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@pfokin92
Created January 26, 2020 14:36
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "view-in-github"
},
"source": [
"<a href=\"https://colab.research.google.com/github/yustinaivanova/netology_statistics/blob/master/dz_2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "9wqpiQR2AbtX"
},
"source": [
"# Виды распределений"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "V3N8qycM-xP9"
},
"source": [
"Загрузить таблицу и построить график распределений. Найти нормальное распределение."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "Zo_j9HCKCPgi"
},
"outputs": [],
"source": [
"import numpy as np\n",
"from scipy.stats import t\n",
"from scipy.stats import norm\n",
"import matplotlib.pyplot as plt\n",
"from scipy import stats\n",
"import pandas as pd\n",
"import io\n",
"import requests\n",
"import seaborn as sns\n",
"import random\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "LrhPyaIACZsb"
},
"source": [
"Таблица цен на дома в Бостоне"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "XyNNmtvIDDy3"
},
"source": [
"Основные значения:\n",
"\n",
"* CRIM: This is the per capita crime rate by town\n",
"* ZN: This is the proportion of residential land zoned for lots larger than 25,000 sq.ft.\n",
"* INDUS: This is the proportion of non-retail business acres per town.\n",
"* CHAS: This is the Charles River dummy variable (this is equal to 1 if tract bounds river; 0 otherwise)\n",
"* NOX: This is the nitric oxides concentration (parts per 10 million)\n",
"* RM: This is the average number of rooms per dwelling\n",
"* AGE: This is the proportion of owner-occupied units built prior to 1940\n",
"* DIS: This is the weighted distances to five Boston employment centers\n",
"* RAD: This is the index of accessibility to radial highways\n",
"* TAX: This is the full-value property-tax rate per 10,000 dollars\n",
"* PTRATIO: This is the pupil-teacher ratio by town\n",
"* B: This is calculated as 1000(Bk — 0.63)², where Bk is the proportion of people of African American descent by town\n",
"* LSTAT: This is the percentage lower status of the population\n",
"* MEDV: This is the median value of owner-occupied homes in 1000 dollars"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"colab_type": "code",
"id": "Ona1gs72CZOq",
"outputId": "455f9f96-3f49-4eb7-c928-fc732141d834"
},
"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>CRIM</th>\n",
" <th>ZN</th>\n",
" <th>INDUS</th>\n",
" <th>CHAS</th>\n",
" <th>NOX</th>\n",
" <th>RM</th>\n",
" <th>AGE</th>\n",
" <th>DIS</th>\n",
" <th>RAD</th>\n",
" <th>TAX</th>\n",
" <th>PTRATIO</th>\n",
" <th>B</th>\n",
" <th>LSTAT</th>\n",
" <th>MEDV</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.00632</td>\n",
" <td>18.0</td>\n",
" <td>2.31</td>\n",
" <td>0</td>\n",
" <td>0.538</td>\n",
" <td>6.575</td>\n",
" <td>65.2</td>\n",
" <td>4.0900</td>\n",
" <td>1</td>\n",
" <td>296.0</td>\n",
" <td>15.3</td>\n",
" <td>396.90</td>\n",
" <td>4.98</td>\n",
" <td>24.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.02731</td>\n",
" <td>0.0</td>\n",
" <td>7.07</td>\n",
" <td>0</td>\n",
" <td>0.469</td>\n",
" <td>6.421</td>\n",
" <td>78.9</td>\n",
" <td>4.9671</td>\n",
" <td>2</td>\n",
" <td>242.0</td>\n",
" <td>17.8</td>\n",
" <td>396.90</td>\n",
" <td>9.14</td>\n",
" <td>21.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.02729</td>\n",
" <td>0.0</td>\n",
" <td>7.07</td>\n",
" <td>0</td>\n",
" <td>0.469</td>\n",
" <td>7.185</td>\n",
" <td>61.1</td>\n",
" <td>4.9671</td>\n",
" <td>2</td>\n",
" <td>242.0</td>\n",
" <td>17.8</td>\n",
" <td>392.83</td>\n",
" <td>4.03</td>\n",
" <td>34.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.03237</td>\n",
" <td>0.0</td>\n",
" <td>2.18</td>\n",
" <td>0</td>\n",
" <td>0.458</td>\n",
" <td>6.998</td>\n",
" <td>45.8</td>\n",
" <td>6.0622</td>\n",
" <td>3</td>\n",
" <td>222.0</td>\n",
" <td>18.7</td>\n",
" <td>394.63</td>\n",
" <td>2.94</td>\n",
" <td>33.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.06905</td>\n",
" <td>0.0</td>\n",
" <td>2.18</td>\n",
" <td>0</td>\n",
" <td>0.458</td>\n",
" <td>7.147</td>\n",
" <td>54.2</td>\n",
" <td>6.0622</td>\n",
" <td>3</td>\n",
" <td>222.0</td>\n",
" <td>18.7</td>\n",
" <td>396.90</td>\n",
" <td>5.33</td>\n",
" <td>36.2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" CRIM ZN INDUS CHAS NOX RM AGE DIS RAD TAX \\\n",
"0 0.00632 18.0 2.31 0 0.538 6.575 65.2 4.0900 1 296.0 \n",
"1 0.02731 0.0 7.07 0 0.469 6.421 78.9 4.9671 2 242.0 \n",
"2 0.02729 0.0 7.07 0 0.469 7.185 61.1 4.9671 2 242.0 \n",
"3 0.03237 0.0 2.18 0 0.458 6.998 45.8 6.0622 3 222.0 \n",
"4 0.06905 0.0 2.18 0 0.458 7.147 54.2 6.0622 3 222.0 \n",
"\n",
" PTRATIO B LSTAT MEDV \n",
"0 15.3 396.90 4.98 24.0 \n",
"1 17.8 396.90 9.14 21.6 \n",
"2 17.8 392.83 4.03 34.7 \n",
"3 18.7 394.63 2.94 33.4 \n",
"4 18.7 396.90 5.33 36.2 "
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"url='http://yustiks.ru/housing.csv'\n",
"s=requests.get(url).content\n",
"names = ['CRIM', 'ZN', 'INDUS', 'CHAS', 'NOX', 'RM', 'AGE', 'DIS', 'RAD', 'TAX', 'PTRATIO', 'B', 'LSTAT', 'MEDV']\n",
"data=pd.read_csv(io.StringIO(s.decode('utf-8')), delim_whitespace=True, names=names)\n",
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "KwpYBJZiE1EO"
},
"source": [
"Нарисовать частотные графики для всех значений. Можете ли вы найти следующие распределения в данных графиках?\n",
"\n",
"\n",
"1. Нормальное: RM, \n",
"2. Равномерное:\n",
"3. Биноминальное: NOX, DIS, AGEб MEDV\n",
"4. Бернулли: CHAS, \n",
"5. Геометрическое:\n",
"6. Логнормальное: CRIM, ZN,\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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xe/duJk+eTM+ePenbty+zZs3ixx9/rNaO+/btS3x8PJmZmRQVFREbG0tISIh+uVarZe7cuYwYMYKXX35Zf7bh5OTEhx9+yIkTJwD47LPPKjyjEPdHpyikZxeRnl1EVp4aRVEsHUkIUUtVekbx7bffEhUVxfz58+nQoQMqlYqTJ0+ybNkyXnzxRYYPH17ljr28vIiIiGDGjBloNBomTpxIt27dmDNnDvPnzyclJYUzZ86g1Wr57rvvAOjSpQtvvPEG7777LosXL0atVuPv78/y5ctr9l03cKVaHd/9fI2rybn6ea28GxMa3Apbm/Jnb0KIhk2lVPJV8vHHH2fFihU0b97cYP6VK1f45z//yebNm80S8G4kJiYyZMgQ9uzZg5+fn6Xj1CppmYUcO59GSamWXXFXSUrPJ6izN+4uDmTmqvnldAoebo6Merg1Tg62Btv2CvDE093JQsmFEKZm7LOz0ktPBQUF5YoEQOvWrSkuLq7ZlMIsFEXhu/hr3EzPZ2jvFgR29OIB3yYEdvRiRF9/MnPV7PzxN7RanaWjCiFqkWqN9XQnuZ5dNyWl53M9NY++3ZoT0MrdYFnr5k0IDSorFsfOy6CPQog/yBPuGghFUfjldCqNHG3p0qZphev4N3ehrZ8rR8+lkp0nZ41CiDKVNmafP3+eXr16lZuvKAolJSUmDSVq3pkrmSRnFBDS0xcb68q/H/Tr3pzrKbnsP57ImP4PVHjvixCiYam0UOzevducOYQJKYrCzh8v4+xoSyd/9yrXbeRoS5+uPuw/nsSVm7k84NvETCmFELVVpYXC19fXnDmECZ29msnlpBwG9PTFuoqzids6tW7K8QvpHDufRuvmclOjEA2dtFE0AD/9moStjRXtW7pVa30rKxU923uQmlnIzVsFJk4nhKjtKj2jELVPXmEJReq7e7qgTlH46dckOrVuip1t9W+m6+Dvzi9nUjl2Lo2wfg/cbVQhRD0ihaIOKVKXcux82l1tczM9n5z8Enq0a3ZX29lYW9GtbTMOnU7hRmqe3HAnRANWaaHQ6XRYWVkxePDgCnu+7Nmzx6TBRM24lJSDtZWKzm2aci0576627dqmGcfOpxHz8zUe7OhlooRCiNqu0kKxaNEili9fTr9+/fjhhx9YsGABDzwglyDqEkVRuJyYTStvFxzs7v7k0d7Omg6t3DhyNpXcghJcGtmZIKUQorartDH7ypUrACxdupSoqCg2bNjAvn376NChA126dDFbQHHvkm8VUKgupY3fvXdx7fxAU0q1OvYeuVGDyYQQdUmlhcLN7Y8eMoGBgWzduhWVSsWkSZM4duyYWcKJ+3P598tO/j733sW1aRNH2vg2ISb+qgzdIkQDVen1iDfffBMo/0jU9PR0pk2bxpkzZ0ybTNy3xLR8mns0uqveThUJ6enHhm9Oc/q3DLq0ubtGcSFE3VdpoWjatGw8oPt9JKqwjEK1hsxcNe1bet/3vnp38mLr9+eJib8mhUKIBsjoDXcqlarCH1G7JaWX3Sjn6+F83/uyt7VmUGAL4k7eJK9QxvkSoqEx2hVmxowZNGnSBA8PD4P50dHRJgsl7l9Sej62NlZ4uNXM/Q/Dg1rxzYEr/Hg8iVEPt66RfQoh6gajZxSbNm2iefPmDB8+nG3bthEdHS1Fog64mZ6PT7NGWFvVzNlf6+ZNaN3chT2Hr9fI/oQQdYfRQtGrVy+2bt2KjY0Njz32GEeOHDFHLnEfCoo0ZOUV18hlpz8b0rslF29kcy0l1/jKQoh6w2ihOH36NOfPnyckJITZs2fz4osv8tprr5kjm7hHSen5APjVcKEY0NMPaysVew/LPRVCNCRG2yjmzZtnMG1lZUVcXJzJAon7l5Sej52tFc3cHGt0v66N7Qns6MW+YzeYMbJjtYYsF0LUfUYLxd69e82RQ9SgpPR8mjdzxsoEvdOG9G7BodMpHL+QTqCM/yREg2C0UCxbtqzC+a+88kqNhxH3r1CtISe/hM6tK34u9v0K7OhNYyc79hy+LoVCiAbC6LUDV1dXXF1diYmJ0b92dXU1RzZxD9IyiwDwMtGw4LY2Vgzo5cvPCSnkyz0VQjQIRs8onn/+eQC+//57/WtRe6VmFaICPGq4feLPhvRuyTcHrvDTr0mM6Cv3VAhR31W7NfJe7saOjo5m5MiRDB8+nE2bNpVb/v333zN27FjGjBnDs88+S05ODgA3b94kPDycRx55hGeeeYaCAnkcZ3WlZRbi3sQBW5v7G9+pKm18m+Dv48Ie6f0kRINgtFAsW7aMZcuWkZKSon9dWbvFn6WmphIVFcXnn3/Ojh072LJlC5cuXdIvz8/PZ/HixXzwwQd8/fXXBAQEsGrVKgCWLFnC1KlTiYmJoUuXLqxdu/Y+3mLDoSgKqVmFJrvsdJtKpWJI7xacv57FjdS7exiSEKLuqXYbRXh4+F21URw8eJDg4GBcXV1xcnIiNDSUmJgY/XKNRkNkZCReXmUNogEBASQnJ6PRaDh8+DChoaEATJgwwWC723Jzc0lMTDT4SUlJqfYbr49yC0ooLtHiWUPDdlRlQC8/rKxUcqe2EA1Atdoo1Go1165do127dhQXF+PoaPz6d1pamsH4UJ6enpw8eVI/7ebmxrBhwwBQq9V88MEHTJ8+naysLJydnbGxKYvm4eFBampquf1v3LiR1atXG3+HDUhqZiGAWZ5v7dbYgQc7ePLD0USmj+xUY0OFCCFqH6NnFCdOnGDo0KE8/fTTpKWlMXDgwGo9uEin0xm0ayiKUmE7R15eHk899RQdOnRg/PjxFa5X0XYzZ85kz549Bj8VtYM0JGmZhdhYq3B3cTDL8Yb0bklmrpoTF9LNcjwhhGUYLRRvv/02H3/8Ma6urnh7e7N8+XLeeOMNozv29vYmPf2PD5D09HQ8PT0N1klLS2Pq1KkEBATo9+nu7k5eXh5arbbS7QBcXFzw8/Mz+PH2vv9nL9RlqVmFeLg6mu3b/UOdvHB2tJXLT0LUc0YLhVqtpm3btvrpAQMG6D/Eq9K3b1/i4+PJzMykqKiI2NhYQkJC9Mu1Wi1z585lxIgRvPzyy/qzBltbWwIDA9m1axcAO3bsMNhOVEyrU0jPKjLLZafbbG2sGdDLj/iEZPKLNGY7rhDCvIy2UdjY2JCTk6P/IP/tt9+qtWMvLy8iIiKYMWMGGo2GiRMn0q1bN+bMmcP8+fNJSUnhzJkzaLVavvvuOwC6dOnCG2+8QWRkJIsWLWLdunX4+PiwcuXK+3iLDUNmrhqtTjF5j6c7Dendgv/FXeHAr0k80sffrMcWQpiH0UIxd+5cpk2bxq1bt/jb3/5GXFwcS5curdbOw8LCyj1ze/369QB07dqVc+fOVbidr68vn376abWOIcqk3W7INkOPpz9r6+dKC6/G7Dl8XQqFEPWU0UIxePBg2rRpQ1xcHDqdjueee442bdqYI5u4C7eyi7CzscKlkZ1Zj6tSqRjauwUbvjlDYloefp6NzXp8IYTpVet5FPn5+XTv3p2ePXuiVqs5ffq0ObKJu3Arp4imro4WeZ75oAdbYG2l4rufr5n92EII06v28yg0Gg0FBQW4urqiUqnYs2ePycOJ6lEUhVvZajq2drfI8d1cHAju6sOew9eZPqIjdramGz5ECGF+1X4eRV5eHs8++6y0HdRCOfkllGp1NGtinvsnKjKijz9xJ24Sd/Imgx5sYbEcQoiaV+1BAZ2dncnKyjJlFnGPbuWUDS3ezNV0I8Ya061tM3w9GvHtwasWyyCEMA2jZxSnT59Gq9Wyd+9emjVrZo5M4i7dyi5CpcJsd2RXRKVS8Ugffz76+jRXk3Px93GxWBYhRM0yekYxb948XnzxRc6dO8eSJUvMkUncpVvZRbg1dsDGws+wHhzYElsbK3YdvGLRHEKImnVPz8wuLCzEycm8/fVF5TJy1DT3aGTpGLg0smNATz/2HrnB9BEdaexk3q66QgjTMFoovv/+e95//30KCwtRFAWdTkd2djbHjx83Rz5hhLq4lPwiDc2aWK594s/GDmjD94evExN/lUlD2ls6jhCiBhi9VrF8+XLmzp2Lj48PkZGR9O/fnylTppgjm6iG2tCQ/Wf+Pi70aO/BNweuoCnVWTqOEKIGGC0Ujo6OjBw5kh49emBvb8/ixYvZt2+fGaKJ6riVrQZqT6EAGDegDZm5ag6cSLJ0FCFEDTBaKOzt7SkpKaFly5acPXsWKysri9z9Kyp2K7uIRg42ONobvYpoNr0CPGnh1Zgd+y6jKIql4wgh7pPRQjF48GCeeuopQkJC+Pjjj5k3bx5ubm7myCaq4fbQHbWJSqVi3IA2/HYzh2Pn0ywdRwhxn4wWirlz5/Kvf/0LLy8v1q5dS2BgIO+//745sgkjdDqFrLximlrw/onKDHqwBR5ujmyOPS9nFULUcUYLRWxsLAkJCcTGxpKYmIiPjw9Hjx41RzZhRE5+MTqdQlMLDt1RGVsbKyYNbsf5a1n8Ko9KFaJOM3ph+/bYTqdPn6Zz585A2aWF4cOHmzaZMCojt6wh25J3ZFdl6EMt2fr9BTbHnqdHew9p2xKijqp2oRg3bpwMCFjLZOaoUVE2emttZGtjzcTB7fj39lOcvHiL7u09LB1JCHEPqt1VRr4N1j6ZuWpcnO1MPnRHqVanf4Le3Qru6sOXey/y8a4zrGgbgpWV/H8kRF1jtFDExsYCZcOM334NyKWnWiAjV01TF9P3eCrWaDl56dY9bdsrwJNpIzry7n+P89OvSQzo5VfD6YQQplbtS08+Pj7619JGYXmlWh05ecW09XO1dBSjBj7Ygp0/XuaTb8/St5sPtjbyYCMh6pJqF4rbtFot1tbyh25pWXnFKNTehuzbSrU6MrKLGD+gLSs3H+O/uy8QGtSqWts6OtjIwIJC1AJGC8W+ffv4f//v/xEWFsbKlSspKipi2bJljB492hz5RCUyf+/xVBu7xv7Zny9btfRqzI79l2jkYIOTg63RbXsFeEqhEKIWqNaggGPGjGHp0qWsXbuWL7/8knXr1pkjm6hCZo4aK5WKJs72lo5Sbf26N6e0VOHgqWRLRxFC3AWjhUKn0zFx4kT69etHz549adu2rTlyCSMyc9W4udhjXYd6Ebm5ONCjvQfnr2VxMz3f0nGEENVktFC0aNGCHTt2sG7dOoqKili8eDG+vr7myCaqkJGjrvXtExUJ7OiJs5Mt+48nodXJ0B5C1AVGC8WKFSvo0KEDADY2NtjZ2bF8+fJq7Tw6OpqRI0cyfPhwNm3aVOl6CxcuZNu2bfrp7du3069fP8aOHcvYsWOJioqq1vEaihKNlrzCkjpZKGxtrOnf3ZfMXDXHZcBAIeoEo43ZLi4uuLi4AGBra8s///nPau04NTWVqKgotm3bhp2dHVOmTCEoKMjg0lVqaiqRkZHEx8cTHBysn5+QkMCiRYukwbwStxuy3Wt5Q3ZlHvBtQlu/Jhw+k4q/j0utepaGEKI8k93Se/DgQYKDg3F1dcXJyYnQ0FBiYmIM1omOjmbIkCGMGDHCYP6pU6fYvn07YWFhvPjii+Tk5JTbf25uLomJiQY/KSkppno7tYq+x1MdPKO4LaSnH/Z21uw5ckMuQQlRy5nsaTdpaWl4ePwxto+npycnT540WGf27NkA5Uaj9fDw4IknnqBXr16sXLmSpUuXsmLFCoN1Nm7cyOrVq02UvnbLzFFjY63CpVHd7TrqaG/DwF5+fBt/lWPnUundydvSkYQQlah2oUhKSqK0tJRWrap3s5ROpzMYH0pRlGqPF7VmzRr969mzZzNs2LBy68ycOZPx48cbzEtJSSE8PLxax6jLMnPLGrLr+vhbD/g2oX1LV46cTcW/eRM85BKUELWS0UtPV69eZdSoUYwdO5YJEyYwdOhQLl++bHTH3t7epKf/8RyC9PR0PD09jW6Xl5fHxx9/rJ9WFKXCO8FdXFzw8/Mz+PH2bhjfSjNy62aPp4r07+GLg70New5fR6vTWTqOEKICRgvF66+/zuzZszly5AhHjx7lmWeeYcmSJUZ33LdvX+Lj48nMzKSoqIjY2FhCQkKMbufk5MSHH37IiRMnAPjss88qPKNoqNTFpRSqS+tsQ/adHOzKLkFl5Kg5clZ6QRtX/6EAACAASURBVAlRGxktFBkZGQaXeB599FGysrKM7tjLy4uIiAhmzJjBuHHjGD16NN26dWPOnDmcOnWq0u2sra159913Wbx4MSNGjOD06dMsWLCgmm+n/sus5Q8ruhetmzehQys3jp5LJSWjwNJxhBB3MNpGodVqyc7OxtW1bJTSzMzMau88LCyMsLAwg3nr168vt95bb71lMB0YGMj27durfZyGJKMe9HiqSL8eviSlFxB76DqTh7XH3lYGnhSitjBaKKZNm8bkyZMZMWIEKpWKXbt2MXPmTHNkExXIzFFjZ2tFI0fjg+rVJfa21gwPasm2fZfYfyyRYQ+1tHQkIcTvjBaKyZMn07JlSw4cOIBOpyMyMpK+ffuaI5uoQNnDiup+j6eKeDdtxEOdvDl0OoUWXo15sIOXpSMJIajmDXctW7Zkzpw5REREkJycTHKyjP5pCYqilHWNbVJ/u5H26uCJr0cjfjyeJO0VQtQS1RpmPCwsjIEDBzJ79mx27NhBRESEObKJO+Tkl1Bcoq1XDdl3slKpGNq7JdbWKj7YcQpNqXSZFcLSjBaKmJgYfvrpJ7799lsuXbrEJ598QkGBfNOzhKTfh+aubw3Zd3J2smPwgy24lpLHp9+etXQcIRo8o4WicePGNGrUCB8fH7y8vFCpVNjYmGzkD1GF24WivtxDUZUHfJswsJcf2/dd4piMMiuERRktFFlZWWzYsIENGzaQmZmp/68wv6T0fBztbXC0bxiF+rGh7Wnh1ZiozcfIziu2dBwhGiyjheLhhx/mwoULXLhwgb59++r/K8wvKT2/XrdP3Mne1pqF0wMpKNLw3pbjKIqMMiuEJRj9avrQQw+VG3xPmJ9Op3AzvYCAVm6WjmJW/j4uPBHWmf9sP8WO/ZcZP1AexSuEuRk9o/jkk0/MkUMYkZZVSLGmfvd4qsyoh1vTp6sPG/93hnNX5bKnEOZm9IwiIyODDRs2lJv/l7/8xSSBRMWup+YB0LQBNGTfSaVSMX9yT/66ch9vf3qE9/42sE4/i0OIusboGUVxcbG+jeLPP8K8riXnAvVrMMC74exoyz9mBJKdV0zU5mPo5Kl4QpiN0TMKHx8f3nzzTXNkEVW4npKHu4sDdg14sLx2Ldx4ckxZe8X2fZd4dHA7S0cSokEwekYxePBgc+QQRlxLycXXw9nSMSxu1MOtebh7cz759iynf8uwdBwhGgSjhWL48OE89dRTAJw/f56xY8fy22+/mTyY+INWq+NGaj6+Ho0sHcXiVCoV8yb1wMvNif/77AhZeWpLRxKi3jNaKBYvXsykSZMACAgIYN68eURGRpo8mPjDzVsFlGp1ckbxu0aOtiya2Zu8Qg1vf3JExoMSwsSMFoqioiKDR5EOHTqU/Px8k4YShq6nlPV4amiFolSrIy2zsMIfZ0dbZo3qyOnfMli99ddyy/MKSywdX4h6w2hjtkql4ty5c3To0AGAy5cvY2VVrdHJRQ25lpKLSgU+zRrpn3DXEBRrtJy8dKvS5bY21vRo58HeozfQKQqdH2iqX9YrwJPGTtKFVoiaYLRQvPDCC0yfPp327dujUqm4fPky77zzjjmyid9dT8nDp2mjBt3jqTJ9uvqQmatm//FEXBrZ0cKrsaUjCVHvGC0UgwYNIiYmhmPHjmFtbU337t1p2rSpsc1EDbqWkksrHxdLx6iVrKxUhAa3Ytu+S8TEX2XCoHYN8qZEIUypWteQDh8+TEJCAn369CE+Pt7UmcSflGi03LxVQEv5plwpO1trRj3cGhsbK7458Ju0TwhRw4wWig8++IDNmzcTExODWq1m9erVrFmzxhzZBGVDd+h0Cq2bN7F0lFqtsZMdo/s9QEmplp0/XiYnX4YlF6KmGC0U//vf/1i/fj2Ojo64ubmxdetWvvnmG3NkE8DVm2VDd/g3l0tPxni4OjL64QcoKCpl5eZj5BbImYUQNcFoobCxscHO7o/eIy4uLvKEOzO6mpyLna013k3lZrvq8GnWiJF9/UnJKOSfaw+Q1YB6iQlhKkYLhY+PD/v27UOlUlFSUsK6devw9fU1RzYBXLmZQyvvxlhbqSwdpc5o4dWYFyb3IDWzkEVrDpCWVWjpSELUaUYLxauvvsqGDRs4f/48PXr04Mcff+TVV1+t1s6jo6MZOXIkw4cPZ9OmTZWut3DhQrZt26afvnnzJuHh4TzyyCM888wzFBQUVOt49Y2iKFy5mYu/9Hi6a51aN2XpU33Jzi9mwfs/cvFGlqUjCVFnGS0UXl5ebNy4kaNHj/LLL7+wefPmap1RpKamEhUVxeeff86OHTvYsmULly5dKrfO3Llz+e677wzmL1myhKlTpxITE0OXLl1Yu3btXb6t+iErr5i8whJpn7hHHVu78/bz/bGxtmLRmjjiTty0dCQh6iSjjQ3Lli2rcP4rr7xS5XYHDx4kODgYV1dXAEJDQ4mJieH555/XrxMdHc2QIUP06wBoNBoOHz6s71k1YcIEpk2bxoIFCwz2n5ubS25ursG8lJQUY2+nTrndkC09nu7e7eE/nOxteGnmQ6z+4lfe+uQwwx5qycTB7bCxrvw7kqODjdzVLcSfGC0Utz/Es7OziY+PZ8SIEdXacVpaGh4eHvppT09PTp48abDO7NmzATh69Kh+XlZWFs7OzvoGcw8PD1JTU8vtf+PGjaxevbpaWeqqKzdzAOTS0z24c/iPYQ+1pNGpZHb/cp1fL6Yz/KFWuDa2r3BbGf5DCENGC8XtMwCdTseUKVMMzgiqotPpUKn+aIBVFMVgujIVrVfRdjNnzmT8+PEG81JSUggPD69WvrrganIuzZo4yIdWDbC2tqJ/D198PZzZe+QG/919noc6e9OjnQdW0lFAiCpVu59rfn5+uUs9VfH29ubIkSP66fT0dDw9PY1u5+7uTl5eHlqtFmtr60q3c3FxwcWlfn/Tvpqci79cdqpRD/g2wcvdif3HE4k/lczFG9n0796c5g1sZF4h7obRxuxly5bpG5cHDhxY7R337duX+Ph4MjMzKSoqIjY2lpCQEKPb2draEhgYyK5duwDYsWNHtbarbzSlOm6k5sllJxNo5GjLiD7+hAa3Ql1cyvb9l4mJv0pugdzNLURFqtVGYW1tzbx58xg+fHi1d+zl5UVERAQzZsxAo9EwceJEunXrxpw5c5g/fz5du3atdNvIyEgWLVrEunXr8PHxYeXKldU+bn2RmJaHVqdIoTARlUpFWz9XWnm78OuFdI6dT+NKci492nnQ0d/d0vGEqFWMFgo/Pz+g7AFGO3fu1M8fN26c0Z2HhYURFhZmMG/9+vXl1nvrrbcMpn19ffn000+N7r8+uyJDd5iFrY0VvTt50bG1Oz8nJHPsfBoXbmTx+LAARvT1x9ZGhnYXwmihWLx4Mc7OznTp0sVgfnUKhbh3l5OysbO1xk+unZuFs6MtQ3u3pFubZiT8lsH6nQns/PEy4Y90YECvFnJnvGjQjBaK6OhoFi9ejKurK4sWLTK450GYzuXEHFo3d8G6iv7+ouZ5ujvxYh9/ktLz2bjrDFGbj7Pth0vMGNWJ3h29qtVzT4j6xuinUIsWLfjoo4/o27cv06ZN4+uvvzZHrgZNp1P4LSmHNr7S48lSegZ4svKFASycHkhJqY7XPzrEojUHOHc109LRhDA7o4UiNjaW2NhYHBwcmD59Ou+88w5PPvmkObI1WMkZBRQVl9LWT87eLMnKSkX/Hr6sXTiYZx/tRvKtAhas+omozcfIypNRaUXDYfTS052Nyq1ataKkRMb5N6VLN7IBaCOFolawsbZiRN/WDHywBV/sucD2fZf4OSGZ8NAOjHq4tVweFPXeXRcKYXqXk3Kwsbaipbc8/rQ2cbS3YcbITgzp3ZIPtp9i/c4EYg9d47mJPejYWrrUivrLaKGYMWNGhfM/+eSTGg8jylxOzMa/uUuVA9cJy/H1cGbxnGB+Tkhh/c5TLFrzExMGtWNqaAdsbeTfTNQ/RgtFUlISCxcuNEcWQdlYV5cTs+nf08/SUUQVVCoVfbr60L1dMz76+jRf7r3I0XOp/G3qg3KTpKh3jBaKxo0bExoaao4sAkjJKKRAXSo9nuoIJwdb5j3Wg6DO3qza+isRUfuZPqIDYwe0lXsvRL1h9DxZ+o2b1+WksoZs6fFUtzzU2ZvVCwbRu5MXG745w9IPfya3QDp9iPrBaKE4f/48vXr1olevXjz44IMEBQXx8ssvmyNbg3Q5MQcbaxWtfKQhu65p4mzPSzN789zE7py8dIuIqH36HmxC1GVGLz3t3r3bYFqj0fDEE0+YLFBDdykxm5beLjLGUB2VX6ShV4Ani2YEsvarkyxY9RPTHulA/x7GHx8sT9YTtZXRQnH7+dhJSUmUlpbi7+/P8uXLTR6sIdLpFC5ez6JfNT5URO1UpC7l2Pk0AMYNaMPuQ9f4+H9nOHQ6hQE9fau850KerCdqK6OF4urVqzz33HOkpqaiKApubm785z//MUe2BicxLY8CdSkdWkmf/PrA0d6G0f0f4JfTKRw9l0ZWrppH+vrTyMHW0tGEuCtG2yhef/11Zs+ezZEjRzh69CjPPPMMS5YsMUe2BufctSwAOvi7WTiJqClWKhXBXXwIDW7FrRw1X+y5SFpmoaVjCXFXjJ5RZGRkGDyb+tFHH+Xjjz82ZaYG69zVTJwdbfGVocUtqlSru+cP82KNtsL5bf1caeJsz66DV9i27xJDeregXQv5QiDqBqOFQqvVkp2drR9ePDNTRs80lXPXsgho5SZdki2sWKPl5KVb97RtQKvKP/w9XB2ZNLgdMT9fI/bQdW5lqwnu4i3/3qLWM1oopk2bxuTJkxkxYgQqlYpdu3ZVOqyHuHf5RRpupOYR0lMasuszJwdbxoY8wI/Hkzh2Po3MXDXDHmqJna30chO1l9FCMXnyZFq2bMmBAwfQ6XRERkbSt29fc2RrUC7cbp+o4hupqB+srawY2MuPZk0c+elEEl/+cJFRfVtbOpYQlaq0Mfupp57Sv+7Tpw8LFizgH//4B+3bt+fFF180S7iG5Ny1TFQqaN9SCkVDoFKp6Nq2GWP6P0ChupQv9lzkzJUMS8cSokKVFor09HTi4+P104qi8Mknn/DII4+QlpZmlnANybmrmbTydsFJuk42KH6ejZk0uB2NHG2J2nyc6J9+Q1EUS8cSwkClheKVV17hpZde4tlnnyU9PZ0ZM2bwwQcf8Nprr8kQ4zVMp1O4cD2ryoZQUX81cbbn0UFt6da2GR/sOMXqL06gKdVZOpYQepUWigcffJBvv/2WFi1aMHHiRJydndm1axdjxowxZ74G4Yb+RjspFA2Vna01z03qzmND2xN76Bqv/DuO7LxiS8cSAqiiUGRnZ1NSUsLTTz9NcXExixcvRqfTkZ2dTXa2DHRWk05eLOuK2aVNMwsnEZZkpVIxfURHFk4L5FJiDn97bz+/JeVYOpYQlfd6Cg4O1vfvVhSFgQMH6q+dqlQqzp49a56EDcDJS+l4ujvh3bSRpaOIWqB/T198mjXijQ2HWLj6J/46pSf9uku3aWE5lRaKc+fO3ffOo6OjWbduHaWlpcycOZPw8HCD5WfPnuXll1+moKCAwMBAlixZgo2NDdu3b2fFihU0bdoUgIEDBxIREXHfeWojrU7h1OUM+nb1sXQUUYu0beHKyr8O4M2Nh3n7kyNcG5bH48MDsJKHIQkLMNkDflNTU4mKiuLzzz9nx44dbNmyhUuXLhmss2DBAl577TW+++47FEVh69atACQkJLBo0SJ27tzJzp07622RALiSlENBkYZu7TwsHUXUMm4uDrzxTF+G9m7Jf3ef518f/0J+kcbSsUQDZLJCcfDgQYKDg3F1dcXJyYnQ0FBiYmL0y5OSklCr1fTo0QOACRMm6JefOnWK7du3ExYWxosvvkhOTvnrtLm5uSQmJhr8pKSkmOrtmMyJi+kAdG8r7ROiPFsba+ZP7sGcsV04cjaVv67cx8UbWZaOJRoYkxWKtLQ0PDz++Jbs6elJampqpcs9PDz0yz08PHj22Wf5+uuv8fHxYenSpeX2v3HjRoYMGWLwc+elrbrg5KVbtPBqjJuLg6WjiFpKpVIxJqQNbz3fD52isHDVT3z902W530KYjdEhPO6VTqczGOxMURSD6aqWr1mzRj9/9uzZDBs2rNz+Z86caTCqLUBKSkqdKhaaUh2nr2QwrHdLS0cRtYCxUWvdGzvwyl+C+H/RCazfkcDRs2n8ZXQnnBxs5el4wqRMVii8vb05cuSIfjo9PR1PT0+D5enp6frpW7du4enpSV5eHl999RWzZs0CygqItXX5AdNcXFxwcXExVXyzuHA9i+ISrbRPCKD6o9Y+3K05zo52xJ+6ycv/zmZ4UCtG9PGXQiFMxmSXnvr27Ut8fDyZmZkUFRURGxtLSEiIfrmvry/29vYcPXoUgJ07dxISEoKTkxMffvghJ06cAOCzzz6r8IyiPjhxMR0rFXRt09TSUUQdolKp6NHeg/ED26JTFLb9cIndv1yXS1HCZEx2RuHl5UVERAQzZsxAo9EwceJEunXrxpw5c5g/fz5du3blnXfe4ZVXXiE/P5/OnTszY8YMrK2teffdd1m8eDFqtbpeP6P78JkU2rd0w1m+CYp74N20EZOHtmfP4Rv8d/d5ribn8MLknvL/k6hxJisUAGFhYYSFhRnMW79+vf51hw4d+PLLL8ttFxgYyPbt200ZzeLSs4q4lJjDrFGdLB1F1GEOdjaM7OtPRo6aL/de5IWo/Syc9iAB8tx1UYNMdulJVO3Q6WQAguVGO3GfVCoVw4Na8fbz/UBR+MfqA3yx5wI6nVyKEjXDpGcUonI/JyTTwstZno8takSpVodbYwdefSKIT749yye7zvLLmVRmh3U22vVaekwJY6RQWEB+YQmnLmfw6KC2lo4i6ok/95jq3dELZ0dbfvr1Jq/85yCDA1vQunmTSrftFeAphUJUSS49WcDhs6nodArBXeSyk6h5KpWKTq2b8tjQdjg72bHr4FX2H0+kVCvPuBD3RgqFBcSfSsbdxYG2fq6WjiLqMbfGDkwc1Jbu7TxIuJzBF3sukpFTZOlYog6SQmFmhWoNx86nEdTZW0YCFSZnbW1Fv+7NGd2vNUXFpWzdc5Gj51KloVvcFSkUZvbTrzcpLtEyOLCFpaOIBqSVtwuPDw+gtY8LPyek8NUPl8jMVVs6lqgjpFCY2e5frtHCy1mejy3MztHehtDgVgwPaklOQTFbv7/A8fNpcnYhjJJCYUbXUnI5fy2L4UGtDAZEFMJcVCoV7Vq48fjwAFp6N+bgqWT+9fEvXLohjzcWlZNCYUa7D13HxlrFoAflspOwrEYOtozo48+wh1qSkavm7+/t5z/bT1IgD0YSFZD7KMxEU6rlh6M3COrsQxNne0vHEQKVSkX7lm6M6f8AMT9f439xV4g7cZPZY7vQv4evnPUKPTmjMJODJ5PJLShhWJA8e0LULk4Otsyd0I0VL4TQtIkD//fZUV5aGyeXo4SeFAoz0OkUtu65QAsvZ3q09zS+gRAW0K6FG++8MIBnJ3YnMS2PiHf3E7X5mNx7IeTSkzkcPHWT6yl5LJj2INZy74SoxaytVIzo409ID1++2HOBnT/+xoETN5kwsC3jB7bBycHW0hGFBUihMDGdTmFz7Hn8PJ15uLuvpeMIUU5lj2Ad2bc1vTt58+Xei/x393m+ifuNkX38GfRgC+xsy546KQMKNgxSKEws/lQy11Py+Hu4nE2I2snYI1iDOnvj7+PCodPJbN1zkf/FXSGwoxcdW7vTu6O3FIoGQAqFCRVrtHz67Rl8PZzp30POJkTd5eXuxJj+bUhKz+dQQjL7jydx/EI6Go2OsJA28iWonpPGbBP6POYcSekFzJ3QVf6QRL3g6+HM+IFtGfVwa+xsrfko+jTz3tnLD0dvyOi09ZicUZjI+WuZ7Nh/idDgVtLTSdQrKpUKfx8XWnk3RqfA/+KusPLzY3z67VnGhbRheFArHOzlo6U+kX9NE1CXlPLell9xd3HgL6M7WzqOECahUqno3cGTEX38OXIula/2XmT9zgT+u/s8I/u2JjTYHw83R0vHFDVACkUN02p1/N+nR0lMy2Px7D40cpTuhKJ+s7JS8VAnbx7q5M3ZK5ls23eRrXsu8MWeCzzY0YshvVsS2NEL+997Som6RwpFDVIUhTVfnuCXMynMndCNXh3kkpNoWDq2dufl1kGkZBQQe+ga3/9yncNnUnG0tyGoszcPdvSiV4AnLo2kp1RdIoWihpRqdazfcYrdv1znsaHtGfVwa0tHEsJivJs2YsbIToSHduDkpVv8eDyJX86ksO9YIioVtPRqTAd/d9r4NqGltwt+ns64NLKT8aVqKSkUNSAzV83bnxzmzJVMxg9sy7RHOlg6khBmUdnNen/m6+HM48MDmDy0PVeTczn9WwaXErP56dckvvv5mn49G2sVro0dcHexx93FgSbO9jR2ssPZ0RZnJ1ucb792tC2b72SLo72NFBczkEJxHzSlOr77+SqbY89TrNGyYNqDhPT0s3QsIczG2M16FfH1dMbX05m/TumJykrF9ZQ8bqbnk5mrJiuvmMxcNcm3Cjh3NYv8ohJKtZU/WMnKSqUvHk2cywpM0yYOf/xX/9oRR+mJdc9M+puLjo5m3bp1lJaWMnPmTMLDww2Wnz17lpdffpmCggICAwNZsmQJNjY23Lx5kwULFpCRkUHr1q155513aNSokSmj3pXMXDU/Hk9kV9xVkjMK6NqmGU+P70orHxdLRxOiztDqFGxUKlp6NaalV+MK11EUhWKNlkJ1KQVFGgrVGgqKSiks0VBQqKHgT/NzCzX8lpTD0XOpqEu05fblYGeNW+Oy4uHh5khTl7LXTZv8/trFATcXB2xt5PayO5msUKSmphIVFcW2bduws7NjypQpBAUF0bZtW/06CxYsYNmyZfTo0YN//vOfbN26lalTp7JkyRKmTp3KqFGjWLNmDWvXrmXBggWmilql26fWN1LzOHctizNXMjh3NROdAu1buvLU+GAe7OApp79C3KV7ORsBQAU923ty/loWHpWsUqLRUvB7USko0vz+uuynqLiUU5dukZ1XjLaCx8A2drLFpZE9DnbW2NtZ42Bng72dNfa21jj/vszR3nC+nW3Zf+3tyl7b2VqVTf8+z8baqk5/RpisUBw8eJDg4GBcXV0BCA0NJSYmhueffx6ApKQk1Go1PXr0AGDChAm8//77TJo0icOHD7NmzRr9/GnTppUrFLm5ueTm5hrMS0pKAiAlJeWu8xaoNWzfd4nsvGLyizS/f4MpIa9Qo3+msJWVCn9vF4b1cCeoiw8+zRoBGv1xTS0jR01G+j38YQEp9kVkpOfItrJtg9rWUQWOTtDMCcAasOYBvyb8lpiDgkJxiY5CtYbC4lLUxaUUqDUUqospVheQna9QqtWhKdVRqtVRWqpDq1Pu6Q50lQpsbcoKiK2NNXY2VmUFxeb3abvb88vWUanASqXCSqVCpVJhZaVCpSq7d8VKVbY/AEUBhbLBR1UqFSE9ffFwvft7V25/Zmq15c/EwISFIi0tDQ+PP+q9p6cnJ0+erHS5h4cHqampZGVl4ezsjI2NjcH8O23cuJHVq1dXeOw7L3HVpMvAHmCVyY4ghBD3Zu19bp+enk6rVq3KzTdZodDpdAanWoqiGExXtvzO9YAKT9lmzpzJ+PHjDeaVlJRw48YN/P39sbY2/809KSkphIeHs2nTJry9vc1+/OqQjDVDMtYMyVgz7jejVqslPT2dLl26VLjcZIXC29ubI0eO6KfT09Px9PQ0WJ6enq6fvnXrFp6enri7u5OXl4dWq8Xa2rrcdre5uLjg4lK+8fiBBx6o4Xdy97y9vfHzq929nyRjzZCMNUMy1oz7yVjRmcRtJmve79u3L/Hx8WRmZlJUVERsbCwhISH65b6+vtjb23P06FEAdu7cSUhICLa2tgQGBrJr1y4AduzYYbCdEEII8zJZofDy8iIiIoIZM2Ywbtw4Ro8eTbdu3ZgzZw6nTp0C4J133uHNN9/kkUceobCwkBkzZgAQGRnJ1q1bGTlyJEeOHOGvf/2rqWIKIYQwwqT3UYSFhREWFmYwb/369frXHTp04Msvvyy3na+vL59++qkpowkhhKgm68WLFy+2dIj6xN7enqCgIOzt7S0dpVKSsWZIxpohGWuGKTOqFEWp/P54IYQQDZ7cqy6EEKJKUiiEEEJUSQpFDYmOjmbkyJEMHz6cTZs2WTpOhVavXs2oUaMYNWoUy5cvt3ScKr399tssWrTI0jEqtHfvXiZMmMCIESNYtmyZpeNUaOfOnfp/67ffftvScQzk5+czevRoEhMTgbLhfsLCwhg+fDhRUVEWTlfmzoxbtmxh9OjRhIWF8dJLL1FSUmLhhOUz3vbZZ58xffr0mj2YIu5bSkqKMmjQICUrK0spKChQwsLClIsXL1o6loG4uDhl8uTJSnFxsVJSUqLMmDFDiY2NtXSsCh08eFAJCgpS/vGPf1g6SjnXr19X+vXrpyQnJyslJSXK448/ruzbt8/SsQwUFhYqvXv3VjIyMhSNRqNMnDhRiYuLs3QsRVEU5ddff1VGjx6tdO7cWblx44ZSVFSkDBgwQLl+/bqi0WiUJ554wuK/zzsz/vbbb8qwYcOUvLw8RafTKQsXLlQ2bNhQqzLedvHiRaV///7KtGnTavR4ckZRA/48AKKTk5N+AMTaxMPDg0WLFmFnZ4etrS1t2rTh5s2blo5VTnZ2NlFRUcydO9fSUSq0e/duRo4cibe3N7a2tkRFRdG9e3dLxzKg1WrR6XQUFRVRWlpKaWlpremts3XrViIjI/WjLZw8eZJWrVrRokULbGxsCAsLs/jfzp0Z7ezsiIyMxNnZGZVKRfv27S3+t3NnRigbwui1115j/vz5NX48eZJHDTA2AGJtiDu8gwAACetJREFU0K5dO/3rq1ev8u2337J582YLJqrYa6+9RkREBMnJyZaOUqFr165ha2vL3LlzSU5OZuDAgbXuhlBnZ2deeOEFRowYgaOjI71796ZXr16WjgXAG2+8YTBd0d9ORYOAmtOdGX19ffH19QUgMzOTTZs28eabb1oimt6dGQFWrFjBo48+apJhRuSMogYYGwCxNrl48SJPPPEECxcuxN/f39JxDHzxxRf4+PjQp08fS0eplFarJT4+nn/9619s2bKFkydPsn37dkvHMnDu3Dm++uorfvjhB3766SesrKz46KOPLB2rQnXpbyc1NZWZM2fy6KOPEhQUZOk4BuLi4khOTubRRx81yf6lUNSAOwc4rGwgQ0s7evQos2bN4u9//3u5kXdrg127dhEXF8fYsWN5//332bt3L//6178sHctAs2bN6NOnD+7u7jg4ODB06NBad/Z44MAB+vTpQ9OmTbGzs2PChAn88ssvlo5Vobryt3P58mWmTJnC+PHjee655ywdp5xvvvmGixcvMnbsWF555RUSEhJq9ky3Rls8GqjbjdkZGRlKYWGhMmbMGOXEiROWjmXg5s2bSlBQkHLw4EFLR6mWr776qlY2Zv/6669KaGiokpOTo5SWlipPP/20snXrVkvHMvDTTz8pY8aMUQoKChSdTqe8+uqryvvvv2/pWAYGDRqk3LhxQ1Gr1UpISIhy9epVpbS0VHnyySeVXbt2WTqeoih/ZMzLy1MGDBigbN++3dKRyrmd8c9+/vnnGm/MljaKGvDnARA1Gg0TJ06kW7dulo5l4KOPPqK4uJi33npLP2/KlCk8/vjjFkxV93Tv3p3Zs2czdepUNBoNDz/8sMlO9+9Vv379OHPmDBMmTMDW1pauXbvy1FNPWTpWhezt7XnrrbeYN28excXFDBgwgEceecTSsQx8+eWX3Lp1iw0bNrBhwwYABg8ezAsvvGDhZOYjQ3gIIYSokrRRCCGEqJIUCiGEEFWSQiGEEKJKUiiEEEJUSQqFEEKIKkn3WGEWAQEBxMfH4+7uDpTd4Tx16lTs7OzksbcWtmnTJnbu3ImVlRXPPvssISEh5dZZtGgRcXFx+n8/jUZDYGAg8+bN0w/BMX36dMLDw3nkkUfIz8/nrbfe4sSJE6hUKqysrAgPD2fSpElmfW+iZkihEBaxdu1azp49W+sG1GuIwsPD+f/t3W9IU98fwPH3VCLnoqQHYpA9MClMiVBBwkDLGolyTSIrq822NP8gJAwMI01JkOrBMsUKQsMIJdZmqRUIRkn/CLFYVCCaBiOTnBYydXPfB6OLS53G9/v12+/HeT2799xzzv3cB/vce+7dOVlZWYsep9Vq0el0gGeqjatXr6LX6zGZTPj7+3sde+nSJZRKJa2trSgUCr58+UJmZiahoaEkJCT8K3EI/x4x9CQsu56eHhobGyksLJT31dTUUFFRMWe7s7MTSZJITEwkJiYGSZI4d+4c4JkbKiMjg/T0dLRaLX19fYDn7resrIzMzEySk5MpKytjenoa8DzZpKWlkZqaSnJysjy1RX9/P9nZ2Rw4cICkpCTy8vKYnJyUzyU+Ph5JkpAkiZiYGEwm05y4zGYze/bsQa1WU1RUhMPh4MWLF6SmpsrHzN5eqE+TyURubq5cZ/b29+/fKSkpISMjg7S0NKqqqnA6nXJs3759k+v93P61PZ1OJ69XcPToUXm21qGhIbZu3TpvbL9SKBScPHkSh8NBd3f3nPKvX78yOTkpX/eQkBBqamrYsGHDom0Lfx6RKIRl9ePHDwwGAyUlJYSFhS16/K5du7BYLBQVFREbG4vFYqGsrIyXL19iNpu5desWZrMZvV7vlXjevHnDjRs3aG9vp6+vj+bmZrmssbGR+/fvk5+fz+XLlwHPtM3p6em0tLTw6NEjPn/+TFdXl1wnJSUFi8WCxWIhNjZ23nO12+00NDTQ1taG1Wqlt7fXZ2wL9env74/L5Zq3TlVVFVu2bMFkMmE2mxkdHZX/LbwUra2tfPjwYd6y8vJyVCrVktsCTzL6+PHjnP2FhYU8f/6c+Ph4dDodtbW1qFQq1q9f/1vtC38GMfQkLKvKykoiIyPZv3//nHUH2tvbef36NQAjIyOo1eoF2+nq6uLTp08cPHhQ3jc+Po7dbgdg3759BAUFASBJEp2dnRw5csSrjZGREVatWgWAwWCgu7ub69evMzAwwPDwMBMTE78Vm1ar5cmTJ2RmZrJixQq2bdtGT08Pg4ODSJIEwMTEhLw2xEJ9bty4EavVis1mIzQ0lNHRUa+43759y507dwBwOBxe56DRaPDzm//+z263U19fT35+Ph0dHV5lFouFtWvXEhUV9VsxKxQKAgMD5+zfvHkzDx48wGq18urVK7q7u6mvr8doNLJz587f6kP474lEISybjo4Onj17Rmtr67zlKSkpnD17FvAM98z+gfzVzMwMkiRhMBjk7eHhYVavXg3gNWbudru9fjw1Gg1ut5uBgQFKS0sBKC4uxuVysXfvXhITE7HZbMye3WYpU1+PjY2xY8cOHj9+TE5ODi0tLURERBAWFobFYgE8Q0+VlZU++4yOjkar1aLVagkKCmJmZoaQkBA5TqPRSHh4OOBJjrPPrbGxUX7hvGnTJq/zq66uRq/Xo1Qqvfbb7XZu3rxJU1MTp0+fXjTOn9xuN1ardU4CdjqdVFRUUFxcTFRUFFFRUWRnZ1NXV0dzc7NIFP+DxNCTsGwuXrxIdXU1a9as+dttJSQk0NbWxvDwMAC3b99Go9HI5R0dHUxNTTE5Ocndu3dJSkqSy34OPbW3t1NZWcnU1BRPnz6loKCAlJQUAHp7e+XhH6fTSUCA73uq0dFRkpKSGBoaws/PD5VKxfj4uM86vvrMzc3l4cOHmEwmjh075hV3Q0MDbrebqakp8vLyaGpqWvR6vXv3DpvNRkZGxpyy2tpacnJy5ASzFC6Xi9raWoKDg4mLi/MqCwgIoL+/n7q6OvkdhdPppK+vj8jIyCX3Ifw5xBOFsGwOHTr0jy1KlJCQwIkTJzh+/DgKhQKVSsWVK1fku+uVK1dy+PBhxsfHUavVXjO8ajQaFAoFDodD/kT31KlTFBQUoFQqUalUxMXFMTg4SHV1Nffu3Zt3RbHZgoODOXPmDHq9noCAANatW0dWVhbv379fsM5CffpSWlrK+fPnSUtLY3p6mu3bt6PX6xe9XmNjY5SXl89bFh4eTnp6+qJtNDQ0yF8xuVwuoqOjuXbt2rzHGo1GLly4gFqtJjAwkJmZGXbv3v1HruUgLE7MHiv83ykpKSEiIkL+lFMQhL9HDD0JgiAIPoknCkEQBMEn8UQhCIIg+CQShSAIguCTSBSCIAiCTyJRCIIgCD6JRCEIgiD4JBKFIAiC4NNf4XUnDfQEWs0AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for name_column in names:\n",
" param=data[name_column]\n",
" sns.distplot(param)\n",
" plt.xlabel('Интервал значений {:}'.format(name_column))\n",
" plt.ylabel('Количество значений {:}'.format(name_column))\n",
" plt.title('Частотный график {:}'.format(name_column))\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "111lURJGVrbU"
},
"source": [
"Написать **линейную регрессию** на два атрибута. Допустим, мы хотим предсказать цену дома (MEDV) в Бостоне, зная что цена на дом имеет линейную зависимость с атрибутом LSTAT. "
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lstat = data['LSTAT']\n",
"medv = data['MEDV']\n",
"sns.regplot(x= lstat, y=medv ,data=data, fit_reg=True)\n",
"plt.xlabel('Процент населения с низким социальным статусом')\n",
"plt.ylabel('Стоимость домов')\n",
"plt.title('Корреляционная зависимость двух выборок')\n",
"plt.grid(False)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "Naz_Byg1WKhm"
},
"source": [
"\n",
"\n",
"1. Разделить данные на 80% тренировочных, 20% тестовых\n",
"2. Составить модель линейной регрессии\n",
"3. Посчитать ошибку модели на тестовых данных\n",
"4. Сделать точечный график данных и полученной прямой линейной регрессии\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [],
"source": [
"# 1. Делим данные на 80% тренировочных, 20% тестовых\n",
"data['LSTAT'].fillna(0, inplace = True)\n",
"data['MEDV'].fillna(0, inplace = True)"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [],
"source": [
"lstat = data['LSTAT']\n",
"medv = data['MEDV']"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [],
"source": [
"lstat = np.array(lstat).reshape(-1,1)\n",
"mdev = np.array(medv).reshape(-1,1)"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.linear_model import LinearRegression\n",
"model = LinearRegression()"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(\n",
" lstat,\n",
" mdev,\n",
" test_size = 0.2,\n",
" random_state = 80\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.fit(X_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [],
"source": [
"predicted_y = model.predict(X_test)"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[-0.95346699]])"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.coef_"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([34.6977593])"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.intercept_"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.5406679190903841"
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.score(X_test, y_test)"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Qm7qZvi88a2c8jy36lN+TVgJwKav8/Pk7doKqAnD21z0AtIjszP5/PoPZaLR8pigoej0oCqrJhM5goM/zz1TaOBekpVvOW1pa4TlcfRfw+nhBEARv8Zk4DBgwgAEDBmivp0+fzssvv8xf/vIX7T1VVVEUxenYRYsWsXDhwmpdv2DfflSTqfxapaWW2bWN4czf/qPrg8uEQfvetu2YCgsxl5aWf6aqlvOXvTa7OL+34zSXloLZXOE5XH3Xem1vjhcEQfAWn4nDrl27MBqNxMbGAhYh6NixI3l5edp38vLyCAsLczp29uzZTJs2ze49ax9Ubwnu2wdFr9dWDorBoLmBrITEDtNWDnYoip1AhAyPpUVkZ3QGg8eVg+P5vR2nzmDQZv6ezuHuu94eLwiC4C0+E4fCwkIWLFjAF198gdFoZMWKFfzrX//i4YcfJj8/n2bNmpGSksLzzz/vdGxwcDDBwcHVun5wTDR9X3zOY8yh6+xbAbyOOfR5/hmvYw7exgGCY6K181b1u94eLwiC4C2Kqjr4UGqQN954g/Xr12M2m5k5cyazZ89mzZo1vPfeexiNRqZPn87cuXO9OtepU6cYM2YMqampRERE+GrINUJl4giCIAi+pKq206f7HP7617/y17/+1e69hIQEEhISfHnZGsGbTCe3x1YijiAIguCP+FQc6iveZDp5ojJxBEEQBH9ExMEF3mQ6eaIycQRBEAR/RMTBBd5kOlV4jphoEQVBEOotIg4u8CbTSRAEoSEj4uAGmfkLgtCYkZLdgiAIghMiDh4oSEvn1PIkCtLS63oogiAItYq4ldwgG9kEQWjMNPqVg7vVgbsid4IgCI2BRr1y8LQ6kI1sgiA0Zhq3OHgocyEb2QRBaMw0areSdXWATue0OpDuaoIgNGYa9crB3epAgtGCIDR2GrU4gOvNbo7uptzNW2QVIQhCo6LRi4MrbIPRil5P7sZNqGazrCIEQWg0NOqYgzus7qbIWTfTfkwcqtksKa2CIDQqZOWA6+Cz1d1UkJZO7qYtktIqCEKjotGLg6vgM9j3hZaUVkEQGhsiDrbBZ6ORU0krOffLr06ZSiIKgiA0Jhp9zCG4bx8UXdljUFXO7NyF2WiUGIMgCI0aEYeYaMLGxpe/oaoWsXCxMc4XSOVXQRD8kUbvVgJLp7e8sqCzotfTeuAAmrRpTaiPO8DJZjtBEPyVRr9ygPLU1fbjx2qupdxNW3x+Xan8KgiCvyLiQHkqK1Crexo81XYSBEGoSxq9W8nWtaPodCh6PSrUirGWNFlBEPyVRicOjhvebF07KtBh/FiahIbWmrGWNFlBEPyRRiUOLgPADk19fB2EFgRBqA80LnFwEQCOmJ5YKdeO9HkQBKEx0KjEwV3rT29dO5J6KghCY6FxiUM1A8Ce2ooKgiA0JBqVOED1AsDuVh6CIAgNDZ+Lw6uvvsqZM2d45ZVXOHjwIE888QRFRUUMHjyYZ599FoOh/uiTpJ4KgtBY8OkmuO3bt7NixQrt9cMPP8xTTz3F+vXrUVWVZcuW+fLyPiE4JpqI6YkiDIIgNGh8Jg5nz55l/vz53H333QCcPn2aS5cuccUVVwCQmJhIcnKyy2MLCgo4deqU3X/Z2dm+GqpfIAX4BEHwJ3zm03nqqad48MEHycrKAiA3N5fQ0FDt89DQUHJyclweu2jRIhYuXOirofkdkgUlCIK/4RNx+OqrrwgPDyc2NpakpCQAzGYziqJo31FV1e61LbNnz2batGl272VnZzNr1ixfDLfOkSwoQRD8DZ+Iw3//+1/y8vKYMmUK586d48KFCyiKQl5envadP/74g7CwMJfHBwcHExwc7Iuh+SWSBSUIgr/hE3H45JNPtH8nJSWxY8cOXn75ZSZPnszu3bsZNGgQq1at4uqrr/bF5WscX++KliwoQRD8jVrNI3399dd58sknOX/+PH369OG2226rzctXidqKB0gBPkEQ/Amfi0NiYiKJiYkAxMTEsHz5cl9fskaReIAgCI0RafZTAe4a8kjqqSAIDZn6sz25jnAVD5DUU0EQGjoiDlQccHaMB4irSRCEhk6jFwdXqwDAs1jYpJ4qej3FeXkUpKWLQAiC0GAQcXBYBeRt3kLupi0eXUZWV1Pu5i3kbEgle/0GcjZuou+Lz4lACILQIGj0AWnHgLMKTi4jl8fFRKMAmEygqqhlwiIIgtAQaNQrB2usocudczAVFmqZSHk2KwdPu5XVCl7XxNhkU5wgCHVBoxUHTxlH3u5WDosbTW7qZtTSUhS9DqXsvNU15pXJhhIREQTBFzRat5KrjCMr3vZsCI6Jpu8Lz9J+wjhAITtlI/v/+YxXex/c7ZMoSEvn5NIvMRuNFbq2rCKSuWSp19cVBEHwhka7cqipYnfBMdEU7NuPajZ7ndrqbmWgvW80gqqCongcm6TUCoLgKxqvOFSx2J3VjaMPCtLiFJUVGndGXXu/TBha97+cTjff5HZsUs1VEARf0WjFASpf7M7lzD4ggD7PP+OV0NgKiyuj7mjsPQmDdfxSzVUQBF/QKMShpoK2Bfv2lwsDgKpiNhq1c1c0BltXkm2GlHVMVTH2Us1VEARf0ODFobp1kGyFRR8UVC4MVlQVY1FRhddwdCWZCguJmJ7odD0x9oIg+AP1ThwuXCqt1PerE7R1FJbQ+NGgKPYCoShcyDhW4TWC+/ZB0est7VH1eokPCILg19S7VNZ/LPyOpSnpFF00evV9dyW3vcFRWBRAFxBgEQjQYg4hw2O9u4aNO0oQBMGfqXcrh+jINny+Po3V3x5l2ujuTB7ZleZNA9x+vzpBW8cAcWjcaELjRjtnK8VE0yKys8draOmuqopqNkvaqSAIfk29E4f7briCS2pLPk9J49N1B1m59SiJcd25dkRXmjVxfTtV9eO7ExZvyno7fe7DtFPZJS0IQk1T78QBoHun1jz1P8M4dOIMS9anseibA6zceoTr43pwzfAuNA30/rYq28uhOoTGj0YBQuNG19g5pfGQIAi+oF6Kg5Wendvw7NxY0o7nsyQ5jY/X7CdpyxGmx/dgYmwXmgToPR7vjWEtSEsnb/MWVCy1lKyfezNbL0hLJ3fzFoxnznLm519QTSbNPVVTyC5pQRB8Qb0WBysxXUJ4/u7h7M/4k8/Xp/Hhqn0kbT7M9PieTBgWSaAbkajIsBakpbPviadQSy0ZUrkbU2k/dgzNo6I4/uHHFYrKviefRjXaB869NeDeuopkl7QgCL6gQYiDlT5RbXnxLyP47cgfLFmfxvsrf+PrzYe5cWxPxg3tTIDBXiQqMqwF+/ajmkzaa7XURPb6DSg6nRZctit/YWPQC/btdxKGimoladethKtIdkkLguALGpQ4WOnXvR0vdxvB3sMWkXjn670s33SYG8f0ZMyQzgQYLBm8rgyr3Yzdujeh1GZvRVm2kaLToaqqZuxtS2soOh3hUxJQAgLKBUKvp/24MXauKXdU1lUkG+cEQahpGqQ4ACiKQv+eoVzeox2/HMrj8+Q03l6+h682HWbG2J7EDe6EQa+zM6yuZux9X3yOvM1bKD5zlrO7f0Y1m12Wvzi1PEkrraGaTGStWkPXeXMpysioVBC6IC2dS3l5FvEBcRUJglAnNFhxsKIoCgOjwxjQM5TdabksWZ/GgmW/8lXqYW4a15NBLYo4f+Cg5gpynLHb9nXwFAcI7tvHYtDL3FCq2YypsJDuf5ln9z1P57AVJ0Wvp8P4sTWa2SQIguAtDV4crCiKwuBe7RkUE8bOgzksSU5j2ScpGLI2oFdN6AMC6HLnHLsYhD4oiFPLkzRD7s59YzX44VMSyFq1xrK6CAjQZvy21Vg9BbJtxUkFmoSGijAIglAnNBpxsKIoCkN7d2BIr/Zsf/s4ptMmFFRKS4wcST/F5c8+TeGBAxiLijj23geaobc15Lazf8DOFdV13lw7d5PdakBRXAayrUjmkSAI/kKjEwcriqLQd2ws+7eux2wsxazo+DzNhKH4d26OCUP3+QLNRaSV5Y6JJmv9Bk00FIOBFl0itViDq2qrdqsBRXEKZNsimUeCIPgLHsVh48aNjBkzBsVaaK6BYWuMg3r3RlccxOcpaWxN2sLVJpNWlVDR6bSMpGPvfVAeVzAaOX/4SNmXXKepOq4GXPVxcBxTbYiClNwQBMETHsXhzTff5KWXXmLGjBlMnz6dkJCQ2hpXrWFrjK8Chve/jO/XBGL+z29gLgVFh2HyDaCqnPximcUt5IiHlp7+uBqozZIbIkKCUD/xKA5r1qzhl19+YdmyZVxzzTWMHj2aWbNmcfnll3t18jfffJP169ejKArTp0/njjvuYNu2bbz88ssUFxdzzTXX8OCDD9bIjdQUep3CqClXcbZHO/akbCclJ5A/dp1j5pqnMZht9jsoila6u6KWnv62D6G2Sm5I3SdBqL9UGHMYMGAAAwYM4Pz586xatYqnnnoKvV7PrbfeytSpU90et2PHDn788UdWr15NaWkpkyZNIjY2lscff5xPP/2U8PBw5s2bx9atWxk1alSN3lRN0Lp3L0b17sVIk5nvFnyC7nRZ/IGyJhhlTXvCxsZ7tbHNFnez6YrSXGtqBl5bgW+p+yQI9RevA9ItW7Zk1qxZTJkyhbfeeovHH3/cozgMHTqUxYsXYzAYyMnJwWQyUVBQQGRkJJ06dQIgISGB5ORkvxQHK3q9joHXjGT/to2YSkpQABUs/y810aRdu0oLg+1O6q7z5hI+YZzHWXZNz8AdXV2AXcpuTSHZV4JQf/FaHHbu3Mny5cvZunUrcXFxfPnllxUeExAQwIIFC/j444+ZOHEiubm5hIaGap+HhYWRk5PjdFxBQQEFBQV272VnZ3s71GrhaoZuNabHPvxYC0CrWFYRnx8yMenIH/Tr3s678+/bb7eT+th7H2iNgtzNsn0xA7e6uiorPJVZwfhjvEUQBO/wKA65ubmsWLGCr7/+GoCbbrqJxx57jNatW3t9gQceeIC5c+dy9913c/z4cbvMJ1VVXWZCLVq0iIULF3p9jZrCk6EMjommZbcoTRwUwNS9NwdKg/n+nR+4um0J8e2K6XH1kAqrqDrupLYaT3ezbJ82CqqE8FRlBeNv8RZBELzDozjEx8czcuRInnjiCa6++upKpbQePXqUkpISevXqRbNmzRg/fjzJycno9eWVUfPy8ggLC3M6dvbs2UybNs3uvezsbGbNmuX19atCRYayeVQU6HRQtsdh0NxZDO/WndSvt9L8i3e5oJr4dd0a2jzwEP3ihri8RnBMNF3nzS3fK6HXcykvj2BwO8v25Qy8MsIjMQRBaDx4FIfk5GQiIiKqdOJTp06xYMECli5dCkBqaiozZszgtddeIzMzk4iICNauXcv111/vdGxwcDDBwcFVum518GQoC9LSOf7hx6CqoNPRetBAAJoE6LnccJZMRQUVzGYTqxevZ/mRUmZNiKFn5zZO1wmfMI4WkZ3J27yFnNTN5KRsJG/TFvo8/4y2gc7RfeOrGXhlhEdiCILQePAoDhEREWzYsIEPP/yQQ4cO0axZM3r27MmcOXO4+uqrPZ541KhR7N27l6lTp6LX6xk/fjzXXnstISEh3H///RQXFzNq1CgmTpxYozdUHTwZSm3WrKqgqpz5aQfnfvmVPs8/gz4oyFIaQ1HQG/QM6RhIclo6f0/LZXCv9tzQw0Bw3gmnOIbWL8JhJl4V9011spm8FR6JIQhC48GjOKxbt4758+fzwAMPEBMTg6Io7N27lxdeeIGHHnqI8ePHezz5/fffz/3332/3XmxsLKtXr67+yH1ARVVXdQaDFkwGS1e33M1byNu0xbI5TlFQzSot9u9kusFA7pQ5bP35ILlr1/GnakYXYCBq7v+U75B2MxP3pkOdYw+K2tpPIDEEQWgceBSHxYsX85///IfLLrtMe69bt25cccUVPP744xWKQ32iIgNrnTVbXUHWftAKlK8oAMp2UKulpQxuWsjlQ1rye4YZBRWz0ciRd95Hh6oV87POxPVBQRTs22+5VgXuLdtxdrlzDvnbttvVd5JYgCAI1cWjOBQVFdkJg5WuXbtSXFzss0HVBd4EW62z5uZRUeRv207I8FhaRHYmZ+Mm1LJYhDUTydao5yQlWX23QysAACAASURBVKqyglZ+o7TEyIntu+l7x0wAJ2Gq0L1lNmM2GrXANqrqdRtSj89Byl0IgkAF4mCbWeSIap0pNxC8DbZaA9Pm0lIKDhyky51zLGU0VNWyqc3WbVRmXG1XB8c+/Biz0YgJHQt3XaBbwC6uKT3sscmQu3HalgD3VN/JW6TchSAIVhptyW5HvA22Oq4w8rdtL9+zYDI5ley2ntt6PuuGN323nsT9corMrSl8qQYwTtGh11XcFtR2nPqgII598BFqaSlKWX0nqPpu58aSqiqrI0GoGI/ikJ6ezsCBA53eV1WVkpISnw2qrvAm2Oq4wggZHkvBgYNep3fa7kzuvG4REaWlmFE40rwjRbqmNBkaS5d2EXhK5LU9hxbrUFWKMk947DRX4f030FRVT82ZZHUkCK7xKA4bNmyorXHUG1ytMLTVgG1QuaLUU5tZug7oWXQSs07Pl4e7s/bVVMYM7sSNY3vSoW0Lj+ewupVUs9kSmK7GzL8hpqo6uspC40c3itWRIFQXj+KgKIrLgDTAt99+S8eOHX0yKH/HtuaR7WvHLCLH2IOdO8MxNVZV0almHhjaki0tu5K8/Tibdp1k7NDO3Di2J2FtmjuPwzb+oNOhNGmCotejUrF7ytO9NSRj6egqU6BBro4EoabxKA733nsvK1asACx7Ft566y3ts/nz51e4Ea6h4ipw6zKLqKwdaJ/nnwFcZyTlbt5C7sZNWikNfeFZZgwOJHH0WJZvOsz6H4+TuvME466MJCFSQTl+xG7XtG167Zmdu1B0OtqPH1vpMuI18Uz8ccXh6CoLjRtNaNxovxyrIPgTHsXBNiPp5MmTbj9rbLgM3LrJIrJ+DpTvRSjrSW3NSAqLG62JRHbKRnLLSmncnXg5iXHd+Sr1MPs276T3qRQMqhldYAB9y3zljjutVaBpaGitC4O/+vHducr8ZXyC4K/oPH1oW2jPseheQ+0r7Q1WIUCn01wTViMUOetmus6biy4gwO5zfVCQXfBYHxRUfr6YaJqGhloExUZwAMLaNOfe6f25f2hLDKplM52pxMjGZamcKbjkdjy1iSux9CeCY6LdpgYLguAar1cOQjmeZqOOKataiYt9+7X9ECgKpsJC+3NWkCnUcegAzq5Zhbm0FFXRsSEnkCUvbWTS8C5cH9ejTgPJDTXLSRAaMx7FwWw2c+7cOVRVxWQyaf8GMJXl9jdWPAVuXTYM6tsHXUCAWwNaUaaQ4+fd23bkiw3prP72KOu2H2fyiK5Mm3gtwS2b+OR+PdEQs5wEobGjqB6WB9Zie66+oigKBw8e9OngbDl16hRjxowhNTW1ymXEfYWnPPoOkydxIeMYIcNjAezKblS2j7QrTuUW8sPr79I8Yz/ZzULpENONIdeOpMMVfX1zs4Ig1Cuqajs9rhy2b9+u/dtRJBpyzKEyBtoxGBsWb5NHX1LC70krATj76x7Q68Fs5uze31B0lgqutgHcqgR2jetWEpH+IwBtjIWoOzJI27mJ76feycSb4mjZLKBGnokgCI0Lj+IQGxvrUgSs7T1rc+VQW1TWQOdt3mJXEVUFS/G9sgJ7dlhdcaqKWvaxtex3wb79XMrLq/QGrT+2fqv9W7H+p5q5mLyaJ/ecZtik4Vx3VRTNm9a8SPhr+qogCNXHozhMnTqVX375hfj4eK6//nq6d+9eW+OqMyrbUzkndbOWhaTodLSIigJls3cXUxQUvb58n4NOZ1lRqJb3PbbsLDPMSqBzjEFBJepiFpHHk1mywsSqrUeZNro7k0d2pfR4hpNBr4qR90ZERTwEof7iURxeeeUVLl68SEpKCi+++CIXLlzguuuuIyEhoU7aeNYGlcm8yd28BdVotLxQFFoPGmgpxGd9zxOKQpuhQ2jSpjXZ6zdoJTDQlWUXe8gUszXMjgS2DaEk/4wlXRYz9wxsxiolhE/XHSQ9aS2js7ajU8v7SUDVag1505DIX/c+CIJQMRVWZW3WrBlTpkxhypQpZGdns2rVKm677Ta6dOnCG2+8URtjrFW8rs6alk7uxk3lb+h0nP35F++EASytRnftpklYmL0QlJXSUM1mO4NrOwu3NcxAeYqsTke7UVeTvfa/mlHuOnIwT8VEs3/rLvLnf4ZS5s8ylZSQtXETLTq0tzPyVhdXdftJN5YKr4LQUKlUye78/Hzy8/M5c+YMbdu29dWY6pyK6gsVpKVzcumXWqlugMDWrSj5M9/pu4peT3C/fpzbs8d5NWAyUZyV5XCAJcaj6HTlbUMdZuEdJk+yP0angGoRiOy1/3VZ16lV3gnOYrm+dRTZGzZxcdw0gg0GS9lvGxdXRbP9ClNvZe9DvUZcgkKF4pCVlcXq1atZtWoVer2e6667jmXLltG+ffvaGJ/foRlqm17SgEthaH1Ff0KGx3L8w48tb1hdRq6C1VYUwKxqIgEW95W5rES62Wgka9Ua+3OYy3dem0tLXfeUsO6zKCnBemYdKrt3Z3C2y0TGtzfSuWkpf6Sm1shsX/Y+1F/EJShABeJw6623cuzYMSZNmsTrr79O7969a2tcfovmLinb6dy0Q3suZec4rQoUvZ5ON99kyWay9r5QVZpFRHDx1Cn3FzCV9aA2mbQyFHbuK2vdJpvXisGguaJ0BgP6oCBOLU9CHxREUUYGCtA8KorQ+NGUnDnLmV27wWxGbzAwadY4vkw3siDjT3rpz3GdTq9VLvXUDc+2YKCjAbHOOm1LhNQk3sxqZeZbdcQlKEAF4rBz506aNGnCV199xfLly7X3ramsP//8s88H6G/og4Isez4UBV1AAJdNm2ppsGO7ktDp6DpvLkWZJyzBZhs8CoOVsl7Q+qAge/eVohAyZDBnf/lVK9MdNjaesLjRAJpBPv7hx+WC5HBexWDzI1dVukW05uUxPdl75A+WJKfx6fmx9OJPesdfSanJ7NRVTptV2pzf1oA4razKnlNNzT69zZKSmW/VEZegABWIQ2pqam2No15g7R9tTTvtMHkSpsJCutw5h6KMDHI2WFwySpn76Nh7H3jMOnJHm6FDaDNooL3olBnZ1oMGEtimNSrYleUuSEsHoCgjw3KMK1TVLmCumkycXPolIcNjaVtYyJNje3NkfDSfJ6dxcNMhmiz5P/RmEzq9nvApCQS0aFG+F8NKmZBp8RHblVXZNWty9uk4q3UVQJeZb/UQl6AAFYhDY23m4w5bw6eazWStWqP1bAiLH22XaZS/bbvrjXBe0KRNa0yFhXbuq9b9L9fiF9pubOuKIS2dfU88ZVlh6HTl2UsVoaqc/XWPZfe2zQz/Xw9cxU/vHMN42mQJgZhMnE5aiVK2L8PaUEjR62k/Jo5QG5FyamLkIB4un2slXEB2pdHdBNBl5lt9GlrTJ6HyVCpbqbHjqWeDtfua2WhEURSaR3Xl3P4Dlpm6TkdQTDSGoCAULNlCgW1a0yIqivxt2zm7Z6+dMc9J3Ux4wrU2bipLbKMoI8PljPh00kpU62zeZCKody/Opx+yy6ayEwxX4uEww+8dP4x9G79BNZm0MaOqmE1m2o8fQ7OwMLcFArvcOYf8bdtpHtWVgBYtKowNVMYFZDurLc7LIztlo9PzkJmvIFQfEYdKYGt0NN9+me8foMPkSZbVhNlM1ppvLOKhKKAonD98xGLAy4yyLjCQsLjRlgJ8Bw7a+fDV0lJ+X7Gq3ICbzGQnp6AYDE5tQAvS0snfuctunM07d6LL7Fsp2LcfY1ERFzKO0Tyqq7b/wXIRF8UUdTou5eVRkJZOcEw0XefNJePd9y2uMiwCYVJh8e9BjIsdysie5StL2yC09bkUHDhYobGvigtIa3KUlk7upi0uVwgy8xWE6iHiUEkcezZYW3TmpGy0W02otkbYbLafxYNdNzjHdqGWLzi7pFSzmQ7jx9IkNBR9UJBWj8nO0Ot0WqqqPiiIE59/YdlQd+Cgtv+h4NBhzvy0w+7cLXt0p+h4JjkpG8kr60QXPmEcFzIytB3cCmDo2Ik2F/L5bsF/SI2IYtz0UfQLKOTA08+WxzrKxuNN+ZHivDyv+167cj+Fxo9GATvXli+Q7CehsSHiUA2cWnQqiqXonqqi6PVa/EErxGdj8G03uVkFJyxutEVsNqZqhflssfZALso8YelRXdZ3WtHrUEtNls1wikJ2ykZyrEJTdk1zSQkXMjLo9pd5FKSlc2bXLi1tVjEYaNEtivNHM7Qe2KeSVhLcswfNo6K0/REAnM7kSjItq4izv/HpnxfoH3CG/g77PmwzrhwznsDeneRN32tH91OXO+fYxV9Cy+IvvkCyn4TGiIhDNXEMftruTga02aZm0E0mFL2ervPmuvTXF+zbj2ouN7KG4CDCxo4hoEUL9EFB5G3eovnZweKC0oLQKJb3VdVSXt3BdZSTulkzooqiQ8VSy6nrXXfSIrIzuVZRUlXO/LSDMzt2ogsIICR2mF31VyxXwmAuZVa0npTccPqqlp6z1lWLqwC63V4IG3eSN32vHd1P+du211pGkmQ/CY0REYdq4k0HN+v/rW4oFYtLyuX5+vaxK/ltuniJtlcOBbBkJLkotue4IrFrzmTzb9uNdbaZVNaWpbaiZD3WbDTyx7ffub55RaFHTARdwgs4FhyHedtmFFTMip6i2HEEF/zu1qhWNqPI8fshw2MtsZpayEiS7CehMSLiUAPYxiEq8k1bA6hWv74rMQkbG09OcgpgMeh5m7dw/miGa2GwQRcQQJc753B298/k28YUdDpLzMCmDLhtZpU1fuEUpLa6ydy0hG3Vv7+2MgjQ6UCvw2wyoaDy0er9RHYIYpRer13PMWBcmYwid9+3dtbz5Uxesp+ExohPxWHhwoWsW7cOgFGjRvHII4+wbds2Xn75ZYqLi7nmmmt48MEHfTmEWqUi37Q3Za4L9u2nRVQUusBAy3fLYgge6zEBKApd7pxDi8jOnPpymf1n1qypMuNvTTe1xi2OffARbQYOQLEW4NPptE1vnnZcF/z2W3kAvsyNpQB61cyM0LN8putMZthYBjc9x6CJIwmK7ulSPK2rGW+zlKzPyjYrqkVkZ58LhIiC0JjwmThs27aN77//nhUrVqAoCnfeeSdr167l9ddf59NPPyU8PJx58+axdetWRo0a5ath1CoVGX9P7glXAdeijAxyXAmDm01uFzIy3JfOcCgDbiosLDfsRiP5O3aCTkfL7t0IGzcWKJ+VW7OpSs6cxZifz/nDRyynLIufqGWb3bCtUvvbDp6d249DxrMcPXWW91b+RtTOTEb+kgQmk8ugcmUCvf4eB5DsJqG+4zNxCA0N5dFHHyUwMBCAbt26cfz4cSIjI+nUqRMACQkJJCcnO4lDQUEBBQUFdu9lZ2f7aqg1RkW+aU/uCUdjZyospGloqFOaaofxYyk+c9YpFVUXEIAKLhsAAU47lfVBQc59JEwmzh8+omUtgaX39WWJU8krc4fZVosFaDtyBC06d3JOjzWZyHz/Q5qYzfQGeukPc7C4B2ajEV3ZOO2CykYjp5NWUtCzR6V3SvsqDlBVAy/ZTUJDwGfi0KNHD+3fx48fZ926ddxyyy2EhoZq74eFhZGTk+N07KJFi1i4cKGvhuYzvPFNu3NPuDN2il5fHmtQFC2V1dYQB/XuRZfZt1KUeUIrCmiNM6CqKAaDU5kLU2Gh+zIbDiuV/O0/OpUot/Ln9z8QPG8uRRkZHs+jmE2MGhhB7qYjFvFTFb43htHXKjaqSv5PO8jfsdPleF09R7dCWwOz9uoYeH9f1QiCN/g8IH348GHmzZvHI488gl6v5/jx49pn1uqujsyePZtp06bZvZednc2sWbN8PdxqU1XftNXYWbOZrO/ZBqdRVc0/b2vYz6cfoijzhFYUEKBVv36U/JGHisJl100mfMI4++tZ+zuUrQaahYdzMSvLzjVkRdekidtaTarJRMY777n+XKfTBEIxGOgwJo4OY+L4c89e0nJLKNp/kkxDWzqbcrUUWKubK3v9BnLdBO1tn5mvKrJWx8BX5D4Ud5NQH/CpOOzevZsHHniAxx9/nGuvvZYdO3aQl5enfZ6Xl0dYWJjTccHBwQ22R3VFOGYzhcWN1lw6disKmywia6E/21jDuV9/1f597P0PnAK2tmKUk7qZi7//jqLXExDShpK8P8oHpMCFzBOeB+2qFIfBQNe77uRCRoYldTcqSjOKbftfTut/PsOVRqOWdms9g61IOJYCd2dU3bVQrc6s3bHAX7FNWZEKj3WzqhF3k1Cf8Jk4ZGVlce+99zJ//nxiY2MB6N+/P8eOHSMzM5OIiAjWrl3L9ddf76sh1DtcGTZreQ1HQ2NX90ivx9CqldvzqqUml0bSaYe3qtp3tLNx+Vhfa7ux3aFTCBkyhI6JUzWjnrd5C8c++Ai1LBAdFj9aqzhrFQO17D/F5v9WMTy26FNLrSnK03VtNxo6BvJrIhZhNfDWsibZKRsrXMk4Hu8kYuJuEuoRPhOHjz76iOLiYl555RXtvRkzZvDKK69w//33U1xczKhRo5g4caKvhlDv0DbAqarL8hq2tIjsbIlHmM2Ayh/ffe/x3Lmbt6IPCnLpXtI2zjlUbm0zdAjnbBoLtR400NJFzgHFoKfNoEEEtGnt1GPCsaWqYwVbrax3mehYVxDpzTtxYfAogvakcS5ppXYtc0mJJQW3rFR6aPxou6B2/rbtLntoV4XyHevmmmmdKpvphHqEz8ThySef5Mknn3T52erVq3112fpPmYFWVZXczVsA1/n/2owfUE1mp7pGrfr3pyjjKKUFlt3PF0+dIuP/3gUgfMI4+1aeZddU9DpAp/VHiEicSkTiVHI3bykv2+0Qk2jZoztd75xj5/qxjtmp8Q+WAHtY3GitjlTxmbMEtmmNAmSv34BSJhbhXcLZl36QAz8e5zJs3E1gVyrdusKwCs3ZPXu9qgbrLTVp0GUznVCfkB3SfoStwcdkIic5xf1OagefOKpq2XdQtoEte+1/XXaEy9+2nRaRncuL3tn0pFbNKu3Hj7HUOSozXgVp6VrMQ9HpUAx6za2kGAx2wuDkT3ds/AOgqhRlnqAoI8OuUU+XO+doAXJFp6PV4V8YbjKVH1Y2/hZXxnLpl912BfdC40ZzcumXWl+MmnTZ1LRBl810Qn1BxMGPcGVM3Rk6R6MFOAdlXQSKQ4bH2he9s6kka+0u527/hQp0GD9WiwnYppq69Kf37UNo/GiKjmZw/shRTcCsBQitWPd1WO/nUl6etvlPi0koCrva9GVzfg+uv7w1fS6e5LJRI7XrhwyP5eze35zKhNQEDc2g18eMqfo45vqOiIMf4ZhBZA3gujN0jkbL9t/WVQWKQmDbEPSBgYRfl6C5lNxVknXcL3ApL88iHpSXDPdmn4Y+KIh9Tz6NajSiGPTlaa02KxXAbnOe9X4K0tLte1tgEaPJY3vT/mIg4WtTuKCaOJyWxqVWobRt3YxjH3xUXqm2iu1ZGwP1MWOqPo65ISDi4GdYDWRo3Ogqz5QcRabkjz/RGQxaJVhvXCV2wWRFIWTIYFoPGui2DpLtOfVBQeRu2GhpkQplvSZ0TnENVz2oreey298BoCiEDerPVfv2k6mooFp6Wy/94Bu6d2xFR1sXmk2ZkOpSlzNWb9N3K7V7ux5mTNXHMTcERBz8lOq6MhzTVJ1KZldw/oJ9+8v3Tagq+Tt3cWb3z1qMwF1FWShLLXWs72Sd1ZvMtBk6hOAKymSExY0mN3WzJjDWtFrbFYreYKDzlQPYui+LGxUdetXihnLnVqqsQa3LGauna1dnXPUxY6o+jrkhIOLQgKnOH5U+KMj+jbJ9EBUFfAv27XcZCNfcSqrK2d0/E1G2D8Lt2GOiaT8mTmtRat0d7rjvY3hMNNecu8g3SztQuO17VKBdrx603fmrdh6omkGtyxmrp2tXa/d2PcyYqo9jbgiIONQTquJGqM4flbUBkIZOpzUh8iQ0TgX9rNjEAaxNh9y5s7Rgdtxobce47TUdVz1tWzXjtruvJe+meL75IpUO6xeT+6OJvK+XE3777XSbem2VDGpdzlg9Xbu646rsqtQfgsENLSmgPiDiUA+olhuhIveRmz/84L59LD0ljEYUnY6u8+bSIrJzhUbCY0G/Mmw3+FV0n7ZxjIr6PoS2acbY0BIyKXNhqWZOf/IJ23MV4gb1cDKoFRm9upyxerp2bY5LgsGNFxGHeoCv3Buu/vCt1wvu20crH6GAVpvJq9l2QIDbKq7u+me7u8+I6YkAWnDcKlSOO71tr2+tO6UAOlRO/PQLD2SYSRx/G0ObF9J+UP/yc1Zg9Opyxurp2rU1LgkGN15EHOoBvnJvOP7h523eYufG6XLnHG0DnLd1hYJjbLrM2exlUAwGwsbGO+2j8OY+tTiGzT4Jd53fgmOi6TpvrtblTh8QwIy519LsmJllu0+yIqA5k1uVMvJcwzV6NekGkmBw40XEoR7gKzeC4x++1iyozGDaNeOphAE1FRZq1VZRFFr3v5yQ4bHOcQwXhMWPtqviah2nYxVaT2OxriqsnezCh13Bg8PghjE9+CLlEElbjvBz6XluUHTodM79rV3hD353R1y2XK1hN5AEgxsvIg71BF+4EVztss5N3Wwp/KfXW3ZTHzhY6Vmjo+iEDI+tsB2orVFTdDpQyjcB9nn+GcKnJPC7tQCfqmIsKuLU8iT0QUFOG/iy1m/QVg62/aUjwoJ46JZB3Di2B19sOMRnJWa6GXPpOmIQ/Tp3dXs//uh3dzcmX7iBJBjcOBFxaIBUZpZr+4dfkJZuVwOpRWTnKnVbcxQdbwyWnevIJrPJ6u66lG3fMfD3lavLM6AUBV1AgBYzsZYyBzAbjU7X69whmEduHczxsT1ZmpLG4r1Z/LBnCePCShgyaSRh/e1F0B/97u7GJG4goaYQcWhgVLe9pbXiqdV1EzE90eMs39OGOFflPNwZLKcU2LJigopOZyklYm2VCpZsKNsSGTZ7L4rz8uw/UxS3BrJLeDCPzR5K2ne7yf335ygZpRz4KZUfrp/LhBtG07xpgOVe/NDguhuTuIGEmkLEoYHhq/aWUL5auJSXV6lreGOw7FJgFYX24yzVYbUifLbC4SYLKrhvH63MuZU2QwZXuJ+iZU4mf5alv6KaObDpJ746VEpiXHeuHdHVLw1uRamu1R2jN6vP2ozD+GPMp6Ej4tDAqM4s15PBcYwJKHq9VozPm2u4Mlh2f/B9+6AYDKilpZbMprKsJq1kuJvUWI2yUuAKluZDqsmMUtaTwhHHlY9t9ziDwcDU2ydiPGRk0TcHWLn1CImjezBpRDci/Mwo+SoW4M3KsDbjMP4Y82kMiDg0MKo7y3VncFyV7m5i0/ehsrgy0Fbjr5rN5Nk0OrJt16maTC5FQi0tJeOd9yytTHU62k8Y5zZtNm9zudg4lgu33k+fUZCWmc/nyWl8snY/K7YeYXp8DybGdqFJgN7re6zpwnm1gdcxolqKw/hjzKcxIOLQAPFJZpPDisRd6W5P2BpExz/4/G3btXgHJhPZ6zfY7a0IjonWusdZy5lb+lCYwWR1CVlqMKlgaVjkxp2Uk7pZExjrbm1XzywmMoTn5g3nwLE/+Xx9Gh+u2kfS5sNMj+/JhGGRBHoQCV8VzqsKlRUib1aftRmHcVUO/tTyJJ8Jqz8Ld20i4iB4RXVXJJ5cOdZ014IDB8vdR2Wz+rzNW5yuadts6Mhbb3Px1Gm7a3kyVnbd9hSFsLHxAE7GxtZA9I6J5oW7R/Db0T9YkpzG+yt/4+vNh7lxbE/GDe1MgMFZJGyr2ppLSmqscJ6n51uRO9BbIfLmZ12bcRjba+mDgipMi64O4sIqR8RB8JrqrEgcDaIrV06LyM7l7iOzuTxTqWy/Q5c759gZhtC40RiCg4FycQgMDSX6oQe93oXdIirKZQkR2/hK60EDadKmNZFxo3n5nhHsPWIRiXe+3svyTYe5cUxPxgzpTIBBp13HWFRkd13b1/qgIEt7VptGR9XBk0HL3bylXKQqIURelUqpxf0P1mudWp7kUxeTuLDKEXEQagVXbgjHPRYF+/YTFjeasLJGR7btQs1GI7kbNjr94Tbv3InCAwe16wS2buXy+rYz64r2YED5TnHVbObMTzsAyNm4ib4vPkf/mGgu796OXw/lsWR9Gm8v38NXmw4zY2xP4gZ3wqDXcSHjmP31f9unbdo7/uHHmvh1KevBXR3cGTRrRz0rNd0+tS7wtTvLH9OW6woRB6FW8DYTCkWhZVRXwsaNJaxvH8uO7bJYxPmMY05ZUsFg1xTo/JGj7P/nM+U7htPS7VYj1pm1taAfuN6D4djLG+xLjSuKwoDoMK7oGcrutFySl21mx7uf8ktwEEO7BtG5SxfO/rpHO/Z8xjHOH82wrBise0lU1auSIhU+Ww81qbQNhYpC+zFx9X4W7Gt3lj+mLdcVIg5CreFNJhTA+cNHOH/4CFH33O3U8Kf9mDinLKm+LzzLyaVfcnbPXrsNceDclc5xx7Q7Y6C1Wd2YamlziuuZt6Io9FTOYty3CnNJCWo+qMfhpM4Aw+Npe+FP9E2akL9zl2UlUpZNpapqjc1M3d2DqySChoCv3VlSLsSCiINQ52hGzKG1aP627XS6+Sa7SrGusqSCY6LpdPNNTnWgNNGxRVWdu9y5GlNMeS9va9lydxlattdRyv7DbOLbtDOcjB7Bzb0CCfzlV7tgvG09qJrIjnFl0GQWLFQHEQc/pLGl0lmN2OmkleSX+fcBQobHem3g3H3PyT2kKHaunIqyU7wKzFrFzXodRcEQEMDo6+NI+SmT71dm0DRiOFdGtaT3mFha9Y5xeX1Fp6uwrHllkVmwUFVEHPyMhpxKV1GxvuDH/0HW+g3lpbbLSm/bpoDavnbE0RA6baBz0eK0JrJTHFMtrasCAN2ihZiMRkxn9XxaPI7wvJ8ZF/ojfccMo1XvGPvNhWYzOckp5HnZO8MXNLaJieAeEQc/o6GmoA9EDwAAFX1JREFU0nkreuETxjl1eauJNqnWDCiX7VAr2T7U03VssaZdKqqKQTEzq0MB6i8bMJtL+XXTOgLnPkCfPr2dVjd19XNvyBMTofKIOPgZDTWVrjqiV1Oze282c4F37UO9uqbNz1LR62lVkMN5tWwDntnEpq82s+zykcyYcz+hx/aSu2mLtqejLn7uDXViIlQNEQc/o6EEER1n39UqCOjr3HYb4bDbZGU0cnLpl3S6+SbLPVVhNWHr1jp/5KhdTCI24So+P1jCCxvP0bNzL2bM7U+Hgt9p1a9vnfzcG+rERKgaIg5+SH0PIrpzT1RV9Gq1VINDcPnsnr2c27cfFMWuM11lBMK2TwZAy+7d6Fq2+e1qk5nUnSdZtjGd51LOEhMZyqz+beivqiiK4rP7dDfWhjAxEWoGXcVfqR7nz59n8uTJnDp1CoBt27aRkJDA+PHjmT9/vq8vL9QB7nYdB8dEu2we5E9YDWTr/pdr/SVUk8myyc7hfgrS0jm1PMnSQc/TOct6YFspOp6p/dug1zFhWCTvPjqWe6b354+zF/nne9t57P9+YO+RvArH6+0YvP1+ffgZCbWDT1cOe/bs4cknn+T48eMAXLp0iccff5xPP/2U8PBw5s2bx9atWxk1apQvhyHUMt66J7wN/NZ2oNRx34Slp7Vl5aDo9RTn5ZG1foPXBeCCY6IJGxtPTnIKYL/T2kqAQcc1sV0YO6QTKT9msiz1ME+8s41+3doxa2IMfaLaOp23ss+lJp+jZDU1fHwqDsuWLePpp5/mkUceAWDv3r1ERkbSqVMnABISEkhOThZxaGB4456ojKGqi0Cpq0C1NXaQnbLRrgyGN2MKixttaVpUgWAGGPRcOzKKcVdGkvzjcZanHubRt7/nih6hzJwQQ6+uIdp3K/tcauo5SlZT48Cn4vDiiy/avc7NzSU0NFR7HRYWRk5OjuNhFBQUUFBQYPdedna2bwYp+ISK4iaVMVSeViK+nME63oMWO6hCGYzK+vMDA/Rcd1U3JgzrwoblWzm09Vve2HuADlf0YeaEaKIjQyodQK6pgLNkNTUOajUgbTab7YJsqpug26JFi1i4cGFtDk2oZSpjqNwZ1lp3NzmM2bEMRoXHl4mN1e/vzXHFR4/QNukDriwtZahOT1K6gYfScxncqz0zJ1ROcGoq4CxZTY2DWhWHDh06kJdXHmTLy8sjLCzM6XuzZ89m2rRpdu9lZ2cza9Ysn49RqB0qa6hcrURqewZbE8a10nECm3tUgPuHtGBXaC9WbDnC3974liv7dODm8fEER7T2+h6q+4wkq6lxUKvi0L9/f44dO0ZmZiYRERGsXbuW66+/3ul7wcHBBAcH1+bQhDqguoaqLmaw1R1zZQXN8R7bXnE5N8T05NoRXVnzXQYrth7lr/O3EtsvnJvHR9P1Mtf9LGqa+p5uLVRMrYpDkyZNeOWVV7j//vspLi5m1KhRTJw4sTaHIDQganoGWxsZOJWOE7i5x+ZNA7imEwzuU8SvJa1YdiiP7b9lMeLyy7h5fDSR4b6dXEm2UsNHUVWbbiZ+zKlTpxgzZgypqalERETU9XCEeoy1AZBtGe6aiF9UJjXXNguqKkbWcbxRTzzBhiw9q7/L4FJJKddEqFzV+iKdhw2sceNdW7EeEaCaoaq2U3ZIC42KgrR09j35tNY5ztr6s7rxi8oYTNvAdFWNrON4jUcOccv0RK67uhvrvtxE+9Ufc0Y1kb96JR0feYxuw67w+l5s78ll575aiPVIumzd4/Md0oLgTxTs268JA9hsSCtz96DTVSl+4W5XeE0fY8XdeINbBDIi+AIBiooOUEwmvnx/LfOX/szvf5z3/n7KjHPmkqXs/+czdjuqq/usvLp+NZ6NUDPIykFoVAT37YMSEKAJhLX1Z3XjF1UJjlerGKGH8dqeV28wEBk7iKRfT7Pl51OMGdyJG8f2pEPbFh7P72l1UBvZSpIuW/dIzEFodLiKOdTUeStrMKsSp/Dm3I7fzy+4xPJNh0nefhyzWWXs0M7cOKYnYSHN3R5fE26d6sQNJOZQM1TVdoo4CI0efzdCNel///PcRb5KPcz6HzMBlXFXRnLjmJ4EZp9wucmwohIoNVUiRfAdEpAWhCpQ2wasSquLGgwAt23VjLsTL+f6uB4sSz3Ehp8y2bdlFzefTkGnmu2egae9DN48N38ts+HvkwF/QQLSQqOmNgOfnoK8nvBFADi0TTPund6fdx8dy+g2F8FkeQYmo5GcXb9WeLw3z602AteVpao/g8aIrByERk1tBj6rOpP2ZQC4fUhzJs4cx74DP2AuNVKKjjd3FDEgeB/Xx/WgdVATlzNtb56bP5bZ8NfVjD8i4iA0auqky1wVs5N8tms7Jpq+L1ieQUlEFN2OmVn97VHWbT/O9O56OicvRnVwH3n73PytzIZkQXmPBKQFoRapL/7uU7mFfJFyiJJN67jqz1/RoYJOR+Ssm4mYnljXw6sW9eVnUFNIQFoQ6gG+mEn7wthFhAXx0C2DONxVIet/f8NkMmFWFX4835KJF420bBZQI9epC/xtNeOviDgIQj3G19lWPUYMpH3b58jcvptvzzQn+beLLD+cwpRR3bnuqiha1GOREDwj4iAI9ZjaCLAGx0TTLyaafsCk38+xNCWdz9ensfrbo0wd3Y2EkVE0byoi0dCQVFZBqGGsnd5qI02yttNFu17WisdvH8qrUzpyTelhNiV9x50vbmT5psNcLC716bWF2kVWDoJQg9R669I6SBctSEvn3Fv/S7fSUrrp9ezscgOLvjnAyq1HSBzdg0kjutA0UExLfUdWDoJQg9RFNdHgmGgipifWWpDV9h4xmZgepfCvB64i6rJWfLJ2P3Nf2siqb49SbDTVyngE3yDiIAg1iD/uCq5pXN1jTGQIz80bzqv3jSSyQxAfrtrHXS9tYM13GZSISNRLZJ+DINQwjSGPvqJ7/O3oHyxJTmN/xp+0bdWUG8b0ZPyVnQkw6OtgtI0b2ecgCH5CY8ijr+ge+3Vrx8v3jGDvEYtIvJu0l+WbDnPT2J6MGdKZAIM4LfwdEQdBEHyCoij07xHK5d3b8euhPJasT+Pt5Xv4qkwk4gd3wqAXkfBXRBwEQfApiqIwIDqMK3qGsjstl8/Xp/HWsl/5KvUQM8ZFM3pgBHoRCb9DxEEQhFpBURQG92rPoJgwdh7M4fP1abzxxS8s23iIGeOjuXpABHqdUtfDFMoQcRAEoVZRFIWhvTswpFd7ftqfzefr0/j35z/z5YZDzJwQzYj+HUUk/AARB0EQ6gRFURjWN5yhvTuwfV8WS9en8a/PdvNFmUgM73cZOhGJOkPEQRCEOkWnUxhx+WXE9g3nh72/szQljVcX76JLeDA3j49mWN9wEYk6QMRBEAS/QKdTuOqKjgy//DK+//U0S1PSeHnRTqIua8XMCdEM7dMBRRGRqC1EHARB8Cv0OoVRAyMY2f8ytv5ymi9S0nnhkx10j2jFzAkxDO7VXkSiFhBxEATBL9HrdcQP7sSoAR3ZvPskX2w4xHMf/UTPzq2ZOSGGgdFhIhI+RMRBEAS/Rq/XMXZoJKMHdSJ150mWbUznmQ9+JCayDTMnxHBFz1ARCR8g4iAIQr3AoNcxYVgk8YM7sXHnCZZtSOep97fTu2sIsybGcHn30LoeYoNCxEEQhHpFgEHHNbFdGDukEyk/ZrIs9TBPvLONvt3aMmtCDH27tavrITYI6mTP+po1a5g0aRLjx49nyZIldTEEQRDqOQEGPdeOjOKDx8cyd2pfTuee57H/+4En3/2BA8f+rOvh1XtqfeWQk5PD/PnzSUpKIjAwkBkzZnDllVfSvXv32h6KIAgNgMAAPddd1Y3xV0aSvP04X286wj8Wfs+AnqHMnBhDTGRIXQ+xXlLr4rBt2zaGDRtG69atAZgwYQLJycncd9992ncKCgooKCiwO+706dMAZGdn195gBUGoVwzu1pR+nXqxZfdJ1v2YwV9/Tadf93ZMuTqKLuGt6np4dYLVZppMlWu6VOvikJubS2hoeeAoLCyMvXv32n1n0aJFLFy40OXxs2bN8un4BEFoWBzbBKvfr+tR1D3Hjx8nMjLS6+/XujiYzWa7tDNVVZ3S0GbPns20adPs3jtx4gR33HEHixcvpmPHjrUy1orIzs5m1qxZLFmyhA4dOtT1cAD/HBP457hkTN4hY/IefxzX6dOnue222+jUqVOljqt1cejQoQO7du3SXufl5REWFmb3neDgYIKDg10e37FjR79rE9qhQwcZk5f447hkTN4hY/IefxxXYGBgpb5f69lKw4cPZ/v27eTn53Px4kVSUlK4+uqra3sYgiAIggdqfeXQvn17HnzwQW677TaMRuP/b+9eQ5r6/ziAv5crtVBMKOqBdKPMjCgVzahsFDM6Hm8stMDARTcowaBSszuFWWGZRiWVlWGa1QNFo0iyKDHWxaisxLCbJmbZTTe39vk/CEe5meuH7Tv5f17PPO4c33u7+XE723fQaDSYNm2ao2Mwxhj7AyFvgpNlGbIsi/jRjDHG7OCyffv27aJD2MvV1RUhISFwdXUVHcWCM9nPGXNxJvtwJvs5Y67/kklBRPQPMzHGGBuAhCyfwRhjzLnxcGCMMWZlwAwHZ1ysLyEhAZIkISoqClFRUaitrRWW5du3b4iIiMDbt28B/FymRJZlqNVqZGVlOUWm1NRUqNVqS1/Xrl1zaJ6cnBxIkgRJkpCZmQlAfE+2MonuCQAOHTqERYsWQZIknDp1CoD4rmxlcoauAGDv3r1ISUkBANTV1SE2Nhbh4eHYvHkzTCaT8Ew5OTlQqVSWnuz6G0oDwPv370mlUtGnT5/o+/fvJMsy1dfXC81kNptp9uzZZDQaheYgInr48CFFRESQv78/vXnzhjo7OyksLIxev35NRqORtFot3bhxQ2gmIqKIiAhqaWlxaI5ut2/fpri4ODIYDNTV1UXLli2j0tJSoT3ZynT16lWhPRER1dTUUHx8PBmNRurs7CSVSkV1dXVCu7KVqaGhQXhXRER37tyhkJAQ2rRpExERSZJEDx48ICKi1NRUOnfunPBMq1atovv37//VMQbEI4dfF+sbOnSoZbE+kV6+fAkA0Gq1iIyMREFBgbAsxcXF2LZtm+Wd5o8ePcKYMWPg4+MDpVIJWZYd3lfPTJ2dnWhqakJaWhpkWUZ2djbMZrPD8owYMQIpKSkYMmQIBg8ejAkTJljWmhHVk61MTU1NQnsCgODgYJw5cwZKpRJtbW348eMHvnz5IrQrW5nc3NyEd9Xe3o6srCysXr0awM+lKvR6PaZPnw4AiI2Ndfh9r2cmAHj8+DGOHTsGWZaxc+dOGAyGPo8zIIaDrcX6WlpaBCb6uXJsaGgocnNzkZ+fj/Pnz+P27dtCsuzevRtBQUGWr52hr56ZPnz4gJkzZ2LPnj0oLi6GTqdDSUmJw/JMnDjRcodtbGxERUUFFAqF0J5sZZozZ47QnroNHjwY2dnZkCQJoaGhTnGb6pnJZDIJ72rr1q1ITk62LPfTs6cRI0Y4vKeemb5//w4/Pz9s2LABly9fxpcvX3DkyJE+jzMghoM9i/U52owZM5CZmQkPDw94e3tDo9GgqqpKaKZuztiXj48PcnNzMXLkSLi7uyMhIUFIX/X19dBqtdi4cSN8fHycoqdfM40fP94pegKApKQkVFdXo7m5GY2NjU7R1a+ZqqurhXZ14cIFjB49GqGhoZZtou97tjINGzYMeXl5mDBhApRKJbRarV09DYiPCbVnsT5H0+l0MBqNll8CEUGpdI46R40ahdbWVsvXztDX8+fP0djYiPDwcABi+rp37x6SkpKQlpYGSZJw9+5d4T31zOQMPTU0NKCrqwt+fn5wd3eHWq3GlStX4OLiYrmMo7uylam8vBxeXl7CuiovL0drayuioqLw+fNndHR0QKFQ/Hab+vDhg0N7spUpNTUVgYGB0Gg0AP6ip/47BfLvdJ+Qbmtro46ODoqMjKTa2lqhmSorKyk6Opr0ej19/fqVZFn+6xM+/U2lUtGbN29Ir9fT3LlzqbGxkUwmEy1fvpzKy8uFZqqrq6O5c+dSe3s7dXV1kVarpdLSUoflaGpqopCQELpz545lm+iebGUS3RMR0Y0bNyg2NpYMBgMZDAZKTEyksrIyoV3ZynT48GHhXXW7ePHibyekdTodERGlp6dTXl6e0ExtbW0UHBxMr1+/JrPZTKmpqXT06NE+93eOf3X74IyL9alUKtTW1iI6OhpmsxlLly7FjBkzhGbq5urqioyMDKxbtw4GgwFhYWFYuHCh0EyTJ0/GypUrsWTJEphMJqjVakRERDjs5584cQIGgwEZGRmWbfHx8UJ76i2TyJ4AICwsDI8ePUJ0dDRcXFygVqshSRK8vb2FdWUr09q1azF8+HChXdmyf/9+pKen49u3b/D398eyZcuE5vH29sbOnTuxZs0aGI1GBAQEIDExsc/9ePkMxhhjVgbECWnGGGOOxcOBMcaYFR4OjDHGrPBwYIwxZoWHA2OMMSsD4qWsjP1Lb9++hSzLePDggdX38vLyUFZWBiKC2WzGnDlzkJycDL1ej4SEBABAR0cHWlpaMG7cOADArFmzsGnTJgDAx48fMW/ePMTExGDHjh2W4yYlJeHVq1cAgGfPnmHSpEkYNGgQPD09cfbs2X99lRnrE7+Ulf3f6204VFRUID8/H6dPn4abmxsMBgOSkpLg6+uL9evXWy5XU1ODXbt2oayszOrYx48fR11dHW7evInr16/Dy8vL6jK+vr6orq6Gt7d3/185xv4jflqJsV60trbix48f0Ov1AH6+uXDLli1YsGCBXfubzWYUFRUhJiYGQUFBKC4u/pdxGetXPBwY60VMTAw8PT0xe/ZsxMXFISMjA83NzXa/O//WrVvQ6/WYNWsWoqOjUVBQIOyDXxj7WzwcGOuFh4cHTp48iYqKCmg0GrS1tWHlypXYt2+fXfsXFhZClmUolUrMnz8fer1e+OeQMGYvPiHNWC/y8vIQGBiIgIAA+Pj4YPHixdDpdFixYgU2bNjwx33fvXuHqqoqPHnyBFevXgUAmEwm5OfnO8X6P4z1hR85MNYLvV6PAwcOoL293bLtxYsXmDJlSp/7FhUVITAwELdu3UJlZSUqKytx6dIlPH36FPfv3/+XsRnrF/zIgTH8fDlqz1V1CwsLoVAoEB8fD4VCAbPZjKlTp+LgwYN/PFZXVxdKSkqwZ8+e37aPHTsWkiQhPz8fAQEB/X4dGOtP/FJWxhhjVvhpJcYYY1Z4ODDGGLPCw4ExxpgVHg6MMcas8HBgjDFmhYcDY4wxKzwcGGOMWeHhwBhjzMr/ABwWT4sl089mAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.xlabel('LSTAT')\n",
"plt.ylabel('MEDV')\n",
"plt.title('Линейная регрессия от одной переменной')\n",
"x = np.linspace(0, 100, 100)\n",
"# Посчитаем предсказанные значения\n",
"y = model.coef_*x + model.intercept_ # y=kx+b\n",
"#print(y)\n",
"y = np.transpose(y)#перестроетия вектора\n",
"#print(y)\n",
"plt.plot(x,y)\n",
"plt.plot(lstat, medv, 'r.' )#точки\n",
"plt.xlim(0,45)\n",
"plt.ylim(0,55)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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bTbJZk5xpkc1ZIz6XqioEvDoBnwufRx/84XV+9Xd/7h3wdbdLw6WruDTV+VVX0XUVl66hqRL0ClHRByfDMGhsbBzzfdv2t/Bvrx7ANC0My8I0LUzLxjRtLMvGsGwsy+q3dNFXwOeirjrIyrkB6mfUsnBGuLdFQi7ZTkOy/axeT1tXmraW0bdtAGj0pGhr6TrzheNw32Q+19neJ8917vcd9aQ41DD255o7vZyOVuc+DQjqzgcBcBpvu7s/TlvcHdzSGYNUtieAmaS7f5/OmM6vWYNUJkMmmySWMmk3TLI5i3TWJJM1yeSMYX9eR6KoCi5NRddUdE1BUZw9OufD+b2qgIITxAb9eXds0zWVuz51AXXVwTGPYcqUKeh60b8djyvFts/mr7NwNDQ0cO211+Z7GEIIcdbWr1/P9OnT8z2MglL0welsZ05CCFEoZOY0WNEHJyGEEKVHTtQJIYQoOBKchBBCFBwJTkIIIQqOBCchhBAFR4KTEEKIgiPBSQghRMGR4CSEEKLgFH1wMgyDhoYGDMM488VCCFGkzrf3uqIPTo2NjVx77bVSJUIIUdLOt/e6og9OQgghSo8EJyGEEAVHgpMQQoiCI8FJCCFEwZHgJIQQouBIcBJCCFFwJDgJIYQoOBKchBBCFBwJTkIIIQqOBCchhBAFR4KTEEKIgiPBSQghRMGR4CSEEKLgSHASQghRcCQ4CSGEKDgSnIQQQhQcCU5CCFFEbNvO9xAmhQQnIYQoIvFULt9DmBQSnIQQooi0R9P5HsKkkOAkhBBFpK1LgpMQQogC09AUy/cQJoUEJyGEKCIHT3blewiTQoKTEEIUkf3HOskZZr6HMeEkOAkhRBHJ5ky27m3J9zAmnAQnIYQoImV+N69sPJrvYUw4CU5CCFFEVi2rY9OuJjpKPKVcgpMQQhSRj1xUh2nZvLr5eL6HMqEkOAkhRBGZWhVg8ewKXtl4tKRLGUlwEkKIInP95bM40ZJg1+H2fA9lwkhwEkKIIvORi+rweXRefq90EyMkOAkhRJHxenRWr5jGhu0nSWeMfA9nQuj5eNIvfOELtLe3o+vO03/nO9/h2LFjPProoxiGwZ133skdd9yRj6EJIURRWL1iGn989yjv723mymV1+R7OuJv04GTbNkeOHOG1117rDU5NTU3cd999rFu3Drfbze23387ll19OfX39ZA8vbzbvbuLx53dysiUBwLTqIHfetASAR5/ZRnNHqt/1Svd//F4Xly6u4fCpaO+9kZAHv9dFMmNQW+Fn7Zp6Lllce8bnX/f6AZrak0PeM/DrS+dVsuNg27DXCyEm1gVzKgn6XGze3STBaTwcOnQIgLvuuovOzk4++9nPEggEuOKKKwiHwwDccMMNvPTSS3z1q1+d7OHlxebdTTz85PvEkjlUBWzgeFOMH/xqM4ZpkclZg+6xu/+TTOd4/f0TALg0BdOyae5IoSopair8dERT/GTddli7bNjgsXl3Ez9Ztx1dVwj59EH3DPz6yZY4uw61EQ65CQc9o3oOIcT40jSVBTMj7D/eme+hTIhJ33OKRqOsWrWKH//4xzz++OM8+eSTnDx5kurq6t5rampqaGpqmuyh5c261w+QyhioioKqqmiqiqoqJDPGkIGpr76ZpKqq0vOpDXTFs3jdOrqusO71AyM+v64reN06iqIMumfg15NpAxRIpo0hrxdCTI6ZU0KcbInnexgTYtJnTitWrGDFihW9n9922208+OCD3HPPPb1/Zts2iqJM9tDypqk9iWnZqH1es6r0Dzyj1XOPbUPOcAKbx6XR3J4c8flDvv7fCn3vGfj1nGGhKacffzTPIYQYH21dadx+52dNVRSyhsWJ5hguXRvyep9XJ+R3T+YQx8WkB6fNmzeTy+VYtWoV4ASiadOm0dJyupBhS0sLNTU1kz20vKmt8NMVS2NZ0BOfLNv5/VgDVM89igIu3ZkYZ3ImNRX+EZ+/I5rC6z797dD3noFfd+kqWcPEratDXi+EmDgfHmzlVNT5WTzRPWv6YF8Lmjb0QtjKhTVFGZwmfVkvFovx0EMPkclkiMfj/Pa3v+X73/8+77zzDu3t7aRSKV5++WVWr1492UPLm7Vr6vF5dCzbxrIsTMvCsmz8Hh2Pa+S/or4TTMuy6PlUAcqDbtJZg3gyRyyR5e7vvcL9j25g8+7+S6Zr19RjGDbprIFtO78ahs3aNfVDft3v1cEGv1cf8nohxORIZwx0TR02MBWzSZ85fexjH2Pbtm3ceuutWJbF5z//eS6++GLuu+8+vvjFL5LL5bjttttYtmzZZA8tby5ZXMtf376yN1tPAabXjJyt10NRFC6cGyGazHGyJYGmKVR1Z+ulMgaapqIoCoZpDpns0PP8rF3GutcP0NyepGZA9t3Ar9dVB7nhilnsONg25PVCiMnRHksTDnnyPYwJodhFXpypoaGBa6+9lvXr1zN9+vR8D2fC9WTO5UyTRMpw9n9Uhduunc9fXL9o0PX3P7ph0JJdOmsQKfPxwD1XTebQhRDnoOe97tvf/zmV1VOwbZt/+cNO5tSVc80lM4a9b+XCmqJcci+9uWCJW/f6AXKmSVc8i2naaKqCads8vX7/oOU6cJIZPK7+G6WSvCBE8WvuSJHOmkyrCeZ7KBNCglORaWpPkkgZKCioqoKiKOiqgmXZQ6Zy11b4yeT6t3SW5AUhit+xxhgAM2tDeR7JxJDgVGRqK/zkDKt/IoTtZNANNRs6U7KDEKI4HWuKUhPx4fPkpQrdhCvNV1XC1q6pZ++RdkzbRlecwGTbEPC5hpwNnSnZQQhRXBbMjFBdE6GpPcknr5zDyoUjH7vxeYvzbb44R30eu2RxLbddO5+n1+/HMG1cukrA58KlqcPOhi5ZXCvBSIgS4XZpNHemsG24ctnUkl2il+BUhHqy8p5985CTLp41uWH1LAlAQpwntu9vxa2rLJpVke+hTBjZcypCm3c38eqm40RCbuZMDREJuXl10/Ehs/WEEKVnx4FWFs2uwO0aumRRKZDgVITOVKhVCFG6TNPiWFOUBTMj+R7KhJJlvSIwsJfSscYoVeXeftfI2SUhzg/t0TSGaTOjRFPIe0hwKnBD9VpKpg06tQyR0OkAJWeXhDg/xJM5wGkqWspkWa/ADbWEVxZwE0vk5OySEOehZNoJTsVYaXwsZOZU4IbqteTSVUzbpqndKQZbVx3g7k9fINl6QpwH4j3BKVDawUlmTgVuYPmhRNqgpSOFrirMrA1SW+EjkzFHeAQhRClpaHZ6OLnP0E6n2JX2qysBA8sPtXelAago85LMmLR1ZWjpTPGDX2+RVHIhzgOa6tQuM82ibihxRhKcCtwli2v58tplRMp8xFMGlm1THfaCotDSkcIwLTTVaTr2k3XbJUAJUeKU7sKaOcPK80gmluw5FYG+5Yd6+jO1dWVQFFAVBcsCt0vpPeske09ClK6eprc5o7SX8yU4FYmes07HGqMk0wamaaFrTmCysQkHvXLWSYjzgKY60anUZ06yrFcEes46dURT+Dw6tmVj2ZA1bBQVqsM+Aj6XnHUS4jygdu85GWZpByeZORWBnu637bEc2ZzTy0kBbJxNURvkrJMQ5wn1PNlzkplTETjWGKUrniWbc74ZbdsJTAqgawptXWkiZT6+vHaZ7DcJUeJ62rK3daWJJbN5Hs3EkZlTETC6Z0dAbwdc23Z+P70mSDxl8MA9V5314w+s3SfNCIUoXMebnPbsh092sXh2RclWiiiZmZNtl27Ov0tToTsY2d2db8HpgtsZz5zTPlPf/aye2n2Ski5E4TK795p0rWTevodUMq+uK57t/UsrNTOmhAiHPL2H7/rqjGVZOq/yrB9b2m8IUVyM7sO3ul4yb99DKplXlzVMWjtTZLJGvocy7tauqcey7EEnwl26SjjkYcfBtrN+7Kb2JJ4BDcskJV2IwmVYzvuAS2ZORcJ2/tLaoqW5SWjb/fedVAWqwj7CQfc5BZKBtftA2m8IUciM7iw9mTkVGduGaCJLRzSNaZXGPtS61w8Q9LvweTRcmopb19A0lc5Y5pwDycDafZKSLkRhM63zY8+pZLP1khmDnGERDnlwD1i2KgZ9M+g6omkqyzyEgx5aOlNYFiiKTTZnnnMguWRxLaxdxrrXD9DcnqRGsvWEKGg5w0JVlCH3oEtJyQYngJxp0daVoizoIeB15Xs4ozaw+21XTKGlM01NxEd12EdnPEM2Z+P16L1nm84lHbxv7T4hRGELBdx43CYrF9bg85buW3jJzAuHOy1t2dAZy9AVy2AVyTLfwAy6inKnHXt7NI3fq1NZ7qU67ONv77i4NzBJOrgQ5wfTtPF5NGoq/CV7xglKKDg9+sx2TnQ34RpKPJ2jrStdFCU/BmbQBbw61REflg3xlDGoGoSkgwtx/sgZJh536c6YepTMK2xsT/Dgzzfy6dXzuO7Smb3FEfvKGiZtXUnKgx58nsJd5qut8NMRTeHt8w2oawqLZlcMWQliqFbukg4uRGnK5qxBxz9KUcnMnCrLvRimzbrXDvDDJ96ntTM15HWmBR3RDNF4pmCrSow1g07SwYU4f2QNE49bgtOE+sd//Ee+8Y1vALB7927Wrl3LDTfcwDe/+U0MY2yHab/658v56PJpAOw/3sl3/+U93t5+csgAZAOxVI62aLogq0oM7H57pqKukg4uxPnDtk9XJi9leVvWe+edd/jtb3/LmjVrAPhv/+2/8d3vfpfly5dz//3385vf/IbPf/7zo348j0vjjhsXsWx+Fb98YTfRRJZfvLCbbftbuePGRZQFBm8cZrJOVYlwyFNwa7hjyaAbj3RwKf4qRHFQVQWrQFd9xlNe3pE7Ozv54Q9/yFe+8hX27NnDiRMnSKfTLF++HIC1a9fyyCOPjCk49Vg6r4pv3305v/7jHrbubWHb/hYOnejkC59YzLL51YOu76kqEfK7izrz5VzSwQemrvdk+yEtOIQoOKpCyRQYGElelvW+/e1vc99991FWVgZAc3Mz1dWnA0d1dTVNTWefBh30u/nPty7lSzcvwevRiCVz/O9ntvPLF3eTzgxeLizFqhJjIdl+QhQPXVXJDdhjLkWTHpyefvpppk6dyqpVq3r/zLIslD5rqLZt9/v8bCiKwhUXTuXbd13BwpkRADZsO8l3H9vIgYbOIe9JZgzaOlNkz4O/+L6k+KsQxaMs6Ka1K53vYUy4SV/We+GFF2hpaeGWW26hq6uLZDKJoii0tLT0XtPa2kpNTc24PF9FuZe//osVvLrpOL974yCtnSn+6ddbuP7yWXzqo3MH1afqrSoRcBPwFe8y31gMlbou2X5CFKZImZfEwS7iqRxBX+EeiTlXkx6cHnvssd7fr1u3jo0bN/Lggw9y8803s2XLFi6++GKeffZZVq9ePbYHHmGipSoK1102kyVzKnjsDzs53hznj+8eZdehNr70qQuYVh3sd73TxM9pi14WHLqPUqEYj0SGtWvq+cm67aQx8Lg0MuNQs08IMTEqyjwANLUlCE4P53k0E6dgzjn94Ac/4MEHH+TGG28kmUzyxS9+cUz3V5R5z3gwra46yNfvvJQbV81GUeB4c5wHH9/InzYeGzL7pdCX+carbNFYU9eFEPlTHXZWNA6f7MrzSCaWYhfqSdRRamho4Nprr2X9+vVMnz6dRDpHLJHhTMeXDjZ08vhzu2jpPqy7YGaYO29aQmW5b9C1quIUWwwW2DLf/Y9uGLQcl846wWWoShJCiOLV81735DPP8f2n9nPZBVP4m9tX5ntYE6ZgZk7jJeB1UR32E/C6RlrpY970MN+86zI+urwOgH3HOvmHf3mPd3ecGnRw17KdNvCFls03MJEhkcrR2plm56E27n90gxR+FaIEqYrCBXMr2Xno7DtgF4PCOnk6TjTNaV/u82h0JbLDFnv1unXuuHExS+ur+dWLzsHdx5/fxbYDLdxxwyKCA8499fSIKg+6J/3Q7lB7S30TGRKpHC2dKWzAratyVkmIEnbhvCre/bCR5o4kNZHSTFwquZlTXx63TnXYR1nAzUg5Dcvqq/jW3ZezfIFz1mrr3ha+87P32HGwddC1OdOiLZomnpq8VvDD7S0tnVfZW7aoI5bBBhQUImVeOaskRIkyTXjLpLoAACAASURBVIvZU5wzous3HiOWnLz3oslU0sEJnPNOIb+bqrAf3wiznZDfzZc/s5Q7b1qC160RTWT58dPb+PVLe0hn+x/ctSd5ma/vIdlk2qCtK01LZ4pn3zzENZfOIFLmI2tYuDSVsoCLzliGI6ditHamOd4Ym/DxCSEmz+4j7ZxqSxAJeXhj6wlS6bHVIS0WJR+cerh0lYpyLxVlHvRhplGKorBq6VT+/q7LmT/DSdH89w9O8L3HNnLoxODMmMnK5uvZW+pZujMMG02FdMbg1U3HWbumngvmVhLwuYgmcmRyBqZlkc6adCUyPPHyngkdnxBi8s2dVs7J1jhxmTmVBp/HRVXET9DnYrgiFFVhH/f9xUrWfqweXVNo6Ujx/V9t5vdvHhxUxbzn0G5iApf5elpidMYzKCioqoKNgtul9S7drV1TTzSRxbQsLMuZ3QEoCjy9fr8kRwhRYubWlWPbsO3A4O2HUnDeBScATVUoD3qoLPfh0Yc+G6WqCtdfPou/u/MyplUHsW144e0j/OMvNnOytX/H3Z5Dux3R9Li3gt+8u4loIsPJ1iSpjIll21i2jW3jVFPvLjN0yeJa/F69N0NRUcClqbg0Fcuyx7z3tHl3E/c/uoG7v/eKZP4JUYCqIz6CPhdb9zbneygT4rwMTj08Lo3KsJdw0I02zP+JaTVBvnHnpdxwxSwU4FhTjAcf38T6TYMP7iYzBq1dKXLG+Czz9SRCmKZFTdiL0l2NWFGcb8yAV+9XZmjmlDIURcGtq+iaimFZZHIWlmWPae/pTId7JXAJkX+KojCnroydh9oG7YuXgpJMJR8LRVEI+Nx43TrRRJZUxmDg3Melq3xmTT0Xzqvk8ed20daV5un1+9lxoJUv3rSEijJv77U5w6K1M0V50IPfe251r/omQuB2xtrckUJBwe/RBjUVXLumnr1H2jG6l/Z6X6MKyXSOzbub+qWVD5WeDvCDX28hnTFwuzTCIQ8Br04ao3f2Je01hCgMc+rK2XGwjQ/2tXDFhVPzPZxxdV7PnPrSNJVImZfKMi+uYaZR82dE+Pu7LufKpc43wZ6jHfzDz95j487Gfgd3LRs6Yxm6YufWCn7gIduAz0V12Itl20OWGbpkcS23XTsfu09g0lQFVVEIBVz9lvaGmh098tRWHn7yfdIZA00Fw7Ro6UiRSBu9y4fSXkOIwlFXHcTv1Xn3w1P5Hsq4O+9nTgN5PDpVLo1EKks8lWPgFpLPo/PFm5awbH41v35pN7Fkjn/5w0627W/h8zcsItBdJdgG4ukcOdOiPOjBpY/93wFDVQvXdZVFsysGlSfavLuJnz+/ixMt8d6Zn6YquF0q4aAHv1fv1wKj36wM50ByS0casHG7VAzDdjpuYtMZy6CpHmoq/DS1Jwn5+n/bSHsNISbP3OnlTJkS6f186bwq3vuwkcbWBKqq4PPqRd04tYfMnIagqgqhgIeqsG/YYrLLF1TzrbuvYFl9FQBb9jTznZ+9O6ikSCZn0taVJJXJjXkca9fU9x6ytW170DJej827m3jkqa0cb4r1m6nZtk046CHgc/Xbm9q8u4k9R9o51ZrkREuCRPc5CcO0MC3nHhsby7JRsMn2qVLekzk48DVKew0hJsehhi72Hu3o/QgF3MRTOV7ZeJT39zaXzLknCU4jcOkaVWEfkZBnyISJsoCbe/5sGV/4xGI8bo2ueJYf/eYDnnh5D5ns6Tdw04KOaIZofGzLfKOtFr7u9QMk0wYMaN9s2dARy/QLaj3LeariFLTtu3SnayqaqnQvH/rQdQXTAq9H733e0QZMIcTkmN7d8qehJX6GK4uLLOuNgt/rwuNy2r0n07l+CROKonDVRXUsnBXh8ed2cqChizfeP8GeIx186eYlzKkrB5xlvlgqR9awCIc8g5ocwvC9mYZLNOi5fuehtmFT2NNZk45YlltWz+WSxbXc/+gGdF2hosxLS2cKxXZG196Vxu/VewOO36ujaQqGYQ/a12LtMta9foDm9iQ1Z9lDSggxPgI+F+GQhxPNcVYsGJ8mrYVAgtMo9SsmG8+SG3AYtyrs4798/mJe2XiU3795iKb2JN//5RY+ceVsPnnlbLTuYJTJmbR1Z/N5Paf/9/fMaEabBdf3el1VyA4TnFQFIiE3r246zvwZEZrak6iKU36pN6ApoNg2X/vcCoAzBp6RAqYQYvJNqw6y/1jHOSVgFRoJTmPkcetURzTiycEJE6qqcMMVs1kyp5LH/rCTk60Jnt9wmA8PtvKXn7qAKZUBAAzLpj2WJmS4CPrdKIoyZIJCT/r2UIGg7/X2oOT303oy6noey+/ROd4UQ1UVXLqKZYNl2UyrDvafHQkhikZthZ+dh9roiGXyPZRxI3tOZ0FRehIm/P0y6XrMqA3xd1+6lOsum4kCHG2M8b3HNvLaluO9B3dtG6LJHO3RDKZp0TwgbRxGzoLrm2Y+0j+W3C6132P1BjK7+77eT0vnX1xCnG9quxOSmkooa1ZmTufApatUlntJpnPEElmMPtMol65x2zXzWTqvip8/v4v2aJqnXtnHjgOtfOGTi4mEnIO76axBa6fJ/BlhGpqj6NrpADVSFlzfNHOXrmJZ5qC0d4Bw0NPvsZrak1SHvb19rly6SnnAQzoztqoWw+2PCSEmXyTkwe1SSyo4ycxpHPi93cVkvYOLyS6cFeFbd13ee3p71+F2/uFn7/Ur+WNYNhcvqiHgdQP2qLLg+mbNlQecpUEFp9FgT9H1oF/H79X7PVZthR9dV5lWHWT21DKmVQfRdXVMqeBnKm8khJg4c6eXs3BWpN/HotkVzJlaTmcsg1oi7+oycxonmqpQHvLg9WhEEzmyferr+bw6X7p5CRfNr+JXL+0hkcrx02c/ZNv+Fm6/fiEBr4vFcyqxbJtNu5po60pRUebjM92zkeFmKfsvncGzbx4ilTFwaQrhsBdQqKnws3ReJTsOtg1KbNh/vIN/W78f07Jx6SoBn45L08aUCj7W/TEhxPg51NBFV8Y36M+Dfhf7jneQGuMqSKGS4DTOPG6nwkQ8lSOezPZbaluxsIa508r55Yu7+fBgG5t2NbH/eCd33rSExbMruGBuFRfMrUJXVcIhpxX8cFl8+y+dwQsbDmMYZu9MKZbIUlMR6J3a911q27y7ibu/+zLNHane8dg5E9Oy+fNrZ5+x5l7fr0uVCCEKT22FH9uGo6eizKgN5Xs456xEJoCFpW/33YEJE+VBD39120V8/oaFuF0qnbEMDz+5lade2dvbtNCwnFbwsWSW5zccHrKW3TOv7ieWzDkFXm3I5CySGZMjp6KoCv2W2noqSPQEJqXPOMsCbnYcPF3VYjRLdlIlQojC05MUcfjk4MaoxUiC0wTqSZiIhPp331UUhdUrpvP3d13O3GnOId3XtjTwwOMbOXoqCnRn8yWyxJIZKvtUPQdnlpLJWb0zJmNAJkRrZxrTgpxp8o+/2MR3fvZu/xRTxQlQlm2TSOWGrbk3XGFXqRIhROHxe10EfC6ONY2+PU4hk+A0CfxeF1VhH37P6WaAADURP//1jpV8evVcVFWhsS3JP/5yM8+/dQizp+eFrThJD0E3mqqQSOVoaHbKlORMG8O0GNjQV1GgtTNFZyxLOmsOTjXvSR+3nRYffWc8Ayuhw+Alu9GWVRJCTK7qsK9kgpPsOU2SnpYcvoxBNHG6woSmqnzyyjlcOLeSx57bxanWBH946zAfHmrjSzdfwMcvn8nPn9+Fqibxe110xrNkcxa6pmCYg08nKd0187I5C7v7c+h/FqrvPaZlE01kens9+TwaDc3x3oSJcNCDpimDluykSoQQhacq7OP9Pc1kcuawRauLhcycJpnXo1MV9hHy9U87nzmljL+781KuuWQGAIdPRvneY++x42ArYJNMm7R0pAn5nTpaIZ8LTR04ZwJVUTAtu1/bDH2E3NJw0I1pWvxk3XaeeHkP0XgWw3TuNgyL5o4U8WROluyEKALVYR+WbfduDxQzmTnlgaoqlHXX1osmsr3JBW6XxmevW8Cyeufgbkcswxvvn8DtUqkJe2lsT9EZTxPyu1FVDUU53YZD11TcOqSyFrblzJhsGwzTRlFsNFXpV7HceT4Vn0fvTQV/9s1DREJuvB6dzliGnOHM0MIhr8yShCgQA/s59VUV9vLiO0c4eKKLBTOHvqZYSHDKI7fLacmRSGWJJbJ0T1hYNLuCb919OU++so+NOxvJ5ixOtSVRVRXDtGjryuD3OjOwrrjTWt40LdIWuHUNv1ejM5btfR7bBtO2nZma7QQuXVOwLWjpdDL4/F6dVMZgSoXPaV3v1bvvdbruCiEKw3DnnMD5efV7dQ6dKP6MPVnWKwABn5uqiL9fwoTf6+KuT13A1KoAiuL0ZjJMi548iWTaoLXTWeaLhDygOHtJhmnREcv2LuspnE4dt22oKPficevYKKiqgoJCZzxDJmfi8+iSIi5EEVMUhRm1IQ5LcBLjRe9OmIiU9U87/7OP1RMOenoLuPZlmBatXSlsnLVmTVUHLd3ZwJSqAPOmlaGqCuGgm3DIg207qeSKYpPNWRiGzS2r545rivjm3U3c/+gG7v7eK9z/6AYpbyTEJJhWHeTYgK7YxUiW9QqMz+PC7dKJJ7Mk0jkunFfFHTcu4o/vHuVkS7y3pTo4y3OWBZ2xDD6PTlXYSyyRHXRNZyyDpnp6Z0YBrw4RH52xDNmc2a/T7fwZkXFpJDjW/lSjfUwpNivEyKZWBkhlDNq60lSFh17+KwYSnAqQpiqUBz143BqxhBOgLpxXBcC/f3CCJ17ei2XZ/dLDUxmDnGESCTnLdp2xNJbdk1Zu9s6MXt10nDQGfo+GpnqG7HQ7sJTR/Y9uGHNAGO/6exMR7IQoRXVVTt+4400xCU5j9fDDD/PHP/4RRVG47bbb+Mu//EvefvttHnzwQTKZDJ/4xCe477778jG0guJ163hc/RsbfnT5NMoDbn754m5iyVy/6w3TpqUzRVnATXXET0c0jWnZw86MvB4NXVN4dN12avsUi+0JREvnVfLqpuNnFRDGu/6eFJsVYnSm9gSn5hgrFhZv2/ZJD04bN27k3Xff5fe//z2GYfDJT36SVatWcf/99/PLX/6SqVOn8uUvf5k33niDq6++erKHV3B6Ght6PTpdcSftfNn8ar4/v5oHHttIQ3NsUB+naCJLNmdSHfbicWl84aYLBs2MeurtJdMGhmnR3pVi58FWImUewkEPHdEUT6/fT1nARdDvlE8aS0Do228qkcrRGc+QzVl4PXrvgd+xkGKzQoxOWcBN0OeioSme76Gck0kPTpdddhm/+MUv0HWdpqYmTNMkGo0ya9YsZsxwDqB+6lOf4qWXXpLg1IdLd9LON+9q5PdvHeZoYxSfe/gT4OmsSXNnivv+4mKWL6ge9PWfP7+LaCKLqiromkLWsLBtiCVzREJevG4dy7JJpAwifQocjzYgrF1T7xSQzaTpip/OHvS6tSFnX2faT+ob7HpIJqE4H410zgmcqi9TKv0cPNFJc3sSn1cn5HdP4gjHR16y9VwuF4888gg33XQTq1atorm5merq02+gNTU1NDVJZtdAm3c38X9+t4N0JsvsKUFUZeQW7TnD5qe//5Dv/PTdQZlyJ1ri3aWOnGTznsfJ5azea1y6Ss6w+t032oDQU38vnXWCnlvXqKnwO0VwBxSSHU0ldCk2K4TjUEMXe492DPux/UArLl3jeFOc9/c2k0oX5znFvKWSf+1rX+Odd97h1KlTHDlyBKVPLR/btvt9LhzrXj+ApinkDJt0xqS2IkB12MsQVYx6KdicbI3zf3+3g3d3nOyXXqoApmn1a4zYN9YFuksknW1AuGRxLQGfi9lTQ0yrDvQe7B04+xpNJXQpNivE6EXKPKQyBulMcQYmyMOy3sGDB8lmsyxevBifz8f111/PSy+9hKadXqJqaWmhpqZ4N/ImSt99l6xhkYtncLucGUlPpYiB2royBLxOu/ZnXjtA/YwI4ZCHaTUBjp6MDSocC9DamSSVMcmZNtVhL5qmEk8ZZ5VaPprluNHuJ0mxWSFGJxJy9onbo+k8j+TsTXpwamho4JFHHuGJJ54AYP369dx+++089NBDHD16lOnTp/Pcc8/xZ3/2Z5M9tII38I3eBlo604BNWdCD3+vUxBt4EDeRNkikDVo60/z9P29A11UqQl4aXQnS3ct4SnePJ0WBzngOj0ujJuJF1xQyGZOvjHGPqEfP3lMao7sPlTlo9iX7SUKMr8pyCU5jdvXVV7N9+3ZuvfVWNE3j+uuv56abbqKiooJ7772XTCbD1VdfzY033jjZQyt4S+dV8m/r9/e2swj4dHKmRU3YS3ssg0vXqI74iCdzxFO5IR/jREuCkF+nrTNNuMxLIpUjmTZwuzTCIQ8d0TQYFjNqg733pDF4/PmdvcHI73HOUQX9rjOmmF+yuBbWLhvxYO9oApgQYvSCPhdul0qbBKexuffee7n33nv7/dmqVav4/e9/n4/hFIXNu5t4ddNxQgE3iVSOnGERTeSoLPeg6yqWZZPLmbR2GpQFPFR7dTqiGQzTGvRYsaSBpkIyYxAJOZUjTMumM5YmnTVRFUikcgR8LsBpnXGqNcnUKouQT+doYwzDtIkmsnjcOuE+SQ5DzZ7OtBw3mgAmhBg9RVGoLPPS1iXBSUywnqSBoN/jFHoF0lkDXdN6Nz2z3Zl17dE0/u5yRsm009wQnGoRPSt+puUkS7R1OcVj/V7X6c6Eyulq5QGfi45YBl1TnTNLaaO331NPodmWjhRVYe+oUsyHWw6U/SQhxldV2Meeox2nu2oXGQlORWK4pIF4yuDaS2fw5Ct7+30tmTFI50zKA25qIk5rjZxp9kvHs3H2mWLJHNmcRW2FH7vc4lRrChubjljGyQ40bWoizhp2ZyzT2yvKtp1UdAubjmiGBbNG7h8jJYiEOHdnOufUI5HOseNgG41tSaZWBc94faGR4FQkRkoa2HGwjbqqAKZp0xZNk+1OcrAsJ8B43c5+UiZr0pXIYNtOULI5HasyOZPm9jgzp5Qxf0Y5RxtjpLMmkTIfuqZhmE66ec6wnG673SnpfVtsxBLZEas/FFsJIik0KwrRSP2c+lIVBVVR2La/pSjLGEnLjCIx0iHUpvYkHpdGwOdiZm2oX/t2l65i2Tbt0RQoNotmRfB5NHRdwefp/9efztnsO97FqdYEM2qDLF9QzQP3XMWdNy3pfW5FsQdlAwJoKhimOejwbF894+yrkEoQ9W3x8dUfvMojT20d8WCwEIXM59FZOq+S17Y0DDpMXwwkOBWJkQ6h1lb4+81g3C4NTVNw6yq6pmBZNqriVDp/6N7VfP0Ll3LR/BpM00bXlH7BDKAznuXoySgXzq3Asux+z90Tl1Tl9BYVgNa9JzXw8GxfA8cJhZMyPrBKRWNrgmgi6+zNDXMwWIhC97GLZ9AeTfPye0fzPZQxk2W9IjJc0sDAVGy/VycTNcjZNrbtRBDDtInGTy+7rVhYwzf+91sYOYOjjXEsu38LDsu2eWdHI1evnEE46Ol97ru/9woqNl2JLKnM6UCTy1kk0k4rjuFmQoWcMj5wydG07N5eWMNVthCi0F04r5IL5lbyxMt7uHLpVCJl3nwPadQkOJWAnlTsnz+/i2PdlYjV7tmQjeLU0FOdauU/+PUWblk9lx0H2zhyMkok5CEc8hBLOpXMezLPs4bNgYZOdh9uxzAtNu1u4nhTjEQqh9etEg56SGeSp/MrFGjpSFEedFNXPfTm61hSxid7v2dgwolLVzEMq99ySKHM8oQYLUVRuGftMv7Lw2/yg19v4TtfvnLQSkmhkuBUQtIZg9oKHx6XxpFTMQDKAi5iySzYCpoKqXSOJ1/e25tWfrLVwO/VKQ96etPOe5MlbPjBr7fgc2tEytzUVgTQFDjeHAfb7s3aA6dBoo1z9umrfz78TGg0KeP5yOobmHASDnpo7kihawq2bRfULE+IsZg1tYx71i7j4ae28shTW/na51YURYCSPacSMbB4qtulggJd8SwKCqqqYKNg4wQl0wJdU1EVSKYNmjtSaKrClEo/Po+OqjhJDgCprElLZ4bG1gQBn4u5deUoqoqiKLh01XkuwKWp+L36OQeQ0RSCHW8DE040TSHkdzG1KiCFZkXRu+6ymdxx4yJe3Xyc//mvW4oiQUJmTiVi4LJUOOihpTOFadvo3bOknrNJ0H3GSVFw6RqWZZEzbVIZg2zOpCrsRddUcjmD4y3OHkvOsDjVniKVNaks91Ab8eH1aDhJ6Y501nkTH+/XAhO/3zPUkuPdn14qwUgUnNGecwLnkHzPz801F8/ANC2efGUfze1Jvv7FSwu6jbsEpxIxcFkq4HORNUw6Yk7GmdulEg55aGxNdAem0/f2fF4VdpoMKt33G6ZONGWgKs5BXcO06YxnSaQNqsNedFVFUZ1kiPQ4LnvlqxCsVKkQxWC055yG8vHLZjFrahmPPLWVv/nh6/zN7SsL9ntelvVKxFDnoFyaxu0fX0BZwI1l2TS3n05gsG3nDT9rmJimTU3E13u/Zdu0dqWIJrKsXVNPJOSlotzTm7WWMyxaOtNMqw3h9bhwu3WqI/5xW/aSxoJCTJyPXDSNf/rrqwkHPfyPn77L//zXLb0lzgqJBKcSMfAclKapeD06L2w4QjThFIAd6vCsbZ+uEnHNpTPQNJVjTXGa2lOoqsrMKWV86eYlzJ9eQTjkoa46iEtzOuSu33ScrXtbOHyiC9u2R2x6eC6vRfZ7hBhfM2pD/PC+q/ncxxfw5tYT/NVDr/KnjUexhniPyBfFtkdq9F34GhoauPbaa1m/fj3Tp0/P93Am3GhSrPtmuzW1JcmZZ/4r1lRAUTBNG49LI1LmQdcUDMPuDQyZnMkzr+7jqVf2MfB7WFWgstzHlEofaz+2QAKJEOOs573u29//OZXVU87qMVYurBm0PH74ZBc/fnobe491UD+9nP94y1IumFs5HkM+J7LnVERGm2L9+PM76YilMcyhSw0NxTnfZKPgHMBt7UxTHfH1a4XhcWm89M4Rair8xBLO3lMPy3YqmVuWydPr96EqsHLR2AOU1LMTYnLNqSvnoXs/yptbG3j8+V1848dv8ZGL6vjSzRdQm8dzfRKcishoCqdu3t3E8aY4msKoA1NfNs6ekqJAW1eKGTXB3myfzbub6Ihl0dQc4ZAHv89Fe1e63/O0RbNoWpLfvn6AF94+zOFTMXweDQWFZMYYMeCMFHx7Xr8ELSHGn6oqrLl4BldcOJV1rx/gmdcO8N7ORj6zpp7brpmPzzP5oWLEPac//elPFPmqX0kZTeHUnz+/C9uyR7WUNxLbhmzOojOepabC3xs4wAl6bV1p4skc1REfIb+r373NHWk+2N/KgeOdaAqcaIpzvCmGqjBiAdXhzjf9/Pld/ereSRFWISaG16Pz+RsW8c9fv5Yrl9bxmz/t4yv/359Yv+nYpO9HjRgOH374YR544AFuv/12brvtNioqKiZrXGIIZ0qx3ry7iWNNsdP9MMZBZzxD0O/igcc3Dkp4SGUMMjmTcNBDTUSnI+rMonq+h9uiGXwenaqIj654hq541mkFH8vwwOMbWTS7ot8MaLjzTcea4tRW+Iqm1UYxkOXT4jWWc04D9T33dCZf/ORirlw2lSdf2cv/enIrv3vjIH9x/ULqp4fPeK/PqxPyu89qjD1GDE5/+MMf2Lp1K7/5zW/4xCc+wZo1a7jjjjtYtmzZOT2pODsjFU7dvLuJH/x6y7j/68Y0bUzTwrJsjCEe27Js2qNpfB6dWVODdEQztEVPp6X2BLCqci/ZnElLR4qeyDlwz2y44AsUdKuNYiNNH4vbuZxzOhufWDWbfcc6eefDUzz4800smVPBqqVT+/2cDrRyYc3EBieAFStWsGLFCuLxOM8++yzf/va30TSNL3zhC9x6663n9ORibIYrnAo4QStjnOERzk5jW8qpWj7CNamMwaETMcqCHmor/LR3pcmZp5seNnekKA+4qQ576YxlQBk8A1q7pp5HntpKS0caw7TQu8shhUNuGprjmJaNS3eKzmqaMm6Hcs+3WUSxNX0U+aUoCgtnRZgzrYxNO5vYdqCFQye6WL1iGvNnnN0MbjRGvcsVDAa54447uOWWW/jRj37E/fffL8EpD4aqYnD/oxvQdQW3SyM1AQHKaSQ48jU9hWQ7Yxk8bo2Kci/pjEFXn8N9XYksmZxBRZkHr9vZp+o7A9p/vINoItNbGV1RLDJZg6zhnKuybKehYSqTJODVufvTS8f0OoYKQsB5N4vIR3koUfzcusZVF9WxcFaE199v4OX3jnHkVIzVK6YNWtkYD6M+hLtp0ya+/vWvc9111xGNRnnqqafGfTDi7DS1JzEMC9OamGKO2VEUiey74pfJmjR3JFEUhdoKP7p++tssnXWqS2iaQjyV41hjjHgqxxMv7+Hp9ftBcZokurqrzmYNJ0ApitKv5NLApoVnMrCZYE8Qevz5nZNeZDbfCrnpoyh8VWEfa9fUc+mSWvYf7+CpV/bR1pUa9+cZcebU3NzMb3/7W5555hkAPve5z/F3f/d3hMNn3hATk8fn0WhoiqMqynjmQvQamLA5muewbSeZwuPSqCzzkkobRJPOLCpn2Ow/3oXfq1NR7qMjmuZf/7gXcCql9wQiy6J3adClq+iK2v3YzvmtsSxD9V3KSqQNOmMZsjkTy7YHneUo9VlEITd9FMVBVRUuWzKFmbUhXnznCOteO8CNq2YzozY0bs8xYnC65ppr+MhHPsI3v/lNVq9ejaIUfg+Q85HSXRncYuR9obPRs1zX11ieI5NzZlHlAQ81ER/tUedwMDitOtJZJ1kinTWJJrIYpoWiqE6g7fPt1jdT0LadYNU3gJxp36hnKSuRNmjpSKF0twQxDbo/V3prB5b6LGIsTR+FGMmUygC3XTOf5946zHNvHeKmtRHvJQAAIABJREFUq+Yyc8r4BKgRg9NLL710XpQEKnbJjEF1xEdzuzO17tsE8FwNDExul0o2N7blw36zqHIfyYxBrHsvqidZoszvpjrs665sYeHWVUzbRlOdYJjp85yaqlDmc/VLoT/TvlFPJmBnLON0BlYULAvcuoJp2bR3pfF7AufNLEIqsIvxEvK7Wbumnt++cYCX3j0ybj87Iwan6dOn88orr/DTn/6Uffv24fP5WLBgAXfddRerV68elwGIc9fzxquqCi5VAZQx78mMVsDrIpvLAGM/TtUziyoLuKmJ+GiLpjG7Z1HRZBZXRqGy3Es8mSOdNUGBoN9FVzzX+xgKTkCzLHp/CEaTfdazlJXNmWiqs2RoY1NV7sO2bdqiGeIpQ2YRouCdyzmniTRjSpD/+a/v89qW41x32YxzfrwRg9OLL77ID3/4Q772ta+xaNEiFEVh+/btfPe73+Vv//Zvuf766895AOLc9bzxaqqCaVlYE5QYAdARy/T+/mwmZ7btdOf1uDSqyn0kUzliKSf45EybpvYUkZCH6TUBTrYmifYJTODMCl26SlnQzSWLa9m8u4k9R9qxLBu3SyMcclp79N036lnyS2UNpzyT2dMT2JnR+b06i2ZX8MA9V4359Zxvaegi/yb7nNNYfOSiaTy/4TAvv3uML9605Jwea8RsvV/84hc8/vjj3HzzzdTX1zNv3jw+85nP8JOf/ITHHnvsnJ5YjJ+eFhNTqwJOx1tOt1gvVAGfTnNHEk1TqYn4+u0pdcQyHD4VI+DV8Xqc5oc9X7ZxyiedbEnwxMt7+Mm67aiKsydlmBYtHSkSaaN336hvll5VuRe/V3eWPBXQNYWsYdEZy7J03tirMA+XAShllcT5avbUMmbWhnj5vXNvvzHiW1gikaCurm7Qn8+ZM4dMJjPEHSJfLllcy4/+9mN8667L0Z3+F6iKgqb1TywoFO3RTO9eVFciS3XEj997eiKfzVk0daS6D+F6el9Dz16aqig8vX4/OdOkoszrzIO6/9Pele7dNxpYr880LVQVsBUsW8GtO7OtHQfbxvwahqsFWMpp6EKcycJZEboSWXYfaT+nxxkxOGn/f3v3HR9XeSX+/3PLVGlGvRhXsI0xBgPGYErAlGCKcAIOWZywEAKpP36wS3YDxIHktWEBZ5cNpGzIbgKYEEIoSygGExMTIMFgMCYYsDE2uBdZXdNnbvn+cTVjyRpJMyrWSDrv1yuvWNLoznNlc4+e5znPOVrPB6ukIGxhmjuzhqOmlDOu0k9NhR8FBbWPLoCKAm5dpcin49IOfSRLJE0aWqJ43TqVpd4ugaipLU48aVBV5sedOS+lUF7ixbJsIjGDIp+LqlKnvQc4LT/SPagOLpabMix01fmZTBkXYHxVEaXF7n6ljudSiFeIsWZCdTEAn+5uG9B1CnzxR/RHus15MmWiKHYm6UBXnSCUbSZ12uxxHDG+1Emq0NQ+A9pgs2xobo8TiTltNbzuAw/9WMKkoTVGSbGHYJGbqjIfRV4dl+5UjgAo8rkYX1VMbYWfo6aUd8nS65wc4tJVDMvGsmy27Q2xuyGSqbyeLznMKkR33o72GqHowFq/95oQsWnTJubMmdPt87Ztk0wWXs954Zg7s4bNJ03kyVWbsSzwurWOWZHGNxfNZvPOFp5YtRmro1Zdkc/FR9taOGpKWSZlezBDk0tTM4dp+9K50nmR10VzexwbJ0OvoTVGsMjFYZV+6ptjmdbz2/a0oaoqpmWjqQpnnnDg+MPBB041TcVKmKiq01Y+aZgkQybnnzI57/uSw6xCdJdIOr+wdV6m749ev/ull14a0MV78otf/IIVK1YAMH/+fG666SZWr17NXXfdRSKR4MILL+TGG28ckvceK97/pInqTm0mAOJJI7MfUnPQ11pCCVav34uuqRimNbiHeZX80s7Tlc79Xp3qch8t7YlMCaX2SIr3NjdSUeLF49ZxWxbRhAmWhUtXCBS5efntnUyfWHbgLE+nA6e2DcV+HdO0SRnOeSq/V+f9T5r4Up63JYdZhejO6TwAk2qCA7pOr8FJUZSsCREAr732GuPHj8/7DVevXs3f/vY3/vjHP6IoCl/72tdYvnw5d999Nw8//DDjxo3jm9/8Jq+++irz58/P+/rC0VtxTxu6fS0SS2FaNtVlPvY2De6eSX+DXTRukEyZlAW8pAyT1nCy43pOynlpsRuPz0XKsDAsm5Rh09IeB+DuR97hX684MROg0gHj2jteIuDTu1Q7sW273/tEuR5mlZRzMVgK9ZxT2psf7MXn0TsKA2T/7yqXfk+9BqfrrruOP/7xjwBcf/31/PznP8987Z577unXQdyqqipuueUW3G5nYFOnTmXbtm1MnjyZiROdg1sLFy7kxRdflOA0AH01Jjz4aynDyizxqYozyymEnBfDdJbzAn4XNeU+mtoOlD9qDSdx6SrlHQd3I3EjU9EiFk9lrS7e188lH7kGHOmfJAZTIZ9zammP8+6mBmZNreDDT3vOgM2l31OvCRGdM/J27tzZ49fyMX36dI4//ngAtm3bxooVK1AUhaqqqsxrqqurqa+XsyIDkU6KiCcNbNv5//R+SLavqapCkU8nEksByqAFJnWQSimFoima2xNUlPgo9h1oC58yLOqbY7hdGhUlXjQ1nbEHjW0xHnp+Q5frZLv3SMygPZLg2jteYsl9r+d0TimfM049pZwve/5Dltz3el7vK0Shsm2bV9btwqWrzD2qesDX6zU4dV76OLjo60CLwG7evJlrrrmGm266iYkTJ3ZbZpEiswOTPphbFvQRjhmUBX2Z9OpsX/viudMxTafO3WD96FUFqst8g3a9lGGxvyWKrqtUdUo5B2fPLBRNUlnqzWzEGqbNjn3tXR766XvXNJUd9WH2NkUJRZOEo8m8DtKmA45pwZ7GKPuaYrSEEt2CIWRPOTcMi131YTnAK0aNNz/Yy57GCKfNHoff6+r7G/rQ67LeUJ1leuedd7jhhhtYsmQJdXV1vPXWWzQ0NGS+3tDQQHX1wCPvWNfbfki2r61ev5dYwsS0bNwuhZRhYdvOgVddV/Iu+KoqoOsqLj3/YrE9sTsaGvo8OjXlflpDCacOH87B3f3NMcpKvHjdOq3hBJZlc/sDawAnjbykyE0iZRKNGwSL3ERiKVKmRVs4iVvXKPK5cuoKW98cRVWgsTV+oMK5ZbGjPsTajfV9LiW2hBLomirdaMWo8MGnTazb1MAxR1Qwc0r5oFyz15mTZVm0tbXR2tqKaZqZP6c/7o+9e/dy3XXXcffdd1NXVwfAcccdx9atW9m+fTumabJ8+XIpLDsMogmDsoAbl65k0swVnEO65QFP3tczLQhHU5imzWAfm4olnNYXAb+b0k5js4HmtjiRWIrqMh8+j95RKNbuaIIYIxJLYdk2beFk5lCugkJr2Kl6kstBWifgHKhw7jQuUXBp3StEZFtKTJk2ZcGuP1M5wCtGog8+aeTVdbuYVBvgjOPHD9qqV68zp48//phTTjklM4OaN29e5mv9HcD9999PIpFg6dKlmc8tXryYpUuXcv3115NIJJg/fz4XXHBBv64v+q9z00JVUbAtJzDpmoKNQrDIRXsk1feFOtg4/050XSWZHPwq6Wbm7JObmnI/Te1xjI6U80TKpL45SnnQi89zYBYFznKfW1czdfqSho1tO63oI7EUmqb0mSCx6Kxp3P7AGrROySM2NmUBb7cAky3lXNc0DFMO8IqRy7Zt1m3az5sf7GPKuCDnnzJ5UA/v9xqc3njjjcyfFUXpsszX3+B06623cuutt2b92rPPPtuva4rBkW5aaNoWtnUgkaGk2MNvvn8eS+57nT0NYZrb4jmnhreFEgx2jfSDz0y1R5IkkiYVQS+RWIpwR5XzdPkjn0ejusxHeyRJNG5kvmZjd0vW2N/iZAZe+7ljex3D3Jk1TKwpZl9jBLNjllla7EXTFMqC3TOpDl5GTSdUyAFeMRKZlsUr63bx0bYWpk8s5dyTJqKpg1twqNfgdOqpp2YNQumEhY0bNw7qYMTwiiYMAn5X5jwROI39mtrirN1YT31zlNJid0cHWyOnLDwLJ5goHT2UwJmNKXRvZJiN26ViWR09nDreMNu3JVJOfb7SgJdKj0ZzW/xAWnnCJJ6MUlHSMYsKJbCxMynpmqZgmnbHLFGlNODNad/n6rpZmRTxfAPMWDrAK2e8BtehOueka2q3RB6AcDTJf//fe3y8o5XPnXEEnzvjiLwnK74cqkf0+opLLrmEd999l3POOYcvfOELTJsmv9WNZjXlfj7e3tyltp5l26iKs4+S3tgvDXjY32xi5pEwo6sqtkpH8oBKImlkfV3nWZFLV5hU47R8bm6P09zecyV8TXVm9gcqS3RNlrBtJ3khfTgwGkvRHnVmWGYmSKmUBT3EEtnHdrCBBpih7kZbCEFBzngNvkN1zmnOjOpuy8y79odY+vBaGltj/MsVJ3LWnKHrlN5rcFq6dCmxWIyVK1dyxx13EI1G+dznPsfChQsJBgdWmkIUnvQ+SnrZ2LKdh3pZiYf9zVG+tWh25kFTVeajsTWWmX30xqWrTtaf6iRJVJQ4wU3BqYXnzIqc16avpmsKwSInYaCvwAROUoKiORmGmcoSQS9et9llJhhLGCSSBpUlHjzudFt4511ThkV9U5TJ43L/t12o7c4LJSjk0qVYjAzvbW7grofeRtcU7vjW6cw8fHCy8nrS59zK5/Px+c9/ns9//vPs27ePZ555hquuuoopU6Zw7733DungxKE1d2YNk2oC7O28jxLwoKlQFvR1mynMPLwi0zPp4x3NJJLdd5c8utPeoqE1hmE5RWCb2+JYlrOMli246ZrCZ447jI+2tdASSvQZmAAs2wJToaTITTiWcipLtMQoKe5Ilmg7EEgtGxraEnhdGpWlPkLRFNFYyklswNmLymXWMdQzk2zXB3J6z0IJCr2V0RIjx8o12/nlk+8xvrqYH1x7CjWHIHEnr7Kxzc3NNDc309LSQkVF/p1DReH7St3Rve6j9DRTuGvZWyjZqkEoCn6vTkmxm1Akhdet0x51gk22PaeygIcin05Te4JvLprN3Y+8k9O4TcvprvtPi+fw0z+8m0kLbwsnSbhNJwhFksQSRmZGGEuaxJujlAU8+D0+WkIJLNumNZToc9Yx1DOTbNf/6R/WoShOJY++3rNQgsJglosSh55t2zyxajMPr9jInBnV3HTlXIp8Az9gm4s+0yv27t3L//zP/3DRRRdx8803U1lZyeOPP879999/KMYnDrHeKkv09j1+rwuPS0PXVHwenXGVRdRW+LFsCMcMDqsK8L2rT+bhf7sAn8fVY7ZfPGlkHqJzZ9ag59j8UFHIFHqdWBtAUxV0zeldFe843+Tz6lSW+qgpO7Beb9tOV95wzKkuUeTVnfNPptVrh9uh7oKb7fqxhEE0buT0noXSa6q3MlqisNm2zbLlG3h4xUbOOnECt10775AFJuhj5nTllVeydetWLrroIu6++26OPvroQzUuMYyypT0vue/1XpeSJtYGuv2GHE8aHDWlnDu/fXqX17q0nn8nShlW5iG6dmN9JvW7Lx6XxtyZNazdWE8oksS0nAU6TQVVVbFsm6bWOGVBD4cfFnT6Q7XFM9+fzugrC3ipLnMy+twujaKOrKKDZx1DPTPJdn3TsrtVbenpPXPtNTXUS5NjKStxtFn+t608/donXHTaFL556exD3oC01+D09ttv4/F4eOKJJ3jyySczn0+nkq9bt27IByiGV67LV709DDs/AH0ejXgPmXrgZN2lv++pV7YQLHLT1CmI9MTj1rqMtSzgpiWUxLTA7HTSKhRNsX1fiKMOL+escj9PvfpJJlvPtp2qyh63RlnQi2laKEA4bnSkptssue91Fp01bciXq7Jd3ylq2/UB0dN75hIUDlXSRKEmjYiebdjaxF/e2cU5cycOS2CCPoLTqlWrDtU4RIHKdWO9p4chkHkAqtjsqg/3WrMxWOzOLCPe99R6SovdTjfcXpICFWBSbbDLWNNLX52TKVTVOS9lmjbnzp3ECUdW8d6WRrbubsWw0gdznWXARHOU0oAHl1ujrSGCYVpUlXozD/BzTprIy2/vHLJDtNmCvc/j3FN66bOv9+wrKBRK0oTIz1Cdc0qfa9pZH+Jv7+3hmKkV3PAPxw9LYII+glN/mgmK0SWf5atsD8Ml972eeQDubnNKI6Eq2KbVJeC4dZVAkYvaiuLMNWrK/expCPfZQtelqyw6axr3PbW+y1hjiQN7LunDhJZtE40feAAHiz3UVhTTGo4TiZuZEkc2EIomie82KA96KPa5sW3n++MYvP9JE98cwuWqbME+XbUi2y8AfS27ZlMoSRMiP0N1zmnOjGoqSrz86P43Kfa5uOnKuWi9LMEPtYE1eRej3kCXrzo/AFOG5ZxH6sjq87jUzAN/Um2gW0faRWdN485lb6GoYPdQA0lV4bJzpztJGR6dXfudWU76umlJw8S2D1SnSL9P3WmH899P/h2fx4WuabSEDsy0DNPGti0Mw0LVFIq9LmIJIzPOdABIL1mmExMGM0BlS1+HA/F6884WXn57Z7+W5iSTThxsxRvb2L4vxJKrT6Ys4B3WsQxfWBQjwkCzrTpnjbl0FdO2SXYUZ00aFqbtnKeC7g9GJwtQx61raKrCwYsLuqYS9LuZPrGMtRvraQ3FSRlOyw/roHVA2+6oPmE7Kez7m6Msuvk5Hnp+A+Mq/OxviWHZNjXlflyagsflZPqZlk19S5w9DREaW6Md2Yga4yqL8mo4OBiyvd8TqzaTMs1+ZQ1KJp3oLJkyeXTlJo6bXskpx9QO93Bk5iR6l+vGek8ZXwfvnaSX2lTFCRKmaePxOUkS4WgKXdO49o6XMteZVBvM/Ha/uyGMYThRRtdUxlcVEU8amQexpim91uuzD/pzyrDYvrc98/m2cJKkxzkT5dTZ02iPJGkNJ2gLJ4nEUuzcH8Hr1pg2sZQn/rzpkO7ZZNsjsiybSMygLHDgdbkuzUkmnejsjff30h5Jsvi8GQXR7FWCk+hTbxvrfWV8dX4A1jfH0DulduuKgmVZROIGJQEPiqJgmGaX63ROPEh1zLiwlUwPp/SD2Gm3nns7D+he3RycfapkKkZVqRe3R+VH3zyVXz/zPu9vaepSzWJfY4SUaVNT7sO2IGVaXcYzFLLtEbl09cDPpUM+S3OSSSfS/rJuF0eML2HWEYVRYEGCkxiQXDK+0g/Aa+94iYBP7/JbmW3bNLUlaGyNE08YxJMmpQEPRV69W+JBfXMMVXHKIaXPH6UfxJ/ubuvoH0VHI6ks1SoOkqWYBeAs5e1rjjFvVtBpiWHaHZl+ztfDMQPDtDFMk2TK5MhJpRgdNf3iQ7hnk22PqMjnIhRJ5pzBl9bbbHewzz4VQgFa0buG1hg760N869JjC2LWBLLnJAaovjnarax+T7OHbFULWsNJovEU8YSBpoJhWjS0xIjEu1aKuPPbp3ds0jq1/tJ7JOFoilDEuYZp2pl08DwKpmfY6eJ6HaZOKOWRFz9C1xSKvC405cApo3jSzHT63d0QxjBtfF4dTVGHbM8m2x6RS1O57NzpeVX06G2vbLD30Q71vpzon41bm9A1hTNOGLoq4/mSmZMYkHwyvrKd3WmPJAkWuYjGnc14VVWwcOrbaaqnW4JE5z0Sr0fLLAW6NDWTaHGw9P5WLtIvqyn38fr6PexrjrCvOUKwyIPbpdEWioOidFRrcF4bjZskUhEOqyzmyxccxfFHVnW7bk+zh3xmFb3tEX0pt9sDep/tAoO6jyZnqQbfYJ9zSqZMHniujRNmVBNPGCgKBPzuQbt+f0lwEgOSa5kcyP5wDUVTlBZ7cOsaDa0xLAsUxSbZw3U6p29/tK0ZVVHwenTsXg5D5RqYwJkZlQY8nHvSJP7w0sfObElRaA7FKfa5qCz10xKKUxrwODX4DIv2SJKKEi8XnDKZyeOCNLRGCfrd+L0uFEXpcV9uc8d+Wj5p4H3tEeUS7Ho732TDoJ596vxekViK1nDCaU3SHGPtxvp+Baixvkw42OecNm1vJpYwGF9ZzLpN+5kzo7oggpMs64kBybdQbHqJ7jffP487v306k2qDJFImRT4XVaU+dF3BtMDr0bNep/MykW3bmJazDGhZ0Pm8oKIcXOgnN7qucsPlJ/D+J01ODUBFQVEUVBTawknaIknKgl7cLpWqUi9+r46iOO3gf/L7dfzfXzaTSFq0hpM0tcVJpkyeee2TrEVin3nt00EtHpvrElpvRWEHu2Bs+nqRWMppm2I4vymoitKv5T1ZJhxctm3z/idNlBS7OayqaLiH04XMnMSADSTjq/PMy+/V0TSntl5PAa7zMpFLVzOp5U5wUjGxnG67ioLRse6mdTQ5zMVRU8ozpZPKgh4aW+MYtpWpvxdLGHg9qnP2SlMwOg73grMk+NKaHWz4tJmvLjyaCdUBGttiJFImZQEPu+rDtEWSWHbnVHoLw7Sc3lnFHvxePadZSrbZw0PPb6AllOjSiysd7HKtgwjkPBPORfq9WkJx55cFBbCdpBZNJe/lPVkmHFzb94Wob44yf86EgkmESJOZkxhW+c68OidglBZ7nOU8287MosBJbDCsdGBScg5MAMdOrWDJfa/T0h6npT1OwO/qUp3C7VKJJyz2t8SIxkxKA170g0q87G4Is/Sht/nTm9udJA3Lpqk9jtut49LTZZSc18aTJthgGDYNrTFaw4k+ZynZZg8/e+xdtu9rx7SsLoklhml3C3a9/cz70zKlN+nrWR2Hn3VNparMR5FX79dyYT4JOKJ3pmWx+v09BIvczJwytF1t+0NmTmLY5TPz6pyAke4t09wed37Lsu1MFYg0M58NJ+DxP3+MbTtBLZmyMMwktm3j0hRsoCLopaHVqZLeGk7g9+hUlnppjySJxg00DVTFOXv0x1e28Pzrn5IynHJKHrdGacDjJIKEE5kAZVg2utZRzy+SYtEXe5+lZJs9NLQ4Y3LqaCjOzAyblvYER07uvnne2898sM8+zZ1Zw1FTygelVJKUXBo8725qoKU9Qd1ph3dUvC8sMnMSI8rB6dSaplAW8DKhupjSgKfHfaZc/9MzTKd9fNKwsOnooQSoqkJVqY8inwuXrmYCYCxh0NQWo8jnoqzj/QN+F8dMdQ4yJlMHCtwmkib7W6JYlk1VmR+fx3nAKopTKcOlqfi9rj4DQ7bZg9HR3sPGxkr3fbJtDNMqiHJEg1UqSUouDY6Glihvb6hn6oQSphwWHO7hZCXBSYwoPS07xRIm7eFkj5l56U/39A9e7fQFw7QzwUzB2R/yeZz9MNu28Xu7LjgYhk1DSwywqS0voraiiGTKIltBZ9uG9kiS5o4lw/KgF69bQ1UVbBsi8RRL7nu91w3+bEkLuqbi0tVMUollO2n5E2qKC2IvZrCWCwd72XEsSqZM/rRmOz6vzlkFdK7pYLKsJ0acbMtONeX+zL5Del+38/Ke0vF5VVVQbTA7lgA9bo3SYo+Txt4Rwg5s3DtBza2ruF0aLaEksYSBz6Nz7NRyNmxrySRKaKpCeySF26Vx2TnTeWD5hwDoKph290PBKcPZtwr6XZQGPLRHnIPIAb/Ox9ubuf2BNUyqCfCVuqO73Wu2hAa/V8/MJA+rLMokMlxdN2vgP/BBMljLhWO95FK+55zSfZrAqdT/30++RyiS4l+vmMOMyd33mnzewggLhTEKUTBGwhmSbGNcdNY03t/SeOBFBwUDRSGzTDe5Nshps8dlzhh5XE7Vc8uyD8y8Ov5fAXwejaa2OOMq/dSW+0ikTBpa4lz+2SNZvX4vuxvCABxWVcTVdbOYO7OGP7+9EyNl0twWz5RSOnj/SwHaoymiCYOSYg8VATcNbXEsy5mt7W2MZD33lL3Xk7Os1VcR15Hw9yt6l+85pzkzqjN7co/+6SP+/nEDX7/kmIKqBpGNBCeRcajadg9ET2P85qLZ1JT7qG+OZfo2qYoTcJxZk9Kxp6NnZiPTJ5ZlHua1lUW0h5OEoskuBV5Li91EEwa6pmY24U0LWkIJnli1maOmlLOk7uRuP5/zTp7Eb/a2UlHqoy2cIJbsugwHTvxTO/ab2kJxonGd0mIPKcMiHHPGkS0VHHqePeRStqiQ/37F0Hnzg738fuUmzpk7kYWfOWK4h9MnCU4iYyScIeltjN9adBw/e+xdpxSSaWFZNqriLPmlM/vSLTbSD/eDW3889PwGdtSHcGkKZQEPuq7SFk1RXeY0XovEjcz+EtDjA97582we+dNGVFVBj6aIxFL4vRrRuJmZRVkdmYE2NrGEQSJpUFHipaLE16W+4FD/7Arl71cMjV37Q/zk9+uYPrGU6y47ruDONGUjwUlkjIS23b2Nce7MGm64/ITMbKi5PU5F0JMJTJ1fm006WKWXvvY3RykL+tA1DcN0Zj6toURH5XMl86BvScS5+5F3KPK5uiyVdQ5+//LTVwHYuqedg58LnZf7LNuZlbk0lSmHBVEVKC7yDPTHBoyMv18x+BJJk6UPv41LV1ly9cm4D8r0LFQSnERGIZ8hSQeMlvY4baHsbTOg63KXc5g21uU6udxPthlVOgEhmTIz1R0MEz7d3Zap+FBb7utxJuVx6+yuD1FT5qO5PZ4Jdj0p8rtobo/jdelcVTcd27YH/NtuIf/9iqFh2zYPv7iRnfUh/u3rp1JZOng1+YaapJKLjEI9Q9K5IkJF0INhWuxvjhKOpXod42DdT+f0ZVVVsHFSyuFA3oVtQzRhYpo2LaE4dy57q0tK+KKzptEaSdLYGiNQ5CFY1LWwZuczkC5dwzBtSoq9LDzzCMZXB2hojZFIGnmNe+3Gepbc9zrX3vESS+57nWOnVhTk368YOhu2NvPG+3v50oKjOGFG9XAPJy8ycxIZhdq2u8teibujSnh7nKa2OEdNKe9xjOn7cfaRDmTU9UcEWmyzAAAgAElEQVTnJb87l72FoipdqlGomkJjq1OMVqFjee6gWdTEmmJ27AvR0BKlLOilqtRLU3sCy7JxuzSmTijhw0+dCtE2NqcdOy7TlTRlWDS1xfF7XWzd08aTf9nMvqaeM+6yJT+8/PZOzjlpIu9/0lRQf79iaLSFE/ztvd0cfXg5l3/2yOEeTt6GLTiFw2EWL17Mr371KyZMmMDq1au56667SCQSXHjhhdx4443DNbQxrRDPkBy8V1Lkc+H36oRjBovOmsZTr2zhvqfW9/igjicMasp9mTNBA8lQmzuzBr9XJ5E0MUwLtaOlhoKSaZeuKE779IMTDq6um8XtD6xBVSAcTeLz6NSW+wGbRMri+n84gfVbGnn4hQ2EoimWPb+B9zY3cMUFR1Hsd2MDaz7cy/N/+5RAkZvKEk+Py4g9JT+8/0kTd3779B7vT1LNC19P55w6n2eybZu7H3kHl67x7S/MRi3A8kR9GZZlvffee48vfelLbNu2DYB4PM6SJUv45S9/yQsvvMAHH3zAq6++OhxDEwWopzYOPo/eZ/uEzg/pwWhLATCpNkhlqZcp44LUdOzXGJ2qy9q2kx5+cLbd3Jk1TKoJONXTLUiknGrklaU+JtUEAJg9rZIffO0UjpvuNCx89+MGfnT/mswZrpVrdhBNGISjSdwuneoyPx632u1++lMgVdpRjAyf7mpj0/aWbv/zuDSqy/1Ul/vZsquNj7a38NWLj2bKuJLhHnK/DEtwevzxx/nhD39IdbWzBrp+/XomT57MxIkT0XWdhQsX8uKLLw7H0EQB6mnvyMbuM/BkrUNnWHy0rTmzF5Pvw7fzePxevVvdPpemoqoKraFEt4SDr9QdTVnAQ22Fj5JiN/uaomzY2oxpWXy6uw1wupB+a9GxXHXRTFy6SnskyX8/+R43/+Kv7GkI4dZVDNOmuS1GJJaiqtRHOJLoMob+9GUaikAuDj3DtFj2/IdMGRdkwSlThns4/TYswemOO+5g7ty5mY/3799PVdWB1tbV1dXU18tva8LRWz29vmYHBz+knaZ3cVRF6ffs4ODxKKpCbbmPcRV+dM0JVQrZu/mmv1fXNPZ3nJeqLPHS3B7nyT9vYue+9syh4WCRm2Kf07cKoC2cJBwzaAkdCESxhMGexgiVZX7inRIm+pMMIu0oRofX39vDvqYoV144syCrjeeqIBIiLMvqkiY7GGmzYnTpqZ5eX6nRB9eha253WkuUl3gzs4P+HETNlrKeHkdrOEEyZffYzXfuzBqeemULh1X6u4w9njR44Y3tfO8rc2kLJ1i5Zgdul0atz0UomqI1nAQgHDOw7ThlATcp08Y0bebNqqW5PU6Rx0VxkbtfyS2Saj7y2bbN069uYXxVYRT8HYiCCE61tbU0NDRkPm5oaMgs+QnRk746ukL3DETLJtPsLi2f2UFPdf3y6eYLPR+I3dMQxudxoWsatm3jdWnYQLDIjdet0dSeIGVYROIG8aTJhJoACz9zOMdMrcS2IRx30uuDxe68k1sWnTWNnz32Lg0tcQzTQu8o95Su2ycK3wefNrFlVxv/32XHjcgkiM4K4pzTcccdx9atW9m+fTumabJ8+XLOPPPM4R6WKHC5tk+YO7OGO799Or/5/nkcNaU8s/SWluvsoKeEASDvNg597Qml26yXBDyZpTa3S8PvUTPjNy2bXfVOm22rU9lzw7Jpbk/Q3BbPZBDmyjm/ZXdUsbAz57nEyPD837YS8Ls5Z+7E4R7KgBXEzMnj8bB06VKuv/56EokE8+fP54ILLhjuYYkRoD+zg75mW2npWnvpquOqqlDsc1Hsd8oJdV4SvPPbp2cdR0+p2Z3HYZhOx9qUaaFpKms31jN3Zg0XnXY4Dzz7AWVBDy5dZU9jmFDUIFjkxq2rNLUnMC2bJ1Zt5o339+LSNdoiCSpLfCyYN4ljplaSSBkU+90U+1x9LpU/9coWiv2uLlUEOtcizJekpR9akViKNR/u48LTpnTbOxyJhjU4vfzyy5k/n3rqqTz77LPDOBoxFuS6F7N2Yz0/e+xd2iNJFMVpb5FIWqRSJm6XllkW7G1JsM8q4B0HhPc0OoVmq0u9mKbV7dzSH1/dgmHaFPs9aKqaqRU4rkKjsT1OPGGya38YRYGygIfWUIw/rNzE4gVwzNRK2iNJ4gmTYLG7y0Pr4OCxY187lSXeLvfQ34QIqYA+dHo657Tmw30YpsXx06vY3xzF59UJ+N1ZrjAyFMTMSYhDKZfZ1lOvbCEaN5zmhB0zDsU0sWyn+Gu2un7ZrtFbFfAeEyPIXjn9/7/7ZQ4/LEhbOEkiZTqt40u87G6M0NGVneb2BH6PTpFPZ+WaHRwztRKApGE67eS9Lor9bt7dtL9b8IjGDVq1BGWBAwGqvwkRUgF96PTUz+nlt3dSFvDQ1BajuT3OnBnVIzo4FcSekxCFpr45mqkAkZZu5Z5MmTmlZ+eSmp1P+nawyENjW5ySYg/Ffmf2lDQsVEVhXIUfn9u5TjRh0NSeYG9juMv32zaEYykaW6KsensHxX69y5mmYJGbUCQ1KLX3JC390GoNJdjbFGHG5LJRk+ksMychsqgp99MWSmDZdiZAqYqKolp4PE7ppL7Ss3NJzc7lNenltx372onGDcKxFBOri8DvItHqvNY0LSpLvUTizjkoy7IJRVM8unITXzh7Wpc2CYZls3lnK7XlPnRNJRxLYVo2pcVuTNOmLOjLuuSZzx6SpKUfWhu2NqEocNSU7m3XRyqZOQmRxaKzpuH36liWjWlZGKZJyrQwLKgq9fGtRbN7TILofI2+DsL29ZrOGYKVJV6CRS7aw0m27gnj97n4+iXH8sVzpmOaNknDosirUx70ZDL6Xl23izsefIute9r44JNGfvL7dSy573XaI0m27wsRjqUI+t34PTqJlMnE2gCLzppGdbmf+uYoT72yhbUb6/MubVSoFe5HI9Oy+Wh7C1PGBSnyuvr+hhFCZk5CZJFuXPjQ8xvYuT+EaYGuKlSW+TDM3IrH9pV8kZ6JxJMmqZiFrilMqg12ec3BezdlAS8+j05Z0McPrz0VcArbaqrK8te30tQWo6LEz+XnzWBvY4RnX/uU+uYo//HwWrxujYDfRZFHwzJN2iPJzPd7vTrBIg/HT6/Mmsjg9eh57SENRoV7yfbLzfa97cQSBkdPqRjuoQwqCU5C9CCdjHBwBQgg5839npIvOmezVZR4uqS0d359Lt1rvR6dM04Yz7HTKrucnZo9rYpZh1fwwPIP2dMQIdbRb6qixEuwo7tuImURjht4PC7OO3kSb2/cT1nQjWHa2PaBILS7IcykmuJex5HrvedCsv1yt2FrE36vzqTawHAPZVDJsp4QfRiKzf1ci6zmWsBV11Qn6PhdXdrAT6gJ8L2vnIS3I1kiaVjsa4oSiiYp7mg9cse3T+c7X57DzMMr2LS9GQWF0mJP5nvS955vIdmBkCK0uQnHUuzYF2LmlPIRXxHiYDJzEqIPQ7G5n8uMCPI7NKwoCoEiD25dozWcwLCc6g4uXWNSbZCGlgjtESf5oSWUJBIzKA96+Mnv19HYFqOyxIfHrdHUHndKIBV5CBZpNLfHOKyqiETCzGkcgyHXn89YlD7npGsqL63Zjg1cds50qsu6/nv0eUf2411mTkL0YSg293OdEeVaoqkzj0enstTXJZgumDcJTVUpD3rwdzy0kobFvuYY9U1hijwabeE44WiSaNwgEjcy52X8XjfXLpyV9zgGoj8tP8aKdD8nl66y+v29zJ5WyTFTKzO9nNL/G8lnnEBmTkL0aSja1+czI8q2d9NXsoCmOYEoHFUIxVIcM7WSxQucZoWWHaOk2EN9UwTLhrZIipRpUx7wgEdH11SKfO6O5AqnTtv4qgDBdLXzQyCfn89Y9dG2Zuqbo/zjhTOHeyhDQoKTEDkY7Pb1Awl4uSYLHLzMd8zUykzFCIBb/vtvxBNOdfNo3CCRNCkPeoibJrddO6fLe6ZMi+b2OD6PTqDIja4N7aLLUPxCMNr89e+7Kfa5OO3YccM9lCEhwUmIYdLfgJdvaSCPR6dSV2kNJ7s0JKwu89MaiuH36LSEnCKyDa1xSos9JDtqCHZm41SfiCcNAkVuirx9F5MdiMH+hWA0iScN1m3azwWnTun29zRaSHASYogN9nmd/iQLHLzMZ9vOPtQfVm7C5VKpKfdlekW1hhP88z2vMqGqmM+deUSX2RbgLAWGk8TjJoGDismKQ2PLrjYM0+bckyYN91CGjCRECDGE8q2skIv+Jgukl/kqAl50VenYh5pBSbGXlGlTVerF7XIeCZZls6M+xAPPfsj6zQ1Zr5foKCbbFnZmXeLQ+Xh7C4dVFjF1fMlwD2XISHASYggNxXmdgWYPds7mO2ZqJd/58hzu+PbpFPs9lAU81Jb7cHXsKUUTBg889yH1PczKOheTjSVS/b4nkbtwLMXepginHDNu1BR5zUaCkxBDaCgO8PYnvfxgWpZDu41tMdy6itulUVPhI9BR+TyeNLnjwTW8um5Xj51xB9J9V+QnPWueP2f8MI9kaMmekxBDaKiqcw9WskCgyIPbpdEacjrotoXjeFwaqqJQFnAKyIaiKZIpi0dXbmL9lkauvHAmpQFP1uvFkkZe3XdF/rbtbmdSbYAjxpcO91CGlMychBhCI6E6t8ftLPMtOmsq2E7wtG2bRMpEU1W+evEs5s2qBeDDT5u4/f43eeejnvfMLBvaI0kaWmMkOmUHisHx8c4W5syoHu5hDDmZOQkxhEbKeR1NUzn9uPG4dJWnX/uUPQ1hKkp8LJg3iWOmVnLizBpmT6/k9y9+RCRu8OunP+C9WY0sPu9I/D20aUgZFk1tcfxeFwG/C22Iz0aNFYZpcYIEJyHEQI2k8zonzxrHcdOraA0dqM2XduJRNUwdX8pvX9jAhq3NvPXhPjbvaOErdUf32OTOBiLxFPFkikCRZ1T1GxouigJHHz56mgr2RH6VEUJ0kV7my3Z+qTTg4fp/OJ7FC2bg0lVaQgnu/cO7PP7nj0kelN7emWk5rcQbW2OkjJ5fJ/pWW1HcZQ9ztJLgJIToJp3NV+xzcXBKg6IonDVnArdeM48p44IAvLx2J3c99DY79oV6vW4iZdLQGiMUcVrJi/xNPKiv1mglwUkIkZWiKJQUeygLesjWKqim3M93rzyRhWccgaoo7G2MsPS3b7Ni9TZMq+d0ctuG9miKxtYY8YQkTORrYs3oairYEwlOQohe+TwuKkv9uPXuy3yaqlJ3+uHcfNVcaiv8WJbNM699wn89so6Glt7PcqWLyba0xzFNORuVq6pS33AP4ZCQ4CSE6JNL71jm83Zf5gOYPC7IkqtP5uwTJwDw6e42/v2Bt/jr33f3eHAXDhSTbWiNEokle32tcJQFvcM9hENCgpMQIieqqlAS8FAayL7M53ZpXH7eDG64/HhKAx4SKZNHXvyIXz75Hm3hRK/XNi1oDSdpaov3mlghcPpujQESnIQQefF7e17mAzj68Apuu3YeJx3tpM+//0kTP7p/De9u2t/ntRMpk0YpJturYLEEJyGEyMqlq1SWOst82RR5XVz7uWO49nOz8Ht0IrEU//PH91m2fAOxeO9JEFJMtndatmnrKCTBSQjRL4riLPOV9bDMB3DS0bXc9rV5zOw4pPvmB3u5/YE1bNre0uf1M8Vk2+MYkjAx5khwEkIMiLPM58OlZ3+clAW8XH/58Vx+3pG4dJXm9jj3PrqO/3t5c04HcmMJg4aWKGFJmBhTJDgJIQbMpWtUlvjwe7JXLlAVhbNPnMj3v3oyk2sD2MBLb+3grofeZld97wd34UD33aZWSZgYKyQ4CSEGhaoqlAW9lBa7e1zmq60o4qYr51J3+uGoisKehgh3PfQ2f3pzW04VIxLGgYQJqTAxuhVUcHruuee46KKLWLBgAY888shwD0cI0Q9FPjcVJQe66R5M01QWnnEE373yRKrLfJiWzR9f+YSf/P4dGlpjfV4/kzDRGpOEiVGsYIJTfX0999xzD7///e95+umneeyxx9iypf+trIUQw8ft0qgo7XmZD+Dww0r4/lfnZTq6btnVxr8/sIbX39uT095SyrRoaU/QIgkTo1LBBKfVq1dzyimnUFpait/v5/zzz+fFF18c7mEJIfpJ61jmKyl201NDXI9b40sLjuL6fziekmI3iaTJwys2ct//rac9kuzzPTIVJiRhYtQpmOC0f/9+qqqqMh9XV1dTX99zt00hxMhQ7HNTEfSiqz0/bmYdUcFt157CiUc5TfTWb2nk9vvf5O8fN+T0HpIwMfoUTHCyLAul069Xtm13+VgIMXI5PaK8vfYhKva5+Nrnj+GahbPweXRC0RS/emo9v31hQ87VyyVhYvQomOBUW1tLQ8OB35IaGhqorh79rYiFGCvSPaKCflePy3yKonDyrFpuu3YeR00uA2D1eufg7uadfR/cBUmYGC0KJjiddtppvPHGGzQ3NxOLxVi5ciVnnnnmcA9LCDHIAkUeKgJe9F7K8JQHvdyw+AS+eO50XLpKU1ucnzyyjqf+soWUkVvygyRMjGwF0+u3pqaGG2+8kauuuopUKsVll13G7Nmzh3tYQogh4PHoVOgqraEEiR72iFRF4dyTJjHz8HKWPbeBHfUhVq7ZzoefNnHNwlmMr+67I2w6YSKeNAgUuSnyumS7YIRQ7BGe3rJr1y7OPfdcVq1axYQJE4Z7OEKIPNi2TSiSJBxL0duDyDAtnn99Ky++sQ3bBl1T+NyZU/nsSZNQ8yiE6nFpBIvcuF3ZK6oXsrH2rCuYZT0hxNijKArBjlbwPZzZBUDXVD5/5lS++49zqSr1YZg2T/1lC/c8uo6mtr4P7qalW3K0S8JEwZPgJIQYdj6Pi4oSP54+ZjRHjC/h+9eczBnHOwd3N+9s5fb717B6fW4Hd8FJmAh1JEzkmgUoDj0JTkKIgpBpBe/L3go+zevWueKCo7jui8cRLHITT5r89oWN/Oqp9wlF+z64m5YyLZrb47S0xzElYaLgSHASQhQMRVEo6Vjm62sr6diplfzg2nmcMMM5vP/e5gZuv38N67c05vx+mQoTrVGicUk7LyQSnIQQBcfncXpE9dQKPq3Y7+YblxzL1Rcfjdej0R5J8ssn3+N3KzYST+a+ZGda0BJK0NQWzzlVXQwtCU5CiILk0jUqSrwU9dAKPk1RFE45Zhy3XTOPIyeVAvC39/bw7w+8xZZdrXm9Zzxp0NgaJRRJSJ2+YSbBSQhRsFRVoTTgobSXVvBpFSU+/vlLc/jC2dPQNYXG1hj/9cg7PP3qlrwO4Vo2tEdTNLTGSOQx+xKDS4KTEKLgFXldvfaISlMVhfPmTeZ7V5/MhOpibBtefGM7P37obfY0hPN6z5Rh0dQWpzWUkISJYSDBSQgxIuTSIyptfFUxN191EuefMhlFgZ37w9y57G3+/NYOrDyW62wgEk/R0BolEss9E1AMnAQnIcSIkUuPqDSXrnLpWdP4lytOpLLUh2FaPPnyZn766Ls0t8Xzel/TgtZwksbWmLTkOEQkOAkhRpziPlrBdzZtQim3fvVkTj/uMAA27WjhRw+8yZsf7M076SFdYaItnMCUChNDSoKTEGJE8nQs8/lyWObzenSuvHAm3/7CbAJ+F/GEybLlG/j10x8QjuV3vinTkqMlKi05hpAEJyHEiKWpCuXB3ntEdXbc9Cp+8LVTOG66c3B33ab9/Og3b/LBJ7kf3E0zLJvm9gTN7XI2aihIcBJCjHi59IjKvNbv5luLjuWqi2bidTsHd3/xxHv8/k8fkUjmv58US3ScjYom5WzUIJLgJIQYFTwencpSX6+t4NMUReG02Ydx6zXzmDbBObj72ru7+fcH1/Dp7ra839uyoT2SpKElRkKKyQ4KCU5CiFFD01TKgx5nmS+H11eW+vjOl+dw6VnT0FSFhpYY//m7tTz72if9OtuUMi2apJjsoJDgJIQYVRRFIVDkoTzo7bVHVJqqKpx/ymS+95WTGF/lHNx9YfU2fvzwWvY2RvJ+/87FZCMxWerrLwlOQohRyevRqSztu0dU2oSaALd85STOmzcJBdixL8Sdy97i5bU78zq4m5Y+G9XUFu+xFb3omQQnIcSopWu59YhKc+kqXzh7Ot/58hzKg15ShsXjf/6Ynz32d1ra8zu4m5ZImTTJ2ai8SXASQoxq+fSISps+qYzbrp3HqceOA+Cjbc3cfv8a3t6wr19j6Hw2SvpG5UaCkxBiTHB6RPn77BF14PU6X6k7mm9eeizFPhfRhMH9z37Ib555n0ieB3fTDMt2+ka1xkkZstTXGwlOQogxI90Kvq8eUZ2dMKOaH3xtHrOnVQKwduN+fnT/GjZsber3OOIpg4bWGKFIAkuW+rKS4CSEGFPSPaLKcugRlRYs8vDtL8zmHy88Co9Loy2c4GeP/Z0/rNzU70KwdkffqMa2WL++f7ST4CSEGJP8XqcVvEvP7TGoKAqfOW48t15zMlMnlADwyrpd3PHgW2zb297vcVhyHiorCU5CiDHLpWtUluTWIyqtqszPv3z5RC6ZPxVNVahvjvIfv13Lc3/9VA7eDiIJTkKIMU3t6BFVWuzOeZlPVRUuOHUKt3zlJA6rLMKybZ5/fSv/+bt3qG+ODu2AxwgJTkIIART53JTn2CMqbWJNgO9dfRKfPck5uLttbzv//sAaXlm3SypDDJAEJyGE6JBPj6g0l65x2bnT+ecvnZA5uPuHlZv4+eN/pzWUGMLRjm4SnIQQopNMj6iivlvBdzZjcjm3XTOPU46pBWDD1mZ+dP+brN1YP0QjHd0kOAkhRBYBv5uKYG49otJ8Xp2rL57FNy45liKfi2jc4DfPfMD9z35ARCpD5EWCkxBC9MDjzr1HVGdzjqrmB9fO45ipFQC8vaGe2+9fw8ZtzUMxzFFJgpMQQvSiS4+oPJb5Soo9XHfZcXz5/Bm4XSqtoQQ//cO7PPZS/w/ujiXDFpzuvfdefv7zn2c+bm9v5xvf+AYXXnghV1xxBQ0NDcM1NCGE6CLTIyrgRctjmU9RFM48YQLf/+o8Dj8sCMBf3tnFncveYvu+/h/cHQsOeXAKhUIsWbKEBx98sMvn7733XubOncuKFSv44he/yB133HGohyaEEL3ydrSCz7VHVFpNuZ9//ccT+dwZR6CqCvuaovz4t2t54fWtQzTSke+QB6dVq1YxZcoUvvrVr3b5/CuvvMLChQsBuPjii3nttddIpWQDUQhRWNI9ogI59ohK01SVi04/nJuvmktthR/Lsnn2r58O2ThHukMenC655BK+8Y1voGldf/PYv38/VVVVAOi6TnFxMc3NsnkohCg8iqIQ7OgRlceZXQAm1wZZcvXJnDN34tAMbpTILwUlDytWrOCuu+7q8rkjjjiCZcuW5fT9tm2jqpKvIYQoXD6PC13TaA0lSObRn8nt0viHzx6ZacMhuhuy4HThhRdy4YUX5vz66upqGhsbqa2txTAMIpEIpaWlQzU8IYQYFOkeUaFIknCeZ5mOmlI+RKMa+QpmajJ//nyefvppAF544QXmzp2Ly5V7QzAhhBguqqpQkmePKNG7IZs55euf/umfuOWWW6irqyMQCHD33XcP95CEECIvfq8LXXPONKWkfcaADFtwuv7667t8XFpayq9+9athGo0QQgwOd0fx2PZwgmjCGO7hjFgFs6wnhBCjhdbRIyrf4rHiAAlOQggxRAJ+NxWB/IrHCocEJyGEGEKeflaVGOskOAkhxBDT+llVYiyT4CSEEIdA56oSUl+gb/IjEkKIQ8jncVFZ4setyzJfbyQ4CSHEIZauKlHkdSHpfNkVzCFcIYQYS1RVoTTgIRqXOUI28lMRQohh5PdKmbZsJDgJIYQoOBKchBBCFBwJTkIIIQqOBCchhBAFR4KTEEKIgiPBSQghRMGR4CSEEKLgSHASQghRcCQ4CSGEKDgSnIQQQhQcCU5CCCEKzogv/GqaJgD79u0b5pEIIUT/1NbWousj/nE8qEb8T6OhoQGAK664YphHIoQQ/bNq1SomTJgw3MMoKIpt2/ZwD2Ig4vE4H3zwAVVVVWiaNO8SQow8ucycDMNg3759Y2aWNeKDkxBCiNFHEiKEEEIUHAlOQgghCo4EJyGEEAVHgpMQQoiCI8FJCCFEwZHgJIQQouBIcBJCCFFwJDgdAs899xwXXXQRCxYs4JFHHhnu4QyKcDjMxRdfzK5duwBYvXo1CxcuZMGCBdxzzz3DPLqB+cUvfkFdXR11dXX8x3/8BzC67g/gpz/9KRdddBF1dXU8+OCDwOi7xx//+MfccsstAGzcuJFFixZx/vnn8/3vfx/DMIZ5dKJPthhS+/bts88++2y7paXFjkQi9sKFC+3NmzcP97AG5O9//7t98cUX27NmzbJ37txpx2Ixe/78+faOHTvsVCplX3PNNfYrr7wy3MPsl9dff92+/PLL7UQiYSeTSfuqq66yn3vuuVFzf7Zt22vWrLEXL15sp1IpOxaL2Weffba9cePGUXWPq1evtufNm2fffPPNtm3bdl1dnf3uu+/atm3b3/ve9+xHHnlkOIcnciAzpyG2evVqTjnlFEpLS/H7/Zx//vm8+OKLwz2sAXn88cf54Q9/SHV1NQDr169n8uTJTJw4EV3XWbhw4Yi9x6qqKm655Rbcbjcul4upU6eybdu2UXN/ACeffDK//e1v0XWdpqYmTNOkvb191Nxja2sr99xzD9/61rcA2L17N/F4nOOPPx6ARYsWjdh7G0skOA2x/fv3U1VVlfm4urqa+vr6YRzRwN1xxx3MnTs38/Fousfp06dnHmLbtm1jxYoVKIoyau4vzeVy8bOf/Yy6ujpOPfXUUfV3+IMf/IAbb7yRYDAIdP/3WVVVNWLvbSyR4DTELMtCUZTMx7Ztd/l4NBiN97h582auueYabrrpJiZOnDjq7g/ghhtu4I033mDv3r1s21KgvaAAAAQ8SURBVLZtVNzjE088wbhx4zj11FMznxuN/z7HgtFf2naY1dbWsnbt2szHDQ0NmeWw0aK2tjbTugRG/j2+88473HDDDSxZsoS6ujreeuutUXV/n3zyCclkkpkzZ+Lz+ViwYAEvvvhil6r+I/UeX3jhBRoaGvj85z9PW1sb0WgURVG6/P01NjaOyHsba2TmNMROO+003njjDZqbm4nFYqxcuZIzzzxzuIc1qI477ji2bt3K9u3bMU2T5cuXj9h73Lt3L9dddx133303dXV1wOi6P4Bdu3Zx6623kkwmSSaTrFq1isWLF4+Ke3zwwQdZvnw5zzzzDDfccAPnnHMOd911Fx6Ph3feeQeAZ555ZkTe21gjM6chVlNTw4033shVV11FKpXisssuY/bs2cM9rEHl8XhYunQp119/PYlEgvnz53PBBRcM97D65f777yeRSLB06dLM5xYvXjxq7g9g/vz5rF+/nksuuQRN01iwYAF1dXWUl5ePmns82N13382tt95KOBxm1qxZXHXVVcM9JNEH6eckhBCi4MiynhBCiIIjwUkIIUTBkeAkhBCi4EhwEkIIUXAkOAkhhCg4kkouRrVdu3axcOFC3n333W5f+/Wvf83y5cuxbRvLsjjjjDO48cYbicfjXHnllQBEo1Hq6+s5/PDDAefc2s033wxAc3MzZ511Fpdeein/9m//lrnuDTfcwPbt2wH46KOPOPLII1FVlWAwyMMPPzzUtyzEqCCp5GJU6yk4rVixgmXLlvHQQw/h9XpJJBLccMMNzJgxg+985zuZ161Zs4bbb7+d5cuXd7v2//7v/7Jx40Zee+01Vq1aRWlpabfXzJgxgzfeeIPy8vLBvzkhRjFZ1hNjUkNDA6ZpEo/HAecg8W233cZnP/vZnL7fsiwee+wxLr30UubOncvjjz8+lMMVYsyR4CTGpEsvvZRgMMhnPvMZLr/8cpYuXcrevXtzrt7x17/+lXg8zmmnncYll1zC7373O2lgJ8QgkuAkxqRAIMADDzzAihUruOyyy2hqauIb3/gG//mf/5nT9z/66KMsXLgQXdc599xzicfj0iNIiEEkCRFiTPr1r3/NiSeeyJw5c5g4cSJf/OIXWbt2LV//+tf57ne/2+v37t69m1dffZUPP/yQlStXAmAYBsuWLePiiy8+FMMXYtSTmZMYk+LxOP/1X/9Fa2tr5nMff/wxRx99dJ/f+9hjj3HiiSfy17/+lZdffpmXX36Zp556ig0bNrBu3bqhHLYQY4bMnMSoF41GOeGEE7p87tFHH0VRFBYvXoyiKFiWxTHHHMO9997b67WSySRPPvkkd955Z5fPT5kyhbq6OpYtW8acOXMG/R6EGGsklVwIIUTBkWU9IYQQBUeCkxBCiIIjwUkIIUTBkeAkhBCi4EhwEkIIUXAkOAkhhCg4EpyEEEIUHAlOQgghCs7/Ay9CyFM9OrHyAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lstat = data['LSTAT']\n",
"medv = data['MEDV']\n",
"sns.set(style=\"white\", color_codes=True)\n",
"g = sns.jointplot(x=lstat, y=medv, data=data, kind='reg')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "zqiJHPz7FUT2"
},
"source": [
"Загрузить таблицу Happiness report. Посчитать матрицу ковариаций попарно. "
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 238
},
"colab_type": "code",
"id": "4FVMs-hUiv4i",
"outputId": "4f8bb858-e745-4832-e05a-a40c48f8fa8a",
"scrolled": true
},
"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>Country (region)</th>\n",
" <th>Ladder</th>\n",
" <th>SD of Ladder</th>\n",
" <th>Positive affect</th>\n",
" <th>Negative affect</th>\n",
" <th>Social support</th>\n",
" <th>Freedom</th>\n",
" <th>Corruption</th>\n",
" <th>Generosity</th>\n",
" <th>Log of GDP\n",
"per capita</th>\n",
" <th>Healthy life\n",
"expectancy</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Finland</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>41.0</td>\n",
" <td>10.0</td>\n",
" <td>2.0</td>\n",
" <td>5.0</td>\n",
" <td>4.0</td>\n",
" <td>47.0</td>\n",
" <td>22.0</td>\n",
" <td>27.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Denmark</td>\n",
" <td>2</td>\n",
" <td>13</td>\n",
" <td>24.0</td>\n",
" <td>26.0</td>\n",
" <td>4.0</td>\n",
" <td>6.0</td>\n",
" <td>3.0</td>\n",
" <td>22.0</td>\n",
" <td>14.0</td>\n",
" <td>23.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Norway</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>16.0</td>\n",
" <td>29.0</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>8.0</td>\n",
" <td>11.0</td>\n",
" <td>7.0</td>\n",
" <td>12.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Iceland</td>\n",
" <td>4</td>\n",
" <td>9</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>1.0</td>\n",
" <td>7.0</td>\n",
" <td>45.0</td>\n",
" <td>3.0</td>\n",
" <td>15.0</td>\n",
" <td>13.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Netherlands</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>12.0</td>\n",
" <td>25.0</td>\n",
" <td>15.0</td>\n",
" <td>19.0</td>\n",
" <td>12.0</td>\n",
" <td>7.0</td>\n",
" <td>12.0</td>\n",
" <td>18.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Country (region) Ladder SD of Ladder Positive affect Negative affect \\\n",
"0 Finland 1 4 41.0 10.0 \n",
"1 Denmark 2 13 24.0 26.0 \n",
"2 Norway 3 8 16.0 29.0 \n",
"3 Iceland 4 9 3.0 3.0 \n",
"4 Netherlands 5 1 12.0 25.0 \n",
"\n",
" Social support Freedom Corruption Generosity Log of GDP\\nper capita \\\n",
"0 2.0 5.0 4.0 47.0 22.0 \n",
"1 4.0 6.0 3.0 22.0 14.0 \n",
"2 3.0 3.0 8.0 11.0 7.0 \n",
"3 1.0 7.0 45.0 3.0 15.0 \n",
"4 15.0 19.0 12.0 7.0 12.0 \n",
"\n",
" Healthy life\\nexpectancy \n",
"0 27.0 \n",
"1 23.0 \n",
"2 12.0 \n",
"3 13.0 \n",
"4 18.0 "
]
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"url=\"http://yustiks.ru/dataset/world-happiness-report-2019.csv\"\n",
"names_columns=['Country (region)','Ladder','SD of Ladder','Positive affect','Negative affect','Social support','Freedom','Corruption','Generosity','Log of GDP\\nper capita','Healthy life\\nexpectancy']\n",
"data=pd.read_csv(url)\n",
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "AEV-w8iDrzwl"
},
"source": [
"Сколько в данной таблице отсутствующих значений? Написать ответ. Если есть отсутствующие значения в выборке country, убрать (drop). Написать код."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Количество отсутствующих значений 23\n"
]
}
],
"source": [
"total_sum=0\n",
"for name in names_columns:\n",
" count=data[name].isnull().sum()\n",
" total_sum+=count\n",
"print('Количество отсутствующих значений {:}'.format(total_sum))"
]
},
{
"cell_type": "code",
"execution_count": 36,
"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>Country (region)</th>\n",
" <th>Ladder</th>\n",
" <th>SD of Ladder</th>\n",
" <th>Positive affect</th>\n",
" <th>Negative affect</th>\n",
" <th>Social support</th>\n",
" <th>Freedom</th>\n",
" <th>Corruption</th>\n",
" <th>Generosity</th>\n",
" <th>Log of GDP\n",
"per capita</th>\n",
" <th>Healthy life\n",
"expectancy</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Finland</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>41.0</td>\n",
" <td>10.0</td>\n",
" <td>2.0</td>\n",
" <td>5.0</td>\n",
" <td>4.0</td>\n",
" <td>47.0</td>\n",
" <td>22.0</td>\n",
" <td>27.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Denmark</td>\n",
" <td>2</td>\n",
" <td>13</td>\n",
" <td>24.0</td>\n",
" <td>26.0</td>\n",
" <td>4.0</td>\n",
" <td>6.0</td>\n",
" <td>3.0</td>\n",
" <td>22.0</td>\n",
" <td>14.0</td>\n",
" <td>23.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Norway</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>16.0</td>\n",
" <td>29.0</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>8.0</td>\n",
" <td>11.0</td>\n",
" <td>7.0</td>\n",
" <td>12.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Iceland</td>\n",
" <td>4</td>\n",
" <td>9</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>1.0</td>\n",
" <td>7.0</td>\n",
" <td>45.0</td>\n",
" <td>3.0</td>\n",
" <td>15.0</td>\n",
" <td>13.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Netherlands</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>12.0</td>\n",
" <td>25.0</td>\n",
" <td>15.0</td>\n",
" <td>19.0</td>\n",
" <td>12.0</td>\n",
" <td>7.0</td>\n",
" <td>12.0</td>\n",
" <td>18.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Switzerland</td>\n",
" <td>6</td>\n",
" <td>11</td>\n",
" <td>44.0</td>\n",
" <td>21.0</td>\n",
" <td>13.0</td>\n",
" <td>11.0</td>\n",
" <td>7.0</td>\n",
" <td>16.0</td>\n",
" <td>8.0</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Sweden</td>\n",
" <td>7</td>\n",
" <td>18</td>\n",
" <td>34.0</td>\n",
" <td>8.0</td>\n",
" <td>25.0</td>\n",
" <td>10.0</td>\n",
" <td>6.0</td>\n",
" <td>17.0</td>\n",
" <td>13.0</td>\n",
" <td>17.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>New Zealand</td>\n",
" <td>8</td>\n",
" <td>15</td>\n",
" <td>22.0</td>\n",
" <td>12.0</td>\n",
" <td>5.0</td>\n",
" <td>8.0</td>\n",
" <td>5.0</td>\n",
" <td>8.0</td>\n",
" <td>26.0</td>\n",
" <td>14.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Canada</td>\n",
" <td>9</td>\n",
" <td>23</td>\n",
" <td>18.0</td>\n",
" <td>49.0</td>\n",
" <td>20.0</td>\n",
" <td>9.0</td>\n",
" <td>11.0</td>\n",
" <td>14.0</td>\n",
" <td>19.0</td>\n",
" <td>8.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Austria</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>64.0</td>\n",
" <td>24.0</td>\n",
" <td>31.0</td>\n",
" <td>26.0</td>\n",
" <td>19.0</td>\n",
" <td>25.0</td>\n",
" <td>16.0</td>\n",
" <td>15.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Country (region) Ladder SD of Ladder Positive affect Negative affect \\\n",
"0 Finland 1 4 41.0 10.0 \n",
"1 Denmark 2 13 24.0 26.0 \n",
"2 Norway 3 8 16.0 29.0 \n",
"3 Iceland 4 9 3.0 3.0 \n",
"4 Netherlands 5 1 12.0 25.0 \n",
"5 Switzerland 6 11 44.0 21.0 \n",
"6 Sweden 7 18 34.0 8.0 \n",
"7 New Zealand 8 15 22.0 12.0 \n",
"8 Canada 9 23 18.0 49.0 \n",
"9 Austria 10 10 64.0 24.0 \n",
"\n",
" Social support Freedom Corruption Generosity Log of GDP\\nper capita \\\n",
"0 2.0 5.0 4.0 47.0 22.0 \n",
"1 4.0 6.0 3.0 22.0 14.0 \n",
"2 3.0 3.0 8.0 11.0 7.0 \n",
"3 1.0 7.0 45.0 3.0 15.0 \n",
"4 15.0 19.0 12.0 7.0 12.0 \n",
"5 13.0 11.0 7.0 16.0 8.0 \n",
"6 25.0 10.0 6.0 17.0 13.0 \n",
"7 5.0 8.0 5.0 8.0 26.0 \n",
"8 20.0 9.0 11.0 14.0 19.0 \n",
"9 31.0 26.0 19.0 25.0 16.0 \n",
"\n",
" Healthy life\\nexpectancy \n",
"0 27.0 \n",
"1 23.0 \n",
"2 12.0 \n",
"3 13.0 \n",
"4 18.0 \n",
"5 4.0 \n",
"6 17.0 \n",
"7 14.0 \n",
"8 8.0 \n",
"9 15.0 "
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"count_nan=data['Country (region)'].isnull().sum()\n",
"if count_nan!=0:\n",
" data['Country (region)'].dropna()\n",
"data.head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "Sa3-2X8RputT"
},
"source": [
"Сколько стран в выборке? Написать ответ. "
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"156 стран в выборке\n"
]
}
],
"source": [
"print('{:} стран в выборке'.format(len(data['Country (region)'])))"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "rMXrO1VNWo_v"
},
"source": [
"Добавить новую колонку в таблицу - 'continent'. Каждая страна относится к определенному материку. Всего материко 6:\n",
"* Евразия,\n",
"* Африка,\n",
"* Северная Америка,\n",
"* Южная Америка,\n",
"* Австралия,\n",
"* Антарктида.\n",
"\n",
"Таким образом, мы можем классифицировать каждый элемент как член определенного класса - континента. "
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"Eurasia=[\n",
" 'Finland', 'Denmark', 'Norway', 'Iceland', 'Netherlands',\n",
" 'Switzerland', 'Sweden', 'Austria','Israel', \n",
" 'Luxembourg', 'United Kingdom', 'Ireland', 'Germany', \n",
" 'Belgium', 'Czech Republic', 'United Arab Emirates', 'Malta',\n",
" 'France', 'Taiwan','Saudi Arabia', 'Qatar', 'Spain', 'Singapore',\n",
" 'Italy', 'Bahrain', 'Slovakia', 'Poland','Uzbekistan', 'Lithuania',\n",
" 'Slovenia', 'Kosovo', 'Romania', 'Cyprus','Kuwait', 'Thailand', \n",
" 'Latvia', 'South Korea', 'Estonia', 'Japan', 'Kazakhstan','Hungary',\n",
" 'Pakistan', 'Russia', 'Philippines', 'Serbia', 'Moldova', 'Libya',\n",
" 'Montenegro', 'Tajikistan', 'Croatia', 'Hong Kong','Bosnia and Herzegovina ', \n",
" 'Turkey', 'Malaysia', 'Belarus', 'Greece', 'Mongolia', 'Macedonia',\n",
" 'Kyrgyzstan', 'Turkmenistan', 'Azerbaijan', 'Lebanon', 'Jordan',\n",
" 'Indonesia', 'China', 'Vietnam', 'Bhutan', 'Bulgaria','Nepal',\n",
" 'Albania', 'Cambodia', 'Palestinian Territories', 'Armenia', 'Iran',\n",
" 'Georgia', 'Bangladesh', 'Iraq', 'Sri Lanka', 'Myanmar', 'Ukraine',\n",
" 'India', 'Syria', 'Yemen', 'Afghanistan','Portugal', 'Northern Cyprus'\n",
"]\n",
"Africa=[\n",
" 'Mauritius', 'Nigeria', 'Algeria', 'Morocco', 'Cameroon','Ghana',\n",
" 'Ivory Coast', 'Benin', 'Congo (Brazzaville)', 'Gabon', 'Laos', 'South Africa',\n",
" 'Senegal', 'Somalia', 'Namibia', 'Niger', 'Burkina Faso', 'Guinea',\n",
" 'Gambia', 'Kenya', 'Mauritania', 'Mozambique', 'Tunisia',\n",
" 'Congo (Kinshasa)', 'Mali', 'Sierra Leone', 'Chad', 'Ethiopia',\n",
" 'Uganda', 'Egypt','Zambia', 'Togo', 'Swaziland', 'Liberia',\n",
" 'Comoros', 'Madagascar','Lesotho', 'Burundi', 'Zimbabwe', 'Botswana',\n",
" 'Malawi', 'Rwanda', 'Tanzania', 'Central African Republic', 'South Sudan'\n",
"]\n",
"North_America=[\n",
" 'Canada','Costa Rica', 'United States', 'Mexico', 'Guatemala',\n",
" 'Nicaragua', 'El Salvador', 'Jamaica', 'Honduras', 'Dominican Republic',\n",
" 'Haiti'\n",
"]\n",
"South_America=[\n",
" 'Chile', 'Panama', 'Brazil', 'Uruguay','Trinidad and Tobago','Colombia', \n",
" 'Argentina', 'Ecuador', 'Bolivia', 'Paraguay', 'Venezuela', 'Peru'\n",
"]\n",
"Australia=[\n",
" 'New Zealand', 'Australia'\n",
"]\n",
"Antarctica=[\n",
" \n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"def sorted_by_mainland(row):\n",
" if row['Country (region)'] in Eurasia:\n",
" return 'Eurasia'\n",
" elif row['Country (region)'] in Africa:\n",
" return 'Africa'\n",
" elif row['Country (region)'] in North_America:\n",
" return 'North_America'\n",
" elif row['Country (region)'] in South_America:\n",
" return 'South_America'\n",
" elif row['Country (region)'] in Australia:\n",
" return 'Australia'\n",
" else:\n",
" return 'Nan'"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Country (region)</th>\n",
" <th>Ladder</th>\n",
" <th>SD of Ladder</th>\n",
" <th>Positive affect</th>\n",
" <th>Negative affect</th>\n",
" <th>Social support</th>\n",
" <th>Freedom</th>\n",
" <th>Corruption</th>\n",
" <th>Generosity</th>\n",
" <th>Log of GDP\n",
"per capita</th>\n",
" <th>Healthy life\n",
"expectancy</th>\n",
" <th>continent</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Finland</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>41.0</td>\n",
" <td>10.0</td>\n",
" <td>2.0</td>\n",
" <td>5.0</td>\n",
" <td>4.0</td>\n",
" <td>47.0</td>\n",
" <td>22.0</td>\n",
" <td>27.0</td>\n",
" <td>Eurasia</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Denmark</td>\n",
" <td>2</td>\n",
" <td>13</td>\n",
" <td>24.0</td>\n",
" <td>26.0</td>\n",
" <td>4.0</td>\n",
" <td>6.0</td>\n",
" <td>3.0</td>\n",
" <td>22.0</td>\n",
" <td>14.0</td>\n",
" <td>23.0</td>\n",
" <td>Eurasia</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Norway</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>16.0</td>\n",
" <td>29.0</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>8.0</td>\n",
" <td>11.0</td>\n",
" <td>7.0</td>\n",
" <td>12.0</td>\n",
" <td>Eurasia</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Iceland</td>\n",
" <td>4</td>\n",
" <td>9</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>1.0</td>\n",
" <td>7.0</td>\n",
" <td>45.0</td>\n",
" <td>3.0</td>\n",
" <td>15.0</td>\n",
" <td>13.0</td>\n",
" <td>Eurasia</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Netherlands</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>12.0</td>\n",
" <td>25.0</td>\n",
" <td>15.0</td>\n",
" <td>19.0</td>\n",
" <td>12.0</td>\n",
" <td>7.0</td>\n",
" <td>12.0</td>\n",
" <td>18.0</td>\n",
" <td>Eurasia</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Country (region) Ladder SD of Ladder Positive affect Negative affect \\\n",
"0 Finland 1 4 41.0 10.0 \n",
"1 Denmark 2 13 24.0 26.0 \n",
"2 Norway 3 8 16.0 29.0 \n",
"3 Iceland 4 9 3.0 3.0 \n",
"4 Netherlands 5 1 12.0 25.0 \n",
"\n",
" Social support Freedom Corruption Generosity Log of GDP\\nper capita \\\n",
"0 2.0 5.0 4.0 47.0 22.0 \n",
"1 4.0 6.0 3.0 22.0 14.0 \n",
"2 3.0 3.0 8.0 11.0 7.0 \n",
"3 1.0 7.0 45.0 3.0 15.0 \n",
"4 15.0 19.0 12.0 7.0 12.0 \n",
"\n",
" Healthy life\\nexpectancy continent \n",
"0 27.0 Eurasia \n",
"1 23.0 Eurasia \n",
"2 12.0 Eurasia \n",
"3 13.0 Eurasia \n",
"4 18.0 Eurasia "
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['continent']=data.apply(sorted_by_mainland, axis=1)\n",
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "kD85b-o_p268"
},
"source": [
"Нарисовать sns.pairplot для класса - континет. Из графика сделать вывод о том, какие континеты похожи."
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "4R6O2ERsrm6B"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\fokinpavel2007\\Anaconda3\\lib\\site-packages\\statsmodels\\nonparametric\\kde.py:447: RuntimeWarning: invalid value encountered in greater\n",
" X = X[np.logical_and(X > clip[0], X < clip[1])] # won't work for two columns.\n",
"C:\\Users\\fokinpavel2007\\Anaconda3\\lib\\site-packages\\statsmodels\\nonparametric\\kde.py:447: RuntimeWarning: invalid value encountered in less\n",
" X = X[np.logical_and(X > clip[0], X < clip[1])] # won't work for two columns.\n"
]
},
{
"data": {
"image/png": 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8V8f4rHZa5EJW7Mh97ZHDa7Gw+XL8/i/nfYf2CUthNFwGp76ytJpOOWi3P9o8X404BWe9YXgDnBRAEhhgwTeG4eE/r8LSsQuw67nPUmyiv5fLWSGcz5mtP/Tn/FmJlINu80HtPC/6jErk8ncBbT6klvVVaLU8yzKorTFJdjzgz/TBX9v4PlqbRuMn696u+LbilabbYqPWavZiBEsz1pOORSQSQ8CfbHPrdFkw+47R+M27j2Pp6AUXbYREKUC6HThU7+FYSN+bduNXpA5J8o4LE276Anad2YoH7pgPJqHDic+D8DtMcNrM5E8QZUHJBnUPHz6Mv/3tb5gxYwaAZPBWr9dj6NChOHPmjPS6M2fOoK6uTvEzFi1ahNtuuy3le6dOncKCBQsu3IMTRD+pdt1qOXwB+bV57o0EpAMgAJwJncOvdq3Cz7/+r0jEgXWPvgkAmLe4QTHLy1Fjgsturuis2P5Cus085HCRuBSoTc+iTa808HpCqgHYQlsyq2UtghEy1sPDf16FH/7jv+DjE73Serqv5at4puMgHljYUIR/odKkknWbK5NbrdoFUL+YGja4RrqY1dLaMH1dAAxee+mA1LYOSGrSG/UBSGpx04FX8e2rvgUI2ttzFbMKqByoZN2WAqJ/wXMJ5fbh58J4ef17WSsj1NaXxaXD9d8ajqHWOvjORlLaODpdFsQSfMVqtxJ0q9VH1YJoZ8OhmGqFZTY7DRS/Yic9QOywGCVf+5szRuD3f/mvFN9h1TtP4P+7/rsAKvviqxy0m4821RIBohDwz4/uSnnt1ycPxcN/TvqMdoMdPs+xlL8PBaI5K4SpNfLAUA66zQe18/xDX/8eai0O1fflsqNafEgt66vQavl0O7743imKvofDaqiKtVNpui02xR4DkS/iehJ1+8etyXEiVpsRVpsBLxx7GUfPfQxv1KfS1h8I+CMV17KWdDtwqNlnny98PvnBG8G2zd0ZeowJMXxj2K1Yv+p8wu2lbQ1gEslOdZWmU6LyKNmgriAI+NnPfoZJkybBarVi48aNuO2221BfX4+PP/4Yx48fx7Bhw/Dqq6+iublZ8TMcDgccDnUHjyBKEdJt7sMXkF+brRgfkw6AImdC55DggM/PBiWHc3fnR5jTUo9XNu5PqaL5U8dB3H3LaJgM7IDNMCl1SLepug34I1IrZUCWRXtfI8AgQz+q88x4AU88ohwYzoVa1iJvUF4PDCugvXkczEY9/KEYnuk4CI8/UtHZ4JWs2/5kcut1yno0m/R5tzaUrwuBF3D9zFE4fdIvaXLWglFY99FzAIArBv09vjHsVjz16J68NH+xqoBKhUrWbSnAABhiMyFu5lVnhxVaGcHxHB7c82tcMejvsfSKhSnVDU2t9WCMLCaNubQitVsputXio2pB3PeVfE+tFZbFrNhRCxAPr7Pj4RVTwQkBnNmf6TvwQuUlIKRTLtrVos1siQBKe6nTbpB8Rn/Mn2ET3+vqyWhr2NLWkKJfao08MJSLbrWidp6P8fF+fa5WHzLX+iq0Wj7djqslStQNqsHDK6ZW/NqpNN0Wm2KOgcgX+T0YA0bSrdjpzumy4LoFE9D5tzfx4kevYvGCBeh47lBKq+YXn35XcfZ6uUO6HViU7LN8rSj52rMWjEKC5SSNAue7k81oGoNtm7szdEp3wUSpUbJB3VGjRmHZsmWYP38+4vE4brrpJsyePRsA8Itf/AL/9E//BI7jMG3aNMycOXOAn7aY0ExdgshG+kZaq2EjNbAGDLEOSjkIDrEOgpAAdm4/Km3wJ3q82LvrGL519ySEQzH4feeraE6f9GPJfY0DNsOEKD2yOXVqWbRRLiHNHpPrR+kioKWtISWjMN/LWtWsRc6vuB6Mej0uceqpkqJCKDSTW+AFcJE4mlrrsXlDWpDBpu3gorXts8AI+K8Dz+DouY8BAM1fnp1xsNKieaoCIoqFPOBhs5sy1kF6u+T09ZTrsC/6I0fPfYyoIYRZzWNhNOoRDsWwY8shBPwc7m6fRNqtAuT7fmfHIcxqHotLBttgNOk029p4TH3MQr6oBojva4SBAYSYGSsnfQcbj7wk2WzRdyDKh2yJAEp7qctukXxGpUv6idd9Cfve/FtKW8MamzFDv/1pjUyXqASgfp43sP2zQcXyIQvp5CDwAmLR1K4gSsGHptZ6MIwAZ42ZtF/lFHMMRD5orSi3G+znv2FOYNE9kyEIAs66A9ix5Xx3movVMpqoTgReAMMA89oasOnJfdI978L2SQADfOI/iXVHnsPiK+cr6thiNWTcQwzkPGuCUKPkTmGdnZ3SnxcsWKDYrmDy5Ml45ZVXLuZjXTwopksQqhS6kTrMNjxwXXvGDB4jq0fAz6Gz45B0GRGNxqE3sHjikT+nfEZyvllC8SJk8fIpcDjpkFVN5NKiWhbt52cDqgGr9IsAnhcUZzzHognNbYuUshbV1oPTbIdzKEOVFBVCoZncwSCHZ1fvhc1uSrGLNkfmJa0SWts+C7yAYIBD2+gFmDH8Bmw88hJqjc6M1o5aA2dUBUQUA3nAw+cJY8eWZLBtcJ0NZ92BjHbJ8vXEx3m4T/ux8cl9qj6K3ViDn37te/CF/LAZbHh8za6MZ9CxDGm3CihGK2eGYRTtPIPC20HLUUpGu2fRt/E/J1/FAfch/N8+34EoH7IlfClV1NqtBslnPHruY7z86f/gzuXfgt/LwWIxYEfHQRzpdmN/16cAkvpbuqIx5fP7E5RV8ymG1NkQCkcp0FtFqJ1fHGZbQZ8n1+UQmwm/vn8quFhxfEgtV3qitnt94RQ7LgYfbr/zWoSCUSnp68Y5o6HTsRQEq3KKOQYiH7RWlIcTEUz/4hTcetlsvPDEu/B53sfie6dg/ZqulM+r5Pm6xMCSnqArJk3qDCwYBmAZBkNcDtSaHbCbbKpdmYBUnQ7kPGuCUKPkgrpVD1t57dYIQg7PC/AFuYIu3gvdSFmGxeXOy/DQ17+HGB+HgdXDYbaBERgp03HTun3SRYFOp3xJxvOC8nw9bxiRcIyytKqIXFpUyqKdu2gCXvvvD1I+R+4oygOwPC+g1xdR1OHpk37FdjBaUVsPLMMCDAqupCBKi0IzucULX58njE3r9knfX7Fyuqafq8VOK13S3tu2DNYaY85AdLagMWmX6C/pAY8TPV6sX9OFf/7RDXA4LSntkuXrSeAF+HxhKaALZGo/EefhPh3Apr7XzL/zGkW96yuw9XI1osXf7U8rZ4EXAIFXHBtSyHFSazLaC0+9i2/d/Y+4fZwAm9ma9B2IsiFXwpdSRW26z4gIg3WPvom/G16L6bNSRyq0LrkGFosRHn8EsTgPk4FFpDdacGWLmk+xsH0Snl6V36gGorzJen7JEyVfcl5bA+outRfcxjbf5HNR2za7KcOOT5r6JamLGJBco6FAFM5a8nOJ4o2BALTfzaX7x8qjIxpQ49JjWM0/4pnH9+QMAF+MltFE9SBqGXE+JUF3/ZquZLvl5rHSn1uWNGDxyAXY8T8HFf1osSuTXKcDPc+aIJSgoG7JQQcRonLheQHHT/VmtDcaMdShKbCb70aanhnurEk7VDFQzHQEkBEMmdNSrxpkCwWieOm5v1CWVhWRS4tiFu3i5VPg84YRCkTBcXEpICCidKAR18nzWw9ibss4vLbx/QwnM1tCg5aKCJZhUWuhuS+VTKGZ3P2d1aTFTgcDmZe0m558B3fe35gzEJ2tRajNQfaX6B9q+s+1noJBDv5eTlX7PC/A6wtLAV0gOf5Bsc05tV4ue/rr72ohGOTgPh3AO28dT2l9u3fXMcyeO07xPdn8A6VEoHltDeh44UDKZ/g8YQT8HAaZKKBbjhSS8JXuMwbiyfPQiR6v1O3IajPCWWtBjc0Iry8Mby8HT4CDzWLAtj4bB+Rf2aLmU8jtLVXLVA/FOr8o+ZKbntyHO9onweWyFmSn80k+l7dd9nnCKV3DagdZEIslUpLI5rTUY++uYxj2RWXbThCFkI+vku4fixXli5dPASBIfnEwyCHgD+UMAKfPXieI/iDX8vfmX63oNxiNeunPG9fuw6zmsTjS7UbQH8WMpjGwO82wWA3Y/ko3TvR4M/yjgZxnTRBqUFCXIIiLhi/ISU4jALg9YTy4di8eXjFVU4VVPhup1mxZtUzHuqF2LFo+Gb5zYYRDMSlbSy2Ti7K0qgstWmRYBgIErHv0TQDA3w2vVchovQZWixEBf0S6ZE0wkNaJxx9Fa9NofHGoHWdPpbb+VGtLS7M+CJFCMrn7O6tJy9qIxhKKhy2OSyQDZ/c1IhZLgGEZGAyp9j1bi1CBF0jnRL/Ipv+U1uFBDj5fWAqMxeN81koEX5CDNy3oe6LHix1bDuGOuyYiGIjC7jDB6bSQhiuA/vq7WpKz4nEeO7cfxfRZo1L8inkqF6VaWuOnJy4wDBST0ahirHwpRutOuZ080eOVusfYbEa43ee7EThdFixYNrFflS1qPkUoEC34M4nqRG5XBZXuW55eDqxRV1DnF63J50ptl0/0eKWuYUtXNMJuN2Nh+yT4ezmEAlHs3XUM188cRUEwoqjk8lXka8ZgYDP84+tnjsoYQRaPZfrDSi3FlWavE0ShyLXcG4plbakMpAZ5RfsLAN++/2uYMHkEbrp1DIwmHWps2ZMfKRmXGGgoqFty0FBdonKJxXnJaRRxe8KIaay0tVqMmjfS/s48EOeivrz+vRSHYO+uY1h0z2T0+iIIBaJSkI2ytKoLrU6d/DJKrGgQ5zMajDpYLUaccQcyKmNcdjPcnjAO93jwk3Vv48eLr8XuzR/mTGjIV/f9mXNGVCb9vfDVsjYYVrnFPcsyCIU4+P1cyqWw1nnVRrOOqnSIfpFL/2otG601RrzX1aNaiXDGF4YnwGVoN+DncOZUIOUylzRc/uTr78rRmpyl17MI+LmUCq9oNA6HU9leZ+tyAAaKfoDAC2hpa0iZE00VY+VPf1t3KtlJq8UIX1o3Ap8nDM/nQcU9WwAQ8Edy+hdKPkVLWwP+tO1wyuvoHEZkI92uqo0/8AY4OApMWNGafJ6t7bI8iazWZYXBqIOz1oxhXxxHZzQib3Kd87P5Kkq+yB3LJmLpfY1IJNTPhwzDKPrD1339K1JLcaXZ6wRRKAIvAHEe35t/NXpDMbzZ/RluTut219Rajx1bDknvcbosiEbjKZ/jdFng80bOn8nua8woBhqIedYEkQ0K6pYYgkBBXaJyMehZ1LksKc5jncsCQx6VtkPqbJo20mLMPKipMWVcZk287kt4+88f46oJw7BtczdlaVUpWp269MuogJ+Dw2lBrcsKhmUQ8EcU23/9329fC1+AQ28ohg2dR7Gt6ziWtDVkBLrSNZeP7qmql1CjPxe+WtYGa2BxS2s9tsjazs65fTxisQTOnPKj48UPVAMPPC9g3uIGbFqXGmTo7DiEby68uij//0R1k03/ai0bb1swHtNuGok3th+WWpHKK28Nehbbuo6rttQXP4sqzSqDfPzddLQmZ8n9C/ECal5bAwAodi3I1uXgmd8rzyZlWAZ1l9qpYozIIN1OBvwRxRb0O7cfxdxFE/CHp95JuVx98el3EfBzaGlrgNVmBMsyygEClQDy9TMzZ/mSJgk10u2q0viDm1vGYffBU/jysFp4PaG8k121JvzGY7xi22XnIEtKt45izk0lqg8t5/xsvoqSL/Ls6r1YuqIRTpdV8ecFgxwAAROv+xL27jom+cM2uwn73vybYktbgugPSjq/uWUctr7zCaY1j8XwOhuMBh24SDylpX3rkmtSEnGUzmSxWCLj55FdJkoNCuqWGgJd5hCVicALMAjAL++agk/PBvHs9sPw+CNYuWQinBeg0rYYMw8YloHVZkyZVSZW5l41YRgWtk+SKscoS6ty0Fq9qsWpyxXgUrtk5UIxbPjdHjhdFiy/fTxcgyxgGQaLl0+BAEH1ufLRfX/XGFFZ5NJ9PlXdudaG3WpCwBHDtOaxsBp1CEUTcA2y4KlH38I35o/PGXhYfO9kzGoeC6NRL9nlgJ+jKh2iqChpXryMlePzhCHwwBvbD+Pm266CfLaYuEacNSbcPvNKPL/1IGY0jcbwOht850IpLfWp0qxycNaYsHLJxIw5dUr+bjpak7Mk/+K+RgtoeVAAACAASURBVES5BD4/G0DHCwcQ8HPJVrgOI2KxZMtE8Xip1uUgmx/A6lmqGKtClOwfAFU/QK0FfcDPwWo3SmMVzroD2LHlvN3b+OQ+zGgaI7VwVkosVPIpqFqGyId0uyqOP1h4z2R87ovAG+Cw++ApzLj6cjz12Juakl2V1ogWXTLM+W418rbLydmkSBnJQ7omCkVLdw6DjsVPl03Gj1a/leGr9PrCmhPF+TgP92m/ZM/f6+rB+GuGw2I1IBSI4tCBzzDxui9h4nV/T/aaKCpKOn9t4/uY1jwWTqc5WUgBgGGBRcsnJ++kDcm2ygIvYGH7JAgC8PmZQMaZjDRKlAMU1C01qFCXqECUMqj+pa0BVqcJdqsJbB6VtnGNVSxWizGjmmve4gZYLca8np1lGakiV8TpssB3LoxNm7spAFZhXIjq1WwBrlyzwnyeMF55/j3Mah6L9Wu6pOdxqjyPWpZ4ggHcnhAMehbOmuSaK0Y1O1F+8LwAX5BDLM5LemCArLov9rpgWQZfGGyD1WJALM5jiJ4F+oJlYZU5OPLAw+uvHMQNt4yS2uNT1nd1oqRlJX+iENQ0b7YYVOc0Hel2Y+ZtAmoVKhhYlsGIoQ7cM3c8YnEeJgMLR8KSkTVOGq4MxN/3wyum5q3PfJKzGJYBGEgJLyIb1nZhVvNY7Nx+FDfcMgqbN+yHzW7KqEyb19aAjhcOpHym6AdcyPVFlDZq9k+vZ/Hs6r2qoxGUWm7Oa2uA3WaGTs/C6wlh/ZqulJ/l84RhsRoKGpOT7XWkX0KOkl0N+DkY9CwGXWKFzWHCPwxz4unH3tKU7JrNL86d8IuMdTKnpR4Mm90XJ4h8UE0c5+J49vepdvzX908FF0u1lVp9EYEX4POFpc52uzs/wvRZozLaiqfP3iUIrWTbz9V0PrzOJgV0lexqjc2EUDiKp1ftwZzWehgMupQzWVNrPQwGSrQlSh8K6pYaVKlLVCBq7QqXrmhUPWCrOZIJXgDPCzkP5qFwVGqDKFbZvrH9MGbPHac5CCvwAhgGmJfW9lZszUEBsMrjYlevKgVh5a1fxGcwGvWaniejMljHwheJ4Tu/2QmX3Yw7bhqJYYNrYDbpodf1v5qdKC94XsDxU70Z1WNDbKasur8Q64JlGbjSWjc6XRbs7vxI8VJYHngQKywWLZ8MAGDAgGGT65eyv6sDNS2PGOooysW9muYX3ztZ8TK2s+NQMqsb6j+bAWDo+69OgOZxEkR5km7jtKK1haeI2oWW0ahH4/QvS0FcnyeMHVsOYVbzWAyus8Fg1IFhIF1iiThdFuh0LD47G8CZz0NSN4Uhl1jxhcE2CoxVAWr2b1bzWFU/oKbGhOtnjsIftx5KaUHvcJgRDkcRj/NgwKgmxYifWYxz1YXeH4jyQ82uWqxGnHH78eDavfje/Ks1J7uq+gg5OioByb1BbE0r3lHs3XUMN992FXVQIoqG2l3aubNBRY3VpSUkavVFggEupfX+iR6v1Fb80svsMBh15N8SBZNrP1fTudGoA6sy6kzUvOg/d245hJm3jZG6gEWjcdgdZlitqVrPp2sZQVwsKKhbatBMXaICKaQisKbGlBFMvbllHB7ffADt3xyPQY7sh5t4nMeRbjeOdLtTvp+4TdtlgTwD12Y3YcG3r0UoFEMoEJVac1AArPLQqtViVQCkB2EBBq+9dEBq/QKkXnipPU/6Z4qHf48/gh+tfgsuuxnLZl2ZMsvxjmUT87o4JsofX5CTDkUA4PaE8eDavfj39sasus+2Loq1FuSXB50dycDDJYNtMJp0YNjMwEPAz0GvYxEMRKmqoQpR0/LDK6YWFEgTEfUscAnlNssCsHfXMdw6bxwctRZ4Pg9K7b/ntNSDVXEJaIZ55VLsikAtc8nlqF1ohUMxqQJS5ESPF+vXdGHFyumw2c0QeEHRDxB0QLiXwxt9882dLgtuaa2H32qA00bBhUqgkMoXMcFQ/j3RTxB1O3vuuJTZt2fcAUlfXxlTl9FFSZ7IWKxz1YXaH4gLy4Wsrlazq16ZVnpVOsUoaVJtjfi8Yax79M2se7yYAJFudxkW1EGJKBpKQdm5iybgtf/+IOV12c5zuXwRgRcQ5eIZrfdP9HixjTraEUUg136umrBjMcLjj6ie5xJ9gVmny4ITPV5sfakbjdO/DMbMoG6oI6OynM5xRKlCQd0SQwA5bUTlUch8W4ZlYLIZ0dg0Gg6rAb2hGFZ3HMThHg/abo1nVOumO6KGflYhyjNwfZ4wNm/YjxtuGSW1YqYAWGWiplUeyQCpOA+vmBUA8iCswAu4fuYonD7pl3TW1FqPHVvOV+7mo+NYnIfbE0Z701VSQBdIOrPPrt6LO+9vpEqxKkLUgxy3JwyGVa6eEXWmti4EhsHHn/nwsyff7vdayBbIUAs8MCyoqqFKUdNyLMflZ7ZLY3k2eHvTVYqaNxhY6TLWZjdh6k1XoGn+ePR6w9i76xhmzx2n+HNphnllUkhFoJbARa7WsnKULrREv6Fx+pez2nbVQIcvjC19Fb5AUq9bNuzHwr7uCER5U2jlSzQaT/mcdH80XbfpFTJioq1YzSjwArZt7pYSZdPPVYUG+QrdH4iBoxjV1bn0omRX5VrZ0HkUy1rGpSTAqp31tYzPUdvj1exuMMhRByWiX6SvgcGyjjA8gM8+D6p251Bbf9l8kWCQw+dng4qt91vaGuierIopVpJOrv1cyZ5aLEb09HVgUDvPiXZX9J/FRAS1VuF0jiNKFQrqlho8VeoSlUe+reREGJbBqs0HUjbyOpcFJ88GYDHrpWxr+UFQbDE74lIbWtoapPke+QZh0zNwqd1ndaCk1Vta6/HQ0/vg8UewcslEOG0m6dAzcrgLrdOvAM8l0OuLwNnPeTFK7ZO5SLzguYsGPYs6lwWOtGodIOmMRrlEct4I6bcqEPWQblNZA5vVRitmey+egJOeIP7juXeLUg2TraWR2gWYzxumqoYqRU3LhiyXn7kujeXZ4GqXuxazEQCwePlkxOM8zp0NYvP69xDwc4q2WdR1NEumOFG+5FsReCHawmbzG3Z3fqQ4R5dh+kaMsIxioEPgBeVKdTqnVgSFVr7IA1la/FGlasYj3W7c3Dd7XOCFZGXvbZmJXMEAh1g8gWiMRygShy8U1dwCvJD9gRhY+ltdXahtlWvlcI8HqzsO4o7msRhRZwPLsqpnfa3jc9T2+PSE3mCQA88L/bq7IKqbXGvA44/gpZ1/xdw033ZeWwMSLPJefwIvIBZNYOf2o5g+a5TUUtxqM8JmN8HpNFOr2iqlmL6ulv083Y/1+CM5z3OiHrVUoweDHGJROscRpQkFdUsOOiwTlUe+reREnDUm/KDt2pQqsO8tbEAsEofAJRBAJHmx33cQTG8x+5UxdVjYPglMX9Z5Ps6kUgYutfusfORajUYT6HEH8PiWD3G4xwMgeeB5qL1RCuimtzQuhhbSHdMam5D32hEdUCbG41ftjTjT93zpWYpn3QFEuQTpt0pw1piwcsnEjEOW3WqCw2pS1Vm6DRfA4LGX9qNp2pczsmdddjMQ5+H1hDTbXS0tjdLXhcALEASBqhqqFDUtO7Ncfua6NJZng4uXu61No/GlyxzQsSx0egbu037pwvUrY+owo2kMmhderah1ua5nNI0hrVYg+VYEXqi2sIp+w32NiHIJBAIR3Lbgq7DWGOH5PIiOFw5ISQg2hxGxWOaFq9GgU55RZtAV/IxE6VBI5YsYWMrHH83VqUktocB9yo8/bj2Eidd9KaXyS2sL8EL2B2Jg6W91daG2NV0rHn8EQy6xIsolsGHtnqw+qZbxOel7fHoCo1KL8kLvLojqJtcacNaYcPvMK/H81oOY0TQatTYTXA4Tap0WfO6P5LX+RDvd6wsj4OfQ2ZHsDGKxGsBFYrhkiBVnzwRTznUtbQ2w2oxgWYZ0XeEU09ctZD/Pdp4zps14ztYZh4/zcJ/240/bDuPG2aPpHEeUJBTULTVopi5RoeTTSk6EZRkMdprR3jwOZqMevCBAFxPw2qYDKYcsQ41BscXskW43Tp/0F9QWQykDd15bAxKCQK03KhxRq25PCD9csyfl79yeMFiWQZ3LgtbpV2S0NL4QWsh37SgFyG5fdm3GjGoxozzg57B0RSOsfQkSF2KWFVEasCyDEUMdeHjFVMXfczadyXXo9oSwp/s0pl8zIiV7duRwF+6+ZTSefuytvBIdCmlpFAxy2La5O6Pd17y2BlgsxoL+fYjyIZeWlch1aZyeDX64x4NtXcexZMaV2PTkPsxoGiONYABSfQxr32w++bOEZLre3flRhlapAqf8ybci8GK1hWVYBmCAZ36fDErMW9yAl577S8pl1Ia1XZjVPBbr13RJttPqNMFuNaHGptJhx0Z6rQQKqXwRUb38VGi1WEinpmCAkxJhRHsJ5NcCvJD9gRhY+ltdXahtTdeKXseC5QU8tfrNnD5prvE56VpXOp8tbJ+U0aK80LsLojpQa2ubaw2IWr9n7viM9+a7/sRzm81uknzbTev2SboHMsfjbJT50VQQUdkU09fNdz/neQEMkHGeW7X5AB5eMVWzXRV4AT7fed2+/uqH1GKcKEkoqFtiCBTUJaqQbDMX7FYTLnFapJkIf9z8YcYha9HyKVlbzBbSFkOegRuP80jwAh7ffABzp32ZWm9UCWoHHJOBxcolE8GXaDtNpQDZ86vfxp33N2LR8snwnQsjHIqhs+OQlFEejSbg7vXhoSLMRiVKG5ZlNGfJqtlmcW282HkU97V8Fb/d+Be4PWHccdPIjDmMWhIdlFo05lpL8TiPI91uBP1RzGgaA4vVgHAohjiAHreftFsF5KNlIPelsVI2+N1NV+HZVcnAmEXFx4jH+Yw2Y//Wdi0GWYzS60/0eNHZcQgzmsbg0svsMKRlihPlid1ixL+1XZuxd6pVEFzMtrByu6qmXaNRL/1505P7MK15LJxOM0YMdRTUYYcoD1S7dliM8PgjeQdCs7VazFdHsVgiq73V2gI83/2BGFj6W13dH9sqakXUcSHnO4ZlMLjOhkXLp4DnebAsC7s9VetK5zN/L1eSZ0miNMlma7WsATW7mGv9pZ8HmVjSv/B5wpJva7Ea4BxkgdNpgc+nPB5HtOtUEFHZFNvXZVkGTlnxgS/IKfon4vp4buvBlPuJQrp1BIOcZJ8tVoPinUONzUh+MTHgUFC31BDIgSOqi1wzF+TZWQKXQIeCgwgIWLlkIny+SFHbYogZuB5/BA88shNuTxgzrhlBrTeqhGytau1WU3KGbglqQS1AFu9rsfjy+vcynhkAhCiP9qarsKHzKA73eIrSEpIoX7LZZvnaeKbjINqbx+GywTaYWaagyynVFo06FgF/RHEek/ieEz1ebFq3T3pPY9NoKRuXtEvIyXVppZQNLl5cAUA4FFPUKQDwXCLFfj705Nv493u+lvL6Ez1ebNvcTRdZFQLPC/jE7cfz2w7hzqar4LQZMchhxmCnRTUQdjHbwsrtqpp2w6GY9LXPE4bVqJP2/tq+Z6J048pDydbZLUZ84vYXNAMvV6tFLfZOGhvCMJI2qQV49dDf6upi2FZRx+1NV+V9vuN5AT051o/S+SwUiCr+LAFAwB+hZBoihWy2Nn0NTBpzKe5uugpMjM+ppWzrT+k8+Kv2Rkm34jnM6bJg6YpGqXV4Np+DEhcqm1z2OL0NfS47p3VGr3x9eP1RyTcfUmvBJVl8cyXicV6yz6I/kn7nsHRFY4H/QgRRPCioW2pQpS5RZWiZuSBmFQYE5SCaXsdixFAH/A4TLk1rMVuM9obyFiIbOo+iff54vNoXGKMWipVLrgsGp9Ocd1u5YpDLEc42w0ypFd7cRROwfXM3jnS74XRZsKxlHFZ3HMThHk/RW0IS5UMu26y0NkJBrqBEB+UWjQ2IRGJ4bvXbiq2cld5zc592L0Q7U6L80XJpnF7FEPCf9zuUWijPW9yArS99INnP+xdOwH+/eQyvd30Cbzia0fae/IXKQW4j93afBpCsREhPKEnfs4fX2S9KW1i5jdzd+RGaWuuxecN57Ta11mPHlkPS650uC3pDMbj7qiFzzTknypt0W+fxRyQ9jxzuQuv0K8BziWQCo9Ocvbq2n60W5Xqb01qPptZ67Nl5TLllPbUAr1j6U11djJbboo43dB7FspZx0ogdLXt3Np+5tsaEYJADgAwf+b2uHrS0NWCjzE9oaq3Hi0+/K80+J7tLiGSztSmFELwALhCVOs1o2cPV1p+Sth/ffABLsvi3Smc0cewTUBpJ8MSFI5s9LsS/1DqjN32W7s/WvQ0AeGLljZr3AtFnB5L2eU5LPfbuUvFH6DxHlAAU1B1g0tstU/tlotrIdREgvwzTsazipRTD9rXlsJnhsJo0tfnKJ0MsvYWI3sBgVvNYGI16RKNx6MkprViyXTDIW3TL9QZAtbpQK2r61OIIZ5thJn/maDSBaIzHnzoO4ki3G0Ayc/a1je+jta/a8UK0hCQGlmzakn9f4IWcs5nS10Yh8/MAhbWkY5Hgeax79C3VVs7iexYtn4Kz3jC8AU5KRrhQ7UyJ8kfLpbF8LRgMrKTpEz1e7N11DAvbJ4FhGTBg8NpLB1Ls54tPv4MFd02EPxTF6XNhjBxeSy1sKxQtgaxCg6P5VjEokW5X9QYWS+9rRCKRtLFcJI6A/3ygQUyKqXNZwPKZ8/A2rO3C4uVTIEAo+JmI0kXU88jhLiybdWVGQCubZg16FpPGXIoZ14yAw2pAbyiGbV3HNe/D8ra0nVsOYeZtYzBh8giYzXos+Pa1YHUsjEYdamykOSKJko3sb8tt8bx/uMeD1R0H0do0GrU2EwbXWgpObJDvATa7KeMe4/qZozCkzoalKxoRiyZw1h3Aji3nx+OIdteR4+cT1UGutrZSIYQ/gmf6Aq6A9nE4Sgi8gPamq3CJwwyLSQ8uFscZbwRWh/qdG8MyGFJnw8L2SQgFYzCb9Xj91Q9xosdLAbEqQc0eK7Whz6VNrYljWnyRbP51ur2+4ZZR2LPzGMZfMxxmqwGL7pkMANAbyAcmSgcK6g446UFcqiwhqotszmn6Zdjie6dgx5ZDKbMMdmw5hG8uvFp6r9gyORv5XLIJvACDAPzyrin49GwQBh2Dl5/+S0YlGrVTrCy0Xqim660Y1S3ZPkOLI6wWbJYftMS24sFeTgpIiPg8YdTaTBesJSQxcKhpa0idDWfcgZTvz2trwKQxl2JPXwUakHseTi7tZVtX8rUU8Efg80RytnJmWAYOpxmecBSrnjtwwduZEpWP0hq5Y9nE88EwmW69npCi/QwFori76Sqs2nwAo77oIt+gQtEyM6yQyystfkShPoqcGpuApfc1IsLF8enZIFZ3HITHH8HKJRMBQVC0vz5vGOsefZMqdyuAdA2ZDEk9t06/QgroAto067AY0XbTKPxh3TuSZtsWT4DDYtT0LPK2tCd6vNj6Ujcap38ZRrM+mbTrtIClRC2ij2J2EkhJ4tKx+OmyyfjR6rdwuMeDVZsPYOWSiZoCqmr7gTxBxucJY8eWQ5jVPBaD62wwGHWS7bbZzfB6Qli/pivlc0W7GwnHyN4SmtuMq41iyrflsVjxu3vzhykVtx91fYK/G2TF0C84UjQpX08MGDzdVyn8d8Nr0Tj9y5hy/ZfhrLVQkkIVU4g2tc7ozeWLZLsHCYWjiMf5DHs99aYrMuw1QZQS5B0PNOmVuVSpS1QZdosR/9Z2Ler65tLJndP0y7BQIIqAn8Omdfvw1O/ewqZ1+xDwc3m3b1G7ZBNbbYiIG/8Tv92N3/3iT3jjxQ8w1GUtipNMlC7S7/2R3fjtg5144pHdcJ/yQ+Bz22et2ir0M7Q6wuIFgdNllaoa5fC8AJYBnHaTNBNSxOmyYHCtRdMcNaK8CAaUteX3Z35/05P7cHfTVYq2ORtq2stnXcnn2MhRatclb/H0xMob8fCKqaRdomCU7O+zq/cCDDI0Lba6l+N0WRAKRMEIQNvsMarrhecFePwRuD0hePwR8Br2F6K0EC9Xs9nIQi6vcvkRuWypVm0xLAObw4xBl9RgxDAnHljYINlPvUFd20rPRJQXShoK+Tj8dNlkuGymvDUbDkelS1Tx9X9Y9w7C4aim50m3peL88TOnAnh61R6ENH4OUR0U46wFKKyD3+6GPi7g1/fn70+q7QfpCTInerxYv6YLbJ+vrDQ+J+Vz++zuhrVd8PnIV6h2tJ551LQkgMlLQ8EgJ7VYBpJr7ZWN+zH+muHY9OS+lDWXvp583nBKss6mdfuw7tE3AQgUGKti1LSpdJ8r+rM8L6jeF8vJ5Yuo7R0+XxhPPLIbvnNhzfaaIEoFCuoONELaAYmCukQVwfMCPnH78fy2Q7iz6Sr88t6v4aH2RlxeZwfLMhmXYeI8O9ERKLR9i9ZLNqWN/9zZoGZHhChP+nNZkO8FrsALCPgj8HpCCPgjEHgh62fk4wirwfMCjp/qxXd+sxPP/+9hNC+akLGmnE4zBcUqDJ4XEOHiitriE8qa07FM0YKl+awrvZ6V5tjItdnS1gCrxZixZsQWT3UuK1x20i5ROPnY8JoaE+a1NaRodE5LPd7r6oEgCHCaDWCADL2KNvi7j+zE0gdfx3cf2Ynjp3rpsrbM0HK5WsienUuD2WypXFu/enofjn/qw7nPgwj0RlQT05Tsp9hKP13buzs/UnwmorxQ0tCmJ/fBomdxSa2laJqNa9RHNr2Rzoh0ilWFqGZLdQKy+pNKZze1/UAtQUZpPeVaB2e9YfIVCE1nHiUt3dwyDo+9tD8vDamtNYvVAJ8njFg0Ia2D9MRhrcm5RHWhpE2l+1y5P7v4p9vx/LZDeKi9MeudRK69Qe3v/b0cfJ4wwqGYsmZ1pFmidKH2ywNMxgxdCuoSVYR86P3evhafdS6LNPRevAyTZ/nt3XUMi5dPASDkNZ+O5wX4ghxicR5GMCmfCyg7mUob/87tRzF30QT84anzbT1oLkhl0Z/LgnTNAuoHGLUWMDU2o+pnKM0sndfWAIvGFndA6rp7vesT9JwO4I7msRheZ0vOLKPWMhWJL8jh076klHRtsTpl3er1bNFax+YbLLt+5ij8cWuy3b7VZoTdYYLDYVZsE22yGcGwDJx9M9UIolDyseEMy8BZa8IdyyYiGIwiFIhi765jmDT1S+j1ReAaZMWpz3qlKgfRxpsdRskGA8m5UA+u3Sv5PkT5kGuGYyFzxnNpMJstFfd3l92sOBfV7DCCi/Ew6Nms9jK9lT765keLcx7Tn4koL9Q0dM7HYcgQq6KfmWD6urwoaEZNswIvQOBzV2WJelu8fAp83mQL+86OQ9L8RdIZIUfVRuZ58V7IeS9b62el/SCfPSDXOvAGOKx67gD5ClWC/O4q156djqilRcun4Kw3DG+Aw+qOgzjc48Gxk72aNaS21sTg11l3AOvXdMHpsuBbd01ULMZ4ZeN+ujMjJLKNapJrngFSzkp7u0/j4xzazeU/q/292IVGSbNNrfXgInHU2KjCnChNyEMeaNKCuBlBXoKoYHINvVfK5Lp+5ig4nGbYnRbEAJzxhXO2Lkyvinnspf2YuzizOjHdyVSqsAj4OXBcHLOax+KffnA9lq5opBk3FUZ/qmG1Zh8C6hniDAvVz2BYBoPrbLijfRJuv3cKGptGY+22g+hx+1PWQLb2i+nr7nCPBz9cswdxai1T0cTiPJ7dfhg3t4xL0da8tgbY7dp1Wyj5rCvxwDd77jh8YZgDgwZbUeuyIhyJKVYXHevxUrUjURTyySD3+COIxAXwEMBFYrBYDZgweQQMRh327jwGAchoW7dhbRf4WHbfh6gc5JdXK1ZO1+Qz5tJgNlsq7u9qc1E//sQnVYf/7TMfPs/iQ8tb6TucZlw/c9QF3SOIi4eahrwBDlyMT2r2vkbc8/3/g2nNY/EfL+zHd36jvsfW1JjQotC1YNvmbtUuN+l+qgDA4TTDZNJj2+ZuKZBFOiPSUbKRt7TWwxeJ5eUDFnLey7ebk9IeMLjOBm+QUzyjMSyjuA5ubhmHDZ1HyVeoEorR0YVhGUQh4J8f3YWfrHsbh3s8AJL+JhdNaPosterx97p60NRaj53bjwJIroPP07rZyYsxtPo/ROXD8wK8QQ6hOA9ez8IqC+jKNX/GG877rJTLf1b6+5a2BrzX1QMgqdnOjuTc8/YHpmFG0xjs2HIIz67eS+NGiJKFKnUHGp7aLxPVS66h92qZXAKA46d6peytOpcFP102GU6zAfFEskWtvNpQXpkIAHv6qoKXL58CJkvFr1J27ZyWenRuSWbNrlg5vWhVbETpUEhljUi27MN04jGVdnXihZrKZ/SGo3hg1W5JzyOHu+DzReA16WE06mCxGNHj9qesj5VLJkptanKtO6IyMehZePwRrO44iNam0XBYDQhFE7A6TWD1rGbdForaumIYwOsJZdhtMaAgR23NOKwGqnYkioIWG87zAj47G8CZz0OwGnUwmvW4ZIgNAT+HRFzArv89imkzRiIQjinqFbyASWMulXwRgGxwJaNky3K9PpsGs/kosSCHOpcFjr7WiHJ8njCc1mRXD7cnjIeefBsrWr8KPsZj2OAamE161NiU7X4+vg1R+oit4+VdBG5uGYc/7Por7vnieDAsgxgDfO/3b8JlN6N1+hW4xGGGVcfC3xuGTpe5X1ttRsxoGgOL1YBwKCZVGCZuy7yAFS9vlfxU0hmRC4ZlYHYYMa15LKxGHXpDMTy+5UN4/JG8fMBCznuFVPeKe4DACwgGOHg8IXx6Nohntx+Gy27E3U1XQccw0BvO612typJ8heog/e6q0DOO2pn/U7cfYS6ec6yOfO+Px3kwYMCywMzbxuLFp99N6d6xc/tRzFvcgE3rzu8r188cBbvdhFA4inicRzDIkU2vYrLt/ema9wWied9X5fJVlf7eajHi+pmjcPqkHz5PGAE/B71eh1c27E/Rb8fL5gAAIABJREFUt9ZxEgRxsaGg7kCTMVOXjAVRPThrTFi5ZGLGxi4feq90Geb1R1I2fZfdjHAvhxdWv53RCgkAEOfxvflXozcUw4bOozjc48Ge7tP49m0C6lxW1edjWAZD6mxYdM9k9Poi1A6sSujv5WWuC1yBFxAKJWffqbWIyfYZ8krbkcNdGS0W57U14PltB1UPglrWHVF5yH/vP1n3tvR7t1uTv3emb45iMMhdkIN3xrrSseAicaz5ze4Mu630MwVeSM4pVVgzvaEYAKp2JM4j8IKk5fSEgVzksuH+EIdwL4c3XvxA0u4/LroaDpcFzlozhn1xHKK8IPkK6Xo96w6g7aZRAJJJZmSDiXTSNSjOcBT1PKTOpuijiHbe54soas9mMWDkcBcO93jgsptxicmAFza8o8kG5xucJkoXhmVQd6kdd7RPgqeXgzfA4Q+7/orbZ14p2aFYnFds4z2npR57dx3D9TNHpWiFZRls29ytqXV9+uWty25OSU6kS38iF1yMxw/X7Mn4fj4+YCHnvXxGNMhRatvcPn889AYGz67aI32vpa0BVpsRLMvAbjfBE45i1XMH6LxWZeTqZqcV0Sd4futBzLhmBFw2E2w1RmzsPIL9H53VFCRW2vsD/ggCfi7texxisXjOsTnZ/AyissmWrJCu+Rc7j+K+lq/itxv/kpf9y+Wrpt93hMLRFJ9abdyIIEDTOAmCuNhQUHeAoXbLRDXDsgxGDHVIG3m2eSHyC1ogeQEgbvyt06/Alg37M1ohLb2vEcFANMWRXNYyDqs7DsLjj2jKdA2Fo9j68geYeN2XpMsK8dBF7cDKg0Iu9y/U5aV4qO/1hfHOW8cz5nZo0ZU861apxeKmJ/dhRtPolCow+UEwn3VHlDb5aDvX7z3bnLBiBnbFdRXwR/Ds6r2ZdntFo+LaCwY5bNvcnbFmmhdOwG9eeh8AVTsSSS60lvkYn+Fz/PdT72Lh8smo7UsU8/gj2NZ1HHNbxmUERDo7DiHg57D8nsm45zaANbCwW8kGlzL9SRIoxs/WqmfRzvsdJlyaVok5p6UeO179EK3Tr8BP1r2NO24aiReeekezDSbKGyUNu1xWsEYdHLVm3PPF8Sk+gUHP4o6bRmb4mK9s3I8ZTWMytJJP1WOu5ES69CdyUayuQ/me95R03tLWAKvFmPV9Sm2bX13/HmY1j0353sYn92FG0xhs29yN1iXXYHidnc5rVUix9M2yDIbX2bFkxpUZnRl6TgcKToRVWgdNrfV4/ZWDUjDM6bJg8fIpiu3Kyc+oTrIlK6Rr/nCPB/+z66/4xfKvQQCKZv9y+dTBQASTpn5JqtwVte33hcEwuOhnAILIBQV1B5r0oC5V6hJVQPrFQm2OjVFp8727tR6Pb/kQh3s8qm3mYrFEhiP52sb3cUfzWDidZk2ZrvE4jyPdbgT90ZS2YjU2I23mZcDFCFRpfQ5R8xvWduEb88cXrCt5xaWa9mttqdpOPwiyLEMtasucQrSd7feuNifsQh28821hp2aLBR0jtaSjCgYCKL6W030W8IKidgXZfDJnjQm3z7wSz289iGV3TUSol0tpSSq+5+X176F1yTVwWEm3pcpA+xH56pllGThtZjAJQbEd7sQbrsD/f+ckDB9iy7uNKFGeZNOwmk/grDFh2OAaRY1Y+nxPuVa0Vj0KvAAjGPzm3uvgCXCwmHSK85/p0p/IxkB1HRK7eC1snwR/L4dQIIo/bTucUbmejprPazTqM74nri9xHdB5rfoopr7D4agU0AVS78MKSYQVfWJLjQGLl0+BgKTvm96O2ecJg+fzb1dOVC7ZkhWUNL9g5pW4xGnJO5CbLREzl08di/HYseVQiv+8Y8shfH32lfCdO39uo8QzolSgoO5AkxbEpcpdotIp5HJMafPdsmE/7mgeix+u2YNQNKHYColhGUVHcnidDQ6NDoLYZulEjxeb1u2TPnvpisZC/wmIi8jFDlQpIdf8N+aPh88TRjgUK1hX8opLxHlF7bscJslprnNZ8G9t18KeI4ucKC+KrW3VGc8X6OCdbws7vU7ZFrd8+1r8/vs3wGzSo9ZGFQxE7oQBnhfgC3KaKl+UfJaF7ZMUtWs06KSvRTt9z9zxQJzHy+vfy3h9OBSjAEYZMNB+RCEzHAH1drjOGiNeeeZdzGgao6hjHslKc6oIqxwK0TDLMjCb9IoaEX3Y9P1ay/iRdHu6YNlEuvQn8mYguw6FwlE83dcyWeT0SX/W9aTm80aj8ZTXiesLSK6DaDQBnhfIFlcZxdS3mg8xbHCNapBYzU9Wu8ersRkz2jE7XRawbGHtyonKJFuyQrE0n+uuOZdPrdezCPg56a4BOG+rE3GBzm1EyUHWdIDJCOJSUJeocNQuFoJBTvU9apvv8Dobnlh5I/7+cidal1wDp8sCANLmbTCw0vdEnC4LetwBfOL2g+eV1xvPC/D4I3B7QkgwUPxsar1cHhRyGSr//Xv8EVWdaEWuefEibHfnR5jTUl+wrsSKy1qnRVGfTocZD7U34pf3fg13Nl2F57cdyqp5ovwo9KJfDYZhFO0lgwtzkSS27tKyBnhegC8Swy2tqWtm3uIGWGoMGHpJDQY5zHTpRQA4f3kqR7xE4nkBx0/14ruP7MTSB1/Hdx/ZieOnelVto5LPsm1zN+a1NWRqN61DQjY7PaelHrs7P5I+kwIYpYHS/l9sW5sv2fScDSUb29LWgO2vJAO9Sn7ILa31eOjpfTnXBVFeFKrhGlumhua01OO9rp6CzkJK9tTzebAgfROEuMfWuaxw2fPzAftz1itkPSnZ42/MHw9rjVHVNxDvLMgWVyf90bccNR/CbNIrfqaSn/zxZz74AhEEA8r3eAyrfF9mt2s/6xGVjzxw+8TKG/HwiqkYMdQh6bBQzcvtuc8XyXrXnMunVrLVTa31sNYY6dxGlCRUqTvQZARxyWEjKptCDkJq2a1Gow6D+jKkHFZTRssvABnzPm6WzdR9eMVUuOzmlGxEk4HFuV5OyiCbNOZS3N80Em33TAQvAHqDHjU2mqNQLuRbDSgeZNIzCOUOZ77INS9eor6ycT86Ow5hVvNYDBpcA5MpqSsBgNcf0ZyhqNbuzhvk8G+rdqe0t/n4ZK+keaL8yVfbuWBYZMyrndNSD7aI96rpmd+D62waWjXyiJzzAr4ABJ7F1+ddBYOORSiagMFmoFmkVYbA84j5fOBjcbAGPQxOJ5g0kWab7egNnt/fgeQspwfX7lW1jUo+y5FuN2Z8YwyW3teIREJdu3K9mx1GLL2vEbFYAmfdgZQ2zBTAKA3U9v8hNtOAVpoo6XleWwOifZdYan6Ckn/A8wKOdLsBACd6vOjsSLaYq/uCHT1nAtJYEwB4cO1e/Pr+qbDEwlnXG1H6FOovyDUUj/NgwIBlgdlzxxU0U07Jnu7cfhRzF03AH/rmO4v22moxIOrxaNZePh0YiOqmv2e9QtaTuJYWLZ8M37lkku//vnoQADCjaQwuvcwOQQC2v9KNEz1e1TsLgsiG3EfmWR0iBjN0OlbZJ7YpB1Z9Cn7yz558G+3N4/DFwcpjG+IxXrX9vpa2/ET5Ueiemz4KSuB5RD3egv3MdHv+m3uvy3rXnO2MCMj8nr4zG8Mw6PWFsfWlbjq3ESUJBXUHmvQZulSpS1Q4hRyEcm2+gHrLr7qhdixcPhlnzoXQG4phdcdB6cIqFueRiPPw+sLw9nLwBDhYbQb8x3Pvwu0JY+TwWrRdOwgHv/+v4NxnYKobgit/8H3ANhy4QNVrRHHRoh05SgcZ+YV/thkdasg1L16izmoei0GDzIj2HMfpl1/DiNYW8NbL0eMO5H3JoKT9WJxPCeiK/y8xyiqsGPLVdi5YlsHeXcdSZsjs3XUMs+eOy3htIeugkEs0gecROt6Dgz/7hWSDL1vxHfx6x2c43OPFL+/9GnQ6li66qgQlPVz5g+/DOmI4GJZN0aWtL4iaHnTN1zaq+SzHTwcwYpgTLpdV8X1qeh9eZ0eUS0ht6qhqoXRQ2/9/ff/UotrafEkJrMV4CAAC4RhO9Hixres4bp95paodTfcPAv5Iip5P9HixbXM3Fi6fjB+u2ZPyXpfdBNb9Gd7/+S8V1xtRPvTHX8jVUjkflOxpwM/By8Uw/66JCIdjcNqTF8N+TwAn1qyGZ8/bObV3IRIyicrFG1C29f9+31QMcmRvHx4McuB5AS1tDdjYN6dU63piWAZ6PZsxjmHb5m4svqsBJ9Y8jmlfvxnTr6uH3m7Hs386lnJnQRDZ4OMJ+D0BcN4AEl4PPP/7GmpvvQ1Pvn0Oi2fnTkQUUfOTzUY9Pj0bVL3HU9srirmHEKVBsfbcXOc6LaT77p4Al/WuWZyLvnj5FPA8D5ZlYbenrgeGZWDr2wsEXgAXidO5jShZKKg74KQGcWmmLlHp5LpYUAsWFJrlx7AMoGfxy/XvpjiodS4LTAYW7tN+bJIdyr65aAJcdjPcnjAWTrscJx/5FTj3GQAA5z6Dgz/7Bcb96ucwulwX5h+IKCoZ2XYsA4NB3UnMduFfyDxoIFPzAT8HCxvHpw//HIEjRwEAoWMfY/TPf4YH1+7TXEGWDYOelWbqitS5LDBQVmHFUOzs55oaE66fOSrnpW+h60B+6Bo53IXW6VeA5xLo9UXgdJoV3xvz+aSDHpC0wScf+TUWLn8Aj7zKwReIYnCtJeN9RGWipAdxTzY4azXpMl/bWFNjwry2hhQ/QayeeWBhg6rPki1BiKoWShO1/Z9TqECxWox5J7b0B4ZlUFNjwqnPelO0OLdlHJ7fehD3zB2vyU9Q88FZQ+a6WDp9BA7/XHm9kQ9cXqj5C0Ay0H+xdKxmT/+w86+4deo/wCwATz39rvR3zd9cgNg5DwJHjmbVXq6ETKLyySfZMBpLKNr6aCyR9fPlPsZXxtRhYfskKVCrde0o2eCWtgk4seZxePa8Dc+etwEAproh+D/LH8DrXZ/Q+Y3IicALcJ/2Y+OT76TYT+9Lz+HWm+fiR6vfStpDhUTE9LVjUvAH6lwW+EMxvNh5FP+SZsMpwFV9FGvPzXau0+pnpvvuGzqPYlnLOLy28f2U7jYMk9Q6AJxxBzTfY1C1OVHqUFB3gBH49EpdysIjKptsG2OuYEEhWX4CL8AgAL+8awo+PRvEs9sPw+OPYOWSidDxkJxSINma44Wn3sEdzWPxwzV7UGvW4ZM+J0OEc58BH4sX5d+CuHgEA1FNzlu2C3+1edBLVzRm1Wa65hmBx8c/f1AK6AJJXSEez6uCLNsFhrPGhJVLJmZkUDrp0FVRFDP7WeuhpdB1IB66Rg53YdmsK1MOW2rrkY/FpYOeiKG2FsMuG4yfL6vDud4ITFmSNIjKQkkP4p6sVZfZbKOaTbU6TZjWPBZWo07q+OHxJ7Wn5rNkSxCiqoXSJNv+L/+dFZrY0l+CQS7DZ31t4/uY0TQ6ryoum8OIRcsnJ/1jg04a/ZC+Li4fbMF+8oErhnS7MxA6ZlgGdZfacUf7JHh6OXgDHP6w66+Yfd0/QMcLeG3TgRR9v/jCYcybdzsCD/4kq/aoO011k6+WWZZRtPXZKszSfYwj3W6cPunP6fumo+Rr62Mh/HXP27B95QrUzbsdrN0J3u8DnBY6vxEAcictBIOcFNAFZPZzxs2ImXWq9lBt7fx02WT8aPVbkj9wX8tX8Uyf72t1Zo48owBXdVGsPTfbuU4r6b774R4Pdh88hcXL/x97bx4nRXnt/3+qeqnee3qABlTAq1FEZFM2HSQ3LhE1SswIjBs4iMg4EdQQUcAoNyIIxog/cxGDinCJSOT6RQS3SF6RuCCiVxBHJC4MBmFmmJ6e3qq3qt8fPVVUd1dVV/d0Qy/P+/XK6yXDTFWT+TznOc855znnIsRicbS3BbDtlb3w+8JdbceNWccxyLmNUMyQpO7JhrRfJlQgShtjrskCJeQc1d/Uj4TFycBuYdDpDcnOXDi1hxVulxkdbByMu1eSs+EaOxpRgxmsJ3hCqtoJ3ScbXakF/JX0ojYPWkCq+YjHg2hHR9LfM+5egF6v+QaZWgADAIKBMFwmA/7QeDE4OvF+Ml+MkAkth5Zc5qIDxw9ddZecJSZ0hZ9VWo+0QQ/X2NFwXXYlaLsTdDyCCGPHumeTde+wEDtcCdAGfdqezLh7gTboNeuSpikM6OPA43PGJ82BogBFm2q3MHA6TWn7go6D4t4iDTIIN9NdNgZGJArYiF6LD63FUPn2VbWipPHT+9ih16ArJb/BamNk14UxFlJcb4TSJx86zmUUg05Pw+WygDLoYLEZccWFp2Pdtibcdd0QWX3rqnsAUNce6U5T2WSrZcZAY07dCKzY8Jlo6+fUjVAtEszV95Uj1deOeELoe90vYb7kamxc+xm8nubEDd5b++OJu8fDbiHnt0pGS9GCkj51VS60BqKK9lBp7dzaeBGWN9QAFIUj3iCef+1L8VIE0SMhX3uu2rlOK6m++9jBvXHF+f3QcqQT2zZ9kbQuNjy/C1Nnjc2bLScQigHi6Z5supK4VRdPhqHnaUhtx0wgVBL5PDAB8o7qxhc+gY5PBHaF2U5SEjMXKCyfPR6n/UcfDHxgXiLhBqDvdb+E65Y78PyfduKpR7bjuRXvo+WIT2zlQShOstGVNLD53MLL8fic8eJ8EGW9ZLeVGpxODJp/v6grYX4IU+XEwulj4O56h1p1ttIhrNMbwtEfO/Hcivfx1OLtePFPHyAaiKKKJHQJeSLXdSAculw2RnY9RiJxtHiC8PhYcF02VW93oPrmmdj4VitW/XkvOmgHXtmwT0b3LLHDFYCS7TQ4nVnpkqYpuOwmuF0WOK0MvIEwOrwhWZsaCIQV94VYXHlvEfQ+dnBvzLxqEN7f/CXWP/0BXvzTB2l+A8/x8PtYdHiC8PuIlk8Wavu/lHz7qlpR0njbEb+oKy7GKWpJyW8IBBJzwqTrwmU3qa43QunTXR0LiYbnVrwveyZSs2s0TaHaYUKfHlaceVoV7ps6Ek47I6tvvcWcUXuCvdXiPxPKj2y1bLcwqHaY0FA7FEvurEFD7VBUO0ywW5T1kovvy3M8/J0s2o8F4PEE4fUf92+Tnm13oOoX13UldI/b55fX7BZjFoTKJdPeDSjrU2+3Y8unLYlkrNkIj49NOmsprR1vRwhPP/p3rPvvD+EyGjD/1lFJPhHxWyubXPdcjuOTNKizO7rtZ6b67o3XDcNf1+yG0aiX1TbH84q2nOiaUIoUVamt3+9HXV0dnnnmGZx22mn44IMPsGTJEoTDYVx55ZW45557AABNTU1YsGABAoEARo4ciUWLFkGvL6p/imbEGboUBYAiN3UJFY3gkCoNts+WTIc8ubk2tdMuQAQ8elqM0Otp8PYBGLpsCTieR5BjsO6Zj0747QxC98hWV0JgM5VM86C1QtE0LAP6J3QVjYE26GFwOkHRtOwNMrnDfCwqr+1IJI6XU9ozSjXKcTy8gXDG5xMISuS6DoRDV6eXlV2PzS1+PLj6I/FgOKCPA8FgFC+/+Kn4vUoHNG9HCGwoWvD2p4STi5rtzEWXsRiH5qOdWPzCx5h3w/mq/oLcvqC2twh6b7xuGF780weKNvlktfIlyKO0/0vJt68qkGl/ltP4tVOGYfu2r0RdTW0Yi7UrP5LVUraJD7X1Rih9uqtjpUTDtMaLYLczaNMws0663jq9IVw7ZRhee/nzJH3rTUzX3HRl7Sl1YCD+bWWgqGUdDY+PTdMETVM4pacNVrNBs16y9THk9var64bB74iib09b0ruCoSj8vgi5PUaQRcveLTur+dYLoLMyuHPScNjNRhxq8aV1IullY2TXTtAfEd+z8YVPkmJdxG8l5LLnchyPg0c60zTYv1+/rP1MOX9Z8CU6PEF4PSGEglFZbXd6WUysG4bNGz5P0q/FbCS6JpQkRZMJ/fzzz7Fw4UJ8//33AACWZTF//nysW7cOffv2xR133IF//OMf+OlPf4rf/va3eOSRRzB8+HDMnz8fGzduxI033nhy/wG50tV+mQIFUNTxJC+BUIHkK2kmkClgQdEUTA5j0qy8J/93D1x2Ixp+ORQ0AL2BhtVZhUAgDH9bkBy4SpD8JWO1zRzV9iwaRpcr6Ws8xyMYCIOKcbBkejZFyWqbpilFjSo503I3kQgEJbqzDmiagtNpSluPV9cNwzNbvwSQmMnzyPM78cTd4xGPxJP0rHRAC/ojeHX9Z6TApgKQs52Jr2enS47j0eYNYfELH6PFE0KngrbUEhyZ9paEXeVV/YaT1cqXkDv59lUB5WCXdH+W+qyn9bCi7agf27d9hX83J8Y5eD0h+DrDilrKJYmntN4IpU93dax4w8vHIs5xWds1mqawc8e3uGLiYJgtBoSCUezc8S1+MWkojPbMGtRSkEEoT5S07GWjSXNBpTY1W71k62ME/Ol7+9YNnydiDmZD0rtjMQ5Bf6QgxUKE0kfL3p1Jnx4fK/oXQPJZS6lYTMDrCSEaiaOja/QYzyuMHpldA5uD2OBKIVsb6g2EZTX4+JzxcGXhZ2byl4X18v72f8kWim3fmtD2tMYLQQHiWtFyHstl5ASBUGiKJqm7ceNGPPTQQ7jvvvsAAHv27MGAAQPQr18/AMA111yDN998Ez/5yU/AsiyGDx8OAPjVr36Fp556Sjap29nZic7OzqSvHTlypMD/kiwRb+qm/JlQsZSEbgtEPpNmgLaARTjK4cHVH4kz7+761RDoeArr/vvDpJ9hTHpy4FKhmHWb32Rs5pmjuSBX9Tq5fiQcTgYWmXmhHA1cOWWoOJtUcFSVbkHq9LS6M12hgbBi1m0xIXeIyXUdpK5HDsDitZ9gf7NH/B6X3YRgRxh+X7Ke39/+r7TqWulNtUopsCG6lScb++wNhNHeyYr2cMP2A5iZYlMzJTjU9hZhzVCA4g0i4OS18j0ZlItu8+2rAhmCXRJNCz7rQ7eOxvubv1S8XSM+N0N3mu4moyuFctGulO7qWCnRYDEZ4A9kf+vQamXwswnnKOqTBFOzpxx1K4ecluMUcO+T74k21WU3wetl0cHoYTTqctKPVh+D53hEwjHZNWAx6hBNWQd6PY3/29WcloCYUj+yIu1zpehWK1r3bjV9RmNc0vxTIOFnhKNc0toBKLzx6l6xWAzoGvPQ4sdLq3fB6TLj5jvGyHcLi8bz8w8uUYhu1VHSYKo9zEQmf1m6XrZv+wpX1Z4HVw8rOjtCYiGk0H5Z6vdkOo+RG+qEYqVokrqLFy9O+nNLSwt69eol/tntduPo0aNpX+/VqxeOHj0q+8wXX3wRTz/9dGE+cL4Qk7gUKCpR0U+obEpCt3lAqc1cPpNmWgIWBj2NsYN7Y9LFZ+KNl/fgiomD8dbm9JmNtzZeRA5cKhS7bguVjM0XSvOfr6o9Dw6nOc1hpGgKf93xDa6YeC76u23wtgfFqtpUjQoHv1ZvKC/OdDlR7LqV40S30C7EIUa6Hj0+Fh4fm/T3N/98IDau+QQ2O5OkZ78vDKuDwa2/vgheTwhBfyTpgFYpBTalqFuBYmkBH41x8PojcLvMaPGEsL/Zg2e3NeHm2vPQ323THPSV21uka+baumFphQgT64aB6pJqoVr5FiOlrNtU8u1TaA12GfQ03C4zPtj3IyZNuwB/fXG3qKtJ0y7Ae+98nfT9gpaEdWewGjCt8SIAPEmMZUE5aVdKd3RstTKYUj9SHPkhFFm9+/qX+M+rBuVwK1y9SCZXP6RY9pyTQbnqVo5ULbd4gqJNHdjfhZlXDUor2ipUMD7gD+NYW0C+s0wkjl4p60AoaPj7m1/hiomDYbEZYXcwcDrNFWmfK0m3mcjX3i34DlI/w+0yw6Cnk9YOz/H42YRzcPSwL8lnfbfrdqPXE0K7grYrUatSiG7VUdKgXpfdeSeTv5zmS+hohNkYtmzck6TpTWs/hd8XFveCTOcx0lmJUKwUTVI3FY7jupKcCXieB0VRil+XY9q0abjuuuuSvnbkyBHcdNNNhfnQOcB3tV8GlWi/TG7qEkpBt93lRLaBzRSwcFoZ3HHtEKzvmpVrthhkq7RoGuTApUIl6LaQKFUHGo36tPmLgUAYVJTDrIlD8MzmvfD4Iph19bnw+xJtF3fu+Ba3zBqbaEFjOH7wUzvQVSqlptuT0UK70IcYp5XBwuljkv5N/XrZEm0cPYmqWqEdo9XBwGDWw2FhwAajeHX9ZxV546zUdCtQTC3gDXoa7+46iNlTRuCplz9DiycEj4+Fw8GgymXJ+fPwHI9OLyuuGZqi8LfXm5Jair679StcP/V8AJV1e7JUdXsi0Lo/C/YyHIzivXe+FnVlczD457v/wpiLz0gKxk6uHwmz2ai47oj/qg2i3XQomoLFZkyybUKRVc0VAzG5fiQ2ShK+Wuya0plN0Q/J0O6zmPack0El61ZqU+suOUtM6ALd82Mz3RjnOB5sOIb33j6QVmQ7adoF4BkdnDI3LN197PjFpKF56/5QylSybqWo2a9stSF31lo4fYyiFm9tvAjejhCsNiP+31/+L+nm7ntvH8DkW0di45rj9v3qumGgDZUbTwCIbjMhp8E5dSMQZKOosmkvttLiL6f6ElYbj9vm1CAaiaOtxY93tx4fXSLsBUrnMYvZCL+PRSQcl43VlWNnJUJpUZCk7r59+zB48OBuPaNPnz5obW0V/9za2gq325329ba2NrjdbtlnOBwOOByObn2OgiO2X6a7krrEKFQ6xa5brRXPat9XTG1gaZqCXjKHVGlmIzlwqVPsuu0uha70V6oODAWjosMod1Nhev1IGKwGtHiCuGzyEBh0NDqDUax8bS9mXjcUDolGtR7oKolS020m21kInebaHlbrZ6FpCgP6OPD4nPGIxjgwBhpcOC6uh383d2Djmk8SLb8axsLe1Y483+1PS4lS061Aofd+QXMcx4PjePA8YDDIa89pZXDThEFY/2YTZkwcAqfNiGqHCT2d5m5e/QMeAAAgAElEQVQldFuO+BCWtF0MBaPw+8LYuOaT4++WVH5XkpZLVbdy5MPWSp/BGGhN+zNNU+jvtqPDE8TX+1rw9b4WAMDkW0fi+38dQ9tRv5hki0RicDgZdIYiReNzlyrlpF2BfGiYpqmk7kaA0IJZjyqnOc2u8QA6fGzW71TyQyLhOHiOV7SXxXTePBmUi25z0ar0zONQKNjONhivNCqHsRlB0RScVgbeQBg/tAXg94WTihIjkRhsDhNsdvnPXuwdpU4k5aLb7pJP+5V61qK6vuYNhEU/Q7rGKJ7Hmqc/wORbR8LvCyc9y+8LIxqN4aaZY+ALReENRmB2MLBbKjeeABDdAuq2mqYpVDsYNNQOhcmohy8YxdqtTfD42Kw0rRTPspuN8Cj4F4J97fAE8dLqXUnPE/YCufOYxWxEa4sfG57fhSsmDq6YzkqE0qIgSd25c+fijTfe6NYzhg0bhu+++w4HDx7Eaaedhtdffx21tbU49dRTwTAMdu/ejQsuuACbN2/G+PHj8/TJTwJdSVwKFAAKPLmpSyhitFY8Z/q+bGcqFDyhZjieUHt/+78U29eSA1f5oqaxE1HpL1cdKMwKFRxGpRbNUxsvxLyn30975nU/C8EfioqfM/VAV2lt6MqBaFTZdhZKp7m0h832s9A0JR7m/D4Wb2zel2aHJ9ePRJUk4UbscemRr3lKcgiaW/9mE665+Ezx9q2S9gR72DhpuCZ7qMUPEWy09OCv5lMIEC2XFkr2rdrBIBzVtrfKPWPRzAuxfPZ4xOLqzwiFImntD6XzxoUimLrpo2CxMAiQ0QuEFPLlL8j5rsJerdPTSXatO+9U8kOOtflhNOmyniNJtF865Kob6ZkHMS4vwXilc1jNxHOxcvNeLJw+BlaTAf/z9n7MnDIUb7y8R7THk+tHwm5Pv9Vbqa3BCZnJZL+y1Q/dVXggt54MehoPPfuh+LVlDTVwusyyPuy1U4bhndea4PeFMbXxQlRVm4l2K4BMetNiq8NRDotW70x7djZ7slw8y2424lCLL+M+kSmmkXoe8/uOd17Scp4jEE4GBSkrGDhwILZs2YLDhw+jo6ND/F82MAyDpUuX4q677sJVV12FM844AxMmTAAAPP7441iyZAkmTJiAYDCIqVOnFuKfcUIQk7g0ab9MKH6UKga9gXBW3ye0zZCi1AZWcBDmrngPtz3yDuaueA8Hj3SC47SvFY7j4fGxaPEE4fGxaT9rtTKYXD8STpcZ/27uwM4d3+LmmWMwfXYNpjVeWLCZO4QTj5wWMmlMq+67g1gdOLsGv77/Z7iq9jxs3/aVOOvDamUUbyrwHC+7nrz+SNrnFJJnbpcFLruJHMBKCI7jwfHyv2uDni6YToWgrbPrvVoOMUqfpc0bkrXBUmIxDl/vaxFvOEy780JcMXEwbDYjqYYtcbLZ+7NF0NylowaICV1AfR2k2kMAsr6CVj9EsNHCwV/qU0xtGIvZCy/BbXNqiE9R4ijZtwOHOhT1kep7dPjTn/HQsx+CopBxf47FOLG1p2CXhXnjt82uwZwUnRVy3RFKk3z5C9KbLYLu+vR1yO7V3Xmn9JwGQEwsvPf2AUQiccXzHdF+6aHFVmrVjbDHVznNWfuxciidwxwWg/i5KCrhRzy7rQk1E89F3Z1j8dPa82Bxpid0uxvfIJQ3avZLi37kYh5KdvjIsUDS157ZvBeT60eKN86vqj0Pd877T1wzeajYZt/rCYEGSDyhAtCiNy17fL72ZMG293QmntXuYzXtE9nGNKQ2/9/NHWJs4q75PyPnOULRUJCbuu+++y7efPPNpK9RFIWmpqaMP7t9+3bxvy+88EK89tprad9zzjnn4JVXXun+By0GxHbLFChQx2fsEghFiNaK50zfp9YGNrUKjOfRrdYzWqrGKJqCw8ngqtrzYDTqEQpG8f9e+j/4fWHcNqeGbNZlgpIWnDZGVWMnqtKfoinYHIm5uUaTDtdPPT+pFadSdaHRoEtbT7OnjMC6bU2aPyepFi9+vIEwVm/emzQD1O0yY0H9aDitDNrydBtLTgvZtodVWjMt7UH88aVPVW9ZCDoX2i4DCZ3fNqcmq38HofgoZAt4QXP2ruCqFC2dQDiOh9cfxuIXPk7zFbS2wJNqVzj4W2xGOKvMcDhNxJcoE5Tsm8moF/87tS1+qu/x+zsuytle6/W0bGtPi8UAqy3dL85m3RFfoDLIp1+rtdNAd94pd04TCh+bW/x4cPVHcLvMmF8/Gj2dJtgtjHgrjYwdKR3ybSsFlMYcZNsOXOkc1hmMip+LpilRc4vWfHy8NWhKa9pKbw1OyIya/VLSz9LGcejRleiSi3lYTfI+suC/CHy07ygaaoeJawag8Mare8WRDwBpPVtJaLFXWvZ4OU0vqB8Nu9mY9WeS7hf33HC+pn0i25E3qTb/380deGvzvpzmsRMIhaIgSd29e/cW4rHliThTt+umLkh1HqF40TKYnuN4UF1fV/o+pTawQLoD2t3DnNZDk8XCwOE0J7UQIy01ygslLSxuqFHVmBbd5xOlAJlcm7u66aNgtTGw2BgsbRyH1o4QvP4I1m1rwv5mT1JF78lsL03oPtEYh537jqLDF8GMiUNgtxjgC0bhtDFiJWp3daqmhWwOL0prxheMZgxcKeqc2OKSp5At4AXN+YJRzetAqvcZE4dg9ea9afvD8tnjEYnGNfkhUu0KB/+66aNIQrfMULNvAlJ9yPkeh9v8Odtrqc6krZZNJvl5YlrXHfEFKge97sT6tUD3fWm5c9rVdcPwzNYvASTW1aMvfIyG2qHo4TSLuiVjR0qHfNtKKalnq1zsnZx/euWUoXh2W5P4ubRqTi0BQoprCIB6vCwckfdLWzsSo5eUCtaXNo6TXU9sJJb0LLfLnLRmeI7Hzyacg6OHfeRsVoFoSdhq2eNpmkI/tx2LG2rQ3snC64/gL299hZsmDJId56dmB6X7RTZnv2xG3pCYBKEUKEhSl+M4vPDCCzhw4AAWLlyI9evXY8aMGdDpdIV4XWmTmtQl7ZcJRUymimfpTLvU22SpldHSGYoCHpnWGbke5niORyAQBh+Oo2HiEGzYfgD7mz3ic7tbuUUoPZQcUpqmVDVWLJX+Uo3GYlyivwOdmPFktTLo4TTDH4riD+t3J31Ou9moGrgg1eKlgXBY2t/swaNrPgaQ0OnihhosWPk+XHYT5tSNwIoNynY3E93RgmBzYzEOBh2N/5p5IX4nmc8k3B4XnqtUmENscXkjt/fnA8FOa/E/BKR6V7rhy4Zjmv0QNe1K14eeaLqkkfMJ5tSNwNqtxztSSfUh53tsePtrzK8fjUdTboZLdaqkGTmdmc1GNKvME9Oy7ogvUBlwHI8gG+22v5AtDrMRyxpq0NEZhscfxlu7DuLGCYM0vzNV9xyAxWs/Ec92wPEbZ1LdFmrPIeSfXG1lLuRi71LPYXGOxzOb94pFtMLn0qI5pQSIXkcnndnGDu6NWROHQEdR0BuI71BppGpJiLUd84Zk9eP1R/CH9bsVC9alN8lddhNu/vlAnNbTClpHYezg3vho31HZNUbOZpWNloSt1niZLxTBgpXvJz3ru8Odou3lOR4BfxhsOIYf2gL4n7f3w+Nj04pupPvFpu0HNJ/9soHonlAKFCSpu2zZMrS3t2Pv3r3geR47duxAa2srFi5cWIjXlTRCu2WKopL+TCAUK9UOBksax4HjeBgNOlTZjldNSQ9Iwm0yp82IXlVm9HCaVatMeY4HYhzm3XA+OoNRMQmby2GO53i0HPElVVXN7Kqkld5eTCWbyi1C6aHkkDIGWtUJLaZKf4qmYLUyafqeXD8SDieD/m572udUClwsnz0e1Y4T116a0D2UWhYJtwtbPCGs3dqEhtqhOM1tB2PUZa3TXLUgZ3Prpo/CE3ePRygcxw8tPvxj9yHUXXIWHBYDgpE4GINyYQ6xxeXBibxtItjpxknDwXE8ljaOAw+ovleq99Qq74H9Xbj55wOh53iYdTTmTR2Jx9Z+ktEPkdOu0vogs5hKk1SfQK+jEWSj8PhYAEjTh5zv4fGx6Ok0KfoVSpoxOYwIR9O/X64oMtuErJr9J0UJ5YM3EMZDz34Il90kdv1gIzFUO+TtZD5+9zzHo63Fn6Tn6fUj4Xbbs9oTpPbV42PFNScg7QhCfNjSIxdbKZCtv5GrvyvVIMfxuHPScNx+XXY+Ds/xMPDAY3dclJa00NHHx04N7O/CpIvPxP+s/Ij4DhWOVN9CQlZIYgnJ2VN6WNHaERSLWeRiHoL/8sTd4xH0hrHxhU+SbHJD7TBQXa3rU7VMzmaVi5aEbT66FMj5vg03DMfK1/el+bTS/WJ/swfrtnUvBqIE0T2h2ClIUvfDDz/Eq6++il/96lew2+14/vnnMXHixEK8qvQRb+YKN3VP6qchEBRRalNUZTu+mUs3aeltsucWXq56+GIMNNjOiGwSVuthTkogEBafBQBeTwhvvLwHdRPPxcrNe8k8pQpFySG1WxjYLYyqxrKp9C90IkNO3xtf+ARX1Z4Hh9OcdthXcp7ZcAwcx5/w9tKE7JDqqdrBYPns8YjFObGt9s59R8Xv3d/swaLVO/HcwstzupmipAWO48FxvKKO5TS54flduG1ODdwuC+JxDleN7I+tGz4XbXzf6aPgsJDEQLmS71auWuxqtjeypHqXVnm77CbMuvrcJL3+4obhmFM3AjRFwV1tQc8MhWpS1NYHCRSUJqlaq7IxSUleHQ20eUMw6GnYzUZF3yNbm/rT2vPE+aHS9ZSP4iy1wjdSlFA+CFpp8YTEcxqQOKulkq+CFCW/tTs2UM6nFzqCuF2JmZIeH0ta15YQauc0td+hnL+xoH40+vd2QK9wlsnH2SeXW+Bya+o39SNhcSbOom3ekPiZ6i45C2+8vIf4DhWO3OzQFk8I67Y14ZFZNeBCUbzy4m5RT7PqhsFsVC5Yp2kKOh5iQhfIbJNJS/DKRmvCtjtdCgx6GgF/uq/w+kv/h/rJQ3D/qg8RjXHimJHUSxkeHwujQYdYnIPbaiH6JFQMBUnq6vV60PRxh8hoNEKvL8irSp+um7m82H6ZVJUSihMtbYq0HpBSD1+/nzEW/9j0RVoS9uba8+B0mjIe5lKJxTjxWeLn94RwxikJZ0TJESU3EcqbTA5pPtqzCdr+y5tNuGLUALhsDLhIHFVOM3R5SpIq6dto1Mse9pXW5eE2P8wmfdG0lyakkykx5vGxeUnIC7aPinJ4bFYNVr22V2zBNXvKCKzevBeNk4YrrhElTcZjHGiagtNkwCvPfkwCUxVEPlu5FmrWp9T27W/2YMuOb7C4oQYMTWHtnz5MCypcNnkIonEOeo5HsKvtvRYfQW19EMoDIZClpNV+Ml001LSrpBmLMTHKKHU95SNBoeQL6DiQooQyIhut5KsgpTs2UOlsJvj0y2ePF9vkr+sqBp5TNwLL1n4i27KRULzk2hlJzt9Y/MLHWNyQKCxM/Xm1m7KFPvuoFTjQNJW0Ph0WA/EdCIqzQ/c3e9DeHsDfNu5N0tPWDZ/jttk1qmtJySZHI3F0eIJJtrZQPjihtMjXKAO1uJPXE5TVZS+nWSwyn7viPfHnlv56HBpqh8Jk1MMXjGLt1oQPUIixISROTChWCpJpPfvss7F+/XrE43F8++23WLNmDc4555xCvKr06bqpS1EUKFAgV3UJxYqWWwBak0Ophy+LUSe7gfd326BjdOJtB61VgXo9DafLnPRMp8sMo1GnGIQg7RErg0LP1vIGwvjLm02YdPGZYnW10B65T19HXrSkpO9QMCp72HdambQW5sJthrk3XwBYUTTtpQnJZEqM5SMhL2f7pk29AFMuH4jWDhbrutrWz7xOOYik18lrUihkiMVJUqvSyGdb9+4kiNVuFygFkDu9IVm99q6yYP2zO7P2EZRsdr4KfQjFQ76KGZRsajR+fP1I15PcXjC/fjRoCqpdFqRkux6I/S5NsvEb8lWQkqsNVDub8Uist1icg9WsxxmnVmHuzRfghxYf1m5tEmftkrnQpUUu5zQlf6O9kwVj1CU9Lx7j0HLUl9R2VnpTttBnn0xrSro+O4NR4jsQVGeHmgx6WT3F4pzqWlKyyW0tfry0eleSrc1nkSahMsjl7EXTVKL1t4wuaZpKGjkFJHTY6glh0eqdae/P9/gFEicmFDMF8QgWLFiAffv24dixY7jhhhsQCAQwf/78Qryq5BFn6Io3dUlSl1CcCJWjUlIru6Wb9HMLL8fjc8bLVvGlHr6EQ4sUp8sMHsC9T76H2x55B3NXvIeDRzrBcZnXiNXKoG76KPGZwsZrVUl0KFWjBwLhjO8jEASiMQ5XjBqQ1i5r4wufZK0ljuPh8bFo8QTh8bGi9uX0fe2UYXh/+79kD/s0TaGn04SG2qFYcmcNZkwcIt5m+KHFh4NHOgEkbiq7XRZxFg/h5KOWGBMOTA6rEUsbx6naXDXkbN+mtbvR0cHi0TUfq84hB7oObmwUV9cNU7S5QvBACglMlTdKPoNel/3vPNcEsXC7YO4KZT9CCHpJbZ+SXj3HAjn5CLn4JITSJF/FDBQNTEyxqRPrhiUFj6R2WXprcdX9l6KhdihWvrIH9z6Z0LzXn+5LyJHNeiD2uzTRelYD8rd352oDlc5mHd4Qvv/RK9r2e598D15/GDRFYdHqnWJCF8i9mIhQOij5G15/JOl3z3E8Orwh2bazOh4n5OyTaU1J1+cZ/aswuX4k8R0qHKm+pbND/zz/MvSoMsvqKRbnccwbUtzz5WzyxLpheO/tAwCSfdx8FmkSyp9cz14AYDDQsr6v0aiH08YkjZwCAK8/kjE+nQ9InJhQzBTkpq7NZsOjjz5aiEeXHykzdXmS1CUUKVoru3OZpbBh+wHMqhuWNL9ucv1IPJNSjSVXFahUCebuY8dtc2oQj3HQaWiRQdojEvKBQU/DZWO6rSWl+VBOW0LfPd023Da7BpFwHMfa/Ni+7Sv4fWHFw77dwqCH0yw7e6xQbWoI3UepTaJeR+etFZaS7RPmpWe6/esNhPG7Zz+Ey25C3cRz4bAYEIzEYbAa0BEIw2llxOBBaoUrCUyVL3I+w5y6EQiyUVTZsrsNk2tr2VxvF8jpdfKtI7Ft097k52u061QOPgmhNMnXjPpolMO7W7/CFRMHw2wxIBSM4t2tX+Gn154rPjPVLtM0BYoCHlz1QdL7H3l+Jxpqh2LR6p057RWy66F+JMxmY1b/JkLxoPU2ZL727lxtoJJ/EonEsbir+wxw3LYvbRyXl/VHKC2cVgYL6keLmhDOOFt2fIP/OGWI2K3AGwijozN8Us/7WtaUtJ2/T0dhauOF4DkeRoMOVhvxHcoVpZhWqj/t8bHo4TTD7bKAAjC5fmTSzfMrpwzFqtf24pJRA7B6817ZPT/VJvMANq39FP9u7hC/R1gX+fJrCMVPPmYnd+dmt8XCwO6I4ara82A06hGJxGB3mGC3M+gIhNN0+O6ug5g3dRQeW7uroCPESJyYUMzkNan7wAMPqP79kiVL8vm68kB6Uxfkpi6heJFrlWE3G5M2frvZCF8oktERSD18eXwsOCONK+qGwd3VJjnC8fgopRortSow04yPbOY9kfaIBKD7zqzTmpih210tKc2HmjFxSNIBzWoDjCYdrp96vmqQTFi/SxrHoaU9CF8wKrbVBRK3izw+lrRfLjIUZxzSkD0wLWkcl/b7y6RpJdvXs8qM5xZenlEPQgV3iyeERWs+Fr++5M4a/PGlT0WtkqRWZUHTFKodTNazjuT0mmub8VxuFwjvZ+xG3DRrLDp8YXT4w+iMxuD3JVdkZ2PXqSx9EkJpYjcb05ILuQSY9Hoafl8YG9d8In5Ni11W0rzJqBf/O5sCSSCh3Z5uG25uGAtPZ2I9PP9WE26cMIjM1CtDUrXQ023Ly96diw1U8k8ompLVudCisbvrj1AaSLXas8qER2ZdBI8vDK8/gi07vsE1F5+J1Zv3onHScLjspsRZxx/O+3k/m7Oj1gIHpRiHxcaAWNzyQdAOx/Hw+sNptmtAHwcAoNrBYEnjOHBdyX1pcSRjM6Kmq6i2MxjFs13n+4k//YlqQk1qk/0+VtHHtedh1A+h+MnX7GQlPzQciaPFE1S0kcJaoBgdevVxAOCTZtfKnQWvufhMvPHBd5gxcQicNiN6VZnRw2nOu19K4sSEYiavSd2zzjoLAPDpp5/i8OHDuPbaa6HT6bBt2zb069cvn68qG8SbuWL7ZVLtQShepJXdqRv/mMG9Uffzc7BkTbozmrqx0jQFp43BjIlDYLcY4AtG8eyrX2B/swd/nn8ZYjEOFJCxKjCfMz7ITTJCPpxZmqZQ5TSnVc1mqyUlh9huMaTpXGuQjKYpGPQ0/vjSp2nriuN4zF3xXtIsvp5O0wmZL0VQRmnuTJs3JKuPlvZgUiIVQEZNK9k+p9OkKXCrVMHtC0Y1azUflcGE4iMc5bKadaRmgzPN/ZbTULa3C6TvFwpohJ8d2N+V1lGE+AgEKRzH41CLD3956ysxwFTtMKFnDgGmXO2ymj0W0FogWe1gEI4m1hPPA/etfD/pud8e7iRdPsoMNRsMJM5drd7QCdun5dbBlVOG4og3JKvzaIzLy/ojFD9yWl1yZw28/gjsFgMuHTVALF6deV3C3hn0NN7adRCTpgwVx+QInQdy2cs5jocvGEabl8WjMsk4tcRuprMbmWNa/qj5nMLve/ns8fD6w2k2WeimBCT0tFLys0Dyvq+lVbJaHIxSmYFKKB/yZXOU/NAfWnxJHWP6ue3iZSDGQKO9M13nA/o4RJ9XGhNhI3F8f7hTtPF/23UIAPDcwssLoksSJyYUM3lN6k6fPh0A8M4772D9+vUwmxP9zSdPnoypU6fm81XlQ1dSl6IoUKT9MqGESN34Lx01QEzoApkdAZqmkpxXIHnDHzO4Nx64dXRakthpZcTgLRuO523GB2mPSMiXM6vT0+jT19EtLWUKzEp1nk1CTK7KcUH96LSD5KMvfIyG2qHo4TSTmzgnGbk2iVoTqYD8jV6ppnOxfVLNMQY6TVNCa2/hnZluRuarlTShuMg2qZrJBqvd7pXTUD+3XfPtAo5LzB8TvlcooBHY3+zBM1u/xILGC0EDxEcgpCHVrzD3y+0y5xSEz9UnVWp7vnZrk/g9WgskpS2bf3/HRWSmXgWgpAWlxEKh92npOohE4mhu8ePZLt9i9pQReOrlz44XI96a8GV37juatP6WNo4DD5BERJkhp9Xmoz7Z2IJg75xWBjdOGIS/vNmEKyaeiyobA5eDQZXTnPVeLvgdx7whrNy0J+/JVzLHtPyRajjV5wQSv+9INJ7xHCe370vPYcLYHjUy+RxaW/YTSpd82Ry5jjVSP1TQ8OKGGizoKhZ8aMYYTXZU0KHHx6ra+nxD4sSEYqYgM3WPHTsGo/H4nB2KouDxeArxqtJH2n6ZIu2XCaVD6sav5IwqOQKZAk/CgTz1MA4gqaoxnzM+smkNxvEcOlk/olwUBtoAh8kGmiItOEqZfB6gpVrieA5e1peVVrQc0Ax6OuuEmNzNT47jxfUm/XebjHpSFV6kZNKHVLdaNJ2N7YvF42gLeOHxheD1RfG3D4/g1qsHY/ns8YhE4/ihxZfU2juTTSa3EcqXbNsmZ2uDhX04HIugPRiEy84kbqxLNKTldoFgR0PhmPh+XzCa5l94fCygp+EkuiTIIKdfl51BjAqhNRDI2lfMpV1t6h6v19EIstGEdiE/i1dLy+bDbX4yU68CUNKCkFhw2Rncfv3ZsFv1aA96UR1i4LQW1h4K64DjeHjDMXh8LFo8IWzZ8Q0WzbwI/lAE/mAEVXZG1pdt7Qhh3tP/JAVjZYacVje8/TUemDYaS16Ub78t2Mc7Jw3v1o1DjufQHuwEywdwSh+T6HsI5CP5SuaYlj9SDcv5nG5XosuAkl8sjUVVufR44p7xCEc4cByP1Zv3Yn+zR4yvBdloUstmOciYkMomHzZHrmNND6cJy9ftFuMCQELD7Z2s+C6TUZ/03oH9q3D9FQMQhh8doUia75zrWJ7uQNYHoVgpSFL3wgsvxIwZM/CLX/wCPM9j8+bNuOSSSwrxqtJHTOLSACgAJKlLKA1SN34lZ1Svo2VndaYGngBg2dpPkjb8nfuOYuZ1gNtlEb/m8bHiBr5p+4G0Su0TMeOD4zkc8h7Gsh0r0RpsRy9LNe67uAH9nKeQxG4JU4gDdK5aSV0fqQe0+fWjQVNAhz/7hFhqta3Hx6re+iRV4cWHVB/hiHwiFYCmNvbZwPEcDnX+iMf/eVzPd1x+G9Zs3YfG64fD7bIg1BV0Fd6VySaT2wjli1L7cKWgUjY2WM623lF7G9ZuAvY3d4gaorvmMAk3y72BcNpnEAoLpIViJ8u/IJQuqfod2L8Kt07qh4f//rim/T9fbehT9/gqG6O6BrW0bN7w9teYXz86rcUoWQ+lgVZtKWkhoSkGU2v7YdVnfxb1PLd6FuyWU0/I2UfYT5bPHg82HMPhNj+efOlTeHwsFk4fA72Okv3sXn8EACkYKwekOpbzbz0+FsFwFA21Q3Ga2w7GqEvTendvHMr5Hg2TbsOavyZ8DyA/ydeTkbQgZEd392ypvZXzOefXjwZjkLfJjJGWjy9UnQJfIIIJF56OX/70J/AFo1i7tQkeH0tsH0GVfNgcuY41D80YI8YFBKR7M5AcRx7Yv+q4r/G5vO+c7fmSQChnCpLUffDBB7F+/Xq88847AIArr7wSdXV1hXhVyZM+U5ckdQmlQerG/+6ug7LtkgNsBA8/+5HsLcLUYKvchp96KJImAPY3e7BuWxNmTByC009xwCRzeCsEnaxfdKIBoDXYjmU7VmLxZfNQZXYU9N2EwlGIA3R3tJI6w/rO64dj+jWJQNbKV/bA42MVWyKy4TjaeTZjVa7Sv1u49UmqwosXQR8cx6clUufUjcCytZ+gym5UbJh1qAMAACAASURBVGMvkE1QopP1iwldIKHnVZ89h1suvF1MoKXeEtPRQJvKDD5yG6G8ySaAmo0NlrOtqz57DrdccTsW/7lDtZtB6sxwwa+QBtX2N3uwZcc3WNxQI84jFz6HXKEagZCq3xuu/g+s3L1K0/6vtetGLkHkVF8i9ee1tGz2+Fj0dJpIAK0Eyaaji1zbxIXTx4Ax0Ljh6v/Aqs+S9fz4+8+c0LMPTVOodiT8HrNJj/umjkyyzWodTABSMFbKpOpYbkzT7CkJu7W/2YPnFl6edQIr1T7azUZx5qOgs85wuu+xcvdzmH71HXh45Wd5S76SpEVxk4/RMdK9V/A5k7oP2OTt2sLpY8DRYcX4QiSqx6LVO9Pelw/bl6/iM0LxoWZztP7elToopBYFLqgfjb+89ZX4PZu2H8CcuhFYseEzXH/FALF4DEj3nVM/S0+nmWiQUNEUJKmr1+sxbdo0TJs2rRCPLy+E9ssQkrrkoEEoDeQ2frvZmBTMj3Mc7n/6n4q3CKUOsctuEjdztWBuagJgf7MHqzfvxdLGcSfMsYxyUdHREGgNtiPKxQr+bkLhKMQBOl9aoWkKFAU8uOqDJGdZqSXi9z92YvXmvaoHTKlTXO1gkm4/rNvWJN5+IFXhxY3crV0hqCWgNFMu26CEkp6ddoOYhJUmm7U8WymITHRXeWRjg5W0aLfqkzQk1947dWa44FdIC8WcNiN6VZnRQxIsIPOfCWqk6pfXB9G6W9v+r6UNfXf1p/bz0j2k1ROC0UgnFQotqB8tFkEQSgutIw7k2iZWO0xiwPQUt1mznqXPLEQCQKlYqJ/bjsUNNWjvZGEzG7F2274kX4gUjJUuqToWboEtaRyHto4QvP6I2LEml9+zXNK47ufnpBVF2pwxWd+jT08TVt1/KUyMXlNBrRbIHNPiJR+jY9S6D8ypG4Ela3bB42OxaOaFWD57PGLxxA11mqYQiQUU4wsGvbEgxbLEBy5/5GxOpt+7lg4KqUWBdrMRN00YhO8Od6LFE4LHx6LaYUqMcqL8aP1cXttEgwRCOnlN6p5zzjmgKOXF1NTUpPh3FUtXEpeiKFCgjt/cJRBKALmNX/izx8eitWu2nRRplbTUIW7xhLB2a5NqyyRA+Vbhqlf34KYJgzJu6vkIMBhoA3pZqpOc6V6WahjogtTJEE4g+T5Aa9WKFl1qrX4UbiaoHTCVnOJ+bnva7QfiJBc/gm5bPMG06my5NvYC2QYllPTsspvTkrBakxRqQWQBUhleOWi1wWpaXNxQI2ooGlWeFyroMfW2hFAQ0yNFh2T+MyETUv12hGKafUW1NvRS+9cd/WXSr7Tzw/o3jxc3OK0MdHpib0sVLSMOOI7HMW8orW2i22UW9WEyGLM6+5yM4KsvFMGCle93tXB04ZarjgeNScFYaSOn4537jqKhloKZ0eMP63d36/ecah8vHTVATOgCx+3l0rtHya4DRm9EtcNKfNMKIV+jY1K7D8y9+YK04tyHnv0Qy2ePRyAUFTX6cMMIRXvsMBemdTfxgSsTtd+708pk7KCwcPoY2aJApSLejlBEUdtKn2Vp47i0MxuBUCnkNQPx4Ycfgud5rFixAqeeeiqmTJkCnU6H//3f/8Xhw4fz+aqygbRfJpQr0RgHrz+iWCnIcTzCkXjS3+1v9mDR6p2qLZOEqsaljePQmlKZ+93hTlXHMl8BBofJhvsubkibY+Iw2TQ/g1AZaNGKVl3KtakVqh+XNI5DNBpH81F/0mxVuaCwQU+D50EOZmVItq2MMwUl0lrRWaxpep47rgE9rU5NRQipAQ+52TvSILLwGUhVLiEVOdt6x4jb8MSLX8DjC2NJ4zgwBhocz2ecGa71hjCZ/0zIhmx8RSXbrdfRov2754bzu6U/Jf0mfPGgqPtqB4MJF54Ok1EPrz+C51/bR+bxlTCZ/AJhjw2FY6r6cprsWZ19TkYCQHFET18HdDoKjIHc0i1V1OY956PLUqp9tFsMsuvB6+HRcMFtWLn7uaR1UG11gFa53EIoL/I9OkatOLfFE0IkGk+ypy9t/Q4Nk9J16DDZQFO5rwm1IlriA1cmar93pQ4KSh3CpCgV8cr5znPHNSAe0SMai8t+ltaOEPyhKIkNECqSvCZ1XS4XAOCLL77AokWLxK9PnToVv/rVr/L5qvJBaLdMgSR1CWWFQU/j3V0Hxfl00hkKdrMRB4904pg3lJNDTNMUeADznv5n0tfVkhFKbRhzCTDQFI1+zlOw+LJ5iTY3tL7LiSbBAkIyWrSiVZdK8ybtFgZcIIzmI4mWy2pBYeHnlGbxhiNxcBxPHOISJdu50GpBCcXb3L37Kuo5UwumVPuebeJX+HtSgEAQbOvD/zkXLR0B+AIxrN10EPubOwAALe1BsJEY3vzw+zQ/RG5muJYbwmT+MyEbsvEVlWy3jj5egOULRrulPyX9/tDiw6LVO8V3Wk2Ggs3jI5x4MvkFwh47Y+IQVX1le/bJdwJAS8cOpRE9DbVDkzROAr+lh5qO89FlKVU7Sva2tSOMTdsPYfrVd+C03lYwegOJAVQg2Z63tKJWvJB8EaIDa/4KLJh2L3Q6HjSlg5EyAzwFULl1HstUREt84MpE7feu1EFhxkQebpclp3022deIIh6nsHrT19j5xW48NGOM7Gfx+iP4w/rdJDZAqEgK0is0FArh22+/xRlnnAEA2L9/P6LRaCFeVfqISVxyU5dQXjitDG6aMCiphZvQVtMXiohzdFODrVod4lySEVaTfNVtLoksmqJRZXZo/z+EUDZk2wo2k1a0Br7UqtGdVgZ9elhl51JLg8LCs5Vm8f7Q4kMoHCMBrxIl2xsLakEJ9WRqup7l5pHJtWCS2ne9LnOAgFSGExThKcQjRjzx4i7Zm7h2iwE79x1Fhy+CuyYPR88qM44cC+Q8M7xQQTxC8ZNrC3itvqKS7W7zHh9jsmn7gZx9ZkBev3PqRmDt1sR4JGkbOxK4LR8y+QXCHqumr2T9G9HDas+o/3wmALR27NCqcRL4LT3ydSNXiVTtvLvrIO6fNgpLu/wLaUHY/uYOPLzyM/x5/mWoslsVn0lGh5QvhdKjkp/JGOS6dYVx8FAETpsR855+L6uilVwuPxAfuDLJFCsoRDxJ8J09Phb3P/We+PwNb3+dFuuSjh0jlxMIlUhBkrp33303pkyZgoEDB4LjOHzzzTd4/PHHC/Gq0kfafhkUeJAgJaE8EJzdxknD05xdIYDQ4gmJrbHsFgN6uSwwGdNvfMk5yrkkI5QCVSSRRdBKIVrBqrVd9PjYtDUgF4iiaQqn9LTBbjFgSeM4cBwPo0EHh8WYFBQWUJvFS9osFidag0PZVGerBSWyTaZqbcEEJNqGcxyPYDgqW4ggDRCQyvDKJZPmvYEwVm/eq3gTt/aSs+B2mbG/2YMHV32Igf1dqPv52fjNTReAMepQZcsuAKc1iEcCueXFiWoBL2e7pfZPaCfbUDsUp7ntYIw6RW2ltc43G+ELReCwGrGkcRzaOkJw2hj88S+fiuMagISNp2mKBG7LDDW/QNCYtF2x02ZEryozejjNAJCm/wX1o+G0HS8qlNNgPhMAaue61BaPUhsNAMvWfpKmcVIUVprk40YuoLxHD+jjwPLZ48GGYzjc5se2979DQ+1QnNLThmNeFi9u/VLUknB7UulZZHRI+ZMvPQLJmqx2MFg+ezxicS7p7LSgfjQWp5zbt+z4BpeOGgBAe9FKtpcfBHtZ6MIKQnGS6VJB6j6fz3hSaixif7MHa7c2Ycmd49DmTR7DpxTTJWcyQrlTkKTuz3/+c1xwwQXYvXs3AGDkyJGorq4uxKtKHr6r/TJFUaDITV1CmaHk7KYGqR5d8zHcLjNmTByC1Zv3YtHMCxGNcWnOZrWDQTh6fEPONhkhF6giiSxCNhSiFaxS4CvIRvHQsx8mBdH693ZAr5DMomkKTtvxzyAc2uTanEtn8ba0B+ELRpNm8ZKAV3FRyOCQFjstkO18XqEFk/RgdajFJ7Z6XL15L1x2k1jYw0ZiqHZoL+AhlC9Kmpf6AdEoJ97EnTFxCE5z23C0PSDask3bDyQVDXh8LAx6HZ57bS8aJw3PrXo8QxCPBHLLj2z3/XwGkFLtn8fHoofTrNrWTk6DD9w6Ghve/go79x3FY78eh3lP/xPzbx0Nj49N+tl8zqgklAZSjQntihdOH4MezoQWPD42Tf+LX/hY3MOV7Fs+daR0rmvtCGHe0/+U3R96Os3wBsKyGidFYZVLpj262mECx/Ewm/To3yfRZaHDz4IHL2pJuAFuNKSPtxGepbRvLGkcR2wqAcBxX4HjeHj94aSErZxd7d/bgcUNNWjvZOH1R7Blxze45uIzsW5bk/g9WopWsr38wHG8ePsxn4lsQnGi5MMqXSoY0MdRsHiSXCzC42PR5g3CaNCLY8eUYrrkTEaoBAqS1I1EIvj0008RDAYBAH//+9/R3NyMe+65pxCvK23Em7o0ab9MqBjUqrpaPCEcORbAyk170pxNuZlI2SQjaJpCf7cNT91xAbhoFBGexvodh0gii5ARnuMQ9XrBhCOY84ufYO0/Dh2f3djNqn+5wBdNAfc++V5aEG1xQ43mGSXCoU2pzbkwi/ePL31KbkEWOSdjrmy+5vNK5zUubqgRn2e3GMSODY+u+Vj8mRd/dzkiHg+4aAy0QQ+D00kSDBWIkualfkDCHprF4rCB/V2YevUgMfDq8bFwORjcNXk4bGY9XHQMkRCLa893g+cKs9+TGdDlRzZdC7INIAm+hdTeUfTx/TeXxJicBpesSSThdu47Cq8/ArfLrNpulwRuKwet7ZmlSPdwNfuWLx0p+RdefwQA4LIzYI95QPEmHGkNYsunLbhxwiD0c9tJURghCS17tFS3Hh+Lje98jUmXnY2G2qEwGfVgIzG4HAwopI+3EZ6ltG46/SyiHZ0w9DTDaDKm2XxCZSD1FYQCmUx+o15Pw+2ygDHq0LPKjJ+cNhSrXt0jxrEG9q/CbZcMgC3iR8QTVtSW2uUHudvAqzcnCiGJT1D+5JIEFeYtb/7Hv3DN+W7MvmIAOtjTsOXTlm7Hk5Rixs+/9iWq7EYsuXMcWjzKyWRyJiNUAgVJ6t5zzz04dOgQWltbce655+Lzzz/H6NGjC/Gq0kc6UxckqUsoT+QqvoQAAhuJ4/vDnUkbscmol3U2TUa9+N9qG7JSMsJhNoA9dAhNjy5FuKUVjLsXrp9zL5qPVsHjC5NEFkEWnuMQPNicpJt759yLJ94F9jd35CUJmhr4avEEZddAeycLxqjT5IgqtTl3V1vQs6ulHk0hrQ0zCXgVHydjrmy2yQS72ZgWDEidZdfeyYr/Dl8wmhakHTu4NwzHjmLPksfEtTZo/v2wDOhPDl8VhpLmpX7A6s17kzTn8bGodpiS2tbRFLD29S9RP7oa3614QtSV4YF58Or6wm7Jb4EAmQFdfmTTtSCbAJKcbyHYOyEQm8utX7UkHJA8m1do53xKTxtMjD7rluSE0ieTxpT07wtGAZwY+6ZWDDywfxXuvbQvDq9Yir1d66h+zr144c0m3DlpOCkKq1CUdJ3tHu20MrhpwiCsf7MJl44aAIuJwmluO3o6zWj3sYrPkls3Ywf3Rs9wB/711DJ8rmDzCZWB1FcQCmSkKGlSGi/gOB43TRiE7w53wmVnMPeyvvjhyaX4LIO21C4/OG2MGC+QJspmXkd82Eog1ySow2zAXT/tja+XPoZDXfq76/55sJoN3fo8mW4Cz7wOqpcTyJmMUAkUJKnb1NSEt99+Gw8//DDq6+vBcRwefvjhQryq9OlqvwyKIjd1CWWJWsWXy26Cx8cmVScCABuJqQYQgOQNWe6mg9whPubtEINnABBuacXhFU/gttn3w9TDRRJZZUqmmzCZiHq9srqZ2ngfVrweLkgSVO1WQs8qc9bPkLY5f3zOeADHZ6S57CYS1C1yujtXNtc1oPWWjdBW+S9vfSXO4+vhNGH5ut1Js+yEG2ItnpDsLbHZV/8E+xcuTFprTY8uxdBlS2B0uTT9WwmlSapGGYM5ox+wc99RNNQOUw3Ycxwvq6v9Sx6DtWvvz2cbLjIDuvzQ2rWA5zgY2QAeun4gOti42NFDKYAk51tI7V2ubeMyJeH2N3uwZcc3svNICZWFFo2pJVQBZfvWXd9bSmqRGQWIN9QW3zIEh1csS/PRr2m8D9EYR26dVyBqulZKttriLNiWQJpWBe01Thqe5meo7fdy6+bOK8/Ev373IPFxCUnJJrkiVy1+o9QuGtkAmuYvUNSW1B5bDXr818yx+N2zH6X5NN5AOC0uR3zYyiHXJGjc14mvlz6WpL+vlz6GocuWQJeDbZM7E8olbxkDreqfkzMZoRIoiJrdbjf0ej1OP/10fP311zjrrLPg8/kK8aqShxfbLyeSujxJ6hLKDKWKrw5/GMDxYIHblUhUuV1m9OlhTfvanLoR2LT9gPhcYUMWbjrsue8B7L59Fvbc9wCCB5tBgYfLboLbZYHLbgJNU+CiMdHZEAi3tGKA20JmK5QpSvrIpvWmkm5+0seGx+eMz4t2OC4xq6nFE4THx4q3HqVrYPaUEXh310HNjqjc2pIe2oR1ub/Zg0Wrd+LBVR+AokDWQRGi9ruUQ6onr5/t9hrIhKCnnfuO4tE1H2Pe0//EoaO+tFl27+46KOpaSCwsbqjBcwsvx+NzxsNA8bJrjYvG8vZZCcWHnJ3Wtx7Bf80cm9EP4DgeTiuTtNdLoWlKUVdWA4VHnt8JbyCct39LtmuVUPxIA6eCrUrd98Vbt/MX4NC8exH50zLce2lfDOxfpRhAUvItBHun5D9n0qucBh+4dTTe3XVQ/PNNEwaJs3lT102qP8Jx5GxarmjRWKr+FzfUYMuOb7C/2aNa4JBvv0NIzrpdFvRwJjTsdplRZdLJrqMe1sTdBaLhykNN16n2cezg3rjrp73x5QPzFbUq1Z7UXqrt99J18+f5l6GhdijYAEt8XAKA48km4Hj3jFz8RkGbOp5T1JacPa4KtOOJu9N9GuLDVjZSXQpoSYKq+bPZ+pNaz4TCKDE1/5zomVAJFOSmrsViwZYtW3DOOedg48aNOOOMM8T5uoQUum7qUui6qQvSCoBQXihVfLHhGGIxDno9LXurFoD4NUZPQxcK4J6rTsexwGnirCSnlUFU5vatUtUrbdCDcfdKcjoYdy/ojQaSyCpTMt2E0YKibhgDLFlU/8vdWuBBwRcMo83LprVA7ue2Y3FDDdo7WXj9EWzZ8Q1u6tK9ps+t0j6XtKMpHYQWcg6rUdPNqtQbCstuHYbAU91bA5mQ09OGt79Oa+19U9eMO6WblZFYSHat0QZ92pxd0qquNJFriRhTsdOCVvQ6GkE2KhYKCIUuq17dg5smDFKf96RgwzvYuGj38nWrLJcZqITiJ9NtP6WOHnfOXQDK7pDdt5V0SRsSx/Nc92k5DdrNRjROGo6Z16lrMtfbwYTSRKvGUlt+3nn9cMyYGAdNU2AMMjMbM/je3bW3qTfUWmTWkdVmxiNrP4HHxxINVxiZdF3tYLCkcRw4joeDD+PLB+bn7CMb9DQaaoeiymZEtS4GhmIR83IwOJ2gaRouuwkcxyMUjqHjGKtq8wmVg/Qmt1DkumjmRQiyUdgtBpgYvViEoMVuqfkTavbY4XQi6vUi0uZT7XZHbGdloLUzTSpK+ovyFOaueC8rf1JJr4OXPirabbNRB3MshEhbG2iDHlUKPgQ5kxEqgYJ4EL/73e+wceNG/Pa3v8Urr7yCW265BXfddVchXlX6CDdzaSqR2CU3dQllhlLbi8NtftA0BbfLohgsc9lNsjPHZj8wDxa3TfX2rVzVq8HpxKD596fNLzM4nZr/PRzPoZP1I8pFYaANcJhsoCmSXChW1PTREerU9HvMh26UZud1WKvx47EgVm7aIzu/xO2ygDHq0LPKjHNOH561I6q0tkg7mtIglwB76g0Fq4FCex5uBqjZPjk9eXwsejpNsgcppeSI0lqLBYL4ctHvFedOEkoDJT331SvbaZfruFaqbAyWNo5Da0cIXn9EnKv03eFO1XlPcrrqf+9vcNTEYNm9I2EwRhE82KI62zQbSLvPykPJ1+hr1yPiogCKB5BsszP5Fkr7NMfx4Dhe1ReQ06AWTeY6T41QmuTqC3r9YVW/RGk9xCIR6OIxsM0/dNveChrnrca0dXTWvPvw4j8OieMfiIYrCzldjzmvN2hDBEf9ARxuCeGlrd/B4wtjxW3Dcr496w2E8dCzH8JlZ3DvpX3x7YonZDUtJBZ8Dgb0A/Owf8ljOZ8nCeWBoAmpT/vkS5+KHRBmTByC1Zv3ai5IUfMnwm3HFDUuF5uwDOgPp80onvk6wxES76oQck2Cyulv4APz8NTWf8FlZ3D79WfDbtWjPehFdYiB06q8Fyv5D+3tfsx6ZofYXWHP0sc0+RDkTEYodwqS1D399NNx3333AQCefPJJAMD555+PW265pRCvK2l4YaaucFOXJHUJZYbTyqTd1hJmMU2/djB0NIUeTrOisyBXrbV/yfEZDZluOkihaBqWAf0xdNmSnKrDOZ7DIe9hLNuxEq3BdvSyVOO+ixvQz3kKcXSLFMXKQZrDgr89pun32F3dAMpVh9bZ98NksSlWlBfKEc21EpNwYlEKsC+fPR4UBdkDV+oNhQ423u2bAZlsn5Ke7JbsihDk1hpoGnvmziMzyMoAJT3/f7NGatIoTVPgeWDe0/9M+nqm24tSXUXYCFo6I/A6gWd2/Tdag+34/agG+Jb8N9EYIWeUfI3Q4cNoZQ3oqK5O8zFS7R1H68AaTIgEInBaGTitDBbUj8biFP959ea9aJw0vCC+AeniUVko7t1mIzw+VtbH0JL4V1oPhwJHcYoO2N/NDjpSUtdRnKLx0F++wP7mDvF7iIYri1RdjzmvN2689lQ89Pflog97R+1tWLvpEA61KXeIkUPabYTjeLR4Qpjzi5+kzXVO1TRNU3DaTOAtA7p1niSUDnKdaaRnIpqmwEPep7VbDFkVVanFKpTsMUVRijd4f6QCJN5VJmTSYSq5xJ7k9OenGXh8zZha2w+rPvuzqKW51bNgt5yqqCUlvR4LJAptrjnfnTa/l5zZCJXMCev1QWbFKpAyUzfxJR4URVoCEMoDmqbQ02lCQ+1QmIx6+IJRrNvWBI8v0VIWAPyhqGIVYqabuNLKMENVFXrfNBXMKachojPCwPGgUp5J0XTOG34n6xcdXABoDbZj2Y6VWHzZPFSZHTk9k1BYZCsH58/DM03/m9XvUYtueI5HIBAW24pbrYyoPyUduw0U/h2MnvBbs6QdTWmg1r7+hS1f4IpRA+CyMeAicVQ5zdDp6bQbCmv/cQhz774XPzyZfIMgm5sBmWxfPvWUutbYllYyg6xMUNSzwaSpGwLH8eB4Hm6XGS67CXWXnAWHxYBgJC7bAlSKoCs9x8Nh94rBXQCwUEa0EY0RuoHB6cQ5D9yHr5YkAvuusaNxSv3tiARC6Gm34Pm9L+P2kTem+RgUTUPvrFLsyOC0MZgxcQjsFoPoP+9v9mDmdYVJUJEuHpWFUqvuQy0+xZu4WhL/cr73qb/5NZ7+ZivuPPu6pD3ddvZZcE++EYG4AREfm+Q7a0XqN3h8LDy+5LnTRMOVgfQc1svG4Im7xyMc5UAbIkl7fmuwHas+ew63XHE7nnvrIB7SeHs2tdvIQzPGiHOdD2n0IboThyCUDlo7LSntub5gFAP7u1B3yVngw3H4kdk2KmlL6RYvT9OKHRWWfUziXeXAiRypkao/ysfihqv/A6s+W5WkpcfffyZNS0kxNJ0Z5z78O3z58H+Jej1lzr144t1DAJCVvSUQKoETltQlSUoFupK6if9/uv4/4jmA0p28z0Qg5Bm7hUG1w5R222DLjm9w6agB+MP63YpViJlu4oqVYY8/hnYfj5fX7IbX8y2cLjPqpo+E2aVDmAvnpVVylIuKTolAa7AdUY44EcWKbOWgEdj18Z6k7+vO75HjOfjZIALtMWx8YTe8nlCX/kbB3ccOiqYUdRyI8ti0/QBmTxmBp17+7ITemiXtaIofpcN+h5/FpIvPxBsv7xH1Nrl+JPr0daTdUPD4woj36iNbva21nbwW21coPWXTjYFQ3CjpWaenEe/TA4OW/h5UjIPeaJS9veINhLF6817MmzoSdITD1g2fi/rvO30UHJbMyQCapsBT8SQ9e+NBojFCt6BoGsYePXDGHbfDUFUFv6EKL67+TNTnL2+6BhzHyY59ULv5SNMUVm/ee8KSrKSLR+WRund7fKzqTVwtiX/B9x609Pdo7zwGbzyIp7/bigPt38MT9Yv21nb2Wehx26+x8ZX98Hqa03xnLaT6MXaLlWi4AuE5Hi1HfNjw/K60c1hbKCTrw9qtenh8YXDuvppuz6ba6g1vf405dSMQCAUUfQgytqky0TrKQG7PnT1lBP6x+xBmXjUIb7y8B9tk4grZkNYVREeBNelgUujkxOtpEu8qE07mSA27xYBTe5vRultdS/K2eySGPv4YuHAEHK3DH1/7Wuy+kY8OZARCOUE8ipON0H5ZclOXtGAmlBNCyw+Xw4RHZl2Ex349DjMmDsGWHd/gmovPxKbtB8QKb47j4fGxaPEE4fGx4DherC5k3L0AQLaClqJpRGimK6GbcFq8nhA2PP8Jvm/5EY2vL8SCvz2GQ97D4PjcbzcYaAN6WaqTvtbLUg0DTZyIYkaoHDS5e8HocoGmdXn7PXI8h2bvYXzf8qOY0AUE/e1CIJC4LWBwOjHwgXlJOu5/72+gczjg8bFYt60JDbVDser+S7F89vi0Ckq5tUEof4TDvttlBpAInM6/dTT4KCcmdIGE3ja+8AkCgXDSzZvnFl6Ox+eMR9+ednEN6J1V6AhEcMwbxMGOw1jwt8cy2siTafu07AGE4kawXxzHY0H96CQ9L5o5Fp5oGx7421LU3u/PdwAAIABJREFU/+13+O3HT+FHKgBeJmYVjXHYue8oomxMTOgC6fY2E6l6fum7d9Bv7l1EY4RuYbDbwfTogYA/jI3r/i9Jn9vWfwVE9LL2Vu3mo9weUMgEVer+sXz2eFQ7GLR5Q8T3KFNS/ctoVP0mrlZNUjSNqIXB0i/W4b92/xkH2r8HALzx404MnJ/wh92Tb8SmV/an2XKvV5vWhNEQ0nX1b9+P6NfbluQDFeJWEqG4CATCYlIASNaSntbL+rBsmBNHhUjPidKErnR9hCPxpLWxv9mDtVub0Lu/O+2MN2j+/dA57Gn67G4sglAaKO3r4Ug80XWmS1dt3hCqHQyWz07Yq8UNNdiy4xtcNLhv2jkvGz83FYqmoa9y4qgxjN9+8EfMen0+/vTlX3H2A/el6TZuMZF4V5mgpsPuxpTUYlMcz+Hfvh9x2Hc0o5bkbfcniNAMTO5eMFW7cOOEQaLPseXTFpx9f7q9JWc2QqWSV8s8YsQI2Ru5PM+DZdl8vqpskLalpkhSl1BmxGIcmo92ijd0xwzujZm/HAoAuHTUALGNnNtlhl5HK7YH0TLPNBbjRGdAwOsJwaxLVKHlo3WMw2TDfRc3pM0YcZhsOT2PcHLI5+/Ry/qwfMdK3D1ilqz+4l1BMIqmwbn7wjr7frgNFDrYOJa9fQhV9mNY2jgOPKDYslZr65xsZ6YQih+aptDPbcfihhq0dyZa1oejMZgMelW9pd68kSbVvP4wFr/wMW6//mysO/BnTe21Tqbty8dMa8LJI9V+jRncG4sbakDTVOJmlz6MhX9Lb/P28M/mQs+bk+yYcEPMoKNV9Z+JVD13sJ3wuRxw3jMfFgPgcFhg6uEiGiNkhWCrou1BeD3fJv2d1xOCnw3I2luD3qh487GQoxKUfAZh/ziRbfsIJwe53/HihhrVm7jZaFLOd5g85BpY7InuIYG4Hl5Pc9LPeD0htHWE4AlFMmpNbTSEy07ahFYSSnGAto4QTFY9fntxA5ZLdDi3ZhaqmV6wm5XtqVK7Zena8PjYhO3v3x/nLnkUiMUAvR5MlRO+SICMbapQlDoa/NDiQyyeKOaS2t0F9aPhtDFgDDTuvH44EIljWzf8XDlS7eWuw4muZY1LHwEd58XzFU+BxLvKBDUdLlq9M2e/LpN/KGityuzErNG34JmP16VpSfBB+XA8Y0wj1eewmg0kLkAgdJHXpO7rr7+ez8dVBrIzdTmQozKh1OE4Hm3ekJjQBYCd+44C2IMbrzgHf+hqJyc4AToaqu1BpDMaOI5Hh49NCibo9TScLnOSU+B0/f/snXlgVOW5/7/nzL7PJGQQNEFbFFGhol7Qi2Lt1R+0atEC14UryiYGNAFEwqaIAmEzFbWCAmqhoq1SL1W4YtXWqtWISwUxBKxAopEsZDL7mTkz5/z+mJyTOTPnzJZgMsn7+UcJs4X5vs/7vM/7LAZ4Wa/45862jqEpGsW2gVh1bQVYLgINrSZtlPIQue/RrDXB7QtnHTQNR2Jtab2sV1Z/qrh2dBajDvpCB1bEOcBzJl2MQpsh5Xtl0jqHBF97L95gGEs3fSh+/0NKHHjgtkvS6g2I6cIbCKHFzWD1859gxvhhYitPi0mdcXut7rZ9ZAZZ/pJov6oPNeJYg0e0X81+v6wOm1x+VP1+v8SOCRVibjeTkf6ViNdzKMLiu0Y/Nr/0rdjay+kwtH8+MgqFICVd8hRF01Dr1LL6bGFOSV5LsLeFJkvKdrGno7V9Jj5Dd7btI/w4yH3HW3cfxNKpIyUjcxIrcTPVpJLvAJ7C90EabndAdq20+ULY9OLBtFojY3F6N9kkqyrFAWJa+hRV88Zk7cMqtVve+LJ0XI7FoEVdkxcrn/tU8nOzLUL02UdRaqu8Y28Nbv1/52HTrgMSu7sq7oy2bNooFJl1snrmQaHJFcgpwUvOXu5vOAD/JbegyNRRTUkBJN7VS5DTYfmtI7B9Tw2A3P26dP6hoLXmQCtePvgX3DliEsxaI4qMhXAY7ABPiT5o6fhhac90cj6HisQFCAQAXXype+aZZ3bly4nccccdaG1thVod+7iPPPII6urqsGnTJkQiEdx5552YPHnyaXnv047YfiV+pi6p1CXkP25/CK0eJqnlR/WhRpRO+FlShneLO5iy3ZeAUiCqxGnBrdP+QzKP4Yb/uQDPHd0hPrcrWsfQFE2ya3sB8d9jZy5EaSrWynnXN2/grsmTsffFw5JZTqaEIFi66ga5AEaq1owCJPjae0n8/mvrXPjju0fw31Mvw5+e/1RRb4KuT7mDYvDAYtSIr+X1R1BkLJAc8FPZyGxsH6kaJwiks19CK+REHXr9kSQ7JthQr1UH512X4ZUXOvQ/6a5LYTBoxddIp0FBz02uAB7e9IHi5yMQBDL1FUwmXZI/OuHOS/DS8T9KXk+wt6ezGleJTHyGTHwPQn4j9x0rndNy1aOc7+Dyxeb2Oix63H3LcLHNqM1hwC9vGY5n99ZkpDWhrW7i/qGmSUJOvpPt2UzO7sZrKRTm4HRkd36X87+376lB5ZwrAXR0WFKyp2vnjszKzybkB5mccYR9vXLOlWhqDcAbYMUOdXqtWnZvFc5oK5+rRtXcMUl6nnTXpfjda1/i40ONOSVvK/nbcnok8a7eQaJ/CQDrtn+K2jqX+Jhc/LpsznZHTx3Dhg+fQZGxANOGzoLPqIbNrBNt5svvHk3yAxJjGgQCQZke71HwPI/jx4/jb3/7m3ip29jYiHnz5uHPf/4ztFotbr31VowaNQqDBw/u5k+bPTwXd6lL2i8TehFshIPbF5Zt+SGXbaXUHkSTUHmTKhDlPMOC6WWjwYQiaPEw4AwM2hg3gJjTumzMfTAyUTDeZtKqow/DcxxYt1ts2RLUGHK+ENVSBpReOh2bPtuGF755EbfccTMGGPtDo9HAZtWDkjnkKb2mUgDDZtalXRsk+Np7kbONX37TgjtvuADTy0cjGuGgUtMwmXQSvQm2ct5tl3Rc5AZY8bVe3XcCsyZMxzNfbOvS9lqZBOIS1yCxxb2XdHu7XHvOWSOmY/uuEwCS7RhNU+B44Pm3ajB2/AWwGjXwBFg8/9ZhzJ50saRt7M43a3DjJU4UmtRQW40wFjqgUquy+nwEgkCmyVMUTYn+KBuOgOc4+Hx+3HTu9TjeVi/q/IE4e3s6qnFTkYnPQNZG70fpO85Fj9ns64L+mlxBPLu3BvfPGAl/kEWbL4Rn40bzpNMazelEH1xYV6WXTgfNkWBwvpNtsqpgd++c859oaQsmaUmYY5pNcoLc+nB5GWjUNOwmLVi3G+EWL7QUDYdFJ3lckysIKqolbWx7GdkkGwhjRn770ucSbTDhiKzd9QZYAO0zT1ku5ke0n/N4UOKFrvCYTGIV8XbZqFFj2Zj7sPIfTxI99iHi93OXl4HLKx2LmYtfl2gbh5TYMf0Xg2AO+xB2hWCxWhTOdsfg8oawqnS0+NzaOhee3VuDW8dfgHMGWKHTqmAy65JiaAQCQZ4ef6n77bexmUTTpk1DW1sb/vu//xsmkwmXX3457HY7AGDs2LF48803ce+993bnR80NngcoKjZPV7zUJUF4Qv6jUdN4Z/8JlN0yAk/8saNN0dKpIyUtvATk2oMktvsCUgeieADBKIdFz/wTTa4ghpTYccfYmbBZNDjDboa2yYUDqx9GqKkZOmcRhi5ZBOOgEnKZ0IfgOQ6BE3WoWb1G1MGQxRWyh/FMLkQtBh3s/n6YNnQW9DoaTIhDiAccZh3asqxUVApgVM0dk3ZtkOBr70XJNlqMqTUl2Mr4i9xd7x4VbXJtXRv+8lcdHpxwP1QqHhpa0yXttZR0vL5sDAqsetk1SGxx7yXd3i7XCnn7rmOSVsiJdoyNcPj4UKMY3BKYeXPMZrv9Iex8swZTRxagYeM6HI+z9eazB0l0lqnvQSBklzzFgzp1Ev+Os3Ml8+/HvT+7F1arGi5PGA5NYcb2tqu7H2TiM5C10fvpqu842309Xn+1dS489scvMOX6odiUMJpH+BxK+g+FObzwSj3uGDsTFpMaXn8EL7xyAgunnAGYuuSfiNBN5JKsStEUzBYdTgVCEi2V3TICW3cfxJz2xK9MUVofVoMmSe8L5s7Hhrch8V1omkaxmbSx7U1km2wgp6H+hcakFvdCa2agYy+O6Vnf/j6BJJ833XpQssuV1y5CiGOJHvsYHMeDpoAlU0didYrxCpkQr2uHRYcF1w7Ad4+vwRdxOjur5Cw8fM0CNLn88Poj2L7rhGgfaZqS+KC1dS5s2n0QpROG46dn2cmFLoGQBT3+Utfj8eCKK67Agw8+CJZlMWXKFPzyl79EUVGR+Bin04kDBw7IPtfj8Uh+dvLkydP+mbOC54D2jZQSZ+qSSt2+TF7oNgNsJh0mjxuKF9+swYzxw2Aza1Fg1aOfwvzQTFvTUoBsIEqtonHipAc8x6H8hsGw61VoY6LYvi/mQLy86ErRqQWAUFMzalavwfB1lWRWYxeQL7pl3e4kHdRWrsX0skVY+EKb+LjLL+wPc5QB0+RPWXFA0xQG9rPAZNDGdGunYTFoUd/kTZvFmxikYln5AEaI5dKuDRJ8zY180G2urTmFoKn0IteF19//N1aVjhYzyDNpAZ7p5QHPcdAyfiyfOCRmf9+rR21dG5pcQTChCDiOR0RmDRJbnB35oFuBTPQrtHnjOB4BoxoubwgAJHYsvtrATKtw+YX9JQGu+AspNsLhxkucaNi4LsnWx+tMmDmtVlMonTAceq0aTDhCkmFOE/mkWzmySZ6S8zXqqh7DOQ8/ghffrMfPz7dDrXXDH/AjYjClTNLpzIgIJTLxGbqjLXRPJd+1q0RXfcdyek+1ryfqz+VlUGDVY33ZGESisc9hNWgQcbeBYyNgeQpP7/kmqe2oRk3Hqn62fCm+duKa7MvjIPJZt7kkq3Icj/omLwBgxvhhsBg1kra3d9+cXeGE0vqIuNuS9P7d41XiWTLentIUBbvBKvowYe8p0qEmDT1Zt9kmGyRqiON4bN19EG3eMEonDMeZRWZQFIWtuw+KVeVLp44Ex/FweRlYDRpEvR6YwyzW3fUzbHv3RMqkR8lnTWGXrY4CxecRcqMn6zbej3RY9CidMBwD+5mh16lhN2e3J/Ich4jbjQHqCJ685zIAPL5evFRWZ2q1AVW/358ct6UpLLlrJFa/kJzYsHDKZV396xMIvZoef6k7YsQIjBgxQvzzxIkTUVlZidLSUvFnPM+LF6Lx/P73v8dTTz31o3zO3OE7KnTJTF0C8kW36RGc2DmTLs74IJ1Ja9oX36xJqv5dNm0UVDSw880azBnjROvv1qG+PVNsfvl8PP+JDlQ0IjobAqGmZnBspEt/775KvuiWY+V1cH4/gxg8uPzC/rjv6v74evGSjCoOEnXr8jKKlYoUFTsQ6jQ0Wj0hSUB1VeloxQBGulZ4JPiaG/mi21yID5ru2FuT0QGuM5cHchnh88vno+odwOUNoaHFB4NeDYPCGiS2OHPyTbeZtvJUsmMU+CRt3beoAgAkQX7hQkqjplFoUuN4Cp1FIhzqGj1o9TDizGkBp8NA5pGfBvJNt4lkkzyl5GuEgiFMvMiMho3r8K92LZ81dz58RWdgQD+LrJ3NtjIoEzL1GX7sttA9lXzXbiq64jtW0rvSvp5Of3L+xNTy+XB5Q6itaxP1n25NCnZ+VUJVUmcSIvKJfNZtVvY27uJ+5XPVmDF+GLa2V+oK5Nq9SG59KOn93AI91t57ZVISO+lQkx09Wbe5JBsIGnJ5GSzY+A/xuSu2VsPpMKBq7hjMmXQx7r6549K3+lCjGI84smZtUkW4yxtKm7ydrV0mdI6erNt4P7LJFRS1t6F8TNYXuom27MIVyxV1ZrMl2/GyW0bg6V1fYtZvhosJtULyjdDenkAgZE6Pv9T99NNPwbIsrrjiCgCxC9wzzzwTzc0dhqO5uRlOpzPpuXfeeSduvvlmyc9OnjyJyZMnn94PnQWSC2nSfpmA/NBtpnRlMCjeGWnzhsXq3yK7AYU2A1rcQdx4iRPfrJVW5jRsrMJ9K1fiZFsQOmeRxOnQOYtAa6RmkOM5eBgfWI7tsnakfYF80S2tUcvqQKvXisElc5QRL3SB7CsJlbJ4mVAED7a3Bl8+Y5TkIqHJFcTW3QeT2jFlU21Lgq/Zkw+6zfWiNZeL/s5cHshlhDdsjFUuhPUmMfvWpLAGaY2a2N8MyQfd5oqcHQu7kqtijqxZi3mVq+G7ebhE2xzPAeoQbA6Dss44Hi3uIFY9/4lk5rQAmUd+esh33WZjU5V8DaNeg2/Wrkqq8DKVLYLRoI3NhE6wgxynPi0aJT5D5uS7dnMl0z1ZSe+JZyzJc1LoT8mfmDJnIZbuaBP1n2pNxtv5rkyIyCfyWbeZ2tt4H1nYz+M71GRznuqs3k80B7B0x8GkxLBsK9n7Oj1Zt53pjKUUHwixHJwOY9Kl742XOMULXaDDX1ixehXCelP6YgkFnbI8Ba3CfGlyDsudnqzbXNrZy76OjC0LNjTI6oxTUTgVbIXdocb6+67EydYg3L6w2DkBOIDbx56fc9yLQCDE6PGXul6vF0888QRefvllsCyL1157DevXr8cDDzyA1tZWGAwGvPXWW3j00UeTnmu1WmG1WrvhU2cBz0Gs0CXtlwnIE92eBtK1x4p3RmrrXFj9wicAgG3LrhPbiCpV5gT9DJ5+81vML5+Pho1VkixZjc3W8Rl4DvXuBqx7fxOaA60oMhZg4VWlKLYNJA5tGvJFtxqbDUOXLErKltbYbHC0Z0szTX7ZjMNwiIGa59JqQSmLt6HFJ/5Mr00O0lYfakTphJ9ldQnXl9vKdQX5oNvOXLRmG7RPdehzeZnUgbUUlQuPvtqRfasxya9BldVC7G+G5INuE+mMrVLSFs1F4exn7Hhc3B5u11tRtuA+1G94MsnWt/lDaPUwSTOnBcg88tNDPuoWyE27cr7GuRULodaqZLXs1FCx1owyfuiCK0sx6qL+qP5Kvt044fSTr9rtDNmciVL51mnfR2Z9Kdl8p14FQKp/JT/HHWfn4+lLSTv5rttMfNh4H1nYz2vrXNixtyYpARyAoi/bWb0PLJ+PqnfqASRrjFRMZkdP1m1nOmMpxQfUqo7RIfF/Z9erUC+jGxXPZXS209hsGLK4ArWVayU6fWLPN5g9yZxcgU7iYJ2iJ+s2lwpzgfg92hxmk2xZ/R9fwfmLF+Jw5TpRZ+ctXojfff0K9jcciPmxo+/Bc3/5VmwdDuQW9yIQCMn0+Evda665Bl9++SVuuukmcByH22+/HZdeeinmzZuHKVOmgGVZTJw4EcOHD+/uj5obPC/O1CXtlwl9lUwq0dI5IzaTDmqrUTZTrNETRm1dG6reAabMWQinXoV+/cxQa9QItXTMtvGEfKIjCwDNgVase38TVl1bAbuhZzpphOygaBrGQSUYvq4SHBuRnWuklNnaEnbDzpjSakEui3fJ1JHY9GrH7Heli4RsLuFOx5w9Qs+jq7JrM0HJznIcL2aPy+mM5zhQFKVYueDyMmL2LUVTsmvQTexvr6WztkrJJgNA2OUSbbiH6dBQc6AVT+ANTFk8GxeY+kOt1YqPYyMc3L5w0sxpkilOSCRX7Sb6GlGKxvKdX2HK1cWyWo5QNDRqqYaBmB3c8MEmPDjhfhz73kM0SvjRkNOi0p6ciW8th9L6OtMgb/PbmCicDgMeuftymCJBME1exfeKt/Mkaaf3Eu8jx+/ntXUubN19EMumjRIvdFPZ8lz1HgmzONEUQNU7HbNOL7+wP8xRBkyTH7RGnVMlO6HnkmuXC7n4QPmtIxBgWNjNuqQzWBsTzVg3wszmRPvLFvaHtj321cZEUfVOPWrr2jBTZr50NmuAkF/kWmGeuEevu+tnSZpk29qgLSwU939eRaMx0Ipbz7oGvxwwCi8d+ys2fLgZ066fhYc3fSE+L9u4F4FAkCcvPNq5c+fi//7v/7Bv3z7ceeedAIAbb7wRb7zxBvbt24eZM2d28yfMHZ7vmKlLkfbLhD6KUiWa2x8SHyM4I05H7GCW6IzQNAVjoQNDFleIwV6dswhDFlfg9c+bAAC1dW1YuuMgdvzzB0Q9HhxYUIHPZt6DAwsXI3CiDhwXFR1ZgeZAK1iOZNL2JiiahtbhgN5ZBK3DkRQI0thsGLJEqqNzy+6FKaoGx6W3z/FZvNuWXYcN5WPQzxabpSOw692jKL91hKKeMyGTdZMIx/FweRk0uWIXbRxHkoh6OsIhP55cgpKZfPdydnbp1JGS2WSJOhPm6/x7y1YMvnd2kv0965wzsKF8jOQSRG4NshxL7G8vRclWtfmUbVU8QlVMok2uXf+YuH/zHJekoaOtx/Hg/k3wmzUSW69R03hn/wmU3TICLi8jzpx+ZtF/YX3ZGJIYQxDJZZ8ViLdzYb0JLm8I29+rx9n3L0jSstNIwWrQKNpBlYqX+BSd0SjxAwiZkO2enM63lkNpfQU1hiSbP2RxBQYO6o+q8jGw+1txYOFiyRmOT/DP4+18ok9DEiJ6D/E+slChWzphOLYsuVZiK9PZ8pz1XlQEfaEDLm/sdYQ5qF8vXiLqM+IPyOpZZSEXZX0JmqZQYNWhdMJwVM4ejRnjh2H7nhosf/YjtPlCSWew1z9vwnmLpPEIuQ4IwjlMziZSNI2Nb3yDOVv+haU7DqK2rk3xDEnOYb0XudhUJn5kot3c9u4JnDV3frImLRZoHQ7o+hUi4vGg5ZHHUDd3KZi1z+Le4uth11sx0GnsVNyLQCDIQ9LDuhueS56pC3K4JuQ/2bSrY9n0lWiZtLtRqVUwnz1IzJzlaRU4owm3jyvAtw0dFQ5l1w9G7bJlSbNtLlizEkXGAolDW2QsgIYmprI3I6dVtd2Gn8yaCZVej4jPh+Pb/wC2rQ0XrFkJmNK/ZmLmIcfxkgxJl5eBw6rDmjlXIsrx0GpUsJuzazmTbQUnqezNT5Sya2kKaHIFUs4ZE3St09Bo9YTSfvdydpbjeFQfapS8drzO4ufrsK42nDN9KjQ2G3T9+kFbWJBRYBcANLSG2N9eCMfxCIWjinPGOYW5XvHwoBApOgNDV68CHY0g+N13OL79D/AdOQoA4mw6jT4zDdlMOkweNxQvvtnRnrHAqkc/mwFqUsHVp0n0BzLxTzMh3o67oJP1L1JrWAO7qfPVDMQP6Ntkczb7MfbkVDMmUXQGLqhcDY5lUd8SxIrXT8DlPYrHZ16S0XzSVHaeaL33YDFosXTqSHEuo8vLoNBmgNNhVBzjJBBvy5X0TvF0Sj8l0W82Rxl8vXiJRJ9fr3gUwzesxZCVK+HxBHDKH8ETf2/E7eMKiO3tY4RYDiu2Vif9nAlF4KWBYqdFcgYzGTRpOyCkmtlss9kzqtDkOB4UryLnsF5MLlWxiXaztq4NG94GHl69CnQ0CqjV0Nk7NMm63ahdLZ0D/f1jT2HK4tmgKRqlE4ZDr1WDCUfSJqeTEWMEQmYQC93dcFzHZW57G2aeVOoS8pxsg0YUBdn2WImPVHJGElvONLMqPLRlv/jeK+6+AuvLxiASjTkFmqBXfj5flMfCq0qTZolY9eYu+Xch9CwE3YSZME62BLHt3RNweUNYNm0UBqgjqHl0ddJz6GhuSTeJh36O47F190FUH2oU14fdnF22YrbzUTozm5XQfSRqR62iEWBYzH9cuR1yog1ePmMUNu06kPTdV80dAwMblAQLaJqW6MHlZVLqLH5WmO/IURyuXAcAuHTL5owvdAHAqjcT+9vLEHR4yh1UnDNu0KvhsOgVW8clannzPSNwPME2C7PprHZbRhoS1tScSReTYAFBRM53XVU6ukvat9I0heIiEzbOuhSqCIvPK5L9i2w0nCvED+i7ZHs2+zH25FQjH+Y//g/MGD9M0ikEADyeQNr5pDzHIeJ2Y4A6gvm/Pg+MRg+KJna+t8FxPOqbvNi577D04t6qQ8TdJvEn0p2Z5PQ+a8R0bH7lMCaPHZry8jU+PsE0+WX1GWFCmLvlX5L3/7bBQ2xvHyNeh0NK7JhydTEKTWro2QC+91Iw6LVJWlPFJavIkWpmcyZFEcLe8OK+w5h13XQ888U2cg4jAJDfo13eEA63sFixtTrJj1DS4vnGIjz+6hFUf9WRJO50GBTtXyp/hQIve14kEPoq5FK3uxFn6vIgM3UJvQWloNH6sjGgKCQ5lTRNJc20K7tlREYHb6HljJChqHMW4ay58+Gw6NDkCsYuNJ79CBvKx8DpMAIAwpGg4oySYlshVl1bAZaLQEOrYdWbQVPEUehtyOlmfvl8VL3zA1Y+V40n77ksq/lHmWQTCod+l5cR55MCuQdVs52P8mPOZiV0LfEBI5eXwfJnP0qpn0QbrNeqk757h0UHuukHHKhcK66BoUsWwTioRHI4SqezrpoVRlM0im0Dif3tRQg6dFj0WHTnSKz5/SeSPX7H3hos+J9LEY1EwdTXS+yxoEW3PyzR8il/RFFv2WiIzHEiJCLnu27dfVBSBZZryzie4xCsr0dt5VqcM31ql2g4HXJ+CfED+i7ZXuj/GHuynH8RP/LBYtQk6TXVHgDI+/dDFlfAWFJCLnR7GfGaFjrKXH5hf5T9vD9qE3xba3Fx6jMTT8Gu6YeHr1mAFncAbi+L7btic3KPfZ/55auST8zTKmJ7CbCZdFhy10i8/NZhTB1ZgIaN63C8XafnLqrAU282Yvaki7PyT9Odw9L5u/HrqM0Twh1jZ8Jm0aDIZkKByUrOYX0YpTnQ2/fUAJDGeAusemUtqrWSC13huUr2T8lfqZo7Burmk7LnRXKxS+irkEvdboYXL3XRUbFLLnUJeY5S0IgJRfDgM/+UzRB//f1/Y8b4YbAYNfAGWLz+/r8xZ9LFiu8hBKu0jD+p5cx3j1dhypyFWLqjTXzveKdBmM+X6BBobDZQFA27gcy46e3ItSpq2Cjo5iAYjV5WI0GNAW0JLW9i+8EPAAAgAElEQVSzrX7oqqBqJtm38WRb2UvomWSin8THeANs0nc//ReDUFuZvoVhKp1xHI+gxoAhiyuSAmiJM58ygSb2t1ch6LDJFUQwxIptt7wBFjv21sDlZfBdkxemSBC1Cq3jWOgkut3+Xj3ml89Hw8aqFLbZQoL3hKyRs63VhxpROuFnivYv4zEjbrdoI7/b9RoG3zsb3zz1tKzN7Ao7qOSX2Mw64gf0UXLxPU/3npxu5IOc7/L6500oS+FzyPn3tZWx1remokKyN/QCBNvLhJJHO9x4iVPUBiD1JwadYVe05YK9nHfbJVj89KeS18zmjKYUY4gYTMT29hHS+QZWsxal436Cb5c/JNHp0TVrceOchVnHA1LFtTIhfm+orWvDqi2x+Nm2ZdeRC90+TuIeDQDrtn+K2jqX+Bghxuv2MTBbrLJaZPXZ2T8lf0UdTI77ysUuCIS+BLnU7W7iZuqKs3VJ+2VCnqN0edTQ4pPNEBfmHmVacRh/+Fo+cYhsmw+nXiV573ingaJpGAeVpJ1RQui9KLWHcepVsdbfMhppZlV4SKblbbbVD9lerqY6HGZTbZZtZS+hZ5KJfhIfs+vdoyi/dQQ2vtzRDeHMQj0OpmlhKCCns3g77LDoML1sEc7vZ4BWr83JnpLZOb2PeB1u31ODO341FL996fOkat15vzpbsXWcxmCQaLm2rg3Pf6LDvMrVoLloSttM9EPIBiXbms7+ZaK7xDb1J/6wE+dMnwp9SQkorQ6GAnuX+qCpqhzk/ACLQQuXlyH2txfTUxP7EtdX/MiHXe8eTerkdPu4oTA6zaJ/ztEqMBo9wv4wbCadon/v8QQQMZpJh4Y8J972zhg/LEnThSY1jsu1Pw6x8PtDsrYt3l7KJRJks06UYgw8KHIG6wMo+QbFTgu8wTDYCIdnXzuAsnHyfu8Akzprm9zZuFZP3RsIXU8uZ+3EbmEuLyP5eyHGCwCFNgNKios7bf+UNElx0bTjFwiEvga51O1uJFW5VPuPSKUuIb+RuzxafOdIbP7zAcnjhMzXbCsOJW1imKhsmw8/G1tH8U4Dx3PwMD6wHAsNrYHVbiMZiH0UpfYwZpseK8tGAOoQeEorZv25vAwe+p18y+Rsqx+yuVzNNnCc8nfOcp0ReiaZ6CfxMS4vgwKrHuvLxiDERnG8wYPGtnCn2ia7/SG8uK8GMyeeB4tJDbc/gl1vHsOciRfDkcOFblfpnNBziNdhbZ0Lr7//b6y85z/h9ofh8oSwY28NautcOOU/S1GLcnq/fdxQ6Ati2khlm5WC90m+AGnzTUB2e3PWrWwTfA7fkaM4tu35WPVggQNUgp3rrEaV/JIQyyX5ARaDFvVNXmJ/ezk9IbEvE13L7RurSkeDpimJ30rZ7LJ+w5kGef/+lD8CDWl1m/fE2165S3+r1Sj7/X9z0oeNb/xL1rbF20u518x2nVA0nVQ1RgHJtteogSfkJb5IL0LJN1hVOhpLN32IebddgupDjWi8fKCsTq1WI0w52GQ5zWUCx3OAOoSVZSPQ0BTES3uOweUNkYSDXkhXnLVtJh2WTB2J1c8nj9O564YLOvzgDOxf0mznOP9ArVZjxd2XY/mzH0s+q1rLdcnIJwKhN0HU383wPAfQpP0yIX/IdHZogVUnabUYCLGymV1CFmA2FYfxh6+/H27DnQsfwNF166VtjorOwLZlTvEzguJR727Auvc3oTnQiiJjARZeVYpi20BygOpj8FzM7p6/eCEOV64TdXPe4oV45ps/Y3/DgSR9pLq4zTbDNZvL1WwDx+kgcyTzCyV7m04/qR7j8jLYuvsgHBadbBvbVO26eI4D63aDYyPQ0TRu+eWZeHz/ZtGmzrpuOjgu+6BpV+uc0DOQ0yFNAcs2/zOpneacioX4Zm2HPT5/cQWikSgirS4UFynrPdukGo7niC9AkCXTvZnjeITCHW0/h5TYMeXqYtj1KmgZP3iTNqlCRq494pDFFTAWOpJfvws0msovkauMJPa3d5Cus0sqfcfv76ejg1Gmus50HaaqRk8cCTGwfD6e/6QJs386sMt+H0L3wLLxrWJd2LG3BjPGD8PZA63Qa1UwGjRJtnZg+XxUvVOvaNvi7aXwmqUThuPsMywwRkOguTAi7rZOr4l420t8kfwkXRxMySdt9TCSSvBn/nos6QwW7xOcbnsMyGtwwR33oEBXBIuBJH33FuI121lfjwKPgXoOv506HBytQp2Px/b2cTreAJvy/JUqBiWnxQeuKkXVvDEIhTvWGgW+U63GCYTeCLnU7W54LjZTl0fcpS7JIiX0TLLJ8AqxHFZsrRb/PKTE0enMVwHh8OWw6DDxIjO+f+UVnDN9KjQ2G7QOO7T9+oFWS81bW9ArOgrnFpyN2865Dmp3AEy0FQZHAWm93EfgOQ6BE3WoWb0GGrsdP5k1E4aBAwGdFk99/Sfsb4hVkzcHWrHu/U1YdW0F7AYr1Cr5AKlaRWdU/SB3OMvEge6q+buE/COdvU2nH6XHxOu16p0fMm6bHL92hINU8YL7YNdb0RxoRXOgFc98sQ0rrnkAgDHpuamCE0TnvZdEHXIcn2Qvb7jqp9j+aT1+PmchLhhgBsVxOPb8C3BV729PuKmAqbAAHBsGDTUoaCF0t8k2qcbD+ERfAEi29YS+TTrbKtjlU+6g6IfO/68BaNi4DvVNzWhqDzAZB5VIbFw27RGVNFp57SLomUhGQd5sqjKJ/e0dZHJGU9K33P4up+NMUNrvs7G9mfg4qarRC0tKMGTlSng8AZzyR/D8J024fdxQUnmW53AcD47nE0YyuLB190HJxYRgayMhFt+c9KHqnXrU1sXmhMrZNrnuNgMKjTC0NePrLNdEppdxxBfJPzKxsUo+qdsXBiCtBFc6g2Vjjztz+SunwQ0fbsaqaytA0yShqzeQOC+8M76enC4Hls+Hw6LFHb8aih17a3Jq281zHBhXK9S+AEqHTsBLx/6Ko63Hsb7dHjod8faQIiP0CIQEyKVud8PzoChSqUvID7Kppkp0aoUWWmvmXAm+/e9zbf0qHL6YUy40bIw5Fq7q/QBiLTiGr6tMakHDcqx4oXtv8fX4fu1TON7UjB+cRTh/8UJoCwuhsViIU9CL4TkO4VOtojMaampGzaOrY4elNY+KF7oCzYFWsFxsRoeKRtJM0vJbR0BFZ1b9kGuwjMy56bucrupVmqZQ4jTjyXsuAyIsoNZAZ7dBpValfB7rdosaBmIzbOo3PInbKu7GI61bAMTWDE9FJc/LRP9E530HwV6umXMlmtuCcPvCYhvmL79pwROzLsXXyx6S6OxI5Vr8ZNbMDnsdp59sW4oKvkA88baeQEiFYJcdFj3KbhkBLeMX/VAgptea1Wtk/dBM2yPKadSut4I62YIDq9dm5Edk0xGE2N/eQWd8Brn9XUnHqUi132dqezO9pEilW5VaBVNRISJGMzQRDrN/OpCMG+kFuP0hbN19MClJfOnUkZI9X7C1fi+DjW/8K61tk7OXpkgQB2TWxEWrHlXUZTbnPeKL5B+Z2Fg5n3Tp1JHYue8wAEgqwc9yWqDTqmBMrPbN0B53NhmHaLD305XzwuV02bCxCqUrHsHqV2LVutkW7Mhp+N7778VT2IOjrcdltZhrq3ECobdCTmvdDM9FxctciszUJfRw0mXzcxwPl5dBkysQa7E4bRScDgOAmNMwedxQFNoMcDqMcFj0OR+uhcPXIKdRMlMBiDkYHJvsAGhoDYqMBbjtnOvw/WNPSRySw5Xr4Dv6DQIn6mKteQm9DsFpDLW0yGqGinAoMhZIfl5kLICGjuU+hVgO2/fEWnxVzh6NGeOHYfueGoTYmF6EqgI5bSsdzli3O+3nFg6H8eto2bRRoCmgyRWAy8uA48ie0Rs5XdVTPMeBqa/H14uX4ItZs/H14iVg6uvT2j6OjciuHZuqoyo3tmY00t8jA/0r6ZxU1fROaJpCoc0Ag06NrbsPorbOJQa+qGhUVmcqvV78/3j9xAdjty27DhvKx6ScDyX4AvHE23oCIRWCXRYCswML9LJ6jQaZnP1JOY1O+ekvUdt+oSu8h7AO4n3veJ8glV8SD7G/vYPO+AxK+7vceSrlZ1DY7wOnXKB4VVrbK/jqBxYuxmcz78GBhYsVz2bpdJup/gn5AxvhUH2oUWy5LJzHbGb5C3s5jSydOhIWgzbpsYl6UVoToaYmRV1mc94jvkj+kYmNlfNJS/pbMXncUFGHLi+DAqse/WwGWduUqT3uTHwBIBrsC8jNC8/F1+M5DtEgI6tLvQpYOOWytOcv2c8no+HvH3sKt51zHdEigZAhZJV0N0L7ZYC0Xyb0eFJlRcu1pFlx9xVYXzYGkWjqKoFcoGkKaq0GOmeRxMHQOYtAa5JNm1VvxsKrSqF2B3BcIWCcS1Y6IT8QnMZzpk+V1Yxaq8XCq0qTZhtZ9WYAMe27vAxWv/CJ+LxMsxs7EyxLzB5Xq2gEGBbzH/9H2hbohPzmdFVP5VqRQ2vUsmsnwMdaiiWuGQEl/YeZMNQcD5qmsqoqI/QOaJpCsdOCVaWj0eph4PaFsXPfYcy98VxZnUV8PvHPifYzm1nhgi+gZOsJhFQkzl480RyQ1WuwoQEqgz4nf1JOo2cai/Clgh+R6VgUJYj97R10xmdQ2t/lzlOpUNrvT53yYftHP+D+X9+Dx/65WdH2ZuOfEN32PQSN19a5xPOY02HAhvIxso9X8jMmjxua1kYqrYmIz6eoy2zOe8QXyT+URjHJVX4n+qTZ6JCiKFntUVRul79KEA32fpTmhZ9ZFKsStyskxCTCut0INjQoxNA00KhpsBEObn8oq31YScMDNGaiRQIhQ8ilbjfDc1xHewzSfpnQw0nV5lCuJc3yZz/ChvIxcDqMaV45N1QWK85bVIEjazra0Z23qAIBlR5+LyNxKmiKRrFtIJhoK35IcUjj2Ag4noOH8YHlWGhoDax6M2iKNDbIZwSn8btdr2HwvbPxzVNPS1oVaWw2FFM2rLq2AiwXgYZWS753Je1bDFq4vEzKgFJng2Xxh0OXl8HyZz/q8pa8hJ5Htm1lMyXXIIDGZsPQJYskLZKGLKlAxFmAJ3/1KGiaglYlU/2goP/6liDOMIdE3WZzMUfoHXiDYSzd9KEkQPZKPxMmJOzr55bdi+Pb/yA+Rs5+chwPtz+U0hYLe7tFa8KKX9wPHjzZ4wlZEW+XHRYdNAUG/GTxQhyuXCfqdfC9s3HiDzsx5IH7s379mI7DMFMFWHHNA+CpKDS0BlomKmtHOVrVJW36if3NfzrjM8jt74JvnA1K+32Io3DtFWcAUR0e/sX9gILtzdY/IbrtW+SicTk/41iDJ62NVFktGLKkQuyQEG/bAXldZnPeE+ISSudOQs+C43gEGDZpFFN896xUiSXZ6JCn6aRYxeB7Z4NPaKncFck4dr0ND/9iPjieh1algU1vIRrsRdhMOiydOhKrnv9EnBeuUauw7S8HMWfSxVldvtb/8ZUkXZ6/eCGaWRUe+l1uxQZKGnaYC6C3FYCmaBKXJRDSQC51uxue77jMJe2XCT2cVFnRXdkqNNN5Sp4gi6ffa8SNcxbCqVehjYniyfca8Yv/0GPr7oNJTgVN0TA4CpICF8IhTXCE690NSVmLxbaBxIHIYwSn0XfkKE78YSfOmT4VGpsN2sJCQKUC63ZDY7PBbrDKP19G+xaDFvVN3rQVMl0VLANOX0teQs/jdFWh5BoEoGgaxkElGL6uElwoDJ6icCoQRdDrweP7NyvaS43NhiGLK1Bb2REYG1g+H1XvnMDCKc5O/S6E/EbOnv35vW9x88//Hy6oXA0qEka45RQojRZsWxsAtAcRKkT7KfgLYSaMky1BbHv3BFzeUJIt5nhOYW93kL2dkDGCXa6aNwatoWZs+PApzPvZHfjJrJlQ6fWI+Hw48YedYNvasq9ylOl4E9OxBZSOl/UjGI0eTa4ghpTYMeXqYtjbfWEySqTv0RmfQbK/pzl7pULO3y2Zfz/cDgo79m9RtL2CHQfQJRXDhN5JthrnOQ5axo/lE4egjYli+3v1qK1rS3tu4ngO33lP4k/fvYlfVtyNIcb+YBtO4sQfdsJ35CgAeV1me96jKVrx3EnoWbj9ISx/9iM4LHrMGD8MFqMGTDgCs1GTUfesbM7vNE2hYc9enDN9KtRmMyI+Hxr27MXg0lmSx3UmvqDkE9v0lhz+dQg9FZqmYDPrRM16Ayx27K1BbZ0Ld9+cmZ/IcxwoigLb1ibG0NRmM6IMA5W9AA89/XHOiYVyGj5r7ny4oloM4ClwUDq7kbgsgSBAPOTuRmy/zJP2y4S8QCkrOl3br0yqaICOeUqJDqpxUElScIGNcPj4UCM+PtQo+fn4qwcrOhXxgYtokEGwoUEMwA1dsgiMXo11b8ccBwBoDrRi3fubsOraCnLwymM0NpuYce07chTHtj2PIRUP4Nut2+Cq3h+rOlxcAWNJCVRqlexrJGrf5WUyqpDpqmAZcPpa8hJ6HpnazGzpbJIB2+aWPLd4wX2w661oDrTK2kuKpsE5B8BUtghODYU2Joqqd+rh8oaIbvs4SvaMpygY+xWA5zhwQQYnXnpZTMTROOwIG61o84dhNWjA1NdL9Di/fD6q3vkhyRZ7GJ8YFADI3k7IHZqmwNNhbPgwlszyfO1u3Ft8Pb5/7MlOJW7JdbyJ17GcHxH2h3H5hf0xdWQBGjauQ337+2sWV8CtGgCLkbSj7Ut0pnKVoumM24Ur+Sfx/m4kzOJEUwCNeg02739a0fbGn/s0djvOLbsXR594qtNJkITeSaYal4snxPwDwOUNAYid4+R863h/YX/DAZxbcDbKSm6QJJfJ6bIrz3uEnoVwKdvkCkpGMa2998qMLrQyPb/zHIeIP4Azb7whrR3sjN6IT9x3oGkKW3cfzCl2JNjREy+9LFbpHq5cJ2oyqNJ2qtiAomlEis6QxAg2vF0Pl/c4NpSPAaUOE50SCGkgl7rdjJD5AqBjTgKp1CXkIRaDVtLeI74lknL1gUwmYxbzlJQcZG+ABaDsVAiBC97GQWXQY8gD94uOcEvQJToOAs2BVrBcZvNJCD0TiqbBOu3QV9yN/iojLHoz6p//A1zV+wHEdFZbuRZDVq6Eqagws/kiClm3oXA0qQ1TNsGyVJyulryEnkU2NjNbMg0CyAVtIzL2uX7Dk7it4m480roFgLy9tBh10Bc6sILolhCHnD1bOnUkOI4Xg63GQSUYXDoLHBsBy1Oo2vMNPj7UCKfDgMdnXoLaBD02bKzClDkLsXTHQcn+z3Is2dsJXUa8no62HsdT2IPbKu7GBZYzodZqcwrkp6vkkfMjbCYdyq4fjNplyyTroLZyLUxli6AvdHTJvkHoPXQ2YSydfyLoVM3x0Ec9YHhfStsbf+4LNTXj+PY/4CezZsJ41lmgdbmtJQJBLp7QsLEK08sWgTWYsG77p3B5GSybNgrFTgu8wbC4JiK01F842nocT+ANPLByBTwuBoWFZhgLHbK67KrzHqFnoRRzcvvCksclxp4Ee8txvGKcLB7W7cbXKx6Fxm6XVERqCrpWb8Qn7jsonbUshuSRSYnE21HW1SYm2Or69YO2sABhf7jTxQYhlsPCF75Mfu8IB4omOiUQ0kEudbsbsVIXZKYuIW/hOB71TV7s3HcYM8YPg82sRYFVj342A2iayriiEUg9TylxpoLFaEpyUspuGYEde2sApHcq5BxhDa1BkbFA4kAUGQugoYm5zHcomsamml1oDrTisZHl4oWuQKipGR5PABGjObOWMQoHvO+avFixtbpLL+IETldLXkLPIl3FVi4kzaSx2xRbFykFbQeo5e1zf1XH3HQ5e0l0S5AjURccx2Pr7oOobr+0Feyn1uGAy8tgwcZ/SNaExxOQ1eNAswYPl44Arw6gLRiBVW8mezuhS0nU09HW49jE7MKqaytgzLF6QK2K+RQOiw4Txw6CxaQGE+Kg1Sj7sTRNQUPxsuvAqaGwopP7BqF30RUJY5n6J4J9bw3wsraXQswvSTz3+Y4cRc2jq3Hpls3kcoyQM0rxhPMK9Hjk1Vj7UQBY+Vw1VpWOFuedOh0GrCq7LEmzbYwHh11BbHn1CDaUj4Epi0QDMhMy/1G6GNu577DkcYld6uLt7agL+2NV6ejYvq1wDhJ0G2pqxuHKdeLPRzz7NNzqSJfph/jEfQeaplDstGBV6Wi0ehi4fWHs3HcYk8cNTbv3x9tR35GjoiYv3bIZFE2L6+LFfTW49oozYLNo4LAYYDFqMv58qarYKaJTAiEtxJvobngeEJ1CYaYuab9MyC+EA371oUasfuETVDz1AZZu+hDeYCx7MVVFI8dJkxiEeY/xxM+6Xfr2Wsx5YxmWvr0W33t/QHF/MzaUj8G2ZddhVelovP7+v1Fb58q5EsyqN2PhVaUoMhYAgDi7wao3Z/vPQuhBcDyHIMtg9qgpKDIWwB0NyOrslD+SccsYwZF1OgwAYg5o+a0j8PJbRwB0BLrc/lDqz9ZeldbkCsDlZZLWRCJC6zGnwwiHRU8uxnohXT07WZidFG8/690N4BT8DaWgLUerZNdNgI/Zejl7Kei7xR17rX42A9FtH0XO1gn2TKOmsXTTh6huH6eQaD/l1sQpf0RWj0aLBs/VPIP79j4oat2sM5K9nZATcro9Hb6iigYW3XkZ7ppUjB1Ht2DFP1fhuZpn4GJbFG01oOw3tzHRTu0bhN6H0t7e5gtl7IdmOxuywGRNWiv3jLwDz33+R9S7G1Ke+wh9k2zPRXIo6ep4c0C80AVi2m31MJI1sXXXESy4UqrZWSOm4+2PTmYdW8jW/yb0TOKTELctuw4bysegpL8Vk8cNlcQB4vWRaG+rDzVi6aYPoVbRiucgJd3W+xu7VD8k3tW38AbDWLrpQ1Q89QFWv/AJqg81JsWoZM9oafZnmqZQ3N+MyTedhR1Ht2D5Byvx6HuP4XvvDxlrVC6eJqwjolMCIT3EW+5meJ4D1X6ZSyp1CflKugN+qorGYCgiyRKTm/c4ZHEFgnqV4qxbhyVWFcFxPOZMuhh335x7JRhN0Si2DcSqayvAchFoaDXJqO0FeBgfVr33BOwGG+4cMQlGgx3Fix7A0TXrRZ0NLJ+P5z9pwuyfDkz5WvGt6wqsOqwvG4NINKb1dds/TQoWJAa64p+v09Bo9YROS5tdQv6S7ezkdO0U081OSnw+y8rbdEajl7XPkf4F+N0NK5MyyE9nG2lCfqGkhQKrDiE2VqWbrR/x+udNKFtcgdrKtRI9bj7yWpLWV1zzAM60DCB7OyEtme7RnfUV5eyunw1gy7+2SfS74YPU88Pk/OaB5fNR9U591m3wCL0bpfMaE4rgwWf+mdE+na1/IpyrVvzifrQEXPCEvHj54F9w9NQxnGj7DpXXLkrSb6o5up1tH03o2aTzFTL9zpXiCU/8vVHyOLkWutVfNaL0N8Pb7TsLileBimoxZ+LArPXmZrxkJmQvQUhCFGxQq5eRxAEStZnK3p5yB0HTVJKe5HRbvOA+PPHvNwB0nX5IvKtvkS5Wq2R3S5xWWTuqsnRozxf2Y8MHqW1cqn07dTcviuiUQEgDudTtbjiuo1JXvNQlmXuE/ELpgM9xPDiOl21ZU3bLCPz983pceWk/GP0sdGptbJOmaeiLizFk5Up4PAGc8kfwxN8bMW2iOe1MBcHZ7iw0RZODVi9DmB3THGjFhg+fAQCcW3A2Flc+CrcriFP+CJ7/pAm3jxualIEd3zZLTavh91JY/uzHScEvtz9W6RBPYqAr0WlePmMUNu060KVtdgn5TzazkzO5OE01O0nu+atKR4s2fUiJHRPHDoLNogGnCkNfclbaebwCp6ONNCE/UdJC6YThWLG1GstnjJL4EUNK7Ljt+nPEFspy4xZuHzcURqdZokefFti//4DkvZsDrWh2++H1UCShgJCSbPfoXH3F+PdxWHS47fpzcKbTiKJCbdbzw+LnpIeZMOpbgqh65wRc3hCZXU6QoHRea2jxJWm8at4Y8HQ4qWVsNv6JAE3R4MHjoXc3SH7eHGhFiGPRr12/6fwKkijW+0n0FRwWHVoDbmiNetQ3BvD2RycxeWz6tqHxdlHQlcpixe3jCvBtgydtC12a7nwsgON4MGyYzITsRSS1VL6oP2ZMOA8qLQ+K1gCUFkL3xVT2lo3Exo0k2q9E3UZVwOrPn8PR1uPia3SVfki8q++QLhkr1XndKhOXvfOGQpgsPCJcBBzPp7RxmezbqWK4RKcEQmrIpW53EzdTlyKVuoQ8ITHbymLQYunUkVj1/CeSS9utuw9izqSL4bDoMegMKyrnXImm1gC8ARZ//7we14y245kvnkHzZ61iO41i20B4giwWbPlc4niMGzOQzFQg5Izc7Jg2xgPWpIVRZ4EmwmH2T5MzsIW2WUKWdZGxAKWXTofDokOTKyhxejMJdCU6zXqtukvb7BJ6B9nMoM3k4jTV7KQ2X/Lzt+4+GAt0vXUYv77OiWe+2CLqf+FVpSi2D8woS7ar20gT8hclLei1sT385beOoPzWEdj48hdwWHS4a1IxNn2W4B/0HyC7JlRxcxfpoEdW624viw2vkoQCQmpO9x4d7z8LF7pTJhSLvvCiq+bk5OtSNA2twwE1x+MMcwgLpzhJFSMhCTk/dcldI7FplzQRxmHRoTXUjA0fbpbu/baBoGk6Y/8knlR+iKDfdJBEsd5PvK8wpMTeYR/bdTjruul4cV8N5ky8OO13zoOCX20Ai3adymjXYtBi8rihOBZ30dtVyTBufwgNTUESv+hFxNugISV2/Po6Jx5977EkOwmeAk0BS+4aidUvSONjO/bW4K4bLlC0X/H2sC3oQRvjkXwGoh9CtqSLUaUalXcqwmFxXFx2SIkdbZEWVL4d6yqTzm8l+zaBcHohdevdDM9zHZe54kxdcqlL6LkI2VYLNv4D01f+FQs2/gP1Telbx+oAACAASURBVF5YTFrMGD8MlbNHY8b4YdixtwbVhxrFwBdNU9Coafz2pc+x+oVPMOpnBXjmi21JrTo8jE/WsXhpzzEsGH0PmalAyAmlmRw2vSXlfFq5trWbPtuGiWMHiY9JbBFaOmE4KmePRumE4dCoaXgDIXE+SWJbW2+AFWeICJB2iQQg89nJqQ5igu7MWpOs/s1aE5hQJOn51YcaYTPrcM+k8xXtdCYImcHxEH33TZS04A2wAIDaOhe276lB5ZwrUTF9ODZ9lqw7b9iXdk3I2fpZI6bj1X0nSEIBIS2J9rSze3T8jDK3jxH956bWAJpcQUwcO0hiY3d9vRezR03J2dfNdN8g9D04joc3EIJaTUn8VKtZm9Rl5rbrzxEvdIHkvT8XnXXFbDySKNb7ifcVEu1jc6AVz3yxDddecQZC4WjKWbty8YoTJ2OXY/HaVavppFmpXVX5zUY4vLTnGGaNmC7R/YLR95D4RZ4Sb4Pk9Lnu/U1wBTw49oMb8x//B/wMK9pbIT7m8jKi75vOfpGZooSuQG4mtGT8ncIZ7bsmr+ivCkwcO0hyRkvnt5J9m0A4vZAUn+6G4wB1+9dA2i8T8gClbKuHZ16BrbsPyrb1ECoTOI4XK3otJrViqw6NWpvUIsTlDaFAV0RmKhByItfZMUptay2mju1T0LnbH8LyZz9KWgNCe9HEtrYAsOvdo2J1WldniBP6Bqlmlgu6Wzp1JIr7n5Gkf7cvjIYWn+zzaZpChIp2qm1cLm0aCb0DuY4eiVoov3UEtu+pEZ/j8jLQqGlEKE5WdwzLgtPxKYOt4vzGax5As9sPt5fF9l0nUFvXRhIKCGlJtKfZ7NFymq9v8sq2chYuixN94aOnjmHngd14+Bf3xz4P8XUJnSD+/OX2hdDqYSTtxAFg1IX9k7otDXQa0PxZ17aM7YoZjtnO8yXkH/F+o1KswGbR4LsmL4KhiOIFbDbVYV01vikRjZqGyxvC9l31uGPsTFhMajAhDgW6ImLT85R4G6SkT4YNY/Xz/0KTK4jte2pwx6+G4rcvfZ5UrQukt19k9i2hq0hl5+TO68IZbcIvzpXsu9n6rWTfJhBOL+RSt7vhuY7LXEqo1CWXuoSei3JVWARlt4zAE3+UBr4sBq109siF/bGqdDRUurBiqw6rQf4iwGLQgaZJmw5CbmQ7k4PjeESjlKxOmVDMTsfrvMUdTNleNL6trRA8c3kZFFj1WF82BpFo5m3sCASBVAcxIKa7Vc9/glWlo9HPZoY3GEY4zMEdCYNlObz81pEk271k6kjYTDp4Qsp2OhOyaSNN6D3IzU9aOnUkip0WbCgfAyYcReMpP3RalVghlonuGpoC0FPmtMFXmqJRYLTB66Gw4VWSUEDInER7mukerTSbXKmV8653j6LslhFgQsmtOduCbmhoNZkhRugU8ZqcMX4Ytu4+iHm3XSLbmaN0ws8k+zTUodPSMrazs/FIoljfoMCqw5o5V4JX0KHVqMe2Vw/B5WUUW3j2hOqweL2u2vKlJJ5ByE/iv1OvPyKrT4pXidqrrXNhx94azBg/DOcMjNm+rbsPorbOlbH9IjNFCT8GQre5/gUmqGgKVTs/R22dS/RXhTgBE+Ky8lvJvk0gnF7IpW43w3McKDHTilTqEno2HMeDAmSzrZrbGOx69yhmjB8Gi1EDZ4ER/WyGpEzZ6kONONbgQdW8MVh4ValkVqnQqoOmyEUAoftx+0PYuusIZl03XWyvVGQswIIrS1Gg7Ydty66TVOOccgdl14bQYgmQD55lqu3EKiCyJgiCJqwmbSwA1v7zdds/RW2dS3xckyuIVk/s8mzppg8llw4uLyMGHCxGDZhwBP1ssXaKVr0ZD1xVivVxdvqBLNt+na4KCELPRa5CRkgscDqMAEJ48k//gsOil+jObtbB7Q/BYjRhweh7JPMcZ42Yju27jmHhlH4ZfQaSUEDIhWx1kzgjN17zrR5GtpVzkysoBnqn/fqCJK3f/5/3wKw1ZfR5iV9AUKLN12GHLUaNpEJcrjNH/D7N8VrFM1omnC5dErveu0lMRHjn0xNJZ7B5V8zCq2+dEH3cUDiKZlcAPA9oNB166AnVYUSvvRObSYvSCcNhN2kx74pZ+O1Hz0h81ZZTnER7tXUubN19EKtKR8OoV+Hum4djxngeWo0KdjPRA+HHJ36P1mlohFlO7DZXOXs0vAFWTLoV/NXSCcNxltMCg16FB/pJYwOp/ANiBwmE0wu51O1ueB5Uu0ETZuvyHLnUJfQ8hIPWi2/WJFV1CVVhtXUurH7hEzgdBqyZcyVomkpR2cuh2C7fTobjOXhCPkRoFlq9RrzoJRByheO52LxmjoWG1mTWejnCofqrRrR5QmLbLK8/AitdAJtJD7THXF1eBiufq4bDoldcGwJywbOMPr9MFdCyaaO6bO4TIf9Q0oTNrEuaj+d0GOD2hQFAcukQXzku2O5l00bBYmzPnuUpqMNWTBs6C3odDSbEQR22Ajwl5qEBua0vQu9Fad9v9TDQaVWSrG1Bd+W3jkDlC/vh8jIxDZoKMG3oLJhNKhh1GoTDPG67/hzotJnriiQUEHJBSTeJds6sNaG+0YeVz1XLVkC6feGUrZxdXgZ6rRp/+7ANd5zb4WPs/Mv3mDOxCA6LKuXnJH4BQQmO48GEIqL2hMvcxIobpYqZTFp+Ku37p1uXxK73XuITwixGjeQMdlZ/IxpPMdj84jHU1rUBiPm2kSgvSVYUtNaZ6rCu9GmJXnsPgm0LhiJYsbUaADCkxC7GCJwOE555pRZtnu+S7GzZLSOwdfdBjLvibHE0zrJpo2A351atSM5dhFyJ36MdFj2mXD8UahUt8Rfe2X8CZbeMwOsf/BvXXnEGbBYNHGYt+pn1UKtUsPDZtQQndpBAOH2QS91uhuc5QDCAdPt/uWj3fSACQYH4g1abN4wZ44fBZtain80Al4+RtFBcNOUyWGgGrNsPG63C5Rf1x8dfNYqvJWTKyrWT4XgO9e6GpOzwYttA4qwSciJXTQlZ3rV1bVi1pSOAsKH8DAAx+x31u2GMhDHv5sH4/dv1korHQpsenkBYsjaWtrcXzZZsZkMR+gZKmqiaO0bS4vvyi/rjvht/ijATgkobxfkldhxuD4ilqxyPzYn+OKnSIV53xGYTEtGoaVx+UX+MH+mEw6iCKxDF7k+a4PaF0c9ukGRth8JRfNfkFRPDAGDlc9W4f/IlsGjNCPNtWPPh0x2V4v1KYeGJtgg/LnJ2bsGVpXhx33eKFZDv7D+RdtwCx/F47e/f4rW/S9/v7pvSJ/gSv4CghNsfQkOLD06HAQUWHZx6Fk/cMxzftTDY91k9SicMx8B+Zuh1asVKsVQtP1Pt+25/mOiSkBNCQtj5JXacaeHwbNkInPJF8Pt9J8CDwpTrh8LlDQGI+aIVU/4DL7zxlaLWcqkOIz4tQQlhz50xflhc141YjMDpMKBq7hhMvf4C+Fpb4dAzqJp1MRiVET+0BLBjb8zHvenqwQA6ZxeJRgmdwe0PYee+Gsy7eTDOdhrx/Sk/wjCKmt717lHc8auh+OzwSdx640BJJXq8zkhLcAKhZ0AudbsbyUzd2CbMR8mlLqHnEV95I1TkAsDmRf+FV94+Il5k8TyHfnwrmnZsQMTdDLWtCPMnVKAKwMdfNabNlPUwPtFJBYDmQCvWvb8Jq66tIM4DISdy1VSqLG+e5xBuqkPjK2sQcTfDaivCwhvnY93rP4iVZzPGD5O0JPcGWNhybLPUE2ZDEXoWSpoIhKLoZ9djVeloBJkwnJQLp15+ULTHMZ0Ch+va0laOZ6I7YrMJiViNGswf1x/Nu9Yi1G4f5/5mIf70aQvOP9sBoCNru8kVECseBJpcQXAcEOAD2PLlNom21hNtEboBD+NNsnMbPtiEu6++B9VfNcpWQE4eN1ScI610qeDyMjm3CCV+AUEJNsLh5beOYNGUy1AQbYF/z2o0upthsBVhxoQKnGBU0Gtzb/2Zat9nI2qiS0JOCAlhd19dAO+fHpKcr559r1VMigmxURxv8ICmYsmJ8cRrLZfqMOLTEpQQ9lyljgcmvRo63w+Ivr0WPnczGFsRzDfcjxf/rwG17Weu+JFMudpFolFCZ+A5DndfXYDg3nVoavcLim64H4umXIY17eObXn//35g5aQge+fsGojMCoYdDLnW7m7iZuhTd3mYrGunGD0QgyKM0m8btY3DjVT8VHdsn7v0PhDkfNDfPhTboBfv+LjTvWosFd6yG+6bhaTNlWY4VnQeB5kArWI6sC0JupNOUUgujVDNAIr428UIXACLuZgT3VuHOaxfit6+FsHTqSOzcd1iSACHMMOU4PusgWk+YDUXoWShp4niDB1t3H8SKu6/AADOPph3rZHX6v5/oMGPCeYjQfrQFw7KtkzLRHbHZhET4oAfNu9ZKdHfqz+vw37evhMGkk9hcWqPCqIv6ozqhmwcTjsBgBtEWoduI1ynHc7JaLCrQAkieOSa0GU93qdCZFqHELyAooVHTsfbeCCGCgORM1rJrLc689VE8setLTB43NKe2yKn2fY1aS3RJyAmbSYe54wfj1M5lEv8h8tlrKJ00E1EqDJrmYaC12Lr7oKRiUqCzWiM+LUGJjg5eLrEzl82sRZHdAIdFj5CnFadeXQvKZIdx3HTwBgvYsB+zbvgpKl/6WnYkUy5aJRoldAYjHYabkvoFvjceAz12CWaMH4ZCmx4WowaegIfojEDIA4h33c3w8ZW67e2XeWIoCT0QIfDkdBgAxBzRebddApNeDbuKwcZZw/HSg1eBskXwyFevoPyDjXi05n/Bjp0CymQHjSicDiMcFn3K4IGG1qDIWCD5WZGxABqa5KAQciOVpoQWRkvfXos5byzD0rfXoq7te7B+N3ieEwOyidrloxEx4CAQcTfj3IFmbCgfg5L+Vtw+9nzJehHm6bj9oax/B7n1l2ngl9C74HkOEZ8LZs6LJ2Zfgssv6g+gQ2O73j2KJlcQy5/9CBQnr9PBZ9kw+aaz8Oh7j4m6r3c3gOOlGeOZ6I7YbEIiSvZRq+IBipfY3OV/W4/bf30mRsXpeN5tl8Bi0oIJcURbhG4h0Tf43tMoq0WdSiXaR5eXgVajgkGnSuvrCsQnj21bdh02lI/J+JKN+AUEJaxGDZ647zJEzazsmYwJMqg+1IiVz1Xn5JOm2veJLgm5QtMUtCpe4j9oBp6L4Ogb8eDfOvxVF9uCRXdeJs597EqtEZ+WoES8bautc2Hr7oMw6NQotBngDYbh8QZAmexgx07BozX/i/IPNuKRr16B2sHhd/ddisGFNBzWWCJYZ7RKNErIFY7ncDLilfULBtg1ePfTE2DCEZgMajhMRqIzAiEPICuyu4mbqStU6vKkUpfQA4kPPDHhWNujd/fX4X8ut8C39zE0uZthuv1BrP/qFUmbjsc+exEP/fxWUKrMzI1Vb8bCq0qT5oRY9ebT+esRejGpNCXXwmj9B5vx0EWTYDfaoXWWgOcpuP0hSbUupVJDbSuSBB7UtiKoNBo4zLGqHJtZJ2m9LMzTufvm7FstpaoaJvQNOI6HNxiC1vsDml9dK7ZTvn9iBbw3DcM333lEjQHtLWwplaxOg2oKG95N37orE90Rm02Ih+c5gIvK6i7C03D7PUk297F/bsbDExfgpjGD4Q2weOGNrwEAU64figWj78GGDzcTbRF+VBLbLe/6ei9mj5qCp6u3i1q8/7I7EHCxkn1++54aLJxyWVbvlUuLUOF5xC8gJMLzHCIt9fAF2hTPZE2eWAvQXNt/ptr3aYrokpA7iecrzVUTsOazF5Na38+8sBT/9R+DYNKrsXzGFQiEWBRY9ehnM3RKa8SnJSiRuOeqVTRUNNDiDoLjeJzyRVD081uT9Lr+w2fw4NCbEH5zG+6fWIHAb4aDonO3i0SjhGzhOB5ufwgRKoj1H2yW9Qt4dwPmjnVi2z/qcevY89HPbiU6IxDyAHKp283w0ajYfrmjUpfM1CX0PARngI1wUNMUtu4+iHk3D4bvjY7WnpxWL9umgyocAJXJltH70BSNYtvA2FwmLgINrZZtC0ogZIqcpsxaE9y+MEIIy2qW0+rR+MoaDLyrEvUeOqk1olGvgen6+fDvqRIv1/pPWiTROd2+TrqqLViugV9C/sNxPE6c9CDsccHwtrStbdOra2G75RFZrYU1JvSftEhsFS7o1AM+45ZK6XRHbDYhnqjfjZa/voCi62ejec/Tou76/WYhHvr9V5g2cbCs9kIRFr996V8SDW98+QtUzRtDtEX40WEjUt/g6Klj2HlgN5ZfXYao1wU6zMCmseCxN0/g44TW4T9mm1niFxASifjcaHxlDTQ3z5W1tSgY8P/Zu/P4qOpz8eOfc2afzJIEEhbZXEFR0QqiUrUuBasierGIRVnU2lpbbXt/L9tab3t7r/Z6vd1uW2trK+BaRGmLC1esxa2oKK0VoayKoCxJIJPJ7HNmzvn9McxhJplJJmSbSZ736+WrJSThTPLMc57zXZ4vDz+zBTjyeO3svi9xKY6UpcrPsKu/RcOhxYtGlb9gHDscCv92/9vmx+prXPzo9vO6vXhAalrRkWxuyz6X3b14HTVeJ9+49lOsfLuRG//l6ILxari85jPbyIX/hdVTc+TXIDEquiA3Vr+54KTCY7W1w2n5w89IR1qYcfG30XUDDEXiTIgKIJO6/U1PwaEdjIoiO3VFecotBhoDMaZOHMadC8/EnW4llrMTR4mFqHPX5hULde5a7Dbn4cULJVAVNW+3mBDdkVmQkERLWbFZ7Xgcdj5uCHH34nV88eoTCsasEguRCjaR1jTuXnx4oqExEOPuxeu4ZfapPPniPhZcfAc1bgvhhEHcMxxHTpx356w8ISB/Mc3di9fxH/PGkyjQ1jYRT3DbNaebZ5vX17j4zsIzqXLYsbjHMHLhf2GkUygWK5YqP7Z4uGDcH2lLJcnZAjLxmtY0YtvfQY+0MOSzi1CdHvR4mLDhZMvuFoIhrWDsHQgk28XwXTdMxetyoKoyOSD6llVR28VpSyyIVbHgc9WwoyXCqvebueazE/hwT6vc40XZ0FPJTLv7Is9kTcEUW3a3lByvuXVI7q5bue+L3mAYCrh8Zv0QdVYVjGO/22mep9vTuVdiW3QmGEmYz/c3zTqFJc9tZOa5x3IgmCw6rgCZZ7aeGOuVGBWlyo3VUCRVMD4JNpHYux2AUUOd/HTl+3zl6tOo9TklzoQoczKp28+MdNpsu5zdqYteWhskwzCIffwJwU3/JNHUBLqO1evFPXYM/oknYXG5eumqxWCTWwwArNvUwLUzJuB0OdFyWiRpr6/gXy9ZyI/XP9qmTYe3Py9fDGJtFyTU17i455Zp5p+fXr2LL82+kd+8+9DhlopnzENb/QhWfx26YsnbOQaZiV2n3cqW3S18Z3GL+fGH7qqHqsOfJ60RRXfkxu43rv0UjYEYgWgaX4G2to2tGo++tNNsA1rjc7Lk2Y186apTGeJ3tVsRLq27RE87vJs8istfR2Lvdhqevg/IxGjrBXcAFMy5Xzr9Rh5Z8QGgcNOsUxg30ofTbpF8KfpFKqVjTyv86+Tr8+rZf518Pc2NcWJeP99Z/BYAew5EuPfWT2OA3ONFWdCVTPta7fUV/OuM+fz4UCvQOnctX5l8E0rcwW/vvBhHCTm2UA191w1TSz73WYiuyMZbrS1N8M9LSAWbsI08vl0cf+n0G3nqxV388CufRlEk94q+p2m6OT7gddtYt6mBllCS+ZedyDfP+TI/eePX7cYVIFMPl3okmRA9QUsdjtVi416JnPjcH0iyblMDN82S7qFCVAK5o/QzI50yJ3PNM3ULtD/M+xpdp+m119nzhz8R3bU787UWC6gqhpY5I0exWvGfegrDp19M7ZlTMn8vxBHKLQayGptjLFu/i5sv/SaxVZkWtEakheq0i5snfhm7Q6XOX0VtlU/adIh+03ZBQmMgRnNr3Pzz1t0tPLICbp75ZUYMtWMc3Edy9SMYkRbqr/4WCWuVuRI8q77GRTyZn6eLtbCTFnTiSOWtrI1q1Ne4ePilj7lj5uGca/XXUXXZN/nFMx+zdXcLP1z6NvU1Lm6adQrrNjXwLxfECMe0dgOw0rpL9LRsvNZ6HUVjFDI595k/O/j2Fd/AZoc9DVEeWbGTrbszC2R+t/J9fnT7eZI3Rb/QdYMDwRgPPbONb14+mu+d/Hl0uxM1GceWdvHAa59w/ecOH7OwblMDN18F9TXufrxqIQ6LKS7zeBDb6kf43mfmQu0IFNXOfYs3sHV3Cw/d9dmScmyhGvruxeskR4tekY23OxdMxndofEHbux3X2mf5wWdvozmWojmo8ciKXQRCCa6dLhO6ou/puoFuGOb4QPYZbevuAN994A3Gj6nmhsu+xIg6F07FILF6CbG92wse1SREb7NZVTNWs+Ne2fi0GTqpPy8149N16Tf5xbM7qa9xoSgKgVBc8qsQZa6iJ3WfffZZHnjgAVKpFAsWLGDevHn9fUldZqRTKNl2h9mduh205Ijt28/2n/2c0JatuEaPYvTcObjHjcXm9YKikI7FiO/bT3jHBwQ3vM+We/8HR91QRs+dQ/0FnymLyd10WqelOUrzgQihYIJwKEE8pmVWWtot1AypYvS4GmqGuFEUuYGUg9xiIOsv7+xizsXjefAvW5k7406G19j55ECcX6z4iOZQgrtumEqt24cqv0PRjwotSAiGk3nxvHV3Cz9/YjNfn3sa9lQ1o2Z+nZ0NUR79vwYWXDa0XQvl7y46E5tN7bW2X0JAfuyuWLPdbE1737P7uGnGtxlT58Jqt9MYs9Ac+gjILC647ZrTeXTVZuprXATDSX78+N8KDsBK6y7Rk7Lx2hiIcd+zmK3p/f4qWjRbXozO/PSxPLxyB1+bcxq1bhuBUML8O8mloj8FIwmaW+O8tbGBZ46q5rLJowiFojRF7ax8ex9zLh7PH1/Zbn5+X5+hK0RHdN0gmTbQ3MOIXfxtPA6FloSBO+bkD698wNZDbZdLjdmCi3oDMbRUaV3FhOgKs45oSbBsfTOzLsjUESnFQiru5L8fOvws9u0FU/j96i1s2HGgw93jxdqHC3GkgpEEv1v5vvlctmLNdm6fezr/uyxzfEgglMBr9/KTpe/zrQVnUDv9i6jTbzCPwOnKkWRCdFfb48ACoQTVTh8/WboBBYN/m3cDvgsWZMZxn91FcyjB7XNPp6E5wv8ue5c7F53JUL8Tr1typxDlqGIndRsaGvjpT3/KH/7wB+x2O3PnzmXq1Kkcd9xx/X1pJTMMI3OmbnanrqKCohTdqdu6eQub77kXDIOx86/DO2H84VbNhgGGgcXhoGrcWKrGjaX+gvMJbd/Bgdf/yo5f/Io9f3yGcYvmUzv5jL55fbpB88EIe3a3sH9PK81NEQ42hQkcjGYOX89hs1kwMEildDj0V3XDvUyZNpbTzxyDRQZM+lWhs0GvOO9Y/u+NnVw4eSwx1cauEPhrh7LoCi911S6G+F1y4xf9rtiChO8uOpN7lrxtxvNt15zOw89vZuvuAP/1lWl8Z/H7AHy4p5WffP08s4Wyrhv8buX7tISS3DL7VEYO9eB0WKn2SKErelb+ytoAj67azC2zT2V4bRUfN4Z5auVO5l1yIqPrPfzPbecRT6TYeyDMo6s2EwjFzcldGYAVfSE3XrOt6bO7xkcNs3P3l88hEEoQDCd59vUPmHfJiXjdDrxuh7SoF2VD03Rz4ddjq7eyvznKVZ85nhq3whevHI5uGGzYcQCQRQii/LSEE3z3V2v5/k1TcVUPAYtCtV/h+b9+yEvvfNzlmC1UQ8tCBtFbsvG2Ys12rr/0RH765LuHF8/eOJUf3Hw2CmC1qix7cSsvvZPpAFJs97i0Dxe9QUvpZrvlr805jaHVLlojCb425zTsNgu+Kgcr1mwjEIqz4+NWfrfyfTPuZMOK6GuFjgPTdYNAKNO57j8e38wXrzqZkAELLp9IPJnCYbfw2z9upDEQ44dL3uaW2ZnjnCR3ClF+KnZS94033uCss86iuroagBkzZvDCCy/w1a9+1fyc1tZWWltb875u//79fXqdHdIzferNM3UBFAtGOvPxtJ7mk9Z9NEUOEnxrPY4nVqP7q4hefSHJahu+yH7q7X7clsIPZorFgm/CeLzjT6B18xYa/7KGzf/5Q4aeO42jb7oRe3XPt/4IBmJs39zAtn828vHOZhLxzAS1xapSU+umZqibcccNwet34vE6cLntOF1WVFUFDNJpg3BrnIa9IT7Y2sSqFRt585UPuezqUznmhKE9fr3lqBzjNlsM3Hvrp0kk0wRCCex2lQ07DpiDBN+aP4Wf/v7vbN0d4KG7Pis3/EGmHOMWCi9IyEyEebn31k/T1BIjGE7y6KrMhG59jYtQVDO/vjEQI6Hp1Ne4CYTi/L//fc0c3PrB79ZRX+PiR7efJ/Feoco1bqHQyto4dpuFny17l627AwDs3NvKj24/j1qfk4PBGPU1VdxwxcR2MS0DsANLOcatv8rBnYvO5IdtFss8+/oHXDRlLCeMqWbE0CqGVruYMO60vMlbaeM5OJRj3LalKJmFX9kdOC+98zEbdhzgW/OnMMTvZKjXJYsQBqFKiF2ApJamMRBjT1OU3618n8ZAjPFjaph94fGcdcrILi+6LVRDy0KGylEpcZuVG2/mQsYhVRxoiXH/8vfMmvamWaeYE7pQfPe4tA+vTOUet9nFB1t3B/i337zJ+DE1LLjsJOpq3Ow7EGbxM5sIhOJ8e8GZ/OYPGyTuBolyjtu2x4EFw3Fzd/nW3QGeemkbiy4/GYtFYefeVn77x43mWENjIIbTbpUYFqJMVeykbmNjI3V1deaf6+vr2bBhQ97nPPzww/zyl7/s60srmXGozXLupG7AbmVddC9b1/yEHc0fkUwl+dSWGOe+G2ZvnY1nz7UTD70JocPfp9bqAuR/EwAAIABJREFUYaSzlqMcQzjaNYxjXcOptlWZf68oCv6TTsR7wvEcWPsGTS+/Ssu773H0F2+g7vzzur1iLJVKs3nDfv725i52f9gMQHWNi+NPqmdIXRU1Q6rw+Z0oSmZDccGfxaG/UFUFX7ULX7WL406sY98nQda/sYvHfvMWZ51/DBdeOh6rtf9bSPemco1bVVUwgJ8te5frLz2Rp17axk2zTsHvsZsrEmUCYfAq57htuzoxOwg7xO8iHNP48eN/Mwerbp97Oo88v9n8+tx4ljZ0A0+5xi20j12A+x5Zbz5kQX78qarCI6s2MfPcY83B3Gy7cBmAHVjKMW5VVaHW52y3I3fmucfy7OsfMGFcjQwEDHLlGLdtqarCnIvHs/ylrXk17otv7eSqC45vNzAmBodKiF3IxG92p2N2YcLW3QFzp1hXuyh1VEOL8lcpcZvVNt6sFpVoXOMXy/+RV9M+sXpL3tcVG3uQ57bKVO5xW2jRrYHB03/ZxpkTR7Dw8pOIJ1PEElrexJjE3cBW7nGby+t2UOvTuGX2qTjtVuLJFAYGLofVHEPIym54kBgWojxV7KSurut5k5GGYbSbnFywYAFXXXVV3sf2799fNmfvGod26uqKyvrmD1jTsJFNo3wQ/4TR9hFMG3UGx6/Zgevdf2I5dTxHX3w2XwPieoqIkSCcTtCcjnAgFaIhGWRz+BPSZBLtEJuXY13DOc49gmNdwxnlHIJqtVJ//nn4TjyRvc88y/af/pyDb67j2Ftuxn5ox3NXJBMp3ln7EW+++iHRcJLqWhdnnX80R42ppsrTfgC52IRuMYqiMHJ0NZf+i5e/r/uYt179kD27A8xZOLng9x8oyjlubVaVQCjOo6s2M/vC46nxOfC67Cx5biPrNjXICu5BrJzjttggbLHBg0AoDrRvrSht6Aaeco5byI/dQChuxmZWbvz5qxzMu+REHn9hszkZUetzMlRa4Q845Ry3//fGTqafdTQAF00Zy7Ovf8AXZkyQukCUddxmqarCX//xCQsvP5nWSGZxwh9e3i4xPMhVQuwCOGyqufsmd6ej026h1ndktYAsZKhclRK3udrGW7Un/4gGr8vOvEtOZOfe1k53j8tzW2Uq97gtNn6Q28Guo0XiYmAq97jNpaoKI4d6qHLZ8hZsAe26c2SPc5IYFqI8Veyk7vDhw1m/fr3556amJurr6/M+x+fz4fP5+vrSSpbWErzrcfBq4F32H4hRa/fy2WCSSbVH4zn5SkK/eYLU+1txX3AO6pRTMA6dn2tTbXhxgS3/++mGTqPWyh4twB4twJbIJ7zduh0At+rgGMdIxtpGMsoyEuclc0j9Yz0H33mNgxs2ol82B+Xk01FVBbtVxeu2462y46+yU+Wy5U2Ya8k076z9iDde/oBoJMm444Yw8fQRDK3zdHnithRWm4UzPz2O+uEe1r78Ib/72V+Ze+MUho0o399td5Rz3OauTPzh0repr3Hxg5vP5itXn8bNV8kK7sGsnOO2I50NHuTGs7ShG3gqKW47i7/sIMOtnz9NdtQMcOUat/4qBxdMHsPS5zZy0ZSx+D12bpp1iiwsEED5xm0uiWFRSCXELhTefQMc8YSuqGyVErcdKbSooNTd4/LcVpkqIW47Gj/obJG4GJgqIW5zFVuwNXa4j/+57TziiRR7D4R5dNVmAqG4xLAQZapiJ3XPOeccfvGLX9Dc3IzL5eLFF1/kP//zP/v7skqSSqd4bdc6/rjxeRqG+xmhqHzhmM8wzjWUqo8eJaVGafnv36B/sg99xmfZMWwskY80EilIpAySKUikIJkySKZBS0EybaClIZlyk0y70FIjSaYNUpY4qjdAyneQDb59bHTsBECPu9A9Q6g+cSqXbt/CiKeW8M//e5kX684kbslP7m6nlWG1bobVuvEmdSK7g2jxFEeNq+HimROoqXVjGF3fidtV444bisfn5JUXtrHk52u56rpPMX7isN79R0UeacMlBrqOdiRI/Iv+VEr8yY4a0Z9kYYGodBLDopIV230j8SsGklJrXXluE32lK4vEhShn2eN0dN3A5bRyx/zJEsNClLGKndQdNmwY3/jGN5g/fz6apnH11Vdz6qmn9vdldSiRSvLyzjdYueVFDkYDjK2q5/p9LYw44Qy2NnhZE4hzTpOCtnY7WtrCyuEX8OEHI+CDZN73UQC7FewWsFnBZsn8Z1ehygVWa+b/W1UFq8WFzeLEqg7HEjdIpWO02g7S4gjQVL+fcH2KP5xs5fzNwzjp/V2Mb2wicckcImMmEEumiMY1mlsTtO4LEd98gHTaIIzBx+i889EBVu8NMKzaRX21i2E17sz/VrsY6ndis/R8e4ah9R4u/ZeTeWX1Np5c8g7nTz+B8y4+HkVuMH1GJg3EYCbxL/qTxJ8odxKjotJJDItKJvErxGHyfhD9QeJOVDqJYSEqQ8VO6gLMnDmTmTNn9vdldCoYb2X1jldZvf1VQskIoz2jON53FvZdISZGNvLAa0m2JeOc0/w+qZZWVIeFDWfPYkyViwk2HbdNx2kDm8U4NFmbmdjN3Rhb+iZZBzASGIlhGBxUW9ljBNhw6gHeG5lk+psh6lYsIXLcMGwXXMhw54nEtoaJ7Y/grXYy/vSR6A4LB1sTtEQTtESSNIcSbPmkhbe3NZn/iqLAEK+TYTUuc6J3WLWLOr8Tr8verVU+bo+d6VecyLrXP+LV1dv4eGeAWddOwuuTm44QQgghhBBCCCGEEEIIIYQYeCp6UrecaWmNv+/byKs73+Lv+zaiGzoebRTK7lPZdtDHNgxO8URJ2RQmeSN8btvzOFpasI3yUXW0g/FH24BUwe9t0JVJ3OIURWGo4Wcofiap44gP09g/8yCBDTtw7Hax74UYEcdOVDWO73iNo46vwWaxYlEsuIdaGU1VzvcCLaXTEk3SGkkQiGoEQgmaWuNs/aSFVNrI+1yfO3Neb3WVHb/5/x34qw5/3Gm35J3lm8tqs3DOBccwbISXda9/xP33vsIFnxvP5HPGYumFHcJCCCGEEEIIIYQQQgghhBBC9BeZ1O0h8VSCDw9+wvpdW3hv/2b2xnaRJgWaA+3AGNJNo3A5ajhuhIMRE+0Ms0ao/jBGw3s1HN30Fka1Dy77DKEqG2Grvd1O3N6QPQdXS0IirhIJO0m0jqYpOhZjiILLEuP4wFuMatyCus0g8ZJCqMqCbndgU2040irWlIElpaOm09g0DXdKY6RhgM0Odju4PRi+GhJuP2GHl5DdS4vdywHVTktKZ1/oINsPRkkYcbBqKFYNxZICaxKLLYXdkcZqA7vFit1iw2G14bI68ds91Di91NZ6+dTlQ9n19wir/7SJN17+gCnTxjHxtBHUDKnq/IcghBBCCCGEEEIIIYQQQgghRJmTSd0cO/cGicQ00rpBIqXxcWgXyXQSLZ3K/KeniGlJIskYoWSISCpCNBUmZrSStkQyPZEBS8jJyE88VKerqbP7qHGDb8gBHNGPULYGsb6yHzUcyXzyUSNQpp9HcoiHZDIBaR2rw5Z3XYYBkbCCrgOGkpnsNQ5PyqbTkE4r6If+N53G/P+6nvt3oOsKhg76of/Miz7EXaVw1BgrvhoDRXGSSp5Oc+Q4LMFG0sEGjHgYkjEiRpQWG2guhZRFIW1RUawOsHpQFSu2lI5NM3DGo7gPtuDalaAupVOX829FnQrBKgtBj4WISyVhV0noCgm7ShoVI22FuJW0oRK1KzTUWCGtQyqFoqUhkvPNhoPHVcfQ/cewZlWcNau2kHIk0D0aVg9YXRZsdgs2hwWb1YrNasNbZ8dht2G1WFAV5dB/FsZ4x2BRLCgKjBvhw+mQt4kQQgghhBBCCCGEEEIIIYToP4NutiqdTgOwf//+vI/v3BfhvmVbzD9bR3yAbfT2ot/HSKsoaQcW3YmDGjz6MVTbaxjmHsr4LW9T9e7f23+Rywk+L4wbizJ8GMroozA8Loi2YE2lsdozZ8JaHG4Uw2Ju1T3YBJs3ldZSWFHAYlWwWsFiUbBYFWw2BYtTwWIFi6qgWhQsKiiH/tdmU3G6VZxOBVXV0bRUZrYYBzgdmWseMRJLzr/hMiCkRtGIEjcihIgSNxLEjQQJNAwMdEPHOPQi7Fhxayr+SBpfOI03nKIqksQbijOkOYo1lkBNFW43nRWct5Bo9VASCYNwMkk4GSekxYikYsTScWLE2DfsIOqQA7ijLtxRD86QC+WgCx2FBJDI/PaAJJtG/JOG0Vvb/TvJnRNJN40G4JyJQ7l++tii1zR8+HCs1t5/GxWLWyGOhMStqEQSt6ISSdyKSiRxKypRX8UtSOyKniNxKyqV1AqiEkncikrUl7WCqByDLiKampoAmDdvXru/83q9TJgwAUVRoRFqPq5lWH29+fdpPY2uZyY9U1qSZDJJPNFCPLaPYDpNENgFvA3UHTuWoUOGAKDrOrquk06nSWoaWjwKH+2Ej3bidDpxu/PbBBuGQSDQnPexqqoqhg8fXvA1GYZh/huGYZDWdfR0mpSuox36GGky//USBXABLiyAJfMzJDMBbBjZ69RJAwEgYAX8mf9UVcVqsWKxWFBVFdVy6CzdnE3Ehm6w7723iCeSBf99x6H/FCXz/SwWC1arFXuVHfdQNw6HE7vdhtVqRVUtKKpCddDK8B2j23wng337thAMrgPglY2NLP3vj4q+7r/85S+MGjWqiz+trusoboXoKolbUYkkbkUlkrgVlUjiVlSivopbkNgVPUfiVlQqqRVEJZK4FZWoL2sFUTkUwzB6++jWshKPx9m4cSN1dXVYLJbOv6AX7N+/n3nz5vH4448XnaitFAPptUDXX09frZYph7iFyvt9V9L19uW1StxWnoHwGqB7r2OwxS0MjN/7YH8Ngy1uB8LvO2swv5bBFrdZlf47H+zX35e7GMotdkF+//2pEuoEKM+4zVWJMTCYr3mw1QqV+LvuzGB8TYMpbgfi77etwfAaQXbqisIGXUQ4nU4mT57c35cBZN6UA2WlxUB6LVB+r6ec4hbK7+fTmUq63kq61s5I3Pa8gfAaoLxfR7nFLZT3z6tU8hp6V7nFbTn/rLpKXkvvKbe4zSq3n1NXyfX3vnKNXaiMn19HKvn6y/3ayzluc5X7z7EQuebeU25xWyk/t66Q19Tzyilu+/tn0RcGw2sUoq3SDmoVQgghhBBCCCGEEEIIIYQQQgjRL2RSVwghhBBCCCGEEEIIIYQQQgghyphM6gohhBBCCCGEEEIIIYQQQgghRBmz/Pu///u/9/dFDEYOh4OpU6ficDj6+1K6bSC9Fhh4r6enVdrPp5Kut5KutdIMhJ/tQHgNMHBeR18ZCD8veQ2Dy0D6WclrGXwq/eck1z+4VfrPr5Kvv5KvvZxU4s9RrnnwGIg/N3lNA9tg+FkMhtcoRCGKYRhGf1+EEEIIIYQQQgghhBBCCCGEEEKIwqT9shBCCCGEEEIIIYQQQgghhBBClDGZ1BVCCCGEEEIIIYQQQgghhBBCiDImk7pCCCGEEEIIIYQQQgghhBBCCFHGZFJXCCGEEEIIIYQQQgghhBBCCCHKmEzqCiGEEEIIIYQQQgghhBBCCCFEGZNJXSGEEEIIIYQQQgghhBBCCCGEKGMyqSuEEEIIIYQQQgghhBBCCCGEEGVMJnWFEEIIIYQQQgghhBBCCCGEEKKMyaSuEEIIIYQQQgghhBBCCCGEEEKUMZnUFUIIIYQQQgghhBBCCCGEEEKIMiaTukIIIYQQQgghhBBCCCGEEEIIUcZkUlcIIYQQQgghhBBCCCGEEEIIIcqYTOoKIYQQQgghhBBCCCGEEEIIIUQZk0ldIYQQQgghhBBCCCGEEEIIIYQoY4NuUjeVSvHJJ5+QSqX6+1KEKJnErahEEreiEkncikokcSsqkcStqFQSu6ISSdyKSiRxKyqRxK0QorcNuknd/fv3c9FFF7F///7+vhQhSiZxKyqRxK2oRBK3ohJJ3IpKJHErKpXErqhEEreiEkncikokcSuE6G2DblJXCCGEEEIIIYQQQgghhBBCCCEqiUzqCiGEEEIIIYQQQgghhBBCCCFEGZNJXSGEEEIIIYQQQgghhBBCCCGEKGMyqSuEEEIIIYQQQgghhBBCCCGEEGVMJnWFEEIIIYQQQgghhBBCCCGEEKKMyaSuKCuGbhAOxWkJRAmH4hi60d+XJEqQ2L+TXT+7gcT+D82PBf76NHsW34FhyO9QiJ4g+VGIDHkviHIkcSn6msScGKwk9kU5krgUoj15X4hyJHEpBgJrf1+AKB+6odMaD6PpGjbVhs/pQVX6bt7f0A0a94dYtvgdgoEY/hoXc2+YQv1wL4qq9Nl1iK6LbHmLdCRIZPNbOIYfA0Dg1d8DoEdbsVT5+/PyhOhXPZFbJT+KciG1gigX/R2LuSQuRSG9GaMSc6KvlUvOldgX/anY+0DiUvSlcsnHnZH3heiqvohtiUsxUJRf1hf9Qjd0Pg7u5bsv/Te3PncX333pv/k4uBfd0Hvs3+hsJUwkkjCTKkAwEGPZ4neIRBI9dg2idyiqBQA9GW33d+losK8vR4iy0VO5tVh+bA3KqkLRd/qiVsgqVjNIrSCgb2OxM4Zu0BqMS1yKPNkY/e36J/i4sYHm5hCBljDpdLpHvr/kQtFbCt1/yynnSuyL/tLR+6BoXIYTshtM9KhyyscdkfpYdFVfxbbkazFQyKSuAKA1Hua+1x+gKdoMQFO0mftef4DWeLhHvn92JcxD/7uWn9+9huee2kBLIEpL8+FkmUrpZlLNCgZipFPlVZyI9tKJCAB6otCkbqivL0eIstFTubVYfgy2xGjcH+pSwSmtZsSR6u1aIattzfDQ/64147zYe0FLpiWWB5G+isXOZGM12BIrGJeplC75dpBqjYdZ/v5zXDlqJq8/vo/HfvIuj93/Do37wz0SB119bpJ7vyhFsftvOB7t85xbLGZlzED0tmKx11HtUSwuk4l0wXpWiCNVLjVwR/SUTksgSkpLS74WJeur2O5qvpYaWpQrmdQVAGi6ZibOrKZoM5qe6vRrS0lwuSthjhpTzdRzj+GRB97i5/ccTpZWi4q/xpX3df4aFxarhGm50w/dZPVkHABDP7wLIR1r7ZdrEqIcdCe35rJaC+fHaDjZbrVrRzm5o8kyITrTU/HcmY52pherFQ40hiWWB5G+isXOZGM1Gk4WjEtDN/LybcO+VnQZyBoUNF3jolHnserxLXm5bPmS9T2yQ6Urz01y7xelKnb/TSdol3OrnX6MhNorg5wdxWyxmljGDERP6Cj2Oqo9isXlwQPhTncpyoSB6IrerIF7IhYN3aCxIcQjD7xFU0NY8rUoWW/EdqGY7kq+jkYTUkOLslVWmTQcDnP55ZfzySefAPCd73yH6dOnM2vWLGbNmsWf//xnAN544w1mzpzJ9OnT+elPf9qfl1wxdEOnJdZKU+QgLbHWdu0LbKqNOndt3sfq3LXY1I6PXS51kCB3Jcy0C4/jmSffa5csFRXm3jDFTK7ZvvZVVY5uvXbR+/R4Zqeukcj8Tg0tZ4Lp0ESvEOWks5zYU440t7ZVVeVolx+vuGYSa9fsyFvt2llOlpZ14kjpho6C0iPx3JmOdqYn4qmC74XXXtwusTyIdDe39tQ9IBura9fs4IprJuXF5TWLJrN65aa8fPvkkvUEgzEZCBjgsvmy2u7vlR0qhm6QiKeYNXdSSc9Ncu8XpSp2/0XPv/8fX3s0Nxx/PY/8cl2HYwBHmms7itlCNbGMGYiOdCUOO4q9jmqPQnE5Z9FkXntxe97nt70HyKIb0VU9Nb7QVqFY3L+vtcvHRkQiiUy9W6Q+lnw9eHS1Bujp2C6WX90ue8n5WtN0qaFF2erZUbhueO+997jrrrv46KOPzI9t3LiRxx57jPr6evNj8XicO++8k0cffZQRI0bwpS99iVdffZXzzz+/H666MmT70mfbGNS5a7nj3FsY7R9pHjjuc3q449xb2n2Oz+np8HtHwoWL3htvn4bH6zQ/L7sSJhiI4XLbCreo03Tqh3u58fZpmbN7dDAMw3x4kwPLy5cez7Rd1pOZ36ueM6mrJ+VmJ8pLKTmxp7TNrVNGTuKGk78AcSvhVLzk3KaoCvXDvSy89RyCLTGi4SRrVm1hz+6WzGpXi0o4FCeVKlx0ZnOytKwTpTD0zL03ldKxWlVcbhufhPbx5PvP8uUzr+fXbz/apVqhq3JrhqzszvQ/Pv4uN319Ggu+cjbBQIxYVDPfC4DE8iBxpHUrdH4PaBv/HeXpbKzu2d3CmlVbmDFrIm6PHX+1C0WFbZsa8z4/GIgRak1gs1vMOrkr/54of9n4evL9Z1l40tyCuay7O1QikQSPPbgOj9fBFXMn4fM7MXQDm8NKNJpA0/JjSe79olTF7r82qyUv5y48eS56i8qV155GLKqxds2OvHrT0A0i4QRxTWNvuIEnt/2Rlniw5Hq7o5jN1sQ33j6NdErHInlTdKCrz30dxZ7PU7z2UJQ2cWlRMQwIh/LHQtreA4pNIt/09WkYBlIbiHa6UwN3pFAsLl+ynutunUJNtQfFUDL1qqajKAqKCqqqtIvN3PdQbn1cN9yD1WrB53dKLA8CRzLm1tOxXSy/3nj7tHZ1hKIUzteGbphff9SYaqZdeBwut41USsfQDYll0a/KZlJ3+fLlfP/73+eOO+4AIBaLsXfvXu68804aGhr47Gc/y1e/+lU2bNjA2LFjGT16NAAzZ87khRdekEndDhTrS3/Pxd+i2uUDQFVURvtHcs/F30LTU9hUKz6np8MHLkM3SCZSJQ0SZFcuLlv8DrGo1u5h8YSJ9YBCMBjDZlOJRDQz+WZXc9UP90rCLFNGWgMOT+rm7dRNyU5dUV5KyYk9JTe36rpBogUeu7/j3FZsgF9RFXx+J/GYxh8ffzfveyTiKR57cB1XXntahzm52GCdtEASWdkVrbn34DmLJrP8w+dYv3cDwUSIBad/Hp/Dy1B3DbXu6h5fDJFbM2Sv4er5nyIRT3HltaehaTqKCn/6/T8klgepI6lbszq6B/gd3nbx3zZP5+Voi8p1N0/lsQfXsWd3C6tXbmLuDVPw+Z1EIomiixP81YcndDv790RlyY0vn8PD7IWXsWJp/j27uztUsgOmHq8DDHjsN+vM7//5BWfwztqP+GjHQTOW5N4vSlXo/jv3hilUeRy4lZx6NgDLV6w3P+eKayaxZtUW0ocGOdvmtYXz5rF0x+N59XZHC1o6i1lFVfIWkAtRTFee+wzdQEFh4VfPIRpOsnbNjsMLaK1qp7VHNi6z74GXX9jCFddMMrvUFboHFJpE9ngdtAYTLF+yXmoD0U53auCOFO2UFA1hc6rEAnpeXr/imkmse/1DLrhkAnX1HqKxJKlUplPJCRPrzYWN2fp4/i1nyYTuIHIkY249HdudLRCrqnKYCxUM4PMLPsVTD/89L+/abBb8NS48XgcXXjqhXT6XvCz6U9lM6t5zzz15fz5w4ABnnXUW3//+9/F6vXzpS1/i6aefxu12U1dXZ35efX09DQ0NBb9na2srra3553nu37+/5y++zJXal15V1C5NaEQiCQ4eiJQ0SJC7olbXjcwA8aEi9YSJ9Zw/fTxL73+DYCDGtTdNYdWKjZ3u/h2oKjFujXQmlswzdbWk+Xe5u3bFwFVJcdvXZzFmc2s4FOfRJWs7zG2dDfAX2p2gKPC7n601dy12lJOLDtZVOdB1g2AkgZbSsVlV/FUO1AFeoFZS3PaVYqu0L5p3Hu/sfY/tB3fyo7W/AeD+y+/p8QldaL8zPZ3WSWk6zy7fYMbtlV84javnf4qnHzn84DVn0WTSCui6MaBjV+I2o6t1a1ZH94COVnTnDtS2zaE3fX0aiUQaRVVQbSoGmXx7zaLJZgu63AGwUeNOBTpeQT7Qat7BEre58bVm5xt8HNzH7HmXM843Brvd2iO7rbITXoWOtHnq4b9x3c1TOdAQNmNJ7v3dM1hiF+hwF6yCcrieXZpfzz7z5HtcOvtkdCAYjLfLa6se38LseZdz79u/QNNTnda7HcWsKM1gituOlPrcVygmcyetsrFXSu2Re2+PhJJ5XTzaTmoVWsBw3vTjzbEyGNi1QVsStx3Lv2fbGVLl7bF7drHFNC3JIDUJf7u8/syT7zFj1kRefmELn5kxPq/enbNwMpDpWJM9ksTvdw3YyS+J2/aOdMztSJ/voO37Q8VmKb5ArFDOv/La07hi7iRURSGZTOHx2XG7M/VIazBW8BjJwZCXRfkqm0ndtkaPHs39999v/vn666/nT3/6EzNmzEBRcnY0GUben3M9/PDD/PKXv+z1ay132b70uQm1J85cSKV0Xntxe7vVh3MWTc574Gq7oyGUSLF09WZmzDqJao+DIX4nj/zqTTM52u3WQd0irCLj9tCN2dDih/54eFLXSCYLfokYWCopbnsrJ3am2EpBLZmmJRDFalXBoNMB/ra7E1oCUfPzs+fWFFsRXmywzgB27W/l7sXraAzEqK9xcdcNUxk73DegB3crKW77SrE4rbb78z7W2++Z3J3prcFYu8Vef3riH1x381RmzjkVi0UlFtVI6jp3/ey1AR+7Erfd09E9IJXsuE1tsUnY6245izseWNsuf9bVe1jwlbNJp3X0tMG7b+/OGxweTG1xB0vcto2v7c07eWjj49xz8bfwuHpm0Cc74ZUo0jEpEklywefGk0yk0RJpIiSoq/fIvf8IDZbYzepsF2yxvFU7tIq9TWGGVbuZMWuiucsx+/dem9fMtZ0taJEWy9032OK2mFKf+wodK/bMk++x8NZz8iZiSzkyoW372eVL1wNw+10XtvvcQgsYhgytGjS1QVsSt8XputGr9+yqKkfe5ht/jYtL503gT588y42+6wrGZN0wDxddeiJP/O7t/AXBS9ez8NZz+NxVxqDI3xK37fX1mFuh98d/3Hx20QViheqQP/3+H8yccyprcY5qAAAgAElEQVSxRAqX24amZXJu/XAvdodl0OZlUb7KdlJ369atfPTRR8yYMQPITN5arVaGDx9OU1OT+XlNTU15Z+7mWrBgAVdddVXex/bv38+8efN678LLUG+duWC1qoRDCfOMBJfbRjKZwud35BW9bVe/XDZ3EoFQkh8sfRuAn331XIKBmNmf3uNzDOoWYZUYt9mdutkdunntl2Wn7qBQSXHbWzmxM8VWvwYDMeKxFG6PHZ/ficfryPuczorF3O+bPbfm0tknM7Teg81uafcQVWiwriUUNwtggMZAjLsXr+NHt59HzQBeeVhJcdtXisWp3+01H8x6+z2TO2BW5bHjdBde7BWJJFEUhZee20w4lGDarJMGRexK3HZPR/eAaCrZYQ2aSul4vA6z7s2eJRloTbTLnz/5+nnEW5N5NfA1iyZTV+8pucXoQDJY4rYnaozOJg2yE16twXjRFt9Dh3l4/MF1eYNYbVvEDdZ7f1cNltgtVbG8haJgTxtEQgksVoVLrprIC3/cZLavjaXj5nuhtSXe6eCotFjuHonbjGxOXv7+c1w06jyq7X78bi9ee1Xe5yW1dOGY1PUOx7YK5dau3NsLLWDAYNDUBm1J3BYXjCR69Z6diUUP1906hWA0RJIEBikWnTQPi2opGJNNDWHcHnvB9w4Y+Gvc3b6uSiBx215fj7kVen9878E3+cnXzyu4QCx38U3uWbm+Gher/7TR3GWezfE2e+H3wGDIy6J8le2krmEY/PCHP+Sss87C7Xbz5JNPctVVVzFp0iR27tzJrl27GDVqFM899xyzZ88u+D18Ph8+X8+ej1iJeuvMhdxVhcuXrjcTntvtyBuMaLv65fll7zF31knmpG4gnOCEifVMPfcYnnnyPcYdN4TPLziDpx7+26Bst1SJcWtO6qaSGIaRN5Grp2RSdzCopLjtrZxYTDYf6rrRrhXnlV84DatVZeWywztrZ82dxF+e32LubuisWGy7wjscSuDzu6iucZe8IlZL6WYBnNUYiKEN8JWHlRS3faVYy8NqX1WPvmeKTVoUGjC7ZtHkvLOZ4PDExeqVm7h09skYVpUHV20GBn7sStx2T0f3gM5aftpsKhddNqFdzo6m03n/RmMghq61r4FfWb2VS646GQyw2lTcLvugaTE6WOK2uzVGqZMG2W4GxVp8n3H22Pa7IG+bhsd3eOC31Ht/KTvTBrLBErsdyY0Bm01tf+79gjNIxJJmV41sbrzwsgmse+1Dpl8xEUUBm2pBMZRBtaClv0jcZqiKyijvCK475tpDOxA/xF/j4rqbp+JwWkmlM3nNUiQmc3NdqUcmlNo+vG1u9R1qT2voxqCpDdqSuC2uL57XLRYLNdUebE6VSHOK5UsyY7InTKxnzsLJLF/a/iz1aRcel/feOWpMNedNPx5dNwi3xlFU0LSBXT9I3LbX12Nuxd4fCU2nzu8yc20kkqCqymHWIYXOyr3imklEQkn27G4x6+cqjxwLIcpP2U7qTpgwgZtvvplrr72WVCrF9OnTufzyywG49957+drXvkYikeD888/nkksu6eerLX/d6UtfTLG2SIA5GHHltafl7cLN7mpwVR9OfKvf2cUtV5zCo79+C4/XwalnjOK1P28zzx7x+hwD+vyFgcDIGcw0Usm8iVzZqSvKUWc5sacGMNsOzp4wsZ75t5xlHhsQaI6aZ4JCZnBg5bLMuWS//907JRWLPdGizmZVqa9x5RXC9TUubDK4Nuh0FE/drSNyFzhEw8m8iYjspEWhAbMnl6xn/i1n0bA31G4gIRiI4a91c9+yd9m6OwBI7IrOFbsHdJZPDR1zQhcO5+yZ15/O9xeeic9tozWqsfqdXRi6kTc4fNSYaqaeewwP3/9mXtwXaosrNW9l685zVymTBrk1iq/awfxbziLUmiAaTrLu9Q85f/p4Vq14P+/7BgMxkok0hm6Y8VXKvb/USWZRWbpS5xaKgetunsqNt00jndYxUDAMnUd+9Va73Ljoa+fwmRnjefTXb7XLezI4KvpKLKrlnVHr8ToItcZ57MH8I8SuXngGTy89vLHgsrmTUG2H82GpRyaU8mzWWW6V9uOirb56XlcVFTVlZfmSdWa8ZxfWLrz1HPS0TsO+EGtWZRah5x7/5PE6Ci5+/MvzWwiHElI/DDK9MQ9RTLH3h8OmFsy12Tqk0Fm52fOis4sYkok0VR4kL4uyU3aTumvWrDH//7x58wq2Kzj77LN55pln+vKyRBG5bZEMXUcLthA3bGbCjEW1vF24uat5x4+pIRCK84VLTkRVFYKBGDNmTTQ/L1s4+Gtccvh4ucs57N7QEocnchXVbMksRKXoyQHMtoOz2zY10rA3xMJbz6FxfysOp63g4MDQeg+333VhycVid1vU+asc3HXD1HZn9PhlcG1Q6o2Wh7nvqxmzJrJ65aaCkxbFBswA5n3xTKJRjWg4aQ4kZHf2BEKZM90ldge2TK0ZRNdSqDYrNr8fRe3ZwayO4j+VLhyffredZx9917xnLFp4Bg5HfpuuaRce127QoNAOHzG4dTZpUGyCrXaIG3+1k1HjTkVRIBzKX1Tpr3Fx8EAYu9Nixltn935D1wkHoyXtTBOVo6t1bqGFBo89uI4bb5+Gv8aNrhu0NEcLxq2eNswFXNmPZeOn4wU0vZ/rxeDRNq9Ou/C4dgu0lh9aQDhj7iRUBaLJNC6fA6/7cD3Z1bbKHeXIYgt4brh1Kh6/G0VVJceKPKXcs3sqbxaqRbZtauRzVxnYHJa857g9u1vYvrmB6798FoZh8Nhv1uXF9cplhyfIpH4QuXoyZou9Pyw6RevYukPHlRWqX1xuW+b7tqmfJXZFOSm7SV1RmQxdJ7prN5t/eC+j//U7ZlJcu2YHV157Go89mH9jf/rhv/HdW88Gq4q/ykE0ksBf48LlLjzBkTuQMZjbf5UrI51CsTkwtAS6FjcnchW7EyNnwleISlBqa61SFB2cTeu89uJ2rrz2tIKDAza7pdsFY1fypaoqjB3u40e3n4eW0rEdys2q5FfRQ3LfVx3d64ue1ZdKsXLZ+1x46QRzIMFf4+ILN5+J3Wbhf26ZhqIqqDYVr1tidyDKrTUTjU046us48c5v4x47ps8G+4vFZ/OBSN4946mlf+PG26bl7UTLPXMst4NNKqXn7Z4Ug1tnkwadTbBB5v4/Z9Fkc2dabneDq+d/yvy+Hd37s++3WCp/sCsbu1oiTZi4PItVoK7WucVqWUM3CIfipFI6Fota8JgEwzCK3u+LTXqVQ64XA0vbvFqsDg21Jhg+pIokBnWH8qECZpxbLSrX3TzVHNvqzg7zYu+r2IEAassBiXfRTin37J7Kmx3VIoXai0+ZNo5HHniLOQvOYMasiWaHxrVrdrBnd4s5QVZoZ7sYnHo6Zou9P1qDsaJ1SDSW5GBTuGCsx6JaZkPa/E+RiKek7hVlSSZ1RY/QgkEzGeuhoJkU9+xuIRbTCiZRFfBVOfLOmgy1xosWD9L+q3wZ6RSq3UVaS2AkE+iHduqqdpd53q4QlaLU1lqlKD5BlSQcSvDXNTu4ev4ZPP1Iz54hXixfenz2omfaqKpCjaw8FL0k932VfUgqdaBg9tXjSR1oJBxKsGbVFnOwQFEhreksfnBtXpz73LJLdyDKrTUBEo1NbP7hvZx6339hr6npk2soFJ9zFk1m1dPtW92m0zr1w70svPUcgi0xqqrsRc9uknpWZHV2FmMpNUrmvF0Hl84+GbvdSiyqsWZVpvVh2x1lxe79WihEKBjFMeIoM18fNaZaYncA6GqdW6iWPWFiPZE2xyjMWTgZyOzmysaGzWYper8vphxyvRhY2ubVZDJVMC6j4ST+aif1OQtkCj1P3fT1aaS0/B3mXd18UOwZMd0SYPODv5J4FwUVvWf3cN7sqBbJbQ9u6Aa6Dum0zhVzJ2FA3uLbK66ZxLrXPyQW1QA5O10c1hv3+kLvj44WKKRSmY0W2fbhefWMYXDF3EmkNJ1nl2/Ie+7z+R243TK5K/qfTOqKHqFrKTMZNy5/gtk3fpUVT2891II5WTCJWtv0tj9hYj2f+5eTmbNoMq+u3sppU8aYZ+q6XfYe3T0nepaRTqM4XBBpyWu/rNqdMqkrKk5XWmt1ptAD0TULz+DA8seZffUsVjy9lQMNYS6dfTK1Q6twOKxUeXLbzx1Zd4Ji+bLtWb0yECv6Su77KvfspUKTFlUeu3n2tLZvD3sf+iWAWVssX7oef42L+V85m0d+9Wb7uuC2aXh8UhcMNLm1ZlaisQld67s6o9A5d8Va3Vqs6qHJNScpLU0ioTFr7iQ0LV2wDfPCW8/B53dKTh7kOjtLsdQaxe124PO7unRmqVlzaDq6buWVv4eJhN5n1txJrFz2nrQQHyBsNpVrb5piTvivXbOj4IR/VqFadsasiTzyQP4ZusuXrmfhrefwuasMLFYVt8tOoDlqxk+pcVgOuV4MLG3zqtWmcs2iyXmLErKTT6PGnWp+XUfjT9nOCHBkR/cUW8TY+NAvsVVXEzdsRANR6U4nStLTebOzWkRRFaqqHHlxf+1NU3hmWfuzSa+7eSp/XbODa2+awpChVWAgHWpEn93rO1qgEIkk8haN+6ud2OwWLFaVA41hLBaVPy1v36r/0tkn4/O7ZCxN9DuZ1K0QuqHTGg+j6Ro21YbP6UFVymeFk2qz4qivI9HYRHjbdnjol1wzbz7O0WOwOawFk6jRprd95qzJN/niN6bxmRnj81f+LpqM02ntsd1zoucYhgF6ZqcugJ6d1FVUFKsdZFJXlJFScmlnu2S6otADkV1P8Mn77xP7+GPmzPkCqteHET+I1+7E7vOYX9ud7gTFdmHY7Vbz/xcaiNV1g2AkIS2YRclKrU9y31d7drew7vUPMxO3qmIOWAHtYn725ycAtKstrHYrWjJdMM41LY2uGxK7A0xurZnlqK9DtZX2ONNTtXTblqGGbnR4z1BUBYfTymMPrsPjdXDF3EkF4zbYEiMaTVI/zCu7GCpAbz6bdXQWY6k1SmcDsm0VqjmyLZv/8vwWLp19MkPqquRZrMIZukG4NcmqFRvN3/OsuZPw+pxUVTmK1oFtYymlFa4zwTAnu8KhuJn3sh02kskUHp+9wzq2u7leiELa5lWXM7OAMNSaIBpOsu71Dzl/xnjSCqTSacLJCHpSLSnnHcnmg2yOvuHWqcQOBEi3BGg8tIhxyE1fY8mv1nX5+U8MXl3Nm6XUMF09F9puLzxeq1oUzjz36LwjISSmRSkx2xO1dkf1sMtlN48rWbtmBxddNoHlDx/uoHfdl6YWHVOTRY2iHEhlXAF0Q+fj4F7ue/0BmqLN1LlruePcWxjtH1k2E7s2v58T7/y22T5Ba2mhyufC7XdhsVpwux3tkmiwSG/7ZFI3J3SzH1u+ZD1zv3hmj+2eEz3o0Jm5qj1zMzO0OHoqiWKzo1gsslNXlI1Sc6kBOH125t96NoZuYLdZ8nbPdlX7CQC7mS8/vPsH5vkhNq837+u6052g2E6ebOuj7PfLHZTQdYNd+1u5e/E6GgMx6mtc3HXDVMYO98nkmCioK/VJKRMM4VC8XcyveGoL18ybT/j7/2bWFppVRQMURSncuu5QLEvsDixta00zd/r9nX5td2vpjha8lBLbqXRmAiQYiHGwMVK07ePqlZu47pazqKlxS+z2g1IXNvXns1lXJms7G5DNVajmeObJ95gxayLLl67n9797h9u+e4E8i1W4Qr/nlcve48bbpmFAh3VgbiyFQ8WPTMrKLjDM7uLNuvXO83FV2cFQCr7fupPrhSiFrhsEY0kMq4qvxoXbY2fC2WP58dPvUe2z84UrjuLHb/yaG0+eV1LOO9KjexRVweN3o7YcYPODvyLR2MSxP/hPnnxqi3REEF3SlbxZag3TWU3UNu6LHa+jqqo5oQsS0yKjs5jtqTiFwvWwrhvsbgzxxOrNzJh1EuOGe3n8N+vy4rT5QOFntlhUk0WNoizIpG4FaI2HzUQG0BRt5r7XH+Cei79FtcvXb9fVti2oc9Qoxt99N62tUQ5GUvz8lQa+cEltwQdBKD7pYOhGwaI4nkxx2dxJPN+F9k2i9xnpNABKdqduMrNTV7E6QLVgJBMdfbkQfaaUXFpsYtPtcdBTw+uKquIeO4ZT7/svdC2FarMeKl4VwqG4mVOL7YIopXgstJNn1txJ/OX5LebntB2UCEYS5usGaAzEuHvxOn50+3ly1q4oqKv1SWcTDMUGxRyjx3LGkt+iaTo/f34Hb23aQH2Nix9/9dPt2jrOmjuJxmCMHy97V2J3gCmWOxW18wml7tTSpSx46Si2Dd1A4fAChELtx7M7IoOBGIHWBKrdIrHbx7qysKm/n80KxduRHteQVSz/utw2IFMzBCJJPnfNqfzfk/lni8mzWOUoOvmU1rtUBxY8XmTRZNwuu/k5xZ7194T3o7rraQlQ5P125LleiM60zfXfv2kqD6zYYMb9d784iR+/8Wuaos2s2PEcC+fNY9XjWzocfyo6rkVmAURH+bhtbRNXXQQDH+Z9jkweiM50pUbuypjIEy9sZsaUsdR4HOjJNNX+w+MHbeN+7ZodBdvtKypHPKYhBq7OYrY7Y3elLOzOrXne2tTAj78yrV2cvvbidnMnb9tnNlnUKMqBTOpWAE3XzESW1RRtRtPzd0D2ZYvmQi265iyazOLVO3hrU4P5eR/ubS06qFqsfZjNZilYFDe1xFm2ZjvfvfVsVOi0jZjoG9mduNmdunoydmhS146iWjF02akrykMpuTS3uBs/ppqrZ4wlboRpjhrUVvl6sLWiir2mxvxzoZw6/5azjnhHTLudPBaVRDxlnvtYaFBCS+nmgEZWYyCGJg9coohS65NSWS2FB8UONIbx+JwsXr3NrDEaAzHu/8MGbr58IpfOPhm73UoymUKxqyz+40aJ3QGqbe5sq1gt3J1Y7c6Cl2xuf/mFLeZEbrb9+IKvnE1rME40nGTNqi3s2d2Cv8ZFSziBr1omdPtaV37PPZ37ch3J81x3jmvI6qjDR/Y578dPvwfA3Fkn4XPbaI1qODwdt9IV5aWjM5kTberAbB2cIExLLJkXi4qqUFfvyWtf+8rqrVxwyQQz7qqqHMxZdAbLlxxuZXjpvAks3fY4t9XeyN2L/1b0/dZZrhfiSLXN9U67Ne+5b8wINws8n2fllhfZfnAnS3c8zux5lzPONwa73Vpw/KnYYtoVj/ydcCjRaT7OjfdUCbvghSik1LxZrIbRDZ2WWCuarqEYFl7+28d8/txj2y3kGj7CZ+b43LgPhxJ4fU5uvG0a6fThTiKRSEJiehDpSh3bUcx2dewOuvaM1nbsq7XATvNwKIHP7+DG26aRSKRoPhBhzaothEMJ5izMX8gmRH+QSd0KYFNt1Llr8xJanbsWm5rfa74v24AVat20fMl6Zsw6KW9St6NB1WLtw4C84uCEifVcdPlJhGMa100fj2pT8XtksKtcZCd1ldz2y1oC1WYH1SJn6oqyUUouzRZ348dUM3/2aH7z7m/7LaeuXrmJaxZNzjtfvCvdCbIPW9mdOw6nlZu+Po2UVrhdo82qUl/jyitu62tc2OSBSxRRynuqrWK7yXRDJ0SQy687iece+2e71bDhUKJdjfHWpgZumT2JuuE+DrTECKZ0lv1xI1t3ByR2B6GOauEjidWs7ix4yc3tkVCSGbMm4vbY8Ve78Hjs6LoBwLQLj+Mf7+zmU+cezVOvf8BXxp3WxVcvuqsrv+fuxFMhuXkxTYrFG5/gnb3vlVx7dOe4hqxiOy+rPPbMs5oCgVCcxkCMHyx9G8jUCD+6/bwjes2if3R0JrMWSZh1YF4d/F7hOjgaS/LIA2/h8TqYduFxnH3+sbQGY3h8dqo8zkwdWmvlguvH4LI4CWkhlu54nJZ4EFVRZSGh6Bdtc30oqjH15GFc8dn6vHj/8pnXs+z9Z9h+cCcPbXycey7+Fh5Xx+fj3vT1aWhJnZSWpjUYB7qej0s9N12II1Wohpk88lSCiRA/+uuvzRr6e2ffwbJftz8WLxvLnR0HYdY2ms78W85i9cpNbNvUKDE9gPXkvERXxu5yFasl2o5BOGz5Y1/L1mznywU6g7rdmfG0Pz/7T06bMoaLLz+RWFTj1Re3cvnnT5UW4qJfyaRuBfA5Pdxx7i3tEqPP6TE/py/bgBm6gZZMF2yhUe3JvzF3NqharF1d/XAvN942DS2VJhrReOLBdWZiHXHDFHxu2aFbNvRM+2XVdmhSN5nA0JIoVhuKqsqZuqJslJJLsxObV88Ya07oQu+3VizUDm/bpkYum31K3oOS22Uvub1iV3fu+Ksc3HXD1Hbta/zywCWKKOU9laujmGxNhLn71Z9T7fTzzVtuIdySJBbVzB2MQMEaQ1EVfF4HgViSBx5/X2J3EOuoFu5qrObqyoKXtgMGuW309+xuMc+V/Mb3LuJAUyTvvTB7/hn8+R8f84VLTpTY7Qdd+T13J57aKpQXr5w3k5Z4K9ubdxasPTqKs6yutjbsbHBW1w2pEQaAjn7PuXVgKXVwKqXj8Tq48NIJee3k5yyajPvQs7rH6cbvd7V7r9gVV5cXEna3xbgQ0D7Xr1iznW/On8g9f/1JXrz/+u1HWXD653n43afM/N5ZDIZbk3m5PLswcc/ulpLzcVfOTRfiSBSqYRacfjX/8fLP8t4DkUS4YG2hJdOZo0VUpeh4bqHa5ppFk7ls9inmwnOJ6YGnJ+clujJ211ktUWwM4j9uPpvvPfgmjYEYgVAcl8+Rt9M8O/aWTKTZtqmRbZsa875v+ipZiCb6l0zqVgBVURntH8k9F38LTU9hU63tWhj0VhuwtoWr22WnqTFMLJos2EKjxucwk2p3HvYVVcHjcxJujfP0w291a+W56F1GWgMOT+rqWhwjlcy0X7ZYzTN3hehvpeTS7IBW3Ah3K6d2deCpWDs8XQefN/O1XZ2k7erOHVVVGDvcx49uPw8tpWOzqvirHJ2eRyL+P3vnHh1Fef//98zu7P2SBbKgktBaERAEKyAoFX9SK7ZVqaIkFctVEcQCWouCeEdBilr9YqUWb1gqIByLFdTW4qW1RcWqIHKzWsJFSIC9X2d35vfHZiYzuzOzs5sN7G6e1zk9R5LNJmnez3vez+fzXCqffHpV+7yeMSVFS5MsnckxNRY3eI7Hn1/+THfGINolANpZuFCtShGeC9J7xWpcZriyjtySerTDacbIS3ujtrtT1duzx8L6lZ9g4swL4HJbiHZPAoUsbGqPnrJR8sVNq3Zh/MRrEE/F4WSc4BM0eDMvywLvvLkL5wyth81hgsttKcnRhlp3QxOfrR7U/s7Sv3ECYbR8rp2DjUYaIy/tLTZ0gdydXGpjBTyla7wJ+QMAkok0wqHMUc+ffdwkO+qZQNBClmMNNB695Qc45ovDF07grY/3gTbwivmhV81p4sIwiqc052FKXv7ams8xekx/vLVhR0F+rOXFBEJ7UfJljuMwdcB4OBknQmwIHzV/ApvJpnotTjKR1vRfpfGwRvJsIFQnpexLFFK7y5cl1GoQU2aNUM210nnd6DH9yRHihLKENHUrBJqiNVe2lPoYMED9jsd33tyFCy/pjTGNg7BBcjRBw5QhqHFbSzrZT6Xbv/Kc0LGIO3ENRsBgBMcmxKYuaIPY9CUQyoF8XioUtI5H+aI9tZi77ZSO2rqyYRDeeHW7WLQqtEmrtPs34IshmUyj2RdV9GiapvLeP0KoLvLpNd/n840pKWqaTKc4MJZMjhl7xuV4+y9t949Kd/64XRbVjEG0S8iXhbO1ynE8fOF43sxK0xTqvU5MGd0Pa7OOw5f6uuDR0p1rDqc5Jy83ThkKnucVxwIFnjTJThKFNi0L8T4t1HzRa6nFqt9/hIDva5neIpEE3nlzF4ZdeLrokWf292LcpMFY+8InMp2V+mhD4rPVj/A39seSeXOw3W5G1272vHN1xbFCIe94ky5guPCSM7Fu5SeyjPzOm7vI0YcEVTiORyCSAM/xSISTsuf3mMZBeHdj5mqPKZOHwMrQino3G8yidsPhuOY8TM3LbQ4TOWqWUHZIfZnneBz+Noh/rPoWAd/XOLO/F1f+6Aq8+5c9OfMx6bU4E2aeD6hkJa05H6F6KXVfQik/CN4uZIc6rzNvdlfTI5tIw9PVlneDxAebv8oZC8TXCeUAaepWCaU8BkxAqYEQCiZwztB6rFv5HzicZowe0x9WG4NkMgWr3QQeKOlkX233GlkRUz6Id+oaDKCMJvBsAhybgNFiB0UbxOOZCYRKgaYpdLG7ivbUYu62E47amjTzAgT8MUTDSfG4riOHQpg6e4Rmk9YXiucEWDX/bGoO4+4VW8SVjL16uEgToROTT6+luKtRQPWZbqCR5ky4fcR08DEae3Z8Ld4/arUxiEVZpADsbwkTvRJUKSQLcxyPfYeDWPXmTvxwaC+4HSYkkml0c1thVMiYsVhbQRhQHgeCR48e01+c9Ad8Mfx94y78ZOwAdPM6wJgM4l3nJN+WHyejaanmi76jUUW9pVgO5wytl+2OFI6DmzTzAgA8Oa6T0G70+ClFU2DMRtXnej7yjTchf4we019s6ALyHZCkQUBQQnjGL3zuQ8wYczY+2PClTD8bVmf0s/aFrZmd5bNG5NV7viaVmpe7aizgaAr+SIKcbkA4aWQ3wqRajEQSsox7ztB6vPJixnOF+ZjNYYLVyuC1NZ+L1+K0HI/ikZf/o1hPIHXczolWdtDSoF6k3i7dmZuvPqCmx2NHwzBZDHk3SBxs8mPzpl0YPaY/ars7cPxYBA6XieRswkmHNHWrhFIeAyagFFyj4SRsDpNYqBLuBgOAibNHIMqmYaBpMExpjuRS2r1GVsSUGULTlqZBGRjwSeH4ZQYwGMC38whwAuFk0B5PLXZlKkVT4HkeLyz7l+LXqoXRrw8F8fSG7TmBVsk/f9o4CMs3fgkAaAUo5agAACAASURBVPbFsPC5D7F09kiy86YTk0+vpVxpbbWaMG7ykJzdjoE4i3ue+Tc8TjNu//n34fZYZfePuj1WjBhzFp7esJ3olaBKIb4diCSw6s2duOLC7+HJNZ+KhYG7Jp+H75ziLmrHgeDRVhsje+3BJj9eXvExZi0YJRYNSL4lCNjt5hxfHDdpCDat3y57XcAXQyrFgQMvzsWk7NnRjB9fxcPtsZ3IH59Qpej1U44Gfto4CBslpxH8tHEQ0iWo2wu+m+2pQNsOSKFBUIpiMaF6CEQSYtHfpaIfq40R/zuV5lBXo633fE0qpef6tZMG46lXt2HLjiNkMS3hhJHth06rCfubQ6qNsOyMK/Vc6Xxs4s3niw1dt8eKYJRVrSeQnFvdqD1zta5cKKYZm43U2wH99SylrC3sOr9mwrmKX5Pt+Qeb/Hhrww5xQdDsBaMK+H+MQOgYSFO3iijVMWACSsH1s4+bcOmVyufJWywM5i//V7tMWgmHy4SJM88Hz/FgGAPsDrLyvJwQj1+mDaCMTOb4Zbb1Tl3aAHAceJ4D1Y4FBgTCyaBYTy12ZWo6xYEHMOmWCxANJ/HB5q9wsMkvfq3S5OjHDQPxzKadioFW2P07dfYIpFMcOAAPrdyK3U0+8Xs2+2JgyS6HTo2aXo0MjXAoDp7j8fMbhuL9v+6VTeQLXWnNcTyamkP401s7MXrMWahxmOFxmWGyGDDn8ffR7Iuh2RfD0pc/w/SsArFU50SvBC30+jab4vDDob3Ehi6Q8cOHnv9I5qPCPXx6xoHg0cFATHFMpTkeHJc5Xjnbn8nOys6JoC+bjUHDDechlkjhWDAOXzyJcCghe63bYwUoCsfCcXjsJrIDhtDhKPmp7G5SI400x2P5xi/ROOYsuGwMglEWyzd+ibkThrT7+wv5JBZlFfXudJlht5uL3rlDqF7YFCc+24Mq+olFWfG/0xwP8JRmfsjXpMp+rvOg8NSrn2PLjiMACltMmz3OSD4gSNHSh5If3jX5PPzprV2qjbDsuaCa5yaTKfG/hbmZ8H7Z8zOSc6uXfM9cpezgC8eLasZmI/V2Aa36gHSsOByZK3EoikIsyorHiKtlZ7Xr0TZv2kUyN6FsIE1dgipKJnbxZX3hdltyd9pMHQpfMI47fn4uglEWqzfvbfcOMLV7/OwOsrqrnBCPX6YNoI0m8KnWO3UNDKjWuxP4dCpzxy6BUOHomWQXszKV53g0HwnlrB788B9f46LRfcTvI0yOksk0vj4UxDObdopNWrUJlbAzzBeKwxeKyz7v9VjBkEDaqVHS6/XThiEcTMo+NqZxEP7eev/Y9dOGATzg90V1F5ukK2uFApfXY8WimT+QTc52N/mwfOOXmH/z+TgeiMMfTog6J3olaFFIEZQx0nA7TJqFAaUcKh0H2b4ueLTDZcK4SUOw9oWtsoUJyzdsx83XniNbeEPuguy8KOnrxw0DsXrzXgDIWdzSOGUoKAOFSJiFhaLxi+nD8dfXdmDPjmayA4ZwQlDS7LjJQ+BxmnD/Cx+Jryv2WZ3t4TZr5i7Sd97clXOXXcPkIXC7raBoCv5QaYrFhOqBMdLweqxo9sWwevNeTGsYiDfWbMt5lqs9n9WwO0yYMGN45uhxhobNJs8Z0ud6sy8q5l0BPYsT1Wpg3h5O0hAjqOqj1utANJZEMplGIBCHx2kRF8w+9PxHuGHM2fhQokepFrPngp993JSTYxunDIXDZcIt8y9GU3NYVoNQ83ySc6uTYnbLFtqMVUPq7QJq+lPMLJOGYPt/DqD+u13xoyvPgtNlhs2qXKcWa2+zRiCZSOPY0bDYCCaZm1AukKYuQRWt1VXe7k78orXgmkynkU5zeEtSeJjWunKrPTtqImH5PX4OpxnBQAwms0G8k4wE25OPcLwyRdGZnbpJoalrBGhD5kUpFiBNXUKFo3eSLXjnDXNGgGU58ZSB7PeSFq4oCjn3Nb625nM03HAeTFaj+P7C5MgXiuPpDdt1BVoBt92MBVOG5ayqdJNAWrVoNbmkn7M7TLhhTuauRoORBnjgj09+kHP/2MSZ54NhaISDSfHzeotNapM5juNzJme+UBww0jCYDXh61XaiV0JeCi2Cuu1mJJJpzcKA0n3SG1Z/jok3nw+KouB05uZQiqZgd1iQ4oGGG86DkaaQ4nisfXcvtuw4ghuvIjvNCRmU9PXGmm1obD1q3uoy5+SIWJTFe+u/EDU+dsJgXPSTPrCaGPE9yfyIUAx6FsUoaXbt81tx883no/HiOHzhBN76eB+uu6xfwc9qrUbF5dcOBM/xmDTzAvDgc36+UhWLCdWDdM4DABxF4RfTh4M2UKBpCgdawrjw8r4IRlmxOaX1fFbTp82mrvNCmw/C+KNA5Ywz4U510iAjKPnw6uc+xoQZw7Hy6S059djdTT40+2JwO+S1OKkWleq+NqtJsQ5ssXCoAzDjygGIsykYGQO6Osxg+IyOSf6ofop55hbih1oUUs+SjpXT6mswYtQZYNk0zvvBd/Hmn78QF0VeP20YzBYjUunc/EPRFBwuC3iOh8liwDUTziW7zgllBWnqVhg8x4ENBMCxKdCMEYzbDYruuF0raqurDEYaLpcF/lgSySCLV1Z/klOUuH7sgKJ31PAcj2QiJb7nafU1GPWTvrIVumTFYpmQdfwyz2bu1IXBKGpTPKKZQDiJtNc/1SZRapPs7J2OgmcBUNzp4HCaZcccBXwxhGMsutqZnPcupkFL0xR69XBh6eyR5M6xToBWk4vnODQfCWHN858oPlP9vqji/WMUAJ5HUcUmtcmciTEoarnGYUaNw0z02snR69uF+jNNU+jmzhxJ99DzHyn6qNo9ugFfDH9++TPVHMpzPKLBhOzkhR83DEQomiQ7zauUYvKFmr5OPzXznHZZTTjaHM7ZKS5khYAvhn++vQcX/uhMvLji32R+RCgavYti1DQbCsSxatm/4PZYMWXyEHi9zoKf1aoePmsEHC7tRlapisWE6kGY8zw2ZySiAfnzeNzkIXj1/f/KdtHm00v2ZgM92VfvXC17/E265QLFcZYmixQ6DVqZQtWHgwnFRWL3v/ARvB4rurgsok8qaVGp7pv9b57jFXPJhj99Ju5eJPmjOpFq0kEbMLx/94I8tFSbCwqpZwljRamXcGXDIERCSQBAKBjHH5/R7jOQXeeEcoU0dSsInuMQ3deEnQ8vRqK5BWZvLfrNvxO2XvUAcEKbvUDmnpvvnOKG36Jc/O3ZzV70jppIJIFjRyPiXQ4jRp0hmrDw/mTFYnkgPX6ZMpqQCgcy/zYwoCj5awiEk4WWf6p5ZfaEKsWbdU+ytRoMQG5TbO3zW/GTsQPw8oqPxfdwe6zwuMyKPlpsg5amKXIUXSdBq0CaTiTEhq7sc63PVK17odWKCalkCvHmFtUMojaZy9e8JXrtvKj5trWuJ1KhkCzzqulSqwgq5Fg17amNg1iU1cyhkUgi5+SFN9Zsw/QZw8lO8yqk2HxhAKeoL5PJAIfTgnAorrhTfPSY/lj7wlYAwDlD67HuRXUvJxD0oHdRjJonRsNJ8evWPr+1KP2peTibSILnTLKxlJ3PXU4XOYmGkANNUzDwuSchrX1+K6bPGI6vDwV16YXnOLDxpO6MIdXnaVYjHpszEglWfa6WPf6i4SS5M70Tky9T5PNhgYAvBpeNEfXdzW1t90JZtRNshFxC8kd1oqTJX955BwBgy44jMg9VW5BQys0FeutZwlhR6iW8tiajWwDYsJr0GQiVC2nqVhBsICAaKQAkmluw8+HFGLj0EbDHfQUVE4DMBeeBSKJdpkrTFEwmg2KwsJiNRe+oSaU4vP/XveL9OVYbQ1Yslik8l878h8EAysCAi4cBAJSRyWzpQtsRzQTCyULVP5csgsnjyXm9Unjt/fAjypNsQ67PajUY+Nb/zv5c124O8f2FleQ1bquqj5IGLUEL1eYrm0LSH9R8pmrdCx2JJBTHQXx/E3bce7dqBlGazDmtJlkO6aahd0LnQ8m39728GvWNDdi16BFZ5jV27aFaBNXKu1o+qjQOrmwYhM2bdgFQz6FqY89AU0TfFYqWhorNF/tXr8HYa8Zj/brdOT4LqOvIams7vcPmMJH5EaHd5FsUI+if53iMmzxEtutR6onZX1cIao2KxMEDYI2niGNJreFRX1dHTvYg5KD1PNarFzYQQOLQt7oarUr67DPvDpi9p8Bp095NJvDB5q9y7pAm9zd2HvJlCqVsOm7SYLz31z2y93F7rKjtYsPS2SNFfQt5t9g6cL5cQvJHdaKkyT2LH8Gtix5G+KqBooYo8JoLEjqidqWlZWGsJCQngApk6zb7c0THhEqBNHUrCI5NiUYqkGhuAZdIFlRMADLmt+9wMGdFa68eroInQKrFX0db8NRzT48Uo5FGOJTA5k27MHpMfzhcZrJisUyR79RlwCczfyPKYARaG75kpy7hZKPqn6yyNpXC68EVy9Ew+SbZkbU/bRyEQJyFzdEWIHmOBwVK07MUd+eYDYp31xAIxaBWIKUpwOiwa+pT6W4lQY9Kz/yx1/bFkRX/B0A7g2QXFEqVQwjViZJvdx91sdjQBeQLHJWyqNVqKlpn0nHAJtM42hzG5k27cLDJD6BtzGRnXKNBeewZSWatSPJ5VXvyBXvch3HjroOhxgNrNw8cbjsomtLMEclkSvxvJ5kfEUqA1ukc2fof3r87ps8YDgNNgQKFN17dLnqi9OsKxW43o2HSYLz71z04Z2g9bA4THDYjjq55CTWN48TXaTU8PCp1D0L1obe2pKZto5HWvQuLY1M4smolxk69RbYIp2HS4JxGq5I+dy96BPZZd8LS1aOYPbJ/xoNNfnz4j68xaeYFAHgyJ+xk5MsU2XM0GhxaNryKH1xwMY4cCrXpc/Jg1LitObopdv6llUtiUVb8b5I/qg81TdJcGt5uNvFjSZ+/4L5Eu34uBS0/MO18uC2MeD9urdeBUEh5QXosysJg1K7ZEQjlDmnqVhA0Y4Rn2FB0H3UxjA4HUuEwjmx+B+C4gooJABCIJETzAzIXmy987kMsnT2y4NUzWsVfQP89PVKkReO1L2zFmf29GDdpCN77625xoud0mWGzmgr6WQkdgNCwpejM7lwI/zSCF1+TPuE/FoEghWaMMHtrZV5p9taCZpQfg0rh1bflI3x32o24aOwA2EwGBKMslm/8Er5QXPROwe/eeXNXzirrhsmDYWSjoA0GNE4ZgtXPbc1ZCNMRE/ZCF9UQqgO1BVfJFIe338jdBdAwWV6cUrs7JvuZT/Ecvlm0EOE9e8XXZGcQpaOYApFkyXII0Xh1Ivg2U1ODnmOvgtHhAFPjVl3g6O3RLSeL+tuZd4VxwHM8kok0wqEEAIjjyWY15WTc66cNU93prgbRcPmSb87UnnwR3rMX4YX3AwAG/2E5KNqRN0c4HAxmzf9/MDJG2GymgrWmBtFg50XrdI5sD92y4wi+PhQUd39dfFlfWSOhccoQmLgE4s2hgq6EomgKXdwGXHTJGVi78lPJorGfgTa3zfc5nsdp024G7XSDCwXQvPZPCO/Zq1n3IFQXhdSWtLStF5oxgvX7cezZZRg37jrQThf4eBRdnFRuw6zV3x1n9oZ33HWiTuEwY4FK9lD6GS++rC9cbgvx4E6InkzRlk0zdeBvX/0zHDt2iPrkQkHUWDlF/RRTB9bKJWMaB+HvG3flHVskY1QuenNuoYscAe37o/ORrWWP04JYMIF1z3wk8/taryPHYxsmD4HdYQJtoMicjVDRlLyp++ijj+JXv/pVqd+WAMDodKK+YRx2LV4iHmfQ9865oE2mgooJAMCmONH8+tR7MHZUbzhtDNgUB47jC94lo3VxuN57erLfL7tRbLUw+H+j+2DN81t1N4cJHU/2nboClMEAtLZ1yU5dwsmGcbvRb/6dOcfBMG634uvVwivH8bh7xZac17OtR7RI/S4SSmL0mP6wOUxwuc049Ptl+O+Wj2D21uKs++7J3G2abvU3qwn+dh6Hr0Qxi2oI1YHSc5SigBW//UBRny6X/uKR9Jmf9PnA+v2yz0sziNpRiXwXr5hDBJp9MXEsSdE6WolovHph3G6cde/dYH0+7H1yGRLNLeh393zVzKuURTmOxw1jzobTxiAUZbF+817sbvIp6kwLtQWMShn3j898iBvmjNB98gLRcHkjnTMJSL2qVPlC8Ey9OaLf/DtBOeo1F9bqhWiwc8MDsLhMmDDzfPAcDxNjEBcaauk/xxcNNOjQcWy7/YGCroQSSPIM1q78SOan61/ZhamzRsCEjE79MRpr32pBwNeUafpOvQXMq6s06x6E6qKQ2lK+zQd6kHr81wvvb/N4p1P2Op7jAC4Nz/Dz4LpqPNau2y3q9JoJdfA4LYrZoxQ/I6F60MoU0vmQmaFhbDmMxLFjMHtrZYvEzN5adF2ySPH982UaJdRySWbXO4VrJpyrqVuSMSobvTm30EWO+e6P1oLjeLApDrf+/Fxxftc4qjc2qtyPq+WxNpuZzNkIFUvJ0++7775LmrodRCoUEhu6QGbVy67FSzBw6SMFFRN4joMjHcfy6d9HlAV4uwOPvLS1w44/zHdPjxrZxblwKC42dIX3IJeYn3yyj18WoAxG8OROXUKZQNE0bL3qMXDJIl0rAbPDq2fYUJw+ZRI4Lo0lkwbh2c37sLv1uDmvxwqm9YgWqd8dbPJj7QtbAQDTpw+Cb8tHADLe/eV9D4hH0XTkMbTFLKohVA/Zz1G/L6qoz1kLRoE2Gor6HvkmempHJZ616GF4PVZZYcHrscLM0Ej6fOI4NThdaGoOq44PovHqhaJpGO02fHn/g6J+9q95Bb1n3SI2ebUyL8fxCIQTWLFhOzxOM6aO6oV7rj0TR0MszEzhx2opNY3V767m4PbYoAei4fKGMdKKXiU899uTL5iaGtQ1XAvrqacCyMzR9OYI6ZF27dUJ0WDnRS2D2hxmUNCjf/kir233PVD00YuptErNIN22cFK4AkX43Pp1uzF5+gwAacSbWwre6UOoPAqtLWltPtADDwp+exfYZ90JL0MhwvLw27vACgrSWRobCODr517AqVOm4cUVn8p0um7lf3D92AE5GVfQant/RkL1oJYpeFAyr14yaRAiT2ZyxBm33IxDGzeh+6iLwbjdMHlqYMxadCCQz9OVUMslsxeMgt1hzfs7kYxR2ejJuTyX8d/+99+L2KFD2L/mFbB+v2ZfIt/90Woo5ZZZDd+Hy2RUfTZoeWwh/ku0TCg3St7U7dmzJ6ZMmYJzzz0Xdrtd/PjkyZNL/a06HVp36mabrNHpVDzGQGk1TM85t8HjNKPZF2vX8YdqaN3TUwjFNocJHYvYsKUNoAxtTV3QBlA0uVOXUD5QNA2TxyMe85I4eky1+CMLrxyPVCCAL+6+T/TN2+fchqVvA75QAgumDIO79YgWNb9L+32y95ceRVPK4/CzIb5JkKJ1t1ix5JvoKWUXpqYGNJfGE1MHYf/RGJ7dvA++UAIPTBsOY8thbJNklD7z7sCf3j2iOj6IxqubbP2E9+zF/1b+EQMeehAANAv4oWgCieN+LBw/ALZUDHuXLMb2Vl11n38neJu+3WNalCLjEg2XN267GQumDMtperllx9XTOQUotSPlRM9c+giSx45h16IlsgUKxq49Cs4R7YVosPOSL4Pq0T+Q0TvHptB79i+RCodxYP2rCO/ZW5BO8/mpqk55YNvceUXtDiZUHqWqLeklEEngnme2yJpgw/t3x61XngmaS4v+zrEp+D78GN0afqGo07paR07GJVolKKGUKfyhuMyr7QyF480tSDS3oPm9f6Du2muwe8lSmbasdT2RCoVkOUSvp0tp75gjGaPyUdKkAJdKIdq0H7sWPdJ2oui8uTB17QrG6VT1t2KOawaUc8uTaz7FQzee3+HPBqJlQrlR8vRQU1OD7t274+DBg9izZ4/4P0L7EY4zkGL21oIzUOApwOTxwOKtBeN2I7b/ALbNnYdPbpyObXPnIbqvSSwuZK+GOfDbxzDhojrxPfMdv1Eowj0hbk9mFVex9z0JYUIKucS8DBB36tJZxy8zAG2QvYZAONkIC1uU/JHjOfhjQbREjsEfC4q+StOUGFKBNt+8/7oBWDp7pGxHrZLfNUweDN/bb8h+DulRNMUcg6QX4psEKaV6HgsIY+ZozIeoxQBTbVeYPB7Z5C07uzjO7I3vTLgeX9x1Nz6ffjMiTy7GvVfU47E5I1HLpHMyyu5Fj+CKc72y7ysdH0Tj1Y1S9mX9ftCMERZvbY7eBHiOA938LSJPLobpyH7sXfKbnJXgUV/G6zm+eK8txZgiGi5vaJpCrx4uLJ09Es8u+FHOc18JrawBZDIzOE5s6AJtujTxCTROGSLT1LUTz9XMEe2FaLDzki+D6tG/oPcv7robX9x1D7559nn0uv46OM7sLdNpds7O9t58fqqm08TBAznjiA0ESvj/EqGcKHWWzUf2GOlTX4PJ53XBl/Pmy/ydNmeuREsfP6aoU5OBV9yVVoosQqh+snXoj6fFfNz1vCFiQxdo01by6NGcHEKBFz39hXt+hEfmnAeHO4VgIqSqwfaOOZIxqhee45A8ejSnVrZr0RKA4zQXrGj1N7T8UC23GM2GDn82EC0Tyo2S79RdtChzdn8wGITL5Sr123dqlI44PO1Xt+CpL1/BuLOvQJ37VNAUrXmMgdpqGK+l7djFfMdvFEqx94RwPIdgPAyWY8HQDJw2e8GXmBM6Hj6d2Y2L7Dt1TWZQaRYAwJGmLqFM0PLHb6kIlvzjabREj6PW1gVzL5yBOvepqr5p4LmcnbRKfmezMnA2NiD69TeKx4UWcwySXoRJWLZvWm0M/LGg6K8uiwM0RcJotVPKe7s4nsP+wCHFMSPVUnZ2qWu4Vjw6F2hr3PZb/CBSKU5xrJ1il8dV6fhQ0zjJBtVBofeVCrCBAHa3FhiMDoeiro4Hj2Hxv15S1K1eihlTJN9WHjRNFXRyhp4j5bROYOIcHC7+RT2sBgti6ThS1gS6/exq1RzRXvT6aLZ2SXaofHRlUIoHZUyCollQNANQJkBy8KyS3r9a9jucftONMHftmtnFqCMz5PNTJZ02TBqMI08slv1OpdzFTigvOJ5DMBEG4+Yw8ZbhAE/B2MF30GaPkQkX1eHQE7kLcgYuWYR+8+/EvtVrMPaa8Vi/brfMTxk+2WFZhFD9ZOtw5Xv7cfuc23Dgt4+p5tykz6+aQ9wOU8aT39GexwH6s65aRiBzteqFDQRkOhPQ8xzW29/I+TqV3GIw0Oiqc05WbJ4lWiaUGyVv6n7zzTeYOXMmQqEQ1q1bh0mTJmHZsmX43ve+V+pv1ekQjus6a/FC+MLH4WPDWPbNRuw9/j/8z38AD11yB2qsLs1jDNQuL4+wmbtP9Ry/oQXH8QhEEmBTHBgjDafVhFAsKf7b7bbquiNSbeLXs/spJSlGE0pH5mhlqnWnruROXcYMKhFrfQ17kn46AkGOmj+mkkks+SjjNwDQEj2OJf94Gg9dcgdsKr6ptkNG6V4OreNpizkGKdtr3XZzjrcKr2HsDCbOvAAAD6ORhtXG4EDo27zNOEJ1Uqp7u4LxsKghQD5maqxti/qyj2cGp9y4PR48hiifVBxrLpcNw/p3xw+H9oLbYUIXlwVOq0lV4yQbVA+F3lcqIPX6VDisqKtAOqqq28J+RuUxpeTToHiSbzsBeo6UU5uTcQYKC997UvRWAKi1dcH0ATfDPutO9O1mhcliKvjeUK3cQNEUunkdmDjzAnAcB5qm4XTKNah3IQ+hstDKoBzHIxRL4HiiBUs/WK76d1fTu61nT5i9taBoGoFYUDEz3H/xr9HF5pZpUeveu+zGgolL4IDfL3tdKXexE8oHJQ+6/Qcz4OK6gI0kFOdCpSB7jHS1G/E/FX+39arHGdOngeN5TJk5DGnQYi5lA35dWcRlduad4xGqH6W6qlSHvlAC6doeYj5W0lb2iQXSHKI1j1PToNb8UTMj0HTJFhUTyguOTYENBAqqlQnk628svGQuPNbcxYtauUVPnaM9ebaUC+QJhFJQ8rT74IMP4q677sJvfvMbdO/eHddffz3uuecerFq1qtTfqlNC0TQiFgq3vv247OMt0eNgW+82VSsSCIUwpR0PqdoeeHaBVzM45msiZF9YPqx/dzRe2heLXvhIZrb5jiwD8hSLnWQHeDnBcynAYAB4yJq6NGMGR45fJpQZav7IG2lZARVo81XGXVPUTjEpWveQSI+20zOBz/ZaJW/Vek0wEdLVjCMQtGA5VnXMZMODQsRoBQsOjnRctaj18jd/w6zbf4n9S/9PNtbMXWpw3ei+eOj5tjxx/7TzwaY4RY2TiVV1oeWfaki9/sD6V3HGLTfjq2W/k60EX/bNRgCCblldi2X0oubBNR6QfNsJUMsaaYqGLxSH225WnZPFLQZFb63tZoa5W1fYitBlvtzAcTyamkOauULvQh5CZaGWQQFg3+EgjkcDeG7n7zX/7qq1B7NJXHiglhlaAhGEgpSu+gAgb/pyHI9QFOgz7w7xZIZS72InnFi0nsNKHrT0n0/jF71vxB/W7dFdZyqU7DHiSMfxrUqtTZpXstsKarvSsrNIvjkeofpRe2bXeZ2K9QKe43K01XfeHWhavUb2vrLrn1TnccVpMF9GKNWiYkJ5QTNGHNn8Ts48q++8O3Q9h7X6G3GWBWfmc3QnePJjc0YiwXLgOB4mxgC9tDfPEi0TyomSL6v1+/0YMWKE+O/x48cjHA6X+tt0ahiaQa2ti+xjtbYuYGgjOI5HjLGiz7w7xPPppZMb6Y6HwX9YjoFLFsHWqx5uhwVejw0ep0W1obvvcBC3P/E+pi78G25/4n3sOxwEx/Hia7IvLP/h0F5iQxfInHO/8LkPEYgk8v6OhRSLCSeZdAqUIRMOpccvw8CIE3meNHUJZQDH8WhhDeg557Ycf0zbk7zRagAAIABJREFULKq+quabheyQEb6/LxRHsy8KXygu80/haEctHxbI9lolb9V6DfHXykNLOycLrSwiJTs/PP7aHpx5pzyjnParW/DyN3/D3uP/w5NNr6Pf4oWysRaKp8SGLpDR8+FjkbzjgNB5EYqnZm8twnv24tDGTRjw4H34/jO/g3PezVi2P7MSHMjoluINeXNuIah5cDJF/LczINUfkPG5nnNuw71/+gK3P/E+/vdtAGkOitmCpg2K3moxmvLmAzXy5QY9uYJkh+pFKYMKmrCY1Rc9CijpPbuxqpYZAiG2qGe3kC1u++37uP8vTbDPuhODlv9OltHLMTsR1MlXb1LzIKfdKHrWsUCsQ/7O0jFi7VKTV+9KSOeTWlmEZFuC2jM5FEsq1guUahVRdzd0GXO1TKd95t0BQ+sCQjVPLlaDJCN0Thi3G71+3ohDGzfhu1Mn4+zFD2HAg/fBVl+nu1ampsVDzVFN3R0PJjDvqX/ixoffxq+f1D9vI1olVBMdci5NIpEARWUeMC0tLeA49UuuCYXjsjgw98IZOccFOEx2cVWVx2nGVJUjuorZ8aAWLJbOHineMSW9sLxPvQff6+HEHT8/F8Eoi9Wb92J3kw/NvhjYVH49CMaeffRYdrGYcPLh0ylQtAEAD8ogOX4ZAFp36pLjlwnlQCCSwD3PbIHHacaEmXPhtRgQYXmkanvAaTEp+qrL4gBQnG9Kka649TgtuP7SPujZzQ6L2Qi7o7AjW6ReK5DtrVqvMVmIv1YSenZmlwqe4xGJJJBKcXmPMVbLIsKYEcjOD1t2HAEA3LroYSDNYn/kCJb9t62o5Y8HwdpMsEtWyirp2WIy5h0HhM4MBb5rD5yxaCloGrAY0mCcThwPxZFgI/DHgwAy3nfT96eCYxksfO4DzZxbCGoeTFMG4r+dAGmBNZVksa85iqVv78PupswxsQ89/xEemjECXo8tJ1soeeuCi2bByJrgj0eLOmI+X27QkyvI3KxzIWgiFEnl/bvrOSZfSdc3fX8qVq7fl/HYFAe/T7++pdmi2RfD3Bf88HqsGc9ubeiSHY+VRb56k5oHhSIp8fUt/hjCMbZD/87FXgshfK3J44GR52AJsPDvaMsiCy6aBQNrKrp+Rqge9DyTs5HWKnyhOOY98b5Y8zjNbYXRakOcNiAZiKPGbVWdx1FpU1HzK5IROieCH54x46aC/VDAZXHg9hHTZdc8ZPLBN5g7oZvi1+jpT6hhps1YMPw2WA0WhNgQ1n/1OvzxANEqoSIpuWqvu+46TJ06FceOHcOjjz6KjRs34oYbbij1t+nU0BSNOvepeOiSOzJHg9JGuCwOBMJJzclNe9AKFkIR2MjxePCG4Xj/84O4bHAdXv79h+Ll4dMaBuKZTTvhC8XBGPP/LHqLxYSTD59OAbSwU5eRfqa12QsgnT7xPxiBkIXgY82+GO56qe3+rWcXeOFW8dVS3RMnBE+P04JpP+mHN9ZsE/2xccpQeHs4dRdoGSMNr8cKj9OCxlG94bIxiCbTMDN0zmukvu31WMEYaeKvFUZ7Ji2FwHM8mg+HsPq5j3VpUy2LZI8ZpfywZccRhK8aiG5da3KKWkpalOq5T70HjaN6w+sw48EbhuOPf92N3U0+AG0aJ3RuVLXspEDTNF77WzN+cf6NcNqNCEVSeO1vhzHlci88TgtmjDkbLhsjFlSLLaSqebCJshL/7SQIBVa/L4q5L/xb9rlmXwzHg3GYTYYcH8/2VjNtQsyXxrPPfdBhuUErMwiQ7NC5EDSx7q19uGnsVPz+02c1/+75Fj8Kur7/4l+jJRBBIMRi5fp9AChM/+lZWPnUv0V9j5s8BC63GTabenM3X9PjRGUnQunI9zfVWhgAZDwrEE7i0VWfdPjfub2LfZV8PupLY+VzbeNgxs/PwdOv79BdPyNUD9nP5D71Hlx/aR8YOR7hUDzvwhdpzWPle1Sm9rBiq8xje5ziUq0p58sDSpCM0HkphR92MddiSr+bYDHTCEVSWLl+H3yhhKru9PQnlBap8xyPmC+Nd15qEsfDlOt/AVsXmmiVUJGUvKl7zTXXoL6+Hu+99x5SqRQefPBB2XHMhNJAU3TOee/FrOjSi9pk38zQOYWz8dOGYdUzmYYuAAR8MbyxZhuuHzsAbrdFvKdHQMl0abpjGyyE0sFzaVCGTPOWNmUmT5SBAXhe3KnLkZ26hDIgX9FS8FXBk4L+eFE7YpQQ/HnGmLPFhi6Q8cfVz32MqbNH6L6bw20344Fp5yMWTGDj6s9F7z1lylC4WgtgbrsZC6YMy9mh4LabQVMU8dcKoiOf7VKi0QSCgRh+9vNzEIuy+GDzV3m1qZRFstEad3obw4Ke//TmTlx74ffwxppt2NSq++mNg7B845fwheKixgmdm0gkIeZSQO6zbrsZP7+0Lx6W3M88q+H7iMSTmP7Ts2SeOnviuTBRVEG7xwTUPNhpNcNpI/7bmVDzwEA4iW41VsWvkXprOBTH6uc+LDo38BwPhgeWTB8BnuPx9utfYs+OZllu0MoM0p+JZIfOg8tqwpIZI+APJhCPpnDLObegxs3AwjBwW5xF/d1pikYXmxuhIIWl6zJae/CG4aLvAhl9r31+K34ydgBcbqvq4oV8mf5EZSdC6dAzT2vzIBbpNIUV6/dgd5NffJa/tGlnxfydZT4fjGPNcx/C4TRj9Jj+sNoYJJMpzLz6bMBAk2zbyZA+kz1OS04+zbewSzqWGkf1ltUeHE4zwsE4/BYjGJMBbrv8ffTkASVIRiC0B6fVjC42t27dFdKfkI6XzBxxqyxzvP7HLzF11giiVUJF0iH7y8877zycd955HfHWBA1Ujc1Ewx8LguVYMDRT1MNV7eFu4JBTOItGkuK/BQK+GOq9DtR4bLKjcKS7KRxOM0Ze2htdu9lhaj2SVM9F5YSTTDoFqnWnLm22wd7vAph79gUAslOXUFbomaQUulsRADieQzAe1vRYwZ9dNkbRH9MFFB9omoLbwmDdMx8pFnntdjOikQQ8FgaPzrwQHA2x0Sv4r55mHKE80LODqlgE7XIch4Sfwqb1X4i6v7JhEDZv2lWQNpXIN+70aJGmKfTq4cLMqwbhxaf+hYAvhtPqazBi1BkwGWgsmDAEFEPDaTOTYxUrED0eWgipFKfqszRNoZvbghljB8JiMiIUZfHSpp244adn4S1JY8HhNCOdSOPFF/9V1O5IQbNLZ48Em+LAGGmJB1MdtoCIUH647WbcNfk8/Omvu3DJ+T3gdjJw2Sx465+H0Pc7+Xc2aOk5H9mZ5sz+Xvzo8rPwgx/2RjiYwDtv7sLl1w6Ew2nR0GsbJDt0DniOx9HmsCwLj5s8BF6bE4Y82SPfNQ7Z3mjkeEV9m0xGzcULQrZY9dZOcVx5nFY4bZlTozoyOxE6Br2LSwQP4jgeN/1sIK7+fzEEwkm8tGkndjf5yurvrJZvssdJmuPgcJox6id98dqatubduElD4PU6SbbtZEh9EilOPMkA0LewSzqWpLWH0+prcjSWnW2182uen7sDF8gTKotC53aF6q6Q/oR0vKhlap7P7ILXcwUVgVBOlKyp27dvX/EeXSV27txZqm9FUEHJ2O6fNhw+9ih+k3UMRp371IIKZhSAWocZv5kxAhRNgW4tngYDsRxTjIaTcHusso+7PVaYTIYcUxZ2UyiF2EKPFiOcHPh0CmjdqQsArsGj2z7Zeuw3uVOXUA7oCYtaO7yUJk4cz2F/4FDOUUPZHiv4cyAQV/THfEWybFQDaRFNaUJ5U+yK6XxItTt1wHj8Y9W3Mt2/tuZz/GTsAN3aVCvktqc4ICXzel5s6CplBpeN7GSoNPR6aCEYjbSmzzptZnR1W2VjqpvbInv9iFFnYEPW7rFCT1WgaUo8/jF7fNisJrRkNU2IV1cnNE2hrrsD48ecJrsv7FcXTBcbUEoImgFQdG6QZprT6msw7MLT8cdn2q7HubJhEHiOF39OciwtAVDOwmuf35rX/7QyqPC+ggfWtGaEcEg5F8eirObiBXFc/awnlv4z9/nRUdmJ0HEUmhdpmkJXtxXhGItHV31Sdn9ntXzT03kKjh6J5Cya+NGV/fDqqs/k4+6FrZg08wLw4EmjoZMhPJP9vmjBC7uEsfSbWZmmsOCxI0adIc6dhPdZ/dzHmDTzArjcFlljt9g8QGoRhGLndjRNocZuFrNCNJJQ9Ty154VSf0I6XpTmiGf29yISTmLN81uJZgkVR8mWsP373//GBx98gHHjxuHWW2/Fli1b8PHHH2PevHmYOHGirvcIh8O4/PLLceDAAQDAv/71L1xxxRW49NJL8fjjj4uv27lzJ66++mqMHj0ad911F1KpVKl+jYpGamzPLvgRls4eCbuTFxu6ANASPY4l/3gawXgYQGaFoy8UR7MvCl8oDq51Yi9FeDA/++QHWPbwO1j51L8RDyZBoc0UpXz2cRMaJg8RPy6Yol0hXAuNCbWAIRQzCOULn0617cjNQvg4z5GduoTyQJikeD02eJyWnEJBoTtigvGwGFiBXI+Vft9ePVz4bp0b43T6oxo8x4Pn+RzvdXus4FRWJ2p5qZ7nAOHkofRs79XD1e5V+1LtOhmnou67dnPo0qaYE574AE8u3Ixnn/gAh78NiuMm37jTi5A5SGaoHvR6qBpK/mW3m9E4ZaiqzyqNKYvZKPNUawlOVRBQGh+BQKxgryZULhE2KjZ0gYzOH/3XcoSTEcXXSzWzfuV/MKZxUFG5QZpplHzztTWfI83x5LlPkFHs7nC1hZGRcCLHA5sPh8Cr+PWVDYPwweavZIsXlLw+nIyIDV1A/vzoqOxE6FgKzYsn4u9c7DxJLd+EQnHFRRNOt1Vx3AX8sZxxQ+g8KNVbBW/U0iZNU+jissDtsoi1B7VsG/DHSqYt1ecAybdVjVSLxyPBouZ2SvMlLV0qPS+0xgsAxcwxekx/saELEM0SKouS7dT1tF6M/cUXX+D+++8XPz5hwgRcffXVeb/+888/x4IFC/C///0PABCPxzF//ny89NJLOOWUU3DTTTfhvffew0UXXYRf//rXWLhwIc455xzMnz8fa9euxXXXXVeqX6Xi4DgegUhCcUVjSyQimqlAS/Q4WC4FjuOx73AwZwVrdhDW2rkmmKJ0JdbFl/VFrdeBqbNHIJ3iYNBYVSiYbimLZ4QTC8+lQBlUrERo6qbJwgtC+SL1UBOognbEsByr6rHZ0DQFt8MCl82syx/ViEQSeGvDDlzZMEi2U7Fh8hDwvPIxdmpeqvc5QDi5ZK+YFiZO7dn5KtVuiA0pn7BhNujSptqunutnDIcn69qF9iBkjkQiRTJDhaCVUYHCPFTpvdX8y9vDqemz2WOK53hZnk0mUyU5VQFQHh+hYIJouAzJp9diKVTnUs0EfDH8feMu/GTsAHTzOsCYDLpzg3RHgmoxN5SAL8aS534nQK++8512oIZaM5hl05qn4Hh7ODF11ggkE2kcOxrG5k27EA4lxMULal7vcKc0xxXZfV79dJRnS9+/2HmSmu9zaeW5Gs/xiuMuGk6Kryn0xBBC5aNUb22cMhRWq0mXNg1GGj1OcWHCLcOQluzaFRA09uqqTzFh5vlAO8dRe66MIFQm2T655LYhRc3t1PoOE1t3kuvRpNp4ERZCUjSVM0dMsUSzhMql5HfqxmIxfP311zj99NMBALt37wbL5j96de3atbj33nsxd+5cAMC2bdvQq1cv1NXVAQCuuOIKvPnmmzjjjDMQj8dxzjnnAACuvvpqPPnkk4pN3WAwiGAwKPvY4cOH2/X7lRtqQbPO60QolgQoGrW2LjJTrbV1AUMbEYgkxK8DgGZfDAuf+xBLZ4+UTYC0HsxKpigUGvSETcF0g4FYyYpnlU7F6TadEpu32VAUBVA0QI5frnoqTretZHvo8P7dMXnSYLzywieKQTAbhmZUPVYNLX/UU5xIpTjs2dGMSCiJ0WP6w2pjEIuysDtMmbtzC/BSvc+BaqUSdVuqRrxUu+u/eh2Txo/HplW75Lp36NtBrpYTfMEEuNbj8UpRZBMyR7BEx5hXKpWiWz1aLcZDBbT8y203gwXAAmAA8MhcJaJGdp41MrRmUaAQlMaH2lUl1azhctdtRy5yMtLGgnSerZmDTX68vOJjzF4wqqBivrS4FYuyipprCcTx9Ibtnea5Xwzlrl09FKLvfEVRNdSawRRNaRZMKZqCw2UBz/EwWQy4ZsK5spqCPxRX9PpH5pxX9POjM1ANutVCS9MAStLsbc88SS3f0AbluZrJZEDD5CGyI0CvbBiEzZt2tf08naDRUO667eiFBNmo1Vv9BWiToilQZg7Pb/8Tfjb+Ctl8T9BYwBdDy/EoHnn5P+3KPsUuCqp0yl23HUm2TwZCrK5nc/ZYolSaq0f9MfhiSV2a1OpPSF8jzdJq10BUu2YJ1UHJE++cOXPQ0NCAPn36gOM4/Pe//8XSpUvzft1DDz0k+3dzczNqa2vFf3u9Xhw5ciTn47W1tThy5Ijie7744otYtmxZkb9JZZBtoB6nGXwoiDgVx+GjMfxtx3HMGDkVT3/yrOw8e5fFgaP+uPh1As2+GNisoJjvway3gauEYLoOlwnjJg/B2qxz7IspnlU6laZbreOXgcwRzHyaHL9c7VSabgWyPXTLjszzZOYtFwDpNGgKsBjSUGsJuCwOzL1wRs6dIS6Lo+CfRW/BTfDkg01+rH1hK4CMJ6udnqDlpWyK0/UcqFYqUbelasRLtbv3+Df484G/YMrM62CAseB7u9RyQoJNocUfQ7iEu8AomoLLbSlZw60SqRTd6tGqXg/lOQ5sIACOTYFmjGDcbk3/KqY5l51nbe08VUFAaXwIV5Vk399UzRoud9121CInjuMRCVGYMTgzH6uxuDDhez/GabZamOJp8GYOFC0vHJWqKCotbvEcn6O5HzcMxDObdnaq534xlLt29VCIvvUURZVQy6AMo0/PUg/OeL4fHJuCiaLhcZplft/si4FKm0qWwauRatCtFmqafmzOSBwPJkqyQKc98yRpvpH5PpVC45QhWP1c1vPfYYbd0ZY7AApvvLodB5v84nt2hkZDOev2RJ9wJc2+ptbsK+SFQrXpsjgw7uzLsXb7X/CLmxqQDPOIhpPYvGkXDjb54fZYEYyy7c4+xS4KqnTKWbelRM98bN1b+3DT2Kn4/ae5PQgBpbG0ZMYIxazgDyfw9Cr9iw8L7U90Vs0SqoOSN3UvvfRSDB48GJ988gkAYMiQIejSpUvB78NxXGaXXys8z4OiKNWPKzFx4kRcddVVso8dPnwY48ePL/jnKVekBtqnvga3/fAUHFr6EL5tboHZW4trZt+Gde/7MWXITejZ3Q6zkYHL4gBN0WCMNLweq8yAvR4rmKyg2BEmx3O8eAG6UDwuVfGs0qk03fJcGpTWimjaQI5f7gRUmm4FlCZEvlAChuOHsXvRI0i0emm/+XfC1qs+p/BK8RS60t3w4AXzQBkAgxlwWGwAT8EXLux4XL0FNy1PLrQQp/c5UK1Uom5L1YinKRp17lPx0CV3gOVSYGijmA8KxW435yzMGnttX1gMMRxKWbFw1Sf4zayR6OJSn2Ap5QI13RZbcK4WKkW3erSqR4c8xyG6rwk7H14s82RzbQ9F/6KAgppzarsulIoChehUoL1XlVQL5a7bjlrkFIgkcO8zW+BxmjH9yptRzyWwd9ESfK6RL5Q0M27yECRbj97XuzMoW6/e7k5MnHkBjvpj8IcTeGbTTuxu8nWq534xlLt29VCovotZtK32bAZQUC2BS6UR8oWR8IeR9vvge/sN3H7lVVj6NrC7tcHl9VhB0zTqHKXJMdVINehWCyVNe5wWJFiuZAt02jNPEvLNokvuBHX4KHY//Ijo+2fddw+mzhqBdJqDwUCDooFAICbLFTzH4+LL+uLIoVCnajSUs27bu/irkF2+atlXyAuFalPQ441DrgPH8eCTwFsbduQs8hJ+r3zZRy0Pd9Y5WjnrFijNDnO987HdTX689jcz7r/21+ApTvHZrDSWlm/YjilZ9YQTsfhQS7PFzPsIhBNJyZq6f/7znxU//v777wMAfvaznxX0fj169EBLS4v475aWFni93pyPHz16FF6vV/E9XC4XXC5XQd+30pA+zCdcVIdDTyxBojnz/0+iuQWHnngMP759AQIxA5iEBUYYQPEUQAFuuxkLpgzLWWnmzgqKpX4wCxegZ0/svD2c5H4QVJ5u+XQKlNGk+nmKNoDXcTceobKpNN0KKE2Ipo7qhd2LFsu8dOfDizFwySKYWu+PB5S9rGHyEMCRCczLN2zHlh1HdK/i1Vtwy+fJhRTi9D4HqpVK1K2gWY/TgsZRveGyMYgm0zAzhRcxaYpGjbX9vz9FU+jqABouPwWUxQYuFETziv8D6/fDfet8NPtiiCdS4DhecQxo5QKtxm5nzQyVolu9Bad8OmQDAbGAAGQ8ed/qNaibPhOP3HQBDhyN4I9/3Q1fKI4FU4aBpindzYtCdl0Uo1NA27M7k4bLXbelXOQkLQIBmUbD7iYf+EACe59akjdfSDWTSnFIc3zBmUJNr928DvhiSTy9anunfO4XQ7lrVw8nahGfmq/pLZjarCY0HwlhzfNt16CMvWY8jr+6ClMvb8DcF/wyzdIUVZIcU41Ug261yNb0j4bWoWHUmaBYDjPGnI3Vm/did5MPQPELdNo7T6IpGpZ4CtsefkTm+1/e9wAGLlkExl2jmSs6Y3OsnHXbnsVfhe7yZUMhhAJR1P1qHrhQAM1r/yTLC8VoU5q3eSuPqbNHIJlMo6k5LC7yAvI/G/Ll4c6Wb4Hy1m2pdpgrzccETWZrcfzofuhiU39/+eY0j1jTsDlMmHjLBTjqO7GLD9UW8hYz7yMQTiQla+q++eabADLN16+//hrDhw+H0WjEhx9+iH79+hXc1B00aBC++eYb7Nu3Dz179sTrr7+OsWPH4rTTToPZbMYnn3yCwYMHY8OGDRg5cmSpfo2yRW1ljfRhXmMxYH9zi+zrmJoa2G12bHrlP9iUZUQ0TaFXDxeWzh6Zd8VOKR/MahegT509otM9/KsBPp0CZdDaqUtn7t0lEMoQpQlRXTcrPs/y0kRzCzhWrmMlL1vz/FaMHtMfb23YgWsbBsIXSmJ3k0/XKt5CCm6l8uRCngOE8sBtN+OBaecjFkxg4+rPxUnGKVOGwmU7ccWe7FxiTSTx33vvznmdmebh9Vhx6GgYVotRcQyQXFCdlGrRCMemxAICADjO7A3XVePx3FMfivr/1eQhMDtM4JHRpl4vLWTXRXt02hkLXJVGqfSqVASa3jgIyzd+qThXk+YLpfleIJLA3CfeL3hnkJZeyXO/83GyF/HpLZhOmDFcbOgCGd2uX7cb40b/GLYuFiy6eQTiyRS6uIhmOztSTXucFlw94nSsfqYtF0xr3eHV3oZAF5cZi2b+ABzHw8QYUOMoTHvZGQZo8/18uYJkh/JCba4OIO8pGoXkTZ7jcTzEY83r37Ytbpl6C449u0zMC+2dwwva4jgegUQKvlBc/H3yPRvIvK2yKNX1Ilpe1qtHt4K0KF2kPu0n/fDGmm1tmySmDIHVzmDRqq0ndfEh0TmhEihZU3f58uUAgGnTpuHxxx9HfX09AODQoUO4++7cIl8+zGYzFi9ejF/+8pdIJBK46KKLcNlllwEAli5digULFiAcDqN///6YMGFCqX6NsiTfyhrhYW6KR9DsrZUZbffxE7Dmxf+oGhFNU+26J0oLtaMKUinlC9DT5C6nyoRLAXnv1CVNXUJ5ojQhMqViMGd5qdlbC5qRPzJTrLKXWW0MAr4Y3lizDY1jzsL9L3ykaxVvsQW39h4L05HPAULpoWkKbguDdc98dNImGUq55Lc3nqs4biIsj1kN38dLm3Zi7oQhsvcRtJtMpEkuqEJKtWiEZowybXnHXYe163bL9L/2+a24aOwA3L1iC4b17455k87Dolbv1fLSQnZdqOVXNpkGz/Fk1XaFUyq9KhWBNq7+HNePHQB/PKKaL9Tme3YLU9TOIK35lvDcFzw4mHXsJ6H6KFbfHXn0oNJYCQUTiro11HiwryWKu17aDgB4dsGPSvIzECoXqaaR4rDyqX/LtCTMw57esL24BWUqnlzjKOx9hAzD1NTAO+460E43+HgEtNlE6mIVhtJcfXbj97Fk5VbxtBjVnbcF5M1IJIE1L+QubmkYP0FWjyjFHL6YZ4NWHvb7oiRPlBklu7opaz4GtGXYQrUojKVAIC42dIHWTRLPbcWUWSNO2uJDUp8gVBIlv1P322+/FRu6AHDqqafi8OHDur9+8+bN4n+ff/75eO2113Je07dvX6xbt659P2gFkW9ljTgxt5vQZ94dsnsgzaf2RMD3tfz9ToARaR1VYDTSihegGwzk/ptKhE+nQGk0dUEbwHPpE/cDEQgFkh1Cec6EfvPvlN0X0mfeHYgxVhilx8dSlKKXxaIsgIzXumwMAH1H3BUzqSLHwnROUumTWwQKRBJY9eZO3DDmbDhtDEJRFus+/BbXZGWQ3nfegX2cDS9t2glfKC4bA1Ltjh7TXzkXkDseK55SFJwYt1vmyYYaDwK+JtlrAr4YbKZMFvlwxxEAwOKZPwAPyLw0eyekmdF/QoJafj3aHEYykSa+WwWUQq9qxc56rwMwOsFk+WS/+XeCcbvhV5nvLZ75g6KOzVWdb7V+HckPnY9C9d3RGlEaK9FwUlG3JrcL737yXwAdc2w0oTIRNO33RRV9t1cPJxbP/AG6uq0FNwRKtbuNcbtx1n334HiYx9pXdiHga2odS6fB7tD2aUJ5IZ2rJ5JpHGgOYeXGtmOLtfRRyIlcajnCfFpPMG6H6s9X7L2phT4btPLwyys+JnmizCjV9QvZ8zFphs0mnxaFseQ3GZUXCLBpdOlqL/A3bT+kPkGoNEquxtraWjz55JPYv38/9u/fj6VLl6Kurq7QtgWGAAAgAElEQVTU36ZTobWyhuc4JH0+xJtbwAYCsNbVoc/ChfjO0sdhmjkXR4KZiZEUt8cKis98Hc91TAFY7aiCSCQBu92MxilDxZ/L7bHip42DEIiz4Di+Q34eQseRr6lLduoSTjZSn5T6ntrHKZqGrVc9Bi5ZhEHLfwf7rDtx/1+acNtv38e+w0HRpzga+HHDQJmXXdkwCB9s/kr8dzDKFnRkjDCp8nps4qIdLbS8llC9CJNpKVqTjELHQD44jscVF34PKzZsx7zffYAVG7bj3H49kO7WAwOXLMLgPyxHn4ULsey9I7hr+b/F1evSMSDV7gebv8KVDYNkY6lxylDYyR2PnQYulUKi5Shi3x5GouUouFRbbpB68uA/LIe1m0dR/8HWBTVAprHLAzIvFXbd3P7E+5i68G+4/Yn3cTyYwP3TzhePz9Pya6X8emXDILz/173Edwmin9I8p6hPE2OAg0uAdjjR+7778N1Hfwv7rDvht3cBD0p1vkfTFBZMGaZLo1KU9Cr1VZIfCPloj0b05AulLPPZx01omDxEpttrJpyLV7c04aLBdRjWv3te/RebbQiVi9GgnItNBqCLM98CWWW9lGp3G0XT4JxdsP6VXVljaSsoGpo+TSg/hLk6TVO4f8WHYkMX0NaHsDNReJYP798dv73xXFhjoRyfUpvnMWYTKFp5rqeUcYW6Rak9USlfjGnM5GGA5IlyI1t7xR5nnD0fG7hkEWy96nM0qaVFKTRNgTJQyjUNilfUa0c/30l9glBplHyn7uLFi/HAAw9gzJgxoCgKI0eOxMMPP1zqb9OpyF5Z06e+BlNH9YIzHUPkf0ewK2u1t62uDimbA0yKg5mh0ThlqGyF7dhr++KbRQvB+v2Z1ysYcXvROkqGoilYXCZcNHYAbCYDglEWyzd+CV8oXvDKR8LJh09rH78M2gCQnbqEkwTPcYjua8pdUdi1C5JHj2LXoiVy/2z1Q4qmETFacfuzH8sm9NIVuBRN4ZV//Bejx5yFri4LHFYGf3/9Sxxs8sPtsWJc6x2PS2eP7LAjY8ixXZ0TYTKdvXtGaZKhNgasdT0R238g5+NamYDnuMwCskQSpngMHqcZzb4Ymn0xPLnmUyye+QOYPB4AgInjcfO1Dtx4lfIKXal2Dzb5sXnTLowe0x/dT3WCMRnIsV2dCC6VQnRfE3YtbvPjvnfOhbFLF9DgwbjdoGha1JaZ43P0/9PWO0sFlFagq+26+c2skbpOSKBoCt4eTkyceT4Cx2OIRVls3rQLB5v8AEB8t5PCcxzYUAjJY8ewa9ESMDU1GHvDL8UCfsafh4AOHce2+x4QNX7q7Nvw7OZv4QvtwdLZI1V3UhR7bK6g16mzRyCd4mDIOg6R5AeCFOH5zrEp0IwRjNtdtEbUckd2vlDKMhdf1he1XgcmzrwAR/0x+MMJPP7qduxu8uGf277Nu+tS7/cmVBdpGvhp4yBsXP15W83rmj44+Pun0KuxQfXvr6UXM0NjyaRBsDMU/PE0Vr63H75Qoqhd4mon7KRYTtOnCeVLobsfpc9ynuPAHDuC3QsWKPqUzcqgYfJg8X5xcZ6ncfS3WsZ9bM5IGFsOl9QTs/MFD2D9yv+IeRggeaKcKNX1Iko5QUlDhZxyQDN0jnePm3guDv7+Kfi2fCTTK4AOf76T+gSh0ih5U9fr9WLZsmWlfttOjfTuBo/TjNsvOQUHfrsY0amT8c2zz4tn2ieaW7Dz4cUYuGQRPK2FLwBw2cyYOnsEUskU4vubcGTF/yG8J7OKSni9SfJ6oPijOwTyHfmVYDncvWJLztcVuvKRUAZw6Tw7dWmyU5dw0mADATH4AW0+edY9C8SGrvTjUj/Mt0LbbTfjusv6iaF1eP/umD7mbFx21YCS3yWj5sn5vJZQneQr1ktRGwNnP7xQ8eNKmQBQLnzdNvs2PPZ3YHeTH82+GHjkarWbSvE1W7sHm/x4a8OOE3YvMKF8YH1+saELZLS4a/ESnHX3XfjiwYdyJuw5+jfQCMRZ+EJxAOor0NU8PZXm4PXYcn4uLd/988ufEd8liL6YOHYMX//+D0g0t2R0vOL/0DB+Aix19TCajDBxCWy7/QGZxg898RgmzJyLu17aDjbFoZvbmnNXn6DjYo+FpmhK1U8LzQ/tnRsSyhe1xpaxa4+iMqZa7sjOF1pZJgkety77h+x9hZwBAL5QXFGLer83obpIsByWb/wSv75hCKhQEGm/D83PLkN4z15Ev/5G9e+vpRejP4DIk4txvHVM3D7nNqRrexS8uw3Q9ls1nyaeW94o3a+bb/ej8CxP+nzY1roxB5DUJxY9jDhjAXPsCI6vWYtxo38MQ40H5hoXnB67Zl1BLeMaY5EO8USpbsOhOMIh+a5ckovLCz05UstzClkwVcgpB06bGWEXK2748tgZtDy/HL4tHwGQ6xVAhz/fSX2CUGmUvKn76aef4plnnkE0GgXP8+A4DgcOHMC7775b6m/VaRBW1jw2Z2TmoTz/LiSaW2B0OGSXlAMZY+NYeQNNeODGm1uw4967875eOC4hO6D06uHSHSTz7SIq1bn+hJNPZqeuxt+N3KlLOIlwbErRJ0FTef0zn0+VatVj3t9Bw5ML2bFJqC60ivVS1MYAl1b5OKu8CEep8NXWlPDD67HCaKB15weiXYIAl1LxaQOt2QyQ6t/mMOf14kKyJ/Fdgh4EX+w9+5cyDYf37EX43rsx+A/LYXHWIt4cUtS412IQNXiiMoVAITouxdyQUL6oNraWPlKU16nmDoV8oZZl1Pw6X84o5HsTqgfGSMMXiiPh92P/HbfJPqf191fVSyKZMyYO/PYxDFyyqCjPKzQ3EM8tP5QaXsU+s9V05/OFcSziR/KpzEJHobFl9tbmbVypeSbFpTvcE0kurnzyeY7WApiI0SobA4XMt2iawindHLBZGbApDvZkGHtadS8g1SvRMoEgp+RN3QULFmDMmDF466230NjYiL///e+49NJLS/1tOiXHgwmYIhHRyFLhMMzeWpmxmb21oBnlPyvNGHW9vpDjEtTIt4uokJVtZJVieaPnTl2QnbqEk4Sa7yHN5fVDPT5V7O6ZQsjnyaU6tot4bXWi+uw36MsEAmoFCKEpsWDKMBho6M4Phew2JlQ3tFHdpwF9E3Y9XlxI9gxFEzgWiOHWn5+LUJTF+s17O8R3CZWN4Iv55mRqPhxheZkGT0SmENDrwRzH41gghlgihRvGnI31m/did5Ov4LkhoXzRamx5e3Qr2OvU9M7RBjT7oroypppf58sZeusdhOpC0EvkmK8k9THQdEmbB4VmXuncr0+9B2NH9UYskcKxQEzz+HFCx6DV8CrmGaimu2ORFGosBuwvQntqnmk05a95tBepvlMpDgAFjgb8kQSpJ1QI+epNajkhGU+K15UJmqvzOgvaxS7NvklfQlOvpdKyWt2L1CcIlUbJ0y1FUZg2bRp8Ph9OP/10XHHFFRg7dmypv02nQzDZ2ZefIRrZgfWv4oxbbsZXy34nvyvS7VZ8D8btRr//z967x0dRnv3/n5nd2VP2kI0hHJTQPlYQKVGUoxx8SlU8VKMvxKSgYACRNH4BLQVEraKAiEqLjz6gRUEoFrTUYgWxPtKfZ0GtBdQYtVKCoiSQzR6yp9md+f2xmckeZmZnNptkd3O/X6/+0c2ecK/7c1/3dV33dS1fltIyQWezJ7QwYln17RKUULpFpLYanVQp5jY8z8fm5aZJ6pL2y4SeQkr3zllwO77968tp9bO7b83Ika6Fjdobm8nEO7NGhkaLJ0S0tgCR2/sZZ7H04zI+hFwAorTUJs6NPuUOaPIfKJqCpcgId1sIoQgHlhz+eyWMsxjnLluSMFN3yNLf4Nu/vgwg/YFdbUGKFt/zlDuIDbsOi3q4oGoEtu2t77TuEgoLQRfTncmkdHjIXUvBlfWDzdJzmpeu7SfH8XD7Qli1+WDKWmhodJGxOQWCUiI0E62TsvfBy5bidy9/iQ8+O6nKx5TT63R+hqzPI+PbEAoDwV68diPou5aiob21babxMV7PZD0RpmUtCWe/IeVO3HzVUDy+8xNyPutBsnHpJR4puxuw8E6se+M4Zl4yUNb25NrOA/KaSYHvFk0UznQkdpufpIs3yfkJTZ4w5lYOh83CwOtnsX1fPeqmXZBxDC3dHp4NW06XYyBnPEI+kfWkblFREQCgvLwcX331FS666CLQWRpa3ZsRRHbrm8dx58I7cWL9Ovi+/Aon9uzFsAfvB0/R0BsY2WHlQGy2qWVQOSrWPiQON9fZ7Ghs8iUI2qra8VlpjZwuyKamGj3bDhQhy3CxZK3STV3QOvCRcDd9IQIhESndi7T54TlyBIHjx/Fft90K84AB0JlNkvoZr1M9dZM1k3b16b5rsjN739wxYgIDIFpbSEitAcHW5R6XIsCYcdaiO/Ht79eJB6mzFt2JIGNCJMLB3RaCXqfNVjMt3CK3ygsLWq+HZVA5hq9eCS4aAUXTOLHnVTS/sT/tgV2rDan1PVe3J7GAmB4+vvMT1E6tEG2Z2CCB43gEGDOGtCcQjv3xeVmfQqvedsd3l7Pf+DU1t3I4Nu0+krIWhMfJ2JzCINuJUIqmYRo4EENWroTH44fJYsL/vPYNPvjsJIAOH3NN3QTwgKyGSul1Op8419YaIfvI6RdNU3BYTeAtg1T//lL20szqsOWvn6OmPeaW7USYGv9BsPOpk88RE7oAOZ/1FFpmhKr5fZPtjqN1+N3LX6KhsRVb34QY7423vWZWh98++Zairyvt41LiZ0XCLHhah4i5CDwoZNtrJbHb/CXd3ipXnNhitmPTMx1nsAVVI8BxvOx5K936SLeHZ2N/J3ZKKCSyntStqKjAokWLsHDhQtx22234z3/+A72etLvpLILINjS2Yt0bwG13LEffYgO+Ox3EvTsb4PKGYhu7o2NzlhZMOmEWg8sbTBG0TbuP4O6a0QlV2UrtEqTI1g1bLQ4UofsRb+AqbKQUTYvJXwKhJ6CSdI9xOFKcQR4UWjUkQbuz8lRLy1C13zXZmTUZ9ERrC5BEP8AMhyP14KQ0nymeEMvh0f/7HjPrlqDMpENrMIpH/+84Zl97BpY+8Q7KnGasmDdOk61mcqgiHTwKE1qvh7FPKQCA5zicdd21GHD1VbIHdtG2WU7Shh5ZMAkl9swO5nK+54BSKxxFRmKDvZh4u+N4Hpt2H0GrN4Q5C5ZhYKkZBpNBNsCkRW+7knT2G6/LNgsjuRYcVoPmsyEhd+mKRKgnwGLxH/6JJlcAD/1qvJjQFWhyBdDcGhD9B7UaKuUT310zGhzHw+UNSsY7CPmJVCwLQNr9V6vWxj/f5Q2KiTOXN4SZdUvQv0gPp9MKc0lxp4sD1PoPgp0HQhFyPssB1BZYa/EP4+2O43hMv2IovjnhQUNjKzYfNGLBypVgKB40o0eAMeO3v38r4yQUDwrfBWisfPZfXeq3ktht/pIu3iTlJ7h5Ax7433dTCv/W1E0Q3zeTznBKGp4NX5rYKaGQyHq2dfny5Th06BB+/OMfY/ny5Xjvvfewbt26bH9MryNeZBsaW+GmDFjz7OEEMUroea/SoUgWtCHlTvx81CBYLYa01bNKZKv6JZMbaoTug49GAai4qdv+PAIhF0h2BjNJgnZnRV+6lqHJQQ+eTz/XNFn7vX6WaG2Bke3EE6On4fKGcPe2I+JjZU4zrGYDhpQ70dDown1Pv491iyapbreUyaGKVNcWPukO7PG2fccvL5S0oTCrze+I11EKkNRDk1EPmqYkCyKJDRY+UpoqtCJesuUQypzmmA3k+I3AtHPTOF5spWcvMkquhT7FZjLXscDIdtFB/P4u52O6fbFOTlo0NNkn5rhYccUBibbOpKNC/iLnw5bYjSn6tX1fPW67viLjuFU88Xbb0NiKu7e1AgCeuecyWLKg7Wp9WMHOT7sD5HyWA6gtsM70jCJ11i+Ks+PWFr+m81ImsYFsQGK3+YuaETXJBTDNp9pS7NJpM4EH0OTyQ6+j4Q+yuO/p93OqMxyxU0IhkXWrpSgKF1xwAQDgv//7v7F8+XL85S9/yfbH9DriRfaZey7DWWU2xY1dzqFwt4USXiMIGgBxZsem3UcwZ+XrWPbkO2gLsBk5xnKBWp7j4fMG0eryw+cNgud4xfcRHCjhO2Zya5jQdXTc1E0zU5fc1CXkMGr0sqcr+oQWNmVOC5w2U0qbxMXr38Kcla9j8fq3EFRR1Z2s/XajDmvmXYwH547FkHIn0doCQK0foBap/XhB1Qhs3fsZbr5qKIaUO9HkCiDEcpK2KkW8HQrEH6qkfIaeXouEnifetoVkQTxlTm3JpmQdfeqlw7jrltEpvmexNaaH8TY4pNyJ+24ZjaW/vBCIcGn9WkL+IqWpj+/8BFMnnyP+/3zQISUNFWbobtp9BFte+Rx+XwgP35bqG5CELiEd8fv7rv1fYUHViBT/Ydf+r8TnO20mIMKpihEIPjGjp3H3hndxIKmtszAPOtk/PvaDBxzR6LxAzocNsakXEq6ZeDaWPflOVn7ndH5pZ0nnw8b7vf62EEpsJhILywGSY7GPLpwkWSTbmTOK3FkfACgKknYptQsL2ve/L/4Ljd+60XLKD0S4lKRZV/gsJHab3yjZYDJshIPbF06wyyHlTsy8eijuatfj3zz+Flo8QdH2hM5wwtnpsV+NR23l8G4/OxE7JRQS3dIXefv27fj1r3/dHR9V0MT3pXd5g4rVJWodiviqs2zO7JCqfhk7rC9CvjD+/loDLhhVDovVADYchcNhBi3jKKupGCL0IOJMXYWDDq0DyE1dQg6jRi9ztaJPKuhx4pQPY4f1xZRRg2C3MPD4Wbz24bGE7ypo//P76jFt4tl4dedhuF0BOJxm/LpmJCwOI2wWorX5TLaTn8J+vKZuAppbA3D7wti2tx4NjS4cPeERZywaGRo+bxCRCAd9e6U5JWNHSpXvPMej6Qcvdjz7oWib1bNHwWQ35ORaJHQf8bYtJAsE/7XMacbC6hEwMurtIVlHhQSB0LHGyNDQcYDHHYBeT8PIxPYDp82EeVcNTdDP6tmjUNbPJmvzhPxFTlNtFgZA/uiQ4M84bSZUTz4HdgsDfzgKI0PD3RbCqs0HO2x7xyHiGxAyIrHLmAt/e/vfWFU7HjQdGxX11EuH0dDoAhALBM+/+jxsffJ9uF0BDB5WhimVw0BRFPSMvB+h5OeQrh75jdxvy3F8gg+Y7ZmzWkfeaMXI0Hhw7lhYDDp4/Cx27P8KLm8wdptSxu8tL7ORWFgOIDcjNJ6uihfQNJXi6y6oGiFpB+62kOT5fn71+di453NRd7vCZ5GL3VKA6rMhIT9g9DTe+PBYgl1WXz4Y63ck6vH6HZ9gbuVwrN5yEF4/i7HD+qbY5pk1I8HbTN1mE2pzDDzHo60tROyWkNN0S1KX50lFZLZJ53CqdSjiBS0YimYtACz1/eZXDsfruz/DmIn/hZd3dgQJqmpGom9/uyiQUuJJDl+5iXBTV6n9MkXT4DmS1CXkLmr0UkrTHpg3DgwPtLr8PeboSQU93jt0AjWXn4sXt3ws6mzNLRfBbjaIzxG0v+768/Hck+/B3f4eblcAL2z+CHMWjicBgzynKwILNE2BB7D0iXcSHm9yxWYsPjBvHIKeMP6x7wtVxVtKhyqfNygGtoCYbe549kPMWTC+SwNuhNwn3rYbGl3YtrcetVMr0LekCCdb2lBiN8FmUW8PUjp64LOTmHc90MdhlgyyPjBvHJpP+8WgBBCz0X/s+wJXXj8cPHgSACgw5DRVuC2eLzrkKDLigXnjEPCEsCcuadt/9igwRbEZurWVw0XbPrO8GOMn/wRsOAqwvOTNIAIhGaX9neN4zLhiKI6e8KDJFcBNlw8RbfHM8mKMmfhf2LrhA9E2b5o3BkaTHpFoYmBVyc8hXT3yG7nf1sDoEnxAh9XQJQWMXZFE5TkeQU8Yb+76VLTthbMuRFGRARTLweMO4h/7vkj1exeOJ7GwPKGrigJomsLf3v63OBrB62fxt7f/jbppF6Q8l41wmDJqUIp/umfHIdw09ae4d9MHXeqzCMlvIabraQ2A53m8tvszfPlZEymALBAcRUbMuGIotu+rx9zK4XBYDXDajIrFj7v2f4Xf/PJC7Hj6gGTsyZpFnUuXkE1XpCFXZEPslpBrdEtSl6KI0WcKx3PwBH1gORYMzcBusoKm6LQHJZoClteMxurNB9M6FIKguaB8+1cLUt+PYjlcMKpcTOgCMRHfGSfiRDzzi472y8o3dcXnEQg9iJyeqjmAJWuakaER9ITxzOPvZqxV2Zj1JRX0mHT+mWJCF4jp7ItbPk5xlmOfxYvPE3C7AoiSoFfek2zXY37aF3OnDkaEbkNrICzafzLp7FIu0Nan2AyzjsYrfz6ctngrHrlDVSTCSdtmlCMdPHo5ybbt8gZRYjfBYtLj7LOKYbMw8IS8KVqfjGDrgPQMXUZPo60tJFtcYC6zJtiokIzY0l4oQ3zYwkLKV7i7ZjQcViMeXThJkw4p6aycr5ItaJqCw8Tgz08fTLHrWXUXo8xpht3CiAm2yVedm6DnxKYJakne3zmeQ2sgps3FTj3W3TEJoTAHPdfhi46f/JOEWIHVZoTXE8Qfn061QSX/3d0WktR1vS73b9MT5JNjxVYjits1l41woCC/f2eKmhuZ8aTzmwVN50N0gj9htRkRDUWx7bmOAoZrq85HmzeM7xpjs3zJmSy/6GxRgJQtgeIBfQhzbjgbJ5oC2PLKl3B5Q7KxXUZPw2k1Sp6hysuseOaey7r87CQV0423baFYIZtJPEL3Il4QmHYBOI4Drwsjygdxf+0I/GnPUTS0a1iZ04xgOBYLdnmD0NPo8thTNnIKsuc/YreEHCNrSd2///3vko/zPA+OI45IJnA8h+PuE1j79gY0+1vQx1KCJRNrMdAxQEzsJjucwgyFlc8egNNmQu3UCgwotcJk1KPYqrxxZ6uyLL4qhtHTKHaYQbXfurFYDYoiTsQzvxCTtQrBJorWAeSmLqEH4Tkebb4QgiyLE76T2PnlS2gNujv0lKZVHcDiNVf2FqFKrYrX6ni9lZrPo4SUbp9VWqTaWdbraTic5oTnO5xm6PKghSRBuQo1PrDAcRw8XAsefPMxSX9CQI1dyvkKZzjM8LgDaYu31KJkm1oDboTCQrGwMY3vLJDsLy+sHiG2DIv3fz3ugGxxgcGgS7DR5GSE3L5A2nnlHzzHw98WgtPE4LG6ieBogKKpjIKiSjoLildlv50lEpUumgF43DN7DNzuIBxOs2qbJuQ+Pa07stpcPAB+X1jUUnN7QYHA+Mk/we4d8jYotxdI+SoLq0fAH2TTxkQIPU+65JjgA3Ic3yPdW8T1xHKI8jw27j6CDz47meI3x9v9ohHz09r2yzsPYUrlMLyw5SMA5EyWj2R6RpHyDVbMG4uIwYNH4nRz8c3zUWLsA5tZWsccRUZw4ajkGcpg0KGkG/ZuqZhuvG2TYoXCgKYpOKyGmMb9o8NGa6fNwZYXIRYfOO1GPLXs5zhxyocfWvxdHnvKRk5BrricDUfBczw5txFyhqwldbdt2yb7t+HDh2frY3oVnqBPPPgAQLO/BWvf3oBVly5Fsdku+Zr4+TFNrgBWbDqAMqcZjy6clFgxKFNR2NnbL0pVMUVFxlgbRgURl72ZQzb93ERF+2XQOvAcualL6BmkNOmWGTOw5evtCXqq9QDWWa1SO+srXfW3lG4zPFQ7y0VFRlTPHpWi2UV50EKyt6OmClWw69aAB4/+X3p/Qo1dKvkKej0tW7wVDkdjnURU+hTENgnJqOluoNZ3TvaXt+6JtXA+q8wGo0GXYNNyeppso+kKFwHSzisf0fqbpbNTJZ2l9GHNZ79MkLNrvT5W5Oa1G9G3ZiTYcJScywqAXNAdJW12FNlELQ342QTbTE7yAok2KPg5wro75Q6I667EbkTt1AqYDHp4/Sy27qmHyxskc3XzBDVns65slyyH1HqaVlUBlzeMhkZXgt8cb/de1qvKti3W2Lgc4vcWNsm+Ak0hxTc46WnFs/VPJejmo+9uxKpLl4KmpdcGTVModphxY81IvLD5ox45Q8nFScztbXhJsULuorWTnNTevuHjZ3D/nMXQ82axc8a9T72HJlcAQ8qdmFdVkTBTN9u2mY2cgpyffKrJh3AoSs5thJyhW5K6hMxgOVYUR4FmfwtYhQSZmvkx6W7iKDnP6UQ+XVWMwxFrw7hTxsEgt8byC3FWruJMXR3AceB5nrRiJ3Q7Upq0d/sXmDrjF1hz8H9EPdXqwHZWq7Kh1QLJus1zvOpkGEVTKOtnw5yF4xGNcGKigjipuUm8nRpAqa5CVetPqJ1BJ+crKBVvNTb54A5FVN9GJ7ZJiEetHmZq6w2NLqzYdADP3HNZgm1LFRfcWDMSZrMhxUYBKu2+QDrS5B9qfjNRm1kOHM9j0+4jOCBxawtQ1lmK1n72ywSlohmKpuCwmmC3GOFpv7FLzmX5TS7ojpI2x2spz/EJsYJwOJLWBuX2B3uRASs2HUj9LqQooaDo7u4tUuvp1Z2HUV15HlZsOZjgN8fb/a6vX8EtM2Zg7/YvFG3bUWzGwnsmE7+3gJHSrOU1o+G0mRL8A5ORltVNpdiFTk+jX397j52h5OIkQtEOKVbITRQ7yQCS9ia3t4Pi4bTGdDne721odOHpvfWorjwP/zXADoNBl3XbzEZOQcpPvrbqfOzf+wV83hA5txFyBnIiy2EYmkEfS0nCY30sJWBo+Vy8MOsuHmGuCM9xCLtcCDY3I3jaBacttpEKFeLCXDE5BJFfvP4tzFn5OhavfwvHfvCA43jxOemqYmg9jb7tDsbCeyZjzsLxCVUugng62v8NZNPPbYT2y5RSSzhh3i65rUvoAeQ0ycbYRD1Vo23JZKJVogY3NcMaDWLssL4Jf0+eASV3myedVscHx6R0VpayXDAAACAASURBVOr5VpsJDqcFVpuJBA9ylGQ7Pd0q0xZWIlip1p9Q8iHUQNGUWLwVvzaurKrAH//eoMp+k9/PajPB7jDBEAkgdOoUwi4XeDLWo9ehVg8ztfUh5cVYe8v5sIZ9CTZG0RRKy6y4qXYspt9+McZXnodnX6tHY5MXXHv7LUE/7Q5T2n2BdKTJP9L9ZvHavHbbh3CdaMaCK36EdXNGwGkzptipks5mcvbLBDV+AkVTqmyakPvkgu7E2/Y5JT/Cby+6Fb8beweKghx4jhO11OYwJ8QKBgx0pLVBuf2B4/hO+TQEghRy62lQWRGevPUCrL3lfBiZmI3F2/1XLUex5evt+NnN5ahddglK+9lw7fQLUmzb7iBnskJHSrNWbz6I6ssHJzwvGOIkfQI9rUsbu1Bzvo+PTWTzfCUVJ6mqGYkzyx1p4xKEnkNuL/X6Q7L2psZvTfZ7Gxpd2LD7CCiDLiOdS2e32cgpCH7yrLpxmPWrcZhSOQz7936B7xpbybmNkFNk94RIyCp2kxVLJtamzJ6xm6yyr5GbdWc3M/Afa0T96jUINTXDWNYHdy68E+veABoaWyVv4iSjpi2jmqoYwcEQqsua49ok0eRmTl4hztRNd1O3/bmUjumOr0UgiMhWikaDop66fepaIcfDAzDZDZhZNw48x8PA6FBkldcqnuNSNPj/LVsKAAkzmOJnQKm9NSmFoLOEwiF5D3b5QqqrUNX6E3I+hNJsMqlK8b797ZhZNw7NLX54/Cye3luPhkYXAO03ZKTWztDly2AZVA6KJoHZ3oJaPczE1p02IxZf2h/f/n4NPmm3sSF3LQVX1h82ixGeQBhLNryb8PnfnPCk7BFqbpeTjjT5R7rfzOsP4bQ7gLtmjURpqBVfP7wGRxLOWt8n2KmizlIGzWe/TFHjJ5COCYWBnA3zoNDk8ndLy1pBm1848jfc1Gcivnv4CfynqRnfS+zpybZpsRgVbVBuf+CBHpm3SsgMrV2Tegq59RT9/lscv+9eGMv6QL98GXhLOewmKxaPn49H392IZn8LWoNuQKfD9+4g1u/4BE6bCdWV58FuYeAPR2GyG4i+9gLkNGtAqRVlTrOoV33txfjNxNqEmbpLJtaC5oxY+exbmmIXyUidr4bctRTsGX1B0Z1bf8R3yE/k7DLEcrKxMoc1/bkrk/iCHGriAkJB7qy6i8FxHGiahs2m3f6o9jE8f/3Tv8i5jZCzZC2pe+jQIZx//vnZejsCAJqiMdAxAKsuXQqWi4Ch9bCbrKAVbkXKzRWJuFtF4QOAUFMzTqxfh5l1S3D3tlZVVatqAmpK7bx4jkdbWwiRCAe9joY7yGLzK5/h56MGwWE1IBSOotQRm+dEkhF5Apd+pm5HUjfaLV+JQIhHunXmRSgq0cNqsoCmaM3JU7nWNBarEXKuIut2p2jwl2sexh0PrYbv+oqU4AXP8TCAwu9vnwiXL4Qd+79CQ6MroxsG+RIkISiTbKc79n+leiZNoj/BguJ1oKIGuH1h0R54joe/LQSnicFjdRPB0e03bxXsRbFNk57Gw3/6Z8J3zsR+pdZO/eo1qFj7EAxOp6b3IuQvQpV3vD2NGdYXFJCUlFDnO8f7y4ZgG+qX3y3aGFNcjDZPALqiMFyhKHQGneo9Il2ijMyKzj+UfjOO43HKHcSGXYex8Bc/wddPrk05a81ZsCxB95RnQFKaz35dRbLvYLeZEAiE4XYHoCcB2rxCyoan3XIRnnzpUEJhodrxCFIknPMl7EPwQ+rOm4bPl92jaU9Pp6tK+0ORicGaugmgaQp0Gp+G0HOoHbHQVZ+t5ZwktZ6mTjsXJzf9D4BUmy4x9sHsobfBZKThbYtg665jmH3tT9HkCqDJFcCKLQfF937mnssApF9PhPxGSrPKnGaYjPoU3wCUNcUnONUazKjwO97WrdFgyvmq4aGHYahbgvWvfC2uPwrIyBZJgXn+IWeXHMfL2puanEVnZ5+ns9tkH4LjeDQ2eSX3E632TM5thFwna0nd+++/Hy+99BJmzZqF5557Lltv2+uhKRrFZru210jMFeHYiCh8AqGmZpSZdLKVMskOrl4nLfLxgQq5qiwAaPrBm9iTfvoFuPHSwXh460ei2N5dMxo/6u8gh608Qbypq1Nqv6xLfC6B0I2oqRSVc2Dlkk9quhYkI6fBNBdFWakl4XGe41P0cl5VBV58+9+YfsVQTVWNckGSErsRIZYkefOJZDttaHThxbf/jbq6i0GBT1sFTVM07EabpD2Ul9lwqsmXcmBJ1x5Lbi08smASiq3ZqcqVWzscS/aU3kRylfeYYX1Rffm5WPbkOxIB4A7fmeN4uH3SwVrBXw4GvKKNWQefgzPm3I6df26A2/WNOEN37LC++OCzk+L3ybSFJ7m9kH8o/Wat3iBWb47NUCw26XBcQqvOLTXDkqR7SjMgMzn7xZONQq5k32HssL6oufxcvLjlY017BCE3SLZhHpSY0AUyu+UVj5TfKmUfNEWDjvJZ2dPj7Vyvo7Fi3jjc9/T7KvYHYq+5SCZnq0xI1keb2YDjMsF/OVtJXk8Uz+HoQyvh+/Ir8TnxNm0zG1FicSR8RondJHv2VLueCPmL3M3FYqvUfk2l+ARysQsAcHmDkvt+8r6+cf4I2fiwsP7WLZqEoCdMbLGXIGeXBkanGCtL9ls5jofLF0zxQzPRcrV2G+9DyO0nmdgzObcRcp2sJXUjkQhmz56Nzz//HPPnz0/5+8aNG7P1UYQMoBk9jGV9EgTQWNYHZ5xhjbVNSNr4pRIBK+aNUxWglarK8nmDongCsbkjLz//L1wyNValOKTcierJ54APc/C4g3A4yAyRfEBM1FLpb+qCIzd1CT1DukpRrS1hMmmLLKfBNJO6Dbe1hVL08tWdh1FXdzHsDpOmgJScU1s7tQIrNh3A2GF9Mb9yOHQUBT1DnNRcRspOp18xVJNNyNnDY3UTU2xux7MfYs7C8YprR24tBEMRwGrUXJUrdTNBy9ohFC7JVd4UIAbsAekAsNqbP/E2VnbjdLzw54aEtfDC5o8wv3YsvjnhSRptYoDPGyS3F3oBcr9ZvAa2BqOSWmUwGbotkZTJbTcp3U3eK6aMGiQmdAH1ewQhd4i34SaXP6FIJfaYuvEeUkj5rXL2QRsNOHvFg6BMReC8bjS98DzY1lZNe7qcna9bNAkhVt3+QMgtOjNyRi1SdrOqdnxGyeT49RR2ucC2tib8Pd5PlbqlZjMxWFs7Hq2eEFy+EF778JhYuKtlPRHyk87eXJQ6Ey6sHoG1Wz+CyxuUvJUIUHh+X71o66fbIpI+S2swFrNrcgXAsRyxxV6EnF0C6kcZZLvrQrI/KmW3zrGjwTJmBF1+6IXCGIn9JFN7Juc2Qi6TtYjYH/7wB3zwwQc4evQopkyZkq237dVks2Um43Bg6PJlqb3nz3CiSGImnVTg976n38e6RZMycj4iES6hDz0QE1GLQYch5U7Mu2poSgtJUgGW+/DtiVpKJ5/U7bipy3bHVyIQNKP1YKWma0EychrMOBwpz5XTSwq85j1ALkhiMugxpNyJaRPPxh83fEC0Nw/obAAAkLcHLiptc9E0wTS5SvETp3wwm/Rw2kwaZjtJ30zoU2ZXvXYIhU18lXeTy582ANyqcl56vD7TNgfcrsaE93W7AtDRVMLas5sNGd1uJ+Q+Ws5f8Rq49c3juHPhnTixfl2PaZXW225yussUMQnry25hMtojCLmJ1g416ZDzW5Ptg+d4uNqAna9839G2du7/Q4mV0rROlOy8zGlRtT8Qcgslm8xWTEzKblo8mbWxTfjuKs548f6LlO7OrhmJsjIbaJpSvZ4IPUO27DHTm4vCa4UzYSgcxbdNXmzdU4+GRhcAyN5KnFZVAZc3jIZGl6TPMmDhnVj3xnEAsfXHczyxxV6GnF2qjUHI7c9r6iaABzSvmeTYRbLdOseORslN8/DskwfiRq1Jd1gi9kwoRLKW1O3Xrx+uu+469O/fH2PGjMF3332HSCSCQYMGZesjehXZrnChaBqWQeWoWPsQODYCmtFDZ7OjtS0sKcxKQ9LLnBapj1BEr6fhcJpTBoz7w1FUTz5HTOgCpAIsr9BwU5cnN3UJOYzagxXH8fAHWSysHoH1Oz5R3VZWSoMZhwOURFGNnF7qlNqcyyAXJPH6WaK9eUY2ggiy7bpoStrm0gR4HUVGLK8ZLbYfLXOasaBqBLbtrceSmSM1fTelmwlFKtcOobBQsvl0SQmO4xEMRVQFa+P1OcDpJdeCXk8n6KJUBxqin/mP1vNX/G2ZhsZWbD5oxIKVK8FQfI9oldbbbnK6O6vu4oT15fGzGe0RhNxEa4eadMj6rUn2EbO3jxLsbdeLX2DOgvGa1kk6O8920prQ9cjZpM1syFpMTMpu3L5wp2wl5qeEwZeU4byHVoPmomm1X0p3X9j8keg/qF1PhO6nq2Y/Z3LGE2IXTS4/Vmw6kPA3uVuJr+48jOrK87Biy0HRZ7mj3W5ZnsLje75GQ2NrQttdYosEQH2sTG5/bm4NYOkT72heM6njp5LsljGLCV1AucMSsWdCIZL13nV9+/bF1VdfjaamJnAcB6fTiaeeegpnn312tj+qoOB4Dp6gDyzHgqEZUJwh63NFKJpOGB6u5JBk+zAkNWC8avZIRPQUQm2RtBUzUq3ByE2Inkdov6x4EBf+RmbqEnqQZI21m6ygKe165m4L4b6n34fTZsLcyuGwWRgEwxGU2I2gAMVWnPEarISUXl5dfT7cQRYWyVk78si1Z9q6px7zfnEeqVbME7IVRJCyh7trRuOv7/wbV1ZVJHTMuLFmJIrSBHhpmkKpw4Rfz7gQxcUUOERxyhVCsd0g+gtq92+lmwlq1w6hcBBsfvtr9bh0XD84bAxCvBmlRQ7odbq0SQl3WwgnTvlU+7KCjekiHG6sGYkXNn+UcHMxeS1kepOG+LO5jdINQIfVAE/QB47jQLMMwFPQ62mUl9kSbi8U9eCcernzG8fx4LjUbh9ydgzwCevrtQ+PoeaWi1Jm6qbbIwjdi1p9yUbnj3i/2qg3onr2SDFhq1k3o9r8TrmOOfr24sdsJ60JXY+cTWZz1q6UPr7x4THcXTMaq+KKE1fMGwvoQ2hua0s4MyavL7PZgEapebyldsV9PZ3/IHUOJHqbG3TF7OdMznjx+kszOoz5aV8c+FTdrcRiq1F8zvQrhsJUEvscA8fjV9OsuPX6jvVHAWltkfi1hUsm8TM5P9TtCwPQvmak9vNrJp2NFo7BgFIngu4A3K4AziwvxvjJP4HZwiDgZ8Ho6ZT9RI09Ewj5RtaTug8++CDmzp2L66+/HgCwa9curFixAlu3bs32RxUMHM/huPsE1r69Ac3+FvSxlGDx+Plw2ozt82aLMfOSgSg26WAItoEvMnS66judQ5Ltw5DcgHEegIcJKlbMyLUGIy3uep6OpK6Km7okqUvoIaQ0dsnEWpxl64eox6vp9p9QfdjkCmD1loPi48/99vKs6RRFUzDZDbhk6k9hMejg8bPYuOdzuLxBzYfG5CCJXkfDH2Th8gbJzZs8IltBBKmgGcfxeOnNb/D5UReqK8+D3cLA42dhtBokbZfnOLBut7huimw2mOwBrHpno7i+fn3tfNgsjKb9m9xMIMTjbgth+2v1uPayMjz1yR86/OMJtRhUPAA0TWNQPzvWLZoEfaANFBeF3sCBAg+AAhvhsOPvX2JB1Qg8vrOjq8LymtGKvqxOT6Nff3uKv5oNeyX+bO4j26Kei/kRLxx5BdeddQ32bv8ip35DQZfNbAS/u/VC/M+er/HBZyfF7gmbdh9B3bQLUvYLOTvW6+mUvcJuNqRdF4SeQ6u+dKb1p5Rffc8lCzBnwXhEoxnopo5G2OVS7Y/raKR0zFlYPQJCQ5tsJK0J3Y+UTXZm1m6yv2q32VPiWzOuGIqBcYU5RgMNF3sK9/xf8pmxP06dbEtYXzfWjMTzr9Vr9s3T+Q9ycTOitz1PV8x+Tj7jOW1GBE+7ENSFoDcwKXoopb+/vnY+AODApyfT3kosLTbjmXsuS9FFuT1ByRaJX1u4CHb2wpG/4cr+Y+BkrNAVOWBxngGdTj6NJJVHELp4CWhZMzRNocRuRO3UCpgMenj9LLbuqRfjYoyexuBhZRgz8b/w8s5DHRfIakaib//UAhuirYRCI+tJ3dOnT4sJXQCYOnUqtmzZku2PKSg8QZ+4KQNAs78Fj767EbOvvg1/2nMUd/68P06sX4vjTc1oEmbhDirvVGI3nUMidRiymQ2dav0oNWCcAuBwmBQrZpRaMpIWdz0Lz7UnahWSutCR9suEnkVKY1848jfMP+sKNKx+OHHOeBptlas+pDlkVadCLId7N32Q8ngmh8bkQ1qx1YhHF04Cz/E4M+lG2o01IxGlIHmjh9BzZDOIkGwPLm8QZU4zGhpdWLHlIIaUO1F9+WCEIxxc3mDCXs9zHPzHGhPmhg1ZvhS7vt2XsL4ee28jVl26FPqIQfW6IDcTCPGwEQ6XjusnJnSBdv/4nQ1YdelSFJvtoMBD3/xDyhw7y6ByMHoaLm8Q2/bWJ3RVKHWYErRNruVdOt3OxF6JP5v7yO3xvC6Mtf/YgDk/nSEmdIHc+A2ldLlu6RJUXTYYza0hbNsbm7M37/rU/ULKjm+sGYkwx4NtC6Wc9Yid5i7dqS9SfvXKNx+PabPdLvs6ad0cCdrbgsP3P6DaHw+xHLbu6dB2jufbx6NEwfEdfkumSWtC7pBp9zgpXRy6fBnKBw7sSOAyNKIc0OINgtHTKHWY4Ql58UiSba99ewNWTVwu2TJ5SuV5CXMb1fjmavwHqbgZoefpitbu8We8IeXF7bHfNfhERg+l9Pex9zbivhsWY951FTAyNGwW+VuJDodJUxJLyRaJX1u4eII+vHDkb7ipz0R89/AT+E/cud86aJDs/pycR6AAPPXSYXHeMwCMGdYXFIAml19VXiHEciktxoHY2il2mDGlchi2bvggwQ53xrW0j4doK6HQyHpSNxqNorW1FcXFxQCAlpaWbH9EwcFyrLgpCzT7WzCgzII5kwfhxPqYMwoAoaZm1K9eg4q1D3WqFaEahyT+MJSuLUhn2m6kq0bMtMUdoRtQc1OXEm7qst3ylQiEZFiORbHJgTk/nQEbY4OX9cKup9HwwMOatVWuiwF46RZHmepUV84Di9d23mbCnAXjEQxF8O2pNjz250NweYNZmQ9EyB5daQ/xNu20mTDz6qEp86IFW2DdbjFABsTWTcPqh3Hl0nn48MRh8T2b/S1guQgQ0Uuui0iEk2xVTqpnCQKMnobDxkj6x2x7QZmUPQo67nAUi3a9esvBjvl8lo6gaWfamov2umA8WDYKiqbAMMrrkfizuY/cHs9TETT7W2BjbHC7vkl4jaBpPYXUOvj64bUw1C3B6m1HACi1He/Q3UiEQ5TjsXH3EfGWL/EF8odM9CXT87tc7ELQZjmk9nkDF8LhxQ9o8seFop3V7YVoN181FP/zwr+yOuOSkBuo7R6XbMsGLiTrHzidTtn93+qISNo2F1VuZSugxjcn/m7+0hWt3ePPeDMvGYgT69cq6qGc/ja3tmHdcx+Kvq5aO+tMHJf4tYULy7G4sv8YfPfwEynn/nTxsuQ8wowrhuJo+3zbMcP6ovryc7HsyXdU79lKcRCKpkBRlKZ4A4FQSGQ9qXvTTTehqqoKV155JSiKwt69ezFr1qxsf0xBwdAM+lhKEjbnPpYSmBgGg8os+KRdRAVCTc3g2M61spVzSGxmA1zeYMqNBaXWj8VFxk633VCqmCEtGXMXsaWyws1Gqv2mLqLkpi6hZzDSRsw+52a88sfP4XZ9A4fTjGmzLkRbcbHopALqtFWupZu/LZRVnequeWAUTYGlgKVPvZfgKK989gDW1E3AGQ4zCYrlAF1pD8k2fVf7IQtIbSXHsZGENQPE1k1/xprwWB9LCRhaL7t/8xyPZ9a/m+AzmOwGhNj2NUXsrtfjKDIixJsl/WOGjh1f5OwxEmahB9K238xGW/M2X1i1/0v82dxHbo/3hLzoYymBl/XKahrP8T0SLJLV5aLYOkm3XwhnMJc3iCXr30pZD8QXyA+06ovWtpnxXQ1oRqeozUokn/mDTV5J+1Xyx+N9oqmTzxFb7APZmXFJyB3UtNKWsuWqWy4Co3DOk9v/H140WtK2aR0lub5KHCY8fPsEuH1hvPHhMcy4Yqgq35zcFstPuqK1u6PIiBXzxuGH0234sQM4nEYP5WLH3rZIiv6ls7POtk8mfm3hwtAMnIwV/+lkLkLq5u4yiVjDIwsmocQubavp4iB6Rn28gbQGJxQaWVfbqqoq3H///WBZFsFgEPfddx+mT5+e7Y8pKOwmK5ZMrEUfSwkAiLM7HCYb9AYGxrI+Cc83lvUBzajLx3McD5c3iCaXHy5vEBzHA0gU12fuuQyPLpyEgWU2HG/yYvH6tzBn5etYvP4tHPvBA47jFVs/yrXdaGsLdfY/DYCOFjUOpxkASEvGHIKPRgGKAkUpSEn738hMXUJPQbP69oRuh0a9+Nw/0XfGzITnqdVWofqwzGmB0xZr5ZltnUrW6Jija8QpdyBBy7OBnL43twbEPYDQs0jt2ZneQpHyC+IrahVHMzB6SZ/EXuRI8WHsJqvkuqiqGYnXdn+W4jMcPe5O8T0IvReaplBa5MDiCan+sd0UKyKQs8djTX4c+8EDAClaHU9n25pr9X+JP5sfSO3xwlntjW/fwg2zRiT8htdWnY/Xdn+WtXOP5u8rsw6cTqum/ULJFzj6vRtuX3Z9D0J20aovWvRLuNUoxAg2vvgFfn3xfFlt1oKc/Sr54/E+0Y/627M+45KQW0hpcjxStrxzy8eK5zw5vaOiBsm4nM1mSllf0265CBv+ehhLn3gHm3YfwfQp52JgmY0UwBQ46ewxGbl4bDxshMOGXYdxtMmfVg+lYse3jZiDP792DEDX+rHJEL82/1Bjj0DMzuxFjk7lIgTi1wwP6VhDMBSR/S7p4iBa4g095asTCF1F1m/qAsC4ceMwbty4rnjrgoSmaAx0DMCqS5eC5SJgaD3sJitoigbjcGDo8mUp80AYh0N8vdw8sHRt5aTm6klVLK5bNAkGUPj97RPh8oWwY/9XaGh0iS0PurrtBmlRk7vwXASUTllGhNbMJKlL6CkiUWmNMp55FoxlfWS1VQtdoVOCRitpOQVoapkktV/ItbRx+8J4bPvH5LZDjtDZ+XAcx8PrD+GUO4jVmw9K+gXp2jzL+SQm5xmSPgwoJLT2pEAB4PHlZ00J383tCsBiiO0V5JZN4SLnr8qh1+kwqFjaPwak7XHAwjux7o1jcHm/TGtDcvbOcTyiEQ6BQFhRW7X6v8SfzV+Es9qtI6eDCukwpXIYzBYGAT+L/Xu/wHeNrYhKzKztDuR02VxSDItEJx25dajkC+z/8BjmXD0MbCACk1GPIiux21xDq76o1S+e4+FxB8GFoqitHI4d+7/CgU9jM0RXTPsNeIpL0WYtSNnvWYvuRDOrQ//2AK+UvQo+kQvBLhtPQcgP5GyZ6S9/zpPTO5qmMdAq7XfEry8eFJ586ZA4T7fJFcCqzQcV/Q5Be3mOB80B4HnoGeIHFDJyZ/iBZTZ4A2Hx5qLw961vHsedC+/EifXrZOMT8bHjUIRFS2sYnF+Heb8YBo+fxWsfHlOtf52N4xK/Nr/QMnaGpmhYnGdgyPKlaFj9cKfjZYL+AZDU3hOnfDCb9CguMkrGtpTiIFJ2yHHS8QbSGpxQaHRJUpegHZqiUWy2pzxO0TQsg8pRsfYhcGwENKMH43CIg8kFYd6+rx4/HzUIDqsBoXAUpQ4zvIGwprZyUhWLTpsJfncIL2z+SGxbMK+qAi++/W9Mb28vk+22o1KQFjW5CR+NAArzdAGIf+c50n6Z0DPItQZijAZZbc2ErtIpuRZh6xZNQtCjvvWn0sEyuaXNgqoR2La3ntx2KBCE3/60O4ANuw7L+gVqRjMY+/STXDdSPgwQWxdFcWMaplQOk1yPHn/H3HVid4VHJMLhlDuAFk8woU1huhuEcv4x0OEjD129CqdP+9AajGLdG8fR0NgKAGltyFFkxN01o7EqrshhQdUI7H33G1x5UXmC7yulrZm0nSP+bP6RmAQ1QE8jofof6Nl2g+nOivEoBfSk9H9B1Qi8+fFxTJt4Nnb+4SBpYZfjaNEXNfol1ZpzXlUFnt5bjwOfnsS86ypQ5rR06jvzoBAqKUPRgmUoYyi0BqN49P+Ow+X9Dx5ZMAluX0gxAN1d40oIuYucLf/gDsJQtwT9i/RwOq0wFjvQ2hZLpBkZWtZuaIqSict1rK8ml19M6Aoo+a6C9j6/rx7TJp6NV3ceJnraC5A7wz/0qwk45Q7A7QvjDIdJ/HtDYyvWvQHMrFuC8/pZoTcykvu54BtHIxyibg9efOFj0Z5qbrkIdrNB1ffLRvtk4tfmD1rHzuh0elgGluO8h1YDkQig18NYrD1eFu97Om0m3DVrNB567mBK3Gn5LaMybgeebIc+b5C0Bif0CkhSNw+gaFp2ELm7LYTt++pxzcSzxXkyZU4z7q4ZDavZINuOSO1trZsuHyIGtYBYdcurOw+jru5i2B2JbUeTxZe03egFRCOg0sxPEm7qgtzUJfQQshplNYKic/8QItcijGM5yZZJcxaMh7V9Jkm81lMAtu+rl3TkB/WzY03dBDS3xg6Y2/bWJ3RkIOQ3wiHujl9eqNxeWWJWlM1swPEmr0RQtVR1i7n49l7v7v8a11adj5d3HhLX49XV52Pjns/F5xO7Kyw4jkfjSU9K8nT7vnrUTbugUzeyKZpG2FSEFX/+WPNNLZqm4LAaMbdyOGwWBl4/i21761E9+ZwU33fHsx9izsLxCQEDub3FHFcEkY15a4SeQyoJ+sC8cTl37lE6KwIdvkAoHMVpdwBOWyyInBzQk/IFqiefzvesEQAAIABJREFUIyYgAPn1QMgv1JzfpVpzvrrzMKorz8OG3UdAAeIIh0wQ1lcgFMHSLYdS/h5mo2kD0F0x45KQX0jZ8pXtxQcNjS4AwDP3XIaTTT4xqVB9+WCU97VhTd0E8IBmu0nX2SYZwQ+vrRxO9LQXIXeGP+UOYOkT76DMacaKeRcn2FJDYyvWvxLCowsnwZLGJgKBMF7c8nHiiKktH6u2J7l9IErFCheInhYWWsfOcByPxiYfVj77UdqbvUrEJ5ObXAH4Qyxqp1bAZNCLZy+XNwiag3RsKwN9lLLtG2tGwqyy4IFAyBdIUjfPYSMcfj5qkJjQBTrav6ypmyDpbBoZWvVtrbNKiyRbclDoOMBpabuhtfUeIbfhoxFQOh0AhRlbOuGmLknqEnqGfG8NJBc44KO8pD6H2diteKlg9IKqEWj1hsUgh9NmAtt+g06vo2EvMuCx7R+T2w4FhnCI8/rZtEGo+PZGHMfjtDuAQCiCuZXDsat9/ILW9sjx7b2+a2zF/r1fYErlMJT2s4LWUQhEOLi8QfH7ELsrLNxtITGhC8T81Md3foK5lcOzciO7Mze1aJrCpt1HEtaE02pU1Y4uZW/R0YjSwEmXHydO+bDj71/C5Q1mFAAh5AZStxp++/T7WLdokthWHqDA0UBrWygnzzVyvoBQvJVc2HOGwwxfgBV9AbXrgZBfSPnGZrMBrXHndIqVbs1ZbDViQdUIPPXSYVUdF+QQ1tfcyuEyrXApVQHozo6nIOQ38bYcDkfR2ORLSOiWOc1ii1unzYSbrxqacBkikz1ayu9YMW8ceF46GSb44XYLQ/S0F6E01gCI6dmWVz7F0pmj8PDWDzX7sFlvn6yj4Q6yuPP3b8m2iyYx3Pwl02IUtTd75UhOJm/dU4+brxqK3/3pnwl2Bl46thWVuZSmZIMUTaG0zIqbasfC5Qmh1RfCs6/VY3onfBYCIRfJalL39ddfx6ZNm/Dll1/CbDZj8ODBmD17NiZNmtSp97355pvR0tICvT72dR944AE0NjZiw4YNiEQimDVrFmbMmJGNf0LewehpOKzSN3JpmpIMckU5yIpzcqUrw0NV2wKlthuCAHMcD7cvlHBTgwS68hueiwDpZuq2z1fiIqzi8wiEriSfWwPJJSwoHSWpz0KyWsoRFxIpu/Z/hZlXD4XFyOCuJ99JeN91iyYhxJJDWyEhHOIOfvY9Vsy7GJ62UEILXKnAQbpEgJZkXHJ7r+8aW/Ha7s8wvv22z7pFk8gtmwJGrjLcYTVk5UZ2Z25qSelrsd2oumWXsLcorRepAAgpcswP5Gw3xHIodZhVzybrTpJti6ZSz32CL7B6y0HJwp5B/ex4ZMEkBEMR0BxPWtgVKDwAtv1/RgpoTOrKsbZ2vORvX2RmsHHnp2hodOHoCY/mAK+AsL527f8KC6pGpCTajIy2ADSh9xK/F7tDkZRCQaFAYG7l8JTLEJkkKZL9DiNDo8UTwm8ef0tyPxD8cI+f1aSnxFfIb+TGGmzbWy8+58BnJ/HLKedmdGtcTfvkdDYUHyNxeYP47dPvJ6yP7fvqMX3KuSSGWwBoLYLVerNXjuRkckOjC397+98pNi831pED8J/v3Zpt0BMIY8mGdxP+Dd90wmchEHKRrCV1X331Vfzud7/DggULcO6554KiKBw+fBgrV67E4sWLcfnll2f0vjzP4z//+Q/+8Y9/iEndkydP4o477sBf/vIXGAwGVFdXY8yYMfjJT36SrX9O3uAoMiIUjspWt0oFuU65A5Kzc4XbWoyeRqkj9nqe4zvVYiw+yDW3cnjCbYhMnWhC7sBH2Fj7ZYWLusJNXdJ+mUDIDDkt9/pDuLr6fOzZ0dHGduqsixClYocyjuMlHfGyEjNuvmoowmwU63dIBzY6OyONkFs4ioxYMW8cWjxB3Pf0ewmjGs7qY5U87CsVBWzafURTUFWpNZ6QICE2V7jIVYaX2E1Zu5Gd6U0tKX21mw2yvq9ccExpvazecjAhAKI015QEyHILpVsN2brBoIV0wVkp21peM1pstyzQ5ArAZmFkA3o0TaHEHkuQeP0h3FgzMmXGNBmzk98k28p9c8dgw67DCfa8cfcRzE767a+sqsBjOz8Rb0FmEuAVENZXQ6ML2/bWY27lcDisBvQpNuMMhxkAyLxcgibkzkzuthDKnGbYLIym8WRKe3K83+HyBhX3AyGZ8vy+ekyrqkiZqSulp8RXyH+S7ZEC8NRLh0X9BGI+RZGJwRnt8VctpGujr9WGpJJ4Px81KKXbzspnD2BN3YSMvjOh59BaBKv1Zq8cUsnkGVcMTbEfKXu+uvp8HD/dJhmzSmeD2UpKEwi5TNaSulu3bsWWLVswYMAA8bGzzz4bF1xwAZYvX55xUvebb74BAMyePRutra248cYbUVRUhLFjx6K4uBgAMGXKFOzbtw+333575/8hOQLHc/AEfWA5FgzNwG6ygqZSxZOmKZQ6YoHZ5MoVQaCTAwvJ4jyk3ImZVw9Nua0ltNlgihjMqrsYAA+9xral8QEPJSeakJ/E2i+nu6mrE59LIOQjavU465+bJrhgsxjhs7O4ZOpP4bAYYDEz2PTKp/jgs5Niwm7MsL448NlJ8TWxgIYBqzcfTDtflZDbaAk+0TQFi4nBfUnV16s2H8Sq2vG4u72KNf6wLxyEhpQX44Ypg2Ar0sPbFkEfm0lzUFVo7zWr7mKcag2g1RcSW+ORWzeFDcfx4HngwdsuTmhJfHfNaLGAUPJ13ai7Ur6yVMt+HpANjskFDoTEWbyN90QykJAZSrcapIpkM9lD1dq6muCslG2t3nwQ9986Dm5fCF4/i137v4LLG0RZiQWPLpyUdu9wWE2wW4x5O8KCIE2yrZgM+gR7HlJejJ9f3A+Mg8Os28cCPAWAwpMvHUpJSGS6h8evr4ZGFzbtPoJ7Zo9JCNIm34aMchCL0MmtxcJHqy8g5xsLtnbaHdA0nkxtAjVd8kBIpvxq2gXgOV5VbI34CrmPGvtMHmsz44qhOHrCk1Bgq+QPK5Gujb7QdlytDUkl8eS6Qja3BuALsKTIIM/QUgQr5wPbLAxaAx7Vuqw2mSzVSn/jns9xyy/Ok+6aE47ih9NtMBn1KLamvl+2ktIEQi6TtaRuW1tbQkJX4Mc//jFCoVDG7+vxeDBu3Djce++9YFkWM2fOxJVXXok+ffqIzykrK8Phw4clX+vxeBIe++GHHzL+Lt0Fx3M47j6BtW9vQLO/BX0sJVgysRYDHQMkxVKvp/Gj/g7VFTfJ4lx9+eCUyhelNhsUTakOJsc7uGpm+RHyzG6jQvtlFTN1o6T9ciGTV3arAa16nLXPVRG8pWkK/UutsJgZcByPoyfcqLzkJ5g8ahB27f9KTNjFHxxj80piOk80OT/tluN4tPpCCIYimuZ2RqLSAacWT1DysM/oaYz5aV9ce1kZnvrkD6L9Lx4/P2b/Gg/wFE3B7jDBFQhjw/Yj5NZNJ8gXu5XSsfvnjYXZoAfHAd5AWNJ/7CndjUeqZX+rwk0cucBBMBxJsfHeWjmeL3Ybj1IgKhvBIi22ribAL2dbgVAEXj8Lh9WAO355IXR6SlMQOZ9HWGSDfLTddCTbSrxPOKS8GDOnDozt/Yc67PJMW39Mv2IovknyKzPdw9UEeoUAdKa3Fntz+9p8t1utvkA6GxnUz44SuxHLa0ZjdVKMS2k8mZoEiNx+QLV/L5qmNHcUIb5CB7lot5n4qlpvSqrRr/j9OXkNPHz7BE02JJXEK7GbZOcCP7b9Y1Jk0E6+2K0WpOzVZmHwnfd7zWe0+L3c3RaSLc4S7LnJ5ce9mz4AIJ9H+KGlDSs2HZD1B7S2myYQ8pGsJXV1QotVCXheqTerMiNGjMCIESPE/3/DDTfgoYceQm1tbcL7U1TqRvjcc8/hiSeeyPizewpP0CeKJAA0+1uw9u0NWHXpUhSb7ZKv0eIkJouzVItOoc2G02bC3MrhsFkYnHYHUGI3wmYxqj5UxTu4cvNyiKgmkk92y0cjoGj5tQ90zNRFNNoN34jQU+ST3WohEz3ORgBJbXW2UH1+9Hu32DYvfl4PTVOyLciIJueH3cbbkzCzS+3cznjkAk5uXzjhecJhv9Rhxtypg/Hgm48l2P+j725UtH8lOjP7lNBBPtgtkKpjTpsJLk8I9+/4QNF/lNPdFT/7DTjW0GN2oxRgLXWYUwIHy2tGo9Rhgs2S+F17a+V4vthtMnJnLNkbDGYDXN6gKo3T4mOoCfDL2ZbFxODhrR8m3AxCccb/SXod+Wq7SiTbyq79X2Fh9Qis3/EJbpgySCzmAhLtMtt7uNoYhlq/OJ3P1Jva1+a73Wo9g3n9IZx2B3DHLy8UuxLE24jQecBmMaoaT6YlgSo3O/Wplw5jxhVDM7I54ivkNpnECAD1mpdJIUuyTrp9YU02JJnEMxtSbPuOX16ILa983iuKDNSSL3arlWR7bQ14MrJ7QJtNp8sjLJs1CnvfPQpAOU5G4g6EQidrSd2u4qOPPgLLshg3bhyAWAL3zDPPRHNzs/ic5uZmlJWVpbx21qxZuP766xMe++GHHzBjxoyu/dKdhOVYUSQFmv0tYLnsta+Nr5SRakPjsBrgtJlw81VDE8Rzec1oTZWMyW2V/vb2v7GqdrxY4U5ENZV8sttY+2VG+UntSV+O3NQtaPLJbrWgVY+zNf9IS3W2uy0kVpwLz3t85yeonVoBRk+nVEUaGVrU5W1761E7tQIDSq2yrWsKmVy3WzUz7+TmdiYjFXC6u2Y0nn/ti4TnCYd9mqago/ms+yOZzj4ldJDrdiuQrGNTJ58jO8c73ibkdLfZ3YYl695U1NWuvJWlFGDVEjjorZXj+WK3apELfh5v8qqfX6fBx1AT4JeyraUzR2HLK58mrLtVmw+KrZd76y1GLRSa7QKptuLyBmEy6vD/brwAffpSaD4kbZc9tYer8YvV+Ey9qX1tvtutFn3kOB6n3EHJAtdk31jNeDIgUV/T+RbCfrCmbgKaWwNw+8LY1j5m5OgJT0Y2R3yFDnLRbrs6ZptJ++1kndRawC1l50BsfdROrYDJoEcwHAHDxNZFbygyUEu+2G1n6Yzda7FpqTzCyvkXw+tncdodxM7XG3DNxLNx/KQPDY0u2TgZiTsQCp2sJXUbGhpw4YUXpjzO8zzC4bDEK9Th9Xrx+OOPY8eOHWBZFi+99BIeeeQR/OY3v0FLSwvMZjP+/ve/48EHH0x5rd1uh92u/SZJT8PQDPpYShLEso+lBAyd3Ry8cPDZvq8+ZbMvsZtQfflg8TGgYy7TqtrxiocqnuPR1hZCJMJBr6dRXmYj1TEayCe75aOsipm6VCyxy5GbuoVMPtmtFrTqsZyzum7RJOh4iLqYbh6dlupsuUDXgFIrHEVGyUTzinnj8MiCSYhEe7cu57rdppt5B8jP7UxGLgERP9tp7LC+mF85HBTLwecJgqL13eKPELSR63YrkKxjNgujqlhFTnfdXlZ8jdwNrWwU1SQj+LUUy2Ft7Xhs3H1EnF0eHxxTGzjorZXj+WK3Wkj+zV0KLbol59dp8DHUBPiTbYsC4PGHceCzk+JzhpQ7UT35HPChKFxhf4o995ZbjFooVNuNtxW9joY/yOLh5z7CrTcM7rK9PzlOoHY+sxq/WK3P1FtuluW73WrRx3QFrulQ0le1vgVNU+ABLH3inYT3TrY5tWuA+Aq5TVfHbDNpv52sk0IybE3dBPDtf5ezITk7d1iNuO/p98X3HFLuxE2XD8GS6hHQ6WnYzYas/HvznXyx287SGbvXYtM0TWFgmQ2rasejxROE1WzAMy9/muDPHj3hEQvb4/2BTP0MAiEfyVpU7vXXX8/WWyXws5/9DIcOHcJ1110HjuMwffp0XHTRRbjjjjswc+ZMsCyLG264ARUVFV3y+T2B3WTFkom1KX3q7SZrxu8pVXUVf/Bp9YYxt3I4HFYD+hSbxZtdUqJL05TsoYrneDT94MWOZz+E2xWAw2lG9exRKOtnI0JagPDRCCgmfQCTomkyU5eQl2jVYyln1Wkzwe8O4YXNH4m6eGPNSFgcxpS2nAJaqrPlAl0mox40TUkGme97+n08unASypyWzvznIXQxSjPvBOTmdkohlXQSAkY8xyPkC+OPGz4Q7fTa6Rdg0eha/P5gh/0vntA5f4TQe0jWsWA4oqpYRUp3bxsxB1t3HROf0+QKIBSOirPqgMxuNaRDyq+dXTMStVPPB9Xe/j6TACupHC9MtAZhpWx98YRaWA1FKc9VG+CPty2O4xHl+LhZqU7Mu2ooXt15GHvb7XlaVQVc3jAaGl296hYjIVWHiq2xtrQcx2Fx2Xw8+u7GrMUiAGk9VRsnUOMXq/WZSEQiP9ByBktX4JoOJX2VK9ZZUzcBZyTNJk9XfKB1DRBfIXdJZ5+d7RyTSfttKZ2cccXQFDuVQs6Hjr/QE+9DkFhvfpDtDkadyVVotWlvIIy7N7yLJlcAD/1qfEJCF0gsbBf8AZKPIPQ2spbUPfPMM8HzPKLRKPR6PXw+H9577z0MHjwYP/rRjzr13osWLcKiRYsSHrvmmmtwzTXXdOp9cxWaojHQMQArL12CcCQCmqJhoMwATyGTU4hc1VWRqePGREOjC6u3HAQAPHPPZdDraZiMeknRjW/dmXyoamsLiQIKAG5XADue/RBzFo6HVeXsCNIGLH+I3dRVnqkLAKB14MlMXUIeIujxqkuXguUiYGg97CYraEra+ZRyVm+6fIiY0AViuvjC5o9wydSfwuEwYWCZDd5AOKXVkcNqFNvVGxlacwK42Bp7n0wqfQm5gdLMO+G3vmvWaDhsBjitpk4ll3zeILYl2enLz/8Ll944HDefcytsRXp42yKw0yWy9i+F3L5O9vvCJzlIamBo3F0zGqvab9PIFask6y7F09j44hdoaGwVn1PmNOPbJi8CoYh4W6YrtE7Kr31h80eq/dp4iM3nJ1p+t3jNHlLuxNTJ58BhNYBqf5+UBCxF40xbf9x7ya/h8gbg9rLY/tdvMWOKTfLGrNYAP01TKHWYxXVXPfkcMRgLxOz51Z2HUV15HlZsOUh8g15K8hza1jYW21/7DjePuxUOGwOnzYzSIofqvV9uzXQmTqCmqEGNz7SgagTR3Rwn3n6KDaVYeekSRLio4hksXYGrms+S03c536K5NQBfgE3Q6nTFB52NlRFyB6UYgVT8dXnNaJQ6TLLn+WQyab+dye1uYQ0EQ1HMrRyOXfu/QkOjC0DqhR4pH4LYb+6ipYORWl9Xa2wsHq02Ha+9ckVaZSUWcZwIALjdQaKxhF5F1pK6X3/9NebNm4d7770X48aNw7Rp0wAAPp8Pa9aswfjx47P1Ub0DnkKrC1j57MedbiEnVF05bSbMrRwOm4XBaXdHVYtcpUyxVVp0bZbY7TIpZyES4UQBFT/fFUBURYCgq9rmEbqQaASUilYbFK0DotmbCU0gdCc0RaPYrK6djpSzelZpkaQuWgw6bN9Xj3nXVeCUOzZ/6Y0Pj+GWXwwDG+EktVfy+6U5wGVS6UvIDaRm3jntRiyqvhAUFTvgbPzLYbi8wU7frpLbvxkdjVVPHQIQs5tHF/ZT/Z5y+/rAMpumuZOE/EVIQgm28P99fBz3zR0HnY4Co6PhtMkHDQTd5TgeM6YMxdHvPCmz8uJtvyu0rjN+bTzEx81PtP5ugmZv31ePayaenTLHTup1Xj+Lux//KMFuj37XMYOxs8UAej2NH/V3xDoyhKLYK2HPdgsDgPgGvRGlObQHPo3diont/ZPgtOnE18jZpNKa6ayepitqUJoTrNfR8PpZ/O3tf6Nu2gWZ/KcidAPy9uNU1L10Ba7x7x9fwNDiCaXVdznfwu0L47HtHyf43+nOZNnyKQi5gVyMQOrW6+rNB1E7tQJnOMyyPkSytg7MYIydluIvqfUm+NcNja6UCz12C0PsN49Q28FIq6+rJTaW8DqNRQfx2is3H7q0/Ra68G/gQlFio4ReRdaSumvXrsWiRYvws5/9DLt27QLP89i7dy9OnjyJO+64gyR1NaJGgNUe8tkIB6fNhJuvGpoggvfPG6tYKZNOdKWcBb2ehsNpThBSh9MMnYoAQVe0zSN0LXw0AqSZqQsAoHXgSFKXUMDE63GJ3Zgwr5bhIamLbJTDNRPPxl3/+07CQcrlCeH3O/6pSQuVDnCZVPoScgdGT6N2agVMBj2C4ZiOPrfnc7GKWkDL7Sop/0Fu//aHY10WMrEbuX19Td0Est/3MtxtITHRtWLT+wk3Fwb1tUOvYh70Q3UT0NTih9fPigEnoMP2u0LrOuPXxkN83PxE6+8m2Opt11dg2ZPvqHqd0g3zzhQDSOm8HyFJe/a034AgvkHvQ+sc2nQ2qbRmmCzpqRzJsQuaAgLhCB5+7iPi/+YJme6VapIFSgUM8Z+V3FZZyrcQEl9S3Q2UzmTZ8ikIuY3cvm4y6LF9Xz1uu74iZcZtTxT/Sa23x3d+grmVw7Fp95GUCz2IcMR+8wi1HYy06m5nig21FB3Ea68wH/qBeReDpgGjQY9ia8fnCv+G2srhxEYJvYqsJXW///57XHvttQCAAwcO4NJLLwVN0+jfvz98Pl+2PqbXkE6AtWz6jJ5G9eWDxYSu8F73P/0B1i2apOj8am3zVVRkRPXsUSk97IsUDk/CIHM+FEVt5XDsSGr5QdqA5S58hI3dwk0DResAjiR1CYVJOj3mOT5FF6+sqkCQAh7f8UnKQer+W8cl6P+QcieqJ58DPhSFD0EUFRk1zQTJpBUTITdwt4Vw39Pvp9wOqJ1agRWbDiQ8pvZ2lZy9lpfZJPdvk92AZ+65DEaGho4DPO4A9HpalR3K+TKRKE9agvcy2AiHn48alOKLrt58EKtqx6PMaVHUJJqmwOhp/O5P/0xZD4Ltd4XWKfm1gv8aiXBp1wRpg5+fZPK70TQFvv15al6ndMM80wRHNMKh1R1AqycEly+E1z48hulXDJXU+RtrRsJoNYjt64hv0LtQO4eW0dPgOR4edxBc0pk93iaV1kyxw6w5TqAVun3WueDnOG0m1E6twIBSK0zGxCAwIffozF6ZLm6ltoAhua2y4FusqZuA5tZYZ6Vte+sBAA/OHQs9x8PnVXc+yyRWRsg/5Pb1SHtBt1D0FR8z6IniP7n19qMB9hSfwGkzScY0qmePgsVsgM8bVOUPE7oPtR2MtOhudxYf0DSFErtRLG73+ln87k//FLs0xX+e8G/Ysf8rzKuqSJj7fNO8MQAPtLr8xD4JBUfWkro03SEMn3zyCe655x7x/4dCoWx9TK8h3UwmLZu+o8iIAaVWSaEOsRzKnJasfW+KplDWz4Y5C8cjGuGgSyOaUoPM51VV4Om4lh+kDVjuwnMRlTN16ditXgIhx8jGjMN0eizq4oLxCIYi+PZUG57eW4/Z1w6T1GVd3OyaIeVOzLtqKF7deRh74w5PZf1smhO75DZYfsFxPELhqKSNDCi1ijai9eaJkr3K7d9Se7UaO5Q7TOp1lKpDJqFwYPQ0HFaDpD23eIIwGnRpNcpmNqSdyZttrZPzawFoWhOkDX5+kunvpuV1SjfMT7kDmhIcHMfD6w/B7w7hhfYZ6Q6nGdOqKvD8vnr8atoFms5phMJHzRzae2aPgd1sUDyzCzapZPta4wSZEu/nNLkCWLHpgNhCmiR0c5uu3CvVFjDItVU+w2GGL8Dise0fw2kzYf7V52HPjkOa/OLuWgOEnkXudjdFQdRWIPEM1hPFf7KzqGV8cin7tZgNaG7yaT4jEroetR2MtOhudxcfhFguoZBdIHldCP+GhkYXnt5bj+rK81BsNaKsxIJAWxh/fPxdYp+EgiRrSV2Hw4EvvvgCPp8Pzc3NGDVqFADgn//8J/r27Zutj+k1pJvJVGRiVG/6NE3BZNSjzGmG02bCzKuH4gyHGTzHg6ZiAYBsHnAomlI9hLytLZQyyPzVnYdRXXkeNrS3/CAtknIXPhIB1N7UjUa74RsRCOrJVqWhmkMYRVOw2k2wcDx0Jj2WzBwJ6v9n78wDoyrP/f85Z/ZJJpMJWdihKpssEpRQBWnduVpLLVppuSooxVJ7xXqte+ulFUVt7bWtl2qxKv7a2rq0lELVuhUVZVGURTZRCYuQhEwmk2T2c35/DGeY5cyWjRl4P/+oycyZE+d7nvd5n+d5nwd0i3csZkPMAZ957rBYpSFEbeSzv1/PdQsm52xnM/39XU1oC3oGTZuHPT79zbbFmLXFXLrvNpNe063femt1sg71PjPdZtLlsIqW4CcYzhILgWAkbQC1styW8f2KorK3wcsfX97Ogpm1VDptSFK0/VY+dMbu6T0XbV5/1mciHtEGvzjp7PeWz/synTC3mGTumTspdkLhhdd34fb6dQNt2rrh8fj59wtbUvZWF00/NaOdj7+O8A1OHBw2M4vmT6a51Y+nLchr6/dQUWZNGCPiLLHQkWXPbjRENZlN+/nECTqLoqjMnT4Wh90Ue27iE8+CwqW71krdMSOG7AUM2doqa7aasMKyR99N9QFunExpWWZ998YzIDi2aFp56Map+ANhDjS18Uyagm6tw4GiqNwzdxLPvrIz1rWwp4v/OvO8Jes3X39Y0Hvk2sEoHx3ke6q3q/5krgnn5FbNWi5BlhD6FBzXdFtS9+abb2b27Nm0tbVxyy23YLfbeeKJJ/jtb3/Lo48+2l0fc9yTPJcx3UymxTdMyauKsbzUwsJ5Z9IRCOEPRPjJY2t6vF1CLoTDiu4g85N0Wn4ICg81EkaSc52pG+r5GxII8qC7ZpfnU90Yf4pMUdS0xTsL553JQzdOhWCEVTo2MtLFwNSxmNsjyB1Nmy6HlRuvrE0p7MrUPlDvu71rTh2Dj8wt7cwpiHRrtabDTHpKt5kULcGPb/RsZ6UzOkP3vriTtjdeWcuKt3Yzcuj4jNeLfyZUFX7cCT+2O+1etmciGaH54iSf7y1Z84OqHTkoRxPJAAAgAElEQVR/33onzBVFpbk1EJv5WO2ysWBmLRVlVt1Am/aM3PbtCbraLC+1ZA0OC9/g+CKbD6sVyyT7C30rSlLmnKezeeWlFhbMrOVITveY2zpFUfG0BVi6fHPKOiM6IxQ+yfqRjvzM0x7IWUfp7FgfpyUhiev2+rFaDCltlTN1i9NsdYu7Q/d58AfC2Lv5wISg8MglPhBtHWtFUVRsOgXdEB2xdPUlo7gjrh3zgpm1LFu5DbfX3+PFf91hr/P1hwW9Sy4djGRZYlC1g8U3TCGsqBiPvEdPB7nGEbrLn8w14ZxOy60en9Cn4Lim2zzb8ePHs3r1atasWcPs2bMBqK2t5bnnnqOurq67Pua4RjN8tzyymuvu/Rc3/+/qtJUwsixx97WTqHZFTzZkq6qSZQm71URrW1C35YenPYCiqLi9fhrcHbi9fhRF7dk/GDAaZZyuxNMZTpcN85GWH8IhLlxUVY3OyS2CmbpKKMShV19n68J7ef97N7D5rp/Q9M67x+x+BIVBrrPLNZt8yyOr2XOwNcU2as5mrvZYQ3M+r79sXMqcyXsefxdJArPFoGsjFeiSnU6X0Pa0i3EJhYCmzR31bp5ZtY2508dy//cnc/8NU7JuhrwdAQ57fPzw2xO4c3YdLoeVRU+uo8njQ1HUTuk13VptOLKBy6QnbTNZ7bInrOvpfi4oftLZTlmWGFJTxqL5k3ngB1OYO30sK97azaxpo7LaS+2ZmHHusBR7mc12xfu3hz2+WHCjK3Yv2zOhh9B8cZLL96an+b0NXpwllpy/7+R9mLcj1a4+8uxG7FaT7rW0Z6S1I6SrTVeZJetzJnyD44d4TT64bAO797Vw8HA7za1HfUe973vRk+vw+oIp10tn80psJpat3EYgdDRAeixtnac9EGvRD9G/6Vd/3sjc6WNFZ4QiQZuL3O4LcfujbzP7p69wyyOrOdDURnNr9lhVOjvmDyosW3nUp547fSyPv7gFWZawWYwsXb45ltDtrF+8r6ld2MvjHM22Pvrch+ze5+GLpnYa3B2EMxT1afawj9OWsAebeeHwlNjsI89u5Narz+DnC6b2SkFVV+11Z/xhQWGhFXjd/ujbzLvvVW5/9G32Nnh1bWyucYTu8ifjk7VP3H1BxudCT8tCn4LjnW47qQtgNpsxm82x/54wYUJ3Xv64R8/wHWhq062EybWqKr6KTFFUrGajbhLjWFVml5RYmHntxJQZDCVi01X4HJmRK+WQ1EWSUY9R++Xm9Rv4bOnv8R88hLVfX2wDB+Dbu58dD/6cjm9fyeCZ3zom9yU49mSrNMxrdnmphUXzJ8faJTrsuVW5yrKEeuTa8WjJ5XKnLcVGXjLzNBYt2xCr4O2MnT4Wc3sEuROvzR31bl54fRczLxweW9MznRRr8vgTTnZpreTi55bmW5Wdba0WehLEk2w7XQ4rhz0+bBYjFrOBSqct+s9yGyOHjs/pVID2TDjsuY8fAf1Kce2Z2FHv7rROhf8qiCeTv+AssWQ90aOn0zvnRIty4vXe4PYRjujrVXtGnn19F/OuHBcb3eB02fjWnDMod9qyPmfClh8/xHc3uOriUSkdP4b0Lcvr+9azef9x5Th+8eeNaVuCHwsyFcSLQpriQc+PaG71c8/j72aNVaXTgFY4c99T62I/zxZXS3cis6TEwrfmnJEwu/w/jsyYvvXqM3r+f5DgmOFpD+h22bprTh1D+zkz2hlNaw/fNJVASCES0dcq0CPzSXsC4Q8XP/nEvJI1rCgqZlNqPLg7/clcThunQ+hTcLzTrUldQdfQM3zPvrIzpVXd3ddOwmEz5x0guGfuJADdJIaiqL068FxDkiWq+zq4bsFkImEFg1GmpMQihpYXAaqW1DXkcFLX0PsndQOHm9m95DHc6zdg7d+fk743D9uggUiqiqoo7P/rcvb+6c9Ya6qpPuervXpvgsIgWzuXXJzRdAUxDnvujmKm5LIkS1RWl3LNDWehKAr1DW38duXHsVk7nbXTnWnBK+g94rXpcli5+pJRCTO/0gWyPO2BmL8AR0+ozJ8xLmFuab6bo2xrdXfoScxxPH6It50jBrvSJhQgqtkmjy/rd649E+nmTKfTml6gQju1dd9T6zpt94T/KognUxIhl6JZPZ3e9+Q65s8Yx8Kla2Ovy6TX+HXj8VXb+M8ZYxhYWYLVYqSkNLM2NfurfYbwDYofTZNzp4/V7W7w8wVTU2aMQvT71ubjxhOzeTdOxh8Is6+pncdX9U6L0HTo+Q3Cvz0+SLapM84dptttTm8PlE4DBlli4bwzUxLDmu+h1wI/k/22Oy18ZcYY7GYDrR2h2PMgtHZ8EwornDdxSIpdXfTkurR78nhbZTHJNLdG1/y508cWvb0S/nDxkG6v3ZkErKbhdL5toazFQp+C453iWS1OADTDF4/b66fSaU1oNzCo2sHeBm/WlqAtbYkBgmdf2UlZqZkFM2tT2iWoavqTYj2NJEuUOqw4XXZKHVZhYIsENY+TupJs6NWTug1vrmbjf92E56NNDLj8m5w8fx72gQOQVPXI/cgMuGw69iGD+Wzp7wm2eHrt3gSFQ7Z2Lno2OdkZ7Y7WMpna2CiKSn2Dl/9+9C0OtPj48dL3Ygld7fPi20Xn2kK/sy2jBb1DvDZvvfqMtGMTkkm3KevXpwRnqSmmkc607c60VndVT7m2OhcUB/G2M1275Ja2gO53Hg4runZMeyaGDSrnzjl1OWst3TPhsJu6bPeE/yrQSOcvpCuaTbbf6XTav7I0r1E78evGkIFOKvqUUFqmr82Yz9DcQYO7g0ef+5AHl23Q3ScK36D4yKW7gUEm5fuOn4+bjCRLlJZZqehTwpCBzi61CO3q2Kd0foPDZhb+7XFAsk3Np0uHnk9645W1PPbXTYTCCg/flL2NJ2Tf4znsFpxOKw/86QMWPrUOt9fPnXPqkCWE/3ocYzLKOEvNOesx2Vbt2tsS09ULr+/ixiuLf80V/nDhk2mvnUvMK55c4l/ZYgO9OfpR6FNwPCNO6hYQ6U6NJbfxdHv9sdeMGOxixrnD8AXCHPb46HOktZaiqPgD4QRnY0e9m8df3MIdsydy/w1TYq0SyksttLQFCqKSRlA8qJFQ9F9yar9sQFV6fr6MEg7z2dLfc/CfL1M6fBgDZ1yGsaRE/5Zkmf7Tv87uR5dQ/8c/ccr3v9fj9ycoPDKdWMx2khc631omuVJyULVDt+1XvL33doTS2mnNUf/DS9s4b+IQnKVmAsEIlU4bRh07nmsLf8GxQ9Nmg7sjZ42lPZ1gkPnFHz7IetK3K/eqpyeI+izZNJZP2ydB4RNvO9MFYoOhSMp3/oeXtvGdi0bG5iFqWh1U7cDrC8Z0NKQmd9uV7pmorrDz8E1Tc26VLxBkIp2/kK5o1h+M4Pb6Y9pNp1OrxZjXOp2tC0PM9wgpKKrK0uWbWbv1UEJb8mUrtzF/xjgGVjuwmA3CNyhSculuEAgdnTHqsJvwdoRYtjJ7+9iutEKE7Ccgc+nckc5vePimqZ0eiSIoHJJtqj8YzjlWpfmki2+YQmOLD09bMDZy4bMDrfx8wVSqXfa0nx2vv/hn44XXd7Gj3h3zv7XPeejGqfgDYQ40tbHk+U1dGo8jKHycJRYCwUjOeky2VfHj8HbUu3lmVdQGD64p5YvD7disRlraAoQjYn8u6D6yjQnJFPOKt4lGg0xEyR7/ytbW/liMfhQIjkdEUreAyDXIriURMrW087QHdOfxur1+ZFmij/NoJY6iqHT4QyyYWZvS3jG5Sky0RxRoaCd1kbMn/iWDAXr4pK4SDLJt0WJaPvyIvtMuovLsyaBmrviyVldRPqGWhtfeYNC3rsBS2adH71FQXORikzvTWiYfRzY+aaxV8ybbfG1e3x9e2sYV5w/H2x5EUVT2NXgJRSIMqHTo2umuBuUEvUM+GnPYzCyaP5nmVj+etiCvrd/Dt84fwdLlm3s8YZqsp87qXKO3uoUIup9k26mnX1mWUr7z8yYOiSV04ahWF82fzF1L3smqIz0fVS9QceOVtTz+103MmjYqr1b5AoGGntb0/AVPu37R7OcHWlm6fHNMy+kCauWl3bfPSjdfusUbZEe9O6Et+cKla3ni7guEj1DEaHa4osyiO8pJ06fejNGeKurWnptAMMJhjy82Mzo5uJyL76DnN7gcVpo8/tSxVcLOFx3JfoTFJGcttE1+vwrc9pu3E36ezbeML5KN9581e7nird2x50PTczAU4UBTG8++srPL43EEhY8sS1Q6ozN0k4sQ9fSYbKuSi7R31LtZunwzc6eP5YXXd+U8cqc7ETHe459Me+18E7C3XzORSaNrWLv1UOxa1S4bFpOcUsytZwNFMbdA0H2IpG6BoKoKkXYPaiSMw2DEUO5EkvQ3VFqAN11LO80YP/vKzpQEwJ1z6lKcDU97gHsefxeXwxqrRvQHw1SUJS7moqJGEI92UjeX9stIMmoPztRVIxF2/PyXtHz4EYOvmkXZyBFZE7oaVVOn4H7/A/b/bTknzb22x+5RUJxkSnyqqoJD8vGb+adR3+hj6ct7aPYGsrZNyseRjU/oadW8eidoQmGFr089mUAwwpIXNsVs9IKZtZTZzThLhYNcrORyYhyia/TeBm/C6267eiIOu4FvTKpmzjn9cHdEePrVvWyvb+nxhGlnda4huoUUN5Kk4pB8qHKYX31/Av+7/BPe23Iopl+LKfU7T9fOrrnVn1VHmXzUbCd2RABBkAvxe7VgROL/kjQ9pG9ZipbSFRU8s2pbipZ7untGtvnSWltyEPb3eEGWJcpKzJTg4/9uGI8iGQiaSnDYotrK1b/oDtIVFWj2WAsu5+o76PkNMy8cHkvoZnqvoLBJFxdz2C152cjO+Jaa/uZOH8sDy9an2MtF8yfHxuPkomfB8YnRKDO0nzNFj5KkEm5rQY2EkQxGDCXOFB2+8PqulMM0mnbymR3dXYgY74lBvA5HDi7nmvMH0afUiFP2o6pWZFnOOQG7+On1LJx3Fp8daI1pZuG8M7PO2dUQxdwCQfchkroFgKoqBBvqOfTcYsKeRozOKmquuB1z9WDdxK62AfMltVeGo8bQZIxWyWjtPLREbaXTmtaoNrh9CZW6T9x9QcLrjnVFjaggKzBiM3VzO6nbkzN1P3vyaZrXrmPQlVfkldAFMLtclI0+lYbX32DIVbMwWEQ1tyA7yXbb5qzip1feRtDRLxYsS0c+jmxywM3t9dPHaaPaZU85MVzptPHjx9Yk2OhHnt3I/TdMyelvEja2MMm1i4feGv3cazu4eVoNoTceJOBppMxZxa2X3szj/7b0eMC+KzqPna6xmXNq3ywoLPT82v++/DY6vjkOST7amjv5O68os+oGYD1twYTr6+kom4/amRM7vYGwu8WBnqbnXXwzLa0Btte3pN0PxdtvfzDC5wdaY0F/SNRgT3fPyDRfGqLPmnaCKFNiT2i2eEgXY5DsgwGpV0dxZCsq0JJtufoOen7D4BpHxna5gsInU1wsXdIhHZ0pWtD0l250hCxLKeNxtN/p6TkXhE0tTpLX7HTaLasclLKXryizcv/3pxAIRTjU3B7zC/KZHd1ddEeMV2i48NHs4R9f3sa8r1TgW/UgPk8jh7LkHtKtyW2+YGy9ra6wYzTI/OhXq4+bYm6haUGxIJK6BUCk3RNb/AHCnkYOPbeY/rPvx1jqSnm9tgHLNCMn3onVHMt07YdyMaqKohIIRo5ZRY2oICs8lLA2UzcHMyIboIdO6h5eu44vVqyk+vzzcJ42DpT89Vhxxum0bt5C0zvvUnPuV/F6/GzffJDWVj9lTisjx/TF4RQV3oKj6NntxucfoP/s+5HlzFrJx5HNNeDmLLGkzFGHqI1WFDWrYypsbGGTKdivfbf+QOoaPb2umsYXHkjQqW/Vw9z0nXux9cBJnHi6qnOHzZxy8lhosjjQs48NR+xjvF+r950nB2DvmlPHH1/ennB9PR1lSwR0NoDQk5t6YXeLBz1N+1Y9zDXn38odv2/JuB/S7Lfb609ohQ/dG8TKptV0z4CWyL1rTh3OUkusBa6eBoVmi4tMMQavauvVYGWmooLkltC52Gq99ryHPf6M7XIFhU++cbFMdKZoQbOTyS1yIVGHueo5G+lsakWZhUBIJBOKiUzaHdK3XHc8w+N/28SlZ5+M2+sHyGl2dHf7pV09NSn8guJAs4e3fHM4h565M2cbm853dLcGYnkGTdtdLeaOt5nHMqkqNC0oJoSHe4xRVAUvCqbLbsJ+5e2Y+g8DosY1NrNUB20u7t3XTqLaFZ2PG28M453YJ+6+gJ8vmJrWCGlGVe86cNSo7Wvwxl6j0VsVNekqyDztgR7/bIE+ajj6/z6X9suS3DMndYPNbj751aPYhw6l6qtndyqhC1By0pcw9+nDnlWv8rc/buR/732Nf/51C2ve2M0/X9zCI4te49+v7ERVcj8BLCgeFFWhxddKY/thWnytKGp2HamRcMwZ1shmtzWy2dxktIBwtcuOy5HabUF7jcVs1LXRZpOBPQdbueWR1Vx377+45ZHV7DnYihKnZ2FjixNtfb7lkdV8/kVryvffp9Soq1OzQQVJzVv3+dBVnXt9QaHJIiWbfdRs7mFfM5IxSGW5FZfDitEop/iug2vKmDVtVFYdaUGHeOJ91Hz1CInPVzrb2RWE3S1s4n0DLwpSSXnC78OeRlz2qA+cy36oMxrM+V5z0Kre5981p47hg6PB5qH9nPRx2tL6GSA0W2woqop52nXYZi+KxRnCnkZCwWCP2bV0pLPR1RX2hDhFPs9JvN+gqKTMZNdOTvZEO2lBz6DnP0gl5XhROuWv5rKHikfT32vr93DjlbVpdZirnrORzqbu2tvSq8+noOto2jX1H4b9ytuxzV6Eedp1KKqqq0NniYVZ00ax4q3d0XbfP5jCkH5lOcVlu9N+Z/OfsyH8guJBliUkGV2/IF0MS29NXjCzlhde35Wgz3x0lC1X0dP7r2wITQuKCXFS9xiiqAp7PQd48K0lNHY0U2Wv4L8vuhrTy8tQ21uQDIlfj161Sqbqw1zbeKU7IaN9lgTc+/u1uBzWlBm9PTV3JxnRd7/wUEPRdojJOtVFNqAq3Z/U/ezJp4kEAgz+9pVIdL5qSpIkwmPO5M09pUQ2HqC2bhAnDaukxGHG0+Jn84b9/PvlnTQ3tfONmeORRIXWcYOeHb717PkMcvZHTjPXHKK6NzqrEgIPRmdVTs9DV9vdpatcLC/Vr3o0yGRtqxQKCRtbjMRvOl54fVfKGl3msBPS0SlGc6d0nw/JOjcaZAwyNHl8OWlerPvFSyb7qGdzb5kynzK5AlmO+p/x5NOtIFPVd2fsbk+PHREaL1x092jTZmN66SlCB3YBUU27OyI574d6qtWtoqgc9viyajXT5+d6IkJotnhQVIUD4XYe2va3hDiD7Z0V1Df40mqlO0/HxF/LYpJ1bXSl05Zw/c4+J+m0qbXLFRQHyf6Dqf8wQtNmc/cbD3faX81H05r+brhiPIqisviGKaiQ8j49n+POOXVYTNHZv7lqLp1urWZj7N/FXOjiQDIYsQ2vwzf5Uha//4eYXn/U53sMVstBlXRjuTdcMT7hZ33KbFnjst3pl3Z1trrwCwofzQYqioJX0fcL0sWw0u3nb736jAS7mK+OknMViqLGRi71hM7zQWhaUEyIpO4xpNXfFgsWADR2NPOL9//AT746k3J7Oe2SjYC7I2sbwu4wbPFGNbndwAM/mEKDO7r5i5/RW11hT9mI9RTF0Hf/REMNa0ldU9bXSrIhNoO3u2jZtJmm1W/R72sXYyyxd+lau+s7eP2LKiyKh6k1rQyonQRER/OWOa2cde5JOMqtfLhuL+UuO+f8x4ju+BMEBYCeHX7wrSUsOv82ym1lad9nKHFSc8XtKXNzDCXOrJ/ZlYBZtnYweoGwJo8vo2OqKCqKqgobW4TEbzp21Ltja/TQ/mVYzQYsNiNVM26LtWA2OquomnEbbTKd0n2+aL5FZ9oYiXW/eMlkHz06Nvfnby/hqmHf5dU1B5l54Ujuf2pd3r5uLomAfGeW9vSmXmi8cNHdo214hp98dSahP/4Mo7OK6stvo9RWw88X9M95HU/eb3U1eabZVl+a8QvJWtV7BvKxz0KzxUOrv42H3v5tSpzhZxctYOmT2xJeq2mlO1sO6l1r4bwzeejGqYQjmTWfy8iJ5OdGaPP4INl/MH91Jos3PNNpf7Uzms7FV9B8jodunIo/EOZAUxtLnt+E2+tPuH5X2uJriGRCcWAocWK5aA73/vuRBL0+9PZvuff8W2lxk6DDu+bUMbhG37/NFpeNp6v66GrBmbC9hU28hr57+XCe2fU7Xb8glxgWgCSBw27BmaSPruioN3SeD0LTgmJCqPIYElJCMYOq0djRjFw5gCapgpt/uZoHl21g974WDrfqV2D3RAuA5JMJnrZgrJXCjno39z21jl/+6QNMRrnXKl97smWZoHNoSV2M2WtDJIMRNRJC7ab2nkooxKeP/Q5LdTUVdRO7dK2tu7ysfKOBPn2snGnegbzxrZRW0ZIkMXZCf4aNquatV3exY+uhLn2moHBIZ4dDWWZAS5KMuXow/Wffz6Af/Jb+s+/HXD0YVZVwe/00uDtwe/0pbWK62k4mWzsYvfZO2drheNoDLF2+OaXN2F1z6oSNLXCSv9sd9W6WLt+MRHTd9PrCPPzSIVrPuRXLdx6m9ZxbefilQwTD2XWvVcym03I+dKaNkVj3i5d09lGS5LQ211Fi5LyJQ2IJXcjf1823zWI2utqSLhtC44VLpj2apmlLzRAqnJ3TWjpfIBxW8rK7mm2N36tp5KrVfOyz0GzxkNa/lQw0exO/W00r3dlyUO9a9zz+LpJEp210Jh9aaPP4INl/kCsHdGqfppGLpjvr78qyhCTBjx9bw8Kla9lR7064fmfb4mutTTVEMqE4kCSZiMGgq9dAOJSiw0VPrqPJ48uot0xxWY3u0EdX/GdhewubeA05Soy6+owYDEhpOh/kE7vqrI56S+e5IjQtKCbESd1jiFE2UmWvSDCsVfYKJMnETx5/D5fDylUXj+JXf97ID789odeqVZJPJui1dOxto9ZTLcsEnUc50n6ZLO1mOwIRfBFD7D0Gc9dPlh9YvgLfvv2c9L15SHLnFndVVdmw2cOaD1oYNMDOGeOcRD4ZQfsnWwns+BjrqWMTXi9JEnVnD6WpoY2Vz29iyElfxWrLfkpZUNiYZJOuHTbJR3WdrspakmSMpa6E12WrBu9qO8/OnBzL1g4nFFZYu/UQLd5grBODtyOEs1TY2EJCT4fOEgt3zamLzZGrdtm48cpali7fHGvn9d6WQ7y3JbEQZd4VIzLqvjtP60DndCvW/eIm2T5qpLO53vYwDru1oNpddbUlXTaExguXdDo1Gs2YbLmdZsiEni/wh5e28Z2LRibY82x2V7OtXdmr5WOfhWaLA0VRkVSDroZBYsHMWh55NlUr2Tq75ENPdDrI5kMLbR4fxPsPJl+rvi2WDTldK5sOu+rvZrp+Lns+vdamHf4Qbq8fEMmEYkHboyHJunpVwpKuTppb/VjMhrQxgEKMyyYj/ILCJl5D3vZwGntqjLU+Tv7+enoUTfI9wrHXudC0oJgQSd1jhKKotHsl5p9+HUvef+LozIWz5yNFzDS4fcydPjZmyLwdoV5rAZDcbmBHvZsVb+1OO1Okt8i3bZ6gZznafjlx/p2qqmw/4OdfW1rZtt/H4bYIZ1vauLwEvrvwH/Qf1I/xw6uZOn4A1RX5t032NzSw98/PUX76BOyDBkZ7JOd776rKW+vdbPy4lVNOcnDayFKIKEhDTkay2mlf905KUhfAYJA586sn8c8Xt/Daym1ccvm4vD9bUFiUWUu59ez5KbNFy6ylQH6b/XROb7zt7Ors2s60g8nmmGrX1DoxaNf8+YKpOd2ToOfJpENnqSUhGf/Mqm3sqHczd3oEWZZ09WKWbBl1390buM62MRLr/vGHns29vvY6lr2whxnnDtfVCYDb6+9137M3NvVC44VJmbWUH509n4fidDr/9Oto90o4LWpeIxP0isL0EgHnTRwSS+hCbnY3fv3W2u87S81Uldvok+OInHzts9BsYaP5C394eTvXX3Adj208Gme4ZfL3+N3zO2lpPVrE5w+GqSjr/hbGPdG+MFuCTmjz+EPPFt981vcIB4yETQrGLHrKpsOu+ruZrp9rYUOybstLLSKZUETE79HGDavk5vOu5+F3H0vwcZsOK7o68bQFqSy3pb12ocZlkxG2t3CJ19DzL+/h+hmJfsGPzp5Pu1finsdXJ4xKsFtNhCPRsQw9XXBbiDoXmhYUCyKpe4zwtAe45/H3cDksXHXRd3GUGPEHFPqYK2nrCFPtsuGwm2KGrTerVfROJsyaNirn4IDgxEANRdsWSYajlbIH3EF++1oj2w/4KbHIjO5v4ezhRga2l0AjnD7MxZZDfp5e+TFPr/yY2uFVzDhnGOOGVSJJuWnrs6VPgiTRd9qFnUroRhSVV99uYvun7YwZVc7IL9lQI0rsbzENPxX/1o0oHe3I9pKU91dWlzJiTF8+eK+euilfoqqvI+97EBQOsiQzyNmfReffRkgJY5KNlFlLkaX8NvuKohIIRnSd3sYWH7f95m2qXTYWzZ/cpSBXZ0+OZXJMe/o0mqDrZNKhLEssXb45RVP7Grw8+8rOlBM5d82pIxxWKTdVcu/5txJWIim67+4TNkJjJyb6Ca2ozV14zo9wt3dgN1t48m+72FHfwmvr93D7NRNZ/PT6mE7uuKaOB5dtSJlT11uITf2JiSzJuEyVXDvqeqwWGW97mKee24Pb+0nOwf5MxTh6iQBnqblLnTi09vt3Xzsprz2bsM/HF/H+QktrgKsu+i41fazYzGba2yTWHuncoRXxATxx9wVA92qhJ3Ql5twd/+j5DS5TJfNP+01inloAACAASURBVD6uMjMHm3ws+X+f4vZu4645dQzt58xo63LpVtQVfzfT9T3tAVHQeAKg2VyXw8pXJwziTyt2c9WZ32VwvxLqv2hn2Qt7ACkllnvjlbWseGs3I4eOT3ttEZcVdBVniYU759Rx35Pr2FHfwt//ZeHOb9xMmz9AhSNa6H3zb1bH7JTLYcXTFuSex9+lwe3jnrmTenzdFToXCDqPSOoeIzQHssJhoTSiUB6OoBgN+AMRnvj7Fm68shZ/MBwzoFoF9vwZ4xhY7cBiNvRYtYpoNyDIhaMndU2AyuptXh5/oxGTQWLmJCdj+5swHFnrDYfs0Ajnja9mamk/Wrx+Pvqkifc2f8Hdj61h2KByZl4wgomn1mRM7jZveJ/mtesYMOMyjLb0VY3p8AcirHyzkX1f+Dmjtg9D+5piCV0N88ixBDdtoGPjekonf1X3OuNOH8DuHY28+o9tfHtuXd73ISgsZEmm3FaGqipE2j1EWg+jGIwYSpw5bfa1wO1hjy9tFa72vqXLN6e0y801yKUFOspKzN1auShsfuETr8ORg8u55vxBuOwGrJF2zI7ylI3Qgpm1LFsZPbG7bOVR3wFg6fLNrN16KC7B4Er5rtMFTiWiOsxXG0JjJxaaLQ0FgjQ0+lj68h6avYG4pKxMhd2JxwNPrtzOeROHMPvi0RxsbmfVO58lnCDrCITYUe8G6PZ2XwJBJiJhBUsgTLnBgBpRkMgv2J+pGEcvgFVWYulU4KyizML9N0xBUVTMJgPleY5OEPb5+CIUVqhwWPjhZafgshvwhyXsBgd3/vod5k4fm1Fj3aWFnvJXRQHC8U18IUyFw8Lci4ZgrbJhMZpQgyZ+8puNCdpd9OQ67r9hSkZt5dqtqLMJi0zXF3o9MdD2aPFdFtduOcSds+t4fcNBZh/Zs/nDPm6ZVYvDbmVvQxsr3trNrGmjMupBrM+CriLLEpVOK/NnjMNqNuLtCPHLZVtxe/089F9TMKvt3H/NKBpaQzz96l5m/cdIHv7j+zGbqFcg3t12TOhcIOg8Iql7DFAUFQn48pga5n2lAt+qBwl4GjE6qyj55m14vAGeWbWNqy8Zxe3X1LH46Wjw3+3108dpo9pl73EDJyoEBdlQw0GQDUiyxN83uPl/bx/m1P5WrjijBJspUZ+qNnc3HAKg3GHlK7UDOWtsfz7a1cjqD/fzs9+v5ZRB5cy6aCSnj6xOSe5GAgE+fWwp1gH9Ka89Le/7dbeGWPHqITxtYaaeVUN1uZyS0AUwVtUgV1bTsW5N2qSu1WZiTG1/Nq7dS/1nzQz+UkXe9yMoLFRVIdhQz6HnFhM+Yo+rL78NS2m/rJv9+ApdvSrcZ1Zti7127dZDzJ9xWt5Oa3fPOE1G2PzCRgs6VTgs3Hppv5jf0OisouaK2xlcMyimKVR48JkNsUTYjno3C5eu5Xd3ns9dS97JqcWcXiDqxitreeyvm5g1bVSndCc0dmKQbEttzipuvfRmHlzxRYLetCDDtDOHYjUbafb6sZqNbPqkiVfX741pbtnKo/azu9t9CQTpiEQi2H2HKHsjamvLjuj48X9bcg72ZyoK0wJYi2+YQmOLD09bkBde35lXV6Z0fkF5af6BNmGfjx8sJpnbv96P9pVR7ZqcVTi+eRsVDktOnb+6qoWe9FdF4Pf4RttPHfV1F/PFkT3ZyUc0HG9TG9w+Gpo7+OWfPsiosZ7uVpTu+kKvJwbaHi2+yyLA+q1fcNNF1Rx+8agt7jfjNg4EDThLzcydPpbKHE4iivVZ0FUcdgt9nLYEO3fHNWeAez+N//gF4Tg/N+K0J+hYKxC///tTQOq5VshC5wJB5xBJ3V4mNufmpW3c+PWTaXn2x4Q9jQCEPY00vfgAcy+6nVt+9xF3LVnDiMGuXjmdm3yPevOfBIJ4lFAQyWhm1QfRhG7dSXYuG29H96CtbIr+MxxI+LHJKHPGqBpqh1ex6ZMmXn9/LwuXvseIwS6+c9FIakdUxZK7e5/9C4GGBk5Z8AMk8tPj9t1tvP7uYQwGiQvP6U+pSYkldNUjLZzjk8jmEWPwv/M6oYMHMPXtr3vNkWP7sm3TQVa/spP/vP7Led2PoPCItHtiSQiI2uOG5x+g6j8XZd3sa4HbBrcvNtPOYTdRXWHn8b9uiiXXIJoQ7ozT2t0zTgXFhRZ0Cra68a1K1Omh5xbTf/b9qKqNcFghoqiUOxJnnWu6y7XFnF7CQZvV+9mBVqE7QVr0bKlv1cNcc/6t3PH7zQl6Sw4yTBpdw6L5k4GoXX165dYU+9nTbTaFDyxQFBW/x83h5x9I0fFN37kXW4Zgf7x+JGDS6BrWbj0U+33yqUgVuO03b8d+v/dQG3Onj2Vo/zKsWfZ9wi8QJKMoKqZQO56VD6eNL3R29nKu9LQuM/nQwn4XN9p+6oeXnYJv1YNpNNwSe/2k0TWUlVj44bcncNjjo6LMgrM0P431dOJVJCqOfxw2M3fMrqPF608oBD93bDmHX0zS8QsP4D8n6g9Xu2w8fNNUFBVhswQ9SrydCwQj7GvwIvnbaHv5Fyl+buWsRSkHGtxeP0hQ7bJ36vPF2iwQ9BwiqdvLxG90QtMGxYyoRtjTyMBKa8yQur1+KsqsvXI6F3r+NJjg+EENBwlj4OnVTUwYamNGrZ10E261k7pSJKj7e4NBpnZENeNOqeTDT5p4Y8Ne7vndu4waWsF3LhrBKWYfB5avoPLsKVirq3OepdveEWb1ejc7P2unqtpMn9EdvBN8lya/h+ZIKx2qH78avScTRkplG30MTgYMLmHcuxLe9e9QcekVutc2mQyMGteXjWv3sr++hQGDy3O6J0FhokbCuvZYCYfo4yxJ2exD1MHVArfxrfLve2pdbKM2a9ooPjvQ2uV2Nd0941RQXGibsZAtwH4dnYYCQX605Ogc0tuvmQiQ0GbZYsqvxZxewgGE7gSZiYRCurbUZTektPBOF0xt8vh45NmNXHVxov28c05dj7YtFD6wAKJ7Nb+3Q1fHZjl9+3k9/dwxOzqiI94Wx2s4ufWnNhc3lwSY8AsEyXjaA/hb2zPGFzSN3TWnrkfm1R0rXQr7Xfxo9tBlNxDQ0fDgKlvMXk4aXcOVF4xg4dJ3E3wEhz3/ZIFIvAo6g5aoCgQjBENhSu3mhC6LfUqN+NL4wxCdXdrk8XNf0kgmYbME3U18UhVg4dK1/PYH43XtrKxGUtotL5hZi8XUuaJasTYLBD2LSOr2MtpGZ8RgFyazGaOzKmHjZXRW0dQailXQuhwWqsp7J6ELoupbkDtt3nY8fjipxsLlE0rSJnQBMOif1E15mUHm9BHVnHZKJR/ubOSN9/fy49+u4dqGf1FpsmCfMjWnhG44rPDBdg/rPvQQiai0DqpnS9+t0K5iQKZCLqNCcjBQrsJ8xAyGiNCu+miJeNkt7aO0n4m+a1/njTEm6qonMqhkQMrnjBhTw9YPv2D1v3by7evEbN1iRjIYde3xviY/rholoTIx2TmdNLqGO2bXcf9TiZsyh91CiTU6TyysqBiPBA06Y8+7OvNJUPzIsoTBZNLVaX2jL2HdXvz0ehbOO5NvfOUUqivsVDqjM8jzbTEndCfIF0Uy6Gq0LaDqtvCOD6ZqQQeIFs3Edz7wB8NUOjtnP3NF+MACiO7VDreFKdPRcVCRMMTNFU8+mZusn/ufWsfiG6Yw7zL9lnVdaf0p7LMgmVBYoSMIphziCyW2ngkDHStdCvtd/Gj2sK3VjU1Hww2eIHOnj2VQdSkq8D+/ezfh+77vyXXi+xb0CnqJqluvPoOIovDT689CVVXKzUFCOjp2d0QAmHnh8FhCF4TNEvQMyVq9Z+4kql023B0RXT+3sTWIxWyPzeD1B8O4yiw47J0rqhVrs0DQs4ikbi9jMspMGl3DnK+N4dcrtjD/a/9N25E+9kZnFY5Lb2FfyIKz1EBFmZVKpw1jL27ORdW3IBd8gTA7dh/EiZGrvuwga4z1SFJXypLU1TAaom2Zxw+v4vN/vET17oOsrD6L7S/s5/QhJUw5uZSx/e0Ykj54n7eFd7Yd5OAnBgia8DobaBq6k/4lZUyVTqOKMipUJ7KEfhL6yOVCcgjvsI8peXMDjVvX8uvm9xnmOJkL+p/D0NIhsZebzUZGje3LRxv2cehAKzX9y3L6+wS9S6aWL9rvVMVC1YzbaHzhgZg9tl18M79esYf//s+qhOslO6daa8XFN0xBhYTTvHsbvN1SmdgdM58ExUeydsvsZdRccXvC7OfKb97GPc/tSXhfg9uHJEnIcnS+nqa3fFvMCd0J8kFRVPyyLcWWVn7zNnZ32HlmZfoW3vFBB5fDGqsS1zofaIUyPYnwgQUQtZkl5eVUXX4bjc8n+gT/u/wTvn95KS6HNSVQ9sAPpujqRyV9y7qutP4U9lmQjMkoEzTaKL/kZtqPtGDW4guqqw9DHAoHmtr4/d+34vb6c/JJ822beKx0Kex38SPLEoOqHbSWmLAl2d+SS25m8d8/ZXt9C+dPHMTl5w0X37fgmNHSlhgLcDmsBIKRhNONi75/JtWX30ZDko5//fe9VLts9K8sFRoW9DjJcatnX9nJgpm1LH9rN/MuvhnfqocT9Ok22Hnpnc+pG90P65FpTmV2c6eLasXaLBD0LCKp28s4bGauvuRUVFTe23KIr599Eubzb6fUIuEPS+wLWbHbzDjsZlDB6wv2as95UfUtyIXf/W0zw4I+yvuUoeRgRVT5SPvlHJO6GnK7l+r1/8J00il89SuTcOzt4KP9Hbz3WRtOq4FJJ9noX9POfrebQ/tUTIddyKqVQLmb8tEBTiktpSpydsK8XNIldOMwSSYqBo5BtWzh4gOVbBwzio0tH/J/O5YyzjWGrw2cRrnZCcDIcX35+KPoad0rrjkjr79P0PNkavkCJPzuwR+chXzEHrs7Ivx6xV6avQHMJkPCNfWc07VbDzHvMqh02vC0B2jy+JCAP7y0rVsqE3t65pOg8Ein3cE1g6IzdCNhwqrMJ00Rmr2JtrXaZeOLpjYAmlsDsXZ0ei3mMgVshe4EuRKv1wqHhbkX3c7ASiuSwcQ9y7awvf7oHLwGtw9FUWMt7E1GGVk6esqxwe1j2cptzJ8xjoHVDixZZot2F8IHFiiKircjhNcXAVs57efcistuiPkE2+tb+O43ooGo5ECZpy2YVT/p7G1nTisI+yxIxlliwecPs/iPH3PN+XHa/dtebrmqHz9+bA0uh5UZ5w7DYTdlnUPambaJx0qXwn4XP4qixophNT9icJWNiGRg4TNbY35E3eh+NHv8nba3AkFXUBQVfyCcoL0Z5w6LJXQhmuTdd6gdY79qaq66D5kIksFIu2TjR1cPxGSUUVWEzRL0OMlxqx31bpat3MaPrjodRVVxXvlTAv4ADa0hfv33vTR7P2f+jHE8+8pOZl44nP6VpUSUo6Nz8kWszQJBzyKSur2M1xekobkDiBozSZK55XcfxX4/YrCLqy4edcxmK+RSXSsc5BObDdsO8a919UzpL2Ox2/Flf0tc+2X9mbrp8P/1WQgFsZ93ESajxLRhJdQNVXnv0Bc0NvvZW2+n+eNyJPpgMoYpHRjk5IF2XOYawuEwKMRO3+aNwUB42HBMWzdz2oXTOHXwKD7ybOYD90a2eXbwtYHT+HLlRCwWIyPG1LBl4wEaD3mpqnF08gMFPUGmli+Q2Crxib9v4+pLRvHgHzYm2L/yUktKi8VJo2tiJ3Qhas8tJjkl+HXjlbW0eIPsqHfHPr+zlYli5tOJReZ2RS4A2rx+lq/+MGGGk6a7Z1ZtY/bXTs1YSJBLwLazuhO+wolFvF4b3D5u+V0L1S4b//PdM1OKDiaNrsHTFmBRnK9755w6XA5rwmzRhUvX8sTdF+Stv85qT5x8FHjaAxw83M6SFzYxd/pYli7/JG0gKjlQ9sLru7jxylp+9eeNuvrRG90wd/pYZEnCZOqcjRR+gSAeWZawWow0ewPc8fvNsZ9Xu2yEQgouh5WrLh7Fr/68EZfDyswLh9PuCxNR/JSXpuqvs20Tj4Uuhf0uftL5Efd+bzJXXjgCq9mItyNEVbmV3764OcXe3jmnLq29FXMcBd2Fpz3Agaa2hESVw26K/bsWz032BYb0LcMpS1ASvY6iqMfEZon92YmFXlLV7fWz95AXq9nIHf/3bsp7hvQrY/7l47olJ9Fba7PQteBERSR1e5lQWMFqNvLUPz7mxitr8QfDCUZ2xrnDYg4A6G+eetJgZauuFQ7yiU1bR5Bf/+VDBtU4KDNFwJjjYiwfSepGcj+pG9r0AeFNH2C7YBq78bCroYmmBgVjcznmQCUVACUBqA5wqMNEfZuEtNfMgY4Ipw9QqXF0vforPPJUjB9vwbhuHVx4AWe4JjC8dBirm97mr/Ur2NqyjSuGXMapp/Vj+5aDrH5lFzOumtDlzxV0H9lavuhVLt5/wxQgsY1yst27c3Yd/StL+Ou/P43ZwYiSOk/vV3/eyNzpY7nvqXWAqEwU5E4oHA3AajNFvR0hXnh9V0JRgLPEwqxpo/AFQrHZN96OEM+s2obb68fbEcpYSNBTc26Er3Dikc7WBoJh7pxTlxAYmDt9LHcteSdlFt78GeNYuHQtIwa7mHHuMJylZiTyqw7vivbEyUeBtk9rcPvSJmkdNjNurx9FUbln7iSefWUnO+rd7Kh3s+Kt3SmjGDT9xNvbEYNdXHr2ybHnQNhIQXegKNFeRD+7/iwONLXx7Cs7cXv93HhlLU0eHzMvHB5L6KZLOsTrr5jaJgr7Xfzo6c3lsNLuD7HkhU0Je7D5l4+j3Rfiv741HqNBxh8MU+m06tpbEHMcBd2DoqiEwgqldjML553FU//YwtqthxJiurnEc+HY2CyxPzvxcNjMLJo/meZWP562IK+t38O3LxzJkhc2MePcYbqnaFHptnnPvaFzoWvBiYxI6vYymtPp9vp5ZlX0VFj8CRtnqTnj5qk3DFam6lrhIJ/YPPa3zbS0Bbj266PhDT+Yck3qyqiSIef2y+2tDQSeX0Z7pYM/qYdxrLVj6+iHTVKwVISoGqrSp8SIopoIhcKMQMEbgE9aZHY1w67DEQY6Fc4YIDO4XEpsv5wPJSUoXzoJw8YPYOrZYLVSZnJwSd9pbG39mDWH3+Phj3/DFUO+wYjRNWz98ABfuXA4lTWlnfs8QbeTreWLXuWiySgn2DO3159i9+57ah33fu8spn/lFGRZwlliocnj07XfzlJz7LPEqQFBrlhMMldfMiphPtOCmbUYZYkGd0dsUzSkbxnejgBNHn9C4kw7rZupkKCnArbCVzjxSGdrW9oCDBtUnrCZD4X0dde/spRJo2u49OyTsyYb0tFV7YmTjyc2JqMcC87uqHfzzKptzJ0+FmepmapyGy6HNdYeNN4uL1sZLaSZNW0UfZw2Xa3G29tcg74CQa7oxQhuv6YOXyDEspXbKHeYufbSMTS4fcydPjYn/RVb20Rhv4sbPb3NvHA49z+1LmUPFu2kED2t+7d/f8KsaaNw2I/ur4qpIEFQHOjZ2NuunsjMC0ZQYjdz83dO5+E/vp9walcjnfZ622aJ/dmJRXxLe02zd82po6LMitvrT1u8qKp0q/3saZ0LXQtOZArTIz9OURSVDn+IslIzC2bW4vb6uWvJGv78r+0smj+Zp35yIZXltmh1TBzxm6d0BsvTnt+s0s4iHOQTl3c3f8Gb7+/ja5O/RB+HFSnkRzWYc7+A0YIU7Ej768P+Jt49+DZP71jKpmcW0ShVs7bqP6j+fAxOuZQvjTRy2gQjJw+QKTWFCAR9hELh2PsdFqitUfjG8Ain91Nwd6j87eMIf94U4dNmBVXNNklXn9Co0RAMYli/IfYzSZIY4xzNtwbOoMzoYNmnf+Lzys0YjTKr/7WzU58j6Bm0li+aXY1PrGb6XTzp7J7bG+2YoFUbasGIeKpdNiqdNp64+wIevmmqqBgU5ExEIWE+U4PbxyPPbmR/YzvX3fsvbnlkNQea2mhpCxA40lbxFzdN5bHbz2P+jHGx07qZCgnSabarAVvhK5x46NnTBTNrqa6wU2I143JYqXbZcTmsmEz6ujMaZOZdNk432ZCrnyu0J+gKDpuZ6gp7VLtHErtLl2/GZjHSx2nD6wum7MMeeXYjP7rqDBbfMIVB1Y60a3y8vc0n6CsQ5IJejGDx0+vo47Qx88LhzP7aaKwWI9UuW876y9VPFgi6Az299ass1dWqpuFf/Xkj8y4bR4nVhKc9EDutns6/VRQ19hqBIB/0bOwDy9bT0hYgElFwlpqZP2McrjJrWh/3WCN85BMLPc0uenIdigp3zK7D7fXz5vt7+Z/vnsnjd5wX82ONaexnIWhYD6FrwYmMOKnbi3jaA9zz+Lu4HFbmfXMM931/MhFFxWiQcZVa2NfYxh9e2pZxHtOxMFjJsySLqWJX0D142gL83/MfMbRfGV8e0xdVVZDCftRc2y8DqsmaktRtDjSzpfkjtjZvpsnfCMC4hnKC/ql83HcAZVaZwSMNyEaVcKiDQA4xXbMBRvVRGe6K8JlHYmujzIptESpLoG6ggVP65HdyV+1TSWTwEAxr1hA5fQLY7bHflZvL+caAr7OueT1rW9Zyct/T2fqhwtQLh1NZLU7rFgLpWr5A1CaXWE0svmEKsizFTtwmB2TTnVTwtEVnRFvMBlwOq+7MkAUza3nwmQ2x5Fp8FXlvI2aNFBfhiP56r5kvl8NKc6ufex5/N6H61lkaPb17x+yJaTWtkW7OjdZetLNaKbbTPYKuI8sSFWUWbpo5gXJHVC/t/iAebxCz0YfZZMAgQyCkYDHJaW3ltV8f3SU/V2hP0BW8viDLVn7M16eezE+vPwtFUWnxBqgoi2o63SnzRncHv/zTBxlPlcfbW29HKG+dijVckIm0BYitfpa8sIk7Z9dRVmLi7msncdjjy0l/oqWxoDeJ15uWfFVV/diTtyMERDXe1OLj93/fyswLh9O/shSrxUiZ3cxdc+pYlNTBZunyzdxwxXhxekuQN+nW/4HVDswmA+GwwpC+ZRgMErdfM5HFT69P8HG7kg/rrvVf+MgnFun8gnBEYWjfMh76r7NxewP8z+8SYwlV5VYWzKxN6RZWiDldRVFFjkJwQlPUSd0VK1awZMkSwuEw11xzDbNmzTrWt5QRzai6HFZ8/ggPPH10jtKi+ZNjwa0WbzCh1Vd8G6/eXoiT24xMGl3DHbPrYm1wRMXu8Y+qqjz6/Ee0+UJc/82xgARhf/SXeZzUVY0W5GA7/rCPzc2b2Nz8Efvb9yIhMdgxmHGV52I/6GT/p15abEaGjTRjsQcJBf0oofzv2yDDKS6Vk8oj7PFIbGmUWbUjQoUNJg40MLxKQs4xuRsaPwH573/FuGYN4fPPT/wcycCZfb5Mf+sA/q28zeADVfzl+XeYP//Czrd9FnQryS1f8m1j7yyx6AYGVry1m/MmDqGy3Bb7HC0YEQhG2NfgZdnKbeyodwMc0zYwYtZI8ZFuvdcCWTPOHZZyknfRk0db0uXy/eoFbB02c0qrpny1ki5ZLHyF45tASOHOJe8AMGKwK2VmY3yb2oXzzuShG6cSDCXaSk9bsEt+rtCeoCuEwgprtx5i7dZDCT9/4u4LokkGVU1rl7O1e0tOWCT7FZl0KtZwQTYy+Qxay9r5M8bRt08JpwwqT5l1nk5/oqWxoDfRihE1e+dypCYXtPEiENV4OKLozoh2lVmZO30sDrsJb0eIZ1ZF/Yx5l4nTW4L8kST9xJEsSfzoV6tj2rtzTh2r3vksQXvLVm7j1qvP6NTnduf6L3zkE4tMuQOjUUaSJe5Lam+/6MnoiLE3NuztNg33FNqzke1gnEBwPFO0Sd1Dhw7xy1/+khdffBGz2czMmTOZNGkSp5xyyrG+tbRoRlVvjlJzqz/23zvq3dz31DogGkSIX6x7eyFObtmgBTkW3zAF9cjfJCp2j2/eeH8v727+givOG0Z5iQUVkEJRPaiG3E3IQYuZtaZWNm5+iJASosZew9QBUxlUMgQ5YqZ+g4fPd/lwhNoYNq6UDlMboWDX71+W4EvlKkOcEfa2RpO7L++K8N7eaHJ3ZJWEIYt+VVcFysnDMKxfDxMmQEVFymuGlAxixpe+zjuN22ja3Zdfrvp/zL/wCmwmEQgpNPKduyHLEoNryrj3e2fh9gbwtAVZ8dZuLj37ZFa8tZuRQ8cnvNblsNLg7mDh0rUJ1zmWbWDErJHiI93J72Uro4GsdO0TtZ/n+v0mB2z1ZkjnqxVxuufEJD54oOfrPvLsRuZOH8t9T63jnsff5ecLpiLLUoKtTDffKVc/V2hP0BUyBcA87YHYDMd4fcYnGLKt8/H21uWw5qxTsYYLspGuADFem1azMWZ7v9TPKeykoCCJt3cNbh/LVm5j/oxxDKx2ALB0+WZ21LtjGlcUlV//5cMU+7j4hiksXb5ZnN4SdAuyLOmu/15fMEF79z0ZLaCJ9227orvuXP+Fj3xikS13kGnE2OTT+nebhnuK+Gcj08E4geB4pmiTumvWrOHLX/4y5eXlAFx00UW89NJL/OAHP4i9prW1ldbW1oT3HTx4sFfvMx7NqPoC4RTjmevJhN5eiPUM/dqth5h3GVS77GneJegKhaTbBncHj/11MyOHupgwohptLK3kbwNANdkyvBsiqsJ2317Wte2g3unDpKqc2mcsI5wjKDE6CSsROg6H+PydRgKtYYa4tzCwv0qzeVSnZ+CmQ5ZgiFNlcFmE/V7Y3Gjg1U8irN0LZwyQObVGxpjhOQrWno517x6Mq/5JeNZ3QOcUbomxhHMmjue9gwdoWAu3qfdx01nXcVLFkG79WwqRQtJtNjrTxt5olKkqt8dOX583cQgr3trNrGmjdJMNhdbeSMwa0aeQdZu83hsNMh3+EG5vtFOCPxjO2pKuM99vd2lFnO7pOQpVt/HBg0xFB9q/a35svI531LtZ8dbuLhUP6+VTCwAAIABJREFUCu0VJoWq23gyBcCaPD7Wbj0UCxwNrC7lUHN77PQX5LfO56NTsYYfW4pBu1oB4qL5kwmHFQ7qaFM7tRsKK8JOngAUg271SLZ3O+rdLFy6lifuvoBKp40brhjPvMuiY8Ee++smvvGVU3TtowriVGIRUqi6lWWJFW/tTji9qHXtiqfB7aN/ZWnMt+2q7rp7/Re2v2coRN1myx1kGjE2pK+j2zTcU8Q/G5kOxgkExzNFm9RtaGigqqoq9t/V1dVs2rQp4TVPP/00v/nNb3r71tKiGVW9OTavrd+Tcxuu3lyICy0xcSJQKLoNhRUeemYDiqJyxbnDiM+xSoGow6Ia9XXojXTwftsnvN+2izbFh8vk4IJIGZP272XviNNRgFAkTMPHHXzxURsmi8z45tU4VQ/Nwy5BUSI99ndJEgwsgwGOCF+0wZYmA298qrBun8LpA2TG1MiYDDpOQEkJodozMK9dg7xpM8pp43SvbzIZGTa+DzvXygT2urjr1Yf4z9Mu4+Lh5x7X7ZgLRbe50Fm7ZjTKVLvsWMwGKsttjBw6Pm2yodDaGwlbrk+h6zZ5vS8vtcQ2ZnpzSZNb0nXm+xVaKXwKVbfJwYNMRQeapvRs5axpo0SF9XFIoeo2nkwBMM02aoGjEYNdXH3JqFihTU+u88IuH1uKQbtw1E/1dgQIhK0J2tT8A6GbE4di0W0ymexdvF+sKCqzpo3KOCNanEosPgpVt84SC7OmjUrwV++aU8cfX96e8Lpqlw2rxdhtuhPrf3FQqLrNlDvINGLs+5ePL3jbKZ4NgQAktbuPw/USS5YsIRAIcNNNNwHwl7/8hS1btvDTn/409pp01TKzZs3itddeY+DAgb16zxrp5iIMqnbg9QULynCKGU69T6Ho9rEXN/GPdz5j3jfGMLSfM+F3xs/exbLuKUJTridsKgGis3f3BhtZ593BNl89CiqnlAzg1JIvUSmX4vp8I1X7NrP9olvw+SX2vNtK28EglYPtnFz/JiWfbsNz8QzajLnP6e0OVBUa2mFzk4GDbWAzwYT+MuP6ypiNUsqLLS+vQnY3E5o7F/r0SXNNlS1vHsZ7OEDw7N183LaNCf3H8v26qymzlPbCX9X7FIpuc6G37JqiqHjaAwVh04Ut16eYdKtHvMYURWXp8s2s3XqoS9+v0ErhUwy61dNR/EzdeE0Vkq0U9BzFoNtM6Gl64bwzsVtNhCM9q11hl48txahdRVFpaQvgD4Q50NTGs6/sTLG9guObYtQt5GfvFEXF2xGgyeNPmREtdF6cFLJuk/1Vh83M3gZvj67NYv0vDgpZt5kIhxWaPNFxkJ62IK+t38OsaaOKQl/i2RAIivikbt++fdmwYUPsvxsbG6murk54TVlZGWVlZb19a1nJVAVeaK0wxNyF3qcQdPvPNZ/xj3c+Y9qXh3BSfydKUumH5D9yUtdsIxAJsqnjc95v28mhUAtW2cwZrlEMsw7ArEgoikIkEiZkLUFVoWVnC59tVlAVOHlSH5yfv0/pJ1vpqJtCh8kCvVxnIklQUwo1pREa26Mnd9/Zo/D+foXx/WXG95OxaMldSSJ49lew/GM5xuefJ3zttWAy6VxT4pSJ5Xzwz0PU7BrD0LP788qnb3Lry4v4waTZjKkZ0at/Y29QCLrNld6ya4Vk04Ut16eYdKtH8okFrSVdV75foZXCpxh0q9c+3CDDrVefkaKpQrKVgp6jGHSbiWNpG4VdPrYUo3ZlWaKizIqiqNisRl3bKzi+KUbdQn72TpYlnKVWHHaLsI/HCYWsWz1/tafXZrH+FweFrNtM5NOJrtAQz4ZAUMRJ3bPOOotf//rXNDc3Y7PZeOWVV/jZz352rG8rZ4opgFVM9yroOm99uJ8lL26idngVU2sHpCR0AaS2RvaXOFjTvIFN7Z8SUsP0tfThwqo6Bhr7EAmHIKyicPTNbVIZb7adx/73I5RVWxg83om0Zxfla94keNIwWgedhBLpubbLuVBVAueURGjugM1NMu/VK3ywX+G0fjK1/WVsJgm1pJTglK9gfvVljM+/QPhbV4DBkHItW6mRYWeUs/09N8N39eO6id/mxY9X8dM3/5cvD5zArNO+QU1plc5dCHqDE9GunYh/84lEd36/QiuC7kDoSHC8cSw1LZ4nQWcQuhEUI/nqVuhccKzoDe0JfQt6kmLWVzHfu0DQHRRtUrempoYf/vCHXH311YRCIS6//HLGjdOfcSkQCHLj5ff28H8vfMTwwS6uOHcYkFjl1Bps5WP3Fj5WP2F/Pxum9t2MLjuJEfbBlKgmIpFwNKEbhxKBhs8NfLGrP1IkwqiTvEgjqlD3fEbVyyuIVFTiGX8m4WOc0I2nwg5fGazQ4oMtTTLr9yl8eEBhbF+ZCQNkSgYMJHzmFEzvvo3hb8uJfGO6bmK3+ksleN0hdq53Y7ZX8t2J3+G9vRt5u34dGw5sYtqwr3LpiPNx2Zw6dyEQCAQCgUAgEAgEAoFAIBAIBAKBQBClaJO6AJdeeimXXnrpsb4NgaDoCYQiPLNqG8tX7+a0YZVccd6waF9ioCXg5hPPTra6t1DftgdQGRAOc7FURc2gL6OGwqhhlQjhhGsqCjTvk/lit5Fgh0RFX5kzgytRJRf1uyNUvbICxVGGZ+pFBJTCSejGU26DKYMUxlXBlsMyGw8ofHRQYVSVzJh+wxhwRgjThrVIbV7Cl18OJSUp1zhpvJNwQGHLv5sI+RUmT53I+H6n8uZn77Fyx2u8tOtNzh5Sx/knT+GUiqFIkmgXIhAIBAKBQCAQCAQCgUAgEAgEAoEgkaJO6goEgq6hqirrth7kqZUfs6+hjfMmDmTiaU62t3zM3rY97PZ8wuFAEwCV1krOHjCFoQYXw957gUOnjqItGEq5ZqAdDu830LTXQMgvUVouc9JoEwaLj/YDNVi211O9ZyeRPlV4pl6Er5dn6HaGMiucNUBhbCV8fFhme6PClkNQaR/B1LFWhn38NsbHHiNywQWoY8bEEuIAkiwxfJILo0lmx9pmmvb5OO38Ki4deT6TB5/Buv0f8nb9et74bA0DyvoyccBp1PYbzfA+J2GQU0//CgQCgUAgEAgEAoFAIBAIBAKBQCA48RBJXYHgBCMSUdixt5F3tn/K2p2f09RxmFJXgGEjI2yKvMOaTV4AjJKRIWVDGFc1lhprDVZjKRFFAeCzc69Haj2IGgwS9IHPK9PWLNHaJONrlQFwVcvUjDPy/9k79zgpyivv/6r6fp/mMoCXMYkaRAREkYsj+Iasohgzy4cg42IUhKATXCZ5dzeJStaYFTXRzbu6MRgWFTXqgJIEE4iayK4ar8AaUIIDGnVUHIZLT99v1VXvHz1VVHc/1V3d0z3Tl/P9fPIJ0/Z0V/f86jznOec55xhMMeDo57D1fAIcOAghHkfirHPgn3geElXUclkPLgsw4yQR540BPg5weN/H49fR09B8kgtfO/YGmn/7W8R2vIzEuVNhnjgehlEjAaQTu6dPa4J7tAUf/G8/djzag7FfcqBlogv/57SL8JUvzsL+I+9jX98B/O69P+K3+5+H3WTD6SNOwxe9Lfii9xSMczZjtGMknGYHVfMSBEEQBEEQBEEQBEEQBEEQRIPRcEnd1EASqbe3d5ivhKgHxo4dC6Ox8reRlm5TYgp//nwXAskQREmCKIkQJRGCKOLQsQhiQgJJKYGklERSTECQkkgZ4uAMA62SxwBmACnOgLg0AifbTsJIz0h4TE1IfmJB/KMUEhLwiRiBhAiklAQxAUhJQIyJiEfNkFLpBCPHSXB6ObSM8GHU8QMwfRIA3x2FJRiEIZEAAMRPOgXBs86Bz+qCEApV/HurJCdbgZPHAeEkh8NRJ/7gvQSj+npwnu89jHv5ReDlFxE1WBCwehCzOpAymhBxNiFw2jmwhg3o/SSC3r+F0y9mAixOC05tOhctpnMR4yMIjziCI6FD+GvfQaSkE8lvM2+C0+SA3WiFzWiF3WiF2WCGgTPAyBtg4Aw4w9OCiSO+rHntw61bgigF0i1Ri5BuiVqEdEvUIkOlW4C0S5QP0i1Rq5CvQNQipFuiFhlKX4GoHRpOEUeOHAEALFmyZJivhKgHXnzxRZxyyikVf598uvV4PDhrwlknHhgo4nS73TjppJMAzgDACBjsAM+D4w3p/xkMSIoCEskEJElCIpFAMHkcAekYAMBsMqHlpJPBI7sqlIPdZsNIpwVCPAlJAiSJB8AhmUwiJRghTboQyYG2yglJApeSwEsSUkIKIgdwoSgMfJm/pGHCbZLgtidw5kiAP20cBOMp+NxkBMfzEAGIHMBzHDhOglsCxvn7kDQlwXk5OGw2ABIkpCAhhd6+XkiiCEBCvDeOT/72PmxWKxwWKwBASokQU0nExRBiogRJBCBJkNJ/BGCgk/UbIrB71y7FkcymGnRLEMVCuiVqEdItUYuQbolaZKh0C5B2ifJBuiVqFfIViFqEdEvUIkPpKxC1AydJNTDQsozEYjG8++67GD16NAyG4ZlX2dvbiyVLluCJJ57A2LFjh+UaykU9fRag+M8zVKdlqkG3QO39vWvpeofyWkm3tUc9fAZgcJ+j0XQL1MffvdE/Q6Ppth7+3jKN/FkaTbcytf43b/TrH8oqhmrTLkB//+GkFvwEoDp1q6YWNdDI19xovkIt/q0L0YifqZF0W49/32wa4TMCVKlLsGk4RVitVkybNm24LwNA+qasl5MW9fRZgOr7PNWkW6D6vp9C1NL11tK1FoJ0W37q4TMA1f05qk23QHV/X3qhz1BZqk231fxdFQt9lspRbbqVqbbvqVjo+itPtWoXqI3vLx+1fP3Vfu3VrFs11f49sqBrrhzVptta+d6KgT5T+akm3Q73dzEUNMJnJIhs6qQBKkEQBEEQBEEQBEEQBEEQBEEQBEEQRH1CSV2CIAiCIAiCIAiCIAiCIAiCIAiCIIgqhpK6BEEQBEEQBEEQBEEQBEEQBEEQBEEQVYzhRz/60Y+G+yIaEYvFghkzZsBisQz3pQyaevosQP19nnJTa99PLV1vLV1rrVEP3209fAagfj7HUFEP3xd9hsainr4r+iyNR61/T3T9jU2tf3+1fP21fO3VRC1+j3TNjUM9fm/0meqbRvguGuEzEgQLTpIkabgvgiAIgiAIgiAIgiAIgiAIgiAIgiAIgmBD7ZcJgiAIgiAIgiAIgiAIgiAIgiAIgiCqGErqEgRBEARBEARBEARBEARBEARBEARBVDGU1CUIgiAIgiAIgiAIgiAIgiAIgiAIgqhiKKlLEARBEARBEARBEARBEARBEARBEARRxVBSlyAIgiAIgiAIgiAIgiAIgiAIgiAIooqhpC5BEARBEARBEARBEARBEARBEARBEEQVQ0ldgiAIgiAIgiAIgiAIgiAIgiAIgiCIKoaSugRBEARBEARBEARBEARBEARBEARBEFUMJXUJgiAIgiAIgiAIgiAIgiAIgiAIgiCqGErqEgRBEARBEARBEARBEARBEARBEARBVDGU1CUIgiAIgiAIgiAIgiAIgiAIgiAIgqhiKKlLEARBEARBEARBEARBEARBEARBEARRxVBSlyAIgiAIgiAIgiAIgiAIgiAIgiAIooqhpC5BEARBEARBEARBEARBEARBEARBEEQV03BJXUEQ8Omnn0IQhOG+FILQDemWqEVIt0QtQrolahHSLVGLkG6JWoW0S9QipFuiFiHdErUI6ZYgiErTcEnd3t5efPWrX0Vvb+9wXwpB6IZ0S9QipFuiFiHdErUI6ZaoRUi3RK1C2iVqEdItUYuQbolahHRLEESlabikLkEQBEEQBEEQBEEQBEEQBEEQBEEQRC1BSV2CIAiCIAiCIAiCIAiCIAiCIAiCIIgqhpK6BEEQBEEQBEEQBEEQBEEQBEEQBEEQVQwldQmCIAiCIAiCIAiCIAiCIAiCIAiCIKoYSuoSBEEQBEEQBEEQBEEQBEEQBEEQBEFUMZTUJQiCIIgBUmE/hJCvYs8nCIIgCIIgCIIgCIIgCIIgiFIwDvcFEEQ+RFGCPxxHUhBhMvLwOCzgeW64L4toAEh7jYckpvDZxpuRigTQsuoXMNjdeZ8vJqL4ZP13wHE8Tl31C/AmyxBdKUEQ2ZDNJmoV0i5RK5BW6x/6GxONCOmeIAii8SDbT9Q6lNQlMqgmoyaKEj7uDeCOh99Eny+KZq8Na66fgdPGusnQ1inVoj/SXmOSOPwxhP7DAIDwgZ1wn/vVvM+PfvgOxEgAABD7eB/sZ5xX8WskiHpksLafbDZRLf5DsZB2iWqEdT8BIK3WOfnsEYCatLEEUYhS1+Fa9TuI6oO0RDQa1aB52oMR9QAldQmFajNq/nAcdzz8JrwuK1a0TYLLbsIxfxQj3BZ4nNYhvx6ispSiv0o5A7L2+nxRAECfL4o7Hn4T93bOgddF2qtX4p+/r/w79sn+gkndeO8HJ57/aTcldYm6pxI2txy+B9nsxqYS/utQBRtIu0S1kX0/zZg4BivaJgEAjvmj8Lqs6PNFSat1iJY9umf1HPhD8UHZ2GoI4BIEi1LW4aGMm9G9U99UWwx2sJBeiUJUg+ZFUcIxfxTRuIAVbZOwZcdBdPf4yK8lag5K6hIK1RZYSgoivC4rvjl/Au7f9Da8LivaL/0ywlEBKTGGJic5CNVKKc5csfqrpDOQFETlOmT6fFEkBXFQr0tUN/HPPwBvdcDgGonksc90PP9vMI08GaloCMnjh4bgCgli+KiUzc1n+z0Oi661hGx2Y1Nu/3Wog7XywcVgJKkEFUi7xHChvp/Gt3hx5ezTceu6V5V74XvXTkM0JsBo4BGMJCGK0nBfMlEmtNbSRDI1KBs7VDaVkglEKZTiQ5bT78in22pIfhCVpdpisKWgaDgpQpQkbNj6Dt7cd5j0SjAZbs2z7OrqxVPx+Pb9yh6M/AmiVqiqpG4oFEJ7ezsefPBBnHLKKbj55puxe/du2Gw2AMBNN92ESy65BK+99hruuusuxONxXH755fjud787zFdeHxRyaMtl2PS+jsnIo/3SLysJXTm5Sw5tdVPq5kPW3/gWLxbOPVMJcGoFiyrpDJiMPJq9toz7odlrAwegzxehhb1OSfo+h2nEOPA2F+Kff1D4+Uc/gXnsl8D19yHp6x2CKySIyqO1RlfK5mr5HsWsJUYD22abjHzJ10XUDoNJ6rP0XmrVTrE+sihK8Ifi2LD1nYygwu9e+YC0SwwZau0aDTwkScJ3rz4PwUgSNotB2XsBgNdlRTyRwn9u/oui2VuXTYfXZSWfuA7Q2v/wPFfQxuazgZUO4IqihGAkjqP+GO585C2KFRC6kDULQHPfL4pSRQ8TFvJ1hzv5QVSeYrWUbWtdNjOC0cSwJZ+0EmT9wQRVPhJMKnmgVc9+jGVX79/0Nla0TcKGre/AYuLpMA1RM1RNUnfPnj1Ys2YNPvroI+Wxd999F7/61a/Q3NysPBaLxXDLLbfg8ccfx7hx43DDDTfgpZdewsUXXzwMV11fqDdycmLN4zSDAyAIIj7pCw7asBUTpPU4LDhplBN9vihWtE3KCCqQQ1udyG0sStl8mIw8Zkwcgytnn56RvNcKFlWyMsvjsGDN9TMydHrz0un45W/20qnDOkYIHIN51KkwOJsQ/eBtiLEweKuD+VxJTEEIHIP9jPMhpQTEP+0e4qslCH0Uk2zKt0ZXyuZqBZFFUdK1loiihEgsic72qbivK/PglzwHkqgdSkmOammoUGJUS+8Oq6noAFspm39/OI61AwkI+T3u3/Q21na0knaJIYGl3c72qXhs2374gjHcvnJWxr2wcO6Zip0F0ppd+8hbtB+rE1j7nzXXz4DFlN/GFrKBldyzye99zB/Fui17KVZA6EKtWa/LmuNDrl48Fb/8zV4suWwCcy3PFzfTSgSzKJS0pU409U8hH1btF1tMPI4H4jkxqq4X3hu2GFW+BNmdG98ivRIZaB1o3b2/d9AFNHr3Y1p21eM0Y831M5ASQYdpiJqhapK6mzdvxm233Ybvfe97AIBoNIpDhw7hlltuweHDh3HJJZfgpptuwt69e3Haaafh1FNPBQBceeWVeO6555hJ3UAggEAgkPFYby9VU6nJdhLWXD8DTzy3PyextrajtSyGrZjThjzPwWoxotlrg8teXICtlqlV3cqLaDQulPS38jgsWNE2SWnxJv+eVrCoGAe4WMeA5zmcNtaNezvnICmI4AAloStfFy3smdSqbmUkSUIqeByGlokwuEYAAJK+XljGnc58vhA8BkgieLsHRlFANBaCGI+Ct9iG8rKJQVLrui1EscmmfGu0nsRZKXZXK4gsSdC1lvjDcdy2/nV4XVbl1G8sIWCEu367KdSrbktJjoqiBJ4Dblk2PadCq1BiVEvvd6+6qKgkcamVNFpBBZ7n6lK79arbWkRtq7O1e1/XiWBs77Fwxr3QSPsxNY2kXZORR8fCybCajYglBJiMPBxWM3Odlm1sIRtY6sEbNYW6iHz36vMaUpv5aCTdFotas32+KB7bth8/+tYsBCMJ+EMJpQ3nh4cCuGf1HHAcMrQn+66suFkxSbVCSdty3Du1RqPpVmsf5HFYcvzi21bMyDm8ctfGt7CibRLe3Hd4WGJUWhp22U0A6l+vMo2m22z0xgC0DrTeceOF+MEDfx5UAZne/ZiWXR3dZMNIjw1H/VHyJ4iaoWqSumvXrs34+ejRo5g5cyZuu+02uFwu3HDDDXjmmWdgt9sxevRo5XnNzc04fPgw8zUfffRR/PznP6/oddcyrODZ7Stn4YYFkxWDCqQN2PFArCyGTRIldLRNgttuQiCSRFeBVgtNzrSTc8wfbRiHtlZ1Ky+iK9omlfS34nkOPFe4vZckSgiH4+CSIn7a0YoHt76DN1QnE1kOcCmOAc9zyuLf54soCV2t62p0alW3MmI0CElIgLe7YbC7AQBC8Lh2Urf/CADAYHdCSiUAAKlwPyV1a4xa120hik025QsujfLY8gZ1S7W72Ydo1C1wZ04cg3kXnKb4DM/v/DhnLZGvuc8XxZ0b31Ief2jNJSV/b9VOveq2WL1mV9p0LJyMk0Y5YbUY0eQsnNTPl1TNp3U1kigBgojvX31ehl+rx0dotGBtveq21lDfN1qJMJfdhPEtXtgMPH5yw4X49GgYv3qhG7GE0FCalWkU7cqHpLL/vvd2zmGu07KNLZSYype0kJH3d4Igwmjk4XBYwOmYKyq/dzCSbEht5qNRdFsK2Zrt7vHBH4rj5l+8mvG8Pl8UsbiAH/7ytRztnTbWzYybFZNUy/YDxrd4cc2l42EUJYSCMbht+Q9U1CONplutfRDPc/AFYxl+sdVszJtAlX9OCmJem1pOtHxZ2SbXu15lGk23aoqJASQFMb1ny8oJ+ILxQReQ6e1soOWTjPSkx0002v6MqG2qJqmbzamnnooHHnhA+fmb3/wmfvvb32LevHnguBOGQZKkjJ/VXHfddViwYEHGY729vViyZEllLrrGYAXPblv/OtZ2tOYYQ38oMWjDJokS4qEEXt36V/h9UXi8NqxcPBlPv/IBLCYeoWAsx+mQnZwRbktJVRi1SK3qVl5Et+w4iNWLp+acWNXztzKZ8m9s7DYzjvSF0PXwTkVD1y+bho6FU8DxnKYDPNhTi7SwF6ZWdSsjBI4CAAx2Fww2V8ZjzOf75aSuB1JSTur6YRoxrsJXSpSTWtdtIYpt25bP1uULOgCDm5knH6KRAxABfxRGA49vXXE2nvqvE/Z+2dLz4baZdV9zvVKvui1Wr9mVNrdveFNJQOg5wJVvfmQ+rcuIggi/P4pgIA4xIuD9nZ9g5fwJWL893bq2kAb1JDrqiXrVba2hvm+CkSTz8IwoSVg5fwL+sGmvYn//adk0OJsaS7MyjaLdfDZYfdg1m0LrsNqmSqIEXgQgSYiE43AMaKevN5ixv2u//gI0j3WBKzBXVH7vwew/65VG0W0psDSrdWjl0NGQpm8rQV9XmWxYh9R9wQRuvOJsbOvak3EftDS7Cvoj9UQj6lbLvmbbZK3DK8FIMuNni4lHX28Q//3cezj3ghbYnWYkEyl4PDbwZd4fsXzZW5dNh8dpwb2dc+perzKNqFuZYmIAFhOfY+dubJ+CSCrTZhZTQCPbU6Mo4d9WzMSvXuhGd48PADsmUGif12j7M6K2qdqkbnd3Nz766CPMmzcPQDp5azQaMXbsWBw5ckR53pEjRzJm7qpxu91wu91Dcr21SL4KhWxn4cWdH+PWZdOVVgmlGLZwOI7Nj+yCf+B1/b4o/rBpL1bdNAuxQEJzI8fzHDxOK1x2S0M4tLWqW3lz1N3jw+Pb92NF2yR4nGaljUW+v5XSriMpYm1HKzZsfQf9jI3N4mXT8D/Pd2doaPMju7C8sxVOlcNQ7vkztLAXplZ1K5MKph0/3uIAb3MC4CAEjmk+Xwim/xtvc4JPRDMeI2qHWtdtIYpNeGbbuhkTx2BF2yQkkyJ8wRg8DotmUHewdlcSpZygblv7FDhdFvh9Ufh9UTy9cXeOvW9E+1yvui1Wr4PVXD7t5EtgAAN6PRzEpgG/1uO14euLp+DNV/6Gay4dD7fbAlfWAYRs9CaP64V61O1gRn0MF+r7Zue+z7Hs0rPw9Mbdio6XXnc+YqKI3z/+NtPfbiTNytSjdllYTDxuWzEDVrMRwUgSW3YcLNsBFZ7n0OSwMJO3TrdZeQxI663r4Z3Keq+3i8jj2/cX3bGhnmkU3ZYCS7NjRzpyHrtl2XSse2Zvxu+q/YxSZuuy/N3rl02D3WnGxv98jXkfNNK4J9LtCbL94i07DubMf/7BdRdg0x+7AUDRrEEE/vu59zBj9pfw7KbMWNqYce6iK3bz+TqN5stq0ci6LWY/ZhChxHeBtJ3b1rUH89qnZDxP74gnlj29sX0KHtz2V/iCMc2YQL59HmmaqCWqNqkrSRLuvPNOzJw5E3a7HZs2bcIivPrmAAAgAElEQVSCBQswZcoUfPjhh/j4449xyimn4Pe//z0WLlw43JdbU8gGEUgbS6/LioVzz1Tm0FnNfI5Du+SyCTh1kKcEhaSoGG8Zvy8KiMi7kZMpFGAjhhf15qi7x4cNW99R2lgAgC8YY2qH1a7j1mXT4bWb8dgDr2foYtMjuzCvbSIO7OtT3tfviyKRSCkJh0q0zKCFvf5JRYMAAM5iA8cbwFsdSAWPaz8/3A/ObAVnMIG3OgAAQsg3JNdKEHopNuGptnWiKMEfiitzzgu1UzYaSrO7ik8iiDm+wNauPZjXNhGbN+5SHktlbRDJPtcPxepVXuuz/ViLSVtz2UGBUn3bcDiuJHSBtDaf3ZTWq3eEHf+1bR+WXDZBV/tx8m1rk3KM+tDzHuVOGqt95AsnjlMSukBax888uhvXfnsWc8+WKlCxSdQessbkNV+e19jstaGzfSpGuK0FD0lprcNA5v7PJLH3/Net0tYbMLguIkRjUsh25tPsPavnIJFMgec5GHkOTa7MA1pq37aU2brhcDznPtj8yK6C9wHReGT7xb5gDF63BT+56SIIKQmf9gWx/dUP8dULTsPfX3wGYgkBozxWCEkR517QoiR0gROxtOwYayH0+DrkFzQuoiiBA/CTmy6CP5TAloExNFoxACHFzgmM8liVdb6YEU8Rhj3d1rUHt66aBQzCHyBNE7VC1SZ1zzrrLKxcuRJXX301BEHApZdeiq997WsAgLvvvhv/+I//iHg8josvvhiXXXbZMF9t7ZA9f+z7101DLJ7KOO215voZmkGuQRk2joPHa8sw4h6vLe10Mwy7IIjojwaQFJMw8Sa4rU7wXP22U6x18m2O8jmCrHYdax95C/d0tDJ1YXdmbqw8Xhv+diiAdQNJ5NPGupmB4dtXzgSMcRwJh0vSEy3s9Y2c1OXN6UMIvM2VN0mbCvthsHsASQJvcQAch1Sof0iulSD0UkqwU7Z1vmBM6c4B5G+lJIoSIrFkzunxQhWzoijh0NEgDgf60eLxMm2+TTUnyuO1wcDYIJJ9rg+K1avHYcHtK2fheCCWozuXndEuuYxJOEFgByXsTjM+6QvhzX2H8eGhAPt+kUQEYiHyb2ucwbSc10OlksZqH9ltNzF1LIkSc89mMPC0N6sj1Bpb0TYJG7a+k6Hn+7rexj2r5wCchP5oMO/fPXsdZun3JzdcWJzeshJnWgd+yAdoHPSsn3ptJ0s38uEG9e/evHQ6AODNfYeZ2it2tq6W/1DoPiAaD1lf96yeg1hcwKGjIdz31F+UCsSxIx3Y+/5R/GnnJxn+byQch91pLsshgWJ8HfJvGwuWrV29eCp+98oHWHLZBGYMwGjkmXbOajGWNOKJ07CnPABPHr+AtErUC1WX1N2xY4fy7yVLljB70M+aNQvPPvvsUF5W3ZA9fywSFfCfm/9SsYAEcOKkpAAJly+enDGf6fLFk8Eb2MneFAT8659+giOR4xhtH4Hvze7AqZ6TyNhWMazNUaH5tskku10Hx7N14XJblMdlDa3fvj/nddWBYYuZhy95FGv+tI70RDARo0GA48CZ0ocGDHYXUnmTuv0w2N0AJHA8D95iRypMlbpE9aG2y8VUfRXTSskfjuO29a/D67JiRdskpWJyhDt/AjkYjaNfOIqH9z+E5ecsYdr8REJQ/t1+/QXK/D2iPikmOM/zHOxWE25b/7ouP7acSTitoITNYUbXs+8qr599v4iSiE/8h/DTV074I/98UQdOdY+D0WAo6hqI4aXcoz6yKVWvxVSoQRCZOu7rj+bs2a5aNg1B+HHHn+4nX7pOCEbiOOaP4rtXnweP08LUs8SwWXr+7iz9fno0zNSbyWRA+/UX5LRldmQlzqgat7FhrZ8sLQ5mrWf97l0b38Ldqy7CygXQtKnFzNbV8h+07oMUB/T5IqT7BoXnOXAc8MNfvpahsTsefhP3rJ7DtIsOhyU9Q1fjcFYx6PV19N6fRP3Aspf3b3obd6+6SHP8nsNhYa/3TktOW3DZn43FU5oatGvY03yHYUirRD1Bim0wshdlo4HXNJCiKMEXjKHPF4EvGIMoSkW/n3x655/vexnvf+rH0698gNa2s9H+7ZlobTsbT7/yATgTj/brL4DHm66QkwMHD7/7JI5E0u1Pj0SO46evrEMgFhrEpyeGg3yOoChKECUJzQN/e5lmrw08Qxft118Aj8eG5Z2tuOmWr6C17Wys374f3T2+jNcFTgSGm712SHwC9wws2gDpicglFQ2CtzjAcQNthGwupMLalbepUD94m0v5mbfYkYqQnojqRb0eL7/jj/jn+17Gx70BzbVdbneoRquVkihKWNE2CUu/djYAYOPv/4rbN7yJeDJ/ciMhRbFu90M4EjmOLe//HvOXnJVj80861YPONXOxvLMVzWNdRc+BIuobIZU/2KT2ZZOCmBPQLTUJJwcl1Hr9xnXn46kdBxSfhHW/BGIhJYgApP2Re/+8DkfD/pL8bGL4KMZGlkIpSWO9dl72kZs8NuYebMO2v2L99v0ZezZLE3DHS/eTL10niKKEo/4Y1m3Zi5t/8SoOHw8z9SwZEjk2S8/fnaXfX73QjauWTctZ5x1OC5rHurC8s1VzvVfv62Q7Ptg4BVFbsNZPlhYLxR7y6UbrdyVA0R4rUVHMesDyH5j3wepWCEYO//c/9PntRP2ipUshlfZrRw2MOzvqT7dolgB4POkZumqdXdE+Bf5YsigN6dW23vuTqB+0dCl3Y2TZWY7nCq73QKY/+9HnAU0NatrTPIfASatEPVF1lbpEZcmeSROMJJkzaiwmviwtv9Snd7bsOIhvzp+A+ze9Da/LimsuHY8brjwHBhEY3ezE8s5WpAQRBiOPBB/DzkN7Ml7rSOQ4kqJQni+CGDLyzUHyh+PYsPUdrF48NWMGza3LpsNhNSMUSeLihefAbjYgkkhBMHIAz8E50Bp0napNmPp1s0mKSWXRlhmMniRRQjgchyCIMA44E5RoqG3EaAi8zQkM+JwGmwtiNAgpJYAz5C6VqbAflnGnKz9zZhtEcgSJKqbYygW9803lVnVy20Z166WC83SllGKbDx7/EBvffwILl3wNX3C3wGw2FrStZIuJfD4Gqy1YZ/tUPLZtf97Eqx7UQYmUIMJg4OGPJbHn/aPK6665fgbcNjNCwZiiUZEXmf6ILxiFhbNTC9EaotgZ0MWST9ta9IfYdv6e1XPgdVqY9jJDx0YeKU5OlkVx+8a3lPe9s/O8svrSxPDiD8dxp2rEQtcLB5gjFCROKOnvztKvLxiD3WPJ0Jt63c6e86i1xg/FPGui+tC7n9eynXriW/Lvel1WtM89E267CZFEChZTfj+hmPWAZXdZ94EvGMO/6uxEQtQ3xfq6sq5tHosSSwtEknhw21/hC8aK0pBebWffn2eO+CIWnvE1iBEeISFGe7Q6hKXLGRPHwB+KKyOcWHaWG4jn5iM7j5AdL5Y1WMiesiglNkwxB6JaoaRuHVBMO8XsRfnFnR/j5qXTcdfGTKObElGWFnXq0zvdPT48vn0/OtunYrTVjM0bd2W0XFCf0OmPJjDaPiLD2I62j4CJJ8nWGvkcwaP+KN7cdxj9wYTSsjMYScLlMCMQSWRsZIC08yprsJjNk4k3lU1PkiihrzeY0zKEKshqGzEaBG91QM7q8jYngHTy1ugemfFcSUhCjIXAW53KY7zZCjEeHrLrJYhi0Wp1r1X1pbfdoT8cz5m9e/+mt7G2o7VgcsNszLTNB49/iIfefQJ3/N334LQ58/4u2eLaoxh/VS/5fAHWQYb7ut5Gx8LJuH3Dm4NOwmUHJexOS8b94raZcbQvlKHRq5ZNwwUnTck4uDjaPgL+YBIj7eVp20sMDZVuCVtK0jiRZLeoE0Uxx15etWwa7B4LXHZLho5FUWK+r9kI2pvVEdkVNt09Pjy2bT/u/HYrOI5T9ByIB0v6u2vplzXvnAVrjb9q2TQ0j3EhEE1UdJ41UZ3o3c9raU9PfMvjsODHK2chGohjW9ceRXvjrr8Abrt2EF/PelCsD1TpFv/E8FGsFor1dWVdJwURP9zwRs7rFaMhvb6O+v48c8QXsfSMJdj+xHv4ve9vtEerU1i6XNE2Cbeue5V5uJDjUJL9k/MIK9om4QsnuWE1GzJ+X0+SWE2xsWGKORDVDO3CapxiT6qyFmWXzZyzSB/1Rws6kXqckezTO909PohJEZu70gndk1ua0Dr3DMTjAgL+GNweKzieg9vqxPdmd+T0uXdb8wd5ieojnyMo66O7x4c7VdUAHQsn46RRzrwaLCaYpkdPLD1zQM6JrHA4rizoAOD3RdH18E4s72wtypkgqotUNJTRTtmgJHX7c5K6qYgfAAaSwGl4sw1C4NgQXClBFI+61X0xVV965pvma71UKHDrsbrwL7M7lPb4o+0j8C+zO+CxupTr1vIzZFvsdFkwr20ibHYTAv4onG4zHE6yxdVGpSqr8vkCWto8pdmFh9ZcAouJR0pMt6srR0Iu+34JBWMZ/oLTZUEoEMPyCddgXstXsenAb9Af8+OGqcvx7B97seobY0t+b2J4KGYGdCFY9q7YpDHPc0w7b5CAJ7J8182P7MLFC8+Bx2PNuA/le+pn35kDMSlCEiWYTQbYzCbam9URWpW0JqMBI9wnNF3qHkpLR3otLGu/tfmRXbimYyZSHEfJrgZEb3xIrb14Mt1y2WwyQJKkgrrheQ4eqwnPrH+r6L0+B8A08P/Ggf+XKcUHKqVbA1H9lKKFUnxd+Xnl0FC2ryO3MU8KIiwmHgYRQMqIH1/0fTz87pP46ilzsP2J9yheVuewdKl1iDwWF5S50KXYv+4eHzZsfQf3ds5RDjOUeqCy2FwDxRyIaoaSujVOse0UAXYAIvtntREd3+LFwrlnwuM0gwOUnvh6nBHW6Z1TRjmUhO7c+Wfh2U17ck688DyPUz0nYe3ffR9JUYCJN8JtddLg8mGm1CobraAXSx+rF0/F49v3o/3SLxd0QvUG03guv55YzvWPV86CUZByTmTZHCbFQZXx+6JIUSChpklFgzB6xyg/y1W4rLm6qVD6Md5yYrYHZ7ZCjEcqfJUEURr5Wt2zqr6KsfWDCRjwHI8WDdtcKOghCCKcLkuOH3HVsmmw56mmIIYOtY44AE88t78ilVVavoBmC8aBE96Vbt8pCKLiL7B83m8vXYnjyQi2/rEHS+ZNKFvbXqL2yGfvZG3rscsWE5/TQrezfSogSkzf1W42MO9DDkAskMjxgU8ZM472ZnWCVuVXkzPTDpWyh5K1q6UjPdUtavsp4/dF4QvE4WmyUrKrAcmnxWz76LKZcTwQz9DlrcumY8bEMXhz32HlNVm6EVJs7eXb6xeq5ColZlfpFv/E8FCKFvKt//n2YZXQkNrme11W3HjF2RlV7dcsuxp2hxG/9/0t83NTvKwuyd6D+YIxph4PHQ2Vxf65bOYcn+PWZdPhcabvCT3x6UJ+TTYUcyCqGUrq1jiVassiG9EnntuPK2efjt+98gG+esFpAIDUwGlHPc4I6/SOSUoPMG+de4ZiFIHcE1w8x6PJ5h7U5yDKh95ThcUkA2R93LXqIvQdjyAYSeLx7elZd10vHMAty6Yr854G64Tm0xPLuT5yLIKXtrybo8+lqy6Ex2vL2Ox5vDYYKJBQ04jRIHiLXflZrsIVQr6c56bCA5W66uebbZASUUhiChxvqPDVEsQJ9NjcpCAyW93LG6Ds1ysm2TXYgIGWbS4U9DAaecy59MwcP2LzI7voJHgVwNLR6sVT0R9MKPNsK11ZVWq7uuxqhFJPgxuNvOIvsHzeZzbuxrWrZmHVN0aUtW0vUXsU0qMeuyyKElIiMHaEHT/61iyEY0mEIgmMcFthMhmYvmsgkmTeh/m60jS5aG9W68h2ze0w4+5VF0EC8tq3YvdQsnZNQMndjdT2U8bjtaE/FId3hI2SXQ0KS4ss+7i2ozVHl2sfeQtrO1rx4aFAXt1oaS/fXr9QJ69iYnZqv2OE24J7Vs+BkCp/i39ieCg2fput7xkTx2BF2yTwHAeTKX2AQcseVmJMhNrmd7RNUhK6wIl9GMXLGhfW3uuWZdOx7pm9Gc/Tswcc4bbgrlUXKd0Wmpzs/dvaR97CirZJ2LD1Hd0HdIvJNVDMgahmKKlb4wy2pYZWsEp2AG5YMBm//M1eXDn79Izqnn+74ULdzkj26R1JlNB+/QWIxwWqeKwh9ARAi0kGZFfw/Pal9zNOzvqCMYzyWCs2q0wNy7m2mw1MfUpI6zf7JK6DAgk1iygkICXj4M0nKm/lmbpCMDepKwxU73KqmZ+8ZeAeiEdgULVxJohKotfmarW6v7dzTs5ratn6u1ddhJEeW44NrtRcyUJBD4fDgpEDnT8yrp/8iKqApaP7N72NFW2TMjRY7sqqbL/21GZX0e3q1K81mGpeh8Oi+As2O7vLBw/AQ8GAhqeQHktJ+t6ybDrOPLUJLnt6nEi273r54sl4bvcnuG3FDKWVonx/aFVJkm2tfcrdCj+fdjmgZB05HBZctWwaNj+yK0OzT7/yAb79Ba9uv6MSs9yJ6oJlH48HYpqjQQrpRr12q/f6KQ7o80WYv1fIZuqN2VVqVAVRPRQbv1Xre3yLF1fOPl2ZWSrrQ8vXBYobE6H3oLB87W4N35biZY0LKy7Ac+nYrpp8mtfyaQ08NNs7u+ymsnaBUkMxB6KaoaRujTOYCplCTiPPc5AAfPWC05SELpA2moeOhkpOJnM8h+axLgT8saJPcEmilDPjlNodDA16AqDFVL5ka+/mpdMBAG/uO3yivYa9MhvvbB1ZTLnOdSSRYurTaOThGevC8s5WpAQRBtJhzSNGQwCyKm+NZnBGM0RW++WBxwyWEzN1uYGEsBgLU1KXGDL02txifAUtW3+kP4pQNMkMLJVzrqRMoaAHx3MwW4zweG1wuixonXsGbHYTEgkBRhOdBB9utHTkcZoBoCKVVcUEQ/UE1UppkadG9neXd7ZCEMS8Pi/5t41NIT2WkvS985G3cG/nHEX7zWNdWL66FbG4gE+PhvHc7k/wf6adqrRqnjlxDG5smwQDx4HjOHx5YjMO7OtT3o+qbOqDwdq1bPJp1wiUXK3F8Ryax7hwTcdM+AJx9IfiePqVD7D0axNhkoDAwCz0Jo9N01ZSgqwxYNlHfyihqctCOlev3SlBhMHAwx9L4v/+x8uaOsqu7j25pQlzLj0ToighFIzBnaeaMuO6y3x/EtVHsfFbtb4Xzj0zJy5bLn0Ue1C4zxdFIJLUHS+z28zk5zYIrBnMxWhey6ftWDgZpzS7mLY9GEkqzy13Fyh1zEEeI9k69wzYnWYAHCRRIi0TwwYldWucwVTI6HEaTUYeHqc5x1EebGtcjufg9liLOsFVaFYJUVn0BED1tpNhae+ujW/h7lUXYeWCzBZg5T5hraWjH6+chX9d/7qi59Ej7Zr65HiO2mzUEXJSlzNlzRGzOiCE2EldzmwFZzACUlrbcpWvGA0B3gpfMEEMoNfmqn0FUZQgihIkKW2Ls22qlq33hxL49yd2D1lgSU/Qw+G04JqVMxAMxLBVNc+p/foLaMbNMKOlo9FNNjy05pKyrOfZ/gHPQXcwVI++yjHiRPYX5C41LJ+C/FuikB4Hm/QFBrTotsIuSjBYjWgf68LND/xZqf5ZNPt0/GrdGydmhS2dBgA4sK+PqmzqiHKPbsqnXVaFeDE6Mhh5eL128GYD3E1W3PTFcxELJPDQ/a8WtJWiKOGYP4poXMCKtknYsuMgunt8lCCrQ1j28cWdH+PWZdOxVkesSivWIO/1fcGYEiMA2L6FurrX6bLgq1ecleOXtuSpppSp1Gg1onooNn6r1rdcjaimGH3ki6uVclC4a8dB3Ng+JWOmLiteRn5uY1Os5rPt4PgWLxbOPRPjRjpwxBfFj1bOxI/Wv6HY9tWLp+Lx7fsBVKYLFJCOObRffwH++7n3MGP2lzJm65KWieGEkrp1QCkVMqIoIZ5IFXQKPA4L4olUjqNcjta4EgDByOHihefAbjYgkkhBMKarg9Wvoq5eKHUuDzF49ARA9baT0dqwCKIEq9mQkdAt9wlrzZk3q1txb+ccSKIEXgQgSTBaeaz4TiuEJFXk1jNiIq0FzmTOeJy3OpGK+HOenwr7YbB7kLZiA881p21QKhaq3IUSRBbFtPDieQ4eh6WgTWXZenmzVI7AUkoQEQzGIaZE8AYeLpeFWbWjZwPI8RwsViN+tX4P+QZVhpbPwGrhXQparbm8LmvG/aClWT36KnXEiVbQrDlP1QL5t40NB2C004J7OlrB8Rx4E5/RrWawSV+WJo/6o8rz2+eeiT9s2ps5K2zjLrR/azrOu/hLmns0ovaoxOimlmYX/n3V7Ix1PaNCfBDdjdRxjlAwpstWas10f3z7fnT3+ChBVmew7OOSyyZotqRVa9hi4nE8EM/rF+s9NNM81oUV32lFMini0QdeZ+q0UMxusPcnURsUE79V6zsYSZasj0JxtVIOCsv30PLVrUilcm08xXEJmWI0r7aD41u8+Ob8CRmjIG9dNh0/+84cxJMiRFHChq3voLvHx4xPZ9t7gwgIqeKrxWUbf/mCSdj4wGukZaJqoKRuAyIv6Mf80YJOAc9zGOWxMU86slrjFlNV6Q/HM049yu+vPg2mPtX191efS33shxE9AVC97WS0NiwfHQpkDLgvZwsiWZtSPMXWUUpEk8dGpwgbEDEeAQDwBlPG47zNATHMSur2w2B3AdKJpC4nJ3WjwQpeKUFkUmwLLz02Vbb1d6+6CEf6o/CHEkogdLCBpZQg4nBvAE9v3K3Y2EVLz8eYsW7NxK56ZjvLvxBSNPuxGqnUrGWZfK25bt/wpvI8rZl1ai2N0kg0lzLipFDQjFW1QP5tY6NVweK2n9BZofspn1a1NOlxWhRfXGsunj8Uxz/94lUAuXs0ojYp9+imH6+cBaMgae6dWN2NSu3CpHfWc76Z7hu2vkMJsjojn33MtlfZGr5txQys27K3YOc6vYm0UCCBeFwoeU33OCy4feUs9B4Lw2o2IpYQMHako6yjKojaIrvbkt4K9GwK7QGzE2kL556ZHpkiQWmZrL6mQr4A+blEqaj9FFbL8bUD40WavXaIooRVi87FygW5/oTa3ntdVtx4xdk5VeXFxHk5noMEibRMVBWU1G1A5AXd67Ji9eKpGadeWE6B0cjjC+M8BQNzxVZV6jkNpq6qjEaS+PLEZpx7QQtsdhOikST+srOH5jsNIYUcOL1B3EKVYLKDWa4WRGptdrRN0pzvlF3F63RZEPBHYbYYYDIbqFK3ThETsfQ/sip1DVYnkkc+zXl+KuyH0TM647ET7ZcpqUsMHYNtZwRon8Ie6bEhFE3i35/YXdKYBRbBYFxJ6ALpTdDTG3fjulUXoslr0/y9fP6FycTj6hUXwGw2IhpJ4tUd7yMUjJNvUAVUYtayjJaWTxrlVIJSWie29fqqpSSm9R5Gi0TiCPij+Purz4XdYab5pQ2MZgeZrFP/+e6nfFr1BWNMTf7sO3MUXzyZYs98DgzMKJN/LymINP+5xinn6CavywqjBMTjAua1TcSrO97HZz39eatWBtOFKXtuKcC2lflmupd7ljtRHej1N7I1bDUbC/rFbpsZP+1oRX8gDl8ojud3fox/uGxCjo5kWz6vbWLJs6SBtH7lRLN8fxCNjVrfXldp3RIL7QE9DgtuXTYdTz7/Hq6cfXpOZeQXxnl0vY/sIyQTKQT8UThdFkQ1Zu+Sn0uwkP2Ue1bPQTwh5NVtPtuvtvcdbZOUhC5QXIWt2u/lwNGejagqKKnbgMgLep8vise378eKtklw2U1oHmHXrFbQ4yizNnrH/FHYLEZYVC11ZfScelSfyO3e14s5l3wZTz96osLnqqXTYLdlJmKI4UWPVtQBhVgihY8OBZRKMODEQp1PI8VWhcva7NpxECsXT1bazKlnf/j9UUVvJ7c0Ye78s2heQgMgye2XjbkzdcVYGJKYAscblMdTYT/MY7+U+VylUpfaLxNDS6ntjGTytWsud6WlqFFVK4r5D+po+RcuuwnJcBLbt7yr2Om29ilwua00+7HO0dKy1WLMq9liO4Bo3V9aPoiegxOSKCHgj2fodtF15wOg+aWNiN7qw0JoaZWlSa/LinhShMNqwt2rLoLJyOOKrLl4V7RPwYPb/qr8TrPXBouJp442dUCpB27UWhrf4sXK+RPQ9V9vKVr4+uIp2LH9PXzW06+pX/XhcjkGccwfxQi3BR5n/mtSzy3NN6M330z3co0AIGqTbHtYqJ2tJEo42hfK0Nz1y6ahudmVoyPZlr+64318ffGUnBiCrNNyzDUlGpdS7bfRkH8PyPMcPE4Lrp0/EbdvyJwhLVdGFlOdq14X9u7+NO89QTQOemO4PM9hhNuK44FYyS3H1fZeqyNNIV+bpemrlk4DQHs2ojqg4wQNiLzRAYDuHh/u3PgW/t9T/wuTkR/UJid7o/fN+ROwbstefOvOP+Gf73sZH/cGIIoSJFFCKBgDlxTx045WzJw4BgCYFRXyiVwAGD9xrJLQBU7Me4pEEyVfMzF8yA6p1WxQ5iDIyAu1XNEr61Vp8yUBx4+F8fGnfvz0sV0Z+mKh1mZ3jw/rt+9Ha9vZuOmWr2B5Z6sSjFLrrXXuGYrjCZw4zRUOxyv5tRDDgNJ+mTFTF5CQCgeUx6SUADEahMHqzHwRgwngDRBj4UpfLkGUDMum5qtake10s9cOr8uq+4R2KBhDvy+CUDAGSWWXecMJG6tck9cGns/vjmr5Fx994sfmR3Zl2OmtXXtgsRopwVDnaGm5yWnJq9lSOoBkazoliPi4N4B/vu9lLL/jjxk+iNrHlskOPoTD8RzdPv3obvzdFRPwj1l+CVH/qH1PmXKe+s/W5PgWL669YgL+6zd70fOZH4H+GIR4Crv/dhStbWej/dsz8XdXTYJo5mYffi8AACAASURBVOELpjuZyPeXQQSzqph848ZArSXWHOZnN+1B69wz8uo3KYjwuqz45vwJ2LD1Hdz8i1exbsteHPXHlH2clh8hz7Rb3tmKzjVzNW2l1vpACV0i2x5u2XEQne1TNf1iVieFzY/sQpQRf5Jt+Wc9/dix/T3Ma5uIpTddiKWrLlR0mhJE+HwRHD8aQc+nfvzi6b9kxDDK1aWMINSIooRILJlX60B63xeKJkrWIOt+eXbTHoyfOBY7tr+H+QvPSfu5q8nPbUTkTh2s/ZMWTc7iYhdq1PY+MFAtrqaQr50+hBvLXQM27sLlCybl9UMIYqigSt0GZDCzdFjI7QiMooR/WzETv3qhm9n7Xm71FQskck47diycAo7nck7qqE/k2ko8XUNUN/n0mF0pZjHxiAUSePj+VxX9rFw8Geu37897ijX7xHZ3jw/rtr6DezvnZLTb0KM3QRARCsao7VwdIbdf5oxZSV1bOnGbCvfD6PKm/x1JJ3h5qyPjuRzHgTNZIMYzNUMQ1USl55xqzYaUNzsulwWLlp6fM1PX5dL2PyRRghkc/uOm2fCF4jDbjLiv6+28cyBTKfIL6p1StVxMtTqgcUJ72TQ8+fx+ZiUNy6f58cpZMElAvy8Co5GHkGRXZvI8jyavnXyKBkNv9WE2etsgZ2uy/dIv43cvf4BFs0/P6Fqz8Lrz8R+/3qscspwxcQzuXnURJEC5vwKqjjYytBdrHNRa0lp/7U5zXv2ajDzaL/1yTpzgzoFKsCaHJa8fwZrRm02lfR2idsm2h75gDCPcVtyzeg6EVK5WiumkoLbln/X04/mt+9Lz0T3W9CxGUULf4aByqMvjtWHR4sl48rn9uOmqc2GQkBFPk22x3qo0gtDCH47jtvWvZ3RIiCUEjHBn2kWPw4JUSsS/rZgJu9mAQCSJrh0H4QvGdGlQ636x2U0IBeMwGg14fus+fOWys+BwUmVjo1FKJ4LBrOeyvX/yuf2w24xYdN35GV0/8/kq8v5Pa0Y6IMHjtRf3BRBEBaCkbgPCMowum1l3K1s1rGDXje1TAIuBecJLTIrM047LO1vhcFiYwQn5RK4gsOc9Uf/66kVPe41CC7W6xUwomHtS6g+b9qK97WzcvvGtnBOEcsBLrgp/cOs7eGPfYc2DDHr0JokSHrrvVWaggahNxEQUMJjSLZalExqSq3FT4X7lsVTYDwDgLblOHG+yKFW/BFGtVHLOqdZsyGtXzQIGbPuYsW5ct+pCiKIInufhclk013GWj/GN686H12WF12WF22Ehv6CBKVbLoiiB54Bblk3HnY+8petgo1aVzry2s/HGvsPK8+QqBq3DaA+pDqNd2zGTqVuzxUC+RAOi9j1TggiDjgODhQ7QqFFrkgMgJkV864qJ8B+PwOmywO9LJ2q3PLob1yw8Bz/c8AaavTYsuWxCTmWj3pmmRH2SoSWNfZKnyQajiYPfH2UeNvA4LDhplFOzEkzvjGktsveeWqOliMakmARBunqM023zCtlydZeOk1ua0Dr3DFiNBnzra+cgEUniyfVvZcTTHtz2V/iCMZoD3WAUM2JML+rxe3dufEt5/KE1l2Q8jwMgRJJ4STUe5Mb2KbC5Lbo0qOUjuDxWzGubqLTnP3woqNumE8NPuTRZaieCUmMXPM+hpdmF6+dNwOZHdsHpsmD+wnMwcpQTZosBDucJ+5x9UJLjUJYZ6QRRaSip26CoDaPcBiG7UvK0se4cY51t0E1SbhuubV17cO2qWcxKCEmUmCddCgUnnC4rJFEq6SQ7MTwIgoij/iiOB2LwhxJ4cefHWHLZBKau9C7UWqf/3HZTzilWlqbyVYXL5NPb4mXT8PzWfSUHGojqRIxHBmbiZrZ+4W3palwhpE7qpv/NWTLbtwDpSl9poOqXIIaDSgQCikHLRh85HsFPnvpfxbdo8ubePyxYwd1nHt2Nby05F5wg4n+276cZTYRCPv2rfV2vy4qOhZNx0ignrBYjmpza94mWppuyKgyy55LlO4z2/NZ9WLxsGjapqnXa2qcgHhPgcEqU2K0Bym1r9VQfqik28cXzHNw2Mw73BjI6JahnoPp9UbQ0O/HQmks0P1OpVcVE/SDbt3Aohrb2KdiqmsP89/9wLpJJARsfeIu5n5fvm3wdEwYzY7qYmAbRuOiJO8haevK5/Vi0eHJGVwPZ5mmtA1q2XNb2yS1NmDv/rAzfta19SsYhm21de3Cr6kAk6bcxqJQNK9SlRtYyBBGbHs4cD7Ktaw+Wr27V9f4sH6GtfQqikQRe3fE+PuvpV16XOnzUBoPJFWTbrmK7JZWDaDShHKbx+6J4asNOeLw2LO9szUjosroyOV2WgjPSCWK4oaQuobsNAsug/+SGC5kbLw5gttQ1mwzMky6ixowmdXCilJPsxPAgihJ6DgewVlUJs3rxVDzx3H6sWnRujq70Bsa0Tv9FEqmcU6xa1TV6E7AsvYmihAP7+jKeR05p7SMlYumkrpSV1JUrdUPHlcfkSl2DJbP9MoB0++UEtV8mhodSAwHlTE5o2ehAJKmrxVI2WsHdZo8Nj/3idfh9UYSDCcxrmwi70wxPk01pc0c0FoX0r/Z1+3xR3L7hTTR7bbi3c05evWtpusllUQIT+ap9WRo+sK8P8xdOwvyF58BsNiIaSeLFbe8hFIzTIbEaYDgTR7K9luKpohNfwWBcSejKz3920x7Ma5uIzRt3pavFzQaMyKM/2ovVN8X4A8mkiBe3peeG2uwmRCNJiKKEJwaqDYHM/bzdYck4WNPZPlUZpaC2oZFwvOSqmFJaOxKEjFr/HKBq0ZxAe9vZaHJaMKrJBo/HCgkoeh2Q/YnWuWcoCQIgfZ9s7Tphi+XHeAAe0m1DUSkblm/cmdqn+f7V5+Uda1NojeB4Dk63menfqvVNlY61w2ByBdk2sRxjIIuNW+g5KKYVN56/8Bw8tWGnMiOdYg1ENUJJ3TpGr8FLJvW1QWAZ9E+PhpkbL6ORZ7a24QDmCW9JYlfwZgcnij3JTgwP/nBcSegCaa3cv+ltrGiblKGrYgNjrNN/Vy2bBrvHApc9U9+DOektk623UDBG7TfqEDEeBWfKtSuc0QwYTEiFfMpjJyp12e2XJUrqEsNEvk2Xx2Fh+gPlTk6wbPTlA3PP5Wsq1GJJjVZCDSqf4bOefiVI0LlmLm2yapxSDxkUCjqU2vKLpekr2qfgyT9166r21dJwShDx1IadOc+nQ2LVz3AljtT2uqNtUtH+qJjSnnVXTOUB7cXqk2L9AaORRygYV9ZfAFh6E/uwd0oQcw7WPLZtPzoWTsbJzS4YByoneZ4bVDV4qXaeILL1/5ObLlK01N3jw+0DLWsfWnMJOJ5DfzDGXAfuWnVRwU4HWjMabXaT8jPFFxoHtd8rilJFbFi+tuM+lZYDkaSmb6F3jUgm2f6t3WlWXo8qHWsHveuqHt84W4fcwGP+cFzXfq+UuIWesSFaceORo5zweG3MGekEUS1QUrdOKcbgcRyYbRCyTRXLoL+85zNctWya0tJAvUhzGq1tWCe8w4M4lUtUH1qLv8dphtFw4m9abGCsmAqBSsz9stvMOS0TySmtfcSE3H45E47jYLA6lOpcAEhF/OCMJnAmc8b8XSBdqZuKBCp+vQTBIt+mS8sfKHdyQm2jE4kUevpCWL99P7p70gcjim2xpBXcNWl0/SCfobYZzCGDQkGHUlt+sTT94La/orvHhz/u/KRgtW+xGgY4SCK1YK5mhitxpLbXXTsOYiWjJajdZkYoGFNmgql9ZN7A9ovdTVZcvPAcCEYO6QmSRCNSrD/Asm0uN3vOvWzX1PdNd48Pt294E3d9uxX/TzWegR9ENfhwtHYk6oNs/ftDibxa0loH+o5HFD23NLsQjSYy7HHzWBcCfvYh8URCUP5N8YXGINvvvW3FjIrZMK2242ota/kWDocF/ap7ZHyLF+1zz4QYT6X1rEp0acXgPE02dK6ZSx0+agy966pe35gfGINXyn6vlLiFnoNiWpo1WwzUmYaoesru4T755JM5j61fv77cb0MUQMvg+cPxnOfyPIfVi6eieWDGndwqN9ugygYdAMa3eLG240IsbP0SXnq+G/PaJmLpTRfi2o6ZGN3szGvs5BPeHq8dTlfaAZCNrWfg9cmZrW3UWpFp9trgcVgg53RFUUJSEPHdq8/DLUunY3yLF0DhwBhLPyzKrSlJlHCkL4T/KVLvRPUjxmPgTGxd8DanUp0LpNsv83YPM+jJmcwQaaYuUWFEUYIvGEOfLwJfMAZRTLcN17K76hZyQKY/UInkhGyjm7x2eDxW+IIx5VqKbbGkTqh1rpmL5Z2taB7rgt1uxlVLp2XY96uWToPdZi75uomhQUu/QHG+azZa+peDDnLLL7Wvq1ePsqYFnsMPN7yhHFKQr7GQz8LSsMOZ66N8ffEU/OE376CvNwhJlDRfkxheCmmtUqjtdXePD+u370dr29m46ZavYHlnK0Y3O3GkL4SH7nsV99+xAw/d96qiJVGUwJk4LMqym9+47nw8/sdu/HDDG/jX9a/ruteI+qRYf4Bl2zwem6Zdi4cSmDlxTMZrNHttCKrGM8j607vXy4Zl529fOQuSBOaaQxAy2frfsuNgTnxM7TNorQPBSBJelxXReBJ9vcEcewwAbo+VGaM46VRPhp9A8YX6J9vv7XrhADrbT+huxsQxWNvRimRSrJj9UmtZ9i0uXniO4lvIWpTvkfEtXqycPwGvbv0rnvj5a3j0gdcy/FatGJzbU7xNJ4Yfvfsnvb6xKEo45o8iGhewom0Sxrd4de/3SolbaO3D1BpkabatfQriMQEOh4V0S1Q1ZavUfeqppxCLxbBx40bE4yduxmQyia6uLqxcubJcb0XooBiDx/McfvfKB1jRNgmjm6wwm4yIJQSIA0GA7B74Tzy3H1fOPh1iUsQzXenZTPKcUXnouNNlhSRKCIfjzNPi2dCMpvrC47DglmXTcadqpu73r70Az+w4gKvnncWsxlm9eCoe374fvmCsYGCM1Z6RA3L0Vk5NqWctsPRO1C5SIgrO2cT8b7zVgVT4RPVtKtwPg92dM38XoPbLROXJV8moNaeG5zlNf6DUqhY9LXLztfqS0eMnsFp9hsNxvPRCd8Ysv5de6MbXFk0me1zFFKrEHcwhg0JzmgrpUY+m1feLXKXgdVpgLlBdq9WutnmsC0tXXQh/fxSRUAI7tr+Hz3r6cfhQkHyLKqYcM8FKIdted/f4sG7rO7i3cw6cLitCwVjOTLCuh3di+epWHAnFlVmm1yw8B6eMciAlAf/zl09x4cRxuOyCFgQiSSUBXK4560TtoOUPWEy8ZvU3y7bls2s3dszE3w4FcvZ+QGVajFrNPI72x3Db+teHfP41MXSUw2ax7OvvXvkAd6+6CNLAf1e/LmsdWL14Kv5n9yf45vwJSMRS2PxE5tzc/37uPVy+YBIkSHC6zVi+uhWpFMW9Gplsv7e7x4fHtu3HXasugoHn4A/Fceu6V4u2X8XcE9la9gXTlbdNXnvG78j3SPvcM5VKXuCEr7HiO62QpHQrW9J3/aBnPw+wbeKty6bDpTpwnS8G3N3jK+gDDKbrUr49VfYs6FRKhAQgHE7AaDJQy2WiqilbUtdoNOLAgQOIxWI4cOCA8rjBYMAPfvCDcr0NoUH2wm006Dd4HocFSy6boCRr73p0J9NxkA36DQsm4wcP/Bnfv/o8zbk5kiihrzeY0+Yg36lDmtFUP/A8h1EeKzoWTobVbEQwksT637wDXzCGa6/gmdU49296Gx0LJ8PrtoLnkHGgQA3LGfjxylkwChJTb+XSVDlm9BLViZiIgmfM1AUA3upE8tgh5edUqB8GRxOA3KQuZ7RAEhKQxBQ43lCpyyUamEJth1ibLn84rukP6E1OqH0Mi4nH8UBcV8skrVZfAEryE2QEQcSBfX3KARuZ1AKyx9WKfDI7n34H0zpTT9BBS4962z7L98uTz+3Hotmn57SnK7ayhuM5SJCw8eevZTxOvkV1wQqO6glwlZtC9lrLT00kUxmzTH+44Q00e234pyXnYeoXR2bo+ORl0/B5XMC/UhKs4WDp68crZyEWSBS9n9eyawaew72dcxBPpPBpX1AJ5AInOoto7f/0Itv59GzKCNYOHDAGhm7+NTF0FDO2IV+ii6X/JZdNwEiPjalHtc+h1vPCuWfi/k1v58TJTm5pwozZX8LGB14blN9A1D5qHXLIHYOnLnAoxX4VO8qk2KSdGE/l+BpOlwUBfzxnJB/pu/bRe0CA5zmc2uzC2o5WHA/E4A8l8OTz72HJZRMU7WnFgFe0TcKGre8U3O9V8lClPAv65JYmzJ1/Fp7t2kNaJmqCsiV1Fy1ahEWLFuFPf/oTZs2aBYfDgXg8jlAohJEjR5brbQgGrIX79pWzdBu87GRttuPws+/MgWHg1JXRyMMwUPUTiCQ1Z9qpqxoB1WlxqjxoGFx2C0Z6bEwNHvVHc6pxvC4rvtTsgj+UwIef+DF6pB3jRjlznAaWM3DkWAQvbXm3onqrxIxeojoQ49H0jFwGBqsDYiykJGqFwDGYx3yB+Vy5hbOUiIGzOip1uUQDU6iSkZW0yrcB0rORZ817Wrdlb9FBhuyqXEgo2U8ge1xbyBqKxoW8+h3sZj3fIYJ8sPyKJ5/bj1ULpgCQlOo0+X5ZtWAKHh0IzAKD8zlIy9VNvuDoUCeFCtlrLS1xGt0axnrsePwXr2foePMju3DxwnMK7gWp6qb+YOnLJAEP3f9q0bZOS4tGIw/nQMI1GhcyxjOsXjwVv/zN3owA8GDwh+M4HogNy/xrYujQO2OxUKJLb2JLjfoAgaxnl93EjJO1zj0Dz27ak3MvLV11IVWBNRDZOpwxcQxuXjodd218S1e8jGW/svdXKY49diffPk2P/yzfI6yZ0HMuPVNJ6AIU+60Xij0gEIwmlMpymQ8PBRTtacUxPE6zovt8XbxKsdN6kf0WLVtNWiaqlbIldWUSiQQWLFiAF154AYcOHcI//MM/YO3atZg7d26534oYgOXM3rb+dfzsO3N0Gzye5yAN/K4ar8uKSNapq6uWTcPMiWPQteMgOq4+F79/6i85Q8f9/ihVNTY4+Rbd7Gqc8S1e3HjF2Xh83RuKlq5on4Kg3QSPM3PxZDkDdrNhUHrTcwJNnrWQfVqd5j7XNpIkQkrGwBnZSV3e5gQkCalIELzZCjEWAm93s587kBgWEzHwlNQlKkAplYyFNkCFNvLZPobVbCw6SMqqyv3mDTPYVWWJVMFKHbLHtYWsoRVtk/Lqt5KbdS1EUUJSEPHdq89DMJLElh0HAQCLZp+uJG7Vp7TT1yKVzcclLVc3ehMGQwXPc0oHhqQgwh+OK/eIlpZ4E3vdgMTWsd2c2WmEtRekqoX6JNsf6D8eYWpEKGDrCtk12dbfveoiHOmPwh9KKFW76gDwYEgKIvyhRMndH4jaQO/YBj22vNSDYdm+S7PXhq4dB7Fy8WSlE4LdaWbeS/7+KGLRJNnTBiFbh2/uOwwAzDbfevZ8rP3VVcumweuyZvxeny8KUZTgC8YG5V/zPAfPwExo9XuOHOWg2G8dUqwPXMgeW0w8blsxQ+nkuGXHQfiCMYxusmGkJ92to1AXr1LtdCFkvyUeF0jLRE1R9qTugw8+iMceewwA8MUvfhG//vWv8e1vf5uSuhVEy3jGkyKavXbdr8NyHK65dHzOqavNj+zCjR0zsW7rO0iZOFy25FyMcKZP1RhNPERRosoDAoD2optdjXPNpeOxrSvzRNS2rj24dtWsnN9l6TSSSGnqrdDMRr0n0Gjuc30iJdJVAnKVbTa8zQUASAWPQRx4jsHuYT6XG2jhLMYjAKhDBVF+Sq1kHMwGKNvHCEaSRQdJWd07jh0NM+12T18I/rigeQpYtukWqxFLV10Ink/bZ7LH1YusoS07DmL14qm4f9Pbmvqt1GadRfb6P3PiGPzL1eeBh4T+YxE4XZZ00DXrlHY5fVzyLaqbwcx5rgSFfFaWliRAWTe8LiuuuXQ8ThnlgIFn6ziSSGW8J2svSFULjQHHcezqb+S3T3rsmnyg/Ps//7PymDyrXIqnEEJsULbQZOTx4s6Pc9acW5dNr/j8a2Lo0HvYsdK2XF21K9vb53Z/gvaVMxAMJ2C2mdj2NpTAb554G8s7W+FwWPLGLIjah6XDN/cdxsoFyInbqvd86rXbJKX3QhzPMfdXmx/ZhWsWnoMfbnhDea0ZE8fAH4or7ZwHM1qBZd8hgWK/dUixdjOfPRZFCccDcaXbV7PXhs72qRjhtipt7kPBWFm6fRaK/7KQdc2qRCctE9VM2ZO6oihi7Nixys/jxo2DKNKphkoymBlkaljB4lMGTl2d3NKE1rlnwGY3IRpJwmTkccOCyVj/m71YNPt0PPnLNzNOh40Z46LKA0KT7BOtxhS7WkASc+eWsnQ6eqSdXZ3AA72fB/JWFxRzAo3mPtcfYjz9d+eNJuZ/Nzq9AICk77BSfWuwsatwOaVSN8r87wQxWIajkjHbx9iy4yA626fivq7MxJzbZkYoGGNuoFizHl9+4SCuWjYtwz5fvngy1m/fD18wxrTBg5nDSwwfsoa6e3x4fPt+rGibBI/TrJzMHq5Zner1f3yLF4tmn46u9Sf82a8vnoId29/DZz39Gae0S6muzRdgIN+ieinXHqsUWJop5LOytMQBOG2sGz/7zpyMitsvT2zGVUunYfPGTB9ZMHLKZ1bvBdVQ1UJjwPHA1xdPUVoRynaR1yH/bC1KopTjI6jvr/EtXqycPwF/2LQX28uwvnscFiy5bAKeeO7EmjPCbcWoYVxziPKj97DjUNnybD/95oHRZuNbvBmVu2ofQ455sPzb0c1ORKIJSvTWCcXoUNZS9tqtto2s/ZXfF8UpoxwZ6/iKtkkZbXG1xozo1RbLvlPst/4o1m7ms8cs//W+rrdxz+o5yposCCKcLgvmtU1U8g6v7ni/KH9zMLECjufgZlSik5aJaqbsSd0RI0b8f/bOPDCq8tz/33NmzmyZJROSoCzBBWQTIsoqivfSVhStKRchcSkSpVQaC7b2alWqxati1dqrV6uXHwgqakC9Fi2otMWqRQFxAzEE3AiCEJbJZCazzzm/P5JzcmbmrDMnYWZ4P3/JMHMmmO/7vM/7PhsaGxtx5ZVXgqIovPrqqygvLzf6awgijBoYLjdL56yRlZhw4RkpB7ra+rGwOC2YNm6Q4JwC3dlhNyya3JnBtXAyYvEkKJqC2UKjIxhFIkmcUkJqNU6wXTojysKYJD8nFdSggO6MQRONaCSBAy1+bJCYtXtd1/wamqayytzNJvuLkJ/wAVi59ssmPqh7/CBMJaWd77U5Jd9Ld1XydlbqEgg9Q29WMgKZPoYvEEGZ24aHFk5BItlpg912C462BmUPUFKVjcFAFG6PFXMaJuHI8RDaQ3Es62q/CEhfAEtlpDc+/WFnV4deCHATskOsoeYWH5av24nF1084oQFdIDUDvW7qkAx/9rU1n2FazUisXbU9JUs7vUrBzNDgWMDvD6f4BPxoB47lEA3GSPvaAsSIM1Y2PqPcpRRTwmRVbUbTFEwsUipu9+xqBQDMbTgfAJdS2Zt+FiRVCycXvGaTCRYUBVxRVw2aohAOxbH1va9x+azRup8npefySqewvqRscC4V4cIM9Fnn9FoSHKF34ffYEhuDBxouEGbjSv2ejbov0wLvp7f6QkJAt27qEDAWM366YCKikQT8x8NC0pjHawfLQtq/XTARz4rGUxHfobDRo0Ne30iwst0y5DrH2KzmlH08Hk+97+ITGaXGjGSjLbnuDABkE34J+Y9eu6mUfC5355pIdvuvDEPjB5cNw7rG7rhDTV01zIx2f1PurkCPL1HitGDOgomgaAoMQ8PhILol5C+GB3Xvuece/PrXv8Y999wDiqIwcuRI/PGPfzT6a05K5OZ+Glm5k35ZzLEcptWMFJxJoNMwrlm5Hdc1nA+v0yqbvc0BOBKMCi1DbrxshNBilzilxYmW2bRSlDhlql6c8g6DVFCD36iDgQhWL9uKn1x1jqQ+j7aF4QvHMOgUt+4MNFIpVlzwlbqUTKUubbGBtjoQ9x0CGwmCMjNd7Zczq8gpEtQlFCFafAy1dklylY0OhxWxjij+8OLHKTZ44si+iAZjeC4tCGYvYSRt+pHjIfzhxY+zbiVG6FmUNJSt32AE4v3f7ZDWlt3BSGZp81UKSsGKltYA7n16KxbUjMLmdV+Q9rUFSK5nrGx9RrlLqesazpf0WSkArb6Q7M/HshwiEnPC9uxqxaUzOHhEbR8pIOMsSKoWTh6kNFtTV42//7UJwUBU1+9eHJSQ8xH49cVFk9hgcEV4byfBEXoPreOT+Pf6O6Jwl1gkZ5f2FIyZxsSRfTHrwjNTKnRnzz0Pn37YIgR0664fB05mxnmgPUp8hyJBjw7F+r7tqnNl71vdHrvsHZrYx/AFIim+g9FJNIB09S65M8sPsj1rZeMDy+27aneuLMshGksKAV2gU5frGj/DDQsna/63ylWva/El5DTrcBB/l5C/GB7UPe200/B///d/8Pv9MJlMcDqlK5oI+lBzXHvq0ELRFCiKSjGMfCtmNsmizGOTzd4Wt1hYUDMqY2YqcUqLCz2Hq3SMninHb+bhUFxSn23BKJ58ficeXjRF07wSMUZkfxHyBzbWGYCVm6kLACZXGeLHv0fSYoPZeyooClIx3e6gbqSjJ35UAuGEoeZjqB2gOAAJM4WLZp4Nh8WEUCyJhLlznp5UFvCCn4zCc3/ekmFn5zacL2nT20Nxxdb5hBOPlIZy8RuMQKy9dhl/wVNmF2bdSfkkssG3X0yC3x+B12WTDRiT9rWFQS5nrGx9RjmbCnTOa3zhzSZMGzcIXqcVHpcVr733FV5952vZNeTviOI7mTnmahW3ZO7zyYWUZtc1foarfz4BB452wOa2510d7wAAIABJREFUaPrdaw1K8OsrCPU5dqRTEoFH6/gko/0MPRr0lFhxY80orE4rjli76iPMbTgfl87o7pDQ0RGVnbmb8u8mvkNBoleHYn3L+acmM615f04/aykV5sih1/6SO7P8IFcbaFScQa3q198Rhc8fldZlUrvNk6te19JdRk6zcxvOB5dFm3ICoTcwvG9SR0cHlixZgoULFyKRSOCuu+5CRwe54M4VOcfV3xE17DtYloMvEEGrLwRfIAK2a56pmek0jEBnQHfq9GF4a90uPL70bbz1l88xe+55wt+Ls7fFLRbIhVbxI6fRQCgqqat0+Ow+j9cBZ9dcsGzhN/PNm77EFbXVKfq8tHY0GjftFdrVieeV3HJlNd555XP8+YF/YsVjm9F6KJAx1zeX7C9C/sFFIwC65+FKwZT1Q+zwN4i17gNTdirASWu4u/0ymalLOHHI7eU9CW9zxYgPUP6OKO5a9gF+t3wLbvnzZvxu+RbctewD+DuiKVnAKxb/CI/cPAWQm7OOzooxKZsOaGtDSsgfesO3BeTXhFh7Z1SVYnb92Ax/1uOxK/okcj6B3xfGO698jvnThyPBcYrrg1C86PEZxToFKEnNmM00qipduH7acGxe9wWef/x9PP/UFlww/BQMrfLKrqF4gsXqjc24tHZ0isZn14/VVHVppI9O6H30+AVymvW1R/C75VsQjWvbY6WCEmLSbSDf0UPqTgHorqBZ8ehmPHbvJqx4VPqcRihexDqOxpKaWtEb6Wfo1SBNUzClFUcA3Qk6Ynsqpf/a+rH49MOWlM8S3yF/0GNX9epQfI/auGlvxt4tto1a9uf0s1afUrsuvzQb+0vuzPKD3jprqZGuwYcXTUkJLMcTLHzBaM7nJTVfQgnZM11bmPgdhLzF8Erde++9F5WVlTh27BisViuCwSDuuusu0oJZA0ptEbKZ+6n3u+UyeMRtEydPHSzM1gXk5zFRNJXSYkEpw4xQ2PC6jUQzD1delw1H/RHcv3Jbr1bhiDW7acNuTJ95Nrx9SnC4LSTMbBS3+6BpCiYOsvNKxNmEuWR/EfIPtZm6AGCpGIjQnm1IxqNgyvrJvo9/Bmm/TDhR9ETlo5aWTXLtlfkDlJoPkzJjPRBBq0xFmdlMw9OVkR6LJdHSGkyZw6vUOp+Qfyjpwqi2zHo63XAum+5qRDmfIByKw+8L4401O/DD2aNwae3olPaLpH3tyYFWnzFdpxNH9kX93PPw0qqPMjTT0RHN8FffWLMDdTUjsGTVNsnzIWOm4QtEsGxDE+pqRsDtYBCKJeHwkIqDYkevXyCn2fZQXPMey7dRFAcl5qvYQLWKM1L1dXKTruO7503QND7JyDu0bDTIF0eo7QFS+nfYLfj3S4bh8MEA8R3yDL12Va8OxfeozS0+LNvQhGtnno2qSicsFlNW1YIp/q7OsQpZaZ/cmeUFctrr3KPlx3b0BEpVv4yZxlsf7sOsNF9Ba/IhTy7dZeQ0y3dMIH4HIR8xPKjb1NSEpUuX4p133oHdbsfDDz+Myy+/3OivKTrUHAO9cz/1otbChjeM8WhS0zwmILXFQuOmvbixrjpjpm66gSZtlQoLsW7n1YzK0GjdxWcJAV1AvjWS0WRs5iYa/kgcj6z9VLLdB6A9m5APXrz95m6cM64KDqcFLrcVDrt8UJCQv/ABWIqR16Ol72nCf1v7nSn7PspkBmgzqdQlnDC0tqPTitZLC7UDlB4fJpFg8e7GvbiitlpIIhMf6viKBnBRDCgvwbUXD8Xqjc3wBSIZdp2Q38jpwmyiDUtO0LMm0ueBaUGc0OB0WTHl4iHw9ilBe1sY/atKcaClDYyJxkvvfIkbF0yEiaaIf3sSoZbwwpOu0y27DgMAGhrOB5WWNCv2V/mROHYHA4fbiqFVXvgCkQzbKj6TLVm1TVhTLjInrOjR6xdIafbS2tF46b2vNO2xvN9wzB/WHZRQssHp5zRe+/FoEkFEiE0tctJ13LhxDxbVjcGjjZ/Inu0Bff6nGlruCtLvshx2i+bgmZT+Sev7/ESvXTWb5P1dKdJb1foCEXg8NpR6HYYE3/QGvrKpupXyj/uUlwAyI84IPYOcDfyuNYAly7f2+ugbOTwlVlx9yfDO8SI1I1DqtMLrtqLUY9etFa3nOS32+oraamzasFv4DKk2J+Qbhgd1aTp1Y0omkxmvETJRcwzUetDLobXSIT2DZ2iVFzOnDkEkmoQPEXhKrHBqnHfDkz5Y3crQuGHhZCST0o6D3GDyylNcZNPPU8S6fWXTXiysHYPH1nQfrvqVO3VlJWZTmSP3mfTN3OG0ClqUerbWbEKKplBR6cS/TRuKNV2VEkSrhQsb62y/TJsZ2feYHG6U/WAOQJtgsrshOVC3C5qxCHN6CYTeRksmuB47m01AjH/+EX9YeL4eH8ZsphEMRLFpw25MqxkJu4NBLJaAu6uiTMpXuKV+LBweK1yO3sk0JhiDnC5MNAxLTshlTWhZK/zF2LybJ6O9LYq1q7anXARsfe9rVJQ58ItZ5/RaJjwhf9B6cSql0y27DuNnMzhUpiXN8v6q02XF1OnDUpJfbqyrhs1tybCt6WeybHxsK0MjyQKJZG7V84TeRW+FmFiziQQLgAJLQ7MN4/0Gr8uWci5UC0qo2VvxOY0fByXWPjmHFTfpOm5u8eHZ9U245+fnw9ceQSSWQJk7c+82m2gsmT8Jdy/7QNcdmhRqdwVyd1kVlc6sArPpa8JFArp5gx67yrIcWJbFkvmTcOhYBxo37oEvEMGiujEQx3TTf98DK12692w96ElkzKbqNsU/9nd3GCH2undJP2tNGNkX9ZefjUA4hjvmjscrm/YKZyxPidWQLknZwPupv5h1Tq98vxZ7DVB449WdONDSJnyOVJsT8g3Dg7rjxo3DQw89hEgkgvfeew/PP/88JkyYoOmzwWAQdXV1eOqppzBgwAC8//77WLp0KaLRKC699FL86le/AtBZDXznnXeio6MDY8eOxZIlS2A2G/5P6VW0tCbUexjX0xZEnMEztMqLn04fnhKck2rFrKVVh5bB6uIMGdJWqbAQ67a5xYfnNjRhXs0onNbPDZvFBI5Diq7qpg6B12mFBVRGhl42bUP1fEZNi3q0HQrHhIAuQLRayHCxMECbANoMpWCt9VS+Qld5hgbFWEmlLuGEoVaRkEu7MN6Gux0MkGAls6yVnq/VhxHb4rWrtgu22NFVUSbVAmztyu24YdFkEmAoMOR826P+sGHtErNdEwMrXdjfGlBcK2L/lQIlBHSBTl2+tuYzzFkwMassc0LxoOXiVE81GW8j2/3hlJE4fl8Y6xs/w5yGSaDQ2cpe3PlIy5lMjHhteF02zLlseEZV3Imu7CCok02lopxmOZbL0JVcgkKrLyycC10OBpVlDpR77LIBXTXfRGkcFDmHFT9SOvYFImg5FMD9q7YBAFYs/pGslh65eQqi8dwCBel3BWeNrMS0mpFIxFkEAxGAg2F3WT0xToVgHFrtqtTv8bfXjUc4Gsez65tw65yxsu/Lp9+32j2ZXLdFiqbAaRxxRugZxGctluXQFozirmXvCzpbWDsGz21oygsN6vVTtSKlTy0txTmWIy3wCXmP4SkGv/nNb+BwOOByufCnP/0JQ4cOxa233qr6uc8++wxXXXUVvv32WwBAJBLBHXfcgT//+c/YsGEDPv/8c7zzzjsAgP/8z//EXXfdhbfeegscx2Ht2rVG/zN6Hd4xEJPuGPBGrtLrELJoWn0h+AIRsBLDuvUMReczeCq9dsycOkQI6KZ/Tpy9u2jxVNywaHJOWVZ8hsyKRzfDfzysu60H4cSSrtvmFh+Wr9sJm8UEr8sGt8OCO+vHY+LIvpg/fTg2r/sCzz/+Pp554v2MIfN69JrLZ+TQo+1sWtAQ8hM2FgZtsYEyyFelGGtnoJhAOAGI93IAGRUJem0mb+OHVnkFG9745y149okPMmy42vPFPozXZcs4ILIsB18ggiP+MGxuC25YKG2Lif0tHuQqs7T4xFrJdk34AhHFtSL2Xx+7dxP8bdI+LH+pRSAooaZTMby/2qfCKak5pGlzxaObJe21GN7+is+V4rUxc+oQIaAL5OZvE3oXPdpSIt3myelKbL+bW3y4f9U2/OnFj8GYad1dQcT64nV/XcP5KO8rrf0E8QOKFikdL6wdg1c27RX+zJhpWS3lGtAFUu8KfnXXD/Bv04bi2Se34LH7OtdDLJowzD818o6DYDxa7arU7/GBZ7YJey7v1+b771vpnkxtbyDnthMPfwanKCpjNN5jaz5B3cVngWW5vNZgtsjpMxFX16XRsQ8CoScwrLx13rx5WL58OV544QU0NDSgoaFB1+fXrl2Lu+++WwgA79ixA4MGDcLAgQMBAD/+8Y/x5ptvYvDgwYhEIjjnnHMAAP/xH/+Bxx57DFdffXXGM9vb29He3p7y2qFDh7L55/U4eloTas2i0dMWRJzBE4kmFT+XzcwxOcQZMuFQPKWt0uSpg+FwWgCJqs5iplh0y7Ic9rcG8MJbu3HD9JFYu3ybYiaU3vZg2X5GCbG2leY7Z9OCptgpJN2KYaNhUBabWgGuZiizRWjpTMh/ClW3cqh19dBrM3kb7/dH8MaaHapZ1tna5PSKsGsvHooB5SWwWc0ZlUDE/haHbpV82WxHjkiR7ZpIJDlFLadneIeCMUldmlV0qeRrFBvFoNueQm9HJoqmYLGYJDVH0zQan96iuSpGzv6aTDS8LhtafWG4HIyh/nahUcjaldKW225BSKfd0VLVAui70+DR6jtQNIUYOLQcDkhqP8lyYFkuLyrb8oFC1m066TpmWQ7L1+1Ec4svRWNynT5aj4fwpxc/zrnyjL8rCAYiGV27jh3tMMw/5VgOC2pGwe1g0B6Ko3HTXjS3+E4Km1sIutW6Z8vZtvJSO5bMnyTYRaPvtHoCuTtgtb1BPDJi8tTBwlgdM1Nc57Z81y3LcohEE5I661fuBMch7zWYDXL6nNtwvvS5jaEzOpKQinJCPmNYUPerr77C66+/jueeew79+vUDx6XekF988cWKn7/vvvtS/tza2oqKigrhz5WVlTh8+HDG6xUVFTh8+LDkM5955hk8/vjjev8pJwQ9h3mtM+6U2oLIVUd4XTb4ENHdpilbxJlbmzd9Kcwfm3DhGSftnJxi0a24ymX2RYNVM6G0tEhM12w2LcW0oDbfWW8b8pOBQtKtGDYWBs3YYFRUlyaVugVFoepWCaXWRXptJm/j26xmTVnWcs8HOtvkqfk1XpcN86cPFwLIUvs/sb/FoVs1X1bKtwA6daR31lI2a8JsohTXSnrlAe/DpvuuSrpU8zWKjWLQrRb0zC0Xo7ftXIlT2hZSNHRVxSjZ3xvrqvHU+i8QCMV77WyYjxS6dsXaytbuaK22ymZklB7fhDHTeOvDfZhVOzpFq1dedx4Ot4cRB2C1mMjMZxS+btMR65hlOTTMOgfzZ0h3+kjXUiAUl70zywap9fDuxr2YXT82Y3ZoSVeyu9Z9gWM5RIMxbF73hfCc+bWj8dJ7X50UNrdQdKtlz5bT46FjHRg8sFTQBAUU7B6rtjeUlFhx7fwJCLRHsK4x1Ud2OIonkTHfdevviOLg0aCkzmxWMyhKWoNmU/5rUAk5fdI0Mnzoa+dPQLA9dtKcywjFgWFB3YULF+Lll1/GsWPH8Oyzz6b8HUVRqkHddFiWBSXqh8lxHCiKkn1diuuuuw4zZsxIee3QoUO45pprdP0svYXWw7zWTC65TFmX3YJ9h9rx/JtN+MG4QfA4LYjGkij3dFYUGFkhoYa44uZASxs2bdiNmrpqPP//lKs6i5li0a1Yp+2iKmye9MzVdN1NGNkX82pGIR5ncbw9glAkjruXfZAx864ntKqWcShuxZFMsDAVeXWNFgpNtzxcLIwkawaXTIIymXJ+HsVYkQy1q7+RkBcUkm6zDRSIyWZ/pxUqwtKrD6Sev6huDB58djt8gYhshQS/XyyoGaVaEUzsb2HpVg41X5amKWHUSDzBoi0YlfQDcp31JLcmvC6b4lpJrxg/0NKGre99jbkN5wPgNOlSa+VbsVAMulWjN2eSydnCjo6ormoxJfu7vvEzXDvzbKze2IxFdWMyZur2xNkwHykm7WZrd/R0ydCboKDHN/GUWHH1JcPxwptNmFYzAqVOK0pdFkQ5Dn/83215OY/yRFFMuk1HTmNSWuJnRgLGVZ5JrYdgIAq3x5phkzlA177Q0RHNmEH6xpoduHHBxJPC5haTbj0lVtxRP15oecvr8Z8f7YfXbRNen3HRGbhj7njcv2pbwe2xansDRVOw2sxYvay456Dnu27jCRaNG/dgYe0YYdRipdeOO+rHo9TZqTOpM3woEkep88QnSWV7DyKnTykfGhyw+rHNRa1TQvFhWFA3FArhmWeewU033WRIhsopp5yCI0eOCH8+cuQIKisrM14/evQoKisrJZ/hdrvhdrtz/lnyDa3ZrHKZsv6OKJ5/swk/vvDMFIN+Z/14nHaqR/jcIzdPQTTe2d7GwuQe7JBqMZdecRMMdM7dO5nnLhSLbsU6bdy0F/PTMqrrrh8Hu92SUnUzsNKFhxdN6dy0g1Hc+eRmoRVc/z4l+PXsc7Dyjd1obvEJmbZ6s8G1oCUb3cg25MVAIeo2EQrjwKa9iB4J45vND8By1cU4d9S4nJ5JMaT9ciFRKLqVChQsmT8JDhuDRFK77VOqoFFqA6u1Olb8/Ggsie9aA3h2fROaW3wAIFshwe8Xbgejaf8/2e1voegWUJ+bq9SdI13zi+rGCO1gjaq4kWtNGg7H4LUx+GPDhWDpTs2J15jUmvj3S4bB7bFpTjA42eaMFZJus0VrNyWjkLKFdrsFs+aeh5dWfSRoc/bcsYh1zfBL3yvU7G9VpRO3zhkLu4XuXA9JFrSJhst14i/5eoti0m62dkfND8illbzW6l5+PymxMZj3k1EIhuNoPR5G49t7cMWUMw3fHwqdYtKtHjxOK+5bMBk0ReGoP4SnX/tC8EONqn6UWg+X1VWjLRTHqeXOFO22ibqXAer7gtwaNdHUSWFzi0m3NE2h3GPDgpmjYbOYEQjF8dyGJtRdfJYQ0B1a5cV5w0/Bixt3Y17NKHicFpS5bSj32LP6fRuRBCxGzbZrOSMmksXv7+a7bhkzDV8gguc2NGFezSi4HAwisQTKPTZBH2Vua4pWn13fBF8gcsL30lzuQaT0WVs/FmyXrsV6bvOFil6nhOLDsKDuc889h6uvvhoHDhww5HnV1dX45ptvsG/fPgwYMAB//etfMXPmTPTv3x9WqxUfffQRzjvvPKxbtw5Tpkwx5DsLBT3ZrFJZjPEEix+MGyQEdIFO5/K+ldtSDPbx9qhhmeZKrZ5SMmRMNBIsd9LPyysGxDptbvHhpfe+wo0LJsJEUQBFgaWBI/4wlq/bia27DqdozN8RxX0rt0m2gptfOxrLNjQJc2X0ZoNrgcxsPDn46smnEDkaxvYRDgzbF0Vs9Qa8OZ/FJWdOyPqZtNkKLk6CugRjSQ8UeF02HG+PZFW1KGUz1dox6qmO5Z/f6gthyfKtKX8nrpAQXzqYTTSWzJ+Eo8dCxPYWEbnMzZUKjj3a+Anm1YzC/au2Ca8ZUXGTTWvSbCrG0y/aGBPxNYoNcQX60CovZk4dApeDEWZA9saFfHs4hpUbd2NazQj0cdvgsDNY/tfPsSXN1+Z/FvHsdCk9WiwmeEusJ1Wr8GIm2zOOks2Tspuz68fC6rRkJMTIoXaek9pPFtaOwStds0a/OdjeI/sDoXCQ0sjtc8ej1GUBAMk7s2wDYBRNwea24KKZZ8NhMaE9FMdT67+QDIDonZdqlvENCr0N6smKy2FFH489RZf9yp2CJmZOHSLcy27d1TlWsNJrzyqQlk23EKU1oMUn1uIPk7u1E4/43HX/qm3dXTwd3fYwGmczzu4ATvheqvUeZGClC4FwLEPLvD4TCRYcy+GtdbuwZ1drhp6JTgmFiGFB3dNPPx3V1dVIJpM499xzhdf59sgff/yxrudZrVY88MAD+OUvf4loNIqLLroIl1xyCQDg4YcfxuLFixEMBjFy5EjMmTPHqH9GQZDNrBoxjJmGx2lRdC7VMs31ZuOqtXpyumyCE/LCm00Zc3JOtnl5xYCUTl12C/a3BjIO5G2BWEr1rVIruDfW7EBdzQg8uW6noXNGxJpmGPqkn9lY7ASa9+Dou//CtrMdKBlWDu9ZpyO27h18+cbb+Kb+dJxeIt0BQg2KsYCLR8FxLCiKOIAEY0i/EJo5dYjQBhPIvRpMbY/OpgJHqRJT7tLhzCoP+srMIyMUHtnMzeV9WblLUJeDEf7cE/PG9LQmVaoYT18zdrsFLWn+zz3zJxFfo8jg7Z7XZcNPpw9P6YhkdDtYObscT7DYsuswtuw6jDvmjsfy5z5U3Ct4fz3gtsra35OtVXgxk8tcejmbJ6WPtSu3Y3LXec0I7QdCUfj9Edx21bloD8XRuGkvHlvTnejTG/sDIb+R8jmWrtqGBxouwC9mUqBZAByHUFd1lt62yOlE4yx+t3xLxuvpARA9M6MBgKKBmrrqlPmjNXXVIMfKwkTqTozjuueXuhyMrqC/Enq7hSgFgSkA7f6Ipr1frYNSLvsOwRi0xBD02qreQss9yPNvNuHqacNw30rpMQxOlw3BQAQrHpVvr0x0SihEDAvqPvHEEzh06BB+9rOfYdmyZVk/Z9OmTcJ/T5o0Ca+99lrGe4YNG4aXX3456+8oBnKpTvSUWBGNJRUNtlJGodYqBjFqrZ44lkO7PwI2msS0cYPw5kf7MblrTk55qR0eHe3sCPlDuk59Eu2H0g/kvJOh1Aqu1Gk1dM6IlKavnT8BNyycjGSyO+MQAIKBSFatxQj5xXevrkPMQmP/YBtuiFoRrnCBHjIQo77cj8Yv3sZvx86WndeuBMV0taGLRUFZ7Ub/2ISTlPRDlpEXAIDyHp3Nng8odxVRunQ45VS3bCVQtq0dCScGLXNz5XxZuYuFSCwh/HdPzBvT0ppUTYtyVWsvvNWUovm7ln2AR26eclLPhy42eLt3zB/O6IhkZDvYdI2dNbIS02pGgqIoWCgKE0f2xZZdhzXvFTRNweO0we3InAdJ0dRJ1yq8mOmJufRy+nB36U9O+1r3dY7lEPJH8c4rn2d0buIDub2xPxDyGzmfw0RTiHfEM/xYm9uS4Yu+8GYTGmZUA+BUfU2tARA9XfYAIB5n8Y/1uzGtZiTsDgbhUBz/WL8bV845V/L9hPwn3d9lWU7QRCAUNyyQprcqXO489sjNUxBpjyEaTWje+5XseU/sOwT9qMUQ9Nqq3kLLPcgPxg0SArqAtN+diGf6Kk6XFYkEizZfCGYzjYpKJ9EpoaAwLKhL0zT69euHtWvXoqSkRHid4zjs27fPqK8hGEDnbIfOGbrpmSy8wVZyUmWztRdORpyCZOaPUisDqcuvS0Utdlcs/hExpEWCWuUNrzG1VnDlpXa4RfMfcqUjmKnp1cu24oZFk+HxOgBob8lIyH/i7e04vnUbPj/LiintIVDOvgAA5uwzgD374dyxD7uHfo/h7n66n02ZO1t8sbEwaBLUJRhE+iErEksYmkmrtEdnW6El163B3xFFJJqUvXSQyvYm9rcwySXjW+5iocxtxYrFPzJkTpgUaq23tGhRrmptWs0IbOlqrQd0aj4aZ1HZ5WcQCh/e7tmtZkMTb8SwXYmwvMb6V5ViwoVn4NkntwiarJ97HgDoviyWq7YhLemKC6Pn0svpoz0UByCtfT37ekdHVKggB7o7N10782xB40vmT4LNYsKy238Is6nz4vpkmD9K6EbO56BZSPqxP/3FpJT3Dq3yYtaFZ+KZJ97X5GtqDYDo7bJnNtMIBqJYu2p793cRe1tUiDXBspzivawexN1C+PEPkVgCVkZaO3J3c2ycRePTH2JazUhNe7/WNs2ks0d+o8dWGT27WQkt9yBqnUgBgKKoFD33ryrFDy4bhmee+IDcLxAKFsM9g9dffx3nnnsuhg8fjuHDh2PEiBG45pprjP4aggosy8EXiKDVF4IvEAHLcil/bzbTOO1UDx5eNAUrFv8IDy+aIjlfqdLbGZQQOxdy2biRaAK/efRd3HDv3/CbR9/FvkPtwvfyrQw8Xc9Ta+n1xpodqJs6JC/aPRCMg3c0xVR67cKBnNcY71CcPtCD2fVjM3TjUQnoquk//b0RDVmIcoGNjo6o7v8PhBPL0c0fACyLfWd6MDIYAUebAABUqQs4pQzDv41h/cFPsno2zXQeVthYWOWdBIJ2xIesFYt/hCEDS2X36GxQ2qOzqdDibfBRf+fnyj12eEqs2N8awG8efRffft8uuRfI7ffE/hYmSr6kGuma5/1Uj9OGSq9D9cJejx8gRmktANq0KLdmSp2p/27i4xYnNE3BajFJ2jgAuvSYDt8q8VhbWNDY5KmD8dqaz1I0+dKqj9AwoxpnVZXizvrxOe8VauuCcHIjpY9La0ejcdNeANK2Ts++LmdTB5SX4KyqUjxyc+cF9G2P/wvzl/4dv33iX9jfGsh6nREKEymf44768eBYaf0k4skUO103dUjG2CclX1POT5HyTfgKOS3+C7G3+U22/mU6vCb6eOyK97J68JRYsWT+JMy5bDiWr9uJ2/+8GU++sgPH26OSP6fc3RzHcvD7wti86UtcUVutqkVyTisetNgq3heVu/vXita1pOUepMxtU71boGik6HnKxUOENvcA0S2hMDGsUpdn2bJlWLlyJZ588kncfPPNePvtt3Ho0CGjv4aggNJsBLFRVmq/oJSlw2fjOl1WTJ46GHYHg1gsgWPBqGy7A6WWG0qXX/fMnwSGg9AOgbQ/KGykMlrvrB8Pj9OKhxdNScnwUmsFJ4dW/fP4O6I4FoziqnnjYLGYEQ7F0bzrEEZUnwqW5RAMRLIObBDyk6Mffgi/04RB/c+A+cgCnRCnAAAgAElEQVQhROnuGVym005F2ZbjOLDvKxw/owNllhKFJ2VCMV2VulES1CUYS/qe7XJYNWf9qyG1RzvsFnR0RMGxHK6aNw7vbtyLAy1tAJQrBuRssMdpFV57ZdNeLKwdkzFvUhxoELfx4i8XxBD7m//orU6R+nw2rWr1+gFi0teCmaHBsYDfH4a5ax60mhbTq9b6V5ViysVDUOay4r/mTcTqjc3wBSJ50dKM0DNI+buL6sbgwWe3C797fmadnrbyfKvEBTWjBI3ZZUaVABz6eDov5XLdK0jrRAJPeotNh92CUDgGewmDuQ3ng+M4JDkOT63bieYWn2wigZ5zlVwlsM1qhtNtkxzvY2S7c0JhwPscDy2cgkg0gYNHg3jy5R249uKhkvo54g+n+KJep1W3rynnp+QyMoSiKVRUOjG34XywSRa0iYbLRextPpCLf6mEXn9XTl80TcFhY3D3sg802UO5anMLY4LHa8eBljbs+Og7XD1vPGgTBZOZhtuVORaP3JOdXOid3SyF3rWkdg/islsktey2W4TxeRQo7G06LLS2dzgtunRLRkER8hHDg7qlpaWorq7G8OHDcezYMSxYsADTp083+msICigZWX6WnZaDvZxzUVJixbXzJyDQHhEyWzxeOy6/6hwMrfKiucUnfG9KuwOdLb0qyxwId8Sw4rHNpB1CEcC36HCXWPBAwwXgAE2XS3pbteh1MjiWg5kF/iqa0zTruvPw7t/2YM+u1u6MRKeFtJ4rAth4HO07P8e3gywYQns6X6S7f4f0aaciuWUXBrdEsPnYHvz41DG6nt89U5cEdQk9i9IFQDYtkcS2VqqNVk1dNf6xfjeCgahixYCcDb5vwWThteYWH57b0IR5NaNwWj83bBZTys+Y/v1XzRtH7G+Bkm1gVgk1fed62cCvBal1UFs/FmeNrMSeXa3C+9O1WFJixez6sVi7cjucLit+cNmwFH/5lvqxcHiscDl6rlUZ4cQiTmiIxpL4rjWAZ9c3CWck8cw6PW3l+VaJjZv2Yn7taLyxZgfCobikfeRYDhzL6V6DcuuLtE4kSM4LnzsW72xsTjkzlVc68YtZ5+BnM+R9ED0tvfnKxfS1UtLV/UCuhWgkloQvEOnRtpCE/IKmKVAU8Lv/fV/QxOqNzbixrhrrRfswP+oLAObVjILLwaCs1Kbb15SylxSQ08gQjuVwpDVIRo7kIUYEs9LRe2ZTa3WcSGqfqyuXfEkBqLt+HN5+czdGnzcALyzfpqhFMqLh5ELr7GYlbee6lqR823Qtu+0WHE2zpWKfRc/9AhkFRchXDLeyZrMZfr8fgwYNwo4dOwAAyWTS6K8hKCA7G0GmTUIiwepqIULRFKw2c0argr+++Cnqpg4R3qe1rZxcixmakp5/QtohFB5i7c29ZyN++8S/0BGO98ghW83JSG/zQbPAX1/8NLVt3TMf4ZxxVcKfG5/+EBQN0gqpCAg07wFicRzuX4L+bFerZLo7v4ly2ED1LcOI7xJ4/0iz7ufTXTN1k9GQMT8wgaATI1oiSbXRWtf4GWbOORc3LJqsKeggptUXBk1TKW2Rmlt8WL5uJ2wWU0Z7p/Tvf3fjXtTUqbf/IhQ/WvQt1uDQKi/umDsev7rqXMQTbM7rYM3K7cKMMUBaixRNweGx4qKZZ+OKq8/J8JfXrtwOEwcSZChy+AsnmqawZPlWIaALpM6sUzvniP1WCp3nq+YWH5ZtaMLkmhEoKbNnjCq5orYab63bpfvMZFRLPUJhobUFouS88FXbM85M4XBMtX2jnhaz4krxRYunZvghci1Evz3YTjR8EpLuhza3+PDU+i8wp2ESFi2eiusazsdL732F5hYfmlt8uH/VNvzpxY9BM7SsJqXWiJy97Ajm1oqWtLLNX7QGs7Sid89lWQ5+f0RRH3L2UO5eVqrdLm9zL50xKmO8g5QWScvwkwstGlPTdq5rScomp2s5HI5J+iyXzhiFRYunot9Aj2bdErtMyFcMr9SdPXs2fv7zn+Opp57CT37yE/ztb3/DmWeeafTXEBTgjazYSFZ67WBZLiMb5vk3m3D1tGG4b+U2XS1EEknleWF6ZjbxTsO8mycjHu9ss8gwJtLGo4joiaxGOeT0z3S1TUxv8/HgjZMldWZ3dLfkdbqsiMdZWG1mzG04HzTdqVvScqPw8H3yKVgKcJ5+OsDGAECYqctDV/WF58MmtB9txeFoAH2tLs3PFyp1SVCXcIIwwt7K7b8UoFqpJWeDrQwt2RZJyk9gWU5ojRQOxbF505f4x/rduPrnE+APxuB1W1HqsRP7exKiRd+8Br0uG346fXhGm2+tbfJk1wFFqbZFdDms8HhsaA/GiC97kiNnE5Xaygst3uKs0Mp2y67DmDCyL26fOx5LV21Dc4sPT67b2WVHLSk2c9OG3TjQ0obkDH06601/nZAf6GmBKGcT+TNT/6pSTJ46GPFoEkFEFM9Jelt6K1WKS7UQXVg7Bs9taCIaPgmRsrm+QAQ0Q8PEAYk4ixtrRgEAtuw6LGje5bBKjn3iAMk1Uua2StrLhxZI3y1o3ffJHVj+onTPlA169lzeVrPRpKI+5Foq6x33QdEUKBoZ57EDLW0ZWiQjGk4utGhMTdu5rCWtfoucLQU4eLwOAICjy+ZzLAeWBTiu0/9O1y+xy4R8xfCg7pVXXonp06fD4XBgzZo12LlzJy644AKjv+akIJv2iYC8keU4ZGTD/GDcICGgC2g/vMu12CgvtWPF4h9lNbMpmNaCbM6CiaSNR5Egl4kVjSWFrCqjUHIypJyL/UeCkjoLh+IAOi8ofnDZMDzzxAek1UYRcOTjj/B9OYOBrr6gAnxQN3UrpPpXAB82YeChGLb7vsZlp1Rrfn73TF0S1CWcGIzIIs+ljZbc7PREkkOZ24qHFk5BIinv13Ash1AwhrfW7RJs7hW11dj63tfYdyiAJau2odJrJxe0BUi2fq0YLfrmNXjMHxYCuvz79Fzuy60DjuPwzJ+VfQK+pV27P0J82QInV92qzazL0IaJzmjxNqt2NHyBGLbuOgwAGWNMQh1RwWamPEunzoyuQiLkP3qCCnI2MRyKo39VKaZOHyZUdWk5LxnV0lvcQjQSS+Lbg+14bkOT7EgoQn7TEzb3nvmTMtrdX18/FgtmVoOiqZTvSNdkm8zM5qUNF0jaS4qmctr3SSvb/CWbgKmSnvXsubytXlAzSlEfci2V9frbSucxKS2SEQ2FjR67q0VjatrOJflAq9+ixZbyhTpqrZWJXSbkK4YHdQHA4ejMeujbty/69u3bE19R9OgdHC5Gzsj6O6IZ2TAepyWrw7vcbBuPx5ZxcNMyUFyqncFb63ahtn4s1qzcnjo/h7TxKDjkMrG+aw0gHE1orprRgpKTIeVcrN7YjFu6Zt+lz1oAgCkXD8londj49Ie4YeFkON3EcS0kktEoot+24MBwO8aaSoHEAQAAa0oL6npdgN2Koa3AR8e+0hXUpbsqddkomalLODEYkUUuO79Ow/6bboNZlsPydTuxVVQNoWTzOzqiwr4PdNrc19Z8hqvnT8AfXvwYQ6u8qJs6BJyGSiBC/pCLXytGi755Ddqt5pwCVFLroLZ+bErwTPAJFk3OuMyiaQpulxVzFkxEoD2KUDCGTz9swb9fMoz4sgWCEbpVm1mXbmcpOnP8zBtrdqCuZgSWrNqGrbsOY/4MoLKrygCQ1uq18ycAHNDmC8mev9IxugqJkP/E49qDClI6489Mk6cOlmzTKWUbewK+7aIvEMHydTuJhguUnrK5DAeseGxzxigELfpMvz/g/VBTksN/zZuI1RubhQSCSq9daOOcjQ8N5OaDE3oWvQFTNT3r2XN5HTZu2ov5taPxxpodsvqQmjeqF7nz2JwFEzsr2DXc8RIKg2zsrprG1LSdS/KB1mQIrbZUrrXydQ2TBG0Tu0zIV3okqEvInVzaX8ll2bjsFtxZPz6l1XKZ25bV4V1riw2tA8Wl2hns2dWKy2aOIm08igCpTKzb5ozDG+9/gx1fHtVcNaM1g0zOyZBrx+TwpLZactgtuHzWaCRndAYkpFptxKJJcCxH9FhABL/8ChTLIdDXBTdtB5XsqtSlUtsvUxQFul85+h1sxbr2g/DHI/AwGg9GJgagKFKpSzAMvRULubbd4r+PKWFwXcP5ADjdh3Xx5epvHn1Xly8j194oGO7snjB/+nC8sWYHNpDOCQUF79d6XTbMqxkFl4PBMX8YZW4rPE7tF09a9U3TFKwWk6KPq7a2pHxdluWwZ1dr6r/NJ91+i2M5HGkNZgSFKyqdRK8FglHtiNP9Upbl0CZjZ/3+sKQNdHe1uJU6p6Vr1czQCLbHsLoriKHVVhrVtpFQOFAUJO2klEoEnS2cjFg8CYqmYLbQuPzK0YjHpVuCJnq5QlauWwg/fy+bijVC79FTNrfNF8pan+L7g6FV3gw/9Ma6ajy1/gv4AhHcWT8eJTaLZBtnrfs+aWWb3+gJmKrpWcpe3VE/HvEEiyO+ELwuG8xd+z2vw+YWH5ZtaEJdzQiUOq0oL7VLFtbkiuwIkq7v0XLHSygMemL0hta9OJs7YLNJWzKEVlsqp3X/8TD+8uKngraJXSbkIySom6dk2/5KLstmYKUL+1sDeOGt3ZhXMwoepwVlbhv6uG1ZH96VWmyIM7eksl7SsyLl2hmQNh7FAU1TGFjpwr03ng9fIAp/MIa1f2/Gjy88E/sPBzVVzRiRuSt3WeVyZB7wed0FA9KtE48dDcJiMxF9FhDBPXsBAI4BA8BRAJXsDBJxpsytkOpXDuarA+jTlsTHbd/g3yuGa/oOiqJAma1gY6RSl5A72WbOZpv5qvR92RxasvFl5PwBfyiG+kuHCZnpQO9XAhGyJ55gJWfc3lE/XnIPlkOPvpUCVFrXVrofKucTSLXfksr8XrNyO+Y2nA93D1zAEYynJ9oRq9lZORvYHoqj0mvH7XPHw2W3ZDxXrNVgICJ9/lLpMmNU20ZC4UDTFBbWjkmxywtrx0iORpCa8yzMF7VbpM/ykuHhnv335NIthHBi6akW8HJ2NclyqqOgxL5E3dQhGX7o+sbPcOvPJ+CrQ513bddcMhyDTnFr8kvlqh3JHVhxoKbnFHsVZ5FkWax47XPBXt0+dzxOO8XdqV+RDptbfHhy3U4svn5Cj/mTcmvGbKZlKxulzmOkojf/6Qm7a9ReLOUzL5k/SXMMQ4stVRotke4/E7tMyDd6JKh76NAhNDc344ILLsDhw4fRr1+/nviaoibb9ldyWTYPNFwgvM7PY+Jn0hl9eBdX5/7kqnM0DRTX0s6AOASFTSAcw+Kn3k/R9DcH27Fg5mhNLbGMyCBLdy6sDA0TC7T7w7KactgtmD13LNau6m7PfEVtNTZt2I0r55yr4/8A4URzrGkX/CU0+no6xwJQyTg4UABMGe+lTy1HEsDg48Cnvm81B3WBzrm6pP0ywQiytXtaMl+l9lSjM3Wz8WXk/AGHx4JYKKHJpyDkH4yZRt3FZ2XMuL1/5bacK3CU3ifn4/pkZuSp/Sxa229xLIdEgsVPrjoH4VAcmzd9iQMtbZ2Z321hRMJxUtFQAPREO2I1OyvWmNNlxZSLh6CsvAQcBSyqG4PGjbvRMOscRZ3KVR1o6TJjRNtGQuFA0xRef+8rLKobg1M8dnAsB18gCrOpWyNSnbf4Oc/NLT7c+/RWPHLTBbiitjplpu4VtdWgT0DX41y6hRBOLD1hczmWAzjg2p9PwPGjHXh3414EA1FcWjsaT63biV+o2FOxL8FFk9ggYVvb2iO4f9U2AJ33G1o0prWjHaFw0ToyxOuy4YgvlHJX1uoLY+mqbXig4QJUeB29nnQlex6zW9AeiEj6t+nnMaLxwqCnRm8YsRdL+cx3L/sAj9w8RddaUIolSGmdv+8FSJdGQn5jeFD3n//8J37/+9+Dpmk0Njbisssuw0MPPYQf/vCHRn9VUZNt+yu5LJtEkpPNvjHq8M6xLOJ+PyIcIxjEcCiuqaJBrTUCcQgKHzlt9it3aqoMNyqDjNe7Vk2FQjHE4wlMn3k2LBYzwqE4Nm3YjWAgKlmZQ8hfAnv24lA5gwEmV+cLyThgMnf2ngOX8l7KaQfltOPMYxRe9u9HgmVh1ngzRTNWcLGIwT894WSkpyoW5OwfU8IY+n3Z+DIZ/oCJhoWLIhJN4PjRDs1VkoT8wlNiRb9yZ8764n1NNp4AzZjBeDygFGyznI+b7drS0spLan3xlwPBQOds3Vef/4RUmBcAPdGOWE17vMbm3TwZ7W3RlKTCS2tHoy0QU9WpXNWB3i4zetcbofDwlFhRf/lIhNujePF/t6b4BG5Hp22TqsoSz3lu9YXBcsDW977GtJqRsDsYhENxbH3va1w+a3RWP5cR2uspH4rQcxhtcyUTEq47D23ROJatb0Jziw8/m6GuB96XCEK6W0d7KC78WavG5Kodr2+YAKfHQWxtEaBHz3L3tQm2+45C7d7WyD1byt912C0ZY0XE/m36eUxPRS/hxNHTozeU9mI1zcp9NhpnUel1aPp+tXtfsdbjsSSOtgaxacNuHGhpA0C6NBLyG8ODuk888QTWrl2L+fPno7KyEi+88AJuu+02EtTVidZMLK395c0mqkeyb3g4lkVoXwua7n8AA2+5Xdi4N2/6MiNrV26guFJrBOIQFB5atWmzmjVlGBqdQaZFUxzLIh6J4W+vNWHq9GH4y4ufCjqeXT9WUseE/CR67Djga0frGW6M6QrqUokYOBOD9IAuD1XphffQcUQTNL4KtWKo8xRN30WZLaT9MsEQcrF7SvNC5ezfdQ3nG2pns80q5/0B3rfY0eVbvLtxf4ZPQWxxYUDTFGxWc1b64rXMsSyYY4fRvPQPiLYegbWyAsPv+C0cg6p0X1rlsrbUWnlJra/X1nyG6TPPhtlswqYNu0mFeYFgdGUMy3b2B1HTHkVT4DgIAV2gO5B27cyzVXVaUmLF7PqxWLsy+y4z4rNdruuNkL/QNAWPjcHLy7bJnonkKr/Fc55phsa/XzJMtYuBFpKJJEItLTnb+p6qPiL0HEbbXKn9+KVnPsLkmhFobvFJ6kHJf5aq6Lqsa6Yuj1aNya2r8FEf6LajxNYWAWp6FmvNJHNfa9ao/Z7Ys6VGkMj5t26PPcPey2mc+L/5hR67q2Qf5ZDbi60MrapZI/ZxLfe+3XcPHCKRBIKBKACQLo2EvMfwoG4ymURlZaXw5+HDh4OiSCVlNqhlYunpL+91ZT87Vwtxv18wxmzAL2QwHmhpw6YNuzF95tkor3SCsZiyaptMHILCQo82S53aNJhtBplcqw0tmor7/Yge/B7BQBSbNuwWss9jsQTcHtL+u5Do+OYbAAB3Sh/QFAUOXe2XaUb2M1TfMpi+Pgh3hxM72lq0B3UZMlOXYAzZ2j21eaFy9g8chwcXTEZbexS+YBRvfbgPV18yPCdfIZduIOm+BbHFhU2pU7+exVpedPlgxJ54ENHWIwCAaOsRNN3/AEY/uBQWrzflc2ojO3oyK11ufZWWOfBa42c40NJGKswLCKM6GvFafv7NpowZplLak9NRVYUTbomZumIomoLbY82py4zY/gLK641Q2CSSymcitTnPi6+fAJfDCrfDqtjFQI4Ue22iQcXDQkAXyF57PV19ROgZjGwBr5SQIKUHNf9ZqpuMPxKHL9DZoUmPxuTWFeN2I/D9ATCBACwejyH/HwgnDjk9p2ttxkVn4Pa547G0q/sBP1NX61pQ2rMZT6khY+zk1lN5pROlXkfGM+U0Tvzf/EOL3VWzj3LI7cX2eBg7VPxMI/ZxOd3GY0kEA5GU9WCE/0wg9CaGB3XtdjsOHjwoBHK3b98Oq5U4znrRkgGjp788AJS5rVjacAFYloOFMaHUadwMBjaeEIxx4IP3MOu6q/HSMx/D7wsjGIjC6bLB47GDztIQEoegMBDrVk2bFDqdB39HVFOGVzaZu0qtNrRoio0ncPj5ZzHzhpvwysvNWLtqOzxeO2rnngeHg9i1QiK0rwUA4OjbV6jLpZJxcCb5bZDqWwYAGOm3YGfbPswaMF7Td1GMFWyoPaefl0AA5O0eAPgCEeE1l92CQDgm/JnjoDizUc7+cRyH1U9uEezl9fVjUVnp6rF5TWqIfYvWtS9k2OK668cRW1xApOvZbKJhooGj/rAmX7fUZsL+Lj3wRFuPgI0nUl7TMl6hJ2eTya2vtuMhIaCbbQUboXARa7ktEMO8mlHwOC0oL7XDZqHRFowikezWomwL5SNBxGNJ1RE0DocVbo8968pJsf3lkVpvhMJHTmssOn0Nt92SUZ04u34srE4LHl40JcV26u2gJd0e91wwpaUp+uO1p6dKqLdnUBLyDzltV5Q5MrQLqM88T9efq8QKh9OqqRJTS9VvTV01/q9xJ4KBKGrn9kNfF5nhWKhI/e4BCK9RSD2rvfrO1wCApQ0XIMlyMHcF2cwa7ztl92zOuDF2sokIFpPks+Tm8hL/t/fIprJW6RlK9lEOub04dvSoqp9pxD4up9vDBwN4a92ujPWQq/9MIPQmhgd1b7nlFlx//fU4cuQIamtr8e233+J//ud/jP6aokZrBozW/vJyz9NaIakFmjHDWlmBaOsRuCZdiHf+tjdlps47G5tx+azROmY4pVZYOCQOk8Sw5hdinf3qqnNltVnusWeV4QXoz9xVarWhxcmkGTPibW04tuJxzJ59NWiXGyaKhbWEgd8fzinTkdC7+L7+EgE7jT4lfbpfTPLtl6WhSl2AxYwzjgFbgq0IJKJwmdVtDs1YkCAzdQkGkW73pPb02+eOR+PG3di66zAqvXb818/PV5wjJ2X/auvH4q11u+D3hdG/qhSTpw7uymCNwu2xnRA7J/Ytgnv2AiseR+01c2AbWAWzxUzsbwHC6zkbXzfKUoIeeKyVFaCZ1OOM1pEdcj6FWpWvGnL+hdNtwaLFU3VVsBGKB7GWm1t8uH/VNgDAn26egkPRBB5tTK3crap0ZehIPLuO17OcXrXMf1ZCbH95pNYbofCRayl737Pb4QtEBD2mz1YMhWNIJFiEOqJZ2zTp9rgfo/aaOQje/Tvhfbz29J4hjaz6JBQecvtxqccuqVel2Y9KfouWSky5qt/rGyYgFkvi+PEI/rG+e47jPzfuwaUzRoEDR+4cCgy53z1jpnH3sg/Q6gvjDzddkKG1V9/5GpdfeCZO7VOi+zvl9uw4ZUHj01sNGWPnsFtQWz8Wa0SjHZTuZHP1Qwi5kW1lrdwz5O54tcwQl9qLtfqZue7jUvsA70/LtWKW022uZ0QCwWgMP5Wde+65WLt2LT755BOwLIvq6mqUlZUZ/TVFjVqGII9Uf/kJI/uCAtDqCwlZLFqflwuMx4Phd/wWTfc/ANrlwZ5dLdizqzXlPckZ2loly1VYVFQ6iUOQx4h1FuhqxyU1+6A39Mgj12ojkWA1OZliXX997xJ4J45H2bXz8fwTW3LOdCT0LoF9+3Cs1IxyuvuQRCXiYK3yhyaKpkBVelF2uAMcrPii/QAmlJ2h+l2U2QqOBHUJBiLOkE3P7G71hbF01TbMqxmFrbsOo9UXxsGjQcX5M1L2j2U57NnViv5VpZg6fVjK3NoTZefENjjaegTxtja4PA44vA4yZ6zAycbXDTM2DLj51/juvx8RZi8NuPnXCDN2iJvRahmvIJe5rqXKVw1yiUWQwsrQuHveBNgsZgRCcbyyaS98gQgsjBlLn/lQci1UnuLCdQ2T4D8eFlrA8Rf+yQSrqle1+c9KpNtfftYZQ9qBFh1imxWLJdHSGsRT679Ac4sPADJssxF2kkfOXjOnDhAue62VFRh6+20IM3bc+8S7ms+QRlQoEfIfpd+z3v1YaX6j3jsMLe+naApOjwNtR4N4cfmHwmf7V5ViwoVnYNUT759wX5ygH7nf/YKZo4XX/MGYoTO/5fbsOEcbMsaOYzkcaQ3in281Y1rNSDicFrjcVnhkEiR4cvFDCLlhxL2r1jvebOgtP1O8D8RjSRw+GEjxp6XWg5RujfR9CASjMDyoO3v2bNTW1mL69Omw2+1GP/6kQClDUEx6f/kJI/ui7uJh+O0T/0rJxCmxMWj1hTG0qhRzLhqIUpsJbZEkONa4ebQUTcMxqAqjH1yKCMfk1CpZa4UFIb8Q6/aVTXtl54Ud9Yd1Z3hxLIu43w82ngDNmMF4PJou9OVabSRZDizLgVZxMsW6ZuMJxBk7nn7CmExHQu/BJZNgv2/F8cEWDDO5hNfVZuoCAF1ZBu7jZrgT/fBZ2z5tQV3GAjZOgroEY0jPspXK7G71heFydGu5ceMe3FE/Hvev3JZhg3nSDyvBQAQerx2Tpw4WArrAibVzKTY4GgNoGrRVeZYkoTDIxtelaRoP//17zGm4FZVdvuzDf9+PW+cMSPmM2ngFqcz1e+ZPRAWTRIRjDPFBySXWyYmcv8qyHI63R/HkKzsEzS2qGwOrxYRQNC67FiiagtlM4y8vfiqp5548M6X7wHr8b0LhwdusVl8Iv1u+JeXv0m1zrroTrxMTY5e010cCMVgabsWpJWa43Q44+nhxLBDVfIY0okKJkP9o+T3r2Y+V5jcq3WFI2X6tfg5F02BslpR1kE++OEE/cr97m6X7+l3pviwbpPZsk8uNiD8i6xPruWMT232+eMfjtRNN5jFabZDWZ/SGZrX4mdncDfP7QDAQETqT8WiNVZA4BSEfMTyoe9NNN+HVV1/FH//4R/zwhz/ErFmzMGrUKKO/pqhRyhBMN2BVle6UGaV8QBfozsR5oOECTBzZF/Xjy3Dw0QexvysLhrn9NnCuQYYdzimahsXrBcNyObVK1lJhQcg/xLptbvHhuQ1NWDBzNAZUumC1mISsWSV9S8GxLEL7WjIyuByDqlS1W1Jixez6sVgrahFzae1ovLb5a9Se3x80m1R1BHhdA0DEFyLaLEAihw+DSiQRK3fDTNOaZ0aUZPkAACAASURBVOoCANW383dfHXRgZ9s+cBwnzIyXg2asAJsEl4iDMisHjQkENdKzbOUyuwOhuPBnXyCCco9N1/wZvjVRNJow3M5lm5jDE2/zZ7UHEPIXrb4ATVOoqnTif24cCyTiuGHqIKzYtA/NXdnVUp9RG6+Qvqa8LitMRw5hx38/goG33E72eUJWKPmr/o5YRrXEo42f4Jezz0E4mlRcC9Lt8s+Dw86gPRDtUb2KfWDCyYEW26x0Vlfb79PXiXfieNReNx9rnvk4xV7b3BZE4w4wXZWVes+QvdkZinDiMPr3rDS/UU5/VobOsP3Dbr8VrtIyTBzZF1t2HU55v5ReS5ypdt7htBBfpICR00ok1j0rtLnFh9ff+woPNFwAruszersJSNlb8Z7tC0Tw1LqdmFU7Gm+s2ZEyE91hZ3TdsZE72sJD772r2jOU7nh7i1zuhoHc5jyTNUDIRwwP6k6ZMgVTpkxBe3s7Xn/9ddx1113gOA5/+ctfjP6qokUuQ9Ats/GWdhmwVl9IMhOHpiksvGwwmhcvFvrVR1uPoHnpHzD6waU9clh3ui24rmESOJYDw5hQ4tTedk6twoKQn6Tr1heIoI/HjkqvI2Wj95RYcc/8SThyLASHxYRQLImKPg7ZDK+4v/syH+jUbtP9D2jSLkVTsDotmFwzAm4Hg/ZQHG9+tB9Xnu3EF7ffodsRINosTEIt+wEAlooKIaALjgMSMXC0SlC3wgtQFE4/xuG90g4ciPoxwFaq/BmmU8tsNASTmbQpJORGepatVJYsP1MXgOAzuBz6DlkUTaGi0on2gHxGdzbkevjKZQ8g5C9K1TBiOJZFZP/+FP385uZf4+G/A75AVPIzau0W09fUnIsG4rv/fhDR1iNgA35J/QMU2nwhMj+JIIuSrYrDKnlGszAmrH5jNxbVjcmYqcvrutM2l2Duz8ci2taOZJsPx5/9X7jqamHuc4pue03mgRGU0GKbZc9DpszgVvp+Hw8EEPCHMPCW28EG/Ghd+wKOr16G6xsawIJWbI+rdd8AjKlQIuQ/PfF7lpvfKKc/ezyMHWm2f/fSB3HGz3+GX17UFwCwZddh0Z2eBcFAJMMGi/0WgCJ3DgWMnFbEAbJKrx3XXDIcfTz2rIJiWs5X8QSLLbsOwxeIoU50H2Z1WpAItOs6XynZfUJ+omfP1PoMuTvebMjmjkDLvYCSn5vLiBxyF0zIRwwP6gJAIpHAli1b8K9//QvHjh3D9OnTe+Jriha5DMGEv03RgMll4tA0BYbiUgaQ859n493ZYizHoj0SRJyNg6EZuG1O0JQ+AyXXZ77EqX3jcNgtqK0fizWi6ko9lb6EE4NSZqsYCoA5weGdVz5P+f3KbaNsPKGqXSUomsKT63YK6+K+n47CwUcf1OzAip0ChqEzMrtm158H1pwAy7G61wuhd2j75isAgLOib/eLbBIUOPWgrtkEqo8HZYdCwJnAzrYWDDhFJahr7grqxsIwlZCgLiE30vd2qcxul92ChlnnYP6M7OfG8bOS3n5zN66orc6YqcvvwXp9BdnD18N/QIy2qgYWct0DCPmJVp9BSj/f/fcjWHL/fUg4SsDSURwLH8/QolK7xfQ1VWozYX/X81vXvoCZN9yEV15u7t7n547FG6/uxJ5drTnPTyIBteJFzlYlYjFwjiR+v2AMXlz/TUqVeUWpHbfOGQsrQ+OhhVOQSEqvhUSgHXvvuD3l+aGvv8Hoh/+gq+Ig23lgRLcnD0q2md//WZrN6IRUd/04WLhoRnArZb+Ps2BZM/75cRB7dn0Nj9eOmTfchGMrHgcTD8NWWZH1z5aOERVKhPwnl9+zXrvG6++RX01BjAuD5ZKwmAE2IG37TTYb9jzwB/xq6f0IzhgNxkzDbbfgaGtQ1gY7RXOrc+l8RzixyNkqALq6KCmhJbjFr4/mFh+WrNoGoHN9PLxoCtiovvOVVIVjTV01opEESpxcytohPkN+oGfP7MlnyKGk4ZDNJHnXoHYvIOfnVlQ6EQrHctJkLlW+BEJPYXhQ995778X69esxbNgwzJo1C48++igsFjL/TA8sy8HfEc08SKkYMKVMnEQiDGtlRcrnrZUVoJlOCbAci/3+g3jwvSdxJHQcFY4y3HrhAgz09NMVqMp9xk7npfI/32rGtJqRcDgtcLmt8HjsxBHIY9I1W66QcahXIzRjVtSuGunrok+JGd9qdGClnIJr50/A9QsnIxaP40DwEB7/YhnaIv6s1guhdzj21V74S2j0sXcHY6lkDABU2y8DAFVZCnbvd6hgqrCjbR8uPWW08vuZzj2PjZG5uoTckdrbpTK7xVUFLMvBF4joOnyJbXNHICbswZ5SO9weG6iuC129voKU78KUluJ4gMOaVZtVAwu57gGE/EWuGoaHZTkkYnHpy1KOxdH40az81vQ11RHnBI0F9+wFVjyO2mvmwDawChRtEgK6QG7zk7INqBEKAzlbtb/jMH73zydR4SjDglk3YNVL3VXmWit0ZM+A0RgqTynXXHGQzTmN6LY4kLtfkELKNqfv/+P6VeP6hqthglm4II0ePappv7+ithodgRgOtLThlZebUXvNHM17utq+wWNEhRIhv5DScLa/56ztGsWhLc33eGDSQknbnwgGEW09AppNorLcAQAIBiKabHAu1WSEE4cWO2tE+3eWYxGLRlSDsrncD6dD0RScbgumzzwbFosZ4VAc/1i/G8FANEW/xGfIL7TumWKkdNwTYwvkfNtYNII7//W45PlO7V5Ays99+83d+LdpQzOKxvRqkthlQj5i+I1YSUkJ1q5di4EDBxr96KJFbDStDI3j7dGMjXfQKW5VA6Y4A8TjwfA7fpvR2oDxdFaRtUeCgnMKAEdCx/Hge0/ivh/ehlK7W/O/Jdc+82IjzF+gebx2Mnw8D+F1y7Ic/MEo7lu5LVOzEhucXo2oaVeN9HXhTEbwvUYHVsopWL1sK667aSLuev8BYb0AyGq9EHqHyP7vcKzUjDNNTuE1Ktk1f5TSEtQtA774FmdHXPhX4gBibBIW2iT7frqr/TIXC8u+h0DQitYM2WxtMo/YNh9oacPaVdsBAIsWTxUOK9n4ClK+S99r5mDNqo80BRZy3QMIhYOUPxw5FpL0fVkTlbXfmr6mrAwNs0hj8bY2uDwOOLwO+P0RwR/lyXZ+Uq6Jj4T8I1Wz9gxbNfA3v8RjX/0VQKdGn/xoBX5/w29g5uy6Kh2UzoBKVenpZHNOI7otfFiWw75D7Sn3C3fWj0dVXzfMGitX0/f/Dw9+hm/b9uO+H94GZ5fN1brfv7bmM0yrGYm1qzovWK39B4DxODO/NAd6srqI0PvIadjjtKLMbVXsdCBFtnZNyg9+qun/cOMdt6H5/j8Itn/wTb/AvtUvZNwx6LHBemw74cSTSLBoOdyu+/yVDe2RIA6HjqgGZXO5H5YiHmfx4vIPM14X65f4DIVFegDXZbdgf2tAOh5hsI7lfNsDoSOy5zs13UrZ2HPGVQkBXSA3TRK7TMg3DAvqfvDBB5g0aRJGjBiBpqYmNDU1pfz9xRdfbNRXFRXpDurd8ybgyVd2CC1kWn1h3Pv0Vjy8aApKNWy8cpk4FE3DMagKox9cCjaeAM2YwXg83fMW2HhKgAroNKBxVl97w1z7zIuNcP+qUkyeOhh2B4NEggXHciQLJk8Q63ZezSgsF7U3FmtWSot6NaKmXS2I1wXH2lLWkXfiePSfdyNCHINYIJKSbSV38GKTnCHrhdDzsPE46FYf2ke4UEJZumfqJvhKXfngLA9d6UUSwOk+Cm+XJ7E7cBCjPfKJS5S5q1I3SoK6BGPQUtEoZZOHVnlRN3UI2GgS7f4IPF0Vt1Josc3Z+ApShy9rvwHw+75OeZ/8pVbuewAh/5Hzh70uK3696Nc4+OgjKb5vxGbKaR9OX1OcQ1pj4nXB+6UOpwUApdsvzTXxkZBfSAUZ7pk/UdBRkgbu/+Rp7D3+rfCZI6HjYDlWd8WD0iWWnjaH2ZzTiG4LH39Hd8I40HlWu2/lNty3YLLmuXhy+z/Lct3zQU12jPj9Xfji9/eo7vd2BwOgU3+M1dIje3o2FUqE/EROw7zPqzfokK1dk1oHHx7cgRvOvQqjH1yKZDiC8MGD2Lf6BcTb2jLu6uRssJmhJefsEgoDluVw1B8WArqA+p1YLsTZOJ796g3cdMtNOPDHxwV7O/SO2zKCstneD0uRrt/+VaWYcvEQYR8oKbESn6GAkPJj71swOcPW9pSOpXzboXfchge+XJvyPvH5Tk23UjbW4bQoapK0CycUMoYFddevX49JkyZh9erVGX9HURQJ6sogdlCHVnnRt6wkZSYI0GlI4wk254tNiqYlZ4YCAEMzqHCUpTipFY4yMCrzJtPJtc88b4SdLiumTh+WMdOPtO04sfCZXNFYEsf8YXhdNrgcjKxmpchGI0ra1UvKOuI4tIVprPpf6VYccgcv2kQZsl4IPU/k++9BsRy4ilJwItPBV+qyChW3AiU2oMSG0u+DMFXQ2NHWohzU7arUTUZDOf3sBIIaSjZ5aJUX86cPxxtrdmjaR7XY5mx8BSnfJWay6E7uMWoPIPx/9s48vKky++Pfe5Obfe2SshYVkE3KIosI4qgI7qiAMKLIJlhxQB0VVGZcRgRxmcFlcENRBsWF8ecCKiqOKOCCIrKUfSmI0NImaZo9uff3R3rTLPcmN0vbpLyf55lnlKZJsd973u973vOek3uwLIcauxtubwDTR/fG6vX7oFLIUWV1o8rqxjNfAZNm3QeLSobCQh00hWb4vfVZXYfFNMY/F19/thuDLzgrI1+aaeEjIbewO71Y+VkFpo/uDb2GgcPlx+uf7MKscX1hNqtQXW+FzVMX9T3FmoK0xnSI7QEBKqU2h+l4cKLb/CTy9g3LcoJ7tdo6D5QKmaRErdD6P7BdH3htwIrXI0cpDEDZU0+A9foSrvdul79RfzrSEpmQGH+AFdSw2aDE9NG94fYGUGN3S25pn25cE/PBNE1DYTaAM7KQqVXodu9fBXN1QjH4phmDUV/nI+1q8wCx9sp2pxe1dZ6UcmKZwNAMbJ46PH90Df48dwZKZBq4OB+4NkUpFcikur+K1K9Or8QlV3bHh6uifbHOkNoej9ByCPnYOqev2XQs5G09KjlsO+K9c+T+LpFuhWKs3qAU1SRpF07Id7J2AvHYY48BAO69916UlUXPG9y0aVO2PqbVwRvUbqVm3HxFD5ysdcJiVkcFUotZDaZhEWyqxKZBpcN9F5THzSbTK7QpVQ1m2meeD8J1dnc4cQaQth25gFAl1+zx/RAIsgk1G0suzCLgn6N6hwfv/HtjnM5umTUEcjkNjVohmPzS61WCz4tBld3WYYTMcR6pBAAwxUVRf84f6nJU8kNdiqJAW8zgjp5Ex/M6YbvtCNBpqOjrw+2XyaEuoQlJFpMnXNw1fKALJF5H+QpVtZbB5FnngwMnuOaLeYVksS/WuzAsl1EBGKH1IMVb7Km04cEVNljMajw1Zzi0NJ22FlOF9yyXX9cby1/YlJEvzbTwkZBbsCyHqy/ojGff2RqlXZYN9QRRUGqUnzsNS39eFtZo+bnToKDUkt5f6OZA7B5Q6nxGnnQ8ONFt/iHU+UBor2av96HIJE2PQjF36jk34j8vxOpvS0h/ltBtMaH1fvyUAdDqFJg2Z2hS/ZEbNAQAYOS0oIZ1agWeXLElpTahHMuBooAbpgzAuzEzFpPFtWTeI1muTigGgwP+82x8PoLkvXILIb/K680fYGGv96WUE8uESB0++vMrYR3qVNq031NKrI3UbyDA4o0XNsfrdvZQ4hnyBCEf+8iM85tNx0B8zJRzbEb7O6EYK5bT1WqVktuFEy9CyFWydqi7a9cucByHuXPn4umnnwbHhTa0gUAADz/8MNatW5etj2pV8AZ1zMVd8ew7W2HWqzB7fL+owMoPs5eKWAVZImiKRkdjOywYMRd+NgCGlkOv0OLUSWfKVStCfealBkE+CCuUMtK2I8cQanv07DtbMWdCv5Q121SzCFLRPsdy8PuCgjqz17rxf2//iglTB6LYohNMfsU+LwaVLq3bF4SmpfbgfrAUoC8sjvpzqqH9MiuTtgxSFjOCh/5ANxjxuXsfanz1KFQIm0uK4dsvk0NdQtORLCbr5MLraCDARhVradQKVFfVx631RoG1XsgriMW+RPE4F4p7CLlBIh3PmdAPS1YJe4tUtJiMZN6BoilwHCf6PKXqcYnuWwcsy4W9L9Co3UWzhgEA9GolTM4iTO0xEyolDY+XhUlugl6dfE/HBljY7W446rxw1fvw60+VuHBUNyh1ClA0FdZoOm0OU/XgRLf5R2xcXbVub1w8nT2+Hz7+9gC6n9FX0nsKxVx45En1l6p+ouKpjIbXE8B/Xv4h7E9umDIAlhI9ufV1mmHUKjF/6uCwrs/rVYIZ15wDl8uP8tG9sWr9PuyptGLlZxWYeV0ZOEBwPY+8laXTK3HFmHNQWKSDQimDVpc8rmXDe8TGYJvVRfJeeYCQX+Xb0jJyGl/9dCQuJ/bglEFRObF08rRCZNMDA5B0WzHW64KDsG6DLPEMOYiQ9oR87PJPduCBKYPweMxs6FTOIzIhU22L7cnENCnFR5PbvIRcJmuHum+//TY2btyIqqoq3HHHHY0fIJfj0ksvzdbHtDp4g+r2BsJt5lasbWyBYCnQoEhiGxkgcQWZlINdk9oQ/vdUq7/FSDUIUjQFRiEjbTtyDLG2RzRF4f827MeC8qGgaUqyQc2WqY18P6na5zVZZ3eLtgRLpvfY54WQm1gP7odNL4ORifld8Td1JbbqpCyhCsKzbDKAAbbbj+FPxd2FX0tm6hKyiFisTBaTb7+2TDC+cSyHZUsaWyWOnzIA//t8j+S1XkrskxKPm6q4h5BfiOlYLqNh0Crw5OzhCARZKBkaQRY4ZXdHPAeZr8NSvQNFUYLPE0Wl1v6W6L71wHEQjsE0BavDA3+AhUalQBeNBV4/C8YkzetyLIeqkw68E3GD7JrxffDN53vQZWBHLI2YH9lcrZGJbvOL2Li6p9KKN9dU4PHbh6LG7oG93oePvz2AiZf1SClRG5crCHgk6U+qfoRyBqMn9IFOrwwV3VrdePf1Lbip/DyYRWYBZ3t/ScgNaJpCpzYGPDVnODiWg9fhw1svNh72zxhfhl8O1WBY3w6otrlhr/fhq5+OYOJlPaLW88hbWXarG2+/+hOMZjWmzRkqOTmf7RwAaXGfH4j5VX+ARZFRjYmX9Qi3sjXqFCgwqKLyuJnkaYXIpg6T3VYMBlhUnXRE3WyfVH6eqG6JZ8gtxLRn0CriNP3DzpMoH9MHT80Z3mLrqJi2k63vyc4dhDQpJf5Kvc1LILQEWXMK//jHP7B+/XpMmzYN69evD/9v3bp1uPfee7P1Ma0O3qAWm9SwmNVxX0s1dIpVkNmd3pR/toBfuGolkGLVoFgQdCb4mfhWX8aG/yakbUfLw98qB4BupWY8MHkQnrhjGCwFGvzlhr6wmDWwmDUw61WSDnSPnKjDPUs2YNpjX+CeJRtw5ERduGVdOqSifV6TG9btwzXj+0Tp7JrxfbBx/f7Qe5Iq2bzHd+w4aoxyFMqj2xFRwdBNXcmHugVGQEZDd7wOerkav9mOiL+WlgEyBqyP3NQlZEaiWBkZk3ksZjUsBRrMGtcXRoMqbh0dP2UAPv9wZ9R6/M7rW9B3YGnU+2Qa+7LpRQitE5blYHV4wLIcHpo+GN1KG1tvWcxqFJvUaFekCyfFauu8uPfZ7HkGHqlapWgI+gWKQsoel9A6YJj4GDy4Vwns9d5wzL732Q2orfOiyKgOzy21OjyosrrC+o/F6fSGD3SBkKY+emcb+g4shaFhZjqvUbJfIggh5A+sDg8YuQzti7Xo3MHYcPCQmU6yrT+hnMGHq7Zh6MVdwq+xW92w1nkF/URT7C8JuQNNUzDrVVDQFN5dHh0jP33nN1zSvwMeenkT5j7/HV79cDuuvqAzVn5WgVN2dzjeptPdoKkhcTw/ENt3MXI6nNOdNa4vOncwon2xFgpGhlqHJ6y9XN4bJXouWJaDze4OH+jyX/v8w50YP2UA0W0eIKY9luUENU03dIRh5HSotbjT2+LrqJT1vanOHXJx3SAQeLJ2U3fz5s0YMmQIevXqJdhqeeTIkdn6qFYHTVMoNIaqZVZ+VhHV135wrxJMH90bNEWBYZJXySSqIEsZkVsJSPGoOd3WYKRtR27B3yqP1Shf6aVVKSRXRidqX2NOs9opFe3zmrRb3Vi/djdGje4FtYaBzqDE/731K36vtIX+zqRKNq8Jer2ga+yo722EhlaARaPpowJ+cBQVytRLgJLRoIpMYCtP4IyyDthlO4ogx0Im8v00oyA3dQkZkyhWxrai42NxZFV47DrKshz27qyK/gyrGxqdIurPjGY1ZDI6fNss1SrdrHoRQqtDqGJ8zoR++HrLUQzt0w7tinSQyRpja1N4Bh6pWqVpCj98ezDsF9wuf/jfyUb/9EQoBk8f3RsPLt0oGrOT3dJhWQ4+kdEgGp0CVfXe8Pv6AyzZLxEEEfMHBo0CJ2qdOFHjhEohh8cXQJtCLdoV6dK6hZNt/YnlDNQapvHvZlbDVu+FwRQf+5tyrSDkDmI6sTt8ce3wp4/ujapaF/759i+YP3UwinVK4S42oFBldbXIrTQSx/MDsbgaHgvSUHQQ6XHNehUmjDw7HGNzdW+U6Lai3emFrc4b98zt3VmFK8f0JrrNA8T2OhwgqGm9WpHVW+XZQMr63lTnDqSbAiGXydqh7po1azBkyBCsWLEi7msURZFD3STw1V0zryvDvBe+Q5XVjW6lZlx9QedwckBKMOUryCKD9nm9SqAABZvVldJQb5YGLh9fhk/f+S3cvuDy8WVgU4xd6QZB0rYjtxDSKBBaUFd+VoEbR3XHgpjZC2JabYqEPyOncV6vEowa2AkGDYM6lx+f/3QEjIDOIjX5e6UN7y7fEm4jU+8IJcxItWH+4/79d1AcwBabow50gdBNXY5mECpSkVZ5SFnMCOw8hM6qvthur8RB5yl01VmEX8sos3aoy7EcAsHQbDGyUTq9SBQrKQDFOiWeLA+1jKMZGnpN/CzQyHW03iHcKlGtVYT/nJ9ZZ/f48feXN6e1mRPyInw1O4EgtDH/aMMB/HlU97gZTp3aGASfA7NeBQTYlL1tLFK1qtUqcdFl3eNaejEMGRdyuhLZDpQvfvH72fAebsLFXcN+lEtwS4dPSPGJYLtdPE6v+mgHgGiNkv0SIRYhbRq1SjhcXtTWebB09W9RBTV6DQOjLj0NZaq/yPl3FIQLyn2+QPifLx9fhve+PYDbBWYBk4Ky0wOx3JLXH8BDkweF4+6q9ftg1Clgr/eF4+0zdw7HhKkDo9bycZPPxQsfbMP3O0+22OEFieO5j1hcjdUJv9ab9SrcfEWP8EWIh6YPTmlvJDYbtCngbyvGelytVolquxvWeq/wCBKi27xALhPe68hltKCmm7tASorWpazvTXXukOj5IBBamqwd6j722GMAEHeo6/f7wTCM0LcQYqBpChwa5zONubhr3ODyZME0toLsvF4lmDKyO954YVPKQ70pmsJ73x7AqNE9w+b4vW8P4PZx8ZuoRGQjCDanqSGIE6tRnksGdgof6ALJtZosiZrO79ugVmDKyO54b/nPYZ1NmXwuDGpF3GvFNGk0qkm1YSvCebgSAKAsLor/YsAPyBhIPdAFANpiBrv9AM6qY0CBwm+2I+KHunIlWF96h7qOOg/27jyJg3tP4cTvdthtbrDB0M+p1SvRroMRZ55dhD4DOkCtidc3ofUgFiuVDC04M8agSbyuCsW+y8eX4e31ezE0Yq1X6hS497lv097MRXoRs16Fm0Z2Q4ciLRguFN9JXD29EdqYXzKwU/hAF4jWXOxz0K3UjNuu7Ik3X9icsreNJdnNCx6xSm4AKXlc4mfzn9jfoSnid2h1eHBerxKMu6BzVFFs+ykDoNTFzy6LTEhFJoJnxBTV3jB5AD75/hD2VFpFNUogJNImAHj9LJasis4tLFm1FQtnDWuxnzfSy5zdy4IbJg8It9Y1mtUYP3UAVBoGN95xPmz1Xrz37QHcKDILmBSUnR4IedkbpgxAgGXx5bvbw39224Q+0BtVeO2jnQBCevf62ai1nAMVPtDlXyPmd8n6TeBv4yaC97jTR/eOyuWuWrcXcyb0C8fgRGt5stmg2SbRbUVGTuPzn45gXKwvmTIAWq2SPBd5gIxGnPbmTOgHGS2s6eYskJKqdSn5Y3DAzTMHo+aUExvW7UO9w5uVw1fSTYGQy2TtUJdny5Yt+PHHHzF9+nRMnDgRe/fuxcKFC3HFFVdk+6NaJZFVNPqGuUmRRAZTsUHhkdU2ClDhA10gtaHeRq0SN17WI2miKxmZBsHmNjWExAgtqMYkiSoeXrMsy+HBKYPibvYaG4xhOr9vt9sXPtAFQlp/b/nPglpPpElSbdh6qD24DwEa0BcWx32NCvrByVIrOKIsoZmPzPFatG1nxm+2IxjTYaDga2lGAc7nSen9f6+0YtPXB7B7x0lwLAe9UYW27Q04s2shGIUcAX8Q9Q4vqk84sK+iCl+t2Y3+gzviosu7Q6UmxVOtEbEDJxkrPMcz2drOAVAZFJg0a0ho80NROGF3ofJkPb746UcAoQ3SgvKhGW3meC/yzJ3D4bJ7w3OYyPp9eiHmU5UMjYemD4ZKIYfD5cfqhts0YporahhRwj8HN43shjWrtqXlbWORevMCEK/klupxiZ/Nf5L9Do1aJW4b3Rv/Wfp9lD7ffX0Lbpl1vuhNCavDA483iCqrG1VWN15eW4EJDYU2xQUaGPQqXHtRV1x5QWfJ7UHFnj9C6ySRNjmEigaCQU4wzrbUrLzY+Xf8eIjJs84HwIXjKQeAk9EwmFS4/Yy+oloW8kwPTBkEmgo9D0T/oMOa4AAAIABJREFUuY+UuCW0j6co4NV/bYyKu2tWbcMVE/tiT6UVQOMBQORaXmV14fudJ9Gt1IwxF3eFXsPA4fLHPRNk/SZIhc+VxeZy91Ra8eaaCiyaNQzBhnikZIQLTsRmg6bjc6Ui5nH5nPBbn1Vg1OieMOmUMBuUMBlDM0jJc5H7eP0s3lxTgemje4dj3JtrKnDfpAGCrxe72csfoGbTX0rVeqIiXKH4fMOUATAYldBosnP4SvLEhFwl64e6Tz75JObMmYMvv/wSJpMJa9aswZ133kkOdSXAshxcHn+4isbh8osGU6F5ZJGtYvhqG5vVlfasr1QSXcnIJAi2hKkhiCO0oJr1yqSV0bGaHdyrBAvKh4JuqADktVXv8KT1+xaboeD3B1HtrAFDMzCodKAp0q7udMF2+CBsBhlMcl3c16igL/VDXbUSlEGL4KHj6Ny1I747tRs2vwsmRhP/Wkb6TV271Y0vP6nAzl+PQ6Vh0G9QR5zZpQhag0L0IrG1xoW9u05iy6Yj2L39BK4e3wddugvfGibkL2LrcJ3dnfLazsfgyLnoZr0Sf77yTNw1uQeqa7z45JtjmDiqBxSMLOPbLjRNQcYhfKDL/4xk/T49EPOpHS161NZ5o9p/zrtlAExmCovvHgC7w4/3Pz+CPZW2sOZinwM5y2V1jq2UmxeJkOoniJ/Nf5L9DmmagoyiBPUJjsOC2QNgdbhhd/jx5eYTmDiqB1wePx56eTOmj+4djrt7Kq14ZPmPsJjVeGrOcMjkdEoaTbZPJLQ+RLU5eyiq60O3wP9yQ1/BtV3ByFrkZxbau+3dWYXLr+NgNDd6awoQ1T/Lsajz1MPP+sHQDDqW6PDk7OHweAM4fqoeS9//DVaHh+g/D0glbsWuu2I5Lwqh7xO7nMDIaQzuVRL2xfznPjhlEMwNMR1If/2O1WdkLoLQOuFzZTV2d1y8NekVcLh8SUeWpTMbVArp6JH34LeP6xuXE043b0doXhh5qHjw8eU/hv9MbF8feyYRe4AqNU5L1ZpUrSc6mxDS4buvb8G0OUNJcQGh1ZP1Q91gMIjzzz8f8+fPx4gRI9ChQwewbGaLz80334za2lrI5aEf99FHH0VlZSWWLl2KQCCAW265BRMnTszGj9+i2J1ePPTyZpj1Kkwf3RvFJhXm3TIQi974KS6YSu1zL5OJ9JWXSTOTmSa6skFTmRpCesQuqBSAj789gNnj+8VthviF3+70wusLosbuhlmvQpXVjR92nsSh43Vxmk339y02Q+Go4zge++IZFGsKcN8F5ehobEc2U6cJ/mPHUWOUo5dMG/c1KugHK0t9CaTaFCBw6Hd01Q7Et6d2Y6v1CC6y9Ih/nVwBzmlL+n47tv6ONe9vRzDIYtCwM3B2rzageXkmuDhhLtRg8AVnonO3Ymz+5iDeXvYTrh5Xhr6DOqb8dyLkNnTD7S++Itbu9IIRW9sTHLryvoFvB2bWKzFpTEe8tPUlVP9ci2JNAe65thwdDaFNl5SWtMkg6/fpS6RP5W/AuL0B1Do8WPlZRdi/mvVKeGU2PPz1MlS7QjqcOWYaPvpCiYmjGltsRvpRsdnQuT7HljwP+Y+U36GcEY7PQQTwj2+eDuv8nmvLUahQ4q5/bkCV1Y3V6/fFeel02yw39zw0Qssjpk2fPxjWwn8+3Y27/twf/3z7l7DGHpkxBEDoxmJz3+hOd/4dD8uxOGo/jsXfLg0/V/ddUA4TU4S/vbQp6jCF6D/3ySRuiWmpyKTGsvmXimrbqFVi+ujeeHDpxqjPXfD6j3hqzvCw/+a8wdSLKUX0SXIRrRuaplBgUMLt9WPeLYOw6I3GA9xp15yD+S9uCud79RoGNXY3CgzKqLnmmcZGITLRo1hOmPja/EDqqBkg/kxCr2Hg8QVQYAjFT6vDEx4VIqbhVLSWitaJDgmEeLJ+qMuyLH777Tf873//w8yZM7F37174/f6034/jOBw+fBhff/11+FD35MmTuOuuu/Df//4XCoUCEyZMwODBg9GlS5ds/TVaBL53fZXVHa6i6VZqxsJZwyCjKbAsB44LBVq/P3mfe5bl4KW9uOqmnvjkP7vCrQiuuqknWCbQrH+3TGgKU0PIjMgFtcrqwgffHMSuQ9aolh5GXcgkxFZyzR7fDyvWVmBPpVWwnWe6v2+h+TpX3dQTr+0NzfmudtVi8bdLsWDEXJjUhmz+5yDkIAGXGzJrPerPMEFNK8DGnpAG/ODU6pTfl2pbCHbvURTbWZgYLbbUHhA+1GWUYBO0X2aDLD79YCd+3nwE7TqacMGIzlCqUm+hXGTR4bJre+Gbdfvw0Tvb4PH4cd7ws1J+H0LuIlQR++iMISnPquc9Bt8O7NaxZ+Olra+g2lULIBQjn/quMUYm69QhpfUSWb9PX3i9dSs14+YrekQdVM0e3w82hw97Kq0YO6oTlv4crcOXti7DI+PuRYFG+FaV0Ho/YepABKmWOZiQCnke8h8pv0MhfY69pT9e2/lWXLx9+KJ7wvu5PZVW/O/no3ho+hAwcgpyGR11UywVmnMeGiE3ENMmRVNRGlv+yS5MH90bZ7QzQKOUobbOi3uf3dAiN7rFYrnU+Xd1nvpw0hho3OtFPlc8RP+5TyZxS0xLRqMq4U0tmqZAU5Tg50b67/LRvVNev8X0SXIRrQexvZDXz2Lu8xvRrdQclR+jqFAOLdYXPzBlEPSaRt+aaWwUoin0SHxtfpBKB06hMwkAWDb/0vDXk2k4Fa1lQ+tEh4TTmawf6t52223461//irFjx6Jjx464+OKL8eCDD6b9fgcPHgQATJ06FTabDTfccAO0Wi3OO+88mEwmAMCoUaPw2Wef4Y477oj63rq6OtTV1UX92YkTJ9L+WZoaoVmlVocHSoZGbZ03KqG7oHxo0taIdqcX1XX1+M++lRgz8SroGT0cfgde27cCdxZPb9a/Wywcy8Hp9CIQYCFPMmO3KUxNLpOvut1TaQ0v/Hy7OKGK22ff2Yrpo3vj8Ya2crFtP9L9fXMAAnIKl03siwKdEjIKOOGuinpNtasWfjZ/ChryiVzTrfvo0dA/FJvjD3TR0H6ZTv0QlW5bhCAA7tAJdO3cBr9YD8Ed9EMd08qZZpSiM3W9ngDeX/EzDuyuxrnnd0KvPm1T/jkiYRgZLrrsbHz31X6s+2gXTGYNuvduk9F7ni7kmm6FEIqjf395M565c3hKs+r5WM2PdtBr5eHNFk9kjEzUqUNq66VU4nkqvuB0Jx90y+ttzMVdw5t+IN4HiOmQo1jRQ4W4eXoyGnaPH3f/q+kPJjLR6enmZ2PJB90mQ8rvMFKfPl8QlVX18DA+/HR8W9R7VbtqwXJseD/XrdSMP53bEY+8ujljHfPPn1mvwoSLu8KgYeDyBUXn9xESkw/aFdMmzUTnF/ZUWvHqh9vx1JzhYDm06I1uodmo/LNU7/AkjbN+1i+4fkQ+VzypjpBoDeSDbiMRyoVJ/b2JaUnK+swwwp/Lslz4+Vi1fh9mjC/Dp+/8Jr2YUkSfsbkI4n+jyRfdJtoLieXHFs0ahgkjz47zxY833Azn424mehZDqh6lwrEcKAq4YcqA8Kid083XRpLrupXagTNZHGbkdFINp6I1Pod74ZhzoFHI4PIFEZBT4ABIVXtT7q9IfCbkOlk/1B05ciRGjhyJQCAAv9+PL774AjJZ+nNa6urqMGTIEPztb3+D3+/HpEmTcPnll6O4uDj8GovFgt9++y3ue9944w08//zzaX92c8JxLPSUG8+X90FltRuvfn4EtQ4v5k8djCAbv+F69cPteHDKoLh5DJEtFPwBFnaHHzaPHYt+fC7858WaAjB01n/1khEaZD5h6kBY2ugFA2RTmJpcJp90Cwi383h0xnnQU24E/T7cdV0XvPHlUeyuDLWi5W+KibX9SPf3bXd6sfyTnRh3QWe89dIPYW1NnjgRy/evxL7aQy2u/dZMrum2/sgRAICiWHjOLBX0g0tjbaI0KlBGHdiDx9C1b3/8VHsA2+uOYZD5zOjXMQpwAR84NgiKbvwcnzeAla/8gN8rbbjo8m4oPdMMLkGbZanIZDSGXtwFzvpd+GDlVkz5y/lo096Y+Ru3cnJNt0KI3Vzw+llYzPHznGPhOBZBpx06NoBnb++Pd7/7A7PH94PH60axpiBq0yU1RkptkSc1nqfqC0538kG3Bg2DZ2/vD4oLCPoAo04BAPB42bR0GDlPz+rw4O8vb27yg4lMdXq6+dlY8kG3ieA4FkGXHQV6DlPvGIwgR4smeHh9Vlld+Nur3+PBW/sI6lwhl4c9tFABRLo6NmqVeHTGELjrvFizaltYr22nDoRBc/poLlvkg3bF4gvLsXj29v6oc7hQUx/Ahz9W4caG1van7O4Wv9EaOxs1lTjL0EzS5yrTVub5TD7oNhI+p/DW5xUYPciCQp0cBr0GKo20Ilyp8+3FPjdWL0GWiyqGeHltBSaM7okz2xqgVMqSF1OK6DPS3xD/G0++6FZoL/TW5xW45/qzoUMQz97eH//6cD++33EyrCmzXiX5Rnq6ehZDih6lEqlbnV6JK8acg8IiHRRKGbS609Nj5ItugcbcABcMgJLJIdMaQTW0RU7WqtmoVaJdkS6hhlPRmt3pjdrDAY0XhKR636baX5H4TMgHKI7LRjq5kZqaGsybNw+bN29GMBjEwIED8eSTT6KkpCQr7798+XIsXLgQ5eXluPPOOwEA7777Lnbs2IFHH3006rVi1TITJ07EV199hQ4dOmTlZ8oUjmPhq6rEyfcWIWCvhtxYjOKxc+HTt4VeHdpwTXvsi7jvW/73kaBpSrSFgtXhwQvv/4prLrXgpa2Ns8ruGVaOTqaWm+VR7/Bg2ZKNce0Rps0eCp1BddpXw+SLbiOJbD2jVNBQ1Z+I0rP6irux+OM/sLvSBotZjYWzhqXUHjHq/RkaMhYIBKP1UWV1ofKYHRs/3BWnrQsmtsWyHSvJHJsmJNd0u/PFf6N63Vf44/Yr0UPZLvqLHAfDt6/C3aYnXEWptyoObNoO7uBxMPdPwgsHP8c55jMwq8ulUa+p37UJjl8+xxl/fRO0KjTT1+8L4q1Xf0TloVqMvKYHStpmv/WWy+nD2v/ugErFYOY9w8Ew6RdVnQ7kmm6FsDo8uGfJhrQ2O0L+wjJ2LjzaNqG4GqzBUxtfTHm2UpXVFfYl/LxUvYaBpUCDIqMaFJDSOi7qC+YMzWpCo7WQ67oV0l2sD1g0axg4AEoFDav/FJ7MYOZcpB4jWTb/UkmFD5EkaisuRaenu4dNRK7rNhFCmi4ZNw8KSyk4jhLVDB+/G2eYL4vTORq+3+MNYsbCL+M+Ox0dA0B9nQfLns08rhJN5692xTwAU1wKiqJRY3ej2uaGvd6H1ev3YU+lNeVkarYRirNn97Lg8ut6gwMXpcFEc/uQ4Lk8Xcg33bIsB4fLC0X9H6h+/4m4WEs14f5daO0/ZXfj/he+i/PfC2cNkxSTpcyVdNZ7cPyoHQqFHG6XHxvX70e9w3ta+9980W2s9+xeasJ9V7eFe+0zUfHWpS4BRTfGoNo6T7jlPU9zxN1kepQyVoeH+OF48kW3ifwsH2OTaSGZhlOZqZvNPVwkwQALh8MLNsiCltHQ65Upt2Mm+QlCPpD1K2uPPvoo+vTpg6effhrBYBArVqzAww8/jKVLl6b1flu2bIHf78eQIUMAhGbstm/fHtXV1eHXVFdXw2KJv41lMBhgMOTuvAo+WKqCTlQ3BFUACNirUf3+E2g3eSFoWiXaAiFZCwWjVomJo3pg5ecVuHnIrTDqGZj1ahRpjS16qCU2yNzjDUAdYHGqqv60robJdd1GErvgFxnVYF02HI/Rs3vtM7hlxH345weh2+dFRrXkjXVkaxuzXoXbruwZdeuA1wcjp2HWKQW1dYahFAtGzIVBpSMHuk1Erum27vAh1BrlMMt08V8M+AAAnDz19ssAQLcvRmD3Ech+r0FXfVv8WnsQ3qAfyogWzLQiFJuDXidolRYcy+G/K3/BkYM1uPSqnk1yoAsAGq0C51/UGV9+XIGv1+7GyNG9muRzWgu5plshklXMJtp4BZ328KYNCMXjqgZ/ITeaYeJUWDBiLvxsAAwtlxwjI1t7xs7UeXTGEMgDXErruJgvCJL5d4Lkum6FdBfrAwojfICea5eWDnkyadkYSbK24sl0Siq6E5PruhUi0V7t5HuL0G7yQhyto0U1Exm/31x9FFOvnIl2Fg1UDAOjSh/SOQWY9SpY4clqy9hAMPO4SjQdIt+0m0i3vAeojNHt7PH98PG3BzDxsh4teqM1Ns62LzVh8AVnYfkLm+I0SNM0OhpF1o+G5+p0Jp90y6+/vjor1F8+IRhrHZy6yQ7phfJqSobGnAn9sGRVo8edM6Gf5Db2NJVAnwjF1zq7F2tX7whr+5rxfbB+7e7T2v/mi27lsmjvecuIjnCvXSy859KZw99n0iXe1zUVifQodawOD/HD8eSybiNzBUbaE7dH42Msr9Nk5wzJNJws9kWSrT1cJMEAi5Mn6vDe8p/D+hs3+VyUtDGkdLBL8hOEfCDrpxuHDx/GHXfcAYPBALPZjNmzZ6OysjLt93M4HFi8eDG8Xi/q6+vxwQcf4Mknn8TmzZtRW1sLt9uNdevWYfjw4Vn8WzQ9/MJ5z5INqLXWh4MqT8BeDS4YgNXhActyeHDKIFjMagCQvPDzA9Fnje2Ls0osaGMohEVnhjyDdtjZgB9kHonRrMaxU044HN7w4g+Eguaq136C0+ltiR+VkIBIDU977Avcs2QDjpyoAxcMCOq5azsdnpozXPJsMJblYHV4cMruDhuGCRd3DR/oAtH6MGqVMBmUgtpSKOQwqQ3kQPc0wn/sBGqMchTK4iv8qEAonnBUenVNVLsigKYR3H0EPQ0d4GMD+NV+NOo1tCKkQ9btBACs/3Q39uw4iQtGdEG7jk1r+Nt1MKJbrxJ8v+EQKg/VJv8GQk7Dr+VPzRmOZfMvjYqjYnGYZUNNWMTiMRdsmJtL0TCpDShUm8EFFDhl84R9RyL4gwqhmTrVNa6U13ExX5BqRS0hNxDT3VklGpSPKYvbqPM6LNYWpLVW83qM9cl6tQJWhwdVVpckXYu1Fbc3aDeZTp1O4mFbA7z/rKp1ocrqwgvv/Sq6Vwv6/Qk1Exm/75s0EGeVWFCiK4RZHV9gK6bjdBO92YirRNP5h5Qcg5Bun31nK2ZeV9Yks8hTIVa3Qy/ugo/eEd77AZmvH4TcgF9/dUpKULMBnx9/nHLiwDE7Xnjv1yiv21ToNUoUGFQoH1OGhbcPRfmYMhQYVNBrpMfkRPp0Or3hWaRASNsfvbMNw0d2Jf43h2FZDrV1HgQCQcy7ZWB4zS7UyRPuuXgS7euaGjE9JvO/sRA/nD/E5gpqbeJnD1KRouFIrRmUetjrfYL7sWx7XwBwOLzhA10gpL/3lv8MhyM1/ZH8BCEfyPpN3UAgAK/XC6Uy9BC63W5QVPoL1EUXXYRt27bh2muvBcuyuPHGG3HuuefirrvuwqRJk+D3+zF27FiUlZVl66/QLEQunFZXEAZjcVRwlRuL4QtSuOe5UFuDwb1KsKB8KGiaSqk6MVGVTSotNrKJVqvEDVMGhE2s0azG5ePL8PLaCjww8VxSDZMniJm/f/9lAOQCepYxDMw6aRXTkdWCd/25f/gzDBpGVB80TcFkVMdpa8LUgdAKmIKW0j+h6fE7HJA5XHB1K4SSYsAietNPBRtu6srSPNRl5KDaFiK4+zA6jhwAnVyFTaf2YHBBYytnquGmLuupx/ZffsfG9QfQ+9z2OLNLUVZm6Caj/5BS/F5pw9r3t2PGX4cTbec5Ymt5stm2lEwuGI+pCO2nWp3N/zyd2higVsrjZupoFDLJ6zgfhzmWkxy7CbmPmO4OnnThkde2Z73NXGRygV/T9WoFjlY5wl0+Jow8G+2KdFAp5TDphNf7ZHPOtFolJkwdGHfzgNcpqejOf4Ti4ezx/cBSXkFNs5Qs6Wy8ZDceIl8Xq+NMvGkyvUqBaDr/kJJjENMtBwjqrTn3TLG61egURIOnAfz6K6bZI1UuzH1lWzgmr/ysArPG9W3S29g0TaFdkQ5aNZOW9pM9N2LxtbBIR/xvjhLrEQb3KsEjM85HvdsHjSYAf5I9F49UX9BUxGrT75c255eH+OH8ITZXUFMfEIyxQjpNhFQNJ8szZOp9heIsK9KphmVT0182fDSB0NRk/VD3iiuuwOTJk3H99deDoiisXr0ao0aNyug977zzzvD8XJ6rr74aV199dUbv2xLwQcfjDYYD6xtfHsV9V98dN3/h6Q/3h1/zw86TOHS8LmtJsHSSuNmCoilojEpcOOYcaBQy1Ln8eHltBawOD2hZqBomtm89qYbJHYQ0zFNldcMJFUrGzYub0yDTGiV/RqT5cLj84ZYcdS5/Qn3I5DTatDVg2pyhCAZYyETmd7Sk/glNj6sydGuWLi6IO9AFAMofqtJjZem1XwYAuoMFwR92QmFzoruhPbZaD8EZ8EErV4S+3nCoW/2HHZ98dAwdOpnQb1DzzVJhGBn6DynFhnX7sO2no+g3uLTZPpvQdKS6CZdpjUnjcbKDYTFomoJSIYtrmeTyBSWt47Fx+LxeJbit/DzIaOq0mL3UWmFZDk5KjeKxc6Nm4qmvuBvPfRyKzYkSRekSm1ywOjzhA93YFuFi632yFmAUTcHSRi/qMfiKbuJh8xehePjxtwcw6fIe0F55N5xrnomKpR5Gm9W2cdlM9CbTqxSIpvOPSF8glGNIVbfNvWeK1S1AEQ2eBvDrr5BmtVfejec+OgKg8Vb59NG9JfmITAsS0o3JUp4bsfiqUMqI/81RYj0Cn6OdPro3lv3fXjw6Ptr7Fo+dCyelhp7lcibHJKTNBeVDU/IyxA/nD7EFq2K+IDZXm61iLil5hmzHWbNaIag/mk5Nf9nw0QRCU5P1qDpr1iyMHTsWGzduxIYNG3D99dfjjjvuyPbH5CWRrQ8O/1EXbjGwu9KGxR//AfeIeWh/+1K0m7wQLnUJvt9xMur7s5kES7XFRjI4lkO9wwOb1YV6hwdcknY4eo0SRqMKT7z9Cx5Z/iOsDk+oVZ4+VA3Dtzkg1TC5hZiGeSxmNSiahsJSinaTF6LjHS+i3eSFUFhKQaXQDivSfKxevw+zx/eDxazGqvX7cOWEPgn1QdEUdHoVjGYNdHqV4KIbqf9upWaUj+4N1htEnT25dgm5T/2R0MZfXRw/ax2IuKlLp9+Kni4tAQCwOw+jp6EDghyLLdaDjZ+hUCPAyfDJl3bI5TQuuKQrgOY1gJ3OKkBxGz2+WrsbXo/0ljqE3ESo1TLLcYJxOHwIRSWPx8luJwrBr/mUn8Xi8qE4r1dJ+LOLCzWS1vFYH/L9zpO4b+lGcHJaNHYTchteo3f/cwP+/k4l3CPmoV35UrhHzMPij//A7kobgMxnJYkR6UURYGHWqzDm4q5xLcLF/K6UFmCJPAZf0U08bP4iVChzycBOeGTZD1j00R+ou+g+KG98Bu4R8+DRtYFenf22cYlIdb8lxRMngmg6v2BZLsoXCOUYFJbSlHSb7ZxBInh92+0NHZqMahiMKqLB0wB+/a11eMOabVv+b1hufhyLPmr0D0BIg0adIqmPSDaiJFVSib9SnhvR+Koj2s5VxPZMeg2DWocXPn1btJu8EG3L/w33iHn4+zuVuPufmelOKlL1KaTNVz/cnvK4P+KH8wO+YIZnd6UNL39Ti5KbHxfNDWQzdqaTZ5CKWJyVKSiMm3xulP7GTT4Xen1If6nE8kx9NIHQ1GT1pu7evXtx+PBhDBs2DGPGjMnmW7cKIoMOf1DFJ5pqHV4oDGYwxlD1HuXwiFZL8VUzLMuBZTlwHMAwqVXPZDO4ciyHqhOOuLYEljZ60aCXqM0CqYbJXexOL1Z+VoHpo3vDbFDikRnnY/knO/DDzpNR5o+iKMh15rQ/J/K2zJ5KK1asrUD5mDJ0sOihVsowbfZQBIKh6m2WBmwNM3VT1X+3UjNmXNEDn77zm2TtEnKfmv174WUoGE1Fgl+nAqFD3Uxu6lJ6DaiSAgS27kab83uiQKHDhqpduLC4O4DQTd1t7v445eFw5ZjuYJTNP8ucoigMGFKKTz/YiU3/O4CLLuvW7D8DITMiq2QpACs/qxDchC94/ceoCtWoQyiKThiPk91OjEVozZ86ZQBmXl8GmqZh0ilBAUnX8abc5BFahkifW2V1455XbBjcqwQ3juqOWsdeANISRalWh7MsB4fLC5fdG9XC+7YJfQBl8va4PJm2ACMV3fkPRSEuHhp1irCm73+t8WDhlQeK4fO5YdAqsGjWMHBAk7amTWe/lSlE0/mFw+VFtdWNR2YMwYkaJ1at24tahweM3gTGaAzrkqIgOdY111qdSN9Eg60fofVXqVXC7vSiNmIOYrdSM6Ze0xOFRhW8viBq6zyiIxXS7UQjRKrxV8pzQ+Jr/qFkaDw0fTBUCjkcLj9Wr98Hq8MDjy8QuqCiVsLhAvad9EKl0OH6i8/G6vX70tadVFLRp5A2f9h5EuVj+mRt/APRdu6gVyuwoHwoaus8sNf78NVPR3DjqB5g9OLdNqTGTin7tVTzDKkgFmfdPhYlbQy4Zdb5YFkWNE1Dr1dCJqdbxEsTCE1J1g51V69ejSeeeAKdOnVCZWUlnn76aQwbNixbb98qiAw6/EHV9NG9cUY7A1QKWVQQ5KsVY1sJ6NUKHDlRh5WfVeDqCzpLaicnRCbBNTZ4MxzCQREI9atf9dpPmDZnKHRJWjcKGRu+GoaQe7Ash3EjzobD6UMgwOJETT1uurwHZlxfBkaWvURWrP6tDg8KjWpYzBrQNJVxKzBe/xMu7ho+0AWka5eQ2ziOHEaNUY4CmUbw61QglBzg6MyWQLpzewQ3bQdz0oYyYyn+V70Lf3hsaKsy4fgpDhWeXujRwY2iEm2zzNEVorgTYGl/AAAgAElEQVSNHqVnFeCHDYdw3vAzodYoWuYHIaSM2GxHm8OHPZVWANnZhIv5DbFDN6fTG7fmv/v6Flw45hwYjarQoS5NQdOQjPMGWPgFCm+acpNHaBmykShKdX3nX2+3e/DN6h1RulyzahtuKj8Pg3uV4Iedjd1vEuks0/a3xMPmNzRNRRXdWsxqmPVKwVgVCHJ4cOnGtFvSplq8IBR7m8OzEk3nByzL4ZTdg3+t+iWsyXm3DILb64dR5NBLCs21VifTN9Fg60do/TVqleEiBZ1GAaNWAYfbhwf+nTz2ZrMgIdX4K/W5IfE1f2BZDrV1Xixd/VtYe3Mm9IPZoIRBo4BeE9o3nbJ7ol4ze3w/rFhb0aRFq6noU+xgOttzfom2Wx6W5XC0yhG1p3pwyiB0tOgTegIpsVPqfi3VPEMqRMbZbqVmjLm4K4w6BSiE9GeK6WYGtJyXJhCaiqwd6q5YsQIff/wxSkpKsHXrVvzzn/8kh7oxxJq7PZVWvPrhdsGqLbHbAnzVzPTRvQXbyUmpAONYFtqAG0um9cHRU24sW38EVodXUnAVCt5PzDxfcBB5kNy2aXVQALy+YJyZNWgUWTWByW7LZFJ5G6l/N63GWqLdVgXHcQgeP4natnJ0lmkFX0MFfOBAZX6oe2ZbBL/fCXbrXpwzsi++qa7AN9W7MabtIHz+VQ20Mhf6WE40+YGuLxDECasb1TY3rPVeePxBBIMctCo5jFoF2nctROXBWvyw4RD+RG7r5g1CcY6fI/b48h8BhBJEmW7CU72dGAiwgmu+RiELx2GjVpl0oye2yTOoGfisVrD+AGhGDsZoBJXiDBxCyyCWxExFo6mu7/zr5/65v6AurXVeTBjZHe2LtDi3VItCrRwGgwYadfqdGgitF5qm8PG3BzB9dG/oNQwcLj8+3XQoriPC3EkDsfyTHWnfAOP3U299VoGr+1tQqJVDbtBAU2iGTC7c2UMs9hLPSgBCsfDxBo0CIU0ueuNHlI8pi1vPUymeacqEbCSZ6JtjWfjtduIbWin+ABt/kKZXhTsoiMXebBYkpKpP4nFbH0L+dMmqrXhy9nAYdSHtWR2euDj87DtbUT6mrEmLVqXqU+xgusCgarKxEYSWQ0izC17/MalXlRI7Y9/brFfCU2OFR+aFXMGEY1umXZASwcfZVC68ES9NaG1ktf1ySUloplq/fv1gtVqz+datglQ2RSzHos5bjwDth0LFwKDSgaaocNWMXsOkVXnIsSxcRypR8fgieKuqobQU46H754K1tIVekzy4Ci0Mx045BQeRy8htm1ZHIMhhyaqtcWZ24az0CjhYjkWdpx5+1g+G5nUe0k2iJHC6lbex+u/8yD+IdlsZfpsNMpcX3iIL5KDBIv5ElQp4wckVCJUppH/iSikVoDu3g2/LLmiH90EXXRtsrKqA5XBX1FoDGFG8DfKA8MFyJjjcfuw5asOBP+pwuMqB47WuqBknFELPTzDiz3rJ5fju6wPoP7QTDKQKMS8Qi3NGXei2dTYTq4nibWyclssUgnGzzuUPx2EpB3NCmzyDmoHn6NEoj9LjgXnQdColSa88IBvJ/8bxCCaMHdUJeq0cDmcALCu8vvOvr3P5BXVpq/fi85+OYPafSrBn4RM4THRFSIBRq8TEy3rEabijRY+n5gyHxxfE4eN1oClE3f4GUrsBZnd68dZnFZgyqADHlywO67Lb/XOh6dQRMln8Fl0up4lnJYgi5hnaFeniYrCUNTpy7TeZ5XjmruHw+rKbkI0kXX0L5TZIfG89ONxe1LrsuPuWnnA4A3j/8yNYsiq6wFEs9mazICFVfRKP2/oQirFmvRJB2o1qpxMMzYBl5ZLjcDaRy0T0KYvWVaKD6aYYG0FoWdLNmSaLnSzHIkC5w3H5x19rMfYcHY4vWYStArEt27fAefg4O/O6Msx74TtJhZbESxNaG1k71KWo6EVAJmv++YG5Tqy5UzI0gixwyu6O2iCxHIuj9uNY/O1SVLtqUawpwH0XlKOjsV24asbh8qdVeei328NGEgC8VdXYs/AJlC1eCJpOHmiFFob/rNuDv04ZEDXHbMLUgdCSaq9WB8txgsaAn++c0gy8BDrnD3bFSLfyNlb/J1e+iTHT/4LV7+0m2m0luI5UAgBklkLBA10AQMAHTsYgkwNdHllZF7D7f0dw0w6UDSnF2t278XOFAz17GlHirAPna3wGOJYFKCpuvUxGIMji0AkHKo7asPuoFUdPOQEAKkaG9kVaDO1hQbFRBYNaCb1KHnoOOMDPsqhz+XG81oX9h2uhsfnw0KKvMWXKAJR1Kc74705oWsTiXJFRjWXzL4WSoSUVY2WCUJyef+FsTJg6AKtea1zzLx9fhpfXVoTjsNRNZOwmz2e1xnmUiscXoWzxQijM6c9pJzQP6VRjx3oHuYzG4HNKcM2lFry09ZWw7u4pKYeZU8X5A/45WbV+H2aMLwuPVIjU5aQLO2DPwieIrghJEdur1To8oRmPjAyvfrgd00f3zugGmD/A4ur+FhxfsjhuT9Zt4SPQFhbHaV2rVWLC1IFxc8CIZyUAqe2Nkq3Rons0U/I9Wrqkq2+h3AaJ760DlmNR663GaxUvhXU4c8w0vLn6KPSaxm4bYjrP5g2xdPRJPG7rIjbGdis1YfK4jnj466caverQ2zD4nBL8sCN65IdKKW/S/ZqC82LMuO5ROa0x47pDwXkBNGpQLPYHguSWYmtEqi8QyuOKxU4hf7Dgor9g//yHWyS20TQFDpB8eE28NKG1kdWbupGkmrQ+XeDNnVjbo44WPWyeunCQBIBqVy0Wf7sUC0bMhVGrD7cYiJ35JKl9sj8QDrY83qpqsP6ApJ9faGGwOjzQGJWYNmcoggEWMjkNrVZJBo23QhSMTNAYKBhZwjZeQkahzlsvqnOT2pDw50i38jZW//V79wGvPocp988HR9FEu60A+4EDAAB1Q+cIIaiAF5ws89myLAfUKQ2gSjuC2/Qb1J06o8ORPuAUfpzTUw9uqxKU3wXvwf1wfLEG3gN7AIqGqmdvGK8eA3lBkeD7chyHkzY3dh+1Yc8xG/b+bocvwIKmKJRadLiorC06FupQaFAKnkvz7Z7lNI0CnRIFOiXOKTXj5w2HELB78Lelm3DLVT1x3Z+6kLU6hxGKc3Mm9MPiFVtgdXgwf+rg8PwmIVIttBGizhMfpx/75lksHHE/ps0eCo83gGOnnHh5bUX4Z+JHRaRz4JGpRyG0PJE+1+70xhUuRiLkhR+ZMQTTx5yNf3zzdJTunvpO2B9EPicvr63APbcOQr3LD1u9Fy+vrcCeSisKtWfgMNEVQSKJ9mqPzBiScB9GU0CV1ZU05jJyGoVauaAu65x2BLXqOK1TNAVLGz3ZbxEEEfIMd/25P6ptLvgDLFRKOUwNs3WTJXqF1n6pe7R0SVffxDe0XuweB57a+GKUDl/augxTr5wJjy/0+02WA8jWDbFsxF+i1fwmNsb++cozsfTnl6K96sYX8eC1d+PQ73VR3sCka9oDI9brQ82rz+GGG24ErTeAddSh6tXnUHTvX6Ne11wz0gm5gZScKe91V35WgUsGdoJRp4DXF0SRUS0YO4X8gdNT16KxLRVdEy9NaG1k7VB3z5496N+/f/jfPR4P+vfvD47jQFEUfvnll2x9VKtAqPXFys8qcOOo7vDCGQ6SPNWuWvjZQLjicNa4vmBZDotmDQOHUCDTaxjUeR2CrWx5aEYOpaU4KugqLcWgGWlSEFsY0rktlI2EM6F5MemEf/8yGqJtvMRmK+qMAVGdJ0Oo8lavViTVk5D+/TYbVJQ/XEXGcizs7sTPESF3qdm3Bw41jQJdgehrqICvof1y6gRZYGe1ArtPKXDAysDPUtBRgzCN+whVaw9AWdAXlZ1/wVP/8+DGeh80R6sQ/PxJQKuDasD5gN8P746tqNq/B8Xld4Fp1xEeXwC/17hw7FQ9Kqud2HvMBpvTBwAo1CvR96xClBZr0dakASOjG89xU7xofFb3Yuz8/ij6lOjx+ie74HD5MemKHuRgN0eJjHNeXxDHqhx4c03okApAwvmNqczLS4Sf9QvGaS/rQ6FOCx+ANhYd7ps0IOrmcLqFN5l6FEJuIFV/Ql74oZc34/E5/SX7g1g/oFLQgNoPv4LF2FGl+HKzAgaDRlBXLC0Dy3LEexIEEdPnM3cOj9uHyWU0XB4/7v7XhqQxl2U5cBxgNGoFdenm/FCwAVQ7a+J8KEVT0JERCgQB+Fi4aNYwVNvc8PmDYBgai9/cEqfJZGs0v/Z3LTwTo7uPhE6hQb3PBZZr2ttcsfpmWQ42hyflvR3xDfkPy3Lw+H2CXqCtRQ15QIOXHxgBJSMLFytkmltKNBYKyDz+Eq3mN3yMfXL2cHi8AXCMS1CfDo8X5WPK0MGih1Iha5YcJ83I4bfZcPCxR8J/JqQtKW11Ez0DhPxCSrcCu9MrOJP2wSmDcEZbY5x2hXIDVn+9YGwL0kB1vRUKSg29uumeg1TzDsRLE1oTWXMQX3zxRbbe6rRAqPXFJQM7YcHrP+LWsWejWFMQFSyLNQVg6NCvS6jiMBgMwGU9BafTDqu/Hp/+8QNu6H11XCtbxmhEjwfmxc3yYIxGST93ttrYZCvhTGhexH7/p+xu0ZYXYnObnrhzUEKdS/lZwnOfJOpJSP/d778PoGlwLAuOQtotoQm5gevwYZwyy9EBatHXUAEvWKU+pfflOGBXtQJfH1aj1iODXhFEryI3itU+aOVB/FE4AFW1Z8DkOYH2FXtgse6F0uEGKwfWF56LX4zdEKyRQ6ugUXJWe1xx4FPUPbcEK84cjbpgo7a0KjnOKNFjaM8StC/QQq9moublZtIw2lSshUavBBMEBvUswfvr90GvUeD6i7pk8K6EpoSPc1VWFx559YeoryWaiSNlXp4UGJoRjNNyOro7w3m9SjD7yi7wuRygGTkYozH1Nrwcixrai473/AVHn3ouLY9CyA2k6k+sDRxNyRL6A45l4bfbwfoDYb2Z9SrBlmD3XFsOtd4Ut/a3m3M3/vnRXtx4WQ/iPQmCiOnT62dhMWui/tzq8OChlzcn1TzvV9/6rAI3nN8e3ebdhz2LFod1WXrvHDj0Kjy8/mniQwkpw7chnPv8d3hg8iA89+6voppMtEYzNIMB7cpw+dkX4cUfVzTG02G3waQ2NIsWE+3tKHCNa4BSkVFug5Cb2J1eHK9yC3qBqlNe/O2FTVg2/1IUGFLLBYiRyVioWIQ8CkXTGefhCC0PTVOgKOBvL20Szdla7T4seHUbls2/tEnmiAoh1+vR/f652N0wakRpKUaHO+9GtV+GthHFi4lyudl8Bgi5Q7JuBf4Ai0sGdgof6AIhv7Dg9R8F8wZCuYFP//gBtz0wF3seb9Tf2fPuxR+uGnxQ8TUu7zwKJmcR2hXpm2S/lc1W+wRCvpG1Q9327dtn661OC4RaBBh1ClRZ3Xj/8yOYOWYaXtq6LGpBNah0gu/FsSxclUejguhNf70D/9n+MW4dMDGqTRJF09B0KkXZ4oVxRlMq6bSx4VgOTqcXgQALuZxGkBK/2dlc5oeQHkK//0QtL8SSYlRQgfsuKI8zjmI6T4TUBHKk/oNuD9zHj+PA0pfht9nQ44F5CLYpjGsn8u72T3Br75sBjoKctOfIaVi/HzhZg9oeGvSWaUQPQKmAD1zELKZkeAPAx/u02FWthEUTwDWdrSjVugGq8RMO1LZHUK7A2VwlZKc42NQsqNL2KFYdR+e2g2H2sajzcXAHOHgDZvxy9sUYtvMTXOvaht8HXYkCvRKFehU0Clm4fTKAqAPdTKEoCu3OMmP/thO4YGgnuL1BLF+zE53bG9HnbDJjN5dJtV2W1Jm2yTCodIJxmmaVeOy10I20bqUmTBlUgD3z50clqTSdSuPWilgvEBlP6zz1eGzDczCpDPjz3BkokWng4nwItilMyaMQWh6p+hPTtYJSi/oDjmXhOlIZlxTVdCoVHOvAt202dipFz4WPw2qtR40zgGe+Ooo9lTYcPF6XFe+ZSNuE/CSbM0p57E4v3vqsAlMGFeD40wvgMplw1sxboWzbBn/4bajVMHhu06tJ294SvRHE4HWr1zAJNUkBYBr+X97w/zwGlQ639BuLR7/+V0w8fbFJWzBHIra3e+bO4ZBXn4haA3o+9LeMchuE3MMfYPH2mkNxObG7z78NS/9zIC4Wp1vMyMdSny8Ae70bJpUR1a7atFuOJ/Io2cjDEVoefr0XytnO7DcNb64+0qwtjTmWhfvoMVSuegdnTpsCxmgEbTDitW//wLb938c9A2K53Gy03SfeJP9g5HT4HCISsbyBUG7ght5XQ6NvE5VjPfTiK/DbbKFziQOf4+K2V0KrVjRZrj+TVvtEt4R8hvT6aCGEWgQUGFSwmNXYU2nDm6uBm0fdCqOeQbFRiwKteFWs324PH+jqzu6KDmOuA8PJcWuXq8Gy8YGYoukmH1geCcdyqDrhiBpGfsOUAQ23jxoXj3QSzoTcIFHLC7HZijRNo6OuHRaMmAs/GwBDy9Nu8RKZTOtWasKkCzvCpJJB4XGC0yqiNkv8P+986JGoFiEVjy9Cj0X/iKo661pwJq7tcDXeeP77sHYnTB0ISxs9WehzENfRY6BYDgGLOTo7FQnHgfJ7JLdftrppvLVDj1o3jeEdHCgrcEQd5gKAo16JU1YdSjuyqFedARtlwTrTTlzoUOHykxxKtCyKtbGHyGciEOyPdrt/QfGFF4EtKOB/vCaluIMRRyqqcWDbCVw/oguqrC48sWILltz9JxSbxW83E1qWVNsKZWtmEk3R6GiMj9OnbJ7we0+6sCOOL1kc5UGCHg98NbVQFBaEY66QF4iMp3w7p2pXLR6tfSX8M7xw1YJU/3MRWhip+hMd6aFWQq+J1p1eoUHAZgfr9cFbUwPGZIK3qhreqmpUPL4IZYsXwq9gRds2UzSNepkKt734bdTXs+E9k2mbkJ+kEnelat4fYHHD+e2hqq9C1zl/QaC+HkffeS9UXLjoMdQrkbT1ONEbIRG8bmvsblFNJtMQTdGgKTrtMTnZgGNZzLmqC0wqGWyeIN78JlSII3c7wwdmQGhu365H/oGyxQuhspACxdYCI6dhdXjx5uqjuHnUrdBr5fB4WTitKlgd3rhYnE4xo9BzMHniRCzfvxL7ag+lpXe/3R6nz4rHF6HsqScAlg0f5iqLSMFivsKv97E5W71aiX+t2Cmoz3QRu/UdSaTmrD/8BCDU+vZPs+7DFz8dlexxxUbuSH0GiDfJT4xaJby+oPSZtBzQltPiyUGzwcllCGqU0Km0oCkaQcTnWH9/+nlcPncGKCWdk7l+oltCvkOcRAsR2SJg2fxL8dSc4SgyhpIFvEl45f29UFE6FGiMCQ+6WH8gnEztdNONOLTsdWyf9yD2//0xMFVWcAIHu00Fy3KwOjyosrpgdXjANlS98EESAOxWN959fQtuGtkt6nubs6KNkF2E9My3O+KTC5aGA6PIpBhN0TCpDSjWFmTUzos3191KTbj7krbwvbAYR+fejYoHHoTrSGXcM8A/M5F4q6pBBVgUaxpnsY7pchXWrtwdpd1Vr/0Ep9Ob1s9JaFpchw8DAOQlReJtioN+UBwLVpb8ULfWTeONbXq4/BTGdatFWWFd3IEuxwGHfjdDqWRhMjrBsRyMQTUsfj1+0bgQBCBjhfXi7zkQnEIJ+aZ10v+SGSKT0WhzhhnHD1sRcPlw48hu8AWCePqtn7N6K5iQXRLFWCESxd2UP1sgTvMxFwBMKpmgB9n+wPyo+CvkBSLjKd/OKZLYlvxCHoOQe0jVXyJdR+rOqNTBU3kMv913P36eeTsOvvQKOt10I3RndwUQWr9ZfyCphiJ1yyPVeybSXjJtE/KHyN+z3elFR4teUtyVqnklQ6OE8ePgS69gx4N/x6Flr6PTTTeCMZkgC3JQyhRJ4yDRGyERfFzt2tGEB6YMEtSkFA1JWZMzRSyuciwLpuZkeD/ne2Ex7r6kLc7rVQKKDQru4Vh/8xw2E5oHPqZaHV4seGUbnnljF8xqA9oX6wRjcarrO8tysNs9cc/B2pW7MabLVQDS07tQjoExmeCrqQl5mFtvw2/33S+YnyDkB5HrfWTOVq/Q4b5JA5Pu0aTC3/pOphuxvJZJJUspvyoW8ymOlrTvIt4kP6FpCkXG0AzdZB42UpNbZ9yOinnzITtRE06PiWnRzOjg8bJNluvPJD9AdEvId8hN3RZEqEVAOr3gaUYempsw5jrsf/7fUZWBex5/AmWLFzbLzVyxWSZmFRMOkjx2qxsdirSwmNUw61W4aWQ3dCjSguFC1TKkKib/EGt50RwzDnhz7amx4viSxupYxmSCw+6Cv9YFuVIebqXBPzORpkNpKYZcocC9F5TjyYZ2IiaFEXbrwajPslvdCOZglRkBqN23F34ZYCpsK/oayu8BAHBJDnWtbhpvbDMgyALXd6mBWekTfN2JU3q4PQp07xaA3+0K/3lXdwk2GvZju06JoqAXoAXaijMK+Lv1h2L7ZshOHEWwTUcJf8vMaXuGGcf21+Dg9pPoPewMXDHkDHzwzQF88eMRjDrvjGb5GQipk0pboXTibiqthyJvsNk8QVEPwt+gVJjNCARYQS/Ax1OxVs98S/5M56URmo9U9CdF10I3X/Y//2+cOW0Kdi9cDKWlGDQjT6qhVG+8h58JP4sgx+HFD7fj+50n47SXTNuE/CCTGCNV82q/G781zNAFGrV81sxbJWkYQMp6I23lTj9omoJRp4JeoxTUpBQN6RVaPDpsLuwuB2w+O746tgE39L4qrTE5QiR63gJ2O/Y0zIYEQs/J8SXPYPZjj0GukAnu4WiGpLVaE6n62FTWd157rDco+BzoGX3aY6GEcgwdx4/D7oWLRf1xJCRe5z7NNb9T9NZ3jG7E8lpOPydyMCesMSH/8dfzb8OL7+3GDzvivW8sxAvnL3I5jTPaGpNqOpkmxbSoVRlQotZk5fZ6LJnmB4huCfkOcb8tAMtysDv/n737DmyrPvcG/j1DW7Ik7zjxyHRCBiSQUZIyQ+FyobQNlBHKCiuQS1glwKUvLQ0kpIWWTdmlhTJbKIWyuYyykhCyhzPtxPGIrWVrHemc9w9ZisY5WpZtyXo+f0Es20fWc57z/LZPNmFmsxe8ymwOnQfq9eZk5mqy60tG6SyT+679IcxWXUyyNFt10Gp43H/9cXA7fHjl2TW03UEBEkUJ9h4f/EIQLMtAo2Jh0ifGS3/OOEhHuLj2cj6s67sHjBPGo2zRErz82nY4bLtjYit8z8Sfd6Mym2H16HDZpKug1bDQ8UbZ2OVoRXlesu1qQpeZR4Va+dyX8KCuyCmfqesLAC9tNkIQgQVJBnT9Aof9bWaUlorgGSeCUV8bIZhhDqjwqVWPc4Jexd8VGD8Nqm3fgfvucwRPvyD5G8wRtZZHRU0J9m7rwMRZo3DMpCqs33kIz7y1GcdMqkKZmbZhLjSR57YggmFCOTG8U0I6z+9Mtx6K7tCQRBGq25ZB8vmS1iA8zybNp0pbPYd3cMj2vDQy+LKtIxV/nsLMb95ojHl+MyliKJ2OuPC1S6IEX48/pj4959xpsLn82N5si4m9VLFNCoNSjll57TyUmXVpDeyGjx0RAiIcvb7E+FKIZV1NTVoxDKTOpdFoW7nik07+TRVDkijhUHtvTNxceOn5qDRld0yOnGTPdJ3CfaJipKRtuFw/e8jQUuo/CH/OoihBFCVIEqBSsZGdFVJ9/uHYW3zWVNn7oNxoxd3zl2V1LJRcfOpqatLqo6N8XTjiYzO8UjDT3JMsZynVC/FxIxdzjbctg1hZndAvlyzGWDa2/mAkNjKgC6Rud1EtXNjCMR2OyUMOT8YxqRSLktECkwTZn9lf/e0foLglhY4GdQdZrlaaiJIIp7cHgihAxapgqhuFQLe93zNX+3N9SmeZiCxw3mUzE4oHgzG0/VO4www4vN3BoqVzYaRO2rwmFytLz5uO0hIBNeXGQW9EsywDXq2K3AOVP78Ar7y2PSG2Ll4yB4LKC011GaatWpFwRonPL+LXj60DADTWWXHludPw75c3xMbuAMwyI/0jSRICza04VMNjBmtQfB0bGdSVz4uiBPx9mxGH3BwWTLApDugCQHOrBZLEoLbGD79HiPkaAwZH9JbiK7OAA552lGKk/A9RqREYPQn8jo1gTnBB0ptSvNPcGDHaio79DuzfcQijp1TjJ8eNxUOvfI8//WMjbr9k1qBcA8kNuVx83bnT8dbnu7DwtElpPb+Vth5K9iwOrQRSh2qRKgv07kDSGsRg0MjXAlH5NLzlrpxszksjg28gVlQrzfzWVFZi2qoVMWeMJYshIC5uRQFOnz/ScRt97YvPmor/vLkl5p7498sbcN5ZR+A3z30bE3vpxDbJf0o5ptPuQY9HSBnD6cS+UixzOm1MDJdojYdj1NsTM7iQSbxlk9tJ4Uo3/6aKIaWjk0Jxw2V/fVH9F2BYWE2amHsunFcNCvcJq+LBsCz09XUJbTgJDO3mUQTCMf7Cu1tx5g/H4sGX12XdZ/XSx02y7XxLiSHrQVS5+ASgGM92jzPSn8cLasrXBSjbujfV9ynVC/F9u0o5Ue7MZqWa4KIls8FoRJRojZEausPmjgzohiVrd1EtXPj6G5NysciZStDc0ZPy/ogf30h3Uk1/+wcobkmho0HdQRY/k6TUpIHfaYOg84FTqcAZQrO0kxElES2O1oStuUaVVivOXM32+jKZ6RI+yyT+gHWGZVBZbcKipXMRDIjgorb5oO0OClc4VkpNGtzw03Gw6jn0+Hrh6gUcOtWQrJyKnh3Gmsxw2Jpjr9nmQXevHbd+sTxy39RW1MQUDNFxvL3Zhife2YoLF0xBXaURajVH2yDlKX9XN1iPD96KSmgYHqLCqbqptl/+bJ8OTd1qzK93olrnkX0NADhcGnTZDX3ZTH0AACAASURBVGioFyH4nLKvqfWXY1OgFWv4VvwIMxR/VmDcVKh2fA9+w9cQ5pyi+LpcMll1KCnVYeeGNjRMrkK5RYfjZozER6tbsHl3FyaPKRuU6yCZkyQRwV4HpGAADMejl9ElPLcffHkdLj9ratrP72yexfG1yMyaabjqtluwo2+LufgaJFktkA6lGmOgzuch2XH0+vDie1sjdYHNHcSL723FNWcflXVdoLQyS1NeJttplYxSDV1rroGj1x+5l0r08keHlOhDuzxEx15/Y5vkh/gcM7HOgstPrcdIo4ADXS64zBqYDcoxnE4bKtkqw7BkMcoybEbxRu2s4iLbNnPaEmI3VQwNRNzIxfXicxbhuVeB7c12AIfzqsqQ/D5hWDZh21q7y0u7eQwj8bVuuI8sHOOXnzU1MqALZNdnFW7nn3fWEbAYNSi36GA2a/v97I6PT0kUZeO5i/Vh+YcPRe6H3xx7K+XrApTs2W8xqmXjONX3WU3atOqFMLmcKEcptx/qseGPnz8eU2tk2u6iWrjwpNOnkGlMxseiLY1nc6q6N5n+9g9Q3JJCR4O6gyx6JsnEOgtuOXMEPO+sxAFHJ3hzBarOuRXqyrqkA7tOb08k4QFAp7sbqz5/DHfPXwZzmrO00rm+sOiZLsm2CEl2lgnDMrIzDGm7g8IlBESUmjR9MbwKPkcndOYKlP9sGbyi8krJbKS7nVb07DCvpJKNLbvfASD2vole1RMfxzaXF2azFharnmZ657GeXaGzj1XVlYoDugDABMIrdRMHdffZeXzerMWUci8mWnoUf4YoAnsPlEKrFWEx9cLnUTjHjtFgrt2Dd8s5dIk2lEnyjS3JZEGwug7sxtXA7JOBHG1tl8qI0VZsX9uKzhYHKuss+OGRI7FmSzuefHMj7l96PMV7HgoGgxA6m9Hx2r0I9NUNFWcvQ6nMaheTXpX2TNVsnsXxtcjq1g0AgGtXLgcblGRrEKVaIB2ZnodKhoYkirjy+NJIXVBirsCVp98IScy+UzKTVQipJKuhhQAfuY+cbkH2nnC6BdnY609sk/wQnWNKTRrc+uMR6H17JTr66lv12csg6etl22iiKEEIiLjh/BlwuQW8/nETtjfbEnJwOrGcLEbD9Wq68UbtrOKi1DaTi91kMTQQcSMX14+tfRqX/fdV+PVj6xL6DTLN+bSbx/AhSSL8Hc1of3VlpNYN95GFP+dwjRst3c87Otdvb7bhsTc34o7LZqMkBwO6cuTyvlfLY/mHK2Puh9aeNsrXBUgp90iichwzDJsyZ6WqF7LZbl4pt7sEV0KtkU27i2rhwiGXZ5X6FISA2BdvfkillThixT1gxWDOns3p1L1KctE/QHFLChkN6g6y6JkkF8+vheedVQg4QtsXBBydaH91JWouWQHeqDzTShCFSMIL63R3h84+iJoZI4oS7Bk+6JPNdEm5HUMaZ5XFo+0OCpeKZ3H5qfXwvLMyJoYP/f1eVP3iHgD6nPwepbgrLdHAJyTGWfgeUIlSQmydvnAintv5QuRnh++baNnEMRl6Xds2Q2QA0wiFbY77MIIXEsNCYmO3j/MIDP6xzQCrVsTcETYgycBw2yETvD4VjpgYgM/jTvLLWBztDODjUmADsw0nSj9QfGmgYSI0X78PrnUvgiPHJH0PuVI2ogRqbQd2bjyIyjoL1CoOp8yux2sfN+Gz7w/ghBmjBuU6SHpEUYLXYUNX34AuEMq5na/di8tPvRU3P2mPvLbSqoPLLWD25CowCG2hlSyXZfMslqtFVrduQO+Mc1FhKM3Nm45CubkwGOBF+zv3x8So5537+10XxM/8FkUJ9izOL0tWQ6t4daQGltuWccHFR8MLCYsXTKMV4sNQOMesvHYetGIvbH/7VUKurblkBVySLibuAMhugf+Xd7bC5vImxEqqFTXJYjRT1M4qLkpts3DsJutfiDYQcaMU16OqDHj6jlMU23OphAc2ANBuHsNEsNcRGWgAYvvIVLwuUuNm+3kPRT0ZH8+O3q6E++HlHf/AkkuvxCvPrqV8XUCU+k8N8CrGMW+0prXCUKlvV6Ni0e30KfbLKpHL7dH9Y9G1BrW7hje5PKvUp6BRsfLjAOUlKSfC8FzqOO9P3UtxSoodDeoOsuiZJFY9B58j9qDxgKMTUjB58lKxKlToS2MSX4W+FJCY0KpChQ6GdB70yWa6pLOtWPiA9XTRdgeFy2zQQFuhw0GZGGYRzNnvUYq7xQum4TdPfSMb2+EGvsqgwsXXHgtAAhgJT278C5q690R+doW+FCo2MQ1mGsdk6HVt3YJDFh7l2uTbzTOCFxKvAcAgeuD23zv16BFYnNd4CCpWeZa3z8/hQLsZ5WUiOMaJVKUmL6lxVC+L1cYWzMQ0GCG/ij04cgwklRrcpjWDNqjLsgyqG6xo3taJHrsHRosOR02owFcbW/Hntzdj7rQRUPHZn51GcsvR64PX5Y40vsICjk7UVeoiDabwgMLarW0470cTcesjX6SsA7J5FivVInI5NVcoN+c/FkHZGIUYiNSo/W1o9+fc3mRxW6KLXb3z6ue7cPXiOWAANHf04I9/34DtzTYAoQ4J2tZzeOI4FipJlI1jwe/HzY+ujm0jGTWyW+AvXjANZWZdxrsJ5DK3UjuruCRrm0nBQAY7H+U+bpTiWsOrYDFlN+En+llgNWmx9LzpeOCldVmv1iH5QQoGFPOvqcSMOy6bjRfe3Yrrzp0ec6bu/146Cyad/PE68Ya6nmQkLuF+sHsd0FpYytcFRqn/lIVfNo7Dfb2ZrDCMr3vvvHw2Hnt9Q8bbj0fndkEIosXViud2vBDpH6vQl4KRQot5wot2qM4dnpTybHyfwh2XzUZQRFbHG4iiBLdXSPlsVqoPGIlNOTEdGPp8TshQokHdQRY9k0Qb7IV9wiww00+CpDOB8bggrfsYDBf7scQ3wEx6A2754eLYM2mOXoR7n94Am8un2MGQTuJNNtNloLY1ou0OChPLMlBp1ODNFTEFgW7CLPTwHAK9XTGH3GezRQygvGWHVs1H/js6tpU6e2urjPj51DOw194Sc1ZDidaY2z8MGXSSKCKwpwXto3gczZqSvvbwoO7hAd2mbhU2dWpw7MgelGr8yr9HAna3lIFhGIwc4YXfI6S8tgCrxhxnEKuNLDayO/ADcbr8C3kVgqPGgd+xAcxJP4GkSq9Tor+q6y1o2XEIeza1Y+q8BrAMg1PnNOCZtzbj31/uxY+PGzso10ESxedMQRDR1RNASVzO5c0VkBgev7vuOASCIhiE8nNN+djIgC4gkyslEU5vDwRRiOTqTJ7FJVpjQi1COZUwHJ9QF/DmCjS19uAP//g+8jzu8ffGxF6qM5OA2Hsi27MTk8Uty8jXwIccHvzqqa9jfg5t6zn8RNePN/x0HMpk2mjNHZ6EuLt78VzZOnVUpQmVWRzd0Z/cqlRrUzurOMS3zVQ146H64QJIBjN6eA69h1y484mv05oMk6x9nk2bbiBqhuiJvx02D55/eysWL5iGUZUmaNQcrdYpUPF1hKpmPNQnnAcbC6i9TtRWmXDtOUcBAJZffSxsLh8cPX68+N42LDxtUtIJXtn2R+QaE1TjqumL8Kd1T0fuh6umL4IY4GE0U74uJPH9pxo1C5H1wR4ADBf8Cv7/ewlCaxOAUD0c7uvNZIVh/CIHrZrPul82nNtFSYST1cHuDR1NFo7Bx1/dhoWnJr+PSOGKtP9Z+fhUqdWy7aBs4s3R68OdT3wFq0mLy8+aCpNeBa8/gNKS2DiXqw9uOvZqPP7qNnyzqT2jybuEFBsa1B1CPk4H38nn4Xf/eSKSvH558pVg9IcHJZQHqEbg7vnL4AsI2N/ei+de3YPtzaFtEpJ1MKTzoFea6dLfQ8jJ8BFuEEmiBpVnL4uc76ibMAu+k8/D8o/vi2mwjzSNQEt7T3arahTizuU+PKAWHdvJVpTXmmtC5+aJgdCqnDQ7kkl+87QeBOv1w11VBQ3DIlmWYwQvRNXhmYG+APB2kx7lugCOKnMm/T0dXUY4e7QYPy4IwetK69oERoNSoQd1wTHYxu3CdBwBLeRXDQQaJoLfswXc7i0INB6V1s/vL7WGR8XIEuzd1oGJM0dBpeExbpQFY0ea8fKHOzB/Vh30WtWgXAs5TO7Zf/fiuXjz2w5cefqN8PRtb8ubK1D2s1vwhzeacM3ZR6HSqo/kZ7+gPBFLlES0OFoTOldrzTVp50SWYSmnkgSMriSmLuDNFdCdfiMeeqsFHTYPXnhvKxb+ZBR+/0VmsRcz4Hb+jOxr3BRxK1cDU/1bHKLrx4832XHm/PPw+y9j22jvfdAV8z0dNg9YlpGND42ay6rzKdvc2p8V7GT44AxmVJ1zK7o/exmeuWdi5doXYiaBW/vOy8tkMky0bONsIGqG+Im/25tt+M1T3+DpO06hVTsFjDOYUXH2MnS+di8YgwXCaZdg5Zq/JNQMjh4/7nj8y5gY2NPqVIzpfMqRLMvinx904Bc/uAImAw9XbwD//KAN155dM6jXQbIjNzkgPGE2vn1102mXQPXuc5B67ag651ZwhsO7iqW7wjA+1/Vn+/HI7+7Lyb858ZfodPTC4RLw/Ov7sL3Zjj0HlO8jUrjSjU9r3HM523ZQOG47bB7c89y3kX9/+o5TYl4XXx8wEhsZ0AUym7xLSLGh3ohBFi4mb37gM2w70BEZ0AVC+8b/7j9PwOU7fEajo9eHF9/diqVnjMMjVxyFpWeMw4vvboXLLcCiKwET0OHXj62LDOgCsR0M0frbARXeIiT8c2lbo+IUHcMX3/UB7vt3O8ouWI7aJY9De/oVCTG96vPHYPe4ZAdaw2cgxZNEEX6bDd6OThgCHtx15ZyYuFt63nS8/nFT5PXRsZ1sRTnLsLDoSlBhKIVFV0KDD8OEa0coFjQja5IO6AIA63dD4g8Xg5/s1cPpY3FSrR0so3yOrs/PofmgBVaLCJ3aBUlSfm20AKsGH/RigtCAABPEVnan4mvFihpIBhPYTavT+tm5UjPaioAgYn/Toci//Wh2PZy9frz56a5BvRYSIjc55ak3N+L8H03EE592w3niLdBd+AdYzvstnv7Mjq83tYcGa6Py896DTsU6wOntiTTogMO52untSXlt0fk5YHfArDFSTiUAQvVBc3sP7vt3O5wn3oLqqx+B88RbsOqtg9jWV6fO/0F1ZEAXSD/2ou+JcGcWADTWWXD3L6bi8aunwxj0QhLTG9jNpBag+rc4RNePs44sjQzoAofbaHOPLo/5nvBZY7mOj0xjVBJFeLttUPc6sPSMcWiss6SstcnwxDAs+PJaqE+7HPf1DegCoRh+bO3TOPvU+shrs9lxQGnybDpxphTX0XWF32ZLK48Dhzuao9GEm8LHMCz8phHwzL8Vmp/ehPv6BnSB2Joh1S5y8XHlcmcfu7lmNmiw8NRJePK1Hbj1j2vx5Gs7sPDUSVRXFIDottai5R/g5gc+w742J0RRkm1f3bfmLzCe80vUXLIC6so6MGk8z+PzYXyue/3jJiw9b3q/6w6WYSEKatxy/xrc/eT6SJ8y7UYzPCnFp+anN6HsguXgy2sT4lMSRRgCHjyw6EisuuRINNZZ0o63TJ7R0fWBKKgjA7phFJOEyKOVuoMsuiFkMvApDwSXRBGXzipF6wOr0NLRCU1lBS5demOksaNRsVh1yZEwqBjYvUE8/2kLbC5fpIMhnTMa0kWHkBMgsTH/9aZ2XNc3my+AXtmYDkiBtFfVSKII975mbL1nJXx9MT/p9ltx//XHwSeI4DkWbq8Am8sLIFQY3HXlHBgCHng7XDCyHOZMrsLXmw8XAtTAH97aN62Hn2dQXjUq+QslCYzPDdEcmgW938nh21YNZlR5UKlTbtBHtl0Gg/paH3zu9Bv/AqMGLwmwijpUB8uxiW3CVDSCl3v8MgwC9RPBb10DpscByZj8fOBcMVp0KCnVoWn9QTRMrgLDMKitMmHy6FL8/dOdOH3uaJiN1MkwmOQ6qr7Z3I7FC47ElT+Zhk67B3udfrz+xlZsb7ZFclx0fn7946aE88bCdUCXJ5Srx5c24PzRp8DM6eEIuiGm6EhVys/6+jowLOXYYhcdf19vasftl8zCU2/ujIlls0klWyeIfZ1YohAAq+KhMptjYir6ngjH9r8+3xWpkfd2dOLgAMUj1b/FIXolglIbraZSn3DWmEmvgUmvSRkfkihCcDgUYzxbcnn5xqU34v6PgO3NduoEK0JOt4AOp1c2hk2Gw/VnNu2jXB/H1J+6QulMyhKdKunzhOQ/k06DLpMFXb3yfQuCGICKV8vvkqBi4bfZEPR44WltRcvLr0Kw29F427LISvWwoRoooLqicCXbFS7ACvJ9YQwD3mCN+Xe5mgCAbD4sqa2NyXU2lxelJdrI0Tv9iR/ajaZ4CKJ8fHa6fLjtz1v6VsJyka/JPZ/vvG0ZxMoRMOlTx1sm50ZHSxaTA1VLE1KoaFB3kEU3hFy9AdkDwVXs4Y9FK3ix+4H74esInSni6+hE6wP344gV90ASteA729D74Ep09yXZm6+/EcGK6oQOhvDZDl2e7ozOL4tHh5CTZI15tVb+kHue4dMuFgWHI1I4AKGY33rPSkxbtQJma6gYthijYlvFgu9sw4aoYuN/bl0GAPh6c3vOV9TInUNJq9OGlmPzZhwsV2GUypL0dUzAB0YKQlRpERSBt3YYYFKLmFnpSPp9BztNkW2X/Z7kWzTHC7ChuONFHyYI9fhMuxY72X2YKMqfVRtomAjVltXgtq1D4JgTMvpd/TFidCm2rz2AjhYHqupCf8f5s+qx5ZV1ePWjHbj8rKmDdi1EuTETfgb3eATc98LahAZS9Jk325tt+Ms7W3H5WVPRUFMCbdT5cipWhZk103BhxQ9x4N6H4ejLnarbl0GqL5FtHImSCK+tWzE/q63WhO8hxSW+PpCbWGA16RLqhJk106DqsGHDPfcqdupH3xPh2L79nInYfef/yyoeM32WU/07/JkNGtx+6Szc8+y3im00rUql2AkfHR+iJMLucUXiy6TWw9u8f0AmxMjVza0P3I+Lrr0FD/zLRx2zRUgIiHC4BNkY9vpCA1jZto8yHQBIlWuTtftS5XG5gbESnQrelhaafFbgWJaB2aiBO6DcX1aiSxwwuOvKOQn9AuOWXIN9f30R21fci18t/w222jx47b3QNrNDOXhFdUVhyqYvLLp/F1CezKIqtSrmw/pqy4BMApAbePvNlXMA3ofO3l7q7xpGVKx8fLp6A7ITXOSez9tX3Itpq1aAZVPnLpZlUFtlxL3Xz0JACoBneFh0xqwHg0t0KppcTkgcivxBFm4INdZZoecNuPHYq1GhLwWAyBkhJVpj5PWsGIwk0TBfRydYMSibZPf/8X5UqIJgWSZSKJZbtLALh3DHh6tw7b/uwP9+eC9aHK0QJZq5TdInihJsLi9EUcKdl89GY93hhna4QRQ+5D4+pi06U9pb04lCQDbmReHwCvZwbFda9dAJnoT7YMfKe3HDjyfg6TtOwe+XHpezs3LC51D874f30r2UJwSnE2xbFzpHGGBhkheXjK8XACDyWvynRYtON4+T65xQscqfn6tXjZaDFlSUi9DyzrS3XY5cHxOKcZXoRrlohVUswXpshaiwUbRkskAsHwF205rQEuFBUjbCBLWWx64NByP/VlWqx4zGSrzz5V50xjVeycBKtt1rdCdmdI4DAAbAvUvm4fZLZqGxzortzTY89eZGaNUcrCZtJA+WaI24etLPcOC+h2MbavfcC8GROMkhnPtsPd0p8zMpXvHbbG1vtuGtz3dh5bXz8PQdp2DltfOgYXS4eV5snXD1pJ9he9+ALnC4Eys6FuPvCZvLCzUjZRWP9CwncliWQblZi8ULpqHcUIIbfnBVQj1rUhtT/BT5+HLbumQ7auXybaaU6uYyA0/bhBcpFc/iw6/acNX0RTExfPO8qzG2urJf7aNMtqNPJ9em0+5LJrpNaDVpEXQ5B+xeI4NHFCWIogS/l0vIxTfPC/WXydXDFapgwue/8+FHMWrBT+Hr6ITTbcNfmp7ERQtqMXtKFeVIkrH4Wrexzoo7L58NUZTAiGr8UqYvLLp/F1CezCL6/Ir5MD7X5WpVd/x9dP8NxyGgdlLf8TAk11d71fRF+GZ9dySGw/29QP+fz6Ik4oDrIO785He47p1f4c5PfocDroMpY0mpr4Oe74QkopW6g8xs0OA3V/4A3U4vHnhpHawmDS7776tQU6mHVqWCWWuKmQXFqnhoKitikql19kwwDIOg16eYZKO3JRA5Bq9seSvhLJK75y+DRVcyOG+cFLTw2SHRs6WWnjcdz7+9FTaX9/BgA8PEHHKvYvnIzL50txiSi3lNZQVYlXy6Uio2WDGIynJ9zL/3d7sOpXMo6V4aOs7NWwAAbH0NpBRtG9YfOq+8S9Di82YdJpV5McrgVny9X2Cxc185dFoJI0d44HP7M74+Pxtq9KmDbjCqckwQGvCNZgP2sQcwWqyV/R6hYSI0az4B13kAwcoUW0rnCMsyqG6wonlbJ1w2D0x9jdWTj6nD902dePH9bVh67vRBuRaSelu2+Nn9cjn6unOn463Pd2HhaYlndLEMC5XIpt1QC+e+G478BSb96nZwWi0CPT3Y//o/INjtivlZCW2dNDzJzaxeeNokWE1atHS4Iv8+e0oVfrXgJnCcBBWrgsolX88GfT74bTaozGawbGIdoQ54ktYLSnFGz3KixKTXoMysw/Jnvkloo5nURrS09ySsHKirNCLockbizKvlserzx2DRlmDxpAUwc3owAREqiyUmVnM1IUapbrZajdCW5mZSIyks4fM6P1nbjNvn3Qin2wuHS8ALbxzAwlNLZAdz030uK9UnDCT4bfaY73f6UufaTNt9qfS3E5oMvfiadvaUKtz+kxvh9vtg0mlRbjBH+svi62Fvh0v28+eNRmgqK+AIutHp7saf1j2N35zzS5TqlXNksnuC6tjiFV3rWk1aXPTfk/DAS+tiVrkun38LAmIwpi8smlKegiiGdk6yWDBqwU/BG40Ier1gNeqsrjWTvB6+j+weJ35HNfKwxDIsas01WD7/FngFAa0dbnzyn0M48ejamBi+47LZoToh7vlsnDAeteeeA/QdmROOp4Fob8ntZEDPd0IS0aDuIGNZBnqtCnc+8RU6bKFtEn/92DpUWnX4/dLjEh74KrMZk26/NTIjxTp7JurO/Tk23n4HRi+6VL4RpFEnbEtw4U1LYPc60dS9F0Di2b3pEEUJjl4fnftRhOTODnngpXVYce28xMGGvkPu46W7xVB8zEe2ozEnni8qiSIgBlN2BoiiBJfbB7bjILavUN7eMRWlcygyvZdI7rR9/x0EDrCOrEOqda3hlbrv7bNAzUmYN8Ku+NqgyGDHngoEghwmNgbgc/dkdX3hQV1NIPS7RwYrYRIN+I7ZjAaMAoPEHBqsHQ/pu8/Abl4zaIO6AFBdb8H+pkPYub4V008IbQ9tMWkwZ3I1PlrdjJ+dMA61VaZBu55il8m2bHI5+sGX12HltfNQZtb1ewKNIAqwaEtQ4pWw+09PRnLo+OuWQGW1yubnaNH1Q3jLfNo6afhR6uyPj89vNrVjzwEnfr/0OFgMWvi9NtlYdO/dhz1PPxuJD5ZlY+4JSVQr1gvJzmlUfpYLsLm8VOcWsWQTamwub0KeffHdrbjuhKqY2rLx9mWYWtmIs8wzItvbt/fly73P/xU9O5oA9G/gKppS3awrtYCh+C1K4Tg+c95Y3PrIFzFbhYZzb2wuzexc2/j6ROn7xUpzynZTJu2+eLJ9EzkeJCaDSxQldDk88PgCuPysqXj946ZIzbDy2nkoM8rXtGFKn3/Q68XIm5bg4T1vAwjFocSISQd0le4JQP7cU6pji0N8nXBbVI7tsHlw5xNfh1aNJ2nDKeYpjRpH3PkrCDYbmh58ODYnmkwZxVcwEIS7uTnjvi/q7xreWIaFVWeGqJGgZYyo/VF5QgyHz4i2RD2fVRYLGi66MCEudbWj4GmRP14k17GkmN8ZFjaXl9ptpChR1TEEAkHlcxjiMSwLfX0dpq1agelPPIoxVyzCtpWrQlstv/4PjFtyDTSVFQAQSaAQxYRtCQ7c9zDOH31K5OfKne2QTHjG5M0PfIZFyz/AzQ98hn1tzsjWDGR4Uzo7BEBOt38BYmP+6Ccfx7RVKxSLT8HhwO5nnku4DybetizSGRCO3dY9bZGiFki+XUfoLDQnOnu7YPc4I1uEhM+hiJbpvURyy7ZxI9rKVRihKU35WsYfGljd5jTi+FoXNFxQ9nWSBOxqLkOvR41JjSICXlvW1xdkeATBQR0M/W4GDBqFBnQzDrSwB+W/Sa1BcNQYMFu/B4KD14BSa3hU1Vmwb9sheFy+yL8fP6MWap7DX9/dOmjXQjKjlKMlQDE/hztS42sIuY5UFavCRWP/C82/eyAmhzY9+DA4vR4OX09CvgyLrx9a97TR1knDmNz2cMnOHwPkY3Hckmuw//V/JI2PZPWC0tZ2Hluoc0HuWR4MMlTnEsUtDuPjuLHOgsWnNSTUltvvuRfn15+csL1904MPh1Y4IHm+zVQmdTMpHizLQALS6nNQypfpPpeVvl/rDcrmWp7lIv+fbfwq9U1wppK0axuSX8Kf6a2PfIFlD3+Bp97ciF+cPgmNddaUNW2YXD0x8bZb4KwqwcMtb0cWOKRqvye7J/p7v5DCFz2xJd1+3WjJ2mC8QR8ZOAOyiy9RlODusiXt+6L+ruKWTgxHP58bf3mTfFza7Ir5MBexFB2nXi2fcN+Muv5G3PniJmq3kaJFmXkIhM9hiE6e4TNJ5UgMcJDpxapvH8MdR14aSZg9O5qw768vYvSiS6FvqAen0UBlNsN3qEt2W4IRqtBZDkpnOyQjtwooPIMn3ZVEpHBlGrP9xbAs1FZryteJQgC2b1ZDsNkxLFqIBwAAIABJREFUetGl4I1GBHp6wEdtLROO3TvPbkS33HYdPj+8HZ2RrUIkBmhxtEa2CgnfL7Xmmsg5FPFfy+ReIrnj6+oGc6ADB48yYxKjT7lSN9Dbix5Ri1pzEGNNvbKvkSRgV0sZbA49xo0VgaAt43N0YzAM/KwuMqgLALXBamwVd2Mdsxm1GCG7WjfQMBF8cxO4vdsQHDsl+9+foZFjy9C214adGw5i6twGAIBRp8K8I2vw0ZoWNLXYML429b1JBlfGdUXfNklcSQmm3rMckiQl3ZarRGsEr6/AepkcKvi9+N//PJyQL8M7j8TXDwYVI5+LaeukYStVfEZ3GgR9Prj37sO+v74YWdEYvxVzdIwq1QtKW3TZerrx6Lo3cM3si/DoN89H4vbmeYvx1Os7qM4liqLjuLHOgosW1MIjOGXjTC1x8luAVteg9t770StICFRU52zgNd26mRSXdGuDfp+bp3QUTlDCL3+4OLKVZ4W+FNfMvggewRtz5FR0/Ka7XWiyvglL3/OEtsYtLEq7zlx+1lQ89ebGtPodouuJ8OfPlZjAuNpg9zoBpO4LEyURfp9X8VgIBgxtAUoAZN9HJhen4TyViy1mHb0+uJ1uxZ8TPu+c+rtIOm00tdUKb0enfDwFlOO1xGLuVyzJxekdx/0Ppq1agYBfwL4ON37/4T5sbw7tvkftNlKMqLodAuFzGCr7ziwM71sff+YdEEpk3W575GwmE6+PzEwBQgO7e55+FpxGA7XVCoZlI9sSRNNUVsBqLMUjZ9yNu+cvi+lwTUeqVRZkeMskZgdS/IzCcKz37GjCthWrsOl//x/2PP1szCzecOzavUHZ+8K9fz/WXnE1NtxyG9z7mtHj7ZU9+8Hp7YmcQ3H3/GVZ30skd2xr1wIA2An1Kc/TlSQJhw71wC7pceIoOxgmcaBWkoDdLWXoshkwukGETmWHGJRfzZuJ+EFdFiwmCA3oYLrRynbIfo9YVQdJqwe3aU2/f38mtHoVKmst2L25Hd6oM4TnHlkDvZbHn9/eMqjXQ9KTTo4O58/uXht69u3Dhltuw9rLrsDG2+9AsLc3aacny7BQa7SyOfSAu1M2X4bF1w9KuZi2Rhy+0onPcKcBp9Fgz9PPRgZ0gcNbMYef05KYvPYUJREix8jGmU3oQVPXHry44U0sOvp8PPTfv8Xd85ehhC3FN5vaY15PdS6JFh3HZ59ajz+texo2oUc2zhiOlf33vYc8uPbJ73HLc+vhE+RjS2n1DCGZSrf9ptR3kO5zOdn3W7VmLDr6fPz6xBtw8fRz8OKGN3H3pw+i221PiO3wlrcbbrktpm0ml/OT9U2EnyfayopI/wjJf0qfqdmozqjfIf7z5zg+o/a709uDA+5O+X6Dvfvg3r8/o/uFcvrw1Z8+MqU8pZRPRY5JO36EgIiu3oBinCqddUr9XcUnnRiOPvIumqayAiyv/PzvbyzJxenyzx6CW8uhR23ELc+tjwzoAtRuI8WJetCGQLLzmqKFZ6Z4BB863d1YPGkBmp97HuOWXIOdDz8a2bM+eqtZIMnZStZS6LNs1KSawSOJEnp7fQgERPA8C4NBQ+c4DSPpxmwuKMWS0kytVOcwhWP3+U9bcOPSG9H6wP0x50Huff6vAA5vFTJp5W+Tnv2gdGYwGXwHvvwCTj2LESMaUr527T4RU4JOBHUWGHgh4evBIIOmfeVwuHRoqBdh1NoREBJflw0/q4U+EDt4Wx+swTZpN77DJoxEVeI3sSwCDROh2vE9mB4nJOPgxdyocaVob7Fj57pWTOlbratV8zhhxii88+VerN/RiSMnVCT/IWRQpcrR0flz8aQF8N77RMI2SdNWrUi60kuutmi8fRlW7nwl5nUJ5+XF1Q/Pf9qCW2+9DQFXLxitAZK3FyUVFtoacRjLpIaQi7NxS67Bvr++mFashmP9lS1v4cKblkS2wNVUVsScp9fUtQcrP38Ej5xxNyy6EtgC3qxWW1D9Wzyi4zjIeLBIsxBGjRWj7lmJ1qf+BNvX30bitfXtf2PibcuwLeosu5qlN+L+j1oAKMdWstUz1KFKMpUq90byl6TB+HvuxYGnHo/EcSZbFic7F9fhsWHl548kfM8htw29gjsmtpW2tZXL+YO9ixQZeEqfaYVFhzJz8rN0Uz2LM2m/C6KA53f9G0viaohwLQIA469bknjmqcz9Qjl9eBuQPjKWTYiv8dctQWvvIfzhy7+kFT8qnsVb33Xg0ri+r8a+fmPBY4v0d40vHY0F486ASWWC5GMhaSSwLPV3FYt0Yjj6yLv4cQjOasaE227BjhWrIv8+4bZbwJWYQj+/H32nyc7kVfHqlDUAtdFIMaBB3TwhSiKcnl4IogAVq0KJ1hiZmXLx9HNQoS+FmdOjOcVWs0Dy7TyyFZ7BE94SJ3oGjyRK6Ghz4aVnVsNh88Bs1eG8y2aistpESXMYiT53AQid1WFzeXM6yCsXSz+/9BhUVhvh8ieuoF3+2UNYMf/WpLEeHbv3f3QQi667FRPLdeA5Ftt/d1/MaiBfRyeYgIgKfWlMAUHniOQf0e+He9M27G3QYDqXfMtBu1vC+5v8OL6kBy5DNXrivu718WjaWw63V4UJ44JQc3YEcriFlp/VQSX6wIkBBPviiOtbrbtevR0HmHaMlBIHdgNjJoPf9h34jV9D+MGPcnY9PtGL3d4d6BTaIUJEGV+BsdpG6DkDAEBn1KC6zoKdm9oxZmo19CWh+3725BH4csNBPPf2Ztw//ngwDOX3gSaKEhy9vrTybHyOjhY909XM6eHIYlsvudrCq+Vh3+SMeV38eXnx9YPVpIFfY8Grf9sZVTOMhE5mG3JSWJLFa7L4jJbOVszJYjU61u1eJ85fdiVGqIywGEvx6JZXI+fpAbHP9mR1rhKqf4cvuVgGI8Hp64HEihDsDD5/4SActt2hWvUXl6P2nLPhP3QoEq81Pz4zki8FicGDb+/E9mZ70thSWj1z9/xl1MFKsqKUe+Xy17mXXoUxV10BlmEObwWqkNdFSYTT2xPpuzDVjZJtj4XP1ItvVzl9Ljz09TMxsZ3JtqPZ5GyS35Q+03QGdHP5LOZZHnavEw+3vI3zl12JSfpqeJtbYmqRvc//FVPu/i0AJO1ro5w+/IVzbDhXHnJ4+tU3Jvr82Pv8X2P6e/c+/1eUXnNJJH6Wz78FDJiYvuPoQV6zQYMLTpuEZ9/dijOvvQUjDDxKSvTQl1lj8rJFa8Yl4xbinRe2ReoZqmOLQzp9DOHnvNrvUzzyrkfw4MkD7+G/ll2JKk4PR9CNPx14D1eMWNjvHKdUP6hYHiW65DUAtdFIsaBRiiEgihL2tTkjCWj2lCpc8OORuO/Lx2Nm8OlVOnS6u/Hmtvdx9axfwN3rj9lqFghtbTBt1YqE35Hrs5WSzeDpcXkjyRIAjCYNnA4P1BoOKjVHM2KGofgYDj9E66tL+jWw29vri4klh82DV55dgwuvnQlGLWLRlIUwqUxwCS68vvNfaOreA58ooMRaqvgz5WJXb9Ag4LBDsNtjXquprACvVtM5IgXA/v16sEIA3rF10LFqxfN0RUnCm98LKEEvOEgQVPqYrx+y6bFnfylYlsHkI4JAwI5goP9bLkfz9g2WaoNO9LKHY3V0YBR28s34llmPn0inJJytK5ksEGtGg13/FTDzJIDv3yNbkiRscq/D6p7/wC/5oGW1YMBim2cjvnZ9iqMMszDDOAccw6G2sRwd+x3Yuno/jj55HIDQrN+TZ9bi9U924uM1LTh5Zl2/rockl06eTXcGavRMV0fQDU1lRUzHabrbLMbXFrwkpjwvLz4Hq8Hgz498GZPnX3pmDRYtnQsjnYFTsHJZF4TjzG+zYc/Tz2YUq9Gx3tS9F3d1PwkAePzMFfj51DOx175f9tmezWoLuZrlpWdWp4xlmjme3+Ri+Z5rjgXPiHC4XdCr9fj0vabYWvUv3+Pnp1Zgd1T7jGWZSL5UixKuOceIK36aPLaSrUogpD/i8w7DICF/vfzs2pj8pZTXa6uMOOA6mLj60JK4ekzufMarZ/0CL238Z0Jsh7cdTSfnD+YuUmTwqHgWixdMg1bNw+sPpLXyOttnsRxREuERvLhm9kV49JvncdfaJ/HbmYvhiqtFVKVWCCodgmDB8yxUChMTKacXh1zWwKyKh2C3R/p7gVAedATdAELx4w34sPz/HlBc/R3Oj9ecc1QkPxqi8mM4LzscHrzzl205uXdI4UgnXuN3+VIahxBEAatbN2B164aY33GJeG6/rzPZ+c4sk7wGyOVzgdptJJ/RoO4QcPT6IgkUAOb/oDoyoAscnsH3m5NuQoW+FE1de/DSxn/igilnYfxtv0TTit+l3OpFiSSKEByOrFbwKs30DQTESLIcWWfBSadPxD9fXk8zYoax+BjusHlycjB9dCxFfpfNA4/gBedWx6yKuGThQryx/y2oWD5lXMvFbrKtwmoZM+6evyy0tQfLJ8x+JEOv+YP34NYwqBg7UXFAFwC+3BnEzg4J5492AQ5A4EJxEAgw2NdqxSGbEWaziNH1PvjcztDBujnm5ULbz+gCdvSqDg/qcmAxSRiDNZrN2MO2YIyYOEgqjJ8G7advgmtaj+Cko7O+BlES8X+Od7HDuwW1mnpM1h4FA1MCSZLgkpzY4duEtb1foU3Yjx9ZzoJGq8XIMaVo3nEIY6dVw1IRGviY3liJNVvb8fQ/N+GYSVUwG2lFxEBJlWczmYGqYdX47czF0DNq+Jggqm6/Gfvu+X3WtUQYy7CR8/K0vBo9fjde3PAm7B5HzCqE6Bxst7ll83yQzsApaP2tC+Se414tj9qb/wctv38oEqu1N/8PvFoeaoWfozSrO/pcJ6Vne7qricOUapZksUwzx/NffCxbTVoEegW89OfvIp/Zj889Er0uPw70neXlsHnAl1dg4m23QGU2Q221gDeZIj8z3dhKtiqBkGwp7YRkNGliclh8/lLK6/dePyvl6sPonD5CZcDyk36JdncXnD4XXtr4TzR17UmI7WRtMzmZ5myS3xy9Ptz5xFcJ22mmqiOyeRZHi45VkWPwwpa/w+5z4eLp58Co1kMCi8bbl2H7PaHt9K1zZqH0wivxzCPfpHyOU04vDrnsG5PLg9HHh1ToS3HQ1ZFy9Xd0fgzFuD2mxq4118AUdMNh2x77XqhNNuylE6/Ruwz8bc8HCdvRh5/NKl9PznNcfP2wYv6t8IlCQtstWQ3Q3+fC4WuhdhvJbwVdTbz11lt47LHHEAgEcPHFF2PhwoVDfUlpEQJiTLFqMvCyM/hYho3MTGnq2oNHVz+PO477n6y3VZZEEe59zQkNJX19Xb+2ZuZ5FmarDg6bB3NPGhcZ0AVottdwFR/DQG4Opo+OpTCzVQeeUeHlZ9fGxNU7L2zDZddeAJNan1VcJ9umnAFoS6Q8FujpQc9367FjjBYzNMpnu7Z0i/hgSxATq4Axmi4AgJfTo8uux74DVggBFvV1IiwmF3y93gG7Xi+rhwgGOsEB6GK/VhccgSZxH75lNqAONeDjHstiVS1Ecym4tZ8jOHEGkMWWx9EDujOMs9DAN0IUJQT7BrANKMF0zbGo4EbgO/dX+Ef3izjT+nOMHFeG9hYH1n26B8f/bApYlgHLMDjruLF4+LX1eOatzbjh/BlZ/11IcqnybLozUCVRBNfWBdeKR3GoL0eaf3k9Jt27HFxA6vcRDf6gX/a8PKVVCEp5nqNz8Apaf+oCpfo0UGnGg83/wvlRW3o9uOdfuH7UFYo/K/ms7tyeEZZNLOdy5jgZGPGxfN5J4/Fa34AuEPrM/vnyepx61mS88twaAKHPXW3Uo+meZ/vVxkoWv4RkS2knpNMXTMHfnlodeV18/lLK6wEpkHT1oVJON5ca8NDXzyjG9kAcIUUKR7Z1RH/qSrlYvfCmJXi45W38/j9/irzu8TNWHN5OX6WLDOgCyZ/jlNOLQy77xuLzoMCKeHzr39HUvRcV+lLcPO9qPLX2bzHfk2z1d7I+YLWapzZZEUonXuN3PnoYoe3ojzCNBK9WR57Nuc5xSvFanmE9nav+Bmq3kXxXsNm6vb0df/jDH/Diiy/ijTfewMsvv4ydO3cO9WWlRcWzqLQe7tl39QZQoY/dPjZ+VcEjZ9yNu+cvQ1VJJdRWK7SVFVBbrRklNsHhiCRHIHRGzdZ7VkJwOPr1fgwGDc67bCbMVh10ehWtwCkC8TEMJB5Mnw2DQYOfX3oMzH0/22zV4fSFE+EP+GXjigOPoNOVdVyHt3jM5n4iQ6fz8/+ACYjwTRkNPSu/XqvHJ+Hl1QJKtMDxY4PQ+OxwMKXYsrcKO/eVQ6tlMG1KAEZtN/zegRvQBQAwLHysETrBnvglMJjmb4SL6cV6dqvM9zIQxh8JpqMVXPOOjH919IDudMNMNHATIIryq5FH8aMxVz8fPUEX/mV7BQLnw5gpVbB39mLPxrbI66rLDPjhkTX4eE0L1mxtz/iaSHpS5dl0Z6DKPfv3/e6PUDFcTnJfeBVCtGQzdKNrBgCRGa8GOgevoPWnLlCqT7XeIOxeJ+5a+yRu+vYB3LX2Sdi9zqSzv+Vq5+gt6XIpm1jO1cxxMnDiY7lEoW2jN4bqj9BZpEfjwFOP97uNNZjxS4qHUt4pKzcmzV9KeZ1n+KTPfaWcXiZqUsY2tc2KV7Z1RH/qSrlYPXDfwzh/9CmR11ToS8FGxWUQbNrPccrpxSHXfWPRedBQVoErjlkYiZ9SnQV2T2xtkazdlawPmNpkxSmdeI1v3zd178VjW1+Hv0QX82zOdY7L1ZhFrmKb2m0k3xXsSt0vv/wSc+bMgcViAQCceuqpePfdd7FkyZLIa5xOJ5xOZ8z3tbW1YaiZDbGHen/4VRtu+vHVCWfq5npVgSgEYs4CAUJJUhT6d6YHwzKorDZh0dK5CAREmu3VT/kat9HiYzj+YPpshWLJiAuvnQmH2wW734E39r+Fy6ZcIL+Cl2chegYmrklmBituJVHE7jf+jkMWDmNrJ8luvSwEJbz4jQC3HzjnKBGMJGLvoXJs6ZkHieEwdowIo84Fv2eAB3OjeDgjDAH5YrRSLEVdYAS+57ZiLOphQWzODzZMgrR1LbjP30WwbkLaq3UTBnT5RiiM50aU8ZWYozsBX7k/xr9sr+LMqp+jrNqEzd+2oKrBCqM5NCPxpGNqsaPZjvtf/A4P3XwCysy65D84T+Vzvk2VZ9OdgTpQz/6wTGfoRtcMwYAIjs6myVg+xm1/6gKlGGWDUlazv3O9IldJNrFczCvV8zFu5cTHstsflP3MTBYNrrvjJPA8C15wY9fX38b8nGzz7GDFL0lfocSuEqW8o9ZwSfOXUl636JI/95PVHZa+c6bJwCu0uM22juhPXakUqyNUoViWqzsyfY5TTs9MocUtMHB9Y0Bi/IiSmFFtnCwfU5ssdwopbtOJ10za9/k4ZpGr2C7mdhspDAU7qNvR0YGKisPbblZWVmLDhtjDuf/85z/j4YcfHuxLSyl8cH30od4mvWrAz/BkVTw0lRUxSVJTWQFW1f8wYFgGxr4z/s67bGbCnvM02yt9+Rq30eRiOPpg+v7gOA5WixGcFjCJOlxRfQFMaoNiXAkBz4DFNUnfYMVt9+q1QNshbDuuCqfxpQmDuqIk4R/rAmjplvDjqQDrE7FliwoezxRUmxyoatBA8Drh9+b+7Nxk3HwJSj0HoQ564ecSt2qZ6h+Pg7pOfMZ+izPEk8BGb6TBcfBPngXNtx+Ca9qA4IQjU/4+URLxieNdNIW3XOYmpBzQDSvnqzBbfzy+dv8f3rG/jh9N/ikcn7ux+v0d+OFPJoNXcVDxHM49ZQIefW097nvhO/z26mPBFWADMJ/zbao8G56Bmup5O5DPfgBpnVUaL1wzkOzkY9z2py5IFqO15rK8PuM+01hO974djvIxbuXEx7JGxWJE3Gf280uPQUmJFhzHAQD8NqpFh7NCiV0linnHmLyDM1leT/bcH+i6g6Sn0OK2P3VEtnWlUqxajaV45Iy7ZeuOYn6OD4ZCi1tgYPvGEn5Xhu2uVPmY2mS5UUhxm068ZtO+z8m15bB+yEVsU74n+Y6RJGlwe7Zz5LHHHoPP58P1118PAHjllVewadMm3HXXXZHXKM2WWbhwIT766COMGjVqUK95qA3UmbqJv0dCb6+PZntlieJWnlJcDVZck+QGI24lUcTXN9wAW2crbJedhsmakTFfFyUJ//w+gLX7RBw3GtD3AF2dHLSaIOaoPoFQ3YBuydTv68iGIWDDRNdX2FX6Q3Rr62Rf08K14VvNRhwlTcJMcVrsF0UR2g9fAeP3wn/JzYBGeWVs9IDu0cbZqOfGpz2gG61NaME3ns9RrR6BY/2nYfu3baifWI7pJ4wF07daeO22drz+yU6cfmwDrv7ZtMi/F4pCz7fpPG8pRw4/hR638YotRou1Ti7kuE31mRVbDBebQo7dsMHMO3Q/5IfhELcDLdtYLdbn+GCguM0tyseDg+I2N/IxXinfk3xWsNMlq6ursWbNmsj/d3Z2orKyMuY1JSUlKCmhrU7CGJaFvr4O01atgCgEwKr4yAHnuf09NNurPyhu5SnF1WDFNUluMOK2/aNPIO7djy1zKzFfUxPztaAo4c3vA1jXLGJOGQN/MwOvyKBujAoTxO9Q5dyP9dLkAb2+ZNycGUFwKPEeVBzUrQ1W41DAhu/5rahiylAnRQ1asyz8x5wIzYevQvXZ2xBOOVv2ZwSlID5xvIud3q2hAV1e+QzdVKpVtZjJzMVq9xf4Rv0BpjQej33bDsFg0qLxmFDD5OiJVThk9+CdL/fCbNTgglMnZvW7hkqh59t0nreUI4efQo/beMUWo8VaJxdy3Kb6zIothotNIcdu2GDmHbof8sNwiNuBlm2sFutzfDBQ3OYW5ePBQXGbG/kYr5TvST4r2EHdY489Fg899BC6u7uh0+nw/vvv47e//e1QX1beY1gWajrLhgwzFNfDn99uR9Mzz6CtQoWxM+cBODw7rtcn4ZVvBRzqkjBLzSLYxcBazmJUPYeA3w1r2044NdUIggNkT+EdeBLDwqGqgtXbgn3STEgKW9dM80+AnXXiQ+ZLnCodh5GoinxNLK1CYOIMqDZ+C25kA4JHHBPzvYLox/v2t9Di34OZph+glhuX9YBuWA1fj6N1QazxfAmx/P/Q6JmLLav3AwyDxqNDg84/ml2PXo+Av72/HZIEXHBqY8Gt2B3uKEeSfEcxSgodxTAhh9H9QAoFxSoZ7ijGSSGheCUkfQU7qFtVVYUbbrgBF110EQRBwNlnn41p06al/kZCCCEFRfT7se6uuxD0ebH/jGk4iSuLDM3u6hTxzhoBVh+LRrDQcEDDFDU4lQ9+nxdWTzM0wV4cNByBoRrQDevS1KC0pxXlnt3o1I+TfQ0HDsd6p+ML7Xd4n/0cJ4hzMBqHt+sRpswB190B7oO/Q9SbIDU0AgC6A4fwof1fsAW6MM98IiqZUf0e0A0bpRoDBgzWer6CZ+QHmCqehC3ftsDd48O0uQ3geBZnHT8OEoCXPtiO/R0uLD1vOrTqgi0xCCGEEEIIIYQQQgghJO8UdI/rmWeeiTPPPHOoL4MQQsgACbg9WLdiOQK79uGbE2swv34mJAno6hHxybogvF1APThwPNAwVg290Q+/rwcBATD4D2G0/St4eDO6+EpgiI+Qd/IV6OGtqHOsgZczwqWpln2dBmrM9U7HV9r1+JD7DyZJYzFDnAw9dADLwvuDU6H79E2o3nwOnlN+inV1AXzf8y1UrAonW/4LJVJpzgZ0w0aqRkPL6vCN+zN8WfMGZqjmY++WDtg7enDkD0ejtNqEn50wDlVWPf791V7saLbj6p9Nxcwj5N8jIYQQQgghhBBCCCGEkMwU9KAuIYSQ4atrw3pseughsJ02rDm2CnOnn4rNu0Q07Q4i2ANowUDDA/Wj1TCVCBD8PfD7Dn8/I4lwampwQN845AO6oQtisMswA7Xe7eClYNKXaqHB8d5jsEW9C1u5XdjO7kGDNBKVKINWq0HghClo+GI1yt59DeV1GjTOmowJ1fMgBXiIA3T5ZVw1TjD8N9b7vsa3Ff/GSO14cLsb8ek/NqNmTCnGTKnC3CNrMLLSiLe+2I27nv4GU8aW4Yx5YzB7cjV4js7uIYQQQgghhBBCCCGEkGzRoC4hhJAhJwoCfJ2d6Ny/F/s3fQfX6o1gOgUcMlmwa8aR8Dvr8f4/JfBgwANQ61nU1fKwGAPw+mIHc8N6NJXYqymD6OkBBmyoMzMBVoM9+iPBak0pX8uCxRT/eIxmarBLvR8H2A7sZlpCX9QB351kxQlbSjB+SzsmvL4O3lFd8I6sg6+iGkGjEUGtDpJGm9Pr17MGzNGehFbVXmzlNuDglN2obm8E9olo3d0NtYFD2UgTfnREGQ46jVi/24GVf14Ng5bHkRMqMHlMGRpGlGBkhRFmo4YGegkhhBBCCCGEEEIIISRNRTeoGwyGVke1tbUN8ZWQ4aC6uho8P/C3EcUtyaV8iNsXPtyHjnY39HYBkCSY3A6wkgiR4eHnRkHUNwD1fS92AGAkMHoG5lIGlSVBBIO9CASCsNmTX4OaAyS/D5KUH4O6AMAwDFhOA1/yxboRLFiMd9dhAuogcAEEWRG8xEEt8hBrJOwr86L0YDMMrc3QteyLfJ/EMGg+5Qz0VI7I+XswowKzpBNh13Sive4Amqo/gba7DObuEfDsKsXBHSoAoY+wgeUhBoCeTR34YkM73oWElr7zjY06HgYtB7WKQ0OVHhfMr1f8nfkQt4RkiuKWFCKKW1KIBituAYpdkjsUt6RQUa1AChHFLSlEg1krkMJRdBHR2dkJAFi4cOEQXwkZDj766COMGjVqwH8PxS3JpXyIW4PBgMlTpqCmpgaWEguYUhVGjhgBvVoFY4kOEgAxCIiiBAkMgFBhHBqc5QAY07oGvU4LNTcCUo4FmuVIAAAgAElEQVTPmO0XlkEgKKHX48nRDzQjWF8FJ2aBZftWvjKACAZ8QADTa8vR74nFASiDGmUYDY4dC1gAmAGOFQGElk7bu+3o7ekBC0DFABzLohQShN274Pd5IXUH4ZdE+CUJmzaLOPOBDXC73bK/Lx/ilpBMUdySQkRxSwrRYMUtQLFLcofilhQqqhVIIaK4JYVoMGsFUjgYScqHgwYHj9frxaZNm1BRUQGO44bkGtra2rBw4UK88MILqK6uHpJryJXh9F6AzN/PYM2WyYe4BQrv8y6k6x3Ma6W4LTzD4T0A/XsfxRa3wPD43Iv9PRRb3A6HzzusmN9LscVtWKF/5sV+/YO5iiHfYhegz38oFUKdAORn3EYrxBgo5msutlqhED/rVIrxPRVT3A7HzzdeMbxHgFbqEnlFFxFarRbHHHPMUF8GgNBNOVxmWgyn9wLk3/vJp7gF8u/vk0ohXW8hXWsqFLe5NxzeA5Df7yPf4hbI779Xuug9DKx8i9t8/ltlit7LwMm3uA3Lt79Tpuj6B16+xi5QGH+/ZAr5+vP92vM5bqPl+99RDl3zwMm3uC2Uv1sm6D3lXj7F7VD/LQZDMbxHQuKxQ30BhBBCCCGEEEIIIYQQQgghhBBClNGgLiGEEEIIIYQQQgghhBBCCCGE5DEa1CWEEEIIIYQQQgghhBBCCCGEkDzG/frXv/71UF9EMdJoNJg9ezY0Gs1QX0q/Daf3Agy/95Nrhfb3KaTrLaRrLTTD4W87HN4DMHzex2AZDn8veg/FZTj9rei9FJ9C/zvR9Re3Qv/7FfL1F/K155NC/DvSNReP4fh3o/c0vBXD36IY3iMhchhJkqShvghCCCGEEEIIIYQQQgghhBBCCCHyaPtlQgghhBBCCCGEEEIIIYQQQgjJYzSoSwghhBBCCCGEEEIIIYQQQggheYwGdQkhhBBCCCGEEEIIIYQQQgghJI/RoC4hhBBCCCGEEEIIIYQQQgghhOQxGtQlhBBCCCGEEEIIIYQQQgghhJA8RoO6hBBCCCGEEEIIIYQQQgghhBCSx2hQlxBCCCGEEEIIIYQQQgghhBBC8hgN6hJCCCGEEEIIIYQQQgghhBBCSB6jQV1CCCGEEEIIIYQQQgghhBBCCMljNKhLCCGEEEIIIYQQQgghhBBCCCF5jAZ1CSGEEEIIIYQQQgghhBBCCCEkj9GgLiGEEEIIIYQQQgghhBBCCCGE5DEa1CWEEEIIIYQQQgghhBBCCCGEkDxGg7qEEEIIIYQQQgghhBBCCCGEEJLHim5QNxAIYP/+/QgEAkN9KYSkjeKWFCKKW1KIKG5JIaK4JYWI4pYUKopdUogobkkhorglhYjilhAy0IpuULetrQ0nn3wy2trahvpSCEkbxS0pRBS3pBBR3JJCRHFLChHFLSlUFLukEFHckkJEcUsKEcUtIWSgFd2gLiGEEEIIIYQQQgghhBBCCCGEFBIa1CWEEEIIIYQQQgghhBBCCCGEkDxGg7qEEEIIIYQQQgghhBBCCCGEEJLHaFCXEEIIIYQQQgghhBBCCCGEEELyGA3qEkIIIYQQQgghhBBCCCGEEEJIHqNBXUIIIf+fvXOPj6K6+/9nZnf2fslyWVAgtCqCclVR0FRoeaooWqJGSISK3IoilKiPPy+U1qett/pQXsV6qRQUFQWiPorVVGybtloUBKuoCIhFCYKQAHu/zuzM74/NTGZ2Z3Znkw0ku+f9j7JMNqv7Od/zPd/zvRAIhB5E/NAXiB34TPfz0f07kfj2P134iQgEAoFAIBAIBAKBQCAQCARCV2M81R+AQMgFzwsIRBJgOR6MkYbbbgZNU6f6YxHKAKI9QjlCdN/94dkEDj+3DOBTGHTr42A8/XM+n2w5gCPrfwXKZMF37ngWlIG4fgRCd4LYXUJPgWi19CHfMaEcIbonEAiE8oPYfkJPh0T2CCcdvYaT5wUcOBLE/U9vQ4svBq/HimVzx2FwfxcxtIQuRUt7vVxmJFiy4RNKE47j0Xw0iAee+YDY3G5M8shXAJ8CAES+2I6KcT/K+Xx0/8cAACEZR+LbL2EZOKzLPyOBUG50NChAfF3CqYacywginfmOSWCU0FNR0/3SORehj9sCp43omNC9ILaWQNCmkPVB/FpCKUDaLxNOKqLhvHPlO5h3/19w58p3cOBIEDwvZD0biCQkAwsALb4YXnxrN4KBOPy+KMKhOASVnyMQ8iHwAsIhbR2pae/+p7dh30F/Xt0SCN2NfHoH0rb5WCAmXegC7boPRBIn+yMTcpA40tZGmaKQOPRF/ue//Q9AUW0/+1VXfjQCoSwpxLfNRPQ3PE4L7pt9Ee6+4XwEAnGEosTuEroeuXYfeW4HDnwTwInjEYSD+n1j4iOUDh39jjtjAwtFj09LIBSCmu4ffOYD7Dvo77COiU4JXcHJtLXFhqwJQldT6ProqM9DtEzoTpBKXcJJJdNwepwWBAJx+M1GmEwG2O1mUG1ZMSzHS88BwNBKD378w7PReiQIk8mIZJJDr9529Opjl36GQMiHwAtoORLChqe3I+CLwe2xom7uhfD2d2Zp77ILB2H694fASFPgeAEseADtG/7y+gnwOC2n8j+HQNBE4AVEwgkkExyOH4vgnbf3IRxKYPqcsXC5zbDZ2u1tIJLAiWBcYXOBtNZZjj8VH5+gQeLIfhjsbhicvcH6juR9PnnkK1i/OxqxA5+BPX74JHxCAqG80AoKZPoIAi8gEkmA43gwDA2BB4RkCndMHwOHxYjXnvtI8kv6zRkLl8xGEwhdgTypYMGUc/DnjZ8ofGOHywSW5WE00mn/2RfD0EoP6iYNgcvGIBhlSTCrhMg8ewO5/UDRpiWTKQQCcXicFrT4YgobWGE3S3bPaKQVZ/1C0XOGIxAKRUv3FpMR9z+9DStumwCDgLwaFtcDzwuIhpPY+MwOolNCUdHrb55M5L6t0UjDZjUhGksq1gsAYrsJXU6h60OvzyNpnOVB0RSSSQ4vrvqAaJnQLehWl7rhcBh1dXX4wx/+gIEDB+Lee+/Fhx9+CKvVCgBYvHgxLrvsMrz33nt46KGHkEgkcOWVV+L2228/xZ+coEVm+wOWbTecQys9qgEE0SAyRhpej1V6fu5V50BI8mh85TPp+eq60bDYjLA7yMUaITeiFsHxkkMJAAFfDBue3o559VVwtG32jJHGdRPPwOTzBmHj6vYNe9rsC3DZhYPwl+0HyWUX4ZSSr7WMWuBrau1oNDXuQcMzOzClZgRcbqtkb1mORyCcVNhcAPB6rGCMpKlHd4Lzt8BY0Q8GuxuxA59BEARQlPohQuBTYH1HYP3uKLDHD4M98e1J/rQEQumTKyjgC8XBcjzMDI14MIkNT2+Hw2nGf101DJs27FT4sw6nGQFfDAFfDA3P7FD4JQRCZ1HzG0TtLqweKZ3HgHbfeErNCKxfvR1ujxXT54zFdRPPQNU5/RVntwFzxkJwWkgwqwTIPHsDaT8QAHyhuMLXVPMzF9SOwqrG3djb7EOLL1b0S9hIJJH3DEcoH4rVhlZL96EoC4/TgmgggYY8F7RyrU+uHo7Nm3YRnRI6Ra49W86pjEll2vizh3sx8fKhaFi7IytBjNhuQj46a9MLXR9atl8e+1LzYzLPbETLhFNJt4nU7ty5EzfccAO+/vpr6bXPPvsM69atw6ZNm7Bp0yZcdtlliMfjWLp0KZ544gk0Njbis88+wz//+c9T98EJmqi1P+AFAV6PFUMrPbiz9jzVAEKkrd2B227GsrnjpMOk122VAmDi85s27ATLkos1Qm7kWmw9EZU0JBLwxZCSbfZuuxnXfO9MvPTshwq9vbT2Q0z//hAMrfTg1/PHw9jWeoNUKRBOJnpay6gFvl7fuBNVk85CwBeDyWTEhqe3IxhI65cx0vjb9gNYUnteu831WPGzORfB3ZZhS+gecMHjMNgrYHT2hpCIgY+FtJ8NHQcEHgabGwZXL3D+oyfxkxII5YEYFJDj9VjB8wKeeOljNH8TABvjJJtcNeksVX+2atJZ0s9n+iUEQmfgeQHfHgvjwDcB+E9EceCbAL49FobRkNauy8ao+sYmk1H694ZnduCa752ZdXZreGaHdHYj9Gyyzt4eK+rrzsMjz+3I8jXV/Mw/b/wEdZOGSD9L81AN5OvVS2aLQ47l857hCOVBMdvQqun+7llj4TIbcM+M86ULXUBbw/L1YNWwp0SnBL1o6Vvcs+WcygTszH1gzIWV0oUu0L5e2CSx3YTcFMOma53HtNaHmu1fNnecIval5uuQMxuhO9FtKnUbGhpw33334a677gIAxGIxHD58GEuXLsXRo0dx2WWXYfHixfjkk08wePBgDBo0CADwox/9CG+99RYmTpyY9Z7BYBDBYFDx2pEj+VsVEvST2W5D3o5Grf3B6k2f4pcLxiMeTCIZY3Nu7jRNYXB/F5bXTwDL8aBTgurzpXahRnRbfORaDEZZuD1WhZbcHisMss2epikIvLreTEYad1w3SrrwJS030hDdnjy05o0vunY0AAFGI60Z+LLaGLg9VsSiafsb8McQj7Ho43Vg5hXn4IW3dmN+9Ui4HSb0clnQx23tUNZ7T6Gn6VYQeHCh47B+ZxQMzl4AANZ3FAabS/V5zt8KAKCsDhjtFYiSmbolQU/TbakjBgVEuywmxDRu2Y9pl6YvwfreMEayyVoBX6uNaX/PDL+kFCC67Xq0zmWhaAKxYAL/lHU7uqpuNFx2BsvmjkMgEFf1jWNRVvqzeOYqx8BsuWhXfvZOJFP4piWE595MV94CULQx5Dh1P9NlY+D1WPGrBRdD4DseyFerjpm1cHzeMxyhnVLWbTHb0Iq6/98lExBPcPCH4zCwAv7c8Cmuke3d0u9W0bB8PcS0Yg0GolM9lLJu9aKl7xW3TcjyNzMvoU4GUuv9REqhcy3/lmNTJW+7iW47RzFsutp5LNf6yLxvMDM0DDwQDMQkH1rL1yn1Mxuh59BtLnUfeOABxZ+PHTuG8ePH47777oPT6cTNN9+Ml19+GTabDX379pWe83q9OHpUvfLk2WefxWOPPdaln7ucyddSSa39wbZdR7Ho2lF4ZUO6NY18cx9QWYEJlw8B35aVa29rtyAa8XBQPeDAMIaT9x99EiC6LR6iwykkUlhYPRIbmvZhQ9M+LKgdldX2256x2RsMtKreKApZFbyk5QbR7clEbd74tEvPxLOPvye1PrrimhGq+k0mOakNs9tjRTScxKsvfIR59VUY3N+FRdPGdLqNWU+ip+mWj4aAFAeDzQmD1QkA4MInNJ/nAulLXYPdBdrigMAmwLMJ0Aypvu7J9DTdljqZQQHGSIPnBYz6bh/J15AHebUCvskkJ/27ml/S0yG67Vpynct4lsebG3bC4TRjcvVwWG0MkkkOPCdgcH8XQi4z+s0Zq2gxWl03Gn97c4/0/uKlRKkHZtUoJ+2KZ+8WXxS/XL1N8XfyNoZGo7oWvL1s+O3iS8GzKaQ4HmcP9+KLXS2KZ/ToRa06ZvOmXaidMzZrVmmp2cpiUcq6LXYbWpqm0MtlAc8LsBkN0plK84I2Q8Py9bCl6UtMrR2N1zcqRywk4hzsDgFUW/J4sWZNlxqlrFu9aOk7wfJZ/ubJPq9nthqXrw+t9RKNsqiuG60YO1JqtpvotnMUw6arncfyrQ/R5+E5HoFADIFgAtFwEh9vb8YPrhgGu8NUlmc2Qs+h21zqZjJo0CA8/vjj0p9vvPFGvPbaa5g8ebJidlyuWXI33XQTrr32WsVrR44cwcyZM7vmQ5cZ+ebaaPWoF7O85Q6vOF9s6zv7MebCStgcJrDJFNxuK+g2p9nuMKNu7oVZwQq7o7QMKNFtccg162lV4278uGYEKr0OmEwG1YOU02nG9NljFTNBpt10ATg2nZE4oLICVZPOgtXGIBZlS65ivFCIbrseMQBg5AX8ev54rHt7L/Y2+1A3aYh0cTCgsgLjLj0Db732WVZAYfrssWBZDn95fTfCoYR0uStmnMuTaMqFnqZbLngcAEBbHaDFS93gMe3nxUtdmwu01QEASEX8oCv6dfEnJXQlPU235QBNU6iwm6UgrQEU+vWyST6y3Ofd0vQlrpkxBq+9+LFkn6+ZMQbuCgvmLqlCLJqEw2UquQAv0W3xkV8MUKDw97f2qJ7LBF6Aw2nGpCnDsvwCl9MCt8MCl82MefVVSHE8DAYaiTiHcKhtJE7bmcvp1DiLlXgwqxy1m2/WnN2uroUUy2Pdqm2KsxMAfLGrpSC9qFXHfLGrBVfVjMS8+ipJ8xSdjkmQS7FsSlm3emYhdoR08F9Q3btz2TxxPfz9rT0Yc2ElLDYGs269GLFoEkFfHH97cw/CoQTm1VfBbjcXddZ0qVHKutVLLn2f6vO6PAacuT4+3t6cFT+rrhsNi8WAZBK46daLIQgCGMYAu6O0bDbRbecolk0vZH1IPjTLg+cFvP36LslXmVo7Gn9/aw9+NH0UpmckPV5zwxhQNLDonu/DbDaWnJYJPYtue6m7d+9efP3115g8eTKA9OWt0WhE//790draKj3X2toKr9er+h4ulwsul3pLQkLnEQ9bWpdbTqsJP5tzER545gNF+wMTY4DbY8WhZj+aGvdgcvVw9O3vwF/+9DnGXXqGwmmunTMW/U5zgaIpUDQFb39ne8ChRLMaiW71wfMCApGEZhaW1qynOdNHYkXDx3C7Lajw2DQzt2gjjX79nZi96BLwPA+KpvDPzV9g6PD+OHu4V1WrDqel5PSoF6LbrkUtSWHRjDGI8Ty8Lisc1cOxpelLVE06S9JlJJTE5OrhsDlMcFdY4XSaEQolcNnUcxENJ9HUuAeHmv1lUWWjRU/TbSqSboFIm22gLXaAopBqu+hVfT7sA21xgKKN6ecBpCIBMORSt0fT03TbUyikcibTB3FZTTjWElbY6Omzx0pVaqLPO6VmBPp4HTAaDZhSMwImkxGxKIu//imdbDO5ejga1u5A/bJJJ/m/vushui0uan7B1NrRiISSONTsB9DeJtTEGDDh8iGSfyD+XcPaHbhp0SVwuS2gaUrRccbuEFTPXOVwFsukHLWbr42hmhYoClj9uy0Kjb307IeYMf8iXDzxTLh7WeF2W0HRlOo5jgIUSQqqHZNoilyK6aSUdVtom81CkFfdZu7djEYyOEVT6Ot14PuThyoqyafWjsaWpi8lm5zieETCGoURS6oACmVfvVvKutVLpr7HD++HW6pHgmJ5qaNhodrIFzvTizzhRh7P7Xe6E4zJAIqCwr/dueMbjB47MLtKt8QKc4hu9aGlw2LadD3nuXw+9Osbd2Jy9XBwLA+X24wpNSNgtZlgNhvBsSmEwwn07muH3VFeBRGE7ke3vdQVBAEPPvggxo8fD5vNho0bN+Laa6/F6NGj8dVXX+HAgQMYOHAg3njjDdTU1Jzqj1uWGI205uWWzW7GwZYQXty8B/V156G/2woDRcFkMsBmM0mZvYea/di8aRduvHkcxlxYmRVs2PjMDkVbWyoj4EAoT3hewIEjwaxNf3B/l+Scas0/6O+xYcVtE+C05Xdk6bZDHQBEwnGcO/o0OBxmXD51OJ7/w9acWiUQ9KD3EkEtSeH1Fz/GlJoReOI3/5AcUcZkUBy0GtbuAADces/3AZqCy21BPMbi1Rc+Kqsqm1IhFQsBACizFRRNg7Y4kAr7NJ/nIv70vF1BgMGSrtTlQtrtmgmEciXfSBE5aj7IIwursmx0w9oduPGW8Th6OISAL4ZwKAGX24oKjw2BQAzrV2/P+hzi3PNyTbQh6EfVL2gLQjWs3aEYa2NkgF597Kp+cSAUhy+WVPjQgPaZi5zFygM9bQwzteA/EVXVWDSSxGvrP8a8+irpQjfThv5qwcUwcoKk6bOHe7MqvkR/NV+3MELp05E2m3rJrEKX791i6+RwKJ51dovGktKFLpBtk8UW9vEEp7pOkokUnn9qK0lUICj0LfACEuEk1j3ZcW3oiZ3pRUx6cDjNUmFPMsnBZDbA7rDA74sq/Nvps8dKF7oAsdflTD4dFsOm6z3P5fOhA74Y+vZ3AKBgtZjgcluz3tNmI/Ezwqmn217qDhs2DAsWLMANN9wAjuNw+eWX4+qrrwYAPPzww/jpT3+KRCKBiRMn4oorrjjFn7Y8sdvTc5meezL7cmvWootx/9Pb4HFaYBGA9U9tUxjAvl6HIrMXAmBzmFQd3FQHZ6MQSpdAJCE5A0B63sL9T2/D8voJUrsNrVlPJ45FcNpAd04HQa0CJxxMovGVzxDwxTCv/ntEqyVMsTJZ81HIJYJWkoLJZJT+/fWNOzFj/kWquv/mWAQGixEep6Usq2xKBT4WBgDQTDrZxGB1gstxqZuKBEDbXACE9krdHM8TCOVKvksC+b5AAVk+iD+YULXRQHvFQjLJwdh2WavloySTHEm0OYWcrP2/GGj5BTaHCQMqK/BfVw1TVMbMunW8qubMJiN+tvp9hQ9NIACFtzEUBEGXXVM7x7Uej+KfbecsANIc3tmLLgEgKPxVLe2Tc1h50Zk2tLlsfa6OBLnOblq6FJO16uZeiBQNfHMsorpOjh8Lk4svgoSo73AojuczkgUK1Yae2JkaauvEbjfjxwvGIRSMZ1Xf2mzmLP/WamOIvSYAyK/Djtp0uU5NoHQlfeWy10DaJrceCWPzpl2q9xckfkboLnS7NPCmpiYMHDgQADBz5kw0Njbi7bffxp133ik9c/HFF+P111/H5s2bsXTpUs2ZuoSuhaIpUBSlagwFQcDC6pG4e8b50qxH8e82PL0d0VgSDqcFbo8NDqcFdocZTpdZqooUIdUKBDVYjlfMWwDSTgErcw7tdjOmzxkraUqsZHzn7X05nUgxg+zOle9g3v1/wZ0r30EgGFM4B6FAnGi1RFH7/g8cCYLvgpnJWu23IpFE1rNGWdW4iNtjRSzKSn8O+GIwWQxZur+ydhTWvb1XWh9iZYVof4lD2nNIV+pSoJh0YJS2OnNe0qYifhjaZu+SS10CQZtclwSZ+0KrP5blg/jCCVUbfbw1jPWrt+PZJ97H+tXbsW7VNgQDcdis6a41cls9fc5YnD7ITSpzThEnc/8vBlp+gbvCippZ52dVxmx+bRem3XRBll+cYLksH5pAyESsTvT7ogiH4tK4JZFIJIHNm3Zhau3ovHZN7Rxnk3WaEUlf7ApZ/qqW9sk5jKAHPbZe66yklQAWiSS0bXIvK+bVV8Hb34kEy2Pd23txZe0o5TqZPRZGxoABlRXSz5KLLwKQ2z/Vi57YWSZa60QAYLYYVatvxfnmcv82meSIvSYA6JgO85Gp0+P+mK71kiu2Jm+dL91fRJMkfkbolhBLSugURibbGJ493ItElMOWTZ8jqlG5kGlUKZqC251u3Sx3cEm1AkENxkjDm6E7r8cKRuYcUjQlzT+46daLMbl6OJoa9yAcSkAApRmky8wg8zgt4DlBoeMtTV9mBS2IVksDrQzCgMpFa2cQeAFJjfZbaoe0zAOS22NFdV3a2RQR23rZ3GZMrBmBulvHo6r6XKxq3A1fKA6jgWz5PR0+FgZtsUkHCYPNiVTEr/l8KhIAbU23XaYMRlCMGam2al8CoVzheQG+UBwtvih8oXi6PW2OS4LMfSEQTmb5IJu3H8hKqJk+ZyzeeXuf4rmAL4aAP4bWlrCU9V2/bBLm1Veh/2ku2B0kUHCqOFn7f7FQ8wvq5l4IlztdiaB2QWa1M/jR9FGSX7zt3f1o9cfh9VhhNNBZ64JAANo7y6xZuQWP3t+ENSu3oOVISHGxy3E8vtjVIs1XFDXmcJiy7JrRkH2OiyZTugP/Wton5zCCHjpj63NdsGnp0u22SpcAjDFtZ1c17sYPp4/ErXd/H1NqRqDxlU/x+oadmDRlmHSx6/ZYc8YsCOVBMZJY9MTO5PC8gOOBGGIJDvOrR2JopUexTriU9jqQV7ovWTYJ3tOcuGbGGGKvCQXrUA+Z9lwryTZzvajZ69o5Y3HaIJcUNxZnoYvt8TOT2QiE7kC3bb9M6Blkzhxxe6z44dXn4oVV6XbLYqZLZnuZTKMq8AKisSRsDhNmL7oEAoSc8yUJ5Y3bbsayueOy5jG4M5xDm82cNf/gytpRePzVnZhxxTmqc0QyM8jqJg2B73gka3YIRQOzF1+SnlVJtFoydEUGoRqRSALHNdpvGRladVaTohWYgUYiziEcSkg/Jx6QBABut0WxPurrzkM0zqLC0X1bSRLyk4qFQFscQNuZgrY6wMfCEFIsKAOjeJZnExCSMalCFwAoxgI+Ti51CeWL1jynSq8zy58VbWprQFmZu33Xt3hwwSUIR5LwhRPYvP0AZlxxDrxeZbtGioJko0XcHiui4SRefeEj0laxm3Gy9v9iIfcLOI4HBQoUnfYvGEa9vfexo2n7v+6pbZJP/NK7/8GyueMQjbO4b9X7nZ63Ryg99MywFS8eDjX70bB2B4C05ubVVynei+cFROMs6uvOw5/e+Q8mXzgYHocZbqcJ1910Af7v2Q+zbHAmudrjEgj5yGXrBV5AJJLIOoOJaI1OMBhpXbqUxzBiiZQUMxMRZzpu3rQrb8yCUB6oxVsLvRTVGzsD1P3kJbXn4fnG3djb7APL8bCprIOzh3sBUPD7otLaiUQSWLNyCxzO9Ng+cf6uw2Ui9roMKUSHesm05xua9mFB7SipW6jWepHs9ZIqsGwqnXTDpO8oNm/apdoe32QxkHMbodtBLnXLCIHnwQYC4FkONGME43aDoulOzY+SO6/JZArNLWGEYqxkBMWKxtc37tQ0qlqzSdyk/RyhDTXtDu7vwvL6CTl1K+rzpkWX4Jg/Bn84gVVtDun+w0E8vOh76O22Kn5OzCATnQOXjcE7b+zB9bPOB5tMZc0OIW0SS4vM7x/ofAahiFzHHG3FO2/vy7KPM35yEYKBBBraZudk6kzuSNodgmrggALQy2XGwppRsJiMCEVZPPdmulqXzFq4+QYAACAASURBVMzr2aQrde0Qb3XF1sqpSBBGV2/Fs6lIAABAm23Sa7TJAj4eOTkflkDoBmT6uIKQPQ/3/qe3YcVtE+CxC5hz6zjwAmBkjLA7zFJljbgvDK304IoLBmFDWyDW7bFi7pyx8HqdMBhphY0WeCErEDe1djSaGveQtordkGLs/1pnrc6Qb/aj3W5WPUfNWHARXlz1QZb2rvvxeViybBIACjwN3DptDGgKuON37xQ8b49QGuSLBehp/6n34iEQSeDZN3bhxu8PxtzLh6Fhbfsl7tQZYzDnp1UQ+PwXtZk+MYGgFy1bb2ZozXm5AtLaFXgB0+eMzTqn2awMkj4feJaDKYftp2lKimEIiRQaVdZVn/4OqdOSGLMgtrh8yUzgEvdufyShO24r153czlMQkPT5FT5LIJLM8pMf3fgR5lePxOpNn4Jps81ye3/2cC8mXj4Uax9/T7EurPb0PN2ALyYl+wBA/bJJXfW/i9CN0dJhoQkroq/NJVnYaQPGD++HrbuOAgD2Nvvw0rv/waJFl4BC/uKbSDip23++ftb5nf5/QCAUG3KpWyYIPI/ogWbsfvBhJFpaYfb2xTlL74Fl0CA0t4SzsmU6lA0opA990UR7de6hZj+aGvdgSs0I9PE6wJgMWUZVT/YvoXzR0q5tcKWuww1FU0hCwO2Pvat4vcUXQ6s/hnCMVeg9M4MsmkwhHEogEefwp4bs+dDzllTB4SI6LRW6IoMQyNbxmb/8NcKhhNSmTsxcFShKChQAue2hVkBL4AXwLA+XyYhglMUrTfuwtzk9R7W7VhwR9JGu1JVd0opzciMBlUvddMsg5aWulVzqEsoGtWqDX998SVaFjsdpBt3yLT556DcKPwOOSgCUYl+omzREyv4G0ja64Zkdmjba29+J2YsuQcAfQzSclNp5kXli3Y/O7v+5/NWOXuxqVZYP7u8CBUgVZWrnqNmLL8GUmhEwmYyIRVlpBAljyq40aPFFe1SVMqF45NKYeDbSrE40KDvLiC3lc1XPCjyPORf1Ah30YeMbnyt0+/qLH6fPVR4bCISuQsvWG3iox6SWVKE13N7ic/zwfrhl4XgYaApGIw2blUHs4EHdtp+mKXicFoQRV11XXErABtnZjdhiAkVTsNnNeW11LkTdiWj5LHSfflhYPRIuG4NglJW06HaYJJ8osyodoKQLXUDmhyy6RFfXRkL5kKnDQlHT7eJ77gIAbN11FF6PFTOuOAcut0VaFwIvqHbB07qH0PKfiW4J3RGiyjKBDQQkwwcAiZbW9J/9gU7Nj5LP2Hnsob9jy6bP0ddlxrSbzpf604dDCbjcVlRoDBXXk/1LKF+0tMsGArrfQ2t+QyCczNK7PINszbLLcGalG7VzLoCRMajqlMxXKC0yv//l9ROK0vIqU8fBd/6O6bPGIBxKoGHtDry2/mMIRhoRWacDkULsoWiTn3v8fWx4Yiu2bPocC6acg6GVnqJVHBNOHXwsDNrc3k6ZtqTn5arN1VWr1KXMFvAJcqlL6LkIPI+kz4d4SyuSPh8EXts2qs3NO3wsnOUPzJs0GHvbLnSBbD9Dvi+ccZqrYBvNsSnwKR6bN+2SLnTJPLHuR2f3/2L4q5lozX4MRRPS+StwIqaqSUEQ4HJb8dr6j9GwdgfCoYSm7rT8ZDND615vhJ6JnvmiWrNCE3FOMWe3tSUMu90Mt8aZHwAsbByHV64AZbGr29JUWmOF2HoCoRC0bL3WnNAkm1Kska27juKuJ7dAaOvOwYWCHbL9autqau1o/KNxNxZePRxDKz0AitcxitCz0WOrC7Gbaj7LgQ0bEQsksGXT54o4wvjh/dC3wqrwicTkcrfHBgGCuh8Cgcw/J+Sk0L1eTbf7Hn4EC684A39c+sMs311+XyH6Ki1HQhB4QfMeohD/mUA41ZBK3TKBZznJ8IkkWloBjutwZjbPCwgG4lnZLetX78DMad/FjT+5AIKBgdlkkFrYqZFrNgmBoKVdnuV0v4daRq44G0TUu1rrMQoCogeacWLDRvSf/RNVnZL5CqVHZzMI1ZDr2HH2EHgnXorDL6zG9MlXwlDhgdHpxLp/7Mclw0/rlD1Uyzj888ZP8OOaEXC7LXBaTfCF4p1qeUM4daRiIWXlbVulLhf2ZT8rVupaZZfAJiu4E0e6+FMSCF1DoZWQanPzNrz9BZbOuQgPPvOB5A8M6mPFzjx+Rr7KGi0bHYkksG7VNjJPrIfQmf2/s/6qmh+qNfuRZ9urc2NRVlWTRiMNt865o2p+8q8WjIex9Qg+KWLlMaH7oWeWtNqsUIoCVv9uS1aFy02LLlFUyGRC86n0uggFNG1pV1S9E8qPXG3F1Wy9VkyKoqmca6Sjtj9XN4+jh0OYM30kVjR8XJSOUYSeTz5bXajdVNOt54dXYmNbS3ygPY5wy8Lx8MhGlmWuLcagvnYK8UMI5UdH9notexsOxmDp58iy67m6gmrZfKJbQk+CeMVlAs0YYfb2Vbxm9vYFjEbVzOx82YBiq6bjfvXs8JRAY/+ye+A0JOFwqWfqimhl/2ZmwvC8AF8ojhZfFL5QHDypjuy2FPO70tIuzejPSREzch9e9D38ZvH3ML96JJ5vm1MjViIcOBLEnSvfwbz7/4I7V76DA0eCUiaYb+sHOLjiEUyXVaCL2bTvvL2PVJUT8iLX8cCaa/HlY0/At/UD7L//l9h3523Y//N78P1hFdjQtA9X1o7qcEarVsZhpdeBQV4nDraEsnQurk9iY7s3QoqFkIyBNrXv2bS1rVJX9VJXrNSVXeoyFvCJaBd/UgKhayi0ElKt+tAXiqOP24L/XTIBT93zX1hYMwrf+hK6/Qy9PquIaJMPNfvRsHYHnn3ifaxfvR0c2xYMJna3ZOiMvyqeqzL3ZzOjXkEr8O1VMVuavsTU2tGqmpRX0mhVTgLqlWt9mZTmeiOaLR20qrQzYwGZWmJZdX/zmD+m8C0zEddJS8OLqLl+qKpuO1r1TuwpQUTLpubShNb+TmvYYXGNdMb2UzQFIZXC2sfeQ8PaHTjUnE7IDPhiOL2XrWgdowg9n3y2ulC7qaZbQ4VH1a4baEpxoZu5tiJcCtPnjO2UH0IoPzqy12vZW46iVe8wcnUFzXWmEwCwABJt/yTeBKG7Qip1ywTG7cY5S+/JyoIxV7g7ND9KbP+xsHqkanYLHwqqZigKvCDNf5L3s8/M/s3MhNEz74fQPSj2d5WpXc/4izBg/i2ICgySobjurCmaptDbbUU4xuK3L3yo+GwpHqrtbH7/kzGSkxH+Yh9ODx4j8xUIHUKuY6PDoZpheJrdiL3NPrz07n8Us5oKyQzUyjg0mQwIxZKqOl9x2wQYeCCe4PDNsQjWvb0XvlCc2NhuRiqWbptMm2WXukYTKKNJ41LXD9psA0UbACF9gUSZLBC4JIQUB8pAXEBCz6LQahituXlOmxmBSAI/f+o9tPhiGFpZgTvq78DhlSsUPjLjdme9Z5bPaqBB0UAgEFO117m60RDftrTQOmup6SgTrbaK/7tkgqqGTYxB0tWhZj+aGvdgSs0I9PE6wJgMHaooyKxci5+IYsCCW0E73eBDAbQ0vIjwF/uQjCdx55rtRLMlQkdnSWvZNn84gSdf+BTL6yeoVr3L18nxNY+hduYsmAcMBGM2SbaUFhgwFRUKe5+v8pHYU4IcLZuqpUtAvSJdDO7nWiOdsf08L4CiBGktDaisQNWks2BzmEDTNFykOozQRj5bnekjO84eAu/0GYik1GNmaro1V7g0KxdFMteWx2nB0RNR/Omd/2By9bmocJjhcZlR4bYS7RJUEe8E2BSDAQtulfxLIP9eH2OsGHjbHfjmd+1ntoG33QGjt5eq35LrHJbL5hN/gtBTIBG9MoGiadgGV2LUIw+BZznQjBGM2w2KpqXM7ELacbIcD4/TApvViGk3XYCXnk236XB7rKi5fiha1jyWlaHIczxajoaw8Zkd0rN1cy+Et79TyuDSoiOOOeHUUOzvSqFdQYA/RmPtU+oayoe8EkGu92OBmKKdzdBKD+omDUHCYMOZv/w1jr7wHMJf7MPhtWvQe/5P8a9/HsCYCytx2dRz4XSZYbOaCv7vIpQXmTbY7O2rOHiZvX3Rq48bzy27DAIvwMRot63XSo4B2rPMxTYz8ozD1gydA+mDWDSQQIPMLi+oHYVVjbuJje1m8PEwgPTFrBzaYgcXyc5oTUX8oG0uQGjPLRUvhPl4BAZ7/mATgdCdELOzM22nVjWM1p5P05Sijd3eZj9W/A2YtegunNvfAaOZkXxkNUSfVZzTJLe3tXPGwtvPCbotAJbLJvuJb1tSaJ21AArhUFx1zxbRaqvIpXhVDVOAQlfhUAIutxUmswEsyyMSSXSqVZzAp/3ths2tCPia0+e7eYvBvPoCDh6LEc2WEGp20mU1IarhZ4qo2baaWRfg/97bn3OUk9o6MTrtaG2JKN9r/k+B1b+XAr35Kh9JrIAgR09bcTXUYlIUkDNepq5pFyKRJDiOB8PQEHiAS2Wvp0AkAb8vhJppw/CvLYcw7tIz8PrGnR2KcxBKm1w+LaD0kR1nD0HveYvR8PJeaQ/P1JK6bh2qPitFAX5fFEYjnfZ9ZWurZtIQrNzwEVp8MWzddRRAuoJ4ef0EVNjNmjELQnmidnaqmbcYWPMYwl/sy7vXJ1gey//6LWYtugteiwH+eArL/3oQd80aqHqHkescBmTbfKFtxCSfSGFh9UhsaNqHvc2+9kIIAUTPhG4FudQtIyiahsnjyXq90PlRAi/AQtO447pReOnZD+FwmjGlZgR69bEjdawF3655DKzfr8hQFHgBgUBMutAFlP3s880j7ahjTjj5dMV3JWo3HIpj4xPZ85v0aEhETe9iOxuP04K5V52DCjODl579EI0ZgQXW70dvD4PvTx6qmZxAIGgh6ljg+azM2HP/5xcIxoANT7+fU1f5kmNydT4QdS5fnz++fKh0oQu0z86pqz4Xv1z7AbGx3Qg+GQcAUAZG8TptsUutluWkIgEYbC7IGwaJrZtT8TC51CX0ODpSDaPl42baw73Nfqx8I4Hl9RNg0+lPqM1p2vjMDtx4y3gYGRo0TcFmNcFopKUuH8kkJ1U8EN+29Mg8a6kFr9T2drX9WWyrqKZhgRfgcJlw06KLIfACGMaARJyTZpx21jeNRBLY+Ixyrt4rL+/F7Jtvwa9f/FjxLNFsz0euMb2apWgKfb0O3HjLeIRDCUTDSfzrr1/giku/i1A0mXOUU+Y6CYfiWbb0lZf2oHbmLITv+7lk641Ol2aCBLGnBDm5bGpHENeImFgbzOjOIde0fA05nGb811XDsGmD+kUty/F4/M19uOuq7+DyKUPw/Op/dyrOQShtcsVt5T6yd/qMtgvd3FpSiw9ndqPJ9C2mzx6L5Yu/hz++vgt7m31w2hhV26t3LyGUF2pnp1de3ovp02eAXfVE3nMdY6ThCyXws+c/lV7LZdv1dAUVUdPswhvGICHwsJuNWYUQRM+E7gDpGUooCNHQHT0ckKpzDzX7sX71dqx7ahus/b0Y+v/+G6MeeUgx4DwSSSAUTGj2sxffOxyKw++LIhyKQ5DNPNE774dw6unK7yrXTITO4Lab8asFF+OWq84Fw/KStsX3/9eWQ/jOvb/AWQ8tR5Jx4h+bs53kSCTRqc9AKB/kmbEX/PEPGLX8N2BtHiQSKUyuHo4BlRWqusqVHCN/Tmt2jdi2SVyfXo8VA/vYVdeUy8YQG9vNEJLp7yn7UtcBPqpxqWt1Kl4Tq3z5eKSLPiWB0HVk2c4MX7MQ1OyhnpajQLu/mpTZbBGxavJwcwBrVm5BIBDDulXbsH71dmme7rpV2xCJJIhvWwaoBa/UfMZMPY4f3g+PLKwCxfJZZyLxLLb6d1vw6P1NeO7JrWDZFNat2lY031TL3+ZpI3wh5XsSzZYWejULANFYEs//Yas0DzQSSoLieCycOhKMAIVuc6GlN8ugSsnWWwcNQmtLBGtWpnW/ZuUWtBwJSb+D2FOCHLU9/lcLLgYjQDXWpAfR9mppUES+hqomnSVd6ALZ60m8oHjkza+RgqFL4hyE8kDuI1u+e0aHtSSPI1A0cOJ4BNfcMAbTZ4+Fw2lGw9odoOMcbrnqXAyt9CCe5FRtL81D915CKB+09nvrd8/Qda7ryPlNz1xnsUI3keAU8bg31n8MhuUR8yeyCiGIngndAVKpW4YIPA82EMhqw6wH0Um95oYx6od90LBkDC4H0sY7Gk5q9rPPl8nV0Xk/hJNPV35XuWYi6EVN/zRNw21h8PKqD7K0PaCyAuMuPQNrn2ivoJxaOxqRUBKHmv0AyIGrHOiM3VSjvWpXtH3vKfTV1LgHh5r9Cl3pSY7JhVrbJkaA6pqKJlPExnYz+EQUAEAzyu/EYLGDPX4o6/lUJADz6WcpXqPbLnVTsVAXfUoCoWvR6jqTDzUb3pHxI2r+qtxmuz1WRMNJWG0MAr5YTpvtdluJb1vi5EtGlOtygNWIFbdNQColIBFOYt2TW1XPRGqXbp3xDdTQ8rcZxkA0W+IUkkArf3ZAZQUmTRnWodaxWnozmoywONNxBbVqXrHyzG43wc7FsHLeaBw8FsOapgPwhRJEm2VM5pnHzNCIB5NY82jHuxloJTxkVj/K14XoC8gJ+GLgEhySnA8up0uyqQdaI52OcxDKF7k/YWSYIsTMBAQDCTS+8lmWv2syGfHa+o/xs0UXg2ZoVb8AgkCSFMoIvbEyzf3ebITJ6cj7e/K1Ie/YZ899tjOZjIAJRM+Ebgm51C0zBJ5H9EBzVus6vZUOopMai7IFOQpGI42Ptzdjau1oxWGvds5Y2NtmLcidZIfTjGAgBpPZAMZkgN1uLrrxJnQNXbHRiuSbiZCPXPrnUkptO5xmVE06C729dvhPROFwmhHwxRDwxfD6xp2YXD0cDWt3ACAHrlKns3YzF2oBAlFfmzftgpGhpVZzAJBK8Z06pGW2bRJ4IWtNTZ8zFja3GU4bsbHdCb6tUheMcoY3bXWAj4Uh8ClQtAEAIKRY8PEwaIvycES1tV/mY+Gu/8AEQjchlw0vdNZiPps9tXY0tr27H2MurASAnAmNNE2h0uvEbxddCj7FgzbQcDqJ3S0lciUjaunS0Ls/ns8xrkbt0i2XzgpBbC3KsTxmLRyPzZt24YtdLe3+tsMMm8NMzmM9HOl7VmljXEgCrfzZqklnSWd8oLDWsXrOd1qXzRyXvY7uu/du8N7TiB9b5sjPPLmSAvS2Ntab8CBfF1oxs9hX+/FlW6vRykGDsLx+AgRewIA5Y9HwzA44nGZMuHwIevexA21V76TFJ0GLTH/CM/4i1N60ABuf/XeHYmZA2t/NrEx8feNOTKkZgViURcAXAw3A7bDAacv2C6KRhEL7AyorMOHyIeDbut2QeaSlQyGxss7Gc4HCx0fmQ362G1BZgapJZ8FgpDG1djT+1rgbsSgLQL0QgsSACacacqlbQvACj2A8DJZnwdAMXBYHaEppZNhAQDK2AJBoacXuBx/GqEce0lX5IDqpW5q+zLqgzWWM7XYzfnDFMPz9rT2YXD0cNocJTpcZbrcVFE3pzvQtpvEmdB3F3mhFCpmJoEYu/RuNVknb1886H2wypZh/I8/WCvhisDnSFysdcUQIPQPRpjLRRKfsZi60AgQ2hwk/XjAO4WBS4fReM2MMrp91Pl5+rv2QJibHdITOrinCyYNPtM3UNWZc6lrsAASkoiEYHek2sKlIMP13ZpvyWaatUjdOLnUJpYmaL8x10veVo2Wz+/Z3YHL1cGx7dz/GXXoGmhr3AAA+3t6M2jljs+ag2+1mCLyAYy1hMm+shMkVvGIDflVdnvXQ8pwXB2qXbrl0phe1SoXaOWNxVc1IUDTVPjsSIOexHky+7lhqmp0+5wLwRg68wCtiC/JntSoS9bb7zOeLal42g89aR3sf+g1GPfIQaJrolJBGz4Vsvlia3oQH+brY0vQlqutGK2IKNdcPRcuaxxS+iEecx+u0YP5tVQiS2Y2EAsiMcfm2fgAAmLtoEXjQus/38jVgSJpV14yntx2b1n+s0L5a7E++DvLNlib0bLRirOc8/GuwNrPClnbH2JO4P6jdQ0y76QJs3/I1jh0NF3T/QSCcLMilbg+F5wUEIgkpG8ppY3Ao9C0eefdJtEZPoK+tF+66dCEGuU9XOKM8y0nGViTR0gqe5XT9Xvnm3NS4B1NqRqB3HwdMZgPsDm1jLBrvq6eNUjXeRkNxMn0J3YtMnRaaza+VSd5RHeTSv91tRt3csdjw9A4k4hz+1PCJaiVOw9odcHuscFdYUb9sUrdwRAjFhxd4HAwcxiPvPol7RtzYKbuZC60AgbvCCoOBwrq2NmFAWoevvfgxqutGqybHdIRc1RqE7oU4U5dmsmfqAkAq4pdd6gba/s6ueJZqq/IV2lo5Ewinks76CFnvJ7Pbcl+4H2sumg3PFdQ9vdKNfqenK3bFVsw/uGIY+nodqsGLYlQOEbo3uYJXWj4pRQk5Lw7ULt1y6SwfAi8gEk77AZl63PjMDqLHEiNfC1lJs0uqkGBZHAofwWOfr4I/HsiKLcj1zXH6Oslo+Z35zndaCRJGPtllPjqh5yP6GUDuKist/0Gud70VZpl238jQmLekClySQ+yr/WhZ8xgA4Ixl94F2uhEXGDBtlbgUTUEQoDq7kdjinkux/d2s91fxJ3xbP8AZN/8EHGMDx/GIRBI5/YLMNbBs/B2qaybojyEcSuS90MrcH559/H2i6VNMV+lQy589ETyOh997XtV3KOb33tl4lni2U7uHeOnZDzGlZgTWr96Obe/ux6yF40HRFImbEboN5FK3B8LzAg4cCSrmFjywZKy0AQNAa/QEHnn3STzww7tRYXVJP0szRpi9fRVG1+ztC5rRJ4XOZNbIjbfc8DIMjUSck7IYO5PpS+g+qOl02dxxGNzfpct5yJdJnuvntDb1XPqnaApWjwE/uLESLptFVYNWGyN9DpfbQjbxEiYYD0s2NZCKauqms06kVoDA5bYgEIip6tBVYUVF7847kx1dY4RTA5+MARQF0AwAQXrdYBUvdQPSa6lo26Wu2ap4j3SVLwU+odQVgXCy6ayPoIbcbgPtvvD/XnJ7p3xfOTarKasicmrtaLz16mfSxdrV00Yhda3SR1YLXhQyu5LQc9H6/rV8Ul/sCKbMHIbGF/YoxiKIwdNcZ7HM35PPR5H7AdfcMIbosQzQY3comgLHJPGLf/5GsqcAVGMLou7UxnlkBv31+p1aulXo3kAjEGfx9eFg0ew7obSQ+xkepwW31I3GmxvUq6y0/Ae53guJg6nZ46TPhy9XPQGmogK95y1Gw8t7EfA1S10RbA4TaJoCxxLfoJToCn83EzV/wjP+IvhjNDY+oW+OdOYa2PjFq5j74xvxxrrPld3BHCbMq6+CzWrKGwMR14HfFyWaPsV0pQ61/NlAKqp5L1EsihHPEuNxiQSnqtM+Xgd+eu8P2sfkkJbLhG4EUWMPJBBJSMYYAFp8MfhCMcWhC0g7oyyvzFJl3G6cs/QemL19AUDqd8+43QDSxt4XiqPFF4UvFAfPC8hE3JzdHpuU0VsIouFds3ILHr2/CYcPBrBu1Tb87c10a2aHywy3RxmIJv3qex5qOr3/6W1Stqwacv0FAuoVLJEcP5+prTUrt6DlSAhCm47z6T/BJ3D/1hVoDh9U1aC7lxXz6qvIpVcZwPKsZFPXf/UXDPjvxVm6MTpdOfWmB3mAoH7ZJIW+xKxBOW6PFc2tYQhGukP2V45WtUYgkHsPIJwa+EQMlMkKKuMrp83patxUxC+9Jv47bVK2X6YoChRjIpe6hFNOR3yEXPC8gASXVPWF4xZjzr1fLwIvoLUljH9s3osZ8y/C7MWXYHL1cDQ17sEXu1qw4entiMaSun1kLRtP/N3yQM0nHbr0bvxx9/9h7Zcv4NKZp+GG20fj0pmnwVwBhZb0nMXy+cSA0g8QZz/KcXusEEARX6CE0Gt35H6wSGv0BOJcUtU/zOXPimj5nfKzXS7dynXPUsAvVr2PNU0HcHr9HZ2274TSQ+5n7G324Q9vfo6JNSOweOkPsvSppffMWJpcgza7Gf5IQveZSbT5/WbOwisv783qinC4OYA1K7dAEATiG5QQevxdPTHYXKj5EwPm34KNz3yoO5aWuQb2nfgKT+97HrMWj5Nser/TXHC6rbDbzWhtCeuOgRB/99RT7HOXHFX9/fdirP/qLwDUbWlnNS+ix6/Ih+i/uCusqjo91hLG7x/6O9Y+/h5aW8IFxfoIhK6m6CmMgiCAyog4BgIBuIljXTRYjpeMsUggxKKvrZdiI+5r6wWGVn7FFE3DNrgSox55CDzLgWaMYNxuUDTdoeydjrRwyDS8JpMRAV+6Iq1h7Q4MqKwg/epLADWdtvhiYDUy8jL197vFlxac0Ze/pZi6/gVQ8IfiAEWjr60XXvnyDcyeOVNRJVE398JOtbkl9CwYmpFs6r4TX+MxvIlZ996Kc+39YDSZwLjdiESSRWmdqVXFY7ebMX3OWMVMpStrR2FV427cNWtsp1voaFVrHPPHcPtj73ZJJjGh4/DJGGiTRV6kCwCgrW2XuqH2/V+s2qUy2i8DAMWY01W/BMIppFAfIRei/3AiGlX1hek8vq9eOyr3MS6eeCaefeJ9xd8XWnWgt5UjoTRR80njFiP8nwXRGj2Bhz/4PYC0hh/44d3Sz+nVbD6fGFD6AVuavsw6f11ZOwqPv7oTM644h/gCJYJeuyP3g0X62nrh60Nh/PHlf6v6h/laKuqpEtajW6B9D2nxxbDib8CsRXfBazGgd28HbL09oGhyWVDuZPoZe5t9+PnqrViz7DL0ytCplt4zY2kieuNmmfbaNWgQWGcMAd9+xfuJHcECvhg2b9rV6RnphO5DPn+3GBWUav5EVFDvfphMpuALxbN8B7U14I8HQJl5hHnjywAAIABJREFUuNu6QonotdMixN899RTz3JWJXH9cMomDkaN47D9vYt+JrwG021LJHrI8eEHA6k2fYtuuo52KORWr6xFFU3C5LVk6ra4bjb+9uUd6X9I2nNDdKPql7nXXXYdXX31V8drMmTPxxhtvFPtXlS2MkYbXY1UY5b++fwR3XrMQy/+lnAPisjiyfp6iaZg8nqzXtbJ3ltdPyBp8D3TcAck0vGJmuPjaoWY/tr27H7MXXQJe4AFagMEMCJQACiSY0FNQ06nXYwWjkZGXqT9fOKFrNpOcXJs6L/AIxsNgeRaMhYGrwg2aojNaM5mxcNo8PPnhGqz98gXU3ngtBjj6w8wwOWdGE0oPl8WBuy5dKLUh8seDsPTqBYu7rzQPpKtbZ1I0BZvbjIk1I2AzGRCMsljVuBu+UBxmhu7UAZAXeEBjbp8/nM5szLcHEE4uQjIGmrEg81aXYiwAbQCnqNQNgDKaQBkZQFDqkSaXuoRuQKE+Qi5E/8HjNOPmmnl46qM1Wb4wRWX7voX6sXKbn+m7AvqrDuT+iNVjxrwlVUilChtpQigNMs9kRoFX+B6Z57lCNKvHR5HPiD7U7EdT4x5MqRkBdy8bmlvCWNW4G3ubfdh/OIjl9RPgdpjafWmagcvikHwiQs9AbwtZuR9cYXWj5twp6Ofoi9ZjSXic5g75h7lmkovo9a3le8jeZj9+9rwfXo8Vy+snwE4udEsWxXk+jw0qxM/IPPfliqUB+uJmWva6r8Osug5iURYA8MWuFlxVM7JD484I3Y98Oiw0BqtFpj+RDMVVdbb/cBBPbvo0y3coZA1o2WmO4+GPBbPWZ2dG+BGKQzHPXWqI+jMKPCwBFv5dQQCQdOQw2bPs4ZLa8+APJbG32dfhmJMev0IN1b2EphU6FQC88ty/cai5PcZC2oYTuhtFu9S96aab8OmnnyIej+P888+XXud5HiNHjizWryEAcNvNWDZ3nMIgzpx8Dga5HHjgh3eD5TkwtFH3QVvMmIknUgVl73TUAck0vFuavpTm6YoZMT+4YiiihiDu/+ejCqdCPmCd0L1R0+myuePg1sjIy8we29C0DwtqR+HPGz/RzOjLzH5lDBqbuoHGwcDhLCd1kPt0BCJJ6TO2+GJY+xIw96qbMbCfHWYjA5fFTjRXhtAUjUHu03Pa1I46kYXgtJnhdluy1lGKR4cPgLzA42DgMBo+fQPXzPyRoiJdrAQWKVYGJ6Hz8MkYKCbbflIUBdriQCqsbL9M21yqaVCU0QSBtF8mnGIK9RFywbLtFVvPvQLcOPkncNqN8Hrs6G13a+7hhfqxcpuvVtWop+pAtL9Z/kgF8W8J+X2PQjSrx0fJrJ4JhxKwOcx4ZMNH2Nvsk55r8cXA8xraJWezHke+ilqgXYsPXnYPTsT8WP6vP0jf+8018/DcKwfz+odZVYpWU95qLb2+dTH3EELPQHP/1LBBhWhEaXtZUIIBVMqEQDip2g1BT9Wblr1ecduErHUwtXY0mhrT1WBuj1XXGiX0DPLpUG8FZaEdutSqY8VzvprvoCf2IaJlp1Pg8Iu//kZ1fRJNn1q6as9U06WajgLhZJY9fHTjR5hfPRIPrv2gwzGnjlSB59xLaFrSaTgURzikbONM2oYTuhtFu9R9/PHH4ff7sXTpUjz00EPtv8BoRN++fYv1awgAaJrC4P4uLK+fkLWpFzJ8nOcFhKIJHAvE8eAzH2B+9ciCsnfyOSACLyASSYDjeBhl2VhqAQSny6KoVOCNHO7966NS+4+uHrBOKD65dKpGZvbY3mYfXnr3P1i06BJQELIy+jKzX8cP74dF143C9Nlj0bBW2a6IZzg88tcns/T0yx/8P7AJJqM1kx//8+RHWLPsMlQ4bdkflFA20BStam9E51Xghaz2yMVuJaS1jo4FYpJuh1Z6UDdpCFw2BuB4ae6YFsF4WFGBXDPzalSY3PDY3Hji1c8UgdxiZnASOgefiKfbL6tgsNqRigakP6eiARisLkDInvmSbr8c77LPSSDooVAfQQueF8ALgqJi64E/tldsiR051AJhhbYik/uvYleZG28ZD4oCGMagq6OH3P4CxL/tKXR23EEhaPkeQGHt8/QGuhwuE2669eL0CCWagmCg4Asp9wivxwrBkMQjfyfaLSdoigYlUAgF47jtvFsQYkN45cs38NRHazD3qptz+odaVYqV3tzVWnp1W6w9hNBzKHT/LFQjNEXDZXbq6oagp+pNTDgTEc9rqXgKDpcJ85ZUgUulz22bN+3CoWY/aUtbguTToR4tdaRDorw6NplMYf/hoNR9A0j7DvGMVsy5/A85anZ6+pyxOBH3K/YK4iN0H7piz8yly8zvXMt/ddoYAB2POQkALC4TZi26GAIvwKTjPJZvLxHvMXheIK3wCd2eol3qOhwOOBwOPPHEE3jhhRdw880349ChQ1i9ejVuv/122GzkcqSY0DTVqXaYogE+HojhyVc+QYsvhlea9mFJ7Xl4dONHurJ3cjkgAi+g5Ugo60Dm7e/M2X5DDJokuLhingOgPmCd0L1R06lWYEwte2zGFefA5baoOhvy7NehlR5Mu/RMPPvY+3A4zZhSMwK9+zhgMqc39WOxE6p6ag1E4D/Rta1ICKWFWjLBLQvHw0BTiuSVYvyeXAFk0f56nBYsmHJOVkW7aGvVYHlWWg/7Tnwlze174Ps/xw2Th2H/4SCpeuiG8MkojM7eqn9HWxzSHF0ASIUDMNjdyBrAi7ZLXdkFMIFwquisLwukfYHVmz7N8l9/NuciuO3mnAGHQluRSf7rkiokEykcPxbGqy98hHAokT7kO/JU6fICElyS+Lc9jI6Om+mKi+BCNJuv3aHWWc3mNqG+7jys3NC+nurrzkNK4Ih2ywyBFxA5weHvzzdLGpk9cybWfvkCTvfaNP1DnhdwPBBDLMFhfvVIvNK0T3d7xULadBZjDyH0HOTnF5F8NiifRjLtNE3p64SUr+otM+FsaKVHOq81ZpzXAODqaaOQupa0pS1VculQTwVlRzskitWxvlAcT276NMt3+PpwEH/bfgDzq0eCpigwjD5fJctOG2jE4kk0rtqXtVcQH6H7UOw9sxBdavmvoSjb4ZhTpn8+bng/zK8eiag/llPLufaSTN/47OFezFo4HlSRY30EQrEo+kzde++9FwMHDgQAuFwuUBSFn//85/jtb39b7F9F6ASiAb79hvMVlZHPN+7G/OqR+M7pLlhMhpybei4HJBJJSIYQyB4qrtZ+QzTKL761G3OvOgcPf28Z/MkAXvnyDew78ZU0YJ3Qc8kXGCske0ye7VU3aYh0qRXwxbB+9Xa4PVbMq68CRVNgaAZ9bb0Um3dfWy8EQixeaWrOmcygVXFOKE8yndetu45Ks+a0WgoVqiE9AWTR/gYCcUn7QLatVUNrPRz3JTHkNA+peuimCIkYqF7qhx3aYgfnb5H+nIr4wPQZqP4sYwKXIJW6hNKA5Xhs23UU/lAS86tHwmljEIqycDvStssXimsGHDrSioyiKYACnn9qq6LtXD67K9r1eIrFsvF3wGqwSJUM/niA+LfdmI4EUzt6EZyPQjWbq92h1llt1qKL8dybuxXr6R87DuLGK84mZ7MyIxJJoOGZDxUaaXxhD2pvvBYmg1FVy2rav3vWWLBxDoyB1tVRhrTpJKihdX7pqA1KcTz8gRj8wQR84QQ2bz+AusnD4HFaFBcPat0Q8sUtMhPO5LEKIPu8RvRevuiJgRXaWSYTNd9hSe15+MeHB/GjS8/Ez57cUrCvIrfT4VAcL65q9yccTjMQN+K2MbeAYQ15bT6hZ1KILtU0+LM5F8HtMEtnskL948win1xalsfjGMqCC08fje2Hd0rvJe4lmb7xF7tacPRwKOcZj0A4lRT9FPb111/j979PV/04nU4sXboUU6dOLfavIeRB4HmwgQB4lgPNGMG43aBoWTuYNgMsZsbIL3ZXb/pU11zGXA4Ix/GKYBeQf6h4IJLAi2/txrRLz0TDH3cosrxe++ZPmD7yargsjk78XyGcavIFxgrJHpNne7lsTE69uSwO3HXpQjR8+idcedo4eBgH7BYXnvv74ZzJDPkqzgk9k3z2MReFHqo6oiE9AWTR/vrNxoJtrcviwJ3fW4jl/2qfI3LzefPw+l+OYOj1/UnVQzeFT8ZVZ+oC6UvdVCwIQeCBVAqpiFipmw3FmCGw5FKXUBqIvsDeZh8eXPsBAEitlwWehykewX3XD4U/nsJz/zyIvc1+yWZ3tBVZZ3zcuolD8Pb69qq3uT++EbZeNPFvuzEdCaaK33f91WehwmKAP57Ci2/txq3TxnRqjy1m+zwtHQu8AF8oLq2noZUe3HLVuXjusW3kbFZmaGnkNFs/gFOGkUTfmkuyiB+PwuM0o8UXS5/vkjz+2vApOUsROoV4ns+cg9gRGyTwAlqOhhQjdKbVjsKGzXtQd/nZ+OXqbdKzat0QBJ4HFwjAynKwM0YwdrdCz5kJZ4P7OdFYoN9AKB/yxcAK7SwjIo95DLAaseK2CYgmUvj6cBDPN+5GzaQhUmEDoL8COBP5XjGgsgKTpgzD6xt3Eptf4rR3jjNj1sRBqLAYEGEFmJlsXXZF+2e5f55LyxV2c1Y8buacWgDA9sM7FXtJ0B8v+IxHIJxKin6py3EcwuEwHI60cxWJRCCozHQjdB0CzyN6oBm7H3wYiZZWmL19cc7Se2AbXCldXIgGuNCWy5mIDoiY+RIMxGA00jAaaLg9VoVBzDdUnOV4TL5wcFYWY+MLe/CTxTfC5baCpkhL3J6MnsCY3qpGebZXMMrm1BtN0Rjo7I9bBl6BvQ/+Bl+3rYvr6+9A89EKzWSGfBXnhJ6DpCuWB5VicWj1Kvi2fqBqH3NR6KGqIxrSG0CmaQomk6FgW0tTNAa5TsPPJ/43fKEYAiEWr//lCGZOPoe0Wu6mCIIAPhkDbTSp/r3B4gB4HnwsAj4RSb9mdao+SxnTM3UFQQBFkcM1oWejVbnosjJZvvAd9Xdgxd8AXygh2eyOtCIzGtV9XIDSrEYQfdw31n+s2A/eWPc55i2pIv5tN0Zt3x8/vB9MoOD3RVV9VYHnMeeiXji88hEcbNPfnPo7IPCdDwoVq32elo5NjEGxpn58+VC8uWEnOZuVIPnOXFoaOR5Mop/XJHuf7NiDaG/rJg3J0g85SxE6Ak3RGOQ+HQ/88G6wPAeGNsJlcYCm6IK7IqWr0HcodPnnjZ9gcvW5OL2PQ7L5arGxQmJtYsLZfbMvKvi8RiCIdKSzjKZO+/bH6rZWzE4bA4/TgoXVI+GyMQhGWWxo2qe7AlhEvldUTTpLutAFiM0vZdx2M361YDwMrUfwze/a/V3j0nsg2LJja8Vu/yz3z502Jit+5nFaAI5HIBDLise99My/8ZPFN2L2+dMVe4mW30NsNaG7UnRlXnPNNZg2bRpWrlyJRx99FHV1dbjuuuuK/WsIOWADAWnzBoBESyt2P/gw2ED7DD2n1YSfzbkIvlAczzfuxsKaUXjqnv/C/y6ZUHBrMLESbc3KLXj0/iasWbkFiTiHurkXtgW5oGuoOGOk4XGYVTNjKIEiQYMSQNx45Xg9VhgNNHyhOE4EYjjybVChpZYjIQh8dmKIPNvrjMoKTJ8zNqfeUsEQ9j74G8W6OLxyBWZNHKTpGHekGofQ/VDYqAeasPapHXBdOxOOs4eo2sdciIcqUcf5DlUd0ZDWOlG7OLbbzTltLd9WcdPii8IXioNvW0tGgwFehwf9Xb1xRj8vFl0/ptNtIQldh5BiAT6lXalrcwEAuOAxcMHj6dc0LnVpxgwIPAQu2TUflkA4ich9gTXLLsPy+rQfmwoFs3zhwytXYN6kwZ2eFa5md6fWjsafX/0ULUdCSHF8lt3N5eOmUsSn6M5k7vvjh/fDnMuH4dnH39P0VS1sHIdXrsjSn+UUdUlQ8wU0/QeHWbGmKr0OcjYrQdTO75k6VtPIVXWj4XCaJE3xvKAaexDPWPm6KREIhUBTNCqsLvS190KF1SVd6ObTshyeF5BMplR1WeEww2I2ZvkUila4OmJtmfvG5u0HMG32BQXFxggEES1fN9e5XUunVjYmaZMXBNxy1bnYsulzbHhiK7Zs+hy3XHUujDSVFTvIhXyvsBKbXzbQNIW+TArf/G5FTnvYVcjtrNiBVETqMvP4+wiciGn6sfK9BMgfWyMQuhtFr9S9+eabcdZZZ+H999+H0WjEnXfeiYkTJxb71xBywLOcZFRFEi2t4Nn0kHqeF3CwJYQXN+/B/OqRcDtM6OWyoI/bCmMHMlDUKtHWrdqG+bdVYV59FVIcDyNDQ+CBQFsl7/9n78wDo6iytv9UdVfvSzpLs4dxZEdZBEFlxHcQxZ3xRSCjDsgisiggg4CAMszIKjKCGzIguIeo46cjrgzvuA4gDgKDEVCRoAgJSaf3ver7o1NFL1Xd1Z0KpJP7+0uS3mI/97nnnnvvOWKnJ61GLdhQNOVkTLfediDNaXhC/iB1ytAXCGPJxn9j2siL8flb38g+2Rd/2osz6wS9qUR0IjUuerU1JfRxiD/pS4FCt952HDl0tlclOamVf4h51BuvH8aYMbfD88jSBH/kkTrxnW3pmFxO+2VzGpeiKdjbmkW1z7IcfjnjQU2tDwaNCr5QFCVFBrQrNoFu+FtIqeX8gAvG9EOpGdHfq002AEDYcUrYrFXpxcvRUUzsdg0XCgASm8QEQj4h5mWSc77dAF1J4w6w8L5714wr4Kz3w+cJ4cBXP6HfpaUIBiNwuQJ4+v8dwK5DpwX/7mQ3g7UkxrgdSgsw9NquYFkOHneAxLfNlOR5XwMKzz/1RdpYlWajovqj2ajoe2R7yyybx6fr7ysVP1CAMKY87gC5tdAC8fliFbZ+9/t+8PvC+Hzndyk6FmLMmUMQCkdB0RSiFLDh7wewO87f2uk4dJgyHbTZCtbtRHXFK/AcOQq7ToU6kbU90Q9BSbKpisT7odMp7muFVi0KTOlLgqbLtcV7c4lJi7WzhyIYjq0XLXpN2lwFgZCObNft6XTauW0x1swaCkTY2KZX3NjZXr4fI8r64oFnPpfdY5efKybPHoJwmBXGVofSAgwZ1gUGkwbpqtkQ8pdMew9NSXx8zrIcFk0YhGVb9qRUmfE3VHU0mbUYMqwL9AYGoVAE6oYy0ckxdYndRLyakDcovqkLAL1794ZarcaQIUNQXV2d+QkERaEZNbT2kgRz1dpLQDOxrzu+X+PuQ6cBnO0/lkuCX+omWjjMosBmkN1TkqYpFFj1GDNhoFAOp1tvO666tju2NiRPSE+G/EZsQ4ymgDmPfyKrN246KJpKW9JFalyotQx0Ri2c3iA4lkPQE0rorzPmrgEAgCOHqhv+PRAGvXgJVELzRMqjaHPsdmO8PwKZ++Bms6jiT/slv5bUaT+W5eD0BmExarByxm/AARk3jqW07/YF4XcF8fEb/xXe+8ayvnAbGFhNZDM3n2BD/KauRPllc2xTN1L3S6yvLgDaIFF+mYl992zQJ9l3l0DIdyTnfA2jSEUCiqbAgcPWJ78Q7R82emwfmA0aXNq7HfzBCBzuAGwWnRDjmsxaXH1jD7xVTnqO5QPx8369w5cxVs20FotH7jqJJxphU3pBpnt8/LoPSO2Zl6kcYrZxDKH5w7EcXM4g3o2LD28Z2xc73/02Zc1F0RRMlphGHO4A5q/7JEFLr7xfiUnX9kDFBzVwOqpgtekxatK9YN58GUVFJlj1RrQ7B/rh42elevUR8odsqiLxfti3SzFuGz8Arz//laDLkWV9wUU4ZFKNpL9rNRm9nJSfJZwLWJYDS6sk4xA+ppGKZ3jrzLbHrscVwv+9/y1uGdsXuz/9AYOv/DXprdtC4edcDUXLjnebgvj43GbWCXlmNcsJ2v5853e4bdwlCIeiKesuvU6DmmqP7BicQGhuKH5E8l//+hfKysqwdOlS1NXV4cYbb8SOHTuUfptWiVQZzWQYqxU9Fy6A1l4CAEL/BMYaS97K7dcoF/4mWjxWmx5RlgPbcOpF7PSk1xtMeS2VmkbbdhZMmjUEsxYPw/W3XoyKrXtlPZdw/pGjUX7itdsMsJl1CIbP6pHvjRuPUqe5pcaFymzB8VMuzF33CX6oqk/pr1Ox9StcfUNPjJ9+OUaM7I2PPzwMn5+ULc0npDyKdbtS/BGQPvGdi+/E36SdtXgYJs0aIhkk8qfH5677BHf9+UMseOozeP3hlMSU3LmADbMpfcy2l+8HGyblj/INNph+U5fW6EFp9AjVn0bozAmoLMWgVOK3eumGm7r8RjGBcD6R62fZkikWVgJ+bhHrH/betgMYO6wbNr11EPOf/AwLnvoMJ2o8sLeJzQejxl0iJBb455D4Nj+QiiniY9Vs9JdNzMGyHOqd/pRYtfy5L1Hv9IuOocau+7KJYwj5gVg/0be37cfQa7umXXOJaWnEpZ2xbetXKdVwOkyeCp2tACwHMEYG42dcgZlNpJ/4+HnSIx9h7rpPcPyUS7H5hNC8yeTJ8XFGMBSFzazDVQM6wROJ4oZRFwlr/H9u/xYvbdydcR6W8vcQpVVs/UhoeTRVvCv2PsdPufDXt4+g/aw5aeMQqbHj8oWFf8uNF/hY5sihaux891tcfUNP0d66ZDyce5TWXvycu+SV/6Lj7PQ6O1fE55k1GpWg7Z+r6hEMRETXXW63cnk/AuF8oPjxiaeeegoVFRWYMmUK7HY7XnnlFcyfPx/Dhw9X+q1aFelKZyWfQqVoGobOpeizegXYcAQ0owZjtQqNyuMbivNI9WsEMpf4Mhq1CbdrrTY9rh/bBxveOojpo/uByrKnZPytMzmn4QnNg2w0Gg+vR5tZB4NejdHjB+C1uFOzSp3mlhoX9d6Q8Jmlbgr7vCE8//S/hZ9FbyX6yyfEbpmMnTAABXoWRatXJPgjoHwv5Uy3yIX3yHCbBkgdZ5f1boOpIy+GiqKgZhL9mYs7oRj/d0j1mCI0X/gNWFpiUxcA1OZChM/8BC4UAFPYHuAk5li1NuE1CYTzRa5xgxwyxcKZkFPelp9bgsGIqNe6vSFJPyfxbf4i5+ZqNvrL9pZZvSso+viaOh9WvfqflDGU7bovHSR6aBlIaa6o2JSy5or3Qg0oXNa7DXY1VPoCINkrnFMxqKr2iPq70gcC5MTPhJZLOk9OjjOWTB6Msmu7Yf22fZj/+0vw6qYvU14v0zws5e9OZ0CWl2dbbp+Q/zRlvJuspygF4X0c7iDGzZiHdkY1bDYT9IUFCXGI2Ni5sawvNmz/RniM3Hghfl75uaoePm+IxLnNgKbQXvycW+3wY80OYNLMBehlN0CtYbJabyWjlD8m71GoGZWoHllW2bwfgXCuUXxTNxqNwm63C//u2bMnKIoEKY2FN06bWYtZN3VBgU4Fb60DbotWtIwmRdPQ2Gyir5VNv0Y5JcEomoLWpMGQkb1gMTBw+cLY+G4lDlc5cPetLAw59JTkyaUfJeH8kOuC2mrU4s9TLoffFcT28v0wmbW4YdRFKCo2QaNVwWhSbqHDjwuOZRF2OhE8UwsNRcNm1qLa4RduCifrzR93WpHoL/9I13dWjKbwHV5z6ZK7cm7TxI+z7qU2jL7yQrz0zC5Rf9YwKtG/Q8Oocv47COcHjt+AZaQ3dZniDvB/tw8cx8Lcd5jk46iGPrpswKfoZyQQskVu3CDHP8VIFwunQ245XH5ucUn05qv3JJ7yjvdzEt/mL3JjCrn6k6sFjmWhCXhRYFCLPt7lC4uOoWzWfWJkWx6a0PyR0pxGq0r4TsW++wkNbWn4nuEFFq3oa9Eci0CtQ1hjNeVGq9JVyAj5RTpPrncHEuKM8g+PYPbv+6dd98uZh8X8XY6XEz9tnTTVwRM2EkX1aTe2bTl7IWLMhIGwmXWodvhxuKoei16sBwBsXnwNDEmxc8rYUdFwBsJwuAMAkFW8kKx/fyPGF0E5mkJ7yXPu4ap6zNtaj82Lr4HdZsjqtRLWeFoNHF6g/Dl57UXSQdEU7G3MuHPaZXC4gtDoGfFYhSbrMUJ+o7hS9Xo9Tp48KWzk7t27F1ot6bnTWMIRFjazFnOubofQU6txYv4ceNevBF39Czg2uwVLfF/TzYuvwZpZQyVP6kiVBHM6E8s2UDSFZ946iD8+/TmWbt2Dw1UO4VQXfwKML3+Qze3LxjyXcG7JdUFN0xSsOkYoE/tzVT1e3fQlXnx2F0BBkQVOfMkRpycA3/EqHJj3IL66eyoqFy7C3OHt0L20AOU7j+L6sX0S9DbmroH4+ssq4d9Ef/kJf1vWbNUjDKBGokwhoLzvcCyboLkD8x6E73hVinfzt2niST4dGz/OyoZ1xXvbDkiWizGaJP4OE9FvvsGGYotr/patGJriUnDRMMBGwdjaST5OKL8cJJu6hPOLnLhBrn8qAR8r1Dv9sktxUTQFi1WX4rVjJgzEB18eT3hsvJ+T+Da/4WMKq80Ak1mXMVZNV/pOjhb4cVC5cBF+WrMCo0b3SHj8qHEDUL7zKIDUMZTNuk8MJVtSEJoHkppLig/FvvvXtn6FGbf2FbRUYNWnvNao0T1wbOUj8K5fiTlXx9ZYgPIbrfy4ApAxfibkB7mWCZXy5NTNBwfO1McOt4it+xszDxv0DMaOvyTh9caOvwQG/dl2KMRPWydNcfCEY1m4HR5hQxdoaB22ZS/uvLZ7wmPtNj3UKnE/TBg7Fh3aFZtyiheS55Wvv6zCmLsGkjj3PNMU2pOTs5JD8hqv7tjPwoYukNkfM80XKjUNm82AomIDNHo1xkxI1aPZTNZjhPxG8Zu6f/zjHzFx4kTU1NRg7Nix+PHHH/HEE08o/TatAr75eDjCggIwaVhnnFy3UmhCHqyuweEVq9Bn9YqsbyLENxRPh1R5pjP1fjj8IWGST3cKPNtbcvHwz508ewjCYRYcy4Eht8yaJXLLu8XrmlHTsBq1iEQTddahtABDhnVYcgGrAAAgAElEQVRBOBiFB4FGlSVKLjmy+q6+8K5PHEc/Pb4Wk2YuwLyt+/Hap99j6rTLoKIpqNU0DHoNbhrdB9Fbs9Muofkht/xMrp4lVS4m7HSicnmi5iqXrxS8mx8TLMth0YRBWLZlj+RtmvhxJlUunC8X0xjvJTQv+A1YmhHvkwsAmna/Bmg1KDUDpk1nyccJN3XJpi7hHJM8/6tVmeOGTP6p5Gfj54f5v78k67YhyV6r12tw+3U98cNJV4KfW/QaeNwBRCIsjCYNJs8egkiY+HNzJlm3Fr0Gfn9Idmm4TLGHnLk6fhwEq2uATU9g7B3joGrXESxFY9vOIzhc5QAgHnvLXfeJoXRLCkLTIbdsodjtrCgdO/DIr81ompL87ilwCbdx+NeKhCIInKjC6U1PwHMkdsjg5Lq1GDdjHha9WK/oRmv8uLKZdZhV1h/ryvfldBud0DwQ88pFEwahtI0F6hx1I5afeOezH4T11sZ3K3HnqIvQsdgInVadtkJYpvEVcbtQ99JGjBlxPWizBWzDvwunThHiFeKnrQ+W5UABirVB4Ak7nQjWe0T11LHYKLyf3abHrLL+8AXCKDBpM27QZhsvxI+L5LjWoNeQPMR5pjE5WimtNLYCDE/yGo/SGWX7o9yWZPF65sw6UT2SfBkhn1FsU3fHjh0YPnw4LrroIlRUVGDfvn1gWRZ9+/ZFYWGhUm/Takg2qcG922D29Rdgf4Ph8QSra8CGI4q8n5iJS5WRqfcE8czLB4WyDfGnwMUmArk9JaXwuEKkTE0zR2xyXzrlcnAcUO3wgVHTMOs1OFHtTgkASkxnS3d1KC3AsBt64O1t+xX5vpNLjhgZCnUi46iX3YDNi68RDWIao11C8yGb8jPZela6clpsOCIEqzy8d4t5/bJpQ0DTlKgW48eZVNkwDpQw5qxGLdFvC4Dvf0ulKb+s0hlRcst9oNVa0Crp8I5s6hLOB2LJ2qVTLs+YFEjnn7l8BqmERfz8kEtJRrE5Izkutug1OFPtIfFsHiGWNJpwbQ+8tvUr2d+hnNgjU8yRPA48R47Cs+Qh9N/4DOqgx/7vzgDIXCoxm6QdDykVnh9kW9aV11y6Qwdyv3v+tQLVNTi05KGE3wWra2DXqRTfaE3u6ffC9kpMG9UHHe1mqBoSuU5vUJbGCc0DMa9ctmUPlk0bArvNkNP3KJafuOO6nuhkN0vmrXji/VLL0AhkyEex4Qgcu/bAsWtP4utMmij8N/HT1gXvry+/X4mZY/tj/bbMB0/kztNsOIJovUNUT2pGhWmj+kCnUcPtC+OF7ZVwuAOKl7+XM++QPMT5Rc4GbKbDh2KaTJf7l0tybMu6nbL9MZuWZDxSsXZj9yoIhPOJYpu669atw/DhwzF27Fi8+eabuOqqq7J+DY/Hg7KyMmzYsAEdO3bEF198gRUrViAYDOL666/H/fffDwCorKzEokWL4PV6MXDgQCxduhRqteKXjs8ryUHt7kOnUT2kA7T2kgTj09pLQDPZ/+3JQWqdKyhq4nwZjfiJ+vqxfbDx3UrR8l5K98gBpMvUTJo1hJhvMyJ5Y5/X1QPrP0k4bfvKB9+mJLbWzh4q6GzIsC7Chi4Q933PHIIwhawDh+SSI/WBqOg4UmuYrHtAEPKLpuy5lc6nNIxa0rvFvP7YSZew6OLLyogF0RzLocOEgajYcrbvyOi7BuCpN/cLvc7EbiIT8g8u2FB+WZU+Gao2FWR8LUrNAKDABv0ZHysGy7H4f5Uf4FD1Yfyu53W4uE2PnF6H0LoQS9Yu2fhvrJ09NG1SgJbwT5ZWgWU52d6WKWERPz+U7zyKKWP7COXtcy3FlRwXe9wBEs/mGcm6HXFpZ2FDFxD/DpOTX+Fw42MPqXGg1jBobzXJSqzJrVaSjNhakJSma37kul5Od+igIMvvXkqnRUUxjSq5wSpWVnfppt14dsHVWPTM51lpnNA8kFqn1bkC0GpUOeWZ0l08SPd6yX75l8mX4eM3/pt2fEnpn2bUwrzAsRzGJK3diJ+2XOL9td4dwuSRF8Nq0qCkQA+bWZeyUQZA9jxNM2o4dryHUbfdgTdePyzoaeyEAWApYOmm3SmfR+k+4yRP2/zJdPkKSN0gHTWsK/zBCGqdftjMOtFLOZ3bWhqd+0/2zOqKVzBq8n1447VvM/qjnJZkRIeE1oBiO6FGoxEjRozAqVOncPPNN6f8/h//+Efa5+/fvx+LFy/Gjz/+CAAIBAJYuHAhXnzxRbRr1w733HMPPv74Y1x11VV44IEH8Mgjj6Bfv35YuHAhKioqcPvttyv1pzQLxILap9//AUsenI/DK1YhWF0Drb0EPRcuAGO1Jjwu0+mu5CB1yeTBeOaNA5InyO1tzRg/4wqcqfej3hPExncrE3rmNjWkTE3+EL9AcrgDoqdtJ4+8GLsPnRaeU+3wIxhmhbIX4WBU9PsOBCOY/+wXaQNcMe0nlxx54eMTmDt7Dn56fG3acURoecgtP5MLUj4VCkUR1erRc+ECobxMvObCzoBksjddAlasjAwHStjQ5V9H6iYyIb9gQ35Qak3stCknr7+YFBRFg2I0Od/U/ei7T1F+8G3QFI0jZ47hr9cvQbGRVGQhpEcqWRsMs2kPVDFWa4p/tp81B399+whuv66n7GR9uo0Lq1GbUBrvcJVDKMlYajdBo1EpUoqLxLP5R7JuM7U9EJu3Y7fMGhd7qMwWdJdYA1IyD9VmU60kHlKaLj/I1V/SHXjM9rsX8+ueCxfAUGSDkc491pazvgNi4+rkGU/WGic0D6S+U6cnhOICfZpnnkUqD5bt95/slwaNKuP4ktK/ymxJLRMa1+qJ+GnLJd5fD1c58MbOoxg1rCuKC/SoOu1Kbblk0sqepxmrFZ3LxuJ4+csYM+J6qAps0BZYYLaZ4PSHmyznEQ+Ja/MDvl0i743JVSx4nXYvteEPN/RMuFG+bNqQnGJHOSR7Zri+HoUmCpNmDkE0mj7myKYlGYHQklFsU3fTpk3CDdqHHnoo8xOSqKiowJIlSzBv3jwAwIEDB9C5c2d06tQJAHDzzTfj/fffR5cuXRAIBNCvXz8AwP/+7/9i/fr1opu6LpcLLpcr4WenTp3K+rOdD8SCWoc7CNbeDn1WrwAbjoBm1A2L+bOTs5xT2MlBqk6jTnuCnKIpWKw6OPwhPPPyQdjMOiyZPBjti03gOGR1UyIXWluZmuauW7klYaSSBFZTYvlQPsDky154EBD9vn86400bTEhpv5PdnFByxOEOIlrSNu04ImRPc9ct0Lj+H5l0L+VTP5x04Zm3DuLPUy4T1Vy6jeZsSzZWO3zChi6PUjeRWyr5oFugYVNXowMat58rQKk14ELZ39QNRcOoOPQOehZ3wXVd/wfrdj2Htw9/hImXjFXmgxFkkS+6jSfXQzUUTcPQuRS9ViyHw+FBrTeCtf88gcNV9fghrqpBPGJ+nW7jQqw0nsMdgNWqQ0GOJR/FaG3xbDItQbeZSnOLzdub3joo9G+Mjz3Mek1KJQ6pG7ZV1R688q/TuHnGPLQzqmGxGKArsmUVuzamWklrL02XD9rN1l94n2RZDksmD0b5h+J9mbP57nm/VnKNJXd9Z7fpsWD8IDz79wMJz2/NcXA+6DYeq1Gb4pUzx/bHV5Wn0KWjNaG1jJLVCMRI9ks5bRmk9F/vDSXMC7sOnRbil9bsq1Lkm27TER9DxG+YTR55MTa9dTBljb9s2hDZ8zSvty5Tp8TpzQyKpmE10pI5j1zaMEjR2uPaeJqzbjN5I6/TUcO6Cusg4GylhKaqdNeYmEFOS7LWqENC60OxTd2JEyeioqIC3bp1w6BBg7J+/rJlyxL+XV1djZKSEuHfdrsdp0+fTvl5SUkJTp9OTGLzPP/883jyySez/izNAanNB7NBC5rOXELJZtZh8siLYTYwqHX6UWjRwmqKPS85SHX7Mp/k4ss2rJ09FGecASxPSkw0ZVmj1lb2qznrNpvFklQCt9CiE34utqkm9n2PmTAQj72+P+H1k4MJqbIhDndAVt8cQuNozrrlkVN+Rgw5us9Uqv7hjbtimw+2RP9O9vrBvdtg8siLEQ6zYDkuqyC6KW8it1TyQbdArP8trdFBqV1ditEKfXqzYdeJ/8Ad9GDoxYNh0ZnRs6QrPj2+B+P73QYVrVLksxEyky+6jacxh2oomoZHpcPUDZ8m/FzMD8X8etGEQSi06kT9kQIkS+MVWfWKxgqtLZ5NpiXo9oMvj2PCXQNSeury36HYxunuQ6cxbVRfrJzxG0RYDmqaQoFJK1nOLllz8fEtf3DLbtM3HGiQ77skRsidfNBuNv4i5pOzyvoLfRcb0/uWomlobLbG/jkC6Q448jF9IBTFjydd8AfDcLgDCc9vzRrPB93GQ9MUSttYsGzaENS5AnB6Qviq8hSGXtIJC576LCuvTC4hmu18nuyX5TuPYmpZX2wv3592fInpvynb/7REmrtus9kUjY8h4jfMzAZGVBM0TWU1T0v5rVTOA5Bf3lkOrT2ujac56zbTRQFep/5gJEWXTk+oyWLH2FgKIQwtGL0+VjlJpg7jNU4BaJ8Um4++awD0ek3G1yEQ8h3FNnXPnDmDDRs24ODBg9iyZUvK7ydMmJDV67EsC4o6O6A5jgNFUZI/F2P8+PG49dZbE3526tQp3HHHHVl9lvNBrpsP4QgLm1mXUjZh4YRBDRvCVEqQ+sbOo5hV1h/ryvelTbTRNAWWg7ChC+RWfoFjOXi9QUQirGjJGbHft6ayX81Zt9mUbpNK4BZb9Wl1LVbqK0pBWKRfc2knjPmfrlDTFNQA2AgLWk2nLRtC+ik1Pc1Zt/EoUYKL1/3a2UOh4iB4VYndhEmzhiAUiuKHky6hVD3/HLHFe7zXsywHpyco9AJbMnlwVkF0/JizmXW489ru6FhsBMPFfLWlemZjyBfdcqEAKEa50/y0WgM2FMj8wCR2/bQPRXob2pvbgAWHXiVdcaj6MCprvsNFbbor9vkI6ckX3caTa1zLI3dDSsyvl23Zg+XTh4jGJDRNJZTGW751DwBg8+JrhM+WKW6NJ91jW3sZ25aiW4teI/kdSuk0HGET+nxmU85OqQ2B5Lj8st5tMHXkxaDCLDzugKQWs9F/SyUftJuNv4j55LryfVgx4zfN4vBrvOYAoG+XYlzRux0sBgYuXxjlO48iHGGFmN7hDmDTW7FqYvEVF7I5PNQSyQfdJqNW07DbDNBqVCgu0KNLR6uwoQvI80olcgHJfulwB6C3aGWVBU0m+bZm2bCusJm00IACG2Hh84datb8m05x1m+1t8PgYIhCMCjqWulSjZaRv2GaLWM5DrD1aY0rpppt3EmIHFQ2KBsLhlqvz5qzbTHEkr9Napz9Fl//88rhotZnGzqtKVFaIjwG2fPgtRozsJcQJH/znBG69sgsALmfNkfiXkA8otqn7l7/8Bdu3b0cgEMCRI0ca/Xpt27ZFTU2N8O+amhrY7faUn585cwZ2u130NSwWCywWS6M/y/kil80HRk2j7NpuKWUTlm/Zk3ISJz5ILbTo8OjMoYhEYwkLs14jegKtsYkFjuVQfcqdcprL3tYsTP5Sv28t5Wmas26z+f7TJXAz6Tq51BfLclg8cTD+tbcKI/p3wrZNe87e4r1rIEw2rVA+TMOohAMK/Ocj/ZSanuas28YipnubWQefM4iKLXtTvCqMIJ6JK6kEpN+MjQ9Il8Udmin/8Ihw4MZm1qHs2m5py97HV1SQ+mwkEE0kX3TLhvygGeWSkhSjBZflpm4wEsKBU9/gitKBYBtuDHcp7AyaorHvl0NkU/ccki+6TSaXuJZH7k1fqTil1hlAhxJjSkzi9AYlN4tZloPbF5Ttp5liXKB1l7FtSbqV+g7FdLpowqCUMovZlLNT6oZtfFzOsRyCnhBeemZXWl2LaXrMhIEwWLXCYeHWQL5oV66/SPkkgPO+VkrWXLfedtx2TTe89vzZGzgzbu8HNU0J5XjNeo0w7l58txLTRvVB+2ITdFo1CkytR6fJ5Ituk4n33GqHL2uvFCshmm0uoLEH0eLh54VX3q/E6CsvxHvbDgjavura7qjYKh5fKFkmN59ozrrNpTe9sM5HQJjL39h5NOUAytIplyPKAkYdg5UzfgOapoReqEp9701xa1xs3hGLHUaW9cU/t38LjzvYIvMSzVm3cuJIXqfxlRL++eVx3HFdzyapepjLWJIiHGGx69BpoZpN91IbptzQE88/9UXOuTA5azoCoTmg2KbukCFDMGTIEGzevBmTJk1q9Ov17dsXx44dw/Hjx9GxY0e88847GDVqFDp06ACtVouvvvoKAwYMwFtvvYWhQ4cq8Be0DCx6Bj2KGCy5rTvqA1G88HGs75jYSRwpY053aqaxiQWvNygYIxBrYF7+3JeYNGsITGZdxt8Tzi/Zfv+NSeAmv07nthbceuWFeP6pfyfoo2LrXpTdPQh3r94Ju02PP00ajAX/2wNamksYA6TEESEbOJZF2OkEG47ARKtwWe82Cf1q77y2u5DkBxK9Ktcyo8kLrcNVDrywvRKr77sS9Z6grLL3NE1BxUHysxEfzU/YoB+03qTY61GMBmzAm9Vz9p/6BqFoGF0KfyX8TKPWoL25Db6pafxhPgIhHRQ4dNCzeOLufuBoFSJ6o+imklSc4vSEUFygh91mSHi8ZLsTvQbHT7ngdAbw8Rv/leWnJIYliK2xWJbD7rj4oXtpAdpootgwtT9qvREhTpWKpxtTulzs89nMOnjcAbwoI04Q03TFlr24atRFsFp1pApOntKcS3Ena67fpaXChi4Q0+Dbr3yNq0ZdhIc27UrosUta7bQ8stFquhKiuWxcKZnHKLWbcN/vLsKWp3cnaJvf0AUSfdhg1CpaJpegDI3ZFI2fyw9XOfCPT7/HsmlDQNMUtAyNOlcQD6z/JOH7LrWbEHHWK9aj/Fx5v1js8Fb5fowY2RsVW/eS2PgcIyeOZFkupS3IogmD0MluhlpNC14Yy5E1XpNKHjBI1nXZsK7C4Rkgt/UYWdMR8gXFNnV5br31VmzduhVerxccx4FlWRw/fhyPPfZYVq+j1WqxcuVK3HfffQgGg7jqqqtw3XXXAQDWrFmDxYsXw+PxoHfv3hg3bpzSf0ZewrEsAidO4NvlKxGsroHWXoI5s+Zg7T8BhzsoehKHPwF4xulPuLUgdWqmsYmFSIRNaGAOxAwy2mDemX5POL8omVjKFpqmwEY5UX2oGkqw28xaMHWncfrxtcIYeGjBfPxM9YKWOf+JCkJ+wLEsfMerUBnnpfctmA8A2HXoNOw2PToWGyW9KtfT3WILLYc7AJblsip7n62PttaT4PkEG/JDbSlS7PUotRZcqDar53x18iAMjB4dzG0Tft65oAP+feI/CEXD0KgYxT4jgcAj5sk9Fy4A1bkULIsE/zLrNSllwmaO7Y9/fPo9evyqX8prS/k1HwvP//0lsv2UxLAEIHUjwOE+ezune2kB5lzdDsf+9HDCWm3LHi1uv66naDyt5I0xnkhYnlalNG3QqEgVnDzmfK7nMpGsOb2BkdQgQCoytXSy0Wq6EqKN2bhq7DqJz9EFIipZ2o5GWEVvsRGUozGbounmcrGyyK+8X4mZ/9MGh1esSoh9DZ1LhU20bLV5rrxfKnbQGxjhv0lsfO6QE0dKta+J9xyp9Zihcyk4UFlpUckDBsm6tpm0jV6PkTUdIV9QfFN39uzZ0Ol0+O6773DFFVfgiy++wIABA2Q/f+fOncJ/X3755Xj77bdTHtOjRw+8/vrrinzelkTY6RQMFgCC1TU4uW4tJs1cAF2RLWWylrqRa9QxoqVGEWHhcvpRYtJi7eyhCIazD2zVahpWmz7BIK02PVQN5p3p94TzS1MklrJBpRLXR4SNlQIdd1Un/PT4agSra2Dq1hX2MbcjyKpRYtbA4wu3qlJxhNwR89IjK1fh/hXL4bm1Dxg1DYZDWq/K5XS31EKL4yDpyfUOX0qPj2x8VIl+JoSmhwv5QSlYfplmNGDD2ZVf/qb6CLoX/RpIkkV7cxuwHIufnCfx68LOin1GAoFHzJMrl69En9Ur8LOfTvGvTnZzQvmwf3z6Pe6Q2DADxP2aP0Hu8oVl+2k67yV9mVov8XP7uKs64eS61SlrtftXLIeuMHHeTdZMgUKaYVkOUY6TpWspTbt84UaXbCScP87Hek6uByZrzi/hwS5fWPg30WLLJVut0jSFIqtesY0rJdZJfAzTYcp0WdpWqWkE4/oDlw3rKvSJ5BpyHoTzQ2M3RaXyA2K3Fm++xC5s6AKJsa/GZstJm8ltGGgWAMfB5w0qGpdKxQ7+Bt8m+d1zT6bclJybs9mux9JpUWosWfQaeNyBrNZLyfOEBlSj9xTIvgQhX1BckSdPnsTGjRsxdOhQ3HnnnXj11Vfxww8/KP02BBHYcEQwWJ5gdQ062w0JhsqyHBzuAM44/aInACkqdkqGp3upDVNv7IUXnvo31j+yE5vXf46AK4QSqx42sy6rBaDRqEXZxEthbXh9vja9sSEQyvR7wvmHDwjsNoPs75/XXLXDJ9w8zAWzWYsxdw1M0Mfo8QNQ8a+jAIACnUrY0C2adC8qPqjBhg378cqmvfC7gnD7gjm9L6F1IeWlNBsVdG80Ke9V8QHp5sXXYM2sobGy9wyd3pPXfY7qU25hoS/XR1mWQ63EPOD0krHSnGCDym7qxnrqyv+Oa30OnPaeQeeCjim/a2u2AwC+r6tS7PMRCPFIeXIkFBb1L08gDLvNgHbFRlzY0YoZo/sJcbDceIQ/QV6+8yiuH9tHltdLea9Br0H1KTc2r/tc1LMJLZv4ub1LW6NkfJG8oZusmVO/uBS5IeD0BrHhrYMpuh4zYWCKrsU0ff3YPijfebTZlOsl5Aa/niu2xr7bM05/o9Zo6RDTs5QHGo1ajL1rgKC5r7+swujxlyRo8MayvijfeVR4DtFiyybb3ANNU+hkN2PljN9g44PDsXLGb9DJbs7p0ILUjdls1kl8DFNd8QpG3dY9QdvJeQ0+vmDUNC7r3QZTbuiJz9/6BuVP78Lnb32DoCdEYofziNRavbEHYviYM54io1o0XmDDEQC5a5OmKRQYtQh7w3j+qS+wfpnycalY7DCyrC8+3/kdye82U8Q0mDy3ZrseS6dFsbFUajfjTLUnp/VS/Dxhteoanacj+xKEfEHxm7rFxcUAgF/96lc4cuQIbrnlFkQiEaXfhpAEx7KgKApae0mC0WrtJVBrGNF+uff//hLR0zg0TWHxxMF4+f1KXH1pZ1zY1oxXnz3b/6Mx9eQpmoK9rRmTZg1BNMJClXT6JtPvCflHY064ipWUadPWjLtmXAGWZUHTNIIci/3fnQEAeMMctPYS2MfcjorXDydodnv5foybcbnw2vE9U5XoUUJoOdCMWtRLaebslNlUXiV2ijL5JOOd13bH9vL9kp6c6bOxLId6TxCBYGxutpl1CXMBufHQvODYKLhICLRao9hrUmoNuGgYHBsFRasyPr6yJpY87WBpm/I7m84KrUqD7x3HcQ2uVOwzEgg8kp5MAbNu6iL0JAXO+pdYmxG1ioYvEMaSjf/OGI/E++7Gdytx56iL0LHYCJ1WDaNJ3OulvJf0ZSLwegxF/BnjC0C6l+2d0y6DzWZIGz9nKscYjrDYdeg0HO4Qykb2Em6AaU2aFF0Lmp45BIFgBD+d8WLju5VwuAPNplwvIXfOVbWWbDyQoikUmimMvakdKJ0BrNsF95uvYOxNv4WqXUdUOwNgjAymX3cBikzdAJUKYa0BZr1yMRIhvxHrDcnrGkBWJUJz6fuYnGPgYxjPkaPA5icxZsztUBXYoC+2wWg2iK7XrEYtpo68GC89sytlHiCxw/lFqV7L8YjdWrRYDGnjhXhtXnNpJ9xxZUdoKBZ0wIuonoFKLb2+a+q4NCUeVtGgaOC2cZeQ/G4zRc4tdKn1GEerBC12Ly3APddcALtVA1XACycFyWqJyWPJ4w4ooksl8nRkX4KQLyi+qVtUVIRNmzahX79+eOKJJ2AymRAIZFfirzXCcixcAQ/CbBgMzcCiM4Gm5G0w8bXtj79aji73Tsd3Tz6dUOOesVqFx8af6HL7wqJ17PnTjbeP6IFlW/Zk1U9MDhRNpTXlTL8n5Be59IRhORbOgBuBcAgnq/14dfsxONxBYUFmjTtFxrKcUGpDy9BQL1wAb0QFpyPx1pjT4RdOeaXrB0E2dlsm2XgsY7Wi58IFCfroOvNeRLy+hM3/c+VVySVl1Kx4b+l4T5b6bGIJvFll/fHC9kocrnIAIDcemhtsqCGGUitZfjn2WmzQD5XelPHx31QfhYHRocRYiOSzshRFoY2pBD86Tij2+QgEHpZjEdCp0X3hfBxevirBkw8/uhbh+nrMmTUHa/8JHK6qT/AvKb/jD7Kki0dyLU8q5r2kL1PLoDFrNR658YWUZhyuIGiNSjp+lrFJx9/GOFzlwNKtewDE5v01s4aKviZFUzBZdDCwHFQ6NeaNG3jO268QmobG9O3MZjxk64GM2Qyz1ZAwTixXX4NV5fsAAAtGdMCPj63BLw2/6zh7Dk6XtEW74txuYxJaFlK6Xjt7KOpcwYyHGOK1TTMqDL6oDXb/97Tw+3TrJLEcQ68lDwm+7zlyFOGNT8fyDlYDKJoWXa/RNAUVRZHYoZUgFnMa9ExKvMDndlmOBc2EsHrOQNCsCu1Cfhz508PC47otmA9j51LJjd1zEZeSnG5+IaZBs4GBK+gW5nmzxSyqyYjeCLtND5tZi3nXtkfV2uWojpufPTLnZyV1qYT+iIYJ+YDim7p//vOfsX37dgwcOBAXXXQR1q9fj7lz5yr9Ni0KlmNxwnkSqz99BjW+OpQYCjHvymnoZG0vK1kQX9s+7KjHBZMmgLFaoS0uhqaoMGGTKv5E1xs7j2Lm2P5Yv21fymkcpzeIZVv2ZN1PLKu/O8NJckLLINHGMswAACAASURBVNsTrmLjYfqYyYh6TfAHI6h1+lFk1QtaST7hxRlKwTp9oprVMLHANl0/CI3NpujfTzj/ZOuxFE2DKbTh1/fcDZVOh4jHgx9feAnh+vqEPjbn0r/ide5xB3L2ZLFEx7ryfZg2qg+WbtrdqL5ThKaBC8W+K5pR8KZuw2txIT8gY1O3suY7XFj4q5QNXZ625hJ8/cshoYICgaAE8d5doLNg3IPT0dtgh/+nn/HjCy/Fbr0AOLluLcbNmId17wQT/EvK7yaPvBjLGzazkuORpvB20pcp/0kXR4CjZGtGTnwBSGum3hOEpUA6wSRnky7XnoBNcTuJcP5gWQ7hCIv7f38J3L4w3th5FIerHLKqtWQbV2frgRRNw9C5FH1WrxBuO9aEVXC4f8Ssm7rgx8cS+1L/9PhaGGcugEGvIRrNY5Saf6VyD8Ewm9EfxbT9x1umAgB2//d0Rr8UyzF8s/Qv6LNmVYKe5VQIUzMkdmhNiM2xyT7IWK3gKCRo9C+XTsORlU8naO7IylXotWI5DMWFou8l5ckcKFQ7fCQ320qJ16DUPN+xtGOqJhGr9BmodaBq7cqc52cl10tkr4HQWmiSm7rjxo0DADzwwAN44IEHlH6LFocr4BHMEgBqfHVY/ekzWDZ8Pgr0sTIx6U7Dxte29xw5im9XrAYADPjbhpRgkT+dXe3w43CVAy++W4lpo/qgo90MrUYlmF18MFy+8yimjO2D97YdgNPhV6Se/Lkq90Q4/8RrjifdCVex8fD03k2Y2PMeLHpyX0atUDQNk9WIsomXCuU7BM2aGm6nSfSD4HuUKHEbg9B8iNdU16ILMLLHtfCHg6jz1aPQUCD63bLBECr/sjz15+HIefcvvsdHir5leLJUoqNNoRGr7v0NSgr0CYcmCOcfNhj7vig1o9hr8v152ZA/wyOB+oALP7tPYUD7iyQf085kx57o1/jFUy1aoplAyIV4767x1eGhumfw18vux49J3hysrkGvtiasmTU0YdGe7HfdSwtw24jO6NROjUV398XrHxyHwx1Me7NXCW9vjGcTmgdisem2g//AxEvGIhyNilaVkdJMuviCx2jUYsyEgajYslfQzPVj++C1T7/H9F/1k/yccg5S5noLndByEPO6mWP748WG0tqZqrXIyV3EozcwKXrO5IEUTScctG3XUJlJ63Vin8gazs5QpHVIHqPk/CuVe2BZLqM/8tou0Fsxvv9omDQG1AedmD6mJ6b8rk9Gv5TMMQRD0NlLsvo7SOxASPZBAHD6XQn+a6A0OCOiOaRpgRjT1kCUP3fWk0ffNRBPvbkfuw6dJrlZQvp5PkmTFIDObS0IqIKNmp/FPW8gWHUENd5a2XnZ852rIxDOJYpv6hKyJ8yGBbPkqfHVIcye3WBKPiWz6KqZ0DM6RNgIjCrxXrrJ/ZmA1NPZDncARVY97En9mZI3f/l+YqV2EzQaVaPryTem3BMhv8j2RoDUeNBpY5O3HK1I9UDgKA5OvxuMCpJjprE35wnND15TXYsuQNnFt2DDnhdFv9v4zfx0vnq+/asxPT6kEh2n67wospIN3eYIv/Gq6Kaumt/Uzdwe49ua7wAAHSztJR9jNxYBAH5y/kI2dQmKIRYPOMIeUW9WaxkYkvw33u+6lxZg3KhOeHbf31DwkxWjet2A+yf0gJpiYDbExlZTeTvpy5T/JGuxa9EFuL7bb7Fk52NCPHHPqEl44Y0TGTUj2SM6bt3GURwMhTT+MGMwImEWNfUBvPbp97j9up5pb9TKPUhJbt22bsS8bv22WNWWIqs+463tTLmLeFiOxU/uX1Dxwzu4cfy1KNYVQa1WQaXjwFEcKMjzwUx9qb1hDmZygzFvUXL+lco9aBhVRn8Ms2EU6K0p68W5v5mKzgUdMuYC5Pg7T6ZD5CR2IIiR7L/OqE9Uc1BLp/o5igNrCuC6CV1g01hBqShwmihMxlglJ5KbJWQzzwOxOVqtYXKen1mOhSvoAWNlMf7eywCOglpFww0nHtyxPqu87PnO1REI5xIS+TYDGJpBiSGxNEaJoRAMHZuIk0/JFOitcATqsXjHasx4ZzGe+uY1dHtwXmzyBkR76fLEn87evPgarJk1VPTECh8M2xt6lzrcAVitOhTYDDCZdY0OJrMtyUvIX+RqjkdqPLi9ZwMIXisOdwDVDh8c7gBYNrEwKN8DwdqgWY7icMJ5Eot2rMLy/zyHTnPvEx0zUqfSXAGPkv9bCOcQXlMje1wrLNCBxO+W38xftGNVWl/1M3oEgtHz7l/J+pbrycnebrfpsXDCIHTtVEBOLzZTzt7UVa78Ml/KmX/tdHxTcxQalUbYuBWjqMGzT7hOKvMBCQSIxwPv/bIb3RfOF/Xm5Hgg3u9uG9EZz+7bLCRrN3/1Ku5/70/4878ew8/uX8BybJPGprl6NqF5kKxFsXji2X2bcduIzhk1w/fVlVq38fHIwh0rMfXDB7B09yoYioO4d2y/jPO02BxPWioQkpHyuo52s6xYMFPuIh5+XVUfdCGqCWHprtWY+uEDWLhjJU44T4LlsvNXsfHTcfYcWNoUEp3nMdnMvyzLpc0BSOUeCkyZ/ZGhGYzqdUOKv6/5bIOsXEAmfxf+hqR156Idq0THA4kd8o9M+mwsyf776rGPUvJa3RbMh7YgNRfM4wp48OL+vyOk9mPprkcx46MFWPp/j+HGq4vQvbQAAMnNtnbkzPPJWleZLTnNz/F+OPWdB7Ho0+VwUnWIasJ45OP1WedlyV4DoTVBbuo2Ayw6E+ZdOS3lZqBFF+tzl3xKZmSPa/H07heEn3158gAAYNqKR6BmuYx9OuSczm7q0lzZluQl5DfZ3AgQGw/TBkzC1teOC4/hSyjNXfeJcAJ36ZTLYdAxCIWjoGkKWoaG2XBWs8llHNfjHYx7cDp6GdtArdEIYybbU2mE5g+vKX84KPndJm/m8746Y+UjQIQFR6vgV+uwoeJrXH1pZ1H/ohALbpvzxigpu5h/8D11KUV76jbc1A36Mj421k+3MyiKAifRVVer1sCsMeJn1ynFPiOBIBYPjLn4ZhjMbVN6LT78+Nl4YNGEQShtY4FaTQt+F4QHNfvrML7/aNHDPcuGzwej1pDYlCBKshYtWrNoPGE2qjNqhgOFSElb9Fy+DBQbhVrDCDEoy3Ko87lSDheu+XwDlg2fD5o+v+s3QstAah2u1ahkaSVT7iIefl2VznvFSjYDUj3xzvbbjYTC4GgVInpjwpqPkH/IzQ2lK6sJIGMPxUz+aNGZ0M5sF/X3YCSccZ0n1g9aLC+XbQlzQvMk2aPMeg1OVLubtOxrsv/WB1yIti1C75XLwUUi4GgVgoweLn8YViMt+r5hNoz/ueDyFE/+67834g8j7sayv9WT+LeVk2mel/Li0k6dEuZnv1oHjUqV9r2cAbeoH/5p2Jyc8rJkr4HQmlB8U9fr9WLNmjX44YcfsG7dOqxduxbz58+H0WhU+q1aDDRFo5O1PZYNn48wGwFDqxPKr6hpNUoMhYKhmTSGFHP78uQB3PTrW9DWUqRYSYFsNuI4loPXG0QkwkItozSMWa/Bg3cNwoqte4RJ4MG7BsGsVy5pTchPkseDmlbB66bgcMdKgPIJ201vHRQmaptZhzpXAEs2/lvQ06yy/ii0hNG+2BTrE520WXu07kc8VPcMNty0EhpWC58zALWahlatTRhvgPTpc0J+wGuqzlcv+d2KbeZ/efIAnH1HY/EzXwu6mj9uIKgohxVTrsDJWi9e+vAwHO4AZo7tj2ffPIA7ruvZ7G+8krKL+YVQfplR7juTu6nrCXlRVf8zbuj2W8kNXZ4iQyF+cVcr9hkJhHTxsaqhn5PDHcDDT33SUGLZhrJhXcGFWLhcAVgtOqjUNGxmHer9IZQYCkVjaD5BUGQ0Z9UugtB6SNYiANF4IhBk02pGckPCSoFr+F2A80pqVM56i8zxhExk2xonmUy5i3j42z7pvJcnQd8qGs5AGA/Hre3Obo7E+kySrEHLQa4mpcpqrp09FHWuYMbNtEz+SFM0dBK5gLr6ENQhH1QUBTUjne8S64OaDDlEnv+IzefLpg1p8rKvUv7LRYF6px/1riAcHic++PI4bpfISzA0k/FwGol/WzeZ5vl0JY6t1gL8fMqFR/6W+XADy3IIhEOiWmQ5Lqe8bKb5JNu9CwKhOaP4LsUjjzwCu92O2tpaaLVaeDwePPzww3jssceUfqsWBU3RkqfyaFaLaQMm4ZmvNqPGV4dAJCRqbk53GEWGxpUUED8Rm97gOJZD9Sl3UkPzS2Fva5Y0R7c/hPIPv8XkkRfDbGDg9oVR/uG3mDG6H0lEEFLGg1XLJZyqBYCrL+2M313VBW5fGHqtCuvK9yUEFevKY72hjHoGNrNOSCrEj5tL2/dFsB54ccvncdodiMVXzRRKfaQ7fU7IH2iKRqGhQPLEoSvgEfXVk9W+hMMDdIjF9vL9gl7m3DUQZwIhvLC9EoerHDh20nXO+3Xk4tuE/KFJyi+r+fLL6Td1D5/5ARw4dLS0y/iaRQYbKmuOguM4UBTRH0EZ0sXHwNkSW91LbZhyQ0+8t+2A4M9jJgxE23YWUDQFi86Eub+ZBodf/HCPmlbB6Q3CYtRg5YzfgAOInxISiNdirdOHe/pPwrP7NgvxxJwrpqJAXQSbWbo3fbokGAA88txu3H1bN1GNamlN1uutXCAxRctHiRvdmbyZh7/tU5vmYCUgnk+4sawvbGYdqh3+nDZHiJbzB7maFCuraTPrEAyzyvXk1ZlT1ouzB00D7dHgped3KeK/YnkJcog8vxCbz+tcgXNS9jXZfzmWw+nTLlRs2Svoc/TYPnjl/UpMuTXWKz35RnowGhTVoN1mjG3MEb9s9aSb56VKHLMsh1qnX7YfO71BnKz2i2pRo2JkVwVJ+Nxp5pNc9i4IhOaM4lFDZWUlVqxYgY8//hh6vR5r1qzBTTfdpPTbtCqiERbaejWWX3IvODWNM2EKc66YirVfbBDM7Z7+k/D2R6cw47a2Ob9PunI26SZ0rzcomCIAOB1+lD/3JSbNGgKTRBAdjrDYfeg0dh86nfDzKbeSOvcEgGNZhJ3OhLJFfADAshx+/MUp3NTlSy+LBRU6jVoIosVKiEy86Ha89FSydvdi0swhsk6fE/KL5BOHWpqBLhBBqKYWBkaNxUPvwyOfPCHoY+6QqXjqxR+E55cN6yps6AIxvby2dS+GjOyFw1UOAOe+X0euvk3IH/ibunSTlF9O31O3suYo1LQKbUzFGV+z2GCDL+yHO+iBRWdW5HMSCJnQMjRW39UXdrsNL/1tb4I/V2zZK8SiNEXDQhfCE6Qx54p7sPaLZxO83uumsGTjJ8RHCbKgaRpvf1SNP1x+N8xGNdzeCF59+2fMuK0krWYy9fmqdvjx+gfHcc+oxA3jeVdOAx1Wo/y5z0XXW0ajJiVulmrDkw4SU7QeztWNbj72LtBZMfc3U7Hmsw0pyVmOZeFx+lLyCdvL96NsZC8s3boHQHYxNtFy/iFHk8llNbuX2jDuxp44U+8X2ezVQhPwIuB3Z+WLvGb/9Nu5qHZ44fZGEHJqsKPi66zyXenIpoQ5oXkiNp87PaFGl30Vy4Nl0q3XGxQ2dIGYPt/bdgAjRvZCTb0fHn84wftoikaRwSbqyUVGK8l7EQSk9ChW4nhw7zZweoIIhKKyDzeEIyxe3X4sJe6dO2QqrDozrDpzTnlZqfkkl70LAqE5o/imLp004USj0ZSfEeTDsSyY2tNw/nUVqqtroLWXoP2sOfjqGIWHhv4RDo8fTncYb390CneM6NmoEhlufxB1PifmjO8FtzeC1z84LuuEYyTCCqbI43T4EU2z6CJ17glScCwL3/EqVC5fiWCD5nsuXABD51JQNA2nN4hlW/YknPw6VesV1VMgFBE0JVZCBAG1uHajLAos6U+fsxwLV8CDMBuOlbAhG795AX/ikNfZgSSdrRi+AEE2DIZWg2I1cLgrhedaDIyoXiwGRvi3aP+nJtRKuls/pOpBy4AL+QFaBVAqIEMJZLlQKjVAq8CF0t/Uraw+igtspaAplYzyy7FScz+7T5FNXcI5IRqNgK75Bd71qxD544MZY1GapvH4y/+FzazFH0bENuMCQRZWVREeePoz4qME2ViNWtwxomfGUqHJ879Wk75vs92mx+GqerzwBvCHEXfDamZQYjWi0GiBqz4gqvFIJH3cnA0kpiCkI9d4lqZoWHVmmLXGlOQsxQG+41XwR1Q5xdhSEC23TJLLapZd2w3ryvdh8siLkzZ7CzB3eDtULlyUky/SFA01p8fa579EtcOPx6YPEdVnOBwFy7FZr+uyKWFOaJ6I5TP/+eVxLJowSMhVZVvGOFMeLJ54P1aFtKL6LDBpUeMJ4rGXv0rxPjWtRueCDkSDBEnS6VGsxPHkkRdj0TOfp/gxID1/M2oaDncQL7xxQlib0VDBotWj1udQPHeWy94FgdCcUXxT99JLL8Wjjz6KQCCATz/9FC+//DIGDx6s9Nu0GsJOJw6vWIVgdQ0AIFhdg/q3/47hkyeBCkZh0eoRMNnQ/ba2jSqRwXIs6oI1eK7y7M2Fe0ZNwgtvnMh4IlatpmG16RPM0WrTQ5Vm0dXYXj6ElkvY6RQCByCm+crlK9Fn9QpobLaUU5HdSwtg5UJYN6kvTpzxY/PO43C4gw09dXUJmkouIeKJBLLWLhAbLyecJ1NO13aytieBcB7AsSxCtXWIBgK4YNIE/PTGm/AcOSrozGIrBBA75R/vU75QVFQvvlAUAER9rKm1kunWDyH/YYN+0BpdrKQxp8ymLhAr55zupm4gHMAPjioMv/DKjBu6QOymLgD85DyFniVdFfuchNaHnFsKLMfC56jF4eWxGJl1OzPO5/Gx57K/7Rc8mwNFfJSQFfGl3TiWhS4cAM2GEHHWC3oVm/8fuHIalk65DEs27hJd//D6PFxVj7+9HsTiiYNRaLCApijp9RbYtHFzNpCYovWSyXeViGfFSjmG6h2oXL4SHaZMzzrGTgfRcsskuawmy3Kodvjxxs6jmDm2P9Zvi7VjmjSsM356vHG+aNEzePzuS+By+aA2MqL6POE+CRetz2ldJ7eEOaF5IpbPvOO6nuhkN+dc2p7PgzEFBbhg0gSoTSYEa2vBFNqgsVqFxyX78eLL5ojq02zUYMPb/5X0PqJBQjqS87JMQQGCtbVQ6fWgtRqU2hNLHIfDrKgfp5u/k9dmgy9qg9tv6YCHdz7aJLmzXPYuCITmjOKbunPnzsXGjRthNpvx17/+FVdeeSWmT5+u9Nu0GthwRDBRADB164r2N96AQ4seEjm9lXspIVfAgzWfbxDq2Nf46vDsvs2YeOM9GU/EGo1alE28NKUuvTHNoisxGcKBZgFwHHzeYEqjctIPp2UgtyF9suaB2EKMDUcAJJ6KvObSThg3sADfrVou3GRf8uB8hIvaQKWiYTak10ou2gVi44UPooHYeFn96TNYNnw+CYybOWInDrvcOx3HX3oFniNHBZ0BqYkDLUOjnYhedBYNNi++RtSflNBKurGjZNUD4rXNEzYUAMXooNQtXR6a0QqlncU4UnsMUY5FJ2vmfroAYNVZoKJUOOk+pdRHJLRC5N5ScAU88HqdQrxQXfEKRk26F2+8flhyPpfqseT0BkVLiFEAqh0+ST+UG9cQWiY0TaHAqIHveBW+EdGrK5g6/z/66TN4ZPg8yYRvup6SUjErw4VS4mamoAABjoHP4ctKm1Ll9DKNBUJ+I8d3XQEPKg6+g0kX3QEzY4Y77EbFwXdw98DbZcWzUjEmv+6T8vB0MXY6SFWwlkt8WU2HO9BQ4cCBF9+txOSRF8Nq0qCzPoJ9afIJmeBYFoETJ3C4YUzYLhuEMeOnoOL5/wj6vHXCxfCwHkS9FFzww2oxNEkMQNZnzZN0fTtzrQbAhiNgCgrQ+c7b8d2TTwt+3OPBeWDM5gQ/jo8vth15ExPv/APeeekbQZ+jxg3Atp1HcLjK0eTelxAPq2hEaSAYJnrNd+LzsqZuXVN02XPhAhTExQlSflxSoE/p68yTPI5oJoQl//eoonnWZH3eOWUwXtq4WxgrYyYMhF6vXJsrAuFcovim7q5duzBjxgzMmDFD6ZduldCMGlp7iWCmHUfdKhgpIP/UYaZySWE2nNCYHIgZaHu7IeOJWIqmYG9rxqRZQxCNsFDJTB7EkiHatI3KST+clkE2DemTNQ8AWnsJaCZmV/xprpffr8QfruqE7x5+KGE8HF6xKjYerJlP4eaiXZZjEYyGRMdLmJW3UCScP8Rugn/35NO4YNIEHNu8RdAZT/LCzGLQZqUXKW+Vq5VMY0epqgfEa5svbCh2U1fhPV1QjAZsKCD5+69PfQM1rUJbk13W69EUDZveilPuaqU+IqEVkqlah/A4NgxH2CPEC54jR4HNT2LsHeOg61QKtUYt6s+8p/Nxca3fC7VanXB7cnDvNii7tgcWPPWZpB9mE9cQWi7p9BpkoqLzf4SNokQi4ZsuGSwVs4ad9Qlxs6lbVxRNvg9bnt6dtTaTYwo5Y4GQ/8jxXZZl8buON+Pdl7+F0/EDrDY9fnfHzWDZ9MEJy7FwBtwIhEM4We3Hq9uPweEOntVRw7qP9/AxY26HqsAGfbENJqsxZz8lVcFaB/Hf8+EqBza9dRCLJw6GWkuL5hOiKqDe78pYzjN5TDh2xfo63zV9Bqp9DkSpMCJhFh+9dKxJYwCyPmveKN2bnGbU6DR2dEq+99sVqxP8ODm/cLTuGJ47+iLm3jsdFEcjynLY8NZB7Dp0Oifvy6bUvlg8fGNZX2zY/g0c7gDRax4Tn5eVsw8h5sdLp1wGtS6MWr9fUkvx46jG61c0zyqmz7ETB2L8vZfjjCOAek8Qz31Qiduv60l0SshLFD+u88QTT2DYsGF4+umncfr0aaVfvtXBWK3ouXABtPYS4d/pbjGKwZfnWLRjFWa8sxiLdqzCCedJsNzZEhwMzaDEUJjwvBJDIXQMI2psHMvB4w6g3uGDxx1LCpvMOlhtBpjMOtnBrFSjcq83GPu3RD8cZ8PvCflBpu85nmTN86fAmIaSM/xprntu7QOfx5/1eEiGoimYzDpYrPrYZ3P64XEHwIkkKfix9LPrlOh4YWjFz8kQFEbqJjivOyautJEYvF7kep2Ut6bTSry/upyBtGMn/nTj5sXXYM2soTkFpMRrmy9c0AdKo/xNXUqtjfXrlWD/L4fQtegCqLPwtUK9Fac8Z5T4eIRWSqZqHTwMzeC9X3ajwx/vFeKFcH09jFZ9Rn9OjosX71iNiMaFtffHfPSeW/tgxdY9af0wU1yTHCeLxRSE/EdKr6FgoElixfgYxGjUwusNwsdp0XX5KtguGwQAaHPHOLzx2reyYu5kkmMKOWOBkP/I8V06zDRs6J7V1bsvfws6LK1n3msX71iNWe89jOcqn8W4UZ1gM2sFHcWv+zxHjuLnjU/DqI7CZE289ZitpyoVHxOaN1Lfc3I+wXbZIFy4bAVqghFUVZ/GaXdNQi4sGbEx4di1B0zYi8f3bYAvFMA/XjqUk89mA1mftS4YqxX69u0z+rFYfqE+4ASlZVFgM8BmM2D66H45eR/v23/b+wpOVJ9GXZ0bjnoPotGo6OPF4uHt5ftRNqwr0WueE++japMpc5yQ5Mdr7x+KiMaFxTtWS+5DpLxnDrmzdIjpc9tzexEJs6j3BFG+8yh2HTpNdErIWxTfgaioqMD333+Pv//97xgzZgx69OiB0aNHY/jw4Uq/VauAomkYOpeiz+oVYMMRUBQleYvR4Q6IlmWRU/7TojNh3pXTUvrkWHXmlM+k5O2ETI3KST+cloGchvTxpYW0JW0FzYv1daJpChyAWm8k7a1eucjVND+WCvRWTB30B2zY82LCeLHoTFn+nyGca6RugnM2M6JWS0rfxsYi5a1SWknW4l33XpF27ChVkot4bfOFDQVAM8qdAudJd1P3jK8OJ1y/4Hc9R8jqp8tTqLfhmOMncBwX6wFMIDQg16syVevgsehMGHPxzXjp4D9w/fwpaMeYYDFaYbAVZfRxsbj40Ya42G6zoNrhy+iH6eIacou3ZZFOu1J6/dlXgzd+eL/JYkXRmwcT7sGv77kbAVYDp+OHhMcnx9zpiL8xIWcsEPIfWb7LUaKeB07a08S89tl9m/GHEXdj2d/2IxxhwYFCpKQtei5fBoqNQq1hUtZ9uXqq0rfoCM0T8e+ZEnJoUZZFnY/CCxvPlk6+6c5ecDNeWPWpuS5AekyoNRrMu3Iaol6qUT4rF7I+a3mkiykomoZKr8vox5nyC43xPr7UfnJlhjETBqJtO0uK50rFwxYDA4DoNZ+haBq6Tp3Qa8Vy0GxU1vosXnv1fhcezbINWba5s0xI6dPrCuLzt77BlLF9sPHdShyuchCdEvKSJimsf+GFF+KBBx7AE088AYfDgTlz5jTF27RoWI5Fvd+FGm8tnEEP1AVW6Owl0BQVit5irAmrMHfdJ5j0yEeYu+4THD/lEsohySn/SVM0OlnbY9nw+XjqpmVYNny+ZDPybG5dZoJvVB5PfKNyvh9OPKQfTv4h+T2raEHn1R4Hnnr9a0x65CPMefwT/OynoSkuhsZmE03QMmoa//hPNdrPmpMwHro/OD/jbctk5GqaH0tHa4+h/ODbGN9/NP702/vxp2F/lBwvhOYFY7Wi+8L5CZrp8Md7sfrgSwiyYdHnxPtxvd+V9nRhMtl4K5CqRZ8nJOmRfEkuKe/PBuK1zRc25AelUb5cIM1owUls6n79yyEAwK+snbJ6zUJDQawsbsDZ6M9HaDlk41Vi1Tq6L5wPlSUx8cp7690D70Cbdr+C0d4WxqISqFSZD3Vliovl+GG6+FXJOJlwfsmkXSm9vvD9e7JjxVxiDNGbB1u+QoQxQK1Vp11bZQOJDVoHUlWSAjq1oEu1Stzz1Gm0IOW1ZqMa12prYgAAIABJREFUdpseahWN46dcmPP4Jyhb+Rnu+9vX+NlPg0PipgHx1NZLY9ZgFE1DY7MhoNLi9ef3JejnnZe+QTRASa6Z0lUO62Rtj0JjgWI+mw7iwc2bbPUpJx7OVLUOyD6/kA1hNoyrOw5NqcxQsWWvqOdKxcMuXyyvQvSav7Ash6pqD+7bsBeLX/0GHWfPSYl3Azq1pO5zaUOmtLal9On3heF0+PHetgMoG9aV6JSQtyh+U7e2thZvv/023nzzTUSjUdx222149tlnlX6bFgl/aotlWbjYOqz5LPF0Sidre9BJN3dpRg0/o8fDj3+SUpZlzayhsJl1QgmDeEMVK2FAU7Ss5uNybl3KxWjUomzipSknb40NPR9IP5zmj5zbN+Lf80C44cQjO9YLOr/nmkmodwVxuKo+QcNiWI1a3H5dT2x5vxI3z5iHdkY1LBYDDEXim8DpkKvp+LF0tPYY1nz+LEoMhVg2fD7Z0M0TKJoG17YY5genow2lgTPqw5PHtqM+4BIt68KXIEo+LZhNcCnXW4FULX6+8zvcMrYv3t62Xxg7YyYMRJQC6j3iJbnSjRspiNc2X9igr2lu6qo1YCXKL+/+aR9KDIUo0FuyvKlbAAA45a4W/ptAkCofKOZVFE1DV9oR3VcshcvrhCPswYaf3sdo280oTfLdbLw1nkxxsRw/TBe/Op1+xeJkwvklk3aTKyrRjBoBnRr1/3UBQMZYMdcYQypujUTY/8/eecdHUef//zWzO9tLNiQbRIkFMICEojQF9Kyod8h5iGBDKaIRv6CcBxY8Tw8BG3dydz88RcF2YuEUFSwnWLDRREBKQAVCTQLZbO8zvz+W3WyZmZ3ZncBu8nk+HveHITu7uX3Ne16f9/v9eX9gtepF11ZyIN6gfcCn42N0ELM/m5fQ5ayLpmLshP5Y+tKGrLqKrw1B0byxNhBkMWvCIKhoSHo2KJl7IBQPYvERHCV5UhEXBX+8DLNweoO8aya+eyK+g5wCYLUYFIuzYpAYXLjIfX6zLIdjTn/WmCemvWRy9cDZYGgGJRqr5J3ofH44fqYu0WthInV6UrIHbnD48fRnwF33PQS7VY2DvkbM+/ktNP/kEtS91DpEOkpqm0+f14zpg9Urd8b+RocfJSYt0SmhaFG8qHvFFVfgiiuuwJ///Gf0799f6cu3WeJdW7NfWovbrzsbr+5+QXBMQbzrME5zltFYYiMMchndGe92STbHUjsT+d7P3tGMidOGIBphoVLTMBq1ibEeyXP58x0vSlCeZN0mLzTSz+2gaCrje46qw3jweEEXaBnJdf/N9+LZ17ZnHYER18Zdo/smtGHMURtSNa30OBDCycGkM0JXWop5Er5HKePrlSRdiwfrmrF2za+4bcoFCEeiOHDUi2fe2QyHO4C/3nGB5JFcQrE++eelFi2emnohIlESawsJNhQAxSi/yKAYLdhwZsd1s9+JLfU7MbzrRbIKukBLUfeQuwE97Wcr8jkJxY/c8YGukBezvluQkgTY23wAsy+bAZtefBKHFF8rZWxdNu/J52v0eg2aj+9iyNUnEwqLbNqN6S2EMLRg9HpYjVqYKE6yV8zVYwj51igbi9pia6tkst0vZB3WfqBoGmprCZzeICKUH7M//0eKLmd/uQBzL3sgq66S14Y2sxY1oydi4cYXE/fCfUPuRKm2HGa9FkedfknPBqVzD0S/xYFQfJx92Qw0O5A1/xBHw6h59dPYHEC5yJFNyTk3luXQnCWHFfcASmqNxODCRc7zOx4X/cGIpJiXnu89UbAsB4rVwKo3894zLACHO5A2MjrND6toRGlgxrj+RK8FiNT8LZDpgWvrmtHARfHM+udS1mhCulcid9qy8Y0Dy3LgOIBhpOsqWZ/hUBRHGzxYvXInDtY1A4jpuqxED4tVR3RKKEoUL+p++eWXMJlIgUMuyV0wZqOad0xBMBIGy3IZwSY+liU54CaPD0geYRBmI2BodSyQcpTkgJ5Mtt21Qog9QEwiu8rIeTiFS7JuqyptGHVJN/iDERxz+tHBqs9IgMa/Z5blUO9x8+rcEwjilqt74IM1v2QdgaGUNqRqWuheIrt0iws536PcsTH5Jo/4tHjxld0BhsLMf32bEucPHfWIxv7kz8QXezvbzdjf4Jb9DCCcODiOBRf0g26Voq4GXCiQcf7tt/s3guM49CjvJvuaVq0ZKorGIXe9kh+VUORk86lx4vEzyPHH3VBEeFxX/PVSfK2UZ4AUf5Hua1oKGTrcObYPVizd3Ko7eAitj5h2xfSWr8cIREIZidNkjEYtrh/fH28tbtk1edWY3nhu+VbcNbovbGad6NoKkHG/kHVYm0KsyS+uh+m39uTPRbAhlJvF8zzpO3uWvA1M+O0dOK3CCK2aSbkXpD4bWiP3QHxu4SMUH0ORCGa/tFHypCKjKTNe/u6Gvlj65W7cNbpv1rWblBxWa2qNxODCREqOIOFrQ1Ecc/qhVkmLeSeDZA336VqG6249F++8/EPK7tvHX9kAhzuQoe1kP0woTNK1aDPrEs9pofjJ94y2mhnJubF8c6dxTb7+8Q6MGNYFC97clFN8jeuTYzmEglF43C0NuGMnDIDVquNtfCQQigHFirrTpk3Ds88+ixtuuIH33z/44AOl3qpNktwF4/ZGeMcUHKj3wmdQZwQvKWNZ+EYYODyBnEZ38u1OEOoAT0bO+L04HMvB6w0iEmGhlvg+hBNHXLdVlTbccnUPyQ9apzeIQw1+Xp073WG88M42PF4z5ISOwDCaNBhXMxgUTYFhaBgM/FprrVE3hBOL1O9RztiYfBf08Xin1alx25QLQNOxeGs0atHIs5th6ae78OD4gZizeJ3oSC6h2DtvylDFxjcTWgcuFATAgVJrFL82rdYCHAsuEkrsBOY4Dl/s+Q6V1k4o0VlknV0GADRNo0RvxWF3g+Kfl1C8SPGp6RNr+OJutiSAHJ8p9Rkg1YemFzKeW7EdN4/qhUq7CRqNivjXIkVMu9n0JkVfWlqLWYOnQ6/SwR12Y9nPH6I54MTegx688M4Pgh6CoiloTRoMGdkTFgMDly+M51fuQG2dA7dfKy1u57IuIxQ3Yj41WQ9CuQiGVmeNiXw7e/6ycBNenHU5SsyGlM8jdbTsicw9EAoHoTUYTdGypn9QNAV7hRk31wyGwxVEsyeIpV/uxo1X9oBZr8m6dpOiI6W1RnJghU+2HAFfvJ0xrj/uveFc/O2NH/Iap90a+kjW8P/W70ddvSfhY+saPHhuRWySHgASR4sMPi1OHdMPrx73jULxk+8ZbTPrZY1Uzid3GtfkpJHViTwzIC++pt8r5XaTbC9BIBQyihV1b7/9dgDAww8/rNQl2xXJXTDvfLIPd4yaiH9vahlVdEe/iXhl2R443MGM4JXrWBa54/CSyaUbS877cSwHny8IlzOY0lU5dsIA2DuaSeAtEOK6HXVJN1kP2nCExRsr9gjofB8aHH7QNHVCuqg5lkPDEXdG97fBwG+uySKrfSFnbIyUBb2QfoR0GI93fJ2SDncAZVZd1tgvFHsjUS7nZwDhxBA/87Z1xi/HCsVcKAAcv/6W+h3Y23wAN1RfI7ugG6dUX4J6T6Nin5NQ/Ejxqcnxk88H15w3ERpKL/o++fjaZOJxmmU5+DwhvCnBh2YWMhx4eNH3eHHW5SglSa+iRUy7+eqNYzn4HVF8/mpdQl8Tbr4FrD6Kfy/9JauXpmgKC5dvhc2sw9hLumHy73rCF4pCy0jbAaHU/UIoHsR8arIe+GLwjGE1MGuMGV71+vH9YbFqE82wUnffAvJyGK2deyAUHkJrMA2ll73bUaWmYbMZQGtUsJTocNcZfSU15wDSdKSk1vjWhGPG94e9wgy6AHZ0EmJkyxHwaevJVzZg2th+mDSyGlaTBuUl+ozpdtnIljPIFSEf+/wDl+HhRd8DAKoqbRh7STdYDAwQYcGxHMmDFQF8Wlzw5iZMGlmNOUvWyXpGmw3MCTuOLq5Js4HJKb62xr1CcsGEQkOxom6vXr0AAO+99x7mzJmT8m9Tp07FwIEDlXqrNklyF0xtXTPe/58Wj1x3HxqbvXB7I3hl2T7UHp/7zhe8chnLInccXr7neEh9v3jwdTn9WLnsp8RZDk6HH0tfWo+J04aQ8R4niXQtmPUazJowSPL5IHEYNQ2HO4hXlu3H/TffC08gCKc7nND5iRxD4/UGEw96QFxnrWWiCYWLrFHNWRb0YvrJpkOh3QxmQ/Z4HI+9NrMOoy7pBrOBQSAUAaOmCnYEFCEGG/QBaCnAKkm8UMyG/FAZY+eULt/xKWw6K6rKusg8TbeFUn0JfmzeljHWmdD+kOMfk+NnbV0zXlkG3DL8dlSeYsThRj9K1CUw68WbG+QUE4RIjtPDR56DT5Zvk+QPlHhvQmEitMbK9zuPPfc3pOjrw9e247LrqxNrvmQPwefBH5t8PvyuYMqo71MmDIBFYNqMkp+fUHyI+dRkPcRjcPrYZJ8nlOFV31q8AVeP6gWLVQ97R7Pk3bdxWnO0LNF4cSN2hFi6xh6dfD44Dmhw+AT9Bp/WpBRjpehISa3xrQnfXLwB42oGo8RmIDmHAiFbjkBIWzRFYdHyrZg1YZDkgm7y818DSnLuSg5CGlarqEQeYfLVPfDRm1tIHqzIENKi2cDk9Iw+UcfRxTXp9oVFj0IRWmvKyfNKgeSCCYWIYkXdRx55BPX19di4cSOamlq24kciEezfv1+pt2mz8HXBcBww/+X1ss2h1CSa3HF4uYwTlft+QEvw/f0NfRMBOI7T4UeUdNeeFMTO5XS4A7IWMslaePa17Rj32x544Z1tWRf/SjUYJBOJsJJ1prQxIBQHkkc1Z1nQC+ln3JTzwbGcqA5zncgAxO63RyefjyZXAM8u3ZSSAJGTeCOceNhQAABAqRnFr02rjxd1gzHdrTvwI35qqMUfel6Vc0EXiBV1g9EQmgMu2PRWBT4poRiR6x/T42dtXTNeeCeIuVOG4qwKs6R4J7eYwOcpfElxWm9gJPsDue9NKH7y+c5ZlkMoFOXVF6Nq8c7Zzu8tM2nxzvPrcvKlRLPtDzGfmq4HhzuIUoMV5caWmC20ZtJo1Cm6y9WvKg3RePHDuwajkKIxLUOjyRXEnxZ8JTtfJaUYm01HLMuBpiDpSBwpCN1nblcQjEZFcg4FhFiOQEhb9lIDnp52IW9c5POlAFKe/3+/e1ir5EiFdG4z6zBrwiA4nYFEQTf+niQPVhzkokUxchmpnEseN67J1z/egalj+mUc9ZdtfL6cPK8USC6YUIgoVtS97rrrsHv3btTW1mL48OGJn6tUKvTt21ept2nTpHfBsCwneyEiJ4kmdxxeVaUNoy7pBn8wgmNOv2BnmdBIAqlFiXjw9fvCsNr0KYHYatNDRbprTwpi44k6WPWytEoBKDdp8VTNEFA0BbWGxlNTL0QkykKtoqGigaNOf4pGlGwwSEatpiXrTGljQGhbiC36OZZDWCCB29jkgy8UzarDXHcz0DQFg47BI89/l3L/PvL8d5h/z4WJmEwd/12nN3jSEnCEVLj4Tt1WOFM3vvuXDfnhDfnw4salqLR2Qp+K7sgnopXqSwAARzwNpKjbjpF7vpxQ/CyTMZZOTvNL3FO8/vEOXDrgdFhNGgRDUegoKhGHBX2oKr8xooS2Qa7feVx7TmeAV1++UBQAJJ3f+1TNENm+NHmdVm7SYv49FyIYbtn9q3TzJKFwEPOpUvQstGby+8IZjYhCfrU1RheKJYsZNY2aUb2h06iPT6kheYS2QLLGHO5ATufZsiwHjgP+escFOHTUg6Wf7oLDHcjIYYjdG8n5CZtZh5pRvdGpzASdVo0SE3/8zHYPCN1nPk8I1hJSOCgW5PpaoVyX1aRN0bfDE+TVB4vYvZDrc1tM56d3tKBZq+b1GxGSByt4lFhj5UO6tgedU4FJI6tBUxQYRthrxrU3ZXRfsCyHeVOGggMS2hTyxvPvuRCq4x3qStYTSC6YUIgoVtStrq5GdXU1LrjgAnTs2FGpy7ZrckkWyE2iZSsSxEc1VFXacMvVPTK6Y9ILavGRBJ9/vBN9B1TCYNIgHIrCatWDVtOSihJxI/vN6p9xzZg+eP/NlpFiYycMgJF0154UxMYTydGq2NgKDhAs3MrVdvL7iS2cjEYtxk4YkPF5+HQmpwBMaH8I3QcUkBgpz6efcJTFa5/W4s6xfVJGKCoZ7yJR/vs3GGZRZtW3SsMEIX/iu2hpVeuNX+ZCfry++V00B124rd/ovAq6AFBqiBV1D7sa0KO8W55XIxQrcs+XU6ooGveZ8We/y+nnffY7vUG8/vEOjBjWJcXbPnHnkESc5vOhI8f2QTAQgdGUeY5Ya44RJRQmuXzncT9rM+sweUzvjFGGOosGL866POUe4FgONSOrYTEwcPnCWLp6N2rrHKBoSpYvzdWDEy/QNsgWZ7PpmW/NdM2YPli9cqek9ZCQ/srtJvj8oZwKvWJNv05vMKWhEYg1S2RbOxKKi1zOs+XTzYPjB6LMquM92kbo3kjOTzQ4/Hh00dqExuTmQYDYTjCW5XD9+P54a/GGlPts7ZpfcdoZvXP5v4hwEpDra4VyXY/XDEnR99LVuzO8w2/H9sHjr2xINCXw5WilNNMI6ZymKWg0Kl6/wbEcOVu3wDnZjafpG8VGDOuChxZ+I8lrivkSvthvM+vgcwbx1uINMJm1GDm2D5an5dcMeg087oBsz0FywYRCRLGibpzDhw/j0Ucfhc/nA8dxYFkWBw4cwBdffKH0W7UL5CYLcjG1YsRHNYy6pFsi6RW/Jl9BzesN4vOPd2LQsLNSkmBjxveHvcIsacGWvGBcvXInrh7VCx3KTNBoVTCayEHkJ4ts44mkalVsbEUYyDCz//l4B6Zc2wdclEXNyOpEIiv+72LalnLuAUVTsHc0Y+K0IYhGWKgkapM0GhD44LsPPO4Alr60HiazFr+/oS/ee+PHlAIBpYndQ8+t2I6HppwPGoBKRYOiAadAQUIuYvdvrg0ThNaHDR3/vlrjTN3ju3+3N+3FZ3u+xuVdLoRVZwGX1/BloERrAU3ROOiuV+JjEoqUXM6XU6ooKuXZH46wuHTA6Rne9t/vb8WE48nUg3XNWLvmV9x8xyD4fWF4XEGsWrETHneQjNoi5Ex8rdbg8OP5lTswdmRPWAwMyksNKLHqM571HMsh6Anhm+XbE3qePKY33l7zC2iGluVL5XrwZC/QGjssCSeefOJsYs00dQhCwSiOHfVg9cpYTBw7YQAoCmh2+AT1wae/zz/eid8Mr8KbSQUsOWfUiXlYpfMihMIkF7/Bp5s5i9cJFmOFkKsxoRg86Z4h8Lhazqy+YmQP3HLnYHjcQfg8Iaxd8ysuvrI7yTkUGXLireAZvDSVdjyJA2+v+QVTplwAlmVR1+DBcyu2J/Jj6Wv4fM8BjT/7hZoNPlm+Db8b3Zt44gLnZDaeJmtbal1BCnyx/+YrqhIadTr8WLUiVk8os5vAaFTQ6xg4nbFx9j5PCD+ur8PFV3aXdD+QXDChEFG8qDtr1iyMHDkSn3zyCcaOHYtVq1bhiiuuUPptCALkYmrFiI9q8AcjkgxrJMKi74DKREEXiJnVLz6pFVywAchIEkgtshFOHEqdSyQ2tiIMpOisqtKG0cO64OV/fZuSyHp+5Q7U1jmyatvni+3S+f0NfeH3hfHN6p95zz2gaEqSEZVTACYUL0onLuOadzr8YDkOV4/qBY1GDb8vnCgQjB3ZEwuXbwXUNCxGbV6LLz7E7t+jTj9JehUobHz8skb5RRjNaBEB8PKB72A3luH8zuflXdAFAJqmYdNZccTTkP+HJBQtJ/MsQylnHjFqGlaTJiP2OdwhqBkaV4/qBb1BA51ODVpFIRSM4JvVP+NgXTMAkFFbhJxJXqvV1jnw6JJ1iZ1dfM94rzeYSFABMT1/9OYW3FkzGGaDFhaDVtSXJnsaADCZtSk+XMiDAy1eIN+kMKH4EPLCFE3BZIkV+TU6Fa4bdy5UKhrBQASL/v6NqD741oB9B1Qm8gOA/DPqxIpqSudFCIVJLn5DqYK/XI0J5UHCYTbRADzi+t6wlOhjO8nCLAwmDYaPPAdWnqYfQttBSEtahs7Q941X9oDFqsNRpx8PL/o+5TrpOk73xCazFi6nHxqtCoxGJZrnSH/2n32OHTdPHgS/P9bouHrlThysa0b0WuKJCcIka9tsYBTLO/HF/tPKjCkx9mBdM95YtB7TZl0Co1GL+sOulJrENWP64POPd0pqTCC5YEIhonhRl6IoTJ48GQ6HA2eddRZGjBiBUaNGKf027YJ8DhNXKokWH9VwzOmXZFjVahoGk0bygi29KzF5EUi6vQoLpcZ2iI2tYIAUnY29pFtitAzQksiKF8DEtM2xHFzOIFYu+yljRFg+yVipBWBCcSIlcSk3NidrnqYovLFofcbvlJi0CT1LKUjIRez+JUmvwoUNBQAAtJpR/NoUo8G3JXrUh724o8/vQSm4HrHprTjiacz59R5XAFs3HULDIRcYjQpdqspxds8KsmgqIk7mqC+hpGnyuV9WoxbBUJS3w/s/z6+DyazFJVd3x7JXf8jwEB53kIzaasPksv6Sg9y1mpCeVTSV+FxC3oDP04wc2werVuxMNCgIeXCgxQu0hi8hFC5SJx3Fv3uPO4DXnl+bVR98a0C+vIGcM+rEPOzJbC4iKEe2mJyL31Bq7SNXY0J5EI7lEr4jedrdNWP64H/vbycTQgqI1vIIQloyG7QwG7Q5r+GTPcSplSUZGhNr0Ep/9u/a1oD6Q24MH3kO3lqyIfa5yfhZQhbMeg0eGj8Qjy9eB7cvrFjeiS/2M5zwObpebzCjJvH+m5sxfOQ5kj0HyQUTCg3Fi7pGoxEAUFlZid27d+O8884DTZMgLxex82HETIPSSTSO5eDzBsFwwJM1Q/Dc8q34flu9oGE1GrWxM3QlLtjiXYkkSVAcKDG2Q2xsBQekmFmbScurm7M6xTQupm2+nQ3vv7kZV4/qJXrWGBkt177JlriUGpuTtcQkjUf0+8K8RrOsRA+LVQeapkR3s+eD0P1Lkl6FCxfyAbQKoNUAp2wXtJdjsdpmRE+mBJ0sFWC5/Hfpxik1lGDz4e3gOA6UjGoxx3L47stf8cXHtYhEWJgsWoSCEWz4dh9OPb0Eo8edB0uJXrHPSWhdTtaoL6GkaZTlwLIc6OPFsDKrPpFkSO/wHj7ynIypM3EPYbLoQFEgZ4i1QXJdf8lB6lot7iMA/gSVWkICjM/TLF8a0/Ebi9aLevBkL+By+lvFlxAKE7lFfKm+lW8NaLZoRc+oy7Y2E/OwJ/scQUL+SI3JcvwGx3JgOOCJOy7AgaNevPZpbeIsUrlrH7kaE8qDMIwKF17Rjdd3xAtoJN6efFrTI2TTUq5r+GRPPOSSrhkai8d24/HG8uRYKxTbDabYET5k/CwhGyzLYX+DG//5ZCcmjayGvVSPB28biDlL1im2CS353uBYTjDX7BTwsgaTJmtjAskTEwoVxYu61dXVuOeeezBt2jTccccd2Lt3L9Rqxd+mTcOyHI45/TmfcZhLEo2v44wCMrp0J4zvj5pRfUDRFK9hpWgKVmvsDN3ksQZCCzaO5UiSoAjJp0MxY2yFikaUBhqdfjBqGp3tZsybMhSNzX4Y9AyvbjQaVdaiv5AJ7VBm4jWeZLQcAciemMp2/izLcnD7gvA5gylnztw8eRAmTh0CjuMy4uPYCQNgteoSOhPbzS5GrvclSXoVLmzQD1qjR2t8E6sbdyCgonE5XaJoQRcASvUlCEZDcAbdKNFZJL0mEonivf/8iO2bD6NrDzv6DeoMg0EDlmWxZ/dRrF2zFy8u+AYT/m8IrDZS2C12WnM3pNGozTj366oxvfHc8q24a3TfhEdWq2mccYqVt8Nbb2B4nwW2UgOWL90MjzuI68f3h73CTHYotCFa+4z5dN2XWfW8uk/2pCazFiPH9sHypS07a64f3x9RCokmBSGEPE2Z3YRpsy5JGR1HAYJeIFdfQig8xGJv/N+4YFTW+lyqPvhGFxr0GuFmXwlrs2we9mSeI0jIn3xistT81h/H94fBqoVRp8l5HSVVY0LjOwGgQ9rYUCB23+kNDIm3BYJUPeazJpcTr6Ss4ZMbCYS8bSTC8sZao0nDG9stJTrc/eDF0DAqGE2kuNUWUWqdlnzPrN1WDwAYdE4F5k0ZCg6Qfe1sn0tsRLKQVzFbtKKNCSRPTChkFK+2PvTQQ9i8eTPOPPNMPPTQQ/jmm2/wzDPPKP02bZZ495fUM2w5lkXY6QQbjoBm1GCsVlAyd0YLdZyVm7QZXbpvLd6QdRctraZRcYpF0oKNYVQkSVBkKNGhGB9bIXQti1GDmf/8GlWVNkwe0zsxglmoG5DvPhB6aGu0KknjZciu8baPHN3EY5LYGUxxPTudAXx5fOw3ENPSa8+vxcRpQ2C26GEy60TP4hDbzS5EvvclSXoVJmzIf/w8XWWLrhE2itX1P6FbIIoyOoKIQtflgiFED9Wj42E3zjoQxP5N62Dofh40Npvo69goi2Wv/oDan+ox9NKuOKuqDOCQ2Ol71tnlKCk14NPl2/GfRWsxadowMBqVQp+acKLhi1ePTR6Mciaal5+NQ9EUtCYNhozsCYuBgcsXxvMrd6C2zoHb0879Eurwdjn9vM+Cow3exNjatxZvwM01g2GzGUgTTBtBqXMW+YhGovAdc8Dn8uGYN4IPfmjAjVf24H1OJ3tSp8OPVSt24upRvdCh3IS6Rg+eeWdzYmeZ2HNeyNMwAs2RQl4gF19CKDzEvCKAxL/VjKyWtT6Xow++0YVCCViPOyBpbZYZx1mEHM2KPE8IJ5dcYnJ8fRcKhHDkqB8vrt4Hhzsont+aOgT7G9ytOqUhjtD4To1WzXvfhUIREm8LBCl6lD7VK/88LpB9DZ9c5IpEWF6NUaB4Y+2ke4ZNAB91AAAgAElEQVRkxPbfju2D2a9sSHgQg0nbKs3HhJOHkjvS+e6ZtdvqMflawG4zyP5ch4+64apvgpGhcCzMwVdRilPKzBmFXb4Yy+dVxozvn/W8cpInJhQyihd1N2yIzdZfv349DAYDrrjiCvh8Png8HphMppyuecstt6CpqSmx4/exxx5DXV0dFi5ciEgkgltvvRU33XSTYn/DySTeyTJpZHXWWfMcy8K3rw475sxDsKERWns5ejx4PwynV6YYApZj4Qp4EGbDYGgGFp0JNEVnvGd6x9lTNUNy3kUrdcEGgCQJigwldzEIXWvelKGw2/SorXPg+ZU7MHZkT5SYtCgr0afsaARE7oPOnTF2Qn8sfSl5R2R/GE3yziwju8bbJuK6EY5JfGfXDOpVAZoJodHrQ5PPh1KDSVRL2c7iEOswFKK1dxcRTg5s0Adao1e6posfHHvQHPbiGj8LSh3K61qsy43Q9z8ivH4LovsOAhwHK4ARAFxfLcR6AFq7HSX9+sL+mwth7tE9YyTz/z7cgdqf6nHRFWfjjK6l4Ns4XFpmxLDLu2HVip347MPtuOoP1Xl9bsLJIz1e9elaBpP7KLbMe1LUz8qBoiksXL5V9plN8fhrsmgydvvGz9RN/B0OPxyuIGiNisTZNkJrnTHPsSx8++tQO+eJhMZvn/5HvPDxjpTd43HSPenBuma8sWg9brz7Ajy86PvEz7M955UqxubiSwiFh5hXBJD4t6Wrd0tqqo2Trz6EfLGUtVl6nsOsMSBQdyBrfoRQHMiNyXzru+nTpmP+qsOi+a1QONoq66hsebhkjKbMeH39+P6wWLUwGEi8LQSk6FHKmlxqHlcp4jE2Go1meNuxEwaAosG/gzfMJmJ7KBRFXYMHz63Yjto6B4DsHoRQnCiRV4rHPk4dwl9q+uGNFXtQe7wpNldf7fYFoWo8Au+C+Wg6ft/Y7pkOt0EDqyn758rVq5A8MaGQUbyoO3fuXOzcuRNdu3aFSqXC7t27UVZWBr/fj8cffxyXXXaZrOtxHIe9e/fi888/TxR16+vrce+99+K///0vNBoNxo4di0GDBqFr165K/zknnHgny7LVuzF1TD8seHOT4Kz5sNOZMAIAEGxoxI4589D7ybmJXTEsx2K/8xCeXLMQjb4mlBtKMWNYDTpbOyUMpVDHGUVTiu6iFVqwSQ2sZI59YaDkLgahayWf61Vb58DC5VtjO3jTCrqA+H3AmkK4+JZK6FU6+KMBsKYAOMoM6ng/YbKmKFA4+xw7dm1rSFyb7Bpvu4jpxt6xRDAmpZ9dM6hXBW685lQ88vlTiRj75/NnZI2d2eJZtsJvxt/TiruLCCcPNhQA3Qo7db85WgubxoRuERcQDub22VweBFZ+jtBX64BwBOrKU2G4dChUZTZEtQxeqv8cQ7VdMJCrgHdfHRo//wL1n3wK41ln4rTRo9Dh/MGgKApbNx7A2q/2oO+gzoIF3TinVpagR3VHrP9mH3r3Pw2nVorvACYUJsnxqqqyBOMu7oTds/4i6mflks9Z4RRNwWjSwWDQJp4FAIWP3t2a2KULxOJ6sycIS0lmrCaetThprTPmw05noqALxDReN/8ZXH/vg7zP6fgOW5NZiyGXdIXewCAUiiAUjab8XrbnvJLFWLm+hFB4iHlFNU2hZmR1YrrBxxv3Y8jInjirkwUajSqrblpDH9mm5/DlOeadPxW1WfIjhOJBbkzmW981f/Au/jT+Tji9YdA0/3qfoinF11FS8nDJkOaZwkeKHqWsyaXkcZWG5VgccB/GW79+iEtvuhAlGiusBjNKLEb4fWHBWBuP7Q0OHx5e9D2qKm145LaBiWcFxyrceUw46eSbV+KLfTWjJ2LJ20hMTcjFV6v9Xhz4+/yU++bA3+ejx5zHgSxF3fR1mSXL7tyU9yVHkBAKGMWLup06dcLMmTMxaNAgAMCWLVuwZMkSzJgxAzU1NbKLur/++isAYMKECWhubsb1118Po9GIwYMHo6SkBAAwfPhwfPzxx7j77ruV/WNOAOnde1qNJrFD8dWVOzBpZDWsJg3KS/TokHbuEhuOJAJanGBDI9hwyyBFV8CTCKYA0OhrwpNrFuLxy2aiRB8btSTUcUYz9AnZRStlEUjm2BcO2ToU5XSkil1L6hmfQvdBJBTC7HULEtoHgHJDaUL7fJq6/rb+AIBd2xrIrvE2jphu1BQnGJPSz66hmVCioAvEYuwrO97ADbeOwbKXf+CNna0Rz1prdxHh5MIFfaA0yp4f64+E8FNzHYZU9AJ1ZBsomUVdjmUR+noDAss+AhcIQT+gDzTnVYM1GcCyUcTKX0CYtWKPXoUrKwegdOAARINBuLbvwNE1X6P2iadhOacnLNfdgg/e/hmdz7Chd79OogXdOH0Gnoa9vxzDR+9uw8SpQzJ2/RIKH62Gxl9q+kGnpWExauB1N2f1s3JR4qzwZH/KsRwuGl6F+kPulHN6317zC+46o2/K64hnLV6SdcOyLDhVCBwVgSvoFvWz2YiEQrwaryhhEOV5ThuNWtw8eRDcrkDKWbrX3NgXVZW2xC4ZqbvPSTG2fSKUZ0j3ilqGhs8ZxDfLt2fGt9F9T5p+su0058tzuLxOxZ8nhJMHTVPoXGHCE/cMRISLQE2pUaI3CT7L09d3prO7wXLtTVi6aIPoep9mlF9HScnDpUPidWEjxVsme1y3N4J3PomN/07WkpQ8rtIk63H9oc0AWnJjVqM5a96XUdMYfE4FRg/rkjLF4dTx/cGZMzdeEAoTKbnafPNKfLFv4cYX8ZeJ90HN6XM+n5dio7z3DcVGBV4RI991GTmChFDIKF7U3b9/f6KgCwC9e/fG3r170bFjx5yu53K5cP755+Phhx9GOBzGuHHjcNVVV6G8vDzxO3a7HVu2bOF9rcvlSvnZkSNHcvocrQFfB8ufhtXg0cmD8cjz36O2zoFFx3coxgu6yWcvUBQFrb08JbBp7eWgmZavNcyGU4paQCyohtkWwyDUcWY2aGFJ2qVwMrsF29Mc+0LXrViHotyOVLFrST3jk2bUvPcBp6ZFtc+nqbeWbMBtUy7AVddypDtWJoWuWwCS4ud+bz10zrCgZoHUs2savf4Mna0/tBl/6HYtLhrVC6eVGaHTqmE0tWipNeJZa+0uausUum7ZkB+MSdmO7R+b9yLCsehqPgWceheoiPTxy6zHC99LbyOytRaabmdCf8VFiBo0iHAckLagKlEb0RB2Jv5bpdXC1q8vSvr0RvOmH3Ho01X47KXvoDZ1wLDLugISi7MajRp9BpyG77/cg193HUWXqvLsL2pjFLpuxWA5Fo7wUby0499o9DXhsUvuQyTsEfSz+Zw5puRZ4RRNwV5hxs01g+FwBdHsCeLtNb/gxit7ZMTZ9uRZ5VAsuqVpClaTJuZnP5fmZ7PplFPT/BrXqGESOHdUq1Pjtec3p+jo/f/8iJtH9cLDi74nz/kTSLFoN5lseYZkr6hikRjHCcS09tGbW3BnzeATrq/0e6ncbhHMRfDlORwiz5P2RjHqNh2WY3HQfVhybiE9L2C//ka89U5t1vV+8pQwvnVULl5ESh6OkEmh61bMW6Z73PgOxRJ1WUosFcpfxeOUUuftJiOmRym7xK1GLe4cWY3XFn6feSZ1O/e3QOHrFpA+PYAvr/TY5MEwRvwINLizalJIa6A42CSMSRZCrWF47xu1hhF9Xb7rMjJFgVDIKO5u1Wo1vv76awwdOhQA8PXXX4NhGDQ1NSESkW9g+vXrh379+iX++7rrrsPcuXNRU1OT+BnHcbw7NV5++WX885//zOGvODHwdbA8tWYhZl82g7f7K/3sBdugAeh+/wzsTDuDjLFaE+/B0AzKDaUZuxUZuuWrz9ZxpsQDOt8xdO1pjn2h61ZML81+t2hHKstycHqDKa/LdycNY7Wix4P3Z5xJEjXoRLUfCfNrigOHEptBgf+n2heFrlsp8fPUP96Nf/6yAs3bXKJd1MnwxdgBnfqgVGeEzU5Bw6hSCrpA68QzJXaltUcKXbds0A+KUTahuv7YLyjRGFGhMYNTM6D8bkmvi/y8F97nl4Jze2D+/ZVA1RmIRKMQ2l5rUxvxk+9AhkejaBq2887F9shpcO/woXfdKriW/gTbDbeCUosvyuJ0qSrHlg0H8dX/drXLom6h61YMV8CDp5J8givoxpeH1+LmP96Ng8/8MxGPqx6cCbXZfELPHMuGSk3DZjOA1qhgKdHhrjP6wmrUggLgcQcSHlfIX7RFzyqHYtKtnB1WUs7Gixp06Hzf/2H/0/9I/E7n+/4PUYHnNMdyCIejvDqqtJvw4qzLsz7n+Tw38QS5UUzajSMnz+By+nm1pqKpE6oZjmXhP3wErsZmUDojuIAXlnI/jKd05I35fB78o8NrceeDM1POr656YCZU5uyevq1RjLpNRygWz73sAdARdUZuKT0voCqxwemoS7lmTOscrEnrfY7lUGrRYu6UoWBZDhpGhRITfw5OqheRkocjZFLMuk33uPEdirMvm5GIpSzLwc/oUfXATNTOfSIjj9ta5+1m02O2XeIUABr8Z++2d38LFIdupXrb9LySlqGhbjyCLUmarHpgJsIdKkDRmf6ytWKfUN43uf7BV3dQIvdGpigQChXFHcUjjzyCqVOngqIocBwHjUaDBQsWYNGiRRg7dqzs623YsAHhcBjnn38+gFgB99RTT0VjY0t3RmNjI+x2e8Zrb731Vlx77bUpPzty5Ahuuukm2Z+jNRDqYImwUZTzBIz0sxcca9cDALo+8hd4/SFYLAboOthSHvYmjRH3Da3B01+nduNYdKaUayu5myEdJcbQtac59oWuW0BYL2IdgCzLYd8RV0YH7OkdLYlr5ZKAomgahtMrY2foJnUzchQwY1hNRieaRWcCx3JgWY5fUyCmNBcKXbdC8bPXnL+i0XMMzqgP/9yzArub9sZ+X2IXtUVnwp+G1SQWcAM69cGNZ47BK/9cKxjvcolnUu6N1ozjbZVC163SRd0ox2Kbaz/6degKlo2AUzNAOPtO3dB3P8D38n+hKi2BedKNCJv1QFR81FGpyoggF4Y76odFndooc+RoEBt3+tCtixmd7WfB/+0XiLqd6DD+LtD67OOmVSoaPfucgg3f7kPdniZUnlma9TVtiULXrRjpPmH5zk8xtvoavLbrc1w1czJOYUywGK0w2Dog4nKfkDPH5HiP9DjL53HH1QxuN55VDsWkWzk7rKScjWfSGeHt2AHmB+5CBaWBjwuB7dAB5rT1GNCiKZfTz6sjjUaF0izPejHPLadIRwrDMYpJu3Hk5BmEfKn6BMYsluUQdLrR5OGw7MPDiXg6arQVdrcbmqSkbRyLzpSx1ru+egT0po6omj0bLpcPx7wRLPiiHjdeWSpb/8VOMeo2HT4dl+is8DZF8NZivrUWDV3nzug5dw4QiSCiMWR9HgvFyxJTzH/nev4pnz758nCEVIpZt0JxNxSJoMHhg1pFwxcI45Hnv4PNrMXEqfeje5keGp0msfMx5HC0ivfNR4/ZfEl797dAcehWjrdNXu+EHI5EQReIabJ27hPQTJmBZz/8OcNftlbsE8r7xusfQnUHo0lDdEtosyhe1O3duzdWrVqFXbt2QaVSoUuXLlCpVOjevXtO13O73ViwYAGWLl2KcDiMd999F0899RT+9Kc/oampCXq9Hp9++in++te/ZrzWYrHAYincrky5HSx8Zy841q6H6Q83YMoLP8Ju0+PpaRfCZlbFfp/lsL/eg9c/OYBbzr8dVjMDm1mPMqM15zOhckFs3IHBqJWULGhPc+wLXbdiiGna6Q0mFksA0ODwY/ZLa49rVie4oOpsN8PtD4lqhKLpDJNLAehs7YTHL5uJMBsBQ6sTZ0Z4PAF8+v42XDOmD95/s+WssuvH9QPDSR9FSmih0HUrFD/ZieMx76dXc+4kpCkaNqYME3rcAZ2WRqnGjLde2MAb7+LdfXLjWb7JWZKUFaaQdctFI+DCAdASztTlOA4/7PXh060u/HwkgHCUQyebBv3PMuCKXlZYDDFfsMfTgEA0jDNMsUY4jtGACgVErxv8cDUC738GzdlnQX/N5QiDFdydm4xNHVu4NYScKUXdSITFp2uOwmhQo1eVBXR0MGijGb5VK3H0hQUou+Me0Nrsz/ZuPe3Y+sNBrPnfbtw0eVDW329LFLJus0FxqhSfsPvYHny063OMP3cMAICh1TAef1aHs5w5pkRsyze+8nncT5Zvw5jx/fHm4g1t3rPKoZh0K2eNJuVsPJqiUWGxQ68xIMxGYE7ypOnENWUyazN8qlQdZfPcUohEWBx1+tHkCsDpCWHV+n246coe7a4wBhSXduPI0fDJXmfH47BVTWHZ2ztT4umyt3di/F2DoOF5HU3RvGs9pyeEf634GZcOOB1mswGXDNDj9Y93YMrovu2q+bEYdZsOn47HnH0t3lq8UTC3VNfgweyXNqDB4cfgcyow/rbz8PaSjYLadvuCOOb0494bzoXbF8ay1btTcxQ5nn8qpM8TmYcrRopZt0Jx90C9F39Z+DXsNj2mje0Hm1mH2joHZixpbsnhHi9MtdZ5uzRF41TzKXj04j8lnU9tlqRHJXxJW6cYdKum1bz6VNMq0dcJadKuU/H6S6VjX8Z6z1rC60OF6g6T7hnSbmoJhPaH4kVdr9eLZ555Br/88gueffZZPProo5g5cyaMRmNO17v44ouxefNm/P73vwfLsrjxxhtx3nnn4d5778W4ceMQDodx3XXXoXfv3gr/Ja2P3A4WobMXmgOx3TINDj/CSSMEkhf0a3+qB4CMwu+JQGgMXSTCSk6kkTn2xYGYpo82BxLJpTgNDj9YloPDHUAwFMUxpx82sw4NDj8aHH68/vEO3Di8Ox5fvC6nZCtN0bwjdCMRFru2NcDrDmH4yHOgNzDw+8LQIgSaIg/3tohQ/FRrNHl3EgZDLP6ycBMA4Jm7hmQd7yI3nuWTnM2nWYJwcmGDPgAAzYh/x75gFP/vs0as+8WLDiYV+lbqoaKBA01hvPW9Ax9sbMaNQzrgimoLfnLuBwWgkzbWBMMxWlBsFIiEgbTRxxzLwv/6coS+WgfdwL7Q/GYwIqz47txkbOqY76sPNqOr4ZTEz7/d1AyHM4zLf9MRdDSWoNCcfQ6gUsP3yXtoWrIQHSZOyTqKmWFUqOpVgS0bDsJxzAtbh9x8JuHEQkU1uKPfRPx704uJmHvlmcNBR3ToYE3d0S125phSOxHzLX7xjfTata0Bvx1VLRrjSbNNYSNnjZbtbLzE7wl40nTimnI6/Fi9cmfCp1pL9bBa9VnXPizLIRxhUwoUtXWOjHVitmvU1btS/PfUMf3aZWGsWJGi4eQ4pLNoMHHqEESjJ36dHY/D8yYN5vXQrEgfGd99xbIcRgzrggVvbkrRLyt2IUJBwqfjTqaOcDpqU34vvtZKf6Z/vy2WA5sy5QJQ4DK0zbIcjjoDWLhsS4pWXl25IxEvpcZ4PqTGfSGIVygu+PRac95ELHl7D4CYx3x26SZMGlmNOUvWJX6W/GzOR298xDXEshycnmBOebV8fQmhMKBZLWrOm4iFG19M0SfNiuc/5dYhgPxjHxDTrtsXxFFnAHMk6FZozHIkzJJaAqHNonhRd/bs2bDb7Th27Bi0Wi08Hg/+/Oc/45lnnsn5mvfccw/uueeelJ+NGDECI0aMyPfjnlT4OlhMGiOcHv5EO98M+U7TpmP+qv0AYgVbJmmEQDjC8hbRpC7olYBlOUQ5/jG3ACUrkUbm2BcuyQuOEk0ZZl82AxE2mtKVxahp2G36FE0OOqciw1zGF1K1dQ5cOuD0xL8Bue004CM+ZuxgXTPeWrIBQEyTt93RH4zVnN//GYSCROwMjs6UNa9OwmRtu3xhSeNd5MSzfGK5UMHi8ZoheGjhN3kVQwitCxvwAoDo+GVvMIrZ7x3G3sYg/nCeBQPPSN7LokeDK4KVW3148Yuj2LzPh8AZ+9HZWA4NRYPjWHDxa4f8KUVdjmXhf/m/CH27EYZLh0J1Xi9EZRR0AaBEZQAFCvWh5sTPDh4JYNM2F3p2t8KqB7gkCWu6VIG75Gr4V61A87tvwTY6+7iqbj3s2LrxIH74vg6X/raHrM9HaH34k5E03v9fA245/3aYjWq4vRG8/78jmHJdp4zXi8XtZgV2IgL5e2WhsaViMV6pgjSh9ZCzy0DKGV9ipN8njKpFU3GfarXpMXHaEEkF3XRtxX21wx1IWSeK4fQGM/z3gjdjiegTuY4k5E6qhsOgOBWoqAZOTwjW47tTCiUOxeNwgyvAPwZaZjGDZblEQRdo0e+8KUMV/dwE5eHzDemxWB1mBNdaQZ5n+vfb6nH7tRzsNkP628HpDSaKBUCLVmpG9U7Ey3xjfK4Qr1B8pMddjqXx5EtbUFvXshZqcPhhNrSsudJzuErqLVlDk0ZWY9HyrTn55mSvK9eXEAqHYIjFkrf345bhLWuwJW/vw4xxHYGk3uj0OGwxW2TVIZQgrt1jTn+i6QYQ163YEWeklkBoqyhe1N2xYwfmzp2LL7/8Enq9Hk8//TR+97vfKf02bYbkDpZsxi19hnyYo7Bgxc8AKDwyaRA6lZnAcbHr0DTFW0RrjYArhtMbxHPLt2L0mN746M0tLWNux/cHS+OkF50J+SOsW1vKgsNq1GLWhEEpvzdpZHWisASkJo3mLFkHq0nTKhrhGzM2Zvx5MNtMKWdSE9oOYmdwUEBenYRmvQYP3DYQc5esw9LVu3Hn2D5YsVS5sUT5xHKhgkWTK5DToo5w4kgUdTV8QweBKMvhbyvrsbcxiNsvLMWZHWik70GxW9QYd4EZ3/0SwMqfXNCUHcHgsl7gjldT40VdKugHZ4jdAxzLwrf4bYS//xHGKy4C1bc7WJkFXQBQUTSsKn2iqBsMsfhkTSOsFgY9upjARTLHiGm7V4N1NMH3/VfQdD4dxsHiCVijSYtTK0vw47r9+M2VVVCpSPwuFPi8waOTz4dBx2DC73rh0FEPFv93FxzuAGZNGJQoMiQjFreValzM1yvnMrZUidG4hNZH6i6DbGd8icF3nzw2+fycx8TxaSteoOhg1cNq1Era+SV0f1lNmhO6jiTkB03RsGjNvOs0q0lbMHEoHocXf7QTNTf0xYdv/NiyPpvQH1EaaHD4JO9U5Dj+HAPZp1vYiOXCkmMxp+UEY2TYG5T1TBeKdZ3KTAlfkk+MT//75Oy6JV6hOEmOu8ecfjjcwZR/t9v04DjgwdsGwmrSoNSig1nfstZTSm9AqobMBiZn33yyR/QTlIFR03C4g3j8hc2Jn6XHR6E4XNm5c0YdorauucVTZNFCrvHv3hvOlaxbolNCe0Txoi6d9rCJRqMZPyPww2fcXv9kB+4c3R0cFQVDM7DoTImzQzUsh7uvNwmOI+Aroj02eTCMET8CDe68DIJUwhEW32+rh8MdwtiRPWExMHD5wtCaNLERpCe56EzIH6kLDpqmcHpHC56edmHiYR4O8y+kzAYGdpsepRZdikaqKktww2/PBKf2odkfSeya4FgWYadTsvEl47zbF8n6YFUUAkY1aFoFCxU7ezlf3P4Qln66E5NGVsNsYODjOAwf2wd2mx4ajSpvbfHFcinmGRAuWDg9qWdHk4aawiMaPF7UVfN/z++sc2DLfj9uvqCEt6Abh6YoDOmqB2N24KMQh3UbGZw9kEWnDjQ4JpZEoEIBcIidoet/fXmsoHvVxaCrq3Iq6MbpoDbjcNABAPhqXRM8viiuvLQC4CnoxtENGobo0Xo0//c/0Jx+JphTThV9j2497Pj8413Yvb0B3as75vxZCcqS7g1sZh2aXAE88vx3iTj24PiBKLPqYDZoQYFDyNGc2XRD0wnfm4xYMZblWLgCHoTZcMI7C01fyCe+Arn5iUKYpENQFoqmwVitCa8RdjolrbH4PPTiFdsw5fqeGHf3IIClwKhVMJqk+QghbZ1mNyd2qUnZ+SV0f5VadJLvDUJhIDaxpTXjEN/ajKPAG5uT4/DCD7fh5lG9cFqZEVqtGq5AGNP//pWsnYoMc/Ib2wnykZpTEHvuyn2mM2oag8+pwIhz7SjRqdAciOKDHxqg06pTNCbkRaTAciycATcC4RAONfjxxoo9cLiDWbVMvELxEteyzazD1DH9UkbBz5owCGo1hb8v/UEwriXrLaYfaZ42nbiGqipLcIqOxXN39sMxbwSvfLk/UZCTEhdJ7qxtICU+isbhpDrEXaNNuP3aWE7XbGDgCroFNSp36gDHstAEvHjkuioYdSwGn1ORGKUPCD/PiU4J7RHFi7oDBgzAU089hUAggDVr1uD111/HoEGDlH6bNkm6cauqLME1l9vxyOdPpZyF09naCTRFg6YpsBwyRsbEg67VqEWpRYu5U4aCZTnoNSqojx7BlrRRHobTK1utsBtPCtTWOfDo8XMj4uf65ptIIxQGYgsOvo6s5EWZwx3gXXTbLDrUjOoNg06V0IjNrMVtoztj4cZ/o3Fjy/1wmrkjAnUHMkbUZNM1GcHRPuBYFr59dSn6OPWPd+O1xjW4vnpEIp7mQzjCYu22eqxNMpsA8OKsy1GqgMb4GiL4uhv57je+ODtz3AC89VnqWVQk2VV4xHfq0jzjl38+EsC76x24oJsRvU9hwErYfxLRNwMhgPZbsfjjEMb8hkGV4fi1g7EYHPhgFUJfrYPhsqGge1eBjeZe0AWACsaC7z0/Y9deN7b/7EHf3qUwMmzK2OV0KJqG4bLfwb30RTT95yXYpz0ASi1sV0893QaDkcHG7/aSom4Bke4NRl3SDc8uTR2HOWfxOjw97UJQ4DLidNUDM8HaT4HZwN/JLeQhzQYG+52HMs6RFIr1UuOrGHL9RCFM0iEoC5/XkOJFhdZ+s1Y/kaJfA9UJlIQ2NCFtaTUq0DQFhzuQuGeqKm0YdUk3+IMRHHP60cGqT+ie7/56aPxAlItARtUAACAASURBVCX9DqE4EFqn0a3YXC10P7hKdZj91T8S2r5vaA0sdClomkZnuzkjDju9Qfz5eCNQ/HNL2alIcgzFiZwiptBzV+4z3aJn8H8XVWDXvCew/7hW/+/+mTAmjceVgtAuNJZjMzzJHaMm4pVl+7NqmXiF4iUxUt7hx6srdyQav+2lBmgZOtGoAsSaHo85/dBr1dBqVCl65dOPmKdNJ960MH5gKfb85c+JeDx92nQsXqfFjVf2kNXESHJnxY2U+CglDtM0lYhbUjTKu3nt4x2449re4ICUz8HnH+6+fwaA2Cj9bM9zolNCe0NxR3DffffBYDDAbDbjb3/7G6qqqjBjxgyl36bNwXEsrHQAz0/th7kTqtG9sgTXDT8d/94UO8QcABp9TXhyzUK4Ap7E64SCbrwbZvrfv8LE2f/DQwu/Ae3zJIIjAAQbGrFjzjyEnc5W+7viiyq7TQ8AKUE4+aHy4qzL8fS0C8kZIUVIfMGRzOBeFbDSAQQdDWg4eARPvbIe9z37FfYdcYFlW4oPfPqYOqYf/vafH/DoorUIhNiERmZO7I2FGzPvh2Bz8wnXNaF4CDudGfo4+Mw/cdUpgzLiqVw4jkXE44AVHjx9ex90ryxJ/JvSi+64ebbbDLCZdbwF3X1HXLjv2VjMj99vABL30PMPXoZJI6vx0bd7MGJYF964TCgcWsYvpy5MWJbDC583wmpQ4epz9JIKugBwMHQUJYwJowZrYDZweH1VGDsOHy+WBrwIfrEWwQ9WQT/oXNDn9sq7oAsAFUwJ6JAGq747hvIOWnQ93QCOzf55ab0BhouGI3LoAFyffij+uzSFs84ux6+7jsGbNuKMcPLQamg8fXsfPHd3X8ydUA17iVYwScAXp2vnPoFDe45k+IY4Qh7SE/ImEgsAv3fmu5ZYfFUaMW9MKFziz/ywsxERjyMxxh7g9xpSvGi6h5ay9hMjm7Zadu3YcMvVPbBo+VbM/OfXuP9fX6fca3z31xmnWKEmxYSiIz0Wd68siRX6GbrV4pDQ/eA61pCi7ae/Xojdhxtw37NfYX+DG1ajNiUO57pTkeQYipN4POxeWYK5E6rx3N198fTtfaDVyIs7cp7pUbcLu+Y9kaLVXfOeQNTtkvx+QmswluXgCngyPMm/N72I64afnlXLxCsUH3y5gdo6B+YsWYe/vfEDGDWNYNKkuvizeOGyLbh9zmcZ+TI+/cj1BFN/2xWHnp2fovFDz87HvdecTeJiO4SmKZSYNChlgjCxbrC+5hQ/y5fbFctrSdFoZgOjDSOGdcH9//o6I2by+Yfd855EzZVn4d/3X4qnppLnOYGQjOI7dRmGwZQpUzBlyhSlL91m4TgWoYY61L89DxFnIyzWcswYMR1OoyYRHOM0+poQZlvGFgp18LEsl9EN43L5EsExTrChEWw4cwyi3Jn3QmTrBkru8iEUJ8nd0DazDhOv6YEzdB7Uv/ogIs5G6I/r+ckPDmd0pMb1MW/KUDQ2++H0hPDqyh2orXMkzENcI41eL+/9gEhEsq4J7Q82zK+PCpUhI57KIT1u663luP+a6Zj3PtB0fKTWiVx0ZxtZZjPr4HAHsGj5VjQ4/Nhf78GkkdWwmjQoL9HDZtYpEvMJypEo6qbt1F21zYU9jSFMGGaDWiX9egdCR3GawQ6dJoprBgOf/qDCextoDLQB4Z/3w798PbS9qqC+aGBeI5eTsaus6PzzuYhEOAzq3wFcKCz5tcxZZ4Op6gXP55/AcO5AMB07Cf7umd3K8NOmQ9j24yEMHHamEh+dkAccx0LnOQL9Z/MQPO5rO/xhBgb3qsD3P2WOz2L9/HG6W6kO//h4B6aM7svrFfk8ZJgNZ/XOJxsldgcTTizpz3y1tRwVo++Hxl4JiqIFvUY2L5q+o9BqZvLSbzZtxdeNoy7plhgHCQjvFCJrtOKGLxbff810BIwdYTZoYTZoM7QCxCYp5RObBL03pUn5WaOvCWajWnAHbj47FYl+iw+rUYvHJg+GznsE3hVPInh8faUbfT84QyzWKk2usTsZty+IY04/7r3hXLh9YSxbvTuh5wjN70nMRnVWLROvUFxIzQ04k859Tn8Wp8fCfD0tTVNgKI5X4zQbJVpqh2Tzs3InXUjRaPqznE/38Z27xmCIV686FVDSwUg0SyCkoVhR94EHHhD8N4qiMGfOHKXeqs0R9ToTQRUAIs5G+FfOR+ltc1BuKE0JkuWGUjB0y9cmFHQ5Dhmdrce8EWjt5SlBUmsvB82kykDuzPtskEVV2ya+4Jh/z4U46gwg4m5G44onMvR862Uz8MBLWzM6UmmaQgerHh5/GM+8vlHQPDA0w3s/cGq1JF0T2ic0w68PZ9SXEk/lNrLwxW3vivl47NbHEVAZT/iiW8puhuTnRW2dA4uWb8WsCYNgM+uwv8GtWMwnKAMb8AIUDUqtQXxecSjC4p11DnSt0KLKrpK4RxdwRXxwRX0o18TOwtEywNX9o/hyM4OoG3B+uBFMeQfor/wNwgoVdAHg0A4djB4tNL0aoaU6QvIHPo5+yCWI7P0Zzcv+g7K7/giK4tejrYMBJaV6bP3hICnqFgB88fHYf5/EPTfOxtSDroznfCTi543Th5oCGDGsC+9OXaGYLeQVkr1zIUC8cXHBp+n6t+eh021zoTbZBL1GNi+anrSnmVDe+hXTVtwH+IORjJ1C6Wf+EQ9Q/Ah51U63zU18t8laUSoHIHQ/+LhQyu+VG0rh9sYSv3y7FqUkl5VqRCecfGiaQoUhikNvzc+ItRW3zAFjtin+3eYau+OwLIejzgAWLtuS0OjUMf3w6sodCEdYaHT8niQQZCU1ABOvUDxIzQ0kxzWzgRFdv6tpNa9+aNBgWU7S/ZCvxglti6x+VmYzSbZ1F8ty4Djgr3dcgENHPVj66S5YTRrBnbvTfteVV69qDUOe7QQCD4q1u3Xr1i3jf2VlZVixYgU2bdqk1Nu0SbhoJBFU40ScjTBxwIxhNSg3lAJAYj69RWdK/J7QeCE1z9iED35oQNUDM6G1lwNA4nwbxmpN+T2hHV9O74kda8ixHDzuAJodPnjcAUkjGwknh+TznU1ailfPNoNKsCNVypgsi86UcT/c0W8i3vr2MM6+P7uuhSA6a9swVit6PHh/ij5O/ePd+Ojw2kQ8FRubJYRQ3FZTbGLU14nUlpRROUL3mdsfKoiYT0iFDfpA64wppyh+9pMLDm8UV/YyyKqPHgwdBQCUqlr8g0oFXFwdQdNugIuyWN5xGI76lCvo/rybxZ49HIKnHsEh86+yC7pAbAyzbvBFCP26G/5N60V/98yuZThY14zmJl+On5igFELxUaPieJ/zfHG607TpeHH1Pix4c1NGLBaL2XxeId075/x3Eb/QbhHSdDgUAstyvBqW6kWTR4WWGi2y9StHl3EfUF6iT3gGoZ1CxAMUP0K65aL8u7xyyQHw6U/ofrB0sGes4975ZB8A/h242daHufh3QmEjpNmmZk+rfLf5xG4gds/MWbwu5Z5Z8OYmjL3ibDBqmteT3DfkTnQ9xZ6iZeIvih8puQEgNa7ZSw2i63ea1aLmvIkp+qk5byLqGyKS74d8NS76NxPdFh1SfIGcEfZi6674M/pPC77CHfNWYeGyLai5rjfsNn2K7pN96Ctf7kenadNbRa9CEB0TihnF2nMmTJiQ8t/ffvstZs6ciREjRmDWrFlKvU2bhFKpobaWpwRXtbUcHAucaj4Fj182E2E2AoZWw6IzJQ4cB4S7U1U0MG1sPzy7tKXresSFXYAKM3o/ORdsOAKaUYOxWkHRqQuoXM+vURKO5dBwxI2lL62H0+GH1abH2AkDYO9oBkU6dAqSuG4cvigsPHr2BDk8OH4gaAq8nYXZOlFpikZnayc8evGf0Oj0wukO45Vl+1Bb14xDjRW4d+6c2BgZAV3zQXTW9qFoGobTKxNxj1VRCOjUuP30mxLx1OEJCI4ujo9JSo+xQnGbUsUeq9m0pfTOAqmjcnjHlRZAzCdkEg14QGsNiFdDg2EW725oRvdTtKgsUUHOt3MgdBQqikYJrQcbbXml4dtNiHgBVXVH1AZM+PnzEC7vqUb/M2jQArtipbB3D4vt21ic1lmDg6c5sSfqQJSLQkXJmBd9HE3PPght/xGule9C37sfKDXD+3tndOuATev246cfDmLoZd1y/uyE/BGLjzZT5nM+Hqd7zHkcx4550ByIYv6q/aitawYAcFzqOFCOg+i4+c7WTqLeOReIX2jfCGm6rsEPOxOEzayDrnNn9Jw7B4hEALUa2pJML5rt2R/3ulL1m4su4xNypO4UIhQv2bxqOnL9oJj+kr13fG2mp3Bc22FEoxQWLduF2rrmDM8q1SNnO3qEUHwIafaYJ4K/vav8d5u+TqQZNVRmC5q9IUlrNKF7plOZKfY6isoa04m/KD74YpSceBtfj0ciLB4aPxCPH28MSI+FwRCLJW/vxy3Db4fZqIbbG8GSt/fhtt+dIznW8Wlcaq5MDKLb4kRMp1KOXuDTvlCM48uxzVm8DvPvuTD16JGknbu1dc2YvwoYN2UGenY0Qa1lFNGrEETHhGJH8ZkLkUgEzzzzDN599108+uijGD58uNJv0eZQGa2oGH1/ylx7/dXT8fR/d+HG4T0ERx6JjUgKhlm8smIHJo2shtnAwO0L45UVO/DAbQMQUesRxvEgDArpV87n/Bql8HqDicAKAE6HH0tfWo+J04bARBZpBUlcNy9/th8zRkyHf+X8hJ7L/jATfmM56psCONjoRaklijKrHmqZmqIpGmxYgxnzv0z5+ffb6uG5tjfsZQZZ1yM6ax9QNA2NzZb473SViCWxhGIsX9yuGH0/VMZYF6GYtgxGbcZ1H518Pgw6BpFobkXefM5dKoSYT8iEDXhBa/WJHa7/2+qC0xfFrRdYZRV0gdhO3Y7aDimdp+q6I9D+uAu6U7XQ2imM7hDGV7+q8cHmCDbspTC0mwrndKKhkqFDjuOwYzuLn3dz6NiJwVndVGD9JdiKKA5EGnE601HmJ4/dv7rBv4H3gzfh+W4NzMMu4f09s0WH8goTtpKi7kmH0ltQPmomGpc9kYiP5aNmgtJbhF9D0wjpjHj0nY0ZsYjlONz37FeJeDn3riEp/nbZ6t2orXMkCg80RaNE5L1ygfiF9o3KaEX5dTPR+M4TKWu1f3ywD38aZwfLcqhr8GD2SxsEx9ZKHW0rR7+56jLdM/B5ACDWTEHG2RYnLMuh3qeC8bfT4V0xn9erpiPXD2bTX7L3BgAKSGibZTlMua4vJv8+1bPKGQEt5N9Zlsv7XGDCyUEoL/aPD/a3WrNJ8jpR7ghytYr/ntFp1S07M7PEdOIvigshjVRWWERzA3zX2d/gxhcb9+ORSedDRQOMWgWbuSVeMWoaDncQj7+wOfE6u00Pty8s635Iz4UoAdFtcSKUw6r3qfDn578SjXti8ZEvxrEsx7teC4bZFA9KASlxtLauGc9+GMTT0y6EoZW1RHRMKHYULeru3bsX06dPh9FoxHvvvYeOHeUn79ojFEVDY69ExS1z0NTsgS8EOFkdRl5YimNOP0otWlh5djaIdafGDEAAc5asS/z+oHMq4PQEMzrB0oO13MPRW4NIhE0E1jhOhx9R0jVekLAsB5oCHhw/8P+z9+bRbdVn/v/rXu2bZTlesjoJ2QkJBLIQkqZtWqAtZTI0paRDy9YMnZT+gPbMUGg5pcwMS5cvnZZpO80ECmVoQzsMpQxLU5ZhJyEQSAIhK1lJ4iS2ZVmy1nt/fzhStFzJki3bkv28zoEDtnR9r/S+z30+n2fjzt9s4EdPHGblhTcztt7OkbYoa146zifmujMqx7939XwmjPKWvMguZwBKdCZAfk0pFK4GszY2M/qqu9ATcRSTGZPLi3Iy8zqftuJxLcd2+zx2WjvC3Lb69b7NMOvl3KVKsPlCLlo4hGp1ADoJTefJd/xMH2VjrNeEVkIvY03X+Ch6gtneyej6yfdFojj/+ga6z4t9ogkSEWodcPHpcXYdV3jzgJk/bozzjB2mNqmc1qDS4FHwORWsZgyreDs7dTa/q3H8mM6E02w0j1eIRyKMUupRgN3xj3oV1AUwj5uAeex4An99Ete881DtxjqfMKWeN1/Zy7EjARpGenr1t4S+0xGK8ctnjrLskzfhc5poCyV46JmjfOOLo/B58ldrG9mi7149nzWPb8mwl/5gNPWz5Py6J17e3a+JKOIvDG8URSXqGUXXp2/GbVNoCyW494kDtAYiWMxq3jXZPTcuQdNJbVqVu6qwL7pM+gyapufcdzesmMOPfruRtkBY5utWKf5ghO+vfoM6j40rP30TjTUWbHYbAYsLU2fUMNBZqj9YDv0ZnXex94mR/17sfodQmST3xRq/cgdt/iAnOuPc+8QBPjhZ0Q3Q0hbqt2B9KfrTNJ1QOJbTHe/WaxZQ6y5+DSX+RXVRSCM19eNo+uqdoMVBNWN2n9obMDrOw89s4+KPTeL2Na8b7pEZ2eTkzObBTsAW3VYnSRubvocVVBx8/6cvZay1Tvi7cNjM2KymlK0t1T76OyN512vpPoCRHzpQe1GiY6HaKVtQ99FHH+WHP/whV199NatWrSrXYYckxi2FVPyanf/3p6189XMz+HmaY/jdq+fjceY6rYWqy+rT2molj7Ny2Sy+96tXezTCfan4Khdms4rX58gwsF6fA5NUjlUE6Rq2WVRaO7of8D6PnVXLZzOmwc3ewwH+8+EdbN/fxnevmp9a7EC39u74zYZebWSVMwAlOhOyExLSNaWqSsE2dIqiYnYbZ73m01ZC00nEMm338qVTcu6PgWwfVwk2X8hFC3di9jUBsGF398bW8nM8JQV0AY7G2onpCRrMpzLFHS++jRLsgmWLSLRtwpKIAaAoMKVBZ3J9jP3tCjuOmdh6UOOdfVqqq4cOmBVAARtgR8Grg1dX0IAjJp1dh7vwtUOTW2GCz0y9rZY9sUMsdZxteI4JPcGu2CHixJlqacaiZLqniqJgX/BxOh/9LZ0vPkvNhZ83PM6ESXVsfHUvm98+xKc+N72kz0koD5qmE4kmeGPrUd7YejTjd3//t4UXyNm2SNN0guEY6987dZzlS6dw94Nv5syvu2PVon5d/Iu/MHzI1/rV47DRWuPj+wb+53F/V46/4PPYOe4Pp3yLH35zcdnbHJdDl+n3XSSa4GBLgN8+uY3t+9sApJ1tlRI76Wu2tHXxwLNK9/7Cg5mBp5wq8RL9wf6wi6W0gDZaExa73yFULoqiElSctEQ1fv7YKc3efOU8Vj+2mfXvHe23YH0p+vMHI9y2+nV8HnuqGi0cjVNXU9oaSvyL6qJQh4D9Rwt37Mg+zqfmjc+ZaZ++R5a0yT++fgnhSJyPjnfy0FPbUglXg5mALbqtXhRFRXXWdvu6MQ1NS6Q0OK3Z1+0vPJLrL5RqH+8wmDdutF4bzL0o0bFQ7ZQtqPu9730PVVVZvXo1//mf/5n6ua7rKIrC22+/Xa4/VdUUallgMausuGBqzoP9zjzBr0IVi0aGMRYrbITLPeOxL7hcNlZcMy+nt71LKscGnWwN37ZyAb96dHNq4+D2Neu5beWCVFbWtGYfzSM9fOvLZ2e03ejtRlY5H/qis+FNupaTCQmj693YbWZq3d2zdHtbFe5y2fjS1XP5w282prT12ctm8x+Pb+HaS2ZnHLeUeXb9Zad7W+Ur9B+JrgDWkacB8NQ7fhprzEyqN5UY0u2epwtQa3KDBuYDR7Bt2wPzzyRoAbdiwZQIZrynM6BAm4mRnSo+TUHPHtSgQ8aJqIBHIeHQqdU0rDFoDcGeVp3X92u4xtehNX5IWzSMz5qps/ZEJ78P/pWWRHcAoU6t4QrPZ/Cq7ozXmUeOxnLaVDpfXIdr0ScwuTN/D+BwWhk5xsvWtw+x9LPTUPowF1gonaRNPeHv6rXtTNqitkCYf/zZS6xcNqsoe6mqSl5bWA67Kf7C8KCn1pv5/E+jNdmKC6amAroA/s5owfuiNzotly6T911LW4jb16zP+F1/tTwV+g9N09F0PaW3Ky6aQTSWyFiL5Qt0luIP9oddLKUjU2/2O4TqQFUVnnh5dypYWuOy8eyGvXxq3nj+9uOTCYRiPPzMNq679Kyyrl9K0V8ywNHS1pXRHe++W88v6W+Kf1FdJFtu+zx2li+dkgrml9qNw2JWM2aJJsm2V6qqUFfT3VXDYTdz0xVzB32vFkS31YzRfm7S7i1fOiUnHpHeDbRU+5hOofXaYO1FiY6FaqdsQd3nnnuuXIca0hRqWeB12Rhd7+5Tdmp6xla2YWwLhPMa4WLnhwxU4FdRFRpHevjaDYtIxDVMZhWXyybDyiuAbA3breYcza5dt4MfXHsu7R1RfDU2Dh/vZO26HbQFwqmWMW2BcK9bxpTroS86G96kazmZkNDoc/CTG5bkbXlUbFasoirY3FYWLTudGqeFjlCM1U91V778w3Il47jhaLwoB7kYO11JyTlC79G1BFpXJya7i11Hw2w/HOaL82pKDugCHIocx2Wy48RCQovheOltdK+H2KQx6NEICdWMqsVQgGCnwoF9ZjraTagqeOtM1DcqmEx6d+BWV1DQ4eS/zRawWnXM5gSxWAQ96wTDcTjcqbA91EBQ2cO/vbeVpbXTWTTehVlVCGlhHup8hqDWxeesC9E1nefiG/lj5wtc47kINatlmX3BEgK/X0PnS8/i/dzfGl7vhMkjeP3/9nD4oJ/R42p78YkJvSVpU30eO9dfNicny7uUioLkZsCjz+/MOFYhe2lk/4CS5uPlQ/yF4UFPreXSWxb7gxGO+7uwmFU8DmuOv5C9psvWcvp9UeocxyTl1mU5R5wIg4c/2N3yMNnq0GGzZLSHTa7F+hroLFV/xfiopfrepex3CNWD12Xj7y6cnqr0+rdvf5xzZozMsJ/XXzYHTeuNZ1z47xarP5tF5baVC7Bbzalkid7sb4h/UV2YVPjOlXMJRxIZdvW7V80/mRx1yvYUSijxumxEoomSklj6K+jVm/0D0W31ku3rrl23I9VGvlCxgVE30HT7mK4jhe5xCOndlirxWSw6FqqdsgV1x4wZU65DDWmSm1TTmn2pzK5AKNbdAlRVsNvMfcpOLfQALuSkFtMfv7cbDr1FURUZTl5BJB/S4UiClctmpSpuA6FYjmZrPVZiMY1/W/t2zgbCzx/ZxKrlsxnhdVTEzE7R2fBE03Ricc2wgjwSTZCc1zSu0dPrqnBFVfhV2ixI6Lbn2bbbZlGL2kDoyU4PtI0W+g8tHAJdQ7E5eeodP3aLwpljrL061sHoccY4GkhoCazvf4jpeDt8ehHRaKT7b6lmlESclsMq+z60YDYrTJhiwe2JE4+FT83hzXeuGkSjxr+zm2Firc4EPDydcBJvOsDTW0ax4WCQL5zh4UXT8/i1IH9r/RgjdA8osMg0ixcSm9gS3cOZtskZxzPV1WOZNI3gqy/g+eSFqA5Hzt9sPq2O9S99yJa3D0lQd4BJr1p56KltqQqbxjondR57SRtGyeDS9v1tqWN53VZG1jkN7aXHYTW0f3U1trLNMRV/YejTU2s5TdMJhCIZbZWTWsv2F3SdDP94+/42nnh5N3dftxgdMu6DtkC41zotpy7LOeJEGBySLfDXv3eU9kCUG788h9tWv57TAnHV8tll2VwtVn/F+qh97cgkGh46eN02/vnr56FpOlaLmtH5IKnju65bnNpHKwfF6k/TdFo7IqluZclZ5HU19l5pTfyL6iES0wh1xbn3D+9kdld8YAOrls/O6HZRKIilqgr13u4ZutkzwAfSXvVl/0B0W50Y+boAd35jMQrkjUcUso9GOrrlqvkAGS3zK/FZLDoWqpmyBXWF4jCbVBbMbOLij01KZRoumNnEhFEeWlpD2KzFbe4nKSVjq5ARLqY/fimD0YWhhdFD+qYr5tIVjuN2WLj5ynmpGXf55hn9/JFNrFw2izsf2MDYRg+NPqcEmoRBwUjP6RXkB1sCqardvgRFC20sZdtuj9PW4wZCT3ZabPTQIdHVAUBIs/L6zk4+Md2NxVT6cboSEU7EOzjdOhGiMeyvvwujG+mqc0EiAUBcsfBm6Fz2tlmpqzcxdrxOJBIklidQ2xsUFKYlmnnH8QELZ7bz3h4vD/r/isl7gs9Yzu0O6J5ksjKGd9nFK+F3mW2dlNNC2XbOQmK7t9P56gvUfPpzOX/LZjMzepyX9989zAUXny6ZtgNIepXf9v1t3PnABhp9Du7+5mIOtARK6gaTnuyyfX8bax7fwq3XLKDWY6fWY8+xl/ns313XlX+OqTB0yVepqmk68bjGgZYAJ/xdqY18OKW1u69bzAivI6NzRrYPcPlnZmS8Jkkpc8r6k8Gcayb0newW+EmMtDW63o3H0btksd5Qio/al4o00XD1Y7RO++evn2eo43hco6UtRL3XgblMFWDF6M9Izz9bu4kfX79EtDbEsZhVrBaToR5H1btTPkQxQSyzWWXCKO+g2ivZPxh+pPu6n543juVLp9IRjLDnkJ9tHx7P2dst1A00iZGO7npgA3dft5hrL0GexYLQT0hQd4AxqXD158/g+6tfS1XsXvyxSdz6H6+ljObt1y7kx9cvIZ4o/4M9nxFON+zJKmKv24oCqezHStlwEAae7Ie0z2MnEk3wv6/s4VPzxjPCa+fObywiFIlzov3Ugzydlrau7oodnwOb1SQPdGHQMHI6k1ULNW4roa44d31jUVnmNVnMKquWz8ZuNROOxgtm6/b0N3pqiyg2euighQIAvH0ghqZZWTCxdxuvh6InAKgze7BveB81FCb+iXNJnAzo6jq83zqFQ5FGxo9N4GnQiURi5bmILCbGx7DP/BHvOjdgO8OKiQjRPWewIeqjfpqO09r9TFAUhTNNk3khsYkdsQNMszZnHMfcMBLz+NPofPFZ3B/7FKotd7NkwuR6XnluFwf2tdE88y2wpwAAIABJREFUsa5frkfIxeuy5VQcXH/ZHI4cD6U6d0Dx3WAK+cPZ9jKf/dM0vaDdzEZa2A9v8ml4zeNb+Pols/nX+9fzrS+fbai1Y+1dRGIJnHZLSrPFdvuopLbHgzXXTOg72S3wY/EER04EDbV1wh8mEksMWDeXgfBRs+13vUEChVD5GK3TDh/vzNHxgplNxBM6nZ0RdF2nodZZtsBuT+TTczwha66hTqG2ya3+cKqzjM9jo6G2cBFDJficsn8w/EgWHjz8zDY+e95Eblv9WobP+/Kmg9y2ciEdwQjhaJy6mp51mU9HOlDvdWSMLJG1lSCUDwnqDjCRmEagK5oyeEaDyG9b/Tr33LgERVGJxTX8wUi/G750w55eRZxeTVFJGw7CwJL9kF6+dAp/fml3jlZuvnIeVosJRVEMtRKOxiu27YYwfMjndDaPqqHlRCjVTqmv85r8wUhGyzvovg/uuXEJmk7JC7ieWsqJjR46JELdlbov745yZnM9Xrvaq3m6B6PHUIC6INje+gCmnUbEaSY5/PbA4VoO+2uYad+M211Pe6y+fBeRhYrKovActts+JKbGmaI102qv4fUTOr9/N87np5to8nRrdZIymvW8z9uR7TlBXQD7OefR+T//RfCNl/F8/NM5vx83wYfJpLL17UMS1B1AVFXB67al2i4HQjEeemobV33+9LwB17ZAODV76eFntuX4wz+5YQmNPmePfzuf/bNaTEV3wJEW9kI+DW/f38bX/kanpa3LcOxIo89BNJagtSOceu73pJ98lenSMlboLdkt8JMz8rJnOV9/2RwefPJ92gLhAavGKpePmi8IIvZ76GC0Tlu7bgffvWo+dz6wIdXp7rLzp3H7mlP29ntXz2fCKO+AfN/F6rkSgnZCecnXNvmGFd12dfv+NqBbD9n2Nfu539oRGXSbJfsHw49kR4uvXzKbm3/ximF3xY5ghFt++SoAD3z/gtR6LZ8dy6cjs0mVZ7Mg9CMS1B1gLGaVzlCURp8Dn8fO2EZ3jtPq89gNZzX1p+ErZNiT1RQyo2b4kv2Q9jgtfGre+JyEhLsffJNVy2fz44c2pjYSklr57tXzqffa8ThlMSMMLvmcTnT46e/fznFs775ucc4xilmkG21K9MW+99RSTmz00CHZfrklbGHFZEevArrQXanbYPXheHkTANEZE1MzcltOuDh8rIZxTV2cFX2LD2OLwdx/QV0AG1ZmR6al/r+mVsdjS/DyfpU/bklwwVSYWq+iKiqT1TFsje8lpIVxqpkbzuZRYzGPaabzhXW4F30cxWzJ+L3FamLM+Fre33yYz1xyhjxzBhBVVViTNUtcVeG2lQuwW82pGea1Hiv+zkhORWR7IJraECulUiCf/at126h199zeHqQFndBNuobTuxeZTAoLZjbx6PM7DYNkikLK74XC+im1Ml0QiiHp3/o8dpYvnQLAigum8n9vHeCfv34ebR3hjEQFYMCqscrhoxYK3Ir9HjoYrdNqPd2Vj3d9YzEJTSMW11MBXej+vu/4zYYB+76L0bMkGgxdzGaV5qYa7rpuMbG4hklV+Ml/vZWyq5Drw2br4baVCwxHOQy0zZL9g6FPvn0rHePuil63FX9n9xymBTObctZrRnYsn45MKvJsFoR+RIK6A4zXZWPkCBffuXIu4UiCo625LZFWXDA1teEPA2f4Chn25IOgxmXl7usWoyN98YcT2Q/pcDSO12011Eqt28bypVNw2sz84O8XYjGr2Kwm0YpQMeRzOtGN7V92QK3YRbrRpkRf7XuhtoiFgr6SKV5daCcrdV0eDxN8vavS1XWdg9HjzOuqw/LBdjjnDKIn5/J2dNrYe6iOOp9GfW0HyjGwaF2FD9hPjHDAZyZpvLRf5entCTojOmePMTFZHctmbQ/vxfYyzzY95322c84j+Oe1hN58HdfCJTm/nzh5BPv3tLJv9wkmTunfYLVwimz7umBmEzaLmf/38NsZ1QxNdU6++8tXDbPD73xgA1BapUBPSS/F2Nd8iTixkzP7xHYODwp1L7rlqvmsXfcBDz21jR/8/UICoSj+zmjBinSjoJlRAKqUynQj5DkveF02br92Ia0d4YzE2htWzOFY26lONNOafXz3qvk5o5b6k3LMui0UuJUWokMHIz9ixQXT+ad7X04Fw5x2y6B+38XoubeJBmLLKx9N0znQEsgI0LYFwhmvyfZhs/Vgt5p7peFy60PmkA9tCu1b5St08Lps3P/n92j0OVi5bBbf+9WrPdqxfDo67u+qCJ0LwlBFgroDjKoqjK5309rRxXcefCU18+bnj2zC57Gz4oKpjGnIrd4dKCfVyLAXm52TRNd0gsEI8biG2azictlQxABXNcmH9D03LiES09A0HUXBUCuaTqrCIVmh2+grPE+kGERXQm8x0o6R0+kPRopqP1TsIt3jsHLHqkW0doTxd0Z57s19jK7vX/tuFPSVTPHq48TRY0R1Mwune3tdpXsi3kE4EWH66wfA6SAycRToGrGYyq599TjsOuPGdBEO6eiAORHu8Zj9hd0MSydovHZI5eW9GoEILJ7gwYeHLZHdhkFd89jxmJpGE3juaZzzF6GYTBm/H9Nci9misuXtQxLUHUCyF/UK5HSA+dnaTdyxapGhLRzX6GZas4+2QLjkSoG+zgLN9oGnNfu44qIZ3HLy/MtlO8WfqWyMuhdNa/axYukUlJjGdZfMRlcVTCYFRYFQOMZVnz8dr9tWdAvDcgeg5DkvQLd2nXYLt61+HZ/HnmojHo7GmTKulh/+wyKCoSh2u4U1/7uVN947OqBa6auNLnTfSAvRoUNPfsTadTv41pfPztvqcyDQNZ1QMIIS13DmeY73xs6LLa9skoGmSDTBCX8XPo+dlrYu1q7bkdOlLtuHzdZDvlEOhWxWf+mjr7ZZqFwK7VslE8GOnAhit5oJR+M0jXDicZm56Yq5WMwqsVjxdsxIR715NleaHZR1m1DJSFB3EFBVBe1kRVhL26mZNw6bhbsf3MDKZbMGbVGSnhmZDDKPa/LkVFPkyzLUNZ2WIwHW3v8m/rYuvD4HK66ZR+NIjxi+IUD63I8FM5u45ar53PXAqWD/1Z8/g++vfi1DK3cWaIVUbAaW6EroLYW0k63JYtsPFbNIz87gTc56stvMRdv3cmUoSku66uPggSO4dRtnjbECvdvkPxA5zuQDEZwfdcDH5hHTNXQddu2vJ6GpzJgUI9rVCYpCXLFi0QYvqAtgVmHxWI1NZoV3DkNnVKF5chObE7vp0iI41Mz7UFEU7OcsJPjUo3Rt2oBz7sLM41lMjJvg44MtR7ho+SxMsrE7YKQv6k/4uzLmkz76/E62729DVRVDW3ikNciqL84elHEN2c+AFRdMLbqdbrGIP1MdpHcvmtbs49rPzeDpRzZnfGfeRjetHZFU+0QjvzhfYkK5A1A9bdpJtcPwIZ7Q8HnsfPVzM1JV5ufObGK0Zzp/fOCtlIYvvWw2bSfb3VeLT2izqDmt/NsC4ZSupYXo0CHdj2hpC2XYyu372/jv53cYzjSNxrtnm/dnG/tin+O9sfOyZqtcjAJN1182J9XO/rdPbuOukyObjLSXrYdHn9/ZYyA4m2L0IRWOQjo97VvF4lrKj01q0O2wUePq1kxbINwnf7U3z+ZK0rms24RKR4K6g0T6Q337/jaCXfHUA91oVlNfFiWlZJakV2Qm5z5+68tnF52dEwxGUgYPwN/Wxdr73+RrNyzCLY5oVZP9cF3/3lEAblu5kI5ghHhCA8W4fa2RVkrJwCpWV5JFJWRTik0qtv1QvkW6zaLSGQgTj2uAwu+e2ZbhjN7xmw3cc+OSohzbcmYoSku66qIzFKWzrRWPw41Z1dF7Wap7sOsIH3snCPV1dI2sBU3j0NEaOjrtTJ2sEQ+3p14bV6yYtUiZrqD3qAqcM0rHZdHYeEQlYG5AH7+LnbGDzLZNynm9ecJk1PpGOp59GsfZC1DUzAXmhMn1fLjzBHt2HmPKjKaBugzhJJqm4++MZHTvuP6yOTzx8m5sFjXHFiY3x9oCYX5yw5KCtq4/nvfZzwBN08tuO8VPrh6Sz/oVS6ekArpw6ju78rrzDP3iu69bjElVUDVA767mytZnuQNQhZ7zlVTtIPQ/FrPKigumpvYRAC6cNz4V0IVuDT/9yGZWLDud208mIQyWT1isLdc0PSOJIhnEq6uxp3x1aSE6NDFad23edZyvfnYGq5bPTgX5399zgqYaB23+EG2dEf7y5j7+7jMzym7vin2O98bOy5qtcjEKNKWPDUkmmOQLvmfroS0Qpq7Gzo+vX2KYhGBkG3vSR6VVOAqDT6HkkmKCp331V4t5NmdrXe9h/TWQOpd1m1DpSFB3kMg2junzSbfvb+Ohp7axctksJoyuwd7DPNJCWSq9ySxJVhIn5z6W0hokHtdSBi+Jv62LhDiiVY+RE7n+vaN84ZNTuOWXr9Loc3DnNxYVrZVSMlGL0ZWR1r909VycXtuAV/sIlUMx2ik108/Iuf3naxcS7ohm6C+9CgK6NR6JaUVtOpUzU1ta0lUXz765Hx8hHLUNaL2N6ALOd3dR05lAX3wGCU3DH7Bx6KiXkU0aVlM7ifipY8dUG+ZBrtRNZ3q9js2s8drBGhyjbWwNf2gY1FUUBfvZCwmte5zwlk04zjwn4/ejx3mxWk1seeuQBHUHAX/w1OgOOLUBdseqRXic3c/mu65bTEtriEAolqp2AApuYPZn1nR6dVBfs9ONED+5skn3B8wmlduvXUgkGDP8zjTN2C/+xnKFWDBWUJ/lDkDle84rIFVfwwyvy5Yz6qPGaTHUcI3TAgyeT1iKLTfyi3+2dhM/vv5UApC0EB2a5AsqxBM6a9ftYPnSKTTU2hnvc7J29fqMddjvntnGNy49q6y6KPY53hs7L2u2yiVfQNXjtBQV6CpFD/lso73GWlAfMsdZyKZQULaYebfl8FcLPZvz7eGeO7OJN04mS0J5dN4bZN0mVDriHQwS6cbxvlvPp6HWQaPPkfr99v1trHl8C3arCZ/HXjCgu+9IB//4s5f42r/+lX/82UvsO9KBpnVv1ubLLAl2Fq7ISXdakpXDyfMr5LSYzSretOsA8Poc0vZwCJBcZKTT6HPQUOvgvlvP5yc3LGFETbc2etKKpulEoomiM1GL0ZWR1v/wm418eMCfcU8Iw4uetNOTDTUi237/5IYleO2WHP09/chmViydknpfspq3mEVTOTO1k858MTZcGFw0TeepV/cywtKFzePr9XGCgXbO2NxKYHw9XR470ZjKrv31OJ06TQ1BEvFYxuvjinVQZ+oaMbFW5+PNGvG2BnbGPqK1K2r4Osukaai+EXT89Un0rCC4yaTSPGkEH2w9QiQcH4jTFtLIN4dJVRRUtfsfi1nlp79/mzsf2JAK6BbawNQ0Hb8/bOzbBstbbd4ftlP85Mol2x/4p5+/RCyuMcLnMPzOVNXYL1Y1itJncpOr0edMtUhuaQvRFgiX7LPm06qqKlL1NcxQVSU16iNJRyhmqOGOk4nb2XZN03TaAuFe67FY8u5TGNjyfH5xPCFaHuoYrbvGj6zBZlW54qIZrHl8C+3tYf74wMacddiF88aX1d513wtK0c/xdDtfaE8vdRxZs1Us+fbCGuucKU2mf79GdrRYPeSzjSaNgvroyxznUvZChOrC67Zxx6pF3Hfr+dxz4ymt5tN09hqsVDtWCvn2cL/+N7MydH7LVfPxOKzAwHY0kHWbUOlIpe4gkp6xoml6r9oa9JSlki+zJByJ4zzpWBiR3R76oae2sWr5bMY2erBZTXgcVsPAhMtlY8U183KyylziiFY9+bK8RngdGTrqKZMr6Th2RWJ55yJlU4yu8mndaTVJVcIwpift9DbTLzvjsL0tZKi/Wnf332n0Obj92oUZc6kLtYopNVO7UIattKSrHjbtaKHlRAfOui40q6vXx/G/8hL2uE7n3NOxJhLs2teIpqlMnhQjGgrlvD6uWrHEIyhAJS3hx9bAGdF6tpkO8uttO/j69OnUOTNdV0VVsZ99LqHnniS8bQuO02dn/H7y9AZ2bWvh/Xc/Ys6C5oE8/WGPopBjxxbMbDo5qiGExazicViL9n+T/oMWSQxI1nR/2E7xkyuXfP7APTcuMfzOPB5jvxhdL0mf5Wgjl0+r/mCERp8Dn8fO8qVT8DgthKNxbBbZjBrK1LoztfmXN/dxzVVz+cPJoJfX52D5FecQNXW3C09fyw1kW8NSKmB6W8EoFWhDA6NKr4RGanxZvmr0WretbFWuyXvjd89s49LLZufMWU8+x/uiOVmzVS759sLqs/bCoO92NJ9tjCcKd/ySOc5COvl06HF226rBmEWfbR+VmLHWg6EoK5fNwuO0EAjFWLvuA6472XVhIDsayLpNqHQkqDvI6LpGIuhHT8QZV2Pmnm8tIRIt3oHrKUslmVmSbii9PgcHjwcx2c0lzXwY4XVQ73UQDEfZd7Qj1Z4520lpHOnhazcsIhHXMMlc0yFDvkWGoujEO9vRE3EUkxmTy1vQAfQHIzz8zDb+9uOT885FykYH7DVWrrhuIbqmY7WYcLkzdZVP6x2hmFQlDGOUHmxS0oZOa/Zx5UXTGV+roOoJzFoIXbeiKMU5h/n0V3+ykt1iVtF1+Kefv1TUoqkUJ7uYhaO0pKsOnnz1Q8a6T9oqm6dXx0icaMWxZTdbJzuYZHGyb7+TQNDO9GmZc3TTiap2THoMkxYjrlp6e/r9wjRrHdt1ExHXEX61oZ6Vc0fQ5M48R8uU01HffIXAuiexz5iFopx6NjQ0uamptbNp/X4J6g4QSd+2hhg//Yc53PvEbt7YepQFM5u47Pxp3PKLVzJs1bhGT1EbmMmNp1XLZhna2/7Imk7azuQmxHF/V582WXt6JgmDR/aaanpzLVd+ehz2mB+X187Xrl9EIpH5nSX9Yk3T0bSTM9AVpSR9lmtD1eg573XZTiaUhVPBj/RNPQkUDE0URWdcjcYvrzsLTTERtbhIxHUWLTudGqeFjlCMf3tsM9v3t3Hfredn6GAgN/jz+c5G90pvNp9lvmT1kr5HltxfyF6TxROnbHayGj1bS74aW9kCFOn3Rlsgyoplp1PrtlFf68DrtaOoSkmayxf8lTVbZVJKwD2plTqPjW9dMhmf00RnRxsBrw2vq+fvNp9tTJysns3nl8ocZyGdnp7nRr6Cx2Gs6XIkSBnZxx+tWmSo9WP+MHc+sCHj/dde0q3JgQxGy7pNqHQkqDvApBtDm1XF3nmEo3+8m7j/GGZvA02X3kxNY3PRgYSeslRcLhtfunouf/jNqczcz142m9VPbeOmK+bmPa6R0+JxWDnQEuCEvysVjAODh4OqyNDwIYqqKqnM/1hcI9AVMdSwtYCGY3GNT80bz09//3bBuUhJ8i2OnG4b6a80yqJKal1m0QxvCtkki1ntDjR8eip1ieO0r72noJbzObT5sviSi3zorkwrdtHUm4WjZNhWN4eOdbJx21Eun+OAvaBbHT2+x4iuF14iblbYe+Zo6lotfNTiZdQoDYvaTjxuXIcbVbv/llULEVe9vb2EfsGEiZGJOtrqjxE+pPHrDce55pwRjPVaU69RTCZsc86l68W/ENn5AfapM079TlGYNK2BTesP0Ho8SF197yughZ5JJBLEju2n5b9/mLKlN37hJo58eioWi4Xb17zea1uV3Hha+/xOri1QJVNuyh0YED+5MklfU01vruWmi0fR9dSPOJTmE7iyfIKkX5yuj3NnNnH1VefwxwfeKkqf/bmhqqoKTruF21b3/r4TqgsjG9x06c2E3SP51eNbeqxsGcgN/lIqYHpTwSj+cXWi6xrRlv097i+k22wjv+BLV8/FW2MvW6V2+r2xfX8bt58MONx36/mptV6xmpOEg+qk2IB7LKZR57Gl/IiI/xgObwPWL34H3Tm+x73efHu4//H4Fr5x6Vk5fke6fmSOs5Ck0PM8n51VnM2Akhm3sKhFd5srhJF9/I/Ht3BNlta/dPVc7v/Ltoz3pmtyoDsayLpNqGTEUg8g2fMKjhw4FQwDiPuPcfSPd5MI+os+Zk9zNxRVwem18fHlZ7DiG+eyaNnprH5qG22BMDaLWnBeTnbv/EBXlH+9fz12q1myuYYp5dCwxazidVt7nIuUnENy3N9luDjyZ81bSmVRXb+Ib9z8CT6+/IyU1mUWjZAPr8vGymWz0EIdBJ+8p6CWC82cSc/iu+HWpXzthkU0jvRkZPEVO7ekVCTDdmjw2P/twmxSmdHUrQfd4iz5GLG9+4jv3sObM534lAZ27fPhdmk01YeIR2N53xdVuxcqVi3Yu5PvZ0YlGulSuzh/RhyLqrBm4wkOtGfO2LVOn4Xi8hB49qmc90+a2oCiwKb1+wfqlIclmqYT9relggnQbUtP/M+P6Opop7MrWpKtyp5HZrN029Dt+9tY/dQ2Fi07nb/75nlced15Ofa2nOTbpM32Q4TqJn1NdeWnx9H1VGGfIEm2Pt547yi/WfcBV153Xl5/IJ3+8A3S751oLCE+wjAhnw0++se7celdRc3q7C9f1YhifOd0Sp1DLf5xdZII+ovaX0i32dv3t/HHl3fzlVXncn1SS00eDhzrLNusUKN7Y8HMJhRI6TAWK05z4lcMXTRNR9N1Vl44PsePOPbfPzT0I7L9XR2wua0sWnZ6xh7uG+8dJRbXCupH5jgLSQo9zwvZ2ew9r50H2stir4yeyW+8dxSb25rpBzR5+LvPzMjQ5O3XLkTXT9laoN/m/ApCNSGVugNI9sPX5zLRedKIJon7j6En4kUfs5gsFY/Thtdrz8isKWW2Y5KkEQ6EYpLNNUzJ1rDbphAx0HAiFkPNM7PZ67IRiSYKaig9e/VbXz676AW5oiq4a+w4NR2T3cxNV8yVWTRCQVRVQVWUvFrWE/FUpmIkmuCEvwufx05LW1fJXQrK3VI5iWTYVj9tgTDPbzzA4tmjsUZ3A6CXOFNX1zS6nn8RrcbNO5PdnLH9NHRUJp0WJRIqHKxNVerGQ2At+NJBYVSiHkWH47aP+MLUmfzPjiD3vXWCr50zgnG13SesmM3Y5swn/MpzRHbvwDZpaur9TreVMc21bNpwgI9fOBWz2TRYlzKk8QcjhAOh1AZBkrj/GFNGu+nAYWirkhui6c/rfDbw9msXctvq19m+v41fPb6FW69ZQE1aR4T+QAIDwwNVVairsbFq+WxOa4AjRa7R8m1S/f0lOo2+npNzyt1GLvveuW3lAvERhgmFbLCeiDN+ZH2PlS0DPWOvNxUwxfrI4h9XJ3oibqjhRCxGa5avUGgfrC0QLmuldva9sWBmEysumM7NaSMl7li1qCjNiV8xtEivalSAp17dw2XnNXC0CD8inz3zum15uyuUUz8yx3noUuh5nggE8trZYChzz7dcRV35nslGfkC6JpOVwskxZtLZQBBOIR7tAJL+8J3W7MPusGP2NmS8xuxtQDGVFmvvKWs1/UF9363n85MbluC0W0rOtkka4Uef38n1l82RbK5hSLYD2RZKGGp479FQ3kxYVVWo9zr43tXz82ooPXicTCJIp6cFeXaGIlCwKl0Y3lgsKp0RPa89TmYq/v2dz/KrRzfz1c/NYFqzDyjdoa2rsXHXdYv5z+9+mh9fvySvM1pKBrdk2FY/T77yIfGExsLZo6CrDV01o5tL+/6im95FO3acvXObGf3hOcRCVmZMSxDt6rn7R0yxoQPWeGcvr6B/sWGlXvOxl0N4rCpfmOrCZsqt2LXNPAvF7cH/5/9G1zPt/LQzRhLqjPL+u4cH+vSHDbG4xonOuKEtNVksjPA6cmzVLVfN59ePbc6poslnA512S4Y/29sFfXZVRCG/YCAr14TBJRLTuH3NevYcDRnqOJpQcrRSrD7yac5ondaXjarse2ftuh3csELWbcOBWFwjFCWvP1tMBVe59dgfFOsjexzWgutNoTJRTOa8+wvZvkKyBX4y0OUPRlK2tdyB0+x74+uXzOauBzZk6HDN41uK0pz4FUOH7KrGm3/xCufMGElrHn84e683nz0zqeRd35ein2L83VKre4XqoNDzvJCdPe4PZyS+9GY/1ohS9qzSNanpSGcDQciDVOoOIOmZKcuXTuHeJ3Zz7ee+nWrLYfY20PjF72By9W6enVGW1+3XLsRptxBPdGdd1XsdqKpCKbMdk6Rn+jz01DZWLZ/N6Ho3dpuZWrdkcw0HsrOrHnz2ADf/zbdTbWvN3gYcn/s29z6xj9bADn5yw5KMGbzJzD+zWWXCKG/ejMD0RVgyieDnj2zqVca4zKwResLrshGqq8N+UaaWmy69maDi4F/vfynDifz5I5tYuWwWdz6wgUafI9XKvlB2az4d1rr7PmNPMmyrm1A4xpOvfsjZ0xrxOK2owVZweNH04pNPtFCI8MuvYZ0wnm2RMXj8jUydrKHH26GY4ygqMcWONVGZ7ZcBRiUa2GzaQUDpxGN184WpLv5nR5A1G0+wcm53xa5ituBYsITQc0/S9e5bOM+am3r/6HFeamrtvPHiHmadPQZFkfuj3FjMKo9vaDH0bYOKg4i/i7oaGz++fgnxRHc1w68f28z6944CmVU0+WxgPKEVVf1YiFL9goGuXBMGj6Sf++CzB/jBpTdx4n9+lOHf/tvju/jGF90Zm1096UPTdNo7I4QjcT463snadTtSo0GSmit2Tl8xZN872/e38dsnt3HXdYtT1yg+wtDEYlaJmh3UZvmzrou+TVBxYLTDkF5hlq6NSp45W4yPrGk6B1oC/O4vH7By2Sy8bit1NfbUXohQuZhcXpouvTlj1qProm9z75/3AZm+QqHZouWo1Da6P5L3htF+2vr3jrJq+ZkVVxEv9B9GQdmfP7KJG1ecxcgsf7jp0psxubwZutI03dCeRWJa3vV9sfqRfTAh3/PcyM6m7+OuWj6b29esB7r3Y29YMYefrc3eXfX5AAAgAElEQVTcj1WV3E5LPZ1Lb/aspLOBIORHgroDSPrD1+O08MbWo7R3RLjy0zfhc5poCyVwO5qwK73L0Mtp7+yx09oR5rbVr6daxKxcNgtVUVAUinJysx3ZcY0eCRwMY7IdyNZAhLBrJA1fuYPWtk7aQgnufeIAH+xvB3IdyXQN2qxq3lhD+iJs+/62VBLB2EYPNqupJN3ly37sbeslYeihqgqj6j0EXFYavnIHqp7AZLFgcnnxt4cNnUiP05K3lX12Mk0yscFIh/fcuARNJ8emlroRUekbcEJ+Hn9xN51dMT55zlh0HZTOYyieenSt+IVK+MVX0GMx9o4/F/shJ9YxfmyWBPFoouhjRFUH1kSoN5cwIIxONLKZHexVDjJLn56q2M0O7FqmzkR95006nnwMxxlnoZi7XV1FUZg+ayQbXt7LwX3tjJvgG+QrGnp4XTb+7sIZrP7LNpZ98iZGuM14a1yciFn4/k9fyvEDdAXaA5mzkZOL9GwbOK3Zx4oLpqYqDvrif5bqF0jizPAh3c89kqil65On1mhJ//bv/zbTNmfrw2xSMalw3N+F2aQSCsdSa7FGn4PrL5vDQ09tK9oXzRd0y4eR/9AWCGMxq+InDHG8Lhtd4Th3/+79jP2Fe/98gH+6YixkTXXo7YZ/qZosN4V85OyRKe2BKHc+sCH1Gln/VT6KomJtbGb0VXd1t2LWVb7/4NbU/gKc8hXSn+fTmn0sXzqFrkg8NS4nO/CVPpexJ+32dH/k02ExazLxK4YO+QJOJpOJH/35MCsvvJnmRgcWqxWTy4uuK0WNSEgqoS9+abn2wQbb5gvlJ2ln8+3jjq53p3TZFghTV2NPJeUmfdtv/1vp7ZB7s2dlNnXbWp/HzvKlU/A4LYSjcWwW6WwgCBLUHUDSH77xuEajz8EH+9u55f5uw9m90Bjd6+NnOxTLl05JZdNMa/Zx8ccm8b1fvZraVLvlqvmpljFG2V2S2SVkk65hTdPRNB1dh07dzPcffivHGdU0PWOhldSgz2Pniotm5GR7JbWVHTxuC4QZ4XXQ6HOWrD3J7BKKWYh0684OZDqZ+RbsjXVOfnLDEnSd1HwPyE2mSWq7xmXN0aHPY+e4P8ydv9mQcx9IBvfwoCMY5bEXdzPv9CbqvQ40HdTgMag7s+hjxA8fIbp5K0dnXcC2Q078dR9xRqNKvKM0WxlV7bgSHaVewoDh0h3Uah72KoeYxXSAnMDu1+aOoLnWimPhJwj+7x8Ivv4S7o8tTR1j0rQG3ll/gNde2MVlV88brEsZ0njdNr72N7NQVQWbRSWswfd/8ZKhL9roc3DDijn89sltbN/fBpzamE+3gT35DKXSG79AEmeGB0k/954blxCJadz54K6ikquS+jBaO92wYg4+j52Wtq6cbh89+aK9WYuJ/zB8UVUFu81MayDCLfdvSf08n26L2fDP9qE9DisHWgKDuj+QT+MehzXnfkkmUWzf3ybrvyogU28OvB4bncEIrYHMNpvZs0WnNfv46udm5HT2Si9IKHUuY0/3R19trfgVQ4O8ewU+B/90xTwsZhVb2t5De2fmrOfkiIR0H/f6y+bw68c2c/lnZuTVZzH6Kcc+mOwJD026bW2UmO4w3Me128wF55Un97qgf4tmNE0nFI7xnSvnEo4kctaCHqckGAjDGwnqDjDJgNVHxzsNWxgU4wTmC1BkOxQepyX138uXTkk5uUCq1d3d1y1Gx7gVl1Q4CvnQdYhEE6k2crUeq2GSQHcmbK4GVy6bldI+5GqrnNmr5Wi9JFQvfV2IZAcWVlwwldH1bsymbk0e93flTaaBU9q++7rFOTpcccHUVEA3/bXJ+0AyuIc+jz6/k3A0zqfmNaPpQDSIEg2h22uLer+eSBB6eh2HGmbzQdcYqGvn2MT38XSchU7xVboAXSY3vthhzFqcuFqZ7uHoeAPvW/YQVEK49O4WvMnA7mM7gtx3MrA7rnki5rET6PjLEzjOmovJUwOAxWJi+qyRbH7rEEcO+Rk5pnfjLoRc8tlalz2/L9rS1sXP1m5KtfhK35j3ByPUuKwpP/WWX7xSNn9U/AKhJ1o7Ijz8zDbD8R8ehzXvyAWjtdPP1p4K4iZ/luz20ZPmerMWkwqw4UtyVuK/fP28nFbfRnsMPW34G9n1O1YtGvT9gXwaz9cGNX1kitj5yiWfHzGu0WO4FtP1UxVcRv5Fti7bAuGStNvT/SG2dvhhtA9rFNy/YcUcwtEEo+vdOXooNCLheHsX/s5oKhHlw486+mRby+Hvyp5wdWOkWSBla30eu2FcotB4xYEsmvEHI9y2+nX+vy+dxb1/eEd0KAhZVOauXZE88cQT/OpXvyIej3PllVdy+eWXD/YpFUXSMPk8dlYum5VqH1BXY2w40w1xMsPQKECR7VCEo/HUQzw9wJtk/XtHufYS8s4mkwpHIRujxVYyA3rtug9ykgT8wYihBo30mK2tcmWvSsXC8KanhUhPVbzpVTtGVbVety1vMk2SlrYudMjR4eh6d4+bBeKkDl1aWkP876sfct6s0XhdVnQd1EALAJq9pqhjhF9fz95oIzsbzmFkvcKL49dzmt5YUuvm1LFMHhTAHvfTaR1R8vsHgnGJUbxv3cNu9jFbn5H6uceqcklaYPeauSMYu+R8Ao/cj//xP1D3lZWp155+5ig+2HqEF57ezpdXzh+MyxiS5LO16Qkt+ezj2EYP9916ft4qsH/5+nll9UfFLxAKka7l9kA0NY+zoba79VuhKsV8ayeP05L6/0afg3A0XpTmSl2LZfs0Mj90+GC0Rvvu1fOp99rzVrL0tOFvZNdbO4zHkgz0/oCRj1zo/hM7X/kUWrPlW4vdfu1Cbr1mAV2ReI+6LNWeFhMQk7Xa8KFQonhdjY1Vy2djt5oJhGL89slttAXChgGnfCMSNE3nO//+SsZr+2pby+Hvyp5w9ZJPs3U1ttTPWtq6+O2TpY26G8jk2KT+zCZVdCgIBlRtquLRo0f56U9/yu9+9zv+9Kc/8cgjj7Br167BPq2iSBqm7fvbuPOBDdzyy1e5fc16IrFcg5Q0xP/4s5f42r/+lZ0H2g2dXX8wkpEteN+t5zNlXC23XtM9oyEQitHoc2QcuyfDmzTWpbxHGNrky4BevnQK6987ik53kkCy2jbpSGZrsDd67C3Z90VyYSibXMODQguRbPv6jz97iX1HOlKVDklUVUHTMayqNamkNA6kkmnSSWo7W4d2m1ls7DBF13V+/dgWFGDp3LGp+eJq+6Hu37t6nvcaO3yULTt0djYsYEyTCduYw8RMccZE64A8A8sL0GVyA2BP+Et+70Dh1p3UaV52si/nd8nArsOicN/GExzEg+3shXRtepPwB++lXme1mTn9zNHs3NbCoZMtf4W+k8/WqqrSoy9qs5pSvkOgK5rjZ3x0vNPwfckxEKUifoFQiHQtJ9dq3/n3V9DBUJ/JdRjkXzuFo/HUf3/36vlMGVdblOZKWYsV69MIQxOjNdqdv9nQPdahh1bdSY1lb/gb2fVoLGGoSbNp8H3XfPdLcmSK2PnKptCaLd9a7LbVr1NXY6Oh1tGjrUxW9Wa/Jp92e7o/hOFFvqQDfzBCJKZx+5r13PLLV7nzgQ0F273n05XVYir7vkA5/F3ZE65e8mk2EsutFr99zfpUkkpP+hhI25jU30DuHwtCNVG1d8Brr73GueeeS21tLU6nkwsvvJBnnnlmsE+rKEp5MGYbYrvVXFRlV6PPidd9qn3n1OZavnf1/JIMrziyQjY9ZUBnazjpSN593WIa6xx854p5NPocPPr8Tm5YMWfAtJV+XxTjqAhDh0L2ttDiLJt82o/EtLzJNMm/ldR2tg5r3WJjhytvbD3MhvePsGzJaThspyq4VP8hdLMVzeop+P5YKMwbL7RwwHs6k8eZmNQUZbtyEKtuZkTUuPtGT0RUJxoKjljlBnUBmuOjaFX8nFBzA7Ieq8oXprhwWRTue+sER0+bg1pXT9vaB0h0BlKvmzFrJHa7mWf+9B66BDzKQj5bm76hVIwvamRr167bwXevynzf9ZfNYc3jWwztdTGIXyDko5Df0FPFSr6105RxtakN1YmjvHjdxWmulLVYKT6NMPTo7azwQhv+RveC1aLmrOFuWDGHCojp5r1f6r0OsfNVQE97ZIXWYiO8jh5tpUmlJO1KApiQTiEbW8r+bj5d9de+QF/9XdkTrl7yaVbT9D4FSAfSNib199yb+7j+soHbPxaEaqFq2y+3tLTQ0NCQ+v/GxkY2b96c8ZqOjg46OjoyfnbkyJEBOb9ClNIGI9sQJzNUim11kN4SxuexlzTzQ+aEDA6VqlvI32qjUBs5VVXQgRvveZFpzb5Uy3FN1wvOdBaqi0rVbSF7mz0PF/JvgBVqM5PdesvjtBVlN8XGDj6DodtgV4xfP7aF8aM8zJnWkKrSBVDbD4J3FFqB9smBQJzX1x0jYB3DGeMS1NXG6YyG+NBzjKnx0ZDoZZBSUYmobhyx9t69f4AYFx/JVstOtrKDj7Mg5/duq8olU1w8tjPI/e90cNXcC6l77hHa1j7AiK99E0VRsFhNnHPeeF59fjcbX9vHvMUTBv5C+kAl2ttCtrYUXzRfW7pajy3lPwRCsdS8sWsvkbZb1UIl6taIQlpOHyuSJH0dVu7neinHkxaJ/Uc1aLe37RALtY81uhdq3Xbu+d3bGfb4t09u46Yr5pb1enqD+NWZVINu0+lpj6yntVhP330kpvHbJ7eVpF1przzwVKpuC+mv1DbH+XRVifZL7GpxVKJu82nWajH1uS33QNnGpP6uu/QsNE32jwUhm6oN6mqahqKcuoF1Xc/4f4AHH3yQf//3fx/oU+uRUh6M2YY4WeGYPci8GAPcG8MrjuzAU6m6BePFVk/zmuCUjpNt7KDboZDB9kOHStVtIXtbygZYKYu1Uuym2NjBZaB1q2k6P/3927QHIlz1+ZnoeprNTMRRWz9EmbgAXTcOzB46FGXj+g5ImJnfeAybt5Z4NMEO62ESisZp0QZ603o5SdDspTbaAroOSmUukqxYGB8fzS7zfuZxJk5y759kYPeJ3SHWfGjiqpmLaNz8IoFnn6Lm/IsAOG1qPR/uPM6zT25j6swmvFkZy5VMJdrbYn3bnmxePltrNimseXzLgMxvEvqHStStEYW0XIwvUO7nerHHG8gZZ8ONatBuf8wKN7oXdL070Sa5noPK0pn41aeoBt2m05Mf0ZPGe/ruLWa1orUrdFOpuu0pebEcgc9KtV+Vel6VRCXqNp9ma902at3FFSFUAqI/QciPoufbOaxwHnvsMTZu3Mgdd9wBwC9+8Qt0Xeeb3/xm6jX5smUuv/xynnvuOcaOHTug59wbjIab337tQpx2C/FE5RtgoXQqXbeapuMPRkpyAIx0fOs1C6SF0RCi0nVrRKm67I32hcpmoHX7x+d28NuntvHlC6Yxe1J9RvhVPfEhjmfvRpt7GRHPmIz3xWI6mzeH2Ls3Sk34GGd5j6JNnoIW10ig8QfPGzh1G5/wT0PTe1+VNSJykAmhzbzXcBEhS22vj9PfBJQg6xyvcZY+nXnamXlfF0noPLMnxD5/jJVdG6j/aDu+L1+Fc+7C7uN0hHnikc2MGuvlq6vOxWw2DdQl9IlqtLelYGRrAfEjqpyhottK9QXE1+4/qkW7A6FN0Vn1UC26LYW+aFy0Wx1Usm4r9fkvDD6VqlvRrCAMbaq2Uve8887j3nvvpbW1FYfDwbp16/iXf/mXjNfU1NRQU1MzSGdYHqTdxfCj0nXb24pv0fHQptJ1a0SpupQswaHHQOr29S0f8V9Pb2PhrFGcObme7FGupsNb0BWFhLsp4+dHj8Z4660gXV0a49u2MMnjJz5pAVo8AcB260cE1DDzuyb3KaALEDDXAeCNfFTRQV2P7qI5Pootph3MYApujOcI20wKn5/s5IX9Ye4/NpervQF45LdgtuA8ay6eGjsLP3EaLz+7i6f+eysXXzY7p+tLJVKN9rYUqqktnVA8Q0W3leoLiK/df1SLdgdCm6Kz6qFadFsKfdG4aLc6qGTdVurzXxh8KlW3ollBGNpUbVC3qamJb33rW1xxxRXEYjG++MUvMnv27ME+rX5BDLEwFBAdC5WI6FIYCF7b/BE//q+NTBpby+cXTcwJ6KJrmPdvhIZJJExW0DQ6OxNs3drFoUMx3KYIcw+swzvaR2zWAuKJ7oBuhBhv2fYyMlHLiLATnb4FdaMmJ0GTl7quvRx2zajYFswAp8cmcdB0lA3qO3xSW4iC8bmaFIVPNdupd6g8rC/hS7EX0B9agxbsxHXex5k4pZ6O9jDvvHkAd42NT352WlUEdocjYq8FoTByjwgDgehMqFZEu4IgCIIgDBWqNqgLcPHFF3PxxRcP9mkIgiAIgiDkoGk6j76wk4ee3sbksbVcedHphgFD0/6NqIGj6FOXEOyMs3NnmN27I6gqTI7vZuzuVzFNO53o1NkkTgZ0dXRedmwnosQ4u2siuta3gG6S47axjA+9hy9yiDZ75bbmc+kOZsQm8p51N+OUUUzRJ+Z9raIonNVoY5TLx1P28/nE3v9j8v/8nuCunTRc9hVmzx1DKBjlled2EegI8/lLZ2MyyYw1QRAEQRAEQRAEQRAEobKo6qCuIAiCIAhCJbJjfxur/7SF7fvaWDBzJBd/7DRUg4Cu2roX6xu/4ZjzDLbtGMGB/X50Hcba/UzYsQ6rHkFZ/EnCvib0tIDuW7YP2WNtYW50Eq6wGcgu/+0dJ6xjaYzs57TWl3mv4XOELd6yHLc/mBafSIu5lZeVjdh1O+MYVfD1TS4zX5pZy8a6z3B420YWbX6Lfdu34brgYhYs/hgut5V33jzIkUMdXPTFWYwd7xugKxEEQRAEQRAEQRAEQRCEnpGgriAIgiAIQhmIJzTe/qCFv7yxjze3HcHrsnHVRaczbbwPPSvmGo8laD3aybF9MQ53fYVAqwmzGma8+RijP3wFR9gPk6YRn3EWMRQ4GdANKzFet+9kp/UI0+KjOS04os9tl9PRFRM73POpjx9GM1d2izoFhQXh2bxqf5t16ivM1c/gDH0qJkx532NWFc4d48Bffx6v7Wpm4q7XsT6xlj3rnsA0cz5z55zJtp1d3H/vq0yb2cTc8yYwcUq9zFwTBEEQBEEQBEEQBEEQBh0J6gqCIAiCIBSBrutE4xqhcIyuSJwT/jBHjgc50hpi18F2PthzgnA0Qa3LymfnNXPWlHriUY2jB/xEQhGCHx0n0BGlMxDDH0ig66Cg49P8TD/xAU2BPZhNwMSpJCYuJWZ1oGkJDplP0KF2ccTkZ6/lGAl05sQmMKWzsWxtl9OJqzaO2k8DxVr2Y5cbG1YWh89hk20bG0yb2arvYII+lnp8NOoj8GFcaey1mTh75ngCk8eyddduavZupfntF+DtFzjdWsPexrns2hpn+9ajmE0wstHOqGYfTRMa8Pqc1NTYqPHasdktA3zFgiAIgiAIgiAIgiAIwnBl2AV1k7Pojhw5MshnIgwFRo
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