pedestrian.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import pandas as pd\n",
    "from plotnine import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2016_무단횡단사고다발지.csv\n",
      "2016년_보행어린이사고다발지.csv\n",
      "2016년_스쿨존내어린이사고다발지.csv\n",
      "도로교통공단_전국_사망교통사고_2017.csv\n"
     ]
    }
   ],
   "source": [
    "%ls data/traffic_accident"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(204, 15)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pedestrian = pd.read_csv('data/traffic_accident/2016_무단횡단사고다발지.csv', encoding='euc-kr')\n",
    "pedestrian.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>다발지식별자</th>\n",
       "      <th>다발지그룹식별자</th>\n",
       "      <th>법정동코드</th>\n",
       "      <th>스팟코드</th>\n",
       "      <th>관할경찰서</th>\n",
       "      <th>다발지명</th>\n",
       "      <th>발생건수</th>\n",
       "      <th>사상자수</th>\n",
       "      <th>사망자수</th>\n",
       "      <th>중상자수</th>\n",
       "      <th>경상자수</th>\n",
       "      <th>부상신고자수</th>\n",
       "      <th>경도</th>\n",
       "      <th>위도</th>\n",
       "      <th>다발지역폴리곤</th>\n",
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       "      <td>서울특별시 서대문구 홍은동(명지대입구 부근)</td>\n",
       "      <td>9</td>\n",
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       "      <td>서울 서울마포1</td>\n",
       "      <td>서울특별시 마포구 도화동(진도빌딩 부근)</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
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       "      <td>126.947766</td>\n",
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       "      <th>3</th>\n",
       "      <td>6345478</td>\n",
       "      <td>2017081</td>\n",
       "      <td>1144012100</td>\n",
       "      <td>111511002</td>\n",
       "      <td>서울 서울마포2</td>\n",
       "      <td>서울특별시 마포구 동교동(청원제일주유소 부근)</td>\n",
       "      <td>5</td>\n",
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       "      <td>2017081</td>\n",
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       "      <td>서울특별시 양천구 목동(목동사거리 부근)</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>126.863526</td>\n",
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      ],
      "text/plain": [
       "    다발지식별자  다발지그룹식별자       법정동코드       스팟코드      관할경찰서  \\\n",
       "0  6345678   2017081  1141011800  110811001  서울 서울서대문1   \n",
       "1  6345672   2017081  1141012000  110811003  서울 서울서대문3   \n",
       "2  6345679   2017081  1144010400  111511001   서울 서울마포1   \n",
       "3  6345478   2017081  1144012100  111511002   서울 서울마포2   \n",
       "4  6345528   2017081  1147010200  112911002   서울 서울양천2   \n",
       "\n",
       "                         다발지명  발생건수  사상자수  사망자수  중상자수  경상자수  부상신고자수  \\\n",
       "0    서울특별시 서대문구 홍은동(명지대입구 부근)     9    10     0     5     3       2   \n",
       "1  서울특별시 서대문구 남가좌동(가좌동광교회 부근)     5     5     0     1     4       0   \n",
       "2      서울특별시 마포구 도화동(진도빌딩 부근)     7     8     0     2     6       0   \n",
       "3   서울특별시 마포구 동교동(청원제일주유소 부근)     5     5     0     0     4       1   \n",
       "4      서울특별시 양천구 목동(목동사거리 부근)     7     7     1     1     5       0   \n",
       "\n",
       "           경도         위도                                            다발지역폴리곤  \n",
       "0  126.926633  37.580562  {\"type\":\"Polygon\",\"coordinates\":[[[126.8357475...  \n",
       "1  126.923365  37.577264  {\"type\":\"Polygon\",\"coordinates\":[[[126.9111590...  \n",
       "2  126.947766  37.540450  {\"type\":\"Polygon\",\"coordinates\":[[[128.9866759...  \n",
       "3  126.922843  37.556245  {\"type\":\"Polygon\",\"coordinates\":[[[126.6712885...  \n",
       "4  126.863526  37.532372  {\"type\":\"Polygon\",\"coordinates\":[[[129.0659134...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pedestrian.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 204 entries, 0 to 203\n",
      "Data columns (total 15 columns):\n",
      "다발지식별자      204 non-null int64\n",
      "다발지그룹식별자    204 non-null int64\n",
      "법정동코드       204 non-null int64\n",
      "스팟코드        204 non-null int64\n",
      "관할경찰서       204 non-null object\n",
      "다발지명        204 non-null object\n",
      "발생건수        204 non-null int64\n",
      "사상자수        204 non-null int64\n",
      "사망자수        204 non-null int64\n",
      "중상자수        204 non-null int64\n",
      "경상자수        204 non-null int64\n",
      "부상신고자수      204 non-null int64\n",
      "경도          204 non-null float64\n",
      "위도          204 non-null float64\n",
      "다발지역폴리곤     204 non-null object\n",
      "dtypes: float64(2), int64(10), object(3)\n",
      "memory usage: 24.0+ KB\n"
     ]
    }
   ],
   "source": [
    "pedestrian.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UOwZ0Oh1OnToFAKhbt65hdImIyBVwJIfIyej1esyZMwetWrVCQkICpkyZIss1os6fP4+k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\n+qg8nn8uUvN6vZo+fbpuvvlmg6kAAACXkA/TqlW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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1144ff7b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223372036565054874)>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(ggplot(pedestrian)\n",
    " + aes(x='위도', y='경도')\n",
    " + geom_point()\n",
    " + theme(text=element_text(family='NanumBarunGothic'))\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(204, 15)\n",
      "(204, 17)\n"
     ]
    },
    {
     "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>다발지식별자</th>\n",
       "      <th>다발지그룹식별자</th>\n",
       "      <th>법정동코드</th>\n",
       "      <th>스팟코드</th>\n",
       "      <th>관할경찰서</th>\n",
       "      <th>다발지명</th>\n",
       "      <th>발생건수</th>\n",
       "      <th>사상자수</th>\n",
       "      <th>사망자수</th>\n",
       "      <th>중상자수</th>\n",
       "      <th>경상자수</th>\n",
       "      <th>부상신고자수</th>\n",
       "      <th>경도</th>\n",
       "      <th>위도</th>\n",
       "      <th>다발지역폴리곤</th>\n",
       "      <th>시도</th>\n",
       "      <th>구군</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6345678</td>\n",
       "      <td>2017081</td>\n",
       "      <td>1141011800</td>\n",
       "      <td>110811001</td>\n",
       "      <td>서울 서울서대문1</td>\n",
       "      <td>서울특별시 서대문구 홍은동(명지대입구 부근)</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>126.926633</td>\n",
       "      <td>37.580562</td>\n",
       "      <td>{\"type\":\"Polygon\",\"coordinates\":[[[126.8357475...</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>서대문구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6345672</td>\n",
       "      <td>2017081</td>\n",
       "      <td>1141012000</td>\n",
       "      <td>110811003</td>\n",
       "      <td>서울 서울서대문3</td>\n",
       "      <td>서울특별시 서대문구 남가좌동(가좌동광교회 부근)</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>126.923365</td>\n",
       "      <td>37.577264</td>\n",
       "      <td>{\"type\":\"Polygon\",\"coordinates\":[[[126.9111590...</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>서대문구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6345679</td>\n",
       "      <td>2017081</td>\n",
       "      <td>1144010400</td>\n",
       "      <td>111511001</td>\n",
       "      <td>서울 서울마포1</td>\n",
       "      <td>서울특별시 마포구 도화동(진도빌딩 부근)</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>126.947766</td>\n",
       "      <td>37.540450</td>\n",
       "      <td>{\"type\":\"Polygon\",\"coordinates\":[[[128.9866759...</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>마포구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6345478</td>\n",
       "      <td>2017081</td>\n",
       "      <td>1144012100</td>\n",
       "      <td>111511002</td>\n",
       "      <td>서울 서울마포2</td>\n",
       "      <td>서울특별시 마포구 동교동(청원제일주유소 부근)</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>126.922843</td>\n",
       "      <td>37.556245</td>\n",
       "      <td>{\"type\":\"Polygon\",\"coordinates\":[[[126.6712885...</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>마포구</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6345528</td>\n",
       "      <td>2017081</td>\n",
       "      <td>1147010200</td>\n",
       "      <td>112911002</td>\n",
       "      <td>서울 서울양천2</td>\n",
       "      <td>서울특별시 양천구 목동(목동사거리 부근)</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>126.863526</td>\n",
       "      <td>37.532372</td>\n",
       "      <td>{\"type\":\"Polygon\",\"coordinates\":[[[129.0659134...</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>양천구</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    다발지식별자  다발지그룹식별자       법정동코드       스팟코드      관할경찰서  \\\n",
       "0  6345678   2017081  1141011800  110811001  서울 서울서대문1   \n",
       "1  6345672   2017081  1141012000  110811003  서울 서울서대문3   \n",
       "2  6345679   2017081  1144010400  111511001   서울 서울마포1   \n",
       "3  6345478   2017081  1144012100  111511002   서울 서울마포2   \n",
       "4  6345528   2017081  1147010200  112911002   서울 서울양천2   \n",
       "\n",
       "                         다발지명  발생건수  사상자수  사망자수  중상자수  경상자수  부상신고자수  \\\n",
       "0    서울특별시 서대문구 홍은동(명지대입구 부근)     9    10     0     5     3       2   \n",
       "1  서울특별시 서대문구 남가좌동(가좌동광교회 부근)     5     5     0     1     4       0   \n",
       "2      서울특별시 마포구 도화동(진도빌딩 부근)     7     8     0     2     6       0   \n",
       "3   서울특별시 마포구 동교동(청원제일주유소 부근)     5     5     0     0     4       1   \n",
       "4      서울특별시 양천구 목동(목동사거리 부근)     7     7     1     1     5       0   \n",
       "\n",
       "           경도         위도                                            다발지역폴리곤  \\\n",
       "0  126.926633  37.580562  {\"type\":\"Polygon\",\"coordinates\":[[[126.8357475...   \n",
       "1  126.923365  37.577264  {\"type\":\"Polygon\",\"coordinates\":[[[126.9111590...   \n",
       "2  126.947766  37.540450  {\"type\":\"Polygon\",\"coordinates\":[[[128.9866759...   \n",
       "3  126.922843  37.556245  {\"type\":\"Polygon\",\"coordinates\":[[[126.6712885...   \n",
       "4  126.863526  37.532372  {\"type\":\"Polygon\",\"coordinates\":[[[129.0659134...   \n",
       "\n",
       "      시도    구군  \n",
       "0  서울특별시  서대문구  \n",
       "1  서울특별시  서대문구  \n",
       "2  서울특별시   마포구  \n",
       "3  서울특별시   마포구  \n",
       "4  서울특별시   양천구  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(pedestrian.shape)\n",
    "pedestrian['시도'] = pedestrian['다발지명'].str.split(' ', expand=True)[0]\n",
    "pedestrian['구군'] = pedestrian['다발지명'].str.split(' ', expand=True)[1]\n",
    "print(pedestrian.shape)\n",
    "pedestrian.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/PNRhicg50BQLkXbCNE2erngnIDmu48OkBi+HfJX8qXIbe2sPhyBCkfDjLTpA1bMrjifH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      "text/plain": [
       "<matplotlib.figure.Figure at 0x105c82940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223372036565044059)>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(ggplot(pedestrian)\n",
    " + aes(x='위도', y='경도', color='시도')\n",
    " + geom_point()\n",
    " + theme(text=element_text(family='NanumBarunGothic'))\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "pedestrian['type'] = 'pedestrian'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>다발지식별자</th>\n",
       "      <th>다발지그룹식별자</th>\n",
       "      <th>법정동코드</th>\n",
       "      <th>스팟코드</th>\n",
       "      <th>관할경찰서</th>\n",
       "      <th>다발지명</th>\n",
       "      <th>발생건수</th>\n",
       "      <th>사상자수</th>\n",
       "      <th>사망자수</th>\n",
       "      <th>중상자수</th>\n",
       "      <th>경상자수</th>\n",
       "      <th>부상신고자수</th>\n",
       "      <th>경도</th>\n",
       "      <th>위도</th>\n",
       "      <th>다발지역폴리곤</th>\n",
       "      <th>시도</th>\n",
       "      <th>구군</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6345678</td>\n",
       "      <td>2017081</td>\n",
       "      <td>1141011800</td>\n",
       "      <td>110811001</td>\n",
       "      <td>서울 서울서대문1</td>\n",
       "      <td>서울특별시 서대문구 홍은동(명지대입구 부근)</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>126.926633</td>\n",
       "      <td>37.580562</td>\n",
       "      <td>{\"type\":\"Polygon\",\"coordinates\":[[[126.8357475...</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>서대문구</td>\n",
       "      <td>pedestrian</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6345672</td>\n",
       "      <td>2017081</td>\n",
       "      <td>1141012000</td>\n",
       "      <td>110811003</td>\n",
       "      <td>서울 서울서대문3</td>\n",
       "      <td>서울특별시 서대문구 남가좌동(가좌동광교회 부근)</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>126.923365</td>\n",
       "      <td>37.577264</td>\n",
       "      <td>{\"type\":\"Polygon\",\"coordinates\":[[[126.9111590...</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>서대문구</td>\n",
       "      <td>pedestrian</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6345679</td>\n",
       "      <td>2017081</td>\n",
       "      <td>1144010400</td>\n",
       "      <td>111511001</td>\n",
       "      <td>서울 서울마포1</td>\n",
       "      <td>서울특별시 마포구 도화동(진도빌딩 부근)</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>126.947766</td>\n",
       "      <td>37.540450</td>\n",
       "      <td>{\"type\":\"Polygon\",\"coordinates\":[[[128.9866759...</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>마포구</td>\n",
       "      <td>pedestrian</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6345478</td>\n",
       "      <td>2017081</td>\n",
       "      <td>1144012100</td>\n",
       "      <td>111511002</td>\n",
       "      <td>서울 서울마포2</td>\n",
       "      <td>서울특별시 마포구 동교동(청원제일주유소 부근)</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>126.922843</td>\n",
       "      <td>37.556245</td>\n",
       "      <td>{\"type\":\"Polygon\",\"coordinates\":[[[126.6712885...</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>마포구</td>\n",
       "      <td>pedestrian</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6345528</td>\n",
       "      <td>2017081</td>\n",
       "      <td>1147010200</td>\n",
       "      <td>112911002</td>\n",
       "      <td>서울 서울양천2</td>\n",
       "      <td>서울특별시 양천구 목동(목동사거리 부근)</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>126.863526</td>\n",
       "      <td>37.532372</td>\n",
       "      <td>{\"type\":\"Polygon\",\"coordinates\":[[[129.0659134...</td>\n",
       "      <td>서울특별시</td>\n",
       "      <td>양천구</td>\n",
       "      <td>pedestrian</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    다발지식별자  다발지그룹식별자       법정동코드       스팟코드      관할경찰서  \\\n",
       "0  6345678   2017081  1141011800  110811001  서울 서울서대문1   \n",
       "1  6345672   2017081  1141012000  110811003  서울 서울서대문3   \n",
       "2  6345679   2017081  1144010400  111511001   서울 서울마포1   \n",
       "3  6345478   2017081  1144012100  111511002   서울 서울마포2   \n",
       "4  6345528   2017081  1147010200  112911002   서울 서울양천2   \n",
       "\n",
       "                         다발지명  발생건수  사상자수  사망자수  중상자수  경상자수  부상신고자수  \\\n",
       "0    서울특별시 서대문구 홍은동(명지대입구 부근)     9    10     0     5     3       2   \n",
       "1  서울특별시 서대문구 남가좌동(가좌동광교회 부근)     5     5     0     1     4       0   \n",
       "2      서울특별시 마포구 도화동(진도빌딩 부근)     7     8     0     2     6       0   \n",
       "3   서울특별시 마포구 동교동(청원제일주유소 부근)     5     5     0     0     4       1   \n",
       "4      서울특별시 양천구 목동(목동사거리 부근)     7     7     1     1     5       0   \n",
       "\n",
       "           경도         위도                                            다발지역폴리곤  \\\n",
       "0  126.926633  37.580562  {\"type\":\"Polygon\",\"coordinates\":[[[126.8357475...   \n",
       "1  126.923365  37.577264  {\"type\":\"Polygon\",\"coordinates\":[[[126.9111590...   \n",
       "2  126.947766  37.540450  {\"type\":\"Polygon\",\"coordinates\":[[[128.9866759...   \n",
       "3  126.922843  37.556245  {\"type\":\"Polygon\",\"coordinates\":[[[126.6712885...   \n",
       "4  126.863526  37.532372  {\"type\":\"Polygon\",\"coordinates\":[[[129.0659134...   \n",
       "\n",
       "      시도    구군        type  \n",
       "0  서울특별시  서대문구  pedestrian  \n",
       "1  서울특별시  서대문구  pedestrian  \n",
       "2  서울특별시   마포구  pedestrian  \n",
       "3  서울특별시   마포구  pedestrian  \n",
       "4  서울특별시   양천구  pedestrian  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pedestrian.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['다발지식별자', '다발지그룹식별자', '법정동코드', '스팟코드', '관할경찰서', '다발지명', '발생건수', '사상자수',\n",
       "       '사망자수', '중상자수', '경상자수', '부상신고자수', '경도', '위도', '다발지역폴리곤', '시도', '구군',\n",
       "       'type'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_columns = pedestrian.columns\n",
    "df_columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(92, 18)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "child = pd.read_csv('data/traffic_accident/2016년_보행어린이사고다발지.csv', encoding='euc-kr', names=df_columns, header=None)\n",
    "child.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>다발지식별자</th>\n",
       "      <th>다발지그룹식별자</th>\n",
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       "      <th>부상신고자수</th>\n",
       "      <th>경도</th>\n",
       "      <th>위도</th>\n",
       "      <th>다발지역폴리곤</th>\n",
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       "      <td>스팟코드</td>\n",
       "      <td>관할경찰서</td>\n",
       "      <td>다발지명</td>\n",
       "      <td>발생건수</td>\n",
       "      <td>사상자수</td>\n",
       "      <td>사망자수</td>\n",
       "      <td>중상자수</td>\n",
       "      <td>경상자수</td>\n",
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       "      <td>3</td>\n",
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       "      <td>6231366</td>\n",
       "      <td>2017027</td>\n",
       "      <td>4825012500</td>\n",
       "      <td>48250001</td>\n",
       "      <td>경상남도 김해시1</td>\n",
       "      <td>경상남도 김해시 장유면(장구공원 부근)</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
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       "</table>\n",
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      "text/plain": [
       "    다발지식별자  다발지그룹식별자       법정동코드      스팟코드      관할경찰서  \\\n",
       "0   다발지식별자  다발지그룹식별자       법정동코드      스팟코드      관할경찰서   \n",
       "1  6233904   2017027  4825010700  48250002  경상남도 김해시2   \n",
       "2  6231366   2017027  4825012500  48250001  경상남도 김해시1   \n",
       "\n",
       "                                 다발지명  발생건수  사상자수  사망자수  중상자수  경상자수  부상신고자수  \\\n",
       "0                                다발지명  발생건수  사상자수  사망자수  중상자수  경상자수  부상신고자수   \n",
       "1  경상남도 김해시 삼계동(화정마을4단지 아아파크가야아파트 부근)     3     3     0     1     2       0   \n",
       "2               경상남도 김해시 장유면(장구공원 부근)     3     3     0     2     1       0   \n",
       "\n",
       "                 경도                위도            다발지역폴리곤  \\\n",
       "0                경도                위도            다발지역폴리곤   \n",
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       "2  128.802142897278  35.2036501304501  {\"type\":\"Polygon\"   \n",
       "\n",
       "                                  시도                   구군                 type  \n",
       "0                                NaN                  NaN                  NaN  \n",
       "1  coordinates:[[[128.87143443354415  35.266832206391761]  [128.87142341966893  \n",
       "2  coordinates:[[[128.80433952606944  35.203626485112331]  [128.80432865389074  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "child.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>2017027</td>\n",
       "      <td>4825012500</td>\n",
       "      <td>48250001</td>\n",
       "      <td>경상남도 김해시1</td>\n",
       "      <td>경상남도 김해시 장유면(장구공원 부근)</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
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       "      <td>[128.80432865389074</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6233597</td>\n",
       "      <td>2017027</td>\n",
       "      <td>4719010900</td>\n",
       "      <td>47190001</td>\n",
       "      <td>경상북도 구미시1</td>\n",
       "      <td>경상북도 구미시 형곡동(형곡중앙시장 부근)</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>128.335991254094</td>\n",
       "      <td>36.1067716179167</td>\n",
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       "      <td>coordinates:[[[128.33821309088188</td>\n",
       "      <td>36.106756093706942]</td>\n",
       "      <td>[128.33820296614698</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    다발지식별자 다발지그룹식별자       법정동코드      스팟코드      관할경찰서  \\\n",
       "1  6233904  2017027  4825010700  48250002  경상남도 김해시2   \n",
       "2  6231366  2017027  4825012500  48250001  경상남도 김해시1   \n",
       "3  6233597  2017027  4719010900  47190001  경상북도 구미시1   \n",
       "\n",
       "                                 다발지명 발생건수 사상자수 사망자수 중상자수 경상자수 부상신고자수  \\\n",
       "1  경상남도 김해시 삼계동(화정마을4단지 아아파크가야아파트 부근)    3    3    0    1    2      0   \n",
       "2               경상남도 김해시 장유면(장구공원 부근)    3    3    0    2    1      0   \n",
       "3             경상북도 구미시 형곡동(형곡중앙시장 부근)    3    3    0    1    2      0   \n",
       "\n",
       "                 경도                위도            다발지역폴리곤  \\\n",
       "1  128.869236159322    35.26685710807  {\"type\":\"Polygon\"   \n",
       "2  128.802142897278  35.2036501304501  {\"type\":\"Polygon\"   \n",
       "3  128.335991254094  36.1067716179167  {\"type\":\"Polygon\"   \n",
       "\n",
       "                                  시도                   구군                 type  \n",
       "1  coordinates:[[[128.87143443354415  35.266832206391761]  [128.87142341966893  \n",
       "2  coordinates:[[[128.80433952606944  35.203626485112331]  [128.80432865389074  \n",
       "3  coordinates:[[[128.33821309088188  36.106756093706942]  [128.33820296614698  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "child = child.drop(child.index[[0]])\n",
    "child.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "child['type'] = 'child'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(91, 18)\n",
      "(91, 18)\n"
     ]
    },
    {
     "data": {
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       "      <td>4825010700</td>\n",
       "      <td>48250002</td>\n",
       "      <td>경상남도 김해시2</td>\n",
       "      <td>경상남도 김해시 삼계동(화정마을4단지 아아파크가야아파트 부근)</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>128.869236159322</td>\n",
       "      <td>35.26685710807</td>\n",
       "      <td>{\"type\":\"Polygon\"</td>\n",
       "      <td>경상남도</td>\n",
       "      <td>김해시</td>\n",
       "      <td>child</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6231366</td>\n",
       "      <td>2017027</td>\n",
       "      <td>4825012500</td>\n",
       "      <td>48250001</td>\n",
       "      <td>경상남도 김해시1</td>\n",
       "      <td>경상남도 김해시 장유면(장구공원 부근)</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>128.802142897278</td>\n",
       "      <td>35.2036501304501</td>\n",
       "      <td>{\"type\":\"Polygon\"</td>\n",
       "      <td>경상남도</td>\n",
       "      <td>김해시</td>\n",
       "      <td>child</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6233597</td>\n",
       "      <td>2017027</td>\n",
       "      <td>4719010900</td>\n",
       "      <td>47190001</td>\n",
       "      <td>경상북도 구미시1</td>\n",
       "      <td>경상북도 구미시 형곡동(형곡중앙시장 부근)</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>128.335991254094</td>\n",
       "      <td>36.1067716179167</td>\n",
       "      <td>{\"type\":\"Polygon\"</td>\n",
       "      <td>경상북도</td>\n",
       "      <td>구미시</td>\n",
       "      <td>child</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6233268</td>\n",
       "      <td>2017027</td>\n",
       "      <td>4719011700</td>\n",
       "      <td>47190002</td>\n",
       "      <td>경상북도 구미시2</td>\n",
       "      <td>경상북도 구미시 임은동(한울공원 부근)</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>128.35812156416</td>\n",
       "      <td>36.0878502660778</td>\n",
       "      <td>{\"type\":\"Polygon\"</td>\n",
       "      <td>경상북도</td>\n",
       "      <td>구미시</td>\n",
       "      <td>child</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6233905</td>\n",
       "      <td>2017027</td>\n",
       "      <td>5011010200</td>\n",
       "      <td>50110002</td>\n",
       "      <td>제주특별자치도 제주시2</td>\n",
       "      <td>제주특별자치도 제주시 일도이동(영도제나빌 부근)</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>126.541264474777</td>\n",
       "      <td>33.5051828924774</td>\n",
       "      <td>{\"type\":\"Polygon\"</td>\n",
       "      <td>제주특별자치도</td>\n",
       "      <td>제주시</td>\n",
       "      <td>child</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    다발지식별자 다발지그룹식별자       법정동코드      스팟코드         관할경찰서  \\\n",
       "1  6233904  2017027  4825010700  48250002     경상남도 김해시2   \n",
       "2  6231366  2017027  4825012500  48250001     경상남도 김해시1   \n",
       "3  6233597  2017027  4719010900  47190001     경상북도 구미시1   \n",
       "4  6233268  2017027  4719011700  47190002     경상북도 구미시2   \n",
       "5  6233905  2017027  5011010200  50110002  제주특별자치도 제주시2   \n",
       "\n",
       "                                 다발지명 발생건수 사상자수 사망자수 중상자수 경상자수 부상신고자수  \\\n",
       "1  경상남도 김해시 삼계동(화정마을4단지 아아파크가야아파트 부근)    3    3    0    1    2      0   \n",
       "2               경상남도 김해시 장유면(장구공원 부근)    3    3    0    2    1      0   \n",
       "3             경상북도 구미시 형곡동(형곡중앙시장 부근)    3    3    0    1    2      0   \n",
       "4               경상북도 구미시 임은동(한울공원 부근)    3    3    0    0    3      0   \n",
       "5          제주특별자치도 제주시 일도이동(영도제나빌 부근)    4    4    0    0    4      0   \n",
       "\n",
       "                 경도                위도            다발지역폴리곤       시도   구군   type  \n",
       "1  128.869236159322    35.26685710807  {\"type\":\"Polygon\"     경상남도  김해시  child  \n",
       "2  128.802142897278  35.2036501304501  {\"type\":\"Polygon\"     경상남도  김해시  child  \n",
       "3  128.335991254094  36.1067716179167  {\"type\":\"Polygon\"     경상북도  구미시  child  \n",
       "4   128.35812156416  36.0878502660778  {\"type\":\"Polygon\"     경상북도  구미시  child  \n",
       "5  126.541264474777  33.5051828924774  {\"type\":\"Polygon\"  제주특별자치도  제주시  child  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(child.shape)\n",
    "child['시도'] = child['다발지명'].str.split(' ', expand=True)[0]\n",
    "child['구군'] = child['다발지명'].str.split(' ', expand=True)[1]\n",
    "print(child.shape)\n",
    "child.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Izs5m+vTp5Ofn4+fnx9WrVzGbzSQkJJCamspnn32GXq/HycmJyZMnA+Dv78/atWvJzMxE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I+I/fF6kFiR16OLFXk9ulhb5fVXsTXpTXiQWFvZr/8l9m9d7/1qlTE1zushxooQ8ShhM4mI\nLXpEVCoVcXFxws9ms5kxY8bg5OTEkCFD+OSTT5DL5TRs2BCA2rVrY7FYKCsrIzU1FZ1Ox4cffohW\nq8Xd3Z2srCyGDRuGTqejsLCQBQsWYDabUSqV5ObmCjWJMpkMubzio5HL5YK3RKVS3dPa7V//+hch\nISEMGTKE8+fPExAQgK+vL6WlpezYsQNPT0+efvppEhMThX0zm80kJydjsViEFnavvfYae/bswcnJ\nySoZdHNzQy6Xk5CQwLhx4ygpKSE7O/ue9r2iR8Q2eJksBpL0J9HKi1Ea3Wjq2BGZ5PHva28vvOxB\ng63yelI01IQ34UnZW5GX7XlERNg/bCYRqQq24BGpxJ49e/jqq6/Q6XQMHz4cgEaNGpGZmUlERAQK\nhQK9Xk+9evVwcXGhdu3adOzYkeTkZBwcHMjOzqagoAA/Pz9kMhnNmzfn6tWrODg4UFBQQFlZmVCm\nVTnXxGg0UlxcjEajYcmSJfdwunjxIhqNhg4dOgAVSUtMTAxarRa1Wo27u7uQLAUEBBAXF0dsbCwF\nBQVIpVKGDx9O8+bNATAYDHz77bdCWVwl3N3dmTp1KnPnzuXAgQOYTCaaNGnChx9+aBUnekRqnpfe\nqGWXJsZqXkii7AR9XcKFZMTWNTwpvOxBg63ysncNNelNeJBYW9kve9RQ3bxEiHiUsJlE5FF6RA4c\nOMC2bdvw9fXFxcUFk8nErVu3WLp0KTNmzODs2bNs27aNsrIyJBIJCxYsYPTo0cK3Arm5uZw8eZKS\nkhLCwsLYuHEjzz33HHK5nKeeegoXFxcSExNRKBTk5eVhNptRqVS89957QEW73alTpxIYGMjJkydJ\nTk4mNTVVMKu7urqiVqvZvn07nTp1omvXrjg7O/PZZ58hkUiIjY0VHvKTkpLYsGEDRUVF5OTk0Lhx\nY6FLV3BwMMHBwWg0Gv79739z584dsrOz8fHxwWAwcOrUKQIDA/H09KS4uJgtW7bQq1cvtm3bxsWL\nF/H09CQ9PZ0tW7awatUqpk+fToMGDVi5ciU9evTgwIED9OvXj+vXr7N3717BRwKiR8QWeF3VnkJt\nysTMn/+QqE0ZXDOepoXSPvraP+687EGDrfJ6YjTUgDfhQWJtbr/sSEN18xIhojpgM4nIo/SIODk5\n0aBBAxYvXgxUJD2jRo3i9u3b6HQ65s+fL5xALF++HFdXV9avX8/kyZMBWLNmDS+99BIXL16ke/fu\nfPnll2RmZuLt7c13333H2LFjGTduHAARERFWGoqKili9ejUvvPACSUlJqFQqevfubfUQX1ZWxsiR\nI4Wp67///jvff/89crmckJAQq/stXLiQF198kePHj7NkyRJOnz5NbGws8+fPF2LWrFmDq6vrPS3h\nKoc2VmLIkCFkZmZatambMmUK7du3Z9euXTRu3Jjz588jlUpxdnambdu2KBQK+vTpw8aNG600iB6R\nmuel11ddO65zsL++9o87rweJFXk9ulhb5fW3YmvAm/AgsTa3X/8gVuQlQsSjh80kIo/SI+Lv709m\nZiY3b94kKCiIQ4cOARAUFIRcLsfDw4PCwkKhlW1ZWZnwbf6BAwcYMWKEUDZ14cIFJBIJ/v7+5OTk\noNVqOXbsGDt37kQul5OWlsazzz5LamoqxcXFfPvtt7zzzjvs27ePzMxMnn/+efLy8rh586bANT4+\nHovFQq9evQDIzMxEo9Hw0ksvCWbxSjg6OrJ//34WLFiAr68vGo1G8LpAReL2yy+/sGLFCmJjY4XX\njx8/Lpjg9Xo97u7uWCwWIfm5G6dOneLVV19FoVDg7+9PcXExnTt3ZteuXZjNZk6cOCG0pKuE6BGp\neV6OhqprxxWGx7+vvb3wsgcNtspL1GAfvO43I+Vx0vC486pOj4hSqUSpVFbbeiJsDzaTiFSFh+UR\nCQoK4r333mPZsmXIZDJSUlJo1aoVY8aMQSaTMXv2bD755BNKSkooKSmhZcuWgg8kICCAtWvXolar\nMZvNbN26laioKJycnLh58yZOTk5kZmaiUCgoKSkROk85OTkRHR2NxWIhNjaWkpISQkND8ff3p6Sk\nhF9++YWNGzcikUhIT09n/PjxNG/e3Erz0aNHMRqNRERE0LZtWwYNGkRWVhYymUw4gVEqlXTu3BkA\nrVZLdHQ03bp1E6ayV6JZs2Y0bdqUkpISZDIZt2/fFtoR3w2dTkdWVpbgn7l773Jzc5FKpQQHBwtz\nTSohekRqnlcTeQeSZCetPCK1ZAE8Lbe/vvaPOy970GCrvEQNthH7T663mAz3nZGCo/Kx0GCPvESI\neJSwmUTkUXpEjh8/zvfff49MJqOoqAilUklqaip79uzhzTffZO7cubRs2ZIbN25Qq1YtTpw4QWFh\nIVFRUWi1WvR6PUajEajoF115AnHjxg10Oh1OTk5AxelNSUkJiYmJbN26FYPBIGip1Dd48GBq167N\n+++/D8CKFSvIzMwkJydH0Lxr1y527NjBzp07sVgsGI1GunTpAkBISAiAYDjPy8vj9u3bWCwWZsyY\ngUqlIjU1lbCwMIqLi4VEQ6/XYzAYMBqNyOVy6tevT1paGklJSbRp00bYK6lUSllZGdeuXaNly5Zo\nNBqSk5OF+8hkMnr06IGHh4fV5yd6RGqelyNKXnePIEl/Cq28CKXRnaaOHay6Ztm6BnvnZQ8abJWX\nqME2Yv+X67U3jt53RoqiWbfHQoM98RIhojogsdjIFJZDhw6RmZnJ4cOH8fPzY/bs2QB88803ODk5\nsW/fPqZNm8a8efPo27cvXbt2ZcSIEXh6et7jEdm0aVOVaxiNRt577z0++ugjPvvsM8LDw5FIJEyb\nNo0mTZowadIkPDw8SE1N5YMPPuDrr7/myJEjNG7cGJlMxrvvvkvfvn3Jz8/n/fffZ/HixaSkpFiV\nQIWHhzN8+HB2794tnJAAZGdnU1payrPPPktUVBQAGRkZTJgwgRdffBEfHx+GDBkCwNatWyktLUWh\nUFBQUMDo0aOBitOKYcOGERoayvjx41GpVGg0GoYMGcK6deuYMGECvr6+yOVyLBYL169fx9PTkx49\nelC3bl0aN24snJSsX7+ePXv2MHPmTKFz1uHDh4mNjaVhw4YMGzaMli1bkpiYSH5+Pp07d2bp0qUY\nDAaSk5P54osvrPZ29erV/9UjIkKECBEiRNwPecc2UXhpr1UiglSGR6tX8O48vOaIiXhk0Gq1GAyG\nh35fV1fXh35PEY8GNnMi8ig9IpXYv38/DRs25NatW/j7+9O4cWMKCwspLy8nICCAhQsXUlZWhkKh\nEDwQlb6HyhOLO3fuUK9ePaBiwuaRI0eYNGkSEomEWrVqoVaradq0qdUpA8CoUaNo2bKl0PbWYDAw\nc+ZMQkNDhZMDqPCnnDt3jueee44ff/wRk8lEy5Yt6dKlC1KpFJlMhlQqZdasWZhMJmH6eq1atdiy\nZYvVmoMHD6ZLly7CjJHKbzt0Oh2///47CoWCp59+WtC1Zs0ahg4dytmzZ4V7VCYplXBycqry6Fb0\niNgPL3vQYKu87EGDrfISNTz+vP5qRkpxcXG1aLifR+Vx39sHiRXniIioTthMIlIVHpZHBP6ckxEV\nFcX8+fOJjIwEKkqt5HI5v/zyC7Vr18ZkMpGenk63bt2suKxfvx6z2YzJZBKmpnft2hWz2Sx0uEpO\nTsbZ2Vko1arE5cuX0ev1QptdgGXLlqHRaBg1ahQJCQnC69evXyctLY0ePXrQo0cP0tLSWLduHbVr\n18bLywuZTEZSUhKurq6YTCbOnDlD//79hZOXShw6dAij0UirVq2AP2eMpKeno9Fo8PT0ZOHChcjl\ncrRaLXPmzMHBwYHevXtbJSJ3w2Qy8dtvv1kld5UQPSL2x8seNNgqL3vQYKu8RA22EftPrv87M1Ie\npQajXntfj0plMvIw9f7T2Or+zEWIeJSwuUSkefPmQicnb29vdu/eDVR0coqLi+Pzzz8XHngrp5NX\nTgdPSUkR2vfe7REBcHBwYN26dezfv5969eoJ09CLi4sxGAzExsbi7u4urPX1119bXf/RRx+h0+lY\nu3YtMTExREZG4uDgwCuvvMIrr7wCVPwSDxo0iMzMTKukY/PmzYwbN4727dsDsGvXLtzc3Ni6des9\n+gsKCvDx8aFHjx7Ca2vWrOH06dN07NgRuVzO6tWrhdONXbt2ceXKFat7VPJftWqVsFeVM0YAQcem\nTZuIiIggJiaGgQMH0qlTp/t+LpVDEnv37i34Ve6G6BGxH172oMFWedmDBlvlJWqwjdj/6XqZ7L4z\nUqpDgzb11H09KsqnH80spgeJre7PXISI6oDNeEQqzdyxsbG0aNFC8Ij8+uuvfPHFF+Tl5eHj40PL\nli159913kclkvP322/zrX/9i7969lJWVodfryc/PZ9u2bVb3Pn78ON999x0Wi4XU1FTq1KlDSUkJ\nPXv25I033mDgwIFMnz6dlStX4uvrS+/evfnmm29YtGgR5eXlrF+/nqtXrwIVJyg3btwQkgi1Ws26\ndetIS0vDwcGBmzdvsm7dOoxGIxMmTMDLy4u8vDzq16+Pv78/77//PjNmzOD27dsUFhYCFd4VlUpF\ns2bN6NOnD2vXrsXJyYny8nIsFgu+vr7Uq1ePHj168MEHHxAWFsayZcto3749DRo0ICkpicjISOLj\n49mzZw/l5eXUrVsXBwcH+vTpw4svvkhGRgZr166lsLAQqVSK2Wzm9u3bbNiwgXHjxpGfny8MWNTr\n9SiVSl599VXeeOMNtmzZQkJCAq6urri6uvLmm28KnboqIXpERIgQIULE4wzRo1L9ED0iImzmROR+\nAw1//PFH4TTD2dmZiIgIYaBhq1atWLt2LQsWLMDPz4+lS5cikUgAa49I586d6dy5M3v27OHixYtE\nRkYSFhZG27ZtcXBw4JlnnuHLL78UhhYmJCTQoUMHAKZPn46fnx8xMTFIpVJmz56No6MjAEePHmX7\n9u2MHDmSVq1asXHjRlQqFbVq1SInJ4eGDRtiMBh45513aNu2raBp8ODBfPrpp6xevRovLy/WrVvH\ngQMHmDBhAkqlkvT0dPr378/w4cO5dOkS06ZNo1u3bvj7+6NSqfj+++958cUXKSkp4aeffhJKxZKT\nk1EoFFanO5WYNWsWL7zwgtCWeO7cuaSnp6NSqZg/fz5Lly4Vhh1OmTKFwYMH07JlS5KSkjhy5Agj\nR46kV69eXL9+nY8++oj27dsjl//5x0f0iNgPL3vQYKu8qlOD2WBBc1KPpFiOxc2IS0dHpA6SGudl\nC7G2ysseNNgqr78T+1celUc1i8kW99aePSJNmjShtLQUiUSCVColPT2dnJwcfHx8mDZtGlqtlpCQ\nED766COr6yZPnszkyZO5fPkyvXv3JjU1VXhv69atxMbGcuzYMatrtm7dyueff87hw4erQdnjC5tJ\nRKoyq+fl5XHmzBnBIwIV3adOnjxJ165dMRqNeHt7M3HiROHkoDLufh6RGTNmcOTIEcGsDhV/wGJj\nY9m7dy+lpaX83//9H/369RPuU1ZWRkREBAA+Pj6UlpZiNBq5fPkyarWaBQsWoNfr8fDwsPrDm5yc\njEQiYfPmzRw/fpwBAwZQp04drly5QvPmzfHy8gIqDOC1atXi3Llz1K1bF5VKxYULFzh37hwWi4WG\nDRsKZvmoqChWrlwpzBh54403eOGFF8jLy+P8+fPI5XJGjRqFRCLBxcWF7t27M2TIEDw8PDhw4AC/\n/fYbFosFs9lsVT528+ZNYdhhfn6+UGa1f/9+SktLOXjwIAcPHsRoNGIwGMjLy8PPz0+4XvSI2B8v\ne9Bgq7wetQaLwcLtGA26zD/fLzwho064CyhrjpetxdoqL3vQYKu8/ir273hUbEFDde+XPaGyugVg\n7dq1rFu3zqphEMCwYcMYNmyY8PP48eMpLi7+y/ueP3+eRo0aWb2m0Who2rSp1WsbNmxg7NixVoOo\nKzFkyBA+/fTTv63FXmAziUgl7ucRgQoD9o4dO4Sk4MqVKzRu3FgwWsfExBAfH8/48ePv6xExmUzM\nnTtXMKsDeHp6EhUVxYEDBzh8+LCVGbvSVxEWFoZUKmX79u2cPXuWkpIStFotbm5uTJ06FX9/fxIS\nEli8eDHLly/H29ub+Ph4HBwcMBqNfP/990ybNo3ly5fTqFEjdu3aJcxM6dSpEz/99BP5+fnIZDLq\n1q3LwoULBQ4bNmwgOzsbqBiwOHfuXOLj41Gr1bz++uvCXn3zzTdCeZVarSYmJoaSkhIA5syZw4IF\nC0hMTEShUODt7c20adOEazdu3GjFddOmTTz33HOEhYURFhYGVPwlFR0dzdChQ62SEBA9IvbEyx40\n2Cqv6tJQeFRbkYTc9UyhyzChOW2kVjdFjfGylVhb5WUPGmyV19+KdVTe16NiCxqqe7/sGdnZ2cyc\nOZONGzeyatUqZs2ahUajuWdY899F+/bt7zn5qDwR+U/07NmTnTt3/qN17BE2k4hUekQOHz5MixYt\nGDhwIFDhEakcaJibm0toaKjwy1JQUECbNm2Ijo6mrKwMnU5Hfn7+Pd6ESo8IQFFREaWlpURHR9Oz\nZ08GDx4MQGJiotAZ62688847TJ8+nTfffBOpVEqDBg2QyWS4urpSWFhIx44d2bx5s+ARyc7OJjMz\nE09PT9atW8f169dRKpWYzWbMZjNJSUlkZWXh4OAg8FQqlWg0Gm7fvo2Pjw/FxcVMnDgRBwcHdDod\nUqlUMNcnJSWxYcMGsrKyMBqNqNVqRo0aRUBAANeuXRPK1KCiq9jVq1d59913Wb16NRkZGXh5eaFU\nKlGr1URGRvL5558jk8nYtm0bp06dQi6XYzKZ0Ol0XLlyRSgpu3TpEtHR0ahUKmHq+t3Yvn37f/WI\nuLm53XNdVa89qtjqXMseeD1IrMjr0cX+k+tLNHn3vAcgK3EQYsS9tV1eDxIr8noEsd6vVnldjfOq\ngbVsAWaDhcJj5RhyTTj4yPAIdULqIPnH90tJSaFfv37I5XKOHTvG9OnTGTt2rFCalZGRwYULF4T4\n1NTUe2wDd0OlUnH9+nUCAgLuea9jx47/mOeTAptJRO7nEblx4wahoaHs27ePVatWMW/ePMEj4uLi\nQkJCwj0DDf8TlR6RyoGGs2fP5rPPPiNZdIUAACAASURBVBMestPT09m7dy/Nmzfn8uXLVteeOXMG\ns9lMfHw8CoWCWbNm4ejoiFwux83NjcOHDxMWFkZwcDAWi4WhQ4cilUopKiqibdu2hIeHA5CWlsb4\n8eORy+X07t2b3r17C2uUlJQwfPhwXnjhBYqLi8nKyuKLL77Az88Pk8nEO++8Q1ZWFgALFy5kxIgR\nZGZmolar8fPzIzY2lvnz5wNYrZmYmMjSpUuBitOkJk2aMHv2bGQyGdnZ2YwePZqzZ8/SoUMHlEol\nixYtwtHREa1Wy+DBg8nMzKRt27akpKSwePFi6tevL5y4/CdEj4j98LIHDbbK6+/G3s/f8XevN7lU\nbf40uRooLv7f5jHY4n6JGkReT4KG6lrLljwiZoOFW5/mo003Cq8VnSynfqTXAycjWq2W1atXM2/e\nPKKjoxk2bBgDBgygT58+LFu2TIj7+eefiYqK4qWXXgIqqkZCQkKE99PT0/Hz8yMkJIS9e/fy6quv\n8uqrf528irg/bCYRqamBhgCBgYFMnjyZ5cuX38Pr8OHD9OjRA4VCQXZ2Nrdv30an02GxWHBzc0Or\n1fLDDz8QFxeH2WzG1dUVf39/Lly4INwfEGaNNGvWDIvFQnl5OSqVCpPJxKxZs6hduzYhISGo1Wok\nEgknT57ktddeIz09naKiIrp37w5ArVq1hG5bFosFjUYj1BqeO3eO8+fPExkZicFgoKioSNhXT09P\ncnJyKC8vx8XFhfPnzwNQp04dzp8/T+fOnQUT/o4dOwBo3bq10DWsW7du1KlT576mK9EjYn+87EGD\nrfL6q1ij1nhff4fkrn94/2otlw5yik/KrO6hCJDh0l4uXPMk7u3jwsseNNgqL3vQUN28ahKFx8or\nkpC7aGnTjBQeK8erq+qB7rV9+3aOHz/O0aNHheez77//njVr1mA0Gq1ig4OD2bBhQ5X3CQwMJDU1\nlYyMjHtOQcrKyigrK7vnS/Vx48bx8ccf4+TkxKlTp/Dz86O8vBydToeHhwcA3bp1Iz4+/oE02QNs\nJhGpCtUx0PC/IT09nezsbA4dOoTZbGbQoEHExMRQWFiIRqNBIpGQmpqKSqVCp9MJ61cOEFSr1eTl\n5SGTyZgyZQqOjo7o9XqmTZuGRCJBq9Vy584dIRuvVasWEyZMYMWKFWzatAmTyUTnzp0F49S0adOI\njo4mNTUVs9lMcHCwMK1dJpPh6emJyWRCr9fj6+vLuXPnGDZsGNHR0YK/Qy6XYzabGTVqFPXq1aOg\noICYmBihPMxsNjNy5Ejq1avHtm3b+OOPPygvL+fo0aMUFxcTERHB2LFjhXKxyv0WPSL2wcseNNgq\nr78TW3jq/v4OjxeVf28tGQREuKM5pUdSJMfibsSlw59ds/4XDba2X6IGkdeToqG6edkCDLlVJ0aG\nvAdPmIYOHcrQoUMpLCzk6tWrNGnSBIlEwujRo//rtcXFxVy7dg0Hhz8HWwYEBJCRkWEVt3nzZjZs\n2MDPP/9c5X0GDhwoWA/Wrl1LQkLCE+8XsZlEpNIjUmnghopv2WfOnCl4RPLy8ggNDWXQoEFAxUDD\nsWPHcvDgQcrKypDJZJw4cYLw8HArs3qlR8TT05M5c+bc4xEpLS1lxYoVJCYmYjAYiI+PZ8iQIQBI\nJBKcnJzQ6/XI5XKOHj0KVJxG3LlzBx8fH0wmE3K5HIVCwa1bt8jMzCQ4OBiNRsOWLVsICAjAbDYT\nExPD8uXLcXFxoV27dpw6dYrS0lIUCgUpKSn4+/uj0WjYuHEjvr6+yOVyjEYjGRkZJCQk0Lt3bxYv\nXoyzszN16tRBKpWSnJzMrFmzGDZsGBcvXhRONVQqFbm5uajVajIzMzlx4gT5+fnUr19f6Ki1a9cu\n2rdvT61atfDw8ECn09GgQQMcHR35/vvvqVu3Ll26dCElJYXbt29TOXJmxIgRVkkIiB4Re+T1ILEi\nr4cXW6jRVxkvK3GwKpn4O2vV+otqgSdxbx8XXg8SK/J6dLEir5qHg0/VyZGD9z9Pmg4fPsySJUvu\nW+EhlUo5cuQIQUFBQptfT09PmjVrJpS+342oqCjWr18P/HkiUnlS8swzz7Bv375/zPVJgM0kIjXp\nEVmzZg0qlYrhw4dz8OBBTp8+jb+/P127dkWlUvH8888LszqWL1+ORCLB3d0diURCs2bNhKRnx44d\nXLt2DalUyu3bt4mNjWXRokXUrVuXQ4cOERsbS1JSEg0aNMDDw4OZM2cSHh7O+++/z5w5c2jfvj0X\nLlygpKSEkSNH0qVLFzIyMpg0aRI//PADL7zwAr/++iuhoaF88MEHqFQqNBoNQ4YMITAwkEWLFlnp\njoqKoqCgAJVKxdGjR+nbty9DhgzBYrEwZ84clEolJ0+exNXVlQEDBgjJxerVq9FoNPz22284OzvT\nq1cvgoODOXDgALt372bx4sX3HFmKHhH74WUPGmyV19+K/Qt/R1WzDP5XP8kTtbc2zsseNNgqL3vQ\nUF1r2ZJHxCPUiaIT5VYeEWU9OR6hTg99rfDwcCwWCz4+PowYMaLKmP/0EQNCxcl/4vDhw0LikpGR\nQWhoqNX7laVZDRo0sHo9Li7O6nnK3mEziUhNeUTMZjMnTpxg0aJFJCcnI5VKefnllzl69Chdu3al\nV69eHDlyhH79+mE2m7l8+TKBgYHIZDL69u3Lli1bKCsrQ6VScfv2beRyOf7+/ixdupSGDRtSt25d\nAOrXr4/BYEAqlVKnTh3q1KlDXFwcXbp0oV69elgsFkwmEwaDAaPRSP369QHw9/fHzc0NuVyOk5MT\nMpkMqVTKrFmzMJlM+Pr64u7ujrOzMydOnKB58+Z4eHhw+fJlUlNTadGiBbVq1aJ169ZcvXoVnU6H\nQqFAqVSSl5dH3bp18fHxIS0tjaCgIKRSKc7OzqjVap5++mmaNWsm7J/ZbEan0wma7oboEbE/Xvag\nwVZ5/VXs3/F3VMY+DD/JP9VgK/slahB5PWkaqptXTULqIKH+B14VXbPyTDh4/+9dswBOnjxZZZer\n4OBgfvjhh//p3lUhICDAagiiiD9hM4lIVagOj0hhYSFarRZ/f3+Sk5OBiof/yrkdr7zyCllZWfzr\nX/+itLQULy8vFixYAFT0jb516xYRERHIZDKysrIYP348MpkMo9FIXl4ekyZNEuou69Spg8FgENY9\ncOAAS5cuZenSpQwcOBCFQoFUKsXf359ly5Yhk8nQ6/UolUqeeuop1Go1MpmMpKQkXF1dMZlMnDlz\nhv79+yOVSjGbzURHR2OxWEhPT6dp06aCzqFDh7JhwwYiIiIwmUxkZ2czcOBA2rVrR1lZGfv27eO7\n777DZDKRnp5Onz59rDLyPXv2sH79eiwWS5WZv+gRsR9e9qDBVnn9rVjl/f0d/xn7UPwkD6jB5vZL\n1CDyekI0VDcvW4HUQfLAxvS/Qr9+/dDpdP/o2hYtWvzthKJLly5WbYBFVA2JpbLwv4ZR6RGJjY2l\nRYsWzJ49G6h6jsjEiRORyWS8/vrrVh6RyjkiX3/9tdW9q5oj4ujoSM+ePenRowcjR46kU6dOpKen\nYzabady4McnJyaxatQqDwcCaNWu4dOkSZrMZuVxO/fr1+eCDD8jIyGDz5s1kZmaSlZWFv78/M2bM\nwNvbm9jYWHJzc8nNzUUqleLt7U1xcTF9+/bl2WefZd26dSQnJ1NYWIhEImHMmDGEhoZy5MgRli1b\nRlBQkMA/Ly+P1q1b07NnT6ZNmyb4PHQ6HZ6enqhUKj766COWLFlCcnIyFouF3Nxc6tevz4gRI2jV\nqhVQ0UJ43rx5ZGdnExMTIxwHzpgxg9LSUvR6PZmZmdSuXZvMzEyrYZKVn0V0dDTOzs6sW7fOqpXv\n6tWr/6tHRIQIEQ8XaZvyyN5baJWIIAO/VzyoN/z+fe9FiBAhwhag1WqFL2gfJlxdXR/6PUU8GtjM\niUhNeUQqvR5SqZQVK1ag1Wp57733cHKqqD/85ptvuHPnDrGxsQB8/PHHnD59GoCrV6/SvXt31q9f\nz8SJE0lMTCQ+Pp4JEyZgMpn4448/WLt2LR4eHmzbto2vv/4ab29vioqKCAkJQaPREBISQo8ePZg0\naRLt2rWjVq1amEwmK7/H4sWLhRIsiUTCrFmzcHFxoaysjLfffptGjRoJsWPGjGHTpk2MHDlSKFP7\n/9g77/Aoqu+Nf7al954QEaRKFUFqpKkUCwo2RFGKhUjooSWA1ABRQsAgLVIEKSIIKFF6EUMAIy0h\ngECAFNLLZpNNstnd3x/57ciaoPCVxHGZ93l4YO+emfu+M9mwZ+557wEoLi4mKiqKoqIiXFxczGoS\nZ82aRXJyMvPnz2fWrFnk5uZy9OhRs2uYlpbG9u3b6dy5M6dOnSItLY3HHntMeF/yiFgOL0vQIFZe\n1Y3fzeNxT8ffp5/kYbu2YpjrYdMgVl6WoKG25hKTR0SC5UM0ici/6RGRyWTCblNyuRy5XI5MVlkG\n8eOPP/LBBx8IS5YeHh4kJycD0LRpU+bMmcOwYcNo3749t2/fJi0tDajM8gEh0/f29kan0+Ht7Y29\nvT0rV66kcePGDB48mNjYWDw8PFCpVELZ2ciRI1EqlTg4OHD16lXCw8Px9fWlTp06nD59mh49eqDX\nV27T27RpU0HjkiVLKCwsZMeOHeTm5tK7d29kMhkXLlygqKiI999/v8o+1ZcuXSIiIoIJEybQsGFD\ngoKCCA4OBuDgwYP4+/vz5ZdfMmHCBJYtW4ZMJsPX19fsHJJHxPJ4WYIGsfIyjf+VxwObvz/+fvwk\nD9u1lTRIvCxVQ23zkiChJiGaRKQ61JZHxGAwUFRUxLhx4zAajTz++ONcvXoVqOx6vmPHDmGfZ0dH\nR2GOFStWoNFo+Oabb9i4caNZc5uSkhICAgKYO3cuSqUSGxsbHBwcyM3N5eDBgyQmJpKdnc2OHTuQ\nyWTUqVOH5ORkGjRowNy5c/nqq6+oqKggNzcXo9EoJDbBwcF88cUX7Ny5k/z8fLy8vHj77bcBCAwM\nJCQkhMDAQHx9fZk/fz5arZb+/fuzYMECvLy82LZtG7m5uQQHB9OgQQMCAwOJiIgQStDUajVFRUVs\n3bqVkJAQ/Pz8mDNnDg4ODnz66adkZmbSr18/YcXoznsleUQsg5claBArrz+P/5XHw72n9d/PdR9+\nkgel4b9ybcUy18OmQay8LEFDbfOSIKE28FB4REzYv38/mzdvRqvV4uXlRWBgIJ6engwdOpSpU6ey\nfft29Ho9Go0GnU7HunXr6N+/v+DXMBgM2NjYcOXKFaH7+J49e9i5cye5ubnUq1eP0NBQ3N3dmTFj\nBg4ODqSlpaFQKFAqlaSnpzNt2jSaNm3KkSNHBA9GcXExarWaZcuW4ebmxs2bN1m2bBlarRaj0Yi7\nuzv169enUaNGgtclPz8ftVqNra0tffv2pXXr1qxZs8ZMr8lwv3HjRqDSIxIWFkZmZqZwHhPUajWr\nVq3i2LFjzJw5kyeffBKo9H6kp6dTUFCASqUiPT2drl27MmLECLPjJY+IBAn3D8njIUGChIcZkkdE\ngmhWRGrSIwJw6NAhzp49i1wuZ/78+fj7+1NeXo6VlRUKhYJdu3Yxbdo0XFxc2Lt3r9Doxmg00qZN\nGwYPHgzA0qVLhd21Lly4wJYtW7C2tmb27NkkJiYSGRnJnDlz0Ov1JCQksHz5cuzt7bl69Srjx4/H\n1dWVS5cu8dVXX/HZZ5/h5uZGbm4uH374IWfPnqV79+7MmzePQYMGCX1ERo8eTd26dQWvy7fffsuv\nv/7KkiVLmDx5Mu3ataNRo0ZV+ogEBQUJJWbFxcVs2LCBtm3bEhMTU+X6rFu3Tvjg1q1bVxj/7bff\n0Ov1uLi4CNcjJiYGnU7HqFGjhDjJI2I5vCxBg1h5VRn/C4+HWq0WpYb/zLWVNIiaV4XOyMkT5RSp\nlTg6VdChkxXKGux/8zBd238aW5seEblcLq3EPOQQTSJSkx4Rg8HADz/8gI+PD1qtlqioKLp27cpL\nL72ETCbD3t4elUrFp59+SnFxMQUFBbz22msAuLi4cPr0ad5++230+koDure3NwC7d++moqKCadOm\n0aRJE+rXr8/mzZspKCjA2toanU4ndCNPTEzExsaG7Oxs9u/fj7+/P25ubkDlaoTRaKSwsJBjx46h\n0WiEL/WmkizTB3X9+vVcu3aNWbNmERsbK3hdysrKiI2NpVu3bsjlck6ePMnt27cZPXq0cB1DQ0PZ\ntWtXtdc/MDCQwMDAKuMrV640e71w4ULi4uL48MMPzcYlj4jl8bIEDWLlZRq/F4+HWDWIlZekQRyx\nf3V8WWkFyxZrSL/j5/5krIKRYx2EZETsGh4mXjUJKysrwaMr4eGEaBKR6vCgPCJZWVmkpKSQnp7O\nggULcHZ2JjQ0FCcnJwICAigtLSU9PV3wfygUCoqLiwH49NNPGTduHK+++ipGoxEPDw9h5eHMmTOo\nVCqzkiS5XE5mZiZdunTh6tWrTJkyRVh1AcjLy6N169YsW7aMoKAgbGxsKCsrw8bGBr1ej1qtBhC6\ncdrY2NClSxdKSkq4ePEi27dvp379+oSGhpKcnIyfnx/79u2jZ8+eXLp0iR07dqBSqUhNTeW55567\n5+6c+/bto0mTJmRlZd01Rq/Xk5SURPv27c227jVdb8kjYhm8LEGDWHlVGf8Lj4dYNYiVl6RBHLH3\ncvzpuFLS0/Tc+Z03PVXP6ZMVBNRQ/5sHreFh4CVBQm3gofCIXLp0iZkzZzJ06FB+/PFH5HI5eXl5\n1KlThwkTJjBkyBA2bNiAg4MDs2fP5vr163h6ehIREcHMmTNxcnIiKyuLkpIS8vPzcXV1ZenSpcyY\nMYOAgAB69erFpk2b2LZtG46OjoSEhNCkSRO+/vprfvzxR4qKinjppZdITk5m4MCBnD17lp9//pnC\nwkKgMtlQq9X079+funXrsmnTJhwcHFAoFJSVleHm5oaXlxcjR44kJiaG/fv3U1RUhEajoWfPngwd\nOhSVSgVU+kDmzZsnGOFN0Ov1fP311xw/fpycnByaN29OYGAgfn5+LFmyhJSUFACuXLlC/fr1uXXr\nFitXrsTLywudTsfOnTvZuHEjLVq0YN68eVXun+QRkSBBggQJ94LNG3I48FOBWSKiUMBzfVwYKHmj\nJEh4qCCaFZGa9Ig4OzsDkJCQQFhYGHZ2duzatYuLFy/i6Ogo7Gq1evVqWrRowfXr15HL5ajVan77\n7TcaN27MhAkT8PX1pbS0lDfeeIOioiLc3d3Jzs7m+PHjFBQU4ObmRl5eHu7u7shkMvLy8hg7dixz\n5syhd+/eTJ06lXr16tGqVSveffddgV96ejoff/wxnTp1oqioiKKiIqKiorC2tiY3N5fhw4fTr18/\noDKhmDlzJhMnTiQsLIzly5dz6NAhevfuLfhADAYDDg4OZtdg586dXL9+ncDAQJYvX87rr7/O4sWL\n+fTTTxkzZowQ169fPwYOHMimTZuEFY1du3Zx9OhRXF1deeaZZ6q9f5JHxHJ4WYIGsfKyBA1i5SVp\n+OdzPQjfxr3M5XAXb5R9Dfa/+bev7X+JV216RCSzugTRJCI16RHx9vZGr9cjl8uZNWsW5eXl5OXl\nMWzYMFQqFe3atSM8PBw/Pz86derEli1b6Nixo+Ad8fT0ZPny5Wg0Guzs7HB2dsbe3p7OnTvzxRdf\n4OPjw+zZszl+/Dh169bF09MTnU7HiBEjhNrHtWvX0rNnT5ycnDAajWi1Wuzs7NDr9cybN49HHnmE\nxo0bo9PpsLGx4dy5c7Rv3x6tVovBYKB169YAvPTSS/z44480aNAAZ2dnNBoNfn5+wrXq06cPX375\npWBSN+HixYt07NgRpbLylrdq1UooXzMlHCZ89913vPXWW8hkMrRaLefOnaNDhw4kJSVVOa8JkkfE\n8nhZggax8rIEDWLlJWn432IftG/jr+Z6qqOSUycUZnP5+St4qhb63zwoDQ8TLwkSahKiSUSqw4P0\niBiNRhISErC3t6eiogKDwSAYybt168aKFSvIzMzk119/RaVS8corr6BQKLC3t+fChQt4eHggk8m4\nefMmTZs2RS6X07BhQ2QyGWq1msmTJ1NeXi5sa1tQUMDcuXOFkqk6deowZMgQoLKnybRp05DJZJSU\nlJCbm0t0dDQAKpWKkJAQoqOj2bJlC1lZWbRu3Zq2bdsKx3777bcolUo+/PBD3nrrLVq2bClcs02b\nNvHMM8+wd+9es2vZoEEDYmNjefnllwE4fPgwarWa3NzcKolIcXExnTp1AioN+YmJiWi1WlJSUsjJ\nyWHPnj0EBgbSoEEDs3sleUQsg5claBArL0vQIFZekoZ/FvugfBv3Mpe1DYwOduZUXDlFhUocnSto\n39F89aWm9dbk8ZbCS4KE2sBD4xGZMmUKdevWFVYo8vPz8ff3JzAwkPDwcGbNmoWdnR2hoaFcunRJ\naGA4YMAAxo0bx44dOyguLmbKlCnMmDGDtWvXEhISgqOjI7m5uahUKpKTkwkJCRGShuLiYtatW8fe\nvXupV68ezs7OzJkzx4zbnDlzOHfuHAMGDGDQoEFm733xxRccOnSIzp07M378eH755Rez/h8VFRXc\nvHmTJ598kunTpwvj586dY86cObi4uBAdHU1GRgbh4eHk5uZSUlKCXC7HysoKrVZLREQES5cuFY5N\nSUkRljSjo6P55JNPBON+SkoKTk5OZGZmCj1QTJA8IhIkSJDw34Xk25Dwb0AqzZIgmhWRmvaIyGQy\nQkNDha13v//+ey5dusT58+cpKytj1qxZZGVlIZPJMBgMBAcH89FHH+Hk5MTevXt57rnn2LlzJzKZ\nDLlczu3bt8nKyqK4uBg7Ozugcllz4cKFDBs2jD59+hAeHi6sTsyYMaPKFnVJSUmcPXuWnj17mo0b\njUaWLVtGXFwcL7zwgmBqN/URMcFgMDBkyBBKSkrMjv/hhx/MdrXy8fEhIiLCLCY8PJz4+Hjq1Klj\ntgvYhg0b6NixI3l5eQDMmjVLOCYkJIRHHnnErGO9CbXtETHqDJSfyEWpNlLhJMOqkzsylbxG5qqp\nWLHysgQNYuVlCRrEykvS8M/melC+DbFeL0v4+aituWrTIyJBgmgSkZr0iPj6+qJSqZg2bRr29vbY\n2dmRmZnJe++9R9euXenVqxcxMTHcvn2bjh07EhoaKnw5f/rpp9Fqtfj7+2M0Gtm5cycdO3akbt26\nrF+/3ozrO++8g7e3N3369OHChQs4Ojpy7tw5ACIiIhg2bBhOTk5AZYnV/Pnzeemll8wSFL1eT2Rk\nJElJSYwcOZKSkhIuXLgAVK7ixMbG0qtXL1QqFQcPHsRgMNCmTRvh+JiYGMF8fydKS0tRqVQoFAp+\n//134uLiGDx4sNlS7KZNmxgwYADR0dEsWrSoyj0yGo3ExcVVm+zVpkfEqDOgWXwFfZpWeE8Rm4XD\n2MZg82Dnqo1YsfKyBA1i5WUJGsTKS9Lwv8U+aN+GWK+XJWiobV6WjmnTpqFUKmnXrh2fffYZR44c\n4ebNm2YPV03+2Bs3brBnzx6ef/554b0tW7YwdOhQ3N3dq5z7hRdeEPqxzZw5E41GI3y/XLduHdu3\nb2f+/PkAPPvssxw5coSmTZtWOY/RaBQ4BAcH4+DgwMyZM4X3J0+eLHwnfeSRRzh9+rTAt127dmal\n82KDaBKR6vCgPCIACxYsIDo6muLiYnJyctBoNIJx+/z585w+fZpp06Zx6dIlMw6DBg1i+fLlLFmy\nhPz8fJRKJUOGDKnCNS8vD41Gw0cffQRUdl1PSEggNDSU/fv30717d2bOnMnKlSuxt7fns88+Q6/X\n8/bbb7Nt2zbhPMeOHePo0aO4u7uzfft21Go1JSUlnD59mjZt2pCfn8/kyZORyWQkJyfz9NNPM2DA\nADMdr7zyCleuXDHjd+vWLaKiorCysiI9PZ2nnnqK/v37C++fPn0ao9HIrVu36NKlS7UfKNPOYHd6\nQ+68V7XlESn9OacyCdH/UVWoT9VScTIf656+D3SumowVKy9L0CBWXpagQay8JA3/LPZB+TbEer0s\nQUNt87I0nDlzhv79+yOTydDpdLRu3Zo9e/ZUG/voo49y48YN4bVWq+W1116jc+fOZkmICc888ww/\n/PDD33L48ssvhdJ/0+6r69atE+a483zXrl1DJpOhVCq5evUqcXFxdOjQodrzLly4kIULFwqv70xc\n/ozu3buTkJBQ5YE1VD7ENz3Qry2IJhExeUSysrLw8vICKp+yz5w5U/CI5OTkEBAQwMCBA4HKL8Z3\nekQUCgWxsbGMHTuWDz74wOz8piREpVKhUqmoqKhg3759PPbYY0RFReHg4MCECRPQ6XSoVCo0Gg0O\nDg7ExsZy4cIFbG1tBbP63r176d+/P/n5+axatYqUlBQyMjLw8vLC1tYWqFy9aNSoEcuWLaNevXrE\nxMRgb2/PxYsXOXDgAElJSfj6+jJ16lQhMfL29sbOzo6OHTvSrl07YmJiMBgMGAwGYZvhd955hyef\nfJKwsDDs7e0ZN24cABkZGaxbt45Ro0axdu1acnJyzEzojRs3Zv78+Sxbtoxr166RmZnJ9OnTmTNn\nDjqdjjNnzlBSUsK2bduoU6cOMTExwoctJiaGffv2kZWVhaenJ6tWrTLrXQKwffv2v/WImFaD/m7s\n72JzNNU3XVQV/RHzoOaqjVix8rqfWIlXzcVKvGouVqy87if2Qc/1Qr9qQ/51Xv9GrMTLstCmTRsh\nuZgzZw5yufyejvvpp58YNWoU/v7+VfyxJhw7dowWLVpUGR80aBAhISHC6+HDh5utiOzYsYP3338f\ngM2bNwtxBw8eFP6dnJxM8+bNadWqVbVzjx8/XvBGK5VK8vPzCQoKqrbnmwnR0dG88sord32/NiGa\nRKQmPSImhISECB6RrVu3kp2dzfnz5ykvL8doNKJUKjEajZSXlxMUFERoaCgAzz33HC1btuTzzz8X\nfoCg8ofIdMyYMWPw9PQkNDSUAkNrCgAAIABJREFUTZs2YWtry6FDh5gzZw7NmjUjMTGR0NBQdDod\npaWlVXRWVFRw9OhRPD09uXbtGomJiXh7eyOXy5HL5axatYpPP/2U9PR0IUExbdsLCF6X0NBQHB0d\nMRqN5OXlCV6XRo0aER4eTmlpKcOHD+fFF19Era7s4l5aWkrdunWxtrZGr9czYMAAPvzwQ5544gn8\n/PzQ6/X07NmTixcvMnHiRKZMmSL0LjGhNj0iOofq91cotzOQsevKPflGaoLX/caKlZclaBArL0vQ\nIFZekgaJl6VrqK25xOYRMeoMaI9noc8uReFpg22AFzLVvSURd0NMTAxbt26lXr16FBQUMHbsWLP3\nr169SkxMDGvWrMHa2poxY8awfv16OnXqxLvvvkufPn1o2LChEN+1a9d7WhH5Mw4ePMizzz4LQGZm\nZrUxn3/+OcOGDRMedP8ZERERgg/YaDTSokWLaldtxArRJCI16RHJycmhqKiI8PBw9Ho9VlZWpKWl\nERoaSrNmzejVq5cwX3JyMsHBwQwePJhGjRpx69YtDh06xPHjx8nNzWXDhg28+uqr2NnZYWVlxbFj\nxxg9ejRdunQhLi4OZ2dn5HI5zs7OGI1GfHx8gEpPiKkvx50GcKhMkNzd3Zk9e7ZglO/fvz8///wz\nRqMRb29vPvvsM2QyGY888gjNmzfn9u3bZj+UvXr1EnRkZmby4Ycf4ubmJiROFy5cQC6Xk5ycTHl5\nOb/++ivvvPMOTk5OODo60rlzZ0aNGsXSpUvJyMjA2tpaeDrSp08fAgMDmT59OgUFBWa9S0yoTY+I\nsqMbihM55h6ROraUxuVgSC/9Y+wefCMPktf/GitWXpagQay8LEGDWHlJGsQRK1ZelqChtnn9mzDq\nDOSFJ1CR8semPNoT2bhNbP4/JyP79u3j119/5dChQ9y4cYNp06aZva/RaOjfvz9dunRhyZIlwkPW\noKAg9u/fz5YtW7hw4YLg/XBycuLq1avVejsee+wxYmJihDhTawYThg8fLuxc6u/vX+X4xMREoqKi\nzI6Byg2HoqKiWLhwIcOHDxfGFy5ciL+/v9nGRmKHaBKR6vCgPCLW1tbUrVuXW7duoVQq0Wg0GI1G\nCgoKzOabMWMGCQkJqFQqoYP4008/Tc+ePUlISGDp0qVkZmayaNEipk+fzu3bt6moqCA8PByFQoFM\nJsPf3x+VSoXBYKB+/fpMnz4dKysrrKysaNGiRZU5NRoNV69eFVYXsrKySE1NpbCwkLCwMPbs2cOm\nTZs4evQo3bt3F/qI9O7dWzCx3wsuXLjA+fPn6devH++99x5xcXFmnpXt27fzxBNPEBwcTElJiWCG\ngsoPbePGjfnss89IT0+v0rvEdL1rrY+IQoFz8OOUx+WiLDRS4SzDUK6n5LvUe/aN1Aiv+4yt7Xrf\nh0mDWHlZggax8pI0iCNWrLwsQUNt8xIDtMezKpOQO/5vr7hVjPZ4FnY9fO77fGlpaUyaNIl9+/Yx\naNAgnn766SoxDg4Od/1+9dxzz/Hcc88BoFarWbNmDYDQQ646REZG8tRTTzF+/HjGjx9/17hBgwbh\n4uJixrVfv34MGzaMoKAgWrZsSaNGjQCYNGmSmVkdYP369URFRWEwGEhISKi2VAzAzc2NESNGMGLE\nCPLy8rC3txd2Wl25cqXQb662IJpEpCY9Io6OjuTn5yOXV5bp2NnZUVpayr59++jcubPQq0Sn0+Hr\n60tpaSnr1q1jyJAhfPvttxw5cgQnJyecnZ1JTU0lOTlZKGdKTk7G2dkZOzs7ysrK0Gg0lJSUYDQa\nUalUlJWVUVFRgZWVlZCgACQkJBAdHU1ubi7W1tZ07NhR0KTX64mLiyM+Ph69Xk+TJk2Ii4uje/fu\nLFu2DBsbG/bv309RURHBwcG8++67Qu3grVu3CA8Px2g0Ck0SodJMX7duXX777TfOnj2Lg4MDTk5O\nXLx4kaZNm1JYWMi1a9dwdnZGpVIRHh5OWFgY9evXp2/fvlhbW/Prr7/y0ksvERcXh4ODA3369BHO\nX5seEQH9/jDU52y4TAlV8Xe+kRrhdZ+xYuV1P7ESr5qLlXjVXKxYed1PrMSr5mIlXv8+9Nml1Y/n\nVD/+V7hw4QJvvPEGkZGR9OjRg4kTJ/LSSy/x8ssvC5sXATz11FOkpKT8MZdeT25urvDd1IRRo0bR\nvHnze5r7znK37t27k5qaWiXm5s2bDBs2DB8fH06cOMGQIUMYP348I0eO5Omnn6Zr165s2LChynFF\nRUVMnz6dI0eOcPLkSeLi4nj22WdZuXIlrVu3rhK/Y8cO4d8BAQEEBwf/q34R0SQi/5ZHxDTHpEmT\ncHNzo6KigsDAQH7++WeGDBkCwJtvvimskOTk5DBixAhUKhWnTp3izTffpF+/Snffnj17WL9+PWfP\nnkWpVHLp0iWWLVtGnTp1OHz4MMuWLaNLly5oNBrCwsIYN24cUVFRfPzxx4SFhbF69WqcnZ1RKBQs\nWrQIKysrSktLGTZsGPXq1RN0jBgxgqysLI4cOWLWILG4uJgNGzYQEBDApk2bzLRnZGSg0Wj44osv\nUKlUnD9/XjBrFRYW0q5dO6FG8tatW4waNYozZ85Qv3594d60a9cOW1tbunXrRnx8vFkiUlMekbv1\nC/lz7N18IzrHyqcWD3O978OoQay8LEGDWHlJGiRelq6htuYSk0dE4Vl1ZycAhUf143+FpKQkwsPD\nhQqU8ePH88Ybb7BixQqzONPWtybcuHGDFi1akJGRUe15586dW+UcJvTo0aNK8nDkyJFqY03f8xIT\nExkxYgRr1qwRSqzefvtt/P39uX79utkxWq2Wbt268cILLxAbG4udnR2vvvoqPj4+HDp0qNpERGwQ\nTSLyb3lEoDLbNTUllMlklJeXCx6IGzducPToUfbs2YNCoUCn09GtWzcUCgUNGjQgOTm58guz0cjl\ny5fR6XT4+flx/fp1ZDIZZWVlANSpU4fy8nLc3Nw4c+YMvr6+XLx4ke7du9OhQwe8vb357bffCAgI\nwM/Pj19++YUePXpw69YttFot7du3F67J6tWrKSkpobi4mJ9++onevXsjk8mwt7cnNDS0yjU0aSwu\nLqaoqAg3NzcMBgPl5eV4eHiQl5cn6Ae4ePEiMpmMJk2akJ+fT0lJCW+++SbLli1Dr9dz6tSpKqVZ\nNeERqSjV3bVfyJ21oXr9XXwj/rYoO7gK56/tutp7jRUrL0vQIFZelqBBrLwkDeKIFSsvS9BQ27z+\nTdgGeKGNzTLziCjr2mMb4PUXR1WPN954o8pYdb6M+8W0adOq+EwAvv32W7PKFBPq1auHSqUyazwN\nlSVh1tbW1K9fX+hBdye6detGt27dCA4OFsZsbW05ffp0lbI6UwPsO7cgjoyMJDIy0iwuLy+PwMBA\nM7O+p6dnlWSsJiGaRKQ61JZHxMbGRvghKigoQKfTMXnyZACaNWtGVlbldrFFRUXodDrhhgcGBvLl\nl18ydOhQ1Go1KpWKwMBA6tWrx549e+jQoQNRUVFA5RMHf39/NBoNGRkZuLm5cfDgQeF9Hx8fYceE\n4OBglixZQlRUFBUVFXTp0kVYNgsMDMTa2pqDBw+yd+9e9uzZg1arNesJUh1atmyJWq1m2rRpWFtb\no9VqkcvlQrPG9evXs2LFCuGavfnmmzRv3pyKigqhd0lWVhYKhYLu3bsLvUvuvFcP2iNSGpd5134h\nNt28zM9hQxXfiFXHP3bN+ru57ofXg4oVKy9L0CBWXpagQay8JA3iiBUrL0vQUNu8xACZSo7bpBaV\nu2bllKLweDC7Zv3bKCkpQafTVRmPjY2lfv3693Wue71vY8eOrbI7mBggMxqN1de01DJMHpGoqCha\ntGjB3LlzAQT/Rn5+PtnZ2QQEBDBmzBgUCgUDBgww84iUlZWRl5cn7KdcHUpKSggJCaG4uJhGjRrx\n4osvCmYjjUZDdnY2Tk5OPPHEE4wZM4b8/Hyio6NJT09Hr9fj4eHB77//zoYNG0hNTWXjxo1CAlFc\nXIy9vT2LFy8mKiqK7OxssrOzkcvleHh4oFarefnll7l27Rrff/+9WWPAgoICevfujVar5fz588J4\neXk5N2/e5N133+XVV1/FaDSyY8cOjhw5gkqlQq1WY2dnx9KlSwVdOp2OzMxM6tevz9ixY/H39+fm\nzZvMmzdPKJdq3Lgx2dnZzJ49m8zMTLZu3So0eZTL5WRkZLB06VLc3NwELpMmTeLKlSvMmTOnyorI\nypUr/9Yjcr/I2XCZgp9umSUiKGS49KmLx+Am/+jcEiRIkCBBgoR/F6WlpdV+If+ncHR0fODnlFAz\nEM2KSG14RAwGA5GRkXTs2JEDBw5gZ2dHs2bN+Oyzzzh8+DA7duxg1apVLFmyhHbt2gGwdOlSmjRp\nwsSJE4XXFRUVAFy+fJnXX39dSCiioqLYt28fGo0GvV5PYmIi0dHRuLi4sHXrVr755huhFMra2tqs\nJ8mUKVPw8PAQStRMyMzMZNSoUcJKxdatWykuLiYiIgKVSsX+/fvN6g1DQkLIysqq0vMkPDycgQMH\n0rNnT/R6PYsWLeLq1at4enpy+fJlgoKChHK0tWvXkp6ezpUrVwQT/cWLF8nJyalyf0x4EB6RP/tB\nDLaGaufSOVY2jLzX81Y3JoZYsfKyBA1i5WUJGsTKS9Ig8bJ0DbU1l5g8IhIsH6JJRGraI5KcnExi\nYiKtWrXC0dGRvLw8evbsCVQ2tjHNYdo6t3PnzkBlo8D33nsPqCwFS01NRSaTCa+dnZ0FroWFhdja\n2uLg4EBpaeWODqZM39vbG51Oh7e3N1ZWVqxdu5bRo0cjl8txd3fn+vXrPPnkk9y4cYNbt24REBCA\nXC5n48aN2Nra8vjjj1NQUMChQ4d45plnmDp1KgaDgYKCAoGfTCYjPDwcjUZDXl4esbGxdO7cGbVa\nTUpKiqCpuLiYlJQUXFxcUCgUQid5gLKyMpKTkykrKxOMU1lZWaxbt45mzZpx6dKlau/fP/WIGHWG\nKn4QeR0bFH626NPv7vv4u/P+3ZgYYsXKyxI0iJWXJWgQKy9JgzhixcrLEjTUNi8JEmoSoklEqsOD\n9Ihs27aN1NRUvL290Wq1+Pn50axZsypzpKSk4OrqytatWxk4cCAuLi5Mnz4dT09PysrKcHR0FJIM\nX19fFi9ejFarRafTkZ6eztSpU4HKErCAgADmzp2LUqnExsYGBwcHcnNzadiwISEhIXzzzTcYjUZu\n3LiBtbU1SqUSLy8v9u7dy3fffYfBYODWrVu89dZbdOvWjTNnzpCdnc1PP/2Ei4uLoN3kxZgxYwbW\n1tZcuHCBiIgIVq1aBUCnTp1wdXUlMDAQd3d3ysrKUCqVwspO3bp12bBhAwkJCWg0Guzs7Jg4cSI+\nPj6UlpayaNEigoKCzLZ8q+5e/ROPSOnPOVX8IIa0UuwGPIJcJa/i+7jX895tTAyxYuVlCRrEyssS\nNIiVl6RBHLFi5WUJGmqblwQJtYGHwiNy+fJl1q1bx+zZs9HpdIwbN47CwkK2bNnCxYsXBY9ISUkJ\n2dnZODs707JlS8aMGUN2djaff/65sBJgWu1Yu3atsOtWeXk5aWlpuLm5Cf07pkyZQmlpKXq9Hmtr\na+RyOWlpaUyfPp2mTZui0+nYvXs3GzduZPTo0XzzzTe8//77tG3blpycHD7//HMuX76MSqXirbfe\n4vnnn+fo0aNs2rSJOnXqCKZ6hUJBy5YtGT58OJs2bRJ6nkDlbgim7uq3bt0iOjqay5cvo9Vqef/9\n9zlx4gTz588HKldJ1q1bR0JCAkVFRcjlctavX8+CBQs4efIkDRs2BCAlJQUfHx+WLFlido3/qUdE\n8oNIkCBBggQJDxckj4gE0ayI1KRHJD4+Ho1Gw9SpU0lPT0cul1NaWkpwcDBTpkwRvBSTJk1i6NCh\nfP/994JHpKysjNLSUpYsWYKvry/79+/nxIkTgscjOTmZ+fPnM2vWLC5evEheXh4AdnZ2eHl5CV00\nY2NjWbBgAe7ulU34fvjhB5RKpbC6o9frsbW1BSAiIoL69euTmprK/PnzmTx5MvXq1cPFxYXc3Fze\nfPNNwesxduxYbt68KWi9s+fJnb1S6tati42NDR9//DGLFy+mqKhISC6g0kPyzDPPMHLkSJKTk5k6\ndSparZZr164hl5vvTlFRUcGmTZsYNGiQMHY/HpHqeoPUZB+Q6sbEECtWXpagQay8LEGDWHlJGiRe\nlq6htuaSPCISahOiSURq0iMyaNAgBg0axLp16+jevTt6vZ7Nmzebmbnj4+MxGAzY2dmZeUS2bNlC\np06dWL58Obm5ueTk5Ahb/V66dImIiAgmTJiAv78/n332GYsWLQKgb9++rF69Wih1Onz4MLa2tnh6\nehIfH0/nzp3x9vbm5MmTnDt3DisrKxo3bkx+fj5JSUk4Ojry6quv4uXlxdNPP82xY8d44403hF4k\nUGnYzsvLQ6FQkJOTQ1paGj///DN79uzBYDCQkZEhrNoUFxcTEhJCZmYmRqORgwcPsnDhQgC++OIL\nbGxsOHfuHDt37kSj0eDv74+dnR3R0dG89tprKBQKSktLUalU9OvXT2gIZMK9ekTu1hvEPqhhjfcB\nkep9Hz4NYuVlCRrEykvSII5YsfKyBA21zasmoVAoBN+thIcToklEqsOD8ogAHD58mMLCQoYMGcKu\nXbuqzGV6wr9p0ybeeust4YPx22+/8euvv+Lr64udnR0NGjTg6NGjtGzZkoiICHQ6HatXryY3NxeD\nwcDKlSsJCQnhqaee4saNG4waNYr8/HysrKyELuhKpZLFixdTWlpKWloapaWlfPLJJyiVSjIzM7G3\nt+fatWtC0xofHx9OnTqFq6srrq6uREVFYW9vj8FgwNfXl+LiYqExjlKpxGg0otfr8fT0JDY2lpYt\nW7Jjxw7i4+PR6yubL06bNk3wcOTn5xMfH4+vry/W1ta4uLiQmpoqbEf89ddfY21tjcFgICgoiDVr\n1vDEE08IXepN1/tePCJ36w2ijy+ssT4gUr3vw6dBrLwsQYNYeUkaxBErVl6WoKG2edUGVCpVrc8p\nQVwQjUfEhMjISHx9fXnzzTeFMYPBwOrVq4mJieGVV15h6NChAPTv35+6deuiVCopLy+nTp06JCQk\nsHHjRqByxWL9+vXk5eWRn5/P22+/zcsvv8yFCxfYvHkzYWFhZnOfOnWK8PBwGjduTFhYGBcvXmTq\n1Kk88sgj2NjYAJCdnY1Go2H79u2cO3eOrVu3UlhYSHp6Oi1btmTUqFF4enpy4cIFFi5ciI+PD0aj\nEbVaTVFREevXr8fa2ppdu3Zx6NAhbt++jaurK8HBwTRq1IikpCQWLlxIjx49OH36NFZWVhQWFuLn\n58ecOXP48ssv2bdvHwaDAblcTqNGjaioqGDBggVA5Ta7kZGReHt78/bbbzNv3jyh50l0dDTZ2dmk\npKTQrFkzhgwZQtOmTVm2bBkKhYIRI0Zw5swZ5s2bh5OTE4GBgcIKE0BycjKhoaE4ODjwyiuv8Pzz\nzwvv3atHRPKCSJAgQYIECRIkSACRr4iYsGLFCk6cOEG7du2ws7MTxq2trfnggw9o0aIFFRUVjBo1\nStgJKjU1lTVr1jBu3DgOHz7MiRMnOHLkCD///DNarZacnBzBI+Lh4SH0GOnUqRO5ublAZVd1d3d3\nJk+ezCOPPALAxIkTKS8vByqbEAYFBXHw4EF0Oh0ymYyvvvqKCRMmANCuXTuzLpaDBg0iLS2N9PR0\nDh06RFhYGPPmzePJJ58kIiKCqKgoPDw8yM/Px8HBgaVLlyKXy1mzZg1FRUWcP3+en3/+mVWrVuHs\n7ExpaSkffvghjz76KFBpJP/pp5945plnSEhIEErNAJYtW0abNm3o1q0bH330EX379iU8PJw1a9bg\n7OxMRUUFaWlpfPvtt3To0IFLly6ZeUMKCwtZuXIlXbt2JT4+3uw+wN09IjXVG+Ru4zVxfE3FipWX\nJWgQKy9L0CBWXpIGiZela6ituWrTI1JeXl4j5WAmz60E8UP0iUhMTAy///47UVFRrF271uy95557\njiNHjtC8eXPkcjklJSU89thjQKXh28bGhuXLl6PRaGjZsiWDBw/G1ta22hWR8PBwbG1t6dWrF5s3\nbxbGu3Tpwq5duxg5ciQJCQmkpaUREBAAQLdu3VCr1Rw4cIBPP/2UtWvXUrduXaCypOv06dNMnDgR\nvV6Pu7s7RqNRMLy3bdsWe3t7ANzd3XFyciIpKQl3d3dsbGw4c+YMsbGxKJVKMjIyGD16NC4uLhgM\nBjQaDc7Ozvz6668UFRUJ/ppLly4xatQojh07hl5f6YN59tlnhTmKioqE0rWioiLBa9KlSxdmz57N\n+fPnmTx5MsuWLaO4uJimTZty8eJFrKys+Oqrrxg+fDi7du1CrVYLZn4TqvOIVOcHedC9Qe4nVqr3\nffg0iJWXJWgQKy9JgzhixcrLEjTUNq+ahMFgEB4gS3g4IepE5M8ekYyMDFQqFUajkYEDBzJo0CCW\nL19OUFCQ0Mtj8uTJAKSlpWFra8sXX3yBSqVi8eLFfPnll9WWCx0+fJiEhATGjRtX5b0758jOzqZJ\nkyZCaRjA9u3bcXJyYuTIkbRp04bXX38dqFwNuX79OkVFRchkMq5evYqTkxPW1tY0bNiQXbt28cor\nrwCVKxk3btwgLy+PjIwMoDJRUCgUqNVqNBoNderUwcfHh+bNmzNy5EgUCgV6vZ7XXntNaMyYmZnJ\nhAkTKCkpobCwkIEDBwpzjB49moULFzJ27FgMBgNHjhwRTPd169bFwcGBwsJCFixYQE5ODi+99BL2\n9vZYW1szZ84cFAoFUVFRaLVaunfvjoODQ5V79WePiGOiocZ6g9xPrFTv+/BpECsvS9AgVl6SBnHE\nipWXJWiobV4SJNQGROMRMfURWbVqFa+++qrgETH1ETE1DPTz8yM8PFz4wFy6dInPP/+cjIwMfHx8\n6Nu3Ly+++CIDBgxg4cKFNGrUCIDr168zY8YMVq1aRUhICHZ2doSFhXH58mWioqKwtbVFr9ejVqsp\nLy9nzZo1KBQKrly5wtdff01mZiY5OTk89dRTjBo1Cjs7O1JTU9m4caOwE1VhYSENGjQQvuDv2bOH\nPXv2CN3TExMTWbx4Mdu3b+f8+fNCN3M7Ozvy8vIIDg4mMzOT48ePV/kl0b17d9q0aUNoaCjt27fn\n4sWLyGQy0tPTGT58OH379iUkJITi4mJKSkooKirC39+fsWPH4u/vz6xZs7hy5Qre3t5UVFQIZVeL\nFi1i6dKlJCcno1BU7l6Rl5fHK6+8wiuvvMKuXbu4efMmpaWl3Lp1i6KiIpydnVm6dKnZ/avOIzLQ\n+TnJDyJBggQJEiRIqBZSHxEJolkRMfUR+XPJz7Vr15g0aRJubm4sXryYs2fPCn1EUlNTWbx4MTKZ\njFWrVuHu7o5arQbAxcVFMJgDyGQy5HI5kZGRdOzYkfPnzwOV2/YWFhaiUChQKpWoVCqysrIIDAwU\nEpWPPvqIyMhIhg0bxr59+9i9ezcDBw7k8uXLvP766zRo0ACATz/9lBMnTgBw4cIFvv32WxYvXoyL\niwubN2/m7Nmz2NnZmflGoDLZmj17Nq1bt2bXrl2kpaWxatUq3NzcyM3NJTAwkPLyck6ePImdnR1W\nVlZERESgUqnYtWsXp06dom/fvgCEhISQkJDAkSNHhF26ysrKiI+PZ9y4cfTo0QOj0cjy5cs5ePAg\nN27c4Ny5czg6OgrJj0ajYfPmzaSlpZGZmUlSUhKenp7Y2dlRXFxMYWEhc+fOFRIuqN4joku8ux9E\nrf5nvUHuJ/afHv+w8bIEDWLlZQkaxMpL0iDxsnQNtTWX1EdEQm1CNImIyecQGRlpNm4qdYLKZMLa\n2lr48ERGRlJeXo6vry/z5s2jadOmDB48GDD3dhiNRnbu3ImrqyutWrUiJSVFKIEy9Rgx4cKFC4SF\nhfHGG2/g4eHBSy+9JPQYad++PadOnRJ8FoWFhcIWtVBptjZl4du2baNDhw64uLhgNBopLi7GaDSi\nUCjQ6XQYjUasrKwoKytj8eLFtG3bFmdnZ5RKJQaDgZKSEtzc3NBoNEL9pIeHB+np6bRr146pU6cC\nlUnGk08+KVyf8PBwCgoK0Gq1xMbG0rlzZ5RKJUqlklOnTtG9e3d0Oh1paWkYDAY8PT1Zt26d2TUf\nO3YsVlZWjBw5koMHD+Lv709BQQEZGRnY2tryxBNP8OGHH5odU51HxNjRUOO9Qe4n9s4xvc7IjbhS\ndJpyVA466nVUolDJ/vL42uD1X42VeD18GsTKS9Igjlix8rIEDbXNS4KEmoRoEpF7QUZGBlqtlq5d\nu5KTk8OVK1ewtbWltLQUmUzG0aNHSUpKYvHixWbeDoVCgYODA3Xr1uXFF19k/vz5lJWVVTvHmTNn\nqKiooGvXrsKYqcfI+fPnOXv2rNAI0dXVlblz51JRUUFZWRmZmZnMnDkTqNxRKz09nfHjx1NWVkbT\npk1xdHQkMzMTNzc35s6di0qlQq1WI5PJhMSiZcuW/PDDD4SFhWFlZYVOp8PGxga9Xo+zszMymYxj\nx47h7u6ORqMhJyeHNm3aADBjxgysra05ePAgMTExrFq1CoDOnTvzySefMG/ePAYMGIDBYMDJyYlp\n06bh5ORkpv/WrVukpaXxxhtvAHD+/HmuXr1KaGgovr6+zJo1i6NHjzJ8+PC/rSeVqeQ4jGtMxcl8\nVEWVKyHKDq6CH+Tfgl5n5NBiDQVpf/zCvR6noOdYB6QSWQkSJEiQIEGChNqBaBIRk0fkyJEjtGjR\noopHJD8/n+zsbAICAlAoFHh4eKBUKnn//fc5dOgQJSUlODo6kpaWBlRu3TZ+/HgALl++TEREBCUl\nJYwfPx6NRoNKpUKn06FSqcjPzyc6Oprff/+dnJwcOnTogMFgoKysjNDQUGQyGWvWrCEjIwNPT0+C\ng4OJjo7myJEjwo4PGRkQm9+8AAAbbUlEQVQZeHl5ERISwu7du3FxcaFXr15kZmYKKzPx8fEYjUY8\nPT3p1q2b0GTRwcGBjRs3MnjwYFq2bMmgQYPYvHkzZWVlqFQq3N3dcXFxIT8/H1dXV7y9vYWO7a6u\nrvzyyy888cQTWFtbm/lSbGxsOHjwIB06dGDhwoU4OTnh7OyM0WgkMzOT2bNns3r1ary8vNDpdKxc\nuZJDhw7h5eXFiRMn6NevHwUFBTzzzDP4+fmRm5vLrVu30Gq1pKWlCTuEwV80NFQosO7pW+1S8J1/\nm1AbBr9rP5dSkKbHcMeDn4JUPTdOVvB4T+t/jdd/MVbi9fBpECsvSYM4YsXKyxI01DYvS8bAgQOJ\ni4sTXn/33XfCQ10T2rdvL5T7z58/n/79+wOVHth27doJmx9t2bKFqKgojh8/bnb8li1bWLFiBUeO\nHKlBJf99iCYRMXlE7izvgUqPSEBAAHv37mX58uXMnz9f8Ig4ODjwww8/MGXKFHx9fUlOTmbGjBlV\nzh0fH09ZWRn29vbI5XKUSiVZWVl8/PHHzJ8/n2XLlmFlZYW1tTWrV69m//79bN68maFDh/LZZ59x\n9uxZli9fzuLFi4mLiyMvLw+AWbNmkZyczPz585k1axa5ubkcPXoUqNwu99ixY/Tu3Vv4oq9Wq3F3\nd+f8+fPs3r2b999/nx07dhAWFsaUKVPw8/OjV69eXL16lU6dOhEUFERxcTGDBw8WOsorFAqCgoLw\n8/MDYNy4cVy8eBGo6kuZNm0a165dIzk5GblcTnR0tHBNDh8+TGRkpFBatnDhQpKSkpg5cyatWrUS\nkjVnZ2dsbGwoKysjIiKCrl27snv3brMeI1C5e9jfNTT88+rL3cZqKtY0ptPkVHkPoKJIJcT8G7z+\ny7ESr5qLlXjVXKxYed1PrMSr5mIlXuKAUVeB9ngi+mw1Ck8nbAOaI1P9b19fExMTefXVV4HKB9YK\nRWW5fLt27Vi3bh2DBw/GaDSycuVKhg0bJhyXnp7O7du38fX1rfa88fHxNGzY0GxMo9HQtGlTs7F1\n69YRGBiIu7t7lXMMGjSI8PDw/0nXfxmiSURMHpFjx46Zjdvb27N//37mzp2Ls7MzTk5OwlN1R0dH\nVCoVX3zxBRqNhrKyMqET+HfffUdBQQFDhw6t4gP55ZdfWLx4MaNHj8bDw4Pz58/j4+NDWFgYzs7O\ndO3alU8++YShQ4cSFxfH+vXr+eSTT3B2diYmJoZFixYBlTt2RUREMGHCBBo2bEhQUBDBwcFAZTnU\n6tWr6dChA5s3byYuLo7HHnsMT09PtNpKz8S2bdsYPHiwsPWwu7s7er2eX375hUWLFqHX6/n666/x\n9/fn0qVLDBgwgPLycvLy8vDz8yM9PZ2UlBShVG379u107doVFxcXMjIySE1NJT8/HysrK0pLSzl7\n9ixPPPEERqORr7/+Gm9vb2QyGcePH+fs2bN06tSJ9evXY2Njw2uvvUabNm3o0qULmzdv5ty5c/Tr\n14+4uDisra2rfBjv1tAQKp+yiMngp3KofocOuV05p3dlUKZWYu1UQf1OVoJvpDZ41eQ1eNg0iJWX\nJWgQKy9Jg8TL0jXU1lxiMqsbdRXkhX9LRcofDxC1Jy7hNvHV/ykZad68OZcuXQKguLiYLVu2EBkZ\nSXR0tOAxBoTNjmQyGSdPnuSHH34wS0z+jA4dOlRZ+TCtiPwZvXv3ZufOnffN3VIhmkSkOvy5j4ha\nrRZWBgC0Wi2lpaUUFxejVCrR6XSCkTwnJ4fs7Gyz8+n1esaOHUtqaioeHh60bNmSnJwcdDodhYWF\nzJkzB6PRSE5ODoWFhQAsWLAALy8vIiIiyM3NxWAw8M033xAYGEhERAQ6nY7Vq1ejVqspKipi69at\nhISE8NRTT3Hjxg1CQ0PJy8vj2rVrTJkyBajs29GrVy+++eYboqOjyc/PZ+jQobRt25aMjAzKysqI\njIxEp9PRqlUrBg0axFdffYVSqWTKlCmsXr2a27dvU1xczGOPPcbHH3+MVqslOTmZGzduCDuCBQYG\nCr0/QkND+frrr9m4cSNFRUVoNBoiIiKAyq13dTodV69exd7ensLCQmbPns3y5cvp0KED33//PYmJ\niWRmZlJRUUHLli2rLOFWZ1YXm+nONFavo5LrJxRmHhHnOgqS40opTP9jp6+rsf/vG/kbE/t/zXj4\nMGkQKy9L0CBWXpIGccSKlZclaKhtXv8mtMcTK5MQ/R//N1fcykZ7/CJ2PVrd9/n279/PmTNn+Pnn\nn8nMzOTZZ5/l0UcfZcWKFSQmJtKjRw9eeOEFhgwZAkBsbCyTJ09m9+7dbNmyhalTp1JYWGi2w6ud\nnR1Xr17F39+/ynydOnW6f9EPGUSXiDRr1kx42u7h4cHu3bsBhJWJFStWCF94CwoKqu0VAvDBBx9U\nObdCoeDzzz8nLy+PsLAwfvrpJ/r06cOXX37JV199RVpaGvb29rzzzjts2bIFQMhaNRoNQUFBLFmy\nRHhaYDKD6/V6Ybvf+vXrC/O9/vrrvP7667z//vsMGTJE4J2ens7+/fuZP38+jz/+ODk5OcybNw8X\nFxdBS3h4OEpl5e05c+YMpnYvTZs2FVZkysrKiI6OZvHixUycOJFHH32UgIAAevXqJXBYvnw5RqOR\nNm3aCPWPU6ZMYdiwYUJ5V79+/UhKSjIra5s3bx7x8fG4ublhZ2fHhg0bkMlkHDx4kAsXLlS5tnf1\niPDv17r+eUyhgOeCnUmOK6e8UImVcwUV5QbOfldSrW+kcTcbi6j3fZg0iJWXJWgQKy9JgzhixcrL\nEjTUNi8xQJ+trn48p/B/Ol9xcTGPPvoo/fv3F75vQeWupydOnBB2Pr116xbh4eGcOnWKfv368dFH\nHxEaGkpaWhrDhw83O2e/fv3o16/f/8RHgggTkepw+PBhduzYwdy5c83q6u7WK+Tv4ObmRrdu3YiP\nj6dPnz54enoyYcIE4f39+/cLvUFM+O677+jatWu1S5YHDhzgscceM0tC/gonT56kSZMmPP7440Bl\nwvXss89y4MAB2rVrh1KpJCcnBx8fHwCys7OrrSe0trbm+eefJyQkBKj0pdy5ClRWVib4Ukw4c+YM\n5eXldOjQQRgz+UDuhOla/vrrr2RlZTFx4kSgsv9HSUkJwcHBLFy4UPjF9V/yiJjgccfvjeMbcoCS\nKsdUFKnM7rkl1Ps+TBrEyut+YiVeNRcrVl73EyvxqrlYide/D4Vn9ZwUHs73fa5OnTqRkpIivDYY\nDGRnZ+Pt7W0W9/jjj2NlZcW7777L0qVLkcvlJCUlsXbtWjp37izEpaam0rFjR7NjS0pKKCkpqeJ3\nHjlyJFOnTsXW1pa4uDh8fHzQarWUlZXh4uICQM+ePdm0adN96/qvQ/SJSExMjJlH5E5U1yvE9ENx\np0ckPz+f2NhYevXqhUqlory8nFOnTtGyZUugMkO2t7cHKldVtm7dyuTJk4V51Go1Bw4cqNJNHECn\n07Ft2zamT59+z5rq1KnDrl27yM7OxtPTk7KyMk6dOkW9evVQKpW0b9+ePXv2MHz4cMrLy9m3bx89\ne/YEYMeOHTz77LPCL4xffvlFyOpNvpSXX34ZBwcHfvrpJ8GXYoJpK+I70b59e9avX09qair+/v7c\nvHmTxMREhg0bJjRKNMG0IvLnpoz/JY9IdcffzTeidNSRn5//r/ESe6zE6+HTIFZekgaJl6VrqK25\nxOQRsQ1ojjY2ycwjoqzriW1As/s+l6nhtAmpqanUq1eP1NTUauONRiMbNmzg22+/5ebNm9jZ2ZGZ\nmUlmZiZeXl74+/tXOXbjxo2sW7eOAwcOVHvON998U9gVNjo6mh9++OGh94v8uw0d/gYmj0h5eTlz\n5swhODiY4OBgoWxq0KBBlJeXExQUxNixY1EqlQwZMkQ49vbt20ClqT0/P5/JkycTHBzMxIkTeeyx\nxxgwYABQuWPXmDFjmDBhAitWrGDUqFFmS3bbt2+nZ8+eVRIhgH379tGkSRMeffTRe9bVvn17+vfv\nb6bJ19dXSBBGjBjB7du3GTduHJMmTaJt27b06dMH+KN3yfjx4xk/fjypqamMGTMGgKeeeornnnuO\n0NBQxo8fz7lz5wRfCsDp06cxGo1Vute7uLgwZswYwsPDGTt2LEuWLGH8+PHCisy9wMPDg6ZNmwp/\nGjdujKurK66urpSXl7Ny5UrKy8v/cqymYu/l+HYv+uBRzxq5ApAZkCvAo5417V7w+Vd5iT1W4vXw\naRArL0mDOGLFyssSNNTWXGKCTKXEbdJrOL7ZFbtnWuP4Ztf/2ahuwvbt2+nRowfdu3fHz8+Pxo0b\n07dvXw4fPmwWN336dL744gumTp1KbGwsu3fvpmfPnsTHx5t9R5w+fTr+/v74+/szevRojh8/Lrzu\n3bv3/8zzoYFRgoQaRlJSkrFt27bGpKSkvxyrqdjanMsSeFmCBrHysgQNYuUlaRBHrFh5WYKG2uZV\nG9BqtUa1Wv3A/9wNcXFxRldXV+OJEyeEMb1eb9y7d6/R1tbWmJKSIoy3bt3aGBMTU+UcgwYNMi5Y\nsOBvtR0+fNjYunVro9FoNKakpBgfffRRsz9eXl5GZ2fnKuNHjhy5n0v4n4foS7MkSJAgQYIECRIk\nSPinsLW1RSaTkZGRgUajwd7eHrVaze3bt1EqldjZ2Qmxffv2ZeHChfj6+tK0aVNKS0vZv38/+/fv\nFypR7hX+/v7cuHHjAauxDEiJiAQJEiRIkCBBggSLR6tWrThw4ADR0dFERkaiVqtxdXXl8ccfJy4u\nDjc3NyF23rx5REdHM2nSJFJTU7GxsaFRo0Zs27aN9u3b/+1c3bt35+zZszUpxyKgmDlz5sx/m4QE\ny4etrS3t2rUze9pQ3VhNxdbmXJbAyxI0iJWXJWgQKy9JgzhixcrLEjTUNq+aRkVFhdD/7UHC2tr6\nru/5+voKvUI++ugj3nvvPZ5//nmzjX2gcvfQtm3bMnjwYEaOHMlHH33E66+/Tr169R4434cZMqPx\n/xtUSJAgQYIECRIkSJBQSygtLUWnq37Xyn8CUz8QCeKHqHfNkiBBgoT/a+9+Y9qo/ziAv6/X/4UC\nAiswEGZg8mCyEWUSZEu2aNSFZMmYe2TUJxp9YuJD/8UY98REfbIlOH043WI0MWHTGJMtZpKMoMnG\nMDq3aXDYlY1SCy1taXt3vwf87mvpP9pRjtq9XwkBrt+7fu97d9/vfe573zsiIiKqTAxEiIiIiIjI\ncLw1i4iIiIiIDMenZpWZU6dOYXx8HGazGYqioL+/H6qq4vz58wiFQlBVFS6XCz09PYhGo5icnASw\n8gbQlpYW9Pb2YmxsTKRVFAUulwvd3d2YnJyEoihIJpOQJAnV1dVYXl6GqqpIJpPQNA2SJMFkMq16\nE2sqSZKwVuwqy3LO+YmIiOi/J71tHx0d3cTcUKXgrVllxm6344MPPsBHH32E999/H+fOnUMgEMDw\n8DBOnDiBzz77DBaLBX6/H16vF8ePH8eXX36JkydPwufz4fLlyxgeHsbIyAh27twJu92OZDIJr9eL\nDz/8EIqiYN++fQCA+vp6dHR0IJFIoLu7Gy6XCw6HA6qq4r777oMsy9iyZQtkWUZHRwdqa2vF2+Ul\nSYLZvBLHDg8Pw2T6d1eyWCzis+bmZjHdZrPhzTffXJUWwJr/6yRJEn83NDRklFt6utT0uWRLY7Va\n10xTjPXOv1n0bZiqXNcl1z6zmQotq2zlvFFKUU7Z1svlcq17uaVUTvupEfumxWIpanohbDZbyQb8\nGrU9iv2eUh8PxTxxKr2dSZ1e6HLcbnfGNL3Ndblc2LFjB4CVtj4bi8WCrq4uUQ6SJMFms8FkMq1q\nR+12Ow4ePIht27aJefVlE61X+bXe97hDhw6JCsrv9yOZTOLQoUM4cOAA6urq4Pf7kUgkEIvFcPjw\nYXg8HgDAzMwMFEXBnj17cODAAZw5cwbbtm2DyWSCqqo4fPgwzp07B5fLJZY/MDCALVu2wGw2o66u\nDiaTSfSWKIoCRVEQDoehqioGBwdRVVWFYDC4qlfEbrdjdHQUqqqKistsNosKsq+vT6xbPB7HyMhI\nRmOR3hikfp4aYKT2xPj9/lXzxGKxjHSF3HWYLU08Hl8zTTHK7e7HQhvrZDKZMa3c1kW3EY9/XK9C\nyypbOW+U9HK6mxPEbOu1tLR013nKZr0niKXcT7M9BjT9MZ/5rHffTH2vQS65njq0nqcRLS8vIxQK\nlSSI2Kh6I30/0Xv1C1WKeiN13SKRSMHzpbczqdMLXc7i4mLGtNnZWQAr2+/XX38FkHnhTpdIJHD9\n+nVRDpqmYXl5Wfyt/47FYkgmk+ju7hbzlvqYp3sXx4iUIb/fj7fffht+vx+vvPIK9u/fL6b5fD5I\nkoQnn3wSL7/8skizvLyMnp4eHD16FKOjozh16pQ4Oa+trcXzzz+PiYkJ/PTTT6ICdDgcaGtrw82b\nN1edyD/22GN44YUX8OKLLwJYOVmxWCxiPqvViqqqKgQCATQ1NYmKr7+/H+Pj4+ju7sb09PSqZUqS\nBI/HI9ICQFVVFcLhcMb6F3L7Vyo92MrHYrHkbJTzffZfVWwZbvZyqXIUcjxWitbWVvz999+bnQ36\nDzGbzSW7+JDtWFurju7s7MSNGzcKWr7VahXt/v333w9JkjAzMwNVVWG1WvHVV1/dfeaJ/o8vNCxD\nTqcTQ0NDGBwcxPHjx9Hc3IzOzk4MDQ1h7969mJiYQCQSgc/nw8DAAI4cOYK+vj588cUXuHLlCm7e\nvIljx45h3759GBsbQyQSwdWrV/Hee+/h4sWL6OnpwczMDB588EHcunULJpMJBw8exLVr12A2m6Gq\nKkKhEObm5mCxWMQ4kqqqKsTjcbS2tmJ+fh6apiEajYp8z87OQlVVBAIBbN26FcFgELt374bX6wUA\nhMNhPPTQQ0gmk4hGo4jH43A6naIHplBWqxWaphXV86H32DidzoxGILUiL6dbOoCVhqbcTvw3I0/Z\ntkuubbVZ27BU31uK8tWP43Tpeayurs55ZTZf/vIpNO96fVLM9xaybFmWDds/s12RXg99+6y1rne7\nrxVTNjabraLH+q33eM11jK0l1zz5tnlLSwtCoVDG9GzpOzs7EQgExDKtVqvYjiaTCYuLiyIP6WXg\ncDjgcDjEcVlTU4N4PA5N09DT04OpqSlomobe3l6MjIwUuMZE+TEQKWPV1dW4c+cOfD4fHn74YTFt\nbm4OiUQCf/zxB55++mkAK933165dwy+//AKbzYYffvgBFy9exMLCAqLRKKLRKMbHx+H1eqEoCkKh\nEO7cuQOXy4VgMIhIJIJ//vkHiqJgcXERv//+u7gFTD9h0Ae0LywsrOrK1Su61MBgYWEBAEQQAqw0\nbEtLSwgGg2KaxWJBa2srotEokslkRkMpSZJYvslkgt1uFxVjeiVaSCObSCRWVcyp9F6b9F4aI09s\n0pXqe7dv347l5eWcJ37FnPympitlUFLssiwWS0VeeS9FeRZaLsUGIbpCesYkScp7sqdpWlHbr9By\nqYReu43KfzHLLecgxO125913nU7nhvdyF1v35GpHZFmG1WrN20uSLQjJZWFhQXyPLMsZ5aAoCqxW\nKx544AE8/vjjuH37trgVTJIkRKNR8dCaWCwm1jO1Ld+xYwdsNhuampoKzhdRLhwjUkamp6dx4cIF\nceCHw2FMTExAVVWcPn0asVgM4XAYly5dwvz8PJaWlhCJRPD111/j448/xtTUFDweDwYGBrB79250\ndXXB6XTCbrejsbERb731FoCVQWyapqG1tVXcO+rxeNDY2AibzQar1YqOjg5YrVbY7XaEw2G43W64\nXC6RPvWq6JEjR+DxeMS0qqoqMbYjdXBbajevTlVV+Hw+0bOiKApkWQbw7wmFXpGqqopEIpHRE5I6\n0C5VtsGADQ0NORswTdNW3Tqm2+g3tOrrm816BpumunHjRtbb4HR3e0JfykBAX1a2e/KzKeZEI9fA\n0P8ah8NR0uXlGyifa8BsoQFEaq9lNqnjv3Tpg97b2trW/J505RacFjPeJV9dkCq9riuknii2B6Dc\neodTRSKRvPtWtjEW6fvzRjwk4m7K7NVXX11Vl2UbI5lrHKXb7c74zq1bt4q/9TGfqfPpF/O8Xi++\n+eYbcdEQWGl/GxoaoGkaampq0NraKubTLwZqmoYrV67gxIkTRa8rUTYcI1JGIpEITp48iatXr4or\nGf39/VhcXMT4+DiWlpagaRpcLhd27tyJW7duYXp6WvRUdHR0oKurCz///DOCwaBIK8syPB4Ppqen\nkUgkRENdXV2NWCwGRVGgqqqoZLI9vlf/rJDdxeFwIJFIGDoIl4iIiHKzWCzifCFdvp5ESZLQ0tKC\n9vZ2TE1NiR4aPr6XSoGBCBERERERGY63ZhERERERkeEYiBARERERkeEYiBARERERkeEYiBARERER\nkeEYiBARERERkeEYiBARERERkeEYiBARERERkeEYiBARERERkeEYiBAREZLJJCRJwtmzZzc7K0RE\ndI8wb3YGiIho4/3555944403cOHCBUSjUezatQvvvvsu9u7dm3OemZkZKIqS83ObzYbm5uaNyC4R\nEd0DGIgQEVW4hYUF7N+/H319ffj222/hdDpx+vRpPPHEExgbG0NfX1/W+fr6+nD79u2cy3300Ucx\nPj6+UdkmIqIKx1uziIgq3NmzZzE3N4fPP/8cu3btwvbt2/HOO+9gcHAQn3zySd55jx07Bk3Tsv4w\nCCEiovVgIEJEVOEkSco5PddnREREG42BCBFRhRsaGkJjYyOee+45TE5O4vr16zh69Ch+/PFHvPTS\nS5udPSIiukdxjAgRUYVzu904f/48Xn/9dTz11FOIRqPo7e3F999/j0ceeSTvvIFAANPT01k/k2UZ\nbW1tG5BjIiK6F0iapmmbnQkiIjKWqqoIh8MIBoOYn59He3s76uvrcebMGQwNDQEAmpqa8g5Wr6+v\nh9/vNyrLRERUYXhrFhFRBfv0009RW1srftxuN+x2O2RZRk1NDXp6evDss8/ir7/+yph3dnZWDEy/\ndOkSAOC3334T0xiEEBHRevDWLCKiCvbMM89gz5494v/vvvsOr732GgKBANxuN2RZBrDyQkMiIiIj\nMRAhIqpgek+I7vLlywCAurq6rOlVVcXs7GzG9Pn5eQCA3+/P+FyWZTQ2NpYqy0REdI9gIEJERMLi\n4mLet6Wn9q7o2tvbcw5oJyIiyoWBCBERCbW1teAzTIiIyAgcrE5ERERERIbj43uJiIiIiMhw7BEh\nIiIiIiLDMRAhIiIiIiLDMRAhIiIiIiLDMRAhIiIiIiLDMRAhIiIiIiLDMRAhIiIiIiLDMRAhIiIi\nIiLDMRAhIiIiIiLDMRAhIiIiIiLDMRAhIiIiIiLD/Q+o2dC6Bqe9sQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117029e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (292555065)>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(ggplot(child)\n",
    " + aes(x='위도', y='경도', color='시도')\n",
    " + geom_point()\n",
    " + theme(text=element_text(family='NanumBarunGothic'))\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(295, 18)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.merge(pedestrian, child, how='outer')\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dA04Se8zYdIcoIpI24XAYv9+PMYaioiKKioq47rrrWLp0KXV1n65TeOihh7ji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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117cfee10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223372036561773280)>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(ggplot(df)\n",
    " + aes(x='위도', y='경도', color='type')\n",
    " + geom_point()\n",
    " + theme(text=element_text(family='NanumBarunGothic'))\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}