Geopandas hello world

Geopandas знакомство.ipynb

{
 "cells": [
  {
   "attachments": {
    "logo.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![logo.png](attachment:logo.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Библиотека geopandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: geopandas in /opt/conda/lib/python3.8/site-packages (0.8.1)\n",
      "Collecting missingno\n",
      "  Downloading missingno-0.4.2-py3-none-any.whl (9.7 kB)\n",
      "Requirement already satisfied: pandas>=0.23.0 in /opt/conda/lib/python3.8/site-packages (from geopandas) (1.1.4)\n",
      "Requirement already satisfied: shapely in /opt/conda/lib/python3.8/site-packages (from geopandas) (1.7.1)\n",
      "Requirement already satisfied: fiona in /opt/conda/lib/python3.8/site-packages (from geopandas) (1.8.18)\n",
      "Requirement already satisfied: pyproj>=2.2.0 in /opt/conda/lib/python3.8/site-packages (from geopandas) (2.6.1.post1)\n",
      "Requirement already satisfied: seaborn in /opt/conda/lib/python3.8/site-packages (from missingno) (0.11.0)\n",
      "Requirement already satisfied: matplotlib in /opt/conda/lib/python3.8/site-packages (from missingno) (3.3.3)\n",
      "Requirement already satisfied: scipy in /opt/conda/lib/python3.8/site-packages (from missingno) (1.5.3)\n",
      "Requirement already satisfied: numpy in /opt/conda/lib/python3.8/site-packages (from missingno) (1.19.4)\n",
      "Requirement already satisfied: python-dateutil>=2.7.3 in /opt/conda/lib/python3.8/site-packages (from pandas>=0.23.0->geopandas) (2.8.1)\n",
      "Requirement already satisfied: pytz>=2017.2 in /opt/conda/lib/python3.8/site-packages (from pandas>=0.23.0->geopandas) (2020.4)\n",
      "Requirement already satisfied: attrs>=17 in /opt/conda/lib/python3.8/site-packages (from fiona->geopandas) (20.3.0)\n",
      "Requirement already satisfied: certifi in /opt/conda/lib/python3.8/site-packages (from fiona->geopandas) (2020.11.8)\n",
      "Requirement already satisfied: click<8,>=4.0 in /opt/conda/lib/python3.8/site-packages (from fiona->geopandas) (7.1.2)\n",
      "Requirement already satisfied: cligj>=0.5 in /opt/conda/lib/python3.8/site-packages (from fiona->geopandas) (0.7.0)\n",
      "Requirement already satisfied: click-plugins>=1.0 in /opt/conda/lib/python3.8/site-packages (from fiona->geopandas) (1.1.1)\n",
      "Requirement already satisfied: six>=1.7 in /opt/conda/lib/python3.8/site-packages (from fiona->geopandas) (1.15.0)\n",
      "Requirement already satisfied: munch in /opt/conda/lib/python3.8/site-packages (from fiona->geopandas) (2.5.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.8/site-packages (from matplotlib->missingno) (1.3.1)\n",
      "Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.8/site-packages (from matplotlib->missingno) (8.0.1)\n",
      "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.8/site-packages (from matplotlib->missingno) (0.10.0)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.3 in /opt/conda/lib/python3.8/site-packages (from matplotlib->missingno) (2.4.7)\n",
      "Installing collected packages: missingno\n",
      "Successfully installed missingno-0.4.2\n"
     ]
    }
   ],
   "source": [
    "!pip install geopandas missingno"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting package metadata (current_repodata.json): | ^C\n",
      "- "
     ]
    }
   ],
   "source": [
    "!conda install geopandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 71
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1809,
     "status": "ok",
     "timestamp": 1567630732063,
     "user": {
      "displayName": "Wintermonth A",
      "photoUrl": "",
      "userId": "08864543463572702155"
     },
     "user_tz": -180
    },
    "id": "rWBahEgeoNgF",
    "outputId": "dc4f999b-f2ec-4e1d-8545-410c55c24ac6"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "UsageError: Line magic function `%` not found.\n"
     ]
    }
   ],
   "source": [
    "import geopandas\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from shapely.geometry import Point\n",
    "\n",
    "import missingno as msn\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "% matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Начало работы с geopandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GEO_ID</th>\n",
       "      <th>STATE</th>\n",
       "      <th>NAME</th>\n",
       "      <th>LSAD</th>\n",
       "      <th>CENSUSAREA</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0400000US01</td>\n",
       "      <td>01</td>\n",
       "      <td>Alabama</td>\n",
       "      <td></td>\n",
       "      <td>50645.326</td>\n",
       "      <td>MULTIPOLYGON (((-88.12466 30.28364, -88.08681 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0400000US02</td>\n",
       "      <td>02</td>\n",
       "      <td>Alaska</td>\n",
       "      <td></td>\n",
       "      <td>570640.950</td>\n",
       "      <td>MULTIPOLYGON (((-166.10574 53.98861, -166.0752...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0400000US04</td>\n",
       "      <td>04</td>\n",
       "      <td>Arizona</td>\n",
       "      <td></td>\n",
       "      <td>113594.084</td>\n",
       "      <td>POLYGON ((-112.53859 37.00067, -112.53454 37.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0400000US05</td>\n",
       "      <td>05</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td></td>\n",
       "      <td>52035.477</td>\n",
       "      <td>POLYGON ((-94.04296 33.01922, -94.04304 33.079...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0400000US06</td>\n",
       "      <td>06</td>\n",
       "      <td>California</td>\n",
       "      <td></td>\n",
       "      <td>155779.220</td>\n",
       "      <td>MULTIPOLYGON (((-122.42144 37.86997, -122.4213...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        GEO_ID STATE        NAME LSAD  CENSUSAREA  \\\n",
       "0  0400000US01    01     Alabama        50645.326   \n",
       "1  0400000US02    02      Alaska       570640.950   \n",
       "2  0400000US04    04     Arizona       113594.084   \n",
       "3  0400000US05    05    Arkansas        52035.477   \n",
       "4  0400000US06    06  California       155779.220   \n",
       "\n",
       "                                            geometry  \n",
       "0  MULTIPOLYGON (((-88.12466 30.28364, -88.08681 ...  \n",
       "1  MULTIPOLYGON (((-166.10574 53.98861, -166.0752...  \n",
       "2  POLYGON ((-112.53859 37.00067, -112.53454 37.0...  \n",
       "3  POLYGON ((-94.04296 33.01922, -94.04304 33.079...  \n",
       "4  MULTIPOLYGON (((-122.42144 37.86997, -122.4213...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country = geopandas.read_file(\"data/gz_2010_us_040_00_5m.json\")\n",
    "country.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "geopandas.geoseries.GeoSeries"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(country.geometry)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "shapely.geometry.multipolygon.MultiPolygon"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(country.geometry[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd3009d0970>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "country.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 2160x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "country[country['NAME'].isin(['Alaska','Hawaii']) == False].plot(figsize=(30,20), color='#3B3C6E');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Подгружаем данные о урагане"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>AdvisoryNumber</th>\n",
       "      <th>Date</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Wind</th>\n",
       "      <th>Pres</th>\n",
       "      <th>Movement</th>\n",
       "      <th>Type</th>\n",
       "      <th>Name</th>\n",
       "      <th>Received</th>\n",
       "      <th>Forecaster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>08/30/2018 11:00</td>\n",
       "      <td>12.9</td>\n",
       "      <td>18.4</td>\n",
       "      <td>30</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 12 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
       "      <td>08/30/2018 10:45</td>\n",
       "      <td>Avila</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1A</td>\n",
       "      <td>08/30/2018 14:00</td>\n",
       "      <td>12.9</td>\n",
       "      <td>19.0</td>\n",
       "      <td>30</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 12 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
       "      <td>08/30/2018 13:36</td>\n",
       "      <td>Avila</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>08/30/2018 17:00</td>\n",
       "      <td>12.9</td>\n",
       "      <td>19.4</td>\n",
       "      <td>30</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 9 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
       "      <td>08/30/2018 16:36</td>\n",
       "      <td>Avila</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2A</td>\n",
       "      <td>08/30/2018 20:00</td>\n",
       "      <td>13.1</td>\n",
       "      <td>20.4</td>\n",
       "      <td>30</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 11 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
       "      <td>08/30/2018 19:44</td>\n",
       "      <td>Beven</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3</td>\n",
       "      <td>08/30/2018 23:00</td>\n",
       "      <td>13.2</td>\n",
       "      <td>20.9</td>\n",
       "      <td>35</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 13 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
       "      <td>08/30/2018 22:42</td>\n",
       "      <td>Beven</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  AdvisoryNumber              Date   Lat  Long  Wind  Pres  \\\n",
       "0              1  08/30/2018 11:00  12.9  18.4    30  1007   \n",
       "1             1A  08/30/2018 14:00  12.9  19.0    30  1007   \n",
       "2              2  08/30/2018 17:00  12.9  19.4    30  1007   \n",
       "3             2A  08/30/2018 20:00  13.1  20.4    30  1007   \n",
       "4              3  08/30/2018 23:00  13.2  20.9    35  1007   \n",
       "\n",
       "                Movement                        Type Name          Received  \\\n",
       "0  W at 12 MPH (280 deg)  Potential Tropical Cyclone  Six  08/30/2018 10:45   \n",
       "1  W at 12 MPH (280 deg)  Potential Tropical Cyclone  Six  08/30/2018 13:36   \n",
       "2   W at 9 MPH (280 deg)  Potential Tropical Cyclone  Six  08/30/2018 16:36   \n",
       "3  W at 11 MPH (280 deg)  Potential Tropical Cyclone  Six  08/30/2018 19:44   \n",
       "4  W at 13 MPH (280 deg)  Potential Tropical Cyclone  Six  08/30/2018 22:42   \n",
       "\n",
       "  Forecaster  \n",
       "0      Avila  \n",
       "1      Avila  \n",
       "2      Avila  \n",
       "3      Beven  \n",
       "4      Beven  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "florence = pd.read_csv('data/florence.csv')\n",
    "florence.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 105 entries, 0 to 104\n",
      "Data columns (total 11 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   AdvisoryNumber  105 non-null    object \n",
      " 1   Date            105 non-null    object \n",
      " 2   Lat             105 non-null    float64\n",
      " 3   Long            105 non-null    float64\n",
      " 4   Wind            105 non-null    int64  \n",
      " 5   Pres            105 non-null    int64  \n",
      " 6   Movement        105 non-null    object \n",
      " 7   Type            105 non-null    object \n",
      " 8   Name            105 non-null    object \n",
      " 9   Received        105 non-null    object \n",
      " 10  Forecaster      104 non-null    object \n",
      "dtypes: float64(2), int64(2), object(7)\n",
      "memory usage: 9.1+ KB\n"
     ]
    }
   ],
   "source": [
    "florence.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd30299e7f0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# пропуски\n",
    "msn.bar(florence, color='darkolivegreen')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>Date</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Wind</th>\n",
       "      <th>Pres</th>\n",
       "      <th>Movement</th>\n",
       "      <th>Type</th>\n",
       "      <th>Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>08/30/2018 11:00</td>\n",
       "      <td>12.9</td>\n",
       "      <td>18.4</td>\n",
       "      <td>30</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 12 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>08/30/2018 14:00</td>\n",
       "      <td>12.9</td>\n",
       "      <td>19.0</td>\n",
       "      <td>30</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 12 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>08/30/2018 17:00</td>\n",
       "      <td>12.9</td>\n",
       "      <td>19.4</td>\n",
       "      <td>30</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 9 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>08/30/2018 20:00</td>\n",
       "      <td>13.1</td>\n",
       "      <td>20.4</td>\n",
       "      <td>30</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 11 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>08/30/2018 23:00</td>\n",
       "      <td>13.2</td>\n",
       "      <td>20.9</td>\n",
       "      <td>35</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 13 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Date   Lat  Long  Wind  Pres               Movement  \\\n",
       "0  08/30/2018 11:00  12.9  18.4    30  1007  W at 12 MPH (280 deg)   \n",
       "1  08/30/2018 14:00  12.9  19.0    30  1007  W at 12 MPH (280 deg)   \n",
       "2  08/30/2018 17:00  12.9  19.4    30  1007   W at 9 MPH (280 deg)   \n",
       "3  08/30/2018 20:00  13.1  20.4    30  1007  W at 11 MPH (280 deg)   \n",
       "4  08/30/2018 23:00  13.2  20.9    35  1007  W at 13 MPH (280 deg)   \n",
       "\n",
       "                         Type Name  \n",
       "0  Potential Tropical Cyclone  Six  \n",
       "1  Potential Tropical Cyclone  Six  \n",
       "2  Potential Tropical Cyclone  Six  \n",
       "3  Potential Tropical Cyclone  Six  \n",
       "4  Potential Tropical Cyclone  Six  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# удаляем бесполезную инфу\n",
    "florence = florence.drop(['AdvisoryNumber', 'Forecaster', 'Received'], axis=1)\n",
    "florence.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
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       "      <th>0</th>\n",
       "      <td>08/30/2018 11:00</td>\n",
       "      <td>12.9</td>\n",
       "      <td>-18.4</td>\n",
       "      <td>30</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 12 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>08/30/2018 14:00</td>\n",
       "      <td>12.9</td>\n",
       "      <td>-19.0</td>\n",
       "      <td>30</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 12 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
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       "      <th>2</th>\n",
       "      <td>08/30/2018 17:00</td>\n",
       "      <td>12.9</td>\n",
       "      <td>-19.4</td>\n",
       "      <td>30</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 9 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>08/30/2018 20:00</td>\n",
       "      <td>13.1</td>\n",
       "      <td>-20.4</td>\n",
       "      <td>30</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 11 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>08/30/2018 23:00</td>\n",
       "      <td>13.2</td>\n",
       "      <td>-20.9</td>\n",
       "      <td>35</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 13 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Date   Lat  Long  Wind  Pres               Movement  \\\n",
       "0  08/30/2018 11:00  12.9 -18.4    30  1007  W at 12 MPH (280 deg)   \n",
       "1  08/30/2018 14:00  12.9 -19.0    30  1007  W at 12 MPH (280 deg)   \n",
       "2  08/30/2018 17:00  12.9 -19.4    30  1007   W at 9 MPH (280 deg)   \n",
       "3  08/30/2018 20:00  13.1 -20.4    30  1007  W at 11 MPH (280 deg)   \n",
       "4  08/30/2018 23:00  13.2 -20.9    35  1007  W at 13 MPH (280 deg)   \n",
       "\n",
       "                         Type Name  \n",
       "0  Potential Tropical Cyclone  Six  \n",
       "1  Potential Tropical Cyclone  Six  \n",
       "2  Potential Tropical Cyclone  Six  \n",
       "3  Potential Tropical Cyclone  Six  \n",
       "4  Potential Tropical Cyclone  Six  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "florence['Long'] = 0 - florence['Long']\n",
    "florence.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
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       "      <td>[-18.4, 12.9]</td>\n",
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       "      <th>1</th>\n",
       "      <td>08/30/2018 14:00</td>\n",
       "      <td>12.9</td>\n",
       "      <td>-19.0</td>\n",
       "      <td>30</td>\n",
       "      <td>1007</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>08/30/2018 17:00</td>\n",
       "      <td>12.9</td>\n",
       "      <td>-19.4</td>\n",
       "      <td>30</td>\n",
       "      <td>1007</td>\n",
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       "      <td>Six</td>\n",
       "      <td>[-19.4, 12.9]</td>\n",
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       "      <th>3</th>\n",
       "      <td>08/30/2018 20:00</td>\n",
       "      <td>13.1</td>\n",
       "      <td>-20.4</td>\n",
       "      <td>30</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 11 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
       "      <td>[-20.4, 13.1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>08/30/2018 23:00</td>\n",
       "      <td>13.2</td>\n",
       "      <td>-20.9</td>\n",
       "      <td>35</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 13 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
       "      <td>[-20.9, 13.2]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "               Date   Lat  Long  Wind  Pres               Movement  \\\n",
       "0  08/30/2018 11:00  12.9 -18.4    30  1007  W at 12 MPH (280 deg)   \n",
       "1  08/30/2018 14:00  12.9 -19.0    30  1007  W at 12 MPH (280 deg)   \n",
       "2  08/30/2018 17:00  12.9 -19.4    30  1007   W at 9 MPH (280 deg)   \n",
       "3  08/30/2018 20:00  13.1 -20.4    30  1007  W at 11 MPH (280 deg)   \n",
       "4  08/30/2018 23:00  13.2 -20.9    35  1007  W at 13 MPH (280 deg)   \n",
       "\n",
       "                         Type Name    coordinates  \n",
       "0  Potential Tropical Cyclone  Six  [-18.4, 12.9]  \n",
       "1  Potential Tropical Cyclone  Six  [-19.0, 12.9]  \n",
       "2  Potential Tropical Cyclone  Six  [-19.4, 12.9]  \n",
       "3  Potential Tropical Cyclone  Six  [-20.4, 13.1]  \n",
       "4  Potential Tropical Cyclone  Six  [-20.9, 13.2]  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "florence['coordinates'] = florence[['Long', 'Lat']].values.tolist()\n",
    "florence.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>1007</td>\n",
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       "      <th>1</th>\n",
       "      <td>08/30/2018 14:00</td>\n",
       "      <td>12.9</td>\n",
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       "      <td>30</td>\n",
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       "      <th>2</th>\n",
       "      <td>08/30/2018 17:00</td>\n",
       "      <td>12.9</td>\n",
       "      <td>-19.4</td>\n",
       "      <td>30</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 9 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
       "      <td>POINT (-19.4 12.9)</td>\n",
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       "      <td>08/30/2018 20:00</td>\n",
       "      <td>13.1</td>\n",
       "      <td>-20.4</td>\n",
       "      <td>30</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 11 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
       "      <td>POINT (-20.4 13.1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>08/30/2018 23:00</td>\n",
       "      <td>13.2</td>\n",
       "      <td>-20.9</td>\n",
       "      <td>35</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 13 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
       "      <td>POINT (-20.9 13.2)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Date   Lat  Long  Wind  Pres               Movement  \\\n",
       "0  08/30/2018 11:00  12.9 -18.4    30  1007  W at 12 MPH (280 deg)   \n",
       "1  08/30/2018 14:00  12.9 -19.0    30  1007  W at 12 MPH (280 deg)   \n",
       "2  08/30/2018 17:00  12.9 -19.4    30  1007   W at 9 MPH (280 deg)   \n",
       "3  08/30/2018 20:00  13.1 -20.4    30  1007  W at 11 MPH (280 deg)   \n",
       "4  08/30/2018 23:00  13.2 -20.9    35  1007  W at 13 MPH (280 deg)   \n",
       "\n",
       "                         Type Name         coordinates  \n",
       "0  Potential Tropical Cyclone  Six  POINT (-18.4 12.9)  \n",
       "1  Potential Tropical Cyclone  Six    POINT (-19 12.9)  \n",
       "2  Potential Tropical Cyclone  Six  POINT (-19.4 12.9)  \n",
       "3  Potential Tropical Cyclone  Six  POINT (-20.4 13.1)  \n",
       "4  Potential Tropical Cyclone  Six  POINT (-20.9 13.2)  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "florence['coordinates'] = florence['coordinates'].apply(Point)\n",
    "florence.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Wind</th>\n",
       "      <th>Pres</th>\n",
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       "      <td>1007</td>\n",
       "      <td>W at 12 MPH (280 deg)</td>\n",
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       "      <td>Six</td>\n",
       "      <td>POINT (-18.40000 12.90000)</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>08/30/2018 14:00</td>\n",
       "      <td>12.9</td>\n",
       "      <td>-19.0</td>\n",
       "      <td>30</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 12 MPH (280 deg)</td>\n",
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       "      <td>Six</td>\n",
       "      <td>POINT (-19.00000 12.90000)</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>08/30/2018 17:00</td>\n",
       "      <td>12.9</td>\n",
       "      <td>-19.4</td>\n",
       "      <td>30</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 9 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
       "      <td>POINT (-19.40000 12.90000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>08/30/2018 20:00</td>\n",
       "      <td>13.1</td>\n",
       "      <td>-20.4</td>\n",
       "      <td>30</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 11 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
       "      <td>POINT (-20.40000 13.10000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>08/30/2018 23:00</td>\n",
       "      <td>13.2</td>\n",
       "      <td>-20.9</td>\n",
       "      <td>35</td>\n",
       "      <td>1007</td>\n",
       "      <td>W at 13 MPH (280 deg)</td>\n",
       "      <td>Potential Tropical Cyclone</td>\n",
       "      <td>Six</td>\n",
       "      <td>POINT (-20.90000 13.20000)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Date   Lat  Long  Wind  Pres               Movement  \\\n",
       "0  08/30/2018 11:00  12.9 -18.4    30  1007  W at 12 MPH (280 deg)   \n",
       "1  08/30/2018 14:00  12.9 -19.0    30  1007  W at 12 MPH (280 deg)   \n",
       "2  08/30/2018 17:00  12.9 -19.4    30  1007   W at 9 MPH (280 deg)   \n",
       "3  08/30/2018 20:00  13.1 -20.4    30  1007  W at 11 MPH (280 deg)   \n",
       "4  08/30/2018 23:00  13.2 -20.9    35  1007  W at 13 MPH (280 deg)   \n",
       "\n",
       "                         Type Name                 coordinates  \n",
       "0  Potential Tropical Cyclone  Six  POINT (-18.40000 12.90000)  \n",
       "1  Potential Tropical Cyclone  Six  POINT (-19.00000 12.90000)  \n",
       "2  Potential Tropical Cyclone  Six  POINT (-19.40000 12.90000)  \n",
       "3  Potential Tropical Cyclone  Six  POINT (-20.40000 13.10000)  \n",
       "4  Potential Tropical Cyclone  Six  POINT (-20.90000 13.20000)  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# коныертим в geopandas\n",
    "florence = geopandas.GeoDataFrame(florence, geometry='coordinates')\n",
    "florence.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "35     13\n",
       "70      9\n",
       "65      7\n",
       "140     7\n",
       "130     7\n",
       "50      6\n",
       "45      6\n",
       "30      6\n",
       "90      5\n",
       "105     5\n",
       "25      5\n",
       "60      4\n",
       "40      4\n",
       "110     4\n",
       "100     3\n",
       "75      3\n",
       "115     3\n",
       "125     3\n",
       "85      2\n",
       "80      2\n",
       "120     1\n",
       "Name: Wind, dtype: int64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "florence['Wind'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name\n",
       "FLORENCE     6\n",
       "Florence    85\n",
       "SIX          4\n",
       "Six         10\n",
       "Name: Type, dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "florence.groupby('Name').Type.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd303480a00>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "florence.plot(figsize=(20,10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Наносим данные о урагане на карту США"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iIiLyDSxY+TiFQo7L1i5BUmI0Hnxog0cuRmo0Ktx880UwGS34al8ZSkpqIJMJKC6uRkVlA4qLq93eJ42usKgSeXnpKCmpmfJoLSJPc/C16VN6ew2YNy8DR45USR1lWoqKCsXCBbMxa9YMZGcnY86cNCiVE3uLpdGo8KN7v+HhhEREREREREREvo8FKz8xf/5M3H7bpfjr395we9vXXns+rBYbOrv6UFJSAwBYu3YJCgoyUV/f5vb+Ap3ghpEnxcXVmJeXgSPFvPhMvsnhYMHK1xQXVyMxMQqNjR1SRwl4KpUSK1fkY+nSOTjrrFkIDw92y89+IiIiIiIiIqLpjAUrP3LppYvx7L/eg9FocVuby8/Ng1qlRElJNQ4eOuHcvnt3MX7y42twsrYFSqUcVqvdbX0GOnddtKysauTFZyKaMFEUERERwp8ZHpSTk4IrLl+KFSvyERKilToOEREREREREVFAYcHKj2i1aixalI1du464pb1Fi7LR0tKF3XuKh+2bMycNNpsdYaE6qNUqWK1cF2Wi3HWTfXBwEKcEJJ/F16ZvOnq0BgqFDDabQ+ooAWXmzCTcdddlWLI4hyOpiIiIiIiIiIg8hAUrPzMvL8MtBausrGSEhGixb9+xEfcbjWbsP1COWbOSPLJuViBz18XMlpYu5Odnoqmp0y3tEVHgUyrlsNtZrHKX0FAtbr3lElx55dIJr0klBbPZgobGDlgtNgSHBEEbpOY0hURERERERETkd3z36guNKGlGjMttyGQC8vLSsXnzZ6MeM2NGDJ588nX8e8P9SEmJRW1tq8v9ThfuukCoUMhgt3MqRvJNHGHluwZ+BvH5cdWFFy7AT358jU9O/We3O7D/wHF8uv0Q9nxegt5ew7BjLlqzEL/85XckSEdEvq61tRu/evh5AMDZZ2fj+utWQqfTSJyKiIiIiIiIBSu/M29eBuLjI9HcPPVRNynJsdixo3DItrTUODQ2dWLx4mx8/nkJYmPDMWtmEhobO5CXl86ClQRsNgdKSmqQnh4PUQRqapqljkTkxHqVb7Ja7ZgxIwb19W1SR/FbMpmAn/70ely2donUUUb039d3YuPGrejp0Q/b96N7v4F1686FXm9EaKhOgnRE5Ouamjqw/t6n0dQ0sN5hTU0Lbr7ponHPq6howN69RxETG45zluQiPDzY01GJiIiIiGgaYsHKz4SGaPHkE9/Hj378D7S0dE2pjZqTLUM+DwnRYtUF89Hba4DZbAUA9PcbsWbN2Xjo5/9GZ2efy7lp6qqrmxEeHoz8eRno7OpHa2uX83kiIjqTWq2UOoLfCg8Pxq9++R0sWpQtdZRhrFYbNm7cihc2fjxsX0HBTNxx+6XIz88EABariGhEDY3tWL/+qSF/Q1itNshkI88OUHK0Bl9+UQpNkApFhZX44stSAIBOp8FPfnwN1qxZyKlHiYiIiIjIrViw8kPJybG4/PJzsGHDh25pz2azwWy24q239mDdVefi3vVX4x//fJdFER/S3d2P7u5+AAMXVGUyAUajReJUNK1xiJXPUirlUkfwSzk5KfjTH+9AZGSo1FGGqK1txeubd+GLL0qHja5OT4/HxRctwg03rOJFYyIaU11dK9bf+xTa2nqGbDebrXjooX/j+utXIiMjAVs/OYgD+4+jvaMHJ0+2wGAwD2tLrzfh0d++jE2vfooHfno9cnNTvfUwiIiIiIgowLFg5aeWLZ3jtoKV1WrHyZMtuOFbq5CSEocPPviSxSof1t3dj6SkKGi1Gpw40SB1HJqmhFHuxibpqVUcYTUZGo0KN313DW644QLI5TKp4zjp9Sb897878cqm7TCZht+gEB8fiZ898C3MmZPm/XBE5Fdqa1vww/VPoaOjd8T9u/cUY/eeYsjlMtjtjgm3W1nZiB//5B/48+PfQ15eurviEhERERHRNMaClZ/KyEiEUimH1Wp3uS2bzY49e0pw5EgVFAo5pwD0Aw0NHZDJBOTlpaO4uFrqODQNcYCVD+NImwmRy2X41vWrcP31K6e8FktTUwe6uvrdPrrgxIl6/HD9U+jvN464f8aMaDzy65uRlZXs1n6JKPDU1DTj3nufRkfnyMWq002mWDVIrzfhZw8+h8suW4Lv3XU5R3sSEREREZFLfOdWYpoUuVyGe+5Zh3ffeRRLz8kdde75yejtNbBY5UccDhHFxdW8u56IhuClwvHNm5eBx/50J773vcvHLVYdO17n/Pjvf38LF138AF55ZTsaGtpRW9vqtjXDGhs7UFZ2Ert2FeHR3748arFKEATcccdlLFYR0biqq5ux/t6nJlSsckVPjx6vvLIdIu9mISIiIiIiF3GElZ8SRRFqtRIRESG4//7rcPBgOTa+uBX19W1SRyMvO3asFjnZKWhs6kBPj17qODRN8KKU72ps6kB0dBja23vGP3iaSUiIxBVXLMUN35rY9H+9vXrs2VOMl1/ehpSUWCQmRuHBn30LxcU12PvFUVx7zfkuZxJFEZ9sO4jf/e6VCY1u+P3vbsPy5Xmw2ex4770vEB4ejIyMBMTHRwAAFAqFT01tSETSqKpuwr33PoWurn6poxAREREREU0YC1Z+ShAEzMxMxG9/+zK2f3oYNpvrUwOSf7LbHSg7VovZs2ewYEVEaG3tRkxMmNQxfEpkZAhuvvkiXHH5UigU8jGPPXy4Ana7HSUlNXjzrd3OkcdqtRK//MWNmDEjBkajBZdcsmhKWRwOB8xmK7q7+/HZZ0fw4Uf7UFnZOKFzdToNli6dg6IjlXj8sddQc7Jl2DEzZkQjPT0BN313DWbOTBr38RJR4KmqbsL69U+hu9u7xSrey0JERERERK5iwcqPZWUl48CBcharCMDAdCz5+ZmoqWlm4YpoGouICEZbG0dXDfrmtefjjjvWIihIPeJ+URRRV9eKPZ8fxebNu9Da2j3sGJ1Ogx/dezVaWrrQ0dmHK69YOqG+LRYbXnllG3bvLkZTcyfi4iLQ0NAGo9Eypcditzvw39d34l//en/UNSzr69tRX9+OgwfLkZwci3vXX4158zKm1J+nmM0WAILbplMkoq8NjqzydrEKgFumKCciIiIioumNBSs/JggCbrp5Dd5/70ssX56Hk7Ut2LbtkNSxSCItLV1oaelyXpi02ewoLT0pcSoKVLwk5bu6uvqhVCpgtdqkjiKp8HAd0tLi0dXVD6PR7CxYmc1WHC6swKFDJ/DVl6Xo7taPu77L2Wdn44ILFsBktiA0RDuh/isqGvDY468N+Tnc12eY+gMCYDJZ8PTT70zoWIPBjOPH6/D3p97G3/56N7RajUt9T4XFYsPBg8exZct+lJadRG+vAUFBapw1fyYeeOB6r+chCnRSTwNotzs4qpOIiIiIiFzCgpWfO2/5PKy76lx88MGXePmVbVLHIR9w5EgVAGD27BlISoyCze5AbGw4ZDIBxcXVcDg4XwtRINPpNNDrTVLHkFRWVjKCglQoLKwEAHy2+whSUmLR1tYDg8EMi8U64bZkMgEXXngW5HIZNmz4EHPnpuHC1QsgCEPLtqIooqKyEeXH61BYWImtnxyY0JpUnlZWdhI/feA5/P53tyI0VOdSWw6HA3v3HsWR4mpoNEpUVTWjrrYFvX0GxMdHQqVSwm53ICQ4CEaTGUeP1gwbTabXm3DZZedArVa5lIWIhnv22fe5ZhUREREREfk1Fqz83L59x7BoUTbKTzTAbJ74BTgKfOXl9c6PW1q6EBqq5doC5D4Cx1j5Kr3ehDlz0nD0aI3UUSQjl8ucxSpgYFTViRMNU2orPT0BxcXVeOIvm9HR2Ys339yNd97Zi1Wr5iMnOwUdnb3YsmUfiournetd+ZrCwgrc88O/47bbLsH55+WPe7zD4YAgCM6inNFoxs6dRdj06nZUVzePeM5kpqHU6rw/2oso0ImiiNLSGkkz8KYoIiIiIiJyFQtWfk4XrEFfnxGXX34O3nxzt9RxyEfJZAIy0hNQWFQ5/sFE5PdEVqfdprKyEZWVjUO2FRVVoujUz9MZM2Kg02kQFxeB7u5+n71gW1XVhI8+2oec7FSEhenQ06NHV1cfduwoRGpqHC65ZJHz2N//YRNWrZyPWbOS8Mc//QeHD1dMalTaWFQqBaKjQiGK4pBRaqd/bjSacexYHcLCdSgrPYmDB8vxzW+uQHZ2ilsyEAWiltYuyUdX2Wx2qFT885KIiIiIiKaOf1H4OZVSgUd/+xIaGzukjkKnnDlNlK9obe2WOgIFFN+8KE8DqquboNWqYTCYpY4iDS8W7Orr25wf5+dnOgtZvmjPnhLs2VMybLtGo8Lx8jpkZSVj48atSE+Lx5N/3Yy+PiP6+41uzWCx2HDTzX+CVqtB1uwZmJefgUOHTmD//uO4/fZLsXBhFl58cSt27Ch0niMIAu688zK35iAKNL6wbunA2olqqWMQEREREZEfY8HKz1mstiFTv5G0tFq12y/uuUNqahxOnmyVOgYFEA7g8W1GowWzZ89ARUWDz4748SSpHvHRozVITo5BXV3b+Af7EJPJgs2bP3N+fnoRzhN6evTo6dGjqakDO3cVObc//fQ7Ix4vkwkIC3Nt/S2iQGUwmPHJtoN46qm3pI4Cu90udQQiIiIiIvJzMqkDkGtqa1tx3TdXQCYbGNWjUilQUDATKpVS4mTTk8FgRmZmgtQxhgkN1cLhcEgdgwKIb44jpNOVl9cjNzdV6hjTis1mh9Fowdy5aSjIz0RmZiJ0XK/JZXa7A198WSp1DCKfI4oi/vzn1/D446/BaLRIHQc2G99rEhERERGRazjCys9df91KtLf3YPnyPNQ3tOOiNQuhUMjx5Zel2L//OPbsKUFMbLhPT1EUaIqLq5GWFo+ampEXpvc2mUzgdIDkfj469SUNZTJJfwFTEhIOKmtv70F7e8+QbbGx4YiOCoVSpYTJZEZLSxe6u/USJfQvCQmRmDMnDRq1SuooRD7ns91HsPWTg1LHcHKILFgREREREZFrWLDyc0qlAiaTFc9t+BALF8zGjd/5A/T9RnT3fH0hzO5wIDU1Dn19BiQlRsNms0OtVqKyqhF9fb43fZ2/czhEhIZqpY7hlJ2dgq7OPqljEJEEWlq6pI5AGFhD8MwbB8LDgxEfFwG1RgWr1Yq2th60tfWM0sL0lZGRiMiIEBgMZpjNFqhZuCJyaqhvlzrCUNNvBloiIiIiInIzFqwCQHp6PCIjQ/Dv//toxP2nX7DsPK1woVTKUVCQicrKJvT1GTyeczqxmK1SR3CyWGxo4QgrcjNOMekf+vqMSE+PR3W1b4z49BaHHyyy1t3dj+7u/iHb4uIiEB8ficrKRp9cD3GiFAo5Vq0sgFqtQld3H06caJhy8fTzz0tOfbQLTz+9HvnzMgEAZWUnUVfXhsbGDoSGabH20iVQqzkdMk0foihCbzBJHWOI6bhmIhERERERuRcLVgEiOysFO3YUTuocq9WOwsJK5OSkoKys1kPJpCeXy6BQyAEMXXdHxMAf+6MRBMG5XxQHjhVFEQ6HOOS8048b5EsXS+12O4sL5HY+9BKncXR39Y9/UIDIyUmBWq1EYaF/ToPb0tKFlpYuKJVy5M1NhwjAbrPjREU9EhOjYbPa0djUIXXMMQUFqfHXJ+/GnDlpzm0Oh2OguNTUgX37juGrr8pQW9s65Lyf/s91qKtrw46dhWhu7hyx7UcffRlXrzsXF110NgDgrbf2oLikGgBQe7IV99xzlfP3PVGgM5kseP/9L6WOMcRY76uJiIiIiIgmggWrAFBb24oPPpz6H6xlZbXIy0tHcXG1G1NJQ6tVQxukRkdnH2JjwxEfH4mjR6th9uCIpzP/OJfJBFRVNSI7KxnHjtd5rN+Jqq5uDpjnl3xHYmIUoiJDRtwnYqA4fPp3xpnF4jOdfvzg95QgjFEYE0//UBzz2MF9ox0zdJt4qjj9dT8ixOHHiQNbB9oc3qgoDp470Mjpd50PFL0dI/SNYUVy4cwvnDD0Y1Ec+JnjcIiQyQTnuYOPVRRFKJSykb8wASI4OAiZGYkwGE0Bc/OF1Wp3FmIAIDIyBLW1rVAq5YiLi0BwcBB0Og1sNjs6Onq9NvVjRkYCzpo/C2qNEiqVEqWlJ2Gz2nD+inyEhuhQW9eCZUvnInqohRUAACAASURBVCsrech5MpkMqalxSE2NwzlLcmG3O/D002/jv6/vAgAsWpSNFSsLEBqixeWXL0FJSQ1ee20HZs9ORkxsOGKiw6DTaVBX1wqbzY4PPvgS+w8cR2NTBxITo9DR0YvNb3yGRYuysXTpHK98LYikJpPJsGrVfLx+6vvIF9jtvEGKiIiIiIhcw4JVAIiPj0STi3dcWy02N6XxnuioUGg0KihVCoiiiJ4eA7q6+mAwmAF8fae6tzkcAxenu7r7kZQUjYYG6dcXaGrqgEIhh81mlzoKBYi2tuFr8pBviooKlTqCx+TnZ6KkpBpFR/xzRNVEDU7na7XaR/zdljc3fUiByxU6nQZ6vQkZGQnIz8/EW2/tAQAU5Gfif//3HshkQwugVqsNSuXk3k7K5TL88IfrcO7yPPzqVy9AG6SGyWgBAKSkxCElJQ6XXrp4zDa++901zo/1ehNaW7uRnh4/qRxE/kylUiAiPFjqGE6hoVoYjGapYxARERERkZ9jwSoAKJVyKBRyWK1TL0Z0dfv2lFEZGQkIDdHCarOjt1cPk8mCzs4+n76Ts6WlCzEx4SgoyERNTTO6u/VezyCTCcjMSETNyRYWq8itzrxoTb4pKSkajY3SF809ITc3BUVFgV2omgi1WomOjl6oVApYpnDzyXduXI1Pth1yTsP358e/B6vNhpTkWGzatB3AwIXxNWsWjvh9P1qx6p139+LC1QvQ3t6NlJS4YfsFQcBZ82dh8+sPo6KiARERwSgsrIDNZsfs2ckIDg6a8JpUOp2GxSqaViorG/HgQxvQ2Og7U4TabHZog9RSxyAiIiIiIj/HglUAMBjMCA3VwXjq7uSpaGnpQnpaPKprml3KolYrYbPZJ1VImj17BhQKOcrKap3TYclkMoSH65CQEIW6ulZUVTW5lEsqbW3daGvrhjZIjeTkGFit9lHX5vCEpKRoNDV3wmr1vxF05NuGTFVHPikxMQo9PfqAXG9sRlI0Ojr6pI7hE8xmK7q6B27gmDcvA6IoTmoK2PPPz0drWw+amztxzTXnYe7cNFgsNjzymxdx4MBx3H7bpbjiinMQGTn+SL2mpg7YbHb09OgRFqqFzWaDWq0adpzBYMIn2w5Brzehq7MPO3cV4tvfXo01Fy7E7t1H8IN7/obl587DD35w5aS+FkTTRXV1s08VqwAgJiYciYlRUscgIiIiIiI/J3hzcdyFCxeKBw4c8Fp/08mfHvsP3nvvC5faSIiPRNMkiinpafGQK+SQyQQIgoDeXgOamjoQER6MhMQoGAxmhIXp0NHeg/qGdihOOzY5OQY6XRCamzudUxulJMdCq9PAoDehqbnDpRFjvio/P9PrIwIK8jNROEqf+fmZAMBRCjRpiQlRaHRxKlLyjNjYcERHh6G09KTUUTxiKjdGTDcT+V0THx+JG29cjUsvWYz9+48hISESqanxkMtleOLJzThw4DiefupeRERMfMqxjo5eKJRy3H3337B4UTbWr796xOPq69vwswc3oOaMm2SCgtS4/roVuOCCs2Cz2aFSKZGcHAOBFXIiAMDx43XY9Oqn+OqrMvT3G6WOM8SMGdG47bZLMSc3jYUrIiIiIiIakyAIB0VRXDjSPo6wChDtbT0ut9HV3Y958zIAAD09etTVtcHh+PqCoEwmQKcLQnp6PEwmC8rL60dt5/QpBlOSY1GQn4nikmpYLHao1UpUVDQOO6+2rtXlx+DriooqMXNmEioqGrzS38yZiSMWqwRBwLx5Gc4Lmnl56ejp0aO2NvCfA3ITXj/2WTKZLGCLVQAQFRnKYuk4DAbTmPsjIoLxz3/ci5iYcADAsmVzh+zPzU3B8uVzJ1WsAgbWS6uubkZtbSvOPXfuiMf8+98fYuOLW+FwDL9hymg04/kXPsbzL3zs3BYbG4577rkKq1bOn1QWokBis9nxzLPv4fXXd/lssb6+vh2PPPIiUlPjcNGahcgvyITBYMaCs2ZDpeKfnERERERENDEcYRUgbr/jzzh2rM6tbYaFaSGXy5GUGA2ZXEDtyVafX+vK13l7hFVwcBBiY8Ihl8tw4lSRLD8/A0bj8IJjbk4KSstqvZaN/FtSYhQafGw6IhoQFxcBm82Ojo5eqaN4hCAAycmxUCoVaGrqgMFgljqSzxlrZC0APPnk3Th7Ydao+202O06cqEdOTuqU+jcYTAgKUg8bGSWKIi6+5GfQ68cuqI3k3xvuR1ZW8pTyEPm7P//5v3j7nc+ljjElG567D9nZKVLHICIiIiIiH8IRVgHOYDCPOGLJVT09BgBAZyfXCXGHkBAtysvdW1QcT3+/0TllTH7+wOi5oqKqEY+trWuDQiGHzRZ4UzGS+wkymdQRaBQtLV3Izk4O2IKVKMI5GjQnJwUna1pgMLJoNUgmEyBi9JuRLrro7DGLVQCgUMgnVayy2exQKOTOz7VazYjHCYKAm767Bv/457sTbnvQAz97DrGx4RAEAQsXzsYtN188pE+igOano5p/8fMbkZ6eIHUMIiIiIiLyI7ziGACCglRQKnnRxpfJZAISEyNhNFoky1BUVDVqsQoYKG4lz4jxYiLyZ1xSxrcdO1aHnOwUFBRkIjEhcNcSqa5uRnBIkNQxfEp6egKKiqqgVisRFRU6ZF9sbDhuvfXiYefU1rbiT4/9B3v3Hp1Snzt3Fk3oOFEUccMNF+DVTT/H+vXrJtVHe3sPSktP4ujRGmzcuBXf+e4f8eijL2H79kM+O0UakatKjtbgnnv+F4vOznauO+pPNr26HXq9b621RUREREREvo0jrAJAZ2cfzGar1DFoDHl5GV6dCnCqwsJ0Ukcgv8GKla8rO/b1FJ/eno7UW2bNTEJxSbXUMXyKQW/CrJlJ6O7RIz4uwjnSTqNR4bE/3YmkxOhh56hUCvT1GrBkSc6U+ly9+qxR94miiOPH6/DiS5/gq6/KIAgCRFF0+X1LXV0r6upa8fHWA0hIeB+JCZGYOSsJ3//eFRx5RX7F4XBAEAQIggCT2YLy4/UoLKzAunXnwmyyoLCocswpPn1ZT7ceKpVS6hhERERERORHWLAKAOHhwZDLZXA4OJWbLxIEAZ2d/jE1V2FRJdLT4lFd0yx1FPJxLFf5l54evdQR3C4nJ4XFqhE0NXcCAIJ1GlRUDqxdKJfL8NBDN2DmzKQhx+4/cByPPfYabrn5IvzmNzdD5oGpPv/yxOt4+23Prr3T1NSBpqYOHDx0AqJDxPr1V3u0PyJ3sFptqKpqwmOPv4asrGSsXFmAjz78Cls/OQhgoMh8+o0H/mjVBfMRHMxRsERERERENHETvjIhCIJcEITDgiC8f+rzXwuC0CAIQuGp/y71XEwai8lkgdXKYpWvSkmJRV1dm9QxJqyltWvYRU2iM42+Qg75IlEMvGfME8WVQJKRmQij0YKQEC3+8PvbsWrlfDQ0tqO8vB59fQYcPVqDp/7+FlavPgvLls1129ezqakDmzd/BuOpdcVKSmrc0u5E7f3iKEwm6abfJZoouVyGR37zIo4fr8O77+7Fj3/8D2z95KBzyt3//ftb+ORU8cpfvf76Luw/cByiKGLHjkK0t/cE5O8jIiIiIiJyn8lcnbgXQNkZ254URbHg1H8fujEXTUJdXavUEWgUSqUCOt3Ii8/7KoPBDIvZivT0eKmjkA/jGlYkNRYlxnbkSBUKCjJx+22XYOnSOQCApMRozJqVhJde+gR3fe9JVFY1ISoydErTwb708if4/R82DdnmcDjw0wf+hRUr8hEUpAYAzJyZ6PqDmYT6+nbcf/8zvChOPq+4pBq1tcPfw4cEayVI4zkPPbQBj/zmRfzq4Rdw1bpf4bkN/JORiIiIiIhGN6GClSAIMwCsBbDBs3FoKt56e4/UEWgEgiBgTm4qSktPSh1l0mrrWtHW1oPc3FSpoxARjUhg1XRchYWVyMgYWjA6fLgC773/JQDg6quXY+3axZNu99ChE7jmG+dhzYULnNv0ehMeeOA5VFc343BhhXO7yei9wmJQkBo///m3EREZgqNHa7zWL9FkGQwm3H//syPu0wX7141O4zEaLdi27ZCziLxlyz6YzbzhgIiIiIiIRjbRNaz+CuCnAELO2H6PIAjfBXAAwH2iKHadeaIgCHcCuBMAUlJSXIhKownEtUkCQWxsuN8ukg0A/f1Gn1m4Pj4+EiHBQRAxMLWZIAAatQoyuWzIXfQ2mx0QAZlcgN3ugMViA3DqwrYoAoIAmUyAw/H1OQ6HeKoNEaI42L4AjUYF4OvPz7xbf3Db6fsG/hVw+oR5A30PbB7pjv/Bi+5yucy56PrQ/ac1Jwz+T4QA4euFpE61b7Xahjy2yRAEwZlccPYz0Lgz06mm5QoZqqqaptQPkbvodGqpI/is0FAtZs+egbBQHWbN+nqK1+bmTjz40Abo9SZcffVy3Lv+asjlk58KUK6QQaNRYeHCLFRVNyE9LR6bXt2OL74shUqlwLKlc7F16wFceOECNLd0uvOhjUkQgNUXnIVLLl7ktT7Ju9rbe/D+B1/i+PE6VFQ0Ijs7eeD9ilwOQSZAoZBDo1ZCrR74HQ5hYOSfyWSFxWyF2WyF1WaD3e4AANjtDlgtNlisNthsNqSnJ+D48TpYrTbYbA6Iouh832C32wEIEARALpdDp9NArVZCAKBSKaFQyuFwOOCwD/yytNntcNgdcIgirFY7HI6B9ux2B2bNTDrV3nBabWAVrM7U2tqNTZs+xS23XCx1FCIiIiIi8kHjFqwEQbgMQKsoigcFQVhx2q5/AngUA5cwHwXwFwC3nnm+KIr/AvAvAFi4cCHnZ3EzURRx/Hid1DFoBP39RsjlMudFEX+jUinQ3Oy9C41j0WhUOFHRIHUMOkWtVsJstkodg6a5wYvCNNz//d//ID4ucsg2vd6EV1/9FHq9CQCwckXBlIpVAJA/LxNffVWGhsZ2/PWvbyA2NsL5+yInJxW9fXocOFiOrKxknDjhvZ/dBoMZL2z8GNdftxIhIYE1rdp0JooijpaexOuv78LevUed66MBA2umuVNUVBhaW7sndGxfn2HK/YSHBztvqjmTWj3R+wn918uvbMPs2TOwbNlcqaMQEREREZGPmchfRMsAXCEIwqUANABCBUF4WRTFGwcPEAThOQDveygjjeFwYQXa2nqkjkFnUCjkSEiIREVFo9RRpsxisUGn0yAnJwVlZbUIDg5Cf79Rkiyc+cu3cG0Y8gVTLbYEunXrzkVMdDiAgZElr7++CwcOlOPY8VoolQNv++6//5vIy0t3qZ+du4rw3ntfAMCQmxsuvHAB2tt7seL8fPzxj696/aaNjRu3YseOQrz04oN8jQSAbdsO4YUXtqDmZItX+mttGTZZhNsplXIYDeZR9ysUgV+wMputKCqqxNKlczi9KxERERERDTHuX0SiKD4I4EEAODXC6n5RFG8UBCFBFMXBOaHWASjxWEoa1dGSGqkj0BlSUmIRHBzkl2tXnam6uhmCACQnx6Curg052Smoqm7y6OgamUyAWq2E8bR1T1gf8S18PvxPIBYZ6xvapY7gc84+Ows/+fE1zqlKn3n2fWzatH3IMbfeejGuunKZy321j3KzzK5dRejt0aO+oR3FJdUu9zMVtbWt6O83IixMJ0n/5LqGhnY89dTb2L2n2Kv9xsVHoMnDo8vnzElDYeHoU0bLpkEB56yzZmHlygIWq4iIiIiIaBhXbuF7TBCEAgxMCVgD4C63JKJJiYw8c1kxktLs2TNQXl4vdQy3EkWgrq4NAFB2rBZz56ahxEOF0hkzYhCs06CtvQcpKXHO6S5F0T+nVQxcgVf8IP8jl8uQnZ2MY8c4LS4wMHXqH/9wu/MC8MGD5cOKVaGhWqy7avmU+2hq6sDzz29BydEa1Na2jnjM/v3HsX//8Sn34S4lJdWcbswPiaKIN97YjWf/9f6Qqf+8pbOzz+N9jDfqMNB+w8rlMqxduwTvvrsXAHDdN1fgnnuuYrGKiIiIiIhGNKmClSiKOwHsPPXxdzyQhybJX9dHClQmk2X8g/xceXk9QkO16O2d+toNo4mICEFxcRUAwGq1ISkpGg0N7RzR43N4kYmk19LShZaWLhTkZ+JIcTUcjun9+3DBgtlQq1Xo6dHjgw++xOY3PhuyX6mU43/uvw4REcFT7sNqtWHLx/vhcPj2D+Xg4CDMnevalIfkfT09evzxj696fVTVILVaiQYvjNysqWmGTqdxrid3JkeAvLfPz89Ef58BNrsD3/3OhTCbrbhg1XwsWZLDYhUREREREY0q8CdJD3BtbRNbGJo8b9asJK8uLi8Vu92BmJjwCRWsEhIiERcbgfr6NhiMZigUcgQFqREXF4G2tm60t/diZmYiBAGQK+RDLjj39hoQExOO6KhQ2Gx2Tz4kooAXyBcHC4sqkZwcg8jIUAAibDYHjh6tkTqW183Ly4Beb8Kddz0x4kX3G2+8ECtXFrjUR0pKHFJT41Bd3exSO54WGRnC6QD9zP79x/CbR19CV1e/ZBnMZiuyspKdo7s9JTg4aMi0x2ey+2nxPTMjAV3d/TAaLTAazbh3/dWYNSvJWeD+xc+/HdC/i4iIiIiIyD1YsPJz3rgTlMaXmhrnnDYv0NntjiEL2SsUcsyZkwYBAxdZzGYrensNaG7uhMViQ2HRwDoNarUSBoMZvb0GtLR0ISIiBBqNCmXHakftq7KyESnJsYiIDEZjY4enHxoR+am6urYhP4Nzc1MDYh3ByfjnM+/in8+8O+r+y9YucbmPjo5enDzZ4nI7nsZilX95483dePLJzVLHAADU1raMOfrJVWq1EjEx4ThypGrUY6xWm0f6nqiQEC36+ka/KSknJxVBQSpUVTaiu0cPYGDavyefvBvd3f3QaNQ4ebIFcfEREAQBcjmLVERERERENHEsWPk53qnoG8LDg/3iIp67VFQ0oKAgE1VVTcjISBhx8fDg4CB0dPQ6PzebrUP2d3VNbJ2I2rpW6A2euXBERIGptPQkcnJSoFIp0dHRi/r66XFDwWhmzUpCXFyEy+20tXX7/HSAABAVFSZ1BJqgY8dq8cwz70kdw8lotCAmJsztBSuNRoWkpGgoFfIxi1XA8PdL3qDTaXDfT65FdHQYtn96CO+8M7DelFwuQ15eBrKyZqCurg1FRZW44vJzcNllS/DrX2/EF1+WIi4uAucsyUVwsPbUSFcgJobfg0RERERENDUsWPm5Yx6etoQmRuq7Yb3N4RBRWFiJiPDgUacG7O83uq0/1mV9je9fsCYqK/t69GZ6ejwA+PxUdp5y3vJ5bmnn0OEKt7TjSYIgICtrhtQxaAwGgxn79pWh6EgV3nxzt0+tx5qZmYjKyka3tKVWK5GcHAOFQg6r1T7hdqVYD1WvN0EURVRXN+FkTQuCg4PQ32+EXC7DyhX5WLVqPh58aAP0ehP+9Nh/IAjALbdcjLy8DKxbd+6QkfcAoFTyT0wiIiIiIpoa/jXhx/r7jdNqVI8vMxjMSEyIggigqWn6TF3X1d2Prm5vrDfBihURTV11dTOSk2Mgkwl+MULI3cLCXZ8ir7a2BRs2fOiGNJ4RFKTGecvzsHhxDtasWSh1HBrFCxs/xjvvfI62th6po4yo203vaYKDg6BQyFFRMfnilxQjrBYtykZDQwcuvvhsLF8+D6GhWryyaTsOHDiOyKhQCIKAiopGxMaGY+3aJVi2LA8REcFIS4v3elYiIiIiIgpsLFj5MYvF+3/Q0shqagbu2tfpNAgPD0ZERPC0vZPfM6bfBWZfNh0v+Ps7Th87sM7V7NkzUF5eL3UUr/t0+2FcvW75lM+32ez4/R82+fT7jltvvRjfun6V1DFoBDabHV98UYrKyka8+NJWWCy+OSpdLpchLjZ8yHTGUyaKUy5+eXuElVwuw69++R10dvYiLi4cH398AOnp8Xj++S145p8/RnRMKJqbO/HsMz9CbW0rcnPTEBER7NWMREREREQ0fcjGP4R8VUtLl9QR6Ax6vQnd3f1oaGhHeDj/mHcXkfURnyLyCfE7LFcNKC+vR15eBpKTY6SO4jWLzs7GD3+4zqU2Xtm0HSUlNe4J5CEF+ZlSR6BRvL55Fx58aAM2/PtDny1WAUB2dgpKT5tK1BUGoxnhUxzZ6O0RVmsuXIjw8GBYrHbceuvjEEURsbER+MlPrkFOTgrkMhle/c8ONDd3YeHCLLesh0dERERERDQaFqz8mLumLSH3S0mJ5fPjRiyQ+BqWP/wOnzKn4uIqtLX1ID8/EzJZYL8NOvvsLDzxxPeRlZU85TZ++7uX8dxzH7gxlXvJ5TLk52ciMzNp1GNEUcSJigbs2VMMm83uxXQ0SKfTSB1hXO58r6ENUsNun3p7Go3KbVnG43A4oNebkJGegNa2Hmz5eD+iokIxMzMJO3YUQqcLwiO/vgnz58+CSsXJOYiIiIiIyLP4V4cfq29olzoCjUKnC5I6QkAROQUdEbmRyWRBUVEl4uMjERUVCgA4erRG2lAecPNNF7nchlzum0W9zMxEaLVqXLZ2CdauXTJsv9lsQVNTJ8pP1OPgwXJ88MFXAAYKAWsvXYy7774CarX3igLT2beuX4XeHj3eevtz9PcbpY4zKpXSfX8WJafEosyF0VoajcpjUwMOruUnCAKuuOIc/ODuK6HVDhQUn33mR4iICAEAhIZqER8fCa1WDQDOf4mIiIiIiDyJBSs/1tTYIXUEGkVnpxvWPyAnm90hdQQiCkDNzZ1obu4EABQUZKKwsFLiRO6TkZGAuXPTXW7n1lsucRZ7fMVVVy7DffddO+rabHV1rfjDH1/FkSNVw/aZTBa88eZuqNVK3H33lZ6OSqfcddfluOOOtXjtvzvx9NPvSB1nRFY3jb7TaFRoa+t2qQ21WumWLGdasaIADz14A44UV+HYsdphRe2UlDjnx2lp8R7JQERERERENBYWrPxYVXWT1BFoBLNmJaGiokHqGAGFs5n5loG7s6VOQeRehYWVyM/PRFFRYBSt5sxJc8voqNjYcMTEhKGtrccNqdzjqquWjVqs6unR4+9/f2vEYtXpNr+xG+edN88tRT0a3/79x/D550fx+d4SqaOMqry8DkqlHFara4WrpKRoVFY2utSGcgqjvbRaNVRKBbp79EO2BwcHIWv2DOTkpOKuuy6DIAhYsjgHSxbnuJSRiIiIiIjIE3xznhcalyiKqDjBoogvUioV4JJL7sUvJ5GL+E00IaWlNYiMDJE6hlscO1YLhxsqy6IoQqGQuyGRe8jlMsTGho+4z+Fw4KcP/At7vygdtx2LxYpXNm13dzwaxfz5s3C0tAZNTZ1SRxmVIAiIiR75tTVRYWE61Na2upxlMt9zQUEqXHfdCrzw/AOIig5DWlq8c/q+u+++En/76w/w6G9vdRariIiIiIiIfBlHWPmpmpqWYXdQEgUqdy6ETq7j8+GHeI1yQlwdWeFLamqaXW5DFEX8+/8+8qkiQ1pqHIKDh68TWVPTjB07Cie1FtkJ3vjjNQqFHMvPzXNpXSdPk8lkMJmnvm5UZmYi+voM6HHD+3PNJKYEvP++b0KrVUOrVeMnP74G+fmZeH3zLmRnpSAvjyMIiYiIiIjIv7Bg5acOHiyXOgKR17BAQkTeoFIp0N3dL3UMt5g3L9Pl0RT79x/Hxo1b3ZTIPSqrmvCbR1/CmgsXIicnFRERwTh+vA4/ue+fky4UtLV1QxRFjjrxksTEaKkjjCk7OxmlpSenfL4gAK2trq1dNUihnNgIq7AwHYKCVCgomIng4CDk52cCAK695ny35CAiIiIiIvI2Fqz81IGDx6WOQETTFOuHFKgsFhtyslNQdsx3R4FMRHiYDr/65XdcLsTEx0dCLpfBbvetReu2bTuEbdsOQRAErF59FvbsKYHRaJ50O3a7Ax0dvYiODvNASjpTf79B6ghjEh0D00rmzU1HcUn1pM6dMydtUqP7xqOQT6xgZTJZYDRaEBKidVvfREREREREUmLByg/19Oixb98xqWPQqHintrtxhBXR1KjVSqSkxCIkOAjymUkjHDH0e0sUz/gJJjj/5/xUPG3L4Nmn10XG/3YVxz5GFL9u8PSPR/D1ruHHnHmas6lTD2BYN6eaCQn1/wu/efMyEBUV6nI7KSmxuOFbq/DSy9vckMr9RFHEJ58cdKmNXbuK8I1vnOemRHS63j4D3tj8GRwOB2x2Bz76aJ/UkcZUdKQSAFBf3zbpc/v63FuMs9nGnp5Uo1HhL3/5HvLmpkMm45LEREREREQUOFiw8kObN++CxWKTOgYREfm4qKhQVFc3wWbzrREyviwnJ0XqCC5btWq+29q68splPluwcocPPviKBSs36+0z4NVXP8X773+Bri7/m2JToZz8n0cGw+RH+I2ZQTH2CCtBEJCensBiFRERERERBRwWrPxMXV0rXv3PDqljEHkVR1j5Gj4f/qKxsQNzclNx1IV1WaabpqYOyGQyOBz+WeS7/PJzcOHqBW5rLz4+EosWZQfsyO76hsmPpvEXoiiisakDlRWNzrWVzGYrVGoFVColDAYTACAqMhRarRppafGIj48ct1gyltbWbnzv+0+6bS0nKahUk3v8ISFadHb2ujWDdYwRVmq1Eg8//F2EchpAIiIiIiIKQCxY+ZHePgNuuvkxWCxWqaMQeRXrVb7F4eAT4i8EQYBCOfWLz9NRd7ceoaFaJCfHunVNGm9Ztmyu29u8/bZLsX//8YC8ecBgMMNstkCtVkkdxWUGgwklJTU4eKgcx8pqUVHZiJ4e/aTakMkExMZG4Ef3Xo1ly+Y610Ezm63o6zNAJhPQ32+CyWRBUlI0tFo1SktP4ujRGhw6fAJ79pR44qF5lXKSI6zsNrvbfy+eOFE/4s0GDz/8Xay+4CyX16cjIiIiIiLyVSxY+RNRhNXKqQCJiGhyYmPD/XrEg7f19hr89vdtrgemNMzNTcU3v3k+Xnttp9vb9gXt7b1ISoqWOoZLxHJg1AAAIABJREFUio5U4gc/+F+X23E4RDQ3d+JnD27A7FkzsHhxNg4eOoHy8vph6yoJggCZTIDd7p+jEUcz2RFms2fPQGFRpVszWCw2lJbVIj8/E0Wn2larlThv+TwWq4iIiIiIKKBx4nM/criwIiDvbiYaD1/3RFMjiiKKiqoQFxchdRS/kpwcg4qKRqljTIm7L5wPuuP2tQH7Otq9u1jqCC6Ljg5ze5vlJ+rx0svbUFp6clixChj4+RJoxSoAUComdz+f2UMzH5z53ufC1QugVis90hcREREREZGvYMHKj2zffljqCERE5Ie6uvqljuBXtFqN365h1dTY6ZF2NRoVbrnlYo+0LbWduwr99vkeVF3d7NLaU/Q1+SS/jiqV54pIdXWtyM1NRWxsBG677RKP9UNEREREROQrOCWgnxBFESUl1VLHoAnhaCAKfJGRIac+EnD6a14UgcHZik7/+PT9Zx4/8O/Y3zen7xdFwOFwOO/4FwQBggAIEAbinNp2+rmDnzs3iwOfDJ57ZvsD2wY/GX0dtSGP71SbQw4e/Py0Ay0WKywW7003p1TKYTZbvNZfIFCp/PftUXxCpMfaXrmiAE888bpXX7/eUFJSg48+2oe1a5dIHWXKzl02Fxeu/n/27jy+8brOH/jr+03SpPeRtGl6t5npMT3SgWEYEDkVEOTYFRBQ4Keruwrsrrvq4q27Huu1q7i6sqgIiggqKiByOwy3wMCkdzvT+0p6pE3TK03y/f7+aJs207uT5Jvj9Xw8IM33+HxfOZpmvu/v5/M5HU88+brSUaKeStzZ9XzjY84QJQEcDhcEQcC9P/83ZGambr0DERERERFRlIveMzJx5sUXGzn/SJTg1AIUDxwOl9IRolZhYTZmZubD9hympSVjfHwqLMeKFT7f2uHPosUPf/gHXHhBfUjmuUlO1qG01IT29v6gt620WPgd+cAHLoIMGU8++YbSUaLbDn516i1mNIb4grKvfPkWFquIiIiIiChucEjAKDA768YPf/RHpWMQEVEQ9PePwuFwwWzOQ011CVKSdWu2SU9PRkpKov++SiVCEASIogiDPg3p6cnbPl5BQTYkiT0/d6KvbxSlpSalY+zKxMQ0PJ7QFdxycjJC1rZSEhO1uPHGi5SOccpKSnLxiX9+X0jms6K10tOTcaJzaNN5vNReNy48ej/UXve229VqNTCXmVBXV4YLzq/H/v17ghGXiIiIiIgoKrBgFQUGh8YwNDSudAzapi1GNqNd2Gq4OKJo1Nk5hKbmHnh9Eiori2A0ZgJYHMIvIyMZMzNzSE9PQlZWKgQBUKtFaLVqjI1PwemcQVZWKsrKNi+q5ORkoK/XHo6HE1Omp+eQnKRVOsaueL0+3HXXoyGbk0mnSwhJu0rKy9PHzPxPKSmJuOH6C5SOEdW228PS49l6aMxcRzfS5hzIdfRsuW1RUQ4sFjNycjLQ2TWMhoYuTExy/kEiIiIiIoovHBIwCuzdk4+LLjoNzz33ltJRaBs4JGDwsV4VeU6eqol2b35+AW1tfdDpNNi7Nx8Ohwu9vSMAAKdzNmDb1T1nHA4XHA4XCgqykahLgFargXNqFv39I/5t0tKScOLEUHgeSIzp7rGhIN+AgcExpaPs2J+feB233noVdjgVz7YkJkZnIW9TMfJhJssy/vp6G/70+GtKR4lqiYla1FvMkGUZi1MZykv/Lc6fKEsyfD4JPklCSkoiJien4XZ74PX6/P95PF4sLHhRONIKACgcacVATsWGx6yqLILX64PV2hmwvKWlF5OT08jISAnlQyYiIiIiIooYLFhFiS9/6SZMTLjw1lvHlY5CFHYqlQCPR+kUtJogCOz5FmTz8x4cPz644/0GBkYD7hcWZiMpSQe7fQIejw/5+QYMRmHRRWkzM/OYmZlH9b5iqNQqTE5Ow2ZzYGFh614VSnvH2dUh6zE0GQM9PszmPFx5xVl46+3jOHKkAZdffkjpSKeso2MAX/zSz/m7HgRTU7O7nqfNNHYCBufK57jBuXjBgGFqEAcGXlka2lWAy1gKV3GNf7jX1ra+ddtbWPDgv7/3O1x22ZkYsU/gyivP3lUuIiIiIiKiaMGCVZQQRRH/ePvV+NCHv6N0FKKwU6lUAFixiiQsVkWu/v7FAlZpaS66u23IyEhBUpIWs7Pbn0OFVjS39Pp/FkUBpSW56O6xKZhoa/X1oZvzZrcn8iOFRqPCl790E5zOWfzsniegz0rDWWftUzrWKbHbJ3DHZ+7G6KhT6ShRLzMzBR0du3+PC7KEUlsjBFnC6g73KsmHgp43F3tsCSL61VkYEkc3aibAX/7yNhobu/D3H33vrnMRERERERFFCxasoshmkzoTxTIxFONa0SlhvSryDQ2No7AwBwsLHuTlZaGlZf0r+Gn7JEnG7JwbiYkJkKTFXwJZliEKAmQs9jxcHi7T6/X5hxEDFm/DVeh1uWa33miX7drtEyFpO1w+/7kPIj8/G9nZHvzrv1yLmtoS5BqzlI61K4ODY3jyqTfwwhEri1VBUlRkxMTE7nsRDmWX43CyHodaHoN2YRZqaaVHpldUw52QhNf2XQFXkn7LttRqFT75r9fivPMtSE1JhMAxp4mIiIiIKA6wYBVFnnvubaUjECmC52iIds7t9qC/fwRqtYiszBRY6spgbehSOlbUc7s9yMszoLNzd3ODqVSi/z9RFKESRYgqAYAAlWqxOC+KItRqEaIoQJJkeL0rF6wsfx4uFsAkf/FYFJfaFASMjE6eykPcUEfHQEjaDaezztoHrVYDrVaDd73rNKXj7IrN7sCd3/89XnypUekoMWds7NR/d1xJejxffwPe89rdActFyYfD9TfAq956HriUlERce825OPvsaqSlJp1yJiIiIiIiomjBglUUWVjgkGjRgD1PiCiSeL0SWtv6YakrUzpKTJicnMbk5DSqq0swMjKJ0R0Wh3w+KeQ9phM0ofl698ijr4Sk3XAxl5mg0yUoHWPXvF4f/vT4a/j5z5/E+PiU0nFiTlFhDvr6R4LSlt45CJ9KDVnyQZBlQAB8ohr6qSHYs0q33P/226/GO8+pRXp6clDyEBERERERRQsWrKJIRkaK0hFoGzhkC8WD5WHPKHr4JA4rG0zNzT1ITU1CcrIOMzPzSscJcOGF+4Peps3uwIsvNgS93XA499w61FvMePe7T/f3YosmbrcHTz/9Ju7/1bMYHBxTOk7MysxKDVrBqnCkDWqfB5MpRljN58HSeQQZ03YU2Vu3LFglJ+tw+ml7/cOOEhERERERxRMWrKLI/v2hm0SdiIhiW1NTD2prS9HY2K10lJjhcs0iP98QcQWriQlXUNuTZRl33vl7eDy+oLYbDmeftQ/f+PrfKR1jx2RZxvHjg3jhxQb84Q8vwemcUTpSTBNFET09w0FrL2VuEm2FB9FedBAQRByxXIuKvtdhcmw9LOvMzDx+8pPHMTQ8jj3mfFx11dnYu7cgaNmIiIiIiIgiGQtWUaS+fg8sFjOs1k6lo9AmZHY7IaII5XZzaNlgm5hwoa6uDC7XLLq7bUrHAQD89GdP4MCBCmiCNDTgPfc8gRdfjM75kg4cqFA6wraNjEwiMTEBL73UhAd+/Ry6u22ori5hsSoMysvz0dbWH7T2Dp92Y+ACQUR78SG0Fx/a1v5PP3MUwOKFBk89/QZ+/cAXYDCkBy0fERERERFRpIq+cVHi3P569rIiIqLdGR11orQ0V+kYMWV21o2Ghi50d9tgsZiVjgMAaG/vxw9/+EdIQRgG8oEHnsPP730qCKmU4ZqeUzrCtgwOjeFjH/8e/vZ9X8HXv/GrleInL4IJC5VKpXSEDc3NLeAb33iAFxwQEREREVFcYA+rKHPzzRfD7fbgdw8ficqheeIB57Aiokg1MeFCUVEORFHg/CghMDY6qXQEv4d//yIKCrNx7TXn7bqNvr4R/PRnfw5iqvA6eLASH/7QpUrH2JDbvYA33mjHo4++gldfa12/hza/U4RFamoi6uvNgAzIWOwtL8syZGnpdmlZT48NxcVGeL0S3O4F6HQJwPL20tJ2kgyv1wefJEGWZXi9Eubm3Jg+qXiq0aghyxK83q0Ly+0d/ZiddUOr1QQs93p9uPfep1Bfb8b09BzOP78+SM8IERERERGRMliwijIJCWrcdttVyMvT45FHX/YXR1YXSWR58V/bHq8PsixBlgGVSoQkyfAseOFe8EAQBGi1agiCAFmWsXgRtgxZBnw+Cd6lfSVJhigKEMXFzngqlQhRFKESRUBYPO7i+sVtBEFY+W+xRf/9xfXLGVcek+D/XyB58ewAZMhITtbB5Zpb2m+lzdVEQfA3tn6bAgRBBiD4TyxIS0Fk/+3K87CRxW1Xtjl527k5N8rKTKsem+C/Xb4RIPiPvaplyJIMLD2nkJcaWL5deRT+53WZJMnweX3w+iSIogC1WrX4Wi1tI2P1OS/B/3+1RgVZkiEsHU9e/bikxffO8jL/yRt5+T22fAJn1TCIS8tOJorC4tXLy+tX7bv6ZZIh+0+iL7a5+ARoEzSYmppdp2Ui2qn29n5UlBfCOTWDoaFxpePEFOfULLRaTcT0hHjuubdOqWD1wx/+AQsL3iAmCp/CwhzcfvvVEXcRydTUDP76ehuee+4tvPlmB+bnFzbdvq/P7v9OAax8r1j9vcX/VWHpa5AgCv7vUNLS95pAS9/QlrYRRHHxe8cSefV3o9XfQU76WVr6XnBy28LS98PF/9ZmPtnJ32GXH5NKLWJsbCroc7KtZ7mn5FZMpqxdDR1YW1uC7i4bvF4fPF4ffD4JHo8XdXVl2zrueedZoFIJkCTJ/50cANRqFT7ykcsAAP/4T/8DXaIWh86s2nE+IiIiIiKiSMGCVZTy+SScODGkdIywKS7OQW/viNIxYk5qaiJcrsgfLiktNUnpCEQxY35+Aa1tfcjNzVI6SszRaTVrelEoqampB/39IygszNnxvi++2IhXXm0JQarQu/zyM/GpT14XtDm8ToXH48Wrr7bAau1EQ2MX2tr6kZ+nx8Dg2Lb2d7nmouLvdKhkZqZAEEI/MqLHs73C7PCwY1ftSz4Z0zPza5a73R4kJWkxO+vedP9HH30Fjz/+Gq5537n4x3/8m3W3ufnmi/GrXz3LghUREREREUU15f8lT7vS0Lj11ZixhFM4hIYcJUOCRUdKouiSbUiH3e7g52sQ5ecbMDY+pXSMAK+/0b6jgpXX68NDDz2Pu3/ypxCmCp2/+/B7cOONFylWrJJlGc3NPXjmmaNo7+hHd7cNM+sUKmh7JiamYcrNQmpqEubm3ejvHw3Jcbbq6XaqfBt832pv70dRYQ76Zre+KMvnk9DVPbzh+jMOVOChhw6ju9vGuQqJiIiIiChqsWAVhTweL5yT01CpRPh8pz6helTgCdWQEMTIGiqJiMKn4/gAjMYs2Gy76zFAK1JSElFaakJb+86HCgu1e+55AmccqEBR0eZFK59PwssvN+GZZ49iZGQSlZVFAetXD+krLI1BJ69aIMuyvyeMsPLDlvkmHC4MDQdvaMqrrz5nzTw/4dDVPYyjRzvwpz+9hs7O+OkBHw7DNgeGbQ5UVhSGrLdVqIuKPu/G886mpiVBr0/D+DaK3VZrJ+7/1bO44IJ6GHMyoVar0NtrR8fxATQ39eDYsU6c6BxkwYqIiIiIiKIWC1ZRSKNR4847b8eP73oUv/rVc0rHCQ/WVUJCiJIndqN5L4ho9/LzDRgOYqEgnpnNebBaO5WOsS6ncwb3/PwJfPxjV8JozFyzfmLChWeeOYoHHzqMkZHJsOc7eLAS2TkZS7UtYc2ciMvzTUqSBJ9vcW5Nn29xDiDf0nxAHo8PXq8XWq0GL7zYAAHA+RfUrzuc7Gt/bUVSohZ1dWVByT825sT//M8f8Nxf3g5Ke7Sxzq4hqNXqbQ/ftxMuV2jnyfT61hassrJSUV5egMsuOxN//vNfAWDdolVFRSE+99kb8aUv34veXjvuuusx3HXXYwCAvDx9wFyEGo0qYubQIyIiIiIi2g0WrKLYxe8+gF//+i+QomRYN4o8MruuEcUtlShibi60w2DFi5mZyJ5jaHTUiQ988Bt473sPobTUhASNGp1dQzh27AQ6OgYU/R6x4PYErdjncs3hO995CADwvz9+FH9z9TtQV1eG007bC602AQCQlZmKwsJsNDf3oLq65JSO9+prLfjud38Du33iVKPHJbXXjXOtv8ULlmvhVWu33F4URWi1mqAXrMQwfBaud92Nw+HC9e+/APPuBRw6VIXGxm5kZCRjcnIGAPCOd9TAZMrCddeej7w8PRYWVgpRhYU5uOjC/Zibd6OysgjmMhMKC3PQ0tqL0hL2riIiIiIioujFglUUM5vzUF5egLa2yBuCiKJD1MxhxR5WEUcQBL4uUW5wcAzJyToIgoDp6cguuESq1NREFBcZ0d4xoHSULc3PL+B3v3tB6RhrhOpTZHp6Dr+8/1kAQHV1Cf79K7cgNzcLzz57FPv371m3t9l2jY058dOf/hl/evy1Xe3PT85FuY5upM05kOvowUBOxZbbu90e7NmTj+bmnqDmyMhIhsPhCmqbJ9OoVWuWmUxZ8EkSREFEY0M3ACArKw2TkzMwmbLwta9+CB6PF0lJOkxOTsOYk4k95nxUVBTillsuXhx68yTpaclIS0sO6WMhIiIiIiIKJRasotzBg1VxUbASOddSXFvvpAwRnZrZOTf0+jQYjRk4fnwoJMNsxaKUZB1Ky0w4cWIQHo8XTUE+eR4akVsiCcfHe3NzD95//Veh16dhZGQSD/z6LzjnnBp8+Us3IzFxbc+euTk3Xnm1BW+83oaOjgGcdvpemEx6DA+Pw+v14ZFHXobHs/GcRLQ9hSOt/tvtFKwAoLt7GNX7inGicyhoQ98lJyeGvGCl1qwtWI2MTMJum8CJziHs378HgijgnefUQqdLwP79e6HRqCHLwEsvNUKr1eDv/+EKlBTnbFqQKmHvKiIiIiIiinIsWEU5gyFN6QhhwoIFEVGwjY9PYXx8Cnv35uP48UGl40SceosZkixj2jWH/oERaLUJmJ6eQ2Njt9LRdoRFf8DnkwLm6HrppSb8w8e+h9tvuxoHDpSjs3MITzzxOqZcs3j99baAAkbH8cjvQRcNTGMnYHCufM4YnENLt4Oo7TziXz6Wno9hw55125iddaO5pRdGYyYM+jQIooimplP7fUxMTDil/bdDvU4PqyuvPBuXXXYmPB4vEhO1uPrqc/zr3O4F9PbaMTfnxv79e/DVr92Pl15qwqWXnoG//Zt3Yt++4jXtSZIEURRD+jiIiIiIiIhCjQWrKNfdbVM6AkWxyL3mnojCRaXiXFbrMRozceykuZU8nigdOpEf9uvq6hrGv37yx9BqNUHrrbMd8Vo+FGQJpbZGCLIU8ByoZB/Mw1bIAGRBxHiaacu27PYJjI9PoaqyCPv370Frax/m53f3OabVana130ZUKtF/W15eAI/Hi4kJFyoqCrF//x7U1+9BnikLJpMearVq3WKWVpuA4mIjjh07gR/976NITUnC+687HyqViBdeaFi3YDU0NI5hmwNnHNhebzUiIiIiIqJIxIJVlGsI0kTlFJ+iZQ4i9g4gCh2fT0JGejKGh8fh80lKx4kYJlMW7PYJpWMERyR/hEbAn6FwFqsAQI6EB62AoexyHE7W41DLY9AuzEItrQxD6hXVcCck4bV9V8CVpN+yLUEQUFZmQuNS76rkZB0sFjN6emxwOmd2lGtuzr3lNnV1ZejqGkZRUQ7s9glUVBT6C2R7zHkYG59Cfp4eZ5xRibx8PXTaBAwOjiErKxVZWanQaNS76v1UV1eGMnMe0lKT1l0/ODSG5uYevPhiI5qaupGamoRf3PeZHR+HiIiIiIgoUrBgFcXs9gl0dg0rHYOiWZScM4vkc63xSpKi5M1D26JWq6DTJWBmZl7pKBGDcxSFCT/g44orSY/n62/Ae167O2C5KPlwuP4GeNVr5xRbT2VlIVpb+/z3Z2bmYbV2QqNRw2IpQ3//6LbnpRoZmURJSS56etaOWnDuuXW45JIDeOc5tZAkGWq1attD72VkpKy7/NixE6iqKoJWu/VQhKIoblisAoD8PAPy8ww471wLFhY8vMCHiIiIiIiiHgtWUezee59SOgJFuXi9ypuIAjU0dkOvT2PBapXm5h6YcrMgyXLU97SK6M60kZwtZOK7qKB3DsKnUkOWfBBkGRAAn6iGfmoI9qzSLfcvKzPBNuxYd53H44XV2gWVSkRNTQmmXXPo6bWvu63RmAmjMROtrX3+YlVCghpVVcW47rrzABk47zyLf/vlGtV6xarm5h7YRyawv34P0tKSIcvyukP9AcC82wO327OtgtV2abWaoA9tSEREREREpAQWrKKYqIrvEx506iL6JCYRhY0sy1EzRGg4DdscqKsri/qCVUR3uojkbBQShSNtUPs8mEwxwmo+D5bOI8iYtqPI3rplwcpszkN//wgWFrybbufzSWhq6gEAlJbmIjFRi7a2voDewdnZ6Who6AIA5OZm4YorzsIHbrxow0LTesbHp/DDH/0Rhw8fw5VXno0zDlRgaGgMk5MzqKoqwsMPvwCTSY9zz63z73PozKptt09ERERERBRvWLCKYte//wI88sgrSsegKBYtJ6jdCx5YLGUQICxdjC8vXpW/dBZ29eMQELAKq8+GLq87mX9beWVDjUYNj8e71Fjg9ksXhK8sX95mnW1Xdtp8G1lezLF8u2a/VfkCH8Oq0Jsul1c9fxsTtnoc/rzy9oceWv3Y/Qc6KeLauAH3Fxa8aGnp3d7xaMdkWUZubibGxpxKR4k4MTHEVnR81MeNWHhLnYqUuUm0FR5Ee9FBQBBxxHItKvpeh8nRteE+Go0KlRVFaGvv2/Fwnd3di72nsrPTYTCk+4cS7OgYwO23X43iohyceWbVmp5THo8XkiT5e0L5fBK8Xi+aW3rhnJxBU1M3fvfwC/65/37/+xfxxz++hOTkRHzlyzfj8PPHcN75FuQas3aUl4iIiIiIKJ6xYBXF3nyzQ+kIRGHhdntgtW58IisU6uvNOHasM6zHpI1VV5coHSHmcV6ytbRaDRYWPErHoBgTJdeKhMzh024MXCCIaC8+hPbiQxvu4/H4IAjCKc0tNzrqhNGYCQAoKDDg9tv/BgdOL0dn5xDuve8pzM0uID0jGSUluchIT8adP/g9OjoGAKxcxLJcnFqPwZCOSy45gPdcehAlJbm7zklERERERBTPWLCKUl6vDw8//ILSMcJGljc+QUC7Fy09rIgo9GKiJ1EQJSVpkZOT6e+NEc0i+ZOef4Zou6amZiCKwq6L6wZDGtrbB5CSkohPf+r9ePNoB772tfsxPT235b4+38K6y9PTk3H2WdW46F2n4YwDFVCp1s5vRURERERERNvHglWU+uUvn9lwEunYxBOpocAThZvgc0NxRqPZ/rwt8WDv3gJYrexlGWrx+NedteGdKyrKgagST6knqEGfjrGxKUiShB/f9Sja2vp33IZarUJNTSnOOKMCB04vR2VlEYtUREREREREQcSCVRQ6fmIQ9973lNIxwkqS2MMqFNjDiogAIDExAYOD40rHiChO54zSEYKG9RGKZiqViPHxKczMzO+6jbq6UjQ0dANYnItqJ8WqhAQN3vnOWlxwvgUHD1YiKUm36xxERERERES0ORasoozH48VXv/rLTcfQj0Uy51YJCc5ZszE+MxRP5uYWkJKShKqqopgYAm+3DPo0ZOnTkJioRXNzt9JxKAYlJKiRmpKodIyoIkky1Ord9WKqrChEWnoyLr30DH/BajMlJbkYGZlAYWEOamtKUVtXhjMPViKFrxkREREREVFYsGAVZR599BV0dQ0rHSPsZJYPQoTP60Y4ZBPFm9HRSRiNGTjttL2LvVrlxU+I5V8F2X9P9g8nKsvy0naLy1Z6ba7ec3F+rJXfqcWfl+fMEgQAsgAIgT2BZP++q5b5D7yyXpZlyJIMSZZXfl66L0kSJEmGzyfB5/PB6/XB7fbAoE9Dd48toGhvsZhhtXZibHxq188h0WYMhnQ4ndNwbWPOJFohyzIKCnKQkuLaUU9QnU6DufkFjIxOItd4MS66cD+sDV14xzuqUVxsxMz0PDQJaqhVKhQV5aCqqgiZmakhfCRERERERES0FRasoogsy7jvF08rHUMRHBEwNNjDiqIGh68MC7t9ArnGLPT12+F0ziodJ2SczhnodAlITtZhfLlAxfeYIuLpWR8bc6K2thQTEy6lo0Sd5uYeZGen72ifiy8+A2ZzHi66cD8yMlJQV2eGLMv+YjkRERERERFFHs4SHEXa2/vhcMTnSQ6eWqBw47lrikejo0709tnj4v0/P78AYHEIMADsVqmQeHvaBUGA5IuDX7AQ8PkkiOL23zAtLb0YGhrDA7/+C46fGERray+LVURERERERBGOBasoUlFRiP379ygdgygu8JwWxaupqdmVIk6MGx+fgsMxhUOHqmC3TygdJ3T4eRYxWDDZPYfDBUEQYLGYt7X9iRODeOih5/HAA8/hQx/6Nl56uSnECYmIiIiIiOhUsWAVRQRBQPneAqVjEBFRjJubdaOyolDpGGEhCALeeus4bDaH0lEoTogqFq12y+eT0Nrau+2i1WqpKUkhSERERERERETBxIJVlDnnnFpkZKQoHYOIKLzYKyGsjp8YRF//CCyWMqWjhFxhQTYWFrxKxwipeBjiMRoYjZk4cWJQ6RhRb2HBC6u1ExaLGQkJ25+Ol6MUEBERERERRb5tF6wEQVAJgvC2IAh/WrqfJQjCM4IgHF+6zQxdTFq2f/8e/Or+z+GSS85QOkpYCSytBh3P/xPRZmZn3ejrG0FxcY7SUUJKrVYpHSGuxVMxLTMzBTMz80rHiBlWayeqqoq3ta3RmInyco5SQEREREREFOl2Ugb4ZwCtq+5/BsBzsiwpbJU+AAAgAElEQVTvBfDc0n0Kg/T0ZHzh8x/APT/7NPLzDUrHCRNWVyi84ukkajRggVUZExPTEMXYLuh4vT6lI8S5+PiwNRjS0dNjX3ed2uvGhUfvh9rrDnOq6JSUqEVFRSGMxkxYrZ3b2ufgGZWcP4yIiIiIiCgKbGscDUEQCgBcDuDrAP51afFVAM5f+vk+AM8DuCO48WgjgiCgvLwAH//YFfjmtx7E9PSc0pFCiicZgk8QBMisymyI77lII6C42AgAG75vZXmlsLW8yfKrKEOGsHRPhrxyjvykl3nDX4mlxgUBi/su32KdnwNSrzrm0j0Za3Mup1zzo7D+6jV3T37wq9tfs24p01a//0uPMykxAWecUYGGhi643Z7N94lCNvsERFGAJPHzUAnx8mdIr0/F2Jhz8c5JjznX0Y20OQdyHT0YyKkIf7goYrGUoaNjAO3t/Tvar75+53NeERERERERUfhtd+D37wP4NwCpq5YZZVkeBgBZlocFQVh3zCBBEP4ewN8DQFFR0SlEpfWcf3498vMN+NjHvx+TJxKJiIDF4kpv7/q9Eyi0hobGAQDFxTlQq1To7BpWOFFwjY05UV9vxrFj2+upQcEVLxdO6HTaDdcVjrT6b1mwWl9ysg76rDRYrV272r+6uiS4gYiIiIiIiCgktixYCYLwXgAjsiwfFQTh/J0eQJbluwHcDQAHDhyIj7MSYbZ3bwG++h8fwr/dcbfSUUJGFNnbJdgEYXW3EFqLz01EiZOT2pGst3cE6elJqKsrw9TULFJTEyHLMpqaepSOdspi/e0V0X9BY/y5B4CSkly0tfX576cPNCOzq81/3+AcWrodRG3nEf/ysfR8DBv2hC9ohDIaM2HKzcKxbQ7/d7KEBDXy8vRBTkVEREREREShsJ0eVu8AcKUgCJcB0AFIEwThfgB2QRBMS72rTABGQhmUNnf22dX4+tc+jM9/4R6lo4SESrWT6daIgiGiT/HGHw7RGBGczlk0NKz0cDAaM1FYkI3+gVEFU526nh4bKiuLAooKsUSO4KpQPPSwSktLQk+PzX9f9EkotTVCkKWAvzQq2QfzsBUyAFkQMZ5mCntWpeTl6ZGZmYoJhwuaBBX0+nTMzs6jra0fdvsE7PaJXbedm5sFUeT3SCIiIiIiomiwZcFKluXPAvgsACz1sPqULMsfFAThOwBuAfDNpdtHQpiTtqG6ugQqlQifT1I6StBxPiEKt3g4iRpN+HpEJpMpC+756B+O1umc8c+RFosEFuAVk5ysw9DgWMCy0YJqzGbkYO+LD0AzPw2Vb+V3yKfSwKNLQcc5N0JOy4EJS5dPCCtT0AlY+l4kCP51J7/Gy3PlLX50bjAB3jpvC1mSIcmL8/wtz/e33qfvctv+4wuCf967Db+zrZoLcPXUejptAgYGx/zDj4qigLm5BYyMTK7fzg694+yaoLRDREREREREobfdOazW800AvxEE4e8A9AG4NjiRaLcMhnTccsvFuOeeJ5WOEnQsWAUfn9LN8ekh2ly9JbbmfWpo6EJdXRlaWnrg9cbWhR+RXO6N5GzBoNMlwDU9F7DMZnMAUKGv9jq857XA4ZwFnxfP1l4H74wKmBlf097ePfk4fmJwy+OKogBJ2vjZ3bMnD4IgIDlJh6bmbkXf8/UWM+bnFwAAJSVGlJWa8JfDx4LStsmkxy23XByUtoiIiIiIiCj0dlSwkmX5eQDPL/08DuCi4EeiU1FcFLtXiFNwsQi4BT49EYUdrCLLnj15u55PJpI1NHShuNgIj8fr7+1BtFs1NaWYmZ7D+PjUuuv1zkH4VGrIkg/CUncln6iGfmoI9qzSdfcRtzlEcm1tKWy2wKH0yspMUIkiZmbm0d8/Crd7sWfX3j35SErWQRCA4WHHKQ2/txure9D+/Ucvx50/+ENQ2lWpRPzHv9+ClJTEoLRHREREREREoXcqPawoAmVmpSodgaIEh1ij6ML3aySJtR5Iq/X22lGQb8C+fcVoaelVOk7si8G/RVqtBnv25KOpqXvT7QpH2qD2eTCZYoTVfB4snUeQMW1Hkb1144KVuPXVFBaLGc3NPUhO1sFiMUOWZSwseKHRqNDYuDbTco+tkmIjFha823iEu6dSifjUJ69DYqIWX/n3+wAA3lVDWT/99FGUluaectEsIUGDf/qnv0FVVfEptUNEREREREThxYJVjHnwwcNKRwgJ9gYKvhg8RxhcfH6INmSzOVBeXoCOjgGlo4TEwOAYtGNOmEx6DA+zp1UoxdpHbWZmKrKz09Hc3LPltilzk2grPIj2ooOAIOKI5VpU9L0Ok6Nrw31U4toeViqViOrqEgCAJEmwLvV+dDpn/D8v0+kSkJWVum4Pwp5eO0pLczE9PQuPx7dl/t1Qq1XIyEjB+LjTv2xhYWUOr6qqYnR1D0OtVsHr3X2Gd7/7NFx91TtOKSsRERERERGF3/bGFaGosZ0TJNFoO1cU086wBri5WDuJShRM8/ML6OgYQL3FjKwY7dnrdnswMjKBmuoSZGQkKx3nlETyx728yTxLkS4zMxW1NaVITU2CXp+GuroyzM7Ob7uQe/i0G9FefAgQlr6OCyLaiw/h+f03brzTSX+880x6FBcb0dDQhYaGLjQ19Wx6TIM+DTabA/X1ZqjVqjXru7ttqN5Xsq38O5Wenoyvf/3vkF9gwAsvNvqXz80t+H/+8V2P4tJLz8DnPnsjdLqEXR3n/PMs+MQ/v++U8xIREREREVH4sYdVjDEaM+F0zigdI+hYXAk+9lrbHJ+eyMIhLCNTV9cwXNNzSscIGZ9PQlNzD7RaDSyWMlitG/d8iVRVVcXo7rEpHWNDPik6h5dMTtZhdnYejU3dyMvTY2LYDsPT/4sWy7WAWhuy4y7/bdLpNNi7t2DdIf42k5SsgyTJOHasE/n5Bmg0avSc9P5QqVWoqy3DpHMaQ0NjpzwE6PuvOx8VlYU440AF7vjMT9YMtTkzE/gZ8pWv3IcvfvEm3HffHfj2tx9CY2N3QC+sjdTUlOCjH7kc+/fvgbhOTzQiIiIiIiKKfPzXXIy57D1nKh0hJISIvj48WvE53RTrI0RbmnLNorAwO+ZPDrvdHlitXbBYzEpH2bGEBFVkX8gShZ+1ZWUm5GRnwO1eLKIMDY1Dbz+BtDkHch09IT22IAgoKspBenrKjotVoijCNuzw3x8cHENPjw2WOjO0Wo1/+YTDhYbGLvT1jWDv3gIUFGTvOm9OTgZuu+0qXPzuA7j7J4+vOy/c1NRswH2ncwb/8R+/QK4xC9//3q343n9/HAUFhk2Pc+MNF+LO79+O008vj/nPIyIiIiIioljGHlYx5qKLTsO99z6JyUg+ObULcjSe0Ypw7EFE0YQdrCJXX98IzOY8JCSoMT/vgc02HjDEVyzp6hpWOsKOqNUipCgeci8SVVUVobW1b83ywpFW/+1ATkXIjt/dbcP8vHtXc0yZcjMxuM7cVdaGThgMaSguNkIUBbS19fvX2WwOpKfvfEjM1NQkfOqT16KysgiiKMJq7cRjj7267rY+n4TExISAz42ZmXlMTc0iMzMFFosZ//bp65GRmYKxUSdaWnvx2GOvwm6fAABc8d6zcOutV+04IxEREREREUUeFqxiTGZmCj7wwXfhRz96ROkoQcUTbsHHIQE3x3dcZOGQgJGts3PI//Pevfk4fnxQwTSh43LNwmzOC3i8kUyjUaOvb0TpGBvSaFTIyExBnkkPTYIa/f2jKC42IjU1EQ0NkTn8onepUGQaOwGDc+V9bnAOLd0OorbziH/5WHo+hg17gnZ8l2t2643WodenITU1CcDaghUAjI1NYWxsCsnJuoDlWm0CPB7vjo/ncs3iy1+5D9/65keRn29AUVEOjMZMzM251/SoAhYLXKsLVpIkB2Q57bS9AICyUhMOHqzEiRNDsNsnkJqahE984m93nI+IiIiIiIgiE8fMiEGXXHxA6QhBx4JV8LFetTk+PUS7Mz8fm72rAEAUBYyPO5WOsW1zcwtIS0tSOsaGqqqK8frrbRgaHkdvrx0JCSp0dw+js3MI9fVm5ORkKB0ReXl6/891dWU4fmKxSCXIEkptjSgbtsI8bIVKXixkqWQfzMNWlA1bUWprhCArP0dXamoSZFlGW3v/ltvOzMwH3LfZHJhwTKOszITq6hKUlOTu6NgNjV3weLwQRRG33HwxVKr1/+lxcqFMlmX89rdH1r1Yobm5By+8YIUgCPj61z8MrTZhR5mIiIiIiIgocrFgFYNeebVF6QhBNzQ0hup9xUrHoDjCEmlkYQ+r6BHLL5UkySguNvrvl5WZUFZmUjDR1iYmprEvQv9+dnYOBcydND+/OCfUzMw8jh3rhE6nbCGivt6M0VEn6urKAACjoyvFyqHschzefwNmdWnwioEDFnhFNWZ1aTi8/wYMZZeHNfPJyspMKCzMhsPh2nUbs3NudHUNo7m5Bz6vD7W1pTAaM1FXVwajMXPD/TIzU3D22dV49tm38Pkv3IPBobE1BbFl6xWdfnzXo3jjjfY1y3/z2yNQq9X41Keuw2n79+76cREREREREVHkYcEqBuUaM5GSkqh0jKCam1tAc0svqqtLkHLSVbi0O+y1RkShEOu9E4eHHcjJyUBJSS5sNge6uoZhNGZi375iFBZmKx1vjenpOWg0kTkCdGFBNgryDRuu7+sbQb3FHMZEK8zmPBw71gmPx4vhYQeqqorgdi8E9BByJenxfP0NEKXA+aREyYfD9TfAlaQ/udmwMRozUVVVjOHhcbS09Aat3f6BUTQ2dkOnS4DdPgGXaxYFBeu/7w8cqEBdbRlOdA7iwx+6FHp9GhYW1h9eUKNRrbv8ySdfh88X2Evt4x+7Ao//6eu46sqzT+3BEBERERERUcRhwSoGHThQge9+92MwGNKVjhJ0zc090CRoUF5eoHSUqLfRsDy0JJa7iUQhvhwUKUZGJjE66kRPjw2zs24AgN0+gZaWXvT3j/p740SSSC0itrX3IzFJu+k2G/XI2Q21140Lj94Ptde96XY6nQZJq3KNjk6itbUPDodrTfFE7xyET6WGTxAhQYAkCPCp1NBPhX+es5qaEhiNmVCrVVCrRbS29gbMCxVMvb12GAzp2Lu3AAMDo+tuc9GF+yEIAq5471no6bVtWKwCAJW4/neSp585im/85wPwen3+nra5uVlITNz8fUNERERERETRiWesY1RNdQnu/+VnFbsyOZQmJlzo6BiAxWIOGEqIdoYFgM2xB1qk4esRLaQ4+HDZaIjKyspCnFia4yiS9PTaFDmuWi1CpRKRnb0yF1VaWhLqLWZUVRXBaMxEf//6xY5lx08MIjExAVVVRaitLUVZmQn1FvOaOY+2IggC6hOcSJtzINfRs+m2ZnM+Ghu7t9Vu4Ugb1D4PppKz8YLlWjiTc6D2eVBkb91RvlNVXl6AtrY+TEy4UFqai8HB8ZAfUyUKsFo71113zjk1OOusagCLw1Leeefvcdddj+3qOE899Qauv+FruPvuP+06KxEREREREUUHFqxiWEpKIn7wg9vxkY9cpnSUkLBaO5GRkYKSVfOJ0PaJYqRecx8ZZBZIiHbl5B4o8cTnk/y9riJFUpIWJcW5ihy7rDQPPp+E0dFJVFeXoL7eDLfbg2PWTrS29sFun4DTObNlO3NzC2ht7UNjYze6uoZxzNqJnJwMpKcnAwD27s2HZakIdnIhKyUlEfUWM9RqEZqGlwEAhSObF5N2UnRMmZtEW+FBHLFci8nUXByxXIu2woNInp/cdhvBIAoCvF4JCwteHD8e+qLpvn3FGHdMbbi+tbXP35Nbk6DG7377ZVx66Rkb9u72SZt/bthsDrx59PjuAxMREREREVFUiMxJDShoRFHELTdfjMGBMTzx5OtKxwk6u30Coiig3mJGQ2M3pC1OeNAKQWDBajNx0EmEKCTi+XM4OSny5ljMzs7AsQ16wYRaYmKC/+fm5p6gtt3dbYPBkIba2lIcPz6A+XmPf11NTQkkSUZaXxM0vW9i0jqDSgAG5+IwfQbnIGo7j/i3H0vPx7BhD4DF4XIlSUZ6evK2immHT7sxcIEgor34ENqLD536g9ym+nrzhj2dgq2mpgS1tWV4++3jm/bicjhcGBtzwmBIR011Cbq6h3H6aeVobu5Ff//Imu09no2HC1xms4W+1xgREREREREpiwWrOCAIAj772RsgqgQ8/vhflY4TdJIk45i1EyUluZifX4DN5lA6EhFR3NpouLxYV1FRiKbm7Q0jFy579uThxInwz6W0zOP1hbT9sbEpjI2t7eXT1NQDAMgbHcaBjteQJUsB83ipZB/Mw1bIAGRBxHiayb+upqYEVmsXnM6tCyjhlJ9vgMGQhpaWXng8K89rVlYqjh8fDNtFFhecX4/f/PYI7PaJTbeTZRle30rOl15sxN0/eXzD7d1uz4brlk1MTMPr9UGtVm0/MBEREREREUUVDgkYJ0RRxGc/cyPu+vEncOhQldJxQqKnxwaHYyoiJ7yPROxhRUShIMfp/G/z8254vZHTu6ykxAhAmc95URRQWVkUlqHpNjOUXY7D+2/ArC4NXjHwGi2vqIY3TY/D+2/AUHa5f/nExHS4Y26pvLwAg4NjsFq7UL2vJGBdfr4BMzPzYclx4EA5mlt6tyxWLXv6qTcBAAMDo3j11ZZNt52ZmUdGRjKSk3XQaNQbDlu8nV5vREREREREFL1YsIozNTWl+M63/wEXXFCvdJSQWFjwoqGhCxUVBcjISFE6TkSL114Q28V6XmTh2zV6SHH4YlVWFqK3d+0wZ0pKTU3a0VxMwVJUlAOVSkRbW9+2hnkLNVeSHs/X3wBRCuztJUo+PLXvGpjPPgiLxYyKikIUFGSjry+yXkcASEzU+n8+Zu1EdnYG6urKsG9fMRobw9erT69PR55JDwA4dKgK3/rWR2EuM224/d0/eRz3/eJpFBRkw5ibuWnbIyOTmJycwczMPDweL6STCt+CIECtViEpSbtBC0RERERERBQLWLCKQ4Ig4JabL1Y6Rki1tw9A8kmorCxUOgoREcWw9PRkRQpDm7FYysJayFgtMzMlYMi6SKB3DsKnUsMniJAgQBIE+FRq6KeG4HC4YLV2or29HwMDo0pHXaO2thRtbX0By0ZHJ9HQ0IWWlt6wZjl8+G3k5xtw/fUXwOmcwbe+9SA+8MF3QadL2HCf558/BgC45prz/D27VSoR//Iv1+yop7csyzjzzKqA4h0RERERERHFHhas4lRJSS4eeuiLMBjSlY4SMlOuWbS19aOurgxarUbpOBGHPay2wi5WRLshxln3xJSUxIgZCnDfvmJUV5egtbVv642DyGjMhMVSpmihbDOFI21Q+zyYSs7GC5Zr4UzOgdrnQZG9FSkpiUrH21BSohaDg2Pbmt8pHBYWvPjWtx/Egw8eRmtrH2Zn3RAFEf/x7/8PH/3o5evu43TOwOPxonpfMb77nX/ArbdeBZMpC6mpiaisLNrR8W+79cpgPAwiIiIiIiKKYOqtN6FYpFarYMrNgik3C2NjTqXjhFRDQxeMxkzodAno7bUrHSdicA6rzalVrOcT7Ua8lcKHh8dRWpqL7m6b0lEwNTUbsl5CxcU56w57qNNpkJqaBKu1KyTHDYaUuUm0FR5Ee9FBQBBxxHItKvpeR/5EN95q71c63rqKinIwPT0Hh8OldJQNzc8v4K7/ewyf/OS1uOXmi3HOO2qQnKxDf/8I7r//WRx96zgcDhf6+kZgNufhzDOrUF1dgtSURLzznFpkpKfgj4+8jBdeaNjyWO88pxZFRcYwPCoiIiIiIiJSEs/IxjFRFHHgQPmG681lJtx661Wor98TxlShYbdPoL9/BPUWMws1tC0+KTJ6TNAi9giMHifPPRPrJElGd7cNdXVliuZQqUTo9WlBbzctLQllZSYkJ+lQU1OyZn1xsTHihkQ82eHTbkR78SFAWPraK4hoLz6E4Rs+A1WEXpyg0agjuli1zGZz4NOf/j+8972fw6f/7f/wwx89ghdfasJnPnMD3nPpQZjNefj+nQ/7t09JSYS1oROjo5N482gHcrIztnWcy997KFQPgYiIiIiIiCIIe1jFMa/XhyeefGPD9V/72odRWJiD9193Pm67/U40NfWEL1wISJKMY9ZOmM15mJhwRcWJIFIOC5uRha9HNImvgtWyxsZu7NtXjImJaQwPj4f9+CUlubBaO4PapiAABn06RkedcLlmYVmnKJegid4hd1tbe1FdXYLm5h6lowTIy9Ojt1f5Hns7MemcAQCMjCzOWTUwMIrvfucfAAC//vXhgG1v/fhVGB2dxK0fvxJ/+MNL0GhUm857ZrGYcfZZ+0KUnIiIiIiIiCJJZF5WSmExNDSG7/33x/Gbh76E91x6cM36juODGB2dxJe+/HO0tUXmkDm70dk5hIUFL/btK1Y6iqJYACCiUIjXznCyLKOlpRezs/OwWMzQaMJ7TdBGczElJ+u2tb9Go4alzgyNRuVfZjCko6t7GC7XLADA2tCF/Dw9yvcWoKKiEBaLGfaRiVMPr6Dm5h7U15uVjuGn0yUgMVEbMfOi7dbrr7fhttt+gIGBUXzgAxcFrBsbc+JnP/szJEnCgw8dhlabAIMhHbm5WaivN8NSV4Z9+4phLjOhsrIQX/nyzRBF/pOFiIiIiIgoHrCHVRxbPRfAHXdcj/SMZBw50uC/MjwrMxUPP/wiOjoG4fVufOVrNJqenkNLSy9qa0vR0TEQMROahxOHWNscn5/IwtcjesT7a+V0zsBq7UR5eQG6u4eRkKDBzMx8yI87OzuPxMQElJaa0NLSCwBITExAQUE21CoRKrUKsixjbMyJ4WGHfz+jMRO5uVlwOKZgbehEfb0Z4+NTmJ6eh8mkx+TkDDwer3/7waHF7wiCIMTMa+1yzSElJRHT03OK5jCZsiBJMjo7hxTNESyNTd344E3/iYqKIrz/uvNx0UX7IQgC8vL0uPnmSyAIAs46tA8f+tAlOPy8Fb/4xdM4diywl+C3vvlRZG9z2EAiIiIiIiKKfkI4TzYcOHBAfvPNN8N2PNqdN95sx3/9129w+eWHcNWVZ6O724bbbv+B0rFCJjc3CxqNGv39ayeTj2VJSVrMzrqVjhGxamtL0djYrXQMWlJamovu7ugaIitepSTrMB2GAk2k02o1KCrKQU+PDVWVxWhq7g7Z/F6iKECr1UCflQb7yAQK8rPR22dHbW0ZBADHThoqsLa2FLOzbnR2DqGmugRNJw2Jp9GoUF1dsqZ4EMuqqorQ2tqn2PH37MlHf/9IVF9Ac9llZ+Lll5vgXBoecDWdLgF/fvw/kZCweK3c6OhkQCGqrb0fH/nIdwEs/u78679cA602wV/kIiIiIiIiotghCMJRWZYPrLuOBStaz8TENL76tV/CbM5DYWE27rnnSYyNOZWOFTIqlYiamtKgz/8RyRITEzA3t6B0jIjFglVkKSnJRU8PC1bRgJ8t6yssyEb/wGjI2j/99HL4vD40t/RsOh/QahaLGW1tfVFdJAkWURRQU1OKpqbQFRY3kpGRAp9P8g+9GK10ugT8yyfeh6HhcfzmN0cwN7dyUcxDD30R+XkG//3p6Tn/MJbf+97v8PQzR/2P/wuf/yAuvfSM8IYnIiIiIiKisNmsYMUB4WldKrWI119vQ3t7P957+SF86Us3ISM9WelYIePzSf4hnNJj+HGutnyVM1E0kOXons8lnoT7ZH+06B8YhdGYiaqqIgSzw4hOl4DamlIcPdqBY9bObRerAMBq7WSxaokkyWhq6oYpNyvsxy4syI76YhUAzM8v4D+/+Wu8+koLPvaxKwLWadSB3zmWi1XHjp3AHx952f/4a2pKcMkl6/6bhYiIiIiIiOIAC1a0rrTUJKSkJPrnrTht/1787GefVjhV6HV0DACQUV5eoHSUkOMQOxRNYmSqnLjAz5aN2e0TaG3tQ1ZWWtDarKwoRGMTe4MGgyTJkGQZlroyJCfrwnZclSq2vo53HB8AZBmfueN6XH75mdi7N3/duVCnp+fwrW8/BJ9v5YKEa685j58hREREREREcSy2/oVMQdPZOYTp6TmcODGIb37rQbz8chOMxkyUluYqHS3knM5ZdHQMwGIpi7mTSIF4QoiIgo/nmreWkZEStLaGbQ6kpiYFrb14NzzsgLWhC8XFRhj0wSssbiQnJwOu6bmQHyfcvvf9h/Gd7/4GNtsErrry7HXf87/45TNr5g+tri4JU0IiIiIiIiKKRLF8Np5OQVKSFuXlBZibW8Cf//xX3PGZn+BLX75XkaFylGK1dqGwMBtGY6bSUUgBvMKbaHcEFsO3pNGogtaW3T4BozEjaO3RopaWXkzPzOH00/diz568oLa9+vU3GjPR1zeyydbRy+eTcPRoB46+dRxvv318zfqXX24KuP+eSw8iN46+ZxIREREREdFaLFjRukwmPb74hZsClv3lL2/jlVdbFEqkjJ4eO5zOGdTE5BW/HGNtMyxYRRa+HtFD5mfLlgYGxnZ9MUSeSY/s7HTU1ZWhtCQX6enJ6OwcDnJCMhozkZurR1tbP7TahF23o9VqYDItFmFSUxNhsZghyzLqLWYUFGSjsbHbP/xyrDp8+Bj+679/G7Csp8eG3l67/75KJeJ915wb7mhEREREREQUYViwog2Vlubi0KEqpWMobn5+AU3NPaitLYVWq1E6TtDInBSIogjfr9GDL9XW3G4PsjJTd7xfVlYqhm0OjI460dDQhe4eG5zOGf5+BFldXRkmJ6fR02PDzMw8vF7vrovmOdkZGBubQlVVEdxuD6zWTni9Eo5ZOzEwMBrk5JHnn//5b3HjDReumROsubkn4P5NH3w3KisKw5iMiIiIiIiIIpFa6QAU2XQ6rdIRIkZjYzdMpiyIoojBwTGl4xARRSQWT7ZmMKSjta1vx/sVFeXA4XCFIBEBQFpqEkx5ejQ0dAUsb28fQCA/XvkAACAASURBVEVFAbweH3p67fD5JP+65GQdTKYsJCfpYG3ogkolorjYiJSURIiCgLExJzweL1pbd/56x4L77n0K99//OVx//QUBy//4yCv+n885pwY33fSucEcjIiIiIiKiCMSCFW3KNTWjdISIMjzsgEajQl1d2ZoTWtFGlrbehihScERAiiUn9zZZptGoUFVVDEEAbLYJ2O0TAetttglkZqZgYmI6HDHjQlKSFnv3FmBqagZ9fSNob++H2uvGudbf4gXLtfCqFy/caW8fAADs21eE8XEXVKKI7Jx0tLb24cSJIQBAWakJY2NOdHXF5xCNen0a6uv3oKtrCN3dNpx5ZhXOPmsfMjJS1mybkrLyO3Do0L5TGnaRiIiIiIiIYgeHBKRN3XHHDTAY0pWOEVE8Hh8aGrqwb18xkhKjuAcaCwBERIro6hpCYWH2muUF+dloaOiC1doFu30Ce/fko7y8wD8crc3mQFFRTrjjxqSkJC0sFjMEQYDV2onubpu/51Suoxtpcw7kOnrW7NfS0ge7fQJDw+OwWruwsLAy/1RX9zCmXLPheggRp75+DxJ1CfjIRy4DAPz1r6346c+ewK9+9Rzm5twB295007uhVqtw4YX7ccnFB5SIS0RERERERBGIBSvaVF6eHj/76adgsZiVjhJxWlp6kZKaGLUnD9ljhaIJR5mjWCJJMpzOGYiiAJMpC4IAVO8rRnePLWC74ycG0dExAEmSUW8xIz/fgLnZBYVSx5aCgmxYrZ2YmZlfs65wpDXglrbnuefewpNPvYHqfSW45ppzAQAu1yx+fNejeOCB5wK2rbeY8fifvoF//8otSIzmi3+IiIiIiIgoqIRwzjVx4MAB+c033wzb8Sh4pqZm8Pkv3IO33z6hdJSIo1aLqK4ugdUaXUMEpqYmIduQDhkyhF12t5KxceFLEITFKsMuK2OyLEMQBMiyDFEUA5pZbHv1wYD5+YXABVjZf2VZYHpBEDaMZzRmwmZzLB5rjbVtrV5+qsVAj8fnvxp9ua3FHGvzLj6GxeWLj3clnYzlZyJw2fJz4vNJkGVp3ce43NbyXsvHEcWlHABEVWCm5XaWs6x+PpbfDsvHXW5HkiR4PF7I8vpzH0nSYo8HgyEdo6NOf9urM/ufAyweUhQF/5tTELDy/hZWP5/iyrqT8gc8Dyc9b4v/rdnsJCc/44GPbfnH1csCMwr+9cuRFn+VBP+y1VkD2ln1nl/+eXn14nO+dp+NHvta620jL7W1ktlud8Dt9q6zLa0mCALqaksBQYBaJaLj+ABcrjmlY8W8tLQklJbmoq2tH263BwBgGjsBg3PQv02JrQkq2QefoEJPbo1/+Vh6PoYNe8KeOdrs378H1117PrJzMnDbbXfi4BmV+MAH34Wa6hKloxEREREREVEEEAThqCzL6w63wYIVbZskSXjppSb09Y+guMgIrVaDL37p5+tenRyPqiqL0Nc/EjXPR0qKDtPT0ZFVCRaLGVZrp9IxYlJiYgLm5thLJFYlJKgDhkmjrel0CUhNTcToqFPpKDGvvLwAHR0DAcvyRjtwoONpCLK0QVkWkAURb5ZfjKHs8rDkjAWf+tR1OPNgJRwOF355/zO45OIzUFNTguRkHaamZpGbm6V0RCIiIiIiIlIAC1YUMo899iq+9e0HlY4RMQyGdKQk69DTa1c6ypZSUhIxPc2r+TfCglXosGAV2zQaNTweFqx2qqqqCK2tfUrHiEnp6UlITk5EdnZ6QM+q1VJnx3Go5TFoF2ahllbev15RDXdCEl7bdwVcSfpwxo56JcVGqDVqnDgxGLBco1GhpqYU//ODf1QoGRERERERESlps4IV57CiU3L55WciKytV6RgRY2zMib7+EdRHwZxfnMOKiEKBny07l5SoxeTktNIxYlJJSS6mp+cxNDQOq7Vr3WIVALiS9Hi+/gaIki9guSj5cLj+BhardqGn176mWAUsDnvb2NjtH/qWiIiIiIiIaBkLVnRKZmfdcDhcSseIKJIk45i1E1VVxUhK4kTiRCcLY8deoqiQn2+AVqtROkbMEEUBJSVGWCxmQJbh80nb2k/vHIRPpYZPECFBgCQI8KnU0E8NhThx/PF6fXjp5SalYxAREdH/Z+++w+Mqz7SB36dMH41678WWLdsauUAMNmBiIAVIQgvBtJC6SYizKd8uKbDOkmxJNtkkhvAtyZLFX8pu2E2WYLKQrAMuYAjGaCxbsq1q9S6N2vRzvj9GGmtsybLqmXL/rsuM5swp94w0I3Ge8z4vERFRhJG1DkDRS1VVnDzVonWMiFVXdw7p6UlIS0tEa2uv1nEuwqIBEVFk6OoehNu98NEmyckJyM9PhygKCAQU1NQ0QxQFSJIISZIgSSJEUYQgYPKfAECAIAgQRQGyLEEURYgiIIkSREmAKIoYGhxFckoCVFVFwK9gwuWBa/KfokTOLxFRFLB6dV6w6KcC9Q0daGnpATC/9rz5vachB3wYtmbCUXod7I0HkTTWg4KeOvSkFC9P+Dj23HMHccPOTZM/j0REREREREQsWNEC1daeww9++F/o7+cE8ZfS1zcMWRZhryyB40ST1nHCKMrlXXFORDQfPPl8aWmpNnh9frhcHiQlJcBqMSIx0YLqRcyZNzQ0CkFAaMSzIAhQFBWKEoDPF5hj6zn2PUurQr1ehtGoh8Ggg16vgyiKkCURkixCFERACI6i8fn88Hh8UFVAlkXIsgS9TobBoIOskyEIwvk2kiqgTn0BAaqqYmqu1eCNOvm8VCiKAkVRYbEYIMsS/P7J32kCsHp1XnC7aTW1qS+Fme5P/ietbgLDV7wXw1veg0JBwPDVW4G3XkZay0mUl+dPZhVgtRgxOjYBj8cHny/4HNXJkVxTz3e21oN0Xm3tOdTWnsO6dUVaRyEiIiIiIqIIwYIVLUh5eT56eoYwMDCidZSI5/crcJxowrp1RWhs7ITb7dU6EgBE1NXxFD90Ohlmc/AE80KdP4E998+wqqqhAsrU7fTtpj8+fZ0p4+PuBeeMVyaTAZIohlcGBEwWH8LXnXq5BUEI+74oihq2+fTv09TXM33vFEWBqp4fRXThNlPHFHB+O0VVEQgEQtsFRx6d36cw9RQuyDj9J2Uqo6oCPp//kq9Pbl4afD4/REFAZ9cg3B4vJro9SEuzhYoxUy9a6HkCUKFCCaihQstUMScQUBAIBJBos4QKVpfz3lgsr9cPr/fSzzXaONbeGfyipvn8QmM5sKYcONMGAEhIMGFszHVZo5RlWYROJ0OSJAQCAYhi8H6wyCdDJ8uQdRJEUQj+TE4v3kGFqgoQhMk3EGYuBod/ry/8qQxfqkKFqkw+oqoXVe/UaYXC0LZC+D4FCFBUFaIohN7bXq8ffn8g9P45n39qH+f3NbVvi8WE8XEXTtW2sGBFREREREREISxY0YKIooAEq4kFq3k4daoF2dmpEASgs3NA6zjwenn1N628desKUV298JEkK00Q2D5zvnQ6GcOzjMqJdXq9jMREC5zO8VnX6e4eQnKyFT19w0s6B2RzS/eS7YtmZ0swY3TUdVnr+v0K/P7IuEgl0vzD338Cq1bl4Zmf/Y/WUYiIiIiIiCiCiFoHoOgkCAKuubZS6xhRp6trAAMDIxFxNTFPws+FLxDRQqSmJGgdQTNerx8pKQlITp79NXBNeNB6rpcXfESp9IwkrSPEhEe++lP827Mv49prKucclUhERERERETxgwUrWjC7vVTrCFHJ4/Hh1KkWVFaWQKdbeFu0xZJlvv0vjfPwLAcWSmOfwajTOoKmmpu74ffPPG9UQUEG0jOSMOHyrHAqWgydTobdXgKbzcxC4yLIsgSD4fznw+FDJ5CcnADHIuZvIyIiIiIiotjCM9a0YFvftRZf+tKdSInjq+kX48SJJmRnpyI9PVGT47NwQFpgGTD2xfv8eFX2UoyOTly0vKwsF0lJVlgsRg1S0WJUVBTC4WjCyMgE2tr6tI4TsQRBwI4dVZd4HHjggZuwefNqAEBRURaOv1O/pK0xiYiIiIiIKLqxYEWLcvtt1+C5Xz+Gez7ybq2jRKXW1l64XF6Ul+cvy/5NJv2so7hKSrKX5ZhElySwZBXrLnd+n1hjs5mRn5+O6llGizQ1dUIUBJw40bTCyWi+rBYjhMnPqlWrcjkC6DKtXp2H7u7wOTo3b1oFAEhOtsJsNuKnP/09rr6qAp/65M24974b0NLSjdWr89Df79QiMhEREREREUUYWesAFP0MBj0+97kPwuv14b9+c1jrOFFnbMyFM2faUFVVCoejCeoihz7p9TLWri2E0zmOc+e6kZJiAwCkpCSgo70fEy4PDAYd2xqRNji0L+Z1dw9qHWHFZWYmw2Ixoqmpa9Z1TCYDhxhGMKNRj/LyfIyOTqCjox/5+elISU7AuXM9WkeLGn19w9i6tQKnT7eFlp05244PfOBqJNrMyMxMRlFRFkpKsmGzWQAAw8NjaGvrQ3tHHy9+IiIiIiIiIhasaOl87nMfQkNjJ69EXqDq6kasXp2Hrq6BRY1Q8Hr9aGnpgtMZbEk1VZgaGBjBhvXF6B9wIjMzGdXV/D5dCs8rLxO+sDHP7fYiIyMJvb3DWkdZEYIAmIz6SxarAKCkJIefuxFk3boiBAIBnD3bAUVRUFaWE/b3S2trL1pbezVMGH0GB0eRkZ6ED31oG1566S2kpSXisUfvR0VF4azbvO+9V0JRFOz55j6cPt2KNWsKVjAxERERERERRRoWrGjJ6PUynnxiN3781O/wy18e0DpOVDp7th2pqTYUFSWipaV7wfuR5Znf2jUnmwEAXV3xNwJivjgOiGjhUlNscVOwkmUJrskinaqqUBQ1dCsACCgKVEWFz+fTOmrc0+tlWK0m5OWl48SJJpjNBqyrKITX58fJky1ax4sJPT1DeOSRe/DQR9+LutOteOGFozCbDXjzzTq8/vopOEcmYLEY8bWv7UJTYxeOv1OPu+68Dl/64p04cqQG5eX5oXaMREREREREFH9YsKIl956btuDf//1PUBSe8l+IgYERDA+PobKyZMFznWSkJ7Hl36Lx55doofQGndYRVozPF0BPz9Al1ykvz4fBoENiogVO5/gKJaMLlZXlor6+AycnL96YmPCELuSgpfE/L/0ZL738Vlh74xf2Hw1bx2QyYHhoDHuf+C06Owdw/Hg9/vqvP4Le3mEcOnQC111nX+nYREREREREFCFErQNQ7CktzcHevZ9HUpJV6yhRKxBQcOJEE9avL4ZeP/+6siTxrb1YvMJ7mbAOGBf8/oDWESKKz+tHX6+TxSoNSZIIt9sLn89/WRfUyH4P3v32zyH7PSuQLrbMNRfnpk2rMDQ0is7OAQBAY2MnnM5x6PQyRFFEIKCsREwiIiIiIiKKQDyrTcvCXlmKH/3wc1rHiHonTzYjMzMZ6emJ89qONQEi0tLw8JjWETRnMOhQUVEIu70EzS3d6Owa0DpS3ElKsmLDhhJkZiYjNydtznnGpssabIbNNYiswZblCxin+vqGMTbmDls2OjqB+++7Edu2rUNjY4dGyYiIiIiIiEhrLFjRsikszMIVV5RrHSPqtbX1weXyYvXqvMvexuf1L2MiokXgyLW40NMzBFGM7+91aooNDQ0dOH26bc4RJ7S0DAYdqqpKMTw8hpqaJvT0DKG1rXde+8jvrQu7paUzODiK4+/Uhy0bcU4AAERRRGtrH98zREREREREcYoFK1o2kiTi+9/7DPbtewSbN6/WOk5UGxtz4ezZdtjtpZe1fsu5bmRlpSxzKqIF4EnIuOD3B5CZGd+fQf0DTqxdWwijUa91lLiRkGBClb0UgiCgurpxXttm9zdgQ+PB0L80ZycAIM3ZEbY8u79hOaLHlYGBEbz00p9D9y0WIzZuLAvdr6oqRds8C4xEREREREQUG+Y/OQ7RPAiCgJLibHxzz4P42Me/i97eYa0jRTWHoxFr1xbgXEsPJlyzz6vh9fo5B9Misa6yTPhjGTeSky3oitM2eKtW5cJiMWJ4eJzzVi0DURSQnZWClFQb3G4vAn4FBqMOAwMjqHbMr1A1RVAVFHfXQFCVsI8pSQ2gtMsBFYAqiBiwZS/Jc4hlSYkWZOekIiHBjD//+fRFj6uqClUFrtm+AQ8//KHg9zM7NfS4LEvweHwrGZmIiIiIiIgiBAtWtCKSkqz4ydNfxre+/XMcP17PCbUXoa6uFVlZKUhMsqCra3DGdSRJxNDQyAoniy2sqywPFgLjh16v0zqCJsrKcmEyGeY9wocuT0ZGEpKSrDh7th0dnUtXEO1MX41XLKnYWvsCDN4JyMr51rp+UYZHb8YbFbdi1Jx6ib3El4QEM+75yPV4+3g9amtb4HJ5AQDrNxTDZrPg4EHHrNtWVZXhW9/6GCTp4mYPnZ0DyMtPX7bcREREREREFLnYEpBWTGqqDf/8/c/iTwe+hw0birWOE9W6uwcxNDSGtWsLZnw8EFBQXj7zY0Ra4sC/+OHzBbSOsOJKS3NgMunh98ffc18Jqak2DA+P4ezZ9mXZ/6g5Fa9W3QNRCf/+iUoAr1Tdw2LVBUZHJ/CLXx7AyMg4PvTB7Xj4cx/CI4/cA6/Hjxt2boIkiTMWpFavzsOXvnjHjI9N7deWYF7u+ERERERERBSBOMKKVpwkiSgsyERNTbPWUaKa2+1FXV0rquylcJxoumiC8lOnWmA06uF2ezVKSETxTInDkbSNjZ1YU56P02fatI4Sk3KyU1EzsLyjh1OdHQhIMlQlAEFVAQEIiDJSRzrRk8KLbS40Pu5GfX0H6us7AACbNq3CFVvKMTbuwv996otwOsfR3tEHt8uL3t4hqCpwxx3XID09adZ9Kkr8fXYQERERERFREAtWtOICAQWHj9RoHSNmVDsaUV6eh7a2PkxMnJ/Xyu8PICcnFa2tnLh8IVSwd92y4MsaN8RZRk/EsvT0JHi8/rlXpMtWXJyF0ZEJmMxGeH3L/9rm956GHPBh2JoJR+l1sDceRNJYDwp66liwugzHj9fj+PF6AMHi1Y9++PBlj6r3+wP44/++DbPJsJwRiYiIiIiIKILNWbASBMEI4BAAw+T6/6mq6t8IgrAHwCcB9E2u+jVVVX+/XEEpdkiSiC998U48/ZMX4XZ5MTDIuZYW68yZdmRmJiMpyYrOaXN6JCVZWbBaMPauI1oMUYy/91Bf3zBsNjNEUYCisDq7WDk5qWhu7g7eWcaRVTqdjOLiLOh0MtLqJjC05T0Y3HQjcgD0bNoM3/E/IqX1FAryM+DzB+Dz+eDx+OH1+uDx+JYtVzTT63X4xMffP+d6Pp8fZ860wePxQRAFbNq4ComJlhVISERERERERJHockZYeQC8W1XVMUEQdACOCILwP5OP/bOqqv+0fPEoVu3cuQnXXlsJQRDw7L4/4Gc/e0nrSFGvp2cIRqMea9cWoK6uFTnZqTyRRkSaEeNwwrLs7FRYrUaYTAaMj7u1jhP1LrwIYyklJppRVJgFl8uLtvbe0LxYp9beGVyhtvX8ygkVwLoKoG3mC0B0OhkGgw56vQyDXge9QQedTkZTU2fcFi63bl2LysqSWR/v7R3G2fp26GQJGzeugl7Ppg9ERERERER0GQUrNTgxztjkXd3kv/j8v29aUjpd8MdvY1UZfqZxllgxfV6rYec4znAeFYo08VfDiFtCHBWsJEmEzWZBWpoNDkeT1nFixtTfCUshIcGM/Pw0yLIMn8+Pc+d64DixNN8rn88P3wXtCquqSpGamoicnFQ4HI1LcpxIVF6ej8bGTvj9AQDB98L73/8ufO6zH8SxY2eQnp6EnJzU0PfS7w/gpZf+jKqqMlx9VQVEMf5ahxIREREREdHsLutMgCAIEoC3AZQBeFJV1TcFQXgfgIcFQXgAwDEAX1ZVdWiGbT8F4FMAUFBQsGTBKXY0NnVqHSHmVDsasWnTKrS0dGsdhYjiVfzUq5CdnYr09ESoigq7vTT8qQsCoKqh10NVZ1wMFeFfT98c6vnHQ+sJwVuvz49AQMX5+qAAQVAnb4WwfUAQIAiYtlzAtM2CeS64Ddt+2nrTNjs/558afEyFCnXaStOPN3278DsXHAQqjEYd7PbSC4JMvUjqtMzCtOd4/vVSVRUGgw493UNobetF7fRRU8usujpYpOrrG0ZFRSFqa8+t2LFXktGoxz9999N46eW34PX6cd+9N6C2tgU//env8frRU7BXliIvPx1r1xSgoqIQb7xRh+uv3wiLxah1dCIiIiIiIopAl1WwUlU1AKBKEIQkAL8VBGE9gKcAPI7gOYHHAXwPwMdm2PZpAE8DwJYtWzgyiy5ysqZZ6wgxaepqZ6KIwt8CcUONo+91e3sf0lJtqNZgJM2GDcVoaGiPqBaweXnpaG/vm3vFZZaZmQyrxYjWWVr5zUb2e3Ct4zkcst8Fv2xYdI76+o6wAmAscTga8aUvP4V1FUWoqCjEl7/yFIaGxkKPd3YOQJYl/NX/uRt1deewc+fGuBp9SURERERERPMzrz4cqqoOA3gVwHtVVe1RVTWgqqoC4CcArlyGfBQHvvCF2yFJbAmz1IaGRpGcnKB1DKJwPE8ZR2Lw7PwFNmwoxto1BbBXlmhSrAKAmppmFBVlanLs2SQnWbWOgDVrCuB0jqOxqWve22YNNsPmGkTWYMuSZDGbF1/0imSKoqLmZDP+49evhhWrAMBuL8U3vn4f1qwtwBVXrGGxioiIiIiIiC5pzhFWgiCkA/CpqjosCIIJwA0A/lEQhGxVVafOAtwG4OQy5qQY1t8/gkBA0TpGzGlr68OGDcUYGhrVOgoRxaFYHE0y3fr1xZAkETURMEp4dMSldYQwoqRtUaKoKAtnzrSFtSWcj/zeutBte0b5ovM4neNh90VRgCiKkKTgv+lfS5IEWRIhSiJEQZjs5CjAajWirm7lWhouRllZLjo7+5GWlohPf+oWZGenID09SetYREREREREFAUupyVgNoBnJ+exEgH8WlXV/YIg/D9BEKoQvIS6BcCnly8mxbK8vHQkJ1svuiqXFq+mphlryvNx+kyb1lGIKM4oSuxWrEQxOGeS3xcZrVf7B5xaRwgzMjKh6fGtVuO8ilXZ/Q1Ic3aE7qc5OydvO7Ch8WBoeX9iLrrSyhadT1FUKEpg3q17q+ylmo3kuxSTyYDs7BQkJlrg9wXwrnetRbWjAddcU8liFREREREREc3LnAUrVVVPANg4w/L7lyURxZ2h4VEMD4/PvSItyOkzbSxaUcSI9VE3dN5CR7dEg5KSbEiiiI7uAa2jIC3Vhv6BEa1jhGlv74MkiZqNnj5zpg12ewlOnGi+rJ9DQVVQ3F0DQVXCupZKagClXQ6oAFRBxIAte9kyX45qRyMq1hagsalL0znLUlIScO21lbjiinJUrC1EWlpiWKu/kZFxJCVbsaY8n8UqIiIiIiIimpfLGWFFtKzOtfSgtDQHDQ0dc69MC+Kb51XcRBRUuaEUI6PjaG7u1jpK1FFiuNXruXO9yMpMRl/fsNZRkJycEHEFK58vgPz8DLS19Wp2fIejCXq9jNKSHNSdvnQrvc701XjFkoqttS/A4J2ArPhDj/lFGR69GW9U3IpRc+pyR59TbV0r8vLS4XZ70N+/st93g0GHjz30Ptx113XQ62f/XwibzYKbbtwMs9m4gumIiIiIiIgoFohaByC6+up1+Lef/RUeeeSesOWiKECv12mUKrY0NnaiID9D6xhRJnZHh2hJ25lt5s9xohHt7f2oqCjQOkrUUWJ4hFVmZjJ6eoe0jgEAMJkNWkeYUXKyVesI8Hr9OHO2DXZ7KTIyklBQkBE2Emi6UXMqXq26B6ISfoGHqATwStU9EVGsmtLe3gefL4CCgpX5vZ6oF3Bbw2+x718+j3vv3XnJYtUUFquIiIiIiIhoITjCiiLGze9/F7Iyk5GcnICcnFTo9TpIkojBwRG4XF4cPHQCr75aDVmW0NDQgezsVCQlWXHqVAvcbq/W8SOe3iCjpCQbTU1dWkeJCrOd1KT44/P5UV/fgcoNJThR0wQAKCrKQmdnP/LzM2C1GtF6rhdDw5yHb7pAIHZHdrrdHni9/rlXXAFihH5WRcocZoqiwjFt3qcNG4pRU9M847qpzg4EJBmqEoCgqoAABEQZqSOd6EkpXqnIl8XpHIfb7V2ylr+y34NrHc/hkP0u+OVgEVQQBNx223ZclzCCVz75Q4y8+RrS0pLwi6uvxr2vvw5DYuKij0tEREREREQ0HQtWFDEEQcCWLeUXLU9JsQEAdt3zbuy6590AAL8/AEkSIQgCBgZG8Mor1fiXp/fD5fKsaOZo0tAQnETebi9BQ0MnxsfdGieKbDE8OERT0fqy+nwBnKhpQmlpDnQ6CadPt8FqMU6eDG9CQUEGXG4P3G7t5pWJNFrNX7ScKitLAABNjZ0aJzkvUlu+9vc7tY4wI6dzHBaLccbfgfm9pyEHfBi2ZsJReh3sjQeRNNaDgp66iCtYAYDH48OZs+2w20vgcDQtal9Zg82wuQaRNdiC9oxypKQk4NFv3IcrrliD5266CQBw6tlnoaoqBmtr0fTii1i7a9dSPA0iIiIiIiKiELYEpKgky1JoBExqqg133nktfvXLr+OGGzZBkvhjfSkOR/CkO11aZI5ZIK01Nnbi9OngaIaxcTeam4MjFltbe7GqLE/LaBHHH6GFlIUqLs6Cz+tHW1sfxiKo4D8xETlZpuvuHoQ5AtsVtrb2oqw0d8bHrK5hnM6/Egftd2E4IQsH7XfhdP6VsLiHIfs9ePfbP4fsj6wLY1Q1WDTfsKEYonjxb67puWd7DrLfg6qGPwEA8nvrUCn04ZPpvRj5fz/Ggd270X7oEACg7eBBHP7qVwEAhx55BGd/85vQPjxOJ55Ztw4eZ2QWKomIiIiIiCg6cIQVxYy0tETs+ZsHIQoC/vDHt7WOE7HYFpC0FMuFQJ/fj9Wr8+D3BaDXy2jv6MfYUgzXkgAAIABJREFUmEvrWJoJ+GNjhFV6ehJyclLR0tINp3Nc6zgXGRoa1TrCrHJy0tDQ0KF1jIs4TjRCp5Ph84W3dXxl0wUjhgQRZwq34kzhVuT1ng4bgRRpamqaUVaWg+7uIbiHh0Pt/aaPnALU0NcBUUKaM/i9sbqGICvB1yJ9pAMb5V6ceebfLxpqHPB4MNoWLNiPtrXhxNNPo+3VVwEAgijOOPLK43SyhSARERERERFdNhasKOZ8/OPvR1Nzd0SeJNNScrIV+fkZOHOmDR4P25bNJVpb15F2pkZeTUlJSYC9sgRujw9erw82mwUulwdnz7ZDEIDKylI4nePo73ciJTkBEy5PxLZRWwh/jMxhlZBggiAAublpEVew0utlDA9HVqbpLBaj1hFmVVFRGDa31Vzye+tCt5FYsAKCrX8zM5NRONgXKkxNzz31my2/tw7nMitQ3F0DQVXCLiQQlQA6XzlwfoEkAbO8l1tefhktL78MUZaRsnYtgGDbwOkFq8b9+9lCkIiIiIiIiC4bC1YUUQIBBUNDo0hLu/gqXJ/Pj9ePnsLaNYWw2cwwGvVQJ6/+FaZNOp+bm4af/uTLePPNOjgcjXj5D8cwMDCyYs8hEtntpTh1qhknTixujot4EssjgWhlDA6OYnAwfPSLLEtYv74Isiyhujp4slwUBfh8fpjNkXtyfyFipSXgyMg4LGYjamvPaR3lIqmpNnR1DWodY1aR/DPgcDSisrJk1t+L2f0NoRFIAJDm7Jy87cCGxoOh5YPWTJS3H8Mh+13wy9q0QJT9ntCIKvHUW8hrPgwA2NB0ELrJ9n/pw22YKlhlDLfCOjGIcaMNZpcTItSw33mCJEFnseBdX/0qjnzjG7NewCHIMnRmM0puvRX1//mfAIJtAw/s3h1ap+1g8LW6sJBFRERERERENBMWrCiiNDV14uTJFrzrXWsxODiCN9+sQ1f3IO679wYUFGSgrrYVX//6M9DpJHzk7uvR1T2I97znCly1tSJsP7IsYdu29di2bT0+9alb0NM7hDeO1iIpyYq0tEQkJJigKCp+8IP/QvU8rrCORrIswekchz9G2nNRdIv3kWt+fwAnT7aELVMUFR6PD2vWFCA52Yr+fidGRiZCjyclWSJ6FM1s/L7ILVZcDlEUkJJiQ15eGnq6h7SOMyObzRLRBasLC7aR5uTJZmRnpaCr++LXUFCVGUcgSWoApV0OqABUQQQy1TlbBU4vKPllw0X3F2L6PtacewM21yCuOP0/UAEYPcHX3eA/P7+ZOO3TVwBg8Y5BxcwXZ6iBAPwTE3APDkJnNsPvckFVVagXjLRS/X54R0Zw+he/CC0LeDx4Z+/eyYOKEMTgvKJtBw/iD3/xFzjz3HMov+suFN10E1bffvuCnjsRERERERHFLhasKKKsWpWHVavyAABWqxGPf+vn6Ojox/i4G1/96i587GPvw7XXVsLl8qCiohAm09wnemRZQm5OGu6449qLHvu7v/s4du36NoYjrM3TUiouzkJ9Pdsjzle8F1aWD1/Z2Uy1JystzQkVrKqqSlFd3YgNG4pRX98Bt9sbWl+SRAQC5wvRVfZSjI650NgYHAkiigIUZWGvt8ViRHp6IlpaesKWr19fBFVRceoyRhv5/P4514lkWZkpSE62ork5MueuAgCjQad1hEvq6hqA0agP+7mNJIqiwmI1Ij8vHW3tfWGPdaavxiuWVGytfQEG70RojicA8IsyPHoz3qi4FeubDgG4dKvA6fNItWeUX3R/yvQiFABc5/gPqCpwqOru4P3qf4fZPYI/bnkQaSOdoX2kO9sBBEdOXe7o4IAoQVAVKCogXfi5LAi4/oc/RNsrr8A7NoasLVtQfvfdOPRXfwVVCX7miLIMyWCAzmqFd2QEftcM8/UpSmj9gMeDE//yLwCAmp/8BI3796Nw507Oa0VERERERERhWLCiiGWzWfDsv/01fD4/EhLMoeUVFYVLeoz77rsRTzz530u2z0gzvV0ikeZYr7oknU5GgtWE/Px0JCVaQ20DW1q6oaoq7PYSOBxNsFeWwuX2wGQ0wHGiESkpCWho7ERRUSbWry/G2bNtqFhbCBWYdZ4eURSg1+uQlZWCxEQLOjr6kZmZDJ/Pj8bGToyPu1FZWQKogCAK8Hi8odFhZWW5EASgsbFz1qKYzxfdBasJlxsutydii1UAoqJ3aU5OKpqaurSOMauGhk5YLEbY7SWoP9uBCZcn9NioORWvVt2D973xdNg2kuJHb2IBirpOztoqsD8xF11pZQAunv9qtvmwpheyABUJruHJ5ZP33cE57qoa/gTbRHBUWEXLazD4zheLFAhho6lmIwvAJ5qa8ZPi4os/l1UVba++iqH6elz12GO46tFHsf8jH4GqKLDk5EBvscCQlITuY8dQcOONaHrhhbDNBUlCQn4+Jnp6wgpZgihCVRQklpZiuL6e81oRERERERHRRViwoohmNOphNOqX9RgJCaZl3b/WvF6f1hGIQlivujSfzx9qU9rWdn7Ex+ho8KRvT88wSkuy4TgRXCczMxlFRZno7h6C232+oJSVlYKak80wGfXYsL4YzS3dcLs9odagSUlWBAIBjI250dLSDQAQRRH9/c7QMfv6nOjrO39/uoaG4KjNqQLaTKK5DalOJwEACgsyMTQ0pnGa2Xk8kV8UjIbfsePjbjgcTbBaTSgpyQ4rsKU6OxCQZKhKAMLUvJlQUdRzcvZWgRBgcQ2F5sBKn7odbsOO47+AbWIAAJA23BZW5EqdHCkVLGid/7TM762DwXu+cJox3AZh8nGz9/zPpzCZ7SKCAExmhyhCFEXIJhNq/vVfAUEIXtgyeSubTCi55RYM1NXhwerq0C6G6utx1d/8Da569FGIkgQlEMDRxx9H7b59YW0Dp/Zxzd//PX5/771hMaZGWw03Bj+/Dj3yCDrfeAP5O3awPSAREREREREBAEStAxBpLSsrBe+5aQuSk6246cbN+O53P42ioiytYy2ZxESr1hGiEgemLQ91gS3qKKi7exCN006mZ2QkISnRelHLte7uQQQCCsbG3ag52YyxMRdWr85HaqoNqak22GxmjI4GTzBPUZT5F5gcjiasXp2HiopCZGYmh5ZPFXyiVU5OKnQ6GWfr27WOckmjoxNzr6QxJRA97/mxMRfOnetBVlZKaFl+72nIAR9GLOk4ZL8LTmsGACAgyvCL4dd9+UUZE0YbThZtQ4azHSVdDpR2OSCqk230oCJpYiD0x7cEFaVdDpRM/kucLGRlDLciY7gttN+M4dbQY1P7me1XlIrwCwMEUUTahg2h+wXXX4+MjRvhHRvDyZ/9DFBVZG7ejF2vvx5arvj9ePCdd8L2+2B1Nbbt2QNRCr63RUnCtj17kLl5M7xjY8jYuDFsH+888QQk/SwXHE1+1oy2teGdJ5/EiaefxoHdu3H2N78BAHicTjyzbh08zpkL5kRERERERBS7OMKK4t7mzauxefPqsGXrKgrx+OM/x9E3ajVKtXR6eoa0jhCdoucca1SZXiChxaupab7sdWtrzyE52YqhoTEMDIwsWYazZ4NFHbPJgFVluTBbjGhu7oJOF8DEhGeOrSNPcXEWRFFEbk4CunuGIvo5DA2Nah1hTtGQcbpAQEFamg3d3cGWe1bXME7nX4kzBVcCgoiD9rtQ3vpn5Aw0ImGyLd8UUQnglap74JcN6EspnHH+KxXhnRynPhGnL7uwGDXf6ydSK+1QXBPwjY9jvKsLI+fOYeujjwKCgMbf/Q73HzuGo48/jj//4z+GWv6JkoRdR4/i6OOPo+H55y/7WNPbBk7fx/Ef/AB+jwdp69djtKMDnqFZ/hZRFLS8/DJaDxxA7vbtAIDG/fsxWFvLloFERERERERxSFjJk4dbtmxRjx07tmLHI1oMVVXx2msn8dx/HsLbb5/VOs6CyLIEURTg9UZ+26hIY7eXzjr3Dy1cRUUhamvPaR2DlpnNZkZxcRaam7qhqCosFiNsNjOGh8dmbTMYKUwmPcpKc1Fz8vKLgVowmw0RXUybIooCJEmKqjnNRFHA+vXFmJjwhNpfXihroAmbz74McapVoBAcdXWs/L3oSSkGAOj8HrzvjafD5pS6sGClQIDLYIXB5worbM3H1KgqAYCk1+MDv/41yj74wVDbvobnn79oxNRye7aqCmUf+hCuevRReEdH8URqamhk1XSyyQRLdjZue+EFpFVUAACeu+kmnPvjH1F000248+WXVzQ3ERERERERLT9BEN5WVXXLjI+xYEV0aaqq4ve/fxPf+e5/IBCIrjlZ1q8vQm3tOShswzZvVfbS0FxCtHTWri1AXV2r1jFohWRlpWB0dAKBgAKPxwedTkJebjqamrvm3lgjRUVZGBhwhuYNi1T5eeloa++be8UIUFSYiZZzPVrHWJDZLl64ou73yBlowLA1E47S62BvPIiksR50ppbhrbXvBzBDUQvBOaYUCMGi1WSRq7psJzafeTmssDWX8DUFtNpvxCahDwOOaqy+80584Ne/XvBzXmqNL7yAF++9F36XC4o/vCgnSBLe+7Ofofutt0LLTjz9NAIeDySDAZWf+lRoOee6IiIiIiIiig2XKlixJSDFJY/Hi1/96hXk5aXj6qvXwWw2zLquIAi4+eatSE5OwC9/eSBqihiFhZk4ebJF6xjRi3NYLQvOYRVfptqqTfF6/ZDkyJ4+UxQF5OdnIBBQcOZM29wbaMRqNWkd4bLZEi1aR1iwmpom2CtL4TgR/rt/tlaB2YNNoXWm5r+aKmpdffJ56AIeBCQ9Xl//wVCRq7jTgYAkQ1UCofmuLodXNECRZBh949ieb8Rd//3WvFv6rYRT+/bBOzaGpLIyjHV0wD8xOfeaIEBnNqO/pgaOp566qJgV8Hjwzt69AABRlkMtA4mIiIiIiCh2RfZZI6JlYjDo8dGPvgdNzV249QNfx9Gjp+bc5uqr1+EHP/gcPvCBqyEIkV3NsNtL0dU1MPeKNDvWVZZFYIaWUESRpL29DzqdjEAgoHWUS9IbeM3RSlAUFeoMvxBe2bQLZwq3AsLkn9KCiDOFW/HqxvNzLk0VtQ7a78JwQhZceiv6bTmYMCZgOCELB+134XT+lbBNDEAO+DBiSUefLS+0vV/UwS/qQvdVAIpw/k/3gCzj5Ssfgu79H4G7vRWiJGHbnj0r3v5vLlPzXKVXVsLvciFzyxZs+MQnIBuN8I6NwdnSggccDiSWlEA2hRdiZZMJiSUluOfIEbz+zW/C44zslqJERERERES0OCxYUdRbTJu+G2/YjE984v14/Wgt/P65T07KsoS/+j934+++/XFIUgS/fVRw3qpFYr1qeaxkG1qihfB6/Rjod6K5uVvrKHOI7AsnphseHtM6wqK0tfZi3bqieW93YVHrlc334rXKO88XtSaLXC6DLVTYMvjd8EhG9NtyMG5KxITBFipUjZhT8cLVn8XpvC3wizL0PjcgiLjhO38fcUWq6R6srsa2PXsw3NCAqx57DPe+8Qbe85OfYPfoKK567DEM1dcjraIC97/9NgJeb9i2Aa8XDxw/jqGGBgzW1qLpxRc1ehZERERERES0EjiHFUU1j8eLb337F1i9Kg/333/jih77t789gu99/7kVPeblSkgwY3R0QusYUa2qqhTV1dHR/jGaFBdnozmC5y+i5bd6dR7Onm3XOsac1q8rwrnWnoidy6qiogC1tdExH5wsi1AUQIniEZbJyQkQBGBwcFTrKBf504HvQa+P/hF30+e6UlUVgiBANplw8y9/ieM/+hHO/fGPKLrpJtz58staRyUiIiIiIqJF4BxWFLMMBj0e/9uHNDn2hz60DU3NXfjtb49ocvxLUaP4pGCk4ECg5RHNJ6wpvoiSGLHFKgAYG3NrHeGy+f0K8nLT0N7Rr3WUBRsaGoUsizCbDJhwebSOE7JuXRFEMXpG213K1FxXWVu2YNUdd+Dt738fE729eOWLX8RoW3A+ubaDB3Fg9+7QNvk7dmD17bdrFZmIiIiIiIiWWAT3NCOKbIIg4PMP34bMzGSto1ykqChL6whRLzZO/0UeZREtPCk2RHpbSFEUUF6ej6amyB4JODQUXW32kpMTtI6waH6/ggSbGXZ7KZKSrJpmsViM2L37Nvzohw9DliVNsyyVqbmudh09isSiIrgGgnNxDjc0IOAJFgkDHg/e2bsX7+zdC8dTT8EzMoJn1q3j3FZEREREREQxgiOsKC4NDY1hZGQchYWZi9qPXi/j1luvwk9/+vslSrY06k63wm4vBaCir9eJzq4BrSNFH1aslkWAI6zins1mQVlZTtiy6TWssIJW2Jfq5HoqFCX4T1XP/1OU4MqBQACqGpzfUACgqEpwOzV8l1PHmdoeCI4AVNVgu1m3O3wunUhiMOiiru1rrIwC6ukZQk/PEJKSrNiwvhg1J5tX7Nhr1uTDaDSgra0X115biQ/ftWPFjr0SHqyuDn295u67kbZhA357660Y7+qC33V+tKNsMsGSnY3bXngBve+8E5rbau2uXVrEJiIiIiIioiXEghXFpeRkK37173/CA/ffCKvVtKh93bBzU8QVrAIBBQ5HcP6lC08ME2kp0kfX0PIbGRlHQ0On1jFmZTLpAQhYv74oYuexS0lOQFf3oNYx5mUkygpscxkeHoMtwbxix8vJScWPfvh5mEx6CEJsFP/mklZRgfvffhtPpqWFLQ94vXjg+HEYEhPxyl/+JQDg1LPPsmBFREREREQUA1iworj1vvdeiS/85ZP4xtfvQ3Hxwlvo5eamwWo1YWwsMuc6aWvr0zoC0XmsV1GEEwQBVqsJw8PjWkeZVYLNHHUFq46OfoiiEBoJFwta23qRl5eO9vbl/z1bXp6PoaFRmM1pc68cQzoOH4bObIbf5Qpd8CCIIl687z4kFhej/dAhAJzbioiIiIiIKFZwDiuKW8XFWfjcZz+IX/3qwKKu/G5u6Y7YYhUQPMlFRBQpIn10yMSEB4qioKMjcov9RoNe6wjz5vX6sWZNgdYxltxytzrU6SQ88sg9ePxvH0JubnwVqwDg1L598I6NIWPjRux6/XXYioqg+Hxo2r8f7+zdy7mtiIiIiIiIYgwLVhTXNm1aha997d5FtfUpKc5edFvBpZaZmYzMzGSsWZOPurpzWseJSuxcR7Q8oqEtpCAIyMpK1TrGrKJ1Pqhom3frcgwMjCxbEfahj74Hv3v+W7jl5q3Lsv9oMFRfj6seewy7jh5F9pVX4uNnzsD+2c9C1Oshm8L/9pJNJiSWlOABhwOSThea24qIiIiIiIiiB1sCEi2BD9x6FQ4drlmWtkAmkx42mwWJNgtsiWbYbBbYEsxIsJlhs5mDXycEv05IMMNg0GH3F55Ab+8wenqGljxPvIjO08FRgC8sRYFTp1pQVVWKtrZeraPMyB9QtI6wIO3tfcjKSkF3lLUzvBSfz4+kJAuGhsaWdL+bNq3CQw+9F6IY39eWPVhdHXZflCTc+OSTuObb3+bcVkRERERERDGIBSuiJfDZz34Qmzavxle+8n8vuZ5eLyMpyYqkRGvwNskCW6Jl8r4FiYlWJCZaQv9sNgv0+vm9Tb/29X9Fb+/wYp4O0fKJ/ME1RFi1KhcDAyOw20vhcDRqHecibrdX6wgLoqrBEcCxVLDyev3Iy0tYkoJVaqoNVVVl2L59PW7YuSni22dqiXNbERERERERxSYWrIiWSFlpDm66cTOSkqxITklAcpIVSckJwftJwQKV2WxY9hNQTU1dy7p/okXh+VeKAvX1HSgvz0NvhI5SHRkZ1zrCgtXVncPq1Xk4e7Zd6yhLpqOjH2vXFqCjox8jI/Nve1hUmInbbtuOD35wG2RZWoaEsWdqbqusLVuw84knsH/XLjgbG9G0f3/YelNzWwGAKMvI3b5di7hERERERER0mViwIloiaWmJeOyxB7SOgY985HocOVKDt98+C58voHUcIqKoJEkSUlJt6OkdgqJE1tDAwcERrSMsmNfrRyBKWxrOxuPxoa6uFdnZqfD5/HC55h4B98ADNyEjPRFJSVZs376Bhap5mprb6qpHH4UoSfj4mTM4sHs3an76U4iSBL/LFVpXNplgyc7GbS+8gLSKCg1TExERERER0VyElZz8fMuWLeqxY8dW7HhE8WxiwoO3jp3Ga0dO4vWjtRgeXtr5NWJdpLYCi3bZ2Sno6oqddmA0f9E0uiY11QZRFNHXFzltVpOSrDHxeW61GDE27tY6xpIrLMzEuXM9c66Xm5uGnz3zVzCbDSuQKn64h4fxZFoa1MD5C3YEScLDAwMwJCZqmIyIiIiIiIimCILwtqqqW2Z6LL5nciaKYWazAddda8fXvnYvnv/vx/HUj/8S9967E4WFmVpHiwrsXEdEExNuZGUmR9TnZnKyVesIi1ZQkAGfPzZHAHs8vsuae7KwIAMmk34FEsWXqbmtRFmGIEkQZRk6sxnthw+HredxOvHMunXwOJ0aJSUiIiIiIqKZsGBFFAckScSGDcX4zF98AL/4+dfwy198HZ/9zAewYUMxJ3WfDV8WorinKCpcbu9ljZhZKWazUesIi9ba2gur1QSzKfZGF3m9PhgMuhkfM5kMuPvuHXhi7+fxne98mr9/l8HU3FYZGzdi1+uvI2PjRnjHxnBq376w9Rr378dgbS2aXnxRo6REREREREQ0E85hRRSHCgoysGvXTuzatRNDQ2N4/fWTOHLkJN7882l4vT6t40WGyJqyhohW0Pr1xRgbnYDb40NTU6fWccLoYmCuo9zcNBiNegwMRO9cXLMZHZ1AUpIVo6Ouix77wu7bcMstV2mQKn5cOLfVrqNHcfTxx9Hw/PNh65169tnQ7dpdu7SISkRERERERDNgwYooziUnW3HzzVtx881b4XJ58Oe3TuPI4ZN47fWTGBmZ0DqednjhO1Hc8vv8SEoKtt7r7o6sOdeUFZx7dDlYLEYMDIzA7fZqHWVZ+HwBZGYmY2hoDH5/AIIgYPPmVbj9tmtw7bWVWseLeQ9WV4fdFyUJ2/bsQXplJQ7s3h1a3n7oEACg7eDBsOX5O3Zg9e23r0xYIiIiIiIiuggLVkQUYjIF57267lo7/P4ATtQ04fDhGhw6dAI9PUNax1tRUX5OOGKxBRZFA7fHC4NRD4ejUesoF4n2Qo8kiRgfd2sdY1mdPNkCi8WI8vJ8bKwqw6c+dTNEkV24taT4fHA89RQUvz9secDjwTt79wIARFlG7vbtWsQjIiIiIiKiSSxYEdGMZFnCpo2rsGnjKuz+/G04e7Ydhw6fwKFDJ9Dc3K11vGUXSXUVu70UPp8f6oVVNHV650IVAoTgyDAVoRFiArCgJyMIwaLdpQpMF+aZbdXpqzU3d807C8UWUxTMW2Q2GyO2MOR0jmsdYVEyM5PjYvTu+LgbdXXn0NbWizvuuAbp6UlaR4pra+6+G2kbNuC3t96K8a4u+F3nWzbKJhMs2dm47YUXkFZRoWFKIiIiIiIiEi46AbqMtmzZoh47dmzFjkdEy6OzcwBHj57Ca6+dwvF36uH3B7SOtOSqqspQXd2gdQwIApCTnYqOzgGtoxAtGbu9FLW1LfD5Iu+zw2YzQxCEiC0MybIIv1/ROsaCyLKIoqJsNDR0aB1lRdx//424794bYLEYtY5Ck9zDw3gyLQ1q4PxnjyBJeHhgAIbERA2TERERERERxQ9BEN5WVXXLTI+xPwkRzVtOTiruuONafP/7n8GL+/8O3/zmR3HjjZthtZq0jraEIqMnoKoCyckJWscgWlIORyMqKoq0jhHGZjPDXlmClOSEiC1WAUAgEJ3FKgAoLMyKi2KVLEv43j/9Be6841oWqyJMx+HD0JnNEGUZgiRBlGXozGa0Hz4ctp7H6cQz69bB43RqlJSIiIiIiCg+sSUgES2KxWLEzndvxM53b4TfH4DD0YjDR2pw5MhJdHcPah1vxWzatArbt69f9H6mt+BTVTV4XwW2bVuPP/zxGDo6+uH1+i+xB6LoUFPThLKyHDQ0dGodBQCQk5MGl9uL9o5+raNckslkwMSER+sYC+L1+rSOsCJSUhJQVJSF1FSb1lHoAqf27YN3bAxZW7Zg5xNP4MDDD6P72DGc2rcPpbfcElqvcf9+DNbWounFF7F21y4NExMREREREcUXFqyIaMnIsoTNm1dj8+bV+MLu29HQ2Ikjh2tw+EgNzp5t1zreslpTno8P37VjWY9x//03oqWlG5/93A/jYg4Yim2KosJiiZxRmS6XB+fO9WgdY04Ggz5qC1b9/U5IkhjVo8Tm8v73XYnPfOaDSE62ah2FZjBUX4+rHnsMVz36KERJwq6jR3H08cfR8PzzYeudevbZ0C0LVkRERERERCuHBSsiWhaCIGBVWS5WleXioYfei+7uQRw+UoNDh07gxImmyD9hOc+OgCs1HWBRURY+/elb8d3v/sfKHJBoOUVA581Vq3IxMeGOmiKwyajHkNYhFsjl8sJeWQLHiSatoyybl15+C1/5yt1ax6BZPFhdHXZflCRs27MH6ZWVOLB7d2h5+6FDAIC2gwfDlufv2IHVt9++MmGJiIiIiIjiEAtWRLQisrJScNed1+GuO6/D8PAYXnvtJA4drsFbb52OzBZ3wtyrhK0+z/UX45abt+J3v3sdZ860rdxBiZaBGgEVq56eIeTnZ6Cjo0XrKJdFb9BpHWFRGpu6IIoiFCXCL1pYALu9FNddVwm9nn9eRxvF54Pjqaeg+MP/Hgl4PHhn714AgCjLyN2+XYt4REREREREcUPUOgARxZ+kJCtuvnkr/vEfPon9L/wdvvX4Q7jxxs2cnP4ySZKIbz3+EGRZ0joK0aKcPNkCu71U0wzFRVk4dapF0wzzEe3FEJPJAHWlhqSusKamLlRWavvzTAuz5u678YDDgcSSEsim8FalssmExJISPOBwYM2HP6xRQiIiIiIiovgQ3Wc9iCjqmc0G7NhRhR07quAujFU2AAAgAElEQVTz+fH28XocPOjAkSM1GBoa0zpexMrOTsUvfvE1PPOv/4P/PXA88lssEs1AURTU17cjOzsVXV0DK378vLz0eY+m1Fq0F6rT0xPR1zesdYxlccft12BNeb7WMWiB0ioqcP/bb+PJtLSw5QGvFw8cPw5DYqJGyYiIiIiIiOIHC1ZEFDF0Ohlb37UWW9+1Fl/58odx8mQzXj3owNGjtXC7vRBFAYIQ/AcAqqpedKW+IAgQRQHBs9AqFEWd3AaY68z01P5UVYXFbER6euLk8mDLv+nHvpDVappx+XLKzUnDo4/ej2984z7874Hj+OY39614BqLFmpjwoKwsV5OC1YhzHImJFsiyBL8/sOLHXwhJiu7B8TpdbP7paTTq8cADN2kdgxap4/Bh6Mxm+F0uqGrw7wfZZEL74cMoveUWreMRERERERHFvNg8a0BEUU+SRNjtpbDbS/GF3Zzg/FIEQcANOzfBZNTju9/9NQYGR7SORDQvPq8ftgQzRkYnVuyYtgQzdHoZoihETbEKACQxugtWbrdX6wjLwu32YnR0AqmpNq2j0CKc2rcP3rExZG3Zgp1PPIEDDz+M7mPHcGrfPhasiIiIiIiIVkB0n/UgIiIAwaLV9u0b8J3vfEqT0V5Ei1F3uhXFJdkrekxbogWiKKKmpnlFjxvvPB6f1hGWxfXXV7FYFQOG6utx1WOPYdfRo8i+8krsOnoUVz32GIbq62dc3+N04pl16+BxOlc4KRERERERUWxiwYqIKIaUl+fjB//8WWzevFrrKETz0tLSDbu9dMWO19s7BDkK2+upc68S0WwJZq0jLLl3v3sj/vabH9U6Bi2BB6ursW3PHohScK44UZKwbc8ePPjOOzOu37h/PwZra9H04osrGZOIiIiIiChmRd+ZGiIiuqQ1awrwwx98Dv/4D5+M+vluKH44neOYZYq4ZeH1+pGRmbxyB1wiF87bF21O1DShoqJQ6xhL6qMffc+s8xtSbDv17LNht0RERERERLQ4nMOKiChGbdu2Hjfs3ISX/3BM6yhEl0VRVq4YI4oClICCdVPFkwsLDqoaWiYIwbvTTa2uqoAATP5n8rHwO4AK1JxcmtaDgYAyr/UzM5ORkpIQ9vSCT00IFVlUVQ0WwlRAhRr6PgSXT3tpVADC+aLZ1GNT+5r6GhAuXg4huJ0AWCzGRb4KkUGSRNx99/UoyM/QOgqtkLO/+Q3aXn01dL/90CEAQNvBgziwe3doef6OHVh9O+ffJCIiIiIimi8WrIiIYtijj96PNWsL8OMfPw+fL6B1HKJLWslRKoqiLlkRaS5lZblLtq9AYH7v4+ysFFQ7Gpfs+EvBaNTDajFibNytdZRFCQQUHDlSg1tufhcKCjK1jkMrQPH54HjqKSh+f9jygMeDd/buBQCIsozc7du1iEdERERERBT12CuKiCjG3XXnddi7dzcSYnDuGIotfX3DWkdYFkajbsn25fP6515pmo7O/iU79lJxu70oKc3ROsaSGBgYQVZWqtYxaIWsuftuPOBwILGkBLLJFPaYbDIhsaQEDzgcWPPhD2uUkIiIiIiIKLpxhBURURxYv64I//Wfe3DwkANvvlmHP/3pnRVtv0Y0l9RUGyYmPFrHWHLZ2aloaOhcsv3Nd6Sk2WyAzWbGyMjEkmVYCm63V+sIlyUvLx0WiwEmkwEjIxNoaekO++y8/fZroNfzz+l4klZRgfvffhtPpqWFLQ94vXjg+HEYEhM1SkZERERERBT9OMKKiChOmM0GvO+9V2LP3zyIHz/5BaSn86QaRY683DQMD49pHWPJZWYkLWlxxuP1zWv9c+d6kZWVgpSUhCXLsBQaGjpgt5ciPz8dmZnJSE62wmjUax3rIl6vD2fOtKO6uhFNTV3Izk5BZWUJNmwoxvp1RUiNsNeVVkbH4cPQmc0QZRmCJEGUZejMZrQfPjzj+h6nE8+sWweP07nCSYmIiIiIiKILLwklIopD69cX499+9tf4r98cwjPPvKR1HIpza9bko6Fx6UYhxTLvDAUrvV6HL3/pTjQ0duK55w5e9PjZs+2QZRGrVuWivr5jJWLOSVFUOGaZW8to1EOvk2Ew6qDXy9DpdNDpJMiyBEmSIIoCxMn5zlRVRUBREAgo8PsC8Pr8cLu9cLk8mJjwwO9f+Nx9er2MwcGRsGUdHQPo6BgI3Zd1Mu6887oFH4Oi06l9++AdG0PWli3Y+cQTOPDww+g+dgyn9u1D6S23XLR+4/79GKytRdOLL2Ltrl0aJCYiIiIiIooOLFgREcWpxEQL7v7w9TAaDfjxj5/XOg7FqYQEE1wuD8bH3VpHWRYDgyMQRWHJWnDONFqrtDQbN9+8FYqi4PnnX4N3hnmu/H4FSkBZkgzLze32Bp/n6OL3pdPJsFgMMBj0MBp10Ot10OlkSJIIURQhCICqAkpAgd8fLHj19zvhdI7D6/WjsrIEJ040zbr/3FzOXxWPhurrcdVjj+GqRx+FKEnYdfQojj7+OBqen/l36alnnw3dsmBFREREREQ0OxasiIjimMVixD0fuR7PP/8aOjr6tY5DcchsNuLcuV6tYyybtrY+VNlL4TjRBFVdfNHK7b54hNUNOzcBAEZGJiBJEoCLC1ZFRZlobOpa9PGjjc/nx/CwH8D4ZW8zvUg117fM6bz8/VLseLC6Ouy+KEnYtmcPtu3ZAwA4+5vfoO3VV0OPtx86BABoO3gQB3bvDi3P37EDq2+/fdnzEhERERERRQsWrIiI4pwgCNhYVcaCFWmir88Jm82MkZEJraMsm2pHI+z20llb4M2HqqowGHTweM4XrgoKMgAAoiTOOl9We3sfNqwvRs3J5kVniHW+aSPUxsdcl1z3yJGTGBwcQUqKbbljURRRfD44nnoKij+8eBzwePDO3r0AAFGWkbt9uxbxiIiIiIiIIhYLVkREhOt22P8/e3ceH1V973/8fWZOSGZCCIQQCBDEsBjCItEYDKLGpbiBCwJpI8Slt7ZaRK393fa2JbWl2ltbu4GlpbfekhZbUXEBbBXxAtHE1gQYNAEJ4JKwiJAwEEhmMpPz+wONxEASSGZOltfz8ehjOt/zPefzDgklzSff71evri0+5VZiQCiNHz9cHs/pt1zrLvbvr1JEhFP19Z+fqXThhaNVUXFABw4cVu/eLl0yeazGjDlH/eJi5HQYKnqrTP/4x781fPgg7d17SHV1fkVGRuiOO65RVdVRHTp0RK+/vrmxWdInxq2Hf5irx37+dLMtFs85Z5C2v1fRLFdkZISSkwcrOXmQBg+O14D4WEVHR8kwDFUfrpH3cI2OH/dp775D2rbtI+3bd6jZM7qbquqjGjFisBqCDdqzt/VG/gcffkzDCk2kZGcrfvx4PT99uo7t26dA7eeNT9PlUnRiom5ZtUrxqak2pgQAAACAzsfoiO1p2io9Pd0qLi4OWz0AQNu99FKhHvv503bHQA8zYUKy3nlnd6tbr3UH48YN17vvftD4fvq0TI0bN1z9+sUoPf089erV/PeIfL56RUZGqL4+oHfefV9DhwzQgAGxMgxD9fUBvfXWNk2enPrpVoAnbN/+kf7ff/5B1dU1kqS4uBiNH5+smN4unXdekixZ6t+/j84dnqghQ+LldDra/DHs2XNQb775rv5v/Ra98w6rtSRp4Y/v1BVXTLQ7BjqhusOH9UR8vKzg541qw+nUvEOHFBkba2MyAAAAALCPYRgllmWln+oaK6wAAJKk6dMztaO8Ui+88KbdUdCDlJZ+oMjIiFOezdTdOByfN4a+8Y3pyvnKlY1j1dVH9fHHtUpM7K/jx+vkdkc1jkdGRigqqpcmjE9uvL+uzq9AIKgxY4Zp27aPNGxYgsq2faT4/n20Z89BzbjlUsX176Px44brnHMGnVFTqiVDhsRr9uwszZ6dpYqKA3ruuQK9tKqwR6/OLC37gIYVTmlPQYEi3G4FamtlWZYMw5DpcqmyoEAjpk2zOx4AAAAAdDqtrrAyDCNK0kZJkTrR4HrWsqwfGoYRJ+lpScMlfSBptmVZ1S09ixVWANC57d9fpZmzfmR3DPQgTqdD/frF6OBBr91RQm7w4P66/rpJShqWoMsvmyDTdDa53tDQ0KSp9UWBQFDHj9epT5/oUEc9I/v3V+m3i57Xxo1b7Y5iixEjBmvZn79jdwx0Qi/NmqUdzz2nQenpumrxYq2bN0/7i4s1euZM3bhihd3xAAAAAMAWLa2wasuv2/okXWlZ1vmSJkq61jCMiyV9V9I6y7JGSVr36XsAQFdm2B0APU3v3i7V1vrsjhFyY8cO17I/f0d33HGNMi9ObdasktRis0qSTNPZ6ZpVkjRoUJwe+cldevDBmUpI6Nuhz77ssglKSkpQVtZE3X77VPXt27tDn98Rdu/epyNHjtkdA51QdXm5MvPylFNUpMSMDOUUFSkzL0/V5eWNc3xer54cO1Y+b/dv2gMAAABAa87oDCvDMNyS3pB0j6R8SVmWZe0zDCNR0nrLss5r6X5WWAFA5+bZukvf/OZv7Y6BHmT8uHO1bfuHCgQa7I4SEtOnZ2r0qKG65pp0ud1R2rPnoL7/gyc1aVKK7rj9GvXqFXHK7fq83mOKje18zanWBIMN+v3vV+lvf3+9Xc8599xB+t0T9ys6OqpJI6+6uka/XbRS69ZtUkND5zn47L//+2uacsk4u2OgCypbvlwvz5mjG5Yv15icHLvjAAAAAEDItXeFlQzDcBqGsUXSAUlrLcv6l6SBlmXtk6RPXxNOc+/dhmEUG4ZR/Mknn5zdRwAACItxY8+VYbDMCuExevRQvfPu+922WSVJ540eqnHjhjf+vfrOd5Zq5849ev/9/YqIMLUg739VUXGg2X0HPjmsQCAY7rjt5nQ6dO+9N+q/vvsVXXbZhLN+zp49B3X8uK/ZqrN+/Xrrh3m5+kv+f2n2rMvVq1dEeyN3iJKSHXZHQBdVumxZk1cAAAAA6MnOdIVVX0nPS7pP0huWZfU96Vq1ZVn9WrqfFVYA0Pn97Gd/16rVRbZmSEzsr/r6QI8416inMgxDI0cOVnn5HrujhFxMjFuPPvJVuVy99B9fe7xxfMSIwbpxeqZuuumSZlsEfvTRASUk9FVUVK9wx+0w9fUB/fWvr+lPT/6jTfMvuWSccr5ypeLiYlT0Vpmmfim91S0AKys/0f0PPKGPP27xGNWQ693bpZXPPSy3O8rWHOj8dqxcqYr16xvfb126VEGfT87ISE24++7G8aSsLI2eMcOGhAAAAAAQWi2tsDLP5EGWZR02DGO9pGslfWwYRuJJWwI2//VgAECXM2/ezdq8pVyVlQdty7Dot/PUt29vvf/+Pv38Fyu0d+8hJScnav/+KknSJ5949dkvXPTqZcrvD9iWFWcuIsLU4MFxYWtW9e7t0vXXZejjA9XasGFrWGqe7OjR47pv/qJm49ddm6Errph4yvOsampqNWzYKRevdxmVlQc1Z87VKiwq07ZtH5523vjx5yo3d6oyL05tHEtKatvHPnToAC34wRzNu6/5n2841dTUas+egxo1aqitOdD5NdTXy7NkiRoCTf/dCvp82rzoxNexwzQ1ZMoUO+IBAAAAgK1abVgZhjFAUv2nzSqXpKsl/UzSS5Jul/Tfn76+GMqgAIDwiI6O0oMPzNRD3/59WOolJPTVuHHnKiVlmKZ+6ULt31+lQYPiJEljxpyjJ//0/xQMNjQ55+f4cZ/Kyj5Qna9eo0YO0UcVB7Rr514tfuKFsGTG56Kjo/Sf//llSdIPf/jnNt1TXx9Qv74x+vDDAxo/7lyNHj1U8fGxGjiwn/r27a3aWp+cplPDkhLk9R5TaekHKioq1RbPLgWDbd8+MD4+Vvfdd4suv2yCTNOpHyz4X114wSgNHNhPPn9A69ZtOpsP+axNn56p2lqftmzZpalT05WRcZ4OHjyiuLg+TeY1NDTI7Y4Ma7ZQSEjoq9pan+LjP//4DMOQZVnKzZ2qCNOpceOGa+jQARo4sMVF+i0aPz5ZkyaN0b/+ta0jYp+1zVt20rBCq1KysxU/fryenz5dx/btU6C2tvGa6XIpOjFRt6xapfjU1BaeAgAAAADdU6tbAhqGMUHSMklOnTjzaoVlWT82DKO/pBWShkn6SNIsy7KqWnoWWwICQNcQCAQ1a/aP9Mknod+S7/vfv03XXZvRIc/66X8/pVdeKe6SZ/90NSNHDlHGRecpKSlB06dnqrr6qKbf+IMW7xk6NF4XXjha0e4oeY8c0403TtbY1OFtrnnk6HH94+V/6dnnCrRv36FW599++1R97T9uaHxfVfV5c2jP3oPKzl7Y5tod4aor0/Slqem68IJRqq31NWtUfWbv3kNKTIzrFufJlZV9qG3bP5LDYWjf3kO68MJRGjv2XLndkdqz56Bqa/0aMiRe0dHt20rPsiz985W3tXz5On3wwf4OSn9mhg8fpL/kf7dbfN4QenWHD+uJ+HhZwc//vTKcTs07dEiRsbGNYz6vV8snT9ZthYVNxgEAAACgq2rXloCWZW2VlHaK8UOSrmp/PABAZ2OaTj2x+H498uhyeTy7QlbnoovO07XXXNRhz/uv7+aod2+X/vnPt+X1Huuw56K5ceOG6957b2p8/8Yb755yXnR0lK6++gJdf90kpaae064f5veJcSs7+wrNmnW5/vXv7Vr7arEKi8pUU1N7yvmvvbZJgUBQVoOlw4drdKjqqO6881qNGztcptOpP/z+QX1z3m/D0uAcNWqIHnhgpmJiXDp69Phpm1WSNHhw/5DnCZfU1HOUmnqOJOmTTw7r2DGfjh49rkOHjmjIkPhTbod4NgzD0HXXZqi6uka/+509i/4/+GC/tmzZpbS0kbbUR9eyp6BAEW63ArW1sixLhmHIdLlUWVCgEdOmNc7btXq1qsrKtHvNGo3JybExMQAAAACE3hmdYQUA6DkGD+6vxYvu05IlL+lf/9qmXbv3dejzXa5e+ua9N3X4aoRv3nuTdu7cq61bd6m+npVWoZIwoK8sy1IgENShqiPasmWn7vnGjUoY2FdFhaU6dOiIrr9+ki6//HxFRfXq0NoOh0OZF6cq8+JUNTQ06ODBIzrwyWHt3XtQO8v3yHvkmK6/bpImTEiWYRha9/pmPf/8G9qyZac8nl169JGvKiMjRQMH9tPtuVNVWfmJ3njzXR07VtehOU82auQQ9evXW5LUr19MyOp0ZgMG9NWAAaGtERUVEdoCrXh6xf/RsEKblObny19To0Hp6bpq8WKtmzdP+4uLVZqf36RhVbpsWeMrDSsAAAAA3V2rWwJ2JLYEBICu64UX3tAvHn+mw5536aXj9dNH/6PDnvdFb775rl5bt0lr15aErEZPd/nlE/TjH90hp9Mpn8+v554rkDs6ShdddJ6GDI63O14z771Xoarqo8q8uPnZMD5fvf75ytv6/e9X6ejR4+2q43L1Unx8X/WPi5EMQ1u27FRMjFvTp12sa6/LUPK5ie16Pk4vGGzQq2uL9eijTymc3+Oe7M//+58aOXKILbXRdSybOFEjb75ZmQsWyOF0qiEYVNHChSpdtkwjpk9vnLd16VIFfT45IyM14e67G8eTsrI0esYMO6IDAAAAQLu0tCUgDSsAQJv99rcr9cKLb8rvD7T7WXfdda3uuvO6Dkh1epZl6YEHnlDJpvKQ1unJ/vy//6m4uBitWLFBOTlXqk+faLsjtcvOnXt0x52PtesZl04ZrwUL5ioiwql//vNt/eyxvzde693bpXvvuVG9Y1w677ykTtnY6w6OHavTDx/+s956a1vYa0/90oXKy8sNe110D9ufflovz5mjhsDp/511mKauX75cKbNnhzEZAAAAAHSMlhpWjnCHAQB0XfPnz9DvnrhfKSlJ7XrOmDHDNPPWyzoo1ekZhqGf/exuzb/vFkVHR4W8Xk/UO8alZcte1a23Xtrlm1VbtuzUPff+ut3PsWTJ7Y5URISp99/fpyFD4uV0nviWq6amVo/9/Gnl5f1Z3/nPpVqQ97/6299fD8s5Wj1JdHSUbsu52pba617frP37q2ypja4vJTtbuR6PYpOTZbpcTa6ZLpdik5OV6/E0aVb5vF49OXasfF5vuOMCAAAAQIdihRUA4KwcP16n99/fr7fffk//86eXz+jea6+9SD/4/pwQJTu17e9VaPHiF7Rly86w1u2uJk4cqauvSlNxSbluy7lSY8acY3ekdluxYr3+9OQ/Wj3LKjExTg89NFuvvVaiXbv2auLEkXrmmQ2SpLi4GD30rVlKTk5UUlJC4z1Hjx7X00+v1/r1W/TBhx83e+bkyWP16CNflWk6O/aD6sECgaBKSnbokUeXq6rqaFhr33TTZP2/b2eHtSa6l7rDh/VEfLys4OfNbMPp1LxDhxQZG9tkbtny5Xp5zhzdsHw551wBAAAA6PTYEhAAEFIbNnj0pyf/oYqKA6qvb3mlyOTJY3XTjZN1ySXjwpTuc0ePHte06d9XMNgQ9trdhWk6NXt2lkaPGqr6+oCuuSZdDkf3WbDt9we0f3+VXn21WFu27NTBQ0dUWflJ43XTdOqHebm64IJRevPNdzVkSLyGDRuoOXMfldd7TE6nQwt/fKemTBl32j8Xz9ZdevDB3zXZWtPpdGjSpDH6cvYVuuCCUSH/OHuS++Yv0qFDR1Rb69PhwzWt/m9URzBNp/7+tx9o0KC4kNdC97Rr1Sqtue02BWprZVmWDMOQ6XLphqee0ohp05rMfWbqVH24dq2GT52qma+8YlNiAAAAAGgbGlYAgLA4dqxOb71Vpp888tdT/lA4PX20Hv/FPY3bo9nhrX9t02OP/V0HDhy2LUNX9u2HZikuro8mpo1Unxi33XFCrr4+oJ/+9Cmte32zrrnmIg1O7K877rim2bw/PfkPvfHGO3roW7M0bty5rT536R/XKD//1SZjw4YlKH/Zd1ll1cG2v1ehkSMGyzSdqqvza+asH+nw4ZqQ1+UsK7THS7Nmacdzz2lQerquWrxY6+bN0/7iYo2eOVMpX/6yKtavb5y7delSBX0+OSMjNeHuuxvHk7KyNHrGDBvSAwAAAMDptdSwMsMdBgDQfUVHR+mqqy5Qnz5uPfbzFTp+vE5e7zFJUlraSP3ql/fKMAxbM148aYxuuXmK/rB0ta05uiKn06EjR47rppsusf3zGC4REaa+973blDi4vy6elKr4+D6Nqx0+s2/fId0641Lddee1bf5zuevOa2U1NCg+Pla739+nqKheuu7aDJpVIZBy3udn7pmmU3Nuu1qLn3gh5HVfXVuiSy+doCuumBjyWuh+qsvLlZmXp8wFC+RwOpVTVKSihQu188UX1VBfL8+SJWoIBJrcE/T5tHnRIkmSwzQ1ZMoUO6IDAAAAwFljhRUAIGQOHvTqH//4t7xHjmny5LG6IK1zbHX2dvF7evDB39kdo0sZMCBWj/zkq0pN7fpnVXUGu9/fJ1+dX2PGnKNA4MRqRJpV4VFVdUR33vlzHao6EvJaCQl9lb/su+rd2xXyWuhZDpaV6fnp03Vs3z4Famsbx02XS9GJibpl1SrFp6bamBAAAAAATq2lFVbd59AJAECnEx8fq7lzv6R537y50zSrJGlYUoISE/vbHaPLmDhxpJb87gGaVR2oT4xbY8ac+PM0TSfNqjCKi+ujO++6Niy1Dhw4rMWLQ7+aCz1PfGqq5paUKOj3NxkP+v3K3bSJZhUAAACALomGFQCgxxk4sJ++9185rHpoxaVTxuuxn92tx3/xDQ0aFGd3nG4lPj7W7gg9WmFhadhqrV7zlt7617aw1UPPsaegQBFutxymKcPplMM0FeF2q7KgoNlcn9erJ8eOlc/rtSEpAAAAALQNDSsAQI+UljZSN1w/ye4YndKECclavOg+/fSn/6HJk8cqMjLC7khAhxo/7tyw1nvssb/r2LG6sNZE91eany9/TY0S0tKUU1iohLQ0+WtqVJqf32zurtWrVVVWpt1r1tiQFAAAAADahoYVAKDHmjx5rN0RQiY6OkqPPHKX+sZGNxmfeP4IjRgx+JT3jBlzjn75+D16YvF8TZw4MhwxAVucf/4IORxG2OodOHBYP3nkrwrn2bHo/qrLy5WZl6ecoiIlZmQop6hImXl5qi4vbza3dNmyJq8tYTUWAAAAALsY4fw/zunp6VZxcXHY6gEA0BK/P6Df/e5FPfvcRrujhMQPvj9HEb1M/epXz8rlitRXvnKFbr7pEn35Kz9R4qA4XXPNRfJs3aUj3uOaMWOK0tPPk2GE74f4gF0aGho09ZrvqK7O3/rkDjTvmzfry1++Iqw10TPtWLlSFevXN77funSpgj6fnJGRmnD33Y3jSVlZGj1jRpN7y5Yv18tz5uiG5cs1JicnXJEBAAAA9BCGYZRYlpV+yms0rAAAPVkw2KCv3f24duyotDtKh0tI6KtbZ1ymjEkpOnf4IJmmU4FAUHv3HtKRI8dkWdLQofHq1y/G7qhA2P3H136h7dsrwlrTMAw99+zDSkjoG9a66Hm2P/20Xp4zRw2BwGnnOExT1y9frpTZs5uMPzN1qj5cu1bDp07VzFdeCXVUAAAAAD1MSw0rM9xhAADoTJxOhx64/1Y99O0lqq0N72qLUDtw4LCW/P4l7dy1R996cKZ693Zp796DOnq0VqNHJ6lXL74NQM9kWZYqKj6xpe4rr7ytuXO/FPba6FlSsrMVP368np8+Xcf27VOgtrbxmulyKToxUbesWqX41NRmq7EqN55YdVyxYYPWzZ/fOH6q1VgAAAAA0JH4SRUAoMcbP/5cxcS4u03D6vzzR2jbto/k99fL6XQoEAhq//4q1dXVa9SoIRo2bKDdEQFbbd68U8eO1YW9bmxstC7KSAl7XfRM8ampmltSoifi45uMB/1+5W7apMjYWElSQ329PEuWNFuNFfT5tHnRIkknVmMNmTIlPMEBAAAA9Fg0rAAAPZ5hGLrqygv0t7lf7p8AACAASURBVL+/bneUdouNjdbiRfdpyZKX5HQ6NP3Gyao97pPXW6MLLhhtdzygU1j7WoktdadMGaeU85JsqY2eaU9BgSLcbgVqa2VZlgzDkOlyqbKgQCOmTZN0ZquxAAAAACCUHHYHAACgM8jOzpJpOu2O0W6xsdEyDEP33HOjBg7sp2ee2aBjx+qUljbK7mhAp+Dz1Wv9eo8ttXv1irClLnqu0vx8+WtqlJCWppzCQiWkpclfU6PS/Pwm8z5bjRX0N11p/NlqrNM1q3xer54cO1Y+rzdkHwMAAACAnoOGFQAAkuLjY7X0D9+Sy9XL7ihnzOn8/J/zC9JGqaLigF544U2dm5yo++fP0IQJyTIMw8aEQOfx7LMbdfTocVtq79t3yJa66Lmqy8uVmZennKIiJWZkKKeoSJl5eaouL28297PVWA7TlOF0ymGainC7VVlQcNrn71q9WlVlZdq9Zk0oPwwAAAAAPQQNKwAAPjV69FA9+8zDuv/+rnGo/DnnDNTDP7xdv/rVvRo/7lx973s5Ojc5Uc89V6Drr5+k8yeMsDsi0OmUbNphW+3S0g8VCARtq4+e5/YtW3TJww/L4TyxgtjhdOqShx/W7Zs3N5vb1tVYTe5ZtqzJKwAAAAC0B2dYAQBwktjYaM2aebm8h4/pz8tesTvOaUVEOHXXnddq2/aP1CfGrSeemK+Hf5SvSy8drwceuNXueECnVFV1RImJcbbVP3r0uDZv2amL0s+zLQNwOp+txspcsEAOp1M5RUUqWrhQO198sXHOjpUrVbF+feP7yo0bJUkVGzZo3fz5jeNJWVkaPaNr/PIHAAAAgM7DsCwrbMXS09Ot4uLisNUDAOBsHT/u00PfXqJ33nnf7igtcrsj9bsn7te61zcr/cLRuvDC0XZHAjqt99/fr188vkLbt3+kyZPH6s0335XfHwhrhoyMFP3y8XvCWhPoKNufflovz5mjhsDp/944TFPXL1+ulNmzw5gMAAAAQFdhGEaJZVnpp7rGloAAAJyC2x2pX//qXg0aZN9qjLb4zne+on79YnTZpeNpVgGtqKo6orKyD3TddRl64P5bteLpPCUmxikyMiJsGf797+3atKn5+UFAV5CSna1cj0exyckyXa4m10yXS7HJycr1eGhWAQAAADgrNKwAADiNyMhemnnrZXbHaGLAgFg9cP+tuu7aDF1/XYbOn3CufL56jRlzjt3RgE7vnXfeV319UC+88Ka+/o1f6d1339ewYQP1t6d+ENYcixe/oIaGhrDWBDpKfGqq5paUKOj3NxkP+v3K3bRJ8ampNiUDAAAA0NXRsAIAoAVZWecrKSnB7hiN7v7aNM2ceZm+/e1Z+ta3Zunf/35P/fv3sTsW0CXceuulSksbKUkyDEMXXDBKD/8wV1s8O8OaY0d5pdZv8IS1JtCR9hQUKMLtlsM0ZTidcpimItxuVRYUtHifz+vVk2PHyuf1hikpAAAAgK6EhhUAAC0YNChOS//woCZPHmt3FEnSX/66Vm+8+a4sSyou2aHMzNSwbmcGdGUxMW4t+MFcxcXF6Oqr0tSnT7TeeONdPfroU2HPsmzZq2GvCXSU0vx8+WtqlJCWppzCQiWkpclfU6PS/PwW79u1erWqysq0e82aMCUFAAAA0JXQsAIAoBUxMW4t/PEdmjvnag0bZu9qq48+OqCFC/+iQ4e88tX51a9fjK15gK4mIaGv5s27WV//+nRt2/ahHv3pUwoEgmHPsWvXXlVUHAh7XaAjVJeXKzMvTzlFRUrMyFBOUZEy8/JUXd7y+Wyly5Y1eQUAAACAkxmWZYWtWHp6ulVcXBy2egAAdDTLsrR2bYl+vPAvtmX48pev0ID4WN1662UyTadtOYCuqr4+oOrqGn3roSX64IP9tuWYc9vV+sY3pttWHwi1HStXqmL9+sb3W5cuVdDnkzMyUhPuvrtxPCkrS6NnzLAhIQAAAIBwMwyjxLKs9FNdM8MdBgCArswwDKWmnqP+cX10qOpI2Os7HIauvGKiqqtraFYBZ8GyLL399nv6wx9W2dqskqT1Gzy6885r2dYT3VZDfb08S5aoIRBoMh70+bR50SJJksM0NWTKFDviAQAAAOhk2BIQAIAzNHToAKWOPceW2hMmjFDRW9uUmZlqS32gqzMMQ1FRvbT7fXubVZJUWfmJiopK7Y4BhExKdrZyPR7FJifLdLmaXDNdLsUmJyvX41HK7NmnfYbP69WTY8fK5/WGOi4AAAAAm9GwAgDgLBw8GN4fnCUlnTg76/zzkxUfHyuHg3/CgbN1wQWj9M17b7I7hiTptXWb7Y4AhFR8aqrmlpQo6Pc3GQ/6/crdtEnxqS3/Asau1atVVVam3WvWhDImAAAAgE6An3YBAHCGDh706ujR2rDU6tXL1MyZl+nOO67RPd+4UeeNTlLmxayuAtorOztLV16ZZncMbdzo0d69h+yOAYTUnoICRbjdcpimDKdTDtNUhNutyoKCVu8tXbasySsAAACA7ouGFQAAZyg+Pla//c28sJwhFRXVS70iTO3fX6Vt2z+SJUsJCX1DXhfo7gzD0LcfmqX+cX1szdHQYGn5U6/ZmgEItdL8fPlrapSQlqacwkIlpKXJX1Oj0vz8ZnN3rFypdfPnN/6ncuNGSVLFhg1NxnesXBnuDwMAAABAiJl2BwAAoCtKSOirwYP766OPDoS0zpEjx/XU316XJF199QXq1zcmpPWAnqRPn2jdede1+sUvVtiaY/XqtzTvmzfL5Yq0NQcQKtXl5crMy1PmggVyOJ3KKSpS0cKF2vnii83mNtTXy7NkiRoCgSbjQZ9PmxctkiQ5TFNDpkwJS3YAAAAA4cMKKwAAzkIgENTRo8fDVi8qqpem3XCxXG5+oA10pGuvuUh9+rhtzRAMNui11zbZmgEIpdu3bNElDz8sh/PEymSH06lLHn5Yt29ufoZbSna2cj0exSYny3S5mlwzXS7FJicr1+NRyuzZYckOAAAAIHxoWAEAcBbq6wOKiQnfD7mj3VEaNWqoTGfotyEEepKoqF6aO/dLdsfQU397XZZl2R0D6BTiU1M1t6REQb+/yXjQ71fupk2KT235LEef16snx46Vz+sNZUwAAAAAHYyGFQAAZ8HlitSPfnSHIiLC00D629++r9jYaNXW+sJSD+hJbp1xmYafM7DxfUJCX2VlTQxrhoqKA3r/g/1hrQl0ZnsKChThdsthmjKcTjlMUxFutyoLClq9d9fq1aoqK9PuNWvCkBQAAABAR6FhBQDAWRo1cogee+zrcrl6hbSOYRiqqzvxW+Zeb01IawE9Ua9epr7//dtkmica0D96+A6dd97QsOd48813w14T6KxK8/Plr6lRQlqacgoLlZCWJn9NjUrz81u/d9myJq8AAAAAugYaVgAAtMNF6edp/n0zQlrD4TD073+/J0mqrq5h2zAgBMaMOUdfves6SZJn6y5dlH5e2DNs2lQe9ppAZ1VdXq7MvDzlFBUpMSNDOUVFyszLU3V5878nO1au1Lr58xv/U7lxoySpYsOGJuM7Vq4M94cBAAAA4AyYdgcAAKCru/zyCfrj/6xRVdXRkDw/GGzQT//7KZ13XpJiYtyqqPhEw4YlhKQW0JNdeWWaLrtsggYNilNBwTthr+/3B8JeE+isbt+ypcl7h9OpSx5+WJc8/HCzuQ319fIsWaKGQNO/Q0GfT5sXLTpxv2lqyJQpTa77vF4tnzxZtxUWKjI2ts3XAAAAAIQGK6wAAGinPn2idcnkcSGtEQw2aOs7uzVp0hi9887ukNYCeiq3O1KS9PjjK/TCi2/anAZAW6VkZyvX41FscrJMl6vJNdPlUmxysnI9HqXMnt3kWktnXXEOFgAAABB+NKwAAOgA06ZdHPIani071auXKe+R4yGvBfRE/frFqK7OrxtuuFhbtuwMe/3PztACcObiU1M1t6REQb+/yXjQ71fupk2KT01tdk9LZ11xDhYAAAAQfmwJCABABxg+fJDGjh2u0tIPQlajuGSHJGlEcqI+/PBjnXPOwJDVAnqquLgY9e7tVr9+vVVfH1RNTW3Yag8a1C9stYDuaE9BgSLcbgVqa2VZlgzDkOlyqbKgQCOmTdOOlStVsX594/yTz7p67oYbdLSyUpLUe+jQZudgfSYpK0ujZ4T27EoAAACgp6JhBQBAB4iOjtIjP7lLN9+SF7IaAwb0VTDYoEmTxui99ypCVgfoyfr1i9HzL7yhm26arEkZY/T4L5/Vzp17wlI7+dzEsNQBuqvS/Hz5a2o0KD1dVy1erHXz5ml/cbFK8/M1Ytq0Fs+6ev/llxvfH9y6tcm1ls7BAgAAANBx2BIQAIAOEhXVSw/cf6tuu+0qDRoUJ9N0yjCMDnv+jh2Vevnlf0lShz4XwOdM06mZt16mG6dfovHjk/XHpd/S+eePCEvtgQNZYQW0R3V5uTLz8pRTVKTEjAzlFBUpMy9P1eXlklo/6yomKUm9hw49o3OwAAAAAHQcw7KssBVLT0+3iouLw1YPAAC7BAJBSdKqVUX69W+eUzDY0CHPHZGcqN/+9j5FRDgVCATVp090hzwXwOnt3r1Xubf/LOR1lv7hW0pNPSfkdYCeru7wYT0RHy8rGGwcM5xOzTt0SJZlnfZaZGysHXEBAACAbsUwjBLLstJPdY0VVgAAhIBpOmWaTt1yyxT99jfzlJGRonHjhrf7ubt279M77+yW2x2l2lp/6zcAaLfk5MFhWf00ZEh8yGsA+PysK4dpynA65TBNRbjdqiwoaPEaAAAAgNCiYQUAQIidf/4I/fLxe/T7JQ/q5TWP6tsPzVJ0dNRZP6/gjXc6MB2AtkhKGhDS5yck9FVsLCsmgXD47KyrhLQ05RQWKiEtTf6aGpXm57d4rSP5vF49OXasfF5vhz4XAAAA6MpoWAEAEEZ9+kTr5pun6Nlnfqhrr73orJ6xfXuFGhoa5PfXd3A6AKeTlJQQ0udzfhUQPi2dddXaOVgdZdfq1aoqK9PuNWs69LkAAABAV8YZVgAA2KShoUE7dlTq4wPV8h4+ppgYt7zeGvXqFaEDnxzWv/+9XR9++LG83mPN7u3fv4/+67tf0cUXp9qQHOh53n57ux781pKQPX/qly5UXl5uyJ4PoHN5ZupUfbh2rYZPnaqZr7xidxwAAAAgbFo6w8oMdxgAAHCCw+FQSsowpaQMO+X1O26/RseO1emhby/Ru+9+0OTagAGx2rSpnIYVECbp6edp5Mgh2rlzT0ieHxPjDslzAXQOO1auVMX69Y3vKzdulCRVbNigdfPnN44nZWVp9IwZ4Y4HAAAAdAo0rAAA6MSio6P0+C/u0S8eX6GCgnc0LClB3/3uVzR69FC7owE9imEYmnHLFK1YsV59+/ZWr14R8mzdJZ+vY7bmNE1nhzwHQOfUUF8vz5IlaggEmowHfT5tXrRIkuQwTQ2ZMsWOeAAAAECnQMMKAIBOLjo6Sj/My9X27R9p5669NKsAm9xww8XKmJSiQQPjJEnV1Ue1YsV6/eWvr7X72b168W050J2lZGcrfvx4PT99uo7t26dAbW3jNdPlUnRiom5ZtUrxqaycBgAAQM/lsDsAAABom5SUYZp2w8V2xwB6LKfT0diskqR+/WKUk3OVHA6jXc/t3dulc84Z1N54ADq5+NRUzS0pUdDvbzIe9PuVu2kTzSoAAAD0eDSsAAAAgLPUu7dLt+dOPev7L754jBYtuk+TJqV0YCoAndWeggJFuN1ymKYMp1MO01SE263KgoKzfqbP69WTY8fK5/V2YFIAAAAg/GhYAQAAAGfJMAzdddd1yrr8/DO+1zSduvtr0zRyxGD16xcTgnQAOpvS/Hz5a2qUkJamnMJCJaSlyV9To9L8/LN+5q7Vq1VVVqbda9Z0YFIAAAAg/GhYAQAAAO1gGIZmz8464/uGDx+k0aOHyjDat6UggK6jurxcmXl5yikqUmJGhnKKipSZl6fq8vKzfmbpsmVNXgEAAICuyrAsK2zF0tPTreLi4rDVAwAAAMIhEAjq7q//Ujt2VLb5nvvvn6FZMy/Xrl17NWLE4BCmA9Cd7Fi5UhXr1ze+37p0qYI+n5yRkZpw992N40lZWRo9Y4YNCQEAAIDTMwyjxLKs9FNdM8MdBgAAAOhuTNOpe+65UQ8++Ls237Nr514dPlyjXr34lhxA2zXU18uzZIkaAoEm40GfT5sXLZIkOUxTQ6ZMsSMeugGf16vlkyfrtsJCRcbGdvh8AACA02FLQAAAAKADjB41VAkJfds8P65/H7311jYlJSWEMBWA7iYlO1u5Ho9ik5NlulxNrpkul2KTk5Xr8Shl9mybEqKrO9Nz0ThHDQAAdBQaVgAAAEAHKHjjHR04cLhNc2+4fpJi+7g1YUJyiFMB6I7iU1M1t6REQb+/yXjQ71fupk2KT01t03N8Xq+eHDtWPq83FDFhk/Z+Xs/0XLST5/M1BQAA2qPV/UcMw0iSlC9pkKQGSUsty/qNYRgPS/qapE8+nfo9y7JeDlVQAAAAoDNzuyNbvO50OjR+fLLSJo5QVtZE1db6NHhw/zClA9Dd7CkoUITbrUBtrSzLkmEYMl0uVRYUaMS0aW16xskrY8bk5JxxBraC65zO9PP6xXPRKjdulCRVbNigdfPnN45/di5aS/Nfmj1bVWVlWjV7tiZ8/eucowYAAM5IWzbMD0h6yLKsTYZhxEgqMQxj7afXfmVZ1i9CFw8AAADoGi67dIJunXGp9u07pLi4Prr++kmyZOn1dZvlckVq+vRMDRkSr7o6v/74xzXKzZ1qd2QAXVhpfr78NTUalJ6uqxYv1rp587S/uFil+fltblidvDLmbBpW7W144YS2Nv7aOu9MP69nei5aS/M/fPVVSdIHa9dq3Fe/2mptAACAk7XasLIsa5+kfZ/+96OGYWyTNCTUwQAAAICuxDSdevDBmc3Gz58wosn799/fpzvvvFa9e7uazQWAtqouL1dmXp4yFyyQw+lUTlGRihYu1M4XXzztPWe6kqY17W144YS2Nv5ON6+9n9eU7GzFjx+v56dP17F9+xSorW28Zrpcik5M1C2rVjVuNXny/JrKymZbU0onGlx73nhDe954o8XaAAAAJzMsy2r7ZMMYLmmjpHGSviXpDklHJBXrxCqs6pbuT09Pt4qLi88yKgAAANC1vfdehYYOHaDo6Ci7owDogbY//bRenjOn2cqYkzlMU9cvX66U2bObXftiY2Tr0qUK+nxyRkZqwt13N47TnDgzz0ydqg/XrtXwqVM185VXznheez+vn6k7fFhPxMfLCgYbxwynU/MOHTrliq66w4f1RP/+shoaWvz42lIbAAD0HIZhlFiWlX6qa23ZEvCzh/SW9JykByzLOmIYxhJJCyVZn74+LumuU9x3t6S7JWnYsGFnnh4AAADo4gKBoPbtO6Rzz01Ur15t/hYcADrUma6k+aIz3TquLTrbOVgt5emorG1dEeWMilKwrq7VeUlZWcr1eM768/qZMz0XbU9BgSKio1VfWyvrFM2yM6ktdb6vBQAAEH6OtkwyDCNCJ5pVyy3LWilJlmV9bFlW0LKsBkl/lJRxqnsty1pqWVa6ZVnpAwYM6KjcAAAAQKd35OhxVVUdld8fUFJSAs0qALaLT03V3JKSZtu4Bf1+5W7a1GJjISU7W7kej2KTk2W6mm5rarpcik1OVq7Hc0YraU7e5q4zaClPR2X9rPG3edEibV60SEGfT9Lnjb/NixadaAz6/W2bFwi06/P6mc/ORUtIS1NOYaES0tLkr6lRaX5+i/MHpqVp1muvNbt+JrWlzve1AAAAwq/VhpVhGIakP0naZlnWL08aTzxp2i2S3u34eAAAAEDnVl/f/LfKjxw9rqNHj+n4sTrFxcXI7Y60IRkAnNpnK2kcpinD6ZTDNBXhdquyoKDVezuiMXKyk8/BCgef16snx46Vz+s94zynu+bzevWnlBT9T0rKaZ97srY2/q789a/PqEHYns+r9Pm5aDlFRUrMyFBOUZEy8/JUXV7e6vzA8eOK6N1bMgxJOuPaUvi/FgAAQOfT6hlWhmFMkVQg6R1Jn21M/D1JX5E0USe2BPxA0tcty9rX0rM4wwoAAABdXSAQ1McfV+uFF95UXZ1PKSnDdMMNF0uStm7dLdN0KjGxv/r1621zUgA4tZdmzdKO557ToPR0XbV4sdbNm6f9xcUaPXOmblyxotX7d61apTW33dZs67gbnnrqlFvHnexsz8Fq63Zxrc0rW75cL8+Zoxu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      "text/plain": [
       "<Figure size 2160x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, figsize=(30,20))\n",
    "base = country[country['NAME'].isin(['Alaska','Hawaii']) == False].plot(ax=ax, color='#3B3C6E')\n",
    "florence.plot(ax=base, color='darkred', marker=\"*\", markersize=100);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, figsize=(20,20))\n",
    "base = country[country['NAME'].isin(['Alaska','Hawaii']) == False].plot(ax=ax, color='#3B3C6E')\n",
    "florence.plot(ax=base, column='Wind', marker=\"<\", markersize=10, cmap='cool', label=\"Скорость ветра (mph)\")\n",
    "_ = ax.axis('off')\n",
    "plt.legend()\n",
    "ax.set_title(\"Ураган Florence на катре США\", fontsize=25)\n",
    "plt.savefig('Florence.png',bbox_inches='tight');"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "colab": {
   "collapsed_sections": [],
   "name": "Homework 5.ipynb",
   "provenance": [
    {
     "file_id": "1K4j84EJJ1fvf98aoCnOVSkDmTxXbAlOC",
     "timestamp": 1567669479659
    }
   ]
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