275rsSldU6o8VMZnOL1SiIiIlJB6urqGD58GKJv38au1QsQH30TdZsZo4I617+TYr58/IBg72XYv2gcNCpwvR4RERUuJTIyMjKEDkFEVNydO3cOThOdce9eDGq37YG6HQdBs3kHlCxdVuhopMLePI7E08vH8e+5fSiZ8QV/zP8dzs7OKFOmjNDRiIiUJiEhAdOmT4evjw909Y3QwWYkWnXqicrVawodjYqIJ3cjcD34CEKP7EL61y9YwPMpEREREREVQgkJCZg+bRp8fH3RUq8uRnRvhZ4mzVBD4yeho1ERcevhMxwJjcSe0zfxJR34ff4Cfn8monyXkJCAqdOm44CvDyrrGkKzwzBUa2WJMpV5AxJSjtQnt5F4/TiSQvejVPpX/LGAvw8TkayEhARMmzYdvr4+0NRrAd2uw1HXxBrlq/B8RMrx6mEknlw6hkdn9kEtnet/iIiIqPA4d+4cJv7mjHsxMWhu3gvGPYagkXFHlCpTTuhopMKe3ruFiDNHcOPEbiCN6/WIiKhwYlE2EZGK+Pr1K3x9fbFx0xZcuhSKEiXUUKVuY5SpXANq5bJfOPf57SuUrqCOEiVLFWBaEkrG109IS32N5PgYfExNRj2dBhjjYI/x48ejRg1e8COioissLAweHh7w9z+Mt29TUKNOPWhq66J8pcoooVZS6HjZ+vguFeUqVhI6RoHKSE/H508fUbZ8BaGjZOvr5494n/wKTx/eRWpKMnR0G8BhFM+nRERERERU+Im+P7vjsL8/Ut6mop5WdehoaaByhbIoqVbih/tmAPjvVQq0qqoXTFhSeR+/pOF16gfcjXuB5Lfv0ECnPuwdRvP7MxEVuLCwMLi7e+DQ4cN49zYFP9Woi7Ka9VGivDpQIvvfhzO+fsHX98korV69ANOSyvv6CenvXyP16T18Sk1GXR1djHUYxfMbEeUoLCwM7h4eOOQvOh9VrlkXlbR0UKpCZaCEmtDxqJDJ+PoJX1Jf401cDD6kJqOeji7GKHA+Onr0KJo3b46GDRsWQFoiIiKi7InXv2/avAUXL4ZCrYQaauk2QaVqNVGmAm8cSyJfP3/Cx5RXeP7oLt69TUZ93QYYrcB6vbFjx6Jp06ZwdHREhQqquy6RiIiKDxZlExGpoKSkJJw9exYRERFISEjA27dvZcZkZGQgKioKd+/eRcuWLdGoUSMBkhYcPz8/mJiYoF69ekJHEVS5cuVQtWpVGBgYoEOHDmjatKnQkYiICtTnz59x6dIlXL9+HQ8fPsTr16+Rnp4udKwsJSYm4vz58zA3N4empqbQcQrMzZs38eLFC3Tr1g2lSqnmTWN4PiUiIiIioqJO0e/P7969w/Xr1/Hy5Ut0794dP/1UfBZKnThxAvr6+lzIngV+fyYiVaPI+S0hIQFhYWEoVaoULC0tUaLEj29OUpTExcXh6tWrsLW1FTqKSuL5jYjyqjBdrxQSz0c/ltfzUevWrREeHg47OzvMnj0bLVq0yKekRERERPKTZ/17ccP17yJ5+fv369evmDt3Ljw9PVGpUiXMnj0bEyZMQPny5fMxMRER0Y+xKJuIqBB69OgRhg0bhoiICKxatQoTJkwQOlK+K1GiBPbu3YuhQ4cKHYWIiChHL1++hJGREYyNjXH48OFiteDv2bNnaNmyJaytrbFr1y6h4xAREREREVEONm/ejBkzZqB+/frYs2cPWrZsKXSkAlW/fn3MmjULEydOFDoKEREpQXJyMqZNmwZvb28MHToUHh4eqFq1qtCxCtS+ffswbNgwcDkQEREJieej/JWWloYDBw7Azc0NkZGR6NWrF+bOnYt27doJHY2IiIiIvsP178rz4sULrFy5Ep6envjpp5/g4uKCcePGsTibiIgEoSZ0ACIiUszevXthZGSE9+/f48aNG8WiIJuIiKgwycjIwKhRo6CmpgZvb+9iVZANALVr18aOHTuwZ88e7N69W+g4RERERERElI2EhAT06tULTk5OcHJywo0bN4pdQbYYu3UQERUNgYGBMDQ0xF9//YVDhw5h7969xa4gm4iIiIqHkiVLYsiQIQgPD8fRo0eRlJSE9u3bo3PnzggODhY6HhERERGR0tWoUQPLly/Hw4cPMWzYMMydOxd6enpYt24dPnz4IHQ8IiIqZliUTURUSKSkpGDEiBH49ddfMWrUKFy9ehX6+vpCxyIiIqJM3N3dcfLkyWK94K9nz56YPHkynJycEBMTI3QcIiIiIiIiysTPzw/NmzfH3bt3cf78ebi5uaFs2bJCxyIiIsqVlJQUjBs3Dj169ICpqSlu374NGxsboWMRERER5bsSJUqgd+/euHTpEs6ePYsyZcqge/fuaNOmDQ4fPoz09HShIxIRERERKVWNGjWwcuVKPHz4EHZ2dpgzZw709PTg7u6Ojx8/Ch2PiIiKCRZlExEVAteuXUOrVq0QFBSEv/76C2vXruUCOSIiIhV08+ZNzJo1C3/++SfMzMyEjiOoZcuWoXHjxhgyZAg+ffokdBwiIiIiIiIC8OrVKwwZMgR2dnYYNGgQIiIi8Msvvwgdi4iIKNdOnz6NFi1a4OjRo/D19YWPjw+qV68udCwiIiKiAtepUycEBQXh+vXrqFu3LgYOHAhDQ0Ps2rULX79+FToeEREREZFS1axZE6tXr5YUZ7u4uEBPTw/r16/nekUiIsp3LMomIlJh6enpWLp0KczMzKCnp4eIiAhYW1sLHYuIiIiy8PbtWwwePBhmZmZwcXEROo7gypQpAx8fH8TGxmL27NlCxyEiIiIiIir2AgMDYWhoiJCQEJw8eRJeXl6oWLGi0LGIiIhy5e3bt3ByckL37t3RunVrREZGwtbWVuhYRERERIJr3bo1/P39cfv2bbRu3RpjxoxBo0aNsGHDBnYOJCIiIqIiR0tLS1KcPXDgQMyaNQt6enrw9PRkcTYREeUbFmUTEamop0+fwsLCAn/++SeWLl2KgIAAaGlpCR2LiIiIsuHo6Ig3b95gz549KFmypNBxVEKjRo3g5eUFd3d3HD9+XOg4RERERERExVJqairGjx+PHj16wNzcHJGRkbCyshI6lsqoXLmy0BGIiEhBZ8+eRcuWLXHgwAHs27cPBw8eRI0aNYSORURERKRS9PX1sXPnTty7dw89e/bEjBkzoKOjg+XLlyMlJUXoeERERERESqWlpYW1a9ciNjYWNjY2mD59uqQ4+/Pnz0LHIyKiIoZF2UREKujo0aNo2bIlnj59ikuXLmH69OkoUaKE0LGIiIgoGzt27MC+ffuwfft21KpVS+g4KmXYsGEYOXIkRo0ahfj4eKHjEBERERERFSuhoaEwMjKCv78/fH19sW/fPmhoaAgdS+VwMQ4RUeHw7t07ODs7o2vXrmjRogWioqIwePBgoWMRERERqTQdHR2sX78ejx8/hr29PVxdXaGjo4P58+cjMTFR6HhEREREREpVu3ZtrFu3DrGxsejXr5+kOHvjxo28HkRERErDomwiIhXy/v17ODk5oV+/fujXrx/CwsLQqlUroWMRERHRD8TExMDZ2RlTp05Fz549hY6jktavXw9NTU0MGzYMaWlpQschIiIiIiIq8j59+oRZs2bB3NwcTZs2RWRkJGxtbYWOpbI+fPggdAQiIsrBhQsX0LJlS+zbtw+7du3CkSNHULNmTaFjERERERUaNWvWhJubG548eYJp06Zh06ZN0NXVxdSpU3lzbSIiIiIqcurUqQMPDw/Exsaib9++mDJlCho3bozNmzezOJuIiPKMRdlERCri1q1baNOmDXx8fHDw4EFs3boVFStWFDoWERER/cCnT58wZMgQNG3aFEuXLhU6jsqqWLEifHx8cO3aNSxatEjoOEREREREREXaP//8g9atW2PTpk3YvHkzTpw4AS0tLaFjERER5cr79+8xdepUdO7cGfr6+rh9+zaGDx8udCwiIiKiQqtKlSr4/fff8ejRI7i6uuLgwYNo2LAhxowZg/v37wsdj4iIiIhIqb4vzu7ZsyecnZ1ZnE1ERHnGomwiIoFlZGTA3d0dJiYmqF69OsLDwzFgwAChYxEREZEcZsyYgQcPHsDHxwdlypQROo5Ka9myJVatWgVXV1ecO3dO6DhERERERERFztevX+Hq6goTExNUq1YN4eHhGD16tNCxiIiIcu3ixYswMjLCjh074O3tjePHj6NWrVpCxyIiIiIqEipWrIjJkyfjwYMH8PLywoULF9C0aVMMHjwYERERQscjIiIiIlIqbW1tbNiwAbGxsbC2toazszOaNGmCrVu34suXL0LHIyKiQoZF2UREAkpMTETv3r0xffp0zJ07F2fOnEG9evWEjkVERERyOHr0KDZs2ICNGzeiYcOGQscpFJycnNCnTx8MGzYMSUlJQschIiIiIiIqMu7evQszMzMsWbIEy5Ytw5kzZ6Crqyt0rEKhVKlSQkcgIqJMPnz4gBkzZqBjx45o2LAhbt++jZEjRwodi4iIiKhIKlOmDBwcHHD37l3s27cPMTEx+Pnnn9GzZ09cvHhR6HhEREREREpVt25deHl5ITY2FlZWVpg4cSKaNGkCb29vfP36Veh4RERUSLAom4hIIMHBwWjRogWioqJw/vx5zJ8/HyVLlhQ6FhEREckhLi4ODg4OcHBwwJAhQ4SOU6hs27YNpUuXhr29PTIyMoSOQ0REREREVKhlZGTAw8MDxsbGSEtLQ1hYGKZOnQo1NV4ClFfFihWFjkBERN+5cuUKWrVqha1bt2Lz5s0ICAhAnTp1hI5FREREVOSpqanBzs4ON2/exIkTJ5CSkgIzMzOYm5sjMDBQ6HhEREREREolLs6+d+8eLCws4OjoyOJsIiKSG1dkEBEVsM+fP2PmzJmwtLREp06dEB4eDlNTU6FjERERkZzS0tIwbNgw1KxZE+7u7kLHKXQ0NDSwb98+BAUFYc2aNULHISIiIiIiKrTi4uLQrVs3TJs2DTNnzsTly5fRrFkzoWMVSh8+fBA6AhFRsffx40e4uLjAzMwM9erVQ2RkJEaPHi10LCIiIqJip0SJEujRowdCQkJw/vx5VKhQAdbW1jA2NsbBgweRnp4udEQiIiIiIqWpX78+Nm3ahJiYGHTp0gUTJkxAkyZNsGPHDhZnExFRtliUTURUgO7duwdTU1Ns3LgR3t7e2L9/PypXrix0LCIiIlLAH3/8gbCwMPj6+qJChQpCxymUTE1NsWjRIsyZMwc3btwQOg4REREREVGhs3PnTrRo0QLPnz/H5cuXsXDhQpQqVUroWIXW58+fhY5ARFSsXb9+HcbGxvD09ISnpycCAwNRt25doWMRERERFXsdO3ZEQEAAbt68iQYNGsDOzg4GBgZTumgLAAAgAElEQVTYvn07vnz5InQ8IiIiIiKl0dHRwZYtWyTF2ePGjYO+vj527drF4mwiIpLBomwiogKybds2GBsbQ01NDTdv3oS9vb3QkYiIiEhBZ86cgZubG1avXg1DQ0Oh4xRqs2fPRseOHTF48GCkpKQIHYeIiIiIiKhQePHiBfr16wcHBweMGjUKYWFhaN26tdCxiIiIcuXTp0+YN28eTE1NoaWlhcjISIwbNw4lSpQQOhoRERERfefnn3+Gn58f7ty5g/bt22P8+PHQ09PD+vXr8f79e6HjEREREREpja6urqQ4u2PHjhg9ejQMDAxYnE1ERFJYlE1ElM/evHmDQYMGYdy4cZg4cSIuXryIRo0aCR2LiIiIFPTixQsMHz4c/fv3x4QJE4SOU+ipqalh9+7dSE1N5ftJREREREQkB39/fxgaGiIiIgJnzpzBmjVrUK5cOaFjERER5crNmzfRunVrrFu3Du7u7jh9+jTq168vdCwiIiIi+oEmTZrA29sbsbGx6Nu3L2bPng1dXV0sXboUycnJQscjIiIiIlIaXV1dbNu2DTExMTA1NZUUZ+/evRtpaWlCxyMiIoGxKJuIKB+FhoaiZcuWuHjxIk6dOgU3NzeULl1a6FhERESkoIyMDNjb26Ns2bLYsmWL0HGKDC0tLezatQs+Pj7Ytm2b0HGIiIiIiIhUUnJyMkaOHIkBAwagd+/eiIiIgLm5udCxigwWthMRFazPnz/jjz/+gImJCapVq4bIyEg4OjqyOzYRERFRIVKvXj24u7vj0aNHGDNmDJYtW4b69etj3rx5ePHihdDxiIiIiIiUpkGDBti+fTuio6NhamoKBwcHGBgYYO/evUhPTxc6HhERCYRF2URE+eDr169YuHAhOnXqBCMjI0RERKBr165CxyIiIqJcWrlyJU6fPo39+/ejSpUqQscpUrp3745Zs2Zh0qRJiI6OFjoOERERERGRSjl9+jQMDQ0RFBSEEydOYOvWrVBXVxc6VpFStmxZoSMQERUbERERaNu2LVauXInVq1fj7Nmz0NXVFToWEREREeVSjRo14OrqiidPnmD27NnYunUrdHV1MWnSJMTFxQkdj4iIiIhIafT09CTF2SYmJrC3t4eBgQH27dvH4mwiomKIRdlEREr25MkTdOrUCcuWLYO7uzuOHDmC6tWrCx2LiIiIcunatWv4/fffsXjxYrRr107oOEXS4sWL0aJFC9jZ2eHDhw9CxyEiIiIiIhLc+/fvMWnSJHTv3h3t2rXD7du30bNnT6FjFVlv374VOgIRUZH25csXLFq0CG3atMFPP/2EW7duwdnZmd2xiYiIiIqIypUrY86cOXj06BHc3Nxw9OhR6OnpwcHBATExMULHIyIiIiJSGj09PezcuRNRUVFo06YNRowYAQMDA+zfv///2LvzsJryPw7g71tKKlnGOpasWVuQSEUkiexUKssYS9bIFv3s+5ZtEGPJMii7kFBE1pJIspRKCNlKi5Zbvz+aGk0bpjr31vv1PPM8c+8599534Z5zvufz+X7ZnE1EVIawKZuIqAi5urpCS0sLsbGx8PPzw4QJE1hMQEREJMViY2NhaWkJQ0NDzJo1S+g4pZacnBwOHTqEqKgo2NvbCx2HiIiIiIhIULdv34aWlhYOHDiA/fv3w83NjRN/FjMWyRARFZ+goCB06NABK1euxOrVq+Hj44PGjRsLHYuIiIiIioGioiImT56M0NBQbN++HTdv3kTLli0xZMgQ3Lt3T+h4RERERERFRk1NDfv27UNwcDC0tbUxbNgwqKurw9XVlfediIjKADZlExEVgfj4ePz+++8YOnQorKys4Ofnh9atWwsdi4iIiP6jcePGITExEfv27eNEK8WsQYMGcHZ2hrOzM44ePSp0HCIiIiIiohKXkpICR0dH6Ovro1GjRggKCoK1tbXQsYiIiH5KWloali9fDm1tbSgoKCAwMBBTp06FjAzLVIiIiIhKOzk5Ofz2228IDg6Gq6srwsLC0LZtW5iamuLq1atCxyMiIiIiKjLNmjXD/v37ERwcjDZt2sDKygqampo4cuQIm7OJiEox3u0iIvqP/P390a5dO7i7u+PkyZPYsmULFBQUhI5FRERE/9Gff/4JNzc37Nu3DzVr1hQ6TplgYWGBsWPHYsyYMYiMjBQ6DhERERERUYl5+PAhOnTogI0bN2LTpk3w8PBAnTp1hI5FRET0Ux49egRdXV0sWbIEy5Ytg6+vL9TU1ISORUREREQlTEZGBoMHD0ZAQAA8PDyQmJiILl26wMDAAOfOnUNGRobQEYmIiIiIikSzZs1w4MABBAcHQ11dHZaWlmzOJiIqxdiUTUT0k9LT07FmzRp06tQJ9evXx/3799G3b1+hYxEREVERCAkJwdSpUzFr1iz06NFD6Dhlyvr161GnTh1YWVkhLS1N6DhERERERETFSiwWY9WqVdDW1oaioiLu37+P8ePHQyQSCR2tzFBWVhY6AhFRqZF1XGvbti1kZWVx7949zJgxg6tjExERERF69uwJHx8f+Pr6QkVFBWZmZmjbti1cXV3ZpEJEREREpUbz5s1x8OBBBAUFoVWrVrC0tISWlhaOHTvGSYmIiEoR3vkiIvoJ0dHRMDExgaOjI5YtWwZPT0/Url1b6FhERERUBJKSkmBhYQENDQ0sWbJE6DhljqKiIlxdXREYGIj58+cLHYeIiIiIiKjYhIWFwdDQEAsWLMCiRYtw9epVNG7cWOhYZY6srCyLv4mIisDjx4+hp6eXfVzz9fVF8+bNhY5FRERERBJGT08PZ8+eRUBAAJo1awYrKys0b94cu3fvRkpKitDxiIiIiIiKRMuWLXH48GEEBQWhZcuWMDc3h5aWFk6cOMHmbCKiUoBN2UREP8jd3R2ampqIjIzEjRs3MHPmTM7uTkREVIrY29sjKioKhw4dgpycnNBxyqRWrVph/fr1WLVqFS5duiR0HCIiIiIioiKVkZEBZ2dnaGpq4suXL/Dz88Ps2bMhKysrdLQy68uXL0JHICKSWunp6Vi7di3atGkDsViMu3fvYvbs2ShXrpzQ0YiIiIhIgmlpaeHw4cN4/PgxOnfujPHjx6Nx48bYuHEjEhIShI5HRERERFQkspqz79+/j2bNmmHw4MFo06YNm7OJiKQcuwiJiL7T169fMXnyZPTr1w+9e/dGQEAAtLW1hY5FRERERejo0aNwdnbGn3/+iQYNGggdp0wbO3YshgwZgmHDhuHt27dCxyEiIiIiIioSr169Qq9evTB58mTY2dnhzp07UFdXFzoWERHRT3n27Bn09fXh6OiIefPm4ebNm2jVqpXQsYiIiIhIijRt2hQ7d+5EWFgYBg0aBEdHRzRs2BBLly7F58+fhY5HRERERFQkWrduDTc3NwQGBqJJkyYYNGgQ2rZti1OnTrE5m4hICrEpm4joOwQHB0NHRwf79+/HwYMHsWfPHigrKwsdi4iIiIpQREQExowZA1tbWwwePFjoOARg+/btqFChAoYPH86BRyIiIiIiknqHDh2Curo6wsLCcPXqVSxbtgzy8vJCxyIiIvph6enp2LBhAzQ1NfH161f4+/tj7ty5XB2biIiIiH5a3bp1sWHDBoSHh2PcuHFwcnKCqqoqHBwcOIk3EREREZUa6urqOHr0KO7fv4/GjRtjwIAB0NbWhru7O2skiYikCJuyiYgKsW3bNrRv3x4VK1ZEYGAgLC0thY5ERERERSw1NRVDhw5FvXr14OTkJHQc+lulSpVw+PBhXLlyBatXrxY6DhERERER0U95//49zM3NYW1tDWtrawQGBkJXV1foWPQ3kUgkdAQiIqkSFhYGQ0NDzJo1Cw4ODrh9+zbU1dWFjkVEREREpUT16tWxZMkSREREYO7cuXBxcUGDBg0wadIkRERECB2PiIiIiKhIZDVnBwYGQlVVFf369YOOjg6bs4mIpASbsomI8vH+/Xv069cPkydPxsyZM+Hj44MGDRoIHYuIiIiKwbx58/DgwQO4urqiQoUKQsehb+jo6GDp0qWYN28ebt26JXQcIiIiIiKiH3L27Fmoq6vj1q1b8PT0xObNm6GoqCh0LPqGioqK0BGIiKRCRkYGNm/eDA0NDcTFxeHOnTuYP38+5OTkhI5GRERERKWQiooKZs+ejYiICKxduxZnz56FmpoaRowYgZCQEKHjEREREREVCQ0NDRw/fhwBAQGoU6dOdnP2mTNnhI5GREQFYFM2EVEevLy8oKmpicDAQFy5cgWLFi1CuXLlhI5FRERExeDChQtYvXo1Nm3ahBYtWggdh/IwY8YMdO/eHUOHDsXnz5+FjkNERERERFSouLg4jB49GmZmZjA2NkZQUBCMjY2FjkX5SElJEToCEZFECw8PR9euXWFvb4/p06fjzp070NLSEjoWEREREZUBCgoKmDhxIp49e4adO3fCz88PrVu3xsCBA+Hv7y90PCIiIiKiIqGlpYWTJ0/C398fderUQd++faGjo4Nz584JHY2IiPLApmwiom+kpqbCwcEBPXr0gJ6eHu7fvw99fX2hYxEREVExefPmDYYPHw5LS0v8/vvvQsehfIhEIri4uCA5ORljxowROg4REREREVGBfHx8oKWlBXd3dxw7dgz79u1DpUqVhI5FBUhKShI6AhGRRMrIyMC2bdugoaGBDx8+4Pbt21i8eDHk5eWFjkZEREREZUy5cuUwfPhwPHz4EEePHkVUVBTat28PExMTXLlyReh4RERERERFom3bttnN2bVq1YKZmRk6duwIDw8PoaMREdE32JRNRPS30NBQ6Onp4Y8//sCOHTvg5uaGypUrCx2LiIiIikl6ejqGDRsGZWVlODs7Cx2HClGjRg0cOHAAJ06c4J8XERERERFJpK9fv8Le3h7dunWDuro6goKCMHDgQKFjERER/ZTIyEgYGxtjypQpmDJlCvz9/dG2bVuhYxERERFRGScjI4MBAwbAz88PFy5cQEpKCrp27YpOnTrB3d0dGRkZQkckIiIiIvrP2rZti9OnT+POnTuoXr06evXqhY4dO+L8+fNCRyMiIgDlhA5ARCQJ9u3bh0mTJqFp06a4e/cumjVrJnSkMi0uLg7Pnj3L9Xx4eDju3r2b/bh69eqoX79+SUYjIiIpFBkZCbFYjEaNGuV4ftWqVbh69SquX78OFRUVgdLRj+jWrRscHBxgb28PPT09qKur59h+48YNaGlpQVFRUaCERERERERUVvn7+2PEiBF49eoVdu/ejREjRggdiYiI6KdkZGTgzz//xMyZM1G3bl1cv34dOjo6QseiArx48QIxMTHZj8PDwwEgx31VAGjatCnHwomIqNjweERCMDY2hrGxMW7evIkVK1agX79+UFdXh4ODA8zNzSErKyt0RCIiIipDWP9OxUFbWxvu7u7w8/PDokWLYGpqCl1dXSxcuBA9evQQOh4RUZklyuC0cERUhsXFxcHW1haHDx+Gvb09li1bhvLlywsdq8yzs7PDpk2bvmtfHsaIiKgwIpEIAODs7Ixx48YByGze7dKlC1atWgV7e3sh49EPEovFMDQ0xIcPH+Dv7w9FRUXExcVh7NixcHV1xerVqzFz5kyhYxIRERERURmRlpaG5cuXY8mSJejcuTN2794NVVVVoWPRD7Czs0NAQACuXbsmdBQiIsFFRUVh9OjR8PLywvTp07Fo0SIoKCgIHYsKkTUGXhhHR0csXbq0mNMQEVFZxeMRSYIHDx5g1apVcHV1RYMGDTB79mwMHz6c9YBERERUIlj/TiXBz88PCxcuxLlz56Cnp4cFCxbA2NhY6FhERGWOjNABiIiEcvPmTWhpaeHy5cvw8PDA2rVrOQArITp27FjoPjIyMjAyMiqBNEREJM1ev36d/f/jx4/HwIEDERERASsrK5iYmGDatGkCpqOfISsri7/++gtv377FlClT4O/vD3V1dRw/fhwAcOrUKYETEhERERFRafHp06cCtz969Ai6urpYuXIl1q1bh0uXLrEhWwopKioKHYGIqNiJxeJC99m1axfU1dXx4sUL+Pr6YtWqVWzIlhJGRkaQkSm8/KdVq1YlkIaIiMoqHo9IEmhoaOCvv/7CkydP0K1bN0yePBmNGzeGk5MTEhIShI5HREREpRzr36kktG/fHmfPnsWtW7dQsWJF9OjRA/r6+rh06ZLQ0YiIyhQ2ZRNRmSMWi7NXLWnZsiXu378PExMToWPRN/r27VtokUdGRgZsbW1LKBEREUmrc+fOQVZWFkDmsePMmTNo164dvn79ij179nz3jO0kWerXr49du3bh6NGj0NXVxevXr5Gamgogc+Kdjx8/CpyQiIiIiIik3YULF1C1alUsXLgw17b09HRs2LAB2trakJWVRUBAAKZMmcJrTCmWmJgodAQiomKTnJwMJSUl1KxZM8/m7FevXqFXr14YO3YsRo8ejYCAgO8qICXJYWtrW+jqSgoKCujbt28JJSIiorKIxyOSJI0bN8aOHTsQFhYGCwsLLFiwAKqqqli8eDHvJRMREVGxYf07laQOHTrAw8MDN27cgLKyMoyNjWFgYABvb2+hoxERlQlsyiaiMuXFixfo1q0bli9fjnXr1sHd3R01atQQOhb9i5KSEvr37w85Obl896lQoQLMzMxKMBUREUmjY8eO5XicmpqK2NhYvH//Hrt370Z6erpAyei/iImJwfbt2xEXF4e0tDSkpaXl2O7u7i5QMiIiIiIiKg3evHmDoUOHAgCWLVuG+/fvZ2+LjIxEt27dMGvWLMyZMwe+vr5o3ry5UFGpiGRN9EVEVBpNmzYNycnJePfuHdauXZtj2969e6Guro7Q0FBcvXoVa9euRYUKFQRKSj/LzMyswD83OTk59O/fH0pKSiWYioiIyhoej0gS1alTB+vWrUNERAQmTpyIjRs3okGDBpg5cyaio6OFjkdERESlDOvfSQi6uro4f/48bty4AUVFRRgZGaFLly64cuWK0NGIiEo1NmUTUZlx7NgxaGlp4f3797h9+zZXLpFwNjY2+RbCycnJYdCgQYXOJkZERGVbQkICvL29c63+IhaLIRaLMXfuXBgbG+PNmzcCJaSfcfnyZbRu3RpeXl55zrYvEolw+vRpAZIREREREVFpkJ6eDisrK3z58iX7OUtLSyQnJ2PXrl3Q0NDAhw8fcPv2bcybNw/lypUTMC0REVHB3NzcsG3btuzH8+bNQ3BwMKKjo9GnTx+MGjUKw4cPR2BgIPT09ARMSv+FgoICBg0alG/Bb2pqKmxsbEo4FRERlTU8HpEk++WXX7Bo0SJERERg/vz5+Ouvv9CoUSOMHz8e4eHhQscjIiKiUoT17yQUXV1deHp6wtfXF/Ly8ujatSsMDQ3ZnE1EVEzYlE1EpV5iYiLGjBmDwYMHw8LCAn5+ftDQ0BA6FhWiR48eUFFRyXNbamoqrKysSjgRERFJm4sXLxa40lV6ejq8vb1Ru3ZtxMfHl2Ay+lkeHh7o1q0b3r9/n++frVgshoeHB5KTk0s4HRERERERlQarVq2Cj49P9jVHWloaQkNDoa2tjbFjx2Ls2LHw8/NDmzZtBE5KRERUsLCwMIwaNSrHJNUZGRkYNGgQWrdujZCQEHh7e2PDhg1QVFQUMCkVBSsrq3zHTFVUVNCjR48STkRERGURj0ck6SpWrIgZM2YgPDwc69evh6enJ9TU1GBjY4Pg4ODveo+8Jg4nIiIiysL6dxKanp4eLl68iGvXrkFWVhZdu3ZF165dcfXqVaGjERGVKmzKJqJS7d69e2jXrh1OnDiB48ePY9u2bSwqkBJycnKwsLDIcwbdKlWqoHv37gKkIiIiaXLy5MkCVyyTkcm8HOrVqxeUlJRKKhb9B40bN4a8vHz2n11+kpKS4O3tXUKpiIiIiIiotLh16xbmzZuH9PT0HM+npaUhODgYf/zxB9asWcMVDEqZChUqCB2BiKjIJScnY8CAAUhJScnRNJI12Ui7du1w//59dOnSRcCUVJS6d++OKlWq5Hq+oHuuRERERY3HI5IW5cuXh62tLZ4+fQoXFxcEBgZCXV0dAwYMwO3btwt8rYODA0QiEVccJCIiojyx/p0khb6+Pry8vHD16lXIyMigS5cuMDIygq+vb6GvjY+Px6VLl0ogJRGR9GJTNhGVShkZGVi/fj10dXVRq1YtBAYGYsCAAULHoh9kbW2dawZdeXl5WFtbF9hkR0RElJ6ejtOnT+c7E7ucnBwqVaqEY8eO4ezZszlWiyHJpaamhtjYWEydOhUikQiysrJ57icnJ4fTp0+XcDoiIiIiIpJmnz9/xuDBg/PdLiMjg5UrVyI+Pr4EU1FRE4vFGD16NHR0dGBoaAhDQ0McO3YMiYmJMDQ0hK6uLtTV1SESieDn5yd0XCKin2Zvb4+QkJA8x0fFYjEuX76M58+fC5CMiku5cuVgbW0NeXn5HM+npqbC2tpaoFRERFTW8HhE0ibr72xQUBBOnDiB6OhodOzYEd27d4eXl1eu/dPS0rBv3z4AQM+ePTlROBEREeWJ9e8kSQwMDODl5QUfHx+kp6fDwMAA3bt3L7A5+/fff4exsTHmzJlTgkmJiKSLKOPbaZGJiEqBt2/fYuTIkbh06RIWLVoEBweHQldTJMmUnp6OOnXq4M2bNzmev3btGvT19QVKRURE0sDX1xcGBgZ5bhOJRDAzM8POnTtRo0aNEk5GRcXX1xdWVlaIjo5GWlparu3Vq1fH27dv2XBPRERERETfZeDAgThz5ky+k3sBmYW6o0ePxrZt20owGRWlxMREKCkpfde+hw8fhoWFRTEnIiIqekeOHIG5uXmB+5QrVw7NmzdHQEAAV6wsRfIaF69VqxZevXrF++VERFRieDwiaefl5YUVK1bAy8sLHTp0wJw5c9C3b1+IRCLs3bsXv/32GzIyMiAjIwM5OTmcOXOGK14SERFRDqx/J0l25coVLFiwAFevXkX37t2xcOFC6OnpZW9/+/YtVFVVkZycDABYuHAhFixYIFRcIiKJxVEuIpIqHz58QNWqVbFnz548t3t4eEBDQwPPnj3D9evXMXfuXA7oSzEZGRnY2NjkmEH3119/zXHiT0RElBd3d/dcM7DLyclBSUkJe/bswenTp9mQLeX09fURHByM3377DSKRKNc5X0xMDO7evStQOiIiIiIikibOzs44efJkgQ3ZQOZqSM7Ozti6dWsJJaOipqioCGtr60IbEMuXLw8zM7MSSkVEVHSeP3+ePV5WkLS0NDx8+BAjR44smWBUIvT09PDrr79mP5aXl4eNjQ3vlxMRUYni8YiknZGRES5duoRbt26hdu3aGDBgANTV1XHgwAEsWbIke7/09HSkpqbCzMwMFy5cEDAxERERSRrWv5MkMzQ0hI+PD7y9vZGSkgJ9fX2YmJjg5s2bAIDVq1cjPT09e/+FCxdizZo1QsUlIpJYHOkiIqkyatQofPr0CaNGjUJISEj288nJyZg6dSp69+4NExMTBAQEQEdHR8CkVFQsLS2RkpICILOZbvjw4VzxkoiICnX06NHs4weQOdDZqVMnhISEYMSIEQImo6JUsWJF7NixA+fOnUPVqlVzFNXLy8vj9OnTAqYjIiIiIiJpEBQUBDs7O2RkZOS7j0gkynG90bRp05KIRsVk2LBhha6IbmZm9t0rahMRSYqUlBT0798fKSkpBR7XypUrB1lZWQCZq55Q6SESiTB8+PDs85aUlBRYWloKnIqIiMoaHo+otOjQoQNOnDiBoKAgaGlpwdbWFs+fP89xrp3VmN2nTx94enoKmJaIiIgkDevfSdJ17doVPj4+8PLyQmJiIjp16gQjIyNs3rw51320WbNmYdOmTQIlJSKSTKKMgu7GERFJEBcXF/z2228AMosF1NTUEBAQgOfPn2Po0KEIDw/H1q1bYW1tLXBSKmqNGjVCeHg4AODBgwdQV1cXOBEREUmyJ0+eoHnz5gAyBzRlZGSwZs0aTJo0iQObpdjHjx8xfvx4uLm5QSQSISMjAy1atMCjR4+EjkZERERERBIqMTERmpqaiIiIQFpaWo5t8vLySElJgby8PPT09GBqaoru3btDS0uL15ZSTiwWo2bNmvjw4UOe20UiEY4cOYJBgwaVcDIiov9m4sSJ2LFjR65jmqysLEQiEdLS0lCtWjX06NEDRkZGMDIygqqqqkBpqbgEBQVBQ0MDANCwYUM8f/5c4ERERFQW8XhEpZG6ujpCQkIgFotzbZORkYGsrCxOnz6Nnj17CpCOiIiIJBHr30maXLp0CaNGjUJ0dHSuMWYg8/7Z9u3bMWbMGAHSERFJHq6UTURSISIiAhMnTsx+nJaWhqdPn2LkyJHQ1taGgoIC7t27x4bsUmrkyJEAMi9OeUFKRESFyVodWUZGBhoaGggKCsLkyZNZNF/KVa1aFa6urnBzc4OKigoAICQkBJGRkQInIyIiIiIiSTVhwgSEhoYiLS0NcnJyEIlEEIlEaNmyJezs7ODp6YnY2Fh4e3tj5syZaNOmDa8tSwFZWVmMGDEC8vLyeW5XUFCAqalpCaciIvpvjh07hq1btyItLQ0ikSh7ZcqKFSuid+/ecHJyQnBwMGJiYvDXX39h1KhRbMgupdTV1dGoUSMA/9xjJSIiKmk8HlFpc/HiRTx8+DDPhmwgc8VssViMvn37wsPDo4TTERERkaRi/TtJk9atW+Pt27d5NmQDQEZGBsaNG4e9e/eWcDIiIsnElbKJSOKJxWLo6+vj7t27SE1NzbFNJBJh0qRJcHJyQrly5QRKWPTev3+Py5cv4/79+4iOjsaXL1+EjiSo+Ph4eHh4oFatWjAwMBA6jqDKly+PqlWronXr1jAwMMheCZaIhPf48WNcu3YNDx8+xMePH5GcnCx0pDLryJEjADIHiZo3by54wXzFihVRu3ZtaGpqomvXrqhWrZqgef6LlJQU3LhxA35+fnj+/KdKCX8AACAASURBVDk+ffqE9PR0oWPl8vXrV9y+fRvv3r2DpqYm1NTUhI5E3+D5DBEREZU0Xq9RXt69ewcfHx8AmeeotWvXRs2aNVGzZk2UL18+x74yMjKoUqUKGjVqhPbt26NTp075NvSSdAgMDESbNm1yPS8nJ4eBAwfi8OHDAqQiKhiPZ5SftLQ0nDhxAkDmMat69eqoWbMmatSogcqVK2ePj5bF41lZ/Xfj7++P8PBwmJqaQllZWeg4JaI0jcMTkfQqq8ed/JTF41F+eJySfvr6+rh9+3a+DSpZRCIRZGVlcfLkSfTu3fuHP0da7sdTySuL13NEVLqU1br4slj/zrow6TV16lRs3bo1V7/Ov8nIyODgwYOwsLD4qc8pq98HZRG/D6i0Y1M2EUm8lStXwtHRMc8BRhkZGVSuXBnBwcGoVauWAOmKTlpaGlxdXbHNeQdu3rwOkUgGv6g2Q/lK1SFboaLQ8QSX+CEaFSrXgEhWVugogkpPTUZawmd8inyMpPhY1FdtiN9HjYStrS1q1KghdDyiMufdu3dwdnbGrt178CIyAhUqVsIv9ZtDTrkyRHLlC38DKhZf4z5CRrYc5JVUhI4CABAnxePr53d4H/kEGRnp6KSnD9uxY2BhYSE1k8rcvXsXGzdtwskTJ/HlSxxq1a2PX+s3gpJKZYhkZISOl6+P795ASaUSyitUEDoKfSM1ORnxsR8R8TQEX+I+Q7VBQ4z6jeczREREVLSyrtdc9uxGeEQkKlVURouGdVCloiIU5KTjPJyKV0pqGp6+iIZqrWqoqFTwNUN6RgY+xych/HUMXkS/g0pFZfQfMBBTpkxBu3btSigxFTU1NTU8e/Ysx3MikQjHjx9H//79BUpFlFPW8Wzn7j2IioxAeeVKUK7TDCLFykA5jj/SPxJfP4OccmXIVfwFEOU9XifKSEdGUiy+xkQi/l0UlCqqYGD//rCzK13Hs3/G7V3wIjIcFSpWQtW/x+1lysi4fXpaKr7GfYBiVem+f/4j0pLikSzl4/BEJJ3+fb6moFwJKnWbQUapMkRl/HwtQ5yK5LgPUKhSdo5H+UlPjkda7Dt8jnqKjIx06HbSx/hxPE5Ji/wmdstPVmP28ePH0adPn+96Tdb9+BMnTiL+Sxyq1q6HyrUbQl65EkT5nN9T2ZKRkY6U+Fh8jg7Hx+goKFdUwYAB/WHH8UkikmB51sXXb4bylWtARqHsTNpT1urfM1KTkZrwGZ9fZNa511NtgNGjfmNdmIR7/fo16tati+9tL5SVlcWRI0cwYMCA79o/6/vAefsO3LyR+X1Qv0lzVKpWEwpK7JMprVJTkpEY+wkvQh8hPi6WdaJU6rApm4gk2r1796Cjo1PgLJNycnLo3LkzLl68KPhKmD/rypUrmDBxMp4+fQJV3d5o3NUCtVrrQ1a+bN+goYJ9fB6EiBunEeZ1EDLpqVgw73+YPHkyZ8EkKgEpKSnYvHkzFi9ZinRZeTQ1skJjg374pVFroaORBBOnJOP1A1888z6M5zfOQq1ZM2z9YzMMDQ2Fjpav6Oho2E+fDtfDh6HWWgumlr+jo1FvVK1eU+hoVEqEPrqPq+eOw/OIC9JTUzGP5zNERET0H2Vdry1dshjy5WQwzFQPA7q2h0aT+kJHo1Li7cdYnLseCJcz1xD4JByWFhZY5+SE2rVrCx2NftDKlSsxf/78HDP+Kyoq4uPHj7lWSycqaVnHs0WLlyJNRg7V9CxRXacvlOq3EjoalRIpse/w8d4FxFw7gNjwIJhbWGK90zqpPp79e9y+iZEVGulz3L6sEack43WQL0K9DyP8xlmoqalh65Y/JHocnoikU/b52pKlEMvI4dfOQ1G7Y1+oqPK4Q/lLT03Gh+DreHXNFW/8zkFNrRm2bpHs+8UEfPr0CQMHDkRCQgKioqIQExMDsVicvV1OTg4yMjJIS0vL8TwAODs7Y9y4cfm+d3R0NOztp8PV9TB+VdOERq8RUOtkCqWqbFCg/CV8fIenNzzw4NxevH56HxYWlnCS8us5Iip9MuviJ+Hp06dQ1e2NhoYWqKWuD9kyMmEeZfr4PAiRN07juTfr3CXd4cOHMXToUMjKykJWVhapqakFNmhnTUR0+vRpmJqaFvjeV65cwcRJk/H0yRN0MO6LLv2s0VqnM+TKKxT1j0ESLDzkPm56nsDl43uRkcY6USod2JRNRBIrKSkJmpqaCA8PL7ApO8uUKVOwcePGEkhWdBISEvD76DFwPXwI9bW7Q/v3ZVCp3VDoWCRl0pKT8ODoBoScdkbDBg1w9Igr1NXVhY5FVGoFBQVhsLkFwsMjoN7fFm3Mp6Fcea7CSz8mNjoct3bMRYTfJVhYDsWunX9CSUlJ6Fg57NixA/bTp6NS1eoYM2cF9Hr0FToSlWLJSYk4tG0Nju3ahIYNGsDNjeczRERE9OOCgoJgYT4EERERmDTEGDNszFBBgTfxqPi4XwvA/7YdQczneKxzcsLYsWOFjkQ/ICoqCqqqqtlFJXJycrCwsMD+/fsFTkZlXVBQEAYNsUB4RDhq9xiH+mZTICPP8UcqPh/ueuDFkcUQx3/ABqd1Unk8+3bcvnU/W2hx3J4AxEWH49afcxEpwePwRCSdss7XIiLCoWpqiyb97CDL4w79oIS34Xi8bx7e3ONxStpkZGTgzZs3ePXqFV6/fo0XL17g9evXePnyJcLDw/Hy5Uu8fv0aKSkp2fvnZceOHZhmPx0VKlWD4bjFaKZvVpI/BpUST3zP4Mr2+UiKfY/1Uno9R0Sly7/r4tuNWoaKrIsv89KSkxB0dAMeu7POXVIlJSXBx8cHz58/R0REBMLCwvD06VNERkbiy5cv2fvJy8sjIyMjx4THLi4uGDFiRK73TEhIwOgxY3D40CG062yCkXPWoFb9RiXy85DkSv6aiOM71uLs3s1o0KABjrBOlKQYm7KJSGLZ2dlh69atBTZkZ82yk5aWhr59++LUqVMlmPC/efXqFcz69ENoZBR0J21EnbZGQkciKRf/Lgq3tk7Dp9B7OOLmWujMU0T04zw8PDDE3AJVm7SBweQNqFizntCRSMpF+Xvh2qYpaKxaD2fcT6FOnTpCR4JYLMbMmTOxceNGWE10gIXtdJRXYCEJlYy3LyOxfu4EPL3vDzeezxAREdEP8PDwgIW5Odo1U8Ufs0agfq1qQkeiMiIpOQXr/zqH1fvPwM7ODmvWrIGsrKzQseg7de7cGdevX0d6ejoAwN3dHWZmLIIm4Xh4eGCwuQUqqGqh0ci1UKjG8UcqGekpXxF17g9EuW+AnZ0d1krR8ezbcXu9yRtQsQb/3VBOUXe94LtpCppI0Dg8EUmvrPO1ig210Gq0EypU53GH/puYQG88/HMqmjaoi7Pup3mcKkU+ffoEsViMatVyjlOKxWLM+Pt+vJ71DHQaOhXluEog/QdpyV9x49AGXP9rrdRdzxFR6fJtXXyHiayLp9zi30Xh9tZp+BzGOndpEhsbi+fPnyM8PDz7v9DQUDx58gQRERHQ1NREYGBgjte8evUKffr2Q2TUS9gu2YY2Bj0ESk+SKuZVJJznT8Tzh3dZJ0pSi03ZRCSRLl68CBMTkzxnipSTk0NaWhpkZWWhp6eHfv36oU+fPmjSpIkASX9OaGgo9A26QFyhMrrOPQCl6nWFjkSlRLo4DXf+nIOnFw9gu7MzRo8eLXQkolJj586dGGdri+Ymw6A3bgVkZMsJHYlKifiYl7iw2BoyXz/D96qPoOc0YrEY5hYW8PA4j1nrdnF1bBKEWJyGLQvt4eG6B848nyEiIqLvsHPnTtja2mKkWWessbNGOVkZoSNRGeR+LQBjl+1ET1NTuLodYeGjlNi9ezfGjh0LsVgMZWVlfPjwAfLy8kLHojIqa/yxVmdrNLJZCpEMxx+p5H2464FnOyejt6kpjh5xlfjjWfa4fY9h0OW4PRUgPuYlLi2RjHF4IpJeWcedel1t0GrEMoh43KEikvT+Fe6ts4F88mf4XrvK41QpJhaLMcTcAuc8PGDm4MzVsalIPfE9gzMrbdHL1BRH3CT/eo6ISpfsuniFyujCungqQIY4DXd2zsEz1rmXGunp6ZCR+ef+fGhoKAw6d4FCxSqYvfUoqtXmZGaUN7E4DbuXzYDXUdaJknRiUzYRSZyPHz+iRYsWeP/+ffbqFPLy8khJSUGVKlXQt29f9OnTB8bGxlBRURE47Y+LjY1FW+32SFasCcM5+yBXQVnoSNmeXtiPG1unQ9PcHm2sHHJtv3dwJe67OaHThHVQ6zFMgIQF+xgRjNNTu2LkyXd5bo97HYawK0dw380JANBpwjrU72AKhUqFr5yUkhiHCN9TiPK7gCg/T9Rrb4JGnQeiTjsjyCtK3t/Dhye2IPDgCnie90C3bt2EjkMk9by9vdGzpyna2cyB5qBJQsfJIcRzP65utkdbS3u0t5mTa7vfgRUIOOyEzpOd0MJEsr67P4QH4+hkQ4w7E1PgfpF3PHF+sU2h+30rJSEOYb6nEHnbE5F3PKGqY4ImhoNQv50R5JUk73s7NSkeF5YOQ/mEd7jrfweVKlUSJMeEiRNx2PUIlu4+iaat2wiS4UecO7wHGxwnwmqiA0baz8+13cVpMQ5uWYmpy7agl+VvAiT8R8KXOPicPYYNjhMBAFYTHdB9wFDUbdg0x349GisW+l4XwhIL3F7QexT2Wkly5M/1cHFahPMePJ8hIiKi/Hl7e8O0Z0/M+30A7Ib2FDrOT3E544Mpa/Zi1vA++N/vA3JtX7rrBFbvc8emmSMw0qyLAAlziktIwoVbD3Dk0m143AiEaSctmOppordeG1SvUvj1lkqXUfm/t8/uooxa4gKfRGDg7I0wt7TClq1bhY5D3yEuLg7VqlVDamoqRo4ciT179ggdicoob29vmPQ0Rb0Bs1DXdILQcQr1xucvPHOZifp9pkJ14Kxc2yOPr8YL9w1oOnINanWxFiBhTmlJcXh/xx3PXGYCAOr3mYoanQajQq1Gee776cFlvLt1HB8DL6KqljFqdByIKhpdUa5C4ce5a7/9mu82gz2vf/6HKEHxEQ/weIM1RlhZYNvWLULHyVfWv5t2NnOgMVCYcfvHnvtx7Q97tLGwh3Ye4/P+B1bgnqsTDCY5obnA4/MpCXF47nsK1/6wBwC0sbBH067mqFSncaGv/RAejONTDDHG/fvG6LM+K/KOJ17c8UR9HRM06TII9QQen09NiselZcKPwxORdMo67jQd4oBGZpJ/vvbC+wCCds5AkwHT0GzI7FzbnxxZhdAT66E+ei3qd7MRIGFOaYlxeHffG6+vH8fbgAuo2bYHarTtgVraPSGvUnhNz1mrWvlu633wTVFGLTZpX+Nxz2kklL++RYC/H49TpdSECRNx4LAbhix3Qy01LaHjZAs8uw/nnKZCz2YGuvw2N9d2nz3Lcf3AWvSy3wCt3sMFSJi/ZzfP48j/rDDX62Oe25MT4hB25xKCvY7i2c3zaKrbM/M/PVMoVa5e6PsvN6qa77b8PlNIb54G4shcc9hYmmOrBF/PEVHpklkXr4OvijXQxUFy6uKfXdyPm1unQ2OIPbTyqIkPPLgSD444QXfCOjQ1loy6ygjfE3h+9The+nlCzWQEmvUciSoNWn3Xa/cNqJHvtuEn8q6rF1LwyS24zzr3Uic2Nhba7XVQoWotzNzshgpKJf99cOnoHmxfMBmDbGfDcvK8XNsPb16CY86rMG7RZnQfLGxNaV4ingRh5kBdHAmOz7Ut8Uscbngew/YFkwEAg2xno0ufoajd4Psm9sp6/d3LHvC/cg7ahr2g39scbQx6QLGicOO2p3dvwOHNi1knSlKHTdlU6n3+/BkPHz7Ex48fkZycLHQc+g5jx47F58+fsx/Xq1cPOjo6aNeuHRo3bgyRSJTrNcrKyqhduzZatmwp0atYpKWlobtxDzyKfAvjZaclspn3pvNMPDm/F0aO+1GvvUn281F+nvBaNgzNeo6Aru0aARPm7Wvsexwe0RIA8mzKzmrY/rd67U1gMG1LoX8WWb+XvF5v5Lj/J1MXL3+XhYjw/gt3/e5ATU1N6DhEUuvp06do114Hjbtbo+OoRULHydO1LTPxyMMFPecfgKrOP9/dWc3MLU1HwmCiZH13J31+j302LQCgwGbrrMbtwvb7t6zfyb+p6pig5/wDP5S1pKQkxOHsnD5oUb8mLl28gHLlSnZ2fWdnZ0yxs8PyPaeg2VH4Ro/vtWneFJw5uBOLdxxFR6Ne2c/f8jqH+WMHw8xqNKYs2SRgwkzzxw7GLa9zuZ53PnMbjVqoZz8urCm7o1EvLN5xNN/t715HwcagWb7bpakpGwB2rJiDC24u8OP5DBEREeXh6dOn0GmvjeGmelg2wVzoOP/JNKd92HXqClxXTIFpp38KMj1uBMJizib83s8Q6+2FL3iMS0jCmKV/wuNGYK5tpp208MeskQU2Zr98+wEtzWfm//5S3pQNAFfvPcbAmeuxcdMm2NraCh0nXykpKXj06BGio6MRH5/7pn5ZMmfOHISFhcHR0RGamppCxxFU+fLlUbVqVbRu3RqVK1cWOk6Z8fTpU7TT1kFlvaFoaJF70jlJFbrPAdGX96GV3V5U1TLOfv5j4EUEbxyB2l2Ho8nwlQIm/EfwxhH4GHgx1/NtF1+CUr2W2Y9T497j6Z7pee5bVcsYar+tg1wBTUHJH17hzoz2+W6XlqZsAPgcch2P1lvjj00bJfJ4ljVu38jIGh0EHrf33ToTIR4uMJl3APW/GZ9/cccTnkts0MJ0JPQnCD8+77nEBi/ueOZ6fuCmK/ilYf7FvUmx73Hg77H8723Kzvqd/Ft9HROYzBN2fD4lIQ4ec/ugRf1auHTRs8TH4YlIOmWdr9XsbIXm1guEjvPdHu6ejchLe6E9Yx9qtu2R/fzbgAvwXzscqt1HoPWoVQImzJSWGIfArZPwNuBCrm012/aAxlinAhuzk96/gveUdvlul5ambCDzd+G3tB9aN6gFLwHuF1PxcnZ2xuQpdrBYeQSqWgZCx8nl/IbpCHDfgyFLD6Kp7j+TX2Y1Pbft8xt6Tl0nYMLc3oU9xM6xnQHk3SCdnBCH0yts8ezm+Vzbmur2RK8ZGwtszI579xJ/DNXId7skNmUDQGTgNbg6DMFmCb2eI6LS5du6eKOlklcXf8t5Jp567kW3uftR95ua+Jd+nvBePgxqJiPQUUJq4r2XD8NLv9xjN52nb0cD/dyTOn8rIeYljo1tm+92SWzKBoC7LgsReZl17qVFWloajHuYIOL1Wyzae1HQJt8/F0/FBdedmL3FDdqG/9SU+l85h1UTzdHDYjTGzN8gWL78xH6MwWiDhgCQZ1P2qonm8L+SuwZ1zfGbaNBMPdfz/5b1e/k3bcNemL3F7ScSF539a+biyvG9rBMlqcKmbCqVHj16hL179+KU+1k8CQkWOg6VIDk5eejp62PQwAGwsbGRuKKhjRs3wXHhEpiuOg/lmvWFjpOnhJiXODIm88Js4NabUPm1MeJeh+H4BF0AwJA/A6BUvW6xZvgYEYzo+z5o1e/7Zxf+tmn6303ZKYlxOGjVBPXam6Dj2BVQql4XKYlxeHbxAPz2LESX6dvR0CD/C9ashm5Nc3uoGdtAqXpdJMS8xINjG/Hk/N7s35OkyUgXw2fVb6glG48bvlfznNCAiAqWkZGBTgZd8E6shO5zXSCSkRU6Up7iY17ir98yVzW23H4Lleo0RuyrMBwe1xEAYL3nHpSL8bv7Q3gwXgX6QGPA939vf9s0nV+z9dvH/jg5wzT78fc2ZWc1cre1tEcLk2FQrl4X8TEvcc9tIx55uGT/jiTRl7cvcHq6CZYunAc7uykl9rnh4eFo0bIlpizZBOOBws+G/yO+bULefek+6jZsipfhzzCqe2Yh/YFrT1Dj13rF9vnPQ4IQcN0bg0fb5bvPlTNHsNxuRI4VuwNvXsEsm17f3TT+PCQItmYdsn/G/GT9PsbOWVFgJmmRLhZj8QRLiL7G4dpVH57PEBERUbaMjAx0MdBHRdFX/LVkAmRlZISO9J9826wccGA5mtSrhdCoN2hrk7kyzSO3Nahb85dizRAUGoUrdx9hsoVJvvsc9bqNUYu3Y9PMERjYVQcqShUQl5CETYfPY/U+dyybYFHg67N+zsL2k3YHz1/HVKcDeBQSgoYNGwodJ9vnz59x4MABnDx+DNd8ryMlNVXoSCTBWrVojt59+mLkyJFo0aKF0HFKrYyMDOjqd0b4VyWoTdwpseOPefm2AVl7hS8q1GqEpDfP4T9HHwCgs9YP5X+pU6wZEqIe4VPwVdTtmX+RecztU3jsPD7Hqt2fQ3wRtNo8V+N41grgzW23oXqHfgW+R16yficNLeYXmElavL3uhvD9DngS8kiijmeZ4/ad8U6sjG5zhB+3j495iUOjMsfnzZ3/GZ93s80cnx+6W/jx+bCrJ+C9ZmyOFbtfP7iGs44DC20a/7bB+nuasrNW1W5jYY/m34zPBx7ZiBAPl+zfkZC+vH2BMzNKfhyeiKRT1vlaVKoytOx2CX7c+RHfNisbrrsOpdqNkRAdhivT9QAA3TbdRYVqxXu+FhcZjPcPr6JR7/H57vP65knc22wL9dFr8WvHviinqIK0xDiEnd2G0BPr0cJ6QYGvz/o5C9tPWiTGvMDtBb2wfNE82E3hcaq0CA8PR/MWLWEydR3UewwVOk6evm1Att3rh6p1G+PjyzA4j8i87pt06AFUahRvzeC7sIcID/BBhyETC9331SN/7J38z4QTeTVIP7p8HCeXjkYv+w1oYdgf5ZVUkJwQh1tuf+D6gbUwsl1S4Gdl/U4K208SBV04BM8N0/FYwq7niKj0yaqLN1kpmXXx3zYr99/yT038yYmZNfGDdhR/Tfynv2viWxZQEx/hewJX142D9siFaGJsk93cnvV8YTmzfk7tkQsL/BxJk5EuxrXVrHMvLTZt2oQFi5Zg2aErqFG3gaBZ3kdHYXz3zHtbm84GonaDJoiOCMWU3pmTo2+7FIJqtYuvphTIXPE66OZl9Bn5/dd13zZN/7sp+/q5o9gwc2SOFb4f3vbBolG9v6vJPGsF7kG2s9F98EhUq10P76OjcOLPdbjgujP79ySUdLEY66ZaoVxKHHxZJ0pSglPpUakSGhqKafbTccb9NFR+bYxftM3Qts88KNVpBjnlKpCRKy90RCom4q/xSP78Dl8ig/As6ApmzJ6LmbNmY8Z0e8ydOxcVKlQQOiJiYmIwb/58tLd1ksgLzyxK1evCZPExeM4fBL89C2EwbQv89iwEAJgsPlasF58xT+4i9PLh7Obq723KDj61FYkf8p/ZNjbqGQCgUeeB2fnlFVXQ1NgGfnsW4vnV4wU2Zb9/GgAAaGw4JPv1StXrolnPkXhyfi8+hD2QyKZskYwsdCdtxOlJujh06BCsrKyEjkQkdQ4dOoSgh8EY7HxTom+wK1evC7Nlx3HGcSBu7lqAbtO34uauzFnazZYdL7aCr7eP/fHUyzW7ufp7m7IfnNiKhA/Rhe5zc9cCGM3aAa/VY38o17u/v7fVuppn/+zK1euiZa+ReOThgpiwB4IXfeWnYs360B2/GvPm28PKaiiqV89/VuaiNM1+OnS79ZK6hmwAqPFrPaw+cA6zbHphx4o5mL1uN3asmAMAWH3gXLE1ZIfcu4OLxw/gzMHMQbCCGqC9T7sCALr0HpT9nJauIQDgzMGdhTZlf/4QA1uzDpi6bEuBDdkA8DoyDADQpFXpWN1NRlYW9qu2Y3R3TZ7PEBERUQ6HDh1CcPBDBOxfKvUN2QBQt+YvcF8/E32mrYHjVjf8+b8xcNyaORu1+/qZxdqQ7fcoDAfPX8euU1cAoMBm6SOXbgMARpp1yX5ORakCplj2xOp97nDc6lrg68NeZU6mqNFUcsdHi4JVTz143n6I6fbTcPzESaHjICkpCcuXL4fTurWQFQF92qliy6jOUFf9BTUrKUJZQU7oiCQhklPF+JSQjMevP+H649c4tn8nVq9ejb59zLDOaT2aNBGuGKO0OnToEB48fATNZdckevwxL+V/qQP1WW4IWm2O566L0GzsZjx3zVyxWH2WW7E2ZH8Ju4u3148g+vI+ACiwAfrdreMAgGo6fbKfq9wis3E8+vK+HE3Zz1wyJ0j5tiE76/Fj5/F45jKzwKbspHfhAABl1dY/8uNIrJp65vgS5IUpU+3hfuqE0HGyZY7bP8LAbZIxbq9cvS56LzuOs44DcWv3AnS134pbuzPH53sX4/j8uyeZ4/Mh3zE+H+pzDADQSP+fv9u/amSuzhji4ZJvU/b3jOX/W8zf4/NN/zU+38J0JEI8XPBeAsbnK9asj462JT8OT0TS6dChQwgKfgS9Ndcl4rjzIypUq4OOjkdxa9lghPy1CFoT/kDIX5nnax0djxZrQ/bn0Lt4edUNkZcy638KbMq+nnm+Vr/bP/cpyymqoHHv8Qg9sR4hfy0q8PWJbzPPwSo1KHxVMGmgWL0+mo9Yif/Nmw6roTxOlRZTp9lDrVNPiW3IBgCVGnVhtfYkDs7oDy/neeg7xxlezvMAAFZrTxZrQ/arR/4IunAIAe57AKDQBujbR7bAy3ke+v9vJ04uHZ3vfsFeRwEAWr2HZz9XXkkFHc0n4fqBtfBynlfgZ3189RwAULOJ9H2/qPcYivA7FzF1mj1OnZSc6zkiKl0y6+IXQHvcOomti1eqXhc9Fh/DhfmD4O+yEPpTt8DfZSEAoEdx18Q/vYsw78N46pl5TlxQs/Tzq5nnxN82ZAPAr22NAACvAy+jqfGwfF//5U3mOXHVRtJ1zBLJyKLDxI04M5l17tIu6/tgzMI/BG/IBoBqtethwe6zWDSqN/atmYvJK3di35rMydAX7D5brA3ZT+/fgc+pg9nN1d/blO3usgkf377Od7vv2czagU4m/9Sgtu6Qec/+guvOQpuyQ4P8QZ8UNQAAIABJREFUAQBd+gzN/vmr1a4HY4vfccF1J54/ErYpW0ZWFrZLtmGamRa/D0hqSH+lEhGA5ORkODg4oEXLVrh27zHazDgInRXX0HiwA6q27oLyVWqxIbuUk1VQhmKtRqjZoR9ajF6PThvuoV6/GVjttBFN1Jrj+PHjQkeE4//moXJDdTTo1KfwnQVWW8MAmub2iPLzRITvKUT5eULT3B61/745X5RSEuMQ5ecJr2XDcHZ25mqoRo77Ybn30Xe9PvrBNfjtWYg21g757vPucWaxaI3m7XM8L6+ogpEn38HIcX+Bn5Hw/hUAQKFyzhsdilVqAgA+Rz35rqxCKF+xCtSHOmDGbAckJiYKHYdIqiQmJmLGbAe0tXaAQsWqQscpVB1NA7S1tEfkHU+E+Z5C5B1PtLW0Rx3Nov3uTkmIQ+QdT5xfbJO9inXP+Qcw/EDId73+1f1ruLlrAdoPm1Pgfjd3LUDP+QfQpHP+k2bkJz7mJQCgQj7f259ePP7h9yxJjfT6oGqj1nD837wS+bzLly/D09MTo+esKJHPKw5auoawmuiAW17n4HP2GG55nYPVRIfsxueikvAlDre8zmH+2MGwG5z53ot3HIXbncgCX7d4x1FcCEuEUsV/Bs1veZ0DAMzduLfQzz25dxs6GvXKXmW7rFGpXBXDps3HbIc5PJ8hIiIiAJnXa3Nmz8L/RvVDVRVloeMUmS5tW2DW8D7wuBGI45fvwONGIGYN74MubYt+hdq4hCR43AiExZxNMBq/DADgumIKwk4WfLPWdcUUxPnszvW8ipLwk2JKmmW2g+Hp6YnLly8LmuP48eNortYUG53WYlYfTQSttcTGkZ3RX6cRGtesxIZsyqG8nCxqVVaEYcs6cBzYHjeXDILrtJ54cu8WWrVsCQcHByQnJwsds9RITEzE9FkOqNN/JuSUqwgd56dUbqGP+n2m4mPgRby/446PgRdRv8/U7KbnopSWFIePgRcRvHEEApdm3mtrZbcXHTc+KPB1rez2wmDPa5Sr8M+4zMfAiwCA5rbbcuxbVcu4wPcqbHtpVG/IfFy4IPzxLEvWuL2WlWSN2/+qYYA2FvZ4cccTz31P4cUdT7SxsM9ufC4qKQlxeHHHE55LbHDq7/F5k3kHYFPI+LzJvAMY4x4DeaV//h28uOMJAOg2c0eer3n94Bpu714AbZuCx/L/Ld/x+aqSNT7fUK8PqpTgODwRSafExETMmOWARoNmQV5Kz9d+aaWPJgOm4W3ABby+dRpvAy6gyYBp+KVVMZyvJcbhbcAF+K8djuvzewMAtGfsg7HzwwJfpz1jH3ofzL0QQ7lvmlHKmtodzKCsqo65PE6VCpn34y/AcOxioaMUqkGbztCzmYFnN88j5MpJPLt5Hno2M9CgTeci/6zkhDg8u3keR/5nlb3i9ZClB2F3rPA6PC/neRiy9CBadh1Y4H5Dlh7McwXt8kpl4/vFcOxieHpekJjrOSIqfTLr4ltDVcLr4mupG0BjiD1e+nki8vopvPTzhMYQe9RSL56a+Jd+nvBePgwef9fEd5u7H+YuBdfEv/TLHKeR/9c5cNbjD2EFj4FKs/IVq6C1Jevcpd3/5s1Dgxaa6Nijv9BRsrXu0AWDbGfD/8o53PA8Bv8r5zDIdnZ2I3NRSvwSB/8r57BqojkcrboBAGZvccPOa+Hf9fqHt32wb81cWEzJ/xpw9hY3HAmOh+I3Naj+VzJrUKeucSn0M95HZ47bVvqlRo7nq1SvBQCICvu+GvDiVLFyVZhPmo9ZrBMlKcGmbJJ679+/h2G37tjwxzY0tlwA7SVe+EWjKyASCR2NBCSroATVXuPRYeU1iBp1wuAhQzB//nxkZGQIkicyMhK7du2EhpWjIJ//M1r1n4B67U1wY+t01Gtvglb9v2/10++VEPMS4ddO4KBVEzy9cACNOg/EkD8DoGu7BvXam0ChUrVC3yPudRg85w9Cl+nbUbVBq3z3e/PwJoDMGc/Cr52A17JhcOlfA8GntuJr7PtCP+e+mxOA3Be7WRmztkuqZj2GISk1A87OzkJHIZIqzs7OSErNQIuewwvfWUJoDpgIVR0TXN1sD1UdE2gOKHj24B8RH/MSoVdPYI9FY4Sc348mhoNgveceDCaugaqOCSpULvx7O/ZVGM44DoTRrB34pWH+39sAMO5MDFR18l9drSABh//+3v7XjbSsjFnbJVkbm7nYtWsnIiMLbvYtCg5z5qL30N+LbUXpkjJkzFR0NOqFDY4T0dGoF4aMmfp/9u48rqb8f+D4a2aMLS5KUcpWlmSJUcpWRBHGGjOWhBkM38EYZgYzzJgZxpZtkD1NDIVsSVFaUMpUlsQoWwllGY39O7/5/v64ztWte2+3vcvn+Xjcx9e55/P5nM/t25x7+pz3+7yLbezMjDTCD/kz0Louh3dtofuHw/CNusyUH1dh5+RKTQPtn1C/e9NKnM2rMnf8EGav3IZjXzeN7ROjw9mx5hcGjfmPVuOnJJ0FQFbTgMM7t+JsXhVn86oc3rmVJ39naz3P8qbPR2P5519xPSMIgiAIgpyXlxf/++clY/oV/w3Tsjblo1707mjNlCXb5P/7Ua9iHT/97n12h57G1HUy3gcjcevRgYt+S1g+3Z3eHa0xrFW4gMSUNHnw9Ja5EzS2O3flJgD6smp4H4pA5jAWmcNYvA9FkP3kWaGOXV6Z1jFgTL+uzJml/mGSJel///sfc+fOxc1tCJ0aViP6p8FMdmmNXiWRhC1o7513oHtLM8Ln9eeHoTas+3UlPbp34969/NfVhfx5eXnx+OX/qOswMv/G5Vi93hPRt+7JFe+Z6Fv3pF5v9VWrC+PF/Vtknd5P9KTm3I7wxchuELZL47Bw/wV96568L8t/XVKSfsSLqDEmJK0cTfOJ6/JUxDZ+9f9F1un9Su9L28b5/H/1+IY84ej9avrcidhO1BgTosaYcCdiO/880811mUoG9TByGMVXs2aX9VSA8r1u33rgZOrbuhD163Tq27rQupjX51MjA9j2kTnJwb9h4TCYj7ck0HnSEurbulBFi/uqknMBa9nYz5DgH0fSfeYGzFU8GPXRrVQC5wyi+8z81/JzS9ilZn3+1Ryl/eWB9YjSW4cXBEE3eXl58eS//6N+d/UV6XSBeZ/PqNPOmfObZlCnnTPmGqpOF8aze7fIiN5H8CdNSQvzxaTTILqv+oOWYxdRp50zFQtwvZbTk9upALT9XPO9oUfXzwPwfrVa3AzzJXB4XQKH1+VmmC//PNXNazCAxkO+YYv4nnojfPXNbKz7ji7RStPFyW7of2hi34vDntNoYt8Lu6Ha3afWVnZmOheP72XZhw1JDPTBymkI//n9HL2mLaOJfS/0auZ/73126AOa2Bd+3fRBuvz8MuDbTRrb3U2Rn1+qyvRJDPRhgZM+C5zk/37xpPyfX2RGplj3Hc3Xs3QnZlUQBN0hxcW31JG4+BYDJmFq40L02i8xtXGhRQnExF8/EcDOERb8eVQeEz94Qzx2E5dgqkVMvKmNPE7yZa7rV2lbqratzoOr8u+sStX1uXL0N3wGGuEz0IgrR3/LM2Z51NR5FE9FnLvOunHjBps3bWLYlHllPZU8PvSYSntHV9bP+5z2jq586DG1WMe/dzuNk4d3M9rOhFB/bzr3Gcq6Y8l8OncF7R1dqaGf/7Xt7esp/DC2D9OWeNOwmXbV7g96r8LNqhqLJg9l2hJvOrkOybfPHq9FAEpJ3YBijtL+stbDbQz//T9xPhB0Q4WynoAgFEVycjK9XPvw14t3+GBeEFXrNi7rKQnlTKWadbD8ZDk1W3Rm4S9fknQxmd93bKdixYqlOo9NmzZhUL8Zhs0+KNXjFkXFqjLqtrQnLS6Yui3t8yQkF5X/p+0AcPhyPY26FLwK6sun2cRt/Z42Q6fn2z/t1RPEEnb8opRAHbf1e+5ciKbLF2uK/fOVJ++8+x6Nug9nrdd6pk+fXtbTEQSdsdZrA016juSdd98r66loraKeDJNWHbkRG4xJq455gp6KYvuYtgA4fbWhUNWrXz7JJnrzPNp9NL1Q/d82dZrbULtBMzZv3sz8+SX3xOzz588TezqGiT/p/gKGXnUZrW27EBN6mNa2XZSqUhfVyC7NALRKos6PhVUbxs9ayLnYKBZMHQ2gccy9W3/Fzsm1wFW/J/btoLS9Ys5kYsIC+XrZlmL92ZSWd997D2e30Xit3yCuZwRBEARBYIPXOtxdO/Peu2/ec2dlelXobN2MoFOJdLZuVuwVqFsMnQnIk6eHOHXIp7X2doZE07ujNc52rbVq32mc8k35KUu2EXTyLBu//fSNqro9pp8Da0bN4fz587Rqpd1N9OLw8uVLRgz/mIMHDvDrWEfc7C1K7djCm6nCu+/ySXcruluZMnz1MTrYtOfQ4SAsLS3Lemo6bc269Rh0/lin1h9VqVBFRo1m9jxIPEqNZvZKFamLQ+wMGwCVSdQFVa1BSxoNm8ujy9Fc8pInI+UcU9+6J62+8uNWyEbF/pzva1sBPH5uD6XtK94zuZ8YQrPxq4v951Ma6jiM5MzsrqX+fabKWq/1mPcon+v2FfVkGLfsyM3YYIxbFu/6/O9j5evz6pKoC6K2eSs6jP2B2xdOEbZkPIDSmC+fZBOzZR5th00v8rHKu9JahxcEQXet8VpPXYfh5fJ7pyAqVJWhb2nP3fgQ9C3ti70CddgUeSxU28+9MLEvvqpo6Sd2U6edM0ZtumvVPmqWk9L2+U0zyIwPwXrSrzpZdbtWk/bUNGsqvqd03Pnz5zkTG8OESavKeipaq6Qno36bTlyJPkL9Np2Kvar0rx/L1w8HfLsp30rXJeX80V00se+FuW2P/BsDm8YrVwo/7DmNK9FH+HCWV7mvum3dx4P1YzqUi7/nBEF4syji4pvqRlx8xaoy6lrZkx4XTF2r4o+J3zNeHhPf9cv1NOxc8PWUxl0HkR4XTEZ8qKL/y6fZXNy3tkDjHPyim9J29NovSYsLofO08h0nL+LcddumTZsws2hO0za2ZT2VPKpWl9HCpjNnwg/TwqZznoTkovqsh/w+mbaJ0bk9/TsbnyWzGTzx6wL1b2TZBveZC7gYd4IVMz0ACnX88ujd996j2yB3EScq6ASRlC3orKysLJx79eZ5tXq0/Xoz7+vVLOspCeWYccfBVKltRtDqcXiMHccO399K9fh7AvZhYtO7VI9ZVA+uJxG39XtAnrxs3MZBbTVq7wFGKt/32Jepdny3jfFkXoojYtkErkbupXHXQRg1t0HPULungibtW0taXDCd/rNcq/aSj7ZdVDxx7FpUABHLJnDrj9BCJYbrkvp2fdj/+2IuXbpE8+bNy3o6glDuXbp0idQrl2k31bWsp1Ig968lEb1ZHtgevXke9awd1FaxWN9X9RPYJhzKUvn+iK0J3EmOI3TxeFLC92DhOJi6ljZU0/K8fTZgDTdig3GYskKr9gKY2vZm996AEr3Jvm/fPhpYNMO0cdMSO0ZpuZp8ng0LZwGwYeEs2nXqTmNL1TcVnc2rqnw/JPWpyvd9oy5zMT6GBVNHE3ZgF90/HEaLdnaFqi5ube+Itb0jQz6ZyuGdW1kwdTQ1DQxVJl0nJ8QSE3qY+Rt2az2+9DNYuTscy7avFzrDD/mzYOpo4iKCi5xYXlY6OffHZ8VP4npGEARBEN5yly5d4vKVFPrOLn/VEYvD+ZQ05qzdBcCctbtw/KAFrSw0X3fKHMYq/p0dsUVj24t+S4i5kMLY+evxP3Yatx4dsGtpgWkdg0LP+afNASz2OcjJzT/km1AtfbbQdXOwaWGueH936GnGzl9PSMy5Yk0WL2tN6xvTtGE99u3bV6pBj+PGjiH8WDB7vuxNhyZ1S+24wpuvcZ0aBM3qi8faUHr3ciHuzB8YGub/lH8hr0uXLnE15U/ajS58Za/y4knaRa7tkq9fXds1n1pWXdEza6G2fdQYE6XtLlszNI5vuzSO7JQzXPL6jMyYvRjZDUJm0Z5KBvUKPNealp2padkZ014TuROxnUten/G+zEAp2frxjQs8SDyq1O9B4lEMrJ0hn6Rs6edg/e1Bqpu/DkjNOr2fS16f8fDc8SInlpeFqsYW1DBtUurfZ7nJ1+3/ZPCU8rluf/9aEqe3yNfnT2/RvD4PsLGf8vnz04Oq1+YBPt6SwN3kOMKWjCclYg8WDoOpU4D1+ZxMWnfBpHUXWg+cxKXg3whbMp4qNWtj0roLAOcC1nAzNpiub8lafmmswwuCoJsuXbrE1St/0vUT3Yr1USX7RhLJ238AIHn7D9Ru2RVZA/XfUYHDX/8d2WfHnXzH777qDx5eiSNh9UQyTu7FpNMgajWxoUrtgl+vSS77LyIlYDldFobmm1AtfbZO8wOpafH6Giwjeh8JqyeSeTasWJPFS5NB2974i+8pnbZv3z7qNGiKgZnuPDAvM/UCoV7fARDq9R2N2jlgZN5SY58FTvqKf88OfaCx7X9+P0d6Uiz7fvqEpNDdWDkNwdTKttQqiUdsXcBJ36V8siEy34Rq6ecwenUI9Vq0V7x/8fhe9v30Camxx8ossVxbBvWbUKdB0zL/e04QhDfPnoB9GOtQXPzD60mc8f4egDPe8pj4Wmpi4iU+A1/HxrsHqI+HBxi8IZ6sy3FE5oiJN2ymfUy8STsnTG1ciFw2gchlExTvt3bTLiFR+my9FwUpJcpfPxFA5LIJSsne5ZVZhz4cFHHuOilg337ad+tX1tNQ6frl8/gsmQ2Az5LZtLLvprYatZtVNZXv+yc9Vjv+umPJXE44zYqZHpwI9KNzn6E0a9uB2sbaxZUe8F7JmfDDTPxxjVbtJS07ONCygwP9PKZwbPdWVsz0oIaBIS07OBRonPLK1ulDdv36szgfCOXem1dGQngrPH/+nN59+vKskgGtpvuKhGxBKzWb2tJy2jZ279nDwl9+KbXjPnz4kOSkC9RpYVdqxyyql0+zSdgu/xkNWhsNQML2X3j5NFttH499mXlemugZmtKoy0CG70ihqfNIrkbuxf/TdkR7zSQtLpjnj+6p7XstKoCzfp70WRSkSLDWhtWASUrt630gf0ru1ci9Wo+hq2o1sKRyNRmRkZFlPRVB0AmRkZFUriZDv6HuVPt5+SSbuN8WAvDR+hgA4n5byMsn6s/dEw5l5XmpU83QFIuuAxmzKxXLXqNICd/D9jFtiVozkxuxwTz7S/15OyUygPidngxYGkSVmtqft992xlZ2JCdd4NGjRyV2jMjIKCzb2ZfY+KXlyd/ZeC+XB1xsOXYWAO/lP/Dkb/W//yGpT/O81DEyMcOxrxsBiXdwHTaWsAO7GNmlGau+m0JM6GH+uq/+vx1NHPoMBuTVsFU5utcXgFa22lVhgtefK2dCNryuxh12YFdhplouNGpmRTVZDXE9IwiCIAhvucjISGTV9LBqXDpBeqUp+8kzftocAEC87wJAnvCc/eSZ2j4yh7FkR2xRvHImaKtiWseAIU4dSD+8Bo9+XfE/dpoWQ2fyhacPQacSyXqo/hpalZwJ2fkljwOKeeZMyAYUidj+x04X6Pi6wM6qMVGleA37y8KF7NmzG9//9BAJ2UKJqKVXiZ1Tnald8R/69XHl+fPnZT0lnRQZKQ/+1jPVnfVHVf55ls31vYsAaL/wBADX9y7in2eqv0+ixpjQZWuG4qWNSgb1MOzQH/u1lzB2GElmzF5iZ9iQ4vMNDxKP8t9s9euSmtS2lQeJ3QrZqHgv6/R+ru2aT/OJ65Tm2XziOq54zyTr9H6NY0rtcyZkw+tq3Jkxuns/qkrj9oRHlO2aTHlet3/5JJszvvL1+aFe8vX5M77q1+c39jPk04NZild+qhmaYt51IKN3pmLpMoqUiD38PrYtJ9bO5GZsMM803FfVpHFn+e/m+f3rAUiNDCBhlyf9lwZRpQD3YHVZ3VJYhxcEQTdJ12vVzcrf905B/PM0mz/95ddrjstOAvCn/yL+URP/Ezi8Ln123FG8ciZoq1Oldj1M7AfgsulPzLqPJOPkXsKmfMCFLV9zNz6ElwW8XsuZkK0peVwizTVnQjagSMTOOKm712D6zTtwSXxP6bSIyCjqtih/FQPVefEkm4it8nXJidviAHkS8wsNcScLnPSZHfpA8cqZoK2KzMiUFt0G8eWB61j3cScpdDe/ftyaIyu+5Er0EZ78Vbh779rImZCdX6I5oPhMOROyAUUidlKo9g9XL0t1W9gSERlV1tMQBOENomtx8S+fZpOwQx4TP2DNq5j4HZpj4n0GGuEekKl45UzQVkXP0JSGnQfy0fYUmvaUx8TvGd+OGK+ZpOcTEw/ySt4dJy/HftIyAExtXOj65Xqsh3+j1WeU5pm7crmUiK0LcfIizl03PXz4kKQL57H8oGNZTyWPp39ns2vVjwCsCkwEYNeqH3mqIabUP+lxnpcmtY3N6OQ6hG0xGTi5yROzP+thycb50zgTfphHD9Rf2548vJs9Xov4eUcYNfQL/wDkji7yGNRAn4Ildpdn9ZtaoVddxIkK5Z9IyhZ00lffzOLytXRaTN7EexU1V94oacfcjTnmblxq/Qrqn6fZ3ArfztnloznmbszZ5aO5G7NP7eJ6UfvfjdmnaHvJ+2v+vpmUp4302TW9SkoN83ZYjv+VOXPmEBVVOgtNFy9eBKBm/WalcrziIFWhthnzPTITc2zGfE9aXDBJ+9YW+7EqVpVhZuOC05zf6LMoCIDQn0exc7T6KgoRr54CFvh1b7wHGClektzbbYZOVxwr97EB0uKCNc5R6p/7D3BpW9pf3tUya0pycnJZT0MQdEJycjIGOnTehteVqO3H/UCNeubYj/uBG7HBnA0o3j+0K+rJaGDrQq+5vgxYKj9vH5k/Ep+R6gMSQhePB2DfjN6s72uoeElybxdVu49enbdz3RiUtqX95V2tV7+DSUl5r6eKy4WkJBo2Vf+dqyv8N64gJvQw42ctxLRRE8bPWkhM6GH8NxZvNRe96jLsnFyZv2E3K3eHAzB3/BCG2jYo9HgAMaGH8+z7634Wh3ZsYvjkbxTtioOqY+mS+ubNxPWMIAiCILzlkpOTsWxU+EpL5dmqnUcIOpXIz5OGYWFWl58nDSPoVCKrdh5R2V5KyM5Jm8RsAJleFXp3tGbXwimErpsDwLBZqzAfME2ruWY9zOanzQGcT0kj3neBVgnZ2gg6lVgs45QnzRuacPFiyf1dl1NUVBRzvp3D2nEOfNBYc4CQrjActxHDcRvzb1hM/Qoq+9lLfou8xMhVwRiO28jIVcEExKaS/exlgfpL810YcIbUu+U/2L5KxQpsmdiNtGtXmPXN12U9HZ2UnJyMXr2mZT2NIrsV5MWDxKM0GjaXKnUb02jYXB4kHuVWkFeetlJCdk5dtmbkqZytToUqMvSte2I1dRvW3x4EIGnlaGKmti7U3CtUka+35KyKfcnrM4A81ayLK6k6dwVuXVLVpCkXXt3zLCvJycnol9N1e6m6dIex8vX5DmN/4GZsMOdUrM9LCdk5fXowK0/lbFUq6smob+uCy3e+9H+1Ph/840h8NazP5zcewM1Y+b3SsCXytfz9M3qzsZ+h4pVz7vnNs+0wzevz0v7yoqZZya/DC4Kgm5KTk5GZls/vnYJIDVzH3fgQLEfMQ8/YHMsR87gbH0Jq4Lo8baWE7Jy0TcwGqFBVRp12zrSf4UOn+YEAnFnqztGJ+Sc+ArzMvsdl/0X8fSMJx2UntUrI1sbd+JBiGacsVHv1N4P4ntJdFy4kYdhIdx7uEOP3K1eij+A08Uf0Tc1xmvgjV6KPEOOn+iHjUkJ2YVTSk9HEvhduP+1g9Gr5f6f+3w5n5eDiP/c++SuLiK0LyEy9wMRtcVolZGvjSrTqddvypnbD5iQlle3fc4IgvFmkuPgaZrpxvXxx31rS44Jp7yGPiW/v8T3pccFcVBMTLyVkF0bFqjJMbVzoPvs3er+KiQ9bMAo/j/zj8yrXqE2TnqNwD8ik++zfaNh5IE+y0gFo7/F9oeYjSc8nTr68qGkq4tx1jXQ+MLMof9e8UhVq95kLMG5ogfvMBZwJP8wB75XFfqyq1WW0d3Tl6zV+/LwjDIBFk4fySZdGavusmOkBwJzh3XGzqqZ4SXJvazo2wJlwzXGhgyfK7+flTkqXtqX95YWpiBMVdECFsp6AIBTUhQsXWLd2Le3m7KOSfsknNeu6FL+fSQ/zUWxnJYSQlRCCYVtn2nyxrVj7n10+mqyE1wvZ6WE+pIf50GrSOurYDdB6zoZtnbVuWxhG7V1p6PoZEyd/zrmEP3jvvfdK9Hj3798HoFK1WiV6nOJy+1wUZ/08MbNxwar/JACs+k/izoVozvp5UrdlJ4xbd1G09x5glG9VbG0ZNvsAw2Yf0KyXB7fPRhTLmPD6ZvqTrHT0DF9XUZKSqpv1Gq1V/+d/ZSkldj/OTANAr7ZuBAK/X91A8fsoCIJm9+7do2J1zU/vLU9unY0ifqcnDWxdaD1Qfu5uPXASGedPEb/TE5NWnanX5vW5e31fQ41VsbVVp3l76jRvTwtXD24lFt95u6hq1W8OwLO/shRBZQB/vzpvVzPUjYp6lV/9Dt67V7gqJ9p4+PABspq687uuSmJ0ODvW/IKdkytDPpkKwJBPpnIuNooda37B2r4r1vaOivbO5lU1VsXWlmVbWyzb2tJ3+KfEnwzT2Hbu+CHEhB4mIPGOUoK1VGG77/BP8vS5ffMaAM3btM+zrzDHkqqGqzqWLqmhbyiuZwRBEAThLXfv3j30ZXplPY1iFxGfzGKfg/TuaM3nw1wA+HyYCycSL7PY5yBd2jbHoZ12N7NzJ2rnx6aFOTYtzBn7YTfC/8g/OO98Sho/bQ6glYUZv37lgWEt7R8iNGzWKoJOJZJ+eA0yvdcPXJWqgY/r71iguesCgxrVuX+/cMGpBfF///d/fD75Mya7tKFvu4YlfjxB7sfdsXiHvw6VStgBAAAgAElEQVQICD57k+CzN3FpUx/fKS759p+08TjBZ28qtj0PJeB5KIHw7wdhZWZQInMuLia19Ng6sRv9Fq1l3Cef0rJl8QQ0vy3u3bvHu3q6vSbzV/IJbh5cgb51T0x7TQTAtNdEHl2O5ubBFdSw7EhNy86K9tpWxtZGdfMPqG7+Acbd3HmYpLlSQtLK0TxIPIr92kuKRGxAUWHbuJu71sfNL6la3bGkyuEFOVZ58341ff56UPLfZ5qU13X7jHNRJOzypH6u9fnbF06RsMsTk9adMclxb1WbytjaMGrWHqNm7bHsnf/6fPCPI7kZG8zonalKa+ZShW3L3h7FMifQvfX50liHFwRBN927d4/3dCTOR537SSdICVhOnXbONO4jf/hM4z6f8SA5mpSA5dRu0QkDq875jFI4NS0+oKbFB9R3cufehfwrW2XfSOJP/0VUb2BF6/GeVJTV1vpYZ5a6czc+BJdNf1IhR0yPVHCkQQ/NMUHlWUXxPaXz/nr4gKqy8ncNq8r1hEhO+i6liX0vOrhNBqCD22Runj3JSd+lNLDuTMO2XZX6FDYhO7d6LdpTr0V72vUbw7X44o09yUy9QMTWBRiZt8R1xkr0ampfMMD/2+FciT7ClweuUynHta1UObxdvzHFOteSUlWmz8MH4h67IAjFRxEXX738Xy/fOR/FOX9PTG1caPEqJr5F/0ncSYrmnL8ndVt1om6rLkp9CpuQnZth0w8wbKpdTHzYglGkxwXz0fYUpTj1v+/I48eqGmjOmVHXX4qTb+qiG9fEFUWcu86R/v+qVqN8nQ8unI5gj9ci2ju60s9jCgD9PKZwMe4Ee7wW0dK2Ky07OCjau1lVy7cqtraatrGlaRtbeg4bx/no48UyJsiTvM+EH2ZbTIYiERtQVON2HqY5LtTMXB5r8Oh+plL/zIwbANQ2Ll/rttVr1RbnA6HcE5WyBZ0z+fOpmHR2Q9a4bVlPBYAePrfp4XO71PoVxN83k0gP86FR/2l0Xn6GHj636bz8DKbd3clKCOHpnavF1v9uzD6yEkJo8vE8HL0uKz5fq0nrOL/2M57fv6VoK+3L/erw0zEAmnw8r2R+IDk0/PALbt7OZOPGkq+U8fix/ALtvYqVSvxYRfUkK53guYMBsBnzvdI+aTt47mDFk7ckOatV56xQXVj6Da0UCeGqeOzLVPnKvV9i1NwGgD+P+ipVu771RygAph/00DifGmbyJ8+mhvsrPvuTrHRunJJXYqjdtF1BPl6ZqVC5Gv/3f/9X1tMQBJ3w77//8l6V/J8wVh48zkrn0JxBANiP+0Fpn7R9aM4gHuc6d+esWF3UKtUGjawUwWaqTDiUpfKVe39xqfXqvP3ncT/F536clc7VkwcAMNKR87Z07SBdS5SEF8+f824JP6CmJGVmpPHVSFcAxs9aqLRP2v5qpCuZGWlK+5zNqyq9iqKxZStFMrg63T8cBkBE4B7Fe0/+zuZYwA4AuroOytPn2mX5E+9NGzcp0HykY8VFKD/hVNpWdSxdUkVPXM8IgiAIwtvu33//pVqV8r/OVhDpd+/T74slAPw8aajSPmm73xdLSL+r+qajzGGs4lUUrSzMFAnhmubaadw8WlmY8e24gQVKyAZw69EBgJCYc0rvS9sDHG0KNJ4uqPDeuzx/8aLEj7Nx40ayMtL5sp91iR+rNGVt/pSszZ+WWr+CSEq7j3d4MtP7tiVhycdkbf6UhCUf4+FoSfDZm/lWvA6ITSX47E08R3dRzHfvjD4ASone5Vm7RoYM69iUqZ//p6ynonP+/fdf3q2kuw8ZeXH/FucXy7+jGg9Tvq8nbZ9fPJQXOe4PlgQ9sxaKhHB1jOzkayH3Yg8q3vvnWTZ3T+0GoLZNX8X7jYbNBeQJ51IiNUDW6f1K+/M71sNzyoFW0nbOY+mc9yrw8sXzMp3Cv//+S4XK5Wvd/nFWOoGv1uftxiqvz0vbgSrW54tTfuvzABYO8vu/V0/sV7z38kk2V8L8AGjc+UNAnjCu6iXJva1KzVfr81dyrc9fe7U+b1jO1udLYx1eEATd9O+///JuOfveKYhn924R8/MQACxHKF+vSdsxPw/h2b2SvV6TNbBSJISr8+zeLaJmOVG9gRXN3L4uUEI2gEkn+Xdx5lnlhyhL28Yd+hVovPLk3ffF95Sue/HiOe+8W/7vx2dnprNjhrzojtPEH5X2Sds7ZgwgO1Pzde0Cp6IloBuZt1QkhBeH7Mx0No3vipF5SxzGzC5QQjaAlZP8PJoae0zpfWm7uUP/4ploCXv3vQq8KOO/5wRBeLMo4uLfL9/3655kpRPyKiY+d6VpaTtERUx8bj4DixYXX6uhlSIhXJ3GXeXXtDdOvl67yc5I5bq0ntJM8/0zqX9GfKjS+9J2w04fFmzSZeS9KiIuTNdI54P3K1Uu45m8du92Gj+Mld9vc5+5QGmftP3D2D7cu60cU5qzWrU2Farz07BZK0VCuCr+SY9VvnLvl3TuI78ncyr4dQzq07+ziTzwOwD2LgM1zqeeubxIYcTB3xWf/d7tNGJC9gFg0apgxYNKWuWq4nwglH+iUragUwIDA4mOicZ+WVxZT0UnZF9NBMC4kxuVDeSVfCsb1KNed3fSw3z4+/o5qtZtXCz970QHAFDPYbjSU0cNWncH4P75cOo5jlB7rJfZ9zj9bQ8sxy7VOKfi8l5lPeoP+IpZ336Hu7s7VasWLRnnTXFuz0oAnOb8hszEXGmfzMQcpzm/EfrzKM7tWYn9xCWKfbkrZWtTPVub5O3iqsCtZ2iKw5friVg2gbN+nkr7mvUajZmNcrCpNDfp+PoNrTCzceGsn6fK/voNrYplnoIgCIWR4Cc/d/ea60uNesrn7hr1zOk115cj80eS4LeSLpNfn7tzJ0HnVz1bm8Tt4kysLghpbtLxDRpZ0cDWhfidnsTvVD5vt+jtgUEjcd5+U+xcJ/+dnr9hN6aNlJOXTRs1Yf6G3cwdP4Sd65Yw5cdVin25K2XnVz1bm8RtTf0d+7oRdmAXK+ZMZsUc5ZvIwyd/o1TJW5KSlABANVlNjceV5iYd38bBBTsnVxZMHc2CqcpPOVV3LEEQBEEQBKFsLdseCMCuhVOwMKurtM/CrC67Fk5h2KxVLNseyPLpyhU2ZQ5jlSpj597OTZvEbU39j8VdAGCxz0EW+xxU2Sb3fHK+52zXmt4drRk7fz1j569X6veVez+tq4ELyp4+fcrcb2fz3YfW6FV6v6yn89aIvyZfhxjasQmm+vLgDFP9ang4WuIdnsy5G/cwr1NDbf89MSkA9Ld5fU+ki6UJIE/KXjKqZCrWFbc5Az+g7de7CAwMpE+fPmU9HaGUpAWuBsBq6jaq5LqvV6VuY6ymbiNp5WjSAldj4f6L2nGixpjkW0E7aoxJvvPRNIZhh/5kxuzlivdMrnjPVNpXv980pWredToO4dHlaEXCeU761j2p03GIyrlJx6/Vuhv61j255PUZl7yUk49yH0t4MyT6y9fnXb5TvT7v8p0vwT+OJNF/JZ0nLVE1BAAb+xlqTHbe2C//9XlN/c27DiQlYg9Rv04n6tfpSvvaDpuuVMm7oKS5Scc3aGRFfVsXEnZ5krBLeX3eUqzPC4IglJrUA/L7Yu1n+KBnrPwdpWdsTvsZPpxZ6k7qgVW0HLuoSMcKHF433zZ9dtxRuy/r1QNsUgKWkxKwPN/+0vGk94zadKdOO2cSVk8kYbXyA3ssBn5RYtXABeFNcmqH/L89t592oG+qfM7QNzXH7acd+H87nFM7ltNr2rI8/XMmY+dXPVubxO3iqsB9NU7+cIaTvks56bs032NJc5PeM7ftQRP7Xuz76RP2/aRcebDTyBl5KocLgiAI5cv5VzHx3WerjonvPvs3whaM4vyeldhNzLtukzMZO7/q2dokbmsaw6SdE6Y2LkSv/ZLotV8q7ev65Xr0DJUr2ErHk8aU+kcum0DksglKbVu7Tc9TDVwQ3mQBG+XXq1+v8cO4oYXSPuOGFny9xo9Fk4cSsHEZn85dodiXu1K2NtWztUneLq4K3J1ch3Ai0I/18z5n/bzPlfYNnvi1UuXvnHOTjt+wWSvaO7qyx2sRe7yU1wGch31Cw2atimWegvA2EUnZgk5ZsWo1dToMoGJ1g1I53t2YfdyJDiArIYRG/adh3MmNU191AlBUuT7mbqxyu+uv57l9cjdXfv8Bw7bO1LUfSB27AYqxc/dTRWqjiab+z+/Ln9yU+wmilWrWAeDxrcvU0TB2QfpnJYQAKCVk59z++/o5QH1SdtrRzRi2ddaYuF3c6nYcxDX/n9i5cydjxxatisyb4M+Q37h8ZBtthk7Pk6QsMbNxoc3Q6Zz188SgcWuaOo9SmTjtsS9Tq8Ts0tSoy0CqGdUn5fhOLh/ZhpmNC427DqJRF81PBZJ0+s9ybp4OIi0uhLS4YMxsXDCzcaZhZ9144qUgCG+m5ODfuBjkTbuPptPAVvW5u4GtC+0+mk78Tk9qW7TG0mWUyuTpCYey8k3M1iUOU1Zw/XQQN04HcyM2mAa2LjTo4IK5OG+/MQ7v3MqhHZsYPvkb7JxcVbaxc3Jl+ORv2LHmFyys2uL60RiVydMhqU/zTcwuqvkbdhN+yJ+wA7uICT1M3+Gf0NV1kNok6UM7NgFQ06BgT+vWqy7j62VbiIsI1vpYgiAIgiAIQtnxPhTB5v3hfOXej94dVVc47t3Rmq/c+7HY5yBtmjbAo+/rG6q5E6izI7bkm5hdFFOWbCtSf5leFTZ++ykhMefwP3aaoFOJjOvvyABHG5GQXQS///47//7zksF2Fvk3LkcCYlPZE5NC8NmbTO/blqEdm2A3W16xU6pybThuo8rt5OUj8Yu+wjy/07i0qc9gOwsG2r4OqsrdTxWpjSaa+qfflwcxGMqqKL1fp4b84VmXbj3UOLbvlLxrOcFnbwKwYUL3fOdWXhhUr8xA28asXrVCJGW/Je5EbOf2cR/q95uGvnVPlW30rXtSv980bh5cQbUGrajrUHr3/1SxmrqNrNP7yYzZy4PEoxh3c6e2Td88SdLvy2rTbPxqHp47rmirb90TI7tB1GrdjQpVZGqOIFehiixPf3XHEnTfpeDfSA7ypu2w6dRXsz5f39aFtsOmk7DLk9rmrWnuMqqUZ/may3e+pEYGkBKxh5uxwVj29qBx5w+LlJCtTtcpK7gRE8SN2GBuxgZT39aFBrYuNBbr84IgCKXiZpgvN45tw2LgF9Rp56yyTZ12zlgM/IKUgOXIGraifveRpTzL185vmlGk/hWqyrCe9CuZZ8PIOLmXu/EhNOgxGuMO/URCtiBoITHQh/iDW+k0cgZN7HupbNPEvhedRs7gpO9S6jZpg3Uf5QdH5k5sLq6k6qI67DmtSP0r6cn4cJYXqbHHSArdzZXoI7TrN4bmDv1FQrYgCEI5d+Xob/wZvI3WbtMxVRMTb2rjQmu36Zzz98TAvDVNeiqv2+RMovYZaJRvYnZRVKwqo+Pk5aTFBimSslu7TadBx37U0qJwWMWqMjpPW0NGfChXI/eSHhdMU5fRNOz0oUjIFt4qx3ZvJWTXJgZP/Jr2jqpjSts7ujJ44tfs8VpEoxZt6DFkjMrEaf+kx1olZpemr9f4cfLwbk4E+nEm/DDOwz7B3mVgnoRsdSb+uIa4sEP8cTyIM+GHae/oygfdetPRZXAJz1wQ3kzv/O9///tfWU9CELTx4MEDDI2MaPPldgxaavelURSpexZxbf8KtfvzS8o2bOusSFSWtJq0TpGYXRpJ2ZqOUZDja9P/7PLRZCWE4Oh1WSkx+5+n2YRPbKbxWA8uniD+FzfafeOPfovSXQxP3jKDZhUyCT0akn/jQtqxYwcjRowoVwnKpaG8JWULEOn5GXamldi+fXtZT0UQyr0RI0YQm/ECpxleZT2VUvUmJWW/Kdb3NWT79u0MHz68RMZ/5513+Gb5Vrp/OKxExtclJZ2ULRSPX74YQ91q74nrGUEQBEF4i40YMYL/Zl5l83fjy3oqZU5d8nVJJmULBed/LIZxP26gJG/HufTsgdHLWywfrTuBNQsDzuB5KEHt/vySsl3a1FckMEs2TOiuSMwujaRsTcfQ5vg5rQ0+xzy/04Dy59AVx5PS+XhlMJmZWejr51/xSpB/nx27+oxmE9aU9VTKjDZVsoXyIzMmgMvrJ5fo91l+RowYQeytF3R7w9bt86uSLZS8jf1Kdh1eEATdNGLECMJvPKft5LVlPZVSEzi8rsqK1ureF0pH4PC64ntKh73zzjv0n70BK6chZT2VUlWeErMFSArdzf4F48v07zlBEN4sUlx8SSYpl0clnZgtQNTyz7AXce46RToflKfE5eJU3pKy3yYrvxpL/RoVxPlAKNdEpWxBZ4SGhvLOO+9Sq7l9iR/rwcUTXNu/gkb9p1HPcSSVDerx/P4trh9cRXqYj1ZjVKvfAqsJq6lQVaZIOr4THaBULTs/mhKmy5u69gPJSgjh/rkwxWf852k2N4LW5ds3LXgjhm2dSz0hG0DfqitRG6fw3//+l/fff7/Ujy8IgiAIgiAIgiAIgiAIgiAIhfXy5UsiIqNYM1Z3ErKjkjPwPJTA9L5tGeXQHFP9aqQ/eMzKwES8w5O1GsPKzIC1n3ZDVqUiUckZDFoayJ6YlAIlM2ubMF0aWtWvzQ9DO3Dq8m3Grw8D0KnE7E7NjHn3nXcIDQ3Fzc2trKcj6ACRkC0IciIhWxAEQRAEQRAEQRAEQRAEQRAEQfe8W9YTEARtnT17FplpE96tULHEj/Uw+SSAIiEboLJBPer3mqD1GGY9xykqRkvJxrkrZ79JDFp3x7CtM+fXfsYxd2OOuRsrKmRr8ijlD7ISQjBxHFEKs8yrWv0W/PflC5KTtQv0EvLyHmBU1lMQBEEQCmh9X8OynoIglBln86plPQVBEARBEARBEIRik5yczIuXL7EyMyjrqWjtxCV5IqaUkA1gql+Nic6ttB7jUycrZFXk94u6WJoA5KmcrUu6WJowyaU1vlNc8BzdhfHrw4hK1p2E1YoV3qOJiQFnz54t66kIOkAkZAuCnEjIFgRBEARBEHTdAif9sp6CIAiCIBQ7n4EiLl4Q3jZuVtXKegqCIOggUSlb0BkZGRm8X6NuqRzr2v4VAIqEbEnVuo21HqOirHaR53HM3TjfNuWlmnaFqjIsxy2jdnwwyVtmYNjWmbr2A6ljN0Dx81Tl9gk/AGo1syutqSqpXEv+O5WRkUHr1q3LZA66zmNfJt4DjPDYl6l4L/e2IAiCUL5MOJTF+r6GTDj0OuAr97YgvKlCUp/ibF6VkNSnivdybwuCIAiCIAiCLsiO2ILMYSzZEVsU7+XeFt58GRnyxMa6NXXnAVSehxIAFAnZEvM6NbQeo7asSpHnYThuY75tyqKadn+bxkzfFsX6o+cVCee6oG6Nyty+XT7uWQnll0jIFgQ5kZAtCIIglEd9dtwhcHhd+uy4o3gv97YgCEJuC5z0mR36QO22IAiCIOgin4FGuAdkqt0WBOHN4p/0GDeravgnPVa8l3tbEAQhN5GULeiMFy9e8E7l6mU9DZ3SqP80ru1fwT9PsxVVuwH+eZqt2F+c/SvKalPPcQT1clS9fn7/FgBNPp6XZ/yX2fdID/OhUf9pSuOXpvcqy4O+/vrrrzI5/ptCSszOuS0IgiCUb1Jids5tQXhbSInZObcFQRAEQRAEQRdJidk5t4W3y6NHjwCoVvn9Mp7J22d637Z4Hkog+9lLRdVugOxnLxX7C0MaS9cqf8uqVOD58+dlPQ2hHIsaY6L0vzmJRG3hbbKxn6HS/+YkErUFQRCEsiYlZufcFgRBUEdKvs5ZMVskZAuCIAi6Tkq+zlkxWyRkC8KbT0rMzrktCIKgiUjKFnTKO+++VyrHkZKRn9+/pVQtW0owLi1FrYJdrV4zQJ78nDPp+dm9NAAqG5gWW/+zy0eTlRCCo9dlpbZP716Tt62Vt8r5s8wbAMgaFy4wqTj9+++/ZT2FckVKsC5IcnXuxOyS9PJpNtdP7CctLoS0uGDMbFxo3HUQ9T5woqIWCf4vn2Zz649QrkbuVfQ3s3GmfofeVK7xusq9Np8nd4VwbdoJgiAUNym5urCJ1SWdkP3ySTapJ/Zz43QwN2KDaWDrgoXjYOp/4ERFPS3O26/6R66eDkC7j6bTtNtQatQzL9KxXj7J5uYfoaSE7ynUvITyQUquLmxidUknZD/5O5uIwD3EhAUSE3oYOydXun84DBsHF/SqF/z37GryeSb27ZBn3jmTzNXJ2efJ39nERQQTdmBXscxLEARBEARBKBgpkbqgSdSq+pVEInb2k2fsPR5L0MmzBJ1KpHdHa9x6dMDZrjUyvYJXKD6fkkancfO0mqumttlPnhEScw7/Y6eLZV5vAl1c25aSmdMfPFaqlp3+oHSDG4paBbt5vVrycbKfKSVlp937GwBTg2oq+0lGrgom+OxNUn8drdT/XvYzADwcLYs0v9L23jvvlvUUhDIgJVhrk1Sds01B+hXFP8+yuRd7kPuJITxIPIq+dU+M7AZRq3U3KlTJf/2jKP2fpF0kfm4PlZ/xn2fZPDx3nMyYvYpxDaydMWjrwvuy2ipGE8ozKbla24RqqV1B+xXWyyfZXD2xnxuxwdyMDaa+rQsWDoMxK8D6fNofoaRE7FH0b2DrQgO73lSpkff3NTUyQNHWsrcHlr09MGhkpXLsgrQVBEEQNJMSqQuaRK2qX0kkYv/zNJuMmANkxodwNz6EOu2cMek0CKM23QtcyONufAhnlrqrnWfOpPLcNH22/MYVhLeBlFxd2MTqkk7IfvEkm+TwfVyJPsKV6CM0se+FldMQzG17UEmLa1up/2FPeTGiTiNn0KrnMPRNlWNPciaZq5Pzs754kk1q7DGSQncr5tXEvhdNOvVGr2behzEJgiAIJUdKpC5oErWqfiWRiP3yaTY3Tsrj39PjgjF9Ff9u0k77+PeMeHn8u9TfzMYZM1vl+HdJdkYqV8P9OefvCYD9pGUq26oatyDzEoTySEqwLkhyde7E7JL09O9sTgXv4Y/jQZwJP0x7R1c69xlK2y7OVC1E/Ob1y+eZOche7ee9fT2FiIO/s8drEQATfliNTfe+1NDXfL2a37iC8DYTSdmCoEIty05c27+CW+G+1HMcSWWDejy/f4tb4b5lPbUCqWrSBIDbJ/2VPkdm3CEAZI2ti61/XfuBZCWEcDf2oKJS9tM7V8mMPQhAjSY2ecZ/nH4JAD1ji6J8TOEt9IfPj1w+sk2xnRYXrEiudprzm8a+L59mE7V8MmlxwXn6p8WF0Ok/y1X+YaqKmY2L4t9PstIL+CkEQRDeHqe9f+RikLdi+0bs64TpXnPzv74KWzaJG7Gvz9vxOz2J3+nJkNXheQK0tD3Ws7/uEbFqmtK4Ods6TFlBlZoiAFIous2Lv+XQjk2K7ZjQw4ok6PkbdhdorL/uZzGxb4dCzcPOyVVpHM9ZnxETeljlvKYvXEdNA3FzWBAEQRAE4W02b70/m/eHK7aDTiUqkqB3LZxSoLGyHmbTady8IrfNepjNfxZ7E3QqUeW8fv3KA8NaIjBEF3RuboLnoQR+i7jEKIfmmOpXI/3BY36LuFTWUyuQpsY1AfA7dUXpcxw4I39YbbtGmv+uGmxnQfDZm+yPu8qors0BeZVtv+grAHzYvnEJzl4Q3g7X/Rdw+7iPYvtB4lFFErTV1G0aehat/3+z7xE/t4fKff88y+byhs95kHg0z7j3E0NoOmaZSMwWilXsth9JzrFmfjNHcrbLd5rX518+yea45yRu5lhHl/rfiA2m65QVSonZwT+OVGqbHORNcpA33WduwLzrQKWxC9JWEARB0H2Xdv7MjWOvr5/u5kjObj/DR0NPZdk3kjiz1F3t/mf3CldwJb9xBUEoH45v/IH4g1sV2zmTs91+2pFv/wMLJ3Il+ohi+6TvUk76LuWTDZEYmbfUeh5N7Hsp/v3iSXaecRXzij6C64yVIjFbEARBUIj3+ZE/g19fF6fHBSuSoLvPzj/+/cSKyaTniH+X+qfFhdBxsnL8+8PrSRz8opvSGNFrvyQtLoTO09Yokq2fP7rHqTVfqBzX1MYlz7iCIBSP7cvnErLrdVzpmfDDiuTsr9f4FWisRw+ymDnIXu1+KbE6p/XzPueP40F8/ssmtUng+Y0rCG87kZQtCCrot+isqJZ9bf+Ksp5OoVWvb4VhW2eVn8O0uzvV6ysnMR1zNwZeV+guSH+D1t0xbOtM8pYZJG+ZodS21aR1ShXHJX9fPwdQ4CeeCiWvsFWdS6Ma9IPrSVw+so02Q6fTtOdI9AxNeZKVzrk9K7l8ZBvZGanITPJWTpXc+iOUtLhgOk5aRsPO/alYVcbLp9kk7VvLWT9PUsP9sOo/SePneXA9iQPTumEz5vs8+2zGfK/oLwiCUFrKa4VsgPvXkrgY5E27j6Zj6TKKaoamPM5KJ8FvJReDvHl0K1VlxWtJSmSAPLjrc08sXUYBcOtsFIfmDOLiYW+6TF5SqGNdPx3EjdhgnL7agEWOAK+UyABCF4/n+ukgxfGE8q28VsgGeVXrQzs2MXzyN7h+NAYjEzMyM9LYuW4Jh3ZsIv3aFUwbNdF6PJ8VP6rdp+7zSJW1x89aqHjv1NFDxIQeZvbKbTj2dVO8H37InwVTR3Pq6CFcPxqj9bwEQRAEQRCEgitsdeuSqIqd2/mUNDbvD+cr93549O2KaR0D0u/eZ9n2QDbvDycl7Q4WZuqrTuW2YOu+YmkbeDKBoFOJbJk7gSFOrx9WtDv0NGPnryfwZAIefR20PpZQdrpYmiiqZXseSijr6RSalZkBLm3qq/wcHo6WWJkZKL1nOG4j8LpC90Bbc/bEpDB9WxTTt0UptZ3ety1dLE1KcPaCUDwKW+m6pCtkg7xS9e3jPtTvN426DiOoZFCPF/dvkRa4mtvHfXh254nZxMYAACAASURBVCpV6qp/+EFR+t/Yt1TtuA/PHedB4lGaeCyhtm0/KlSR8c+zbG4FeXHz4AruntqNaa+JRf78QukpbKXrkq6QDfI18+Qgb9oOm07zHGvmif4rSdZifT7tj1BuxgbT5T+eNO7cn4p6Ml4+yeZcwBoSdnlyJcyP1gPl90VTIwO4GRtMh7E/0Nx5pKIKd2pkAGFLxlPH0oZqhqYFbisIgiBop7DVnUujKnT2jSRuHNuGxcAvqN9tJFVq1+PZvVukHljFjWPbeHI7FT1j9d9Hkr9S/uDk3D5aHdNyxDwa9/lMq7YFGVcQ3nTltUI2QGbqBeIPbqXTyBm07eOOzMiU7Mx0Tu1YTvzBrTxIT81T8Tqni8f3ciX6CK7TV2DdR/4QhusJkeyYMYD4g1vpNW1Zvp8nM/UCm8Z3xWni6/v2qbHHFONaOg6gkp6MF0+yifH7lZO+S7lw1I8ObpOL6acgCIIg5Kew1a1Loip2bg+vJ/Fn8DZau02nSY749/N7VvJncP7x7xnxoaTHBWM/aRkNOr2Of7+4by3n/D25Gu5Hi1fx6y+fZnPwi26Y2rjQ4dOF6Bma8vJpNilHfTnj/T0Z8aE07CyPmUyLDSI9LpiuX65XvAdw/UQAkcsmkBYbRJOeIo5S0D2FrexcGhWhr18+T8iuTQye+DU9hnhQ29iMe7fTCNi4jJBdm7h9PQXjhtoXvvT79We1+57+nc3MQfa0d3Rl3LfLqG1sxtO/swnd443PktkkRIXQyXVIgccVBAHeLesJCEJ5ZT74a1pNWodhW2cAGvWfRsfFJ8t4VgVnOW4ZlmOXKj6HYVtnLMcuxWLonGLtX6GqTNFW0qj/NDr8dIw6dgNUjp0eJn/SaUXxtHehAO79GQ+AuaMbeq9uxusZmtKslwcA91PPaex/NXIvAE2dRyme8lWxqgyrAfI/ROO2fq+x//NH9zgwrRsdJy1T+uM3+7a8+ol+o1YF+0CCIAhvuMxX5+2m3YYqgqiqGZrSwtUDgKx8ztsp4XsAMO/cX/FevTZdAJQqYhf0WJGrpwMoJWTn3Jb2C0JRXDp7BoAeAz/GyMQMACMTM/oOlwfgpyQlqu2b2+5NK7l3t2ABy1Jl7Wk/r1FK/l4xR37TN2dCds5tab8gCIIgCILwdvrj0lUAPnK2x7SOPKnUtI4BYz+UP00/8c8bWo+1elcwGVl/FUvbKUvklQNyJmTn3Jb2C7ph1sD2bJjQHZc29QF5EnLMgqFlPKuCW+HRFc/RXRSfw6VNfTxHd+G7IbZa9fed4qL0c/BwtGTvjD7MGti+xOYsCG+Lv6/KH5Zg1HEIlV49PLqSQT2Mu8mD7x/fOF8i/dOPePHi4W2142bGyO9T1XUYQYUq8vtUFarIqNdbnoh9bdf8/D+cIGgp69WaeZNca+aWvT0AuJff+nyEfH2+ucsoReJ0RT0ZrQfK1w9Pb5mXt22OJGsAsw+cAEiPP16otoIgCILu+ytVfl1l2nkIVWrLr6uq1K5HfSf5ddWj65qvywCuBq7j5Nw+tP3cS2O7p3flsTs1GmoXu6PtuIIglL2MS/Jr21Y9hyEzkl/byoxMaddP/rDxO1fOauyfFLobAEvH17GsDdt2BVCqvq3Ok7+y2DS+K67TVyglf0vjWvdxp9Kra9tKejLshv4HgFCv7/L/cIIgCMJb4d4V+XdZYzXx7w+uahf/3qSncvx7i1fx72e8v1e0fZR+RX6sroMUx6pYVYZFz5FKY4G8ejaglJCdc1vaLwhC8Uk5L48rdej3MbWN5XGltY3N6DlsHABXL2ofV3rQexUPNMSVpl+9BEDnPkMVx6paXYbTYA8ATgSqrsqd37iCIIhK2YKgUR27ASoTik27uyv+LVWVVrdd0HbFraKsNvUcR1DPcUS+bVXNqSD9C9JW3fGEknctKoCrkXtJiwumzdDpmDu6sXeSPfC6MrT3ACOV2x9tu0hquB9xW7/HzMaFxl0H0ajL6z/CcvdTRWqjiab+T+7dAqByTUOl96vWqgPAX2mXNY7tNOc3le9X1LJie3LgJsxsXGjqLJ76JQhC6UiJDCAlfA83YoNp99F0mnYbys4JdsDrStfr+xqq3Hb3TebKcT+iN8+jga0LFo6DlZKQc/dTRWqjiab+j7PSAaii5rz98OYljWP3muub570bscEAOH21odDHamDrohhHlQa2LhrnJZSO8EP+hB3YRUzoYYZP/oYeAz9mbI82wOvK0M7mVVVu+8Xe4FjADjYsnIWdkyvdPxymlIScu58qUhtNNPXPzEgDoFbtOkrv6xvJqwpe/zM53/EBEqPD2bBwFl6HThMTelirPgD7tq3Dzsk1T9VrOydXjePYOblqfQxBEARBEAQhr92hp/E/dpqgU4l85d6Pj5ztaTdyNvC60rXMYazK7dR9K9gZEs2ctbvo3dEatx4dlJKQc/dTRWqjiab+6XfllWCM9GsovV/XQL596bp2N18j4pOZs3YXJzf/QNApzTeOtWnbu6O1xnF6d7TWal5C+THQ1pyBtnmrPng4Wir+LVWVVrdd0HbFrbasCqO6NmdU1+b5tlU3J3U/B0Eoa1mn95MZs5cHiUep328aRh2HcGZWZ+B1peuoMSYqt+1WnuPuqd1c2zUffeueGNkNwrDD64cu5u6nitRGE039X9yX3096v4byw6Er1pDfp3p6S/P9pML0/yv5BNd2zafd/GM8SDyqclyrqaofIiIlaAvlS2pkACkRe7gZG0zbYdNp0m0ofhPl6/NSpeuN/QxVbo/0TeZKmB+nt8yjvq0LFg6DMc+xPp+7nypSG0009Ve7Zq6v3fq8y3d51+cBpURqyc1X6+2590nbORPAC9JWEARBgIzofWSc3Mvd+BAsBn6BaechhH/ZCXhd6TpweF2V2z29LpAe5U/y9h+o084Zk06DMLF/HQuXu58qUhtNNPV/9uq6qlIN5e+jyq/u4f6drvm6DCB5+w+0n+FDnXbOJKyemG97bZXUuIJQHl08vpek0N1ciT5Cp5EzaNVzGF6jbYDXlaEXOOmr3J665zIXjvoR6vUdTex7YeU0hBbdBinGzt1PFamNJpr6P8qUX9vq1VI+l+gZyM8lWdc1X9u6/bQjz3tXoo8AMODbTfnO7UzARprY91JU2dY0LqBI0BYEQRCKz/UT8vj39LhgWrtNp7GjG/smy+PfpUrXPgONVG4P9b7I1XA/znh/j+mr+PecSci5+6kitdFEU/8nWarj36tI8e83NV8Xd5+tffx7VvJpAAyb2eRpm3uOpjYupMepj6M0tRFxlEL5c/Lwbk4E+nEm/DCDJ36NQ7+PmdJHfq9YqnTtZlVN5famqGtEHvgdnyWzae/oSuc+Q5UqRefup4rURhNN/e/dll/b1jBQPq/UMpT//Z2Wql1c6YXTEfgsmc2SvdGcCVcdD3o5IQaAZm2VH3xetbpM7Ry1GVcQBFEpWxBUOuZuzDF3Yx6l/KF475+n2dwIkj8Vs1Zz+7KamiAUScKOX4hYNoG0V388nfXzVCRka+Pkr18oKkmnxQUTsWwC16ICSmKqap318wTy/hFZ+VVQjLS/oLIzUgFw+HK92ja3z0Vx1s+TFv3G59n34Jr8yb2VZPr8GfIb3gOM8B5gxJ8hv/HyaXah5iQIghDnu5DQxeMVycPxOz0VCdnaiFg1jejN8koVN2KDCV08npTI0j1vx+98dd7OdcOpSs3aSvu1cS5gLev7GnJk/kicvtqQp8p1QY5l2Uv+cI3cPw9pW9ovlB1vz/ksmDpakTy8Y80vioRsbXjO+owNC2cBEBN6mAVTRxN+yL9E5qrOjjW/AKBXXfl3sqaBodJ+TdKvXeGrka7MXrmNxpbaPdUf5IncO9b8wqAx/8mzz3WYPEkn989D2pb2C4IgCIIgCAX30+YAxs5fr0geXuxzUJGQrY3/LPZmztpdAASdSmTs/PXsDj1dInNVZ7HPQQBkelWU3jesJVPar0lK2h36fbGELXMn0MrCrFjaevSTV67J/fOQtqX9QvlnOG4jhuM2cubq68Cf7GcvWRssT8Dq2My4rKYmCMIrN/Yu5pLXZ4rE4psHVygSsrXx59YvFRWfHyQe5ZLXZ2Sd3l8ic1Xn5sEVQN5k5/dltZX2F1f/Z3eucn7xUJpPXIeeWYsCz/fZnasANJ+4rsB9hZJxxnchYUvGKxKIE3Z5KhKytRG5apqikvTN2GDClowntZTX5xN2qVkzf3VfVdpfUI9uye+rdp/5+sGp9V896PTlE+X7otJ2cpB3odoKgiC87S77LyJh9UTuxocAkBKwXJGQrY1zG6aTvP0HAO7Gh5CweiIZ0ftKZK7qpAQsB6BCrjifiq+uq6T9mvTZcYc67ZzzbSdV3X6/Wi1uhvkSOLwugcPrcjPMl39UxO5oO64g6LqIrQvY99MniiTkk75LFQnZ2ji8dKqi4vOV6CPs++kTLh7fm0+v4nXSdymQN9lZ71Vim7RfG6f917DASR//b4cz4NtNSgnmqlxPiOSk71JsBmv/8IYH6fJrZm0SvgVBEIT8Je74hchlExTJw+f8PRUJ2do4teYLRSXp9LhgIpdN4PqJ0l2nOeevOf5d2l9QUvx71xzx73eSogF5Je7rJwIIWzAKn4FGXNy/lueP7in1b/qqenbun4e0Le0XhPJi5+ofWTHTQ5EsvMdrkSIhWxte303GZ4n8/v2Z8MOsmOnBycO7S2Su6uzxWgTIE6NzqqFvqLRfk9vXU/hhbB+mLfGmYTP1caUX404A8krcJw/vZtHkobhZVeOg9yoePcj7wE9txxUEQVTKFgSV2nyxjbPLRxM3v2+efYZtnTFo3b0MZiUIRSMlFLcZOp2mPUeiZ2jKk6x0zu1ZyeUjqp/Kn5t+Iyu6fLGGilVl3D4XRfDcwVyN3KtULTs/mqpgl6XUcH/MbFyo94GT2jYXD27AzMYF49Zd1LY5MK2b0vaptV+SFhei+LkJgiBo69bZKOJ3etLuo+lYuoyimqEpj7PSSfBbyUUtA5IMGlvR/cu1VNSTcetsFIfmDCIlfE+eZGZNNFXBLm0GjVthP+4HMs6fInSx/AEZBfksOTWwdaHvz3s5v3+9Yqyc79dro/5cL5Q8KaF4+ORvcP1oDEYmZmRmpLFz3RIO7dDupmXj5q35etkW9KrLSIwO56uRroQd2KVULTs/mqpgl4Ynf2ezYeEshk/+pkDzBti79VfsnFyxtnfMs8/OyZXFvofZu/VXFkwdned9VX0EQRAEQRCE/EXEJ7PY5yBfuffDo+//s3fvYTWl/f/A38/vNw+PIpRCR5RDotNUCimiLTTk/MQkjPOYoXEYzDDMOBMzhnGYGWmaBlEoZUd0PusoOXQ+odOMTZrx9bu+vz+Wtdrn9k61xed1XV3X7LXutdZ9r8ezW937fu/PGOj31kLFkzoc/P0qfrkcrdA5hpsY4NRXS6Ch3gUxGflwX7sfQTdSRKplN0deFez2IGhoxJZj57HBy73ZfivT1m2kJUIPrcexoOtYtOOExHYna1M5R5O3ScBnPMz/gQ+3nZIBTZ6FIVyGyw/yE0La1l/58SgLPQxD9zXo4zQPnbX08E9dJcqvHsGjW/4KnaOrgRkGLz2CD7po4K/8eOTum43q5GCRatnNkVcF+23zqlGAonPbYei+RqkxCqtOvABNywnoaT62+cakzVXlxCHznC+s5vhgiND8fFbQ9woHhrX6m2GsDzM/X5UTh6tbpqMg5qJItezmyKuCrUoPb52HoR0PBkKfq5o4zUBZKh/lt6O4Mb5sECAn5KjE8cq0JYSQ91ldXjwKQg7BxGMtDMfOR5deemisrUThlR9QekOxdT7djMxgufJHfKCmgbq8eCTvnImqhGCRatnNkVcF+20Vt0l07U/uz+tQnRHJ3QtC3idsoHjU/HWwmuwFDR19CKorkBh4CBmhpxU6h47xMHy06Tg6q2ugJDMWgeumIS/qQrNhZmHyqmC3t94mw+Gy/FuUZSfg0nefAIDcsaRdPI6BDhPRz0rxL4XMvX4OAx0mwthu/Bv3lxBC3nePc+OQE+QL81k+GCi0/j334vd4wFdw/Xs/M4xew6zjfpwbh8jX69+Fq2U3R14VbFUqig6Cvi0PutZNz8BseD0rcI9I2Dvd7xs8zkvi7gXAVMJ23XERd0NPIvbgMq4tu73PcFpHSd4ed1JicPH4XsxYvhHjZ3qjV18D1D4qR8ipg4g8p9i6UqMhw7F6z89Q66aBOykx2L5oMuKvnheplt0ceVWw28OLZwL479+MGcs3NttvNrx+9si3ImFv//2bcTctnrsXyp6XEEKVsgmRStvKFdZfBqH/1DXcNv1xXhi+8ieYLTtCk7OkQ3p8JwEAuEA2wHwDltlHin+Do+nkT7g/wthgMlt1uyPLDNyD7PO+sJr3pczgdM392yhP42OQq/Rv/GIriE/eGwHvS9Xcj9MXJ1Cexkfl7ai26j4h5B1Vlct8OxkbyAaArtr6MJ+m+Pv2sClLuAoYbMiYrbrdEelZOMLcYyUmbg3AmNW+iNq3FJXZcS0+X11RrsT9KE3lQ/C45A17St5UVlIsAHCBbADQ0TXA9EWrFT7HtAUruArVbMiYrbrdUQSdOozkqHBMW7BCqePyM1ORHBUut+J1QV62xP1IjgpHVWlxi/pKCCGEEEKAuMx7AMAFsgFAv7cWVs1SvOLSsukuXIVqNmTMVt3uKH44ew0RiVlYNl32lx+2pC0A5Dwsk7gfEYlZKK56OxfCEOl4FoYIXjcZPlOsuG3ezqY4uWwcji0ZC40unVTYO0LI0/xEAOAC2QDQWUsPeq5L5R0mQnf8Iq7CdA9TpsI2W3X7XVQZcRz1WdehO172XIw8pcH7UBZ6GP2mb5SozE1UoyqHmZ8fIjY/P3yq4vPzZu5N8/O6rz9XLevA8/Os9IDdyDznC5v5m0QqcBt86AJDOx5u7l+KU+7aOOWujTNzjaWeQ5m2hBDyPqu9y6zzYQPZANCllx76uyn+XNaft5hb56ZlxjyXsVW330VsVfBRO65icuBj7sdq9XE8yYhEdfZNFfeQkPZXmsU827KBbADQ0NGH3cyVCp/DxmMJV6GaDSazVbc7on5WYzBi1irM+i4Qk3wO49J3n6AkM1Zq28q76XiYdA2Wk70UPn/M6V1ICDgAp4WbJSp7E0IIUd7jXOa5eKDY+vehSqx/HyK0/p0NGVe8A+vf2dC1lafs9e+z/e7CK6QaXiHVGPPFCVSk8VGVIbqmvb4oV+J+VKTx8YzWUZK3zJ1U5pmNDWQDTAXoKV6fKnwOt3nLuRDysBFOAJqCyx3FFb/vkR4dDrd5ir8PAsDPccUIynuOoLznWLPfD+nR4ciMa5ojaOl5CXlfUaVsQmTQHDoamkNHw3jGRlV3hZBWkX2e+aYr9g9Sloau4h9w/6d7rzfuh980nWbbtGc1bTaQ/dHhW9DsZyazXcGtswCA3mYOUvfL6nN/Rw/EHFymdEVxQgjJOMu8b3cVe9/urqf4+3aXHm/+vn1iinazbVRRTdt49FTEHvFB7uUTLapqXRAbgqRftsFlw0mRatsFsSGI2rcU/+7StcVVuMmbCzy6BwC4QDZLv/9Ahc/RQ6v5f7vNcTVWa7ZNW1XTjg4LQuDRPfj+QrTSY7keHAAAGG43Wua5T+7ehM3fnxGpwB0dFoRdny+AWteuSlfmJoQQQgghwD7/UADgAtksE4M+Cp9Du+ebL9LTcGo+ENZW1bQvRKVgn38oon7a0uxYlGnLtt9y7Bx+3bpMpKr2hagULNpxAl27/EepiuJEtRxNdeFoqotNHjaq7gohRExZ6GEA4ALZrC59Bih8jn9rvPm8ZNxC3WbbvA3VtGtSLqMs9DAsvwpt0bjZQLb1jhtQNxjaBj0kLZF5rhXm51vhc9VT7s3PC7ZnNW02kD39h2ho9Rf9XLWTugbGfHYYpckRiPvRB4Z2PJg4zYDxGA/ufrakLSGEvM8KQg4BABfIZqn3Vfz3UadWeC676tn8vMbbUk1bVj90HaYh88hypauEE/IuSAg4AABcIJulqa/4e4l6jzf/7H2Xi2azbVRRTdvUeRrCfdcg7eJxqZWwcyP/AAAYmo9U6HxsIPuTk7HQMR7Wqn0lhJD3FVvpWdXr3/09ml//3p7VtNlAtvuhW+gpY/370GkrRcLabDVt4SrhJfEhSPf7BmO+OCFSObwkPgSxB5fh3126KlVRnJC2xFZ6ZgPZrL79TBQ+R3fNN3+2nWXWtdk2bVVNOyH8Ai4e34udgTeVGstH3p9zYXQAsHJkvlierRLe0vMS8j6jStmEEEI6FIvZPgCAly8EItvZ1+z+5vz9tBaZgXtQX5yH6ceS5Aay/35ai/vXzsBito/MbxJrzrtQUZwQQlrCeu7r9+0Gsfft16/Z/cpiK3AIV7pW5lpR+5hvkBcPXrOvC6IvtqhfhAjzXPUlAKDhmei/SfY1u1+aXZ8vAAB8PtMZrsZq3A9L/DXrr7oahAX+DM9VX3KVwmWdWzx4zb6+eeWc3HERQgghhJB32wYvdwCAoKFRZDv7mt0vzaIdJwAALit2QsNpEffDEn6tTFvh9uLBa/Z10I0UJUZJCCHkXWfovgYA8KpRdF6Gfc3uf9Pj7x1fAQDI+s4dcQt1uR+W+GvW/whqURq8D8/L82CzO54C2aRNWM2RP2fO7m9O49NapAfsRl1xHmYfT5YIZLO6dO+FIbyPsSS0BryvA2A8xgPPayoAACMWbW9xW0IIIR2bicdaAMArsXU+7Gt2f3t4l6uEE/KuGzV/HQDgH7FnW/Y1u19ZbCVraZW/G/6qQUboaYyav67ZitcNf9Ug5vQuVBfewfIzaRTIJoQQIsF8lvz17+z+5vz9tBZZgXtQX5KHaUeTpAay2XOJr3lnXwtXxY49uAwAJILX7Oui2GCF+kUIUdyM5Uzh0Bdi60rZ1+x+aQ6v9wYAbPEch1lmXbkflvhr9lxqYmtJ2ddslXBlz0sIoUrZhLzVbnj1BQCM93+k4p68mZrMSGQfWiBzHK9eCPAkNRT5vzITY/2nrkHfUbOgJvaN++z9kKej36u2ZDHbB9nnfdFQUyHybWENrz/cbi9vWgW7h8FgAMDff9WI/LH4vLocAKAu9g3B0tSX5CHz9z3Q7G+GUZ8eavYb0J49LgUA9BpoJbNN1M6PUZ7Gh2dggUi/2D+WB09c0Gy/CCFEmPVcH2Sc9cXzmgqRahzP2/l9+02rYPc0HAIAaPyrhgtSA8Cz1+/b4pVGxF3bMR+lqXwsPFcocnzjX7UAgKFu3q12LWHCYW/S/jxXfYnAo3tQXVUuUi27uqq8XfvxplWw+w0yBQD8WftEJCD9pIJ5thCvBN4aHpUVAwCGWLS82lxyVHhrdYcQQggh5L2ywcsd+/xDUfGkTqRadsWTunbtx5tWwR7SjwmOVdc/hYZ6F2576SPm7zD93s1XtVGFiMQsVXeBqJj24lMAgJpflqi4J8oTNL5EVG45LiYXgJ9dBp6FIXiWRnCzNEIvjS4SbS+nFYGfVcq1nWFvApfhBtDo0olrx94PeTrivSJtz9B9DcpCD+OfukqRatn/1FW2az/etAq2mh7zedL/PK3FB12a5mX+qWXmV8Urgbf28fI0lN9FSfBedDUww6CFB1ulsjhpXVZzfJB5TvXz829aBbs15szrivOQHrAbWv3NMOazwzIrgPO/nY+yVD4WnBWdyxc8YuYr1bX6tqgtIYS8z0w81qIg5BAaaytFqmU31rbvc9mbVsHups88V/3ztAYfCK2neVHD/D7q8gbPVeLSD3jhSUYkeD8/ELkWGwA3Gk9rd8j7Z9T8dUgIOABBdYVItWxBdfs+275pFWztfsyzbcOfNSIB6aePywAA3XXkP9sGfeWJh0nX8MWVEpHjG/5inrmt3RdKHPNXFfO5vu4Qa7nnri68g5jTu6BjPAyT1n3fKpXFCSGENDGf5YOcINWvf3/TKtg9DKWvf29g179rN/9c/GdJHjID90CznxlGrpK9/p29lvg9Y9e0D+Ip/lxcQUXJyFtkxvKNuHh8L2oflYtUy6591L7rSt+0CraBMbOu9GldtUhYuvr182evvoqvdVb0WuL3jA2Au875pNWuRcj7hiplE0La1LOyPGQfkv/gnndiNRfIBoDiy4eRuGEUnpXlKXUtbSvXFvXxfdFn2CgAwIPrAdwfog01FXhwPUCV3VJad4NBAIDC6CCRcZQmhgIAeg2SPwnaUFOBK2vGQrO/Gaw8v2w2kA0Af5beZa6tZyKzzYAx0wEAlbejRLazr/uN/KjZ6xBCiDDd4aMBAPn837iFXs9rKpDP/02V3VJaz9fv2w9unRcZR1HCFQCATjPv2ybOMwAAhfGXuW0vGwR4eOs8AGDA6Kb3V2Wu5bCYqbRRmR0nUiWkIDZEZD9RDUuHMQCA8LOnuSB2dVU5ws+eVmW3lGZozHwwfCPkD5FxxEYw/87kBacjC19I/RHfL674PvMMrT9goMxzL920GwCQlRQtUsU7OixIZD8hhBBCCFGOoxXz/OcXFssFsSue1MEvLFaV3VLaYCMmlH02MklkHJdj0gEAHw4ZIPNYQcyvUn/E9yvbFgB2rpwDAIjJyBep4n0hKkVkPyEdjaDxJVaeuoWlJ26Cn80sJOZnl8HnTBzW+MWiViBatf7bC6nwORMn0nbpiZtYeeqWUtflWRi2zgDIO6e76UgAwOOY37kg9j91lXgc87squ6U0NV1mbqQ68YLIOGrTwgAA3QbI/iJeZY53PF0l9Ycl/vqfukpkbB2PrgZmMJq+gQLZbyldc2Z+/p7Y/Py9DjY/3+P1nPlDsTnz4tdz5trNzM8/r6lA8GfO0OpvBpv5m2QGsgHAxImZyy8Smst/WlmIonjmWr1NbVvUlhBC3me9hjLrfMpuBXBB7MbaSpTd6ljrfLq+fq6qiL8gMo5HqcxzVQ9j+c9lh5aSOAAAIABJREFUytAdxazdqc6+KbKdfd13hHurXYuQjsLIknm2zbzqzwWxBdUVyLzqr8puKa2XIfNsm3v9nMg48mOZZ8jmgtNmLjMBAPnRl7ht/zQIcOc6s/ZkiNNUiWNqipk1g1oGsj97F1RX4OelY6BjPAxOCzdTIJsQQtpAn+HMc/FDsfXvDzva+nd95ndZkaz17wObX/8eunYsNPuZwbKZ9e/ag5m5lYfXA0Qqc1dlMGva9T8cz22z8f4GAPA4N06kbUl8iMh+Qt4Gw+yYdaU3LvhxQezaR+W4ccFPhb1Snp4x88UJMaF/iIwjOZJ5VjUZLntdaVDec6k/4vtZg61GAGDumXBl7sy4SACA1RjXFp2XEEKVsgkhbehpwW2k7Zgit82T5EuoyYyE6aID0HOeBwCovxuPjD2zUHnTH0O893JtZVXBflaWh5SvxmPgf7e1XuffQX3NHblq2dnnfVXdnRbT7GcGA1ue1HEMnrgAmv3MRLb5TdMB0FShuzKTWZgm7z6IV/OuK8oBAHRS7y6zX3ofusDAloeYg8sQc3CZyD6L2T7oa+7Y3NAIIUSEnoUjVy0742zHfd/W6m8GIzue1HEMdfOGVn/R9+0TU5gPqNgK3SZjPFAQfRGxR3wQe8RHpK31XB/oWTS9vypzrYFjZ6MqNxFhW6ZL9NnIjoeBY2e3YLSktVg6OHPVsgOP7lF1d1psgOlw2LtMkjqOKZ6fYIDpcJFtrsZqAN6sQndBXiYAoKtGD5ltxnt4Iic1DhvmT5LYZ+8yCeM9PFt8fUIIIYSQ95mTtSlXLXuff6iqu9Niw00M4DbSUuo4Fk91xnATA5FtGk6LALx5he7mzHV1QHzWfbiv3S+xz22kJea6OrTp9QlpK1G55eBnl8F3gSOm2g6ARpdOEDS+xNFrOfANy8T5pIdYyTMHAOSV18EvOh8+U6zwsdMQ6Gt2RUX9c3x/NQt+0fkofPIUxr2ZeWxZVbDzyuvg/E0wts+xb7cxko6lh+lorlp2WehhVXenxdQNhkLTcoLUcfQd6wV1g6Ei2+IWMl9KwgaolT1eUX/eiQYAuff3TauEkzena+7IVcvOPNex5+cN7XhSx2EqZX7+lDszP89W6K7IYD5XlXcf2LYGH7rA0I6HuB99EPej6Fz+uPUnRapyK9OWEELeZ1pmo7lq2QUhh1TdnRbTMDJDb2tXqeMwGr8AGkaiv4+uevYB0LIK3ToW49Db2hWZR5Yj88hykX0mHmuhZTZa6XMS0tH1sxrDVctOCDig6u60mI7xMAx0mCh1HNbuC6FjPExk2y4XTQBNFbqHjp2OvKgLCPddg3DfNSJtR81fh35WYySu+fhhNgCgc1cNiX2sojTmSx/k3d83rRJOCCHvuz7DHblq2TlBHXeepmc/M+jb8qSOYxBvAXqKrX/392DWv7MVuquymHkaefeBbauurY8xX5xA7MFlUq+lb8vjXg9wno3HeUmI3DpD4nz6tjwMcKZ1lOTtMWyEE1ct++Lxvc0f8JbqN3g4bJwnSR2H65xP0G+w6LrSWWZdAbSsQnevvgZYs98Ph9d7S72WjbPkGlJCiGIolE0IaROlEcfx8I/tGL7yJ+QeWyGz3eMk5luUets1fROp5lBmArxCLJQtzUtBLVK+Gg/TRQeg1kd2hRbCsPL8Ej0MBqMoNhjlaXxYzPaBsfMsBK/sWAsWR316CGUpEShPi0R5Gh8GtjwY2Lqi32jJb6wUl3jsC6Wvd//aGQCQ+61indQ04Lj2KCpvR3H3d/DEBeg38iMKZBNCWsx2/ib0NByCguiLKE3lw3quDwaNnY2zyzrWolmnzw6jJCUCpSl8lKbyYWTHg9EIHowVeN8GgIlbA1AQG8Ldh6Fu3hgw+iORQLay1+rSoxfGfXEMZbejuPMa2fFg4jwDhh+6oJO67A/VSPvw9tmKfoNMcfPKOSRHhcNz1ZcY7/FfLBpvoequKcVn909IvB6G5JtXkRwVDnuXSbAfNxlOkyUnsltDWODPAIAeWrK/gbuHljY2HvwVaTF87v7au0zCuI/mwNaJB/Vu9O+fEEIIIaSlvlrsgSH9dBF0IwURiVnY4OWOua4OsJ6/WdVdU8qPG7xxNSETEQnZiEjMgttIS7iNssD0sXYq65N2Tw2c+moJIpNzuPvrNtISs8aPgKu9OTTUu6isb4S8iYvJBQCAj8cM4bZpdOmEVRPN4RuWiW3nU7hQdkYxE3ybPXIg9DWZBRj6ml3h7WwKv+h85JTWcqFsaWoFjXD+Jhi+CxzltiPEaPoGqOkNRnVyMOqzrsPQfQ10Rs5E+qaOFWIZtPAg6jL5qMuKRH3WdWhaToCWpSt62SlWIfFNj5fmod/6Fh9L2pcNOz8fcxFlqXxYzfHBwLGzcX55x5qfH/PZYZQmR6A0lY+yVD4M7XgwsuNhgALz8+KBaXk6qWtw12KPs5rjg/6jPpIIfyvTlhBC3neDZ21EN/3BqEoIxpOMSJh4rIX+6JmI/mKUqrumFPOlvnicfg3VGZF4khGJ3tau0LF2ha79R616nQ/UNGC58kdUZ9/k7pnR+AXoO8KdAtnkvea0cDO0+w1BXtQFPEy6hlHz12H4hDk4vsBW1V1TyqR13+NhQgQeJl3Dw6RrGOgwEQMdJsLUeZpCx8/6LhB3bwVz98HafSGGOE2VGsgGgIzQ0wAgt/q1eMCbEEJI27D0/BI9DJn17xVpfJjP8sEA51m4tKpjrX8fueoQylOZ9e8VaXzov17/bjSq+XmaJCXXv/cb7QF1HUMU3jyLB/wzTMB6zHT0G+0h0u4/3Xth9JqjqMqI4u4v21bX2gWd1GgdGXm7zF39NQyMTRF/9TzSo8MxY/lGOLn/F59NtlR115Sy/NujSLsZhtu3IpAeHQ4b50n4cKwbRvJaf13pqEkzoa1niJjLgYg89zNsnCdh9OTZGDVpZqtfi5D3yb/+93//939V3QlCFDFv3jzcLP4bw1YcVfrY+rvxqE4NRcVNfwBA/6lroGM7Bd0MRT/Qe1aWh/q8ODz8YzsAQNvKFX0cPNDbvmnS5oZXXwBM1eaazEhkH1oAbStX6DrPg7aVKwCm+jMbRB6+8ieZx4u30zIfhw+EHlyF28oaj7aVKwx4S7ggc0vGLY69rjyyqlYLn8Ni7RloW7nKHIcs7H0Vv3fSFF7ci+dld2Gx9oxC55bV199//x2enm1TETAwMBDz5s2TqL78NvGbpoPBExfAYblklRny7oj1XQF7/c74/fffVd0VQt568+bNQ2rVP3BZd1zVXZHqxBRtDHXzhuMqet9+152Yot2mzyn/+te/8OWh0xj30Zw2OX9bcDVWwxTPT/DZtz+ouitEBfasXYg+Xf8vPc8QQggh77F58+bhf6qL8MvXS1XdFaVoOC3C4qnOOOTjpequkHYWdCMZi789ibb6OI6df5ZVFbkl4vKrcCW9CH7R+QAAnylW+MimP8wMtETa5ZXXIeZuJbadTwEA8CwMMcPeBB52xlwb7cWnADBVm/nZZZj/Ax88C0N87GQKnoUhACAktRBLTzBVhU4uGyfzePF2LsMNoNGlk9S2ssbDszDEsgnD4Wiq2+Jxi2OvK09L//cRH9PukHT4hmWi8McFImOvFTTCdG0AfKZYYZOHjczz7Q5JR155HQI+48ls01LLT95CZ2M7+ntNQfPmzcONokYMXqb8556qFLdQF33HesHEa4+qu0LaWXVyCO6fWNVmv88UMW/ePKRW/oOxKp63P+WuDVM3b4xeSfPz74pT7m07D08I6ZjmzZuH6NK/YbXqmKq7ItVVzz4wGr8AwxZ13MpgRDFXPfvQ76kO7F//+hembj4JM5e3M+ywy0UT1u4LMXHNQVV3hbShvKgLuLxrqUr/niOEvFvYzyXYqsyq5O+hg0G8BbCn9e/vhLhDK+BA69w7FPb9oCUVnFvbLLOucJ3zCZZsPazqrpBW8P2GRTDs/gG9H5C3GlXKJu88NuArrPjyYRRfPgzrL4O4MLO0djWZkajJjAQAiXCwcHu23YjvbqA6LQzFl5t+kbOha2nHC1eQzj22AtpWrs2Giwsv7hU5P3vt/lPXwHjGRqXH3VYUDWALY6trA5Jhdmnq78Zz4yHN85umAwCYvDcC2oM/BAC8fCHAw+sBAIA+ZiNV1jdCCCGSTkxhvml32oEI9B7CLKZ92SDAvUjmfbvvcHrfJu8uV2M1AMD3F6JhasVU4mt4JkDEOeabqM1HSFZJJ4QQQgghRNU0nBYBAKJ+2gLboUyoVNDQiDNhsQCAURaDVdY3QhTFBqeF+YZlwjcsE8HrJnNhZmnt+Nll4GeXAYBIsFq8Pdsu+pvpuJJeDN+wTK4dG7qWdjy7j23HszBsNlzMhpjF+ygeXlZ03O2p8MlTAEwAXbhPAEQC2QDQS6MLt19WKDsuv4obDyHyxC1k/r1bfhWKbsbM50mvGgV4HBMIAOg+uGNVnyGkJU65M/PzUw9EQGewlPn5YTQ/TwghpO1d9ewDABi14yp6mLx+LnshQNktZkGypik9lxFCmrfLRRMAsOBIJPSGMs+2/zQIkBX+GwDA0GKUyvpGCCGEKMLfg1n/7rY3AtqDmta/F7Dr32mehpD3xiyzrgCAnYE3MciCWVf64pkAURf9AABDbdo2I0UIIcIolE3eeWwwefShdPxHSw8A8LTgNtJ2TEF1aigXTmbb2W4NQ/fXE9l/11Uifq0Nco+tkAgIC4oy4Xz8Pj5Q00D93Xhk7JmFlK/Go//UNRLbpR1fFf0716e/6ypRGR2A4suHUX83XmZgmg0h95+6BkZuK/CBmgZevRCgNOInFF8+LFIFW9FxS9OSQHVr6GY0DAP/uw1/3UuSGWYXVs4/BW0r1zYPmL8rXLb8hqidH+PqRjeJfQa2POh96KKCXhFCCJFl4tYAXNsxH5fWSb5vG9nxYEjv2+QdtuPkBWxdOhOfz3SW2GfvMgm2Tq1f0YsQQgghhJA3dW73Z5iz6Qe4rNgpsc9tpCVc7c1V0CtClMMGkzP3/xf6mszChvSiarjtvIwr6UVcOJltF7FlKmwGMAuiKuqfw2r9H1h64qZEqDqjqJqr7hyXX4XpB67C+Ztg+Eyxktgu7fjfYvK5PlXUP8dvMffgG5aJuPwqmYFpNoTsM8UKqyaaQ6NLJwgaX+LotRz4hmWKVMFWdNzStGaVcmHnEx+CZ2EIl+EGrXK+E9dzwbMwVEnAnHQsZp+fQd73C5D1nbvEPk3LCehpPlYFvSKkffG+DgD/2/m4LGV+3tCOBwOanyeEENIObNb5I/2AFxK2Sn6xUm9rV+hYjJNyFCGEiJr1XSCCvvLEmdWuEvsGOkyEsd14FfSKEEIIUdy4zb/h5q6PESFl/bu+LQ+61jRPQ8j7YuPR89i7aja2eEr+PWzjPAlWjpLPvIQQ0lYolE3eedpWrqjJjMST1FB0MxoGjX7m6G7yoUTwmH39UlCLZ2V5+LuuEoKiTGmnBAAYTFiMD9Q0AEAkFMyGpcW3ixv4321cWPo/WnrQc56P4suH5Qam/8xPkLjGB2oaMHJbwQS68+K4ULai436baA4dDc2ho2HkthyV0b8j99gK/Fujl9T78bTgNmoyI5utLE6aGNjywNtxEY/vJCD7vC8AYPDEBehjNhJ6H7qg0+t/U4QQQt4ORnY8TNkZjKrceGScZd63h7p5o+/wkTD80AWd1Ol9m7y77F0mYV9AOLKSYhF4dA8AYIrnJzAf4QhbJx7Uu9G/f0IIIYQQ8vZxG2mJ0EPrEZd5D/v8QwEAi6c6Y5TFYLjam0NDvYuKe0hI83gWhuBnl+FKWhGGG/aCRb9esBmgIxE8Zl/XChqRV16HivoGZBRVyzzvEhczrrqzcCiYDUuLbxe3fY49F5bW1+yKj52GwDcsU25gOv5elcQ1NLp0wqqJ5vANy0TM3UoulK3ouNsLW+E7+pvpElWxWyK9qBr87LJmK4sTAjDB6+EbzuNpfiLKQg8DAPqO9UL3wQ7oaT4WH3SheRny7jO042HyzmBU5cQj8xwzP2/q5o2+w0bCgObnCSGEtJPe1q6w33IBtXcTUBByCABgNH4BNE0doGMxjls7Rggh8gx0mAjPA5dQmhWPhIADAABr94UwtBgFY7vx6EzPtoQQQt5y+rY8uO64iMe5CcgJYuZpBvEWoM+wkdC1pvXvhLxPbJwnYduvV3EnNRYXj+8FALjO+QRDbUbDytEVarSulBDSjiiUTd55A2ZsQE1mJB7+sR0AE1Y24C2RGvQtvLgXxZcPK3TeThq9pG5XdMJbrc8AkddsQLvipj+GeO+Vegzbt+jlg6Xuf/jHdhi5LQeg3LjF3fDq22ybtg5397ZzR/6v61DOPyW1z4/izwMAeg62b9N+vGv6mjuir7kjrDy/VMn1/aYxFVO8L8lenNcRlKfxEbXzY5njYMcpjfgxL18IUHk7CkWxwShP48PAlocBY6ZTUJ4QAgDQs3CEnoUjbOdvUlkfTkzRBgAsC6tRWR9a6mWDAIXxlxF7xAcAYD3XB4PGzkZ3PdFqW+wY5REe/8sGAcpuR6Eg+iJKU/kwsuPBxHkGheVbmaWDMywdnOHts7VdrudqrAYAiCx80S7XayvJUeHYunSmzHE0PBMg5upFJN+8iuSocNi7TMK4j+ZIDbs3PBMgLYaPm1fOKdRW0fMSQgghhLzLnKxN4WRtiq8We6jk+hpOiwAAgphfVXL9NyFoaETwrVR8tp/5Is4NXu6Y6+oAE4M+UttGJucg6EYKIhKz4DbSErPGj5AIv7P3Q+51O+C9akubPGzAzy7DtvMpAJiw8rIJw6UGn9ngsCJ6aUj/UgJFA8fGvbuLvGYD2n7R+dj/sfTPPdi+GX8q/ctdt51PwUoeU8FemXGL0158qtk2yoS7hQPZbGj8TZ1LeAAAcBgk+f8nQqTpYToaPUxHw2j6hja/VtxC5v9njqer2vxare1VowB/5txCdXIw6rOuQ9NyArQsXaFlxcO/pXyW3Pi4CNWJF7iw+0Dv/TLb1qRc5s7bd6wX+o71grrBUKn9UOa8RHG65o7QNXeEjQrn50+5M3PXS0I73vy8sLJUPvjfzpc5jpcNAhTFX0ZpKh9lqXwY2vFg4jRDoQB8XXEegj9z7vD3iBBCZNEyGw0ts9EYPGujyvpw1ZP5O2Jy4GOV9aG1CErzELfJRepYXr0QoCr5CqozIvEkIxK9rV2hO2q61AC8Mm0JeRv0sxqDflZj4LRws8r6sMtFEwCwOapeZX1oqX8aBMiPvoRw3zUAgFHz12H4hDnQ1DeWe9zDpGsI+spT5pj/aRCgMPUG8qIu4GHSNQx0mMj8jHKDeo/m17EQQsj7pM9wR/QZ7ghLFa1/l8Xfg1kv7hXSMdfFC6oKURQdxIXdHVYehIGdG/7TXXJesSQ+BEWxwahI42MQbwEGT/RGz35m7d1lQjBshBOGjXDC3NVfq+T6s8yYzyiD8p6r5PqtJT06HHtXzZY5jhfPBEjkX8SJbasBADOWb4ST+3/Rt59Js+cuuZ+L9dMdOvw9IqQ5FMom77xuhmYY7/8Iz8ryUJ8Xh4d/bEdNZiS0rVwxYMYGrrJ0ZfTvKL58GPrjvKBj545/d+2Jzj16I/bT4SoeQcsoOu63FTtBXZMZKbHvpaAWFTf90X/qGprIJu2uviQPUTs/lrm/oaZC4XP9/bQWCT+uRXkan9tWnsbnwtmjPj0k9Q9bQgghirl5cCVKU5veYzPO+iLjrC9mHomGVn/Fn4WM7JqqSDX+VYuYH9aInLc0lc+Fs50+O4wuPei9m6hGUX4uti6dKbfNL/u+Qljgz9zr5KhwLkS94+QFbvtfdTXw3bQCyVHhUtv67P4JPbS0lT4vIYQQQgghsiz57hQiErO41/v8Q7HPPxQJv2zHcBMDbnvNnwJ8us9PpG1EYhYXzv5xgze0eyo2b+w20rL1BvCOMDPQQs0vS5BXXoeYu5XYdj4F/Owy8CwMscnDhgsJ/xZ7D75hmfB2NsVHNgOg2bUzendXg+naABWPoGUUHXdbqhU04lRUHvLK65C8a7ZEEB0AfKZYwTcsE4LGlyKBdkHjS26/tPP6RefDZ4pVq1TdJoQwXjUKcP/katRnXee21WddR33WddRlRWLQwoMioeiG8rvI2Dpe5BwP/dajLisSg5ceEalAnvf9ApHzPrrlj0e3/DFk+U/QHjFV5BzKnJcQVagrzgP/2/ly26Se+Rb5EX7c6zKhcDbva9nPFo1PaxH8mXMr9ZQQQsi77qWgFnGbXGTuv3d2J0pvNH2p1xOhwLXNOv8WtyWEdHxXdi/Hw6Rr3OuEgANICDiAT07GQsd4mNRjqgvvIOgrT5nn/KdBIHHeh0nXmHB20jVMWvc9BbMJIYS0qT9L8hC6dqzItqRjX6A8LRKj1xwVKSx2c9fHqBBa6/6AfwYP+Gcw5osT6DdaNV9UTQhpuZL7udi7arbcNke+/ATp0U1rRy8e34uLx/dif3AS+g2WnbF7Wl+D9dMdWq2vhLzNKJRN3hvdDM3QzdAMve3c8eJJMTL2zEJNZiRX8Tn/13UAIFKl+tULQZv15++6Sq46NgC8eFwEAOg/dY3MY/THeaHipj+cj99XOIzc3Lilaesq2MKyDy1ATWakxJheCmoBMGMW11hdCgDQGCC5uIiQtlRz/zaubnRTqK3twm9gNnWl3DZlKREoT+PD6YsT6O/Y9EdpcVwIYg4uQ1lKBAa5yg6AE0IIka0gNgSlqXyMWe0LUx7zXlqZHYewLdNxN9wPjqv2c21lVQGvK87DhdXOcFi8ndtWkhKB0lQ+XDachMmYpvfugtgQRO1bipKUCO56hLSn/MxUfD7TWW6bovxchAX+DM9VX2LS3IXQ0TVAdVU5zv60H2GBP6Oi+CH0+w8EACReD0NyVDg2f38GzlNmceeIDgvCrs8XIPF6GCbNXaj0eQkhhBBCCJHmQhRT8fqH9QvgPcUJABCTkQ/3tfvx65VbOOTTNE98NSETEYlZ+HXrMsx0GSFyjkU7TuBqQiZ3DllVsHMLyjFq8TbsXCn/w+b3mZmBFswMtPCR7QAUPxFg+oGr4GeXcRWffc7EAYBIlWo2GNwWKuqfc9WxAaDwyVOmH1JCyCxvZ1P4Reej8McFCoeRmxu3NMpUwZYlr7wOu0PSYWaghcPeY2RWFh+i15O5pqBRZEzltc8AAPpaXSWOKXm9z3qAzhv3kxDS5M+cW6jPuo6B3vvRy84dH3TRwKtGASojjqMs9DCeJF6A/sTlAJgAd8bW8dC0nACT+bvQWUsPrxoFeBwTiOJzO/Bnzi0ubF2Tchn1WdfRf85W9HHy5ELVNSmXce/4CmiY2KDz68+YlTkvIapQfT8dl9fJ/2y1rjgP+RF+sJrjgyG8j9FVWx/PayqQFfQ98iP88LSyEN31pFcgvP37XqnbCSGEEGkeXNgvc5+gNA+lN87AxGMtDMfOR5deemisrUThlR9QeuMMGh4VQr2vsdJtCSEd391bwXiYdA2TfA7DcjIzR1mSGYvAddOQEXoaE9cclDim8m46zqx2lXvewtQb3HlNnaehs7oG/mkQIPn8j0gIOIA7189jxKxVbTImQggh5OULAULXjoW+LQ8jluyGurY+Xr4QoOB6ANL9vkFVRhQXti6JD0FFGh823t/AZMJ8LqxdEh+C2IPLoD3YFura+qocDiFECQ+yU7HFc5zcNgnhF5AeHY5l249g/ExmjeidlBhsXzQZ18/9giVbD8s89vyPO1u1v4S8zf6PqjtASFu757cRN7z64mnBbQDAf7T0oNa7v8z2bDj61QsBSiN+arN+VUYH4O+6SgBMQPtRQhAAoKfpKJnH6Ni5AwBKI37iQssAUH83Hje8+qI04ji3Tdlxq0ofB+aB/UlqKLft1QsBHiUw1fTYMQt7XnEPAKDe16QdekgII+/yMVzd6AanL07IbSd4VAwA0Owv+xuAWInHvgAAkUC28Gt2PyGEEOUVRF8EABiPblp0qGfhCAC4K1RxQ5bGv2pxYbUzxqz2FVnwFXvEBwBEAtnCr9n9hLSnCz9/j89nOmPz92fktruXnQ4AGO/xX+joMpUGdXQNMMWTCRAU5DVVGjy8hfmAVziQLfya3a/seQkhhBBCCJEm6EYKAGD6WDtum5O1KQDgl8vRIm0/28889woHsoVfs/tlqflTgFGLt+GH9QtgYtDnjfr9Llr/Wzy0F59CelE1AEBfsyv695b9JbFsOFrQ+BJHr+W0Wb9+i7mHivrnAJiA9vnEhwCA0UN0ZR7zkc0AAMDRazmoFTRy2+Pyq6C9+BSO8Zv6q+y4W1NF/XM4fxMMMwMtbPKwkRnIBoBBfXsAAM4nPhS5H1fSmXlp6/6SFZTyK+oBACZ9JCtvE0Jarjo5GADQx2keF5z+oIsG9NyYIHbxuR1c28Yq5j1Lx346F6j+oIsG+jh5ipxL9LyeIlWue5ozVWv+vBPdovMS0t5yQo7h8jo3jFt/Um67mgcZAICBY2ej6+sFvF219WHq5g0AqC2U/nyRE3IMDXXt92XzhBBCOraiqz/h73rZvzf+KswEAOiPnokuvZjnqi699GDowgQwn5bktqgtIaTjy4ti1rGaOk/jtvWzGgMAyAg9LdE+Jegozqx2xbSvflbovJaTvdBZnfnbr7O6BuxnfwoAiDr+9Zt3nhBCCJHhaQUzrzhgzHQuUN1JTQMmE+YDAIpim+YV2f8WDmQDgK61CwCgKutWu/SZEPLmQv1+wBbPcViz309uu/ir5wEAI3kzuG3DRjBfih55TvZzbqjfD6h/UvXmHSWkg6BK2eSd13f0bFTc9EfajikS+0wXHeD+e/jKn5B7bAUSN0gPRb94XAS1PgNatW/xa21EXvefugaaQ0fLaA1oDh2N/lPXoPjyYRRfFv12EW0rV/QdNZN7rei4Va23/TQ8TgpB/q/ruGrlLFn341kJ88GrotXONS5LAAAgAElEQVTC30WPcuJQkngF968xCwwtZvvAaKQ7NPuZibSrL8nDo+wYpJ3+BgBgYMvDgDHTRULAftOY6hjel6pRnsZH1M6PYWDLwyDX+TCw5QFoqtwMQKKqs/Dx4u30PnQR+QNMkfEY2PIw1H0p+po7tnjc4tg+yuN9qVru/rTT38Bly28wsOVxY3xTBrY8lKfx5e4nhLw7KrPjUBR/hQsEW8/1wYBRH0Grv+h7WF1xHiqzYpD0yzYAgJEdDybOM0RCwCemMAtsl4XVoDSVj2s75sPIjgfTiR/DyI5572ArNwOQqOosfLx4O8MPXdBJvfn3buHxGNnxMHzqMi703JJxi2P7KI+sCtcAMHFrgMS20lTmPddlg/xFYABwJ+wUc0/Fql4b2fG480jD3v/3WVZSNGLDgxEWyEy+eK76EmPcPDDAVPQLS4ryc5GRcBMnd28CANi7TMK4j+aIhIBdjdUAAJGFL5AcFY6tS2fC3mUSJs1ZBHuXSQCaKjcDkKjqLHy8eDtbJx7UuzX/b114PPYukzB94aewdHBu8bjFsX2UJ7Lwhdz9J3dvwo6TF2DvMokbozTVVeUAgJ69eots19RhgiglD/K5bfYuk5AcFS7zXOz9V/a8hBBCCCEdRUxGPi5Fp3GB4A1e7pjqZIPhJgYi7XILyhF9+y62HDsHAHAbaYlZ40eIBIY1nBYBYKo2RyRmYc6mH+A20hLe7mPgNtISQFOVZwASFaCFjxdv52pvDg112QFOaeNxG2mJlbMmcKHnloxbHNtHeWRVrQaAc7s/k9gWkch8uc+vW0Xn4txGWnL7pGHvqSwngqOY+/+6mjYRNWfUIPhF58Nt52WJfb4Lmv7uP7lsHJaeuAn7zeelnqfwyVMY927dELDV+j9EXvtMsYKjqexQtqOpLnymWME3LBO+YZki+3gWhpjtMJB7rei428KtOxXMdaT0k8VW4zYz0ALPwlBqW29nU5gZaEkcm1PKfMlvdwWrhZOO66/8eNSmheHRLX8AgKH7GvSynQJ1g6Ei7RrK7+LPvFguNKxpOQE69tNFKirHLWT+v+V4ugr1WdeR9/0CaFpOQF+n+dC0nACgqXIzAAxZ/pPM48Xb9TQfKxI2VmQ8mpYToOe6BD1MJT83VHTc4tg+yuN4WvbiIbPPpX8JiLSxPX2YBgDQMLGRaCt+jfqs61LPw75+XtoU8lHmvO+7qhxmnjr/9Ty11Rwf9JczP5/yKzM/b2jHg4nTDBgLza+fcmfmrpeE1qAslQ/+t/Nh+Hou2fD1/HBhbAhu7mfm3cetPynzePF2BgrOzwuPx/D1/LyulM9WFR23OLaP8iwJlT0/DwApv24D7+sAGNrxuDFK87yG+T3YpYfoNdU0mbnGP8vuSRxTlROHlF+3YfoP0SiTM19PCCFvm7q8eDxKCUXpDeY5wsRjLfraTYGGkej7sqA0D7V3YpH/+3YAQG9rV+iOmg5dh6ZA4FVP5jOYyYGP8SQjEukHvNDb2hUG4+ajtzVTnbUq6RIyjzBfGGO1+rjM48Xb6ViMU2hNlvB4elu7or/bUmiZST6vKTpucWwf5Zkc+Fihfub/vh2Ou6PwJCNSapvG14VVOncX/X30n57M76NnFfdb1JaQtlCSGYt7MZe5QPCo+etgOuYj6BgPE2lXXXgHxRkxXLh3oMNEmLnMxNCx07k2u1w0AQCbo+rxMOkagr7yxECHibCc7IWBDhMBMJWiL333CQBg2lc/yzxevJ2x3XgubKzoeAY6TITtjOVc6Lkl4xbH9lGezVH1MvfN+i5QYtvDpGsAIDV4HXX8a8z6LhADHSZy90PR8wJQ6J4RQsi76HFuHEoSruABn3lmNJ/FrA/vKbY+/M/X6+LT/b4BAOi/XhfPVnUGAH8PZs24V0g1KtL4uLnrY+jb8jBownzov16XzVZ5BoAxX5yQebx4O11rxdbFC49H//W6+D7DJeduFB23OLaP8niFyF4XX5PPfFmy9mBbke2d1DQkjqt4vc5dfNzs67rCHAyc0Gx3CJFwJyUGSfwQLuQ7Y/lG2LtOQ7/BoustS+7nIjfpFvz3bwYA2DhPwujJszFqUlN2apZZVwBAUN5zpEeHY++q2bBxngSXWd6wcWbWOSaEX8Dh9d4AgDX7/WQeL97OytEVagqsMxUej43zJEz2WsUFmVsybnFsH+UJynsud7///s3YePQ8bJwncWOUZuNRyc9/06OZtaSyAt13UmLgv38z9gcncW0JeddRKJu887qbfIgR391AdVoYF2TuP3UNNAZYQdvKlWvX234aXv3dwAWD+09dg76jZuH/vWxEylfj8ee9pFYNZRvP2IgP1Lrj4R/boW3lCgPeErmBbOHjuuoNxp/3klBxk1lcYLroALSteeik0Uvpcb8NLNaewZPkS3icFIKazEjoj/OCjp27zPvBjlt4vO8TNjgtLPu8L7LP+4K34yIXZpbWrjyNz4WAxaszC7dn2310+BZKE0ORfd6Xa8cGkqUdLxxWjjm4DAa2PLhs+U3ueDID94icn722xWwfWHl+qfS420pzoW1WfTGzGKazhiYeRP7GVbseufIg+o2eKvJH6SDX+ShP46M4LkTkfhbHhXD7CSHvBjY4LSzjrC8yzvpiys5gLswsrV1pKp8LAYtXZxZuz7abeSQaRQlXkHG26b2VDV1LO57dx7YzsuNJDTQLSwvYLXJ+9trWc31gO3+T0uNuazkhx7iQu3hAXZrK7Diuj+JMJ36M0lQ+CmJDRM5TEBvC7X+fscFpYYFH9yDw6B7sCwjnwszS2iVHhXMhYPHqzMLt2XbHw1IQGxGCwKN7uHZsIFna8cJh5V2fL4C9yyTsOHlB7nj8fHeInJ+9tueqL+Hts1XpcbeV5kLbwn0CIBFG76Glze1nxzVpziIkR4UjOixI5H5GhwVx+1tyXkIIIYSQjoANTgvb5x+Kff6hCD20ngszS2sXkZjFBYbFKzkLt2fbJfyyHZdj0rHPP5Rrx4aupR3P7mPbuY20lBpoFvbdLyEi52evvcHLHV8t9hDZrsi429qRc3wu5C4eUAcAb/cxiEjMwoWoFJF9F6JSuP2yxGTkc+Mh0tkM0EH0N9NxJb2YC/36TLGC9QAd8CwMuXYedsZ4/vf/wOdMHNdm9siB+PvlKzh/E4zE+49aNZS9ycMG3dU6Ydv5FPAsDLFswnC5gWzh44bo9UTi/Ufwi2a+MMp3gSPcLI1EKlIrOu62wN5DRR32HoOIrFLws0rBzy4Dz8IQPEsjTLWV/hkWO255FbhJx8cGp4WVhR5GWehhDN9wngszS2tXn3WdCwILB6vF27PtrHfcQG1aGMpCm75Amg1dSzue3ce207ScIDPQzCoN3idyfvbahu5rYDR9g9Ljbk+Nj4sAMAF01tP7SQCAzlp6qEm5jOrkYNRnXUf/OVvRe+RM/FvoM09Nywmoz7qOV40CkWD2q0YBAODRLX+YeO1R+rzvMzY4LSzznC8yz/li8s5gLswsrV1ZKp8L/RqLzSsLt2fbTf8hGsUJV5B5rmn+nA0kSzteOKx8c/9SGNrxwPta/vx8esBukfOz17aa4wMbofl5RcfdVpoLbQv3CYBEGL1L917cfuFxPa0sxNUt0zFu/clmw+WEEPI2YYPTwgpCDqEg5BDst1zgwszS2j3JiOTCxMLBavH2bDvH3VF4lBqGgpBDXDs2dC3teHYf2663tSts1vnLHc/9oL0i52evbeKxFoNnbVR63G2l4VEhknfOhNXq43JD4OxYxMPo7Nq0gpBD3LiUaUtIa2OD08ISAg4gIeAAPA9c4sLM0to9TLrGhYmFg9Xi7dl2n5yMRX7sFSQENBUAYkPG0o4XDiBf+u4TDHSYKDN4zIo5vUvk/Oy1R81fB6eFm5Ued1tLCTrKhdzFA+oseQFvRdRXFHLnJ4SQ9wUbnBaWE+SLnCBfuO64yIWZpbWrSONzoWHhYLV4e7ad+yFmXXxOUNPcChu6lnZ8rNC6+NiDy6Bvy8O4zfLXxWcF7hE5P3tt81k+sBRaF6/ouNvC4zxmXlFdWx8l8SEoig1GRRofNt7fYIDzbPyne9O8or4tDxVpfLx8IRBZA//yBTNf+YB/BvbL97dZX8m7iQ1OC7t4fC8uHt+Lbb9e5cLM0tqlR4dzoV/hYLV4e7bd/uAkJEdewsXje7l2bCBZ2vHCYeXD65lQt7SQsrCzR74VOT977RnLN2Lu6q+VHndbaS60LU2o3w9cIF48zM56VFKA7YsmY81+v2bD5YS8SyiUTd4L3QzN0M3QDMYz5E946jnPg57zPInt4/0fSf1vWW0U2Q4ARm7LYeS2XOZ+Wcf2tp+G3vbTMMR7r9T9LEXH3dbk3QMWO6bWOt+7jA0mzzqVAXVtfQBAzf3buLrRDSWJV7hwMttu8t4IaA/+EADQUFOBoCXWiDm4TCJUXfswE56BBeikpoFHOXHgb52BK2vGwmK2j8R2acc/iAzg+tRQU4EH1wOQfd4Xj3LiZAamH+XEIfu8Lyxm+8Bs2kp0UtPAyxcC5F06huzzviJVsBUdtzSKBqpb05U1Y0VeJx77AuVpkXBce5T7o9TAlgfejou4G3pSJNDObm/roDkhpP2wweR5pzPR9fV72JN76bi0zg1F8Ve4cDLbbtqBCPQewlQ3eV5Tgd8XWiFq31KJMHH1gwwsPFeITuoaqMyOQ9iW6biw2hnWc30ktks7Pv/ab1yfntdUIJ//GzLO+qIyO05mYJoNLFvP9YGFxyp0UtfAywYBskOOIuOsr0gVbEXHLY28KtjK0howHA6Lt6MqN1FmQF1Y7uUTMLLjSe2fkR0PU3YGI/fyCZFAO7u9vYLmbys2mBwQdx86ukwlvfzMVHw+0xmx4cFcOJlt9/2FaJha2QFgqi3PdxyMXZ8vkAhV38tOR0jWY6h300BWUjQ2zJ+E5VNGwHPVlxLbpR0ffu5Xrk/VVeUIP3sagUf3ICspWmZgOispGoFH98Bz1ZeYtWQN1LtpoOGZAEGnDiPw6B6RKtiKjlsaRQPV7c3eZRL2BYQj+PSPIoF2dntbB80JIYQQQlSJDSbfPb8f+r2ZqrNpdwvhsmInLkWnceFktl3UT1tgO9QYAFDxpA5DZ6/Hoh0nJMLEt/OLURF+FBrqXRCTkQ/3tfsxavE2bPByl9gu7Xi/0FiuTxVP6uAXFot9/qGIyciXGZhmQ8gbvNzx2dyJ0FDvAkFDI344ew37/ENFqmArOm5p5FXBVpb5QEPsXDkH8Vn3pQbU3UZaIvTQehwLui4SUme3y+vnsaDrcBtp2W4B847KzEALZgZa2ORhI7fdx2OG4OMxQyS2s1Wdxf9bVhtFtgPASp45VvLMZe6XdayHnTE87Iyx/2P5i/0VHXdrkzdmaXppdJF571vj/KRjYoPJdgfS0FlLDwDwrPA2sr5zR21aGBdOZttZfhWKbsbMZ0f/1FUidZ0t7h1fIRGqflaUCYdj9/BBFw38lR+P3H2zkbF1PAzd10hsl3b8o5gArk//1FXicczvKAs9jL/y42UGpv/Kj0dZ6GEYuq+BnttyfNBFA68aBaiMOI6y0MMiVbAVHbc0bVVJujrxAjQtJ6CnedPnRGzoXTxsXnxuB57eT8LgpUe4ALaO/XTUZ13Hnzm3uPvJjl+cMud9n7HB5P/+2jRPXX0/HZdfz1Oz4WS23dQDEdAZ3DQ//8ciK9zcv1QiVF39IAMLzjLz8FU5cbi6ZTqCP3OG1Rwfie3Sjs/n/8b16XlNBe7xf0PmOV9U5cTJDExX5cQh85wvrOb4wFxofj4n5Cgyz/mKVMFWdNzSKBqobm8vGwRI/nUbrOb4SNxPQgh527HB5HE/3EaXXsxzy18Ft5GwdTIepYRy4WS23agdV9HDhHlea6ytxM3PPkTmkeUSoeq/CjPB+/kBPlDTQF1ePJJ3zkTcJheYeKyV2C7t+PKbAVyfGmsrUXYrAAUhh1CXFy8zMF2XF4+CkEMw8VgL48kr8IGaBl69EKDw6k8oCDkkUgVb0XFLo0gVbHlevRAg//ftMPFYKzFuQjoqNpj86R850NBhnvEq76bjzGpX3Iu5zIWT2XYLjkRCbyjzbCuorsCP/zXHpe8+kQgTV93LwBdXStBZXQMlmbEIXDcNPy8dg1Hz10lsl3Z81lV/rk+C6gpkXvVHQsABlGTGygxMl2TGIiHgAEbNXwf72Z+is7oG/mkQIPn8j0gIOCBSBVvRcUvzpiFpYb1NhsNl+bcoy06QGVB/U7nXz2Ggw0QY241v1fMSQsjbjA0mzzgptD78wW1EbHRDScIVLpzMtnPbGwHtQU3r4i8utUbswWUSoerah5mY+zuz/v1xbhwit85A6NqxMJ/lI7Fd2vEPrgdwfWqoqcDD6wHICfLF49w4mYHpx7lxyAnyhfksHwwVWhd/99Ix5AT5ilTBVnTc0sirgq0INsguHiBP9/sGj/OSMHpN01r3AWOmoyKNj6qMKO4esWMipKXYYPJPN/LRqy/zWfWD7FRs8RyHJH4IF05m2+0MvIlBFsw609pH5Vgx3hSH13tLBIQLcm/jTHIV1Lpp4E5KDLYvmoz10x0wY/lGie3Sjo8K8uP6VPuoHDcu+OHi8b24kxIjMzB9JyUGF4/vxYzlG/GR9+dQ66aBF88EuOL3PS4e3ytSBVvRcUvTkkB1a+hvagGv9btwNy1eapj9xTMB/PdvxozlG6UGtgl5l/0fVXeAEEKIcgxseQCAksQreJQTh5cvBNAe/CG8L1XDQeibprwvVcP7UjW69TFCfUkeytP4eHBd9jerm07+hPsDSjgMzIalxbeLs134DfdHobq2PgZNmM/1U5bHdxIkrtFJTQNm01YCAB5lxyg9blVLO/0NACYMz/5v4H2pGk5fnEB5Gh+Vt6NE2tcX53LVy1nlaXw8e1zSTj0mhLQHIzvmPawo/goqs+PwskGA3kNssCysBo6rmt7DloXVYFlYDTT69ENdcR5KU/nI58v+ZsVhU5Zw1SOEw8BsWFp8uziHxdu5xVhdtfVhyvuY66csVbnxEtfopK4BC49VAIDKrKb3bkXH3db0LBxh7rESE7cGYMxqX0TtW4rKbOlVqJ7cS0dpKl9uxeu6olyuejmrNJUPAb13w95lEgAgNjwYWUnRaHgmgKmVHSILX+Czb5sq7kUWvkBk4Qv0NeyPovxcJEeFI/zsaZnnnbZgBVeFWTgMzIalxbeLW7ppNxeW1tE1wKS5C7l+ypKVFCtxDfVuGpi1ZA0AICPhptLj7mgK8rK56uWs5KhwVJUWq6hHhBBCCCHtw22kJQAgJDodMRn5EDQ0wnaoMQQxv+KQT1N1J0HMrxDE/Ip+fbWRW1COiMQs+IXFyjzvsuku0FBnKtUKh4LZsLT4dnE7V87mwtL6vbXgPYVZbHgpOk3mMXGZ9ySuoaHeBZ/NnQgAiL59V+lxtzUna1OsnsPDud2f4Yf1C7BoxwnEZOSLtMl5WMZVJGdFJGahuEr2IpS0u4WISMySW0mbEEI6Kk3LCQCAmrRQ/JUfj1eNAnQz/hCOp6u4qsoAE0R2PF2F/2gboaH8LuqzruNxzO8yz6s7fhEX6hUOOLNhafHt4gbM2caFpTtr6aGPE/Pl2LVpYTKPeZqfKHGND7poQO/1F13/mdf0u1bRcbcXNhzdb/pGmWFo++9zuP8dhiz/iQtgs3qaj4Wm5QTcO74CcQt1EbdQF0krm/8ShubO+z4zFJqnrsph5ql1BttgSWgNRq9smqdeElqDJaE16PZ6fr4slY97cubnzdyb5ueFA87mQnPn8oLP9otE5+eHKDI/nxMvcY1O6howlzI/r+i4O5KckKMoS+XDzJ2+cIQQ0vH0tnYFADxKuYK6vHi8eiFAD5MPMTnwMYYtairKMTnwMSYHPoaajhEEpXl4khGJsluy1/r05y3mKjYLB5zZsLT4dnGm87ZxYekuvfRgOHb+636Gyjym9m6CxDU+UNOA8eQVzP47Tc9rio67LRRe/QlPMiLRn7e4Ta9DSHsa6MDM6eXHXEZJZiz+aRBAb6gNNkfVY+Kag1y7zVH12BxVjx66RqguvIOHSdeQedVf5nltPJag8+vnS+GAMxuWFt8uzmX5t1xYWkNHH1aTmbnEezGXZR5TmhUvcY3O6hqwn/0pAKA4o+nZVtFxt7V+VmMwYtYqzPouEJN8DuPSd5+gJFP2fLCy2MrhTgs3c/eEEELeB/qv14eXJl7B49zX68MHfQivkGqRCsxeIdXwCqlGt95G+LMkDxVpfDyUsy5+iNC6eOGA81ChNevygs823qLr4gey6+IT5KyLz02QuEYnNQ0MlbIuXtFxt7XZfne5ezvmixNcAJula+0CfVseYg8ug7+HDvw9dHB2nkm79Y+8m2ycmfWWSfwQ3EmJwYtnAgyysENQ3nMs2dr0BaRBec8RlPccvQ36o+R+LtKjw3Hjgp/M87rNWw6112s9hQPObFhafLs4r/W7uLB0r74GGD/Tm+unLHdSYyWu8f/ZO/Pwmq69j3/ufVuthINEjBmQGCI1RMU8hJAIYqzhosRQlNYlpYrW1FvaInSgZpGqK6jUGCeESJBJMyBiSEQGghjqEGld933fP7a9k5NzTnJOJCKsz/Pkeey11l7799sndvZZ+/fdX7PKKvp5/xOAcxF56/TG5v0y8U7brnh5T2P26p1MWvQDq2Z5cz4q71q2z+87zoQewnOkYbNSgeBVRThlCwQCQTnDeeRnZMSoFfGvjYsHTb0m6hVMx23/moSdvjrt+ni7SnW97fKXwqJQ1bHX2pa/iF46vNWgaFqObfsI/V/OYrYsxKm/9EXUlLwL4jegRpFjSspN29A89TsP5MSKSVwN26O4jKeGBxKzZSFdP1mn5TyeGh7IiRWTeLNiJR1HcoFAUD5xeX8OadFqIjYtACSxcrP+k/QKpmO2LSV2h3HX7opVDVy7jXw4U6Wu9rVbLgC7EORnUDQtx7ZlmL3e/ohNC2g+ULp2m5J3Qdb1tSpyTHHctO079SfsBx/O7V2nN47LIQEA1HZqr3f/5LBAIjYtwO3T9Vpu28lhgYR8O5E3K1Yq1IX7Vcd7xgIiQw6xfukcQBIrDxr7kV7BtJ/vYravNq44tqql/t8HWSxdFNb1G2ptywLtA9s3GhRNy7ENbFlLb//6pXN4b4K0cGZK3gVxtzcrckxZuGmHHtjF+qVzmPvdVi3n8dADu1jyzzGYVaqk40guEAgEAoFA8Krw+fiBBJ2OZ94a6fuBZ4eWTBnSU69g+l+bAvnW33Chcn6squm/f5XF0kXhYKN9byoLtDftDTUompZjs+49VW//vDUBfDxMKvowJW+dHLqOK3JMcdy0B3Vrw7RlW1mz64gSx+6QKOatCWDz/ElaDtq7Q6IYt3gdlSq+reMyDrD9sFQI07FFY5PjEAgEgpedeoNmcy/+CKkBiwFJrFzX/QO9gumCrsqF8aZK//qjse7LFWs10NqWBdpZx/0Niqbl2AwJkVMDFmPdSyruMSXvgoSPrVPkGFPctOXz2mrxUcXJuyD5heaA4qZ9O3KP4or9RkUVjcau4G6cmit+s7Bo2ZMa7QZh1ba/wc/NmHlfZ1qPmkN6tJqozdI6te2zdWp9gukz25YSF2Dk+ryhZ6vPuT6fFORnUDQtx7Z1uP71+ajNeevzpuRdkA1eRa/Pv2g37ZSwQOICfOm/PMjguRcIBIKXmUZDZnMrNpikXxYBkli5vudEvYLpS7u+ITlwpVHzVjB0v2ZkrY95be2/KbJAO+3oVoOiaTk29YRGevuTfllEg2cCbVPyLsjBEfqf0eXHkJv2jYjfSA5cScfFBw2eI4GgPNJ17FyuRBwmZO0XgCRWdhk8Wa9gWhb4GoN5Vf33f8YKgy2sta8lskA7dv8Wg6JpObYV/erp7Q9Z+wVth0hrmqbkXZAlbhZFjimOm7aj6wAO+U4n5te1RsVRFPLnNWF9mOIQLhAIBK8LziM+IzNGzRm/hYAkVm7qNVGvYLqgs3NhlFZd/GX1VoOiaTk2Q6LlM34LaSrXxZuQd0H8BxZdF2+Mm3Z+8ThIAmyAq2F7FFfsCmYqOkxdSUZ0EBFrPsHaxYMGXQZRr9NAoz8LgaAgw6Z9wZnQQ/gvmwtIYuU+o6fqFUzv+OFLfl1r3Eu9qljov681M7LOtHY97f+7skA7OGCjQdG0HNuYdvqfOfgvm4uX9zTAtLwLMsSpUpFjSttNu4PHYNYt+JiD/qt5p21XTh3aza9rv+Gr7ccMnnuB4FVGiLIFAoGgnGFRzwnv325z71oiWQkniNmykIwYNTYuHjiP/AyLek4AXA7+mYSdvjTuNYZ6HfrxlsoCs2o12TFGfyHIy46xeb/s5HfFPrFiEoCO8FqfgFsgEJRvLOs7MelANndTE7kef4KITQtIi1Zj18YDl/fnYFlfuoYlqX8mdocvTT29adCpH28/u3b7jyq6AP5lxNi8XyRyQVxBp2uA3D/ucCHIj1bDfQwWzoV8OxFAR3jt0GUgId9OJDn019dalN3AsRnBKY+5mnSO2FPHWL90DpEhh2jn1hvvGQto4NgMgEM7trB99df0HTGBLr0HoapqiUWNWgxtY1fGGRQPY/Mua0ZM/Yztq78m56FGS9Ce81Cj9Mss+ecYAB3htWvfISz55xiO7QtQ+kyZVyAQCAQCgaA80MzBBs2JzZxLziD09wvMWxNA0Ol4PDu05PPxA2nmID189Ttwgm/99zO+vysDXF2wUFWilmUV7AdML+MMioexeb9IZMF6flfscYvXAegIr99za8u4xevYdTRKpy/7voZNe0P5dLSX0SJ4gUAgKE+Y2zSl85Yb5GRc4H5iGKkBi7kXfwSLlj2pN2i2IhK+eeIX0vevona30VR36cublSyoUKUGkf9sXsYZFA9j8y5N/qO5w42jm3mUkUjrpSd1hOgAtl7TSd+/SkfMLm/fiz+i1f6mqi2x6OcAACAASURBVDq1uo5UnMUB/rp7HYD6w+YXe97XFcv6TnywP2+dOmrzAtKj1di28aD1qLx16ovqn4kL8MXx2fr8W5UtMLOoybZyvD5vTN5ljfMwH+ICfHmSo9Fal3+So1H6AY4tk9bm98701DuPLCR/0WJxgUAgMBaVnRN9tt9Ek5bInfNhJP2yiFuxwdRs5U6jIbNR2UnX5fRj20gOXIldjzHUbuvFm5Wq8Xa1mhyZXD4FesbmXdLE/SC9xOfU/D56+2XBtyzqdhg4g+TAlTx9rNEStD99rFH6ZUwZKxCUNDXs32FuyD1up5wnNfYEIWu/4ErEYRq270XXsXMVMW/8QX9ObVtOK6+xNOnaHzOVBeaWNflucPl8WaGxeb9IZMH6lYjDzzVPzh/ZnAncwO2U80zeGqMjcBcIBILXgWr1nBgdeJv7z+rDz/gtJDNGjbWLB84jPqPas/rwK0d+5uwuXxp5jKFeR2ntpmK1muz0Lp918cbmXRo0H+LD2V2+OgJ1eTszRru28u0q1WnY830a9nxfacvJzgQkR3GBwFTqNW7GrsRHXLt0jnMRx/FfNpczoYdo7dqbYdO+oF5jqd7y6O4t/Lr2G9yHTaC9x0AqVbWgmlUtJnSuX8YZFA9j835ZkcXtZ0IPAbBqljcA80Z01zteFpKXtlhcICgrhChbIHjB9PDPKusQBK8IFvWcsKjnRL0O/dBkpaKeP5iMGLXi1Hx6zScAWi7VT549ACgNcrIzlbeAAWhupADQYqiPwX0a9xrDpcNbGbE92eg3jxWVtz5KygXbGEK+ep+MGLVOTvK5b9xrjNFzZcToCgYFAkH5xrK+E5b1nWjQqR8PbqRyYN4g0qLViuNz2A/SNTO/S7VceFQaPMrOVNw3AB5cl67drYYbvnY39fTmQpAfYwNSjHb8KCpvfRTHBTs/hxePIi1arRNn7h93lDwKorl5DYAajVoV+7j6xN6vIw0cm9HAsRldeg/iRloKn47qTWTIIcXxedU86Y3W+V2qZQFvaXD7Robijg2QmXoFKFws3HfEBA5s30hg/E2jHbmLylsfL9IFu14jqYD0/p1bWjndykwD0DpHRREZcqhU5hUIBAKBQCB4mWjmYEMzBxsGurYm5fptvGYsI+h0vOL4PG3ZVgAtl2pNTm6pxZN5667ijg2QnCEVDn862svgPuP7u7JpbyiZh1YbLUYuKm99FMcFOz/D5nxP0Ol4nTiz72uUPIwlv4Bb5lqW9B3zXcfy+YD+dSZ70wdlHYJAUK4wt2mKuU1TrFy8yL2dyrlvh3Iv/oji+HzFbxaAlkv109zSW5P56+51xR0bIPfmVUASExuidrfRZB33p/2ai0Y7cheVtz5MccE2RE7GBa7t+YZKNk40GrvCoLO4WV1J+FDwfMjnvna3vHuJxO/GcC/+iE7+ubdTAXirWu1izSvQXqfWZKVycN4g0qPViog3/EdpXTy/S3VZrM/LImR9OHp6kxTkx5gdxVuf15e3Pl6ksLmabRMAcv/I1srp4e0MAK1zJBAIBK8CKjsnVHZO1G7bj8e3Uon86j1uxQYr4uBzG2cCaLlUPy3FWp/cO9cVd2yAnCzp71FhwmK7HmNIO7oVj42XjXbkLipvfRTWV9JUtn52X/UgWyunx9nS36OK+e61TBkrEJQWNezfoYb9Ozh27c+961fZPnMAVyIOK47Ph3yl71z5Xar/KsV7W83tTMUdG+BepnQt6ThqpsF9WnmNJXb/Fj7Zd81oR+6i8tZHcVyw87Pr8xFciTisE2fOH9lKHsXldsp5TmxZQg37d+g98zuDjuUCgUDwulCtnhPV6jlh16EfD2+mEjx/MJkxasXxOeJZXXy7Mq6Lbz7E8NpNI48xXFZvZfgvxtfFF5W3PoxxwS6MqrbSPW3BHOXz2cgjr9b92JL3yYxR6+T08Ka0XmlmmbdeKRCYSr3GzajXuBntPQZyM/0qi8b14UzoIUXEu27BxwBaLtWPS7HO9E5WhuKODZB1LRmAwZNnG9zHfdgEggM2sjXyhtGO3EXlrY8XKWz+ZupQzoQe0snpwT3pHth92IQXFotA8DLz97IOQCAQCASmEbF2Fn4DapB96XcAzK2sUdU2XEwofwl88lhD4m9rSi2uy0e2KW+9ysnOJCV0FwC13ulocJ96HfoBkPjbGv58cEdpzzobjt+AGiTuzYvX1LzLigZdBgFw/fcQrXZ5W84ZwGXsQkDKN//CQGp4oFa/QCAo/4SvnsW6vlbcungGkIqIqtQxfA2Ti6+e5GhICFxdanElqX/m0bNr96PsTC4f3wlAnWadDO7ToJN0HUsIXK0InAGuJ4Szrq8VZwPzrt2m5l2SOLgOBiDl5F6l7UmOhivPcpTzyM+9tCQAqtZ1MDhv+/GLACnf/AV5yWGBWv2vK99/MQ13ezOS4qIBSYxbx87wm5xlcXTOQw27NqwyOO55ObRjC7dvSIUQt29kcDTw3wC0bN/F4D5dekt/03dtWMUfd/OKEOMjQnG3N2P3xu+UNlPzLits7aUCx6OB/9Y6H2FB0u9vkxatlbET5ywFpHzzC+ZDD+zS6jd1XoFAIBAIBILywAxff1RdxxFzQfpuZl3TEvu6NQyOl8XRmpxcvt/xfM4oheF3IIzMW3cBSaC9IzgCgM7OTQzuM8DVBYDvdxxWBM4AJ2KTUHUdxw8BeS+WMjXvkmRID8nZes/xaKVNk5Or5CjnAfDVlGGAlEN+EfzukCit/vwkXpW++za0qVXCkQsEAsHLQbL/Z4SPrcPDFOkZyluWdalYw/A6nCyOfpqr4XrQ2lKL6+aJXxSH57/uXuf26d0AVHHsYHCf6i59AbgetJb/aPLWH/9IOkn42DpkHs6L19S8S5K/7l4ndn4PKtk4YTfoU4OCbACVg7Q2cvPEL1oi+PtnjwNg0dxNaavRTlqTuhO9X2nLvXmVOzEHtOYydd7XmZNrZrHBy4rbl/LWqQt7xph/ff5sKa7PXyywPi+vXddpXvT6/NnA1eTme7Z642w4G7y01+dNzbusqGrTCIArx3dqnY/UU/sAsHr2EtUP9mfr/ZEpuC0QCAQvG+c3z+bgiFr8kSzdt1SsXhezmoavy7I4+uljDSkHfyq1uNKPbyP3jnS/lnvnOpknpfu16k0N1/rUbiu9HC7l4E88yXe/djfxJAdH1OJqvnhNzbuk6LP9pt6fgv0yleo0BCDz5G6t85EVLd2DVbV3LtZYgaCkObzqE5a4WXD9gnSPp6phjUXdBgbHy+Lov3I0RO78sdTiijvoj+a2dC+nuZ3JuSMBANi1NHxv26RrfwAid/6oCJwBrsWFscTNgqhdeffipuZdkji5vQdAUuhvSttfORrOH5Hu3+U8TEVzO5ONE7tQw/4duo6dKwTZAoHgtSZy7Sz8B9Yg+3JefXjlWsbVxV8oxbr4KwXq4q/KdfHNCqmL7yit3VwoUBd/81w4/gNrcCFfXbypeZckVo2l525XjmzTql+/ESvVulu/20Npk+vi007l1WFqbqRwTV67aZz3DE8gMJYNi6czxKkSlxOkZ8PVa9tQy9bw/Z0sjn78UMM+v+8Mjnteju72406WVP94JyuDE/ulOtN32hiuM23vMRCAfX7fKaJlgPNRJxjiVIn9fnnGRabmXVZ06jMUgNPqX5W2xw81hO2Tzoec867ER3p/ZApuCwSvGsIpWyAwkqOjpbf4lDenazlumR7+WTpt+njePLPjgklYOcbgPE8fa7gVvZ+kzdLbEOv3n07tjkMwq6V7UyGPvRMXTHZcMFbO7tRqPxDL5t2VN47qy/NVxaHbcC4d3srB2Z46fR2m5L3dsusn6zixYhJ7prTXO4/mRgqqOiUrFtr1gbazaIuhPtRu3tng+NrNO9NiqA8JO31J2Omr1Wfj4oG961Bl29i8y5q677ph4+LBiRWTOLFiklZfwfNh7zqUm+cjUM8frDNPwfwFAkH5ppHbMC4E+fHbTN1rWJeP865/bp+uJ+TbieyY1E7vPA+up1Clbsleu38Zq/1QuNVwH+q2MHztrtuiM62G+xC7w5fYHdrXbrs2HjTslnftMjbv0sChy0CSQ38l7AcfxYFcxlCOd5LPAlDBvIrBeRt2G8qNc6c5MG+QTl/B/F9Heg4axYHtG/nne646fdO/yntoOve7rSz55xjG9Wihd57M1CtY129YorGN6txYa3vE1M9o2V43TpmW7V0ZMfUztq/+mu2rv9bqa+fWmx4DRyjbxuZd1jRwbEY7t956c+o7YgINHJsp2z0GjuBsdDifjuqtM0/B/E2ZVyAQCAQCgaA8MKJXRzbtDcXtw690+r6flfdm+M3zJzFu8TpajZqrd57kjJs4lLAIuOnQWVrbn472omsrR4Pju7Zy5NPRXnzrv59v/fdr9Xl2aMlw97y1Q2PzLg3ec2vLrqNRTFu2VXEglymY43D39pyMv4TXjGUFp9HJSSbhchoAVSqZlXDkAqvxG4Dy52gtxy2jL351QjqjvlcXmlvKrQfsPH0F3wNxAPiO6YxnSzuqq3Sd6QOjU/g1Mhl1Qjrero54uzriZGNZ7Bw0uU/YG3MVn63hAPj0dWZoh4bY19Rd19DkPiHkXIZyfI8Wtgxu54BbMxtUFSsAxp0TwctLzY5DyDruT/y/vHT6GnrnXS+bTP6Ji2s/5Mwc/YXxuTevUlHPs7rnIXqmdlGerdd0qjoaLsyv6tgJW6/ppO9fRfp+7Zf4WbTsSc0O7ynbxuZdGtw/HwqgN04Z2Y37Lcu6yrkvOLZ2t9FYtOypbFdr3g2Llj254jdLcTaXaTL5Jy1HbFPmfZ1p5DaMpCA/9upZp+78Ud46dfdZ6zm2bCI7J7+49fl/j9Nen3ce5kOdQp6t1mneGedhPsQF+BIXoL3GbtvGg4bdtdfnjcm7rLGs74RtGw+9OTl6emNZ36mMIhMIBIKSxbrLUNKObuXU/D46fc0mLFf+7fzxWuJ+mEzoJ/qFHjlZKZjXLtm/R8emvau17TBwBpZOhu/XLJ064TBwBsmBK0kOXKnVV7OVO9adhyjbxuZd1qjsnKjZyl1vTnY9xqCycyrWWIGgpGnm/g9i929h68fuOn29ffK+Ewz4fCO//WsCa8foF0ndy0zBwrpkryU//qO51nbHUTOp52xYvFLPuQsdR83k1LblnNqmfT1o2L4X7/TMu7c1Nu/SoGm3QSSG7OaQ73TFgVymqBwL42rMMQC9+cs8r8u3QCAQlBfsuw/nsnorQXrqw9vnqw/v8sk6wlZM4repL64u/teJ2nXxzYf4UKuZ4bWbWs0603yID2d3+XJ2l/Y6h7WLBw3y1YUbm3dpYG5lrZzPgnE28hiDtYuHsl2nlRvWLh5ErPlEcSuX6fLJOi2nbYHAWLr2H0FwwEbmjeiu0zdp0Q/Kv6cv82PVLG+m9Wmpd56sa8nUrmfYhKk4fNhD+9n74MmzeadtV4Pj32nblcGTZ/Pr2m/4de03Wn2tXXvTpd8/lG1j8y5rOvZ+j5MHd7JuwceKW7lMUedDIHidEKJsgUCgg5Wz7uKVKTxMTyRhZeFFeonrPiY7LljZTt27itS9q2j7r6NUttVenE7e+RWZx/yV7ex84uwWM7QL9F4HrBq/S79Vx0k7vV8RMrcY6kP1hs7Y5PsSVL/zQP6T+4jTz74AtRjqg73rEJ4++ZN907tx8/zpEv3y6TziMyqYq4jZshAbFw+aek0sVJCdf7+qNo25mXiaS4elz7PDlBXYtvXk7Sp5rgLG5l3WVDBT0XnGaq7/HsLVsD1kxKhp3GsM9Tr00zkfb1eprjPWxsWDBl0GUfddNyo8e+mAQCAo/9Rs0pr3fgjl6ql9ipC51XAfajRqhV2bvGuYQxfp2i2LiFsN96FRt6E8ffInuz925cb50yVa9OUyag5vmVchYtMC7Np40Kz/pEIF2fn3q2bbhKxzp7kQ5AdIIut6bT2pWDXv2m1s3qVFr/nbSA4LJDn0V9Ki1TT19KZBp34Gc5RzyZ9DQSpWrU73T9aQ/nuIMq9dGw8cXAdj+64bFcxf72u3o3Mb1h6IIiwoUBHnjpj6GU1atKadW56417XvEB4/esSqeVOVMT0G/oMnf/7J5L5tORt1skRF2d4+86mkqsL6pXNo59abQWM/KlSQnX+/eo0cORsVzoHtGwFJZN2hZ1+qWua9qdrYvF8GfJb+xOkjB4g8dpDIkEO0c+tNu+596NpH+yUxVS2tmL1iMzEn1BzbF6CM7d5vGC5dPTCvrCrWvAKBQCAQCATlAZem9pzatIi9J84oQuZPR3vxrmN9PDvkPfB9z60tj3L/VETEn472Yrh7e3L/+g8dxy/gZMKlEhVlfz5+IFUqmTFvTQCeHVoyZUjPQgXZ+fdrUq8OpxIusWlvKCCJrPt0dMaqWt59nbF5lxYBS6exOySKXUejCDodz/j+rgxwddHJ0aqaig2ff0Bw5FllrGeHlgzp0Rb3ds1RmeuKYeW88+crEBRGYsZdRn2vLnKM68I9Wm0+W8NRx6ex5oNuitgZYNT3atQJ6cq2X2gSfqFJrJ/UnYFtirfWM2XDca05fQ/E4XsgjtCFg7TE3nc0uUz3C9Maq05IV8TZq7y76BWRC8oXle3fpdXio9yJOaCIc229plO5gbOWMNeqbX/+++cjRexr6zWdGh3e43//8yex83vw4FJEiYqy7QZ9yv+YqUgNWIxFy57Udf+gUEF2/v3M6jbmwaUIso5Lzwgbei/D0tlDy5Ha2LxLg4KC6aKwatuft6tbc+vULrKO+2PRsic12g3Cqq22q9obFVU0GruCu3Fqrc+puktfzG2aFnve15kajVsz6PtQUk/tU0S/zsOkdWrbfOvU9s/W58N/9FHGNHy2Pr9nmitZJbw+33rUHCqYVyFq8wJsn63PFybIzr9fNdsmZJ0/TdKzNe3OH/li186TivmerRqb98tAl2mrSIsMIi1aTXq0Gts2Hti18aBBJ/F7LBAIXh2qOrxL56UhZEUfUIS8DgNnUNXemZqt8uq06rQfwNPcR5zbOFMZY93pPf775E/C57hxNymiREXZjYfM5k0zFUm/LKJmK3fqe04sVJCdf7/K1o25lxRB2lFpXaTZhOXUat2LCvnu14zN+2Wg+URfbp45zO3YYG7FBlOzlTs1WrlTp12/5xorEJQkdZu2ZsL6MJLC9ilC3o6jZlKnSSsatu+ljGvabRBPHj9SRMQdR82kWc9hPP0rl40Tu5CecKpERdldx87l7UpVCFn7BQ3b98Jl8GSjxMpdx87Fql4T0hNOEbt/CyCJrBt29NRyjjY279JiyL+2c+H4HhJDdnMl4jCtvMbSpGv/YguyAR2Bt0AgELzOWDV6F6+VUn24LBBuPkSqD88vDq7XSVq7kYXBzYf40MB1CP998if7Z3TjVmLJ1sW3fFYXf8ZvIdbP6uILE2Tn36+qbWNunj/NZbV0r9x+ygps2hSoizcy79KiXqeBmNewJeXYDi6rt0qi8S6DqNdpoNa4CmYqOkxdSUZ0kNa5t+vgRbV64oVEguLRqEUblu2JIDL4N0XIPHjybByavUtr17x6y4693yP38UNFGDx48my6ev2Dv/7KZdag9iSeCS9RUfbwj7/AvHIV/JfNpbVrb/qMnmqUAHn4x19gY+/IhTMnCQ6Q6kwnLfoBl+59qWKRd19rbN4vA7NX7+TUod2cPLiTM6GHcB82gfYeA4UgWyDIx9/+7//+7//KOgiBwBhGjhzJsdQ/eefDsnGaK+9O2cbE/TA9kajPe9Dh21N6HauN4UHy78Qs7qts6zvurcjfOLfmQxzHLaeu60gA7l04SezXQ7DuPpom3nlviJFjqt9/OnVdR/G2ZV3+vHuda/u/J/OYv06sxfmcjo6uzS+//MKIESOKHlwMtm/fzsiRI/H+7XapzF/W+A2oAfDK5vcqEeb7Ie2s3+KXX34p61AEgpeekSNHEn3jL9xmri3rUEqFdX2lL/mTDmSXcSSColjX16pU71P+9re/8dnKLXTvN6xU5i9r3O0lF7zglMdlHImgpPh6xlhqVfofcT8jEAgEAsFrzMiRI/nP7ats+mJiWYfywlB1HQeA5sTmMo5EUBx2HY1k/JfrKa3HcfL6c1m5Gpd3p2x9cZ+5ehvPr/Yq2/rGaHKfYP/RVjxa2PL1qI5YW1RCk/uEbWEXWbAzSktsHRidwsR1x1g0tC2jujRRxNpye9yyf2BtUcmk+OV9fcd05v0uTQAIT7rBoOUH8XZ1ZNn7eSKKn8Mu4rM1XEcArm+Oos5NYUxef5y37NuI72tGMnLkSI5ezaXxpLJ57lnahI+tA+Q5RQvKP7cjA7m0bmqp/T0zhpEjRxJ9/S+6lfN1+w1e0vr8B/vF+vzLwgav0l2HFwgE5ZORI0cSmvYnzlPXlHUopcLBEdJL5Ppsv1nGkQiK4uCIWuLvVDnmb3/7G/3nrsfJ7b2yDqVUWOJmAQhH55edxJDd7F0ysUy/zwkEglcL+bnE6MBXs27cf6BUF/+q5vcyE77yQ9qLOvdyhXw92JX4qKxDeS6GOEnP6cp7Hq8S3306Dtsqb4jrgeCl5u9lHYBAIHg5eKK5Q9TnPXAct7zYguy0oLXELO5Lsyk/FTruZkQgADXbeCltFk2lAqH8jtgAmqvxANTuOIS3LesC8LZlXep2Hw3Aw2tnixWrQCAQCAQCgUAgEAgEAoFAIBAIBAJBftaoz+L51V7WT+pe6LjLWX8AMLidgyKoVlWswKhn4uZfI5OVsfK/8wuyAdya2QBw/HymyXHKc/Z3yXue09lREsH6hSZpjfXZGg6g48gtb8v9AoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIiuaNsg5AICgtjo6ureO6LHPRbzaZx/xxXXuJN8xUPExP5F5iOFf+vQgAK2d3arUfSM12AwqdH3QdmQ2137twktvR+8k85o+Vszs2Hh8oQuSi8iiKknDvzjiyCStnd8W5ujhc+fciWszYipWzO+fWfGhwXIsZW3XasuOCAXQE3X/elYqRKqiqa7W/VbUmAI+uX6JmsSMWCAQCgUAgEAgEAoFAIBAIBAKB4PXBavwGHSdlmVk/n8QvNImUH8egqliBxIy7nLhwnQU7owDwaGHL4HYOOuLegvODrsuyofbwpBvsO3MVv9AkPFrYMqlnM0VcXFQeRVEc9+4FO6PYNs0Djxa2TFx3zOC46CuSm5yLg/YTClXFCjrHVSekK30FxwKcTbtjcpzbpnnotMnHKSgo92hhq/Tpw6OFrcnHFwgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoHgdUU4ZQteWRr+YwGZx/x5otEuZnmiuUPmMX8a/mMBb5ipyI4LJurzHoogGySB8Lk1H3Ir8rcSiSXl12+I/XqI4gKdHRdM7NdDSPlVVzBeFty7cJLUvauw8TC9QCk/PfyzsHJ2N2mftKC1HB1dm4SVY2g25ScdIXzq3lUAvGGm0mqXRdpyv0AgEAgEAoFAIBAIBAKBQCAQCASCwlk0tC1+oUnc0eRqtd/R5OIXmsSioW1RVayAOiEd14V7FEE2SKLfieuOERidUiKxLA08w6DlBxVnZ3VCOoOWH2Rp4JkSmb84ZG/6wCiR8ulL0styrS0qERidwqjv1ViN38Aa9VmdcyvPp8l9otUubxd0tjaVNeqzWI3fwKjv1ayf1F1HNP9+V0cAnc9N3pb7BQKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQFI1wyha8slg4dQbg/oWTWkLf+xdOAiji4YSVYwBwmX+AKg7vAvDn3eucnNGac2s+LNQt2xhkwXP9/tOx8/yQN8xUPH2sIS3oJ1L3rqKGS18q2zoZ3L8kXLCLIkO9AStnd6Ocu0uaynbv0PAfC/jjYoTirv2851zwYvH+7XZZhyAQCAQCE5l0ILusQxAIXgjBKY/LOgSBQCAQCAQCgeC50ZzYXNYhCF4hujatC0D4xRta4t3wizcA8GhpB8Co79UABM3rT+sGNQDIvPcI51n/ZuK6Y4W6ZRtDeNINfA/E4dPXmam9mqOqWAFN7hNWHz6L74E4+rWuj5ONpcH9i+OCXZLIztNLA8/geyBOaV+wM4rTl7JY80E3xQl7cDsH1AnphJzLUM6bnGtJ0My2OouGtuX0pSzF3Tv/5+PRwpY9M/uw7sg5Lfdvud0YZ3KBwFQ6b7lR1iEIBC8tH+wX6/MCgUAgKHv6bL9Z1iEIBIJXgLkh98o6BIFAIBAISpzRgaIuXiB43diV+KisQxAIBOUQIcoWvLJUtnXCytmdmxGBWiLfmxGBWHcfjVmtBkCe6PmJ5g4P0xP58+51NFfj9M5ZHO4nnQJQBNkguT7beX5I6t5V3EsML1SUXdo8SP6d7LhgWszYWibHt2jaCYumnbDznMz10F84t+ZD3lRVLxOB+KuK3wCpYK68iafluGXk+J881nD99xCuhu0hI0aNjYsHNi7u2Lb15O0q1XXm0dxIISV0Fwk7fQHoMGWFwbGmkhGjJuSr9w2e2yePNVw7uZfTaz4BoMVQH+xdh6Cqo1uwaExehs6JQCB49VjX1woof+JpOW6ZSQeyddr0kT/PJzka0n8PITn0V9Ki1di18cCurQf12npSsWrxrt1PcjSknNxL2A8+ALQa7kOjbkOpUlfP9fjZ2LQotXJ8B9fB2L7rRgVzlc74B9dTuHx8J7E7pL8zXT721YpV3zkRSLjbmwHlTzgtxy1jKP6rSeeY3Let3v6chxpiTqg5ti+AyJBDtHPrTbvufejQsy9VLa2KHNu93zBcunpgXln3d9JYMlOvcDTw32xf/TUA079arff4BfPNT8HcjMnL2PMnEAgEAoFA8LKi6joOKH9CaTluGTl+TU4uwZFn2XU0iqDT8Xh2aIlnxxb06eiMVTVVoXPomy8/yRk32REcwbf++wH4ftYYvfMWh6DT8Qyb873Bz0GT0H0bQQAAIABJREFUk8ue49FMWyate3862ovh7u1xsKlVrHkNnb/yiJONJR4tbPk1MllLuPtrZDLero7Y16wC5Ime72hyScy4S+a9HGKvltx65MlnInBZkA2gqliBqb2a43sgjhMXrhcqyn6ZSFo5iuqqioDkPj1x3TEtAbZbMxs8Wtgycd0xLVG0T1/nEjl+Z8c6dHaswxSP5vwcdpGJ645RvXJFLbH1ufQ7ipBcRp2QjkdLOyHKfk0JHyt97uVNPC3HLSPHX7Bd3xiZp7ka7p89zu3IPdyLP4JFy57UaDeIas278UbF4v2N0jenZUt3LJ09eFOlu6aZe/Mqt0/vJn3/KgAaei/TO/ZproY70fu54jcLAFuv6dTo8B4Vnz3nNjUvQ+dPYBwbvKT1rfImqpbjltEXf3q0GvWXowrNLSUskOQTv5IercbR0xtHT28s6xe/zuFJjoaM30OUOW3beODQdTA2etbiC+agLx9j8hQIBILyxMER0vfX8iaeluOWkeN/+ljDjch9nNs4EwCHgTOw7vQe5rV1n9eaMtZYTJ0zJyuFzJO7SQ5cCUCzCcup1boXFfLdrxXMVR99tt80eE4EgtJmiZsFUP6E03LcMnND7um06UPO05SxpvBXjoaU6KMkhuzmSsRhGrbvJf109MS8qpXO2KTQ3zjkOx2AjqNm0qznMCysda85hcVrKKfy9pkKBAJBSeM/UKqlLm/iaTluGX3xZ8aoObbkfaNyM2WsKXEVFuOTxxpuxEq17pkxaqxdPGjQZRB1WrlR4ZlOxpg8BYKSYohTJaD8iarluGUMxX/t0jlmDWpvsP/Uod2cPLiTM6GHcB82gZ7DxlOvcbNix/X4oYa48GBlztauvenUZyjOnd0xK1CrWjAHffkYm6dAUF4RomxBueHvf/87//uXaRdhG48PiP16CI9vXsWsVgMe37xKdlwwrT7bpTUu5ddvSN27qiTDVZDnDZ3cWG//lX8vws5zssH9j46uXeQxnsdNO+vkTgCqNW5X7DlKipptvEjaPJMM9YYXJsr+3//8BUClSoZvCgQvD08eawhfOZWMGLXSlhGjfvYTTMePVmqJre9dS2Tf9G5ac5xe8wkZMcF0nrFa+QJYHO5dSyTkq/cLHVMw1oSdviTs9KXfquNY1MsrUjA1L4FAIHiVsGvjofz7SY6GYyumkBaddz1Mi5bE0WlRarpOW1UsYXbBOWN3+BK7w5f3fgjVKRqL8vuSC0F+Ose3a+NBr/nbtMbeTU1k98euWm1hP/iQFqWm+ydr9Iq4Ba8Hf9zNZnLftnr7ch5q+OaTcUSGHFLaIkMOST/HDuKz9CdFwPzH3Wx853yod2w7t95aY01BFoznZ9W8qUQeO8jsFZsVsfftGxlGz2lKXgKBQCAQCASClwNNTi4f/GsDQafjlbag0/HSz6kEfvzUWxFQZ966a9Lc55Iz6Dh+gVbbtGVbCTqVwIbPP0BlXrHYcZ9LzmDYnO8LHVMwr2/99/Ot/35ObVpEMwebYs/7MiKvbf/1n//y1pv/Y9Q+k3o2Y9Dyg6TceoB9zSqk3HqAOiGdPTP7aI0r6AJdksjz2n+k/4WxC3ZGMcWjucH9rcZvKPIYL8JNO7+oHCQBNqAleldVrMAq7y4ExafhszUcjxa2DG7nwMA29iV+fvu7NMBnazjrjpxTxNaB0Sks2BnF+kndtYT4soC80ttvPrfzOcCjv55i9j/G/Q4KBCXJX3evGz32P5o7XN7yCffijyht9+KPKCLmRmNX6BVRF8bTXA2X1n+sd8678cE6c+ZkXCB2fg+tOa74zeJufDCNJ/6gJQwvOG/6/lWk719Fq8VHMbdpWqp5CV4f7qYmov5yVKFj1F+OIj3fGntSkB9JQX50n7Ue+y4DTT5m7oM7hH0/XWvO9Gi1Is7uMm0VFZ89G32UnWny/AKBQCB4+Yhf8xG3YoOV7eTAlSQHrqTz0hBUdk7FHlsax9ekJRI+x02r7dzGmdyODabllB8VU5aiqNnKvVixCgQC02nYvlepjJX5K0fDvqWTuRJxWGm7EnFYEmdHHKb3zO+0hNkFx57atpxT25YzYX0YNezfUdo1t8W9rkAgEAjyuH8tkWNLCq9LL87YwsgxYd3lzwd3OL16Bpn5at0zY9SKOLvDVFHrLhCUJA/uZTNrUHuD/d9MHcqZ0LxazeCAjQQHbGT6Mj869n6vWMdb+8VUrTnPhB5SxNmTv1xNFQvpnvdOlvF1pQLBq4wQZQvKDdWrV+e/jy6atI+qnlSwc/9iBGa1GvDw2lmtdoDrob+QuncV1t1HU6ONF29WqsZbVWsS9lHx3xBSXniiuUPmMX/q959u9IJxaSLHkB2Xtwhev/90Uveu4uljjVaMTx9rlP7n4T+P7gNgZSUEIi8r+d2gr/8eQkaMmg5TVlCvU38qmKl48lhD4m9rSNjpS0roTpz6TwEkofO+6d2wcfGg3cSlmFtZ8+SxhitHthGzZSHXfw+hfmfTiwQAsi/9zsHZnoWOSQ0PVGJt5C598c06G456/mAuHfaj/eRlJucln4uCjtkCgUDwspHfDdqQM7QsaG4/fpHSlv57CGnRarp87It9p/5UMFfxJEdDQuBqYnf4cuX4TpoPnGJSLMlhgcqcjh7S9fh6QjgH5g3iwiE/Ok/Nux7fTU3kQpAfrYb74OjxPpWsrHmUnUnczu+4EOTHg+spirv2kxwNuz92xa6NB50+/JpKVtY8ydFwMXgbEZsWkP57CA5dBir5G+MYLihfFObw7L/qS4N9MSfURIYcYvpXq+naZzDmlVXkPNSwa8Mqtq/+mqOB23lvwj8BOH3kAJEhh5j73VZc+w5R5gg9sIsl/xzD6SMH6D18rElx5zzUMLlvW9q59eajhSupUceGnIcaggK2sH7pHGJOqLWOBTBxzlIlpufNSz5vhTlwCwQCgUAgEAhKj/wOz8GRZwk6Hc/3s8YwqFsbVOYV0eTk8v2Ow3zrv58dwRF8PMxDa/+vpgzTadM5Rk4uHccvwLNDS1ZMH4l1TUs0OblsPRDGvDUBBEee5T03/S8xKoqYCym4ffhVoWN2h0QpeXn37QrAidgkvGYsY/O+46z0GW3yvPJ5K8wtvKywtJTcpO/n/EWtqsbdZ7eoJxXFnL6UhX3NKpxNu6PVDvBz2EV8D8Th7epIv9YNsKj0FjWrmOE4Y5veOV83fPo643sgTkuQDSjbBV2pq6sq8n6XJrzfpYnSlnlPehHxoqHF+/+gD33Hl925CwqvB7axZ+K6Yzqu6cXlbs4THC3Lh7u5oPyjz+G5/rD5WPcy/CJsgLtxau7FH6HJ5J+wattfac+O2svFtR9yN05Nra4jTYrl/tnj3Is/QkPvZVRv48UbFVU8zdVwPWgt6ftXcev0biWup7kaYuf3wKJlTxxGLeEty7o8zdVw88R2UgMWc//scSWu7Ki9yrxyTH8kneTct0PJOu6Pw+ivTc7LGGdxwauLPufo25fOsHdm4c88U8ICSY9W03bcIpq4j1JeRpoSFsixZROp6ehCJStrk2JJiwwiPVqtI+qW50yLDKKJh3Zhcdtxiwp9PmDIMVsgEAgEZUN+N+gbEb9xKzaYZhOWY9tdehHI3cSTRH71Hukh/rwz7ptijTUWU+Z8+lhD+Bw3arZyx8l7KRWr1+XpYw3px38h6ZdF3E44Rp32A3RyzI8s6nYcuUBrnDHO2gKBII/8btCGnKFvp5xn48QuuE3+slhjjSUl+ihXIg7T22cVjq4DeMtcxV85GiJ3/sipbcs5f2QnbYdMBeDC8T3K2JZ9pHXIa3FhbJ85gNj9W+g1fYXO/G6Tv1T214cpLuACgUAgePnR5xydffl3goqoSy/OWGNp7b2Qpv0Lr8vMiA4iM0ZNl0/WUa9T3nrOtZOBhK2YREZ0EA175jl3F+bALRAIJApzjt75o+Fn16cO7eZM6CFGz1qC22BvxcX61KHdrJrlTWPntlSvrf9F5YaIOXaAM6GHdETd8pwxxw7Q4z3tWtXRs5bg5T3N4JyGHLMFgleFv5d1AAKBsTg6OvLo+mWT9nnDTIXjuOUkbZ7JE80dzq35EMdxy7XEvUmbZwLQxPsbLJp2orKtE39/o4KhKQvlieaOTpt1d2lhxXXtJXr4Z+n9KQxD+xi7f2Hk3k4DQNXAudhzFIeElWM4Orq2IqyWkc+ffM4AKtVtrNUnk3tHervK25amPeAtSM71SwA0bdq0iJGCl4GrYXsAaOT+vuJyXcFMhdMA6YtgzJaFytgHGVcAaNBlEObPCgEqmKlo2HOU1lymkrh3DQdne9L1k3VGxVqvU17xS+3mnQG4dHir3rHG5CUQCASvArl/3GH3x650+dhXETkDJIf+CoCjx/tKYVcFcxUtBkoPnyI2LdCdrAjkOe3zXY/rtpCux/kdsQFuX44FoFG3oUoRWSUra5r29gYgO+WsMvZ+hnRf6uA6WBlbwVxFE/dRWscVvH7s3vgdd27pFgbLHNsXAEDv4WMVR2rzyiqGfCC9bGj90jnK2FXzpN/9giJpeVvuN4X0ZOlFV937DaNGHRvl+J7DxmrFB3AjLQUAB6cWRc5rSl4CgUAgEAgEgpeDXUejAPDu21VxrlaZV2TacMktZt6avHvDlOtSAUXzhrZFznspTbofHtKjLdY1LZV5x/TtonVcU/khQI3bh1+xef6kQsfJ8w/q1kZp69rKEYBNe0OLPe/Liry2ffHGfaP3UVWsgO+YzvhsDeeOJpeJ647hO6azlsDYZ2s4AMve70Rnxzo42VhSwUgn7oLc0eTqtHm7Sp9Jyo9jyN70gd6fwjC0j7H7Py9N6lYD8oTVMprcJ0BefgCjvldjNX6D0ieTekt6RlK7mrnJxzc0p3yu8x+/KAoKyIvL5Rv3cHQ0/rgCQUmRezsVgEp27xQxUnKkBrSEy/m35X5TuB0pPeOp1XWk4nL9RkUVdT0lIXZqwOK8WG9Iz65qtBvEW5Z1lbG1uo7Qmiv/v6u38VLaqjp2AiDruH+p5yV49TkbuIa9Mz3pPmt9oeOST0hr3fkF2QA270oOopmxx00+dviPPgA6LtvyttwPoMmS/o9Xt3/1X6ovEAgEryo3Tkn3NXXa9VPaLJ2k+5q0o1uLPbY0jv/o2f1anY6DqFj92f2amQrbbiO15jLEE80dwue40WzCcsxrP//LrwQCgWFy/shm48Qu9PZZhYV14f/fTBmrj8SQ3QC07DOat57dE79lrqLd0I8ACFn7hc5YR9cBSls9Z2ldNHb/Fq15712/CkBNB3GvKxAIBK8zF/auIWi2J12KqEs3dawxPLwprbtYNCj6b1HEmk8AtATZ+bflfoFA8Pzs9/uee4XUoJ48uBNAS5AN4NzZHYD4U0dNPua6BR8D6Lhsy9tyP8DNdOk+tr5j0XWlAsGrjHDKFpQbunTpwl85Gh5lJFHJxviijmpN2gMozteWzVz1jnt88ypmtRrw9LGGtKCfipzXytmd7LhgHiT/ThWHd3n6WEPGkU0642q08SLzmD9pQT9h03M8FVSS08S9CyeJ/XoIDf+xADvPwt/aXlo8ypQEGea1HV7ocWu1H0h2XDC3ovdT11VatH76WEPWKWlBqka+4gKzOg0ByDq1i7quo3jbsi5/3r3O7ZgDAKgatHyuWO5fiqJJ03eoUqXKc81TkvgNqEHjXmO0nJRlItbO4tLhrYzYnkwFMxX3riWSlXBCEe3auHjQoMugQh2gZZfl/A7UhbVnnQ3n2ul9XDq8FRsXD5p6TVTExUXlURQFj1UUbvN+1tteQY/T++2LUvFljSYuOmNNPW5+YrYsxG3ez9i4eHBiheFCTX2xZsSoAXQE3abkJRAIXk7W9bWiqae3luuyTPjqWVwI8mNsQAoVzFXcTU3kevwJRWBs18YDB9fBOHQxfO2WXZYLuk4bar+eEM7Vk/u4EOSHXRsPmvWfpAiRi8qjKAw5X5vC+QMbsGvjoThXy/Sar99tK3+hl6nomzMtWroeu32qXWz2KDsTgIpVtc+DWbWaANxPv6i03UqKBqCWY4G/M+aqEjlHLyPu9mb0HTGBaV9+r9P3/RfTOLB9I4HxNzGvrOJq0jliTx1ThLjt3HrTvd8wHXFxwflB14HaUHt8RChhh/ZwYPtG2rn1ZtDYj2jZ3tWoPIqiMBfswoiPCGX90jmsPRBFZMghvWMWr9+tt928su7veTu33gbnkftNJfH3CACatmqnc/zi5g2m5SUQCAQCgUDwIlF1Hcf4/q563ZFn+PqzaW8omYdWozKvyLnkDEJ/v6CIkT07tGRIj7aFujrLzsn5HagLaz8Rm8RvoTFs2huKZ4eWTBnSUxEMF5VHURQ8VlEELNX/1mpZoF1cIs8lA9DuHe11Z5V5RZNjzM+8NQEELJ2GZ4eWjFtsuNhEX15Bp+MB9AqvjZ33ZaVatWq809SRyMs3cW1a1+j9OjSuDaA4X3d7R/8LUFNuPcC+ZhU0uU9Yffis3jH58WhhizohnTNXb9O6QQ00uU/YEJKoM65f6wb4hSax+vBZPnBzorpK+r0LT7rBoOUHWTS0LVM8mhudz4vGxUFaK/j5xEWm9mquCNpDzkkvlO3RPO8FBoPbOaBOSGdvzFXFKTvl1gP2nbmqNZcp6JtTk/uEnRGSgKBf6wbK2EVD27JgZxThSTdoUa+6EmtgdIrS/7wkZd5Dk/MnXbp0ee65BPoJH1uH2t1Ga7kjyyT7f0bWcX/ar7nIGxVV5GRc4H5imCIGtmjZkxrtBukIdgvOD7oO1Iba/0g6yZ2YA2Qd98eiZU/qun+gCIaLyqMo9LlglxQWLXtyL/5Iof2m4vRP/eIgWaCdnwdXYgBQObTWGVswb33zyrE3maz9LLs08noV2OBlhaOnN52m6K7bn1wzi6QgP8bs0F63j9osrdvbtvHAoetgHdFwwflB14HaUPuNs9K6fVKQH7bP1u3rGPHM1RjnZ30u2EURtXkBHl9sw7aNB8eWTTQ4Lv3ZenrBdXp5+05K0fcHBbFt46HMa6hfIBAIyhsHR9TCrscYvU7O5zfPJu3oVjw2XuYNMxWatETunA8j6ZdFANRs5U6djoMUB2ZD84OuO7Oh9ruJJ8mK2k/a0a3UbOVOfc+JihC5qDyKwpBDtCFaz/TXabsVGwyA88driz22NI5/75L0DLhaQ+1nwG+YqYzKO1W9iZqt3BVHboHAFJa4WdDKa6xeJ+XDqz4hdv8WPtl3jbfMVdxOOU9q7AlFDNywfS+c3N6jabdBhc4Puk7ShtqvxYVx8cReYvdvoWH7XrgMnqyIi4vKoygMuVmbwpnADTRs30txoy6psfoY8q/tetvf0lPLom/slYjDAAz4fGOxji8QCATlHf+BNWjkMYZ2euriI9fO4rJ6K8N/keri7z+riz/jtxAA62d18QWFwAXnB10HakPtN8+Fc+3UPi6rt2L9rC6+VrOi12iMcX7W54JdFGf8FtJ97s9Yu3gQVkhduqljSxprFw8yYwyv51i7iPUcQdEMcaqE+7AJfDB/lU7fhsXTCQ7YyNbIG5hVVnHt0jnORRzHf9lcAFq79qZTn6E6ouGC84OuA7Wh9vNRJ4hQBxIcsJHWrr3pM3oq77TtalQeRVGYC3ZhnI86gf+yuSzbE8GZUP21o3K7WYHaTHk79UKCycdt7drb4PHkfoFAoI0QZQvKDU2aNKGBQyOyYw+bJMo2q9UA6+6jyTzmj3X30bxtqV2U1GzKT5xb8yGnP+2od39ZrF0QWVgcs7iv0tbwH7rujRZNO1G//3RS964ida/2zYOVszu1Oxq+KShtHl6THpC+UYjw8+hoqTDreRy5C1Kz3QBuRgSStHmm4lQuU7//dCya5j0EqGzrhJWzu97zZ919NJVtnZ4rlj/iD/PR6LL7DPThMnYhMVsW4vyP2bxdpbrS/ueDO1w6vBWXsQupYKYiI0ZNyFfaYraMGLUi/C1MmG0scdu/JmGnr878LYb64Dzis+eev6TQ3JCKx/KLnW+elwRH5lbWpIYHcjVsDxkxalzGLsTedajWuTWF4gi6E/euUYTzXT9ZZ/Rnoy8vgUDwctJ+/CIiNi2g9cjZVKyad33J/eMOF4L8aD9+ERXMVaRFqzm8WPsBbFq0WhEJFybMNpaYbUuJ3ZF37ZbnbzXcB5dRZe9Uez0hnNgdvvT9qvC3iOfnwXXpelhQRG0qZwPXKGJ4t0/X65xv+bwVLC6TP9PYHb7KObxx7jQgOWknhwWSHPoradFq2o9fRMNuQ7V+D14VJs5Zyvqlcxg9/QuqWuYVAv5xN5sD2zcycc5SzCuriAw5xPyJ2vdXkSGHFHFxYcJsY/HzXcz21XlFyPL8I6Z+hrfP/Oeevzhkpl7h01G9mfvdVho4mv4m68xUqXB+7nd5Bbe9h40jMuQQoQd2aZ230AO7lH5TORstud3VqGND6IFdHNsXQGTIISbOWUqPgSO0PtvkRGlxTlXVkkM7tijO3NO/Wk3XPoONElzry0sgEAgEAoHgRfLVlGHMWxPA3LEDsKqWd/+SfV/Dpr2hfDVlGCrzigSdjmfYHO0XEAWdjlfEvIUJs43lX5sC+dZ/v878n4724vPxz/99sKRIzpCKjPMLmM9ekZx0LVSV8DtwgmnLpPu772eNYVC3NlpC7pPxlwCwrmnJ7pAodh2NIuh0PF9NGcZw9/Zan4MpFEfQ/UOAWhHZb54/Se/n+DxC8ZeFAYMGs8d/PZ8NeNfofexrVsHb1RG/0CS8XR2xttAuHlg/qTsT1x2j3dydeveXxdoFkcXCnl/tVdr0iX47O9bBp68zvgfi8D0Qp9Xn0cKWoe0bGp1LWWBtUUk5RwXj93Z1xKNFnijbrZkNHi1s8dkarjiQy6yf1F3r3FuN3wBQpNP3wDb2/BqZrHdOn77OdHbME74Obd+Q05eyGLT8oM48JXWuD8Zeo3FDB5o0afLccwn0U3/YfFIDFmM3YCZvqvLWnf6juUPWcX/qD5vPGxVV3Is/QuJ3Y7T2vRd/RBHsFibMNpa0Pd+Svj/vmZ08v63XdOwGffrc85vKo7TzALxZyYKbJ35RXKEbei+jehsvLXF07a6juBd/hOyovVrnIjtqr9JfUuTelF68kF9A/eCS9OzqLcu6ZEft5XbkHu7FH6H+sPnU7PCe1mebn8zDaxWRfZPJP+l8ji8yr/JE23GLiNq8gHdHzqZivueCuQ/ukBTkR9tx0rp9erQa9Zfa5yg9Wq2IhgsTZhvLmW1LiQvIW7eX53ce5kPrMlq3N1bILQuon+RotNbOn+RoAEgK8tMrfC8MR4/3SY9WkxIWqHV+U8IClX6ZOynnAHirsgUX1T8rLtqdP/KlQaf+z/VSV4FAIChJHEcuIOmXRTR6b5Zi2AGSc3La0a04jlzAG2YqbsUGc2a5tijwVmywIhIuTJhtLJd2fUNy4Eqd+R0GzqDxkNnPPf/zcPXgT4oY3fnjtYXma8rYkjr+vSTpfq1i9brciPiNG6f2cCs2GMeRC7DuPETrsy3I3cSTJAeupN08/S8yFgiKwm3yl4Ss/YLO3p9hnu9F8jl/ZBO7fwtuk7/kLXMVVyIOs+vzEVr7Xok4rAh/CxNmG8uJLUs4tW25zvwdR82k69i5zz3/83ItLoxT25YzYvlvJTrWVO5lSrUshsTWUbtWK8L5AZ9v1PlsbiVL97pmKgviD/pzyHc6AL19VuHoOkCv6FsgEAjKI629F3LGbyEt9dTFX1ZvpbW3VBefGaPm2BLtuvjMGLUiBC5MmG0s8du/5uyuvDUaef7mQ3xoWUZ18aYIuYsj+i6Me1fz1l2uHPlZcbtuP2UFdh37a5mLNeo5iswYNddOBmp9FtdOBir9AkFRjJ61BP9lcxn60TyqWOTd8z64l01wwEZGz1qCWWUVZ0IP8c3UoVr7ngk9pIiGCxNmG8uOH77k17V5L1aT5x88eTbDP/7iuecvDlnXklk0rg/Tl/lRr7HhGlRZQP34oUZLmP34obRmGxywUa/wvTDchnhzJvQQpw7t1jq/pw7tVvplUpOkutJKVS04unuL4qI9adEPdPAYrCMWFwheVYQoW1CumPrhJBZ+s5J6XtP429//x+j9ZLfq2p2G6vTVbDeAp3/mKOLg+v2nU7vjEP77JJeoz3tw/2KEXlF2zXbSouzNiECy44JxHLecuq4jufLvRTpj7QfPplLdxty/GEHmMentm47jlmPVyqPQxdrSRo6lLGJoMWMrtyJ/U86fdffR1GjjpSXIlnEcv4LqsWruxAWTHReMlbM71Z3dqZnPUbs4PEg+w4PMy4wfP/655ilpareQ3q6TdTZcS7ybdVYqrLJ59iYpWZDd55sgrBpLxXY52Zns+qAVJ1ZMem5RdtbZcBJ2+tJiqA9OA6ZQwUzFk8caEn9bQ8JOX+w6eGFRz7Ao/nncqE0lJXQXNi4e1H3XTWmTxekFheUxWxZy83wEnWesfmFO1Bb1m+EyVjqu7K5tzOejLy+BQPByUreldO2+fjZcS+h7/dm12+6Zq4MsyB6wPIiaTSQ3lEfZmfwy1pmQbyc+tyhbFjy3Gu5Di4FTqWCu4kmOhoTA1cTu8KVBx35Y1jd87X4RDs/n9q7Dro2HUc7dMpeP78SujQe2z3k9tGzQjPbjF3Hj3GlCvpWcP4p7zmUhfUERfMSmBdw4d5run6x55YrBWnXsDkhu0PkFwvERoUCea7MsyP5udyiOzm0AuH0jg1GdG7Pkn2OeW5QdHxHK9tVfM2LqZwz5YDrmlVXkPNSwa8Mqtq/+mi6eAwsVRT+PG7Qhch5qWL90DiOmflbs/I4G/pt2br1x6Zr31tB2br35dtsh9mz5kSX/HKPTbowzeEFkcXxBYfv6pXM4Gx3O7BWbdcTWk/tqCyhWzZtK5LGDescak5dAIBAIBALBi8T13aaA5FCdX5B7IjYJAM8OLQAUQXbIT/NwaWoPQOatuzQdOos7sN5qAAAgAElEQVRxi9c9tyj7RGwS3/rv59PRXkwb3ktyjc7J5fsdh/nWfz/9u7ammYONwf1fpHB4R3AEnh1a4t5O16W443jtF5NOW7aVoFMJbPj8A0WYLQvZC4rQ560J4GT8Ja2xpU3zhrZ8NWUYJ+MvKS7YJSGwf9mYMGECS5csISblFi72xrsuy27Vwzo20ukb2MaeR3/+RxH8+vR1ZmiHhvz55CmuC/dw+lKWXlH2wDbS/59fI5NRJ6TjO6Yz73dpwoKdUTpj5wxsTZO61Th9KQu/UOn/pO+Yzni2tFOcs19mBraxx6Z6ZQJOXcYvNAmPFrYMbuegnAMZVcUKrPLuQlB8mtb57Ne6Pk42lsU+/rZpHgRGpyjn2tvVkX6tG2gJsgGqqyqy5oNuhJzLUMbKsbo1s1Gcs4vLf//3//jldAo+c8rmJWmvC9WcupAK/JF0Skt0+0fSKQAsW7oDKILslp/vp7K99Ozor7vXiZ7pwsW1Hz63KPuPpJOk71+Frdd06npO5o2KKp7margetJb0/auo7tIXc5umBvcvTRfs2Pk9tLav+M3ibnwwjSf+oAizLVr2pNmnO7kevIGLaz9Uxsrtxrh9G8vt07uxaNmTas27KW2yOL6gsD01YDEPLkVoxZqfSnbvUH/YfB5cilDizv9Zvsi8yhPyuv2NhHAt4e+NBO11e1mQ3X95EDUa563b/3ucM8eWTXxuUfaNs+HEBfjiPMyH5vnW7c8GriYuwJf6RazbF8cFuyRx+H/27jwupv2NA/gne6WJkJ1UQilEm6SIkuz7XugSruW6louf/drJ7spylWvft5ClUrZW7baKtEpSSYrU749xRtNMNVMznaae9+t1X687M99zznPO5JzvfM/3OY/5SLzzc0dc4H3esWDiL6s2htaw3XAJYVed+ap0M+8LqyB+aZ4F32uffQsR6+eOPgur3lg8IUQ2Ne7MrR6bGvGQL9E3NeIhAG41bAC8hGzTdW5ooMntr31NTYDHvO54ttex3InHTGKw5vA/oGE7C7UUOMjLzkS02z+IurwTzQ0HgdO2+OuOuFWwxaWspotOE1cj7fkTPNvrCKD4RHRx2kpq+0xyfNHE9ucn1yLt+RN0nb2v2OInb24dQlN9K5EqkhMiTDt9bv819pkPX/Ju7DNu/7W9yQAA4CVk2+29g5ba3P5rZko89o3Xw5W/HcqdlM0kMZtOWgTjMb+jriIHuV8y8fTcPjw6sR2deg+BqkbnYpeXRBXs0vhfPIj2JgNEqtwtTltxhd09i/YmA6Bh2E/o5001dWHpuB7vQh7hyt8OAIQnzR+ZwR/bTacFeP3kNoYsO0iJ2YSQKoGZF58c5sOXzJscxr3GMRWWmYRsmy230ETr17z4izP04b1jZrmTspPDfBB63gl6oxdCu9C8+MgrBxB6njsvvmEJ8+IlnRBdmVz/ow/f6ycH/kSc/x30WvBrrn0rA2tYrbuIyOuH+Kp0M++LUm2cEF0T7t9a+NMHfIm/4U8fAPhVjZlJyN5wygNaXbhzUFOT4jCrXyfsWmxf7qTscN8HuHhwC0Y6LsUQ+/lQUOIg+3MmrrnsxsWDW2BsNazEpOiyVsEuSfbnTBzfthwjHZeWun+9bMcgwOsmnvnc4bVl4i+rHhYDsfpfN7gd349di+0F3hdWQXzxCBO+186r5yLQ8xbmbj5CidmkWqCkbCJTHB0dsc1pFxI8T6CVpV3pC/ykot2rxErPLS0moqXFRIH3Cy8jbPmmxsN4ydkltSvctqP9FqGfs0GU6tf9jifxqmVLet3Cjp8wdTiNi/2OyuPdpc2YNt0Bbdu2leh6y0tFTQetDawR432JL3E3xvsSOgywA6cFd0IXk/Sck5GKtLcR+PIhHqmvnwldZ1kkh3Mn8jAJ2QBQR4EDnWGzEXLOCUkhD0pMyq4oTNL1kF2exSZZj3ON5D1d7Y3PZTzYMRMJgfclUk1cFM31zNBczww6Q2fj1Z3/8GDHTNRTbozmQiYUMETZL0JI5dGonQ7aGlojyusiX5JvlNdFaNvYQ7kl99zNJD1/TU/FxzcRyPoQj5RXQRKLIzGMe1OfScgGuFWfuwyfg6AzTkgIflDi5C5pe/8iALF+7hiw6oTIyzBJz6P2epV7YlXLLmZo2cUMesNn47n7f7i/dQbklRuLlSAuzJQTz3mVsaO8L+P+1hl4F3hfIpXPKxP1TrowthwIj2tn+RKPPa6dxaAJDmjVjltZi0l6Tv/4ATHPw5CSGIcXIQESiyP4iTcA8BKyAUBRiYPRvy3Aqf2bEfTIo0yVqsvj/OFdeHr/JhZu+qf0xkIwCdIHb/gKJDlHRYTwEqkZT+/fhHFf2zIlZRd2zi+WVxnb68Z5bJxvB/8H7rzv99AmbpWewgn2xbUVd78IIYQQQiqKrmZr2PTsivP3fPmScc/f88X0oRbQbN0MwK+k5w+fMhEWFYf4lI8IfP5GYnH4PHsBALyEbADgKMpj3rgB2Hr8OrwCI0tMyq4oTCL1o6Nr+RKnmWrThZPWAeDCfV9MW+eMO09DhSY7R1/ZxauMXVpbaTDX7wRz/U6YO9YaLjceYNo6ZzRpyIG5fqcK2X5Fadu2LRymT8fGq+64vFD0ByKZdWpRYkXmyb07YnJvwcrHhZcRtvxwQw2BxOTitsO03Ta58k1aL61aNQD0UFdFD3XVUuNvzJEv9ngW3SZTLVsUwo61MBz5OiK3FdfxB88hV0ceM2fOLL0xKTPF1tpQ6dofKU8v8SXjpjy9hOZ9pkD+5wOmmaTn75mp+BIXidyPCfgcI7l7RxnPHwMALyEbAGrJc9DSxhHvru/CpwjvEpOypYGpIF04ER3gVol+cXAWPoV68h2zrNhwXnI0Iy34LjexXULJy0zStf66e0KTrAHAeHcorzJ2cbEyGnTqhQadeqHVAEckPziJFwdnoTanEV+ydUXsl6xp1E4HbQytEfXgIl9iddSDi+hUaNyeSXr+msEdt/8i6XH7UO64vV6RcXu94XPw7Cz74/alad3dEm0MreGxbQZfAnW3sQvLtd7U6DBeNXLGOz93tDW05kvK9v2X+1CgwknzALeqtse2GXzJ4oQQwiZOWx001bdC4qNLfEm+iY8uoW0/Oyg25153mKTnb5mpyIyNwNePCUiPllx/LTWSO9eHScgGgFoKHGjYzkLU5Z1IDfcuMSlb2hrp9EIjnV5Qt52Fdx4n8GyvI+pyGgtNZBanrTS23/9gOK/QSeKTK3i21xEpIR5CE8PTowLxPugOeiw6XubYCFHV6Iz2JgMQcf8CX+JuxP0L0B88FSqtuOcRJun5S/oHpESHIyMlHokvJNd/jQ3m9l+ZhGwAqKvIgfGY3/HoxHa8CXpQYlK2tCVEBuD1k9sY/fcpibYVF1NN3OGQd7GJ02rdekOtW28YjZ6DYLfjuPK3AxQaNOYliDNVtAsn2ANApOclXPnbAdF+9yRS+ZwQQtjWUE0HrX7Oiy+cWB3jfQla1r/mxTNJzzkZqfgkjXnxYdy+snaRefHaw2Yj9Dx3XnxJSdlVUYDLGgD8ifAAt/q1946ZSAy6z/edpcWE8SqXM+L93dHawIqSsolI1DrooofFQDx0O8eXePzQ7RysxjqguZomgF9JzxlpH/D2ZRhSk+IQFRYosTjC/bhzUJmEbABQUOJgiP18XDy4BWFPPEtMypaGay67EeB1E47rS38YZjczK/SwGIhdi+35EqhHOi4tVwxvnofwqpEzArxuonsfG76k7OPblgPgT5oHuFW1dy2250sWJ6Qqo6RsIlMUFBSwY+tm/DZrLpoaDUHt+g3ZDqnKy4gKRKdp29kOQ+JS/G/gy7twbPS4LPVt1a1bFwBQkP9D5Arv2oNnwH3VSGQmRoPTQgOZidGI83eH9bqLfO2KVoGWJGa9pyZoCv3c/9ga6AydXezyLsNUS91GeatpF05cLi5BvHBSOQBe1emiSe8VRa3XUDw+8Ccirx8qNilblP0qix/fcwDUldj6CKnqfnzLFau97tCZuLFiBDISoqHcUgMZCdGI9XPHoA2X+NoVrawsScx6j40VPsH2ydHV0Bte/LnbeVCTUrdRnmrar+5zJ/E31zEppSVX4YRsSU9K0+g1FN57FyLsqnO5krILJ8AD4FXzLpqgXxYF+T8A/OpLSEPNmqL1TRgjpv6OJZMGIv7Na7Rq1x7xb17j6f2b2HqCfyCmaBVmSWLWO7xrM6GfH9q0DKMc5he7vJWGQqnbEKeatteN8zi1fzN2X/DiJTiLo3DictFkcq8b53Fo0zIs3+3Kl/zMJEUr1K9f5srchZPaAfAqWRdOui/uOFgMGo2N8+0EEvRF3a/y+JabA9RXlNj6CCGEECKbcr99F6v97NH9MfiPbYiKS4Zm62aIikvGrcfBuL5zMV+7opWdJYlZb6uBc4R+vuLAWcwdW3wyLcd8WqnbKG817cIJ2UUTxItb9yhLI0xb5yyQ9A7wJ6AD4FXeFta2IozoY4h521xx4PzdCk/KFve3V1ms37ABWppncD3gDQb3aCf17RHpCIhJgZOd7ExcSsvKweZrwdj7zyEoKJT+e5vwy/8u3vhjS6vfELZ1DL4mx0C+mTq+JscgLfgudJec42tXtAqzJDHrfTJb+AMG3pxdh1YDHItd3mdqi2I/Y4hbTbu49k2MhuLFwVl8iewffK/izdl16Oj4D1/yM5MUXbNe/XJXEy+ckF1cgnrhpHYAvGraRZPuhWlsOBivXRYj4c5hXlJ2RewXANSogOtZaX6I+e9Gd+hMuBUZt3/n5w7bIuP2ASc24dlZ6YzbM+t1HSd83N7335LH7Q8PLn3MUZrVtOsoctB73i7EPr0Fn30L0cbQGprmI6HRe3iZj1m092X4/rsafRcf4kuoZhKta8vX571f3L5p9B4Oj20zBJLuxVUR4/CEENlVIOZ1p53NDDzdMApfkqKh2FwDX5Ki8T7oDoxXXOBrV7QKsyQx63V30BL6+fOTa6FuO6vY5d0mCL//Vpikqmm3MB6CsCOL8ObWoVITrcVpK4ntF05qBwDVLn0BQCDpnhHvze2TN+poLJHYGHSdkn3i9qENRjri1KJhSIuPhkorDaTFR+P1k9uYsP0KXzsmIVgamPXuGKIm9PP7B1fCaLTwMU4A2GipUuo2ylNNO+zOaQBAG72eEm0rjsIJ2aImqHeyGIabTgvgf/EgLym7uOOg3WcErvztIJCgXx6V4fccIaTqKOu8+DtF5sXH+7vDqsi8+OBTmxF6XjpjNMx6z0wUPi8+wGUNtEuYF398eOnz4mWtmnZx8ar1Gg7vHTP5EunfPryMAJc16P2nM1+iNpPAXVu+frmrmefTPHeZw5wP8n/8ELm/YTtlDtZOs0XS2yg0V9NE0tsoBHjdxOp/3fjandm7HhcPSqcgJrNeO2Ph9yyOb1uOwfbzil1+tE79UrchTjXtRzcv4OLBLdhwygPKKqWPBysoceC4fj/8PW7AefVc9LAYiF62Y2A6cFSZj9mjmxdwfNtyLNjmwpdQzSRayyso8d4vbt9MB47CrsX2Akn3ZfE9NwdA6ceZEDbVYDsAQsQ1fvx46HbWxsujf/AGHknp7k1pXqaK1+mv/SVeoVoaxNm/rx/eIer4Mvy9fh2aNBE/cUZcysrKAIBv2ZkiL9NIswsAIDmcW3HgY3Qo3/sA8OrOfwg554QOA+xgve4ihuzyxDjXSEmFXanlZKTi2anNSHsTgREHnghNXO4yhvt09qJVppnXcUWe1FVRStq+KPtVHj+yM8HhUJVKQkShpKSEH19FP28DQJOf5+jEn+fuDz/P3U0Knbufu/+HoDNO0Laxx6ANlzBqrxemnHguoagrt6/pqYi85QL9cQtLrXj9NT0V/ic24WNMBMY5P5VKlRAmhthClTj0x3GvHd++8H/3zGvm88L/X3RfhK23rHK/ZAAAGjRoUO51FYfDUUZ21meR27fvrA8ACPXlPh07KiKY730AuHnmGE7t34xBExyw9cRNHLzhi3N+sRKMunLZON8OADB/lAWsNBR4/zGKvmakf/wAF6d1iHkRin/vhQhNXGbWXTTxmXntce2s2PFOmPMXAAhUrmZeF63KXRJhbUXZr/LI/pxB/RlCCCGkmlNSUkJmdo5Yy3TroAYAeBjyEgAQ/CqW730AcLnxAFuPX8f0oRa4vnMxHh1di+gr0kloq2w+fMrE30cvIywqDkEnNpapYvetx8G8/18yZTAA8CVkF35duG1FYmv76VnZaKAs/T5skyZNsHbdeiw59RTvUkX/nVfdNZl+WKzK1NLm9zq51Gra0iLusfiRX4D5ro+g3VkX48ePl2JkVZOSkhKQK96/1fpq3IdbZLx8AgDIig3jex8Akh+cxLvru9C8zxToLjkH/XX3YLw7VEJRy6bC1aNfHOQmIBVNUGZepzzlT9QVx/fMVMRe2oqsuAj02PRQaEJ2m8ELAECgejbzumila2GEtZXmfjF+ZGdAiSO9cUpRKCkpIU+M+60A0FiDOz6f9HPcPvXnuD3zPgC8cP8Pz846oZONPWw3XMKIPV6YVE3G7UUlr9wYHa0n47frH2C98gQ0eg9H1od4AIDRtLVir4+puF00mZp5HfXgosAyxSlabVtcFTEOTwiRTUpKSsgX836xcjtuv+zjc25/LeNtGN/7APDO4wSiLu9E2352MF5xAWab7qP/wXAJRS1bmKTn90F3JNq2PNvXHP4H32eibP9bZipi77lCc/gfAsuV1/effR+6TskuDkcZudmi//ZrrtUVAPAuhFvJM/l1CN/7ABDsdhyPTmyH/uCpmLD9ChwOeWP+xZcSjLry+pL+AUHXj8F00qJiq1OXpa04239wbCNSosPh6OovVsVwJobXT26LvIw4bUuSk5UBjjKdRwghklOWefEqP8di3kdwx2jSYkL53geA13f/Q+h5J2hZ28Fq3UUM3umJMS7VY158ZVW4Krb3jpkAIJB4zbyO8S7/GGQezXOXOcz5IDtL9POBunY3AEBEgA8AICYymO99ALh34RguHtwCq7EOWP2vG7ZdeoIjPm8kFXalw1S7XjGhL0br1Of9xyj6GgCUVZqg36ipOB+RhaX7uUnQqUlxAIApizeWOYaiydTM64du54ouUqyi1bbL4msWzRMllR9VyiYyR05ODsePHUX3HoaIPvc3NMetZjukKq2tTfFPs5dFedmZiNxjjx7ddDFndvFPs5IkTU3uE7U+J71B3faiVXevo8BBz9k78PjAn2hjZIMHO2ai5+wdfAnGjw/8CQAwcdzGe0+cH7iF5WSkCrzXYYAdXt52xYRTUQKJzaIobxXs4qS9jcCzk5uh0k4Hpr/vRD3lxkLbNWjdAQDw5UM8FJu04r3PHKMOA+ykEh/j/obJiPN3Fzh+zLEuun1R96s8Pie/gbr6YImvl5CqSENDA5lX3EpvWEgdRQ56z3WC996FUDOywf2tM9B7rhNf0q73Xm4ir9mcQufuL2U7d39NFzx3a9vYI/KWC6aejS418VmY8lTBLk1m8lsAgKqWfontPr6JgP9/m9BIXQfm83ZBvkH5zoe3101CrJ+7wDFhjp+2jT3vvYZtOv787ANf288p3IGK+oWuJ0zbrA/xfO8z32fh9ZZVZtJbAED79u3Lva7iaGhqIjE2WuT2ikocLNiwH7tWzEHP/oOwcb4dFmzYz5fgu2sF96nY89bv4b335XPZ/s7TPwr+TQ6a4IAbp47gcnCyQGKxKMSpgi0tMc/D4LJzLdQ76mHhpn/KVGEbEC+BmqGmxa0ImJIYB9UWv5JtmO9o0AQH3nurZozC0/s3BY61sLaA5ParJImx0VAfNlDi6yWEEEKI7NDQ0MDNq+Ld1OcoymPPYjvM2+YKW9NumLbOGXsW2/ElDc/b5goA2LlwCu+9zC9fyxTjh0+C/d/pQy1w9KoX4m/uF0hWFkV5q2AXJywqDn8fvQxdzdbYt8QeTRoK72OPXbYHtx4HC8TPHKPpQy1473VU4z5RPP79R7Rq2qjEttJQXKzM9yLt7Rf1JuEDNNTVK2Rbs+fMwdUrlzF5vweuL7EBR75OhWyXSM5sa73SG1US6y744cnrFPgF3IKcnBzb4cgcDQ0N5FwSb/yxljwH7e234bXLYjTqZo0XB2ehvf02vgTf1y6LAQCaUzbz3ssTM5mI8T1TcPyxeZ8pSPI8DpMDLwQSi0UhbhVsUUTstkNa8F2BmJj9bt5nSnGLChAlKVqYL3GReHtpC+q31oHW1B2ozRE+pqnQknvvKvdjAuo2allirMXtF/O9VMR+FfY1JRbqGhVzPSuOhoYGPpdh3N7sdyf47FuItsY28Ng2A2a/84/b++zjjtv3mi2BcXsh91w72djj+S0X2J0p27i9NKtgi8J9/SS883MXiD8ziTsJUrGR+A+GL03hROvits98R53KORb/OektAOmOwxNCZJOGhgayL4vZX1PgQNdhO8KOLEKzHgPwbK8jdB228yXqhh1ZBADoPO1X5SpxHzrC+Cakv9a2nx1i77nC+sirMiUIS6oKdmEB26fgfdAdgZiY+Nv2sytTW2lsX6kVt7/2NTUB8o0L9dd+fkfCtp+dwn34XwONbgKflVf2+7cA6DolyzQ0NPEpIUbk9nUVORi4cBduOi1Ae1MbXPnbAQMX7uJLKr7pxH3Y04AFO3jv5Zax//olXbCvqT94KoKuH8Of196WKZm5PFWwS5OeyP331qJjyfNOxG0ripTocDw4thGqGp0xcNFuKDYQfi/8/P8m4PWT2wLHjznW+oOnltqW+T4Lty2P9MQ30FDXkMi6CCEEKPu8eJPZO/DkwJ9obWgD7x0zYVJkXvyTn/PijaU0L17L2g6v3F0x7mTZ5sXLWhVsUXhsnIx4f3eBY8Icdy1r0fvf8RIolpZF89xlDnM+SH4XDU3dHiIto6DEwcy1e+G8ei4M+g7CrsX2mLl2LxQKzU90Xj0XAPDbql8PUc8u4xzUjDTBPq/VWAfcOXsErk8T+bYrKnGqYEvDljljEOB1UyD+5Hfc3x4qqsIrgJdH4UTr4rbPfEdWYx0ElhdX8rsYqI+wLfd6CJEmqpRNZJKWlhauXrmE+Lv/IvbmAbbDqdT6HU/i+6+qEmU/f+RkIXzvNDSsnYdrVy6jVq2KeS6FmpoaGjVWRWpUiFjLNevcEwBwxo77JP2W3foIbZeZyE2k+padiYgrpf97aG1gDQD48DKQt9xztyOCcfccAgCIuHKA78dpUqgPXIapIuJqxf/b+/IhHtcW9IFKOx10m/BXiYnLqh0NAACv7p7g+1GeEHgfANCqez+pxqreewQA4O3Dq7z3vmVnItqL+5Qg5vgC4u1XWeVkpCLjfTwMDQ0lvm5CqiIDAwOkv48XmvhckhY/z93HJ3GTHlvrCz93ZyT8PHd/yUTI5f2lrretIffc/f5FAG+58BuClYvUe3HPLSGX9/PFnhDiA+dBTRB6mb1+U1ost7JIg5aaxbbJ+hCPC3Mt0EhdBwaTlpU7IRsANC1GAgCiC5+Pv2TitSf3fMwcMwBo2FoLAPDK8xyvykfWh3jEPLoGgD+hvFkn7nXmuft/fBP03v28zrQxKP915sPrYDRqrIo2bdqUe13FMTTogddhQWIto2fUCwAwxrAtAKBHb+H7Gv/mNQBuAu/5w6VXGDS25CbaPn/mx1vuius/Au16D+ReY88f3sWXtB38xAtWGgq4cGS3qLsiEXeis4X+V/RzRkpiHBwHGUG9ox7sF64qMXF5xrJNALj7Vjix3evGeb7PxaGtbwyAW9G88Dr9H3AHxg0tBvDe6ztkLN9nRdsy34W4+1VW6R8/IDkhjvozhBBCSDVnYGCAuOQPQhOfS9KrC3dSrcYw7qTFfgbCq5hExXEnH2d++Yo9Z0qvRGLTk1ulxj8ymrec86X7Au2GWXB/Q+w5c5sv9gdBz8Exn4a9Z8s/UUFc8e8/wnT6auhqtsb/pg8vNiEbAEb3MwIA3HnKX22Vec3sHwAYd+b+7nO54c2X2M60tTKWbtIpE+slTz/ee5lfvuLMnScCsVaE4Nfv0MPQqEK2VatWLVy6chV5dZRgd+A+snK+V8h2ZdGHo7/x/UfEOyb7bofiiEckLl25Ci0trQqKsGoxMDBA1od4oYnPJVHuYAIAeDqfey5t2NlCaLuvydyJN3lfM5Fw62Cp61Xp2h8A8Dk6kLdc4j3BB4I0NhgEAEi4dZAv9vTnD+EztQXib5e+LUlTNeaOT3wK9eR7n3nNxAwA7cauAsCNt3Cy+gffq3yfiyP3YwKCVvVD/dY6aDtiSbEJ2QDA0eROSkt+cJJv+0ysKnqWAvuV6ned917e10y8f3yhQvarqJx3oTAxrNhraFG8cXshk2pL0vznuP2Jn+P2rUQYtw8VYdy+zc9x+5SXv8btI64XP24fenk/X+yJoT44PJjdcXtRaJpzx9hjCo2xZyREI+Yhd9y8aSfx/y6Y6tqJoT584+vR3pf5Pi+8/bhA/j4287rwGH9ZfIiS/jg8IUQ2GRgY4HNKvNDE55I06sTtr9115I47NNETft35ksS97uRlZyLaTfB+WFFN9a0AAOlRgbzl3rgfFWjX3IibwBDt9g9f7B8jHsJtQjPEiLAtSWthyu3XJD69xnsvLzsT8T7c+11MzOK2lcb2G7bnXtfeeZ7gS5ZPCfEAADTp+qu/xsh8x70PXr+55BMeM2JCoELXKZlmZNgDKa+DxVqmTRdTAMDukdzxTHWDvkLbpcVzzyO5XzLx9Ny+Utfb3oR7HzghMoC3XMBlwf5rR/OhAICn5/bxJW2/feaNjZYq8D1fel9ZWj684VZLbdS69AcViNO2NJkp8TgyozdUNTrDfOryYhOyAUDHkltJ8LnXFd57uV8yEX6XO0eFOb6F20b73eNbB/O6cNvySIkKgZGhaElShBAiCmZe/Ecx58U31eGO0Zyz586Lb9G19HnxkSLMi+tDV2cAACAASURBVG/FzIt/9Wte/Ath8+JNuWMIkUXmxSeH+eD4cFVEsjAvnm3MXPfEIP5xF+Y1c8wAoIf9GgDc41V4Xv7bh5f5Pi8rmucum9TU1NC4iSqiw5+JtZxODzMAgINZOwBAV1Phc1CT3kYB4Cb7XnMpfV5oDwvuHNRXIX685W6dFLxvYWLNrfB+zWU3X9J2uO8DjNapj+suewSWkabzEVlC/yv6OaOX7RgAwGP3i7z3kt5G4Yk7999jh27i35tmqmuH+z7gS4B/dPMC3+eFt//M5w7fOpjXzPEtq4y0D0hJpHmipPKjStlEZvXt2xf/HNiPmY6OyEmJhdbkDZCrSX/SRLicjwkI3zkZdb5lwN3nAZSVlSt0+4NsB8Iz6C462oj+9EJOCw1eteoOA+z4qj0DgPmfzniwYyYuzTYRunxmYjQ4LQQH/NV7j0Ccvzvcltrw3jOYukagXXM9M3QZsxAh55wQcs6J77PWBtbQsBgj8r5ISsIz7qQUYTExmArdik1a8Y5R0bYdBtjxktMBwGWYKt+yktDObDhivC/h8YE/eVXNGV3GLERzPTPea3H2q6ziA+9BSbkBevbsWa71EFJdmJqaoj5HGe8C7qFDv3EiL6fcUoNXrVrbxp6vgjIAWC45hPtbZ+DMTGOhy2ckREO5peC5W9NiJGL93HFl0a9zt8n0tQLtWnYxg/64hQg644SgM/znk7aG1mjfp+LP3YzUKO7k+zqKxV+D44K450Nh8TOYat7Og5rwvS6OZu/hiPK6CO+9C3mVyhn64xaiZZdf5+NG7XTQ1tBa6Pa1bezRqJ0O73X9Jq1436ewtkwifXkkBNzFIFvpVgS2tbXFocOHkZWZgfoc0fpHrdq151WrHjTBga/aMgAs3+2KjfPtMK1fF6HLx795jVbtBG989h0yFk/v38T8URa894QlHXc1scCEOX/h1P7NOLV/M99nxpYD0W/4BJH2gy0B3twbqMLiZzBJ3P2GT0Conw+WTBL8Oyi6r1YaCnzLFke1RWved1R0+4MmOPCS4wHAwNwaxpYDsXG+HTbO53/y6YQ5f6GriUWZ9qus/LxuQ5n6M4QQQki1Z2pqCmWOEu48DcNEG1ORl9Ns3YxXrXr6UAu+Cs4A8O+qmZi2zhn6k5YLXT4qLhmarZsJvD+6nxFuPQ6G5awNvPc2zB4r0M5cvxOWTBmMrcevY+vx63yf2fTsinFWwsf4pOmefzgACI2JwVTotjLWg03Prpi2zhnT1jnztVkyZTDM9TvxXrdq2oh3PIuud/pQC14iOwBwzKfxbUcSRlka4fw9X8zb5sqrgF5crNKW/vkLfMNeY9nf2ytsm8rKynC7dRvmZr1gu8UNJ+f2QyuV+hW2fVK15eXnY9nJJ/jP5wUOHnRG377CJ4aT0pmamqK+kjLSQu+jaS/B60Zx5Jup86pVN+8zha/aMgB0dPwHLw7OQsCyXkKX/5ocA/lmgtWOVY1HIC34LoL//pWQIiyRt0GnXmgzeAHeXd+Fd9f5H8Kn0rU/mvYcJfK+SEpDvT5Q6dofLw7OwouDs/g+azN4ARp0+nUsmvYchYyXTxC2VXCctGj8PlO5lSRKq+79KdwLAIQeEwazjrqNWvK+o6Jtm/eZwkuOB4AmRkOR8vQSXrss5lVAl8R+lUXelwykvw6A7fb/lWs95cWM28cF3IOWpXjj9ky16k5Cxu37Lj4Ej20zcM5RzHF785F45+eOq4XG7QsnEzNa6Jmh29iFeHbWCc/O8o8ltzG0Rvu+7I3bi6J1d0u0MbSGz76FvKrijL6LD/Edz8ODueP2pVX3bt93DJLCH8NtxQiBz4oeE2b7HttmwGPbDL623cYuRItC91zLoiLG4Qkhsonpr6UE30er3qL31xSba/CqVbftZ8dXbRkAus09iGd7HeH1p/AxjS9J0VAUktzbwnQE3gfdwaNVv6pEdZq4WqBdI51e0Bz+B6Iu70TU5Z18nzXVt0Irs9Ei74uktDAZhsRHlxB2ZBGvUjhDc/gfaKTTq0xt3SZwx2lKq+4tzjrlG7fkfUdFj1/bfna85PjCMt+GAQBql3AfvKw+htyj65SMs7W1hfOhw8jJykC9+qL9jai00uBVq9YfPBUcVf7+67D/HcGVvx1w0E74w3HS4qOh0krwPKJjOQqvn9yG69xff8eWjusF2ql16w3TSYvw6MR2PDrBP6bV3mQAOvdnr/+a/Jqb/Fe3funVDEVpu9FSBUDp1b1j/LkPZhB2TBjMOrT7jEDE/Qu46bSAV9WcYTppEdS69ea91jDsh/YmA3Dlbwdc+duhxLZllfM5He/C/WC7Qfi4NyGElBUzL76DmPPimWrVWtaC8+J7/+kM7x0zcWWO+PPi4/3dcavQvHhhCcLNdM2gN3ohQs87IfQ8/xhNKwNrqLMwL15ajg/nzosvrbp3C31LtDKwhveOmfDeMZPvM73RC9FM99e4i7rFGCRHPMGdVSMF1iOJ45dA89xllq3tQDzzvg3r8aI/BLm5miavWrXVWAc0bs4/B3XBNhfsWmyPebZdhS6f9DYKzdUEC0T1suVWcF4x4df9q8LJxIzORuYY6bgUFw9uwcWDW/g+62ExEL2HjBd5X9jQzcwKPSwGwnn1XF5VccaCbS58x3O0Dvc+cWnVvXsPGY9I/4dYO02wOnXRY8Jsf9die+xabM/XdqTjUnQ2Mhd3l/g883YHh84HRAZQBiuRaQ4ODmjZsiVGjRmL0JQ30Jq2A/KNW5e+IKlWPoZ64OXRP9BerRXcrt9Fy5YtS19Iwuzt7XCiX39kpyVDQUVw8mZx1HoOwcvbrtDsIzixoJ3ZcHz/msVL+O0yZiE0LEYj71sOri3og+Twx0J/fLYz4z55Jsb7EuL83dFz9g5oWU2G/7E1Am27TfgLDVp3QHLEY7y8zZ3A2HP2DrQxspFKNefSFE1uLk07s+Gor9oGUZ5n8PK2K1obWEO99wjeMZA2yxX/4Y3PZd6x7jDADmo9h/AlZAPi71dZvPE8jcmTJqJ27dpS3xYhVUHt2rUxedJE3PA4I1ZSNsCtyhB5ywValoI35zV7c8/dTHKw/riF0OozBnnfcnBhrgUSwx8Ln9zVm3veivK6iFg/d/Se64RO1pPx5KjgjXaDScvQsE1HJIU9RuQtFwBA77lOUDOykUjl6bJiYikphqJJ05IyYNUJRHlf5h0/bRt7qPcawpeQzTCftwtvfW8h1tcdsX7uaGtojbZG1tDoJfgEYs3ew6Gk2hqv7p9F5C0XtDW0hqbFSN73VR5f0pLxLsgLU7fdK71xOVhZWaFx4ybwuHoGQybPLH2Bn3oPHIEbp46g/4hJAp9ZDBqN7Kws7FoxBwA3ebff8PH4lpMDx0FGCPV9KDQp22IQdxKIx7WzeHr/JhZs2I+B46bi0KZlAm3tF66CmlYnhPr64MYp7pNNF2zYj579B0mlQrMkMcdFFA0aNcHSHf/C/4E777gYWw5E3yFjYWBuDUWl0m82C2MxaDSatmyLu5dO4MapI7x1Mt8BQ1GJI7D9QRMc0HvgCL6EbHH3q6zuXvgPk6g/QwghhFR7tWvXxsRJk3DS/YFYSdkAt0Ly0atemDBAcLlRlkbI+prDS+JdMmUwxlmZ4Gvud5hOX42HIS+FJmWPsuQ+Zfr8PV/cehyMPYvtYD/IHCsOnBVo+7/pw9FRrQUehbzE0ateAIA9i+1ga9qtxCrV0lI0YbkkHEV5HP7fb7jzNJS3r9OHWmCYhYHQJOdRlkZo27wxTt1+hKNXvWDTsytG9zPiHS9pO7tpHi7c9xUpVmk6d88XTRo3hpWV4KRtadLU1IRfQCCGDh4E643XsceuFyx16d4JKZ+41M9YcPwRnsWm4fr1G7CxsSl9IVIsZvzx/INzYiVlA9wKyUmex9HUVDChponRUPzIyeIl8bYZvACqPUch/3sOglb1Q8bLJ0KTspsYcce+Up5eQlrwXbS334Zm5hPx5uw6gbZtRyyBQssOyHj5BEmexwEA7e23oVE36xKrREtLLXkOOszYi0+hnrz4m/eZgsYGg/gSlwGgNqexQFuVrv2hajwCDfX6oJa8+NfjognTpWliNBT1GrfC+0fnkeR5nLd95jsoTGe+Kz74XmVlvwpLeXoJKixcz4oqPG4vTlI2wB23f17MuL3Gz3F7JuG429iFaP9z3P7SPAskFTNur8GM2z+4iHd+7jD73QkdrSfD91/BcfsezLh9+GM8/zlWbva7E9oa20CehXuu4qijyEHvebsQ+/QW3zFqZzqE70Gm4pBXbow+Cw8gLvA+7/i1MbSGpvlItO5uiTqKv/5m6yhyBNp2+jnGX96E7Oy0ZMRVwDg8IUQ2MdedS95nxUrKBriVl2PvuaJVb8GkhBYmw5D3NYuXHKw5/A+06jUKP77lwGeZJT4+fyI8KdtkGAAg8dElvA+6A12H7WjTdxKenxR8IEiH0Uuh1KoD0p4/Qew97m9/XYftaNZjAOqw0F8DgB6LjiPxyRVe/G372aG50WC+hOiytJXG9luYDINCk9aI9z6H2HuuaKpvhRamI3jfQVHMMZb0sc35lIz3IV6Y5kTXKVnG3I+PuH8e3Yc6lL7ATx3NhyLo+jHoWgkmg2j3GYFv2Vm8hF/TSYug238s8nK/4siM3ngX8khoUrZ2H+4DcSLuX8DrJ7cxcOEudLWdgvsHVwq0NZ+6HE3UOuJdyCMEXT8GABi4cBfam9qUWCVa2phYRIlBnLalKZpcXZrRf59CpOcl3rHWHzwVHc2HCiRZ11XkYMiyg4j2u1dq27KK8LiAxpXg9xwhpOop87x40yF45e4Kjb6CYztqvbhjNE9+zqnWG70Q6haj8eNbDq7/0QfvI4TPi1fr9WtefLy/O0xm70D7/pMR4LJGoG3XCX+hQZsOSA5/jFfu3H6cyewdaG3Izrx4ttVR4KDXgv1IDLrPO35a1nZQMx3Cl5ANAPWUGwu0bfVzXn4LfUvUUSjfGORbmucus+zt7NCvf398SklCQ9XmIi9nYj0cd84egflQwSI8pgNH4Wv2Z17C8UjHpTAfPB65uV+xeIQJIgJ8hCZlmw7kPqD0ods5BHjdxMy1e9Fv1FQc3yb4gJpxc1eitUYnRAY8xJ2z3DmoM9fuhUHfQVBWqdxzUBWUOHBcvx/+Hjf4jpGx1TCoddAt0zqVVZpg7uYjeOZzh3f8elgMRC/bMehmZgWFQnNVFZQ4Am2txjrAxHp4uROyAeDBlRM0T5TIBLmCgoICtoMgpLzCwsIwcvRYvH37Bq2sZ0JtyHzUrCPPdliEZdnv3yDq5EqkBN/H2HHjcfTIYSgqKrISS0FBAQyMTfCthT662wveECGCpFG9urTtVdS2ykvcY/PhZSDurByGyIhwaGoK/gAhhAgXFRUFbZ3OsN14BU079mA7HJkgavVqSW6vorZVXuIeG9+jq1AzIQj+T59ATk5OmqHByckJO/cegPOtANSuU1eq26oKRK1IzQYrDYVKGZcw4h7H58/8sHiiNSLCqT9DCCGEEO7vtc46Ori5ezEMtAUnXxBB0qhILSkc82mVMi5hxDmOud/zYDR1NeYsWISFC6XzELLSfPnyBb85TMfpM2fRr0tbbBxnjHaqFf8AACLbvn7Lw063YBy8Gw41tXY4e/4CdHXLNqGD8GPGH3WWXICSRne2w5EJolavluT2KmpbFUmc45if9w3hq/pg1aLfWbueFcb8uxm48QpUO9C4vShErV4tye1V1LaK2z4g2v76/bsKtSpoHJ4QIpuY647h/y6hgSb110QhavVqSW6vorZVXuIem5cn14CT8gwBvnSdknVOTk7YvGs/ph1+hJq16X58aUStXi3J7VXUtspL3GPz43su/v3NFH8tmFMpfs8RQqoWZl58bgt96NvRvHhRiFq9WpLbq6htFbd9QLT9/fAqEPdonrvMKigogJFJTzTrZIApizexHY5MELV6tSS3V1HbKm77gGj7+yrED2un2tA8USITarAdACGSoKuri/DQYGza8DdSH7ji6SJDRJ3fhM+x4WyHRipY/vdcpIbcR8SBmfBdZg6Vb+/h6emJM6dPsZaQDQBycnLYv2c3nrsdRUb8a9biIMJ9eBmInrN3sB2GVBQU5CPo6DLMnzePOqaEiElTUxPz582D3+HlKCjIZzscUsT7FwHoPdeJ7TCkIj3+NcJvHMW+3bsq5Ab73LlzIV+nFi4d2yv1bRHpef7MDws27Gc7DKkoyM/HP+v+xDzqzxBCCCHkJ01NTcybPx+L95xBfj49d1aW+UdGY89iO7bDkIr95++gdj1FzJ07l7UYFBUVcer0GXh6eiLpuwJMV16Ag7MH7oXGIff7D9biIrIh7N1HbLjoj+5/nccx72is37AJwaFhlJAtQZqampg3bx7iTq8EaPyx0vkcHYj29tvYDoN1iXcOQUWxNqvXs8Jo3L5yS3kZALPfZWPcPj3+NSIqcByeECKbmP7aq/9W0HWnEkqPCoSuw3a2w5CKrMQovL3zL/bvoetUVTB37lxw6tWC34V/2A6FFJEQGYCBC3exHYbU+F34B5x6tSrN7zlCSNXCzIt/4XYUGQk0L76y+fAqECYyMi++oCAfz2ieu0yTk5PD3t27cPukMxLevGI7HFLEqxA/zFwrG3ODC/Lz4bppEc0TJTKDKmWTKiclJQXOzs44fPRfxMW+Rd36ylBqqYUaig0hV4ueNFhVFeRk4Xvme2TGv0ZBQT569uyFWY4zMGbMGNSqVYvt8Hgm29nDM+glLNdcQI1addgOp1JjqkEzpFnFOuLqAegMnS219UtKWY5J5HVnxFzfh+jXr8DhUBUcQsSVmZkJjfZa0Bo6F7pDZ7IdTqXHVINmSLOKdejlA9AbXvnP3eIek/y8b7i1chQsumnhP1cXKUbGz83NDWPGjsPeyz5ordGhwrYri5gKz4zKUpn6wpHdGOUwn+0wSlWW43fp2D5cOuyE169eUn+GEEIIITyZmZno0F4TC8b0w+zR/dkOp9JjKjwzKktl6r1n3TF3rDXbYZRK3OP36l0SLGb+jTPnzsPW1laaoYksLy8PZ8+exWHng3j4+DFqyMlBq2UjNOXIo37dmmyHRyqJ3Lx8fMr+jpeJacjI+gp1tbawnzYdM2fOhKqqaukrIGLLzMyEuqYWlPvNRkur39gOp9JjKjwzpFnFOv72QbQa4Ci19bNB3OOXnRSFsPU2uHT+bKW5ngHMuH0HtB/yOzrTuH2pmMrRDGlWsWZz3F6c/czP+wb3laNgoV+x4/CEENmUmZkJ9fZaaGo9B+1sZrAdTqXHVINmSLOKdYzbP1C3nSW19UuKuMckP+87AjePRv/uWjhx3FWaoZEK5ObmhlFjxsJuvwcatWnPdjiVGlMNmiHNKta+5/fDaPQcqa1fUspyTD6+ew3XOX1x4Vzl+j1HCKl6JtvZwyPoJfqupnnxpWEqRzOkWcU68uoBaLM0L17c/Xx+3RlvbtA896pgip09giKj8L8j11GrNp0PSsJUjmZIs4r1dZc9GGw/T2rrL4m4++l2fD9uuuykeaJEZlSeTEVCJERVVRUrV67EypUr8eLFC/j4+CAiIgJpaWnIyclhOzwiJUpKTdC8eU906dIFffr0QePGjdkOSahtWzZDp7Me/I6sgLEjPV2/spCFhOyyiA+8h4Bja3DmzGnqmBJSRhwOBwf27cW48eOh3FIDbXr0Yzsk8pMsJGSXxeNDy5GdFIVtdy5V6HZtbW1hM2AAVs8YhZ3nPaGsUjn7UqR4spCQXRZ+Xu44vGkZTp+m/gwhhBBC+HE4HOzZtx/jx4+DZuumsDLWYzskUgaykJAtrtT0zxizfB8G2NhUqgmPtWrVwsSJEzFx4kSkpqbC09MTISEhSEpKwufPn9kOj1QSyvXqoaOKChx0dGBmZoaOHTuyHVKVx+Fw8M/+vRg3bjzkm6lDRc+S7ZDIT1UtIVtc3z9/xKu9dhhoM6BSXc8AZtx+D2/cvjWN21casjJu/4QZh99SsePwhBDZxOFw8M8+bn9NsbkGVLtSf62ykIWE7LJ4fnwFvr+Pxvatl9kOhUiQra0tbGxscHHleEzafRsKDeh+fGUgCwnZZZGdnoqLK8fDppKNTxJCqiZmXnzAkRUwpHnxlQZbCdniSgi8h0AXmudeVWzdshmddfVwbONi/LZ6N9vhkJ/YSsgWV5C3O45vX44zNE+UyBCqlE0IIRXM19cXvc0t0Hn0n9AbVTWTZwj70t5G4O7/hmL+77OxadMmtsMhROYtW7YMu/cdgO2ma2jUToftcEgV9ez8LgSf2QHvB14wMjKq8O1nZ2fDyNgENeQ52HDsKurWk6/wGAgpLOZ5GBZNsMLvs2dRf4YQQgghxVq2bBkO7NuLW7uXQFezNdvhkGrua+43jFiyC59/1MKTp75QUFBgOyRCiIz4a9ky7Np7ADpLL0GxtTbb4ZBqLv9bDl7smoimNbPg7/u00l7PmHF7m400bk9EF3x+F0LOsjcOTwiRXX8tW4bdew/A4H+XwWlL1x0iHVFX9+DNFSe6TlVR2dnZMDQ2wZca9TFm0wXUqluP7ZBIFZSXm4Nzy0ZBMT8Lfk+fVNrfc4SQqoWZF68z+k/ojqR58UQ0n95G4O7KoVhA89yrFF9fX5hbWGCk418Y/tsitsMhMuLtyzCstRuA3+fQPFEiW2quWbNmDdtBEEJIddKqVSuot2uHA2sX4kduNpp36Q05OTm2wyJVSGKwFzz+ngAbq/445OxMf1+ESIClpSWCAgNx89AGNNbQA6d5O7ZDIlVIQUE+/FzWIeiME1xdXGBjY8NKHLVr18aQwYOxZ+cO+Ny6AqO+AyGvWJ+VWAgJ9LmHlQ4jYNW/H5ypP0MIIYSQElhaWiIwMAjr9h9HV622aNdSle2QSDX1Pi0Dw5fsQkLaF3h4eqFRo0Zsh0QIkSGWlpYICgrEY9dNUGijC3lVNbZDItXUt4wUPN85AXWzEuHt5Vmpr2fMuP2tQxvQiMbtSSkKCvLh77oOz86yOw5PCJFdTH/N69hGKKnpQrGpGtshkSqkoCAfL0+vR9SVnXSdqsKY+/EHdzsh4sE1aBoPQB15RbbDIlXIl7QUnFs2Ct/TEvHAy6NS/54jhFQtzLz4f37Oi2+mR/PiSckSg73gtYHmuVdFrVq1Qrt27bBu6XzkfM2GnrEFfb+kRCGP72PzrJGwtqJ5okT2UFI2IYSwQE9PD9ra2jiybTXSYsLQsns/1Kxdh+2wiKwrKMCLW8fwcNccTJk0ES4ux1CzZk22oyKkSpCTk8OIEcPx7u1bXNi1EnWVGkK1fTeAfvyRcvr+NQue22YixvsSTp06iXHjxrEaD4fDwYjhw3HqxHFcPn4QXYzModKkKasxkeqloKAA108cwtZFDpg0cSJcjlF/hhBCCCElk5OTw/ARI/A29h2WbzuIhpz60O+oRjfrSIUKjXqHIQudUFNeCXfv3Ufbtm3ZDokQImPk5OQwcsRwvIt9i7sHV6OWYgMotetK44+kQn15F4HnO8aihVIteN6/V+mvZ4XH7S/u5o7bN6FxeyLE969Z8No+E28qyTg8IUQ28a47sW9x88Aq1KnfEA3Uqb9Gyi8vJwuh+2fh/ZPLdJ2qBjgcDkaMGI7zp//D40uH0aZLL9RXofvxpPzeR4XhzJJhUFGoBY97dyv97zlCSNVTdF58C32aF0+EKCjAy9vH8Gg3zXOvypjzwfb1/8ObyBB0622N2nXofED4FRQUwP3MYexb9hsmTaJ5okQ2UVI2IYSwREdHB1ZW/eFywAnhN46gdv2GaNSuM92wIWWSFhMGH6cZeOl+HJs3b8KWLZupY0qIhNWsWRNDhgyBvLw8jm1ZhqQwH6i06wwFukFGyqKgAC/vn8G9jXb4kZGEu3fcYWVlxXZUAICGDRti0qSJ8H7ghf2bVyLzUyo6dTNGnbr12A6NVHFRkSHYNH8K3E4fxeZNm7BlM/VnCCGEECKawr/Xlm7YCe9nL6Gr2RrNGimzHRqp4jKysrHy4HnM3+YKQ2MT3HZ3R7NmzdgOixAio2rWrImhQ4ZAQV4e53euwOcXj6DQWgd1GqiyHRqp4vKyM/H23HpEuS6BmYkB7srQ9axwP9BlyzIkh/pARb0zFBrSuD0BUFCAV/fPwGOTHfIr2Tg8IUQ2Fe6vndqxHJ+eP4JSGx3UbUDXHVIGBQWI8z6LkF1TUTMzma5T1UjDhg0xedJEPHzghSv71uJrxke01DZArTp0P56ILycrA56H1uCW0x/oaWyIO+63Zeb3HCGk6mHmxbvud0KE2xHUVmwIFZoXT35KiwnDw50z8IrmuVcLOjo6sOrfHwd278DNUwdRX7kh1Drq0YPVCQDgzfMQ7F5sj7vnaJ4okW1yBQUFBWwHQQgh1VlqaipWrV6NQ4cOobFGF3QaOhttjAagRs3abIdGZMDH6FC8uHkEUZ7n0MPAEP/s34fu3buzHRYhVV5gYCBmzfkdAf5+0Oo7Bp0Hz0BjDV22wyIyID/vO9763kb45f1IiQrBjBkzsG7tWjRu3Jjt0ATk5+fDxcUFS5f+hbz8fIx0WADrUVPQoFETtkMjVUxURDCuuP6De5dPwsDAEPupP0MIIYSQcggMDMTvc2bDzz8A4617wnFkP3Rp34btsEgV8+FTJv67+RB7z91BjVq1sXnLVtjb26NGjRpsh0YIqSICAwPhOPt3BAb4oWnP0Wjebzrqt+3MdlikivmemYpknzNIvuMMhdo1sG3rZpm+nhUet2//c9y+kTqN21dH+XnfEet7GxFXKv84PCFEdgUGBmLW7N8REOCHVmZjoGY9HRw1uu6Q0hX8+I7kAHfE3jyA9JhQzJhJ16nqirkfv2TpX8jNy4fB6N+hN2ACFBvQ/XhSui/pHxB66yT8L+xH3Vo1sHWLbP+eI4RULbx58c6H0FizCzoOmY3WNC++2kqLCcULV26F1wAAIABJREFUtyOI9qJ57tVRamoqVq9eDedDh6Ch0w2D7efDoK8tatai80F1FBMZjNsnD+LBtVM0T5RUCZSUTQghlURwcDBWr1mLGzeuo658fTTV7YWG7XShoNIUteWVil3ux/dvqFm7TgVGStj041sOcrM+If3dS6RGPkZaQgy0dTpjxfJlGD9+PD1BipAKVFBQgNOnT2PDxk2IjAiHSkt1NO1sioZtOqCuUgPUqiMvdLkf33NRs3bdCo6WsOlb9mdkpyUj7U04EkO8kfv1CwYNGoy1a1aja9eubIdXqvT0dGzZsgXOzoeQkZmBzt2NoaXXA83bqENJuQFq1KAn1BHuOTHv+3fUrlN6vzQ39ys+p39C7OtIhPn6IP5tNHQ662L5sr+oP0MIIYQQiWB+r23etBFh4RHQaN0cZl200FGtBRpyFFGvrvRv8v7Iz0dNmgBXZfz4kY/0rGy8SUhB4MtY+Ia9QgNlZfw2YyaWLl2KBg0asB0iIaQKYq5nf2/chOcR4eA0bwcFrZ5QaKGF2ooNUEOEKmr533NRg8YiyU8F+fnIy05HTkosst8+Q/qrACgpK2PWzBlV5nr2a9x+MyIjwqDSUh2qnU3RsDV33L5mMeP2pPLJ/5GHGjVridz++9fP+PIxGZ/ehCMx1BvfZGwcnhAim4r215RbtINyR1PUb6mF2vXpukN+yfv6GTmfkpEVG4GPET74nkPXKfILcz/+oPMhZGZmoE1nQzTV0kfDFu1QT6kB5Oh+fLVQ2hzQgvwfyPmcjk+Jb/D+VRDehftBWbkBZs74rcr8niOEVD3C5sU3aKcLhYZNUVuh+HnxRLbl5ebgW9YnpMe9RGrkI3xKeANtHV2sWE7zwqqz4OBgrPl5PpBXrI/ORuZQ69gFDZs0g3x9DtvhkXLKy/uOWkIS7b/lfEVWxifERT/Hc38fJMbSPFFStVBSNiGEVDJJSUm4ceMG7t69h6DgYLxPTkbW50y2wyKVRJ269dBQRQU6Ojqw6G2GgQMH0hOCCKkEAgMDcfPmTTzw9kF4RCTS0z4iNzeH7bBIJVFfiYOmzZpDv2sX9O/fD4MGDULz5s3ZDktsOTk5uHfvHm7dugU//wDEREcjPf0T8vPz2Q6NyJi69epBRaURdLS10Zv6M4QQQgiRMub3mo/3A0RGRuLjxzTk5OayHRaRMTVq1EDDBsrQ0FBHDwMj2NjYoF+/fqhXr/SESEIIkQTmeub5wBsRkZFIT0vDNxp/JGKqUaMGlJQbQl1DHSaGBlX+esY/bh+B9LQ0Grevwrjj8M2g37WrTI/DE0JkF3Pd8frZX/tE/TVSiOLP61R3uk6REhS+H+/rF4DomGhk0v148lONGjXAadAQGuoaMDLsUeV/zxFCqhb+efEheJ+cRPPiqzCa505Kwjsf3LuH4OAQJCcl4TOdD6osmidKqjpKyiaEEBmUn5+Pbdu2YeXKlbCwsMDx48fRrFkztsOSKjk5OZw8eRITJkxgOxRCCBHbo0ePMHnyZGRnZ+Po0aOwtbVlO6QK0bZtW/z111+YNWsW26EQUqHMzMygq6uLAwcOsB1KhUlISMC0adPg4eGBJUuWYPXq1agjQtVsQgghhJCq5tOnT7C1tUV0dDRu376Nbt26sR1ShWjfvj2GDBmCHTt2sB0KIYRUe5GRkbCzs0NERAQ2btyIefPmoUaNGmyHVWHofhKpTg4cOIAVK1bg06dPbIciUbm5ubC3t8fFixdx6NAh2Nvbsx0SIYTIvOjoaHTp0gV//PEH1q9fz3Y4UhUZGYkePXpg0aJFWLduHdvhEELKaeLEiQCAkydPshyJdN2/fx9TpkxBrVq1cPLkSfTq1YvtkAghpMpycnLC8uXLERQUBG1tbbbDkSgXFxdMnz4dPj4+6NmzJ9vhEEKKqKr3L1xcXDBr1iyYmJjg9OnTaNq0KdshEVIhqs/dV0IIqSISExNhZWWFVatWYePGjXB3d6/yCdmEECKr8vLysHLlSpibm0NHRwehoaHVJiGbkZWVxXYIhLBCUVGR7RAqVMuWLXH79m3s2bMHu3fvhrGxMcLDw9kOixBCCCGkQiUnJ8PCwgIJCQnw9vauNgnZADBhwgScPn0aP378YDsUQgiptvLz87F9+3Z0794dNWvWRFBQEBYsWFCtErIJqW6io6OhpaXFdhgSV7duXZw6dQqLFi3C1KlTsXr1alC9CUIIKbv8/HxMnToVGhoaWLlyJdvhSJ22tjZ27NiBjRs34uHDh2yHQwghIrG0tERISAi6du0KCwsLrFmzBnl5eWyHRQghVU5MTAxWrVqFZcuWVbmEbACwt7eHlZUVpk+fjpycHLbDIYRUE/b29njy5Ani4uLQvXt3+i1Oqg26A0sIITLk2rVr6NKlC+Li4vD48WMsWrQIcnJybIdFCCFEiFevXqFnz55wcnLC/v37ce3aNaiqqrIdVoWjCfmkOiooKECtWrXYDqPCycnJYdasWQgJCUG9evXQo0cPbNmyBfn5+WyHRgghhBAidW/fvoWZmRlyc3Ph4+ODDh06sB1ShZo4cSKSkpLg4eHBdiiEEFItRUdHw9zcHCtWrMDKlSvx8OFDdOzYke2wCCFS9urVK2hoaLAdhlTIyclh48aNOHz4MDZu3Ag7Ozt8+/aN7bAIIUQm7d69G0+fPoWrqyvq1KnDdjgVwtHREQMHDsSkSZOQnp7OdjiEECKSxo0b48qVK9izZw+2bNkCCwsLxMbGsh0WIYRUGQUFBXB0dISamhqWLVvGdjhS4+zsjISEBKxfv57tUAgh1UjXrl3h7++PHj16oG/fvti5cyc9aJNUeZSUTQghMiAnJwdz5szBsGHDMGTIEAQGBqJ79+5sh0UIIaQYhw8fhr6+PgoKChAUFISZM2fSQzQIqUYyMzPZDoFVGhoa8PHxwdq1a7F69WqYm5sjOjqa7bAIIYQQQqTm+fPn6NWrF5SUlODt7Y02bdqwHVKF09LSgqGhIU6dOsV2KIQQUq0UFBTgn3/+QZcuXfD582f4+flh+fLl1fJhcYRURzExMWjfvj3bYUiVg4MD3NzccOXKFVhbW+PTp09sh0QIITLl1atXWLFiBf73v/+ha9eubIdTYeTk5HD06FHk5uZi9uzZbIdDCCEik5OTw+zZs+Hv74/MzEx07doVZ86cYTssQgipEo4fPw4PDw8cPny4Sj+sqE2bNti8eTO2bt2KoKAgtsMhhFQjDRo0wOXLl7F+/XosWbIEY8eOrfZzaUnVRknZhBBSyYWHh8PAwACnTp3C6dOncfToUdSvX5/tsAghhAjx4cMHDB06FLNmzcL8+fPx+PHjalcdjRBCAKBmzZpYunQp/Pz88PnzZ3Tp0gXOzs709ENCCCGEVDkBAQEwMzODuro6PD09oaqqynZIrJkwYQIuXryI7OxstkMhhJBqIS4uDtbW1pg3bx7mz58PPz8/dOnShe2wCCEV5MePH4iKiqrySdkAYGVlhUePHiEqKgqmpqZ48+YN2yERQohM+PHjB+zt7aGtrV2lKwEWp0mTJnB1dcWZM2fw33//sR0OIYSIpXPnzvDz88OkSZMwYcIETJ06FVlZWWyHRQghMuv9+/dYuHAh5syZAxMTE7bDkbpZs2bB1NQU06dPx/fv39kOhxBSjcjJyWHp0qW4c+cOfHx8YGRkhPDwcLbDIkQqKCmbEEIqqYKCAhw4cAAGBgZQVlZGcHAwxo4dy3ZYhBBCinHr1i3o6ekhNDQUnp6e2LBhA2rXrs12WKxSVFRkOwRCCMv09PTg5+eH+fPnY86cORg4cCASEhLYDosQQgghRCK8vLzQt29fGBkZ4fbt21BWVmY7JFaNGzcOX79+xfXr19kOhRBCqjxXV1fo6uoiLi4ODx8+xIYNG6p0dRdCiKC4uDh8+/YNGhoabIdSIXR1deHr64u6devCxMQEfn5+bIdECCGV3o4dOxAUFIRjx45V2/vWVlZWWLBgAebMmYOYmBi2wyGEELHUq1cPe/fuxdWrV+Hm5gZ9fX0EBASwHRYhhMikefPmQUlJCRs2bGA7lAohJyeHw4cP4+XLl9i6dSvb4RBC/s/enYfVnMb/H3+dOhVR1owZEyPrRFokogYhCmMborJvTSFk6+trC2WZyNJky1YSg+wySBuJSqeyDNmXsUdI2+n8/vDVb4wYS87dqdfjulwX55w/nteV63TO53O/77sMat++PRISEqCnp4dWrVphy5YtopOIih2HsomISqCHDx+iZ8+ecHd3x9SpUxEZGYk6deqIziIioiK8evUKY8aMQdeuXdGxY0fIZDJYW1uLzioRpFIpT8UlImhqamL+/PmIiYnBlStXYGRkhNDQUNFZRERERF9k3759sLOzQ9euXREWFgZtbW3RScJ988036NixI0JCQkSnEBGVWvfv30ePHj0wbNgwDB06FElJSWjZsqXoLCIS4PLlywCAhg0bCi5Rnu+++w7R0dEwMzND+/btERYWJjqJiKjEOnfuHGbNmoVZs2bByMhIdI5QPj4+MDAwgJOTE/Lz80XnEBF9su7du0Mmk6FOnTpo3bo1Fi9ejIKCAtFZREQqY+/evdi+fTtWrVqFihUris5RmgYNGsDLywtz587FuXPnROcQURlUq1YtREREYNSoURg4cCDGjBmDnJwc0VlExYZD2UREJczRo0dhbGwMmUyGyMhIzJ49G1KpVHQWEREVISkpCebm5ggJCcHWrVsRFBQEXV1d0VklSmZmpugEIiH4XvAuS0tLJCcnw9HREY6OjujXrx8ePXokOouIiIjok23ZsgW9e/fG4MGDERwczJNJ/8HR0RHh4eH8nEdE9BX88ccfaNq0KVJTUxEREYGlS5eifPnyorOISJD09HRUrlwZ1apVE52iVDo6Oti7dy8GDhyIvn37YtmyZaKTiIhKnPz8fAwdOhTNmjXDlClTROcIp6WlhZCQEMhkMnh5eYnOISL6LN9++y0OHz6M+fPnY/r06ejcuTP+/vtv0VlERCVeZmYm3Nzc4OTkhC5duojOUboJEybA2NgYI0eOhFwuF51DRGWQVCrFkiVLsH37dgQFBeGnn37CzZs3RWcRFQsOZRMRlRB5eXmYMmUKOnfujJ9++gnJyclo06aN6CwiIipCQUEBFi1aBEtLS3zzzTeQyWRwcHAQnUVEJUR+fj4kEonojBJJW1sbK1euxOHDh3Hq1Ck0a9YMBw4cEJ1FRERE9NH8/f0xcOBAeHh4ICAgAOrq6qKTSpRevXpBQ0MDf/zxh+gUIqJS48mTJxgwYAAcHBzQu3dvyGQytG3bVnQWEQmWnp5epk7J/iepVIpVq1bB29sbEyZMgLu7OxcWExH9w8KFC5GamopNmzbxusX/MTQ0hK+vL7y9vREbGys6h4jos6ipqWHy5Mk4efIkbty4AWNjY+zbt090FhFRiTZt2jTk5OTAz89PdIoQ6urqCAwMRGJiIje2IyKhfvnlF5w5cwZZWVkwMzPDn3/+KTqJ6ItxKJuIqAS4fPkyWrdujYCAAKxduxahoaGoXLmy6CwiIirCzZs30aFDB8ycORPz5s3D0aNHoa+vLzqLiEqQly9fik4o8Tp16oTU1FR06NAB3bp1w4gRI/D8+XPRWUREREQfNG/ePIwdOxY+Pj5YsGABN+IpQsWKFdGjRw+EhISITiEiKhUOHDiApk2bIiYmBgcPHsTq1auho6MjOouISoBLly6hXr16ojOEmjJlCrZt24Y1a9agT58+vC5LRAQgNTUVXl5emDdvHho3biw6p0RxcXGBvb09nJ2d8fTpU9E5RESfzdzcHElJSejatSt69OiBsWPHIjs7W3QWEVGJExMTg1WrVsHPzw/Vq1cXnSNM06ZNMX36dMycORNXrlwRnUNEZVjDhg0RHx+PLl26wM7ODnPmzEFBQYHoLKLPxqFsIiLBNm7cCDMzMygUCiQmJmLYsGGik4iI6D1CQ0NhbGyMBw8e4NSpU5g8eTLU1PiRmojoc1SqVAlBQUHYuXMn9u3bB2NjY0RFRYnOIiIiInqHQqGAh4cHZs+ejYCAAEydOlV0Uonm6OiIEydO4OrVq6JTiIhUVmZmJkaMGIFu3bqhQ4cOSE1NRZcuXURnEVEJcvXqVTRo0EB0hnB9+/bFsWPHcOLECbRv3x737t0TnUREJExeXh4GDRqEFi1aYPz48aJzShyJRILAwEDk5OTA1dVVdA4R0RepWLEiNmzYgJCQEAQHB8PCwgJpaWmis4iISozs7GyMHDkSdnZ2cHR0FJ0jnKenJwwMDDBy5EgoFArROURUhmlrayM4OBgrV66Ej48PunbtisePH4vOIvosnCAhIhLk2bNnGDBgAIYNGwYXFxecPHkSDRs2FJ1FRERFePbsGZycnODo6IiBAwciMTERJiYmorNKvEqVKolOICIV0Lt3b6SkpMDIyAg2Njbw8PDgTt5ERERUYsjlcowYMQIrV65EcHAwRo8eLTqpxOvcuTP09PSwdetW0SlERCopIiICzZo1w759+7Bz504EBQWhSpUqorOIqASRy+VIT09H/fr1RaeUCK1bt0ZcXByePn0KS0tLnDt3TnQSEZEQ8+fPx6VLl7Bhwwaoq6uLzimR9PT0sGnTJoSGhiIoKEh0DhHRF+vfvz+Sk5Ohq6uLFi1a4Pfff+ewHRERgHnz5uHOnTsICAgQnVIiaGhoYMOGDYiOjsaaNWtE5xAR4ddff0VMTAzOnz8PMzMznDlzRnQS0SfjUDYRkQAnT56EiYkJIiMjcfjwYSxevBiampqis4iIqAgxMTEwNjbG8ePHcfDgQSxfvhzlypUTnaUy8vLyRCcQCaGmxq/bn+Kbb77Bnj17sH79eqxbtw7NmzdHQkKC6CwiIiIq43Jzc+Hg4IDQ0FCEhYWhf//+opNUglQqRb9+/RASEiI6hYhIpWRlZWHcuHHo2LEjmjdvjtTUVPTu3Vt0FhGVQLdu3UJubi6Hsv+hfv36OHnyJGrVqgVra2scP35cdBIRkVIlJSXB29sb3t7eaNCggeicEs3W1hbjx4+Hm5sbrl69KjqHiOiL1alTB5GRkZg6dSrGjRuHnj174tGjR6KziIiESUlJwaJFi+Dt7Y3atWuLzikxmjdvDg8PD0yZMgW3b98WnUNEhBYtWiApKQmGhoawtrbmRhqkcrhKnIhIieRyOby8vNC2bVs0bdoUKSkp6NSpk+gsIiIqQl5eHjw9PdGuXTuYmpoiJSUFXbp0EZ2lcrKyskQnEAmho6MjOkElDR48GCkpKahZsyYsLS3h5eWF/Px80VlERERUBr18+RLdunXD0aNHER4eDnt7e9FJKsXR0RHnz59HYmKi6BQiIpVw6tQpmJiYIDg4GJs3b8bOnTtRo0YN0VlEVEJdvnwZANCwYUPBJSVL9erVcfToUXTq1AldunTB5s2bRScRESlFbm4uhgwZgtatW2PcuHGic1SCj48PDAwM4OTkxPtQRFQqSKVSzJ49G5GRkUhOToaxsTGOHTsmOouISOnkcjlGjBiBFi1awM3NTXROiTNnzhzUrFkTo0ePFp1CRAQAqFatGg4cOABPT0+MGTMGzs7OXHdOKoND2URESnLz5k20a9cOPj4+WLp0Kfbu3Qs9PT3RWUREVIQLFy7A0tISK1euxKpVqxAWFobq1auLziIiFZGTkyM6QaXVqVMHR48eha+vLxYsWABLS0ucP39edBYRERGVIRkZGejUqRNkMhmOHz8Oa2tr0Ukqx9LSEvXr1+dp2URE/yE3NxfTp0+HtbU16tWrh9TUVDg7O4vOIqISLj09HZUrV0a1atVEp5Q45cqVQ2hoKCZMmIAhQ4Zgzpw5UCgUorOIiL6qOXPm4Nq1a1i/fj0kEonoHJWgpaWFkJAQyGQyeHl5ic4hIio2VlZWkMlkaNOmDWxtbTFt2jTk5eWJziIiUho/Pz+kpKRg7dq1UFPjqNS/lStXDoGBgQgPD0dwcLDoHCIiAICamhpmzZqFQ4cOITw8HC1btsSlS5dEZxH9J37SICJSgj/++APGxsbIyMjA6dOnMWbMGN4IISIqgRQKBQICAmBubg51dXWcPXsWI0eOFJ1FRComOztbdILKk0gkGDduHJKSkqCurg5zc3P4+fmhoKBAdBoRERGVcvfu3UO7du1w584dREdHw9TUVHSSynJ0dERoaCjkcrnoFCKiEkkmk8HCwgIrVqyAv78/Dh48iFq1aonOIiIVkJ6ezlOyP0AikWDBggVYtWoV5s2bh6FDhyI3N1d0FhHRV3H69GksXLgQixYtgoGBgegclWJoaAhfX194e3sjNjZWdA4RUbGpXLkytm/fjjVr1mDlypVo06YN0tPTRWcREX11V69exaxZs+Dp6QlDQ0PROSWWlZUVfv31V7i7u+PBgweic4iICtna2iIpKQna2tpo0aIFduzYITqJ6IM4lE1E9BW9fPkSI0aMQL9+/TBgwACcOXMGRkZGorOIiKgI9+/fR/fu3TFu3Dh4eHjgxIkTqF+/vugslSaVSkUnEJGKa9y4MWJjY+Hp6YkpU6bAxsYGN27cEJ1FREREpdT169dhbW2NnJwcxMTEoFGjRqKTVJqTkxPu3r2LiIgI0SlERCVKfn4+vL29YWFhgcqVK0Mmk2HUqFHczJeIPtqlS5dQr1490Rkl3qhRo7Bv3z7s2rULdnZ2yMjIEJ1ERFSssrOzMXToULRr1w4uLi6ic1SSi4sL7O3t4ezsjKdPn4rOISIqVsOHD0diYiLkcjnMzMywefNm0UlERF+NQqGAi4sLfvjhB3h6eorOKfEWLFgAXV1duLm5iU4hInpL7dq1ER0djYEDB6Jfv36YOHEi8vPzRWcRFYlD2UREX0lSUhKaN2+O3bt3Y/fu3fj9999Rvnx50VlERFSE/fv3o1mzZrhw4QKioqLg5eXFgeJiUKFCBdEJRFQKSKVSzJgxA/Hx8Xj8+DGaNWuGwMBA0VlERERUyly4cAFWVlbQ0dFBdHQ0ateuLTpJ5TVs2BAWFhYICQkRnUJEVGJcvHgRVlZWmDt3Lry9vREREYG6deuKziIiFXP16lU0aNBAdIZK6NKlC2JiYvDXX3/B2toa169fF51ERFRsZsyYgVu3bmH9+vXc4OczSSQSBAYGIicnB66urqJziIiKXaNGjRAXF4fRo0djyJAhGDBgAJ49eyY6i4io2G3evBkRERFYu3YtNDU1ReeUeBUrVsTq1auxc+dO7Nq1S3QOEdFbtLS0sHLlSgQFBWHNmjWwsbHBnTt3RGcRvYND2URExUyhUMDX1xetW7dGrVq1IJPJ0KNHD9FZRERUhKysLLi4uODnn39G165dcfbsWbRu3Vp0VqmSlZUlOoFICA0NDdEJpY6pqSnOnDmDUaNGYdSoUejevTvu378vOouIiIhKgYSEBFhbW8PAwADHjx9HjRo1RCeVGo6Ojti1axe/GxJRmVdQUAA/Pz+YmZlBLpcjMTERHh4eUFPj7Xoi+jRyuRzp6emoX7++6BSVYWxsjFOnTkFdXR2WlpZISEgQnURE9MXi4uKwdOlSLF26lBvLfSE9PT1s2rQJoaGhCAoKEp1DRFTsNDU1sXjxYhw+fBiRkZEwMTHByZMnRWcRERWb+/fvY+LEiXBzc4OlpaXoHJVha2uLoUOHws3NDU+ePBGdQ0T0DicnJ5w6dQoPHz6Eubk5jh8/LjqJ6C28y0tEVIzu3bsHOzs7eHp6YtasWThy5Ahq1aolOouIiIqQmJgIMzMz/PHHH9i+fTvWr18PXV1d0VmlTl5enugEIiG0tbVFJ5RK5cqVw+LFixEVFYXz58+jadOm+OOPP0RnERERkQqLjIyEjY0NWrZsifDwcFSqVEl0Uqni4OCArKws7Nu3T3QKEZEw165dg42NDaZMmYJp06YhLi4OhoaGorOISEXdvn0bubm5HMr+RN9//z1iY2NhbGyMdu3aYe/evaKTiIg+26tXrzB48GB06tQJw4YNE51TKtja2mL8+PFwc3PD1atXRecQEX0VnTp1QkpKCpo0aYK2bdti7ty5kMvlorOIiL7YuHHjoKOjg/nz54tOUTm//fYb1NTU4OHhITqFiKhITZs2RXx8PKytrWFra4uFCxdCoVCIziICwKFsIqJic+DAARgbG+PKlSuIjY2Fp6cnTzggIiqB5HI5vL29YWlpCX19faSmpuKXX34RnUVEpcjLly9FJ5R6VlZWSE5ORu/eveHg4ABnZ2dkZGSIziIiIiIVs2/fPtjZ2aFr164ICwvjxjpfQc2aNdGxY0eEhISITiEiUjqFQoE1a9bA2NgYjx8/Rnx8PGbOnAmpVCo6jYhU2KVLlwAADRs2FFyienR0dLB//344Ojqid+/eWLFihegkIqLP4unpiUePHmHt2rWQSCSic0oNHx8fGBgYwMnJCfn5+aJziIi+Cj09Pezbtw++vr7w9vaGjY0Nbt68KTqLiOiz7d27F9u3b8eqVatQsWJF0Tkqp0qVKvD398fGjRsRHh4uOoeIqEi6urrYtm0bFi1ahBkzZqBXr154+vSp6CwiDmUTEX2p7OxsuLu7o3v37ujSpQuSkpJgYWEhOouIiIpw48YNtG/fHnPnzsWCBQvw559/4rvvvhOdRUSlDBdqKIeOjg5Wr16NAwcOICIiAkZGRjh8+LDoLCIiIlIRW7ZsQe/evTF48GAEBwdDU1NTdFKp5ejoiPDwcDx69Eh0ChGR0ty5cwf29vZwdXWFq6srEhISYGpqKjqLiEqB9PR0VK5cGdWqVROdopKkUinWrFmDefPmwd3dHRMmTODpgESkUqKjo7FixQosWbIE33//veicUkVLSwshISGQyWTw8vISnUNE9NVIJBKMGzcO8fHxePToEUxMTLBz507RWUREnywzMxNubm5wdnZGly5dROeorJ49e6J///4YPXo0nj9/LjqHiKhIEokEEyZMQEREBBISEtAJ69emAAAgAElEQVSiRQskJyeLzqIyjkPZRERf4Pz582jZsiU2btyILVu2YNOmTdDR0RGdRURERQgODkazZs3w9OlTnD59GhMnTuTO4V9Z+fLlRScQURlgZ2eHtLQ0WFtbw87ODq6urjytnIiIiD7I398fAwcOhIeHBwICAqCuri46qVTr2bMnNDQ08Mcff4hOISJSiuDgYBgZGeHKlSuIiYnBggULoKWlJTqLiEqJ9PR0NGjQQHSGyps2bRq2bt2KVatWoW/fvsjKyhKdRET0n168eIFhw4aha9euGDJkiOicUsnQ0LDw9NjY2FjROUREX1WzZs1w5swZODg44JdffsHIkSP5uZiIVMq0adOQk5ODpUuXik5RecuWLUNWVhamTZsmOoWI6IOsrKyQmJgIfX19WFpaYuPGjaKTqAzjUDYR0WdatWoVWrRogQoVKiA5ORkDBgwQnUREREXIyMhA//79MWjQIAwfPhynT5+GkZGR6KwygSfNEZGyVK1aFVu3bsXWrVuxbds2GBsb4+TJk6KziIiIqASaN28exo4dCx8fHyxYsICbdSmBjo4OevTogZCQENEpRERf1YMHD9CnTx8MGjQIzs7OSE5OhqWlpegsIiplLl26hPr164vOKBUcHBxw5MgRREVFoX379rh//77oJCKiD5o6dSoyMjKwZs0a0SmlmouLC+zt7eHs7IynT5+KziEi+qq0tbUREBCAXbt2ISwsDM2bN8fZs2dFZxER/aeYmBisWrUKfn5+qF69uugclVejRg0sW7YMAQEBiIqKEp1DRPRB33zzDY4cOYLx48dj2LBhGDlyJLKzs0VnURnEoWwiok/0+PFj9O7dG2PGjMGECRMQHR2NunXris4iIqIiHD9+HMbGxoiJicGff/6JJUuWoFy5cqKzypTMzEzRCURC8KR4MRwcHJCWlobGjRvjp59+KtwVl4iIiEihUMDDwwOzZ89GQEAApk6dKjqpTHF0dMSJEydw9epV0SlERF/Frl27YGRkhMTERBw9ehTLly+Htra26CwiKoWuXr3Kk7KLkZWVFU6dOoXHjx/D0tISFy9eFJ1ERFSkY8eOISAgACtWrEDNmjVF55RqEokEgYGByMnJgaurq+gcIiKl6NWrF2QyGb777jtYWlrC19cXCoVCdBYRUZGys7MxcuRI2NnZwdHRUXROqeHo6Ihu3bph5MiRePXqlegcIqIPUldXh4+PD3bv3o0dO3agdevWuHbtmugsKmM4lE1E9AkiIyNhYmKChIQEHDt2DPPmzYNUKhWdRURE/5KTk4MpU6agY8eOaNmyJVJSUtCxY0fRWWUSb9JQWcWT4sX59ttvsW/fPvz+++/4/fffYWFhAZlMJjqLiIiIBJLL5RgxYgRWrlyJ4OBgjB49WnRSmWNraws9PT1s3bpVdAoRUbHKyMjAwIED0adPH3Tv3h0pKSmwsbERnUVEpZRcLkd6ejpPyi5mDRo0wKlTp1CzZk20bt2aJ0IRUYnz/PlzDB8+HL169eLQiZLo6elh06ZNCA0NRVBQkOgcIiKlqFWrFo4cOYJZs2bB09MTdnZ2uHfvnugsIqJ3zJs3D3fu3EFAQIDolFInICAADx48wIwZM0SnEBF9lJ9//hmJiYlQKBQwMzPDgQMHRCdRGcKhbCKij5Cfn4/p06ejQ4cOsLCwQHJyMtq2bSs6i4iIinD+/Hm0atUKq1atwrp16/DHH3+gWrVqorOIqIzg6fAlg0QiwahRoyCTyaCrqwsLCwt4e3tDLpeLTiMiIiIly83NhYODA0JDQxEWFob+/fuLTiqTNDQ00K9fP4SEhIhOISIqNuHh4TAyMsKxY8ewf/9+rFu3Drq6uqKziKgUu337NnJzczmU/RVUr14dERER6NChA2xtbREcHCw6iYio0MSJE/Hy5UsOnSiZra0txo8fDzc3N1y9elV0DhGRUqipqcHT0xOxsbFIT0+HsbExDh06JDqLiKhQSkoKFi1aBB8fH9SuXVt0TqlTq1Yt+Pr6ws/PD6dPnxadQ0T0UQwMDBAXF4devXqhe/fumD59OteJklJwKJuI6D9cuXIFbdq0gZ+fH1atWoWdO3eiatWqorOIiOhfFAoFVqxYAXNzc2hrayM5ORlDhw4VnUVEZQxPhy9Z6tati6ioKMyfPx9z586FtbU1Ll++LDqLiIiIlOTly5fo1q0bjh49ivDwcNjb24tOKtMcHR1x/vx5JCYmik4hIvoiz58/x+jRo2Fvbw9ra2ukpaWha9euorOIqAy4dOkSAKBhw4aCS0qncuXKYfv27XB3d8egQYMwd+5c0UlERDh8+DACAwMREBCAGjVqiM4pc3x8fGBgYAAnJyfk5+eLziEiUhoLCwskJSWhc+fO6Nq1K8aPH4+cnBzRWURUxsnlcowYMQItWrSAq6ur6JxSa9iwYWjXrh2GDx+O3Nxc0TlERB+lXLlyWL9+PdatW4clS5bA1tYWDx8+FJ1FpRyHsomIPiAoKAhmZmbIy8tDYmIiRo4cKTqJiIiKcO/ePdjb22PixImYNm0aoqKiYGBgIDqrzNPR0RGdQEQENTU1TJo0CQkJCcjOzoaJiQn8/f05QE9ERFTKZWRkoFOnTpDJZDh+/Disra1FJ5V5rVq1Qv369XlaNhGptKioKBgbG2PXrl3Ytm0btm7dyo18iUhp0tPTUblyZVSrVk10SqklkUiwaNEi/P7775gzZw6GDh2KvLw80VlEVEY9ffoUI0aMQL9+/fDLL7+IzimTtLS0EBISAplMBi8vL9E5RERKpauri82bNyMoKAgbNmxAy5YtceHCBdFZRFSG+fn5ISUlBWvXroWaGsegvhaJRIK1a9fi2rVrmD9/vugcIqJPMmzYMMTFxeHatWswNTXFyZMnRSdRKcZPI0RERcjMzISzszMGDx6M4cOHIy4uDo0bNxadRURERdi9ezeMjIyQnp6OEydOYObMmZBKpaKzCK8HIeVyuegMIiIAQJMmTRAfH49JkyZh/Pjx6Ny5M27duiU6i4iIiL6Ce/fuoV27drhz5w6io6NhamoqOonwehGHo6MjQkND+V2RiFTOq1evMGHCBNjY2MDIyAhpaWno27ev6CwiKmPS09PRoEED0RllgouLC/bu3YsdO3bAzs4Oz549E51ERGXQhAkTkJ+fj5UrV4pOKdMMDQ3h6+sLb29vxMbGis4hIlI6JycnnD17FuXKlYO5uTnWrFkjOomIyqCrV69i1qxZ8PT0hKGhoeicUq9u3bqYP38+fHx8kJqaKjqHiOiTmJiYICkpCWZmZmjXrh2WLVsmOolKKQ5lExH9S3x8PExNTXH06FEcPHgQS5YsgZaWlugsIiL6lxcvXmDUqFHo1asXevbsibNnz8LCwkJ0Fv3LixcvRCcQCVGxYkXRCVQEDQ0NzJkzB7Gxsbh16xaMjIwQHBwsOouIiIiK0fXr12FtbY2cnBzExMSgUaNGopPoHxwdHXH37l1ERESITiEi+mjx8fEwMzPDhg0bsH79euzZswfffPON6CwiKoMuX76M+vXri84oM+zt7REdHY0LFy7AysoKN2/eFJ1ERGXI/v37sXHjRgQEBKB69eqic8o8FxcX2Nvbw9nZGU+fPhWdQ0SkdAYGBoiNjcX48ePh6uqKPn364MmTJ6KziKiMUCgUcHFxwQ8//ABPT0/ROWXG2LFj0aJFCwwdOpSbLRORyqlcuTL27NmDOXPmwMPDA/369eN6dip2HMomIvo/BQUF8Pb2hpWVFRo2bAiZTIYuXbqIziIioiKcPn0apqamCAsLQ1hYGNauXcsBSCIqEQoKCgAA6urqgkvoQ1q2bImkpCQMGTIEgwYNQp8+ffDgwQPRWURERPSF3gxL6OjoIDo6GrVr1xadRP/SqFEjWFhYICQkRHQKEdF/ysvLw4wZM2BlZQV9fX2kpqZi8ODBorOIqAy7cuUKT8pWMlNTU5w6dQoSiQStWrVCYmKi6CQiKgOePHmCUaNGwdnZGT179hSdQwAkEgkCAwORk5MDV1dX0TlEREJIpVLMnz8fx44dw5kzZ2BsbIzIyEjRWURUBmzatAkRERFYt24dNDU1ReeUGWpqaggMDMS5c+fg6+srOoeI6JNJJBJ4enriyJEjiIqKQosWLXD+/HnRWVSKcCibiAjA7du30aFDB3h5eWHRokU4ePAgTzkgIiqB8vPzMXfuXLRp0wb16tVDSkoKb0QTUYny/Plz0Qn0kcqXLw8/Pz8cPXoUiYmJaNasGfbu3Ss6i4iIiD5TQkICrK2tYWBggOPHj6NGjRqik+g9HB0dsWvXLmRlZQEAXrx4gaCgILi7u0OhUAiuIyJ6LS0tDS1btsTSpUuxfPlyHD58GPr6+qKziKgMk8vlSE9P50nZAujr6yM2NhZGRkZo164d9u/fLzqJiEq5cePGQSKRYPny5aJT6B/09PSwadMmhIaGIigoSHQOEZEwbdu2RXJyMiwsLNChQwdMnz4d+fn5orOIqJS6f/8+PDw84ObmhlatWonOKXMaN26MGTNmYNasWbh06ZLoHCKiz9K+fXskJSWhWrVqaNmyJTeQp2LDoWwiKvPCwsJgYmKCe/fuIS4uDhMmTIBEIhGdRURE/3L16lW0bdsW3t7eWLJkCQ4dOoRvv/1WdBb9n8zMTDRq1Aj16tWDoaEhvv/+e2zfvh3nzp3D999/X/hHIpHg9OnTonOJiArZ2NggJSUFdnZ26NGjB4YMGYLMzEzRWURERPQJIiMjYWNjg5YtWyI8PByVKlUSnUQf4ODggKysLHh5eaF///6oVq0aBg0ahOXLl/NzGBEJJ5fLsXDhQpibm6NChQqQyWT49ddfed+ohFq+fDkkEslb1x8rVaqEiRMnvnU9sk2bNqJTib7Y7du3kZuby6FsQXR1dbF//344ODigZ8+e8Pf3F51ERKVUWFgYtmzZgrVr16JKlSqic+hfbG1tMX78eLi5ueHq1auic4iIhKlatSp27tyJgIAA+Pn5wcrKiu+LRPRVjBs3Djo6Opg/f77olDJrypQpMDQ0xPDhw1FQUCA6h4jos9SqVQvHjx/HyJEj4eTkhLFjxyI3N1d0Fqk4DmUTUZmVlZWF0aNHo3fv3ujTpw8SExNhamoqOouIiIqwYcMGmJqaIisrCwkJCRg7diwXQpYwBQUFuHTpEq5evYoLFy7gzp07ePz4MTIyMnDnzp3CPwCQl5cnuJaI6G26urrYsGED9uzZg/DwcDRr1gwRERGis4iIiOgj7Nu3D3Z2dujatSvCwsKgra0tOok+IC4uDvPnz0e5cuWwcOFC7Ny5862bnc+ePRNYR0Rl3eXLl2FtbY3Zs2dj3rx5iIqKQr169URn0Qfk5OQAwFvXH589e4b79++/dT0yKSlJZCZRsXhzGlGDBg0El5RdGhoaWLduHby8vDB27Fh4eHhwMTIRFatHjx7BxcUFQ4cOhb29vegceg8fHx8YGBjAycmJJ8MSUZk3atQoJCQkIDs7G6amptiyZYvoJCIqRfbu3Yvt27dj1apVqFixouicMksqlSIwMBDx8fH4/fffRecQEX02DQ0NLFmyBNu3b8emTZvQtm1b3Lx5U3QWqTAOZRNRqaRQKGBkZISaNWsWuYOJTCaDubk5duzYgZ07d2L16tVcsElEJIizszOaNm1a5KDukydP0LdvX4wYMQKjRo3CqVOn0KRJEwGV9F8qV66Mnj17QiqVfvB1NWvWROvWrZVURUT0aX7++WekpqaiefPm6NixI9zd3fHq1asiXzt58mQMHToUCoVCyZVERET0xpYtW9C7d28MHjwYwcHB0NTUFJ1E7+Hn54cqVaqgdevWWL16NV68eAEAXLxMRCWCQqHAihUrYGJiguzsbJw5cwaTJk2CmhpvpZd0/fr1+8/NO6VSKU/SoVIhPT0dlStXRvXq1UWnlHn/8z//g+DgYPj7+6Nv377vvX5IRPSpXF1doaWlhaVLl4pOoQ/Q0tJCSEgIZDIZvLy8ROcQEQn3448/Ij4+HkOHDsXAgQMxaNAgZGZmvvM6mUwGiUSCwMBAAZVEpGoyMzPh5uYGZ2dndOnSRXROmWdiYoKpU6fC09MT169fF51DRPRF+vbti9OnT+PFixcwNzfHn3/+KTqJVBTvJBNRqeTv74+0tDTcv38f06dPL3xcoVBg2bJlaNmyJWrUqIHk5GT07t1bYCkRUdm2Y8cObNmyBefOncOcOXPeeu7o0aNo1qwZ4uPjcfToUSxevBhaWlqCSuljDB48GHK5/L3Pa2pqwtHRkaecU5lQqVIl0Qn0mfT09LBz505s3rwZmzdvhpmZGeLj4996zZEjR/Dbb79h48aN8Pf3F1RKRERUtvn7+2PgwIHw8PBAQEAA1NXVRSfReygUCkyYMAFPnz4FgCI3ZSMiEuXGjRvo2LEjJk6ciEmTJiE+Ph5NmzYVnUUfqU6dOrCwsPjgAL1cLkf//v2VWEX0daSnp/OU7BLE0dERf/75JyIjI2FjY4MHDx6ITiIiFbd9+3bs2LED69at4z0mFWBoaAhfX194e3sjNjZWdA4RkXBaWlrw8/PDgQMHcPjwYZiZmeH06dOFz2dlZeGXX34B8HoTkitXrohKJSIVMXXqVOTk5HDDohLkf//3f1GnTh2MHj2aB1gQkcpr3Lgx4uLiYGtrC3t7e8ydOxcFBQWis0jFcCibiEqdixcvwsPDo/Dfvr6+OHr0KB48eICuXbti0qRJmDFjBo4dOwZ9fX2BpUREZdutW7cwfPjwwgFdHx8fxMbGIicnBx4eHrC1tUWbNm0gk8nQvn17wbX0Mezt7aGjo/Pe53Nzc+Hg4KDEIiLl44BJ6eHs7IyUlBTo6+vDysoKM2fORF5eHjIyMjBw4MDCBd8TJ07E2bNnBdcSERGVLfPmzcPYsWPh4+ODBQsWcOOnEk4ikSA5ORlaWlr8WRFRiRIYGIhmzZrh3r17iIuLw5w5c6ChoSE6iz7R4MGD3/v7RU1NDVZWVvjuu++UXEVU/C5fvoz69euLzqB/+Omnn3Dy5Ek8fPgQrVu3xl9//SU6iYhU1P379+Hm5oaRI0fC1tZWdA59JBcXF9jb28PZ2blwIzoiorLOzs4OMpkMDRo0gJWVFXx8fFBQUIAJEyYUnqyqUCgwYMCADx76QERlW0xMDFavXg0/Pz9Ur15ddA79Hy0tLaxduxbHjh3Dhg0bROcQEX2xihUrIjg4GH5+fpg/fz66d++Ox48fi84iFcKhbCIqVfLy8uDg4PDWLiUSiQQODg4wMjLCxYsXER0djenTp/P0HCIigQoKCuDk5IRXr14V7ponkUjQv39/WFpaYt26ddi8eTO2bduGKlWqCK6lj/XmJOz3LV6tVasWWrRooeQqIuXKysoSnUDFSF9fH4cPH8ayZcvg6+uLli1bYtCgQXjy5Enhdw6FQoFffvkFL168EFxLRERU+ikUCnh4eGD27NkICAjA1KlTRSfRRzI2NsamTZtEZxARAQD+/vtvdOvWDaNGjcKoUaOQmJgIc3Nz0Vn0mfr27fve5yQSCZydnZVYQ/T1XLlyhSdll0CNGjXCyZMnoaenh9atWyM6Olp0EhGpoF9//RU6Ojr47bffRKfQJ5BIJAgMDEROTg5cXV1F5xARlRg1a9bEwYMHsXDhQsyZMwfW1tZYs2YN8vPzAbxe45uUlAQfHx/BpURUEmVnZ2PkyJGws7ODo6Oj6Bz6F0tLS7i7u2PSpEm4e/eu6BwiomIxZswYREZGIi0tDebm5khISBCdRCqCQ9lEVKrMmTMH586dK7yAA7we/Hv+/Dlq1KiBs2fPwtLSUmAhEREBwKJFi3DixIm3TpSVy+V48OABKlSoAJlMxsVyKsrZ2bnIk4I1NTXh7OzMU9GISOVIJBK4uroiOTkZ2dnZ2L9//1vvc/n5+bh58ybc3NwEVhIREZV+crkcI0aMwMqVKxEcHIzRo0eLTqJP5ODggClTpkBNjbemiEic0NBQNG3aFBcvXkRUVBQWL16McuXKic6iL1C9enW0b9++yM2YJRIJfvnlFwFVRMVLLpcjPT2dJ2WXUDVq1EBERATat28PW1tbhISEiE4iIhUSHByM3bt3IzAwEDo6OqJz6BPp6elh06ZNCA0NRVBQkOgcIqISQyKRYMKECdi9ezeSk5PfWSskl8sxe/ZsnDlzRlAhEZVU8+bNw507dxAQECA6hd7Dy8sLVatW5TopIipVWrVqhcTERDRs2BBWVlZYvXq16CRSAVLRAURExeXkyZPw8fF565TsN/Ly8nDu3Dls3rwZY8eOFVBHn+Kvv/5CVFTUW49pa2sjOjr6rRMI69ati06dOik7j4i+UEJCAmbMmPHe9+vY2FjEx8fjhx9+UH4cfbHWrVtDX18ft27deuvx3NzcD55aQ6Sqjh07Vrgznq6uLh49egQdHR3s2rULcXFxAAB1dXW0atUKTZo0EZlKX0hXVxd///03JBIJFArFW8/l5+dj8+bNsLW1hZOTk6BCIiKi0is3NxeOjo44dOgQwsLCYG9vLzqJPtP8+fNx9uxZHD9+vMgNvYiIvpZHjx7B1dUVO3bsgIuLCxYvXowKFSqIzqJiMmjQIERERLz1mFQqRefOnVG1alVBVUSfz9bWFkeOHIG9vT0aN26MqlWrIjc3F9ra2pDL5UVuQkBilS9fHtu3b8eUKVPg7OyMa9euYfr06aKziKgEGTNmDBo2bIgxY8YUblZ29+5duLu7w83NDe3btxdcSJ/L1tYW48ePh5ubG9q0aQMDA4PC55KSknDo0CF4enpykzqij5CdnY0tW7ZALpcXPvZm7cmaNWsKH1NXV8egQYOgoaGh9Eb6eHK5HPPnz0deXt4799eB14PbAwYMQEpKCrS1tQUUEpFIDg4OqF27Nry8vFC+fHkAQEpKChYtWoQlS5agdu3aggvpfSpUqIC1a9eiQ4cOCA0NRf/+/Quf27JlC0JDQ7F7925ev6Iyj/Mwqqd69eo4dOgQZs+eDVdXV5w8eRIBAQH8rErvJVEU9U2HiEjFPH/+HE2aNMHdu3ffuij3bxoaGkhISECzZs2UWEefauzYsVi5cuUHL5y+WbTJX2NEquXly5cwMjLCrVu3kJ+fX+RrJBIJKlasiHPnzkFfX1/JhVQcZs6ciQULFry1wL527dq4ceOGwCqir6N27dq4desWNDU1UVBQUORp8Hl5ebCwsEB8fLyAQiou3bt3x+HDhz84PFS+fHnIZDI0aNBAiWVERESlw2+//Ybu3bujUaNGbz3+8uVL9OrVC6dPn8a+fftgbW0tqJCKy7Nnz2BiYoLbt2+/c23gxo0bXGhDRMVu7969GDVqFDQ1NREYGMjFLaXQ8+fPoaenh5ycnMLH1NTUEBwcjAEDBggsI/o8hoaGuHDhAgAUXnd887lJKpXi+++/R40aNbBw4UK0a9dOYCkVxd/fH+7u7hg8eDBWrVpV5D3vhIQEGBoackEfURmRm5sLLS0tAK9PXgoKCkL9+vXRrVs3XLx4ETKZjBsGqbicnBy0bNkS5cuXR0xMDNTV1eHr64vJkycDAE6dOoWWLVsKriQq+aKjo9G2bVsAeO+6wTf3auPj42FhYaG0Nvp03t7e7z204w2pVIpRo0bB399fiWVEJNo/Px/XrVsXGzduRJs2bdCqVStoamoiJiaGG9qoABcXF4SFheHcuXPIycnBiBEjEB4eDgA4c+YMzM3NBRcSicV5GNV26NAhDBw4EN999x127tzJ9aBUJH5aIaJSwd3dHX///fcHB7KB1x9cjI2NP3ihh8T7+eefAbz+eb3vj4aGBkaOHCm4lIg+1bhx4z44kA28/nL5/PlzfoFRYQMHDnxraFFDQwPOzs4Ci4i+Hnd3d0ilUuTm5iI/P7/Izy1SqRQDBw4UnUpfYO3atdi/f/9/nuaYn5+PPn36IDc3V0llREREpUNsbCwmT56Mxo0bIz09vfDxjIwMdOzYETKZDMePH+dAdilRqVIlHDx4EFpaWkVuakRE9LGuXbuGixcvvvf5Z8+eYciQIejRowe6dOmC1NRUDmSXUjo6Ovj5558hlUoLH9PU1Cy830Skanr06AFNTU0AKLzu+EZ+fj6uX7+O06dP4/jx46IS6QPc3Nywe/dubN++Hd26dUNmZuZbz2/ZsgUtWrTAxIkTBRUSkbKdOnWq8O+JiYlo2rQpnJ2dcejQIWzcuJED2aWAlpYWQkJCIJPJMHnyZNjY2GDq1KkAXt8rfzOcQkQfZmlpiUqVKgF4/7pB4PX1RVNTU5Gp9B/OnDmD6dOn/+c63fz8fAQEBODQoUNKKiOikiAxMbHw7zdv3kS7du3QuXNnpKamYu3atRzIVhGLFi2CpqYmnJ2d0ahRIxw7dgzA68+/kZGRYuOISgDOw6g2Ozs7JCYmQktLC+bm5ggLCyvydV5eXujVqxcH68sofmIhIpW3e/dubNiw4YMDfmpqaoULMXR0dJCdna2sPPoMNjY2qFat2gdfk5eXx9MNiFTMrl27sH79+g++XwMoXGiUk5Pz1skmpDoaNGgAMzOzwsX1eXl5cHBwEFxF9HX07dv3PzcGUigU6Nevn5KK6Gvw8fEB8P4d2d/Iy8vDhQsXMGXKFGVkERERlRrTpk2Duro6pFIpOnTogNu3b+PevXto27Yt7t69i+joaC6yK2V+/PFHbN269Z3HX758KaCGiFTRixcvYGBggB9//LHIwewjR47AyMgI4eHh2LNnDzZu3Fi4sJtKpwEDBhReo9HQ0EDPnj054EQqy8zM7D83Byxfvjzc3NyUVESfqlu3boiMjERqaiqsrKxw69YtAK9PdBw6dCgAYN26dfjrr79EZhKRkkRERBTeA8/Ly0NOTg5CQkKgr6+PWrVqCa6j4mJoaIjhw4djzZo1OHHiROEgYl5eHvbs2SO4jkg1aGhowNHR8YP3ZD/mNSTes2fPCv/+5jUVAUYAACAASURBVHfg+0gkEgwaNAiPHz/+2llEVEJER0cXvo/L5XIoFApERUVBW1sbly5dElxHH+vx48eoWbMmjhw5gpcvXxZey5LL5dxIkAichykN6tSpg9jYWDg6OqJPnz6YNGnSWzMQhw4dwqxZs7B79278/vvvAktJFA5lE5FKu3fvHoYNG1bkrlgaGhqQSCTQ0NCAjY0Nli5dimvXriEzMxPa2toCauljqaurw8nJ6YMX5PT09NC2bVslVhHRl7hz5w6GDh1a5AlY6urqUFdXh0QiQZMmTeDh4YGoqCjk5eVBS0tLQC0Vh6FDhxb+fq5Xrx6aNWsmuIjo66hduzbMzc3fe8KfVCpFp06dUKNGDSWXUXE6ffo0tm7dCmdnZ3zzzTcAXv9s1dXV33ltfn4+li9fjn379ik7k4iISCWFh4fjxIkTkMvlyM/Px99//42OHTvCysoKubm5iImJQaNGjURn0lfQvXt3zJ49+61ru/+1kRsR0RsuLi5QV1eHmpoanJycCt8/Xr58CVdXV3Tu3BmtWrVCWloaT0suI+zt7QuHsPPy8uDs7Cy4iOjzNW/e/IMna0ilUkycOJHXHEu45s2b49SpU1AoFGjVqhX27t2LLl26FA7pqampYfz48YIriUgZwsPDkZub+9ZjCoUCd+/eRZMmTbB69WqeqKTisrKy4OLigpUrVyI7O/udzVWSk5Px4MEDQXVEqsXR0fGDGxTl5eXB0dFRiUX0OTp27Ai5XI6TJ0/Cw8MDP/74I4D/v0bsnwoKCvDs2TMMHz5cRCoRCRAVFfXOARj5+fl49uwZevXqhd69e+PevXuC6ui/FBQUwM/PD4aGhpDJZIXXOf75fHR09DuPE5U1nIcpHbS0tBAQEIBNmzYhICAANjY2uHfvHq5fv47+/fsXrnWYPHkybt68KbiWlE2i4BU9IlJRCoUC9vb2OHr0aOFiG01NTeTm5qJ69ero2bMnunXrho4dO3InfBUUFxeH1q1bF/mcpqYmxowZA19fXyVXEdHnKCgoQLt27RAXF/fO+3WFChVga2sLe3t7dOnSBd9//73gWiouDx8+RM2aNVFQUIBZs2Zh9uzZopOIvho/Pz9Mnjy5yAESiUSCrVu38rT4UubixYs4evQoDh06hOPHj+PVq1eFv9uA1wsqdXR0kJaWxt9tREREH6BQKGBsbIzz58+/tfhCQ0MD+vr6+PPPP1GvXj2BhfS1KRQK9OrVq/DEqJSUFBgZGQmuIqKSLigoCIMGDSr8t7q6OmbPno127dphyJAhyMjIgL+/P/r37y+wkkQYPnw41q9fD11dXTx8+PA/T+MiKsl0dXXx/PnzIp/T0dHBjRs3UKVKFSVX0ed49uwZfv75Z6SlpeH58+fvDBkdPnwYtra2guqI6Gt78eIFKleu/M7Qyb/98MMPuHDhAsqVK6ekMiouycnJ6NOnD27evPnezebU1NSwfv16DB48WMl1RKpHoVDgu+++e+8wXs2aNXH37t33bppOJdetW7dw4MAB7NmzB8ePH0dOTg40NDTe+ny8YcMGDBkyRFwkEX11BQUFqFy58nuveQCv11opFAqcP3++cFMHKhny8/NRp04d3L179z9fm5SUBFNTUyVUEZVcnIcpXdLS0tC7d29kZmaiYsWKuHnzZuFnWQ0NDbRt2xZHjhwRXEnKxKFsKjWePn2KtLQ0PHnyBDk5OaJzSAl27tyJbdu2AXj9BaxOnTqwsLCAmZkZ6tatC4lEgooVK+Lbb7+FoaEhF16oGIVCgdq1a+P27dtFPp+QkIDmzZsruYq+1LVr13Dt2jU8efKEOz2XIevXr0d4eHjhv/X19WFubg4TExM0atQIenp6qFu3LurWrSuwsvjk5ubi/Pnz+Pvvv/HixQvROUINGTIEWVlZ8PX1hb6+vugcobS0tFC1alU0bdoUlStXFp1DxezOnTvQ19cv8nebtrY2Hj58CG1tbQFlVJze9/4ul8tx6dIlpKSk4OzZs7h27dpb/xe2b98uIpdKIH4/JSJ6144dO9CvX78iP0dpaGjA0tIShw8fLvMLkkv79ZTs7OzC4crffvsNtWvXFlxUuvD7KJU2Fy9ehKmpKbKzs996XCqVQkNDAzY2Nli7di2+/fZbQYXKx+uR/19aWhq8vLzQtGlTzJw5U3SOUHz/V33t2rVDVFTUO49LpVLMnj0b06dPF1BFnyMrKwvW1tZITU19ZyBbXV0d9erVw7lz5yCVSgUVEtHXdPDgQXTt2vWjXnv79m3UqlXrKxdRcWvQoAHS09M/+BqpVIoePXpgx44dSqoiUm1TpkzBsmXLCjfEfkNTUxPu7u5YtGiRoDIqLllZWYiIiMCuXbuwe/duZGRkFD63cOHCUrOGjF7jfXL6p5SUFBgbG3/wNWpqaigoKMDdu3fL1HVeVVBQUIAqVaogMzPzg6/T0NDAokWLMH78eCWVEZVMnIcpfTIzM2FqaoobN268swGfRCLBhg0buCFbGcKhbFJp58+fx6ZNm7Bn/wH8df6c6BwqwTQ0NNHGygp9eveCs7MzFx+oiP/93//FokWL3rk5XadOHVy/fl1MFH2SgoICHDx4EKHbtuHQocN48vih6CQqwapW04OdXWf0d3CAvb091NTURCd9tKdPnyI4OBi7wnYjNjYGef+6MUT0Tz8aNkH3bl0xZMgQ7uZZilhaWuL06dMoKCgofExDQwOOjo7YuHGjuDD6Im/e38P+7/393zf+iT6HpqYmrKys0atXT34/JaIyLT8/H40bN8a1a9fe+gz1T1KpFJ07d8aePXugrq6u5EJx3lxP2bYtFIfDw/Hw0WPRSVRKNDX8EfbduvP7KKms7OxsNG/eHJcuXXrnBDqpVIratWvjwoULZWJx55vvqzt3heFEbCzy8vh9ld6v0Y9N0KM7r0eqmsmTJ2PFihXvbEhfpUoV3Lx5ExUrVhRURp9CoVCgf//+2LVr1wdPT122bBnGjBmj5DoiUoZJkyZhxYoV772/oK6uDlNTU+zcuZOblKmo69evo3///jhz5sx7r3EBQIUKFZCRkQENDQ0l1hGppuTk5PeerHn27FmYmJgouYiK05t13/sPHMT5c2mic0iJeJ+cAMDf3x/jx4//4Hfkbt26ISgoCLq6ukquo4+Rn5+PKVOmwM/PDwCK3FBaTU0NXbt2xd69e5WdR1TicB6mdNm0aROGDBlS5HMSiQQ6Ojr466+/ULNmTeWGkRAcyiaVlJ6ejgkTPbB/315UqVUP31h0g16TNtDVbwTNilWgrqElOpFKiPxXL/Dq6X08vZaGB7LjuHt6PyQFckzymIj/+Z//Qfny5UUn0gecO3cOTZs2fesxDQ0NeHp6Ys6cOYKq6GOFhYVh0uSpuHbtCr41skbN5rao1tAcFb+pA42KlSCRqM7ALX09CkUB8l48w4v7N/D4UgLuJf6Jv1NjULduPfy2eCF69eolOvGDXr16BW9vb/j6LgHU1WHYtgfqtWiPbxs0g061mtDS5qIoei0/NwevMjPw4PoFXDsbiwtRe/Dg5hV06/4zli7xRf369UUn0hfy9/eHu7v7O7vfHTt2DDY2NoKq6HMVvr8vWQJ1dSk6dOuFVm07olFTE+jVqAntijqiE0kFZb14jocP7uGvtGTERR5BxIHdkMvz4TGR30+JqGzasGEDhg8f/lEnP/fo0QO7d+9WQpV4YWFhmDplMq5cvYq2Jo1g18oQLX78AT/UrIbKOtpQk0hEJ5KKyc7NQ8bzLFy8cQ8xKenYHZOKK7fv4efu3eC7ZCm/j5JK+fXXX7Fu3br3LthTV1fHlClT4O3treQy5XnzffU33yVQSNRRvUU3VGnaFjp1jKBVuQbUy/F6JL1WkJeDvBcZeHnnL2RcjMOThH3IvHuV1yNVSGhoKBwdHd/6vKyuro7FixdjwoQJAsvoU4wbNw4rVqz4z9dVqlQJ165dQ5UqVZRQRUTKZGhoiAsXLrzzuJqaGhQKBSZPnox58+ZxUFfFyeVyLFy4EDNnzoREInnvd5aIiAi0b99eyXVEqqmoU+jr16+Py5cvCyqiL5Weno6JHh7Yt3cv6hg0QLuuvWFm+RMMGhpCt3IVaGqVE51IX0nWi+d49OAeLp1LRnzkEUQe4n3ysszBwQE7d+58Z33VmwN85s+fj6lTp0LC+2El3q5duzBw4EDk5uYW+fn3/7F33mFRHV0cfmmKKCCKgr1XQEWwolhBkKhR7Ar2HlQSGzbsoiQBJfbYwI7YEQU0iGIFK6gRe6EoFhAIgsr3B98iSNvFZXfR+z7PPsndOzPn3GWdvfec+c3R0tLi7du3xao4k4BAUSDoYb4fbty4QatWrXJspJoVNTU1fvrpJw4cOCBDzwTkhSDKFihWfPjwAWdnZ/78040ylWphMHQB+k07gXDjLSAmH1OSeBiwnX8P/Imujg6rV7nRp08febslkA+NGjXi7t272d67e/cuDRo0kJNHAgXx4MEDJk76hQD/k9Ro9zMGA2ZSRr+WvN0SKEYkxjwiYu8Knpw7RFcLS9atXUOdOnXk7VYODhw4wJSpjrx++xZz++m07DWSEqVKy9stgWJCeno69y+fxn/tXF6/eMivjo4sXLiQkiWFzYWKKzExMVSpUiXbDvj6+vq8ePFCCC4XMw4cOMDUqY68ffeO0VOdsLUfg0ZpYVG7gPRJTkrEx3MTf7svR6dsWdzdhedTAQGBH4cPHz5Qu3ZtoqOj8xRlq6io8PnzZ9LT0zl48CA///yzjL2ULQ8ePOCXSRM56R+AbcfmzLG3pnZlXXm7JfAdkp6ezqmwu8zZdJSHL17h+OuvwvOoQLFg//799OvXr8B2ysrKhISE0Lp1axl4JVsOHDiAwxRH4t68pUZPR6p0tkdFXYhHCohJejqvbwXxaM8CkmIf89uvQjxS0YmMjKR+/fqZx0pKSlSoUIEnT56gri6IFYoDHz9+FFtkqaqqysSJE1m1alUReyUgICBL4uLiqFixYo7Yh5qaGhoaGuzcuRMbGxs5eSdQFFy5coWBAwfy9OnTHMKUEiVKMGXKFFauXCkn7wQEihdLlixh0aJFmRUF1dTUmD9/PnPnzpWzZwKSIlr37ebmRtWadXCYt4JWHSwEweUPzH9JiRzYsYltq4Q8+Y9IhQoViIuLy/aempoaZcqUYf/+/ULhi2JGZGQkvXr1IjIyMldh9s2bNzEyMpKDZwICioWghyn+JCUlUaZMGZSUlMQqPODj4yPc3/wACCvDBYoNcXFxdOrSlVV/rcPAbgGdV5xGv1lnQZAtIBGq6qWp32MiFn+GUKKeGX379WP+/Pli/TAKyIdhw4ZlJquVlJRo0qSJcAOqwJw5cwaTFi0Ji3xOp0WHaDVlvSDIFpCYMvq1aDVlPZ0WHeLq/ReYtGjJmTNn5O1WJunp6cyfP59+/fpR0ag9Dl5XaDfQQRBkC0iEkpIS9Vp1YcKWs3SbuASPNevo3KVrjqCzQPFBX1+fdu3aZQqw1dTUsLe3FwTZxYis87tx2474BN/EboKjIMgWKDI0SpfBboIjPsE3MW7bkX7C86mAgMAPxIYNG4iNjc11zhPFgZo1a8bu3btJS0v77gXZZ86coWULU6Ie3OH47w5snmUnCLIFigwlJSW6mjYiZO00lo7tybo1HnTt0ll4HhVQaB4/fsyIESPEWqz7+fNn2rRp813dV4ueV/v264dS7ba0dDlL9e4TBEG2gGQoKVG+SSdMFp+izkBn3P9aR8fOQjxSkalbty4aGhqZx0pKSixatEgQZBcjVFVViYmJwcXFherVqwPkKdL++PEja9asybE4U0BAoHhz+vTpHO+pqKhgampKeHi4IMj+DmnRogW3bt1i5MiRANnyhKmpqRw5ckRergkIFDsGDhyYKcgGSEtLY+DAgXL0SKAwxMXF0aVLV9auW4/DvBV4nrxC646WgiD7B6dU6TIMGefI7qCbNG0j5Ml/JB48eJAjFqWiokKTJk24ceOGIMguhtSrV4/Q0FAGDx6c45yqqipBQUGyd0pAQAER9DDFn5SUFCAjZ1eiRIl82yorKzN27FjevHkjC9cE5IiwOlygWHDnzh1MWrTkzqMoOi47SV2rUSipqMrbLYFijLqOHiYT3GkxyYPlLivp268/qamp8nZLIBcGDRqUuXuWiooKdnZ2cvZIIC88PT2xsLCkXJPOdF7qR4VG318lEgHZUqFRazov9aNck85YWFiyfft2ebtEamoq/fr1x2XFSvrMXkfvWX+hWV5P3m4JFGOUVVRp1WcMYzeeJvJpNKYtW3Hnzh15uyVQSAYPHpyZPExLS2Po0KFy9khAXFJTU+nXvz8rVq5k4arNOLttRFdPX95uCfwg6Orp4+y2kYWrNrNi5Ur69ReeTwUEBL5vkpKSWLhwIZ8+fcr2vpqaGioqKvTq1YsLFy4QGhrKgAEDUFX9vuPAnp6eWFpYYNG8HoHuU2hrWFveLgn8IKiqKDO2Z3uCVjsS/eQBrVq2EJ5HBRSS1NRU+vbty4cPH/JcmKmiooKKigoAGhoaTJ8+/btZ3Juamkrffv1Z7rKSxmNX03C0GyXLCvFIgcKjpKJKVYuRNHf2I+JRVEYOXpj/FRIlJSWMjY2BjEVclStXzhR4CRQf9PT0mDlzJo8fPyYwMJDevXujpqaGqqpqjt8qZWVlpk6dKidPBQQEioLTp09nxjWUlZVRUlJi2rRpBAcHU7VqVTl7J1BUaGhosGHDBo4ePYq2tna2DTn+/fdfnj59KkfvBASKD3Xr1sXY2BglJaXMe+O6devK2y0BCbhz5w4tW7biWXQMm4+F0Hf4BFS+83i/gGToVtRnzh8bmecm5Ml/FM6ePZujuMWYMWMICQmhWrVqcvJK4FvR0NBg+/btbNiwITPmARnCRUGULSCQgaCHKf6UL1+e9PR0wsLC+PXXX/PdhPPz588kJCTg6OgoazcFZIxSurCtkICC8+rVK5qbtuCjZhVa/raVEmXKytulTB6d2kHYht9oZOuIwYBZOc5H7HXhjo8bJuP+oFYX+Qoy9vfPe4FG332xeZ6LDvMnZIVdvm2kZUtexN29xOU/R/KzjRU7d3jJ2x2BXGjdujWXLl1CSUmJJ0+eCA/fCsiRI0fo08eWRv1+w8DWESRc8PYwcAdX1v9G476OGA3MOZ/e2uPC7f1utBj/B7W7yl/glpacQPS10zw560NUqD+VTS2pYtqNyi2sUNfOu5JVVKg/Z13sGLA/97kwt3FrtLelknFn1DS0vqnts/NHuLL+NwAa93Wkpnk/NCvXydWP91EPeBzsze39bgC0GP9HgdcmYm/fvH8D8rruAklPJ8LHjTvef3DggA89e/Ys3DhSYMhQO44eP8GAxV7UaKI4Gw+EHt3OYdepdLSfRpfRc3KcP/X3UoI8f6fXdHdMewyTg4d5czfkBDudBrE4+K1U24qYZ66T5zlJxpEF/yW8Ze88O1LfvCDsymUqVKggb5cEJOTVq1dUqlSJT58+YWBgQHh4uLxdEhCToXZ2+PmdxHXzXpq1bCtvd/Ll4M4tLJk+kdFTnZgwwznH+XUrF/K3+3Lmuq6l9xDFW6h77/ZNBnVtSVhUSo5ziQnxBBz1Idjfl+AAX8wtbLDqMwCzTt0oo6Vd4NgmlfOuFJWbPUXk+uXzTB81AGvrbuzwEp5PBQQEvk+WLl3KggUL+PjxI0pKSigrK1OqVCkmTpzIL7/88kPFfY4cOYJtnz7MHGLJ9MHSqw6y3e8Ck933Mn2wJXOHdc9xfsn247ju8mf11AEMs24jFZuFJSEphYArt/H+Jwy/ixFYtzbAurUh3dsYUaFsmQLb9utkgkWLxmiVznkfcP/5K/acuoLrLn8AVk8dkOe4B4OvMdl9LwDTB1sysEsL6lbN/kym3a1ggUz8Sfc8z4U/fIHZBNd82+Tml9/FcLGu91t4+z6ZoYu38vxtCpdDw4TnUQGFYsaMGfz555/ZNvNQUlJCVVWVtLQ0NDU16dq1K5aWlnTt2vW7W6A9eKgdh46doLHDZsrWbylvdzJ5EbSTu1umUavXVGrbzsxx/qHPCh4ddqfhyN+p0nGIHDzMm7hr/txwG0YXz+hcz39MTuD1zdPEXDhI3DV/dI0t0TW2pELzbpTQKjhGfsq+Up7n8rIpL9KS3nHbYyTqiVFcDb0izP8KyK+//sqqVasA2Lp1K/b29nL2SEAaxMXF4enpydq1a3nw4AFqamrZqkD6+flhZWUlRw8FBASkRfXq1Xn27BlqamqUKVOGPXv2YGlpKW+3BGRIbGwsw4cP5+TJk6Snp6OsrMxff/3FhAkT5O2agECxYNWqVfz6668A/Pnnn0yZMkXOHgmIy6tXr2jRoiXlK1dn+cY9aJUtJ3MfDu/agsvMiYyY7MTY6Tnz6htdF7J19XJmrVhLr8Hyzau3qZZ3vPfCs7zz3OcCfJk+0jbfNtKyVdTcuHIepzED6C7kyb9rRo0axfbt2zPzg5s2bRJiHd8Z165do2fPnsTGxpKWloaOjg6vX7/+bjZRFRD4FgQ9zPfHtWvX8Pb2ZufOnTx9+jRHnBfg5MmTQizoO0YQZQsoNCkpKbQz78izhI+YzfVBpWQpebuUg6ubZvAwYDtmM72oZPJlshSJmWtbDKP5mJVy9BCS415wfGLzPM/nJZSOfxJBwPTO+baRli158ybyKucW92GB83ycZuUUhArIl7/++gsHBweMjY25evWqvN0R+Ipbt27RslVr6vaYiEH/6YUeJ3TjDB74b6f9LC8qm36ZT0VC5jqWwzAdK9/5FDIEzhdXTyIq1D/HucqmlrSY4JarePnd4whOTsuYU3MTJ6fEx3FlnaNY40rSFuCsi12ubbv9fpqyNQ3y9PPrcVtPXpND8J2V5LgXHB2f929AoUXZ/ydinyv3j67l8qWLGBkZfdNYhWH5chcWLlrMcPfDVG1sKnP7BXHkj1+5cngrQ5bvpqHZl8U6IiFzi14j6Pnbn3L0MCcx98NZM7I9ULBAWpK2IuJjn/N7v7y/K4omygZIS/mP7Y49qaChwtngINTVpbvQXqDoMTMz4/z587i6ujJt2jR5uyMgBi4uLixatJj13icxbN5C3u6IxfJZDuz33ITbdh/MLWwy3w8O8MVxmC197cfg5OIhRw9z503cKyyaZASUcxNJi67ra8wtbHDb7pPv2DEvnmHTol6e54uLKBsg/OoVxvfrxvz585glPJ8KCAh8Z7x584by5ctnHteqVYtp06YxbNgwSpcuLUfPZM+tW7do3aoVk/t2wGmo9AUXjqu92eIbwp6FY7Bu/eXZ3+9iBAOdNzHSxgy3yf2kblcSEpJSGLvSC7+LETnOWbc2wMNxUKaA+tW7RBzcdovVFr4IoHNru3GGXTZR80DnTbmOG7JuOoa1q2QeFyTKtm5twJ6FY3I99+pdInUHzAXyF25nRfQ3lMTOt/Dfh1R+mrUeldLlCAo+KzyPCigE+/fvp1+/jLmqRIkSpKamoqamRuvWrbGysqJr166YmJhkVsn+3lju4oLzwkU0m7kfrTp5x13lxd1tM3lx2pOmjtvRNf4S0xeJnqt0tqfh8BVy9DAniU8juDS3K5C7QPpjcgIRGxyIu5Yznq5rbEmjUX/kK8xOef2CEMe8Y8eKJsoG+JT6H7dW9KVmWVXOBZ8R5n8FY8eOHdjZ2VGjRg0ePHjw3c53PzLBwcFs2LCB/fv38+nTp8xNSNLS0jIrSwkICBRPnjx5Qs2aNYGM3NHevXupUqVK/p0EvkvS09NZv349jo6OfPjwgbp16xIZGSlvtwQEigUxMTFUqpSx8VV0dDT6+vpy9khAHFJSUujQoSPJH9Px2HMC9VIacvNl5WwHDnptwnWLD+2y5NVFYubedmOYsUy+efXYF8/4uXXeee68hNKRt29i361lvm2kZUtWRFy7gsMAIU/+PSMS5larVo0jR47QrFkzOXskUBS8e/eOIUOGcPz4cQAiIiJo3LixnL0SEJA/gh7m++b69et4e3uza9cuHj9+nE2gnZCQgKamppw9FCgKBFG2gEIzZaojW3ftw3yRL6XKV5a3O7mSVYTcbdV5NCvV4X30A05Oyaiu1n3tVTR0iy6oHv8kgtibwdTvkfcOmiIfm9gtyLddVt5EhnF6zpcqKpKKsiWxpSi8uOTLRbfRnAkKon379vJ2JwdRUVEcO3aMgMBArl+/QUx0NImJ7+XtlkARUVJdHR2dchgYGNDBvD3W1taYmiqeCDQlJYX6jRqjWr05LR3WSFwhOytZBb3dV59Hs3Id3kc94PjkjPm0x/qinU8hQ5AcezOYBj3znr+ehhzigts4Woz/g2pte6KmoUVacgJ3j6zl9n43mtkvyNH/9b0wAmd/mVNzEyeLqoW3cdxAdbOfc7UnqhIuSdvc3ou9dY6ghbY5hO5pyQkcsK9HZVNLTEa7oKFbhbTkBB4G7uS654Ic9r5G9DfM7TOQCunpXPaYxMenV7l357ZMF4edPXuWjh07MmDRNhqb95CZXUnIKkCesvMKutXqEvfsPquGZAgMp3nfQluvapH6EHM/nAdhQZgN+KXAts8iQtk4wSLzOD+BtCRtsyL6TKwmLRbLJ0Uh4VUUf0+0xG5gP1a5u8nbnTz577//CAwM5MSJE1y4dJlHDx+REP+Wz58/y9s1AQVAWVkZLW0datWuRZtWLbGyssLCwkLhFvaK5vcVG3fRuXvev3GKRlYB8oFzt6hRux5PHkbSp13G74DvlUj0qxTtbpr3bt/kcvBpho4vuGKkiKyi669F0qIK2qOnOtF7yEj0q1Qj5sUztnqsZL/npszrzAvRZ+I430UinxSV08cPMXPsYIIU9PlUQKA4IYqnBAYGcv1GRjzl/XshnvK9oq6ujk65jHiKeXvFjqcYNGqIaZ2KbJw+uEh2h3/+8i0GdgsBCNs8h7pVK3D/+StMRi0FIMLLmaoVdaRuJuLiigAAIABJREFUV0T4wxf8c+0eDrad8mzjE3SVkcs9WT11AL3NjdEqrU5CUgqr95/GdZc/S8b2yuwvqv69xcke247Ncx1DVPU7ISmFan1mYd3agN8n9aVqRR0SklLYfuICczcezjZGbv2Dr0fSY+YasYXrIgG46HPOjawCa3FE2aIxpw+2ZLh1G6pW1OH5y7f8sSeQLb4h+dr6FqLi3tHVcTX9Btnh5i6eeFyWhIaG4ufnR9CZYG5FRBD/9i2pH4rP5jsCioFSlufVtgr+vNqhY0cMf9lERdPuBXeQA1kFyG1WhqChX5vkmIdcmGEGgJlbKOrlizamn/g0gjcRZ6luPb7AtvH3wwhd9FPmcW4C6diLhwhfO4GGI39Hr2UPVDW0+JicwFO/dTw67E69Qc752hJ9JgW1UzQ+vInm+pKfGDGkP6sVMB6ZNQ55/v9xyPdCHLLYoVFGEz09fUyMm2Fh0ZUePXpkCmyKE1m/jxcvXeHRo4fEvxO+j98rysrKaJfVoVat2rRu1UJh7xvEJfN+Ovgs4eHhvBPupwWyULqMJhX1/z9Pdy2+8zRkWV8VEEjYtevExsaQLKyv+m4pUVIdbR0djAwM6NjBXGHjgeKQPf9+hUcPHwr5d4FMvuTfa9NGwe9Lpjo6smefNxsPBVOxknw3JMkqQt575hbVa9fj6cNIBnTIyKsfuhiJXhHm1SNv3+TKudMMHpt3/lrko8M8l3zbZSX86mXG9DLPPJZUlC2JLVkT5HeIOeMVM08uxCe+D77H+MSly1d4+FCIT3zPiOITtWvXplVLxb4PKIgcepiYaBKF9RvfLSXV1Sn3fz2MuQLrYcRBFFc7E3yWW+HhxL99ywchrlasKCmKHxgaSk2fJYiyBRSW8PBwjJubYL7wCOXqGsvbnXx5GX6O4EW2VDKxpKXDGi57TCI6zB/z+T5UNGxXJDbfRIbxOGgvDwO2A/mLpkX+ievPvaPruOm1gFZTNnBp1bgCx/8WW4pG+M7FKD88y81rYQqz0/j169dxXrAA32PH0CijiUFLc2o3bkZZXT1Klcm7Yu33xru4WLTLVyySRaqKSNqHFN6/e8PzB3e5fTmYF08eYGBoxGynWQwaNEhhPodFixaz+m8vOq0IRKXEtz/cicTCoqrMoorUHZ190DMqujnl9b0wHgXt5YF/xpyaX0VnUdXpr9uIBM1f9//3yLpMQfMFt3F5jr+3r57Y5yRpK/K3j2dktirXuY0hEo9/Lb7OKtZuP8srl08lA9Hfryj/Xp9SU/hnZlcmj7Zj/vx5RWIjh81Pn2jW3BQdww5Yjl8gE5uF5eHVYLZO7UVDMyts527AZ8k47oacYIT7YWo3Ny94gELyLCKUayd2ceXwVqBg0XTI3r84sWYe/Z03s2/hqHz7SNL2a0SfR1Fff1Hw/E4YW37pztWrYRgaGsrbnWy8e/eOFStWsG7DRt4nJFCxoSnadZpTWq8mJUpro6SsLG8X5Up6+mc+vItDXaeivF2RK+mfP5OaFE9S7GPiH1zl5d1QNLW0mDBuLDNnzqRs2bLydpFPnz7R3MQUY7MuTJ67VN7uSMyVc0GM72+FuYUNiz22MM9hJMEBvqzfd4IW7ToWmd1bYZc55u2Vp7g6L3asdyfswlmCA3xz7Xdw5xaWTJ+YQ3wtEmsvW+dJt1798xxf9HkU9fXLktVL5nAt5BRXw0IV5vlUQKA4cf36dRYsWMCxY8fQ1NSiTfuOGDUzpkJFfcpoCTvQyou01FTiXr2kUpWi2TDqQ0oKb9+8IfLubS6cDeLRwwcYGhnhNEux4imLFy9ix+YNBHs4UqqkWpHZEYmLRdWhRVWpj66YhHmzvDc7+Rau3HnMroArYgmQRRWqv24jElVn7S+qUp3beF+fu3LnMV2nuucQcGcVa4sqTYt8eHbAJVv17PzsZUVUATurqPtrPHz+IeTm/cxq3OKIskUi9K/F1yKx9tfXJk3C/n2K1W8ehF29qhDPo+np6ezevZsly5ZzJyIczUq10KjfFo3K9VEtrYOyWkl5uyhQhHx4/RyVUpqoamhLbcz0z5/5+F88KS+fkPL4Ku8iw9DU1GLCeMV6Xm1ibEJyjXbU6T9X3u7ky9vb57jq0g9dY0sMxnlkVpluPssbncZFF9OPvx9G9Ll9vDjtCRRcgfqp33oidy/EcOI6wtdOyLPPDbdhxF3zz3HuY3ICZ8Y3KNCW6PMo6usvChIeXuPa0p+5pkDxyMw45PqNvH+fgE49E0rVak6pijUy5oUfJA6Z+i6WEmX15O3GN/Ppv0RS38WS/DSc+LshpP2XiI3NTyxauKBYVMYSfR/X/z8uXt2wBZUamqBTuRbqZbRRVpZe7CbhVRSa5fV/+Fi7IvD58ydSEuN5G/WI6LthPA2/gqaWFuMVKM5dEF/fT5etXIuyjczQqtqAEpo6qAj300VG+ufPfEiIQ71s8cgXpf2XSMrbWBKe3CIu/BypxWyehox44HznBfj6HqNEKU00G7ZFo7oRJbQrolKqjLzdAyD98yc+pSRK9RnnR+dz2gc+Jr4lOeoeSffO8z76EY0MDJk720mh4oH58XX+Xb+RKTp1m6OpX4sSpbVQkuJ9RnEkLfk9KCmhpiD/juVF+udPpCYl8D7mEW/vXyXmjuLl3yFj3XdzExPW+5yicbMW8nYHgNCQIBwGWtHOwgbnVVtYOGUk5wJ88dhzAlOzjkViM/zqZY7v9+KgV0ZOPT/RtMg/cf3ZtdEdj8WzWLTGk/mT7Asc/1tsyYu1y+Zw47zi5MmF+IT0yIhxVATk9/v8XcUn3idQt0lLahqaUqFqLTQ0pRufkAbJ79+hrqGJsgL8Wy7OfP78ieT38bx6/ojH4aHcv3kZTc3iFZ/IqocpramFcRtz6hsYU66iHqV/ID3Mm1ex6Oj+OHqY1A8pxL99w+PIO1y/eIZnjx5gaGiEk4LpYfJCFFdbusyF2xG3KFelNhUNzdCp1gB1LR1U1ArWziS/iaWkZlkhBqcAfEpLISXhLW+f/cvL8BDevHhIYwMj5swu/PdRtQj8FBCQCpMmT6Fmh/4KL8gGqGjYjka2jtzxceP5hSNEh/nTyNZR6qLktOQE4u5c5GGgF9Fh/tS2GIbZTC/K1ZXu4qubXgswm+lFJRPLTFH2j0JD2185/asPmzZtYvx4+e5gHxcXh7OzMxs2bqSugTG//uFJi87dUVEtuoWaAorLozs3OL5jHXZ2dqxe7cGaNX9hYmIiV59evHjBMhcXWk/bKhVBNoCeUTsa93Xk9n43np0/QlSoP437OhaJwDctOYFXty/yINCLqFB/6lgOo/0sL8rVy39OzUuUnFXwnJXrngtoP8uLyqaWmaLs3KhsaklUqH++5wvTNjd/RX3bOG7I9n7c3csA6DbIHhRX09DKV6guS1RKqGM4fAnLXEYwatRIqlQp+h1VN23axIuYl/R2nV7ktr6V2s3N6Wg/jSDP3wk/fZC7ISfoaD+tSATJKUkJPL5+nrBj27kbcoIWvUYwZPluqjUueG46sWYeQ5bvpqGZVabQWhptvyeqNjKhmdVAHCZP4Z/Tp+TtDgCfP39m27ZtTJ85i5S0z9T5aSK1Og+mpFZ5ebsmUAz4EB/Ho392s3rdOjb+vRnXFS4MHz4cZTkmpzZt2kTsy5eMdnSSmw/fQot2HRk91Ym/3ZcTcNSH4ABfRk91KhJBcmJCPFcvnePgji0EB/jS134Mbtt9MDRuKVb/K+eCcFs0i92BlzNF2V8T8+IZAOV1sy9Q062YsSPxw3/vfMMVFE9GOzrR9+BuhXg+FRAoTojiKRs3bsSoWXPWbtuFpXUPVNWEeMqPSPjN62xZ74GdnR0eHh789ZdixFNcli9n57zhRSrIBjBvVo/pgy1x3eXPweBr+F2MYPpgS6kLshOSUgi59YDtfufxuxjBSBsz9iwcg2nDGvn2EwmjvyarOFqEdWuDTFFzbli3Nsj8/4u3HwHQqnGtHON+LYjOzQeRnS1O9nnaE7HhcDDWrQ3yFGQHX49k7sbDhKybnq//X/PsZcZmZBV1sm8ioVcuY9H2nScxYo8lKSYNqjPIoiVTJzsQePqfIrMjDmFhYYyf+AthoZep2LYfTRf8SenqiiEUFPh+SEuI4+W5vbivXc/GTZtxXakYz6tPo19i6uAoNx/ERadxO2r1msqjw+7EXj5K3DV/avWaWiSC5I/JCbz79yIvgnYSd82fKp3taeq4Ha06BedJI3cvpKnjdnSNLTNF2bnR1HF7ru+r5hH//57Qqm1MpXb9mOQwhTP/yDcemRmHnDGL5LRPVOo2gcbmA1HTFOKQ3wvpn9J4fc2fcyfWYWragrHjxrJo4UJ0dXXl7VoORN/HGTNn8eHjZ1r3d8DYeggaZRXPV4GiJ+ndK6777eKv9X+x6e/NrFSAOHd+hIWFMWHSL4ReuUwN8/50XuFO2VpG8nZLoBjw+VMa0aEnuXB0jcLP05ARD5zv7MzGDRvRrNWE+uPXU97YEiUVIR74I5L4JJzowM0MtbPDbZUH69fKPx6YF1/n3xv2nETdroNRF/LvAmKQEh/H/VO7Wb1urcLk3wEmT5lKd9shCiPIBjA168iIyU5sXb2cU0d9OBfgy4jJTlIXJSe+j+f6xXMc3r2FcwG+9LYbg+sWHwzEzKmLi8fiWbhu8aGdhU2mKPt7Y8QUJwYdkn+eXIhPfP8U1/hE2qfPWNhNoV0vOzR1FM9XgaLn/ZtXnDuyg7UbVit8fCLr+o0GRsYsXLMDMwsbVAU9zA9JZMQN9m9dk6GH8fBgjQKs38iLrHG1+p3702fsKnRrC3G174m4h7eIOLqRoXZ2uK/2YF0h9FmKN+sKCAC+vr5cvHCBRgNny9sVsanfYyKVTCwJ2/AblUwsqd9jotTGTo57wbOQQxweXo+HgV5Ub2dL97VXaT5mJZVMLCmpnf8N9btHtwAoqanDo1M72N9fj/399Xh0agdpyQk52vfdF0slE8sc74uDpLYUDVX10tTvN5PZc+eRnJwsNz8uX76MgaERe/cfYPxCD5buOk1ry16CIPsHplajpkxaup6V3mdJ+qxKy5YtcXV1latPc+bOo6JBW/SbdpTquA17TqSyqSVX1v9GZVNLGvaU3nwKGXPq05BDHLCvx4NAL2q0t6XH+quYjl1JZVNL1AuYU/PifdQDIKfQecD+2Gwi6byo09UOgKchh7K9LzoWnZe0bVb+PbKOvX31OOtil6MaNsDL2+cB0NCtwtOQQ5x1sWNvXz3+PbKOlPi4Aq8h62/Aw8Ad7O2rx96+ejwMlO5vgH7TjlQ0aMucuUVfKTs5OZk58+bTceRsSpQqXeT2pIHZIAcamllx2HUqDc2sMBvkINXx42Ofc+vUAZZa1yDs2HaadO3HNO9b9PztTxqaWVFap0KBYywOfktDMyux7EnS9muiI28CoKFVjtCj25lnrsM8cx1Cj24nJUnx70u6jJnH+QsX8PXNXcAoS+Lj4+lmZc2YseMo37IXlqsu0PBnB0GQLSA2JbV1afizA5arLlC+ZS/GjB1HNytr4uPj5eJPcnIy8+bNZ/yMBWiULr67qtuNn4q5hQ1Lpk/E3MIGu/FTpTp+zItnnDy8jw4N9Ti4YwtWfQbgeyUSJxcPzC1sKKdb8Jz/5GEk4/tbsWydJ/UbN8mz3d/uywEoo5W9OoTIhuh8Xvwbfh0A7XLlOLhzCyaV1TGprM7BnVtITJDP9+xb0ShdhvEzFjBv3ny5Pp8KCBQnLl++jKGRET4HDrJi1XoOB56je88+giD7B8awSTP+XLsZ3zOXQEVNIeIp8+bOoV2TunQ2aSgTe5P7dsa6tQGT3fdm/LdvZ6mN/fzlW3yCrlKtzyy2+52nXycTIryccZvcD+vWBlQoW7j7rPvPXwHZRdHDrNsC4BN0NVtb0bHoPEDIzfsAVK2og0/QVQY6b0K721Q8fP7h1bvEPO16+PyDdrepDHTeJFYl6uDrkbju8mdi7455XkePmWvY4mSPYW3JNpVz3ZWxod7XAnXRZyo6X1TMH27N+fPyfR51dXWlRcuWPEiAJvNPUGekmyDIFigS1LR0qdJ9Ek2WhaBu3IMxY8dhKefnVae586j+8wxU1ItHPLK69QR0jS25u2UausaWVLfOW/RcGFJevyD24iHOjG/Ai6Cd6LfpjZlbKA2Hr0DX2JISWgXH9Lt4RqNrXLjcJ0ByzEMADCeuy7fd+yfhAKiV0eFF0E5O2VfilH0lXgTt5GMxyJPW7OvEhQvn5Tr/x8fHY2llxZix4yjVvAfNXc5TzWaSsOD5O0NJRQ1dUxuM5hylznBXtu/xoZGBEZcvX5a3a9kQxcXHjh1HXfPeTPIKxWzQFEGQ/QNTumwFzAZNYZJXKHXNezNWznHu/BDdTz9NVKLTcn+aT1wlCLIFxEZZRY0qrX7CfPFxmo39Hc89PjRWwHkaMuKBjQyM2L7bh9rDXTGcfRRdUxtBkP0DU6aGIfVGudF0/gkeJkALBYgH5kbGfUbGfa9eq170XHMRwz4OgiBbQGzUtXUx7ONAzzUX0Wslyr9byfW+RLTue/zMxXLzIS8Gj59KOwsbXGZOpJ2FDYOlmFePffGMgCP7sGisx+HdW7D8eQCHLkYyY5kH7Sxs0Ckgp34v4v95bp1yHN61hTbV1GlTTZ3Du7aQ+D7n3/PCsxTaWdgUyldJbcmLUqXLMHqafPPkQnzix6A4xSesrKwZO24czbr2Ycmh61gPdxQE2T8wmuUqYD3ckSWHrtOsax/GjhuHlQLGJy5fvoyhoRH7fA4wffka1h08QwfrnwVB9g9MPYOmOP2+kb+PnedDumLoYXLD1dWVli1bEpWkRG+3QDpM8RAE2d8hurWN6DDFg95ugUQlKRXq+yhUyhZQSNxX/0XVtr2LlchDTUOLCo3bEh3mT4XGbfOsmFoYjk/MWPzVasoGqn0loJOEgOnZF9yFbfiNqNCTtHRYI1V/ZW1L2lRvZ8vtXYvZs2cPI0eOlLl9b29v7IcNo1k7C35ZtpFSxVgkIiB9ajVqyoJtfpzYvQmn2TP499491q1di5qMF5jHxcWxc+dO2s7IvWrEt6CmoUXFxm2JCvWnopTnU4Cj4zPm1NxEyd/C42BvKptaUsm4cIubK5ta0tHZh3u+G7JV1Ba9n7VauCRts1K2lhHN7Bfw8vb5zH5ZPwNRBe1be1y4vd8t8/3rnhl9Wk8Wbw4/OS37Z3Bl/W+8CD0pdn9xqNVtJLtcR/C768oi3Zlw9+7dpH36TFOLfkVmQ9qol9aiZjMz7oacoGYzM9RLS/ff0O/9Mh4s+ztvxqhLH6mOXVSsGdk+2/Fh16n8e/4EtnM3SP3zkSaly+pi1MWWVR5/YWNTuISKNHj06BHWNj2Ifh1PF5eTlK0pLIIXKDxqpbVpNmIpNTsN4pLrMFq1McPP9yi1atUquLMU2b17N5/S07HuM1CmdqVNGS1tTNq0JzjAF5M27XMImr8VmxYZVTSXrfOkW6/+EvdPTIjHfeEsRk91KlT/wjCoa/adxpdMn0iwvy+LPbZI/fORBVa9B7B6yWy5PZ8KCBQnvL29GTZsGB27duPP9VsoU0az4E4CPwyGTZqxz/cUnn+vZ/asX7l37x5r5RZP2cXuBbKb07VKq2PWpC5+FyMwa1I31yrUhcXAbiGAWAJmSdhz6grWrQ2waNE48z3r1gYcXTGJtQeDGLncM8f7Wat/iypSL9l+PJt4ee7Gw4TcvM/GGXa5fg5N61RlydhehNy8n2kjv+taezAI69YGuVYeT0hKYe6mQ0wfbCnVz0ZW6GqXoW8nY/7yWCXz59G0tDTGT5jItm3bqDV4MfqdhoOSkkx9EPgxUdXQoubgJVRoN4iLa0bQqk1b/HyPyeV59cPHdPTa2srU7regqqGFTsM2xF3zR6dhG6lXlQ5xNAUyBNF6raUX05eEmBBvdI0tKd9EvPj/pbldsx3f3TKNuGv+GIzzUOiq2yU0y6PXujfuqz3kEo/MiEP+xPO4BJo5+1GmuoHMfRCQMUpK6LcfQIUWNtz/ewrmHTri5bmdfv3kn5N59OgR3X/qwcs38Yxefwr9usKiO4EvqJfRxsrBhWbWQ/CeN4TWbc04fkz2ce7cSEtLY8LEiWzduo2mI5ZS23KEcD8tUHiUlKjRaRBVWvfg2loHhZqnISMeaGc/DG3DjjQdtQoVdWF9lcAXytQwpPEMH6JPb2OW02zu/nuP9etkHw/MjUePHtHd5ieiXifQ3dWfcrWE/LtA4SlRWpsWo5dRp8tggl3sad2mLcflEM8A8PD4i669+lG2vOKJBMtoamPcuj3nAnwxbt2eMprSyxv/3DojPrxojScWPQufE7fvlj3P7TJzIucCfXFetUWq/sraVmHp9vMA1i6VT55ciE/8gCh4fMLmpx68epvAXK8gqjXIuxiCwI+HhqY2g2a40q6XHWt+HUSbtmb4Kkh8QqSHadXBgtl//o1GaWH9hsAX6hk0ZfVefw56bcBp9nS56WG+Ji0tjQn/z1O3GbsMg+4jhbjaD4BubSNslh0m4vgWnJxm8++/91gnZvxAqJQtoHC8efOG06cCqNKml7xdkYj4JxHc9FoAwE2vBcQ/ici3vaiCtOiVH93XXqXVlA1cWjWOkBV2PAs5RHLcC7F9E/nVeelx+u6LzXy1mrKB6DB/Yq6dFnssRbJVVCirlUDf1Jqdu/fI3PbOnTsZMGAA3QaNY5rbDkGQLZArSkpKWA8ey5x1PuzZ683AQYNIT0+XqQ+HDh1CrVRp9Jt2kPrY7x5HcN1zAZAhBn73OP/5NCt7++Y/nwL0WH+VNo4ZYuazLnY8lXBOzQ2RiNlo4KxvEh2/e3QrUxgtIirUn6TYx9/UVoSeUTsa9JxA+1letBj/BxfcxhF761yubXttjmDA/lgG7I+ljeMGokL9iS5gDhf93bouO57ZV5L+kqDftCOq6hocOnSo4MbfwJ69+2hgZoOKWokitSNNYu6Hc2JNRhXxE2vmEXM/PN/2ourR88x1xBp/mvct+jtvZt/CUex0GsStUweIj33+zX4XBaLPYey6ABYHv8189XfezN2QE0ReDJSzhwVj2Lk3pwIDePPmjVzsP3/+nLbt2vPmU0k6LPUTBNkCUqNsTUM6LPXjzaeStG3XnufPZTuP7N27j45WPVArRvN7bty7fRO3RbMAcFs0i3u3b+bbXlQ9+utXXvheiWTZOk9mT7DHcZgtJw/vI+bFM7H981rvTnCALwNGThS7T2ERfQ7bjgYTFpWS+Vq2zpPgAF9C/jlZ5D4UBSVKlKSjVQ/27Nkrb1cEBBQaUTxl2NiJrPfcKwiyBXJFSUmJYWMmsN37CPv2eTNITvGU0qVK0ql5A5nZDH/4grkbDwMZouTwh+LFQLS7FVwpJMLLmS1O9oxc7slA5034BF3l+cu33+SvSEg9d1j3HMLpGw+eZwquRfhdjOBRdFye493fu4T4k+7En3Rni5M9fhcjCLhyO9e25s3q4WDbiT0Lx7B66gBGLvck+Hpkrm2v3HmM38WIbBW6s7J6/2n8LkYwrpd5fper0PQxb0ZA4CmZPo+mp6fTf+AgduzZR8OpXuh3FgQkArKndHUDGs8+RmxqSdrI4Xl11569lDO2QrkYVYpIfBpB5O6MjToidy8k8Wn+MX1R9ehT9pXEGt/MLRTDiesIXzuBG27DiL14iJTX3xbTl4SHPit4dNidOrYzChRUiz4H0/nH6OIZnfkynLiOuGv+vL6p+HnSCq16cfpUoMzjkaI45Mu0khjNPSYseP7BUFEvQ4NJm6jYaQQDBgxg586dcvXn+fPnmLU3Jwl1RqwJFATZAnmiX9eIEWsCSUIds/bmMr9v+Jr09HQGDBzEjt37aDNrJ7W7CQtHBaSDaqkymP66mRqWIxVinoYv8cAKnUZQf+ImQZAtkDtKSlTqMoLGU73YuWcf/QfKPh74NRn3vea8/axOtxUnBEG2gNQoV8uQbitO8PazOm3byf6+5M2bNwQGBtClh/wFjLkRefsmHosz8skei2cRWUBeXVRBWvTKj0MXI1m0xpP5k+yZPtKWgCP7iJUgpy7ya9PhYC48S8l8LVrjybkAXy5IMc8tS1vfilqJkrTvJvs8uRCf+LFRxPhEu/bmpCqr4+R5WhBkC+RJtQZNcPI8TaqyOu0UID4hel7rbT+eRet2C4JsgVxRUlKij/14Vm49yN598tHDZEUUV9u5dx/dnHdhYDNKiKv9SCgpYWAzim7Ou9i5dx8DxIwfCKJsAYXj1KlTKCkpU6Fx7ouZFJG05ATC97gA0G3VeQDC97iQlpyQa/v9/fWyCZYLQkO3CtXMfqbXtkhqd7Xj6Tkfjk9sztVNM4gO8+dDfN6LzoBMO+XqmWR7X1R1++k5nwJ9EBdZ2ipKKjYx52xwMGlpaTKzeenSJUaNHs3gKc7YT1uCkrIwRQvkT1OzLizyPIG/fyCzZ8+WqW3/gAAqGJihpKwi1XHTkhO49f/5tPvqjPn0Vj7zaVbEEWRDxpxa3exn+nhGUqerHU/O+nB0fHNCN84gKtSflALm1K8RCbK7/X6asjULH4R7GnKI654LaOO4IYeg+cr633gacqhQbfOiWtueANzz3ZDjXMOeE1HX/rJrqaj695Oz+c/hIj/K18/+GyCqxl1Qf0lQUlahgoEZ/gEBUhvza1JTUwk+c4Y6LToWmQ1pk5KUwKnNSwGYsvMKAKc2LyUlKfd/Q/PMdbKJlcURZmvrVcWoSx/m+D3B5Kdh3Az05vd+Rhz541fuhpwg6e0r6V3QNyK6rmoGptneF1X4vhnoLQ+3JKJmMzOUlJQ5deqUzG0nJyfTzbo76FSnvfNB1MtWlLkPAt836mUr0t75IOhUp5t1d5KTk2ViNzU1leDgM7Rq30Um9oqKxIR41q3IWOx94NwtANatWEhiQny+/bIKlkWvvNCvUo1uvfpz5m50/+NFAAAgAElEQVQsvYeO5MSBvdi0qMfyWQ4EB/jyJi7vOf/k4X387b6cbUeDKadboRBXKBmiazEyyb6rt6hC94kDxVfU3Kp9F4KDz8j0+VRAoDhx6dIlRo8ezYz5i5mzyAVlIZ4iUADmnS3w9jtNQIDs4ykB/v60b1oXFRl9TxOSUliy/TgAYZvnABmi54SkvH//QTxBNkDVijrYdmzOswMuDLNui/c/YRjYLcRxtTd+FyN49S5RIn9FguyQddMxrF0l2zmfoKvM3XiYLU72mSJrkdB6svtefIKu5hhvct/OVCj7ZVG2qPK29z9hBfrS29wYyKiGnRu7AjKeuc2M6uQ45xN0Fddd/gS6T81mv7hh1qQuyjJ+HnWaPRu/kwE0mnGAsgbS3wxSQEBc1LQr0nC6D2la1WT+vHo2OBgdg+KzocPH5AQe+KwEoM3KEAAe+KzkYx4x/VP2lbKJlcURZquXr4Je65/psP5fqnQcQsyFg4Q4mnJ320zirvmTmiBZTF8SRILsVksCxVqEK7ou7brZY+SiCt8xFw4WiZ/SpGzDNjKPR4rikGna1TCY4UMJbSEO+UOipEytAXOpaTuLkaNGc+nSJbm4kZycjFV3G0pVqI79n0cpU074PgrkT5lyFbH/8yilKlTHqruNzO4bcsNp9mz8/ANot+AQek07ys0Pge8TJSVlDIfOp/FAJ7nO05ARDxw5ajQ1bGdRs/9cUBLigQL5U9awA41nHsDvZABOMo4HZiU5ORkraxuUy1Wj66JDlBLy7wJSplTZinRddAjlctWwspbtfcmpU6dQUlameev2MrMpLonv49n4e0Zefe+ZjLz6xt8Xkvg+97x6m2rq2QTLBaFXpRoWPfsTcDuWXoNG4n9oLz+3rsfK2Q6cC/DlbT45dSDTjmHz7HluUdVt/0PSy3PL0pY0aNm+C2dkmCcX4hMCgELFJ6y726ClX4PfNh1Hu7x466MFfly0y+vx26bjaOnXwFqO8QmRHmbM9IVMnL1MWL8hUCAtzbvisc9fLus3sjJ79mxO+Adgs+wIVY07yc0PAflS1bgTNsuOcMI/QKzvozDDCSgcN27cQKdafZSLUcWye0fXEh3mTxO7BWhWqkMTuwVEh/lz7+jaHG1Fguys9N0XW2C1bAA1DS0qmVhiNtOLzkszFtOFrLDj6Jhv24krOsy/4EZSQpa2vgXt6o1JS/3AnTt3ZGIvJiYGm5960KHnEPqMnSYTm/lh27gMto0lXzBY2H6Skvw+gQDvrSyf1B/bxmVYPqk/547vJ/l9wcLd3Hj87618/Y56fJ/dqxdnXl+A91bi3+QeLJOkrTSo2cCIKa5bWOnqire37MSFYdeuo11T+rvC3z2ylqhQf5rZL0Czch2a2S8gKtSfu0dyzqdZ2dtXjwH7C97kIitqGlpUNrWk/Swvui7LmFPPuthxeJR4c2pKfBy39rjw7nEE3Vef/yZBNsAFt3HAFwGziNwEzZK0zQtRRe+s1bYb93XMdi6/toXhW/t/jVb1xly9fkOqY2blzp07pKZ+QL9O8dmZOGS3B3dDTmA1aTG61epiNWkxd0NOELLbI0dbkSA7K+IKswHUS2vR0MyKIct3M3Zdhjh+p9MgXHrV//YLkRF3Q07I24UCUVUriX7N+ty4UXTf9bwYajeMqDeJtPx1Myol8t/5V15499PDu5/kQefC9pOUtOQEHgbuIGSFHd799AhZYcezkENibTYi6v8s5FC2/g8DdxS4KVNUqH++1ye6/txeskalhDotf91M1JtEhtoNk4nNO3fu8OHDB+obFO8dZEVVqB3nu1Cjdj0c57sQHOCL13p3qdsqo6WNuYUNbtt92HY0GADHYbZYNKmWZ5/ZE+wBGN7DPNeq3F8fj57qBJBDVC46Fp0vLMEBvt/UX57Ua2zEhw+yez4VEChOxMTE8FOPHvQdbMcvv86UtztU01ajmrbkVS0L209S3ifEs2v7ZkYO7E01bTVGDuzNEZ+9vC9gQ4+8uB1+M1+/j/jszbQ123ESt8NzVp4QXXt+r6KgsWETPDZ74SrjeMqN69doWqdKwQ2lhKha85KxvahbtQJLxvbC72IEq/fnXaVTu9tU4k9Kdj+hVVod69YG7Fk4hkD3DEH3QOdN1B0wV6z+r94lsmT7ccIfviBs85wcgmyAkcs9AbDt2Dzb+6LjrELr6YMtM/362k8gR7XtvK4pr7av3iWyxTeE6YMtc9jI6mvXqe5od5ua+RLx9XFuiK7hawG96Fh0vigpqaZK/Rr6Mnse9fb2xnWlK7XHrKF0tcYysSktzo+szPmRlWXWT1I+/ZdA7Jmd3F09jPMjK3N39TDiLh3m03/iPZsWtv+b6wEFXt9/MQ95enBl5mcRe2YnaUUosJUE5RLq1JmwiWevExliZy8Tm3fu3CEt9QOaxagCz1O/jArQ9QY5o6Ffm3qDnIm75s9Tv3U52ooE2YVFVUMLXWNLmjpux3T+MQBuuA3j7C/Sz1WkJsTx0GcF75/eps3KEKlVRYq7pvh5UmXVEmhVqSvTeOQQO3uev06k/sRNKMswDhk8vDLBwyWfhwvbT1I+/pdA9JmdRLgPI3h4ZSLch/Hq0mE+ijl/S9JfdE25vXLjv5iHPD6wMrNNtBTn72o/OVChbT+sbXoQExMjlTElYaj9MF6+S8TWeRuqJeUbF1/YqRwLO5WTWT9J+ZCUwNVjnuyeM5iFncqxe85gwk8f4EMeGwXn1V/k7z9blvH6+YM824afPiC2rdfPH/DPlmWZY1895knSu6LL2auWVMfWeRsv3yUy1F42ce6vEd1PN3dYh3YNxbyXONBfjwNirI2SVj9JSUtO4PGpHVxYYceB/npcWGHHcwlzOs9DDmXr//hU7jkdSWyJrj+3lzxo0HsK1cz7y22ejomJwdqmB7pt+1HVxkHm9sXh3IjKnBsh+b1CYftJysf/Eog5s5Pbq4ZxbkRlbq+S/B5D3P6itqJre3JgJf/FPJT2JYlF6WqNqTt2Da4rZRsPzMpQu2FEvU2k3fQtCpt/9+xdEc/ekosQC9tPUlKTE4gM8OL0Mjs8e1fk9DI7Hp87SKqYc3VqcgKPzx3M1j8ywCvPAh4JUQ+4vssl8/ryapvbuJL4JU1USqjTbvoWot7KLv8OGeu+a9driFqJkjKzKS671rtzLsAXh3kuVK9dD4d5LpwL8GVXLnl1kSA7KxeepRRYLRugjKY27SxscN3iw6bDGTn16SNt6W6cd05dHM7JMM8tS1viULeREakyzJPLKz6RG0LM4guSxiykhbzjE3b2w4iLT2TcSi9KlCwlc/tZGd1ci9HNtQpuKKV+kvJfYgLBB7bhMXUAo5tr4TF1AJdP7ue/xML9Dj+7d0tsv4uqbWEpUbIU41Z6ERefiJ0c4hMxMTH89FMPrG2HYjdpusztf037GqVoX0Pyfz+F7ScpSe/jObp7C7NG9aV9jVLMGtWXU0e8Scpj45iCuH/nZp5+J72P59QR70LZym9caVG3URPmrd4m8/UbIry9vVnp6kqH3zZQvpbs4mobe1RgYw/Ji90Utp+kpCYlcPekFycXD2VjjwqcXDyUB8EHSRUz/ivqL/I3dMdy4l/kHv+VxFZqUgIPgg9ma3v3pBf/SViYMS/K1zKgw28bxNJnqUrFooCAFImKiqJE2eKzm8/L8HPc8XGjkokl9XtMAKB+jwm8un2eOz5uVDBoR0XDdpntxamMLQ7l6plQrp4JdSyHEXszON+2ISvsiA7zp9e2yGxCO1Ewv7aF9G66ZGmrKClVLmNn/qioKJo0KXqxxoyZs9CvWZ9Rc1yL3Nb3wI4/53Ny79+Zx6H/HCf0n+OYduqO05p9Eo0V/+YVv/Vuk+f5x//eynF+vbMDoUF+THH5Gw1NrUK1lSbNzbsxbPoyfnGYTLdu3dDSKvqH2NjoaAx0pBtMj711jtv73ahsakmDnhnzaYOeE3h5+zy397tR0aAdekbtcvQrjCD7a8rXN6F8fRPqijGnArx7HMGtPS6UrWlAiwlu2apKFxWSCJqztj3rYkdUqD99PLPPy6IkQR3LL/OydrWGACTHvUBD98sCaNEcnrVtbuRlS9z+klKqXCUeRUVJdcysRP1/bE3dgqu1KAIPrwYT5Pk7Dc2sMBvwCwBmA37h8fUQgjx/p1bz9tRuXnCVna+F2uJQzcCUagamtOw1kgdhQRL3Lyp2Og3ibsgJ5vg9Qb10lu///x/SWvQaIS/XJKJ0eX2iowu/YLUw+Pr6cvyEH52WnaSkVnmZ2v6euLVzCQ/8t2ceR4X6ExXqT2XTjI2W8iMtOYHLHpOyzemi/tFhJzEd70bJXH5/3j2OIGSFXZ7jJse9KMSVFC0ltcrTeoYXx2d3w9fXFxsbmyK1J5rfK+gVj/k9N66cC+Jv9+WYW9gwdHyGoGfo+KmEXTjL3+7LMW3bgRbtOmbrY1JZPd+q2OJiZNISI5OW2NqP4XJw3oIuSandoBEAr+NeUkZLO/P9qOdPgIyq3fnhOMyW4ABfztyNzdZfJOruaz9Gar7Kmor6GclEWT2fCggUJ2bOmkWdeg1YtEL6G1J8jyx3no3Xlo2ZxwF+xwjwO4aF9U9s2SNZ1ca4Vy/pZmaS5/mRA3sT4Hcs89hry0a8tmxkzZYd9LQdILYdC+ufJPJLEjpbWjN3yUocJssunhIVHY1euRZFbgcg+Hokrrv8sW5tgINtxk7ODradCLl5H9dd/pg3rYd5s3rZ+hRGkP01LRrVpEWjmoz6qS3/XLtXYPvwhy9Ysv04hrWr4OE4qNCVpbOKpxvV0Afg+cu3VK34ZeMxkaB5pI1Z5nsDnTfhdzGCZwdcsgmsRVW+s7YV8Tg6I6Zi0qBGoXwVB9E1vHz7PptfT2NfA1Ctongbqn0r+jqaMnkeTUhIYMIkB2oMmI9Oky5Fbu9H44n3MmKCPDOP31wP4M31AMo1s6Dh5O359Cx8/6Rnt7m7Ov9YYNKz29xw7prtvQfbp/P2hj/1xnigUqro5+WCUNMsT91ftnN8ibVMn1dL6hSPPOnb2+d4dNgdXWNLqluPB6C69Xje3r3Ao8Pu6DQyQ6fxl5j+twiyv0a7rgnadU2o2tmeNxFnpTYuQOLTCB74rESzemMajfqDElrix/9vuA0j7po/Hdb/i2qWGLmocniVzrIR+H8rqtqyi0f6+vpy3O8ETeb7oaYpxCGz8mjfMqL/+TL/vr4ewOvrAZRvZoHB1ILnb3H7f3gtWbww6dltwuZln78jt07nzTV/GozzQFUK83ftIUu4HX2PaTNmssOz4GuVFr6+vvj5nWDUulNolC363F9xJ3DjQkKPbM08vnf+BPfOn6B+WysGLd1VYP8Dy8Zz7/yXzXODvX4n2Ot3xv8djF6WDZOT3r3iiOuUbG2z2uo5fRWly35ZhBj7IJz1o7Pnw47+MZV/L5ygz+z1lCxdNPcYGmV16b9kN5sndJHJfUNWEhISmPCLA4Z2C9A37lpwB4FcCd+5hEcBX+ac6DB/osP8qWRiSRsxcjqhHpOyFarI7B96kuZf5XTEtaWIOR0AoxHLuBh1j+kzZ+G1fZtMbU+bMRPlCnWoNXiJTO1+Tzz2XkbMP7k/4zWeUvDvriT972104M31gMzjZ0fdeXbUHeNFgXLZkE2nSRdqDpjPhEkOMosHihDl361W+qMu5N8LzVXPxdw7+eV79vzKSZ5fOUnVFt3oPDv/uTo1OYFz7pN4fuVkjv7PrvjTdlL29V9vH0dw1DF7hbwLa3/j2RV/2k1dQ4n/P/OlxMdxfo1jruNWbdEtx7iyQF2rPOZOXhyfYSmz+5KoqCjKK2D+PTQkiK2rl9POwobBYzPy6oPHTuXaxbNsXb2c5m07YGrWMbO9OJWxxcGweUsMm7ek99AxXDmXf059+khbzgX4EnA7ljKaWfLc/xdJ9baTXp5blrakQQUZ5smF+IRkKGrMQtrINT5x4gRzvILQ1BHiEwXhs9qZoP2bM49vBPtxI9iPpubWOLjvlWis929esXBgztygLNt+K5o6uvzivo+ldh1lHp+YOWsWVevUZ/LCP2Rmsziz3mUeh3ZsyjwOCfQlJNAXs642uGzeL9FYb1+/YoRVqzzPrZgxgZDAL5uvZLU1c+U6dMrnLvDNb1xp06aTFRPnuMhUDwMZcbWJvzjQasRCqpsKcbWsXN6+mNt+2zKPn1w+yZPLJ6nRshvd5u0osP8/f07kyeUvz0lX9/7J1b1/Yrs6KIf4XVxbqUkJOcbNbHv5JOaT3Sklheev6qZdaTViIRN/yT9+IFTKFlA4Pnz4gEopTXm7IRbJcS8IXmQLQBP7BdnOiY6DF9kWaZBcu4ZBphg8L6q3y/Ax5lr2h3vRcdU2PaXmjyxtFSWqpTIW/717967IbV26dIk9u3czboEHqgpSId7ndiI+txNl1k8SHv97i5N7/6bv+JlsOHUHn9uJbDh1h24DRhP6z3GiHt+XaLy9HkvzPJf8PoHferfBtFP3TFtel6IYNn0Zof8c5+pZ/0K1LQpshk6gbMXKLF4im8RTUuJ7lNWktxtgctwLghZmzB/NvppPRcdBC3OfT79VkJ2VsjUNMgXheZEc94KT0zpTtqYBRgNnSS1wLrrO2Fvnsu2A/TTkULbzkrat0T7jc312/kjme2nJCTw5k7FzT7Us87Jug4yF4Q8CvbKNG/3/Obxy8/wfNkS2or/6DRAdV5Pyb4BKCXWSEt9LdcysxMdnBJxLahRuQbgsiY99ztapvQD+x96Zx9WUPn78M0aWVktpT0qhkqWsJdImyZZkLWLE+ErZGQbDjCWUmsYyJopBKltCN1lSihZENFSkVWWpMObL9ze/P07n1Lnd7dRdivN+ve5res55tnPcee6zfZ4PnL7fQrtHhg/7TUD1y+JGaTfYdKY+zUWjpxklCG8JmNu7AwCepl2hXSfDZrYTG6VpibRXUMHHj+JZ+BGFT58+wddvGXpN8oOStpHwBDLEPeol3KOY/w40NR0T3j7PQT4nHH3c/OGyLwvuUS/hsi8Lho5eKM3goLaM94lvJOV3r6I0gwMLn92YGP4U7lEvMTH8Kfq4+aM0g4PCpMYnsL16komElaNFql8/z03Ue2j4kRVK2kboNckPvn7L8OnTJ4mWRbbv8oqtY9zJTXlJERZOHQMA8Nu4nXaPDC+cOgblJUWN0jZ0rG7oUt0UjE3MKUE4LzJLP/L8cN8n6WFEHA5zMfo4VffykiIkXiBEgqYDLAXWZ8xkQuCXci2edp0M249zE/XRWhzkd1Ua41MWltYEOZ+yfe9+yLVrGfMpRdWfUFTN/HesqemY8OhhNo6GHYTvynVIy8lHUfUnpOXkY7b3AiRcuoCCvKeM8tvzy2a+987HRCLh0gVs2LoTj4qqqOcLDTuGxd6zUFL8gopL3uP+xKcQrsfrt+5s2gOLiPfC/0BDSxtbpTSfUvvuPTq0k/xZucUVb+C6OhQAsPU7+riHDLuuDkVxBf1QruYKshtiZqBNicEF1dNqUQDMDLSx3musQEH21gXEmDfp3lOae3TM9SzafQAYYtIDAHDkUiotbkL6IwCA4+D6Tb/utsThAmeS7lLXat5/xMnEdADAJJv+jery6DkhUjPS4X1gYXV8EM8P931B9NIjBJknE9Opf6fiijc4e5NwLbXopScwvbhQUegglfHoT1u24l9lTWjaz5N4WZJgeFgphocxPziwqemY8L7oEcqvR0DH1Q8WAekYHlYKi4B0aIzyxOt7CUIdypqSvjY/s5HYmpv//V2D+xvt0aW/A5XvkNBc6Hv8iNf3EvAm+1qznlucdNTsCS2XpVgixfHqtx1a/nzkx1clyNpOzL0ZTd9Iu0eGs7a746OAjZOJns3frK2oZ0oJwsXBx1cluL3eHkp6JjBwW81IkA0AGsMmAQBeZdPnyMmw+mBX8VRUwrTpqCyV9v/Tp09Y4rcMOuOWQl6zp8TL48bmSClsjjBvh5uajgnvix6h7FoE9Mb7YcjudNgcKcWQ3enQtPXEKxHbb6bpDab9SD1bw09DPv9dg8wN9uja34HKd/i+XBhM+xGvxNh+f9NWDj28AhB58iTS0tLEkqcwPn36hKX+y2A9cxlU9VrGvPjGa6+x8dprqaVjwsv8h8g4fxg2s1fALzIbG6+9hl9kNizHz8WTW5f5Ol6TPLx6Gk9uXYbr8iCqvp57iHXOhkJvAPgr+RKe3LoMtw2HqLgbr72G24ZDeHLrMv5KvkTF/ed9DfbPt4Hx8DFUvdZceA7HRVvw5NZlPL1NXy8SN6p6RrCeuQxL/SXfb2jIlq1b8W0nTRiOnS+1MpvC5FMvMbkJRhZNTceE6sIcPEsIR283f4z5LQuTT73EmN+y0MPBC2WZHLwTsqbz8u5VlGVyMNBnN1yPPMXkUy/heuQperv5oyyTgxcN1nSaUlbf2Zuo99DwIyvatJVD3/m7cPLECam10wAxHxh58iT0PXfim7ZyUiuXKdaHS2F9mHlfoanpmPC+6BHKr0VA19UPg3alw/pwKQbtSoeGLYMxoojpK2+fw+t7Ceg5J4B6NrNVhNFGQxGWtNFymId/lTXx0xbpCfs/ffoEX/9lMHPzh0oLX3/3PFMBzzMVUkvHhDfPc/AkPhzm7svgdjALnmcq4HYwC8ZOXihOj0dNqeC2ujQrEcXp8Rj2/W5M+zMPnmcqMO3PPJi7L0NxejwKrtcbwfz3Qw1i/W2hM8iJKmvan3mwnLMJxenxKM1KpOIW3bmE4vR42Cw/QL0HzzMVsFl+gBB837nEqzoSR0XbCGZu/vCVUr/kn3/+gYKiivCIUuRlSRGWTCPW1Zesp6+rk+El08bgJY91dXFhZGJOicH54TiRWOdO5VrnJsOjXcS3zi3NssSBtNbJZT0/wQt2zoKOKHMWkkBW8xN+/ssx1nsFNPSNpVKmMA5l1eBQFnPX6aamY0LRkwe4Hv0Hxs1fhZ0XH+FQVg12XnyEUVPm4X7SJbwsZKYpOLf/F5nHFQca+sYY670Cfv7LpTY/cfv2bZw4cQIrtoVCroXoYW4W/o2bhX9LLR0T8h5n4+yx3+G1ZA2iU5/gZuHfiE59gomzvkPKlTgUFTDbvxG2Zwvfe8mcWKRcicOmkAjq2W4W/o1NIRFIuRKHZE5sk/KVBFPmfg9VDW2p6WEAYMuWrWjXWQtm46V/OM2C2EosiK2UWjomvHqWg0eXjmCgxzLMCLuLBbGVmBF2FybOc1B4J56v4zVJftIZFN6Jh81/9lD1HffzaQDA4wbia6ZlFWUmUvnOOZmPBbGVmHMyHwM9lqHwTjyeXmVm8CkIs/HfoV1nLWwRMH/AirJZWiTftPlW1lUQidwzewEAVquPQknTkHZPSdOQcr8j4/Ejeqq6QAft6KnqQj+C0BgwGpoWjri914eW5vZeH/Rx86c5eTOFu3xJliUL/u///k+i+f/7779YstQPzjN9oG3QMgZPLZ2n2RkAgJHjp0NVk3DLU9XUheM0YsNewaN7Iud1/nAwXlXwH5gXF+QCAEa4TKXKkldShv2UOQCAm3GnmhRXEnzTpg3mrtuF4OBg5OUxG0S2BB6dJtrJEWuOQkmLqz3VMsSINUdp8ZpD5BR1oR9BlN8jNpQ8ig5sUnp+dB/pDi1LR1zf7IbTnkZUXqmBPtCydET3ke5NiqtnNRFalo5I37+cinfa0wj3IjbBZIo/zX1cXlUbw/wP4FF0YKN8DR29oGXpyPNdkmgOGA0tS0ekBvrQ3kdqoE+jsloDkv4NECc3ju0BAMzcdgKquvTJYVXdnpi57QQtHskGm87YkvSG+ogizG4o4ub3kRXc5RsNtUdvqzE4tXkerX6nNs/DKM8VIjmHtwS+aSPdYVtISAje/P0ZRi7i29D6NfI6jxB1dB/pDnlVbQBEO2vgQDiFvS14IDD9i+QYAICB/SzI1Z2yLSevjF7jvwcA3I/YRIv/JHYfrv4wFkP9DgjM9135MwBApx59GTyNdDByWYg3f39GSEiIRMtpTe07Lw6HEOK0wPAYdDegb9zobmCEwPAYWryGcAukhQmzuUXcvD7iwtjEHDYOLjgUtA0ug4xgodUBLoOMcChoG6Z4fgdjE/rJ19zlW9k6wcbBBesWedLqt26RJ+b7rW3kHN4aae3fXRYWcfLvv/9iqZ8f5iz4Hj2Ne8m6Oq2Ce5mEwNRt2ixo6xBiTm0dPcya5wMAeHg/S+S8DoYEoryM/3zK2aiTAIDpXt5QUq7fhGXrQGx+upGYwDMdCenCvSN4Pwx6SnaTYps2bfDTzr2tdj6FH7tPEkKDk5u/Q08d+qnWPXXUcHLzd7R4TUXFyU/oRxCJmcR8WsBxjtD00+wGwXmoKVxXh0J38hrqvve2CDgPNcU0u3oHcp1unRG21hMBxzmN4nq7WMF5aP2py26jBsJ5qCl8gyKpeLqT12D9wXNYOcOxkZs4ANx7Shx4pqLYsVnvryHcz2tmoA3noaYIOM6B6ezNUHHyg+nszQg4zoG3ixXMDLTFVrYgvpXCeDQvLw/BwcHQnrYF+IZdthQ37wqIsanasClo35X43rTvqg11W8Kt932h4LEp0/Sl8fvx4GdXGPvsE5jvh1JiM4nqkMlUvt92VIa6zQwAQNXt06I9oJTQcFyAV+8/sePVBjyPDQYA9PMPh7yGAe2evIYB+vmH0+I1JNFTkxJki+KeTcYX9BEXrx5cBwA8OxckUlnc17qaj4bqAEc8/G0RLc3D3xahxwQ/mnN4S0Zaa/UhISF4/f4TtJwWSKW81kRNXfurPpze/mrVua2/E9J+M0n/dwUxX6jY3QzCINvvbsPq2++2HZWhMZJovytSxdd+y2v2hJb9XCz29cO///4rtnz5ERISgtqPnzHUXfDhzSwEJY+JMaS5owdUuukAAFS66cBy/FwAQNmT+wLTP0gk3H5MGxye22MAsWbDLcqO3U30k81GT6ZdJ8PkfQCoLAVBfh0AACAASURBVHwCAOhrN4WqV3sFZQx0mU0rV5IMdV+E2o+Sn+cmycvLw969wTDx+gXfsP3pJvOmbk1Hz4ZrTcdRtDWdoro1HX07+pqOkSuxpvPg6KYmlfW+Ba/pKGkbwXDMPPxHSu30v//+i++XLIWm3Vx0bCFiqdZIbV0foRtXH0HTVrQ+BpP0lWlEv0C1wcFEnfoQ/eFyGYqy8U0b6E7fItX5wJCQELz98Bm9Xdn19+ZQ9ZTofxiMcoeCGvE7r6Cmg15j5gAAXhdkC0xfkER8J40cZlMu1+3klWEykWirM45souJWFxP9XgObyVRZ7eSV0dNhFi0vgHDPBgB960m08sgweV8W9HZdiLcfpNcvafNty9r3HR5KrJcHhMVAj2tdXc/ACAFhMbR4/Bim20Ggg/Yw3Q5CPwLzt3WCtYMLflzsSUvz42JPzPVdS3PyZgp3+ZIsS5JIes6MnZ9gRkuds5AUspifeP/fz3CYuVjiZX0JPHtIHPQ9zGUaumgQv9ldNHQwcoo3AKAwV3RNAedoCN4I0BRII644cZi5GO//K51+wL///gvfpX5w81qI7obs/g1ReHyP0MM4TZ4BdS1Cd6KupYsJs4gD9548FP27e/L3vags5/8d27mGaE/sxrvTrpNh8j7TfCVBmzZt4Lt5j9TGa3l5edgbHIzB37HzatxUPiHGX0a2U6FYNyZSVNNBH+c5AICqfMHjr7wbdfufresP19cyHwEANEdspmWR+fZ2mo12CnXjOgVlmE8ivsdpYfSDpJvDN9+0weDvfsFeAd9HyVsysLB8oTxLPIaCBML5TtPCkWccTQtH9HHzx+OYQHQ2MEcPu1lSriWBnLwyBi8JRfndq3iRHIOyTA4MHLygM2y82EXS0izrS+DGjRvIyszA/h1HpVZm8sVo3Iw7hYxrFzFl4WqMHD8dS8YSji+ky7WbiSLPcFjyM9w4dwLhAetgaTsWI1ymwnrsFCpv7nS8IOMIQlD6qjJi02OnrnQnms5qGgCAorzHQvMHgAe3byA8YB12n0lFxrWLPOPkZhEnm/UeMIR2XV5JuVEdmcSVFMb9BsPYfBACg4IQ+uuvUilTHBRcOYZ8TjhMpvg3Ev2SaFk6wmSKPx5FB6KLgTkM7GXTngJA+n7JTJZ3UFHFUN9QlN29isKbMSjN4BAC6xFu0Bwwmlq8ZRoXIMTuL1LOUnENHb2gO2w8T5G0ntVEKKjp4tn1SORzwql89ayEOwrLySs3qpegsljEQ0ZsONLPHcYozxXobTWGZ5zeVmMwynMFrkfsgpZxP1i6Eov6W5LormikMJv7emulg4Iy3NYfwNO0K8i+EoXclMsYNGEuzGwnthpBtrT5/PkzdgTsgr6LL9rI+MTCopSzeJFMtCV93PzRfaQ7LvsOBwDK0TnKXZ1nePyhHBQmReF+xCZoWTpCz9oNug3aMe50vCDjCEJQ+g9VRJ+lgwpdBNOxM5FvdVEudAXkTR7wxA13G09yP2ITrFYfhZalI9KCfATk3HJpI9cO+mO+w46AXfD19UXbtuyUBTdn/gxDdMTvmO+3FjYOLjzj2Di4YL7fWhwK2obefQdg0kxioaGhKzUJKczmdU8WbNi9HzfiY5HEiUNSQhxsHFxg4+gCB1fhJ3IrKqtgS0gYUq7F4/LpSCQlxGGK53ewH+f2RQiyWVhY6Ny4cQOZGRkIPRIptTLPx0TibNRJJFy6AN+V6+A2bRZGWhBuu6TLta6KHM/w3bwSnD75J7asXwUH53GY6D4N4908qLy50/GCjCMIQelLigh3arVu9PmUburEfMpfjx8JzR8AUpKuYcv6VYhPyUTCpQs845DXGwqyG4Yf3ssCvPi74R4+EAoH53GYISCOOBk4aAgGWA5GUFAQfm1F8yn8CL+UirC4FKyc4UgTHzfEeagpVs5wRMBxDvob6cDLeZiUa0ngGyT6/8NqnRRxcNVsJKQ/QtS1TFxKy4HzUFO421rAYZAJlBXoG9vcRg2EnnoXHE9IR1hcChXXbdTARnmf3PwdYq5nUfl6u1hhkk1/noJsAAiLS6HqJElC/KfjYuoDXEp7SD2v81AzTLIZINFypc2ePYFQ7mkBJUMLWVeFJ1W3z6Hq9mm8vpcAHVc/qA2bgrvriHku0uX6lrcWz/CgoGxUpkbjeeRP6NLfAapDJkN1SP3CM3c6XpBxBCEo/T+vCZfidip0t992KsTvwYfSvwTmzTT988if0Ns3HF36O+DJAf6itto84rAQpZ6WtOvfdlSWuHt4U2jTth1U7eZjOzteBQCUXP8TJVcj0GOCH1QH8J7TVx3giB4T/PDsXBCU9M2hPWomda+hEDvRU1MkYba0yA1b0az0beWVYeoTglfZV1GeegZVdznQHu0J9cGurUaQLS0+f/6M7QG7oObwH7RpK/55yMrb51CRehqv7iVAb7wf1IdPQfoa4t+AdFJKmqPFMzwsOBsvb0Wj4ORP6NrfAd2GTYZag/abOx0vyDiCEJT+nzqXeTk+7e/7kr+g1iiV+NLzo+Yp0X4rc7XfbTsqS8ShSstpIe4sH4SkpCSMHDlS7PmTfP78GTsDdsPSww/fyrWXWDkNeXj1NB4kRuPJrcuwmb0C5o4e+HU2cdAQ6XK92bYLz/CKM38hm3MKnH0bYDx8DPraTaEJlrnT8YKMIwhB6asriPlvxc70b5JiV2L+u/J5rsC8p/98vNG1J7cuAwDcNhyiXTcePoa6xwvj4fVrY0UPbwMAdM0G0+K0V1CWuHs4ybdy7WE5eSF2BuyWSr9hT2AgVI0t0MVItv3p4pSzKKrbI9TbzR96Nu7gLCXWdEhH59N1hg/cYZffc/AiKQoPjm6CpoUjdK3doNNgTYc7HS9OCzGzEJaeXNNpz7Wm06ETkW9NseDv9DAGazrNLaslYThuIS5/byHxdhog5gPvZWXCctd+iZYjjMrb51CZRowRdV390G34FGSuJfoYpMt18lwtnuEhe7NRcSsaz+rGiGpD6X0M7nS8IOMIQlB6YX2EDyVCxogM0pssDW+U/vU94rDGXgsFH+QlaZQMLaBsOBCBgUEIDZXsfCC5/m40fim+lfH6+/PkMyhIOo3i9HiYuy+DwSh3nF1MzAuSLtcRk7rxDE898ggF108h48gm6AxygoHNZJoImTsdL8g4ghCU/n0l8f3r0In3+vvbF4K/v6PX8W6r2/FoqysfE30KtV6DGsXlrqPOICcUp9Ndh7nvy4pv5drByGXBV7n+fu54GM4c/R1zfdfCms+6urWDC+b6rsXh4G3oZTYAE2Z4S7mWBIpKKti4Nwyp1+LBORuJ5IQ4TJr9HUa7uIldJC3NsloLkp6f4AU7ZyGZOQtJIs35iYBdu2HntQxt20lnfuJOfDRuX4rC/aRLGDd/FYa5TMMPk4i1NNLlev5AZZ7hwCv5SI07iVOBP6CfjTOGOLtjsFO9poA7HS/IOIIQlP51OTG+UubSFHRSJdbAS/NFG1/lpt/AqcAfsPFkCu4nXZJJXHHTtl17jJ6+CAG7JD8/cePGDWRmZmBtSOP5HkmReD4KCecikXIlDl5L1sBp8gzMsCUMP0iX6xHdO/IMn896gfjTxxG6dQ2s7F3gMMGDJljmTscLMo4gBKV/WVIEAOiiRv/udu1GHAL77Ilo+zeybl1H6NY1OHz5NlKuxPGMY2Xvwvceeb8p+UoK0wGDYdp/kFT2b+wJDIRGb0t062UpPDJD8pPOIO9GDArvxGOgxzIY2U5F5MKhAEC5XB90VeMZnn3sMZ5ePYW0sI3oPtgJPUe6wdCmfvzFnY4XZBxBCEr/rpJoXztyjb/kuxDjrzcvBLevThuONbpWeIcYN9mtPNjksnjlC4ASaIubbr0sodHLgq8+6+sZYbGwiJkedrNEElmbeqyBqccavveFuWQDEHpfFOTklaFrNZEmRhGFptStqWV9jRwJD8cAKzt06Sa+U/wFcSJ4C6L376DC0ft30MLC+G3DYkrAnHHtIvV3Q2G2pCHrK69E/+FU6aJG3Z/uu0FgHqXP87Bprgv8dx2Bfi/+JwrnZCQDIJy4G4rZvVb+gpETplNlMo0rSUZNnIWIHasRFBgIOTnhG7ZbAgb2s0QSWfedtgZ9p/FvT0XFI7p5bWpz0gtLKyevDD2riSILoEWNC4BR3K7GFuhqbAHLBYJPAuX1PEzrxdJ8LF29KJG1IOzm/wC7+T80uzxxC7aZ5CcsLq/7HRSU0dduMvraTeaRgoUbDoeDV1VVGG4jvd92Xjw8uR2PYwKp8OOYQFpYGBn7/VGawQEAlGZwqL+l2T8l68u94aZ93aLC45hAmDXhd622LB8AGjliCxKIN+TtM+JE2XaKnVFw5RgyDxCHjVj47Ibu8PF8Rd/SovsIN2SH/wgOh4OxY8fKtC4tkUkzvSmRtSAWrdqIRauaf+qfJMTagvLsoqom8jPyykdRWQVOE6bCacLUZtWRhYWl5RMeHg6b0Q5Q1xS+aUAcBGzdiOCAX6hwcMAvtLAwVi3xoYTKCZcuUH83FGZLGrK+3EJp1bpFvuCAX7By/WaBeRTkPcU0V0eEhh2DiZk533gOzuOQcOkCamuqaeXV1lQDAI6GHcQvgaE806YkXUNwwC84GcsR/lBiZOrMOdi8dhkCW9F8Cj+8nIeJJLJe7zUW672a19+qjg+SanplhQ5wGzWQp7CaF4P66GNQH30E+roLjcsk36Y+t6B0vO6pdVIU+d+ztfLp0yccPfYnNKZuknVVePLizE4Ux9b/2xTHBtHCwsg/spzacP76XgL1d0NhtqQh6/ttR/pYT05ZlbqvN2mV2NKLKqiu+SsVAOGA0lD4ru/xI9SGTaHyb0moDnVD4clN7HgVgPaomTSRNT8M3FbDwG21wDh2EWVChdniFm2Lsyxe8dvKK0N96ESoD2XnyAXB4XDwuqoKRsOFH8TGlOend+LF+fr2+sX5IFpYGE/CluNVXZv96l4C9beaFNtvsr5t+bS/L84HQX8y//abSfp3hQ+Je4pdUHbjTzw9vBIAYDQ3AGqDXWl5VOfWt98NN5EbTPsR6sPF336366SOrn1HIuzwEYlueuZwOKiqqoS5g3TmlK6F/YKko7uocNLRXbSwMM4HLKVEyk9uXab+5naSliRkfdtzbXZTqNs4l3R0F2y914mUV+qpUHD2Eev7bhsONXoOCxdPPLl1GQ+vnqbde3j1NHWf5Pl94gAllW46NOG746ItMHecStVP0vS1d0d86A8S7zeQ/eles36SWBmi8ChyO3IbrOHkxgTSwsLI2u+PskxiHqAsk0P9rSPFNZ1cIWs6uTGBMBGw94sf7+rWdAYvrV/TYVIWtaaj1BnPE48hq25NZ6DPbmgPk/2aTofOGtDsPwqHj0i2nQaAw0fC0bXvSLTrJFyALykKT+9EUYMxYVFsEC0sjKeHeY8RpdnHIOvLr49QFBuE7gL6GE1NX3J5P55FEm1Vr4X7pPrM/OgyfCoijm5CUJBk5wPJ9ffRI2W7/n7v+HZkR+2hwtlRe2hhYdwK9aeEx8Xp8dTf3O7QkoSsL7eIukNd+5kdtQf9ZzBvq2tKibbaZnl9W12eQ/R7FdR0aGJ2yzmbYDBqKlUmABg7zEJxejyeJ5+hvY/nyWeo+7Kkh40bMsI2fHXzGRNmeIsksl6wciMWrOS/ri7MJRuA0PuioKikAofxU+EwntmYpCl1a2pZXyqSnJ/gBTtnIbk5C0ki1fmJykoMHTtNYmU05OxvW3HhUP0e4QuHdtLCwjjy038oofH9pEvU3w2F2ZKGrG9HRfp3Qaluz/6FQzsx8fv1AvN4WZiHXT6uWLAtDLrG/DUFkowrKYY4eyBy11qJ9wOOhIdjiI09VNWlo4c5tGszwkO2U+HwkO20sDB2rFpECY1TrsRRf3M7SUsSsr4KSvT9G527qlH3568QvPevqOAplk53xqaQCPTsw3//huv0uUi5EofE81G0Z0w8H0Xdb0q+ksTZ3RO/blkp0f0b5LyapfdWseedcWwbsiLrx1tZkXtoYWEkBftRAubCO/HU3w2F2ZKGrC+32Llj3VgoK3IPLGetFSmv7DO/UQ7WdisPNnoOcZRVXZJP5S9uDO2mIyJsPU99FivKZmGRIaIIslm+bOLiLmLSQtF+jJrLg9s3EL1/B6YsXA0H9zlQ1dRFVVkRTh/cjfjIQ8IzAKDfqy+Wbj8EeSVlPLh9A5vmuuBm3ClGomxpuUbz40NtDcID1mHKwtVC602KzrnF7OEB65CTkUy9C6ZxJcnAkU749YeFuHXrlsQXvVhYWFhYvjzi4uLQrfcgmW7iqHiYjMcxgejj5g8D+9mQV9XGh6oS5J7Zi3xO4xPVeaHS3RSDl4RCTl4ZFQ+TcWOzG14kxzASZYsqcpY2hTeioGXpCI0Bo5uVT8JKevrMA8tRlhlPvTdZIaeggm69ByEuLu6rWhRmYWFhYWFG3MWL8Fst+EA2cUGKhH1XrsOMOfOgraOHkuIXCN29A0fDRJvM72Nmjr0Hj0BJWQUpSdcwzdURZ6NOMhJlC3LBlga1NdXYun4VfFeuE1rvie7TkHDpAq4lXKbi1tZUY3+w8EWmP34LhoPzOFjZ2Iql3qJi6zgGy76fx86nsLBImZSUFLyrrUbnvnayrkojqh8nozg2CDquflC3mYn2XbXxz6sSlMSFoPx6hEh5yOuawui7EHzbURnVj5OREzAVVbdPMxJlt0TXaHFAig+4he/PI39CzV+p1HtrSbSVV0YnI0t2vMrCIibi4uLQydhS7Jtn3z5OxovzQdAb7wfNkfXt94sLISi7Jlr7raBnil4+IWjbURlvHycje8dUVKSeZrTBWRKu0ZImc4M9Lfz08Eq8vsuh3gUAarM39ybygpM/oTo3lRZXXKj0tcOFONHFnU0hLi4O3c0GNxIYS4Jnd5OQdHQXbGavwMBxnlDppoPqimIk/xmIjPOHRcpDw9AMk9ftR3sFZTy7m4SIZRPxIDGakShbWq7RoqBh1BeOi7bg+f0UxGyZD4AuMDcePgaee84iLXo/db/h9R4DbKhrpECdW/jO2bcBz++nUO9N0nRQVEF3s8ES7zekpKTgXU01NAbYC48sISofJiM3JhC93fyhb1e/pvPXmb14liDimo6+KSzr1iYqHybj5k9uKEqOYSTKFuSCLUteJEVB08IR6s1c00nkWtPJOrAcZRnx1HuTJWr97RF7brfEy7kQF4fOzv4SL4cfbx8noyg2CLquftBo0McoigtBuah9DF1TGC+o72M83DkVlWnM+hiCXLBbMgrdzdDD40dU/5WKv/YvAiBd8Rgvupjb4ekf/hKfD4yLi4NGn0E83ZilRfmDm8iO2gNz92UwcpgFBTUdvK8sxoOYvXgSL1pb3UXfFNZ+oWgnr4zyBzfB+dENBUmnGYmyBblgy5KC61HQGeQErYH181Ok6JxbzJ5xZBPKc1KpdwEQTtiOP8XgUexBJO32oeKS1zX6jpDSk/CmnYIKNPqw6+9NQRRBNkvrR1LzE7xg5yyajihzFpJGWvMTRv2HNBIYS4Lc9Bu4cGgnxs1fBZvJc9BFQwevy4txMWw3rkf/IVIeusZ9MX/r7+ioqIzc9BvY5eOK25eiGImyBblgS4O/39XgVOAPGDd/ldB6SyquJJFXUoFR/yES7wdcjLuI2b6iHc7XXLJuXUd4yHZ4LVkD1xneUNfSxcvSIhwLDcDZY7+LlEfPPn2xIegPKCipIOvWdSyd7oyEc5GMRNmCXLClwfvaaoT+vBZeS9YIrbeVvQv2nriEU3/8ik1LPBtdHzh8VJPylSRDR4/BLysWSHS8Rs6r6VqKd16tNPsmsiL3YKDHMvR2mg1FNR28qyzGvai9eHTpiEh5dO1hCttlv6GdgjJKs2/iwg+TkXcjhpEoW5ALtrRRNeyLod6bUfbwFhIDFgAQv8D86bVT6D7YCboW4t93oGtpj+tBS3h+H9uIvTQWFhaRYAXZLM+ePUNVZQUMzQZIpbyHt5MAgBJkA4Sr8ziv/4icx9hZCylhcd8hxA8KKUZuLZw7vBcZ1y5i7KyFjNKFJT9DzKN3iHn0Dv67jiDj2kVk3eTt2sQkrrhR6aKGblq6uHPnjlTKY2FhYWH5ski7kw6lHv1kWoeKh8kAQAmyAUBeVRtG43wEJaNh5Dyf2oTSzcwaACi37NYM6SBu6rGmyZts7kdsAgCM/vki3KNeUp+hfgdQmsFB+d2rYqxx01DSN0fanXRZV+OLw0Krg6yrwMLCwiIWnj17hsqKCpgPsJBKebeSrgMAJcgGAG0dPcxf7CdyHnN9FlOO0aTYmHTLbi3sD96DhEsXMNdnsdC4tg5j4OA8Dou9Z0FXRQ66KnIw0RXumJeVfhsJly5gutc8cVSZEapq3aCtq8fOp7CwSJn09HQoqum0SFfk6txbAEAJsgHCFVTTcYHIeWjaeVPCYpU+xNiUFCOz1DMoKBvDw0oxPKwUxj778PpeAt5kX5N1tXjSXs8cqbfZ8WpTSfSUjksGS+sg9U46OuqJfx7y7WOi/SY3NwNE+63jJHr7rW3vTW3o7VTXfr/6gtvvgpOEa2X/DbGwOVJKffos2odXAtrkYcHZIsdtDko9+uF1VSUKCwvFnjfJ7fQMqBv3l1j+DXl+l5j/JgXZAOHqPNT9e5HzGDz5O0pYTAqSSTFya6THABsMm7oY038+DtflQYjZMh/P7ibR4pQ/fdDoGZ/cuow3Jc/55rvizF/YeO01Nl57DbcNh/Dk1mU8vX1FEo/AE3WjfridniHRMtLT06HcTYdyWJYFlTnEd5oUZAPM13QMx9Sv6ajVremQbtmtGdJB3GRa09d0HhzdBAAY9fNFTD71kvoMXnoAZZkcvGwBazqdDftLvJ1+9uwZXldVQlFfdmuY1XV9DA2uPoY2gzGiFo8+xtcyRuzUxxraYxbCZGk4es4JwF/7F+Ht42SZ1klOWRWKajoSnw9Mu5MBFQPp9DP4Uf4gBQAoQTZAOECbjBd971xvl/mUCJkUGZPC5dYMKboeMGMNX+H81COP4HmmAp5nKmCz/ACK0+NRmpVIi/O64EGj91GcHo/a8ueSqjojVHr0Q9odyfZLvjRYQfbXg6TmJ3jBzlkwp6lzFpJAWvMTun2koynITb8JAJQgGwC6aOjAYabwtWASu2k+lIC89yBCU0C6ZbcW4iOCcT/pEuymCR/DSiqupNHt3V+i8xPPnj1DZWUFeptLZ/9G1q0bAEAJsgFAXUsXU+ctETkPt7nfUw7VpCCZdMtuLZw4EISUK3FwmyvanOKTnPuNnjHlShxKCguala+k6NxVDRraktXDpKeno5O6DuXGLC5Ks4mxLinIBgBFNR30nSD6+MvU9TvKNVrLnBh/kW7ZrREt8xEwn/Q9nDYcg81/9iAxYAFKs2+KLX/Smdxy1tpGbtvioKOKKjqp854/YJ2yWVhkACvIZgGA/Px8AICmnqFUyiPdm0lBNomWfk+R81DpotbseriZKAqNIyk37eSL0YjevwPbTlxl9CwT5i6luVwPHOEIADxdwpnElRQaegYoKCgQHpGFheWrZkvSG2yw6YwtSW+oa9xhlq+P/Lx8GA6Q3Ql3APA4hjhVlNy8Q6KkKXqfSRwbkKLc1YXGkaabNinIdgi4ik76pk3Oh1+dda0mIi3Ih7GjuCRQ1NBHQUqUTOvwJZJZ+hEWWh2QWVq/eMwdZmFhYWkNkPMp+gbSmU8JDvgFAChBNolBTyOR81BV69bseuiqyAmNIyk37fMxkQgO+AXnriSL9CxKyirYGXIAnIuxWO27EA7O4zDRfRrGu3lQ75MX0ccJF4ChVrJxDtE3MGTnU1hYpEx+fj7ad+sh62rwhHRvJjfHkXTUMBA5D3GIzW95awmN05rdtLXHLKQ5Ync2Jw4vYeooLi06qHVHwZ1oWVejVZPoqQm7iDK+YZavh/y8fKibuok9X9K9Wdbtd9Ic4e13S3Gm4lcPtSET8HjfIp6OWzrOC2lOVGT7zdSdSxQ6dNMHAOTl5aF79+5izZskPy8PVtYeEsmbG9K9mRRkk3TVEX2Mq9Cp+Wv2m227CI0jCzdtU9uJiN3th7To/ZTg/OHV0+Ds2wC3DYdoDtoPr55GzJb5aCev2MglfLjHf2iO2EZDCMcbpo7izaGzdg+kJkZKtIz8/HwoMGjfJEEunzUdRSmv6ZyeKnxNR5pu2qQg2y7gKlS6N31Nh1+ddawm4s5eH8aO4pJAQV0fgITb6br5wI7qshs/FrWQMWLyXOF9jJbupq062BV5R1ailPM7JSaTFe276Ut8PjA/Pw99LGW7/k46PZOCbBJlLdHb6g5iaKsjJgmfW5ammzYpyHYNvIbOfNbfTSZ+TxNrk27aDV3CnyefQcaRTbBZfoDmHP48+QySdvtArqMiI0dxSaCkoY+/bp6SaR1aE6wg++tCUvMTvGDnLJjTlDkLSSGt+Yk+DtMlkjc3Fw7tBABKkE2i3l10TYGSGDQF8wcKF89Jyk37Tnw0LhzaiXXhiUKfRVJxpYGaTg+kXzwhsfzJ8Zq2vnT2b4SHbAcASpBNomsg+v6Nzl2b/+8yontHoXEk5aadeD4K4SHbsf/sDZGeJfF8FEK3rsGmkAia+3Xi+ShsWuIJeQUl2I13Z5yvpNHRl+z+jfz8fChrin9eLSuSGH8pco2/VLRF/39EHELxg67C/w1l4aZtYD0BSb8uw4NzByjBeXMgBdluwdfRtUfT5+CEoazZg+f3kXXKZmGRMtF1CwHRU9UbfVi+LqqrqwEA8oriP43jS2bKwtUAgA+19EEWGSbv8yJwxRwAwNrpo+Fmokh9SLjDZF4NRdYNww1dwpnElTTySiqoqZHMIJSFheXLghRmkx9WkM1SW1sNOXklWVfji6CPmz8A4NMH+m8yGSbvC+Of6io8PLkd1YU5GBN8q1mCbFFoCY7icgoqqKl5K+tqfJGQwmzywwqy3yW1fwAAIABJREFUWVhYWiPkfArpPM0iGr4r1wEAamuqadfJMHmfF4u9ZwEAJthbU87XDUXi3GGAEKLP8JqHoupPCDt5BuPdPFBS/AIAsGHrzkZlVFVW4GjYQfiuXCezf1tl5U7sfAoLi5Spra0FOrBjUEmi4+oHAPjf3/T2jQyT9yWVXli+DQXZDcMt1S2urbwKatnxapOxiyiDXUQZEj01qQ8ryP56eVdbjW87sr8B/NAbT7STn7naXzJM3pdU+oY0dNwi07Xlar/JsCTcudrWiWDevpVc+1tbU432Cuz3kQk2s1cAAP55T/+OkWHyPlNIIXVDV+yYLfMBoJGYmgw/SKw/MIUstz2XIwqvfCVNB0UV1FRLtt9QW1uLNmxbKhZ6C1nT6c1gTedR5HZUP8+B495bPAXZ4ioLaBmO4nIKkm+nyflAtu/QfHRdBfcRdIWM8ZqbHqjvN7SEcd83HZQlPh9YW1MNuY7CDUxYhGPuvgwA8F+u9pMMk/eF8bG6CveOb8fr5zmYGJrKU5BN5sXtnk2GG7piJ+0mHDC5hddkuCDptEj1kiTtFJTZ9XcRGabbgfov94fly4Sdn2BOS52zkDTSmp/oKAGHzy+ZcfNXAQD+fkf/PpFh8j4vDq71BgD84mWH+QOVqQ9Jw7Ck4koDeaVOEp2fIMdrikrsd5cJXkvWAADe19L3b5Bh8j4vNi3xBAAsnDgSI7p3pD4k3GEyfkNBdsNwwrnIJuUraRQkrIepra3Ft/Ls95YfAz3qxl9c879kmLzPFNLJuqHzd1PK+ru6ChnHtuHVsxx47E+TqCAbAL6V5/19ZJ2yWViaCSmmFtX5mozHNF1T+fShBsWp51GaEY+yTA40LRyhZ+0GjQGjISfCj8inDzUov3sVL5JjqPRalk7Qshwj8LTaskwOUnbMFvn5qgtzkLBy9FflIP7PP/8AANp8+61UypuycDWi9+9AVVkRzS27qqxIKuWTNNcFW7dnHwDA21cVNAF0RWkhAEBVU4dnuuaUxf3OSAG4k8f8JsWVNHLtv95JQI9o3m1I5BR1gff50dR0TPn0oQZFt86jJCMepRkcaFk6ovsIN2gyaKvL7l5F4c0YKr22pRO0Bo1pdFotWVb6/uUAAJMp/tC3cYeSkBNwSzM4uLl9tsTfBUvz2GDTGQAYiatJYbY0+Pi+Bg+vnsFfty4jN+UyeluNgbm9O4yG2qODCBOKZPpzAcTk6yjPFejn5AFVXd4nND5IPI3sK1HITbmMQRPmYvAEb2j0NOOZ79O0K1RcpvX6kvi///1P1lVAHzd/PI4JxIeqEpqzwoeqEqnWo7ku2Cq6vQEAH6sraW35+wqi7yWvKrzP8vZ5DnIit0OluyksFwaKxS0iZcdslGZwMDH8Ka1e5GYfQ0evZpchDlrCd7E1YqFF9AMFia153RMlnTh4V1ONhNgYJHHikJQQBxsHF4yZ7AErWycoNkGA9+RRNqbbD+Zb7/hzp3D5dCSSEuIwxfM7uHl+B2MT8+Y+BgsLi4wh51O+ldJ8iu/KdQgO+AUlxS9obtmkwFhaNNcFu1cfEwBAZUUFTfRc9IKYT9HW1eOZril4T5uEhEsX8KioilbW8wLilGwNrcYn8L94/gwA0N9ikNjqwZT2Hb7e+RReVMcH8byu4uQn8D4/mpqOKTXvP+JM0l1cSnuIS2k5cB5qCndbCzgMMoGyAvN/44cFJbBaFMCz3jXvPyIh/RGirmVSZTkPNcPYYX2h1om+2ZZ8fl5I+p20dL6Ray/rKvBEx9UPxbFB+OdVCc255J9X0h2bNtcFW16rFwDgv9VV6NhAQPexqhgA0L6LNs904kovLF/u90uKvTVGeTYpX2nAjlfpJHpqAgAjcTUpzJYGnz/U4OWdWFTd5aDqLgeqAxyhMWwSupqPpjZSijP9y7SzKE89g6q7HGiP9oTOaE8o6jXeCPL5Qw1eZV+l4qoOcITqAEeoDXRCOzE4HrUGJPX/kt54P7w4L/v2u7mOUgraRDv5qbqKJoD+h2x/uwpuf5mkzwnywqt7CRi+L5cWl9wMrWlb3yaT+XK/X15xxcU3bYixHzkWlAT/k2LbbjN7BZKO7kJ1RTHNLbu6olhqdQCa74Ktpk/Mf797U0kTQL8tJ8bK3E7g3Jz4YQae3LqMNRee09K/f0u4s1iOnytyXRoKrcl6cb9fUizOJF9xII3vVhsZ96d7u/kjtwWs6TTXBVtZh/ju/MO1pvOhUvQ1nerCHDw6uR0q+qYYKGBNh0lZqTtmoyyTA9cjvNd0ejjIfk1HGu00mTdZlizQdfVDUQsYIzbXBVu+mX0MJukf7fXC63sJGPobvY/xqaYKAKAhgX4DU6QxJ9ESxpDm7suQHbUH7yuLaW7Z7yul2/9orgt2Jz3i+/fxbSVNLE2uvyuoCZ+jePM8B3ePb0cXfVMMXxzI1wGcLIv7nZECcGMn0dvfhgJuWdISvouygBRTi+p8TcZjmq6pvKutRmJsDJKvxCE5IQ7WDi5wnOiBYbZOUFRivn7+9FE2PJ0G86z3u9pqpF6LB+dspMCyRBGgf0lO4tL8f4Ods2CensmchaT50uYnxs1fhQuHduJ1eTHNLft1uXT7B811wdYyJMZXNa8q0LGBSV5VnaaA2wn8a0WS3y1p62G8lqxBeMh2vCwtorllvyyVrh6muS7YPYyJ/RuvKyug0OB3uKyY+O6qa+vyTCcJUq7ESa0sJrSTgh7mWwmMCQd6LENW5B68qyymuWW/k/L4q7ku2J31iPb177eVlJAaAGrrxl/cTuDcxG+ZhcI78ZhzMp+W/u9qYk7AxHlOk8t69SwHGce2oWsPU9j4BonFWVwY/L4rrFM2C8sXzoM/tyLzwHLqdNSyTA5u7/XBnZDFQtN++lCDOyGLcXuvDy195oHlyNjvj3/qGkRuqgtzkLJjtsh1/Ke6CgkrR4scn6VpmA2xAQAkRB2hhNhVZUVIiDoiw1oxR8eQGJDfOH+C9hyp8WcBAEbmlnzTxjx6x/PDfZ+k94AhAIh31tCZO+sm8f/DQBvHJsVlYeHm/rGtSN+/nHInLc3gIDXQB2nBorXVacGLkRroQ0ufvn850vf54yNXW50WvJgSZAPAo+hAXPQdjrfPc/iW8fZ5Dm5uF71dZ2HhB2f/JpwL8ENuCrFBJjflMk5tnoeYrT4ipY/Z6kMJsgHgesQu7J05COV5DxvF/XPtdJzaPI8qK/3cYYR6j8CDRPopxO/fVCJmqw8tbsN6vX/TvIEpC3O6mVkDAAquHKU27XyoKkHBlaOyrBZjlLSNAACFN6Joz1GcFgsA6NJzgMD0H6pKkLByNFS6m8Js2hqxCLIBQM/aDQBQfvcq7ToZ1hk2XizlsLDwIuSX9di68nskJRCTuUkJcVi3yBMblngzzut1VSWm2w/me9/fyw3rFnlSZUVH/I7p9oMRf+5U0yrPwsLy1TLcZhQA4PiRPyghdknxCxw/8ocMa8Wcnr2Iw+RiTh6jPUfc2RgAgsXQRdWfeH6475NMdJ8GAIg9U+9WVpD3FHF1YYshwxqVkfuI6NMbGvVq0vOxsJBs/CMWvkGRuJRGzHNcSsuB97YILNjJfDxR+fYdrBYF8LxX8/4jFuw8Cu9tEbSyfIMisSTwBCrf1s8xFleIfnAaS8tBpfdwAMDLpD+pTXH/vCrBy6Q/ZVktxnTUIsamlanRtOd4lXEBAKBoIHhs2tz0/FDqSczjv0z6k+bC/Sb7GgCgk7ldk/JlYeEm79TPyA1bgaq7xNx51V0OHv62CDkHlog9/f1ALzz8bREVt+RqBG6vt8fLtLO0eJ8/1CDnwBJa3Kq7HOSGrcDjP5bjvzW8119ZRKNTH6L9LrtBb7/LbrSu9lu+rv19eYve/lamE+2vspD2l0n6bsMIt2GyDSYhw2qDx1HXlOva77Ibf9Icrci4Xfqx7bcw9AcQ899ZFyIoIXZ1RTGyLkTIslqMUetuDADI5kTSnuPRjfMAAO0+AwWm72s3BQCQc62+jfznfQ2yOcTcncmoCdR1x0VbAADP7ibRnLkfXj1Nuw8AumbEfGHWhQha3Ke3rwAAjIY4iPyMLKKhZkp8p58n0td0nie2sjUdHaLdfJFEX9MpqVvT6SzCmk7iytFQ0TeFiYfgNR0mZenWrem85FrTecmu6Ugdlbo+RjlXH6O8lfYxKrj6CFV1fQQlEfsYoqRXG0r0MaruxFLXPv9dg4pbxByh6qD6PgaLZNHoawUAeJpwjBJiv68sxtOEY7KsFmNUdIj+R8H1KNpzFN4ivmOqRoL7H+8rixHrb4su+qboP2MNX0E2AKj1IubLnyYcozlzl2YlAgB0LOypa5ZzNgEAyh/cpMV9nnyGdp+FhRe/bVuP7au/R3LdmnZyQhx+XOyJzUuZr5+/qaqEpxPv9fM3VZXYvNQbPy725FnWmyrR90ZZO7gwrhsLATtnwTw9kzkLFmb0HjQCAJB0+gglxH5dXoyk00dkWCvmaPYg1pZT407SniPzyjkAQA8zC75pD2XV8Pxw35dkXBbmDBw+EgAQezyMEmK/LC1C7PEwWVaLMd3r9kXEnz5Oe47rcUQfsk9//nqYm4V/8/xw3ydZvH47ACDr1nWaM3fi+Sjafab5svBGy5yYK8uNP0oJsd9VFiM3vnXNlXXSJcZfT6+doj3HsxRi/lfNWPD4q+dIYk6rIPkcde2/72vw9Cox/2tgXT+nxaSsd5XFiPEdha49TGE5a61UBNmCYJ2yWViaSVOdnaXhCF1dmIOChHD0cfNHD7vZkFfVxoeqEuSe2YuChHDUluVDSZO/M2r53asoy+TAwmc3dIaNh5y8Mj59qMGT2N/wOCYQhUlRMHZdREvz+mkmrv4wllE9c07tbNLzsTCj75CRlFt29P4dsq5Ok9Hv1ReWtmN5PoeTx3zo9+pLu+ZmQrjSNMWhW1VTF/67jiBwxRyeZVnajm1SXBbp01R3Z2m4Qr99noN8TjhMpvjD0L6+rX50ei/yOeGoLc0X6GJddvcqSjM4GLRwN3SH17fVued/w6PoQBTeiEKv8URb/SLlLBXXwH4WAODlg2Rc3+yGPE44LBc0bo9fPcnElXXs97e1wMQhWxzpmFCe9xDp5w5jlOcKWLp6QUVdB9Uvi3Hj2B6knzuMqqI8vo7XAOF6nZtyGRNWBsHSlTh1uCArCYf9JuDOuTCMX76nUdwxi7fAYpwn5Xb9IPE0Tm2eBz2zwVBRJ07Oepx8EbkplzF14x/oazeZlsepzfPwOPkiVR6LdOhmZk25ZT+OCZR1dZpMJ31TaFk68nwOQ0cvdNKnuyRFuasDqHfoLr9HLCAIeg9NcfPWGDAaWpaOSAvyQVoQ/UCEPm7+lCiepXXSVKdrSTtkA4SrdXTE75jvtxaTZnpDQ1sX5SVFOByyE9ERv6Ow4Cm6GxiJnN+BXT/xvRd/7hSSEuLg/+N2TJwxl3Lhjj93CusWeaKf5TBoSPFEURYWltaNlY0t5ZYdHPCLrKvTZEzMzOHgPI7nc8z2XgATM3PaNV0VOQBNc+i2dRgDB+dxWO27EKt9F9LuhYYdozmOkzy8lwUAUFZh7vzAIl2a6uosDTfohwUlCItLwcoZjpjjPAw63TqjuOINdp+8grC4FOQVV6KnjprI+f0ScYnvvYT0R7iUloNgPw9MshkAZYUOqHn/EcHRVxFwnIOTielY4mZLS7N1wYRG11haLip9rCm37OLY1utmrqBrgi79HXg+h8YoTyjomtCu3fLWAlDv0M00vai076oNY599eHJgEc98u/RnBVOtBSYO2eJIx4R3L3JQcjUCPSb4QWvULHToqo2Pr0rwPDYYJVcj8KG8APIaBmJJ/zLtLKrucmA0fSO0Rs6gXLRfpp3Fw98WQcVoEDrUufy8yr6Kqrsc9PbeBfXBrmgrr4zPH2rw4tI+PDsXhPKUaOg5L+RbLxbBdOpjTTlPvTjfutvvrv0deD6Hpm3j9jdpDtF+k25XTNJ3NrdF1/4OeLxvER7vo6/96433Q6c+9fOF7btqo8+ifXi8bxHPfLuy7bdQegywodyyk47uknV1moy6oRmMh4/h+RyW4+dC3dCMdm2zbRcA9Q7dZqMn40FiNGJ3+yF2tx8trs3sFegxwIYKmztOxfP7KYhYNrFRPYyHj4G541QqrNJNB24bDiFmy3ye9TIePqYJT8siCDUza8otO7cVr+modDeFpoUjz+fo4eAFle70NZ3TU4k1HdKhu+I+saYj6D2QcZmUpT5gNDQtHHFnrw/u7KWv6fR284cau6YjNTr1sabcsou+gDEir+fQ4NHHSJ5L9DFIh24m6dWGTEBl2mnkHVmJvCMraXF1Xel9DBbJotF3BOWWnR21R3iCFkpnfVPoDHLi+RzGTl7ozLX+HjGpG4B6h+7SuvV3Qe+BjKugpgOb5QeQtNuHZ1k6g5yosMGoqSjPSQXnR7dG+ekMcoLBqKmNrrNIj6Y6OkvDCfrpo2ycOfo75vquxYQZ3lDX1sXLkiKEh+7EmaO/40XBU+gxWD//fQ//9fMkTiySE+LwU2gEHMbXfycTzp/Cj4s9kcSJxYQZhBCc37OTLtxL6oRbLMxh5ywkO2fBwozeg0ZSbtkXDrVeHYeucV/0s3Hm+RyjpsyDrjFdUzB/IDFvy4qiWy8Dh4+i3LLDQ1rvb1LPPuawsnfh+RwTZ32Hnn3o+zdGdO8IoGkO3U6TZ+Be2k0sne7c6J6VvQucJs9gnCcLf7TMR1Bu2VmRrXf81bWHKboPduL5HCbOc9C1B338ddCV2IdBOnQb2kxC3o0YJP26DEm/LqPFHeixDFrmI5pUVnEWMa4T9H6b6xLOBNYpm4XlC+Z13l0AgJ6NO+RViYV+eVVtGDoSwqK3BQ8Epn+RTDjl9LCbBbm6zQNy8sowdv0eAJB9dBMt/pPYfbj6w1gMWXpA5Do+id2Hv19LfuMFC8F03w3w33WEEghPWbgaIRfvybhWzPl+SygWbg6hnsPSdiwWbg7BrGX8J5aaivXYKdh24iqcPOZTZfnvOoIFGxtPijCJy8JCQrbV+lxtdc+6tvrNM8FtdeFNoq02sKe31b3HE231vYhNjeLqDq8/XUi9LzExlc8Jb5T3X+f34cq6sRjmL3q7zsLCj+LHmQCAfk4elCBaRV0HgycQk/plT7IFps++QpzKZjZ6EnXNYCCxKSf93GGecRsKsgHAaChxWvHTO4nUNdJ5u6Egu2G4oTM3i/Qwm7YGQ/0OQMvSEQAhFh4TfEvGtWKO5cJAWPjspp5Dy9IRFj670XfmeqFpMw8sl0id5OSVMXhJKO39Gjp6YeTGGJhNWyORMllYACDnbgYAYOyUGZQgWkNbF26e3wEAch/cFTmvY/uDUFFWyvf+5dORAEATZAOAlS2xQSL1egKzyrOwsHz1rFy/GaFhx+DgTJy27rtyHW5kPpJxrZizM+QAdgTvp57DwXkcdgTvx9rN4hWbKymrUGWR+K5ch/iUTIx38+CZ5mjYQQCAqlo3sdaF5esi8y/CBX6a3SDodOsMANDp1hnzxhHuE/fzikTOKyTmGspeveV7P+oaMcb1ch4GZYUOAABlhQ7wnTIaALD+YP2JzwWlhONpP0MdkctnaRnoTVoFY599lEBYx9UPA35JlnGtmGM4ZzcMvQKo5+jS3wGGXgHo7r5OKun5oTpkAvr+EAuNUZ5UvsY++2Dg2Xo30bC0LKoLiPUvDSt3ShDdoas2dEYT37na54LnI5mkL08l3CsaCrIBoKs58bvw6sH1RnG1R82k4raVV4aeM7Gx9OmJzUwflYUL/cmr0GfRPkogrDfeD4O2t77229h7N4zmBlDP0bW/A4zmBqDHVNHaX1HTt+2ojF4+IbR3pmnrCfPVp6A/eVWjfNWGTED/DbHQtPWk8u2zaB+MvNj2W1RsvdfBbcMhSiBsM3sF/nM0Xca1Ys74lXvhujyIeg7j4WPgujwI9gs2ipR++s/Hae/BcvxceO45C1tv+ndUoZMaJq/bT4trPHwM3DYcwuR1+6HQiX7wktnoyZgXyoHl+Lm0uC7+u5v1vCz8MfFYg8FLD0DTglhz6O3mD8e9rW9NZ+DCQAz02U09h6aFIwb67IaZCGs6WQzXdEQtS05eGZZLQmnvt4eDF0b8GAMTD3ZNR9p0n7wKvRbWjxF1Xf1gsa319TGM5u5Gzzn0MV7POQHQF3GMxyS9ydJw2jvTsPWE2apT6M6jj8EiWfrPWAOb5QcoMbG5+zJMDE2Vca2YM3xxIIZ9v5t6Dp1BThj2/W4M9NwgNG3qb8zaan3rSXDecQnGTl5UWTbLD2DowgBavA4qqrD2C6W9XzKutV+oQEdulq+bR/eI9fMxbjOgXrd+rq6ti0mziPXzvx6Kvn5+/GAQKsv5r59vX03sI2woyG4YJu/zg3ThXrPjN0ZCcZbGsHMWzNIznbNgYcbE79djwbYw9LMhhJrj5q/Cz2eyZFwr5sz58Vd4rg+mnqOfjTM81wfDzZedZ/1Smb9iIzaFRMDK3gUA4LVkDY5fEzzf3xJZvXMfVm0PpZ7Dyt4Fq7aHYuGaLWItp3NXNWwI+oP2zqzsXbApJAIbgv5A566iH2rOIhqWs9bCbuVBdB9MjA8GeiyDx/40GdeKOTa+QbD5zx7qOboPdoLNf/ZgsJfw8RcAOG04RnsPJs5zMO7n07CctbbJZXELvGUN65TNwiKAopSzeJEcg7JMDvq4+UPPxh3xS4kNXKTTdXTd6afcYdffc1CYFIXso5ugaeEIPWs36FrVn9zLnY4XZBxBCEr/oaoYANBBhf5D2aETkW9Nca7AvK1WH+V5Xa7BZoKGZB/dBKvVR6Fp4YjbXCe08qLiYTKyj26CQwDhyM0iHazHToH12CmNrpNCYqCxqzQ/l2lR44kblS5qcHCfCwf3uULjilInYXGM+w2Gcb/BIomrmcRlEQ8vUs6i8GYMSjM4MJniD30bd1z0Jdpq0uk6coo6z/CEP3JQeCMK9yI2QcvSEd1HuEGvQVvNnY4XZBxBCEr/nmyruTYMdOhM5FtdJLitHrFG9LaaV9zSDKL95SW8vhexCSPWHIWWpSNSA4W36yyS5UHiaWRfiUJuymWM8lyBfk4e2DtzEIB6p+sNNp15htece4J7nEhcDt2A3lZjYG7vThMhc6fjBRlHEILSV78kvuuKXegiC6WuxHe94tljgXnP3Hai0bXclMsAgKkb/+B5vaEgu2G49Ml96lpvqzFUfF70tmJdE2SFrtVEWv+ZhDxgCGjsFM3POVrUeOKmvYoqDOxnwcB+ltC44qyjsLRy8sp83y9LyyX+3ClcPh2JpIQ4zPdbi7FTZmCyNXGiK+l0baHVgWc4IbsIF6P/ROBPa2Dj4IIxkz3gNKF+wZU7HS/IOIIQlL68hBBBdVWl/w6odtMEABT8Jfh3gCQ9+ToCf1qDE1fuICkhjmcc8npDQXbDMBMBOAsLCwvJeDcPnoLi2d4LqL+5XaX5uUyLGk/cqKp1wwyveZjhNU9oXFHqJCgOk7JELY9F8sRcz0LUtUxcSsvByhmOmGY3CBbzfgZQ73St4uTHM5wXuRUnE9Ox/uA5OA81hbutBdxGDaTy5k7HCzKOIASlL6ogxqTdOivRrqt3IfoAjwvLheYPAEn3nmL9wXNI2bcSl9JyeMY5ufk7ntdJgTbLl4PqkAlQHTKh0XVSSAzUu0rzCzONJ27klFWhPnIm1EfOFBqXV52YpBeWFzdKhhZQMrRghdgtlJdpZ1GeegZVdznoMcEPGlbuSF1lBaDe6TrRU5NneMSvD1CeEo2nJzZDdYAjNIZNgvrQ+nkI7nS8IOMIQlD6f14R85HtlOkb4NvVrZO+L/lLYN5M0lfdJebZ23LNy5NhQsBN/D/Uz7/xAam80rI0D7UhE6DGo/0mhcRAvUMTvzDTeOJGTlkVmiNnQlOE9pdXnZikb9tRme8744WyoQWUDS1YIXYzMBs9GWajJze6TgqJgXpXaX5hpvHEjUInNQwc54mB4zyFxuVXJ37vgZv2CsoixwUAHRNL6JhYskJsKaJjNRE6PNYcejjUr+lM5trfxB1mGk/ctFdRhb7dLOjbCV/TaW4dmZQlJ6/M9/2ySB9+v5caDfoYpKs0vzDTeOJGTlkVGiNnQkOEPgKvOjFJD/B/ZyzSR996EvStJzW6ToqOgXqnaH5hpvHETQcVVRg5zIaRw2yhccVRRzVjC6gZWzQSYnPTTl6Z7/tlkRwJ50+BczYSyQlxmOu7FmPcZsBjJLF+Tro9D9PtwDN88W4RLp3+EyFb1sDawQWOEz1ogmXudLwg4whCUPqXdevnXdR4r58/E3H9PCPlOkK2rEFE/B0k81k/t3Zw4XuPvC+IqMO/wdrBhXLTZmke7JyFZOcsWJgx2GkKBjs11hSMmlK/xsvtKs3PZVrUeOJGqYsabCbPgc3kOULjilInJvWWVFwW4diNd4fdePdG1yfOql/D5XaV5ucyLWo8cdO5qxpcp3vDdbrw31dR6iQojoKSCt93Jo6yWRpjaDMJhjaNxwcmznOov7kdnfk5PIsaT9x0VFFFb6fZ6O0kfPzFr0783kNTy5KmC7YosE7ZLCx8yIncjtt7fSix8OOYQEqQLQoZ+/0pJ+myTA5u7/VBUcpZSVSVL49jAgE0Fua1rzt9j7zPlNqyfABo5Ig95dRL6mRWUfJI+skNQ5YegEp30ybVg4UZbiaKcDNRxJP7d6hrH2prcP5wMADAZJC1rKrGwtJkHpzcjtRAH0pY/Cg6kBJki0L6Pn/KSbo0g4PUQB+8kHJb/Siad1tNnpRK3mdKbSnRVvNzuf7r/D5ETlHHze2zMcz/AE2MTuIR/ZJyUWWRLYmHfsapzfMo8fD1iF2UIFsUzu70xeVQ4rSo3JTLOLV5Hh4knpZIXflxPWIXgMZCaYXOarT7opAS+Ss22HTGn2unY+rGPxq5XJNC6o/v6RNZZLj4zElCAAAgAElEQVShs7bFOGKBkft9kGHyPov0iHJXR5S7Ol49yaSuffpQgyex+wAAaiait/MsLF8K+3ZuxrpFnpTY+FDQNkqQLQpbli9E4E+Ea0ZSQhzWLfJE/LlTEqkrPw4FbQPQWCjdRVWNdl8QhQVPsXDqGPyyLwLGJuZ849nULRq/q6mmXSfD0RG/i15xFhaWrx5dFTnoqsghK/02da22phoHQ4ix2lBrG1lVjYVFrGwNvwjvbRGUCDngOIcSZIvCksATlDv0pbQceG+LQMx16Z6mH3CcmB/iFkardVKk3RdEXnElXFeHImytJ8wMtBnXIa+YWAQMW1u/eep+PiHq66Isj/BLqVBx8oOKkx/CL6Wi5j3/TXkssuWWtxZueWuhNr9+bPq/v2tQGr8fAKDca5isqsbCIhUKYnbg4W+LKLHxs3NBlCBbFB7/sZxyfK66y8HD3xbhZZp0596fnSMO8uAWO5Mia/K+ONKrDiDm0T9/oM9HkuGSqxFC6/uhvAAAYPb9PqFxWfiTNEcLSXO0UPP/7J13VBVX97+f9XvTFAXFTrFrFEssYIMQUWkiNmwxCkqM9dVgIrZo1GgSFY2oX2OJsYAxNmzYABVF0KhgAQGDUVGKDTVgS2LetX5/DDPcCvciVc+zFmt5z+wzs/eA5572OVul/f73RQ7pR6T2u0oz0X4LSpd5TubMczInPSlWKfv7WQ5ndqwCoN4Hhre1AkFZYPegWuweVItH19TXdK6JNR3Ba0b0SAuiR6qPEf99kUNGbh/DTIwRBWWYoH41CepXkwcq6+//PM8had+PANRuKdpqQfljXcA8vp7grQiNN674XhFkG8J3U8eycr60fh4dcZCvJ3gTsb9k1883rshdP6+svn5eNXf9XL6eH7dvXGPiEDe+WRVEk3zWz/vkir00Y5Q/98lHDBYbc0J6v59OLNAfQf6IOQtBWWJUO1NGtTPlRsJ5pezF0xzCg1cC0LS9mJ8QlE0+rFeBD+tVIPFinh7m2ZNstv20HIA2HT8sLdcEAgDWedZgnWcN7v+eN//7z7Mc4vdI4686Yvz1WiEyZQsEOrh/JZrkkGU095pMg+7DqVjdkudZGVzds5wbEbpPL9ekSv0WdJi4ircrmnL/SjRR33hxOzrEqGx0+WXBLk1uR+2kTnsXarftVqj6L5/nEB80l+Zek0V2vhJkxqodfD9hEDM+1v692Tr1pN2HQngpKF/cS4gmadcybAZMplGPvLY6afdyrocb3lZ3miS11fcSojkxz4tbp0J0CpT1kV8W7NIkNWonFrYu1NHTVldp0Io23nO5n3RayYJtTNyCkuPGhShOBC2hq/cUbD19MKtlRfa9dE5u+UFNXJwftRu1xGvWWt4zMeXGhSg2+vUh/uhOLTFzfuSXBbukqdOkNW4T5pN6KYYd86RTGVVjad1jIFdjjnDtt6NK+V/Pcoj5daXWvZrZuzEycB9ndq5W7qVa3rCdENmUNPbTgolZNJzjX/XUumZhW/g+qEBQXjkffYL1gd8zym8G/T7xpbalNXcz0ti4crHB4uKmLVozf+UGKpmacT76BGMHuXFk93a1bNkFkV8W7JLgaU42gfOmM8pvRoF+u/UfTFTEQWIiwxTbpznZBK/Jf8O9QCAQ6GLDtj34DulHnx7ah9k5u/fCydmtFLwSCIqWqEvXCNgajv9QF0a4d8aqZlXS7z9m6bajbDgYY9A9Wja0ZN3U4ZiavEfUpWt4TlvFzsg4tWzZBZFfFuySIOfZX8z6aS/+Q12M8luVbcfO496pBc52NlrX7MepZ9SZFLidw79dUd6boGzRbNJmrq7wIeFbT61r5m2cqdraqRS8EghKhsdJ0dzcF0iDPn5YdB3Ge9Us+ethBqmhKwwSFwNUrmtDizEreauiKY+TormwcCB3z+xRy5ZdEPllwS5r1O7cj6yL4TyMP67E+O/zHG4fNlxgfTdmJ9XbulCttZj7ehVa+G0mMdCHS/O12+9qov0WlAE+/nYrv341lJ8naK/NN+3iRpOOPUrBK4Gg8HSeFsyZRcM5oWNNp057F2qJNR3Ba4LN55tJWu7D5QVijCgof3SbGczx74ZzeJq71jUrO1cs2nUvBa8EgsIji4RHTppBn6G+1LK05l5GGptXLWZPsGHr502at2bO8g1UqmxGbMwJJg5xI3zvdrVs2QWRXxbskuDpk2xWLpjOyEkzCvTbwdmDlduOsP3nlXw9wVur3Na+q966239eiYOzR742AsMQcxaCssTEwO2s9BvMdz7a/YAPHN1pZS80BYKyycKfdzH90wGM7fuR1jX7Hh50chJ/u4LSxXX2FsLmD2PvFO3xV70Orli3F+Ov1wmRKVsg0MGDxGgARZANULG6JU16jTH4Ho3dRilZT2u2lDZtylm3yzOJ2xeSHLKMlkOma2V1NZSU0B+5ExdOY7dRReydID9snXoyd+NBBoydppS5Dh7F5CWb+HzheipWLtzvUyAoLe7nttWyIBuktvp9I9rqJu55bXWtVlJbLWfdLs8kbFtI0q5ltMqnra7VyoH3e4/jw+nB2I1dypllY7iXEF3CngoM4eaFUwCKIBvArJYVXQaNN/genbxGKxmqZZGxnHW7PNKwnSP2g//LJ9//Sh//QHbM+5QbF6KU60069aCZvRs75n3KbMeqzHasyrfu9fTe7861eK33cTXmCI8ybhZbDAL9WNi68NGcEJp7TVbKGrn40MlvrXLokUDwJhF7+iSAIsgGqG1pzdDRkwy+x2Df8UqGajuHrgBK1u3yQvCaQKIiDjLYt+DvP3snVxydPZg5zpv2Fu/R3uI9PmpWqwS8FAgEryPO7r3YFhrOJP+ZStlw39Gs2rCF5es2UdnULJ/aAkH5IOryNQBFkA1gVbMqE/p3NfgeY/o4KsJixzZNAJSs2+WFFbuOc/i3RMb0KdzhXAs2HyJgazizfHqqiazlDOJHA/3IDgtUfjbM8Obwb4lEnE8qEv8FRYt5G2da+O/AytNPKavd1ZumY1bT5LOV/KeCGJsKXl8eJ0sHcsiCbID3qllS183wuXcr50+VDNNVbaS5dznr9utItdbdqN7WhSs/juOYdx2Oedfh5Nj3Da5/I2QRN/cF0shrqlZmboFxVGvjTOtpO6jbO6/9ruPkTfNxq3l/zEreEu23oJRp2sUN7x/24jh8ilJm23skXrPX03/mGt41EX+jgvJFnfYufPh1CM1U1nQaOPvQ4fO12Io1HcFrhHkbZ1pO3YG16hjRyZv3x66m6WjRxxCUbazsXHH5JoTWA79Qypq6+uD45Voc/FbxjmirBeWMC7nr57IgG6CWpTVDRhm+fj5w5HglQ7UsNo4uZ+vnW9cEEh1xkIEjDds/lpJ4SSvG6IiDZNy6obfOlQvniI44mG8mbYHhiDkLQVniA0d3pqwNpdeoqUpZ1wGfMvr7DYxa8BMVKom/R0HZxL6HB8t/PYzPxOlKWd9hnzF3ZRCzA3/GpLLYvyEoXep1cKXXt7tpNzhv/GXjPoLu/utw+uJH3hHzv68VIlO2QKCD5JBlAIrIT6ZynUYG3+Nds+qv7MeuQQVvGi/JbNqyINs54Dhm9VoU6h5pMXtJDllGt28PFck7EhhHq44f0arjR3w8aXZpuyIQvDJJu/S01RaGt9XvFUE7tH1AwW11SWbTlgXZrkuOU6W+YW21dZfenF/zJSkH1yridEHZ4UTQEgBFkC1T3bqxwfcwqVrjlf2Y7Vi1QJvSyKbdsls/9gX4cWbnakVw/p6JKX2nriA5+hD7AvxoZu9G6x4DadW9v/I+ZRKO7ebIqtkMmvOzWrbthGO72THvU96tWNmojOKCoqFmSwdqtnSg5ZDpBRsLBK856wO/B1AE2TL1GjYx+B7m1V/9e6C9RcHZG4srm3bYvh2sD/yeTaFRBsVSydSM2UvXcDIslAX+43F09sCt/2Bc+wxS3qdAIBAYg72jE/aOTvjPmlfarggExULAVkkkJwuyZRpbGd6HqFGl0iv7YebqV6BNcWXTDjlxgYCt4RwN9CtULLIgO2a1Py0bqs9V6fPZq2s7fL8PMjqjuKDkMGvugFlzB+r2m1qwsUDwGnFzn9RuyYJsmYq1Gxp8j3dMX33u/Zh3nQJtyko27bcqmtL806U8uBDG1Q1TqN7Whdqd+1GrU1/lfepDFmR3XHCUSnULt/4qUKdKcweqNHegfn/RfgvKJg3aOtKgrSNOvjMLNhYIygE1WjpQo6UDNoPFmo7g9UbuY9QTfQxBOaR2qw+p3epD2gwVbbWg/LNxhbTeW0tj/byuEevnVYtg/byzdcHr58WVTTti/w42rvien/ZFGRRLxP4drJw/nW9WBall1Y7Yv4OvJ3hTsVIlndm2D+0KBqBNJ7GfsKgQcxaCskQzu49oZvcRfcfPKm1XBAKjaNelK+26dGXUlDml7YpAoBOL1h9i0fpDbIfNKG1XBMWMyJQtELzGyNkFXz7PUSuXP6tmH8yPv7OzSNy+kD9TE3FdfrrQgmyAs8ulU/SPf9WTXYNqKT8ymp8FAoHgdcdmQP5ttXy9IP7KziJhm9RW91xx2mBBNqCcUP46ZAkXlF26ektZH/56pv63Ln+WrxuLnAFcM9O1SdUa2Hr6MD/qMZ98/yutuvcn+146AG4T5it2O+Z9CqAlvJY/xx/dWSi/BAKBQKDOKD9pkvFpTrZaufxZvq6LmeO8ARjh6ahkvlYViWt+BkmI3u8TX+Iy/2LZ5hBc+wzibkYaAJO/XvjqAQkEAoFAIChz+A91ASDnmfpGN/mzfF0Xvt8HAdDDLxAzVz/lR0bzs8yDP5+yYPMhrtzIIO7nr7QE2YZQ3jKKCwQCQXmhQR+p3f5XY+5d/ixfL6r675hWx7LrJ3QPusMHkzdTq1Nf/nqYAUCTj7U3h/2Tk8WNkEU8uZ1E58UxQpAtEAgEAoFAIBAIBALBG8TISbnr50801s9zP8vXdfH1BGn9/LM+jnS2fk/5kdH8LNtrCq/lz+F7t2s943HWA/YE/8TISTOUrOICgUAgEAgEAoEgD5EpWyDQQXOvySSHLON5VoZaBtbnWRkl6serZsE2tWoGwF/ZDxTBHcDzB9JG9IrVrXTWUyX7ViJXti2kSv0W2I5dJrJbC4oFLxsp+0xI0tNS9sR4nj/J4cKpcE4d3EFs5CFsnXpi29WdDt17YWaedwqhHGN+lMf4SxObAZNJ2lX6bfWrZsE2s85tq/9Ub6uf3ZfaahMD2uo/UxNJyG2r7cYt05sB/NTC4WTGhtM/6Jras/7KzgKgkYtPoeMQFB9dvadwImgJ2ffS1bJlywLjkuJVs2DXbNAcgKeP7itCaoA/79wGtDOBa/LLjI+5GnOErw7fUqv/7PEDAOz6jCzQ9mHGDQBMq1sY7Lem2Fvw5rBzoHRQ0MCdr9bOlzaZseHELBpuUBzG2IL0/RPh363cv6Oyzii/GawP/J67GWlq2bJlgXFJ8apZsBu+L30PPMy6TyXTvEXbzPRbgHYm8Fdhso8XUREHOXn1ntqz0m5eB6BGHcO/BwQCgaAsY232NgBp2S9L2RPjkX3XRUHxJF2Jx9W+fbmMu6ziP9SFgK3hpN9/rJYtO/3+q40DjeVVs2A3r1cbgPuPn2Bqkrfh7Pa9hwBYa2QCf1Wu3MhgweZDtGxoycrJH+vNsD1kzk8c/i2RtN0L1fySxeK+HvZF6pegfHLaV+qjdtmQWcqevBqPLkVwdYWP3jj+9yKHx/GRZJ3dzaNLEZi3caZ6x/5Ube3EfyqY6qxj6H2zzoXy+HK4UfcV6KZBHz9u7gvkr4cZatmyZYFxSfGqWbBNLN8HJPHzW6rz4VnSePrdavnPRxpT//IyH7IuhvPRmt/VbF/cuynZVq2tdu+ntxO5HrKYynVtaP7p0iLJLC4o+0SNkNp6x03lr63/90UOD86Fcm2jPwB1e/tRq8sAKtRuqGUrx6mL8hj7m8Q8J3MA5kQ+KmVPCsfD9OvEh28nKngJAJ5fBvK+gzsmVbQzB145vpuEY7tIOX0E294jse09klqNWpa0y4IiZHdu8of+r7jPqjR4+TyHexePkxYdwp24cOq0d6GOrSt1bN107tF6euc6t6N2cjVkGQDtxizVaavrvtYOXtRq201tr4CgbBI9Uvo+ddhYvr87H12KIGm5j944/s0dy/2xSepjWHv6UVNPH+Pf3PHkg9/yxpPmbVyo1taVt0V/ulwQ1K8mAN577peyJ8bzz/McMi8c40bUbtLPh2Fl54q1nQvWHdy19mj98zyHWzH7SDsfrtg2dOyPRbvuvKPS/srvIz/K47sqCUZOmsHGFd9zLyNNLVv2vRJeP3/VLNgNctfPHz24ryZ6vpMmrZ9rZgIvTqIjDmqVZdyW5jRs2tiWmB+CkuFNmZ8AeHB2H/fP7ObhpQjqOHlj0c0bE2ubknRZUAhGtZO+L9dfyCnAsuzx4mkO58N3E7RgEgC9Rk2ls8cQatVrrNf2ctRhLkcd5gNHdzq6D6SVvQsVKokxW1nmw3oVADh160Upe/JqxBw9yPRPB+iN49mTbI4fCCHm6CFijh7EvocHzn0G08nJBROVvov8PvKjvL+r14V1ntI86ejQB6XsifH88yyHtLhj/HEyhFvnwqjXwVX66eROBZUxmRxjfhRl/CJTtkCggxotHAC4eSxYEfc9z8rg5rHg0nTLaEytmgBwO2qnWhzpv4UCYN64bb71n2dlEOHfjSr1W9Bi8PQiEWQP2HFP54/mdYGgPPD8SQ7Lp49i2ZQRxEYeAiA28hBr5kzkx9kTyH5k+Be2rVPP4nLztaVmblt9/ah6W339aDlrqy2ltjpVo61OM6KtDpsitdWthkzXK8gGqPehFwBpp/crZS+f53DrpJQJ2Lpz78IHIig2GrT7EIDY0M2KEDv7XjqxoZtL0y2jqVGvKQCXw7arxZF4Yh8AVs3b51u/dY+BAFw5vkcp++tZDpfCpdNaWzr1zdc2K+0PrkTuBaBuyw5KuZw1+8aFKLUs3gnHdqtdFwjKI3+mJhKzaHiR2wL8nZ1FhH+3wromMALbLh8BsOeXDYoQ+25GGnt+2VCabhlNgybSQTSHdm1Vi+PYAamtbtFW/2JuXOZfOn80r8u49R8MQERoiFJ268Y1jh6QPn9g27mIohIIBAJBYchIv13oulkP7uNqn//YQWA8jh9IcxObDp9RhNjp9x+z6fCZ0nTLaN6vK23C33bsvFoce09dBqD9+3X11s0OC9T5o3ldJv3+Y+zHBdCyoSWzfHrqFWQDDHSS/mYjzieplcuf+zm2MSZMgaDM8iwtiasr9B/6+DIni2s/TSRl7TgeXYoApA36KWvHce2nibzMySrUfQFu7fyO65v9dd5XYDxVm0uHRWSe2KIIsf96mEHmiS2l6ZbRmFhI3293Y3aqxXH//AEAzBrm3/4aU792534A3DsXqpQ9v3tD+WzWxE4p/+thBmdn9aByXRsaek0TgmxBueD3tROVDc8At/cHcn66A8/S1Ps3f5fw4Q0Cgcy961f4v+F2iiAbIHSpH/sDPufvZ+qbuH/9aigh80eRclo6lDd2/0bWjHLkyvHdJeqzQADSWn3sygmcWz6GO3HhANyJC+fC2i+5sGYyf2er95GzbyUS/nkXRZANKLYvn+f9rf+dnaXzvueWjyF25QSt+woExcGztCSSluc/lktZN1ERZAOkhQYSN0O7j/HvixxS1k3k9zXq48k/NvlzbeOXeseTAkFR8M/zHKIDJxC1dAzp58MASD8fxpkfv+T0qslKIgyZC0HzOfPjl2q2UUvHEB04wajnWtm5Fk0AryHtctfP923doAix72WksW9r+Vo/r99YWj8/ErJVLY7Ig9L6eX5i6DNpf+n80bwuM3H2QgBiY06oZeaO2L9D7boq169eAaBuo6aFik8gKA4MnZ8ASAz0IXn1OB7m9h3uRAYRN7sHD87uKzF/BW8e62d9pgiyAQ6sX8xX/dqRlpKgZRuyYg5BCyZxOeowAJejDrNuhi/rZ31WYv4K3lz+SI5n+qcD8rVZs3A2i6dPIOaodHhLzNGDzJ3ozXy/T416ln0Pj0L7KRCAJMiO/GE8xwJGc+ucNM66dS6MqP/7gqgVfrwwYp6rXoeiHWeJTNkCgQ5qtnRQsmUnq0xklzfM6rWgTnsXnXE0dPbBrF4LtbJduSfHyqLoe5cjAfJ9D0JALXiTuXAqnNjIQ4ydtxJ7Ny8qVjbl+ZMc9m1czq41izi571d6j5QGV/qyYKf+nsCX/Trj4/9dSbr+WlCrlYOSLTtpV/ltq6vUb4GFrYvOOBq5+FClvnpbvX2A1FbLGbrvXpLa6vzeg2xb174vt06FcH7Nl5xf86Wajc2AydRq5fDqAQmKnIbtHJVs2SeClhRcoYxSu3FLmtm76YzDrs9IajdWz0Aw21HKYCZn6G7VvT/xR3eyL8CPfQF+arZdvafQsJ2j8rlJpx40s3fTaTtozs9qWbnbuAwm9VIMG/36aPnczN6NNi6DCxGtQFD6PEyJ4/hXhh36YoytTOKOxYVxS1AI7By6Ktmy1wd+X9ruFJqmNq1xdPbQGccA789oatNaray9hZRFsjAZuu2dXHF09mCB/3gW+I9Xu/bd6qAizcotEAgEgsIze8FiRk+cbFSdH76bV0zevNk4tmmiZMsO2Bpe2u4UmpYNLXHv1EJnHL4e9rRsaKlWZuYqjRcLk6H7WNxVgHzfmXxfZzsb3Du1wPf7IHy/D1Kz8R/qgmObJkY/XyAoazy5HkfCt5752jy6GMajSxE0HbOa6h3z5mGyzu4jZe04ql4Mo9ZHnxh932dpSdw9EYSVpx+1HD/h3WqW/P0wg4yDK7l7IogXd2/ozZQi0E1VGwclW/bNfca3kWWFSnVbUL2ti844LLt5U6mu+tz7Me86QF6GbmPqV2vdjeptXbi6YQpXN0xRs205frVaxvGHCScA8n2/r5olXCAoSh6c3cfDSxE0GRlAndx2+s/kaOIXDSLzeBBNfLQ37zcc8jVWbmNL2lXBG8rfz3JYM8qRpl3c6Pn5YsxqWvH3sxwuHAwmfPVsrp09Sstu/QEpQ3bK6SO4jJtPO4/hvGtiqpSHzB+FdcsOmNW0yu9xAkGRcu/ice7EhdNuzFIsO/fm7YqmvHyew7XQH7kasozbUTtp4jkOkATcx/y7Uae9Cx98upCK1S15+TyH1GO/kBA8l3sXj2NlLx1ifSf2CHfiwunw+VqlDCA9Zq8k1I49Qv3uw0olZsGbwZPrcVxekP9Y7sHZfTy6FEHjEQHUVuljXFk8iDuRQTT2zutjPI6PVGyrd/DkrQqm/Psih4zDa0gLDeT+6V1Yir6HoJjIvHCM9PNhdB6/lHr2fXinoin/PM8hae+PxO/8gRsndmDTR1qPfJyaSErYZloP/IImzsMwqWHFswfpJIQsJyVsMzmZ1zG1aAToz4L9ODWR0MlO2I6YW1Ihljts7bsq2bI3rii/6+dNbFrj4OyhM45+wz+jicb6eWdraf28MBm63ft/wsXfTjFxiJvWNQdnD9z7f6JV/vuViwBUNq1i9PMEguLAmPkJ2bbhkK+p/dFQ3qpgqpQnrx6HaWNb3q1mqfM5AkFhORe2i8tRh/GetQLH/iMAuHr+JEvGeHJy1waGzczb352WksCJXT/Ta9RUHPuPwLy2FY/upnNow1JO7PqZe7f+0JldWyAoChIvnmNs34/ytfkjOZ69W37CZ+J0PIf6UsvCmnuZaWxZFcDeLT+RduMa1g2lNW59WbD/SI5npFtHJnxVfvtrgrJBWtwxbp0Lw/G/P9DQoQ/vmJjyz7Mc4ves4sL2H7h2fAet+0ljMn1ZsB/eTCRkUlc6+RbtniORKVsg0EOLwdPp+Pla6rR3AaC512Rcl58uZa+Mx3bsMtqPWarEUae9C+3HLKXVJ7MKrBu39ssCbQSCN5lTB6WTAp0HjqRiZWnQXrGyKX1Gfg7A5oCZ+dbPfvSAL/t1Zuy8lVjUF4OnwtBqyHQ6T16Lha3UxtkMmEzPFeWvrbYbtwy7sUuVOCxsXbAbu5QPhhXcVmuKqwviw+nBau+skYsPXeeE0GrIdOMdF5QY3Ud9xaA5P9PMXpoc7+o9hc9/OV/KXhlP36kr6OMfqMTRzN6NPv6BuIyda1D9T77/Ve092PUZycjAfXQf9ZWa3XsmpsqzZLp6T2HChlO06t5fzdakag28Zq1Vu28zezcGzfkZr1lrMalao7DhCgSlRkroao5/1ZNOfmuL1Fa1zotHYnNwSTJu6hy+Wx2Eo7N0cuQovxnsjtY+RbWsM3vpGmYF/KjE4ejswayAH5k4c0GRPqeSqZnyLJlRfjP49eg5XPsMKtJnCQQCgcB4Um9cB6DFB8ZlB163chl372QWh0sCYJZPTzbM8Ma9kyQw8x/qQtzPXxVQq+yxcvLHrPAbrMTh3qkFK/wGM+/T/DcCG8ukwO0G25qavMe6qcPV3q+vhz2hiyYwy8e4w5EEgrJIZtgaEr71pOmY1fnaXd8sZTBRFWSrfpavG3vfpzekDaI1Og9QNtK9W82SWk7eADy7Vf7GTmWBhl7TaDl+NdXbSvPIDfr40XlxTCl7ZTzNP11KM98lShzV27rQzHcJjQcZ9h1naP23KpoqtjIN+vjRccFRanXqq2arKdoWCMo6989I2YNrdMjrT1VpLh3yeydS/cCZF/dvAlCpnvohrAJBcfLgVgoArboPUATV75qY0s5jOAAJx3YptvK/VQXZAE069gDg+rnjJeKzQCCTFh0CQP3uw3i7ovQ3+XZFU5p4ShtJE4LnKrZPMq4BYO3gRcXqlopt/e6fqN0LpOzZgJogW/XzBbEfTFCMZBxZw+UFnrw/Nv+x3IPfpD5GdR19jLsafQzZtvZHnyiiqrcqmGLpLgmxb27/pmicFwh0cCNK+vtr4jycd3Lb6ncqmmLTV2qrYzfNVWyzrl0AoI7HX/sAACAASURBVGHXgZjUkPolJjWseN9tBACPbsTn+6y/srMInexE5/FLFfG2QDej/efwzaogHHLXnUdOmsH2k+VvDmjm4jVMX/SjEoeDswfTF/3I+BlFu35etXoN5izfoPbOHJw9+GZVEHOWb6Bqde29UXuCf1LqCgRlAWPmJ2RbVUE2QNXWTgA8unKiOF0VvKGcPbwTADuXvP2pzewk4euJXT+r2d68EgdAZ48hmNeW+gzmta34aIAvALeuXip2fwVvJtt+Ws7Yvh8xd2VQvnbJl2IBcO0/lFoWUvKTWhbW9Bk2CoCUK/n/jT5++ICRbh2ZunCVIt4WCArLHyelOa9mrsN5J3dO9x0TU1r3mwDAbxvm5Fv/RXYWIZO64vjfHzCzLNpxlsiULRDkg7V9X6w1JqhByjIto5kpWl/maEPtipp3zarToPswGhhwwmlR+mhsXZFxu2hIOHuSM0f2ELZ9PQADxk6js2tf6r/fSs0u9fcE4k9HKqJhW6eefOgxCIeeAxQbL5tKgJThOTbyEN9PGIStU0+cB4zA1knaLBh9aBfLpowAYPKSTXrra9q1+9BFETEbGo+tU096eU+gVUftk3kMjVsT2cf80JfhGmDGqh06yw2JDeDQljXSOx040iB7gW7q2velro62upFLXlstZ4rW99lYu6LmPbPqNOwxjIY9Cm6ri8JHfe/MmOcKSp5W3ftrCYpBEibLyFml9X021q6oMalaA1tPH2w9fQq01eeTvvfwKs96z8TU4PsKjOf+lWjSz+znevhmQDrsyKqTJ1Xqq2cj+jM1kfsJUVwOmgtIB1TUdfBS64/vHFgLgIE775EZG07MouFY2LrQoPtw5bCJtJi9/BY4BoBOfmv11te0q922m7LhxdB4LGxdaOIxhpotHQodtyayj/kxcGf+bfLloLnYTwvGwtZFibEobEGK63LQXJwDjpMZW36zKJZHXPsM0ikoHuD9mfJvzazS+rJMG2pX1JhXr0G/T3zp94lvgbaG+JSfjTHPEggEgpioSA7u2UXwhnUATPKfiUdfL2xaqmchSLoST3TkMebPmgqAs3sv+g4cQm+vwYqNtdnbAKRlvyTi8AF8h/TD2b0XH/t8irN7LwD2h2xngq80/lu1YYve+pp2Ts5uVDY1MyoeZ/defDp+EvaOToWOWxPZx/xIy35ZoI0xxERFMn/WVMJi4og4fKBI7y3Iw6trO7y6ttMq9/WwV/6tmVVaX5ZpQ+2KmhpVKuHj3hkf984F2hrik6HxFYSpyXt636+gaMlOjubh+QPcPSFtJrDy9KOabS9MrG3U7J6lJZGdFEVq7sZt8zbOVO/YX00wfNrXAoAuGzJ5dCmCqyt8MG/jTE3HYZi3cQbysjwDWhmgVetr2lVt7cR/KhQ8BlWNx7yNM3WcP8OsufYY1NC4NZF9zI8uG/I/ECN1+zc0m7QZ8zbOSoy6MG/jzKNLEfleL8x9/36UAcA7ZtXVyt8xqwnA88zf8/VfoJ9anfpqCYpByhIto5nRWV+GZ0Ptipp3TKtj2fUTLLtqZ3zSRJdPxtQ31FZkwX51/kyO5sG5A8qG27q9/ahhp7utf5wYxY1tUltfrY0zNTv3p4ZKWx01QmoHHTdl8vBSBImBPlRr40ztrsOoltsuyVmUAJqPW623vqZd1dZOaht/DYmnWhtnLF0/UzYVFyZuTWQf88Nxk/62voXfZq2yh7ntefNx+Yut3lRuXowi6cQ+YvdvBMBx+BRsPupNrUbqYvV7169wI+4k4atnA9C0ixutug9QsjoDzHMyB2BO5CNSTh/h16+G0rSLG+09vGnaRTpoVs7yDOA1e73e+pp2TTr2UBMmGxJP0y5udBowlgZtHQsdtyayj/kxJ/KR3mtpV84CYN2yg1r5uyamWvVSTh9RrmnaAty5drlAX153HuSubdyMkP7vN/OajGUnT8zqqa9tZN9K5H58lCIartPeBWsHLzUR8O5B0npH/x33uBMXzplFw6nT3oX6PYYriSXkzM2AVlZn1fqadrUMXNNRjadOexcae4yhho41HUPj1kT2MT/657MfqvO0YJ3lumJ7ePUcAObv22nZaj6jTnsX7sTpX8OR3/+bwJ/J0WSdP6CIfK09/aiup9/wZ2KUIu41b+NMjU7q/YbokdJ3qsNGaYyYtFwaI9b+KG+M+ODsPn5fI/UH3h+7Wm99TTtj+g1yPOZtnLFw0d9vMCRuTWQf88NhY/5jxJvbv8Hmc2ksJ8eoC5vPtfsY8phRU9CtyxYw6J29jtxNOEVqzH5SwqT30nrgF9Tr4klVjXXox6mJ3Ll8UhENW9m50tCxP/Ud+ik2Qf2ksbP3nvuknw/j+HfDsbJzpanzMKzsXAFIjd5D1FKpDXb8cq3e+pp2Fu26KyJmQ+OxsnPFxnM0tVt9WOi4NZF9zA99WasBus3U3Vbriu3ZA2mO4r0q6iLWClWl74s/b+c/R3H14Hqs7Fxp4jw8XzuBhHPvQTj31l4/7zc8b/1cM6u0vizThtoVNVWr16DPUF/6DC14TdsQn/KzqVTZTO87K+zz3nTE/ETZnZ+QyzXjlj8/TU2A/JPEvhZcPX+S2Ii9iiC416iptO/RB+um6nvr01ISSD57gh3LpIMoP3B0p6P7QDq45mkCRrWT3t36CzlcjjrMSr/BfODojmP/EXzg6A5ImaLXzZDas9Hfb9BbX9Oulb0LFSoV/DeqGs8Hju44fzJeET0XJm5NZB/zY/2FHL3XJuo40Ply1GFAilOVR3fTATCtpt5PqVK9NgCZ168W6MvrwIXTJ4g8uJu9W6SDQHwmTqerRz8aN1ffr/BHcjyx0ZGsWiAlH7Pv4YFzn8F07z1QsfmwXgVAytocc/Qg0z8dgH0PDzw/Hol9D+lAkmP7dzJ3orS+MXdlkN76mnadnFwwqVzwPg3VeOx7eDDo0//SrkvXQsetiexjfujLWi2zasF0Fv68C/seHkqMuriXkQaAeQ31v9FqNesAcDMlKd/nhGz8Mff9v5779jLjT3Ejej9JhzcB0G7wFzSw7021Bupjk4c3E8m4dFIRDdfr4Erjj7xo5Jg3plrnKY0dRoc+4Na5MMLmD6NeB1eauQ6nXgdpTHY9ag/HAkYD0N1/nd76mnbW7bsrImZD46nXwZVWfcZg0Vp7TGZo3JrIPuaHvgzXAK6zt+gsNyQ2gMTQn5R3WtQIUbZAoINduZPm3b49hHmT9gC8fJ7DzWO/AFDDpkup+SYQ6EMWTquya80idq1ZxNyNBxUxsy672MhDxEYeAlATVmvay3ZL95zhTNhedq1ZpNjJomtd9eVrsp2tU0+9gmaZX1fMV7u//OwBY6fx8aTZRsddkmSm/gFIAnR9JJw9qfgoKBzbB0htdY/vDlGtaV5bfeOo1FbXbCHaasHrwWzHqgCMXh2BdQtbAP56lkPcAWlis0Eb7clPgaCsIAunVUkOWUZyyDI+mhOiiJl12WXGhiuiX82DklTtZTvngOOk/xZKcsgyxU4WGeuqrypA/i1wDBa2Ltjr2fwic2XbQrX7y89u7jWZlkOmGx13cVGQaLuwtk/uXOfkPC86+a0tUFwuKDraW7wHwKbQKFq1lzYWPs3JZu9WaXNju87aE2ACgUAgMBxZOK3KioDvWBHwHdtCwxUxsy67iMMHFIGwqrBa0162C4uJ4+DeEFYEfKfYyaJrXfXla7Kds3svNmzbk288AQvmqN1ffvYk/5n4z5pndNzFQeJl6dTkqubV2Lr5Z6ZNkjLaLFqxBs9+A7SE5zf+uMYQTxdWbdhSoGBcUDjMXP0AOBroh13z+gDkPPuLzUfOAODQWmRlEZQPZOG0KumhgaSHBtLCf4ciZtZl9+hShLL5WzOTs6q9bPfBvKM8jD1AemieQF8WDuuqryoqTlk7DvM2zjSbpHtTucztPYvV7i8/28rTj7r9phodd3FRkGhbpqbjMB5diiDr7D61d5R1dp9yvTD3ld+Rpsj9bdPqynXV9yUomGPe0qYa268PYNZYmnv/93kOmSe3AlC1WcEHXwgExYW8MVmV2/sDub0/kNbTdiibhXXZPbwUoWzKraHRVqvay3bt5x/lwfkD3N6f1xbLm5p11ZevyXbV2jjr3DCsSuruxWr3l59dt7cf9ftPVSs3JO7iJv3IGmUTueYGcICnt64A8HYlc+6c/IVrG/0BaDIygBodPN8I4ZQsnFYlKngJUcFL8P5hryJm1mWXcvqIIhpWFVZr2st2Y9dHkXRyP1HBSxQ7WXStq758TbZr2sWNj7/dmm88kRu+U7u//GzH4VNw8p1pdNzFQerlGADMalpx5fhuEo7tIuX0EVzGzae1yyBMVERRTbu4kXL6CH8/y1ETZv/9TNpUHbt/Ix6Tlxabr2UdWTitytWQZVwNWcaHX4coYmZddnfiwhURsGZ2ZlV72a57wHEyfgvlqsqaiyy61lVfvibb1WnvolfQLJO0faHa/eVnN/OajM3g6WrlhsRdkjy9cx2QBOgyWUmnAahY3ZL0mL2kRYdwJy6cVsPnUtdxIO+qHFJUv8dw7sSFkx6zV+19psfsVa6/CcjCaVXSQgNJCw2k5dS8709ddqpjRM3vO1V72a7tN0fJOn+ANJUxnCxI1lVfVaz8+xppjKhPeCxza/ditfvLz7b29KNef/UxoiFxFxcFibZ1kXFkjSKI1xSz58eLuzeUOm8KsnBalfidPxC/8wdcvglRxMy67NLPh5F+PgxATVitaS/beS6L5NbpUOJ3/qDYyaJrXfXla7KdlZ2rXkGzzKWtC9XuLz+79cAvaDN0ulq5IXGXJDmZUlvt+GVeWy3HoinYfi+3jY7f+YNaXKrcTTilxCPIn87W0vr5T/uiaNkud/38STb7f5XWz9t2EuvnguJHzE/kH3dxU9D8RLU2zjy8FMG/L3LU5iL+fSGN/e5EBtHEZ2GJ+FpayMJpVQ6sX8yB9YuZsjZUETPrsrscdVgRE6sKqzXtZbs522KIO7qPA+sXK3ay6FpXffmabPeBo7tOQbMqe39coHZ/+dm9Rk2l7/hZRsdd3IQHr1RE7poCddknQEuMXtm8hnJdNa7XEVk4rcrmlQvZvHIhy389rIiZddnFHD1IzFFJf6EqrNa0l+02HjnLiYN72Lwy7/+9LEjWVV9VrDx3ojf2PTxY+POufONZv2Se2v3lZ/tMnM6oKXPUyg2Ju7goSLSt6hOgJUavWq2Gcl01LlUunD6hxPM6IgunVbmw/QcubP+BXt/uVsTMuuxunQvj1jlpTKYqrNa0l+28VpzgZsx+LmzPGzPJomtd9eVrsl29Dq56Bc0ysVu+V7u//Ox2g7/AdtgMo+MuSbIzpDFZd/91em0y408pPhYHQpQtEOjAflowMYuGc/yrnlrX6rR3oXbbbqXglUCQP7Iwee2xZKrXsQYg5fI5ZnzcjTNH9ijiZNnu+1+P0/QDaVIq604aY7o3Z9mUEVqi6msJcQSfzaRiZVMSzp5k7kgPvuzXmQFjp2mV66ofsWuT4lPWnTQidm5i15pFJJw9qVcwLQuWB4ydRp+Rn1OxsinPn+Swb+Nydq1ZpJYF29C4dZFfFuxX4eT+X7F16km7D/WfLnwgaBW2Tj1LRTT+uvDh9GBOLRzO0ZnabbWFrQt1RFsteE345Ptf+WXGx6wb56x1rZm9G0069SgFrwQCw5CFyR6rL1CxuiUAD1PiOP5VT9LP7FfEybJdt2/zDtp4npXBwXHt+C1wjJao+tEfF+i7+RpvVzTl/pVoTs7zIsK/G829JmuV66p/81iw4tPzrAxuHA0mOWQZ969E6xVM378STXLIMpp7Teb93uN5u6IpL5/n8Pv+H0kOWaaWBdvQuHVhjEi6JHn5PIf4oLk095qs9T4FxcuyzSFM9vFihKf2xkVHZw/snVxLwSuBQCB4fZCFyb8lXsfSqi4AF86fpU8PBw7u2aWIk2W7fUejaWfXEYCM9Nt0atGICb7DtETVl+LOk5SWRWVTM2KiIhni6YKrfXsm+c/UKtdV/9fNPys+ZaTfZuumn1kR8B0xUZF6BdMxUZGsCPiOSf4zGTvpCyqbmvEkJ5s1K35gRcB3almwDY1bF0WVBdvVvr3a52mTxnL08AGWr9ukCLOf5GSzYNZUJvnP1HpHgqJj27zPGDLnJ3r4aWd/du/UAme7/LMbCARlBVmY3D7gPO9Wk8ZiT67HkfCtJw/PH1DEybJdq69CqdxIaov+fphBnL8dKWvHaYmqn968SMdVV/lPBVOyk6NJDBjE5Tk9sPL00yrXVf9+1BbFp78fZnAv6hfSQwPJTo7WK5jOTo4mPTQQK08/LN3G8p8KpvzvRQ4ZR9aQHhqolgXb0Lh1YajwuSgwb+NMC/8d3In4SU2kLpcXt3hcYDgfTN7M5WU+xH7TS+ta9bYuVGst5t4FpYe88bfj0rw2L+d6HJfme/Lg3AFl869s12Z2KKYqbf3ZL+1IXj1Oa7PukxsX6bL6Km9VMOXP5GjiFw0ibnYP6vb20yrXVf/uiS2KT38/zODOyV+4vT+QP5Oj9W5I/jM5mtv7A6nb2w8r97G8VcGUf1/kkH54Dbf3B6plmTI0bl3kl2XKWCrVa0nDIV+TffWM3g3gAHGz1dctrm3059HFcN4fs/K1F2bLwmS/7fGY1bQCID0plp8nuJB0Yp8iTpbtPl0VjpWNdCBv9v10Age3JmT+KC1RdcbVC0w/kMq7JqbcvBhF0Bd9WTPKEcfhU7TKddWPOxik+JR9P50LB4KICl7CzYtRegXTNy9GERW8BMfhU+gy+L+8a2LK389yOL39/4gKXqKWBdvQuHWRXxZsQ5CF7JoC8vDVs0m9HEP/mWsUAXar7gNIOX2Ea2ePKu9IjkmAIkx2+zFvbePRtThO5K5tyOJk2a6rSqKL51kZHBnfjnPLx2iJqh//cQHPTdLazYMr0Zz6xotj/t1o5jVZq1xX/dSjwYpPz7MySD0WzNWQZTy4Eq1XMP3gSjRXQ5bRzGsyTTzz1nSuhf7I1ZBlalmwDY1bF/llwX4VbkftpE57F2qp7HmQRe+aYvOE4LlkJZ3GduIqJcN2nfYufPh1CH8cXKsmaJfLS0NoXhrIwmS7JepjpcsLPMk6n/f9Kdt9MEt9jHh+ih2/r9Hdb+j0Y17/4MriQVz8ugfWnn5a5brq3z25RfHp74cZ3D35C2mhBfcb0kIDsfb0w1Kl35BxeA1poYFqWbANjVsXhRFUFwUm9VrSYPDXZP9+Rq+YXRf3T+/CvI0zVVsX3wGTZQ1ZmOy17gImNaTv3AcpcRye5k5qzH5FnCzbuS86TI3c9fdnD9IJGd2OqKVjtETVWdcuMuSXP3inoil3E04R/rUXoZOdaD3wC61yXfVTIrYoPj17kM61iC3E7/yBuwmn9AqmZRFy64FfYNN3PO9UNOWf5zkk7f2R+J0/qGXBNjRuXeSXBftVuHFiJ1Z2rli0614k90sKXYeVnWupCMzLGwEbQvD39eKzPtp9TAdnDzqL9XNBCSDmJ8r2/ETNzv15eCmCx/GRSrkc05uCLExefCgJ89rSd+eNhPN859Od2Ii9ijhZtpu5+RgNW9kBUhbnqT1tWDfDV0tMfPNKHCuj0qlQyZSr50+yZIwn84bY02vUVK1yXfWjdm9SfHp0N52o3Zs4sH4xV8+f1CuYvnr+JAfWL6bXqKm4ek+iQiVTXjzNISxoBQfWL1bLgm1o3LrILwu2sdRt1ppBk7/l97hovQL1Nx1ZmLzrTAq1LCT9R+LFc4zt+xGRB3cr4mTZbs3ek7RoK+le7mWmMaBzU+ZO9NYSVSdfiuXIlbuYVDbjwukTfP6xOyPdOuIzcbpWua76ob9uVHy6l5lG6NYNbF65kAunT+gVTMsiZJ+J0/l4jB8mlc149iSbX9cGsnnlQrUs2IbGrQtDBdWlzY6f/w/7Hh7FLjAvLWRh8tANF6mUOza5/3sse6e4cyN6vyJOlu36LjlMzfel+d+nD9LZ6tuWYwGjtUTVD1IuMGLbdd4xMSUz/hQHvupPyKSutBv8hVa5rvpXw4IVn54+SOdqWDAXtv9AZvwpvYJpWbDcbvAXtO43gXdMTPnnWQ7xe1ZxYfsPalmwDY1bF/llwX4VrkXuoF4HV6zb6x+TJexbS70OrsUmGv9/xXJXgaCcU6e9C45fh9Dca7JS1tDZh46fr6WDyiS2QFCWsHWShKmnj+wh4exJnj/JoekHHQhJesroOXkbKkOSnhKS9JRa1g1I/T2B2MhDROzcpPe+PYeNpWLl3EVKFQGxLJbWLNfEx/87RSxdvY41zgNHAHDmiP7MTlfORmk9o2JlU/qM/ByA+NORRsddUsgZvj+eNFvxXZOUy+eIjTyE84ARJevca4aFrQtd54RgMyCvrW7k4kPnyWvpNEm01YLXh2b2bowM3EdX7ylKmV2fkQya8zNes9bynon4WxeUXSxspQNK0s/s5/6VaF4+z6Fa0/YM3HmPdp/lnV45cOc9Bu68R6Va9fgzNZHM2HBuHNV/anYT91FKO68qcJbF0prlmrT2nqtsrKlY3ZKGuRkB0s/s11vn/pVorWe8XdGU93uPl64nRBkdd3ni9/0/khkbThP3UQUbC4oUR2cP1uw4wii/vJMHB3h/xnerg5i/cgOVNLKJCgQCgcA4nN0lsdHBPSHEREXyJCebdnYdSct+yXfLVil2adkvSct+Sd36DUi6Ek/E4QNs3fSz3vuOHDNBERarCpxlsbRmuSazFixWxNKWVnUZOuLTXD/1n8B8OuqE1jMqm5oxdtIXAERHHjM67uJg/izpRP19R6OV95qW/ZJVG7YQcfgAkRFHFNs1K34g4vABRo6ZUKw+vem4d2pB6KIJ+A/NO2DQ18OeDTO8WTd1OKYm75WidwKB4Zi3kQ60exgbSnZyNP97kUPlRu3psiGTht55p9N32ZBJlw2ZvFejHs/Sknh0KYJ7Ub/ovW+d7r5KFmZV4bAsltYs16TeoDnKBrV3q1lSy/ETyc/zB/TWyb56WusZ/6lgiqXbWOl6Ut4Y1NC4ywLPbl9Rss3JPLoUwV/3b5WSRwJdVG/rQrvpO2nQx08ps+zmTcvxq2kxZiVvibl3QSlSLbfNe3A+lD+To/n3RQ6mjdrjuClTLcOR46ZMHDdlUiG3rX94KYI7J/W39ZY9fBWxsOoGYnkzsma5Jg2HqLf1dT6S2voH5/S39X8mn9Z6xlsVTLFyl9r6x4l5bb2hcRc3VZo7YOU2lhZ+m2kyMoDk1eP4MzlauS5nqWozO1T5HThuyqT5uNXKZujXnaZd3ABIOrGPmxej+PtZDlY2tsyJfKSWgXlO5CPmRD6iqkU97l2/QsrpI1w4EKT3vh36f6YIi1UFzrJYWrNcE5dx8xWxtFlNK9r18lb81EfqxWitZ7xrYkqXwf8F4EbcSaPjLm6m7Pldebdes9crAmyZJh170LSLGyHzRzHPyZx5TuYs7FW/xPwr69RpL40JM87s50Hu2oZ5k/b033GPtiprG/133KP/jnuY1KxH9q1E7sSFk3pM/5pOI7e8NR1VMbAsltYs16SVxppO/e4Fr+k8SIzWesbbFU1p4pm7phOf18YaGndJIYuubYZM17vnweOnROX30OHztdyJC+fexeNqNn/eTFCE3DJ34sJ5di+1uFwvc8hjpSyV78/KjdrjsDGTxipjJYeNmThsVB8j3s2n32Chp99gaWC/ocFg9X5D7dx+Q1Z+Y8TcfoOlRr/BMrff8Gei9hixoLjLElWaO2DpNhabzzfTeEQAv69R72PoQs4cXq//tNf+0BdVrOwksemt0/u5m3CKf57nUKNpe7z33KfT2ADFznvPfbz33KdyrXo8Tk0k/XwY1yL0Z0hr5jFKye6sKgqWxdKa5ZrYjpiriKVNaljRxFnasJ8ao7+tvpsQo/WMdyqaYtNXaqvvXM7raxgad0khZ/huO3S6VlbswvAgJY7082E0dR5WsLEAB2cPVm47wshJeevn/YZ/xjergpizfAOVKov1c0HxI+Ynyvb8RNXWTlRr40zy6nFEjbAgaoQFp8c1KzH/ygIfOLoDEBuxh6vnT/LiaQ4NW9mx/kIOw2bmHfK0/kIO6y/kUMOyPmkpCVyOOkzU7k1679t9yBglu7OqwFkWS2uWazJo8reKWNq8thWO/Ufk+rlXb52r509pPaNCJVNcvScBkHz2hNFxFzfN7D7CZfhEJgZux3vWCtbN8OXq+ZMFV3yDsO/hAUDkwd1cOH2CZ0+yadG2A6duveDLb1codqduveDUrRdY1G3AH8nxxBw9SOjWDXrv6zVyvJLdWVUULIulNcs1mfDV94pYupaFNZ5DfRU/9XHh9EmtZ5hUNuPjMdIaS2x03pyooXGXVxIvniPm6EE8Px5Z2q4UG/U6SGOTG9H7yYw/xT/Pcqj5vi2jQx/gMD5vbDI69AGjQx9QuXZ9Ht5M5Na5MK6G6Z8/a+H5Ge/kzsGqCohlsbRmuSadfOcpYulKNaxo5jpc8VMfmfHRWs94x8SU1v2k/TkZl/LaLUPjLinkDN+2w2Yovmty//dYbp0LU95FcSAyZQsEeqjZ0oGaLR1oMXh6absiEBjEx5NmExt5iM0BMwFJrNzLe4JOwbQsHDYEM/MaOsv1CY41sajfWO2zLNAO275er2ha9m14Rwud1zcHzKT3SGkwZUzcmnjZVCrQxphs2vJ7XbrnjJLJWxcn9m4FwMb2zTh9uDip1cqBWq0caDVEtNWC15uG7Rxp2M6R7qO+Km1XBAKjaDF4Opmx4VwOmgtIYuUmHmN0CqavbFtIcohhk5/vmlXXWW7ogRyV6zRS+yxv5rkevlmvaFr2ba9PE53XLwfNpamndPqqMXFrsnNgrQJtSjqbdlrMXpJDltHt20N6372geLFz6IqdQ1fGTZ1T2q4IBALBa8eUWfOIOHxAEQo7u/fi0/GTdAqmAxbMYUXAdwbdIqY4bwAAIABJREFUt3qNmjrLKxt4mEbDxup9DlmgHbxhnV7RtOybjbXu7+v5s6YyeqJ0sJkxcWtibfZ2gTb5ZdPWd62312Am+A5j785t9PYazP6Q7awI+I59R6P1vk9B0eHYpgmObZowy6dnabsiEBQa637TeHQpgtTtkiDMvI0zdZw/0ymYvr1nMemhhh3q+bap7nb1PwZu+q5Qu6HaZ3lT3N0TQXpF07JvZyfo3iiWuv0bLFylTXHGxK3JaV/dc/CqFFU27ayz+0jd/g1Nx6xWyyaedXYfKWvH8Z/3KmllGReUHlVtHKhq40BDr2ml7YpAoEZ9r2k8vBShiH+rtXHG0vUznRuSU3cv5vb+V2vrDRX46Gvr70QG6d2ULPumb1PwjW3fYJV7GIcxcWsSNaLgtr4w2apqdPDk2kZ/MsJ+UvzQd58aHfuQvHoc98/sNijrZXmmm+9MUk4fIXz1bEASK3caMFanYFozs3N+mFTRvWb/roEH91azUp8TlwXasfs36hVNy77pEy2Hr55N50HSBj1j4tZknpN5gTaGZNNWFY+DJMAGSDi2S8mK/a6JKb39l/N79GFCl/rRtIsbrboPoGW3/gb/Ll5nbIZM505cOAnBcwFJrNzYY4xOwbRmtub8eNU1nUp61nRuRmzWK5qWfQsdoXtNJyF4Lk1y13SMiVuT3YMKXtMxJpu2/F67BxxXMnlroio0B5Rs2mnRIUqW8fSYvSQEz6XD52vVMo+nx+zl3PIxvPVeJa2M5K8j9fpLY6WbKmMlCxfd35+ywNcQiqvfcDcySK9oWvbtt/G6+w03t3+jHOJlTNyaRI8suN9Q3Nm0q3fw5I9N/mSG/6TXZ/n31fabo0rmzjeFtkOnk34+jNhNcwFJrGzjOVqnYFoWDhvCe3raakMFx6YW6m21LNBOCdusVzQt+7btk8Y6r8dumotNH0mgbUzcmgT1K3hu2Zhs2vJ79VwWqWTyflWuH98GQM0WnYvkfm8CtvZdsbXvymh/sX4uKB3E/ETZnp94q4IpTX2XknUxjGsb/anWxpmanftTo2Mfg38X5Z2+42dxOeowO5ZJ+00/cHTH+ZPxOgXTe39cwIH1hh1IVVmPpkAWSxdErXrq3/uyQPvErp/1iqZl3yY6Wum8vmPZV7gMnwgYF7cmo9oVHENhsmnbufQnaMEkIn750SA/3hRGTfmamKMHWbVA2v9v38ODQZ/+V6dgev2SeWxeadjBD1Wr6f4bNTHw0BbrhurzCLJAe++Wn/SKpmXf3FrW1nl91YLpDPlMSkxoTNyafFivQoE2pZ1N+8gu6SCoNh1fX42M7bAZ3DoXxm8bpH5ovQ6utOozRqdgWhYOG0IFfWMyA+d/zSzVx2SyQDvp8Ca9omnZt01DGum8/tuGObTuJ43JjIlbk3Weuv9fqmJMNm35vXqtOKFk8tZFyrHtANQpxnGWEGULBGWYXbmT9wOMmKAvi9yJCydm0XC9cbx8nkP6mf3Erf0SgOZek6nrOFBLLGPsfd806r/fipCkp6T+nkD86Ug2B8wkNvIQtk49+XjSbEUkHLFzI7vWLMJ18Cg6u/WjchVzqtaoja9Dg1KOoHAYGndxkv3oAYe2rCH19wRWHrqkJUTXtA3bvp4BY6cZLGwXlG22D5Da6sG7yl9b9PJ5DncuHufWqRAyY8OxsHXB0tYVCzs3rQUXY2zld6KL8vieBDDbsSoA86Mel7Inr8bVmCP8MuNjvXHIcepCs85fz3K4cnwP+wKk0+y6ek/hA9fBVLfW/x3wJlKlfgsG7rzHn6mJ3E+I4nLQXKUNaTF4OlVyFylvHN1CcsgyGrn4YNW5N+9UqkqFqrXYP6poFjFLGkPjLi/8FjgGgONf6RboyELykhaLC4qP9hZSNsy4zL9K2ZPCEbZvB0d2bycq4iADvD/Dy/szmtq01ml768Y1Du3ayvrA7wGYFfAjH7l6Yl5dezLQGFuBQFB+sGnZmrTslyRdiSc68hjzZ00l4vABnN17MWXWPGxaSu3H1s0/syLgO4b7jsaj3wCqmlejZq3atG1sWcoRFA5D4y4NIg5Lp/VP8JWygvTpoXvBThaH5ycAF5QvzFyl8VV2WPnbEJPz7C/2RF1kUqC0sOc/1IUh3e1obKXdTyguWwGYWNvQZUMmz9KSyE6KInX7Nzy6FIF5G2es+01TNmrfO/kL6aGB1O7qTTW7XrxVyZx3zGpy3q/02r5XwdC4S5uUtZLoRVN4Xb1jH1LWjiPr7O5CibKtPP1IDw3kfy9y1ITy/3uRo1wXlD+OedcBoHvQnVL2xHj+fZ7Dw/jj3D2zh6yL4VRv60Ltzv2o1rqbVpZxY2wBnt+9wd2YndzcJ31XNvNdQo12rryjZ8Pu64iJtQ2Om6Q273FiFDe2fcPDSxFUa+NMfa+8Nu/OyV+4vT+QOk7e1OjQi7dz2/ozk8pvW29I3CWJvCH84aUIg+sYY1teqdWoJXMiH3Hv+hVuxJ0kfPVsUk4foWkXN7r5zqRWo5YAXDgQRFTwEmx7j8Smax8qmppTqVotlvR7v5QjKByGxl0cOA6fQlTwEi2Buvw55fQRtXKTKjVo18tbyRYOkH0/HZAyir/JmNVrQf8d98i+lcj9+CgSgudyJy6cOu1dsBkyXREJpx7bwtWQZTRwzl3TqVyV96rU4uBn5WvtQ8bQuIuTv7OzuH5kPdmpibgsP60lRAdo5jWZqyHLtMTs8mfVrNjnlkvrOprCayv7vpxbPkZNwP06Y2Jtg8NG6fvzz8QobqqMler1z/v+vHvyF9JCA6nt5E11u7x+w9nPy2+/wZC4yypyH+ORjn7Dy5wsMo9u4FlaIu2/j9YSnr0JVK3fAu8993mcmsidyyeJ3TSX9PNhWNm50nbodEUkfC0imPidP9DU1Yf69r15t7I5FarWYseIsv3714ehcRcnf2VncfXgeh6lJtJ31RktITpA64FfEL/zB/55nqMmaP/neY5yXdd9U8I203rgF0WSdVtQcnS2ltbUz6SVzzV1meiIg/j7eumN4+mTbI6FhhB99CDREQdxcPbApe9gOju5amUll9+JLsr7e9JEzE+U/fmJt02rU+ejT5Rs4QB/P8wAoOGQr0vOwVLCumkr1l/IIS0lgeSzJ9ix7CsuRx3mA0d3+o6fhXVTaW991O5NHFi/mK4DPsXWuS8mZuZUqV6byT3y13CUVQyNuySRBeuXow4rZb1GTeXA+sW8eJqjJmh/8TRHuf6607h5a07desEfyfHERkeyasF0Yo4exL6HB6OmfE3j5lI7GfrrBjavXEjfYZ/h5NEf06rmVKtZh97t6pZyBIXD0LhLG5+J09m8ciHPnmSrCdqfPclWrmvy+OED9m75CZ+J0w0WwZdHqjVowejQBzy8mUjGpZP8tmEOt86FUa+DK7bDZigi4athwVzY/gM27iNo6CCNySqa1yJ4WPNSjqBwGBp3cfIiO4vE0J94eDORwWt+0xKia9omHd5Eu8FfGCxsLwxClC0QCIqV7FuJxCwanq/NuZUT1BYHkkOWkRyyDOd8Tn415L5vKvXfb0X991vRxa0fd27fYO5ID2IjDykZn9fMkU6DUs1S/fyJ8Sc3GUrWnTQlOzZAZuofAAwYqz+7guvgUYRtX0/w2UyDhcsFxa0LY7Jg6yP19wR+XTGf+u+3Yvz8VXozi8vcS7sJQJNW7V/52QLBq/DyeQ6/rZhAZmxe+5sZGy6JBmPDsBu3TBFbG2P7PCujZAMRCAzk7h9X+GXGx3qvZ99LN+p+IQvGcDUmbyPPiaAlnAhawoQNp6jduPg2F5VXqtRvQZX6LbDq3Jund29ycp4XmbHhiohXPpxHNUv1y+fF1z95npWhZFIAeHLnOiAdDqSPRi4+XA/fTN/N1wzO3lBQ3LoQwmaB4NWY7ONFVMRB5fOuoJ/YFfQT360OwrXPIDXblKR4Pu7RQa1sgf94osIPMn/lBiqpZLM1xlYgEJRPbFq2xqZlazz6eZF64zpDPF2IOHxAEfxOmySdAK+apfpJTnax+ZORflvJjg1w449rAEzyn6m3znDf0QRvWEdSWpbBGbkLilsXryqC9h3Sj4jDB7T8lN/ncN/Rr3R/gaA0GL04mMO/JSqfA7aGE7A1nJjV/rRsaPn/2TvzuJzy/v8/7993FmMpS0TJnqFiqBjJNLYKCSkyjCxjdzO5R2SGsc09zBhTw203ITOMJSRNKkuTkqXIUpbI0k6YEprl/n5/fxzndF1dS9eVLlHn+Xj00Pmc9+ec9/t0eV/nfD6f13m/FFuZEmpZWFHLwooG9u4U37tFyorhPEyOlio+39zmB6BUpVoU8BqCPx5kSRVJAJ7lpgPaxcKNe/qQGxPM+2uu6lyRu6y41VFRVbArAnUL7nWhppkgXvuzIJ93FK5Vcb4w1vN2ffn/iszL48/CfK78+Bn550vG0vPPR0mC6/afrJQE1PrYAhTdTeH0/L5K57saNJv881FYT16tVsRdlRFzXsMu7jy7d4uL3wznQXK0VFEpbYuQ6xWrQP1dCbm+2SDNub5JLx9yjgfTfd1VnStelRW3OspTZUqRlMAxPEiOVvHzr8J8KY6ybMVrr2hb1TFtbYNpaxuseg7mYVY6wf8awvWTh6WKz2Erhc+GYpXqP54Y7jNacC9Tqo4N8CBTGBN3Gj1bYx/7QeNIPLgF/0O3da7IXVbc6tClCrY2GrYQqrmVjlG8nvaDxkltO78YyfWTh1Viepgl/J+tY9LkhXypKhg3t8a4uTXmDoN4knuLE0s8yUmKkio+n3s+p9O5kuZ0ip7P6bTTMqfT0nkMt6K34b5V9zmdsuJWhz5VsDVRcCeF1F+WY9zCGtspARorixs1FT7rpa+HeO1bOo/R+ZyKa7SqA+L3p8nz78/L3wrPSmLF5xtbhfsGxSrVlXHfYKHtGbGXD7nHg+m2Vv/7Bk1xq8PQVbAVSf1hDA+To1ViEu8xGpe6b3iSkcqdfd9Qy8Iay3ErNVYSrS7Ua2FNvRbWNO8+iMe5t4j60pPMs5FSxeeEtUKuVqxS/acBc/WT+5lSdWyAwmwhV6sTIYu0dR3D9chtjPj5hs5i5LLiVoc+VbA18eh2Cud3LKd+C2u6Tw/QWFm8bjNhjKL49/tKMT25lwFArYaqYxSP8+4AYGLZ+YX9lJHRl7TUi/iN99Rqs3bZfPZv3yRtx0WXiLNXBIVI7XlZGQbz81VGHp94vcYnnt0T1m+/Xa/6PPtZtO2ARdsO2Dt7cC/jJt9NdudCbIRU8Tn4q5kASlWqRWGwIXiYmylVxwbIuyNoCrSJkHt6fULM3h9ZHZupc0XusuJWR3mqYCuy2tebC7ERKn4+fnhfikPErLXwfFf44J6SbX62cF+geI2qOm3ad6RN+470chtK1u2bfPpRf+KPhEsVn7/1nw6gVKVaFAYbgrzsDKk6NkBGurBOQ50IWWTIxxM58NMmDl/O1VmMXFbc6niZVbBbthVesvHw/j2lmHIyhc+oqbmFSp/su0KObd/J/iV4WPk0aGlNg5bWtOoxiMKcWxz6Yih3zkRKFZ9j/yM8CylWqf7TgOO/RfczperYAAVZwjOZrbfmZzKr/mNJjdjK2F9u6ixcLitudehTBVsTD26lkPjTMhq0tMZpZqDGyuIij3NvA9Cwre0Ln1sb/8+gR5eRkanWPExLItqvt1abjPgD5CRFYTd5JV678/DanYfTl8KD+s2obeU+bnVk42JfPK1qc/3CGQBMmljQpJnmN4KK4uinjwsJ3fKDwfyK3rOV/BxhwCU/J4PfDu4EwOZ9J419HPp5ABC65QcKHpZ8CV86/RueVrU5uKXkxlrfuCuS/JwMPvNwoMW7Hfho5oIyBdkAd64LiyjNWrY1tHsyMlrJOX+M7MQoukxZydDgNLz35jE0OA0rr1lkJ0Zx57c95bIV6eSzCO+9eSo/MjKVQUZKImvGf6CTbb/pS1ka+0jlR5FLR/dxNf4wg/0Cpf3jAkMBOBMaVOH+v86c2zSHPcNMeXA9CYCaJubUbtxSo70ojv7raSHXDq41mF/pR7ZLL5F4mp8l5bFGNuqrMAI0dRgEwLWDa/mjIF9qv3c5jj3DTLketk5q0zfuV51he/LU/pTeLyNT2USG7iY2OpxZXy7nt6t5JGUXk5RdzNfrgvl8qg+5ChPBRYUFfNS3K07OboSfTSMpu5jfruYx68vlxEaHE388sly2MjIyrx+fz5qOhfGbnDt7GgDzps1o0Urz21RFcfTjwgLWr/reYH7t2PojWZl3AUGgHfLLTwB0d+qpsY+bhxcA61d9T/79koVm8bHHsTB+k42rSybT9Y27IhkybAQAx6OVq5WJ22IcGQV/qf0RKb0tI1NZhMScI+JUCqt8vSmIDKQgMpCwb4QFAj8eOvlSbGUE0oP9OTnejMc3hWextxuYU6OR5mcxcUHaf58VknV4vcH8yov9WarA8ceDLO4n7AXAuF13jX0adBkIQNbh9dKiMoCCK3GcHG9GdmSJv/rGXVm08BaqjxRciVMSweefDlXary/vmFkCcD9hr9J1fpB4CIDareRFzTIvj/vnIsk/H4XNtHX0Cc6RfmymrSP/fBT3z0WWy/bvp4Wcnt8Xk84uOAYk0ic4hw/XX8Pyo4Xkn4/iwcVjlRFupZC2zZ/YsWYUKuS8d3TI9X8/KyQzwnC5Puc35Vyfd1LI9XXba871DbsKuT4zQjnX/34ljtixZmQqfDfpG3dF0shhKAD3z4RJbX8/K5RiFONQtH108bjSMcRtRduqSnjAZyzuVZ/M1EQAjBs1pb655rlrURz9x5NCTu76j8H8OncoWKoGXXAvk4tRuwBo0VnzmLhVz8EAnNz1H578XjJnf+t8LIt71Sdhd8lLy/SNuyKxsBFepHjuULCSsD3t9BEALN93lto69BGeN1OOH5DaHmTeJDUmVOlY1ZXzm+awb7gpD9NK5jZqaZnbKFKY00kLM9yczu2jynM6d2OFOZ2G1mXP6aSFKc/p3L8cx77hpqQpzOnoG3dF8jQ/i6N+vTFuYY2Vt79GQTZA/Xe7AML1UBTB550X7gMa25a8vKXD6EWAEK+ibWb8AaX9VZ0bwf7EjVN+VtL1viHLgPcNuaXuG+49/0411nLfYCI+I6q5b4gbZ6b0TKtv3JVFw27CfUN+qXsM8XqIMYNwnc5/2ZdaFtY0HzqnWguyT633I9ijEfefz0PXatiUOlpyliiO/vNpIakHDJer06J/4sl94V7jyf1M0mOEXN24g6PGPi0chVydemAtxQq5OvfSCYI9GpEaWuKvvnFXJE/uZxI2qxf1W1jTaaS/RkE2gHFTYT1geswepetx56TwOTexVBUE/H4nFQAj8zYV7bqMjFYunzuDj6v2+9+01Ivs376JcTPnceBUGgkZxRw4lYbH6InERYdz97lQTZEZC5aTkFGs8lPVkMcnXo/xCUXbZ7np3D8jjBkbtan6gsGfvp7FBFsj0i+dBQSRbyMLzXPBojj6WVEhkcGrNNq9KLH7tvIwV/iOfJibSUL4LwC066J5bae98xAAIoNXSQJngKtnf2OCrRFR21dLbfrGXZG8338YAGej9kltz4oKpRjFOACatBRe5JIQ/ovS9Ug6IoxPtLSp+oXfVn4xkw+av0PKeUH/YWpmgXkLzX8rURz95HEBOzcEarR7UcJ2BJGXLawvy8vOIHLfDgBsu3+osU8vNyHn7NwQyKMHJZ/Rcydj+KD5O/yyqUSno2/clUVzS+EzGrlvh9L1iAnfD6gXXqdfvQxAs1ZVWyMTt9aPje4NuXdNGAet3bApRk00fxeK4ug/nxRycf8ajXYvytXI7RQ9fwYpup9J2vHdAJh11Dx+1qqH8Ex2cf8anik8k2VfPMFG94Zc3F/yTKZv3BVJ0f1MQmb2pEFLa+w/nlemIBvg4e0rANQ18HOWXClbRkbGIFwPW8fF7Yt4/9MNnP5hska7u3GCAFucEIESMUx69Dalaon6HLc60nPISCJ3bWbeR6qC9SmLSx44Zn23lYDZY5kxoJPa42TfvoFZi4r98pncp73StteUuXR4X/PNaYf3P8Rrylz2rv+Gveu/Udpn32sAHw4uqXSqa9yG4HycMJGrzk+R0tW4b6VeAKCWXElPppK5c0LIv636fiy1vVnTiHaDppG6N4Dk4EW8O2iq3raPc4Q3XdVt2eGlxCEjUxbxu/7D4TULGL7wR3Yv/kSj3YPnVRCaWHYs85gXjwgTiDa9PaS2VrbCy0bOhm5h0GeGE+e8bjT/0JubUds49sUAlX12k0sqgHTz3cCpwMkcnql+EuBxzk3qNKnYwafwqcoTnu09Z2kVZTey6UF7z1lcCQngSkiA0j4zexeaOw2TtnWNW0ZGpmI5vE9YTDpk5DilytWOvVwBSIiJxmPUeABupV0DoN9Qbxo/f3tnbSNjhowcR8ASfw7v2yVV1tbHVkZG5vXDa6QP24M2Mriv6n3AN6tKFhmsCfqJ6eM/5kM7K7XHSb+RRqs2lhXqWzdr5fufmX6f4+jUS6O9o1MvZvp9zqoVX7NqxddK+5z7D2ToiFHStq5xG4Jezv1w7j+Q6eM/Zvr4j5X2lRWjjMyryJ7jwuIjD6cS4adTJyEfBIXHEzBzmMFtZQQaOg4jNyaYS/92V9nXekzJW8jbTl7H9Q1TOf+5+mfAZ7npvNO4YkVESX5dlLabuvti3F7zM6hx+x40dfclMyyQzDDlxSX1OznT0MFL2tY17sqmoYMXhdcSSFmheu9cOiZ9qGVhRf1OzmqvVeOePtSyUP/dLSNjCK4GCRVnTbsNUWo37TaEy2uncjVoNuY9R+lt+yRbWHDW2MGDGs+rHb1R0wizD0eStnMxuQn7VY5TVTHtMYyc48EkL1XNeZbjSnJe+6nruLJuKmf9X16uP/2Zcq5vNsiXulpyfd32PWg2yJe7BwO5e1A5fzXo5Ixp95K8qGvchqDh+4O5l7CPtC1+UoUvkdIx1uvYiwadnLmybipX1k3ValtVec/1IxIPbuHH6S4q+9w/K/k7ey7YTMjSCfxndBcVOxCEwg2aVuyYeKC38vyH0+jZtOys+UXqLTs74TR6NrHbvyN2+3dK+9p270dHl5LvdF3jNgTGjZpK17O0n/aDxtG2ez9p2/L9vrTt3o+wlb5StXIRzwWblSptV0ea9/TmVvQ2YtTMbdgqzG10/XQDZ36YTNSn6ud0inJuUruC53QOT1Oe02nnOYuGWuZ0Gtr0oJ3nLK6GBHC11JxOEzsXminO6egYtyG4d0F4aYU6P0XEatw1Tcyla1/atqXzGJrYlfz/a+Y0jPzUk5xYolr5snT8VRlTx2HkHg/mwleq359txpZ8f747ZR3X1k8lad7Lu284O1s5/1u4l33fYOHuS0ZYIBlqnhEbKd436Bh3ZdPw/cHcP7WPG1v9pGrlIqWvx6PLMQBq4xd5mVW+K5PWvUdwPXIbEXP7q+xzmFaSs5w+20DsyskcmO6g9jiF2TcxMqvYXB0ySTlXdxz2Lxp30CywatzhAzoO+xcX93zPxT3KayyadnGlVc+Sew1d4zYE2clCrlbnp4hYjbteC2uadnFVa9vWdQz1Wlir9H1w8yIAb9WS1xLKvDx2bAxk9VJ/lqwJ5svpPhrtUpMF0U0/z5FSRUxTcws8Pp7I/u2buHb5PM1aCWPWGbcFwVFba/Xrkqsa8vjE6zE+oc62/dR1StXEqyrd3UcSs/dHvh7TR2Wfz/wS0fWkZUFsnDeeLzzUVxLNu3MD0+YVqymYM0B5zH7ghDm066JZU9Cuy4cMnDCHQ5u/5dBmZV3Je079cXAbIW3rGrch6OrqxemIPQR/NVOqQC5SOkaLth14z6m/2ph6en2CRduqv/66n9fHHPhpE1OGqP7t5ywvEa4uWh3Mohk+jOylfl1vRnoaFq0qdp2Gl4OyqHjMDH9su/fUaG/bvSdjZvizbfVytq1errTPsa8brkNHStu6xl3ZtGnfEce+bmpjGvLxRNq0V/17XL+cDEBt47ovxcfKom0fb1IjtnJgtuqzidM/S54B+vht5OiKSeya0k3tcQqybmJsXrHPZDvGK7+o2tb7X5h11PxMZtbxA2y9/8W5Xd9zbpfy80vzrq5Y9i55JtM1bkOQeU54JlPnp0jpatz54nNWbcM+Z8mibJlqwb3LcWQmHCQ9Wqi83N5zFk27uWPcXHmQo+BOCnkXY7m4fRHwfCC6hycWjiWT2HuHmwLgtTuPnKQo4r8ZTRM7F1r1HS0NcGfEH5AEw+9/ukFj/9J2jTv35s2aRnrF08TOBUu3yWoFJLrGXRrRR2147dZeCe/i9kU4zt1OEzsXreJpx7nbVdpykqIA4ZqU97jVkbbvdWXl/gQSIg9IAmGvKXOx7GCHfa+SyaMeA7x49uQx6xfOkGw+HPQRf/7xjM88HEg5e6JCRdkfzVxArTrGbFvxOfa9BjDQZ7pWQbZiP4s27Uk9G0fkrs2AILLu2megUkVqXeM2BOI11AcxFl2qalc38i7FkZFwkJtRQs6y8pqFRTd36pYakP79tpCrk4MXAc+FcB940kwh1+7yEvKY9948shOjOLF8NGb2LrTuK/wLcDf+AAkBQh5xmLVBY//Sdk10zNWK8ZjZu9DWbTKmHVRzta5xl0b0URvaKlN/4K+afwG1seljK6Od9HOxXD5+gLOhWwDo6TMb656DadzGRsku98ZlbibFcHjNAgDaOfajY99hdOgzVLJZ4FQPgKWxj7gaf5if531EO8d+2A0cQztHYYHJpaP7JCHy8IU/auxf2s6yW19q1Cr776sYTzvHfjgMmyqJk8sTd2lEH7VRuop1aQ6vWcCoZTtp59hPqyhbH0Yt26nSdjVeqOo3fOGPFXKOqkKDtnY4rzhG5qkwScjc3nMW9dvYSvkYwMJxCH89KyJpw2eSTfMPh/HfP4qJ9uvN/ZSEChVl24zw561axlwIXoR1ejOdAAAgAElEQVSZveb7aXX9jC3acT/1pJS37SavxLxLP6XqBbrGLVP1ORsXw5FDIewN3gTABN959BnoQVsr5YHJ66kXORN7jIAl/gA4ObvRb6i3ktDXzqwGAEnZxUI16DGeODm74fHxeJyc3QChUvTnU4VJ06/XBWvsX9rOsZerkohZl3icnN0YOXEGXXr0LHfcpRF91EZStua3aMdGhwOoxCJuX710Xmq7cFaoLvmevYOKbelz6GMrIyPz+mHb5X0i45MIPxAiCZln+n1OJ7suOPcveaP6IE9vioqKmDtzimTjOeJjiouf4epox6n42AoVZfvNX4yxcV2Wzp+Dc/+BfDJtpk5iZb/5i3m3vRWn4mLZHrQREETWLgPcMWnYSO+4DUEdI2N+2LiV49GHObDnF6IjDjF6/CTcPLxkQXYFEZucxv7YZILC4wHwG+nCkA/ew6aV8iKTy+lZHD9/nfkbhbeu9+9mzbBednj2LFl4YewqCBUKIgOJOJXCiIWb6N/NmjH9u9O/mzB2ERJzjvHLggEImuejsX9pO+cuVhjVKvv7XzGe/t2smebRUxInlyfu0og+aqMgUrOQ5JfFE1XaIk6lAEKcL8NWRqBOazveW3yEB4mHJHFuU3dfarfsTP1OJRUSTd4fzH+Li7i5zU+yaejgxf/+VcyFhX0pvJZQoQvhmnnM4Y2aRtzetYT6nZxp4jxRqyBbsV9Ns3cpvJZAbozwf6f1mBXU7+yqVBVM17grmzeNTLCcuJpHF4+Tf3ofD5Ojqd/JGZP3h1KvYy/+553yjzW2HruSeucjeXQhSjpuvfdcMOmqujiwuvEoNY68M2FkHRM+Qy0H+9Koy0BqN1Mefy66m8LDlBOk7VwMgElnFxo7eCgJfY/6NAGgT3AO+eejuBAwBpPOLpj3HIVJZ2G8I+/UAS6vFYSYNtPWaexf2q5Bx968ocN4s2I8Jp1daOY6kXpWqv+fdI27NKKP2ugTnKNxn0lnF/LPR2ndXx7bgjShsouxpfKi2jdqGmn1pypi1NoOu6VHuH/2kLRQuNkgX+q06kwDhZzX8P3B/F1cJC28bTbIF9PuQq5PWtCX3ys417cYKuT69F+W0KCTM+auE3USILcYOoda5u/y+9UEco4Ln1fLcSswKZXrdY3bUFj7buP+6VDuJezjQXI0TXr50LDrQJUY33jHiHcnC7m+LNuqSlMre6ZsjiX1t4OSQNhp9GzM29kqiYNteg/lz6dFkjDYafRsOrp48/cfz1g/wYk7yfEVKsruNf5zatQ2JmrdAtp270c3rylaBdmK/Rq2aMedC/EkHhTmeNw/C+TdHv2pVbdkvlvXuA2FTe+h1G3cjAuRO0k8uIW23fvRoY8XNr2HKtm9XcuIQX4/cC0uQunaW304CNPW2uesqgP1Le3os+IYWafCJNFvO89Z1GtjqyT4beo4hL+Lizj3fE6nnecsmjkN479/FnPUrzf5qQkVKsq28vbnzZrGXNq+iCZ2LrRxm6xVkK3Yz6ipMKdz6/m6KdvJK2lirzyno2vchkC8hrrS1HEINRtZcCdmF7eerxmz6OFJU0fll7O8bWyC/Yw15J0/RkZcCDlJUZKtqY7rHaoCdVrb0XnJEfLPHpKEvBbuwvdn/VL3Df8tLpKEwRbuvjR6ft9w/su+FFTwfUPz5/cNt54/I5q56Hbf0HzoHGqav0vBtQRyn983tBm7ggZqnhF1iftVwOpT4R7j/inhGbFxLx9MuqjeN5QWbVdnGra1wz3gOHdOhkmi347D/oWJZWeadnGV7Fr08OCvZ0UkrP1MsmnVU8jVYbN6kZdyskJF2Z1G+vNWLSMSty6iaRdXrNwnaRVkK/ar2+xdci+f5HqkkKsdpq3Eomt/pYrUusZtCMRrqCvdpweQcSaCjLNRZJ6NpGkXVyy6uNDccbBaezFubRW4qzqJ8TEcCw9h/3ZhbnnczHn0cvPAstTcclrqRc7GHWP1UmFOvYezGy5DvHEeVDIn7mAhjDcnZBQTFx2O33hPeji7Mfij8fR4PqcefXC3JEResiZYY//Sdg69XKldp+w5dcV4eji74f3JDOwde5Y77tKIPmqjrMrUq5f6syIohB7OblpF2XlZQmXM+grzSwAmjYTxk1vXrpTpS1VFHp949ccn2o5fSf75SKVr37DLwGrzEs9WHbqw8Jd4ko6ESqLfgRPm0NLGjvecSgR1XV29KH5SJImIB06Yg4PbCP784xmLRzhyLSmuQkXZQ6bNp2YdY3YHfMF7Tv1xHjVNqyBbsZ9Z63ZcT4onZq+wPtNn/io693SjjsJ6fF3jNhQzAndxJnIvpyP2cCE2gp5en2DvPERtjGO//A/nY8K5EBvBhdgI3nPqz3tO/eniMlTNkase1p27suXwaWLC90ui3zEz/GnfyR7Hvm6SXZ9Bw3j65DHf+k+XbFyHjuSPP54xrt/7JJ8+UaGi7AmzF1LbuC5rvvLHsa8bwz/5p1ZBtmK/lm2tSD59ggM/Cd/tc5avoYeLO/UalHxGdY37VWDut+uIiwoj/sivxB8Jx7GvG459B9B7oOoL4AApbsV4qyKN3rXHc1UMt+IPSgJhW+9/0bCtLc27ljybtHYSnsli//Mvycay13D+/rOYkJk9ybl8skJF2fYfz+OtWsacClpI866udBg8WasgW7FfvWbtyLl8ktSIrYAgsm7erb9SRWpd4zYE4jXUBzEWXapqvwj/+L//+7//M+gZZGT0ZNSoUcTdLabrzHUVcjxROK0Opy9DJPGFNjtFYbUoWHacu13FvrTwQt/+TexclETKigJukZRdy1WOD4LIw9rbX++41VERomx1xyurj1gFG1TF7C9y3PKyd7gpP//8MyNHjizbuBzs2LGDUaNGqVRSrip4WtUGVCtFyxiewDnjsTB6g59//tlg5/jHP/5Bt0/X0fyDinn4E4XT6ui5MEQSM2uzUxRWi4LlD/y3q9i7fneMjFNhpO4NKFd/M3sXJZGyooBb5NIvy1WOD4LgusOIklyta9zqeFFRtiYeZ9/k15ndVYTqutpeO7iO5OBFuH53jIc3znN2vTA50WXKSiy6D6rQCd47J/Zx6oepGOp2VszTZYl+dUUUTqtjXGCoJGbWZqcorBYFy6OW7VSxnx50gpSYUGKCvytX/3aO/ZSEx4oCbpGjm/+tcnwQBNd9Jnyhd9zqqAhRtrrjqesjVtSeHnSCzCtJhK4QFuMM9gvEpreHRpG62A9Uhe8VxZ4lE7Fp9JZB87rIP/7xD97/dB3NelTNwb09w4TcOWyPYe4fZSqGu3H7OP0S8ruhxbSicFod63cflsTM2uwUhdWiYDlgW4iK/c4jZzh6aD+bA5eVq7+TsxsB20KkbUUBt8i6bxerHB8EwfXUOQv1jlsdLyrKnjXGk9jocH67mqckzC4qLODDdqZK/UVbUaR+eN8uwfcvlzPAaxT1TRqqHFcXW0NhZ1bDoM+nMjKvE2Iezyj4q7JdMQgWxm8CVNn4XmVmTPCh5pv/MPh4ymb/0QzrZWewc4jCaXWEfTNdEjNrs1MUVouC5V8WT1Sxj1/nx4ETF1ixI6pc/ft3s1YSHisKuEW+2varyvFBEFzPH1PyQkZd41bHi4qyFVkdclwSuZcWqL8s24pkwvLtvNnkXYP9vxg1ahRR6c9oO+nVefN7RXJyvBkA3YOqR7Wu6kD+qf1c3zjd4M+rFSWyFYXT6rD13yOJmbXZKQqrRcHye7O2qdi//9UR7p09xK3QwHL1N+nswnuztknbigJukfSQb1SOD4LgupXnXL3jVseLirLFc5cWpIsi9PdmbZPE1vrYXggYQ/75KEnQnpuwn/zzUVh+tJDGjl68ZVSxi0pS1k2nd8saBr8vajdlDY26eRjsHC+D2LFCrnfaKud6QxI71syg4yL/+Mc/GDp/Ix36eJVt/JqxuFd9ABYef1jJnlQ/Lh3dy76vJhnsvgGE++kTd4vpUkHrq1419j1fEzTUQGuCZCqOfS9pfdXrXgk5bpxw3/C6x1GVuLZhOs6t3jH4fe8Hs9bR0kn93NnrTrCHINQUK0XLvJrcig3hRIDh5t9BuC/Jf/q/LF69Va9+onBaHat/OSyJmbXZKQqrRcHyiqAQFfvgyDMcD9/PllXLytW/h7MbK4JK5tQVBdwiG1csVjk+CILrSX4lc+q6xq2OihBlqzueuj767BOrbwdHniE1OZHlc6cB4P/NWvq4e+okaNfkn6GfB+XxCRldeRnjExP//SPv9x9mkONXJhNshbWXm88VVrIn1Y/TEXvY9MUnBp/XOHHnmUGO/7L4oPk7AK99HFWJJTPH0rDW/xh0nvpM1h/0nr3eIMd/WWx0F9Ytlq4ULVOxHPtuCl3N31b5PMqVsmWqPKIwecDac9Q0ESpiPExL4tgXA8hMOCiJk0W73v/+lfqWwqK4p/lZ/DrNltM/TFYRCD+8cY7BW9N4s6YR9y7HEbvEk2i/3rT3nKXSrq5/+pHtkk9P87O4dXQ7V0ICuHc5TqNg+t7lOK6EBNDecxZt3afxZk0j/npayPWwtVwJCVCqgq1r3OowlMi5LOq27EDH0Yu4n3pSqoJdljBbRkamaiAKk93Xl+SsB9eTOPL5ADISDkriZNGu79e/0qBtSa4Om2JLQsBkFRHxgxvnGBos5OS8S3HELPYkcnZvrLxmqbSr63/zyHbJp6f5Wdw8sp3UvQHkXYrTKJjOuxRH6t4ArLxm0W5QSa6+enAtqXsDlKpg6xq3OsojuNaF27F7MLN3oUnn3i9kGzlbue3s+s/ISoyk28w11ebN26URhcmz91zC2LQpABkpiWyc6szl4wckcbJoN2ldNBbW9gAU5GXy3bAO7F78iYroN+tKEl9E3KFGLSPSz8WyxXcwa8Z/QE+f2Srt6vonHdom+VSQl0li2DZigr8j/VysRsF0+rlYYoK/o6fPbBw/mkGNWkYUPykkfudqYoK/U6qCrWvc6qgoQbw+rBmv/Gaw0BW+XDt5GM/5G9QKs5tYdqTf9KXcTo6XKnEbQpgtIyPz+iEKk8PPptHY3AKAS0lnGOvuxJFDIZI4WbTbGhZLB7uuAORmZeDWxZLPp/ooVbsGSDmfKImOz8bFMGV4Pz7q25UJvvNU2tX13/9TkORTblYG+38OYnPgMs7GxWgUTJ+Ni2Fz4DIm+M5j9BRfahsZU1RYwPb1gWwOXKZUBVvXuNXxokL5fkO9iY0OJ/54pBS36GdpxKrapcXmAUv8SUo4wdLVQZKwWx9bGRkZGRmZykYUJqdsX0jTRsKLqc5euU1f30D2xyZL4mTR7kigL13atwAg894jrEcvZvyyYBXRb9K1O2TsW45RrRrEJqfhPncNjlNX4DfSRaVdXf9tESclnzLvPWJrRAIrdkQRm5ymUTAdm5zGih1R+I10YaZXb4xq1aDwSTGr9h5jxY4opSrYusatDl0F17rwXuumfDVpMPEXb0hVwTUJqA1lKyMjIyMiCpMdAxKp0UDIlwU3kkhcMpC8M2GSOFm0s//yEMZthHH34gdZxM+y5/LaqUqCYYDC9PN8uP4ab9Q04lFqHOeWD+P0/L60HOyr0q6uf1bMz5JPxQ+yyI75iVuhgTxKjdMomH6UGset0EBaDvalWf+pvFHTiL+fFnI3Yh23QgOVqmDrGrc6XlQQb9LZBVv/PdyN3CRVAldsVzy3PrZiRe3SwvS0nYt5dDUB68mrdao0LiMjIyMjIyMjIyMjIyPzKiEKkw+cSsP0+dzy5XNnmDjYiWPhIZI4WbTbFBqLja0wp56XlcGQbpZ8Od1Hqdo1QGpyItGpedSuY0xifAwzRvTDx7Ur42bOU2lX1z90Z5DkU15WBqE7gtiyahmJ8TEaBdOJ8TFsWbWMcTPnMXKKL7XrGFP0uIAd6wPZsmqZUhVsXeNWhz6C68rAx7Wr0vbyudOIOxLOwh+Cyi3MlpGRkZGRkZGRkXkV+X+V7YCMjKFpYie8QTwz4SD3Lsfx19NC6lva4bU7D9uJ30p2Xrvz8NqdR61GzSm4k0JOUhS3jm7XdFja9JsgicoUBc6iWLp0e2k6+iySBHg1Tcxp2We05Kcm7qfEqZzjzZpGtHUX3iiWdzFW77hfJRrZ9KCt+1Qc527HbvJKTv8wmXuX4yrbLRkZmZeAmb2QszJOHiTvkpCzGrS1w3tvHvaTSnKW9948vPfmUcu0Ob/fTiE7MYqbRzTnasv+JblaUeAsiqVLt5emU6lc3bqvkKsztOTqe89zteI53qxpRLtBqrla17hfFmKF7w4j/MsUTmuyTQ5eBAjCefHv5b03D4dZG8hOjCLn/DFDhvBK086xHwCXYw6Qfi6W4ieFWFjbszT2EYM++16yWxr7iKWxj6hv1pzcG5e5Gn+YxLBtmg5LN89JklhYUeAsiqVLt5fGddpSSSxtbNoUe3dh0eLl4wc09rl17oTKOWrUMsLxoxkA3EyK0Tvuykasdj1pXbT0N1ga+4jhC3/kavxh0k4dUduvla0Tjt7/ZNSynQz2C2T34k9IPxer1lZGRqZ64eTsBsCRsBDOxsVQVFhAB7uuJGUXM2/5askuKbuYpOxizJu35HrqRWKjw9n/c5DG43qPnyYJgBUFzqJYunR7aXwXLpfE0o3NLfAYNV7w81CIxj6JJ39TOUdtI2NGTxGqSp6JLfl+1zVuQ+DYyxUnZzc+n+qDnVkN7MxqSBWytRF9MUP6O3y9LlgSdr+orYyMjIyMTGXQv5sgSNt/IpnY5DQKnxTTpX0LCiIDCZhZ8mb9gshACiIDadHEhMvpWUScSmFrRILG404e7IRRLaHyhaLAWRRLl24vzVcTh0hi6aaN6jG2v4PgZ2yyxj6xF9JUzmFUqwYzvYQXwR0/f13vuA2NUydLZnj24pfFE1nl6834ZcHEJqe9VFsZGRkZEbHK8r0zYTxKjePvp4UYt7GjT3AO7cZ+I9n1Cc6hT3AO7zRqTtHdFPLPR5Ed85PG4zZ1/kQSACsKh0WxdOn20lh+tFASS9doYI5Zz48ByDsTprHPoyvxKud4o6YRzfoLYuaHKSf0jttQPL5zWRJRi+Sfj+LpvTsvZCvywX8uSX8zm2nryD8fxYOL1XfcXUZGRkZGRkZGRkZGRub1pcfzueWj4SEkxsdQ9LgAG9uuJGQUM+frkrnlhIxiEjKKMW/WkrTUi8RFhxO6Q/Oc+rBx0yQBsKLAWRRLl24vzYz5yyWxtKm5BYNHCnPqx8I1z6mfez6nrniO2nWMGfl8Tv1sXMmzu65xv06sXuoPCMJ58e+VkFHMkjXBxEWHkyDPqcvIyMjIyMjIyFQx5ErZMlUemxH+5CRFcXH7IkAQK1u6TVYrmE7ZtZwrIQE6HfdtYxO17bpW/6zTpLXStij6S4/eplE0LfoWOlb94raL2xfR1l1YfKBP3KXZO7zsReuGrqbd1GEQSRs+Iy18g04+y8jIvN50GOFPdmKUJOg1s3ehrdtktYJpUQysCzVeNFebqc/VN6O2aRRNi77t81Gfq5ODF/HuICFX6xN3aXZ5lZ2r9ammLV5X1++OSZW8y2Or6ZzNHIeQEDCZOydCVCqSVxf6fPIFV+MPS+Lfdo79cBg2Va1g+ujmfxMT/J1Ox61Vr6HadnVVndVhYtFGaVsUaJ8N3aJRNC369u/+zdXuP7xmAY7e/wT0i7s0C5zqlWlTUdW0NR2nQ5+h7F78CReP7CmzArZNbw9CV/iSsGedTvHJyMhUbabOXUhsdDgBS4TJRydnN0ZOnKFWMF26ArM26puoz/u6Vmpu3kr5HkUUaO8N3qRRNC36pkngHLDEn4+fTybrE3dp7MxqlGmjrZp2bSNjFqxcz2+RYXzlNw0nZzf6DfXGdfBwjddXUWgOgrAb4PC+XSpVxvWxlZGRkZGRqSzmjxlAxKkU5m8MBQSx8jSPnmoF019t+5UVO6JU2tXRsG5tte2iWLos2jRVvocRBdpB4fEaRdOibxZD/dXun78xlBmevYTf9Yi7NMauvmXalKeatodTZ2YG7mLt/pgy/TCUrYyMTPWmtecc8s9HkbZzMSCIlZu5TlQrmC5dgVkbbxmpH3fXtVJzzcatlLZFgXbWsWCNomnRt9+mvKt2f9rOxTTrPwXQL+7SHPVpUqaNtmraeacOkLZzMTbT1ilVCM87dYDLa6fyRo1aUrs+tiKKonSABh2FF5XkJuxXsZWRkZGRkZGRkZGRkZGRedWZNHshcdHhkqC3h7Mb3p/MUCuY3rhiMVtW6TanXk/TnLqOlZqblZpTFwXa+7dv0iiaFn1ztlI/p756qT8jJwlj0frEXRoHi7LH5CujmramczoPGs6X032IOrBLpSK5jIyMjIyMjIyMzOuMLMqWqfIYN7fGa3ceBXdSyLsYy8Xti8hJiqKJnQs2I/wxbi6IyW4d/YkrIQG0ch5DU4dBvF2nHjXqmhI2Ubsw7VVF17hfVUTBZE6SbosCZV49QlKLKtsFmdeIui2s8d6bx++3hZyVHLyI7MQozOxd6DDCXxL+ph/5idS9AbR2GYOFmKvrmRL6yaud0zSha9yGpLggn7SIzfx+O4UBq06qCNHLa6uJ7MTqm9cbt7Fhaewjcm9c5mZSDIfXLOBq/GHaOfajzydf0LiNDQCJYduICf6OLoPHYdNrCDWN6lOngSnLB7et5AjKh65xv+pcjT9cpo0ohNfFVqZyGLbHsC8WkpFRpK1VR5Kyi7meepEzsccIWOJPbHQ4Ts5uTJ27kLZWHQHY/3MQmwOX4eUzkb4DPTGuXx+TRk1w7mhRyRGUD13jNhT1TRriMWq8VAEcIDcrA4BZXy6X2ib4zmNz4DIVMbu4HRsdXi5bGRkZmRclo+CvynZB5jXHppU5BZGBXE7P4vj568zfGErEqRT6d7Nm/pgB2LQShG/bIhJYsSOK8W6OeDh1or5RTUzrG9PGe34lR1A+dI37ZSIK1iNOpVSarUzl0j0ou7JdkKnm1G5mTZ/gHIrupvAw5QRpOxeTfz4Kk84utPacQ+1mwvhzVszP3AoNxLy3D6Zd3Xmzdj3eqmvKiX92qOQIyoeucRuCy2uFF7KWFkibdhvC5bVTlcTT+ti2HOzLrdBAFeG7uF262rbMy8Npq5zrZV5tFh5/WNkuyMiUm6EGLhYhI/Oy6bFFvm+QqXr47L9X2S7IvOZYWnUkIaOYtNSLnI07xuql/sRFh9PD2Y1Jsxdi+XxuOXRHEFtWLcNj9ER6u3liXE+YUx/Q+fWcU9c17spm3Mx5bFm1jKLHBUqC9qLHBdJ+XYmT59QNijw+IfOqs/lcYWW7ICOjlRN3nlW2CzIy5WJS2P3KdqFaI4uyZaoNxs2tMW5uTVOHQRTl3iJ2iSc5SVFSxeekDZ8BKFWp/uup4W4An+ZnSRVXAR7n3ASgvecsjX1aOY8hPXobg7em6Vzltay41WHoKtiKxH8zmpykKJWY/ijIB4SYZWRkqg91W1hTt4U1Ft0H8TjnFjGLPclOjJKqL59dL+RqxSrVLzVXZwu52spLc65u7TKGm1HbGBqse64uK2516FMFWxO/307h0i/LqdvCmi5TAzRWFtfH9sTy0WQnRqnEL/6dWrvIeb1xGxsat7HBpucQHmSls8V3MFfjD0uVmkNXCG9FVaxSXfzEcJ/zgrxMqTo2QH7GDQB6+szW2KfL4HGcDd3CFxF3dK7IXVbc6qioKti68PO8j7gaf1glJvHadxk8rkzbJ4/uq9jKyMjItLXqSFurjvR19yTj1k2mDO9HbHS4VPH5K79pAEpVqosKCwzmT25WhlQdG+BOehogCI814eUzkb3Bm/jtap7OFbnLilsd2vbpwqwxnsRGh6v4mXFLuIdr2MRMamv1bntA9XqI197LZ2K5bGVkZGRkZF4VbFqZY9PKHI8POpGenY/73DVEnEqRKj7PDNwFoFSluvCJ4apnZN57JFXHBriRKTw/+Y100dhnvJsjQeHxZOxbrnNF7rLiVkd5qmArMmLhJiJOpaj4ef/3IikOQ9vKyMjIaKN2M2tqN7OmUVd3nuXd4tzyYeSfj5IqPl8NEsYBFatU/23AcffiB1lSdWyAp7npgCA81oR5bx+yjgXz4fprOlfkLitudWjbVxHoI55WtK1lLlQIL33txL+TeW+fCvJQRkZGRkZGRkZGRkZGRublY2nVEUurjvRx8yTj9k1mjOhHXHS4VH15+VxhTl2xSrUoDDYEeVkZUnVsgLvP59S1iZA9Rk9k//ZNRKfm6VyRu6y41fEyq2C3fD5P/vD+PaWYcjLuAChdI7/xnsRFh6vEL/6dPEbLc+oyMjIyMjIyMjJVi/9X2Q7IyBiac5vmsHe4KQ/TkgCoaWJO7cYtNdqL4ui/nhZyPWytwfy6dXQ7T/OzAEH0dzd2DwANrXto7NPUYRAA18PWSqJlgHuX49g73JTrYeukNn3jriya9fAEIDPhoNT219NC7jy/HmLMMhWPp1VtPK1qV7YbeiP6rc3/xOO/ao3t6eNCovdsYdn04Xha1WbZ9OHE/bqXp48rZpGRtvOX9l/djzq7qk7ixjns8jLlwfWSnFWniZZcnV2Sq68eNFyuvnlEOVfffp6bGmnJ1RbP89bVg2spVsjVeZfi2OVlyrWDJbla37grkqf5WUTO7k3dFtZ0GOGvVZCtj23zD4S8nnP+mFK7uG1RjfP6wZX/YoFTPTJSEgEwNm1KA/NWGu1FcXTxk0Lid67WaPeiJIZtoyAvExAE2hcihYX5LW0/0NjHppdQoSV+52pJiAyQfi6WBU71iN/1H6lN37gri459BSFC2qkjSu3ithizou3lY/ultuInhSRH7VKxldGdPcNM2TPMtLLd0BvRb23+ZydG6RXb77dTKvRalHX+v54Wkn7kJ+K/Gc2eYabEfzOajPgDal98ooutLtekOrDMfwZ2ZjW4lHQGgMbmFli0bK3RXhRHFxUWsH39iwmDtLH/5yCpcnRuVn0wVvoAACAASURBVAa/7t0BgH33DzX26TtQ+H7fvj6Qh/klef9sXAx2ZjX4ScFffeOuSPoN9QYgOixEaruTnsaRQ8L2e/YOUrv4+/6fg5RE8PHHIwFw7NOvXLYyMjJVHwvjN7EwfrOy3dAb0e/S/j8uLOBgyC7Gj/DAwvhNxo/wYMe2H8m/r1rhpPQx1B1PX/Q5P6Bk+/ms6aRevqhTnNWJWav2YOzqy9krtwFo2qgercw0P8eL4ujCJ8Ws2ntMo92LsjUigcx7wou3Mu894pejZwFwes9SYx8Pp04ArNp7TBIiA8Qmp2Hs6svqkONSm75xVyTDetkBsD/2vNRW+KRYilGMw5C2MuXj5HgzTo43K9vwFUP0W5v/D5OjtcZW+hhlHU9ftJ1f27k1+ZB/OpSrq8ZwcrwZ6cH+PMlILXdchoj3VeXq1rkc9WlCwQ1h/LlGA3PeMdU8/iyKo/9+WsjdiHUa7V6U7JifKH4gjLsXP8giN14Yd6/XXvPLJky7ugNwN2IdfxaWjLs/So3jqE8T7kasl9r0jbsisfxooeSXorA979QBpf362hpbdgGEa6do++Ci8N1t8l6fCo2jqhM71ozYsa/f/3/Rb23+P0iOrpDY/n5WSM5vP0vnur3vW549zxFl8SQjVcUHXXyvrizuVZ/FvepXtht6I/qtzf/rJw9rje2PJ4VcPraPnV+MZHGv+uz8YiSXj+3jjxd4UXFpv8rysSxf9TlGdWTfcFP2DX/95gBEv0v7/9fTQm4f/UlqT921nKLna8i0kZMUVSHX4a+nhWTGHyDhm9HsG25KwjejuX30J6X1Yfr6WjpWdT/q7GSUiRtnRty41+/7S/S7tP9/Pyvk/ulQUn8YQ9w4M1J/GEPubz/zV6HqZ608PEyO1nq9/n5WSO5vP0t+3dFynyHaKvp6/3Qofz8r+a7QFKcMBHs0ItijUWW7oTei36X9//NpIWnR26X25B3LKcxWn6f1sS0PmWcjNV7b0v6r+9HGo9spKjb69H/d+PbzGThY1ODyOWFu2dTcAosWmueWRXF00eMCdhhwTj10RxB5z+fU87IyOBwizKnbaplT7+0mzKnvWB/II4U59cT4GBwsarBjY4m/+sZdWbRo0w6AwyE7lK7H8XBhvZRVJ3vJ1mWIMFef8HwOXUTcFq+PTAmv6zPyqzo+Id7jpASOIXasGSmBqvcN8viEZibYGjHBVreXYb5KiH5r8/9CbITW2J4VFRK7byurfb2ZYGvEal9vzkTu5VlR+ccnnhUVciZyr9IxY/dt5fFD1Yq2upxflzirKx80f4cPmr9T2W7ojeh3Wf7fuHJR5/j0sdVGRnoam79bLPkWtjOIRw9UP7tPHhcQtjNIstv83WIynt+riegaZ3Vko3tDNro3rGw39Eb0u7T/pdvV2ejLn08KuRm7n8ilH7PRvSGRSz/mauR2nqkZK9PFtqL8UkSulC1T5WnR05v06G0c+2KAyj67ySul39//dAOnf5hM5Kfd1R7ncc5N6jSp2IfeX6fZKm2395xFIxvNQr9GNj1o7zmLKyEBXAkJUNrXxM6F5k4lVU10jbuysXAcwt24EJI2fCZVKxcp63rIyKjj9rVLLJs+XKvNT99/SeSuzdJ24vFfSTz+K/a9BjBvzW6Dn18b9r1U/89WB1r29OZm1DaOfK4af5cpJTnLYdYGEgIm8+tMDbk6+yZ1zCo2V4dNUc7VVl6zMO2gOTeZduiBldcsUvcGkLpXOVeb2bvQ/MOSXK1r3IYgN1lYuKzOTxGxGrc+tk0698bM3oWEgMkkBExWsinr2lV1OvcbydnQLWyc6qyyb7BfycD78IU/snvxJ/wwqova4+Rn3MDEok2F+vbdsA5K2z19ZtPK1kmjfStbJ3r6zCYm+Dtigr9T2tfOsR+dXLylbV3jrmwsu/WlnWM/di/+hN2LP1HaV/p6dOgzlItH9hC6wleqbK7JVkbm99spxH8zWmf7Pwryifbr/VLPf+nnr7gZtU3azk6MIjsxCjN7Fxznbi+3bXVn4LDR7A3exFh31Zwwf0XJS2W+XhfM51N9GNqjg4odCKLi5q00i5XKg1sX5eNN8J1Hlx49Ndp36dGTCb7z2By4jM2By5T2OTm7McBrlLSta9yGwLGXK07ObnzlN02qQC7y9bpgpSrXjc0tpGtfOiYvn4k4ObuVy1ZGRkbmdeJxYQGfThpLdMQhqS064hDREYc4EnGIb1dvwKShsMArK/NupZ4fYPwIDyXb7UEb2R60kTVBPzHI0xsZgZHOXQgKj6evr+rz1irfkusUNM+H8cuCsfvk32qPcyPzPm2aVuwkoPXoxUrbfiNdcOqk+T7HqZMlfiNdWLEjihU7lCuL9u9mzYg+Jc/NusZtCDx72rLneBIzA3dJFchFSsdoKFsZGUWeZKRyddUYjfv/eC6Grazzl0X9TspjSFdXjeFhcrS0nRsTTG5MMG0nr8Pk/cFSu6Hjeh1p0mM4WceCSVwyUGVfu/ElY3o209Zxee1UEuaoF0U/zU2nZuOKfcli/Cx7pe2Wg32pZ6V57LieVQ9aDvblVmggt0KVc71JZxcaO3pJ27rGbQgaO3rx6GoC55YPU9lX2k99bGs0MJf+TqXjN+/tg0lnlwqMQuZ15UlGKimB5c+/ilzbMIMHCrn37sFA7h4MxG7pEWpZWGns91dhPkkL+laIDzKvN3k3L7Pzi5Ea9z/5/T4HV3zK9ZOHpbbrJw9z/eRh2nbvxyC/H6hVV7/nkYJ7mQbxVab6kLh6OjlJJc+eV0MCuBoSQJ8VxzBubq22T8GdFBL0mAPSxF9PC1XOn5MURU5SFE0SI7GdEsDbCi9OL4+v6mhiJ99DVDf+flbI9Y0zlJ6xHiZHP/+JwnLcSt40Kv9L7p5kpJL6g/b7kdLnzwgLJCMskM5LVO8zbu/5mtzjwSq+1u/kjNWn25CpXsQFTifzbInY8+Ke77m453vcA45Tr4V1uW315dHtFI59Xf7c37SLq8Z9xQX5hM3qVe5jv44M8BrN/u2bmDhYdW7Z/5uSueUla4L5croP3h+qn1O/m55GswqeUx/STfl442bOw96xp0Z7e8eejJs5jy2rlrFllfKccg9nN/oPLZlT1zXuysbSqiM9nN3UxuQxeiKWVh2lbYdervRwduPL6T58Od1HybasaydTtaiM8Ym/CvO5HvSZku2D5GgeJEfToJMzbce/2D2OzOtLxvVLrC5jnjBk1UJi9v4obV+IjeBCbATvOfVnRqn5OV14VlTI5vkTuRAboXLMC7ERjP3yP9SpXzLmUdHnl6k6PHpwn3H93q9wW23cuHJR5Tjf+k8n/sivLAj8kVp1jKX2pb6fEH8kXNretno521YvZ8vh07Rp3xGZ6kPR/fKNy2rjzyeFHP9+GnfOlDzX3TkTyZ0zkTQ/E4nTzEDeeT5Wpo9tRSOLsmWqPPUt7XBecYzMU2GSkLm95yzqt7FVGly2cBzC38VFkjC4vecsmjkN43//LCbarzf5qQkVKsq29vbnzZrGXNy+iCZ2Lli6TdZJgGzt7Y9R03bcTz1JerQwuGg3eSVm9v2UBuB1jftVwHHudjLiD3A3LoScpChaOY+hqcMgWZAto5WQ1CKVtusXzjDvI+0iptvXLhG5azNeU+biPGwsJk0syM/JYN/GlUTu2kz27RuYtSif2FGX86vzW/TrMw8Hxvh9rWRXHapkAzRoa4frd8fIOBUmiX6tvGbRoI0tZvYlOauZ4xD+flbE2fWfSTYtnIbx3z+LiZzdm/upCRUqyu4wwp+3ahqTHLwIM3sX2rpN1klU3GGEP8YW7biXclISrnWZshKzLv2UqkzrGrchEK9hRdu+WdOIbjPXkHP+GHdOhJCdGEVrlzFYOAyq1oJsAAtre6YHnSAlJlQSMvf0mY15ezvaOZZU2OzQZyh/PH0siX17+szmPVdv/v6jmDXjP+B2cnyFirL7TPiCGnWMObxmAe0c++EwbKpOouI+E76gUcv23EqO42zoFkAQWbfvMYBa9UoGjXSNu7KpUcsIz/kbSDt1hItH9nA1/jBdBo/DptcQtddj1LKdXDq6TydbmerBsD15Km0PriepfUmSNlJ2f1tRLul0/t9vp3AzahvtPWfRqu9oapqY8zQ/i6v7f+Bm1Dall1Ppaitei+pcJRugg11Xdh45w9FD+yUh7wTfeVh3tlcS8boOHs7ToiJJRDzBdx4DvEbyR/EzPurblXMJJypUlD11zkLqGBkTsMQfJ2c3Rk6coVWQrdiv1bvtOZdwgr3BmwBBZP2hqzv1TUryvq5xG4LaRsYsWLme3yLDlK5nn4EetLVSHex1HTwcs6YtOLRnO3uDN+Hk7Ea/od64DlZ9yZI+tjIyMjKvMhkFf0m/H48+THTEIb5ZtR53Dy/qGBnzuLCA9au+Z9WKr9n3y89MmjFLqf+Cr75VaSsv+pz/YMguoiMOseCrb/lozHjqGBlL7dPHf4zd+w6YN20mxVddq2QDdGnfgvh1fhw4cUESMvuNdMHu3eb071ay4NCzpy1Fz/6QxL5+I10Y0acLxX/+iePUFcRfulGhouz5YwZgXPsd5m8MpX83a6Z59NRJVDx/zADaN29M3MWbBIXHA4LIeoBDBxrWLRk30zVuQ/HL4omExJxjz/EkIk6lMN7NEQ+nTmpjNJStTPWje1C2Stvjm0lc+re7Tv1beH+JmeuUCvVJl/Or8xuExXoXFval+fCS6sD5p0N5mBxNC+8vMXUayf+8YyS1X98wlTpt7Hm7gbnSccqKSzx/Va+SDWDcxo73vzrCvbOHJCFvy8G+GLXqrCTiNe02hL+Ln3A1aLZk09hxGP/75zNOz+/Lo6sJFSrKbuU5lzdqGpO2czEmnV1o5jpRqyBbsV8t83d5dDWBrGOCMKPd+O9oaOvKWwqLKnWN2xC8ZWSC9eTVPLh4jNyE/eSfjxIE1g4eNOjYmzdqGpXLFoS/Uw0TC3LidpN1LFiyNe02xKAxybx6OG1VzaOFN5NIXqpb/i+L+6dDeZAcjeW4FTT5UBAN/H4ljovfDCf7WDCWY5Zr7Ht7v/oXH4g+y1Woqh4Ljz9UactMTeTH6drz7bW4CK6fPIzngs3Y9B4qtV8+to+QpRO4FheB7UAfLUfQjMvUpTgMn66TbVm+ivHJVbKrJkN3l8zrZMYfICcpCtvJK2nR52MA7l+O48QST9KjttF5ourczcO0JGL0nAPSRN75Y9L5zR0G8WZNI/56Wkha2FquhgRwN3YPlu5T9fZVMUZFCu6kcNSvNx18FinZyVWyqyY9tpTcOzy6eJyHydG0GbsCk67uvPGOEX8/KyQrYj0ZYYHcO7kX837le058fDOJC19pvx+5//wZr83YFTRWuM+4/O1wco4H08an5D7jSUYquceDsXD3pfGHo3i7gTl/PMgiI3w1uceDeZabzjuNW0nxyVWyqx4+++9Jv9+O20/m2Ugcpq3E0lkQROdeOkHUl55cO7yVblNWlMtWX+5fTyJibn+d/Vbk0e0Uwmb1wn7sIo19k3d+o/WYVa1KNoCNbVeCI89wPHy/JPodN3MeVp3s6aEwt+w8SJhTXz53mmTTz1OYU/dx7cr5UycqVJQ9yW8htY2NWb3Unx7Obnh/MkMnUfEkv4W0fLc950+dYP92YU7d/5u1OLm4U09hTl3XuF8FPv92PbFRYcQdCScuOpwezm706OtGH3flyte16xiz8IcgEo5HEnVgF3HR4XiMnkhvN09ZkF1FeZXGJ/LPR/IgOZr2U9fRUOFFnvdPh3Jl3VTyz0fS5MNR8vhEFWbzOdWq1umXzvL1mD5a+2Vcv0TM3h8ZOGEOTkPHUr9xUx7mZvJr0Epi9v5I3p0bmDbXb63upfgoLsRG4DN/FV1chvJObSOeFRUSGbyKQ5u/JSH8F1xGz9Dr/GJ8cpXsqseJO8807gv6fqnOx9HHVhNPHhcwrt/7OPZ1Y9bSAEzNLIRq2L9sZc1X/pw6HkWfQcJLZo8e3EP8kXDmLF+D+0fjATh3MoZPP+pP6E+b+ezfq4CS+OQq2VWPSWGq1dO7jV9MR49paqz1JyPpKHfOROL0z+9p1WMwb9Uy4s8nhVzcv4Zzu74n7dhu6Vy62oo+V2SFclmULVMtMG5ujXFza6y9/bXatezzMS2fD1gr4qUwSO2lYcBa33aAtu5Taft80FyfvhaOQ7BwHIKtmkF/RXSN29BouwYiYkwVfVyZ6sPBLavYtuJzZn23lYDZYzXapV1MBODDQR9h0kSolGfSxAKXEZ8QuWsz6anJ5RJl63p+dRQ8vM9nHg5MWby63ILwqkDdFtbUbWFNhxHac1arvh/Tqq9qrhYrNZf+XZONLu0A7w6ayruDNOdqTX2bOQ6hmeMQ7Cdpz9W6xl3RaIv5RWxBEGaL8cso07iNDY3b2NBnwhda7ezdx2DvrvrGyKWxj9T+rslGl3YAR+9/4uj9T437NfXt0GcoHfoMZdBn32vsC7rHbWi0XQMQhNliTLqgj61M9eN62DouBC+im+8GTgVO1rnPs4c5L/X8D2+cB6D5h8OoaSIsZK9pYk4r5zHcjNrG7+mXJFG2PrYyAm2tOtLWqiNT5yzUaucxajweo8artCdlF6v9XZONLu0AH0/x5eMpvhr3a+rrOng4roOHM2/5ao19Qfe4DUF9k4Yar6c6Oth1pYNd1zJj0tdWRkZG5nXgwJ5fABg55hOprY6RMVNm/otVK75m6fw5kij6dvpNAKzf61Qp5xdtFQXZAL2chRc9/XY0Wuk41R2bVubYtDJn/hjti8PH9HdgTH8HlfaCyEC1v2uy0aUdYIZnL2Z4aq70oqmvZ09bPHvaEjBTtZKoIrrGbShEPyvTVqZ6kx25ntu7ltB28jqub9A8nll87xYAtZrZVMr51fFXYT4XFval9ZgVvKMg/s0/vQ9ASZANUK+jkEt+vxyD6fMFeYaK63WndjNrajezppXnXK125j1HYd5zlEp7n+Actb9rstGlHaBZ/yk0669Z7KGpr2m3IZh2G0K7seoXqovoGrcheKOmkeRnRdqCIDg3bmNXZvwy1YvMw+tJ/2UJ7aeu48o6/fKvOu4lCLm3YdeSRdR12wsvTsg5rlmUnXl4PX8+qpixTZnXl4Tda4hatwDPBZsJWTpBo13YSmFsUlGQLW6HLJ1A2EpfvUXZD7PSAWhsqb56Ynl9lakeZMSFAGDuMEhqa/i8kMStaFVRdlrYOi5tX0TXTzdw5gfd5oB0OX8LhTVrb9Y0wtJ9GldDAri0fZEkytbX19L8UZDPUb/e2E5eSW15Tqfacf+U8D0vCqIB3njHCPP+U8gIC+TWriXlEmVnHV7PrV1LeHfKOq6t13w/Ip7fRM19Rm4pUfbjdGFeslF3L+llXG83MKdJLx9yjwdTdOeS0vOjTNUmPVb47DR3LBHaNe7wAQDXI7cpCa31sdWH1NC1JG5dhNNnG4hdqV/uFytgO0xbiZGGYiOpoWt5+jC3XL697lhadcTSqiOT/LTPLQ8eOZ7BI1XngBMyitX+rslGl3aAkZN8GTlJ85y6pr7Og4bjPGg4c77WPqesa9yGRts1AKhn0lDjtS9N7TrGUvwy1Y/KHJ9I2+In2CoIssXtK+umkrbFTxJ2y1QPoravZnfAF0xaFsTGeZrz163LSQA4uI2gfuOmANRv3JQPvcYTs/dH7lxN1luUfTpiDwBOQ8dKbe/UNsLVZyaHNn/L7oAvJFG2Ic4vUzX4ZdMP3M9V/5LjF7HVxu0b1wBwHuyNqZmgsalVxxj3EWNZ85U/0aG7JFF2dKjw4vfeA0te0mLbvScAB37aJImyZaoHhTnCHK1Ja93GZXXhxm/C+Fc719FS21u1jOjoMZ1zu77nVNBCSZStj21FI4uyZWRkZF4TPK1q4+o9gUkLVRcnblzsS+SuzWw/nU3NOkbcvnaJiyePs23F5wDY9/r/7J15XI1p4/8/v++MGaSTUlKKtDCyhYqUFCpJWco2KLKFhylEjCXLjAg1DAqDyiDKIGmTkjZapF0p7aWydFot8zy/P+7uU3dnP51TmTnv16s/uu5ru69O17m2z/WZjakWi2Aw24Zj/gCzkzO78Iynj5EQ+hfC/C9C23g25thuwphJ03h6D26wc5PmhI/7buw6cxPaxrM5iqJrK8sAAP0HUG+OlJYbBAAofZXDd9n8lM+KB1e9oG08GyYLVwlUthgxYsSIEdMd3FooDzVTO5YXBaVe2IGCcB/M88lHr740fCjKQnVGDF74ugIAFLVNMcTAmuOlPKTLckcHanbh1ZmxKEu4h4JwHyhqm0LDYj0GjubussSLmzMrF2xuvPB1hf5OPyhqm/Ikyq7OjMULX1eYuD9CRXI43+UJWn5TLTE26i1Fvf2tjzTRLnWluVAWIK4YMWLEiBHTU1CW6oUV9uvwq8cZpme7nTbB79J5ZJfWQpImhezMdMRGReLQnh0AABPzOZi3cAmsrBdzzB+gOlBzCo+LiULwXwHwu3QeJuZzsHrjFugbshepdsyPEx3L4salG3+xDG8vehYl/JQfEXKf5TPy98y0VEAsyhYj5h9PvL0iBhnZQtWWWQxW6OuCqmhfTDqTi2/60NBYmo267BgU+R8EAMhomUB20gLIdjiU1TF/gNnJmV14XU4s3ibdR1W0L2S0TKBgshZSI7nPQ3lxaGbnJs2JIv+D+GGLD2S0TPgWRQuDzpRfGXkJMlomDIE1ybu0CACgCLLb/95YnNGJGosRI+ZrIWalIhSMbVmKgfN9XFAZ5Ysp53LxbWv//z4rBoU3iP5/gJYJBuotYDqU2zF/gNnhiV34h5xY1Dy7j8ooXwzQMsFgs7WMQ8Hc3oMbrFymuFF44yBGOfpggJaJUA49j3L0YQp729ofj9xwjmWaDzmxKLxxEBMPPWTE/adywFgG2larYOF0gulZsMc2JN+7DJf7RfhegoY3BZkoTHmM8HN7AQDDp8zCmBk2TELkjvkDzA7U7MJfP49BdvRdJN+7jOFTZmGyjQOGjTfk6T24wcoFmxvh5/Zi6S/XMHzKLI5C5+FTZiEvPpTjc1HDa13/SdxeJI9hJnYsRbvPL+zA6wgfWF4h9nXqirNQnR6DDD9XAIDCRFMoG1hDicO+Dumy3NGdmV14Teu+zusIHyhMNIW6xXqGuJjbe3CDnUM0O/R2+jGFVaYQezW6P3kzPcvwc4XeTj8oTDQViiibVfkAIczmJS6nunakIPQiFCaaUgTg/zRiVylikLEtReBL8srXBVVRvph8tm3s8CErBq/bzR3lJnMeO5COzO0dqDmFf8iJRW3SfVRFEXNHRVPexg68OD93LIsbmj8xf88DhDC7M7z2PwjNn4j5ICdRNqvyyXnfCAfqOOPj23IAQC8pWUr4d1LEea+m8pedqnNPxHf+QAw3s2MpGk70ckZemA+W/PkK3/Wl4X1RFipfPEbyFVcAgJKOGVQNF0DFYD7H/AFmJ2d24VUZT1AUdw95YT5Q0jGDpuU6hriZ23twg52bNDum72bu+8qSwgAAhtu8BY7LD8lXXDF9tx+UdMz4FmXnBl+Eko4Zw7m7I1UZT5B8xRWWHlGMuooRI6bnIV6f4Ex3rk8M0DLhuB4xQMuk0/XpaayZQIORzWos3+3B9Ozqr06IDvgDp2PK0KcfDaV5Gch5Go2bHoShzjhDc0wyXwhdM/aaAtKRuaMDNbvw3KTHSI64g+iAPzDO0BwmyzbiBx3umgJenJ9ZuWBz46bHz9js6Y9xhuYcRdnvqoizcLQOmoL+soSmoKIgl++yN3v6swzv04/5XUVRfk9n6tA+mLd8LUvR7omft+DO1QsIzayChKQUXuWkIzk2CmcOE6Zn+jMtYDJ3MUMYzC5/gNmBml14anw0ooJv487VC9CfaYFFq//DEBdzew9ucHLB5kRqfDTOHHbB5dCniHsYLLS43MhITgAAjNaeTAmXkJRiehe3PwKY0pPlu5727VQ9eirnLeWgab4SBhuZ52uxZ52RHXIFK28U4DsJGt6+zkJ52mMkXiIu3xmqawb1adZQM2Q/XyPdmzs6ULMLr0h/gsLYe8gOuYKhumYYM3c9FMdyn6/x4hLNygW7qzHbe5Vl+HcSzH0pP3GFjViULUaMGDFfCXbOv8LHfTcWb/4ZUjJtX4Z172oQ5n8Rds6/oq8kDclRD3BkE/WmueSoB0iOegAAHIXZvHL91CEEeLXdwk/mb+OwE0u37O10/oLAq5CbrHdfSeqXLNmmAV5HBXoHQYTkACFuD/A6CtfLnRsIixEjRowYMV3NOFtXvPB1xahFO/B9u83wj3W1KAj3wThbV/TqS0NFcjjijlI3FyuSwxnCY07CbF7JvOGGnMC2RWYy/5HWThi9xKXT+QsCP0Lu+soCPD5gjcmO3uivMqpLyyfbrePBHvJvmhPowWhDfuKKESNGjBgxPYW9h4/h0J4d2Lp7P2Tl2jYza2uq4XfpPPYePgZJmhQiQu7Dfgl1AyQi5D5DDMxJmM0r7of345T7r0z5b3HeDec9Bzqdv7AofJUPADhzqW3jIutFGgBAWmYArvn8gZ1bCMeco6e8YDnfRqhCblblm5jPQUTIfdTT6yhl1dPrAAB+l86zFN6LESPmn4XK4n0o8j8I5Xnb0YvWNg/9TK9FVbQvVBbvwzd9aHiXFoHcU3aUtO/SIhgHvTkJs3ml5K9jKAtqu0CVzF/J0hFD5u/odP6CwKuQu7EkEwDwbT8ZvHn8Jwp8CBcRNTt3yOpaMgmghV1+R+pyYlEW5IlRzjeZnslomeBdWgT+bqZT6vV3M3EIqyralyHSF9V7iREjpvtRXbIPhTcOQmU+c/9fGeUL1SX78G0fGt6mRSDLk9r/v02LYBzK5XTwmVeKbh9Dyb22/p/Mf4iVI1QWdE//L8hBaV4hXa4A4sAzqzZsripE+tFFGLnhHCSUNUVWl56C6YZDCD+3F0arJ/vqkQAAIABJREFUXCDRv23PvvFDDZLvXYbphkP4XoKGvPhQXP/5R0ravPhQhhCZkzCbV6Iu/YoYv+NM+Ruu2A5j+92dzl8QeBVyT7SwRV58KDIf3aa0Reaj24zn/FKVT1zW0pcmg9T7vgw3bsttnhhlPA/fdziEJ4jo/GtnzApXZPi5QpPFvs7rCB+MWUHs61SmhCOhw75OZUo4Q/jLSZjNK9n+bshtt69D5v+DtRM0F3fvPgPpgg0QImdW78uv6FtQGioLGPVgBS91bU9NZixyAz0wdV+gUOvZ0xi2eB9e+x/EUFZzxyhfDFtMjB3epUUg+zf2c0dhjB2Kbx9DKYu5o7KlI4Z209iBFc1VhQCYhdG8wq84HGhz1ybL7djeZLt1FIyTf9PSIM8e1YbCQHulK5KvuEJr6U70btdPt9TVIi/MB9orXfFdXxrKksLw6FdqP12WFMYQ83ISZvNK2jU3pN86yZT/2IVbofVj9/bTpGM1QIisOb0vP3G5wa+QnKQq4wnSb52E6UHWfS+9ogDh+6xhuM0b0kI6KyBGjBjRIF6f4Ex3rk8MMlqOt2kRqHl6l/Ks5uldxvN/GoucfsFNj58x12E3JNtpCurf1SA64A8scvoFffrR8CImBKcdqfvcL2JC8CImBAA4CrN55c7Zw7h/se3yLzL/OWt2YN7GPZ3OXxB4FXKT9e4omCbb9P7FY0J7hzfFrwAA645c6pbyewqb9rjhzGEX2G/dC+kBbZ/d929rcOfqBWza4wYJSSnEPQyGy2rq5zPuYTBD+MtJmM0rF48fgM/ptos2yPztNrtgzfb9nc5fEEoL8/HTUnO4nvaF+sixQovLC2mJTwAA8orKiLx3CxF3/RH3MBib9rjBbMGPlL9Xe25c+I0hnHc97SuUv01PZLL9ASRe2o+Jy3aiT7v5WnNdLbJDrmCy/QF8J0FD8bMwhB2ifu8UPwtD8TNivsZJmM0ryVePINW/bb5G5j9h8VZoL9/V6fz5pbaAWJf9XlIGuWF+iPl9KwDA8D8noWowV6ji6LpyYq1shvN5ocYVFLEoW4wYMWK+EsZOIVyTMhIfU4TVGYmPARBu2AAYguwj1x9h+DhdAEBtZSnWzxgJj+0rOy3KJkXENg47MXfVT+grSUNTPR13L/+GAK+j0DObB5URY9imF1S8/E/lvu8ZaBvP5sllXIwYMWLEiOlJDBxDuG1UZ8ZShNXVmbEAAAVtUwBgCLKn//IAA4ZPBAA01ZYjeMMEJHqu77QouzozFjmBHhhp7YQRVhvRqy8Nn5voeHnvLHICPaA02ZKj0FkQF2xh8rmJjnRfV4y0dhKKQF2MGDFixIgRQ8XAeAYAID4miiKsjo+JAgDMNJ8DAAxB9t2HsZigMwkAUF5Wgsmj1LDJfnmnRdlxMVE45f4rtjjvhsOWrZCkSaGeXgevUydxyv1XWMyzhuZo9htl/Lpgd4bAG1dhYj4HxibMzmRm+hMpv+/c4oCHIffx2/krQhNmsyp/3sIliAi5j6iIUMbfgmw/MWLE/HuQ0iTmoXU5cRRhdV1OHABAehwxDyUF2WN+DoKkGtFvfXxbjhRnHeR5b+i0KJsUEStZOmLwLAd804eGv5vpKA/1QlmQJwZoz+EoShNUvCxsXuyfSfm9wMcZ71+EQ2Pt6S4VMFdGXICMlglLl3HZSQvwLi0C79OjGH83sq3Z0VPeS4wYMcJDehTR/3/IiaMcrP3Q2v8P0CL6f/LAs9beINDa9f9Pt+kg59yGTh96/pATi5J7nhhi5Qglcwd824eGL810lIV4oeSeJ+R0OPf/ojycLCr6DR0N1SX7UJebwHC5at+OX5rpKLxxAEOsHIVyqPxrQHUisaf7OvUJRUz8OpU4tEg6PJOC7NVnwqGkqQ0AqKsug+fisQg8tKbTouzXz2MQ43cchiu2Y8ri/+B7CRo+NtIR7/87YvyOQ3OaFeTVRrNN392C5OFTZsH25B0kBnhRXKrJcF7cvtnhtYaaNuiEI14mhGLBbi8mYfa/jYFjibapyYyliHdrOuzrkIJso18eQEajbV8ndOMEPPttfadF2aQw+AdrJ2hYtu3r5AedRW6gBwZPtoTUUPb7OqIWRPcfNgZjVriiNjue4YItDCG6IJTE3ILCRFPIj5/O8jm/dX0V7A2FiaY8OZJ/zfTnMnaQaR07kILscXuoc8ek7Tp46SWcsUNpkCeULR0xuN3YoTzEC6VBnpDlMnYQROgsKNXxAZDRMoH0WOMuK1Ni6GgMW7wPdS8TGO7a/5bxBDsUxhHjjKqMJxTxcFUGMc5Q0jEDAIYg2/xoCORa998ba8oQuG4CYk6s77QomxQRj124FZrzNuK7vjR8aqIj+85ZpN86iaFTLDmKhwUVL/OKjOoYaK90RVVWAsOxmt078xNXVGQHnYeSjhlLl/FPTXQkX3HF2IVbu7xeYsSI4R/x+kT3wW19YoCWCcbuvInysAsUl24ynBcH8a+NkZOMAAA5SY8pwuqcJEJTMM7QHAAYguzdPpFQHaMDgHBn3jFbE+d32XdalJ2b9Bj3Lx7DnDU7YGa7BX360dDcQEeY7yncv3gME2fOhfJw9poCQVywv1YSgm9gnKE5xuibdndVuhVtA2LOkRoXTRHvpsZFAwD0ZxB6GFKQ7XXnMUaNJ/QwbypKYaM3HK6bbTst/E2Nj4bPaTfYbXbB0vWOkJCUQmN9Ha57e8LntBuMLOZzFDoL6oLNicb6Opz5ZRfsNrtwfT9+4vIKKXjvKFY/c9gFaYlPsNfzD0hIMp8JGT5qHDbtcUNa4hO4biYuWvwnCrMHaxHztYoXTyjC6ooXxHxtqC4xXyMF2fOOh2DgCGJduKGmDNfsxyPSfV2nRdkV6U+Q6n8SExZvxdj5m/CdBA2fGulI/+sMUv1PYpi+FQYMYz9fE6ULduAWI8rvMb9vRfGzMBhvPSs0YXZ+1E0M1TWD8sQZQo0rKGJRthgxHQhYJA8AsBHRIr6o8iXrzamcyhTCpZBTHeorC1ASc4vhgjdx/Qkoas+i3JIrKLyUz2vcju/bHjINL23yNaEyYgy0jWfjSfBNirD6SfBNmC1eA0UVdQBtoue6dzUoepmB2opS5GekCK0emU9jAIAhyAYI1+m5q35CgNdRpMdHcRRli2kj78UzJEc9wK4zzA4gYtjjb0P8by8OEN3/tCjyJuvdsYzPTXSUxt9Dktc2AICmjRNUDBdCUlGNKQ8ybnlyGCqSw6GobYqhU62hMH46k2upIFQkh+OJ2wqO718SdwfFTwJRkRwONVM7qJvasRQ7dnzf9pD5s2sTMQR7DaUBAIdi3oskf1HlS9abWzlVrzJxxn4qy+ctjXTkJz5E+sNbyI0LxQ/6szBiyiyMNJgNCWnWt63xQ25cKP7ctZSnNhBGXF7b5Gujv8ooKGqboiQ2kCImLokNhJqpHSQViH6MFD1/rKvFh6IsNNWW492rVKHVgxSBk4JsgHByHmG1ETmBHqjOiBGa+7QoeHnvLCqSw6Ht4ME9sph/BBMVewMAUipaurTczpZH1ptbfnnZ6Vg6U5dreTERwXCys+a5Xrzmy4mO79CejvnyE7eBXoe4qDCE3vZHTEQwDE0sYGhqgWlmlpCRlWOZX1f//cWI+TejOXosTMzn4M6tGxRh9Z1bN7DCfh1U1TUAtImea2uqkZ2ZjvLSEqSlJAmtHvEx0QDAEGQDgCRNCg5btuKU+6+IjYrkKMruKkg377C4FIrI+tAe4lb99qJ1ALgX6I9N9sspYmlRlG9sMgsm5nOwyX45Ntm33Sq8xbl73N++RqTMCJe4ujBPLjGFS2fLI+vdMT96YwsikrJxKyoFIYlZMJ88CuaTR2O23hjI9e9HSUNvbMFfMc+xxdMfAOD8oymWzNCBuhLn+WVIYhaW7L8g1DbjlidZ15DETMZ7LTSeCBMdTdAkejPF5dYG7Nrva0VCWRMyWiaofXqbIqyufXobg4xs0WeQKoA20fNnei0aS7Px8W05Gl4/F1o96nLjAYAhyAaAb/rQMHiWA8qCPFGXHdOjnUKLWp3I2ovWAaD26V3keW+gCKBFTX1BCt6lReCHLT4sn0uPNYaMlgnyvDcgz7vtMJ2SpSNT3J70Xl8rkbYKAIAZvpUiyV9U+ZL15lZOQ0kWnu6ZyfL5lyY63jwLQu6l7QCAYXMdMUh/Ifq29iuC8KWJjrfpj1CV8Bdqn4dDdrwpBunNx4Cx0/Etl/X8ztaV1zb5WpBQ1sQALRNUJ9ymHLitTrgNBeO2/p88VEz2/y1vy1FfKLz+/0MO0f+TB54BwrlRydwBJfc88T6rZ/f/gtB/pAH6jzSA0iwHVD7+EznnNqAXbQDjMHNZiBfepkVguP2Jbq5p1yGvNhrDp8xCRmQARVidERkAbatVGKBErIuToufGDzV4U5CJujdlKM8V3rp40XNiXZwUZAPA9xI0TFn8H8T4HUdhymOOouyeQFV+BsM5nCQvPhQj9GYJJMoOP7cXAFUIDxDu24GH1iD/6UOhOJR/zUgNHQWFiaYojQ2kCHdLYwMxzMQO/Vr3dUjR88e6WtQVE/s674W4r1OTRXx+SUE2QOzraFhuRG6gB6rTYziKskWN3GgDyI02gIblBhRFXsWz39bjeynZLhcyk27iM9wfsT0LwE9d3+WnoDIlHHo7/URd9W6HnDvWJFLHDjWJtzGo3diBFD23nzsKc+xQ1zp2GNxh7DDY3AGlQZ740EPGDqSb9/iDD5lcqUUJOc4YPMsBVY//xEsv6jjj34i0yigo6ZihMOY2RaBbGHMbw83sQGs9R0SKnlvqavG+KAuNNWWozRfeZ7cqgxAXkoJsAPiuLw2a8zYi/dZJVL543K2OzoPGTMWgMVOhOXcj8iP8EHNiPXpLybIUPfMTVxTU5KWgLCkM03ez7nuz75xFWVIYpmwSnxXoLHrKxNppQmnn9mA7m55fyHpzKz8/Ox22Zro81Y+fuJwoKcxHaOA1XD51BADgcvQsDE0tIS3Lfl09NiIYzvbWTGXz+p49HfH6RPfBbX0CABqKMxlu5CRv0yIgM970Hzm+UB4+BuMMzfE05BZFWP005BaMbFZDfiihKSBFz/XvalCal4F3VWV4nSk8TUFuEiFGJAXZAOH6bGa7BfcvHkPO02iOoux/C6Sb+P4bcUyu2P821EeOhf5MC0Tc9acIdyPu+mPe8rVQViXOb5Ci5/dva/AqJx1vykuRk5YstHqkxhMXGJCCbACQkJTC0vWO8DnthuTYKKG4T/PDdW9PxD0Mxs5j54QaVxDupZYwnLEj792C62ZbJEaFsxRbT5hihAlTjLBk7U8Iun4JrpttIS0rhwlTjERSt+5iwLBRGKprhlePAynC6lePA6FpvhJSg4n5Gil6bq6rxdvXWWioKUNNnvDW1SrSiXU1UpANAN9J0DB2/iak+p9EedpjjqJsUZB4iXCWby9EB4CCmL8Q6b4OpSmRQnUItz4VzVXkzU/cziAWZYsR8y+hrjiL4VLIKU6EM/V21RTvbahIDoPu5jOdEvzxUj6vcZtqywWuR0/i+++/BwD89++/8X/ffMNTmjm2m+C6ygIVRa+gqKKOiqJXSI56ANfLwZR4108dQoDXUaHXGQAj3xWTFFk+93HfDatVW9imt9bsx/YZyb/FTTv6zjUAgKa2cCf8nz+2AODezmJ6BomnNqEiOZzxe3aAB7IDPGB2/BGTiPDF1cMoCG87oFiRHM4QZ0916dzm6YeiLDxx49xPP3FbQalrQbgPCsJ9oOfkjSHtNu7/Kf20GNHR+L4GZ+xZb3K1NNIReHg9cuPaDuLkxoUiNy4UL+NDMW/HqU4Js6teZeLPXUu7NW5PhtcxCYmGxXo8PmCN+soCSCqoob6yABXJ4Zi2P5ASL/OGG+PSH2FD5nvHToPl8xe+rhhuuYHlMwC4tZD9JRIkonLTLo27g5xAD0z/5YFQLkH6J8HvZ1FMz+BdbQ2WztTlGi8vOx1OdtZCz5cTVeWlIonbQK/D3s32iIlom5PFRAQTP+HB2HvCiyHMFiNGjHAg11P+/vtvfMPj98XqjVuwxNIUha/yoaqugcJX+YgIuY8bQeGUeKQgWBSQ+Woqs/7OP7RnB9ZtdmKbXlmqF9cyOuum3V4Q3VEgzi5vK+vF2GS/nEn0LuzyJWlSOHbaG+EPgrBziwNMzOdg3sIlsLJeLLS/2ceWFvTt1UcoeYkRLfTGFqw75oeQxCxGWEhiVutPJk47LaUIszvGdb8WDvdr4Yg754zRqoNZlpFZWI4l+y8Itd685Ln/jyBcCo5j/E6+l/nkUbhxYC0jnN826Mn87/NHvuIrmKxFlvsiNFcVos8gVTRXFeJdWgRGOVMvviz56xjKgkQjQifzfbrpB5bPi/wPQtHMgW36eHvWa+vtEaWbNru8ZSfNRZ73BibRuyipibsFAJAaMYnl82/60KC28gSkn4ehwMcZMlomkJ20ALKT5jL9fbvqvcTz1a+TT/RaPN0zk+3zLO/NqH3eNjZ8fdcTr+96YtLhh+g3hP/DK5/otcj5Yxslz9rn4Qxx9sjVJ/AdjfW4sKvr2l3w+7802Gwt0o9S+/+3aREYu5Pa/xfdPoaSe6Lp/8l84zew7v8LbxyE0iz2/X/MSu79f092q5LTtUT+ZWeUh11A/5EGqHl6FyX3PKG1Nwi92HyehcH//vs3gLa5oCjgdW5JMtnGAb5b5+FtWQEGKKnhbVkB8uJDYXvyDiVe1KVfEeN3XJhVZUDm6zZHheXz8HN7obdoE9v0B4xluJYhSjftzEe3EX5uL6z3XqQIpUkB9Xd9+/EtoGZX39HTFyDw0BomIX1XwO9nSxD+y+d4Wt1iPZ4ctEZDZQH6KaihobIAlSnhmLqPuq9DCoJFAZlv0ErW+zoZfq7Q4LCvc5uDiQOJsNy0B+tZIdV7G14Fe3epKLu9IJtXgTq3uhZHExeVyY6cLNS6dkU/Teb9v//+jf/3f7z9XymarkXmMea54+gd1LEDKUgWBWS+iRtZjx1e+x/EYA5jh9hV3McOnXXTbi/I7k7xlqyuJV5dcUZF+IUuFU0RaxKiXQ/kd9yrabkO4fusQa8oAE1RDfSKApQlhcH0ILWfTrvmhvRbJ4VZVQZkvjeWqbN8nnzFFZpzN7JN7zt/INcyhOWmPVR/LhLObkN20HmuQmt+4gqLgkc3AAADR+kxPSuK/Qvpt07C/GgIenfBWQHxesbXy/vaGtia8bZXzk9cTpDC7va47dyI2IfB2P/bJfRj4ZKZn50OZ3vezwD0FMTrE6z5mtYnAKDm6V0U3jiIkRvOUS/leXoXOec24Nve/TrtUN4T1ydMlm3E8fWWeFP8CvJD1fGm+BVexIRgu3cQJR4pCBYFZL6bDZVYPr/p8TNMV2xmm37NBO7alK/dTbu9ILu7BOqiXJ8QRA+zaPV/8NNSc5QW5kNZVQOlhfmIexiM366HUOJ1dGwWJmS+s0YPYvn8zGEXLFn7E9v0U4dyn0fw46Ydee8WfE67wevOY4YYWhhxBaG9UB0AJhsT7u4dhfSsmD7HGsdcNuHmH793WpT96WMLICHRqTy48Tef62pj5q7H/Z8XoK68AFKD1VBXXoDiZ2GY88ttSjxSECwKyHyvLGE2/wMIgfTY+ezna+ctuX9m+HXTZhdfzXA+It3XMQnZBaG9yJqb6JyfuLxCfFaYxwBiUbYYMf8wWLlBv8tPwaOfZ3NM97mJjgjn6VCYaIrxq93QV3YwPjfR8TryT6T7uaLq+SOKAyI/8FK+IHHHruAssGHnmN1TkJIiBitNDXT0k5LmEptATXM8ACAr6QkUVdRRmJ1GCQeAiFuXEeB1FGaL10Bv1nxI9peBtNwg2BsME/IbfJ3YOOxEgNdRNNXTGU7fANBUT2c87wrq3tUgzP8ibBx2UuohDJrq60BT475wIqZ7aO8GXRJ3BxXJ4dBxOAHVmYTT15uMWEQfsMarcB9or2tbCPlQlIWCcB9o2jhBbeYK9JUdjKbacmTf/g0F4T6oryhg6a7NC2/zUvBwN+e+l6yrlq0rVGcuY1zUURJ3Bwke6yE7Qgd9ZakHmbVsXTHCin0/zc4xW8w/A05u0JGXjrB9lp/4ELlxoZjr7InR0+ejtwQNLY10xF0/jWjf40gL94f+4v8IVKfSrGSc32DS5XHJtujomN0TkZSUwuemep7jS6sSYpmarARIKqjhQ2EGJRwACh9eRU6gB9RM7aCkZ4Xv+kmjj7Q87q35eg6JiopEz/UAwHb8SwrGRSUKB4CR1k7ICfTA5yY65RKmz010xnNB4naGz411oNH6CyUvMcKHk8Oz9/GDXNNnpDzDSkv+nG54yZdXnPa5YbkDs6ueoHHjosIQExGMPe5nYWJpjX40KTTQ6+Dn5YmLnkfwIOBPLHdwZLQbJwduMWLE8Aa5nlJPr0N/ae6HyAFgrNYEAEBiXAxU1TWQ+SKVEg4A13z+wCn3X7HCfh0s5ttAWmYABsoPwnh11oLNfxK1NdW47H0GOZnpeJySzXAP54eIkPsiL19WbiB+tFuNH+1WM8LKy0oAAHsPd/4gAZ3+AUMHi+enPZX2Ds8RSdkISczCKcfFmG84HjSJ3qA3tuBUwCO4XwvHjcgkbLY2BgAERqcy4tqZE4cfY9LyYbnzDP64Hw+PLcwbx0k5RZjpKNzDUrzkmVlYjkvBcXD+0RQrzfWgNFAaZdXvceLGQ1wKjsOrshqGuzevbUC2W0fH7J6CpKQk0ML7hTgA0E+FmG/SXyagzyBVNBZnUMIB4M3jP1EW5IlBRrYYoDMH3/aTwXdSA5Hk2LU32n+tvOvgJiIqPtNrURXtCyVLR4bjOCt60WQhP20Z5KctY4R9fEtcCqmyeB/P5Qnjvb401UFSPF/tsXBygy687c722ZvEO6h9Ho4f7I9jsBHxOXufHYtUt4Uoe+SLH1byfwlyTWoYap+HY/TGc5Cf3La/+ibxDjLPbkBNahijLFHUlWyLjo7ZPYl+klL4u5n3dUiyn//Q2v83sOj/Kx//iZJ7nlAwtoWc7hz0au3/E7aI+39hQLpvka5TOeeI/Z+0Q5Ys45OHvDt7kPtL69pj//6i638laVL42Mj751FxuBYAoDgtDgOU1FCZ94ISDgCp930R43cc2laroGk0F31pMug3QB7H548QbuW/UgIPrQEAJpG0KAXUHV25RU1LQx1oUqIdN0hKSuK/zWV8penfun9Tm52Afu32dfq329cpiryK3EAPDDNp3deRlEbv/vIIXvvv29ch90IqU8K5xBQOH+tqURB6EXVFWTD9LZ7hXs4LnOr6sa4WryN88IO1U6cMOVjxuVH0/TS5Hvh3cz2+leCtHHKMUMdh7FD1+E+UBnlikLEtZHXaxg5Pf/rnjx0+02tR8fASGkuzMPFILMPZs7sgxxnt523Klo4oDfLEl2Y6xcH7SzOd8byz/K+FDhptSKfz4YQkTQqfm3k3J5FRGwcAeJMVD5qiGt4VplPCASA/wg/pt05iuJkdVPSt8L2kDPpIy+Pmyn+WKyovkE7eZUlhQo0rDFrqapEX5oOxC7cyym5PzAnirEDITnOW6UlxuzAE7J8a6eL99x4OJ+foCyd53yvnJy47GurrYGumCwMTC2w/5An5wcpoqK/DveuXcfqQCxKiwmBitYiSJjP1GdbOZX8GgHy/jo7ZPQHx+sTXR8f1CaBtjaKj8Fpu0lzknNvA5G4uCF21PtHcyLsAeehIQjvwMiUW8kPVUZybRgkHgJjbV3D/4jEY2ayGtsk8SEjJoL/sIDjNFOys8T+NOWt24P7FY2huoFMcrJsb6IznglL/rgaRN7xRmpeBX/5KZbiXd1X5JE31H0S6PkHO1xrq6aD15+187IgxxGc07ekTKKtqIC8zjRIOAEHXL8HntBvmLV8LY4sFoEnLYMBABVhNEO34vbtw3WwLAHCYN43lc1IE/qS4ma+4/GC32QU+p90ogmwAjN/jHgazSiZwXG401teBpiK6PQ5JSUn83cTfupps67ysMjMeUoPVUFuQTgkHgNwwP6T6n4Sm+UqoGhDztb4y8vBbPlJ4lf/KKH4m+Bysua4WWUEX8PZ1FhZ7JTIcyTsbl1/+bqoDjcZ8AYlYlC1GzD+cvKBzSPdzxaSfvPH0t/Vs49WX5wMAhhhYM0R1vfrSMGzGMqT7uaIkNlAgUTav5fMTt6HqNQCg/7DuuS1IWKirE4PrypICaIzR5ilNX0kaHA6chtf+zdCdMQce21fC4cBpiqjXaz9xo9S6/W2H/EjBMb/UvWO+tcRs8RqE+V+E39MKgcTE3e2CraxODGg+vK2m1L+6ohgAIKvA+rYuYfOmlPgca4yZKPS8q0oKobrAQuj5ihE+xU+Im2yVp1gxwuTHELf3FXQQZb979RwAoGK4kNFP95UdDHVTOxSE++D96wyBRNkv751Dmq8r9Jy8keDBvu8l69pekA0ACuOnAwCq0qIYwvL6yn9GPy1GNMT5/476WvYHJNMfEg5J2pZ2jLDeEjToL92MaN/jCD2zVyBRdpz/7wg9sxeL9v+BmwdWd0vcrwE1dTXGWIsXevWlYeL6E0jx3obBOrOQ6LkeE9efoPQTKd7bAAAT1rb1aaSIl18+1tUy17m1H5znky/QQRJRCp6/BqSUiZtzW+pqKO3XWE0II/rKKgkUtzM0VBVBVa17D3+I4Z+rXp6oruR8yPaqlyc8Drrg13O+2L3BVmj58kLp6wIAwIjRWlxi8hc39DbhLjJ/mT0jrB9NCiscHHHR8wg8DrrwLAIXI0YMb5DrKUWFBdCayJsoW5ImhaOnvLBziwNMZ1tik/1yHD3lBUla22bSzi3EjfG/epxhhNXT6wSqY20N8yGpFfbr4HfpPLJLaynl8kpnXbDZkZ2ZjuOH92Pk6LE4dtobsnKsXUzsl8xHRMh9pvqTbbTCfl23lF9USPTZgxQ7fzldUWEB5lqwPgDN7VjyAAAgAElEQVQnpmdxKyoFABgiawCgSfTGFpvpcL8Wjj3n7zJE2WTc+YZtm/iGWoTw/1JwHJMo+3RgFPacv4tLu2xhf8RXKPXlNc+Ul8QlA0tm6EBpIHFoQWmgNFbPmYJLwXF48aqUIcrmpw16Mmpqavh4m79N+W/60KBm5064Jo83Q573BqjZuVNEvQU+zgAAVdu22/P/bhZsHvqZzjwPHWRki6poX0w6k8tRTMwOUbpg80LuKTu8S4tgqj/ZRoOMeBurd5aWGmJNvt+w8WzjsKtrSzWxdvFdfwWucYX5Xi01xVBVFc9XvzZKQrzw8X0V2+dVCX8BAOR124Sl0prEOn25gKLs3EvbiTwnU/dW5SfPQ+bZDci9tJ2lKLs76tpdqKmroeZNEc/xv+1Dg8Yqd+RfdobseDPknNsAjVXuFIFO/mWi/9ewa+v/vwix/1cwtkVllC+mnMullMsrPdllqj1ZnnZ4mxbB9J5kmygYd833BElLdREAQEOD/8ujeEVNXR3vygt5jv+9BA2W2zwRdMIRIwzMEXhoDSy3eeJ7ibb2CjpBrAdZOJ1ghH3k42B1exo/MO/Za1utQvK9y3C5X0Qpl1dE6YItDAQRUF//+UfkxYcytQnZ7tpWq4RWP154X/4aqmqiPeSupqaGxr/4G0/36kvDhPUnkOq9DQras/Dst/WY0GFfJ7V1X2e8iPZ1hpnY4XWEDyyvCLavIywX7PYkHF2BypRwpjqR9R9mYscuqdCoK85C9g03SKmMwgQHD3zPxjVVkLo2VhNjb2n1CUzPOktj6/e5KPtpcj2w+c1rSKqynz+059s+NKivdMerK84YMN4ML702QH0ldezw6goxdlC3Fc3YYZCxLaqifDH5rGBjh866YLOjsTQbxbePQkJ5FDRWnUAvmugdekmyfyPmbR3bhGy/Qe3GGX0HExeZfK6rpcT9WEscmv9+QOcv0/xYXQRVVSvuETuBmpo66JW8779/15cGvY0nkHB2G5R1zRFzYj30Np6giHoTzhL99GSHtgudPgnYT7ew6KeHm9khL8wHS/58xVJMzA1huWC359GvK1CWFMZUJ7L+w83sBIorSurftJ5F1OCt3xIl9VVFIh+XiBEN1857oqaKt+8DfuJyoij/JQDAdN5iyA9WBkAIl62WrsLpQy4Iv+NPEWVfO++J04dccPCML/Zt6tr5ojAQr0/0XIS5PvFWCBd2dtX6RHUp7+sTffrRYLvnFHwPb8F4Iwuc32UP2z2nKOJe38NbAADLd3swwkjBL7/Us9AUGNmsRnTAHzgdU0Ypl1e62wVbUY04C0d/W02pf22rpkBmkGBn4UrzMnDn7GEoDx+Dlft+h6QMa2daUZXfnpoy0a5PkPO18qIC0LR408NISEphh9sZHHPZBANTS7hutsUOtzMUMfAxl00AgG2/nGKENdYLdn7j/Vvmz+685Wtx5+oFhGZWMYmQeYFfwfPXwLDhxCVPbypKIa+ozAgn233e8rWMMJfVNoh7GMzUfmRbt48rKGVFBVg0lzezT0FQU1MD/Q5/62rfSdBg+J+TiPl9K4ZONkek+zoY/uckvmu3Fhnz+1YAgMHGdvM1AdeFm1nM1zTNVyI75ApW3iiglMsr/Lpg80LYoeUofhbGVCfyvTXNVwqU79vXWUi+egQDho2C4RZP9GGzVsZvXEGgV76GqirzBbX/J9RSxIjpBgIWySP1AutbYFIv7EDAInnG5kBdcRbygs4hYJE8AhbJI+7oCpTG3eGaPyunZXbh1ZmxjHLjjq5AdWYsz+/B7UcQ0v1cob/Tj6ugujb3GQBgwAgdSnivvjTY3HwD/Z1+Ii2f37j/BFRUVCArNxAFmc/5SjdKZyoAMJyvxxvMZBmvougVAEKQfffyb1zz1TYmBi15L54x0j246sUUT2/WfADA3cu/UUTbGU8fw1qzH+5dPsWUpiehpEYs2j++dx21lYSAqLayFAlhRF+gMZa3CUFnKc7LAgAoDhsu1Hzr3tWguqIUurq6Qs23M/jbyCP5POt+Ovn8DvjbtPXTH4qy8PLeOfjbyMPfRh5P3FaghEs/TcblNfxNRiyj3CduK/Amg7d+msyP0w+/THXxw+KAN5TN0opk4uZqPSdvStzG1o2l3v2pk/Pe0kS5daW5fJcPAGm+rpjq4ochXPpesl4dN8bJ38nbef/N7DWUxr0TW1k+u3diK/YaSqOldYJR9SoTcf6/Y6+hNPYaSuPPXUuREXmba/6snJbZhRemxjDK/XPXUhSmxvD8Htx+BKUwNQahZ/Zixuqf2cZZduQ6S5ft3gJMHtsTemYvlh25jjEzuDsriCru18BkXR3Uv37BVxq5UYQIgHS+HqTF+uB/fSUhmPncRMfLe2e55quobQoAeJuXwkiXH3KRKZ6SHrFR/vLeWcrhnurMWNxaKI+8oHO8vkqXs/DWG5Y/HZ+LEsnBxGZB8eNbaKolnMaaastRlhgEAJBRHy9Q3M5QX5SOybo63CN2ERMVe+OIy2aWz464bMZExd5oaBWk5WWn46qXJyYq9sZExd5wsrNG2N2bXPNn5Z7MLjwpNppRrpOdNZJio3l+D24/gpIUGw2Pgy7YsHM/x3geB13g4RMIs7mLOMbjN9/uxMMnkKV7eD8BBJdixIjhDRUVFcgNHIj05yl8pZusT9zQTzpfT5thwjJe4Svi4sJ6eh28Tp3kmq+J+RwAQGrSU0a6y95nmOJZzLcBAHidOkkRbcfFREFZqhfOn/ZgSiNqystKYKY/ESNHj4XzngNsBdEAMG/hEgBAVAT1YDz5O/l+oi4/6K8ARljhq3wEt/4+cZIey3S8UltTjfLSkh61niJl5ginU7dYPnM6dQtSZo6gNxLfQZmF5TgdGAUpM0dImTliyf4LCIxO5Zo/K/dkduExafmMcpfsv4CYtHye34PbD7/cOLCW4pxNQpNgHs+Qcds/C0kk1uUu7WI+sLPn/F3cOLAW1kbCO6jOa56l1cRceKC0JCVcXoYYV+QUt4n0+GmDnoyOjg4aaspYHizjBG0E8T9POl/3H23EMl5zFXF46e9mOspDmde6OyKjRXw31BekMNJVRl5iijdAh+j7y0O9KHWvy4lFvL0iKsK4l9WdyE4i1jDep0dRwsnfyfcTNU1lxHpmn0HsDwORda19FsQIa64qxNuk+wAASXVtpriifK+PJenQm9Rz5quRtgrIvbKT5bPcKzsRaavAcHBpKMlCSYgXIm0VEGmrgBcedniTyHntnYzLa/j77FhGuS887PA+m7e1dzI/Tj+C8j47FvnXD0DNmr2jyDgnH8zwrcS37da+a58T6+GjNwq2riQ73pTv591V1+5CT1cHzSX8rUP2b+3/SWcpGS79/5dmOspCuPfJA1r7f3pr//+lmY7yh8z9v5wu0Y+UhVD7/w85sYhZqYgyHr5rvgYG6hH9aU27vvdLMx1v4omxN9kOhlcqWP6QdPxdUOpfv4CMrByGDBGdC84kHW28yUvjK81QLX0AYDhfq+lOZxnvbRmxLv6xkY54/9+55jt8yiwAQFl2MiPds9sXmOJpGhEOX/H+v1NE26+fx+CAsQwSbjLPS3sSphsOASDq216snvnoNuU5P4yZQcxL858+pISTv5Nt1lW8yX+BSTqiPXugo6MDenUZS+EzJ2Q1if6UdL4eOI71vk5Du32d/CDu+zoKE4nvt3f5bfs6BaHs93Xyg6j7OjWZsbi9SB753bCvo2xgDQAoT7jHCPvcREdJDDEvJ+ssKppqyxHpPB1SKqOgudiFrSBb0LrSS3IAQKBL3rnxviBN5P20iooKZGTl0FDE39hBqnXsQDpfS/MwdijnYezQce74pZmOChZjB1ly7shi7BC7SpGneaqw+fi2HM/3zYSE8igMXbCjSwXZACA3mXmO96WZjurWcYZsu3lbX0ViX7I6PgAf3xL7kh/flqOWnA/yKNBnx2d6LRpqykS+HjhZVxt1hfyNM+RHTQEAhvO1Ipv9d3oF0U9/aqIj+w73flpJxwwAUNO6//6piY7cYOZ+WkWf6Eey75yliLarMp7Ad/5AZN/lXpawUTUkPjvFcXcZYZ+a6CiMJvZhyTrzG1eUfCjOBgDQBjO7YgKEeJ3VT8fnwqDu9QtM1u2aM5G8oqfcG8d2s96DP7Z7M/SUe6OhVQCUn52Oa+c9oafcG3rKveFsb42Ie5z34Mm4vIYnx0UzynW2t0ZyXDTP78HtR1CS46Jx+pAL1m3nvlfOT1xupCfHAwDGTqTuu/STlEJCaQvcLwVSwk8fcoH7pUAm9+yvBfH6RM+F1/UJAFBdsg8A0QbtBfA1T+9SnneGrlqfKM3hT1MwYiJxYSPpfD16CmtNwZtiQlPQ3EBHmC/3c/7jDImLrAszkhjpIm94M8XTNiHOHYf5nqKItnOTHmPNBBrC/U7z+irdgsIwYl0nIfgG3lURZ7TfVZUh5SHx2Rk2mn/jtXdVZTiwRB/Kw8dg3sY9bAXZoiq/I6W5aSJdn1BRUYGc3EDkpvN3fkNrEqGHIZ2vdaexPr9RWkjsSTfW1+G6N/PeaEf0ZxKmdlnPnzHSBV5mHr8aWxB9zHVvT4poOzU+GlOH9sGNC9y1N8LkSXEzy5+Oz/mNyw+jtScDAIKuXaII4BOjiD2IycZmjDCTuYsBAI/ut40LGuvrEHb7GoC29hWU929rUFUuWj2Mjo4OPrwpYyl85oTCaGK+RjpfK01gPV+rK2+drzXSkf4X97XaobpE+1a/TGakywpiXhdWNSDmM+l/naHUvSL9Cc5byiH9r66fr6lPI9aqSlMiKeHk72Sd+aGhpgyBW4wwYNgoaC/fxVFkzU9cQWiuq8WHN6zXD8RO2WK+esaucEW6nytGLdpBWZT+WFeLwggfjF3hil59aahMCUfc0RWUtJUp4ahMIb4khCEEzvJ3Q05g2wFKMv+R1k4Ytdil0/kLgg2PN8TWZBMT6b6yg1EadwclsYGoTAnH2BWuGGq4kOOCvzDK5yfuh9cZAIDvJaXxOvIqw31x4voTUNKzEugm3e7CwmI2nseEYtZS3m+DUVRRZ7hVmy1eA1kFZcpzp+NX4LF9JTbPZu3qVlH0CooqzIt9Uy0WITnqAXYtbdswtnP+lSnemEnTYOOwEwFeRxHgRb1xX9t4NqbNXcrzu3QHKiPGQNt4Nsv6my1eA5URbc6+1pr9AIjG3ft1NrGQIyFksUbq4zBISfXHlClThJpvZ9CydUWarytGL96B3u36kpa6WhSE+0DLluinK5LD8cSN2k9XJIczxMDcRMO8kHHDDdkBbf00mb+mjRPGLOmefpqEdKwGCEF2x/cl692xjyPbNDvAQ6B3WBzAW9+rqG2KiuRwfG6iU+pACurbO3u376cLH15FkhfRT+s4nIDylK+rn+aHWZsOEYJj+12QkG5bSGl8X4Oku5cxa9Mh9JagITcuFH/uovaVuXGhyI0jxAzCEPdGXvwF0b7HmfI3st2OGWvYC6JFSW3pK1x2nItF+//AIPXRAqUHgEX7/xCofFZC766O+zVgYWEB7/MX8LmxDr0kePuOklRQY7hVq5naoa8s9VbyyY7eSPRcj9AtrL+b6isLIKnAfAhkiIE1KpLD8ejnttvuxtm6MsUbONoAI62dkBPoQRmLA0TfNdRwIVOar5VbC4mLOIQp1O6vMgqK2qYs20/N1A79VUYJFFdQPjV+QHVuEiyOdk9fxQqnfW7wOOiC9dv3QUa2rX9/V1uDAN8LcNrnhn40KcREBMPJzpqSNiYiGDERxI2KvAqROXHu2AFc9DzClP8ax13YsKN7hMvFhflwWDQLv57zxXDNsRzjshIvCyNfXniZSRx4kZKRwV9/XsJh540AgD3uZ2FiaU0RUfMTl1P9AeDXc8Jx2BQjRgwVi9mzERn2ALZrHHhOo6quwXCrXmG/DoOVqBvmZy5dxSb75Zg2UZNl+sJX+VBVZ775fN7CJYgIuY+5Mw0YYXsPH2OKp29ojC3Ou3HK/Veccqeut5iYz8GCJcxOiaLmcSRxKzyrOpGQDt3GJrNgYj4Hm+yXY5P9ckqcLc67oW/YttGkLNWLklaY5e/c4sBwNSc5c+kq09+TX6LCQyHVv2etpxxeNxd7zt/FbltzyPXvxwiv+dCAS8FxOLxuLmgSvRGSmIUl+6mbcSGJWQzhsTDExYd9HsD9WjhT/s4/mmKPnehup+aXV2XEhjkrsTXQ5lhNxmHVNqyEzp2F1zzJNu4orCb//u7Xwrm2N7c26Gno6+ujn6QU3mdEYqD+Yp7T9RmkynCrHmRky+SONXz9OeR5b8Dz3QYs0zdXFaLPIGa3Y9lJC/AuLQIZv7Tdcq2ymPmwltRIAyhZOqIsyBNlQdS/r4yWCeT0+L+ooiuRHmsMGS0T5HlvQJ73BsozJUtHSI1sa7d4e0UAonH3biwm1hC/5bBWSNa1wMeZ4YBOMnz9Ocrfnp/3EoQvjXX4kJ8Mi+N7OpWPMNFYuh/51w9AdYEzvmsnpvhEr0X5I19oLN2Pb/vSUPs8HC88qE5gtc/DGWLejm7OglAYeBSv77b9P5D5D5vrCFVr1sJxUdNUVYhUt4UYvfEc+g3hbc2iJMQL+dcPACBEzoK2zWCjZah9Ho43iXcoeZBC+I4u2d1Z1+6CXIf80kTn2A+0p88gVYYblIIxc/8/csM55JzbgCQX/vr/gXoL8DYtAmmH2vp/Vod1+480wBArR5Tc80TJPWr/P0DLBPJTenb/H7OS6NO5CaXlJs1FdcJt5F92Zrh7kQyxckT/Tvan/ELPiMQcCwuRlkF+Hlsa6tC7H2/r4gOU1Bhu1dpWqyA1kOpcZL33IgIPrcHvK1hf5vG2rAADlJjXxcfMsEFefCj+2NR2eQMrgfKw8YYwXLEdMX7HEeN3nPJs+JRZGGvaswURY00XoehFHHy3MvddHet/wFgGAHd3b41JMzF8yiwEHlqDwENrKM8MV2zHsPGGQqg5b7TUf0Bx5jNY/LJbpOXo6+ujH00KVc8fYqjREp7T9VNQY7hVDzNh3tfR/ckbz35bj/CfWM+RGyoL0I/Fvo6ygTUqU8IR3W5fZ8wKV6Z4cqMN8IO1E3IDPZDbYa9BYaIphnTDvo6S/jyUxgYi1Xsbwymc5AdrJ8iNFqzvu91qwMHN3bv6BXGREKs2ISHzEKSu71svWO/VV/iXidakPYTlHNH20wAwx8ICIS8ioTB9Jc9p+gxSZbhVD2IxdhjhcA4vvTYgZRd/Ywe5ycTc8cXhtrHDMBZzx/4jDaBs6YjSIE+Uspg7DuyGscP7zGgAYFknEtKhO3aVIuV3YSA3aS5qEm/j1RVnhlM5ibIldZwhoawJGS0TlnUdZGwLCWXW67i88i49Ev1ool8PJMcZnxrr8B2P++80RTWGW/VwMztIyFHHGYbbvBFzYj3ubGJ9USW9ogA0FpcwqBouQFlSGEJ2mjPCtFe6MsUbNGYqxi7civRbJ5F+i3pxqZKOGVSNun6coWIwH4Uxt5FwdhvDKZxk7MKtGDRmqkBxfecTF4WKwt37bQHR9/L6dxcVnxo+oConCRZuPWf/HQA273XD6UMuWLt1H6Tb7cG/r63BX34XsHmvG/pJSiE2IhjO9tQ9+NiIYMS27sELQwh83v0ALp9q24Mn81+1ZRfWOXfPHnxJYT42L5mFg2d8ocFlr5yfuLzwPPEJAEB+sDIi7t1E+B1/xEYEY/NeN5gvWEb5ewFAQinvZwB6IuL1ia5HFOsT8lNsUJebgPSjzH2CsNqkq9Ynzp+/gKb6OvTl0blXfqg6w63ayGY1k7PyuiOXcH6XPX6ez3q/8E3xK8gPZdYUTDJfiBcxIfjVbgYjbJHTL0zxftCZhjlrduD+xWO4f5G6Rz7O0Bx6FrzPVbsD5eFjMM7QnGX9jWxWQ3l4m6ZgzQSij+Dm7p0ZT1wOxypPEjIPfsoXhCb6B+SnPcXxA7s6lQ83ZlvMRmJUKObbruc5jbKqBsOtet7ytRRnZgBwPe0L1822+NGY9XdbaWE+lFWZz2+YzF2MuIfBcJg3jRG2aY8bU7wJU4xgt9kFPqfd4HOa+lx/pgXMFvzI87v0dKYO7QOAu7u3vKIyo907tsm85WsZgncAmGG1EBF3/XHMZRPD1ZzEbrMLJkwx6lSdEx+FilwPQ66rlSY/xPAZvPdVUoPVGG7VmuYr0a/DfG2G83lEuq+Dv8NklunrygsgNZh5vqY+zRrFz8JwZ3vbfG2y/QGmeIpjp2LC4q1I9T+JVH/qfG2orhk0pnf9fE154gwM1TVDpPs6RLqvozybsHgrFMe2zcHOWxJjSW6O3WWpxFoZq/ckIfPgJ64glCY/hCSbz6NYlC3mq0d+LLFxUp0ZSxFWkw7VCq0Oe6Qge/ovDyCjQdwa01RbjgcbJ+Dpb+s7LcquzoxFTqAHRlo7YbjlRvTqS8PnJjrygs4iJ9ADSpMtITWU/SY6P+JlUUCK0zsKy9P9XFGTHQ/dzWd6nIguwpl623SK9zZUJIf1yLqyY6WdHWaamOBddSVkBvJ+07/erPkI878Io3nMAz6D2TZobqyH137iJkEbh52YZrUUnz42Y9t8PWQlPWEpyjaYTUw6nwTfRHLUAzgcOA2Thavg4868Ubh0y14oq49EdlIswvyJGzMdDpyG7ow5kOJwo1NPYeOhM3gWeR/J0SFIjnoAbePZ0DYyh/4sa+6JhQTZbsJur+g7V7Fs+TL06tVLqPl2hvb99BAW/TTphEoKsmf++gADhrf100EOE5Dgsb7Touw3GbHIDvCApo0TfrBq66dz751FdoAHlCdbchST8SpeFpT+w8ZAy9YV1dnxSPAgJqbCEKILi6FTCXFk5fNHjHqR7ceOsO3UfjrJaxvKk8MwecvX00/zg9pEIwBAYeoTirC6MJVYrB7R6m5ACrLXnYuA8ijiBrq6N2U4vnAMbh5Y3WlRdmFqDKJ9j8PIdjv0l25GbwkaWhrpiLt+GtG+xzHKaC5HUbQoRMYtjXSEnd0LI9vtAr/fizB//KA/CxqTWd/mKEY4mJqaYoCsLIqfBEJ9lj3P6ZT0rFAQ7oOh05gP0Svrz8Pn5gbGRTojrZ0wdNpC/P2xBRHO01GTlcBSlE2Oz0tiA1GRHI6J609AdeZyvGi9wKI9o5e4QEr5B9Rkx6Mg3AcAcWHPYJ1ZAl8u9G9C28ED5UmhqEwJQ0VyOBS1TaEw0QzKU5hvqOMnriCUPLmNAbKyMDXl7CjVlegaEt9nSXFRFGF1UhyxmDPVlFhwJAXZV4JiMGYicSteVXkpLHQ0sHuDbadF2Umx0bjoeQRrHHdhhYMj+tGk0ECvg5+XJy56HsGMOfM5ipf5EUTzSgO9Dp4HXLDGcZdQROeizhcAls6k3lh42HkjYsKDcej0JSaxNT9xO/Ig4BoMTSyg3+6WUDFixAgPOzs7mJiY4E1lBeQVFHlOZzHfBn6XzsPmR2axopX1YjQ0NDAEv1ucd8N6yXK0tDTDTH8iEuNiWIqyrayJ8c+dWzcQEXIfR0954Ue71Ti0h9nh0HnPAYwYqYnE2Bj4XToPADh6ygumsy05ukSLio7iZk5I0qTw2/kriIoIZbzrCvt1sJhvQxFki7L8Y6e9Ef4giPI3sphnDc3RnT9kdPPPK1i+rGetpxiPHw4AiEnLo4iHY9LyAADmk4h5HSnIfujpCJ2RKgCAsur3GLXiAOyP+HZalB2Tlg/3a+Fw/tEUW2ymgybRG/TGFpwKeAT3a+GYN3UcRqsOZpteFCJndtyITIL55FEw0WF9KHecmhIOr5uLuPRXsD9CXJwiTEfsngC3Nuhp9OrVCyuWL8PNx7f4EmUDhOtxVbQv5PSZBRuyk+bi75YGhohXydIRcno2+O/nFrzYPxP0lwlsRNmEe2Lt09t4lxYBNTt3yE9bhiL/g0xxh8zfgb6KI0B/mYCqaOLzpGbnDpnxZl3uNMYv3/ShQWPtabxPj2K86yAjWwzQmdNp4TI/kO3Gqb2+6UOD2soTkH4eRvl7DtCew3QAX9TvVfv0NmR62HxVZhRxiOF9dixFkEs6VJNuzKQgW3vffUipE2vvLW/LEeekjcyzGzot5n2fHYvXdz0xbK4jhphvwLd9afjSREdJyDm8vuuJgTpzOAqNZ/hWdqp8VnxpoiP/+gEMm+vI1/tJDh0NjaX78T43AZlnCXG/IO0jO94UE1xuoSTsAiOf9uHSmm2fye6ua3dhamoKGVlZVCcEQnHGKp7TyenOQWWUL+QNmPt/uUlz8aWlgXFQd4iVI+SnEP1/yt6Z+MCm/5dr7f+rE27jbVoENFa5Q2HaMhTeYO7/VRbsgMTgEfiQm4DKKKIf01jlDtmvoP/nh1GOPqh5epfRJgrGtpDTndPlguxPH96gNuMx7D0fco/cCUxNTSErK4eMh7egM28N9wStaBrNRfK9yxhnxnxp+ejpC/CpqQFBJxwBEKLgsaaL8eVjM7zWGKI4LY6lKHv0dGIPJSMyAHnxobDc5okJc2wRfm4vU1xj+92QU/kBxS/ikHzvMgDAcpsnRhiYQ6J/z96zl+gvhwW7vZD/9CHjXYdPmYUxM2ygMWkmvpfgfx/xewkaU57aVqugaTS3SwXZAPH3k5WVE/m4gRxP34nx50uUDRD7Oq8jfDDUiHkcrqQ/D19aGhiC3x+snTDEcCH+/tSCSOfpqM1OYCnKVmrd1yltNYGYsP4EVGYsR4afK1NczcUuoCkR+zqvI4h9nQnrT0BBu/v2dfR2+qEs7g6j/sNM7KCkZyWwIJsfOoqrucFvXck2FnbbtryvQmVaNFadEG0/DQCrVtrh6kwTfPrwBt/1l+c5nazOHFRF+UKexdxRrnXuSIqDlS0dMbB17PB830zUcRk71CQS8w71le4YNG0ZXrOYOw5dsAN9B49A3csEVLWOHdRXumNAN40dOgqhuwPNn4hxBtl+g4xtIavDepyhseoE3j4Pw7u0cI/eHVYAACAASURBVLxLi4CMlglktEwhq2vJImf+eBd/E7ZdcL6K3H9/HROIEea877+r6FshL8wHatOZ+3cVg/n43NzAEByPXbgVqkZEPx3kZIw3WfEsRdkqBvMBAIUxt1GWFAa9jSegYbICyVdcmeJq/eiC/kNGoCozHnlhRB+it/EElHXNKYYcXcn03X4oiv2LUf/hZnZQ0beiiKwFiSsqyHbrrvYied0D998BQMeA2INPjo+iCKuT44k9eINW0Q8pyL5wNwajJxB7t2/KSzFvsgb2bbLttCg7OS4al08dwaotu/CjgyP6SUqhob4O17w8cfnUERhbzOcodBaFILmhvg6nD7tg1ZZdXN+Pn7i8QgreO4rVTx9ywfPEJ9j/2yX041Es+jUgXp/o2fC6PtGLJosR64m1YTLuAC0TDNRbAOmxxvi2T+fOqnbp+oScHJ6G+MN40TruCVrRNpmH6IA/MMWSWVOga2aDlsYG+B7eAgCYs2YH9CyW4NPHZhxYoo+XKbEsRdm6ZoSm4GnILbyICYHtnlMwXLASNz2YL/mYt3EPFNV+QF5KHKIDCMMd2z2nMN7IgqNLdE9h5b7f8Tw6GC9iQvAiJgTjDM0xztAcOqaCnXMl27q7ym/P09CbkJUT/foEqYepfVMJWXne9TDGFgtw5+oFzLJZzvRshtVCNDXWMwS/dptdYLbgR3z82IxVsyYh7ekTlqLsGVZEvxxx1x9xD4Oxw+0MLJfa48xhZtOzNdv3Y9hwTaQ9fYI7V4k99x1uZ2BgagnpAT3/sysKZlgtxCDloQgNuIo7Vy9Af6YFTOYuZrRre9z+CEDkvVuMtp63fC2MLRZ0WpANACG3fLFcxPM1cl3t/qMbfImyAcL5OTvkCobPYF5XUzMk5msxv28FQIiSNYwX4cunFgRuMUJlZjxLUbaaITFfe/U4EMXPwmD4n5P4wWwFEi8xXxKkvXwXpIf8gMrMeGSHXAEAGP7nJIZONhe6SzQvfCdBg/HWsyhNiWTUX9N8JVQNrCiCbH4g20/YcQWhIPI6VrD5PP6///3vf/8TaelixPDJsmXLEFvSAt0t53hOQwqu9Xf6UcL6yChgwlrqrTEf62rR8uENmmrL8e5VKkOATIqiA1pvKWX3O0nHcFLMPPdKPpOD6N2VGhi7whXD/z979x1QU//HAfxdNKQlq5LxhIfIbhGZRXoIqSRlPR7rQSF7z+zwUDb5WdkjmaGySomG0bBVKu26Wvf3R84lrXvTvefe+rz+etzOPd/POXq+zvl8z+d8hhR/M39VKitOfrdhfqZj5YxWg/7mJeI/3L+Ax9snw3DWnt8uXOcnRkFi/bnAvrxYBRn313GOHTuG0aOF96YbLpcLw+49oKGjj7Hz1lf8BSLU7tVljSeqscoaH+DveF8/C8TyceaICA9Hq1Ylb5KrkpSUFIxmuaN5L/5u+piC614Ljhb7rI6aBq+7MoOTlgROStE8nRwdwusQzRRFnxrZuNw/M379nOmSPcKz5Dx9zrE1OjuuQJuhwpuny4qzNEx36T7Lz6Jxh54Vfl+QfVc2xrzsdDzaMZ3XuZzRbqRzmX9HPxfYA8D7+xfwcNvkEp3AKxv/O/9zeLR9KoR1OXv8+HHY29sLVKTMFFzbrz9R7DOlBhoYOqf425eyUhKRkZyA1ISP+PQimNfZmhlvqUm9cv/M+PVzpkv2Yp93kP/poRVOVjrWmjfHoOmrYWz7L9/HJKjS4mRiWnDxNa+LeFnHUxrm+9MP+leqyzY/MYpiW0H29bPTqyZBt5Esjh07JtD3Kmvr1q1Ys3UX+m26B2kZWZGMKcmE0b26ovFENdbvEvTcFOblwtelN5bMno7Zs4WXKGHmd0GKlJmC621Hzhb7rJGGJha67iy27dekRCR9iUP8pw+IePqE19maGa+bpny5f2b8+jnTJfvey4RiBcGZ6Wno3bYxnJe5YswUJ76PSVClxcnEdPP5B14X8bKOh5/9VcV+Kxrv56J5ALh+0QuLpjpinbsnrwBckG1Lw8R/4lZgiUL5yh5HN015od+fEiJJuFwuuvfogU56Rli6dhPb4UgEfrtXV+V4ohqrrPEB/o43JOgxbCz6I1xE+ZT9Cxxg3bdbxRvjR8H1yZWTin2mUV8V22YWX/hMTM1Ewtc0fPiSiuBX73hdl5miaJWBTuX+mfHr50yX7A/nXIt1cE7P4qDpiAVY848lZlhVrjCfH2XF+SsmzvvuLuUWiTOO+DzETLdTuLxhOkw6l1ywF2RsQZS3z8r+jFHeOajssfztehQyGm2Eej8aHR2Ndu110dblDJRa8vf/Rk0nzO7VZY0nqrFESZDzWJifi8jlfbF87r8iuV8VpEiZKbju5Hyk2Gdy9dTRdtyGYtvmpichNzUBnORPSI99yutszYx321Gj3D8zfv2c6ZLd2+NVsY5C+dnpuDelDVrbLUczc/5fxiKo0uJkYur1Xxivi3hZx1OWT3eP4eXBuSWKqPn1cyfrn7WdsLlYp2xhxirofhgR7tPR7w95oecjt27dilWb/0OH1XcgXZvykBXht5NURfv4ne//LkGP4e2plWiQFIonjx9CSkpKmKFh69at2OC2C/8cuI9aMnJCHas64Ld7dVWOJ6qxyhof4O94C/K+Ye9EY8x3Em6em8FcTxsvP1/s+RlSNn67V1fleKIa63cJem4ijq6AYnwIgkQwT3O5XOgZdkdi/c5obstO11JJUxWdrgPGa1Zpp2xhEuR4M2KCEblxJCIjhJ8PBIquM9Zu3QXzbX6oRevvFRJm9+qyxhPVWL9L0HNTkJcLH2cTLBby+jtQ9Nx3UnYhVu48zPd3mILrTQfPFvusobom5q0rvgaf8n0NPuHTB0SGPuEVCzNF0d2bypf7Z8avnzOFxzcjE4oVGmdmpMG0XWPMWOqK0f8Ibw2+tDiZmK4+/cDrSl3W8QiyraAxjZ+5ENbjp/H2e/OSF5ZNd8SqXZ5lFoBXNHZlYuveVPjr5JSfEAzlJ4Sfn9i8YzeWn3qE2rKUn6gIv92rq3I8UY1V1vgAf8ebn/sNK22NMHfmNKFfB3C5XBh17wHtjgaYvmRDxV8gfHevrsrxRDVWWeMD/B1vxNNAzLQ1E0k9DJNXs1h3AY3a6Al1rOqC307XFe3jd77/uwQ5hi+vnsB70bAy8wfUKZuIJW5hgUDbt7aYDL9VVsiIi4GSRktkxMUgLvgGTJadLbbdr12gqxKz34vjSn+A6/nR8ouymcLh8oiimzbT5Zuh3qXojXTvA87+dlF2VSnrPDQ1HobH2ydXaazS0tJVsp+ySElJYed2N/TqZYIBI8ejifafQh2PCOb1s0BMWbmz4g3FALewEIfWzcXMmTNFsmAgqD8tJuPuSitkfI6BkmZLZHyOwecnN9BnefF5mimcFgZmv+ccS5+nQz3LL8pmCofLU1XdtJv2GIogjzl47b2HV5TNNhkFZehP3YbPQdcQ5DEHmnpmaN7LCs2Mh5X4OyvrPDQzHoaH2ybjnf9ZseoCXpbK/BvQ3XoqDjlZIulDNBo0bYWkD9F4ef8axrtdLLYdU2QsDMx+15o3L/Xn13YtLbcomykcLo8gRcVht8/hrudm/ON+k1eQLYiqLsiWRNzCQpGON2PGDOxy34Mobw+0GSbYmxuJcCW/Dka3yVvYDkNoorw9UK9ObcyYMUOo41Rmfh89aQam2AzCu9goNNdujXexUfC76Q0Pr2vFtmOKcYWB2W/vtqVfk2xbtaDcomymGLg8ghQKX7/ohf1u63H4sh+vcLoqCGu/ZR3bQEsbLJrqiGvnTvEKrQXZ9lflFWT/LmHfnxIiSaSkpLDdzQ0mJiawG/s3Wv3Zhu2QyE9Cgh5jww4PtsPgS2FhIZbNmyW2+ZRpw/tgyPxdiP6YiFZaDRH9MRE+jyJwecP0YtsxxbjCwOy36YiSbw8HgCV7L5ZblM0UA5fnd4ueBS3IBoDhJl0w0+0Udp+/W2ZRtiSpzDngR0FhIYTdP75Vq1aYOXMmDp1ciraLrgBSdM0jTjJigtFyLL0AJf7GXtSvKyOW96vNBk5CiKs1suNjoaCujez4WCQ9vYGuC04X244p/BUGZr/3ppR+TRZ1YmW5RdlM4XB5BCkqTnh0AW8uukFv2RVekXNlNDYYgpcH5+L99X0CF2UnPLqAqBMroTvNvVj36oRHFxC+eypqy9dFY6NhYhFraQRdq6+sGTNm4D/3Pfh8fS+0LIT3IlFSJD0mGK3HS86cnh0Xjc+3DuGU3z2hP/AMFP0+7vbYg0en3WE8WnhFF0RwHyOfYMgc4fwbJgyPTrtDSV74eW5Gq1atMGvWTHgeWQTj1T6QoutpsfI1Khhdq+m6TsanKMRcOwB/Ec3TUlJS2L1zO3r2MkEjE3vU0RC/PE51kxETjFbjJOfagW/cQnw4sVSk+cAZM2Zgl8cevLzsgfYjaP1dnCS+Dkb3adVzngaAl5c9oKoguuuSwgLB7iVtJ87AjFGD8D42Cs20W+N9bBQCbnpj58nia/C/dmyuSsx+TduVvga/c/WCcouymSLj8ghSgHzzkhcO7ViPfRf9eMXQVbFtZTCdwxnd+w4EANy4cKrKunLzS9jr5JSfEC3KT5RvxowZcPfYi5vHdsF8vPBf9EX4FxsWBMclO9gOg283j+1CXVnRXAdISUlhx3Y39DIxwV92E9C8JT2/IU4ingZinusutsPgS2FhIXYsny2y+7VWrVph1syZOL5vESw2XaO8mgh8efUEJv9urXhDMcDlFiJw3yLMKuf3kYqyidiRk5NDQU68QN+pp130oHNS5EMoabREamxYsc8B4M3t/+HF2W3QNh0Lre5DIadUD/KqjXF5UvuqC16C6Vg548XZbcUKsgHw/hwXLJyH+oShKmLNzynqSqyqqvrb+6qIoaEhRtnZYc+KGVh24DJq0xsx+SKKjtkvQx5h6Hh2kuHM8fHL+3/uSP3yGUuXLBFSRMXVVVRCYR7/CUO1lkXzcWLkQyhptkTKm7BinwNF3aEjz2xDS7OxaMrM0/Ua4+LEmjdPM3Pvz12pmY7UednpJTp9Mz8XNnmVBtAeMAbaA8bwPstO+gQA6Oy4gu/9/Nptu7IKcjmoq6hUJfsqjYpKUWL5W3Ym5BT4+39Ss01nAMDb0Pto0LQV4l4/L/Y5ADy5fAR3PTdD33I8dPsOg4KyGpTqN4arZfV8MYfXyokAgL1TTUv9eVndo7NSEvHo7F7Ex4Rj1rEgNGhacxfWv2WlQV5e+NckDBkZGexw2worG1to6ptDqYnkFyiIgig6Zie/Ciz3RU/igjkXgsj4FIVX591w1usUZGSEW/bBzO/ZmRlQ4PPfEZ2OXQAAIQ/90Vy7NV6GPS32OQCcP3YQ+93WY6TjJAz4ywoqampo0EgDph2bVvERiIdFUx0BAOOGmJT688p2hBbWfivid9P7t7b9mpSIUwd343XEc5wLCENz7aqbO7MzMwCI5v6UEEnC5FMWzJqCExevQ0aW8in8EEXH7CePHuCfGcK/Ry0Nc3z8OujxH+I/f8ISEeVTlBTrgpObz/f2nVsXXUfcD4tGK62GeBb9odjnQFHH503Hb2CChTGGm3SGmrICGqupoJWtaI6JTYmpmdhz0Q/hsZ8QfGAxWmnx/+AZ0/Xb51GEsMITmMtoM2w6fgPpWZwSXcmZn//qd84BP9KyOFCVr/jBwt+1bOkSHD7iibhbB6BhOqniLxAAoumYnREdBM2BwutwzAbmvPErJy4an72349xp0d2vFnAyUUuev3ykUouiHHvKy4dQUNdGxtvnxT4Hiroov7nohib9HNHYYAhkFOtBVrUx/P/tUMVHIB7CdxflTp6s+qvUn/PbPZrp+p30VPB8NhPDzwXZzJ/Dd09F/MPzvP9mO9bSFOakQ16+fpXsqzwyMjLY6bYVI6xtodZ1EBSouIovle1IlR4VBK1B7MzpTMz84ubn4c0RF9iOGgUjIyMhRVWcjIwMtm/bipE2o9CmpwUaNKO8OD9E0TH7Q/hjdLeZXvGGQsAcH7+S3kch4NhWnPE6KfTrhp8tXbIEh454IubqfrSy+Edk40o6UXTMTn4ZiNYSsK5zjo9GIj8rzM9D2P65GGVnJ7J5GijKB9qOGoVrnvPQds4pSNUW3f9nkqyyHbPTo4LQhKVrB0Ewx8evzzcPQCo9DsuWii53JiMjgx3bitbftQzNoULr73wRRcfsxBeP0c5ymtD2X1WYcyGItE9RCD+7TSTr70DRc99ZcUkCfaft97X2p4/80Uy7NV6FPy32OQBcPH4Qh3asx3CHSehnYQWVekVr8IO7VM81+GXTi9bKJ1mWvlb+c6dpQbYVxPiZC3Fox/piBdkAeH8OEGBd/XeJap2c8hOVQ/kJ4ZCRkYHbti2wth2FLn3/gnqL6vlMaVUTRcfs6NBHMHMQzYtOfsUcH7/i377G1YObcfqU6PIThoaGsLOzw+aF07H12FXIUD0MX0TRMTvsyUOMmjRLaPsvD3N8/DpzaDeS4j+JrB4GAJYuXYLDnp4Iv7QPHSwni2xcSVfZjtnxkYHoOJydezAmZn6FX9qH3JTPWFpO/oCKsonY0dTURO6dxwJ9R0ZBGd0mb0HwnjnQ1BuEx9sno9vkLcWK1oL3zAEAdJ20kfcZU8gmqG9pJZMH2qZjEXvzCCwPR5UobOaHKLpgl0dZqy2AouI6hQY/Omkw50jbdCwrcZXm/gYHxAXfKHGuqzLWnK9FDzdoagp2A1ZZGze4QrdDRxxY64LJK7aLZExSMbYKsgUV4ncdRzYtwskTJ6CsLPj8UxmNNTSQ85X/eUtGQRn6U7YUdVjWH4SH2yZDf0rxeTrIo2ie1vvn9+dpTinzdEuzsYi5cQQjPCs3T1dVF+yf+bs64POTGyViYuJvafZjPlNpWjRPc1ITi22b9aXogey6DbSqPD5+Ys2IewMAqFNfo8Jtmb/Pn4/rd+R8jYO6EOdp5t+AjKQ4yPH58I18XWVYurjh4iYn6PQcDK+VE2Hp4gb5uj/Ow8VNRW9QHTrnx5ueOFmV+13PSil5M6NvOR5BFw9hsc+7YuPyS5Au2MISHx2O2wfWQr2lLobN21GpDtvVSVZyPDQ0RPdAAwBYWFhg8CBz3NnoAJPV3pBTFv5DmKRiklCQXRnf0pPxaKMDBg8yh4WFhdDHY+b3xIQ4NOezKFtRWQVLNu3GGpdp6D1wCBZNdcSSTbuhqPxjIXKNS1GyaKHrTt5nmelplYrxa1LJ+X2k4ySc8dyHey8Tio3Lr6ouYpY0zmOt4HfTu8T5Y/6ORjpOqtS2APA68jncN6zEn+07YukWjyrt8A0AX+KLFjFFdX9KiCTZ4OqKDh07Ytl8J6zftpvtcMh3bBVkC8r3hg/WLJmHEyLMp2hqaCA+mf/rA+W68tjhZIuZbqcwuHsHTFjviR1OtsUKdme6nQIAbJtpzfuMKeIVVGJqyZcfTrAwxkHv+/hwzrXYuPz63S7YZQmP/YQ1R65CV7sJdjrboaFq6cWLo5bvg8+jiBLxM8c6wcJYKPFVhk5zdQDAl5SMYrG+T0gGADRtVK/Y9vyeg98Rn5IBI42KO9j+LmVlZbjv2olRo+wg31gb9Tr2F/qYhD/VrSBbUHkZyYj+bywGmw8S6f3qt5QEKGjw9/90bQVltJ2wGS8PzkXDrgMRvnsq2k7YzCvSBYCXB+cCANqO28D7LL+Suffc9JK59yb9HPHJ1xO9PV4VG5dfgnTBFoZn28Yi6emNEvEzx9qkn2OVj1nZ4mlRxZqfFg8NjR5Vsq+KWFhYYLD5IPjuGIv2iy5BRonykMLC1gPPlRF7bAkKE2OxeeMFkY5rYWEBc/NB8Fpih3E7rkFBtfId7EnVYasgW1DZqUnwWmIHcxFdN/xMWVkZ7v8VXU8rampDvcsAkY5PyiYJBdmVEXZoEb7Fx2DThvMiH3vzxg24qtsRb44vgbbjhoq/QCpNEgqyBZXy/DbenlqFkydFlw9kMOvvd9c7wHSdN+Rp/V0sSEJBdmVw0pPht1506+9AUU4j4FGQQN9RVFLBgg274Tp/GkzMhmDZdEcs2LC7WDGw6/yiv6N5635ag8+o3Bp8Silr8MMdJuH80X24GZlQogiZH4IWPEuCP9roAAASPn1A4yY/it+Z8z7cQXQv1UwU4To55SdEh/ITFbOwsID5oEH4z8kG8w/dglI9yk+IA7YKsgWVkZKE/5xsYD5I9PmJDa6u6NChI3Ysn4M5P/3bTdjFVkG2oB7euYbdaxeI9PkNoCivtvu/nRhlZweVJi3RTI/yasLEVkG2oN4/uYXHh5ZXWJ9FRdlE7HTq1AkpGzaiMC8X0gK8IaVBu+4AwOt83bhT31K3y4iLgZJGS+Rlp+P15Yof1tToZoa44Bv4GhUMtdbdkJedjuhr+0tsp9V9KGJvHsHry7vRatDfkFMpugD+Eh4Av1VW6OiwQqyLKOq30QcAvLl9FH8OmcYroot/6gsA0OgqPv+4NOtphbjgG4h/6oumxj/eMM/EqtV96G+PkfY+EjKyctDR0fntffFDXV0d3lcuo3efPmio2RQj/pkrknElkTA7Y4sTfo/z7aswbHeZgHkuLrC2tq74C1WkW5fOePwuXKDvNPw+TzOdr9U7lzFPf46BkmbRPP3yUsXztKaeGT4/uYHk18Go/2fRPB3lU3Kebtp9KGJuHMHLS7vR2vxvyH+fpxPCAnB3pRU6O65Am6Ginaeb97LC5yc38OHBJV736bzsdLy7d5oXM0P5+5ty3/qdRssBDlBo0ATZSZ/w4dFlAIBaqy4QptJizfgcgw8PLwEAGnz/d+TnbeOe+qLZT/N03Pd5umkVzNMAkP4+EoadO1XJvkqjo6MDWVk5xMeEC9QRoUXnoge6mc7XrQ1Kf5A46UM0GjRtBU5WOu6fqDgB0dZ4EF7ev4YPEU/QtL0eOFnpeHR2b4ntdPsOQ9DFQ7h/YieMrP7hFTTHhvjhkJMlBk1fDWPbf/k+nt9VVpF3WR2y0xI+YteEXujjOBf9/14s9PjEXX7eN8S/fY1OnYT3u16W/x09An1DIwRunYgei06ilqzwu6NJImF2xpZUgpyTglwOArdOhKaaIv539IgQo/pBR0cHcnJyeB3xHM1b8v9G2a7dewEAr/N19z6mpW73LjYKzbVbIzM9DUc9Ki5CMjG1gN9Nb4QFB6JDNwNkpqfh1MGS10AD/rLCGc99OOrhBtsJ03iFv0EBdzHFZhCcl7lizBQnvo/nd5VV5P27nayFtd9BI2zhd9Mb9+9cx0BLG97n9+9cB1B0fiuzbfynD7AbYIC/nRZi6rzllYqtIlGRYZCTE939KSGSRF1dHVcuX0afPn3QpGlz/Dt7PtshiS1hdsYWJ/weZ2T4c8yY6AAXEedTOnXuguexUQJ9x7hDUUcGpvN1/25tS90u+mMiWmk1RHoWBzvO+Fa4X3Oj9vB5FIGgF2+hr9MC6Vkc7LnoV2K74SadcdD7Pnac8cVkSxNe4a9faBSGzN+FNf9YYoZV6TkeYfn4JQXGUzfBZbQZlowdXO621n27wedRBM77PcVY86LcVHoWBydvFz0gONyks9Dj5VebZkWdyU7eDsI48+7QalQPH7+k4IL/MwBAtzbNeNsKcg4q61tePl6/ixfZ/ai1tTWCQ0LgtnM62s47h7pN24lkXEkkzM7YNQG/568wl4MY90loWl8Rx456CjmqIjo6OpCRlUPG+wgoaLTk+3v12hbNb0zn6/od+pS6XXZ8LBTUtZGfnY73Pu4V7rdBFzMkPb2BtOhgqLTqhvzsdHy8eaDEdo0NhuCTryfe+7hDy3QiZJWLcu8pkQEIcbVGa7vlaGYuuoctyyryLqvrtHr34Uh6egMJgZfRpI89gKKi9fj7ZwAUHZ+gWtstR9SJlUiJDIBSi468AuqERxd4PxeXWH9VmJ+L9E/RIs1HHjvqCX1DI7zePQk6zschTXnIUgnaeUqcCBL7hys7kfjgNPzu3YW6uroQoyrd/zyPwMCoO86uHAc71zOoLUe/j6URZmdsccLvceZ/4+DsynFopKqI/3mKJs/9K+Z6evvOqTBefgEqzduzEockEGZnbEklyDl5dX47Pvh5sTZPq6urw8f7Mkx694FsfS1oWUhGYQQbBO2MLan4Pc6sD5GI3jsdLvNEmw/82f+OHoGBYXcEbJqAvktP0fp7GYTZGVtSCXJOCnI5CNg0AZr1RLf+DhQ9971h40bk5X6DjKwc39/rYlS0Bs90vjbqXfoa/PvYKDTTbo3MjDQc52MNvqepBQJueiM8JBC6XQ2QmZGG04dKrsH3s7DC+aP7cNzDDdbjp6He9zX4J/fvYsaoQZix1BWj/xHdGnxZRd6ldb0WZFtBdOz2/RnP4wcxeooTr1j94fe18h59B1Vqv5UR/SIMsiJcJ6f8BH8oPyEaRz2PwNCoO/bMc8DM/85BVk6wbrM1hTA7Y4sTfo8z91sO9sxzQAMVRRxlIT+hrq6OK9/rYRo1aQaH6S4ij0FSCLMztjjh9zijXzzH6pnjRP78BsPa2hohISHYvmUyBq+7hPp/UF6tLIJ2xhYn/Mae/CYC97ZM5qs+i4qyidjp378/uNxCJEY+QONOffj+npJGS163am3TscW6PQOA4aw9eLx9Mq7PKv2t3kyx9q+YAmDfxT8ebOrosKLEdo10e0LHyhkvzm7Di7Pbiv1Mo5sZmpuwk8zjl0KDJrxz9Gv82qZjodHNjPfnMzZFD4ex1d1bvUs/aHQzw+Ptk/F4++RiP9OxckYj3Z6/PcaX537oZWICGRmZ394XvwwNDXFg/344ODggMz0VDrNXQUpaWmTjE8nz7P5tbJntiIFmA7Bu3TqRjm1maoorc+aBW1gAKelafH1HSbMlr1t1S7OS83R35z14uG0yrs4sY57+Xqz9K6YA+NaiH/N0Z8cVJbZr3KEn2o10RuSZbYg8U3ye09QzQ/PeJJW86AAAIABJREFUop+nmxkPwzv/swjymMPrFM5oN9IZjTv8mM9UW7SHpp5ZqfG3NBsL1RY/bgBOjSyap6uyu7dGl37Q1DMrNdbuznuK/X0y2z7cNhkPtxWfp389rsriFhYgMeI+zCZsrHjjSpKVlYVJ796ICboL3b7D+f5eg6ateN2q9S3HQ6Vx8S7mNssPwGvlRGy31y/1+0yx9q86DrDGy/vXsHfqjwWIQdNXl9hOu6sJ+jjOxV3PzbjrubnYz9oaD0JnM1u+j4UNUYG3AaDU+BlMIXdZhd3VydvQ++ByC9G/v+i7hCkoKOC6z1XoGxrBf+VwGLkcgbxqI5HHQaovTuoXPNo0FrUyE3D98SMoKCiIZFxZWVmYmPTGY//bMB06ku/vNdduzetWPdJxEtR/eis0AKxz98SiqY4Y0bNDqd9nirV/xRQAjxtiwvvMeZlrie30e/bB304Lsd9tPfa7rS/2MxNTCwweac/3sVQn/BZrG/cdCBNTCyya6ohFU4t3DvvbaSH0e/ap1LYP794EgFL/Xhi/26X8sf9tmJj0Fun9KSGSxNDQEPu/51PSUlOwcMU6SFM+hZTDz/cmpo61g6mp6PMppmZmmDfHBwWFhajF5+9pK62GvG7VEyyMofVLt+SDCx0xYb0nuk1cW+r3mWLtXzHFygOcfjzAtuYfyxLbmXRuDZfRZth0/AY2HS/e1dPcqD1G9S/93laYbge/BIBSY2IwHbqt+nTF6TvBmOl2itdVnOEy2gwmnfl/CdvPVAY6FRunKuhqN4G5UftSj2uChTF0tX/kXgQ5B5V1/3k0CkV8P7p+3Tq8eh2FqxtHoNWUPVBt31tkYxPys7y0L4j6bzzkcr6I/H61l4kJXkX4obEh/y+2VFDX5nWrbtLPEfL1i+fedae5I3z3VDycZ1zq95li7V8xBcBPVv3F+4wpJv5ZvXY98YelE95cdMObi8XnngZdzKBuzP+9NxsaGw1D/MPzeHlwLq+rOOMPSyfUa/cjn11WsfSv1I1HIuXlQ4S4llx3+J1zIkislZX68qHI85E/5yEjNlqhzYxDkFWhPGSNwy3EG691+HjNHUePHoWhoSErYSgoKODaVW8YGHWH5+whsFl9DIpq9PtIypb59Qu8ltojPy0B9x49FNl1Q2nWr1uH16+jcHXFMOg57RPomStCKsLlFiLi2BpEXd7N6jwNFOUDDx4oygfmZ6WhhfUiQIrygaRsqeH3EOUxGeYDTbFexPnAnykoKOCajzf0Dbvj1rJhMFngiTq0/k6qUE7qF/i5OkIq4wuuPRbtdUn//v3BLSxEyCN/GJrw3wCqmXZrXrfq4Q6TinVmBoBVuzyxbLojbHuXvgbPFGv/ymyYLQJuemOS5Y81+BlLS67B6xn3wfiZC3Fox3oc2lF8rbenqQXMR1SfNXh+i7UbN2nKO++/npPhDpPQ01R0XVcD/W+jtwjXySk/QQCIVX7C56o3DI26Y8ukwZi27SRU6jdmJRYiGdKSE7DbeRRyUhLwmMX8xM/1MBlpKZiyYA09v0HKFeh3C8unj4EZC89v/Gzd93Vq70VD0W/efmh1Ee2L6Yl4+Pj0Dnw3/g1zM1O+fh9pdiNiR01NDf36m+LTw4sCf5fpkNyiT8lio6bGw9Bt8hben3WsnDFw+wOYbirqGpIU+bDUfTY1HgbDWXt4RcndJm8ps+N1e9sFMJy1B9qmY3mfdZu8BXpTtvE6Z4uzpsbD0G/tVV78Gt3MYDhrD7pOEl7BW2XIKCjDYMauYn8v2qZjYbLsLNrbLvjt/Rfm5SL+iQ/s7Ub99r4EZW9vj1OnTuH6iT3Y7DwGOVk1oys0EQyXy4XP8b1YO9UKo2ytcfLECUhJSYk0hmHDhiGfk434Z/cE+h7TIfmPUubpZsbDoD/lxzzdbqQzBu94gIGbi+bpxDLm6WbGw9DdeQ809YrmA/0pW8rseN1h1AJ0d96DlmY/5mn9KVugP3Ubr3O2qPVacLRY/C3NxqLP8rPoMKrkfKY/dRv0p2zhbaupZwb9KVvQacwSoccpo6DMG5/RbqQzBm4u3g2b2dZo5i6+j6sy4p/dRT4nG8OGDat4498wytYGr+57Iz/vm0Df0+1bFFeXQaNL/KxD/xGwdPnxcGIfx7mYdSwI0w/6Aygqwi1Nh/4jYLP8ANoaF71x1NLFrcyO1/3/Xgyb5Qegbzme95mlixuGzdvB65wtri5uEt0bZiVB+O1z6D/AFGpqaqyMr6WlhQcB/lCr9Q33Fpsj9W04K3GQ6if1bTjuLTaHWq1veBDgDy0trYq/VIVsbW1w99pl5OYKNr8zHZL/snYo8bOBljZYsunH27X/dlqIcwFhOHErEAAQ8tC/1H0OtLTBOndPmHxfvFyyaXeZHa+nzluOde6eGOk4iffZkk27sXSLB69zNimdorIKVu88WOxcj3ScBA+vayU6XAuy7RqXaUKNOzf3G+5eu4xRo8T7pSqEsI3JpxzZuxtTHG2RmZnBdkhEDHG5XBzZ546x1kNhY2ONEyzlU7I5ubgT8kqg7zHdnEebliyAturTFTucfvw74TLaDMEHFuO+e9Gbx++HRZe6T6s+XXFwoSPMjYpe8rbDybbMjtdLxg4uKv62+FHMt8PJFjud7Xids0Xp1+LqipxcOanYsU6wMMblDdOF1mH6d+x0tsMOJ1terOZG7bHDyRYrJxbvfCroOaiMs/dCYTqgv0jvR6WkpOB18gTGjLLBSzcHxPseArhckY1PCABkvY9A5Lq/0Fj2Gx6ycL86epQtvj69hsL8XIG+x3RI1uhpU/JnRsPQdsKPlx/+YemE7hvvw3DNLQBAysvSc++NjYZBd5o7GnQpyvG2nbC5zI7X2lbzoTvNHU36/XixVdsJm6EzcQuvc7Y46+R8pNixNunniK4LTkPban6l9ier3ADtJ+8sts8GXcygO80d7Sfv/K1zUtWx/irx8QX06z9A5PlIJg/ZSOYbwtb8hcz3ESIdn7CrgJOJV7sm4cudQzh16hTs7dktfNDS0sJ9fz/UBQeHpg9AfHQYq/EQ8RUfHYZD0wegLji47+8n8uuGX0lJSeHUyRMYY2eDh672iL1+kK6nSZXIz8nEk60T8e7GQbGYp4Ef+cDEO4fwevckFHDo+SpSCi4XcbcPIdLNAfajbOB1UvT5wF8VXff6oZ40B9fnD8LXN7T+TqrG1zfhuD5/EOpJc/AgQPTXJWpqahgwwBS3L58W+Lv9LIrW4AePLLkGbzrUBgs2/FiDHz9zIU7dC4Pn9aI1+KePSl+DNx1qg1W7PHkFxAs27C6z4/U/Lsuxapcnhjv8WINfsGE3Fm304HXOrmlMh9pg30U/3jnpaWqBVbs8MW/dTpHFkJf7Df7XRb9OTvmJmk0c8xMB/n6QLeRgvWM/fHj1nNV4iPj68Oo51jv2g2whBwFikJ9g7tfOe3pg2VQ7ZGfR8xukJC6Xi3OeHpg3fjhsbdiph/kZk1ezt7XB9ZWjEeF9gPJqNQmXiwjvA7i+cjTsbW1wis/8gRSXS78lRPx4e3tjuJU1Bu0KhpxyfbbDkQii7l59xqYxa52yBSXouXl75wRivNbg4/t3rL0lKDAwEEOGWqKAC4yatRx9h41hPSlMxMObF89w2HU+IoMfwNXVFS4uLqzFMm78BPiGf0CPBcdYi0GSCKN7dUXjiWqs31WZc/PA1R79dJvi8KGDwgoLAJCdnY2mzVug99/L0XUw+4vLkkDU3auXmtSTmE7Zgp6brNQkbLXpiHNnTsPCQnRvmi1NWloaRlrbwNfXFy0HjkN7m3mQqavCakxEMuVlpSHCayNirh9Gv379cOa0F1RURP+7lJ2djebNW2D64rUYautY8RcI3x2p2dBNU14s4yqNoOfx0ilP7Fq7GO/evWW1yw4hkiIwMBBDLS0BSGHe0tWwtnekfAoBAIQ/D8XKBbMR+PA+6/mUCePH4dOLYJxe9TdrMUgSYXSkrioqA53EMq7SCHoek9IyoeuwGqfPnmXtfnTTpk2Yv2ABVP80QLNRq1C3mS4rcZCaIz87HR8vbET8HU/07dcPZ1m8X23SrDk0hy+GhonoXx4sifjtXl2V44lqrN8l6LnJzUjGo9l6OH/2DGvzf1paGqysrXHH9w40+jmi+fB5qK2gzEosRAS4XMQHeOHjeVco1JaC9+WLMDAwYDsqHiYvfsfXF3qWE9Bn/ELIK1JenACczDTcPbQeTy4eRF8W89zlYa6nG+kYor3jaqj+UXp3SULKxeXi3d2TeHlqPRRqS+GKmM3TQFE+0GKIJbLzuGgyYgEaG9sAlA8kADLfheP9yWVIeR2IDSznA0tTdJ1hDV/fO2gzaBw62c2HLK2/k0rIzUrDsxMb8OraYfTr1xdnTp9m7brE29sbI0da4/yjKKjWF/8XtIkDfrtXV+V4ohqrrPEB/o73ipcn9qxnb52c8hM1jATkJ6ytbeB7xxd9Rk6E5dQlUFCi6wYCZGek4aL7Gtw9cwD9+vbDaTHLTwQGBmLoUEsUAJg0dyXMrR3o+Q0CAIiKeIYdK+fieRD79TCl2bRpExYsWACNdoYwnLQWDbQpr1adJcWG4fG+xYiLfCzw7yN1yiZiycLCAt17dMeLkxW3eyei9zUquFjX8eokn5OF16c3YN2a1aw+8G5gYICI8DDYjhwBj+UzsHh0Pzy8cQEF+XmsxUTYFRsZil2Lp2CedS/Ulc5HYGAg6xega9esxpeIB4h/dpfVOEhJya+Di3W0rm7in93Fl4gHWLtmtdDHUlBQwNrVq3D34Drk5mQJfTwimA8RT4p1Ha9ubu9bjR7du7NekA0AKioquH7NB/v27kFy4EXcmNUdLy/sxLe0JLZDIxLiW1oSXl7YgRuzuiM58CL27d2D69d8WEsEKygoYPXqVfDYuALZWdQ9QZKFBQcW61BenWRnZcJj4wqsXr2KCrIJ4ZOBgQHCw8JgNWI45s+aAssBPeF98Szy8yifUlOFPXuK2dMmwqK3IVCQJxb5lNVr1iLgeTR8g1+yGgf5PUEv3hbrUF7drDrsgx492L0fdXFxQVBgIFoqA89XDULMQWdkvafuUaTq5aUn4dPV//B8kTE4Ty9j3949uMHy/er6Navx/sJGFHAoHylu0qKDi3Udr27enlmP7t17sDr/q6io4Ma1a9i3dw9yQi4jZEEPfPDehbx0ykNWJ9yCPCQFXUHY2iGIOeyCsaOs8CIiTKweeAZ+5MX37t2DaL/z2OWgh/sntiMrNZHt0AhLslITEXDcDbsc9BDtdx57Wc5zl4e5nm6myMWdhWYI2T0LqW+o6zvhT2FBHj49ugy/pYMRuncuHEdZIVIM52mgKB/4IiIMY+2sEHvYBeHrhiDpyRVwCygfWFNlvgtD1AFnPFs1CNrKQJAY5ANLU3SdUXTdm/D4Ii5NN0L4uZ3g0Po74RMnLQnh53bg0nQjJDxm1t+vsXpdUvTcdw94bFjKWgykbOEhgcW6jouznKxM7N/M7jo55SdqBknKT1y75oO9e/Yg9NY5LBnWGT6HtyHjK+UnaqqMr4nwObQVS4Z1Ruitc9i7Zw+uiWF+wsDAAOHhYbCxGoFNC6dj6vDeuHv1PPKpHqbGeh0eivVz/8Hff/WAnJR41MOUxsXFBYGBgdCsy8V55wG4t30GkmIpr1bdJMU8x73tM3DeeQA063Ir9ftInbKJ2AoPD0eXrt1gsvIS1Fp1YTscscd0g2YIs4v168vu+HPIVKHtv6pU5pyEH1sN6Vh/PH8ajFq1agkrNIGEhoZixYqVuHLlMurUVYSuYW/8odMJ9Rqqo44ivXmtusrl5CAzLQUfol/gRZA/Pr2LQXvdDli0cAHs7OzE5k1Rq1atxo79R9F3wy3UkpVnOxyxxnSDZgizi/WrS+5oM1T85+nKnJOCXA7uzB+AmX87YNky0STxCwoK0LmrHurp9obZlBUiGVOSMd2gGcLsYn3/1H8wtv1XaPuvKpU5Jx9fBOPgv4MREhIMXV3x6gaWmpqKDRs2wH3PXmSkpaGRjj6UtbtAUb0FZOuqQkqa3v1FAG5hIXKzUpEZ/xbpsU/x5UUQlFVUMWXyJMyfPx+qqqpsh4iCggJ07aaHLsb9MXPJWrbDEXtMh2eGuHSm/p+HG8ZMcWI7jApV5vztWLMYT+/fRkjwE7G5PyVEkoSGhmLlypW4fPkyFBWV0MOkL3Q7dUajxhpQVFZiOzwiJJycHKSmpOD1ywg88r+HN7Ex0O3QAQsXiFc+ZfXqVfjfgT3w2+mMOnIybIcj1pgOzwxx6Uy98+wdzLDqy3YYFarM+Qt+9R6D5uxEcEiIWNyPcrlcnDhxAmvWrceLiHAoafwBhT97QEHzT9SuqwppGcpJEsFwCwuRn50Kzpd34Lx7itTXT6CkooKpk/8Rq/vVjl26Ibt5T7S0WcJ2OGKP6QbNEGYX6/c+HmhmPkVo+68qlTkn6bFP8XTtMDwVo3wkLw/psRcZ6Wmo96ce6rToAvlGzSFTVxWgPKREKcjJRG5qPLLfRyDtRQDyOFn4668hWLliOTp37sx2eBVifh899uxFenoamusaQL1NV6hp/gF5JVVIS1PupjoqLCwAJyMVXz+/QfyrELwLD4SKiiom/yM+ee6K/Ho9rar5B1R1jKGs1Qayiqq0xk948nIywUmJR/q7cCSF+SNXwuZpoCgfuPz781UydRSh3NYYCs10IavSGLXqKLIdHhGSwlwO8rNSkf3pFbKiHiIj7g102utiyaKFYpUPLM+v6+/q7fSh2rIrlNRbQE5RBVJ0nUEAcAsL8C0zDRnxb5EaE4L4yCAoq6piiphdl4SHh6Nrt27wOHsb7Trrsx2O2GM6RzOE2cX6+F43jP6HnXV1QY9z97rFePZAfNbJKT9RvVS3/ETrToZo3r4bGmn9AQVlyk9UV4WFBchOT8WXj2/wLiIYUc8eS1x+IjQ0FCtWrsSVy5ehoKiErj16o3X7zqjfSB11qR6m2vrGyUF6agrevI7Es8d++PAmBrq6HbBQzOphysLk1dauc0VkRBjUmmijka4x6jVtAzklVdSWrcN2iEQA+bk5+JaRipT3L/El4gG+fopFu/YdsHhR5X8fqSibiLVZTs44dNwLJqu8Uae+JtvhiDVRFmVLCkHPyafH3ni07W/cu3sXvXr1EmZolRIXF4crV67g5q1bCA19hvi4OGRkpLMdFhESOXl5qKnVR7t27dDbpBcGDx6Mbt26sR1WCRwOB3/qtEPtZl1hMGMXIOYXx2wSZVG2pBD4nHC5CNw5HfnvQ/D6RSTk5UX3kIC/vz/69OkD21WH0c5kiMjGlUSiLMqWFIKek/TEz9g/zQwOo6yx3W2bMEP7LRwOB7du3YKPjw8eBQYhNiYW6WkpKCwsZDs0IgakpaWhrFIP2i21YWSgD3NzcwwYMECkczc/mPl9w97j6Dd4GNvhiDVxLcqWFIKeP9+rFzD/n9G4K6b3p4RIEiafcuvWLYQ+K8qnpKdTPqW6kpeXh1r9onyKSS/xzqe012kLvZaNsNdltNgvNrJJXIuyJYWg5+9zUioGOO+AtZ0DtrmJ37kODg7G1atXcfeeH8IjI5H69Styv9F1KRGMtLQ0lFTqQVtbG90Nxft+tXefPtD9dx8a6Q1mOxyxJsqibEkh6Dn59jUOoWv+wnh7G+wQw3zkz3nIh9/zkBmUh5Q4dZWU0bixOrp16QxT0wH466+/oKGhUfEXxczPv4+PA58gNjYGaan0+1hdSUtLQ0W1HrS1W8LQQE9srxv4xbue9vNHREQEUuh6mvykrpIyGqt/n6cHSO48Dfz0fNXNWwh+GoqEhHhk0fNV1ZasnDxU1dSg264d+vQ2Edt8ID+Kr78/QWxMDK2/E54f6+8tYSTm1yVOzs446XUaey/4oZFGE7bDEWuiLMpmkyDHedfnAhZPEc91cspPVA/VMj8RVHTdQPmJ6ouXn2jZEob64n0dUJES9TDxccig5zeqLTl5edT/Xg9jIsb1MPxg8mr3/PwRHhGB1K9f8Y3yahJFjskftG9fZfVZVJRNxBqHw0FPkz74kJ4P4yVnUUuO3iRBhONrVAgCVo/AiuXLsHDBArbDIUSihIWFwcDQCK2GTEN7Gxe2wyHVWITXJkRf3o3Ax4/QoUMHkY+/fr0rVq5ajXFuF6HVTk/k45OaIY+TgyPOQ9FQoRb8/e5KZOKMEEnj6uqKVatWw+P0deh2pbd1E/aFhwRhivVALFu2FAvo/pQQQqqtsLAwGBkaYubI3lg4ZhDb4RCCnG+5+GuBB2rVVcNdP3+6HyVEDKx3dcXylavQef4ZKLfsynY4pJoqyM1B2IaRaKFaGwF+92j+J4QQQgghhBDyWzgcDnr37oPsfC52nrwG+ToKbIdEJETE0yDMsKV1ckIIIYQQIhmoKJuIvcTERHTV00e+UhMYzDkEWUVVtkMi1UzSy8cI3DoBwywG4dj/jrIdDiES6dKlSxgxwgo61nPQ3sqZOmaTqsXlIuLsNrw4vQXnzp3F0KFDWQvFfowDLl+9BtvVR9G8oxFrcZDqKSc9BaeWOiD36ycEBwWiYcOGbIdESI0xxsEBPj7XsenAKXQ26MF2OKQGCw18AJeJtjA3H4j/HaX7U0IIqe4uXboEqxEjMN/eDC6jzahjNmFNSkY2xqw+hI8pHAQ+Cab7UULEyOgxDrhw5RrazTgA1T8N2A6HVDN5WamI3DkB8pmfEfIkiOZ/QgghhBBCCCFVIjExEfr6Bqiv2Qzr956Esqoa2yERMfcs6AEWTrLFYFonJ4QQQgghEkKa7QAIqUjDhg1x45oPZLPi4LfEHJlxsWyHRKqR9/5nELDaGoP698GhgwfYDocQiTV06FAcPHgAr85uQ+B//6IwL5ftkEg1UZiXi8D//sWrs9tw4MB+VguyAeDQwQMw69cHR2YPw7MbXqzGQqqX5I8x2DfVFPmpcbjuc5UegCRExA4eOIC+fXtjqq05rp49wXY4pIa6evYEptqao2/f3jh4gO5PCSGkJhg6dCgOHDyITSduYfKm4/iWl892SKQGivmUiP5O2/E5PQ9Xr12n+1FCxMzhgwdgPqAPnm2wQfyDs2yHQ6qR7PhYPF1lAYXseNy45kPzPyGEEEIIIYSQKtOwYUP4+FxFSvxHTLI0wYc30WyHRMTYtXMnMNPOHP1onZwQQgghhEiQWitWrFjBdhCEVKRhw4ZwGGOPW9ev4tGxLZCWr4t6f3SElDS9V4BUDiclAc8OL0Hk6U1YvGgh3HfvRu3atdkOixCJ1qlTJ5iYmODQDle8e3AJSlptULehFtthEQmW+OIRHm2ZgKx3z3HV+wosLS3ZDgm1atWCtbU18vPysHfdfKTGf4CWTjfIKSiyHRqRUIUF+Qi8cABnVk5E+zatcOf2LTRv3pztsAipcZj5PS8vD6sWzUXch3fQ7aIPBUWa34nwJSXEY9PS2di7ZQ0WLlyI3XR/SgghNQqTT1nvthsX/J6ibXN1NG1Uj+2wSA2QX1CI/VcCMMH1KFq1aYdbt33pfpQQMVSrVi3YWFsjPz8PZ90W4VvSRyhpd0FtebpfJZXDLcjHp9uH8cJjKjq2bYW7vrdp/ieEEEIIIYQQUuUaNmwIe3t7+Hh7Y5/betSpq4g2ul0gTc99k++SvsRj27LZOLCN1skJIYQQQojkoaJsIjEUFBQwxt4eOdmZuLTHFZ8eXYJCo+ZQbNwCkJJiOzwiIfI5WYj22Y9At0mQy07EoYMHMG3aNEjR7xAhVaJFixawHjkSTx8F4Pb+tciMi4Zqi/aQVaSHiQn/MuPf4OmBhQg9sgLG+l1w6eIFdOnShe2weKSkpNC3b1906NABZz334u7xHZCqVRvqLXVRS0aW7fCIhOByuYh6fBunljogzPcsnGbOwOFDh6CsrMx2aITUWD/P74f37cER922oXbs2WrfrABlZmt9J1cvOysTJA7uwYLI9UhPjcZDuTwkhpMZq0aIFRo60hv/DQKxyP4Goj4nooN0E9ZQU2A6NVENcLhe3nrzEmNWHcfbuU8yY5YRDhw7T/SghYuzn+9WrJ/Yj6vJuSEnXhmLTdpCuTferhE9cLpLD7iBy5wQkPL6I2bNm4MhhykcSQgghhBBCCBEeBQUF2NvbIyszE9s3rMbtK2fQpLk2mjTXpjXRGiwnKxNeh3Zh6VR7pCXROjkhhBBCCJFMUlwul8t2EIQIKjo6Gs6z5+DK5UtQbaINdYMhaNjeGMpaf0JWSQ21ZOTYDpGIibycDHBSEpD6JhwJz+4gLsgbUoUFmDtnNhYtWoQ6deqwHSIh1db58+cx12U+3ryJgUaHnlDvNhD1/+wGxcYtIKOoAikpeuslAbjcQuRlpiEz4S2SXwcjPvg64sIC8McfLbF50wYMHz6c7RDLlZOTg3Xr1mHLlq1ArVpoZzIULfX7QaN1ByjVV4dcXSW2QyRiIj/3G7LTviLx3UvEhvjjpd8lfHkfg7+GDMW2rVvQqlUrtkMkhPyEN79v3YpatWqjn8UwGPUegLa6ndGgkTrqKtEDy0RwWRnpSPoSj5fhoXh09yZ8r15EQUE+5sym+1NCCCE/nD9/HvPnuSAmNhYmndtgsFE76LVtgT806kNVSQHS9FASERAnNw9f07Px6n08/J5F4WJAOGI+xmPokL+wZes2uh8lRMIw96ubt2wFV6oW6utZQE23N5Sad4CsaiPUrkP5SFKkMO8b8jJTkPXpFVJePMDX4CtI/xxL+UhCCCGEEEIIIayIjo7G7DlzcPnSJTTTboU+g0egW4/e+KO1DlTqqUFWTp7tEImQZGWmIzkhHq8iQvH47k3cu0br5IQQQgghRPJRUTaRaC9evMDhw4dx8Yo3XkVGsB0OEWMyMrLo2asXrEYMh729PVRVVdkOiZAaobCwEFevXsUpLy9cvXoNX5MT2Q6JiDG1+g0xePAgjLK1hbm5OaSlJadwPzW9pLnlAAAgAElEQVQ1FceOHcO58xfg7++HvNxctkMiYkynXXsM+csC48aNg46ODtvhEELKwczv57/P77k0v5MqICsri169TDB8+DC6PyWEEFIqJp/i5XUK13x8kJiUzHZIpJrQbaeDwX8NoftRQqoB5n717LnzCPD3R14e3a+SsrXRaQ/LIZSPJIQQQgghhBDCPua57yveVxEZEc52OESEaJ2cEEIIIYRUJ1SUTaqN1NRUREREIDk5Gd++fatw+8LCQpw6dQoXLlyAmZkZJk6cKIIoRefChQu4efMmdu3axXYorFJSUoKGhgZ0dHQgKyvLdjiE1Hhv375FbGwsUlJSUFhYWOxn3759w6FDh+Dr64tBgwZhwoQJLEUpGjt27AAAzJw5k+VI2CUtLY169epBW1sbLVq0YDucKpGbm4sXL14gLi4OGRkZbIcjcv/++y9MTU1haWnJdihVLjMzE2vXrkV8fDxmzpyJLl268P1dOTk51K9fH+3bt6dFBUIkVE2f38uyZcsW1KpVC05OTmyHInIXL17EyZMn0b59e0ybNg1qamrlbk/3p4QQQiqrvHwKAQICArBjxw54eXmxHYpQJCcnY926dfj69SumTZsGfX19gb5P96OEVH818X41NzcXDg4OmDNnDgwMDNgOR2goH0kIIYQQQgghpDoT9LlvYUhPT4ezszOMjIwwadIkVmIQloCAAOzcuRMrVqxg9SVttE5OCCGEEEKqIyrKJjVScnIy7Ozs4O/vj927d2P8+PFsh1TlXF1d4e7ujnfv3rEdCiGEVCgkJASjR49GUlISDhw4UC2LOX9lb28PADh27BjLkRBSterUqQN3d3eMGzeO7VCEgsPhYMqUKTh69CjWrFmDBQsWQEpKiu2wCCGENX379kW7du1q7AvBgoKC4ODggC9fvsDd3R22trZsh0QIIYTUOMePH4e9vT2q83JXdnY2nJycsH//fvz777/YtGkT5OTk2A6LEEJYEx4ejg4dOiAsLAy6urpshyNUlI8khBBCCCGEEEKEx87ODg8ePEB4eDiUlJTYDqfKWVhYICYmBqGhoZCXl2c7HEIIIYQQQqoNabYDIETUnjx5gq5duyIqKgr379+vlgXZAKCoqMh2CIQQUiEul4vNmzejR48e0NLSwvPnz2tEQTYh1VVaWho4HA40NDTYDkVo5OXlcfjwYbi5uWHZsmWwsbFBZmYm22ERQghrkpOTUb9+fbbDYI2+vj5CQkJgZ2cHOzs7jB49GikpKWyHRQghhJBqRkFBAXv37sWxY8dw5MgRGBsbIyoqiu2wCCGENdHR0ZCSkoK2tjbboQgd5SMJIYQQQgghhBDhuHTpEk6ePAkPD49qWZANAO7u7vj06RPWrFnDdiiEEEIIIYRUK1SUTWqUAwcOoFevXtDR0eEVZ1dXtWrVQlpaGtthEEJImeLj4zFw4EAsWrQIK1euxI0bN6Cpqcl2WISQ35CQkAAAaNSoEcuRCN+MGTNw69Yt3Lt3Dz169EBMTAzbIRFCCCuSk5NRr149tsNglYKCAnbt2gUfHx/cvXsXnTp1wu3bt9kOixBCCCHVkJ2dHZ48eQIulws9PT2cPHmS7ZAIIYQVUVFR0NLSgoKCAtuhiAzlIwkhhBBCCCGEkKqTkpKCqVOnYuzYsTA3N2c7HKFp1qwZ1q9fj40bN+L58+dsh0MIIYQQQki1QUXZpEb49u0bJk2ahEmTJmHOnDnw9vau0Z28CCGEbd7e3ujYsSPevHmD+/fvY/78+ZCWpssSQiRdfHw8AFTrTtk/6927N4KCgiAjIwMDAwNcv36d7ZAIIUTkvn79CjU1NbbDEAsDBw5EeHg4jIyMYGpqCicnJ3A4HLbDIoQQQkg107p1azx48ACOjo6ws7PD5MmTkZOTw3ZYhBAiUtHR0WjZsiXbYYgc5SMJIYQQQgghhJCq4eLigsLCQmzdupXtUIRu2rRp0NfXx8SJE1FQUMB2OIQQQgghhFQLVP1Eqr3379+jV69eOH36NC5cuIA1a9agVq1abIcldMrKyigsLGQ7DEIIKYbD4WDWrFkYMmQIzM3NERISAn19fbbDIoRUkS9fvkBaWhoNGjRgOxSRad68OQICAmBubg4LCwts3LgRXC6X7bAIIUQkcnJywOFwqCj7J2pqavDy8oKnpycOHz6Mbt26ISQkhO2wCCGEEFLNyMnJYefOnTh//jy8vLxgYGCAly9fsh0WIYSITFRUFP7880+2w2AF5SMJIYQQQgghhJDfc+PGDRw8eBD//fdfjVjrlpaWxr59+xAWFgY3Nze2wyGEEEIIIaRaoKJsUq3dvn0benp6yMnJQVBQEIYOHcp2SCIjJSWFjIwMtsMghBCeyMhIGBoa4vDhwzh27BiOHDkCJSUltsMihFShz58/o0GDBqhduzbboYhUnTp18L///Q8bN27E4sWLMXr0aGRnZ7MdFiGECN3Xr18BoEa9jINfY8aMwfPnz9G4cWMYGRlh/fr19NZxQgghhFS5YcOG4enTp1BUVISenh4OHz7MdkiEECIS0dHRaNWqFdthsIbykYQQQgghhBBCSOVkZmZiypQpsLKygpWVFdvhiEy7du2wcOFCLF++HLGxsWyHQwghhBBCiMSjomxSLXG5XGzYsAEDBw5E//798fDhQ7Ru3ZrtsERKSkqK7RAIIYTHw8MD+vr6qFu3LkJDQ2FnZ8d2SIQQIUhMTIS6ujrbYbBm9uzZuHbtGm7evIkePXrg7du3bIdECCFClZycDAA14u3hldGsWTPcunULrq6uWLVqFUxMTBATE8N2WIQQQgipZlq0aAE/Pz9MnToVEyZMwNixY5GZmcl2WIQQIjQ5OTn4+PFjjS7KZlA+khBCCCGEEEIIEcyiRYuQlpaG//77j+1QRG7hwoVo0aIFpkyZAi6Xy3Y4hBBCCCGESDQqyibVTnp6OkaOHImlS5diy5YtOHHiBBQVFdkOS+SUlZUBAPn5+SxHQgipyZKTkzFixAj8+++/cHZ2hp+fH/744w+2wyKECElcXBwaNWrEdhis6t+/P548eQIA0NPTw+3bt1mOiBBChIcpyq5Xrx7LkYgvaWlpzJ49G0FBQcjOzkaXLl2wb98+tsMihBBCSDUjIyODTZs24fLly7h69Sr09fXx/PlztsMihBChiImJAZfLrXEv5C4L5SMJIYQQQgghhBD+BAQEYNeuXXBzc0Pjxo3ZDkfkZGVlsX//fvj6+uLIkSNsh0MIIYQQQohEo6JsUq1ERkbC0NAQDx48wO3btzFr1iy2Q2JdVlYW2yEQQmooX19fdOrUCcHBwfD19cWaNWtQu3ZttsMihAhRQkICNDQ02A6DdS1atMD9+/dhamqKQYMGYevWrWyHRAghQpGSkgKAOmXzQ1dXF48fP8a0adMwZcoUDB06FF++fGE7LEIIIYRUMxYWFggNDUXDhg1haGiIvXv3sh0SIYRUuejoaEhJSUFbW5vtUMQG5SMJIYQQQgghhJDycTgc/P333xg4cCAcHBzYDoc1RkZGmD59OubMmYOEhAS2wyGEEEIIIURiUVE2qTa8vLxgaGiI+vXrIzg4GL169WI7JFZJS9P/3oQQduTl5WHRokUwNTWFkZERQkNDYWJiwnZYhBARSEhIQMOGDdkOQyzUrVsXx48fx9q1azFv3jw4ODggJyeH7bAIIaRKff36FSoqKvTiHT7JysrC1dUV9+7dQ3h4ODp06ICLFy+yHRYhhBBCqpkmTZrA19cXLi4umDp1KmxsbJCens52WIQQUmWioqKgpaUFBQUFtkMRK5SPJIQQQgghhBBCyrZixQp8/vyZXmQJYO3atVBSUsLMmTPZDoUQQgghhBCJRVWbROLl5+dj7ty5GDVqFMaPH487d+5AU1OT7bBYp6SkBKCoOJIQQkQlJiYGPXv2xPbt27Fnzx6cOXMG9erVYzssQoiIxMfH03XYT6SkpDBv3jx4e3vj6tWr6NmzJ96/f/9/9u48rMb8/+P46yxFpIUQEzNk+xlLO1mG0Ewhe7aRPfu+Z52x72P7TiVmMHbDIDsTyUQbFWZQWRulDYX2zu8P387XUgnV55zT63Fdrmucc59znqfM6fQ59/u+RWcRERWZpKQkVKpUSXSG2mnVqhVCQ0PRuXNndOvWDcOHD0dKSoroLCIiItIgcrkcCxcuxOnTp+Hn5wcLCwsEBweLziIiKhKRkZEwNTUVnaGSuB5JRERERERE9L6QkBCsWbMGq1atgomJiegc4XR1deHh4YH9+/fj6NGjonOIiIiIiNQSh7JJrcXFxcHe3h7u7u7YsWMHNmzYAC0tLdFZKuXVq1eiE4iolPjtt99gYWGBzMxMhISEYPjw4aKTiKiExcXFoUqVKqIzVM53332HwMBAZGRkwMrKCr6+vqKTiIiKREJCAipWrCg6Qy3p6elh69at+OOPP+Dt7Q0zMzNcunRJdBYRERFpmA4dOuDatWuoVauW8kCKCoVCdBYR0WeJiIhAvXr1RGeoNK5HEhEREREREb2WmZmJoUOHomXLlhgxYoToHJXh4OCAAQMGYOzYsUhOThadQ0RERESkdjiUTWrrypUrsLCwwKNHj+Dv748BAwaITlIpcrlcdAIRlRLJyckYMGAABg0ahGHDhuHy5cto0KCB6CwiKmFJSUlIT0+HsbGx6BSVZGpqisuXL6NNmzbo0KEDNm7cKDqJiOizJSUlwdDQUHSGWuvWrRvCw8PRsGFDtG3bFm5ubsjIyBCdRURERBrE2NgYp0+fxpw5czBt2jT06NEDSUlJorOIiD5ZZGQk6tSpIzpD5XE9koiIiIiIiAhYtmwZIiMjsXXrVkgkEtE5KuWnn35Ceno6Zs6cKTqFiIiIiEjtcCib1JK7uzvatm0LMzMzBAcHo2nTpqKTVE758uUBAOnp6YJLiEiTBQQEwNzcHOfOncOJEyewdu1alClTRnQWEQkQFxcHAKhatargEtWlq6uL/fv348cff8SkSZMwZMgQpKWlic4iIvpkT58+5Zmyi0DVqlXh7e2Nn3/+GZs2bULz5s1x8+ZN0VlERESkQaRSKebNmwcfHx8EBQXB3NwcV65cEZ1FRPTRUlNTER0dzaHsQuJ6JBEREREREZVmN2/exNKlS7Fo0SKYmpqKzlE5RkZGWLduHTw9PeHn5yc6h4iIiIhIrXAom9RKWloaBg8ejHHjxmH27Nk4evQoDAwMRGepNH6wTkTFITs7G0uXLkWrVq1Qr149hIWFwcHBQXQWEQkUExMDADxT9gdIJBLMnj0b3t7eOHz4MNq0aYPo6GjRWUREnyQpKQlGRkaiMzTGiBEjEBoairJly8LKygo//fQTcnJyRGcRERGRBmndujVCQ0PRuHFjtG7dGitWrIBCoRCdRURUaFFRUVAoFKhbt67oFLXB9UgiIiIiIiIqjbKzszF06FCYm5tj4sSJonNUVv/+/eHo6AhXV1fub05ERERE9BE4lE1q4969e2jRogW8vb1x7NgxzJ8/H1Ip/wnnR1tbW3QCEWmoR48eoX379li4cCFWr16NEydO8My4RIS4uDjIZDIO5xVSx44dERAQgJSUFFhZWeHSpUuik4iIPlpiYiLPlF3ETE1N4efnh7lz52LmzJmwt7fHo0ePRGcRERGRBjEyMoK3tzeWL1+OefPmwdHREfHx8aKziIgKJSIiAhKJBLVr1xadona4HklERERERESlyfr16xEWFoYtW7ZAJpOJzlFp7u7u+Pfff7F48WLRKUREREREaoMTraQWTp48CSsrKygUCgQHB8PR0VF0ksrT0dEBAKSmpgouISJNcujQIZiZmSEuLg4BAQGYOHEiJBKJ6CwiUgExMTGoXLkyD5rzEerVq4eAgAA0b94c7dq1g7u7u+gkIqKPwqHs4iGTyTBnzhxcvnwZsbGxaNy4MXbt2iU6i4iIiDSIRCLB1KlTcfHiRdy5cwfm5uY4f/686Cwiog+KjIyEiYkJypUrJzpFLXE9koiIiIiIiEqDyMhIzJ07F3PmzMHXX38tOkfl1axZE8uWLcPKlSsRHh4uOoeIiIiISC1wYoJUmkKhwMKFC9G5c2d07twZ/v7+qFWrlugstZKRkSE6gYg0wKtXrzBy5Ej07NkTvXr1QnBwMJo2bSo6i4hUSFxcHKpVqyY6Q+1UqFABf/zxB+bOnYuxY8fC1dUV6enporOIiAolKSkJhoaGojM0lqWlJYKDgzFo0CC4uLigT58+SEpKEp1FREREGqR58+a4evUqbGxsYG9vj4ULFyI7O1t0FhFRviIjI2Fqaio6Q61xPZKIiIiIiIg0mUKhwPDhw1G/fn3MmjVLdI7aGDNmDKytrTFs2DCuERMRERERFQKHskllPXv2DF26dMGSJUuwceNGbN++XXn2Z/qwsmXLik4gIg0RFhYGKysr/P777zh48CA8PT15Fgoiek9sbCwqV64sOkMtSSQSzJ8/H0eOHMH+/fthZ2eHx48fi84iIipQamoq0tLSUKlSJdEpGk1HRwfr16/HmTNn4O/vj8aNG+PMmTOis4iIiEiDGBgY4NChQ1i3bh2WLl0Ke3t7xMbGis4iIspTREQE6tWrJzpD7XE9koiIiIiIiDSVp6cn/vrrL2zZsgVaWlqic9SGVCqFl5cXrl+/jnXr1onOISIiIiJSeRzKJpUUHh4Oa2trXLt2DRcuXMCYMWNEJ6mdMmXKAHh9dlsiok+hUCiwfv16NGvWDFWqVEFoaCh69OghOouIVFRsbCyqV68uOkOtOTk5ISAgAElJSbC2toa/v7/oJCKifOWesZlD2SWjQ4cOCA8PR5s2beDg4IBx48bx930iIiIqUuPGjcPly5cRHR2NJk2a8EAwRKSSIiMjUadOHdEZGoPrkURERERERKRJHj58iBkzZmDatGmwtLQUnaN2GjZsCDc3NyxYsAB3794VnUNEREREpNI4lE0qZ/fu3bC1tcUXX3yBkJAQ2Nraik5Sa5mZmaITiEgNxcXFoVOnTpg2bRrmzZuHP//8EzVq1BCdRUQqLC4uDlWqVBGdofYaNGiAgIAAWFhYoF27dvDy8hKdRESUp4SEBABAxYoVBZeUHoaGhti9ezd27dqF3bt3w9LSEsHBwaKziIiISIOYm5sjODgY9vb2cHR0hJubG7KyskRnEREBAFJTUxEdHc2h7CLG9UgiIiIiIiLSFKNGjcIXX3yBBQsWiE5RW25ubqhVqxZGjRoFhUIhOoeIiIiISGVxKJtURmZmJiZOnIgBAwZg1KhROHfuHKpWrSo6S23p6OiITiAiNXXq1Ck0bdoUt2/fxsWLFzFnzhzIZDLRWUSk4mJiYmBsbCw6QyPo6+vjyJEjmD59OkaOHInRo0fzQDtEpHJyz5TNoeyS169fP4SHh8PExAS2trZYtGgRh6WIiIioyOjp6WHXrl3w8PDAhg0bYGdnh4cPH4rOIiJCVFQUFAoF6tatKzpF43A9koiIiIiIiNTdjh07cPr0aWzZsgVly5YVnaO2tLW14eXlBR8fH2zfvl10DhERERGRyuJQNqmEmJgYtGvXDr/88gv27t2LNWvWQC6Xi85Sa9ra2gCAFy9eCC4hInWRnp6OKVOmoGPHjmjfvj2uXbsGW1tb0VlEpAYUCgXi4+N5QJ0iJJVKsWjRIhw8eBA7d+6EnZ0dnjx5IjqLiEgpdyjb0NBQcEnpZGJigjNnzmDNmjVYtmwZWrVqhYiICNFZREREpEFcXV0REBCAxMREWFhYwNvbW3QSEZVyERERkEgkMDU1FZ2ikbgeSUREREREROoqNjYWkydPxrhx49CyZUvROWqvefPmGDt2LKZOncq1ASIiIiKifHAom4Tz8/ODhYUF4uPjERAQgN69e4tO0ijZ2dmiE4hIDdy6dQu2trbYunUrtm/fjp07d0JPT090FhGpiYSEBGRmZnIouxh0794dAQEBePLkCSwtLREYGCg6iYgIAPD06VMYGBjwgGoCSSQSTJgwAcHBwcjMzIS5uTk8PT2hUChEpxEREZGGaNSoEYKDg+Hk5ISuXbtiypQpPHMqEQkTGRkJExMT6OjoiE7RaFyPJCIiIiIiInUzbtw46OvrY8mSJaJTNMaSJUtQoUIFTJgwQXQKEREREZFK4lA2CbV+/Xq0b98etra2CAwMRMOGDUUnaZTy5cuLTiAiNbBlyxZYWlpCS0sLV69ehYuLi+gkIlIzcXFxAIBq1aoJLtFMDRs2RGBgIJo0aYI2bdrg119/FZ1ERITExERUrFhRdAbh9c+JK1euYNKkSRg7diw6d+6M2NhY0VlERESkIcqVK4dff/0VO3bsgJeXF1q0aIF79+6JziKiUigyMpJnyS4hXI8kIiIiIiIidfH777/j0KFD2Lx5M3R1dUXnaAxdXV14eHhg//79OHr0qOgcIiIiIiKVw6FsEuLly5fo378/pk6dih9//BEHDx7kGVmLgVwuR3JysugMIlJRT58+Ra9evTBy5EhMnDgRly5d4g5NRPRJcge/KleuLLhEcxkaGsLb2xuTJk3CsGHDMH78eJ6djIiE4lC2atHS0sLixYvh5+eH27dvo3Hjxjh48KDoLCIiItIgAwYMQFBQELKysmBhYYEDBw6ITiKiUubOnTuoV6+e6IxSg+uRREREREREpOqSkpIwfvx4DB06FB06dBCdo3EcHBzg4uKCsWPHcl90IiIiIqJ3cCibSlxERARsbW1x9uxZnDp1Cm5ubpBIJKKzNJZCoRCdQEQq6OLFizAzM8OVK1dw9uxZLF26FFpaWqKziEhNxcbGQktLi0PZxUwmk2HZsmXYu3cvtm3bBnt7e8THx4vOIqJSKikpCYaGhqIz6B22trYIDQ1Fjx490KtXLwwePJgfkBMREVGRadCgAS5fvoy+ffuid+/eGDt2LNLS0kRnEVEpERUVhTp16ojOKFW4HklERERERESqbNKkSZBKpVizZo3oFI21du1apKenY+bMmaJTiIiIiIhUCoeyqUR5e3vDxsYGZcqUQUhICI9MVswqVKjAoWwiektWVhbmz5+Pdu3awdzcHGFhYWjXrp3oLCJSc3FxcRzILkG9e/fGX3/9hUePHsHS0hJXr14VnUREpVBSUhLPlK2idHV14enpCW9vb5w6dQpNmjTBxYsXRWcRERGRhihbtizc3d2xf/9+7Ny5E7a2trhz547oLCLScKmpqYiOjuZQtiBcjyQiIiIiIiJVc/LkSfz222/w8PCAvr6+6ByNZWRkhHXr1sHT0xN+fn6ic4iIiIiIVAaHsqlE5OTkYN68eejatSt69uwJPz8/1KxZU3SWxpNKpTwjFhEp3bt3D23atMGaNWuwceNGHD58GJUqVRKdRUQaICYmBtWqVROdUao0adIEQUFBaNCgAVq2bImdO3eKTiKiUubp06cwMjISnUEF6Ny5M8LDw2Fubg47OzvMmDED6enporOIiIhIQzg7OyM0NBRyuRyWlpbYtWuX6CQi0mBRUVFQKBSoW7eu6JRSi+uRREREREREpCpSUlIwYsQI9O3bF05OTqJzNF7//v3h6OgIV1dXpKWlic4hIiIiIlIJHMqmYpeYmIhOnTph9erV8PLywpYtW1C2bFnRWUREpcqePXtgZmaGFy9eICgoCKNHjxadREQaJD4+HlWrVhWdUepUrFgRJ0+exLhx4+Di4oLJkycjKytLdBYRlRIJCQk8U7YaqFKlCv744w94eXnB09MTNjY2CA8PF51FREREGqJWrVq4dOkSXF1d4eLigiFDhuDVq1eis4hIA0VEREAikcDU1FR0SqnG9UgiIiIiIiJSBdOnT0d6ejo2btwoOqXUcHd3x+PHj7F48WLRKUREREREKoFD2VSsrl69Cmtra/z999/w8/PDsGHDRCeVKvr6+sjJyRGdQUQCpaSkYNCgQfj+++8xePBgBAQEoGHDhqKziEjDPH78mEPZgshkMqxatQq7d+/G5s2b4eDggISEBNFZRFQKJCUlcShbjQwdOhShoaHQ09ODjY0NVq1axfUCIiIiKhJlypTB2rVrcfjwYXh7e8Pa2ho3btwQnUVEGiYyMhImJibQ0dERnVLqcT2SiIiIiIiIRPL19cXmzZuxYcMGGBkZic4pNWrWrImlS5di5cqVCAsLE51DRERERCQch7Kp2Pz6669o2bIlTE1NERISAisrK9FJpVJKSoroBCISJCgoCBYWFjh58iS8vb2xfv16lC1bVnQWEWmguLg4GBsbi84o1fr164dLly4hKioK1tbWCA0NFZ1ERBouKSkJhoaGojPoI9SqVQsXLlzAjz/+iLlz56Jdu3Z48OCB6CwiIiLSEF26dMHVq1dhaGiIZs2aYcuWLaKTiEiDREZGok6dOqIz6A1cjyQiIiIiIqKS9urVKwwbNgxOTk7o27ev6JxSZ8yYMbC2tsbw4cORnZ0tOoeIiIiISCgOZVORS09Px+jRozFs2DBMnjwZp06d4tHIBJFIJKITiEiAnJwcrFixAi1btkStWrUQHh6OTp06ic4iIg2xefNmSCQSNGvWDD179sT48eORkpKCx48f4+jRo7hy5QoePnyI9PR00amljrm5OYKCglCrVi20bNkSe/fuFZ1ERBpixYoV0NPTg4ODA1xcXDBu3DhUrFgR165dw+7du3Hq1CkEBgYiMTFRdCp9gEwmw8yZMxEQEIDExEQ0adIE27dvF51FRET0UbZs2YIZM2Zg1qxZmDVrFg4fPgxjY2Pl32fNmoUZM2bg2rVrolNLnZo1a+LChQsYP348Ro4ciQEDBiA5OVl0FhFpgDt37qBu3bqiM+gdXI8kIiIiIiKi4vDgwQNUrVoVW7ZsgUKhUF4+b948JCUlwd3dXWBd6SWVSuHl5YXr169j3bp1onOIiIiIiISSiw4gzRIdHY1evXrhn3/+wcGDB9G9e3fRSaWanp4esrKyRGcQUQl6/PgxBg4cCD8/PyxduhRTpxjbOdkAACAASURBVE7lARqIqEjl7kwdGBiIoKAgaGlpQSKRYNeuXW8NdWlra3MwWwAjIyOcOXMG06dPR79+/XD16lUsW7YMMplMdBoRqbHr168jJSUFp0+fhlQqhVwuh0Qigbu7OzZu3IicnBwAwJdffon79++LjaVCMTMzQ1BQEObMmYOhQ4fC29sbHh4ePKgeERGpBVdXVwBAmTJl3rr8zZ3A0tPTIZPJYG5uXqJtBMjlcixfvhzt2rXDgAEDYGVlhf3798PMzEx0GhGpsaioKHTs2FF0BuWB65FERERERERU1Hx9fREXFwdXV1fs2bMHW7duxZMnT7B+/Xp4enqievXqohNLrYYNG8LNzQ0LFixA9+7dUbt2bdFJRERERERC8EzZVGTOnz8PCwsLpKSkIDAwkAPZKuLly5eiE4iohBw9ehRNmzbFo0eP4O/vj2nTpnEgm4iKXNu2bZX/rVAokJGRgfT09PcOBGNtbV3CZZRLLpfjp59+wo4dO7Bx40Z07NgRSUlJorOISI05Ozsr31fm5OQoX/szMjKUA9kA4OTkJCqRPkHZsmWxZs0anDt3DkFBQWjcuDFOnDiR7/aHDx+Gj49PCRYSERHlbeLEicoDgeX3BwA6deokuLR0+/bbbxEWFgYTExM0b94cmzZtEp1ERGoqNTUV0dHRqFOnjugUygfXI4mIiIiIiKgo+fr6QktLCwDg5+eHhg0bol+/frCzs8PQoUMF15Gbmxtq1aqFUaNGvXUmcyIiIiKi0oRD2fTZFAoFVq9ejW+//RZ2dnYICAhA/fr1RWcRwCOQE5USqampGDNmDLp164auXbsiJCQElpaWorOISEOZm5ujXLlyH9xu9erVJVBDBXFxccGlS5fwzz//wMbGBuHh4aKTiEhNtW3bFlJpwUtIMpkM06dPL6EiKkp2dnYIDw9Hhw4d0LlzZ4wePfq9A7yFhYWhe/fuaN++PW7evCmolIiI6LX+/fsjIyOjwG2qV6+Oli1bllAR5adatWo4e/Ys3NzcMGnSJPTs2RPPnj0TnUVEaiYqKgoKhQJ169YVnUIfwPVIIiIiIiIiKgpnzpxBZmYmACAzMxOpqal48OABEhMTERERIbiOtLW14eXlBR8fH2zbtk10DhERERGREBzKps/y4sUL9O7dG25ublixYgX27dsHXV1d0Vn0X7q6uh/cOY2I1Nv169dhbW2NPXv2YN++fdiyZQtfh4moWMlkMnzzzTf5DufJZDLY2NigefPmJVxGebG0tERwcDBMTEzQsmVLHDhwQHQSEakhfX19WFpaKs+W/S65XI4uXbqgZs2aJVxGRUVfXx+//fYb9u3bh/3798Pc3BwBAQEAgPT0dPTp0wdyuRxyuRy9evVCWlqa4GIiIirNbGxsCnzfoaWlhYEDB+b73oVKlkwmw4IFC3D27FlcuXIFFhYWyvcZRESFERERAYlEAlNTU9EpVAhcjyQiIiIiIqLPER0djejo6Pcuz8nJwY0bN9C4cWOsWLECWVlZAuooV/PmzTF27FhMmzYNT548EZ1DRERERFTiOJRNn+zWrVuwsbGBn58fzp07hylTpohOojykpqaKTiCiYqBQKLBp0ybY2NjA0NAQYWFhcHZ2Fp1FRKVE+/btIZPJ8rwuOzsbs2fPLuEiKkiVKlVw9uxZDBo0CH369MHs2bORnZ0tOouI1EzHjh2hpaWV53VZWVmYMGFCCRdRcXB2dsaNGzdQu3ZttGrVCvPnz8esWbMQFRWFrKwsZGVlITIyElOnThWdSkREpZyLi0u+700yMzPRv3//Ei6iD7Gzs0NoaCjq1q2L1q1bY+3atVAoFKKziEgNREZGwsTEBDo6OqJTqJC4HklERERERESfytfXN98TRWRmZiIjIwOzZs1C48aNS7iM3rVkyRJUqFCB+woQERERUanEoWz6JAcPHoSNjQ0MDAwQEhKCNm3aiE6iPOS3UxoRqbf4+Hh07doVkydPxqxZs3DhwgWelZCISpSdnR0yMzPfu1wqlaJWrVpwcnISUEUF0dLSwqZNm7B161asXbsWTk5OePbsmegsIlIj9vb2yMjIeO9yqVSKRo0aoW3btiUfRcWiWrVqOHnyJNatW4eVK1di/fr1bx1pPisrC+7u7jh69KjASiIiKu369++f5++lAFC3bl3ukKeiKleujFOnTmHRokWYOXMmnJyckJiYKDqLiFRcZGQk6tSpIzqDPhLXI4mIiIiIiOhT+Pr65nuiCACQSCQAAEdHx5JKonzo6urCw8MD+/fv52fHRERERFTqcCibPkp2djZmzJgBZ2dnuLi44MKFC/jiiy9EZ1Eenj9/DrlcjpSUFERHR+Pu3bu4e/cubty4wbNPEKmxc+fOoWnTpggPD8eFCxewYMGCAhchSXUkJyfj6dOnyj8ZGRnIyMh467Lk5GTRmUSFYmZmhnLlyuV5nZubW75HrCXxhgwZgosXLyI8PBw2Njb4+++/RScRkZpo1qwZypcvn+d106dPL+EaKm4SiQTff/899PX18/y5LpFIMHDgQDx+/FhAHREREdCwYUN8/fXXyh3wcmlpaWHQoEGCqqgwJBIJZs6cCV9fX1y/fh1mZmbw8/MTnUVEKiI8PBxTpkyBu7s7zp49i3v37uH27duoW7eu6DT6RFyPJCIiIiIioo9x7ty5fA/IqaWlBR0dHezfvx9r164t4TLKi4ODA1xcXDB27Fg8f/78reuuXr0KX19fQWVERERERMVLouB0JhVSfHw8+vbti8uXL8PDwwMDBw4UnURvuHfvHmrXrl2obf39/WFra1vMRURUlDIzMzFnzhysWbMGzs7O8PDwgIGBgegsKqQrV64U+nX3+vXraNSoUTEXEX0+R0dHnDlzBjk5OcrLKlWqhEePHkFHR0dgGRVGbGwsevXqhfDwcGzfvh3du3cXnUREaqBbt244duwYsrOzlZcZGBggJiYGZcuWFVhGxWHAgAHYv39/gTs92NrawsfHhweKIiIiIVauXIm5c+e+9bNKIpEgMjKy0GvlJFZiYiKGDRuG48eP44cffuCB3ogIq1evxvTp0yGXy5GVlQUAkEqlMDIygo2NDerVq4c6derA2toaVlZWgmvpY3A9koiIiIiIiD4kJiYG1atXz/M6uVwOU1NTHD58GA0aNCjhMipIQkICGjZsiJ49e8Ld3R2vXr3CvHnzlIPzHFUhIiIiIk3EPRtIadOmTfkemTowMBCWlpa4d+8e/P39OZCtgvT19Qu9bZ06dYqxhIg+VlxcHJ49e5bv9REREWjRogXc3d3h5eWFvXv3ciBbzXzM666xsXExlhAVnfbt2781gCWXyzFp0iQOZKsJY2Nj+Pj4oH///ujZsyfmz5//1oB9rqioKMycORPJyckCKolI1Xz33Xdv/V0ul2PcuHEcyNZAv//+O3bt2pXvQDbw+sBRly5dwsqVK0uwjIiI6H/69OmjHNgDXg9kW1paciBbjVSqVAl//PEHVq5ciUWLFsHR0RGxsbF5bpudnQ0fH5+3vudEpHnMzc0B4K3/13NychAXF4fjx49j06ZNGDNmDKytrUUl0ifieiQRERERERF9iK+vLyQSyXuXSyQSODs74+rVqxzIVkFGRkZYt24dPD098dNPP6FBgwbYsGGD8vqIiAiBdURERERExYND2QQA2L17N8aPH48mTZogPj7+res2b96Mb775Bo0aNUJwcDDMzMwEVVJBKlasiB49ekAul+e7jVQqRevWrVG5cuUSLCOigrx69QpVq1aFoaEhEhMT37v+l19+gYWFBQAgJCQEQ4cOLelEKgJGRkZwcHAo8AyCMpkMDg4OMDIyKsEyok9nZ2f31qCWXC7H6NGjBRbRx9LW1oaHhwc8PDywcuVKdOvW7a2dHV+9egUHBwesXLkSbm5uAkuJSFXY29u/dZZsABgzZoygGipOzs7OhdouJycH8+bNw5UrV4q5iIiI6H1ffvklbGxslGdWlslkcHFxEVxFH0sikWDy5Mm4dOkSIiIiYG5uDh8fn/e2mz9/Ptq3b4/FixcLqCSikpL7eUheFAoFMjIyoKWlhSlTppRgFRUVrkcSERERERFRQS5evAgtLS3l32UyGbS0tPDzzz9j9+7dKFeunMA6KoiDgwPMzMwwZcoUPH78WHnAPZlMBj8/P8F1RERERERFj0PZhMTERIwbNw4SiQRSqRR9+vRBdnY20tLSMGzYMIwePRqzZs3CsWPHULFiRdG5VIAhQ4YUeJaI3O8vEamOGTNmKP970KBBUCgUAIBnz56hb9++cHV1xejRo+Hv74969eqJyqQi4OLiovz+5kWhUHDHYVIrZmZm0NXVBQBoaWnB1dUVlSpVElxFn2LEiBHw8fFBcHAwbGxscPv2bSgUCgwcOBAPHjwAAHh4eCAwMFBwKRGJVqdOHXzxxRcAXr/29+zZE9WqVRNcRcXhxIkTcHFxUf5s19LSyvOo9LmcnZ15FjMiIhJi0KBByp9ROTk56N27t+Ai+lRWVlYIDQ1F69atYW9vj/nz5ysPCHTu3DksW7YMALB48WJcvXpVZCoRFSNDQ0Pl7535kcvlHNhVc1yPJCIiIiIiorycOXMGGRkZAF5/PmlsbAx/f3+MGjVKcBkV5MCBA6hbty5u3LgBAG8d6F0qleLixYui0oiIiIiIio1EUdB0EJUKLi4u2Ldvn/JMhzKZDGPGjIG/vz+ioqKwc+dOdOrUSXAlFUZWVhaqVq2KpKSkPK+XSCT4999/udM8kYo4deoUOnbsqBzUlUgk2LRpE5o2bYrvv/8eGRkZ2LFjBzp06CC4lIrCy5cvYWRkhLS0tDyvL1u2LBISElC+fPkSLiP6dI6Ojjh16hSkUikiIyNRq1Yt0Un0GR4/foyePXvi77//Rq9evbBt2zbk5OQAeL2za4MGDXDt2jXI5XLBpUQk0qhRo+Dp6QkAuHz5Mpo3by64iIqTQqHA9evXcfr0aRw7dgyXL19GZmYmtLW1lTtEAP8b0t+zZ4/AWiIiKo0SEhJgbGyM7Oxs2NnZ5XmGZVI/np6emDRpEqytrbFhwwa0b98ez549Q05ODuRyOUxNTREWFoYyZcqITiWiYtCzZ08cPnxYuS71ptyB7IULFwooo6LG9UgiIiIiIiLKFRcXB2NjYygUCkilUtjb22PXrl08QYQKS0lJQYcOHRAYGAipVJrnWg4A1KhRAw8fPizhOiIiIiKi4sUzZZdyZ86cwc6dO5UD2cDrI1Rt2rQJFStWRHBwMAey1YhcLseQIUOgpaX13nUSiQTNmjXjQDaRikhMTISLi8tbZ5tTKBSYPHkyBg4ciCZNmiAsLIwD2RqkfPnycHJyynPnIblcDicnJw5kk9pp3749AKB79+4cyNYA1atXx4ULF9CmTRv8+uuvb31YkpWVhb///hsbNmwQWEhEqsDe3h4AYGpqyoHsUkAikaBJkyaYPn06fH198ezZMxw/fhwjR45E7dq1Abw+uF9mZib27t2LJUuWCC4mIqLSxsjICBYWFgCAgQMHCq6hojJy5EhcuXIF8fHx6Ny5M1JSUpS/o2ZlZSEqKgoLFiwQXElExcXa2jrfIdxy5cph6tSpJVxExYXrkURERERERJTrxIkTypPb/PDDDzh58iQHslXcP//8g8DAQEgkknwHsgHg0aNHePz4cQmWEREREREVP54puxR7+fIlGjRogJiYGGRnZ791nUQiQbly5RASEoL69esLKqRPcf36dTRp0uS9y+VyOVatWoVJkyYJqCKid3Xv3h3Hjx9/66AYwOv/V7/66iuEhYWhXLlyguqouBw9ehTdunXDu2+/JBIJDh8+jC5duggqo4/x+PFjHDt2DGfPncPVa6F4EhuLly9SRGdRMSlTpiwMDCuiUaOv0eab1nB0dISVlZXorGITGRkJMzMzpKam5vmBiY6ODm7fvo0aNWoIqCMqesHBwTh58iQuXvTDjZs38fRpEtLT0kRnkZqRSqUwMDBErdq10czGGg4ODrC3t0fZsmVFp3203Pc5586dQ1hYGGJiYpCSwvc59PEqVKiAatWqoWnTpujQoQOcnJx4oECiIpL7/sXvoi9u3ryJpKSnSEtPF51FKqKCri6qGVdFU3MLjXj9nT9/PpYsWZLn76dSqRR//fUXDxREpIHOnDmD77777r3L5XI5Fi1ahFmzZgmoouLC9UgiIiIiIlJlqampOHfuHE6dOoWgoCDcvXsXT58+LXAAldSXVCqFoaEhateuDWtr9f7ct6ScP38ePXv2xIsXL97bFzaXRCLBnj170KdPnxKuIyIiIiIqPhzKLsWmTZuG9evXIysrK8/rtbS08NVXX+Hq1avQ1dUt4Tr6HI0bN8bNmzffGvqTSCR4+PAhTExMBJYREQBs27YNQ4YMyfd6uVwOV1dX/PzzzyVYRSUhIyMDlStXRnJy8luX6+npIT4+Htra2oLKqDBCQ0Mxf8EPOH78GMqWr4AaTVujSp0mKG9YBdrlK4jOEyYrIx1y7TKiM4pNVkY60pKTkPDgNh6HX0JC9F00/LoR5sx2Q79+/SCRSEQnFpmUlBRYWVnh7t27Bf6OYG9vj+PHj5dwHVHRUSgU2LNnD5YuW46bN67jiy9N0ajZN6hRpwEqGFSCdhnNfU0rKhnpadAuww+ec+VkZ+NF8nPEPrqLiPBg/HMtAHoV9DBy5AjMnDkTBgYGohM/KDQ0FD/88AOOHTsGPT092NnZwdzcHMbGxtDT0yvUfWRnZyMjIwM6OjrFXEvqIDk5GTExMQgNDYWPjw9SUlLQuXNn/PDDDzAzMxOdR6R2ct+/LF+2FNdv3ETtGtXwTdN6aPBVdVTUL48y2lqiE4VLy8hEWX4dkPIyDbGJzxAe+Qi+V2/hxatUdO7UCT/8+KPavf5evHgRdnZ2+e7gKpPJULNmTdy8eZPvP4g0TEJCAipXrvze5RUrVsTDhw9Rvnx5AVVUHLgeSUREREREqurZs2dYsWIFNm/ejOTkZNg0s4WltQ1q1TaFvoEBZDKZ6ESNk52djZycHGhpiVvnzc7OxvNnz3DvbhRCggIRGHAZenp6GDFCfT73FeHff/9Ft27dcO3atfdOEgcA2traGDFiBDZu3CigjoiIiIioeHAou5QKDg5Gs2bNPni0NqlUCnNzcwQHB5dQGRWFjRs3YsqUKcoPryUSCczNzRESEiK4jIju37+Pr7/+Gq9evSpwO4lEgiNHjsDJyamEyqikuLq6Yvv27cojQ2ppaWHQoEHw8vISXEb5SUhIwIIFC+C5eTOq1TWDpfM41LF1gFTOnb1Lo7jIcFw9vBk3zu6DtbUNfv7PJlhaWorOKhLNmzdHQEBAobY9dOgQunfvXsxFREUvJCQEY8eOQ1BQIOy69YeTyxjUbthUdBZpmOeJ8Th36Dcc/mUdtKRSrFixHIMHD4ZUKhWd9p7c9zmbN2+GpaUlpk2bhi5dugjd2YE0T2ZmJo4ePYrVq1cjJCQEI0aMwI8//ggjIyPRaURqISQkBOPGjkFgUDD6fdcCo3p2QNO6NUVnkRrIzMrGib9CsX7faYTevocRI0aqzetvQkICGjZsiKSkpDx34ssll8sxZswYrF+/vgTriKgkVKtWDbGxscq/y2QyrF27FhMmTBBYRUWN65FERERERKRqcnJysG3bNsyaNQs5CgXGT5qKAYOGwMjo/YOHkeaLj4/Drh3bsHHdGkglEixfrrqf+4qWnp6OyZMnw93dPc/rGzRogH/++aeEq4iIiIiIig+HskuhrKwsNG3aFHfu3Mn3iNPA64Hs3KHtlJQUni1bjcTHx6N69erK769cLsfy5csxdepUwWVEpVt2djZat26N4OBg5UDuh7x69YpnetEwPj4+aN++/VuX/fnnn2jXrp2gIipIYGAgOnfpivRsoMXgOWj8bT9Ag86MTJ8uLjIcF9zn4NGNK1i+fDmmT58uOumzZGdnQ0dHB5mZmdDS0irw55RUKkXlypURERGBChVK71niSf2sWrUKs2bNQkPLFhg+eyWHsanYvUx+jt0bFuHEHi+0s2uHAwf2Q19fX3SWUmBgILp27QqJRILFixdj8ODBkPB9DhUjhUKBbdu2Ye7cuVAoFDhy5AhsbGxEZxGptNz3L7ZN6mH5uL4cxqZPolAosOvUX1i45Q9ApoUjR71V/vV39OjR8PDwKNS2EokEPj4+aNu2bfFGEVGJ6tq1K44dO4acnBxIJBJUrVoV9+/fR5kyZUSnURHheiQREREREama58+fo3fv3vDx8cGwEaMwe/6P0NfnmZEJeP78GZYuXICtmz3Qrl077N+vWp/7qpLffvsNrq6uyM7OfmtGQSKRIDExEYaGhgLriIiIiIiKDg/VVAqtXr0at2/fznMgWyKRQC6XQyKRoFmzZvjPf/6D2NhYDmSrmcqVK8PBwQFyuRzA60H8Hj16CK4iolWrViEgIKDAHUtyz0hXrlw5DB06FGXLli2pPCohbdu2ReXK/zt6auXKlbnTqIo6cOAAvmnTFhXrWmHI1gA0/q4/B7JJqUqdJui9+ijajV0ON7fZGO7qWugDbqgimUyGtLQ0+Pr6YsiQIdDT01P+bvCunJwcJCYmYt68eQJKiT5eZmYmhru6wm32bLjOXY0lv53iQDaViPJ6+nCduxprfvdD2M1/YNuiJe7duyc6C8Dr9zlt27aFra0tbt26hSFDhnAgm4qdRCLBkCFDcOvWLdja2qJt27Y4cOCA6CwilZSZmQlXV1fMdnPDygn9cWLddA5k0yeTSCQY4NgKV39bAuv6NdC2TRuVf/0dN24chg0bplxD09bWzndbqVQKFxcXvHjxoqTyiKgEWFtbKz8vkUgkWLhwIQeyNQzXI4mIiIiISJXcu3cPLVu2xN//3ML5vwKwYs16DmSTkr6+AVasWY/zfwXg739uoWVL1fncV9W4uLggICAA1atXV67tAK8PHurv7y+wjIiIiIioaPFM2aVMREQEvv7667cGRiQSCWQyGbKzs2Fubo4BAwbA2dkZJiYmAkvpcx05cgTdu3cHADRu3BhhYWGCi4hKt9DQUFhbW793QAyZTAaFQgGFQoGmTZuiW7du6NSpEywtLTkUocGmTp2KTZs2AXi9k+maNWsEF9G7du3aBRcXF1g7j8M3w+dDIuGxjCh/90PO49jioXD41h4Hfz+gEa/fGRkZOH36NHbu3InDhw8jKysLEokE2dnZym2kUimCgoJgYWEhsJSoYAqFAr16OePM2XOYvu43mLdqLzqJSqmnCU+wdExvpCTEIuDKZaFrLrnvc6ZNm4Zly5ZBKuX7HCp5OTk5cHNzw+rVq/Hbb7/h+++/F51EpDIUCgWce/XC2TOnseOHUWhn/bXoJNIgOTkKLNh8ABv2nlaL11+FQoHAwEAcPnwYBw4cQFRUFLS0tJCVlYU3P96Uy+UYMmQINm/eLLCWiIrSyZMn0bFjR0gkEtSsWRORkZF5DuuS5uB6JBERERERiRIdHQ1bW1tUrVYduw/8gapVjUUnkQp78iQW/Z2740nMY1y+LPZzX1X27Nkz9O/fH6dPn0ZOTg60tbUxefJkLF++XHQaEREREVGR4F6XpYhCocCQIUOUA9m5R6Bq1KgRlixZgrt37yIkJASTJ0/mL4kawNHRERUqVIBCoUDfvn1F5xCVamlpaejVq5dyIDv3zC46Ojro1KkTNm/ejMePH+PatWtYsGABrKysNGKgj/LXv39/ZGRkICMjA/379xedQ+8ICAjA0GHD0WrIXLRx/aHAgezwEzuwyr4SLm1bmuf1l7YtxSr7Sgg/saO4cj9Z1JVTWGVfqUi2TX+ZjFvnD+HQvO+xyr4SDs37HuEnduDVs4T3tl1lXynfP3l5837Prp+GuLs38m3I/X7kfk+eRkcV6vm9efs3n8Ot84eQ/jL5g7f9ytIOvdd449SZs3CbPbvQj6nKtLW14eTkhH379iExMRHbtm1Du3btIJVKIZPJIJFIkJOTg0GDBr21YySRqpk9ezbOnD2HJTtPq+1A9un9v6JL/fLYtX5hntfvWr8QXeqXx+n9v5ZwWf78jh/A4tHO6FK/PNx/mIh7t64X+rZd6pfP9486MzSqiiU7TqFS9a/g2LETXr16JaQjICAAw4cPx+LFi7FixYoiG8j28vKCVCrF/Pnz87x+/vz5kEql8PLyKpLH+1zPnz9XNud237lz57O3zd0mrz8fEhYWVuB2e/fuRdeuXSGVSjFmzJh8D773/Pnzt7bt2rUr9u7di+fPn3+w4c3n+6m3LyypVIoVK1Zg8eLFGD58OAICAor0/onU2ezZs3H2zGmcXD/jkweytx3zhV6boVi89Y88r1+89Q/otRmKbcd8Pye1yJ30D4Vem6EFbhP5KFbZn/sc4p++/3tb8stUbDvmiz5uG6DXZij6uG3A738GIPll6nvb5t5XXn/y8vufAcr7nbx2B65HPspzu+SXqW9tW1BDfrcv7HMoLKlUgkWjemP+8B4YPmyYyr/+SiQSNGvWDMuWLUNkZCRu376NxYsXKw9oKZPJIJVKkZWVBS8vL5w+fVp0MhEVkdyhW4VCgSVLlnAguxTgeiQREREREYnw6tUrdOrUCV9+VRvHT/sIGcje/ssWGOjIsOTHvD9nW/LjfBjoyLD9ly0lXFY4N8LDYKAjy/f6yIg7yueQ+zzi4+MKdd+5t8nrjyhVqxrj+GkffPlVbXTqJO5zX1VnYGCA48eP48cff4RUKkVGRga8vb1FZxERERERFZkiOVN2QkICzp8/j7CwMMTExCAlJaUo2qiIPXjwAIGBgQCAChUq4Msvv0SNGjWgq6tb6PsoU6YMKlasiEaNGqF169Zo0KBBceWWiFu3bsHPzw83btxAUlIS0tPTRScVKV9fX8TFxcHR0fGjvs/qQtP+Pb6Jr6uaJTAwEA8ePADwehD7iy++QPXq1VG5cuWPHoLQtH/3GRkZodOMtwAAIABJREFU8Pf3R1BQEO7evYunT58iJydHdFaJOHDgAADA2dlZcEnJkEqlMDQ0RO3atWFtbY0WLVooD1CgSmJjY/F14yao2bwT7CcW7gzmZ9dPQ+ixX9Fj0S6YNndQXh515RQOzfseZp2HwH7i6uJK/iRxd29g+8g2AIDpZxM/a9v0l8k4vnw0oq6ceu860+YOcJi6HuUMjAAAyXHR8Py+ab6P9e79H5r3fZ736zTbCw3sehRq20GevqhSu1G+j5kr9/uY13PosWjXB28PAHcDz+KP+d9j7549Kvv/9ue+/01PT8ejR49w//59PH36FABQq1YtWFlZFUcufYYKFSqgWrVqaNq0Kezs7GBkZCQ6qcQdOHAA/fr1wxz3A7Bq853onM/i/sNEnNyzBXPdD8CmXUfl5YE+J7B4tDMc+w3H6B/WCyz8n8WjnRHoc+K9y6ev3YbWnQp+bYx//AjD7PJ/f3v09svP7hPteVICZvVth2ZW5jj4+4ESfezY2Fg0adIEPXr0gLu7e5Hf/5gxY+Dh4YEjR47AyclJebm3tze6du2KUaNG4eeffy7yx/0UXbt2zfND/2vXrqFp06aftO3Dhw/x1Vdf5fuYBf2eExcXB2Nj43y3y69h9+7dbx2ILy4uDq6urnlu6+TkBC8vL1SpUiXfDuB/38e8bn/kyJECb/upRo8ejUOHDiE8PFz5dSAqrV6/f+mLfUsn4NvmTT7rviav3YGtRy5g37IJcGxhprz8pH8o+rhtwLCubfHTlIGfm1xkrkc+QsthCwAAyb6/fHCbNzm2MIPXXFfolddRXpb7/PPadt+yCcq/Rz9JRMPe0/Pterelj9sGnPQPfW+7X+aPRK/2zZR/j3+ajHErt+W5rWMLM2yaMRiVDfXyfdyPeQ6fatLa3+D9VzjCr99Q2dffgtbJ09LS8PjxY/z777+Ii4tT/gzt1asXD3ipItRlPVCE0rwu/jFy19BL0//Xmvj/DdcjSw+uRxIRERGROnJ2dsbVa6E4c+ESjIwqC+uYMmEMfvHyxN7fj8ChU2fl5aeOH0PfXl0x1HUk1m5Qjc/Z3hQfH4e6NasBAJ6lvn8ArRvhYWjVzOK9yx06dcbmrTugp6+f731HP3qIRvVq5Xt9Xo9XkhIS4vFt21awMDdTrmGoGlXZDzk2NhZ+fn4AgB49ekAmEzdUr040cZ2IiIiISJN88lB2VlYW9u3bBw/PzfD3/wsSiRTVajeArmEVaJWrUNSdVATSXiYj/kEEqnxZD2XKf9r3KDszDWkpz/Dk7j94mfIcNb+qhWFDBmPUqFEf3KlTVcTFxcHDwwNbfvkVjx7cR1ldfVQwqQ9pOQNAq4zovCKVnZGGtIRolK9eR3RK8chMR86rZ0iJvo20F89R48uvMHzoELX69/im3NfVnz0248rl16+rBjXqQUu/CiRlNW+ovjRJfx6PV3EPUcGkHuQ6n/czUvHff/fJj9T7331ISAjWr9+APw4fxouUZBga14B+tVrQKq8PSRGdrU/VvXwaB0VONnQrVROdUiIUOTnIfPkcz2Pu4WnsI+hW0EP3bt0wceIEWFpais5Tchk0GH6hd9BzxSHI5IVbxHxz0Hj4r4EwNDHF0+gobBliAwAYuSsMelVMiq0ZeD04/eCqL6x7jf3gto//CcauCf8bTixoKLsw2946fwjeS13x3eSfUL9NN5Qpr4f0l8kIOrAJl3etQduRC5VduV+rNy/LT+79th25EE0cXVCmvN5bl7/5dX2zoUnH10MFD0P9sG96t0INxecOntt+PxVNOg6EXhUTJMdFI2DPOoQe+1X5fS2MkEMeCD+4EVERt6GnV/AO9iUl9/3vtm3bcO/ePegbGOD//u9rGFQ0RNkyZT/5fl++fIl7d6PwhUkNGBoaFmExFYWUlGQ8efIEt//5Gzk5OWjVqhVcXV3Rp0+fUnF2qeTkZNStVx9dhk1Gl0HjROd8tjeHld1Ph+KLr+ri3/sRGP3d6wGrredvoXL1GsXacO/WdYT5n0e3ofkPAPkdP4BVUwZj6Mxl+NZ5MMpV0Hvr8g915j7PoTOXFfg46i767h1M69Ua+/ftRadOnUrscQcPHoy7d+/i7NmzxfJh7ZtDybdu3UK9evVw584d5YGk7t+/j5o1axb5474pLCwM586dw9SpU/PdZu/evejfvz88PT3h6uoKAPDx8UGHDh3eGxz/mG1zn/+qVasKfPy8vDkI/e4wTm7DqlWrMHz4cOj/d+eU3Mvf/Lp6eXlh5MiR7w1r5/U88hIWFgZzc3PMnTsXw4cPR82aNfHw4UMsX74cHh4eyu9rUcvIyIC9vT1q166Nbdu2Ffn9E6mL5ORk1K9bB5N6d8AYZ/vPvr83h42v7lyKOjWMEfkoFhYDZgMA/t6/CiZVK3324+TneuQjXAj5G+P7fPjgOEF/R6H96CXKv+c1lJ38MhUmHcfCsYUZ1kz6HiZVKyH5ZSq2H7uIOT/ve2soOnd4e8ZAJwzu/A1MqlZC9JNErNl1HFuPXFB+PYD/fZ2WjOnzwdbf/wzA0IWeWDKmDwZ1/kY5BJ57+Ztf023HfDFh1fb3hrVzt90wfRAGd25T4NevsM/hU2VkZqHLtLWo28Qa27bv+Kz7Kkq56+SbPX7GX/5XIJVKUK+aAaroakFXO+91w6wcBR4/S0VqRjbqG/MzSlWhAPA8LRv3E1PxKCEZerrl0a17D0yYOFGl1gNLUu66+KHDh/EyJRkVqtRAmcpfQqKjD0hKx7r4x0hPegyJVAZtg6qiU0qOIgeK1OdIj3+AlLhHKF9BDz1UcB39Q3LXI7f+8isePrgPHV19GH7ZAFrlDSD9jM/js9JeITnmHspX/gJldA2KsJiKQnbaC6Q9i0Pig9tQKHLQokUrjBpZetYjiYiIiEj9HD9+HH379oXPpQDUqy/2xChvDiAHh/+DOnXrITLiDqya/B8A4MadezCpUbyfs90ID8OF839i3MQphb5N7jA58P6QdPLz56hpXBEOnTpj9U8bYVKjJpKfP8eObVsxd9Z0bN2xGz2d++R737lfk8XLV31UU0m6c/sW2rVqhr17S/Zz34Lkrq+6e27G5f/Od1StVR/lDKtCS0fcfsgZqS/xIukJKn5RW1iDulEocpDx4jmexdxDUsx/97fs3g0TJ6jXOhERERGRpvqkoewLFy5g7LjxuHP7Nr5u4wQLx34wtWgNubZmDbRSwR7fCcf184cRcnwnkJ2J+fPmYvz48Sp7FKaMjAxs3LgRPy5cjGyZFqq27gfjZl1Q4cuvRadREUi5fwOxgd6Ivbgb8pwsLJiv2v8e33XhwgWMGTsed+7cRjWbjqjeug+Mvm75WTsmkOZ7fv86Yq5447HvHsgUmVig4q/DABATE4MpU6di3969qFa3KRo6DkRtWweUN1SfgXL6fC+fxuHu5VP4++QOxESEoU/fvli7Zg2qVRM7oB4QEIBWrb/BIM+LqFij7kfdNncA2LS5AzrNcleeObrPqsOoada6mIpfD03fPLNXeYbnD531Ouj3/+CC53w4zfaC91LXAm9T2G1zz1D97nXpL5OxoVutt26X+3UqzNcl934nHL6nHMh+837fHMDOb9tV9pUKfI65wk/swOmfJr83fJ07rJ3Xmbnzo1DkYO+Eb9HXqQNWrVxZqNsUl9z3v4sXL4a2dhl8P2gIuvdyRuMmZh++MWmM9LQ0+PlewJ5dO+B9+BDq16+PjRs3om3btqLTitX0GTPgfepPrNzvqzEHfAm/4ou5gzrCpl1HTFm5FWtnDHt9puztJ9Ckef4DPZ/rdmggfA7vwsk9WwAUfLbq3LNk7w2OUQ5kA8CrlGT0taqGsYs24bveQ/K9fe5zLO7npAoObl4Df+9duHnjOrS0tIr98QICAvDNN98gNDRUOSRdHHIHlp2cnLBjxw4MHDgQ3t7eOHfuHNq1a1dsj3vlyhXs2LEj38HmN+Wedfrp06fKAWfg9ZHG373tx2yb+9w/9rmuWbMGFy9eVJ7d+t32/BqeP38OQ0PDtwat8+oqqPlduUPd7w5f5w5rvzvsXZRu3boFMzMz+Pr6onnz5sXyGESqbsaMGfjz2CH4/DwbUmnRnA3U9+o/cJq8SnkmadfFXjjpHwrvn6ajjcX/FcljvCvo7yjsPvWX8gzP+Z31OtfGfaeVQ9VDF3rme5vcwe13h5zfHNbOPXt07kD0u4PLuYPOb95H7teoMF+T3LNkR5/4z1tn5c5teHPQWq/N0HyfS0HX5fqY5/A57jyMQYuhP8D34kWVeP29cOECxo0dgzt37qBj42roY/UFWtY1Qhm5ZrynL83iUtJx+kYsdgb+i/CHSejbpw/WrF0rfD2wpMTExGDylKnYv28v9Gs1RpVvBqCS+bfQ1ue6OOUv43kcEq+dQdzFnXh+7zp69+mLn9aKX0cviPLz+EWLoZBpw7Rdf9Rq1RWVajcSnUYlKDsjHTHXLyHy/D7c9z+GevXq4+f/aP56JBERERGpl8zMTDRu3Bh9BwzC5GkzRecAAC5eOI8ujh2UZ5Ee8f/snXk8lNsfxz+/NhEjyVKWFmlftElalCRESolUdKmkHblttOrWvYqWWxEqLaQkQpZEVCptSqSiRXSLSqb93pbfH0/PZMaszAzqvF8vr3vP83zP+Z5nOsbMOedzPi6OSEqIx8nEVAwfMVJiea9kX0LEoQM8xdW8+HubP86fy0BSQjzXeleyL2G00ZBq4uuqYu0jUbE826dfD0k/f20J2PwnjhwKQ26udNZ9+XH27FnM/a7v6DrcCr1M7dFOj+g7fgbevirD/axE3EwIw9N7N2FnZw//ej5PRCAQCAQCgfCzI9Iuhnfv3mHKFAeMHDkS3xTbwv3QJUxZG4ouBibkA/svSNvOvTHGdRW8jt7EgPEuWOHtg9599JCbm1vXXatGbm4uevbWw/KV3lAZ6YTBWy5Dd/JyIsj+iVBo3xO6k5fD0D8bKiOdsHylN3r2rp/jsSrv3r2D/ff31dfN1THcLxN6C4KgqmdMBNkEgSi274Wu9itgtDUb6sYz6v2437NnDzrpdkZKxkVY+uyH3Y5U9LJwJILsX5AWSqroZeEIux2psPTZj5SMi+ik2xl79uypsz59+/YN8xcuQj/rmSILsgFAW28YBk/1RNGlJNzNiEHRpSQMnuopEUH2p3dMFF1KQrTPVJaLtc36w5h37K7AumeDVsFm/WGhBMbCxtqsP8xV9FxVHF0Tii4lcW2HLj+/f6taH6rG0vWtVgQLzMUsKwEAyCmpsF2Xb0VtfH/xuEDofv/vf41gNHcTtm3bjsLCQqHriZvc3Fzo6enBx8cHLq5zkXOnEKvWbSCC7F8QmebNYTLGDKEHwnHpxm201dTCyJEj4eDggHfveItrGzKFhYXYvn07Znpv+WkE2QDQ28AIdnOXIjvtFM4lHkd22inYzV0qEfHy+zdMSvDtZgsvO2qB23v3MRzMesS3XnbaKQBgE2RXLT/IzxF7Xxsq42bMx4d/P2PHjh0Sz/Xt2zcsXrwY8+fPl6ggGwCMjY3h7e2NuLg4HD16FHFxcfD29paIILuyshJxcXGwtraGoaEhACA2NhbPnj3jWy82NhZfv35lEzjTgujw8PAax9aEtLQ0eHl5Yd26dTxj6HxV+1C1fOPGDdY1KysrvvkE3X/y5AkAQE2N3YmQXszPz8/nW782dO3aFfPnz4e7uztqcIYogdDgKSwsxPZt2+C30F5sgmwAMOrXDb87WiExKwfR6dlIzMrB745WYhdkM999QGJWDuyWb2c5XkduXIiimK0C667cFYnIjQsFCowv5VLfrwx6dmK7zmghC2bGXpYgGwBKnr8CAKi2Yn/vVFemygWPngrsFzcSs3JYOTn7AAA37z1mXTM35P/dS9B9ST0DJ52122C2zSi4L1pYp++/7969g8MUe4wcORJt/vcamb8bIWh6Xxh3UyWC7J8EVQUZTB/cDsmLDBE6YwCyzpxC506d6nQ+UFrs2bMHOrqdkZCehe7zQ9BnVRLajJhGBNkEgTRTVEWbEdPQZ1USus8PQUJ6FnTqeB6dH7m5uejVRw/LV/pAZ8xvmBh0FQMcVxJB9i9I42Yy0Ow/CiOW7IHNzgt430IdI0eOhP2Un3c+kkAgEAgEAoHQ8NixYwf++/wFcxcsruuusBg+YiS8lq1EUkI8Thw/hqSEeHgtWykRQTKzshJJCfGwn2SN0UZDAABHomJxv/gfoepnnk2H9zIveK/ivcZ1+WIWAGCQwWC26wxFRbz+8IWvILshMXfBYvz3+YtU1n15UVXf8VmhDVz3XcR47xDo6BN9x8+CfCtV9LV0wozdaZi4Ngynz9X9fksCgUAgEAiEXx2hdzKUlpZi6HAjJKam4bfNx+D0VySUNTtKsm+EBkLT5rIwneUN94OX8E1eFYMNhyAxMbGuu8UiMTERBoZD8LppaxhsykQn22Vo3ExWcEVCg6RxM1l0sl0Gg02Z1L95PRuPVSktLcWQYUaITz4D/aXh6O91CC3UO9R1twgNkMYysugyeRmG+Z0Ds1n9G/dfvnyBu4cH5ri5ofd4N0wNPI9OQ8bWdbcI9YROQ8ZiauB59B7vhjlubnD38MCXL8KduCpOMjIycOPaNfSfNK/GbQy0nQ8dAzMkB7hDx8AMA23ni7GHlHC4ID0a28d3wM2Eg+huPBGuh29i9KLN0DEwg1zL1gLb8Dr9EjoGZkLlEyWWGxUlRQDYRdHPCykhdXOGEm6dOgC/0crwG62MW6cO4NM7Jlt9OjfndbpMu4NzciVqJ/xGKyPaZ6rQDtcXD28BUF0ATr+m9H1hadttADS69UfAVsECBEmQmJiIIUOGQFW9DS7duA3vNeshKydXJ30h1C866nRC5Il4HItJQFpaOoyMjFBaWlrX3RI7/gEB6Kqnjy56+nXdFbEzwXkx9I0tsNNnPvSNLTDBWbybBMqfPsG5hGOwH9AGKcf2wchyMkLTC+C2Zhv0jS2gqKzCt76+sQUAStRdFbpMu23z4kH+TQCAQstWSD66D+O6tMC4Li2QfHRftTYbOk2byWCs4zz4bd6Cz58/SzRXRkYGrl69Cg8PD4nmofH09ISVlRVcXV1hZWUFT09PsbZfXFyMI0eOQElJCSEhIZgyZQoePXqEXbt2wcrKCqqqwotbtmzZgkaNGsHa2lqgC7SgWFocraysjODgYDRq1AiNGjVCcHAwKisrq7V37949mJiYIDw8HH369OGZlxZSc7ZBl2l3cACYOXMmAODIkSNssXSZvs8LX19fANUF4PRrSt+XFB4eHrh69SoyMzMlmodAqI8EBPhjYI9OGNhdR+xtL7Q3g7mhHhb6hVH/ta/59zxOSp6/RNSZy9C0mIf9cZmwNRmE/KN+CPBwhLmhHlSUBB/WxczYK1CgDADnc6iDyDTVlBF15jLslm8Hw8gZOyKTUV7B/jnhrwPUgRac4mm6P/R9ALh1vxgA0Iohj/3xGWAYOYNh5Iz98RlgvvvAVp/uJ+d1uky7gwPADKvhAICoM5fZYukyfZ8XojxDbVkw2RRXr12vs/ff0tJSGA0bgjNJ8QifNQiHXAagQ+sWddIXgnSw6KWOjCVD4TpUE25uc+Dh7l4n84GSpuq8uKrJbPRdn47W/c3ruluEBkrr/ubouz4dqiaz63QenReJiYkYbDgE75urwGbnBfSftgJNZMh6PAFgtOkAE58IjFl9BAkpZzB0+M85H0kgEAgEAoFAaFh8/vwZW7Zsgdv8RZCRqV+C1QWLPWE21hKL5rnCbKwlFiwW7zpbyZNiHD8WCW31Vti/Lxi2dg64fe8h/LfvgtlYS6ioCF5nK7x/D+PMTRB6IBw9e/Ne4zp/LgMAoKmljePHImE/yRotZRvj723+KC8vE5jn1k1q7a1Vq1YI2xuClrKN0VK2McL2hoDJZe2trpCRkYHb/EXYskXy677coPUdp06nwX7TUUz+IxJKGkTf8TPTZaglZoZkof/EufVynohAIBAIBALhV0EoUXZhYSEGDNRHGfMj3IJS0cXARNL9IjRAlNpoY8aWKPQymQRLKyuEhPDfbC0NQkJCYGllBeVBE6DnFQ5ZFa267hJBSsiqaEHPKxzKgybUm/FYlcLCQvQfoI/iV+9hsC4Rqnridw0j/HrIqWhhwNIIqA62qTfj/suXL7CdbIfdgUGw9N6HwY5L0USmeV13i1DPaCLTHIMdl8LSex92BwbBdrKd1CcK94eFocOAkZBXVq9xGzItGNDqQ7k0avUxrLVTNCdBU/sg7o9ZsFoRzHKwZqhqijWHOMlLjYSOgRk66Ff/7hDmaoTkAHdWOTnAHQmb3NgE2N2NJwIAHmansq59esfElWN/882r1qk3Rriug46BGeL+mIWC9OjaPkqN6GbqgIMHD+G///6Tat6QkBBYWVlhkr0Dok4mQrtde6nmJzQMTMaYIfXcRXz89C/09fXr1NVd3Pz33384fOgwRo6fVtddkQhyCgz0HDgMANBz4LBqjtS1xWVkV/h5zICX/3547z6GYWNtodJW+O/RRpaTAQDXMpNZ196/YeLEXtEOqVhkbYCdPj8ON9npMx/+v7v8dMLsEVb2ePGiHCkpKRLNExYWBlNTU7Rt21aieWgUFRUxfDglNBs+fHg1gW9tad++PRwcHBAeHo7Y2FjY29tDW1u7Rm317dsXfn5+sLKygoODQzUxc01i+/btC1dXV1bZ1dUVjo6ObKLqyspKeHl5wdvbm68QHACmTJkCAGwHb1VWVmLLluqHxlhZWSE1NRUREREsUXijRo0QERGB1NRUgU7ZdU3btm1hamqK/fv313VXCASpQn1+OYSpYwYLDq4BjBayGKrXBQAwVK9LNZFvbeg+2QvO64Kwd5Ury+1aU01ZbO1XhXap9g09Aed1Qazyyl2RmP/X/mpCaVEZ4rIaC/3CWOWFfmGY5RvM1q6tCeXmnXLpFusa890HbD+SVK09c0M9xAV44VjqZZbQm2HkjGOplxEX4CWUEF1atGndEsb6Pevk/bewsBD6A/rjfVkxEhcMhnE34hz8q9C8aWN4mXVBiNMABAXugp3tpJ9q4+CXL18wyXYydu4OQvd5wWg/YQkaNSPz4oTa0ahZc7SfsATd5wVj5+4gTLKdXC9+b+j1eO1hEzF6dSTkVcl6PKE6mv1HYaxfMkoqPqD/gJ9rPpJAIBAIBAKB0PBISUlBeXk57KZMreuuVIOhqIihw4wAAEOHGYEh5nW2np07wMXRAaEHwnEkKhYTbe2gqSX8OhuzshLey73gtWwlJtra8Y1NSogHAGxYuwoujg6ssvcyLyxwmyW0sHrooH5YNO/H2tuiea6Y7eJYr4TZk6c4oLxc8uu+nBQWFqL/QH08q/wAp52nocNljxbh56SJTHMMn7EME9fsr7P9lgQCgUAgEAi/OgJF2ZWVlTCzGAv5tjpw3ZWElmr1V/hBqHsaNW6C8Uv8Yea6CnPnzkNaWlqd9SUtLQ1uc+eh0+QV6Pbbn/hf4yZ11hdC3fC/xk3Q7bc/0WnyCrjV8XisSmVlJcaYj8W31h0xaHUcZFtr1HWXCD8R/2vcBD2d/0QXu5X1YtwvWLgQp9MzMNEvjrhjEwTSachYTPSLw+n0DCxYuFCqueMTTqG9/uhatVH24DbOBq0CAJwNWoWyB7eFquc3WrgN666Hb8JqRTDi/piFaJ+pKEiPBrOspMb9lSTn9/+Bi4e3YOhvy9nE6fTrM3V7MrxOv2T9WK0IRtGlJDYBdgd9E5awmnbU3j6+g8Dc2nrDMHDSPNisP4wx7gGI+2MWinPOif8hBdBRfzTeMCuRlZUltZxpaWmYN28eVq3/A/7bd6FJE/L5l8AbTS1tJKWdg45uZ4wdO5ari2tD5MKFC2AyKzHAaExdd0UiPCzIxd4/lwMA9v65HA8LcgXWod2mx3UR7DYYml4AL//98POYAV83W5xLOIbyp0+E7l//4WOgb2wBP48ZrJz2A9oIXZ9+Nr/IdJy8+4714+W/H9lpp9jE3j8DLRiK6N7PAAkJCRLNc+rUKVhYWEg0R1Vu3rwJLy8vAICXlxdu3rwpdN1GjQSfH/no0SOEh4fDwcEB1tbWOHLkCIqLi2vUV2NjY3h6eiI2NhZBQUFwcHDg+R1KUCz9zFlZWfj69SvrJzw8HHFxcWyi6i1btiAuLg7z58+vlocTc3NzlhCcFlkrKSnxjL9x4wbi4tjdU+Pi4lBUVCQwV33AwsICp06dqutuEAhS5cKFC6hkvoGpQS+JtJ9b+AQrd0UCoATMuYXC/W1nGDkLjMk/6oe9q1zhvC4Idsu3I+rMZZQ8f1mr/gpDUcxWMDP2gpmxF3tXuSIxK4dNKC0K9GtzZvdKVpu82jU16A1zQz04rwtiiaw1LebxbPvW/WKWeJwmMSsHD58KdoGRNmMMeuHU902R0qKyshJjzcagA+Mb4uYbQEOJOKr+ilj0UkfMXANknEnBwgWCPxs1FOYvWIjktEz0WhZN3LEJYqd1f3P0WhaN5LRMzF8g3Xl0Tuj1+AHTvWHo5odGZD2ewAd5FU1YbEpAU7WOMDP/eeYjCQQCgUAgEAgNj4SEBAwyMBS74Fkc3L51E97LqDUn72VeuH2L/zob7R7N+cOz/XsPEXogHC6ODrCfZI3jxyJR8kT4dbYdW7cgKSEes+eKNo9zv/gfvP7wBa8/fEHogXAkJcTjdEr1wy6rQr8OpzMusOqKUl+aKCq2xCADQ4mv+1aF1nfIqetg+rakem3sQZAcXYZaYmpAPFLTM7CgjueJCAQCgUAgEH41+O50/Pz5M6wnTMDHb00xbcMhyMjJS6tfXFk2VAnLhvLedCjueqLy8S0T2SfDELZ0CpYNVULY0im4mRqNj29r5uT0T+Ftnv0WJdfHt0zcTI0WW7+EYbjDQgyeNBvjJ9jg3r17EsvDi3v37sF6gg00Rzuj/di5UsubMq3wAac8AAAgAElEQVQNUqYJv+G8tvVE5fN7JkrSD+OGvxNSprXBDX8nPLsYg8/vRR8L5ddThO4zv1j62fn91Jb2Y+dCc7QzrOtoPFbl8+fPGDd+Al5/box+7nvRRLZu31dFIX6KOuKniO4gW9N6ovL5PRPFaYdwxc8R8VPUccXPEU+zaja+n19PEdjnd/8U4e7RP1nPV5x2CJ+YL2rafbGjYzUX7ca41Om4DwwMRHBwCMyWh0BNt0+d9IEmYExrBIxpLbV6ovLpHRO5iQcRu3oqAsa0Ruzqqbh79gSba7Aw9en+ZoVtREWJcKKL8gd5Qj+jKLE1RU23D8yWhyA4OASBgYESzUXz8OFDvCwvg3rnvjVu49M7Js7v2wgAmLkvGwBwft9Ggf+GwgqyAYChqomuI22wMOYh+oydjvy04wia2genty1B0aUkvH9dP96DaEG2U1AGVDv2ZLtHi7DbdhvAdr3rSBsAQH7acdY1mRYMmHluwxj3AACAjoEZrFYEY+iMFUL3pYvReADA1ePSGUtVkWvZGkrqmsjOzpZKvnv37sHGxgaz3eZjofsSqeTkhZJsYyjxWeQTdz1RYVZWImxvCKZMsoaSbGNMmWSN6GORNT5F+fatm3z7HX0skpXLY+FcvoumosSKA3kFBRyKjEbTZjKYYGODz58/SzSfNLhy5QrU2mpBUVmlrrsidt6/YeLwtnUAgN3JlLjn8LZ1fN2jx3VpwSZuFiTMVmmrhWFjbXHk6j8wtf0NGfFH4TKyK3avWYTstFOofFnOt76cAgMLfHdh3vq/AQD6xhbw8t+PqYtWCfWMdD+76OmzXR821hYAkBF/VKh2GhIdu/dF9pWrEmv/4cOHKCsrw4ABAwQHi4HKykqsWkX9excUFAAAVq1aJdRGa2EE2QCgra0Ne3t7VFRUYObMmYiIiED79u0xd+5cxMXFoaysZkK3yZMpp/dt27bVKJYWYRsYGLDF0k7YERERAIAjR47A19cXWVlZUFUV7AaqqKiI4OBgBAUFAaDcsMPDw7Fu3bpqsUeOHIGXlxfCw8OrCcNdXV35OoHXFwYMGICysjI8fvy4rrtCIEiNK1euQEtdBSpKDMHBIsJ89wG+oScAANcP/QGAcpoW5CotjCAbADTVlDFp1CCUnNqJGVbDcSz1MrpP9oK7/wEkZuWgvEL8axAL7c3YXitTg94AgGOpl2vUHi3CHthdh+36pFGDqrXLaCGLv3+fge1eTgAoN+y9q1zh7TKhWrtRZy5j5a5I7F3lWk3svdAvDFFnatZfSdGvSweUlb+Q2vvv58+fMWH8ODT+9Br7ZvSDvIx0RHzqHnFQ94gTHCimeqLC/PgfDl0qhmNoNtQ94uAYmo2YG6VgfvxP5LZS8p4L7HNR+Tv8mVjAer5Dl4rx4u0nrrExN0pZ/VoadQt5T8X3+91bUxFB0/ogRIrzgZIkMDAQwSEh6DxnNxTa967r7nAlY0ZbZMxoK7V6ovL5AxP/ZBzG7a1OyJjRFre3OqHsciw+fxBu3Ila/8OzB3gU/Rfr+f7JOIz/uKz3fP7ARNnlWLZ2ecVKGoX2vdF5zm4Eh9Td7w29Ht/NciZ62dTtoQqh41QQOk70uaCa1hOVf98zcTf5IE77TkPoOBWc9p2GB+dO4F8h1zD/fc/Eg3Mn2OrfTT6ID5XVxx63WF65RIkVF01l5TFyeRiYX5rAevyEn2I+kkAgEAgEAoHQ8Lh69Sr0+vWv625Ug1lZCd911Drb1Vt3AAC+61YJ3MtQVbBM//BCU0sbE23tUPzsFWb8NgvHIsPRs3MHeCyci6SEeJSX815nO34sEn6bNuB0xgWoqAhe46JZsNiTLX60qRkA4FhkuFDPNVCffe2NdugWVF/a9OnbD1evSm7dtyqUvsMG7782wcR1B9FMSvqODcatsMG4ldTqicqnd0zcSDiAoysdsMG4FY6udEB+WrRIezBvJBxg9Tdj7x94xWUPJn2f34+w8eKgTWc9WPuE1uk8EYFAIBAIBMKvCN/djjt37sKNnFxM3XgYzeXFvyHoZyMxcA2i/1qMOxeo07fuXEhCxBoXRK53FbmttxXl2DZjWK1zva0oR+R6V0SsceEa+7aC/4bq2mDmtgbt+hhihvNMfPv2TWJ5OPn27Rscf3OBQmcD6Np7Sy1vQ+B+5Abkhy5B+fUUAJRY+tZON+QGLhCpnTfFebjh7yT2WG6o9DOtcd2q6Np7Q6GzARx/c5HqeORk565duJqTCz33MDSRI++r4uROxAbcCl6C59/H9/PrKbi+Yw5u7BRtIwjzcR6u+DkKjEn3GIL7JwJY124FL8GtII8aicAlRdcp3lDsMrhOxv3Dhw+xaLE7Ri3yh1afoVLN3RA5H7oOqVvd8eAS5f744FIyTm2chaS/3ISqn/SXG1K3urPKl8O3YL/LIJQ/yONb7/3rFzjkZiRUDlFia4tWn6EYtcgfixa74+HDhxLPR7sGKmkIdmHmxZVjf6PoUhJGuK6DkqYORriuQ9GlJFw59jfPOn6jleF1WnQHMZkWDOgYmMFm/WFM3U6NmWifqdhp26XG/RcH71+/wPn9f6CsKA8z92VXE2QLQ9El9lNs5Vq2Rm8LR3idfgmb9YfRdaQNyx18hGt1IRIntEs3Z7ucDJ7qCQDVJuHpMn1fVFq27YgHDx7UqK4ofPv2DTNnzoThsOFYs2GTxPM1dNb4LMfiea5I+u4Cl5QQDxdHB7i68P/7z43y8jIMG9SP5/0pk6zh4ujAyrUvOAjDBvVD9LHIWsWKE4aiIg4fO4Hc3Fzs2rVLormkQVFREdq071TX3ZAIJ/ZuRXbaKTgv3QiN9rpwXroR2WmncGLvVq7xtCC7JsgpMKBvbAHv3cfgF5kOAPB1s8V0w/YC6yoqq2DM5N9w8u47eO8+hmFjbVlu285LN9aoPzTZaT+fe666dgc8kKCDMf05p1Mn6fxe0A7Qfn5+6Ny5M/z8/BAXF4ctW7bwrdeoUSN8/fpVpFyKioqwsrJCbGwssrKyAADW1tZQV6/ZoWCK390QOF2maxtLQ8c6ODgAAAwNDVnO11UF6ZxlAFBVVcWsWbPw9etXxMbGwt7enuUO7ufnx4qj26aF4DScwnBeeHtT82icInq6TN+XJDo6lCiysLBQ4rkIhPpCUVERdDSF38AmCtuPJCExKwcb5tqhk5Y6Nsy1Q2JWDrYf4f0diWHkDGbGXpHyMFrIwtxQD5EbF+LM7pUAALvl26EzfnGt+l+V3x2tWLk4cwNgc6SmYznF53SZvi8MnE7XKkoMzLA0AjNjLyI3LqRE6d/dwTfMtWPFOa+jDtOgxd003MTe3BDnMwhDBw1KkCat999dO3ci9/pVhM3oC0bzplLJ2RDYEH8HS47eRErecwCUsHrOweuYf/iGSO3kPWXCMZT/IXF5T5kYsjENAafvs64tOXoTHpE3q4nAHUOzMefgdVa/wrIeY9TmDMTcKBWpX/wY0qk1Ntv2hPviRVKZD5QU9Ly4rtNfaNltSF13p8Hy8OgfuLfPCy9zTgMAXuacxp3dbigIEm49U5T6b5/kI3vZUDw++eO79b19Xri715NNxP35AxMFQQtwZ7cbW7t0bF0Is1t2GwJdp7+kNo9elW/fvsHJ2QUq3QdjoJNwB7H9ylwJW4/zOz1QnE3N5xdnJyPdbzYy/AUfLv/veyYy/Oci3W82W/3zOz1wfsdiNmH2h8oXXGPpXDWNFTfN5BgYueIgruXkYufOhj8fSSAQCAQCgUBoeBQWFqKjTv1bU6ZdqH03+aGTbmf4bvJDUkI8dmzlv85WExiKijAba4kjUbE4nXEBAGA/yRq62rxNlFwcqXWo0UZDuLpyc5a9lq1k5eLMDYC1N6Km1La+uOnQUYe1Nitpdu7ches5t2Cz7jBrbxQBSNuzFqe2LMb9i9QayP2LSTjhOxOxf8wRqn7sH3NwasuPdY3zhzZjt+NAPC+6LVI/dAebsf6f3ucmadrpDYO5R0CdzBMRCAQCgUAg/KrwPHq+vLwcPqtXY9ySrWjVpp00+8STTecrpFpPFP4pvI3LMftg7LQE+uOc0FJNE6+flyD9oD8ux+zDiyeFaK0l/Jf406G8NyqLkiv/3CncuZCEKWtC0cfEhtXGzdRoRKxxQf65U9AfV3PBLD8aNWoMm2V/I2DqQERERLA2hkqaiIgI5N7Ox6C/zuN/jSTvtFcV00P/SLWeKLwpzsOTMwfQcfxiaI6chubKGvj4shQPT27HkzMH8P7ZA8ipdxTYTmXhNVxeYylUTmFieT37m+I8XFxhgi4Oq4XKJYj/NWqMrjMDcPn3oVIdj1UpLy+Ht88qdHPeAjlVbannry2WEc+kWk8UmI/z8Dg1DLoT3KFtPA2yrTXw4UUpCmO343FqGN79U4QWbXQEtlNx/xourBrLN+bzeyYyl42CWj9T9PxtI2Rba1Au3emHkX9oLcpy0tDWcLy4Hq1W/K9RY/SYHYDzS4ZIfdwvdveAjsEYdB9tLzhYCrgn12zzSE3riUL5gzzcStiPQQ6e6GU+HQqqmnhTVoLsI1txK2E/KkqKoKTJe/zePXsCDy4lw2RxAHqZTwcAPMk5h6ilE3Arfh9GLdzMs+7FA8KLN0WJFQfdR9uj+MppLHb3QGzMCYnmokUmNZ2kLs45h4uHt0DHwAwDJ80DAAycNA9Pbmbh4uEt0NYbBm099sN2airI5qRttwFo220A+ljNwOPrGbVur6aUPbiN8/s2QlWnB8w8t0GuJXdH9WifqSi6lISFMQ/ZXm9a/Kxn+ZvA2NdPqYljBeU2AmNp9/Cq7XKjdbuuVHxFOVv9yueU2Imhqsm3Pi+ayjHAZEr+sI6IiAjk5efjyq07aNxYup9/uVHB59RlSdQThdu3bmJfcBCWLFsJJ+eZ0NTSRsmTYvj7bcK+4CAU3r+HTrqdhW5v4/o1PO9FH4tEUkI81m/yg+MMF9bCYvSxSLg4OkDfYDA0tbRFjpUE7dp3wOZtO7F47mxMmTIFKioN12X6zZs3kPsJD5W7dSkDkbv+hL6xBcY7LwQAjHdeiNtXziFy15/oNcgIvQ3YD0+pqSCbky56+uiipw8z+5m4mZXON9bXzRbZaadw5Oo/kFP48e/wTzF1QIWyGu9FfH71aTdw8ykza/oY9ZYWCi1RWflaYu3Tn3MUOTY7SIK0tDT4+vrCysoKnp7UgSaenp7IzMyEr68vRowYAWNj42r1aiLI5sTAwAAGBgZwdXVFamoq31hra2vExcWhoqKC7XWhHbbnzJkj1lj636BqrCjwapcWzWloaAjdliAReffu3QEAz58/Z8v16NEjAICWlpbQuWpKy5YtAQCvX0vu94JAqG+8efMGDLnmYm834/od/HUgDuaGelhgNwYAsMBuDM7n3MVfB+IwrG9XGPXrxlanJoJsTgZ218HA7jpwHjcSZ6/l16qtqnRtTzmzljx/CU01ZdZ1WqTsYj2iWmzZq0o2Effjf6jviJpqP9wn7JZvR2JWDkpO7WSL5dYur9iiUurvQpvWLYV+Hk6xNyeiPIM4UJSXAyCd99/y8nKsWuWNLRO6Q7uVnMTzVeWZf83E7DWtJwp5T5kIy3oM99G6mGbQDhpKsiit+IDtZ+4jLOsxisrfQUelhcB2rj2uwNht5/nGMD/+h1GbM2DaQw0bbXpBQ0kWzI//4fClYqw9mY+0O2UY35f6jBFzoxQpec+xelx3TDXQZonoY26UYs7B6xjYvhU0lGT5pROayQO1kHr3FTwWL8KJ2JNiaVPaLHL3hLLeaKgNnVzXXeGL0f6nUq0nCm+f5ONp+gG0G7cYbYymQkZZA59elqI4fgeeph/Ah2cPIMtnPVOU+p8/MHHNxwTKeqOhO/0PyChr4PMHJp5lhKPoyDq8upUO1UHWAIBXt9LxMuc0Ov/mBxV9KzSRZeDzByZKEgPx+ORWPM+KgqZZzT7z1wa1oZNRmXsGi9w9cTImWmp56fX4CbsuSn09nhsuJ2t2EH1N64nCq4d5KEjcDz07D3QxnQ55FU28LS/BzahtKEjcj8rSIihq8F4DKrl2BsXZyRg6zx8dhlmjmRwD/75nIvfETuRE+qMw/Sh6jafE3cWXElGcnYyRXnvQcdgEVhsPzp2gxNeXEtFlzHSRYyWBgpo29F3/gs8qDzg4NOz5SAKBQCAQCARCw6OyshIKjPq1ppx5Nh1+mzbAbKwl5i/yAADMX+SB8+cy4LdpA4YZjcTwESPZ6rSUbczXFVtYBuobYKC+AZxnuuJs+plat0fTtXsPAEDJk2K2/Q6087fzLP6GZ/aTrJGUEI/iZ6/YhN3C1pc2ii1bSm1+1Wf1aoxevBUtpazvWJn2Sqr1ROF50W1cj9uHodOWoK+lIxiqmmCWleDC4QBcj9uHVyVFaMVnD2Z+WjTuX0yChedW9B1LmTo8upGJw57jcf3kPpi7/zgcgdfzPC+6jZBZw2Hitr7aPZM56zFo8rxaPiV/eo+ZgofZ0tlvSSAQCAQCgUDg45S90tsHbXR7oddIa2n2p8HyJP8aAKCfmR1aqlGijZZqmjAY7wwAKL17S+i2zh35G8xy3iJdUXJF/0Wd2FRVkF21TN+XFHKKrTDKZSW8li7H+/fvJZoLAN6/fw/P35ehnc3vaCqvJPF8DYnKImqTV9uhtmiuTG2maa6sAc1R1JdH5kPBY/TRqUBcXmOJ3vN2izWWk3+ZL3BxhQm6u2wWSiguLE3lldDO5nd4/r5MKuORkxXePlBo1wttBgknaicIz+siyilEc9gkyLamxrdsaw20M6HGd+XDXIFtPEjYjQurxqLfgkC+cW9KKecQjSE2rFxN5BjQHjkVAFB6QXqbXoShmbwSdCb+jiVSHPfp6elITk7BkJlrpZKvofPs7nUAQLdRk6HwXfipoKqJ3t9FpGWF/N+fC9KjAACdh//4zKb1XQB8K2E/z3rXju/C25fCHQoiSqw4GTJzLZKTU5Cezl8AVls+ffoEADXaPMYsK0GkF3UQw0gO52a6HOk1vtqpl+IQZFdFtWNPliBc2jDLShDmagRVnR4YOmMFT0E2AHQ3nggAeJjNLpaiy12MrKvF3s2IYV2rKCnC3YxYAEDbHvp8Yz+9YyIvNbJau9xo1Y4S4ealRrL+rZhlJbiXSW0AVu/K2wmZH42biV9Ywcn79++xfPlyrFy1Dq1aKQuu8Itz7eoVAICdwzTWop+mljacZ1KLdbdyhHcf+3ubP/55ytsV7FhkOACwiawBwMSUOhH3zOmUGsVKCusJE9Grjx58fHwknkvSNJWRqesuiJXyp0/g7WQBAPht6R9s9+iyt5MFy42aF+O6CBZw8KND114sQTgvjCwp4cG5xOOsa6WP7uNCEvUZuWtfA6HqX8tMZrtOl4eY2VSr8zPw5YvkDqWgP+dI+tCO4uJimJiYAGB3bq5aNjExYbk7V6W2guyq9OnThyUI58WUKVMAAEePHmVdq6ysxMGDBwEAkyZNqlVsYmIiWz66TMd+/fqV6w8NZ5lbH+7du4eoKOp7gKGhIes6/VqnpaWxuV0fOXKE7T4vunWjxJmHDh1i/VsVFxfj+HHqd1pfX59nXXFBj1V67BIIvwoyzcTrFFzy/CWs3Knf+Q1z2YWBdNnK3Y/l8ExTW0F2VXp10mKJwcWBQU/qINr98Zls7tEpl6h5E1OD3qxrXdpRguYjKRdZz1jy/CViM64CAPp3/THnbGsyiK0dznbHjxhYLTY6/YcDceGTZ4g5e4Wtj8AP1+yM63fY+ht15jLbfV6I8gzioHEjarlQGu+/PitXoFdbBVj24X9gz6/GjWJqw+akAVoskbOGkiwcDdsDAHJLBG/o3H22CGO3nUfgdP7zGPefvwUA2PTTYOViNG+KqQbfDw67/uO7Lv3/VQXZAGDcTRUAkH5XvILG1WM7Izk5WeLzgZKAmhdPQrvJxDW4Nrx5QM3NqBlOgsz39UwZZQ20MabWe9485r/eI0r990+p9R7VwTas2CayDKgbUQfcll38sd5D/38bo6loIstgxWqaU0LsoiPsc8PSpN3kVUhOTpLa78379++xZOky9HFYBhkF8R4S8jNSfo9aA+o0YjLkVag1IHkVTXQzmwEAePmA/xpQUQb1fazLmOloJkeNvWZyDPSaQK0HZO/9ccD5+Z2UcKOqyLpqmb4vaqyk6DDECkode2Gld8OfjyQQCAQCgUAgNCwkuTZXE0qeFGOcObXO5ruRfS2HLo8zN0HJk+rrbFUdq6u6VNeEnr37sATh3Hj94QvXH877NIMMBgMAwvaGsITUAHA6hXIxNh1jwbc/tnYObPGc9cfb2ArzWFJFGmNrpbcPVHV6oZvROInnakg8LaC+f/cytWOZbzBUNdFvHLUH89m9m3zr3z5Drb12H/HDkKl93+EAgOtx+wTmf/e6HCGzhsPCcyub+PtVKXWAvZpuL2EfpVaMdF2H5BTJ77ckEAgEAoFAIPBwyn78+DFCQ0MwZ1cSt9sS4WZqNHJOH8OdC0kwdlqCfmZ22DyF2uxCO10vG6rEtewddw83kiOR8LcPug0xg95oWzYRMmc9btAx/OBX//VzSrwhr6TKdl1BWQ0A8PzhHYHtA0DRtUwk/O2DRfvP4c4F7q+/KLm6DTHj2Q59X9LoWzvhXHgAAgMD4eEh2cW7wMBAvPvvG3oZTxN7288uxuCfiydQfj0FHccvRtuhtji/ZAiAH27PKdPacC2P2JWLp+ejcC98LVT6maLN4AlQH/zjixtnPW7QMfzgV//jS2rcNGOwC6VkWlLj5m3pXYHt3wtfi74eYVDpZ4pbO93EFstJcUooVPqZQvO7yFWcaBpPQ8mpv6UyHqvy+PFj7A0NweDV9dPd4WlWDEovROP59RToTnCH5rBJSPegxjftdB0/RZ1reXTQbZSeO4b8Q2uh1s8UGkNs2JyiOetxg47hB7/6H15QG8NkFNlPUZdRosb3mxLB4zv/0FoM9DoAtX6muL6Dt5tBxT1q06VS54Fs15vIMaTiCl4TtEdNx+N46Y3735ctR08LJ5bAWNLcPXsCBelReHApGYMcPNFt1GTsd6E2ydJO1wFjWnMtu0YW4M6Zo8jcswodDcag68hJ6DLixwYUznrcoGP4wa/+m+8CUDkl9vHbohU1fl8+LuDbtvXaw9WuPbhECZcslgdzrfMk5xwy96zCtN0ZrFheiBIrbhRUNdHTwglLl69A9qWLUs0tLJcjtgIAbNYfruZorqSpA5v1hxHtMxWXI7Zi9CLeruXC4DdasOBW3GJvYXh0NQ0AcPHwFlw8vIVrDN2vDvom0DEwQ9wfsxD3xyy2mMFTPdkcxenY5AB3JAe4s8VarQhmc6/uOtIG+WnHucZytgv8eC3pfql27AkdAzOuz6Bn+RtUO/bk/yLUIYGBgfj6DXBymSU4WAxEH4vEschwJCXEY8mylbBzmIaBvSkBF+10rfR9oY+zfK/4H0SGH4LPMi+YjbWErZ0DbGx/CBE463FDSYhFRH716UVKVVU1tutqbajP2nfy8wS2D1CnVPss88K5y9eRlBDPNYa+zuBwp6XLN3Ou1yhWkvis9YX5KCMsX74c7dpJ90RlAm+i9lB/P7x3H4NGe122exrtdeG9+xh83WwRtWcz3NZsq1a/qhhbkHu2MMJtfm30Hz4G+sYW2OkzHzt95rPd8/LfD5W27C67dD66Tbq+n8cM+HnMYIu1m7u0mhs4of6wadMmAEBsbCw6d+7Mdq9z586IjY2FtbU1Nm3ahF27dtUqV6NGPM+YZMFP6G1vb4+IiAi4urrC1ZX9BH1vb282N29RYs3NzWFlZQUHBwc4ODjwjRUFul1ufQgPD4e29g9ngenTpyMzM5MlkK+KlZUVpk9ndzmjX0v69erTpw+srKzg6+sLX19fttg5c+agT58+NXoGAoEgfbYcTgAARG5ciE5a7PNunbTUEblxIeyWb8eWwwkI8HCscR6GkbPAGHEJvTXVlLF3lSuc1wXhrwNxbPdcrEfA3FCPVe7VSQvmhnr460Ac19henX58JjE16A1zQz04rwuC87og
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment